From bf0f2990cfaa0cd83a2739987a0b38d408294623 Mon Sep 17 00:00:00 2001 From: JohnJim0816 Date: Tue, 23 Mar 2021 16:10:11 +0800 Subject: [PATCH] update --- codes/A2C/.vscode/settings.json | 3 - codes/A2C/agent.py | 11 +- codes/A2C/common/__init__.py | 0 codes/A2C/env.py | 4 +- codes/A2C/main.py | 200 ++++---------- codes/A2C/model.py | 5 +- codes/A2C/{common => }/multiprocessing_env.py | 0 codes/A2C/test.py | 162 +++++++++++ codes/A2C/utils.py | 2 +- codes/DQN/main.py | 4 +- codes/DoubleDQN/README.md | 33 --- codes/DoubleDQN/agent.py | 98 +++---- ...vents.1608619584.MacBook-Pro.local.35381.3 | Bin 5940 -> 0 bytes ...vents.1608619584.MacBook-Pro.local.35381.5 | Bin 4540 -> 0 bytes ...vents.1608619584.MacBook-Pro.local.35381.4 | Bin 4540 -> 0 bytes ...vents.1602770409.MacBook-Pro.local.21607.3 | Bin 5940 -> 0 bytes ...vents.1602770409.MacBook-Pro.local.21607.5 | Bin 4540 -> 0 bytes ...vents.1602770409.MacBook-Pro.local.21607.4 | Bin 4540 -> 0 bytes ...vents.1608619536.MacBook-Pro.local.35381.0 | Bin 11913 -> 0 bytes ...vents.1608619536.MacBook-Pro.local.35381.2 | Bin 9113 -> 0 bytes ...vents.1608619536.MacBook-Pro.local.35381.1 | Bin 9113 -> 0 bytes ...vents.1602770377.MacBook-Pro.local.21607.0 | Bin 11913 -> 0 bytes ...vents.1602770377.MacBook-Pro.local.21607.2 | Bin 9113 -> 0 bytes ...vents.1602770377.MacBook-Pro.local.21607.1 | Bin 9113 -> 0 bytes codes/DoubleDQN/main.py | 143 ++++------ codes/DoubleDQN/memory.py | 3 +- codes/DoubleDQN/model.py | 4 +- codes/DoubleDQN/params.py | 7 +- codes/DoubleDQN/plot.py | 4 +- .../moving_average_rewards_eval.npy | Bin 928 -> 0 bytes .../moving_average_rewards_train.npy | Bin 1728 -> 0 bytes .../result/20201222-144524/rewards_eval.npy | Bin 928 -> 0 bytes .../result/20201222-144524/rewards_train.npy | Bin 1728 -> 0 bytes .../result/20201222-144524/steps_eval.npy | Bin 928 -> 0 bytes .../result/20201222-144524/steps_train.npy | Bin 1728 -> 0 bytes .../moving_average_rewards_eval.npy | Bin 928 -> 0 bytes .../moving_average_rewards_train.npy | Bin 1728 -> 0 bytes .../DQN20201015-215937/rewards_eval.npy | Bin 928 -> 0 bytes .../DQN20201015-215937/rewards_train.npy | Bin 1728 -> 0 bytes .../result/DQN20201015-215937/steps_eval.npy | Bin 928 -> 0 bytes .../result/DQN20201015-215937/steps_train.npy | Bin 1728 -> 0 bytes .../result/moving_average_rewards_eval.npy | Bin 928 -> 0 bytes .../result/moving_average_rewards_eval.png | Bin 29173 -> 0 bytes .../result/moving_average_rewards_train.npy | Bin 1728 -> 0 bytes .../result/moving_average_rewards_train.png | Bin 39557 -> 0 bytes codes/DoubleDQN/result/rewards_eval.npy | Bin 928 -> 0 bytes codes/DoubleDQN/result/rewards_eval.png | Bin 23686 -> 0 bytes codes/DoubleDQN/result/rewards_train.npy | Bin 1728 -> 0 bytes codes/DoubleDQN/result/rewards_train.png | Bin 58047 -> 0 bytes codes/DoubleDQN/result/steps_eval.npy | Bin 928 -> 0 bytes codes/DoubleDQN/result/steps_eval.png | Bin 23008 -> 0 bytes codes/DoubleDQN/result/steps_train.npy | Bin 1728 -> 0 bytes codes/DoubleDQN/result/steps_train.png | Bin 57428 -> 0 bytes .../20210317-010120/ma_rewards_train.npy | Bin 0 -> 2128 bytes .../20210317-010120/rewards_curve_train.png | Bin 0 -> 76056 bytes .../results/20210317-010120/rewards_train.npy | Bin 0 -> 2128 bytes .../20201222-144524/checkpoint.pth | Bin 71979 -> 0 bytes .../20210317-010120/DoubleDQN_checkpoint.pth | Bin 0 -> 71967 bytes codes/DoubleDQN/saved_model/checkpoint.pth | Bin 71979 -> 0 bytes codes/DoubleDQN/utils.py | 2 +- codes/LICENSE | 21 ++ codes/MonteCarlo/README.md | 4 +- codes/MonteCarlo/agent.py | 14 +- codes/MonteCarlo/assets/action_grid.png | Bin 106842 -> 0 bytes codes/MonteCarlo/assets/track_big.png | Bin 29588 -> 0 bytes codes/MonteCarlo/main.py | 8 +- .../20210312-161601/ma_rewards_train.npy | Bin 2528 -> 0 bytes .../20210312-161601/rewards_curve_train.png | Bin 40882 -> 0 bytes .../results/20210312-161601/rewards_train.npy | Bin 2528 -> 0 bytes .../20210317-123623/ma_rewards_train.npy | Bin 0 -> 1328 bytes .../20210317-123623/rewards_curve_train.png | Bin 0 -> 46128 bytes .../results/20210317-123623/rewards_train.npy | Bin 0 -> 1328 bytes codes/PolicyGradient/README.md | 29 +- codes/PolicyGradient/agent.py | 21 +- codes/PolicyGradient/env.py | 19 -- ...vents.1606122284.MacBook-Pro.local.78801.0 | Bin 40 -> 0 bytes ...vents.1606122284.MacBook-Pro.local.78801.2 | Bin 13713 -> 0 bytes ...vents.1606122284.MacBook-Pro.local.78801.1 | Bin 13713 -> 0 bytes ...vents.1606389059.MacBook-Pro.local.21663.3 | Bin 40 -> 0 bytes ...vents.1606389059.MacBook-Pro.local.21663.5 | Bin 4540 -> 0 bytes ...vents.1606389059.MacBook-Pro.local.21663.4 | Bin 4540 -> 0 bytes ...vents.1606389139.MacBook-Pro.local.21831.3 | Bin 40 -> 0 bytes ...vents.1606389139.MacBook-Pro.local.21831.5 | Bin 4540 -> 0 bytes ...vents.1606389139.MacBook-Pro.local.21831.4 | Bin 4540 -> 0 bytes ...vents.1606110786.MacBook-Pro.local.75770.0 | Bin 40 -> 0 bytes ...vents.1606110786.MacBook-Pro.local.75770.2 | Bin 13713 -> 0 bytes ...vents.1606110786.MacBook-Pro.local.75770.1 | Bin 13713 -> 0 bytes ...vents.1606389044.MacBook-Pro.local.21663.0 | Bin 40 -> 0 bytes ...vents.1606389044.MacBook-Pro.local.21663.2 | Bin 13713 -> 0 bytes ...vents.1606389044.MacBook-Pro.local.21663.1 | Bin 13713 -> 0 bytes ...vents.1606389110.MacBook-Pro.local.21831.0 | Bin 40 -> 0 bytes ...vents.1606389110.MacBook-Pro.local.21831.2 | Bin 13713 -> 0 bytes ...vents.1606389110.MacBook-Pro.local.21831.1 | Bin 13713 -> 0 bytes codes/PolicyGradient/main.py | 114 ++++---- codes/PolicyGradient/model.py | 27 -- codes/PolicyGradient/params.py | 29 -- codes/PolicyGradient/plot.py | 46 ---- .../moving_average_rewards_train.npy | Bin 2528 -> 0 bytes .../result/20201123-135302/rewards_train.npy | Bin 2528 -> 0 bytes .../moving_average_rewards_train.npy | Bin 2528 -> 0 bytes .../result/20201126-191039/rewards_train.npy | Bin 2528 -> 0 bytes .../moving_average_rewards_train.npy | Bin 2528 -> 0 bytes .../result/20201126-191145/rewards_train.npy | Bin 2528 -> 0 bytes .../result/moving_average_rewards_train.png | Bin 41085 -> 0 bytes codes/PolicyGradient/result/rewards_train.png | Bin 60368 -> 0 bytes .../20210313-114904/ma_rewards_train.npy | Bin 0 -> 2528 bytes .../20210313-114904/rewards_curve_train.png | Bin 0 -> 58780 bytes .../results/20210313-114904/rewards_train.npy | Bin 0 -> 2528 bytes .../20201123-135302/checkpoint.pth | Bin 6507 -> 0 bytes .../20201126-191039/checkpoint.pth | Bin 6507 -> 0 bytes .../20201126-191145/checkpoint.pth | Bin 8491 -> 0 bytes .../20210313-114904/pg_checkpoint.pth | Bin 0 -> 8491 bytes .../PolicyGradient/saved_model/checkpoint.pth | Bin 6507 -> 0 bytes codes/PolicyGradient/utils.py | 29 -- codes/QLearning/main.py | 4 +- .../20210312-165244/ma_rewards_train.npy | Bin 1728 -> 0 bytes .../20210312-165244/rewards_curve_train.png | Bin 34560 -> 0 bytes .../results/20210312-165244/rewards_train.npy | Bin 1728 -> 0 bytes .../20210313-110213/ma_rewards_train.npy | Bin 0 -> 1728 bytes .../20210313-110213/rewards_curve_train.png | Bin 0 -> 40335 bytes .../results/20210313-110213/rewards_train.npy | Bin 0 -> 1728 bytes .../20210312-165244/Qleaning_model.pkl | Bin 5039 -> 0 bytes .../20210313-110213/Qleaning_model.pkl | Bin 0 -> 5039 bytes codes/Sarsa/agent.py | 6 +- .../20210312-170254/ma_rewards_train.npy | Bin 1328 -> 0 bytes .../20210312-170254/rewards_curve_train.png | Bin 37924 -> 0 bytes .../results/20210312-170254/rewards_train.npy | Bin 1328 -> 0 bytes .../20210313-110256/ma_rewards_train.npy | Bin 0 -> 1328 bytes .../20210313-110256/rewards_curve_train.png | Bin 0 -> 41568 bytes .../results/20210313-110256/rewards_train.npy | Bin 0 -> 1328 bytes .../20210312-170254/Sarsa_model.pkl | Bin 122671 -> 0 bytes .../20210313-110256/sarsa_model.pkl | Bin 0 -> 138543 bytes codes/TD3/main.py | 14 + codes/{ddpg => TD3}/memory.py | 6 +- codes/assets/action_grid.png | Bin 106842 -> 0 bytes codes/assets/track_big.png | Bin 29588 -> 0 bytes codes/common/model.py | 63 ++++- codes/ddpg/.vscode/settings.json | 3 - codes/ddpg/README.md | 27 +- codes/ddpg/agent.py | 41 ++- codes/ddpg/assets/image-20210320151900695.png | Bin 0 -> 265198 bytes codes/ddpg/env.py | 33 ++- ...fevents.1602761195.MacBook-Pro.local.156.3 | Bin 11913 -> 0 bytes ...fevents.1602761195.MacBook-Pro.local.156.5 | Bin 9113 -> 0 bytes ...fevents.1602761195.MacBook-Pro.local.156.4 | Bin 9113 -> 0 bytes ...fevents.1602761057.MacBook-Pro.local.156.0 | Bin 11913 -> 0 bytes ...fevents.1602761057.MacBook-Pro.local.156.2 | Bin 9113 -> 0 bytes ...fevents.1602761057.MacBook-Pro.local.156.1 | Bin 9113 -> 0 bytes codes/ddpg/main.py | 181 ++++-------- codes/ddpg/model.py | 50 ---- codes/ddpg/noise.py | 39 --- codes/ddpg/plot.py | 46 ---- .../moving_average_rewards_eval.npy | Bin 1728 -> 0 bytes .../moving_average_rewards_train.npy | Bin 1728 -> 0 bytes .../20201015-193308/rewards_eval copy.npy | Bin 1728 -> 0 bytes .../result/20201015-193308/rewards_eval.npy | Bin 1728 -> 0 bytes .../result/20201015-193308/rewards_train.npy | Bin 1728 -> 0 bytes .../result/20201015-193308/steps_train.npy | Bin 1728 -> 0 bytes .../result/moving_average_rewards_eval.npy | Bin 1728 -> 0 bytes .../result/moving_average_rewards_eval.png | Bin 50937 -> 0 bytes .../result/moving_average_rewards_train.npy | Bin 1728 -> 0 bytes .../result/moving_average_rewards_train.png | Bin 40678 -> 0 bytes codes/ddpg/result/rewards_eval.npy | Bin 1728 -> 0 bytes codes/ddpg/result/rewards_eval.png | Bin 75827 -> 0 bytes codes/ddpg/result/rewards_train.npy | Bin 1728 -> 0 bytes codes/ddpg/result/rewards_train.png | Bin 57002 -> 0 bytes codes/ddpg/result/steps_eval.npy | Bin 1728 -> 0 bytes codes/ddpg/result/steps_eval.png | Bin 23568 -> 0 bytes codes/ddpg/result/steps_train.npy | Bin 1728 -> 0 bytes codes/ddpg/result/steps_train.png | Bin 23493 -> 0 bytes .../20201015-193308/checkpoint.pth | Bin 6571 -> 0 bytes codes/ddpg/saved_model/checkpoint.pth | Bin 6571 -> 0 bytes codes/ddpg/utils.py | 21 -- codes/dqn_cnn/dqn.py | 107 ------- codes/dqn_cnn/main.py | 115 -------- codes/dqn_cnn/memory.py | 37 --- codes/dqn_cnn/model.py | 41 --- codes/dqn_cnn/plot.py | 24 -- .../dqn_cnn/result/moving_average_rewards.npy | Bin 528 -> 0 bytes .../dqn_cnn/result/moving_average_rewards.png | Bin 34944 -> 0 bytes codes/dqn_cnn/result/rewards.npy | Bin 528 -> 0 bytes codes/dqn_cnn/result/rewards.png | Bin 45288 -> 0 bytes codes/dqn_cnn/screen_state.py | 66 ----- codes/env_info.md | 49 +--- codes/envs/blackjack.py | 122 ++++++++ codes/envs/cliff_walking.py | 84 ++++++ codes/envs/gridworld.py | 125 +++++++++ codes/envs/gridworld_env.py | 195 +++++++++++++ codes/envs/racetrack_env.py | 260 ++++++++++++++++++ codes/envs/track.txt | 15 + codes/envs/windy_gridworld.py | 82 ++++++ codes/snake/README.md | 7 +- codes/snake/agent.py | 6 +- .../snake/assets/image-20200901202636603.png | Bin 32780 -> 0 bytes codes/snake/checkpoint3.npy | Bin 41600 -> 41600 bytes .../snake/example_assignment_and_report2.pdf | Bin 0 -> 773346 bytes codes/snake/main.py | 260 +++++++++--------- codes/snake/snake_env.py | 38 ++- 198 files changed, 1668 insertions(+), 1545 deletions(-) delete mode 100644 codes/A2C/.vscode/settings.json delete mode 100644 codes/A2C/common/__init__.py rename codes/A2C/{common => }/multiprocessing_env.py (100%) create mode 100644 codes/A2C/test.py delete mode 100644 codes/DoubleDQN/README.md delete mode 100644 codes/DoubleDQN/logs/eval/20201222-144524/events.out.tfevents.1608619584.MacBook-Pro.local.35381.3 delete mode 100644 codes/DoubleDQN/logs/eval/20201222-144524/rewards_moving_average/events.out.tfevents.1608619584.MacBook-Pro.local.35381.5 delete mode 100644 codes/DoubleDQN/logs/eval/20201222-144524/rewards_raw/events.out.tfevents.1608619584.MacBook-Pro.local.35381.4 delete mode 100644 codes/DoubleDQN/logs/eval/DQN20201015-215937/events.out.tfevents.1602770409.MacBook-Pro.local.21607.3 delete mode 100644 codes/DoubleDQN/logs/eval/DQN20201015-215937/rewards_moving_average/events.out.tfevents.1602770409.MacBook-Pro.local.21607.5 delete mode 100644 codes/DoubleDQN/logs/eval/DQN20201015-215937/rewards_raw/events.out.tfevents.1602770409.MacBook-Pro.local.21607.4 delete mode 100644 codes/DoubleDQN/logs/train/20201222-144524/events.out.tfevents.1608619536.MacBook-Pro.local.35381.0 delete mode 100644 codes/DoubleDQN/logs/train/20201222-144524/rewards_moving_average/events.out.tfevents.1608619536.MacBook-Pro.local.35381.2 delete mode 100644 codes/DoubleDQN/logs/train/20201222-144524/rewards_raw/events.out.tfevents.1608619536.MacBook-Pro.local.35381.1 delete mode 100644 codes/DoubleDQN/logs/train/DQN20201015-215937/events.out.tfevents.1602770377.MacBook-Pro.local.21607.0 delete mode 100644 codes/DoubleDQN/logs/train/DQN20201015-215937/rewards_moving_average/events.out.tfevents.1602770377.MacBook-Pro.local.21607.2 delete mode 100644 codes/DoubleDQN/logs/train/DQN20201015-215937/rewards_raw/events.out.tfevents.1602770377.MacBook-Pro.local.21607.1 delete mode 100644 codes/DoubleDQN/result/20201222-144524/moving_average_rewards_eval.npy delete mode 100644 codes/DoubleDQN/result/20201222-144524/moving_average_rewards_train.npy delete mode 100644 codes/DoubleDQN/result/20201222-144524/rewards_eval.npy delete mode 100644 codes/DoubleDQN/result/20201222-144524/rewards_train.npy delete mode 100644 codes/DoubleDQN/result/20201222-144524/steps_eval.npy delete mode 100644 codes/DoubleDQN/result/20201222-144524/steps_train.npy delete mode 100644 codes/DoubleDQN/result/DQN20201015-215937/moving_average_rewards_eval.npy delete mode 100644 codes/DoubleDQN/result/DQN20201015-215937/moving_average_rewards_train.npy delete mode 100644 codes/DoubleDQN/result/DQN20201015-215937/rewards_eval.npy delete mode 100644 codes/DoubleDQN/result/DQN20201015-215937/rewards_train.npy delete mode 100644 codes/DoubleDQN/result/DQN20201015-215937/steps_eval.npy delete mode 100644 codes/DoubleDQN/result/DQN20201015-215937/steps_train.npy delete mode 100644 codes/DoubleDQN/result/moving_average_rewards_eval.npy delete mode 100644 codes/DoubleDQN/result/moving_average_rewards_eval.png delete mode 100644 codes/DoubleDQN/result/moving_average_rewards_train.npy delete mode 100644 codes/DoubleDQN/result/moving_average_rewards_train.png delete mode 100644 codes/DoubleDQN/result/rewards_eval.npy delete mode 100644 codes/DoubleDQN/result/rewards_eval.png delete mode 100644 codes/DoubleDQN/result/rewards_train.npy delete mode 100644 codes/DoubleDQN/result/rewards_train.png delete mode 100644 codes/DoubleDQN/result/steps_eval.npy delete mode 100644 codes/DoubleDQN/result/steps_eval.png delete mode 100644 codes/DoubleDQN/result/steps_train.npy delete mode 100644 codes/DoubleDQN/result/steps_train.png create mode 100644 codes/DoubleDQN/results/20210317-010120/ma_rewards_train.npy create mode 100644 codes/DoubleDQN/results/20210317-010120/rewards_curve_train.png create mode 100644 codes/DoubleDQN/results/20210317-010120/rewards_train.npy delete mode 100644 codes/DoubleDQN/saved_model/20201222-144524/checkpoint.pth create mode 100644 codes/DoubleDQN/saved_model/20210317-010120/DoubleDQN_checkpoint.pth delete mode 100644 codes/DoubleDQN/saved_model/checkpoint.pth create mode 100644 codes/LICENSE delete mode 100644 codes/MonteCarlo/assets/action_grid.png delete mode 100644 codes/MonteCarlo/assets/track_big.png delete mode 100644 codes/MonteCarlo/results/20210312-161601/ma_rewards_train.npy delete mode 100644 codes/MonteCarlo/results/20210312-161601/rewards_curve_train.png delete mode 100644 codes/MonteCarlo/results/20210312-161601/rewards_train.npy create mode 100644 codes/MonteCarlo/results/20210317-123623/ma_rewards_train.npy create mode 100644 codes/MonteCarlo/results/20210317-123623/rewards_curve_train.png create mode 100644 codes/MonteCarlo/results/20210317-123623/rewards_train.npy delete mode 100644 codes/PolicyGradient/env.py delete mode 100644 codes/PolicyGradient/logs/eval/20201123-170440/events.out.tfevents.1606122284.MacBook-Pro.local.78801.0 delete mode 100644 codes/PolicyGradient/logs/eval/20201123-170440/rewards_moving_average/events.out.tfevents.1606122284.MacBook-Pro.local.78801.2 delete mode 100644 codes/PolicyGradient/logs/eval/20201123-170440/rewards_raw/events.out.tfevents.1606122284.MacBook-Pro.local.78801.1 delete mode 100644 codes/PolicyGradient/logs/eval/20201126-191039/events.out.tfevents.1606389059.MacBook-Pro.local.21663.3 delete mode 100644 codes/PolicyGradient/logs/eval/20201126-191039/rewards_moving_average/events.out.tfevents.1606389059.MacBook-Pro.local.21663.5 delete mode 100644 codes/PolicyGradient/logs/eval/20201126-191039/rewards_raw/events.out.tfevents.1606389059.MacBook-Pro.local.21663.4 delete mode 100644 codes/PolicyGradient/logs/eval/20201126-191145/events.out.tfevents.1606389139.MacBook-Pro.local.21831.3 delete mode 100644 codes/PolicyGradient/logs/eval/20201126-191145/rewards_moving_average/events.out.tfevents.1606389139.MacBook-Pro.local.21831.5 delete mode 100644 codes/PolicyGradient/logs/eval/20201126-191145/rewards_raw/events.out.tfevents.1606389139.MacBook-Pro.local.21831.4 delete mode 100644 codes/PolicyGradient/logs/train/20201123-135302/events.out.tfevents.1606110786.MacBook-Pro.local.75770.0 delete mode 100644 codes/PolicyGradient/logs/train/20201123-135302/rewards_moving_average/events.out.tfevents.1606110786.MacBook-Pro.local.75770.2 delete mode 100644 codes/PolicyGradient/logs/train/20201123-135302/rewards_raw/events.out.tfevents.1606110786.MacBook-Pro.local.75770.1 delete mode 100644 codes/PolicyGradient/logs/train/20201126-191039/events.out.tfevents.1606389044.MacBook-Pro.local.21663.0 delete mode 100644 codes/PolicyGradient/logs/train/20201126-191039/rewards_moving_average/events.out.tfevents.1606389044.MacBook-Pro.local.21663.2 delete mode 100644 codes/PolicyGradient/logs/train/20201126-191039/rewards_raw/events.out.tfevents.1606389044.MacBook-Pro.local.21663.1 delete mode 100644 codes/PolicyGradient/logs/train/20201126-191145/events.out.tfevents.1606389110.MacBook-Pro.local.21831.0 delete mode 100644 codes/PolicyGradient/logs/train/20201126-191145/rewards_moving_average/events.out.tfevents.1606389110.MacBook-Pro.local.21831.2 delete mode 100644 codes/PolicyGradient/logs/train/20201126-191145/rewards_raw/events.out.tfevents.1606389110.MacBook-Pro.local.21831.1 delete mode 100644 codes/PolicyGradient/model.py delete mode 100644 codes/PolicyGradient/params.py delete mode 100644 codes/PolicyGradient/plot.py delete mode 100644 codes/PolicyGradient/result/20201123-135302/moving_average_rewards_train.npy delete mode 100644 codes/PolicyGradient/result/20201123-135302/rewards_train.npy delete mode 100644 codes/PolicyGradient/result/20201126-191039/moving_average_rewards_train.npy delete mode 100644 codes/PolicyGradient/result/20201126-191039/rewards_train.npy delete mode 100644 codes/PolicyGradient/result/20201126-191145/moving_average_rewards_train.npy delete mode 100644 codes/PolicyGradient/result/20201126-191145/rewards_train.npy delete mode 100644 codes/PolicyGradient/result/moving_average_rewards_train.png delete mode 100644 codes/PolicyGradient/result/rewards_train.png create mode 100644 codes/PolicyGradient/results/20210313-114904/ma_rewards_train.npy create mode 100644 codes/PolicyGradient/results/20210313-114904/rewards_curve_train.png create mode 100644 codes/PolicyGradient/results/20210313-114904/rewards_train.npy delete mode 100644 codes/PolicyGradient/saved_model/20201123-135302/checkpoint.pth delete mode 100644 codes/PolicyGradient/saved_model/20201126-191039/checkpoint.pth delete mode 100644 codes/PolicyGradient/saved_model/20201126-191145/checkpoint.pth create mode 100644 codes/PolicyGradient/saved_model/20210313-114904/pg_checkpoint.pth delete mode 100644 codes/PolicyGradient/saved_model/checkpoint.pth delete mode 100644 codes/PolicyGradient/utils.py delete mode 100644 codes/QLearning/results/20210312-165244/ma_rewards_train.npy delete mode 100644 codes/QLearning/results/20210312-165244/rewards_curve_train.png delete mode 100644 codes/QLearning/results/20210312-165244/rewards_train.npy create mode 100644 codes/QLearning/results/20210313-110213/ma_rewards_train.npy create mode 100644 codes/QLearning/results/20210313-110213/rewards_curve_train.png create mode 100644 codes/QLearning/results/20210313-110213/rewards_train.npy delete mode 100644 codes/QLearning/saved_model/20210312-165244/Qleaning_model.pkl create mode 100644 codes/QLearning/saved_model/20210313-110213/Qleaning_model.pkl delete mode 100644 codes/Sarsa/results/20210312-170254/ma_rewards_train.npy delete mode 100644 codes/Sarsa/results/20210312-170254/rewards_curve_train.png delete mode 100644 codes/Sarsa/results/20210312-170254/rewards_train.npy create mode 100644 codes/Sarsa/results/20210313-110256/ma_rewards_train.npy create mode 100644 codes/Sarsa/results/20210313-110256/rewards_curve_train.png create mode 100644 codes/Sarsa/results/20210313-110256/rewards_train.npy delete mode 100644 codes/Sarsa/saved_model/20210312-170254/Sarsa_model.pkl create mode 100644 codes/Sarsa/saved_model/20210313-110256/sarsa_model.pkl create mode 100644 codes/TD3/main.py rename codes/{ddpg => TD3}/memory.py (77%) delete mode 100644 codes/assets/action_grid.png delete mode 100644 codes/assets/track_big.png delete mode 100644 codes/ddpg/.vscode/settings.json create mode 100644 codes/ddpg/assets/image-20210320151900695.png delete mode 100644 codes/ddpg/logs/eval/20201015-192417/events.out.tfevents.1602761195.MacBook-Pro.local.156.3 delete mode 100644 codes/ddpg/logs/eval/20201015-192417/rewards_moving_average/events.out.tfevents.1602761195.MacBook-Pro.local.156.5 delete mode 100644 codes/ddpg/logs/eval/20201015-192417/rewards_raw/events.out.tfevents.1602761195.MacBook-Pro.local.156.4 delete mode 100644 codes/ddpg/logs/train/20201015-192417/events.out.tfevents.1602761057.MacBook-Pro.local.156.0 delete mode 100644 codes/ddpg/logs/train/20201015-192417/rewards_moving_average/events.out.tfevents.1602761057.MacBook-Pro.local.156.2 delete mode 100644 codes/ddpg/logs/train/20201015-192417/rewards_raw/events.out.tfevents.1602761057.MacBook-Pro.local.156.1 delete mode 100644 codes/ddpg/model.py delete mode 100644 codes/ddpg/noise.py delete mode 100644 codes/ddpg/plot.py delete mode 100644 codes/ddpg/result/20201015-193308/moving_average_rewards_eval.npy delete mode 100644 codes/ddpg/result/20201015-193308/moving_average_rewards_train.npy delete mode 100644 codes/ddpg/result/20201015-193308/rewards_eval copy.npy delete mode 100644 codes/ddpg/result/20201015-193308/rewards_eval.npy delete mode 100644 codes/ddpg/result/20201015-193308/rewards_train.npy delete mode 100644 codes/ddpg/result/20201015-193308/steps_train.npy delete mode 100644 codes/ddpg/result/moving_average_rewards_eval.npy delete mode 100644 codes/ddpg/result/moving_average_rewards_eval.png delete mode 100644 codes/ddpg/result/moving_average_rewards_train.npy delete mode 100644 codes/ddpg/result/moving_average_rewards_train.png delete mode 100644 codes/ddpg/result/rewards_eval.npy delete mode 100644 codes/ddpg/result/rewards_eval.png delete mode 100644 codes/ddpg/result/rewards_train.npy delete mode 100644 codes/ddpg/result/rewards_train.png delete mode 100644 codes/ddpg/result/steps_eval.npy delete mode 100644 codes/ddpg/result/steps_eval.png delete mode 100644 codes/ddpg/result/steps_train.npy delete mode 100644 codes/ddpg/result/steps_train.png delete mode 100644 codes/ddpg/saved_model/20201015-193308/checkpoint.pth delete mode 100644 codes/ddpg/saved_model/checkpoint.pth delete mode 100644 codes/ddpg/utils.py delete mode 100644 codes/dqn_cnn/dqn.py delete mode 100644 codes/dqn_cnn/main.py delete mode 100644 codes/dqn_cnn/memory.py delete mode 100644 codes/dqn_cnn/model.py delete mode 100644 codes/dqn_cnn/plot.py delete mode 100644 codes/dqn_cnn/result/moving_average_rewards.npy delete mode 100644 codes/dqn_cnn/result/moving_average_rewards.png delete mode 100644 codes/dqn_cnn/result/rewards.npy delete mode 100644 codes/dqn_cnn/result/rewards.png delete mode 100644 codes/dqn_cnn/screen_state.py create mode 100644 codes/envs/blackjack.py create mode 100644 codes/envs/cliff_walking.py create mode 100644 codes/envs/gridworld.py create mode 100644 codes/envs/gridworld_env.py create mode 100644 codes/envs/racetrack_env.py create mode 100644 codes/envs/track.txt create mode 100644 codes/envs/windy_gridworld.py delete mode 100644 codes/snake/assets/image-20200901202636603.png create mode 100644 codes/snake/example_assignment_and_report2.pdf diff --git a/codes/A2C/.vscode/settings.json b/codes/A2C/.vscode/settings.json deleted file mode 100644 index be0f1ab..0000000 --- a/codes/A2C/.vscode/settings.json +++ /dev/null @@ -1,3 +0,0 @@ -{ - "python.pythonPath": "/Users/jj/anaconda3/envs/py37/bin/python" -} \ No newline at end of file diff --git a/codes/A2C/agent.py b/codes/A2C/agent.py index a5a2fee..af1201b 100644 --- a/codes/A2C/agent.py +++ b/codes/A2C/agent.py @@ -5,19 +5,18 @@ Author: John Email: johnjim0816@gmail.com Date: 2020-11-03 20:47:09 LastEditor: John -LastEditTime: 2020-11-08 22:16:29 +LastEditTime: 2021-03-20 17:41:21 Discription: Environment: ''' -from model import ActorCritic +from A2C.model import ActorCritic import torch.optim as optim class A2C: - def __init__(self,n_states, n_actions, hidden_dim=256,device="cpu",lr = 3e-4): - self.device = device + def __init__(self,n_states, n_actions, cfg): self.gamma = 0.99 - self.model = ActorCritic(n_states, n_actions, hidden_dim=hidden_dim).to(device) - self.optimizer = optim.Adam(self.model.parameters(),lr=lr) + self.model = ActorCritic(n_states, n_actions, hidden_dim=cfg.hidden_dim).to(cfg.device) + self.optimizer = optim.Adam(self.model.parameters(),lr=cfg.lr) def choose_action(self, state): dist, value = self.model(state) action = dist.sample() diff --git a/codes/A2C/common/__init__.py b/codes/A2C/common/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/codes/A2C/env.py b/codes/A2C/env.py index fda92d8..34d6d70 100644 --- a/codes/A2C/env.py +++ b/codes/A2C/env.py @@ -5,13 +5,13 @@ Author: John Email: johnjim0816@gmail.com Date: 2020-10-30 15:39:37 LastEditor: John -LastEditTime: 2020-11-03 20:52:07 +LastEditTime: 2021-03-17 20:19:14 Discription: Environment: ''' import gym -from common.multiprocessing_env import SubprocVecEnv +from A2C.multiprocessing_env import SubprocVecEnv # num_envs = 16 # env_name = "Pendulum-v0" diff --git a/codes/A2C/main.py b/codes/A2C/main.py index 65d8a32..08a1e1d 100644 --- a/codes/A2C/main.py +++ b/codes/A2C/main.py @@ -5,94 +5,73 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-11 20:58:21 @LastEditor: John -LastEditTime: 2020-11-08 22:19:56 +LastEditTime: 2021-03-20 16:58:04 @Discription: @Environment: python 3.7.9 ''' +import sys,os +sys.path.append(os.getcwd()) # add current terminal path import torch import gym -import os -import numpy as np -import argparse -from torch.utils.tensorboard import SummaryWriter - -from agent import A2C -from env import make_envs -from utils import SEQUENCE, SAVED_MODEL_PATH, RESULT_PATH -from utils import save_model,save_results - -def get_args(): - '''模型建立好之后只需要在这里调参 - ''' - parser = argparse.ArgumentParser() - parser.add_argument("--train", default=1, type=int) # 1 表示训练,0表示只进行eval - parser.add_argument("--gamma", default=0.99, - type=float) # reward 折扣因子 - parser.add_argument("--lr", default=3e-4, type=float) # critic学习率 - parser.add_argument("--actor_lr", default=1e-4, type=float) - parser.add_argument("--memory_capacity", default=10000, - type=int, help="capacity of Replay Memory") - parser.add_argument("--batch_size", default=128, type=int, - help="batch size of memory sampling") - parser.add_argument("--train_eps", default=4000, type=int) - parser.add_argument("--train_steps", default=5, type=int) - parser.add_argument("--eval_eps", default=200, type=int) # 训练的最大episode数目 - parser.add_argument("--eval_steps", default=200, - type=int) # 训练每个episode的长度 - parser.add_argument("--target_update", default=4, type=int, - help="when(every default 10 eisodes) to update target net ") - config = parser.parse_args() - return config - -def test_env(agent,device='cpu'): - env = gym.make("CartPole-v0") - state = env.reset() - ep_reward=0 - for _ in range(200): - state = torch.FloatTensor(state).unsqueeze(0).to(device) - dist, value = agent.model(state) - action = dist.sample() - next_state, reward, done, _ = env.step(action.cpu().numpy()[0]) - state = next_state - ep_reward += reward - if done: - break - return ep_reward +import datetime +from A2C.agent import A2C -def train(cfg): - print('Start to train ! \n') - envs = make_envs(num_envs=16,env_name="CartPole-v0") - n_states = envs.observation_space.shape[0] - n_actions = envs.action_space.n - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - agent = A2C(n_states, n_actions, hidden_dim=256) - # moving_average_rewards = [] - # ep_steps = [] - log_dir=os.path.split(os.path.abspath(__file__))[0]+"/logs/train/" + SEQUENCE - writer = SummaryWriter(log_dir) - state = envs.reset() - for i_episode in range(1, cfg.train_eps+1): + +SEQUENCE = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # 获取当前时间 +SAVED_MODEL_PATH = os.path.split(os.path.abspath(__file__))[0]+"/saved_model/"+SEQUENCE+'/' # 生成保存的模型路径 +if not os.path.exists(os.path.split(os.path.abspath(__file__))[0]+"/saved_model/"): + os.mkdir(os.path.split(os.path.abspath(__file__))[0]+"/saved_model/") +if not os.path.exists(SAVED_MODEL_PATH): + os.mkdir(SAVED_MODEL_PATH) +RESULT_PATH = os.path.split(os.path.abspath(__file__))[0]+"/results/"+SEQUENCE+'/' # 存储reward的路径 +if not os.path.exists(os.path.split(os.path.abspath(__file__))[0]+"/results/"): + os.mkdir(os.path.split(os.path.abspath(__file__))[0]+"/results/") +if not os.path.exists(RESULT_PATH): + os.mkdir(RESULT_PATH) + +class A2CConfig: + def __init__(self): + self.gamma = 0.99 + self.lr = 3e-4 # learnning rate + self.actor_lr = 1e-4 # learnning rate of actor network + self.memory_capacity = 10000 # capacity of replay memory + self.batch_size = 128 + self.train_eps = 200 + self.train_steps = 200 + self.eval_eps = 200 + self.eval_steps = 200 + self.target_update = 4 + self.hidden_dim=256 + self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + +def train(cfg,env,agent): + print('Start to train ! ') + for i_episode in range(cfg.train_eps): + state = env.reset() log_probs = [] values = [] rewards = [] masks = [] entropy = 0 - for i_step in range(1, cfg.train_steps+1): - state = torch.FloatTensor(state).to(device) + ep_reward = 0 + for i_step in range(cfg.train_steps): + state = torch.FloatTensor(state).to(cfg.device) dist, value = agent.model(state) action = dist.sample() - next_state, reward, done, _ = envs.step(action.cpu().numpy()) + next_state, reward, done, _ = env.step(action.cpu().numpy()) + ep_reward+=reward state = next_state log_prob = dist.log_prob(action) entropy += dist.entropy().mean() log_probs.append(log_prob) values.append(value) - rewards.append(torch.FloatTensor(reward).unsqueeze(1).to(device)) - masks.append(torch.FloatTensor(1 - done).unsqueeze(1).to(device)) - if i_episode%20 == 0: - print("reward",test_env(agent,device='cpu')) - next_state = torch.FloatTensor(next_state).to(device) + rewards.append(torch.FloatTensor(reward).unsqueeze(1).to(cfg.device)) + masks.append(torch.FloatTensor(1 - done).unsqueeze(1).to(cfg.device)) + if done: + break + print('Episode:{}/{}, Reward:{}, Steps:{}, Done:{}'.format(i_episode+1,cfg.train_eps,ep_reward,i_step+1,done)) + next_state = torch.FloatTensor(next_state).to(cfg.device) _, next_value =agent.model(next_state) returns = agent.compute_returns(next_value, rewards, masks) @@ -107,80 +86,17 @@ def train(cfg): agent.optimizer.zero_grad() loss.backward() agent.optimizer.step() - for _ in range(100): - print("test_reward",test_env(agent,device='cpu')) - - # print('Episode:', i_episode, ' Reward: %i' % - # int(ep_reward[0]), 'n_steps:', i_step) - # ep_steps.append(i_step) - # rewards.append(ep_reward) - # if i_episode == 1: - # moving_average_rewards.append(ep_reward[0]) - # else: - # moving_average_rewards.append( - # 0.9*moving_average_rewards[-1]+0.1*ep_reward[0]) - # writer.add_scalars('rewards',{'raw':rewards[-1], 'moving_average': moving_average_rewards[-1]}, i_episode) - # writer.add_scalar('steps_of_each_episode', - # ep_steps[-1], i_episode) - writer.close() + print('Complete training!') - ''' 保存模型 ''' - # save_model(agent,model_path=SAVED_MODEL_PATH) - # '''存储reward等相关结果''' - # save_results(rewards,moving_average_rewards,ep_steps,tag='train',result_path=RESULT_PATH) -# def eval(cfg, saved_model_path = SAVED_MODEL_PATH): -# print('start to eval ! \n') -# env = NormalizedActions(gym.make("Pendulum-v0")) -# n_states = env.observation_space.shape[0] -# n_actions = env.action_space.shape[0] -# agent = DDPG(n_states, n_actions, critic_lr=1e-3, -# actor_lr=1e-4, gamma=0.99, soft_tau=1e-2, memory_capacity=100000, batch_size=128) -# agent.load_model(saved_model_path+'checkpoint.pth') -# rewards = [] -# moving_average_rewards = [] -# ep_steps = [] -# log_dir=os.path.split(os.path.abspath(__file__))[0]+"/logs/eval/" + SEQUENCE -# writer = SummaryWriter(log_dir) -# for i_episode in range(1, cfg.eval_eps+1): -# state = env.reset() # reset环境状态 -# ep_reward = 0 -# for i_step in range(1, cfg.eval_steps+1): -# action = agent.choose_action(state) # 根据当前环境state选择action -# next_state, reward, done, _ = env.step(action) # 更新环境参数 -# ep_reward += reward -# state = next_state # 跳转到下一个状态 -# if done: -# break -# print('Episode:', i_episode, ' Reward: %i' % -# int(ep_reward), 'n_steps:', i_step, 'done: ', done) -# ep_steps.append(i_step) -# rewards.append(ep_reward) -# # 计算滑动窗口的reward -# if i_episode == 1: -# moving_average_rewards.append(ep_reward) -# else: -# moving_average_rewards.append( -# 0.9*moving_average_rewards[-1]+0.1*ep_reward) -# writer.add_scalars('rewards',{'raw':rewards[-1], 'moving_average': moving_average_rewards[-1]}, i_episode) -# writer.add_scalar('steps_of_each_episode', -# ep_steps[-1], i_episode) -# writer.close() -# '''存储reward等相关结果''' -# if not os.path.exists(RESULT_PATH): # 检测是否存在文件夹 -# os.mkdir(RESULT_PATH) -# np.save(RESULT_PATH+'rewards_eval.npy', rewards) -# np.save(RESULT_PATH+'moving_average_rewards_eval.npy', moving_average_rewards) -# np.save(RESULT_PATH+'steps_eval.npy', ep_steps) + if __name__ == "__main__": - cfg = get_args() - train(cfg) - - # cfg = get_args() - # if cfg.train: - # train(cfg) - # eval(cfg) - # else: - # model_path = os.path.split(os.path.abspath(__file__))[0]+"/saved_model/" - # eval(cfg,saved_model_path=model_path) + cfg = A2CConfig() + env = gym.make('CartPole-v0') + env.seed(1) # set random seed for env + n_states = env.observation_space.shape[0] + n_actions = env.action_space.n + agent = A2C(n_states, n_actions, cfg) + train(cfg,env,agent) + diff --git a/codes/A2C/model.py b/codes/A2C/model.py index 0d68901..0ceba5e 100644 --- a/codes/A2C/model.py +++ b/codes/A2C/model.py @@ -5,7 +5,7 @@ Author: John Email: johnjim0816@gmail.com Date: 2020-11-03 20:45:25 LastEditor: John -LastEditTime: 2020-11-07 18:49:09 +LastEditTime: 2021-03-20 17:41:33 Discription: Environment: ''' @@ -13,7 +13,7 @@ import torch.nn as nn from torch.distributions import Categorical class ActorCritic(nn.Module): - def __init__(self, n_states, n_actions, hidden_dim=256, std=0.0): + def __init__(self, n_states, n_actions, hidden_dim=256): super(ActorCritic, self).__init__() self.critic = nn.Sequential( nn.Linear(n_states, hidden_dim), @@ -30,6 +30,7 @@ class ActorCritic(nn.Module): def forward(self, x): value = self.critic(x) + print(x) probs = self.actor(x) dist = Categorical(probs) return dist, value \ No newline at end of file diff --git a/codes/A2C/common/multiprocessing_env.py b/codes/A2C/multiprocessing_env.py similarity index 100% rename from codes/A2C/common/multiprocessing_env.py rename to codes/A2C/multiprocessing_env.py diff --git a/codes/A2C/test.py b/codes/A2C/test.py new file mode 100644 index 0000000..fd124ff --- /dev/null +++ b/codes/A2C/test.py @@ -0,0 +1,162 @@ +#!/usr/bin/env python +# coding=utf-8 +''' +Author: John +Email: johnjim0816@gmail.com +Date: 2021-03-20 17:43:17 +LastEditor: John +LastEditTime: 2021-03-20 19:36:24 +Discription: +Environment: +''' +import sys +import torch +import gym +import numpy as np +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +from torch.autograd import Variable +import matplotlib.pyplot as plt +import pandas as pd + + +learning_rate = 3e-4 + +# Constants +GAMMA = 0.99 + +class A2CConfig: + ''' hyperparameters + ''' + def __init__(self): + self.gamma = 0.99 + self.lr = 3e-4 # learnning rate + self.actor_lr = 1e-4 # learnning rate of actor network + self.memory_capacity = 10000 # capacity of replay memory + self.batch_size = 128 + self.train_eps = 3000 + self.train_steps = 200 + self.eval_eps = 200 + self.eval_steps = 200 + self.target_update = 4 + self.hidden_dim=256 + self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + + +class ActorCritic(nn.Module): + def __init__(self, n_states, n_actions, hidden_dim, learning_rate=3e-4): + super(ActorCritic, self).__init__() + + self.n_actions = n_actions + self.critic_linear1 = nn.Linear(n_states, hidden_dim) + self.critic_linear2 = nn.Linear(hidden_dim, 1) + + self.actor_linear1 = nn.Linear(n_states, hidden_dim) + self.actor_linear2 = nn.Linear(hidden_dim, n_actions) + + def forward(self, state): + state = Variable(torch.from_numpy(state).float().unsqueeze(0)) + value = F.relu(self.critic_linear1(state)) + value = self.critic_linear2(value) + policy_dist = F.relu(self.actor_linear1(state)) + policy_dist = F.softmax(self.actor_linear2(policy_dist), dim=1) + + return value, policy_dist + +class A2C: + def __init__(self,n_states,n_actions,cfg): + self.model = ActorCritic(n_states, n_actions, cfg.hidden_dim) + self.optimizer = optim.Adam(self.model.parameters(), lr=cfg.lr) + def choose_action(self,state): + pass + def update(self): + pass + +def train(cfg,env,agent): + n_states = env.observation_space.shape[0] + n_actions = env.action_space.n + actor_critic = ActorCritic(n_states, n_actions, hidden_dim) + ac_optimizer = optim.Adam(actor_critic.parameters(), lr=learning_rate) + + all_lengths = [] + average_lengths = [] + all_rewards = [] + entropy_term = 0 + + for episode in range(cfg.train_eps): + log_probs = [] + values = [] + rewards = [] + state = env.reset() + for steps in range(cfg.train_steps): + value, policy_dist = actor_critic.forward(state) + value = value.detach().numpy()[0,0] + dist = policy_dist.detach().numpy() + + action = np.random.choice(n_actions, p=np.squeeze(dist)) + log_prob = torch.log(policy_dist.squeeze(0)[action]) + entropy = -np.sum(np.mean(dist) * np.log(dist)) + new_state, reward, done, _ = env.step(action) + + rewards.append(reward) + values.append(value) + log_probs.append(log_prob) + entropy_term += entropy + state = new_state + + if done or steps == cfg.train_steps-1: + Qval, _ = actor_critic.forward(new_state) + Qval = Qval.detach().numpy()[0,0] + all_rewards.append(np.sum(rewards)) + all_lengths.append(steps) + average_lengths.append(np.mean(all_lengths[-10:])) + if episode % 10 == 0: + sys.stdout.write("episode: {}, reward: {}, total length: {}, average length: {} \n".format(episode, np.sum(rewards), steps, average_lengths[-1])) + break + + # compute Q values + Qvals = np.zeros_like(values) + for t in reversed(range(len(rewards))): + Qval = rewards[t] + GAMMA * Qval + Qvals[t] = Qval + + #update actor critic + values = torch.FloatTensor(values) + Qvals = torch.FloatTensor(Qvals) + log_probs = torch.stack(log_probs) + + advantage = Qvals - values + actor_loss = (-log_probs * advantage).mean() + critic_loss = 0.5 * advantage.pow(2).mean() + ac_loss = actor_loss + critic_loss + 0.001 * entropy_term + + ac_optimizer.zero_grad() + ac_loss.backward() + ac_optimizer.step() + + + + # Plot results + smoothed_rewards = pd.Series.rolling(pd.Series(all_rewards), 10).mean() + smoothed_rewards = [elem for elem in smoothed_rewards] + plt.plot(all_rewards) + plt.plot(smoothed_rewards) + plt.plot() + plt.xlabel('Episode') + plt.ylabel('Reward') + plt.show() + + plt.plot(all_lengths) + plt.plot(average_lengths) + plt.xlabel('Episode') + plt.ylabel('Episode length') + plt.show() + +if __name__ == "__main__": + cfg = A2CConfig + env = gym.make("CartPole-v0") + n_states = env.observation_space.shape[0] + n_actions = env.action_space.n + agent = A2C(n_states,n_actions,cfg) + train(cfg,env,agent) \ No newline at end of file diff --git a/codes/A2C/utils.py b/codes/A2C/utils.py index ce89c7c..b6d66c6 100644 --- a/codes/A2C/utils.py +++ b/codes/A2C/utils.py @@ -15,7 +15,7 @@ import datetime SEQUENCE = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") SAVED_MODEL_PATH = os.path.split(os.path.abspath(__file__))[0]+"/saved_model/"+SEQUENCE+'/' -RESULT_PATH = os.path.split(os.path.abspath(__file__))[0]+"/result/"+SEQUENCE+'/' +RESULT_PATH = os.path.split(os.path.abspath(__file__))[0]+"/results/"+SEQUENCE+'/' def save_results(rewards,moving_average_rewards,ep_steps,path=RESULT_PATH): diff --git a/codes/DQN/main.py b/codes/DQN/main.py index 437ddcc..dae9c86 100644 --- a/codes/DQN/main.py +++ b/codes/DQN/main.py @@ -5,7 +5,7 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-12 00:48:57 @LastEditor: John -LastEditTime: 2021-03-13 14:56:50 +LastEditTime: 2021-03-17 20:35:37 @Discription: @Environment: python 3.7.7 ''' @@ -68,7 +68,7 @@ def train(cfg,env,agent): # 更新target network,复制DQN中的所有weights and biases if i_episode % cfg.target_update == 0: agent.target_net.load_state_dict(agent.policy_net.state_dict()) - print('Episode:{}/{}, Reward:{}, Steps:{}, Done:{}'.format(i_episode+1,cfg.train_eps,ep_reward,i_step,done)) + print('Episode:{}/{}, Reward:{}, Steps:{}, Done:{}'.format(i_episode+1,cfg.train_eps,ep_reward,i_step+1,done)) ep_steps.append(i_step) rewards.append(ep_reward) # 计算滑动窗口的reward diff --git a/codes/DoubleDQN/README.md b/codes/DoubleDQN/README.md deleted file mode 100644 index dcfea92..0000000 --- a/codes/DoubleDQN/README.md +++ /dev/null @@ -1,33 +0,0 @@ -## 思路 - -见[博客](https://blog.csdn.net/JohnJim0/article/details/111552545) - -## 环境 - -python 3.7.9 - -pytorch 1.6.0 - -tensorboard 2.3.0 - -torchvision 0.7.0 - -## 使用 - - -train: - -```python -python main.py -``` - -eval: - -```python -python main.py --train 0 -``` -可视化 - -```python -tensorboard --logdir logs -``` \ No newline at end of file diff --git a/codes/DoubleDQN/agent.py b/codes/DoubleDQN/agent.py index b77e9c1..1f9c7c1 100644 --- a/codes/DoubleDQN/agent.py +++ b/codes/DoubleDQN/agent.py @@ -5,7 +5,7 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-12 00:50:49 @LastEditor: John -LastEditTime: 2020-12-22 16:20:35 +LastEditTime: 2021-03-13 15:01:27 @Discription: @Environment: python 3.7.7 ''' @@ -20,65 +20,51 @@ import torch.nn.functional as F import random import math import numpy as np -from memory import ReplayBuffer -from model import FCN -class DQN: - def __init__(self, n_states, n_actions, gamma=0.99, epsilon_start=0.9, epsilon_end=0.05, epsilon_decay=200, memory_capacity=10000, policy_lr=0.01, batch_size=128, device="cpu"): - self.actions_count = 0 +from common.memory import ReplayBuffer +from common.model import MLP2 +class DoubleDQN: + def __init__(self, n_states, n_actions, cfg): + self.n_actions = n_actions # 总的动作个数 - self.device = device # 设备,cpu或gpu等 - self.gamma = gamma + self.device = cfg.device # 设备,cpu或gpu等 + self.gamma = cfg.gamma # e-greedy策略相关参数 - self.epsilon = 0 - self.epsilon_start = epsilon_start - self.epsilon_end = epsilon_end - self.epsilon_decay = epsilon_decay - self.batch_size = batch_size - self.policy_net = FCN(n_states, n_actions).to(self.device) - self.target_net = FCN(n_states, n_actions).to(self.device) + self.actions_count = 0 + self.epsilon_start = cfg.epsilon_start + self.epsilon_end = cfg.epsilon_end + self.epsilon_decay = cfg.epsilon_decay + self.batch_size = cfg.batch_size + self.policy_net = MLP2(n_states, n_actions,hidden_dim=cfg.hidden_dim).to(self.device) + self.target_net = MLP2(n_states, n_actions,hidden_dim=cfg.hidden_dim).to(self.device) # target_net的初始模型参数完全复制policy_net self.target_net.load_state_dict(self.policy_net.state_dict()) self.target_net.eval() # 不启用 BatchNormalization 和 Dropout # 可查parameters()与state_dict()的区别,前者require_grad=True - self.optimizer = optim.Adam(self.policy_net.parameters(), lr=policy_lr) + self.optimizer = optim.Adam(self.policy_net.parameters(), lr=cfg.lr) self.loss = 0 - self.memory = ReplayBuffer(memory_capacity) + self.memory = ReplayBuffer(cfg.memory_capacity) - def choose_action(self, state, train=True): + def choose_action(self, state): '''选择动作 ''' - if train: - self.epsilon = self.epsilon_end + (self.epsilon_start - self.epsilon_end) * \ - math.exp(-1. * self.actions_count / self.epsilon_decay) - self.actions_count += 1 - if random.random() > self.epsilon: - with torch.no_grad(): - # 先转为张量便于丢给神经网络,state元素数据原本为float64 - # 注意state=torch.tensor(state).unsqueeze(0)跟state=torch.tensor([state])等价 - state = torch.tensor( - [state], device=self.device, dtype=torch.float32) - # 如tensor([[-0.0798, -0.0079]], grad_fn=) - q_value = self.policy_net(state) - # tensor.max(1)返回每行的最大值以及对应的下标, - # 如torch.return_types.max(values=tensor([10.3587]),indices=tensor([0])) - # 所以tensor.max(1)[1]返回最大值对应的下标,即action - action = q_value.max(1)[1].item() - else: - action = random.randrange(self.n_actions) - return action - else: + self.epsilon = self.epsilon_end + (self.epsilon_start - self.epsilon_end) * \ + math.exp(-1. * self.actions_count / self.epsilon_decay) + self.actions_count += 1 + if random.random() > self.epsilon: with torch.no_grad(): - # 先转为张量便于丢给神经网络,state元素数据原本为float64 - # 注意state=torch.tensor(state).unsqueeze(0)跟state=torch.tensor([state])等价 - state = torch.tensor( - [state], device='cpu', dtype=torch.float32) - # 如tensor([[-0.0798, -0.0079]], grad_fn=) - q_value = self.target_net(state) - # tensor.max(1)返回每行的最大值以及对应的下标, - # 如torch.return_types.max(values=tensor([10.3587]),indices=tensor([0])) - # 所以tensor.max(1)[1]返回最大值对应的下标,即action - action = q_value.max(1)[1].item() - return action + # 先转为张量便于丢给神经网络,state元素数据原本为float64 + # 注意state=torch.tensor(state).unsqueeze(0)跟state=torch.tensor([state])等价 + state = torch.tensor( + [state], device=self.device, dtype=torch.float32) + # 如tensor([[-0.0798, -0.0079]], grad_fn=) + q_value = self.policy_net(state) + # tensor.max(1)返回每行的最大值以及对应的下标, + # 如torch.return_types.max(values=tensor([10.3587]),indices=tensor([0])) + # 所以tensor.max(1)[1]返回最大值对应的下标,即action + action = q_value.max(1)[1].item() + else: + action = random.randrange(self.n_actions) + return action def update(self): if len(self.memory) < self.batch_size: @@ -86,8 +72,7 @@ class DQN: # 从memory中随机采样transition state_batch, action_batch, reward_batch, next_state_batch, done_batch = self.memory.sample( self.batch_size) - # 转为张量 - # 例如tensor([[-4.5543e-02, -2.3910e-01, 1.8344e-02, 2.3158e-01],...,[-1.8615e-02, -2.3921e-01, -1.1791e-02, 2.3400e-01]]) + ### 转为张量 ### state_batch = torch.tensor( state_batch, device=self.device, dtype=torch.float) action_batch = torch.tensor(action_batch, device=self.device).unsqueeze( @@ -96,6 +81,7 @@ class DQN: reward_batch, device=self.device, dtype=torch.float) # tensor([1., 1.,...,1]) next_state_batch = torch.tensor( next_state_batch, device=self.device, dtype=torch.float) + done_batch = torch.tensor(np.float32( done_batch), device=self.device).unsqueeze(1) # 将bool转为float然后转为张量 @@ -112,7 +98,7 @@ class DQN: # 对于终止状态,此时done_batch[0]=1, 对应的expected_q_value等于reward q_target = reward_batch + self.gamma * next_q_state_value * (1-done_batch[0]) ''' - '''以下是Double DQNq_target计算方式,与NatureDQN稍有不同''' + '''以下是Double DQN q_target计算方式,与NatureDQN稍有不同''' next_target_values = self.target_net( next_state_batch) # 选出Q(s_t‘, a)对应的action,代入到next_target_values获得target net对应的next_q_value,即Q’(s_t|a=argmax Q(s_t‘, a)) @@ -127,8 +113,8 @@ class DQN: param.grad.data.clamp_(-1, 1) self.optimizer.step() # 更新模型 - def save_model(self,path): - torch.save(self.target_net.state_dict(), path) + def save(self,path): + torch.save(self.target_net.state_dict(), path+'DoubleDQN_checkpoint.pth') - def load_model(self,path): - self.target_net.load_state_dict(torch.load(path)) + def load(self,path): + self.target_net.load_state_dict(torch.load(path+'DoubleDQN_checkpoint.pth')) diff --git a/codes/DoubleDQN/logs/eval/20201222-144524/events.out.tfevents.1608619584.MacBook-Pro.local.35381.3 b/codes/DoubleDQN/logs/eval/20201222-144524/events.out.tfevents.1608619584.MacBook-Pro.local.35381.3 deleted file mode 100644 index 1d2ea32e5fddda2fb1fd890874bc556d792af763..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 5940 zcmajiYf#ix7zS`qxhxk2-Q^A%au*c2xPl1CO%xQlWJ=<)$SMf9;6jnsEFdz{80sQL zObm^AqhSCggFzzOK)1@V#rX1aLRufHV`(a1W`5gU7Dm+4{9Q~o=shUs=A5YLl95t)zQ4(rqxExf-(fj^}285=(T>&cM zsA7|V9{-u!D?u$dTKMUjev%r0#~0L+qhA>eITPBe^#`@$s7!8ql+dJWVo+<2T4lfd zi%={5Ku{ZwPL1ETC3Mb)AW&P5X1z4~UBXex)Im9+rM1zZ?{HLB-&#m$#QBY&jvUSJ zHnSu2WPL2?QjV6!tfmLiw|q0G6GsEOTy4{Zf?^ zLZ7YL4eHI&WKB~Yp*I$0fUe}|5$)Lvgx)jR3+lts#9xf)K@{s`gZgqb?dIhwl3Fp5 z1M0`on^F@6p;^OnP=AhYY_q53=grkT&{Z7Gb_i6F)TH2iP%%e+QV$#;RIND*x|*Yd zxovcZNB=$s8o<$&vnMD`zM=vRJg%2DA#Ne)Tvw>Sg3 zj-zoU_NIh}eSQu!jHABStH%j_)msl5&e4(h?PG+xyEcGEaCG(JqVt5BiyJ{BIT~3P z5Kd^Zq!~1dqfc5|O$ZfdT?Adv(I(~oLxg5+_zpChqxxyuU_zauzX#pGQ9X}>w}iGv zw}Ect==4-2?T8BRcF-7(_V4_?oTR2$T>*{dsBK5BoX~=~9iW>yIvm?mLa4mG6Ld32 zRV{w{geptBK;t+Xd{Rl9X@E&L=oXG@ea9}7)Um-Epz$1?E)t3fwdwj9G=ZZx?7V3W zi5chxP2}jHV__;uEj!l-n#9qe;_=6X9xojLeV3yVaeB1D)I1pi-OACIotd;=uDfyz z^gWJB$7Nn*;H8~+K(}%9qV$q0p(&?FK(}*L8#?}i&}P+r&}5EAO~wcb{YUyM==&V4 zmkX~Gx+>@a=njsG`hFZBw9(}uXbMM%D*WkVrDXOI=uVEFxNvk1Ne#ZG29Qwem}@MdfytAgyEs~8`dc-juj8MA MrgJp?%gXG30hEb1UjP6A diff --git a/codes/DoubleDQN/logs/eval/20201222-144524/rewards_moving_average/events.out.tfevents.1608619584.MacBook-Pro.local.35381.5 b/codes/DoubleDQN/logs/eval/20201222-144524/rewards_moving_average/events.out.tfevents.1608619584.MacBook-Pro.local.35381.5 deleted file mode 100644 index 3e37edb528e0e629553fd763b5c63a41f4f0bd53..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 4540 zcmZYCc~F#f7zc1ruEn@i?&SzJLa;?S1U6hnKxt7C1mu=$!SIShR0u)L#?V9wgEkp7 z0z5$oB^uC0G;Kl!6^#fX6cq9ps6issX8QKeGtc|?XTI~yGr#xy{$3LmJe7F?HiDST zf)@0;+*`7wRN>M)8*Ua(~~j` zRaE?aoLhzG34T*M>%UO_860oh(%VL`cDWAlOpdd9Zc`jmqzA0Vv7Ww@h$QdKGyqoT zxacp>#RPv8JqK8W<1>D`-2|7q8Ukx_-1?+Ej^O=<#=u$}>oy!)O|V466j;FV(7y6M zf`tNeU~P{7yl0?Ku>A`m@GOoyA2^&OIN`1(@LL>zd{lObU`2y9unx!H=GLhZY`(_^ zSeIiX;Y%HYt5Zb4dK@Rcs_Y^-NoohI&vECIwrPToEwTqT;P~m-j;{zVHFW@<&2h`% zAMONicbX48hhwWet%U?vsEdK;a;zoZ9!>CpDJNh&_aR_ z%a;RNb6nihH$`xU!XNl;j)zQ!P7r*)N(OAhaqXMT41#TIRs!2{eDBR~w+YVMyBb); zadAu}{id|tZQ;DsEw zYszW!=WC||J9Av^dFL5PzWizkSo#UC=y|ka@zaIeh;JDUbQ9_cx8!rO(BsgPs6|gtQ^+g7B8&?n4059YCm!f8Rkkqc9 z1oq*$x21=6U6aijU|)`JUY!mnGnXu=1@_}OYN^p_f`!rNfR}SD2)S-Ya7ju7@CuGI z?>ufMc*L&}*q`J6v5vI_PxxE_{($3%Yzs|-n|!|qmT{cpF;YgbhWH2I0FIqx{iy_d z%xwW)$+7jrKqIQHK$MZVt z=_Syr;1+Nw$0DhF2T2|t?g9?uxZ(bg6~Pyp?*OmkIIY6Wk>KE#Zs2f^Q)|ji2@XAe zA2@>J*t@ZG8v#Wypecxri(7K*6G|Lc-XTKIGW?n_RI|?SZUi29K&(J zem7%+ZC(uk$8sFx^5qSJuXGLquje>%+B=zG_3B5!aU6&5Iz}(9drOCb<2m;IwEGK^ n{5s(Ya017n#;GO**N2S)CvsfemPY>vvjU$2CvhCVMArB(#AE6+ diff --git a/codes/DoubleDQN/logs/eval/20201222-144524/rewards_raw/events.out.tfevents.1608619584.MacBook-Pro.local.35381.4 b/codes/DoubleDQN/logs/eval/20201222-144524/rewards_raw/events.out.tfevents.1608619584.MacBook-Pro.local.35381.4 deleted file mode 100644 index a2c43cb5ce0b7ecc3a0f7b636739b238af6b7d21..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 4540 zcmZYCeKgf~90zcfr>l9YJl-pYnP`_hyQ^D5*;SsR5JE1dVj>kQrP^s~DbuvO9GazP zVj?@#H9hT2g*?nmOwq$qN83>|YUk{|e?I5)`}=j?=W{;i`+J}7*H{H#d9J^u!11!+ zu>5t8m#KFA=D3ej#lBhc)J%z!nXvwb+5axqVZcgozZy<&nw_4Oj+Vw|`PR722^j_| zDt_KhO`=N#zpb44U#Q-6j<=-tH505=q76KQ!J z_{(zy zjtxbxvI+1R$P2`)CV1D?fkUXe?1`E&`eDaT$0Rzm~}mn{Sqa=b%P zdx&7UlN4CQamq34CW0-zmjIh_9C#u4Il+m^OM&NdTy=IrNU(9V53o7MA@yPT1Rs$v z1GeC}u(yAL;0%Qy@Vguj8xNl*_|i!kuqDTpZ!F^Em#(_FO$lK9Ld$Y{&6<^7B^&+sdPW?K#dFO*AFgH8uu#KF6|0H)->`6~zL7 zz;R=xEQut0?uZ8#b9`lTu7Y5LpaftCj#Zni(+JLTNd$J}cvo@KCW0U8CIc_vxJ5%w zn}3&93a}H$6`uD-N%D_V8-SfTp1CsZDZ$1gn}A(7Rw^3?2!47u4cL|AYx34of*r4> z1G{lNI-V3raJD29*q!4U*?qL1<-Z>U_TaeEPftMgCFX4>>-&T!&Uci1snyg&gnhDs~~sIr$3UMI4t$tnwpxjZF!#lwOI`%O z9xMf3%<;4*!Q%u!-0&^%5{~bf3(5)3m~|4^i{t77eY%b7M@|7R<@lF^26~WGZ=C`5 z=D4r1mv&vf<#}Kqj_+Kb3@0-eIaUJua=dnl;W>guQ5S)iaV!YEWkYaLQVsBOjx+B) zY9RQDZ!NGN#{*-ns|X(Vt^@vvaLe`<_gUlz(E{K znyO1kvhwy#;9!n7maEY{dnkVb4&gX&@bqhvyuI~j;8h&Ik@}w}SpVd0;82d|wN=wg zpn2Y1;4qG@rS7dHd1Ry=cs0j0J;UY%*EQS&Uc+&Esi{4|A&p(Y;T)%&Dls8A>_iW6 z1jjL*F?1XL1--zL91nVGE+olG>-vD#a%^9veV5=7&wk)2jz8ZsCxl?7)c|lb$9V@_ zjR>}!8U&8vIN15C+XP>08vC*nj0vt@{SBx+90%}A6n6=klvI+MqKK4!EWauiO46h*7uR)S?oFh+2{kohnToECpF5Yf zYFWQrk&?_zs`bNBlc+|SoLDU<>Br9Y>7VyMeZGG`uk(Js-}8K*=kt8V3g}TKds*n3 zSNd!>esssxR4*(xG*Uim=@zMc^8)*X#>c(ZAI5z%zRpXx#oYJ*aRwSQCJN1j#&Mga zF>&IJ5n^emWP?~56B)NLTxu*3c)E|V|85AV!Q)j#H94xgDOUot_R4Ca!#FBDr``e7 z@YounS{xn9epm!lzaW69Hb-~1b^8NN&k7_uoTEkYTc!YAxo$nt5gZN9iufIXzdTXh>qvzl(c!aK=18MA!^1^k+tJNpv^n?5S_qLlMx{rK>K1+ ziB9C`Pj4kYK&u1x5}m|RiKbg1(8ZH8h?;Zsx@Yqupn9*rB|4d-&y+8Y0d2dPNz{U) z31|EBf!4nNK&O11y0})!7m9$Ye#@d%%a2n}_os)AQh}Bg93VQCqgTz28Uvl?n@w~Y zN97$;#Xv8c93uJ|N8i;aJpkJKQc2W`qg|;F@Zd;lJWO;tM{gf@ngpqZKj#sh!BHET z8SaSc;sT=99KGc0bpcXG?JXi|!%-(?PY=-j1>X~$$MT$P+oMG7IBICrgR3bq;5gCQ9KCKLYll>Qn-fIsIeH_-&H-rEKp9a7 zj`jhN3C*B&H>typ(Z+yqos;? zEubZ_=ZHFSboW}LZ9v=otBB6$sB!tjhd?cDs);V(Xq$@;?h;eAE)reH(Nh+;Ga*%0 zUqf^eM;-U<#|&^1L%N7BT-k54raW-Lvm*C6{2n&y;vXgBc$q;TqWwx(Y0xAe*+coxK4BlM;lWW z_^THzzd>{+OO6J%IMx7FT>Xb=07vuAC1Mq>Svf#-Ek_$7zgmAAyE=hjkQv?LP;T&p5AVjC?$%t$b_gAg+!LTjI}hHiin{!Wl~wk zmaRBW#uk%_#N@R_M8wpXdHnM|_xJbbe9v>vz4v+U{TZn7w{PWm<8~EB9?SG=?v63i z4vq?%8*ZtHnH|1pq*Yd4ghP*SE^zQelXk1s*y*+!psS^$)i!E&Y*184w7!~}8);l# z)*o=rW6%FXb=75@YhGUlctM#LFt}P5M;E-^ti#U1=j= zwJpAk+sOD;T+0l=FMOsmZY$%^ai8@7=PLXeYsxsqe0ee8UyK46x0CVUypOSfbv^|$ z){^n_4F=r-XO{&tZZG4cyy8T_=W|0CcaZVU`q=e=-(CHIv9^rY9zK);IBC}$#yT>- zw~dYfj)|PdxTB0MUo{p1c33i>v964ZS0yh8{3bMg6v0o19t6*ht2$Yqoj=R_y<}YF^I$jN z7duidEPo#X@D(D(-`+h?56HOV@rQ(0PK~Y!FT{-ZFNUl zkyo(2%o}R_n0`a4TW60k~!v=6k z@;=6vhz}b&ld2$p1mMt&1B?eFK2hLI&9BS%0bV}vAmbs3v+amhs)p|Yoa6l~TVVTu4r|J@hHSb z39b~W%5MQ|eBmr(d&KbvT6_tp?}A-irF;NS_RjGYjB^bq6_P=i~vL+>k$#~}V}EvWrDt<8{J`|K)X zXT-s7fNP|O_~og;7>`F>bzD%IVZ|K4s;mc$Cm?P*E6D$G zCN9c_^lHZLh=VQ*8sR$`kJa&*8pab5n_d$XV0LmClo1yCgz+TA-ZunI&FK{l*mh$r zV-Lj5cLY^V=-v@*1F=bipljDlo&w&vSuO6re+s((h`rtm zn&RjD4DjlW>WpV14*4KRujKg}z|{#Fi~|t+H3~9J>VZSkxu^}}K*Y8m1UDKkq)jzn_oSVe@JeFg*@vT{iOV$!r$%c-S+B@C1$zJSZ~- zd_*^v@I;Qc%sW>AxJ|H)unx!G>Y-hL<9p%>>vCLdCOi#TyEc)q9>-qd#(cn|$F~!n z#PPHe+laNN-ogl}-`j=h8pINmwhj^9Q`bOvEVjy+3VOJEpM-~EJ*IKC^scM|Yp z!z{v6Iabg1_5^%k$JxF2=fi}JIkwS0xE0EZ*Ke`OyV%LuqE)d7uyJEH zl}+Ep?yfnT+I9gJOLGXDaU3}>{t@7%p1FjlaqQ?W#T$&%%_D5iu|$^T59Pq2V}z%3 zEUS+01Z>@OoUjGQhD&nw!t6?@T9^MglBMkPrC3rVDo(^30ra8;9$@T zI6uFL@Jx=A3>`-S*X9%xw&pnTFQE$H2-!Di zSsYIrS~4AQvqd@K*&MfS%6te|Wmrad4#$PcQ4!#s?G=RWI2MLI3IP1Ds*>iLgD#4zJD~0_<;b znXm)LaXDJJcejtZLU>;r0ls#kmarqoze@y#faiwQ5njx( z$^9Sa1776bKzIqqjjeN60}fr)MA(VrqWYF&fHkMK5O(Ic&(19zu=3G$!Y&+N)Z3U2 zSW(nU*p=fIgYwycCEMEwFXh-??;t+sLAM)(mvJoVG7W_C)|tN$Ue0l5LnqF`{=l1r z-8j~Kec($dN66a=yL0SyN)3tBl^jQk zvc7_HZ_z!%t2h>ak=p^dF29SgC&xGHgb{#i61oY0!m%RE{u1CV5j})gbF4Jj(hqok zmXfd+$NqCvaBHiS_7e8y*hNun3FTAOeT02Dwn?=b0$g7Igzy@UYs`9!06X95C+y2{ zcGLu1a#gzr2(RT>&(Yxllx=@~Mp(>o_#GEK6?C)=6JE!$PVHSCC|6bgP54ueQ`23_ z0LSD#C+x>@^1j75Q@k@@5MIymK=Aj;P&SNvMcAL?ZzVzB0k)UCAsoQ*&GSaMd=(rL zr2O|!L9~J6@sk?mP~M%TLO77)?Jv}Dx9ZxdN;rt)3Vqj$PaZrjEkFK{r|v4bHWPR27<*3x5Ya z@kX@xj3ZE0n(DFEq;?%dy`n{+eQBC4C>oVsAlkj#8K@df9fi%GM>}HrK?2&3rd7gH zi+Q<-n!C6GRi|ly&{AFCg6M;?c|bL2dPqpuUvd^vPmKjYHEF64GCyzMj%bFo2xxzr z%7x6nck>b580P_0i>6gV!NphuMBiC>0oA7IU}iti*c{P*sop?!XzD1`yX90Pdb-dD zs4h+Qgj)H@CPdRZeSzxH)KrL;dnY0KONl?w0W_5h*2CuIAZq5Z9OyurIturX7>`Hv zH`SFu2hlV@a2tKj0ny!7GN6NLst|@G*i|BGH)IV^eVSGYLH!HVFij2uI)tWu=(+ljjLfr>ZLHj(=u{6zM z4$OB1qKd~wKrLyS#tt9$wMX>J(=wprXgZa>sPE^8s8dck(D5|Q7L*R%RYx?trxNG{ z9v!RO5RK^I)GDA>G*xAZt>K#y-IVzN=tP=cWKNcIRS*rB{uj_mG}RF&E8jVS=q1x` zpp$9(h8?e;h`TkhT`BH=Ew|njnyz8C`Jt~+YDtDJP-~jjFl)88w}`&4FatW3rVVVY zUQRHgSvpogZD^XpYUbR2jp(LPGl1IC^dZ}EzwHX50o5Wc)iNwQ1e3 zSfDd$n#V?EDTSca*2gJ89cbFfHofw@fvDNqBS2@-G@d2eSeGGM-=bgKhuRpg+Le6R1%NAc~OE=E!3|8T|(1Fwz+8|ZuIi~s)2gYRALVcAL53f$h8*e zQkq_3XXRE3G~h3aMxdTFEoE`Dui>Mw_T+y9{TEG}+4khP%P7^Pwr@i30<(;!l4u{h z;s5s6h=D-8XnKcDQ+>V?rA}`(1L{pvO)F{E<|mL!hvq#(b&ss_;R7mF9zsVnpQBQ zvIsYn8n`tb=r)>4;`1MEaruAN$_EHh_)e+U#eyT#;SfwHs_a*G@Gr zzJToBglw=0TwA+s&1+vldlw+<_2@6Kd$`sr_E`(E zIzeB+?&aDl-6nTrn*t2>_SR$)*M_DiL?FAc&I;_eTw5A`FA>@LVJ={kxpwjF9$e3* zw|v3w<67(apBAIsjNc-_D!6v9OGYQM_G6R4?&n(dzMc-q&WX(ho5HnAGw1h5_Ey3b zum`v{Z=gqd_x$o5S8tg%?Ro!2vK)Gj)`X}|)RT|f>XuJ3;vXSj0 zz@~HUGu_n9$l7b!gFVExG0|D^$hKN90Gq+J2A|S2kS$8{0ehHZA2K8REnUdEg@=PZ z!m*NgszoId*#}d$fj!Ex3ikSK=V)XjP1C?;a;zl2R#KaZ?2_g)V6!-OxX8lW?2r|H zuK;_DV!ZErmv=US5n(}Tz+ zC76ND<=R{Hi_J@3{8Kxrv{UwRLm>dxB$sW6LhM4MEo3$p>s6$2y40u5OQz zP4Ni^dy-?DSzq@?C1f8Q3kUl>#~x*d73LPmzB#c6>?w|wL?u~TD6*F}=YT!UwJoV9 zRgl%`DFAzhV|B%aTE;Js-S1xx_AJMCvvfr%?nOIC)POz5u~n?1qpKa|rks5Q_B_Wv zWXqg$Ly&dZ`Zw5ojvXL2P941h*$t81U@vg&XI9bt0M~Qa0_Ei1Iat84+3Xv4N4$sH zjxYp!kz*zC!IQ!IXv}Iy$AkTWV@<`Q<6}ILT|C?MxX6L(E&@IbbDksH{{9Q%gN z$}5|viIkgg8hkWRsNiSzg4E}SFj}^#4!+2lsT=% xQ#S?oW&tXXz~10kNp#N9I)rl70z1L}!nIB1wi(FwJ)x%Pt*a`ojoKGv`(K*jqsD50mMq+KIRB_SQDeDAv=p(AF{LMvG&RHUSok``&xU`Ub5L{mgX z8dR1rlVMb27m6YDSTbXIe!s5y=X0OG->=W>I_J9X`+J?QwgP<)#<&_Q|2A_%d|-F8 zq%+Vj#CLhHh12@L;IJuH5iS;ndjC3~arZ|kueTwmrZ`4TWspk0kic-?kbqE41qC0; zvi9$TfTe(caWBNzu6jwvvcJp#zuPbCsX(na;wt^`C50r#TY$ZbrxEUhxNmHtbai0V zGQgb?oUjsNgSSc2wE0V_059F@M7S?v-SY|3kf1ziE`Xm@4M|cn(h}fame(CK3ohN|LrF#+{gjjZBmt^49 zbp$Xw?nQVoVx5EO()O>O(SV=7@FuK=IKV7fs<~=V0$8eELij(3O+B|srk$^109U*F z5>`j7>>e*YdEs9S*r%62VGYE8xWq~JgVr6lX14ZuqrLI@8>Y^fS4nRt6;0>0J} zN>~?hW5!OSjm%Ub+nN_0%c*lWo!up8YbHk)A|Gmcn&raM(*Z^_I z(L`xz*XU7z1NGwx8zPR^Jt@8Du=4^u#U_!k5#qbEPD&+<9aI5d^iLvejQHZcGRe`; zwG6Q4-DJWe5bO9AO8pHlIRPGMl}gwIae3`NskYu2PfCSd8sTpc%NlZ|q+`m3ko@0} zEW#rZ&x+2IoId)u03JGj7hzMxP6JA%JF>7OzzsVN5*~%vM5RrNKcQp|_=`#@;n9fG z>y=noXxvA@Ew?HOk3p;(FqDlA>B<0{*mj2SSj59ThOvJ0wXy+Q=AI>NhS;T#Iy+=5 z>jgOVLmgpr#B9X?7B2hC9`N&wON1>DuRfx}b|e?$Pgl9;2H|mtKQA+6O3B9tL9(?? zJ7G)20b^WPLvex&;2gbf!s8Kpv<9*#r|&fY&TLmm`2QtF%?j~KwWVxYaD)NiyIF$? zPe7b?JDlaeHC6*0Q)^6kBI4yW3G9(ZA&zLv01LvC5HEhem1WJpV+F~sCbopF5pVk` zjh(X8JPi2vi=6Oe#M76ivQ-QB=RL zfZ5I$gdGw0sXWd8Stq3d-npfluoGf=Z4C>t&BAAQi=*P!o-^o-_>p53^Yj{d4w6}? zD&gsft=3ktO`4Z;0bi^(AUp%H^VJ46v1X+%VELNSgk2D~PCn1x?0b9xu(^ti@Jz&a zuUukxi+A+_{7qjM!mfxP=>5hDZSLd0i3c$rgl8cxTXvH>* zbNw?3&qe$tq@HQZ3Z?;eY1v2E9r2TEb!=+yaZ>;{yPYIF5AhsX3-j6gx&m;kQa$1M zhi*fR_18sMEye-Qo-@v4SKX4n7BdB9`R9uQuDc!uj` zHdE%f2JlCVPQnWjpR2pVy!3-`V?6!4Qew}sT7=lg|2|8ZU9}XFyVt4{_CRb`c$ax? ztd0R3{m_`OC*oYqHkRsG&j70)olMvZvE=iL-5l6q0k~1l2zw*$XZMUL?3`o@c&D-l z;l+pzpMPZK&D9*R@xir(mmnUsz7N+fo>&Rkd}9n@AH=myz4(!HEAZY3uFWRwi@0Q) z5-)lmH35<*=H(IgLp;Gkfq(LShnx9TwGzVqh`qMHV{N=h6}iLvhi-riD+~#*K>VSzKaYRzmIF9plMUgO zh&R{`=3X7Q69M-+=}dSPV)sf_e#-at0>Hk-iwS>^_;Z0e-}c=x+@C$CttA|c_;I8L z*L*6&HD2kY9- zPU@MBb%@oqjrhLtR(O3iCk`jP90<`$*e4*=I!gc6QK{9BM2AA2PPU*On##Sq?zc>X;T zuA1LB8j@Wjejpr$_?Yh~{_u9_A;9h`KNH@B*f3=*uX8$pSMI6}=Ltt6UQsrNTa=mS zLGot5KMBVmzL0Cqb4Hd&>i_#nx%G~^m2zj_F2b9Icgot#k}uq`AQ*JA;=tsd;fNJ< zTfP-$O!{zt}Do^NOb?euCJ>8*l(>ubxMOD#u$R!PVsohayc1ygx+_s}}f zGtO3#-X`e77wx!B`gaYWTc$UWP7?I2YxaDq%X(kXF1OlACkwj1%7L2&2RVb5mVPCj zBIvTzX?)F^(j%bj7Hg&SbUszkt6U|%)nVLc(4oy1q_+!t$Ono0HE9%rUZLeoI!(}- z8I1S&Qq&Ck(ytrQ4*l1+A{<#G{|&ser!l z;J>7I3i|z0C!X=aP8)R0umPz(z047G_+cmRdM*VkX=pbh{ez(0pE&Uo2cAxYY!ek3 z>0N@h9PZ3Fn|x75>i1Y8~sT-Pta|1tob$XIi;ZQn7<*NFX(F;HoUEOY%%Ei zNR{n9b8s%>cAA2=4$mk3lb|mKjOAGk`-QXfp`3Jypxd{P;++}F zo{$~neU|hQLCc5zU)`UA@z$JTaFz5?LHm~J@#+2wShxJA7Sg4HHc8Ot5hbw}P|2(H z&q)6)==^#ueqw(3N6@!Jx=EJ_I%B3LpFCp`_A+&Lue6?tEf@3&uR*-uk`rej`<}iI z>0^SnGaSOZRt+@*?Y!HJ^l?E?mTU6tqLVnW{p{>WR|tCir6Jr%Z$AFsv*fO%PY60o zN1e9?jK#YuEpiFzlY-X2GK59!-?av<<#(O*X+bBwH|6K$!_z^V zkM1B{Bk0mGV|nNCPlG^f?fpvnjG&uTEqF$Crw-^d*19`-rm9xZ#)mAq`Oh(XK$~rx zMEVy&EB#}|x874+4LZzcHtDm1*4LcGA6G4V3c9f{fb=;*2Ys~Wm$l^0pkL`kkv=bI z$D=kpF7p=?&Ko+`S?KJ^qyW`67=yhdv3pc H?(qKsAR65C diff --git a/codes/DoubleDQN/logs/train/20201222-144524/rewards_raw/events.out.tfevents.1608619536.MacBook-Pro.local.35381.1 b/codes/DoubleDQN/logs/train/20201222-144524/rewards_raw/events.out.tfevents.1608619536.MacBook-Pro.local.35381.1 deleted file mode 100644 index c40643f542a3b0e0c935425b06e7fd9eca961704..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 9113 zcmZwLdpuY79|v$Lgf4Q)r3)i9&7~qkiSs$BQ&eASEkcCW#au(GrJ+caTe`UwN@-nW zDX4?{m)I&&TWWIiJt_^EvO&(UF6vAja8Hd6I)= ze86BUr#E_SnD2%lbEn9Fpv`u(TrFNzO#09HSo~t79BBhiZP;`*l`$$xVF6LTVgBJ- za&kW0jLJ6!2y_1bVR?!jxe@Q2nh}1LXFD_kwc!+3ab0g2PWCEx1U!ObHI{R5OE*gH ziRJ+-P@K>0=x)a^xNf%-U`2`@IrHOLy(syIK>@H5#r0f?X8%73FXx>BkEGa#o4V{P zCxnBqE&;4e@geR;kIAnHmnp~qt5BTEHEC|#hOm>98(>w6L%7bAxOWI&iTw=lD2nU3 z;J-cE5Vkh*06dyvP1bqMFBah&sjC5xq1cfVKB;?xFuUjpcr3+g+=mqR0fe7*djVFX z*nn$S>PtbGD_;Y69K|6Vch?lpM!B0WV0DTexvLY6$D?E)c|X7!6#H;V<`2F^Si>{` zuqMT+T#u4qf^fC^dcax~*K@7!9{q`Md(sBL<0*FJo@+hqL0Haq6JTwMeYl*@vIh}v zcp3;;hhiBQWw|37;k>XQz`A0*VdWSGUfb}Rg;M}4L@YJnw2m?HU;zQiEKT7&g z@~x-gfG1MClk0pR?St?}w+O(KC^q0?k9A}sy#II<;K>vxa*-oTjv%}wVH;q5ishJv zsZ|)l0h8ka8&I6ZTB@HeLfFnG0q{o@U*=S6F0V(p&TkK3LyC8DEs1>@2x~n`0&GOF z8n>gzZ#crEXC(ukLa_n2E~{)9!e#dR02@<0gY&GZ*obg{SO(y!6c2JSp{@AH9lzob z;As?VGTW+w-%)by{sO=sQ+%FvXMc-N(f2B60h>^q%W?yoa6Px(zXW(X#aT?T><LJJee9$WkMN_6v4AZpZen@n=j0KNsWb#^MR5l^rJXVk;Wkxsz_Te%XFgsJ4H0&p zG6%3V#VsuO?A%I(@7D2vKczT?HE0&eA^bQ~2H1w;W)_^*?1->zVgO)UipTT*MRsKf z_cjIswxigenT!ivh;Z4eXuxwQzR47AH9`>X(uxN>m*NvF=l0jQ-)ohcr{=UW}x;R8-T0bWUQ8G9O1dL7~E`#J%CPH_dZQLOtG z;n(IpfLBrcm_=7T*FpH|U4?|9ZRJj}z{lLi7D^uV&8L7pDYoD{Rym|0+$dv!y(lha>h75@5I&&n0oa>jfoEoxt_T|zgaTe8 z#`U=v-e<`Zd=yya=L23#aXzb^l(8HoH>s5X z_MPumeSp_fEbtX+&mJSZuX|+TP(5#;cp-m$RaXweC&~-}Z=_h@ z59?owMR?a&Hh?#Y@w^W%Q3%U_w*YV;#ocVHdGi{CeT%&Te@U^xKjd{H5MJ#V3OI=3 z3A~fW#4iw5c%KM3m|}r9J9P_RJn<*a6ziOYCj_}J9!}ko;Mg+wIFSvOd zBix!W0dS-kYioGoPA1O95^$6lH@n;8wu3Q!MZkOwQmF zsirI(@K!PIUuleoG0!sw@HUEXvi3tRxo9?=qYnb!PO-qZ%pFsVu$#&`z+Z{+bzL7L zgafzS1iXV{BmPe4#I*?TT>CTN7>Wfxyy3{c$^ZRQe(+FzmU55c3&1-?|C9xOYPn4! z(n-TcCk++H*Aja6Ys)I6jq;|0j+M}>@{U&^{i25h9Vekbx89hB^q2MSpyMU9z1kIZ zq*H}Z(7Pn`UAHskNIUf=g5E8m`!bigBCWD3A9R9*RzDx{H_}4YWzdNdy3S^NTDxrThY0pKvW@<9% zGzq;eGT#Mh{n!G~=@NR5%P)3FEAF}uIzvJ?$$f2x^azD^(3ukYf!@Igq`&X%2Yo<7 zSI9EoARVKtnmn|YSrYo~-uX|EuI>5=^g#(-)^zG5(ohZGSG)5 zbl3(*Ii!zddV)S8(k(1u`RtKMH;06SJ}S}zA5gAw3F%Wawu8Xw_J^F&(U&jkH=4C$ngeg>T{q3@_>6(If4 ztPk`t30?iyrn5-bY*k4as*~dqdZG8|?MPR~8G!@R(PfO^7J)ig@?KN-#bcslh<)>E0DkHt#s|xfPksf5K z{;4yNw$pC{{f$W1v+Qw;gOHY;ZUcQ*q+3`-?tmWBy^(){J}1)S_ zNWW+H*_BpECohrTH&n3~L^_}8UAT1%>5j>Ipi4zs;7=6Yxr+3H!=|7winIa0BK>+1 z(n|LBpvy#Bjb9wN1h0;Z%o+5zBK?we_6c|w@7uZt^mig{#`o@U#=Xy_vPjUEL|Wi2 zb!+g~byS3xHXHPH z37vbO6rU%XeU^Z(lF&=v)=o#+jVJs;-;mJHbRAwH-K)19^i2tEm=%q`B()wHpsOWx zVYBl9%04x48gz|>?*AvP73nGdRiJA{+J;a0!6Xi8hhc4?zZYqN?@uP+8^@o{{$?Q8^+^Cf!wPD&2HbDVHMTo=YSpO-TqD zlOoipL#A{Qk=)`{X_}0Q@xE_s{#pO5eg1yFpWoi+v-e(mJ&#sD_??bjGERBlJ0VEp zMZKUs*e%G_$KS{*%+o()j>*dV8rD<(eQw+6vL(vx)vWJ1H912al`$$B!6BZ3!Oj8e zoIPFLy`4P+eS!l#JT?0DixV#SosUE`ag!xbd735)Ih9(5h?>PqfGW_`h8;U2^Fg#l zW(~AIO#_AZ{)#z>TB|MrI)J7wLVk^=8KPmPHb50=Diuc9>^4VqWTGw5fi!gy+G}Oq zh(@K`0ac=@vGCUPxhJAcBbNbHrfGvPtXRnjQ8vdOs0vL*!lQ$FOA+;wEC)J>rpAJi zveywrFPpCbs!CH`!9ZT+5uzSC4nPO<=#27Prx2}Jv=ZnLnu>&{et}+y{*bf^=unzU z1>250w-9|Z))A;0O`i)_zMr!Z(G06KK!?#(D!7+6enIrD&5uBb(^OXwlqUX$sD0{M zpz1WO5Ox(bhw`@Pz{>u3WfcL1S48p>IQTqO+|u+OF|%` zD(W6UHEAjpvU4j(A^IWC6Q~wVMZ(Po7oQ-iD(3}s6pz{*sx3v-Wv(|+Z656oXvjx2 z2|+Q-vr+1WEMK7C(Ns;i_p;Ig(cFVS0o9>tx*!UD zql2h(oIlX9G}RSk0TeEzB*mXq%&sFNb5$Gfy?UtT;hEi892?uIG(|&@Xo%bC?#Q_mOC)3nekft3M5WTc1 z5~v}MHddE5AsV$M3g{Fb&Hb@$CZY`<(LkrtR86>k^@cj4oA$>5okr6l;ogK7HxM2F zJPxQ4k6!Cesz-s3?0IP-B{Q3TlY!2lsRw)P{T821 zUc+_+HKA#sP;73n3#Hm^+6&Z_rv2EQzZ`H?@60&>)QqML!g^PGTwn7a9R+GmQx~=; zw-Nut+8OCUXVP>9`>xsQcQjWww;Z6eXqv$;D8%hVbYb;5ptET@frU9Pv_v$f;0jO+ znijHe@f}wYU2ps=&^a`9VS1iyD58JOx(ReHO{Hww=C$~ur)X6UbRJDTn0cPe-IvXRJalaENqv<|2;(pdaL>0YyfQo7A!Bp2~;w7Ot_$yFLnr>qT zDHR`3>V=km!T;~+)vRc$#ZKEc<8sxgq6l;$O+`#o{yJ{B>l20pT}0C_%z1zWcaojH znm{Eqm9UAgwb!7z9u3z8YE9F8rev<9fT*g1KG4N9HDkTz)t?cKojwKV5}I1Fd2g0G zBWk2=3e<+Cne5zNyBI{bG7F%#G>v2OKL6mI<1|wMYDd#EtYfVlF3qnxB|w+b^f+^@ zOxH#O-nmo?R7%s`%q#5+F$%FXb^6Zx(YRby3@3ZwZDq~hz6WF<2#@pG)-rPc?17OwB+zapq?}>V8MQs zxaN%gV;azPG%aM|uCoTC)ULvrK)q;M#4d-Pz^|&_gfgJsH2uON^0s4ow?qomho+k1 z$f0ff(SWymIRjl!(=p-~V^4)6+PGjHP+ywvV58SW<7-Ie@c^KHG_7FYLbS%CRL`&R zK!2jCMBEnIgkQ@U-Q5k;pQhc+>EL2Tlv=KO3}^sN-?E}V4l5)2PCg%KAWbFWhp+S; z5j`Aw73c<<-eV1W-s3f#+E@%Uh^AZE5Av&Ui!|Z#ZJ@z4O=f-#4fvD@)_4Fkgr-ke zLFC4GG}rC7YJi5))RO)Dr(p)7L!^yB!)WTwy#G?fpA0UXeGYUZO;i8ZtNY{rHEnVm z&~TbwWKA}K?r6aGM|J{@plJ#l_CSVTw`!Yy0UAlu9_D|e7x#3@Q?g< zBrHV(PO2FSG@7O-*pPa`57BG(5<}L!enPa6aVXL|pvgNPcib47dh1iEA^HuYN_gWO^0Y z9b8*cw6g)(BkIqtwnS?0&AzZYn1QLY_z{c#ww zQKN=#?Au4jxOVpXQhj7^H0gmo&b7~;T?|21KfoMp8rM3Ro1I72AzK3W1lP*fX0Alm zE_w~vlUzH{GOGgF;aUD*)44W2NAW$fOPg-I#R{YzEi5OxEx~wxa4R z*wb9Q`_-lnWVePFgU#gHoDQiNS%c_@V6(Wkd-1G!$WBUl3HA)vzPQ^m3E81;?O?Mx zwwlH2KTSn8V~SjO-(EP&u@bTCq5vmk2l$Two5Qsq7q{pjJKk&(*q^yp_J_4MvTx(( zfX(GvzcXFg$QmE91)ImU#krPo$krISfIY{xvqvm#Mpj)v7;HY*D$Ja63|XeX4eWWY zwSMrv2ibDT5wHbZoBgP9J+kBN^1xo;TK{P-2a&aiDFJ(tYfoSC7>MlC&fmda;@UB- zpYVFF8~Yk;A=k!P`c$FZ2<6XUFLUjbd1bi%Do$06=-WqExHhUokVCoIA!ET_ zqq)f5b~XW9#I>?@t2>cBQey@78rQa3TIwO|-M$*^FI-zxKNsI8dp`Jrz0S3xKRVn* zxsF$2!2Zg$J3d$7F*h9B3$~bR+b3s@M7h3onP6{l?Wrvv%8<1vyb892YX`~yJOtSq zyGpR7Tr0MT#dnp|8O>mCa;;i?UMF3Yco@J;rqtRCNr>iIra%Vuk_Lu<+c@BfGy`(OSV7rnfNF}62>32>mGA%|5Efk81N;^uH3@s8-vb2+m1}ziW zTE^1CV46Wvm`o8P9%h*5dVHUMKIi`Xb-l0Ob>HVc=X-u*W$2T;W&T73+nX#z<;i_X zZPVQ>C7bQZNJCwfE%(G z5+00r#*>|rjmE_zfPkCG4?%qS z^L8oIyI>sPQ8N}19*Q{TV4M^lt+@v9a`o>C4@3MgGD133b8I)@UhBn#ha+z2*&tQ- z>dptOw!@9^2*i$wLDIFXd(D8KkMkg`gn03Vcqv5ZPkanFzLfAt#7&DfORko6&!K$7 zVHx33hjJI^@Nwpo| z-PZyLk3+n4-E!$0_Z9yDew(wFum)n6((k2?S4y#fU+oPfJRb3ACvR!{=1fPxhMR*3 zPe5GS;Vx;{1$F?w9TZGh6S31~7b&l&aVg-$ob`mY5O?G`Nt$Ytive4n+dz0C;^{t) z(%q5{Yrw-EhY+5G_>|%TNqv9DPQds62qiojanl?Jsa1c$dBAx|8wqP8c6D-+T-$R; z0hWsmC;ScKt_}yu{3nyY0P6%q5Y|DgHr85dS(rKlu&I3{;cpQ?wYQM0Q?FP84qq2V zSQl~ATXQLLwdrBNOJkx5PeELD#Z20(Tl@>)$MG?Qry{m0GnMRpsk~^@53%O9 zSyIHr{%pXishbH;L##2yUTRW|o&wnUVH{z7#An|ukUWRzdUe6O6Y5T0$6@TGGQac3O{8^iAUzC0G=MR zm+%b4iNEJbC9&x~fDaa=6P}5<;XfxNIr;v5fcM_cBs>eTV||@e`}$oT;FhDu2pc0l z<@Z49X)v<@yxr>r;n|3F(&gCn0pEKgzEwil1o5QX^32l0{sCa$lJkU35mznNV0(s5 ze+1Y;zlN|GVk_CntZ{EjDBzNrmkFCA-nsf)W>RUt8E`9WAUp@L-g13*;5#`9@ZgSH zge?#kX__!uT`NPt4Zr?E*b?#e1jhO<7Ha|i?sgmDxrqHaV_B!(;a=C)-AULAaeMF* z))`=u59P9!Zo(4cCmHVSo#$zJ!0|Wx2s6axgMC=;y+S>}lJ7gh9PzP5KCC3;{8qpZ z6h9HRM*QxeA1lc8eGS;}kxc0S?gmOWh$HSTXP)kJI|08KBv05D@zLKr*yeq;c*0JI zA4S*>@iNZ{R{p4K7?dqmjUjB0xaxQalW`fh8n8yVCSeD}-%Q=a{6B}_cp3h$HsN`Q z6@J^u__pK8P`1&VN_alvyARj1(n>A70p*XGL3jb;(DW#lmU&JA%59dWgdGt#nMAWG zA?pzP&5#H$M65d_p3R)&k2_LDuRY=K5YO#MVE)k`Y~V4P7dR1iLhRDDjXk`QW(v6X zjt609#Pc$DGrh~534m{&4kYY?m~S}7-rT8<1{`h}N!S(fE5BUkYjh_Kuu^FP;YEnu zHWsmYzrH#G_=M7K!rvpFC0EE?{7UfFmTsRxcrjv!?owt}Gs1GvPXov

-*`3t1z|754H?y}u3&~Nl#LqS6ZS?d^Xe+o*Zd<8aQ%Ni6ZS!@>Q>9f z#A@Sh!q{_2*q4oQ1!BXjdUiKgxdqC`-xKSlj$6(<*ku z5#mj{Heo-+zbw4W+B38#LHTpvG{UP8Yk#a|#%-r(0S+uTCcGN)%W1W&M`Id}@lBzO z@EXK@td7;G2fIPp{(=)>f5dZZnwgsCMqR)`eqMwF5U53R6;8VZ$KQB@P-+8cH+?%dH(|8 z5X27Q&zWw=v4`*&@n^0P4n_RH=@A>O|J5|W{iB)*hapZ=dBlEhdQuPgSnVCc8xapE zX=P{6-<=J(+OdsrIN}!z8<|mveI{VFg2#j-5SvC{WkqVP&LG zcnf0n*YzxY*ptEI|Nlz4?ZGG`g}i!+aGdZ?*=XqR>`&{fa-c_=+L4YI^oJjsSx)(0 z3()12j-NYODCup2PIr3AcD%`m0==vx ziu86tyQp-s!|F1Ypz}(%klrEa10U|Q4OJU&fcA|^BfV45$Gu;$KU7B>gD$o#Ae|`a zy?r0q8+D5&(DT2lBE3t{QqKV1Rpe&^I(ynp(mx0~==czB)?1bUdcw$d(z^xSd2%E# z2n(_Wtv=)p={5z!@vA(k_3I^lRB@8wjTw0H6KelSc- zS`7LhRXx%vf;RV<%-a+X-36V}VM#hw(9JJ&xO~dxe$YwhoJsE$w5H}%exXy#3-o{# zU(#uUc9PTQ|LDwY1^vJvg7iK??>}tF4a~i2LAMwDKssH}u74Tv^Lc-?fPUwdO?tne zrw^aS1D%HJgVvTmL;8TA_5L#E+F=TXpc5}#C7mJYqCyj1Q+CD!^e2aVqz?*ulc5=( z(;9&5#Lm2%^dUhjrkV4fM>okr`{?z*NoNY$qGb+mJ>WAOwCtD>5nt9|mY}m=TJYtH z4aJ~s+O$X?7PLp7C0Eu=DFNNTb{6SuK|B9Cm)neb9|U@0zCGz9f*yUsihHI_PzBu< zwUqQxL4Wj>xSrLPPS934L8OlfT6s9*Az`_$pd(bal0GhIn*zrFPSv{x+Aw!N=^Q~@ z8gTx)(&Zp%x$8xwa|ONqBH)X#0ECd{<$`JJ1#KA4s1Qw4`IhOIZj`GfBEb zqrR-c^Mck|Z^J8YHGKu`M;j)Pt`Ky^85=&rwh(8w;^ju9D+PVA$A(}3`B?z8-#6Qk zt`hVkEn99?IuCc``8`WWR|~q#*_MBpm^u>L#(%CQ{ga?8Vr_Y$dos>GfB(3dbd8`l zGY7CX^1(+%N6H{AfMP`pC$>(M`taI%Iw z-~ki|2~W>m%SHH<)hxiO6nhGFs?wPV-`(H=SdHQ!LD|+{2jS}l-vL&q*hr#9}$f)@;0pSsjL4b!+ zyh2EJwS10ncvvuCJ&H|)G@C)C2z%9p03JrMSV%llpMh|%whZuaiamw+^mQr-Pgxxb zSfAp*t8T(Ge}qkY7Xu!lh)2f+UqN`feHdT^MV#l=;)HP3o~3|CQtT<{zS}qu;muc; z0UkxMSV;NG_YlJGioyXKQY;d54tMw>{5mHBuo1AqZQoi3Ds+v5D~FSilp6 zZ%0M}HlbJ~C{NjX8sUth6@W)mEEYUw#$+Sxd@35SDaBU8-N##f5FXSP1K5mWu~2Y- zy9UB{p2PwkL$Q_6bopul!o}IE0Gm^sAq-1(??zZTSq^wC#UkNLo60JL$1RHkJWdgR z+@+6Ou7fll@K+Qo34+~jbCfJ!o&b0}#a2S@gr=7W`z0j;o}h^5Rc6Q$Zc9x9{Iw#k z@E`gM!e4@u0b5Wk672s}e}wReZEFBeq_|qhIWbHVVXylsfGriVdxvd5gn#p14|o#A zyMzn<&G8AFRGbdjisBAo)TXjRlw1{(1$Z*WGL~83hI^f=_7=d_6t57Dwy(oy_vEA; zz%~>svDU(ycw6l%%>`^r@jXG;w%P-&Ip=mh;3*UbG3I8cg>d8kLcn$u`>=R5PfLV1 z1eO7wN^udBxViM^0N*e z0xN7U0se+!Pu5Yg_a;id#jXRMMzM^oHB6a;uzLHifSoALU?N{>BEr}2{SMff;%)4b z!_KD&e}B6f@N|mBtSZ#B7~$rp4*`oQZe+DyPa_civGFNjfnphpwh8|Z;neyLz>MPU zOn&_xp6dkJd%zNkW$XvX(KRT!MY9L63&rW|*`BQy2!}pUiv9oHK;%lXK3o2Kz<&^a zrltz`TZ+X@GoybT!p5mOfM-zrndJsH;Qs8icsO7w#ZtB`!dn+58_G=pyHQ-p4o=lp zM_B&F9PmtvZCT#(_$q{5ExrcqPO%GXD=!idE*WkEcoxOQ?Bo)|e<9rL>;Tw<;uN;} z$cO<5huR2$zoWR6jTY~eF9AG{;zIWDb!{5L zS#Qe$&!@PU)fJwYjIdkKX}}98zQT_GbleZ&wO+M={V2Y`x}RxnL)avw0kA*CI+ARs z^N$hs@wx+eA;sI+4!QYsgexYs0uG?Kn)N@_q=fKmqi28vDSpN_HiXPZ*!o5n;2??z zN+N2@enj}%hhD(J6z^nb{Rf{z*e*b8WnW_qp;$#S*SN$Q<0?JCizu#V>Xz^4Ae=GD z5U`BmLe_rfLLS0@<(dNyrT7?|z3lT0gnK(C0$xnb>1cWVI0P@KkO$+5Tw*H%$Sr zp}3HB$CR%|SZr+xcrC@RnEBm;4@UnyDL1$1SZfqt69A_uyeUg16T9!6M|z0E4A7|x z+LJBH>g++fs@eneIt87<@|Sp;A^kBe2=sadEtP1M#O5OXE;|-<8b=SjB&|o*C6fQ z|19WCjxJKa*x|=^nQ`pm%X}M_BAAq-T8d6!dP6?mB+b z9_jsc-JtV1+U8z=Z>0MT*N*F}!95)9v|{yYq+OdwgWk*0F~)hpNOy)$0bRh+;`GsH zkv1)ng5Jl`f9g)$jdXK@AL#uY{a8E13u$ptBBtbT84$>t{hk`ES==CmLH<0dU zJr48{j$U>;Zza;hQyf7b<>(=`FU45rd4MkG=<-wpJ*2%Xf$_#|=qb~or_9Bq;CYZl7ZbT0>eoTKgTCK)5GmUIzx6-V#$ zHnKr_(Tm%lPjK{KJ6pd(+Q;y}pigr2&!Mq6`;6*G(5E>1UbprLl$||(U_xIFp5|!# zYieppKZrI4eTJiDj;?qLJG#&sbTvm$ZVmK6*-JgTBhqsdB%GNT)R0g1)ApTiEk`4mwD; fpK<_wT|v9BKNh|+Ikgu;gMxD8H*h?#NQ+CX=hydr-jXemo5T1tjjuHJG9*NX zIGy25XZT9LU^vqm($w@_>B1d}sp%5pZyzF*We^KKgA%3@3)z9qWI8)K)A!T=Z*(>O z!5Nhmf8&IPG(X*6POZUsL)9JnD<)p3R*lR3S*Q-n&kby6Vn&s9!&kvVK=O{!Bo+%g zU24;Fi7Y(onaFBQWntaHhbJQ!yexjn9=CZGR4F=B>qp&SsrI%xW9kNtwgX;bV>UJ) zxtXm9W}*09)__Ehg+=>(961F{RKGND@ZQM8(rauN^W99O870Tfp)Vr-veqkZ2lkgHrOA5(P`@~FWuQ|a*0<-o z9zg(3rwfBNq;R0l{nsyrksP!^yYZ8L5Khr+_lK_9h&7W>{G5IW#jU=O@TIpx@!i$y zqV#uLaCAfe=Y^NUu!Y08(=!}~l7B~i2>Ur4CzjL3e^i7cz{&kyYeEF_Z|pskx`7K- ziS68n^V=Y|vUdJx%f%C#MNtczi;$|E3fW&=T-UQNa4F)V%g=VBa*&G(uf@Bolw72( z{4H-)UKDynwYO|cqHyqyqwDs;XavQq`+D@NXw-X6E$aR@8taLZUdMH!QOGf3+b@fT z)TXH`{|XNQ4_RjKLU?%j^SQFUW_&~!R%v%U<3qD|KxviwjIFhzOj-m;%v(%$Ef!$J((iE3g#_$# zPcF8sNr0d0yr;WCJT4Dqvc@#xz%%B~v&cBeg9*WMWdcl`?}pd;2@t|@dp2w-guRXG zlj?;K{g(33$uc39{SndTP5q})kqL#K3`X4KtSD-nW%A1g8S9K zM`}0`*s<&7bF)GMWo^3h?kWjR_ICt$>JvD|7}AmKB#@N0#%F01fzIrJwtf-QcJBdSCZ_}CvNf`MA<*b|~ar-Ab{W2p88&kIJOmUeyC1vm6otpC2VKMG zD9m}`%9%1@sUFohQU&JyWM?0Qy|5br=dwt)KUl}bH_3@NxYiwOiJ+}!E<1bY!H*M zc%3OKQjqw>)4pz&FGc8QzdNm{m%{1N508zz3EX_ucx>bw2~-2)_s6sdc)s2IN4bnZ zd3wL7hzv|7|vK}Eg zkvA%}4=(te@BAVBnZXjk4Oz)8Naw%%9@pZV}gL826SC8pO- z)kzU&^>o&GM2ai4mOYIoBpBwhwJjm!!Y`;U_N9~P9oy;?O)m8Oed&a|l0>lgRPy`Q Nh5l(i0@HpH{{v^x&DsC} diff --git a/codes/DoubleDQN/result/20201222-144524/rewards_eval.npy b/codes/DoubleDQN/result/20201222-144524/rewards_eval.npy deleted file mode 100644 index d367d861bad6b5a7790b683613f84bbf866df5b1..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 928 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= oXCxM+0{I$-1_nBsItsN4WCJb+FvxTmr9mMu8V;lB05u%|0Mh1NfB*mh diff --git a/codes/DoubleDQN/result/20201222-144524/rewards_train.npy b/codes/DoubleDQN/result/20201222-144524/rewards_train.npy deleted file mode 100644 index 8eb2ccbac579e6f7962ea106076ae7c3bfd8c317..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmds$O-chn5QWFBrx=1bQG&!M7)7wjA|RL${EvT`Nis2l7)iv92z>`HkfZcbaulQe zy)1eqx^p&<*Y)aEb#={0^Q_ToFGa7>Thh-by>YS^C;NkHQi_woX#6tHo;ss(KmR(f zXOEM7em)sy&-t7eE9G)&trWk*!|5S^{Tm0y6b zfYK{2U-_wC7+)t}C_nX64(e>ejYoG3-vOmBz~#3JKk&G?&$;LB1jNtQ(Q9s?rLIw4 zhTk3f2E6UjU3)b0y+YR{E?w7id*snv5Mz8}g+y z=uC<~C~j{3`HcI@$I^eqzB%>vKz;g-4)JAf>fb1i-r;AcGs}IR<{imbNMA0vuhm@i zF3fvz&i&*!8`7_QL5sh1sp^Ef;5@~Ds(A%^`7P!d#P$Bt2~*x#{J){q|Dk#49pTep z&Og1s!*_bmKCyR}|336tyi13@U@z5Q-1X;9as8+2TknL cz0({e{7b0+hi9~MmH7J0T&4A<|5l~n7w9;Ab^rhX diff --git a/codes/DoubleDQN/result/DQN20201015-215937/moving_average_rewards_eval.npy b/codes/DoubleDQN/result/DQN20201015-215937/moving_average_rewards_eval.npy deleted file mode 100644 index 4d9dbaa96f953d302e700ab2fd9438aae66b7a00..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 928 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I$-1_nBsItsN4WCJb+FvxTmr9mN(>5v8j%hDVUebtERf0X8sBoJY_MIzmy z=XM4|zGu3_KW%MauhMh}BS+r*hvuX^xQBfD?QtO8;g)yrddCOp4i(=|zheKJ?yxhi zrR}X)hQqCQ&N?=F84huKuc@0kXE-dndrMh7EW_cxZpCGh^bCiZ82Rq_vJ3~#1x%-u zT7dGJ=eM>_$Z!y{XYX1)JHz3~4$D8Amu5JKe>R@BdtHWu-a$R~JKHiG%G~ef=*ShmpG8|H_dj=@p%y3xFcPEkMZid6O z;x!+eA7nUOF_Hef@^OYk&-&9*_0KXKW^9+W;CY$haBZK|nef*c4(dV@^D^FMI4Ixs z=yQ1wH1~MPvkxCK9OO4MWfpzPaA3-7iaYx`!y)73?S-sgGaT-nb6qX>4d^~A)mhTt zGaSD8zO(%gq_y0X<<9&7+N0Xm*zz;O;a|w460Khu4x8!&&hH1(yX>c0x&6*?&}iFf zvL8r))V?LE^C!bW?cgfmJ|MlQ>Y2+kApL_qbBXES42NS1KZI+6wB+`qaeIOE^p6{@ zzXR#K$Y6i%e;E!Nm{03Q0qGqtGhgP?hZkq-D2;{5rHW%>e+#jV&_( diff --git a/codes/DoubleDQN/result/DQN20201015-215937/moving_average_rewards_train.npy b/codes/DoubleDQN/result/DQN20201015-215937/moving_average_rewards_train.npy deleted file mode 100644 index 67c55790dea94fdce90ed7faaac44b43341d5ec4..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmbWx`#;r(9|!Orzphnp1LZYgTE^wfUa!_fPn~etW+kkN5leI>lt~WreI>b!gRR zB!Ms`CYiK-Gl?$xm_*r35+x+3CiCMX6OskO|L(o{2U3KpeG0)(6sl$`2O5n+rfkmK z{C`Jt)&D|6iCh&U8ip$p-8G9G@m-gn%P})Y^gDF^KrM4X&f;m;a2*FI^xQV(R@p-o zNeH}`X&7O5wqIDbhxgt+i~JaS%wE)`4!6+|TK6qacOwlC(z>gRUr?n>h87p&=fswZ2D8?h8rsn#V zUlg8DbN+gb)#nU+xm-8+QrioB^m{?4v1nOO-3MrE*`3bvg|y(NRh+LcYFJ~x zEUov0+V_6DmL2@?EL-7bVCD}~WtQ4E*8U(aY2Puu>JKF$n;B^KLl2|x!6#vUFit8> z>3`0IaAl{lOAr&f@}_>lg#d(Bw14Q)!o;TwT_w%NOz26BxF;L}a5%TN-pD5af75w3 zLQ59j-|zZ}l)=KGCnCo2QWi{m^WAr+1j3nE9cZN!1RCRuvDO1Ym=8{!ROqm=(Kz6Y zXfy~X`=hp!m27OgmKd+)!^T8qu>r@D4JZDw?mB%o#@q|9n#Zw`mE-Dmu9^+ZO)>K= zI0(8}8Z})Wj1|%ApJNrlF!I#-b$%ZQeg6)bf0D_CNezoK{yPU#CB8bMAueKNsa4ez zTzKudQz#H~v4ebH`iRU$;|*C2V}%3!m^sio$w9NAa!o`v7pbJ~!Q8nJuo9;dZN0)U zW?wp4%?QPnh2%5#7NKY!-J851<>A-y4VxrQJZ!kF%*<`)VXn;QRr+WI7`y(}7RQP} zVxExF`zH^@-5sgMePO6@{4C(g%`iwVw@AvJLlK|7%T1{fg4&T5W1j>rTu0v&hq!Q2 zVxZ7)Ddxc9>12x_fQ#)D%#ro0LonbdN&ia1MLE@MyWap8;qL|3d49r0kW~hI%VRG5 zErK1T{4gAzaim7R3c*L$sh$biA!yK5yr9X#!13@;+Rzsc=kuKoifA4TPVVV;SP2Ey zlSBc7_`wB5}5CokiZ+DE!s2w%In7kH5bu59K*WgVA&=$8|g!oc7(FSF>VJ z-&IY^(-t7n|DOmSnE)$kM;?T{6+krjN?TnZM1EqG*8X-O>iYF73pR>it}cn%A0a~H zJLk7_ofpB9l_nKF79n^^ec>-XF`UMJuhI1u!%jHF^hg#X&Ev+YwIyQgJAblls8x)j zwBJ0m9*g02w9!m+NsNHUv)9b^30&rrcAldU$WE#_deeizt*rEmJwXJPXQj8Ng#>CJ zMV@0FBrwSM`3*Ijz)SaUJr(%`wwl&zOqCEYH*Q>aCrOM0A85Cf%f(pIzoC<+@_II2 ze0@!+>NRg<)wU?c@_eoP6Ft?x^nE$eD(`4qrc$QzY%-2Zid0^x#&~Xv%2PKt>b6pO zXUk3-X{kKYo4B{fRG#Lo@89;QyqASJhR-Sq%u22G)h`oBO@H`gTLXcBnM1urtpvK) zJs)uEBrugbH00bzpdo6<@aa1QDqpITK3ew#9nBf@_Gs#@9Z diff --git a/codes/DoubleDQN/result/DQN20201015-215937/rewards_eval.npy b/codes/DoubleDQN/result/DQN20201015-215937/rewards_eval.npy deleted file mode 100644 index b992efa70de8d0088c10f9c84a437bc257827c35..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 928 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= vXCxM+0{I$-1_nBsItsN4WCJb+FvxTmr9mM83kQwS@Bk+WSa^(7TEhVVP1;=k diff --git a/codes/DoubleDQN/result/DQN20201015-215937/rewards_train.npy b/codes/DoubleDQN/result/DQN20201015-215937/rewards_train.npy deleted file mode 100644 index b4758a9a423a6dd929194d52c9ce38a79b2fe9cc..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmd^-OG*Pl6h+Iat7t^*D2>Dq_zO~?1Pw;xCu$Upouq>SG13tyBGew-P%p)$7_D=K z)X-^qa=Gu_ci*S$^SD`Wv}Vkkd5?S9sGG;zQC#V7#z_?Shxu!sKDUQ?FZ+pC)2C53 zj*lMGmu$>StL1XCm_#4ZzrR`Y`<1Q76_4%^z6>VdQotABJ75V^d>$@TUOpA_;?ivq zSAWIBdhrnDr}!Lx>!AD;mriqsoVyt5g%N(L3sJfabiy_Gu19wS*S;36yOMV`AGa6O z?Sq%-<%90e_mun@cmUpbl+KbDFB<6fChJ@q&O0fZ_*6ms9djCd3eA1)b%o|?!87m* zWIikXy^qV!$WM4ZS#LY&wKu-@&c|JfUVA?fXCC<*?(1}Cd~}De4s~6RHrUGy$ZLN3 zD{krMxRaya-BPFjRrlO*536~Yzrf$}e+u0VAMH~F{SEKMXl~}!eC~w4>L28#n;PU@ NPR+i0zu|iv*l(-}sL=ob diff --git a/codes/DoubleDQN/result/DQN20201015-215937/steps_eval.npy b/codes/DoubleDQN/result/DQN20201015-215937/steps_eval.npy deleted file mode 100644 index d10f0eb15adca526a68502caa823a67a2a26d918..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 928 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlWC!@qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= rXCxM+0{I$-1_nBsItsN4WCN}f3=l9%L&AY)G(5l|Fw)ZlEFAy<7FcK} diff --git a/codes/DoubleDQN/result/DQN20201015-215937/steps_train.npy b/codes/DoubleDQN/result/DQN20201015-215937/steps_train.npy deleted file mode 100644 index ccc81c72887e99f7e1351460b3efc0d0cc70d38a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmd_oJxjw-6vpwmX?;gQM3GF!LWEcqY7s2HR7G2>B3cnjH7OCLk)$eE>g4F8gNvWR z&*8_i;{RFh=-Mnlo|AL$%{}D3bW$u=daMVl<@iBz6+1cGS-s9WuI<#LxEa?P)hPCZ z-+G~Tn*^PD64vg5PM*tno||^IC&$P$xPrQ`P1anq zG@hgSmdM(7le~i-hDP76kvGV*sCCce44&dVF5nU7@fb_EjXr*16>qSJEzDyXb)*(__XYVLUvUp#u#VdQjI23pAI;%|_n)|hy4N@P37e>TKwifJHc<1-k@vBJx}WCL lrhb4C>OPNTov;5z|B32yjeec4dbb)H^Xry5nE#{h{R1jMZlnMJ diff --git a/codes/DoubleDQN/result/moving_average_rewards_eval.npy b/codes/DoubleDQN/result/moving_average_rewards_eval.npy deleted file mode 100644 index d367d861bad6b5a7790b683613f84bbf866df5b1..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 928 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= oXCxM+0{I$-1_nBsItsN4WCJb+FvxTmr9mMu8V;lB05u%|0Mh1NfB*mh diff --git a/codes/DoubleDQN/result/moving_average_rewards_eval.png b/codes/DoubleDQN/result/moving_average_rewards_eval.png deleted file mode 100644 index f5bea21c82109f024d8f11d7b71930ecaaca7ed9..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 29173 zcmdqKc{rDA+ctceA`}{s$kpYKRKlXh;juogA=Oa>5p&Tr@$b2V_11Bho&4T<*bAMZ+4MiQd z+^MRp=W*lvCwCM5ky*yUhWzMo|5#d{E+ra9feIIDQBtl!>8YgqSB*F9I}y3rSs-9> z4eutg2ClNZ)y`eC>m>C|Y}V|e;b@HhIa$h|<6!PQ)Dq@q_V&eTM(6Ucd2eIF@;3E` z(krtosp2o5?Is@?*f}^jBE8m8i||hy?s-Z=_-jEarGY=cYr##0oIQJX11p^X`Bbn4 zC4xV#m1gyy`}JU&3;0uwQtAK8e)-$BfvI0VGqSVGe*OGv_iV{T1pdDo9{E`GKC6O) zf~%WPd=ZaWynK1so0|%Ev|?nh$~m^MW_s68jt!hiOOw>m)itv*mO1j~@<(+A1%*e)K62)Jjg(y9Xt!5SPp`{M&Y`)e zukm4fZ!ZfYBjfn^xWJk{E~f;xyG-O%gp=KDy{40-)a*wGBP~com*O3xaAypso2z1*3FwYkIzgFaPab; zvuk)@QJ;FCN9=$#&xWJ^8|~^Ts?E6)a|+diYqcAVqhXQS}*>)SJ7VJtoMX(Sq!&*Cq${XiILu`GDjAAjrN6< zg>h|{nCU%aGSHHrd9+5zd*rrWRkBkg`ez{n}udi=3%=1{+{OMEs=g)yQb@$pEA09b-?p$DWG*?r$-I83~P?k#xg_TA{4%e(I%bJlqcAKj#&aK~qI)G*t2>EYMc69#QKlk`F>Dl~@s8W%5I zxbW!5$C8RO<5o8m+!s<#-)dLlYdR8d`(892z-^JO8L@4KiCVLEZF!b;RonOP;j+h? zV)0FzoIh(MC`y^;ao_g-F`t*0cktKO+jJf?EJsQL=MN4JDq*YCBHq%iW8X85_aogLwyP4$Vc=!0(vZP2>zHYmNW<6?g38W9P{yHg&7G zxw*|-@;sf}(@T!r_6ZJNu-pXr22SKPdc-rO(F^Q9cuQl;nwl4`C<8eh0_ zC0IXYe|w$wwzBrpGwaNYs2hqtJS<#mRrl^?KhLKSJUHmoDF5@z>(YxWceQ=}dS;}z z!K&hd;Mw!%%by(Y6kwvAnwl~#xQ$?J zKEneC1UGHs&T(v=H#imDjkg+!FJHOqiaFl&Ca>W&3;7jO2Yu5GGikA?rRw}Xf%osP zAqOirH}~om&-KhKEbV=L=iFO76Dxi08|SRe%g+~NqAic$kHC7EKR?T1Sm>KCad%qg zNq=+h;?dDj!yE^`c?)^ZzIwHrb=i9Qpr9bbr!Jz{%z-PmdYNM>J{0&ov(G=?S>8T5 zQ263`$l^@f_hMU4j;7Y`3q}O7m>M5CTA#YC{=vbp`HNQxtXj2Wbb9YQ1XFf|H^jqY z>}zbf=Y#E~afyj%GBTuJ-P*dGYpqF9hD9j?F1@z4c6WDoMNmelz|9L61Y+ENeBOEW z+O^`E8jgl^vlsZieK`&XQ;o8jdmGY8R71QxJy1An`rsBK`?(ccd8)2R;!gMmaf4Q$ zD#WLIUB1;a#K;~iNj>n;slR#i?ig9EIMY1)R!K?8 z_Ag)de{*#n?%u}~;E(54VyCB{H?QN>HJPi5KJv1TE$8rPZ8&&WxB2;I+iiC5=bg8J zhn^y#t6=KKuDb~d?VSK9{ShtRY!e%Hx z&liTb<~>-<_#wlB?x|~UFcu}KXZG3KZL_?k!3(yls?xJASU{qbNxoNhrM21U*852a z0|HyO^0BShLQzx0b=ue+bgZnb$tI@i>Wsd=z8brCU!FY8O({+f>*5q!&P@HPc>OvJ z8=3v=yVw(7->4++xfxhntJC<%;nUOkd-m*6F*UtqZ)9#BTm8)4QJI~-{mbi^fbj6} zjN_dfm*$Cz*xS&o99rAZl^V{bE?yrPtA# z2_@JpQn>vJ+aEuEETW~Q{al`8IEDzH?4~VNuo`(eDrTleoqs;g&63K>%0qQHFv5@Q z8+CB3IdQ=q=Xpg_jM?dntEzT&H>BUL&OLFY@sZ&6V5Z{Y;s61rl2deyf&1?4n6Hzh z=g^9zvHI0b1p{_^<#FUBvQieKeT~i|NaOnkaR-{3nuqEvt*pqO2yWS8f)9Rpa{Nx) z=g%TbxVWmW{6ZQD!hVm-%gbxpn)Ie%;A4(9^3c*1TRa4e4-d8#XASK1@_O1fFd$`; z=dsVBFNlSU`B>AVNS{x*vjcv~>z&$^;!ckBJ7;h4{GsY};>2PA6p@(GF~z)!s>d5W ze;g`qX)$FF{Oa>CGm`_6Mk41GZhP*AR<7&{vg#+_h(DT{`l+qVJ~Od-79hsDYRS^2 z^ZDdm*jMejVb~@A{?`hl|zK<1)&&T}e*m<0%Bbr89*g8!|SM9;^kGQ85Q-VM# zn}$7%cP#4vHL-wl_voliCr2ezg*Xsp_wC=mYI1O7L~Z~6D}C>H zDY8=>CixWHR9##)xVX9=@2!{QRd8d)L#VsCJ+`03u{r(tu`E)lbd_T4-iwmdk?#y)SVOU!$mr+EjjhNr}qTL~nYQ@U5kth0~)SGaf&_5J;KL)E#hSZz9iN_XeO^|E zEyk;pv?L)RK`NEe!`CGp(4)G({)$#_Z32tPqL4m20|SF4oSgAT-rh3IbzX_(sLr%f z-+fh@Mkw;WkCW2N*pTRxzehqsBEx6W?U7x>!lb06O((vvy7hfH zwJUn<%Yp_e-MxGLQw-8OrpH>NKWbZ9S-JE#9~eE6BoQD`G2zl)!f@2aCeAp=!MRFr zN<#eUG5m#)tu~td;K5pKdZ(d|GR>;}V<-16E}7-$OYiS(AE?qysMY+5eG^o3N4*of zW)lEvc(2gw@)#wJV?FPZbZwf#_MD=MF0Iza8+_J3@aWMab6Z<6meBtGegJbNdwU6B zH1_4oS%94m+&{_TdAZ3tGk9ijMW(<4!N_kLD7IyxMGj(PLuv4^O3f5;T3 zV(;H)0$6!IJ2STJa#U1tWhFC$e|2qbvP;v%?fjEJKF{B+rPXy$KW|2iJjVL3DH`8Lha@$rcUVOT`dN0yo z9L^;Hf5XGW$@+}c7N3bF0RpkU(-To&-lvhiwDt7$`%hN9D=DFM?X3@ri)-JNel7LtEKaHZX20eq$2Yn4aU)TU zmA5Kw&pu6a!PI!ws#Vl2v-GjCS^8bOc12#gBs{rNf-{WN3Ixs(TzO6A$Y2?lSzhg9 zWcw6WuL%Ba`;Xq3n({u!vyu7n*{_cYFD>5LtW8kB|uTg)|wyP+kW*PdUbW(6Ze4?*r7Gqb_R`8fr0d> z7fM@O`DtiqvV=bXNL@O3WNiJ89Xqgl^b2MlW@TNT7>``7eX9)-I-0L|!@70Kd-g26 ztCM8HlsewoF;F~tTfIE_DMymftC{JFk9X7~%nu*lZ*xGcfH8CeH&Bhk(KvPo_+yjj z4-q8fdE2*dr!Mf-JkHJz(i2nj_TFNY;~+Vv{-O0-cenY=iz~;w??hxAt%>Jp*l|59 z(f?bvKF9hQ&zh4ss`%PwvwWY4VP!8bc_2=f5LF@fro>eUmB)Ymus&pM{qmmm;lmw2 zx~iDN@s)fib1ea~j<)3GN|@Z-;<I*Bm9m8gcQH77Ic`Lh#F*=dp4Nu=ru;YV6z@d93yI>jl=<*3OBS=#?*= z?6$|w*_&><_3piUmG8|hEKVVfRDQZ*2$$3A3d@$Tx8Bz~)&t0C5); zT&La}m{}D0)3DRiOiWC4H|NR(oIXuMvGFVFO%%BIec(U|@&a3+t7I`HvT`Lr1MlM1 zdoBkpNYWE~X7j~*l4Z*_<|dSX-m}wV&Vs$)>JrBRFrvI3*#Lm9k(4Y$Z9(6b-q4P% z-*qMB$)R}5kK}QHFq+rvGc<=PnUYGK{8EayeYj97o!ZpY&$my!Mv|NPT~3`kwMI-# zMML9k-^m{z9Sh@-f0$TVpQAogH?1ckr@*UwkL9^2Xe(6&`)vupXr@m#s z&+|Mn+}ps`-rl}OLLx9FMf}0RXTjh_im*^OtE(C*Kd=^^Sgxb*?sMQP!j{W9RE!!3MVccI0llseSu`I3`Wzy8s&URj z>?QqM>kaf!LLxkz2J;c;KG1SOGvPy)HH+``h(Y7&K=Fx8>ncvlZ#u56yf&OWR=?S;ZUZd~?Ck7J3Vr!VRiq(uvDZ(ZlzHRh9`y9|=I`$Bt3c^(Xn3`G8`oMhL{zCI_Ud;6wG^QR|9E^U34kE2RfQ`VuG zNnKr?cbl)t+HQTok#dw=97~o2BDM)2Evc!gIZsbL>+xkv*3r=s`lznVejz&g45FBQ zYXKiJI=8&beftAI&=LoqF2SiRnVuXQ8hXKBikzo=Z+9_{ykL}O`?qiN&CFV(N8M1n zBAr}qb}dqUUrcGFXRC#A#-Y^xkmJaY5}5wPi4&~LWm&<(rMMhJBJjxoB8hI9+Q(O3 zUXH?8fm6~baGA{EqUvh)(~NAv1qCyOra9xKssJrt}ekTj7I~eC@&9RP6Cplp&=>MrKW>;xw+5YxWP*v4)ur{PG(J_ zHvd^wA^YYh9G;$@(z3GU$@(d{DVSr{u_*_> zz*92w^YbI|YK+EqF&{pB_^RwN9+mCeBcq}iut`~0d>UoWyhmITp*5M=P7EfgRjCX>qgF`7^Y>W3eJ7E^bhdM!Y1f!Dh{`p#t zR8NXigWH(`2GiBgi)n}~3fi-*fiu(a9KccszM>2)hG3+IQ_nlmsliemI)vtLAN zCP?`RJkk(Jc8UJ#_ulWjt4fd6;lpH`H@Gbu<}VlaSCz^*Ip)yUl+EHd^K12^>})WT zXUQ>WX;}dVKD~ZlQE0DU3q3(8s4tIyZ`w#;X;TxA@Q!mzZ*Of)*&3Xlp5FIqq3LrZ zS_QX0kN3{4Oe9HyF*1GHj4V=J=;yalPgQl8mrh{cg3q5n>-FYqi#yQPECG4%@r~}x zf&~lAJQmdZY5Dpp_P69u)^=e@#I`zKII9u$hp2L!?tc_nycf2KFQTXE>PpUy*df80 zWN&}*g=q@g$uz~j?1_wqo;&AE!^(uh{YF>OwTX*Kab37Mz583Itxbr9t?k*oJle}q z`BMv;lfHbg8?i`#eZ0qV` zICA6&(E;YqpC5JQ8Gs(>{xFcbx!=ml%J9=uiHWOk+_)iqtZ4)G%51N!uC6WzH#ZZ0 zjl=^)f8-y{Pf{R+;~Ng9F%*G519}id!2;B|9q5n)ksq~7#g$y2Nm(!;Atfaxn!Qqn z8C0V7?H%B)kQ;;X0kSuxnoVtNM8T|3)XCAl;s6E~vM*8(KHL9GK^_rrc z4UT2Y=AS%yvT;MC27RPPATlzg1RQ!r;y^%KTbpL@>Q$>~sV!T!9IC_pfQDj0MU`23 zY?X*eEP|x-soK&~I#kzB+`eDe84bgQyR~BVmoMKaD;tb-*Zkxrqequ- z-&wgRv-yY)A2!Y3caW#;N@}JqVOO-YUA+XMG!+#Ur4AMV^~=l4N8Rh~>4`@etaJ?x z4K=s7H?i@gq)Za!pIdV5)>>efH&eyEyf@`vcXFv|;Zq|ve+Vdq?))uNgxaRvNlY~8 zay^N?Q{9k0p|1zJBJSfo!Sd$; zDK$-r$nrX7pPD|T&SAHa+M%v)RTHm92>gPHo)oc&9{sY~+C_+UYeYpOjaSRaEJpbx zWwM&cIYx&MucGptZuW?Y>waR((=&QdJM>NJx08np&mF^&l$7l8XLb#12?M@8m{s}c z(WBX={1o9IAZTR8C{u(Nsi>&%Pf4+h>V5L`snF)l%kb*5YzX}l7bgfTVp||g)Ktf- zM)Umv!OA+y!iHK-4hTw1vq!AhsEEaUc%Kk0_=_;>Bys$_bnznLUm8!)xVpM>EL|D|TGV^I{R~cZaa-|e zf?K2dgrR!X^lFMQ1?>H(miO{*t@EKH+jJ+M7#Ue!z0M=F`s=dv6MNVFV?$YwG`)JY zx6_ffrZ0ar(Uz6|uhy1rC8;kc2_XQ1a}9uk1{yyQ__1*chc(`BcE-uYMHM^@2qE#9 z9KTs#FzNe$twa65?i_A`UPjD+wZc$mEE|J zfO)8E)^%Vt@jr0m7cN|&upx6@5fCq2y~?D_E*75S{mc1kOpF!ygxRN`Q0NpjH5qMI zP{yhZ2Pa1f`vV>ij*ec5;Y3iz!xE}{lT#ZdAt~AQB_<~34#E`(Vdq49$L1%eO3$zn zVXwNT#*uA)Gm5RwO# z1%$D!^Vn9LgDepTzG`FgK?%;{ckeQG^zJ{CnORU-zRL5zM4u6go1Z@d#WT?_#rLOD zRCiC$erB(wX1%?$BU(~oVkJQRLybpnD~l|e?sbDP!D+Pbz}4&5E3X`Ucz6MBFaw(| z`j(<^WPfv!8Mq{lSB9@5K!cyt%IySkrFA@s@HvR~C*%ND08p_Kjc>I=R?x!;c zw@gY90PuDI--~=*b{{eX*UQLsU4fn%2-pu8f2a=O>NJF(Jn;4Jn_9LFjJ|JZI1?4M zbp87ErZ(FuEA__cq@u2*xcp1-W;;3EV=Fn+k3C2D!wZ7jvCYNYD;vtn7@*%>FrI-G z!O6`n*l^0=B``OBSqKfbi8w{H>RrcMDS)OfSMH+@t zAPla7&it{K?dIkJh^m39sS*gE?O0B@D_(#^$w0NxT;Q|Z__2L4)^VNfyEVDTFJ8K2 zapZ_Wm+V~~QJg%YAW}HYDxRL3al%fasOdnNcXiWoA=nxSPK+9mnTw0@`)SQl{euG^ zf>sv~sO-#-N`X`h8DI=3sH2Dp7?PAr{ z-TwLWmQL4&V&(rpk*TIJ*Ou8%X$f4Ir5$L*y|vJTCMLnM$*ah!@?doZA& zK#?F#IBEn|u4KS81;)tMaa5#Bl=!gje2$302A7oss0b?`~oK#9(i08;ba`5R5+M4;ttWG`=U^ zzt%%WX#4Wz-bJCgYkK0EA0Hpv4vT}igTvaGFC87UTwGiUT)!`3wP+hQS!q=ji&go# z;z(ijy(T89$xq3uX{arcr}aS9MYuWGNtmE{%>%7Zz#gd2Q)kYcNwy_EFrk$?<2*$$ zcvyjm(b%=C6qj-OT)}aUdmSx+RQLN7F8u1fWTUw|n!iMzVak2Ma#>>j*q>$;1gTO0 z_Je)<_En~alP}g&iWBx<3O~_tT!b*^2*BGxQb@aW?*;r(ZyX_8B=Vx@63V^5IRwJ0 zfT-wvz)r$Cth26MLW&5>HtUhakpO*JTg?6wcj+@*+Ei%?(z$>)hvJ1q#}1&~Sf-|w8;0rAyACmS0Z zNu5iAAM#6kWt2Dw#}WwWtbTres9BPd_mHpASrkOu27}HZHWoR(j0<@|^HToc0iZ_< zZ`qR9WYzVb0)iZ0OG_d9W5>jOZfx_L3Hk`tL=B+}c)13_AuuRNSu9GdmUixWZk04p zZ{Tyl4!y#%2b-RIv$M$IH#ZJ^&qP^*4I2bf=v|5d8_HWHB_)3eLnt z*Ab*vI*<;7!^89xR1dm=yq^o*zBjFudw^Of>Z3S#H@wH|8*Bm~P`AxYPmY6r732(C z2R28oiP#H=cj&I6kbv(XJLtc;q#**XF0FpkSpTO|RQMTy%>*Y?((e5xH{@NJQE!!i z#35!OP@c3@YFb+4jT`5{R2-mo@7$>je@jiQ@@d;+GHcf^1kwB)x&_PP#fzb#lbB-o z*nSzD4J>?oH*Le=U{D>tr`x?GBR}6KLD*p_%nN}a)b#9lQF6kzQv#(~R!d|N(xRZ0 z6dRI9R;)oW$|~^fS#@tv#QSGwyJp*IYiJO|RM&ZSFAooaZQJ;k!|28A9SAD zb8E{ozz20ubMRm-Krx4Z6NaA&<>-S^iAc3@GbPptB4VSTT+$ z!N7%pJSckgiWLsRz@#M6iLrqQzz;kWp>3t|7H{6VHNSEljew-&0{EZaAKSjt$f(kf z>9MNNmC4=7f2HNQ94#J!ZH(+lXsP`VOhT}DFqD8mi-&=TFr2_pwtCP1S-oN7Cc9`p z?&wANK#U~Fe^4WeP!$VAYOwS1g#+VR!V3l+!ZYC*)b?Wdh#am%6@~cy*iMtc6g^kA z=d!Z(28|y?B7P$p{-_y!U6~8HGC-pPf}M_!7lQUr44m9*8gxHiu@*wyig@F(7RVh=|;+bt7eL_yLY7Vn)dw zi;9Y7si+daKQtjF6nWOdJ~bjQPemi4OOyZhOv%3_zU9k%?WXpr2GN-_Y~8xG``b7D z&Dvs7mOyU^0t1Efin_axlF$LBy41kTXQe`ALx#onLx&GnO2%BfHXkvOd)YD?rGz`4 zmYLk3>{005cQ%H?50xfq!zzCRU-wH{>)%fo?MmnpldijC%)5OQHg%w{MKH& zbSd)oZ7I2XzZaBQVRIYwuF>WhPbhlG%G~fGu0TC7)LkQtz$S>e3pzQduy7lxAz^21 zgIGhD|MM%hh9aTRP>3qvkwV+r%%?^_I>JUa4+>9YOiUOM2c3s+=(+U9jjDUz z$e4bOwfqOVuI$Oab}g>Fl|H`lq&8Ob?x{amyMM7lr}I*Nli%eCLs?N(bx8|xju7)8 zZYGjT7yps3P))TD3`Bsvq4Aj6vx47ykOo9`AV5qTaA}tHr{-qUZ<6&S3uITdD z;?pyCV!uS8P2?k3yIvsG)-y1SPGHNF8yg$~6T*_7PtEa@q8aKUFoLX?qF zG(+bwLRXE>p?1iw@sP-%I0nYVEC*I&p`2V@%kJ*H1lBMilxGeggy6fW>IVlEkQVkh z7&$p*)cyq}O&%T&SE1W;RXVP`Y|gRXBg#vu331RX1EQTm;3P^BY77Vo2p55K5Vm{c zSS{s&ZP{1|RyPbx38`9%M^jaZW^gJ}`nKQ9X5_@ArgSeDr8T-blT%{u{_9D+uVj96$H!T=58QZf+lPPpl?V z@o-0nB_t5|v6Pd_=CI2T(P8eZxDiNX#K!xzb`&1v5Pjaja< zntt}&lJQ`(z+uq|@7l!zjKv;SHr{rcP4Cagj5xI! zb^OHW_b`-%<}fi3?U}%}zE97%aJ(R(NhWXI56Fvi#fY~DpS4wWtTN8Qh1c8QmO_GM zgM8xBTfYD<66fB;gakp@>tP@RM<))p*a<+x@6#8gKXdr`$Kb+G(O@Bu*y4dVkK8=m z^PWX0l1b9|u_}-~6$}4Aw}P8Q!DRn4+lZx53lXCT-9{n~oG9dy5a3B233Ugw%i__2 z)(BF%fRQNzAfTauI=N*Iv!a@Wz%Y++EWyFS18wTx zWgzS8xFu*0&2nyTC6Prm6#O9Pz_cSfD{E`Bk$bbXwaqTi1qn~8Z*2NF{7w0T-0na% zw8^EL9s8Em*w}dYP5Gsi`LSc+sCUR_g{lQOgbY@UvJ8|w4MiX!4D!dP#*ee|Zpx^Y zWl%0ch$eRB4M(e$B0sIdewfhS*Uc0Q^E0wK6Ll1BpgHSEGvZd*MX0XjZI|LDiwD6M@MUD;pEO5WTY&Ieja>TRh8l#Gd9qwj)E6EWdHZ+mE_x` zbh??^P`nX>>vLBZg3E&LPtW9#quTrX&(|etm%e?QZq&*BAK@>+%6U=st(jJgV6EZe zIs;n#;zc3j{?9KjVF#kRFTt8w96F@;iBoUqu3d4w2PGGU81~B~E&My#3{H3pwmix< zvKfIPDe6^>92>9!;<5@@J!uHgJWG$m&Hw89Mix?#z#NCK6ywuM9e)ZHp>|^1%(yT? zZltcSuYX*53_n$p;4Fn8L4pAE&G9+YfkU^&})#mmzo-BFeCnabemBA0B#_8$2A#{t*zi91cOo@x>Wp7=Zs9ZzIR%> z)T~x({z*A}<}Aufl!wctn%}^f8jAE&`tIEl${Yp=a1U*zY}=m0Ertsl-kGSXV))#( z^xe@#~s|)%En2px@*avR~r@F@27( zvaCUaxQ@(?@cC|B=uhq4fA1;3N75scgw8s%f3qxG5K0h;La<$|fIIN2k(JZ{x!OBB z>BPlTY$MPHFh}mA4>k~Qa_L{HEV10hO4ZPnjppl;1By?Apvm53-;u5jPG7hLhuv%Jt* z@7&)Jy!wHBSs9tnqHWh7jH4-N$&w{XVo@p*oZH#y??Ruk`}CKL@Ek2EYvj_+3Vn%% zpTIj%3|82u8Ch8+utZr$1aI~pm-heaKHUEybGySdOzq|!&qGLxKo3k1VjM9Cg4|dO zS&ukf5L%1DZjtUNAWYjPS}bF{+(i|2YV7+*;=3RW5gh6MC=CEuVJD%1eF+Ycd*$wR z1xX(CgRlP~nU)IsSKg`SCH}V4v0zfktI6H>HsU7FxA!!F6Ni6w@tmp7RFl6pu`a4d0 zH%|Wqj3h5kLmv{U&H&cW$RY)e10i{1M)W`H{*OkfYZ8T;sw-m;D40V0`!HNJoUo(UI<*jJ=#Ciu$tY3`dt z8S>!7P*fgb;ASPrNN zfrQ%nWC2i!$+{Kpsh+AUCY>5=7ai;~lC5{8JQ4NLXj2r{+9?uDf?gbdBO-9sw%X>_8k*QHz|`_|;VbWVdnvO=$Tmk1YElLGAd@Y(D*}&y8)9@5x z)_>9e(;q)1H|cnlhoK0dm^d;CAxcdDWSu=w<(ZuhErZi~lhLE2LnZ47pLO|iAPVQc zk2!PD2gDSbB~F7B7lw$6cUA&^YN(izpEzM*nNPK!W?B8@>ho z!D~_GST4g1a~k;E!bvaK?~qF(sD=3fU^?LU3#r1X02sr_E+J-Q@<{@r)YWJ0x>KBf z_Z7fpq=LUG3gMv)ycX#g+~PaM4bLxmDhk3C&&!uDQOO3t905UuI1EU=hiyvvL=TBmy*(5J7R?8d(jIUN^y=HA>d}?amFGWih5%su?A)vfxKZ3>1nMCaq7?@fj(`!<-Zs4ic}gw2eBFPwGn7Nv zGzXU;*9trYJ1Vg{!_Wt48JCh`Y;)}oM}ukCRSIo$qnb2(ckRlJ)?p6tm&#e)@#S`| zCSNqMOVpNB(w|T~9vP$*qAD?V&2~>5brnv&oEEQ?N>BK?L4e)g$3eZnMRSZnZg_mW5TK@k(TXCLhNOj=hV;6+r9A0oOO@GU z%edswSiMP75-#@z;(QDnWb4xtLT3~ZAkcaCc{=Q84QVeAommyYr` zz@F!eIL?I+H`;A9|HA|1>hh?p;`MZ|d+Oh;6ZKOr&!94v^Q-Btp?oL4C0>=bpmjcR zq6VH|SS*O8AKs}KDC9GoyEKDjSAZ8JW<^L*<2@VG(;27+ zA;bvs2jl6hK$7VNihCJ0f{`w5ihu2f1H4^N1cDHR@nS6I8l+~a= zK*;+@O$I7zd$yj@n_fw?NR=VNIT3yY)HV@`5W&G`cECYO&MQeC-!qXcgOJ)R(FDn~ zU_lg%^S|NKVEsA+Zl&?H0ObUd?9ib@MepBdSANg^)1={S#lypcIQ^i>l@K}k-&6wx z-gSG-HOZh7M+eCUyLwj3<0B70gR3ESf9w)-^u0O%#70CP&3RB(#AuK9EPi4JB);qw zbaWK5b}67yrpJ(FcW{46Q&pP7GG zj-@Fv!cV_>(;xJy{#fI(xB}nK z0gnUeRUkbsJ!r*(cR>&?R#8#W?z%)a6wkzw1nQuQFB1$r9Au|Kia?klq)2_bnUuST z6I!52mnuMVC=?h8N}{_$ zV<9eW;_Txeu(_u4jo-*FmZrrf=oHFzOkDAG?GJP)WB zr~DCOS-QHsS$Of;_=cM*G}7o6H#Ie-DA=aaZVD~}CMUSN+khx5(|<#TnsL-oP($F5 zC?x<$(v*ze8A=JNDZ>1{ze%oG1F!;&%q%SA)ZlbgtzfnPL7f#yJFudX zhK+N}Wahz_&%MP%`pcV}VL%C1BR%iYWS;UD3|woDs+mZkphRdW^an10d{K;p)7IM? zhWq^cWr6?Kp$*5SyPAeVI)$yqFzOH48j9=HtK4W@-u*W^4nl_0%#^48dlj~MT|mC= zag+y$8vXag45MlrU%k_`U?@t;aNRJ(S8_3KV z80LUKQ$i0ArX>VIbQ1d;B!S}U z33xNnfhy~RZV_T_#t9A+)xEdo*^arFA%wyQECUzx3Dc;bupg2x{=c!Qcpaq#@ZNBr z96biTQd?Aw9G}P@aG5~S=W&dQMH?xGy0vX`09P-?F{(~8mWx_4r`Dq0+vpGPy|Shz z^S#~IXfww>-G)&&gH9r2I#4+L`N6%^yP6tha0-Mm16~tE?t+sZmMGL%?%}QT4`J_- zaTtiyf-!DT$f3EC-Z#{@DiC5Zh+;nVq0ny|YCruhLzIh%ktd^mf;u0B1xNq7FJ>Yj z#J<1pMmE1(I5s~b3=EWn`H*+%j=fCl24NfKc33DY?yX$4$`Vbb-0Kf95hp+TEUW-) z(HFEG)M5m(AZeq zM4ZGyzYuT$u;qkcVLBeZRoo6`99?B75Z3~*&4U|K4U+62S}zRjB+$)@DHHoQzXfPS ztEh7w$_^R|EqFT+2@lo%%>p(%A?rfQJYY)Fe~YUTbrvlzWU>h)9iz1CW~#eVb~q+Y zrHlM~d+ZWlsWxV~$+iRa!_*&$mx+F_<2*NUB93L*ZIEW+#47XCNH zpTQlj`rS9(%U7?uFFvX51aUGs{C%S#dKU0#(E$4JO8ix&GDc z`N7bvGeSrVsul1MN<+d@0pe^2OGMg((1pwg_^l~vkJcE%suO91aE;(!FKCE3C;Gkp zo0p8|=WX}N9tgyhl|50dB@a?}yKWnVXHD~8J!=^a>3ibF!Ihr{aI}KU0nSzaj3aMX zz^$(Ftz8NYBS?RNP?Caz7@)OwbabHcoql_1;hr40u8UBs1Nunu{UpsSXa!+ro{=|- zzI_|Xdz=n^xCXY&ZIR2jGDA$i87R)3To#6`YufBNfJte%U{3bCXkePB(A z?2Y({#@8BHiV*=AT@#B(B7$6X zy4kjbC3Bo)RKWZAcX&zF2nCL z9Qh|?ujWvq;7usQqnd4MMFv6>b-LaXvUW-5OK1j>JV-!iW@g@NYPwbq4@d^#Xo~-~ zbG75B@xs|@HaH>!1(@{T9QjSMod$Aj04)#Nx)UUDU_wF{OY3i&-PDZv6aA0D_U(ir zLNGWqPHHHx?f4DSQ3k;~fh!YpSwH|+X(_n&EI~&y1v?56L(%neCFVA)*~Z2nHTlse z<=5`^@0dN!R(@PFzTuimqJN@ROfV|+j6~unfH_^q{?<{6-;o*gG znv8(s=Hcl;z>?xaOVLPFSP#nZ!*6c^({YnL4oBN_9Bs_KxFQAj8XzYzEq{4+jV?qr z016)~pZpSVO6s7H#lsK4Mh!wG*Jf#hG$$8V!;}4gkZ7~(VK*0B9`pGhTmmwBe*#T4 zCI=8Qlz3kU2G}As^u8%qFD1PLShdm0{~6*`!^=f@Ei|yB)ps6644LT8A%;k}1rpYc z3=i)muKhHj@nziH@1E5E?vOW~RTEjX?p*jtWV8WO(xa&^@x9^yxVJwY@LA;KDH4!OZ(|=N9zxDO`x=JnZM?Y7VA1dh5H*fYNFwiK$m=7QlhTU6PascK-wB13tI12^F z^2g_wu;>)S&aq%F{5fJ zI0N96YlV&OJhXcN%`##vAp8bmAd?BOg>QiFzx9uapH$TXYyl2Al<0$QR1^(#yRWTh zzyViB4;&g?i7cc@8;s1lAykFN38N{nfTXw2+sB8<{TQpr&cINaKkp5!3K&vCI-R|S zyH9}}2Np1O+mMB&B^|GXB*J(%@8KGC)Vyj~68waXg3(0vL}@2ycm~!-$`! zVOL2?UNQIW>w;F$SsgvfBrY!gCy4}W9w-AcH4eh;Umx5Mu#A_(8nfRV4lJbLR-Vgkrn|hz1&!^G{g#IHgQe-_g!F@N)5x zNC{`KdQ=-QWy%IKkwv13VsnqWEXa|TTs>Yc2HYv3!fIk7{@JT?wLyp=0}j|Voa+z; zf@tXG6=D7#F%aN%b$$77++HAj{&IT_Pm^!)x(N>Btk{1HNeIOYuZ%Lh!kI8}VdZcY zS~7zZQZ%cK%tNs`ZU(kxPE=M=#3w4&s!krKVJAAB;VXM}dm8~y>L4{ge>nyU5RmVx zg8SMzjgUB?uyu&>4Ymhl2XZv$iX7732datap_rp+Xmc_^pbeEAF_dAVYwVBdIUslN zeUoS#26yl^H8mmnpSpABPIDe8Y2pfVt|Oxf5X0NBM#PzmIBwm}Mm_KN`s`wKv_aQs ze`{d`;J^jp05bZ9>1)4x(rcd1?hxWA{b0!N=^1oEvnopQUy?a7+sM{8jNdt% zZcWkq!}4j>_aW0`xSN9v=fw;KW!NH6YGzr38#|BiL0WBKFP)t*eQud)$T=fM>~j>P zC(}-fiTWQwL%Q`;I0l541hHVq0yuXXl%+_a(C3S*2Y-F54;|zJD}+vs8M|>he+(HR zZcFDsO-;F)qo+wCa2+<9r}W>$fH$|d5t{|d1~LY>qO$U$4=8X}3T<PmbD?LAdbLXFr~6cI_E8xJ& zElUp}W`g=Z)BJSts@+9!?vO4b;X`BFyU^t7OBfiP-5LC&e#fuDTlq*DC3n+$e zp}c$LI^;-KLuWQj!;2`#*(9pIWT~C6ahCx2qrWuSQ-5?2Yi$x z|M4SRyHZR!B4iBNh49-~y#AQyDT88x^c+#>@YzTL8zh8bP@(wfCXYb@S^EzZa1KRg zI}rN{%)B@f`c0+)(JK_a&pH-PbAqA7h=*dNL1M-vAsy*Yto6uTG*?dJqnY}X-R6cX zqVhHJ;0iKK$lLZP)spE)kHx>m>c{1uJo&bN2E{?ig^*Oin_jXS~-dKz4b@Tyhw5a(Wi-JBZ& z^)|grTtXuC$K^EmM?=HHQg|Q269tP?)D_0T64&JIzjZ6aOnC0U=~g}|NoNk>f{ceG zK753&qi7c15wRj1d`S^(eqLT)u&5@ckJ!*q8($e>jr*(A!gfiRa z&4m4j-N{4Qtp1d=@0165J!FmoEURRc43H`@Fri6@)C8o-C=%^gyHRE7ZN8O|uo8ov zK9d=4w8Y8r;D74gdD^gkhK!UzCIB^!TlA-5hM*~Td$?z!s$h2^Z zsJ90W9LTCG06#@4OvqgU2#~_im_SaE20(rqa`bq*ur}z+C$k%fSawI94HE|~pejJ> zx+M7!3@3&JSOS8h14jvCtk_qqSQ~R2Dk?d|Xt^x{d0 zokJVRT0$6{+qAYrYgN=0VTH+SwJ+Y+E`oO$P4{m-Zk`VP*K!#He0cm8pFKRV6(=`x z-ftZS|1bYD1MLc@^6>S0O&?t6)D*GQNbpY1lmBN2`<(`00HH{YolEnt{n6H=O*2QE z{{QnIKxnhOhY5H@M}z&JIB-!vbfQ@_^?TOLVz_MPMzCW>8M^qfO;uD>0_pO z_z@424a&f@GTYhZ1ek+%>uW8<_CZL&#IZG`p9ZuK#&qR#icdL`DE8ESU?C>VfMlct z=*zb^{WpR55oe0eiKwV33nF==ivkpZG}ty2WCvt#ryuJg{en}|(_Q!SQ*)+19iXGl z-;V%C4})zx+~AAAu&g@AyIBW=4#LnpZ1OQ7e+Xu5LF8@SCmuub#8W3IBBF{pIqVLt z1(L)=f%%49sPKdEK=V;|tDtxb#0;v0$5p;oQI{_>!8XW62KJ)dn~xF3XaEU#_Usw) zb+jYtmw+c@z*AYkE1hlfJ*F3(*>jfwnbeLyE5T-_hgjc^3Arjb*~GVHfj(A3qXl9F zz&>p6#ptj;_|dvB5^XX;a9%T^%34IMFYTCQMJE2Qh7o8mJ52(gmH&%ehs+cv%_dr~WO8A+E)f7NfFeuK zp3_x7pP6|P#ug>@>&(iKdJ@y!cCV!zK4d6kRO+3*Mn+;eCUBkEro56f!VFI`kO7pgHg5!$qYtRs{&GDO60UA+?4BnX4rD++uuc^b|@VI1k9?CDUn zQwL#Y4jB+bS`a?dwpDpmwcgxVs#}yEiRjRYeTKAsSxZJ%mK4*(-)EHC_xcE$|3JNi z6sx)yqACOr7}_jw(v=?!P~Z>F3Q8`i<8NM%%6ZtutpB@t-3gRzlb4$#T+K z1tZ#OOtn?9>V93}h}E8UIh3+W{)_e!fxY8xjA3 znam)sVA1{#lV82@On>UKc|{Ex5S^%spd}QzQ#G*2$1V@wcKxrNAtU*uFZW{8nxXJ) zU>pKPiBnMAz^6bdn2uDDg|GQ z1~*zBIdXJX%VxfYN zDdbHYcAQRuM8$>T8rsyhL{^CT#1tjc^w2gjMZsd{!@!CSGY|(Tr+M^x1J1Rz{^j7t@8L%rD4}vC+r%av_6osQGRew{+q2=qfw*3NYq;yt;zbbgK?G*_ zQnop`ak<)}Auy$^POYdOU(eR*$-#7s1(9B33j3sWH!WTeFlm2cq#RVR$u%YvN+m62 z4X@J#;2bNEO6L~vv4c7@m%_L|wzYwy7oPg5zI=eExA%o`udgSZY`PnBF3+4@bHer| z&7ypD-R{RDES4PHdb0Ro)6xGa2XjG@R9cD0?$G$Ih3cl0BFs7cZV`f;EQ0G>I}WNAo~G!V5LfToH5b~@v3sH==DKogEN zGh};6Xy_Ss^-#WgsPkYpy3GJOoQXs&VMg^}iJ3h;_Wke)$vwW zK~uJIHUoPYzc(3%QFNDzFSYZZxegAg}9{>DY(uQt$%ip-C9 zOpfZfcDc001F_h7^m~Ln982)>zml38ZR9l{yU!*jSX2{hhzG(rii6r0UFv%?kbc(kUAp=5IdedM#Q`M0l9u~efY39v z`{b1<&Zb=@f`d&J^`{lma}cRyhT3Hdw9|8*3?#-(0S+P)^yp`v0-(3AAHL!LRYoueoov2KK9vXs! zh0tUu=tLg_whVz0ai-%9RD7W!trDwL7s)=qVCfCHWFdyz+S~gX%8BCw$+D~Xvq=7r#nxl_`zYu16)YPGFiy_lPHsCGhN(GHrA zqWX6+5F3lA9pf(5^pS9Lb^>69%dZr7@HiuAgf1!x8Lg1iD=7WeV85~5IdHsjFDdc_ zO*wsV>CpwmN*Sjya)MSW-)xQrKm4}f+5QjR3%b!?@K(-U8iupO$fDrVIF~i}0mO2v z9FwRBydp9!?aybvi;U`6W`nUhxgF)EYTa~LFMYXx@uYoO?K-NQYJMCzpk*?7;Y~)g~w2A-k>asb< zvXsi|Y6mT@C&C7fJH7LLQj43a3ptsmvRyE1Ycr>bVGJ3!Y&}6kn$S^ZXUEI#+2oQb zZh=wN`S5TQ?u+y0u)T8`&&PQ?c9Ngidl{n#+Ikgu;gMxD8H*h?#NQ+CX=hydr-jXemo5T1tjjuHJG9*NX zIGy25XZT9LU^vqm($w@_>B1d}sp%5pZyzF*We^KKgA%3@3)z9qWI8)K)A!T=Z*(>O z!5Nhmf8&IPG(X*6POZUsL)9JnD<)p3R*lR3S*Q-n&kby6Vn&s9!&kvVK=O{!Bo+%g zU24;Fi7Y(onaFBQWntaHhbJQ!yexjn9=CZGR4F=B>qp&SsrI%xW9kNtwgX;bV>UJ) zxtXm9W}*09)__Ehg+=>(961F{RKGND@ZQM8(rauN^W99O870Tfp)Vr-veqkZ2lkgHrOA5(P`@~FWuQ|a*0<-o z9zg(3rwfBNq;R0l{nsyrksP!^yYZ8L5Khr+_lK_9h&7W>{G5IW#jU=O@TIpx@!i$y zqV#uLaCAfe=Y^NUu!Y08(=!}~l7B~i2>Ur4CzjL3e^i7cz{&kyYeEF_Z|pskx`7K- ziS68n^V=Y|vUdJx%f%C#MNtczi;$|E3fW&=T-UQNa4F)V%g=VBa*&G(uf@Bolw72( z{4H-)UKDynwYO|cqHyqyqwDs;XavQq`+D@NXw-X6E$aR@8taLZUdMH!QOGf3+b@fT z)TXH`{|XNQ4_RjKLU?%j^SQFUW_&~!R%v%U<3qD|KxviwjIFhzOj-m;%v(%$Ef!$J((iE3g#_$# zPcF8sNr0d0yr;WCJT4Dqvc@#xz%%B~v&cBeg9*WMWdcl`?}pd;2@t|@dp2w-guRXG zlj?;K{g(33$uc39{SndTP5q})kqL#K3`X4KtSD-nW%A1g8S9K zM`}0`*s<&7bF)GMWo^3h?kWjR_ICt$>JvD|7}AmKB#@N0#%F01fzIrJwtf-QcJBdSCZ_}CvNf`MA<*b|~ar-Ab{W2p88&kIJOmUeyC1vm6otpC2VKMG zD9m}`%9%1@sUFohQU&JyWM?0Qy|5br=dwt)KUl}bH_3@NxYiwOiJ+}!E<1bY!H*M zc%3OKQjqw>)4pz&FGc8QzdNm{m%{1N508zz3EX_ucx>bw2~-2)_s6sdc)s2IN4bnZ zd3wL7hzv|7|vK}Eg zkvA%}4=(te@BAVBnZXjk4Oz)8Naw%%9@pZV}gL826SC8pO- z)kzU&^>o&GM2ai4mOYIoBpBwhwJjm!!Y`;U_N9~P9oy;?O)m8Oed&a|l0>lgRPy`Q Nh5l(i0@HpH{{v^x&DsC} diff --git a/codes/DoubleDQN/result/moving_average_rewards_train.png b/codes/DoubleDQN/result/moving_average_rewards_train.png deleted file mode 100644 index 1398641686a470ccdcc9ee43c6cb30d6b031dd06..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 39557 zcmd?RWmr{V*DksM0R_RL5fFn;=@t}FDd{fhknT1RB~_#(1?lb%Ns*H7lJ4%>WBQ)+ z?e9A0T-VwA_x`aEkTuscpJ&v4k9*9IFJvY0aL8~_C=}kar%x16D0Ckb3T^5#7W{^* zdu$f|;d2mIb5OK4c5v3WGeXJeJJ?uSJ6M{%yyIkKXK!Y0#lgbC@{s9{se^-!JwGe! ztN;1~7Hc~bR#yKTxNwmxHc!>iok@+HH-x^N zoZNeLM?pf$x|e2QPf)mLEZV)xtY?0ggUdgW?lSee>tdIqzZW~8#E|b3jh~^>A-~c$ z_<oN2UyXbn$kyaA{d32-Gv=ATzP@jl zfZHxzZp|@6wfg}L4bA&FA@}XmovuRXjS0pHgZ>O*nPuj~<~!PB$^|$hot^SG3y%HmV-0sgZ=z z%F(c~ZTc_lEq1@9jrX|e)6=8y@ZrP5nGg{Y0VgKEYgF@LsygYPUHWG?HoDrQIMCQg zuFlTR<{7l$&v(YQy~iUzJYLDQb#UN}tu<`DIpH#c_l?VR&2y;r9I&L37-;>mFiZ7jT3)o*9otc|cR!qObcpoz%&)mw&s>o`5q(}dhheRrgvthWAGH{!72Hsh@A7*!0miYA=N0kQ|nJnjG4P zhoiExm?k_Aw1tlslgL`7)M%H`i85B;AURAr4gWTNbXXnw3@5Z%kIVWgBBG_rb!Ty+ zT3~IYcxEXzp61@YhF!sGovzYJueJoyx6<186jP+Xr=?x?ne@Jh1zY+1_iy`psd+yG za_A0=e~h&2IE>p9tS4(uPc~|=l5u_@V%GRm>wVEy@m)5C_h(Xw@bl4 zA|NE(`iV{TCrR>}Mv>`HSesh@%O<1Ag^#yrw`(uXLf}F=?rU6ihoT&AyQch(%TIRZ zJC+8r$v3JG;?yIQtgKk9YmR8Z^=7SRU;hZvo(tS!GJ>H<9muNR43dw zgtm8f825zey=7`H&fVSimc`)?hRba4p#+>(^@j5Fi_H7|hlbRegDIrk-1t$Ms=3_N zIdkDm>S9Vt1R`gTh3NYrae-98@w9qxO}Hm0IZWe*1r1at25fgb{i|F#Xulm25;yMWT`8!OHc^8aRvtmdt96yq_p_^ z`$uwF5Mf|lO)zQ;-(49Daow4Zvb!{M;)yu>V1O?7M2v zlKDnM#$s>kwQS8&?zXMMF5!lzCSRUOkKU|9#)BRyR{2~VA>)p3M*C$UA=g5L_DSIU z4fdA%m4lyMrbmef9sUhqefspN-f~~M;8x=;Ce4z-?~nZo^c%1c>yGn2cU8&N>DXQB zmFaTb>EMatG`s0}ygLo9I`yl+Ir)Uf9#d)>i*$d(QYkqr{Rlh@2-y zz0jDj`OB9t^>FYFA8y=>m9;*C3KU3(S|_Vy6DP{j(%m(Wnxsn^(abaZ;#v#lQc!zN=+ zqpu(Y^DwF9)$LY6Ec+sIe)u*u-s@YsV(OQO2xs+`dT{(sxVku;AaX=Wk|D<6W+{V7 z1rT;y;Y^WzG3!mi8!fe70N-hBZT$#8ZY^i#7Q7nemIx#f)z_y6hiLx!^Jms&M%EwB zt3kT4t%4-fxjC^H7%=Bs~uP547Z1To^gu(!#cC;RO&e4((K2BtX30-K9TA=`*! zg6rT@3jTV0P3T=^r9f}0oJr${8-f?7JH}nZ<@U6!wWklyj`wE35N03<=)-AOK@1u^ z^DKjSTE3D~i8`G2qe6a=X_;@2Y5)(96!zo?U&vJwj(A9NRq$lBaLjEbyFHpG1oj#E z&^)iRV@6>UxK@fS!~xk^2qX8Xsb9NqR7b#%k?&PeV~&H`r{IK_E?v@co|qdO9|u3t zU+9eWv3=N{CZ7~3;w|hv>B(b1->zThgC-r#9Rv|Qvu6<7WvzISg#G0u@U^=B{xC@@ z&#$l;RhRYR2|wk2xZRt#Zt;1a3!>m2uW460H8nLQ*Y8l=zKvMDfb%-%Ndw8$N7}eM z3=IBAl4x&lXK1-^8SQ`;KsG%;-`tn3m|s|!Bo)DO3OVQgg9lr%ztijM_;ts7E5i^6 zQ7s`0W3A{?94 zaBy%UAveI`V%=e43WThl@3f|I_wL=p`Dp83ZEXgvUmm2e%gix93JZ&gX}9kZG8wR2 zTwMGGYv|}sk~ABy;ChRFZ9agtCLu5HIxQ_Nfw+E?KjBppHWW5CHn-K-FIZ(1zas{>*OIy3Ot?eE!?_oyQ6+Ap~c>)%#GN01Y(j{AWcXt}Oxb|`9$qw)*lYI{Q z#=S2@kL2&YeECvZ9EZf4^u3>7w7&?Om(Bd_EUGz&XR6>@(Wq4=UaYLiau3Br!^yzB6jjWl(%n#+r454;~)`{K0m0v z_zdAUm_p$2Xdzy`!hs$Ip5q%?@`TnC6l_5ir~4Fl+4B6 z`gru$uLOz_w;wq;6b+wQS1i#Gv1olrO1g(Q5~LQ7Um6>qxE-v&B6{qHPhn$k&*3<&(wv-6L_m<|yrH8QU~;ra&T0DS$&+_W z$6$hn5JU)wiEmL+$-R7e7fGY1M>{bh-f?4NT231iuNWjC$~y_4ta3bm{+!ot_Okc+ z5iP_;$=pFj1qHh%mpZjE$CZH&rBgIWt6fS2C@801zj=d>g@5}OM4Lv~g0iKQXc8f} zT}MLiup>%k?)Zy}-LsXcDW8y#F2c%TGT5plkF}ncu8cIsa-R1ta-5qsp7UuBM zSEKJ^V`GP@uzi+HDhdutN=tdp^f8)6>cGRS_9Y*euXs|ah`Tbn8ch(-EiCUHw*_-S z$$*48q|}4&mH1fnD}P|V==-oekSe8}zJhUwkr9`zGo$irY%ImZ#6*f%zClayB`mB0 zk0U#<3bh&!zWn_Bl*IMtF|n~S7cAD#=r1s1xweSjJpIQbC9iNvu!kA_UmhRVLaLPU zt@o}?#d`ZXMC3dY$)u;J9?SiilG4(F!_tj`fmf@ls#wVVW>;1$j-6e3dJnf|NJYFn zeA$%-lJkvCObpma4p$4ikQa+Uso(?xMxg4;w-{uRjT3z4;=)_)wpS0;3e;~ifB(Lb zNSaQGwnB$E_z5ya#H80r5a0?iF)>rftxir(5ssP{2ksGJVMYVX=){xWb0bA&4NzAf zLZUr{N-PSB3okFPKr*fjjqsU6Yw57oh1wX1x-|pl#i}0Qv-tjrks8@7a|;V5$48kg z&z?O?i67qHI7#-U)jHLFF$}Kgu6j7p+1XjMI`;3}j>`Vj)jfh6wQ+Q;o{wzZo>4WY zM_gaM+Kmh9T;tgINB7L*2z(M%ws&_g12)9&5#0- zXuMIi(}_1OKu4EWFUHEuoUJg}+R-uhS(1_(vKMj=Y4Z0VQd$h=%t5uvDd4<0^;7yA z=f{|s+bTI)W+gN+kn~wtSd0z!SqRC<+?q&!2ZX{2_d-lp46rzgYrW}@;$w(IT9-GP|uimPC`%SgzTP#lVz7HMIJcx@~ zS~BhL?-#uq4TpjQt+hT2Z*Vx|UT`phs$yBqb)oHL?I>0Gf?HV|Sv5^hqQ0tx@P;tl{02TN$^b z^JIE3naq>7@6ObQ-V0~d4c5u!Ik9m5^@;jE4b4M~0VW6jSaoMPWh6X6-1+q7%S$&V zKE5dUUTK-1Rxa*72S@0QdlCpvX2=2LjjhL>v^Ah<4bfcqX!cf5PfvSAo`HcuYgZQ} zCa8hUj#*h)f}seO*U*5Ya#|mIW@vaH!X6i)HyB@IQ&ZGB6*;+-nOV9z&zD3xD_@W^?A5`ECb?X5?lzvXV2;}l-9=0fuzQ`t_Q2bp>R+I_6xGT zJ@+UCoDAV8vUF?Xpc09io6I+m?0rY=gMp0?rMA`nS?*H^rs}Y9n3$L;Ed#l_)&u>= zkl#5R7GDsE{{&PE?_+mbRYO5~vKc>8<-{$z%kxFfsI08)56~6ohcnj-?=sTT`av!& z)zFNF3i9!@XIB8_U9;IbE3=z>UbyqyPxkBNXh%m7#Q8$|-?U$}GOE~EBcN`oy*SsL zF5n7-wAc*ax1FDzbe!k8pKi6#Gcg&S9&V)!u0v5W=5?|r2p@$QKA>qWM?sE90YuC$ zv!5jo*Gea?4i{bw5t*S86f3}PI*-|6L$ptYvIw7o-{x>rA0a~kbai0m@R;?yTU;~+ zq}&L_g@V4by%CbKkyz$O5D-{hT|ES7tX}29 z?xU_RFFfN6WKEG-Z*!J%F4TjFg&$=O98y3b}JbEKY*F z6C>>Tt=xV=K}*ZB!W$CaB9srg)%#=+q5E=mIoog8`NX19H0+D=P{1 z{j0On7?uYGtMZVMjygD?AOhc5t2WW0VwA`o+<~$W$(X(9^>dRUtTl(|Wru!Zsj{)s zh2gBsD1(@#Qy%0e$fY*S8ImmAf zr7P0boNh}&S5L(e|~!8;_BKBfM}(&y2{saxWEVj=2&=SN-h&Yvx@4-lCFuI zvLVX@2qyC2!2<+50EJ;e^nmc0oE*>DjpV_VXHrr#NKh-DD775E$tL?~c_{y0ZtXcg zxB@3|S+7P*wuVjOZCfauBZ(Y0`ZI~`7dnmB$I6jUgFG2Y=r#w{ge%YquIEP!w)XZ0 zKyDBa5q+ypWpS+DXz+(JA=*xfz;|`k(rI<*=NnAiMfeD)i#cLPe>}T|lv#|qRrOIE zCS?$#u3Wh?4WBm`Dkm(OJJ?%pZvs_`XUE1G0wp2Qbu?q(+A=Gk{534<-(7k4{{1$X z#16dU#`WuU0A^hv4X|3UlR^Ooj9AV5Y{<&=^fdCR2qZw@LrzZ47&r>AfPk*!*kAAR z%1RDEqQZw$7~s8cArN@ZHEWJ1V$Xrb_n9KMA77gWcxE$UZ^=`wlGV zOL({h1cZB%!Bz9vTX3?n5)xRrL`(>q(3hzi0+m`qw`n94=flIpE-o%?j>}5O9mB<+ zn3>UoVeJ@=I*fZBj6=wL=zZ?tbvTW!rKM#G+=}-;=L4^sjWUV* zIWZB3kb}UXe3Kb5gA#guef{w0D5}|)%X;EA4-XGI21dtAQXZ?@aOMc6gZdK^w#(m- zw7g!YycPpl={7c=<#~B*P$B-BZ4Gq=JiocOXS6z$FC8a1>>vvyT;xL|93bF)&HhSO zI<2YY>4_#+JUiK2X#qcNF0-8}1JLSnvR29{xFNBfo&}*1S>`*x za?5Z7yAVvT+@gsj(qLJbnQ6dft*UFG@|J%790$0om%wyDo=mIf%{}l``;1h;QZyu* z3JnbnuJchQB*GqL!&KMwV)_Qa(rS*E8B^rqt(J8*0Hgw8V+c-km4g2(nB9hdo5pKb z)x7J2Qc1t?XT>6iE1g-RqM~*eyBl`Z;G`hm%$AH=75X!0vN)cfxRGu8XDi=6jvF0Tsgv+0$WsuzO{1 zFy>=Mw<$~XxLJ1An&(~fIAD^1h{<;#sek?qK8_HHF=|DoH%z+Xn!scru&^7qlRyG& z1uwAE&i0v`@mhWZ+rS1{7N1I38t(GOjT?ct`M$iyz}7k7Lg2v2+|+Ye>k%x(igS!# z9}*b^>%ZR?WFQRye^iKd_omo~0BBPreu0W1$D*ru``Mk6zl+^TDNV__js5+5{sy^O zGC)9XZEXz-vfjTxTd;=(EsR(H)zMJL{{L@RsAF$p(fhyonb0XnmaURBQfz@?(RD3L zL=wKpNSnz-{;lv+qAcO=)sB(-UDG;DR%?|0ZS5vgbN9N#r{WtD!pI-{ir5DVk^lXsi()EHU3#VFch$-_H*FwN4Z}q{?*Hpx$>a7# z5k0zg?V8)}qW=C6Y(y)dR3x<=0sVgk2j`&x<@M{2L`Bg^Nl76EPp_>7B_+)mEkLO_ z@xs!{sb5!e#X+O+LX-UeWgK)FDV+p97Z8P5bX?~M;jSgS;)I~WX$1anHD)_EARqud zvTT*t2Qag^xVUogFEYze4lD9K0+ck-YQU*+L?pZfCzPUcmm6lorFU zj>>@omsr>1GZ1qRfv%}j`$Y&jFIM%uxUi4|5KaUI_Ds8;$wEf$_p4Zt2TvJ9E}lE^ zGgDG_8k!I%3~El!PYlFSsd)#(*Qdb)b%=T9GYAUCysF{K?%YzO?452W(R zz6@31j{yvJbjrxeHa9h4Iy*bRdGqF1d;5>FvZ1U8Y)~NA)zy*vrxz(zQ}I?$BrNYS zcl=M&&(BdL@a=0ym!&lf{S+>zAR+wuXPkpMrNbKSAoaj0S$LuEZHwn%i^Nc*ft9sw zPB*v$BlyRZGsOUap$V9|@q+bmfiK*0V!t_(gaDEP;r5Ltps}ST^y}9rP*s_8UW0R8 zenH^dxa%RS^K0JWCH{iq4sXO4DOs$$wS_#@;MfRQeam5+l8TCh@vk42w0hifR zYOPD@eQK+qs3_9{U=iXtFH%xMMw|{7Sl5Gw4Z=wu?JQtiCn5O-OjYwrZfz&Hhpm&- ze0J%?U2g7hDEu_(7-0cCV%BWe<3BZgS6qtWjqhm1Ri7mc*KvxIzz`K?={s;Vnr!8K z{v7XzF`+`2YBl?qSf8B^c3I>J3kD1yR~#%I962jv+GY2>(mFF zzhWi!1TW*+rMmtQu?p5GB5@CzIDScP5^DdflkOAxiy@|5hA!&q8!?f23a z5MZ8|$T2jWRiAUg{+}k^GIC$2@)L#Rmtn8_QMZT-I)cmjhi_0U%gkWuJi&7Bxl@N% zS%7vBo&ov)TNh8D2PHI{0YJqhn;vo z?z!LM^%8E|EyMb7b?b-tJ>749N7spFgHN^>@_jPH>^Lxzp3PSS~7KK8BVKXP)|FUvVv`V(?b7sx8)fd zX$^Nq-@EL`KIIUaUs!t5#r@O4it=5ldw)QU)RDUsWV3(CA}@{O8Q*CMb=-JMV5Wen zPxy_RT`O|w0Gr9@jvG4HE(%ztzP6(ih_h=dNMF|cx1!4dPk;YfSSY3)wrwo?P%D8E z8;#ALWgG!FALHht*z!bdod^#8A0FbIxoooXYLl%Co6=67Nvm-|!)3J~>q9XDW=UOLQ8ch^T*mc4e%e;|F-_<$tPx#1T>gUn6q4 ze8b0rC>e6Mt;K}-V&i)8Bda^~q?oJ1;q}Y03uToi_rHrOn5unCq+=R&@YfwApA=Y2 zJWWO^z5cgT8OrGsb;OMLg>!m0QJ$kbQx|TM3B3bx)v9gI7_FVG`tw~U@;*T)w|=0C z@)W9Hv#Q=UwjXv+m8-nY&y8DTqcrgB-=6fRq^Wgf=^ohM5vGV$Y1llMcd%BT?9tb5 zZfd1er4`u5k&^#S+4hUMz*M>#t-MA!A?~!y5lYz zY8cS|7P~BOg!Q(5EE)TwK=jALB>0SUcdDs4D|}N_wJ0@hZrSg_Bct(W=i~Nhc+G!r z23p+l4Dfj^zQdBsN9Yg>EMQ!9;r7zs-3P2K~K6Wm_;6|5(`u zj>iV3O10~rJ}X5Uf?5>6elybCE4?gN`nz-}d({0kcoW8Et>(7^MiyUB+McJV{RN-DCEl&2;ails9) zn3|vb_~w87^5*kBtoc(XpRqSL$*?NeUp`XIRGV+itU_fy!JVqFo#74r8W3G5BsboT z?p_%{l`d+8sb_9X{UG^x8LtFip1>E=o06J738i~YGOj8K(}|y6$Q;9!5aPO4X)?K- z?O!o&Fp$8Sq-3)a3vJb5mZ?{Mp+kABXhB#KcxJ&Nexbv**Hp1%C>-e?DM&zY*EF#l zil{4TXf@>`qonFVzebEL<#+%0f9$v7wovHL?T%E`;iM1UX;lm}`3tU!Axw`oBfXwN zT$xZ|EGPUV^~f%x1>iUo856Q)FFkwOHZ!VhiyG?|iut8c!&a94Pp{O-MMx0#(0iDg z0Mp7`J-1Wt_%L^64V{|~C!SSA+Do2(dT)%hk89O`0qdv?y@c;Zquz_dmq+^kQdgh& zx!FslzJOJoKmHd^26x*=LVp+$PcJMro_S_lU-xz;wh@)57jIIfEG%{E!o-j7toy0c zmh|?UuA^WybJr!E;u*`~7ibjMCW*A?#+Bc>{WCsW<(5vP0^>oxx-ysC(6@Wc)GMoL z96=^kJuvO? zuh!1DIn2N1U$rJ8Ys1V$)(jeI-Ys9NAwrIsF+@SjeD#=FcU8Sl_+Nf3ORO!4r>176 zl2gS#&vpKh+#nxT8g2W2d3aW9;?RRJw`eec97W8tHL=(2geqEor zI%MBk&hSJ>fPir2NIz)n#6ha%{Ux<-CR+b?ol)Y5WY9gBWg#r)1e5e;oF3AQ_h!Gh(ym=i0x^c9^k&yhtFHsX~<@ zywlNU7x4B(GMDa>kMYS3HwM3VI-zyN3PgamYZKT76r0DP4V2g_)8$Zt3WF|5z^ytC zaN`RlL*YUTs5J#aZ>4bFeJ_>Su4)mPDB3M)$*>P%5i9Hrl}++i9_7T{;O^G2#9KB* zLzvx%uSPgWO0BKkEP)>bUN*8ug}@hKML}zIyuXH92OK0F1H)ffUBlquphHeTTmPWl zO|i?G-|28fa=CJ*2P$9X$z)H@>*dbmi*|HSx^IT3TwNLcp;5uvMjN80i95x*BAZC} zCncZiM!~pdtUO@qA3yF-xUDclBl@|TTI4W0D=TYZE-~;`pd3S1W#he6YGl@P%_V>?j(U$C3qdT=KN$Dk9mIG?2W?I8SMi$H&^SWzqhmt6%@=l@pF9q4Ye~9Bma;XCOhUnRku%+$RMT zC1-!ETog5oBJVY0U~=a^i<(a7S-QkG3NUEcX=-LZYq{%Ku_ zU7tBu){wc@?$NvxwMzw`&YGE{#4C3^a;);uukv+AeS#WXIdQ`U;lFL?1~^bf)?|+w z?l>!ND39s@4daM81)E6+t+2&E-y>NjSBO6Jc|&1z%o zYu8qEo{j$(E*<@~Woa(l(q*J?ojMoiC9_ph&`MQ2#}$aPr++eSc#{J+F?I1ZCz8KsPsV-q+ApKGvQOL_E~`2 zvV#VI>efz{N4Y#oC;uH1kN)1OtPMulC`t=)x(Shzx)KFvx%HI{{zHau&o3!a8;~)e9>h2uD7&vixiN8}pFV z6uWj-CjAECnF{YS1M-2zgW{4ZAP6#W>fXJ(1cV!d)_hY#!&}){es*A%Jv==@$1n%< z{Y$v<_E>>I^lpfIZXjQ2`+ooKvitQZ&%I*Vh*xYmCxiSw8{ZcE$!8YKR_ohaS-7t82aC>v6Z8q|!t!MfJLqW!V7f`EH+gxaEGBLcLHLa_|5K#{_DM5ya z1DvXCsnxhS+jHu7FD8#YuXyaAP}dyoEGl=ku`(HT;LlLzc#in?Ju&6(Xllh*r8Ve| z_@-<+ZOYK4_d>0@w~WVbav#rdFoZvA{cK6z7*t>pLPWQ2HFPJbo*ONIS_tV6z$?+% z6g1KD{)u_U5nGRsm0lvPW6u{<0uimH-c8-q{3xhWeVbtET4rR+uhKug@{dpDaP{T; zVMr9YkBtSeZ7O%oq&(SxZeqRIo@jq!CLK`!-(^F|7US39_>yBj{F;c)I&CPu@pk8Z zQs?Mjj7$#%a)&I{BjPWFen!n|b>3f4&>`Aix|7Yv)zsDYvG*C@594p8D6i6GlFE?e zFJYSPw@OR%UO1?hW@PQDhL4NXd^db}bbr z;atc;ZVQ~@=hOO|B^1xm*&OfbJgqEK>aVCKMwt>$w+LKo=}Gmx+%-N}A}cGAmU&tg zDD_2q1ij4G8y!m=El_hin`NawSLV0LIXCVByNvM-#|R|H>x*+!JpEDD_b9KHF*cf9 zbMLn%N@@>_d!2`6VzgS>6LKOcdjdU$W?!LNRY_Wv%X4N6G-&Ybxd$~VSJIrLvPSJ+ z*Z);$yQGHpR#bn+%OG(4q1z0}J*ChjAg`=t)NiT^=Xj!NdnXd52IZ=Gu=M7{Ls5#A~G>s#5(?*@gBmLmv# z=9qm}+A6%Q{nPzq8Eem(o4R_{P(*|)t;}@#62M-^x|f+8%8-M*1#&i zq<%i7Pk4}rt+OpuoqkxqnCYgq>{zhnk}+%)rIzXo@4E|7=vd(c4PnpnAVga-$YN-M zz#vAg`@0!x@|>b2>W5arw*QucW1e9dQgFu^q@x@x9&Aupe0M`TgpMOFbf7e9b9 z#;EP;uL2A}eXigqb5l($^-vUY6}LN>>EAwCFwJck?ETo6B^GY^K~lafCsy>`F_i7C z?acEVYbNw8T-O(8#9V}&QGnrqn_2+I4tu6|@#RnUZ%f0z?K*a-w~2qsT@!{Yd=sq{ zt5Fctso!GZy##iWmsf2+mjq@Nh)llNL6P4go7&XY@v|uNT|g2=_FYez10|nnCHh0W>{{wAdtRG|<1aDwo~6H5uU)65 zt$p_%%_@+@=7>8pab2PMo(LCLSmkLusmP@*{BE?NQEjb+ zQjgnrd{mOYKkoG*3y{|u_KuK0+Q=beCMOLz#MoL&nbS8P8F>7xk#=@!*|23%K=XHf zmx{z5dLDH2Zwoj{uZ;q)-N8meP!gWKHwei+R`b%0skuO`nM)y3+8QYEndXN2nbvpm zM;bmTebMzxN0H8LJQ*9W!At?Y$MP5x%0*GA}eTFyABxz=n_6* z0>ub4QE^Nb+9sdut+e_71+uU@IIiP9M=1%hq`=F&9{Igyq$iIwd+c#OrfrxxttVsZ z(GFJ@4{X-{z|2b=Y?4iVz~2`Qr2yaccv%;rkZ)H*s_JjzhsltAQ88Hg;fCfi>3N{f zM&be#dM@wu4A8jden3H~7)YwONsrQb_cmU$c9!hzq>9McSnvl}>61075^%|d9QP64 zAL@#~^;JgqbPdp49(H6!*V3#8ONm>*xV-P29GAON9Dir|c0X<%sDf0Dk8!AS%#=2{T!AranEG-5R4(|7QvyF)b{liAfbJO0xniY-_|V1 zYEX6JY;>A`!XVK~;cVPtA=Wv=6EJ!nDJ`pEC~zOZSuDQTSaAzp9n}!nv%KZeKjWp- zNj!)v-Ffd}<4(qcYJ^m!_o&oCZofh@N~^%|3W&z)pcnB#DqL&lbkw?5JBSU&VV1wL zl8rIc%Q+e5p?!b7ZaAM}%TJ%$j8g~iW~F${kQKmyIR&lFLr@fM?e7~y4p$XYP3ry! z+XhAD37ne4f-WrX&Ky~antl>+m;2GbC=E&RUarZ9*J+hX^eCX^gKBGQmnMOQ%8_$( zq7G1@FnDCy(5B(hnLPXXi~5J^*nuM1m^>>yjG)T5F|rv^=y_#Nte4MU^$z7qtkW|+ z4nt?-;;>{a^UTp^HwGTqWnlmk*%IC7LV7{BDFf z<=ZC+s4~O(go-az)HWRr4wdZEuM+ElEQu6?Y_->)fjG5@NIY~i^FUns z?egQx)aG2`@*9<+E488^17c{}?`d8fZ&5j*rKJDhzZ0AnLs*Bt(&|(gxDWY^Td`1GM*z2tLKA z>m46YjxWey>Zw?LPAAVZdgpL4f)gb1xZx2Ge(dilhnK+_mkxwx92@jS0V8^!7Cmp{$Cg@P(fM%9pM-BwmlYx%*bu>JZNUolK4ebC5FNc&n=7=>zl zavVi;<=nkReH&Mbm&DoZs$wgphF(K(k-=mirH4FzxLQ)bNCQ&@P*Fcjde8muU0OYiJl-s?HRM|D5SG%CI}zrpD^1H{ABieo>8S1MPZ5FOCRjAy58-o>u1mE8pvh z0|Fil7;HH!2eWI;Y;-tI{5!R6)*D2!9%9_Bq?kotuH50ye1^dqZY}(Zj8-ESdJAjk z-FL@QM{-%sX(9T71f-|R)gH9veKlcViS%<+72V$_OpD2iv?i)8QhT@StFya(nA$BG z?!Fc3Hofzp@Kaz+qWM~iOefPFuFUJPDvy;g%+QJmGn~;RB_wWAQRVKxg3XnsXX&;- zt+KV8EUp+YA`2q$=I#W7_&r+la9#g6j!RnB3D3hJ#S)St>Wos<{&If+A_xUp_boy~ zU+85H+XhJ>a`^bwn1snE|+*Nyj(GCUhGZGE$zvbpdq}4AYIR=0g(>8QUtnK%@-(R%|55 zPz55_2ML%UjEKbuxtBaYAQtx(on3OJHz^~*{70eo5Bf*M0>6sE^% zgAP_B_w2csOojvV+r-F;00qwg!?IF^<4Uux_gNDt{TO3YfrAqt z8)ib0`MIcbUzcBioiVCUid8F^z7KT#OxG)u#fcPQ=tYLr3>{nM;s(g|Jq3{9N((K$^H|W254gRAU3WUb96b!Vc-4Jhb18~-I!DaPgYlELU z2bx5|CnucL_bNZc+R~qv2*-uXFw`*QzTT8d{2hvXP1E znFw!10hL5-*!c?$cQ3s&KKPm-8w|m%o1DNy@b;DMY>!MC$HM)=?r%GlNs{-Rnv?U^ zUffK*Rk-DpK9)7Ly*|14!dh9lB_oupHaI-d4NZ;IKT+wZ+}73>J{=t$J(9x&AEpPU zA>&PflEmX|Z;*h10Hwt}(AC}jIV&rRVNx}-Unza*%+1w>H`8ft1W^q9leN5E?$~PQ zo@p#3y5W^^zMjTp;Z2dvE@Ex1TG7~N&|7n<=3<4;K+=ItAcqb|AmsjxX>OAEyWC;7 zQ2)g1&Yg$DgEg+z8hbibWELJ2%*iT*K0H8(#Z7@6wPkd)EJY=hMrQNiVBz9?<6;QZ z_rPoU*fQxI)uO?yoQ)H(O2749fJm}7e~K}o*KBLkhDM+gRXy=yZLpN{zdF`^t+pHa z1gQGAW39h_!6@#;Wn`H`wWIvL1!lVF#G~T6LO{z z91{}%DO}Q6_QpOx^Z7b{@!x6}uKqKAHy7Sf4~xWp0v}|m;WP{ea@kREf+;zZv$KX| z+?J;Nv>=Q~OG_iKa5hVKt5w={dzqIk!59CfCFTM4rcFtzSsKsiHCl{6X*JkneP_2b zWe1M=HQw}ptwnT)*Mtufh7Djo20JiR;T!iW|7gJ0rB+-NU7eltpcQji)SIwmd3W6$ zIy_SHACb1_^2uNj3y=JX?9p6EMfi82LIuP;}y6zYw^Kjr=YA`#5APAUQrE1 z^T>p4`9j=1kiaWQbwj3Ao+S>Cte8P^*6;J$#BZE*tf9{e3f2IWQLCe*kjN^wZQbvdvGYgihn_@ z$rZcP&e8P(h)~dN$ig5V1;4`-2rgPC&YKSufhAz%vlR{)mcsw^S@9j#;zULb^v6_w zh$gtAxonGZqhubl;s@Yt+NC`1MU_y<8Y`<0+8`X#5iz-n32q(K4Z8b7$mkNh?3xx9 z9r$(JmL4E4uE(HP;=sKK2GZceBWn}Nnrza~)CK49X~KBuV`ycczDYXiuwOB2{`fIy z**!AWS*qnlNm$UCy;D(=q{Y$W#_(rLtnaQfFfepSHyc+w=#tZ)KPleXvuW&a#jh6C z??s!bC^^@Wb%7A;PDC~Fu(5SAZT8M~#c-~{m`L6$9cB++gV67VUDCwB+;yY4l zt@4M94H7*(Y8XhLK#zo>3IKSZjORvyUtD~}>b+D%Mi$<2mFVwtxDE{Z zT)}y0B~)lN&JV)U#lG}gdSej>68jf~Vjo84e=S{|&@GA%@g90C>%~qVWl6FaTpio_ru#z$l+bK23qCM$*cXGo0T{T*-ccM;AOC~4_V<<;k0CapN z`$MqJ7Jmnz&@(8o3;5N}EP=6WdaJ#*vP}b(EG63qyl5cc4X zf3`KT3YS-D;1micy9{C0&!@Z_9YVHzleoM19*b| zg9oUU7x&x>TLNIJ8wOw5+1dYHFhf9b;Ea56=1rkN5K|sNKIN2S>vYf}$AQWV3dZ9< z*_u36)z!~rWQ;&~2AMd|W?Jk&9~4#LZFEhA`UypX8yX2Yc^lMrb%2T03XSnVJnZ7` z-V4rx=zReV_T!6QrdD#Mp(plvv2;!-)`temuRT9z)UI&QKi*w3pL~9qnrU9kAI$cS z#rYNLWgoIA%qr_i;bQB1@2(RmDrC^I3sL##c_UrN;`n7uy%#U8mzS5DPf8$f6f+n0 zM~5OC2vjxx+tBT#>96$JfJto{=}1Ja`O)9M9^|+M_6VRZZb0_wtMkSC!^*^NQ>NQN zpbv;%#+(8Wo~=s z#n!+mh1pSah2*MIV%|yl%u3C}YdhoNikl#fx*^tg18!4w1oKBsA|0~ddA6;jN2e9S zaZu}Chc35BX)HT9rSQso+|ojNSJb5wUExM?pe2&X)N{OG>eh0!1W~Xn{!FFAIXXIm zV%iVN_x>kGkV}GheU%od z@PBAy`hLbT-jUC`O26~%)p;D&0NI@Dbn^23BC-+tP$9Z! zr1!tXQPelbvNEE$9@&0G^Eo-@lt_9F94wF#86Io)M&q>)&*d)5N2KYXXdXOZhv76% zGCY_XQ_klSXHuF9@uj3_J#O8+b0Ld%9=E>5%RX3zOS}y*{Y+!wBN7)*)%HayI zuW5`*8@Vv@&(55Gos8@^;8Qx#xWe!|jNE`oKNX3&V6L?mkRH zz(kMV&$rkdFx15FwE7Dw5tthfK?0uT(9s2fPlW$fb|N2OZRi;WfT+mqEAB1CrDy0) z>NVdyu&de91L*!9w#x}-e*O*Xq}g`&BU3s+Ji!Pv36KWRbW;?#MEwr0@{`jX`X7+` z0VxJM&Kvbf#v#o)IY)cqm>9f1R(21c5cZ85%oMO)vT~*h%)JnxBqb%`SqtOjHGn4V zhx7C?U{oV$DIZ2&5WPIiN`6F!O5tG@?UC%fe0*qmFzvOD%unSMLo$cEa%o_{LTw(u z%`)Xbu-I$L$%(&ZI67?zO0O&jG}C3BeaG^xM{pll={l$hz#E6h$34~V&HzLy}1d#c+XQ4D`HqZ-)8uwSCctCs3 z0_a5_Z-En~g0=J%266bT9H|IOus$48Ls4edOHaKk7-(YD)`Y)c1Qr8;Ul{mQKFG(B z0RW(#3OB8*_lTfieZa)jzB&XtWI34UBIPnCK*2+9kVlFj zkBSJS5}}0B5~hqk1O_%vPS)~6HP@#wH(nc;gI~rss_G&;bDb3>8`D*<_u`K^*P!>A zk^!-e_;?$ngJ{?Z2}#LY6cioE3<%5&fUOw=DD!|mi*zL0>tDZ~dclJ^Rw@R-c=Ah2 zO^`05XqMYZULSM z0Z*?A`!0Rn0iiLS6qFQO*ya6B2R8gw34qzox;@jaJ~UH=&NTyeh)KB zy(O^pTURPPf~jrVE5w93mfR1S_H)!|+K`?~)p{V}PQYfvEuM zhYt&W9~2g5o)3Fh6p;GzGsdc$!kEO~f*SEQ;|99b^(m+R_};YlI-pAa`4M+`H>lcW zqTf#XHycp|gt#)T@9yO+X}GyFL3#V9kL(DPlc3i$Vv+m3+thTTiVuO&KqEJH%2tog z&(CkeKr!-Q4XBFD%*WxOFqH7%jh5kIQg`PE|fQ%I^!><;;cjljfDGc6JX#gpcVK zy5biAWu(Her*Vsrpy0nDV<@-OLh4MnZ3z~OoVPWAPKYm1>_pa>0U^0=lwKY5us0}8Ec;RVR z;0_NUE+O;G8ZUtsrJT$5el5&m$~mYrlI)>b2I4ignFY^PfzM9;J8dQ;ZDc->O`ie{ z48@fTtz21w%*R+ow<0|IKzu z|Buq%1e(jXZ~y&Cq-3Z>B$5UtB16WMB#|-mEQ*jJLm5JMl#(bSHw6lM5#4owMFF4OcX5Uh%unuYlxU^y(-MDw+; z?+_LdF;SwKB;@wIClE>H!^OEI@*jMzV*@b_spc^~!R@kv zqz{v&A7L`M8>Q(NQa|*zYJ2kLUEv7K`o8KXq@P{QqmZxh=Rg}m8Dg-htK08#j84-< z(4ER`X@U#A;NT-=bW;}wA#lKJ*>E_|)g2yEsa)x)GWH1jgx00C=GcwU2H0zu7l;iG zhsQ6cftRbnH7gyn&EJ4}rqVm1f+n5QcRn|4y+BdhVWoGmY|pDC+=-ny=0-+Fi0uuo zI;Y=1&cY~r3>i3KaJ;z2Wc};g$K^1M3hiTv#ZZbwDd4V&xMJ3xOxGbAb8mUIfSP-6 zZ@i_z>?;px9Gf4v_aqfe-x=sL;Uw93RFgvLtZ?;iMS?gS&hKOwt(ddd^k+9KbRrZ(q2Bu zCENu!2np6db(o-`{PVb7p6%=KRkd`Utn3dTJ{qZMvfQoRdHMAw1REwvsHtgd`-g|? z1=Jv7!D;aKE2RjIJTZAzuTL?ZSlhSsw6J;ofMe7judU$Gdn!t?aX=xB(pEh=*8 z4Q7EekFwOY!X}bxZ>BF46C{B_1mF!)9Zm!hxJ04PPS2{?wqr*CX+XeO_4k#&w?1R` zJ>cNLcFJ=>G3;z{`-%r=#n&Zz(>m#th9lGv*SN&<1=}P-ip_-XwT7M^p8u-%?-}&; zI^<5$Y0B2pS7v*Dd#SkU`+V|A8_~WA9i+`KdnMLwM-Lw63h(Y{ior@lI*TpZj#R|D zJcj}f#p(R{Z9+mC=*BDLONH7PXG`vVy#-pFLGBwv(buF;rKJDPlJJriSob`J@>MRv z!Bgf<9&Id9Vvh>8&=bcOOgWv)_AvSPh$rVUN{k!;_YpMrS~ zUu)EtIENe3*4|M50nO=dzNUo3hDf2@NWKFt6HO&(L{#rsujsPSplQc{>R@MjkP z`laIpMIN=3^m~d4ahF`T`r1pq>e+DiOYNdx`JJKD$hpOlhTIGeE`Kr&g&wMcTS>-? z7;2Puhky1OkANNaosZ}abyfR3?&d8pU?wk+Oud>Vd=sUp_!70ww;ib89GyA7wM|8n z1&vWfQ`4BFBP7vU`YNRk=L(hpOem@6L&EO(NVK0-ebt*8Eq``Pnp)28<=;d+?w=|M zPe9%)uSQ$Z?q=z`I@0x2PLScA84OClhtB=y{)5od4rUl&0N$d&<8J zhmSI}xtZE}P<`25>ICaY@NHbCmkeF*+u4s^R-BQ2y>IUhVcAFUE_`X z>s)Y^YSFKSEoVEmlz7?bB`uL)lS-eMr_YL*<+}q7n^&YZ+N7F2JIKh`BIjgG7x&~G z(mk}?ngnaPh1{vl-d{++mE$_Nn;3kuXPlaJ>aPU}`1zQUZHW0me6=A3(d%1K`;^qw zJ|j9DMu|_Km3(itTB#-Xx^^W|rtBG$<HWRgUN+RNR4{VAZ7NX@RLJmiG{266!{?Re|%?)M8%p@ssG-sEI6S~Z&+WVL9C4sJung}CY}e4y z5mcEuih1OiNIgTl?0ymAYe+iET;KDtHbdu$TO#+#n9X(>+PoGTCE5~(~J#=7_L>b#Iq%kXSU19nUN3QVt>JS&+4;tMN(bU@WAL6ZMYV# zrgFlc+q}DKTq~`kdPPHF#)DGq)^4x7Ort2#f8-9oG!)Go~o=px(m&jhfF)yKf3MGAqMG%U>!#oanU*G z2kV*#bBM)5Dx;vN*yA*H;KDcKt4!PuKihF6u#4Mo0@EcK&{l#a{95$f+#E$aV#S8h zbQ&PQ^UxSG)K?2XY+t~ zCqh7}#1@NsrFb*}SrD!YvFsv24|#6h2Z~W#QPIHRVYu|y(!SEBxZCMWlswWirGyny zSi`@(sS{azXVMwT#`;O^S~ArahBYF-9rc%IgN~Yacbqs>;)_kQBy}<62N6c$IX&AD zONE{aJ(y03$;nT_LPf5>34jcEWy`+T^0#+&xr}8Nnob$QH(oZ=YD6+Kl-F}DK~3ZZ z#fUWc+dDcy8h8$KH^D<88%z4X??~$`2-0c(+9DOI=IOrfiJE(!-GJ}M`qDg#Hp{CI zzlo@E=59VU>eV5Pwu*2hezQzFVOACbKi2B+&i(T(HB>eouM0UuU`pspLLmwsf-hjQ zf{bJd4@EaZiJM%qk&ufuz<7-GpM@O~Zv*6AKu+wJE&wnWOoW`= z(%H)-_Cg=$sIBcDBx5}L_Jts8d3ej~;>Csx1Cav9Ueog9^cDfF<01u%ZnmucZWbm*Yv%5S8vr}unC>9XZ~tX6o}vj-oYcT;}YZ@w8F{j+2` zH@A6Uc<6-k8LHh8G*+KBmHPfEkJ_`)k(1l}{YOI>@e+4E8-T7l(J0+hMkbrRbB#|( z>YGT@7yLOt{~G0wwxCWY1=vbXWr=YJIEo~6eFt%y=lZVl&_U=?j3ZZ$Q` zjgMr+yF7jRq-?%29~zpna+CCh1-q%q>~BXMVY|=1#o0EYuHdL)!}9g`*q5!jmTmXU zu57)awV(dA;D>v91zTPJP=2K^e*H1>NwLtKLGn?Q%Ee0|YnB2tcDGJ)m+np}>fK+_|qTRda zJbBUCIcKDIXjnp8?+?RiAwDZ>y(M>dsc2RvChMoU^bKPSEk2i2a(^zwIt)L!A5#xS z_80Ch<_m0Ix()|vDpdupyng+fdQbQxvkuS8yXwx|4z*h-cD?Xa#AM92%;f9qcX{u^ z?zqi~m6^82BoNMkrOw5_&21cB==Dgtjj}*qQQgzS1z*fxQWqd#0nUTfId~!o8y3~0 zbni#8v0DiyfQx@g3WsUa(~oQLf3bDMbx5M5pi{B$5c=S9PM+n5TgHqc@lI|cHALth zcH}sx^usp|G3%mK>mV~tf{6C*`Qn&`6=lJ`R?*6@lZ#%qulO?lS>L*1pWBpJ#$LO> zPz_D(Tcb3wfankg4xw9u5dbJ1-~@re!Gxbm0UJ6JU5}vH*jPK`@meX@FO_7gGR-=c zBEqQA3os&hJ-8ZhSk};>0YoNu8s~<1ML-O8yy!zFHkf=BCU9O_oa1Vu~ zpKQ5$_5=UJ)!wtNS4V^m8Vt}9NvYP=9`7#B?O5A=9(@v!otCa<$$_dx*tK?9<<)>J zRS`cC5Hy?Qd}Pcy=h3qiN)HRJ+X3sWPJY#N+Pt{jH)%i-W?T5W( z__@LdV`ey=#Kl zGOy#)I7DIbpdwRQ6+n-TVKu4%5>isAksdKNCZr&2fhEdq(J~(2PlvpE`4ZSzIpZlw z5U>dD8-LQ2f3Z}tVm;8rTEt2-ePn&V&rZD|?yPzK-sfl`r4Fa}WO$$z)OKuUw~+6j z88(!1tWcnZ5b7olrAfe5r|?DAadO^#zV(V^KnAbB{wtb~tu3BwjKX zRYc#vxb%Th9SHyfk!Y%`r=TuR5d}63<#y`oh+-mS;@8d4Kvlp#2BcKuqM#fXahHXK zmbP-4d-hQj5DzkU%A?V5L3(V!BPGwwp#yhZNonhWw)QG!R#ruM`G3%Eu$X>2eWMsX z|9^$%&;+1h{*zNZDK_}(~BPK(=1iFS^4GoP$Ha2{~ z5`u5H#t)_8!OuH0*UG1k8`r*~3C}$r6p`n&tG>ST^^aHcv#{_tf6BOja|LoxHxR8Ig!Eo(P_Yc3)FP=g){`N@W z(Kc6o{N`RIC>aq8@7%i84=wNJZ4Kc~+An@;$sI14@R)Lqhme5Vg6UH98vX$ zH$h3M-1~F+vZ0+X1#$vB6XsxexsHCg4o_xeLDXnh;XY6+Ph)wJ%tjT7`t^}HKj(gH zvT>XQ?h0!f@eo?pguO;$bdaTzYal{U27!x2Y%nThbXw3^h=5`Odx&{T^W@8M0V0n8 zGA4{s1)oHOz63S+X~iq&E6g+)3Z4|JV$QE08J4dvf0C`fzLZfT2z zlV3-!wFm(6D0@{U-!G)JPKTa0BhKLyGs1qvTLCQ{L1x?JS9_uu+y7~JxEY)w7+4dK za0q7#U9KEU}-B+P=GD?hRRJ9fjLj9e)Ftcs|RFF3uE^otvd8$ z(V_R9gv7oPWoWR4-$9~{$oz6=AzRhs`}a9!FZ`mRh;yGvGeR5>nE zY4oa-kY3(60?!AGqUbW0{b*7l3KTRRash@SvKCOj2tW@@B8%MnjpS^DL?@V*g@$#( z<9?GCwQ|Q)g0%>h!3szZUbduFtbLaRB}xrMly3;OiJD2K5(g^|Rd3a+TNR=U+(U9^ zCJO4}VAVgVrMobLI>h*afQNPWR&T{Od!mTS|9Oy(33P`5aDiz$CA8@aXoGOZrlm3a zr_SJtAk5oi{9+#vGoUv#P-G2hnoG~o_2Lt~Hdm*0wGUKGcn)_HYBV-%JEVQF5f+gR z8!tu}y@-lbO-;Fw#1Ur)fvI2gtX)i$H@1Bh)=XMWmo9NM7nVEUw1@B*Wxi~Z#tHCx zPtCZl=o^U>K2tx@`IL*exI1ET1wTk);XrdO0k5{zr`LDZa>+bEAN%no6`s)y-V_mv zehE*^L&H|ytZe@a6`hA24qqRM;>sK|+9QKSq$`hI25DLX>X$^nk*-k@;%I8I+t)$* z2=Xo@*^@I)i5^A!G#Scmwv1T!^O3i7!&?Fyjgb_ASW2K*-i+Tg%+Ilw79KQ&g{vUy zjmHhs92;W2e>+sq{`c=+!6_P)RbB%7dfKiYa*XKUM>)kw>XC{E+oP4p30kN@VfH?RgwJ`nK{!wA4m4d5GB)7_l#HS=^w;_d^#7 z4D}==eQ9uFxXD9udr3|YP>sv9kpEwcIropi<_Fki(i5=FkTL)UQhdR#Bq=FLMl2xv zx`Ky{v~z&>uLU>QVfG+$nbW}MZ{(t1z1remay1g3%&JWR*?IJ7)vT4jE1u-pe|o!0 z-Sv6%d#X%D%l_AR`1LoVmVD*;A@CR}V2Ce^-ZFfb7NPknF#JYp-s1M{=0DpZdA^9s zwFgL%RF-iEtX?xi7?@;RoWk7l2H6;Usn^?Z&voQ`Kg6Mh+bf!%9dPa1NevAmETrNS z5ZHmO+wj{UP}IcjBZuopptcCvo? ze*V)S${_k2_{yqe4Fc|tCv{nv-Us&804juJ`U8P_qYqr%IS~PCJ0`8Xg8l-d8CLXx z2@N6C;=;5#lv(P)pm~fWg`>XseXAhmb>*v5*&D!RyAy@kkr~onIU5~ z$hX~ys!Jl;7)8a!5x35vd<22#;J|rH6;m{%=)fW)^C6lou?JJouOR65+hJkVgl7jp zr#}2yYHB*%jzmlCmZz2?HvcR?2dUC|$(^S+(N{ugtJ9-yd%LYcO5f`*5G~$TRC%uU z9cyyi*xAN-8i={ zL>ErzfmAyLI#C&CM}^T858% zn4(M_HD-Q?of)5dp6>#ItSBxpfTU_#Hyl zSN7*;7Z7Z@m*(ALe14w=KU@Xo?7hrs%!^Bi+@$8Y!#PcKIRo2kbtMdf#9x> zcNaWHem^xAS#ROA^cTRIYv}EL1Oy?01#3L>xzs%P=FJ;2<${po@SH?pr~Fqqo#L(} zum2JSEmY=a{urkXkJ*kmkq<9~@EHA4Ys55`x(k<`xqC=u_h=AnT=NK-r2}(A7QTe$ zAUHg8qaiN{a)#0=ey0_dS>`ZQ!OX!?L^Wn37qm&AhS(2OTySpoUf?!dC)YM3SA|pE!84QydD@xo?Jx0 z=g}8W-ExZ=!TD-Ss`k9N@YB>}Ul-Kmr9TY!35J_I;O7dtew_zGot^UQ;;W(T|5MXU zu>n1x-v(DXFvvEMax)~v8iE4EkbvjEyLDES1HIcccqaon+|WpgS~$h|HQ&E&8nh0) zxIbdszJDRP8Z1dwgFy4xxy|M|HxBP)D9dhsQ_zK4F-^|%Y1*$3mc014LJ)D5F~l6Z_=3O3b8LC|A=>oY-lYL z(=HyK!*DEXrXxY$@hqFg`q&nWnQj4mdpxReHBSbxnVKUHAmvzGuzbf|3Ykt@dnD!y zPy5SBW!_vuwyar7+*q)3CnhCL^<81oy=a`!=(N0$p%fmMi(ov|l}yEY3vCqtB2rC2 z)Y(!2EvhouO1tW;sT$Ol@k{x)@o!M7E&p3B1W#DImwW0~&XwG~bH{q*Hoh61$YT~i zD1=gQP=b8?6q}b_OfP0diB&OIZDWku%e^!VnKZctH=tSuo;C_in>(0ug^E0&^~Lr) zU%uBsCW*0Ty1Z+7Y@sgY3_NgaDd_rSu9GOPu)-^}|In6Q9$C>VuP=R6lTgRd!-Mkj zt1CzR=_O>g%=!2C(3soXXN>d`m(jUS?OB)d2|-C#w(&3ef-T{O5gakQyyMcd*N36`;o#Cn`ub0WTnoAad=UAF$7kFqZ;OkHgf32+lj&I)&qTP<2rw*x z2;Wby|KaSg)_E$JxO1Jh;}>4eq~)w&#$+{W5_iK_cK7yej1UnearYa<-R{FDZ_>-I znlCk!SdYs!@EgG+mz+-&$rix=K%8;}V|hqK1DV5ehpLM{u4Ed0A)dc^&n-0gI3=96 z!g@d)n0TZgqF@dY*@ucuX0gx4kBR!jKh+4SUdoAx<$+b_&uh)=LU@eEBwBk^sT2I9 zAr@E?r)Wr_LOGxYU2h!7)v$P@7}Jc1-nJa$9oC};^X%&swtr`M$j<{hPn6G4Bu!3D z^#hP#g`l#9<4U#w)QG5-Nl3STxowE=6kn^o^m31&;AaFX#NZ0I2;|;yCYgg|PLgS8 zEC%{CWL2y=CC{&fE)*!`)2;8ne)~pX->7mWqA3L7BlfSKLOu%@F;<3M%GD;n+pImt z<@AO_Rtsd;DuF}N37a)Zwa{De`#US<7@*6f4FM!DQBz<>VY1;j&|{Bbq95w^;alc$ z+o5#C7wUOlS9c3&UWDK85h$aluH)X5xALaz61jfT+Gcc~xWlB80dZtPGy5+^;AaQX zJ+elWy?{Wy#XSpI!}@jWH2ZU)xMtqGIVk$$tH?r3w~CT-yYb<}2iu^-?W_?LY(4RU z5dI3u%0^>Kna)L6^v<-Dpnq-5+0)Y_Gg(QE2x9}}#T(RR4nr_>{KN?;!*-q-4liWc zxqW-z@UY&{eCKk9q516lMaOd)JaR`hi!@qkI5|E!cg$CEoQJ{ezsSvej|q1H)m?IN z5KEZ3+t2?T$Bu_6`y@<42)i*R#R_Q~Le3oIa$H_tg$WQJ0+xN7?J&BD?hxwPp%dvX zwv#_~vu0{uyf8r8N9!i}ETend_aJ2|o6grvtGrAChFgX>v#ybvdV<(rU1KP8jTe!Y z><8NwGL)k6g09KwXNS=*=NEkR`+u{(^=8&1dtP>FyMZ!?1Uk8z{)<9bgd3x^f zeKsGgah-}RLK})Uo2kq?^nZyKZ=1nbOaXiG(-7<3UylY`Zx6OCQ>YCI&ienL5`>m3 z1hE~N|3nHw&4V}MNqv}%9MkP8H#XVlc%2yBkkf31sT2mcT+1P|RkXA{4VP3@TIMe| zk1;$p?QI%8?{oZYbyaWMi;>5YAO5HBp4wtdCMgoB6^hinm~w;ZALwsoNmwN8LASq} z4C_F4ri?GF8p4g@3uL(HjLcz4k!sN!KJ@H)WMnvr)H3Ku`>njM@|8uT2mDvke&+OP zVPN6mQatMJUNAC6sJ&p~>*w3HF!b(%#!xYsW2#Pif;>8S?&c7><6vYW&CP#H<87v1 z!Nf6(Lt?5$&rH~7VRmyxVYcd719Z;Y{v!X}f^g;#o;79!5XTY13Z3zThM8e-EKN2Z zSOiG&Teiywr^J;r}1DS zy*^%r2-0RNshK7r;J6q5tM}-BsD{?uP*$~DmK|erP@EC$!}_0snyLvDD|o@2-Nnsb zY9hA=`Z^uLrk2NLGxcb}?^@O3dy||mwxpAZg3ED~-mq0bgC56sqr;c>O2#nnXpAHGug82{SWj6fBibM|cM*AL(Ak|l zNZtPC@U@_X3^KVk{u>GSm6dCSZY@nuyWZtlOFsE_)GAUFHw@=e=;*&^FCStGEnsxK z+_CmX6<{(f_s6G=?pO{ZMzRXDRth!k#L4R&-t&5#y9BK^aD1t=Sc&xY64Nhn0NJW@A+f9YM0=qpi(fNK))S*I$gJYNK4DMvgOUK zL)_sUx3mxkrE=l7s20ix_pTxQIKC4vF~bA0G>m1~p_pZxvX zI{wd}JWzMYFk?ATNY5iK1*Fbo$HXJN8}|W!Wm)um#qI zN_{%d5~TT=tAo;h9-tIhKP-HXifzlN zNwWnGBjy%m=<8Iwykr=J+?RAk)AiCDCjnScs^i0)c4T80=5}*&HD9+v@_O0uic>X!Vp2ZohvfL1Sl-;^W}=eRa2* zHo-Dm<&OJr-`XgG%PscfsSPK7P(c-NO@C1LswyBqq; zD?NfIFE~mt&I7fEOF%X|xjikk7b3sSKz@6B^XxNPQ`TTmQv9=5;##ZjM@MA&X4>Co z@vFkSq*8fJ7p%;?KYLlf9N8g@O8`0OxfQ!L#e?P!3|&A|%(7 z*dPbT#@><<69gj&I)*X^uo2lc(hfqO6PB&%F+Jng87cAxa9F>G0lXwM-1`EaU<~ES z1-A;Rz5+a%l#7GG2lSu$$ilZGjmU>rKp+^wP5;D%W4}$nj_BQEE5ep*-UYR`)f7); zOpZM=WQ3CEiG)V%;RwP$BhCjtg_u`2C1vNuua`xKfg-y0{@>qwV{1r(&>lZ@t;3Sc zfFrII?BP2E1sPE&>hT!f0);FpX7rel(1!r*<@5gPoh#b^TkNnmv=>*Dg$6{b$r)Gq zgvM0&eI5*B2jAp;Lx-Ih6D-AO`h1b01rf#}W~nviTC1C0n$dwJJrMIQQJm#G=>32M zUGT*cRF?J}P6k>>$2QxW-BJIt{cWY5ec;_qQCR6UFnCf#!0$Up>!rJvAFcn@3ncK} zI5o2MaToB07pGpaoyB~XM?SxI!$5jJEDSSAucZvXx@4x8q5m9e>>B8{rlzOUo63Q1 z@93au*;sNNG%QSM{Q7mp56>g{X1z`LT6(^m7SIrOw@Tjka&X8PE&n8zF~7a0q#kbm z|M34CM-3^2dx@ip*qYFpsz~!{BW=f7YMXBOc`*Dyx0te$Pe5m4m0H$;RL@H)>9#&Y zzJ=Na^uJtBiBr%S6#IE8v@QGFJtyblIqx}(#U7uqT@&`l{n}b;u7dljp&eiITutS6NKj`# z*=h2_VD~5M3Jq*BDw+H_Q}eB8kP%aMZen;H!8+g#XXodqkq+>& zv3pT>>eZKGD6!}6Jr4Or=DKHGKBsE{_WhAM=2YC5j~-weUAW$Q0s79l&J;j&^Y?*MQHa5kXB$rXvK1+o7SLP!pyO*yK(C{x~`SyOic!ObnLxZiTj8r!JIga@@?IN-> zXYQnl4c^1IXJ{<+7!=VabQ`$G72YaVkhYh72M@TzH=7Le;=R4AUa?lDJG(Ya;VhI9 zPi2RR`%4}NAlGUspAU&yxX%w|{u(W{>$++0sB<(KSIT&Tdar zVjj`Mh&cBR&QKJD-$9%R(ZLW2?koym>w=j_cChQNAwjvV(W|cRu9w9*)l$ zIc7^6!KwNj>}}Jwo#IvccJr+ZoX5}f_c}{RcQ%%)3ZZ@V;#Hbwk11~C%z`oGql2@O5^#bW8mlG6+~ zk)0?pRsJ90vpTViv~($8;y8 z>fxSJ+ws{6iyP|rxE33_tO>PgA#Q{&DVo_S9n%aq{xQumZY?Q-2ig5qQf#v=7Ne4w zHygqlI&yb4ad*|1HeGmHlPBU{SM&9rMpdGtuf&If_Nt0D8;aKg}?2Q{}1 z7sT&D#D2V%ukYoYJ$#jCMygNd*?c;3?aX0&=?AZKawAy6Id(<)x4ESF+8+VX#~A<( zxeQ6#%8%vSRx_N>YWk%{F7RhuU*52DQmTr#oSUkBFFfVrevu*`t*bJoBxiWc^b)@q zFy(tV;hP0#+ky#u&}n}(OaS}59K7WjU3{c%e(K{_eiwuqt_EJf? zn&;p>(^^}n4zb1Z9@}Gj2$@d6N ztCtyrcn!Trk4F4C06;puqOk|W#^FQE8#lfJX=ep#>inPd z+EwfH>QFi4e~0;7HxLuB`>D(Q$*UT4dk%N^KCgO{F|l+zxs;7VMM##fLjHon>lYBb z5pEp>!Y_FcGtDz5#qbI3RImA}ZXEiBx||uS7u2?@HDkZ+B)n%Q`4^1^VUwqno2s8U z@$PgDoZ%L6d*7LiOep5#y=J0B9o7!Wg`)5z$e> zqaXI5HK75^Zz>T))Z*)eUgPpq8fnXVq@}HGHPY~yC=O~-+YAL1iy!S+ZP;qF5LNL( zQiGwPnt0U=G-H*HtEq|q3BPm4q9c}n1jI2NMDJ;UtwjuJYG}lwYs!yGpf;I^HH5Bk z?ZB&`P}ouTAkQywZEwp=O?|yL3$-PJl-7!mk3Zpo3Z)`x7Yj;f6&Mvc#Wg`@cDg;= zBDv&eZ{2kKnw3YU6&%2(-_d}iYGb=i15 zeXIHY`IEv{EOdMtWlqBD_0E467u&GjVUxmHdecKUOpe}jXF05UN`IwW`S^}qZ*>nG zNDFPuq@-^=x^iW$3g=;F+1lud38t$eF*G}JC5#Vdv0H!gsOWV$SU)#8`DapQ*h|9c z5N3ys-f6xpUfolj!gu4T)tmJ@#Kd&?e}Zvm^Lv#S<7N(yyy|4FwENIG9tToH^Mh?Z zhA(MpYQ~|1&5!uIL8_qCtc}a{67W$PV9wvi{P3jsczHDLG!bfMEDXynHAX!H;baFN zpAvkl+KcnOOM4)L)qwKQO(OpJ(KVG+XsjFsK}DO9QzG`PoxQzw_s5T+5RvF#yYol1 zrKROYZf-8_aN^mquV1y%6S_}subZ12`S0g3b#RN~+?S`hxuK|`{p!Tf<)n8}k|)pF z*)_w0Tc8TclbUb9uiR3X;alrBZA#VIyYRd1nJ$LOWtPTrX{o9Puiv;a2~#NfFvGK@ zB>QJ*?(_ZX+@jSj>3aOALN`k-LOTFu!bwq@2DB$bQFzNVv-H`-#9?M_or2DH+`^dI z(&$Wg-0c@j`5=?LYH87#ev3<0i;m?+s3I2WX5wbtF3omEv-Fu`<_4_RU(wGc+C37#?sH`W@nqj){Qx$qe4#~ zRd;qq!d8RJE_%+>)AP&7i1S#hfS_qvU`!0xU`%)vH${ z3n2T`G%-;%F){HCn9Z%Nt&LAhyN)GEF*Gttd-CKAdRDx$pa56z`k zdRA5xLzu_!Sm6pd8X_0mn%mk^GBX+S4H;x+=RLPxY?vkP$!}=s^iI6NweV_bYa=de7KK(1nCA@qHUFs z%57?3z~0*0iczRqIy$eG{`4-b+p;AXRZ1~2Fwf6O(lIu|vd9lKJb($MpYwJ%GJ17#k}n z5JxAGj7mk_VMT0N8K<3{9ZCxR%1Kq2R*WhJmbLFxyYJ0a!C4s@YyD8Tz4Pc%NJYg# z*hXGfSD$ilIJo`%#Vp7kFqc;zL*;e7@GZv2$6>|?73@ZNxhz!RGAMXF(|#>yXx4TO zsVVd}u`T#A$4;Kyz`($es=X&8Gm~BTltPFltrp{|{RUK=haw{*DV{8Hyoxtt@u;!! z{K=?T{B5^>{d&UGLzVP?XlP?o(?2L>LV*M>>okhk_Z~b*9n%sp1!+>023M$R}_wUO;Z`gESQWiEf&<@IG2ZACCz6FiLiGxwP*4W>*b#=d^ zux$5HTS)&$Xl|UidRJH1bx48A%A$bfq&5lohKIS>>z5#qbXI51oU*ff+mxh|mYUk& z{PGe%KmQRkGj2>dhV!2c(S|i`0F~dA+*}u>A&pGk>0i&5qA@a<>y?IwhvWgrp6!5H zb$1*8bL9$T&3(`vN!|FlxcKXLLzm3g#ghE|(B$M~Q?@mxpueEeP8p%IbNmSwg}RP;Wv zbzxiM>T<@DA34BO(!=}Z(9hA}KA+l)Ci7WAhZ&Cc&yhY~XZS+ajad0T3KGS;l5}J-U{0wW@*w`$stX{(M^;@#(Q8FHI zZ0%f+f-$~Ra;I8UAjmi1Q^qAE9BKYVrv4&~vA4JXE!}+#hnIhFFasK4hU3tM0L_KM zS@Jk!8KR=1Le2v(7a6DT%;515Qs2CJ^J*rhl!}TNV9+cQzjlQEKwbJa=9=lz-eyWip6ivW?zcXA9AJQx(pzV=6gFCgDIbXR~Dq zpJ-rcC;+<+F~>zmM@K$9OnLnHu|}Hq6~SvI+i3bIr|j+D;o(EnNGw}GSEJwM?BryQ zc6JHlM4XO}&K=P7a_bMOKtqo6_d{!|mXXn0Jix0N89zg4GO*8gjy`;!*=NWuiN^(f z*>~^Wxo%ku8Tj<+C2Dnqpo=M@#wD)TNsW!%XEOABpXp7*%+Hu#lN=xa52;9^XN<5l zX{>>p80NCLzb&9qb$(`42U^8LIyxH>d}8sfhs_6_*rY2;+^S}ho7YVLfcAIj`_Nk= z=YSIL?B~WHCQAm& z61gC_k1yW5Iji)Exuhq(qoJW;Fns?P!{^aZAK(rW72)WpErJe7NaUba`*1j~^LNQX z)CHY?el^h2(kgNtS&v%s048=@V8rdAHd}9u#l&On4eC4yyJ3g``UeNET)TG7VbuYp z*ItxW4^X?lhwYYF)Epd0A0IneX6A$E0|-L%^7E%gQXYNBAKMuL4C0ns=x4%_pM!V< za(H%GPf^4wy!-cS9a|?SbLkRcrL-5E+YFvtcZpjNahQ7ja(Ew|h#elB?1%t*w*8(z zY@qJ~9VhM4xPy>fg#59jeJz%{tzl64fj?7|aC zwB=|Pz8AhCdF`XEogI~DbT|cpBT|_wI2v3As~OOE7WMt3(B|`Qh6msjNE*H)pk#;G z027cN=XVyP2Z=9lkaLQLf;05W=uUZ)=9Aw(7Lv-oKl70odotFJS$?g^zj@>TpTAtq zBP)~WC~y#(Eff>U1z07%Q^V`z1COC$!+c7K9;RtW-}%k%?(QXwz_rn?oinPG59B#V z(BZI#v{@ka_1ne|Lq63win6FHuY^t(bXy`+#uYu(7G{V2237;0Bbf2zvV!}42IRVCr_`DUwdaBwgTj(u2U z*qN}&B_Uiswt!T~95)t{0Vti&{J(@| zK#M|~A@^rQ9g%vD>xdR2ha$KZF;8iER=1=iJLw^47#O@kBOp63?^B5H0xx_mL-|3RR@j(1>rt`%{oPY(Uh3M{w@FqfdgQ zAP|q}@^euB&Ju=va39`uWU2@_fU>FT&G5ldkt>W>uCA`8SXo&?HuVl6u&{^-bxF^$ zSpa%+;GO`7L&3-AAQ97I3&K^VA_2V{bznRnnpcFKhCM@c9C$V&NFv*dpC1MKbsS-| zJUl!UqBB2v@+2NUpVqdMbUfdd*W01rm_TlWJBPqCudvXrvot6Jy)0_L+*5ZiQoeru zI{D*AVs>_RTTQf-+aBDn*u+GC$X3wHQup>QOMZqJ11GrZ)GBiu8zpQ|P<(Jfx{5fR zj+d90Y_5`styz41ecw;x>SOfq5pC`Jx(g7zJcx*J1}KM+nep1bf5yzx($b#y_HyHg z!M6-P<}rc-r8;@?XcG}cL#oK$VYh@wn<~4oaH7%L(((l|HZR$I=&xaF+TvWj@A-vU z=N~gO5h#0L!B}A{5EU0kOxQIjV`OB+a`bSfZgYEkAg(qN9>W@9&O5e%69T#W#{&d7 zzIoNERkt`LtKb4lg3{gg{>7}2Qg$30igm$>vV~vh>b}Df7 zAas`fJvuu2tu(;a!J!VJkpa-ap`oGRZQlVE075F*E%glzwe(Xy%hApK&NhPUBwy+haiVBg-`n zJqKytpfyMlvZz`~`g+6;1a*(!6M;?)6ywY{%#_SZNVtMG8uyIBlM7t88kwx2V9b{COFO!MnxMb^DSz8B% zA(RQaa)o*VSQp#;NV7kqdQs4K1OJZno2K%{Mt@ z@>1g!;YLtE>;P>fzF*NJ)3ZD;of1*_h#$k!81O;$p%NOgIfy*4g}nqh6-V?Gu0Srz z7kCuOxENy8u(7p01;znFh(RcL_;d@ydz7A$Ev{oN@h1~Q^D2%YDh!Jw%4)nVf-r<>FQ9#!9e4Ca?r~hMqDelmUx6(3 z*cKB?kC78(179ANt%7vNpZU~-f6J@*i-0*f9Rn>Cb%|htj^`@-zopLq;V%(OtHRhE W@+0qWFQVXo$B(KhJdrp5=YIi@!=70H diff --git a/codes/DoubleDQN/result/rewards_eval.npy b/codes/DoubleDQN/result/rewards_eval.npy deleted file mode 100644 index d367d861bad6b5a7790b683613f84bbf866df5b1..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 928 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= oXCxM+0{I$-1_nBsItsN4WCJb+FvxTmr9mMu8V;lB05u%|0Mh1NfB*mh diff --git a/codes/DoubleDQN/result/rewards_eval.png b/codes/DoubleDQN/result/rewards_eval.png deleted file mode 100644 index b516038d29d267070d0729d9dc65320580263ce2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 23686 zcmd_SXINHQwl(?!DrQV2q6j8X6huG?lFT5WC-r%hXKQ z$dG40&wg(9ZCB0Bjm-{oavJ>O1N)6kbvQX)*RH^qEHf6DH=|JK)X0BSFGM4CDHO%w z(~K4@huVwy7<)XJN56k*^%P@jnH_KHtWPyd7WTLi z$ZvAP*_qo)84R7Fo#O*G%6tH`i1Te5Of&a>lpmkafM%X2G! za>&hTwnt?VE$#Ys>)y@JHqFPGcgvWXnXO=K{UWQv@jAA>$anpkH97az?>5xq*m0`$ zV(t1hYf~%jhYEMk4CKC^DlNj@0318Dd zcVvi6lnjgAne_MfH*wuav*@9I7!*`8*qZMzY{wgP*h0NA!{*@C@|?8(La*K3pF(MM z%7WW((<^V|=l9zu8#91MfEy%C7XJxV|R;)1n&;9uLzc0KUpV3 z*|3)FxmjmvOKa=#yQ{Yvru8%D(j7_AF1cF!hV4q4`S$($-JRyAn^+D?PDjZnM3fv3 zIH>z>r-#t76DJmtb$=-v`{C0k&x{NqvPOAs^pitHoKcsfpN#t9%7a~@9z*X|a1QjP z_j5bWSO;(k2?=cywmoEW%%45A5c(hk?W=-tCOVa2nf0mPY zj!XUh(kHwI5~`}(f&{HtxwzIk<4R8s>Z-5bXliQuLM2-SHyPJG9~Bv_{@!IRB~aMT z$IovQlWo^_Ci{V-$BrHAs*Lm~X^%H-NaHeYKBDY2Yq9y@)tn;E?3Fo_!<`I5)(5t4 z-+s`r-VZD545r1TW!z$O0xw$u)gl&!63f3kW)Gaxp zuD&DPvRA$Q=~3R6{&&__+Wt{0fcHUUh~pD~9-X1N>3;eYBekq0$!VvYw+dQP z25`QcySgTP$2~>HzG~zoN@h8=_4i9RWjV;FTXMX-9G%uKaIfG{+9GzD<+#v?oa;2v zAx>j8IzQ@?J#el2Q=>gJ<53RLOG{Q();qX;s)63* zrlCq{(LscxPq+}}-Me@Cj>aJZW_NP$(hYxq8CwyrCD~l-AC2Ad$jj?Om%>b^=zMB- zZC#?Cn3U8?Jj8S95E07Ec=mjrKJPG20FCj?gvpMbI}MmNrcC#x-*a(M&3E5gr8+2! z*jsv?hE^_KbJ@|OM=1x58UyR=mGEv#NpL+Md3NjGOTV5-HEkcd(#YZ3z{DnVD4L($cgs4fCDt?I$OP+KsG>g~#hP8pg|TkK{dIb)KL0Volq?Zo0*M z$+@r%LIXK8ydk?;S-h^J_2HY_B@j_ zhhkEBmV@23&oADN_0~~+O)=Sd=E=dgU%vc;=-*KmB8{ylVDfEI0H2Ze+Z&6q^LbQ` zr1xh{ziOe|#>TcxM@Q!gpOK-#K9#JDLtSqZDHjs7&)lJ7K5K4%5FvgSC#T2To3v*0 zv*Yw>8*j_o;VE?MlA=o(3ckFQUB7YTo!D4T`RZKyYq-bc>S$H)6-@S1Kb%bsTxFugT0Vy@?x*%xfrw|&o^0^4PYdzc(X z&Igp?1?S`IS127PTN;O*(%js9u1iBILQm9Zd74shS62ZxRH}LRIxa4*KF zoRoMQQsx{eXyuOY?eX$<@(B(;Tk_=4vgONnAT%Iw#oLV=HabolxHF5E;>QC4CA(Nz zE3%!OdQ1if2jA!Ac?Jeb;q=)wU#B&;uqdg{PESuS>Fg{EiNtH2bTn2G4W+4ed{Gu8 z=!;D9+Ok*S@+-OP2?;z1!Yr(;OQfaCj(vH4KyQ3xqz(CkoEC@avGd^)za$wpTocY+ zT-_(e$fdsM-o1PLf`VpE4&&$3Ee)E-x0&+bBFXZt7S&}3wY0T2{u=Tw#ZkVttgLKG z!tX}u)k{$_w}tJ-Hl)sr#zBuw=^C6c94>*kNkOrx)*2J@{px?iX zjqM(e9_aG5X@_m47T8|I-lKTqK*m5b8~l(P)s&Faq5&pnK$BKsjYO?18W-_ zPfyS5HTuZVpK9kit*R%drnpVp#2alow_-!)KRKi~febw`H1yFbq@_1Tn4NtkLSNS0 zlpfB9iHXUxE9sUwiPLLwFSoIfAx?7wbV37^vuDpT9yWKG$C1DNgw{DSQs??Or*ihK z?)LUeU0H@5)BV|z_LD=OqZO;C&XsmoMy_C-o=T~vnPkr1PtU2${(4@NHnYb8c}Acq z>-OyC4PQnRzTmEx#0VcrFm5?k6|Ja~X|-Mz0dZn_y7kA8Vqg#zN>4QHVghvLXZxKP z4qe-Thf6-lw>GqrMb(pg+pb-=+S)Yt%Em~ksy-dn815)34i>JP%FVj;@^V;2M7(|t z_l=u3O-xO996ad#afns8>ggs$;ISwYPstHd4_GsL@ZFJ2yAHKGSK##*L>8 z4fg|=BqX)BwY|0(*6!&<(tEC388I_bDb3H%k9a^=9;+gH?aQxuh=Z;Uz3%SrLWA$u z&-6RZYhZW3F{rDuWj(ZW=gpmB?&VPzb_0%@n5K=*CvD*~%;;8_e}T*vC}i^p>s<3D zKR+MODwSzFx;!%`JKm~axhhtr3{m)jo7)OxM$X2@#z`hae#aSp(U}1nL_A8pMfDX5 zFI{5&o?@rz-elg8Smn&ke0+R8!j4WCzs4Rtuc@UqIGE22G^!fpBqz5CyK4t8Z&e3V zHh{pVh%;LdhROm3%&u0)G^k{~u0!a;l{{X(Vi!T?*im-o1POgo06D5H?`~%xqm1-5 z1RyC50beeF)tTWk-1W*MNI)+xM{mY@Y2-LlA*ngc&CUJz8kgHa<p@ak_u4s8Kc)SjD}1d^+=T@rOR=x|C}8u!)m zZBt{tl8^UZnm{_ONw?zU%osQp7rQkk^P6^GeX5@ntH@N>PCYy1`cxzr`8QYBIyyR9 zTU)}YkAa^~SC`{7k2d&XvtZDwL(x~*JoL6+9I zmwNjZ@?OWk~u2ok@#K?qXnIkP15di?ph4} zJ_f`PY|UM}ck>w3zM4N(!Yq zc#nwv#DNtX*|%Z8Ao0kTDLs*5WtH+fQWh+XY}pJdeHTQi}0)`P%wv*$wbuMdnP9PD;Cupy_^y|g#_$zGgib!c@%O79WhR@}PoC!Mo z`0H0WR_Wkk;3zXlt_`y7svlkIXR;1k<09!@hiJA>`q0V==VigR&UTHnwx z3GjpPLub`sL0=NU7wI%VS2aD^mpQK7=rr%3UF>%h=Vf4gT<7zP^Y=F&+S`W^04w3NAN(R$hRb}tkqemMZ#;^1=1qB5m89l?>IdSsjV42fgrM8Nws3-x8&riC^ zW!fHMb{JWUC{SEm3#*0YY3`z+5b zda4#@6_0zM%8`4mdOb*c*Nz?43;*D2w$uC>m7E`aeWecL4LXqw_go4rey0k?DXxS| zxKI5Qzq!2K^XDJC_^#Kpy5${HRxT70)8H2HmTOX%OiW__QtNn8Z~A<6ZzTUU18xC1 zr<2dlvr!r&GK5y>lqs{1IR*tvS=*#~`PVVU>O8I)h~{1D zk$7BhVt&w)@|i_-Eq>iZ%END5n-(AW&wpe~q*(XW3!J*Y>8RUAj-{(tccgX(?_^_R zYjQ+A5srckb^W`DS%8}N@87RMEI)T{4b763%|B`qoCG>hnY*~U?m($LFksAjHqfO; ze}9z)4w;L$MfgU_G){TUm2?+3w^ldKEC3FsZQR_CfP59lCr7JQx*IbEeSul6W(qua zP9k9WaceCPu^(D?myWpuf1llAEgP%M!p*(TnMKm)05Yz~?8pTi|I0IOC?D6dro<0m}e4#Nb7Xeq9dG~ zoZ2N%P9i-fmb`sSMN3P|&BH?_mu$Edr7Fwe!-ty&1ucJ2o?>@bC1L;41EnSzH7Pgy zoj!eJO8Wh=k*5Of7*YiLA@D!mFWm822$M)^laX7g(3)WD4I24!U zAd?So4SDj!)z_DP|Ni~Fy&@taqz>cPmXKJE06jTID}MHD1aeVw(x#lks0p(-p`nEx z(rf~M+C0Bn46;3@Oy~$&^=S??zkQ=u?GARK!F;~Rm-9l5QmTC~zFaBQG(1NmJ|SUn zV4xsb)HqjTd9J2uPEpaUk4H8G9bNLe9!34Ae{9Hw3na&WrfEhMwF#9f^6C2zA2xp9 zBr97@-Cvh(+P>V-aIw>c4d%t8&9YhclRHYMtZZyHa`SLD3=Q&q>$-}p^`N-8$gjjE zuQ7Y(?4M3a%C+8>7VU`ym+;LL`u$1;U7tdAo3eya7dT$m8C{NwIv=63ps+AbfR%$| zm5NH!7ACXi9IAjMlyJ^lm@derrm~FFHR_k{`!v^X_2=an?cJ9+k#0Sxj?8ot@a3MH z+dlINnyX)5Z@00rsk(cV;?5{=?Ao=x09E@3{60L`lAu$@6dxb|$^cRSZ9_v4LUGd+ zNSqTV`VNGzqj)e1yz}GIu*R+f&F~G;Dl9V6D>%6H_6mAK+YHnZ9>QarP_AeozZ3K` z(%%&F@ZlP8DU>6KSKZy+RYh3<+Ie+#0ensNUdZoph7E_mef!qcm}%$vE)qwpASmV{ zwJLTi4u@86Z6a#7I(uZXv~vy!zOH})%67enP<^GM1o9KIiMN=>AzX?#mqlNW)KZh6 z1BOPdvor`0{h6fi{*0;bFInPGVHEYi;!@mT_{~LewR-g!3^)c=|b^j@7 z9*~y9^=4(B-rkxG!G3zi^qok15t8UFUg? z8jHcW>SAA05PfwjBhI{1N__;X1|;thKv)V%-hfAd`T^KKU^q-HEE30jA3b^(cG}B& z^ouMQkM33Z!p6-MDk>^#J3HSW)F*L?kFRA?7yW2&&wC}Guyp0hH%S8g{HSA(0J9+2 z-MW3dhOsj2^m-tk>v`&h)lCzFtt9bd=Q;`W&CN~^j*oK&pTy2_sedNXzVhkayR@kG z-{?w;i#Ow_uVmo9#hE>`4%i@o#5_V`-M_ywKr#u7r}O34ON1aoMb}_lJlt94_2h|! zjLbT)6s&-Ls0atE6pc*!krJwG0|Q+}#RLyO(Vz2v^fQ(IzK!WaWYTE|JS_X_3js-W zt7Enj5=c-`P{l8O&gSe{_cPNOHp5GoE`18R)k)w3xB|j7-`^_egZhV{AK(2~?&C^5xyQqyEw~^X?KJx z9v+M3Kl}tqcqh*=x3-yb+&E|Uh3MXe3oalIwipFF>lB7LcJ-(wIfzEw;IwO#jml7C z8VMK4CSJP)=23s_jHF~JO3sTf&b_ToLa7#`ocS@-Lqy@l;M~lc*nog7pe%MDIy9P8 z;2;SZ3^!egk{B^mHe8`Z?$ zZf;hUifD=q^!7f15H>h8l-6yHP{ab1Ea~egs_6UpaUO{AQ&cCLBTD~;BP>i=7V+Sw;tGra};6Jly&jfiv+%`Q%S)8ip!thO9f*4 zI_UX$5FtoZ1|kG%qi8EbaIXQ~3W%v$6R!m=LZs=X8tx`aE>8Wr2FjN8OiZQVw-+m= zzY;QP6apvx-mFYGUy?KP#O>w3_=!4+AltHJYLd9io%>d%+-)?hytqTCG&oc4$LwJN z|A8UX-8);K_nGZc`+a5qfB{#{uW^Z!<;2RUANd`V{;!j-E?lD;fWSng8@#SHjEu!t zLNOVcM;3PA=dp4`TL1@>U^{v(pw;Tf*P};{9Le%P(bH&LyngptFz6?ZjSt`?qNZD$ zP@|--N5C?hTcCtqGvW_&^I0V&MwDNKIRx)Bgn|MY5UBPW{-lk9kCYxOHy?C?&a!sn z#w9uUSHQ@2av9cfXR?EXgBQD7jefs`bQ^U(bcv)7dkbpUm0J&Q@G5-Y6PvC4t>+hV z!F~UPstEubn|bw@<^ZSGywP0`3bL)(p9lGZkRX(q*;!<0Iv|atB{_%@=Rj71Mp|*` zCqVs{P$rUFS?Q&ac+I4vm;sT4z zuU@UGt^Ek;YL#vEA)rreTh%x@XFVOt?Ck6cVQs`s)Io^?$G;+61L1tdc`%4UUOUlN zdVa4CMOa7(BwF|xMc@up23iFVx7$y)`%X+w*65E94z@rU)YQ~G2dQl}laLEwDjphi zkqqioup#skxrIJ0z5u5*Sfoh^1W&SEa%1S07KOEgpzh2r0P&$0& zQ6>q>t0C%;QXDaZOaJQu#;sfBQ;fHRJQf0$jYRyM{7_I@`XM(rH=-mjZ?Q8Lxqhhr z3@a_5jM3yoz~F%KzPPMBpFhGGk82Lo62g=i#bkF-z3Uhmr639zbNGR_`uf9a)(nJ@ zkg#w~mV=<7p&__Unl%u6f`#o+HBy12o&12LSyJ8k8_HD-c2W+$U0f`gY(Mkhe>gT% zZELC#@+!QQoh=#_6}8yC9Vi%gJT$tjxu?fYv8SMfBh_gDY2e=2U(&$&Xd{)Vye5z` zJl8(&Nwe&gP*MskVQB&YjsuS!Fq^Dja|{QD)$1NG@45{e-UEU}*O{4_)qvN#?(0Og zna>a?!LH!r$N28b-w-hU@OSK!6CY##-v($}3W^5MtPoR52>*{GcF*0t0|!52q(TxL z*oS`)jMJ5=b|Mbmk@*jzb>q}Ezx2K|H-IU^UE}=PKp7GM!~;E~*sH>}YRfMmAx^_+1`v^I5pZVotvgM==@6`n6*Cf!pWvU?jD=YVD zYAStpSj{5!my+g6)T8tkW@@gn?*v1w6sJ0e-`=Zkpe+1&>VMCV5*(CZXccRBo+2_E zcw?Ks)J|~;iFiY4DJjq_HxL^tA?;j_RW>lQH#Oy+ogR+_VMc`Hf&y`bk_lgp)mwP) z!&wmEfhyRyU7S~sV|R12)d92B{}wu&!0cH#-A8O9fg`4 zr#WseS@m2dTmpF1)645P$f_4|aXSEi-+%e?7*>aYZ*H9N*S_op#=h9>2WS~-)!!&I zKQmm#D<&pp$03hPhDoL9QeIt2=S3*J{k{0@+w0IO>dmuJr^f>*5keGo9n~fgd;S1k z19jXH=-@lJZ#*KcGfpZXh#K|~xd(6W_c*RZ$I8meq5wJsmzST*n(Wwe*y6jlkrenV zxFov1yrc(HeOti;NTi_Y(-|67Fs{qDQdSfd6}e%NAT?h#Ff%sJ!Mzk0OFeq@=qgdI zxS)-xjdXp&D)gaBMkv%;`K&UV~-JmN9}^*?#=a0P-NpY@LLL{QSEJu3peWl9R2nTIt#4j#ygq0-^0Q zE=Hn~8?VC?A#xy7lS~E`##ph(#B}eRA{$gvUMGn{@LvCfr01jEq&@qoq|Thtf`Hl9 z)+SdsG&GcAKgo^K!G7Q^?aAQxr9pzkTL6d{3e>BqqXU{kAiyEUX)fO+RuSqVSlQ-q zU*#R!wmr?^TFuDsT&VdD_X)w+6wis|m=Cx<+2$qvN@tDR$DcfgJIBg@#bbz58RLOg zGV(u!blRh(=9Z^EI~}d0eC1yO_8P}eqF|*EK=Zt$MGAo?4f#u)qUl6EVu;T4JmW;5tYW5 zSGoOP!Qy~YfZ5sG+gow9Gv(itCNdNu)3&8p`lrwppo()_^(g_ipqT3fDlQHb7``*! zJX?d3ljuv3c!>{%w~=qdfWq!R6U)Of&h`k5E)glA5QiB)FWjR&~%p~^)O;>Twc zoMWBaILD zTUzciv!Z&gjFcwW4)rxyqo>gH2-^Z)Y6zH&+-}t?`QtE5P`;*F>;u#ysvl9Dsx&Gq zD^slpcTiw(KyZOQgvz?jQw&Z3O_&-O1ugHx#c}||9FxsjRS24We64Vs-3>5$97!*R5Mej1QozS%ie@J2Y@Q>z(Fjp`Zle+sflK#K7`> zKy3_<6^$y&+MLAQw)6HgNPtumFbROW*)1Tz;LK}KdjKQ?k+arI3%!NnL8?_eHJijT z5*GWciN{UmYmhI#POv}YIQB<(bu2Sy=EyooEFePfq4fLK(^CZbNYXS*%l$vfS8NsE zLu@)2?yTN=O}LT|_yLsRJJeSY@U`%QS-4M=Xu>9P(veOTY+AI_e7@-1TSCR3I`v_d z(|im9nTt2a$-^{&$YL@5Hb6jK?zB+hJ>0Q42O=OBWD1Btr!_Tq5qVxvFg>h; zm3)BZDURpVNVh$tdeG4Tu+{+Q#Eb!Dmi(U^T5JfLx|WUQWESn~W4D)+N5&o{KpAg5 zm(+vM4G`wl5Ug3aq!&KSnmoF41QCPZVd@}4q+f}4kK}Wbio<^F9b(97&G$$^a>$zc zzHjx`!zUn~Sv?PdXpAMmMv&Fpu?;)G+_18<7f(&w{Pt!0 zWGJtYcR)xmA)w`!lthPhAPM5RUf{V(0|lzGRRC#0T+R)8IKkTD5*n%zCw+F|`&B$+ z8*um^>jc}}0b>|!{cRc2V}UajjWxbdLfw&kkxa4c2Fm*N>+jvaPf{C_j6&12EaZ10 zPv$c_Dedqg<&WpL3t<#~?4;T^y16$Nudp7>qmQO~jiiU2c@y#falx*ITb|g!MuAt$ z7y8!blrcf)d5BBe5L)9Ww10ac&&8?8GUKGsr*H@e_%Huu?}nlHS5__s;Am3Qbw zCY<4JQmkWSWE4MrTCJnl{|#PpO6P8J$9b>BW3Lk#P;_o$C*-dPg1iVT>g~PZ*UQlo z^K-M3nvWKq%^uGtEG#Uaq|dPL@+;LM9}eP!z!l4*75VUq5!0*W*#wVxI?)?L2QkRcH-my|3p#o zTer*^JNe?v%Y=}6d}5s3v*{MsnSdj(VnFI&4IP(MEYM6$huThqe33@lqdMR(Wj|cP zmnST{uosu$bfl=|E+Hlnk@*=j3Z$90k60wdktIRdvnwXODtEwB{Wmey3@Tffd-t}p zv)_k?PegTh07z<$CQ@$x;CE0~#9g0+MRkB;Kx z#NRTbO( znwa^!PI$%iqd-5HKw*eFYAX?c+Jpi`X&v8pmZMNbi(pW(s7vGDV!oSTKf z4-ckfK+>&Si=g~|e7ODi1Wa#(!@~(ReXXszKn{fk1=|iC`UNB;AuD@vYckD#5DFKM zEqfRkXs<|BUKnM~9FZi)K4UkxdNq@%?5kM_r1hu!V*3hT({GVK{&Yc-O0@uzIeup) z;ec0eI^c|uJoIs2ECo!>ZSaf0ks0BqiFpyYtup3{AZU)0mX?-TlJV7|$g6~CSgagx zVPevPH@n!~6H;>j%Jxx;P3RwVDo&R?^|z;+>cNc}gTMtJ+bOuB3v{dm&(!oD8OjVv zOyK775cOZkgu5m>AQFC#y3py<7YZcs2Wqxi;Xo0@rJDY!P89v{P;}I-uD%f%p!l|F z!{V)G!V`}H*elN12L-n>06FfS+MgEFTnIz zFG)PnR47+|4GRyi`4Qmba|&t$jLFmx0!c&+3}g%__xJIEZO!Pq#^mIr30#}@4%B=? z5w9h_1=FE4joE)zDNA!l^>aH3iAP?c*9?}SpSoiGms1Nry^e629v0>>l8)2gYdQHTfb^XH48 z4V0R#!6|6Ndj>a+3C^+nw7Hd4vPc1ml^Lo~ z%dUCqE#Sx|gX=Rr;Q>0JUA&3OaY7AohMY981IR#TE$K3KA~ z5FwD&Xi_Xc^u^^fX}}_@k2Fe%V$ck5o~sLQ@kdc;YnwJ2Z-i7ZI5yS+XQ?It+$%6a z;I7lG`eS5sNN{|{FURh4tm*ZdEnA9!^ssx}OEN97liMH5DnG+3fdKbCVipM43u*6Z zj=}s?bvDV*q}BtD=uB>M3`Gnb>8AYho^ZtNQev(wIh%5;_Wf6qAdQ?biX zR>G(XMWhvuw~xsNKtV{hO;he7q30+W!+(->_fR&5?1+VjXn1i_$YG1UO?HzDiTwwg z3fB5d~7b2GHg!Osg>WrGgYbT_Q$qT0#yfBt0c%4Ks5Y z0O1%GzfsJ40)%xFX(WNko-=jyz&YgQWIxL!fJZ)*eH>p27Wn{uADXMR8 zJbH4M?1QhT<7Sy4RP2v~@$B381%xIc?paC+h6xQDG#*?UTm#GNbwJJLadY7-*0M1m z@WCOV1x}M#SrFsagHa?ldO%?TC~HWIZ2wr53YKOhflAcT#IFE-5n=(6gh;j}^a$ie z-_Jq|D9sN@OF6^Z6J!GgE(#GOI2z~B(4Fw~s{tkDi5_3L{$*Sr8d{);!)9mrS3?3t zor2*ar4TzfcCxF}9rEsEULpSzPt*H*>q&yQYI5L1U@3+j6pn?giEk_H9ULUD1uuM7 z3ZI4F$pY;Neg}2eQBd8sBC$Wist|#Zcyms$vXPJGMT$#P+1c2{!9R#1k7A7;4)ix{ zCN?n`g?8@R752|hQVj%IH9i9$4YEYO4ypMB{2Hzf>I>K8#x7thBF<0w2MFoSBLwSfQ?p^@_AfS|59IXRD>yd>{) z0}U+-{nRfvhY`473B{XG12}{Hwy96{t$&FPY;ra=`Pqt=cjrbtj(D7{)xZ{W|bvL}m@86%0k&z)@MO5?beUn5s6X!yW!-)P9 zI16BHUFubM0)8P>Nkp?GB`?b%v4y>O3VRW?T^QKc45WWp7+PCe&a-<>;J%3yh#0XF z4WLs)w(*2yeIe7<0>PdXUQ}{f_5wF)>Gr>l1#5=FMx{AvV#2!7wkO)Y7g;KjVAR(O z!67~tON-mhhfT*BwC(_ke`0W>0jmeaz(|)G^nv=f_xE_SrLFP4M}E|J!79ORSkDhS zEFbU`rENIQEV0Dnkk*Z$g<gkDte2lc;}M?|AgMs4>9 z`K7%_56Tx@3*}Hgvl-0*_TeC=w{<7G#z_n{%J0=9>;VNR|M6)GakP?IyQgL#QD;`cd z02W8$l~G*yUuAFb7pO-c1_vuQClMDlbaZyF?_c9~?v@VLoET_1AtrVKxyyF!MnTEVnT>?}Y>in+>o!^EwH zx)>-UTaGo6z}N?yZzDN@`G(sV%-GW9%ilH3ju%A}cU;VsEu5UO0b^);kU{jrZ{rCT z^78UCV|7M^4wUQQzz#Isy{Cd92Rc8L7=9#9q^lNiWmxU&ph$2AuLmd&DtV2=)B-$# z&an!>RKnjNMMRHNDJR3lbq!UXDzkQiKiEH+XU7(kuAWcN7X#D~v6rvW`XjgCcr0pa2wfCmmW zSBo3uD9dCZnPMT_JUr;|#JILcP`|?gLw(fl6W}vk2+MLNH(YCj)`gf`P#7 z-x&zhdltN|deG7$A|i%L1^ZuH^jt3|x*D?A3I{{*ayC?l&H0$Ksa zg7z)6+XMszRF-lq-yQj_?324YYk+8Y+h2lCUgT%gH3b)>h4a8#xOjL(!h6mrWc?7f zQ0nTwcFD76J75kX-Y7IanNC!4v+PI)+yLa3XHo7w1Eb&CTCeSJMN@!TEs$l9HaDVA6W(#*G_j zph+3^!>$Hal5K8RasGRMtnb7VQh|MRj=E$4;gqpya0HG*4^R06xe&W3kx^c)+ECk3o&iDBfu!$s7VBZuoyTyu*=o^RB?^> z=RRsuR)W_<`z4av@K+5F&xa3l?lbT#UABy>IVQc2bbG@ec^l$#u)~-n2 z3Tec}(FRzhs%Dz-Lw7i6WAnaxe^lOS=H2gJ#%3v8>sfFQty+*-YQ0jt{-!i&=sfrC zPrJqSW!2-osaxi@uhEEACU@!lzfb7@`9u*?i*nE&`4CyS<_+@QJ<_}j;+d!w05e(% z!q5nSnk!$)^MDbO0yjWQ$23!9LTcP2N1RK1gcstG|9=uzVSitZ!sa=87{R`* zmz9-8W7<1(9TebPB8SUd*XV7^4go$KMyD0Th^<>C?H?>$=XBKK957U*n-3j~60j-i zCzbf~+(jM11rnJUve5Ir$!oWC1TZ;zYQU#ap{jI&otpwu2eq8HQP$)gAhz}`W$JOp zUFF;HZ*M~+zZWZw7asO%Z=z&Q_RP?V($doR`S};J9UTG;NPh()60ZTESxZ}?SKwg_ zSJWyYP*~)1nVk#G4cHd+dYIb&q1PAh0|;50n&4f_Kzah22Id6+3a#P74I>JE-5=!n z*Jb}op4TJtJY#Ry)%eK^67GMjW<9Q5v6q--%DEvl`uPI!;o_toHt)&-LiQK5+D`#o zC`q1&|K0z98Z`kaVAvOr*W(BfcYNU^w5K$@E|XQZ zxeY@D0`_9kJvT5mMqt?wG?z4Kb-nvolo)ijU4RMmhL zP;3+35ebQp9JEKA>+2s)(;D%1KEC>w2)^I|E}TgJmr%I2y{e~$6Oj;P;WTG1a}GQO zBn;};!a%U<2>3He&8-VN_q_i~l8M>n<8ML6Fa|_HHE|N~)F@+c2?h117N{U%i`^Y; zeFIcTPdV`%9%h9E>!5%!f*eo6YKxRW`m#i{QnG6|6bk;{5$9Cj~)^` z*oxqA+>g#tK-k(hyAYsFg-sQtWUZ%Fdj$G?T!N`PJJLKPNLo9ew8exW)?+ydU{YKGO8i4 zr9iA}t7A@S;kvE%{~4yjs=%^)_wFVW*oWViL^m6`-f&N4n)&F<=~QG^@-uXLWUmzy zgPYw@Q(O518mY$q+DMgmNe_rMH{>L{7uA}lXrLuj5F9wIy}c!%UI8J)fbRk6P5SBu zuqOJYiz33qTY7pFRh_^sGx8hfL~x*ctNBj;hRcSAg|j#L0){2t{Dog7_S}z}GgsjA z1s(kE)2Fp)tV6N^1qZpdrLT{SASo;=N)TB|O{TbjO43C$-*pG%YQVX%hmRj?VLpP^ z3XDww(UAVWnwT$SE_)YJx==hpWXHx|y!&jRDy$+%)59OO7*VQAzY1fx$Vzw+QO%H9 z9-q(^h+Z4$a#R$QClH<#Ij5n4ZA7DMqy6w1!W?3wpcg09ZoJQS@qH4TBoL{ghQYLQ z0NuJwc0agKm7xw_0_CU50XzRBdV5IxgoUvll)F^0P)(WxDswQS33}E0n`>#9K~%6} zR0S|A93IDEFC%?9y;&kS)t(h?FvGBi3*Qs;|Boy^|05RE>}74d^6VRjh9n|xA;%VL zXI^S#`g3j#twQ1l4U~5<-Z$S4CzP&6EH z7$lH3%{P&j`F60mazI!}(ZXH(pcYjGDaMXqn=peL@j)>xj~nBFPh;WFaQ+#f4c)yR zP?NJ)w;-Gd^t=qi$8myPE+wo{VFlE=TgWYrz*jdsh$tnhq zEC)ZF22A(Q+Cd=upxjafrDjl*Y8Huzl3xMoUJ^!IcDQMiVVkYOepmNDs4Jr@J?(xF zytX8$baoJw@r2s*ftaj-o`|bR2Vcf5xyaXs!+7n}8RFDfd)cq{yN=E$Hj2-7gsC{Z z4tZ#$ng)VSa~a{vnYKR2fx0`7n_&%a?342j<% zy^YteU$5eYiU1E)L2)tWm=s3zQHaqODHKLuJLz%vWQS=>(m;=nW1Y%i^i_$AFNN)> zDhUG60A>S_W+^-AVRtKp#Vq6Rf_18GJ@8ECHpyQHl$dEWYQh-TW_*ne|O^` z94*E3bK|1e&=`TD-CYsxy-(I1xWC74ns*i;m|swEJu|a3q(6hChF3{bH8y%1C`AwP zz!Vs`u2sT6qS3&bj8=@B&_HD1-_`rsL=q152VKm~Fc+KM2Lp*-a5V1aHdbbaVm=IM zdPG_1({DF<%3=xXyQDhC`Tc0frOpYL^mVy^e-}V0al-*gE;*O!R)>vhVrhwd!%Jp` zy`^P7fNchPmFdeAZz2YU5u-Q6pPfxfKbM|bmBDm!NQ)Bikh=NXw|Ce@5*iXtihu5o zCI*w(z6I|I+XJ@7IKuCoJ9jQCLFUMH3riCds`Bv(4s=6MZv$e7#V!z}MFq-RWrxvA z>(;No)UR%ddJsxL4rEHXG;=l_HexS^<@MJpmM-nYFJ+~Qt>(j5-YbKGzOHw@b*ibQ zmMJ=P zZ5s3f7Ln}iErfMKQ^RC+_S|C3R}snq&LiU}a6{gKfyM9*!f4BcVwZZ`fddZ_CJ4~` zlD6pQD>Ps7dS$BP)L{;ek_h478mlY(Dw;~cmUP!8bJ7WqtRY8cPDK-T)fKPE%p_P) zj_FE`x{qMMhA|A6h$tta{*h5s1Pl@rhNx&ZbB@$wWC4OCScnHN`9fA0n8 zKrrqVZV;>;wJRU%Z!)TML0>f za7`R04b+-~LoLEQ47FwGy+u!GhPRGQC+sp$STJiU-n3mJV4PxD6QB1eD9At;%>kID zP(iXtj~yja%3r3oGOHDC*CO=P=|HE+WZ~laWQy=mgy5!121Kz#p1+xu>~`MV{7s3T z>hcSUvp?7m)4HAPPuU|0F9+5dR}F+xLKYFF!wZCCUFlwTURdfxpgmD1W5VP7H|Td7 zV8Ti1jGC5cNtI|P0-d1R2|5U!ZwD-Y$N`K|Cb}a-$Y4V>OT0zh4YixlHNHda{rb#K zGhAeb6HI6@@sTk$FzZn9gP=z56<8T!(Zl?PuDaydQvIeIFp-e7n>9P8SQ;WKjm_58 zlr0Ll<&5VkLOd+N^glF>TuID^kG{2Ze(%lWqhJ^tIUWG0#eO9C$jBIfyT8kw_W zb#D+`-{*t4xq?Q`q2wx9ScrSU!$VqE`s9hQV&lEN%TUCSuA}qdA}fOLxQP2d=W*U4 z69H}gem;}keY}x}$ZX`0V%?2vk^bcz>!Qw_UKl)5V{rw;k+p0IA~OTW@%m|ko#t$o&@mMQ zI04BlN6#L(*d@-0eZ(n>AwV85^n>Z?fd8Qrw87qi_}ncGm#jI;GZF_mH_*?kg=hf4WoUB2)elaf}$ccX|D+Y^V}K=FgQ3XnnrpCf~)Fdu0tHoFOFUIG3o#qX0i7KA*x3Wbt_I)azZ z8Cf3*fxue?wW=}1yMYQx&Nx_y5qI+t`mW+7lW7waIApvzRf170)9VSJJTXVw%|3>K z=SFHf1HKg=hr}cmI(dxGTk;gdWz_&}Gv=5gbQ2Krx(O}|!lfdA5Kk{QGzUBk zG18Dvx3#_3@DToh1eb!=3Fx@M1eNe$^@u>+hy)v1WkSa+B86Ec7(~fCY=k{VMhW49 z5%7hOv5N5h!c0QOwBh^1utv!j4zKkLz+hER?ruoClo7;?oLHPwR0 zz?a%%8UnYUfEg>9hlxrMnlj?wM@(oc0(nt_-9a2QS*^cbjJg5O?7n?&*y|VYPJyKK z#~^!`^38+U0%kVkp9cyhBRWB#;q|G*l>w;9g~2jJD{kI=;)J0uN*C|b5Q`{iC6U30 z?CV}$j3P4<3h*nr7u_#>8MhQ5CllKO`H#>hP}2NG91bH)LGf6DAy)|DLH#Kp2MZwrDefDG^g~&h2MI{T zN{XyJFkB{@fV~eaOR?@vtR{X-VxWX1@D4!&T`#5>8i?X&m6BcaPRKl9-bqsk8Qe&E zBS7dz>o9HIx|OucV8%xd2Dsg2vUNdU-A~dJI%XbPDv*`AExun23<_GdbZIk+L(*_4 zG*qzD^4B*mn>=r#dh#CIg{`6qL6~^a5spABokn?2dK+;zGmsF_1@!>u36_9^Ab6xe zk)q!<0xvTsahw9WoVfdlX4EahJU}4?qz@aCO7nr6KUCZE#u22)VB-f@O jDx#D9tC3WbPS=v1^Nx7z|B9L5l+!2Ao`^Z7dgK29lh2x@ diff --git a/codes/DoubleDQN/result/rewards_train.npy b/codes/DoubleDQN/result/rewards_train.npy deleted file mode 100644 index 8eb2ccbac579e6f7962ea106076ae7c3bfd8c317..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmds$O-chn5QWFBrx=1bQG&!M7)7wjA|RL${EvT`Nis2l7)iv92z>`HkfZcbaulQe zy)1eqx^p&<*Y)aEb#={0^Q_ToFGa7>Thh-by>YS^C;NkHQi_woX#6tHo;ss(KmR(f zXOEM7em)sy&-t7eE9G)&trWk*!|5S^{Tm0y6b zfYK{2U-_wC7+)t}C_nX64(e>ejYoG3-vOmBz~#3JKk&G?&$;LB1jNtQ(Q9s?rLIw4 zhTk3f2E6UjU3)b0y+YR{E?w7id*snv5Mz8}g+y z=uC<~C~j{3`HcI@$I^eqzB%>vKz;g-4)JAf>fb1i-r;AcGs}IR<{imbNMA0vuhm@i zF3fvz&i&*!8`7_QL5sh1sp^Ef;5@~Ds(A%^`7P!d#P$Bt2~*x#{J){q|Dk#49pTep z&Og1s!*_bmKCyR}|336tyi13@U@z5Q-1X;9as8+2TknL3{zMzl*z_fItid5x5C~>m4Hx2qLq@{)2sxE3k*4IbJnoh5No4>zO|FD4T{$ zIpK=Mb^C5LuG}yrJ_{262DOsl^_*c`{4?cmi=psPUsh@be*HH{Wd-WhdnHkMxaET- zEaZ~-aMquLKRjLz9jtG@nr5yT=oKE27M7~m$f!6CYBKX%%$WRGS0R}l_eY5k2li6v^jn7+4s5N5wQAIzvl%=&OiMUX zQEgwKY(fuz9Wj~ow!D6&&rjXkvmf5Z7k;a}TmIx1ci@`wbW6X~)^nM|393=Y-&MU{ z!={l}gl&B<`Z6S_@KCN$N&W6!$BF84&d!6KPG;+l=U1vPFHV(G(uJ&XOX@ajV-EhV zR}7r=yA@=5x11gCl|TN@R=?LT_2ci!>FG|9`8gpTlP9@t-<$9nkL9_`^QOzlfUO3) z+7k7{oyo1I2DP6~x0;xRZF@1D%)ut#Ysi&_U(o+S0Kf1vs<0*5tez(|d3wC4KRSg& zXQK0ZLwPn{Y7@g#S|3_eQcFn1rKQZ7L|}3-6|jY4A(e?hAbdBz4!aI%ip`dHUTwX+ z*t)dpO%?hpx&FrO;&^#pIQy6wvT$`JXAat@aBe)d4V-73#%xqg$D8_0{xUj9(w1!o z@0mctC_1z9Hld@~s3NgvaeIGAd;W*IKzsJ(ncakIE6K{r%J%yF_uI_vFR!U@|0;d@ zHLF0CoP+@Dm<$n4m81F2r(@M_?3@~@Xn~+r^=m1M?PSn;!{OA3LurF+8^!IJHx4Du z2~YRmGBDYkkJzR=NiWxQUJaN*BSFcsAPBjZAArDikbh7gE0qz=Zs<{X8#ryjwZ;9 z=QXJ&Pcikr5-+ht-wXB@dn?$8)!fE=AyZ* zrt1AhY*I{Jk7gt1vGzZE7%5PvLI|t9V|~FWJL>L62P`b~AX5J|mf*9_23A3~5P`00*w#ZXxQCy-*i4B(1z{1Xm%?Wp5p+07muxeOT{iaZg!{!2RTJ(+S`v%Y zyr#83={V2V%r9dqD@D)d=$bHKE69dK+`z4|yV5yommSAbQVkbq*r&YMO=%KeOU;j_ z(h`S_I?`fI=GICgX0gBWU3~RjQkhkI%$?HKFaj#q^S{FgNK0~+W7!V!oeifeb6>oB zcD5|n3EVoT@X5j+#c{XxQ#g1~->u=9;)?#3%k$~WS>Sj?CQm`E-bT40ulmlwP{C(A z)w2y_wknehVXO8{D$Fi%zXPv=NnNp+lP=R*mVdJ5U^x1an(O&kY z$$=0BQi0VX^n+9qmv+Y$yNubhi}C3T+MZ;-R+r#YV{BYO=%9m9yxUA()U*O-&!;ah z4o7^ZgUTOuQv%$XMJncUf6_ibyABsFY|-g$oyLStXw_wO$QHvo*5*+B;|XuW1RD~s{q z2rQsUPB1u{RL~zg}viDrApkdTS%qWA!x+Chp&7-UP^LcwKg6YfIf*+ z6K)}8q&sl?5pd(Z1^UL5KSf8_x2rxoKb%fj>`9pyYdR+J9(NLhFd!@Bu1Pvq&*Gjn zT^?SRfjeO_87!=E+Zkm@?*W1oAWkfuK!=^&sgX(0-(USVdvO{TlZ{<}8`-swU4T0< zl}iO*1n&R+JDU}-+3eGFYWn=D%vi;G_Qig|%VA52=ge|fp)&7{hmiM$xq$)QLt|sa z@F-Y#ri}{77~g@pRL_k@-a|FO0u0FQ6Z*GgG z+5zFifW-^hiz934zd!Y=0pRR_+;NN?`(i(Y+QA#yG`^YE23{$%6D*P`7jLA+Cf%vB z`SNVwat7qm4g{Gr1Y!Z;rNy{Y)u*Fd3^M*-*e{?qNoES&9L+Z(Y7fhMu$Urf^NsrU znNZ`&uTr*@o>}wD6N59V7z{|L311zC=K#umUf$uWnxF)mluo4>*GkuPq%yDtelABC z9=eapGl^WpJUqJ|L+Qt)|J6nFv+LJ<`|7jZ9w9+NbS!`Ehhl3s{7|f&r1JL4-R4z` zP3wMt%%L`_^X97@wPjqd9CtRX^}Hc_c|0%=V5XJq={6z|;1YIm7WBAS%MNMFO&Ym$ zzr0qx^u_@j_+Z-@q}Iz24<9}Z9CvYW*gI>qAL7JrrcbM_7OBN_uS>(<2mjCqgywTB ztlZ&DIs!hQ0G5RRRy8i>yf%zUFJq5_qR2yEpJYR-8r)!@=4R^9&!Hhb_iSCGuTN+o z<5!=P1#jMVn5cI1osScON&~fr43ldv(JXBp;Aj1%k3+Gj9`Q z;gEeiiv?XqhWoc0*adITJR|GCVljZ?w#1?D-$Op?6^TV)U~OHn1Ynoofk9O-=P(I`4HKx7qys zp!-8wm9}O5&!57v#;m6&_FpP1=K#BTuGh=PqXTy6Q-wKa@9|+lQ$NNGC>+Z)(>6z(gSbl;{ zkKlVNmP6g)5OkT6#-^j%wUSm4kSq9aQ_P=U$+w>im_E(gOSPo$?=vi3SsVps188y8 zZ-HXD9FW(7EdOuE=Zh)k9axrPU>-yhlV<^l3dX)5Gh(B1oHQG}`+~FGO8yg#ti5-c24*o@_+{NtiIbdUeW4gJY`R18Lx~;6OwK`QzMgYbk-r2OA z6<~F+K5AI+Th7(F^<_w__37zGBnZUeYJgs4Aor^mWnOucKO4hSB5!Wa>|DRoF@m)q zsRSA+)P@S&ZmtGt#}xp`TpN{k8{mQea7Jv>lPX?%_YS~t$Xlp&p*v}(i#@^Od!7ok zPCgCxXlE`~z(1cu@P#{;{3R-pHs@=myB<#ZSObTF&>w_ zL(qE6+~HIJna`9T7r5!pQ1-=7H-3Hn_Fo3(aUkiAiyzHAbL$oAw5Xc&ZcVexie^4v zxm~^gLml|MO!z$oM}U;##|uerfHWkVB(vZPfb!ES%HGMTebQ$-uBfz;!NAmu#y=oH z2w*So!!P)NQd}+?c{hjR98F)In*;JW?B@vBtS{J$%x!^ybu7WgI!x2~h6}xzGYXrb z*GikNa%BhJGz;8O(bkRZ`a5i%&>l-S4>HXa_Zn2={(FJhvQ|=$G52>v_7nbVpQ=HA zbz6O(l2=fGhqYuoo%wUH7vj4$RaI5Y)IT3Uk6EX2$eSg#;)~Nei6tD!><>lmLTF3Hs+M^}0rs(+uxheJzQrRPmFJHgT zb}+iM0ZRY;;J~{#TaFoIzuKgMs=vRD=fClkwt?D%C~#S7x*7PQTlck;nV0JPI~#{s zQg$_PTVVo(0lnN)>3&dH%7- zgEvyhdMwAjj}N+m)c8N6r98h5s|E}pBlzNY#4bBX(BU_4;9mN48<9Z$jC7Od>OCx$ z{VU;SLh$AQX6_ef_bj@8SD~{UkU4B~uG@&fR!^-FB!6W|{!?#QZIlTx0C1Q9Sl=wE zSzgO++0CZQrzroGTr6Cbf#=zsgGZACtmgnp zOmf1llgStS3AXGcoxK96H!#D`Yzko_-}V?9UvSkGEW-i>B_0HL)*0Ew@j&og2;Nl; zV8BAw9mE;lWA+dlARXWeQ3^C?kwIw(aKGDUpx9|!AFY5v!zLaiq(Drm2Q+B} z8`tX-|0FAxKiyGoP+e{9HdgbH+N!VEOU=8kLyaRNBlEB30ja|O_o#J(%r=1Tme0KP zM{}|L*3UmxO)&r!qYc#6=GjUA6tPfx+~@RoWuTTPqUGI|J^--E#PgsS1JFG7p8_Ca z|8n`5fQpkPy)Un>ju9+U6)@f(t6yBw^ot(odpbrd|MmKk|1s;5F-}!ZE@x+;{KuYg zc_H0EeL11|WPrn?AK#l|uKHgnc|N)~;!&V>EhXsmZJh7=duPyQ!&c-X4*z>xO)*Il};E zb#wFZ;D!eNT?gTNz|P(8A{3j^Hb(vPQrgV14L(!EP?@teEm_mH&_Q+uPDlI`7<9I0 zo~mXENVNOxer~OcyAERj>M=K){aZjJh z&u3fLEc?vA6x;q;lxZ=HWzHBr1W4ZGsn);J?o+qk4 zl{3|)o7AUk`0(ek;xfQ$js58nrV1^_?aIKHlbyY0@0bTeG^!T1P{7r3` zw@v+ej;uevz~%MZ4YC_8xNIQA+q^~cc5LWqxyfKwK-~aShSnpU{8ceMeo;%TeYU1I zy>q^n=_T&E1!C*;YB1TQ?=jVKO``%+N=6wSG;>jB){@R#9qwYSYO|efenG4;)S{_A zwN22Yx^!&gu+6+zprlJJUFL~%aneipeABU+0?(1GRnTqRd@9WHA@;tHoz&)Dq{w2O z66L_$BfH+Qd^l3O;C?uHAw6~Oo3wZOuH5Np2{zs-%jKQPALK!Tb+2c&(U%v&6^g^F zn^)RQ$@s|3^93S#wA08i!6f?Me(R~u^XwH^Y92zHen(ELH>ETfBN3G-M9xl=_F8uo zH9A3h7r$S8p1AkTEh132;#v^Z1j=q1#h+(&KN|e;V=mxo8P7A}v|WMgLth4mgmn&1 z6du2c>F+1@_x~)&u&rJLVEgfzNAdod|LKNYeXSU2PFRb($8u8K>{NNg@?fwpKYWSjZRNX?{!{gz&R7 zKX0EmtZO8joOCj5==YZB@O<}OI5E=M(6Aw&&Q_uGWUkVtb8N`2$=1Us740O-9PZeU zVb1a;8_k&Itt;>Jrs<4((p;ht|mX8Gddby@4c71@AOBHx)+vc$gC7bR68jxh9Tme=8Z@66BElk}ES*~J?O z=v@*6>8Q_}4X3KLutPrKs~n6xdrg_;9h&vuG-=2c8%V_~r3%|=nGQT-!O!s>cxJCUaP4!ojb=}1j4P}wS)2OuM?yuZ;7H%~q~ETqRfiai z1?=tE#+eo8U6NTtSPmxI47&4#`(-=I%6rJWEo#AV^y%pFwql>4=7++isJ=&vd+Us@ z15MZLj-_26#I{r<4d5avkr@;Dn!9RTX#<-b+ z*j-+Nh22WXQSEq9J|Omd1e4?3#F>0941M{^!6Vrb|6n|7m8lHJ#(d{8{`a>^b!EG@ zz#r4Wmq8}pqc%q^bd6}Nn!5J;Q|s7QhjO51?H?S>frd>Bs61k@6#}S2+5u&V!B!LE z7f16j2umKYD&!2Pfm$mDWMi>4GGObHOZ}O#psC^YSUaBO4Y~JFoPQE^O5EqGbuTK? zD|N%$yq-=M7P6%2Fzw(~iv^o0mn{<28Z2C+EM#9A@xYNWgl@VO&?tQg{E#fuscco~ z+i&*W@pAg*XB>;%>u0IZb2evHNrq(xsnF7+ma?kn0m-z&k`hzFm2 z`R+5!iG;85J#U^1$mTbrl6GpJBPNm;EwE-Oc$TT_pl)-ad)sZiLFIONRcaRID%X<% zK%#&Q+VocE`pj%3a|e)s*8Mhfo{_fD7?^}GI#z9u{ulT!{3Q#>;w;e#q(@tsJ3V{}eaG%TL4Vq>(81SyAMkR`I z*5S5ToNCf!8gVZ5gl~w(K#y+Vt-dpdI7Mhct~HsGH?M^9FK*iN{a7Q%^*BjIjI4>H zFRV24M4!{cu!0k|)F(Ez1v+fA?CCnyQJ{kZ59kCj&)$|h(fvx6z!H^OmTp!iPs3BqUvVB)0u-y^jm&E*3-v{v63>#LqD>Lm$OkKN8_*} zds{lnG3JXS>z%+0I5K%J|fc}!}{&fv7>HssW&OhcziLw%IoSl z4c}-szBE@Rd9LAJeAdA<%n#%XvVQJRlze*TQEJ<0c!q9uotQHuWfb(ZK`((7z3Hor4lM_5I`uymrJo0xa z%!!Z{&>>kEV%<^l+W6uvPaKaQ(u6#I>3!pk2y)%)(UEIjD&qQs^<8mNmSt&95u92W z{R?*}7G9RRz2yTjnnUnPqQ{1`bSEl1!D{%`#CVAUIwG1x*DZ@BwZ1OV>@BujRDZio z0HXu9NkQb&OO!l@27Nvn%Kl@lkUam_{a-gYR++k_B+%6G z66OWa7#HHWzYcZaf4WBb^#(k89eT)%G&wW(QF)lbZIR5_5lik(9GESF;k&*a*4NH$ z@r))!*{6yD7EU0aOPDHQmxYpV{u-x;)4Rn^EQT~89v`kCtRBJTypHUB*etk%cb^MM zJmPGAnX_^6*Y+ccMguEo(6=SB)C%a%Fx6joHtSQw=(J?Ja%GSqR=Z=p=(J(dv0p@FI^r0@2o^@1=yHS%PQ{hDoTB zZNjyB-NrDl+#x(KF66|6aB@NDOBH7b$-xH+QR_5C%-?@aekDbTxSV5~x6}zyV!xm0 z!z$(zAHdY#KoyIlaSh}z5%inT&E@Y~5H7gt0WGr5JVN6?7BP9@e7Q-4<58Mc>|VEU z(2l}TmYtWAyS7W974fBLb{m)O-iPg}usBw1`~u!G=e{TzaF$zmo#v2^BTuPRM1foh zUboub-IElZcD;v-!|DU&ex6i8`zJUpgF;Us`fnmizMSOwd4<8m=S#hQ4sxF$A-qAs z4MqIhkZ8B#{T&&~BD77C{60M?i-kF3guM#S11r`U5Px$!kp!4~P8O--opd4h+40C- zCmUa{ZAi3kq$zhNODO-vPDKEtFPW=6yvGiDjTLwvRyTM((KRU4|?g&3BVzDCXx-=~xhCLuyN2 zlc>gmHhyI}KwMd6+t?9-Vbz5F-N$j?Qe!b6BrIO_zkamJDd@A-*frDK9K$C)3c1%Y>n1oe5Ex zq$vF5h@d)<(lvfFKcq$8R`xc7d*-MDy>VHTiCF1}llnj#Y)}(oC5nI_xgOJ+CrGOd z2@t+hVTr)$amOi0M?4njWR5JXwi=*oKpoggayT3(v`lkqt4)QKDKF79XvarZr_l5Ocx?zfNw~Hl2>w7 zQ-QU|e)zy@Q9io=vOpFSUL}*TJY_O()c+D+{`+|xQK^to>Fq1EmXg7SNSY81kzeej z!uFbD7ave7@_27I=){e4?Tr_sk+1pN__<)%>1^%x$(FgEf|m?vk5tCI!ske|r}*$kol_aHS_KkLBMR6372w+~nG z1|4hFSQLUFJ~e#9Va5p3!0r@o%JL?u}fMlH){| zul^t{tt^z*#1k(BAdSlWLj04 zlkQAvkwhJW)Q9yjDD1J$h_mhjzC!Jt#XZAKAg|tKNgOJHwwyJW2h^lS=b6iehCb%+ z`~PMAJ{a%Us{-U{cM4B9$Tj&P8Pc4=m#v?9`SEmU+@WVm7+fv}Kam2$kp%`7o)+nc zhktdbA0X%Y5ze*bt~>83lp23o2sgl9QWuRx==qvRr zMYg0YGoQ{rJ$Po%#?ZH8&xLPgIGd@Z>rCUiA9P;|PtcK8@UnUZdf48%ppQwGLpq+| zl+wesK3t$MVfmp6T6?4{R1qcHA}ARB*Urg1TptKiP4)7gb#U8TOQ0Q@6-yj+@C|kA zhxM*CKyS6+mMSa?G??cH42uxld8F#v`&*h6KU_o1oI+Xt#EZRR3~CS$f{qK;B#7v@ zCDC~+)J)gRqE@Z&Q>kFhDl8Y=7MdW?%plqXzIM70@wl9H4m_Q%fxU2aO_jp3;@)C7 zdSm*TJ2dK5$W2JC;>H+YFb5GzJXau2UV(MZm^M9GhAQcZZXKs2xU!(Lf@xsO? zQ+$6u-Xpb0MHpI0pl9!)w-6&{i)@Lb!kiXL11z?EsXD(lDBokrlk(&&jzz|A-f~5Z zNta&6fU$j{@dyWbrMCC;IXBx_cw)G{(JlUI*OAc#E9&=`BPawd*+S0UOu99_i2_~QnN z`Dnmep>tA{sz=}$$gmH(3XQEx4Q?VGFH5;&s@N(C{m}2nFuo}HS#cx$)M&m&l{os6 zy+$qf?`bnAc2ie^Q9tASV#1Ne)kC`m)>T{iVt8d3dD-=xZy#UM9#X78Z+6LDujym5 zC_*VtAW|FrRC>uS7-*+#8VY4dZ~5;!g>5M5H`Mt5`hevBg)i9)LwR<%j9P`#nHup+ zJ8pHFBPm4)l*K00Sgc4{h!A_79dBfX@dQ79%+m2=pRe^e*owbH6~^+c!LA&Isb;mv z#eer1C4aa)XoLy>;AHVK^=1i)&WDFpFR(-j7vVP4i-ms00{QZczrapCQ zvU%d`XG6~KA5lbINkw!aQ}f3*9`g1Wvl9EN$S1CNGOFz*$v@J^l&}+4%Uqs-(!}T? zz*9m~BafY&ZyWDuW&D1+nXBIlB?Y)R2kmb9K4zAug~#ihQQhBGer~eDbPZVdl@tNT z0~$e(2g+i_4Dd2vk9bNrt;^A`(f3Rq8sp^$OGhm`!a?5 zYP4dv8q32d#C1?oxS=o@UDpi62fqQM2S_%;#{6%v1v5JJmj>LGoZm=q4vYF8R>1GdfGI#Z|yp-WgSVN z8@VlJYiR&Vd~(N2Y+7nLg;W`FZi{fT|2}Nk>0sPhNYb7Iq5~2_f%!-5_{+NjZq^z~{Cw*@O+;`xq_E;9&> z>+nPrX6cbKAqF%N7>CUQ_-qHVHl)2Ly@qpjT&2d0lf$tShS-TFy2foB2!qEQh&JJm zlsjM5rkCPxftg-3=qA#Fp7vj9G5`I?16x3`qB9HntADnt9jpl2uFwq7 zyA%Tgq$;PMo=P$aDUjd%20T_znvFJO+p_8IcP1FUEWx`uK-?Kq%ZxBBH)9;BGXx33 zzH6|~pHvMa(+cYi=!g^bfqmnqc|8UNmR@^AB>zppWbYW-YL@ zn04!))o0wngaigmG{q)qNfHd@YkFJ_Ui(xf7<97lkK$G!XZ3xv#a4TLZ^7ZU;GMvY zTZL(eu8C^=xSVr+%#`XNnuoVd*Y&gN;03v03gWsr`erUWAORwJ_=aw6X$Fbq%+Hqe zI={h)U7;WVY%&QQ619tLW@4ZBy4|Sk+kPu5dkE&CFyTaWR2OaU#jN*Pmf{Ytj!)?Sg2e} zup@R;edp-`VQuvE`Ml|RZJ*(~px1Mcq~ZHG(P7_etiH=tC@goi*>JyCtD^Dd=jBMz zs$Ij479iRz|E#CYsXrh)WN-XxC4Z4O>F$Rqj|UC8+n_t0-+uZxn^ZjIMf|#qr}2zo zmbBK;=k;M0mLH7Ex8_P=ntIYT=rhrg)4V4Kr!VKGw%kkgbT^G+rW+ou;_$IA1i9>E zTVbFVd>uR9SJiaRhn*w=lMe$PVE$JWj6Z)Y$cj-*;+)0KpkfC{6m!uoU~t=JLtCH5 z)9b7L{NQ^}Z`&u88?)Fx`rr|0q#u9vBJ-~jD!g^?T3$_C2 z8NOjGpc|MyN4{?a0#YHM=rH5={z!Y`C%&CS;a4IjhxRh|;;_K!_%yxs6m|OM|C@+? z1!eT%Ym*E4F23x&ET7

3LY}5nZu}9QQ!kD|TFGl|BYaCyx-OnqSLKbpx@JW$W66gNmS3L~=gQ{;q*nA4QRVt3$J=+l%``69p? zXojLXJx?HLQIXkbx1h=|v5LAS2y$76R@R%?eRyK}oVt{b(P>i(|jXg=m)4l1s} z0-w<5&|a{!f^sZ%u%p_d`Uk8$4b0mo62@I?@A2o&cgwHRtELZsbj5KCwy>tC1LDIxICVcL= z*3=AJ?;1&Y)Rozkt}q;}9f6N6J=po`%I*WOV-{1##Goc_ zDT!N02$^u4t`4;#rXm(v-%Bq)lZ@>&u6)gN@0=Qt;ho$+yyxp;?E)0RH*Sfb{3%5m zth8^bE}!o1I3r^UVe;m|XhodYmSY(ZeAsN1Q3(vVsE$f|;$C~+c^$RnFJ3LYd7%pr z?*YTgxZ?IkeZYTBPm#BW=hA$S9w83mXIg$ogBe}xfb7_vymtMb(o+}R{e{xMzgJ8z z(_xngSq)S?Ym%3G*IZH9_`5H%tSjd+jsOw2*n<6NHWT!ZP}=L*9ixrO$x!lmf&nD1yEnYVa8=+?!TjHogXv%kC>_;X0$;`5T^u8u4rFE%xSuDHRkS#B$4USdJH=5@=IJm8(M(=o=_}^svd<$7PurRn!nob3KComXo zg5O`n=5UwV|6*R74vjwoZJsXFPCialh zj?Vb~6`6bniEJWIFGr~hS}j47fOBw;qZPxNWLB zBrr47yU8RfpWtHXHcdM!JRiI>C0|9fi8m<|w3oLlzXB;47m@skbRhU)nNw#77H}k` z1o<|bKAVrjNF$xDHk=Y4db41>aAc2v_RaihXKklYW%6GwuECsS1e}@JRh5_fjAB|^ zyDVZ98@o|Y17nwHEia0{B)t5oC#0r!9QPYjm{odF5(nAAJ3IIsS36p z&sAql8RM78B=4CvyCAlJn67>bAgugrwIBp~Jh~s7S`R3pMxUs{=vuAJYVykyD#5oQ zy5J#ars?D`#X-KwGJkglC7|>J7iXg>*0TeAqChN+8x0mByH^@D4Kxskf1|jBB*j06 zDAQ@mN=f>#K?KE3L|>f*XrNnJ^P)X`zGmyDT$brI9N3LCXmC>N5EG)vnu4TQ_D?1o zu*ek~(|~%5qL)%l3^aPKEF2LOiUEq*gI!*=f%rg5$lEt6YTUqW2fSlu408R&K)<7i z$?&V5&o>wRj>mrWgSH^XTLB|W7Gf+&x9bd`pG<6ms<_5b)4mq@8<(X)SA~ck;9yc{ zX9D`oFO9g@)g8c$^`*4SE$RC|%9z7rUy6$cdQF4)gh zZfNh9S%B%hKFxbK&!0j~pK|X~60zHI zWYBZn4KX3~67s{+RVik$-?1E14S>>~+@HigZ#>YM0xdfn1f%8U0d)~fvF|D*eHlu$ z=$l4O9zM_+=Vy-!r^v;!B29lp*c03w^JVZ6^Un(Z^D=8+cTuNS1Nl&yxfmT;8Edr0 z8^WMC9NW44@daA>(-pfgq7PLx$4F!uLcJ*X{;m|fYnRH%fm~*Fe>L{V!G1M`GTW9Y zdq7Ag&?Sy1_hqkvSGdRSkX~tz*jReqMBTGgztcmEfqahE+ev`^yr6tSNf2F2qYeV{ zA2(n50U+&cVpv3*(!Ac4r}ABs%bF+>BUOgrA-OIHNOV1{BXBv7{rs8UNrmOz`sDk( z?~2VM6(;v9?T9$b=?loxCGm6`?e6PWnP3-8ffPR^p)Of}&=i(w;fB8tbuPlj>3|UtA@A6j z-v^J9g6`c~bTAOJNY@x@lmsA5O>{Bxkf!nU!wX1+TOEk4rm&?ClB-qOqoTSX_n`p^ z9%lJcvME@6g-KFz-zK(KyHNLP>XlrY1iJ>DkU^ktG!u8Olu2cFKB@v%`X9WSL`ShA zY@g@KlSEt&BQ59bEoaVTsAdqW7rdsbLLAE1&(Cvtb{*rU=li|Qrx4|nf51L#*XDAe zg~$w9vQwMQ*5d3MqEWshX20nJlA8)3c5Bt`JozxotXdyi(c$!>mt$>oJslQ{fZl6* z#soE422#UH6!=lD6&L)9e`h3p`}~m@hast($lHOz$k>ePBD15}PXUC<){LO?MEEN) zmW6;b=iJ1iREIcD974_7WqHS@i%^_ez=OjgU;!j>o2=z3NZgV)G-o;q1A*kBPckDW z@<=h^)rG{~0jp4LbwE_Fa{luQ|{pv?2l_!yYK0lt# zox1$_N#^+6q%u+WEe)jxiBB?x0DeuP^*1RijVF$$mmA83n^v=|Q6eYBZ{aS}8gWv? zKYnj^=v%;4_q)IBW*|+wHxk}yf6y@_;DKARgj6m*rb8z!XvkAA%XhhXkhP_Iu++$+ zVVd!f+Um#TXg%*4cjOV}4L%__Kvk&yyHmbJM*XgA&5gKykxLBPqw$K=PSQQeM99Ig znk`kW>}N7I#X@sSWk&RI>*Zj|!Ph0^yQcbA3%TV1`Joe$Zs~k}!*!R4ITTCVuA*D9 z@iTv#%qxA-=Mfc*ohcfZs*e{Bnrkz;caM;7dR8J?JhI{u0q-Pi((8R%M*2lVu`m_3 zNZBKsc^9A`NwRovUN?p&B1QubyAM3jGMl_q!!NbukxKU^2OYCKqw1@#WC?uTs+y%t zp-aJAW0=`72yl^#Nb^n=F3Zgo!}`MC2$2FHyt-Mj#QNh2-I1#=YR>(X3Wl84dQhrw znd*{%hxkY=ccsctRLb{PP2bm{^Thu=CKBN1Ms_U>d>L{SZQ1w$4#Yuh3~^Xc9kc?oy)7pBHoP&U8halrT`sAmy3n|I1H5F9u7 zL5Czp{tIBOvVMW5EjSFUg_WZPoDrjd0e-9pV_BP*g>^+Ekl1Rd{6+UIKKWr_jY7g& zFJLO%-H?ri?}yXdK18(}H@v@ZK$k$7>04)bu0ztl49VP7At>xUud_HMtk1}N8Wsb>_-h(2*cMek_XV+CUN2Lmpy34 z`$s<(um3}$o_6g#vI!jd#xnkYH&4j9w7ID<%88iy0%2JdjWOGn4qnAuN{(XrlCpzk zPgYq?TS#4U%=g!t8>?Fq-GoAuSKYMNhVmtn zP3P4S;j(&kb>Z>nr-t}M+;Y}8lsWGFl5f4r6%;g9&hymOqgrV>*2~WByyCFJhrvCu z4cqhr4yt3%NKdjvq}%fDH8~_* zUHHxMjyt2@hMS2HmEW^1``SM_VR;Solu@v$Hb>t7SB}8#BuO{l`InZ zvs>s%X7DocritVZS>eVNu_LV>Jpc``;Q#_ioU_I8?83PUazkfSbLR*{urz_jH9hDUNIMQ(f zPp^AU_11s7w}%vZ(bO+?AAX&#pFDjPwkjBJ-L?=+TyMGkMPD2#>1uC{e5L%rzDvPz zBRbY*{oscs@uE^p+U$ptz-_BB`tyRDUtYhe^|EVL#I3(E^2C5s?cis)kHc(jaHM5Z z+4$~0S-6?RhUOSIO?SVGxWsS4yWG^ao^NByhPnl7KRa_Ujmi9amsz8gW0`eNR`s3v z$+pOCSR7H)wa3q%q-^$ed1U|mrI>!&4l2bzwj9g{2^%q39}I<)RB|r5(IxW$8+~5H z%4}<{695l78e!{Y`Ihsz2J_)j%xb;@a~`@HSJ?huiJsl2{}FPH-{_wXDM9> zMR;~AGqvl2?an}|#Iw40KvbYU#e1D;Oxj)joXVOD$B1k4BafwD8)oY{6G9rvde)G= zXKb;O{I0WAS*mHPA;o^XMyOEU5G-%YG;1^PbZZ~O^TIR-L5B9%EJkx2!?HHp8ZWjuWw83p6A%3p+0x#)&S5N9+N&oX;xyz6BYCD3G z&OdgzGv9+G??~K%#;Jz7t(X>Cb{zUR7wF!FD6^|0k$dA4YgSrKAAgOIu}<0(BT#xi z-Ab9d$^5;%C^6##d1joA6zTvlMP{Hl@82#5rl(UFYBUIvM-AWiV+NUV98C9%->`xJ zB+Ahjfy8t(7{yuNgJ#wl zs6Hri#WV%W?y#r0{xH}Xp2YDFG}Wj9MO?etFD)wk`2D*3C>&$D=%V{+?bX}0k46k~ zg(B^+vpAv7aG|({gQRfR7kU!jYaOWfjiDQW8mlU}I zP2k47#+#z?xacF(Oe4%K$10Gc^nlKWSAZZ}q8$D6+Aog1w=dy0h@1+fC`SEHGfkbrHr7dO7X` zh3o2{ZZB_2JbhbKI`RA9Eo(qRE?8n-Orm>|Q@AFfQ=^lAlf{&vO5t@C)nqrl(@RPH z2>`d_#YccOMaJA$py5~ud+CZ>^{wa%vbL&zedf4pzN+!LbeC)0m)@K};vsd)O6je| z4+AAkeXc(1Ayt)yP21w33oZSw7*lPFIz}8}UQrWLwt?E%7vl|vqe!ko;}aJ|Aj42c z5DPW;b==0E*Wo_xv!KiP+5%GEq*D^KT!j*CWy~WW5+>g-%zT;D>{mM9a?M!hUk-xI zXP`r;PJb(4so))@{xZ^5h()W~n#UyHyttzL@(QRK^X8*Da-zd8L8W0TEq{FMR(Y%{ zqa?r9p&!n5Q811OC49bw#IH;t4D}bH!TVYn#Vvv6MJ;trsKJpvgvXUlA5dpH_=PX9 z9s73*rjkgS=Jian&4UN)f%Ylub@HB;gF0LC7cZ8HQNuIHQL-GiyqFbD38$!k@tpb4 zYiyeqxV~YDz7cM7<&>r>hue89r~=tFW!n0i`e$kMqq-vp(#UbHe+P5hUD|VT2HRw{BHSx z#j?72SzZ#H?M1~c&IHuRh5tyShXT>fVG`eXQnfNeh_H>quqY{>q{4NQVLITFCdX1| zs>2QE$NLAQ8i2mG^a39?q7{Pc*J!m#!A`uV`=FAPKp{PiG#&4Z#B@;f;T1e0Wxg_U zB^~(-7l@Ke_5{uiuoqgcS_H9|ww!a4F67V3}n>%R90Dd!598 z6WlE|hm^VIIvnkA*D4Br+5yza{Ik)(v|LIBQYH#(kUev`8B`_-*$=! z28jBd>X!`Hsc;6A!vB8azuuC~5+h%Qol9>0B*#BD>BdVTio2bEu}=iw)XHk;T^6Sh zZV?lr$|X>u&StLu{(^1>=Q{a?od^|mdZpnHqbmJ&%=yWZbZ82lMs<(;qY+eENGONd z<07myZm0v#FwGNL?6frrzhw91Mc4^4fBvuM?c7PJ1_gy}@?wR?)Vff0PFC%_kluGI=0|ZHRnlxV`=zuneUs5|ML7MJJ zZA?=Rzf)+|c1s)g8cU>sw^j#cz5LI&$tX77LM4QaK-Z3>kaq6A{8XFHAtd;Zstrec32eeMH&*|P1CC~}qOTeMz!xsWfd7?t&?-c65 zeXXB(Tun^#10b+d|Mojp5L<|qh50Xokoe4EfHvoTZ6QGEtzak2=rjVmPEnyT$h11O z+as7+t@I)h#^Z4|oroUI1}yn#wvYvLZ*O=#T>i13HIL%^yIE5S=)028e~QjEXpD14 zs3g#sq!i2NPXac*>WxVE5lNoF@agS%#```9N-G=sf|#%W?~kYtUOr%$M!1%-=?!u1 zTId}37o#PkE_hY3I)9UJZy$3csQ&#C}Vs5#EI5w(a_OY(W^vdFp@aDS$()53ZnDa23_7)(x^N7~oWG=yOAEF!wfI@bRsFQq zDNOsa()M9s&wv5ZVU#zOwuNNtEeSKRT-^~GNt;CdatzmvG|BbGurJ2Ok@u zU`ZfRm}^-J5D=Ow_ylqs=0+8(P$kwZUj!vx^F{ld;o9O-6kmtr;<0bAn+33i3_P#5gqPtzU;vh3SBbC( z3%{X6vv7@b6gZvU$)c5_(FoM&L8bjVcC>srW-`|1I1x+8qdDNg8_~^)*o^? zR88YiqN$K|P-aJnpeU{Dgp|+g3bmStVA}*Ql2bkg#01p#-8Jv>IP1gcGu*s8(W+ah z?_ce*$om$f_Erk_7LK?r(G85#vG}A1Ho$rri%c%&zqsn_&{ab2^pVsI7nNWoi5}2t zgmVuNUI|M~@^AxfZh^T_^05Jb&-d@~F}TS;KqbPJYGC{%03O#2SbNKH=Pm(&OkC%R`BTT0+=GP>1u6`U4Y`s4boc6-7d1e7K?TKw zZT-*kJeiOCo8vSCv3#iwey4GfJd?vCa6)Gg{>C%ET`0FR7d>2%zTfYCB|(5uFu@GFYAYe zriUjdO?Tbw|A|KJO0xt!SOQ?QqMsj&Zk$F`yU5KbN2d;-4gJUZofZ9K(y<;jfzA&1 zW$$a(rzv0ZIu45Kqw8vAKYXx@8L6FqT$GJ+t^2RPTWL#=)%12Jp~>w>=D#40{#wtJ>Zz=xt zuZ70=EMHRbrupCLZr;9^!&=&R>t*krDs<4P&u{b7-Bvu=Pn}fsV@WU0>ytscQ+}Vi z%1!p_VXj!)tQO_0tn%$QE@pxE2S&h6`6cZ%7=3KZoB~P_BTJ@V>mi)xxx%9#uQzeH zloe$TdID{59aHsk4}Bpt{iE#&F(gfiepYuI&g*G=Gqi*clDv>5!W$xBY7=<{_TD_PTd}AE&uf_&lo`0=ICns_Y+7r4|G~=$rCjZc$AH3)J zEb3O3&Rs(-CH~;gPIwU(kuEaNJ9R+^HB9vu8x)1u2+X@50b!tc6@x>LgZnixavNs#rC>IF3&%+D6Ji%Luhn_n$KO#bHapVmh>BrOTJ z>h`xN*~4U=wJ-rO4NPDVA^TBLW1!1q^lgBm45;||3Ws?qeJ2KsTMdyVc&09_5_(#! zVsZr#AA#e6Ab?)4|Lsi63p8P)-6)d0WzAKHOg~M?V;yV`(Xv8y0ku?|+DmG@K ziF;7|i}bYA<>*<08wwGZanz?>;ExFhubacy?*39ECN<+Jh31p|?z_G)b(MQq{Xn^) z6b>bawq+m0hL#a|%;AzCi{D>o7bA^c-};;rSb5<=IeJ@JWRqzFm1}#^oYEYcuJGBa zfcj8~`%B0b;oC*n^g2yl3>s0?UtEyRziN>lz0h`odHDVB2nV5qTdGn(t9y)Vc3=q- z$FDMJ5=6h;*OEb~vhFg{!$Us7o#+gC5;ZGfifyGBoKem@wW82?o0P2!j3$C#Y6gL* z=L-gCbwKtX&Ics8S(Z|dW&x}`VVo4AhTr91vMH*`U+j`+GgZ!k4layOeY*5{;dP4C zDo{JcDqbOXQXT7+?7Y}2_S01&WQh}RX?pGwjyhCHa+xe;A@NjJ>DzDPu>1%3|I>~ zwKO<4j6#s`yUOahf9U-Che_e@=qvteX{oZ_VV2(&C11hTm&sh>_-|M-OI_Lsi9v944 z4~tKIbU*&HDY7wSpSr7JhqZRPK@^f*juzjcLlEZbr*qCwb&bW=zxw^(*Lh!eFC%Q5 z@be;hZ+s|TyVcwFx$uKyBaO0i{g{UW6E?mF7XKrTrQyjne8jHqrry6_ue={Z`3I^a znB@$U%SC^={wMy}ld6QgI1+W_$AC_uxcZVXs>2xtD)N!DQ@hZ77PB6_`Kl|3Q2sHF zi3}c%|G(K@O7;jCkQTy1=)37w%j!d?kfd6I78(k?4_J{KNbz!)h0uM4ul*&h;k_M} zaG#mK?KEe`8T2pH3cq{<(PXo0zYh1{6TBcbSA$C~2r(ydWeop&hYEno3@57TfnhS! zAf%m7E(wQkk_*ivy2Sr`&XeWOouhfiVpxY`_RGxw%$WYYAgoFCKTM6l%u7U4%5S>2 zT8@>0BSE?wq~1c3QaUIq%o<(N6!TxAX&IezT4Oiss`SBfstxj212yi6YEX}3=`y++^2HXP3H(3=d>vZV3{8T;7s9U>QUM~ zzZ&F!DGXaen-*=tyiOp_f)%-pzJikcC{1U3m=ZnPu2jlVF_rlJCi_%&$TPotN{asl z!W8)qET{CgTV}%V$?5w@)A^nzV%u!qWP@3nb|$FicoX)~`)fb+Rsva@ae-f`#f3_s ze~!7d{tG6W*fL(FPn#ug~|PKv-p(`1peCJsgF9k;ZX`Pyv(;wVfxp#l9B)xMjA0^d@~HHS?B2$J<-v@;|MS zf}F1H?aO8-f5OJ6zt_G7viT_TpQs)B4VnF`13)x|G4Ss}*5OYJ8VRtQ4ctz->Uu)d z*i=i1kH$-fO4|InbwrmIwu)JmG5=s%(IjfTgIJ#X#0a+2V`PUuZUmFwS%mtjrXV}J zyVDpv_WiRXy>q0b=1`bCXcMpZ$G~6^jNrozq<`->t^zbh8W8%Gr6UtcLZ2L*^=MP) z$(;mx(t}mh1=Gb6M^R?pwEpK}Q$Iykijpyxk(bb95oA9ct-WuSN$ylRe(rM$HavtB zI1A&^VsY(9LCp8=hg^8|{+ZN|Vw0DULonTaui1(LaDoFSsrxS<@rCZh=fFLiI@#`P z50*Q5aGLZ~%2(fs|G}ZBjETY1kJWZ9`fSfH;ZCz_K5##0k9Go#!hntvIZ1#wk>z|ya7~v z{^>*4|)usr(Om7`vZprIyU> z9BOI)?49{le=89F|BmySwhH?OE?n%%X9IE$#nzXXn@GgR(adfm{&G1W7o!2$pd94v zD5$l7h+@>VscsbaNEK4ZjvqZwz4z2orc{Kq0F58?6_;%-Z9D!UweeM`QDqWj^Ec+< zo4L{(gDDHFre#^*n4KX2yzRmtixV_$n}Di)zwaim+W>WPo#N2f>3v`jBnjBWA5_{X8UEO z_O>nDmpNXV2Zu?qFYD5(+9hs7`yjF6wyCad$Kt!&qQ_nYqG!Tl$A3^y!smnoqe)l`(NjSGP2+`|NecZA0OfB^9+$UbeT$U$gQ*))&H2oTCGmh`nvTPtG=|1 zOr$2uWoXi1wzqw)n}M5le3)cW4bz@_?Dy8sRRGb8EjAtOV}4uJPS-ZNb((z@)S?UG zhKpI1#LSIshig7`W>-9H*IgH`dSZsNQM{s>!9?`Kj&IL%hGkZXv-1xLSvC7p=G-F& z#{c8y*7i8phNS}0xP(AA$<6rbfU?9=`twadV@CzM!_|q-FC5cXLoiCw`M7LIg7DFR z&P&Um9Z|7WRjUqtjs2q8ccpISMAV;RlvN&ZuK!7TqXL-V`A{|D{H{3 z%)mRHx9;%+&ZiD_x_uPEksvEMdH+$orRut^pXAQOD>bh!!aP4PpyV+3Ge~=vY;jg8%g33aa;vi+iueiu3nN*7hR(ll|(8C?;Sx<~!%)~Uu4x>tcMv2@DOhOY5jK1=oJ1}8BAs2TCe&{D`vom_WE*c zWTf*|KHG^ey#B{8s_R#eRRj1aguuS?t1{al*T+8r_+4)1SM_w^um&ZVx1ttRw6$VF zrZgq`H?#{&8ivCCu}^>xM=z0&6sLi5rtjuZ-IMO?#BH8>a3B+izWPt;3#ip?s%)4k+g42+|C1CUji=Ck<)2oVQ)T*pJI~+tAV>MK6!DzO@|L{l7jLk z3<@_co9zZo-+0i5W2QQU)xXo$=&FtDB+!rZFOyRoBxuA0qIY))!Eg~_@t8vWatUVf zYV@fx`QjK!@`Gp4^Cfc=!UK5(gTR z$zs~v2J}2h^*LQnz>{oawR70$5`Kwxna6tS2mk;p69xiz|Kiquv?AaB^qbHGe*-%K z%nBGcux*~nAT^k}Yyex*bGVXSN^!yhU*#7ama@QmoQ1u3!o7C;?-HXE?u{rm`2;p| zto{u|g}B6Z-n;2hjLS)>aS-GnJ?XzpMW&AHfc@zremAHsSw{rEGxV&sjMVW1%e}hT z=3`{xwT5>mVNdBHH8}$|+`g`h5^BU@j}+RGCy9xST$^gTMukpWV(flX1qcFr0GP;j z@_mn1eaq=Te^yHHs|^(X)yLgFT4M$B7{wY*hg1ji=J%m?xcs%LY+%YWf3l$@P*chT zCi&zgtFJo)>C{E@wWZJoXG`T5g(x5^c9^ffr*=lph)qXrYSjG{cS?FS$n58IAe-V< zTK_p>T9*6uc*wtenY;%Z(m{j~TU?nOEn`ybVPPIg!z-lEGPN=}-Pk?uN`zmcL4NJ# z11zUt$-8mKl&xou8@;oc`TOlr4OS!WLCl=u=Q`y5u{fx{s|#%Fj%Klla|(RQ6@5c3 z;P5VfB6;q$)k6I6nwz7q(T7RVq8+_Y)ZZO)F0dt4l|UMMobrpcnd$uXCQd8#{`Q~E z+bMmCiTl>FOnqa0ZabdJ5sSClXc`4INrD~gCYVdgKW66WYV{r#Y&3ghxgaKRv@E$k zYc}^X;=@{{G-iK6p83&M#0430K7> zE_WIjX{uQ(bnToRS+ngHV=A_Xg$$b0QiuADZU$=o_e#^^*+z?N4{H3Cb6C%>hvae+ z38xgy8eav)%CJUm6bz70t+o6S;e5Cl_idnN`j$hTX-4h0Dx!m<1?2HZhDi^xuy4-I ztIT#q#a^xz9il~=GRGrRCsD)C6s^9SXtUtSZD zW;3SsKFLWBuU@?)k?=~((zQscV#SphgfqR)yq}UDtehjXdi2b-e4px?a~T2JUM|&6 zDAtx~(t#g^(|l{{NZ2^9*7S-O)RqxlLjecP$|}j9x3(_9$Y{L6>HiWJtCOKeEy^(1 z6V1F<^yGt4Y_!|gXe9%qM?%?81mQal`0CUoeFF28Gi%!{ zomol+0`?ad(X@S43C$BfN%@K%xg2^ic%mZeY~b-csu?^9%X{OU)=xM^84kJmTO}_xw&-jZJaPjYS8T+9ZRTK2;agJ#FiGoji!` zA$GQP($rz*h`2FJkjU$}3P`#(H#65U_}zP(T0|o&r6|L&iYrQrk{)k7k;ANeff$%w znyY2_>94@uy#of?olbhiG0{#Pu`etNA#SMsT6s!jX7d@pzoewOg8!o+D*W7*SSTv# z6WvtxXPWMMDOGc?L+nkX_y;Ugi2+xrTQ|Ec_HFGN?U?XnU0VllOl{E$XdquW6YqF$VIEeUNoN<0G7pFkf z*OfLenm$_k*JAfmu}R&2tfaIRmUFI%_(l*;4jJ3>C8))T?=hKS2D>Pxn1Xm``<3yJ zzn3E3M$O$G>9{K&F3Lc1YO4A0$8O8=O3;0uab^kMob2nb@i)yjdasStxICXFb<^8G zi8_d2m+Hwv_Xy&D&JKWiB>$3 z)kycXsjo08Wxa9HCgRy+_pnCt)?YbEE?&NElGWaJwAJwF>qC$}Rv;MQt`;#&pBfu4 zE&b*^rJv?mSjr+V#E&D)g?4c594?VH`Q!A_+UeZV?!SGEWJHf+IUBR*Q_m*LL zmhGq)WARy~(jPS#$ksNkCr75L(t_5l1g#98QC* z*K(}yr`MLz@)hCvX$_h-^F0zxD(J<=5VHu_m1ZxZDzwR3pXS)&D=N%Abo3cgeRY1Z z$KcUblGmlH57d!@$2(k64@K66>A&54zs^a}FVY_~>3$&Q!D@}q=$g^FhH^Mrt}pIB zals*s3ZjG)qWH9!yK%ws8)|bvGP6j!A?p)WrI_L4-7v#X3)h-Brg#a{pOB`5mOW+< zy~gQRfVi7@qJ*A^wtG+A16???DEA)F$W=O5$ZbIDncRG-di`Fuv4@*Q3U ze`uc{>VUJr~rXZAZ2-&f*nNiS>p zT}k=6GOE%?NW9b1K5>1bc2v(=s$~q;$Fi#nX>u~+mj8)T|2CXGBnH-M-!Fv%l>&1z z@GPS$oFeyrXzcx#95E2L&8^_UzJT421Zz<{SEh&0THneo9++KtSkT*A{;~A2vqOe% zLG_BHVMNgJ29dVkUX8hB$rBbfQ90D_sreAytc=1hCHB4U_?p{$ZGZ3StP*azU#ac;rbSlzKvn9aXJAc0ZK4b>C124=5-|+kZs$mXknmdlKyZ|rL zevErX;;7OnsR}bG_JJ4CUzBcGGeZ=NN!7b`CI()mYM1f3~NMjZ^Jzddz7CNM9YtF@nJ*$AkB!Vu%RJ)7qJ7`AO;Nwr_W} z`F&~K$rI<2g~(nOzZ+k8G2_Dd8VSQ2PhAVCnxSxv?`<0m^YT1Mls*T4B2&kPc|sa9 zRpc}AuW+<6KV+u<|NG&QJ7K!%heePR&vN`#{~|b8#P`Ibth~I3IUd3TyV6Vez|_`! z*U#E#BGBxc1!-lK55po3;}ZG#`Q6M(|9!|tkI+mWJ;Qv zq|$D`h1@;hv2+sx+0eId-*M-NnwcFzWxYihoD-iN&Z6Bparr z=%S*c&L`5+(qS)OIxfk4G$fHq9n@%dyINdK>NnzL6!3rhWuH+UUVBGJvVOBBRZB}w zQd03fwRZzH4pM^uJ<|7LO8MD-M^n?Z&Of!a*SvjvdMIB1_ujVf-ZyR#^!E1to~Y52 z(Y#DDbYa{GNOJ;-yQo)6>`6Bbg0AR@m3q_Z)+0$M`fR zNl~Z>af?H+0Qa1jl*I7*_3PZ+TsB_bFd)L4Sy))C_rpgB*bQH(+@@|FzmA!27^=bI z|Kf!L!A%4c%h^Yn|L2GE|KENP2>-uN{ST5Fr)eypzcZAUmMW>JY(aZH@%#6CA5Xvo ziCscsWKPT5yY@Usy>E4OHHa88F?EB85>ewomg@PdkEy4pr_a#~p#j01EIG4U?!Gap zvPuV^`Mdv%tP!8pyWi%S?Iy^B_$keymM2Ie#eY7 zG&GM7PyZe>+7BK@eXF337`n{ElXv|${Cn*#BQM6b_V)X`pHH9)iOMZ1dS~62M)LKI zpvmJL!-U5xr<;RXa>CvRPM*6ftDl_yEaHDl9Clq@;ww+Y=EJ8+~Rd zdUJvQ>$i7mag%jke7}75Q=NB~ZqGyMKnIV6A^V=LZjy8b;}*!baFfZMl)&_4KD4yt z0paf3o_oLZnB;toZ&NFWhKAl2bDS)ko1f3~3kwVDX54W-Iz8TqD=87;6c-=PW|^O# zzxCij#cpA|5;}Fvbx!!^6S@IF`n=_9@sV70neWgd15Ms zU&GIfFr-*7i#d$vzIgG1J4+?vPSn-+J%)prp}TwMPOS8LmEs`?oWxRH(&YZ-cUDKq z$XEb9W;Ge>!5odRjsDn-6?yN5N=uJ;!ZNRcgxpuK`O+|#^E<6IoE#l1$<6J^c7VzJ zdRI#Z$d6L@cmxD=sFiPD5fO-qdGG$@bt$HwR7;o_N0hAtju*) zm-EV%GERj$2aO3<3^<)TO766((-v?TIoAL?9F|F6pA4~a9%?XpUFBtEv6#_?=@Gaa zs;e1<7Pw(($Y5z{+0xRI+iq-P0t1T=BWV@>yKU*Ily0%{O?~|YPxY*U^Z^@g9-iru zQVY0%eRf-W+{W!VS!&TvaPFL41^?BnaZ5`!g+-U;+>QZeGCkKBLrqOxaWCZ4cNj44 z%a<<+3sa!;^LaJXuHF3PFwxCqu+1#%P0z^4Sbwsm27AWx&X0S^ALCbd3|+l}06VlN z^6l}*dwP0z4GoEmkM~C@jSGC=Yo^Y?uF?COYDa9ZfB(S)_Lp>*x!Bp8vU}slgJ1ye z+`X$Yihpi+8g}t*>cGFp`vvXc@UUSYK73IAn88`@a6~{?}IrB&F` z(K{$J4=&S7I$yk`nUe0Z*n9EfMRG<)H8@DFU%$?^czkexIIWLM*4EZ`Q*4p&@$)~N z`0R=i{C0PDM_`rb6%|&S}!X|{!)d@hYn>TJuf#wQ34^QWK zhM19t28n@z0W}?+$fIu;G3(94LxPG+eG1}xCj4h$5693l*t zW@lfFzkEOP%^NxhXBR|72D>T51pp#cr28@|iVQqMFd~QGzD0KJ>|}ds_eg9g=-s<_ zC(xKO|2cNE6*bS zT)w2L+D;p_Z{-70{MSG&jH}@-Mgam&(#L%i7!J9nogM!#-(vwXnVo1!g}MhC9}SE? zYpSWKC0?;4f;DIXhr#2Gw1x&b*!dC?5|9C4%j@gYt41o<4#`ouc-b_tNQFpjtmaFREAPD(QMCGOal~GXv zfr#I~?J(gwz0h|HKj;CyyZgTGP^1dx#j7>9x3)0*w&7$81BiMg#Iy*i@mzjp2^{qF z^fw$F9Mpn6Cn^k!l1|PKoz=W6s$i#o{l2P70-_^h?9Z_=c!1m5+R@4;Z}e*94vvq- zM`a@;BVl_@EiSeLJA&b&e^Dt(k1`aXC@Coe%FD|;WsNvFIhiD#U*zU;i>SEG!m-_5 z`)nKY7(k;IT`r4?in4|inro3&>L~#P#m`TdzkPW%nE*=;)(GS82#_Uc7^w4dhb=ME z;3xO-7n}Uq*|A%8a=i8UF>hL08XVUNO!t9V{2ZSQvbWt4Xj$^`@@9JN zuM03QXh8lm`o-1I*ti=`SRRNCn0{|xU)1&Ic!|=r zt8Ozbgdn`whfQ{^5l&7XZf-U?xwj`L-h!sJ9aBxu524X<0EG1GZf;^@mG-m1oOu8n zR6<%hS^C6^@Z7mo2T6tO-<`WZ zij3OfOL~}(T&11oZe%4(%K;G@1pI>l@AVw>;IChQ$-WsA5+0rn_Z6#B@e^1sW>zO_a1WC|@#>PgmfgrPl0)u<^zE81Qnk_Ze0g?^F5U+9HSb*cS(75_F zyv6IAF=|Iv;I@_g$+_r7H>yG?=8{%UPEHU6MP6QBxImcqBwgiF6fSDrTN{Ji283AZr{TZC zJYLXgJ%At>rjqq98oZTbb#!!W3qRldf{?14`p@p*gB z0HojdxNHzlSt$B6IRl8m=CQG42x(g*7Ey_kTdQy0zWq>qQgm5VG*+iT7X#A`B4dp# zDiYZLJlPJ{Gfz*kpH@YOQgG3-gxQ9SK*V!r32(l}ZS4XZ8`^dC$E%c- zZW!pi!ooR_Y%>Qfxgv9ib;$kuAn+ShJ9A<%s;#Yo@bnm;+1->M<3TEihlfan=^JEw zvCn$>+q+swyHe!*(i$7(cb6|M{75-&hC3+c+T?e3{ELu)zzpV@t1cC8q!s{;s6Ci@ ziL|t}Rpu+dSjf4(5;gYU6-i9%zbY5|=>NwH(SO&d|CbNjkHR5%%gIUTz1G{)W;qB} z25`-pB0FPZe^F%s*LwER3g5p+f1nRZ#mdU+5)AbXTE#S6{uefb*REaL+}sp$r-#17 z?QDE)f(HY#hjUaxq|CQ$Y`Ec2wt%<({^JK$5c}}Kfk&m?PldD7zo8)^W{?78zk8SW zp~0D;s-z?u!Uvcovwr#V#RJrO4q$t0$O5Y~26J_k^*JJEVbO#G@pykjToQt0!q0MR zDrRPld-te`Y5CLT`h{@!i3T{S@Z;~?VDH=mmpy~ePkG?aVWt3KlJSf!EaZnoHz+xo z5raL3W8EB$heeYvICl9*^kx#E zH8nMPC|n3ECZiT^`lwL&I-k#n@D&5`}q1Y zNEPiKjphb|u~zcnmA^Z&*ySvWgBhq>6M_uQ_70%thGgS@^`6e<@AEfF{neM<&N69; z==P3|xRjKg-AL#ROKdkSIXQW3rf>fu6n+Pj$vhgcP0P#6D=8^q+S@mdtZ6kJ6sE`T z4^-N%YNx6pq%T=mjIZFzBR>=ryt!e}0-~N%-|R#+boextSFe^{zHExGBUIw7to_c; zfm`?Ro&oJrH*vkslaP=QJfj}I&}j3SBROkJL%6U%xLYh11LJkrR(bE|Q<&}wsQRz1 zW7=um7^+@nsgz2C?uiMxS4~rsL-7l?X{#ULOj2QQsTEnyFTg`5w(*v_*7!J-)(@`9 z8_v#sN~KJ(2#621yf``<3YSNG{yeu~M0$NjtJN^KQ5xF?RfA=HPZwm(e?tFpUh^Q7 zT}q|zgP?Zm`u0GOU3o^&BlbX*Oy)!z92|teH+p>w7{!)?n{Z#eqP)Bm5yio$V`8w~ z+z_RQm`+Y*r#sGljol2;;vUo=6K7^N)Ya7~7FYCox_Ukf85)orUPLeOn%ys59j_?B zpC03Ksq7;ZMbSj5slaU}$gMR&wSvNs^Zd=}f0v*(+FLj{AvAnD*dC^YlB4F@t34&*VeFtLNKL#7YhDU-p zi|2NY5{2^lffx@!PK|f&RAGIFF_+5)p7jD_WVQ0tskb7V`2iGsUdp9)i!mC0e2xbmyX_r&;a|AP BOojje diff --git a/codes/DoubleDQN/results/20210317-010120/ma_rewards_train.npy b/codes/DoubleDQN/results/20210317-010120/ma_rewards_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..a4e7516758203d95aef99ac8f93ac607418e2f71 GIT binary patch literal 2128 zcmbW1`8yPf0)~quX*rT5sVrse`#NL!tVPB)V=QAZV~~!J5V91KN-H5HTM?DVT9zrK z^pr}-QdE{B%b?=4Dnsv@|rs8$_mO-u~Ppx8`u1g19S zV&^?G#+zF?O$+6Qa0(|xTjY}PO7bz$Wh)VhTBWDnUeL$Fi^{OBN{TBL9#%)%na`DMUv(G~ z6vM|Q)iB8k4Oo}0imnKWt2yUX;MyUUbPq1kb6$JQ2&eofwn^N{@-$t$!S%ytdK)) zljdiaKsj6<^e!8JLBM#%;{eBO0y_AwSXv(?poh}_qq&lREx!CsLsA4Z6|eVR;Z;DI zx`Av~qCAo!tM(Y0%j1*NOoC(&0qHh{W>p|y>XPy|V!a$1s!e;>ZXv*oL+#g=Q-R}5 zB}=121EL}Po2)oGD63d+9I8OX!@$6fuTP9o`@7J>jsrBlYBdsWF~^{!U(z$y0kBWb zn~SB|z`aS~@sQ0yJZkN0VYiUcS2XJHhZ1D>3Q^F*nBPMja6;I7kB8ZT6zDW2 zZ*(P5AbS5xFpoV2gA$@`JNYU2{Z|_A^+gI|t8YyhE>U3=d{;k*-x-dXnYJITXvhdk z`K(yv466DNbB;tq{5=~%dW;KZwOV9Pm$<Vbs{s@F$%4_sb< zUB>e~9pk5IPC-U=oQ@n5E#E~)TUh$-L>{88fl!|Y(;^{ z$*AN_UK9v7by=RjMuCvG;A}=K1ra@kMby_+bZl06IjZM^!p8o!38QYXT8w<#%ydJe zRhPl9UOKkP8IP%M^~4OrY-jg+Z*b0}WTj4dLos?g?O+2Fvq!f1Gs0PDQd2bNZ(?Fe z@qDe=oU7l!?uGUH7bpn7C7N)IT+og);G~g-ntU-l^sPO$ugW!@W|a33V14 z{Jui}3kw5Jb@+G0_#ll{US}=92KPL7j-JBC^lyrM-4Yv|%!9X!n7(Ks9aph_;)~_+ zB(u9hekkuK-B97-2Pc}=jDDUUVzbi))_n5A#`B$|Dq(-n%0uj>`+QM-OPrZhz()7Q z4uA2#i!*T(4l3jR&X@j4IO~qNWOT#rtWF|EwMiB(3p2o5AkKX+=NzL z9OI44GkdLr@%G*Y(r#VUzNcSl*Ve_I(A@TVmJZa$!m0hP2Cztcm-Vxq1ecNqj#m&7 zhr|aIXg(x(#@yfM??yt3z<7R1A`!oWCM_yg`#bDoa8$~Kh#i|HuJcamxJ>PEr4b8Y&lcfFdDk)wxx`(0(kFg;kRj5>KtZJ&RCyzf^;1b6{I^4h;%86s5C05G}7HDQlf-3NGJ`` zb?5f`KKHplzJI`d9*g5Sd+)W@Tyu^&##krvx~}FKQWjDKLC$DhRl9*8xL5?inIa~H zS0wt!e!*Wd?&?PFH=XXfds(~MB0ARY&JIrQ4)<-iJZ)Xw?mIb(3yBL|7T~()?(Xa+ zD=hr*|9yjyldGLD)vd49a1j#ctHy2!LTQcu#>rL6xsTu=h?bhlE$@`&RIe0T+mj9@ z@x(iRw!v?Crb41FQzeRB&3A3o z{^?7fz##3r^DmRMOGeB+w*ne04u9Se+xjY=s5PJHM9+jF$5)|(Uux}Ko`3O)L%85q z#Li=UuK&Fnrh=P*zC_I3!i94ceIx!8>jZ@N-y1tct|B!5K7NOZ7a{rgSut`N?EkLF zOh}^qzsr$7`u{KY|Czf8a;w?)SSDF_zPr6?JJOL=RJ2u>}Hosd*f<)x}_##v=Yyk z`C2BP*C}C}XFmGejWRq|Mtw>3(NN9 zk>n=HGXn@DA%+9>vN*Zpt0R_`KV({;NeR6(b19QtNVx7O-%ksxAVkFZ(W~m5xx7BDaC8T zXK#DR5(inU+vNzOV2_&XdSP0AxHlUw3IQNsUQLJfEKQa5xU@4F6trBoJAqzP)M-M# zOHwtQqHQ)_Dek7O3;~ZuOe6f80x_y|J}Xo?g&V^vMbQ#Y+3`jzaeWvQuVP?;8C@Bz zz)u`{VC2GjVR_=(dHD z(2Dr}y{G+Bj6mG3r?oFrb(X_PRTXcwdP#`Qdn%Yo;sKqm!uBnH2=oHCexK#y4uRPT z|E+FmxS#Vvs+Y~zWKrq)WQ_BK&%*Sxo4PK`Yb9MmEhHCGtmG{}-J|Z2T@r|4lc7OJ zq$4#R`r*TeN;g96?qm>WPKqn3Mm$F>9)&al&!YbDVZNx+c%3f{`pqwmGmo!SZhqm{ zzj^Z!rQ%+rQGLLn=a_4kpftp9!r=W6%^p36VG%Pz2BGSJ8{idEZ>_Uc(oW%6>_?oqPR@fEE681@R zWw3#*kM=eyPfrfb$6N9HnIYfa!AIvBhR1H^-mmUG{g~0YOR&PKEsDMpW~q^>WjdTQ zZfwl#YpUE($#}!*vD0$>;p(tkuL3niIJ$yUiF%4n&o16vhak(Ytz~1h@Xl1lSKR)7 zQ~G3Y7TsJkx!G~eCAMA8u*0(|E1AUaer=pQJ@JZRmt%-mI;nISh*jf8XMBC!YjS$f z)Tu3CcRbv-D@kTdTTkiu@@nNQ1sW833fpu&@>|;Shs&jvvvG3%>G2;vTsoROJ?2aj zFbZ4)W^t>x~Yj6Y7tK`OT?b6Ojw)K^#Fxvz(${t7fpY zEn*XS#-&BO6MnOwFQk7O(=Kc{@r6{T=>6w?j`NsH$8^;~S_{N8y_aKTdDU`B*Lo8X z=hPSe!qymO@jgfwM4bL2tI1JWQ)nPUpoT{a*E8uU?(-6!VF~RLZeWXM5ZnxyKy*4E zj+79ft5{I8Dx2ax6KPa(hh#9{)GqJl?c3qP^?SG%(!9A5ouhQW)vC^(p7s_>r5NV!PpZ9aD`?J)O#cWB@9Qyb701@O=nfb3T6aVf-GYYql zRk?|J{JAv-3t&|4zbE}C z#3bp!q2g(}a)#7%#lT<;a^c0^NG@4A4Jz{#XX&p!N~ivkFzsEN5Fx<^w{8_d z0ugU#s`>ry^)LjPW9>v=UnA`CrnJC=`|V5^r`ip|kGZ*4N=NIDisL?fSpF*Bdk1z^ zRB>KbR!FK_k4#d)@mBij9k|}vn{;hP@AybZVIGFry~diDFw6NB6E^hp^vkg3l7sIH z3+)b9YlP+g_Ng*sVqi-YQ}bvPLDDj558CRMGFDe7Fs=8mT9O$qvc^MiyH>kJfr%*& z=kSeKfkf#5^)zYAeb_p@n7^?0sc8G~x3||uI8WAz$^(ymyNnnu{YB;e`&;N`UyEYGZ1*8^4!1E{I>_9PS3JmFdsx3e&uXZz-=ui7t~%?Xu0ITQ1m694 zsaU*y`1E8~3H{F#C<7+thsSF{z36&%n7MNV{MGNOlp1%ZMV}GMt7wvhq+|(%LvaUZ z(3sH$jCRB-qkxZWKNRawlm4WP94S}Vr!&R z-(cH%_u5gc;5NLvlvg?oWk_(r;rF+<=nB;xZFa>yyiwQAJW$Z~+Ohic*7nE3`d8>= z#)!6~DWu0o z*SyuM6px9MAsj7#*aGvraj;Z4JD{gTkYPN5Orgl(V0&o;Ucf;V_kYoA zool|Rkb9R&kz}PHMYwV}I$xu63k$P-s+1CGK>(NT-M`-iYa1ieS>jMRhL&o}g*y|q zK2RkU`bzEeFy#7lE`2IQ(=Zy*xal9aE!EQ%1ByIXO#Dyw7rfzjvG4YS*%Tl4!k)$c zY{A~HuCD&?-|4&@H_BhaT|=5O+8*#kamUHbCs$&GVDB|q_07DZQ>TVpB@4+vs&e$_ zMIoVb-hyBA^E2x$lpTj_4Nd~D<-CN>YbRsV6#TNPs+g5d_IM~1_pC(PW46W%EtSYQ zMXI5h&NwL^(s97S-=+`(vZt@SxS23i_&7+BRTC~+bKpOU^W2(AE?9NM zu^ZL-dfdRoGmE#o_5h}&{JS(nNyaGTp7*-Ie(cN%(=j)3$T{st3wfnI&6O^*A`gFF zMsvlS54D=6vKE(`#yX^}nF+tOHi*b4FJ6R0z@C+oV#IphM6i&07!~|>TG3Pl*#_zk zBUD!@M>7ctiQ!@l5egB80+xr1@zmAT5v!Q|fp6bJYF4Ys0J93+G1i!@4-kc#kB^Ik zIfZS$IGFz$V;1<5V?C%}ow2IN`fz8ZzDH9>=L{s@1s{R#?(WXdpPL|UN93gWlEO{+ z`1xBPke?(bJ~}w??K;?*{qeb{r(B*f942lAB*{kTo2X6ow8&F(i%e%jPaUG98c@(0j z*msei->sG?KNHrdtgNiP%)-<(I`H_QYL&4s?(>OaTgwVlwZ~Feb+v5Arn~v9qr+%< zw{-hNogZGG4f8B)bwZ4}Ts8k*D6MYeO2uT{LYkk@TotvNpDJ#`;%1&@0|%PnDU^LRk{n$f_Ye@p4Gh(|Cb1QWy7wLN`>6q`FK$926ebRDsa(v8 z?rR7Nnr(j@tu(>yF%x;gW@#`Vu)qZ_t*0)uME{yHh#iPo)}0AIr`a`hJpgJEX+4!+ zDDvL0Sq40(Q4*N6Fo8mSyNql3XSNcFk*#cSaLT1J8|Zeajkc8 zo6SCiu?+-O+<~w1L4k`LiWRf^`2yi4cztll}unYw$d6Xk!A2lCxsM zm%pU6)CCZ58#@5Y-gd>q!mrokM#Ufg8#f;J>h z_51Ji`Mg>qsL|#VP0DP(iV2GBBET)C1aatG|o=mC%m5bW03nST+QD?~Z#FKlpKJ%wx#BUDj=(rww{LQL9Ge zYnsC7(~;K^w0iQ?&{E^7>AP3@!mv%yP6O>OoS~j5>(kY)HxqH@%;%@)(2YcH z{|lXc2$iWZx864T+h)O#tB;l}Pn!WQxS-gSPMwaP-Wmqsy+8K?eNOms8c2^T*RDnL z@G2V^{Cm7#Pp@5vL=X6$3P5C%n2cI6P$Wz5b~i)M7(vA0 zjcjjkFAn5T{%a|MPWD|EoB_)6z*dF2uE9&A0(slz_uCgXb6=kCLB~a;u8*b#XjNv@ z{8pRNPmk;%tW#ha_=JSoUrE@<6rp-K-~wIG9mq!1C~&q2*fv1liMB^Q(zE0MFxZXC9?(O;FYi9Q z%8IstpY9K!{Kb_dTQ<*OYZB7{t*4>rPJxosfyVdz{9ST(SvoXwV9($nm2*j^TwP+T z4X1(d)NF2FMbQ}Yf3c5tAAlEOxgNT#;5D{J(r%zbgox@exNZIzGGg7%Pcmq+Y{qPc zZ(I1B`|{<>I>61TSg8qR7Z=eu#e;ihZru`TE-yCrAnnCLm%D~wmASCrzTH5ZRA{Km zS|53$(*m0o9XZ+{MQCKBcTV%))ItZ)?u*tmbFcBoD224Yzc0P=X`rZA@lg7|W0b5~ z9Iugbteht7EQwL2RG_OE_k3-4gt0H!=v6vpOAk7cLAt-(HZqEUv^l`{`OX5$Cjp}o zVO)B5x<_tJEg(R_cV{_Lyhj>uWMl+wP>UQ!#30BOT!QwwkWOKo%Q*VMq8gCi6 zPXL@-fTo_)3uQX>F_cAFE^2Xxo>S#1uRrXyJ>UX5H?MpmQ4J&C&`#ox=pi>oNNgBq z;FgqV4$3nrBaIPVhMpVU45BVGt#N5Th5q4ufc8^x^~VBTO!D3$Fdy=ob@D*{HvgmO zP|}#0kl^w^@>u2no+A#K(R5z=LDA>qsPuEwOuU^cGPJ+%`Wb}p(x1Wehi8dH7D*Ej z2i02!qOF#Jf!5zfiEz1pBt0Nnl&|1?7*L>^DS#-es!EWO{@2N_O@%*=6ChW9HYy7d zarzH}P2pfc@MW?ou>0ECH%S^_y)Nj>@SJvLfiC&D64vj zpC9E?QBDyN@m{w=NmU?n+0bSSkk>T8XT~(&KNr!&fuIm<8p6IE3UGXXwx-u`G4=1c zD1Mq7Tp0xg6evUjB2!>=8EUXm zt+yx>2L3EA*0zHjqS~9LQ0zS2yd(2ZF5!wW$LeBm1Oxp6)cHqR-@;G(YnO&+8f!>%n%fX&+mX%ieHc{cd*p ztb1S}@del`VY)oXia%f%w5~WqdYnm6rBJzcjqFNhf-U>850pz8iFdmV(E!2nKyVVX=md$tj&*Pl*KpNl> z6j@kUMDF!j0i<|4>@`VZROLzlobhh5j2lDPnNd6hq>3S+&KZck${PjDEIsmwD|x|xFz*FG)=>a^tY5xV&+g6YwfZcW->W*id}*Od;r)H$ z?1Hl)Sl+BpB61IB4cEwdXbck4S+96rb*-HkTre>pfL13f%j}L_&RXS->HJ;>tL}MO zZMJbnRibCU1szN+TW&$>(pgiv$3)gY!c6={g6awbzF*c5S=o&Ac3dson>o~B`qlu5 zm@cbGq@#HCV|rfef|7$|+L}@cWf-Lp9#VT;n7*-*6&v?(XQY(v(IMS*S^Vw2S9+I- zvm#h~SYDTJq@~x8Tb@+5c?Yg59*a~u6)zmbh}Mei-d3}vPrN{(5vVKj{-|jGD$e-LhGPxI$G0sP?uJf^smyYgc&r|<})C!S+gX{!bf;zw5w)9hf zR-h3c0rgBaUbEW>6)JeCpoV34LXQ1#O^F&BfOdeLB6m8k1Ci7g&6xH6J@vI0LT$jp zJ%)nG3;+(o0&g8?-Ki#`HB>{0d%~lMS?EdihSCfzcTn5cmxU~D-iIqv&Zo!X*Fn2d zc@$=K@b_>782_0;(>1l;w7T_g*Mz6SIqNkGEdsc@F4Z6WA^V!Lk9%@3G|rhsaK5+xuWOG1}zp$^qFoMfKEaC>h<&T(I=Gd z_CI?*X#C~-D?~&ed5Ku_Q`Ks&gR)22PU^Rhra~0#105c(yX9W5kL1zoDJG;Xf(Ok==Xi-T$YX3^# zd_0uh_*DYsf82pm_nmJnaB=WU4casnj`sI4sd#u`ezrfnSHiIn_eJB`yic_3b5S)+ zdT^@T5_R|P?doe!)#w=JE7R<`13tC+2nl@s+{t+&pQ?-0gSt`)t&sEIe$CmF!!@Zq zU$hjQahJ3eflikqq z!^0nnH*K#@a*w&rCqGl0(${2vWZiPvehhk#bwHUjZH#u-pjhA{Cu^rY&0n7LumAZd zY<+rsVFrsw(c1iYat4^Nw!#J>6)q}}>ilMF))=gzA#Seqv9$ix*$?$vO<$kdv3{R| z&F9x01fEJ5#7YwH#mold`J%}{BCD~=02~BJ5Riw0W~-MR(TaeBRE&wyPX^c}5&o?8 z;klB@^`*-Xm0%#r^YJeQrzw;<d9{aEiP7|>oLEXJ->uTEDAFN#_s7O4R_;aE zyW9<G`qN-@9eHU};$pmM22K zayupwv-)iy~7 zKA30x2uiEn!QDCuYx4|Tn1Ob_IhHajsQUaM>XVsfme8dZQfvSf4Zw2t%c*H)9D z=jzv3Trkqf@O{m5cP#Y_)AwZOm|Z!Y)05JMSXVZ($N+{IoU&MI|Lw$iA%*=6l{n7u znEOg*!GD81e%JiBd#=*~ifQ`9QjOC2hyv{#YOMWWUK23o(I^jsA{t_7kj6d9tR1Y8EqW^*PKoPY{o;-rVGl0fMdh4CrUk{+$Jh~{U5o1#gi?BYbr^+ zgV!Ag@8N*tM+qS-#o#c}hZZ1B3AnoDizfIU=J#iJa5It50IF}vQYUl%uHTVyyU-$8 z;ZO%?TmpVWfewY;dyxv90e?B6|45bI?EK86=#LNVCmkRvQc4B)h6T32qfZnWQY%!$ zqTe6xex*~}pwV<+t3E4+;l5x|XnQDstNr>-⁡oy1DS{{e{Ec-E_%chlR!^%C~2) z@g^j;DVpFO+f^CU3U*!QV8L^6SXSMto3) z(_}rU!9)UYtx;tdoj2gs`4I$#t}v53o(dGohc?}=ByknA#1RRt<^yJxqmCwQ*KOx? zZ`~pnPf|MmOADMDC{ZN1!AN_2Iu^hq+qD-bAt2$=+S=NJ<^X-(Wl#k}Eb4smkh|Tl zB7w3Zfr=3=ItViZH@MCzN9?~h4F&|xUa7&Q{_G2ZC;OU5JELO1Kt%aisMxVQ;)L7x)Mt6l4_P^u zhn9JxnM^M`FOM9Lh@u(H0x_v_UQA1B+}83NtvsDwT`iqYvWr112U^gJNg|3gsA5|o z-tqmrssG+MnQ%*zSvee6GBhSz4G0DuC_dwDefFg>Qs*^t`FyBkjS+rJ)XNDM_M{$O zvqoORNbSr4Vr845*}|YY%3k>`d=Bp^i|<22nOJquhK1_)NJFm} zLmEE>Nhee*F%E1B$x65&$nkz39JHDLx=<8wC`m_0HwDjb;?z6!a#YR!9Q?XK>HIHpGYS<}IsrKCd>nyR2!-eyELn~ZlAp9W#=}n39ZpS$r@K1@4O?rn z#Dk+kp<}7KX1|%NF24mVHWZ+_u%p9>z|ndT>HJun-6p_t}JLtL5M>TZWKnxFi;*->A68P_vNo64LSEIUs! zbHk*yCfR#Uba@`Oc$(aLExpyuPofrqaT6EB76-JsTh{VYRSZi9#Cc+Pa!$Y6-uJ?J zy><1%=RurbmN{KXopdmhYJ|;uHg0OKt)ohReQ6Y-)NjY!?K{xJby@0ZjtQmR<)xY* z;C@N^@CCk2K$&uO-H;Yu3LOm<0L!cU!#KDW=LT!PTNB>MN^$nnrX~WzQx$;#mrR5n^1|{mxNDq$f<;`1;1?mT330AJ->8s z=FMhz@d_RC4BmZv2~8m@ZrZcx8b%Bq7nMmVeYAbD`sOab^r;qCZCke<%~e-hD+eK~ z`AtVP=)1#ZAyxHh;y~<3@k{c>;6yFl$f5KX z9s0zw?_6h05cB!uTt*SgWZ9L+8QZ)Gm+gWVTeQjpKSvG{0daqaf)|N2r^&y)Zsagh zQk9+a?cBx}98ogH98X5=+m4^_=dj0vIiQ-J$6emA!se*7f4QH8H}LGekK13haka)s z}-CF0rDCcU7a1%5LaQ~&=saS-{_qXFrS*6d8zZBDS9IJZ(0P1o(7%sJzvd;Z+;-v03dhz+T! z2p)=7=w-v87ez`O2z!N%L^xr#&!5-%$q6*C?0iou?NBURq}qBbZT!@)#Q2u8;mhHl z6E951$vJ9xct{{qz>_q8e_vr#zCRtlCgL(si)d=ML5T!PkQXTZ zT|Ry%`#COu-givH6`RA(EERh!8IJiZ2uiP3@;I+I9nQdAngBCBkYS9BI|np5+AC{a z&}paEWQ&Lvl4T@g_`2(VTJA6sgH9E&@U0{l*dDv}DAEJ;zW2bPags9#>0tMg27jZK zS1)>^^U69VQYHejHlY*)cqgg)fO9JXjx z%2X_HuJoq|L!)UO)gP^N1lBF$^^pFGo3X2G6Qd*JIT{Q_@w`-8mn(h<%N1VfOS&QY zFbV&ghA1|SO#0-&zY`B^6xzY~Rz!_Vc+p{U^M&-5jxc+?K+(r1%WN6^nwy(#XU&-c zjM?<}cl^|#Y0gZSuu_ZP+A$eY-%HQqrrw3yR4%oA%D?7GerDjTdPr~I^_sA@Qj?*hw%9Q}dKlc9pmhqnl6Bn!& zWS1o*SVjR~5DojSJy{&B;GFM0CA^t45ksph%?yMcAt)nvkKkTy=3Y8w-~>ALC)*v{ zk^|v6lIV!82~pLw11xLaE0!>z4`GLIHJtK7-x(Q2aJjm zd-JagXE?TqIFDH4?To26wX1C$(j)&x%NT`4*JVk`S4Ew z_>tH-g8aie_LJkl7=Zcn{q@FD;Wd;D5W%$5CQGf^11fJTIRVNkq~U1J0_>#@DZYPx zg9y(8u@_$1@w0zVP-u*%+!Q%Z3XaUDv=<9c7ZdR(VP0bin#Y|td&aQ**5TXZKy4h; z3c9uJ{R_WS$yAm36TE}GG?@_p3k-wa9d`-bivxlVO-L0PKWQ;E8EJQd6Yy_sS z$s1B;ek(d)E>J=Nu5qbFGe`~y0>S~=Bcipqi#Hwd5puRl*45fA4)CZl8x>h`0ACuR zpWQwMz_xL?coqi%(S=BQF+&v$A#2sApkz=2dwYt59Q^$q4a_GyxC403>nT!zFYFR< zXS860lt40qPJ?p`3fg(%wRh#y6n2Jb!P>*r9y3Bzl9yFm%Lpxc{Ev@iyYnc(Ql&gT z1MSj9^eX-L=)jCiB2=?{326k!5f(y*08Bt1L~~djE9rq1CPDK6fOXb|2g5}Q#iixU z{8G1OB6#B3fmDr5Q|Q7$V9E)>OvMR?m~#}eiwU6}B`&js{xIp@8*RqJ0lS$9_Vlo! zw8(XiwD#c7wc()C$g~c?>R5B7G}25V`x0)-MjPXs0VVC{#2df;CYtHgD*2kv9DGJkS0Mb6U|AdqSnJC4hO-GyOksIVo1Iy(j<|F^GY9aTNi z%mm^$Y5%>}qU%DI_2dmF)%d98B}R0cwHIgra-89c!t=Md_31OO6L)X~U1Iopii?arSG8cJIe z)w8M9vZ+N7pdzRssZk*40}k7zy9`%*h}R!Fo~2OuE8>5+B0uInu!3MCX(^j`l}@k~ zmO<2}l1_~~4_S)?$59QoMUv=dWxmPV$Q20d0V6|`pJ#w`6irKa{j#>+#+W|y>}Fik zY7J!@Ovp@8OPrdP*8MTe$~}Kmgk8u=NR+3?i$HkTyTS#qu3s%@I)THfPNya9Lj$6| zw9hF*%a1bvPGufES9=HARw^|!XMu-VE$KiWv$-+s)?4SiKNlo6sOK&abAJegK>6sgG5Icgi?wi!Q1NSDU0n{2E!WRgJtMrvW7M=bwnDMo&-a4 zKd?Qvc4Fn$Y^BKBd-paMJwZSn>N?W;LHKK3As!* z`bH~!7OjcEQ=*!Z4xd#mlh_+HP;HENpiKJ}SelwXLcttb2G~5l_lNaa)Oen8b#sf| z)`(+^-Q2X;>kXRdfX9zLTnp;-e%P1MWYiFt+9q}|?iIa0Xj(XXu;e6}_l7WLdV!PC zW-e+{#I7ftPjH10$^H0I-N4}O8fN5SMH7Pk@+B3lFHR}wa`S36KW4O;@fn-H#dNSU zdZxQOHsVW(3;DJVb*=yD_@a`Ph{l=(6VMhGJ3p)Tf#du8kE_ply z&1}6T9(;y}(%^fZbj>;x%6n(J|QPP2d&4UP^bKnZ~_4 zKm5BKxqG_KLeXgve4~n>@%??)A!sWiWwEzt6FTYmNJ8(?f_q53*mceoEpU0}HH2vM zA9TF5f)awQM>ww@uYjqu_31gKSqSZTaU1`W_3%Avuf+G84~QML!flJ%8}EvSdC-vZYe2B@Wv1e)%_)n=Jx@59qe@E=gz%lxMos9 z&T<(a03ZSua~C*L^Ko%92+@_9a|a8OI5B=o!7P|QYF1x`K>}d1OWpPZY6gyg6j$!e zbZu;QiT8i|W@A(iei3Q(17Pr&G!=LTfJ6FZlMxNue?X$S`3jqJqY79UKAJ6bBIFYR zlxF^)4ZN4~ht`)%gEV(n$6bJR$)1j{+KqNWVQ2;qh%I#krX#LntZEI_ z94;q~yL4EJ1{_=-bJ=>^+4H%r$l7ljwszAaO5GM%1bqvORoNG#PN(94x2d5=$_KI? z4j_;|c<>>1s8?=H58N%uqO&+?rvLPb6~xBNDFHh^^>Jm{R*K_MaZJk3^}eo8^zf75 zulL{&zW6iy!R4tkd0EG|Nz%B_)SvvtySy#<-kBl~PR}qpi!n5Q>IvoYG{@K2SvAb$ zyY%71SVL`AKk+60iVV{V3t~c5t@!ctqFD21mO1umtIi~o6;xCsP~=nurS-|haA#7>$~`+9z-0Hn-!isZ=R5YJ?8 z_WX-?NqptErSOnVw?};ZCDl!%vt|`LZZCvB{4sGpPMk!LxXBHdR?AbFAmT*Nr;tFGLIzjdp@hz@%pp0@Ub1U;-R&;?yE}H zgI$5f?6srNabNnGIJfq9fj4YIgSCMDNdutFEbsQsBd5p3A_TaoR_1fmexfuB40IgZfav!khnk+ zv%2CUU?EjInABJl^L*Ot+b#3Pm{G|qrcJoNa-aMk;Ku=B>_{BB%B)(=$Xn2C&zb8{F{vMDAiNuioLN=J-f|Lp@KXx5Inh@k4v>9FonN#C@`W* zWlr*sV-#`XELxi3)tKLT@(nR3j3y9?`#`KIL1v}=E#KfBapVFnp>}kN!qU)3_7u^A zYy8q{ve*$vPXNkRN9PPk&4vdvgRxhPXH83dGIlGBu49(AysdP++3w=8xRX$dje*7e7m~PoL z)4-VP38xbBjIT9Km1}!~r(Dk&x9HMbF+1-?&jg?=rxb}XcYo(d37G(duGadXW7tU_}>7r!Q3qBIHDU&9js@ERC z`Q4E<*zahLjW{`AhUNH6((XbMf@K*b6tdFfuT*1D{txfG80CMs_f^&OujuN6595FeHn)m$IR7^HQkH%`S!9-4na`DvIYj5r zNfZcZ#;h1TW}f}?X|C#S%vlRYKH?9DU;nw2ppXzEkZnhxO%7hF2J4U#KJ5P*Y-hppV?7kcK;3~Z$j#d@2s z@<(mftiAyZm5uL@! zmy;f2pN+9M$mC@dtKY16f+bcdXRvXMcS}u7bn;)7rTJ*uZ+dHS@ICge!fQ*ijGf6s zvf&A`WYK(vjB??nYJYy|QVOe0(uDV<+}9Kd5&T`nW-&reyv|n-8kw$LYnZ;%)o7Gg zmOmk<;!Yv^7Dp0YfKQ&{LRv2m&VvqMfB{!g!i)_ zQC)gB8K>QT#iiif#lGnzCH4lxbLO?i0@&iAZ>jh*xp=w06(Iv1y6xP*!)ot}8mXQO zUB<-^*Dk6(Pm25JyHN#`0ipf-@PwPmN4gHuapErxo$r7Q5UP6)0dstq+*&OyXe)wn z7UG^yer4tG<`L=-2h1Fb4%Elzrw(fBQVk4L3_HUbwxdC(9+7ogek&LovApbXS&IL= zP41cdgholwp zl~?71IDaklB8}DXXcm$rY>?SC)rwy-Hi!a#`B{PEJ2*?DB5p0W9NhZfnv6G0r6qFV z=M5!tA*8(DKaTKGnSPRP{6wr=M;_C_q};IT8?yM{GKSBk8TZ!= z&LEJ&(L)gcS~tj9?(9q+f%O?2aZ@|VmsE_3&f~jJsUd1vJA;^cjK$SAVtNg4^~7)* zw73p@NP+u5a>vEF(TQ7Lg%$KbR=n^Es6M^QBDwy4gxt2v3CqP**>N^*XxoR$1*?;< zhd(Wti_>pO&J~n@cgNt`9h%fHxYGB(@oK-id~wGe1qk=$K)0#>Mk9#EQ{IhZFg)HmjNH!_Wd>&S9<^@dGNgf+o-JSG&{xBfjC~1-M1aQq**=! zH=Yiu{i+Z~kS3gLs!M<7z0D)e7<`=1;{3pMd8quLw25rZN@U)UC|XWvl2A{3h6z?_ zl@DB%XHx$|4l?1mG7uE!|IblgV++$_8v?L`L9Kqgx#@}?6hlpFRIwW93C_2ll=SJY z-*{@4a!U-nFQ{!*%QW4tepJ=dvq-1#rP}4sh6H?3S)!cn#@?G-rBBoB`0fP0U7y{& z^F<=na==EOf)Fol;l|LI%!mr2Y-re5*-!t=t|NfbJ@aWI=C~lycHTG5<802_HPQ&; z_KDKku>@Po5t(^^SGQ7|jnT6z)Su3u?+m+*}6;hJG-vO&25+t8>>To>$X(+NIgw)X-U(j znc*#rqP1gMnMb!)Z)xUdfkT?eOaC@PLH-rm~cIQ)TNqLL)65FjQ8C$47+zPBB;kl3|(9B05dYo->FqE zzDC*zeto9Lk9(A7U{`mPL`9LpCdx55bm+o*s_Tn$Th(XZU)uWGG4Ao#@8_7!lEO!^ zn@rA@1tlp*^83Pe1|F03+3^i^Q}Oz9J;m(f1Om*=bswymqbu00s7}lkwRloGFpi}n~$*Q{~`}^(kgP##!=Bq^F#ZM$U z8j`+jzq~l)uBo~pQ|B(TUvsaY8%|p{6{GqEdafP5B0;bVP8Zmr2ftS&6u4EVAAO~L z{^p)Nce(KOKt+F_q+3s=_n4Zsg{^<*P;g^Rj%bK{yD$*QC;Fbrx4f(%V9&%R!fp7(*sJo_-?Es$0Cl&?snHo>5)>v+V0N zIG_ZFPn6)OHXc-k7Ay|lI_M+NqRMzfwUo0eS3BP{iIqJdY%#rxEcxHjEqnWnpq7ke zJT7dg!2&l_NfYPAPydsy#$nlD@5;|H6wGFxc_&G7fL+wMzy6|b&}!WLK!Dsl>p6MG z#^vbM3$Wa3{AhOle%Tghi79`I#wWi3)dqdp6d974l`S$61t~-bF~x}RbafW;{Zg^b(X@t$ z%uFt0GWpT_c`}QR$uI$|+I;_gf+;vg!PbQyDuP1O?e_ZU$RGV40W@FybbWw7-FU+; zFMA1T7rOGXiLYi3%F zshKk?HDWv6BM||W*zAvtxX7Cczbjt_bt~)V-_kd_e)0e(T2-*1D7KnRT1EcDWY#!- z|8vwFu+mt-i!5Q@nnZ1u{d7!XQjR7lD%0Y6nMyFz@!{8foXaztH*|0}775r6(;fJw z{dSz?e@R3mNbva1MzJJUtA>GF)TiSzF^ax!+~h@*@`!E2l~gWSO8AQ`2iuH`ni0kJW za>ntqW6OC;kSBTT%6Ks$7Tee;x^cm2QqQw^r{Ot+@-^~|sa^sHkD)|-UNJnt^8FO+ zQcPu!9+GdzijrlVMat$p`Dw1H;M`y+iUgVFVE?IF|JUj{LC5+;MrQ%S>*=praEHGz zHO4Viv&W{l;wl)c(&gK<@rw_|y&&l8BFMv-Al%bLBCgMwHciTVnUM->QZv7A|!Gk({oDrv$$dyAT!RauP3lo}*HGIj>#rB*(& zN{_vZk(g>Mf$0eSO7WV2Rk{bV?b3avZ-PPDk>Ap|(PV*=u-G&xVt;(5=XHm4m_UBO z1^e91x_s8!vTub135Abe{vHy1A_Lz!6ye!ubLLN@Tuff>JyQEREW0R{g3;N&6f1tH z`%0UksMQ$Be_6G$n^_YPP=jU9pZdBxB7~?*F*>sm@D-ktAXJM|+$V1yGIeCsU|&CI zGI?^*HWKIW5^m3W=s9k2)DHn+Ys368zAEUPzOscb71oQKt1QHx{quL6XS_|$3lCma z8D`Eu28z-XXYn~f-mz5ZlP}sXb`7jXCQWUOZ?p~0Ivp9yC7tlh_Kd^@lDpwdQ{IvJ%PxvB#k)$=W z;*t+@vO7-hIe~j!Ov!d;X{m1nu`VUpI&kVdSrp~;IK0F)Mto;Z<&P-e$s6{L3^E;( z5DT)R;`8rCz4!20j*oZ``fX!zw0(x~```cDl-RfA+M1+|Mug7Rj-9TLh|Ef`H=U#Z zAG+Q58*-M`u}|D-ym|Jb^S5uCo^7s#Vpimx z#D5=&aM=JpEJciK(oUX-rm-lM*S=5phr<#b-yv|#*0U^4#O;ZLaagRktydz)S_ym^ zuEf!NEXQ;Ik*gL-`^)$-D1Xy7=ckIAcqepG6fHpWzYp^XKJE;me&}E_1?Me}RNc3t zaOKf{DrGb>;!1+^(X43E>qbshqAVi~!>u4yZO`%XK(3mmqn?Xu-m|T*7cNX9THohS z+6D4Ss*ek4q{{J0qb$(}^mr|Lb=u*v{~cNaq%vs&IQ+S2vi5%m8=e!ffl18?pE@7& zRyeBBW^v>y?Ajanj^~!hw;awR^SQUHU9*+kJRB05^!%6C;(HQLKHu}1&Qc$LnoGZa zoF%uFvuHv$t~U;i-h zI*evM6sEo`=)21fwg>P*HibHlbGx8Bpbnn{81y!EOgts?q7302oL?UOZ^c&Gb--6L z5RC3{;kmf{OT14?=etXuKH@Vtx#b0p+YVR4HB^4kk)2;7S-1KTW%7P|Kkg!~=0u(r zwwzPKqxrXwVg8MLq3I1H?y_9mjY5?)mVq7m;p{Jy7XJFIaMR=jC@tVqJ( z_LVy5LGQxBHvtaW|92Pkz*yISnuH;%^~jW4;#twQl$LdaDjyd)+pV z*Dh@}ql17aXfYr0Z%Xai3D+^Z6T$njc@B-Vb}W^cV3v_TJ=HK>+q1N{m@- z=I(8p&(2VYDfidFXX*55J^25f@*sEo9%;o-Z>9Z)nIU5DdXp{yUj(M z=WOZD>{ULxZU;3t6Pxrf993UV__}uuW^-FtWXGSYia#gyx3YV_af@{8rC)bE!>&Q?*fl@01-8wFqP(cd>XzoWw?XYxJ&-Lh_&u$0^>xl6?Ck+;fTvbMtzeD#5 z0%vWQA!J8)hJ*OsmXe#cQ0`+Nm*2!BwJ}C&^0j;HJy9O{_Iu>M+_z_9vII5=Z-01t zWZ}EC_plSp=mnFu3(LQY{+l4(bokNSI{K>2KYnhohI)3Mwn3wgM<|t@JpJfGrAN$x znLTiKL%5tRMcVV$qi7p0&b`)ITJg3dX{hkW+`@nyvm4nhFgogH7)>;7U8ut7w6{UZ z6>-}BxsRU`PkB{tJ`FyLeh9ka;HF<^z~EcI;-IsP`RfUwuEw{Mb4A3)BI}r`V?sdt z7x=irBx=$EX?+2n_;!F-KGVNkj#$q`vWN=j#c#Q~+Ti|Hz7W{tVRgI!he7<3$1civ z+lI^?Ge}vspriZth*n3NNNwl-TY~&3%S30`wQ}&CpeP0@a|6>!r zgd+~D^<^Xae&Yx>@wdWwDU-o>M2hco!=4Vp-5>c7DDDt3*M%ovgT6y0RfXfpBa(OY zis!#WhS>J!n%Q+m%>_1n9-6Fk7t8`+Ip3BCYtSdJ+*h1w_Ro;beBW}a;1={b?jc#` zJz_nb*Q-IPtCXhrstr9+TWlRB*PufE88WoqedMox-VW*(qT5dl4sWb3r^M9 zi~R2}_*UMm_Ezdk@RMZ)SzarOIMQ5#*4wF0LO22T*_N_jmp%#SoDtc1zX}H%b>`VE zFDr+^RzL_@+k3Zg7+OEDd&G}kygpC}bI;@0XC&I=hen=8)ESQI?-hC_H2(^c)Ns$5 zQ>_QV(=vRdF-Pk|*aD1nn#iI*fvP1uHIBSs)cLIe#f2#UNo$5)8KPPVAhSBy-b~S?7?KWun z0x$>lgy8QTIzfY+#1TE$zCg{c*>1InH1&t}P7fO1K2SX9V`9yW8g58T3>$#2STJ;P zP6$Bey_Q{*OP{4m66D+f5FwN?NlTkA;e<2+LjN$VjZiY%J299?UUzl;JjH%9|33r> z2>j|%vjn!w991EKqllPHy{@mniQ>BQf9xL^$q-sukuqmke!=T~SmznesY^94IV*Ei z%}ra@hMcI7%1ypH?w$y937R>XS;j`RoL1i4-^cn{xOaPn6hi4WP)V1qGlufij?#Kv z5B>1?f59xkeU&*CwG8i1=3www)X6T(Zz?NW1Qeza>(3ZTC%%d%Mt^thbC685ZlAh~ zr)_WHtFqyD_f~b9vHoS=ylTjZG%KilF+6EOBs4~LR!5;b@UwsZw7;j1J=>RT1##bP zfWCx|UuHqNg0xKk89Nb_(@qX(f^52)>bwRVySjbj2Pfa$uroJ51?;6N0NWtvIV!fl zdLa_10=cKdzUb0bOV&n%t0~8h)5S(WyA($RF+&7<^irAcPP#PlPzb%%M0n9Q@P1&) z`Aug-pN!KTk=O^<;ZXI^)#o(sjgi2?6B(eHc;)dsDPox-NKPm}y2ta9?(5c&=(p>tr3-H z*4m`hcNs%Tx!av5&K8M;2!6gT35?ec1&_WCI0;?*=1K^+hW;$)f#8urn;N8D|Ue)LZs4BiwAkxEShBLC>sch8*XDNz{{ zz)A{S-touyQUS<>JF>8FTBb)|C>r<}U_b%IepK}{nvq+Hk!sfmUBmAn_YR^AqqAcl z#S-hgq{e&2)_eQZi2QT#Nd}H8en?>&?yk9`cC1K@gV&Y7Vs$t>&P*%yB#Un*>)5Z! zet1u^v7*}|4G|Zc62qJgue->4>*BAUNPO#JuJifTDyYjqUasLId;V8DX5D8+z(Oo+ zn1SVFbOQN4ph`YntOL%RC(obL$IvxJii0WvV@gU&maJnmxvZ)R4R9Bt7-`$dqAd}m zAtT|)9AW(>5%x=s*iL*}{-^+D$wuqof7y;#D-jXy?-QnTw&1rG#p4aD9t>vM08IzK z)mT(_;hYIT-Q)F2>7FXJntE5{soSTq#uh0G6TYlJD^*_-g@ z1<`X0%JPE_8^Y@a|0Av!f#u&-a_aDxZ^ud5K+wf0yu;QO4PX5H4XMkl!~~@ny$AfU z0W7Ik8lYW&*dzE$4!rLzJvZAsqGYS{XDNbVVD-G271b73^EYAK2J{b^&9wjVE?-NtkEw z)J^YGZx*ddTExRO&AXMWJFx?SGefSl^Hg>zl}jKjJT21&>TFb$1rX_}0oTbDmn&BQ zGYPic4WWIr+s0N8^Qhw+cR;I=lXmQ~fXw zF(oEZoyVc|K`NxlDr0$SO8Ye1lHXSas93JIQp|lJsQ@XK^gYzT;KYx>Xm|S>hW!hl zcw(6uJtxjNM}$H25gmw#_v7o&~zT zl%RUw52=q&-zs|HK&`ZHeRwt^lP&~|xkrM6`s2M)^|dyF@^W(ejRN&dfjx85ZSO|` zS&k7(dy>?2m{s?@zMku20wd)bbNuUoi(6$S!bwXNF8ZIE5Ia)4uJ4Vyx7lAoG;p6{VB)mi3j-6}l@ce6Dps<6}zv(=7Pj zFAjC&A7O%{Ra{nOh>w13aI?=RJu#Gw+yLEo*O<;a14+rHj_n&(!E!{V;+bZ|$4~t9 z-CpiPsqcR0cAnR_^R8L`Lpo#3KRd#*9Wi%hT5-1u2{ z8$zQ)O&`ZVTb;iYbj0voSTSEzL8F7O4(_N)MQQA3=SS6jjoqHJUZ%GqOGkw&!?1xB ztEuq=fuXDNKd5eBU@_gIk~y6ZcDI2VY0!VIyx|iSF*M&E!^{xp2gtRKKwwKnjZ$$U zRH^|GDgj5IpnB-8E=PAj%<8ysTPc0B$t? z-1=58jf(WLIz)NXgpzaWwp~xH<7BtKP1v@c2`_siymN|Rhb}SahCv@k_{rOl0n-y- zykw_9@Y<2~iW4?b*@bI2%aLc4(UFA&o;T91>3FqP6LsxcWxFo;4ZvLd2!x?PRDJ3n zN(q5LP|>1P{t)MyZP1uGz*T{(RUMcSsK6*{4*^LR!>jBsAo%SadqKH>KYVEoD%m-Y zea;@8aRZjse*MzkpFnl?(4q=46;@pq*QvK_k-GX7-M`Dse_!9?WMo*cszCcx8H*|T ztUrGlOTr=v0kodw8LQk<>&b442|RL1Y11UlbP>u^pMyK+`+QEGfXix)A8TxX2GypN zcK_=NWk6@<|AmpLIuG9GraB&t?=xTQX31nl}IA z@v+0e*QkW;KjlgEl&qYFL=R!}q($Byj@JYS+xe?q%TZ-<|{}QM6&JNT`-l!JUFHXjT@bkeBLis%sztX0+8(?>SO&JrvSy=65 z`kz8!y^3iI`n$GTVf|_oS!1k@cF>t}r#Gc%rQ3`epmT*0{7Co%vwrxbV1bnHz$P6( zL8|D3^>04@ipnE3QMhvHM~_tS-Tt5e741i*q1V#v~k7~p< zb3sG7@7@KTfBxy2c@AeFjRKz!0hoc(L47>DpCuddFTq|{ew3O(Gm0v1?u1HSAY?6g z#_ThtKmKlp*luw6tu4)F8x%2;vRoMRrALpW%D&%7QN4*HCT!gOkO_@jGR1Pkv|}x2 zQE=MV2p%VE{;hg6are}x2%!$4PY|e_YVKaVyCf*j{4XsK+qqG7R6o_kHXTpPak*Tm zNaX#E>qU=7xIsYXO87mZI-o}M#}VZ&dq=FEaJT4}w~$iJMaX_(rg3+H*+e3X&DZL> zJ6~dHbsiv0>gpeOy;=RJ`pitukU7LbGE|&%sTXk-R7fTYekt9f)uHN4Kw9V5Ort)6 zSSKBPLXFsBp}p%SyP?bR|9)FS zRO&UD;dvDH!(EF8NJR2|F(ZlH!2mlO=G5>z#0naFP;MR7X(ByZ=G1rWSUaYP)8UpR z76}&sT?U9Q)>ty19G2s1D}gw)yfeAsbg((330el&GqX>z_@5rI&r(6rVuZUR zOz*y&r&PQ1A>kBVdMP8XA03UseyKQuCY{M=T7m(e^PzEx)ek*ZB7MoFXGAXP`Io8o zj1LqoVuXKhe|B9ZT^G0RJ?XlsXy}6Z??>N@T7?`xzh{sJdacGzNJP1{6JC7Xp=Unq zd7C|@88H;e#c5Y;(D~A~JRbD&Ovh#^WpNzD>Bx2w5|nT04*x8R)ki1S>K=ndcfuR> z#Lw(5K5EnH*YRP-o`Wv6Kk)pN+Iw zp0lLZT8O^p)L?U2)Rf=7D@)41%bu>Q7x6-Grl_$Y**&)KCZ8{?_O_(og!Topnv&ZE zq!YIO#896RY93R_>HQe$S0jEOXXangh+=JwdYO*@)IvNM$iOxO(;`^8E5$lPhjz8F zclK7KrK+pQW_&J=pshdqpcnNXE@r}_uTv^>SRKa2dD|c8D`gC&wD7D!pr0xyGHaP^ z#n5Gn&E{^qW%)#E;nN|lHj#nZybNN{y?W1Z!A;~@k`?LH-?~rAM~80a-lP?2`)btc zme?mSG|URfO%!ID$@9OmWNuE9jMcfxo|n95)ri%vY`)gIJ{O77zefwll2KU=&CU0t z{A(b2^Em5LS17sjCI9-h>)dNnvzCT0of+HfrJ-vao^`I|-&!|catPif+kmXSWO^z1 z<1cIG@Qi3sU)}wEMkQK{Lsr{`0laF^dC5l1YAWaYnZY1k*RfANqjFNj2b|1^ccGbA zWnXw<{EoP&f0YoDpm}{L<|j$x+^`9QNUTwpS6wD1mrnJCBM zm*@c-WjDKTO?>Ed-Fg4o>jpv6t>P9Ucj-dKGf_*`FVOBa*j>*5OuNHJRh*%jWf9i< ziU^FknF76Tz#Dj~6@)OAZDmUzD-LDM7els|N!vZ_0Bwv7y(^L`&!**P+d3D~y2Fa} zx<3R4WCOnz1+P7O`SbQ`xckiejb5wgO00P38CC&D1Yy{$+J1eU zjzT~z5{pD9_u04Y_K@Um*(g5Dny}g5W`wPL8ecMP;uF}9tn|90rFo#L?E+_`0kOumjgM%YQxytaY* zh0v8h#59DZ{$3DUf$+l?Zj5EY~KgyKU!M)`*X`QQ@3gK24Egd4I8Q{mw zzjESh(6u{lx1Q2VkSC{?CvF^*>gBoQsd%$y-~fd$wH(XIyg_fIwS63v(EjUawq$u8 z8!SF?cm%303vDFU9fmXJx8hcDgqKJ2(?Ui3FAF#_VgpG;{ z(#t^%_1k#{rW}V?^@u=!4(dP7to#a9u%j>$N`rpNzT2Juy zJL{d;lab@DtK^#wv<*gnmg)FhE6VdO$U5oxUDPDM3Xc^f>G~DSo-Ra z@~&ydO$Hm=vLyV~{Bo!VBN*vH)7!(RN2Q1_%bZs$th^T{>w(05SDNPT{bO?m12#$< zDozlqZ8G)zVgGmj2(i$V7dC5>yiV*f48Cj_wZtR_VDO#mYW&{?V#0WhWdwihJcWtdmZ+z~{6^`qk55dbdvb(aU;!P5RyZ60I zQtJic4`BC4^niF9$-K^L9dpstkd538eNjGQi1D+rh9dSYWf!2A3Q;MX_!SJ^yJ@0s z#c1g5tXD=4?q3sPo&+=cYJ8?){=2fNCY`KAX_xVA|0kE)Xja4rSJib+j8qhZHjQRF z-quOJ^9HXhDYc)fpa#o!V{il;MUc$Oj{L$FhT!9&aY`sFVWDAeG zq+GgjxUF9iRJLu~t&W;}hEn;6Ll$^ZBg1sOsd?XDC&imK4i86z&qV8TTXkJSop|KU z^N}|HJu_|94qV9z+GccYkF+}4&C}@2c8TYSq5NYc{{0-~T>*Vq$rRPDd5r$owUBtn07gJlh3D zokZvCx}*7lH&+F+TZchsr$laI@{o3-z&T{e9%KsC23LB%DvoAI-shm;{&3ZJxZ(AH zSRPh~l3R$XI96f>Xup%p2I8{Hf@|2Ki-gb%`yo~lb9R)awHM<~BrXg-3Y6Psy1&Q0 z;O8H@A_I|CD3hBZsQmNgpTUA5&kWGIHxnbua_sWU*T5mT10T=WGlsvJH_Z4q4M>+| zg;(L{;mvtpS=eiMmK%p(AH4WR2lPXl;57on&Cr+Y&ky-lg^On!wPqhLa0t-i_-?&5 z#aFYWhMg{`^O9WOY(APF@pwx*{P|Zuh*<5PNIqmKN_^%9erSco&w8lDmKUEnJz6f3 z?FXBK7k9A}$wAwk6ro;98t8@nV?(g46r8)z{Ea4ZfxcrlVij|ynYbY3^J3*4AIk5- z$@wstsPmnVa$hPFqdm6Y5)keUkeVHZ+~>sydY8W{(>^dovt6@0%h$VJ){YJ0EB1D1 zqiL=Z2N%x7=XLL^Al5&5lr~r7TpQd-#5Nz)m-D3OkBW_)N4LO70Z}p?%Z|cE#(0zp zp(8Yb@`VG1^*x~ZeIDD)DHq8uqJB0avYnU}pnRty)-FLsEeiBGf4nlOgcWlTmB#%& z5LaBj%Hw;KoR@wIB{&t)Q~Fg~1RH|c!L8z1cySr#S3Yml;F(Kvp1H=0bUP@;2m2mA zM1s}Q<8Sk(!P0uns2h8mu-?&l(BY{%RNcxjk0@BoBrzHv-a@Z{vt*2Sr9Le<9 z=SHKCJSUOaReO@$fel@k;eBdBCz6U7vZxj@RnaMM;f-Da=49|1@YfGS7U4^qr$QMC z&1(y9q+JOG)$b5}S0I|A(}Q9(f<>F~aRkA_q(EnA-WhT(_^=jqj6=3^Y;3xGx|$Y) zzq9t55g*8LE1-6wU|THteuTEg2{!R@sSW|fCU3i?FRgBCvSpo`nyk%GEDtO>-fn_? z1;;HH4-{Kh;j-UPA`1+u`8@z%Q@Knt)$0H<#7CVdLq%AENlC8&C;fIt24-O!SihZD zh90N3fl)v8FP~kwcCnxtWoZ#%!|;3WJpSrg6k*f@b`M0Jp{E{D=o4JZuYa8UtD~J* zO>}JS&XXf1;z09OD*hNcIn=VtZ*+6PNrmaMyV1$Sk97A|BO*~@*3Q~?)#|vt%jFhz z*PI%A4)iPW7_5i)w-;r^;OjvJoUe5eE%XJYBjR=xDns}+ptu9@*7079ly$6RMI)SA z@CVi=_cEIX>Ie}%fXD|t0!@elo;V)NI$8kU%{tO$Gqcf(Em1X@fWGp#`BpRVi=WgB zKwRv}-J7+U?nWl-X;*bXUp5KPpwYiuK@bxPTbuLv!?bVcT2onmg5SMr;>N?vFWyoT zq=UHX7MGmsZa&)yjmn1g-R}2wmia8@#-a0kj!t}pC~r{uNEEY8Lvmj zwdoN>bL11?4R=vz)d0dKKT9G60kv={|LJ%tRy?E4L~Imx_Vl$gzbCaipK)6*;#lnI zVdZhx556d?wQ^LYD$omotV1-)PmcIz;9UZY@tiFoa_Rl~hd_t4<|9pLIG%!=MaDWG zgnGk=m}!vDP!6CBFidxi!x>&xb?eFzmO$LH?aV7$&cRPSfVvhmopm|dX$bI|#5xY; zKCRP!x-w2X{09{2{Q%7xl(4cCt{ervO^=WbP`RVB0bQ&_k^}(O9Jm=8GlAZZDdxyA zpN2mycDKbup(mQG+P^a#baHd-yyiQL`JpERe^i~joMr;Ko@e|JG?--qnF8Ku@}?xK zY;zm%w5XI<`+yI$=5U@rmXP7f*uA$p5`RG^52tsWH16x@7-6}lmM2Ij8=Sc{hst8Z-r>I{!SM|Y!jJ{3?1_n;*}x0ETka>5 zK$+F)_qUH?Qe)?M$}GunVPRpF#e0{k06pK#%#1*tA0_9cn=|-u<#><0FU;sX^n+J^ zBqEt?DY9SLP~oem>$hL;*PQe}H(y2SgjRCfCnXgS@%U@~W=A{h-woTn z+Vw{WF+WcG(=3+Qy7XM$&5~y;AR0+$H2lQ(k-@}CXSZ`PH&YSAyLoGsM`)H*m!v|Y zCYv(3CF}ed!c^WT6HKZ#k0oG|ov>J)fp<>1G{d262@fPy%|>X_&0Nbwrz%hovcy)E z&n-1`^Q(Hqsrz!hlT7`l5ZTh^?}L7sGi;Ex=fZ%VR^+~#&l*bl^lyzWqvj%Y7PUd| z)0wP9CMG7p81;KG%m$n>mj%U1KP#DJ}uh?l>Nt3688PfqsMzgv@=<4S`}KtVlYcj5B4gG?URS=9VCY*#m%^Iy@k~$++pYhrN#k02KQxI ztqbZO5Qr(LmQTTF?XnW+Tg+8V>AJj9d?|^iN~OhNjetY;ud7^SoI|CmI|D#r#smt5 zk{Z-A?En>aGN2aT`}Mp8(3*|KeZR&DC5qwtwC(I_d@l>$IrS!Qxo9cjdt*rnb5m4@ zw&|E6dF?bBEBPR&_Hip>Y%Jxu@pO>=l5tr{Gqa~zJx+m8wXV$4@@7riMbEPW;yz90g3$Er>J{1gqhFRPD}A+3?&QVW)NVW}$@q+MAHgMV>%crcZO}^{&L<_h zd2Jd*p6xXwYPaC-6DPEGma^6^o0jzo4ux{w@{+V$E^v6)-_N|U-&xVG-w{HBOuY8~ z)_;{bk$uhhx)87-qELbI?+YefX$jumQeb8n4}h*vw-^{uSiHCmU@>s&qysR9Dh4?1 zVMDf^Unts>J(f=v!FcpN^!Agmtf+V*8le$(48C?YI8WdnCw= zs4lY(g{>t-Z-k~;S&@WTx`wL#ly*=Xl>MH~gtrVXQ~T-Rze*J?o5*yR4}G2vPjEsH z9@ORd;8`A*^y&XKFdnE&NmCy3o zj9t?x-Q8)2_o^{DXv02(b5on0JX!m|_yr666iR{|s*tT3$nY`|kq-)H?EPnf|x5{E*z>g|-i|&0R>P4fhUWz$MFXicnO?Mnkh&_(-hP-f(lO zjSRud0|O(;38E~o8NkV+Uz3PHv(_yEt?5aLq+QtY2QnQ^rHYt(G1?7Nk!KadwGs+l z?7;(4;~9!$&EwB&e-SXJs;mBx=|PK`1#SXHI)D*#z(GtM>c&$U38ppxIFF3mKyD&X z9#E}0crZ19I%fmW_z|wI12PuTeldsJtG_af-_E5?OMv>)xET4M$r{p7i&|lmPy~ZY z37l-Rn~kbpGR}m_e3rdTgT{AdMtvO2x%`XcWvkr_dD*fij7b3zi|>&MTJQe*7o-OUVBzjW$({(?~^t!#U&J2ivyhF_ROtHZ)ZL9%_$ACtvQ-M zs5A5wnaKF~9Rmf-0O7hVZ14)mOYZsQPy-+!fAH@0V7ALG?u1jb<()REHR!GFx}_~D zAAE=H?dU9smY77b=gojQ2~G|Kk744BFRj+Rdy% z46}-EmXIE^PH@z)TDiSMzzkepi7kDF&3_X##>g6v*yYU)vl>_}J7n;>* z922lM>moVV^R?v3rnyR9Nq-JcYeM2HE&S{;cvCdx=Lt&O_zB9X;NcaE%NKf-Sm%!i zq4Ljua14C>C+(}-T_2;&x+aob{50JqNJ7b9tgDRZQwN2RC4Bc0ouyhp?zDU*RV@mg z%>a4}`fyc{p>WV-6-$}R@7I>F1h!h!bY%%EoCk$J>9~9iCn)GgfnwJ}>qU0UNgTVA zf26uC#R5er_|#&@`?rb)sN8>X;omU>Te4Da8jx$0L3HG^cY`$_#n z)FflF?DEW{fX#xnx9A{=rp%wz-3`@;|2f81zKhOe3n%4Ie`<~dumBf{hvNt%G;h>w ziG|<5)8uj4tr!Q>cj)#We%CZ_WkYkta!@{P+7%tSpFYdk<7)miKPr$9WJXmq}pQ3*-9W7JJ_YC zYy8#i1G_pzn{PSPALvlfqlK}xD`|$xE^hI6DCyrrl$9^=NX}(Rdj*OHF*)|C1#?v8 zAq%?55S`#QpVu6xn2H7CHr?wT#wPeB=%_r zqR$4Zb1i@Q=IXQuJJAA_?}@A?3UT^};P*Kx@}_Gqu$bWPAbFp6Q-*N@mpI(7=3+t0rBycK zuCM4DL5sWCW(iP(6QFkiRWb=z!pL3T7LQxmxyWm{jZyjAs@m6rz-x}ZV0Pci=b`~eH0Dk{ zZayU#g;maf)yGL8nCPaJ9(3De6|_af6%;XLrPaY9U)Va#l&wlfdZKG)zqDTSk;nQ+ zxHMs!vqusUL!6S@^H}q>qAP0rDY99Rm0kQkE)__sJsvM2EP{1wUNES}S#PKxD@zm{ zIFIehC0QI_YTge%@uWK>3B}($&PMFqC_w4d5IN`EE`%%BP@hNHo1vokFNHx8DWB3hiRj$1WM@f zRvbi7e7=QJaY&)3*lxtPm`jhUnHDqLdpMBed%3emmp%8P>NS!OI`KB_q{CpU@aK-? zLz;DR`0U@SYh2sk8-x1g_N}3X^TNV7sb#0TWnQ%)KLabmijr_L=8XlpnD0uyUb3ER zlkg-@jazA*joo;IoAVX-MS=g!3!3DX@Vou+4Bd7G!INAiYp>mp_I7O*msxidm&ofj zmCZuSPKp%7Y2su=etka> z=JN$!iMcK*QV%uTxYrasfJhvNM^xf+C;sO0%ByfxUB>u@H4>$G&(^A{fkJW#?jEY6 ztRPsq$`N)o5tN_xczd-4d+9i1tY1!5Yd$LE z$^qkA5%xeX{+1C%ke%OzyOFr)>9n==9G<_eg)kl%iW?^SV%gaDOG<~HHBfU4G4ONN zjQj;wDMs+H%HE_6uZvnM=jj|&rb;D~Y*-RH5j@)-u-dV$t#fLQvue|`jdCxli8Jkp zzOOcq0t8@UNH{=7Kv11q@}go30v$33Atwu(TcWnNshk38kM))4c@DoHK~UUD+6TVV zQ-qKTVEW*Y<)A4B<_974fe*LONft(EerUZANzd@AT?ZMb!8FXW3g*tHP2hAuZ@O3I z3)Gd4uVx&+==nnA9@A+38!W7+L2%0m?w<(z+-YL*^o&i{Lqp{o+M>wlD;t`D=g*@E z-Oa>)?VyjdlVw(oHBMaXKD@3}r-X_^n0Z&4lrHuyd4NyO>nG;65dky+@uF|Ny;O0q06O^!yZHZ6s-(TQV@Ojd`umfV_qJ|DI$QVUsE6YK5^iy_Y_UXIj3jLQS((AcL-RvSuH#o3DBGK+iR)1}yEK0f`Cyrfoz zQ6Rl~FPa0~qW^pW;PGLi4oA|~5VJ{Pq?-zTsdGG_0R)c3C3x_?sNoYeSx}h_4+;6M z%L=o>q&=c5?5oGX$m7lSe(dY(mpOeHf8r8c`p&gdLuFc;^x>Gsdbz7Y(Yp0z=ME_9 z%;BPF5CMz`y_z?s}L2k-d>4{j!w zTTucmnCnaRvN$TBn0Yj7csI+z@5rQ%j@jwXX*GaIF(0~An?V$p>VrdOV|DmGsqxt$ zqqt8ax9dtj0udAF^n^%#cMZKpE#l&0aB@Uv{#>-9BrA?kn5OIXP$Vu&DofA zP}k|~YZi`{rCaDuNV9R$P_lypI`hr%YeTO+K29|jeWP)a^J3DWwgVs`3{yxo^h5_|Bp0%HHWjb0)Sn z$1i`-9wLsw?I2H#mcjLj4cp8S|LY>ZguEUa|KEf6R4ZEaT<3RhaGC(vrgnzgpn4~#EDM7TTVlwuZ&A6?zy zC=nHol{^M1lo2JIrQx#uNA%Gx*ng|t)aKyjJsibCr5>3o^dO5;-@v893fCNWBa!^>#&7fRM#@x&0P=A5@FR>_~S8j z16KS{J>$~VvL}bgi<~iRy|m*9ET00hgBE)~Mg&~+MB0z6Kq3-nPgzZX)e1+c*e~OV zu;C>*22r*9a60_QIbIAeRh1jg__VATU4u#sTTdxgCopJwyk|W$J4#MSO1I?7N+>IM ztja(x7L6s;FIAMzJs2Th$NW?fMs98|x@0Q(?e4`3N5jK>(H9HrN_TGN-2>0u_FU+jb*%!w{RPA>j zM%QNG=;?IXmgr#aiP&f{fzi`7@RIv>>PJmDZ0zg!UfNQCcpvW`B_u10e2}9F3vP&b zbsnqqxcKV?Q`pC40HrOJScYe)OnB!GKCo0mr|A$r(iJP(m|#_;h@k=rW%3D~5w#JW z)x(M$el=w2|I?vr0;8W?Z;poKBuW#dA_aV!C>1ioBpFtV!uRirVD7iLgjkmwlo)bx zQbN~5-(;Im#Pw5j)6}Gxg-XMfy;Id&f_d_#cjIUQ*2VxEP3Srlw?d$Guix>V>)M2$ zxf%(C$mH!gK(b2p4$JdXdhTc~)$dYDz{~eyI{&;tUW6`QD35zwy{OE_K+cFIZz_V6 z$c+EXW2E|cN0*Y_CS)RD%7VPZ_1_y-7J1p3J>qCZvAA42^Y>>HLKmjpI=~|e#T5i} zGtD`|e(J+N-nNrby~}>>=EJOPinV}#@iN{!)$SCtkRwaNEvhl*JY=m<`%?D3!hzN) zC#c_z($%`|EL2o(OIg|$*}~w#LV&DwSO6JFhXX|*a-aR8iAK{_bx9N(D*}W3;~_@# zx(o|}gbE}z5;Yjbgo#S_WfoGmScCeN*( zNwAZdXA8hh2q+Bhm>4=@SsoC0mfL()iL zsQugPJ{ihd{zM6mW8>30LobAdx_c2kqI9yOw)8~UV;61;$-a|Nmu*+>*dREm z?$CbnI%n|2Mn>u-v9JT^KAz^ChQyKMW-<0o>&>4$#g4xbA`g~M+Lf9=zv{rGohWc& z)Dx~$Jber^Zjzn)S|GuW>Ztq3deHS0Y&awSS{GyXzuSwR6PCiQ9I|}tc?|n0vU#Y< z9+37W_aK!z<%!PUBk6018n%=d-KG6v-8-QFU7@ZdTq)D<=(Mf83G{ZTP!u%{$y%IIKS8l!~y>!tZVhi>1OAA|+*)*Xk^53J1s!J%;C5;1_dg z_`)(Dvdhp50bM&API?~y?kGe)%HZd*?fMn5KJpSiM4Ni^l8^g%b5f&lA=~mTkd`qy z1|AJHY?RKWzshD8ALi)RAe5F->Cm3QRQWi^vaoZr&*B;j$U4k z);jA0$Wr@+bSEh!4DTiYXk80U_D6<(+pb_Jyk6)e_vIEn3H<#BmEJ@87<|DR)r=Wl zVDnN(`%PoWm)-}jt%q(*j%P4IUvf_Vx~T2bGx9^CP}OfH4qi}dnEKo;mq2+>|I}X{ zx&%!-A8uqn1=kYgMYd1Hs8dB~P;XG5-XP;r!x&1Z)J}yps{!QAm+IDZ8z6bTGuPg9 zi9`^TRe=E5<}M-se^$uAXa#2CX58}$O%029e^TUWT(d!+v zZ-O}l(8;jRYEfW#30a$iXnkQc7DJh2x>VC=xm>38q4qQ@F`{`{b*aFH?~ivOqdWZ- zP}9CGFPkJD01*`@)Vk->IX^jGUv1vF9l2?Jq$n{RSQ=q5yNO%GC-Ch@eh^{rU9+ zA9dg`7%UJ#ZTo}2r;-Q2jE6+fQDVP77sLUk2Lyrf3n-Zv=sWsPAKoUekiJzs&v$wG zc;(Yj`AL!w4EI@zD85S!nW)g@P~YLizenK4sgmeTV2kw{6dGF=?;Ti3H)l7sYOnW{ zax1@J)#}Xqk~Rgb_qiKZ2S=;?o^;;{_A!%wKOiMJk%#DeU<;bbAW@#?r9X9oBfH;~ zQAMh~-h75fQ^{h<3A!tuBZL%qs%b6x>bT-WfH&B70E|#>#fTELcKoTIPpO40youG$ z-jb;a*x(4Y`_TVa*szr2OC8Zw8F?T{9U^||f(AQv?ss0u5*LIQVrd6Imq?xHdy6Lk zNkz+XDY#Lshtv_gYV+<11M$KtcGcGPKXWqH1D=$;v!jIY52(Fs2702y3Jm@}m$ZVx z$r@r!95S{F^Hm5VQUy%|n)3I^T};v|paG;O!9u2Bg70sO5?J3tShwZVJztAb$TePF zF!@Iy-uq*k<5?TzbfqB<5oMBE8Ietn>|*gYni1~0@`Pp_M*#Y^HjS9Oafi0wBGM0P zqZjBI)oJ@Z(OPHsYycp8tM57+eM&APe>bUy@d&C)PkQ*%ksPm~pMzS0`>)$M>d24j0=;C}oBKCt;cnR7n|m9#>bxeLz$`_;+2uOU%`FFJ z%PwrcdZj}hF${XzjxD@2!y$6%s_+8GsdV(PyZx+vj3nl?|i{ zEB>%qt1|>1+kkE8^eBrNkPIT_{2dSBewgU-jJ0mjM0hm$>WAWjfXxr#mzf{i@Uh>w zavFJR|GIX;YR``4?1vCpTS|1;;c~H4GK^#ec`?M#Z)G_CzWh!zFOe&Fy?p+ZA=6ae z58q6X1cagU+f;>7U*YG+;7G`+Qo}E>pYNNUi*mC0rGP|Xw(1{gL6q#SE&VDe2*>em zEfuk*pkouc@k^YKReSwQ<1^;X0>H(i2b(`2!W(>aFr&T-2i&GdAOh&CPBxpb-5e^t zEYq#F>-C()kNm0@GxticsquHh&pUk~N;Xvn@p@71WsY?2%Cdh$i^tUow7Q=cX;UUR zFTU_`YGI%|IpLG$)rMhAO3*bg?#uPE(ANmN9nBwGPmk^ldp>MWz8`ogw< zW?-m6It8S=rBzZukPuXmW~8MX1d#y|=~Nm-S_GsU9F&soM!HKR1%Y?-f7biF>-{8a z`C-nSIcM*C-}iO>t{klX!1-r8?qt|~T~>{2J+$P>3`2chmB1S?xNX+sI5d+KkCpY+ zPEpV$%leg?z&TdW)>G4Hr&;R5iNp&Be4JMCP^{&K)bT6sq-`xI)~3~LoqH=G zx-pGOQ~DJb&s7anwG}Y)2iD$<{F1`IM4h;tmBU62oTCms+e{B1{uv+{#5U#PdLgkz zMO*h$e?k{D%t~nVHhu2>HQHa_HrhGR(@T02NV+t5`0Z7JMpfqvy?1G_AMrBO4Ywzy zrcTs#xzOMBgzYb-sm&zHvjXiwh_$@#%|W=H?Kma%%2~Z~d3lu`6U9hLQ=kw3vRtX3 z#9K2!z>Tvu^w>Jh`p$rV=kkgr?J6egJAI{M<+cwu)89MP zXJ-(g6I%a+e)f+2ibip*(^#wS#sB_zWVin=>vo6&B}Kc|L<8d{RJwYHVkL~EV$olA z;KUtdZUa#TEi5TLeMe;#?_E`@rK6)jc}11rf(o12y|MA1KUFWX9_s|x*XOnJa)kb` zmSQiXLh%oqTZZBHl%yAq1au|Cn<*UIox-xp9!LBICF10C;tr!TC4Z&l0W>h{vuXoJ zwsu>2hH0UlXbT4(yzmPhzoS6YjGB3o03$RqF2OpKr6^Cu+70|LxR z^p6od->&FizHMOl6Y#XWNhkK4ubbc|o%vp!ee;?|S?z$0B8WO-H7Klt&-MoDKg|D6 z_!0UoYekP&MoF80Jn7OXKUb+i;5)ze_0=~ww^a+So##)P$v&yGy2xxdssLZoCaPD2 zEQ*Dm_v^?E*?yIi2{bk){)xTdWM`~T`~I5)NyG2AX|OAUdiymTDyY768Qj#WdtI#E zFhu0{sD}9e(`SG@RN#(v)X$UMo2=lp&=*fQ+MAmz?;H4Z->}N5hVZBRCobF6s7E%Z zQvE(GL6Aru7n$||nYh!P*a8pwS%gsxc@W|VDvyaI%vY5WvHkKD=)gK zu?rgxGyAO6Sv3~-MZ&I|z?Zf=iN88bc_rX+db`mf0xk*o%91jf5xXIFasoHIP|Sca$US4AvZzfp2f z%nViOZC+-lZium;-YU_#kX|KcdCGWBX6ELAJe&$DFQO?%{AH9V-`+D)%r+`>ReEdx zC6*>O{iB=oYK-u#M?XnqVW+@4(by2$rdK?()@kNq=zky4zjuMll+UDb;xrc*I#}!P zaBSEKcATw$4x)NG`};e97uBxOXnh zp~c9hL4I_^&HGr6-hb$_F_lr;^HSm@f}ILw9X_$oVMd<0WQZ@rYM3OK(qERSqRFno zg5=6f#`EBvl)DX*vO)jSGS|wm&Be&GtKC?SeqrIQ1XhjQ-!YrS{6}EyL^&byIRiSG zpFlpVmJs?F%CM|2C3o4rj}!bFKSq(_UC1vy(-Gm#%XW! zvEbNt{>g#l-cR za*2RIZM&eXeSIT={UW%195&*+zez=*dK>F_bjo2WT_6c7AY4QZu!Rgu!fP_wZZ5i6 z7h7Fy=_W;bC*`7wBwXa*Gkw@2g0!kHsk|ckf(4GT<>$lvQ@^IRMJWm8-GplajsBbk zvc+np+zYN>U2;>$gFla{a?}UAC{(?A(69GX)o)ozi`^MEL!4mK-p9B?eUcHp(LchE z9_siCJ|#mdQs;Kpq8mK6fctSR%?;+ijT?I^$g+dTcc-~#AbK&*TKa>POO z&^r)#cB>_`<|vTKosg75NGYaB@2CYb{NvuXW7%^GR#$ z3eU3J71g?2yX4MsT0&Q1iK_Lq21?XYJ$lmt_440#FwsqDDnkUv{?}y4x29uho-@kq zM$wKx^|{og9nGgJ4xYm?g=x9cZ*L2MBTbFZ`#Z0uWo9Wah6^7SUFPEZcjAut zfV(iB^FPWMsf0)xVK|6l3SJYBV_OKObHv<`m>EcT!dlN1R(Mmw;~heXmbx^WE+wll zxO1p2O{#emLGSJY+X9{=8Lh~+tI)P4{-sG{f8|(|q40APfcon=Dzk{6DLOS}JuczC z7hpme0)EdD$eaiJlbs|x;g>iYsz6<1KD4|lb~t4KRXLIgyN5CRHK0j~H+aB5N3#DN z5f2)yVB>%sreA<~pAF?@FfQ8-K+kF)D5@w{L&CxogT? z!7)mCR>M2fuP1%j(ZVI8N<^nztTg++L;!nWu6U zhCS4&XfHoYM}?Y+<7JUwo1b1`4FAGmEnIah({Xa!@~a-e?iR2MKPDaNLq2SPDh(m5 zv{VTTUOhShvJ`W%1cr;jH~TvW%d>O!nZwcioV>4(1wIOyKZt?H_z=RO-WxMYLQ7pm zevTgA@(y^IG!{dD6To_(%|&+m3sszl6{f&PW)a)5*k&(hJPEWuihPWukLfv8ZOey5 zf@*fW)sdO0fKAeVPg&`CfwtQxIqavjMW63{UINoz=(;@+@cIW8cJV>r!dT^p5A*z> z0h@;q611=>78CsaVYi~dw zrGC!%lmBIs{PMVwEe0hgdIllu+7eEF_>+Zr`2FfC3fKG~ zTw)aA(cpbfcJE^jHE`y7MRV@K#VfwPi~y!uRVEfEm<5VNTTqJyZ_wkK11J+ymr8~r z5Yn$|gIp8B+E)u)h9&sWGUezcLr7x_PnHn_l=_OW1t$}E?@K!92`NoEW02kpBttkJ zB*;=}SvZU6`4BMpLW7VAQdu#61l@G8%!+1}^rQe0| z-tMuDJ(T$Pl%#Gea<4A^6K-_hG;O4T35UF4Ca&!0U!2;{-V`8>2AV zCoahG0;^~;%0zKd4_X4@t^DZOHUp+9LKS)JleA?XEV zv7jI=qSiQ>seK1iO0S~6z|q1S=`kf{|674^cw;l*e46b}Tr_6bp5&7LxhG|((20|_ zEN8bS(6a*CO!uf|yw`FKJxcZfZ%)Tr2Eu*}HWIB(9VQ0yF9$s~DlJiXS<FQVqFjqeB z;v}W-<=%Resp}L}?1vA`PnY>NuxQx1|V zu8qeFSWQhSCRhC=V&%4^evKaa9Amh8k098;szA_6%^ssmum?(rs=(omw#w9m5kHB3 zKYf1mKi4l>Rcrw{Kvtx-F+u7}2!DMJ?>ZiJ>Dc7^z3-XTQAd$!Ow7jtwKYD*yOBmY zmft=4t2sJ4e<@z>l#Kh%yNF$KFMHWgmJK<^yFEuLR7x!&vj=koeRnc68}Fdcq!#Z6 ztS9`l&BK?o#eLwe)CpvDG6PB(jxNK+4hsclW%m05^A4j1bTzli;EiZsRg$~=z}?&i zP4T0pM;xZ=T@aZKh=Gh+Od>x%hXYJ>cE!ZT1r7Qg8i@sUt7FIs$;7m~#v!7xFe+Z2 zWy+c^1fOeyw1a;s7{qP?So*~#2$hLsS%ukUg{3;X{outJaECRp2RH+6t$K~5?(JSg z59rde^hP=0XNmmR;6oicM$W1nHa9F3fd9mADAv({(0_)E%##hl5$E=St{$#{uK_Ma@4C^4PU*>95w zk{r}S56CxhMgNj6ki16)KDY_79M}7^b9&#?lsK!Rjx?y)iT8kU7GbR$;2F%d&uE$o z7U3{kbSy$!US}y-^6pgEDk)-%-Mkx+ei|aC#{MVJx^Y0huJD0JR6>I9zniEsl>k?k zu%5su6GV%*D#x|CQ78D7M$VTk#GV_=d{&wIhY8z5Kn0YixbbOti1(2T>qK=NlVdAzWE)%$ zJP30Qn_D2&inAl)rvT=>i?wt-eq@M~7qE5S4OBZ7Sor)8_YGS1*BRtT1W0f@k)-Fo zj@a+r=oof2Jm$n7HT3_P|YPiQ<79YL(lIUq1cK z&BjGTuR?#-(T`h7fOVlvYX2a*_H8#fm~AgHk}7^4?_&F{F{2Onh3fU)Spv|?{y&{Q9vGF79@##|$aibu!j zgzoIRu$M!(^Lneqb%#s21T9=(Yo{b=7zlIDXuyI-HX~6B?LkYsUA6jYzqWEf@eYVJE-dnHc=d;X4MriXkw-noL7ACZJR?Z6erA{G zZd;gp{rS`O0W$4~mlP|O`kT-y2Nw*>IbDuSA95pLrucvby?5Xxi)!Fq0xp~}-A4}P z`cT^#QlR-2q0{~lV?NK)lsIz27B(W%@t5e;Otj+Da^<2*46oa;5$WCFGr$wC-SMtqTB9sG=b+0yGx8Wv%Ja;DM#rjjCKSp7aBRe%Y68^;%)GKf5NMS5S0wU zAm+s7T?5C(7#urIi~{R*oSdQzzM^5fA*6p1C7_)Z!sPznqXx8OmP%D2qQ+c~Uxv(} zbOF?k?3)_Ah(DI7ZNQ0z+ti}jDZ(|lC=4;!q-rb%&*yB}sqYe;sCyfM^4dJ3aP$JH zHy!*Jz@g(2MXVp5LF@nEG5TT1)ZIhCdtk%WkC%H`byc16`ZLA}yf;tEpuCj#aeQY3 z#|h#8%1&LdI4hxgqc?@mi^U{H%pHIxqLUw{h_6Lin$!j;67UiHAf{KSuUJWKl*Wz` zmYwiE8jNcywCt1>QD^A0SdVr9kR-*!L^J-mu=Dw*s%$MT@uhFQzS&Mp`yHt@?`!KA zbyg|RaY;GIiS?AYQyhT}D$LH8mSwykIj$C}29B{Q*Qup~qQxl?g(aC4dd8;>Gb@WS zGbuZs)9sO>!9ADdu! z%t;hU73694cEk%jrkPj04*ah>y!U|!`gZ_xW38_98Gl|`8wENn3rwzU-)k&1pds<_ z;CG0DO}M8ZR`wjtK{*!9xG{O^%A)iqvf(1g=UE^O3wYXtweoR1OdCg)GIP zPCWOhSqDFornLIrfo#IxS~1<9itEXLe5&i3NJQuR;p?+Vy*=zj`X84|QKpY%{muBq zb&7ZYDRtp1y!&s}+%x|&$A&F0$CZFTGr&i;B@9iQjeW~%Bq_hI8_+tJ)MyOU?@Zq^ z9NQMwgzHnSl;V5{%V%=19xu{W>m0fqL|k}PK^$9fA~t3S(b9>dTm3J=`NEh|reZ{3 zm1sI&@K)2AT*P{@v8;m0=O0I@;y^*?{jd7T0e#Vp-T=$CNvPKT9Q_13+rWu?$RGzI za0o)$|4PKmRrY@#DVBxginkkOAL4x{x~|pbpN7`uNowad1f>2bx12rW=soKgzZxzx z5S=-pbfNI~Oh}GZgmpz#+5A1Tzx! zl!gB}V|-QojrV&;7QQ$_vh-Qew;~fPp#&)FYyZ_FFtTOxisimFR_2X&D|%St#OzD1 z(bc}$&n(Bc2(7D@)+9Ij>#Kd(F8^mu!;;VpNO$gzpG)2hT&Mr9-dx|egOwZ^Bs@Th z&a%@lE@FFl^UtrqtC6`v)VQ7FF#F3r^ALf**jg+ku3=0G$7QYRsxo|NDy(RBoPo4# zAd`;)fTLUfD?dQD9W?DK{hSQ(t3Gv&i#ObSKt zjgA3S@F!%guXgo{)SN@R^W51(_~51Q5qzw@%;X(uAKd1BfOgTE1`l1PbjcK6o`L^w zQbp@)%F`*v1P7;-Bk;FqRcG0FI-{T+naU!K9EJz)DD|1{0TDnX%Mmd74z+bk?+D5}y}! zjc5i4LbhB!70KI;CpscC!8dI~r1?-eZ@N8HeDS>6@*i3WYA1^`u!M1*=-&tqLV zDl7L%>2Jf#G(VaDLr1H_!;urkM47pS5ebzsuNdU~-)8bpZ;M~+O!b$2Q{8`q3oWyC zV|cCqWU|mDBBMGE^|SKUKm~?G$EW-5Y!e>Dj+pEuQe8Jr7%#j?RcOy8>=Cem5vs5} zM3zUa$?v*Z9b##6;0$oM{dLBBO|P$gL+uq87p>tW(gqob_c>w_3N86hUo1ZYTsj=T zp-k=~P|STjIMH$fI#ry3$JSakkgfnOs=a%IZ4bVx^wBLtTS>_;o5KeA#2tp~R}IEd zt=O669#SKD26NL@RI@&Y<1`wjR<92EemACNw(;D}v<4*RT$pVx)gz9hTUL!3sSFsb z#GUA^D<}6a$4(*Yzv8Np9S~ejKb97E-3oTd3H6rTx|e11P@$QM>B^j!g2Y&=r)sK6QHo$f<3kOAM!Q%=D=WN?jKe1-rXtC4RZ++b}jnKlrO5MQ7dPRYOQndeCIQWJ+e!xh}iZJu&sI$DE z^zUItnp{=%Rb!=Ol6j`j`|Z%hGn} zcq8MT$*gNx?ql8;@gM0#!%-bUU)cycf4Wk)+*9TxVSJnUGUpFL!QF9%$ugXlFs!&K zah=16-LZB^+!-EI(?ztIUAOt6w;SM4_oNM~7zIUPtwq9U?h#m}-rH$Cm?zLnwdfi^ zvqV7J)fqO*@2Cp7a8Lf&d$tYEGr6u!W309OZ&(0;>DtO76LJ$IJP7(VAWyHR@9s%H z*gU(E&ChYD9_RIKI)Qt2XcI}2#AJyoVL#>L;(1LO`-k!ZpX)StTDxq}K7=bPP;{e% z0e6OB+;{HRu*ku=`R#aB@l*}Z3igJNYfGSt;&>u+@Y7;dY;V)E@bnGoE9q7!SmFY= zsVRf(;FqU6c|dS67vs0_umvoP>O{QvF=P^lL)6>jvn(#WrG)=H_U zvItJ!L8C$t#^azDrZ1cy%xOA{)hdE+ArYhgcsmkalM>r0TCAT^V(m^Ypi(=&Q{gZQ%%X0pfc)%|0K zW3Q(hs$d%2H|uS>**p%zX5|o9u|=Z()uen!*b`vN%Q6c{{$zWJGPU_&BeDO6Im3|H zv@xnwr5j|s+&Eg%ZRLLx{DVJM`lH{(-VRa5`*vmY{dEtW@uz9$x{|qHm|>^wrTs)t z($LMG2z<=)scfeV4$1Z`Ct0GYIOpp(6-YUBMRaN_cX)?&rQdn)J*j442GYk4zYP(}~_o$tWFG`d)U1q92kjo&3+xCrcLe8nI zN*JsMa|d@n^_6SOVi~0g#~1}%>+$+#wMpK@>}qmCV1V8^|2sMs=E|`E!KUYe>$79g zG;$)Bk93wDT{7$QNPSLTK+EO(_z81HX8O>RTJ(7a_HB&7{Ln2U%)=-%Xl3_^t3e+c zZiV30QA{jES}|96FfI}cIX0zlS`C;dlt1fVBvZ+q_nH#BqZFr9Rdy9*O6}ov-^p!; z!k8wMyr+5PvgCL|^rJTo|3Q`K-_^CZwApVoQgRz>Jxow#BB}AoDF?)`9&E^JB*CJx z_$ilbBbA9bTq|zn^oAG748{{SK^bBprh7LXHhl4g1CO+KF6!!|7wNCxP7r;C?vZ)r zhH5gl83Bf`nw6ag1Ix`Bc#&Sg-How`X^j)W(bB0mB-?SAk2vz_gX6^TDshyemYJ|K z9jT<`$AWQ8);2W^%e`?)Qc(B@rUTD7o5|R&9LbQ66?#y{4 zyQBzrCO4oXSKd<){BC_~{SUcMVs@vkoHDV0DyF6kGW;)JzCNz_=yG*&;&uLNy855P9YGrU@2VP`%#&~~FSUB- zJTkO!;>WsOx_}KMqbi1`FUh~huE=ir-cySE$cr?Q+Zia}7BIhW!!k_oVUMR#xp*}~ zvF{&~hM4(ABNv|qx9&Qrkk_$LAdPfpODVsn`H0YpB}6uf#(H9mGOKZ7_Q#O4IW;<# zbsDefB8T}O^ttwCfAZCv#|irXEKJMz(1R3NpQ8ol1HNM8aSGn-*h-BOa(Fefn5F>& zWPt8m?K?K|T6%Z$TgQ7Ux#>TyZP;=OCsj9(xWl`B7~M)yjq_Wn) zT6*N+Sa#5_zqp^ubJMnenbp1wFsOQKFuG2Ax7%f8DuY$&ALC&!V&(}UN8L3F3y4$p^ZmL=hReKx*Ea!?u_0o|fUh}b#!GXM-LV6>`Ng;3S%-ahF z+pj7wimWDI^}cxl!ATvyxy}r;VMXlF`5sFWCvcHWIQsWOtD?1&l%z*Kd=_dQaOr^ z{nW6_r~}5f3}C<0yjV9U^e=9jig$8@#@wM4(n6&Z6s-R~isJ|=k%j#DbXaRr{`);I z=cg(L_NiLNJic8Ib$E-jWotVm17P~67q74RwUELm62MKd+#LCQ|K4r+=I7sFl4N}7 z@*TfA!!ZY2YUkLajJwA#nRpiN?3$y4)_&h1SSIOx?_6m{8|{&f`FiKk%3uk(x0nz) zIx<#OI!dgJ2<1tIQ8#Y)lix8X%w+pnKptVg@w=qPRYu@$fL0b{zn6^|aD_Ec9>&DB z@F$KOIyvjd6#|czHLU~Z!qEU1rkOHuR|+Y)1!{VjO&csskwpHrh#4Q+GbJ_k?~apy z_xQI_YxdH+V?m-A->Przc3_cRF~@h}+7 z7Uw!GGIscTW&}phnvwSMmqa@4vCC6@&K-$2aPCH2c&ink%m{q&G);1T`a{GGQ8;~n z`kQ|s+5SPbPs9g=J=4DR9Kj`B(*1mcu3YIfx8o&esSgo-8V4EqTtn!zZW8Jr3o4>p zZc}1g-YgAsEai4Ly6_V{d0(gV!WUX;FrNOkj}D$2kaf?dSjM?}hsWY<)D&^;XHKcTZ|+hkzOm?Ujiax_W%X>?Tv*y7v&zG%uO=eNB+4uy zwVK34W*NA_q}&jr@3wGQSXk|HoLbRIwUfk*?XBo{jQ{3wMa9HiK*rsl&_}NVIX}K4 ztGRoQauN~7BzdU<9#f`1^@YzPljY|>STEj;$_ zt8-|2$;(3^@^D^Aun=);4V~UyGEw`Tlz+?3Ku{*iPmn6>ufe|icALn{7CAyv4TKbbZi>(}74lFoY@N(v@oMi_sg@3sr0+tTZ25e@ z=QZQ_;On_yNcx_p^~qewOFn^V&-Z#N541lCa}qr`p&5pM<$Z3bePVPcc3^6gD+Z2! zV3d!GFWg^esYrkU_apA0UshIrBprkz78z89fr!qnCLpjYwH@U#@m@fHEQ)QJ9kpTi zscFB9TW+_*Se_Vde`=bY>)_Z8R0q#e>U1PaZy4X;7}ZtDo7bt~TH}LRp;S3&L6vZe znSlE{$}I0py~rJeX9BHWyboU0G%$#uQ-3n>v$|7q6>HFWbCZ*gGZmazQnaRdGd*?{KEkG!v)v9O#-WX88JKmLY1@L_|S70Y#VK?;~myt z^-cURU~AJmn(&+gZ2yALZ>M8Q*|eG3~ws z&xy8^HoXhn8K}_cC7sa+eRsc3TYK)~Y8e}A0Nllc=vzD0_Tq|XdP3slS=tVAHG)Da z68%=;LOQYJ3960_3EMJ{Eq)r99MFP>QAMXuzdG6eU)C|-OFjCO!cOV-<;j{<_3u1B zR%>}55Ivam?qeEEbJ}p%2xaMCc7=xVg?sz)Dvx&sXN=3>ePSz!ZOI8`y9cGP{m-|(B!O^l{kYyNvq_%?gY+NxKR{djt8 z!|}F8m8s>wds#Pp@pk6${`;=-3O#O)v@UWbwq`tG`!j8n&0|i{lK{ zc&l+?r&~ULPU=4O7L`Z6YqQHrq1_$dbBje z!4Q2!x!}*7a2WmXyk;roJ|6tmQ`u2w163yOE=+Ba38slN0OG1rrp@~ua02F?D%gL2 zhLEFEC7i6rigs71WPS$_JFgEgHy@<$m0I`T0ir07-VlTWVF!SIflI=_9in3vSfb9=Us=$&^e2kW&+NtAh=E4^VG45@A z=s3IIh|HI}xnzQq>#rJ^Zgw89GCb6^MD-{Pya1wx>Ubj@4oZWtcTld?odQjFf4WaT zgOrLfA0s4T69WS%%gd=`S$~;t|5gMi0UQkEnlPIJXc3@N5fOv1&KTnf>>sHerc-U- z#<$msi;v_^%6ZD!^jY}pNGfN2tPQT5y<sgadFvCj@o2!b3?0bPFZj@_ zy|;(Ook_lx5nFsR9lm*Um$^ik{5`>a$QFwOy0M`9c)hZD+{q%z6dBdIl00DTeCBSvCf5{OH$7ve=Ne~>LDdG_e}3Z~&&dS4qT0eGA{8Mt zVGP{_2v2d_FN^vi$$HRmU1)rnLCcLy`1WV&-{x17nraVXz6d7G*)iKzTpCn<^wVSX zv7$4+6f!;i-5B&v_6bB)`;j5|19el$B_47~ehzFo*g%|nIaCrfnlefjG zFYWR-;F|nUZ~r!}WnYlEb1?M20bg$EFE2@yVWfg5tRT-5mcRA;d02sZ0~*6b8K_y< zfYW~C;%^P{pW|bko8~Nc86M{9qigoyLNrl-hVH)8YpBXdi1L2PXgpqwO&_hM!A*6$ zxITm#oE50=86i;p_Y>(7_reQf6<4xA))U|cj&OyYiWDzM2Or^pwgETNZSkLza&Kp?dC{ImI8H|GwLLZP56fX)>k`QV2#LmP5^Fg3a?OzBplW^lqbQ$_yMp64z z4V721%k6qR*4Ux~R|V}+YuQwGy&-0)8C|uiW&_wx*4OUiDRoGA>CO|&2&>8qGyw2_ z!IH!ln0Ggmxr;w4L8Af&ZzYxR5@Io$p_Djo1z{u z(P&CYKD{L5bXp^kMIrdbY>z77ug5XTg&xFrNvAB)nLx-DKl__V~{- zq;XZ_BKnvutYAHr#6n=wg9R+Ic6DvhqxQ)-^W7LY9@DcF7xZ-<%jw}hb^Ic#ZRv3g z+t2b$I)3jE-&J29+K|H0(s&LdWdGp((4%rADF3mM(n6pP z6jakVvUQ3bxDZ4F9!LV)Rw5#|iYsUYJpCkPDS z!!l}}wj0$m)wGR_vnj4zpr)49i^B&@iIUxVne$&oD@MBqZ;_1z-V*a^U{0d$SG zh~NL>^M1c2?l+&@P6_(Mmxm6gpCUv*7P;{=d7|^)2S`*T3WQC>g&IO4F0d139Osz3 z0jCZtPT+8it<|oMtFN?YtL*f(+lQW^`mz^H<4nsT(Qq7VQmoo@=ewUum9+!j2)`{` zdYX=3#fTezXo)(jPXAPhl@y979cEmuo-1D3kcb#SKg}KeSvN?dF!=sl2TJtdcr4A2O6l2l8VJc(> zL@89B*E}ep^xCaQg!6Ks*EX>)I=y*u#EwI*!dyR#$+hTcaXRB?QR&9LCo(mG#C)j(4#^fZuK^C5VPg}r zn)mSp9dOz`UXo=j))Mj%xdGFg1{cuC`*i@L%> zn*&wt1mwQ6wq1SLYF1CnK^~%-weGPb&hVe%M85d|b-1uOd+Ih^sQb1M$L48W(AeeM z&ISJUl;HPDjppy9afIHA4LQ`I8w{Zzv0QuGHtNokpk7T9D~mu$c9q;$cK9w8-#tKg z48NZUOA`_Ph=TX@a#XarcjS|sdGH5AX?LoV%D9XC+dbp3QIaNZA_7SjASY3)qbH;T z<|)cTee{ox5-%8ey|Sx{*3c;wHBM-J>L8^?+n(Lczg+`$W#nq6ZZEiBe@0FU1-IABGP!4WJdcr;+M&P zZpfFU1nPbZUypSFU+52f0ZxS%XX7YQ^psK zmabj-)7?3B;bQh5{5S(!y2W(GFE%P0{2Izh&~ZhXQQ>Vy3^VUXCGYr!sxmdp1>I#d z>~9Iy3?raVD|P0JxwBg&uxdqbsEt|N_&`A|IS?TIU`mQ4oG$%#HH~WAqQE?J7)+ga z?CeyG*n>7HBPgk4i#`${Y6ICZPMSsF=YO3>HVb(MVluU>s-8lf4Gtt=p_mec5D zr}3a^;0yZMQ^HlRRuFoemBv%rWBodVNNjq_%aDqQRBKVIRl$RMXbF-#sSd`v?|%V+MByUPq_4nVap& ziyGs}YyPRWk61yQ-|p{m(ov}-$9s)3uYynAXZEi?P#cejj_p8lf2=O0m*WoKW>%nR zYSF$GP)fpNA=#s;IUDeK??G-f1==e1kInF9QJ-Z1s(=K*x-r2oE)ME-j5OH?5i@pF zrGM)*wJ#dleTRoSwkPdiDJ6rKdJscl&mSoCL-2f{mN0-r!QdGf4=Lidt z9z$7`Tea8ibaE`oG;R$t^d(!3leh~Sic02WqI{N(dk4?y^{4TbUKxzit^5z$+KFtp z6r8R;{LZ`5+oJH=E;BKt!sx~B?&}2mj`Pu%@Q{t>ItK3DL!jMuZP}h}MvMe-_|Yac zkHNP4L(ZZ$;MFIw)#e=N9Dsn*TFC*zP{cqi6V&iE@r4A9s&;I5JM9*pMCt#%W-I6! zSc}KWqvO_#t21aNJR9vA%KnX5s@VDnTXO_p-*2*pt=(NofJ7Cmo5=Aj7;(9N@|3Wz z!APb~`FuosJ_TzM<=ZUb?z0TMMMPmgCsvlCmL5=DZ}P_)ST96m=GY0MLWtcO0XX+i zl8ZaS(4gbJ@AE64$}{840!ga0*wOvvIHNjruBiVFDsx^!m*#U7-!3BQ1Vkxc6Jmg{ zMu_nqA2M?mF++@GLK_MH)U&2x4?KlG7vHw+DJ-Z%xnH;NQQ6#9Fg{-K)`!n^Rhh^T zkJ0RXP3Y&a%^Sm%8%Sjv5yZSo71SQ}r3&Q#ZjD7wRANrc3lKJ0nx>)4{P$0)$R>_& zdfh9}*pqG)SgGz|8Bn@~`&RtB2#cGuJsm0Gt zu+7qiW4#}cY(j|ytohs052rneMLw*M$uNo)p)Pe;2-v1fk5Uy=x?Xn`+xvd!~c09PqnS1m?fPA1HWwY3Re^sM!Bqx0?jy6r z_G)InDItimd(=b~Yz~lVKfBYm^!p>(AC=`Su@88FQOkmXi|SZMoZ3)gz|XI`OmS>w zuS#NFnylQ+uBHNGnw>mnm@V5y4+!m4z~sR*iG^&4@8Gbu~F6o<(H~7 zZpP!=-Gwxj3?19?_{|3tao;|??bBWA_4EBLR@~yd?-iRCEVN$9ht^c6_AW286j0c@ z3f{F-`tv?h(=fo*g0X>hw8!lhi;p+mj!AZcd0B_NcmJJ0r%TeN>;P3vPSS2j;VlAP zqagF$7xyz@DPL}*L(iPnqh9f~P&}t!2Z_v{ujE>~%<>|! zPbh3V8|lqO{H3}uW?#o7E2Zyj$K_dGGR>lMC#_`}bz5JRrm3VG5=AA9j_VG83i!~^ zYAOekt5cWiTX^TRUj;l5*!Q7#|NDdf#ceXNdjg{=OZM?{+Xd!U17t3+(04lg+3+4|Fen{tmi8qD*k1Bx75f$ z+oxdfxJPWd!;g9gY)#f(hDL7X{Gfg~Ng!a!8N&xs;xQK_(c#J#4eAh>wrFx4IRH9r|pW z0=~P#ya-@iDqso~z@%JJO#M}Q$qNiNwovB#$E#J27x>tFw zP)kqH(LNO(`4sHg+p<$FvC2PIc3cW6YTekNAMIz3`3g)FD_<`yd%nDQU?&rDWqRUb zn~7E`nO%=lzxe*>PyRC^ZASjphK`S+%j$eca|*@;y=U$>!~6b`>|JfSjEPd+e%+F+ z9u_J~E)wM?8T$*7_7+k4Zv1`#_a7G021t}2os2IhLJEGcyjh;@beRpFRG=C2_-7=i zU?&x_YR52S?;O&vZTL*Zor{!B=wFEuyoF?NBq0eh`!hJYQS6h#4SmV8YU=MIBlddr z+H!1bg_n{&*zTX4A1(=y#-CGT*_atXylOM__Ul<~g0y7;kA8)XxyC37N0KC8G1JE< zlpnNlz0KGagE5;73zLm%@o*lbZMlmhQtO6N8L6hyW|zn*<_8FHD~R&BZ6d}e^`YLq z`X7wtw@!PUi8~_^TCUVA&omY6X4DSn&pSmPb=qDSnU7tCD~kPV2|4m5$5SK=kt6xB z-5RUG5?rDbD!z@7+kJy@t`s&8B;^F#x3^IkC05c5Et_EvON$l$M=eFxMS&k~#~z&` z&-NSrZ++Xjhu=R`k*xKk6E`}wbH%zxy{>rq*c>!|B>DTY+J0%p^}&-g;_B|H$H_67 zyc3D*Ld>YedXf)Mjc*`38ZId&7d@V|L00)!5&I*3BJE!57u(PJggsmMfVjc)y6`ru zJp4qNI_8R(#SGe=YVCw01ImQqR!=$pIe??E8iU+j5FT0CX^CH}=}(hu#?suD_{Zx? zxbdsTj~#a=H8Msi%RAj`BRMm=u5%O1;?6(P(?(&HU&lJimctI=LO*CQNr=+V(x`N& z<3GZm^OU#lu+uLIP2fdQkD{x5A$)ai>y8 z?Wcv`gZ@@EpwEZ!TQ!+1W(K7DysgS!#z#}TdRkFnS+>7d%D!1&(s7PQz5MQ+&nsPS z`|G=Gq~4>`A_;Zs-aau9)3$gx2R|qVh1X;q1{&5z!yhC_jf$Opto< zf%nFa5e&Mq=wMof71398kt%VmX{!6K+_w^K5vw)l-!IA&k_1qRA|{3de3$lh&P~bq zlEBKq7-68mYHEb3(g>3viB$9c(j)2OccXZu$khtG|T; zJ{=(aK;6H7SA*HF+cm)_jT#pHcVgH^xI2iJ2b3v5=g#me=(k!5w=hK6j78Q7f={k_ zQpP83T(&a_UK~_?4C`R+QUA_UvM?NCYp~C67&2f!>7rj4W0E-n*!-?6+d{t`J@p{2 z(0~hT7v{rAil;~OkKB|%pNk8JKZF$&WhB{cJXpgGDg&<^uucE+Lw!ot*%kvQ&rm{M zt~2m;Paesqlbinb$7VQSYE0PjQE9g1N(u8u7TFk?VoL-Vj4+Izq!`6hU2@iiO zQ+&w1RroNH?ko35&trNkD-H~6zvEJ~Y*WXobT6&LH~=ZHz#T!-XZUS*SgNq)V8JaX z=0whYe<2}(`A^C^=cYLATe{>?Ty@Lwe!tXPCaI}~(2vdapsGBq^@UFrjY{A|H-N=j zNHhLZM`{Z#^f)a&EW zL|OwCN&zdBIrL`1+x~eoQ+`#5r8&H^iQbmFH0?W_=BEHsFV>P^#tLkBUn##hqI7 zCWb|4d3qe2_7jMn6uca2g{=4>4X^Axa&g~wE3VtYSao)Y#7S{ntl=)|YA^U;IWSSM z5>-Bc+4$~+I8=NUKnX2EtiEHU#dA_@aG^;bZtP5q=B3f#Z4`*5S5Fn^U$F*bLi4|W zRtjv54sLnPxNOfhB(}G=x7^G^B@Io*zQidVtEJ9jW_!l$x={=EjM>&DxPC>(o0%)f|;$Qsac zK%-#Fk4Cv+5o@!kh^9y$6PXs6cCgauFZWaOV*ww$rkk5cqOm7!2c!SJL=zwG>&y!X z3@t5tl3Ep-@^XK7#&#ezes^XhfzS^`loEp^y0J4sDV!J!YN6yd=y;?}`E&B~ zh=X-ccj@!Mp$qnur>zF#OA93MmJk=%0~S)xyD+lAopfMVuiT|J)AagdKoaC0kt)VC zccH>QD`l*+3d^ixMHhDAyZA2@jBVZ9s&`}$pzxu8-^y2Ke2G`iqA$@@zWD2#DU>)| zE2=CuTOV4V_R!?jTo_A!?}SHzYkS9YYTYot8you##;aarvW)5utL_%B)vY8F&AyU9 zdTeUcz&lxay6MwD?yVI2a%J}Z%+c>VCHJg}^7&{#p8iexd`j<#=gC~fpb$BVLoaIo ze;9kqptzc-e{dKeXmAe}+?@n>4Xz39lHhIuhTsw`!8MQo!QEYhLkJq&U4r{I&->Qy z*1u}2_5)S-!_08+?bF?-&-uxgc=)tDsJ}#uB}b@_E=T8Ph25^Sa{!c0VPUaO)iY@| z$EN2top;x#vlV7YZ8wu;j!g?e65%Q$dB@BQ4BMxE7CJe_Lw_#=E+w3t{O(mx6ENCd zlJ{y6{ci)$w_pGm0AV@^=w&C*#*FZ z1eLBI#2y8KbD>0Hg{Eysa}DGRQD z{psx|YZJ*aj~mH-(Lbm}v|<9F`=Na#^EMwlk|_K`wFgnzIfxv-5O@$0pHFRUPA&Gi z4*vD9R&*Gf%f+-YYj^XJj$7LwO2yOcwaD?Mp3DIC1ul!=5&Jy^y8~p}sQeJ?)FT5m z^P*ZqJz2_gXWlB~Y416Y=17sf>Zsmi=2X3?Q-e6#L8kfNyMvLZGb3X2n30jfxr;e` zrU=W?WP(pA7?T7|$bMoF}D{(6kq<)o1mRadi*jCnR^&#|DReiq+n!oLosn*fAEWW;O>v3gUmXoTAE_=d9?|(7+WtBO~MEY1)!GkVq0b z>BhagsB7Ce&3e33#cX-uGu_<%HSzV#<>=D$b5$8ckYEkApT#2>lVkpLyPuq&lXPX zU*Zn~qFLeiCnHuWrs*l$du0Tij#OnD*Hp|39eV|9!T zr}1X|~yXhBTYu}$Y+YMqPRvts^s zMotlh;-i0(S&<#1`+rB7opbsOEVsRZqV>HWxs+QAF}p`=t6%v^=9vXgz`BKW$6YC{(Kj3Z)w-A$`>Ju6;s9~T8A5kBGrU8^8)wd z=09$_ua-gt(iLd!cOY>sF`NBRk1+oF4{B`v7`I;ghAt#tf-fJftAbDq1Hp#?=B!5R zJnK2eONI3M+&`TdoWfX4A&7L>F48Zg3nIE}kKaM4LhEv5HIN9=oV%joOCXBGX^YST z8*Epj7nGpgEw1%5bdOCZieCHJL&EK4tTh}0vUKB;HT()5C+t<^Qq&yIrt*N0{X`~% ziMyBMW&$Lttu`{(cI|3^F#j_%DUBlMi#o{W6r%0pqEe)e=7bMk0NI1*Y_c(5sx}J~ zC$q8nV~9RFFEtfFeM+Hcx6}MLc3N@#IILalUX(aAx^-p+p**HLXQ8ZwCWXafg5GbL zvjdAMy}UgL(JHOxu5j$Hu5gqMg`%rsxEtxDcr!4J?qpt6>Tq04yB&vadAyUS7Dj1D zd#g13`8_)O~vK2S{;rdbVcrwQF}Oj&bpAI(X3Iz(X6HX`?T9v4$0TL z&*)x0E2m&vHpzZuv9a_(Gmd_i)QN~LO#cbUCycqUib3SH)oeg%fA-PPUnYeUMW>xJ zGOrwhsu%S#G2c;^he4kJf?YM-2+WN#USS28J+C zRn`7LLNk6#c@nbc-XjgLbS!BGc0G8Ok?}N4|E8eHSn$ak?l^{+Ezl@E2oe(---AF0 zbS4*~SP8jMuh!3~M~3|h=m>|8q7MiI#^fIV&A9Tu5A~ZFAzV(_+iKODfk9J`pr_MD zh?wINWC1rM21#Wz)}eu+lUN#v`j}Yzpc`9Jo;=%kUmtms|Ld9svQ~DB56?Hm0xJ|K z=Y(BIR{JjrH^2nHAQ)4AMk5kSDQ}-K>>{szCowB#3j9<-3{!^x7bW|Mg0wolPc>J= zf4+^IM&`|JJEB3a?|c|S`Aj(s!V+jR4U;CNpSO$mRYKgq*FtXMSz#mdleKT-O}G9P zVHjf)w6m0Ws$-UgqVo2$W}Qlm2@mP1uq|KE5IQ;#h&5#6HE<=)yE>W~g{E-+tb~CA zqH(JhYd_q}zd_9{coJ_MJ zOMlXaF0n^iSLnE#@Rm+HO2rpIBrzYArwk#?%jw<*EmK6*($t7`rl8oY?YM(`QYUXI zWOwXU z(3Zy(#C+(nnzWRMqeeOX?nKskEOH78sJ%(k+1T)1KbAYaXi-72rK9<}{L(+S2= zm1Cp-i^icBpY!^%gbp^I?G{Kd5yOvj#Q7e*JCe;IVQ+B><4xOZOrXbd?Zd-KsrSzv zmicDVU^`!4j~z{*ZgCz08fhyc%&tXICC8PX-WJN2cB7fY^m`O%`_K`;C;F9{7=I@@ zgOQ zdJiO|m`H5xwc4`sQpb<78ENTO6tSisqvKg%iZqim;UEGSS27TeU@_}~bFA%04*)k6xkhHxcaAmpmHE%JV47iN_mEYmD5e@1?`N1QeMNNp;K!OcbHk@ z2?DY3m56ROyxhl1+ya0>VDn7%8KR~#N*bYkv0Cffi;#)eEoODFZ?fJF*vg=Q}3qSPb&1_5r1;B z%Kt1@?6)2cg_yvR+N$eV0aN2exJn3RB#o*U)P8BL^X3h=xvQ!kVPq|WZZ=V{cpE9XGo50 zZLZrZ+IRPzRL{!aa=F3T*vX1dx37r*OMKothQO(=1L+F1fU9nTodO>U^~ox3(O=Gj zT^;*Yk`-=Hl&yMX9@kOtS6i%FIC6UX0{YtP(EuI>3Uq%xMg+-VV|iQ8zW4cPRwV>f z=s+$>?YEA~4mQTEkZRFC8+(3vx*;j&4vqh6t~kijv1rVyy+a7Dor2Re?;w($&>7|x zbc1&H%Ol6IKoX_zpW)Ea9nrIgq1!{;XxZuJ4OJ|#`y6qIjN|>7g{aiH# zq(Kq6y`%TN3tUn%l!G6|yd4Oku*Wp)@^HR8Gw&Y|K;!d}96&iyr#m4Mqm`A;e%XLw ze8a_YU|@-EJdc>JgcDYiwff;J$|)SOgBRo8`GiThxsGy}S*+=;j^A^iQ)2 zxySum6>2o7VG+J)Q684Ug7g)CfiRT%hgJ!_;451un=kQs=GA>2`kqz^SSY&*jti!V zxqZ`AAuIldVhR?7AHls16w%h!srD%C0nTt+F6hS2_agjAY|AULi0Oq`)znXS$GIb2 zYXwJ-B4#iRI&}4De4vpf7|ov##ag^T_2%&~NMCh>{0K6gb%$eMf#oJWt;SUQ9V3=d zIe>DkoKY(8xyaS(9hPA#gi;p15dF7%^ZJ=fy_Y;gAQwlRT^S@>*&t-y5p$p(!D)YW z-X87@kvh4~91O3ZyF87;J(dHCIP9K8U0DtbhCR{3ugYfJI0>f@AkqG1voY*M6$sWp zhY?Amt+hApUIC2MORvE(crvMr;=L`k?h5(!$d+kdIjuMwY58zO-G?@ z;TgBz!a~>y9=DvC;1dy3V-e!5ER5I92^|6Zg&E;sw!5nxVvP$Eh)W(D*zhnDmFWRh z+aAcnp^@J8M5N$sWgQ|6S{E_#?Hv@0l4!sX@}}~W*+qZvjf1ego5wEug|;J>e=O&k zl{j+yxZ?lL0t)fMkj@v$U>u1nXW%NG?g7 z+f1Qr=n^T6Yj)=q8Bs#kMMFmyibk(%v;9BsYgEh2|$Rp za(UP%XwP$Bfs&W3PixuXnT$dY%Rw7aQO?J~7`LjbhdE#t5>(q9M*a`8*YPxdaTgL| zMy5^5twKsb%OOLJp;cSVm3OXJ)noKr6Wf|dJUH8;|3>gu+p&uUjnCa6N~R{D0y1Yv zPaiPDZS}ejA=^tCdg9lvQyr)@p z7PMCCq!ySD&^!V|ThIR`ULp2kOr;St4K3*hG7`tw)sMf1+$~^JTBvTQDYw7={2?{4H5p5>C51){_pD?w2_#7+Z(_ZrF=jkIMX@Dex z7h1jRs!q<^eQnd|pO8u%C_pFfozAJCFIi+V$#&8Bn{|#ADdmBHy zML=R6n%s3n$B04$rtxKF?U!Y!``Hqr?P{_Y6#%aQuCk+OrzcQ3=kXUbTTcuc9Y#vq zWWf;^FiTX$MoNAJu~$NW{;PT1D>~T^XO+EqhZvHcSRy8wo?Hyv!?0_;2+& zgQyRQZ@-jY2Qr`W;ZzRC2Y!~UeQ5jUi03wkx+l+dwJRCqQAQT^ZR`0?B@8U*aH_pv zOwu{pif)o2JXNbmpFT#z?E?#kM^s0?caVdM@e8WH1_@@LQt9(9)I*T@n(K`pZS1p9KZWE1?vd+*#M?{`Y%EDFSXxpx?D7xO9z?pXJwB z6Wzt>$SHL%UNPD959u>SdfyK!c^vzEiMN!$0Yd^8wh|UXBhQ!Qk06XgbN6tHV0g_6 z$`QX1e+0UdcBNzjF}zl7Kn@VYSr82&21%hST+*CrxwDcVTKkoaPA3l6Y@%}Nj8`3FQi<5FA{Uqq_kZI58 z{reqNOkr9}V;4RgTCCe|UZ$l3nWjoZ-=Br)!2=`ant$r+5%O63R96E>V;VfKC_bOz z!CN=_Z~W7xvFgZ~K=quXle@DSu_87csr?N70D=>T@4q#`dqjBzrewU6C7mkI=a^ik* zAYtYCnveiU?suOM(FoohfgUQyE<=QzMsn^4p20^*wBZg6Y8}sdRzUhJsmSv$L_~iWo9!%Oj zmgN;oxN2YeJZAOb_b<1*r-8?iI&fSRNn_qT0WK$F*4GNM@PMm-r%cX2JPxCm$J^B;?$^tty zPpwonHSD@YZ{{NHlGWm>k=2LWBYM1Dql_N`oy{xBh*=i$mBkdG_SQd%^#%(Tp2fI< z>)0DF0WA}aKmW2W*Ifu-kXH*~;+;V9Rs3`|!|GH?qo&URV>9+4a7^_Z?~1cO-~Zm) z0Q-VCuDYhW7I+LCJnZ#4dh|BsFKDoo>gF&@YQydaYy34P zw6L7xcel={Yz??u|6n19^%c-sbO=LDeKpYYbOAJEV10X>%g;}wU;qL)?M#SaXa&oA(5 zRE)@zK2cv}dVNEY%|*GbB|Jr!uC`xOkLFL>ZuJP8I-s-YrXC_3+Q&4 zdr|f5nZ)?~s74Q8I-zfxT$iE1qn9W^EXH|cb-K*U7E3omP3--z?C_*lOW8Axg;|C@ zh${RK8|c^O^RT*!^8fx+H86zH5R+54RYk>{jcj<7CH($Pyv!ZUUNPnce8AYb`rzsJ z^!OTqn^eT2S^DqJFCCcKh0M-A>B6y*Hlf*q)c+12=Uqmf7Tl&QTzAwDTW{?lPw<8( zg@QM4&`?Va_OLaWt`$zxE4NpaFq)&9dLi9&dI;wp>Xa0k)&-=+7 zhF}X##dIE)Mv5pN&}j8FoVKaD(n|1pwq9qYuKU}frIh6oW4qP)^B*hU9ggA;fHSVW`J>$|-2o%%1IozmK&SmJ zGuwr#j(sy>^e+5s6^m1bF;RtuH4hxm%PdXuDiW(2lM)-@c}vd#s^j?^N&RN;XFwXH z;sZ0K8oxjPB79Sc5`Mi_AyZ@l(>Z8b(qkd=7Wd&4(~uts1Te0>8XsSjmwgMC`3A`y{7n-rt3T96Z?*Uj_5azNR{dU z1K;T&fH!DBeO@~+*DZa&%6SZ3cig%o3gJF5aJmfF(6V;8#Qpr?3PcT;^RTO~p37rP zv?ZQ&Uj2;Ou$xh=EsCNvx$LfsknEM+eXXy7xbB}jPa;)3{*{iNEi|1|vd|C*Qrk@>VWWE;I7`utAHl*ePxl#{2 zwp2g+ypgU*yCD#5!r-A7B0_Sd-|I6RdS-;%B%sSbU6rXJtmjG37tYlX`99hk~MO zvY?t~%UQllJ9#`Muilh&Z9Qh5FKXi`EHGqZmh~n8kqU3;T+-zJ;68 zzeM!uwF;l+FJFpd)iF$bw&@|FI%Cjo-H3lnAGhE%)Aam(qX^5Um=?{a70=3G7J2>` zNtVp%q~X?Idr?2XuD)S)h#LIn`qzl3P=|A_Rm`(}tKVxiKaA&4)}|=;H0yGWf9r*| zzb%J;qe^RY+H7GQ3sp>-Bux(O*H_N`=2Y09BTUy;+Dd2p0^a!>g)-qrTUUDoZyyJb z$9WF;qqFZ0Zlhb{$%(gWp0U(aV+l9HFO8FJms0(aS9o?-f9rC9^ZWMpLNUYjX*KpkZ5vh7hA34?SQw7}`XDomesJ!Hke z!a};c;z7+H(!CaC<5tHE*Z_Pxp(b?v-z6BcV7F)N0W`R?H6h0gdw8a9*yZ>EQ*Nx8 za4Z5abcKECCL}I+qJJ&uQ3o|8>GJ+e4d_XIlBX}*n;$kRv8rjmn&H0F`4E;HqTQBo zrn>yb?lo}%&@Pc!VTjKs8bvBY%n!9*z_@#C#Wd1mo|w!{*R7A7m`}5wtLrK_M=Ds` zBzgQxo;_bd^mdO(@6L9?$`w_IuLjB?5xbw#mI1fcxHDleKjDWFS7k4g>4XCbczhrk zo)&<~vi;(v?uA}~JsJxm^cuX8F7Q&af=1cum!YkX_ea$7IKXF%16WxIYH4YG+||fh z1@I!09PE60{;J_c=twc2gU9u5#;9Cn8R(E8uPc~z~JK%ZSNfX zF12W7hGygFC@jwcrWd|IqP#4fHIW7IeWI&R?`5Z5ZUAX({m+i)$Q{#z|B~$4F+sF& zbAm-rg}A`W!nQ!F9Vs^yi+x4P6CwAWL+VXV`&d}A7uTfWX(;lF*6`>KIsiHLLQH(~2BV(W1*`*(xQ%0ad@@b}_7 z_Ib?u41&)^t`63m12Y0y_%2P72ZpqF8x}u7y8PKT29?iJFUYEn4L#A~eXew*xH|~L z%GZpUPxHQB>XJ_FLQQe;#;N~8R15Q|`l&bbIddGJ7b0>bdNC+4N-~CUhg%qLyS%h+ zGA3nvNoBbps`Of~W8<)iSZ~E*?#k41DiP|m_pW&_?9W;k>^)qR)Mqx@P!d5k{FJ%E zc>@(Aeg7~=DYHGlF7^EA4CxO3>9yNwVYv=A0iM?ZtKrqP)tp^wNbTY+slVSv)!jE* zUx<}4@gii;y7+AdsYjRzN59a$|GxL4{8aS?tAU!|j%em%iFYEP7$O)xJU`SB5wsm4 z6d(PsRp+d?-*;|MTK((Bmvcjx3i0x=8xf-y)x@ zjPk+w9&oalcF)9!MXijVF>JpEo!}h^(AKX=nP;S;I77Ma<#0{yGg|@k&@%*32JMj|28}!ruW*iAuEg zLm&>=IT~*_>&gjpr?G;|aV0 zh-%;Hi)?Jvn@Hhj<+hMp2)t&Z=hbnzM*Z2@T_n=MCNy#A@)n$|JsHG!`$+`HQqr|v z1^m&tqadQ~P%N4Qs34%>RVo%VLatvhTlwDO3%-%HL;o{M!mpKrngP*@pq}`T3Ud@` z^R%rbsaz-1g4OCM)ik=MdruK7q>4U4hxd66`H+7CZErehb;65XhO}V8DZqXfR`gus zcD+B5fdZzD0j_jzD76FxL!+?=B5=S7`-x!8@>4vaq`uaXVCUbPYXsDhMgmRx@xZk0 zo3+nDb#19{eFKNNo|j~_cz9Hd5{gwjwP8PQIa0sfkZo!o5A(7YBy;YR92YwQ4z`Y+ zpDN&6v-Hi5R86Ws?X{tK)@Rctto2*4FKcQhcH4}e<2_oLqDtLLTFbt*Z&WIoRkv!v z2+COy60)2wScTGW^yIneze%RJ_3denk&8D+X_SZwoZIb0D9W!;Tz#ilck(g~vVRur zIAkcjvLV{;dy}NvI}FDv;n~%Oe78lvJwA_YB7TSkbxe-8g>wbWU&hK|2^8qql}TvV zEFv|tndS2J@^oB;&DcE%eeYO6P5icZ9p}D8-UO-jI6v%srLdXof)7|Fkb#+5Ip>Fl zI~laiOD)}Pl2-&jSHixoLlbWW-gb>4rr$ZH4;r@rEN_w%Zb25)&?K{qM$2_Ka_`)_ zZyBEd_qS$Wc+S3s5M9>G!zxFRcNW#!@G+uUc_4Dl?2s{~pM1_ZVty7^A&&NE+E@wO z=SbsxCJmgbRwO$hRK&{KfaauV5VDoN_xTNO#2e6BsyNPBne}$7rb1ZepuPTC>p|$K z4@nhu_HkHNRKP7Tvs$_T<>5r`6Hu|B^!V}^900o{Ul0QA$2qexw~Pz6HRzwj4%|Ba z*V@hIijcyZ&U?Xh;*Q{rrBrm<~7{5qQNtnX*U}AH@`mA=(kr~8h+fu!W6CgJnC;v&b&Ew*61Mbw5)q$ zvc5_JWxtRAmFadhw|A26^xRoZOF5cd@8M>EJk!sNecGroNC$VY(U%-qy2S8T3bNRQ zz^Fhl8O+K4c~}E;#*%F7r}2f zxyOs$r#q)us&_@#My^J0qa7k=L2) z=#-!kh^@7-R;*^Gxxcn}9kTO-bTkcUzk64>L zNj|aTbJ?An38kRg2M^U?W3ysXaRY_j{q< z&N#p1nBci*H1V2By!HUyRoJh-g}I4HY~r7lilyM3t^Q^2S1%S5%ewlM={D1{lavL- z^jL%(cNORkN)zPl2}k__-di~OYelR(p`%$E=c0$lE1al>+^@SoJw-oqtE=IIvvVuG zLl-DR0OhepI|UBD|Mr_j6q<*?FSLy0NJNp53csN4G(hmS8(}%Fw=^hKlf6{*SCgQ3 z*#r%tw(9Y>#~!y;`t}WJhcfD`e-6iww}xlS?XN>IgL4!0>hf{e`&DLJ8VrUi`PuM4 z{#}BKWmFcoNdjF2M38&fy1~hc5gZ%mGI3dOiYNR;n^Atn2?S5Ny$c-VSD>Yg?By(O z8I1bvJr$#G&Re!IqHIA$_3pC@+(_P+bT%Gthl3iAKHYE48NiR=^hLg_l8Pl4P{9P6A zavN^_dMi%=vuiPjrmfb~)nl@bg|9P;6LWJT<$~wT43Zdg20cW(SB}oY9pe$R!(HTh zNvJVZO^~5pMBA8Kw2&Mi#>-<+r{8WifVN5?2KJJ23rOHeMiM@8*}-Le5K%jxSHe2_r|<7cY_b_gD`3Tj8f(Mp!2ARG3BAAq1|5EWe0PLdvATNpqo99>)3mMlcP~(KC-Xx8j)TR`s0?hZ0hotk7;b5hT>+d`$+)Oyc!zib|4n zVJq)?^_BXxA?X@1;saIgMo@7T*GRbiwV$jKROlj3n=I}W_Esb7hbY$W>bj6BN4Pq7 z8j<>1_h(N0coHVhb>a&coHWdVEi?-(4{e5^@2&QJ-cR8$Qx&MZ8ge6jycuLvmov^O z!H__yEW4E74?sTE+Cko);kTA*Lqgnap8(R7&rNB^h@A`ZZtJTbgtivNwh!o0T23)L z^^B;zT?I>V*<|tiJp(`0uRS+YRLC6s>5As&!1{HgKVKf}(G~-cvXL|;Cep)^i>~FLV_h77`sVs#bEnQ;sSF)CoV6Q*r zS7t+=&s8Gmc~2$2kiu^(7Q)XYo5S%i*B$Zy#`b5YLp``#9(_@Nm|yne^N%m2_M{p~ zDy0M6c- zHG1R8c8BV#MhVz!&ut)n`bbql$N?}AvqgN&A02s^+tDk~#FAJQ>A#w&`T5LK5Pcd` z{K(zHBb^Drrv?E15!O_6pe^d-7QXl-MIf5EZfn!T>j1>~L#RkP9RE~8v=cm&Ns6W$ z`Yavgf^`Kcj%4loIFEQ@X>x9tx*q?KU1c_ZK0d6GK*qp&dThm)NxMHQ^NHGnv>mZO zha{idO4ML?ITut!0=Vi}=aylLfQ3UFU^%-G}=5y(;lyFLkhx6zKu2*@*?Qhz*OPD%FB<*-=ubUcRdIEt{ z@JB=%kUU2?4;tD42#~i(<=jAINg*y<*me5JlA+U6QB{Q7n~JJ&)*t`pfZQBYp2TRQ zM#?gu-Bt%u^kzYk*e0y2MOJY8dA~u}Z4mRZ-#P~1(8EcC4NPgdAq#7G+NIt{3ahcD8uka=DDS5F?(@%Qj;-ISs(U4u)av@^UDSL( z2qr<7Zn%#-w@w|&cw6?ppgq#&WEQjorO(C)I`s@`Dlf^Z8#560+;I@rQ+N3C%B0v{ zfI1s>QnaLVz4v_Rd*IIZ?d#flL?;hct6roPlno|oUcVA zi2ooK7Mur3cM+2OyCp^Wi}m8vFpgFs>}(cV5Mxj1m^TxwF8}R|d)Al4Xv%|DEPP>C zmRXnY8G__~X<(V?)g+<YJfYe>kHB7!*{vW z>Z9FPh^J}&xbi6~x(DxzG-9;<*5`3XsUC_bRh`v5fGDitmI@U$Pk{YoIe&K!y(E3F z;v-xOo~Xn3cfKRJ&&!p|EP8MA7jLBPWXuT6L$P38M1zRwtMbE(&k?-YfK}0`r7}Z> zUwN5>0BU>puEa&3lnGys4nZv|kjlCaZ2}5ZPogo+xO6T+LFL2v#YOEiWgRYZj>?e9 zIj@46)3J{wL3J%}%#Z$BKlfqbw9ZlBdUNghweUTInN^Om2%R|At7=4sBtia?0^*n| z#J4WED>qbA&D8<4BQm-qXpE{ft?%xHg6+gN@!=i_ckT|Tf6?+XBxnFY6F3(W&g#i< z;7QvpDyf-37Iu2L-;;N^zl1}i4g~^271Q^#iK;-8pFLK8)$O-V zxHhO7eh()TR%2tkR*J zx~*YD5=V-2zOlkYiN2N2%GwPn*%HE7$;5Z{R&_d$j_fvNV;m^)#*Z7d(rfwR>uUe# zK*yr>RU>Tr8|o9&Bc~=M%%@4He5NPn$AU-?bL4>1F`1Z+fSBi=!m?v7kZ#iF3JJ^q zg!`Q}U9A#(x&wIv6^;z5A~M_u7hkG`?Z6A3u*PkGx?4yH=g~Yr=Ri~53T&_sz%=VRl@?e zxh`!C&vkL;oH zR5cGrnG6O8%#KZ8)<0hf%T3-=11`&#NlUxIR)QivhW6U~l4@53M&{kw3}&A}M>Zie z-wULx!x%$Ol5_=wk9KaHljGD<7p1ZeW%P}Y!a2=I?OqkAyg+cjmK;T$5|JT3P|7tN z1NCRT?(x9O+TcE}Tgk`415usGKxBF)7j;tm^*`Y+*KZC&h-~?#)CONhm|C^EOr7{% ze?a(TqExEeLA;mtcc_0%hUenOlh%;1$53+2Zf2odbZK6egS6*B^Qtp+i~Cz+tlh1i zI^CQSvCUb3NsP`TT@2%!`ceWfQUpo0MkqF(&MNoTko@*P&Y5Iw`Km^#_unQ^rBi_- z*u7f@5MmnvOEety$UHi)ZqtwGNR^aVg?ow^`2X#|6sk;U#!5qE0KS6+00CT zt90GqN(}eb_=FwS^5H8>U$9Zub66P5vZ7-FY9SS{Tlngkp-s9Vkd}bCJX>>nJ;d*# zQ`O_?Z(E$0+5eqW8fB0@OXJJ2$G1L{;7gWd-MHVu0?ElK{Y_@j@=6~2oiw3ZqD6q4 zLTPrl5w^th*6@j42%SqY)Qc}y^5=->f>Vzb?A`|n59;9|p6I6^+(iX!pb@pZ1tdLt z2iy7Zn9*kL0<>m7#q?==HUMF?FezTtc?@Pt^R7}l5yyQ5!v*8|&@Dw4vytyynIA2l zUfpVofy}GpfBcglFXkKOkK12>SO&t7BN;WORQ^70G3S_3x4ry*Dyu=)W(`|0N4kW? z75Io#!A={^BvbZw#>~F5qfIg=E{gAWno1&`+(J9=?UZUHQ5}A1O)|)tKQu}?0 z>CY_O^6{}W!QLf7PKIkoIAvc#rXYrO5jnp|3y#(w$qhzdvl)Cco5%56nhD3y=VPxj zwho|NlB^fJUdP}p>Pq$`PCjHa){46ZwMNL* zW$L~5EN&>3hYKQ$g15ITKVH$#>zo~YPkmIdnl(IFl~sWnFk5J+)9Hs~fzo84wsKsL zhpNw%Po^=bwKXiMWp1ew^|rf=?c5QlsQuB#Uv*-f5+%Fp+q=E;Z}W@nt%Vd))97Ao_VWxBHkkT9s?lI6UwBq@8&$;%sJ(xQp{-jJDCa$ zyAWFf<62a{MHTX{JX#+onEwv?jX^Ki_1@^jMN%t?v_5WoXL{SQ3xpsmZ50wA|4V_^ z4RBT!z7xqO$(J+%8YiH>!f&a4VY&jwK3TZpE0f+`Vz!mCE??r$wTKjKFC5v+~?5S%aKzJ$}+uu+5JD7 z(5IH3j$q{emgMLXi1@URMbK^%MSQz;(9zsxYXAJv(~KRwDs2<1P$v51;Zad1)S@JJ zl_8FwEGLc&eTj}o6iYvtvA}ubYEG7r^A&;P-FXbFe8Xb8yhZa#Yn+mhmo0WMIZ~Y; zT}4`N) zQ5h;O0{TRcr*YC!rkMeAg%Yi|v-rMqQyW%cR6DcB*m@FyUP{jV_#*YDRFyOpw(h*6 zrNZqOGm^)lD(RnC6oxYNdlP+Gwc)lRObHJRUM7x~?9|5me%Fu$qSxnON02D_n+VQv zKjw&Kf0XBexK3jIMQ&t0n8=lFrC&r_jWuCF9rEkiR?NyM`{DN%=I$)R`S6Kv$1&5F z(2!U^8wFvIQLGGK#yI=AofuP0g;{Nnl8VRZyY8Y3VFdrEmB@5A*ICt|NFNsV|2Q3y z?^58bsH$Xc+mM7yc%k1lYCbSyYF}^5_$1lbAKB{`DJtJXng-)iy6aDGtWGp7iv+vU z)mXSjasJc`HoXCjvLlP0^j(CvlS3#!0L5@5Z($gcUTOZZY!!34cmo$1fx1{%h;3s_ z>j$}gvn`{)za8d*fyumbFeY2p%$_?UG$31aC{uGlXON!DNB!qUtpR6UuQwJM5L|R} zd4ANp`=bVQKl%MyPcCJZQ$~6hl+wShlC*liXAN-tTJ=_u9y5~4H^SD z-C6Q#0blmm4LXgCW+gTBAX;&JRvYG;(wn*Y%3H4==RORh5b1PSl_dXSROme&2%!eC z&zT&`{UO$M-0X*uR4&Qz@Pg0I1)){~BlGF+-@h${doF|C^TS{HXXz%!!3GhRZYD`E zcwJ8pRLBO`IUBqL{(_AE=)s;$IkfXq)Sr|#7=ABr*fJCGUUKMsnR3(XczaNPuW{tH ze?v&_ut=-t!ySUhj`haICB|u!znwG^+ikm|vLIc>@u^t)#Kwjpo`tJy2MXMbN=P6C zp}^+Ess3AJ4>uDMt6o{_q>5xw7Fe5H8W+GwI0{aRV^^+P@_U9gkdt-`VUqi1?A;Jh z$fo(Sq`x{l@#zXS2>lx-;|6m7gNqa_7<`~3TnyHS0n`FUW}-j7+DYC8Y{S0BSH$5;k@s|?M0hd@koiV8W&;BQASM3WyR5!Gxxr7A6us0s8!mN+3*~q}a&UcDXllM|!ZeNXW&IccZ2N+0Ta!v;ZCU158 z@2DCRX+g)1F5#D51#lNV8uY7cYR=!MRkEmQZysFEc<0pfUADL*E?}Pu{ojLQT8f19 zWU8QvB3AeJIZ*{{(*|bD5!N?RhxR0 zbEbvPz-;Zm1T|WS)o7-YiOEZwsp1L*V;>(upozcvZ;<_H;uWpDgxa%1DUt&fhQQ$e z<0rzrMp$#-Km;;# zwfTRpbJ2m3)&GVr@&8xo@(qpge5L@wmhSpnp2e^^dDQpN1z0y27lbBU{+XQQ1h2>b zG1GGu1yXA}+qscsGy>xHNeTy3_-qU-hEMbwpb16*R5$L}(7}ay{t+*INf~qTj2)4G0z$s1zK8L7jL#MZ_hV3 zEq!|;@Nbk}FML0mZ_x0+JLx+Ikj?EF(T6KlOu;hG^*GtH*($5OBqP6ub3?lS9!-vS zw6S!L(CA}@AFxZIOJ4$T*8iSxZGgG#UFzVE?Y&CTIL)485~gS1h-4UNalD3mDa zA(Syhc@#61h-5~TlE);ONrNGck-=aLW*F}NbkDl?o^|iK>ssqu)|$uX|JeJtfBUol zzg>#Und*pI+>7HkG-D%V!9FrI|5tyYWg|`EA|G}y+?Ya|lJEr}MAM?8-Z-e)2JlIx zVM>ogKuzt^h95~uD}9LiY}qdO|Hp1U)z8T~j+tm_PZlfO*Vk7H8VTYYN|^V&y-Cv` z^uzebG!wo`Ot*kWKGN7tl-!sqH$i#$Ke7wf(tK#;4$~t!=mNpZp*8gs3#SO!@_Z&<*j~USo7iC)Bw5Gm-IR|UjFF*X z?>5hd&)kSWP?(frz%{{~r(Q-!`9!)%+>q~XF~0qZG2a_*>oQ9CFpbiu%M z>8SjiiJPuac6e+2N z3Z@Gs#i#cFS$vz*6ehguNpa)SiHH|lP?#h}Iv7cBZ!bz)yNY)%*a=3x9!3p!)7rfG z8_UVxqxq3NIhf_x3hN%dbDf+%+hhlrQ#4mNci*^`TnT1ttnK zLi%?h2IV^R?JXv_+5Qzs5dq32;uc*A6>ci8FEHlgs^Bl&^tjvG>#ZKrA@BEUXpaj~ zY)>D5tDEU{FNJUUj3f*5d--EygK?L#tqCtNkzXjmqn1|+p$!@YaL=8?7=KtaSH1UO z#-W3+=axeIFbPPM)YThtmDhHg&dn{?U9YOs>SyGN*;mJQZADqAGY>D+7XD#>XS)w8 z0~NQOCgL+a-(6ob2}&WA{pXzy-Pzc!_#h+0_2WCUTRpyhZ%xwGsC22f<inS%&t0hcZM}qGI6WF-uEoTwh+5V1 zx}~s)yvu5S84n)J)@$&Jsd~+(k8YoFq4ygS0_wN3 z1A6mvhAR{nA9oNyfX*gYMMlnoHcqPBPAeA_6tqRhrtm30yr}l}MQ_q$W#pB(wg`AO zx2KL`ky=@~la=r2Ue0cBZ|JU1bp#Aoxvs-N#FGvrZ?#D|cEKjqP@gCbLb_prwcGr* zs>m`N;?!LOj|D4MtcbE`UGn?S(FMrFY*F4J;^xlscr~M0dhjKErsLoj_k=)>?~A|| zk7T5U)W(v(C0L9eZx0g`MDw@=kqs|>Zf zMWePLyUJl$_&1#adZELo^x37ZxlK0|V_N|&rNg{hF`p8?^}fR~)bdrm_jy|y&m3j+ zWL_NsqT_@uJ6}M@@om9D{n>nGI?bO`Y~z3S?C0byPTAams)bSz2pU1!sm#FdCQ8W3 z+!zYJ72bga&)}|8V1wtOVRJM{y-C3e#2T`my;3@HVgyd3SYyk>ib(xM>=U(DLI={? z%J2eFcYPCMs}d z0cs1Xhe*{Rjk^&W$R<+v1dD7Tmw}Ct{>Tv{(F;zF(25o!ppNhW?08WKW3vsjD7ABXQ%SMM1p<*U1d@>YE1aPFGnx3Zn_Yu>4c>&U4Yp6v+d zPN)N)$$s=G4oGDah9u$bGVh)2s#f#={_*}U^U1*~R``s|7H(=bpN1F$(R0m>XM;1(5eUgf=y9^de&3f1a<8S$_D z8H7Oo5AyOqc=umfk?T?1V29P|`g?De9Wrke`nH91#pk<}o6gNzI&XI5#oyQT%EL;( zK70g@tAHZU-i@|oe*nzU)>Gr z9$Go%$^_ELhRjBkYY7G^-&K#8479ZnA5GG6tlWf_SQq=Xc^A;UR*kjcH697T zsAbpxv`gf3NWZN#GyHHWcXE#Ptr9?hP;v7yWDvRe`QL%3b~l&_A3T4ah-fr^>^=e6 z-PW0;t?JhG>x)Rzru1_)n#l+yR|o(XJ96U02M95Ba5Tef%NT$ya(-#nlYq{hwrE+9 zdRWgoBpv{)ZGm0(kIm!NCU*^mpf+#bU&=+)n~c+Jkq<3UQj$03CE6LomXyM9LxEO? z!os#ZaZ^BG$g#+Kg`D;=>cM?-jlpSULVD_LThmzh%?XQuy6%~}TUbop9P+sZ{^jD8 zo5%sP_+;E7Ic_*EKH0Uu;^G0TY@)|;0! zu5j4?4z9r@27*FkbMsqJ5eqP0jc^K0LMXs&`ggR3Q8~fc=(eXIoRh8**l=1wW1L037<0F9F{_LUO@k7w-W2 z{DKLhY$3oO<;VLx(O205o^FIh3E;*ENvO7+uIm8pw(gRy>w;oGCnvQ#ckZ;c)AI9o zvx7~|%)ESjvYtO*ZhdQM5=8J`!zp0hm*9H%ZYToLIjc+2pOgtB_{AK*F1XxlZfO$u zW?Z+?z80+nXGp!JSCMqd_4pACM!5naef{^E+hs%-N5`7Qq(KD`{sb=e<;$7U!yb-* z76oVJ<;6||2qLhEP@<$24Yt(9NwCkyLSfaQY1J`OxLJA}kH`Av^atLr%kPl>fz$*+$RR(t6FHazUPlCg8^J1#3 zoSoMwt<-rkmG|gF`B;1H>!`W%8{F}1sxvDLn8YivG)V84UPvJJxf909xQfcP9hZJ_ zdGC?zyazH{kbP?#EracHAq>5ZW&$=HLd$-G8&>=XdUlStfBnsQkh_qJ4x*OtS4p(X zv3;1C85uQq@y2V6?Ci@3GS#OdnX572I^wbmD@p>pO8TDF8iQ>b6UGA;dD_8ZE?olM zBX;QNXlZMA6{gE{(BrQc_w@Chf;()}_&_jhv5MxSA%gfI{1v`a&2fX_-xSE}d3k50!I%=^~28bqSI<(S7%m}R0;cR=< zV#|4|^EDv4uZP5Q8yM9!4KyW2J?sjQ@7m#9)B^0pSN1p@HjU3jA%_0^#S0N+iHX2N zfE2}W`cJpN3Y{E(hpq++;=|Gb^Qgj3OOG``AhRO-!koU|2y$k}gsDJu`nW8?Qi=kS zqdGC#pY`BD^d0SE=YS>{__Z1%gcrdG%dt}C(Czfe*$ggo=$!_0p;7A&U*9cqH}^#& z4|Ha15`1X+iWN`8#NKq6GZ4{g*j1DM=S^ViW+j7_O7dCH>yXU`FN9R%lF~23;2I|D zTHXl9Z~(9(NS2o=&oP?rGixH!v7 zct!O;K3zZ>(ENPL;LvBVp>C=ULq}4SzaLrKi0q7?xyZ^jr==- CLmBV@ literal 0 HcmV?d00001 diff --git a/codes/DoubleDQN/results/20210317-010120/rewards_train.npy b/codes/DoubleDQN/results/20210317-010120/rewards_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..c78823074c2642c0d018ff9a1ecbbcfceab54212 GIT binary patch literal 2128 zcmbuA+fGwK6o$uJpJJym6is6q42p<4K?FR2ctAysP@okPBcwIn7?XJiUuYhsk0LtX zw~dqZMtk$;U&nven(6+ry}PxucOiTY-@3=c$=aQx5a-jC>Zw&PLHq;3xHiMVhFjz3%@{x(Q_SR;--we!|*K6}XaM^|tzVCKB-ec?W;D^~IHM16Ur zPg~D9IZyVQyjSjf#QBJ?^V@y8*BO}Eqw&*2>hg}F`}AE^bt3N}pZu-IdM(b#Z~ax> z|Ft`>#5>E}yR?taCk5R{dvCly+>`9S!CF`5eFf`nQlCAmqs_Zs{Ow$qi0^|DTrQYa z;SWH*AHjKY??MOvT!jtXc>f2D_q=ldueGDMt*_rYH>rOE+Q)qD g)|WdU-h2C9s`YtJzav-aqrC$cJ&)XZ$^Yd21c@iZNB{r; literal 0 HcmV?d00001 diff --git a/codes/DoubleDQN/saved_model/20201222-144524/checkpoint.pth b/codes/DoubleDQN/saved_model/20201222-144524/checkpoint.pth deleted file mode 100644 index bcfa0a0b34c63347ce4c831f6c048e4a0ba3d09f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 71979 zcmb5Vc{o>J`!;OMEM!U%63UQy`mD7-DrwNDNh(7jBoRfaNMPn)UkL_wRSS&+mEP`#FwhAIJV z!_H@0uy`QfY{x);T_^DgXs>O?h9RCl+r5JW1-1q6nt(NQ-4pEN7bNbw+jHw4A3qP* zU{C*`UAtZPnurGq>gqa)Ok5Q-ai;rr&p@GnUm|Yrx63_v&A%JP1BIO?Pn=_HW@KVw zYGq_>VPR!tVHP;aNpPZdTfm+`k>z{>!GWTy9rzp~9E4&5#TOaK@T^R&EKLHHyeBBy1_vttn_@&v;M57G6BJec4LU72aJpll z>VHu*`8P$i{{U%iX>DQ@IOE?G)&Gm4#y=D_|BW^?I8e(maMpiOH2rUi+W!&H#L6g8 z=O2pv!GXH}017xvP@Mg5igW%Asuvun?-*$CUldLMP0{c_K$=*aO+3Z96BH-L#pqv% z(SgSQP&D~BnrU#LnPZ^&o`ZoFPGS?|;=0o_*!`c_3$*;#m|5vMO|)_59ylwjr2i91~ z^Ph11Xa7HOF#Jy({*?jt^XL3ua7efq$zJ8_g2pu&&Af$Ctm86&Tjf9j+k*3pY~M^C z;8xVU!D~!S@y|Su=K3e|ne_L)C@oQziiOB=ai|wfc8W%Va|7w~cnNM|>sfke?kpT@ z7D-LQ)VVqfyCLg+4l_saF$llGY)FtAIFmJ0D#wr+Y)Pe$f`u97ywmK0adRer^a(XL z%wxG%ROrhSLbUTrK4UyEjcVU+VCtuq)8D%^xo_nos11|CyfO_$cb89L4hLw!<6v7l z(7lL3Q}mf1M_)qn<91~8NS-pn1vGuxG;CZpnY+4bH6y2Sj+HChh+DHlnP^6ircRp2 zO&XscLvZ`xpa4&x!t5Z0O z)p&WUxjSYG8(tsDnk~P|PARo$zGVNA{TNn?ZGsH2xT720{n`TyUrWbk7iZDmc54_R z>v)KG`i$A*D8`IEGiL+CEEsL&QD&*xH`p3}kB+H_fcVoljI*CTjr`@p+$>P1OL7&M z$1lHt$R82bUatu{f+M*1b!?eu;wxcctT=3NZ0D8Dn#?Gwe`3UhKQV6MirChKAHt5g zF)w6vsCc&%$lfN52%lNA-gkGbF8z$jxSUNTs=tC^raN^hOynB5MlvnVncTjdX!^cc zgr4ai!OIR5)7{EECMGEwD~#qtxj`YbPGJ~Mb-rP2A9+CP0ZF!gi7WJ-Ig92jh(j-3 z7c(xa=A*ob!;Jl#04fDN%pLK)7jj6Ju2kGuN$mw+&1RBVy4eQ%=aU&$(*-t?I zkrq5#xewyrpQKyXjpE_@)l`kQ*H+;hW9u(3G>>0O+BV>WXtRP_3)@zZKo*80R-qxy z_RK~Z+x+22wwZVDa%0&$TzAz{uGFn~+p-V*T$_vS%)*#7*gxBywbXq;D%{-|`IUln zfGV@Q?>zxwXUdAa*WpH%S#lZ2BsO(#A+tsC7>T>rMU&RZF@~%1h`OOTJ{9lHoC?b1 z*j`U(^)m)=$9)Cci10LU6=`EkJ=&@ARzddq%;#97b2{Vt-2kiYxd?_CEjY5_ELY^G zKC97kmTes5G0pe)F!$B((y%YbDQkOxdNs|n9XooC`|jgz>RG19T{fs}J9HvGNPKjjlwcpWWh* zxy1k^xutKI zGL?JisLyA7``l}*^FhmKV}vVOIP5~-yVv4bU9-@4JA}3GFQr?Th;SF$A+F?_dCcPJ zVNCrdH_AJqi6{GJ(v<~bRA>Z%RX4G6MH;Ihi)&`c}6A zT9fC4d&?WL;*~ti^v(z8Wd)%5z!QGz=fIvqL0a^}7JOHfGd0- z@O=kfmy$?s=$g<{8v;o={CJy`2lV;Wl1JexIBWO}zObnleO5Jws9K-`ysa>BWGOY` zzlLKJ_R);mxp>Q}eApwqj?Vw~7uvdPXi575I%!cFw3*jKe2NK;yu6&aeh8$4YMCf( z^K`oD+#8!IowuRu(pD_LTAFSau%!6II-aP#1jGE0rkZPR(p_CW@cGAdYNVTNbA0_n zP@d6EBOX2`FQ150(Y2y7N|JWF#EPO|NQzEkIr;0JxYJ0=!XhX;83a$IrvC0okd*a60qyGV!>1D1k*xaibO z+E{TI_BP(;tzB9M7p$ifJusl%ljZ28DcvA?IJYVNl?b(Ht$@BS74T}f7x;WrKqbWt zSFaXEw`WD-nG@RL^CAN}Ra}nlk~>J17pv3v3ft(dM~KwkNQ3s&X*k_JpLrg#h;D!O zi`^^J2Y-LdK&VkM(_$e3Mti!+bB`>Ds0?TFOw5_@uO-R1`>NRE`#uN_3Wp&5RK}>y zo{jX$qpsrFjP0{}PG!zvgVnHiqX+hn)4?jj zGn=19H!;c^#z;)JG&9gxf*#&dZ$9p)4n}`#n2Mnm956VS%Dr643~q@8{b#q}xupzi z^i!Aa-Iv5n9vP?Gz8%MsAH!(*yyeW3EuBn9#xWeKUc{}>RAeq$EMqeheDSTSON{;> z9d7H|YMlAR7211^p=0zZYomV%t8ja$t*`(rI5CGExMamj91jD|kux~yS2PWra~8`u zwQyFHu4Ly#2IFTh=CKdb0_c9Tb*$oy9J;&UE#+xs(=T^axQhkOldaiGbng#EW>De; z4ehmLMQ|!D9;u`6%wy@Dhrdu-oisN;QXFgVbjHl^Bl2o*EOYgdJJX}k04;@;Ao#73 zanbU`EBy_cpKrDYx3LJaQ0XJK=V~(&9g58dD;iOQP%?Y{fdbi390Py9p2JprE~M~M z8*_eF8XmV8Cm;7Nq-8D{z&9>oo#`8dljldk*qtNndetsw#ZMi2Tv?gc@;;$-fnE~Q zrbd77kAS70UFgGrG#cumO;dkOA{(-%Qu{woVKk}`CM__+&-N$MlApIgt@jQHy=95a z!Xr#|&}Yux>kDYlwH~-(CPlv--G_Pm>#3*BF0xJ83va6nCd2(pDF2be)X_N=e-)4b z!>RsQ@wyN6t_TGG76Qk;*2CAkabVjOXRRAQNI&e!2Gb3ZREyyw;vbz*`r4b2cV-e^ z=jM&Y`5j=7&1-}rkFfk&)0hH{+nj>ganxMs1)LEVqd}bq;p|KUnii}|$HWC#Rr!+; z*L;u;*gfJ1X$sj4@B)W$Gz3<5)ai z7=u7*&>!A92(seO1BjE+F-rUWcn?)f>AlusJTFX%2BdRo-`EU#rmp}wi%-O+Mmz71 zizmm8QZG94a$^1(>#EgNCpa8>%uD9_?0w*Q?8jQ9qEs7yUqc&o6Xkatj^s zuEP;BQZza{8(w7jK!4{EShy$$pZF?7`+hlrMOg!xu~-2%?mO9pb~e#R3UOeP`J3#_ zD1fyc2T(%Z3F>fR68+p=2j6{)5NA>g64X3Q9Ks6VMT`PZxgdmYOgzfle0>KFQc;90 z4sVg)k$YeptwKMweBp%ej{&ElsW9i1EA$rJ;I!O-3)&Ah;#U3ibDP7^_X~S;+FUdaDRUh&ilk6KHoUBMex^X@=@{6N zDoohVN5T8ULf|`F0*#Z;qMrN4wEgr4B=c7md`C2(+IANaF^Gf@o7K^+E^8cb=7NuA zt{|s|OYrUV1W?J}f?2)Oc;u}tl|Iyi#YQe;Cm{h^a@`JuQ^VlSgq(bt(}VQvPT;Kp zQt24=;bLK;q5Q@$1n;AXx5)VSP0$+`SI=sMUg4xfH~0Z6@c~NWg)sP;&1a zTIMGW=^lbirrjhu@Noo6Wesrj!K+ZxejFk;Jm5rX>;T@PY*IYh3g?AVvA^0D5a)e{ z-}&{#CSw}jVwGfLb6*y6kFA7_8CiJoJP{nmk-){J?eGbohLbIlU~}#qXY^(kv?)iSJ$9ea zwrqY{qrVDI+pC4-ym&CF{Tf+za3jup?+GIfO*|oUQ4r6#Kt$h(QZ=J1aQ&(^42Oom z{31bIlo~>2j@Ds$rF?|N<*<3D3LP5x1^e7Dpdfb>q8RiXRxG)NMs+X*TA$#ww9dje zi+kaMq78i)qXdzoQaI=RR^DEpE?@>r$%4-kl;@&IEzhe7l8+I$-s{A6g!C;Nk$QY zVLO;xe+JBV%^=m(7=53W2kQ(Sz}Hlrx@1j8#@B3s`$C`AY`#m1?*$?|@g(?`E>5ps zv_T&PwxFn+Um!}q2&x7<;ZMfIdnx9tP4CcZc)X_@Ma+&wQ4$!Oi^Jj8@g2nTE|0ud z(8p(LO|5%8syU6Jd7!+)68gT0gD`Q1?uO%36IIc`$8Gd9y9mELT?R2NJMhtdf2w8^ zgol!2>E^!M=*~S)dhl#K?9x94LjxPJ6Mr84IFF^LN;9e1;(Gey^krJO!bQ)U0-aukm@hR)6xu+LxpB?#aV=nN}=u ze^80d4K{%8wAsk%R|Hvd;V2ee<3+Lq-Vg(?JfLfR;b7MddLZW(%E_(3Ca$3{K5r#9 zew;vy7VCi5rU07X=MRj%0gQ=6Q7z4z)H%omrh8sTy-#yU&EHUZ$7w)-XC+R_@}m~z zg3#oB2KO~vVb9st^p)CvYFb-}-JBC_yz@Mfy=o%NN;3q#{VH@g;}T?yC!oyv>#@{z z9(wWMFOg0*qpp8*@vO3S;CQ1MU)r~k^5Twxsn`LM`Sv}2)0PNX`(EG+u}ye!(@(hk z)EKv&G^2Ae>agw8e2$6XG%D^LO9h_hfTm?Rh^QS#x;u24A@3Db{elllT;)vKYTl5L zEBtgnZz@yWVbY}V-5Srz?FGxZ!Z1?V0(=7(ZBmV6VbaD&WcT)q;4|Db@tw+t!y41+ zvQHfFE1nH6GQ6NpcRA(z@`P7?;5BTwlEB($4ns=y66%xf3w(E+AT2x`zqeWCXF+X*lWPQPO-#ktxnPg?B%?%RAthjk`@PY0h{d?r1mw zJ%a(TCT<9Mw`$N4WkjDk^+Ed23n(CO2kKUJ1iO8Fc&A1z_;jh$kh^cOymmb7WF|8w z8cx8>7#Z;E?1zRxRhsOxXJTHhMy30L@tRMGJFv2&F!)9lT-MejZ{qiK3_ zRISDbN5m=NmRUQI#4B;m_u1144jh1Yo<}(WDZ;dTM+JPm5CH-=A3}fN2H3hxfR3si zp77aNm?M+V5zt=)GF}q2dfCG!y}LpXB(M+(-ZmgU7b;;<3m2%`_Ke5mSk5GHmX^gg-I)f9w!Qf1sf2m%_7Nk_D$13ewL_b4a_h zF^W593w;&GV7R;v^7ecHNxxWffcu_@Pkx6`pF6lm_8fTf3(@|TLa5dgLVw41z#-9I zIIdC*;vo;=-8VzHUNITMcTIxr%iBQL=`OfQsZi;_TF$B6F_5)x2o_Igp|gGzP+A11 zUy;J>-aKrVq(paaSq)*9Bk*>g9P^Mro|@Z5Lhn;6-s6@nu(ni~E~=bHrINMK*2+q_ zBGS)ekF5pM;oGpOeJ&i^QwC)%br5K_hu$g7r;M2sDDxGQjTwUAC?G}`4~IdEr7m4J zC_oBzDtLhxTQva~_RMp@(Cdmo@V>L#>G&!m@k%fmdYb}&Yr;Cn@zTBuaeT2DckQ8Axx`I}EfbgvM{nMu&H zClo#>D$vG7Zcz4f6Af+)gY`RAsZ8)S;13lgKkl}Y=Eev3{irC-9ao^&2d~2MqiWz< zq)c_>i(q`dDoyZvPl8x4j$@@N5z&Z&@uLX8kucsQa00oVCS(UVQFE^Tkeq zY}psQ^Q;y)B_(ij8)9Md-^HBF^2xCIRvfZY)u;1o4Dis6DtHQqK+gUNd2*bOqZLs~ zxI!o3Y@91^Zg(8s{QEYUJu(8yav~FP_k3awsETR+F*4_JI^xtfV0pn3=pA=}8#Nb* zcCrS|iJi}BleuFv$z&CT_&+3C*N@|M12duGYddUM)DCwJ@WY)q%`gL7l0t`c*w|wL zkCrZg)j`XUqkkow(6xky!>_;~G!4489R~f5!{oT01g+8Oga?04Lgu15c*=fRT*R3| z*LkVY~xL=Mvrk*7a_C&&tHK9-xqzYOgB_J=aN!z{Ed9TPAdB0Aa?w>C~ zAF%0Qx#m8Yrl|8mPI&@P(+<2#TVQ(nIye|DNt2hnLz-Szl;xfVUzbFf$CpLEJh7%T z5~fkJ_IwwCaAUNGJJSA15KCef~D5NV57PP(2f+&;dRg8 z!lNM=y*-K2Tlb-TnJ;K}?8Bkcx08*LJm|D_0!Ps>zm1xe^X2`oS1CF`IL5u8bQp3A|&gAjnm#rD_nU3)ms&55n-Ve|Z zSqGgV7twvD2Raqoc$K3pITcWjE1avrZLS=AmRF$ZUs^~}Y%gkOenIi^1GsXg5S`H) z31w+gJW>5ZI2p%Jx5wRux8ZgiXSYdIX2}E8|KtUEu)iPXp4*Pz14m)10Q9^FCd#XX zNVw}MtQydQLN=Si)wCj##7EJszDUsZR7bZ9#UbkRJLu>5K%Zg;@^2TT8VmK&N{4E^ z?|oxpCycPD4on`Hkz_f6Z6h^uo~vQ#I)a?Y!4k`LoB8?-$;o7&cfe3e?ED9Ph&qDtw!07_-6F( zNg3&wQ9_cYm_cXJ0-6yhL@)jnVLGg?;iqoNxV0*rH8`@1nxRVkdm05r+s_bYB|>{P z0-4qBhg0=(@VBprAV*~pJK`(IKI_t8bao7~K8bz!lSBmPkMbyS_lX9&K*r<*Dsw-k7Tyf>_k3h+lP3lH*Y0v zRchFF#TnQZ^Z;M(D8U_>LfG#em+Bh)VEm0@$d}`ZkSMwhifbL{LU&K*z->QRv`V2_ z>z*2b&PouUm4nvR5qxxN5EVJ)Oy_)fL!aN+fZ)SlV*Tz8`J@+skNQxWvPhpDFPcg3 zJrH0+4xPijBlTpRR3%o?6{pjmisLFvQM!Dc0+m`*LgGFsA*0iM=tYVVj%r;7hx$a| zx#JTEQMH5IqnjXR)>~qJP=HFGm&FP@U&EZ~6;QkWHoQ>ThKCxpM(T$+ z<}Opgaa9H>SUHL29HS8MK^g{(-;hjqEi7QImMn zS&g;$>^hTG`8P=hZ9|$kJBa}$8YZI@s7#nfU8b9=l;9`{Nkn~xh`gm8l!?y zVQ(urVsR2Xw_SnCreJurAP~>g{{W8$N|5eIB$@uf5YfCtW$0q+2)TM&3=|wv;EG8xSRWFk z;XCAEtMea-d1=kj>#l*f?O9O8szD?72+|2kzzg1=YA$(TM{kZiVVwqMpgQ$fhJV{n zXeoINs&#f~<@T}WyMc=27*Cn@btTXb=daR&FdrzZ^QKiLGj8%RndS{W zS@15t4@%PI;q9PM^MiZ4xohT6W4CU247j42nK?cVnK@rMeZ`eTLePm@6Z(|Nn(xJw zsERkIHJ@SLKT_lFbX(7;*eKF-&-kHM;2|;7T?B@wg;|9>33gDojnzc$^y0jmutr6p z+3U6?+@J7q%?;;+@K!%+FqOkjMubt=mB836JIpS_Cm8u^J5XDn(0uIBW_tL6G&L;N zZ&u*H$$hQmM89m7=f3Yb2ZetZawl8sGryLpuuDq|!S7`$%Uk_|yL!JGy>OG-AX;ZjA#&Za#WedZ1Y6wbS$AeF|1ZUD3-R3nGLCjf&i!k;0 zmF9Clli4tX0@QF|M)T7+S%SAMryGAJpqfFJxAC$f%@>}Db!Qys%_^Kvi84deh0k+O z2|a~g>tno)8W&)Ag+D~Ui{$Ew)symw+0AprH0jdbiErYM#Sk6CPd~d0Lgdcnl!(uS z)K|yh^TQc%d(k6$Mbraag=8V&iZ1(W@_Q5<`~%xVC253 zxxvxAd4uF;R=`W02H!bHEv^;A()f6?XZw5*pLv?Q`p_ljw)bkL;I#=X&$>?iveIaF zO)6`fvk_@`gmDkNaA>|#eT+41m%`h&2!m2yAa02(YPNs2g`GrifurscdP3Wd)(?9# zqvr9rJ3SkhnH}WzAFZT$0n2DbX&Jky=1`Mj<6dsWU@?TReMa`2pH9QtgXmUQZ`hxq zLZx_)^wQ?XYX#fg z@9j|>Wc`)ot$D|FDXgG+;b(X1_>-}7#%SvqSPsL`dr0WDZ9$_ZI)f<)yzG7fh}}3r!M;zHH&^zW1hHjn->ml zq-|MoQ0*2?qu)BS>Z@jPZD+;Mt9E<2sm3?hxpi~!s9QT>cbhR!1W(b%-<{Mxv<6mV zduFC+7;Qinj3+x$ws2zsq~~qmI%uR}@5T+po=Z920!=^-*K$9tmZa7fHc-3&P9R+#@U15&3nnjnMhwSn&zMnZ<(;P<0VRPl(ap!DnFI zxd?yFmM29x4{x?x1Br($z+-9^yq>ZP1QngYvxSe$cy$};p7!AQ*R^r3M2Lg)^1X0* z7C-fvS`M$4NCAIkFz0UQHV`{E4^9vHqZ#9gko2g79Qu6-o4z6w`t~g-ehPycjUVt` zD-J!MnF-iE17h5ZCu+QOA-(z}=SpfGoGuq8kxRaz?pj}5pKOoy91nuZsaBAWJ`SVm z6zRK7Xot}vSlR6h_usn^fnFbE*-(ap5;wq@t{$Wa-y<&qR%6}L2J%On@}zgTV{fvM zQ!-pg)S{K(#^GGDUvw9IGwwq%s}>SpjpazQ@eHz=_L1}R{2rT!4G*AyVqK`Nz5}@z{{q(S66vko|=i{V0ud*Co<+41ghDS(O-)pYUy!^y0Zaa z`>kW;G^T`XbM@)jk`gGKoB{I(R=_0Fe315c277OS{k3Cc^hh+Zl`n?(6FSM(al#Xr zS_iHhp2O;}YJ6si2))!GMKUyBfaKp^WYAv@mgnxFzj?0PG>}=)mj2FkiD0`H5wmlNw|7=Giv)ailCw)k!n{b-#F$ngo zMK!^1c;)Z@kfNU3B<*-Q=I6ebvcqqLPE!a_u1qNNfukt&I zHQxZWH?9*CcLcttQsBIW9%|Cm#A%9hFnm@T7QBwag9UHE(R>kBcYROlOIL0pp`WLbukvDY?DK3~J}&~qm@*PyAWxm=&%*0zA{id| zPJE9X0l5@WI@Pip+N^JaZ`&Vu_9FvM?Tq1BIY;v3UgU8^>o4%~S7o8Z4clOy&L*gH zRDj*TpTX9t>M$S`$uVCr0?yfka6ze#WUcOjH{Cf(#DJ7uM*N9wlrxN!o@o02=w4_6I9?(Y3?peqIKAN~$wmE~aT{sOX>xRMsXDyTnH1V$k% zplY5J6%Gs{?$hg$@#8^NM$2$(2kOM}NH+go!X~^2682+TnQ14?Q z@FHXZXJOWE@;&$%I<-3&o_*7VOIzN;Sc?qpmG6SGdDR@%^@=pxJOSyYpNIU2Z_rfk zjZYntr0ZXYVWYrnoM-D!6VFScVE%CqbUrJ9@AqBcT7Nvamfr#STVnLOsRmiFMi*v8 z6(I9Zp>TI_JNUUTL4Fgs3Vz*a($XZT+dc>jvK*jg_Kt%E*V9(TnYJ@bHyt@FOjXs0*om_A=)rP~X{CES&O6a+dAMQRoj)vH;oQuQL z0aoZhudff-K3os74ijEu(R`edb`APQuENb_n%MRATf!P?P!Z2^a@1Lcwpg{nTmP%j zUw;*3H=TiWO?l2jb8ASiD}^;rrc#}qr+8s$vQ$O?I0T#f@vM6PkoBce;2UxZ4Ax!( zguCG99|Uf19-&8BPPkAk5$x_{5wnX8WTm44ZToQx@`vSM=CCL|;WizN&h+#2JRN|y zcbrFaSQz%d2t3dPf8$;7>EaRey!A8;st%C7<1Q0E%PV+#^#okGXh1icO{P!KZBkhO zlh})R!7(8raOUI37Vk=k+{$kFad{rZ?t22yRP({hFCD7FlEG~Ddq|wT4Zd$1CQDD3 z5Yz2VNN``aO?Ouf2}{1t%ZcNMFU4uR-_7DwJU9vjAcXf;{SxU2cZS~SalDh3uZjHT z^_+7rih$|Sr@K~1gK6;|IQ)GUd@+cFh5}vsS1%vOcdent{f#g*8$-DGHhjEl9%Gk!zT zjYc9PnL^e#%*N^;uOrCgK=9>6vQcL(U?CGo@y^9nS#q@P>kRyEX%lbO>_W2WeI9g9 z+k;wLrKskJ0#^V28Pt^;c;$aSlGuvRoRqnBsCcI=jR+61QGc_9v%m2qsN;QP;L3J* z;;{q$_;HFnotg+#}!Js#&vga>VA@Zw-8%*{PU$``J{Q9DmT;a3BY4XTFl zpNSwIJOrVxZBV;P2wp4*pQz`J0;P)?6ZHbups-~I$EM*XG}pzVRFCgy$*+1i^o_y$ z(it!d{)3*_SwqWO8QMw2Y4-1%=)+kS20ms%sdx@7J(&r=W5nploGOlc+!)BnekS+i z{jjX_N4S+$0~%)HX$ho0;H zpnh3_fYt)=NI48j^5;P2#9hwmYeP-^eCFWybK;xbo`m+z426^~7j!-;4F)CNahhBH z@=Q0YK}dT6^6mNqE1dYjI&GM^uUZE|nfAcTOvVDw{PA78TVVfe5%J#L4>_Wd_^j3n zgyyv)z8$w=v#uRHT5tx%_oqPO69HPK&rdg8oDR7SWgIoHU_5B7g_h1=12)l@K{L6N zcXss+dPn&yTG%xm3VnQW@zPe$hl5tFeI77P zB}jDe8`aqrLdex!_~+Ui;G(z}|NQov*4=S|GLse1^k5ZHAwC>&jd`4@Nh&1nS21xr z_lC2sGSnt~=Tv-OkHH*^QfM;f$A9iWCDQ~((b@1HAeK}FIz5)SdTlXX#+?RJyjWp9?jM|jGO8ofczh4{C=?-HnMG?u{S$#ZwKHn?<06_#=6+@ z1Rq%vYz>Lm8&H*hGRQdE!kF+PCTjCEI-YtL(@DZis>S{ZXSxzre945R{l8J$u*hm+y=$Vr z*)(Dh49*PGgcn0NG2#IHYAC^C+d81LUyQXBd;w+X4{f!##c0kTh)>L+JPOxgFaPQA z-BlaT#acu4zH(CFJcPP`coSZ2EQ}h?##cwK)8(N>NIRk$Hb+=NTapsdS^W@ha<;*? z05`ZC{F)SJ*nJj!67$Xl@Sov7up5T{|imFU*nMAFq)3scgS!D&J-^fb!St#P-=aJmEM0sMd& zUN4A#iUd;GSq#1V>p*PzDePzT8lr772)P#t`Nen91&$KO)ay8sjo_oZ>Z0%@Q7_n@ zgzNK#n7<{+-|Q9fU)}`wKc&HztSPi+G>){`mScxc)x@JNgiQZ4 z;g2hOljIXJv_JI#d>fNszCSg@N2hm?*QfbW%+wT65;+BJbJU>Yq9T2{zZLhRdQv%S z1b%MF1(CcUNVygd`K$PtGn0Ox1CB?4d9Mcx>?XsYxGYpG&w#?yZy{ts9zY2I{)>)Eky@I^tGeGRRb+G#JRI(7h!K|(X z#P_omJr(SP-B$aFbv{3gFP0_+2hXEBu}VmL!lOQSfFap$|Kb_G=VAN9V6b~M4_pPL zsc2R$;j<}(%EP@#Yncs7P>+ElJ)hu<4~u4&bD^Z59EzWkrYEzl&{E~?#Fg?hJw|*y z|7TLnrYjX7$CE(f-3G{F$O3R!FBm5n^ROd3bDu!vvaZb z*G+iYyGXbz>kUg}i^1^KQRHsG59N~+(Y{t0dQm1C-SL_N-QXcBRS8+9I{%Hbn<q>x+NwifxPelyuB(+2V<6^CrgizK>L$;fNv8Tu3myiLi2bl z>ix0p&HjWT~ua)=p zk|0RRP6l?g2p^P9#`iD&0_w60rLel` z1R($S2)Iqunup48!0l@W_-Z&cZCtJk-PbbUc4ib@dMQW~%Ojw;Vk7c+ZjLwD7=!*# z3rObpVf>;M8h+{0E}@kmYbF6(jtUarebMlF+FO{EUen|r`W%*R5{CYcwXkieGp(pi zMkhNZXzzr^6mp$zGotYg4i(GLvioPyid~lUbtdKfey@tF;)O{jGY>rpc?%iuz9Q4W z&!F>W76{9p=4@{1B!>6%Y%X{|fqh7tPCCAcERnr|GWO>Hl*&^+qgGgYY6%$i)PR0r z7zA6((Z#WzaP#v6IC4RS-n-NWcT!T|=N1LBz*ZH`hm`_njVc(X%_rU8Wa*a0RbVuw z8Gh+1!tv+7@y=yG37I^I^p|d+JD0m4t07HTdSE%8Lu@!`&IWXT!hc+Q%@mn-yx^o) z>7oTU-hlF!X>_rq3LdYh$I1u4q2l5{WOHsDXl#rD5p83rIoJWU!yD0sc0HV*Jp&A~ zE$Hh5B4B1diXzG|U7l-C9Yh2mJo+Ws&?8IFQ$^UnaXE6{qD2M5y1{Rg2E3VV0*e)u z==suIY`)|j`DQzpt{5?=v+r((T?_7jhx~cSx)luNY8_Cp=NZ^d)rE&2jqv!$An;eO z<=8p}(L_^8>U-n|xUA{{t=NS`!BGa>-nT&dr)oHe^y!wBS}>(blkVal=Y+kofYTNM zILzk4#CpC5ezv}nSUK$jyAyI0Y4FqRj295^6pW{?xC-kF8^KQAkaMXhi#*9a1*dMX zC`m+`zAAo)Z6N};j0sbzyF(mu<}(?ZG|syoyd7KHuEK_Vd3a>B4fwt!!kvebBxvH- z;T_chM4xvGVy0?B%l>09U-bkmdN-4%84Z#zsa~+La~l+1Dj|i1b)Yu-4K17S_`6+Z z;rLH2;MgAvZkDoi)z;Cbv1RdvD)z46@-$MoQ@2djmV?yZZbq+1Jc0y`R7I1K2J=xSNKv&<-fryjo;Cs>vK2BEQ z9D7B<>7)tv8&QPKCa#bjH66`zAAwx~3t?uVF~~hX!;RHD$I587a(n^@VO7;i_&=N<5R@({`dxMnXv_(n^8pg?!B$Fi zgR5SP;ZCPDNk?vU^7=?N*>pbcd8)*&sLY4+UR%H~HJR!zltS8{yz%?N3?l2IPQ{7{ z+_Z>+D3)9x5K=SZG z7&z2NDhn*hm++|&QeX*f&gSr8T`untclN}36eTaK5LJ5h42>UJ4PP{t!JM1vaDB^E z(9C%Z$2?ZTcb8*eylV`~Cj4C+2u22-6aRb){XZ0)hhL8GAH^HmX%EUMWRy)x&viY8 z3Zb%!lpWc-$V%Eft4UKzMN4>|>s&=hh{#B!h>VQLNMG{1e}6!)p4a`l$LBidyw9fy zCkFK9)*W}zM*>ySKi2+v6E#?#ZCOj9uno1*PuR%*ca=NU`Sj*S;)Ck>vd zVU6&N5_U7bf)#ApCo1iu$}XD5!DLw_Gw-Q=-BWVWg=_kXyQ4%VrG?%^>)CV#%f?E6WiRzHAW;t3q# zhsfp8Q?PinDnA;bfPlLqu&%p^@b|{SLkD0P)rFA!{-{YDhSsyU@Wj0s8TvXxR!WCA z+0QS{>vF$D2OHRgCFCGNdi&1N-*x$UTX4c3nmZ03hRBXqI=Iz*lesS z63&=)VR5}3s#2!g>iDUW6xgokLpE6vAfKT#+i%JJFvHq*PBWU0;`$2pD~SBPK3{pd#L}b!zbtWr_P&t(ZhYm z@+TV#(f4;EEVFZ{{Ok+p?fIVEtPnIs?{8>SRl=7pH|d4aL!`08n#&|)*bE!+1_le) zQ=K0Nsq|7D79UbZc}NR_A1Dx~T}?O}X@c3c{gHXD17cx*p7p*E8~uNx{MI8j-hCIk z`{YP7XAh*x#DKq39m0HzI$-?b`<0Q{bTNY*s5C;UlM1=A?-J5mb}+9g_t~cC_b3T8?mu{7)oSD>vJ9DG;EF^M<&Ge#q(XpP^)r<<%R+rXer0X zUe)aDCUyR}{t%9K2xsioib7UkyJ(5T7IR-bLDhnJL^SU^GV=x#|M)%he&q>-T(d{3 z{dviu!w^-bzhi;Y5_V$HbF^5sLn&kd0@{7a?Y(VCl|RH1$J-HIopI!ipAq^E84mlv zEShpuj{7{0C8OMG;Mpk8e-M4Xwpxc*Zx12E1NNfd{p(1-_D`_ei{lAd84hq<9@5GqS1u~o@GsSHO=*=}n z7lnxv$m7>?=9!jJS}>ys44|jGiZXdBKsJy!lV`aD6Qav*^!KvsOW_JBXij9*gNu zL+PzJH@e(0SClwS%wEl+biu7A;(e`{I#1UYnDIhd+%tjin3YFYRHo2^rr)Np~DK^89S02)q3+aL2mr}f`weX z@euUYcky|dXVJFQh9>Nfhlz7FIZUo#_wxj{T9xw1TfuZ`i3zrLmSOR!!_=mIHGR{5 znl6g+Czq-T6o!US#T)OL&8{;zoS8_YW_a>*sb(~=%}?-11yB2P7_f|MMsMB$XMH-(!0CnpuTm6;Ef3V1t*=k@&0^jKlB=FdG9YOYA(jY zq(SIj@Esq9WJ2j+Bz-zC9yUsw(ZbF`u3QnuerIs&hCW}ieIu8-{6Lr+pGb9w&BxSB zX4EA4AfKEx5^80mu>PDq9ed`ywC|Jz>ZZM&PWUeZ9>W4SYtLs>9Ypj*Uq|XJsEOaq z{rKGpqiLUfJ$NJwv;C(jv~r9glc_sM*7wYS%ySRv{Df{i{PmM`b#34&e@@ZOkvT%{ zeGol5EQ}gQPvcIzx6+34*W~-Y*C;xz0o9T6bol8r@NuspT4TRUUkZ%$p7?n@E3=e- zy|NGu_4`SINSS*^264ON14OHbllRd5PokK_J3QWZ!5$}~IDu?d;o=_%}R(dMd5rasT#XL*Nm_jNF2s4jXCO z3~S!f{8swmq!C8cm(WEQOi6O}GVC^8OBAcz>Aq?EFxajPY|ehDEQzK8n_5Wou23qo z_o*cCjT2YyTS_*ot>WWHW#Z}f-q>IgO=Y$}v9U>Uqqd*j@M@r(jaF|<492yYl> z%{LwFU}<@s7}eOxuB45|U8hUv(LBZNPWy91LnVH0`%pfv)0+Re+(hQ@FlI5^htfLt z_hfO#PDE5YP}NFzD)Zf+$xQN-bZwEaT=#>+t5B z1=k+6le#OnW5McfR{CNzjMHA@#5iMdcS-@KN94fLB!V^@CD0Ek$~<#^0%pkgpeX&0 z=-kBD(sf^|5gZ{Y@2R*9Gp_{leYz_5G>eq@NY3D+(AnTSU=HE}V=!!}AEx_WClT6_ zSh`t%VSdGN&Hvk%sP)GNF~L`@$z;Yky)@9 zuP%l&pH2OkyhjHfiq%M0%Rly~RG%MRx5j3W%~04{9m2%;7PfW770mYrw9L*C@8@%% zb!DvZ{Yqwk_rF6#w>6nO?J|oSW5_E%$@9f?qfsmS3|{Zr3$Z*9NWBgON3R`KDC{y* z6@a0^hsgPC4Nk~?_I6DtCJH`BLro|fJF}XMIj=8xP3oLPK4Tw$AH!~ot>n{`UF7}> zz;nz5>AFoikhK?s$Fc_0TK2^oCuF1*7 zWUV^q&aI;N#-T!t6ucH{tbD_U?F28L&l(?1+b ztenNNl|o0#g^#e*`Gt(%&MaqQ6Nc}b%1jn_WAC2BUGGcpTp zlg+r=_aE%{&!@PsvI61jonUVti5s?AtdC+e{+@CmQZGe5PF9`o`utsDOPzSjtt~hl znJP+>k7B=;t|W?Ia?x|R7Eaqf!(>o9bFDVxcXr6*Yjy+n&Q|ADL8G{+`!cw5n&kfe zt1xsZl}-tWMYHG%JkmGwMFNZPXKyh0nMndM|5hck z7{NDEdf>!eqNFT1Xdu_safE00A;jh0M|q8qO`cMS+_FN}GXDUk-kpe9M@R8iKV4p& zDbJO=q9}K}Kx`tDA@S_b(sHxWB(NB{X7)I|x(qv#8rh~{ZxPy)Cn}kJ9j8i0BL@5QB60G zzp+zG3H{X?O;-$DN97i5p*6}+@nA(D-TB9gPwQHM(`Kd2r@fpQ?g-)6CI2v7sS)0~ zp1knbD!RYw7QfX0DZg^CjrSX^Trqv3Y(?bcRC=Svpu*Gc82whfRJ3eq0y`Y1%ymAE zo=V;t}97}zc9+$eUQbgkZVhk6XvndyPm^dzj z*q*OLiI72?J@*9qi0tT_nMJg7$93*E%$L72J&$mHgm)%fh0oUBJby_M=4~d>YCej7 zZP|Df;zQn(OYBf;D6LH&A>Qb059x6w)HUv;q2o_VlaDUL%JypPoOy%Pt<=J>Z82wu9e&$nT*q>FAy;1 zIKGTaqb(nmxa^{z?ANnKsr>ptx;|e~D!pca*l<}oZg?oNCJF!l{TF)4xm~(nfnnQ1 zWm-QVh4`PI!|n{t#)i~E^x2lnxE*Z(ljm32(((bYQPUEyGy2Oi|HNbP@@LZX`m(%# z=Rep4g^K$2S`IHa3imZCRBKriZd^Er$|a`!vEbv(8x)9r`-fqdr-AhF%>6_)B!&4r zkn_aTz104AFEAdd2Y2L?zNpHe{Z_;r+GCf>bZ>25lj+YCg?!Rli}d{7`pCC zJbG*za|;W>j(w_Fw{iv5<8kCjk2X({w_wxH=)gKagGY6`NgruzkAQ zu!ZNIVRWCRXc)CaU_qxK*CH1WZttQ)CInN}^4>Jov$nvU{znIA{ zf2>#8MIJg{WYab@AzLYs&NPZ=GG1A%a8hryJh>#ToZg$4RI9M%v2ECHJf38)eTS-h z)vQ|M0vhhGg4OI}2vJO?{S0-JR6<+EszrE=|J+wOVGL)q!+=AHMc+ z?2~mf?o{1kEzN=CpUei#y|$5V`TU*C_vposd@o^}ubcBfs^=kRCC{HFj^iI^rjzf- zk79C27lKL@u?4Zr|B@GeWLk-r4>KeBuC`3ELYBYRTuXaz{fHdF=a1e#iO$MQqY9T| z=&_F)ly(aKR{aq)4YKFicl*KHJV>;!zX6fkC`X-d%0jHa9o~87un$w?76TTd%Hawe z&!5E6lBwKR(;QA0exadpr08T#nv_qr$HkFvVZ3)5v@!)AV z@T6P6$`Jbzi8hNfZIHPQmy$Rkgzxq6FKw9Aj)Iw;=yJG$v5(?VIW%XOWN%k8q~x9tr4H;k)J>gU6+_ z%qn^h{=4jiq4&jXMoBL^XyQh)AoUmPIq-olfBu`v+!(?;C0EI_+-Ag&yh}vqi_x^{ zEHfSb4;DYNkgTeO7Ktp^jjF~ig<#B|7A769(w9fOZe<=7K4ekxH|B7=7hmARaO0cM zsiXTA^{c$tn}85_JU&2vzkI-^-ECu~Z@yvn%E|0x#vtDORuRt*^x>6PMzUFg7S?%4 zmPb!e!0aan@L{zfKgn|NbnF8m!_WFCS zxqJ!vxWJHSx2m$op4Z63!vVOUb(6_YK1Efcd>Hppg6V%(CbzBqCF1^Dq|b{Ep#Sy` z*m>*m$jn6uJdp%zS6!~EmjZ<`)ogg~dsg?%kSR_IgnDW%Ufp)Z*4njfZ=oHVbMrA~ z*S9gvy@etlpJeIS?ip-Aj4#!9dn)}pS&1xC>w)?t8?vKUFP`vw6YAQJ;OWM9ko|rL z13x`y_H!BT$w0o+ULEqn zoSHaZg1(n7qxDD=PU}oVZ*xaF$U5BWm_fEMXN;p}it$X_umLZ$FQU9MmpYoM@OipQ z5QPQP!X-I$&@MH8WQ8x9^WT7s+e7oh=1AA?{Q-sj-=X2CMIWE|hh!E;{E`G_FS|E2 zZWt_m5VDA@(yStKk!4t2m&_C%{~=TAWohg0i&RM_o|^x=jYT;x$yQ}8L6_c5;>Wg% z8pkBjJGMWBzK(WiXO&^6B%Nt*pNF}pHMl`R5w1vWaq2@b4!WO{-v4ArA9Yl*I@8Cj zIHMYqqa5+1;1A+5kCD5ThG?4phNx=>6U`zC=}{VjGJ%h^jd!EbSHj`xvXE9RnTg9c z|B2$qwWILheH*Q$s+ZBlF>kBWX-8d%vjtOAd z<4IDS7yCH$9L{_*#DP5xIJnav8E^K`p(%3w#R6R--ccouP`)n`Ki4GZ8XS>qE@Gz+ zeMaIfHMVx}abotu2!)bExM1o|sc0$ACGBJ~1#3lD$J>y>jqSMWX#=L3iQcF0i`=ic z;mapawA4Njjq|)i`kFE94p8Eaf>)~A=1X6HD zvLT38evlKsI}v2>o-wQ_{T{RYZGy9A8JOgJ71^P_kj%MG{K6FJ2%*n4&OVoI=>HG8 z)^BkvEgkO{1PlG3Z>8VEelnN2>X<#Q8VW&Q$oA07q|XE<4Sjj|60Jj>z~&US_1m5DZXDeuI)F(T2P{m-Q~<`3|5vKei* zs$g%En^@%X6>M@dvsu&ShF`w&!aGICfK^?R`e+EeYQ${T=$p*c-GWesJa%f@YC6wW z1;fuQL3F(ye|2gqc__?xJ9>2JfcQfE`1OH&^%#unzXS%O(GW)Kv&rfYxo}Upif(H& zJn5B!+1C@$+Ho4yqYc@+xZN}?c&BJi;V9N}d_FVDeuB|TCVYnMeO#T)5j``U-KklF zvglk^Q+8TpT>BmFOV7aHW-&Y`R^yxM}ncP|+VKzn$2u?}I{rj$LJ_TMcI?K9G z4d(Y(^yPZx?(DfZ5Bf9C<8rb)TRllnR3y{P|7I?MUA~HFx9)E;RAD)dTRf6kpGO8PN(qCoFDM7w`MK7H!{);B6Pki?$sTJ^N1;eT~l1)yC!g zam^e)=;R6dC%2jUBx%yK0;68O$cQd0J0kM1)$? z>6#jR%i6Q>Yt=%>s}S<>`CGV7-$*u@55j{#$~0YSE4?x`h?_3HftAha+t(62&*3L{@Ra!_e&Jk{{gYfFhb1KIkZbElGdE` zLeY}Hn1B(|g5RlhZ`(EcaM@3Gb;}Pr^G6=a{{{-*jhoDW)(>c8gkX^Hx6xT~bkMzU ztV*e8>*Jqc?tmOjTJRh)0iQ0enIysQUNecqnk3Pry}JC`s4^^^D13JXt@wjU7(}%> zY|Ny-7(d^Vj8)1Kc(Ceo9qoc2R|u4wUMr}R^g*9g`CRTXvn=%mKHY1 z!j~JPWosVW|MfO1FDBvBq#`y^{2IzvW|JE;%qgoOICV7%`u|zu-%@?v_j5OjJqz&s zem3(y+$nMzmyJNb0{oj7NZ+O`#Z9?mY*@AupO^F=+q=fVY@Z>o%bAUlzl|_UMT?tz z^k;U7VK7$``mc;s_*mZ`*!;$cN==`TfJJW7;^<_=`!B`Tn;*%W6C;syxRk9nb|+ht zGfCO2c3l2)6BdmjIMB2QhClAH&$TCDtKJUNezV}{;e)8^|M0$Q0GQB$kfHGgZ@1*r zQO)s!#;nA*Uh+Z14NZ|zy@*czp~-KHujBkVS-vUwkF;z37t-t&N;P8L5!n77fh#8C zOJq3OH?`w**I=OswM5tlU`PADROPG2oo7duEQ4$RJhH7~FL7Gtf&tS$Lhk8Mx}>LF zI{nl+k$<8wRv$6NqEZ|7c;ywGdb*RA9M%Xk{*#E13tpUr33AKFW{M31apduL+PALi28ksJ=3|2 z?t*Ia(`6cRCimv+R03gd`vtOcdc5DzC^qJKC?;JSCG=lhvYAmjn%x|50!OD_7uh(B zq;q>t((juuK}*w*iFI1Y4FyHMbr~lg&8Ldu4h|9pUOEeF*-X5Xt0oqs({aAzo+Rat z3JvU^!W_@%&^``T?2-N)p7z9qSWXKRLEb2;=W0!Tuj}zdqf|JojG^PaAHz~( z6GE1+fZFx{m|@m5L|<^k+^%_mLuFDnEPn1;Ds>>WW~L0qUqUd=swv(#>R(3 zuIHPy)@v)h8ao}c9!c*-#!Sa+5C%BOK|IACD$!9`bo4SPFTDhb_D>cdGgf-M^a@N3 z1rAbf56b9kL~(t1J~+ml2JWKEe~pwXEvTYPq`7qUiIB@P@1B5<+E%=JvRHW6tI##7 zb~MI5pD3m$U;#OgU4n<*E>*?HukVm3uowpRCs;#wDK^~?#B#w0iJ4`E^4;dRzRegK z-WDh~+bemWx|jOiIZs~F-lVB-0&V-#%|iEWz~5;)fHR7*LD< z4n-qo@HlG!Itb>I7g5b}JG57p;hT&S&5cMwK;#TjpZQhnMUrrh-2Wnb>m!nQ*qzzg zyp+7UaSj&}T(R=rLK=VkB<(AE2#b2^2sH~qQjIkX^cK;^6~(BG8pO7_gi_hP<`{AR zD8l}IAtNl4=wyQ+lW8-6p-p7h_Ci{EWAkX#r}S7gY6 z^vxif)|&E~iEA+Q^(Q91tOdu4eN@Fo;E;q2?f_dm2>V^wjSt&t7$3}MHr~LQ12Sll z9mi9o|Jbm^Q&?snM(t0fk%0IYk}o@yQI|Q19Bu4iTj%CutIGEe2$&}||f~;oBrFJ>! z*cmH|xip;q7~P0>ON!y&bPnS#Jix;?U$i8yWj=jYk~=QOe7wwNtSr-n%*4;4+3p1x zQFIjhtx%a`Fng=z$HXeOE%ynw=I0e_DX4b4OJm#|{z2 zL%4X`2|7XJ3Sa1-Px}A)MBXk-6KOP-@YnPxhPE3}v!}a}6P8GWhT2PKJ9$vk&$DpQ zB!KI(3#dto#%}ew6>2o_vij%YyhhNH_e9-5V($>7H7{d}uB^sbUu9`j-wYPJHN8T` zf2DYIV-V{TcY`Hei^IccJ^t@@uxZoe2>DSin)(l>6Q00m|OfrK5TA@sORXe ziWPC$NNV;bch9);roNthqG%gU|B()l*0p$kp%w}qdem>ve@GHFkj63-HeE%Zf9OYf z+x9zLFJT86@lZ@H+B-?x*dYE%I9E*`_MP;48%74tImbKH6?h#F=GVSE$@ERF=C;n@aUk4)YI%{`_t5aJ)8Nhi$in zKCZ3(ko+Z)9XJ(?Ij_>-*OxPyEuL)Ay*<+4S}%x|rm*qe+u?3qik9{>?4|it)b{!V zndAWUl*_`Qt%OY)B+GBw3p0Mn7R-GlaGqWPF!(9#RM;Ma&+i7YKS*WIDxXdsc08Ci z2IWKbrvsJMzfA_T-9^8x<*?r>c(58u{K*hQ*5Ut(+={#fFU>f5adB^AeL!Fd4O&FY zmoWCLtsXbjgs#0AJBZscUBs;^LD+XW1jy=;-6JhAU{nuQ>sKLPzX*3+SCEfQGDtnA z$WPvNCV&4G!@mBVDD(Rex+1w8#!Baj%+NFB@PGu#lgvxlGwv(G5B|cQF|qWEPbDtu z9-*OUJ|U+x#-?l1Ic=f8FY3js6&GOkgd9vADGw$8B3uZH z#lwS|eAj<7vGth;=0A=_fQp)EmC$WBT=p7?-&aUuUi?D7gC-w%|2|wg&R~wq1%Y|{ zgt7!V?(k`w^uuKnNY*IO;DWP~t0{GmFMJ5g>4L7YH5%JihvDp-HfGZ#yccC2fN5W3 z@}EZ|#Cai|b7(If{2WZbn(ahQS|}Z}K=2eSkK^QrGSTqv*Ko^U$zBf5f&H2sB!9S0 z?Al93D<4ImyM6)-h*(ONM-)oMX_~wz#tH^cdr>a15^cNw;?Iy|Xt)TwI9?@U{I0R+ zbtQ#3eoJF7V)sjzz4;8XD;h-tpYAxsgsMBYkUdYwlK3$XLCpHQDJw_McZp9;EefdJoURt~^y5pgJCb zXBt@Ik9F)rz+;<3#Jwd~VK=MXCg;C!q1Si|nHOq<+`v`L z_wsc_rQBgta;~7@ksd!fX$~x&sq(3bBI)|_r>GZr|2O3VqrCPxn|=EpD^)*2|LAvN z{8)Fm3!PwJG(N-5qE7n$+(jhMpGmc6N6@R^?P=qdckE$0P`pU|Cn+|#h2LdAa3rCPq`pkU@@+>& zoA(QvnnYK8M!fve7oR&y3e4>~|rI6eII|#0R8vHcPp>-Dn z*;FlcBz9`zi_pQnuGySzE8Y%fRmMt0-niSZFJAZ@g{-|MUwieR^q1``1Zd>5i&5W1 zj^{RDY4axZ%=Lq$X$)(4Qp9>DoMYO(4Y`||glWBhfW6PtX?d;&UvO>_xoiFypEvfx zze){W_2?nf(XPay|97tRxh=hzeT_|3zYMMGEuzGQUI+<)O8z;WC5tlcu*7Z)&R3Sg zbZ#)+8X?c?1-&FIbvSe$is*-fjj%X$fHf~mWxrovmzuuQu#ByQtXw+|s!n8><$y%&ZK7j2|1`g0=A+Iso6PtZ)+RyO1DDE8z; zDy$oBkh%NPsnz!|;rgi4-Ci0rAbAX#AY@){Kh2``&(o-K=ok$5wI|Us1vD;v2d*U~ zkWsCAsM%6PB}Q}T;CC4`XS%?WD*a_9`d!l2xo6PlM7L-Nv*h6P2D+@A_m#w}mE&vGliXT>64WDS!(VL~s$ z52=oYKJ6S=Kx=i*z#?}mE?pYLrV3pR^>i+>-i5(BUXi75`%ff`ESfmkl=-ZWCLhBK z5z=Bz$&Lr4NM|D%Z9IZn=PxHdT`ufWe|t8y^fZ<`onx=$-?Ouk`jp0IpfTBs%BBa> zkxfU4T}&I>ICCK0HQpp|ng#B~@DkBofzDghN*bovZ!{8|R%ye*a$F)lwgUrOiaU#T8Xm zW~}aDq;%?Q3Cbpk*}$PgajV}dGQuJh2_>e;`=`j?3mvv+_I4n}+mHta$?*B9Mbb;n zs$$EY?ZVmeI2I3Vz+mHl*!=+DH*XWkn*=<0swvJkI?Y~g|Bhpge{k5f01BG~=FM{} zZr@of%wrxTAu~kOG{J{Vuzf||cpCDoNyC}GK|VW{9))^+4KiljXrlI7Pnx&zI`Qz? z&7z&lVLdGZ^0CwK<*qqg2MOH=gJPr=gF=zmB2U(9D)G(hwYct3U(AmTKvb}>C-K-N zn6Jx~td4Lc<3)E!^ePiJx34`5mh|E`H+x9CKSm+xYBKCB9mpsXe=j7O&Bo zh`Bk+?8mSjWbM2ULZ5djbQg$Gd7y|W?`Rhmj5Lt3CFAg-wiWxDcc4LZg$!*FbVM(X z$KnE5jXX?C?IWdH!zPFpwyW@(bvH?rwi1#pWa(MYG7>WFH@wcuah*RsFi90bA>=Lj z&u{?x?lvYP{r=%Utq^K2WE3@De!^jcQnGG$5`1Irggjj@d}jLmhcHKOY`;df**4+V z{9p_uA%cdy5971d#Y@B9qki?6I! z72llZ$v;xi{>??KRQH%mt_)xYmq*aA-rX$VbRjpfcC1kJ3T8SVwMAK9<6wUA9O}A0 z@Z!sh`Q6C-BBLRrXsq`f>NIN$t+r0&JHl1C#|k;VGI;=<|8}2fr*9_;2Ht_$`=i_> zFpJsT52Nd3<@i+f_snn7e?(XOkKOV-%EMBN#l5sGD-N1pz|#L@D^jf$dE_BVJk@`) z#;6qf#f*xND>N(g z!ano!RR$F^@2ukndw=k^NAIKUZy>$7bOWAb7xT};voqB7ip1H?q9S|L*ou0-1-b>1 zygo~XXAgSLI_ABhp}Pv$llc#5fY8~uRZ<}8R2fANE*-?Ztk=+?34QTx#TY1TA+$_$ z7KY2uFY9eTaoGQRo?dmXkJ(e&;mn5`tw7rE*1E1ES((mYOgYwPjKC4tgC zOvqXuFeiH+YVno7%P`=OjI>33jU|7vpoeB=QBw~WT;H-ENotCGxX~%d++N3`%d==# z^aS#G^-TP>+KeA+2I%s(;C{>ggZZ_=xMUv7u3wL0`)})VyXv7>-mgZ~EWAs7Yobxu zehFz+tYIkk_(AtkoS>bn78ZzRr{$+dGF$N!61kxXAIPq(6PI_%2Icr_P59 z{YYyqX0x_|eVDS4!TKV z_Jb4lY<$GhLl=O0Lsw!MeFT;doAy{mkNPCZM!1}XJbkR`>88IgaosRq`$P&dd^(2k67CUcrN-DrfsBTQhMglF$)`AM1} zKNaqNd1_#VCxrt9Tk+9tyvkQ%b5zy_bQSE0%;3#)26Sw>75H0EBmsme`2 zjBEpWF!D58^CitjI--x*qs?8k-C`ROs$_Ba!346*vV;C|E}*+s%3+nj_NniEK@|^u zCCOra{?TLr7H?&DaC+#!&3N)0bKXKZUKDHXaro6Fk*JG}dAZ?bqG~ONkC!@4QIt znqWuW1XfR7NNk+-D~0H82kG%?A`9fSNb!P1=n6T80{<5FTi}8^p8AunCqk!^b2W_A zGqIod#q0aE>~X(5^1^)xZr>Y86W(Oe9rK>U^h+RuP8i^;(rLQ#M-AG9W|i;3$Kmg8 zOWjq}X#VA;*g0xCsuhZKHz}L7AAT=d@J8_e)JC9v zfDDbvb%I4{D*OB4J=;@so(^&Of`w=Mu(HAN%stKw>%GJ@;eIz+S)UA>Qy%os4h&$wCTBIyY>w>{rx_;6?L=Q8(uKKbNx`IGl?{WM@gTYljn2lPKr7siLlpn z2mHIO**LG0taSEWa$)H>EZdd~$I>*M)$1TRzXk45m}?3@C~%3cF3z1f3;#E(q#^q} z*wwj@(RFbq+av!F1B;)Miz6@N*K8Mh(N2b^eQ9C&RnzF9!aV68|MyToegjR1vdBce z5KP`S5I01(Dk@eit9YDhTQNlv&Oa*uBqKlNp#H-gx_VbM-L}uPLTzr8*r|C99(+_2 zPtvR912-JOvbwbu7ZVHE`rWTkZZoW+^x?${_nIN(V0{2AbXr8db1W-PRj%NJCdH6t zLk9CvLCW~~Y1QReB?lh3xd?+#-XJ@2E>c^6P4V0H^DFA^3E7M*`=oh(RZP<$gb(>+ z&i!UN(kf9E9apPIUt~N-S(ktm88xCAQ^L{5 zJb-8WRMDLoTWRzDKXld2rvFMAPZ>hE-(Fte56#`Ov*2r zCb8MtWAwXk44rr?h=}C+iDy6BP0u_!CQ7o5rb(uA`G3N0=T)c2ku4MSaNjSGrj8oL zk9>V3>}zTzPajlNe5<)h&Owgf5bt2qK0G0^KUZ)iO}UC2IX_s}KQDSk(U{uDg~MpC zJDZh~z|VX);`Unt`0+Jr6_3^D!ThDWz=jVL=`<{76T5{jc9|GV^>1gZCp>23@2#Px z`<1zY)CrpozXA5%mYjZj3P-PG(@mcH(CO=p`zx>EvQ-gtaF~K0qUYp@#S5gFsNwd3 zKgi15fDtK8g1;i@v2l%LZ_5tSr|l9wm?p#T^fqFT796Gl9-Ae*+~=UsT1C*bKGBIM zZ_;HQ)mYb&geCD7c>n4o%`ErA@W^hqJ;#&{#2f5*dxl1NZ-)JJb6hm9!;4x4W1;SmTCa4>fT_?F~D8Q^>j{-9()A9d;~93!eSF zQ0%e;`c^_;<=97v_`D2*=cRRy4@A)>*Ky@n0FrY>RB@*o z(U!lApdMv@qmJ2m<_n=`un0{J z`f3ryG{Y49C_GD&Uj^CR8$VFU#woGD*F&iF%jwKMb^t9>?VxK*H}1r2TCVRjs+iSO7%urP~}TkNPFyEQuAAecW&s- zPk5fefUoh~+c1$u3mr!jMWu9ozHQf;13#ZD)aT8rVsCYWVB7YK*2>W_V zwLg-Fr&HN~PM;;W zQlj8=@exE;>5vQPM}oN%e-Ic$WxiGMh3EJDkD~LAr~3QjxJ_iMBuNWtX-V!mmv(6> zQc@|E_MXxp8QCLS5*67Y$vv-geWPeerP3}fN+s?6JHNj@JUnpk=brO^zh2KL>9lFG zJZQWJFKp_|*B&p$?^!xhW*^LBEtbIPWFL8QsTRgADaDS^O2Lun%|9O@{PVR)R6O`g zWL_4`YHBLG5gH-y^XV13bUR5`4o%0N6LYxnVn434WITFKa^<>)5BQdVpR`|o6t3vI zi=OoXRy|^iO!03vwCx%D8g+);vscH6$%Ky|D!SISTD<&XqQpF}MKYpq9W8r%QWBMI z${y;TlVqQ}3zy0h#AARHHBdcH)|X5|^~P8@|H_s9wF^gW4{PXKm9yag9`iYsPmp?g zB|?n)u}=BRu=!au?#*jQA59gm_G2&2Tqu_Vj_s z3hMZ-MZvk3*i-SE1uivbGhO@0?H-%UP0zc^Pt2^ATIw%wcoH{+HyG{0^M_fICxiXG6|$a_-xMr-m7n-yn1^W&zbE@{oIDjy#+t-O<^_foLVH= zHt?>P#|XD;vakHj5pVh2TpPJ#g(CG;J0P_@chW&k^Df_h-JExpy_0TR(^qb}{T+>} znePzV;{c?tY52AO0-sU+mMp(@KN89O3!+b$=P^qD&^&_{`!zH7 z8JFc}dZlnL$8fw#AC29K-FSI}EAP8@42z(b;T|xONB_KuUA8v7V9{V|y(j?gid$jJ zUXhgQanj0{y`*(RF3WFh8^E`nAAKxSD-hVvJ_X5A-v5ZIE z13O%3Ak`{5%)dYT!#;V>!Rz|te8T_>s&hA=P5Ro1YGo51;ik<;5BKE@H?P2<)|;$q z#YJqnkuq7a(j_uR0)TA;xmaXc?d!u zyW{c6jdY!21ed<{#P;Yw+*IZWyQIk5e3szXy9oMg=@`C8NkVwlMTv>X;LTP4#jmAx zrk-2x@ClyHm~Z+@_H@xN@i$a>ao03w9+sUbH;r^9eKfN10 zrm&g)`A{ldDNTWwYZ2`T{D*ilgS>iZ$mj31LHmcTWMkSMdiO>EFW53xzApGMTHBqt zw&{;^^HPJqNRHs2+8wxe%uN2Vaw=b5lZf-Hx**V6m-|bSIny|f9}O?r ztPkV)=(EQBV%kD%YhWTXr_5*G$wS6ik=O42AKNf4OYHgnkrTTAu;6nKnrJ!`Q?&0? zKC6yKiGFu%)EGsVL=LboQja1JvS;H}@JW6y^eo2NNQp~4N3W@c81*Y%YVmC_7O?|N zeQF4e{(Kli$JN5is|sT#_T)476k^EfhdlbWGB*`$L)k|OhR@DssdM7+^v7rx`)dx& z1A5TSxltHVaRhnFa@@G+1MSi3RCmT1a-=Yq?zp%c0r$o1>!2MQz3wRea(U2v>cL65LzEVH{42V^ycdQlol9xTXt!x^L z(K(K;X?f6IEEo}a187Qh3bqz3LffU|2%EVX`z~cbnkvTx-K*GgzJOS#^+fHDokaFW z57*Xdas$EFnsoFArmV=tF1KI|t?k7|pGZa4hy?cK+!@vwTEW7E8Y_y?GBTE}*0Q3Jr_RIT452qV9MRAghE)4}=va8ebg>2B7-hjH*8HffZTyJV z_lo@c@@$E*m<62dkhODYb?o}U-L(JW5Y%rlN7Xmc*{uj*+N;gE`PG?Zw((?E zZdp!Ni@RV`Q9a16Ys5jvl>VJ%Pn);gz&F#b2%Y_2lJ?ej+u=7 z{`!k)y?h0|>G8PJw2qaV+py2&eR$iaD(EDCf>U-6iKggWobDgZ2Nj+pyE}cw_il&T zQ7ghbe8-bzg?;hthbdLim{FlsoyrefGv!qiqxr;S1Mau|3!0|7(_!nMlS%u%P!-MC zhz~)iICYowQB7l=GLO*+_d487pF!8v1!8kYE-x=B;dh;^Y1(;Dp8oU_uC#~_Vn7zr zjkd(hM?c|sM~j(EzJc89n$k5(TUl7m5N_-hOhUHTlllldycr)xe4S&-y(=pCY@L7= zKOANAeFxFAqO;jjK}grRTj1NPl{9Y)#Gk$oc-H3Sv{-J6%*;V3maN57r4h2=F>25* ze~q~Y!p*jsQKj!{v?=TnJY7{-O50bqXYMUhGPVg@Zum0m-5RjHGZKB~g~B|}h;Q;5 zk0BF`=+P)Z8hZfyw?v_;aJQ^pcn)=s9;TxNd#TH4(6REO$}Eoq)ZFlfwy#sOL~pj_#uQ=ubM!{Kgg$1M}Oj@sSYkA+(bp09m#$<4u*3> zX!*KCI(%{#u6U{O9P}lHzOSL#dj{=2Ka?5GTughn)KmBAM&zm1Hp$qgovf$tP^q=v zd-l}6vvhs21pl0l&^~+y(b**2qh(LYkIkXL9R(`}nDW`T`N?&*Tr`Ks_PJ&mvPj+Q?K3hM9UaDeg0eFAvVIKg@S3^ zei0FOQ)p1~7PfNDAZh2LuP|@gTVhp|L>{CqX2VY_@jAbkGOfuvbjbQ9!g_U==AODG zi?=u8wSC?2+a?_Lsjt8eem&=@ai5$Uqs0gK7#;sB0k@cc;AJvOD zWuId6Ulg#~WsB$+og?f?n{XcvI!3q4^x=F_m%Okl$E#%@u($l)7+jF&ExPVU4-woQ-=h{R(j%sEfoJ#P_ zTAO__IZS(6rpq?v*|E5S1~^S9WDOf|5J;Hlvh4C-k{Lq5HSRnPe}BlL*m{Zw~m>2rpjJ<~<-%$51pBePh8n5mw8 z&rA@prbJdMe*hmO>fmM0kFeWqNdpgbMYh77n~I7gzK1jB4}JFVx6Jnv6ARr@}I zx+NVzooyFd_3TRJ%sm@ny=gpM+kFWZ2gSlRJyCK~T}_%9tOb0_pmw1O?COgDNYkGH zHd)~h=4{+Tt^Bvju3Z;1^2+%rt~pIgmyE&WKK7`K3nG_u&dU-Nt6|;Il@BmWro;L% zEJiH+de{(C?+S9cmQb(HwM1`)jJW;y$LcawxCd#)C(D8SiSlH8|Cs{w_!QX^b6eS? zp_<&;#g-}m6VJR6x>T_#ihftIAX7Es>6H8t&@&y!UR5li=AAD~jthR*{)@$wJ`KUQ zN4fOJB2(_S?Qx|jiP56D@v!eBTrNq1&1xZ7acgJNE+&2~Y}N_dVD=wdm>tJvXQv`V zLBh8dCu5&g8bWu9Oy+-qv^eRm#L>4#wrOz^bM(q$R=qNaTShyR<@$qO?1@jqHnJ7j zi}0{Z1fHGrKzz^;6kog~Q*i%_l)6P!Aol21qt0CIsUv-ATrcaL9!*OvhN7joD@nO* zKs8Snd~XL%I90$3T6|_Z%YA80d$c7ZX~%p*PJbbl&)jKM=hVuNHR3h7<~=Dse3pcE?nzw-3wrL; zh3H|`kDp7=gjM(kX0~(_4mY1=hm-}&YE}r{{>z-V-#*E_2U*bh&75TYD5c-K{wC|b zEAl>1PQd%eB6v3I^QG6yMBi={o^Jb2)@*pe#>{lbp~+S9wO^OYzeu;s=Oo2&$A!H` z-uWjp{sblo4Q6rI`^)pvCrd}Yo+mLH@q@<7&+_>rTwqxlBfso15*rSw@r@ho<&LY4 z%7f*X$*i(Tw5RzzV(u_XenF{}pB+lBcu2$l1mTLrh`4<4kzY_bB!4u^jTcRrD_^HG zL~7NvS^n(aCi(B3l{}<}fjocYDEXY}qoj>@9OO#(-;va42bxhEfRr5r<#$AfIJ3!| z{vAA3J|#U!9@F|91vX0Z{g;+Xr#l~E2ezEF-{V|}SN9{O@oU#hc1m?{%ID!ZS8C5s z4~vkF`*94128Oa5B1aO_dXj(LI-XAYyog%eKO_Hm$&|`_C7|!6bjehY%~<5;&ij>A z^QCPCNVyqB=Wjes*1q?nTSll$mzNjt8GjOZ?u-Dw&bpIa{h%KWJDkF5Jd$XOc5hY{ zx{8jxD)Mr^*5Z600Efx*G5Ka3-*_{SN=J2~eHIC>Q-mFFD=#BA&3e%)8ZUY4?Zf-{ zuBM94L-^{h;i!o_gk7h$lbE4t-0!#{OA7a3_U>t**;)MKUo+k?wn#Rt;2?c!6N@R! z7BdBjGCRKW6}x!9D~)FBNSD|Mda@{*PjGrF_%7ir!F4?yRpWx4yVGd*vV*k7AqCDy zRLDC+BqcEe(FT+(Ey$tbu+1C86WM5Tke?cvjJMK#ynNzX zv?N|3b`S3o=|2NHFf)hV8L|{+>%91!RkJ8L7tJQB>0zZ(34XJ=IPhgIs#fh`8a0El z%jY3E@xu+H8$(e{Gg$N|Z(Ot*g7D0tJo#q|HTZ7Eua>nizfXxGn_)tu(=W+}%`T;G zR{LoFt{@x>A20aYKgs-FS4q`}!APx$pv~F4@$IEQ%EkqWS$PT_|010BQTxf36`i1( zae;8W6(|{&mCZAAR#GdSJkp+-ATc+vAdO32vwkyTVeF(rG>*97R6sNxwn1=f?#;y- zSHc~8`t$NNR&?Z-t0ZY-I?>2hrc?KX(~BMhsouSOvZY`lU2?-t(qgilnGabmyW2h= z&o`yfeaeA2ek%i$1IO}YF&k*JcS7d<5cE5CjA?Fqh=uMuFv_MBqt5tKJzoQov3jx0 zb(4&Fc6EpAybKbPk|{bK##}r2BQE^y!H*iG(1Xz;V_3e``J07BI zPHe{C<=)s7BXUwMk@U-H1%BnXAJ%PI562NBNs_q3UripxFHf6K9lPep6qf#!y*JB7 z&UjB!6*Ps!A2>?GmsS(!w=;f6bybm0&_ zX2#N~Q#3e~reLPXvKXgL;u3uq)EpbbufKKUFFz~tSL0OqJ0}k`?fStKAEdx&a4qQ? zm4{SwCGgh67?NNm-gD8A8k_LGL4NeWJ98@548rM|50^lFeE(F-_KQ2x#xvQpc-w5Y zwNCI&dJkv$nr%#Htng-NWWr|Bb~w%ohQi;!64}hR_&xf)Xw;1Wy z98FwXGKl6SWx8gQ*uo36BrBQ?4Iy9pj z#kR>u$ev}w=Vn|8YsTXrz)q#G;-wD1Zlle4^mThcx;w?6=n3Aa_&1lP$ zR9;u2MEHljzAt5avYyb2nlhGp@U`GiALmPMKBtRiUI@RShTBTBco&||?ag=65nC>H~8d;mPO1j#}$IV!G=Dqk3*ENPm5)rSUKfjcp;H&#q=$pTzR>u_o|b zXvAkWMxlEXgVJ+dKI_yG>epbxE5xkvaqf67FTabNy@Q~6Nsi7RY(ysKtmMyF8U5&# zD|)>3IJ9afwf{Doebfx(9${M2&?CZ=+@#BG-LJz_u7$Y!y8OkONRr*?j*D4Nl5549 z{FQ$joByX6N`W$LJex~fj@<|Iyhk@Yn@7Ay_Y$7dG|H8F(Tb(#=m;|<>GO|mbVA)x z61c=n+DECF1eX_My6;K$HuD}$cQU0rQft`})kP$$XBc@0;Lw?ec#$IJGt=&o_${UM z$+73OFa)%_t_u$;@S@!;9%Je^W%Sxs1HW+tsJFO_>Z|nU+h%A>8#O81tXAP1U*5o%S;uFQ7Ac5w#Cy2G&aQ$G;W zUsBOyD9-)JWPAQUCpmVRcG0`Z#@QvKT=1qwue}7P>tE=Y)xMV9jp`RH(7)DBhmgo}uwmJ05Ff%yrjjSlu7Bx6c8X4_#_A||iGFmW*agK1N7#g}HNvMSKKDzqh`;0) z3o~CyV@$I!JLID1YGtzA&%%@N*%t3q#><99=<~(LH{kh*c4`-uPP`8K67$*mv{4>K z3sse+e*=73^G)GzxgW&lWIso?Lm=JZzmm4ysbP(~j!@;jdc1ee4Z&vehsEww)T!Et zEx*z(Ijd1mL);u_>CsV;rfp`ABqw0g%M{bfQ_z_7ThcA;A(l2CMAI1IXgQO?>|LHz z?%o$deus(9P>QiM+}Dy0Ryu>i*)}{kGz_ut9i-8lROlp=(e(4y!))Rzj+iGsxc}t{ z99(P3oxJBuGkwyb)_4OwcaG;h5*Fd_!O!g4+1rxWw=Ofc7Huq=^NuWB9fQKU;XJqZ z87!zaM2S->u{vl=yJdG{*H53OaT6z?&Z`G6{XLd8)K6#QjqJqiZy7zeUJh0EL(<`X zf#`o30KZ9fq-|TY#4)B1y?Q^F-t3-=l%fdOxGiHxKHkLYHCcpAFy>jic4B_O6_%>f zgme9E`1yT_bd;|(e<3pJZ>c}E*&54F=&is;19iGE@gaG2UK11CpO6QizoV1hQPTII zHTiO=oxMEp1HSl0Z)Ox>%&Q-mrDn|^Pxyx>!6J{_dHW&bkMUeR@1_+7&j#E{vuasqsU13#iZfYvgzd1z&#+J4&*l-z^eK zO@FX?Sq_%jO+pWyW4wpAtE}6Ya{PC)KVA;HPX2T2#&t+3Y5o2Ijyr5|ZnqAX`mbh2 zvVvKdRjad9THu)dwFz^rW1K>f6IP*^KiO$(tvZ7 zN0%_w^To1pUHzG%)=9ejMlB4s7t5joMsxMlpSXH!9B&+MhZ!soNe(u2{oFXbjR~W+ z?swSJ+GgDCU5cPPBUtL?1#IuBGjN$?M?cB#knBXUue|Dukgh3gjk2vYyvYlHGjzG$ z`UgmRYATx-@RjI`8PSmE#?R-!rd_suj9?R$!r&D7S)YzR8`025@X)h=uYd56}hLR zP*Q8r3grp!5jQU$WsmyEQdG-HPnUtvww#BgHvqeAOuNN2vvXFuh`Q`bzR2$(@8%<% zon1^TKB)8kzcsNrWIaDJ@-kCw%!G@(2A_QCCM$H=4~u3wD}47}qIMyYy4mcuk&P1zZ%(=X=>crdjwZWOvdWRKXFJw5en%K$4u?J6i;e*AiFY}z1d)a z(*ves(hW=8cfKKUzIs}g9(jGGA&wYxE6i?^~A8i8MH0=sOYga zkf%u^54z1R|xz)Jx>$oW=Wc zT_-z zwF`O2@^){cYa*^llA9~wxlc+zW?7)9#Ff;q2mu*#O|%W4;=x?;JlHsxC1n)L3Wf!e z{Ezzbt=`=1i3s$MUxaNOL@n(h#Y%JuG+XeA-ChNg``b=Sdoz;2Rj=p@A zO#-ed5jMWlXy|{P!W=9Tn4a4nS#4b!<}Ao%B)^KyyDje9Zs*vV+*D}Q=ff|ezidi` z7a13|l@2KkWP_Xrp|GaAnBn%s+^|G8SoNIf&T#Cq-iySmN9mMlrBM5lXg{i-A)h)z zFww{M#v^%GJT93>6?e9JB=WpAY!QwgX z!0ydjJjSi_1Wb7`pS3EqqP2_Q1sq?2NwJMAeaskkuUD+>`_GTe`tV>nwelV787^`j z1ut+lUd%zKzC+ZUXzV+gj4R)5ut8my&s+T!9%%(IUpWRt9vWlab3LB(RFl`Q^O0R{ z?#CAiZ{6gtdi+&C!KTgUl~vIfachkwe_lKk%0q-VXr?Rb??+&6hzftV_baPbyM?RD zd+?zB2>c{&5^c4?==d>=Kbt2(q3viMufH5qbWG^rOEcl-xESk&3v<7v4j+A{7UnLV zsFWpRd(#=o#Fa8+8yN7C?nSa8+jH3M?%nyq`U(uwID)1()0v^|4cLr*OAg=3m6U5} z@SS1CWO8LMc8|qlM&>8UF8gn&@^qIyo!6I_FunD((IO~5T8n#B;>3G9hJRN3*>Y*7l{LEn9 z*DV$^4~l!JT?~pvuIPgA06h2-h@2~yd`s9Joax+!w?4ARYlTRf^*e|rFI$R3FArnH zF;xsQ?Tq7ks$8#jieQSzS8A2%@`jkj82jut{JII|=;=_1j2Acm{sX%o_+vu(8Dw{w zgT(G9VR~&b*Emp*``2&c`M=J5TD@>u6m~;|m^y10wIIcHJA7V@Jm)brlctSq!=t1I z*^V3Ak<#i;cHbBCD9u_tex=6s?;W9&`!%7Yrz!oEOfdRkFU0IABMT!#@gr$GO=um3 zK2}9AG5d_r&eLhdkv_abYZ!g>egYo$Hlb=rAUdl8@IKrT`xYwD>305DJh3P3E11Xq zW+Yd}uruuSJ5#Q8UfjLbH6m(W6;^mlBx)}#+1xgD82mVnsWL@;z3vIgu0SZ8v}4yE z2hm$Hf>_7n^VVzVR+k0uGj>osa~D0EL{3ZnDh7vJ@`|ivd>wv+_$3rDWABZ!#!^Ri z{!xF{$^Vs1ZC)Pf-8+i~-!8?kACu_BnhAJU*;AZNx?p?6N_J0IIP{*Dz&ZUy&&aJF$iX}!Vd|>HWS7b(A{*kQKJc@A)eP%tv zs^nYHasGsJBQ@!Oq2Hm$t|GJL09m0Ph^rf#SaKZirF5Q;$r90!vp*L@E`;-0-$G9E7j$5W2>&AD@#k8F$aC@H3rL=)1)ol?&flGifJ(JFmj7)c+Vzr=Pw>x{g2KFA%Ofa&g)cv~-rH#kN|OJNgY%2zl}ghJU_dq3TQR7p*p zhFcFo!Ll;hy)Jji_un4Gaa=q2-x+kkwB0zqJ`>jMn^0M;#FN_Xao9z8Dpv%F-D@Un zU!JF5y3S>fh0ApL(n5BlmkQ1u7k7tuo#|}Tf9&bLAmn{G1dC0gBQ)8V{Q8jyqood* z`s5bbsucqty~%W@+9bNW0{B^4A$$DB5MTWjc*e-Df`*|4H5`mJaB&<;F z%R5VqxN**8q&>6bPalt#)Y|It5)&Q7-HxW8@Qfu#H{*RzCK)@w1b@Gzk!X`=sH=@9 zJs%X}p-wte6YQV6tJ?AKSS$7@{E)RQ%EPpkdvRz`0SYs%@l?1tlg}4pw%!z$II*en zTi+X!ZC;I7;`$mF%$2ys#&#^U(MDQOEUPH_5AMqu>Az(z>0|I1TgnPhACZWwsu7r9 zqRi7xgdcsCndpYZBGqRtt{gGK>EoSnxBk7X?ekLdS>%2rcP&H8;HPB5gR|tb;Fb3k zy!CRYLUKTXHE6X9%8^b8z+oJ@9VY4WrmH`wj;+sKbs;x_i7vY-3FR;_i%_MHz& zn1>DX^r>Ke6E-1lr($V;lO0K|}2iscZOy zZAI~LHF}3FtB#01++#R<=Rl)k9wzL}WY@pHLGIPw(B0h5I#lmq$4O&+ne-T)*6VR~ z!KIorQSco*&dD04A7cTguc4Kz!SCzaVQH!8ldZ7g^;C2yk3E;=^w~}l@;)HnAd!q7 zq|Lv1^+mi&4V<_6kk>m}F+QQQyvlq9?`4ItH<=I|!=l$|vYGRrvB)YzzEHbS^7ljl>dZCy^;*kK8M4-{&8#q@3YTA{Fn1F@K7ZdmWBCF|6*P!cA6uhjO|OKh)cqRW30?;)}(YnlTGO9;ReO=hKqAI&WCbfqpFg zwHEDSKatHVl(VIeF5yegUx^zF!HSw74D0rdRXLm!U%QDzURl^-@CG#py|B;UiXR)Q z4)u{&$ia|!k$0ZN%!lPNr!&5Eg#Q{?S$@N?Adf~)UPEfs4xoFj3^luS z*zmD+_?x&0y1u&7fRh=th>b_y%GZ#a9;3#m@=$ie&;GZf$a*9^LEkIY?9~6yi@n#t zVL&0Iy;Diu=}&BRpF;9z#eFnx_{&Dt6;if76{-EB@l+!c(+6qt(tU?eSG-qzUi3i9 zi!#ixSK}Q+>&Qm4b*z2$Ns=6)&7;=G;K-dGB-OJRZ$D;X^{n;mxvC$UJSCXbS+LuT z3lLGM!@WGJ(JQKe6b|ao=S*m{9~h&{2ADsTbsU{3TwVt-Y?>4*wG!@nw+sudW6^2L z3Gv=}i~ zb9kG?T=}2uj#C=>y)_6A74|__cQT5^|G1{>3(2wW+V-v&1?OptCLL7Mf?Wy?2wC{e zep+BxKC=5!wpLM}PP|{u2Dl}YJT+s!@Ug#aPx%dK$NWODZ6|)JuNJcE4WRGiL9h9Y z46TojY^8YXzk0iw}w)P||g24|@4Z zf4U@eBr3-X_CoD9$*rTRu)EgAV>Sm+Py1qQy_Z9sSR5X&EI~h3EOtq@w0-el@?=Fe zU4QBzwNagjck*Y=^9(As;U_mp}S-0v0`s?Oi-mIIBtEtsoSMvonkrZZJ>Ou_6PV;>uQl$!a z-`YR@G+X8?H^!y%cm%!p!~@1`lI}X6!0-Gk;8m}-$sQW7$D011*vR%f^)*YpHsi26&lYwni;(^PGqp-A6g`DE>~TqV8q=qgj`1y` zAJ3Q3(9!Fu%|pRtiFKrZn?+AOJp5eBZd=-UK`37rcZ2xuP{oq12DD|gF^L$M0GEUP zG0tB~XJj<60>LI~7Weg$^)~1(7{J>eDzK9|3gp2U6)XyKfOXP0%zZzERRem+JhGn2hMY9PV2u>fV>pi9Wls^A zRLjgo{(0pdf8_i;P3A|4``Q=>W;EQ0>*@+u2{9Ch%Q5H`tIRd!g~ZW36ybRSgR1F+B@^6*8%}nCT^^y%(}d6Rd+Zd(yQW~qo57gXU4po@N*A{GrjbW2>Bql%NM8Y1hOA(Bw`qk``7(?*7oC&;vi zbo1fuME$NCE?R7%Q|`~g5&LM+_isn{@Lw!4F?noX-gRuuFvRmeMG_6+mEYT>fCb$H z=qbA@nozO_Yr3^k4f|5ec1fW1XUE}JU?#O!IgQtOr&zB=!XKF#jO{Uv7&-kKQQujB zVz*83cqv?|6MrD&+Ba6=&ahHSHICAJ<*#=q0Z!`0M|QIhH!XExi}dJYvbc%2fF`tx+^( z#9Ue-I4?GZNn}FR5K{R47>YZuWc6YWI_1-GtY|KkX}?>*@?gh0ZpSeGvo@ za@iAa6~3lLFzNqv#{>;=)3k6$4;2%>E3g44j5BblTTkeV&SuH+1vG0z0=_AHMb0lm zw$1{a9$u9_6|a#~!PQvaH5I>)h>ZSbImY}7CMuUrB>De6fnsnop1!cb!X;oo--P2* zSr^_&RLPgfUz^%(Mo*qax)&3 ztBpT*dh@dSNcTjdh((bin#w@Jlp?dkjOEX(Vz$=+E4mX*5gbZ#@U8K-AoSGi!rSGlxFfyJ6NvX%Fp`j;s1XnTqy~lC7)zC)bXdXZ$}(E`A3caHSRB%(&rG_Z#(UD zegdDKoQ6p+)-U z8Q%T6@rjwH{B@%TyhgR)r~7j{re_2-7xO=-_P*SFwH`mQaVq~3)JCs$FU8=WVlQVE z52NJaT=!yct~JM5{H$_n=C_RXuDr=&RK3zZ%L=c;i zS6;UfhcV}wL}H8E`Nz>ZB?d3bmIIz^u;c7B_Eqa5meB*Siz1krZ6v(I1KFU_#+W2# z%Om@l@`qjPVCXhMu&Ou-4>0E3xC>%+h5sX5aF!$1<9w4UTXfApvZ?1FX6!J5P4y~6 z@V|HLUf=;Xu;m=aZQMaq`-EYWa7jN{_YmDye3F&5tVN#oMJA=?Xz3_mufD%x57p9G z&YDcf-=3y5DQ>74Crmn($H|zDt1#$R8y>s)qUKO%-pNprF1Wpidi{OQk}hl`;j^oV zReTC@bgQjga`qNcc$&lf;*#;-fU_(o*o-L52|}q^Dy{Tdh|?bD$bUoAD;26A01IlZ8|=)IdNz3b`PLY8v?mGNA-&kdb@`@pWIeT z75@COU#y-Y>E)S2^+PveeL(|RVZH+ujsbX9BOF><{*uX-XApEZo~^@Z49?9V+6fEj zur)5EbaxzWzNSQ(mNq8c7HsRkI!!K@=klpnRz@ z?|G?|Bw5^t>-h<6r%x*OSFh!|5@W%d%@h2u53FIcHFg~7gT29v;juM{4!oa8#tVi- zgUEPx)=7}ni8IhCmu`p+7{iqt4QOO{;U)I&LMz_C$Ex~D7>?}(@1u1Xtat)}+m(3h z?00Nc)dhY`Cm80X3Uq;H4pR4>MfbfQW&3T;Qq{C>*ktgG%qkV!KQYI)DA(hT0oU={ zM7VgvVrkdc3wfz+D$+hz5sR_w$yw)Ku&?Mz8-MA+@q!Hf_jREoZ@fhJfgi=^`5P9k zDcnOw9?Z=pmS1c)<1_!Hz;&`0x+W&bg1Tr^WxF}pyt@)JibMF4A_@H|_*<^-iu~sZ z8HTO?2xr3;?05SeG&>og=YVQ-7d~eHEJx_Y6GZPVgL1qXX3~-TV|s6Lc%vqba?#_> z?n}9imYl>7zbROrt!(MLxw52FYw=^zYZz42VY0|3ybbOz+zsOpfABY3EB5Vr!ZoyQ zhb}x1_2X8DtLU(7eYFL@axXx(;OH`;ln!%{v6At;asti5;tl;F^6ntxY$c(&8whe5=C%9;#_bmc~d)pTX}X znY}KtpfJIJYVZ)h$0F1yJMcfJL*O-Fp5V&mQzzdFgtD=4YBiw4qI&c6!7o|25voX1 zJc!O0=9Bd7P&P2)I8EqIPS-tj_tpC!3(0f0GUQH9;8LMOL zXQd3=%7ib8gk!vz*_OKJl4oY2bn5c~a6Aorr$%#>$OP}`Ya#A?_M_1zS(0iq2CwoN z>_es^-@IukpR~uGuj$`LlGJ*lFwT_NKXav_|D~bQz#NYsHZa4f4@I_IAK4d2^OX+O zNNH9U*|PcEGR~I&95)PWy^i4Opbuj9se}=~ZlVA5+c^4pJ~o@yika4N`0O4Z>Y+bPkx8x>xzh{lLC+IsX}&U z6`;I_D-JfUVp3HnTI1w}H({MfZu@w&?Y{@}%A>LiH^;-*@+XeIv_);Fcv+`&@5LSc zAe;I;gH19zisr?N{NMsc#vJ@7DQztjGw5hG{=;27svc{1IqKpJ!74OF*G$84ojNFUmjueosy%S3KHJu6Z+ zr>!3XvV+)|XIb>IV4E$xei^?^9^lULOVHRXyrB2BD$Uk=ki`Q;hr6FT*L0c4vIhT? z{B=AB<)ubw)jB}k2Hlf2`Fy~gzKNLdrjAssE5qgDp)_Rg1?Y_p!i@+m=$nP%O8hhA z1q)vDoi>!1M-X#MRoU?2=Vh}3Qs}(YF1&nc1DU9Ckqj%%pbjP{(75;+X%=}U!zfK0 zGEnE*Z#B5rQ#X`cN&>gN#3m2vBRVjOSo&F;b-HIDdMXsErw=ki+wO0~)IYPL*zu>&+FGbz& zPkJ8CvNJIAXKUB#a=)2(iC*0`;b}Vrw>~<&ZP_kdef^HP^tXiPTWvl_a4%A8cN2?Y z7g_x&ZEiF;3p3JxVb<;$_}8ZeONRBvhomliG^(&md6UfUSQ!30uOQoa)CV`UD+yBk2BQF4-~nFb+&Si4UVScvzdRwBmLY zJNcj*>*B@{{Sg%+YZ)u?kZSW@?;0`TXA#m@UPJ%6$uL;GfnKXTj#uFvlAbzzR82T$ zexAs5TJDkWc@t@e{&Z6L*%yOJ7v7?L6!Q*GLSA=g5;@J9jerEh{sv=)`yD*}s>MGH z_=G?I*&#LUC6dzTVUge~4Sc7Gf9n)c)LA$sb4yX8Q-tY#>e<`BQ}K6_8`Z6Ks6Hs^DnMEzgp?4pT zhGM-1@2Wn4wkNhorhnI_+l#uQN31&Qp2>ll9NZ5Cb95yoC!@J7pxVlutQ zK%VyY9$VsUPbTIbLrD)pR}FfKbLpzkRyYNl&6;>MDhQ6_zOm_Ho%olR3sAScGieHr zAj@f z=e8?vREmeGts9mk1VQ_%CZ_I=M5jq+{Lr5y42w~~mWQ>1UHx9N$W6FtMiWDEy46T)TKOf25p26+SJOd5BKog$t!rg{tx6 zqPv#AU@lgvsuMknA4Ih*f$sR#g?3vTNl$7TBT6vc0@g;+yV4XoC0LIh&Zr;}qR+DV z(FOPf=Zd+Zl;4~tm?JIuG$VWqGw~+W_Q?Wz!;)jRa}g_P4MuEdJ!%sAj~x@v>i4a2 zbU^-DmR{C`3D0!J_w19I^FrDGC_3+WD&Ieh+ar5KL>WbzQW59A4{0iuq@^+;CTuh(<#=W}15>v~^`LWdZS@B1NF zn4MRWZo#z!N3qwjCn)z$4iparkl6|rVC6YZ-nCI?teIuY{fi}P%g@6%NUmr*ISo!q zod)8+pW~76mSi``&`OI;vdg)jtQ*lpgHI&z$s9#03vuw##|J+?yO^`>rXSvPA`dC0 z6BxStm-T1^biJ44oEqc7Wt&Ub?>ZM+(=MCr%ij(vL8V0I(R3;sb{wA`@+8ZNAeN06 z!+Q=l!O!`B*^ZlP!uNT1gbM9cETnD=k&c<7qYjEq1AvHUj zT%IJUh!(O;38lFd_If43U`;3Nmw1T8MGk?!jS0GXG6DGS=+kEJNVs1$pN4*2L<34M zGLIK7Mt*Mr23fB5itE=PGI|;bRo9{az16~L{9@E)c?lC^B};#$`*8vb-&a`fDu(Oq z??`D)D@@g2hmKx#D0MG|i3l!sUgwB!9+^k4?azh$R~fK;RFRfW9fB3_4Cu^vuaI!e zOvz_h%zspnQ^#auC$PqZQZg<5`Z&y@hC5B_v*JH_v z4>0#oKSyDUGPRP+0!N1jz{P$t7Vfol8S5hEY`UClKV=0O9sAhA|nQXt_0QCPo2?i${LHMo= z9XX>-GQKvz%_31adb$y1$2EXNk~pHTr3^1lF>9gRNr;92+-( z1TmAavs;v&6-a^Z(>kzcOD=@@7XV{iioWsf0sqJmSmqajKaI?TI)nLS<#rML@!lV} zU^^ci4dd~tAMe3sUOwBK;{%@JdvPG^4cNT)CT_cS2~B40hQx^pGBY6lmJuV?RC#O@lLpRB)r%q&NjX#t)E71Hu!5mq=5v2E_krVLq2FWcf z#&+^2!D>1ewePWozmoc_cXk@Rd-@dcHOiS-6{$gXU_Sf}oQV{ZM##pw4p6!v3FzPJ zpr1b*<^JeLd>5nOZR`?wsh)$+Yo)=WNCA3$e<*yDGUAM$Y6gj6S-OVL35Mnr1K*~k zibnTDc)8*mq=~u1la^-KBj5&ZClbKos~_f1z6Gt5gWz)aESy{W9P}RDAZOF=kxQ#P zna3XDSo*aR{q_3^ygMg>P7htd`Pva2+kr>0c}kuNG=!2KvFl*u9|yzN`^kwDW#F9X zPi74+;p9k%qPV;Z;Ql)ZWi^@N?7tR3RO>n0SW(+isvhOKJ>yXJT-q1UzK?Ymp_iZS zU}w}}_*vsn@!D~UybFooBrXfX_rH9Gy(3T2{zwJ-w51w0$P5@;O}AkpRk9Hs+JtKk z`oVs-Z-mc%s62C>0!^tdfmYWdaQT-4HhCt)z5aRZgaB|@#Y6A@_s2_ZA2 z$%5_aNb#&@#gR$&j6Syt)|U;F`~z)Baeo%vIk6tC>+wKcR^n{m`WIsN@;C^Emms&^ zO0d;-!wTaZ_;9ov<&QhVr=7l}mdFtP*L~1*C5BW!&oMdI`3%~y7u2TZl7Bl*z;S3UzVIAWtlz@yRy}0hn2Gw-XTnrfG{IB|)i)y^C4?C4DtrV67)d50N9VZ|5zdy;~Q_viC1e`+v-Y*?O`| zUWWE9{Rex_FM`YNg^>G|^>WB`F)uwX5X%=7;z~y#-Xk6j8@a=*+c(IDTdSaF4<$dJ zHW5koEOXnN3_8tkQAX=eP}2*8=f8Ad(*GP@md^oxsYx)p-v)adw9&+!0^G{(NPoz^ z1?BV@m=h;M{Z>bV-GeodyDXgUv7-)yFtZ@beqG5Jd6AIe&gsJxFLp#0Md)+Zj z;uy`&^3QtEwd$4VSQVT3iePshE`Ds!cnj~?;w`+gy5l@)>_S(iU4cQPSyXw;5pv$3 znhZzT^86)_a}OvOqadgC+_AY$^u-}ZEcM5oXEczAY{)TC^4`wd{IiR9IC>8FDr55T za3bp$aN((YBVJRg05|*3Rc7&oD83XNgX|4USuOkpIaOtfL+a9T=)n@Q=ix@)bk-;H z*7q4$%U*^3E()|bv=(@d8sMntgdQkI;B);NlzHRDd$>}8H|%GEJeG9ueDofo%Xc2* zm2&*t8ME2!<}AXaclj&VD*VT*e&olSJ9ZY!&YwYR4KiqpP#w8ubPGNegc^$;XSfr# zsjLsy9Q)k=O#1gfpqlqIxf%So@Zkqfu=~ZMys3jRJiBdYY3$BTyi!Jxd-P8f&t_`_ zuYTue%7590w{(pa&$?n6_j`RRFUqJEt=hLA?+o5XY&j;pe{65B{8m2h9J52bGVgGn z4^IW|J%2=JxJ}`675;c4a?aTlw3X(yM`eJN;<2pmvc~O0lK6rH@iXM8&&w8}7 zkol!>obY-J==A5)u|kGkmYG9CO!auLS9GIcoq6QejyPQIdkw1YMB>>_vCv*V0O!{5 zQ`3qBTz0w=Nsidy*R1!Q+foRJKF(r&NxGPFV82N&^w>gP^bm|mKBSyXWA$-y`q+{604+)8*nQ~&>9ju5eDgPCXjOq* zv>f#k{S0obU#e-$-ef8<4TM|2!-ILrKsHIylJO+8_=6d}yu6jfD?F8&YaORR+=a_i=FNFCihUFL+MN5@5>^IJwueNcTuD z8JO6HX79So2wsta_J0S6$EY$L!>UMX>;+6sw=fwDo`w&rE5l<$73w0>3Rmimv%P7T zpvLYY%04lU-el;K+c7O*@I4yxhfJyQ>+?kKhzk7~5eQAO^B7snQxNRvkAsWYXS70} zw}0{ zMsmBo6^^PkU~c9qusG;XC%$iozluq;>hmnRu{8+~4LHL0oh4X3JBUf?cx*DA?ZT6= z?dR^gY0A44tW0XnxxC^v6qJI^NPyFNJaOCz(ms5lhMtG%zH27DDl3*x$Ap9Hmugh9 z&yp!~_5qJFc9t-k#w}kUh^sEtkU5eP*fyXPwcmP9+l|-^$7)?v6nY3R@m|3@zgLdu zmFi1NVkLQdTi@ffPF>#aE;HVO>uq%H%}T1}qQhIitQe{art?}khB$fUJ6I967vJh0 zrl-0C>4P0@JI zZ7>Wmgt1+M;6EdqryC8qIR+bH*!d(l7nZ<4(V$46kC2VTz8@yRXyW#uGOCofSqF zdx+8{Y^TeK*N%9?V=frxp2K_z2bdK-vuMHVepYGct6hSxCOGlPQ>qpCrtmD#$ zk@{@tE0^yJQ$w#4sNT|#~zwD9{^ENf~=33mOsiQTJ++03sVkG@trGa&%4;Ap%@47?%XrfkVQz@X zN)k|z2Ue>CsO9zB^w>g25<#~^Nk=V`(f5Z<$Jng!=Z{#v%b#PjJp!U{IAQ&z8oVGJ z0G2VgkPG)R-l@Epn!lTbb0vvj{`oaHhkrmPgxL&(_#|9Cvj^(@W$AhoJ2>>{Ch4lm zBcq-iBJrjO=KNkq9J|aAj%O>PlN{m9t*7wyWDHD?c@5~|R#4xp4ms`{kumj{Z{thY!ynqfU>BOZrTn-Jf0YBIgIZ2)jeBS>0oV|Av6s79SL-y&o#wYM>&m z9sZsdfy($mCa_D09_hD$itR!0VV(?i+!qD(u_C>jQ^7gFWf?%y1@Nerp9)>l13RU+ zP*mScHg(=5l~|lSSRg|0)#}3i&Q`E)WW7JytMQwcZ(v{3Ke!(`1<}5L;pD9xAOl6D zV*d#Fy4V_cBf`Xt-@l@&yaMQ}7i0$Om*n_thQn%?05^XljqIG#VU!JpyX=6UF<;XIx-9doY4bf?d|H`i-6{Z$;{TXhnNujFCmL;FXH%Vg z6)eDZ+y6W!OvRZ_KqeoUV=?xyH&~v&zFQ85ZTfy{XU`flJp`m?=-RRQF%>#|K?n=WNICYW3iF*7F6jweW@$9VdWnmp7H?J5Z>wm$kNEzg_C=nuZ*}SpFcW_+P zO{988;c>G#u5%kj2HkdqEq8;9Yoi&XvNCjY)-$-iD+XHSXMxD0m+&`Q3Y1-!;qB?`SO=~Nl;{=paf(!fU_*E{a#t+{4G~`wBUb^EWp~lk z%QP^*Mk@r{2?R$zfO*@r=#nUR6r_~^IJ_G|-dUohjd>`CTl-c!{NV@LJNF zY#ar(j~2n-O@G;LNkQ77@`E%4ErvBWm(v?f583_60oXL!3Fpm3>F|?jEEVA%EKr?J zC+_S)f_-af--SwMZhscc@fD-r8>DHp_DZ^AM+avEUkGt1S&p(*zd)y;JE2=<6UU9y zAaST4{^gHiNC;8=mbHt8PKt1kc4%s1IO_mI4@=Ujm|d1wZVQe-Q*bT`uT#f+FMGZ z$2P)7eOqeyaD*|7UJmP%wdre?^CSQKG!nYs2+2};oKd-7j3LXTNG?#N8)h|(Nde#(L=;>{2M+z_47>Qfm0Y4(m4y(u(XH2x7f)^(j*H zwa#tib)=Wvde29_6LPTsm>88&wZW6|U2u@~>y)c}q&d|L{h=7cO;B}(?QBM+a@2&3 z|ER*zyUl4%0nwF?sA_j@(6LCF__8`of+lNXQ+&SkpN?z0m!QMg)ZG%`YAdV_U@iem(gAj zKhQ^1uBOpsT}>>X(ni;RW$3iyQ08HPod8_C7U?wbxiga($#RliFT)QTh z=WIpN;%aCx<>$R;pE1V(M^YtTN{w5e&>ptO!D~)70o}En{;)wBsGLMIi?guo;h8+C z-v_wACKGV$Mo+Fa>v`MUc?R0qcL5q>{g4h5G{jmOoqPkNbAdFdeHukoG4+s_rvgzs zZgQR}szGWqA$DaZFn4PP*X-~#sz9$WJ$RpYbPlXEQKunPI`Ch zJ$y!ssH;vf^q=6v(rv+5+@}eIPP`*h$0k4o??e7_mYl9eJ4UN`0XB{{!DcZxAbZ9n zJvBIuF1fP=ZBO5Z+Sr|2ztJ)rcd?UvEwo}BJkFErxv}KpJ=X6ZD1@gUJxUH_SmUj4 zrRih4MUZ};3p4JXCjP9yHzn*l(g=G1uf8G@(J>cfZp+aNhuAKs(`8U8J#6f67Yh;# zoZy7TIUMmc0Dedx1+~OwaN_n9xOpGN$5s||auQyU=5>3)Zt)P%jq+rXU*|i7f#pFC6E+8)SC> zjfUXkqYxFb9pW0lL7VU%_&r~QzKCPbdmBZRGp(8gTkZ!Hncwj9xD4L;{U@Bdb`v~a zeuAYEr^uNTL*!-IMYQ$zPf+AL4AmBsCM$%rVL0Fec-W&aXIGfyad)J&tTm_J$RYIYT0a0$0>tMriDt-_j`Lu{0q;D-mXn`X!EG3+K%QAHN{TG#y4J-JLjTaSwAf zB^Cr!B&hrTPo!2=moAml!7<~xAX|ToRBR9-KO9>*o%`2A#z}P)Y+r#N9{dd}R?gz8 zNI8-}qR$BRnu%uUrgL8HD1(f^8}RRPJD9pWN_L4#2+(mU4rZ9>apkB24A4P{^NO zk42I$ntaSpnTd8hXgi2ca1ogTMqki@5c*6Sq00`ox2o$un59@vr_PV zS!eFn|N3~s$LI3O=bp#ibaf@FufcwT*-*=w!(s*{Opn`XR&r;)G8No`Duu3hFs`qD zk?12|N#yoQ-tVVvH1}yP=)C&DvzznFR3)&E_EtrhD(`6^eYB8k${%bxBVZx7#j%uQ z_&S;Af7hb&e!VDt?^McLwq2W>&+MYkOZs{IlAm}^bH;dCSEG2sL1NscDSIky&d#B; zD$CGygEHoFK|JsJ#&xE<##ue7D1x_4N4qkRvklZab9v*A+qgd~qNu=l9qw(=#m>iq zxoMe3-0OBz*wE!F*LuD(ZMxTKy8p#X{O!?2vQsJ+>us1x^lQNM{qqcB|Mn!$tWOI| z3MkW$^cANipbO7ebK<^m73O|PSEHjU{B)_yGW<|2fTr#<1ldwII^5liT`iZ>poiD! zTg71R%gAiJLG~EFa@CsaH)aF$^ER%JXaJ`}bQXQ_z8w{?UaSSi;rLmTJ#Jl?h=*S8 zX7lOdIR2<5mKlx2Dj_~t5DP$pz*&}G?FtRw({;nN6gDZwrwzeoUI4iURyO5VR+jEBaK&@5kf?5Q&io}C#cKD8#yvu_1d>{kV8 z8BF9b?v5b)(Uj?3$Sn%sN-N%lH|d(#?06ONx#@*! z%iqB7xjZV+b_sKrETl-e74_Wrhiy^I@NJ!Y#QVT8DD}IH53O&a1G98Ee2=x6dEVBj zKsbzU3y-B^&huf~ApxkqWCNk?{5W2k?e3LZf_91~!SXCc8r`ggzS=B8vKOO?LO>ba z`q2pj_(Nb^?LU-|8HxrX^U1AvRXi)?9<5WWMo!JnT+zpVEL+_U+{aipTS6Q;L)388 z#tFnkcMyX+?wD(F9WH+`z*Up1r?I+>_Jwc3c~7$N*d{-$`6B`QG?dY2!dKz@ zEMNLO^ddfQqK_Zk+XIr^Or)_(6}4PF0cVAc!NHl$Iqnak@U#Wu+5du`TW*dI@h@Ep~_QAwv4MysX zFfG(v4Wfe?%%KYcEIXzEAGA+|eV#?|+tZxwl87KH9|sc6)!jtzM?Jjsda_U zZ{Z{N4`(Q>7QCXRs5YD3J`pkuM{Hu5W_JRYZxmFl2tA4fw0pqbXfMn&)&`fykce{j5(=RmKu_Yu!Soq0eEv(F3rWRSW6515g){2+xvx$vq1N zYAC4$duPkgKLp)(#CtJ!oEv~DEjn( zNK!n}e3uPL!8<=g6q-kE1C_P})MD{q@K~>3h5KdbSS_8fCvgAKlV&9NJe6!`@8DrQrld>$Gl|o?4c@JP$hbi^sD7?x+@kf-NLvw% ze07BGu^PDhBpCi?uuKN!BDTL=#Bc%ih%E#uuOQwyJm#_l?FUCVZ()#}n2coJH34O8{Sr0RE0C4y#)P z`ri^EY-1bx6WoKeZp_7!8@6CH;*S*%JR)hzFHxnmKiWQJNxw*j60_SA5Xk=Ryh99H zsHF+@Ca!3^NdrW;VGvxWfQ_^S=&DOGtbXKxZD*9j_w6f*Z=V%jGH)gRD3lCKb_(N5 zY=-^cCSRPP*#nPqf|1twX6%r%3A?OQrOx;FVVOnC@QZs(XgB_VCuc;V46_DMivA4N z{lfHcb1K~Zy&Z9j2jD}8FrDe_h*!qA;i=o%#7ucE+GoECH*b}rx@y{3s$?}O+mj0J z7dk0)g_D%~Dm4Q-WNIBx!TwB;+2xPSR!j;FItj6OVV9;N`mtD&2J; z)h-C-o=Ya(em!8kxEnTSHbDRU>8O0sdjdM^P*uQYw(Bt5WO4O1IQm5jE%uxsZT!z+ zRP0YhL4XSsRQJOPmB(PKA&177N>WZl;`e20t`!oJQwVTmf-y2bjgqf-Qb-@K{WZ{8QJ#zLCWoeYPL7nxhRf zw_CtIVN)>Rb&_j-A>_!pKvJbvM;5Sb#}ldw;JT{>_P2Zi;if$#Fmo-O{+a~w`E%f{ zD?dnGQKrS4-$GJ&JENUd2&Co?{2pC}f>V1TQp5$e@9G4HNBe-;PzAfiPQh0nBeGC^ zIvpQKBvu)Z8TX-JFf333<-Nr)y;YF@{K9rNUFn2fr>D`unX2f|s^!qbwpZLU+y}b) zBJ|}!8TvW@HKdjc!9l)m*m2$)+=fmAn)#k+{&x)qi>K3;^otz5zr)b5cqa9U?Ss7a z4~Rj30UC1YMoE0))cK|mjWvD;e_8LNtPB^bYow4(vmEP-pNneSd64z;Ay}Mg1&`q0 zCueLMmhTTRF|^((|AuZY;1Ya()? z9{%k}0nsT5*w-TfyE|Q>Z+<0etM`ZRNeqnEyZ<_`*4GB`rYEyMgIY+2lleQZB!{LS5M8$C@ zs&mVQoLlRe$a*8#@?<~BO-?5jlOq)=;lk|uxsYS;90w26Hj)4A7n1jv)-_TaR#o&8uD?L+XN;Pln zfE^;G##fT7IVm!gNG&i0yhSuIvsspg?2-j9R}=W)G7R_o*shRB)~9Hdj3+Pbw zrpIJGsEW#MFq$O*S2q1+F087DZvuf>Q*bFYY6t+u{tmRTDiu(g0iA6UKw66)!p^<6 z^v3pbSns7wOJi5JXQ*?7*KV0^#lmo9E%*i)NnHp>B{Htu!7oget<*ADO8`_!&%qh+WV{ieNg9eYCTdoBRr@NC@vbIijYh0zawT&P=i-Xjk}PB05ef1e)0>Pr zJ-1n%9x6M;;XmCDeNO2RdXdcrc=toW)eBH6+W`Sz%fQy{ANXgzAPx~LkWY;OnM}@L zG)1q#HS`Uv*|UH4oG27^R2FaS?F1nuU6}IMCrb;;aHEqZ_sZP@{Nu$>`2Kk}Hd#@Q z%vesf`MUcMZs!H*`d7iI>tr_0*&t@2_B;;rndo@)^!n zgS%ukHwtGeS)m!1df}?NB2NFf4yP4`qSnYD@cfbu_jy9FG~pNC+U1A;JZmO}D*s_c zuUa^FsRE=cf5O1|yKrKNz2`+pLhsgxz-jA2f!+x1SdoTRYmDLcYf++#@?hY0~ED(DShr5;cdQc|w{h*M&e(>jG5O@dtd=LWuH24pVUA zEnX^INXBNoC*G>XWJO6j7WrgK-H$#;JKh>m_owynCZrWK)517fF$VOH@Bo@SO@%Jo zIt8ctvO)V|4dl#LqUWB9k~uTDw4-4wK6jsw9vGTrxhfc)HU0`Y)>)*yUV!ph@soG) zU8LzK>zVGAr7d<=$cA5nCT~zjLa8fYJarXqXLlVvEMu|rrvj^UUI$078Gd1otpP>t$HTiTx~$J=9-V5sVh+DpL7bXK`U< zBMdZNMoT;kfeHBpJ3g_Q@p3I1YAg@xYHV(1>;ZHMMzcIzXSfok0?Wke;Kk8jP%c*j z%HLu@%&!{a?d9?Gr-D?OEWjFxr$JtGI$e7t3ub=MgjsIpG>!>9hf&Vp+mD%gEr~4L9H|t6>}c z+74O0%JlTPGB9BKIwqDi625EAfZ?HyZIBInaI)7qi4WtnLMp? zJ&LS$Y=+m1W#rq&#;GM)AGPCB9B~@ z8zYEGfhSjl$z{oHM4I~_e0bwXWRHJ?mdjsFDtjcTdEQpQA)iUnyp1S0;Ues_=mrP< z*+kvNo>;1Ef(OGGDl{E&S|lb1>;F{574;*>N|p_m{08(2)3F4j0Lw#0iSjoE00{-^ zAbk=oc1(f&CxmHJ%qyfdF;Jloh$NMokgeGZAk%39svEqDR;|8)^l!{0X=*YweB(dR zyBUw)9akbc9f~x#cP={9@o z!(p^N5h7*AK;UK&j5)~B%I}>Z;Tj7D$t-L3_#arRXTh?#AjGCGh0hbPBev zuqsu6p4{lcviE&hp8hzKZut+8<`irS6#>y~ez5= zSb3e}oS9~W?wyo{ApR-%bwdSxh&l!>kJ$Y3jxXfcP%OW1%46Wn~({LmXYvoix4$AHvkTCU&x;2Ur2J6 z3T<1Hi67t62e$@C@Lk&iKcbspo>LO}5mHqlDA-GuE#sqSj-;cA2TwSKDxcU)bQ;@H z9|)66RH)5kan9RAXJF3$5P0#5htBu%Q7v&-67@lr%zZEcYtCLl8VjBv{lmUw^uj1? z{ge-*ymTg3vjEnZ%F?+HyWo?_H`qU254s*G;XAt~$d54rdPD+2h@>oe_4y$9&Qhjx zR=q>aL?$ddoyE*Nu?@~N&!uVd^61{oM9_Sn0)5+xm=#*5*w5NP$)peA{#XL%re%~X zmv*g7{^$i_Kql z#0>*8=nqbQ{y1ow1{Mz(1A`Zf@W0(sc#BI4oOb(7{u;(He*cDGXwzB}tg#;~1D?R$ z8Ghg;t_OKI1n*?M{{se_;BERQw5sz2R4)1rBFz_oZ{K>8mus%zyt%(Qik^FcKS+iW z6<07BY9&!i3mJL23=nNmy+R!{)Uugn9T3r*l-uSEC* zM5*PsA84{Iu0njy8IJaiPLML&K?YuLfC;%*VCnmd?fEQ*%$g|^b(#fry45gbf0txW zeTI}huRx&K63ls_XrD+f$=Sb*%+kFN=gy{pmiP)Xlz9XE%Y%$({V9a}O}9}12!qCS zF`T~a3mnaUfL0Eqkd~ecNN;*S*>uOE-*&|D-eD4T*aLB0 zt?-GQNHD2kGfpAwJ6xdvVz#N_x>jX+&M6HZ5C@2tcfp5gJ`8tXfH#jB*mohGyf^&^ zF89>&q}zEIyDd%0gFA#T>>=4QT?B`M6l}VE6;f8-HhH9V8HyWLp#mBQ9ySeZj^q}! zO&d3h|0^l)t? zdhwW@i!~GI)0bjA-}f54qa9~?(>x7$Umxtkdsybr2JoVTSH?lZ$p(x^|3N{?Q-n9I zgnnmRnC;R|e(hsB&FdcHZ`(|Xo4h0G+GNYKC|}JJJ`_%sEHE!)ycA#5y~0yevE#wd zb~^p2D({z^9`A7EVqA4!gqL$a5`5LYK)T^0dU$JsYF27d#rgL*W(B)>J9x)=)|aQ? z^s4VPvfhkq{5TN*mlarH;6adt0O^UQF`<)t z!Ek#8@oYFiyE{6mik2c*ciA-Fi`V~17@KJsJd_QcDskkJvlm#443VclyFnmHmR45p zA+GVav8wDz9dLzrnnR^ypOOd2CE;F%HdJ>qw6sJsD0UW;*fJ6G1!r@^9 zxVmZz>{w&NhPsVpBah8_9zDcyu&9IbY;WpkrbK^me2L??L9~CS1pV5d&3;xF@A`cW zltjF-?Dtq|o_HR@g0nyztRZekF0m|4Au+)ou;>?;BWrbuh^gJd!>oteJ8O)jZ|TPI z?jkhzWDeYG@20yh6~Wp7O8e1FxVlD+PO$k0*$mb%{RZQ*8782v84dpiK9UGF0}_|K z4xOJA=K5KelLz0*QQE;R#9KKT`w(T+CYpxbs&w#9i9e)6b~Sz~ZO-}Qn?a>)S!Q{# zEW9xqfj?rG;jZx@9e(hOd{{3;%~EevOeGw}jVuGoCFmq1B()D_*}!CS zaLW-|UVV;!5n<>4BYN0u;5k!txq&$`)eFJbQ$X$HN!T$h3ETcK!y~oJp!|y*6xsJ9 zUhZe`FD}HN4fkQoALB?(CkEE52Gi^H+92+nhn-Z5VfTdvH%MpA#FqcVzV@X)1KHiKI#J6Z2D>u$#tNI%Hx+_sNeSke>(dMl7h$E=O|8$`AVN z>$uIqYA|niG*#Jkh7Oz*ruN1Cu!GN;j%~`q8?{0y-`=Kj{mZvO{jw~G3ZCa`C@i6U zo^i1K3#e;Z_i^SyJ8oI`Yjn!sD$B+5g)dhO;Q8M};JH&B zyC3~V4ruPdX?%y!fXYK=!5iFHZAs96bCaO z7si^^!F_boLFc9mO_ybLxKFus1`)w!#bLzxWf4kB&!p?b^yy+gYkd2KJXLH9fF%wr zn<>!=sw|37TjCSCa>i-8CFTfnNeiMj+=VdbU=02KBNB_;T?LbPJ^m^YLe;i^L{Z$c zX!QMNbnK@#Z^L|JWFVOU&2bX+#MD7t%->8565Zh25_cLVCyloJY^DqAqd_w=o4yeI zjre8{Ajwa|Sl{6-r|kX>@J6Xrm3NPZIhJ5a%QPb7^9^~=+dx&O8mZptn-HX*3b{YN z5sQmq`1-beSsbj4q6t29M6 z?wtol2kz1it~Z*twu|m7XEWwIx{1B<6R3Az0L9Jubg}h*S{?TeHhdYtL$9NV*4bTn zd#E}ty*0_a`cpyYy*vQZim%a15^JL1Re;r^*!+6G3ApB5qt_ggq3FXWleS+eRPetm zF#ldINbb%ipFb$!Z^j4lV`n#$r!P$4YR)<~yCwxC%VRjsyvK~~CL82*;VQV?x(h!t zOkuIv2K?!cC#N;kl6Ex?0sjYM*!IblasIiV)SgQM;es?6`u2yM;-vt0>Lp6J*h2Ou zniGcQ`XXY`3F_Sv-omuYrFq8YYEr5=o9>CGg9u(K|mRDN4Ua zUfGsHtKMs-fTuu(Rn6favVdbcI2u{?hmvS0C-S$Dm|*yKhmY;LeberPAI>-1vvUNx8*z6*o{dO4}7 zTNwZ4EE6tE0n}K=wayFxD|QD_Q)-J}oP0w%%&OtdeU|sEDF%FR!okI=4D@4aIaUk) zuQA_*4Xh`BGROqNy|v)Pmonz(J(jN{SOLQka^NRY!ugx}2o9aO4pnUi;Lx`j8J@ES zhvE?C%(~6syNCS^$CVHcdk&7ytLBt!V?EX8!p-Pbbf7Q*vRr21 zjhFJE>*N=BzAp)!MP9+WwMw+LGnLtSbTcUH)*$(a^vTuc^S)s%tWI05z9j}qSF~G-t1oG2;;QM(&&~np&wcV-ksEZnH`6S!8P zl*9$ez-VRzb4ytjmarW_(|2e9ThB^nJEoGpe>>s89Wk;pFCUiKOM~B>qqxTM1+>@Q zz`jZM@PX(}(9$rB>gjF}o}GYpxt#*jCG5RgDAr_!06TYWU_ed1j;#JGPk;9c(g(u{ zxaHwvW~_ZFM@eokHolq({VRJ(cJy<28C46@ynW%yOj+Z)JJR&L)PIn>zy;2jb-=K% z03A=i19g*!U_6r5jV)HAST-A;-jc;+T4&&mrqikTzm-rFyP62;o+Tqp46J)62OG{M zfS}by$kJYpqdv3l=XsMP^5aR=>>7^`8+;>y(;}Flfx~bquC!uOgWdB>H*mhM{|nca zOhPQHX`KBMNpfZHVkPL z1nUoA?EDwZ9u%UC1v{~l=1ca!Fu^A2$1tzX9UbGW5 zb%U@?rz9iOcoSr=e?xX>tWex&Dsj7d2(+|TgY*dvNPhnb&%Cf3&I?SDJHj)$^QwY~ z*J3s*zHkv1Vmm_GM6TfZOSllDdVUPi)7DSgjY0O!~0Gz=Jd?YhF7+Z6>lU$ zaF3cI%{y)nx|`nM>#HJ>%a+4%(WZ(Z2WjXEJVEAnpT%pBK8Jr7B%!nUIe68t;rIq^ zgFiiR)zM2OYg<1datN)Nj&K{WUdKEM-jG@$5>GTP@ zk4G;YBKlgMsByV4G=_x1$h%0eRZ_(p+jioXX}zdu7tjSw6H0?Cj;X4W5R|?^sXDs?)5`;&4n;EbAL-fC4 zOHlt`XXgPG#kI!qMXClVBA|d+5D}2JQWkc;89)ULJVihRAr4-#z!w;4q=br?Rbf077ptD5wZ(RaLSQ6j6=Q|u3hj%m|K|urJiwEa@-Ht z&dnaLC|?4v74*<$&2-#hD+NJUtFhdp6^z%yAMw|3LWz@!FV5VZjt73qgD9n*6Wu4` zh>w9W?CHMScKH{%)M@g#U+b9I)K;_>9< zL^~sj7SEFBzh&i`psxZ=0{lb$P0Y+q`TW@eQ!`6zE55+g!Jg0a`M=9UIUT0JLLXL3 z1;Eb}bg=H}CdN%Y9^3V9fO8RJK<~v)8<*RA>b=bhVELiftQLO@ocXPWWNi=Oy4Unt z9SFff-qm6hIb#tMsdS!cTUEna4;msfmva!2QV8icw2}5jXWq$wp-sM+HFs%Z7KCZz zwj5DDSF36eddD%gH5s5$>j%2mWSHxb{b;$j3X;uVz+CmnMinWAjHGTMhEhc^Xi0_6 z)cuUh($OsQpA27xDh!-`$5mtBDOp+7s?Bs!pz#c%y)eP;AD3T z15h-+P(BWyQjq4z@?_Cm!x&-S@-*b>o6U}S8Vt5B&2YA+3u2`K= zv{&hH>4ME%S$;2i`MVW_cz-L@JDn;V5L$t0WF%W=eh+rZx1cPO4x!gK%8+qFfLLPgZj`LBpH|km??y3t1p35qa^F=ZVZ<7+hCSsC+tdFji#y~6n0IWoj59p8SDAb zM$J|US)VE)uhPDRiosanTK!*yw$_`Gierz>6x@UPLo-p$l6=N+ZvpznvWj6=yRn8a2Ya_05M9o9ldqR4ZpO%j$Yy zW~u_xe>Q>GPL+mJPCKA&pbk0>8nLWf2Rv92hMvZ!Gt-O4!-k{xKyIiW-?`f$yqPm3 zoFsY7W^ZIFysbRP%F9l}eU2~L>`5#hB@+%MGIJP5mnxW{@eTWmWWgbu^^9LpKexU% ziQJ02jYiFuU~2`VQSZ}%`o)Sowpuy}DOpIfWzBZ5d-`d{;@w?K9(#HUD$tPu*BzsH@-L^`Zig4^qWJ z*DUG;Rt+TaS8LMjUnLrkFp1EP!^oj0#^$M|0;h0lFK(>tWXC^R#@U_l!+qz*k&0z? z!pB~!OeW`tj|ChgzGYj5c4fLas9K4<(%A}n`cbg{59NlyoV}IV;aMB`_S%^23i~J zC}>aBH6`mJcwnSD%DPz(OaAP+m<_7|-?au>g;-Gh&GKe2gua}oB0LHzLN z6kOAmh*hp%#xDw$@N22P2+cc-im?e^o1Cy$;$(7s z+Ij3C%5l-cPry1wQB3G6jGb5fihZKruqiv6iMr-ek{8FKZ@YgRC3Y$F{^>YSu$)J=mU8sifqB$#Z8jOK@FGd| ztu)P;PkY)c$VIoMw5f6(%}BAJI`2Yh)c!2$7Jr*7xOaqo_V_I2cO(+|q*TJTULxW9 zPLty77EYpI0u5eZM5isANat4>(3od()I;xk;(p{grd~7^;%P_QWonf%i$)!##MGyqZd8~+O&zT1rEBiA zYq1OMkM*QRAr;)d>E-lhdI^aPwWjB-%1LtJ8CsD!i%#8CNV;qssboPvSL!TDpT}LG zy_pj9n#^HVxad5WRj5ZRckL$zJw5c!)r&N3jwY?UmPeEB4v^UHGeqr5G*Nf*p!sT9 z^u_*UTHH04Hg}$-1EIz==DZy(Q=3Y%tK;eU0|&Xs;qvrW^kKU1br+40F`z#B(Uiog z(%fgilf;=x#C=yWdEM(o&65nMY=st;cDJUAcT!17$$iezAe{8{5HeJAPqhBWZPI?Q zkDI$qj*^3BoXeMW#I!q}W-ad~Q!U<*r)wrr)x!C-@(%;5<^7f{JM)0-^Bg3e`+p&> z^_8Sn<0K?$Poz#?WYTisLV8&+j_!D9NcG(ksnpA{R2=`N__w|K+1#N|^7ytDDh@Jom@y8DuP-cIfOrz+C*p$R4hLw*Mq4B15 z!6RE!GpRtam=v4Vu$JQ`c^~d)gr4MEn_F0pBsHX_SiZ-IP{T<%pC(xfOfAhvl0MeE z!%0f=pS&i)Y=ISjB`lW-DJq{P zi6huZ(#Kw*IPAMqQu`0-FJE+ZmXVqDS0!ypqYu^p{w4AE*6O`;@px$>gt&;>$%?lv X6aL&6zq>k1%ZQK3iC*IRf7bms3gjDd diff --git a/codes/DoubleDQN/saved_model/20210317-010120/DoubleDQN_checkpoint.pth b/codes/DoubleDQN/saved_model/20210317-010120/DoubleDQN_checkpoint.pth new file mode 100644 index 0000000000000000000000000000000000000000..8a43c127e35c3030e0ab6d93c109bdf1a75f4df0 GIT binary patch literal 71967 zcmbTd2T)Ycw=POfA`&GlC_x1gFaguOXE1;Q0)iq21VI!PK@h<#8Id3$k`a`s1SKgj zy?PIzf})5yD}p&^5d`1-{{M68-Fx3X_tia9)ipI;d$0L=_uAdxx7KP`M{x-e5g8eg z|IbHJL|J5As9(UQaQ_+W*M+S!+qNapZk~e3s{iQ|Ddy)F92n^D7q%%lXuF(C=z9N9 z|Md$t`Gv`ah)i`05uM^GCp5jm&%!Lif78Z*un;l7uwbECGw&T?n*z7Xd58M@?${K# z-aE`cXnSy|cetfoi1?H#p3=g*whOOZx6waD;@`K(*#!o#3v>T>r(B4n=UCx27S`t0 zR+h8o2*2je36b&?7xwvW+YutYL_{nsL}sa@h-0LqM0|*>qlBYqe283Pz(26YgoVhv zg^cz5XWai_^WC&=dx%1S@Q(u|0{&OSv#l*d#sx?_Muvqb{>xrmh?1jdT!`|&ZK;HX zsJexy{l_>h|8tz<|M%7`X3jAWQ4bKp7*h z%YVb0@Lw35HG59T#DBxn`ww{f|G=B{Z(EbYLJZtO4F3b(%>RUE^uM=eKFfMei19!0 zM8iU+{9{hcQ3!A9zu`^$w@H(*5L361>Hh(5=D*>Y{TBu;EG$E22;m85!~9?N;zBI` zfoJ(|TQkE#X1RsT-mx!aj;E|}HoUj`hpqd^-$Lg8Yo@HGcnW((Lag_N*!;^W!u>j^(ddAr1)cOt1=+@l;%%#XaL4yHzT?MqzHj+!7)>(AW6#7gmlYfFmT7xn zk4J;G-6TJdw~uEOzlh;#+gN-BM`4$R#7NuBsm) zDmnf9jrv~rfPF1Z_1uC*w9d2yC|c5?<1ToI;Sfr*xla;b?c!|6r;O6-0=%I!nbF&8 z#8g_9;`s1rQgnO*e);qbr@~W~86TmK)~ILF!>X%6WamOgG(3U{bWy>jygm47bfkEa(Uxvp@JHd?_p2NxwC)F~dA15&jA%d&5$Q~ZK$3Ud znlg&Z8;SJd^CbIF6n4G&wbius5`NeWNXjZ4D!fJTzLAYgjp0`;5fTscbWP|Sk#PRgAP0SQ-8Ye31GH1J2G&KxAh=Wd*?C}#E_APbMn!9x0wW4XQtU-Wau zwS}hmRGtQX+2PLFIC_UP1t|k($s<%8rNz(hkR$2IFVH2wt4O`r4&9zI2O7SaF$-M} z^HWWh8=Vz8x`4vXnKQ@VgMp6Y(~VMXyHo zGKo8QO!Ji!q$Z+7)Q;eycfsfnC|Ekcwtl{w!AYDzivB?A1*qFqIRC6W zN7EnA6A`k2f7<_P-Ld+w)*aynX*X}y|JAzlp9|yVnt1lPxVE5uw-&oiqlvqH0gqJ* z^JO`DF3j2v4Z;5U9NM>ZrQnaRG;8^o#r79w3!E#T(xd0T(1Z<37`Ie8!L-gA`l4N& zZBZVeVxDiP?=l5JYEUY>EGLUm&^b&$xT~`A0YBKYL(l1%_{nVEEiQM9$T0PKzJT{@ zqY@o|)||C|>>|kcahkPv{7tVkzh#d%S+cC65-WQ{gSYsE3OmbBoOQIeV*__|u;b0! z8T^7LXn!He2Jm&*)71}Xv5PkQIU|L|%Qvza78UGQw_={iVNLdJr8nE}olD)i3hC!Z zMZ6<(wz3x^s;KXc<$`s4zS6`Q4{7&}8n&|Blq;k1k)3OPjQ8s{!!4Y57fF3JVt*)L z!Nj^^UKjfpSFGPpT^}XV$7A{QJfR;hGt%0%AYJ$~He1LCa2az#PRK2g@0_n6+}jb|&GF-7H{sEpHZYEo;)j=i5xtxQ5`)_xtqMJFZp^`E7J z^-?G3KmNywE=m*;?!o`G|Cav=ncsic|E$_V*guZW6n#h#WRBBCp}Q4qyL3f(7M~n# zxBq&>Equ3z?)i0`I{%2G<3c+??|TG$aJC71am+=5$|g}kBj*TGTh~lI(@L2ax(PJt zg*cbC?PXq%kD=e^p2U@Y`vtCBh0k@{JAvXSd%@DYHdfog8h3P@76{Uc>B{libcWJr zoLM=Osdy61S(v6_`(>vcFLslIZSY0Rn|N_GExMCQ_oSE8@_9{-rXci{AEmt$h@i^!6D=-zf$mw#(t>xVnSf{kZ0Y0CXDP3- zrIQHv#n?-JoPs%hD-lfJ>-Z5G7npH1VB9A3(7lr6%>G@S9yPGGXU zx`>4H7Up9Vj~Co~l{-oI9%K2^Kr9 zW$zr#hM|HgTyk~~ZL+S#iMSazeF%ayxj-f|eJ|koPg%>W((F++Y-^J7fGct?o7*0( z&g$4bXQQt7W2du=dG98Q@e&e;1i{ArY?k|HZo}XZnsiW2@U1(V&bqPyq$JE3H*P(1 zvg8_wZ!xBlQxur)zuENT?Fab8z*XMY1KW7neM!8XbCh_7YI-!0F{g9ZU1CZOB~tm6 zPR81^k`Bz+doZPErhS|!CzllsU6 zc^&573{~L17SXo-VM@7LI`+1cB>i}|`i1MJ|4OF4_!3hjw+#G(CUCQ+o&%?K3whVk zM!Kdv8pm)G@UmeaTrlGy=4Bm*?+@RB?E2+2*EyK_w@UE*U*|IX0xf~9xIZ&0p2%2S z)uLHS-F#gU1^QieF1IRX9eeO{9y2XCi!NP%#LRn zv`%?DOdp-g7C&mCmfz2D$Eb<2(Y;^!JC&x<4>RhxbE+)pr86Fk@6#??Ik#UvLpWZLC6iJbYcUMHbJ>mI*GBPa?wUAiUX6F1%{4^B3C&3dBF zY<%KJrw;oH`c9Rx$;S)Z4)5g(0=EkNrDqwF{CYZDZMT|{Yxd!p*op8?e$8hddscGI zzuXn8Ipp5<0f?P zrZ&dt*G#$w(wXhK2!au5l6PoVz%36a`&alvfC5w+RVjPQd7Ixg2Q}%-<+!fOEcnyv@ym|9nxQj?KuW@NCxA($D!IndrIPTGX?v9eNf};6l*l0roYxv2A zHz=CSo&3B@P#(8aur6G$P2>1#fzp@{{M>VoQF^r#z5L-bzT&1ui;k2q^0}=rX`waK zo0cNby4lM0iLhrS*8hOp;S#p8@_xKUvmI>Nb|0Q{{{!A;w`QJ-Sh8*J&jucL_hj5w zZ>2-?R46AQgsx1!M`!Z4F!_-=Ol406w&c9xtw`O)J7M^jd#78U_j}7Drg6Ojw>_nr zXPy6xX__=fu(f^=KRuw%TVz|$4bLkF2Ndr#rLk#>xp;VLf8UdXh?|E9rTLl~5M1*|kf$vg92CZ>BSjepcbdkz-U zKW`^>b(>jmK^|lAKqe?E3BaYMfKG8c{=_ua~#t|qu|$% zWE^W*4fq3rDD@tgq;Q1mu=YK8EQ(@AVm(>6ivsS7z$-{HDT3J_H3E_fQOw)*{V*+# zXSbViIl`iFlg`0u#k|QV3}JUk{eqM%*`{17@qH(K#pty9$)Z5&I-e?gAOv(TIc8IoN*<59A)if|F`8L_WA@Gh{uKZOg%~yNl69a~+)A?F7pjBgwXn>kU-&@=Qn=#Yy)bpotuUHj-V232sbXDVFu^`&enG0)P8dI)u4irXa;Eb_c zIw|@fJV|h*>yoSBP}dQ7Ah!VzPd|b4mxjWW!tyk*zp(1#PiS$-2PySJRKo}o?qKN@1Iqh`o8J(KTjF$v?V6KTrjnPAX= z1||(^;m=_=IJ+18f-8T9$(*oo+%vltK2P!?2J zsKVG)_1L^Onm+m|M<2@1$M%<-pyTxiw2hMokA0`&$p-f*_l_dfdZ|X+ubbda6SHa2 zEe%*AZp^p@$x_d91*#vspPEYMz{0zBR4_}89(%T5sLfx(Q0XD+n{$lbQ2Ya*v&K+X zwHc1Bh;O~`VvW~QU7AoHg%twwP~VTq#PwbTz z+on-DUNhN!_a{EGKMCHn_7S<_t#py-GJ={W(XfXF)ZlF!=crK>RrjhvmhmNE=x9Q3 zdN*Oai|1i`_c>}%!ly^?T?0=EDcmu$lJ+w3D0`O{t@C$;t%W-wcH{|^Wo6O6*CSwc z-vDboT|&=K&7obL5wkvVe zHKdOpFzF5!wTYxY0Ve#zGxx%n6I|eUpTXj5i|Egdjkt=5gNW60==qFP;-P(kl29?K zFsl~6AKZt}F45wY)@-F#e!ld_rkyl@;xpLUqt5BQ)CboWaH-{-G#GHMpz}AfXj@7= zL}p!w)giI;uG9`VloErh7e~_Jw`)MGr2^(D*kRR(xwK+UBpB?jgTL3^fT?(n7}*U} z%;^ramu|u(bw}yFv)4%9${WP3HXrG9=RpC}2z@?3IMZ4JaiM%4=*tbjkBtP?XgH%) zyEP!*^f1x+y#`2g^g|F(9t*zGyYS=53B+?w1@TNBB84KdAW+@PSFIfjD>>uvI4T7m(Ouxj zv_eFcCLFaGgiFDzAh>4u9?gK2R-ZYkTKUBD>>%jrUFC$IcEEKXcaw_E z8KB8u0AnvDf=5#nJkv6R2m7*N%w2gfjFZOMbEo5R_U7QpiydDUqo_k7duntCmxQ>;C}~ZdmyhKx<1;NkwnRw58eH^+P zP-OCF@?~u|%6**8AA04Cekk|g*tz*+TYMq7{Lw|H7K-2_kp-ml!xh-rF=P`kIoM|6 zw0I<$%m*hAODIa=<8x^YycGQoF0g`{SskQjysglw(91A(Z8csQ9FNz9-Jx!)0%-k= zMeue{4tQ^@#^DwBsl%!(^yHO;VCAZeU**oG?^8Qz*JOK?m9qthnZ7|0{SuHZa-Y_W zO0l1E2dPczI6$jnK(Yg)YOzM7f3OTMTl5x~qx0amsw)iEt0JB)pa0-U3Z-fb==Q-< zDo;gNvO1TX@jc8}FpGvcB}YML&uwC=nM3x!vWLy%^=Rf%9V){eB4w@Kv@ZA{X2K`I zgJ;U@S5bX@bIbtU=c)s}?nbDtWDnIKo%FeFCW#yW30@3-r+xa0oT=u$uu4t`O8aBb zSpCb09nHfF`}KgQqecgV$58ugTWRI(ZfcnMhK}EOoLF)WKz4g9?xDUQ(Name*eBE{ zr4;mE{(*>_UUZGL3clqKiBcM*XpK@no|+Dj_aPo`?k$8BoNsjX#VG7=nnYq2#le7D z5-r&A8tyBe#NYQ>P>}`qTCOgA0-iIb!B#a5*3pxt(|JkQ&Z`1k1V_QA@CFE)f1?jk zo%DpUHQu}69rA6t50S=J=#lqX8eA&EioN!w_Tq)$TE7yBKZ=IoOXr|3-|KI?U8=%MgW_O4 zN&?Rhl3=C#15PcRijPNiLU6bbgoRhZLjQc+zR8jV8XSPW)-=#7>?00=HdywIEHJ+q zqG58E-}`3_HNNqRD6iX%ua}-DGd_NRp4rI|Vd?<)ed_VJR6fiwyxOW~mkwyxC#c=M z46`-j!kCRD>D8D#3Au>@#oJqNemv+#@e zvNcjw4tUbzs7YlzxOM!6eXq~M)2yw;_~?Ejd*cDP{fPk)7f;T%XccAR#Z1^L0S}? zQC7AmXV7#Px%|9?q^+$af6#KYASoM76dItQP#$IfiSNc!4u3M!oXXX{|^wl;nRQPp3_R zB(YSSrK1m4Cl8UM>5*_(V=P%Uv=668zkwkKQ=FBML{H1v(V7KGFn{I`@Txa~%-Gk+ ze@Z8LAm%{ZW{E|ak8Fl-x97kU4;}lIxqW8YX&`TMW`24a%#HM#C zT{gD{%})!V3x+-DNxwMyZ2vLb>J|*V7iqA}MF(=UH=+u6ZEADV2p8Ul;R2lRrc0kjD?ujbHR|2=3mG@0;KZlNbOs1>G(9aG z7ppzA>%%d!{(BMPW!6vw;FHn7#kAS88)RQBq25ZC^veM?+IrX@I|q%U2d*_kyMZX~ zH|Ef+IeXwDf2gQI&7+dO70oA~QGEm$nc zo@~&^m*VQMP2FU6`|v#Wj#V0NI`@ahMBjkK56jrTuyqpY7ecsB5F2{Q5HA2m5&nkZ2%4W74Cy9?d;j+;$dInpPR55v)eYzt*MH)-{#B_7Z?M|~ztX19HQ2Iqdv zX9EgE8N2dMmImL1{QLl#tfB^a{fX=)BU82x9@1~`99Viv39ANt!&LeJEsnS2{|xsc zUsDlIuC}FdUiNJE2QkJnG=cIC?xmeYYHW~X4INkG&R-Ly&VD@^NR}F%!8^MjQiwNW zcYF|M|2B4zjE)Yx{(cW`9|T`BDG_Hq0$+lkDqSzqa&zVYywiKOoX1uznH zi#iY9hE(Ycs5x;6FOlkIU)o8t-1SOK@2^QTZH+#*@RDI)lT|P~&W;}PZKA4wZNZUW zgW4P{U|UE6MBG!O^)I7g%D5KvwSO+?lwCy&%QK1HxCWHt6A7DF-GVlUBA9kNnIB*{ zfcV#X;P}(Eh&OtKbN+!RF;964J~hq6Q05kyHC~@wxblmbFL(|K^`GGQ8-PQpYW()~ zR`_Y>MIlc;0oXSlF6`h#wD%G`-6b2eU0iWa^B1@e;r#y10;GJk2Nowp!kwCI5E+)` z$LttK-9EO!+(k3_pLj1oa3z|AZaV-$eM^8_a~Vn&w(-||P@p}UevloQ3~JM^z~sjh zshR07BriP-nkObx$FoLo_00u<#6Z}VVGUU;#Idrt8XWl=4g1`qAgj96Smt~f=4!k_DeZ{i1c^z+Rlp{s#c_Z zBkwuS=g*?byAt@-x3`1Sd3ho4lz_qOzSR4$EXBD+oPondV5jg1#((R8#^D%{KQW3T z^R2-{W)jupLgdIJ?6LAK!DT;8dcTBu3(RzpH{+GmJO4G!We;(tunsrwSvx> zmI#ree{CX`Y^86@9I&=z1>D6`;9lTOzINOoXD_L9lLX0~YbD=JyYJ;5Bm>gOr{V4r!^zXLa^~{LFk}`APsr zzkWjexAim{SHmOTF!JBChLY5yX!HJHd}hx*PI0Ccu{>Z3J8DK@^K&=6@VhZR;Lo8E z^S;8zL_Y|nDsV>SA+6kJB=j^H;TgfIxa~Ax zLKeD-*1gX~LrZoY!xJV)fVB8y^6FkY+NDtm%ioB=OMVa866yq~O`b~a5o(x_#c=ILDym#i z24-I4=;Ov}Fik#97EN%1uTTV$+dlDcug->WM}x%5ycrwSEm7u5`=x;OIDC<=+>VFw|kDl zwu$njB}XXyugQ}4hI%As{55cFoCs4-K88IBYQR^zNIFheV;OrhvdDcL)%r1>W*>@! zax#WKdvFb+?>|Q_&fPF?K%B0Qcm-13V${fp2inpniIMRFxOGUK=2m`%IxI;a1dc%> zzUfdHUX0y_S#r-uo!EOKa>vOJ7S*gm65}G#6I(rKdRYb)3*y1U`5WIzp$O&17eHM{ zGh81`!XHOIk&}ZFV8w<&{HHijyxRelSK^T2iSJ;fmqNO{Z9(3u5dDgiMKKZAkm<=0 zi2W-~V-vpsThoBA{8FWVNF&*5KN0pUFhBvRzQka{TL^F}hvIX_$bGd6)tpvGl*hUv zevmrY*C^A1dlk^&y^Fkmwhc{kUW_Z+|4!pZ(poFYZ$;0Sea9(>5d5KIw6_1}lqewJF?O2A|vlip0LViA}auM2~ ze3eKnxC?l!G^Fm|2AcDvsL7ls=&7+f@z~#w{$43TYu29wwNGJ?p}P_y)uqry-URrP z>B!j~Q~^U<>q*|uhorjV1zhOsfV$hNba#jYHXXeVIqi+4_WoSlke33>3y1iIPdmWS zL>flkBtTHmN7!@zHVQQi!-8Qie%RWM)~Te9#JpvocVao%X{-f>C3^Usz5}ZJaFEC? z9#38?R}u@!mtfqXLY-WE(Y|fkAZtV6|AimwgAm-mf+}=j+k4zcu#yB zh<*{Lx>18L5?BoC-|oTp3zNZX^#=Y-z8LW93&6QgiXP+7z^9#bVRWx6zMWct9~gLX zp19=$->VOJN=sn9NG|&8(geBr7vR@bdr}nCP2AV1P_!on1wH*ohem?Yos$qcK9R)y z{R8)lR+0F~#W2!r59C`5ybb?Laz}nZM&>L$>ADftU#?Ckw@ij#^A__tV|7Tat0JAo z4@L!(`l0RfFEYa_3R*Yi* zCjsCohb?#}P8Z(^Pcasp~m$?doLOLsfZCDy| z2;OQLu&2Cq=}6;NR%b;DJO21B%xOr0@7@}M<&8FM{GP>lL#P#q?#>5uHV*j+6|a5x zVpg4mv0n`$vGV74#7XTN_3>>at8%8$wdH!OX#EhjW(@FwiFKUaGIg}f#gtXKbdo)@ zk+L@YZS0QQC9rRG8y3yIPWK*2fQlk6v)qZ{^xT{Phjm9-qxWAJ5k+Nudc_@@?OI5T zx$DslQ6DyWMLZU7FQ%JJSzNhDg4P>MVtcGxsC1SSo@$1$aO-8iXk5e{7FO)meNE7K z+Z0lpo!Rzn#Z=E&lkGon2v(GuvgOTYY-67zl=J4Ycbp7iqMwYwv$+v|v}mxs1L{z= zCYe?7_F$Rf`K%z_j`a?7A#7_m_L8clwqG}b;IR~abn*dF(QARMd>7Vmcr0<#9i{4q zuR&DRgnhZafNH;30gsJc*mucm$bPSxATYOJ_eM#wkFHH%)0g#u6c6~*&LCQyCBuqj z__P#OXRHedpdZ3+i?a6%cG=X*h|u_pd+D^_H=szH11k?Z!nAxvtQ>R?%C9Kkb)D7V zvHlipHCCY3KdvB?t?8g$(E(jszrgBP725h;$h!5giM=hV<$fi zmwA;TIm7iR?35_z2V8;3#(Vr7ZRg-deIuEh7zL_9C&;qOMn2Et0H944{Grw!=u^xm za~{f488;i4H9sGz)#`v_l?>{0`wN03Y5L?^FKOtPgq1<19Ir#U_?OKhC_2HAYrif- zUiJ{Vlk|(=h5)Es{*1GFtUMjIN`iNi-Gro3G~Mbh=g^Hm@WA9G`H?6kj1LK8rI)=S zVI&={nI@9CqGoVUMS;d-$M9M!zJ5Sf~%a)zMOV!8Xes~WKXtIRN z$ZQzDA^^AS$b_)tdLZ}S1zFts4U?<$An4p(7;of+#Mj6(`()Fw!(cNQR2B-g*`!vb zE4~mpd=kBN96|0r*m{Kz8R5Xf{ZIM`}Z` zX3t6JQ67&O?f1}CoeD?V;(@v=5reObp~3GGJYE(EB4HKqX08~Xx?CKWJ14>COQ&pB zD;dJUxGpgHst;XT@?rAmcCsgC58ss64NJG2hw;oW;@9ae;wOec^ZR*FHEoB) zFMs)mZ=J#17gM1zwhqoOo&cMQF~2rc5enLiQCj~g{z#cVl+8VYCp$@?h>}BSYDWXC zyVAwERr&&a7muSuQMyvlQe ziQNM*K_?ZO=dJ?xoaK;952D}ln&6^w0{!MI&;xaKp!R!^c-`5LA86^}*F#xWC%3$U z2@hk4R_r^Z{7VNLoHfIHZKp6f554#oGiSq!!s+;{rWU?;XFjgIx&T~XI6-&td>R=) z6`IB+g4MH2#KC+bR#XlEBNZpAvbhWonQ7usLob{rDv4~>oZzzR6kK1G2(l7>P+2jR zJUtPGd*2=9Ym*=To9#tccwVd#lf%V5{(#MhN@b#h;{V-1fqV<`Y#j~(#lq6vO6tA=y| zgEAYlAf-GIWI07xYkU)Vd|HFtOBcqJ{9mJ9ItT3Kr?HsmK8EMqo@_m(`weWVRHd^%y5e0wPmo=QufZ>GIqaFX-sb04 zF0QziM{+hkBHLrmx1Jjlk5k3t0_1925dCzvW}?_7aZkg==Wk zL7k4aXJM&p7a&J{86=&%022jj@a)bP=(C&*A1^D=gQHU9t%4YEd%kfF$L@pK1qH~| zRh6onbc05QA6a_47QAbRNN05g5{s3>n@972dp;S3oG&A<7(Ix2ca$XTNF$z0{vwmm z+0eQDIMg~+!;`21IA!ewEvuEGRs;9JwDqJ24A;BU)C z2z+P=KQ48VYv&Y6dLBh<1K!}0fnBimfIS?OJq}Z~WU0vYMfmGbFc$1n0h7RT_-!!< zJ1i}RYfla7@frTmpBRGYX=p)cyBw}wcLYhSj)oY&9H?;3CV@3lG&i9P-4yE8=}GQz z&N~|YwQj^?&VAy1OEyRQPmISJ_b)@y(i0HrdIZuXJz&#BRmzHuNAa^Jz`}7&FyXW? zx3s<-t#~C5lkcqJ^foO;ag$cV4XLkq(oY>c-gf{rVk018ojiS{C`#=jjo^ZcC?5M& zi8Fa-IYe7E!Wdg0IG8EJaD|$`(r_aYS5JpoFO`Jc%n_IV2?pnJMUaqs361|f6(5^resaS*m_4-xbX?w&`I4)kcI+r;UWdpJotsE}f)szWeiHo_ z7zwYvr_=k76==~JDbQ|rgO1RpHl6;O@P3~LaG!pGqPTQ4_kl28@m_?6uC^fBbv(Y( z*Ki0aNWwf@dvZhB5mvmPL-hC~AR}FhKHn;Wx5EAY^@#$o{;~;lH))`@cs24_;XG8P zp8-AdPq-?(fV|%w0#Y~2;LDB?qR@O4!dNfTsI?nbKNrTEqN7RhmTly|ejn7Y9N>hY z_28&ufOT@yVd95BNc43doEcW9K54qpwK4;i87otNuW@)pSUbD-_cLIkr}#Xl-DW4PyU-n&aO_R!z=x1Xk;J=&iqEA%PXPsd?#wK3#TrxY-mWZI3*E3 zP>$;)q?XLkl)@6=`ATAigFL!tZyv~P%!WvpyX3Qb0DA8>i8|Jtz%%j|)3vR;XvW5! z(0kLClx`Q+XXP9L5g#KP!OnwZuGbm3=;$uYH7nz-3#Ng%=sp^IOa-nx#==>rIn?g< zE_~$r5}NYCm!{}f;Aap_$9-U^$D%6OQns7+b#_C*d{L6)?N2>wlp$}NE-u@_rN0k2 zQPsIiX=l@2xL7@lR(+*#YOxJ&UKK}YeU74nMJ80ls8?7UAq8>mK`_cS#^EE8G(atm zuASvdpWDR2XEjxLdEg-ZFj-g=5dRz;=Vig?p6%%8fRI-wPQ!8PZ((G-3teI2LG7yi z>BjuSP||cA(t1B~CJq`epo%67NV-!VHjqpt20pRq!eR}OIk%0xSd)e`Nh^Z5jtyt)i8IZ=k| z%Cd0%&HXs?xguw@c^wwrCkDA23i0ECQ&?eb00c`FVBT8~)EwuI67q6zPp3Vu4sIt2 zl`^nMb&0SJ_!)FKKpiAbEV091+;yP{m zy$^zSV+mHQh~zi!EFoPLt*HL|3*yt13K;`uz<{i!d|x*WWU2$=H^g7&Z!x~_Ii)#te_11cQ6B^g(}psKM2;! zPr@@Chd^+l1CC8Sg^a!BX+JX0wYW*z4E$V3RzR z3T~Eg{MusKi{l^Bn8FD5!`X1ic20$gTk67tGY7$`@detrDu&gmIu5tqXCiS2cXnZ? zI$pCQgldmlNbfG&!|oa^U^b8Lg{qNLu$deoDZ<*6k1|}_r9vnZ0-Tqh~l8-9mOkZ`>?Vm$AWvZ<0m0qNC=oJ}w z%%@vczlE2Fj)R*qthb_V0XtIPmt*=+$AAMGVRpw|wV~i>_xPKM6)yZ)7@;5Lo zsV190?1skgYIGoC2JD%wOgm*AU@MaW`-Qa-?YrN?>^w_2uYQ^YZU02pCmn_d)~@)& zv@p;d?*}{232S2%#y~0O2PalZ6UgLKz`DN^`l7RtGn=Ct?bTqdRfj~LtF#7MJccn3 zb4bsX1K7cVKtqZmtx!0KYQ2rgbcg;{<1M$~jo$!tM~q{Ld?|5@P@}qy>h!mJ{TX(sGBOGDl%#2<{#~-}P!>PutvR?onGefeilT3-dq6|w8_coUh0K)v z$lc6)FjtsMth{#_?W}cxpzr`RrBSuCwZ{-_?(nNk6hZj=+v_0f=SFG&rJYB0U1#+mX(34UDvL}H41p>Nom zbM*I9h_YA#OXK{I`8+-Na#tH!rXY|}?uV4sPO!hfl!UfaBOCDtWOADgy0LE%UPjM{ z(Yy-~SLTKyzK4>VBp-JEY(t(U^I+!7OYksJ10P??%g3U7#j>6VIQ28qnLf!f} zd5@0KQ*%C$@g4afL<<&BL zY~L#QHKQ6k4K^Tqtp>Ec-v$lag+P#c9*k|d0xNygn89_2=!Z$Cao~|g@+C1DscxG` z7uOz#kFwWsTgn>j9-Btqty5zHpcUlzPK2b+TC8d>PPbHVq#K$_$?7&$;`~S%@89H1 zoO4X5OVb3X?@?h?3k_)RoGPG?$KV21g8tdK63+U3hQY=ubi+euy00`9Y@Yumt^HxG zgTk{^*9z0Y*)JSd;$lGlqx82>#@O!t(zblygD z`VE|5U9=(P$u5JLyVp{!MXr>-oe!L+7s$M)rX<(&EcU*+o8oL;JZFXuUiAGMk-c@F zEE`!#N8Z1Io3Y1XLc(+!p8Ek_O^tx6JR>IZQYRvm~vYQ;4yFw3Y?%0uwF1H|g<_+X!Gm+-#&cUJK-Ee+JC8RnT zWdOedNiDD$q-ig7pbE$*0#E zaO8b7+&;4w&W9gE9eR;a5idN`Fj9i_zWYJ@sUB#O6-UeL`q8eb^LA#5C1IZdwS2q77eCgJ6%thA3lb%l%B$|vxeaAtb_xs!{ADm5m-Kd(vmi3I{J}3 zN@&JDm|D6KeV&=t5-IP=ah+NXl7AkPBhUcB&xCb(IcwqlhAN2hKTMA6JAvhw*O0tv zDr`I53e$4AcutmjshT9V^N6Ssu{c$;IIwp-{Ro6D}9pL%nSs zOm^0zw+t@B>+Kx!_j(P^%#g)Qk}T8+V?O7en&BGmLU`q z(&(8)s`m^auD=>Yz0HMv4SHB1@fpOaMC0o!cTm+B3#?vI$(L{*0Ly`*|A(UU@W=Xl z!#Gm*2t|`5Y5Qsz&p8iDrL7@RiKcd`R9aS6L{iyXgd~JK=QLk&{rmi0 z&wucF&gXOP`@Y`Sbz@Bb(@f4bfF$kgVBcE=PP?x^ZWqOhs*O~brLhVM3L410+cvm( zCP|b!`34g2&mkUDpJLJBp>(&xW%T;|8tqRaENiT%St$srMCq4kk^Yp4boI6n7Bxs~}p>%lxVZv;QjM5fSt*96()rKdI1wSB{M10FM1o4X|7 zg$_?rpKq1ooQf0M(@FJIj_a;B*pA5xWwMTq+`Hh<=4CU@s3_3RAyOj;2(y4 zcV&4;a(_NmMHw@tdnDW9lO$eFe;7SvMq>*uLtnBH_QxIBst-AIW%zD>-NgvY*B+xj zc~QJ^kl=Zm*GxPbHK~zR0kJC>iO5myBAE%tMJ^u>(z}zwv503f4uZy1J2fq{fR zE#TYj3UO~uJzLX#g1`9zUf&$VZF>h$U*u!D{ag&{j-@si2%D6VL5wF1phlS&Q0S&d z6SaCFrctO*^Y1d(H~T5;2tkePb^bNt51TT>gC^To@$ny&=~cxX5;L+tVlz)tt3o?k zH_(+jNC>`HZ6T`DVv)MVpZ0dF;!ApFqwLaT_BHGm>klugmwpB_E3zm%9ztG!KY|Hi z(bQqUX43FOj($2=MCVFM*rxNFc!aMaVjc!!?NdV-3^9Y(v%BT7({*9d;D&^l8j`yw z0|)zllF+1Xyf-t&?C#0P^Ef41u;CudaV|sHNNrx|Hi~WvJcq-LotTz(fhOl?(fT(o zWT~?^y_1lG%<@NQy||q{2rm#t7VbprZNV>e%N!;S9b}wt5RNN{VxGzt%$=*mFZjqH zR#wU;x?5saF9pPWwjmXNbD4p=HybBC2ARDB%72|1jF0UKeAXX%9vsX>_D))K{gjo| z&vp{6IdhN{UYtOWytcyQiV8f^e#z=0y73}x2HksiG;DJ7*ps^fH29My-xVieaetpn z2EE^bo+HXg8`i=?Jo{npr5yb9*oEaA|3a=a56@)lNq&ADbVuYNFz+BMOIn77H>2r< z!^PBS$_du-F`5ovdLy+pt9~mvOZIwAGHHQc3sn?ab{=r9`D~A0Fcgmh*Edt)37gsobf{<>xL!!_^in zACpXVww@;cS)Ih%QY{{NQmE@*KbP#ioh`5&{n?kzd*OeknB|5S(z)&Gyx>wG(b@Wt zwGK+b-aB1v>bNoV?T8m-Rh0*+qzBNXw~a)uYaqtKTcP0A2GdK=M3X)hAzbbfqVFk? zq@>Mo*#1S*mFL20M_z#YK3T3aQ3ESh=3#iwGq}G9Mx$O9Gi>?H-p>jp({;DO>ADX7 z5ed;-l`Wjhm&`VCAlvC`F6o^rVM8_qF*~k-)N9SD-ll4F0z6 zWZO3hXnFeu_*C?>y6Tci^t@cilF^@F|6#bGHEt|dneqVb*VSNQI%AK03P<-qdOFtqn^u8+mpxjF`?AIcU`l*VrEv4kZq0`LiUjViIQpk*Z#-TyD zZ=MI)V>o5@<`!~7t@TzJ)^FdU###!W57t&=(sQx8cLEAC z6lmD|7;Q6AN~j~C412N z{yIi}xh<-@YDfzLP62NglgsXtL6cJ$sSU)}cOus2>x{Ik3cRzCGxjkIpKi9{)3A-~ z+Z_vB*c*i9t_{%n{*+k_OoU^3I}4BnNh?SY?acFoO0ff?n)G39@*E5N!jUxnGJOAD zW{KyUp`Vg~8N>W>V30s?rS{@JtzTem7L38dj3O`U4$C+kAaEelnev+!yj~Xt*WAx2 z*?bzY9u06<_nN40ljAc_r6M#dNc2uK2nV*-z-GlJ(OQ**q*y7GDDy|8Q({PdR?nx) zSFOkC1c4uN%0T1P5_0P1U6$GL82(*T;k9)H9!u|`NHY)0TiuZPHkOSaSBf(3ig7bL z*}wyG{GZMz*v)lDhFdM62g`6h@DN_lw}yXLrr)`L>mYgkG``f2fA zJ*t@0TVQ3jY4WQHy?LGHKlbCY0+uBHW#`5{#rSYf;?dTQsqZQ=X@U{wCDZAOcQ=uL zFB66B#%S$$fv;Lac>eRT$gVgkuy_rk(B4D1jGG$Ixb~9C3{YbaR6|k!Vjwq7Ie^W@ zTUjrm=aVT4x-6HPLbB$bE6=tEresuO#8Y*aHop#EPNra;Qy$H3e2dxB1a{-(C8jr2 zpZpGLWd9YpGW~Buc$3jTXjiO2o1T)S_2zrY$75s4(|XKA_Px)rU(@C3+PfVD{>RZ~ zn}TiA^5G}=tzI;*p;4{9VVahKhpRS&mrjSP?lhQ*{~>c>B+|TMBzp2gd15Ehj0u_EFRf*sG`wHn@dOV-@KH)qnnB-D8fSbm9iqav}|m@iQg+HXGs3T280l zX(R94yP4@lDZ0ltv2g2l5#6CfPMTZuIs5EbMC=A;c-@!H`w@vc%{Ok4v9e_i!Y25TQnMhm z>#j%4ku7Y`$OkyqhZ8NqM^)<7MY>N4|BZW^=rzT4vLO zH{OZdjJ4>O5jr$k-HocXx3J{Ns+P_3ib>|TA9#LpESWRqGVJ5x*@H@3WPJLJEgzoY z`m19I9MEdDd{qu+mAK;865;<_??)y(T!Qy`2jpz(!!v5n!skG5JThs(tMem~zCw-_ zI}d`N=2_-Y5={r23T)vSUr6t!VD@Sc$r7E1cq$vo+Q-KUwZ9xTX*IIW8;O{(l}d(A zG^bfpyvWmhF*6vti{&`B!qH}`$Ya7O^cta08*-A6sT)asCuayO;ZYjfXNOf;!fSL5 z{mb&LCNTf*nOJ9;iupGcxkJ)+j9NY#aaDcEzhNGja-e`M^SA|-TusQGHzn%fzeJgD zPoc(kJgj?Phf)3}1o(wwbn!|yxMe0*J$gk7D=x6*30CNMF@(n}ZAL(^Oq_MeL-*Qn zn64H2bi0pWhZXr*#laX5T#0@fPGBDo5xV6B*8AAvaOoLz80Nyv-k8V7jxAq!yNQ_X zzK1@?pU}P&;zb58cC(ZABlyK;bN)*w3ZBH0$~G+Edx8^Dd*(0=GFm{*ujz2nx?;vg zX;HmnO8nt_AFfv}C6_By`JO)`_=1~GJWOEm${jz#Z-@>{+dmE}2NgxSc@Y>nCy~Yz z3sI~^DRY>3jhu^VlsKuWq2!fRjl|W1gIHCWI!SW##G7b&u9&_6+fVG`>6^Wo>fUpr21`eAe26#d9?H|(OBWDv zei&PJEeVF7Px02GHPlSs197)G(;KLT>pr{rna_H>E?bZ9y?sbz?AuLD|9>CXxl7t7 z$ny#3t$4ge4rG>D;<+$ScUvnaCi)pTo!N#Z_FmL^kQip6!TjuC1F)^vNRrMmULY5M zVJ;K-o{p0kyKyjoXa3HruikR7I~C++saTTx<~b~tYDvJ17TOX&g)bO2malsggHdS` zQqe3&4{g@tZinnyS=cgE+ddA6#+Tgvq#RijelXdvY>pghsB!_Ds-{7x1f7&w zz&fnX)BG#vup&|kyAP_-juWdf>CsjuiO}TAe}l`z|MMYj4h7h`KNAzCPAAn)YZ2O; zq9yYmyR@JkrgfijXY^Bc=l3d-y+VYjgeo>iQgr!VxFdSv{=>(DaqxWogp?`F!IREJ zQl0>O`1q=PaHta^lJB5-f$(hact~FT&B7_KiD>Q#0I7P1{KPh_txpzdWE%;-dSxC} zugk}N>%&i``;({N8=AbQxH%R~;#2S5G0d1}zl&@9Ffv z)G9V4^g2o0mPtq3ab~_(0j5=>q1w_!wE9lQlo#C?VWPoTdLLm2u50s@ca_Xww7?@> zYGPMM-o}$rA5eTXPIA@aB3hgJ@Xo~d>_`S@V-1W@8#x@JD}!*>Itm+0^WYG#!c(f< zQP5CW9u#0tG&^@O(eV3d8h#b$)UvLV#0i&BwCAFf_HACczTbkgS>mNNJ#rYo6Y&wN$Uyy+Qq z(YoIlZMzC{J%S{jN0qqi)^o6T?N6S0Md5c?HD)b4iv|0|s5%vg#4{><$A%B0^_WjT z(rajFzJTpbi=pqFOJ#Z;AU27sS?aeo)Gry!EaXnGzyb?$=ZOzZ8TlXi_)+i~q#YqM zYr661xFv1r+n+a0)QA5YZ;4sY8$7DcM^lSFD&l^WpEMndXT?&Snx)7m7mmZeJO7c@ z!-vvNy}n=LKxH@h!aJiZ4nPR@c|kOtqTc#t~(eF3d$W}@Q0 z39$Q^iCw|{`DUm0EUO}xmNXIEzx4s1nw7a{_Dq`pVIsKBGCIA?7ur;gCt(ZC3D$&8 z#w*;PHXNC6^id!i&MMM-(ZHtuT+S^RzjyTJdj%h9iex^KE=j;iA#cjHcMm3eDe+jV z#jtdYW@U5Lc#^?T8v3~&R=+mTeup&hu<#b%Si8f{Ly^S3h{o7n0We+k6YjDjapOTI zJ-lx@&8t0zL%r;vIcPt=uG|N$*8cqa5-YYL$B&JdalzlK=g7w8h2+e=z9iVF51+I- zi`C6Y#@3VbasHVf(iUW(q9Kl*>nHI0%SwfB+#7f#dSmChOXS>`0Eo*Ez;d%4ws=;t z1GPDH!3agJdvzboFDdgU&*XXIiTBW$CCj7Vc*6QYf6`VTk6F*^FtPk5sq`6uAtgfo zL3lFk%<6DR_|`RsJVE^qMPA%Liu9`(hq$CU)a2JoGDGb))D@l}_~seOwH))jWpr3`c4^x-)JBrN2QF)=cmOUHI8^A&S7xwP#RyZcj~ver|ub;zTV zsgJR*dOYzSAj=o8>0&93C^L+!pF^kC}$-uS_ZHiZVt*h8GQqbwp~`V;uVQ z048lJbkU1zI27NCEYIgq9mmPap&nQ)p2<`Li^xdtqtwmv6-(LSi3e}T;#Ju^NcIoM zJeG#uF*VZEn~D`n@6F)vjHgO{6K>K$Yrm6WhBKvq&Ww>xQ>tOhpZQ5)V?u{4I4JEi zAyB$)cMEkHY|Yo0iz?=H&5;hexDaJIc67vm>aEA8QHEsET{FIYMxr$6ZnMb;-~dTUDuzp#>OkSkQwdzw_WS2I=KGO6OFoWRruJ(h0Rqe261qNPQ8 zfzrp*Wu@=M8>GAJRrt@}bHq2gRHV+jBg7+L3cdiJQ81gDil0~JNQ3$g5vMj@;U^tm za~%a&sj>19Y4!W@C>#M&n!RrQbW zm{B3A6_-j&kBG_AM0a07eQBh66t#?+Qem%g zlrMijTihKoki>_D;-sUVR5g9HRAopdz7(I3zSL@B-?BpS33X(o;1kN&U`)+~pPj$p ze>qyotX+$khDsB%V$3OJUF>;q2^#9kNaj>cE(s~5*EUxp%GR9?oMk{yWIh!9UVSKk zwU=g#_rT|-CjGVlHePqeA+qQaS@Jj*b&+qtVy5Ez@Fhe&)06t`0u=i-Nm~6%M0%I6 zk)LZWk|WzfNM>RvzJ*(1V}v7Ct1qGQ3y1R4Ll@HUyB9IzyM%eZQKY%$-;kOaB`P>v z57jTps7$B@JEzDDpY=w~(TkGY!Ys7s%#~>+K|y~J_VpX0tKKukL_>^q8iF};VN?_= z5-pxIja7Wnq}OaMNyhMQ1g%R&_GcAr>1sjoZpJnb-v+NE!EkExqh`$$>D|&bG`Y`X zjL3JTzNPY*;SdbRNEJSO$RD`%m*whRhuG$|TcPIfjF{NRqVpxk$b?@j*`(8g&(&Zq zLPh%^KiU(;M-*WDJDFJy83~)awTx}ZfZlRh!P`Ctr#<#cxXyLSr!`YW3KL_A|3W7y z?99fl>xq&j<;U>7qK+tTbw`m|Hq{@jip#Axq3FC7+9{`*eZK?b{ViMKS9BCLOLkzs z@h4pTv=AGI72)!RG?+Di#E_#(2&?EofSDSvTDyRjzWa=Rf*&{KL~p8nCxhM8uP3gH z4XNmyE7oS8h5Z{LcV(6wUQ9TIS~8M_-A}`#r>3-HfE3Ob6KRok3fVl)1HCr};`s7Z z$Ma$ovu6eeHip#Ge!fNjU1CVw+A=$eABpYn;8f;rCayMqR~R_I+zVpiSn;D09%H`f~ z8tcJh^fuhetzlkE?vUs4t65o|D;n2Vv+(S-a4Wb6+f;47`0+PPiO+)c(KI}+*Wnj* z>!4S43w!qM!r3t|FHh_&!Mlmte7Tl4#!S-SZsJHx=@){DUnU^t>j*Y`eI~xnRiozn zBJooc!pl29uvX1jT!@dNihBb2k5B$WeY73*ybl|?8vKOpULJW?fkqB`Bk6y93zeDo z-SYLH$+W1hlEFpP!o&$y?0x_@n1fSy%31?09;RFP;{O6Nd}vwSXP)cRRs9m2BbqK}-1Gq0iZj zQI~m!<0Z0w&H!ZJj^ZXGoS2NqVv&9KWxjLFd3u|I|BQOaDh$+^Qa}XE&VtQ@57mps?!QyINc|h+A#N0KCo;#7qUk}UV8I{jT zrfnQ=F3`q$W6n)`g$lkmMJ99Sh*eZ_032fbv4S2SKKPj*N$)5ZGHsJ6KbwbZqt5dh z;f!wWyOtkWSjE#~meTHrS$x2-MA{P;hT+Tg;6S^{zYn2&{vsE=T{a%e)*7?KsY!H3 zQ7{h<2`1frelXwUFupe61X^tsMLPRJm|IhdWSL0}n>%zL_Z1cJJkxZ(=0ZPsS7l*m z(-Lk_`C8OIVJ1oa9z&yS#I(`p07OS(Y3uO?l0#WXv0}e6y?49E+Na;biiFvOx4jLs z?l*4^oosiFE&2S*y71&(amdI3k^4up3i-3SJm92y#S_5f#|JFt~rO`pP}qbJ#1 zlsid_9fG8KJ04zx(sQj*@gWGR_gEjd)mr@MM4!2JE7E@8;;A|ac^H6G+w3M{i zd$8^Ieu$HIPsZknOC)kx_0r3)^Q5!WGNnlwvBczlh`1!_Y=!yT1_Wnzieq}>aj$wR zmHhg^4R36yXkKfuL7;k@Zz6gSgqW0PcZi9@v+`;~hPiWVD5x507NJVuqyot(%ll8VTkHCcSsl%0Im z#2I)q=otF$-;a?kQl2+djlLaooURgUK>z4D%vh%k(-)T{{$m#5=a+M6m~@d>*qM{v zNq+b=O9RRycG1lfd}veMQ?|%$H+pmp>875sv^Dr9FPp8(w$yZx0ZJ<{P~bzOPY2+N z?*h!$nL#%gQI79Au8$$n4~6scTaqMeNVVswV8l%sa#1S;kLLZwGW|}RFU+G^ z3O_JzP%Q@2C)Rz`6J%H+u5g1hqd|hTqqDMrK zWm7+3t&g_o${rVt)9eFxy^E|vU!D&vZD;C}UPJPKpW*YtB8!MccoDmh>^dVn-}*6h z{oVdFQ(Kv@)|2IS#e;dwey{8n!)KMLWzg z@OrQZoIaPa(}J$^;YgxPjZXf_tV z$fXAnv^h5fA-^16cKB;TL;Voh#erqdWo+}{;bKQA%$p8XkPIyt(^IIf6iVamW} zX40I=cKAOfcjHe|-TvK3;AdEB|6A}$b0{D2u~KB#Zz8=Nm4NBX`|_U7`IP**#=5;{ zk#>a)78kaQ7VLQ`*_Zo;naWg)sM2U0HX1}zUntLwl%0(?gZgH2Spy-&yvW1g`d#Y5uN>iAXZbH|vMfBgxU?vlxUjA~-excNxK<%7W z=~5?6PG{TV`fe?@)J}`b6swkpG$znpgQKvnOPxQmdWka2bEtTj!S;_-?pDf$LTFxR4!60!+g*U*oT>Y4GZop2m#h=Ds+ zV&57mGkqE?xqA5sHZIWM`vN%b|B1kepxb!q{t=7vzc7E36!JO56cw8_pn2~e(=@(9 z#(zsDr?Z#PqKeTT{%{3X3kDdd0+;=g?pBzRX z4sk-5q6XcxXF7><*(Eu;cRFiKUy3y*&CKk_9Wa4;xUH>1qk^8Tz;jzl-y+Vnu&Gr_6{~^rtL(^AAb2iVEFsc?TvQK4kHvc-q|KLwfxV zrzuCL5nYedRMUP3ii`VlHMb$~cU0$&e>E}Cy#)CUGw7$bDzx;fg!7M?v`*FpSwfzh zVeK8}cVZw7j~L2(20di!Ze}7(JzFxby_{*q$nXt@SrCuu5$*M?fQO?!al%H?;|x`P zbz%Z4=0B5c>i*8I3OOIO%R^BAUV=xTHTccFmH7BIUhp7iVbz#IGJ%BQ?VEBGHeEr& zfl!G59%Y-Y1%K@93cPhWBlKYZvE`SQ_?MYUm}~fjXr756`=5;Eeb2l?>lt_Ao%e%z zdB{lKAAf+JnlnsqYaVS}k;$%n9?D;M9H711GNKV&fF0Vs z9-4`Qm$FwFHu_7fiWjxv@4|;jIHpB>w>4mu!2$YvnKchi8;;9niK1+a3!>Lk>|p%* zB2iYmO=o@Arq3s(lGZDm8ICQWx4iDN=&c)QSy(W$oA=X7b;u3&{FyAB9B056MeC6C zRS)pZEF3GH%h7%%08Lx!VCeZmbo+9?#M0jpZDYbQcAqcqwWMO^u&*&j}y-5Cl4VJ7A&lZC66Qzd_V z)x-y!Qdo>Zf7>q;Y_B~v2|RCkFU%NQ9E17L@yq$P zO+s&O)t5I$^n%mtXDo4M0_)?TA?#BKMQkre-uu74G)pm?e-`Q?_mWvOe9a&}-DUtM zJB)csVJZY&ojB&pu~ozSpe0d?sIThWb)+BG>RDh@Xe&#os>JrnI;(#hDn#4teI#?L z28nN3KY>M=Hnw$bfM>@^o;9!^|J%8M>&^LyRU4gfZ{%XK$>9j$VS+| zI9_>B!*a#O(|ohOAzNJ0i{@qyuu?qdLBCz{;i)~!eA01GzB<7YtvgJ_Js0mILF+eD zeN3SiMpqJpmsP0CX(G4!PUH`>zv5L>6%8C? z$>&rKW=5cK{pyQ@|ktq-r^S81x-RdR={0c;0~ z3ohj$=)9C#c%O!Ms3Y~*abM(LVUFuh)G_XJ0VxRUhS8A~B%-hdXX9h&dxJu&s&Zvs zbWoWW%r3*SvX#_gpCK=AZzBD4yzzIeF8`#vl%?+ULGIdPn7L;GoNFJ!%RL6qhsp9& z1!g2k-;z6-4MX&`78q2iV~TN&B;e>Gc%`?oq@i~F{^iNsb&9|NMXZI&;{oD_0&^u( zF-}BIYxB&nTiAl#&x!1bne3f;I@1W5#I08=LaU!YHvDJ8!!mw}Zrqy0e}{+B)D0Wa zqBs(7b0yF^aRI4=6nN6oOwzZr3T+3T;oR6`bnr?;?sR+>WX=;>U82tq23M2#A_?Yg zZ)QIg&f;G38loX^fBBAgXIbBik zC@;hgnO0^xp%?x8LE!ps)=QfAoyLPlm)L{u6xe_M2QN)!-hR&#^qnO%5532Z7rU5y zRsk-@4P(21_mn>|S%!_Xsz}sBLhMmY^eg;Wi;D{aO}7xUF2UcVB5*GPOJQeT2e(_# zBuceu(CS=>L#xW!Q=v|KNrZYivoC*LGYf;({A0tS+K{zImscF@5N&Bu;JuFBZk)${+@=O6<$1E7&gZ8q-SdVM?~ZD7aoAQ*VA^ z7h;>xz1o&34g8JJfnV6=i|P0%{R+u-Z7kifky=fDh^to*z+BXUqCSbFpnf57)-+{% ztYYXf3B$tKpWygdhC9Xwiq=GWlGaO+Fi$*;f>=u&_U$iH<~PY&^ElY83}D`yzhFR5 zES_$^%2o)TNt;D|Sc2actp6N9HdH4{o;igOvvqOI&?uTr_E^Sb8pDO0l=IZ+ND}t$ z@5fc9`=LZQuV$II5pFUA&E^6d9dVmgOw1vp2R^kbQMy?^;M;e6?W4p!EM@uFSvN$J zWiP<&nGd2vx{&@n7gx8pvx%e_pPHtUy8&ZR{m=$);*;?$y%~WuUF>CzppTc_ASu>q zs2Z#X8Pl8MtJfOY<`v02i6mpk!8vT__Y2fFpp47CRp;+?CtGh>Fqpqqw_x@$`>BVg z4~-n2MK;Ivk$R~f6=$?YF?wH%w@#7g^TKnn%)y(b2{p@v+1jEgdtH9)SDYkPEl`}7 zHJJ?fd75T+%HrM(b&Pi`


hiQR(fc$vS*I%wuysL0pQ3^!rFjQIevwL*ap8Z9q< z`=%c^=%+zj52s+4lP*m2{kZqLNN%|(6AfvK?A|7!Cd@cMQg>F=ghDBU< zz8B{1J0*L2qgEMI~6Z$w;+tDDsjAskpxS6+bfeCUYC$#SQnE@jLpp;$3li(rrtd@bTtY zxJ*;z)pPel>qz^3jp6$(5~!CuGI&FPYB;FI*1WEFVUir|zfI`~G9CdS^-4-Ar=JT$bs6K zk*b;|@;I6R|FmqRG&r+ZPjz0LFR(M$H^N3M0;AiXuw%U~a3nVw<+iIa`@}Ag@VgkS z_MOQc8bU2I?b-G*=4iA}WvU$+Wb{L4dbnmCG00dbS!z28q7m=exu0E_I`cbDj0|LJ z(nj;dezG*?q&f4cvLf}Xo{}o>tx(_f3bu**?1Elj9%5aBTN^B3JC{Sqgk$R#tb_k- zZy2Xv!m)3K*zZ{l?K8EQTD6_sGWpL|-bu1u;#j-vOVZ=L77p4WWS4CWmK^#> z8f>q!D-UfcU4Mb}4nIbsm2O(jo^$~!YaZaycMXZ|7ENrLmm{&u>Bqz0K0~Z~JH+BA zEd7E4A6mPWHkikgYld@?8G9LT%@(pu%LEKpeT2N|zU=iFJvwTPt!U^66ROZF4?g4C z*`I%<#C1&(zW=C3S#5us@ZAw3bJJO!<$g@>NV9UeWC`trhh%J^z+@N&6Wq)}&$Ur7 z>>C7wJ%hO7Y6ZUKL7rqy`Ym>#(L-|cdnQb(u91~vdcl8V07?8bm3%ikhW;k*nEbvK zM|9IzVaQ0qE1-l?hvo3W{gGtPuSwAEBkW@_oe%dTr?B*pCyl-x#Y_?}BgoIvs?d8T z)!e&Rq#aR*enG;1kockO!M|zD|H?t6$VLl0tVp^06h$8OUow_o$)ZL}#}nm4*D=Q- zoP}16MW@C*1l|fHj@q|yT=6_QcOO7$Niv#i(JIb+G6MB~&wYkrhzDc6yb?4cX$)OTu z``@r=UtM0A?SL<;iFC2DGaWm<5D)YY!?d8BxmitQ&lZ{BMcqlvw%S5>Y+S>7qJ!xL zePOnt6$P2^9@M*B=pkF@ik9rU%>HhShs~xfC^b;w_F;#yJTsi^kLeH3gGcD|yNxgl zF~s>DUV_K|3Yo8>!0*)F#v0u$Vj%E5gHG;YAHN7b=LgR8cx$NDQ_*P5n{bG2YUpBD z+XU_Lo)yj+B(gPsUQ!p)Hqz|&jX4I~Mdw?6q%{tqtyP!swrw3^R}@jZfJd+&{{s^Z zGZ5mtPO{{$9^2B&(Qp1KvL|O7F?J5aCVdfC8uAE7i;vO7oZIO0cOdnCHHN;Q_Z1h< z&Ok>$89taZ*bTVC(!};`)XH0u3lAovfXHwg-)SP}k3xpNpAT*f9fd@v>11YF8y1)K zU`2E^Y#s(m-uoA!Vu>REedY->?Ut}FA|n<#X$;cG8}TF2>eS`G(LCYm6kc)m6gx6+ z5u9CqV1kY+oA+!0mw%$hV=g3OnomB?oKIkeLZ4oztUzz?lOnuZM4k#eX${;K;q-f1 z+9_*_m(p1Lx-aD6c`U?fB^f@@Ti}qbTah2qN>*)^koJyrNR9L8lo>O5_nt8PSx}D^ zX~L{--6KhOR=a4>tFCe#t^%)3HoQvl1AB3QJ{mVA;Z3I<^z637V&7aC4Rf(dIB=19 z?-)dfEx(PekG7F5wQpggcO65o`y+9Ymt^a`I$T%R7qWXy**X1}s43nAMGsTRG`U;d z9~yxA^ah$GUXQ$Iqe$!W2kgAyZwc>RNY}@IhwRk*7^VHNhW{#0r_&@GxV?%l9uAM7`T}43 zbDs-0{xlx5xue*j^SPwWC6rG-wVCTTTEJANM`TfRfWKURft$w3v57l_sKbnA(TSQE zSd84qkDU$U{cUo&%*(fuvH3Arq$}lzPrqgvQSV5i@kzdThbmfjWg*u$0W~G(*#(`0 zVrg|8-zn$7t^6`2Jas(}l;4geUNwX~ zisL0)=5m*JbD=RHgpc19f^`{NvB))>M`y}V=h|uFbxs-F|Nb%YjM>}xgA#c*<&QC( zJ%YKliV@Z!8+xN#Sjts3$@eQ6IMd&T*Z+5le0;D{+$Bead^~MFu<{Zc`$mJl*KI(k zz}$3Zn&C&;1Z+9?n5edN5V65PlDPIY89&knY1(Gkv2GZO=fskg7kprSW)w(IGR%XD zXuZk{@KHOjB6G&mD*Ht)=3c8H!^|Ed@Vg%N=m*k|z6#vUdM-}=jzy@z z1e?|jAZfQ+p#A$X<{2)-L1$m~%tZrN|4PY}6$ZGBwJ13Jn!J?vhSk5Tc%bq_qcv58g`~A@Ds!HX>FMgx^^ic z$1R+_ia#d0^yL=P`!yrZw-G%`pV;umkp+ zFKwdntBugdAzW1c!I2JnD8qGo4Tg$`7rvA~#>(q^nd*ZjB>GHWaq5WPl1a`5lA|)k zbaL|vb~S1dcDC4H)yPY1p}-eeNrbHF0%h{+-Vt1#eVj}i@rzkHrBL~cNyvNdAU+Yl z46j3?$S2uwc#TwInd!E)-;+FIV7C*GPxa#a1%SsteJBn4+K9wfcX93M5!CbSET-^f zA??2Rf#^>wM|R*moId!HJYFv3BdiV+MLOmHRr9D?w+UUl+JuahS7zfw2hq9{-ni7( z3i7-fN8A=-f|>{m@bT;ywC41?(8#B@LZwmcd7s11NJn(W?nE3rDA39AbL&yodFIM$cp@X$E$nS^* zer-nx)D~Qz%U|1KgeV)cn+MaGW#wXpPaN%XOIYpeIT%X=acZ~+pKNiCs+ty%uqO#T zxaBQr-gXLqDvOX`U{6&q#*2efuk)YfYCNk?2H#~C4ZU;^R3zkZ3ns8`9XXQ9wgk*n zna-PzzvU}_1oI{z&eUwL^NJh$NtM$eYB|`1NgdD9ruKc}6Zc|y_}UD*b=Gx0@@)aF zcy+>RzIFgFqE6x%&*RKx$S?kPgCQ+XTtn;cjp0^z#?k-OCUN7c)BNVx!#r~01wpGm zOAibCaIYn0@g1#~d31I+De_C>Za#}djRu2-os|2`{ zw+I*aXfLKwlTsm^VD{qJS{SF?VLlGGt%6EV(q6N3_#x|5y!>(9|GFRzd@sY`G!D-fm6#?lnm2wW^)ic;$o-f_&Iia*)lT}lYIL_-=F@$<8jC5ocH_ndOls~ z#`{;eYoIl~we2om&E^6ZZYv(ERReD;K-RZF!MFg?9*?no-IU@zen+X{=g$Zkuu=SC z;tb>kL_@J|IeX*3gnSA33C|fqhC1>VFTL_!dP`fv!VTxK%}>seQOMvUALZhh)(xf` zcAAeJ+m}kF?5D=hylL?9cvzj`_*a{Pk8e2k9-ZNGyCSgv7Lr%ZKG^s* zAJd0Cz(;w2I6$o*?{TUpGJ6E`!p;KnyUB(I^(Is@eLHsjDa4=C8w7T%8ku3f3;)e~ ziSVOQ+YBd#62!2(5XUp^vf@0h`t=5hK=>4=1Csgbvy)2fDBgCz@lV0cDodXWnJ#D8`Ey6lox`SzuLfY7u4MSdA*-xv@*056{?l z=&xdoSILVpJ+~L%_TVi(^ws5Crp+n7<@}N;&YFhqQHsd8rVmmv4&E&@MDkyEqz@kL zqUD#;=~z8I?%gAlbT^#CrhUjozZ5Ohy{Kj$%}oN=a4ZRJ>xP#7+Jb*W4|_~o(YEym zYk%`h$Odd-Gp>2iu-DE4N57ceTq>N=%StgeeJmQbWH7Jvewg5_g}yuVrH>~Dz|1WZ zlc(jg?GZWDqem;-^+*DvtqW+M1wDC|nLbyLbf<;)L#;bsHsM8$D`tH3; zwzd=?<#!ahb8Zui&h0>Ul?(0mt{Ra&UtsE{{&doqJgWQo6;%GlBe`Th3-eO~dvJ|h zUgL!;Z;J6p+@`mNaM)EiA4p zZu&k1AN+Or7@Khjhrf8!q-5H>b+Y)B8gOH$6oR~Qc zDN7>|d36gdooojiKO@}P5XGJx9ge?ed-L?oKN0h*n#>aBllCl3@Bvvs;l&*!)mMtY zO^%~^by~c3Mj$(*6eMtd>Y4KdO?JJuH?>YN!))0ARu{Y(lX?m4nfJ@6)tg+Hhg;II zMYp7{uR7pT`$-J1u49X43cK{G7IL%311{4A9$3N|RGX$i`rrvuNPd0&One#chrPmr zo&(rMYac`pP~vg7hrp%ZKGE7iRS0^i&b!b2!m0{LpR;UnZv! zYio%0?qxW*r3UvMHF$Tv4$I$tWYUBcuwGmVf0u5;XYUBQd+)?_^B2s}N`}4{K0|f2 z5^au~fcvKV*}SG?Ot`rWyLEq)_TsN-pZgW&ciY+E(YH{?HJH)({~-BeNr#j$44ULErqgVAx|74H5x#GJ0{^Y{&f_Vo{j;<_$&**%oq zs(6d$$$6|@eJg&{WuwiZ5W8mukowtok)ZUR)I=Kbk^x@up4dpnKXXB4k75kGqRtdw zEXR+eT!bYGE~5y}l1@BD#euKla-j#8f7J(1&WD0_8Swdr%6w#40B{SW_6JVa{ybAj)Fs(9F?2(f(AV_4M@n56dv2^V|~ zHL>EYqhi>NDHoaV`jxn`D-=i8zp9X@ z_j!yV{oca2mn${;tc*RLW%%QH2GcWrG2KCz=i9sxSw#QBSA+Lr`}M&zgjHZ}MlLb> zeGETc=R-HLnq4(IOWv-lgY)th>CDU&e7&m8mi1Z4^gf;u_ZR%HhfKDiCUi7OP+dbb z<~d>Gk= zyx#n|rLfP5%!Ve-f*CI(fr0;EbXtWk8-7PBv)Y2Hvz_P~_l)U<9VZJd&rwlRxwvF* z1S}k5sA7(SFjM};{_AD~-M4dz{B9i1+bWPrDSt30DPHg>JVWoojriWtfjw6qL3QXP zOg+{Y35MC?xRZ)}&gSh{Q*ONH8m)SjAYU4_OY(3^zFhXxvLvV~ibADU z;1GD0Y&fMUkAEnJ${0WFoTv%)vHytwoCx_(`~I>{<)3mNV?*dpzC~Y_70BOE(4X$g zJoCjyZgrr$#4xRwLu0>ewjtV<4^^BfU;C(={M*Mcx!VF)dF!8Ol5=n)joql^P-F8I z_baog!tmqt;O%DF?6F!UNk@(3*EB|u(08Y0kFF=s?;AbnsxQ0Q^yUSU2SIhRn+1m) zhK^R3#D*5jM&{h-!{!fSn@xNjUJM>&zaVb7kX?Brx38baC*_)A*;;*>-~93N3hfQD zKN}`Gto-H5K8`mo86wQLH#G#yH(63{C7yZcb@p%Z6)~#BsHf$8HV| z-YAw&F|_8^VJ?yfG4AqBRihx}Hn!+x^yo{PCty=uvGS9jj8R7v(cbfo<>T`$=t z-DCDE#@w<0Z{QYr;od5GmhSfkvIECp&izMN>gUfAo?MWod9~3FLuIz3(N9WK3+S4)_YuDLI!hli63I8U z`SkvmQSG6_=WLot&xvfPNc@GZ6*zPE5^fRswovrGa1`qCMp%)nz~g6@pcOJA(hyOH zYrazRMaD2U^Tl|@cue2|f9Ad|Y_}f9x+epvL)lHKk!~;Q?U;y)wWFD@K^1$Tx(E$p zN8oY&W-JXt7)Z=f1=F;$>vz>(j*liQp*vd4}j%-AE4Yuc&G&OK3)u*sox zbf%juuiaFZxc(77tllNNELqR(=WUi1x}A`H3mi_;4z0$5utD;U<`uHQaUaNchY5J4 zW+vXTmrLzVoZ|iWyUKpE<+1{e*8+dqiYo7U&1aRzic<_!ptrY#k1v}_ulSuN@^w9E z*UAe*ui=pFSM5_-qxlzEZO$RtCX+|vybI~YeU2IN&2I+b>EwenR$|C=7q;=?HiPBQ zs!ma*_wU)eWfrnI^Uu<8;#5qVNM$Bp#zS?)6Mo|O2FbF|Q(<)BU2zA0L=^~+MYW6%>GwD}ZO32)?Gx%RTu6YdaSx0E?g zUm`WOA`9)$=d$q&{dPi z@?al-@p%7f+@g=YtXj)w!Z%^IH#qDBe>-fG>{3A!KdpTqKVlEdcKz)p8D*X&nXIlZ z>r}liyQ{HT)@|`C*pm*ac-s;lKS;)nUmig0&3xI1xL5F!UZaEU2g<(bua-It=|GNl zg3K<4$Yu!cdb37XvbJjreUa5ut})~SPqXom_`X{vDt;DlRN7msMNIWXX(~C`3bl%EYY(no+`K>Ry@@uhIdhui#~ls1bIK;6FMf!YxNVj{o-$be?USN>>5Q+kg!@_a z(&-ZVB{J2%{#P4GHJdHbj|t`e;gzxv7adE=)4$5SB3h(dLeI*6Zc-QZob1NFWH!m( z9{E9CEKkc9R5sZkciShKlJ=iW*>VqmTC7HQOBEePv}y2{6|2N4?n(0ICG)wezap73 zcAKm|Cs}r(yN=APcZfZ`tt?Mw2jv%%NAP2p$I8DxJZOL5`%#id2+yWdXmnfb7F#J^&=LP3|{D5GP%DkDh-AqB*aHD zCo@3aXZtzXus)OI)4j52u5t!BFgg}@K>dUjdYh?$_`pP#{CbQM+bNSz2 z(@W+X-iCjYzQD`8N1{|?u;f%X*+=Ohd1{xj#N)ea$(6}((fQMkO4qDMc$!eEW2k9yd3@+l&eHf}^331N%W@{4bDaE4IOP%OJYqb02=Na$|9b&@cVo zkja|Y$lzR@!)Bx@kkN|_*&oM^V&*mkmKGDp+s7->e?%Y@1t-R}jiVUJ7(u-*UdE5T zYfz;yh)2#=*o%Bvj$JoCB+eFg3ym=R(FJjX_YzFdtR-_DeUXy< z6Z+?ikr*a}#-b`r{-ewb(+7+HvIsh|`zUI8?msp}ODcX(<_bIRB1~H6OM}aOQS&Ps zm+Y>JcN~_$GX6UDeprKmk~>J#og!r1-;tb*99mJmM%r(|PK5Rh|C<8u;6G(s4Vs&A zdr<=J47x>&D*BMFwlG}R+k%Yk<3v7vZ?V+OQYl)`u;d z$I5ha=awC+?WR!8?b&ckt$_BrHneUkLQnM+q@Ny$-9Lk=Venz_hsT6oOFwqLz!I>J zgp-psAs2M9_U}oWeMT4ArKRGG%^!&SfgrUU8sFh}Vg=U=$_Y6X;zWa9MQ2B=+#!^3l0ocN?N+p+?d zQW+u6DoG%^p$Vk?_e>0Ve?c_7#vJZBBjDj%N`f}M#2PDS>E*Kj&?Fy)L=pf^!3A6w zpv5zPkf*nZsDQboS{i8nUJmulDNkD=)I3Qn(LQTEn5|-2XX05PLBc3dL%? zNN{$JQXNjGIf_>=^@1){NcWB!fW>( zZ_|2n3%M%aC(O_M!Y+`W8e05X*9YO*(_eTEvJnt!&i)oF@UGY@+)&ItkXkGr-Gnd8{q@e!^bM%Wa;56$H!k=zr`ac#ii7>BS*DpeP zCtCq^6VFSR)Sbgl{Q)%O-&@k()ehelw%}Z?3U=QFYEH(nTS7+h%;0%Qf8otGTaiv063mdutw1{i)(;dWKEWN?)al79q4^{*G5 z+AElaSe_E~Ir5Rs{gy|==4$XW$+u9NXAiBz-TBVIQ9^dMCp}acE!J8Q1G}F>9`V^! zq!;V*dBxAkuKmv{|Hw$3p3r^$q08-_$+(~Vv&v` ze-<&*ylzx7>^EEZ@-XR{V27@zYb5x^Ao};zS~6vX;If!Vu!(q!SN4_Q#SuH|efu#E zmUxkJM-{p>B^|cHj*T~dK({%m^qR$fQax3euL*fFCm~lj`Jv!nUlBk}tgNAMb-nc5 zyH083`VJUs%%T^h7ny?Xdh+F=Hl2K-3PwcWt(^16`5av?yP?i6WM>H;g;S`=ea6f# zo=1_Jn)HWlCAPd@N3Cq8lBav_u)6|JVZ-)SOmw7(dHUZWIr};>B-IcmQxA|_gLjax zh$Hh9zo9_YkREI6$#v#w@}bf|`nz1{7M(X@ud8<=%)dyOW2o~Zj-TOq#gwdCb&e+A z52E)Cw7JKXL--qd7{5JBF?8otNYZXI@4Q3o-ce6BclI0hE<=xZq|~!8z3nXNa})A9 z0x=})0oj|UF1RZ~@p9TB_Rd^`2mDTlNPizqS@Kl6dbuZhKT#vDonP1jn-!$v^E2r6 zHNxD{!VI;p0l6kZPDgy3EnfOU9Fi{*W)XkH9eTGA{@a&~u{!H>Ym4u;Qa>+H!ed< z)jYTvD2cv|SOD`co|v=hDU?%dnR6bw+mSF_R4=7!?}@$TpuQk51;{kDH3v5`Wr?@%o^)R;=IZLhKU>R0m#bLKdExJ<#^Le&TbNf8Mk<5f z;>9~R8acZkBi7yN@~#r(SM^1zf-Rlt{sQ4$pP<+NO~}LaL5QPp=ING+q$~UIreFp) zGTMRa=H3{yNt>G+cR_R9OXeJMALWVP@Oe&-&|MkJb1pey-j-yx%sf+C+kQ`atne(< zb(WDc>e@&v%OVmxO-yyYfvo`tvCdA1_gCMC_d|v5f@&>dTD8PC`*~whpQ{*Uy%lWG zKc;ZInyGyVgw?I>`17eltShO*{x!caH|`2MJbN3Pu}bI%JQ2wD=v+P#S1%f}OwC9ll$bLE&i#?}N)2?-r38HFL6v_F;MLqbhxbos{_2+oX zwGL<-N1!{4=W!=eFkR;?_cd3h-wOoB=u$=dZZCb9GjYZb3o#0RzQvOt))+GX6_?!9 zC8;`I!s~RAy(k*N>k|`r>Av&4kID+%3<3@H}@zNg` z*nzx3Tv@e=C7z7q0Sg=X#Km8j+xa?d*nEP|Yb@gJqlITfsV;V{8O^3YXeHZgEhM`o zZBTG2CT24uFlNO(sr#TIe1NsknYK=sdMVuDesc@isV)l`EfBF7-#QE$=}F3N`|>a6 zr_p{L!92OTo~=2T!5-+Y!^eV=WPV^GPSmPFg1HWf{Bi?Hg ziyPnAkUP;sSyD|TqUX#+_r{ZyP4*XA-Z(Gyo2r6L7LUY|L}-4XX#-1F-!_*B!S_((LU-b zE4|ywP8iwX%jbT~yTV!ga;7hPcG4OHY`ek0TY+X)BvTEcL!#Ss36I+%aacIFLg;XP z&r3r5^(pkl`6M)iT*J_TLgwJ|1N;*5h;Q%whSKm3+&8HtbrTM-;nqrAZKwt}y|*9D zYOAPz))$dqY8WgEj^WOY`{?g-2A2i)=F4dntY&zt;I_$NF1iPxko=y!7`&YdY%{J* z1Wxg%e&o=|Xzcl;gd-zva){!%%5WbRwp_~BG`}am2ace*zVikDgb$BdxPx9&dd8M} zY@+ki-SM&M0PlM)oTMb}6cUM-DvKLL+%bLa`9{^(d%#DAm)vM)6XQ2ri!md@@ULnk~-q6*_*NvAzI z1}(GWd_<1W+iT$5+u1|hc{!9$@jgwjg$d45MR)$;Z8YC{qmyiH5c+V)!29ZLJiD#{ z8T0|aBy(Wf`ddP^qaRHbTmk(K#!|aaF?{h&5shgbPaBUU@SsJPVVM!hwc6ugUKGmx z{3H412|;wn-h(75;{zLh#}#$&!g=Pzdwk_0A-~wKR-AIg8Z%}cZj0kbgd*TZusEe$ z#Gg-F&0mdjf%t~-8k)=}ehQ9w@%}zJ^X?qk=5NX?7XBog{#~G>r(5x0*D?I+^VQTM z`5o?hbmRRBXYw%(U(n<1P}Y7l7$dA+vcEf&Me!k;>~qp@Y9((VQR7^sAA@d^Wjpd& zccXIhZA1|p{Vi9(h8gl#B^YMFT zwbcG)DEj{Hju)>UVNb?W*fy228L1YMQk|C=A4!O8y#`C}F`BmuPWS(3ank1r+^sj> ztjos_TFqziLb%5!&m6>aG_K%jmzKayIZYl1zQEOp=hFED((rSmB5d{liv400_}sy_ z@n2ImJ}Ei~9{4O4_c4leQ~C?(4`V)Y$RNJ`fi3mB)0dB){RD$9PvtiSX2R61y|`2< zg6MXIVzzoSo-`Yvsj2`jZW-9J@Q3JA^da7Ga4>gxt&gMov&hMk6?9=MgPwyCXR@{uF-7h9`Lc&B=sUukpS14g{gyj{9~p)w!1ZV)%}R~61R0XX1!6=|b?!avs?>RCo87j1^R z={TPKtQi|N8RGoE4$>^-=GUZ*hgtF|SVoWHGc3*^tg{=BRr01P&n=jwH5rm#H<1@T zKpa<^&-7*n6MPLvrjnw-@3&(ydZy$`qc1{-x5H|Nx@5g&2h98yF{ABsIA67cKCf>; zP`eI|+GE6zkS@p-DlzeQ2wo@}i?RHEjW@0}g&S^rGhv21D zH6TWMqj{%M65Rjv;rlvGpfgBKG-8SxrVM@y>qV4LTdd7zK8!$eRZj%#M&gmt95k=b zhs1a(9q2ZYch8E$)R=HObN))`s9(UB$0HEDtBa|sG%)#wRFqWOF1O;0wNg{E9n4Wti~err2?yH))x%SPN46X9-$|PxJYgYvl{c&i_sEd zf!EhQi@o81}X3|v9(7DDg`IQYa2^?qeO-K zbqr_aS3}tfQ4ii!*o}@HvJlx*aYT3ia zYTACa2vfpqiKp8?h$@wfZ4al?X`vIzvcYGm$WHV zp2cW^mr(Jpkn~L%$&4?laIeNJIBWbCPfmVJ)E%>#xcUt2Z>3Y+1!e+6@hWj}swHN2 z4~c>1StuF1(td^CQ2N>*KWBTuWTyh(x7Z5tPh4nxk^wURmXp@=MhN_Um%j4K#rp{- zvB6|IvF}@h5#gh8^2t#;W`HJt=6##?x1At(=$fG|_{m52eS%JUzBs(30#hCwBPP3h z^M0BRP)N;?&a_ToUPE(n(wESQE3YthmoAq6ID$QWew4M@IO4D{d+4++XP?(7ays%Q ztR`N^pxIG~+G@bNy;NkQ?cU&y_fzB?EXA`{b9_Ck#l7C-(!5r zU4X>E`Me}1pL`pd55H$>IGb~smz?Net>5GM_0xZ)_g5$KhD|}_#b$rDzA+Cb|E2S9 zW3#x%(h&M=tR6l3BbZvM{1pdjmGLP(a`~jy>-d=TThuv5nQm3=%|Dmj!w8)zd}NCa zx2}kxtJ~6q=ksZZFQ&m{tTUJOD&-398Qd=C2#K zlu6){C$uT=HE$U61~R8g-ga0HtLNj~=D(+X}{eJBx;-hy-x0p9D-5f8Py#1}fzFElb zX*?oL<6k2AbOdU=hKg2%564yQ2yDtp5D#rRMii&l66e_KVrhg3C!IWLoo{z>eWMP) ze_YtxybGgs_Z&%u-duQ8|HFVqTgdRK?}=;3PP$}7x!CS$Hgy(qDhi|ZxQ%%wN-|%; z?ClRy^)itResBSzMVy1 zm+AAqF9%_dkOjH7?Y41Dm{*(l-Mr2^olTf;N z(GMJP*W>PgSCOp`mAH@kO7wJk%svz0+?h9+8y3EUQ{hTBf5lQ}-A6{OSGnTNwE^Vf z$VD{eqo{b&oIKRT1*3SVCJ%|PCsVu1FzxkD=Bl|D){(7jRp1BKdycZ$W&Jr^$!$eS zoEh!Y5`pmV&)8&T6&g563^l!E;$$hLvNvbav6GvjlbuC!m%M@d)=;$7{>HdIL->wc zP9&6F#C*>bI<2PMX`OD~yc3p?9(m~0tC3x!!rYLEVu?An8h z$^XPZM22)#6GL*L3C34FMA&aNdSr$#N}RIsXz(5USy(}~2yF7#13yUbch^KznGf!M zIEJ_NyRhu;OuRNuWWhROObd_1qL0^5pk9W38z|HKy%#awJJ^!WS@dw|XOj0Z7Ulsd zELrH-ka@4kg|HqpUDXyIE?Uw!&+gQ#d?eMVd|W(!%uZ7KH4*Mv7m?fkT^hfj0LfA2 zINeu_RcAJ{RKYit;p0Jq&zvE>D>Wpy5 zh`0ENltzXfzfvJ;)PuK)ue4#`bG$7nA+bFR1wOfujV_(Xt}U-)19yL8wm#F?zO+sn z>DiypJ=~8gtePOwl?d#VoNzqO7yie?wkZCkC-q-)9eHDVAvEy;EESJo&R8FeaS@zY zDwnY9V-Zd(bmL~r%Ao1G86JycF*cB4>(1HoO4#B`?96t=wY$&_;iF;TwaH?nr2K(zl2wHDR8V+f}+JARG2xlT-Uo zW2f?GTshKAC+Y|csKf|jJMlBiohL>=*Zw@=Zx!1WYk*xsCn4ZoF_L{6#Qh#0z|FWq z;#8c5jlcDH>RiF6Y;#KR$*-fO<@pFy^JPEgd?Nb(&*9|a&SqwO!gR?L?y1wATb+nP z=k?xvYO@p8oa{s5)r9%l5gFP)`%w1%G3<;%q6dkv%T>soT{gB zxsY!^Y0ph2JCfEPu6)4TR&rXt0|{O|`G0>dF#EU=Brh1jo7P)%$?yt1P#=KXO;gc& zvKxP$zll~pAIOYdj3CPu?)XOp{^0|2x^`I?eYTqGUbW}L(udMQ0uM^!tYNU#Lpa?&)@g6<`p-sBqMhV z^F%GdPnW2}tJbJu^j3W&{_sZO%8{rD`^vJf_UHD!7V&_yznPzbDUY$SmrOT537<_* zainvkc*J@=n(vZKWrx4AUeg7(Zo?JawmFJrn}j{%40rlDD-?X@0`zJb4~xfs_^Ujc z>IJ-!rWe(ciJNn2SGNwPE?^NZTKpu$C5b0$5xqOF^d(=ZmaskqdPUF!ZFM4-$4?4~=2`2ZRvvW*_f-!xca24c~y8G0Ao_P2@QHt70y#s_@FRLFvssH-2Rn5_6&q`}q4jM$3Hho^dt~&an{&cw*16++ z*6AiR5j0YH8?~*JaT7mPnmXB$?yp%% z?wcP+HjU+rd?Ts3uq*Ox8-N|lzl-Jn3Pm4#ydwGcPf(A2>h#6T26iWPG%2n#q|Zic zBTkKCrSB!7%ND?PJpChhJ<_ORkIOiA;y=_iC$jI$JlKlMA#_LfWfIxmNvGYrN{%!n zprJio;Juw818ih$O4eP(6>73e8w*JJ{ZyiRsuLbH{i%MbIu4IdBn~DbvLG{tRi~|m zU!>4$@YpK!SR2XckQTQ3RtK}25RAv!H&Hk320LVPhIG9fD>-OB1j8!Jv9RwFak}Xv z1Srp-q~!$Sd;^*Hq^G!Z?-L1KlSR+1G@?!go5}n2HB8~H6RG%;hr0`w!tQDkUAcKN zU9q(l(HrLC$m9KZV{1y!%@s?6W(jl12d9zwF`M34b_Y%^3cRJs5fcvO6K@Zh_|nmr z#8=&iwcPVTee*KR7IyS^hY1{1!SQSAxs=ZEaAb5|mbhi*HB>*0#zezM(kpX@@If^* z;MceV2b+fRyUMlfkXIhbs!=4tAA53z*fi-=i(f?DS&Odho{j^Dr((g!2<94NJmCcs za!8Xjxmny?locJ2OlasI%gld?3*E#H-AO_wzI6zco2?yzCwOA z!79~$I6g&(r>`AI&r}uSl~)>xdMm^EPRdLKr}@{xInug*-MHJUBkbEzMSev%i`7ix zq-3KiUR=AwhVEA6WomL{tLox|#1f89gqO9yrYqv@$EOOPEpwZti25o`s3mrC%T7fOQKi=; z)<|D&J0KTwqZ|~EiX&H}OsTz9ckw$L3$mfCJ6m@8p0sDR4Tib(r~fG!@EPTy#LBao z3~m{WIZlHyMwr{Wyeq&%(DJi-_xA;yQ&W-nSPeFM<#^Drg6xQW zg>KjO;L7&Xu=P5F@1GWPqXR-;-na+mKFJo1u#O~~dm8bYfedjr2~y3(MKt;u!|sNE zc>JnL@L3$?u5&72@$&+5HoM}to-UcTsfOJ>ug`zg`!lP3*U@q?4T^6A_`QF9cx?S( z9wvC_mBt??C4CRm;v1G2zFjyYd4*xww-EMo#(SyT;itk*b_sfA7qXPv6ViFBPUAwL zmB0f&9KnC0p<>E)z0Z=_TA#_afg!BNiv*l~nNDTJ#ppHsCANj-VcNwa6t%^{ zu8rc$gc2;iV!$>DF4>v$78Cuf>987c9?2I&aA}koe;@1vV&np6uXCu{kWDTGq%xhh z7F6n_i)%+7q+)3<^ETQqa@+36=k$3`^o>%AbuC6>bkGhA@Xd$%s!wD?=?U`mO$ROn>ZcT+&~TjjMII8m}h}(_N&C9iE{@BM^^;tX-OL2Rk?H7K>}>kM-&s zS?7)um{9PQ^_BdA#fnm~v9Pxo>3>>UGkOz#{5ANIf?o6>rk_{1XVeoiapzUV9RHj^p)vk*1deM;8q4();Nw_D?g3Y1__k@ zb>Xa?GB2ofK@W$T;)+NCH__IBNj0w!KC=T4jWu}nxEQQ`eV-_QjbaC{L}KgrRB|XJ zQ*c**Kz6_*Vt+CWVSXVjqk1~i6@TeS9GS{*AANAs$0uQ_5ftJ);)JuB(;Vu4WQZSY6OXAn^ zkBfe8A5E7p%)$eO1x$0EH;fk)A-?iEcIDj=GC^-em+lu94~(7%mvw2(px`fAeLM-4 z{l2joE;{_J(R;kq+#!75tKwRy;2j@$1%?xo$)S(o{N7MUve0ZDb&_vKP?G^)WATV* zEP5pRvPIYhJP6_58#_eX-NR_wAs2{F2e6`cQ|cBS#8j(&`A)qw?iacei;tA@pguR@ ztala5b~TEv2JOYUpx{n$FDq8m)~ zqEpz{!y0_q@u5_0Rt|3-7tK?nk3un{4($)3k*#==Z_9|09^NOz^?tL6!S6VBF(DC3 z?`%mxk-(hXohq6+v;YI6;t*+Lh<$O-*fai=gg50OBVz^z`6ZJ*14C*5pB2Q~A`(ZB zA4Hkydf45nV8!MW;B9sb!>&5emy=WQs%jh(YtQr7bv@`_ui5CQGaYxXZHGaRF}z*i zVIW{Auhae@ooZ)CPrdtwV%z0-XIVv;bbp0qSGqx4cz@hm-;JweMiITihuJj;9UR(t z9F`#;*z%BgmUhMp`6e@9^R)%8Go~WVtwox?T}DP2^&~D?qj*YBSMif$`{^-Z|57*R z2J11v52IZ-y%b~M~(H?fMe91Jji$hxoNRJPXv zx90AKmqP|^lm?RWOWJJl&^p#_+#Nb^tUpW)JH)5gC(+r_2e?h`W=PG9`6;s+fwlHX zI?_~7ii}t138#{1H??8B=EOU;yUZBI&#$3)#Sb`2y?LgvPh8YIg-iOD!n;sGG&%GT z@01E29Zy9*uHF~zonn6W$1uUQ+Qx!j&EiXs8gi%hH>gZ;$F)97NYRVFJn+^8(sIz4 zzgb|27n>tsI>Uw?4m9P5-R5(X8!LGKC42EtWW@U_FXehl+xYSeP3(Qo44Nd&p{wVf z;N4dn@h^KkVCpa)(P@*p$;yqqN1`DPR&Rm-mcIO@kQ-kRy@>0+N~WcwP80LS3?z)0 z%FZ-R<-7XDQdL(KY7{n>ON8hD)(3m>WxPFaopp=(#!Qup1~}4Mcfl`k%||S6QD9bO zU2IN%J9_QSq3TH@E_vJo&s5*DqcPFwe$LGh6y zJRfz%tqX>e4kazVXxAt@d2t|7yBUMvLtU8rT$wL8_8SxK_Tj0&w__6 z^weo`8tn>PVDJ>T07SfKOF9v*SM}89*!?L=d^Zy^+0R~~ zX}BTR@>OO=&D~KnR*OG+mqIs~sqxSM;&5sCY-T*_HpW(F;-G36b9NQ;+-c-?)(y(O~La6RJx9pUXP!X~#LL^b4w5Rsg-ZT__>)!J| zpO(;|qDUb-Gm1pU@BIF}|J}!DopWCA*X#L`I|1|dmg6g{UO*&K5ndS80Z)s?aBpOo z3{HOuQ}!=}=xjGQ{BwZp4DtZISX-!f4uHU4l~A>el2`W1^uOvYaDw^HTvZs$`4?LU z=IjTQ_Z**SUj^%1Ye6Jr54;E$hqZcHU?MV`zN^lK-jy7zw^N}}j=Ch_rxR?o9!6ow z%n!^v!<+Y_o$S3j1^f(llLb4D!}Op0y#ojAzDO(vC(uW0(xGA$VfX#>>8$)wXeb^>4{Bw>UKeel#MeZ!{OopYnXnjF z=8Mv=ic^HipG|S?o$1)jha$!tc3yj!1(S(s|sAQga#r{7ir1%<1aLa(J zDFd((w-HZ+t2oR+0H54Nf#0{1&A~pxAMSzh_q$diA#(}**8B-@8nl#qwMXJ8XM zzZ*YmgID}$SW;qurH_ZfT)|1Cob?qnn;c&(+<{iYdt9Qe$obPZuYLPHg*%C}$%Hh}7VDR4R%QTck zp3FA`VLY4J&y-yNdMEc$e%K7`u`M1hzuJvDt$8@lNR*mZdcfg?JGj?+DgLfrOO!1K zAv9wNy(=;X2RO0ouAu`S)3QnAiCCn5MUEanbprgAC(|-%J=S)(jVEfV19eGypp#uB zloA!CCB743Oz>6kU$GTnS0)59O+7R4wZLC@Iy6+y?p_sYJI5X^ z@RO%wTHDF&bk@$I6%K>iQPAiq1Ao^zBHNT6^5u&Y6y!>vo?!tzc07oTRgV(im>1ys zIFXc>D^u@?CTKsJh{}eQ>6C&MsQX?R?7N=^@1D!kyBbks)18U1BX}xoTpz=9P(P^3 zo*?Sdi|dhRK(1J)<{H#`vzcV@J@KJ&kH`yO@pEo7wF450n1D-0*GdT zp4$ZKTXFyv-%N&l|L^ei7VFj#)Iw^KIEWp}0NHVu(ZWNspigfKvh}QhRcnu zb+-Myy&mI0QZJi4NEF2lu_xf%1`i>>@eCL|%*WE7YsvgOsW5Q#Fg8B+l{cc$1gEZJ z_?_EFENWN7(_jP}5*f4NXDRGw&sWr>?Z{k9fKGWdqoD^Za}?~4#oXSL!lQYpGMH5n zbN|7(j0bpkx!6HU<{3m z$b)gE#rOf!RE-L3W`PmRfxrW~ymX=L$gTs1@F5c0kjMbMV2k6<)q)+VlQI*fGwBl&xh% z=0%Q%)={w_UjxKr^LFSqV7YJpTp|DLQ)u(}0Z*bnA^FN^7=4`zuTy(Km}`Zcn0M5v zat^Js8ba$XABPR|2B4^F8yLR7gRVTdEKGkChHkn&f->h2^y=DGqVLT^V}tI4YR>}P zqP7+k_%F!xsB}nVD|x zUy37FvI*qZ(-C3lhItl)}9}bsY_JUSi9sE1G7>YM#pn_iwsIM^>8Qv8KP3>@)6?q1< zUK|oG?FuC86su6!k`A8O*QM~`SS5IQ+-1z`jj*Fj8QsS@aB;(0(3oxlw(MG*>Jy`q z6_14m(i5pM-;o%2Ge($cBrG@*jG^c3LjVXpz zoICND;e+;!aOlnYd1zTiFTDNskGQY80WA^x;n3q{xIopG*S2E;sfe}!*Wqs1cUTqr z#~R}KqP?(D{4R`Uk3;S{9}K@oc0yWr4te@>Jatb`XLBAqI5;g1@=ZS(#%qtFM}20D zMSO<0SZf^Kx~+uuw`AdYtEAxMv=5NIbRL}KF=lY!M{=@u9c)ixbIcO9zx_}NksWKX zWy*OlUp)~D4lh6^_TBJjffRjQB#s9%7h&nUEE|||00eK@{!79fDs*({*&#Qg@*Qv# z4Wlb8{qRS>Qj&IM5B{^Znp_zd2LYcygUSw$9M2KKK_W!R1;ry0RzjqVt5L9`IZc(i zOuAf|Pe)=z*f_JFjH&U$x$`f9>(@G%6mwhnW6CMm;yjzqI-yK=TRVe8l{}4648oNX zbD`0sAJ9D)$Tsj0`d5^~p*VZ^b=Hi{kM6<1Pwnd7-#ze^acLy_@1qtSfXX&GI{U8= z$V7es3HL5=dpHqE34CF*GG%?zbLkhMvB2%P0=TpMYv9+HC}H^;JbWw*=S(~TMe3iS zc}_Ci)EnS^0_GEOzbUM_SO6*}=2U)MFwDCD1s3Rh1m_9HG{$)t_KJ(q@XArxXMGd? zjddj4;X>%%5K7X@PQ%3d)$p)74O*JUL7~St=;$pZz!FsBy@P((rishG zN0MFNE~B8M3b^`JD1CR*k=6} znn2Kn=g3gp4wo4%gvo`8pwRRVf_HR~<5Fkfh35hsc1lQ$i<^X-CZ@r(LyAIMvka8% z9t%@HIik0WeJ=4a0KUmShuyz<@GMaV+SVz6>_vC*!m04ju?GwcGjPEw2eOx8vD8dL zA#lqdP-0qWid7^OAPSdR$B@gP99Zrf0x1TrDE#0xL1x`WkSaY$c9R08iM<20AG&aq zWv_0=Y)3}_O2D>w49}Xk6Ax!i!cQA(;Y6V{m9cpZKDK_uK`#a*J?=v?d-n(30$|6I zY~nd~D$G5*hPX{Gg6GAJ=)b5tMB?~#FsPBF)|1yjWawLR(sK#U+8qn?$K}Azt9?Y| z=m0OKhwYQvS*CrnB?M1yMA~vCjL{nc1>&J_N=gwPzLlc4^gDUKL&nnvX@4l^KZE;Q zC0JfU1*Tk{KtHWipfak@A>*^Q@NXgO0y=X9`@>bCC!38H*xeYo`e)Hggs zwn&_U87q?^BB!%ucm~ z@}4Q6_#~Y-fCr%W!!PjmbVYFoF>21aayu;Y|{29Dk z0}s&$^H4CG>Wv3Yn#t{%&%n$z6r}F@6RG9mRJ;8MsXq6f_{#KvpOGwYW~49t{4@mq zor9!A(i%Cq`0||GE<=Wo7}_SQO1Gh_u);A145~UH;`2*LbTWid)){!F%8^{2g5enR zh`)WJ1^zu9s7>h0SZEjw3>0Y9WHH+GMGdxgt5A_Mq2yM32J@h-ve4TJv$>=RN4xL<2YzDha>z9zfy2F?7rt)}>~xNq)+$F&y7A z0b7)Z6EM9`9M#@%(^r^7T8&{7IK^@E@D$Ph{PDdm_oCX@Mvyke%eTUqEXd%K&Yugj-jC6OAHi zF!HS;^S;%;!gy2^SYO<|>NCM5LtK~I1ez9hks+r}z<%PEr7 z|8El3_g(?y*ea;kOo3ieFGwtNCbEqwyDZ)k%g_q{whi7dQR>j*DC zOBOG)48$p@45arL!PJGm$RJjM%Ka1)bzw5G?p}*`eVoouyDLiPDHK6)U^=PYGlTj* zYyyu9=J@v2^U$9>g&cW*4U$5C!NZJD+?qWGPqCYiTPGBPUui1K0;|!pJ(@g^rLuI} z+!<8jj|4CAsRAiL8%XjZ1zM;i!OL5Hfpwd%fa|kHVC)Yka@>r$lh5))g?i7JSff->3qW z^|%Cb1Fzwp!xi+#VX@GB>o7FCeC7Hd@;7${dQg{uHeMP_WnY=_+9WO_>z42E`0;(iPu3HuY5YW3 zWMj_z=#@{#Ze9hE=XA-!yK>~HdLp>iUVwz9e^IJg8z7e!m3myo+ds$s5>a--o!@ z8N7Sn9)Vq+0_kZFL4PNN!`gQ>@Kw4Img*|d0U2@X?pR66M9WBxqa%62_Mq#SpU}F% z8;1OqfhQqL=KUN8mZJXX>E21O$0q@9#IUHj6DZPJ zOxCVX0i$4!b<>U~jwh6e{b&fg*8x0@nz3l1$zL!!sZ2eu9t6d`X~^}>VrVl~W6$_b zT(i&{J`|=38jMQeVecT^HZFy5@zpTPOPaVL-=LW1`sgKKpCgHcTkKvbZBBZiD5W}~t;gwPYGGgAg z34e!>%eO~p_N*l6naJ|Wzo%pU-As#+zJ?tH!Ej=%80NGCvDesKP`>^JI=3hg4gEec zv%i|xaw-@k)juG8wGZ%k`+9h~KZ)2BKO?no^hwLMFckOx732TqzzNCo^Q zQHU~+dD%u(T~!80Z@Wn*4vQv(rZx)H@S!it8q^xC(md z7DKbSd-2R!MX>CEFOHSag@qy*_imhmZ_QJNx@&51?!g4MCZ>REL=HHdpHHHsPYK3_ z$CFX#Rk${8D(N*o1e?4rkY*J=oLqVg|J2!u;?`y2_CYm}T^WS*>2}b+{sgTsxQNYj zTgcyJ=Eda(h|`5Gw3{bMEAk?c{5?ddFz*U0!U@5loG5T2c>95vu=p$>*g zXk$wQue?GNTfMNs2mZwq>F5mDGUhkY|Ily*hP5)VcqXNrZ{{!pg#qgh8ARM)pru`#~!;pWQm|5Lt+``Fp@Ua>B z_hJ#ex2_N_E*l{oJ)%_mA%ZVcZUG8$g(qt)Vb34J+Zuh7{0WF5Vbhgp?Xo!7b8HMf zHqivk8TZ6&@jvFR6QK&5C(wt}8eogOIq+Do^YWV~iQXA2(0Mn57Kzuwg}O@UHONB8 zwwJ@B+9z;5^amW44u;N0Z^-t!$?zu36i+;z4R20M)3Q(ULXmN~f^$2bg3FuT=-7Wz zNayWy^mpDkD8BXwrY&b)37I>>xVq1%+B zprA9pbX_=~J~K6=-;R!hmgro(razeOti6eG@CCZUzaIXRkHAg)7gNz$6L498pV0Jh zJiYm;jS9DwQTcom`dOCEP7ZE@J*WxN{o;75fTTaZvJFI_Z5NB|(dE!-HO$-gpy->K>!<(QGDK zxB;nbQHAO~cj0*IFZxU6In9u|Ot&Z0lAg5Rc*%7i+NdlE?K@iGtmIf&*doVYdEqU* z*|ZA3oa;*EGM__4X(XKx{*7jJb;GFUKC_l8`& z=&Ci9edbJU*2zH%(>+h~3kqx zM;MJCee&bqn=Lf%|9*i>nD&U|&YoY>H9ZhjIT{()6}NGg^*z}3q$D+|d0w;T-F0sF zW>viKTs*ER^1=MmbMSJSiaE-bilq*u)QIQ%!Rlb91MT|7&kQy(nzi5;|EkV_(b`*9#v!kF z7|+?e7<;aqQnUZTJ0r&@zBN}_cjx?PrN&Hx!L4_KYNV@Nj3*BW=zGVl#z{Mzfp0jK zuQ}^3r_UirbkE2x`*NwdtgfJUdXBHq7f!OHECK?u=lSpS{s~R6R<3ro~~KSx9f`|FJx9=^DcGn z!}Z@-TV)wa$vIUsd#52D41K`;4!_5}_nAu{#z}AwU*4t_$ar>Tatf&{#m@MLz6S!@sCF?f5vyTZSn0-W9i~5doCa( z6MZgWTrj6$vSF+V_o{R*mp`YQA=kXQdp^JLPJd~%H&cWA=~u$7b2!B19I}ENQToub zz5$OpIEx#n6bGt{D!6yevY^I=RT8Wc4R3BPA^bftRim77v-P- zFt$eap9VDxcjAk^up>)$M?yb8o=Y z|AL|F5n~ka%Xw$jM8S4nHRR2gfWG|6LdHlDzL0+g=?10PyLKX4DA)y3u4h2DU@?R& zx(g2)L}2RvaCn_#4N!OWq39A0C1S#>^{`VvI(<3Q<_kYBKru7ok>oH#D=} z^}A-CSSu_VX6hH?+o7A#tI`QL;>$^VFu4taau$(zv$gOcaUbkmuS9QDu|BXLn{oVo zIVv~pKBVwYgZ{l>BJ=AfFLb#)da_K8#y*Th3;csXHK`c>-aZVY#+g_o^Pw<7)lBfH z<{aaP`M_yTnV&_blcaSV49?QSN?j_Dx-TAT4n&g4FWKD5Xbsx>{3eWK7@>dZ<7l+i z6KJWrfO;3nQvKj8aI?6MKMV(gy_*B5t*s?hme)zAaw*Du=M7e|jN9_-Kd2^>{PLRu zqRu#yPv46{kmW0goYl)y)7(kMb;{DC5}Lx5Oydw)T21Zsa`& zNw~3g7#?xDXzgzQwDRogtOllc`4)+S>srAo4Q&m5Yvu^SKV4ufaR`!`=n z1a#LWpxBKn^!kM@kQSs4+jg44j2{a0{^K z9vYFN2Xgbl@+HAhr;m^sxicV4sSEKZ|ADV!U!dDwjvknr0h`QNwl;N}ph|5#wO7hO zUc)2s=F4=bKU57XKKy|HSguHSLMGfTl%TuQG@z$$R2WGrNEPE&8RHHJREWY7^M$Y~ zvQIE3M-j{VT?4f^c?kZQ4KJT0z`=KFuuX3!D0NR`nOEkY7x3}Z=5Mg>Hb<_^y8y^p zm0DkOCL>;5kgMS;e0Xzw^~skm`1_R>c%I@4q1+-Q^PPj%cQeRMLltna3dX$4)(~+2 zD(vzch5|JVue2rU%_kC6b*eVR+>OFU-P7r7_b$U@ep}#i{Rh&kZVYmnjH#_7OMiY( zCWmjz;rjQnr2O{=T+q6de0v*>L}nKeT?Y}!ozeg=Z!n!F?GboLgpmCTvUEjkB<>O$ zLwB8=PhOhEVe`+jw4lv~eB2a==I7^;ultU{(BBobKx-oPIJA@+o{lw~rqcp>rL!@8 z?FbXcT0=ye2AHzE!#BAWa%o=(x#RNF@ZiQNbnegtxE_~8R!i>#%dsk?TwewpXZu3b zu6R_>yl+kan77LI|DMx1tn29sys552)oVS;`M7+vEh`T;pBzVQb3X~z`>udAae&F^ zjbNqHBpMmN9-^vLiOZyqaAQgg2>!Fc>GBm|ld}M=3itrSnQO^tJs*Dktp&SOmLs2h z6np|7LDRIcw1utxlS0I)V44`6<(q+Yni`3u+zqhUlmL!&6n6gp0J2Yg32{h=zKPbt zblowu{`d%(7e!%e+9~YVdj;yd0wB7lpF~QE(TP^A!s5RZ$?e0QsD)+FCNVAi)j3D_ z%h(kqzb!#OrdXI*@f&pR_!}m%T(Y>-0(kax5abqj@MbKChbdVDg5e@1&|j@aRZg6N zk??6W&L{}YZ0i8isX=hdxS3r2@C;Pb(!oZf5ZOgcqWuBiV5_|C4mPlqwT!ZJnsSr4Y!e_N%@H6=eyOM4|Bh&Htq9Szup@*PTK8Qwm z+hNIAS$e-!3VE*1#({2)kR9?F98M(Rj6JEKl#+xdtKASP);>o|{msd=HzhECZwt0u z=1(}4KF|*_AWpNDX}irDp+%lFmRElv^l7~Wx&l#Q?UfW_W|5C1(_bL6F1&QmyJBu|5XJ|J#W zlEH%~Pt8~KgG_$_GFT-`!}=W{KPVAxhqu71$wU7f1ZW6*f#>g)&^-8_r>#)|^qm5V zcDR6dZdInQ-b&Jp2T`Q?mK|Ejycem`pU8%)2IMKOOdY<;L(|-Yz-JuP*AYRu77~O# zNp*1i@*I?Rc?;Bgm>TXLo=K+H$)SG-pMzGj4pdwn!hEL$c2}0u>FT>mgkOUzR)BPKE8;Xx@+O9 zx)}QRqnVp!v6Gwn;50Q^FpWDazk#3g*aK@VGUYz2^0?nJCyCf09+&>`6rDPHhI8%< z<;L}oLH?X9b?a5CS!lO}`^3B?`5!d?59io$=f-xCj|T(j zzgfxrdHdCA_{b=gJ{C?xM*YA?Ly>>;#vE?E*Hz@zg}7ETT^jW?g*=(lPJi_0(svon z)a8+_@P>CDmGhj*RlQ!1KD?jB1?*nPxA-Sr^O$9aG&MGHp02X^wowGPG<`33Szd_~ z?BB&z`Iw`U`H!&Ti!yrt>r{MpuOCb=?1oHpEqeBh71y3}1zp^Cn3~(4VVu4d+#8Q3 z+POj;&vVx0*5%amq!VIrbgdZo+x-w1g><>VInmIZ)Pn2&=|kknT)MG^X&@8Rx%0Q4 zu|AY&^tkRB{oQIO&_3A@JClxa_Qlh=-d;%>^u$UyHt-ZSXc}8%VqZ%q`q}YUKd%G} zaeq8mEX%DLOgEH#nFfcl6uGUbPB6|^nufKFp*Nz#a5>8$Djvt^m-Gt!&Eq?%)!T;l zg=fI)T~#D}VlY1cWdU)peG9G!CE!~p^GS>uL*Kf-LV8v`sLS>;sLuBUv$kxEDj$=- z%e~N@XLp$&R}smw4B=_(k3|0TMK~wsjsMf;z*t$6XQP~oM2vswleEudxDhjMt|ayG zT7}M#WQc$G8YZD7uzT47D)*9v_qQ~_Ws4VN%UM;bSSAfi52%1hVIXf?QXP>#SOI4Q zvqc@f+e?||=jV!n85W!9uUrMf{|CRa_g~2xXrucnxzkV>kZeDPMePLyIy1rwJk5$AzokXc=ieOA0j zV~0wCvpt66>T@7Gq!h$-(r`p;vB0lyIrH~6knI=zAxKUQ&-z;rn-1#YLqGqJ)bK$N zuTKMRygVIVw;Jv;M!(J>%jV$ z8YFHDfu=o~uy%$LZu=<*X$L9frmv#)`3+F?$_bvD?1gJ#+mLAE8rJ742ljf!P;dJQ zo^Q>D!?6O;J0^{HtT}{NTQ!l}b^nmJ#U)f;F_w6LIYy$+Mv#<6hZt`r3rqCf0i(sa zVB&cYGOBH;QY_0MK8Zx@($=Dvy8~c|d`Bw2%oA10_#4hoQ1m`eIB_eDOjsU+zT8R? z2F`bavi3djy0Md_^@-BNfgQ-20B%_x7CoDT;{;ET zrg94AVF4hCUKqPpmYyn$#$BEDSoS1A_u{H>{Ewx0(7zg@>M!F#mm0KhF&`{CO|kip z)1>hDVOU{aL!2X*(Qt1u=zJN7yY^j&OYavza-jx3z;atfALC)=#4Ok*cA6)7tT}2!VXUn3eXm(+3o|dV8SyvM%|!8z888umO<(QHFUhTfcZm|L1N2Cq`SG7 zoO|++n8p1A`)w+;+c%wL)tZAtPcc=!u??>nK8o!31>>6|nykATgx)S~yjwe@X_Zq0 z^~#OnO}G0)Xhs4N za+aZvI~1{;B-{U6WTLXo8gOoC1}Ne6;8NyJEE&hnENnlhKmSDZ^*7+_%2UC{c`R*S zG%E1c)b{#4npaVWPsYw10G;7W}5KD@tO|L>|z_lE(T(|=% zr=Fm5htoj+{t>u$ESM@zzd~iCl4#@RjaX|3K}~~&G-+23_IsC0<@bCcTc%va*N?`* z5@ynPR8vI?_f}AiQ74uo&ZmQlevsyGWw<9%{BISEoxn82o3TV~pDcM- z;6@d%1PUiKyz>x+ zN=Vab334b^BSb{W$uz z|0qb@-+^S>$I|{aA*3beE8*NQ86iSQ$fCmP*CI^6sfO8I>S%S4EZpb`13yh)D0}h~ z&iCJe#cmu(X*xs4zIw8RuLHM?+Mq$}KB!Ak;{C2m@S>}jw2^J(%k^aRRx$@VehiU; z2baL}c|8nyI-xbYt4Q;1)}Jxh0msB9!rZ(kaO+DkdLm`c8_T>0d$=@W6&8S&ia5bs zx#whlm$+y|RrEH-b8bX2VwR}1rVa+zF>dld z#`ro8FyteI)+|}b8t#S3ADdue!3l7bD24pvK0LD}b*$%4o-Wp!1wm!*v|q#yX6=)K zvUA-+5t|u;w!mLPwTF)pF`5Niw^l%QQ4!>8T&Lfbq|%693QxD=FOD@CS7%vD9Q-)i@gOqcY1!+t6O*rpY_7;jYCvL?jI2Q;yTW+h<^J zuWNz{sKv9|ilpm}0;tH;0)f9tIt`ok9?iRI55||)^Ja$~!jTI!$-R<%Iusg0 zEj%=_$LKDcbli&GzLH0c7fPdG<;`?Uixp@LYvD_bA0e?OmbAfmthYCUI!c$(wQXs1 zq~Slba(_7ve3MG!3(sNIVRI}}v(}*L$WlDlUk({fYIuqAJp3~+3zTAk zitSa0^_$qzgr#8q&sF$fb1KD}*=YR9<7CH*AZp-x19qNIfZxvo;8hdLy||0Rviu0Q6um3t7NDMj3CF^9?xA4F;2v77&M!ME9FP%o?96Zlh_NHYgc(Bw&xbUX86 z5t%L!+riOExA)RJ2Rn(J^nWZHXoSPv@*(-`0uJug(`Eni>7GBj@OD8aw(jf)tcdnM&_Bz-_0WLbXdZVEG$V?X3w^Ex*YV_`ZeX z*-iAEO)%Z@QjB)bX5EcnBB<1!-%L;R2TvC{yqf8Yk6yWvbGw(3#2eC3Qjr2{G%nyH z4~AiJSOFEE{}Du5P__5iBXm*SIBGhy4UTJOliQEtz_hy=3FbBti==1Q_wH<>J4M3L zhWEbsjgAr)**H(=apo`{=W-A_j(cIp7rsd3P%8RTQAr{r(?IRA4~liX2ohacFvD>s z7Rf(`1V;O@$TJ`o2gUI@HGk~&hC?^kMB~KRamdv?35&Is!BA}yHeT(|(}}i+G49tP z<1PEXE-hlb<}5PJCWCjm_$q!My$nA$%)?Gx0S@TifJJ7FH?-JL!M<5nux<|94{Tn@ zdU5@5YX$2m8d-wkgG%A4D<50gYvGxrxmaYyOLCt1CPiLJ3Dg^+a3h_IuZ^AQe!78zyF=28H+N$B7_3GPob9?bm>BlN}fn zn`tBeVVw1SK305~&T|taz`heAaE;9lzSO&skh3gbsJM+6V&x2*>`K9_$qpLADoD%G z6f{z80cABO;iYF3zGjn%j~B+^C;1mKmPo{JAC}-=!)D}Igplr>@%YrIcj!=`CvN<( z4L+*8K?eN=;9?_6101_SbDJG`^RtO;vkXH#>vzI4{Mq!-?eX;4#zL^Hwt|LLCe%iD zHx{iF=ZESvfaya+xVI_?v>h(tig{1KW!@jb5<~X?ivS26f|~I;#9G7(Z1QB`)A2Ys zcb-#$FR(*hLj@3^Rzqgm^pP_rNl3vp8RVyx3bo{w@NoQh*!t=j zX-arXj@^-lZ`x^_-2!2B_gnDvOC%GEA3&Ih9Cbbt0%j*= zsFHd#w2zh(rwr!ln7s|!kH?XSr(VoAKMyQ^v%a>;7s;(~Rl{(dOku+qDXh?#4)0d2 z#AY#!!656YUyz)Lv{Ev`wCOc*?)gWit1A)Nn!CtnNuKbqyec*O5`_HIng6r58jcDR zz$Wn(NF?5X*wg9cg@_hUdX5Z;t5uQhtdlHLLk;gAcbaT>GDX*ha?z~sOCgf^eS|Ho z!gBqehHF}1qlnIN^p(dFc$c0ccAkh zYT(na9{6}p2~ST5AuCF+;;B}3@K#0!TT0#{>;A09@{-$yW1Zf@O{TS_KI{QAsqe(B zdJ#1BjipU1vOz|Hd7p12z}0t6FnP03xbnhHp|_q0(f4@1~AWde##@9;kyu6!u84=-L&tGTf*+il$kx?B z3!zy25Mx#_)=2VAUbpBC^mpMmoy7v1KW;+8Q_0ZNmx?%rqU$}BDDw-h6PdW}f-X;&;VWQ?jmsY0>dY_MRt ziZr(@IA3^!Xe(I2X>Wfp$*w?lrUzNys~>0z2*e(_SZ#hP7xS0*kQj|?D9_Ii(g#mL zfSv$l3%p=>-hS+?p$@A)43ja}SqFfc43(+T!24=yNc+=M;Ce#>>8?zJnSl+gujdme zugN0Cycj(8_Ap#1QzyKk6qvk49dBV;yQj4%ZJZJa`Yg)IH>EJu)g27=k3i!OS@@2- zV7HF|tS=YAg~ViR-SM2*%CZ?2zZniXJHoiF60mwXNTtq*~|@xf|PMh+|}f?3aRBClhwnQ!_C9^i@cUw^NIp3$4IS+xb6hyO4#g$PoU z2?b~ANH`gEEM%M>1;WX0V(-ODarz?q3O7A@CO=7MozaAsrs%5QGpOd@;i5}fa_pI0 z&D-E)pv)QAEHZZ*7GhR+il+5SDzTN z^^Ot7fk(M{4?h#9U!9!Zj5$V20-c2o)%M(4m8(>D_Am0;UByV)s>)dl+Hl(G*)>>C z2%5?|^!$rjZpO)E`exZB=DX14OLSIptF&CW*G)2X-rpEbNBj!^V@g0xT=^EEb?D}r zg42?qvEnKhtDC|tGK}X2Q4!afm7+EUvD1*=?PB4 zu2f@e^lJzni&?|bV|q||uLSH|FOp9p5;SJ%h+)L+C(u0F3hSD+@FSx-Qa#BBKiz)} z|GRaDl$eU}PNeFxy`CysZDvOb-ljmP+a74qD}mGkRlLq}Hgsus zZ{8;S!NmoWrhjlN@(09ERphy51i&-wX}HM32jw{BkoM+I*z@=?y1A`fSouO4qvyTC zAyWmoQeJ{6}h&lw$#!{ zRICVTsoa(sq7AjGInNol)rKM^moB(x8GniGW!)bYE52o&i~4Iv!}f2UxHO~|!8P6yh%c`%juIAvuy9 zj0D;B!w?$8ew%IeX`atQw1nxY?hk!Mw6(S9^XjPLBc%eW8(s-c!iVJ8u3AXSRCn2; zpO5%9G4jk@mb)c79GnV!x(iR@m(4*-UDu1Z!m7x zE)wTD2|d(ZSd?L{M^~9iiJnsfw1!qgOVnj@{wUk`k$Z$pJ(UKgdm~_adjgTJ*oTe3 zX(l^N&qF|-6glo`7pHmYqItEwkY4u++$VpEWV6iR%90Hp_^~9HnVY!_%5myKk@P)OH>CN#qT-(JgZrsT<@Z4F#^6h@D=r%uq zyHX`sSAC!&bIb{nk{3<`JPxCSn_@9e)1n2k3EaA7L+)@@BbVD`hc)aIiF2r>qF-Dj z9vON}9AViH%U|4~gL8}&rYbeKVbcn6s4-J1n=N$7V16FivY)fA3Lsav?xDc}7K-C) zyI|*v-#H^9bRBv!leF-VB6@uljT$n6>D$*)<3c^GNS9%{f>Sh@`4hVU8%3j*l_EGs zU%?NNaCaw+#iM%cKrmZJv2$oC9xrvqfsXdB3Zpc9mUkSt{!+!o5D6VP`fKiw0d3;K zWqPn|-7~s~aqJFW8n3ulVhwqptK+$+e6T^klh~w5MMJz*sS!bJjW}F4lkiTJ6<1hEvA*sgnBq4IzgjYv zYnUCR$gfT!2lbYMUt%gQ7sU~usn@`zI0kp~^TGJn1(^4_feY-OOQL4z(P6J^!PY7e z>>q@}{kaXGl9ErB&~g;!Tqe(Cd)tX-LWgZUVw5)%fI({Gb?MFQmghVd-b z3edTTaxf~YMsA*rHyQST%>jvEetnI&YpFkKoj;w#DQ+QIngULKw*v zovyl*BTnvp3SqNjP}XhL8wDOo(&ED&jJNl6CkUeE zgURAlcoZ`N9k^r&mpzB!&jNSgSd;5uh4ks3vMR8dwoaa#P(t=E?Im^;C0O)S%rd&Tq~o_~1p@<7I?ep4=nH^mH!0|F3jY}v&1IiwgUrrf8PGv3G)HDZ-vxQXhFcY7*&;nWQEx7DAh~B5e z$-uyPL|&Am=({rFKDh>xzIwxW^oQluT~n~z%|_7(kbS=m zqC4(5L%L=n>=*u$6&&vE$}=-i@H^5P|v+_Y_Efm z>1(|qYeaTn9TxWChSvC8R#BFM)3tj)P*)fM(Yv@H1&5!!#MM$0>$1oUH+Yb1M09 zPdXkk$_LsSC!)Rh42o;2MS%m#iQl)|#J=9@8Z(-n5jlF~8M0b1Mm;a%dUe~4$iS>B6^#e3{iyQ=M zC**76$1+||61Q>p7TBLKla3wI0RwvPqbu$0jO%?4r`Jp6cVum#88n4vI(id2ZxAi{ zDTI!5rQ}4Op(5Boi@q@D=vtTtZCCuEH;hp87ztFHJ%Z7E4Z6`opY6@-fUC9l(5lN8 zpg(Ce@ru3!o-@t4?B?YVt@~1*ly#JDeP*i=-`PkvTzDo{El7rWxBa1e1s|8s^2euo z$8vXFUAXBl`RLY}EV{OIFL56fk3zJxVOluQECU@o2}gjk7R55 zyI9`p5pIG;eTw`))ELI<}?UwaNrgN*MM+jGBUlDLVCl@sfDJLhFNTeRHIswbLa=?>|F)h zZ%m@q0!^Azn@na^ZHGv&1f*+P4Mi0h5Hs#H=ug)m@gpV?@3s?AZ*&=ET(AJkQOm`z zntp^EStGb?Td-2S-1~3a$lpo*4Kt+k! z-a>XoSp^@&1n-?i%7_>rwru%_y`}YEIw^xmSq=O2)==%+`=5BSwz0AO5NFr+I(Ht6 zOl9qhlkssJdy(UZIO6sDlK=j$`{D?giT^*otsO-FvWFiWdHK&lv0i;~wrPD7N96P` zd)|Nc^u-bAd<@6N&e8hAalP+DeQ~zwsC;Bx%IDUHIPZJH;6C?Dp!W~XTmSR*9x!0s z+eXH!mhYM?Z?>}heYE(~p?JJB2B9phpSto0pZs;MeE0QM8=$J`!;OMEM!U%63UQy`mD7-DrwNDNh(7jBoRfaNMPn)UkL_wRSS&+mEP`#FwhAIJV z!_H@0uy`QfY{x);T_^DgXs>O?h9RCl+r5JW1-1q6nt(NQ-4pEN7bNbw+jHw4A3qP* zU{C*`UAtZPnurGq>gqa)Ok5Q-ai;rr&p@GnUm|Yrx63_v&A%JP1BIO?Pn=_HW@KVw zYGq_>VPR!tVHP;aNpPZdTfm+`k>z{>!GWTy9rzp~9E4&5#TOaK@T^R&EKLHHyeBBy1_vttn_@&v;M57G6BJec4LU72aJpll z>VHu*`8P$i{{U%iX>DQ@IOE?G)&Gm4#y=D_|BW^?I8e(maMpiOH2rUi+W!&H#L6g8 z=O2pv!GXH}017xvP@Mg5igW%Asuvun?-*$CUldLMP0{c_K$=*aO+3Z96BH-L#pqv% z(SgSQP&D~BnrU#LnPZ^&o`ZoFPGS?|;=0o_*!`c_3$*;#m|5vMO|)_59ylwjr2i91~ z^Ph11Xa7HOF#Jy({*?jt^XL3ua7efq$zJ8_g2pu&&Af$Ctm86&Tjf9j+k*3pY~M^C z;8xVU!D~!S@y|Su=K3e|ne_L)C@oQziiOB=ai|wfc8W%Va|7w~cnNM|>sfke?kpT@ z7D-LQ)VVqfyCLg+4l_saF$llGY)FtAIFmJ0D#wr+Y)Pe$f`u97ywmK0adRer^a(XL z%wxG%ROrhSLbUTrK4UyEjcVU+VCtuq)8D%^xo_nos11|CyfO_$cb89L4hLw!<6v7l z(7lL3Q}mf1M_)qn<91~8NS-pn1vGuxG;CZpnY+4bH6y2Sj+HChh+DHlnP^6ircRp2 zO&XscLvZ`xpa4&x!t5Z0O z)p&WUxjSYG8(tsDnk~P|PARo$zGVNA{TNn?ZGsH2xT720{n`TyUrWbk7iZDmc54_R z>v)KG`i$A*D8`IEGiL+CEEsL&QD&*xH`p3}kB+H_fcVoljI*CTjr`@p+$>P1OL7&M z$1lHt$R82bUatu{f+M*1b!?eu;wxcctT=3NZ0D8Dn#?Gwe`3UhKQV6MirChKAHt5g zF)w6vsCc&%$lfN52%lNA-gkGbF8z$jxSUNTs=tC^raN^hOynB5MlvnVncTjdX!^cc zgr4ai!OIR5)7{EECMGEwD~#qtxj`YbPGJ~Mb-rP2A9+CP0ZF!gi7WJ-Ig92jh(j-3 z7c(xa=A*ob!;Jl#04fDN%pLK)7jj6Ju2kGuN$mw+&1RBVy4eQ%=aU&$(*-t?I zkrq5#xewyrpQKyXjpE_@)l`kQ*H+;hW9u(3G>>0O+BV>WXtRP_3)@zZKo*80R-qxy z_RK~Z+x+22wwZVDa%0&$TzAz{uGFn~+p-V*T$_vS%)*#7*gxBywbXq;D%{-|`IUln zfGV@Q?>zxwXUdAa*WpH%S#lZ2BsO(#A+tsC7>T>rMU&RZF@~%1h`OOTJ{9lHoC?b1 z*j`U(^)m)=$9)Cci10LU6=`EkJ=&@ARzddq%;#97b2{Vt-2kiYxd?_CEjY5_ELY^G zKC97kmTes5G0pe)F!$B((y%YbDQkOxdNs|n9XooC`|jgz>RG19T{fs}J9HvGNPKjjlwcpWWh* zxy1k^xutKI zGL?JisLyA7``l}*^FhmKV}vVOIP5~-yVv4bU9-@4JA}3GFQr?Th;SF$A+F?_dCcPJ zVNCrdH_AJqi6{GJ(v<~bRA>Z%RX4G6MH;Ihi)&`c}6A zT9fC4d&?WL;*~ti^v(z8Wd)%5z!QGz=fIvqL0a^}7JOHfGd0- z@O=kfmy$?s=$g<{8v;o={CJy`2lV;Wl1JexIBWO}zObnleO5Jws9K-`ysa>BWGOY` zzlLKJ_R);mxp>Q}eApwqj?Vw~7uvdPXi575I%!cFw3*jKe2NK;yu6&aeh8$4YMCf( z^K`oD+#8!IowuRu(pD_LTAFSau%!6II-aP#1jGE0rkZPR(p_CW@cGAdYNVTNbA0_n zP@d6EBOX2`FQ150(Y2y7N|JWF#EPO|NQzEkIr;0JxYJ0=!XhX;83a$IrvC0okd*a60qyGV!>1D1k*xaibO z+E{TI_BP(;tzB9M7p$ifJusl%ljZ28DcvA?IJYVNl?b(Ht$@BS74T}f7x;WrKqbWt zSFaXEw`WD-nG@RL^CAN}Ra}nlk~>J17pv3v3ft(dM~KwkNQ3s&X*k_JpLrg#h;D!O zi`^^J2Y-LdK&VkM(_$e3Mti!+bB`>Ds0?TFOw5_@uO-R1`>NRE`#uN_3Wp&5RK}>y zo{jX$qpsrFjP0{}PG!zvgVnHiqX+hn)4?jj zGn=19H!;c^#z;)JG&9gxf*#&dZ$9p)4n}`#n2Mnm956VS%Dr643~q@8{b#q}xupzi z^i!Aa-Iv5n9vP?Gz8%MsAH!(*yyeW3EuBn9#xWeKUc{}>RAeq$EMqeheDSTSON{;> z9d7H|YMlAR7211^p=0zZYomV%t8ja$t*`(rI5CGExMamj91jD|kux~yS2PWra~8`u zwQyFHu4Ly#2IFTh=CKdb0_c9Tb*$oy9J;&UE#+xs(=T^axQhkOldaiGbng#EW>De; z4ehmLMQ|!D9;u`6%wy@Dhrdu-oisN;QXFgVbjHl^Bl2o*EOYgdJJX}k04;@;Ao#73 zanbU`EBy_cpKrDYx3LJaQ0XJK=V~(&9g58dD;iOQP%?Y{fdbi390Py9p2JprE~M~M z8*_eF8XmV8Cm;7Nq-8D{z&9>oo#`8dljldk*qtNndetsw#ZMi2Tv?gc@;;$-fnE~Q zrbd77kAS70UFgGrG#cumO;dkOA{(-%Qu{woVKk}`CM__+&-N$MlApIgt@jQHy=95a z!Xr#|&}Yux>kDYlwH~-(CPlv--G_Pm>#3*BF0xJ83va6nCd2(pDF2be)X_N=e-)4b z!>RsQ@wyN6t_TGG76Qk;*2CAkabVjOXRRAQNI&e!2Gb3ZREyyw;vbz*`r4b2cV-e^ z=jM&Y`5j=7&1-}rkFfk&)0hH{+nj>ganxMs1)LEVqd}bq;p|KUnii}|$HWC#Rr!+; z*L;u;*gfJ1X$sj4@B)W$Gz3<5)ai z7=u7*&>!A92(seO1BjE+F-rUWcn?)f>AlusJTFX%2BdRo-`EU#rmp}wi%-O+Mmz71 zizmm8QZG94a$^1(>#EgNCpa8>%uD9_?0w*Q?8jQ9qEs7yUqc&o6Xkatj^s zuEP;BQZza{8(w7jK!4{EShy$$pZF?7`+hlrMOg!xu~-2%?mO9pb~e#R3UOeP`J3#_ zD1fyc2T(%Z3F>fR68+p=2j6{)5NA>g64X3Q9Ks6VMT`PZxgdmYOgzfle0>KFQc;90 z4sVg)k$YeptwKMweBp%ej{&ElsW9i1EA$rJ;I!O-3)&Ah;#U3ibDP7^_X~S;+FUdaDRUh&ilk6KHoUBMex^X@=@{6N zDoohVN5T8ULf|`F0*#Z;qMrN4wEgr4B=c7md`C2(+IANaF^Gf@o7K^+E^8cb=7NuA zt{|s|OYrUV1W?J}f?2)Oc;u}tl|Iyi#YQe;Cm{h^a@`JuQ^VlSgq(bt(}VQvPT;Kp zQt24=;bLK;q5Q@$1n;AXx5)VSP0$+`SI=sMUg4xfH~0Z6@c~NWg)sP;&1a zTIMGW=^lbirrjhu@Noo6Wesrj!K+ZxejFk;Jm5rX>;T@PY*IYh3g?AVvA^0D5a)e{ z-}&{#CSw}jVwGfLb6*y6kFA7_8CiJoJP{nmk-){J?eGbohLbIlU~}#qXY^(kv?)iSJ$9ea zwrqY{qrVDI+pC4-ym&CF{Tf+za3jup?+GIfO*|oUQ4r6#Kt$h(QZ=J1aQ&(^42Oom z{31bIlo~>2j@Ds$rF?|N<*<3D3LP5x1^e7Dpdfb>q8RiXRxG)NMs+X*TA$#ww9dje zi+kaMq78i)qXdzoQaI=RR^DEpE?@>r$%4-kl;@&IEzhe7l8+I$-s{A6g!C;Nk$QY zVLO;xe+JBV%^=m(7=53W2kQ(Sz}Hlrx@1j8#@B3s`$C`AY`#m1?*$?|@g(?`E>5ps zv_T&PwxFn+Um!}q2&x7<;ZMfIdnx9tP4CcZc)X_@Ma+&wQ4$!Oi^Jj8@g2nTE|0ud z(8p(LO|5%8syU6Jd7!+)68gT0gD`Q1?uO%36IIc`$8Gd9y9mELT?R2NJMhtdf2w8^ zgol!2>E^!M=*~S)dhl#K?9x94LjxPJ6Mr84IFF^LN;9e1;(Gey^krJO!bQ)U0-aukm@hR)6xu+LxpB?#aV=nN}=u ze^80d4K{%8wAsk%R|Hvd;V2ee<3+Lq-Vg(?JfLfR;b7MddLZW(%E_(3Ca$3{K5r#9 zew;vy7VCi5rU07X=MRj%0gQ=6Q7z4z)H%omrh8sTy-#yU&EHUZ$7w)-XC+R_@}m~z zg3#oB2KO~vVb9st^p)CvYFb-}-JBC_yz@Mfy=o%NN;3q#{VH@g;}T?yC!oyv>#@{z z9(wWMFOg0*qpp8*@vO3S;CQ1MU)r~k^5Twxsn`LM`Sv}2)0PNX`(EG+u}ye!(@(hk z)EKv&G^2Ae>agw8e2$6XG%D^LO9h_hfTm?Rh^QS#x;u24A@3Db{elllT;)vKYTl5L zEBtgnZz@yWVbY}V-5Srz?FGxZ!Z1?V0(=7(ZBmV6VbaD&WcT)q;4|Db@tw+t!y41+ zvQHfFE1nH6GQ6NpcRA(z@`P7?;5BTwlEB($4ns=y66%xf3w(E+AT2x`zqeWCXF+X*lWPQPO-#ktxnPg?B%?%RAthjk`@PY0h{d?r1mw zJ%a(TCT<9Mw`$N4WkjDk^+Ed23n(CO2kKUJ1iO8Fc&A1z_;jh$kh^cOymmb7WF|8w z8cx8>7#Z;E?1zRxRhsOxXJTHhMy30L@tRMGJFv2&F!)9lT-MejZ{qiK3_ zRISDbN5m=NmRUQI#4B;m_u1144jh1Yo<}(WDZ;dTM+JPm5CH-=A3}fN2H3hxfR3si zp77aNm?M+V5zt=)GF}q2dfCG!y}LpXB(M+(-ZmgU7b;;<3m2%`_Ke5mSk5GHmX^gg-I)f9w!Qf1sf2m%_7Nk_D$13ewL_b4a_h zF^W593w;&GV7R;v^7ecHNxxWffcu_@Pkx6`pF6lm_8fTf3(@|TLa5dgLVw41z#-9I zIIdC*;vo;=-8VzHUNITMcTIxr%iBQL=`OfQsZi;_TF$B6F_5)x2o_Igp|gGzP+A11 zUy;J>-aKrVq(paaSq)*9Bk*>g9P^Mro|@Z5Lhn;6-s6@nu(ni~E~=bHrINMK*2+q_ zBGS)ekF5pM;oGpOeJ&i^QwC)%br5K_hu$g7r;M2sDDxGQjTwUAC?G}`4~IdEr7m4J zC_oBzDtLhxTQva~_RMp@(Cdmo@V>L#>G&!m@k%fmdYb}&Yr;Cn@zTBuaeT2DckQ8Axx`I}EfbgvM{nMu&H zClo#>D$vG7Zcz4f6Af+)gY`RAsZ8)S;13lgKkl}Y=Eev3{irC-9ao^&2d~2MqiWz< zq)c_>i(q`dDoyZvPl8x4j$@@N5z&Z&@uLX8kucsQa00oVCS(UVQFE^Tkeq zY}psQ^Q;y)B_(ij8)9Md-^HBF^2xCIRvfZY)u;1o4Dis6DtHQqK+gUNd2*bOqZLs~ zxI!o3Y@91^Zg(8s{QEYUJu(8yav~FP_k3awsETR+F*4_JI^xtfV0pn3=pA=}8#Nb* zcCrS|iJi}BleuFv$z&CT_&+3C*N@|M12duGYddUM)DCwJ@WY)q%`gL7l0t`c*w|wL zkCrZg)j`XUqkkow(6xky!>_;~G!4489R~f5!{oT01g+8Oga?04Lgu15c*=fRT*R3| z*LkVY~xL=Mvrk*7a_C&&tHK9-xqzYOgB_J=aN!z{Ed9TPAdB0Aa?w>C~ zAF%0Qx#m8Yrl|8mPI&@P(+<2#TVQ(nIye|DNt2hnLz-Szl;xfVUzbFf$CpLEJh7%T z5~fkJ_IwwCaAUNGJJSA15KCef~D5NV57PP(2f+&;dRg8 z!lNM=y*-K2Tlb-TnJ;K}?8Bkcx08*LJm|D_0!Ps>zm1xe^X2`oS1CF`IL5u8bQp3A|&gAjnm#rD_nU3)ms&55n-Ve|Z zSqGgV7twvD2Raqoc$K3pITcWjE1avrZLS=AmRF$ZUs^~}Y%gkOenIi^1GsXg5S`H) z31w+gJW>5ZI2p%Jx5wRux8ZgiXSYdIX2}E8|KtUEu)iPXp4*Pz14m)10Q9^FCd#XX zNVw}MtQydQLN=Si)wCj##7EJszDUsZR7bZ9#UbkRJLu>5K%Zg;@^2TT8VmK&N{4E^ z?|oxpCycPD4on`Hkz_f6Z6h^uo~vQ#I)a?Y!4k`LoB8?-$;o7&cfe3e?ED9Ph&qDtw!07_-6F( zNg3&wQ9_cYm_cXJ0-6yhL@)jnVLGg?;iqoNxV0*rH8`@1nxRVkdm05r+s_bYB|>{P z0-4qBhg0=(@VBprAV*~pJK`(IKI_t8bao7~K8bz!lSBmPkMbyS_lX9&K*r<*Dsw-k7Tyf>_k3h+lP3lH*Y0v zRchFF#TnQZ^Z;M(D8U_>LfG#em+Bh)VEm0@$d}`ZkSMwhifbL{LU&K*z->QRv`V2_ z>z*2b&PouUm4nvR5qxxN5EVJ)Oy_)fL!aN+fZ)SlV*Tz8`J@+skNQxWvPhpDFPcg3 zJrH0+4xPijBlTpRR3%o?6{pjmisLFvQM!Dc0+m`*LgGFsA*0iM=tYVVj%r;7hx$a| zx#JTEQMH5IqnjXR)>~qJP=HFGm&FP@U&EZ~6;QkWHoQ>ThKCxpM(T$+ z<}Opgaa9H>SUHL29HS8MK^g{(-;hjqEi7QImMn zS&g;$>^hTG`8P=hZ9|$kJBa}$8YZI@s7#nfU8b9=l;9`{Nkn~xh`gm8l!?y zVQ(urVsR2Xw_SnCreJurAP~>g{{W8$N|5eIB$@uf5YfCtW$0q+2)TM&3=|wv;EG8xSRWFk z;XCAEtMea-d1=kj>#l*f?O9O8szD?72+|2kzzg1=YA$(TM{kZiVVwqMpgQ$fhJV{n zXeoINs&#f~<@T}WyMc=27*Cn@btTXb=daR&FdrzZ^QKiLGj8%RndS{W zS@15t4@%PI;q9PM^MiZ4xohT6W4CU247j42nK?cVnK@rMeZ`eTLePm@6Z(|Nn(xJw zsERkIHJ@SLKT_lFbX(7;*eKF-&-kHM;2|;7T?B@wg;|9>33gDojnzc$^y0jmutr6p z+3U6?+@J7q%?;;+@K!%+FqOkjMubt=mB836JIpS_Cm8u^J5XDn(0uIBW_tL6G&L;N zZ&u*H$$hQmM89m7=f3Yb2ZetZawl8sGryLpuuDq|!S7`$%Uk_|yL!JGy>OG-AX;ZjA#&Za#WedZ1Y6wbS$AeF|1ZUD3-R3nGLCjf&i!k;0 zmF9Clli4tX0@QF|M)T7+S%SAMryGAJpqfFJxAC$f%@>}Db!Qys%_^Kvi84deh0k+O z2|a~g>tno)8W&)Ag+D~Ui{$Ew)symw+0AprH0jdbiErYM#Sk6CPd~d0Lgdcnl!(uS z)K|yh^TQc%d(k6$Mbraag=8V&iZ1(W@_Q5<`~%xVC253 zxxvxAd4uF;R=`W02H!bHEv^;A()f6?XZw5*pLv?Q`p_ljw)bkL;I#=X&$>?iveIaF zO)6`fvk_@`gmDkNaA>|#eT+41m%`h&2!m2yAa02(YPNs2g`GrifurscdP3Wd)(?9# zqvr9rJ3SkhnH}WzAFZT$0n2DbX&Jky=1`Mj<6dsWU@?TReMa`2pH9QtgXmUQZ`hxq zLZx_)^wQ?XYX#fg z@9j|>Wc`)ot$D|FDXgG+;b(X1_>-}7#%SvqSPsL`dr0WDZ9$_ZI)f<)yzG7fh}}3r!M;zHH&^zW1hHjn->ml zq-|MoQ0*2?qu)BS>Z@jPZD+;Mt9E<2sm3?hxpi~!s9QT>cbhR!1W(b%-<{Mxv<6mV zduFC+7;Qinj3+x$ws2zsq~~qmI%uR}@5T+po=Z920!=^-*K$9tmZa7fHc-3&P9R+#@U15&3nnjnMhwSn&zMnZ<(;P<0VRPl(ap!DnFI zxd?yFmM29x4{x?x1Br($z+-9^yq>ZP1QngYvxSe$cy$};p7!AQ*R^r3M2Lg)^1X0* z7C-fvS`M$4NCAIkFz0UQHV`{E4^9vHqZ#9gko2g79Qu6-o4z6w`t~g-ehPycjUVt` zD-J!MnF-iE17h5ZCu+QOA-(z}=SpfGoGuq8kxRaz?pj}5pKOoy91nuZsaBAWJ`SVm z6zRK7Xot}vSlR6h_usn^fnFbE*-(ap5;wq@t{$Wa-y<&qR%6}L2J%On@}zgTV{fvM zQ!-pg)S{K(#^GGDUvw9IGwwq%s}>SpjpazQ@eHz=_L1}R{2rT!4G*AyVqK`Nz5}@z{{q(S66vko|=i{V0ud*Co<+41ghDS(O-)pYUy!^y0Zaa z`>kW;G^T`XbM@)jk`gGKoB{I(R=_0Fe315c277OS{k3Cc^hh+Zl`n?(6FSM(al#Xr zS_iHhp2O;}YJ6si2))!GMKUyBfaKp^WYAv@mgnxFzj?0PG>}=)mj2FkiD0`H5wmlNw|7=Giv)ailCw)k!n{b-#F$ngo zMK!^1c;)Z@kfNU3B<*-Q=I6ebvcqqLPE!a_u1qNNfukt&I zHQxZWH?9*CcLcttQsBIW9%|Cm#A%9hFnm@T7QBwag9UHE(R>kBcYROlOIL0pp`WLbukvDY?DK3~J}&~qm@*PyAWxm=&%*0zA{id| zPJE9X0l5@WI@Pip+N^JaZ`&Vu_9FvM?Tq1BIY;v3UgU8^>o4%~S7o8Z4clOy&L*gH zRDj*TpTX9t>M$S`$uVCr0?yfka6ze#WUcOjH{Cf(#DJ7uM*N9wlrxN!o@o02=w4_6I9?(Y3?peqIKAN~$wmE~aT{sOX>xRMsXDyTnH1V$k% zplY5J6%Gs{?$hg$@#8^NM$2$(2kOM}NH+go!X~^2682+TnQ14?Q z@FHXZXJOWE@;&$%I<-3&o_*7VOIzN;Sc?qpmG6SGdDR@%^@=pxJOSyYpNIU2Z_rfk zjZYntr0ZXYVWYrnoM-D!6VFScVE%CqbUrJ9@AqBcT7Nvamfr#STVnLOsRmiFMi*v8 z6(I9Zp>TI_JNUUTL4Fgs3Vz*a($XZT+dc>jvK*jg_Kt%E*V9(TnYJ@bHyt@FOjXs0*om_A=)rP~X{CES&O6a+dAMQRoj)vH;oQuQL z0aoZhudff-K3os74ijEu(R`edb`APQuENb_n%MRATf!P?P!Z2^a@1Lcwpg{nTmP%j zUw;*3H=TiWO?l2jb8ASiD}^;rrc#}qr+8s$vQ$O?I0T#f@vM6PkoBce;2UxZ4Ax!( zguCG99|Uf19-&8BPPkAk5$x_{5wnX8WTm44ZToQx@`vSM=CCL|;WizN&h+#2JRN|y zcbrFaSQz%d2t3dPf8$;7>EaRey!A8;st%C7<1Q0E%PV+#^#okGXh1icO{P!KZBkhO zlh})R!7(8raOUI37Vk=k+{$kFad{rZ?t22yRP({hFCD7FlEG~Ddq|wT4Zd$1CQDD3 z5Yz2VNN``aO?Ouf2}{1t%ZcNMFU4uR-_7DwJU9vjAcXf;{SxU2cZS~SalDh3uZjHT z^_+7rih$|Sr@K~1gK6;|IQ)GUd@+cFh5}vsS1%vOcdent{f#g*8$-DGHhjEl9%Gk!zT zjYc9PnL^e#%*N^;uOrCgK=9>6vQcL(U?CGo@y^9nS#q@P>kRyEX%lbO>_W2WeI9g9 z+k;wLrKskJ0#^V28Pt^;c;$aSlGuvRoRqnBsCcI=jR+61QGc_9v%m2qsN;QP;L3J* z;;{q$_;HFnotg+#}!Js#&vga>VA@Zw-8%*{PU$``J{Q9DmT;a3BY4XTFl zpNSwIJOrVxZBV;P2wp4*pQz`J0;P)?6ZHbups-~I$EM*XG}pzVRFCgy$*+1i^o_y$ z(it!d{)3*_SwqWO8QMw2Y4-1%=)+kS20ms%sdx@7J(&r=W5nploGOlc+!)BnekS+i z{jjX_N4S+$0~%)HX$ho0;H zpnh3_fYt)=NI48j^5;P2#9hwmYeP-^eCFWybK;xbo`m+z426^~7j!-;4F)CNahhBH z@=Q0YK}dT6^6mNqE1dYjI&GM^uUZE|nfAcTOvVDw{PA78TVVfe5%J#L4>_Wd_^j3n zgyyv)z8$w=v#uRHT5tx%_oqPO69HPK&rdg8oDR7SWgIoHU_5B7g_h1=12)l@K{L6N zcXss+dPn&yTG%xm3VnQW@zPe$hl5tFeI77P zB}jDe8`aqrLdex!_~+Ui;G(z}|NQov*4=S|GLse1^k5ZHAwC>&jd`4@Nh&1nS21xr z_lC2sGSnt~=Tv-OkHH*^QfM;f$A9iWCDQ~((b@1HAeK}FIz5)SdTlXX#+?RJyjWp9?jM|jGO8ofczh4{C=?-HnMG?u{S$#ZwKHn?<06_#=6+@ z1Rq%vYz>Lm8&H*hGRQdE!kF+PCTjCEI-YtL(@DZis>S{ZXSxzre945R{l8J$u*hm+y=$Vr z*)(Dh49*PGgcn0NG2#IHYAC^C+d81LUyQXBd;w+X4{f!##c0kTh)>L+JPOxgFaPQA z-BlaT#acu4zH(CFJcPP`coSZ2EQ}h?##cwK)8(N>NIRk$Hb+=NTapsdS^W@ha<;*? z05`ZC{F)SJ*nJj!67$Xl@Sov7up5T{|imFU*nMAFq)3scgS!D&J-^fb!St#P-=aJmEM0sMd& zUN4A#iUd;GSq#1V>p*PzDePzT8lr772)P#t`Nen91&$KO)ay8sjo_oZ>Z0%@Q7_n@ zgzNK#n7<{+-|Q9fU)}`wKc&HztSPi+G>){`mScxc)x@JNgiQZ4 z;g2hOljIXJv_JI#d>fNszCSg@N2hm?*QfbW%+wT65;+BJbJU>Yq9T2{zZLhRdQv%S z1b%MF1(CcUNVygd`K$PtGn0Ox1CB?4d9Mcx>?XsYxGYpG&w#?yZy{ts9zY2I{)>)Eky@I^tGeGRRb+G#JRI(7h!K|(X z#P_omJr(SP-B$aFbv{3gFP0_+2hXEBu}VmL!lOQSfFap$|Kb_G=VAN9V6b~M4_pPL zsc2R$;j<}(%EP@#Yncs7P>+ElJ)hu<4~u4&bD^Z59EzWkrYEzl&{E~?#Fg?hJw|*y z|7TLnrYjX7$CE(f-3G{F$O3R!FBm5n^ROd3bDu!vvaZb z*G+iYyGXbz>kUg}i^1^KQRHsG59N~+(Y{t0dQm1C-SL_N-QXcBRS8+9I{%Hbn<q>x+NwifxPelyuB(+2V<6^CrgizK>L$;fNv8Tu3myiLi2bl z>ix0p&HjWT~ua)=p zk|0RRP6l?g2p^P9#`iD&0_w60rLel` z1R($S2)Iqunup48!0l@W_-Z&cZCtJk-PbbUc4ib@dMQW~%Ojw;Vk7c+ZjLwD7=!*# z3rObpVf>;M8h+{0E}@kmYbF6(jtUarebMlF+FO{EUen|r`W%*R5{CYcwXkieGp(pi zMkhNZXzzr^6mp$zGotYg4i(GLvioPyid~lUbtdKfey@tF;)O{jGY>rpc?%iuz9Q4W z&!F>W76{9p=4@{1B!>6%Y%X{|fqh7tPCCAcERnr|GWO>Hl*&^+qgGgYY6%$i)PR0r z7zA6((Z#WzaP#v6IC4RS-n-NWcT!T|=N1LBz*ZH`hm`_njVc(X%_rU8Wa*a0RbVuw z8Gh+1!tv+7@y=yG37I^I^p|d+JD0m4t07HTdSE%8Lu@!`&IWXT!hc+Q%@mn-yx^o) z>7oTU-hlF!X>_rq3LdYh$I1u4q2l5{WOHsDXl#rD5p83rIoJWU!yD0sc0HV*Jp&A~ zE$Hh5B4B1diXzG|U7l-C9Yh2mJo+Ws&?8IFQ$^UnaXE6{qD2M5y1{Rg2E3VV0*e)u z==suIY`)|j`DQzpt{5?=v+r((T?_7jhx~cSx)luNY8_Cp=NZ^d)rE&2jqv!$An;eO z<=8p}(L_^8>U-n|xUA{{t=NS`!BGa>-nT&dr)oHe^y!wBS}>(blkVal=Y+kofYTNM zILzk4#CpC5ezv}nSUK$jyAyI0Y4FqRj295^6pW{?xC-kF8^KQAkaMXhi#*9a1*dMX zC`m+`zAAo)Z6N};j0sbzyF(mu<}(?ZG|syoyd7KHuEK_Vd3a>B4fwt!!kvebBxvH- z;T_chM4xvGVy0?B%l>09U-bkmdN-4%84Z#zsa~+La~l+1Dj|i1b)Yu-4K17S_`6+Z z;rLH2;MgAvZkDoi)z;Cbv1RdvD)z46@-$MoQ@2djmV?yZZbq+1Jc0y`R7I1K2J=xSNKv&<-fryjo;Cs>vK2BEQ z9D7B<>7)tv8&QPKCa#bjH66`zAAwx~3t?uVF~~hX!;RHD$I587a(n^@VO7;i_&=N<5R@({`dxMnXv_(n^8pg?!B$Fi zgR5SP;ZCPDNk?vU^7=?N*>pbcd8)*&sLY4+UR%H~HJR!zltS8{yz%?N3?l2IPQ{7{ z+_Z>+D3)9x5K=SZG z7&z2NDhn*hm++|&QeX*f&gSr8T`untclN}36eTaK5LJ5h42>UJ4PP{t!JM1vaDB^E z(9C%Z$2?ZTcb8*eylV`~Cj4C+2u22-6aRb){XZ0)hhL8GAH^HmX%EUMWRy)x&viY8 z3Zb%!lpWc-$V%Eft4UKzMN4>|>s&=hh{#B!h>VQLNMG{1e}6!)p4a`l$LBidyw9fy zCkFK9)*W}zM*>ySKi2+v6E#?#ZCOj9uno1*PuR%*ca=NU`Sj*S;)Ck>vd zVU6&N5_U7bf)#ApCo1iu$}XD5!DLw_Gw-Q=-BWVWg=_kXyQ4%VrG?%^>)CV#%f?E6WiRzHAW;t3q# zhsfp8Q?PinDnA;bfPlLqu&%p^@b|{SLkD0P)rFA!{-{YDhSsyU@Wj0s8TvXxR!WCA z+0QS{>vF$D2OHRgCFCGNdi&1N-*x$UTX4c3nmZ03hRBXqI=Iz*lesS z63&=)VR5}3s#2!g>iDUW6xgokLpE6vAfKT#+i%JJFvHq*PBWU0;`$2pD~SBPK3{pd#L}b!zbtWr_P&t(ZhYm z@+TV#(f4;EEVFZ{{Ok+p?fIVEtPnIs?{8>SRl=7pH|d4aL!`08n#&|)*bE!+1_le) zQ=K0Nsq|7D79UbZc}NR_A1Dx~T}?O}X@c3c{gHXD17cx*p7p*E8~uNx{MI8j-hCIk z`{YP7XAh*x#DKq39m0HzI$-?b`<0Q{bTNY*s5C;UlM1=A?-J5mb}+9g_t~cC_b3T8?mu{7)oSD>vJ9DG;EF^M<&Ge#q(XpP^)r<<%R+rXer0X zUe)aDCUyR}{t%9K2xsioib7UkyJ(5T7IR-bLDhnJL^SU^GV=x#|M)%he&q>-T(d{3 z{dviu!w^-bzhi;Y5_V$HbF^5sLn&kd0@{7a?Y(VCl|RH1$J-HIopI!ipAq^E84mlv zEShpuj{7{0C8OMG;Mpk8e-M4Xwpxc*Zx12E1NNfd{p(1-_D`_ei{lAd84hq<9@5GqS1u~o@GsSHO=*=}n z7lnxv$m7>?=9!jJS}>ys44|jGiZXdBKsJy!lV`aD6Qav*^!KvsOW_JBXij9*gNu zL+PzJH@e(0SClwS%wEl+biu7A;(e`{I#1UYnDIhd+%tjin3YFYRHo2^rr)Np~DK^89S02)q3+aL2mr}f`weX z@euUYcky|dXVJFQh9>Nfhlz7FIZUo#_wxj{T9xw1TfuZ`i3zrLmSOR!!_=mIHGR{5 znl6g+Czq-T6o!US#T)OL&8{;zoS8_YW_a>*sb(~=%}?-11yB2P7_f|MMsMB$XMH-(!0CnpuTm6;Ef3V1t*=k@&0^jKlB=FdG9YOYA(jY zq(SIj@Esq9WJ2j+Bz-zC9yUsw(ZbF`u3QnuerIs&hCW}ieIu8-{6Lr+pGb9w&BxSB zX4EA4AfKEx5^80mu>PDq9ed`ywC|Jz>ZZM&PWUeZ9>W4SYtLs>9Ypj*Uq|XJsEOaq z{rKGpqiLUfJ$NJwv;C(jv~r9glc_sM*7wYS%ySRv{Df{i{PmM`b#34&e@@ZOkvT%{ zeGol5EQ}gQPvcIzx6+34*W~-Y*C;xz0o9T6bol8r@NuspT4TRUUkZ%$p7?n@E3=e- zy|NGu_4`SINSS*^264ON14OHbllRd5PokK_J3QWZ!5$}~IDu?d;o=_%}R(dMd5rasT#XL*Nm_jNF2s4jXCO z3~S!f{8swmq!C8cm(WEQOi6O}GVC^8OBAcz>Aq?EFxajPY|ehDEQzK8n_5Wou23qo z_o*cCjT2YyTS_*ot>WWHW#Z}f-q>IgO=Y$}v9U>Uqqd*j@M@r(jaF|<492yYl> z%{LwFU}<@s7}eOxuB45|U8hUv(LBZNPWy91LnVH0`%pfv)0+Re+(hQ@FlI5^htfLt z_hfO#PDE5YP}NFzD)Zf+$xQN-bZwEaT=#>+t5B z1=k+6le#OnW5McfR{CNzjMHA@#5iMdcS-@KN94fLB!V^@CD0Ek$~<#^0%pkgpeX&0 z=-kBD(sf^|5gZ{Y@2R*9Gp_{leYz_5G>eq@NY3D+(AnTSU=HE}V=!!}AEx_WClT6_ zSh`t%VSdGN&Hvk%sP)GNF~L`@$z;Yky)@9 zuP%l&pH2OkyhjHfiq%M0%Rly~RG%MRx5j3W%~04{9m2%;7PfW770mYrw9L*C@8@%% zb!DvZ{Yqwk_rF6#w>6nO?J|oSW5_E%$@9f?qfsmS3|{Zr3$Z*9NWBgON3R`KDC{y* z6@a0^hsgPC4Nk~?_I6DtCJH`BLro|fJF}XMIj=8xP3oLPK4Tw$AH!~ot>n{`UF7}> zz;nz5>AFoikhK?s$Fc_0TK2^oCuF1*7 zWUV^q&aI;N#-T!t6ucH{tbD_U?F28L&l(?1+b ztenNNl|o0#g^#e*`Gt(%&MaqQ6Nc}b%1jn_WAC2BUGGcpTp zlg+r=_aE%{&!@PsvI61jonUVti5s?AtdC+e{+@CmQZGe5PF9`o`utsDOPzSjtt~hl znJP+>k7B=;t|W?Ia?x|R7Eaqf!(>o9bFDVxcXr6*Yjy+n&Q|ADL8G{+`!cw5n&kfe zt1xsZl}-tWMYHG%JkmGwMFNZPXKyh0nMndM|5hck z7{NDEdf>!eqNFT1Xdu_safE00A;jh0M|q8qO`cMS+_FN}GXDUk-kpe9M@R8iKV4p& zDbJO=q9}K}Kx`tDA@S_b(sHxWB(NB{X7)I|x(qv#8rh~{ZxPy)Cn}kJ9j8i0BL@5QB60G zzp+zG3H{X?O;-$DN97i5p*6}+@nA(D-TB9gPwQHM(`Kd2r@fpQ?g-)6CI2v7sS)0~ zp1knbD!RYw7QfX0DZg^CjrSX^Trqv3Y(?bcRC=Svpu*Gc82whfRJ3eq0y`Y1%ymAE zo=V;t}97}zc9+$eUQbgkZVhk6XvndyPm^dzj z*q*OLiI72?J@*9qi0tT_nMJg7$93*E%$L72J&$mHgm)%fh0oUBJby_M=4~d>YCej7 zZP|Df;zQn(OYBf;D6LH&A>Qb059x6w)HUv;q2o_VlaDUL%JypPoOy%Pt<=J>Z82wu9e&$nT*q>FAy;1 zIKGTaqb(nmxa^{z?ANnKsr>ptx;|e~D!pca*l<}oZg?oNCJF!l{TF)4xm~(nfnnQ1 zWm-QVh4`PI!|n{t#)i~E^x2lnxE*Z(ljm32(((bYQPUEyGy2Oi|HNbP@@LZX`m(%# z=Rep4g^K$2S`IHa3imZCRBKriZd^Er$|a`!vEbv(8x)9r`-fqdr-AhF%>6_)B!&4r zkn_aTz104AFEAdd2Y2L?zNpHe{Z_;r+GCf>bZ>25lj+YCg?!Rli}d{7`pCC zJbG*za|;W>j(w_Fw{iv5<8kCjk2X({w_wxH=)gKagGY6`NgruzkAQ zu!ZNIVRWCRXc)CaU_qxK*CH1WZttQ)CInN}^4>Jov$nvU{znIA{ zf2>#8MIJg{WYab@AzLYs&NPZ=GG1A%a8hryJh>#ToZg$4RI9M%v2ECHJf38)eTS-h z)vQ|M0vhhGg4OI}2vJO?{S0-JR6<+EszrE=|J+wOVGL)q!+=AHMc+ z?2~mf?o{1kEzN=CpUei#y|$5V`TU*C_vposd@o^}ubcBfs^=kRCC{HFj^iI^rjzf- zk79C27lKL@u?4Zr|B@GeWLk-r4>KeBuC`3ELYBYRTuXaz{fHdF=a1e#iO$MQqY9T| z=&_F)ly(aKR{aq)4YKFicl*KHJV>;!zX6fkC`X-d%0jHa9o~87un$w?76TTd%Hawe z&!5E6lBwKR(;QA0exadpr08T#nv_qr$HkFvVZ3)5v@!)AV z@T6P6$`Jbzi8hNfZIHPQmy$Rkgzxq6FKw9Aj)Iw;=yJG$v5(?VIW%XOWN%k8q~x9tr4H;k)J>gU6+_ z%qn^h{=4jiq4&jXMoBL^XyQh)AoUmPIq-olfBu`v+!(?;C0EI_+-Ag&yh}vqi_x^{ zEHfSb4;DYNkgTeO7Ktp^jjF~ig<#B|7A769(w9fOZe<=7K4ekxH|B7=7hmARaO0cM zsiXTA^{c$tn}85_JU&2vzkI-^-ECu~Z@yvn%E|0x#vtDORuRt*^x>6PMzUFg7S?%4 zmPb!e!0aan@L{zfKgn|NbnF8m!_WFCS zxqJ!vxWJHSx2m$op4Z63!vVOUb(6_YK1Efcd>Hppg6V%(CbzBqCF1^Dq|b{Ep#Sy` z*m>*m$jn6uJdp%zS6!~EmjZ<`)ogg~dsg?%kSR_IgnDW%Ufp)Z*4njfZ=oHVbMrA~ z*S9gvy@etlpJeIS?ip-Aj4#!9dn)}pS&1xC>w)?t8?vKUFP`vw6YAQJ;OWM9ko|rL z13x`y_H!BT$w0o+ULEqn zoSHaZg1(n7qxDD=PU}oVZ*xaF$U5BWm_fEMXN;p}it$X_umLZ$FQU9MmpYoM@OipQ z5QPQP!X-I$&@MH8WQ8x9^WT7s+e7oh=1AA?{Q-sj-=X2CMIWE|hh!E;{E`G_FS|E2 zZWt_m5VDA@(yStKk!4t2m&_C%{~=TAWohg0i&RM_o|^x=jYT;x$yQ}8L6_c5;>Wg% z8pkBjJGMWBzK(WiXO&^6B%Nt*pNF}pHMl`R5w1vWaq2@b4!WO{-v4ArA9Yl*I@8Cj zIHMYqqa5+1;1A+5kCD5ThG?4phNx=>6U`zC=}{VjGJ%h^jd!EbSHj`xvXE9RnTg9c z|B2$qwWILheH*Q$s+ZBlF>kBWX-8d%vjtOAd z<4IDS7yCH$9L{_*#DP5xIJnav8E^K`p(%3w#R6R--ccouP`)n`Ki4GZ8XS>qE@Gz+ zeMaIfHMVx}abotu2!)bExM1o|sc0$ACGBJ~1#3lD$J>y>jqSMWX#=L3iQcF0i`=ic z;mapawA4Njjq|)i`kFE94p8Eaf>)~A=1X6HD zvLT38evlKsI}v2>o-wQ_{T{RYZGy9A8JOgJ71^P_kj%MG{K6FJ2%*n4&OVoI=>HG8 z)^BkvEgkO{1PlG3Z>8VEelnN2>X<#Q8VW&Q$oA07q|XE<4Sjj|60Jj>z~&US_1m5DZXDeuI)F(T2P{m-Q~<`3|5vKei* zs$g%En^@%X6>M@dvsu&ShF`w&!aGICfK^?R`e+EeYQ${T=$p*c-GWesJa%f@YC6wW z1;fuQL3F(ye|2gqc__?xJ9>2JfcQfE`1OH&^%#unzXS%O(GW)Kv&rfYxo}Upif(H& zJn5B!+1C@$+Ho4yqYc@+xZN}?c&BJi;V9N}d_FVDeuB|TCVYnMeO#T)5j``U-KklF zvglk^Q+8TpT>BmFOV7aHW-&Y`R^yxM}ncP|+VKzn$2u?}I{rj$LJ_TMcI?K9G z4d(Y(^yPZx?(DfZ5Bf9C<8rb)TRllnR3y{P|7I?MUA~HFx9)E;RAD)dTRf6kpGO8PN(qCoFDM7w`MK7H!{);B6Pki?$sTJ^N1;eT~l1)yC!g zam^e)=;R6dC%2jUBx%yK0;68O$cQd0J0kM1)$? z>6#jR%i6Q>Yt=%>s}S<>`CGV7-$*u@55j{#$~0YSE4?x`h?_3HftAha+t(62&*3L{@Ra!_e&Jk{{gYfFhb1KIkZbElGdE` zLeY}Hn1B(|g5RlhZ`(EcaM@3Gb;}Pr^G6=a{{{-*jhoDW)(>c8gkX^Hx6xT~bkMzU ztV*e8>*Jqc?tmOjTJRh)0iQ0enIysQUNecqnk3Pry}JC`s4^^^D13JXt@wjU7(}%> zY|Ny-7(d^Vj8)1Kc(Ceo9qoc2R|u4wUMr}R^g*9g`CRTXvn=%mKHY1 z!j~JPWosVW|MfO1FDBvBq#`y^{2IzvW|JE;%qgoOICV7%`u|zu-%@?v_j5OjJqz&s zem3(y+$nMzmyJNb0{oj7NZ+O`#Z9?mY*@AupO^F=+q=fVY@Z>o%bAUlzl|_UMT?tz z^k;U7VK7$``mc;s_*mZ`*!;$cN==`TfJJW7;^<_=`!B`Tn;*%W6C;syxRk9nb|+ht zGfCO2c3l2)6BdmjIMB2QhClAH&$TCDtKJUNezV}{;e)8^|M0$Q0GQB$kfHGgZ@1*r zQO)s!#;nA*Uh+Z14NZ|zy@*czp~-KHujBkVS-vUwkF;z37t-t&N;P8L5!n77fh#8C zOJq3OH?`w**I=OswM5tlU`PADROPG2oo7duEQ4$RJhH7~FL7Gtf&tS$Lhk8Mx}>LF zI{nl+k$<8wRv$6NqEZ|7c;ywGdb*RA9M%Xk{*#E13tpUr33AKFW{M31apduL+PALi28ksJ=3|2 z?t*Ia(`6cRCimv+R03gd`vtOcdc5DzC^qJKC?;JSCG=lhvYAmjn%x|50!OD_7uh(B zq;q>t((juuK}*w*iFI1Y4FyHMbr~lg&8Ldu4h|9pUOEeF*-X5Xt0oqs({aAzo+Rat z3JvU^!W_@%&^``T?2-N)p7z9qSWXKRLEb2;=W0!Tuj}zdqf|JojG^PaAHz~( z6GE1+fZFx{m|@m5L|<^k+^%_mLuFDnEPn1;Ds>>WW~L0qUqUd=swv(#>R(3 zuIHPy)@v)h8ao}c9!c*-#!Sa+5C%BOK|IACD$!9`bo4SPFTDhb_D>cdGgf-M^a@N3 z1rAbf56b9kL~(t1J~+ml2JWKEe~pwXEvTYPq`7qUiIB@P@1B5<+E%=JvRHW6tI##7 zb~MI5pD3m$U;#OgU4n<*E>*?HukVm3uowpRCs;#wDK^~?#B#w0iJ4`E^4;dRzRegK z-WDh~+bemWx|jOiIZs~F-lVB-0&V-#%|iEWz~5;)fHR7*LD< z4n-qo@HlG!Itb>I7g5b}JG57p;hT&S&5cMwK;#TjpZQhnMUrrh-2Wnb>m!nQ*qzzg zyp+7UaSj&}T(R=rLK=VkB<(AE2#b2^2sH~qQjIkX^cK;^6~(BG8pO7_gi_hP<`{AR zD8l}IAtNl4=wyQ+lW8-6p-p7h_Ci{EWAkX#r}S7gY6 z^vxif)|&E~iEA+Q^(Q91tOdu4eN@Fo;E;q2?f_dm2>V^wjSt&t7$3}MHr~LQ12Sll z9mi9o|Jbm^Q&?snM(t0fk%0IYk}o@yQI|Q19Bu4iTj%CutIGEe2$&}||f~;oBrFJ>! z*cmH|xip;q7~P0>ON!y&bPnS#Jix;?U$i8yWj=jYk~=QOe7wwNtSr-n%*4;4+3p1x zQFIjhtx%a`Fng=z$HXeOE%ynw=I0e_DX4b4OJm#|{z2 zL%4X`2|7XJ3Sa1-Px}A)MBXk-6KOP-@YnPxhPE3}v!}a}6P8GWhT2PKJ9$vk&$DpQ zB!KI(3#dto#%}ew6>2o_vij%YyhhNH_e9-5V($>7H7{d}uB^sbUu9`j-wYPJHN8T` zf2DYIV-V{TcY`Hei^IccJ^t@@uxZoe2>DSin)(l>6Q00m|OfrK5TA@sORXe ziWPC$NNV;bch9);roNthqG%gU|B()l*0p$kp%w}qdem>ve@GHFkj63-HeE%Zf9OYf z+x9zLFJT86@lZ@H+B-?x*dYE%I9E*`_MP;48%74tImbKH6?h#F=GVSE$@ERF=C;n@aUk4)YI%{`_t5aJ)8Nhi$in zKCZ3(ko+Z)9XJ(?Ij_>-*OxPyEuL)Ay*<+4S}%x|rm*qe+u?3qik9{>?4|it)b{!V zndAWUl*_`Qt%OY)B+GBw3p0Mn7R-GlaGqWPF!(9#RM;Ma&+i7YKS*WIDxXdsc08Ci z2IWKbrvsJMzfA_T-9^8x<*?r>c(58u{K*hQ*5Ut(+={#fFU>f5adB^AeL!Fd4O&FY zmoWCLtsXbjgs#0AJBZscUBs;^LD+XW1jy=;-6JhAU{nuQ>sKLPzX*3+SCEfQGDtnA z$WPvNCV&4G!@mBVDD(Rex+1w8#!Baj%+NFB@PGu#lgvxlGwv(G5B|cQF|qWEPbDtu z9-*OUJ|U+x#-?l1Ic=f8FY3js6&GOkgd9vADGw$8B3uZH z#lwS|eAj<7vGth;=0A=_fQp)EmC$WBT=p7?-&aUuUi?D7gC-w%|2|wg&R~wq1%Y|{ zgt7!V?(k`w^uuKnNY*IO;DWP~t0{GmFMJ5g>4L7YH5%JihvDp-HfGZ#yccC2fN5W3 z@}EZ|#Cai|b7(If{2WZbn(ahQS|}Z}K=2eSkK^QrGSTqv*Ko^U$zBf5f&H2sB!9S0 z?Al93D<4ImyM6)-h*(ONM-)oMX_~wz#tH^cdr>a15^cNw;?Iy|Xt)TwI9?@U{I0R+ zbtQ#3eoJF7V)sjzz4;8XD;h-tpYAxsgsMBYkUdYwlK3$XLCpHQDJw_McZp9;EefdJoURt~^y5pgJCb zXBt@Ik9F)rz+;<3#Jwd~VK=MXCg;C!q1Si|nHOq<+`v`L z_wsc_rQBgta;~7@ksd!fX$~x&sq(3bBI)|_r>GZr|2O3VqrCPxn|=EpD^)*2|LAvN z{8)Fm3!PwJG(N-5qE7n$+(jhMpGmc6N6@R^?P=qdckE$0P`pU|Cn+|#h2LdAa3rCPq`pkU@@+>& zoA(QvnnYK8M!fve7oR&y3e4>~|rI6eII|#0R8vHcPp>-Dn z*;FlcBz9`zi_pQnuGySzE8Y%fRmMt0-niSZFJAZ@g{-|MUwieR^q1``1Zd>5i&5W1 zj^{RDY4axZ%=Lq$X$)(4Qp9>DoMYO(4Y`||glWBhfW6PtX?d;&UvO>_xoiFypEvfx zze){W_2?nf(XPay|97tRxh=hzeT_|3zYMMGEuzGQUI+<)O8z;WC5tlcu*7Z)&R3Sg zbZ#)+8X?c?1-&FIbvSe$is*-fjj%X$fHf~mWxrovmzuuQu#ByQtXw+|s!n8><$y%&ZK7j2|1`g0=A+Iso6PtZ)+RyO1DDE8z; zDy$oBkh%NPsnz!|;rgi4-Ci0rAbAX#AY@){Kh2``&(o-K=ok$5wI|Us1vD;v2d*U~ zkWsCAsM%6PB}Q}T;CC4`XS%?WD*a_9`d!l2xo6PlM7L-Nv*h6P2D+@A_m#w}mE&vGliXT>64WDS!(VL~s$ z52=oYKJ6S=Kx=i*z#?}mE?pYLrV3pR^>i+>-i5(BUXi75`%ff`ESfmkl=-ZWCLhBK z5z=Bz$&Lr4NM|D%Z9IZn=PxHdT`ufWe|t8y^fZ<`onx=$-?Ouk`jp0IpfTBs%BBa> zkxfU4T}&I>ICCK0HQpp|ng#B~@DkBofzDghN*bovZ!{8|R%ye*a$F)lwgUrOiaU#T8Xm zW~}aDq;%?Q3Cbpk*}$PgajV}dGQuJh2_>e;`=`j?3mvv+_I4n}+mHta$?*B9Mbb;n zs$$EY?ZVmeI2I3Vz+mHl*!=+DH*XWkn*=<0swvJkI?Y~g|Bhpge{k5f01BG~=FM{} zZr@of%wrxTAu~kOG{J{Vuzf||cpCDoNyC}GK|VW{9))^+4KiljXrlI7Pnx&zI`Qz? z&7z&lVLdGZ^0CwK<*qqg2MOH=gJPr=gF=zmB2U(9D)G(hwYct3U(AmTKvb}>C-K-N zn6Jx~td4Lc<3)E!^ePiJx34`5mh|E`H+x9CKSm+xYBKCB9mpsXe=j7O&Bo zh`Bk+?8mSjWbM2ULZ5djbQg$Gd7y|W?`Rhmj5Lt3CFAg-wiWxDcc4LZg$!*FbVM(X z$KnE5jXX?C?IWdH!zPFpwyW@(bvH?rwi1#pWa(MYG7>WFH@wcuah*RsFi90bA>=Lj z&u{?x?lvYP{r=%Utq^K2WE3@De!^jcQnGG$5`1Irggjj@d}jLmhcHKOY`;df**4+V z{9p_uA%cdy5971d#Y@B9qki?6I! z72llZ$v;xi{>??KRQH%mt_)xYmq*aA-rX$VbRjpfcC1kJ3T8SVwMAK9<6wUA9O}A0 z@Z!sh`Q6C-BBLRrXsq`f>NIN$t+r0&JHl1C#|k;VGI;=<|8}2fr*9_;2Ht_$`=i_> zFpJsT52Nd3<@i+f_snn7e?(XOkKOV-%EMBN#l5sGD-N1pz|#L@D^jf$dE_BVJk@`) z#;6qf#f*xND>N(g z!ano!RR$F^@2ukndw=k^NAIKUZy>$7bOWAb7xT};voqB7ip1H?q9S|L*ou0-1-b>1 zygo~XXAgSLI_ABhp}Pv$llc#5fY8~uRZ<}8R2fANE*-?Ztk=+?34QTx#TY1TA+$_$ z7KY2uFY9eTaoGQRo?dmXkJ(e&;mn5`tw7rE*1E1ES((mYOgYwPjKC4tgC zOvqXuFeiH+YVno7%P`=OjI>33jU|7vpoeB=QBw~WT;H-ENotCGxX~%d++N3`%d==# z^aS#G^-TP>+KeA+2I%s(;C{>ggZZ_=xMUv7u3wL0`)})VyXv7>-mgZ~EWAs7Yobxu zehFz+tYIkk_(AtkoS>bn78ZzRr{$+dGF$N!61kxXAIPq(6PI_%2Icr_P59 z{YYyqX0x_|eVDS4!TKV z_Jb4lY<$GhLl=O0Lsw!MeFT;doAy{mkNPCZM!1}XJbkR`>88IgaosRq`$P&dd^(2k67CUcrN-DrfsBTQhMglF$)`AM1} zKNaqNd1_#VCxrt9Tk+9tyvkQ%b5zy_bQSE0%;3#)26Sw>75H0EBmsme`2 zjBEpWF!D58^CitjI--x*qs?8k-C`ROs$_Ba!346*vV;C|E}*+s%3+nj_NniEK@|^u zCCOra{?TLr7H?&DaC+#!&3N)0bKXKZUKDHXaro6Fk*JG}dAZ?bqG~ONkC!@4QIt znqWuW1XfR7NNk+-D~0H82kG%?A`9fSNb!P1=n6T80{<5FTi}8^p8AunCqk!^b2W_A zGqIod#q0aE>~X(5^1^)xZr>Y86W(Oe9rK>U^h+RuP8i^;(rLQ#M-AG9W|i;3$Kmg8 zOWjq}X#VA;*g0xCsuhZKHz}L7AAT=d@J8_e)JC9v zfDDbvb%I4{D*OB4J=;@so(^&Of`w=Mu(HAN%stKw>%GJ@;eIz+S)UA>Qy%os4h&$wCTBIyY>w>{rx_;6?L=Q8(uKKbNx`IGl?{WM@gTYljn2lPKr7siLlpn z2mHIO**LG0taSEWa$)H>EZdd~$I>*M)$1TRzXk45m}?3@C~%3cF3z1f3;#E(q#^q} z*wwj@(RFbq+av!F1B;)Miz6@N*K8Mh(N2b^eQ9C&RnzF9!aV68|MyToegjR1vdBce z5KP`S5I01(Dk@eit9YDhTQNlv&Oa*uBqKlNp#H-gx_VbM-L}uPLTzr8*r|C99(+_2 zPtvR912-JOvbwbu7ZVHE`rWTkZZoW+^x?${_nIN(V0{2AbXr8db1W-PRj%NJCdH6t zLk9CvLCW~~Y1QReB?lh3xd?+#-XJ@2E>c^6P4V0H^DFA^3E7M*`=oh(RZP<$gb(>+ z&i!UN(kf9E9apPIUt~N-S(ktm88xCAQ^L{5 zJb-8WRMDLoTWRzDKXld2rvFMAPZ>hE-(Fte56#`Ov*2r zCb8MtWAwXk44rr?h=}C+iDy6BP0u_!CQ7o5rb(uA`G3N0=T)c2ku4MSaNjSGrj8oL zk9>V3>}zTzPajlNe5<)h&Owgf5bt2qK0G0^KUZ)iO}UC2IX_s}KQDSk(U{uDg~MpC zJDZh~z|VX);`Unt`0+Jr6_3^D!ThDWz=jVL=`<{76T5{jc9|GV^>1gZCp>23@2#Px z`<1zY)CrpozXA5%mYjZj3P-PG(@mcH(CO=p`zx>EvQ-gtaF~K0qUYp@#S5gFsNwd3 zKgi15fDtK8g1;i@v2l%LZ_5tSr|l9wm?p#T^fqFT796Gl9-Ae*+~=UsT1C*bKGBIM zZ_;HQ)mYb&geCD7c>n4o%`ErA@W^hqJ;#&{#2f5*dxl1NZ-)JJb6hm9!;4x4W1;SmTCa4>fT_?F~D8Q^>j{-9()A9d;~93!eSF zQ0%e;`c^_;<=97v_`D2*=cRRy4@A)>*Ky@n0FrY>RB@*o z(U!lApdMv@qmJ2m<_n=`un0{J z`f3ryG{Y49C_GD&Uj^CR8$VFU#woGD*F&iF%jwKMb^t9>?VxK*H}1r2TCVRjs+iSO7%urP~}TkNPFyEQuAAecW&s- zPk5fefUoh~+c1$u3mr!jMWu9ozHQf;13#ZD)aT8rVsCYWVB7YK*2>W_V zwLg-Fr&HN~PM;;W zQlj8=@exE;>5vQPM}oN%e-Ic$WxiGMh3EJDkD~LAr~3QjxJ_iMBuNWtX-V!mmv(6> zQc@|E_MXxp8QCLS5*67Y$vv-geWPeerP3}fN+s?6JHNj@JUnpk=brO^zh2KL>9lFG zJZQWJFKp_|*B&p$?^!xhW*^LBEtbIPWFL8QsTRgADaDS^O2Lun%|9O@{PVR)R6O`g zWL_4`YHBLG5gH-y^XV13bUR5`4o%0N6LYxnVn434WITFKa^<>)5BQdVpR`|o6t3vI zi=OoXRy|^iO!03vwCx%D8g+);vscH6$%Ky|D!SISTD<&XqQpF}MKYpq9W8r%QWBMI z${y;TlVqQ}3zy0h#AARHHBdcH)|X5|^~P8@|H_s9wF^gW4{PXKm9yag9`iYsPmp?g zB|?n)u}=BRu=!au?#*jQA59gm_G2&2Tqu_Vj_s z3hMZ-MZvk3*i-SE1uivbGhO@0?H-%UP0zc^Pt2^ATIw%wcoH{+HyG{0^M_fICxiXG6|$a_-xMr-m7n-yn1^W&zbE@{oIDjy#+t-O<^_foLVH= zHt?>P#|XD;vakHj5pVh2TpPJ#g(CG;J0P_@chW&k^Df_h-JExpy_0TR(^qb}{T+>} znePzV;{c?tY52AO0-sU+mMp(@KN89O3!+b$=P^qD&^&_{`!zH7 z8JFc}dZlnL$8fw#AC29K-FSI}EAP8@42z(b;T|xONB_KuUA8v7V9{V|y(j?gid$jJ zUXhgQanj0{y`*(RF3WFh8^E`nAAKxSD-hVvJ_X5A-v5ZIE z13O%3Ak`{5%)dYT!#;V>!Rz|te8T_>s&hA=P5Ro1YGo51;ik<;5BKE@H?P2<)|;$q z#YJqnkuq7a(j_uR0)TA;xmaXc?d!u zyW{c6jdY!21ed<{#P;Yw+*IZWyQIk5e3szXy9oMg=@`C8NkVwlMTv>X;LTP4#jmAx zrk-2x@ClyHm~Z+@_H@xN@i$a>ao03w9+sUbH;r^9eKfN10 zrm&g)`A{ldDNTWwYZ2`T{D*ilgS>iZ$mj31LHmcTWMkSMdiO>EFW53xzApGMTHBqt zw&{;^^HPJqNRHs2+8wxe%uN2Vaw=b5lZf-Hx**V6m-|bSIny|f9}O?r ztPkV)=(EQBV%kD%YhWTXr_5*G$wS6ik=O42AKNf4OYHgnkrTTAu;6nKnrJ!`Q?&0? zKC6yKiGFu%)EGsVL=LboQja1JvS;H}@JW6y^eo2NNQp~4N3W@c81*Y%YVmC_7O?|N zeQF4e{(Kli$JN5is|sT#_T)476k^EfhdlbWGB*`$L)k|OhR@DssdM7+^v7rx`)dx& z1A5TSxltHVaRhnFa@@G+1MSi3RCmT1a-=Yq?zp%c0r$o1>!2MQz3wRea(U2v>cL65LzEVH{42V^ycdQlol9xTXt!x^L z(K(K;X?f6IEEo}a187Qh3bqz3LffU|2%EVX`z~cbnkvTx-K*GgzJOS#^+fHDokaFW z57*Xdas$EFnsoFArmV=tF1KI|t?k7|pGZa4hy?cK+!@vwTEW7E8Y_y?GBTE}*0Q3Jr_RIT452qV9MRAghE)4}=va8ebg>2B7-hjH*8HffZTyJV z_lo@c@@$E*m<62dkhODYb?o}U-L(JW5Y%rlN7Xmc*{uj*+N;gE`PG?Zw((?E zZdp!Ni@RV`Q9a16Ys5jvl>VJ%Pn);gz&F#b2%Y_2lJ?ej+u=7 z{`!k)y?h0|>G8PJw2qaV+py2&eR$iaD(EDCf>U-6iKggWobDgZ2Nj+pyE}cw_il&T zQ7ghbe8-bzg?;hthbdLim{FlsoyrefGv!qiqxr;S1Mau|3!0|7(_!nMlS%u%P!-MC zhz~)iICYowQB7l=GLO*+_d487pF!8v1!8kYE-x=B;dh;^Y1(;Dp8oU_uC#~_Vn7zr zjkd(hM?c|sM~j(EzJc89n$k5(TUl7m5N_-hOhUHTlllldycr)xe4S&-y(=pCY@L7= zKOANAeFxFAqO;jjK}grRTj1NPl{9Y)#Gk$oc-H3Sv{-J6%*;V3maN57r4h2=F>25* ze~q~Y!p*jsQKj!{v?=TnJY7{-O50bqXYMUhGPVg@Zum0m-5RjHGZKB~g~B|}h;Q;5 zk0BF`=+P)Z8hZfyw?v_;aJQ^pcn)=s9;TxNd#TH4(6REO$}Eoq)ZFlfwy#sOL~pj_#uQ=ubM!{Kgg$1M}Oj@sSYkA+(bp09m#$<4u*3> zX!*KCI(%{#u6U{O9P}lHzOSL#dj{=2Ka?5GTughn)KmBAM&zm1Hp$qgovf$tP^q=v zd-l}6vvhs21pl0l&^~+y(b**2qh(LYkIkXL9R(`}nDW`T`N?&*Tr`Ks_PJ&mvPj+Q?K3hM9UaDeg0eFAvVIKg@S3^ zei0FOQ)p1~7PfNDAZh2LuP|@gTVhp|L>{CqX2VY_@jAbkGOfuvbjbQ9!g_U==AODG zi?=u8wSC?2+a?_Lsjt8eem&=@ai5$Uqs0gK7#;sB0k@cc;AJvOD zWuId6Ulg#~WsB$+og?f?n{XcvI!3q4^x=F_m%Okl$E#%@u($l)7+jF&ExPVU4-woQ-=h{R(j%sEfoJ#P_ zTAO__IZS(6rpq?v*|E5S1~^S9WDOf|5J;Hlvh4C-k{Lq5HSRnPe}BlL*m{Zw~m>2rpjJ<~<-%$51pBePh8n5mw8 z&rA@prbJdMe*hmO>fmM0kFeWqNdpgbMYh77n~I7gzK1jB4}JFVx6Jnv6ARr@}I zx+NVzooyFd_3TRJ%sm@ny=gpM+kFWZ2gSlRJyCK~T}_%9tOb0_pmw1O?COgDNYkGH zHd)~h=4{+Tt^Bvju3Z;1^2+%rt~pIgmyE&WKK7`K3nG_u&dU-Nt6|;Il@BmWro;L% zEJiH+de{(C?+S9cmQb(HwM1`)jJW;y$LcawxCd#)C(D8SiSlH8|Cs{w_!QX^b6eS? zp_<&;#g-}m6VJR6x>T_#ihftIAX7Es>6H8t&@&y!UR5li=AAD~jthR*{)@$wJ`KUQ zN4fOJB2(_S?Qx|jiP56D@v!eBTrNq1&1xZ7acgJNE+&2~Y}N_dVD=wdm>tJvXQv`V zLBh8dCu5&g8bWu9Oy+-qv^eRm#L>4#wrOz^bM(q$R=qNaTShyR<@$qO?1@jqHnJ7j zi}0{Z1fHGrKzz^;6kog~Q*i%_l)6P!Aol21qt0CIsUv-ATrcaL9!*OvhN7joD@nO* zKs8Snd~XL%I90$3T6|_Z%YA80d$c7ZX~%p*PJbbl&)jKM=hVuNHR3h7<~=Dse3pcE?nzw-3wrL; zh3H|`kDp7=gjM(kX0~(_4mY1=hm-}&YE}r{{>z-V-#*E_2U*bh&75TYD5c-K{wC|b zEAl>1PQd%eB6v3I^QG6yMBi={o^Jb2)@*pe#>{lbp~+S9wO^OYzeu;s=Oo2&$A!H` z-uWjp{sblo4Q6rI`^)pvCrd}Yo+mLH@q@<7&+_>rTwqxlBfso15*rSw@r@ho<&LY4 z%7f*X$*i(Tw5RzzV(u_XenF{}pB+lBcu2$l1mTLrh`4<4kzY_bB!4u^jTcRrD_^HG zL~7NvS^n(aCi(B3l{}<}fjocYDEXY}qoj>@9OO#(-;va42bxhEfRr5r<#$AfIJ3!| z{vAA3J|#U!9@F|91vX0Z{g;+Xr#l~E2ezEF-{V|}SN9{O@oU#hc1m?{%ID!ZS8C5s z4~vkF`*94128Oa5B1aO_dXj(LI-XAYyog%eKO_Hm$&|`_C7|!6bjehY%~<5;&ij>A z^QCPCNVyqB=Wjes*1q?nTSll$mzNjt8GjOZ?u-Dw&bpIa{h%KWJDkF5Jd$XOc5hY{ zx{8jxD)Mr^*5Z600Efx*G5Ka3-*_{SN=J2~eHIC>Q-mFFD=#BA&3e%)8ZUY4?Zf-{ zuBM94L-^{h;i!o_gk7h$lbE4t-0!#{OA7a3_U>t**;)MKUo+k?wn#Rt;2?c!6N@R! z7BdBjGCRKW6}x!9D~)FBNSD|Mda@{*PjGrF_%7ir!F4?yRpWx4yVGd*vV*k7AqCDy zRLDC+BqcEe(FT+(Ey$tbu+1C86WM5Tke?cvjJMK#ynNzX zv?N|3b`S3o=|2NHFf)hV8L|{+>%91!RkJ8L7tJQB>0zZ(34XJ=IPhgIs#fh`8a0El z%jY3E@xu+H8$(e{Gg$N|Z(Ot*g7D0tJo#q|HTZ7Eua>nizfXxGn_)tu(=W+}%`T;G zR{LoFt{@x>A20aYKgs-FS4q`}!APx$pv~F4@$IEQ%EkqWS$PT_|010BQTxf36`i1( zae;8W6(|{&mCZAAR#GdSJkp+-ATc+vAdO32vwkyTVeF(rG>*97R6sNxwn1=f?#;y- zSHc~8`t$NNR&?Z-t0ZY-I?>2hrc?KX(~BMhsouSOvZY`lU2?-t(qgilnGabmyW2h= z&o`yfeaeA2ek%i$1IO}YF&k*JcS7d<5cE5CjA?Fqh=uMuFv_MBqt5tKJzoQov3jx0 zb(4&Fc6EpAybKbPk|{bK##}r2BQE^y!H*iG(1Xz;V_3e``J07BI zPHe{C<=)s7BXUwMk@U-H1%BnXAJ%PI562NBNs_q3UripxFHf6K9lPep6qf#!y*JB7 z&UjB!6*Ps!A2>?GmsS(!w=;f6bybm0&_ zX2#N~Q#3e~reLPXvKXgL;u3uq)EpbbufKKUFFz~tSL0OqJ0}k`?fStKAEdx&a4qQ? zm4{SwCGgh67?NNm-gD8A8k_LGL4NeWJ98@548rM|50^lFeE(F-_KQ2x#xvQpc-w5Y zwNCI&dJkv$nr%#Htng-NWWr|Bb~w%ohQi;!64}hR_&xf)Xw;1Wy z98FwXGKl6SWx8gQ*uo36BrBQ?4Iy9pj z#kR>u$ev}w=Vn|8YsTXrz)q#G;-wD1Zlle4^mThcx;w?6=n3Aa_&1lP$ zR9;u2MEHljzAt5avYyb2nlhGp@U`GiALmPMKBtRiUI@RShTBTBco&||?ag=65nC>H~8d;mPO1j#}$IV!G=Dqk3*ENPm5)rSUKfjcp;H&#q=$pTzR>u_o|b zXvAkWMxlEXgVJ+dKI_yG>epbxE5xkvaqf67FTabNy@Q~6Nsi7RY(ysKtmMyF8U5&# zD|)>3IJ9afwf{Doebfx(9${M2&?CZ=+@#BG-LJz_u7$Y!y8OkONRr*?j*D4Nl5549 z{FQ$joByX6N`W$LJex~fj@<|Iyhk@Yn@7Ay_Y$7dG|H8F(Tb(#=m;|<>GO|mbVA)x z61c=n+DECF1eX_My6;K$HuD}$cQU0rQft`})kP$$XBc@0;Lw?ec#$IJGt=&o_${UM z$+73OFa)%_t_u$;@S@!;9%Je^W%Sxs1HW+tsJFO_>Z|nU+h%A>8#O81tXAP1U*5o%S;uFQ7Ac5w#Cy2G&aQ$G;W zUsBOyD9-)JWPAQUCpmVRcG0`Z#@QvKT=1qwue}7P>tE=Y)xMV9jp`RH(7)DBhmgo}uwmJ05Ff%yrjjSlu7Bx6c8X4_#_A||iGFmW*agK1N7#g}HNvMSKKDzqh`;0) z3o~CyV@$I!JLID1YGtzA&%%@N*%t3q#><99=<~(LH{kh*c4`-uPP`8K67$*mv{4>K z3sse+e*=73^G)GzxgW&lWIso?Lm=JZzmm4ysbP(~j!@;jdc1ee4Z&vehsEww)T!Et zEx*z(Ijd1mL);u_>CsV;rfp`ABqw0g%M{bfQ_z_7ThcA;A(l2CMAI1IXgQO?>|LHz z?%o$deus(9P>QiM+}Dy0Ryu>i*)}{kGz_ut9i-8lROlp=(e(4y!))Rzj+iGsxc}t{ z99(P3oxJBuGkwyb)_4OwcaG;h5*Fd_!O!g4+1rxWw=Ofc7Huq=^NuWB9fQKU;XJqZ z87!zaM2S->u{vl=yJdG{*H53OaT6z?&Z`G6{XLd8)K6#QjqJqiZy7zeUJh0EL(<`X zf#`o30KZ9fq-|TY#4)B1y?Q^F-t3-=l%fdOxGiHxKHkLYHCcpAFy>jic4B_O6_%>f zgme9E`1yT_bd;|(e<3pJZ>c}E*&54F=&is;19iGE@gaG2UK11CpO6QizoV1hQPTII zHTiO=oxMEp1HSl0Z)Ox>%&Q-mrDn|^Pxyx>!6J{_dHW&bkMUeR@1_+7&j#E{vuasqsU13#iZfYvgzd1z&#+J4&*l-z^eK zO@FX?Sq_%jO+pWyW4wpAtE}6Ya{PC)KVA;HPX2T2#&t+3Y5o2Ijyr5|ZnqAX`mbh2 zvVvKdRjad9THu)dwFz^rW1K>f6IP*^KiO$(tvZ7 zN0%_w^To1pUHzG%)=9ejMlB4s7t5joMsxMlpSXH!9B&+MhZ!soNe(u2{oFXbjR~W+ z?swSJ+GgDCU5cPPBUtL?1#IuBGjN$?M?cB#knBXUue|Dukgh3gjk2vYyvYlHGjzG$ z`UgmRYATx-@RjI`8PSmE#?R-!rd_suj9?R$!r&D7S)YzR8`025@X)h=uYd56}hLR zP*Q8r3grp!5jQU$WsmyEQdG-HPnUtvww#BgHvqeAOuNN2vvXFuh`Q`bzR2$(@8%<% zon1^TKB)8kzcsNrWIaDJ@-kCw%!G@(2A_QCCM$H=4~u3wD}47}qIMyYy4mcuk&P1zZ%(=X=>crdjwZWOvdWRKXFJw5en%K$4u?J6i;e*AiFY}z1d)a z(*ves(hW=8cfKKUzIs}g9(jGGA&wYxE6i?^~A8i8MH0=sOYga zkf%u^54z1R|xz)Jx>$oW=Wc zT_-z zwF`O2@^){cYa*^llA9~wxlc+zW?7)9#Ff;q2mu*#O|%W4;=x?;JlHsxC1n)L3Wf!e z{Ezzbt=`=1i3s$MUxaNOL@n(h#Y%JuG+XeA-ChNg``b=Sdoz;2Rj=p@A zO#-ed5jMWlXy|{P!W=9Tn4a4nS#4b!<}Ao%B)^KyyDje9Zs*vV+*D}Q=ff|ezidi` z7a13|l@2KkWP_Xrp|GaAnBn%s+^|G8SoNIf&T#Cq-iySmN9mMlrBM5lXg{i-A)h)z zFww{M#v^%GJT93>6?e9JB=WpAY!QwgX z!0ydjJjSi_1Wb7`pS3EqqP2_Q1sq?2NwJMAeaskkuUD+>`_GTe`tV>nwelV787^`j z1ut+lUd%zKzC+ZUXzV+gj4R)5ut8my&s+T!9%%(IUpWRt9vWlab3LB(RFl`Q^O0R{ z?#CAiZ{6gtdi+&C!KTgUl~vIfachkwe_lKk%0q-VXr?Rb??+&6hzftV_baPbyM?RD zd+?zB2>c{&5^c4?==d>=Kbt2(q3viMufH5qbWG^rOEcl-xESk&3v<7v4j+A{7UnLV zsFWpRd(#=o#Fa8+8yN7C?nSa8+jH3M?%nyq`U(uwID)1()0v^|4cLr*OAg=3m6U5} z@SS1CWO8LMc8|qlM&>8UF8gn&@^qIyo!6I_FunD((IO~5T8n#B;>3G9hJRN3*>Y*7l{LEn9 z*DV$^4~l!JT?~pvuIPgA06h2-h@2~yd`s9Joax+!w?4ARYlTRf^*e|rFI$R3FArnH zF;xsQ?Tq7ks$8#jieQSzS8A2%@`jkj82jut{JII|=;=_1j2Acm{sX%o_+vu(8Dw{w zgT(G9VR~&b*Emp*``2&c`M=J5TD@>u6m~;|m^y10wIIcHJA7V@Jm)brlctSq!=t1I z*^V3Ak<#i;cHbBCD9u_tex=6s?;W9&`!%7Yrz!oEOfdRkFU0IABMT!#@gr$GO=um3 zK2}9AG5d_r&eLhdkv_abYZ!g>egYo$Hlb=rAUdl8@IKrT`xYwD>305DJh3P3E11Xq zW+Yd}uruuSJ5#Q8UfjLbH6m(W6;^mlBx)}#+1xgD82mVnsWL@;z3vIgu0SZ8v}4yE z2hm$Hf>_7n^VVzVR+k0uGj>osa~D0EL{3ZnDh7vJ@`|ivd>wv+_$3rDWABZ!#!^Ri z{!xF{$^Vs1ZC)Pf-8+i~-!8?kACu_BnhAJU*;AZNx?p?6N_J0IIP{*Dz&ZUy&&aJF$iX}!Vd|>HWS7b(A{*kQKJc@A)eP%tv zs^nYHasGsJBQ@!Oq2Hm$t|GJL09m0Ph^rf#SaKZirF5Q;$r90!vp*L@E`;-0-$G9E7j$5W2>&AD@#k8F$aC@H3rL=)1)ol?&flGifJ(JFmj7)c+Vzr=Pw>x{g2KFA%Ofa&g)cv~-rH#kN|OJNgY%2zl}ghJU_dq3TQR7p*p zhFcFo!Ll;hy)Jji_un4Gaa=q2-x+kkwB0zqJ`>jMn^0M;#FN_Xao9z8Dpv%F-D@Un zU!JF5y3S>fh0ApL(n5BlmkQ1u7k7tuo#|}Tf9&bLAmn{G1dC0gBQ)8V{Q8jyqood* z`s5bbsucqty~%W@+9bNW0{B^4A$$DB5MTWjc*e-Df`*|4H5`mJaB&<;F z%R5VqxN**8q&>6bPalt#)Y|It5)&Q7-HxW8@Qfu#H{*RzCK)@w1b@Gzk!X`=sH=@9 zJs%X}p-wte6YQV6tJ?AKSS$7@{E)RQ%EPpkdvRz`0SYs%@l?1tlg}4pw%!z$II*en zTi+X!ZC;I7;`$mF%$2ys#&#^U(MDQOEUPH_5AMqu>Az(z>0|I1TgnPhACZWwsu7r9 zqRi7xgdcsCndpYZBGqRtt{gGK>EoSnxBk7X?ekLdS>%2rcP&H8;HPB5gR|tb;Fb3k zy!CRYLUKTXHE6X9%8^b8z+oJ@9VY4WrmH`wj;+sKbs;x_i7vY-3FR;_i%_MHz& zn1>DX^r>Ke6E-1lr($V;lO0K|}2iscZOy zZAI~LHF}3FtB#01++#R<=Rl)k9wzL}WY@pHLGIPw(B0h5I#lmq$4O&+ne-T)*6VR~ z!KIorQSco*&dD04A7cTguc4Kz!SCzaVQH!8ldZ7g^;C2yk3E;=^w~}l@;)HnAd!q7 zq|Lv1^+mi&4V<_6kk>m}F+QQQyvlq9?`4ItH<=I|!=l$|vYGRrvB)YzzEHbS^7ljl>dZCy^;*kK8M4-{&8#q@3YTA{Fn1F@K7ZdmWBCF|6*P!cA6uhjO|OKh)cqRW30?;)}(YnlTGO9;ReO=hKqAI&WCbfqpFg zwHEDSKatHVl(VIeF5yegUx^zF!HSw74D0rdRXLm!U%QDzURl^-@CG#py|B;UiXR)Q z4)u{&$ia|!k$0ZN%!lPNr!&5Eg#Q{?S$@N?Adf~)UPEfs4xoFj3^luS z*zmD+_?x&0y1u&7fRh=th>b_y%GZ#a9;3#m@=$ie&;GZf$a*9^LEkIY?9~6yi@n#t zVL&0Iy;Diu=}&BRpF;9z#eFnx_{&Dt6;if76{-EB@l+!c(+6qt(tU?eSG-qzUi3i9 zi!#ixSK}Q+>&Qm4b*z2$Ns=6)&7;=G;K-dGB-OJRZ$D;X^{n;mxvC$UJSCXbS+LuT z3lLGM!@WGJ(JQKe6b|ao=S*m{9~h&{2ADsTbsU{3TwVt-Y?>4*wG!@nw+sudW6^2L z3Gv=}i~ zb9kG?T=}2uj#C=>y)_6A74|__cQT5^|G1{>3(2wW+V-v&1?OptCLL7Mf?Wy?2wC{e zep+BxKC=5!wpLM}PP|{u2Dl}YJT+s!@Ug#aPx%dK$NWODZ6|)JuNJcE4WRGiL9h9Y z46TojY^8YXzk0iw}w)P||g24|@4Z zf4U@eBr3-X_CoD9$*rTRu)EgAV>Sm+Py1qQy_Z9sSR5X&EI~h3EOtq@w0-el@?=Fe zU4QBzwNagjck*Y=^9(As;U_mp}S-0v0`s?Oi-mIIBtEtsoSMvonkrZZJ>Ou_6PV;>uQl$!a z-`YR@G+X8?H^!y%cm%!p!~@1`lI}X6!0-Gk;8m}-$sQW7$D011*vR%f^)*YpHsi26&lYwni;(^PGqp-A6g`DE>~TqV8q=qgj`1y` zAJ3Q3(9!Fu%|pRtiFKrZn?+AOJp5eBZd=-UK`37rcZ2xuP{oq12DD|gF^L$M0GEUP zG0tB~XJj<60>LI~7Weg$^)~1(7{J>eDzK9|3gp2U6)XyKfOXP0%zZzERRem+JhGn2hMY9PV2u>fV>pi9Wls^A zRLjgo{(0pdf8_i;P3A|4``Q=>W;EQ0>*@+u2{9Ch%Q5H`tIRd!g~ZW36ybRSgR1F+B@^6*8%}nCT^^y%(}d6Rd+Zd(yQW~qo57gXU4po@N*A{GrjbW2>Bql%NM8Y1hOA(Bw`qk``7(?*7oC&;vi zbo1fuME$NCE?R7%Q|`~g5&LM+_isn{@Lw!4F?noX-gRuuFvRmeMG_6+mEYT>fCb$H z=qbA@nozO_Yr3^k4f|5ec1fW1XUE}JU?#O!IgQtOr&zB=!XKF#jO{Uv7&-kKQQujB zVz*83cqv?|6MrD&+Ba6=&ahHSHICAJ<*#=q0Z!`0M|QIhH!XExi}dJYvbc%2fF`tx+^( z#9Ue-I4?GZNn}FR5K{R47>YZuWc6YWI_1-GtY|KkX}?>*@?gh0ZpSeGvo@ za@iAa6~3lLFzNqv#{>;=)3k6$4;2%>E3g44j5BblTTkeV&SuH+1vG0z0=_AHMb0lm zw$1{a9$u9_6|a#~!PQvaH5I>)h>ZSbImY}7CMuUrB>De6fnsnop1!cb!X;oo--P2* zSr^_&RLPgfUz^%(Mo*qax)&3 ztBpT*dh@dSNcTjdh((bin#w@Jlp?dkjOEX(Vz$=+E4mX*5gbZ#@U8K-AoSGi!rSGlxFfyJ6NvX%Fp`j;s1XnTqy~lC7)zC)bXdXZ$}(E`A3caHSRB%(&rG_Z#(UD zegdDKoQ6p+)-U z8Q%T6@rjwH{B@%TyhgR)r~7j{re_2-7xO=-_P*SFwH`mQaVq~3)JCs$FU8=WVlQVE z52NJaT=!yct~JM5{H$_n=C_RXuDr=&RK3zZ%L=c;i zS6;UfhcV}wL}H8E`Nz>ZB?d3bmIIz^u;c7B_Eqa5meB*Siz1krZ6v(I1KFU_#+W2# z%Om@l@`qjPVCXhMu&Ou-4>0E3xC>%+h5sX5aF!$1<9w4UTXfApvZ?1FX6!J5P4y~6 z@V|HLUf=;Xu;m=aZQMaq`-EYWa7jN{_YmDye3F&5tVN#oMJA=?Xz3_mufD%x57p9G z&YDcf-=3y5DQ>74Crmn($H|zDt1#$R8y>s)qUKO%-pNprF1Wpidi{OQk}hl`;j^oV zReTC@bgQjga`qNcc$&lf;*#;-fU_(o*o-L52|}q^Dy{Tdh|?bD$bUoAD;26A01IlZ8|=)IdNz3b`PLY8v?mGNA-&kdb@`@pWIeT z75@COU#y-Y>E)S2^+PveeL(|RVZH+ujsbX9BOF><{*uX-XApEZo~^@Z49?9V+6fEj zur)5EbaxzWzNSQ(mNq8c7HsRkI!!K@=klpnRz@ z?|G?|Bw5^t>-h<6r%x*OSFh!|5@W%d%@h2u53FIcHFg~7gT29v;juM{4!oa8#tVi- zgUEPx)=7}ni8IhCmu`p+7{iqt4QOO{;U)I&LMz_C$Ex~D7>?}(@1u1Xtat)}+m(3h z?00Nc)dhY`Cm80X3Uq;H4pR4>MfbfQW&3T;Qq{C>*ktgG%qkV!KQYI)DA(hT0oU={ zM7VgvVrkdc3wfz+D$+hz5sR_w$yw)Ku&?Mz8-MA+@q!Hf_jREoZ@fhJfgi=^`5P9k zDcnOw9?Z=pmS1c)<1_!Hz;&`0x+W&bg1Tr^WxF}pyt@)JibMF4A_@H|_*<^-iu~sZ z8HTO?2xr3;?05SeG&>og=YVQ-7d~eHEJx_Y6GZPVgL1qXX3~-TV|s6Lc%vqba?#_> z?n}9imYl>7zbROrt!(MLxw52FYw=^zYZz42VY0|3ybbOz+zsOpfABY3EB5Vr!ZoyQ zhb}x1_2X8DtLU(7eYFL@axXx(;OH`;ln!%{v6At;asti5;tl;F^6ntxY$c(&8whe5=C%9;#_bmc~d)pTX}X znY}KtpfJIJYVZ)h$0F1yJMcfJL*O-Fp5V&mQzzdFgtD=4YBiw4qI&c6!7o|25voX1 zJc!O0=9Bd7P&P2)I8EqIPS-tj_tpC!3(0f0GUQH9;8LMOL zXQd3=%7ib8gk!vz*_OKJl4oY2bn5c~a6Aorr$%#>$OP}`Ya#A?_M_1zS(0iq2CwoN z>_es^-@IukpR~uGuj$`LlGJ*lFwT_NKXav_|D~bQz#NYsHZa4f4@I_IAK4d2^OX+O zNNH9U*|PcEGR~I&95)PWy^i4Opbuj9se}=~ZlVA5+c^4pJ~o@yika4N`0O4Z>Y+bPkx8x>xzh{lLC+IsX}&U z6`;I_D-JfUVp3HnTI1w}H({MfZu@w&?Y{@}%A>LiH^;-*@+XeIv_);Fcv+`&@5LSc zAe;I;gH19zisr?N{NMsc#vJ@7DQztjGw5hG{=;27svc{1IqKpJ!74OF*G$84ojNFUmjueosy%S3KHJu6Z+ zr>!3XvV+)|XIb>IV4E$xei^?^9^lULOVHRXyrB2BD$Uk=ki`Q;hr6FT*L0c4vIhT? z{B=AB<)ubw)jB}k2Hlf2`Fy~gzKNLdrjAssE5qgDp)_Rg1?Y_p!i@+m=$nP%O8hhA z1q)vDoi>!1M-X#MRoU?2=Vh}3Qs}(YF1&nc1DU9Ckqj%%pbjP{(75;+X%=}U!zfK0 zGEnE*Z#B5rQ#X`cN&>gN#3m2vBRVjOSo&F;b-HIDdMXsErw=ki+wO0~)IYPL*zu>&+FGbz& zPkJ8CvNJIAXKUB#a=)2(iC*0`;b}Vrw>~<&ZP_kdef^HP^tXiPTWvl_a4%A8cN2?Y z7g_x&ZEiF;3p3JxVb<;$_}8ZeONRBvhomliG^(&md6UfUSQ!30uOQoa)CV`UD+yBk2BQF4-~nFb+&Si4UVScvzdRwBmLY zJNcj*>*B@{{Sg%+YZ)u?kZSW@?;0`TXA#m@UPJ%6$uL;GfnKXTj#uFvlAbzzR82T$ zexAs5TJDkWc@t@e{&Z6L*%yOJ7v7?L6!Q*GLSA=g5;@J9jerEh{sv=)`yD*}s>MGH z_=G?I*&#LUC6dzTVUge~4Sc7Gf9n)c)LA$sb4yX8Q-tY#>e<`BQ}K6_8`Z6Ks6Hs^DnMEzgp?4pT zhGM-1@2Wn4wkNhorhnI_+l#uQN31&Qp2>ll9NZ5Cb95yoC!@J7pxVlutQ zK%VyY9$VsUPbTIbLrD)pR}FfKbLpzkRyYNl&6;>MDhQ6_zOm_Ho%olR3sAScGieHr zAj@f z=e8?vREmeGts9mk1VQ_%CZ_I=M5jq+{Lr5y42w~~mWQ>1UHx9N$W6FtMiWDEy46T)TKOf25p26+SJOd5BKog$t!rg{tx6 zqPv#AU@lgvsuMknA4Ih*f$sR#g?3vTNl$7TBT6vc0@g;+yV4XoC0LIh&Zr;}qR+DV z(FOPf=Zd+Zl;4~tm?JIuG$VWqGw~+W_Q?Wz!;)jRa}g_P4MuEdJ!%sAj~x@v>i4a2 zbU^-DmR{C`3D0!J_w19I^FrDGC_3+WD&Ieh+ar5KL>WbzQW59A4{0iuq@^+;CTuh(<#=W}15>v~^`LWdZS@B1NF zn4MRWZo#z!N3qwjCn)z$4iparkl6|rVC6YZ-nCI?teIuY{fi}P%g@6%NUmr*ISo!q zod)8+pW~76mSi``&`OI;vdg)jtQ*lpgHI&z$s9#03vuw##|J+?yO^`>rXSvPA`dC0 z6BxStm-T1^biJ44oEqc7Wt&Ub?>ZM+(=MCr%ij(vL8V0I(R3;sb{wA`@+8ZNAeN06 z!+Q=l!O!`B*^ZlP!uNT1gbM9cETnD=k&c<7qYjEq1AvHUj zT%IJUh!(O;38lFd_If43U`;3Nmw1T8MGk?!jS0GXG6DGS=+kEJNVs1$pN4*2L<34M zGLIK7Mt*Mr23fB5itE=PGI|;bRo9{az16~L{9@E)c?lC^B};#$`*8vb-&a`fDu(Oq z??`D)D@@g2hmKx#D0MG|i3l!sUgwB!9+^k4?azh$R~fK;RFRfW9fB3_4Cu^vuaI!e zOvz_h%zspnQ^#auC$PqZQZg<5`Z&y@hC5B_v*JH_v z4>0#oKSyDUGPRP+0!N1jz{P$t7Vfol8S5hEY`UClKV=0O9sAhA|nQXt_0QCPo2?i${LHMo= z9XX>-GQKvz%_31adb$y1$2EXNk~pHTr3^1lF>9gRNr;92+-( z1TmAavs;v&6-a^Z(>kzcOD=@@7XV{iioWsf0sqJmSmqajKaI?TI)nLS<#rML@!lV} zU^^ci4dd~tAMe3sUOwBK;{%@JdvPG^4cNT)CT_cS2~B40hQx^pGBY6lmJuV?RC#O@lLpRB)r%q&NjX#t)E71Hu!5mq=5v2E_krVLq2FWcf z#&+^2!D>1ewePWozmoc_cXk@Rd-@dcHOiS-6{$gXU_Sf}oQV{ZM##pw4p6!v3FzPJ zpr1b*<^JeLd>5nOZR`?wsh)$+Yo)=WNCA3$e<*yDGUAM$Y6gj6S-OVL35Mnr1K*~k zibnTDc)8*mq=~u1la^-KBj5&ZClbKos~_f1z6Gt5gWz)aESy{W9P}RDAZOF=kxQ#P zna3XDSo*aR{q_3^ygMg>P7htd`Pva2+kr>0c}kuNG=!2KvFl*u9|yzN`^kwDW#F9X zPi74+;p9k%qPV;Z;Ql)ZWi^@N?7tR3RO>n0SW(+isvhOKJ>yXJT-q1UzK?Ymp_iZS zU}w}}_*vsn@!D~UybFooBrXfX_rH9Gy(3T2{zwJ-w51w0$P5@;O}AkpRk9Hs+JtKk z`oVs-Z-mc%s62C>0!^tdfmYWdaQT-4HhCt)z5aRZgaB|@#Y6A@_s2_ZA2 z$%5_aNb#&@#gR$&j6Syt)|U;F`~z)Baeo%vIk6tC>+wKcR^n{m`WIsN@;C^Emms&^ zO0d;-!wTaZ_;9ov<&QhVr=7l}mdFtP*L~1*C5BW!&oMdI`3%~y7u2TZl7Bl*z;S3UzVIAWtlz@yRy}0hn2Gw-XTnrfG{IB|)i)y^C4?C4DtrV67)d50N9VZ|5zdy;~Q_viC1e`+v-Y*?O`| zUWWE9{Rex_FM`YNg^>G|^>WB`F)uwX5X%=7;z~y#-Xk6j8@a=*+c(IDTdSaF4<$dJ zHW5koEOXnN3_8tkQAX=eP}2*8=f8Ad(*GP@md^oxsYx)p-v)adw9&+!0^G{(NPoz^ z1?BV@m=h;M{Z>bV-GeodyDXgUv7-)yFtZ@beqG5Jd6AIe&gsJxFLp#0Md)+Zj z;uy`&^3QtEwd$4VSQVT3iePshE`Ds!cnj~?;w`+gy5l@)>_S(iU4cQPSyXw;5pv$3 znhZzT^86)_a}OvOqadgC+_AY$^u-}ZEcM5oXEczAY{)TC^4`wd{IiR9IC>8FDr55T za3bp$aN((YBVJRg05|*3Rc7&oD83XNgX|4USuOkpIaOtfL+a9T=)n@Q=ix@)bk-;H z*7q4$%U*^3E()|bv=(@d8sMntgdQkI;B);NlzHRDd$>}8H|%GEJeG9ueDofo%Xc2* zm2&*t8ME2!<}AXaclj&VD*VT*e&olSJ9ZY!&YwYR4KiqpP#w8ubPGNegc^$;XSfr# zsjLsy9Q)k=O#1gfpqlqIxf%So@Zkqfu=~ZMys3jRJiBdYY3$BTyi!Jxd-P8f&t_`_ zuYTue%7590w{(pa&$?n6_j`RRFUqJEt=hLA?+o5XY&j;pe{65B{8m2h9J52bGVgGn z4^IW|J%2=JxJ}`675;c4a?aTlw3X(yM`eJN;<2pmvc~O0lK6rH@iXM8&&w8}7 zkol!>obY-J==A5)u|kGkmYG9CO!auLS9GIcoq6QejyPQIdkw1YMB>>_vCv*V0O!{5 zQ`3qBTz0w=Nsidy*R1!Q+foRJKF(r&NxGPFV82N&^w>gP^bm|mKBSyXWA$-y`q+{604+)8*nQ~&>9ju5eDgPCXjOq* zv>f#k{S0obU#e-$-ef8<4TM|2!-ILrKsHIylJO+8_=6d}yu6jfD?F8&YaORR+=a_i=FNFCihUFL+MN5@5>^IJwueNcTuD z8JO6HX79So2wsta_J0S6$EY$L!>UMX>;+6sw=fwDo`w&rE5l<$73w0>3Rmimv%P7T zpvLYY%04lU-el;K+c7O*@I4yxhfJyQ>+?kKhzk7~5eQAO^B7snQxNRvkAsWYXS70} zw}0{ zMsmBo6^^PkU~c9qusG;XC%$iozluq;>hmnRu{8+~4LHL0oh4X3JBUf?cx*DA?ZT6= z?dR^gY0A44tW0XnxxC^v6qJI^NPyFNJaOCz(ms5lhMtG%zH27DDl3*x$Ap9Hmugh9 z&yp!~_5qJFc9t-k#w}kUh^sEtkU5eP*fyXPwcmP9+l|-^$7)?v6nY3R@m|3@zgLdu zmFi1NVkLQdTi@ffPF>#aE;HVO>uq%H%}T1}qQhIitQe{art?}khB$fUJ6I967vJh0 zrl-0C>4P0@JI zZ7>Wmgt1+M;6EdqryC8qIR+bH*!d(l7nZ<4(V$46kC2VTz8@yRXyW#uGOCofSqF zdx+8{Y^TeK*N%9?V=frxp2K_z2bdK-vuMHVepYGct6hSxCOGlPQ>qpCrtmD#$ zk@{@tE0^yJQ$w#4sNT|#~zwD9{^ENf~=33mOsiQTJ++03sVkG@trGa&%4;Ap%@47?%XrfkVQz@X zN)k|z2Ue>CsO9zB^w>g25<#~^Nk=V`(f5Z<$Jng!=Z{#v%b#PjJp!U{IAQ&z8oVGJ z0G2VgkPG)R-l@Epn!lTbb0vvj{`oaHhkrmPgxL&(_#|9Cvj^(@W$AhoJ2>>{Ch4lm zBcq-iBJrjO=KNkq9J|aAj%O>PlN{m9t*7wyWDHD?c@5~|R#4xp4ms`{kumj{Z{thY!ynqfU>BOZrTn-Jf0YBIgIZ2)jeBS>0oV|Av6s79SL-y&o#wYM>&m z9sZsdfy($mCa_D09_hD$itR!0VV(?i+!qD(u_C>jQ^7gFWf?%y1@Nerp9)>l13RU+ zP*mScHg(=5l~|lSSRg|0)#}3i&Q`E)WW7JytMQwcZ(v{3Ke!(`1<}5L;pD9xAOl6D zV*d#Fy4V_cBf`Xt-@l@&yaMQ}7i0$Om*n_thQn%?05^XljqIG#VU!JpyX=6UF<;XIx-9doY4bf?d|H`i-6{Z$;{TXhnNujFCmL;FXH%Vg z6)eDZ+y6W!OvRZ_KqeoUV=?xyH&~v&zFQ85ZTfy{XU`flJp`m?=-RRQF%>#|K?n=WNICYW3iF*7F6jweW@$9VdWnmp7H?J5Z>wm$kNEzg_C=nuZ*}SpFcW_+P zO{988;c>G#u5%kj2HkdqEq8;9Yoi&XvNCjY)-$-iD+XHSXMxD0m+&`Q3Y1-!;qB?`SO=~Nl;{=paf(!fU_*E{a#t+{4G~`wBUb^EWp~lk z%QP^*Mk@r{2?R$zfO*@r=#nUR6r_~^IJ_G|-dUohjd>`CTl-c!{NV@LJNF zY#ar(j~2n-O@G;LNkQ77@`E%4ErvBWm(v?f583_60oXL!3Fpm3>F|?jEEVA%EKr?J zC+_S)f_-af--SwMZhscc@fD-r8>DHp_DZ^AM+avEUkGt1S&p(*zd)y;JE2=<6UU9y zAaST4{^gHiNC;8=mbHt8PKt1kc4%s1IO_mI4@=Ujm|d1wZVQe-Q*bT`uT#f+FMGZ z$2P)7eOqeyaD*|7UJmP%wdre?^CSQKG!nYs2+2};oKd-7j3LXTNG?#N8)h|(Nde#(L=;>{2M+z_47>Qfm0Y4(m4y(u(XH2x7f)^(j*H zwa#tib)=Wvde29_6LPTsm>88&wZW6|U2u@~>y)c}q&d|L{h=7cO;B}(?QBM+a@2&3 z|ER*zyUl4%0nwF?sA_j@(6LCF__8`of+lNXQ+&SkpN?z0m!QMg)ZG%`YAdV_U@iem(gAj zKhQ^1uBOpsT}>>X(ni;RW$3iyQ08HPod8_C7U?wbxiga($#RliFT)QTh z=WIpN;%aCx<>$R;pE1V(M^YtTN{w5e&>ptO!D~)70o}En{;)wBsGLMIi?guo;h8+C z-v_wACKGV$Mo+Fa>v`MUc?R0qcL5q>{g4h5G{jmOoqPkNbAdFdeHukoG4+s_rvgzs zZgQR}szGWqA$DaZFn4PP*X-~#sz9$WJ$RpYbPlXEQKunPI`Ch zJ$y!ssH;vf^q=6v(rv+5+@}eIPP`*h$0k4o??e7_mYl9eJ4UN`0XB{{!DcZxAbZ9n zJvBIuF1fP=ZBO5Z+Sr|2ztJ)rcd?UvEwo}BJkFErxv}KpJ=X6ZD1@gUJxUH_SmUj4 zrRih4MUZ};3p4JXCjP9yHzn*l(g=G1uf8G@(J>cfZp+aNhuAKs(`8U8J#6f67Yh;# zoZy7TIUMmc0Dedx1+~OwaN_n9xOpGN$5s||auQyU=5>3)Zt)P%jq+rXU*|i7f#pFC6E+8)SC> zjfUXkqYxFb9pW0lL7VU%_&r~QzKCPbdmBZRGp(8gTkZ!Hncwj9xD4L;{U@Bdb`v~a zeuAYEr^uNTL*!-IMYQ$zPf+AL4AmBsCM$%rVL0Fec-W&aXIGfyad)J&tTm_J$RYIYT0a0$0>tMriDt-_j`Lu{0q;D-mXn`X!EG3+K%QAHN{TG#y4J-JLjTaSwAf zB^Cr!B&hrTPo!2=moAml!7<~xAX|ToRBR9-KO9>*o%`2A#z}P)Y+r#N9{dd}R?gz8 zNI8-}qR$BRnu%uUrgL8HD1(f^8}RRPJD9pWN_L4#2+(mU4rZ9>apkB24A4P{^NO zk42I$ntaSpnTd8hXgi2ca1ogTMqki@5c*6Sq00`ox2o$un59@vr_PV zS!eFn|N3~s$LI3O=bp#ibaf@FufcwT*-*=w!(s*{Opn`XR&r;)G8No`Duu3hFs`qD zk?12|N#yoQ-tVVvH1}yP=)C&DvzznFR3)&E_EtrhD(`6^eYB8k${%bxBVZx7#j%uQ z_&S;Af7hb&e!VDt?^McLwq2W>&+MYkOZs{IlAm}^bH;dCSEG2sL1NscDSIky&d#B; zD$CGygEHoFK|JsJ#&xE<##ue7D1x_4N4qkRvklZab9v*A+qgd~qNu=l9qw(=#m>iq zxoMe3-0OBz*wE!F*LuD(ZMxTKy8p#X{O!?2vQsJ+>us1x^lQNM{qqcB|Mn!$tWOI| z3MkW$^cANipbO7ebK<^m73O|PSEHjU{B)_yGW<|2fTr#<1ldwII^5liT`iZ>poiD! zTg71R%gAiJLG~EFa@CsaH)aF$^ER%JXaJ`}bQXQ_z8w{?UaSSi;rLmTJ#Jl?h=*S8 zX7lOdIR2<5mKlx2Dj_~t5DP$pz*&}G?FtRw({;nN6gDZwrwzeoUI4iURyO5VR+jEBaK&@5kf?5Q&io}C#cKD8#yvu_1d>{kV8 z8BF9b?v5b)(Uj?3$Sn%sN-N%lH|d(#?06ONx#@*! z%iqB7xjZV+b_sKrETl-e74_Wrhiy^I@NJ!Y#QVT8DD}IH53O&a1G98Ee2=x6dEVBj zKsbzU3y-B^&huf~ApxkqWCNk?{5W2k?e3LZf_91~!SXCc8r`ggzS=B8vKOO?LO>ba z`q2pj_(Nb^?LU-|8HxrX^U1AvRXi)?9<5WWMo!JnT+zpVEL+_U+{aipTS6Q;L)388 z#tFnkcMyX+?wD(F9WH+`z*Up1r?I+>_Jwc3c~7$N*d{-$`6B`QG?dY2!dKz@ zEMNLO^ddfQqK_Zk+XIr^Or)_(6}4PF0cVAc!NHl$Iqnak@U#Wu+5du`TW*dI@h@Ep~_QAwv4MysX zFfG(v4Wfe?%%KYcEIXzEAGA+|eV#?|+tZxwl87KH9|sc6)!jtzM?Jjsda_U zZ{Z{N4`(Q>7QCXRs5YD3J`pkuM{Hu5W_JRYZxmFl2tA4fw0pqbXfMn&)&`fykce{j5(=RmKu_Yu!Soq0eEv(F3rWRSW6515g){2+xvx$vq1N zYAC4$duPkgKLp)(#CtJ!oEv~DEjn( zNK!n}e3uPL!8<=g6q-kE1C_P})MD{q@K~>3h5KdbSS_8fCvgAKlV&9NJe6!`@8DrQrld>$Gl|o?4c@JP$hbi^sD7?x+@kf-NLvw% ze07BGu^PDhBpCi?uuKN!BDTL=#Bc%ih%E#uuOQwyJm#_l?FUCVZ()#}n2coJH34O8{Sr0RE0C4y#)P z`ri^EY-1bx6WoKeZp_7!8@6CH;*S*%JR)hzFHxnmKiWQJNxw*j60_SA5Xk=Ryh99H zsHF+@Ca!3^NdrW;VGvxWfQ_^S=&DOGtbXKxZD*9j_w6f*Z=V%jGH)gRD3lCKb_(N5 zY=-^cCSRPP*#nPqf|1twX6%r%3A?OQrOx;FVVOnC@QZs(XgB_VCuc;V46_DMivA4N z{lfHcb1K~Zy&Z9j2jD}8FrDe_h*!qA;i=o%#7ucE+GoECH*b}rx@y{3s$?}O+mj0J z7dk0)g_D%~Dm4Q-WNIBx!TwB;+2xPSR!j;FItj6OVV9;N`mtD&2J; z)h-C-o=Ya(em!8kxEnTSHbDRU>8O0sdjdM^P*uQYw(Bt5WO4O1IQm5jE%uxsZT!z+ zRP0YhL4XSsRQJOPmB(PKA&177N>WZl;`e20t`!oJQwVTmf-y2bjgqf-Qb-@K{WZ{8QJ#zLCWoeYPL7nxhRf zw_CtIVN)>Rb&_j-A>_!pKvJbvM;5Sb#}ldw;JT{>_P2Zi;if$#Fmo-O{+a~w`E%f{ zD?dnGQKrS4-$GJ&JENUd2&Co?{2pC}f>V1TQp5$e@9G4HNBe-;PzAfiPQh0nBeGC^ zIvpQKBvu)Z8TX-JFf333<-Nr)y;YF@{K9rNUFn2fr>D`unX2f|s^!qbwpZLU+y}b) zBJ|}!8TvW@HKdjc!9l)m*m2$)+=fmAn)#k+{&x)qi>K3;^otz5zr)b5cqa9U?Ss7a z4~Rj30UC1YMoE0))cK|mjWvD;e_8LNtPB^bYow4(vmEP-pNneSd64z;Ay}Mg1&`q0 zCueLMmhTTRF|^((|AuZY;1Ya()? z9{%k}0nsT5*w-TfyE|Q>Z+<0etM`ZRNeqnEyZ<_`*4GB`rYEyMgIY+2lleQZB!{LS5M8$C@ zs&mVQoLlRe$a*8#@?<~BO-?5jlOq)=;lk|uxsYS;90w26Hj)4A7n1jv)-_TaR#o&8uD?L+XN;Pln zfE^;G##fT7IVm!gNG&i0yhSuIvsspg?2-j9R}=W)G7R_o*shRB)~9Hdj3+Pbw zrpIJGsEW#MFq$O*S2q1+F087DZvuf>Q*bFYY6t+u{tmRTDiu(g0iA6UKw66)!p^<6 z^v3pbSns7wOJi5JXQ*?7*KV0^#lmo9E%*i)NnHp>B{Htu!7oget<*ADO8`_!&%qh+WV{ieNg9eYCTdoBRr@NC@vbIijYh0zawT&P=i-Xjk}PB05ef1e)0>Pr zJ-1n%9x6M;;XmCDeNO2RdXdcrc=toW)eBH6+W`Sz%fQy{ANXgzAPx~LkWY;OnM}@L zG)1q#HS`Uv*|UH4oG27^R2FaS?F1nuU6}IMCrb;;aHEqZ_sZP@{Nu$>`2Kk}Hd#@Q z%vesf`MUcMZs!H*`d7iI>tr_0*&t@2_B;;rndo@)^!n zgS%ukHwtGeS)m!1df}?NB2NFf4yP4`qSnYD@cfbu_jy9FG~pNC+U1A;JZmO}D*s_c zuUa^FsRE=cf5O1|yKrKNz2`+pLhsgxz-jA2f!+x1SdoTRYmDLcYf++#@?hY0~ED(DShr5;cdQc|w{h*M&e(>jG5O@dtd=LWuH24pVUA zEnX^INXBNoC*G>XWJO6j7WrgK-H$#;JKh>m_owynCZrWK)517fF$VOH@Bo@SO@%Jo zIt8ctvO)V|4dl#LqUWB9k~uTDw4-4wK6jsw9vGTrxhfc)HU0`Y)>)*yUV!ph@soG) zU8LzK>zVGAr7d<=$cA5nCT~zjLa8fYJarXqXLlVvEMu|rrvj^UUI$078Gd1otpP>t$HTiTx~$J=9-V5sVh+DpL7bXK`U< zBMdZNMoT;kfeHBpJ3g_Q@p3I1YAg@xYHV(1>;ZHMMzcIzXSfok0?Wke;Kk8jP%c*j z%HLu@%&!{a?d9?Gr-D?OEWjFxr$JtGI$e7t3ub=MgjsIpG>!>9hf&Vp+mD%gEr~4L9H|t6>}c z+74O0%JlTPGB9BKIwqDi625EAfZ?HyZIBInaI)7qi4WtnLMp? zJ&LS$Y=+m1W#rq&#;GM)AGPCB9B~@ z8zYEGfhSjl$z{oHM4I~_e0bwXWRHJ?mdjsFDtjcTdEQpQA)iUnyp1S0;Ues_=mrP< z*+kvNo>;1Ef(OGGDl{E&S|lb1>;F{574;*>N|p_m{08(2)3F4j0Lw#0iSjoE00{-^ zAbk=oc1(f&CxmHJ%qyfdF;Jloh$NMokgeGZAk%39svEqDR;|8)^l!{0X=*YweB(dR zyBUw)9akbc9f~x#cP={9@o z!(p^N5h7*AK;UK&j5)~B%I}>Z;Tj7D$t-L3_#arRXTh?#AjGCGh0hbPBev zuqsu6p4{lcviE&hp8hzKZut+8<`irS6#>y~ez5= zSb3e}oS9~W?wyo{ApR-%bwdSxh&l!>kJ$Y3jxXfcP%OW1%46Wn~({LmXYvoix4$AHvkTCU&x;2Ur2J6 z3T<1Hi67t62e$@C@Lk&iKcbspo>LO}5mHqlDA-GuE#sqSj-;cA2TwSKDxcU)bQ;@H z9|)66RH)5kan9RAXJF3$5P0#5htBu%Q7v&-67@lr%zZEcYtCLl8VjBv{lmUw^uj1? z{ge-*ymTg3vjEnZ%F?+HyWo?_H`qU254s*G;XAt~$d54rdPD+2h@>oe_4y$9&Qhjx zR=q>aL?$ddoyE*Nu?@~N&!uVd^61{oM9_Sn0)5+xm=#*5*w5NP$)peA{#XL%re%~X zmv*g7{^$i_Kql z#0>*8=nqbQ{y1ow1{Mz(1A`Zf@W0(sc#BI4oOb(7{u;(He*cDGXwzB}tg#;~1D?R$ z8Ghg;t_OKI1n*?M{{se_;BERQw5sz2R4)1rBFz_oZ{K>8mus%zyt%(Qik^FcKS+iW z6<07BY9&!i3mJL23=nNmy+R!{)Uugn9T3r*l-uSEC* zM5*PsA84{Iu0njy8IJaiPLML&K?YuLfC;%*VCnmd?fEQ*%$g|^b(#fry45gbf0txW zeTI}huRx&K63ls_XrD+f$=Sb*%+kFN=gy{pmiP)Xlz9XE%Y%$({V9a}O}9}12!qCS zF`T~a3mnaUfL0Eqkd~ecNN;*S*>uOE-*&|D-eD4T*aLB0 zt?-GQNHD2kGfpAwJ6xdvVz#N_x>jX+&M6HZ5C@2tcfp5gJ`8tXfH#jB*mohGyf^&^ zF89>&q}zEIyDd%0gFA#T>>=4QT?B`M6l}VE6;f8-HhH9V8HyWLp#mBQ9ySeZj^q}! zO&d3h|0^l)t? zdhwW@i!~GI)0bjA-}f54qa9~?(>x7$Umxtkdsybr2JoVTSH?lZ$p(x^|3N{?Q-n9I zgnnmRnC;R|e(hsB&FdcHZ`(|Xo4h0G+GNYKC|}JJJ`_%sEHE!)ycA#5y~0yevE#wd zb~^p2D({z^9`A7EVqA4!gqL$a5`5LYK)T^0dU$JsYF27d#rgL*W(B)>J9x)=)|aQ? z^s4VPvfhkq{5TN*mlarH;6adt0O^UQF`<)t z!Ek#8@oYFiyE{6mik2c*ciA-Fi`V~17@KJsJd_QcDskkJvlm#443VclyFnmHmR45p zA+GVav8wDz9dLzrnnR^ypOOd2CE;F%HdJ>qw6sJsD0UW;*fJ6G1!r@^9 zxVmZz>{w&NhPsVpBah8_9zDcyu&9IbY;WpkrbK^me2L??L9~CS1pV5d&3;xF@A`cW zltjF-?Dtq|o_HR@g0nyztRZekF0m|4Au+)ou;>?;BWrbuh^gJd!>oteJ8O)jZ|TPI z?jkhzWDeYG@20yh6~Wp7O8e1FxVlD+PO$k0*$mb%{RZQ*8782v84dpiK9UGF0}_|K z4xOJA=K5KelLz0*QQE;R#9KKT`w(T+CYpxbs&w#9i9e)6b~Sz~ZO-}Qn?a>)S!Q{# zEW9xqfj?rG;jZx@9e(hOd{{3;%~EevOeGw}jVuGoCFmq1B()D_*}!CS zaLW-|UVV;!5n<>4BYN0u;5k!txq&$`)eFJbQ$X$HN!T$h3ETcK!y~oJp!|y*6xsJ9 zUhZe`FD}HN4fkQoALB?(CkEE52Gi^H+92+nhn-Z5VfTdvH%MpA#FqcVzV@X)1KHiKI#J6Z2D>u$#tNI%Hx+_sNeSke>(dMl7h$E=O|8$`AVN z>$uIqYA|niG*#Jkh7Oz*ruN1Cu!GN;j%~`q8?{0y-`=Kj{mZvO{jw~G3ZCa`C@i6U zo^i1K3#e;Z_i^SyJ8oI`Yjn!sD$B+5g)dhO;Q8M};JH&B zyC3~V4ruPdX?%y!fXYK=!5iFHZAs96bCaO z7si^^!F_boLFc9mO_ybLxKFus1`)w!#bLzxWf4kB&!p?b^yy+gYkd2KJXLH9fF%wr zn<>!=sw|37TjCSCa>i-8CFTfnNeiMj+=VdbU=02KBNB_;T?LbPJ^m^YLe;i^L{Z$c zX!QMNbnK@#Z^L|JWFVOU&2bX+#MD7t%->8565Zh25_cLVCyloJY^DqAqd_w=o4yeI zjre8{Ajwa|Sl{6-r|kX>@J6Xrm3NPZIhJ5a%QPb7^9^~=+dx&O8mZptn-HX*3b{YN z5sQmq`1-beSsbj4q6t29M6 z?wtol2kz1it~Z*twu|m7XEWwIx{1B<6R3Az0L9Jubg}h*S{?TeHhdYtL$9NV*4bTn zd#E}ty*0_a`cpyYy*vQZim%a15^JL1Re;r^*!+6G3ApB5qt_ggq3FXWleS+eRPetm zF#ldINbb%ipFb$!Z^j4lV`n#$r!P$4YR)<~yCwxC%VRjsyvK~~CL82*;VQV?x(h!t zOkuIv2K?!cC#N;kl6Ex?0sjYM*!IblasIiV)SgQM;es?6`u2yM;-vt0>Lp6J*h2Ou zniGcQ`XXY`3F_Sv-omuYrFq8YYEr5=o9>CGg9u(K|mRDN4Ua zUfGsHtKMs-fTuu(Rn6favVdbcI2u{?hmvS0C-S$Dm|*yKhmY;LeberPAI>-1vvUNx8*z6*o{dO4}7 zTNwZ4EE6tE0n}K=wayFxD|QD_Q)-J}oP0w%%&OtdeU|sEDF%FR!okI=4D@4aIaUk) zuQA_*4Xh`BGROqNy|v)Pmonz(J(jN{SOLQka^NRY!ugx}2o9aO4pnUi;Lx`j8J@ES zhvE?C%(~6syNCS^$CVHcdk&7ytLBt!V?EX8!p-Pbbf7Q*vRr21 zjhFJE>*N=BzAp)!MP9+WwMw+LGnLtSbTcUH)*$(a^vTuc^S)s%tWI05z9j}qSF~G-t1oG2;;QM(&&~np&wcV-ksEZnH`6S!8P zl*9$ez-VRzb4ytjmarW_(|2e9ThB^nJEoGpe>>s89Wk;pFCUiKOM~B>qqxTM1+>@Q zz`jZM@PX(}(9$rB>gjF}o}GYpxt#*jCG5RgDAr_!06TYWU_ed1j;#JGPk;9c(g(u{ zxaHwvW~_ZFM@eokHolq({VRJ(cJy<28C46@ynW%yOj+Z)JJR&L)PIn>zy;2jb-=K% z03A=i19g*!U_6r5jV)HAST-A;-jc;+T4&&mrqikTzm-rFyP62;o+Tqp46J)62OG{M zfS}by$kJYpqdv3l=XsMP^5aR=>>7^`8+;>y(;}Flfx~bquC!uOgWdB>H*mhM{|nca zOhPQHX`KBMNpfZHVkPL z1nUoA?EDwZ9u%UC1v{~l=1ca!Fu^A2$1tzX9UbGW5 zb%U@?rz9iOcoSr=e?xX>tWex&Dsj7d2(+|TgY*dvNPhnb&%Cf3&I?SDJHj)$^QwY~ z*J3s*zHkv1Vmm_GM6TfZOSllDdVUPi)7DSgjY0O!~0Gz=Jd?YhF7+Z6>lU$ zaF3cI%{y)nx|`nM>#HJ>%a+4%(WZ(Z2WjXEJVEAnpT%pBK8Jr7B%!nUIe68t;rIq^ zgFiiR)zM2OYg<1datN)Nj&K{WUdKEM-jG@$5>GTP@ zk4G;YBKlgMsByV4G=_x1$h%0eRZ_(p+jioXX}zdu7tjSw6H0?Cj;X4W5R|?^sXDs?)5`;&4n;EbAL-fC4 zOHlt`XXgPG#kI!qMXClVBA|d+5D}2JQWkc;89)ULJVihRAr4-#z!w;4q=br?Rbf077ptD5wZ(RaLSQ6j6=Q|u3hj%m|K|urJiwEa@-Ht z&dnaLC|?4v74*<$&2-#hD+NJUtFhdp6^z%yAMw|3LWz@!FV5VZjt73qgD9n*6Wu4` zh>w9W?CHMScKH{%)M@g#U+b9I)K;_>9< zL^~sj7SEFBzh&i`psxZ=0{lb$P0Y+q`TW@eQ!`6zE55+g!Jg0a`M=9UIUT0JLLXL3 z1;Eb}bg=H}CdN%Y9^3V9fO8RJK<~v)8<*RA>b=bhVELiftQLO@ocXPWWNi=Oy4Unt z9SFff-qm6hIb#tMsdS!cTUEna4;msfmva!2QV8icw2}5jXWq$wp-sM+HFs%Z7KCZz zwj5DDSF36eddD%gH5s5$>j%2mWSHxb{b;$j3X;uVz+CmnMinWAjHGTMhEhc^Xi0_6 z)cuUh($OsQpA27xDh!-`$5mtBDOp+7s?Bs!pz#c%y)eP;AD3T z15h-+P(BWyQjq4z@?_Cm!x&-S@-*b>o6U}S8Vt5B&2YA+3u2`K= zv{&hH>4ME%S$;2i`MVW_cz-L@JDn;V5L$t0WF%W=eh+rZx1cPO4x!gK%8+qFfLLPgZj`LBpH|km??y3t1p35qa^F=ZVZ<7+hCSsC+tdFji#y~6n0IWoj59p8SDAb zM$J|US)VE)uhPDRiosanTK!*yw$_`Gierz>6x@UPLo-p$l6=N+ZvpznvWj6=yRn8a2Ya_05M9o9ldqR4ZpO%j$Yy zW~u_xe>Q>GPL+mJPCKA&pbk0>8nLWf2Rv92hMvZ!Gt-O4!-k{xKyIiW-?`f$yqPm3 zoFsY7W^ZIFysbRP%F9l}eU2~L>`5#hB@+%MGIJP5mnxW{@eTWmWWgbu^^9LpKexU% ziQJ02jYiFuU~2`VQSZ}%`o)Sowpuy}DOpIfWzBZ5d-`d{;@w?K9(#HUD$tPu*BzsH@-L^`Zig4^qWJ z*DUG;Rt+TaS8LMjUnLrkFp1EP!^oj0#^$M|0;h0lFK(>tWXC^R#@U_l!+qz*k&0z? z!pB~!OeW`tj|ChgzGYj5c4fLas9K4<(%A}n`cbg{59NlyoV}IV;aMB`_S%^23i~J zC}>aBH6`mJcwnSD%DPz(OaAP+m<_7|-?au>g;-Gh&GKe2gua}oB0LHzLN z6kOAmh*hp%#xDw$@N22P2+cc-im?e^o1Cy$;$(7s z+Ij3C%5l-cPry1wQB3G6jGb5fihZKruqiv6iMr-ek{8FKZ@YgRC3Y$F{^>YSu$)J=mU8sifqB$#Z8jOK@FGd| ztu)P;PkY)c$VIoMw5f6(%}BAJI`2Yh)c!2$7Jr*7xOaqo_V_I2cO(+|q*TJTULxW9 zPLty77EYpI0u5eZM5isANat4>(3od()I;xk;(p{grd~7^;%P_QWonf%i$)!##MGyqZd8~+O&zT1rEBiA zYq1OMkM*QRAr;)d>E-lhdI^aPwWjB-%1LtJ8CsD!i%#8CNV;qssboPvSL!TDpT}LG zy_pj9n#^HVxad5WRj5ZRckL$zJw5c!)r&N3jwY?UmPeEB4v^UHGeqr5G*Nf*p!sT9 z^u_*UTHH04Hg}$-1EIz==DZy(Q=3Y%tK;eU0|&Xs;qvrW^kKU1br+40F`z#B(Uiog z(%fgilf;=x#C=yWdEM(o&65nMY=st;cDJUAcT!17$$iezAe{8{5HeJAPqhBWZPI?Q zkDI$qj*^3BoXeMW#I!q}W-ad~Q!U<*r)wrr)x!C-@(%;5<^7f{JM)0-^Bg3e`+p&> z^_8Sn<0K?$Poz#?WYTisLV8&+j_!D9NcG(ksnpA{R2=`N__w|K+1#N|^7ytDDh@Jom@y8DuP-cIfOrz+C*p$R4hLw*Mq4B15 z!6RE!GpRtam=v4Vu$JQ`c^~d)gr4MEn_F0pBsHX_SiZ-IP{T<%pC(xfOfAhvl0MeE z!%0f=pS&i)Y=ISjB`lW-DJq{P zi6huZ(#Kw*IPAMqQu`0-FJE+ZmXVqDS0!ypqYu^p{w4AE*6O`;@px$>gt&;>$%?lv X6aL&6zq>k1%ZQK3iC*IRf7bms3gjDd diff --git a/codes/DoubleDQN/utils.py b/codes/DoubleDQN/utils.py index 0c75408..c5f5305 100644 --- a/codes/DoubleDQN/utils.py +++ b/codes/DoubleDQN/utils.py @@ -13,7 +13,7 @@ import os import numpy as np -def save_results(rewards,moving_average_rewards,ep_steps,tag='train',result_path='./result'): +def save_results(rewards,moving_average_rewards,ep_steps,tag='train',result_path='./results'): if not os.path.exists(result_path): # 检测是否存在文件夹 os.mkdir(result_path) np.save(result_path+'rewards_'+tag+'.npy', rewards) diff --git a/codes/LICENSE b/codes/LICENSE new file mode 100644 index 0000000..673d927 --- /dev/null +++ b/codes/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2020 John Jim + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/codes/MonteCarlo/README.md b/codes/MonteCarlo/README.md index 6338644..4f90307 100644 --- a/codes/MonteCarlo/README.md +++ b/codes/MonteCarlo/README.md @@ -2,10 +2,10 @@ ## 环境说明 -见[环境说明](https://github.com/datawhalechina/leedeeprl-notes/blob/master/codes/env_info.md)中的The Racetrack +见[环境说明](https://github.com/JohnJim0816/reinforcement-learning-tutorials/blob/master/env_info.md)中的The Racetrack ## First-Visit MC 介绍 -伪代码: +### 伪代码 ![mc_control_algo](assets/mc_control_algo.png) \ No newline at end of file diff --git a/codes/MonteCarlo/agent.py b/codes/MonteCarlo/agent.py index 8efe36b..1484049 100644 --- a/codes/MonteCarlo/agent.py +++ b/codes/MonteCarlo/agent.py @@ -5,7 +5,7 @@ Author: John Email: johnjim0816@gmail.com Date: 2021-03-12 16:14:34 LastEditor: John -LastEditTime: 2021-03-12 16:15:12 +LastEditTime: 2021-03-17 12:35:06 Discription: Environment: ''' @@ -26,11 +26,13 @@ class FisrtVisitMC: def choose_action(self,state): ''' e-greed policy ''' - best_action = np.argmax(self.Q[state]) - # action = best_action - action_probs = np.ones(self.n_actions, dtype=float) * self.epsilon / self.n_actions - action_probs[best_action] += (1.0 - self.epsilon) - action = np.random.choice(np.arange(len(action_probs)), p=action_probs) + if state in self.Q.keys(): + best_action = np.argmax(self.Q[state]) + action_probs = np.ones(self.n_actions, dtype=float) * self.epsilon / self.n_actions + action_probs[best_action] += (1.0 - self.epsilon) + action = np.random.choice(np.arange(len(action_probs)), p=action_probs) + else: + action = np.random.randint(0,self.n_actions) return action def update(self,one_ep_transition): # Find all (state, action) pairs we've visited in this one_ep_transition diff --git a/codes/MonteCarlo/assets/action_grid.png b/codes/MonteCarlo/assets/action_grid.png deleted file mode 100644 index 7759f8b78632fbfc7fab1cb6a9a89d5165d19b1a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 106842 zcmYg&2RzjOAOEGO%!bujm8LCc&j=Ngij1tzIGgNoG>kHnL}VOgb6IDP$XyZ6o@XSR zvxzhQ?~lH}|Nr0PQStfQ`~7~sp0C&I{eG?Yy}5r+oq-lk3xmNJ?%clh00yIug#MnO z0Z+caD_#Wu9dUi2t_&+^Bhyd1`+LE%*9uSL#Gthr1eu)U-S*BvG=W z=U1NZR^hT_(+&3K2i-;X%|$gT%tV=xd#9wF->NAwy<8YI(JFZTt9(@3;#Vne)y$2H zVhLMz;T6TC!W+E2Q{jKVho7sR_I|?xNILxUpm>4xzaO77e-r)hM>D$r_hZWlJK@f| z8EF{IaDtMU(KHyp?!mX<+l8ls5sR|Run$QER4_NEvWPDPQCRB3g<&v93BloEg@XVL zR;lbv51XOKfQgkTC!&tPrj?)v#||HOLJy32rD$L!kwkVFEY&xV0DCTUn)4{kP!&ZF zgE=ce4+>5}4^$2x_#b}a@WIW)2hz|395m#f+TjCl=z+xH17+v|k>~Ie&=5E;0*Gsd zrvV95;y4j`1Qu}$eiQ~wUahn*EllkVnC|}Z zZvdTB7}4jV4^j4#qn4As%{*7-Xhb}qkvY&v_0#a9?8Q$|yQ;HiIlxmjh>ZKxVBFYw zWh4ywAqXGPb5{Z30bmQ~1~jMAgLh_3(3~wnc++?V7xr<{=N-IqG%)51fHwOJ2pSP9 z78RuW_{srq6%#D|7T`lF81S+DlE_{k-$NgfbdbEvUf+Kj@WTj=`TQUG*o6#7)B<3W zT^_(yF9g7VfrWHhlqZ&oIxitSn7I!y3ktCCGk}ouQDDj|K!)}4mKc|=WPH`WEEt7U z2g^AF*3259Sq+2``?q#($^MUgCFo7s;Tv^KVfyl4qaq4SFF723%XwBsVU&?Eiqu2!q}Q{-a^V(?D7swQx;tzxRJMYMupPX#&N2 zE?RXTOe*<*Ck=rHKL2lEMR2B++V~1j8~JGcHGoQe3DBJSAO8~#_3YWW4b!s#7Kp)k zMnEXLs4`%+x0u*}0f^HFOe?~04E*x|s180a6H}<-MQ^qam^Rym7!Ld&z>68!|L@%} z^v>cC3|4qRT&zL}KC)p#@g3>-bDfKFG|yKqO3^$&eJD@^)bJJrF+ZT-5aNkjz@~VC zJ(&G^hFNjClfuplUZq3mPpCkzl%Q8M+;Cair~{M-&p(aC2LZlm4uuv0@yN{Ozje+3!`T^_Z2fa!knF{8g79rT5SWl{h-gA! zo`S&qHCHbDH8DE~&-kC3KOYAw`~1jxh*Seq9^JT>=%Hfv4WMD{mjMRstbpDb>Hp|` zxM)*7&-6dxu|vX}ITYRpx(LO)DbN3>?d&wro9oahHPn;W%k1?tKogV>0EJ3SkS2&J zPu%^V7O!&vy;=u5+;h=l8S+^V71Wc6hKYkK|1-BeRUiR*uuGWzDkA=^$~y&ryp<35 zI#lSLH$VnHhqibco)Y+fR{}bx!~|ghR?-7n>{R@pWe|k{8qVer8Ul0?=eo+dMwS1= zH&qefJNEKFeEnk;UPyqEOaHSeA`>+70yHw5SpF~oVhb|+`pImXk-GwU&ocDd3e}p+ zyq}5mT=x;g&LUQ^J>DsfYf(%!AL_71@@=Di4g+@El**ooT{P(f^l<13c5-PR_tTDC z%jv7N$&OW`b%Mc1$zbR6`pZ&YV2O}#L2UFxz+Blxrz+LZULu649B$pGuZ^^aBVeoikJY^p&{8QM*b0ylZ|B zmftfqey4tr;OS$sriq=E;K`b;ovAf(?K(^9JLp47Mv%5DW;OQFJ|i_#0E4ZBg^@VY zRyJn>UTDiOIWZVe(&da@9878xty&t|Gt%YS5zx&TADO6);oPCG!cMYiHSQItcJ)o{ zE@7v2*ZuZO3jl&1qn`F~pS-^BHCMI|;_8IA3691t^U)?Hl=j+tlrhy;-TKJ9kPOePh0zsk5PH!*WFHWPpf!^-@%}hGF%W8+f;X``F2mte3w^Kp!5kw<5%TYUokuplces2q!H0QDpJ}(tuTBc>v0<0|t z7|H-z&N6{zfb`z#ckfw=l+JUqx)QGt+@m~2t9STqn$k0ie^15gUCI~m`BXqui`q!$ z!@fxz$?iHO@3GW%a9X~1Z`V#Y14AH}s&w@y)rKYpSEZ!j$#xIi;i}k0e>`$2cXg1A zc!by^ZOzvH8J#wfMKF-!b}4SA9;1)f6BcT*Gve2MQo8<>;xaA}Oze>GXA7k{OB5}B zMXO0dzKQ*1Io!_WnlJJRkt8+GIR^oJ>jzKeiI$6Ucnf0fy*_DN=Ax5dEXl8sW%9_* zD;sCjutEyeL+Ugit*wpf(9H`QCN)zd(?CVmKeezk)AQ?lbP*lknpRP3*2Z(*TBcpS z^EUbplLMhtj*<*_RG#o_@YC@FE$IS8Gq6aaYqYn-(ON1gi^O%$OicTi*_IfV8g1;X z_nxVIZ@$c*Vf~KvjWV~~*?A|Mgt_v}Sv&a70-ui-P|@iQ#Ja+s=^l@KX5YH>`d~hb zBm+8l7kqqU|2Tg_a0a%09GGqvF!Nz+O(stL4g|?=OK&{@!JuV?wcAMuHtC|QZ*2su z``0{P>R2b8Tdc&kLn|bhlEvoo9!oN8o!j`hAuo=0Fr5|GQYlNQ-LIQ^A={$SMLg&j zB_h@XNY>qUj_@7D9XX#RvUN8F;h@!sR@+n5QlT{Yq)ffYxB%XU^B8pOcA;z3yE+gE z?P2R~gPNUWALI6UvAMzwY~Q-Vmb|#2mTAh(C~-7etwy`uPGQb>&Rt7oO*2Jj38*GT zoN1jKUDh|?x)Z*0KrSP?b+)56TH0qlay*9gTl4a-W{k`X(sxp2jQwTO@1QznR%u8V z)m|7Kwm;zDmN|ldT5WG|6+sTsHj-b{E~eC@I%@A3#SQgHERI@Bj#{bSjDIPp^Yt=q z+N~q+mBl+K%#PVJM`vru2a}_j(;Jm0U5mirz91NW)`4@wOzWTz9VwHd(?0Kng7c9N zxOT!rGO!e~Z!_6WR{=SI7(M{opc|tWa?6)ot7oZDxirgN<()d6a}VjMz`es+uy7A3 z#+vGASF8G#i59OSdaIg~60X`cx|baCf$e%?@Ioz)BCi@n0*bukI;t}Xu&&&%TRURHL3mgEWjJM z8bUC398Mec;2>p}6|!G7YC9Q030h`PSEqyu;jj(~Lcj-cIQTyIq1|HZs&!dJYvz1E zG5RD6?Ct1NRqOM9HM*%X`CmQ=N!T7q70!#KT&%i)Ajdi3Mkk}JA?IlrS31h z3<&1`-vBQu;Mu={yygd8%l#wTz;TJALVEmhJrTKOlZ*;SHXvak%)tc5SFyllW;ftc zN6E>JTGVj>pG+s0gL{YqJP^(^1|95#wN{l=oJ(CIEQa@QqhXw`B61!aIgkVLV@^sa zP!fun)UdW*_E^A#l$wg}uY3jb6GMP+g)=-bUHc${lDj{;O>T z0oL4r^i3wRD@EI83TmDJV;CNuHZ(Usa(@bJNUI4DZI+nA;LP&~?pmiykTXeWKmr6< zD|Hn8*ewnIH$9i>b)&%t%W!Ez zv-G-0#vTFj_z2TQ%-YcFcbweT zr!WIGzyNI}o>4pBf77{ITb)h+KCA?Uz)DM};OQ{%`Wx`qiD^GVgLBTG{RI>RISwOI zLz9?qfcUr>IIUv9f1kOWn+Z59`5B?4WRhU6wh&g_;LHLWRP&-A`+Xupr;+Ep91Za? zph(8qGDtKM($8#yXiel1H(;0bO%Rg?7Z7T?HeU8Yi_q-4XMm0i5#P8S2Xewo(GbPK zqSn?Mt#N}9$`kYJCsSog4FVDXr98m(o*@?R7y76ToQI_9u5O)03sMzwG|m!w?bi^! z%gljzR4BBL0n05QSPcwIaLx|^-!v6cBJ_w`1ej&|L`26$uml@OU5wHHxZ^3JvS|}f z%L0=+4xT0f+KvN}f8qjEi2;>-(tO9;%Q;iAXZOx*GmDQ@!J-cn{huc{+a`Y zzS4#07!~JgCkIvJN1zi@SHWcYKb4U}fgwVB{`^2{G9Y;}_N!oB``x8x8uLTD&H8$p zery<8?$=z@sFfsb1l#OcB`5*o2F*$BtW(W3_+x0!Ao0@A&yu@&E<1rFzuZ`Caa!(m zs``q(j98xH)d{_;bs8z(&Ko2ubA%NaS>F54zOq%>YmKkIDKo_8-7CDhkh0hH$Ipnh zMDAD3faaF93A5m+g|NpsA%FL1?t~PQ$@(Tm#vjN{$iimQ)L{F9ozazZ7ng8_#|X0a zG}&>$wMpY^+u0k=51y z+_qtR!J*p3$s^LW$F9SQ93amS8*U=zS11_n6hYY+3QHN zR>9^e$#gQxMWO^dVO6&TLfXN;@xeUA46$#&>v-72UNh%DP`nhHfM};&wq{K#jIk*Py^uATebvd|CZ*(NJCPt$McpM(D_|mZ?1P)ZB+2;dccZ#vGok9=8(n-`D7jHeS5MLuyN41hW5fk0HV) zk#a{i|AmJk3%hlDsq&F$CF{H1{kmSe)+eKmAVhJ*_)Yitezv4)YhdW=Kq;~=Y-alq zrLH_W%k{Cfv6I?~OFfCpyT?W*NU?y&%hkhE=;{0q$4yS4Ae`144Nhf=F$6@01DUNf zB)WB}yb&*Apqi{We@SltGYg=hR6kark@3Bp2O z^v(e$vy9I;y*UR2Rl!~n)N|C-N-{qX&*-o==`a7GV@!mGE0X&Q228EfUEoJ zpu0tJc}%h+NRM!W4eBD2F@kHbZ~v(&^YQOHA&YTfvtx2K?&^qM|6zCP{jWdnhA+z0 z9`g!2N{c7!c<>lMi7#G>uA)P||0#9R@9#o1mTvqC|JU?AE*T9*+XC{qd$+WYdN-&gOX*`I=> zCSg19RX%1ljQWxZXNvz|+aP?rA*0LVyPNIR$}eh_JJH6YAEIpKzgz({$DcPE4G1B* zvBG6bTBkENU36K8`4EmGtiaDQ3R*7zQvdrkwiqNS&Wo24`!VPmflbvHR=1lsZTyf7 z!CG7{G_!4*15H%#`ei50%zSj7H=K0VdG4C!YSEW6%RJ04eCd}k7_E65q{XUY@2Ma$ z4zjQ2yB_QNl0CM8sjGqcEy2;)fh@Oiqc&6+gA(Qh& zVC;S2RxiI0t+S1dHXnsSBWhtsY{R2dcSJ+`n=07M<6%a1?VVjxQMhftoOOxbczh-< zY}TgJ@L>!o@pqF%hYfEYY(8))5Y8LihOZRTL&ti=W?{jK+_eIp8 zhr<_pmx){Gb>C5Vu@2jgfs4h~u|Puo31dDW*Ti;YjS0)9etfBvVrPBYA4y}$6Z~*+ zYJx1O7ssMq)K}q9bTl~RaxDat7_E-^ASIkU7vznZQ=O~p-7gLTl>WbIpJUx01osgO9l8gT3w1gmnefSYxHIyIw;{2CF;n4JwE2Y&N z;`ZH~lt;1zz0e$Ex75LY-)PC`}oluZxZ$KUYGB?P9O^}LWSGk zzgJb^g%T)fHRhK_d-OK#_B+OGU7j93q34xHH&v)j6@Ch{;!=X02HU0WowB-^OWFQ^ ztp1ej+xLh_xZbtJx)kFV=@zDp^87mQW=%UQ*rcW(xDm?B_kl2C4LTgPbUM;MEc9)Z@uKtxGQ;mh{tAKhZ!);N1MMw9Y zs`YbE0!y!#6lPtfi>Mn^)a22xfsAuPRMuk68(+w3m9Eb&rVVyaD73@2{NGV$N z9Jr&RTY}wFM?Hz$-0;ul2Nb*vbT!&e|z26h1FTmtn#+#@f zeIo>^KSA4x3>vTZIIBgA@5nM_qIj-FCfh~mh^uwTc*o>Pv&?ADc+=D0=Yed3d~e08 zp;mI<)~>_?HBR@ZY+a5)blI3>tDNFHt<`NZ`u%KuMZCja6Cw>FtBm{ zM3NS6K$;!1=emL@c(KVc!xbU-mYw>Cht@=~i0FIU0x}y#xnWd!xeMk4 zzHM%W=juUTmnL=T@N}$oA0P1#Nt~5fY#3dAw$@}UqHTR}gq>Y^!U|>j!sNOM*VWh1 zZuH1K@I}z%OF-=T5gBSLv9<>~E!k=nJMn6zk8I>#v;dX%0ohPrmkZT5N?IL;6q`K5 zmORBwA6%~aC@kB(yi}T&OaNv9vdfa{6x#LXVwT*_enuC_V`P2Apy}XcUTko`==l{B z&HyO~YljG%@gQoe@e1K}s&(pdQKAY?p^~V7Jn#4mT!re-N@rxT1>#MNyM+HUP|J96 zq|iN<`1e)`R>`Sc@N*cq>e5-@wdeSYw}}dAveBJ*^-dM>M&6jt%=LSz^H%Og7?u63 z&k~~)7nqq>g+3w(=goK5MdUhJFy$xu~r7oIo<0iI=Z_|D1sIDdsBh)LUM1+dcn*% zeO}XDHW`IEx<{ah@Z>%#d|uhBkv;-!SIn21*vPV2Y$4c_LDt)a0!fMpx6=K@W6%Av z)H@|O`*j{su;wbCu|R6QzzJE!!H>y?%)!04mrU)|=X9mlDro_6Q1|ah`~{n+ zgX2x}C}bT)^!4%1NhuK8uD{L?3&e9_(9}Zr*z$UBv&?zZr*HV#<@Q*$rQ$9QSw*B$ z#X1$PZs^g}AthPigzKT9+CQaHR*K^?X&vw^RrYFhC2F5-t1j#4_&DuZI{_W#I^Wno7Mpbt==k@-W9yLa z*ZX)sN`bQl#O&OQc8XtxWo!-_24i`CkhR+!IW(dspkpRUMnb{ol6;PVN8xk%PZy8A zPn{NZra?jyKF7A)qqqMu{~@qSq36WEasah3AKcR(E)`v=ZUKs$nRX3(r02JK%YFrA za2T#u)?R~&oCzc-h1l1?Eg_M5m%RJzVOr)2>_@1+S6X?(H4WgSI>h$IJS!B6QK<1X zqzB12xV)1dD}>JZt`!K=!oq=45sw(9_(ze#B@q%Ot*tYNKMfZmbwG*B6a>X>uZVwl zAzI9bo*pl40nw}b9T41c8)9>TdEg1FHE5Ei3Eu4P-3@|`vzxPoSr8yK%2cjn#i+NVe zN)WM@iY?u>p*#A0+h-`m%}EyjaPsP@&D%bf1LgZV-5a)(K^GXV-9I`m>P%(iR6FdL zaT?wwA(`>;?OyUyBz;yoD6!Om0I4L5`1ct^e`Qh8y?3|z6kc^)nb%XY6|?Tlt`vWp z@--2t$sPVDs)bh@Km=eY-m~lN~H)Z{&Ck8t|55AQ0kJfoh$yYfD$U{k#ECLk=k35D}*0JCDZbNk6de(+* zk0VOp*N{&7wCMfDZV-%EtrH&`ZnxlsI@j2xj$l?SI{;>xqLI^jY@N{v5dUe{Fe4tR z?zyTE-)zkN)lv9JjbUTP@7f9fetJadEC8O`044Wk{5t30RKewu%Ek1Ws&{FMW4^`a z9+AeYaJyUgs;@Z^B`@665k-}p?_=$lH z6QfQbu$HRt4MSuV-S}v7vZPgTmU5oZ2)t~B63WjT?0~{=W5{N~3teg%9{c?XbzfJ* zsQ#Lq`c-qyu+~6rB{9|6=3ccFdAEd%E83^cvB%YTOV`abQ&u2

}FN$~T339_T3N=vhE%AYbNK;)cR_bRbglM$l!-|d8@L^or>hz-2J-! zQ8Ho}y`{et@Pk~{H*Dv6u{NGKnBzPiu7?!0-VjYhq$0#pXE^D$`> zbjrzESE$Jt1G)H-^n+8*vierq+McPHEbo@0 z6VQ%UBYCFiq{ttf+t_v=MXR;)f@HV}ofGT0qJdC)dWtlKa!^C+0hNpz-OSJ`kOrNv zoe@VzlD4z9{wN|r9cDz!w7tS+rjR@xK&REEWeVyFYWu#Gv-~2x=&f^WT|cxs?mGznx-0cZwAVwcI>zOgn8ZK zA7$h@{h?vIIRl))iIbJpGxvNJUrDY0PFMW(i>^_G;abtv;JN9%nU~%L=Im{T$W;Y(V4BF^rOYH zzR=V9o76aQ1MU1npt^K1GbC!E0F?YPKq*WmiizYoj9{$!;E!)5#cfG%_qhdl!pZ*r zJD{3~V36-c*A!4dWe5$*h}`qF0 zty69M=WBa;SxN)=WOB6}^JZ!@Flf{sw5lV?F2(h88{9#TS(_VcJO3tIvQpyJjLY!R@n8I$ zqqF*#jVpOCkrrRuq|X)WDIn)Nu8*&z4#>P88I-&2q`k63zT)lWtJUkiD;J#WHJKb5KFR|5wFqi>O-u5;;x#lvYDyfkK9kDQqr=P{NA&^p`c|t zj&)qSP(TJEkwbuL&{`L9`hI-g)~whZI*pJJ%w3ggu+-&?07Ae{XJV$s(NHzY=8xjU zjt_b7Z_J3xEsqbAeM823DRE2QzUaO5mdpvt-R$ksy^X8x;a%3(td*2d5$?*KddCllMA3Tj4srdpGO%I#^o}cgHCYQf7EOk=gcI(B5ODjS%Qi_}Lk~}LB4_#wx!5T3T`mvvH61Bt zV-BvuvB&2~8{cdHh@4})2A0WEpRs({ymf+!u{(~lqZYxgzBWsxB%56u{($??l}lS^x zvY@~BobijSj;d^im4q-EEtW`a@>W8W;O0{Zy{iAa;5a-DQ;fq{|4# zel~X^g9FY~=RnRk_$fD=qiP&i(!;Ykp?+E3sJ_>7W<)(3NTSj&$8vC6g73aspJ^tvuJZOid(b_h_-R{*^CM zr`;5*Vt4Ik(efXqHxnGi1x)r`K&ig<&Zy^DX`D^JMnJ>ebRv69#>kvuq!ba9h19Tl zeJ(fKIgmp;YYj;P?M7-HiQCl{9XOfPuM=H1SJ=2g@rAwkdI#}yD{yG#@+4kzoPLM3f*OO?^#3kVkUGnNItNqV@5FpJ<%@tX9SsWHlkP;h2FAE3P z1LmuQ5g%jr0m(G(Ke=f?ch(A>js;Y(1Q7;Djz140zV*{?SG6GzSD6HkP_~xt=Kk@F ziViS($3@VN8X@KO#q^u=BJghzkD7jc;AOmF4N-7Im*F0*ht<69H&sIm)^0e(S%T@V zhhMMB@Ha+-wwXpG#bj0xWZprMjLg4iRfH)F|LQBj(HKuw}yu4 zX8YTN#L`LL(TwsB5EZl&x>58X_gU<-Hz(xn$5%VmyK6g6dd!~ow9n6Fp2eELkM;5j zAHRrD3oCg!cv08Gu;1+zCr<`-V9+1UoF{Hq+4M)$I3=FuJYxRKj^)E-A>)I;5;cu6xl2+O668RG{Nvl%9g!q!_LM zZGvU`S)qb7M*JQh|NGZ;Emv09q&CGZDagOrJy^m+X<_RDYL_ivQwEW2Hsq&cvqZke z$1taz%=T?zvFK~n3h-F`f5p&kd-Dgh%*~?KPNCH(p%?gu%A&`1c!hoPMu+;n_vUoZ z$di1vRRb*i7fHsCtCmMZu}kE4Gv2eRE4K5LU(+wj^oPB+#PQY&K|Rz-L3qm{m3_JO zce;ok3D<>v5JMdBRVhk?7~`ob($-&kt=VCxhqclTZKPX}rbr0L)8yFpln7ko;;);DT%x|ZS>Qe1UXyB{@(W&pmwkKr@wGC^KZI+X zPrNk$>xC26|LBL38^>*@Srw&}k= z>;KeC_qWM!92i~4CpS!WkL!vvhshT5`dN6oO1mDF5uW|U`SiOsxkd3iHVQarR92`{ z=_)1fYpUDlPMeQnLsq6`o^$H451kVCTb;>u5qg&w$@?}Luh?-7y>HexyNUXlTKNv# zJqgV_14ar2^{8L%uk3<22hz`ojaJoJ>(hOT%U3KZl(()sjd2OaZ5K6%y!-LDctMP< z{p?=y-1ZmlKFfQ6>_Go-&7&nUiRS!1p_?o!?>31w0oNFfUV&UH*~lm|mp%+rH`~PI zPui<~9Cp4!m@e3eopFNQ=)f)nZ+n&>5i;~n*XQ|mf54h`<%miX*4l~RuB?M&kezbV zNVwMNU)oS`5>Y8F@rr%oFMYG;ROLBq;ZNR|<+BqO<#a!iqm#N!zyYlAxy)Vi3S)N3 zi;lvF1p1?MPYJlug{_VOo`8|&KZmLG>boi1K`AD`+P0=EFe+!9N^wa~Vi!K%2=DOf z7B<{A$t^n><@*|N@t~H6*{jS`as=ISVcvKqZvENF0#B1RPakbmu4Y;8Sby)HntTL5 zmnND0xXtlN(*c@lWTJsi>xC(7h2 zYafJ8UdOemeHWc`s4m*}u^Eh}ffa)81u2kS<;nRK#`Lbl*a&-3IMnz}je7)9zoz13 zMAVM4UM*>kHaH(fjQ839z%V3IXIR1wZ}D?68ayi$d2xwMPXE40+4zXYt6>U#IIfmf zag=HIJ+41L^L*vk2g%LTH$W}vQTmfwy>o?pY@}J+Pc>~qO0I?~LsiTD4pJqj;Z7*d zp9^H_*_<7inL8(Dg>i7opICh#OU|*bO}1e5F(06&1-bFDOS(d@J-Iv{veo$pED0Cf zm2iK?*6d1oZn-n2@-A$9l-S_a*U9x3M z&F(9<(fblzy2b2=9SH>e6_^?#J8Y+Mu6)!^G7v9a(n>;OuXHX;ozM{G^rB_Z#<-+Y zHc7sB$5%Y{Nq~yf536*)y-iMeh%tT@qhtG06ZyDZV`-C|?l#@NNXPn7SGsbx-H>9k z`LX;IciWxCJ()Z2xZTk6$H8%xaP?PQJ^$+Z$5_&mkhQyAs{LFfr=r+H2al@*vi#yvT`{^XZ5YLy3amm=_TixZXO{ijO(oBz7z2w8^>+975q@p;Kx8n z<#M*G38RoPru>;HMlEq)sBe{W(%ogV51Dih$_}ggv_vJ|;#D(nPIi@_vMD|P>D~N2 z!5&>*&#NEr@mH_@wjG^+I$k)WG?SLOQnj_TCqgfj*!}CMQ%8r58EmJ0PD*(KiAwb4 zH_RV>GTo9OzFU=xOleYx z*o-N9Ri@i8fe5dy*(h+Jn0dZS=q;_;^a|M7DrzU*MddBN@E$t;bUvqo;Z<1Y>6H2p zbw#{FF&KAi{>w$7ztiTsz6><1oUGc`}a;m_rv%8Y|m_W`{BUu26~Ji zTFtXM*faGnDWSr3h}8bQ^WTjw^XF`jI`vogHMu%p z02!Dvp_%|xK+5=a=R2cLE&E%RhuuiJ4oc~XNU_&r>}Zz{%YQpLsO#ewB`O~}A%(yB zAC=4yCCR}`RL57g43qY&yXw$~AA($H$u^Q-C+eViBq6H##F=~xs?ezhm4jC_*Nb}eD3=(c(%z3c-} z39=Qje}`DVX$@opgSxg4Tbe*Kh5bBih6*T3hpe@ieZVUsJ32LpH2G3wL32`HwTbGb zf~~xq2ZJKyy+BP(pa}x%hN*E4BuF?YBiDm`;8=%>t8Bl%s>CAcf^BcLo{c3lWgqD& zW#z7-Ndccf>{Fs2`^3y05Yi(LH6G=*Eca*JL4_+A7!)=YHS%6Q+IX+W{1@AL$ItP? zT&RgDJi5mv+=hPajDHAp3Z?g|df9gY|7SESv#m(pp%=hkoGCrWJ%j*#AnKUdSi$+j9NSi5OZ@QA z_!3jFvs(&Ytize*v;9m}=W@UJpMU-rFw@FY+yFlX(95%^rw*#_?D<#53v1#4)|qXe z3k63H+ke^$?`n!C+bRYTE;+EjOdl__t3UY<2{6x2crw(nbh_O>e|)Iw|-ub z0zB-Dx*TG*#SYO8zc3v1%qdAc6FI^$;B$FZ=e>aOCY05q^G4 zQ(hJ4Pe_&oR{991JYM?Gj_e6>%l&u9sn=j;uk$`$L6F(Nb(vNV)+I@%4z|rizd^?n zQ4|%hR~mAG79z6}#vp_fzf0&q|3eH)7=?xRPrI(5B1aMPc z5zD6+$}Y%}<3=41d2qNG>sA#3#!f!FX#qq9+TsMxvNF@N01ejpsXU>WTQz&O9HBh% z;zz?oK#_MKH>gmF_!s~t!!ZxECy0Z#8;1>eg!?S)MDLw#zZRD(;P!wTwOGw18RoRst^{0N}%=0yZK$+S3)_}6^xluAqx;lOL{gghwr znLPqy&dk|x_OIq86GXt-=w|Va#f%<+PaoQ&TQ>@Uq4HnPj}(O=;0FZhD6xpB>g`~q5+OvL4;9DcOHnAqMa}zJ2EX9 z&p%}HKnN(qCt$w~PZzUn%V|CIMJ1pfvgls{9pD1RsolwlsH`oC}*9-gRTT6VS}Xg;|syWazzCv&|LR@p={5*3ariazfkVH zK3WyP_&^)EA!8MO*t;iq2~MAg;S<#lU6s3j+yf`HD>J>mHwv~4s>U1*!muNCT0xJbC*?XGC!%P&q&>|EH zKDZylqC9c3XmnS7A$Yl55kR~Sy3?*G$wy%A4IV>4RBInKw=1Uw9Z1YjAIu5mi4h&t zZr{m>%&_HhPpBWv1Q_A1YgZ$RsSZs6Gvux7rRf}=4K%}9Pp{AULbX38Q}ls>*DjM} z6!EC(Q`PZ8Tn}vQX&(1Q1pX0<`DLlY+31s2Cn8;os8!Z(J=V6cW_<{hXH4K3Ms(*} z5I!m~Bwogd)xZ0n?Gy&*Lvx=F#K*HoD2bF!CPQT(DNT&%H_?n>06J*c^92p8$4_%_ zL05FbfP9WsFn)pB+HOVahSG+KYX;$OV2orkAQ4^7ySM$GbPB$893x6=39hJB{Ie85 z{3uYUPz2RY`=OiRE+C81R!H3#)U+;ve-8`-rF&S9oH?$HeDt*CN7MkrI4~U02}h@l z)Qo?2^Tsz|&cLGq!lb5t2#h_IMK5IcCe(1t1oi}AxVoTmvkgCgoQ-?bk()}X3h2Gd zoK5xDjq}5D$3Q8KK^ODw>wpx#8>}XEhZTOnl&C)Q;sB+JS?QX(a9@j++wK<<7e%=V zwv#h}AP$V^TaQa#ntBghI^z89aW8mGiomD2aYHZ8jmsSN z6>3eqkjnvVIf%%f^rHbO6yL`)C`1v;eFd7ux}R>)U_`%a$w%-G^>&oDn*r^x|3<`P z8$h=XgBfJBuk!8@?;Qu5mGcETx8@J|0l+;a?5#9`o|Pkyz$Hx1&uyPAUP^=ggPGH= zRs=8V3|%b~1Q)cDnARJyhB~Nf0CVNde^l~;X3QcbSCWoUa<)`GG<9=$!OIAfR5)mSNH{zf*lXSf5dus-yRJIhm|9F?9m!PjH4A?yb0d=Ln@~#kdl^akmB@DC{_zGxH8i(zHHsbCKVmuUb{}o|9m3j{PM3gB`85KU# z3~0{;8!ha4F#rhO;Sq+H)bpZ0+#Yf{a+F`07e~_}plL`Tqag`2%M%yAFAHFzc`gR_ zDmXZP?GJf%iF6pQj4<>8?c3ElacF#i8VgWLA_F+N@3L|q7?ZS8U@*5(BD>VNk7kU( zWCYL4G}KoQWJK(ZeqGhjBX1nL4-#gu!3`d8;|=L-|8eim;WCkc*{flB0(pV6yr&|$ zmD&d<6mV%PbB{*mPo^FNcS%cBFe_VU;K(c>=2Rmf0Dc6nFgWM_^M7pQ&qub=EGkH9 z?}x?mlq!3L=YY?RA=VN2YZhP&!5nh02byM&tbS^I9|LNoAwc~ltV&PkdZ+Qyhuais zfqP);sw#S?xYMEbNfbT^Ker8|PZn%Zw1h5&63+lLU6$rQAkuobDHt(d1-h7z z(GA5XLP;lbTz@N1;cAcGiC#tG>9_!=$>aIE$AcCmunOi|ik6`GWMVMeeeuMI0`{qq zTJcqrzdNLA?^8Z5C4MpT10O+mLd5UbvXO)Ho6=S$W+}WfjnnM!oE3aIuzkLDBtLGi z@!xpg>HxwEc=)>>t#k+EVinrcgN-C@gxcMiy5jvhxjL3+e(*+F<)CnW?vNoj3OUbV z%VF2@t8cJ1rH{0J(hWcNcIhWM5+6VGIJ_l$(e9iP8($FUG2P&@GZn9EigI`4NpEmHn&7lrTPY~uT9hsU6@qyR<;z+c# zri-#J_Wl`FwCQ&1>%*VTVRRflA0@4S-kCkI=*m1mb9eI?EH%fp=vnXhb*r2D&lF4+ z1bGMhYuPmbgyjuLV-axgy8fDbPpuw9#KRJ7Y=j?=ha`fvAf-^dPQk#2Q4E=qqxo{8 zu{&*17c)&86{oX%<(k3Mn4X+s6T)otpsq_gxqUiDvB`S=gu~{O(?Z5nNP25s|&B6vL~C40OI#_~LvdaI`d^T?;-Vqi$w? zS(E3**k4#rj^X`&FH**i7(;h{!$7XaVs>#Lq1fBG!i2yQ*-cYCTkycvo`VZhx^2s$ z_(X&WCd3SvUCW(s*^tSI5bQ3G;5uP61vdF`y~IVk{AAErYlvD{w42gLiaFIO;FU~^wx?b4n9jybOJY%MO;8v z;Fky3te$4yo@ZF(VE@z1l0p^82hAI_HJuLzYS(n7vzD7KLUsG`&v(*y5`>W>e{v## zS?XOA0|>AKT~5mcJe0Ahk6rq%EVIxKB82 zJ2J}=0#}*8)THTYkF1WV`rlLH@VzhVu<*5CW(=HVn-6GUZ0@!cLrKKFj#_R6X0!Af zf)z~(X*K>cljil0K~8xAhTD>!(dpGVk>c2b#tFWf$UebHh{Hw&PK<-4ZUxlgWER@y zf1&!Ku8(RHF1<$&;;zxq5qZ3+Hz)P6OTCVomC&S^yb2w0I|QZT`K(fx_X=U%2O?w|D{95#4M zYWMVtSJN3F2OtCNOEqwn#k`tG8)TVVKb|o(AGCGA)H3f-1}{OZIeyfq7+yxO3c|1w zfRmm_HIXMH!9@^h+_P+2oxN0Q%kZJ`OyVwa_c~|J#da%e>+zKeAFjvJ4`dUG(StJT zs67MJ+Cekjyu(}IKE;Qc1mm9-m=H<|huVnHau6A6UmPie2%wcDiNeiNTaEwS&^b1CivF6!JGdp+urgK1(g{`z1a+gUr)`9OT6Pw&&jmq@%+ z8>EiS20fWM%nqMedD0TOTiIGu?yBhi85oj18C7+tm&SMQoWefzQ5L3G7FIwfLrd{P zF|Ub}3UaoxPt;+dpcq&9>gjy5^&)Up>#sesHBCt=VWLD8g_II&$qAYes(Q8Qdye*9 z@EwaUeM588x4>!4Z&J&hmE?|K#nI{!-18RUofWdT-{B z6+Pe3HT|nb{Ao+=)!s}516u3-p?<-zG*^({o6fBY{H{ajzc4J zDOg-$omr5>25sK{cJcxl6<&dEa(j=%E;QnPH&DJBOG_hgKI{C8Q$vzbUnj)$_On|j zkYV*%i@3sdskWc2w5?|y0*h7(fltwT|0!L^&o#W2d#*ew#>e!p0I!4FVMAFgIE-4f&cjl12 zhP#(Ny>j3f1hOtP8W8v-4s*&NXiGPIsxShijT1y@QhVD3pL-EzBPM48D!blyH1yp+ zWfe!z#pZP;?38~G( zm;yr4`rX}|LCbvH3GvLWXD$B)Zufd)^h!U`@)IRmnOaj~@KPg|F}8woLQC$|e0w_W zVC(ADwMwta{Hc0c4SY$5(rCmLgvVW9pg_N=?72WXRpd5~XYK0Z6vse_DuY7^-jL4` z+Cj8NzOVq}hJv5FS%yU2Y(d@p^tA1Vm@iobD_{O`7jNvuYI=%w4Xs108XEyv^h|Dm zljS2!;rlIcoHbeYS7t2#buxl<^91-p3G}A9j?NIKP%LM$=L71(RsL3UtA&U8t?UE} zLa~IZ^ag&V0M{_l$%~u+I}@)ld;Y*$=0O;61CP#d00-OG9#i;ma6VpwmF?;L@H7a^ z!Hu;^(BF;Le?P+qc80ZTa6md}T(cue9VSN}E!y53zds025tq(q)Qz@|k(ZWJn0&oB z2>+8NQP#s-+UdWqpbD_xdD@LB{L~4}ZCvcGJ-#wp1kRS!IL07+gMt998w)(lU$dbD zJ=l*fQFdB5%%S}0e%XWwkV#T^2qa9Z+iwYryyeaoth8`Au5N3s%PQ%soy)K%1wxAQ z5*xiuHn9Vy8^JMb&NRp#*~?Z5BeV>2pEl zlU@k3I4Fb{1{X&eDPMnpg;*_3xCAbzgR7Yx%0=R0_D7NyULs>FYbkO1Af;~V5X4K* zgKDHq=kKNp^47gqaHZLd@oR8YIP}bCD{`PtP(CSlYgU13_iDfYL)Tl!HQj#y<0uM9 zT1ba_8?-2$DgpuuBGT<7x6v^gRKOb;ScFmn5|X1fBn1SNZrDaT$uXJ{Bfi)4et&*{ z{r=qJvDfQ$#ktOP;(4B@oWb5Tacxawq)sB>)yE6At7LhF;B4yDbtsA>_?sH-@FJ%is`7E<-&|$F!|nPVL}q|MJqycg(ubS4cz0hf;H$J{> z%hrT3xqbFI5A;+;OL(gVOaz?MDjK+GH#L+o0yvwfv;6wRaq0D`%=1iIu|=q26WJ0zs*qCLL5*Kjg+4AS zQ0vPyuaKOUZX(lOwxz%u;-(Pvw=T6ASrmOWi>}NW2q6gCGS+GKAjbVRNjHljm8{2o&*IlA;= z##%okM}OC&=1;6cE)Fb%9d{vZRwdH2k~Uz?mO#v-!8{p6#U8vW+E8_+>PhX?TT-o# zyu1UWcDx*{aoAbqrA$@rN$RB(RUmE5^eXlS>eHVSXlmZ#li)`6^r@_2 za}FT7K@B3+gUE{$H92qx-2gIn)r=A^=gMMlsf*S~{qurq$og|nnw=WZ6qM^Oj~@!p zVm2(*191ok`*`!YjaI`H@1ys1>8qUHK+`^Q-1jYH0a3B5or|H?C?4P%2EbH7)Y+Ro zqBXWd$%4+q{$&ZO^YXWcoMuMv6C*kA`}^>y}jeIXf-&qfbVTOI6IjV?aDPM3riZ%yu+IQR9)2O%3ym zQpmu?zfXHzmpW7}ECQK6RNG>Nbp@CUl?tryc2@7GyXgwTF5h$$sq$Fm7aX;@wh2di;U<-0+u zejLs?x#mY-V4pgz_ZuYuziLjBpge(op@S+vS^=eSuxg2E_c=p}R`57yNjiv?F@HK+ zAOeUESb!=0?H&jhg&9#7=rUhq+ahmX^f%jNdzI!VzfZrO9c^EDtJB4CvlaePAm7A{ zk5EPI9W7nRon9-XWchHifw2XG41p!|92nsfd+$~W5RaC;ag4f5LtvU*T9MPGhu=14 z#Xa8pjsH&u*dIeb8}UcvkLK=X><-{=5`=FXU-aoZ>~`(^fz)RMFW?6`H16_hkY3@G z$4^`X6HWy_QHQpLPyfw_PdLJwWwvDMF?R#f0mjd;D5qwQ6`2|Vgv< z!;vA$JufBYqre;|eaC-@-)G`e{v0);8$Q^SL5+v~6N8tsmI~43&;Ru}0~A|;*;H{3 zaNdR%in~us=58Mcv|=&Ufgw5MPa9w|Sgj7Q=g6V*3*fPeBZ1Fxx7`9?4r@Q|qOMN1 zZvGbrBu1=h6@Fu55@+EDWwVZwzUSKPmO+`PE)*iTJqi$7wavBN=xxmu0m|%KD3~9} z#_u^=!@qt=RW$&dZCB5Y<#O?w+a6tPzWWv;^6A3qBBZDwMVB?!@}#C?Z3dle)Flb4 zYXO=<@7?e9m2;pVcyN@zx&0~2uUI$-G(|BuN6ilSjhC&`ef3sGV9?zaM~x)nH<+FHd9bl&EAG(PWZu>xi*42o_dJ4E2!FU1JQdzJ7M-~f zm~&I1skWGM3)dPh!ykJfn>u^0Q@GffjJ_V_FDcQP72jjF8zY8K*GoU-5MqjB@i};7aKOw;*_I?0hhy=c)ibh-}G%Z$Vvj!N7`fi61OnJrGL8^~f}NiM2>(1I{^h#W*)0I|V>3zJ5Lk*}nmtBq zgC}iDshlK1^VvuR9VQmD{h>{9cj_?-szPXgjn{ExC|VVgNfOV7@1AyB+@#DL6oSRxVs1xNE1 zzAN(0sac>7pD8Ar-G0ws_E+J5c|u^hDJ6rQJJc5$k8JCTW43z0hO;owDN{TEXd4TV zO-J{&%9JfOM{?dMcn*Xm?UIzsDH8OuB^qG9F?SG!M|o+Lqd940JsG8jolZ;dw55e>t@c0b)A(RRpm*NBVZpxfz1oE4>@y>_=SsD%u;HQRf znBo#aTwlB!-E#_Q4hrJ+TyE{CeKzEpo>%GmeochC=|Tj^2l%LLfAxE8a*jn=%4ccA zSAd_g@s_=J`?+6(QD6QDium{dy$S;(-7uiC<@LEhc;K+h8!CaX&Y*;~sPGS9%7_Dc zIJ=4xWJ*?$cXG3I6Xf90pZL;l(@v}WfmxP>D2DK5w<%#mrt4f+dX}0YGoTU)XIfE6 z%7wgveZYG*7GZwW*-T~)tRlG7U7K!f9*5rZ;gFe3_q&6bX;D^qT+pM4L54;bbAFUa zX5u7+v^gO9Y*hw0YkIsCbg*!bwQiS-=QM7VZZ-_VfR%QPHhf4eoPz;Y8xqvh0BSvM z@7}U%qU<~gU%sUIVI-biChDfyN3>5B>`u+Rg0~a;`TyT3OaTmd53#-!KyT6Beyzyu z9;=~aVIK8J6`cb|s_`Gw1Ihm#DT(Px)7=0W)lFpi*3_3u9-l}kTq z83p!0{eSiV4)DC#xD~bo_Lz|(U{ȉY>^Ba#pE)#5b22>!#fINaHf?$5I2J7ZGD zV)JI1K(wkWJu!9b3%GWI^qL@ppw6p8(^~=z>P}fc(U|HX&jZ31ZcaO34Rp<3o-Vce z2Vf0uTPl|}Z=PX@-GJHk<37i0TJ~f7hcBf{d{kWk_gvZ+QUiYb%3lLv;mO=#P{E7b zp?Mlk_JSrLnX#ijGSpdmQ{U;3IQ@J6l;sIl{ChuTlYjex`J`gw3U5Mx0hUmZ>)$a+ zZ4TDNywTd(KW5ISv4%=uoY)K&Mgez;8-R^yfoqpK zHe2aG7+e9o>zU8hj)KjG0CmDP5O`5=Jb`WK4TN3dugynA&xDwbYl9bT7Umm(oh}4Z zU_S$rVRs2Buv_NX?z&~0X#3cR5<6=Em`Hht*D}1X4WI@ak@0gh=3alTT2vgE!EclJ zZ2=M}6E)a75t;?olO|)$7B?|0*EX7S+mf%&2N}NNOZV8>tuLZV5k5-4wbqhxpzn4 zEH`b^%_hi{9LT`k2KDj}PG_6k_bB5t+R7g~LpR%n4s?Z`N40<_fT0X&2fHo^F}ye} zi2{f*mebsc2Ivjc*XWe^cykdd)JoH{@Qw$88+!67J^6-g+#_IXfG@2N!uT3gKw`c=dZLJ0`tCyYx@|vv`8zs@Hh5<0m8jC}bH601zoSdN zOQ2ev`m^lt<+}{WJPV)e>p?hT`^$ZR*Xgs&m7hsxp7VD_bEet~gMZ&e&^-E<|KsSH zEMuI&z_rj*RJ;6T>(=})R{_`m^cWREvt}zQ*jD<^`kl1ZUy*_&P?KLYx5Gr0hEX67 zo5cKQ1Y^v*-6~!0K$;SS0N+4Zp41zQfhe7dd7$nB=jFQ)nmoY0WB{_mbPUL3 zKr`g~KTDa5Ag9Lgs+wVt=hELlzZ1A3MHgz%5C`xqt&X9+Rq}R)%Dc8&?Puh}#Gd{)z)xWF04o;_i;1!}BBqZjw=Y|B`#z96z?BW)a{f;N zl!ddYj~7}vHri?yR>d%e4$O-^2Xe5-njp;BIN(LyR`i%I)y+Do0bCuhnd!Q_tl)C9 zvvP)buifUnd;5vH9^nG;2B;6bxl1?_0Sv2-cR)DY8ytB~rN2wUIunL#`z~{GF~&88 zn)Z&5W73qiwpf9{s_eqkM#V~7K+J$DJomwde!6Vb0Lp6t1r~L2@L6lfKhDg}5~xV^ zeSYRfNjDHVbp%qQw%QCV>Rzz|hd*8;Cr~XwK4Uz86;h}RBW<;7RVn%p-a-$O@FC&v z5H~;EC4{^mr>F4(5~OzT?-z2{kk)^9`W-vC$xk15@w6?C_+pb61$PNPo#*>kK(peg z!q!=~x>I5b9I2JR=hwxN*BXZmYOj6XWywHAS!sx$9|{EEt{mV&sJV@uF$V-a>p(o>N|(`Yz%*ljh#)A##J<0@8>dsFVrXBY9WPy5S z#Xox)XjQ#~*Zgywv!?*KLXDxSON^88^@3$hmzW5zxBRU?-vxZ)7C^7F|4|$&s^M9G z4{qXJ@Bg50fJGdHZRHj{j{TJ!KpyS@U}j+TB{T`UPm^z!h=}}!LrHsxivrwP5VN7X z?f>^*;BEc+FGt7#P?K;M^$~i(CqPg#g*o!ioFd;-XyrjsFcgRF{f~0IZzRMM^F})hHvaP4(koz*FXhuCCWPpSq86 z3U)j^owp74`@b&~{P}{r>UFk3s>a?>S2MhB5(xxu_PPFDLXb<^Y2IxR8T{|xB7grK z;wU;v4MttxcpCTzRax+Dog?(J;P`9;d+WD_GygZBcYg;I{BL0`)rPrQ63)Kf&wT5b zoIfArG(%h;7zbE8?!PMX;NG$~XQ~#Uc=Ieg*14T;cM_Mdf<&f)(*d*`_+K8lYry7j zziX8}{Nv`;diC9oDEI+RSVtV8qc8l=`Pv5LbpH+a%3lrFa6U%mj|rIw5H5dkQc_}q z!XG70wBe;x$M)~&{XGug3jlFM)oBMg6{Vbu)0=r5SH{~a5{K0M;~|IHEocO`5e@!v1OHIGTxQz2J{ z9-fWB22+M&zS@PaA_V{M-+)ydsAh!R-($jvthDB(I^ih}ELlv^Kw9H=C2#*voNNG3 z9#u$C*9jTTziq4C1na2zVf+|pJpgBo?c03d;{4x++|d8~VuaL#mjBK{G~HQV2aEfA zO-AIO{O%~a$CC%Xrl96C7?W1^oF%n&)l@{)vE#?wfP=>D(8DAp^-@fKX*P$as|s6P zi}(C^Lx}ABOyh+Wz0s~*K*rN9qD=oDQIWZIcne~=Qe#i#gNt5mOxRlKUgkefSB_b8 zh7)g-@3mu&WVfH&EUWjeKP3NSX5-zp{meH^KQo9F+hu;2aBM+~qV1@38(kdo@A$sD zi1llgW17%`9+TYww1wXKaX(NXRj26*%joUY?~9=45ddc1s99+1udRZbXS)?V+#T&{ z0qY5Ut86mZUk`hLRoesDJ{oODJ92z4qN?I|-U~sr z6M(Y0vr^Ul`;P*Q_YIq4Zwe}hLA_1v>0(x?h6QLP5X1Xt&-rCeW&u2ajGa}xHo2Nz zH~wyaQRtx2{!em6Wh+=logz@1R5EN}gvt=#TP!{*0TBYdgvE(Rxi&r!@tuJA(Uc7#EIZ z>q(ubo5ufR>PM_3n-AfY1E$0AzFY7~Zx@UM)>nB*&uljm9Rn>S`~TO81{h zEU8?7XjFf{$6Jgg%BYk>L=d;@7ieDk+)twQaG)yaeoMAt(u6&C2xn;f12YI(6SLhr~RW_R@+c3wC2O7 zVgtS}az7_TS&23M{)uk(jTA}lp_Q;0L&R+lvIX6v;P{gh0fl22h_vHQ;*IYT&Y--l z9o_{e$4ls@=Q)yE=lnN zAbhq1KeR!*^EhGWbHz@m=xwqCS+<(E|0MBdi8abD=xy^8-n(vrC#KiOyS&9OSX8bR(nxC)FBtZnsn(d)dEsdsg50LORk9&YZ4rH9m1Zp z)E-`Jsa^L!%YVdVKCGHL4(;XGdWR?(Kj`Q zsG>C1wUIN)*Uj=vm7TeS?prl{Eo+s#4*z$=GM!9?aLyyy>SDBFj{UtN3Aq~UPM#Q6 z>yduHh57RwOEo!^!h$Xps9XuRKuH}UX!s(yqIFL5j@$r+Tqj$-SufarVu-`Xv+C

b+S1R?s!> zEEBdCUz}}#>l1Q4CwR@(s};una}mbTep#v*%q-_rWZQ|hb83jO%x8u-@3j=_J1)VR z2%nzKJb+!R-nfhbS9fT1-arR}f6U+47c+sZO#PPh*MeN=Egc|sjl*#bW866=YLD|G z-MhXa61$U%hBxHo+rBKnY-K;gD|@4Fb=3QZ98sROO0Hj|2^DE0)n?j z>Wx`@gR<1Sr#~PHTp|mAn;14#m2oPfEe5Wn|FSK&Oryk+v_@O9?xuI8ooCv6&A|yo z?P;b0-^O!*JPmikui=`S`ZfNQQ!$c&?38+Ee~d-{+kq(hwA1yaF2*<8p~GnOSh0tD zeFOs%dPz>D@p}`5Z@DkOl_T_%NoOxRPE!eV`tt_XHr+wqL8-H*`X}By?qVo~^ zIdy~uVCcF(9A4@UtwW|_Yo8SoHkgg4skfK-v*nW`zE)>d_qI20wo;QKz+zm8Dzb2F zn2=zL#cMi_y$&uYdeUtF504T1vy9SNV}EFzD`}Qk82BPyqTka{>^T;17pN4sHJ6cC zm^rM=lBb<9;$Kv1XSA?A7TYkJrYo^J7v{_Ua^i~Y59{&qD+N2)XfM`7=NWkVmwA=B z_^!FH+lN2q0;x6VwITPR-DgogeTx0h|(fPJh|GGDlV)YSQN z$l&5zExy3AEj!{|E>gK+MAmkFZJ-oaN7*|_s+fo?oUk^n3#lM+>+%qxd7+oLv`y;< zw|sP~l_5x?eZXup+I+&krn|nQvwi?JjQb#%_;hkDpseN{s)jE&deTw?R#Wmha*bG% z{Cj%Z$>Hna)Z;DM_P+Y%azBsZUPKZFWz=IHv|_HTirG7S>mB5neyg;n>hZOAS?T3f z51j$Gq>vPUzltasdoyQj5nmXnwfCLN32TYsP9 z{dIWZqC2I~y|%9Ft&4Gryqqp3>@AQI@9JCT>FH^W?#{0)svg?m-|g`bQ+J1+=<_II z8p^Bc*Os9$2}e_8TB6mn4n(kgZ$;B{yZy(@O@gNW8JMd4U=*mzsdBW&VE5$$^a%O@ z?`6T3sMUa1fF_sC2`}UX!OwHE`3azfg64jpchguc!n}Ww3Wj*Bon=F??V1bc9NxQ> zr%1@@25{rI9}0{fY+h&s$PH#geS^Lx`<^Y>Xw>hi?iY!Lb!x_WgY7)s`xqT*6>sCK z1t>ypfH}tXZB5NcYVp4%E=|9u4<`chYScu~XV#yk-(qlmYg|%&kfJ{3TNUDrn~Lh% zn4`zb`=jV)i+8t8RR!2?^iOX6tikR+gqylb!CL(7kj)u({f?>m8z;vi-sWH^NADlD z_LU!WJMg@n{^UK4XhLV;hOXW*(&O`NT^bH=O)p&+Sdvx23(zSf7S_&$@iA21>I>s@ zB6(dO-P@VYuyPbtbAlLd<8(t+nI_WQ@24nJd5mGC7r~LU6gn-Oz4~xM=PWvCaFa6X z;o+6so@U+V4uu=)^VFDOC-WsG`e_%@h0fRfeB~d>9Xu-`x$s!vg3eRizoX74@#9qw zF8kcdoEGY?VoM%wMt@!OophanDv3n-w3gRIVl{H% zNtRJEPopuG2b=HX#5=WL5SDZ?>ltej*maNEj%znOoJuspOErBIgn91sBo`8-+?2N) z6^CjXJ42G`TCtwF9mk*HZCxwMmjV9)N*j%CPlz^n5!x>!V=_o=tSIAKUs|?B!&k>9 z5|~5ZIhqG9aX72yRR)>hACU6LJsN#@;08J*D5)3mfP(T~=&X#)q;nr76{xfy%r5W7 z7o*X70Z&~Cb&^PuyT1;?g00bA-4F!3CvN4fB0M+CZFq-qg=GOKx=$_qbWK`Lo~FcYCLE?jdke_uFOhEX_#&x|Hk)J zzv)^l?dDStM1Skmg%1Mdf=W7k zg+3b7%ccC7YdXV7pW#IPO+YPaQ8AeRqiU5o{^<-HHZ?BJXuhk=El}~k>zz(o-AS8f zbb0WA%lQ+!!b&b70!AdG<`*wDKW~*+KDuq73o8j&s1SI0XVW}X%rDtHKQCa!Uyn)^UWY*0AGQZbfp4 zKOcW?uC&<;^Lrvh7{3{T7Z;0dG9Pq0p{vw1S8H~nB{vcVsMFm@me!O07-8cPa@9U9 zl=*XUznE;S{=(*5SkST}U`n`b?(13bJYhd>d3lL)f_*lm{I+d<)m9YVGI@F3 zP0b;F#Su|x@Z+f^@`!V?et?rm{EUF0i8A@+Yww~#T@P0(F0Z%hmH6|s7Ivigc;Y8* zzI3ifJO%E7H3}A6XSp5X;`+nGVdhsW;9LctCQT0Bv+L2XPK-?DBe&e~@@M`uUL zR>P}VSf3`MOE;i+pN?f(PU(Vyt7rH}#v=_+*&8ly$H42;JTAOC*M0Eo;!E_-1k4_P z0z1b73h|9>A@#t?wLwI!tu$Zgy8#JT(}>9m8mh+wA7w5(`rd`3UStXV6K=3@^_vN+ zRlJSvVFuvj9J;DD6TFv{1>kPp-lk9#Y))8f7;tsZKRmB_v|?AW@7Xc57(K)g=mll> z3XfWUe>w26nXTfm&G>{1cfoc4O#y+GgMj#%Ealh%4dOD+$4%nV*OCM~mSWN?b4c>{ zH$ltWhouD_i(V-dyZ16pz9Yjs_B{fFf{zf}hZ7B@3m2lKE83o>0XlhX-*w5)5-_C)hQmfSkA2f%nB2-FC(0tgtA&+Sb&^!lC*K zd})8Ndg5e&NB*YQz&^ZefccX-nokC|TGgnsl+blYsnQU8PP3>^`0I)!(QtRP=6RE1Z{oC3G%Z zQz@%z-_e0dm?g*B)?uF$x!`4v@RCL&v-~w->MXX?wLe0sYfPpuIoJEijpFyc?d3}g2k75J4xZ~X$!mRO?+{5lVVnH$HGmVrT9x}kS zQT3FDm{;_;=l7@28D_G)#g|BM3$iuo)-~d<*NP=hl*JzHxZ5iq7F7!0vG(ap4USfU z6+4sGdoqK|GC5->F|STwQVu{Ij;P8oG8Oeb&VYl8J6nPy3NNQwxf5oFKNWFh@!@ZX zI=%iir;*$5{Ozd8tW%g&6G6*lD39|idwV(lA>F{Fp^sN(-x+ggX9u^))?<cWGfWENw61)l}@D??EIuoUkjYHZGgx10?1?;(qVWT_Ds)GpQKC9Qi=M8 zx>j7?ULBA3XIE2?L-^@56DJ2v#bnY24iV+YJoAHTKHM*VWfgSkLej!Vt~4yPi*R!o z8L<0yG2i$*w^NvIP(T1rW!(Sb_WsKOB!a$bEHy0o~>MTBKMwtu1( zZCM_RccP67V31Xem#?FFJRPG|TQxFP#tm&P?UtyNrL+^Pg8(bj!5^zKUu4KNI-+^<9!62$4bKXAxh9=oY1(xK!aCXqxuX?VdYPlWKC{-$}KqNNP$Pv6#!9|-!D+g3O5YPio}df_2FMI~lH`jjFFcim>c#=M1s z{(!?2#?+FLX+laYRTB%y?Dps3-)HUK8GI;UHqC(lJML7Ft2?6RMZ+n8x8l)51U5Zl ztFbTtC6l#G_Q1B3>XG0nBU+#aX-OZ>+}Ee3BeEjnTVt%$Ijqs*{TZ}Fb;k-$uW2Ys zFNa!Q0%z4V2LOddpgy0vB6N%oVMOzJ$8_!}!ts)sl#%4{=(l$k3q&aU&VqQ{MPJ6m z3`XNE<($C!?-R}I&Avk|2~oO7eL^Ed#ICACoQ963fyATi6cGG)q@O%ZoWhTq_TuOq z%o;A7m}K)8iHU<_ke8HPyak5MM$ovC zGV)Iqzkh+T`0F&Ef#Fu>8+J5Afep!*c;+mB0r?|J2S82^NRdo4t=>-3 zBQXkPo%4geOUuU!-cCHkOQEfOwqKWtytOu)7E-}|A=y-xBO?gq4UJAlAG}r%%QBRH z+4;W-+uTf>8Cc6291ffm?Z5awxT!s0yzvuAesietQ10~IV8@|}pO9kA%fz^_g*@5v z;@8%WbzdJ@`TILqRGjNN%}&#fCFAEMl8lY}>Jj5fpHTA4nL*CyC@9Ssk5`Oy?d>3U zGcGh4@kSdj>A(a=&#tSil(uxiUf?doL69kf@_M`n^~`cdvsw;^6~_NmoLKFw(~SsN zdW1D}Ri>czI)0cZT7>xqSFZ9es}8S_vj8eS5@gpnqcbq2;pvkS%rtw~m4~X_Y6RDQ zA?y@;3Ysno?;8b79pk*!L?}KlaDVAn4Cll0N=qHGEnC0J5<_I3+o1fayC+7GJ2TUf zM?;vo(wj_emYe42HkR9qxIJd(v3i0QsXvJ8HnYvjrYoC_hOdpj;Uf)RAV)a6O@HRw zXo0USs1#gVIs781lVTk(f=w$e@@=q{&0>ukkd&<1Ni~0xWefm$ZnhPr0_WoduoFUU z_^2Fwt>$~cfY`$G+lZv0&hk}Ylr;!srDzVG;sJF~&JdjZmbRQP<;=#{8`l>M&1r%5 z{Y|#j)V8*w_@|muBeB>O6P0@{EmUl9qybCZHB7vg<5-gUxT3Xv6i?Bi0O`T7dd=_B z?bXexlXqTMm`Zht4=ANBmpdxW&j7|cSlpHqaS|x@Hvj{zVLuNqlorIMstsG6SB09d zz>{a>#T$}3gw9)Z@~{Oi;AKwMA&(6@;JshAi3uyBupX;>@|1&3d}Tz?s3nDhy8PK9 zsPrpd1qt1^NH|QiURwVJv|#$>x=MKSrjPbjcHSBgikQkna*ad`3D;@EYOW;vMA}bR z`i_4ZPqnrTh})*H6ckWgNAI|6qi|Ninr$0f&_M>!Yx^{#?uU@9LH z*t@=qD~^ATit`}{?B8W64p|f`2+B6dZf>bGE*KY+uWK7_`!}L3Hyvk@k17_i1Xzc# zH{2dP$yTMopW!eZQ7+HV_HINTP497h_hls)wV!BToi6CL3`q(~u~qe6cvevT@OGmt zN3)2kIrM@BJKz4YC9o^!v|V%0^Xol@a|Sz(6`b@?fYOtxzFi44W%=C8ncVGBfBEiJ zL>0@a3`rUb&|7Kpgmgq&so2P5Oo-6zwV*-S00sIy!~JO6R`YiAliGjJvHLRgTh?Mkt6do~f5K3SzfHQ|P35?n;*X2~=*1fY5&?8K zj^8@@r8-LxLwQ>`S>b1^kcu;1v3Os}Q6%n1W(0g*q}yQe=d~O=RhI5M#g)b%)VF7> ztwm3>h=WVRGZzD4jnm}fjS~XDYLrI1t~5h14j$8$)65*~ieYq<0z}gre;87=%Fn7I zrXOxyMxzVkE-R58T129U^v1W&>qNz^n(%#qq5zZCv%T@w#p523@vGJ+%GV7P*-SMj zL_dv4hWcR1g46B=+UPDeP%j0>a!h*LmR=a;QS%jVkq1xe??uS8Q)MB2B34?7-_lK~ z75rN9T3Fo?-8YSX!L_B^;M*SeCBVO@ST3s8SXy_x)Gp}6wENGYcQw3((Hu*ua!(Rh zhU5)Nh$|$rYRlO7Rg@)hDC(jJO+`1F=~NuiQTE0ncJ(|+VvcG}N+_>dR@0EZPeye6qiKMw6Uz;7H8Pfu4p^CDB4Fcat_s5N5tbd-DdQG zy8L2qENnhZFTl?s@O4Fe$|P|x40}=*EW^@#2oHWe)=vVE12?wDr^jYlR5iK``PME| z*ywFu!6>g+tJo`_kAOBDOU?YfHUd626{~fZ(a37H5w-V72*e74-OHv{54 zDN@I0fKZB>LTFQeZH-NrCVw55I6%L9;#KQ8v|ZQqwr6rXb-i|^#Og}l`cE15*i*Im zmRWo~;Qhn@QbSJ+lpQXppbObBbM9J@(q$XdUZI}w5$*N4iNJE(`=F$#uNOc1c8wsi zoV0z{41_})brVT$cEPiu<0W@y*BlNAVdYc&Ur?(nHfoy*SJcyiwj>+ z4e$*ruF_FCa<1fl&|DsyR-2niTR9>-aX?`+t_A9z!^KTXdAu!Q>kg>CRA#FxR4yjV5W-8}nLY^4^oU@KMtT=e&@87eJ>tG$MNBADiTU)aqA|@97 zu-D&%lr&&2_gpIybZ z>Qhh^0Bt?zy(}Y>LUF~z*8A58Oxv9!bt~THD)+)kUf2mr#(<(j`L}ZC+HbgMGng@r zO(I+~XL=0mTynqf%6XcVsYWXH%@0K0(WeJ!eT$q9J}aE+V{6@~@u%XV~!CS~^9E}}6M zJw~eFd}^bhl(TtFnhgP_N+mVuXwxST$oO-}T>=4?=EcQdV>hD|$u(zuC2`xrFFg0t zlU~CY$?J3I=9F>Oyar8C>xOC_{`4qTYx-ftd1JmA4lb1Z>gFh-xjA7=N~zvd^e_sCT7v=c&1a^f2*sm%m796;5!#?wD>N8CB&685`IAP zPF@aVPv`!1@(Mj~hs1kdGae$)TskgIf~NviOGztURu3VTcD=qVpxa!skh-}Y3Nb#v2(DcPL z9M)R+uPI=Ob_E5Cnth&7Wk0>r1wNyjHM+H*^!?vFZxVd!`LeEkh0bQb+67X>f-Kms z-kP&jWfh!#kKC>exKj(U-#|Tku~Z==Gkz=t5IO%EnhJ@ig8zx zf!jgfe@v1Xm4$DWZpX#E}7B=XO$Msw8Hk-@3mobVt;?)=dX_d%k-~<_l82zqq{F zP=6}AtzE%QG7OS`;#|R8?ko#o@vF_gu#@lpl!4=e_OePzQ)wporcdqh@QyeXZBl|b z&V*!hqJG55ala`&F=h*2YbBPc;A=nGr}7PN`e333c&I z8e*-C*R%;ZPamWd)*3Ip-oQM@__z@}{)A2)Oj}&W~$hUXC;MU%aXW>4p z&7W$k4S!5$H^bi3^EutVwK1s?&S8Sf^MA?r&8uR(HDUvcpUVrR&k}QT<35p%m-k*A zf^3EuPU6NZy2qtde}XbxK11N6tTFxKGYHP8Eyj;}XF2(*cT5)~*ZeNl=u>B8Dl(qP zIPyiMp!n!*l!UhwWR{xC*a8N3LCDb{14>8gN?x};jdZ18h(FMp_O2UtD(MX@&!;GG zijY&**r42xo9ES-;-K&dFd)5OE)kx$yZkM9uM9~X@s<5~&^*xh88bEC zdl5Ys&lfT9&FTJQNZF8Rb!_W>}3GG7RM?Va;+`^wx3jEZO9?6K{85-D%Xj!epT6pJo z3FEQygEFJ6?f6Z#t0D!iLt_^n1YB^A{L()sUT~D$O-mXT(}@&b%tNMH2l$R``Lxyy zZV8PUR@6-psExx!pw>JiQ10hNQ?Tlf6jU}NagKW{(8?c$+I;#{eyQ0dc~52O1J1ZW zGbDO^|B8t9Ta`Bkt__t?&y_tgc|M#avarN&&V|Q(;^gx4J%w|TpIfALRG+t-8XIlB zs{Sgb`fK+od%)VpJK%|;gnGzTg^iUO;K^1I9`VvI+a03~1-%7ONPN&?z{=q?!7F@R zY@3a2Hnd{&hP(9_UE%H{dPDJ>Zv6`?w2xJ;+NH@94lfAZtrl#|`R>GqX}{GjQ~l9J z^f+fjc}3~r1KUDbV&2s#qo2vB#T{0ofMSy3=PjrAR!mn(>M0VqK0Rw|(*t}z*}<w7X8O+@EGjN0qiMS5+%k&8iy3pSCN86eN8+9^~ZFy`3$j`VZcP@*VPu`(d*<)`k zg5hB)pzKcp&Zp%{$S%F!@V65d^*1TNN{CYAc#+kbkARErL|^dXWp5zn}aLKI-d7f znxC=l9xKbvqzLY3+_{y9a<1~f@9UXTUQG+p3=W&|Kou45oc8~z;P1Ii>#JWI?8zQs zHM-!$$9)ZZsDZG98?9~QH)X_~`va3FNwBCy>+2;X8FU@#g^#0^y{|-`wuHQmaM{7$ zO6AR#)g4c*xAQgSZ01}P6psVkT1{jmxkkXzy3%zwyS1CYMg>gpBjp_naxS{!Y}(2Y z8`;8bJkTPI(zeNf4X(UZo|*=gaP%Yi1ltXa9i1iD6~2LfSr70HSB3hm z`F6T*Vw|k3F|rH?vy63^;Z^>_fCXQMx%jwZm)6;e1-{)bYNMLD83G5cIUUtsvucuQ zc)=ruQ?SS0lR{dl{Rcp4^h{~#=9b`vIRV5<<;M?>@FuE!9(Np`d|x{Zf9cg;j8^m! zxo&;OGg^@rhy8c>XRD8<3GtrwCr&60f(JWizT{n3aZYi(sEsOvA%R$2GidC7J zAHI#R=q8%66{EeKP6rkJxN zB5HJH%Y11TU-SgK!dq6?yK|as3#_3Ru)6&Xqu_wOd&);m!5g3fWR{(o@w0NP)JYef z0zJ<)jqUzhcKNXSkyCNfZhH;o>#j?_ds~}aHi9ryfd>eSu;CVK)H;_)!!zRL4EH!d z!k*{|3G+nR9RSX%`C|o8hFD2w&T^IWvp?HuDqMT z)#|$TIAM@=JG)O3Q@9KqHuf7`g8SRq%!L$#epsGOLEdDJ6(cTQIm$BfSA?mngZd>J z8ctrkOOZ0H1vEm1ypn2N(==Lq3HTfwo^Ht3d4E{AVkrd-x_YJLZNp~5=F(Xa@!NEC zEeTs0kwC{$9~Z?3^FjWwSo@>bOXKr@{*$rx0lTm3D#6EZEef7pW}~nyf>K?&4)9dO ze@`jlV}bJxxUVl7a2i)a1VIDH(Lg;{2`+x?f2hw0P{i5+yR2u4_Dor%Lg+bcnM%cK z5(r@d(nMQ)IfNnZ6jIX5*l1bCmkBghOzJw?BtM>B!@dA!=waF9XTVIs21>Z}f!BDQ z+TjK~r_qLnM)HCVI}qkUNfhkpZEw}JCExq55&(iMP5q`S1s)sT=3+YC)_i@mY-0O= z-?PJG)R?K?yMSv5#EmJx>aB8E+P?4F!^fX41|H;RrTjnk-us{G|NkF<2qnj=tn3C6 z86~7+M2MtmMaJ`Fg^Y}2OGd>x8fJNU-U@e8P|5)2G1|hV7Bq6Fk&9dOBGT$%m(?os^~G56rF;3yLEg4UVH(=n-|6E@=+2cgacO7n7K_ik-$ zk2_RLXYwm`OICNcB4jdSYUnaqe4_SDd2Bs^3;>*3g*S0A576>j;l|Ehp{FO;=KS|< zF4Jyeej(}I_@-cGS%B!7-kxBu#kIMQ=_6g z?2%-8K?hTElaW?ExsS7}YN;F6!aG7tPHSI@-w{g& zdwn~7tS5O7+Ux6{TIOjn0;%ddowG3S9$edbi54umeXIe*eLJ;6J&3p@Ae^_8lllzx zu_bI=yTgI_#%sJ727E(A@H#UO@1(=-^pigzxr(6r$m$S`Ecs_5%V1WeCWha)`(GqV zz>mDB$-fHL|M$=TzmG$|Mpj|*^W#rqVHKR1_llEZh4lh#xkwYPS1N*soE}L2`JSTs zU-r+k@VgJ#b{mf%?p)+WPX4(t{pX)~|Kp#NIEUB&7Y@Szwn_V6++MQ0xgJwLC})9Q6jKmcvsho-R7S6USO&K=5u>G<_s3q(s`fa@P1SN zrUwNda>I=?=j(KIRmRUKhGt?=h$2wLOWe}8-yo-FC}BO_Xz@NjYp+7a2`3d%Q3YrL zDpq6CJPX5{Xhki|Milhca>C+6yBirBrKWGlzyL&(q)^a>KQp1TX>Je_y+B42VbAc(&!MFeaRp63>*O zl*OH6TwE5)Pncb0B%|Lr!lyuMKQpXM^0~TmkeO&Y4$hSWsfwo?;94;FVJaZe7@%3m zbvM^lk$3?px(C2N6d5Wd1VVR6K*$G+=H5Xlg@`V@97iGWbb$ROKtmgwkHn;I@W9Cz zsj^$PBTcBs7zzkYwvG=XelN*v4x;F!F$sZSczh9>y>oCP z0-?YI!pu`F5xPHA0@xO!xPT%=-vH9*4(}eVh`=dSD0!%%UuEbjj3z5IFaR0|vFt#k zL*7pmIe4~_mJON-X&JB%K*Us=3_F1 z4^#dGW7B}9)hsx-;rUwuV7NE}wZr#0yCfpy&p2v9)fP|ZWzXA_pk^O(9hhsl**JU% zyHkot0{eo3O~7mcZ`oHs08oYTNgz+_TGQ&--*Q0{CYNgoy}Fgvw3=@KBp|>WLN44= zpOxo~jfxK-f`q}Pi=(g!#E^-@7{W-%kDb0OXKrN!2FwaTg{THW(PX*X9r`8-DAr+c zuKgenh7P{Pf~H(;_X?H+(fal0%TRek_sihs98v!H= zW+*^UXYG#*G@W<1eETDy(o{p_%{q`sJ%XNJs8u3~0SqL_8Cmm3>;W9hSqCk|{R>|r93K(R%OD{r9%z<|FK-${Qw0p&S!NK;F(p!?9^el`J-$3-x*h=BfLRCPn;p^lcW8Z}lf(cbox#Hkd@^K| zioc5jp}Pp69FKv$mC>DnEpfJE2T;FM)jq_iE`ShX)x$`O^J)D%g>?Q?#hb7Gj`H4z z1MH<_&JSow!0he}nkZ(?cF-GK*jatQg5WC?4pc5ykh`;Dz+5GM8^P{`uM3#W$ zSb6~({8fq64>&djynh=r41ErYCH`XZ!x$QhN^Y5xmogwLk*hoe7+pSH!X#+kSLI=#(=J(jII>D7?@LVVsTwCvw&Y->~-?Xgh!`)w0yPj8&tOn-U8 zR;6WA*`D6)rOCwn6qZ1Z0+CiXG36(EZ&p5>cqj_n?>!SMCkH8B$lL=bxxr`2uxZhL z)+V>2M~74Z%x;$gV(H}akaJe)p2ssD*=_@Aqz^wDn-2Z?Q_6rdCZ}(E3wMk4ozCwU z+)3Y_q)906$gE)!e0-~WgL#G+8iSl(WNnXk?RS`s+WW3cHKQ?eMIBO&n2bD{N$cvL zm0w9uw6=IWUGA=~P3-9yQ!5|)Qex~0e zW%3_s$%y0n9w`e!dudmCGgw00Lb8v@5cCBl^J2tGeLOev+&XVWcHplET^Tz{*GJ&@ zF_Gfj{1kt1rR*^)ji1Vs zs{4R*%%U+@iDJH*Xq16%9c*JoOhl%vMbTTS;mrVlX|}`fd2>G! zT-&b$C&a={hf)O~emqo*Yvqxb2LfDfslb#m4>6h_8DGZPvwF(M1<^bsO#2N= zL$b%*pU$#dsMv>Sk$chM%BM(^l@}h&xF66O9lD=x+{+(oagR}V?$OvG9!fY~IeeGP) zH5+^9sa~W0vapGY*qHWTvD^@;M2~@X=t4X2r_eg8Of}ctxsxcQ{QZeCC_jwTJ3+~a zoc7GA4(9wD6Mm@iv(HjXh9-X3OU7Pz@o`#g@M!&k{ZS`#Nj@o30$HpglU&+6OtH*# z6Z({69!Y$T;IEdT>VqNtpm!>T?yAI!-^5Ouj~M=#!fp9KE1@f5BNAC-Lmk_{zV|)g z4%>+3yb~)xkKB~bTRw{l?WJDWdzi=0{qVY7Wc6<|&r9;?E#N(Jf*m?d7=?R7CbO=M zsBoU7KD8*@$E7a95Wl%*8T8?65JBNbaMNmHq(d;L8shu1l$>9c_((#uG^Y56GQsIm zVDeB|?m|j{t3vpZlaT!wpPDka(N$bry!4K^;@$bNhW2Eig6bA3LVz;wH_X4bBA_5faWB{jMU}fi4-+c7Q8E`+WSIuKqc8j`JhHQCuP;@AdWRlI-%+ zASs3t6RFzPc-?r1QX|3xv4T%+H))Zk*m=}iYDu!$aH(u&&~Mq>tc>5pAyuK;%H~s2 zGP4^0$4n*C#2<`YvRvW;?fG}9J0#xA#GeV zxb!sUPe4h0d|B%pdz2AVy8WJnQoh(SCm$se2c*we+IA)U77#oy0+3Y(iBNxR$xYc0 zzy0K{2254vh(6XG4;$JG`14be>HEzpg*#8=RH%RMcnJ7wR$buld*Ovj8={4nnO>M%m=>9UB zY?RbYicC$ArkuW&)Gx)$qx;>=7ej-0$a>SHhv8`d^jfMEU&mSlu<;Ydf_4Y$`&0wA zZNu2UOlVua*3dD!RY09!Ds;c}e78ib#x(@-ideoze|aA!N29PY;g?mCLY372`^N1hi@_+qPzZ z{9aI??cT06?uUJs{po2|7oW{c*gtOsytL*2e5XTlVFVgUk2d(YBmODna1tXa zFP;}hw~4=lmASuCf&-M8PazyZgzq*y?{m8yp0GtyRk{`N85#ckiJ$SqQlfBxmf$tU zKbPQhRSe**64$hgNkg9#l7})qPdHsbH{-YNX|r>Bm?d2Psr@JBv>`R(bRRkl8}MOa zIfhU#J68YYhonqu0^Bz&si8)z^O6xe3r;jFAD`+c2FwfNwuU8*XE=53NT6h^UtJC? z_fom-I#>K_PVOP>2YR^<4#1wCgtjE7((6Y|Qss9RyD-%Tex&)_HN&0vLty6eNkdy6 z#QrHj!0KaPGsIXX?immbz4|8Cjd3NnlyL3E znn55_W@EJFx~<%N-!e5rHfqgoiZqd3%G@7Uns(-kDrHv`_FPtXaZ`tl7G#($C|2LF zpF5ARztCWte{yt2TV1TxIcM={kkL!VHh;s9PxJTdJw1oJ zjfCoPX;U@^YxXR{VxJXq1dz8$&{!`>I=4RA;Mo{wrT4Vbc;oZ_&1D!TxH{$P@h51& zy~P-l*s77-5-|UwU{=X3SRBjAwk)+=`gR00BqWJXy&l@G{%UBHAJ{lH#%`0&w7*qY zX%SqJkaU?&=mE!Iy)d&lTvE$ zlKZsugvV6N;M_^kuGTn@3u*?xw^Ff2C+I~l(IFqm=(1W^&*sgamTyYb+Y)#p-q8(8 za2%6SHMMaY;(WiUKCd|OJt^m&nH6o!^ z#hcdEI{kAgF^^H?b8N7ON#}`AXT0xrOO`pzJ!2}9p7?cbBK2;SFyRyMzOj3(ze0sN zSE847#V*%91e)STK*`dkB7PV)gbfA)L~_}{0hD>&EZgo^eQ&8+{DR2i!4z&>VosKA71y$y>~MB zMV0+_HNWJSCxx%oVUKk%Uke))0{i19xD`;8e&=bJvHfv)%GJT z{|bfcRyJH%d>?#pITAMlFZ|Z#RH@l~QB-7dHA_^(%%j5P6Dpr)L*JF{^vPmHqi>xC zi0`uId#}wBmMW5W)9DM?kXjo2bwL!)Sj!^AF;7EYw~#@TX$hY>>V(6 z#WfQJ>i(`pDXs3NV_m>d zA0cTx^SX==u8#x%kVCudKG%s2C!D$GJokDeTCC%xt_y_>vpPEP++N>>Xr=X60YtI& zY@Lp{QjsdmEm&s>sYBQJ9iKO?1}Lofz0h>wR_nXR!eaFL^GnpwNc|@&;&SYvz;BR9 zfGk#f4&I5JJVUq|YLw$CSc26$!8Z9#s2DN)R5!?{5r#W3?rMK!ubS@sOpfvycz*Yhp^61S8_Y+YKc*hruR7wwCDQ{F=DPRLv7hSRK+I$J>nL zp1fd|4GacRK(jEEvSWi8L_4z0ytN&>?DFNZ0&TUkY^f2;?ps~DI~QWW6{x~Yju)s_ zGL0ya((@eWG!kGP($@QB!1Ry2ufFFW&sM)t`mB40@Z;>%+@um|QE3lZ4&*<;n%h&k zgag(8YX4$Rf42cZ3eQaWHv(daZMt*ku@ud@nt;)~E6;nUXq4R$#cj<*uipKkU=CO> zj7;nY?A3i%gH5#SRc(+!qDY!|Q6h25weRDomU;R#C_%=O^>;0Waw%UQn0Cm~O4Sgp z6ufU2X)9J1RchvZ(pE(EGDbwck1bBr;~F_$X>+(ept$KO5B__J+gRmtipsMdwvgwC z4SghgQEcy4z_4Y0^PaKoowl(lZQ@yr1AFb_60qmR>*mM+D0^ehawVj%^QOIjxW#;i zW-=d;vk52z8TZ2+mlIJVQ{$_C*xr_>8douhqMdfpvqql4ATWh|4eQeFZfx~VcL&U- z$XH@zGT-*)G(a>mV&Xa$9zd`fF-g>op9`jCtF4>(EtzLpXTM!HRWMG2R zuhCXBHFUd5jrqL?@nuYED>EOQt6MG7>EJCBVdE)AjUM2+%3L|;Pk&0%h@4mRMg+_4 zmTfX8$f73TYH5c(cpjtq*Rsi>hVmrmGvP}$eMEgDLcFQ#e2I= zBLjPOoZAP9%7XLi_e|R>@|iHfe3X1cUtTi7mgM-=K^~L1AL&UZOHTlyyuFrBX@_A; zw_)Mi`|?tJBO6D#d-%ocleu#9t-syId#{wVvm=_#WK@{2Ic6&b1nE#)|5K^;w{5|* z*mpGe6JK;D!C?%r>}I7;fA}v&=`*=s7#xQfmf!sW^NZoYH;};+n2aEFwZGRs&YIi> zedA7J_P%{Juwk#V&5wVtwH8;>J@u`~a;vfQq48T@Wbcz@XHK$3vYM2B6dk))YX6C& zDBRhkxwlHB7Szz%L+KTZJ~T}W$K(f4>Nm%oUxUTu6__K$k0-KCMjLwsuhpa2+KuMQ zrdo;%WA3M8d~{@7!Rn#B?#>S77R-{ZXFOMt$~h`JDM?Y#erKr3fc7IXpt=Z6AAX5- z=m{ocPyvXTws&Q0p=&8k>B>z18iaFgsyvhPYO3|P?HFHzc@b=sP`UEQdrlr62T}dJ=qFcMnkd^~nUqTWL$< zx+#CKHO|cEptqzz?LVewkNyX2(-Jrqj{e_;@q)0y*Q3U|gUM>PQOTh^e8S}=*)m{R zDuEOM8FkO~?zC|1+Loh7DV)M5%T2BV&PARp#Jv6f^Jz81Y-90jz&wMV^Q%b#Bg4g; z5!@mBketBfT-ok@tt()Kvw}J!A?b>Oig*l6z-Q4lZWBl$059DTYj9QQSsOWP}c*mWkDRw%P~rWb+hxH@OjxS~d&{ z>K=8Snb}lPPye6}rN_bfed^p}?}Oc}C+URP2iTGCe#^PhBIqq`X#A!k7X1%2{>*Aq z!J;2FuZd^ecJf2J!?l9)2YING!ltNL@=gIG6FNpc2&zP9wOn?SizjNuHW?d_?ngZ> z=JL3M)5#Q#&hQyV9B<0oW6+3ZY|Jmwo+vdG#$QSdlQmFs(!qyZh5qb`2J`r%L{^Pa_YT5va~O( zYFz!NfCjI|hr*RN*P1BrOs(kAL%KA$H~Ql&mF-3))9;1JC$0%|t!M{{8Z|Rl=9%0U z4Otw z$w<(&qB_wc`d<%;8RfbRpH)aAhvJxId@{_ifNauf&PB~PV)uiqZ-AyXyVyI|#4?xu z^d(7WEI^DVP?dXRw1w?cyN># z6|Tikn0WK9djC`2e0jg0cwtPfP(Dbp@QxIl=AxFl&Y*0G1vdRsPqldZSC)G3I3C)o zp58s0HF)x;vQ1}I$p`y;i|+s}uWN|)j< zvo0OK?;c-r#nRJbAv&3;HX~#-wKS~X>FSBaMt#TP5Z?>Jr6yNV)rU(ww)+^XU&Q7? zlGnIDYVCb8rNMglN?zd&#>|^zHN98no0>m1Bfj@6jT^~y@$-Xox(9g}_f^jMhMd~z zFl^3Nr8wi&1)$=h7Y!RDNNx%FaI?fY-o5hs7Qvbdq0@Cs{|TG4Oq%r1;I(%-x%Q>nplHY(BYadrn*vJCdd>*|bSzkL??CG(s|2V0L`ny%v@uI0MA_O=iz zkW%lZllti|hStihHz!ZUkrK`qFAUt?$CstXZ(io=vmN_~-ongT+E!%mv8fAA+t*6Y zu=lvDJN0)tzFzh}g*wZ*)exWCK+7U8I?nR?)x^E^;1;PX$p_RL>vGieqIY7y-{(sN zJ_75p(z?4FuYOFy?X=P**||3Ln!dJgCrh7gWp3&kEC16aZ_W=4Ece8^*(o+@iXIOp zr+I$=J!>KN#2d&Qa>IW7S~dg*_6x$s7G|^Ynf^fPa!V#}t{zpL@urV(Zm?c>e8k4* z92pI5cIJKn!F@<{@iLw-=E*){xRkgo0Wa|#$8A8T?k2~L&3BbfW3;%INN; zD~1Igr|~;}iIysHtiAP4tJ}g#O!(T*#FY6P;gMhKSAtJ;^e(N(`?TsmKX5oMBt-m4 z*eAKq9@&zEft)GqtbcUr_HSBm+pq`gd_A0``ZAg^yK;Z%ltT}3Uh~z+Fy(rIXLA#l z`3z1woPO@Lu=JPn7NdU>!^`d_l<3Aw)Q;PbF5#{FU(~f_?)7a>$uhlaU_DT@P~2k1 z@v7si1<8FUf1P+RtfXQ7Lu5esd%5MxU-n%PiNjFDNe>qxA$b@ILY(zU|lFB|Q`lH=#>G~8G?&Swj|O0buHxrM!v z=X@Rgr=9{4yY}~P$IL*&2VS(m=a~7K^qip+=@#5$P*dD1D|AX$-t#jtlc!k_ z#3S6U0~0cqzg}RK+b}3)u8-0Ad2M}E5^W@MSz4+nQ1oj2#BIkrd&nJ2486ebhE3%J z?b+b*K!*~B9;a=XcgvR)owdKRy+xnsJsx;(ZY!0PeFmpsZ>J%9w_T)mdKv%fN5kaD zgZEn-P>6|=Q{f|}>8cz#31`lT2>ENmURa#|b;{|Oeg%2iM$;h?yWt{1kF*0tnSH&S z5y_w}G?jN%;WIxdHyZfQcEFJyarlAdYe#bn4ox+ql@PI0?lIZ82QlK_W5r{A!QKqn zo`oR_kuQP>!d`=6Im%_lXHah2M6VaZk8%Pwvd3DTW(s~I9V?tX8*Th?)g_6<3dH2A zldk>BUCL8lujua0$aeLNZa&DM*JyNN?TY(;*=}PxB;L-uhw6K;qt*0hx@Su>rNsuX zj?=wv^-otr-dEd;NUZ|m?g*>ktYhv}Bakq?t>bvk5ZLDPe8ipwU}?kO0nefNSM(Q-^H0R2A8u3?Xaqkh?*|dDCk5p+7uyv)q9E zzn#aLjDwlZ;F?sm@1gwot6vzf*`_Y+dL@x%Q1~x_8pS*45K4nT4^ar^f&on(41Yfz zcm(ACT1AYGp!2?aV>c4~iM@O>)0bE|ve5x@Wx@alu~Y5q zi@QxWgU`9)g$g6fjR!YqaO<$ZbQ5=-o}dilt4RHk5F;U0MPfL>l^+6auiqUOBzy`C z5)trBp^AiO;>ss?8v51vH#SdE+n?BW4osq62O5sb+}{rjg}aVeq@soZ}P0oy9se{^iNp-0{H%&_FK}yuq{_( zBGN3GDjgnWHOUx5$U}k8-=TTy0JS?LW{f&i)8ILkEN!^yaXy#-I<65*uAMRGgfT~y zFcZV^bM61O+F%)?Aug>Yg(=eh0rXowKa%hP4udhV_u@Zx2hQmzgi2o0kY9+}5gK}c z>fZx>la&14F6pglOpb_v_=Ll|6#&CpJcv^Xvl8a~zhm0R#A6UNyQ)D&Wa~iT6ktaF z+iF*6bthw}kN<1|k00q3%x8A_jxI(n^cTxcp<);94Jo0<`KHy0zrC$sB}XhILRi4% zYSLBpBWN<G))<6 zNLlIdq_jy7tQY^4arO`pHsxJm`}}yI0NLsERx-%UPM<4G#1}ds8iz&Z#*3+ZgB#D6 za=#su%+uoG@WDaU>a|P8O1uzIRNeL4cx1)DRDgsO_ zXy74^d`7t#Ib1hJmfQ--%}jTB5zxKL>d22w&c-*P%|7! z?(g6s6~n&{9#s(GH(u!Y!Iq34ka-zE5CJpl&JUL7+yOsKCg{sr|B4SHF6U455a9hc zTopmSGVxdlaR2xJGFiMlKIWeW=kER|)D^28sj)L!_2V_vV?JSV0zkhYs6h+5gv=`wW zCJqM&5{mvKGl*}I01Hp3yv%nclIJlXTKW4y~(Ajljv0p%h*R5N!M*=#2b(YYRMRMP|aPEL<}Igxh}w z13_}GR1bMpmo)nm6ZZc%ba(Nt)8L$-9|^>CL}<4FWYP52PRe{jlV17XLVe{!1kgNA zI|0Z$Z&jQo4rZo^G2o8zcX}6xAAeG2E_ZIA=(tK5xz{F73TG6)sQ>d$=Ed?wqi5T$ zO<&)0oeNq*yEND&^*3rV+4PxhGyUpL*DzkS?p)D*UUu)9mk4scw6y%{JHgXprWsS1 zk#)=U(B%R`xakwpDq&%9J=)FF^J@2_>sBc~;r;8n!*#~JTT~_|*{k1~#fRCcuVsZP zJd>YT8i`TCuS1fn!MIcRMN9OR2aO)sCsnq}-in-X&xp0FV&IrAoROn4y_| zY>4dX1<#wFOB}DRG&%C7WZy$oUvKQ8b2KaXBYClW>Gg5?knDDj=Y3SGU$G18PgJOo zCPqSriz!`j>$goubl!7P@Eylx!Nv`@_7Z3E8d_Ssx}xhnR;rQm|e5JO;$I@edz zL=v^HXn}O_mN~a>lr4IN*iS4gH5O>RdR4$iLh`%H;7bQ`%!PA^={k{}HRABkES9!> zCVk6|bD*hwa3SirKT4YEa7=aqFJ!z^L1&|xQv!AAwRyR1F9Gzkzg zHvgeRT^`q7v3Re?%VWSzUfv2~ph|pfIiIKAu`#sO^YKc}^>8(h*G_4gg|p2#*1nqS ztD-cI82Lj+a*w;6;4W~g%6?HiW02{zXe(DnjdTdTapp>ENE+|VsF%`Gi8)z!vw&bA z(%`tJDot|mYsk)aH}Vo}d|1L7_&p|Z<2)+;?%p+>g8M!sWh6=#T4YLx3Z_4bZu{eH zPs^`w3POhh1GB!8kMKSCD(VD*{In{b6YNSd!l)fJ6`<``*L9;g| zaldqEg1l>A-=A-46E6x0Y+NfRiP9sz(Z}_g9WKaYFWuGi0%J+=;6BYQd?i|B2L+0ic=*B(Vtd>ry`aJyG5K*?5Y# zS3*pSYuH&S|5>WXOx%77F^yv5))kp2Coa~|Pih$?W=CH!W$U61J$L7Ut7rFIge}MO zsEkw+@I7mB$)&yQ+;c~w`aFH;m>DOps`+Ni#4szu4t?Ur z&;^^4b(D^z*^W=-6U5ock(gKY=C*53b>}@co>-ry05$g`+AiXx39%Q&;>uNB_A~ZT*2C0u@~7ljPqPe zg(L1(%QCmY^v}^3L&1@I#n5m+dw>0DjE5%*vDfL&#z)(}eqQO-bR8?dFg9*ET+$>y z&W?1|u;&Sfm`doi1rT+pi29bV?ffClthTEZ(|yMRlP!ZEzVy0%I6&=B!PU-yTlER@ zNK=501-C1ERF|f!p_nY)mB6tXUfu6kIvaeS4MTwh_B<~r(B8df*-A)9#Gu&&PNWd) z95w|t>Y=Uz%=wklpp0Kh0~e=%M)YOI<~j@xGW*2N z$Feu?QIzhAa^7%pi?MmC^D*kH4XH)Hy|1CwnzMYUUSqwZDpLx1dmzNL`wKg3f+@rv z8<5+WbW8tP*)(_e=jornd#~AzqQ4fmuPn#Qe4nh$9>m{0$i^F_zi{Q!T7o>?J&L!& z+EUsn=O+qMItg}>b;E5d2OAv@7EW(mLpNT%AIVz(30FNt8aS&UC20Kl=;?rX%AFbw zphi-Q2e#+(PL1KBmyAhxTV2QJg|mliG#?g;riaeUQ$l9e#zxAYBWW2Qq!X!;qyPz<1@`KH zzRb_A>b`ek<#A=@vWTCvNZf#{8Nt$U4S;Kkwm~Q#N^-mxi{?59uD=)N|lHZ#}73aziTPR3YmgL^4Ri<_A=;C>!V2qfS;d zCp1Yj&F#KYVSSmn>TGM#am=Xzulc(!@eN^g_b$hNDZFiM4f?O>4cQ5qp4WGz_1d|- z$1U^b_`+;L#`3!M%O(YQtsn>+Y;t^rjHtczp*|NiP7FFskdL_{rv~nBJ=x)R^7+l@ zb3aWPS^w0SK2C{nxHhDcWIC8XpX(X6!D#1Ea6QdfIFC3zk(j(C9;lKaiwZTMhaB_2ExCzei6~QZ+SxYIeS=)nJf=_%_M=In;vhl|C^OjzQ zZ){71ZWG=GbP~)sD-yd58Qxv&D zy9n(zUMP52R%o4dM?P*=u(PJgFobd{P#By`7{T?`u_<8|lP2-D2dAbx?n5`63Qwh> z64~~Z(M6PYPN*y{8Ln(_9$I!vmeR)Nw^{jY3fyns;~QQJ=dxG~V>Z6Oum8k_YfPN^ zIeD3Td-7df%?ArdSKEs}Td>YI#_Dd?OX<|atQ0!hKJ)567%`6^>*9g72u4ryCJ)bc z<9kmHW6K+)$i%on)=Pn?&Gw@akg|w#WjgQ zYWw)|XY*%;e8RSVzLoMLoe`0|Tk39rNpwp7Gd_qVs-d)|Zq zKX+|+q7+?2=Lt^%&t#qU`jef{SP^lD#B6-K^#hmir~4bF+MMG$x%MIU4495OkdBKZ zU<&A_!D*8!GfS?Q2D}@bi-c=+g6_z~#W%z^w-MyKu<^ty+MJUTvFE_(AuLlt1m48- zoVU2cM98P7I#h+xi=V_#si&f-5yg*L`ot5Nd0?>!V6WaI*sN}udV4>fWl+M#;Tw1N z$NrD4m{C3N=0TaXv&M+;Q_*N=^in5bhL`tE^pw|Rh&(Iu=L>tDJgl*2-<2?}_tN;$ zfv4{EX1-YyU~nthhxnen*C4w*tvOqN5Ui77R ziUv{CZnfYpHg_0&^%YWF=%Mv$Te)FA0*Tp8dd@9HlL5qXQF8G72PdM=)|+PyR3|TK zPMoh|yZ>Z@y_dy=nM{F^g?dh z#b^G`3HVk;QV3JR($N{d$U$>|dUkAkA5tO1?@;a~a^@X^VBnac{Amp(m!AbjW4h{8 zVsY++ejh>4S{Mw9n5C%tGPuXx_PNCd=?^fUUl(~eQjB7)fOj!4eM&3S{@TQ>48%;A zywiEv`^7)tGM7jF<2^{oL5v>VV-{#a+9>Gm5ijv+_5*^YpJy6*v*I`+zHYPFa~;Z{ zph8SOn8ykkj>tS|0HJmX%%3j~Uhjb0;oU>ZNCg7Dm(e=}723IR1rYmR9MqsN33zcf zs>_h~)7@)zvCzf~!kitdrgH-e91fPWC%CdJ$Zj^+oM%&MaoRHvMpmjw#*y#NK&S)7 zW#&-s%hMl>j)=MiejSwHMJnE&BM8Sj8g3L!unfI0p3FF}fS6Rk#}$&2TNXFU?q9Y{ zP5n^lPxSSYx-k2B^|PhNquXBoztAoo`w+VBb)s5wfmpC+N6Y&U$3gY5GeXYXWnTVQY&!|YXIg%tL#rDkn zZARmp%#UDDT{Snm8Tx`%>T9qOt=Q)~?PeG>bPh(ZVuMqtEs#)K6x0m2onV>!4#$op zTmQKFC#;vk+*S~&5G;@;)RoBz(Q5v*KfxJL6WN*y4o-G7sM-wlxCPv7D%?NAb0eYN zN1qRju&xvdh~~7Fe)h!3Q3XhQTM$SGZX=2+|5dy!(y_5|BAm3Cbe%lIfbX(>RJ!TT8_R81 zV`N5YE@^KXIXNoLKcRflI$M+{oVA7jWNceaWaD&0Pihow?Shr;E;(7yYa3Wb*LxI5?nNsd z1+i%7RG;s)aAohhu(CO2JHL3Vp3id5HWHGE) zjz26)5O0<$%I}dFLi*Dc{bTUmZ7eIxgH3pfBoaE#;pA1wJcl{o%b#=<#GfL>yJwmv!UQ_e2-F2!S4Si>Rsn z|L5}QVnXM^P00AwIRL19@-FrZqa%tFxwE{NOh+Y}GNYY*TRCyZrwmDg;uoSKo4%Zt zH9V658i3}b^W`ZLoJUVTU;H>&_tNe5n3-)AM||eoG}(}s0A>fdmZnwf+kpo;;!YO~ z=$Q>l)ajUXydK20wh+BM$FarOiI%}X(|j?4h+^Yw{cnK}ST!P3_4*E{2j@@sMvr)6 zi8M&l8A3)4>{%xman4DZ-U@n;(wZFy&WZ@22__AnoQmdWI`TwYT+#&lv8P;0{#b@S zdE}b9pBgFnl3M$#DOx{UQ{{ef-&~8x?RqC?x2MPT&gE@Rfd(WIC>JUrvJA+kI*-a& zAidzigPs?Mnj~TqU4?T=^oJI-W|E}3R%-eBR>sg>lt=;I<7U?6BWqS^m+u8$+pE9O zK~J(v=7#S`eO;>W-SMU&hIold>kw0iOOfx{uUMw;<>nFwvU!OZH^Psa>FhWKd#3}Q zK6Vrv%Oj!nuiX{!PV%un7^S)yoxRsLrd78BtwZOiB_RxZdc^TM3oF_DU-&r}0&-_u4*! zKXi!yc@Dpo$BWIEa_$dbdOxo$F|?;T;%aXC#yGraooxNIvTk=pek{1S#a%SLYc#|+ zg-Q7JMGDK&QpZM|Yru`Y+HtaJ?bs2wpL(vPbjKl@6c|0pyOQy94!kMO<>6ZSj2>jW z_L?d92Eg1*gQq|;*efNFilb}u%-c@C;xoaowy*qFjr^MLyqU1~omyTE(@xsI7T+tJ z+LoTRAN(+Ip6~wYtx5tTuJxB61{@X>fo>c;ae7n?f8V|r4I8uSVXhSLMNopZ+WN8P zzn=}e~f1=NV z2u0|cyGod|PX_c3kV#?5zYl}QgkI9&TJQQ{oSAvHmywiV`!NQ@ZBk; zv#af(EdKqfLwc=A?~165PCc3Pnf$Zg6YpUDqB64<5@0kSU3vGfik2l7S(TYb|NTE7 z4K7qu_P?#Fcn^Sy&TthZI~+j%cE2)t0q&oCKo32)<85*DUCdQ?F$Ca{8Yx3d!W)al$a(>|k4SrqC(i1$QelQ;g zgvv$0k?O<2HFo*Q#`B-op{5}{xBrGIgP(>FRrsbX z&3xj)n|8Y{B)+@ki!T#LH>9f`-BWPpub)tSaM$OT(F;yWHyDadAgO#fn}&ctEXr+H zY#_t6Ll&+A58yG&fs$}OG`OC4l4ICFpW7L-ZYFT!U4I%#C|9vGF>23H$wh&#_R z4(>R!+D3%PbdL5ZzaXcZ>{s1v0l1U@OsO!mu2KDnWFBSw91BhNJ*Wa=<#!9Hf|jAk z?o${Ke!sj|Kmfl2A9h0y@Xia1Poa6KR^V>TL+$wg{{Go-*J&E#PiQ}4Qp^M$0>y{? zg<>)nQNNb0O)_s^yu%}!_RosoMJ8XgYuVm!0G0Sosg{>n!D|G4>Q70J*9FqZV|v90 zp^W?Qhj&!Soq|YsbB;qCE0Enz?SGH{e>B>%#>g_&`tLJ-s(bXEsL=AGD%B)Cvg>nq zSUFU7U8e@Mb_Y15L&eiBKz1|zt`~4ufN^}1dEYgl4YEI0i^qj6nJ?U~1|O{YsOFIoxxJ29`FAa&Q!SUDZmQ;I*K_o(>9B~~6EW!k|^?tj0h*b&{8 z#~G>0fBm!1cE9!=KMEz+-CPWLn~H%)-@twe9`T)KRZxN7*g`>aYhjVa3I8m0A3XoN z=uO^bHLY5_-;wi2X`AS z20;cpvuQ%Ltb~!O$_D>(jU?UWy#D*&f-Wky9kZ%nh|qYZRM3B*KSs{~y2zN~vQn)? zcC^L)QEBtdl2_l>9A>XlynUQAzL@D-P`>oindy~atx1ZdM80?0VgVHOHRGHX%)cOr;-QTFU<1say--{_JP%=+1ys@ ziTsThrBRLz^-J{)IP12?tJ^5I!F}(Umh%-OKhgLN*vQTll&QZPc;lJ!aBD_Gozm-^ zG0n7nW`3R7!4exyrrN@|Qk^*Kl9(b*&5z*whPXyib#96`pt%?|$V{oHga2_O0gf<PCdkfN?m+iQ77o}Mt2fa1tNTwv!?btHINjZ!(4cej|Rvt ztfFp2xrGG(5@3xTJI*U77rmq%pZQdCb^fl7WAm^6z6ZxBWptW|sz)ZaDLVF=RJxnR z4!>J>vP{k4{`RM*!C6jPoOUst9fA7mOFNaDz%uae*>d%1Dk9}GvzJ9S)Ueb>VNR}h zcaPW(d1z(H7Cx!Ty(=#K$cR{cWqL-x3i1*@4Vl=s-K|8#Pr_Ci?BQM^`}FYlF8={6 z-;3(Aa9v(k!-m|R9y6M6{?X-c%cz-` z#(?GQ;}4ltQ)zLjMOV;zFb?8enmLZ{~k5^`3x;b3l-g7@QV7f)=W` ztPaWJD30z%zJh-}tr)&|9G!1F`Vp%d3N;#Y|$i2i#%@M-xz7xYCTHQVu0}b!8ypt5kr5EOyfKG8;&a3L3gun4tJGUGbxa_PRi)U75a&jdwe&w{0TX|n?Tnt;YT_E zHmuDZiB!RcEEh^AIkmuHE!fF)HSz^H+oyX9qPULl2K|uZ`A@@)fjdn>oqTLG$w_^o z^d0O*;i9c<_9>C}H@%$X(+gvaIh2mEv)dd_$Y#rujkmX|x>DMZ^ZtTd)YK<2^^a!2 z{NV5!E}A(;T>MS=E$NUmF^648U-5O6)NNfD^K^@QQbN4M<|wx=f5$B@JA3Blb{ii} zec_2e-0jlp%!UinqYukID{m${q8a;=6p%KCQ2Q#U7@sEIcBwz*r0$8NNjY>{Xgve zWmuF^yFY-UC?FA%!!2-eP2Ho|}vXu|r9Vb~LOTdQHNS*I3qGhOZbM%bvT^9E~0QZJfK9dmCrP zTJp9GmLC>nlnB6gY+q4Won@bFQ4IpxW%w^}AYq0i+4N1WIn2E@Befa*IN(MaD8z%5 zlYPQ`czEX-k)nH?HJLp%Pvk9uTP1{AEK>oK-v}0M3oz_8UJVY0^8?504+JzpAcm19 z5ufF3AO1=ybI-Xm+u^yzKHHw1Yj|hx$U}6M$()@d1<3f`8c(%U zAB{VdGHgr?*|{-o^rfesKC!azv#4cbub^?T?Ou{T%2}_H$J*{MFCDIU>~WQjwD^cQ znXP#g+I-%}I@nl4!AyQTT+x-4AgoB{d{P|r)r!%`yHk{%IV*CXBdLcK(#yol@;SZV zkJ*XZx!fwNSE~MGfAwe0>0EA07uzq3qt~R=$M%BGe0_7u<|1MU4^{<@kT~euosZOz z0)`lwwO!Pt_aV>nn~W>(0eAd&3kPw{!oP3ZQaB=yk87%K%RcoK^zvaW2}D)Z z85kZkgiBFT`Xy2H=f4!nB=NxLtojcQsU01Md1W~L1h;^SO|}JcN$h9zi|u)l3U7?x zM*Ol;sxliqyT*%7}=e#+1# zCE3f(C1u$A#5Og2CjKK`LO^T6Ct}QdyfqwMne(H`pT}d!er=;c*N=P^FDrsxhiUO3 zPX!2-0^m=-oogoDW=JW`Zb2V-#hPp0ZRFi+o??V{PrN$!1aImCz;VjgYO|l43Mg}w zxu3%@m{v19zSvf6$fyUxX;#A6 z-QaFlk~m8aRR_)Xp+h+W?vDv$2~DKGjYW?4cwOeqXys_`=XLpeWuY`|0RMqzJZ7bxMAg3?6EP+JBec4nSP}lq=n*%H znbPFhcy*RFw%*5QAC#dCZ)rkj5-ZWE#I(#$hfEa=Ae#BS#rTp0o5Y;0#_!yw;656| z?3aMcE;UudB8x_XPtL_!+%K3078%*mMngpDzzdmju82HO!?j%REQvNbtTDOq&q49Czdf)L# z1 zQnJ1)#0r>a$<2seJ(=F_j(2#?;@i6h)jb;LhOR=9#%iT|%Wq$!cyY(mylA}6>&YSK z5mAv;^VXlX3?^R7^1p24jr@!(<@Ajk(Vr3+`M8Nw=_B=~JaGd`&O914nG;Uetv`1# z`1n1>l*fhbIPhI@oQuMoRUq-;YNYxmdoZIpk|pDz~ai443PW|Ghu|KTxV`@sVQdf_pQ+;8e09MizS zgwHc9OVa(CXZ*&xtLQi|dVH-^~9D zL%D@#(CL?GRoHhCt{{sG6u&yPclkT0PoS6$K7e4hTb%AhvyrYrRYvf;7U#1q$?VV5 zvq%#sq-5JA!YvPp@MznvyV6^4skI?7LUAKkVz3%Yr8A6;`z=qfDpQ zLvb{|vUpPVMpDE$b;U?{NbCHlQPd_HB>xmNqr~1&;+rmM^f7=`e0zG9ND}XOiRhHJ zMzX&dzK}csRt9}R@^q6JSpfocz0EtW$R+c=-gq+Wcaad$I#1mqLwe0Ybf7b5@Oc_ zP1i7uKw+9pTCFN(bS)-snr+=+?@xLBMG0SX6$jJ1VqBeT?b}vz{!yzW-iuIm6Bev`Z8hR6jrz~{ESNeQ1RP0#G z;O)wiDJEgt+QK|>$`8{}uK%c*CygzLFgEwYUvx>;!`Wn==s((LNx>4UOQKqznK%It zb3Bit74R}f<9~NF#M?-&DP)2>OR%6PN7f4boy|cDevZTzn@lMhXLVqm5pE9`nX}Yy zg**2AY-pcQNIPlT4R5-|dy_-qX>aAz*{?FcTCFb{ys7vb+JgLUSKx#B$WCrouw6BX zmEfHoZupAZU;YL6XJT)^-LgW(V+*(gVoPDgDtF=8pno;v3(Ny|BcX!FH@eJ7pFL;_ z(yV@{AByw{5p$~bumYQV^4@kl<0nUBGP`pvGEAQbp+>0vzG+jwPKDTbR>FtW90tuh zZ^QKNwF|-v>gEj1F_BduMa*BAS>&+ ztlqdSuy=2_Tf}Rak{T45R9llM-0er)st9MByc1q^?qiqcW$knQ6vfzOkWIB1%_@{A zm4=b`w8d~oYO$((lS`T2b3{L0)*wqeR&Y7%>8OaOiVA?MdS*P1c$tDT9&pl8?!`eQ zSz#z1KQbh{T_Y5Y<+v8TT_6=WC!5c z9Mw+P-w}FKKI8t7qrN!42Un8V-?oXw8M^-kucII*+GS9YBj4fI>hm*Vp3o~(CKX@G zQ`YR488__SE__ca?EN(zindEP-+sO&5xGT`W5k!pjXJ-WD zek-iMg|9dHY`1)oeMoWp=A6MJWd07&)qBUZxX*ug?LCYd{#*EvWY^i_aeYe^V;Tni z@{o9S=bY6ei&3SPPnmnxQ6wqomA4hoCuH7GL*;xVUx@|sL6#G&kT^xHmdx-}Ny`jH zRyCox@irgz&;mByn3-C^;&GB`2wSg(bJTu($*%pBq3NbLM_q!4DM^ZaIKQIDAI*=< zEnyBzTFqS7D{^rf%<0?~NpM!_tNiu8$!0s~UW8bC*0wqZT+lsb8yJy`gi7ct4fzW++ zVA}3nA^O{SERw30QF8dWbU!YHm&o!kA`mh8a#-k%8Ba~APw~_iLJs3~HaP)59_+v- zyiD6CWv_UcWa59WySP=mo-Rvwvo7;W@wR|N?8#3ZDilXoCLsT zB<{x1*l_>xSh!}vluny&TM%`ZLQF$pxrzT-5~4*o>_>gqt1w0JGz@K$Pou7AH2awU z=3Q##aXSRK?C_G7@7X%og^0!uHh4^`B=TEU4yhh#E2uF`P8^R-Oxzbv>a?UK-}I#Q z-`%{r9)GwK(PJmEQ#oM(EJ+_dg}66bY&#_7##XuLmJB{ihyBDaRfzPJTor(zppNkO z7*~g63mCO-8b@C7`l;owsd2l$e#B%6jERqG;R;mZyq;(HOasm?)O(tjxl&`mi4@Qh zs}5Hzf?+Bz`5#VKSs2gnjRhV)k+!}~z;g0zsq>=d%1V2kim*9hK zQ$^ zpIPOy?l->ra1AnsmD?(Re*bK{zS-ykEY}dRU$n)g+azT^5AhKjb@k^do49kkRR>!_ z=P=x|lvWmHB>zg~gOOKCrhfeugNct(7^jRzhoCQ|D@IDX z$9R&XI(m}o^j_BKea|92oTFa%{TjN|Ls$^5C_v#07OxYk!JVOlk1Et_ViEj0R zYe$k)C}qRx%Y{$-Xi~g&Gj)JeQ>{i>PnOzVC5bJZLd|yT=yB#G*pV7!86tl`R1`)( zU)|DuLpQP>lCJsdIoe%Itve4YTvJWvXEEDleYd+JBLDj=T5Hzq+)q(?5tCxlSca z4Yqb2;V+~uD|E?0>W#fSy>>a7)PP4#xc?+8po(Uw-eVI=PjGQp z=X`LP&m5jRkvB6I5xu{`ewyvT);L6bV!>_da-+AZfyc--BXuxIXwH%LQ-!7IWg1|7 z%Rt;iit)x(`^^pE!Bqy8j(sBs>L~je*Z$*p%;xdS*hbNUPBVk0i!?)e)&0JYp<=V` z(DWWygFaJVLMXw_vDZ@>RG(S3r^+}!h7BV2x|hVN!?Mtca|Z?R&Fv0r7vYWFDL0E6 zO=UCZ?sGdOEe6xvKHs~i2D3&#! zew4I6H|Fz>qS}*gi}=qV;rbx$*T>N9>T6X1FdGCngXS%Ui^ z4bt1c^b2ThOfo+;RJxY*VBiI#?0i|VkK~PKFIJ25`9}h)lKZSu__C6$v$kLjb@xy- zxZX`G(1IaE1wVKiPOdSDA6lfw)me~gIRK{V4;O6Oizm0irbf=t!^=c3#JSw&?V7!X zn9&bl*>Hi%;qIlWMG|$F7{~=s_T~!o_>T3LQLG8*4~pjayl=ZP-=9@So>HeaV8OvCwX@siQa`o%WL;!7sC-AX zqqs5&I<|jShB{7LaGK_E?ppfPudmk7oRg4Nq_sR&Wxaap>@QaR9SATL_OhzYcVZs9 z{jK^w-gwQDB)PzHFl9E0IG3i*CUIb_I^@6cJhY?A^9iJO6ja6XIOJ9h?3zEwgr2m& zbullDJXX@JM4w_W?WQc$!1@2Ug)%K6U3lW2*?$TLv49B!_O$!(YZlGbCe|C{gmauw^6nt)Jijje+U%s}M>+ z?-wbb*lw3|qb3Qid)rZYoj-;4*SVLm^Cr7h9D#cYT%H{~Q55V>8dm@iyd)RCOUn-( zM%}K0xLd*sD_W^;hoi*A+*pamdnnT;D$E3$(0q5!ax+{cQ0G=i_UL+D=2*3Dpet7A^(p9+i8|Jz7LtHg@1!JF{fQ zvkF@w&dr;eI2*ws8wzRRWl0&~G!K)vu6!_VJVk-qRt0TcfDaV7)yFQKXR9`*!cO!v z;!+iuBm8Ybl)B!d7Hpi4{3|7@zv3Nge`)_`I6JWskd7aD-5?;Stt*8TLv)+Skt zW!XukG1nMd&R3&gI*0Q-#gsA0@$Df_-ofdVIH$M_U|J$MJI+Ry`eB=Hx8JDuv-OI2 zyj@O0-s2Mlt6484 zt^Fa>EZO#x@ecd(KzAqnVVcg=Udz|71}O(Zeckk848msnG^5w|ho zrUYJj>o5RpT4hVB4P%WSO^VzvoY&L(eN6XjvK(6$JA}N$6hx0)80}109Ay1+tI9b? zc`E5-j!ACiS|7Hm75gf~t4frY9ZZ~<5I1ZX|BHiOVNcA`jv5okkY7TU<6#+los4PrT0U#++IA0Vz1MB`G5lO;>^39{SK#J$-B&nE3)|k{g z)awin_p7C<6L>C6Hm2W>czJDHkILhErrQlG1BGLNK7u7}Y#@S>xK@nms8L8XL54%f zy#+=>M9&P;x+O9}XRkWJwG=jxGO$(1BBepI|aZ~{D zp253!roo&)JL%(DW*t7%^p>VHx5apsY%}p0 zoyGO@BKJlre?OFYE<0G!uT8yGtx`L#HbCn?tVm+tHKH&{@tn1y|Ulk z2*dXwOgQ-EICONl=5so=$X&PF^wU03>MZ+q$Igj~Mcd}KE31cxGFuBc8|7sQ@9eCw z;>^#!R4`=dG`nw5SoFeLzWDBmPj7uz_;v5QR37J$_}Gm?3lyAGXiDHlFno*$+4JRi zY&&$@;Y|0#?ln%2lG$#TufDl0%aV496OtWsq9^h2N0Wu}rc_-Tcir%`)BaZCKo&AJ zHjL!*hI6ga2ho+cwWcwa{Jh1Uh(Wv4;Mw#0+r&G)z)AYyUyP~fa_vq-#LXNOEwd8- zoU*bh8#xE!RFTwwN$yOC#2H(1ugNO>-I1qQL>Rgn)8;gS7}n0d`h4>g*%=>O812?m zIHHMPmA+P}XX`mPYxVF}Qt~@41qhrNJ1%GL21Euq?W_ROPm}2alKGJ(13F zr_*mlHU%{rlk79DN(H`?x2Iix>$XfP7D8@^qity^(^>23)H=ZKC5ybfa|qakdJ!1Iot~+aiMcbqKzvvO-|p( zvS8_ci4zKCDZXoujt}n)_{~ZL_vJ$OeM{-A*WU*y9 zoW#&oqpnZs$?(#WC=L}nPsv96PX11XK}&Cin8MEmCQaMu#DkflKHlD@dc0q_CX@{} zDXB$Xid9XRO-6twcsHif@dXV3KGs*@pg-#jGw<-qEEOCC;{E{}M$hzT0p~d`&_b{G!Hc9SNbVyy|ZPdE_q1Y4u^V1WRuug+Op2z@C(`k46CI;?ryzYy{ zSXRj&W~VqfX<~9xFVts>ctk30762%&pysC4-iRLA4=$dunP#s;JtfBv7R!Y##hr6} zJ6Vey?sLkjgU`=q^id7x zQ_FY}`kZIIi@*b#-5>NZ{K*cVf4+Ra3lk7*2n>chZPzeL&~Y-o@Zo+ zy2Wrro6({Q4GhfkJ{ElY$rL6*;@4I!wQaA{@H8pG!6e&?WLn|6%64zbkyQwF*lo0U z|JnS9Hg`5irq#vUU^WTM)=UA)lzhCz!bS$Nj^WvD2MWr zMH34umb0nAprOxz6^L;pW>uuypgYYrJRh8@J>J+2+>@KiE+6nF@DCuRGCOSCI!H&Uebh`tV7m5hPcekl>FH4dv7G~;%xeRsC?97m77)o z2#=lnM~R5AR|39x$)@o$#-;=<>$DTg;hW(Jk;;wi-212J1{kC$EucfYG&P&%aX?P z*D;$51(^ayCr!Tq^lqulCQj>d6LPsHzfYvNHU1D0?p^tG14ea5^+k|7mrc9_DZpyD zKhfX`t&+F&7@2-ks~Wh}?ds(>n#9pFqu3OW(2_HwTQLI~O{tKis`{ul>&T6$0v;J5 zefR_7@Qdfvt=`jmw_t40$j*2%{f~Y<(n8qT{8a!GpQ=#=_cT{w$S!iL-p(^iG!-?m z*eaAA&LxvjHL)Ur!AIWII>HBFuCtDCPWEL(A#*|M>J@ZSLdUcKIWUG?w(nMHW`_LOMD%vBs#sb{GzP$^DBvA88Co7CeOsp7@BVZuFZ3hOfuwxhY|-R} z{m{b-Czu^|R(Os642i&YP0wHZXw_wpZ1jtKBsPawKw&Iwy`n&DN{2S2M~|ub2CCh8~)J(U-(Ie!_N$=~6A! z9y<8(EV_BwHF}=`Ua|+U&AYxrFdrpykFQ_i0}(9@i^tfir-L$DLdDutGg`!T85^*A zC8L?%TuX~(X0-U1EL^2yyi>R8^L6i&7p|Y)2MX9bXu;^cv`!7)vh+{ zgD=jqXVH%ev69ojI7*{4a$nA*MbQ`?uAfeX#=A^T@HsyW2EdDYY#BuauKRF4g=(Q ziNM6soOqt=Ll#mg7VO`>Q2>cO_RW4Jzn>zMO3FOMLSPeWL2XQIL3IJg&0SByI~1p1 zB+r_E@aqEe=T zU4mb6tHCWc(5C@nLlEd4^T)=Fm*}|*Bz7y#g`Sc$VHz+cf?pj4pg4fjKEL`82Rv@e z!E5S52(*%*ugy7)pMk$x4@A%@|C3eHUVhAb_Tq`j^HXpez@hMv7yh8%yww#zdN1(w zn{%r2%^;(B360hc003D(I0Xab7Lf$7G^z%mec^xDd~g4YdjCV;QusO-{BOzkUK>3WVFj&nkRM50fzs;%-+`lf-M8sWM!J0p8(=3#UsdFqOi&; zmct0!IACZb{tu$Rau)!axBqD-4`iJHAoCJw9x{-o()I^ngRSDsfGyF* zugwR5hnS@5FXtm^;HsPcrtLBCEwWVrVqm!cI;PV5U&pXP$V2eJqk+U2TJc}^>R+gP z0m{UE04k=Sfl!11Fzsc<02vWH`p-vDv5DKE=RooSDn;)*03P}u{JZ``uv)1TrUA%w zC>H@QFGUuhpEevpTsz7EQV%d6d_biEk@fN_wApyn5{YhD0rmG~b*Mee_< z#gRg&LoQnVpZ>TCuzjGbk3pNcD0zh_nl9O2>(Bp1+I5q{zZZmSHvs>;C;`fC4&x*M zDBr&S1HV@SUQl$AKm`oghrJ>Tz0KsiH7@iYh_Krpu;+UDPt1)e6z@jlg_fJ!g%Xk> z``2b>k4sA`CZJUB2*B$XDqhfSb3aZ&fZ7`XFw*Kzmq_r|zw7>RKzAu7#Rm3M0OPK> zOuz=I`Cp)UE5jvFnc^2PNh=5B02IKxZv1P4F=$v3$%W(?(0b#A{{^07gJGt$=l=f_ za&Z^%MsxE-z|)|YfO`L-=-)a}Y5r?TOY&bFdu#5$#|waz*PVY5&^}<51G=7q1pF-! z#WDkSla%0f0>JqHhLX(1s7d`BHJ_{35Ut6eXP^B~wMaq77<~i2W#SUh)N5^A9~i)x z0mw9vpSz4iywG^~D3H^8`XQ5H%C_dO36K={9T|2iY5c^$wcLyDs)t3+4J_A9Lx51Skvfk7#$Q~dL{?XD z%xOFG|5O5{Dn!OdB(&$zAr@|O=bUIWY$!OLA#DitEF%yWeCFLv@&=1Z~T1;>;; zpY)P_sir~C+xu@PxFJLiaZ`;lbOS4G>;0#f9Mjfe{X3B5%bkn2Qxv$Q1P`p0D7vgj z+!q!JB=x@@E6h)`3jJFhhILBfQcAx$M^ES zid>MJ$Az0)h{keQgKvt4|Eu*!#lVZJRVGl#y-@#0K)jzmCCh1$E^_-+bu+8-Zu*rb z6z6}tpktCS)c#_`(+7V9!bRCMltj&>yqwV!jtpP$?LZ(347rv zQi$wpVUR|NZ^>IeB$&r+QTtyI7LlshXU6KR{~CdV6Ib7S*-_b2sCrW|@u!PCAoT21 z3toV~_>g!bbk}Vob@#`RmyCCaN-5}s)jFArA@hE+CJcV4;-BZrevaCa=w!|`7acoN zf`w@5-c|q`JuOf(hxjiW_yk089RT4_pHZ`RXyc#@42bZydW- zE8v9a^&SM2*khvJ8yDjbXjWkSDSXrZJCx&z`QUIc&n33PCI!xIvw#6O8u<{XaBo$dUPLB;>;X782$KiE<;59d@>`8Vz(80?Ueag0 zA3}gK{bdV6UL<48n?yC7cflbNOP76zwgwFV2sw23z|9{20{BGCc-cPzCanKw5D3DV zd%rvf1&9*+!H?2b(Eau8_}45IAAs?7d3ib54=MEiQwEWap>h`!;aUsu{&+L$_tX#3 zWBGtr3|c{&kK5_Uo?+o%Z1(FJ(lD0Wsn0Hro@Ufs*Zb zzoSRSz662rvEARfCx^aiajZu^nUMQsBp;hM7OW1`P}k}?m5>jeCrs^kjNyPxoxGC z^$c1;8$~c`z6+;+w0-{uUns7A>X|H*O#12m3ZJhzp2NN3y~~FTG=0Q=*|&YnT2gH> z=7L*8S0q55z3I8h4BqyE0sLnPb?_FQxE|Ntu|-7Qe>#oL!N&OJc;@eBowbvWHao~? zc{e&Z^QYH!?1^>BK|lT&>~&^Z{aEYD_P6GlPJp?ifKh0+kwG#b@$+=a$g<+F$KwG!T~42bDQPCHT?H+(87&w_Zg% zm;k~?5w5-0d9}~^sEgf$^CUHzoCw2*M0%%v8J}uC`XB)Z($!@~r9dF;RcVoe+U?M2 zz9?2bum;9pd+f|VsR6DHsvVXdY=_tXK;Y!JMP8ZN9 zd%AYy^6rv22aRU+bW3xc9_L<>oEfDSW$>ph*wez6tIQ(oV{gq1v8|S(1B1T;|Ma5e z=k#km`MP3E`J_2eL(Y2ko9*4J!ftk)T>@@JS0#`%qO#xx8Xk3?D^yS?J$sAb+4R%p zCJy!GTu--%^ABgc7lBMtL#qik?%9Ah)+t0r|k)(~S#!?RbkX&hs>Hz{R4 z(@=S4VZbaxTleA`yB}h?iW-8pETkWbSKLV$+#Is{v_yB>KLJl@-#FE;h=FvMkG zWUpfvgGtjYE(uUVvCngP>mIEq3{AlOTSn!~B(Jxb-a}F4q}knxtMz4PCrk+exw1b( zlP-54E!ktU{HUHTusEUJtA|?FtdLKka~fTitW!#3-pvVntVm07uhTga+VF8>)3v*_ zEu$*th4_YUT&I)ct#6k&y3`6(JFl- zG}r>_4%N3vQTYCD!zdxqvG9#~bQ#*4-`Ucym)n%}dwn(S%6ak@EE8|{GygnBNj9x) z&^L)gZD8ET3#h6b>`4EH3a7ce|Jase4jt_f&8b5QCiPmGQM&z>Eu!x8!ALN+t2ZL`D<;v*i_XK z5qJ*_E&(cKVug##;X?P0Jl;@9Tuimm&X%-VOWueRa9^%g2?t{+}O(9Yrd zZZ#NN65N0?qiNAuW1ZYCLk~&C=8pGpXU}!<>fFXU-=z)jevtFwm7vJx6W-A`ubTCx zGdlT^K^Ii8V-~ZvpKUS$QrE$a#+OKD}v)v;BZ)306S^p(XLPEyqKEYjFPve9vVMvCtz zN+L-I&a*!{Jv;k7VWRM`;r>vjV*;oPqXD)Duo+ZTZi*KXW1g~2*mYoXtBK@HzLdn` zc=sPbju<}cRjbTKpBC7B)_S)tTt$po>*jU>_8j`N@p`uRM(T^^t4D#=z&8r4b@mf~ zglHgKSGltCV`_mF+`ebhZQv%=!mf1#*BgIfAcnY9v(FTkEPi^@c!aWZ3d^{wi@1oT zL8m!tS*y>n1>95GW4z6LQe*F4lD*@<)=oYug!cjX%;TC4wzx2A%}ur#)~gtTXddSK zIb}ntZOvL=>jq8V`W^qg)bnJ&YG5Dbd+1RAZuXDMbeLP}1r{4^m zbNPM_DHJaJ9!q|bkg7S-of516JRm?0fur<**XEbgsGSa-v(EXE={(n-Xx4(ZLtSl> zYObgI;=t%!QA_L=?2n9{hS<_p?J|(4Y8x?BXdxrEEZ#Qcw|#P0fZeo6s@fmaDSmO7 zjbrtBjK}%S=H@2g>O1UUE6E{UvbpCJp+jJ6N|dTj}QatpS? z&A`u?Vj(cFv3Mm>+I+fHk)nk~?=2u^2~jO(RlH{j@yMxvIIGi8wnA!3xi1~gGLP{N zH5Eco{D9sBv?P3WR8WlO?P50|`{ia=%7;q#N+QO%Ew$20 zfsFzCcn~#t@Z%+L8`+lFeW z3Q3V8t5645KW1*)siovxv>oXK(dgm=Qp6GcwQ3`yvu@mH)`!MR7itkv4wcD$0k9-H zQ+!di=K1GaC%HOV92|Ec&dTEVz+&b9eLbP3A~g8Cipgy3mgH~l`xRti2$hr*-M54l zRyb-e%%{^8?=XiK%_(&>F~>PrzLBspE(zAi<|nYix`Ri0KLVKZ?4CMB=1al5U_}4pDq?8Y6vQXdCte`*xu)-gcpM;;Z_P_drJOWyanEanHwLJZ@Vj zb)Iu24D5#4K>2iRu}edWiPcc?TI&I5V(Orb3kQd(PWeTI+t%9f@p{@j$Fhp>fBTY- z-jK92;K-}^DMK!%D@qe0&0KzHpmAuovIbl63fzJj%TV?c35vw*Tj>E2hvbzut5a{y z$q;7U1jjbhE4HyUau}#+@slJ`jmX{)o}RAUC{EX^U~5u;Q?_%fHDIcHBZ(6hqvT38 zP6E-B6u%An+U(f?f1d~XA?xgwUKp|M=Zkgl8dFH5*1Q$ar6V$YH8*cZP0m;u7GE`d zPq<4xq-Dq(1YgY zDH>R0{W6#Q{xAR$699L`sY-Ux)XKMpR|qzoCEGB(9(SB&?Y1W~aM?n$dihA(Eux?&j=;8F!v>(C!>39~%;qgNfY9xb;4OlvWP{VG;c-ls_2L zQlTPsXeyHCGTFEpa-kotrou5gn2lo>eMR$LtQcJQI=ERGyqM2hbu^Ba{z%;s2CVAq zk>9d*EzBevYXzcbBD|LM$7lT8yYO>5itU!}d&THi;HXKNPe%e6gQzW{8UK7T!QX6m zyv8bs7z>0eWl=oy7@QEXLP~I-VP~F*YJ8DbP1(0(d>B}>zb|)(bne*7QnHa@DeV1y zQ2LO)FDP9u`e;c&MEmSb!$U(%;p`~i&w_i@`)j-RAo!W9*47!V<;2_ark`;sXe5xd z8em)|;|@2PoN`xN4ovF`dH1ZLY)0^A^RJ`I?a(g8N2O(gBDBxJPDK$F)ZC|Z`wy7v zs6YQIPMbqrCe%Ob~GzJm8E%~fwL4wdt-dLd3o_yQjUx(#;i9&+0v*M4-Mr~C~QsE6XK2=rfN~dm_4pNnyhAy@7NY) zm{p$Kb$&j71TH~nG;L+0Ltj#Yv|I~maf)K8%TxW-7T}z<7iG;I`O&n9HS&!xX!2ma zJlFtM5qj8D<1u~t)ZVkIJ8{RhuTb8e@m$HW>qXRKJ>LlnyHMnQc(_uu0y$1bHk)8t znIhnBGg{kM>U53o*ByhWs?!`-m%YN%ebcp^i3S&25|KA;t!{+llY;Pj?XsG9%j(1h zL?5bsF-e5S_Kli1E}${uk8c_n>D`6gPEOtjZ@?{eR05QQjNMwq@||QO?#DWf6C-mM z_)e-cV+!5nE%4V~A*UvQNmN?D+Y(sD@g8Ls@y9~5y=jO}(yoarR+BwGV>42Z5RSgfgQt8J5AJW)Iz zLkLfgIT+9Kh;&Hr((XxurkP0W(?q-VxN5U&JGoq(IH;=Sk)fn!bbnA0=b@U6drjkJg90OuV!L zMJ*RC*PrHh1{xp%h&PFik-?OwXpc)xMlC!(!b* zDyvkj!q&!3QiPW|NarsF#a#(xnjJu$OywwFu}-G5UDPY?QW@hTt%wBq8f5a_mCt-& zBmmy^c32p-tL>}79@t5KVDGbC^xy)-4<4Czk@WCZZ)%?4vYDb^_$Elf#2pug6)qsS7T5+=W+2XlTi-; zsh;!~;JF$9p1a#D$o1wYt0vCMoivPhM|8@`%Wj3QVII%a=|$iacWL)O8=EOd&SO4H zKt(BZm0e3%E<{c8*2dNS0ngu~%RM>fE<`z|n%ED~`g3G60omH!cqq9?f|Cl&dT{x` zr1&Dqtq2nwe;DlbXzng;Msb=6lWqz@xZCqu`^=y%m{giw@&2u4u==|gj#0+j_`fjT zL=%KhNtlbcO!9$jFNvcC*d2buoLU4Tj&781ux0%yf7JRFya;jZW~6?*Dg8k|`n#8b zM341LN2xiMc{@byBa!*C{dJM3T+fAo&VVy*uaz5&@U_?N9(sGo?L z{yo~R7UAlCn2~K#4^Tk**yGwU&;@5@7DF9uoO;~5mS*8PVn$4CW3zOw-OR|F%x4Yk zoP7xDs%@3x9EotOAMn!F0)bn@1IM6bLvpnzQn1FZ;)u<$A;WYeqtE$@O%-ZR$&dbh8nbml~M+>!T_Ps<3#AD29T zyAWgR!fZFdys{*W#ih64Obr z0E}w0_9lW^xj8Nir8n_M8m~bVqn%Q;T2xECn7%oc-L8C-yS?3%O&w}f0Y3b&K(OP}I zja#|0rcG}$L{f1lUoQcWzTBZ7DIQzv%c%XHFpS99wYH@hrW2+9pE zhgc!HKa+Wl5C&wU7bsp)hlzaa*FHBcV%8PfFqY?^!7MGg?4JE_ z`)Dfrs|e1uar&w+LaYK3(%RbYR5Rb zrz3P!SMSBHCn{H1U65>8*b_kI%7rB~6wO}yYvi3~yzim~x5oS4lJDiz! zNZV1Y@-b*D;9vY;l{cf|u=%o+_u*7zB6NFJ9A7DpA#50_D}9zTIli_&(89jx#klB2 zFU_Gl%c%0)JVXuq_mp4tOuN%L>zXPKk$!aZg!63zXFyt4J=335R1z}2 zmXGbpNtTH3X^aSirc*5nRxI3Y(6_H9%VoC1NGCP&8xXP{6L>dOx{Rd$6+7-!GsIP| zemGl~BVvgynM}UOeP1N9`9pAWvx9ngHC-1Lvq&`fe(D|M6l{X56%SAn?v`;GxdTC7 z1z^{fsO=;MIl`3p_?$#z*q#fAm6+}?-|h2PFJ&ZYm86G!6Ry*k3#22NgbIlEFV)w96=sh%Exdd}u^?CC*g zcWj&G8z)foyBnc)KsL}g6SA6M#=XVX_$3Y$*KueysCz^b%lctGk>ClAwyf`4;?R~S zi+ZXKd7R)V^LXx#@=;KP=)3oOB}caRXzBTv`t;BF+K~YtG_(h#z{(~Xk0)_dwR`jH zprZ4%zo72qL9{!4tpv&J;}W7YE_Pt{7NSk!vE!tvE~mv^7P^g%BSnYD##Qr`DlD`g z!n0vDo;YL!ns3<_m9tKgfo&DI4!Q%PPY|3%U%S6J&u{s*MImq55hrecI&~wQs`cHQ z>m;{Ag*BR2!z{^m7AO@3XKrj3|0VgpE#tC$(Z7E1*3Zu-_-z4XGk%0sEN&V!^LJSg zav|P4wx9AZhjdXTDi-fPP9Z4iIk4FT+G1bKsFvARjH;rUMc}079!w(5_k3OxNFcFN zL(o*mtP!P5t05X>PtQ*Nkqp~rPr8Zo=YA_f@~H1*5>S2behP}Z?Bk_)RJ8u9pG;N{ zS*u1083b(J`8KX(eZZ?j)mw$&6M;-_Yn1h8Gt*=O7C(61%_FT-ke$s@6kmQ)dHcxu z9<7nj>s*{P4E|(XiRmju0I6qongpIpa zHIc+4-__q%QOvR5{R8QPAT2n-?F-r8cfn1{;1Wn%;>h#=j7)Ch(DPjQ<$nrJ$CZkC z1`kAU*wwD<4zYqT2rj@7peFsVNX9e@YTC0Zm$Q> zXje_{k;n|iIVKh>>cBX^i;~r2e`T*gi%Jcj;S{XGLV?342zq;YzMsO&?Pt+j6lyPE z?ho73NPsTv%I~aQDFqf9*=R*)vUkCJNf;ny(rqg*^ZX*Ymm`P*C@yl~aLJU~)9ljl zP5C#YG<94&f2aJfSh^jc_(iKq5uAGm96m80~sV!9+xlCX_aI zMnE#6mg#Cby&s&pYBcWhMVKq8UhNg+G5Y^-_0@4vH(lSTh$y83(j@{C($Xmc(uj29 zihz`KhvX%~u5@=wcS#AtO0#q$F5TU*?<`*TeLtV~Pi22IXJ*cvIr%+UHKr55(|OLy z-{k>HY-^fgU7?Y$M9t_3ydbS(_gA?yq854r2RJ#-(Xa|Rkn zCEq$Lz}ui%^>XL7BpatfiM}REU^+G9E6N59U#>|-NY6DS6Kf1^z9Mw!m2q1|wp^eMFT6< zIXgDYgdZ(ai60OFY0*DO$iflEl6v|lq5YzsOo^s;AM}XTvX0U!m#TYjQ(gE!IxObc zVhv3zGKzr#_Bn*+PR#uGXO_(CxMk%~fzLMu-+6CB?0h^DMMR^gagD3FI03+M43I4S zTq!OyR!D;4b#RC}l+*;~8#qJ*z{9Eki8{|8pI$B^g7JM4CA=<{gB&zF4AG=~fqZ7Y zi_-4W%DQM8hLL#f>aOC>jJ&Z6MxvWuJ=dfen&30Nm5YN)Ja*vFiFSf+wX%`m;Z<`C zn}Hq>&421+bGcW>Broew@tLr0T{OCtq~C+FmO{%@pNJAUB2 zp&ahI9dy;}PO`bL#;d9)|04!UgL)MLnpX~}f7GY0bYHS@n>wM7RG4Fqmvfr<{jFf!5yrCffM;KLYm@?=La%+Jy~hn|&oDzZIFTbgNs_ zu@F4HebJ!eVMqd%f7$j8Gzye9qmbQmIZ`^e(pFfnpVdAOASzl1c^_?#dy+pS#|LBd zzoc|JCIlZ~4yqb7^KqBvm9O??WIG+riWeuHDownFAM$rOyk}^xko5xLDja)A3I{nfPj`dynZsdQzrrR#+qbG>H~7M#t5HORRmQ#=gUq>FzhoaYUeqBZ+6=l*iG zna@EvS2uYD)J#LhwXbmBl*Q_97}rzqfd14*@M}#{7S9$Uuc3^n^kTmK%APMJjEEVO@Y)TC&>ik0tj!_cZBIAOrmy7n8}9i;N1WElD zO`LVQ9aBZFeCdV(Gf-XptX2|hOe}Orh{qD0HfkA?Qy?N^eG1~D)Fy9dPxr3KH|qh6 z>`bGH+dT|mXAETf-xHjjB|qFWFZCI5NeF^}E-p%Ka#TKs%)OnQGn+g5Rb?XKNj`=d zeBiopyS1-i(cAov9Mfq+3Y)G9xu8W-yd#u}!g|&7ow55EV##hh^_H2N!&c+3@8O>` z7OB*v$z|qd;sXy}!JE~5#$H@a?B{>i5v>mFn1W}KQ(ufO_UL-xT0OxI`}Day+jcf! zm+z_QzLEWhYUHZ%#POmJvSH0 zA7E(Gi`XO{JkLGnof)tE-m62gVRXnpUC7UYYH67Mce^ER)4&B zobA0*oL@@X{pL4Npq_>A+wFO=RBt{?*oCC{B;fqtNPW^uoH1Rp=+!MX zG1f)d>=pN>q;0)^wI+r|OSLQ2kXhrz1pj?)){ahP7x{&oQmFR^7iT2d7gdOw_dGC9NCPv5(JFc|{(|!IB(PgK-C(CD}-X9B%s+3iFe+Vk3Rc12Dd1nj^Y<^_J^82fWfE*g= zsdn{ECv)fWDbD^lkZt6p1~7qXx!w)W(Fe#2*ONCq+9dt8`KZ3^?dZt5}

dJ~)i`j< z=m#%0S3YOLrJ4sPs0OoHD${^2iPnI@RP~^T2b$;~f+1bl8O{ekJ8{BB=|rh1BccDD zXC(oe{FiDffziBB&b9j$AB={u7*aon0Y?(rHd%?T)T8MK{YEi{r2dZAQYOQIsTK@G zqlH;nsUiU3H#sL9AgAJZNS%q_3NgmO&T&3!drkfgoUX1)9_urZ*MA#3 z%!C3Dh7to=N8{3yi_Pqy(>sC~a0X~tF|{y3Ypogd@t&!GjxMOn0Sadux-W%sIKaNo z-c*q=bG&$U&5$O9MGnK?MKRTdb-AuNs1nRkXg3Y2B+#Z&HF^!;>r6A?!cuSmpw;66 z?y+=PlM@85zR`l)vnN4?_m>(jA~3-Ky@e0T`t*f)XcKU!vG-Dfuv7Pa^-c3-={rXW zd;@NhxBjjdSBaY1=j}N?Mj8%)+Waz=>N|`6pcT3Gbw5dF$}ynygBdC-J!4~~Y#@GI z_ann!dZe=FcYT1L8)Jr+HwewKu}c8(c(c1-9J)#eg+I7iAfL98TH%esA{t(`;!1$QhzSB?X%+|f)yiarNwa1Oj*21svZB0)CZu%zoW zd!KOBPt6a594AyuR!Vtbm#NB7 zL^Py<))?rs1J)ZZhSt}k{kd=sK%@|$Dmxx?o@;>1uaL^xd=DupTa^iaVFp>IxRZf- zZS9AC1DT$_IPXAX3R|C>SfHta6TmxxA)Q~r?!ey>n2e@3IAlaLbZ~tG;{$WALmj=v zAhnH@89n+07=7~PR7J3aWw1_Fu0>nHVE|U`e}*2~IoU?1wz>_~5q5Es9DR}n!+?e`L+dA#B{(3=(z&+q}3+Rv#!eS7S zp#t5^6tL@@E4ex;h=ekwK(Y%pAynZn+hOISvt@O3%zI>9F~Az>MVfHoOJAvB4HEYq zH#hENs(%F(0|zvkVpRf)r5kZcpqz;#mjihcXt1KNz=%{ zm6ovt+1L7KH+>zh9|$|HzQnhbsklGJ`mPFf$-}QjQe_t0^us*p)`|8Q@dA=sR)95L zg}%|&W_MvKL(M*G@ZXf>KSTqJgw_AqKgg0(NqRDoBL3zs?C!N^D~-y{^}>IO=7w=C zVDLFmT!lNFc}oo(VfyB?c`kOz#K+hz&XqrY!R|yuWMS<;$l?F{*1-J}>KL3P?gU8v zojACS;k4=-1@`4Wb#u=0z2$C;H${X@5BxS)?q=TjmJxxLDem?k6+5V@39m1(1V8#? zO#so4t_u6KzHH|E$%K6?85(2Vx9e zX?Rr!rXCx-!F;``pjn;9YbH#Sab>XrO`PN&@Tw($_A1qvwz2xp*9TG@J1BH!7aj1N z=>BK9T=QHZ3x~dZFYo`eX&#uS){w)bXo3`s+4aPGJooPplvRSus^EB6%}E;W}X|u3-i0V)#5jOML{uEs*(}Lz$2=! z=tssH1U<^OYm3sTvHiHh4F)zzHda16*vE%Jr0`&imjFo!T*(%8u+J`8qD&%K#$i^W zlIFOMvUjq;g_N4IXoVz6eW$~QJ6FE`MS;Zvhf;rOh$7c@{ny*!{1&vvu>^8uE&`ma zqr$(RS++u+ift1fq*3yw$VDh_Ntlv2)5PxKsPRhZ1M@cM-CWF`26HphAtaL{W`cUq z;A_M7CTQeFRH&5IeClhdKlZng{cMdP!QAw-h-D??3~eTL8vCU9U6DE9qBl5t=>GeA zMX;(^D)K{CDvUK%W&Cm(TzK8AXOvzvtUgGfAzSZ0UTltpT*^+-n=uL^dXGt^?oGv)lY(pUW zb+D`SYer;%qu+p8mZxHfGG)HO>!po&b|>jqj7!m}~WRmqX{U)%DaM$h)u zDU_&J!jNW%Cx+k91Xb^S_A4kz-rs(PexX9mTfHlphx%BMwbbbcf2LwrS1TYEjj|YiqPVGF!Rl)xN(AJt~yPkjD7VKPG zJWSKH5WU;lcRr5zS}n`rU4#?%>F!`kPFXzM?qM=z>`KX?_cPp^$n*W+jdsm}=4$1s zZP4+!x$e7y$k;&hTSsiDOC{YeidzX&Ku%27kBBiYw<6=0DfrK?DhI6mj>y&B#JwL{ z_vGw|bMe?%fF{B#Y)F#2osdl-oV#J4OyaFvr(I|gBYrq(j|UCGkEE~jMB{fBdT;A1 zOj1&Tkn^phf!Vz99alaFg^0HCmB@&q44+Lu>K~KyWqsT^K2*egS)!P5;YrNpUQV=7 zY;T7n)m<;V4>x)mH-dRGVwG5VGI)6nXJ?xlFx#KiBkM)}43+uobWB*rfNL4V3~spV zIg47gdRr20Y<{&Je}x?Ro*3!3H&`rC*L*w1VNlrMn!R#Uw{m#kU@JRrQA4 zQ2ic^;60gH$qk6qN45y-`Z}Z1OuWp|$S><%-*(0ubsWX$<)t8}dz}K)aes_Nd1gc3 zWU{(Hc(=+10geRRM8gAA^0z>^*FhPLdK{iK%~UeTw&;w|=_sP-#VX7d9U7V6?KzZx zuU;j9p3yRJzKq?=jsHTY-rr`{0|DdweT z3F+~Y;>lQOP7La(`O;p~HA?(P+1iDd7r(VdTcBGT>@JeCZl`u#j4zjtp(1@F-D_hX z^ka#;J;Gw42SlaGfY^5aPVFFQ#cbg@%2g5OkvZR9uyb;C#OLi!Ese@QoNYC6-9D<2 z1fHMdhPSGc_|HegP6+tzlhb;qGy_@o~Yw^KyfE3&f5j zD$`+AE#5TUY)EI*bS_KsTW#r$!y5B;tA!9UZr&zIs*14lEE*SbYL2CSAMWG#bMBtr zd<=qOL0?36Fm*}7tq7Gw4-X3-v2gRv48U7&Gs&R{T3Mmn6mzX-%z;DCclRo^Y@jHq zwMkQbM83X91bjT477A{5uG6c9NZ@`rC@CU$LrtnbYyX94#jZOUayI%xO>o(Dw=xs{ zm?I4Ik%Fa+7WMoigdeud&yRANNS-8f`Jk6cWivvi+SkM1#k#z^E1KF72xvnfM)xyzY9n>v#P2DF znyWMIQ9=&Ao@Kmt2cF+`y?84yrU2GE8@~v! z<4dqZOTq&?3N3I$VbvK`ZOCdfs@xw8ka21aingxhcYNz3D1E~dG3I?wdrD45O!y0S z%>9qN;?zl-XbUNRyl9}K>NDBvT!34;7azlWHvMfAM(JS?^BC$LZ(4}n^&xNMcBrU` zjnk;z!+76`4(AAnkBf_$A6`XhNfp38PzU-~83OTkbEkGj2OertR7KI|ZC9a#y5+Vg zn{^QfK%b^?lm~8$762%|`;^-sy^mKW$zCr@K^liB9(mV-8T}#eQ#{|vjcXZ$8E@nv zg5lPELQum|3y3?umlch(*G7m=hZf*|Myc}_-Fdsj3Mg6Ic87YYf^*m26c`y>aWd3jvIqZSMJhm4Li383Z(D#ZvWw2*?$2l z*jt(a-gVCreAfapx(jj=%9%e1u0n*3O=*P5(TWUO8_kjA`2?n=xSlr69+i)p4Bio7 z6r>iq#5l$Y(A@L)4}a46B$2j`a~OV4j6=E&?%{>UOeJ&mIjThd)ZiNpg;&`#bmX9s zC{%w2-Rm?`++GKyE&05s_VZJAS?bN+ZN5_8bjD+;d-_kLKVg^M`;JXp&{6(`XPIu; z>5=6$*%(ev?C*8S=Fyb@u4!EaQ+lDSiYz4`CK4 z^2S0d^E}>-t0;8DU}Dfk&0L};6&V?2D}S00B_6Z)*z^NFIq!Q)oVu0)!Y3U0X(OqW zqL17xW_nT+TXQXr-@ojHYm$zPt#&6x(?6hKlz;9=EXG|nD{tU`aaWkMD3U< zGr(rR2r+NoOMQjn?uv(lmOR`By?i;aXJ)U#kqu&nvh!l8esLBAP)_~t4ed(RAfsFm zZI5B#-F#CQUbeV?&yNn#U-pT|N*@~`7qRdf|pSZ^v$>=9M> z3nc0l0Q}&zo+Qz{2jiFA>3b&UP*CjDL+U)B+pjPnBzn2$hx=ofjsOYRij6_K>A~Z(t`m~FoP37Fra~PiLh@&{0DVj8x#Zi^MxHWRT2+x!Z2Q| zB+MtGj_ntM%C}*4l&(mc2@(W-`K|p+IsGqEwsP=(Xbym2eT!3XP| zp#OP2j&(EuhXE?q$IpQG5t}fi>MUI5y+I{@`HEF_Sq4m678p7JN`n`xR7E&raHrOD z)b145u%i@N<263Rq8=c1K4FZwE6R)sFR}YWxwe?aocw?|*OL8mY;UGOD2aV<4w0;@ z4YZGz=K#=S3W5VuI3NEAv5C!%EpP=mhtR52++bY(v zc!H9N62;^`03So@zQfr<)eg}E$}jIcreqan)gAV(O{5GXVPW<~o{YY^vaoC^_B98J z#y17yjT4%HITASQcTN&?;C7{4(s;~XY(c>Im5@##Aqs+z^$5Mk6(+XOh*y}uRjPL; zX@cIc+nFhqy1?ha08H?7uQ>0`gW9NmA@9Z?67IRx=5`&Awubwz`}OipA~J#J)R!@g zU4%W=>EdmSY~sSI6;cVo{b3gcr;=6@_ zfPI3SWvlord9oPT$>x#DgCjexM3QeN3Xv}sEY7-U zXe1@?FR*#PnFXZGfC$Ni5MJ0~H&gaSPuTheGS*Ml<^AmR&w0>tB~jF>bwAnWYTH!2 z)gD+tu6O&k**0pM^c`=Xr!oQ59(wDEm2>S=ism>kVTQ@-3!}yTi;g4seEoH|>C?Nm zyB(PQ+sQRG-g}5M&&ULn2VoJxXoS#N_QupLkmlVvG$gbspkjC3U=V7rNbBTSp1xam z#`*GJ*n^dSG;0HisA|?C_(9)UF6O3fA)|YwZOY2+TpQwFZJSva6V(oM_k`8>)cUmI zmS$d^0yzjmr5;RySdQmpB66o*%tn!W*32AgIZJ8m+(_+}r?Slelg+JlQW+L_^e&l- z@Kiu705o=(w)?U@-Z4Qnb#fA(>b3Dg*cmW&eHNjUQ!nzz9Tn3GXd5l(@v&{>(+%%x zt^r;_v!Pt9EY2ZP2|~wEPx~dii9$$6X=G0N=COPk==(Y`mM%ilgM;~_>{WnwXGn(M zhNJr+WpIbutc{`k=x6yCgbd-#wXdi8>Qzf`1MU_JeJsLmur8pRs6-T}Bw3JeNg*!Q zv^;rN6G%7Eyb~~Gq;e3jC{8%Y+Wz1ckyZ!5^_!`L`mpGLO_fKRYaul#Cn`uxt{{h+ z%6748+lTpo%yk|HPy2xd5n4M&9-cDb#aV}2it~>1pVE+fn~8WUa;f3bQWsz`la})SSxar@isoC*(`u8e*9pMAyuOwj}53# zl_{0>iupkuYY{r|>2FjVaJhoJz@e{)DYRIu^Brx(F65XOd$ad7w)ZC#&C zCUF*QM*uYw@Jsl#Y@mcPHdHeTtwG2o5)bLx+x@*CC}=k^O#e9qEg&1sYAZDUk9{?g;Ao7g~M$e zrgPMwU8qt@N?(b=<}901tsAA4N3;QCO%X|>WF)bs??syNFJOkY1S=90g4>ep+ggoM zbd)|1v%}Tfn;Sz-e2GFk5{MdOE}&6iQH%usgK1}P)Wn!TvH4ckfUgZ~KaxoF$S4+E zi?eveUP&)VN7+{#Tv5p*g(0TJud8L_sbMq!Z1^>4niuBx3ps}_t2IUkZN4713NDCv z%H1UH^UHhVQ>H%v4Z^7IG^4hh<9j+{M)m!@-F(6?2+u6&I#X_`2>$3bR7{ubcF{0< zF&?I6YSl%`$B($u@Wq*SN5O8QX9$@+WawWF$#q}F-m{kU`2k-+0m7`@B!gR3X z(8(ij0t{`rHzUoWKY>lD3!j}9Dbdcjc?8}_W3t{ypuFjrjJ85FJ3em2r37 zhqrQvlr*7nK>N-(hH)aV2;(;?JY9o0w`m$tM#@;+bgKONwJd=B)bAX0RCqcYIOBaI z?H(wB%Y<#xfSdHm*j^X!poIByKOTJ2Hxa5C0a$YTmGEI{lZOg2%c}p53fqK5_ z;?MGw?ULy_Rn3YE>Q9Z>69lju_Gp3ZA(EQ4!gW<2WvhUIh(Et`7($jR>>jbe)RoON zN4i=zu(6c^i7*)886tIB85uSbz#qYE$y@0`qEye?Q>U-6e}fcr4ByWKN%^bsaJMF@ zqd>JMJi)bX_T=eY^%3ayJT81lM@&v3;Eo4jr5mB7lGMr;^dfy+JKkZC^5FZnvJ@)~ z;W^-0M!sH;Lx=gUTSt^TXW#NQ`PGI@oxH+MgMy`Rqdlpd+^Z{0Ab~OTO{E_%G4(P^ zOloV0-FwYD6nk$#0K`;&(}FG=RNrLxZez&EwIQ2NH6@g?8~4+!^5REFzay!`ioafXj5jgCaPh{=2QADK&zI(+fdkdJp_&KkqXOVk zy39?%mjuf*)Gr#7FMr1oS_8NL>de2HjTqG+Tn1pllF;~hAJ1-LgifUbXge9=u^{+@ z;qvCPf23?_O(v6)_a9YB;4da($5sBDp4Ng7VE%3bo@EZ_Q)w;)p{GoiBHq{_`0%&= zqx~P9^wU%6YDu|xU7a%EtwLx1`Hq1sa#4Hs6$#*{ZW&&w1vQ*b`XJzwUHOm-)#uehXe9W|NPjUE3?8sgX)&y*}mLoCEwQzjj>t4)Q$pr*bj>SIF zV?(JoD4y9)4_-aj_leSads+WA18GfV=_Atx&srgE2oF(4O*Vi;`3B7SiGVpfugI5@ zdT{fWWzJP!$69BQ4 zRXJs8y~K67{?sC;y$8YzMQhsmDKCMhZRaEZt zXfQ?|P%p1Qn84X#;Db)rL(Nd)c{`pxNIMsy`+a=!qzkUpZ{au^qGjHO_Y^cJ2V1uL zvo3O?=E5^fjJ845kb*{3V{8c8xL>BTL7LduLPY8EF_8neR|urQ^E(=~`z`%%-Hq|_@zo|>7x1uo!c^q)_--F` zt#Bw(CLDHmh}fnK?NxfSaNNG7OB}d9g!=ww(Zcj%s>V|lasLIE35Cn1tCsgG& zS52-!%paqUX=rPTZA~+Ckea@S&@R^ofk_#HF8E z0=st6;X@BLhRZ=frwTbbSVU;8>bQF;%sdfJf=L|qhJayPc;gE2N0frb0=u&qd6J;zfV!bwpLa%aNR!_ z7~QjDhFenmBX_$h_57rC1%dLsYKN$Q+q)ZY`aQhKU23pgh-a>rs%Z!`JlOX_Eu70q zy+L&Z4As6lXW>AH&SFTbC!E19y^GTh(l zX=uYr7ORes2w9}U}Z5`T<`d1zr`bdL#B8FBOmzO7pcT}jdGDW4pK>_3sV?eJ9U0#_%I>y5(z zTul(4ijoo|8kng7QvHPyfbPb#ZE*(=^T54c&V&h0f;Zv8?UNkqcv$w5M8ND>>CBX- z&?47PBL^zs3e2$P;yeIeN(E$9WylU`?4YGwL(H;2C5_}q&wpfy^PoTgoq?7OsWVsD z;|w@qs1&qiZ%zQx6e#=R(Se(DV*l^=B)Gu;mIi~-JiutZAk6E(ii6?H2htD5y8DSQ zyWHrpp(>g77|X!07(ZT~&^iE7Xw6RGDFQg6To{hB6}YXC-}a|3)fl7RqoY!4s$9Nr z!7`wiG-zZ`I?yt^=JLS`91MMH6{qwED$eURr#FaylS_SU$iy?B{pTU=tr9T0tMue2 zrqhi1U6(vk_2>Uo&luSmUn>qTJj&eQ2g?}_zvET766UwtM(Uev$^5&fjLQfSu`*2RoI3H z#?VWkY(xSdyO@9*I+|rZ`0-{i7+GD$)rzX|HyY3fQ4JDS&;jgC5SgU~;9u&osf0-s zWFY0%t^If3O(6C`b|8Edy#EDRHqREm1a$z%q%Yo8GkO~U%_DZo8*~CzMDBAz`liCBiM$@+$YytMS&1N+GB7+ zBBFQpZUWvQC&mQj$hc{C0F5^_nr16MP-Gf*4PNVH{;9W6e&%%1BxvQ6TVVkm5HmPEAgZ z(mWEy&_|a$>!3Y#E;m4-KW-X8G1DB}IoY2$ZUJ>Wte4GT1YV%^jlcaCLJzP}dC>+i z-h5fKV=tr?LJ1IjfkKPoJ*UP<04J?FW&{lBi4w|bgO)h-FR8#Uv0=M6{%&Sv7^uz2 zJrwC{LK{CD!R_kzL%{}s06W+Kdawc100#HPktn15T1&Dg9dC6oR0+KT=_yK3ccjsz zew$F92N2;1wxJYSDJ8^-*wMbjRN6L2E0R(SxX1&|MQLL8uW__*oIOBJaM<0r0xO^Y9ta)viYDfern%3nB@|qOA~C3)hP;6UU@= zAjgGp6=#J4d`p3@oRt085ZTW?+5yA54*@%7%n8`xz!qTA(4=1vHXZ;5Ym>*k9t`+V zIR(I$J{F-a`wy3=(cx0e-zWvSQ#nEI$zZ<_^5I&zTWrQFfE19;L0w^zVgNj&*&80A zKf$&30<$MVr2z+-fjpBImPwfhpztfNA57qKl$-HJj`JP32v{nUMPZ(ZofDNozzNOD zt|HW+o*iu-V1jM9$r!msCxF#~7U|~i{>kb$zeUJ}u5~S_rAmAinb$nbj^CPAJoNjUxdT$8;?_UQA zod;AGQRuz>jSYa}7eIOs)Wv+5^Ceg&BR%Lrpa<~bjsW;?Y{j+-NYP$jNZ%c+5x?1z z1~x{qvQN$S_&y~~7wa7t5>Ct#5WE84$$%;$c@!Y75gWi(Bg0T=E9RH^6acOZy$>!} zP`hsB>r4~>&AvX~m>U`1H+<39%qRh`8+-s3`#w0@y@8WdTOUl{*L0wU7vw2&W5R>Y zdpI#c1mHB^2qfZ!8UlcA7c`*puC1w&2?1Yg1$x!YAa_Xyg!Pzgf4-VFt{8kC1`56v zZ_jh7u6b0Hti&27T>>;?3_?lQP`V)@dC?iEkGQz9ivWEa{Hz@`*^&h>hA~Ow)1iTr z8uTikm`{PET)M|E1z!LOAMJndrk)1=HT+=CV?eS88uZZ$ZESUc-BS;Eir&4-`7R0$ zmb+GJ0H6=Zhqw?nk@q08MQ=rV9F+`q;-`fk$g8A7xRaR~earOwO7i!2~?uj_}w?SrD-YZORhmZMgr zxS|n;uQSM4p_m5}rNs^K+|9K=)F3P`!Z~{H1%srKF3$hAdH`GnEQRY_Dn5F)3Gfg~ zwM)$D0;nypH92SsL9*+OG_h8QF)ey?>;^OB$Suh0M|G}IB{_+~&vaW8Ixs#0Ft2fz z{yX1-0gLmp+^HXS`}Y?*u008GjD(CaThN56iUQ*|w-7CZ2o_t81>#5NQxfq=#jlib z03iz83gS$Qkh2IP#ecSYsav1MIM9MN%dciWhAr1IV)Jd6lOzu7nKy6{K=*0MBzP94 zGhkJro{UYNr{C4Q0sAGde1qMd1oPC3+)lSs0g<@V=g&Bay8~kj{Rdu7vUvR_A3N;z zoKMUhk(Cl;KJa4C0=T3w5Y-{-H9e>gBcw1uG%daknf-ZEPt=&6&d-&z1R#1lcA?a9 z{{H@}apzZ3M4$*t<8etKW9XsW&kmgjHmI(zS}Xag^2Li+jd?$b`F($LNPL(Rf6IizSRBW>pMHQLt(vAZlyji}G??)o zo%Q4(-zJAe;@tL3aQtql8}*c>Ev%-|lQgyC$~&vdOoV3&Sr$765wDJ&X&=0M{Jokz zlgeOFp!W$>=`mT`_qrzh;~%4Uk4%P*w~bOXX%8ZJ-M%g^yR(`te(#%^(VHy$)Oq$Y zl!{A7%>5Jz3aFkVa8_RSb3IxK!7|z$I;q&D4N@mE>UC!0yyM=n+cwkqrjou++d%ky zb4IY3NT}CQ&rT-hYL5^1xNrXccFEH6!^$t*ULTVKzkl`8v<)?gUJV%1kQSjyS$W%y zSMNYiLFUf@bqZc9B}kIcEJhwG5K7>{jRua5#@vB#*=cZ`lVau+PwecYgBzJmmNHhI z+@G~aICDBBV^6~Gs8vF~Ts1V+-91i}HKV7f;5b9=$M$_#6ec*fMa48o?A6jgfg)}f zX`M^_S@?%fckD<~U!;gM{ys#{!_j15C_HdH7my@9s2v}` zMKO2zy-q)1~!L%Aqo%um*g!YtWawaa#$ z5X0<6bt*iHSM%H$sc+cKIQy1b{?B^+VabEU}8F$;D?I)8JibYQQtf2Ut0*a@44=L=k8JP^843 zE9R&I%DG_Xsk0bdifP=Ms-H$_FYe_(v|t#SI|c$%*97W~DTp^rIVW&osXpigFxucP zb`wcEF(j6R@d!EM|M+c24VdKKXCx#??JJ!WMW2|3)mM?NAjYsN+gkZYO%7%C_QfT| z$?NM{^@`JupADPAzct+*K1uJXV5~(Pc0Pgm@VMV-dFqxq&8Q5IVcE_3f8y#+X-sQJmEf56opx-2Vyen+loLqzKQU7VBN& z+qnsfgX3RUVbpTeHB#Sm^CEahg)3!0|1n+`v)Y=jaj~7Lv7PfOyPq+(y*2&4w{PaQ zWRhZ2t*i25j+j0_={xEXfFSLAouFEr@5g+vnu~<#_pIJOZYdRC$K#D6I5?i5R0?nV z7O&tlcOt2&@Fm@jiHb|^8cukNHQe=^Nu06C?fgSe;ihCnfIm+`1~M78HD1xuB>m?6 z6?V&U@Si1SAs%S{Cq{~h+=|B(Ax3lrb1aKeYO}eZfoJ>Vv5hH`pUl0}fGznW%6?JG z<4-q72rO$vA1hLUJa<(&n)~y+;o~!VvZiBgH3qP|RZWgtTZW9E?Zn=B(RJV#T6yUe z7AG6;^SRXh+8cVq*reBWCzE90RX18J*fd}MQ#q6n`b&en`I41sdIr&Voc6RSVN>04 zdnC|^+~`d*xHs`!)TJ!3QE-i&qA!Z|1>3zZa8JT2Dxrw7hAyW$W zE&jSJ99$*&a~!jpse`KIyvTjckR^LD25ADdsEt~cLB!knP-JXndU~1Un@DAH)=19x zZ4L2b{A2S{7K10PbxpJuxVTD_!lM2l4aZXqaDjR>W7vpTDcsh`+2#gD@(`6;pU9SO zZH>$8`DEwcJ{35#g)vQ{r;J0KEjLF>vZ%Aa3V45(_sd~S<>h-t&F?a9y%Ee-Wf}4% zJ93Qbw(nKA2o__B+Th9Ip=oW|?Va|(3PxL83@-$gS_GU*Nc;Qek5oQ(?n194;YS{~ z0{WUjva+LilGiTLLwJ84sX)6`LyI-+c(96%_I3q*e5$WH(bRStVJ4j z1@eN+Bd)WL4}3Z$jWAZoI+4(q{OuLTuMxU8d-cZqg>r&>=EDWN-{)tJ>hPVZ!Z)r* zbl(t8##w&btIWiyDYvH$dX?;v#$iPQYt^+h&Y7pG%7}fTP+*D_BM1ma!gQylx|FH6 z&27b^H%Nlq_Zz3)DSe`~!%dQL5xUY2VGIM&Y6S;5a*8Lg0_K_3gR#C_UgWnj zV=A{3MA(&hZ;)1X$w4$mdxzgvId2K<;9y8yZ-Vtbg2p}p7`D)ddROS0zm-IUMB7gRU5wlTL#t*qh?Hc(Nv;DOsGFf-e z3A@xi18Jm|+xCct%SEoI7S$Qm>gumVMva3MH^YgM!SCPah(|d4b&L!J6N78CxW7_2 zgIeApgn9kLGoR}1!Mg-c#KzgRU*La!Cfoh4n9KQ92}f+Uix&Z(t>rTko#G}D&zdN4 zibjkA!nbS#fx2?Ym7Hpq;yzgZ%gR&2k6r~E8W`zJ<&v@A zx-245Ytro+lRMRAHlj0S4y@Of(t&pEkM+@+FNY%Y^g@l9gcCb)bjl|h4@jP+%v)u@ z+0_h5Aw6MccIRw$-f+!_#sn3MYz*I<_%(nf9oaF*68N)hfcWI&K;N%pT@EN~NDuW4 zr-Nv}j%#Dl&$<}y6u5CF)F-y+_r8h1;Sy^Kh z8y?{WU%sS{DbM+PrHRwk(7UVTh@Xk3Y@d7yteBWaWv>J-?^?>i#Lo?u9J(6Jnx1Yq zZlEmWnzarDqmRY&*H9W7y!fURx%g9Jv0nYZu8a`N&|iC(BgW?|R$o}gUsT&3!F&)1PlK4_N&dDT0%Zs zw?#_l<3^W1_6|-}bK6IK&dm-lCUS+KqA441y(HLOf2aBJ%5#6%G&UbY~jjQscv6l>CmP*){W{{ z1Jt{t`xUB^fVJ6_p;>yVj?wOWmQh|OQk+>j5^hAlSQW*$)Mj-MpUE<%92LSAT~Om0 zSA3j+MEu;%1%l(z1lAt&N?(}OJ99{e9Fjl*@xkB&?Q+!L>clzRyz#aSH>rrzD*93N{4c;R#Yb{;c+mCdq{?K4CvU-T98><5-o z!=fuY*RPA2&FP~sPRA6E%H!c{NN4>JR7qb1sp-Ro!)IQ^5-C_lu;;H7? zh6qiM{KfBA@jV_)zeeTeyUKOgwa)aeit*){shUH#Q)OkDOg&c#)@wb<#@MN~9_({e zZ+Cg91Xt{HpVu9fdX(vUqu#Spr~@vZ-FxwN9yzCsm3pNjKfBMipYq77xV&HE$l<-V z>D-$$egCW!xe~KsAIU$rJ|h!CoUIV4#Sh^nwl=N5cYnD3niUKnoze^yl{=tlUEm)+ zdmsa#B9tEM#kzENYcyMOOnFIjX|9_l&%N!)y@NLh8Mb@I=H&TvjVa7jbWU_u5EiKC zmSimg#3<7cS@zwADk7!4)zZE`$WTN{v;~d zg|oG_fF4xMpix`)10Vdx76`VR&w5!+iP3 zBgHUuRf|Ye3zU+>#@AA>zA&0F_iDT$$( zv3@4Y2!m?{dZ)&V>#QD^r?R?lubzIG_jW8WBV5=^T9oJGt5zAZ5X%Gj5c(6d3c{w8 z?y3t^%~wY|CB{H4I+i#N5Zx1*?fiy zD&*0RoUt-_yr$xn316`ipW@N%iXPKj11i!T#=FaLoZV{>ur8c>!^G`MQCRRyAab2G z@C6h0k1mFhk?Rb zfeSIF&0un`Xwu}%2KQwDz;hA%7+vONzJ-=BNG&d zD*URZvTbAbo_)(`TOI59c%ZBOa413#vJi$$jDT`FO;k&Iylh{ExN**+3orMGn=^FWZ<2w zSH)DL&Ph|_V6eM|@_x(xXX2I^2T6+=h7Rhh+_tBRiHD`1S8DXU-KV$5@>b$I+~xYr zvf_Bc;AMw5ljz>EamA1d=gG(+|Jj({4pGT*Jg`DmQGdAI7g@YO!R$`+g+l=$v!EN2 z68~+HH8R7D-qLNi;jLvsDnGJEtlz8T#Xg~z&7ueDU4^w^lMO>t@hIvQ*1?B`9O+yR z_hJLWEe2<+DQJmaSV_V57ZM2bX2g(Uq8NW$NyJ;jZZTL8Lx*Q-M>F-Gb@3>=%f7?~ zgh)TWY(M|h=CS(clF4UT1GL)0aGvFp{3(uNQ3o~?Zh_M$pV}m=Ke1K3%uVlR-MqI# zwCcB=H<+4=FlEDfH+rv#vf>+Uz0}lJykHQf@1wpnt^+F?J^w-dJTDxf?<{yHcQdGT z8;3LZ#%dAS&USK!`B^$IOn_2E-q+`FpBK+hG zk%BC!bFWtW_Q2?{YhrSV+DNn?_TI7V{giZ&VK@nq^J}_;!oA((ch42r0wEQXCtujV zfAzJ@q^ex+MZ^p~{eU2@vA-{{i%U+wwx6?SKArbz2!HMW74_6{Q9e%}s9+%2bV(?k z(jXymq_pG#M>o=qfix#Ac}gQCDGdr9-AEiI9Gzdf;oU=jpZEFi*_ztjnc1D)&9E|* zgKN|Bxc8Bd(D#n-mrErR5X%bru>fX^F+9v<;;thT7 z>)ow#<-tz!*!NdiZKyyI91N_;Dk4)~W2n3>j^!7=!#0anydLR|MffKvI_nr{ zq&3D{6;_H=q%F<&{*tv$c6W2weDRzXJYYi(jVn=Jyq?V=F;GP}FiZuWgFuba-ga`X z%e_T5w%i2^2`KYM+8>BgoJ`dPcpqcRFixRLA*sB&cXbLcyhUD#pYp8ZW@e!I%tZ{&KFH8BNnPWQ!9ll1qQaSoKmxJ8FZ9jd>L+glqKVagQQvqQ|_r6PvmnA>@l;Qls~tFKf_b>I`pI5U_f z_*&bc7_8HbisyBE)bmTeSRS8op0!8BoVt>_MSC{?ZmKKmUa?DD6dA{!#Mck7DiyNz zY3o^^Iw<_XQ`k9(h&C#0e)2wqM~lmY6dk;jMY~^{C{H)}pBlBOn%?U_oJkA+8BL4J z4O&f6O5SKNT$II6&u}(NT^{)~t%J@P>_F$KmkFn?M0u^&<#`;%pZl$vnQnymKB^9j z#_MuDP2y*8%Q$|9%kMZ?|Pk;?<&F8OwstAw?b~t<&t5>p%38 za_*v_JJj%J|2Ngb*X28=46@ARuGvUcHn~!Lan9a)I$lfr%%&vUsv(X}a5j!hdtR0*Ug_Lqsjq{gre(y3n#d`B@^9aF)mLF4AaX$6b1cN+ zCU|y;;!m^uma;Y*z($_qX+a&si+4N=Yge8dPOw0R!E!@LPH=%LO752*5Gb7%Knxo) zv!^`sgey*a(j&%#>?pV54z2Gq)Sqpa?IC|nYPUHkeYnNDcAN

c4G0!y6@#CTw-O z_tcJiD436?Xs<7Zm&8@O+R;I9;K_vBhRIi1;q`ZVe(PdNn`3B=A=ppY$deb`1Lc6rdwWXXj9Bhl8mf7ENy1E|i^@>(3(XP_BB5 zi;sw_a&*n4098(HO=neLLB8p>e=>d8nYFXeHmPCs2$c%>9)Fnh?hq}S+A6VBK4cd< z)mLh$%|n9s>_X?3(qW?D40j@Huih&Qqsb2!F9*2R@?@b~aN zW;}^yOJhvX(X5`3MbMbH`U+f4g-yALtswLIZs=UN{g~1zOgEDTJ)wE_XSH%_(kFVv zMQSX%9d5G5Wn#6Z0bmz}VapO}}S zTVTaRlj{=ZPR6Zvfu*8&dq#6rD4IZDs1u!J1R~H;wJc!wL`2!69j1{pGu_ZnTveXK*b0cr*8}Hn1YUuD(qJ zW9JT#z1K%~bCaDpF0Nr3(0A{zGe-Op`-ZfudsUb!+{1@D4QKc45?kY$wGo@Od7fT| z*vpPkVyNGPp(9hHYGJN3mzW7eYQ{oFRrXq@G;%4{p3e#v9;#l zH=K`mrJmr|%AILbaeh9RoczPus=Az5#;~(2v9Ob>(8#6*>c9v?qPP5|MRif0Fs3&J z{O_ykYL3i2rpp&H9`4ih|LX72 z3dHZ+t&O|q1HWg0XJ*HQwXjRSm^NN19$y*58B8ZP>DT#{#A@%T9^iqoTpmq`L3dhY z`9<^M;l+WKVGa4hIVa)Z61Ze|VK;q*zc7_;tKZ4fy8}OA!bI*VcHugm3RIZuTds=1 z#gqM}wVT!7Yd>e5?8!|ICjY9P;@-^Okm@H>nNR@>m%}n~NH!(?u_E5QUu5N`>y$_R zy57@T>js3bU3^n`{BCW1%B$;6+73EBP@Zj3_ZW)WRo~@O65t)8hr9iTD&dABja&fRH@Z_eTkMFMNDue7b*# zt=;Mjbg!LUPxg2FtGEe{)&1sjp75rHL{91W^$s_UQLf&ISh+ zB0h2*L0NSwu;_uXip@!T*4yzcw+*X`{U4?8|1O(+2y>e`TGcvP(edh8FIut~s@hq9 zJ)_I+?wCcZBPh`+d$yaKNHx!#bSl)@Bt#u+n_3R5meg^N$q_`q8s48b8SLg3#y49v zB6ok^!+fSZiPKOs+m)9lXDg`tz&WBs%FDN!VA`9t=O&xhi1Ig2J@4wJto4I~UlvTq z#KkF-Qb%5lt}l4hrWxjw(}{21fx}xy3&vVrDUn@}TS;BOL`KuVhRBp1+amdD1UrY} zzD}g^!(ZUNP%@buEj2O63f>5&o6d&s)H?WmELP2~#V6AWN6-6j33P`Yj>=$5n-pkTK;fd}9&iP+usU)B zTpr?7PsK<-bHf%CpFH;l;a!-D1>wtBhKOgzb^1lST{9W^R`dQDC)-2SCEiujR@)xA zJcw?Mfer>aipC+Soog&MSC?nyEWFEA*XbaH5*+ioa&VZ=uymR!SkA(2E2DI-Be}Ze8XH`k6H*L$DwZ$0Ae83T z=yAPZl4B)e5^ZNNZ-`{ZC&sQPlMhK3Rw8?&_5g=|EF`wm$urr_uU1Hp1 zS$w&Lx0%#7y-wtyRnw?z9A&vZx`V&E^XY8& zZh-L}SWqSulM9hxkS+UNK>|L{YSIHsx8bsn4lUUQ`TTsP_PzjsZY7425X$y{zZfW;W zT9986zX&dVCrp9sjYO#q9G3Hx0T@Ix$=mR9{3ik$Fh4dEa+)tZv$;ZTGH6zd$km$S z`57rSG1htCA+}aauZainc zO!edTX=I&#*7B=Tw{WygV^A0$T_IEFBMsIfuDTXtk7Lp9Z*UuHR49ph5YD}W)fU}T*LCb=SN&G&m>H|Ck!Y!gXy~bhK9BDvybXjBLQ!}b| z`0VP^9oTAE&-vu|LgM0~;fYnt65a=f4AI>YgTSJ$Z1Il*sKgto&7&E^SNX}x5gD`Q zx*VE1X!00NlCQAz8J$%r%&~qnFJWqv8}skUE1$1{C2Nl9O28^Hh&- zdT95oJzLD*eXJCA`{L&uW@7Ca$(9k?JFw)E;orGWD(pSXZY;Ywup-E6^i~$bd^(ys zHavv(W0=+r7Vv0xxYjT4w8H#)oE?6++bA> zrzAG9ZT#zanA<3k%Z9xFK5+$NDN#;lHS6&ROK}wd$t+l_zXG*5Bd854p?~W7$kLcv zSYnn0gYg<(^A*_ttSNN1IC$Pd`I~q;MKby0{9}6=z8_!aB6Gjozsj>#nm&1~&t_FO zjrRU8!OA3uM1X_gB;)s8xa>QUafg9dly1q77eeTsZ{az5I`!h?ru|!Pb!IC9QI@z z>JVQqtDDHFIMzQ>#7MO>;p|Rc?;_=LV>PFOKl2>20UL$gN>$V2y?llR!#$MvT5tH4 zancj%5h2C!A7ZS^EpFm?AsCBnt1r>v0Tzgw!fDl=Z_^cCly6;+d*>|emghx_HcdHF zBZVqBs?&7$(LLrF8MpflObXfTvX1oyt@InbJn8GAQ4@Ro{Bz{R43mi$#%Pr*lXJbvKt2;T(6Ae6iTvmURNEl+KEi+4D_zG z;UbJzxiH?9W$onHbjm2x+99*=-JzVWIV9}q@yZ##!Cal4lPNZ`I#^}f>QUlTQgYQu z>@VQ;Gez(;ho-x*_mhW_jll5&yNye2b1{IsGbKdhZ==~2c%3J7a78CN_1XC{?73xv zTDEu!KcG>Hj2@|FrOCGhg4~4i5V-c^L4JXYYz4PBmJqMxGwf>XS`C)EuWlpumt|Ui z`h^yShdwp@+YnkzqNc0NpOH7NWR6g`+|@csL4Ru8T^jT{9$MSe4vROm;D>}k!-Dz5Ky z1wC6-B|~%-wM~3>X&CSQEOoyaoJo6hYTeA2!4>a~!Y*sdUiGNYuZ4>ul1h(1>LFKC ztyl?bTcauAum#d?F;3BEBQ_>$M&=aoAO*5pqF1^@^PK`36os*pAUOH9UV;?x_oD2{ z*fDh|95F;Xd6BKFhRJJ%>2Srp>qgxTMjXbmhTe}nbR~D}-c68BO|{iy#U~=rG4nMu zb6|Yg5|he#LLspJI>!=Y^gYJuJ%_GackzbXxK`xS_b(E@xv4-QRugPi4i}VQ4q5Dv zuPCbe;GuHT7a!h%2Z2Lg`Oq)aB+S65JLaB<-BT;kfBlTG582KLx@NO6btR=Pen*YI zU>4zGNHj_U>OX1dM@&aK@XLAMPEAiF}= zOh`kYL)FIUn<^+h5*qwj?CQe@>kG#}7yI^3X>0X#Uk%k5bG&)*M88OL06)5@!+_$p zUBNEFRds4Dq36~N5e~zChg0x&!xD_JwheppHAbce-u>rtc`3lE;FAh}#@zY}>}%J1 zeDgn9&wy`c&Hkhn!L3iW-TrilCfNE-;zwOso-D2UosgId3fCj1D}_)tt_8^OGY=;% zlbdcJ9>kfLe&t2Wa}Yb#XYG{|+I@__wds~Gd*Fqp2+5v4P+*D2Gd#lKKIJ=dz;$!(s9K!2z9F;vrgsNR7TRSKEdzS#zX`0Ougik&H3 ztJqev-Zosk`SO4P(Mz^fAvA0A=FNdIf9)Toz{%lE!joYkTe=g}@0ChcM0!J>aEqHn zXis>?FM4wKvJ{D;)rROGBIpqx)8@#?ak^|9Up%VEfVIN7s6M?Qp`jr7m;1xL(+Vmk zYrAXuUITxK&j=it*c4)>@4z}#1zoDrcz4kkN@@|!^<@dyHKxS9(T-3^8xp3J@aC&K zG-}nO^vZpu#?$yZ2=O%wN`ts*EqH@o0@6~SNMYr>HTOp8azs@F>&O&`4O8Y`^=Ytm z($KXrYaK6^ypeW=QrZg9wUn29S{;MGN&@{Ee(Xp7;fH{oc?ECm&OACIY(4z+*9!Uu z*qrAeu0K6HZ#Yzx`D-z7kh<2pG@qm+X;(cy6=2jBcelVrU0Rftw7}sEE58F*8aTYQ z^@npel;Y%v=5%$N1J&h{s! zbVNipWry+oiSyT!&Pq6tQ&)B4dGlD)p4)L?Ud)1C>@95AK`ZI1=GYydi7DX&1awSH zMz)GYmLnR~RPbJs>O3PB7H0Sj>tG9WhhA=LqU=1DH1sM94x4KZLEyUWD+jD zj(>b}Mf~G!iy!ik?|EJTt9gD>%f5ucM0<^4!ki zd8*pdHzIKlV-C^4;ZQvJX5Lt__94XXwdk}CVKT2)CHk2#eI#tfDNdYH_(okJ{W#d0 zKg+sL<>qi~|FPTQm0JSW19WSwk8B`{PfX3m=KkdHhLJAN0wJ|0Wc;L##0W=QaM{<}i5&w0@y)+#B@YSkOr1nolW1Fx^KE^=E4(2+`b~-_4S;Plnd*+9>q*Tm^ ztJ6xoN@o?kTbf4WF{b0q+vp-l-z>v>b~{0W>g;x{)S(P+T3PJTK!?f4qoN%cZal$z z2f~vT@(1WQzEixG7bXqUQ&9~|!G&GkFjVqMa>n$_v!$<*Dkpo)`sU5lS>^qa$n!r= zWk>t1XEQ7g?8PbhF>XeCj9y8cehiIAJ-(f!8ck)tgmfDpacFTFIIx>8X6T%pZ%n?c zHEb7%p0U_EuCf<=Qt`?_jyDh5 z{uf*z>!qoj%wK%fJTK$$c;6Vaa?x<=V1*bBVrXC-4O&N1iGM8Yusmi-6*LGb8i7(? zCvwO3WuNa0A{7kX2MT?p+lDvZBwWT0Du zk&+y^-md17QR_|Utv$efEWFEzbJ9$EOj)BVL!<+38VFcwSB`3VbYzfWrLU?K3l1Wa zGBvW#cb0Y`313a>!-7tXRp`9IbYf=gxMu0gEOAreO3UOj|MIi}r9{bS!Y~i6_5KuF9Gy;zDucCwmETnjjiM`$ z?U5CJ-jO*W&Yl#;XTy2^+8v9TKJp#HYVyYoNtqd0xe6Og*Y3M4$}pEeDOL%8pX@O( zLHZbN21o|g%i*^OBvvwp8+F^^O<-dHPyGQ5V@`OVdu)y?K$SZL(<^^e{y>Q$!Nu10+pja?!09JXE-bAT-cO5r7d#$Wc7!dGmqp zCPY~RTOi6!{zQb)Gn_RV1wjP^E)-b`N3)m7&K{CHywb!35Eam)M?_)EegffteSy2} znJKTBK`R-O5P@p|RSOOf2aE8y&f~@r2#_kF1JvG{!&e7I2LGhTH9vslhJy6=kNd07 zJFm23js`NfhycQli~t|Ym`chTj$%YP-P;x}NXiFnK@btEmtsZmhXTM0hy*Kp*%qY9 zbT_Y(Ks2#*>Oi*-wK23^0Z_8W`$V`+Iv{%R^X(+^A$_L$yYv7m-DgPdJ8VNSZtIP0 z0OB$op#CO+CJ-nXHB?SoPWiTFOMyZa@)8SgjK)*M6AUyGK+AoJZIY(Efp*LoozrO- zeRv)P#1^pNQ!2gZ=`@B`F&Ii_V{#1~H<;rJQ2%7lEKs6>4Vg5;{oEFoSrYqh^_~g@ z+^_ZFIXe+OA_t2E6P6uCYmuVsfk60O8rK(Y1c+2ykSRpv+%pC!eZq-ujlpu4;v+be z7Gy=f8AKO5Da(Mu z*VDil2oS{f&+tn8WzcU98MwtD8im+cWs;^8`gRN~B#6@l41j<+F36C~?BORof|{?8 zzNgr*WIWC%0}Hn_tK45RSMy%+2U!`Xt95EGwveh&L27_i_=~tnMHrA9G5%pSrNSYvHeO z%#YkQ>|Y!hKqd>P5-oe0rR8UDX8k4&8kk96{JP?u#Oo*90fl0CV+8m@OuNEZFEXw@ zA0Y`l`Y3dfy8R#VEG^2vCh^mx^$-_v*@id1XtK;yVto@h03@_6DD z$=%z%SZ?~1PF%4d!+^?+CJaHcBJ&*A_L7Ma|At5*IaF`-gd%chWlidiK-g z{fl}wd2Ki2`g`Mj6S$jo6L{q;e^$k1mKeL4nELe7Eo4}>KKjI+cR-H_0;4}h3mjMA zBYxRT64Scu8=q~9$rU=!#>h2}{1QkCZ|o5WowBi^U>3F=A`MdN2Y5+M^KWJ$EuQ%n zfBk~`f_&nXlIXx;KBw<)ZAJ&DB`VIe?Cbku937XmHn1p!RGeiwN#njD04O~68xt5n zs+(cj8gd@KLfZ6?3}Sj4a&|rY4=a|umz_+X=WL_CG=H_EIIbbIX#FBR&4c0Z9mIUA z&p~(&8aL#32xxdw9P2MTx}8=!E$ys%AM1m-y0PA@X`X4jDRoaIPj5x6Qc(QvE(>7B zIpBFk%C@j(91w(O{JLm!cw_sbOX^W+?DUAN)h#6h%fPXys4W@9r=WC7J)@P(4gVk! zA8(QOX;HkWIj~M$R)1|MR*9++)}eNDJ8PtIO`bnHl`{1akMA-FYZ59$u4BHN=CH7x z8SZd790AmV5Jdy_rwOcD=1UH&?u``ntQ=?VhjRsy=_Q>L*J|2|MN|k)Dp>PaSjmG?VT`vV6gVtT==9yXVU? z!9IffG^Sz(p!P;{kqg~niNBQDATB|3TXkRoZz4)$BQA|Lga0R;Rd_p{Q+TB1_908= zk|=^b%QA4F#+*4m&watwY^t+X=-HY7@?wXNve|T}IxnH-t|17$B-2cFGMz4qkV?Ez zm&Uvt>&>e>2(Q6#mR^jQQb=!~Zw_rGL}bWKUBp2z5Y|G3acQU;%*&iphx^hPqRgc? z9+O1_-Zb6){dG`|(d)t$kUqBP)*YZbgNNTWG86f8QAx@IwrR;xWJq~kD`nEjo|@O> z_3f=o!wPEQ=#FwKs%8*L+2~nxDg0GGZOXAt_GEw_c=wf=Qsua|%UN@={!6S9W^|d? z`rv`H$l$1eu5t|oVQ7@|2vQ@v?Lh^mO0MYE)B&vhvn9Jl!|6*Oi33^cQVoB`Uxy3X zZKDq#`+>uW4`y0PDnBMF$uKaNLLi@cKrtg4>|_p&7CHarah(n5cyORZISM>^iUU+9 zc5*(875OM4mO3?`oQZvRLP#1I26$ka{yVh?2lauQ?e>65h`@nB`k3wk`vMo+Vo15? zb2gyCR)OLKO-_9TO-2E=W27ucH6k-W0-CCS>_h;ell<2d5)ou1fkc7yCCU&ugoG5U zxL%;^R62nAHDRl1$ttwM- zl9w>wUBU#h{g>z?!-C9#pGEx_$1hm2dBm}Ka>)lg+nlX)TozbH8S!G35msp$DVu*1 z;e%p0THgU&n!aJvNrCZTq#QlB)r*pf`Ab=b6kt*h0akN8wwv;g3u1bLc%}m)^+2V+ zd3UgRz`?0dj9?7=ANx3k0M36D|1o}9r&V2^$~ha$b(sjPX#<1|SumAshsW>^H(>c4 zpo%5OA`+Mqg3#zzufaNJu>B3nTf70~6(Ro+=xuKnWJEx*r2MhP3L@l^lpapc(^j=h zZv9QZ@jptQV7{mhW^T3q%}cqga+#Oeed6g!;=B!F<^Xudcr5)_FY%>Qrb^D-^1hUj zqZl^*#ou&ADzF0pc%?%JP`!WIal)T^{^f-Q0*fZaKVJ9?QIWM!LuoHN3@{%_Am+ei z2oQ|o+a#Vd4xTFkM=JjES6v*NiM61xWIumMvojvE6^#x0LFV6g!Z=0SkAKmVhxxa}R=KPHyF0PX*WizV6w zO63pzi&57-fRQ-+B}Pv?3!oT8)TJ2oK_`bi0Op#JvRXUFo9XWWvPrrTT!wpNOq@{| z0ueB|*UA_bZf)9d7mfq5)KT@B7w3mSo(PAQqyQN{HM@se`v}Ajfp8LGag76J9QMx$ zD|QGouvW2uO(KBhkRdR-7>f1ILN5KsQsXgRjgav*tZ9%K;frSy^gui_Of$@%{(I-X;((FH>tTQXqh65@@2 zMN>HL0p9ogL;Q~jmMJcw|5{y?J($IadSRgqtL^dHHf}pYoLbMjCRl!yk zQ(4^*Spq~r)}W|p5&>liI|>?>$Yv5k0!hCA{eap9oc8;^_q^wvcdl#Znvn~V=eeKz z{%^nKIrEMA)|sCy_(VxbY38=CzucpwG+kXu>2KA4{~P?|Fuf=f{%4xco~@gdGAkGL zz&}26`(oD@N=n(0YGY2*;ol!0{o2MyNom$y^xtWBe)8y3Qu0~8?aME|4YcoTRf`k7 zDpn|F9sl8xdi3VS+ZONs;n7!1QjRx#9=84Vw&OQOt~W3LX|vI_l2^r>{}Fv9s2+*>nYDV$as}U>E7D{P6m$`NstUO+T#hWnlsB}xomP+%>qoB-aHZ_`$jE9B z9nHx4&i$7g=s*4&6tk+&AHQ1rQ$ADH*H>cN{aENiCJ<=}J1uT#*Ie{#s0sC&-d*xAD_P2Y+|JcTxSa!TpeSy-6%*IX1vaB%k z-+U(gmeNOg)k;dfPt+H5hwJ%XfiIf)Q|yye|063*MJdT6uX>}IXY%ZK7c=oYN+!hvQF_{qMfz zg~!!OIzAD54-8RdlrVNvaM|s~58MRt^StU+${)JY$RG69a87*a31}Tun`z+qfn^r{ z(6Fg|#)sDOKj|`NFvH}XnhI;)8SMmXUQbG*Jx@P$=q!O=!25+@WqTx-Fc2y(iY<`v zF2@$Uim{C;c>2}C=#PD(K6v{ChMsThssTooDJgWAk*Fu|rj9n>v)I{erVyCLN`AB| zzQWP)Z*Ur1eaYZMdlmoFlGaU$zR$Li`tNi`knDr|a!*ChoV$T{|^(-R|C$HAI_m z;^jUj)wsLtQ=Rm|d&6FHg)SPyQTdq-n<5_x^Q*h!e9UPgn_Tb0o*Q>7)VU3L zrDd)Vw24atXt8#AgNer_DWx0K&Q$)Xed0e z#~Lb3_wl@n`t~iY8LCN?-{x#J>G+h?7T9^7lv(_SMJjzw($^7GZ^r3eeDKD4^3$hl zkXL;&fup{GL3$!|xt>z&_duQeIrs>p?xa(!5E-(^uBO@yaZ(*=*c8QI(gMvgm^unwwdHHfzMbIDSoMKR=|;Nf68#r(eouPf8AcQ>sZ&) z=1ty=C+kQFfgNW=7tTz!`R;CquuMC^z(17TR-v`4^nP-y5Ifi_r@ue+PjYF#E zPV5NWK54vgPCiL`=$x#Kwi{keqx<)2E1^O<(M0jgq@;0*_k5NX7_L|_W9>qi^eQ`UCI2ecJ%np=45PDSb+KC73v z%tusbMGv=>!p8cRw>%|o4{yF(+-}}pE4#fs*n@lmI(o4M4;Oeu+01>j(7X5;O_Y7V z{HB6Vztiy}!ODgdO)zZsWDqokNvhFCZ9i?r+weZtj{Am34;7^mxCeZm5E6ygw4)1} zy^5l3WP{;mx&oFCT~~19veyd1vmN?+0)>pJu;K;UdKHjpbV{EGJ6$0>)9*(QjxKn- z^m1+atMgMti^~MszVmG{Z!LYfV6&$58{&a<>2_|ST$sW(>AiVXMbnnxH&>P*E>7W~ zGYP9i8-*iFl6TBy-VA>*%lP#-yjbSgD}s0N&_hC^xVS6Y#zWgOahL46KE<7e3wpGf zRs8%rHTBSghx`($y{Ren|8Fk8;+6UENShT?T1Uc%4BizTU4ARF)~?V(TEevtjt+XX zIJ~xeOYvZsnqtcsT$wd4_Q&zq(Y;0gR(Q>tV`_Gqi3c>JOHkYm;?dkzj(sUSi3>^M za7+6ANcEJ^);`?8Pmv)mv>NwIv6F3M$oE;ChE1wuf^9b^W^K*I=!7@*b8OMxQ!gYp zl;ijDg1X|ZaC3)vhRgzvxKvz%U8YXvXak?lEaljGm-xNVzB0$^KsKkjZ8+~Nr%CeA zur!-9)VogfG&0nec;LQlfH^1?z@8}PNaGqrlAHX5v5vF)D+LSNN4}!XuIo~v%V3R( zs+yOZ?(6wdUIxi*MOO zZQk`jH+%9rsEpu@4wPrIfo=Uxi+yC4t(9l;Ru`#l_eJv!sho`bwnF^MdNM!5iYGs{ zuv{wTTph&1Onyn<5z*0|vh%JTX^Si>0!jt(gv7Cz+T8Mv2ax$17Ab}vFQN#alKKnz znIt%!)I}k$HQOYW0Wn6|L4?`))qY~*P;ZFaIfRZ$hR9Yo^T8UD^!0l49f9o9Y zJ1It-rT)IoqVOx4JC=* z7c+L|g|!_{%V4Ef-LE|Omm+J>z{3EROQ=jI7fnevgy zkSTdWe)Q#}@e`$OPY9nhJzrP$FFlX9TLkfc)D!-|@l>;ub#FCW!7x<}L#$c_y9qC? z4v&%C#f4^Zq?ekPtZh`6CY_qKLLj13DZ~S(_n}gT@1Y+Vz}Cx;DtNYCr>@*FM^C6` zKlmMiIr2cizI^enys%9Ae-ImW>@26K%%(^?9LSg`){^SGu9|k9Gf;uuK23GeH$2<6 zH!`?-vhNG2d=r z!$?CG%2iC+FsYttsm`9Fux6jr^G(ubgjIUl7!YlGAiZRV;eWcG8-}NwUKAvUdLPlgcb2g5X2E8H}u~8 zt54+|#BO`ajsD|mHW089j7Azd;{BW4Nv6Ejk*VQ#gWCiNgm!6tetr4ss|}kHsd5Pk zPaPW~B|zCiviE(ug;Z}9SUU7@VFk~3xV+pm+1uxGa}){;-0>@W7rg(~l|i~i)lz!- zM8umff(H~^@|r{neRDA}J^XB-@T#UA4@Vs-C(m0H`1~ZvJOn=gizbHswKfAtdV>h$^@v;{%k$M7JRfsEGz+-&237i*H zx-d%Di2~{5x-{0H;2K*iGemDJ(BY_?# z-%yk4SxfIUL)mzLg>s)`T>H%1r`(HBn0={@V1&spF)gkhcby3a&LA5EQiT!C!CG|%F~SS zns1q*Sn~tfa3Lf@av3enayP>0HQv@%b#Gu$rI{IVf`RDk*Wtx6>>_I%dP(2yW%u zlkAT@m;+5kC~TM5Am(T*9UqZu+peZxoW<#R-Nt9wa;v8FQY-y2jJ!OoQ9cl>w zkNifL`0B^j=8w9+*IRS$f}TebHs`^L5Ui?4VHXk{bS>L#W(Q&x|o<|xK@lU)%Eg=JB+Cae2WY|%Q zQXMRray5sMO*GLlX7iDJJ6b2PcX#9ppMx*fHG5jRQkL|diJYHlin5EOiCdb7S1CD? zoE8r02JW?19AoQc!*eqmZ6tVDQ2se=Rr)5H09(W%reL6SG^SwDRPCmg3#zVAPmC(a z@r?%c)jz$H^-D)O2wTO68qOQG-Qi%}T`=sOQ<1y4&@QqFe65?>mf{!Gu})3C({4=< z;*iCz;o_D~qU5o~N*^rq!3{2FcvWhfzL8)R?CgLhidQnuY;2Ga096h7jy3GK{WL1{ zG`&vQ&_P56RT_0o-A0`LGzT?<=rU2Y0MUQE9sD`JdN1X*2c?#OJ=Pv2RLJ#nqk;zS zs>TLI2Ddm5W-k$3OdPw09c<1*uRBhI*{LNjW_m9Z$OfoXC~xJbE)N|Kw#UUjf{y2a zE2VzO7-A!=tpAWxUNzR;r&lEtKUsL>_HLSJPkclLG$^D{#b`S{oV{?0m^H=Px@@rR z9x@fBT0~1AJ?CGoQY&66~##zV6OLI1E#Erti>Yt)enztA=b~m*7SrzIVs$n2H(c0}O48spVM`}xROQiVIM7gp2^nU;R zqUfN+(Uug>F2h#e!R)8Es){Lhr^BN{S*!phMH`0m;$>PKjzPw)A)9cSy2 z>MK@o-3Bv@y3b@nxFbN@+#YL_=w0m9nKFQNsr9zrdOq6{vqR>In7Z?*+v+PExf-Lq z%ii{`l!*RUF_T5wtgxxJ6oI3@AjWozV)d&>=w5rE%g2TjZ|6xLm=;d;H6IusI(?5- z#8BMe(Gu4?P1M96m?uv4Fg`Hn{6BUp+pW4R9gW;3ADvEq?^BPgCqHRZ&afw6rzwZp z<$rHP-8G6gzp6H;o^nsVrc+M(S8YO{x)UXPRO0iqu$kYKqyH(k(v(;LnJJn_9TuDFsVlT%Qp&4IB#^Sw|G;F+$$q#RbC7;HuIoTd{&sN{c>*4 zu)V5hAA(_ieK=r81vnbz9~^BrjYSuE~LQbws_c%WyiwPV5Yu^%PZq@WA(+xO>UI~8)0lS8CLc0<_wIbr zHy%g|6!K98lzfJ}YT{&)dvo^P>F)D3d?HybX!IX;lUU72nyu5H-yRCJkumGZY|h4l zS-Ij3S?8u%fUKCi(b9_7687rPP^{FO^KT$sSHmoEXo|yXV@$8*Wte!ah0)fg0 z0#J+2j8zXOjwrg!DZ>OUIBeR(w{fa!;Rg=04}DeHyoqQc2~z$*MC+fUGVkqd*UVdK z>bS!xxu@j(Ht==L{6O&iFSVFC9nc<%BLa%AYTW%yI@+#iYvY%FH(iZolc(W}YG#y^ z88#MX9h%wqKGF9a@c&}G%41zH^Y-<_Sy?5t)!>e=vO+;N=UFE_Ro29_DpwT0uqO)9kR*^QYh%oB_OX!Mj}u?O%mDeDGB1gl>kx8`24zA!3-F8q8=i5y zq>?~;w%tx9Z>g)=95xBD;g@9WZ2YbuK@;qTP5O!WHy6UAf}qcVF$#d$04Q)bFYQDT zAzc`#yJq97Y?P>-lNm3lZG$>Om$6SuLf+^IFL)-;$8s&AfBdf1c(g1utW+-LvrQx~ zFS1P(V*)k;D%iy^24MlZD#F3AEx zyBu|?hr{T8+5mL4Y!d;;KvmOL>JQ@r0?zn#7Qt%2`}MmO^J4Ub7qDpimR~adR1gQH z3X6RRD}v1@bpf2wpm`JbiNJL9wIwb^Sf*+U$N{H0Ewk`2&9LR@W}4N3V_Rsk_GEWj zBLeSvFTyqLar1wMZpAxeej5^@~a1es)8}P04s#!jJM>ur^N4DS`O#+ z&wm8~{BkkVfrn;GfF8o=Hit8Teze#ZmJXfwj*_G~$Znx+;5@kcG;Dx>P96w|731f_ zrYAd0rTZeBi=A$2C8B!U*q~?IwCl=Oiwn6WEE6DOu!=`p2TVui`JDO-%MbG(k>4fQ z=i2qY9LXN?xzj- zrWi*{U^ttK_xHl4&o3`pWQL!;Nhit9xtUz$0F9-HQ|QeUKHI?_t5S?r5wu6C`yFN% znT8Jo1t$?ESlAp`)ocW?_fPrh40GD$BY8Hog`Qbo(D<1}UbNT)#~(LvB2Abh9cS5b z@_jAp~;cAvi_?BdKDTI@7;C;IO;E%{z!~%Q6`( zQ-%rk998c37}nBXB8K7U5={Uh*yALdxkI%nrn#Ki=IfL3DsBluuC&Nd;Z?rV(06l- zlQ`1uZfS2#qamClg2Ql5Y_yHTT5_>eAwHoz>t?v+UkL_)A9CHYO?j7`0RWKRdW4u< ze5dfr4g7S1rsUC9bSjSB{}kg^!63cYV>@#&OdsH}^}wWHg;e?^SmI6INe2QeA|IB>=bE)gt@`)-rh12VICawxgm2&*9hwvE(VvoR6D^8hc-P8j^2z!aAZ z!0|>b7j{Vb!nSX4DXFG0Bf#MTfb3?ZMFM9`(8!B$#QYLnsRE#we5V!=$2Jdo32O|P4f}Bwi-4v_ zs;`>mok$s8E`Z164NsSPjaG^KOjJ;WgE)h6!|qnZ%(Csaah`0Fv+oveVfTILEt-NU zXfXZjNl*Dj)uy}a6$VFJH;#T|C^xO1^|0VrlE#c9IRpMFC;eBQDObT8ALVQu{m5qu z_SPSA%PQcdNINzfcR%b!_@)Ey_NipqLBKbCxbT5@A1f<1RGY4;+^6g?Z$z-M^`^yA z1>@56NuR30@v7BS@wt|ZsL0(O>Go2kyXJzKBJivJ$2*75wbWs_mYAuK0lNGJj{FTx zwDx>#rc=UCMWt^L_vj(~e7b(%7qlH7M@oBcT#k{nD`f4k=O1e)9^hR}5MBdn;*q?@ z8yrNBgP-qkkUk>-bJ9jmSXK)#E}-~o6J-WO zOX~AWb0H@Joq;KcABZv!lr`aBbY;3H-_+lc^p#Ry$+Riw;bsl_-!e0G7<`)k@Sa z?7s3_KIYe37ajYO22tFSxX1vglOnEz0}uE?`=F{j?;Ua#W6+6?s?1vd`~(4Nk9P8U zSHK|k1ee>#0Ls4)*Rq$V1(^hXesR~j<$^e$%GB^3*ZS+IK>CG~mRHSy6fhYf{Ex{W zPNk+_?QW8s%^ceSJb`i?aLRy_0CB#-C9*UDk=Ec-?RZ?KTm)YTMaD7##D?R&XS z3}*M-syZgSWmR&EbB2D=LO?lIwt5vS3W zf*&|j2_b-hf=+$;^D#k{z7ODXIs&RfOobg0r6)`W+<&rZ@puJ|0iV+@K^*v$CRZ

6&M5I=9X>E(KG!l|^G##$1ohM01t+!Mg z{gEw{vo1zw>q}*V%9}UJcRen4#65i?DjX^OWtNAZjXo^uuV(FaO3fFx=$9#)o|X#3 z7t&>`JAN1VYOj{_E!gT!a9`}PneEpG)C-Fa3ly+iSouXf3|X{UN|P=akS^$vE|^C+ zyLtLRs%64|`i5$LBz(!hdak6jms{Q$Fu&Werl!pEKHNQWj+vloa^aKh<4G=6$d-#B z3NVQ@^ZRZ>!0?_6=JjPqMk*o1>VpW$b*{g;3KuDQXLv%1cWbHEsm*hoyJojb{{YUwqof>7eFkh@t1~)Hu z1{|}hw;zmNMLn5{+(lm5g3PDNiH}e3Ps#yhA)XoDhR|#?Qv^%X$@g*{es>3NqX4^) zRAu-H(zJ7iB`(E>9H9^3H5AuIv>;x$3H{Cj3~1YY1OgE26Ii z#Wi^tE-^NXvaIVaBU*!sh6O%52e~}2%Z$xX-#5HA(6X72QIshl^$%6p?c~{XogP8# zHH&GsTthPMPx$gKY`et1xf@EW(})!>bj_7uZI8YHo1i^fBEi*qXDejDGD~&VOs4KL zLyYg%rE@V7pm+SKV;})azkXpiko1hQ;$4qnu#9AdfD+MHSDlN~nN)+|&|0pG)C1h@ ziN^5}k1m5*Vfe;)<>skaf|T<16l*#cR`mPw)JkJbmtN@0YJl&zB;5{AyfY7Yx0Sv5)Dk zZMohXW{^}SI-r=(0BhgbyuE^^Twh0soE@Zgt}L-^jSHfvP4u!k{dMsSjtG9v`1`Fw zX$&9iD#qY^bFBO?)Hk6-DLAZ}{V34nTgF0gbu2njXqbd2M)OHKPVL@|qSYxqE9Fwy z(za!y4IYu~ze~!iKHnL-ucRJWfjf z?FlKty^AspI|4e^Y2F@}TZZ*lF24}iT)((#riw3~?P}fgVGhB6C|Vp6u^vc&<7)lp zQUOFYzvI)ewCZ?*D7{aPJX;b+*?&d1{Ej&n zUngnQtojE@ao<=~QDY7X!62?$?f4SXvbQU&Iz`X8JFt|uQMpgYEoVV*K_R{tnRQ*p zz!(iAoMR{7%i})-6`kq`LzzDjSr~pXk5<4lB}U`fGRWiX@83_z&w&02ncv?4hvx;S z0=}YgUr@~@^yyX*F2v-!nVD_DBYC`6*B$b{^F@|qd~&y+Kh_~sHn#6|9M5OBU59ni z^OMyX(A?Q!v4dh&{J)?@A2Lc2bAI19#dPHh=7YY7rA!M7BqN#%#gx_1x!XVJ>ZfPa zC5H()gZob;l0sB3RG2d3hf`;ZU5G8)tQO@6p}d#>@k(&KKYkI8&$2j2>$J9YK%*5T zfsu2!Y%NRg7>78fn&C-;>Mh73mi}EFFEoqsCmMVJh%iG>j?rc3W=6U_{bW>_^-G@J zV4M0y-`%gnx})o|c?qhRF_AdX*;y(@{M?V?OGh?Bmust-^76+Ux+8=?vzDw~yLGXW zu*|+O3=Yz#OmTdNP(@=P16nE9sW6 zx}?ij%%KpjOxYKUABz(gfDW&TD89eeB#OIwfRQkev#d)Q5=0+E&ZQs1gB5_~nxplB z6M8skHd|;bnWUR|Z1`@%-il83o{r>dS)F7>O2=o0h>c`2>@6jtS=+|{%Z}rdI}&x} zHiFNzoS0oyUkCR8DcOng3QN-K+k}Wc$PdO$+*3|Wsp*~)K(p?7llbC}T3FTKyf5Lr-L9xHHp(?W@Y(5f<)t`>G9FW%-a=??0f)^} zT#qw#X?LELu+RQ;?bp(4=LK?p*BW3=ce`2XXZxujJi2Q(qdxR)!mg9fkq(kPsIQLj zgJ-B8njR#OGm0DrOyg$T7Q$@q_CxfVFZVYX%SOyNo)B6}Omc&(c=$4Eq|PRR*6-d` zX|Ud~UngyP#`hu(c1e7qqBQloMC+BP+RN9|i1zo&nWm@ob9r5rj_#rYK_4IvGc5c8 zsHzW4r0-C|AGWSXM0wiLl6tHRI*u zt@$gKIGNIgMvc4$q$>YLMJ|&*k;ncYRw8pEfi|RE zY&v*{fp%)WvsCqXhLemg_9b?0IB(1|VnR{1j$%(HtT8jD(?Q>`Ll+gmDU4YW@u0d-A_KjfijwA++<0Ght|UNDgoLI&RE829Nn`Ae`Mn)W z5(>hi-$NZEACm_cTCT6hD=DobC@T_)jVMT76w|4yb>vyaHu}=QLg`}OzWtHbIrG5i zWl5qO4r^V+koSpWyt*G02sRmjQ*`6dp^!dQvrw^m-UMh#(qOC?@t&IyNfEJ}8GDjA z143ixqT*H@8)`d1;|&$nmpct3qef(~C$U?TR5|YCp6nWUWIq~*GT4C<-?;dNw79Jqu-5p_x4^I2MnDzjW1r%DSm56ynal2sOx_y3edPiDFAQSpOr+ zqSdtj{JP5y>=^DrQa4bzPF5KtcZZjY%*&A-tpRWd+Zf7AuWkn;A)zNrsPwZT0$qJK zL$|$48Pb8PG&JK9l^p@{u0Op#6yd2tF0K)~BwAgf_(~NYo_$v)A`E#+Li+-fS=~pI z{@B0c$!C@qzoAu?0!n*P{4F?1OnihnBooZPC0YjprwL>b>HFm~d!IPhE*NI^+z|3Z zCR2z@OFHH!c;z=}!d+x2QxA%t;1NU<^bW9Z8XpYdRY zun_d?n|F}};}gP)XWkk5iK=%6$ySZlNZ{zr(FPd(&U^E7LN;(QWYMhMg!8ZR&(41x zLBXA!{BpJL%cXY2#F#H4dF>Y*zhj8mnQgY}-nhvd?|rx9--8$XT>K;uy)|XB=H2TG z5py=zxTBqYAe>Ksb`bsHT^UL7l`|Xo5zSl2UDLY%~xPH9Qrsu^TPB?yJVmT&fh*prA9EK(kio3meuOp-xO zUtKNO9wk`G>goeirhfgmzPxh?K=hSr7!@T!aQWA7Sa_L10|Pn+wk8v$!j0A8c{=mx zUe$`lt_h_69U|j6sgZcEaW9}sOSOC%pY>F%eEpQYzu`b^dC8H_L4dP@*Bl&C$Y*VA z=eWVcWY0u>Jd6#N41Md2_@Mi}w5)Se>uBQg6CQW_aj{-L!rl{~jDFp_9|c_J5DADt z_68aMpoyzZcpT2l^XrK!?8U$BiFdqNLrLy>$G#Ov1i!m|ELJw#)13y~qCaTpR-J~F z)CB_ML?>3lRaY?qrujXGpIJ7S4JCHMtSQI(AnWpCZ#r`)8&PiYf2Q3^cVC> zazt@ny==!(@$rE?j8oL0LAa&bi;^n3I&TA7-y=9e2yT+q_*8rGW^9|1ZqMoHWp|dj z8?lu2VkD?k;&wvrL%ITu3gI>K)+Al`8u%-}sB2Fa`xoz8@t=R&4RZe_m5jJ2pJtAh zmF6|x3f8+`@3FmWwGjBnb(vQ&Z^at;YleHM-SV0nFE2 zp$5~Y6SbyXtdz6(T~BuL=?A_9!Y((CVW!Y3y9rSu?r-KUE5(FDMw}_Va~UJA5%c2u zQ7Om2ZpLd(jY^nEB?L42xeiN=q}^x|(w2g$0_Fnu%4W!Ca8!vA8n0VyU#OIlNdkd7 zlRv8XfFU?a7y3pK@6qmH9g};Nkpy1yY#{A;h`@OFvwQ6wHGdjgZ^B7SF=}{uoKarS zGD7*(z2&K+5xHPpc-fx~?&mDOR*5N}h0dz(;@7BQ#A9=~5m-I-ASAT>WuK5uHnLl; zQ*SCaVyvF_0k9oU1*@2=GAS4W6lA(Py=w{{wTO+6=L9F;AifKj)OLoJIFuh8N$hvgI!Wc%gP%xG{Ui{92rDU(K;pxi_s0d( zGp6^9Ck~n;HwW09DpnF;*RHlCOO>MEz_M6{TDTwsd^cEz!0|`><_C7kxJ_%zxHh{`~ZS~XB?s5Lhu>aq#ZKlY(SUr>0{~4+wdLQ#5536Zt&@|6=^#@AH z`ycL+DdclsR|4Izxg$bX#QhkSOBROaY~dNVk@`P>P5<;E`Wq5c)Rl-@!{O^5=^3j$xWm@_GJjfLd(_3#ff-e3ThSc zG=UH$11)Piws%`i-Z<@7Oqr<%a>~K<%Gim<1dg4rS5J~g<JQwoK3f7*RJx9qdut(>W?^Cz668x?EWAUBdI*BbgEQuJ_f{`E;8zRvc1 zj=(dKk4z%0C0ayvKelB6;2OQKm3;SSf8M$zjYtv2Oe zxVqJyOaFKfWpBx#IO6$Y6^!1(`+8caY5<0J#u6}!`&@jp5_jgp_iMd~sPE|S-Hfu$ zvdYZYJRH%*ARw&vVk5=1i&(TW``3LB(e-=xx)tGzUsOl6o=^jCG+rJa(yF-@&w-Se z@7)$+dZ#*n)S0p$`Bz5SAct7NKMB#bAgh)S`QQ*WXO2lQNY#d*`U7$HA8Fnz2Rxz2rnbKmTD}qrv!=^I zBFtXAW9Z7ZC?8z@s*sn+(UtS*gT-G2=^?_P;@#0e2#X24HSFV1zrafcGo_KKAX{mb zKg_IOWWP3uEM>ZBc0Rp(s?7dOz!P>*aIrt*mhIJzA*w_ptB!~)j=AE5n&&trAwQZO_6Nk!h zr~e~&nyF@rIOD}Go^ygcvdAF$b(uyXTFzq+t%*g>yyRA9!E(8P1zc6=uSz20s(f7IN+_0GR`AWxO9ecewS>C0!*6xpwKGkWWX(^|- zx%V^7beNdu5~q}NVV8$-@HSR+@?)ykige<&Z1EDI(^0K#p)}aH<dll~o!PZBwA^deiDQ<{Y)@`tpOu~YFTr<^u?pHWZt?yA zfl+5BZ}F0o|HMsAr+RdN^&)5UeEiRiZwl3+vpAyo3>&C3Evf1docyWx#g=ItdAY_i z`#%Vt1yyCoB79oXJ2!?Jwo>7)jE;hPBvdfCq)O>k z@%b^Zzb2ke$VRt7MI5R{)8Z-&wHq;=hQEj=r1W}>sieD;)4Sbn#j*X;F#xS?xa1Cv zx^}NGul`Sm!Tf!@vjfDUF8SG19qmId_e?7?yr!=Q`$be*ln;(n2ScOCaor(G@D&si>gfwz|=tWH)Ct2Yey}mfUo>y>ICKalSf=$ zx-7$8Ro5EAsbT&;k}eu*bi_a+mjW~lAvZ9vsj~fg>f6-=RX>%T1Y%V_m6s_ z&irO%Q{|p(a9aI{{*%AntkinK)yQI&Cs9dE*8Th?>Gp&IIONFf-KGIYMGB=V)IMX( ztS??&aVHT8*8DIAXC%Or@;y$zfB61;g|in-9qBD`cU7D-YM%y8QbXcB-pkNu5VGec z!=W|*=9<1{Wo)j^Hd0hqwk;WT5M^v++zvkpqAhtC?{m|;njbQ#ZR{GFt7f;NP{?%AFNBJB7w*bMF>3nF$YCnfNeHo^Z;JZT3V$PE z_2jC2+URWiZ*2YDXGN1h+E**5H-7}<-lF~Tmk;?;Xt_6MAStJ%G>N>&=zElvgVYzk zAql(;9DtlF4b7;JH9YEQapEhZV|on zHV<~FTK((bD+sRhZrx_qUjtd5NbDkh{1re}j^3*A_i=;- z5KKC>sUtSuKXkMk-^-*&Aag7Fu4sXsl3FuQq4)J}gp zTu~4v_v@@O#jfvvCzLWcBbX7G(=(fxG6}P%x|*kW01>K=O=-+e@3L84V!GwKFnvHn z7KQF_$jW{%lQ4Dc)jgzPNYy6(yc#5WRAnKPz$O>obdIeUi2QnkDz1@Tk9 zb~JHR5XODtVDj)K^KE*i)^K5}*Qxpd0{E&U&R@+OWeKLSGJ8b0^LhWqjh6ArEp}dH zDo6BN1IYln9}6||sG$i5uRwNC5yhF80?veYWFSvB&O8rRU$Q5dE-;$SqoQOgPR@8| zCW0JteO*w3D#5ip@Y~~50P%F~YihfxD7fg+z-4qwYJ&u4<>IP5k=S=sx+vSi_a-6n zJ=5_RudjhysmchZdK^l%_TZVt@{dU!{K&DAlS*w@Vl^5F?iorkBU*k#ng=i9+vOqg z)rGBi23xmD_joDw)R_u<-Cp>lSvvta266nCqOx>Kf(9!O(m7cf#RoKh%GgGzoG zDEl1kn29i`?)VTj0g@)y0nUQt?$=^AIlkI9z36?zI6z>OZxl&Wi)Z+yPxbvn`81IE zsYK1`dfK)h^DBVF)ht_(7oUHsF2sF)74Szq(<>XS?IBp1{KSzR{L%Edr-cHPT3AJw zaf(o(YupZ!tNF~7A@K2wW>BbZpTh2+s8CqFS;Z6d#tJnGj6G~@$UW^u+k+K9z2wu0 z9bXel#xaeG{4kcL(`%<~1rRj^qWgc&9C#9o64-c&f@=bKX+xq-7l-A=@}(6|4g+me zFz0SJ)&uKW%I^MpEi1wgS|@G*6W``Lf~L;OY)`YTE>_?`XnCJ`!<01zO*0csYH-2B z2Y-?16|bWdQfQedkK?G!D{?i?t)wP@h(;>Rwo;n<;!kC(|4PO=V!B4FUWC!}D=R@! zU%XnZo;oKhyds0u^JIpwA44)4p}qWyGqiN>9DH<5sDj;=>V?Tt^e`_fE-0A`Tp@`un^3z5jjny=^Ma3GHc`;OVCMd*!_WMh_`XOq*s&-RH#3WV!O@aB zB$dh+heDkC0qW!>!uo;L*qaZ~#4!6q14+nqkB#wHZ?>g7JY5@jd}}!63Z_a`tz@bj z?AoYZLFjVz?^2jz^+!}LLze+s6M$F>Gv@bMT=x(axr=z#_S zLv^II=4oXhByD^qphbv}>_e&7$k`WUrGYV&>{u;lfIW-m=I} zVB~7Zusnn~Kh)#bTk62nZ~tdNpKG(Se*gFJOGIwLD8hT`eRO(_;Lt>3WCQk zKU=i_+)UhBq3i)i1dpQZpC;cImPYxRj25H%Nvh8u) z;t)-PT<*Gm*xO3aFHKsXbng-`f^^y>(;-{}@Q@;hwT&cs-@_hkd%#(tM+C zwmBM@D6%MY4FO*Zb~yc&=}0rbnk=Bo=1o3@#AC1pJ%pgWj4*y#@+wZmJ!)dj03*9P zgrK~@G52%9qvg+($fc@B2N5jd_6Wpqy#51ScaZCXuz%$Iuhev)TVtspn5K|L>sFI2 zYpT$fUTddu37+8pBACRMGyJ%NJmi|h44pMa6OSf*A%Q7UFJcw;tnEe)ozhT9FhHDp zGRXTppPnj(kMVz!PD(*B?wPo=FWncn zTgJ4!pZT6z{4gk`D}onsUb7vrR=vwqvZG8*EZe615tRhMpJX2;Gj0Kr=Sf#aAYPZn zd1pbhH}H*(7kEUbXqMvFAD*k3LMFdZ_;~ZJ49s?~*NbWWwULc-R;oey^a=9b=?j{a z@^?4QJ|-s+G$r3a3d5GMlvsvy)=yuLrCxt>e(ZRn$()82Bp2lT>I+(1{)2~RF@ssJ zz(87pfyDhs+@Qqss7i*W(Sxtc0QR5|UpDB?-b|dl>L&GWRzJ(WN#%T*_&*B=SlDP=emB^b$$Qvy4}jl zb3E2L=YGz)-{+P*k=g1~{#~;89-_(^dt-@~Jd^V-zi+D8OrF_L<`wVTs5W^ko`ufLLG(fj1?%;kkB^DC;n=6!B6@3$`I*ZsbYY@fQJBSzL&G(~P0 zKaXKbkGj(56>gD}MvN>@%h!GI)s1d_akz_^y76M!k!X+mG55(|#!0sk=g$Qw+;4R` zE~=igQZJ#ow)ez5yw2%Q4ka{R?mo7;UU_MsPe{}fw%4nGjVmpW^_v(gFiFHN2|pxT zDky8sxxTg2VB=oDut~eHeqSZ;Na6i-TuF@IeeaEWq;E5vXX*Y{ev-$@Q#V^V3*Q|k zV``bV`q?zVvh-0PJp3c4#PAu+xs6M`HFldwj5T7fhxcc58(#%sp%f+gT<%5lBS%$1 z=&(~ybDVi3^RJJ(qy+c&t6FUuVMCrvAIz4N??`%8xW*KAb3NyTxSzuBx7_)y%;EP# z@2*LguP|jtRSg8v`8hJo=_YN3%PwA>*||9FJN%mSmXE$OEwOnSwl%=M{~|{#Ga~}H zL_2{04-zM);WctAOb+E2gAyg`%r4Y^HgP(K>>*E0Yb{*}>Ij>%7+U6Src0}ga`}^j2>K9y&BuA-7yorwX2pG+*5|Z*q@|A|K4PJE|8z-Y|Wa2|s z=61+i2l9{*$yI}>kO?knlUpzDI-e~oQiXk1a&yTCPN&c9?A*gVb>`x)%sF}Arc~TY z%RaU&d(MtxH(4g`l;fr*=MLuawPzXgR4a=jgoL-Mv;7rp_T*0_kw|;c<>PE+7F$$a z?%5Qvk`P5{V6-bS>|j#+*F{?LjFGAVH^vz8@@co+&HNk9iEZK|Ax*vLiFlJN;X@y^ zQkI}(GSI35O*Ix!^X~A2MOwuTTIPX{DR}z>l!~wHK)-<6OPP4+zD4_1S?{fz0d-V^ z6xt+&c2xso3Ztx-DD*Ygr}|QIYdQ}e9ZTw{?R?8Ne}t;qLC#0{H1${dv$7|iE+RIy zo}0T>OEqvD2e#)HeL;>K`OsfhjCK2VXj0KqA*)HABvtOHLeaa3jyqPGo1-kgb}Zg? z@>4#nuv}{P(%Q|h(Nkpd<{x!0KFdQEVLZ3rtp|yte-MO#tY&%b!JUIewDQqZPj8LUQUsCso4f5LcG%5Kh>?jrxw z6t=1#<1(bXsE6xC_UNn)G|!`C1kl{vUL4H6uKD>Gw8XEZ=sYq(BAUw z3o~$1guc#)o<*PpgMK66DB}86g0^0aHN{G}MusuD1Qy-JPq~v5^J(t{c&P+RXTwh) zA(_Qz%)QMseK!=h=7UYiy5@e5z6=m*w|Ga@WB2 zP)7$|K+s-QXm4kFJNx49k5}*BMO6n7JhsrWZ<-lX)E1?f5sL@!YckN8FLM7}0=6nG@> zf+M2B(>fK4rN7WVUJ-!XM6SIgsv9L2zyx2RI!uCa*_D!oq~oG?*LiH@z~{VqOFsEp zJt^utd)22>4MV@C6f|St29x6BFPoch4CJ8gv1q>!+E)u)Qi#KkkMZ~Kcq?T7lIh(E_1^r5`(bUY<0B9i3o?n>W(z$zb z!{lR2T*K8P*}T)=X0Kn^ENB;^;TR{=2~OZWuj^S}J?l1Ss4@4I*VrEhM9!#)~k<8y`!49h5jUeT5fuIj$B$pcXoAb zF2!+IdwALW))3pB504Fs@=j*WS^InxHt??YxFx>-DQ7&u%segVb3}wc-QRy{cphHz zH?%cT_Gj2K0fopBXsG@TWDM=ac}5>%fJ6h@J5g3MD8aFYmaTWUrrD0?!^wp}Cs+9E z6DW}sN<{R9J9c7Rzs&U{J`v0HO5wb7q@*Cnn0dtVT1cnv3F z2v3Gm2ja4Ge?q5}HT0!#RseMs5Ip?D69()Q$w2G|UFgEze;i;`hQ?I}o&%+sDRd}%1>J$>TeU>VrzqiK$mBgNs}+1WD{qJN4QH@if?@yhfWgp z=-(I$_Y$qD=jm5Bn3)NQn?&oZ84Yp|I?S+szvh9t@9^7sn6wd- zy-fyaf8~*uehx-I?9Cf~v>_5@{R0jivh{$Nqas!d3!kV&z|=zNB$x8zVIVB&ZWV)* z6lJKfYDxTp@>gYCdEo&Ko(W%%w`s~viAQ)*J+7d9iA&@0LMB#BL)EJEJdmQ}R3g=? z)w;eE>-Z9D&-0-0jli2OhUTu;(wCjoIP!&G4)uvWBZ8e(>mo7TPw@UY82O*^7SZPl zVR0hnx#*BHfI4a+1LTj81>mC_gP)v5A?VgjxKj}iKcxfpz?JbB=z9w4mLIdqK5tLC z*gG!#Nh!Hii9Mezbr|q+{>9|upYg|BFm}3X1eDZ=6EQ2lMvOO15Y8)`#41XBeq}e> zdn@qgd$=`EA{0hkCGUbLlG8UG1-2NG8+kNwKebQEDx=2cVoRSadqT3^IOdHTQJZ{3 zdZws{tm&Q|yPX^N@LRD5%{+u|wZX&7rdOsz)0(Ki@&rcD{n;JeGY(3}d3==H=^Lia z@69GE6P)VoCpcxeBWq`T1mK$o!DsfP@Z^tF5z4;AiF$T%D#!-n(e5 z^HcF;0+});0oJaYdpPbbl5cHssABe%qL3Mz%rz=HiA@8o*8?H0zekz|F6o#Z>AkQQ zzEh#^W5>25Q{7an`&Hl0SfW(kj|7|3>Ulyu-dq9hC24RRaWG$@NM@SAXKX-vgc1IP z={!iC($Q1t2w?QSBJVGUjdU5GOmuM+lB^z>75(}!XLTpEzmaWDJdvd!u;Y%kaQ-{$ zMyr|r$*=g^kv_z+0jI3^jixI;>3L9dOVijFciMFyfpJsn3Xj4jFqTu922z+B5&K6) zc~#R;MG<3B&_WK&6InBM>(5We-^qO`1#6Xp7L~Pc@;e5r{c<~$bkw5kcE<~T&$h9R zlN;Cxc$AwJNyc_WCt-#eJvc(smO=&4fwPf(hH)_GTg9w&-=e-`%BnzlLhK@b@{#e4 zJt{toJucLG=kEHS+X|oo2Xc<>~!U))o*@EVPeIS82er`-9&B0bFVVD0!1~RaL*UYpIi{* z4LIFL?mih#ZdfRF;?u;&@>!n`z5e|wOPM!LipMKPlb{5;lF!kJf)HNTjUN->XTXrr zr24d1?VT7N+^5#li%76hFT{R>7t!}l3{10>h?@8f#oMpr_=um!kl|}XB{2UT7lh@) zhc;3A3qsLrdi>;wucx=u>D9c|>4p-D8_U<|*sPn%QAcIu5?&P#PaCmj=Qj7Zst0Yq z`S1#-perU~oS&JLB|Ii6(BRplbSdP?y^SGk2AzwF^~}-OloMh}-we&1?ZWlAn;61x zh}>K*)m(ln$osBs?Z#Igzsa?&>$@i{4czO0EPpMl*yjSyf;GP|a%QT%MG}0&#R~#3}U6n#u5vz&Yzt>7LN?e8mPi80kA?JIW|LV9vDrW7;b1my^$Jc*GI zs`h`Wce)iZn9{^M)PfMvoiYR#%+C)U3^-?Z>UAhf6F!lh1@& zX2o{f3dpGrdo|+8+`W#J6!PO|vVITz?Ka)i^CI)jB3rK+d-{Y`(LFRsQWB+r;) zMTQFL7JQOjttzCpWoc{}3C(%x~Y=1gw*|^97fAgBCwr6QMxtw}Wl(T$= zg?^Q;(&o!W7AjSI8VYZVEu>7+80`w7jMEazNV|E(&ZL-^77cg;BIK~@nhVL~CbBA3 z?g>Yc;`(4%(wPOVDd*3RZ13J-m#~O`Kagq16o>WkCVv(xK03I}`>^80yGQHf5i^k8 zAZd?-b$_25Gk5;eQzW01i~?`56<>c%4(m^mbR=ZGG1GFW*G!>cuN1#G1(*3eo%lWy z{KnSw{r%Pe5gg&2x#^%Hb*jyVkACPSQqW6uh+yq@z|_L&>xMCXp;|R|R3T5o^_WR4 zt^erv4^>7rxO2_@CH9AXrW!X!_MAJ{f_q6Fr42t?ZQJMR! z9`R%RO7{wqEf=7Go5t542e{Tp=WYEcc|U{xF@nrq95=k`0~-%G)D*qg6!LJ^-BYwW zlNi%9TE~f9X_Ih+3q+bZocQ{|rn>w4O9L*d$^K1`De6|XHc@_=B0GUFcJ%{mo?cED zv0w?on{fS@eQf=F$}@Bd2s8!mIwJb9V9WLzk5+Ld5-E4%7zquf@K11?qT}VXKVEpb zSBr}~-VXo(e@cVkSXt%!`x$9jQ5cFTe0@1G{U7e=jNE*7*6A=ENr|B)w`t+!EbX2v zSyt2`>Bp{<_UYB0Z{y%L)m5oNzbF}j-uiJFWfXQ=y1?0!RMOSET(wG3wX?LG{vt;2 zC9&qg7f1g-qrW1%+jT+$ToRFT_FYm*K^j;18|rgGQCR$=3P%aibc-lo>0t>)e*`Ck zuV0Vk56EFHxre2VH8w;A$4>d5@7vC%2m++K0Z}1Efq5GpbV&W5+1p-6^n0J-AW>mX zTJqzRKLMb;ikRg7N_EOP{1eOjo$w%bu-jDK8+PYV!~tDM50zJ%(5qYj=sQN`XjopJe^D5IVTg zYnT<-2EB4_)!aXZza$rV#bEIktLmrB@%UbL2A_>$b$_Eszd(Nc5{6ZT0Y-;2cbKr!sd0qz` z$g8(7K!(W+K|UZjy;Cge7iwwkd{uD%>>An5)RzWZ=vlDRO}}}dTH)2l6=p^P&Vx1m z*umR* zD{+9q7`#Zy%9ISLF-Su4L&t`@V8sTgwq4P?PSnO4g;^oQQ}}YQafaifu)r$SeAGHo zYjzhHhWu-4lvGqy;-ua9tP0~%l62_ZdIk*oomtwvDyphLc*#*uSaJ8mpyZ1dl`Ra! zI0CWc!};Txd1V5%*O>j^80+@S-q7@!nI%e}%T&B6`w(>a()OM{}B$?awgg{rfq;I1@*J1)P%K;9cgx4zPsqn^dp_ zfAa61qGCabgJC*>^Xje#O2heWHv0a%sx=_13JD3}3y_R$3j8#JNX|%2eL4U`dJBqZ zpi94uc1h)2MR?e|-VLU&R)jLthezAObsOK_FDM9;PHMFiANhmxiaC>Y{T(Zva=qlG zkSA4oN6dJ5&g**b;s(4wiWnq3=`j{G{`d38XuA+8l5@@e$<7vn60TQB#H+c^^gW%K zaX>mcI)HwV)Kl%sl|z8ieEtkQUe8sGjahFOpFQ3b8yR^HhB~K3iw%d<($u_~chlZn zJR#(Xo2KS)*Tq&MNmWCRA@6cIXO~CQuDc2};u3iT!D$ZWlW$KNhCVWMlS}GE|h7(k6B?PMznY9NX<;hVXhlIo{-J zJFD0Fe~c!!|2Jw9pcz5ogzZ`2l?U1+lurN6jpDE;%n~R>3uOECV!ej=Rl0gcwa_4o z5}E>;`515-ngVkgN^Fd+{OSYzR>E#mI?#dGh<4GU$UVTSzMCsq-LSE_UJz5?hdAmE zxsOr35W8isrkQDIZEEY5cD`L0Zij@SQyGLg;G0`9_DfEw~R$;BtOho zr~=guX5xFPh=_H|FCZ(j0KfvJsz%A-Eev9Tls*bLMQ)dl9Rb#21)$|a=}%X8ili=T zYYJg;tsQp$=WvFksjM`nwd`GXLV;@3$7qqp^KIxsmO}Q3R!{*BPNn-rIF$Aj{pp?y zfBg6tutJZ*Pxcym1TRl?Thlq~c2*HoywO1P3(f>~v%ucAbGAWfBnU|icq(br=&T4Bnm zV)#vJGgBNdpC;b5RVhS0^y>J-bjZq+wCAIa6pqPJOV3~U&V&m4?%wp_WI_{dQ_E*K zl`1!*V$_IJQ))m+)Zl=N!^qs1!|EQw%c>V6wB*Le*gBHx$M{1D3`b2c0XVy9T2-qg zIJ~0@r#+}cypE?}o5Bn9zjE|WYU_RkGq*{Q4PSj=qwg$n`~G$$KQXc4DkH(`SZq@< zcrTKfRHpr_`cMo1Y~R4u1i>YB9NBgAJdvh*ORqYsy8NgwIVuE55#!^;JyPnT4GKY4$CH1dPfVR~Vb zRAX+_y*>YXe$~F1>0;VTFnbWm8^;sx`v%P58)#Ky^n4p}y3yEG-_?^CV!~8$U#2(( zQvGPHeb?DVA8k)LJr-!)&FbRhw$VwczssH-USJ2-_ ztQN*ad#Qgnlq2igE5G(9u;!@-fsq_pNvJ0>{WRyV&xDRlLvFW3atE=0<}0wX1b&)> zGFZr>U)uKsNf^*!@yBM%X;&$%E+aj69|x6&+S)d%R`D7Cby!QlVSPwOaCP;C{`GnM z%vSu&K!?1oRULVI3Wb8CA>Vb-*>F znYtN?UdaME9kUsO-PxPwHeGE{sX|e>Df~1@7lRP!q9NYxOsy(0HT+R>W76{nZbJe1mgldBiQ?OkH6v5p z!(MgP)oDhm^hXtZ|1*qm4;}Ur+?^z8Uslx7daGvYD}w#a6mx%>Xzd@@Zvyt>YbG33 zayq!F@5^6e3>;4mTr*>0)a_pJM7Z%$9w|{d^ySBv5!R9OZP7&jEd8qrVx3hDD*HZh z-~RYne4i?(4S9)K@$*aN9**!tn&~tANsY<%|H}gxsXnSUzc$e)oNHWv3P98qKa)LM zQ(OZwb;>`}V^t2j6oc++rUc+lQs~kczqa_%XX~VXQ@UYR_SA388|&?hhEY$T)D|kn zWFOg(UMKy>WekM1sqY&gPeO*QDzf{-@xzdO{j}A~#5kG`20;r>oB!+*rYJd*;{deC z0{nn*aw!d6@yGD}NcKc5PfDUO(c+iEzGQfHd^pTzFH-O6UWFJadOrjV5#+=qD@I!* zr*a8895DtP=qAWtIdF_$5MYVu88csH(f8opuA(rSfUVAL`Zs=&E@fucsa0gZC{5$4 ztE5sTOojU0G~&k*(acbL4BITNBh;(>ef=By-=B=PCTW0VQ1o7I#irek6R?}-yxT*m z-PW>kjX;vt0RA-OGpPX7mIZb{GS6I~Eq#Q#TPXb%%JdI>*KCFEL5I^it~y$NV-`jz zUJ|9xkWK*?JKUOs>59G@z6cQ4fdl~4+go4(QF1bruyXS~YB7Q4&KdGWQ{TS+UMgKc zk!Rp=tp~ce3wCyVz_~eEHk~^PU^FnbJp~d$;3AU(5?Ykjd}B0R9`&mphKBwGo;c}E zN=mNo7W}?s7*IK^oVxOUglu-4AFnDTgoKlmb7j5|_*jAAu>^z~B;hGAe%QB`O-FdH zBwhlJzcd$M4&0Zw06uzP$|S0S+qS~{ZvZ71N>sfLkU3CB$}BZ-0Y4||tV34T19GNM z7?9^UWAc)U!-{&fETSEK%qK8S2OfV4dDDkQNG4sna>eTB=ZBl`fi4v8rG!eQ$XEd< zGZ45(K7IP?&Z8$!(!fnX-A62BS_L6H&mXf?vWEKUTYqMO{D1gF5s!@Sb7D;svfPm^ z1kdB6zt&%4!gNF50tvVU*;-Vy1ZaJaCN!tt83Lsw1fKg4%9IcEmD*RN0wHDfA})>* zh{ljhs;cBtCMaLn8PL@MYEhj5s(h577U-Yz?BDA%$%P%VXbihn$M4u|(BJD{)#`AS z>5Z)W4Np%wL9#w85k1e{l))ds-6qbQQ*Qe4KcDr5H))YMU_}Iu!<2y?s3thh!-FRX zB+o!>cuMvjOlzDP&$Gx#PslFxm%8wx4Dk>~{03&6nn_o@2Lw+L_YW_&w|x-s=Ci+3 z4Lg@kb&E${=HTGK8Q1qHJ3s`TD8Vye;w*7P?fCKYG)E`>j2zrm1B&WLS9J$^K3*4f zYX4&wE@d!FX{~Hu*gimB_n%L18EGDjsfr5Oqa&wr?tX@bEKoCeAAkKmqOCvScg)9_t+ce3a*4(Nt#f{j5-+a)hV54S?K_gf z|J`#BkNs0uCry!5E5n0H24Y8u--3O=19g6A{pbjgo@c#l1O}QpVytv zfUaW2)|8JD&$e$oOLDRB4FM-=1uF8%kls8K4JiG{{(cu&HzVWYzd(4|2P*}ba=G@_ z{PyZ0s=5f7NC@=|L8k%LxBvpuFiK`|M-ZCeso3F zqN{TDrq}9JEilDS`97(Cq+ogN^mNTD^x4@(M|q)l3A|&O2jI!EoUP9#Fx)+o-N%M{ zYt&E9%{36EogvJ)b^;^eiZCW(qIUOzPyGm_ExAzyyE|WWQxos~UoQrLA0{1kfzEei zomHZa1PACH=XS%f{$xDv;m{Q9LEz!E4SDk9D6+$fY(Y7LJ6*ov>;XTON>L`I4LUu=RQoxDTCgK4kv(N zYnH?Qb&~_Y-03=T+T^^U^Km8iKcJUM!!$Pz|>VflmtdxscXDn^F@jY8DZT|Iif3yau=00kf z8xXtae)JJ3y8jL;ItEcEPcU}AOQv1WVj<*Lt==CkMHnsm#K+oV>TDFwI{(H6`&UVX zm|}K<67N7h@n9Gs;i21kpU7X-A;L=d@`2ka;e1g%Gr8bsrrm-JmU2smV;N~YfkLjF z{OHT8q)`kD#Syn1zaxSE9}7CZ_f-pD1t>6iF~vc$^1zjLWCwSHkl4#$fjuG!++<7E z{dns;T*7qI+0kI*nImQ8k$eig{nvZ~gU8>-t^8tGoLHH{*=ckw|K z_Q0omKnP={Z~8gU>#;EQ$bZHf|7?#h^7lqE=#BiLvYp_28z%YdzAyLy9pkvyI=Xnb z`^HHQZCV^W)4^B2B15c&~hTFaLNP3*q3j*X&fU%#BKW5TO+UE4%-G%Bu5aF(;0XPrwuA!2E50R88-!`2aYYM zU;zqMK|tkJX1~Rvw8NmAMkF8nG){@gKkAnK@HmOU);}Phq!mgNDg%_nDE)0m#s7^c zvY}kW{|lnnl{_x^T;aV&XPXE%o#;@9+Fw7;oxlF)W#ANUM05Gze1HJng|r=1b_a@! zP~k-cMRiuEdqtpl0YK3PfIvXX1+A_FLTChwRs*2esa-c8)S-Q2hr56W-Nb|EumFB3 z-To$W5BqY=6EsQCE1}*5s_-{ZXvv+fR0w!rneq^?fcACs8)xO4KjghVWWPf%5o52zSx zWOQ`5>3HUuM`G{5ihjqE}X&K$Vn%<6+UQnXmjA|Y-#uf?@v$uCmPcl zCW(A6_m)6K0E@OnL_~mj`^_RtT3TA4!~2L^{_}&kC9Y%?cHBcg42Ct0+2y-*1*626 z)VlMdRJ`InPF*dxiZ%lZ8%~^!vfTaolZA4C^~U)P`yU@YMS*lQ=px(TpP*AI|0#<4 zw_wN#iF@{}21t2vgKP{8cl%tR%IW*58RH1&5`E(E55lOQp%OfeZ9)Ss$(RY%1wudBf3PKnU} zgv*2T3T}aFvxNJV`3r;xSmWiEUROy ztmP(nNgA@aapDCp9bf7YoE_z^Pj8q^^`1eVpOA`%EU?z_Deh24@d{FjD?VW@=xB`;Et2=zznM-*GlL;)C4 zTt-y3(O8>hkM6YQ*5TEk%ULYaUHJh#Rq{n@P=E%$*~Ofs+IMSuK+a%@@-WQbE2qh5 zs*gOZ!O1POlqqAP9`-*M;sNh)<3fPK<3X}=HvWD*W8BuI^ZL2wwz(roD8 zqekTCIyW3~gyynIIKo?z`&zq_Klblt+RFScx%fC*iyblwB7Q_i7#C>3{O{+NJ}+wE zDd3Al@2r$pKxCPE@U55dEh|6*4se*q00H2WTWtBr9l#~Z5R>}r%90!)13x`@56)JC z4t>4-^!LpR@O|wSMfP3j#yjvQ1o7Z`-jTR37k=hv=}9oI|h37mYnI<@=Z8r$%rF?D&0g|BT%24We|N^~ol7G^JL<2+?|e z=qbMg+~Z)_qVW_wCE(`NLF~mo_}P+Edi%-EgJ1rgu*o=LEGjz+8%ZN=7WCUlQHe!> zl+B<9{39@|ulvaP?txwgC|7!=`GN3o58E;%zJwt8xG>4$Y6&cZbUZTuam5UvkoFlKx^4?07m)x>PSph6TC zE_IvkaRRjiP(vski@AaHl{j&sdLRhv`Y==|%4SeeaPt3j`Da8|n27tKkqh z4`ChOEF48^N1>EG*2w)R2-cc`gz3Hn2Qv%`rW1VyTqZt?gusT6d$-qe zb{?(Af5l)W{4^;k&#%&HR9QAs?fB=*U4UnKZVk79ty@542nn&{qW+fvX@g z3D{5#Iuo$=!g{9(w=qV7`$iY9YSQ)EfXSlJs%3$w4`;W7c;L35s6PL1veqn?==WW9 z|A*1(ry>4Nf(>MNisX7hXsdK2h`A3ezRT~g?M<~{l-NP+4FY!Ghs!7S>DOzWz3X$&X4t;?dYIh} zyHT6>5{Cavx^E%`Um?5O;MUN`vc596Q?PiC;c!byd)vWaje=+L;x4#Kvb?kF4uz40 z5q$_&7)pVE34vJ#Hwl5%T4V9hJ?6JVv+j^6x(J54JnzQ;by zxAxG}(--(|xeHXRo6}u*1>&BNLsM%d!h?uC3N#%ML0}aF8QB)pwfy$}Gy*X*KHr++ zn^S))d8f3_R;JrVzdzOt^VRNfr{wg7P#nWf|72c}@3(hvhpp;lM&f-O zPAy(I5FV-!1m$*D^ZcI1#WjGljWEjJlR;%yL5{)#RG?7NQB;8d)Nl`BQMDIH@u4Yl z$Si+??d37-PYiu3?_P3?G94hFjM^#INMT{&s@iuDN(F5pIBRTeZNI)aiwXqAK+>K? zy%X(?L6xN3KODnyoC{h29W+63AW-IgX}77*&}V^*&7i+v1|o(s+Y6u2n|~N=L8ZA- zX%C~DpVZRQh7SUf8fv;6oOE)gSdzwA+pC~?3G0G5sAq>Zr}fOV{xy~pzjympSLa2_ zGMsld2E!U%jl*+b9vb)biE^BHQATJcZN z>>E*n{fpR|90a%ff5x*Pkk>$gmZ;#-eN=`q61|$!tjWVY)Qs-i$%7J*gKu5XB0042 zU#`HAxEi_submf=oQT|y(f2L3p=1AlF<*`<;4SQ<_cbJNzmhfzQ!ZmPzsV7H6kG)K zPxr&TgFjuUqWb$l=|H{Kx5VtiCQE`H>lY?sE}0 zDysi_Q><|HE7$ge+Q;Z0X-DBIq2rU|^P(zx2?!23(Kxt<8hxq=+I+SDxFrlMhzcHx zug$|;+191!* zm^er9mc@StqBj0#oYZg3Fo^V4fxNr6?G}LEmo+q~HtvFs@8tg;i$=JhCF@pS8KGJo z6_eL5aWre#9Z39S^LM>^@Yhd0gnk_q&q75|K-lTcJ3r8xmsx2$m+1LBep5WV8|SwJ z0cimQd&XXq+z#T*r~o*~l>7vpDMC}&m)}8p6tuBlf|dxXr;WCMK%W-)+L_%_k53#- z^2JyjZr$fcUB%-RWnFp|)#j2x0Ux=Xf-~cBf(8i*O5V*@qkVV}sa9`VrIC)vz*rVzo@%Kwqqr8l3OyugVWy6fG!t_^dCp8j2)h zA*zAM8dZlXoqhl9;2;4t80fC!3pXis=0-rG=~+e2zhSR41kz0aiYmPg_OAzYa@6Me zwQLtgEgPbInltA^M)i$f%CA2PyHaIU$kr>tU3i`J+t;>s^LOIGF5Y75pJv^)bfU-= z3=IpFD_$?Sso_;YB-c~o2M{?_Vk|Upg)dC!RnmfLIC>00-U8Ge{;i{-k`mZ&XW~Zy z&xhzb=iShx>$8M}8}I;6)$qAKw~sAvoDdK=E-mdpG0|67k(knAE;Of`n^Cq)S8Q#^!X4mDpj+B&Hy4j3 z_Pv%pnfWfwz1PWMfceS+!n}QJ)k6mRdMGN)+P^g-6wkneCxi(qF23sw+}PbpH!ol* z966-kNK?u8Z3?3EiLWqDc|jp&viX}19n_B#&T^uaso@4@6*J?+`T_N-3J$9Vq(mNPwMkO zS;I{0i(HLhGllu`_SWrw@Wp~tpv7;GA^MmTVpC)=*;g?7)aXI&)svbtP->xRJkZ?K z1d|$Uv4|q@moH;LmF3Ak0{`pRFKSRAR8v#?PchB>X!gy2ifKNNpY_Ue&+El zxt+U_DXXU*rtAIb;Q`)J*({!LA7{7jW1t_~%mgj&-)5Gx%w8O`yQFOIqHUYkn(+$9 zx3R%3`JzH)3yNsW*gmt~GJDEU4q{q1-8gzss7kH41;X+$Q~=;#gscV*_ZFJ?d{tsA z_jVJ&VF47I1PW^)KkIP4!4usI{|5MbXz^6a#>GL%9Q3Q7(`Mcya^wHTEO0P~UlkaK zPBLqTVPl}!ZVdoG z)J=t0zw``(+7;?!$J8My1Kx@Nq#-Rq-3t23f>1egP)=;m&|s@#JD&^x1L?>@x9MwW zrVdTofDR_HCc5KL%Yct25E#!vHY^V`@PIxD8U{x|ybfIIhxWOpL7>q%6^_CKo*;8y zf(9j$V^P{rNQSGZ1obCWm>oUZP?0yB?kSMqOSj&#b2-FC#>&E-au6VDisob;cm5RF zn&CX5=@gLE`wzGMqL#WzWw{5w{B{8Y)_ONyak->!GTHCVe_847l3$?%Fwm;GBj2ED zi_QLd(6>&Hyntpq+_KLD(7!d^UZ1}HZo=iGF_nnbS16x*a=p-a1P*}Il9CY6g%mcc zc|yVDN(+fX&>!~`v~Ky3nsJv9?cVvdHWXWE)4nH|(42{DBxIl%H`yx-C~Rf@GM;p1 z7*eICFxo(v7fFg3Af?iZV>qW^uLm(W1xq z$4qWCe!HbHpf?W5e{h0=3CZQG_I6pGOKAN3?sCTTdkHC}Fz?M0jYl1A&y~DoStW?6 z=CW7386x5sxqT7lExhxiSNGA&`seAkG8=RA4*iisHoa|Gx-4s9vwGvm1VoS_lbt4? zr&rs{+?YXlPtJX2Jplx~qEb^Wghl+!8l%2>{Cqf>=(9xK(P02cBW*|Lho8$EPzXr~ z0U?}D{)ewjv}~^WUDemWq+CZ0fRH!%bVuhZy!k*ja}45G&|2;En98b;JG&;k!}Pm# zF9I|LUqT{O+I8Y{<(}*l6Th8!Sh3LHDhjG!lpv@K=IAsA>Ozx1kxs(%*Hd1b!Lnm8 z7(p;h5%1m|N%Z~GK;&x_Xv4Sf9z0A|2av+)t7yAPF^qba^{D&&k6JKHwF!52Avoy7 z*bMEeK;YQ``R!)l-!WSleg)ayD2SJWAg6x#QLRcitL(i3z) zj83cwU=267{!~J5wm5*k)@ySw90tqMI?4(m4(_S^QR+er8hyD&AEv)SNv2U*>hus5 zo7}TNa{1Avruw#ABVwXMGEdDuwPe2YilRmVr|Lif!rl-D&Ii>eLhlduNG{)IeKq}DT(n8hn(C?P{Irc_yShj z)fj>1Un$`~tZN=HGs^F726>u2urYr;h=27#lrLJ$lnKH0&Lf0H#skLApcAKS51N&q zY66oAY}&`M^3=?tCjvm69fjrFEB6!tX$fc@zuA)53n_%dwzj8{^;W;%&bu2arSlcR zkg-&S1CGu6&kWJ_4o@~H%HD7gKMQKnJ;k7DFMj7os^1<2MoU9`_tf%?ed7d2h>ZOP z_hg2A*H*PWjUL#L?Jq}9B*8A@I27u^O}KcIWTI?4U;cu^0Q1(DgCP8A_`~$!O|K>OPcv^lF@%6^EKn3w;W zw8x16}R2ZV1K^gnuVK=Fd*>Xf{G z(bQeIvRjn#QI49VC@iG_IHntt><=YVijv4kA;()yUQ)i>i6!+!FkWa%bNg)KoI5G0KZ+A4lR!h z4{Vq$SgW|Yy2dev3(MkiTW)8OJT*D`4@FL!$B(*&Nphh{fWYUFKQa~zl={i^96S}e zfm4u4epzti43xV)J&1GApvtfTGLE;=NQOcYAU^A7p8FsX^sTfFtG%U5M56*p^n2_R zk$wBI(jhe9p+-~=5YmHxt$pD`>z^Jtp+SOw)!$fe|6hLru>FX~Vn673z`S?W3BRxS z&Yhbkp*95Q3GedzV-I+{-=7u1pi{412JD+eLe~2am|=#)Y)Nf>v7Dcs&`SV{il%L8 ztY9Aj0)JBacgTzOwMuS=pVxa3X_6_(k3j+fG@<+?_xvx00dO`cI=HyFPNgzLi70 zy0OKr<7IiOgTGfMN@whjFBs{k5OtYivI}Qn+NjT+QabD}bNYHJkD}OxPwuA~!b=kOmV}nY6+37xc{@ z;U@tX!mGX1#k=h8-La-Kz92S)hOv&cM*so|dM=&!`r{LD<;4JaHB>b(RY7LHt%dr0;LD!K6JeP zxTe_mUU|&2LF(jW-Su7C{oOb~eN$U2^Lug-4C$H-m3zm+ot&n+E<+*+l6F$_mGciD zJ>r_1d%<|t{dnvdUU_FfxEu&tMo#wRh{$@E72F==d(!9P;zCNE5S)=gEFci(v*6DF z6*~OldW#-c5xdg8d!(rk@M)Bq;9P$8;<~dR-B{L7<1*35RB{s<7QdLl%{?lAPjqW- zp5w%c2O#J9xjJAA=0OCpZb|%I*cx=T@*e(?Ghr5uQSneXfp+yqBqXS=&B>O!P4no?!toky8OQWvG#Gx-g1{Sig`DdG++`-Q)lZu9AQRi)J7P!{xQ!j(luv_~z zzM6pe%y7fgp-Y!baYFZoDr5-=)NalWsC#&>a-Xmvf^r=ni`>^9ZwcOvb)E6QM0nz} zYRU<+J%@M|V>_RRwaM1~j48$@+tdAfU@1p_{i0Cl&6OoN^s+Wi=y0ZXh5#j#C?xZu z4NDwZvEYt(=9}GwEF6_Wxz}pEj3*yH@jV5dE*h3&FCh33J9~Fm4dw`$8CVr*X%UEv zi#xKh0kH_QM*P4Zj@Gj)bQ+c3-Cm{}{ICW=yjWkKsO9=XD<<NnfJ#3ECtc05Ep-5i8Pf)~{6;|o9 zA*`$%)b(bAtQ)8MscG71swd~-V42&aW^I}0bXbGjCTb)-{ zR#v#zuAOXN8wwx-z9YQnpFgu=@9%u?W75{vZb=HSZ*PCdD*M9%4#v8$)v+YMT@Jpf z6N-wj80+ixn{X^|SW8fUz26 z#IM&qux;(yM7H1nGZ>*^UhbMyNK(2u(_q?BfU z;oQfMn{WO0SOL6Nhp~qT8t=(T`1Sj@oR)xf>n>&0!bpHv9fZ=Rb_SDArR04m;Bx1* z=ste*vU?2YEvJacVeFw}i4PxB5VK2fGQ!9^jx}0dNerojl>@+zSq*_70`d69bYAC! z;4?pe)*gqa<>VNV>CWz5Ph#BtAm5VIdgi@}cTU#8wIUp0kzM)gia#qp!2!f;Ba{6B zbx#sZ?+k^(Tnb6#Z8jKQSWHE_ocDHUFOd>+J~#s9Z`GN-3=xs5>(ysM?*(R*{n0b2 zT##ojt4&l0yHyy8Z|dKl&a3`z4>Pc3+G?H_ga|w%@gZV+e1F9E4y2T*D|gc_2dnGov*B?KIZ!v zUKt$0I~zYAeQ}-7z5X$jmy0ktrt|3*LZ-#(>grmR{Bx8z#tcgMeuv9nv3m#mItJ{A zcAoJrZR*pfG`YFAXND?c?R&3I_B4+c5UM#biM<64luo8w85(=nXV%Z&y}djdoWJfe6W`vRxyX0%C*j28BzTj& zwZC`rLD=1CZ`T(RZ{3z=*m#l3S6V4`9-if@MRwi!1)fjX?)5dyezOI^^3dmECT2Zv zvbNVpd1hw6nc3KoR5eC79hF?T>Ek1(Gh{zIKp+0`_d8S4Eui1XQtbsWZggo(bt(=X z(d_o^u!I|W@OL6U>*J4^#1dt_-BmE_Q5HWgHf5<+U4?GBmxXtSR(a%h`Kzl7FR7^w ze}2eVu{*$KKg}~G<`*IV$$fnx5ArHWD-(;qxqd9R|L_|ME-4Y=H#{NPlrlFtR?d`9;*Iu4i4$@9jp?`8z<<9)>%;1Lv z2nn4R&1r>%wA2!gRDpj|`=ch^RLZqJEa~#)(ne^@TU} z3s^MH8_vSndVWnf-KR{dOW~clFSwpC-w**83HB_9)CMi2@yxdVhvxq&APOgUgmX6O56h>jZN0q@I-f49Vi6we63OwTH*~M88lZ$3()i zr1YJLv2R6fwA)sU?CgONF*t>C6LESOgXQQzOD9XoQQTTmhoClvYTj+jkbNR~GK z^^cNK^A$JF4VLBooa~Pc3E`fYW-ylS>Fu>{j5_)ts3pyBZ!OcXR2V8?EGODDu9pfw zgFY-btLz)aFVCOnADJy4>W+Km>f|(GZ~_b=u~m+_ zd2`hssCGEIv-L7m8SdJ3_TPH^Z+*L`Q@MayfWiRqPSl8~=7I|f zNFg4u{$BDB!1Vy&0E6z$(8r&K_D(6CI~OOjK@Ohf#NfBcZ^fNmyZ-p{JZH})3=b;+ zDbD3?+>wu~J>OQQB^DmK&_8#L$|z^RBJ2_p;WvusBb+12K&RN>~yFbJGKJW8B&%5IvSRDK$s#nvN zlaJZ2yaRXSoUGp9=gUox%G=A6TF6x;Yv{fM$(2N@7|MI=cV}rMxkZQJ_qVI3+h?Jj zbUk6eYz6Pg_|2h;ra0nXSf+(c<~rEh-#IHvc8UoZst8NnDZTqu3O)cIwBH=F1^zc<>MBAE}r1NnxB6JdVEY#3z(XuxH3tgI2~cmGinHV zuBI)+*rIsq)F~Q`@=b=EqU7H4RC>(S&Wl3C^LfiE~KlQ##&qIH>HXs_a61s;LxRaAO zzT$isP2Rq@Zxx+8MW?#`Rvh)&L|%-3{P@w@!QntQWdaD`_Bmy_$dr@~4i1g)o-XR= zCW~AgER~roi7iS=scNOGUrsO~O^lB#z-90^#N(+N0lQZ~Tj-oQQ@Emv=LCstV{d;o zIa!E=cyK)5^yd3#KCaTKz|`x4OG|fy{Jx%-C&j?Pkfi2!D>#^h5@w!8W85Y!9l6K# zZyc%hIQFdT*W1kx*MioHXX9!9^{<$U65uvMGMs@Z!br@Nn8f z>@;e}ICSJ;%()&BF$$f9va0ICpYc-E`_5hW4<0_OsYMKF2;FGkqL;|I&2$mk&h=eE9r1A~#n8estTHu_A<<=J4UeP_D9_YNEpUPTHlY=r=#i zu>YnlOtXsz7kIR(R2FaVxCeu)o|4qP7j5QF2{`}f+yC=G;~jVi^o87psw(>e6%`-v z3@ieHW^H40`QE*Ihn``VunStacUoFnBzS1vz-fR+%I4_kXnp~KTk-MP#itw`R-?8> zMMd?@pkdct%@?V#>*9*=7|mZ(?)RqYw^@(``1#dn1J8qOk^6mpeYuyvx^us$qwj4QnbkE=@k_QU& zwU;ja;JY3F`&B;~yRg+fd7{j%UEA1r-@pp)CFk}u22kgF6ciMaG=oyWTzb>SbP4lR za6$qfGS2tqWlmw?Hgr-TNVNkQxqr1RNJB$o4Ks7GW82n|kr86vsELWmlV{JWyDbO} zl?cTs*N@wx*2_I!@&w!0Pg7GRP957F+EQNQZa|DA3xkXOGHrZHDM&_Inw5jY5nqY- zTTr{wfBr;kx(4wG!|8H4T=|Hz+rCycJmdBo$EUR|(`E^hUgGoTYEZ!uh7@PC+JuAX z3MhpnKRrsh_qM`=2x^Fi&hP))0~wA6*2?AA%|8y$fBBMy=Q{WK?M`}+HdH)>5(#F7~h8tQedtTi1SocMiE{4IbhmKQ$iXXp3}Pt485-ArFzjEC|_0tKrvB7HnUt;Fo?EXBdW0qM^Ia$ti`{f{4P5)vxFH9deA zHaJ=8l#UZ)c_Su<>gMhqui`x+jybRtU*9L4rOw9VaPNo-Eh)A%Hyf#`tMj&prZlVj8+6U3k!>wsAyJJec%qPt}z-yX>=I=C@ASiCMO?2 zQG5uq9%ZOaekikvSAwi7vs_&_(0=*3$?-QR_?lgdD(_2MJTXAfGgz7%DpKCJPpYb_ zYKq^=%Btb@>!UZKqfIdIBO6G_JiMa9M>lJ}h&z6+9&473xF{tnD=RQ#zs&C{g|l?C zwe?8Dn>WYIDle7|T$p?#l#NbQGv*)Y$(Kz20fb##UT$*w^y%($96I9F(QPTD0j)_w z+Em`S*S0az5EaRn60Lw)T$%zR(Pok?N}XMV8IDW<5kvVw_)45D&q{?TFE& zTemWxJv@$sAKzJEt`s#g?71A@vpA6HwRPWxeAqLm(&& z-SdE-vBzSns(-Ed(^!_cI(Q^%U$k8M{iJ7RfQQK0mOdPJBEP@kG6%;Cd1}= zF80jKOtb1hb+lI7onmg>sI9GK2>AI+X{Lo-C8Z&fdLu&lrg~YKG$dCZ?Hh8)o=^ z?k&QW+$9Itf8}@GM_d6sEXj#mhXf<6C{nE``C|I9B;{IYgK>Qypm77uEO&F|@OgYZ z-O%r?RV!0c)6>&zudg#`Pngeh95PcMB*yI?xhsDeR=!P~oCjdI<=606J{&D5k)Xo# zqN&L^*GP<4+LSOUE`0f72TBgj);n*L*wtjKX@Qn4uU^?;xM$KnpJ>>9n3gALzh3h- zpLql97<%p6CVqZXJInE({0Y>R7~$=fyh!@ns{16q?;A@!7!?^wk<8~ijeA0XG+bRS zZtgW>snV+z?NYv{co&DDm_-%4v4o2~dsr&m|RiKXb9Bou^>ywW%YYU5?w6#ciwcc97NIoEt0250vx7s*6n{5)Q z+z1Fi0wH&OLjy7LH}^3!(696^A6r{n$rBHcZ%WsQLl#RxGobUSw$j@$OG)KzUu15cUXZ>1c3|LSW+l)p1h5G$N&3mE+7~XAH zuVtlq7gCG1VgaOmnwD*rmX=~#i;S`<?}&-QDXh;PHH6Etr_`#;7e8)q%;ljox#E z>R2#*e)<9YGG+wq+`c^oJ?yI(@RV@wqkcnY=PjyLz==_gu^`*-&dyD8a&jmo7Zw-) zK<^xpnG=FFL`^+q+5<-?r{K(^VY7@Xbu@+KxZzp5P?N(DPJJu_og?v{Ab{e)S$ZPNxYef=ms zFb|>g<7W&xKV=3uQ|WSs(okhv}{*za6fu|8Nff9q9gs=cSR{ztzSY zPagWe@p8KhR&cj-XDAMY`r@VKm6egHsTIMDO+ejxTbXx;w!0vIS))xkr8SM0-a_yl z?Jhi$$I~zvUrgxQM)LFH#Pf*v>~-r44hv%eE+L{n;p2u!Wn0jzGHBQV06F>i_z;Qs z<*kX@ern0j&u3*W&0YBl+9XklW3t--U1iFtH;nWl(+3wRs9PyZjm@A9CdiAh;vSDUdDl?gP7_GJAphmSa*NfGli>KzBUXh#8BKP+oL(Q0j8jl`LYekZ|7ba!(HV;hL?P5`)RKs-|Mo!=HjUtj_3Xz1_XOads0k_#3O zCnG8WeTs^U>$n#opkgMR2+Ib+G@Olt+S(oIS}Z7!NKU=hUG z>JwExd#M%sAC4-!Pem6 z;SmG;BM^kJ@g0N3zat`KE~giC?DKL{C` zgy7Ep)y&kC7%$Es?>lde^z$8`WE~sZc6s?&EY|4UoIY+oyZa@il83lKIh7dujm1Jr zL9|Gx#7kn2og#BBD=(&hXJTYzWn~rL8>p$N30|wO#Gc*w{t<}nBv1)1;Bed6+8W!< zl35q>3HI?e1tiegZQ|nBp z`0^Jo?U7AAVd9|{TG$L#1%zI`s&HZ26zx@$ce4aRyIrq_eBCG)>H=1r@K}MyVw{IcasmDl(z4E4DM4n!al$*~b5>_(ixI=*k+6V9+tDAx zh#6AOi9BAc0rC#|j`5REln~eAen$i`5MvP09nsNY1vEtk8x4{a{-bsjGzo`!v_Hh@ zYuKQ;M`MXoKp;FZaWeuV6OH{Z46ng%UIXaChang(#3&-qdFt^7!_0kle)s^U@VCW^ zXaS)c6uoBW;9#Lu&!c4@iV&gXF*p`awY0%^lR#{*m+aTw)n$vffqrG3y1KfBg#|&W zph(WTf4>u`21(KR@BGa`k679EEL|?31kkm@5R87-d-s;i>YkY?9&Xfm05p>)WRhqM zxT4UggK-eI6V4eebR6cteif6H43E)Vz01tb3%-=eGU(@dV$K}6P6mt{v;hQg>o2*A zUIGF~D0o-M#~N@dz-D0NN*(G6!O`BGz@_laR32D3)cB5 SLe`V;M_2pU!9uci$iD$lP{*|Z literal 0 HcmV?d00001 diff --git a/codes/MonteCarlo/results/20210317-123623/rewards_train.npy b/codes/MonteCarlo/results/20210317-123623/rewards_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..1c8d0344b2a98607dfc21d469b056a5dab140fdc GIT binary patch literal 1328 zcmbW1O-NKx7=~xk7Pi!li=aV*YcPT?0trDx&{b25nX-k*#krv&GjhitP=+=swCTs7 zO(Y4f42>cwkY?9X)Q#n41}3A0Naa789!JmfZtk+PdG7n3@0{=4?|k>Zh$U{`z84M+ zg+`sEm+AJM8xg0ex6z44ocn2iz;{z!X+PDq?t_0en5NH+4{ zf*p~G_=Pa+VU*ezDb32xoPb^zuGy8Y!TR;EZ zGQ4Y9XJLv*_MsPD!@e!(YUW8}9^n5bZjpSI_&Lu12>q1#*XRQ08Ae|S+0li5PJ9JA z1zBd6&~f4lXwsTz=qij)=y}-5x;gY4_ysP&G2+6UZyI0k{{g)M(@^WP=t=ksYCYFs z9^#jiNA;M(UxnMS3@T3Vv5x;93Tzvq9gOm*PFD%sfG?r?^bcD1uX=vNSD#E!?-6{R z?{Q$ikLWloLY-?7y$Rc49?nA5`7K)cMD3${_)FX?co%j<^_BcPf%rZ26Ie!JMdj7| vDc=v`b)Rd2^@>;A4D&kw*T8!9jq;5%{|>58_NT9%quVr8_dw)P4D+e8h5 diff --git a/codes/PolicyGradient/logs/eval/20201123-170440/rewards_moving_average/events.out.tfevents.1606122284.MacBook-Pro.local.78801.2 b/codes/PolicyGradient/logs/eval/20201123-170440/rewards_moving_average/events.out.tfevents.1606122284.MacBook-Pro.local.78801.2 deleted file mode 100644 index 909ca5f0154f203b8205b571d598c7b998f5333b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 13713 zcmZA7cRben`v>rZL?vydC@Y)W9=FwnO6ufjsT64lsZ>Vf6r~asEz%%Dlv5~86>S=v zhKknF4(D{5G=BZQmw#Swe?K3u$8~=`_j_EITeTDa<@_;5Q_<7dsrpgNJ=Z}!W`zgL z4>NI(m=m_t-rOh3wcn5q=WqI0OR-jsor;WsijuODLin7>fbiK%`gQ8$P7U$SQvgTg zyZkRyr88oSQa4gq(kUKrbsty8vWTDBThas#@@dwa@zptlfk?2)mIyCVK)o&zO( zf4Ty2kivMziinf_9H_T+hbrK-O}{f%Li{63N<|L7h}9YcA(5bQX9bKZZjD7L_A=x zlvb+di~!tH;?GzG@vIS!bgz@w1HdV|fsA`0o-)yit{pRQ1AKSk9LBv7->h*YsZ+~c zz{9HNG46x7#oLiI51xDlINCp$abLuf0-b2!v;%(u-f=CIaX-W|OPuKW+fuAK)p#M} z{)h+3I8j!Bn;#_i2<^ZF5KGF8NGU=l0&v>p4y=m!l7l*>l+;85ZgCCgG6o|48Kg;L zuS5p{o|V{v2O;({>`NKT&3*zdc(#<2)exti8$fnrt{DTKJuQ;)V8rqMYV>erz%9VX zUqmw=g1F(X24$5_I|W#6WGrKK#Fz3l$^A#!b-)n~af~$(*97X)?|;YOUf1Hkit$jy zay|4ZJb%n|NH#x`z<3zqA>jrTYGCLLILtbcu_oeGrABnIv>A7#`AO>-Yau>A!GxBd z8ITLfYab^u)<*pFxhcJScWNeJZPygWI*2{3B;?cf=TN{JCpIzGMO+nYPB#0NH~|iE zO=CP9acqty)!xX=2E5|tR>pdWwYFGOX8*?r03Wg5!B`)0sGJRT*)l92ux-Dcj13UC zC)iR+=70Ktla+TfHbgv2#h#KAbYBC$zjZHTBg9km94N7JNiV<|%KI1_BmPZWN?+Cu z3qw3Mm$3=rm}UpEk-iBBeB@jnV^hQ}T^-4$%IpW=Q1t_h%@8jNbEFH8J*oj`MinuZ zAWq-zNV~Pl@Bq5fdWf+(V$EzPDhl}%x33RjhZ$QSuJd!Itg&Zepp4}OC5$Z*=dN|4 zD`PY^0DdHYl(7}!CmznU;o3+%ju$K|XKal)@V+zo9Bd4PWZQcu7~3GuBNsAvzLNyl z#rQO1Tg0(YI#R5X(5ZQt7A3&mj4vSsi0n0l#&j${kaE0GAxU z&3FXjaapd^d7mnN>%6|-WlV@YR9wj=_Erfbdj;QP?1s4eM>8@!J~R%ndG&q9?ua)u zNJuKP9+QnuHZb-;?AgbXelO{h2g%yo9y1<^_+z0JS@|!P0;V5N8IMA&a^0Fb54^n* zaOUME#-kBWTVqSEU6zdkT#)*bu_t2rFLv~-f4n+i`GyWW260H5KDiG`odDP+@eLLJL>z0XNBYZto(1gtQKshq z8)KD8h))+9P^Z8udBE$kWA z&Vp|Dj8X&~6s5&@He!!;mK1j_Z`v0j}I&#&|yBrjd4Z??%i!z~*um zjDr!Ey4X{v{;rOIZ-iMf4ngc-??9pLo;iSnD{L5tA`Y^2Af0h$+W^my*fU;$ICYx? zy|mE71sf42WgLcBc7X#md*8!d^ukRi#tRY0kCIZ-_yW8!Htup|ya@5KrH*89*5fVI zJSEJH@nXcmot>!mgWod1!yk6waKtl@8q=Dp|8TGn+&+?%mmrqrn9`fmeaj(vb*m@i zrHB)ZB$T;I=@H-)OU5u>hIqt7O;R1O1IH`}LdG$UK&+XjLsdN_*msAkdNYnhtg(AI zl}u{KR(jbBAI4FLZ~ph|pdWqhC)E7NX%gdT#JA5IQNKegivhph*@2fMuJ5Z(`4SgX zz>f=jIXMRL^n=6bO=G4E;Qm?D8OI_XnyF1kTRuGn9NW#0@e0J&`}@;wm3k$>PA_IM zjzipZc@WLA-(3jU^XM$be;^+8atO&x7;r_sW2Ah)p|`nWTJaplD}|ZzkDJ4&OUWPy z(8I?Bv0f$U^z2_RT<+uo(5As5tm6gU)liSR&-*kQ^bh|q)(L`c@im~PhnMs~Pq$yp zdbOanRvXcc$^-pDH+e5*y++U{$doSZl&uHd*d>y6qM-jfEg^>y1$C&SJM>yXKa9|# z!lTy;K#ypN=InKXHc}r>8g0e>xZKHwN^ReTl3$3A!~+jaHY*mVoyEzK-=~K`*w^pk$}K^PmR@Y+#)# z=s&78>7dS(XwWX68(F6b`s{dJTKGi=zf~qzJM5l@j?uoX0S!W1ZKGBfMZ>~##?0=7Cv)(D_JyFKwE;nrn=q)L^ ztTP2Y&CZnUW`uSHUAZuy^)5l%UN@tKv%5Bcu3J#Zdbgmx>dfhzdy^sPmX{rRkDz-g zY16_w{du6bzdpp-dj)+!b2v53?a>HY{n=sGS%OYqqfh#C2aN}v@Tin^wxI8(8d1xR zVM(A<^^URLC+Hrxj7dqhowC_ENH34Db~4y9`#5E%}Sr-Vp zq{xOm*Qem~jy1T#`hcKMj_C#-M|1UF*3Qqx=7F#qaEnR z=9BTD`=7nV`kPhKemBd!i-Q53TeMr!GN>Z9`v8WjI$G&%27Yq8T)RDHU&iD%2 zXwV>K)d!-2Hq%(4plWx?IplZ|jm?ekVK7FV)|2_HjW=yBm;QWYh-G zUqYK%pAfWlg&{qN&Y1~1A|rsQV02Jf0}iXT~@ z7WDYJ5}FvJKM=Cp{5$j+L67RGNxLp=x(zz{_Giwn5cI~WI&^l_^=Q!NW!hMu6?CcG zaB3_*F$Hw$if^pX30k36pLUn+!%z8M@h9u^fu)ZSb#;KYV)92;Cpy%iJ zWPMf8ZL4)iChz)t(Cs?CSzi-$jGG?mjoX8}X5L?YSyv0%VX^_qMJrZ9_Ux?#Sl0;p zsEiRka6aq>x;kqR>+6D^bi;(Ix^D0QUHoY<>l=c88EQsXn+Ldo?(V9=`lg_RM@eYf zj(L|rhnyJ3`j(()F0~-FyEFa)9o}D)b*-RJ2WeBYX>K6sSy|ew>jWKuJHdUeNBpOGq{-340R1^;WF!3%c7i zbLtVYZzp6wZM9+jK+w7I7S#U56(ZBhCbw)^7#fQY4{K4efZ3Jr~=d-wAqBnI`34`SUeo2e!`S z>}Elib=9Sye)TD!uei=)-6Cjd%Ww+cP>OH9qG2}cRzX{98Ir+-8~;J}$<^~%|0C$8 zI%Bdsm17P1;kWs${}uH0Gp3aDb-xej%%V`%?*(0FU`}6CLf?Xpuv*CaKS3wyTF`(N zKkU3#xP-I*An5+$8mYM?qf>uqNMaU%G?VPm5yxNzgUgwj>|A8MD(X zV_1I{^l^JT$`~ApZ^x%Oj`bHohmW(T<>dvxLnSHt@vOfJy3-*C3b=Q15$L|#I&_<$ zR|Xl9S)toi&}ZYD9@b zQSb!QtIAk!5VTvS6|K_vc?9&259O?r1wC2Enq;%*V&^r`>J;k~K?j9dll*|z>yRCC zrh@fGL4W@B8~Gz1l{mF{XmytLCP7D;>CwlE@wnzU?5||KSyBugLBRIbc^*?LC^Xm zp)nL129^BQRLgpspwIqVX&2Td`~dyj_zvssg1*>hNYx)>-+&GuSkHQgpjEG!(7igv zTc9h~K46_L=-5FLdNr@~FVL~?8(3!uS{i3gZP7PeKtGLn%zCGwZ{=E&^h^o%JBzwJ zW1T7JQ_HO=&6V!Yc8cON(gv95?6Aoo@5U4ny-jYZr}#7P9nC2e*#?=5&Y)bG{pKMwt>pqK}QKbrJ0GivxptxMuq{!^~XICcM&l_ z)8|0}Bsp^MT*P0ASO#028HEJjSuziCR}tHQ(?E0jZ44;-32`@$8-_ocNs?E2dL!;G zVi|rkubM>goUtdEW_h0$2%l>PPi8L5pj|PwIsM5pOg0p;HI&t_&L+uT z(^ewxD`F*-y|QT{_;mFu#9xb8hS$!Dc!CX`gAn%_#KT1F1oKU60}0-ypNM$4 zh-J8cTJ22m{h0lTO+@SnUg0Nt5FD?60PzTptC#Dxp?GWxVp9<-z_Z&}AA*lvNJTtS z#LlpOGuS8Hh)VSOrZ7`|1%~(2$APOvEzu92Yv0;8(s! z5u1zH391L^(bv5?{W#+9L~I2Uy{BtP@}oA{h%H3y1k+Bxpxg1{<);u^ir5j7k|OAg zWPSGxVk;4AVDyKRblz|nk&D<`#7gL#+Jkna{M0HTkzTPG0VvUGfs8@TxUq-N5(S5{@BK|T$)cmX_*d(VM zv6F~pIDdc0Sb~jXD-b)2SOY`PH<=R*O^*@FB9_4W_H;V-?7Lcp_fSu_CF1cS2H2AFf_8q7s#l07h**ZV3RC)0UirR7>?UGc7&p^@ zJE>XMs}b=JB38q4D-$|U9nJcP*j>a5_^##lZ%MM1(PzXzir5kSPTVggc;I#|o+#pW z>e1DD{seoxZh7th55`?4iC6-|ylu}2j!0^acrwQyH)XmL{7oBO#8X79fu!J)e1gY0 zYO#licS^aDS?dT6j?=^BsUo(6M5|xu_xyNBN5s=O9&k(T_xL!F0{xUJ%Dk>n!DcinAJV(Sf(5`pNe*`;hF+x07#1fn+KkY{Fg1|wDy+o{l zZmZAUBlyXR!HDOH*c>wF#?%trVfIkO^F?e2O}otgAh>tYaKt}}SOdP-4$}>&@>^5H z3qK$7#fjzYXp#4@~}eb$Izv)1N_y+sTVeP#U%f{T4E5HAw326T)s#}VwE zXNA~D#I~^2-F!2_Ge;{BFBY*1T8Cw?A$Wza60xs{6>u;on)bR&H|!BF5wQkR81~N$?b34Pt*01BBIucoID1fffgd_?}eLX9OJry+1f(@=_5?VC3BX zSCSmo;DUIWh*gjmwDmK=XO@mZyj;ZX)GH6<9U}PfqH%~glQSBM(8CIJ<@v- z>J3b*AYj4kT%wyieNl%pZ4VO`4%5giz*7akER@bk>>4H|)P!jr zh;AGnhI%{G1=8PDmDWU89tcOhgJ~JEvw!%LXwOd(sCP2$0CUa!Q;6<6dn@W)Oam;w z&}%=@4ldhKM=|XLF#hs3qD>36I-2S3YV(@kQi)!Wy$iErn05f~uN(FdUGX6Xb!;=* zq`!j+(Ffbaq2A3j!1~uoIz*Q(*^7D)({^xkVQhDzON$dw$1!aK%BlJ5h@NP@A9Xy_ z&d?<_WG&GzeoIEZmuVIBDLsCZ=;+84)ccyzgAa}fCOUsf8tQ~*^!S4&Es4Il_z3Dm zrX3+;{<*V6*VkzE&rH9Q;%Ce|P4w>PnV7ww=`SDEwdsq9?)T&<>LjLB(6QJ14@8GP zI)OTwX&L_PTz7})UEltO`T)~5&`Q6TF42ERpGJLl(<*2Lzc`{zOp8%xFfGH{!|rrLXzFV@fPY#rfp$$Zc_-+ue;wtoyD{aQ}lO^AliPKR{zR$y7b|5=_aDxOYULz zQKn@GAK-n8=$mE_P#LKdmOv?~Fe=J>>ryMI$pJ+zc_BU8evajBJ zg8C%WDwvX>+n4BguV<*UnO4AGu5FJHJ#yS%sDEolM@LvsAlm1YR-aV3e!` zq8s&Iqt0d85hk^c4x-vqtIsigLAt-F-&~@%-F}PNc}xQo=3MSf^zSVjQJ-hp5(?A0 z(#dpJ@JG}am`P2LL9St$C())ET78-60%`xtpJ=bD+^37#SD1DN9cROElD#^h zJ?g7W+e7Tck$yyHnsq{5z_k435BRfrX`SbcH0u2 zdaFC?BBt%YB7gWiqP=1aP+w!(7Eb;%>jcq7NqtaXXIh3wOO1Vr&U(`qburT__&4(7 zA)-4<{ZZdw+6Jc8E9r@G(U}3LOPF?s;aTTsXA9^#5Opcje@Xvdm>fwenUiFU`X8BFStnbS6WW5%I=#g8=nEew`|HU*w;w1iWYo`@ zwuj}V&ohZ0w0J7&znNBn?)j$2MDH-1fx4DyC$Q^hu1EBRAg%s~=}IX?&f8A(+=f}0 zUB|Qr9vKJIu2~?>L0!+Z4Sc*fZ3D^9EB8X(z_bh#ihrYBGbijP)c-Q=1Z#5k(38M} zj|)-1U|NFbei`%zYF~yA>X%H*ka{IApVYm=VhQU1m{!8OjlJE84t5AY{fcP`4i2)R zUsbL9a@4Pxc7`Y;kNzZkXjCBTH%!X_w{$&-j>}(z`YqD{I$3FZiFU7Bi~1eY8rW#x zkv@~ip&L-YXZp+Os9Vn`B)fa8RyQ(TAl;qc`8Lt#H*Cc04@|4z?#?B4L|Yz@K>d;F zFSoZ}wWMA1-tcXxKQZkH<^PlmL^7_{>-!zoaa?#6Wz%$ z8ufbiZ_<@g*Yd%1;#h098+8cN5=@`H`W4Bx7!;3s1Jg<{aB=yD=*N(NI+W=zm;A~B z_C#BF?nfQQv=s#Zvy^Iu{{hq+o70mnZ6Vnk{12fHXW9P<|mz_lr~ zoMcA^WuT5=S_xa*rPKNQr!`rqH#2PwyA7VkknD=cW2m<cN|#Gj~lGcCg(%RcoZ zI-vJG)O(uI2F2d7MCWfRLmkJo6BwRU8WJ7!vK)0h(<(Tk6RIHk@tO+MdzqHOB-6Hu zXuq~kQ14^f4$>Tp=`)$=U4=SXS_Q2P zl=PI5mHZFt{Y=}#jGj4kFP_xC0d-O{I{Cj8x-JuMzd)VL^p~4q{p$xw-8Ls*p+3O0 z0`5I5o=WukGjCBJWLkz#Aww&Pwwc|CI)!OFSlnk~4$*GmpHLrS+6i=z1$`jeNcxOA zmFY|BNjK)vFE(qKPVxV4iPD(1ht$DFbm!jmRU6dlOglo;8{?0p63rD|)Q6c?!4uaN u@kFnvY>)Z~(*R>eH_|6qwp1T=2Gh=P`EVH3Q!>6n{R`7}Ffu}S&i?@-t|{pN diff --git a/codes/PolicyGradient/logs/eval/20201126-191039/events.out.tfevents.1606389059.MacBook-Pro.local.21663.3 b/codes/PolicyGradient/logs/eval/20201126-191039/events.out.tfevents.1606389059.MacBook-Pro.local.21663.3 deleted file mode 100644 index fa9c4e6faca7fb440f216e129a495ffd1725c716..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 40 rcmb1OfPlsI-b$RWEk6W2et+FjiZ`h!F*8rkwJbHS#L6f+P|X_v?LQ3j diff --git a/codes/PolicyGradient/logs/eval/20201126-191039/rewards_moving_average/events.out.tfevents.1606389059.MacBook-Pro.local.21663.5 b/codes/PolicyGradient/logs/eval/20201126-191039/rewards_moving_average/events.out.tfevents.1606389059.MacBook-Pro.local.21663.5 deleted file mode 100644 index f11d33e7d42de185edfa5590a4aa2c5a86844edf..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 4540 zcmZwJc~I1K7zS`aWVu;^Rou8-?n7AJEMi4Y!2*O`M3F=eMTHEJC9p_fJQ|Eq5CwFQ z6jT@>4<;NC(BVi!8if%PF@q2bfs`^yJQ$jK`{$Xr-`}5k=AC!u`~Ds?HTq8H1WR;E zRey$$O!oVV4HDAglTzGPW+bMhdoJy>zjD#yKNsgdWTTUsKu)OcEYvmB6{IC*#;0vo ziPY3q`Kw;H*8)DQ{nx*tLJf|`WYtdqKl^-|@Ene{GU`tP_8WUeSd-(t6OB`Vb+^tC zp3AY9L`w^>>)lzxS{yf67ncKeR%$5z*_u$mvCkvn8^D3RnuN7EcCQ||4_F)_Agsgj zOrIhX@WewM!nz!9ytl*$aDSLSVLgtuzAs0txN1mPpW~>WbbCmCYB!It0ms)g4T=CK z?=vB6$nkyin^M5pBO<~^96uU*f-?(NnGqIp{DYBq0VMaghzZZ*_-Mm{(}2hPEeIQP z+$0h_2RzeiMc9Pn_F5w&z(X<#VN;GLlI3#%C)L^#7IAF0uI@45?D-Ca=W|@ueXkX8 z-WN`U7jV2Ib^m$5<^os3W*m#RpHu@}vCob0LXO*xxn%&Jd@Lm_{vR9`lMHxcqKxoc z90w^a4gz+(yNs|o$DN-X90oic=|R|nj4+t@+54@vHR`lalqPgFTz$Ft2EB2 z09Q766Sn5KuPX*mZf%Gk;YA#~`dZFH^0FrZge4r?fBWSTz;#E12-|RcDZD8T@aURg z!nPbYzMQ=b*y#9b!gd_n7|1jMD?|#y_8hx5hXn#|%ZecE!10e_??-?y4M!4oRR$I)FD^k0$KQvCHD5J%H1sF@#+>4z~Pg1aRH?Si-Ix`?>Vu>g2Kn z!izcHJ*y^!T@HA?Nj_mOjt#cf=>u-AI7oN}$3DHe z__}lb3kiF3Z0g>*8j=%2ju7_Yc+A%a`$n#Q31MH3vy>{tw+Q%u zVSkSGJtqZ#TT99b2XO3m-1G+EuWU~dUdeH)!>KEPr^+h{2XdT$r~}K%5zDiLgE-#y zTPwDLIVIJES8;s(k|ZC-uoTx4exKvrR>qxx7nFTX_ydj`i*zM`FPmK;9L%vqaHaxq zY*{_w5RQKusmJ@Q2x%Z3%CWb9Ahz7D(ni9oIX>;1^$m=1LC``tjN{uShaUpo-*c64 zILCv{JAMIdo!voL!Et!I*cR}Pz1IjUIUaucJP2^1Sr_35j(45w+zz;)s+;f{jt5lJ zHh_P2x=A>a$I30UCV=(s+#wvrabo++Er2!R z`U$V+xPHhy4RHIz0m9K7OH&u)PqQZZ0pSlh4%GX&8Itv$4HDkKah_g!4d4pb5yCMX zKR!D#0NC@hQNkNJ?pR>g26&sz1mReYN0aV20+y#fB^<|bwZ~j6REBMT5RT{gP0myq oB%C!D}>O{O#tuv5kh!kajL@t`sb@Ei44gg0~CH=v&TH}w1bkpKVy diff --git a/codes/PolicyGradient/logs/eval/20201126-191039/rewards_raw/events.out.tfevents.1606389059.MacBook-Pro.local.21663.4 b/codes/PolicyGradient/logs/eval/20201126-191039/rewards_raw/events.out.tfevents.1606389059.MacBook-Pro.local.21663.4 deleted file mode 100644 index 1d052eaa9846afb28a80969d5b26e0301076f21c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 4540 zcmZwJYfzMR6b5iaWaYXmxQZJWT|l`ku)0~q${oQ1gLBUjg#q%ygaaZuETo~0%7}@WLAVqmDP@pXhNhmroH@OpfAh?lGxI<1V`G5tctN<- zWH9y5DE(+ppu{3MD=96*b7@XWMz+tQ;jtK*-G468tKZQiGZ{`a#Z6>tX)4G{*_M>G zK_fOWSQe~#rK=-&@ASX^4HX%3JglgBOz_iBp94?j*f^)*D8WI)FM*9XE;`aQPO#~w z3E*iQ`$~4Q$ErJ=^PYg7fuaU?InY{g3I)f@L8F6?itsTQYZ@A=p+R1GeEB+5&2m+qRu`JMjk|ZyF90Dxmc>cFv>?62-e;BYM$LFJ(6A2z# z84m2kanp;*3j_-fuK;%D*wI2^M6gP%0-n#YtR*s(;I`ao-~}B2DDfX8`24^sU>A<> zStT7H*j*h9?8>pE!pel;wO8VR-8gplNZUbhmOLKVo#Sx(5A+1rpIHYi<2cB@i>^+o zNCx)cIB(KGM3N^iZ2qnajF0IQ0_U8CpcQV~Zq+=oQI~-TI`JN-mzn1L) z_Tf15s+Qi31E#xxl^pl&mRFPH-{%woFX1>wy?hD5YpjcbeL1$+RBujji?#&VkK=%@ zLi)N3gUf*ZIiBg&v4SKgN9+R*;CMJNfcA|-^9tZVj&s!-if`;W1RTV%_QiKXGKRaj z5;&M+bDvQG!L1clz#$xa9-euX;4hty0Wak^bHTB12p+Gh1`g%8cuzYmC;RMA0*7&& z`dce)1yd_(fR}N6<-D|*jA1XS1Adp|JO`@|f@fEL1^gbzP35Lif-l&d1rFy}DmbAf zcwJ=!a0JIc=^N;MRz)-dFXz}lIFz>B&VxyzLnEN#u9cwQTu?;JNwjz$%WTbP^|mw|sUPSk3Xkld&*@%WOJLp5&d@Ar3a16)ljg!^{o87(*9LsTv?!`ue z4HJ8S*Kpj>Z<|H1?m;hb9LMrZ5Bk%rO}`KPKF6VEAGVNWv!{K)YdJ15%dRC@E7JqV zbNuk+NH4)Yp9}#faNIuIxsBjd#}VLl91o@4b|F}q`2;wT;~MX2v`|^L{Q;cB@#})| qN|IbOJ_el3aqTvF5y7rG&w$r+{Oo>pF2S#-yae9Bad+>O!oL9=Y5dIq diff --git a/codes/PolicyGradient/logs/eval/20201126-191145/events.out.tfevents.1606389139.MacBook-Pro.local.21831.3 b/codes/PolicyGradient/logs/eval/20201126-191145/events.out.tfevents.1606389139.MacBook-Pro.local.21831.3 deleted file mode 100644 index 646540e9ef9d2c496c038af4ba2537a44fb66e30..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 40 rcmb1OfPlsI-b$Qh4_>A`et+FjiZ`h!F*8rkwJbHS#L8%e!W3Zu^fV28 diff --git a/codes/PolicyGradient/logs/eval/20201126-191145/rewards_moving_average/events.out.tfevents.1606389139.MacBook-Pro.local.21831.5 b/codes/PolicyGradient/logs/eval/20201126-191145/rewards_moving_average/events.out.tfevents.1606389139.MacBook-Pro.local.21831.5 deleted file mode 100644 index b58a9436e4ba2098fcb981bd1becde2bb45ad1fd..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 4540 zcmZYCc~q2D7{_sBkww&D6-O44We^-38J1~gfEgZ8k=O+n7y$>=L@_}G^>|#sJrw~p zC_!=|Q&fylB9K^4CVDcDl$at&rsP6~%cw`~)YCt|djI~M@44sR_r3SMc6$6AS{E_F zv`P3Vy?^j$wQ%J8?6eQEyu(&zWUY|<)D;F=IQ;8UC*O849d6D}Fw9e6HpnIgzp7k99yu@9{csOE9D>YSRnsx$Kw7p_%j9AmICh^MHU4XYN zeZ$xU@ndZWeH>$*3^>tEFXQj^5SSv~HWWg21(jOBn@{L7HbZ=21ySmj%l81sI~y?` zfq2{iQA4|#GvEn(j2W9F?u-qk`}OI20ow{tWXP2YmC0P)2|DvFo>Vg-1_N-M?|i0!@9G&xr@4Y1y? zHjFJ1>)lXO(z4}m0gu+$F}6ayATNXplqQ*g-5v@VTO%HAMD)T@(G2)bt^;Em#5)U# zjOXPY1$?#Fk+Ch}FEt7h=2JglSFJPSF^HY3l=LJ(xE%1{B^Snahy&UK>DBqCI2$)T z+!>EW+^G$s%)z@3P@Y@i!B~j+%A8$*C-UxFz6t%@oFth~J%7Q0*qm9|7O#lrnZgZ1+$}MWs~< zfQxMW7>`FB?(9qMf)_Z9p5g$;&WN8m_>EZcKtTK8@r{Ej3*&3GjOGvxElwc{7HK>V=>~N zJ{3_#PJTAvjqk-V_D1})+moKJF9-u1(>jy!WW*EO#gx$VS`Ii_mdIFwxVc|MCt9l` z0M|FoW;_LP$5<~)Y5edc;LVC8#y*JmzY$YT=pt{xkq43)OA&Xi6;X?msur-^Ifbz= z;*rgs6#jmL4`A&lX^j04k2o$S%bWGX0bA&68T%uiwO&N2(HHTw+OR5vaRB0|7EdbM zsgi|HBgRf$YmUac$7j) zCKr}J0&FJ9XB>>UCCZO7x4X;*oZ7jXu?q22aRB8Twdeu9LTeeT5fA+$qptD7-GHw( ztz#U5cvp&?<`27j6L5RzM#hAA!8Zz;Wm1ek+gn--8HXZHey*hF)eb38UZUQ@I1KSa zK@e#M9isuqv~OcP6|rJ;Fb#eDz#VYj>+OuEA&wULQ$tex0N}+-KVm!`@pq;Yy3$y= z9dO30U5vvKOPBf3g8Nku0EevJ!*~YbY5RRiQ@X#((Pv)iFnvf9~ybdEFExkaXI5C#KJSaWN-51CEznw2N*{qjyUK~ z*5R*lp7n|<8OIP$0GLl+K1jqzKR3f_vsic2CAYkpe4#ug7>y70U z)0}7u_;A8^jMEVB7%wGRt`lB(&zE0dJRk9C121y;P5BneM=d%TYZ0Ft5R^=e*}UP7?U4^B1|9 zb=h@iJnZ=`OktItty!(}4&RWeTOTk>cVWlE3IDsa>3_JJNiD(I8hP28Tbr9^XKvJF zXXMBv5>Z&;Sh5=7F~vRqMQx2KE?=s~<*ElS0gvKw3%l>Pt_77p4Sx;TgvX+=KGCrk z;q5iOfJak2%Ez+~;Vh4Sz*34!dmJ(l4*X#duqnkAMqzmf7p)xzJceSsLowM1$15e7 z|L%va8O4&MiJb@+o-hV%PO<0I=r)97T}K19pjbN8WrVQXUQ@u96zlWf&O&&6s2N}@ z9vcZKx?JKBZhdM2*qXpZuJ$C|N8O06*)n^cH zX>$fVmdB6Sv0}p~2v5?w0(RuFDA?N^C`7oY*&VPG#W5XmAqd~|^Z+d9v0Cu)_f183 zS*0gn1&>7`)oPj!;ho)60FUEwE7P@xS|R+fU@GA8JQju1!|m4)E_vn+cml=!xlPFk z$EM5#>`d`Mi_J#}w>QlO>_V|}iRv}Ndt|EjmLM{S=V$q!Zk^OfZcg43R*+O0K(cE!GI@GT(G+DYlOd2sQ@b}KEKKjZ%TeW z1METZ0nNn*RNfq{20WR^U95Ly$nOZd?hXg+$>Y0h{@BhN2-kMc13ZPt_nDhqAB6CB z-2%W~JQjt7eOvqxc6_l2@VgXuk90O8Ts%7h@Khc*GsPDs*AcETL;{}1V^Nr{+P)d# zZF6G)dsCcxL#0JH>Pj5o=@bV`Eb#-BJSQIT3?4sb3GzJrv|YHI2zVxsMd8#{#bUIK z!oVcJvnVc-K50id;&3wH**tD#b>=xw5Dsu%4%mmsqEH#D#0N=Rp#khm@s{B-{14h0 zYXST5xQ%_+sMv~@v2{}>V1FKq!k!Ga8)4@MD*?};xH-Sm6k(IxHGt<*Y<+Cimk2w& z$O0TdaavyjJ{u+hI>3QEzQcx_o;RX$W$ik^K|B_Pfp6585kBsd12~xCl(^Wd2rtp+ z0uG^g+DJ0KWXxy04>*)!fBl(FsGQc62Utb1d4)w7!aoa}0f$js+Bl3S#@mri>k+FgJ}9=~G!Ij{C1oH@7~@B$u-!i*gc>k(#odjT(`xS%h7 zF2diwDFwWU;*Oeg&Ipg!lmT8$aYF538-!K;`vFJrc!Wux?|g-DWJx*TB|H{|mvYq= zgwNO?1{_Iod_*XoWF&j407p^$XUs1ts2u73IpAm>ON7Tm<#-tn4pjq=;jt*xb)=m{ zWy`lm0LSvUjd?}Kcq3euTLU5&g#jFQxdBvl4H2b?ynk@f5$lxmbqE zy1z~WPM|nvrVI~(Ri&o^CsKS$FCT}>vgmVw-=ny2%is!xZTHmzUdH43Lb#I&L%6}E z4sa5WMd7E?bbQxc+j|LcGR0l;$PK7`Zd5(s6pBx3!WJN0``Pz^Qz<@OW`pOt6omos za*8!U4OytHz4#;GG#-zzQmG%FpN}kU1gzolGxn?Resff=FTV;noyP{|B)b)b@KL)a az*-)Qf;6P}1BBVZX22Od?qe=&Ox-^a9Sa=* diff --git a/codes/PolicyGradient/logs/train/20201123-135302/events.out.tfevents.1606110786.MacBook-Pro.local.75770.0 b/codes/PolicyGradient/logs/train/20201123-135302/events.out.tfevents.1606110786.MacBook-Pro.local.75770.0 deleted file mode 100644 index a7ee08a22a67d3e196c8240dad9f03b4ddf78e9f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 40 rcmb1OfPlsI-b$P^TBl98{O-D=6mL>dVrHJ6YguYuiIvgM&{sPF>_85U diff --git a/codes/PolicyGradient/logs/train/20201123-135302/rewards_moving_average/events.out.tfevents.1606110786.MacBook-Pro.local.75770.2 b/codes/PolicyGradient/logs/train/20201123-135302/rewards_moving_average/events.out.tfevents.1606110786.MacBook-Pro.local.75770.2 deleted file mode 100644 index 0043ce24f6b0e95cb384e308d689179a94e819d2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 13713 zcmZA5cU+I%8wcM4m5C6p-5`+HS4A`LqpWK?#@daRa}WUI_drI5^QGP5<6 z)ni2{Wo7&IbAA8$oc?~lKCkOO-_CW;x%5@|FJ+0BX|oR|Th2=QN8d!^jm_>F*rtm6NatEGy#Rb-}=8oV+Ra8k}z#*Goz zg(XS7lGR%Su6n1$O%VTMlqgL$Zaxff*}vO3Sq*XV(iAD}bKOwD|D0Firih1+*dZBB z3cLz9*CdIPn<0*jN|V}HIbQ)hB|wRrBc7AFLy9!HG6(RZ0wq>QJSibXn%3-%8DKY^ zWG+Jk@qZ=Tq?LBNF9J^Ln##BZ;>{luB+FpM62SdRl(;40YKuKm-;)Mefaje^<77?5 z)6eEgXTA+V+KR)~}8&PW%x zA1A=t6-wM1ai--l>D)T2{eTSy9N;qkLfq!#VX3+_W&+^(%?>fvLA=N!L-Gl}e+sbQ zXeHJ~9J)JAx@uSG3OIkG66+zJ@NK(v(R;u@fTt8Fu|DE88{;L_)4xgp=c^v$n%f{g z9KB77cxI^!`2OEHj13SEo_9q$I`(T{z;V-+*bwpIf?O$~ss#V*-oI7izY!PBxF8KR ztlR|2f#=U~8AgcBexH>BP7iMZ*w5lDV`Id{`sbvnt@>eObRVR|Z4rOydRW?|o;4AY zza=WM3E~ltvm~813CVz`IplH~?GXEZ&yt!ftMvn1IbMlP5s%YJmm*HI@CAHU{{kns zN31dCg4C;Uw}=Y-D7NpSk**NF~y^$Iba{v zCycuwp479gBI2#@O~4Z)o-(#ZJVwt=VcS5}8*u9B=Zw1|p7HNQ#q@-i@ql;5R50#_ zcyaMuMgGl~mVl!Ze=+Wkxcu#EMQT*|binRkmDmPx*Ww68Wo~vL;M3W^IoTHR;5PFW zq0cp90Y6%(vhM%aBds2Y6UK!q&Sv=c1N^;x6UKIk?`e!z3~xR>1@LkoHO4&=uTh_( zuvnaizu?v;%^3GWtWpr6&|2U#5Rz^7HfL;)IB`gfBBZf1HpU|z^cXuJ9@=A-;?=hN z2uSXBTAy)m#NnGZD?a|GkNDA;HjEt+2l%g3IOOW8L$bwAL&i>s3$~;wCXTAaow9AY z6=P?_DJu>roQ_Ss3(1qptQor?{`&2*B2_+o5OCGl?u=a#@3+3MFfbj~2C(xH8^&&k zw_Pk#tY6i?JK!CaGGhsG*^eiReos8d0RA$dFJlGbwd0;D><{eM0z59FA7es%XZ0h+ zXMa@_z?NUV7`r1L6#rN;wbKafqV07@GWJ0HV(JKw(D>;8pn=f+z0XVg2t3EV7vn)Kk2iGabLtiLz~g_$*02rZ@9jM zaX-X!wrWzQW{+-wZ-qrL_CjpzszX*mSMbpEpBK%zKjL6N1A1H;xDS%GuBI>^fcVlg zW2!s87C-RurBue=h_5HKCExU#L`e1+vxo6O#M{o8(rf1}34qr;%Vg|>c-CBVO6oFK z2XN!A7a98^Hi)*MfY!d4+-31)#(s!@Wm?ikon*X=erTA-*dMXiQfq4YWCHe$O@Y@L z4??WfqB{kY+2POKy~%UNgAvCKvnBTv5Ao?SKA?i}5X1vQ>}dPwnGhasL_YfnM(6LDKj(rdi_&jBSLbz8t_%k=8OXnTc|sduY8 z=kkt>|3Tb%jWgBGDa8wwhN3g$(TEFvJJWwPKKPWr7-GeE4C0a{P83qLQxnRVuI|ow zEaLRlj&!hD{0hJ$ygeBQA|7|ciTrgI<^Yb)?!$N-Vz<}M z&KY0d3V5a21jZ8(=M}k9LF*B!fIChLVmuM?%TzZyU|&-JxJ^X};~>OFff7yaRC*fl z6`v`LgAs?TD@c1+P+Pz=^`jVvAU;3Ch3cMnz*aD7#xll}5HFbEO4W|b@HOH7a0TPZ zh)+pw)N{e@?NG)O*BHiA5PwpWC@%KsH^5gzDbAXCi*)0kPv02NL0r4egHCxloP(OLh5cka7qR(W56ax2flbC+R@v~U<<3KF z+SHSDiWlC2-P@DK?jE=Xu(z5C;{}Kx2YFIhv;nrSq8wAk|02#>>q!BR zN^t4+N@k1~BA#^Alk&V*41zM&X-kY3A)a62N!6L7>HwF;6XV5*9X@)JyvZ7m<7LL4 zjF%v8pefU_FXnE>%8_!}!&WxULTvjoUMkF#4LZu?eWhJj(C3znXB{r+8%{EH(CyFy zbasOv))9jC@sVk;-@A99$Ha!PjuiCMu`=1s%8dn`w0sKdC_x_#mFdu{p-G_2#w=$Y zE$FHxGTn_@a1->#hbvhx6ZEOoGVReT4g?(&x0>~GK`Y{AS|58o5p;%b9P1T=PEMA| zYG`^H=%33nSg#cHm%TE5>ixYP=uvfhS+5fG=p!;YwumhSePmV^>li`5J0+9D(4QHg zUEXH1UM=Xe7i60Fz&01OqyG)ov4Vb_CzD#v!`7e&X5V7HM$lt#%hY`9D^1W--0rfD z6ZEh`nI^P1+y(mK@dDOs1%2n9OfJWsYzBS)U={0if-ZU>)4QA-UZ7t)*RWnM=$Yj* z(S&^)LHDhD&w7KP4?mUZnzij-&>Am4vEC@?q!%)s(;jLI`qTogjeol3CPBNulF2?q zKM%C!_g1Vo3wrl!ne^QI7=y0fq{DiPps&7_Y4^Wh&ww6jtj{`L(1)w*>+Wv767QQRnX%;$fT~?uM1SNS?bMto1oJ^ z$`t9?B^$Krp+T&-3;Nn8nPQ9`RY3=s4Q0JU(6>L!^jUkQ1loJcaMn8oeX>p_%k5=f zK!UH#o=h%^3TmQ>C zMbPWN$uv%0y&NjZ&RfKKx1f!_%M`zLh978S-+0!kf=;a0Di=Gv2VHeMk#(A&)qm7? z%>iZ&Ku?jjvrZTEjC$SFX~bmE7tZcvy+_bD>b2Rn)15&3WSn4~A!wtYGOcnC^8~Hm z^fc>CK?l|AZSNhlKtIkr%X+V%Gwb!Nmy)d#Hi3)=9P zOv6l6(?O5<_YvzXLHDoMD*YZLfX;hY&ia6$=ho{M^Ap`c2M>G7I$O{?>$Q=7_$1Iq zgMP6-DCi6ITBD6#73h`uDx3av%|n8ITCWdOt=|MXb#f!thXwtsUeEXWR0z7uo5rk< z2wMMlefQaKj$b)ru?g#=g6>+cBho%wLblHrQ`W}>?Ov}BNQ3l1pA9!-og?U>^;%{6 z&+VW;H?d%ST+qSw+QGYd2hdNm6|7GPdTzb`+2ZtQ(0bY)tWOHsufI%>;>NE79koPe zeM->TmprM~$8Qwqg5P~vpBA+Jb5Dv7_QDhJRmynQX9S&~B2#ko=#G%B^>+~Kvx07K zAk&vtv+)FM9UsE_oS;p*%cT8af;waycAmoeyrA!T$aExJcQEK-bC$8r74)=WGMO~2 z{s#K}(G{#O2zv8C51Q*%aUZl=lNi<)1+8YSpy`&aDnZNkv8*o%dTJ+E3Yz#k3UtxE z6xNpoeIUk(QsWoi1#PLD#`=n&qxv~fk9F@Ff{tCZhxJuK&&_Zm=kdES6iS>F!OD&ptJ_EbvoAhedg@P`M)S{REI^Us^`-U~Fiv(So(So|Ro@)kr{l(%b)13>R zLAKovbJh<9z2mqU{XQ6=0Bt`|V*Nt2yzpjGX>SpO&J`4Qde$nY0eLC-4*V*NzWy)W3(3e(oOcl5_hV*OOm zL3wsGeTg5wi|s#7Vf{?d7ZZC?PB*>wP)Ssm8LXcRdZCL0Y54!dj+_@5!}^7wosajX z3x`rWLw3(sv8*cu-AluX1~h!I1+;ePTGlTG-QC5R=103YfL8grp7kq1Z}4@YljHKI zfi7ROpLM06C-rrufXiF(C2-3yoAql!&$n=+$Q%=#SEa8z#QKe(d)K;Ah4Bs>sN_kD zqpaTw`emv_DWOvhKwEvd&ALj^QGFB?GAhUmbl8Y|*42W3bYDU5%y)T%UU06E^*cdt z_=o6OexEC#Lu^Y}*9h9Un5e|Z0cRYmjA~fd3i^(#JMAicVh`DCqu;ZBFX+OZ?sUL+ zQZ(rHeLt}NAZVA*J;}ab%eSCA=Y3-RQP7h!?WxiYTCn~s=sp`A$$!97Q^#pqC9E$oi+C%{3L&Wm0D{-HpiJ zyjcq9*!&@^mo~&{`GCDdg~eLspi>UbVjV7MD+70$rJwu*blYxoSVsu@<05z3AGI34 zvh{@dtRn?|;hsAcjT_YpvM(krWE~~wO%@*H5^fO#I<|Q{>u5pyhk8)MG$Sj})0QW) zUMA=phdk($d*?TxO&e`zy*8P0YY3(ntjuG@UM=YIE1vXx zPjj5j)E+5k9V_Ur6`o{Q*v1aB3)?(ny++WZ8rDy=BcD5h{wu74b)2A28p^cU&Eo** zxU5RnYX!Z=MyBiGNy|XHwrL#yrw^_Zw1F(s{$FkJ1bnz%jrDp#Zy7FAUzeK8kljtQ zIqMCAcAO;B(s_4rYOy+6gY`y1+s&8BZGsO$cK*S3tTzdIQDJX-bhI=B^oNF~tTzj~ zeN1QiWf`;rwAuO&thWf-VNn;du?fIiSmKQmbvvY**FvrZ87v1K;Y zuJkv)=j~6svQ89q=)NBG^86kR$lmR*V7*n)Hd}krzDsjzL7ymhXT43(3x?TK(TpEP zpsyVm&3e0_9V;Cu-LNmbGdf@N0Ovj`rpsBU3c7ra25IIG#M9L|T&dFp{bOPSs*Nr0 z2J3yNY$a!>3;L<18o8-x6GNP+Vv;|YBthQuWr ziI9s1mB>)J$&eD=qAz~0pLPCOd++o2`}KLPbI#s-t-aMH;FGb_PIsW~@WTnU9~-!l zN*?~JynQFl4f68cG}BbUBWazM*tt)BId)*TA~@v%hROYCHk;i#V zh;Bmo_8~ErBykn@=1s>7giqFpu@s3Nx#*Fli3qPTO8!-@vNVa)I47s+od~C2JqlQc z#5$bhhf!V#cXW!eEQw9H2D6mK2sds$2FY?H?&H$qd@K=OQ6|RnBzEUw%=gtId_yN4 zk_VEwi}SSp=!5Y365bnE0H*q(_9pG1mXGhVmz3{!+F2spROPreC-q@49zkMdE?nas-YHHi#aNZZ30&@iAF(L8`k)xAkywXYxN^}rgxA-I zu{wzzxhao#MoZ=wp5JuNSweeSW;;2@^R00sw4cuq7JYjiOqRi=~1c( zdxX^ko=DV5J~wn*8vq-T*pZKLn4gQ19i^KA8Trj#X0t&!KVWk@9~Ko_*OAuoa2x`LoNN1cZ;j zwE@hLSXIb>+Jn1Q-$Gl!Jc--*!t@OfQ1a?s^8pJa&gUBo4P_9X_|*=uHHq8#`tYzV z2#-~D13Z_+CH%QTlW-rj30MJm9*M052i=f0D7mT59k30FMS|a}J$TBMiCqm?L}QOx z=58ptS+pInEr}-xcG^)M2p_2233xtdI#YLx7z_Pp|Qfntsw{-O?(g7mBudb zUY$YMM@=U2R|8r~<63D29faiqtZ7B~&JYE_%SkK}lyffO!@MF^5wIJL z^|deJA#l_seZYUvSaQ&A4wYf}avb0lB(@ZMm;8>)P~;5(uOu-qjQLw1pBv@gMu6Q( zJXyFJup|$av2l^A zuqTcE3ged}yhq;)uosPm){;1c$N8=S{3neyvhL%nv__jZ;59TZ_x(5oC097E2fUWX zQC{bHg#FdS0eh2JTX<%zg@^4w{2~GSkXR(Fww{G&BmC-yW2Jm_s zJMApcK=@8!Cg2S;K9RY-8(}r&(|~kU>b+V^%Nm| zZi5!!Ei`Uip@SQcy_^o<5E>h7&z*{rA79l4yp_g7eAUJvoXhD0-bUlZxL$nL?N{Ld zZ>RC;Egp#|xiMJ)yo1IOPwQSG9H~7I@J<>R-~XzhEq+pNY#M4h(A&%wa47YrED~mV zpMQgN=}u43VGJEUYpDm)c>~sf-o?;=Op?<@+CA1A^lpYOUAR{n>GY`epu-uu=;X~$ zNH@AifsSBkgT2{9kv`b82XrJuyO@<`A{`UI4|Ehm&ph{GG}76s@t~s_+9^6*8tLzm z*`W6@boS=jDy0AD%>})ep||F!Mk0MV;5_IUhW>igXcf|yAM!x&W9U-9mQhGsINt{y z%h1D*gndWaA@2d`IEHR^pRg9`^;T7&;~Ba_%Y7iyO$9Ze6Bv46CU1*$*~Jdf`x)Bo zvkU%~?`C&_PGsoM@An->*|xpipbs$gq&XLqkXC%t1NtCC?_BA11L?vL<%7RY%R>yU zXy7~%>52VAK_@YE<-JmMq(2@S0s1gQe+`J$LE24Q9dt57&yXABjPyTMrl5~7v};SY z9MWNPrh!gj=$k>_rbw$)%m96qp*Q;VYa*S*%>;dnp=BaH@lKP@cLANs&?=!r+fnv% z{UxA}Gjy8M?GH%XA6^Rj1Vei{8rLEnsOJVcjiIGG@{c2Z!y*WDIztx-uRD>BKNk%8 zBty$9heRPgY|>WH84TT8(4~!Z-ren>Gg7bSzvV(6_6!B}?`q<}uf&Xxm3`n8QRpiC=KbGB_}|iVQ2}Y)Fm!SD!@)?u z$SDDx%g_lmFGG>`9(e=wS%!AD{yG`y=hDwWpJV6-mqVM8cHjCO^m&HPJ>hGN^xe*v zpf51A>!@$7NUwEm0iDOtYD&R-k=Ang0s10Cdv<=t`*KgU#GzlOWEx}dKx^iP?(eMpyt>4Uz? z&_k8|j*#wxEkBEfTWq8+Ibyp5Y0)n4x3b$0Q-GJZcT-5{54J^}UAluw-x0r3`)g z^&;FaH4WE;E@SB4b#CKPwrfx%=o<{ZZeA6h*}DIZ27Qy#W`at8L=VcAlZ^pgPH6+7 z@?F+eq;1S&LEoaZp3wTr^Cr@d8!|xOrnJ8BDUri>l8LIPKvz(DrXZR!Jq~5ZZa)M1 z4yCPxqkMrP()J&7K;NabjgZ~)^e)n~if@6wN9j3&--wkLkZxR70lJdXQi9YA6CUZ_ z1hKwP=}@jwX;L@Ria+i^_CJ)a=Zh8zEl9`jtpojl(o#Z;MByx?gH#(pKcsXw-#u(B z?o!4VpMZYE&^GB+(@}QKrl+8*C_PZgRZ9Z7v7_ytr=;%w;w>)Q2GZi zbIeZ?>G!8Ug07{sl3=r8hY8Y8HM>ARrgS@hELI-h0TT~OCjIIpb(Gc+vffX}>%{D| zH0XLtPY?$5%+g1dY`QE9x`ClrOZn_V+V8PE=qHpm5}xVK7>Tr^-e}N`lr|MoS1n0E z+96>K=%RR}4L)^)v1b!S!oEH#4;J^V({Zt?upv zx`m-#rY8T1wE36ypj#O_`1V+Tq{EHA86)*e#g+W z^=ff%IK4j~^m~RL@V}BGl-;cKH|P%x-DQ=DSC!G{hoCzcdV112{Lcq2s|Nj%p*`jg zYeJQTl-7doWaxRPg7ABlw^=>tE{2xgQjKpJd$qbie`4tRJE;dyB?%GTpt~8mf7&bj zN;KB?Gw9Eh_T$6DWPMP!;oTn4UnngS0$P<$AYBkY=&1OqKK>BNjG3c)h?bPwt2&B{0O+bHR=$@|b z0Hi-2G6mhw&_fm+@IqQwa~kOXF|=9OGF(aI?+&29GxP$pgKJQ>!L3E0e=v0HGh4i> z+ALf^|72(b--%@?JGOc;=uk=ewOn?B=4+%g@&iDJF?5&aCugKbn*@R0#n1^2*S(P* z=CuX%ZienZS3d{o^7L(>!x?)1-szi=j#Wqo9l_9@Q8D80$Yc*Oy$1$|UlTW8m_VBNT9%quVr4W}XvY!&D91;=9T8R=uhRh;Gq!blJNU5k)N`n%mnW!XVnPtqB zP@T*n#mQ8t-}!y-{m*Ch_v?CJ_w%&(+H0@tQENkgDSpht%5@t|472y#Jgg0n>Sso{JK`5Nrn5)2 z)&l^Se4Id78S!vUXVzdp;38nhNu00>;!SFsnDSIlIlyn^ClZz+PJA82p1+J-0@x&4 z!m5ZDIPGBHZ7U)GTMf0Kau39EXEw8bjng{VF^X^P0td4kk z!7kQ%WG;iUrk^EY4aEPP^=I2E{!Rp}KGTY@CgS6lwln`v1he~Mr@QYo5gH>Zv*(N)-)>XBDT_-%Ct-^X97MEEa5(gzwMgH zeibdf1-PjFbSn2ne7R-<%UB+j0Qh-;g!K^n{u#@7s7wQJcsm;^>mzO$HilJe)hq;j zFF?Zm5O>NM#Y`d;w*&TUmT-T>DNaW0=mERAfVX(gpfLs@K6-f=o0B`w18`uwnS=)- zK51phx?0~+2fV;f!h;Y8Zyd%hDo&CIY}X>;!H9>J88F3TJFEbQxzD08h9F*ib`X2z za<&Dq-3tjDAa?oIpXEk=_yE{8rFfP?vL zDi24Ty`>MEp3xc(xZt{k4H3UP-l9mo zyMp9P5+04%%~6M~I@1RqnorH_s5}O-;UXRO+RAYwjM43?giR1f)%9kJn+&c2ZW%J4 z%3~302WhkS{VnkWR^>@}9O9ElwOORzr3@&`k6A!vQ^XA;wb;eJ<^Nll<_rH>`IpQ^%+RRY9+X}#;JC;y+BH|irZMNi3fjwa7Zc7PU zAbwTVlLZ@FlmLEHB;iSj^RH{OBVFGA131)S8I>m^4%()}QcF|M1NQzbVN1j+&$L;` zgwSPxy9C-(*$T1u4{c_qv->UJNu8Dxo`QImw-$@iD60kRo+4pu#9MmxWIOk6$H#H5 z{t7BjMI2(I&bF|jD!~;{!^&J6rJwj?yJILEtMA{o-$sAMK#B@f%4^t5?+MZe2t8K4mZX< zQpOw?DlbMHT%*F$RKjqPDS9X2C5SEm$k_4`#_ll28ozZ^UWz#Ek188GTxAttllHEJ zmmzL*LWR{oZL=D%OQ?kH5x*U+!V+&^xdgbzz>Uhw5wCWXF(0<@2jH9+5?+CLNmn(N zd35M0z=bQ;Q`rIWx^x+9GesZIWSsvzL8XLOA%0t|%6cDV4lsuQnhjK5jku?>Dod=e#K*+>7705e zj`NbSS-vI>P!h zHFyem`EV~PuR}c3MVZyb%((|xw^YKeh==B?utgeO@T)7c_olKN;_5OPQ`B9x1UF(o~ihrWL=z?bzm6ZSyt7^TK6d_LgW*PL_-Z$Qko zRhez?I7cWqS@}?TBjRzIJ=kU=o1uXB*GSkCvCT?VHqO2;?!KygeW~n)c;7`CtDO>E z1LYoFw-EM5JjUR^^;x#S6L8`M32#Dtr}Dp2g0R`yxKuTZPS-IC39gza|N9K^#6)#;!Zn;;~_3!8R&yMQjwK z&Tf60vI)vvhHNM7hj?hm9xTW&;g7a-r2Mq9yP>>KiG;TaXUbJ|J(%&eW+%{%vv*K> zyP)@-Rbz+O*FOP0vP{xD1iglN7J*jx@Ta!FpzR;4vF<8a=Ac)q?IgWZ&`v|my<=?Fp3xVnJ(B}Kjl zJ?l#Z=}18jH}hxh^uGpz?wk`vI!e&p>mu3S?BN`Airs$F`vhHOa)WKCP_hASmmWtt zTF~|h)y%;+>^kVm?eU~z1g%h9&Mr^wd<3*Z`vlVa1s!Zr$~rh{T7oXmlyt11m+vlS zTP_RqE!{;UF>Nc6wP8D=x+$m<);qi9RZlAJ99})Cdw;RkT zH)aFq=z&K`rwKZ9WhD#O%fq{PK~XO0bU~j8`^NaY<0qkgDkhI~hM*JQ%JDQ^jbzY8 z*9%Bz3c7J*SKc8?<_$VRv50h*pu>*$;(=KTZ9so#r%7iEdRl-6_wIWs7_{TFGo*6_ z9obEtdwk0u271S$V$w$i?L5GUw-y911|3&^k@PV^PtqIBXO+ysJ8i7yWzxBVE}lJ{ z8+nJ9Lfb#^I_cwr_HH%jIz0>bg0_5CO8SJLb>b}e?CY;_?ylQzkXZq5`}fDV zRyhXUBb_g3@1|M2Q^>wEFiDZ;ebNPj4y>`^Bc1Ng2OapLg7is2%j<39j}(F$L2oOs zBwZ-zhBG^Pw`-1@Ko7W4P5P9eQ@U*9zY|{K-B9QHf^?CfL#J)wYTnD@p#AT{ccf1X z+V6KTZy9p{cLjN;KaoBoXtNd3e65lzKIgkTHIhCn=+kD&d|Alzk1)x|`XC3><`c*uC1%?%QJK&CD>M~@&Yh@7`nsSCCS~xd`59)Q-KPv7eM8W$is}641SMR*(-el1 zE)}%Hh2uQL!u1NYH5-PJzA5N_-s$}Q^>g?n88Koc>05&ST$IUwc$(moyZ(eJ>Dz+t zR8qpzVt<{0NxC$1(su-Hs(g*hH4oPVU1VoX`mUgNPJG6vtZ|41U3JWs^gTgWxz+LQ zS?)7I7jIoax=heRS{r$D+cPrIC5xAkzAtD`!%zHk!8KfcntnQvejw;F<*$5vXb0TK z+Wm4S{ZP=4yZz*U+Xmc#N#b^RkbWfSU^m9RXT&!*${d)LZXy0qfBwZ=! zxUtfVMWyAzdYCxu|yLQLes~pv!!7NmmPc6l8 zJ?SPv*E|a2zdQ9S1MR(3j&!r2ht1#1yPDs413DwCGwEM~_V$nG>C;cP1#Nt_8|mMI zE~-rAoo6pN47%o!jPxHtPpCP_2RI$ZwQ6Q}btVf@MZO3H$f{e zGb9}-=#F3FxuxoOJQ-fp)|m7zK?k}Y;-N3Q`9gc1of+vML2sINn!hjDQv=#IYclCz zL7%>Qmq%oL{t0?)s}1Q8K`&5y$yf58LC^GU)`ZW-x4g5Dj` z*4)b{`vB<5A&#U&1-;^Z8*{I4_xqsrYFCpE6ZBiRCjRfZW4PC>Fn1*#F6h;HO?*WC zcR6TRzx5!!SI}2&zw@u9v+%0gy4#C%grHkq*Yl_Lw?067{a#aL&-ArGfO3%DCjL_C%JmUrg~`m4mv_QNzmtKrSmxRoBcq0{z@Z#P|#jClXz#_JZsSY zHJPN71^vM00KYX)V<~8h`W(`S1YJHkf!k;WID@`jcZ~F5K|gQY$Lr)(3PDGH$R(X3 z=xP?i^YfPD6L8|8eA20cmdSkE6b|6@5G%`{tugX Beh8TKk+%GWbjMwd|>3bzM2-*~e1WrL~i% zqs#I^=3a}IuNpPf^UD2p-6ZEQ_(?B~+>7Akjrz-5v}w`YbI}?{Pv@2GWwHboSeKuQ z@Sx|0|BK2Si`bf3#SGYqaJjGH1HsBa8dUBoixJ~(DA!VX6ytRZ4K z>#DQw3Bn;0M?$#;#Zk>(4Mo`hkAz!_SjoEi*8h$06vNR_ZYAOrW_db$2EvX{B-~oW zO19S3Hwxi^kTFnhL$OiTxGM;EXg?OPrikTiv3*rE!c_+)ET_0hLOq_(e~%akWi5)o zj=Z@Tm6!A}0jw?J6|7y*@G680-kJh#E8=SQ?6U%odGUA-xSfa#*tolU15x>fh8f`Y zBCcggJ?dW}JStMc9Yic=chqmiB0O=hIg~q!Siw4;lAl0$h0l1vokX0&rmbFd65-jm zCIId%;tW>xIL{AZ9bXH;T|{ikN^XUhBHVe}M8G;Cc3=tL>kSch?mY=`SBjtbDCZ&k zEla}PM66);nchwaJ2OitcNejoX};EZj&Q*>3F}f^tP!Avu(`!#C@Vy)VAjW*Xd^r} zSHe9+EN45~>0d(lYqu#-?kQp!+mza66~f0iOSl)s#oje|Zse#k?S-Gs31ZwU{icut$hYql7?JIIP$)Pl_Hk2UuWK*MtC!~ zf$|WFr(M0j72%UtBs^5aO6KkL%mZQlnKPkmC}IU$pZIJb!lsWUJWRw&wxZ>)&j|ls zI19?dDgKiwY)*bwN_d2b<*b`?8y8gWVm%wmMijsLZ2S`8gbNZjrZ~^bunysJ6I&>c z6tRLGcI}84bFE7f9wlNWb9>aO5|w`&%z^S~5zE-WPMWh3ev~QUF(Ov5eX^_m2y2X- z3+1sQmb1XQ9mga5>Y{|lQJk(*#1MWwXC9PIC?4K-4&EcheUY%Kh!xDCY?Bu%>x9@r znTc4=nw}box5U3D*#qVxHf7n-?)X8!`djNc>=|IUdOyZ<+arkwh*zL`Q1N-=X0B2 zM<`Dev4VM@93n&I@hzPIPZF`5sjaf}LD(}|JJ(l7(Ik* zJr+ZGnuz7>`1lWaefHH}0(d&bofIHS%0|;lxK-p#*P%9E<*TbYgfRtMXX>cua;UPoWDoHwj!3Z?md!p z5YAFAh4LJVt2|xtZB>&e;kgu7s$9%bxy*bSl;=^rac3?*N*CUfu$_n%Y-I6}MW~!I z(+$e@B9^md>K~gUobyV;^F^#+gB_H^5nk%M9LftQE}G%75aCg3?tmRcEMt!LO)etr zwoSs0B9=4DmtivzemZCcl$}JZU_Col;0;xJrGyuXSjif@Cg2lL)`JBwJx4)^~3 z4h_TgmxLFISk7D?ebz)+GsY9jizzM*?ttfp>#&u8mxx%wWS1PLqw?Jf3I9d0?mx17 z2nQ@(1!Wfz%bD)cpi2m!`7L2rio1{8gm;W?TUJAPDaDhE1Mm$ysIwQ~WfZ6U{Ja?r zBR)&QZX#B&;&oGhA?!3{4V0IQSjKE~{dXbU^O}U+Mf~4Hs@Kdx__pI(D6gQnM5lfh z!lv~S_Mq6lbU`MBMzL@Z}IjRP+r{K&@#%4;ZIxayM;!W}i&171t?2|s%RBP*IKsYl z5?(K21v}g1h8@CjC;gzjLByuaZNU4D2)8lV2-sJ|GPc)ahi-T2m2!E7_D~J)0tx$( zcgp{5pnFXYK>CY~KcqJ{pp!eMei@VNH6LX z2s)5x1&fw-ia~l$fuw_oR>4+ z?%gL8^j4xxnWJChP^9}c-2!@B1KP5GW){+SZcBPQ(MonP=X(Uwdme9v_70*Q*!S7B z(~!Qmc{}JZqRW_BQ?tWJ`^N789Zqx@bKSA4H`3ETg@fKnv>w+D(M?9Wb^0#QyNH(a zvZ4_oNGICv1|30kDvvzb>Il-d$fzM-yGZCSRY6=l3r6IM6XfTeBNC$4x-(DEoNO zdx=h9<@L2?NT+U003A!T8Q<1M=74nZnMBZWL`QI))1QVRy*ue3=y;+N*dDE^SCJmU z4uRfBv^7ghN*{`Ji`Ge?6NnCBP1@A_L^^(*r1ujoXGbhvMI${!l??3zMEkL|dkyX) z9rZ@ii9|cFlFix&k$x;Y4DEwN7qF)?U0WtcRbB=*dCVCk+|Ho}2(%Dg&pi_tr;jMB&rxG2* z!#-IrL;4%b1)WB88B^vS^+I~_gFMjbM7QF5Y+K_`-rw#V=p#h`!!2SA@!b$zavtMWeVXV-s@TbL{M;G-p$>FD(Y1U~|J2K*iOyhJ=G}r&J58hU)c^l6hx{DTQQXe`%NwkFs(~&bdJH$w zFzSc&`%(?i=ZSvKw|kl!Af3Nb6Z8e5-|;c`eVZZee4-ubLZYjAc7b9P(kbp;L0=?# zpelQj$qS^nYWD8&j)>n=nU>!5N?EYU9B_dyF_^2tLmjxyFGmC)z@F&FV5fc}3R@Xk#8yeQO>1FR#761Nt@53A`pZ zu_Mw(Gw*|bLv%bJfBjkl(q~=DLBA#XESFgv!`D0Nbp_~mL?7Vc{}x)K_HTJ5==Vfl z;MHpJ_`D-;`4aR8qM!2{zOH(x{o(x^&>xBZmmf=*UyAgYNAE#b6CKJ&gjQD}ZQuD5 z=ubpPanDxE@E&5={;!}v6McZU8@FHBpQL^R{e@^#?)>bO9F4@tqZag6qPy}p#ZRsv zeaXHabPdtNxIyal3rP3d`3v+nq9b@=a%5|yb<2K({!a8$*5$xo50Gx|*U0LByT@9h zSMYrA5%Ead{!jy5NAy7+5XWkfUb{dYbUo4WJSe~&@4r)0TZ8^V^f&I6=6wvcjV@_{ z{z-H`zp+9!6-K?f6Ez$4XV_*7@t$O!Z%qAR$0 zIBf68_+MB5A{TP^dBqGp$+J>^&^6iz87Q*dP@U( zNML0vqz&FVfZp1GK0YX74$>6{i$QNA`Wts1YIq9i-c>H3w-bGo2Ty#Hi*%XF9rO;O zfAan*F6)qf{BkAeFrv$NVD@Nzq&I9?13H}ObnY>{ur1OaVLqUD68)JEPc3MV^yN*y zpm!0you_$*5j9gO*hbkO^W-pOa(n1$cR z-h6iy^Z}xc`T7gl;>=OIP&*g&A);j} zr)hJ{ke-l!4s;UH9aLj`U4M)81I1;~$wYTm)ufEBL;8>ECg>ERJE+uSobcW7@x^V> zhl#G>Ipy9D&>sicLXMUj%C(5kGFC{5d#R!c~c zOv@mJB3o$DLQRwS{(c?*d@g^#U!T{x@8^EbIoIt`=|+EN{HJM12P-Blt!*ij43=B& z<+^6QzOB#7^_wS-v&zYNq1xqK45~&*EA%3#&|OzSMqZ|m*GgYkFE?+cZrvgzvpl}3 z0{(kT7w&;L>eO*b+t&?)0iVn5!aWholpUAE_9zGk+|<&Ar4WBi377m{Um6Q|UwHDb zYg6cj_)~47WLV*YpMV{|cj4ZMvsaywl;}NL1Gr8+WC1=ysp3-?8= zweqs$w~~=p0Z%c$K*`dGC&^!x)FgW)1J(%c!ZL`*f4L%YJXEq0aC~DImPKqYNs}CO zSuhT;iSHj&MnA-()N>_c1Ft9pE^WF@SPrr5oD9j$rd9*M8*Hx-mPZ^?lP+;Ry<7#b z(f%&{8{*3MlG0 zvCqcyk~g|xSaWes7gj{PR^^hUXhl;gBqzB4MP>Ysc$wcliN)I2Jpo(&yg^tAvBroD ziQS^kbiiMAZxSAeIDXillEklbUjzQOtqUt7W=&Tm7gjDt?3{6nl2s6AsC|^E=+C(i z$(wmL;X#NeZSKKz?l)Hfo@|jrcrfDC<9}yg6?{Jcj*rMCJOr`LiZN`|vXlCNWu@{6 z4@Df(Z#wHJxqk|<_vc51RT2AHPG!ycXCDJrS@M{$8e-`n3A^p#Tn#w$QWqYE_(0wS zw*1MI{ea#3KB45{h+i8TGL2*h2Ke;c62j_;JM{EfqgvrPz^QJfgf$R9Tx`kKEh)$V zT=4W6;Sq>$%yDGXm+dtM+&b_%VNJwY?Q2-kK?4`Sm;Gu9Ya!mc!h@}LjB)~eZB8BG zk%({g^JEWh%V6i%l&dGKjo5mT2YZ^S(F)0%E_GoY#AY$8*t8Mep@8=-`asE}5W72i zF)ukiyc?yiErfLuD>QFs&S9!MAlY^LN5XoD<<0zKf+@WJEZMmEq^&*2b|{ngRnkg_k^9y;%J}@;HZFh!Ul-fFWAHW?zUzf;O$;N z2^%7|H`>c8JMT#VC&cx3{{Ov1VJu=N*FEgCljRn`s`L5~9*4NMIl1iJpy~3XJHqfg!pyn0k*~1UQKJO#18N+Q!XZ^64!#Fh}AiuifWE#~3wlLN^GJDmvIBfeXo&bAhY z?*km!xRmfT#0J;0SmzgMJWag&=}dS!;#V6oS(v878%Vx4cOBswh+ivbvyH`VcL94p z@4_BG`2T) z*%iRg4(%tr0P*>jTg_=D+Jw#Cpk1@MK4bA*>5 zE-U)N_UGMI7FvgguI1)E)5r zo(~BxM?Cm(1N$pos7a#1DtpF!Q_s++@t0{wC~(SoOwBrnXG)FeK~5R1jW? z*f{hVbDVHS5%86Rm4sIzzFhl+eKI$m3^@7tE5h!G_pGX9uToFq3CLsQYr?A$zifNY zw)gxCmy=;ZZG_h#zIgXLJ5u*<8kF%w=NsX*h@0B~V}14KI-?E_NW4v6Xn&v6JC$lSV5L=l0ADI zk|Q#d2yZ}KAnD5&mLI|;@Pd^x;f;tNmGt7>mJTa`WYL!nZDOZu4--hz0@ z(tnw^Q}k=VdNa%j`yhTeuazm!nYtOU(}RhGeG#vn_Jyteru!c7l}YA=w<1>j_KDqj zG<6c-vLE(@w;|5U`@{z9eqauGs{VAs+Y#Hly=O0bY7DC*8ZgT3EIA;m|br5asXX6HGp)mpzmfrX0FXyk3ol|>?XZm(1wQ} zvp1RHk)XY8!bl$w^o1UeSjH?l8_=`NBS?n`I%<3cYc0vt1buz<5z?W8P8wLlPHtrz zKwq{yM*5(jk40^Ta`)VP(Kd8kNbZy>U(#HjDR-Dfi zMtXk$?LYS(=@WuZD=T6JwptdT`) zr(TqiJ|*bqCS|Oj`imjwi3wqGvUVQqsi5&FpGqNtfmZ$_l+e`K1ht%YcfNt+DM>6!2kWLbGs+0^*sP_B<*$1SxNS_t-stF3*{ptKP z&@-a7Nhb@MsVMQVj!(s)i~bo!Iz`Z>O3Hl9Z}XZ#%gr23`kbKq{WpY9HtmJor#8=q z^m#$cx(?^;^M0)4O}icGR6&P?Xz=j6U-3D4(A%E$1wjw2)#8(mO^=1T-*lTn`VT?7 zOdrMXkBz}kr|tGi(ia82(0Mdxed6UI+a_-n=}Us%{b2+zUuEP3+VS7jq%RA)LV5&W zZ8G-_=u)Y*q^}5iK*nHx_E`XKGqvqLq^}D4Wv(LcYOcphmd*+zeN)goS`>Kw%21qACIv~PZwdNC z<^XDz){*k6U$s2yIyhY#RWeP-pOZc8PdA?UMjl=<4Z zw+lfVuFN5wDd^YNhw@YZ%FBXY^5(!FJ zE9ekk9X>Lq^b%;-)Oyl+f_@OE$1|%W_*7k9)JgiDpl5E;=P%#?iTjC5M0eL;Q|i8; zk2dM^C)2KWLM3^cQl#?*{nTSD&m2-$1-j*2Z_)*VesBoXr4%Oz~rt#sRdmfgM zej;dBLp82uQTPya=-|1ep9(t5S%Z74Z2AaVZst7F{|MS9a;+d!lN~$O9h>nqRImve5nWBK6D-FXM(;^tIlK0 zWd8wY0=12(X7lKZlFq-dGxrQeJ z^REXEcZj*|7l(z z{Zi1!?v3Y0CV57npYOd$`jwzfPfpT_tEEb2Gk{%J3&in+HjTj`!^u_O@}_|_kw=1 z&xX&GNm~Kh#c?d@4}wmwvf+Vorr2W-6&aCk5p=GBE&sHw33ttd`%FlG6m)^FEqChijl;YI%|V zCg_E`EV*xeh&|}N>6=OaE9h&Rthl4BY7=OS;)A5W3%aG#f+r92pAGtgc{u6+1pTSg zlCN1k>oe##ha*V;5cC&+6RvSjZXxKje-4vw7j)Q*Fvj3v(%W6Em6X*8GX2ebcmqs=9}<~ zLv`h$5*elLD}K#}P(hznG37(&*M@+e6xx&YK|vQ>Hse8B4Rb-yn5s(pkf4p#Ch-Mr z<{6+<(uR=^6Z8*vb6zQ%g#E;8tOn_DK|hGF;JW5j+aP<Q%r3_@3hwUdFBj}!vw){|P3ZCbKI}%983c4xAmOt@akCg;EB$192 zbgyz-uG7~D&#vcRB$JL8b$>hlU+{bU&&S$T=SiOy^j>DiLvyD3!c{I(ze_qn(ET^q z@#OBk?|`1|d5?6Wphrd8@eXN&Y|zb(`J~SX+A`ga$JCzI16}D>NIFT-H!J?Hk~qCQ z(8V+BNS_t-=YQ>Z!7Fb(jRuC)lTH?N%6D^~GcdXUvZa5%A)O-VT189VW6W+m)wyhG zCVfuO4gIZnMD^_+kp1m&ceh_X_Pn42zgqFq!97=lPHXN-I#tjt&zjGd(s=^<#FpNq fF9>@5P6>ZLdDm#rqd)c~{fD5HH5s4L=QmNaZL1{n}DiMXm-3Q$YNt7g0(jW~oG$=wPR5U1>Oc^tzp2*Xn zj7cMkNCQ!dR74qipSN}YS$m)R_xJPrtaI+!Yp=b>^nhQq*HT%DBLgGX)_i>_l$Nx2 zvD>tDmcIM?t*)9XC1c+1kP$oE*>B_|1bx8?dMXG84jI_rWxa=;i^EQ-9zBAE%beO| z5Psw)#=U4_|sQ0?n7f`p;@K3BEpA`$NqgbL0=kA zCtH(d#3Q`=ml*e>alCNIuVW7ouALPJ$^B`pE7W#Bc^YB$A~7C7V{BXWNgDeL4^$-gLU@~g8sH%`&J;RHzn+P(s=pWyrE!Gt?j-F!2$%jV#sV6f2*V7s zwGn`;Q8W$4pFHS=c z9@Hln@OTj8v!q=@l!8ZRI>MKiS!K4j4Z$unr2Li$?xCnH>D_Z6@Ljbn(fexHp9 z+Zi?kR-~~XnJ@7icO(_9Z-A9(97M)1HZViUsn>r4o=Ia*BERBT0K(TiIsnh2u`7{% z*eeC$aPLmQvuS*V>coB`q6QZJV65;y!OCVW9h8`Oer>i;@fXSpi-`(Y((R7qA=?uK6>md7h_`@PbcjYx4WU_+wRVgyo|JQkQ#_eQRSS;>!x26ODUPc zdaH08umz1pT=G-LdX#*B^JT!RX*{2kPgTb=e}PIIU`rYg=AOtZKS#+)!SR6C(72jd zSnj@#@C)-qz*aQw#n}j))*&ntcpLCq8VkAHjql13mUw#yur-a#iB$h9_yNad-34qz z;~;WxiC{QNRtwDrY)fN560Rztjc}}1}K~;bqX?&3=NHpLn zH}-Tj;0-jE<(B=Ehp#N0roIEbk;Vqx;}z^r}0~&`9m0iuwC^Oz&mK%LSEEM zD@>hGG%h91TMrr_Y;bNm;GHzCB}MM>_{u`LVg_JW8s8u)jW1hJa_QjtfZb@^ zO!nnIJcO{Kkp^IQ8b2ldOfuRLwtAom*n`Fmq++c18HCfc769Hw<2vFrdg4liUv?}3 zyqm_&r0%zO9m0!e83Nuz<9u=^voZ`}p@R|Ny)167`}`VV$wXtoo-{5b7J6&(lq+zx z0=$pLb>xYv`8SkoUbz)gRk1`X)SIQMt!&M|iTWtY* zGk405$xkn#G1B41&Y%x4x`=p%Z}LR?@UN|)eHfifwCc7*BON$(iR8Fq zbqCS`aR)&AGx{+ZGijYY(mVBzfj+|MY$7-AMKjXN76gM1VDt=b(z@6sNZ(L80XmS; z0xqmG9m42Qobd+>bEH28WPm=w=qR#!@8N2s zxiy)fPcqt*EVOJDARXa+6Z9!YN0Fm)IyFewNem>|kj1DFW2V!NB-u|Ef^jStX5tBI~K1hdEyaXM_XnF4Wu)C{}K5J9~I-Joz zNrLnC5Tt7~UV%Qx=ui^w?6er^p(RzI&of%Y83x9mKzh1YBj^i^?j)XPb2y|uCBK5c z$mrhO*WXo*NY{CM1AU3nBCd1M+&xGy7|{Ycf=7Qp_XV%Ztmr|ue}||@9zE=2$ZnL~ z*;5j96r(?qMjzuzNVne^0y>(}{kg_}G6x|2C0hVGhS37o5U0ezX#{|)=k zI_Ds5bZ#2xSVjvu&8T6AkS=~c19TjtXK?kAc}tO&G*$u~&u9@>S{5XMbWN@v=mZ|U ztVj65Q(LSWzLWFf^$}Z5?7#&KsJj@A4mDCQ~3;H^v)wqs#0wL1H z`wxTuhtc80EzW8g(mTH&0eyqfA}&{UQ$5l>?*)R+V6-Hs>6Eev>9xy_fzD*Kh>Q80 zY=N|TVGQV-jF#gJ%Em?@-8McBbQYukt2<16DAKxy@u2@@^nDU@y<#KQt%;y-G5Wvk zg56haI2I+)f1)#GT-IqH# zL4+rcEfUqB?=gBDH~gYpH_A>v{1)_mMvJ&aYYRLhH!9YE&f(G9Qq)yZwq4=}(78N1 zwZAsr8&WO)fX?I5$#Q$OP_}JwPrJXnR6e6sxtw`n1Ch>^?*qDk(IPHlut|HH^1?!O>6simQ38OPfbo`kB zqisfBTGDt0=;w?sCI!+~c;~K+GXq`1=v?w= z&E+>J+oWqH=u$>&aF=}Dm5@$)ya{v}qjk8{;X)^*JI8MU{esaV?#-v0_ylt!Vk_vE zJo=f@vbQMvu+$FFH(YM0t@#*NI^;gh!j5grj7RS}1>?q0apz9ee;+{Df z$_)xZsgH>#!SHd#CG)@&`mu0$5%xMlzp^V74%mgEzIeg zgLKd#bI2w0AH1wtO&ASIVzM`k>b>&<7YT;&!VX4My7d!X3~)j8@@fpUQnh z`nJqH(7ue;=c>4F+`sKM<$(5M^jvOL#x8uv(a@(7^g%|ea>XTm@1aVXJYIu7#Ap$B z;;1!V#ScEb0ezT98{Bik?_{IZd(i$ox?=HKJfCnfouH5KXnUWT)~N1tA>E(@cyyPP zKkg6%rFyRWyEg>#=;SLW@QsL8U~kYtJX&>Jpa4~3v{(l8Q64=mSjPbAxN8$ZALG%| zS9I`R>@r6d^l=^?bag@z%C<<62OZ3#Z*L{G=z>1Mqt`3i zd`H;|H3alY9$lI*rGT`hqdw?UJi4u~0iGdhVr)R4=FyT`d(2R_-B^3jp*%XJy(3dvs1(Z=?xCPpu>5zQqv2((#qQo zfe!otXz1cAVbOew7;X;D-rX);9J7*wvk;#IN~Zr83{+vVQR$$F8gG1RDO(?p|XP%{il zrKm9!Uy+P`O(iY%H5rk{a+Ud>`Thyt^UL$`IiJttJkICydA;A~0>{OkyH8T$8;S2& z{(=amhK3&u_YLt54fhxPJ8$J16d|DV5yV#{pw}DOn>TA~YOBVm z{@-Jf#Q%mN7~#Le5K|j@36CQUkUidF&*vIo&^)uVL{}eN8S9#C3pRQl{CGuKq>nlC zr1iFSY|N#mhn#QLhhF(~4d*!<-96rWbt33}r3~@w6gHGL&r~Ivu@T)dlebpd0NZV< zMjMQbAyu|IE~wuSKZtu3ZLSz2`(oaTk0nN62aWEEtT2SGu1Mqf5kr*o>e802H^5z) z`||P6^kH0>dBd)hjlApP+MkxQA$z&|K*4!7Oihm@E^0D{WMd}R)zldJC#$|w<`|=9 zIyt?s(+ES}Zi&jhMsR42<<1EV5&i0*P2Fn)Z1cLx3g|Sz{L?R8Z};e<*~c?h(#{y` zUZk-aZy7;)3ONq6El8QljSgbwH+MCUp)8{@P{&maK z00;C1z3z;&a)7>K=cc~TSvl^4ejW+rtrn-=mAum8C^QzK2Qh@GBE#bmu0p@OP zSeC9PM1OMVD}_KIVi(Qb(!3+Y!G*TpUmFr)uZ#RST@?npdGSh~90u*C_BBpy2I4=a zB?Z0=y3@6XUd1u^IWa!q>$?m_kLTTfbdSNq$pr@DQUm`E2rtiBY(g>aoj`^qDBnbQE8q4f=f&th(lqw=PVEWNQ zs*J!}G9iOoMbN6uRL<5Du#zK);x>7sU^bK|SQeI;x_12P;GQHILFw2pC>aVNYP7P6C_ul9lrY>*r z|2#td^PODZD0NQtIy>$yf$e>p*-LG7KCEo^nZ0$NwImYSj>2Ckn-7JLEq}agvun9g7aC6GYlpAB^xQ3SvB zhc?fgA~>|BE<}8Rz)^2)ZB>U5eOAf`>=hZLEScNoZAJUhV%zc4;S8G8J(t*|FnDHC zlqpxjAUq{2%DjU?!;8ymCbJA$Jbsh1S0oUnPH`(}pR#?^QQb%TRJ-@3*gib*M!YsH5u7GpkJh%gT;I=i+I7#>^q1gkE z;WOSoH0CMB<^BnbFN4g7d1m0BfoX6ZWE{>*z+VDcKk_vv@UdT96m3qeb*S6q;2&aM z0h)E@;orlr2z5#5Lo4RFE511pstut&7siZpgK^~N`=ZT}(63`0zIucP<7?4z1-upN zOQE`he351Vg~vkzkQsR7%dW}mWuNcg;e6z*}}FZ4C;Ez$|( zJQ(O^lUFZ94jgMRp-v<)$+Rz5? auEM*hR^>dhAJmp;_5sQLee?s_?Z+>5@bc{d diff --git a/codes/PolicyGradient/result/20201126-191039/moving_average_rewards_train.npy b/codes/PolicyGradient/result/20201126-191039/moving_average_rewards_train.npy deleted file mode 100644 index 661b070ff70bff170a09cd4be09dfa60e3879786..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2528 zcmbVM`9IVP8$~pwZq}r0Y5IQ0jD0Oii&N9BR2at0AY(|DY+2JK*|L_Mx>8(IV2L!*zXqP8ptrE zGB&!eV`x(u?gs;d16}+C2Lt!J{a4@a;uGX1)Pp=-{N03H-AG?wTSJ=~LH)lWDe^z8 zL3^7JdyEi2Vtrlpfe{2Z&6kR`8iGg-2~bioL|kr7q??5S8p$tTgERHfT(bL`gr6R& zEBM@X3c9#ed()!rjW#p_Q~PW6wQ<}?M8Pam2d7+&X1qJJQFuPPX=b%Hw6dQLWvgm| zVUv7j)mlyP{;KE^bJf7GwY8>lj|N8OmebvtIxzjQosc5+ka~RmnJi@ki0p4S8`+}| zk?Me@TX=eKpPIkS^w3AClY4d2q&`|dsgH$+>O)1c`!i>qK0JRLSs^;FhtS*XeeYX! zv2OaG&8%ZO$d!HM9nRNA@~eU{PJ$L(cT6U@XK4bMk}Ex?0aNO9#?N$hh^lC_6qVI6 zJme5w5y^n~0*NsdIs?|qs=Vmubi9oe^_)0ChXwsndWa$&vbRR_jLqrTR{BY;av2@T zt=#7ly=u^}^(gTURfDV@zoJZ44bo?PYsJLWAXPFLAa;$0WqOhB*ACJ!&NS=0b&7_G zq^E-PL>e3`{F9W*X;}DVch0-VG>k6FSU;RVgWo65c9k78{MdL|;?YtXB3Ksd;+N3S zrQ7e8xrqk#OUoM;JRxyBQZA?FIf?xzGDho5NHAKh>Ozl@=rY!A@aB?G|Cu)H>_Nir zr^lc_lZ5gge7CAwB%+E;_xj!^@r%Gx;>bf1^f7JkTX`gkHibA(c9Zz+*n!W|(livO zPX}y$NkTV9TV(7tiS(Bfdn7AJh-sHz9*ZUMxVO^ciw2208R~bnr6e2=89Q^n5TJ@1 z_`3^vEKAV(jYr~@?nbZlwIrJEKhDfkAaVMnt;wAk0=I9v?e3Q+A*&w3*ZWRjTbC6@ zri=jZWz&ssj|gGDr&E|W30w|1Z+Pwkf%o%SW&I}!#O8WiJxm~=At~?TDfHhd(xSeR2>dbh_Q8lKiTaqUt^ZaF z`=+fHe^Eq$wno(}C6j<{PISLwEdj$$#>2TT0t1p=(XI``I_@&{@p1y(>K^~#vjmjJ z?*DNug}^)+vADj9KyD{VT=FH*bv}ONT@Hc0*@Bx&!uf5U5~)?a1a{TOt)xs7xSy`o z;v-AqZC;91^L+wQW^G{}ZwaIn9Q#z-Mxd?XRg&R#0;+Rm%bSV`M9;-!<<1hgXzrNr zKSE@e#+OAXWv#UpES z=veS!uxL4(j*sHGvO1M?6x1g1Lkj5VyWQ+t(?G|}YmYhqK{^J)`3h~Vbo|3f2otwv zpxWpS<=8$=jAbiOF4<|pN25h~NO;fTcFGnpd_yd%X}i3avL4UQ<^Sr_xdCR*>bnQJ zOtG+DQnONhJ>sSP&3wL?Kz8eHpMkF?2(4q5pXxP6+_#Ofi5bS2?yHf~HC_+dndD%N z6`Qe5J|d=DeiI}Go3?8Fz5(Pxuf!$3rYQK4+4Q-59i%J0qKZ3Aa8JVduFG>{WP5X+ zH;)_Rsq_0J)n)7P`CQHNYbQ3q&Y7n3qH;4*omknO%3E;t(}4Hwp)FXHe6&esl8M5> zFS(^GCK?s*ZZag8IBK3{q7%0rUsJ`aE{gBKg($DiQ<~f1`itC>vB;eW{L24KUfqc` z4y)CC<#!^--!oAbnk_uCD@(0# z`iSm_G&5`1ojWw*am5A;vTCVQ6kEia6n8XIIna35RJTi#gTUzakV8k zx4y|QxY!13riM;lD`aE&;RA)-d|SwkzSfLR<=`?!55ZS?7>eh2Ds8aCV*zDJZa5cy zi~mh}v513+#Kggr0b6v1$w#)W;G&`MLAUsrE#^XZPpX)3;A(S;FREw<`mU9Q9u0O# zN^=cO-?jrwbQT~T8n@!QE-SA1DO>;6;A z74)<0v{&gacoFnd#Kp!LR%c!F%1s5B4Jxtgc*cj`+PRpzDo4E5Q_zqK-iw`1Gv|M4 za6s^;J|N{`CL4~#b06}=G(t=;1i>~)l7$roQo?ts~&SPx~pa0(}9PgLudAA z-R2_GWV~^l$3@4{;Qf1rb&1`cy(6j|l&58Edp64kOEgx}OqmV6XeqK_DI1}Tdr#H7 ztueBA;4?4H8VSVyuX(-J2#dQruC~NR_-|(>{8(%>^p#1Ss$;|aP0R#kj*YGQed?4+ zHa1RY1}x;UaaQ)p{Pk)ZFs2q=?fGVdb25nuuZ-D{V>bP*qsqn<=j!}73LDeztKIp% zHn`IF@g>!XjYr={AFy<7;Tx8ySfRngLrS?`ZMQwdD6!j?FdbnPFGWi}=mh_{g?s}; zXSgY_eYI7b@!?)`qq435HsR4LEQ|$csbl0EZgIkaH2)g~eS92#fAntJ5Fa;;1D&HQ z907y&7Y^clu&-QaT$kpfat%E>aIGU2K1{5Lnsh*%rS6lUQx3Siow;#%z#fmj7M=OH z%^uWX!Fa(G53$3~8O(QFNUQdq8@s^8G9{TZ-bY)|-O`3Fd)PR*rP^dBiH(S7b*(d= zY;<*hV})xuj#O%RZ;olmKX=YA6Hc}g*l!XeH_Q# kVF&xVXRq6H?a=X3ZSbkSJ&I%rH(r$k1efxIm3sH$KSug1(f|Me diff --git a/codes/PolicyGradient/result/20201126-191039/rewards_train.npy b/codes/PolicyGradient/result/20201126-191039/rewards_train.npy deleted file mode 100644 index 96f97388622524a852d541b9e2017415e795f5cb..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2528 zcmbW1TWV8L6o$92j^a?nR0$F<)v8suRqM62Ug}+I+N3Iol|+0IVb8${IFvIKhhpsh zzCag*fO+}(*ZTLm=lt5(THkzmBz;dmI)mYOchtGmbXNA3JKd(Uw?Fze>VMhZ9}R~8 z>}&nco<(?G5&YfXCrWpj?c4 z`6={QLF>2%S7-hU*w2I3*@cVheJ@74{fN;ok7zve&+@C&FBhGUez~YFV${#7f7Uzg z^Xj(_(Rb#Ti`F3*)yFvcMRjuHMZ5lpQ70FT=R57z75!1CUi&OmXFT~ljQUyetvCAP zd-ogd)}h^a+U0&9dO02ZPJ`<7t2dvh-T&of-k+&hZo*e9<}K{^u%k;cpWg}d^F1qf zc>kF9@jGYz3;6BJ`i#4V|8B*y4sIT{=O=LbD%a7y0`KF$Qn7u8o&L%y{5eS8-^0pV z=Wz@FgNo@Le7j=v9y>fgh4Y418@7-d9Oa=pAUz1WvB8&Kj|WzyDIdZA7PiX$HJWQ3;gcIy@9RsV19{rE%UH{ z=RS=`U0I|K_n|&{w>PMRJFxz=QtfF2f6VXx*h6N%)>rI@{-*yk?khVNkvfxec}@N~ z`*C0He|o>%Wg<>7FLk%( Tqut@XcPh6J>Td>BH@WA(tVZ1m diff --git a/codes/PolicyGradient/result/20201126-191145/moving_average_rewards_train.npy b/codes/PolicyGradient/result/20201126-191145/moving_average_rewards_train.npy deleted file mode 100644 index 784889c451dff2745de69707dbc5984dd265b070..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2528 zcmbVN`9IYO8%;?n(PpG!aw#ICQm#G6-c7jI?%wO}%QrQdY`sE53899NhDk|OmP{!- zNu`D<`w}&>wOL9iWtsQR`zO5Tm*;cNFXueZ`Qb@+a(AS9ODzgs6sjc<2Jrp0Ow_c@ zL`GV=YFZ*c|3H84VYZ*YK=`k2$2}Avl;{Bj_h+GmZ{4+Hhpx7+TDaQ(jTMXj2Yu}N z7sdKGw*IDle}z7-*p^JrPwm8iR&L&UoVgp(=3^hb4(-Od_onx@rtX5Ot4hJuQ3Iqa z6^kE}$mr4|<%xbEV>-B0Uz;E!FKXrbEjC8@O{a@RiZg^~?tN2Qm?7>e&c0RDFoedB zie<^0$dFN3myqdf02jK=EqOfy48GSeUiH8LBG=2W{S{QAGMWtI#5e2r0n8>n8ilm_SUQ%3>76sqV zz1yC(V=r#{o?4SMV~2|&ENvATJFHsPQS-|qTihG{#PV*mM~G=)2U*7fYE9qQrdc?m zqDuq;{-L#+^51n`@lOkg9b;twJx0_H1u@`4-NFmq!buF8U z@&+5DeE~ECmaO>g*A!PQIpUH1rrQ-ILUBm*oC~VuU&^SzbV1%^{iV!WHxyfnw5M}j z5t9|vtzhj2&YFt~3^PxdYxmI0!aVVQ!e=C>(-W?fCKa=Vo=6MK(3)H9h1e508sFXU zz}~w4(d0~b^yoE?(_-B)6HKk9NPI(D^uF}QyJ1W{FR9PR9amiTlPO#e)c;|lG;QvQ z*9Sdk>y*4uax7!-oE{xrZl8LJ5}ByG9gr{W%tBa2LZ0L z$Xc%Bscgf< zGGF%P!4d}AY^#DrEp+6pv~CGfp+j-=X}{(K242aerd8JXpkb5Dl^`QFnw?wMTx7Em zWo{JOCgwm#T3LOi5*Oa8e`IR(a^bttC`g9KMe@*wCC0K`ls=ui`&$JEH7+~is#7?y zReHobYQe!o%1}2=j)UQDDK(BZ8yPpGsM#yo$lZ{^4T)oc|L2}PKOJBp;B6*tU=IsY znb*TE7_sn7Yr*Vvfe%dLZk-I(^T9J-xwhW}CdRroEtDj)lev5}rHP3t;|>#JOUd0F zHQy>rF)?TRftpsq0DsHX)NwHbxuj#RA2k>Vqq!ZAZ=<8SXoFWn6dhlDDbDZ0>BzU6 z=9GQ$M*6)MAGdt+hJQi5mwT-@q=^0GVi5y`PJVd16%$Ev8;^Y2>jRbU`3neTqBv-% z%5|Cn(#5Br1s)7!Vl+?d4jpGNw=2gzVW9XyPI%EW2FB<5tKYx&hS~g3p0S5FRF$47 zi@$k6YOjpobGpPQuvOEh+Y1Cy{h`y{8!VeID|%nk5nH{cnnhtCMdyKa$6-3k<<5I( zHZT#mGUiRJf+UA$J$d#gA3VJ?ye~D3jk+%pde-?I=&cR3J{`eDqV?UXo4dF$(8vy^ zZsTIG^_*cUxY)H>`u3;{53|wD#Dr}IRW^J6Baa@ z0MB(3%6U}+JUA;@m7py|SVT{EL%a~#0ZH1;;Q|yy{_bVU72s~5Ci#RXALhTSr!oG+ zgQ4c7tW$nmG|Ij>x-E-?()P8Ru9R>G468 zhY`_>r`4W3n0)SQ)mhAkScmU9N#nuixqrsg91rcEBeuLa&&R!^^h!2Kfck?ijOCdE zi0qdecNhxr!aMf0g}MOiqU=@LB>EbiRl6qSg?N$Uwf=d45QVcR9^H5*#EF4vf&NP& zu5ZZGI`*Ro0?PjCiXagJu0LG8b(IK&KuO`Mmk8Ug>0L|yU4)*w8>VO z($|#|aBJ)^WYrM3(42dL6f4PBxxKTrP>j!8Sv~PhV%Wr!{+=Hbq3(VOEu5j+F2=t(Ul9Mea{5=i*#n-w5mrak7Wx)8gKb6#<*grG!l=QXZK z`q$i(<~k!pqxwkukgW)%OHI7*#Eal%bf+Y?L4=e49KO1Ki6r+h|J#g#7&<2=kJa-z3nSeqDrJC`cPO^9);ue2{!jzD>l7iDZS0eVZ**$xu| z(w#Aj&NvZh2`DUf;1F1T_b$oiX9DUTA4{{36BsS7@k)*-KEgwA}D{#kKzyX!1M?S0W)LR5R!TaUtk{PKFT}_ z=>1M7T!RY|pS=C%+AYB-9PA+&x&%UJ6*PlvU}S5(QBXV zo%TBQFZ)9KxL;q{`-koC^%WnR7$0xlZxt8Ct-lfb{XGf^pMn$MDEJDT1jiD(?9%QEx zIv_7~oVi8%9PV?Dc}30nDA^nS`Fb9M8+!3Y@<>0_317*>{CzKR10(2N?9{bylfdX#d0&HFMri7^ElSo4RmQ9>weZpxXe~`wG$n z`i` z(tnM719YywD(){H*oXK{IN+X5KY70yujnVwS7mdOU-}n!{RhyKv&Y7t>9FAa3_->H zFVs8!*Y))tZ>l4m$zNo9(SO9G1HIF1pFW%3sqzH!4A8H`t1Q3b?;1A$)ohM`nZqTy Ch!s)* diff --git a/codes/PolicyGradient/result/moving_average_rewards_train.png b/codes/PolicyGradient/result/moving_average_rewards_train.png deleted file mode 100644 index b531cdaf8ab34e061177bb0c2beb3614842769bf..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 41085 zcmd@6byQYu)IN$nfP}QtEuw&u(hY*32!e>xjnbubqlh4l2!eD8(%mJBDBazNba(H$ ze82tu_WtXfG0vao9pf3VD9>8=n)kftyyi8px!ylkx=(;hjf+B|2;?8!dxAot`=C&0 z(>Pf0H~c;0f8c+@4zd~!s+SeYALb9(X0-rUxPmy?&1hy9wF zgM*#D2p5<2|Na7}?JH9*uD~mJaFNS)4>avjC?Z4TgO(+kX^uiAEz94#`_v_Vb;8*t za{jz!%lX54#QL|}-Oui6fW|oQl6_QKjdGvs4n{;zeJoDd`SxVmjE?6^kn2;?y)hUJx2Z|H7Wwd`tRGV z4^X84uK42rk1o^m@K#{&uq?4O-&HVG<;d~gioBxY^Rwf<5M9z9=^M<<+kfM1tM?L5 z4mK95SMu%K>OvVLm5hw8PkEi>X|Jot-BgI?e)Z>p+y3frRb}yKYr<)AA=mHR={eW0 zu$fpKDqtAWb*7v0zVHk=IN#}#tXj#h5xO|tSsKWppwM-=!fVogO6KU!J@omAdt_4H;aj1<2J(q1Q{qWVpt?{QaA zF&J6KLZW-9Qi8}GYcI}E z*1glDvmSu|*pL$wOKnWn(bP~%^HFkf6=0nua88xjU@DoZdQY^&)simc;{uOVwVa)^xD$gb^YnK!uei-ch$xt+!UTAbaIZ~ES0nvUQ@!pOl8yQ#@FfT>6^cp!X7_) z(sX*XLnUBE>3On0e}1yTA}KlLl`vxUH&R)`aCNxo1`7+X(GMJx&UkrQSxl7V`61K$ z_wQH7D!OJ|+dgrz+_@7mQRAF6fO!fV{%XdLVtXOUo5yKY1KC+w*eW%_{%^k6Rdb=D zi+!0y3klBjus|a)=D5pT2xpyh$w)h_pz3tHO~k9U{GJ$5=^%{x;U z=M+Bu{ZE;d6Wf#T`Y!gQVaxav&ihg5CD+!Dds)AHc}H1%kJJ~Ni23GCzgwzbHfQ`9 zKE%Yhs7>g(&PUz2dGpTmU&MMYGnfw*6m+vm#)kfY8=C(46@hphzvUpR(7cb?rg8?$ zZEv~R2Mq&p6IWMPRIWx*)45~W5!e!r#GjmkdXb!UD-H`9L7V5j>GHc9Q%T68E&5p} zJ$4?kljGTCx9$28NlecMaeYxQ(1Z00qO67sUt8u^{hT~IJecxM+Vk={USjzfLUaGs zD;{4gg4v$?3^#ds`<9Mf;J0I8Tc?K~#m2<^iWj!81j~RW%ai6-Pl_DTyie9D95yBs ztjEeM(E}B9QA^~M+->{V0n|~ zK(h8k@iDIshz89HTy;NS$6R6URp-Ymnx$q}4kq2X0#mu&cFj&tPc@34zyDr>*reKF zN%~-YB8Nl4$w{C~{D4+)!hvLGp(_*ISusH*3icO0{L`lv0>N=9H#ZTky4|bF5=S=_ zK5@=xCV9O&^6ZKij;yj@cm=j8H28*|=zZ>ri;L^B`3?IP8(SJ!<;Ra7PfzII`1(>w zcnAfi+D&;LY{8=K!9d&lW42>5qp{!i;IJ^>y7eBp(7-eGh^VOMy&-*NO-(9@Q_~a9 zQ}e}boW?UvejcY=E&D6$bq9J7KPc84F1$=SKFi9>UoNOW&i-EKeY$mjy=Ftg$k^Bw zt{)@j$`eGvRqidW!*AM2`$Z|C6|5us@F6ZZ)1PQG{zLlS2`q^&ZwP1v?D`%F zs_5x;PJi>=+TMPJV_1Hz4xIF)=vj{16>92-1$uQ49zB|eFER=V#b}n8Y{3Kc73fR; zZIAs9J2v|`QEU34}PV3~oV45z-}6*Y_+FUqs@sj_2OM{?Ol!xR&7}W8?}D5F!*d z797Zf{QT+N0$`&*9_=hZP-1{nM+SRcKwY3&VUysgGYjX;72?SQW#xrY%Yu1$sQno- zl)A1XnZCysW<*2;;+Tz%QXe8CM`~SpQ8i9$*O{1nd(!R?xjfR*q1CN%dU3QpPuRjw zO#nA&F)G^p6RBLSL(WJYa{V42A7q~wi`^*?U%bdT8*Zl1&xM%Cisk#wYc;=S{Rtel zOxD0uI1l>r4<0<8bX}nHclW$FJ9sE9{RW9~w*ymIRWp^I$%WBdd)HM~Y9NOWNnRp1 z85!>)&ydO*$m70mh5UGQveB?M6fg8r`rpOeH^gOCNaw*v)IWUq@G&?T|3tVYj6vOP zcQIw$?mGcz-GM)Ym&VcNcOtq_4()P9=7Qbj)Er{zdng5``sdDw|)zuf&0#-3R=Dj!kPlof)=E5Z7^N~oH zS1}1!fFr~DN#Co=h$nWng^*4p-Cxz-KJg|V(F!y{QTmECYP+D_I zr?b5wHpFVAvMTi_>!S1Efa>igCEwjw#wrT78!pb2RY+xpomOK$goh`KZT%o2oUei$ z8fEzX-7UGa9xtokA8sN~i5M0!VS@9d%9AHgJ_ZKjo(Mz2$V70*ZStVzC6OXe{X|Z% zebv$5IJ(fPZLj*Hzck2q;%w`Yhx-T~-|O{AR@U#s$B*e^2jlkq(M#Dm`A<0OcAxkc z+&45#;W21L&A-N`w`0xBld#|cOP&m+ix5d1CL>>AZT*@Q7R9EXxRVG5Y=E77vc@X` z>8fP1gm<1awdes}vRM(h=hmhWe>=aJSbS%KCCXvssay#C#Jsfe0!>!q76lI7U3dtJg=3nb*4wJmkXa4+-3}%p| z_bIa+O6@VDgpkG@`TKkdqV})O&T{A9Xt0MJGZ5drC4$H~n#RWBAUPBoHRDctomg*g zZ?ATNi_;}0CK7URYUM@4`RzYHN|EvZ_3M{Gf0hd2i^Zu1Ni;OHeNG+qc)daJ)N<=F z6WguQi3Ui&Kbo6IHY5Q~2-r>r_n6(_;0OWVU#~y0QHmG(_MU`=m6Ow?Et(^k@(#KW zz?)47hEFs#xGET0JXEloA(>FK?F_ik|5Q(sG~6|!LEpAQPO zlLdMONP^!_Qg(*pHGkY|#?!8-vb5=q+-%)=uhW#q7$8<%LF0 z+4)+=Q%B>!^Yaj}!bVNvuC9+!Q7?#aO$Wa=8_kpr>CHh_N+~VfEQBiRge|qWxscdb}fP|df13<=tXxd@R5u8}%og@LAVf z7;P1W{X%dMKr9A0<@Xjk6R3n=-SG1AvKp_vA}J}!M@@kE3u=CTUJM}mDMT$m&!ZK# z%8;q(>FG@!wUacR{rvpizI`i1TjF^!0+E*6``iP8xDtoc7=OExlwDkeoTof1+U8_) z>`h{ITqRAnx3*p$>f{Uzx;%oj5|}EaSXc;Fs<=3 zDdQ9C?b}96y%~g-O_*3%vkMCg+$I|ibfQkVMfl}*+W^^lOxh{kgI1P&SJF~be|2?1 z8WMWj*f#~fhCPjB&_*9LQ}LGly=*pbZ*MSV#rUf>&AfWM+l9`H-LHp-H3su_6|}Ud zF|hC(`}!g!JdX>#&fFYC66&5^orbja9O{}{NSyJ`ldk(x{4Sf*T5Y7Xv>t;8ufZuK zm8{^Hw05V+0Gu(NsCGmUNG(9N-Q|IxKY#v+4BUUTyyK;Fg_1HrF7507!ZlIRxanzw z3h|u6!f;5TBigm@yNh=n9QYc}kJ&EH4;t1MUYMAq4p_Vo2$+Vfp8n;_E5IECE>kfv zlwTBMn;>r=K^~t_(_`$vrrRj}w8$@*m*qaYX7Qzx5i5O8^xTO?Dk`ely+Q3o2N5W7 zR0~WG;CSU}SA0lFu$GJl^fZ{Kty|p%afOwYb^1%3&2Y+d9;pH8v zuuVEULTve*XA6?@Sb-{Ov!Rctl@+_8p&_lL*LVuPii%3@@p29!ul>sPYu9|%Cu-~$ zyBYmYoR@n203Y=kGHzU9l0$X@!kCr5+jFR=a`hV$!9YO~O!q}D`7Z+BurbarSEn0f>|j(AeHs-_!!A8fbVc0&%OCEAY8In z#=Pe$nZLQSlV;kL2(=Lx1iq84)YR+er#s62Ne#!J1#Ri0qM~%{JNSLd_G}==4!=(V&9PaihS3#i6UbAs(ek3^Y0}y{xx_o3M zL<&@ls52+5hciTVdAy1jGC+HrAQAj0CMKp)ZWUX{Kf7yS7`Jr-&>s@zYn;=BW!5Y7Q z{aSmrKL!cK|G1zNDyEk0`L8b-q1)pX>9(HA@U;%&|Bh<4BoK-*0%NhVV zbyaQhY549zqJFv(W57rq2aJ}|4%C{xMaK6LL^SDnpbNOUYUxW{B@|g*7I&y5y~Lny zv1{XUtJCXhVeoDb;;R2;947v*p+ORf09$)|;tQ3{yb$tuoY!>_4)aFz5;*cGPunB3W0q8lKO^5)5P0)a<6wGAM z`tjCVKfgPU%TN6W(`UZ>^V%hmM_9e*$@W$YLrwo95l91Ghcnpp-ls3~tCw#l zy8ex|=*sCjc{u=u&C#?kQ4CZ^aB#T+n(VF&g#n0(<(@0cw#B<7+w0L>olUNt;X-nq7-kiGMJ}h_YISf z1e4xn8Vz8{Pe{>20U0EzZip?$Y#Zi*h;XdN(+&9YPz&W}hOU$-_WR>4RU{%HEWnEw zFOWTf#cdUMpW(@>#9Ns6EIHU{;@-0c^a!pMkH=Z*lapVKo1oO9?|s%>&~U!|B9=#n@IR+c>b2$_6lX-OWc zTcm84fB0|~R_2&Zwh4zX-_g7OixK2KB;5czhaLI*9-QKeNjEm6bm=>wl5|-h~rm@{ZW?b_3;bq)x8${d0rffmwoo07qR}CkE%SYr>EDFmOi~h z`S4Ecc*TsH!VSlHv9D}H4?KmHms|Ot=y$57{7Uco=L!@O z)W_Bck1oxZ4VPo^Iy8jxw#l-f?k8ke8Avt=F9or27EZ^wK0TZZ`}6lNP=3F_V^IM?LB>EN0e18Ox-v30_BR~$u3Fa}go{QM)a_FP zYkWt$+zP^LM$cs2zixnxg#d>SBO@ck>7?}Z8z*-{epY`<`euN{K6u>Wna_89v5H)G zOh{!7cm8(l8w(_eIy2wC9T-9*DA4}z8gI?eKR?1thROq&XTlZ$mp>t6xj@=J1Y{Zz z8tUXC&cpKo3MrtYf48^axN+l>t?foh=kH&?veZY!#Kx1-97XcJU&wZ(=f|@+&QpKo zT9DVRl3Q*Aw^=q5K-*LVP)-CZLdY7Ztlj`M1gM0zv&hqij~Za1=!zrC*4Fm+?c2*b zgn4Q*4+6Xs3JOB>HgZPmw5h+c{h!PIj~BZ0x1lOMj$YAw?y3Og`n^4t7tJ!9mpX)S zVMO9!Z?CzfWg&Oyn+WglP{sPxQ}UoU-yUl%tXQV@nfI)C-l1&ej^nUt@K(6~|MJni zul4MK(t3u%EcOaQv8oSE^lpiZ`1clArmGI+sHnTu+2+`)SUI8D^`y!okxd6eOD#a7 zeYHBI!ikESx3f`GBZs;KNcpRDbdT=dMFYwpC=TA2Lhpfu8+%BT; z{lAWtmX_zOKxrjIVe=&{!i3UuXTB1gIjW796Z!aVE&eqQ8_{a&A$gjZjYzzKVkeQt zwl)Gug@6N2ETQdT{QVsP;X;9SMJNFD=B6VB77H*yy%=8CQn@e1mqMn4g?a(uC_co#;E$3J+H&1&9*fWf4nWm+=@Wmh}Jd zisa`*UcJO>Io2W{6H-)PZ*Po*rwE0f3#0RdBZaWA@cs}){mQMMG*z>KY%#+2%<4KX zG1=7fpF?c|E{#Ic8fVQaPol@R{1@e<(1HRkcoIGYI0NGzvYU^bM2Z(=%mNuEMNaBi z?qOuftb=pZ1{xdXhc5ha-cMHYN^3uO@6Q){DKonhE*KX*!%FV6SR|&BveFiRY3;k% z&m8`XSl>a5131!!i?jD5sgHHkJ5aq&G5-=YZR^sLSMMk$YY%|l;ic&s7=DjV$+sylW-;~mN zh^H6i4T~aDdml>gNf119c!?E~8c#mv*Vb-==jwXXrlG*!KRTS)dwWOWdAkh9|2bA= zrPWVJ{dCP;Pixn4zTU@MZ5exe^ir?O49g+t`t{*Y7wx(-`6+KMCi_2CmfuyHYN#4e zUykso*H8FaZ;ZKbZ2kR=YMA2#+C*vq?w=P+P}83AU-J_6u$Aq|s2Oc= z^}&5KF$XQVJ@b~Bb2^LF?9z8stha^TXJzcw)C^}=qOgzVl1O~`4+&N#qT8^Yuixmd ziO%Wb=iQec%A?tQhYix@!G(AWG%;tCm`iH7 zV+}8rXnJI}s7;yLzjkiv!{!%J?PoUro*!B;JxA>a0)%So;`Kk@=$@+L?&~M}^lZD6 zNOaBkOzyzC>&Hy~fL{rE{380fecNS;BWnheAn8nj*FPL{J&ObE{^xO(AT$+t*Cn*q zKJln^80XK&uG1NhMORwswE8(W!n32`x)zl8oZ{o${MY$%g_=9b+GkF`L?})we_K@h zkjc*Y516y-*;D#>=`vA`Gij9-mzw;y)Z1|fCOb1+?yR>2uY5W9`z^<7ZA= z3`PCf9M#^=HXqeh97w&DZq<6`yYhHZ8CbZjOC1Mkxw4@EZF& zG^vsYsrmh9*q_chgj;h{{%8T#ISc1(kvO`h#+xy=I<2K|<8WDL@5CzY)8Wy?q z+uxa1&C`@4mA#wRlgx_CR+0F_N`-PDldesWq2+nG-Ih;`NM2m#yWGxO(-;NmF&FR@Z3OqY46Q>KovZ*Phk@+yn_drvN_aBtfs)ap1 zTn_U^>4;wsRlss|X!Eo-{P|psRq*rH-oC-eJ7bTd7BrN=7n2d^t^nLE%~$6I;kCL14o_ zA*OwBLY)Oa=qBIOi6WjSs{S9l>fm zdJzr^f&j+Gp~$!U-`KNo{ZW3+1d^66E9bP)HiewqVoSX?rD0}=OF~v z^kcf8|GZyL-ir=WiB#ER2qvpSAA>Uequp6{9dPK@NnNxkEPM)B4ip#7lXR{==9hnN z*JbusTqOP@=U^EY9*xUFIP4R{X)$)8lkdR_^+I{$+v!-x3G+ni&mJTg;HpH#?RP851rO?LRwhZd+xpChs}Kwu zIAVGe4~+*46e{=dw);kzAS3oNw};(%WTzQ%&3lEi@tp=1GjG91vba1vc74feyhQrq z%zPo)|8B#WS=e5m_JcodHttV*uYo&7q2r1Wzvte<-F9-n^kHtdpYOgNv-h0x)g=)k z5*Whz3pRqt5$T~AgAbq0ri(bJjQ=I!?EUys2aJo=Ho3Id-XX6pW`|ObA`!Jr>PTBV z+l#e)d{jO?)zotevi;re*$rbluO$7a`J?v8%qSt?-|iyrNctD+vV~(+n_6oz*lGugo<&5_p{ZsrrZvH8*xgVzd z{8QF;aPRiR^U*}YM%j)Vo5NbD0ZNQYtM4kL$#8j&fSl;gagAJ;k7 z#?`Qhk&>zpCkdxIYgbHaTbDbcf*!Jc< zo_owWl_&Cc#L94w(2`hKa)i278Y9mzvv4@z_iADxMxl*5Gr25denO(t6*QX~Tba#+ zEvd{hr=Du#SBmCU?>U|sx;%Ii=QgEWO874i_rD)8GW>3{lH2#43hR8-=|htd(`&E9 z-N1_VW}3wfKc$?z->A_in#1MH~jPZk3rf3a7g68VgefGnnK)0I<5iEx0s7042 zu)VR|hUg|Gu~22-zD?_W`B9=+EO6ZVdpvlI_Y{mQ{rb#u(YPzRMLIXysj3)XPyQi| zR_DM}y_lCDTrZap6y^*@>36wJ72FwSe$!up$qhU8dd|;GirE|I6JHzZ@Hb1+CU9bi zWZDt?gth?$*+(ZT?jP|}} zOG1dEdCSIy#;0rVarSSPhs-%yrMNL9cXRN*CX+?1PRQiz&NtO)9EbDdahJ{3qpyS2 zi@l7)lfAd!@_v2>7^wXZkjN%bbU7^d|DGv>ZiRmr1&7v;{k5?p;C43;Ds22qoHz8) z(a{%2%PcXXG$5OPNicVP`t)`|gjNWUOuuKFgFu3&9*0p8v$NExSxCUQp0p&O_atG$!P`zTcDP0_La=Z%Vd6H$^3OXyfblTGNon3W^J<-J zDBiW9#E4PV`1vgoi%+WI2aaHrVkvn?Hl`hPQ-MCs9^63)T7=W%Gym{?3uG;ZJh2El z0{q@RS=pDM|KasIbtwykti=%u0b=E~4(j-ZhHr~^zQWy=rMo_#$or@)$KX`1)EwkN zONg_pzC&ztn8G*zKHjwCGu_S0bZ^#PKfy8O&p|B)&(0bl;xUj-LBnv4=*RilNs$J- z*k&Wfz5Dk|fQS6@C=RLQK!@=xA!%u5=KS4L-2r@&vHu4FQBV>^^T^|1h_Usy;w4O% zo-)+{$1epHL~eClSTZA;LvOK;P=kZ{$EWq+^NJ>3REZ)SV610H6Jw8a=dR}|%=Pbi zT1lD__;}U`Y*c53oYH2eHDfl;w|xRSHdg56tY!glp2|p1B&IQ6x8~LMANfh3c}1|L z{^Kv|T0J=3>Iy6lY|Q`f@~uGiONVYpr|;lkL)*I_SIL(vaqJx(2ULneFSD}>T%}!A zU&weEtscU=8by3}Z1K2@*+y|KN)_+!P=*pxuDh3_e6E}sJw0>I`Wl`jb6^pHW(Snb z;@)wI-p1`-RjDj+*gqucqxU~iH{mr{6Oo9}3-G4Xn-SIj!zSihwblQqz)MyBgwt+<`IxrzYkq#I+2+oEa%s~&B}3N) zW?Rxv&x$Wx&`{!{{sJdZ8v941^p(LPzi+XY49QpZybV)dyWqP}<)>m6mdG6$@+9-~EYrp$$OJrNWS7 zBD7VZ=WEA#ZQE>n6USDjTAYFCYfWdDi7cpeU(b9SJTQ!-t6P&IJg6@Z%vcFa+z|QKIG*SWZ^MmPs5+FmSY*sIohxT=C>LYEBX?m+mg zz%I4_dWOP zCsfHot1Ai{Nu0DO3iF;3CFeFho#WRg`eRVedhgN+G1aT}XlcgIjFC_@Qt5zbtEnP% z|1O#mOuLO9bkbz&O7DaU+MJci3czdq+0~1aMK2s(<(^_T0){ExR$fbfqKZ=N;xL>k z_Cx_&lHr9W8#H(g%?=1)=zB9jf77r?NWj{Xj~e`AlDHYrwF%RnS^f8g5Miutfs=~- zJa4<>$%_2Cu5^m|~Tn<_p}Gd9eYHHZ8O7)6ea- zdlO0!>3&oY8I6Z`hCDIpd6h+vLbS_BXRNla?lOV6`=*_4#igsrBk2zuHpKiwg_@8J zxt@tR537>N)i~kj?}%IJHUa||9A#1)uY*52c=dBPBc(Oo$w5a?mNZcUyH1HMG_#rIKuGbg8c9S0_W0I6M|8jZJ|?wUCs9jE+CH z&GjBqSIY0ly+XQ;C*c2|_P_1b4}CqD9UpXJDN$g}2+>_)wb*)G0{F6Go!}lzS(<%P+OVwjH0isUX7 zXwbl!Ua_X5F~{@Cn9q!!{;Et-OKkc?9Hj@Wtp+=JBC!0_EFRF6y1!)a-$8Qqn(!H&%0ee?kGl$)6V=^`nLnwQSAdqlDGyX=CMSmHqC(rmd*`I+Tl- z8z<2~(&PoFvtV|?j`3nMNu*|MqaS>K8KlgC!+ zh3V1*#CA8*0*Y}-bVaqaKlkvh+EpI0T-;SB@3Uw$cU&GP!&8u0dl+U|BO-%2;W z{Z>l4#owiMrXzg3{rSh$Wha8=dG6>j)|!#mS+r2rT{a}^wnVad-17xoIIOUy+8_HexBDnKcjy&6 zzkCj^j=_ZAbB%&>+I*40kw+YM`N3$4qUP>S$=Zn%I>YD&@~$`a&t4MysCbUHje0k& zJ-zJ1rj~o{`t_#sB8WbtYm$0CsZxKaFwVKCD8ED5id3(nlB<6rELF$PS4(%VpR_<` zy2XCygJqT!hC{HEGEU!#uq4*z(-q@3x(ju>G0MgU=jX`=1aE=!v*_n}A1xn+8U|Ek zA(xzp+FD#VdC83ffx{p_fe(3E ziu1-IWc?05#OnX#S_wt16BwXLB%1Lhvu;j)5dTQiaiiJq1MNa(jVvI<3^Hah@zTmjzzy8>wEa=)>;zxQw z!f)e~K`9#kq{B(SJg@&1Zrd&Pd^<~&ShQxatO^o7YZH4s4%9z;ez9Q@#3BY53H&;^ z<-FVq4@<1;3*rTrMC(;U#ixy$dA=M8){JH}&W;UuFPR6tixDL&vtmr+I|7-n_SS@zcJj9joJM>fiK>X zudS%Lqfe%-L9V%Gk4oT}H=6f%t24e&VCpc2d5#s@uJB&htC|2GIrjHvOHXal6hXwr zg*8!SZ|WdI2f97XY3KpFxc(lMlMWbM8#YH<)e*JH>OnW-(H4p|PC)fCK0Iqokxawn z&Md?an(wzDu6p zjX?v1j0%8gtJrPN0`%N@PFH}ek}tt*B#c-fG$=rlZfiERAU}D6cMtKx)oC#PvMdg|i(~c{lC(`8GIe}?uiN=0A@5l4<%K4)fB}+6boHZtln6v4}Hnfoj z`fc3;SMI5h5+<-;N{-C+W_gCiPbhnnecyH|A? zNNy!CD$CbRowxV)rP6xhaebaCe1kTMA#2_bnM{O*Z+*IfP7kLGX~%n??NPua(&3RX zr^VMEGemOI|1VX`cPgQfZrS2l-7l`}$4R~I*mD_VQHKLv+%rW6ci}mKl595y6FNVn#wPl2nabrXNM!}HmchARt(8AVzsfwSz-JWlek|J%;U%Ud!!1cP#&Kr3Ya=Y+R& zxFbvp%l`CK;UCgbovV_Um;Wz;)J8tjEwug~Z~GdrPy4${eoC!gS2^p$v+<~r4Wz4#Y(g($GG^Z{MNg&D_&|gL@E}Hq!MpiV+Y_H4xwP_{VJ{m>h%S^N5^joKYTm?<&=70-+2X>=T z5jV`x)E_Ui1qKEpDs@CMM2TUEy*LZna>>@*tK|0H6J!Qhmzr7Gm z5}(u$gIF|le}`CkeXOr{;w15$D+jzwIaWRcIeh}IH&AZoeP4vjEPo-2NYEjA4Q@dN zh{WR(h$tuCkO|7p_TY$a19PoytqsO9LqfX_?QxqtF(OaobfuW}y2%36kH|5ku>DRanysXjlv!T!Vpiow z&I&VJ#^ro@%*N5x(K0+`Wo4-96+!(&t0(HV%bJmq@#E)DHFs+e@WVtTB8l-*EEwvm zb9WZ78PBq)@*|#A6z$tat)z#d^cPG}V{e~zT17lhIu|>O3DXva#$$q z(bAWdoIE_e=UTe1E|rq^SF(TpS)_hxrDV_epZ+9EQy&_YD1!&Dv_ET9 zbk7Qnt&^TT(|_x!tf>z*B`Z3ylh7gvX1JpKAiy%u&YB6sP?`KDnMtPiMf$==1D+&m z6XQ6?F%AKA2HS%()yJQzkGn$79(3Jeyd^PiJ#WVO$Fv6&KgoKPAOBi;Go%n^}AJh z<=HvM`~E0+RGl<6PYyj-VjsP&8ECjC>Cg7=p-qaQl%A6bd#+8E#+QWpVY#WQY2DQ{ zKck4sSJqwf**C1`9FnnTmJC94XuEDxYE!AhM(D|EIc5HmaiDWV!DNNu#&Jh$>vd-4 zpI%BJo*T^Gf>O*K-bYja5>- zY%V0iH#q)B_*SQ-cu=4tF`MOpDu4nnby)~Q zu+)Ow&ami8WTdW9Icm60HS0{nxC=!t&6g;*gg#ki&%&ad_`Ey$?&6*s3cwJ9_vsxF zkmdJ@b5%~G>v^9!!sJ9(%|<<CAae{6;U>zz@InW}Vk%*H>5+~xFzq1aY1=pLY^u!o8P zIX+XESQCJ-D!2|Zi^)}gcs($cn3lG^$q#SMcn=Goa(dU(v_0nKU=b*f-@+&TrzI@- z;;75}u*>^=?wIC^G>%}Q<3)Ax;Z7_xJ?^6E{h_+e%9<~ZqVHf&g;tGP8q(&*8wq;j zfQHxe`RgR+srSW!H=>>T`0;JCk>O;mD>CDN)PFD&v$LF2ko^zn@+eg^qR=lLX}6$} zlMhMwI*+_dL+!3m-?j4*910FJ9S>J}i~YNpTDnvXa1xOBydc#@h9V>{PGvwljtn&d zyN`^bnF3w+ADG2=Ui(I)Q%0wA_jlC+PZ#gU5;%P*3WCCXA8r#Ve3Ex+4VE8>Qym|R zqoSjuL2X9R2+;>N-w3wL$5G|)=>7#6usyT8RE>K!X!v&dn4233R52X5z_u@q%jp-G zf;NOS4+Io;pa#vBB{2jMR9zU2 zib=F2h_9P%THX_5yw{fMhN^|}YGk?_#$Epc+d1yGl84f99C*gAR~sWA$^2hMaMj9v zOYYKuCsyI3@I1WA!*Sil5zN6dbfz~iYLkd(Ne4{PU?yR{)V%K<=+<~)_RZ~Joj?i* z7gvx@gVr-<6ej-rRbFb|tm)le9O6e$C~sz`88s`$&2|59|I$#sm4daBBiax-)Y%^a zt_fw_9Ylke$OT;sMcs56X7hMcr$oxqCrtt zyFY3PGkOW&P9?@IgvbPwogFv0k7^o@bbuS6HbAYHa!Clb@#jNyQvY(bOk(O>tZO8w z1x;>@liYod9zdMRoE^68wO+M=DAOxLD&jRiy3+FX4Q3*z2vpqT3*@MT& zb&wJ`3u7$!S)2^ZO_WGZa^;)*Q^#?F^`j<|(W++FAv=5fjZ-b+X|`{yd0$%&6WlXF z;W1i(Q$a>&OY+#hY*I2Z;{wC~c;xKYgoQPcT6Vcn;Jm9`FX58Z0-X|9YHF|Iau52+ zpzS_4`5#|7`~9~e)i}i*Sh`QO{{h^$Oaq@@yB^N?BZCqUGfhCb4#QyKk&)k9qu7wi zB+zvJ_q64l(;qo!tcD|Hwcfpc7@0ANM_GYYl^ODBJmz!r;f`oznlvRK&>E+mK-v~l z>W3kxm46G*ELlM;fYjoVM3me<5TD+F9M|jO%o(~u;xIPU?7EQ90uvevpe*j^d;{7A ztC zANW0mGs{q47NWNY7_g5lPvk+~HbH^&Iv9pr9;JUh7)2gb+F)1ap+ z4hkZkWhdalb2-^xLrBjVIoSN|oS#v$?+!oE(qJ|2`|_B#QI(TRjj>NaEBuKKUt~99 z%-xB!iGA8Jt63eHsx!-y12eQLtd*gBg%g8XF-LwquD51&P-h2+hJJyu<+T>*O#BjX z1t0K*#!j^}u59K&c!c^xHLqI{j9wu+O`6Wq5K^?5ms7hyx*$H5s@1 z<`tw*RQf{nr-e$dCMze#d5R?Zrzz6E{VXPE|+w%je$ILf+8=P0t={XGS zEyyWa>l^utJ5c-ky;atA4fdCbw#$^!(N<@=pzG^XuzJDvHY;(tAwexyBW0iIEwPP> zHU{^0DOJwdRi;CaX0Lq)t{V+mZ^EU_b+bb`Q14bIDki6@-VStk&Oc>`OCwAfJj%cVwY;NxgS zQSTmt!YJMsOwbuGj35#ih*xALfdO3?7Z-T(fxlYLJY-6>8XRdHil?91_chZqD^Tc= z9)D9bFicNh#-LFxS)Af8z7sf{KC*vGV4I9G(ZDj#Dr4lYSYOtqjMvt8mAFk4`$n1sE^a-mJE~z)vQg)q%u8Be{A#+u z4F_bYDr4W%)X$MXB2x1%#wBb%4+<-ga69{cnT%uVZW+0lTwr+ zE08ZKJ72=69j~5`D*<({UZv+Xl!*0rNqw9i4>0TmMzq>_l5 z9vOQALkEy6sE{g}fH+K~Vq&NNDmOp2l+Ps05TYve(UTt~TA%7Oaei3aV5;%PVYC3= zVZ7X$rp|3I705c2i@W;{TrcNLgHg+m%S*B`Nn4qF?YQ0{m@xO?OwlCBlX1@85e;K^ z{c2}s+d;{O1{yGHW;9;=5>t5{U$?w@&XsU_O21Ctw}bZ!aKk%TKydIAMnB}tzXnrW zZPEqZ6uxnWUq$`cO!Ub-RqGvXQqVJ9!i;zKuyG0Jx~1Es;?r!|JHCDTH$R2N2go&D z{$Co&|mPKC22yYfS#c&=*$ zzY(Nev|XI}2Rm`1C)7SjC*V>1GFl<9uEU=WEl!pw0yGNJ;$ zgG}c_lO5dv<}TqqDVxAXK4jer1)8_zy-E2Aa=k(!;HO5H|ml>W(8Zqq>P9PDX3 zx&N!QHvz|TZNo+%M2SR6LP|-4&_G0nga#2xgCX;fS%u6hp@b$=8H$R`GS5mSDKgJP zN#>!15dQOSt?%F8|L^19$3FI6$6Bqm%KN_0`waJeUFUTUYyuh2)I(%1Ea&048lo8X z&siNuiz>nu;KM8Jvdg+vROvS7Ro}xMypN#8Aya%D$Uyyz`(>8!G1w1Rf^X2rFg%75 z?|As08vtJJL7~ZkXAd->!w`!B^_XxX_uzJm)Z*v+-#NqbR66&8HSmx?_7e9=7XhLpCR@eDLm?1{Bf!`CB63&2#v#Ey8L~8%=rfQnf(%ug zVRnK*Kg}hcvKXG}z}m>z)D-3#r4T*Am>^}2n?2@kGwoq)t`M9ozZGEoJ+!qfOb}C> zdk%*&4m@y~OI}x}TsS*93KS}y0|xr1HiT~I+QiPzef3=nttz&C;blW?57guMu=Jx(k-eQ+b7foE5T3}Y{NWT3{72ap&j70*v;f9>fR`g36A z%4zYZg9-1{2ebyR>^PIznEx_B+#fVC$&W!r<;#ImOZ80~sW?pbJS=m|8Dyo57~XXE z_G&Sm4rO^o4a=UFd)9I-)#>_zg?fNsm$u@wMhf70@`o|+=P6kWJdMHip#-aWGHW}4 zVt!#^&X)WG758yx=l$rcO+n}(cN27*`IF9X-@ZNY>+>Pv#kBv@_h#*BqDjTYhy3+z zU7e)T4mkc`BAsFPMLx=Xszp-zL}CN$s+dleWiCY%y7tMsmWhdf3@xeQdSUNXu{VOX zPiUxV4Af8egga#Qnafa3=fmEYh#XVsdBf!uH`G?P+BS7P7_e}UguZT(hv9c68otukTVlI4( zyM6h37|vWn&mM&NgH&Nklayn?g)A*se`DQqJC`$DpK}tg8OZFPEaqf33H!v6(^azN zLV$xw`nD;dw!+NiE_y>jKWmujW@fgCoj-F@H}d1l!22rZadD3y+jLd0)a~#O@;JI> zbLxYY9An>VhBO8*M?ZfPJeK?`;YOOfbXMOVuFO-(Kl;*SaIA4kx&xEN$;FE5lavG` z!;r(@PEF0PD1ylV%u2$+Is;t0de!RH>(A?DS*(G@%0}XRv{VgxO@N0+?{2?n%1{xQ z^tkfL)IVX`_NbPNE|G3@o+ubt$E_6Yz3d|geX`Oaub{18G%Ev*zXwZdE{$snPOr7n zD-k|ErrRfZe3N!Qnh{u<>rMK&9mFGXYp=q?|y2%PTK83xHF`4KMKC^B6 z_Ae-Op95=|ij+02j`{@e0HS(EOMSI+I&!y>&%6<2z*xU6iv$D&d|EQh3jXZm<7)Gf z4(B{3IPxXtaq|(d?^C!t-g>ASr-{rct}*TnW@~Dkq0IIEw5W7s6%}}|UcIigCdsh# zkLl9QE;+qjYXvg<*UO`l6QNtpkIJov8AZ?{Jmm;zhkDSj#VUKl^wiY%>^7SoaD+%b zDC%nI_>|7>VAs^IF^;zjM)b_XyuGXmG4k#$u1Q`W-I@gKBU%?e&CGjNzdaOZ(i-4? zu23=nl(e6HjrWI-SH>PPrdIow*X%3o{d7l2IPr~DdKE3p&rs-Y73xqhCB?^Yl#s}6 zZ30FH;D^*)rXm>$kFs6k)HYprPqa?{I_Nj>HF=+{tB0%!0Pv1gKzxVT=Wmvm!ve`shj^`ZnWS8I-Z)OHSC&?^+&W;{7Q5V zNlB*PwKtU+itqfK7DK)`3y!pccU07N=tmAp#|&_;@oR}m^Kj~D>aa>!ek;M0no~w2 zBf1h*HMG}10DyE44OL#FXHtU>19$82uobZkU|7LLATjgCiznJ9&bS7i%V*OR^1|+o zd9P}RRF~S-7Q>E3aelRqbj!XiigaoD76*)!HO?A7qS@KA2)4-eK_dzxWo0vu)c#c6*`G0)7+UGz2!OQze*mrg=WCTfLeU zqV}KTRx~rvRBevsI$KBrM*;Ybc1_!g2$^oXaz7X2V znLzuv_$sZwysv(%&)lUwao%E5b$MxeOEsfnw=MS%8HoiebXt{fYW>Ojv?~r=Yn1jz z#?TFPZai>eJ{FE1v4218r|P368jntbz~o3HZpZXk zDfY`XnUS->k|RK60vskH6sY?b_v*Oh$uuX&e3$%}(1$GnPV=QoaA^VbqnY z8tA&=8<2z^-Mj{jxhxf0nq^EceH7ZlG6CJ(WSLB~e|@8fK8>b4WyMj8vae#k6=J8- z9L*T|w&w6vt6hzY<0y)D{a`N<`+ng^RP2mRUSBvcg~ItVRmhLKyqB#ql0W54&fY=n zRRBTbsxr>*gei{@u?Pa?{AhMPwQrRe(3YL z!x-!z-s`_jDD_Qs+`_bUM~>jiyTN)&VV#d2i3|)jx-#*3w?6zBrFbhQ4Q!iZ$BuCo zY?BvV=d9Q`s^__3Wnt0ftf&oYS!$UrF?Kr>In#U!JA4yu>Gz&W)@!;W3hwr zpO!-3ubH)Wq@w+#=kesWNc+aTTQQ=)Ipw%Fh^&lyB9Y0bKruV3$3yWq3>)L|MH}+*=(I{ z=c9nP6(c_)o@`t0vuY^n-6&TM@TV0=F~U~~OAf9GzQd*_#xnkkLk?}D(A*`SDm2J5 zF0S1J>aNo-A6}y^9H?o@_x_OjD6nDZJXjnfn`rydrJ*eVkz}g=^NRCpdzJPIWYBj< z%IiMEs8*WNbXIob{EuqJ#?b`V zGvilRH>NwMTmQP^JjhwU8MKBr)y9%Ln#`K7+RK%FL(O`8%=o9r*w4}RCPheE=mX)%^R;(NiQ0{{7s^cf z-Rp$BTx3to3Mf!^{l-t+4F-HVmo}eskrg3YBnlOa!G^lN+w*3Z7h8WRXBIC?`%Y{Z zO8sV+?-29;%dbrUi*$u!lSg%C@_`AQtktKn>-`X12-uxe{Ft8oz~KJk*Ecs$($`qb z%ujbgI6#14vfu4T zl9CNyXkOjAw^~wJV$ahH!p3f&;)R#YI$zur=UshTqG^p4lViH|q*;-vC4EPscw4dZ z@>~wev+eTjwKAP=(yfLji8RwZ1^5`D)L?AzwQQxVF=$=eH2u?|1F3|>1n`4xJSJ@q zpT+F49E#2fWwBiw!o?^d^dO>>i&GDzQ=Y2WT4TOyeQTQA%s(z2w(k(eHs2;P7RX?E z#?GN2JR&9OHQ4f5t_ArW`)5x((Ai4ev6Nk@e@3f#e!4dA8~cMFy<vm|uu9ECy=CW#PyB_eU@*;YGKWL`r}VRUxsjTH-wePsV;R^8Oe})S`mE z-4E8gbxlks-(}I~0Xz3QlRgL9?)!Sv>SuM-d-C#b#7(J8O-@M+O|smjQDB&Bby@-$ zASyV%CNdF@u zHOwm$z`2aAY1XEB)w-#5duyv^M2L-q**XY=X9^y^eL?rAc?lPvw_OMjCOFg*hmwY3 zf%`Jv@#l0yxoR$C{hqlJ;gGDFxFsbyYt83uL8X)H7o8+mMuxNrkNBu28cY;h!N5V& zH44?&&i8SxO*FFtO0BY^tR}h}SkryBN@1P;mrAGs5BBcj(L zkQM=3ak@dzcn?&t8kowvk({oSzi0f`F`Z}{D#wYkbG$m)IZ`&y zC~NKZCEVWzYw9KYDYoTd<+tR74p*{U>tjZWvt*vbACvu{ry{ohJf-Oyb z6AuL>cjfuu<1RKY95jw=`W!f~%mk{j&(b*!4Vz7StGOO$wLb4~ho)FeU7Di3yrJ|+as(-5v&Zqmzl z9Mam({2A51@c|G=n*ROW0*A;ei8Qs!-xD*G(FHj{m2j2AwPE9mrUv{NFiq*?7j2|!Vl2bcXqn zY+=?fnN(GF4b;l`f%hL+b9K^99FW%)EC*=PlI=sDD8;@49UjJhHpMfh?}9d@I@)`i z?;F-Fb%-!mtE<*6v1z3Gd!KBPcD`Z;P#&|bA3UtC>E6&td*wL< z*EmU+3VkT^ecHnvm28?B&wZyXv=_y};0`!4N&UvHJ^}Js&67h*h4a3xdR@*uscW04Hk+j3{yyxNq_unQ@ zTbqY6-{zY$9$P=ZdJc=r)7hQ3 zK{3A$XZw`a5FeOe-Gac4ZrA00H5MK_o01cJTKTV6Va4@TyePH3PE z;}50It~ zzB@1gTOV6!3&bO_-z?{$<0t;08t|TaKt?c7&lER zT+ultFK;9Mn#7arnAk?|A#^qeUp84??{D0`q^N`t(Z_^ZtYwS$3RM?3U-Bm24O*-X zbdTZ4M_56ayqI9u{?^yGdj0xOfCK-!RuR)gjC!_6O3p_7H%JZlGym0FRh#wNKs+H{ zm}Ncn+FYXMtb{-bH=&3F&hThl1(42)1Pc61*TaZibUQ}PPA4d~hPn$`w+Fhel6BX1 zo=)Pfwe|eO&(F2VCnqhJEXQ(QuOC~vbS3XFYq8ZWfBy?@jd@~O{}Z7Wf=#!#_Yz;D zyLTG{y6WocMtWFrD3==div_4(4)OJ!bFKZ?(@M)wx5bf$k@1(~(DWJQBtfUVD{9QB z^$ucS!<8iDaZXdpDfG;@g9VVTfje5<{D?bQ6=Xv*xlPY$b$mqldi)D;2+HyCW^-tE0d`k*Bbq35k zs#S?T;pcqAy}=KWHqm$9+z#4z?;hvTzHFD`nX>#nuYR-rNLYx-;s06m9}_M>h~uzB zGXT2*zFlM-o0B8{>Ia?Zor5wgs-!M5b^Y47` zd%InunBL{xjnyxv9fz8pY`OO@EiNFxcF0}Z-9H9LhufnU&y~qw{R1ITDWgG04Tf5xbM&s<$CMKi z|0L+j(Yi}(I-d}FkR?5RYVS4y=rC|w4}e|(oEFel0oasc95j;3&CK99 z)~SLTxkH12ul<#w`mP7fjWiGJ%>rJyD^Lr?Db_+;0sDX>uxr<@&z)jz@ItJutJ^M| zJ(}0@;^bERcgN2NI8STn=zR2CoYQ0BkthXGq!Rw??{%Fz=+Blf5dUXFs$C;^`p(0L z7$Ba6Et@HTR-5hDSw}$>Qc#zp>!07^1_;DX7L=|MkNLB?c6@L@ygb~@rl+Sj7xS4o z$8FqLDpbwL#AF1oO7Pn3->x}BILW-O!@E;*zrw(L<$>|P2KOYQfaIURz7+6%^|SRy zywx6AGlt1|id=4OlvYy2CrOIlversDrg8FQ9$C6E%w}3EYz*3=+pn6#(45>L4CD@n zrXMi9PdK+kGyD_B&!6qG676M&l#lqy0@dI1{RxLkUJ9HEHcRI`KwYxG=viAf-Tp$z zTn#tTUHP6(Vz}w#umD>q*F2;9 z7M`xu(DxBy1>G97CPp0+%mdS3l+f@q)(cUfQ~j%T>%Az{QPb& z3=5t=RcNeUm0SkU8YBc3xs)gE@GrVQp{0(pPfN1 ze{uPT-zM;rQhJ`bc}IOvJnPV=o^^Ru^rf-kZ@~?M0Q3mzWVmI3}BGh$sjvqXD@Q}3DGR<%y zjt@JMTveQGdL-)3#5JtCz`ZogY1G~eOa>^zzxFA?zCOpZiX@8Db6Q}wzyJ906h;K`2~R(^ z()N#O&v%{Nt={;<4d7k;g`trHhxQXCqbO_BY2vE0%mJ8a+3VL5SH|_TQr922awjcq z*FQ&&hIQUO!Is8~do)Nj@yXM61senBtUewIgOP=Ro6K*T3J&^wCl*a_ae+h6yKK)e zt2PBFf%2g=f2s>v0;KSPhA5rTGBvYzdo45^r)WUjua((Ec|pJ25M?CAi>-J58m_h9 ztXk2FFJK58B2kFUHO&(l-ghB`2c&~q7t)WCC^clYWeM4 z>IPNu=4wcL`Rbp$P`^NQ#Uh5v#RvQcbu~3PFp!CXDh8-8SNoYyS#Z-W(|l#a&GX_p z5JvVuV-C9avz~Z0mp5u{)b&JwfPfJ~@W|S*RpEM~HS@-Z<&M64lU5&8T`b$0`1m%Y z2q5G@Q`H~@sO0ZciyWHOpdAxoKZX%-;s|XGVvjl4@{T&4vn*3(ZrPB+9r%0w^xv_p zA-Z+ds9k=RX4)ZRubq?-+Ngu^3#p&5w3NTOxq1dGRUU4Py#5$}5_Ut1+twhCn1jvl zD29kw`pi4!Qwj-{R0V1v+HHdeA&6{G0SxyN`JDLpZtBqpdm zcvCVzivJMKAtxdBs^=qhMdFYENGRUsXIHd#)#upi5&ai&`9zUhjZv2~oc_6AE|bsI zy}8od#Bf4D+yX^y_t|q@oKEEI(ZinxV6&&^S=iV9(*ovvL!~u zBqf zNC8jZN87e2*uLi-+v?S^Q=4z75q~1g9~eij$H!;-$R;aY4+$QmY!e5Rk z-4&yF1*ylD$NgI0!cd5B7`Jw``_#Ja+qZ+?=*N%&tDdpNLSMG+Bg8dMKa%?TG3I+@ z4DJ5Ay05=5(;c;cGAwJ;K_{_W;OwVOfW%o@@D6zOsZ*!Ypsu^EwE0#HrJsHlM(f0p zmc*bCwqefxaBbRBc-b%yn|3rN1LWPeyXIdw_VFmMojXe z+pwtP$v_MQ3DPh_5C>7CLLg0us02^}W1sMY>;$zbQEhftzeMX5a*qH>nR~%#NPEhR zj#seS4_F?zZ{9S((NLF1+rxocA`N1RSA}uR z)29m9?A1jQvm?KSIvl392`6Tz&YAU$Jc~8!Q;QojYhzooanGAjYHRsQENHBwF|(Yd zfK~RuDVtpp)r$?G`jPAik_krY(BHqWU@cOJv~Ip%;al>QmiXm7v*4H;(D+*Rf4)#8Y2_ot>iWp);Rqu&Qs-N|Q><>4fNIT)854Je`t+(s+h@4hN#9^_SYvDsc>Zy?;! z)YNuewdN{M#kPC&kI6c+9P5Y!1Sp{2I7*oAdqk|)f5S^?peEM0a#{yHB*ud9>ri;gJ@#7Zd z(V`xKoZtPS1q^{$RqhVn zm*c9$22D~Cf)FDTz$4=p*4*5zBphzeEVZ)tB`||$mdg|Ky{`W$I?~VjZCuOm{NJ1L zd!iykX<^|3k|09jV~}Y=BLNZwlz1kUA@)QFi`0?@d^Pw2H{{+}lb{S&kjBuqEAxrg z?5D72;a*>^oYcoK<7$5}ddfSBV^)5sg;@W|i$3S5qj$?EPQM`2rsRF+noEa(frbpE z0hb(v0Y3rD389dv4`pN=HU#y;2Z<-S?!x*75sTB>xlu7&;~sq}RCq$!p{1?#9%^1QY#-t7nQY2K=Qb{o5TmWWJ|2}5p8JD1b^Fe z>|>f|v5BYf8NKGLM%Oi(oYeUAB>#@D^;+&ZfhR5=I?5gGruVN`^nc8qvvR30v^jV_ zIi(zj&!tB4E>H*vAPC6j%{@t%BEb;iWPavQTr40N$x+m~_WBd%iFMjRjEDOY5>rFR z%B|F43tS3_(UJGVm+|xi*DS){*bhH-$hN&xvUX-h$gDvAfBmvzgU3>*ttW+U2?p2P315pA!4FOI+eKLV_KN1oE;*h4AU}8kafn`3miP(vCaOrU$xUvgkp_Hb1 z#R;gtUe42(f>W7k-4=qg5sl$o zYmk|Vi9HyqB;$)ruLwgFL$oU7IW`F2GpC0GtARSZq|(w_;dV)7DTz{lIoT7CweG)r zQoe8BELUod5bgS55s;tpRd^f9DGyMZ4*c%E&hlkt(q6kUOnV6R3M82(ol7gQvY#xF zhzUMhvURl=Bo4#n=riDQNWox8vTrh5Sik5WOVg`3QuN+eTwG4iJ%mNV(>M8Ve4?W_ zD8;IeeDyoMF)r;kT{%+?MVGI*zmTKnn}l3jAm6KhZ8M)j_kx^C5-tNIjHUe2rAs7= z@5s@kH2R?EgXJ2p%Tu%53Vl|m$ZmnKJA1ROhFCQlXu~uwG2x2QZ|M~frltnkPjqvwjMH$fPh}ms=fooc@`6M z4ZuAONd-;2jJ@*f*JUg$rl9VyxK1xuUkgVli4e`(Xg2f=QPCgvovji0xH7il^~45i z&Qf;2+7Wu1)T}%!Y75y`t$K}k%CkK~K;)6EDXyTdz+`4QKh(1S0o9dJ z9t9EW^M!(yz$eQB59PUKyUD_~J*F;dR(o644w$%jiyjI8yBooXX%`Z|(7tJCY2AAJ zH8%hT7GGeVVd-b+$59ot%_@Gm7hU4OLRQV3tNrwE-s6!uAs_$jX&kHiRu~1L+Jyg( z_a6lnW3PHo9bBPdLr(7#v{#=0=4!AjzL;`g^m?s%E9O*zYvsL?pgWpsKER?obzfII zuY^~ZFxTg+wx@Xwe>^N>9%KtR9cwUFbFydgk6S`?5k@}pqD~mc5+?<4jea23l6C!h zp|+Hpl9eAsdfPO8n>}`g;>LsBXoh>pSm$PEw~4-k)PnoLwQhwLi;cVuaniEM((mt*!Z!sl%@C>jKn#Q1z1VxN3!q9HOrK=RUj9N z7PmZs$E2loN6P&;Z04hmgAt{09(jBwKq?ZQZ?ZI!rO>-D-4R zU;qW?I6o-M+BSL5TAMJ4D{vY+UBDR=z8^ATF{!=dQ}wHOx>dAX*t7!P6=!Lmir*lv z8}a_n+kzI)LRPP0-OakZrl0cycvnVp9J^Ea2ZGaF_0l~-v?hBb4;SxT$ zeqg6g_S%fM_TR67&GO_p#niS?9`H&dQGK!;G5Zn|O}nR#E(_gFJgH&8 z!RUoHKg}}>?vsp&G&XGVkf@D@S4zr??FdM*c)n zMRI1)rZ)J~el~yX8h1xY_!+s^B}LCtOPZnH zCLK3wm#1-YWSoWZY1bV^)_`w8LR;Y^1A6!F(L&WX*$sR9+SWs*Ms3Uv;Pu=P4)zXK zq9te|;opFyTSlPad(m)gK@13Kn&9w)0x)K(M{zY==8APa8ZxYzDtr@=ky)x&hM$Vh1G2+0_Rom|@0vuY*G?{QmweP$YwhhOuOGkT3m= zUA1>qQfo*RNQT_$-nillLlA;Ofhz#j=DYIpxT*V!{+IbPmU)H6mu9^7tgbTnHN5k_ zEV-6G^&3GmOFW%yNTh7c3@{tO6e{}Tg7ua_?OaE%9__*#S)2A6dfJ&D* z@>67Z04RhZL;*P z!qU5Y_in4s!o1cd&?b&xZHL6vTw%Y@Mas8V52t2XO)h?@>Ab5D8L$xVGVE^qs8&uIEG-`@@3}mQ^sV}Kk5tIoW z^E+zNSNgk}gG3NcLV?SSX==yMB#bN?Id_O#x4yv$b9`K4GQ@g__4~JPth~IVA$u}8 z{LjRtUu-*SQ=BVUVJ|lJjqh*is8ARC?*!r28bLBiMGd6+_xLvR^LwKpjRN3PHzTVc5PJEM1QUGrux+Y^yx`&(`_ZqY}Q1iW%1vsR`Rh)(8P9D~uu zKV!0gtSpYLPgpAF>FL>;W1BixkX(9%m>r>L{k<3{l zDSL)!QoiaqumM4^RnE*GM4gTmo@Nr}rr#`viP-Tcc2c!*&Rd>;us;}1tB5Va#I zTZc&;=dmF-ca_VMaQuPq?>f_rXH!gEpDTDQ(lucVr3A>12Y*bzh>O~U5*Ji8I5w-Xzx^WX|5jS>V{WbliS!12jaWTkF8&P&wjr9d zb}+Aqst@{?g}JW9i`}I(L=E*9)<8p*bD%^F<)CBa(xq2ccMly!*#gpnV|(LRJ+uCp zj}RF!@Kqh1{|BnG=XCcerH9l^4-euq!m);3g)$a%jG{5sQ(|C%b6so(}liP|rC4nOI zNSr?cPWeX;CbTj%{j4t*V5WkFQQ`y$>I8ynF^kSiPCO$jqfIftSnh>@1DA5`f~(@s zw6-?F?Z!~_-1v`Lwl!MQ=NfScWXh^d(b3V7oKaFUpffT1R1d4hc-Q`^$yq0NNDs`%RuSx3p$@{7KLFPlm%prHhTmM@xzxlgi8Qqn z9_dDqZfjU=V{9GqShY2dfgS#57wWKh)l^-0}DxNjcX znygzI88aE6ew>_>i0ez_zO2%owpH_jFvw`y9X^C>SM=*I>clm$uG^$sN@^^XfI;2T z7?X;<5>=E;U2vHpzSesu&-EZec^{_;H1KdEI-xDu*4>+~CD^vqnTta5eH5(Q73X%6 zPsx?b_qw6{GBMkUY30;~Z}-TX#-yOr5B8XUS}uQFX)7%!8$Z%Q z@mrTbf0peKnG+=7?Swnggrn^h~l$gbJ5Sj?Ir2{q=)fyf%SgGMZ$&8UT}6E zC>fL`ThhDsch317l_oK9z z%lW=X{SrW)xItyw$MFpn5g5kGBfaDm&G`Ubp1+53e~FxWB1vn)^bC2r7rxd0J+a07 z)GaORmgp67W537$ErQw)(ms~hdg$g|U=cJ&1~!3OhBL{CpS;wHhy{AfY1{bDxPQLN zGI1P86|~7b)a;R=Xi`y-!|c0!pe=tv&+zz>&7q_XWF5u3)E@z|c}tL5w&It~KOg^E z7jMc1wVdG|L2AiA_oNmxq6n0b*VI@7Oy@B*(I8YkMW7+9 z8%Ss$2p3CBN#%gGX2gz=j6iZQFk;WC$Z%NnS@Q33-OG%peuGO&2z!Y0Q#yN=lkgI1 zpB{BXnFIRdON?m<*n!I3y5wD5T?U(Sd*&K;ZW`FUkt_a?V>K1Tv;Q@G_(YVYk*h)fCmbE%zfrEE z`vIU_C)G0o0I|c0z{3m1RA4Dx%1p7Sy^(TNK<_O3jbr!ev6;`G1>(&lvGe`m;OTzh z6}o3Wh5v8+#EaOsOG@|7V^Vnh(Y^pU;q3xaO|)p}u`v-KIF3nmlr(V;BRni(;$Bq^ zI=#2|?}GGif$+|f)C~o#;A^aHGK4j+g3FB7d3uGp8YETXrr-siHr}4^n?3L39EM$ZZ8q2v_HMy+JNiSeHT(7Y_pMuJHP~FJg~` zgu6UPs+fN=H~w(#N;&Wb*bgh)aOHTX^}2`c45@Yb&NKwFoiZ!^F}$i+*ZGe9A;~su zA)qR`2aRfk=36BHZ}rv(;$Tlg28fep9>6=oRpfa$)qx2WF5IUte~|Ls4HqH!H*w`Y z9YkJ`o;WYv#wUk%VQ3ATmO!($6BV{|WZ)21^_$58Zo}02O?1?6=MJ{)_3vp)55;XM zJrnZbFOGYUqmDKV+HPcLlMszOa6;c#RHT=D@98O1T&w#Azkd|>2HIOQOzz0Nar~j^ zP2|rj?R1`pSpXm>3~hFW3q3Vqx987z-+IGU@dW6{>>->j&f9`g&+zh3n$zelczAj0 zg@K<$RALY)lBmBSC$pcgL|iFM4JFN{;Yp0WBO1@(|0%JLa9W^vhJU)Mg2ED{l{2AV zGus^8ENzNNG+4M)OUfjikfNPW5_&9io>yUVax?$uNBg@*^=H2Kz>_ogPoe75XKU}8 z#gj7t1hqNaWs0YwTuqElVn==I!LA^32=z^ywq6zG&uEc9fBt6M*wB|JTln8Z|M_!| ztNZ{)$=^N4tmR^_<~kny?d;0hKXi1_<}M=i4r!}YcEC$`ydioiji2p?H|ZY@VJP|Q z786OrqPY{L{W_a254-lPLjeDdrx$$X%m$C0{a;Jn{}7zG3aHm&iqDh?mw@S~0T49` zK?4(|niZZZE-4R>-44wL5tO4GfmpMmX{*r z%gfQgq~iCLb7m7P{k#LU?u3Z?V9|E0^LmVAwXBz?Q=Z=v`Xw|XDm5D)r!7;Ell!*k z_LF1J!@~xj9=jcAD3l&BWMXjb!sj;woC+)6vHD-|JQCq(X!VFWdqBVF_6r|n4GZ?X zBfEUOds$+1yxl!KcSTe%toq3R@=?T?nNRrd;=Ty?DJhZi@=J~Be&4oI?i;dZaqbJ5jJSUaNdVYJw<24qe{jZ{4 zU%c$NQu>zSl6c!fdTQAtsb9{rQrg_!GoA(23n*RLXbS1Af>S!o51Tp37RIS4Icl*t zZmqs?I`*m(o%g57%*)Przh89af?lV$9qXg7-X3^GLZ8cJ^q0X0{-sw`oGEvwrC+}6 zsj2P7o7Jr3;g%CLj%_gPOxkW2rtcpm-Kr!PZf5QG2FqQ9x-XAR^g9dFmucOzj<+hpWie8 z-+Zgt!j4aGmFMObVpys&-PDuG8*j&l)U%p%mxz%(JHd z``Mke0{{Py;s5vr1kv!019sUcAiw|vG-4fM(^+_7;APUa8guXH=q|r#gmuzV5SypN z^b}F&oB8-?0HJZDH18osB2S+_4GRbe4tUtqVeV{VY8rUfjFFM?L*c`pgZ=%b*bjr= z`mfzAD#}jSj~_mKcrXJ}-&gGT<=D)L2Ozlk8S`_qvl!{#K!*hbF_KViZfVIqma|*< z-3JR8@N8~u2yKdb_>$JEvGFtv+Sa4^P=FdAD2V<1tb<8ZU-I1X_X!C8J*J@G4PZ+N z$4jWwFVVdZ3=L&mzQEx$HGB?MY=)v-&tAMZIx{dZa5p=9A1?Qu+qaotBqs-hL*}O% zcOU;cn?G!?dG_o!peMvT+GP0rOZB0AZXpr2yIZ5K$ioKXW8*nX%fvmY&kGwbNF!qjEF;suW0OO z;`746p`o`;O=rl3+w=H>>;z)I6ItNe7b2&DVe$2hYV`Cy{CN;kg4GzA+ zOVIt6{cv90W1N(vrKLrFCq*Z3&)|XuzVXx8*h9ZuicV>2ZZ`sB^6Su$Ac>c@4WR3! z&E5n?Y8gUg+19OlaU0=R>)?)a=)#2;^nw{Inwpwd`k(kJMG6WE9=dWx!phn@I2{RE zF~!BaLPA14nlW!dlA?EXbR?cTyO2+lk(d5by(fR}c_A4>w&z`13gC*@K~Jo=cX03) zOo!#->b4tk1u)=mU0q#}81`1uaB68oQ_jlvAT(6asEp{K;fdQ|f={OpP`Z9D!!#hj z1a~K8W@d&0b7gUHG3AAu>(9Um&ugKfYk?YE>Ev2!MI|3GGTKb(!*Rs42Y}j#h=-bI z&cr4suK>O(f9e!F!J#5#J$Xyj98r#%wz*!pLQ%!=TC-1eDBQx&zfoL#t?W$238jyC z;<%bR#CtV$byrYexpCs!-w6xz14#CzF(0*e>%a?{w(EIE2Aysr zt%Cyt2VGsIK&#Tx)!l9I+MBH{UMO*J&;sQLBjkdwk%vVdP1x~3im-t?6%72bJ#Y2h zyLY$k*g+EKmmEHPI4b8I4OUmcophAxR#qwuF=ex}vpd!AHE?or%IWH^mz0tsG1)x( zFD}8_azsVtE!KjXwl*mX8|qYa$JrLUj_|~k6rayzk!q`*%Y^e2|+wUMR+5Ro?0S&j0##IsP=jUI76C_f$Z9w6L(S`_->5AtAAC@gDC!w^eqRFY`>hBv<@BZX&Yqn5ooz z-O#Xx0*S;Qj8;Ps@p9c}URq4-5Egz11e=wM>lQo?s6(DD9uC$k7M<}?u_@AWk>{|e zF)>`Hsj8}?d>VrzBiAD+{Tgb|_i& z@C&BkS~2{IKVb?RHXlP*iX{*D;FsQBvHv=?brxC2Cd92^AxHVxEGFzuef?S<3&%Qu zo9`+&;sYv=W{ z9z2*QzQgheTS+6wN^9^_VL7t9Z2@fUWh++PIGy+w;#TJS6;It>(NM&0229!p6ELH$ zVO`G{5z#AVmXeZ!fmxz(Vn_%F7AT#7M7Nzkz2*dxebp$h$Ne!Eiv51`Skg7 zCDL$Viy^sX%Aqo&%na9Cj8sOqaEqlDq<+`b(bmXj-rE+#1=ljgD_WqdZ2AI zv0C@fZcf2O2%Rgimi2-@OU%fRsjJ^b!Ggv!@FH`Tv6vN5WwI55rf@eQVMoo-m`+>n*RwWPcvq$LX~-tC5MJe5;1LzJgr5E=e3JhlRXr3d zk;!=>=OPevvBXOa2EEc}WxIQ+uj=T3ljQR``bzE*gj z^Uy-ApWoTp9sH=;*a9|q{C_Ir{;P!YsK>;g5lFlnXui|)Sy%$^-nnDfrRVF{Utow* zQr5!W-u`!`-U2OTV#=ZN3b+J9x)fW@yeKjip-g{UYr@KQZq0erc!^WM1`JwWnjq{% zK}Uz@;-yQwB_x*V_lH=*&O|jr;wos9q$)z%Rj%X6! zm;Q{{dhT`oG&}3^=eu~xLCAZ+p1X^u0FPXTHCAG>i~`j~dgB+&4Sgz%xzs)F?ROK# zFa{1l`g<_Qe*?O~gBe_>LiDR=3$N^^rK2M|0p^4rdOvXTZk?fSzPBhs=S;lEFsKW_ zQwHbVP1u?A+piVVhOrQK{NaciTaL=iOtQ;Nj!(Twzj|Q!jB+$+camGtrXVDrLMoCoSdA< zCJXH7hQB`(h@dhy=T_g%C&hl^<)KC)@D(|+TPT>C3Q+nGdD+?9AH;v7(o3`oh1v`1 zK#IC{?Hbu{ae!8!Fuk#d_Y7>@e1NJ^awtUL38!ysyOJWqq~VbfaOtV7Tenh&qBkE` zReguqpFOB(UZ`^)Uc(er+*k~Y-o6rp3VmTtZ1U_&YjGv zs;XCD=FPTttuNmF4=P?I6g?P}uyJ$yXJ%%Oty<4k6NVP*t|mGJio(JfDA`qCzl4Ge zm}ht2_wQt@zMbEN>vtDt+w)J)hASvv9yeI9tyyye1&#rX`}&86y$cHF{N~#`I`}sA zkB%ytnQg^MNB8tG8zkRBzuAnJFVRy>W=+b%;RPPvuOVN$j>6XngI}LDCrd+N zr+EjGDG1^>0R8fmeimxoYgYBRpg_CD*3OO<29=)&E~n+>9EMzpfq_9yM<>auuB$7x zJ%m>#`_UtAnYrP;8MD&T(&I?VRsJ?-v&m>RvrOo zfWpGUaR7ud1qIy1Fpdn!Bcz;IaDy$Oh-H9;=fVLZx4@0_8fOH~-?`2c0zW4vXqer< z5X)(3c@!)y1)=4;ipMiED{K21UTZ6>G?PjW!bZnu9)y!*ettfZJ`GSUV9Hzi>J_$M zn!iu$@NjoupD)_gC8X>5@qTmA?US_%PnEdX*p$~ERQTo4={BLlgTe&cxK~ETUa)AN zG!5-`pS=u9NGu*tILVd5>flyX6fcZ6Fc2rP0hCV^T^N>N7(5!`f6Z-dl;Bd270GLA z$`OUwipo%t!|=q*Y<==*6M7&3g$K`_TL&^ER+{mTd#l6TTk!r%ad)Bym)FzV07sGK zD8nOU+_@I9y9SS7%Y|grt-ij#6b~l^se}perLS)(h3DfPXeV~Fzb=T1ih+Nf@C8{yjt0Qu-&YMD#(=VFLGh{*Wz|3_qGVME#Q^PxzD}#zV@~Ez9vRPO__v{o)7>4lBZ7|z5oCy3IHIB z__*K|vC-LI;6EwPNBW*xE;gP%=I++Ob8}BuM;A{=dkYqCYj+QO7iSTE5q@D_7CTQ* zR}X0c0jK}Z4g4YVxlD-3FIQ%$_-66MbA1~O%6qZr-shom=o zWv@?HK4BV;ej24*6nA^E;pd)zWw;N3F7T?#ZRPQ-_l#4+ax71Ab^C76NwdzBI>Nbm zTfAkjlc-^%xJ1xvL;Fi@tzY@Y%)&Jd>a!;)8JT5wEOo=#+Q-Atk^G+Q9 zISg|!quJGlo{)7P)g>nQ63=G%Q$m?h{qk_|wTPPhm1oAQjiS?^^=+%tJ+%|2ab$tN zA56Mom`Z}HaTI?r{&TlJtMyEu@|mhSrk>5y$;FW*gvJCt{j1?|BAbR-GGUTsAniO2d-w|elo)_*U!{6AVIO5xVezv3xxSSH-6?&m)p zu$5!m68WIIY_xDr6Lhs{_F(KwpZaT-=q4q8WT>6_dtQUket~wzf={ow*M>6VT!JrV z0A9;wnT0b_Qt96;TQ$RSl1t%~m7afI04Q^W-1?cV7~lw5f0$vguQE&tclw!?cZH`f=(=U6kh?I*Y_&Uy@YxA+~n zPTLnifb;Wn*U?9`=1ZLs`jtpXdD8|rB9fJH6a0Rcfo*2Qqc|G#g}{^U7>-ZT%FKbH zhsM~|B>(oZK>%74&o|roSev~YQ4q6yu?nqi>P%lclxEOExAz4ccWInJmr2qe)o>q9cTU$IYPaA~=9b6#;1J36X~^%CFH zr6{*~zxAa^250ma`!UxZI$PwQ@1IA!n4)gKDs&=;q7R1UlT_KmsCjgeo}N^wRW*}F z_j`$w%lK*eF(SjVl{?*#o$lUTyUhBoBp~F2WQXJ~99uxc z=d79cC37`^y95B+tiZY}34qtEjdAm5S(kdyU&;XRVNvCqIm60p(+(98=7@&1bcek` zmmtcUQ;fXp*=nkPdDb_pe-3?pv5Nt>6M{X7i`{nlwySNImHdy+P+-=zi$wBruS>}9 zuhr#oeY;nYo4FKdj5qzOl@{HE0GcgHHnjD4nrN&*{bY76kNJx8XSqq7o>`!de$eGU zW~H)=vjzbfr2EGJum!%_ zBTk6U6VnHO;Bos# z&E9;+(+&blt-HZD7pI^J6I}u~jT%-GWqPSq$!~>HDTLa&rHyv!H+gcgtAC2e8s#kD zHu#B9f-s+tMD6|U7s#uqAj3klMHS*xz~83;T1)+Y1QxGqYz8~4t@{B0d^H5A?4H7Z zWA>_<($w_}K{Ce+!NJ&Q_g#+RaK$kBEHC3?-^`oD!Y| zq5J4Iy&^fa0wIgy7s>7I?aoc7nL6{a{O9~)QC0S1>{~4dLz6D;S6FXh^!lNxUu6Nu z=Dt!eRSnA?5EDi~-}9TqRs?Q49DAS4`7oC^uF;no)swDZk}$XZw?aInx2J=Zm815W zz*7S+`V=X@<4~`=`6)_LKkH5ubUv1~3>rgbr}f12E(HPh84bVQJ`;4FZFsxh?V|cQ zBPl*3vt+Z$Wv-*GO>W7UPPJ@vcb81oM*nAp85vMlCF8NC%9^j)oi66E<)ss_CX&?w zBa=lrlsDpHEmkb98_M#Mhzo@y)bo2|qZ8cu-o?U=>6uIOb{!003_4xHS{sXPR>Cn@ zsE?!J>x>g@BV#BzUR@&r6!YaGUUatw zHvK+&R7Y^<4wk=J#zzp*TFfX(Jcx4N z9&n|=iD;19)3v_WXX_EGSjPYz98AkbDJv~t1pdnoAhONSwR2LvVx<*Sj2B9j z*^#_FpJ?x~FUX9n8Is0ADF%DAA6?q$u#W&A5Ab|2?}?}L{hbrFcT^F~gj#){DPl|d zDe%}JU_Z|6%gML+WbnPHKo%s6P30huu~_X(0Z>az=APc(+!*YUFuM1$Hk>ZURe|s} zkRe5hjqN(;xmeIjP~dphLmiCyfP;?!J04j?fjcH9CP1lV zuaw8yAexb4k$-LALm24C2t8vr zxT)_FeBjf42GEKYi$dy>OE|J1|G|P$AH4{+d;pOTVfm%Leg&J*!Bm!1Qr<*pcG^k1 z2U=tqOu5qhO~3D$o4k*%a$QpLpUQm{2Pj0J7=E$4)pn4%yLh&qg`sWRgB$y;rlbj3 zMw+}_1+8|(G)5vZivm;WyVL!o;P{H5qmndnCwet-0~c4?+!033jc^dqi1?eggfoK9 z|NL`|Kc7>VK}-fuD>E}wa{J5J9*FZxL}sT@_r?tOR+Zrbs_E(Je<=EZ`J6oHFpqf& zq<1|a!;9m3HSL}aa}v75-u_V5gAiv6jj`| z;A^a`u8wzp5%p$RuVO!dN6CZwc6!P8>@z~LK^^;%fQSMb4>5BkJd3I-C*bY>?T-F` zuRm{b!Cb*w=yb@ZEey+G4%UY;?Kcl=b*{;bQ(|?{p<;1tiWGr~0`_ureV6 zL)95J9R1HWxz`W#Y4x#A2FdVh5HdgYQ*gzW(@My{@T# zCl5G2JX{3XniLlE{XgW}kBE|7U0vz71xSI5@j7}ehTtuO0T^MQ?hD?sZ5^NKJx!oh zpwD_BvXcXphyNwBlJ9VD#2AXM*{xdak{#RIdD)3oT)6n}Mh|w2dZt$@(?3O@U;f#z7xI5Bu{QJpCtGTbTjg|cf?@Y$>1_PtUeN;|CE;6P z=IN(n@(VqYWnIV8aVMW51ARVOwTnNe3=aCsG>|bHbJnbe3$(P`lat9F-Tn)QUF?d} z5gn%y0{YE<_`xRU{NS|%?+@Xy6N>hQ%gOJl9Sf-y9h!KKWG1ld;{kd`FSK_w##46h z&|lL1=ED%pcN6=TyqTcuaGr~~LooZHRH~9RHD*6*`0*~9^ZNMEpA%v8=wim9fI!l7fzJ0Z zqSkji)71a0d?pF=_Nu;XMIaD0ni0ZwvOua{t{;`7dK<&ozy_?(zd9c$@eMj+zq>4r z-IixP$6o5^-Q~r`v8uUWY7;_P!GV;Yf~+4rT5-O+Wg5Kr$7g@22{L>%{lbmW|CI6Y zaO6a{HYOgzc>tD(OSy6UonRrAfaMJzRB^vqz0i+p9kQuG(9yZIk^x29gn4;+)=3X0 z#10QVlUoDH=jNQmW_(IUdmGP>!b++>3xu)J4t5?s9dBm-WYl=;M1G%iUVkR(=K8Pq zJ*SJG({i&1zl|n?UUHDiBbAr#H&v)S5HkyIySOJ?|B~%^&WVs_`#zIPOFKz$z!sl* zrjG>iax{Eswj#iXXXhI85kOtsEEE7hy<8<>QtK%MKz17$xg9FjKmhsn8y#6w6mrq*t5D_=@K5EUp8~95*KLjoe-X-j)3@4#T*bs)7$5**#B~u#8XUM`;-A^I=8{x$ zz3vB~Z`W{G?8}L4odgBXxVKc8!Y}rogpTD+W5u+le#4vuLbUq*B0jV3!7Rp)jPNo{iYdXHg(e(w)4S(Q7o1X7Zz#f6)7E_V$R>JbQ&#S5%(=oS+1v4^ZpQNdG zl`8}Lhpjr+ckBT<5Y$e4B-%ni0=NP~4la_;eacZ+KdIH(!Qp{)rgtlu{)Y}Hr_}}R zNb}tGU`gL@ikNOsPoMgn_F$ZdP|c&OdWu0oy$`vu)%N`?->WvZeY$KmQ}^pah+p|f zsZ4tx{8R+cPuN{tW{5qg?_I7r*iD|xO?{V%pPy%SoVOVC(esDm?TRpw$zI)lEG)Iu z3iX`0?b0k$P-d# z$KRO6%7aX4(Tr|8U2Vz<=ieSfK3%}8dXFLV|LnFLr=-K@_wCJ_Pvj~=(&dgv`cVQl zZsl;pdE58={^jbo`ZxUy(SPXW4stScQd#*||FZ8~M~T@oNRUkSEW|wX?%BQBeGVGU zrF|hTpu_Nb9&aYY?U2+`MZG!DCBcU1*dG>_=WE-V7h6<*rQo(B@3zP5S<9iq91w;; z3@u%A%qy~g#N-eDv}M0Fw*TSY2D7A7k>uL0#g#(g+KH}@&rF&g6`L(^jb*mhsV0%w zDpMZJUQRkL=ZAkL8{G0Lcfg8bbbdauyqq6fJA=vdf%r%2WOM?91eV)VCvas|%!Pf? z5PaEmqnrE2qdVwu-94f>(OlBgi&v(Am!vM;kV#D!kRS_P+ z#pOB71LR!4p0n6ErS?;Ydl5d$vx?#}k$icx4FRx09Uo8gnr|NC_;H)vXL|E;rLh)4 z|IJ+T9fq@hIH1F|@daKa7(vU#f#TM+C+^JtTO z;zx}kJ~t~Qn=V5r8TXs*y>*U-4h{AszQ7@`Ee20w8*h$E|F}Usq)EH)z?p1u`Tb^> z#54)Y`zBly7lVEIPHYV~F+RvNcK7ZBm9Jh4n~VaH_#+3EO%FGWuE2t(^Q8SIFyOc* zt6OZsm<{2M$LI=t@>`=bzXDr~gdi~i8$(#)XO4)>B!&WDkt{CmIEexapC8+d(Lcij z{XV8dP&6XRCI{?TkDcxph2$=61!b%efG2cSawupRT-bNIh#+hWk-Ze0b|7 zt$eD=+1-wA_qJ7}qUj4!;VJ06;RG34nElK$A|l~4GQCc-N1N0CveNXxyIo{w`MBH3 zGDGOCiay1OE4x5^zo6<&p_Lq!MJy~4>oUQJ!z+>a(ic|YuiYcVzk z+viX(w`H`SIh5EBogKS*2=;cr=xeV(wHJikU70V(nV(dr)hS_ zW4#3=A=p;;KG;n{fJGR)xXXMzSj%GD1qcKJ%~g;Qnrixr0PI_dVF}f&dq1Bq$V0H* zIRMC4%Zv>^OAYP-I}-6=WlS&7dPvcBTw8%{m!?U$m|ChQM$6_~;b_M>jslE>)Zuul zT&D^4mb>_`@E%vaOqfPDZ{|$A5lA~7H#6ngoGgnE9E_Xj=Dn_Ppg(y{x!#79?76LV z>i!lYnLfC(oePn)eO$lkyVMi8JV~rfB1*g}-SW5p+Plsz-tcj?9Y7i%%_;`(@?;9r zYqtvPIU8ueESPEc^?3bwJSAX@5sgyaAvj zoDd*&He6(%{>1fLM5O)lw%671iQ;=L)2X9q!Y$=U`}E`5lfQE0wfBVi7qQH$ch&tA z>^mg3-(2l>`h$ftZ+XjK6>L8e+oX4$ajG{5$zhj{p2@xB$g}H{_9SdKdp*O06j;Re z|G;B2o;YAJq&%K8;enG^Cg&V`o+g#jDM75rPDe{2W1{!lqsPAW2I%}C5ihHT7XC@k z9Oq`(zIy3!YbpG2J_I{kJ(L=Cc4*apQ1w*N@BU7YpZ#~#Iw3rXUOzUDwbxQ6(tuPS9I zla|-=@c9W{A+QH-@Yx>;}&1GVTj5zz)1F59o(Zs5w{Boo#dIP_tL7~UEXk6 zKGy!C9r=odM_(2AF2?cc`viP;cN-eitWVSR8Hm(YnbahVv^Pp{-)s4nka}xuoRGyV zKY~s?>@CEO3-uNNLKQ~WP*?6Nh?CUjqc8j9S!;bpS3Y0zCCi4De$u@M28vVx6-VJ50{nV72 ze$a2X{XSDBZ`Z3OL{KiYa5FJ?$s5va33$AHdED`yl{jhbR+9asbF9`)S+Y@FQibJ8 zfAfzgI>gzhw>=yP`4=0qh$f97$?^j57gm?Y$7*GkN(1{H|4n?&3SOCvP+%qaih&!8 zB0lU3C%f$!q~zc=q;#m(A#EGHB^n|4l08Hf08~N693Umc%}#>aK?#N$YTk9kT6RiEOIKfR}En(IL({%DLZl_MttWfF_mZFT6*M z0o)0*anXAvF#S-_oYJ_qj>W_ZsWP){j(1++W=q;`)v9C?W#U-G60&^U)HH%nnQUt+ zeFiqHAmZV_=kDW-TI~%VPP2zJkW|auHjbz;xsjZoS#-`HBBr`QD7erHGFO^9lXU9# z6xCv8%YHh@(^kqR8J!FFu0P5vk|xXsEya-4RL(`MAmu+*LCT^od+%W{Gx{bIc?>EM6+4%wZs2T0grF+Zt_;luR=Vf!iPGdvxhBv;Y6fpr=05{X%x&&UVR?YN5bEtr z)u1l$%nMR797nC@d`yob7NB*NMoS)C%nN=#Ib*i`;K;gcfZq8oWpyJK`9I4b~0tJ9_B+`>q*!bTEi2@?fiY;wOcoPJ6Bu^DH4b`&+>U+l90y6=)} zLabJnncGzVh}^5MDy9_-qeCgtr9B+5=4@J-jXfz4Jud79gpC$Th~sG$g;4AgB9}8C z9Ord6^LC-$L87;guzjmS@(#H1Bcc(}=XxCEbR4fut$`*CM;9&L?UZU%l<+U;@q;0Y z+Hqojg0F^2K9GLGY%vTyD)Gw5JVOrCSE55aHX0pSN_cKEHo~4l z`Zty>CD^zU(d(9}=>{q3N8`|;+6>Tw_vJm_LlGvlm584j86w=UF>>szk#H%?VO$#^ zGQMR7^v0hzqUL5k&fb{zJeXI99C9r`E38J9tqPfF$^8QAp_0ZKE561)DbwbC>HPO> z!s!`oGpe_J;TjWS{*8U`Ezpp+se=f!JLuxKU+la3oz@Yh$q0>!Zr9mry_ybHtKq6_ zE_f2?^vna&@AAq8L)+&}2Yo7O(|;aW-MdC?M=xk^EIm*p&gfls;QiP^5@V?54InH08s*-f;H8UHQ-1wfBis>KiIW>ne4swY%P^(YBe zAuL#qP>6v3UWMYaAW-fX3VKD94ZCwBt?w^M6^kywY%?4;hexb4>~a%#I^5+!f*xNxI2g#zUo0Po&Stv&f0kjJbie)S$wqInKEb z^X*>+*@#SqZZk#a5+Pg}2B~0^h+ID~tx;;0D2=GTiKCr!DOMUW-To4rxAaqsnJw$& z8I+Z_lG*)ll=1h@r-h3q=${J%lE?|kTVp1fY}~PsFXKm&@-}wnCZ6j)E)+gipC}AvQ)fSQ6#ffSmO4C9dz+r60KZWjvG`Pj{j=qkeW@wDy+ig%xyOn?njcP51gOVC8j!-#hhfQOVaB-sS*oYLPK zU@6cKBqkE+^M5Lvnpj|(__mTNyLKY>_8X03tz0ob^7(m=V&oIcY(I`@!dv}l?NNZ2 z-YP)Rc#34JP~#eN^y;Go=Z9iIvizy7e>Gs@dpE?c+eIfIhmapR15hR8`5IH+UUMo+ zyL$a){H<^`iewB-F5U%+kT0g|)VSIC_Mw|XneIJ! z+&LWrq$3rmmQ|>(OX|0^MqSs@fbf3#L{8jFp@#=MtkLYbKlvArwP%N-lb>}|3XGt* z1(&E4_;FpYewyz~S^-V3Hz&XGD?B%E_{NWXd?z1lbv66ry2w^VS#qVK)R#3HQDwZy zlP*2)!6FL)GJ2Gz_H~QmfdN0RhT5+^cSy}DtV_zO8g2)$C&ayl6naBoLtgLK$@Y>) z#i;uc0W_}M)duM5m(#tY@h1OsTLX&dxm}USy4=1OvC!WWj-NUvB3De%JoD3cwoAf8 zl5YJH77P$TqJ?m@GZnP?k!a0$-xGT&A=JRR1aZYHcQwLLFgKk1hV!OaJ-zp}bHuTk zkrvjlo_PQCnCrr_V@GSNiZjwKi&pD~-Lv3LwDS7sFHThC9=)sa7nALs`Q9LT#^=8N zmwvRa!Yrfz8B|f)68;B>zx^H1hoAej=mWI(JdoYej;D!u)tO}=Y;%HeXfqJqOuE?b z;sgf2fVIX1tYlgx(jK`?*A3|D`fNe7>fHhZ&sj@h30gWJuY{#Xs@$Z_<-d3jJbw!BqPl_bo5jniojVTkm2D24l)OFgDRXH!j_{Om}l+|{l0k)@8IJa_NC=b{lr zl9}ZvI+9Byfb_sYlws^ujL2dJ#HMuQ%!%kMm=+3i^aO$ z<4$^F`SL}Cg14&otQ*r) z!{EcK=(Sa0Gv82lQ(Lv{S&{%HM|w?|O#>AQeAN@%@)|yf$=H@({7YQH?3Y;+ zSRl>4pbTY64;NH1l8P^;Qc$ZR;+CiE5#!@QO_fGLpYS7T6F2n&$|77Lo9XPFl5G)5 z54cfk>dT9sx7vu~$zi=*gDq9uCGG=zmfv{GK{G&q-{N670^M>ov`2s=1jh^dM!#o04~qOf%wkT& z^yokY=%QaLb*(INWp4T@_S~Q8daA^uCw&Ze=*qRO|6}rhK(Wau$JsYJz^WR{?Vfle z$f54<=MBMMKED&nIIgLMZ2^;Q@T=X}o>@Dq zJShwD;C}L_usy6q!)wAM3LF!oO}#;p3|ngdRK@eLuYT*9QJ_dF091~EGg440ieO^u z&bmJ2P|c7WHLV9nxItkYhNM-$9#fm3x#1&h`)m#5UoM>5Mg(|N2YeEv|D-czJmg2- zYQKwHK+R}0u?@8`K*w)<1!yo3krB9KW6WGEwb^k&vbae#1fj=?`V^7<*;!mu1lO1_ z8}lkCQ{hs{cYRxy;J_y{{^`mzH-jDJQgVn;_ykxWBtsg^yKng zW_eRztfKQ@JNO!ubmrvc!GOw_e@#5>ou@bS_d{iG=6z@$e zBmh)MzJ7Ao6_oB`<-145E}%TLVW(-+6`ZVF9&b$@|J5ncH6O~5Izn&@Mee;2=YFIO zTp4w6y;Fx8j|C7QXtI)1sT7O??+|IAD^lqE8>Gq=ZDlkezl_m3F%Z%1o3Od=ou&xX zB+=wkC_#|wDSHT~1*_3F_!dG$tv53E!AWLfoZ6?PZhr$Wh)z`wag~~7t@5nzFPx&n z?!Y?2H!pxxQ2u=H*?XLFpMyaOwoJ8^!!dQ*_Z6nC^q_bVD@4;RH;yUNDp>xZrQTg2 zcT{9Z@&N%WoHo>f&BHOb3r*+blaI3mAG?4hvgi!(hFT#(1RozSCG;MT4L7Y|1qJ(q zCe#C4h{!!YZ90UOy(>t5S5m;F%llsx(Ii#sqd}V2{t$mUMUu=48v-l@}GZ<1f|hb zpd9*^dn4oZk=ae{mgV`?D*@W$5}ARD-72-bbrs)JdvLxynQAFaSF;kOIyTkLexGY~ zW#cU&Wzy!dG4(z}{mT)bO$_zYqaFkTlqOi7#37%xmpQ5>!~ zvT^pzv>c>T9zkcN%YrKAh<6=*LV^+d)$MT(Xx<$`ngeh~GebuBNtv$ACu=lsNC4y*%%%>~7SRJ!j=yo+fCJ83X*&fQ4!uf3f4PQaYt0XAl zH`%>98xDS)qfu!I^;rn?0oCw$r=aN0pbk>FN&o7VG&g+>^W0n+<*AVay_nwicHr^C zH>;MHCorwYuX^h9YP!yaDC00&S1xq!Z$DAQq-{3*`J%;9TEoNFvM@In8Dhau{m@uh zxhh}(&YysL@yrW}Z{l?vbxZaG=eK%Ke!BL2@PA&j7FqjXlYhvoS~8Vso6B}5)_eHW zZTt6*%FIRD$k>upd+DUROgl4tfB9966|aV-(9$IeF)?SeJJB|5A@qfMH%2?!9~>I* zFqljTnkyAtHRVlqi4V=?8H~}HwfL$R#9llppnTIb@uHjfl?^)o#r2AML7AhecQ80m zp7LNC!%n%=^I6{@Pt=899Nfb7R}lTciKq+4RH0tH%xYhsGqtR$J}L!cvFFq&n8^TgH*NBE8fl*JMdn z+gC0#YqLHdG*8^3qB7l;uL9YAZ!=M>z1-Aw2sD}4x*{X7eFN&{gkSOvuO}2|>Lu?r z)kjLgUJsIN&dJI;ny}?H1l^#c@B5quxH(4&3;u=sGqZK&eLCn*lo3qZZ^g~)c1Zd5 z%Y^URin!|wM!0udLga1jamrvGI66mtCd4zjP@0!ARUHdI5@BmxK6T&lm-wjcvP&Kr zRc5*Fe)eR};cVG!cRZWF=ReC2wByU8{ob7NZ~?*`9@ z4fxttnww{OT5>1daTout_NRzlonKtI{m@ii0yW%UL2;C=fElRK^`5d$jZOS8JTdf} zlPW%ar#;2)hw=W@mvKgz2kl=1grD<`)Q%*4CuAqSdx}4m7Nf(7Knxn1we6=lHj{r*g`t)J3BQ_# zmlN1xm@*bBQXGR~*puImem;uBEbVGu&x^%+IJj8;JeH}|-CKaQtq7F&5PwkWs3fs# z3q+a|2OOX7rVFk=8SdKn{sMQg$!l|DW~PMq;QQQM0;uFApD^|3V^_2n1g4WeZ5^p?&->e&UQf4hLUQDPTRvVv`%Xqz&Tau`xq{YrwI2Pt4-ii|LaYj zA#TqQloZj7!bp^Xh=|jgIsUci^M3X#h`qrWc!6iME z@LzA)6<74Eqhxwq+{|W;A34c&ve-hj=+b(~4PbkHJQbdNA7y;_b;}G_8=u?Sa$rTA z#-5{(Y8mN;dNfiz3aREtR{GItSMSJfH%cauv#w?Lq-8s8bX%YKi;wj zwZ1v?&@;)>RTLPtV}IE-nTWa@%}qY}wk#vCk1)Fv?ug5o6uO)%8M(c@Lam@x3M=Hf zt&0=>&8z8iA&J70G(I6xlGe3|5Q(tN6u>D1^^Jl&u8?Qy9x2d5-v5}q;DT064?YX? z&dHd+lzL1DKDah+{+}$G`UNc+Ph&q^(srit3W|CEAy!k zYQB()cPgR4qbIqwTnX}P-QbZFAu?_A^NZ4qApslkh8C6IV8ibZ)CTuULy-3Ci|NSc zP|d**CzQvo178}hg^#+qyprJ_V;%r1Of^}#Ewf*oM#bdY8wU!`r)ea0nD$(i36m2M z!UZwo`8A2#t$`wc*QVuUt1L_glkx_j@3k4Fe)jjZc-=lMvJf(sKdGo?w)MXe0=I#< zXGmSM1{Puav5Fw`I7P^!`cR~@##%Z3J*pZM(aR#%3o_mZPGh=zY&K+3N`o{DcZ zU7e;gMfp^SJTNA;OYN`U(*iS}^mJ_I?di+*NGBM#ovJaf2`5~`yz;jLhIobpo3KBtCtnT?hLcM(&44k4(8De+9)A z5i77=y6NoFHV6xH!!*`6fX832YtE1d8crk%5$X3Z1N&k}rzcbX?|N#N}-~GI4Kn0ZW99A_Y3f?GO$5}+VPiYGC*HfwEoni>rkQ*G?KT#bwgN% zsqZ+b{lNQI@q7&}AD`mL;sqqF#ZSebC?4U3^>lND{03(WB0%kL_7I#}r4p)+h;L2) zPuz^FiS&oIa8VD|)W~FYPZ0{XjDMTHJtWR+4E-WE(_Rxlho?l0#P@ov4Ls@|`GnV9 zRc2XrllO--nYw*1B6}{&Y+k=^w<>y28S#tj&P9dLL*8ky1SVr`XjP%fHr7%r0&wqT z;c&hy&CmV}7@EOLB?_4Q5t{Hy4ZdfyFvZpo#KO8K)O?eh3Qh6JcgYgSJW_qSyW&9F zw}%_2O9`)(6|ltva0JPHI1J|Gl&}0VL%P-eOHu zr5;@xTGut!vak{-Tmvst7{K)pE=m46^)^?g?;8~_fuK2$m_lpu! zG*AI>8+O30nR#vt$_B97*&x^4E%wcHB;q*Hw$CP@esUy=kca!hqkBsgCR}8)_y4;! zq-rWaTSR9riDa7N5E3&@?$Z>V=C9~8aNlqbuDd)|6A7)H1Vfrc&C^x zpWUy=kbke)(r2U{`V8`=A6;k(z_#Q+Lu`3a(pfk!$P;PD@4gO5FhT#_A?fm@4t;Nu zh3f;VeEcGGfhjktrz`=Z_7ztLmIAf3m1ax|V9&Y_&N#=5yqOR-{!Gg-1s^DBDEoce z3-esuj>QuDBg$N*ms5mlCvFhDdm%Vn@4Q*O&=4WH^> zn*TLGmqi7{7>)KO{13f;d?Ai^p}?2N9dGzyX*Ega%TExV^8(1D!b_{DCTc(;8rG}o zEC0@!0y}5o#2nk5y1-JQ6l&azma_{;K3<8?S9_!jblnSyHb5_J0)(xoR>KZIZDG&k ze!C{w)jtGHEp>f;d^HJX&1)-@zu^PX>7xtW|BPvYgD_lWnMkg&1R~T}?%fS3q*4ge z0xUNKtaMDOZ6dP#+pJB+d;^~|Utj)`X}GwV$63^U=$BfP2gI(tHTh~j3M1x>d=1}H zfpT%+R)T|Q?svvIxleZfqoB4*^_t{G%JCQ`28;T^1r5h;5rP9V(tkZ0&Bhw;ZWFu_ zO`Bh7Tz#WW$3-H7u#%ZG`GoWuj1HG4u*Ej0F% z-@$p!b}Oxsr$Txaw3SEgdQ0v$lj(IKjJ^%|xrYb^9}DV_=?GguI#c0}I4f(mu;3u% zA8dd2{DmJ^3iLD<-0>ggVVk6jJ9qJy_oj#jCq5+%IyB?Or1E&ha0G(|dosBQs(8M&jzB^5&Fu_CJs7Bt! z;`r)DR}3I-!)VF$Kkqd*N?CM5G6(MpD|oe5SM(T3iAF<@V8*zuhwSz;SY`Hin{2VMQoI-h;PAu zmjF%F0y?v$jCi!vDlYJX^rU5fLRwcILsaz}=30k&ZVetuaEPp9Hl`vZYm5f8@+?xo z#;fA8HSo7b@!d>tC!=;Vx#&k88VRmp_^$hVe@H+7;tOW)&)!f?uG;kS96oB=W7{OX zXvmMai^aDJN)4!I2@t9v(MNIw|9uI^ZLgLLh)L7shvhxfb=u4{7iEEinc!~k2sa)W zTk_g}zr!f^o5-Rc}cHDQh9#;Z;VvP_^E67AI+<3O4#Yc`H{P_pt2XE-!)Fwi- zGn=zV&Kh`~XzwzzNoPO`J%UT96)LJ9IR+Va!x@{1(B(w@OT{XZ0RUc>Owt?o#m{N4FVhV5)*}KuNqJW?lB;<_cCH3yiID~13!`%7@rk$VJq(3jqygiwm$W|{A5=KhG+)gflN zc$bCwIRw?cdBU1bXtD%v#>d(VYa;YPCONqk>C>?O9^Q!qxuRu)FD(CN*7BdfJ&qwO9aOgLi-<0 zN)5t>u%6vi>cQRqAbBh>)X%iQ)rFz|8=|sXYTIWK!bY6&3OFB8{J5v|S@myhoE`3DfcDIfQo{ zUdkO`hJPk_=OuYmhX8TN{}HeJ$S01U$wrbzwcH_iSVRhskNfb1zBG#B<{obY@sTU; zlf0$%ynNhjbA@?Os3zTSwOV2fQ%-r96Y2uzVB_?hU7DLptBrwb$9<0D1g^RzlVVwO=0taKz9f|oU#`6?Ff=L4(BomKH>M?K z<-PH*TOznBIyKs?)Ru$rt)|^x3VZy2kzgSewXr1Vd)K4zmjq91brWg$w-UHb8+wumSj%rf!!h%}B0V5E{Qbz|#3a z{Cu(6M$5s6l~D zI|Y=R{l>|SB}*v2Lyy~T@e7=wO}g-f7Bc4_OWTL{P zfWBZY?^||!{7b6^R9Cxh@0ymX=#jJHRw5hRi?{ER?=a|ie}4ZFKCmWlRO*yANY~by zspDH4s&(JT8qQDG36AKvb~Il+u|C}I*Ku>z%npE$+-FvzaeXM07v6EjmZJ!xTfv6u z?Lv!f?H^^t@%-I@3e5+Hj95vYeJ8MG`UWTW6;h1t@7c|2kx$if8K3X<(IEA%%oE4} zIG=If`gElrAcFf^!YajJPHqCzOdNj)SHtlCA?vK8qWr>dKf!(hUOAC0+N-_jlJ__pbW~Yw23X#ChLy-e>Rq*-25! ztFUA5I>AJ0)o%EdlOtxe{e&HB%O>)p9;DzXmM)~i!Cv|uE~C!YG`@UYCXbJ7GX%^9 zn%8+heJ+o|CZ7Ed4-6chT!`z76tz7Ye6KJt~GDt z9kh#nyyd6ZL3UEOF;Uf+Y`n^0G%SFv@X%88h2*s!nw+q5Judo{fGo9)`P!A$;|nT4 z6(KX3#F(dN-KUjKzX7Jh#aoctU1qqU1Vjan)gPZid3_i0bgM0unnRUkv3PTpy83Ih zhAYW~O)MxX(!j6}hEtzMunuj$attA8;}G2J0Uc*JtvkZl#Vd1VIVj=08-U-nCTQqqQ~Me_*OuzWQ4?>kJ*?Lek^CL*i_U!hD#d`)u{V! zLhjC3Apbb&mXG=i8t@>?S%_pi5L^6GT82&PPW7mj6LLMY^MOpg8)Q=IFb%h`=;H6m zGP5nyYa7G0UA`S-#^=yK(bU4)PCo6fnxh5xQMqj3sO&b{+*an)k;hDyJ4mHQ1BUA@ z2Yp=6SxD-3TP`ZV5AH5_13r}W^j%w%)rr$(2K6K|GBOxILvu-EBaP2aJ$upveeDq^ z(%~#zF4%=lX#kmlH;~1z z@dft7!D+-6cS3dkot2nge-t4H`**#65DXxX~HCQ5y)6FIyw|% z<=-Oml{2IaC+q>RE$8jl}yOaEL&CU`^V^j=+zN z8A3&~h;BC@|J(Mh`*k}4r>=&iF%R5*D{2?lA|z2Hw+%gG=_0oyB|rSR5}`37Bvx{X z^#MtgZNid{rRIE-`E+)#orE9Z1}LCBkX^vSi0d7O8v2Mq^waBj#^2X{<0AL7eTwKld?4oU#6=#DO?P)}fJ+#dC6yGY|Q^^YuzB-c@SOmd4NU zc!=t88J(mg-ShmkBXP0!$LCv-^*MruBRsf zMnN%I*yS$?%1>2P2qDOELyyisy$Md=Z?hu-5b1e-DQ~~6u+0qt1cV%4+i>0F3E-1n zU0s)c?_;_ucggybq2V#r4$my--Niqyz}SZLP@2YyYDhPp5atz$K1JTK^fBA zy14ZA{SWe?Y4M;e6Rt_cmW;rjD4=`rfq%N~+vY827ec~lu@ki?uB`oLi$9gdiM&e& zYI^6Z53Vt=bW81)cJzd$cv88>)SSlb?%2~DMws?fq8iGkyBN#>!3qii@!&c4D**8z z7T>CP*E|S9YL(OWb9OD?%5O}Um(O{z_0!@k$7SRYccmd0<(jtF^#*sjRf ziWT51x(o?mFUU(B5CdcqnaGSI9CHhiIRBf2p@#%x$WSSOd;$19%2H?M25*l>G2Dep z=M{xCk2x<4paCGr{>l+%ynea`tBEi^MKy*N)|4o8YyXZit2s;IUjom@35c!f+p-=s zsG{#}qdj@0tVYWkg=R*qeoYG}CW!%RR#2O#wWX(-I^-vJWKy^n7?)>?$lm1F?Bo{bS zFI@uHwLqv2-wqmlmD$ z`jekg=T+p=OuwZK*#8Qd(ideE;p6+?$>l&5E;SU{ap#P<`bj)#@tBQp)#Rul`f9-N z{ziXX$fvB1PTML|2`e$+&7FHT5P)+@EVE#^`YXRb9P9Vn<&!RV2uSlYtY!H7JqVTi zdh7FpaYc>ud9PT>9?q+$W`qifoNJS}JM#Iy_DLhVVnMP9mTi_gjePA+QPDR9muRr` ztUGBYGC+p}e7VnQ#t9$NR^HyUc)+U#{rzyi;qby7ixWj3oT()<+@}dqIo~UrsCe)W z1TE`KFJ0-R18DO5Q4hDz!j0&p_uYn0wRn*4d>m}+P@Usy8gKQ3d#Hi7VDkq@q@5R= zh+{0gcyD5WZ&(W(+4l0|zqyQ7Si$WZc+AwTy%5ETVG-<~PlqDHZ%?nrGI62GfJSA6 zZUA3*r&~xs>Gn8o8ORS+N|_&#p+RI{PDMqY|C0u792dPheXEHxE)w&V?|2H|9DRII z%E?%6v$Gph0A|?=T1w$lLjwHZh1f|XJovJ5(Eg2D;bRpApAEuFRIkUco4^{u{@Bqg zM@7i|_l1LSQ-XBUGDEwth*LKtVgfi#-$j`J`#=Nl(b$m8cV0g<`$LTTB-9o`fi<0b zxg2hivXk<=K(z&LLT~l!+YvHs3(V$w@aWmr`)`=sNe~Wj<6FZksohC5&X%OWQSA?z z5AFAqCM~{WX_DAZ4>FStr5E|C9!>gfUgi4A_?d|aTh94426N@DFO&+Z_V|pk{Z|ZM zAh=Hcmn~YjnTH+%=3I4*t}mdPHGwW9OxYF$ALj5T(luExDQWO{kY{ckWnRS?1F5HK z9Q_RbqlDq~xBB(DWL=1@hdiUAn!AqrBd-S_lzS9M zl{WHaGvY9I!Z+xN@Ig+}>BxVhU;3U(Kl~9Q2Gcgg$CvVk*de3Pf1GgUo%VlTvGdwm ztxCD(59_b2GDZe^=}!HP#VB!h9%||Gl<8l#rm+yUmlJ)}e`awaKOZ-GZS5O6fg?iH zS*iG?+<2Fal;kS~?I(DGjeD(5NJSMjQ7h%WKgL^+^Tl&=OaaQW%>aN=@+m zKhxZIc%$ZX6zs2ix%Tda0!76a#lC&5LD3n0x#Mf46L_*tR0ptp3;zha|08s~31VRm z#Y>l-!9@Jp|tXu3{+Hr=MAR&^e!;|FTLBu3D1ORuf)0K z7$Ari@Ryc;K5UMW|B34tTGxtKgg-S`gYP3#$@wJ@HO zvX;y3zH4(>DZsZ>H{slRU19Wb;F7=TqEoIPF`y~Rj;&H@e;YTmDWc@oVL^hlqW)E6 zx6s#o1+La2Z=rKT6>Nr)^-)|NKD;^wU~M){NnfLYQ}SQ@Tp7d{K%PBHZoZ}PPQnzp zJ~**vX;qnC2kxP(?;s`n(5IXzY7U+a_-#slJ`E%odF zX+hro4DUSQ2M+iU&apwE^wU-+y59GrcXDBrOP^n|xw_V}A}RA`^L|VLSJ{cXDL%5s z0BxJL;k9PCrKa&t!OiO6B#f4{a0BaCL>z2__P;TLXD4JV2k0N*k|K+$6xDzjmc8EP z-{+ldpM1$*MNmlcGi$CVILNKnVsP199VbJ}NC1L|Xm=4$EFR@k`bQ80gEWXMMBXf) zv@h={=RAjnub-A{5TZZ;SP~Y-)0xS=pgC%QR+q>thfzK-%hWUr@z>wsD%&*6A^Pg8 z6Azo91d7Bh!ltMoMnnbmQ>w_ve?}>fiIVY%1rb9(Q{w0O$p~kp5f!~}(MGtL)-!pA zpLji6tDuEN@E+A;n6T0lC^xwqdmIvkicr1F(`07<=0#ddtZ_5R!wSBm2HKunT;6w>XA+hvP1%my>d-Hk3>uC?p+57XN8OT|!6KK?1XkmRh3piYj%y5~dn8yER+mF1R4 z;iob2ZjS$MxC^=3J)Qb1@9!o~`RBcv>i&}`Di0+y8v?%fQ;`Dhs`ckKBGmBdDR%)!*AM(En6|;+- z&_Qyrs-_+&iYo?9_d;Qswnx%V4s7?Ku;5(SczvB2E#j0>4gf$5fl-|Yx3 zg|uC0aH7sOXi(0S0TOEiJu%r#3&NIx-{N_OOuohebIq!lT9ClH?8bGg?spDsI-Ig_p^L|^8b06irxM|H;{M(3UfumN^g*6~Z z9a4I;!Vq6%mm|X5_F+mY_J4-Pu$B>QMk&XYjjJPd$eC$N&Sc<~)V%Y64J`<`Wjq}@ zm{;3GYynSgGS?Q>NPC^mVhmKspo>k$wJ`GH&CAaIqGBC8jPS;1e6`74+yfN3plVcq zB$UiQEetpF=2|}>Q(ac}EynRccG{`i>!dikgBTc>U1k_^Dr1{|UG^Gco$Amm9->oe zJ&d5;XCV@gM|;!d-C-m$z?B<>@lfV%xBt=7*qoT#8I5uEay!u?d|rMW^kllX|6LWT zIM@JZhz|Z5ck@}ex_;aKCWjd$NAxx;iDpDt0U_qXg-vp(g40%c`bn{itscSf!ynqK zRhWcWBOtRJhePo}ypml|$e-!8)7&MvmNsczjW~fzSAfl!IoP@HIcxuBQI>P$d8g0R zv{xtOoU%~b4qv)HJv09v-4nA+TEtMXU_@DcxjR-q3z0hH6K3%GG@up6(TM7_YbL=` zkgP4?fhyB3ye^}J_asI;-j9{~SoXvXG8&xuX&NHL%KW_?KT2WvDDXaN0AbAc+l?Ap zpHf?wq508n^t(Bd(1Oj;Lek5sSgw%o)SG!rlhF2qF=l7XEduS_6L1P1h1St)SMq>|FDgo z{l)`4SuG{VYt!c>AZ)K38d2>@0k=hY^TJq3`9UO_gEFLlc7OV^KBzsu1G6 z6|2Lhbu!V)P{U=ZywmYrGVgrw3-yQs=AIX@E?rwAZO>;V=pVLwGCb{ z8kISH(7|TY6KcUjtWo!u{`yltB4jo9%c2WXgdf3|8!ACAy(d?6adqrU+s!?d^@Sh1 zEo6yYWYauX=cvLhD=pQ1&^K(JwTLB7TeIgmP$I4EA@;KknPFZ627zPyd5VwGq=CcQt(ZOyd9hL z1^$+=_e}3PE_d;d71l#NF}Om8n^Tj^hE-fL3B1Sjn&kFcV`RvL$VOeC89%Zd!FMv^M2nKSC0czU3DLPi~w(l=LCgOt5>X6VW~>B;9AkLqPS zOE)3h`psRq$hz%6D@Wd^*q!lm^>>h}CU&iMCA&mk^_vffP6GZ-bbZEF=>E zTW#}}GO&OXY>%-|hb|9v6AjSH5+5#>sd%Za+H)R3lAioEESO|>dKQsv#}QP>{u52|}ds_&S+AW3R%wnVMYLPi!yh5LGHZ=7G2#sidts0LfWUg;H# zCq+&3V##TC%rphoL&Gh|?skg3m;4D)QWbs~;U_-r#S$R2u(){{R&nj&0lVJ?k<;8Z zU85NDTQR$LcA+vdBekII8vh=gNPo{Dnt%;{sbRCM9q?>1Bm8^mcm0`cQvU;3*3e@= z`5-&-bm-}2jE=DV$8K%Ow2v@RQPcY;Xb7*s9mIJ=nHjyMeNg z2{vKE*fC|q2DpAl0^#Rs$t*+=-CA2JAQ`NBw;I6rFuD}I|D_WKBz#;2Mm1QE&w5q% z#`GPs02i0xtVez?vD~*)SS$lDR?}R6y(oJ-3%-5budmg5%@|)%V7yPpz6Ut1simS? z;9#?kC7>w;8R@0WXM4_d!HHUAs8b7vy0QkGc0h35=-?lI!19kfO{otMj5>}{PrKZ4 z;c@PyeKN}-$$*mB+3%-+gAku-4J}`2KCMs zqbDFJB8D%X2J{fo)fBTm;4uD=8;@bw0|GtlzdQ;CRgK}a23-NP zR@sIbOLlZCI4U`$=2g%OP85;D|LWkx=|Gyjj}8d$0xuj1ecfey(Z_haCl@sp%gMdX zeipiS9Tmrk#veun#zOy)p?h%=s?VzmKf^d^N^|d{F6WQD&JXm;$8MG`)COVLX*OhI zs1-x>rNQ4S=tQDql*8*1Wg+=I>rPIKGzLyxe>>w1u6SGO_dzrd^`1aJQngXCtiA5B*FlZr*+M zi}HBw<-4*iO6kt3jr%AIf*z(+xxjEk8y-|TlI zeI7*MS1+YNPVf?Cr(3W9A8<{5;NQeyDE~c>QiV4$2rJ{pj-&G7SE?p&HE^0lJB}GS z_~u`Peu=|UUlT+9(8QLz!yG4X(}-fWh6?2JG+~wimnolXndY{|yHwQM8+MjL_m;VFh>Q*RBf zT{xOG0%4T(0(>T70UT8gUUG7W6En$e%7P8SL4=?Rp#inFD@HZh6yPPUqAt~QdRA)5 zyP%4j8G2Dcysxtr_nBuQTao5|GMRj#9=hpX-+W{$oAK_LP)uK8`g6^UR7#YuDfW#= zbI;o0DOhmf$#KcH>n`9GfvxS+GZB*GW~nWsQm6g!SfEcj^zeJ&q<-#<+}pBZYQ*tOP_W2 z0g0+^sid=3EHP};o#c-G*l2vmsIl0Di{ho*_Uo4)9{L+i@AYf-eJm5@^=i~rET4LK zbV1t%+hKa=QY~^Qxr$)$ptiicjD2=Z|ANJ|jC-47P@X8{&!gL7^4|1gA*t*Er~DEU zQ7iq)7&3qHloSpQ&i-h*A327IZeO>Etv~xo>a7^KO@`Fg3bT-C+m2!?5&##C9I&2o zc z4BXn-0s5K>PJ@r&vCl!B*RYCPvo{X+_>SXPMRapa%m+Koss6yShgQi-=`+ED$G?`N zf28O?Qe^4087`Y}5G!pl+VZa2E_$n^mC;_ibd{u_-yQja(6{t-`F?!Z!z1uf6+?(d zj#QVejwA@$W##j=a-WWuTnG)ir4=3>=Bn{&(N*BjRQ#9iPgE`Jyeis2BfI=`E#zHlC6gb}b0zei555Q~tcJ*i$j5WJJKhhzZc{t) z6I`mHq#dXm>$Sk^tBiJZip=@AVW`pi)1+23qrH8sruW4O|0f6Lj;o2Zl;azduAe)P z+p*3g=O3o#WqtGL;gJ}0r}=TVCx55ymRR>I-)``^M0-7}1V=k^9fJUHTDX&OHej^} z=&f0$r39d8r5!_n2MRKVR$Siagh82uN)c0#y2D(qKt2{(yaN0=eB-k|9ZaZkvUDAk zFJSV4Ik8d=*=C1?Q`QM5= zzWbe`J9W!|SL_Hd^vi_)r*Moy6w2UN$Jt#E8gnWve^48^jcTRvnZShYrp#}+$Z%60 z`%3}Hv11#8VgW$-yNa}mF~3G)sMJ7%GEU?tDt%|nB|7K1;FB^HFl+I<-wd$-rrrP( zuE>a>AP-ahp!)56iVB_V(4%h+a>$fSxB3wM>U-nR5*EA^!|_0qDQhJIkN47B7fg&O zNuA)(M9$|%Ja#!P!bUF`!6D!_+JikHjA~kK7cnr%3*7B%f?WQ0&kSW<#b8;$O8n#p z0Xi#-Nk96Nq>r%C+aoQAH22;17wqXl08Cl5WJZRIxCF7nCp^jRh54T&WbQnYJ^f}s zD+U6!OWT=J4jVJzzJs$lfF%0Q!4Vrm$hLk<}szBw11RuuBpxwOob|% z@|SQb6o1Z1<)NVP0Z>NlKdpxLRlK!7VoUR1CiT3!vJ03V2Y7;%I6XAyyL57YVf>N% z>H}1$sLar0g=Q}DQGNsLW>fLfDR(txh5(|1<2=RgYt+^!gk+*TF(!PF91n9x8w?=t{u-; z>f!^Er22v|5SrnBfLfjGCShv3SX9jhgj7IO!^?O6AYch`M^K`|>r#l~6#mYYPWkrn zKZ0rRC6^bqELIl_o4&l^&~B$OtHt@%LZM<_XTpnt>z3h=XE56X$UD#^4772+$x z3+rJRb#)nYrpKVXKMGozVoEqxlJxmRMZ+*S*Ay`~>(WqZBGzSf$o3Ay#!5q%i(r&E^7upnGC;S;%p*Y+?VG zs)r8M7%3GvKu&>Di3JheZ94pqNeM*kI#65U1PYEuy>H19OiX38;W^mapVw75?{9ov z82zpQ$Yx2e_`F0DzA-F3;X!)fBL}LrJ{dnbRwtv7FLg|+yhHi1y%1ffrI>#_A zl|S_X@~kf!pdAayL$+W^%SREO_3d71+72;zqJTRU>MBV;)JG{z`0jK5$5(B=oK;tF z*#VY}<#rt=7lY`v z#|=IU{QYf-SW6~xIL*RJBQa2JO6&vdHCPhaL_-}4Jj2Uul^gAdjK?yszuM0tQ|sWj z{9d}-F)Eh9buq&%hLf8et$M1%FMzI=`Ilnn(@Kf(F2@hi)Pkd&7b@Cj+gt8erssapo=Ahuj%CDT*9 zW4S)74>xfZ%y|8Xe9;2@EabiYj3<%1SYIfA2Cn~u@i5;GVsg;I?K48tpO_4}OPjry z)}>``44rUXVTt?O1-TpjF;2~=32)*}zwS(O#XKiL#qBJXxGoK_wSz<8Ynz;n*;0in z#55UnPA;%1O^2t+pz;a+olp@72w)_Jh4-@WX$LF5F_60*5otRS6Sca1m}H2q&#q+Q zdKVQwdw=D?nz4~Qol^Sfp;^zkkTKEPi!kU10(2bVC8NbSVJ__N^3KV$vXN1FXgP5A za>7Zq^rcr?j*RE)MP~KTsW#2pL8cHI6+<#K=w}&qhmw{)V;j5qvk|KW5<4PY zSZrE`5;fzS|6W_JA_vm&3nghhx$_H*wO&BYcZ?yF@dRkoS#haH<{$K}e$`D~QGR&0 z?j=GKt0O1$ZdXWkp&#ui2fD}(>)$gd6xsY)`9(N&=d~h!<`&GdJ#mv$?jiHNpxdC!E`b_S^2}{~+DWJ!(ON6349Eu(|5bGCE19ts95dOBJe#% zhi6^`Hw$D)>eraa(C5hk#0iCIl+sBEgXBfcbais+Iela!N{dF`RqDGmE^--+x<_A9d?-TViOmM4lz4#u!gjgUqEoR}LVs~(J7_4Jhon4RO#f-d@~PY7ajP_+ z^GgtKC>?KV921(&eV%sGWZ2OJqbz5{=KEOCfdGVB8I}OgD5Wqcw~uD-;z09JtHG_Q z@OP1U4^`doR+xyrV2m*RrIsGc2c$mFjbC^Zu}`zSHo}M(7cSgm0L<^`;$4d#bg8L3LmLUC9Avu7k5i)h5fb+}QB4h9259CSubGpM=^hIFrhj=F zTZTM@a0qWpB?1ut;m9M|&qL{VXcKS&sAuOl{z%ZB;n|+n?)Le4>~UP>bSx4eI`6pv z-#+|vR>K<5i8m8nnYz0{4A$BfBp^UcNyd-|E~w2h`kJjsnn1 zjNMen@j{|+T=b)4nno4`pJ%#t`|k(B$^iXDe8#;HN7{GuI>Ep0H9?(JG%`x7`Hcd2 zkiW)o4Wt}8A*F_mcR@ru^Vcl{(5VF4T5KK-&+HXx#RZzDveEm$p{xD$D?B~VW8C|- zR(t=@p)$L8>Af8EOguyu$tbt=Pp zSGUi-B&zT{w^x~(j_u3WE=-8~--Pj_P@>~T@fZzQ z#MB3h--+4qCi*4pWRvb2A9tL$)-@?6dsj1^WZZeWyxP9otvkVe$dR2WY9)JA7!Iui z#x9J{5>gWByBsazUG_3vIvZ!VOJkH_S+DWUt=98R1zVAN(&W$d=?$?vJH(w}vl_3^ zis@`8I+Qk2%1!D0`%J{Vjc+>$xBL&b2gxlFdqRq|asIPyoH`aFbi@gb&gG{o9au*C;vHlVC3{2jdjBgFV?nXZY{`4w}ikmvj2^0K0MgM(QSyuUt zxVT}ZscY<3a5(E~51reeP=C$nfGUvW=11YaUn{qN13V!Dnn(-mYYTa4HS z2d0f~0!)R2+(3bun7H`xf@{-A^!^JrepMewX(zC26C^ zX-Av5$=b(dSZxI;&mfC}{o=;1;J|Gt3pNHAt`ve5*xhdoab)Q6aohIh8(+L`da-HY z1x3+kS&tiD;{f}Jd^F%6U%aHdmc7+-b(n`7W zDEkfmhdJEA^9(}6A+lp*%{69xK#ugZrf+-fvN|BWOjsdx3o|+h2?>FXvr^+_V3CmR zCh>BLP1Etf=@>oJ$Ox- zpZELE#5^zGGMVzox_IA#p7fe!m)|+GT%60EWO&dZ0Mk}Rkx{vh+ zZmP@4Vi-*+t(7h=ljY~#%=2Lh#$)p}cR2=1W}G~Rml6wHL*|QneVWN@g6Fu%o+FS~ zH6;nNZY>St)Qc?O1=<*^1^|?m=S5lO0D@{xCveQ1>~n(@Wss-@y*^YC`#$Pmf2RA+ zATuS-(}G zCZ!gpA^(h%b%L_L0K_XJ&wZ4Ub-Yf~M~2)2M~U?>7M?Zv zq@89mkA%I*OzEV_V(EM(YHvX3s2QGh3h67-eB|5_*(&l~`cDrHkdZ>;=yHkjH67x0bhL(Mao-SCl`vjMqmLVHD$ zyU!q9>L9KF*s^bd3ak(kJA&&DmDhm&i-7)9kL_DW*n&m8Q!7L0KAqL=w{1?QaFHC# z&VgdBL$Si$tYb&V6ty9t2){JT70z%RLhHY60sE( zz@WlCR!1of@D)X1>9=egZCQi}_NQ9q*d;16T5zEP@pMgOvTVtDJ7*yp8*toPDi@`pZ{9y{o(18WI)l3O~HpylPm63D#qICct;SS*t)2Hq$0;q!I=d zQqn&Ys&6&y<`BFs+f_{T^|nJ|L7FlnWax85PW2Dx%{-0wFj49S7?0%xL1yHa0!p?e zK!La@0zq_JMR2bQ{4FSjmvRFgnE*yKn`DyhUp`mB6y3Uc1VO$n{y4nLQ5*fDs8AS? z1bn}zlt3c1jfKEnH3qM)4Nlemd*!edOm><;!7&6C5CHYPxtQ<9^bUYh#&N2!vgLSr z`Zmxwryk2hOs)#v^;bYG#~w=Lf8}VpK9PL>__J~3p@T0;`$q};%jN#lDFPLwZdMFG zbBQ`!HF4dV;Fb5A1OHGFDK9Nc1(i=%o#{zr(xauB0RDP`{PG(AE328iFLII}<*ptH z3`%n+G0+d2u+{o;#rUrq5)Jxoqg;M3v`wy-#JBBIpF_>5Hn*mxaWmxyEPr!6{QQIW z_7`FcZ|VSzlZs%Ks$OvJJ_RkkOPE?%Kk!cAkpBwzL|V@XFscEj5)?y|0`mh+sut4c zs!jSlMK2iD?^fjFrQj{Bj^?*yaU1#j(|k5;zWt8*5qJhqxS*tWvdPVMc7a{9yh`#|j5gV+Q3=`EhgGAzHnoNy5N8Ltg-fFmA0ABt`#x)tHF}3Ai zE^k(AD+4HBo!`&6Im9w$%%bzzL+u!DmFeh9&RmeL7v|2P&2%M>aGpq?ux0WEK z4Gswpy2#PCr=p~?Oe15_sWx^%J~|vCyl%=PBbA0QKCplm6PZFj#&?sUv!N-{lg4Fy(5&O1k$WM<}?53Y>57NiwgBQ z9n`(Li3QZP_UOi&L7sQabg9>;OPen>6sQZ#1ZOFY`(zoQXT&tX_9TwE-0|vOLu&KW zw4FwkVQMvjcnX<4F0IxRp0;psZg{!QXB3?IQVRl}6WYq&W=-e?cjniE+ea#%ZWQ!G zANqCMcm+8C3qdpGrBr9exZTW0)RLcd#5FXb=blkrhMChsp-@I==Ee^PCa9 ziCa|gf(^s~C8hh)bqZ6j*;F_sIW_8;Rv*`7ht%hL#P`zhCe8rS-lLWs#-M5^6`ZMu zj})Vl`K1l%e*ibT;>}PQ(1xU2fK)G@FUU5hRRwld!E|{8HzAw`Xr^PWaw`YU^_d&M zFgyO zf=*?pb^;OP_2pR&JxtBQ6V6vb1#E=2(3DvcM4uyFo)_0Yg?xE z*iC?xpZE?($F-M*6XzOi=Q+FMD*MUPdwI*}rjerPzGDly&l9(0`(UeJkwi*R{6bvD zu8l9fQ<4!~Z*PrlBlo0nJ26n$mEyu2l zkvP%SHw7pP@2(4fvV9JHxA_%74@_x4VKv&9WM4K^{niC0Ducqt+ftr1O03ci=HcvHwC zW&QzWQ{bK!NIuoKl79EWJ4uP~YE&d?>1dovJHp)7A7NLdvBb^a%+q+D)}K`RZSq0* z?UP|e1#DAYHG0VBoyAegRZ2DCO65)hG^<|dLdludP z)LpS`l~LHzrdGxrCyvcm1U$OxV3GnRQQ*>~_dn}5#xy#EM$=xSYm6X^$qtTQMKZFo z2JBHK5(_|P-5^(n=+wOW-^JG^-4IQxzR{P!K=Gl<+2XM-Bqvii@H=e-Ai*-ERo+@R zS1fdVof;zh^qZhW;}q${uMBAB4#Jiqkf%1l=H(-v1wIQT0Lw;22{8XUp9i~0E(Dt` zz>@~GlTvdo(L71L;M-J&5xX1IFbUIPf|74He&H&Q2(_KUQC^3uqsv1eicT%EB-b+J}U0?3ZpJ;&W0pR?a z2Gdf-aHceoc!<`4tT$^8^@{WO8zJ%VVeG26Fy9o9ht$O4K}k0KxM16EK?uDYf8 zB?In4lawK|0SGs5UUeBR@)saR6qT9Qm>kl(UzQvy%?}k^J#qsu$}Z`05l!qo%;S$i zmHCSo+E-wRWDsdW^iVox8P65EmVS~05COIjYo2kF$H^eMomisH^m^`r9!JX1aw;;V z`aB4PG)8e7zV+4Vu6P|4_RQ#*0I&FxM;*n72_Z$I(tHB zhJj!z*TT)!Dx$=%RmDpx2KJY`dQ?SMuFCh#A6*4hKg?d2OLWu!`c<*1*x4Yp2^rd( z+Tcwa!uEm9Z(r?C>YEUE3Uc(K;@q`Ffmnd78#u^VAgNW9Od%9J2Cr|#7f|pD00zY; zBs2rl=F^F8sSr#bYu+2v{-g(@8wELiVqHJ|js?@4`|f|Q0(n~kOrb9(?+k#Kb=LUQ zApyXC)s5-yjIx%a@b-BQ{#5eFZ4WYjfDB)qMPv>Oq9et$O;o4!=@NyP7eZVm%eA`R>qw*T`~Q*6~Jg<;M~jV2`XzHds&k+ z0YeqjVhma6qH*W|zJg$`@+J~sO~cen1q%*}!cXS?A9vmhG1rV3em`p^P#*^HAzY{> zXY9zv$aU(xgqvd8h~*0pKoiE5&CB3u;)UN_JC1(aLq$g`{idgo zVWr*#XW-Ze_!PU(-WKo}aogJdxGe?}a%rirj34kOgm)hP!80*L1Ak+gmQ5fXyvNW+ zM%A_SrW1?sXyJQ_2Hq(P(S+RTgeK&nl8lEu33%N2OG8_e41GT>QbbAuV|U7P`&l_z z=yi7w(_@WExd-m!KtKyUrsfz3#;rkffd2SSP`2s_0_e+!88;Gs z*M}K!5Z&aquV1QHkx$O`uYsF1OyaJ-L;WX630R~D~R9D4!#$gdXl zAi9WORrv*J(yi|j2u?&r;wXQ&MyafT3#jSi!uap{zG3=I*1c39h1KnsnQJeeT{*B94*R2NSfxS0V$ z+Wp%dAk5@hhr+Yh(dJwfhA2IAE;hK%BKh+Q#hLS54?FJ_Hlr1~b9v)!g8|wAA1RT? z)m`;35p0+6G+0mLWPoG3wBlr4a+#7~H{>AVBa^|;C2!VmfyHx_@19R?FQnahG{RPk z7yeZ3A>ZIk^IInlikF~8Y#h5?+=Fj5l!7}{#L#NH|al_6>=wQttdk`ckpo8HPm11hw170JU z#{QT4Qv#aSb|s$C=58Xy<%5@qHhghEde_-U?82r}z&iN@!EEAaZAaeC@b8g%2>lJS zz{fC?!6^Ht%VTYu0k_nj)`#)W#F0}S?puwAUxt<$#!bQ*1`xDdMk-A4@;b)t+R|$~ z$(b&;Noyv>YA*0SOvNh(ZGh=M?lmU?s+o*~121kc?2gnaGR^<`OzV*{TY^*PKEIn2 zXjW!s)(*cjDrSUhLFsBJqY~>M9;NVi#~#n9Fhl|q{JwbSS28agan=|sbMOwjc%>_` z>T_KsURo*%3?)+?`r0mKDe2<&X*DVu)nzUXO0?oWdwJ6&#}bOEe`9QvzOfn}l5rj5 z>})7%`4X}&CGGzn{s_{7p$qm_#$|LM$sLozIWd}8)^{~My2EicOMmg3^ckGbVZoo? z4}KOH9#f0up7w|ykn;-72ZSMOyHW_=lBpoOcR9MPc4R(VLT$o+a&;~=Nt!F>Pn#Gt zUc8K7Tzi~Yl{6_=eD{({Ie+Qz`nq)E7gQ|6d;oo!xI!uNg+QS>ZG+`(hT*K;-*siU zW0_Ng#z<4ygL3q!>7`MIjIj2*NT<#9b@XQ!wn=Pc%}%%X2prk<)rr+kuuycj`M6AcYIZ)_Na);a!WtM6w{~{AcKuGoF{xZkEPZ%NX+`G%G$v}Ud-<8nR&I|g+px&ZH6uwCS@}DnT!=XDCwz7PbVNqXQ>@u<+mz(dJF#ktCFv&F=y}ZLr82HqL*o3 zSzWhkGzdTIR?{a6dWs zE(py}oxYO_wHzLAv144OZFQg&WD}ilZEqi~XULHjV=B@cVgCwDHMer~)-GgPMD)XH zxo{GD5ueTe4_8+gTp<9R-3`Rn089z8Jgt-Lj~GGFgl#)hr>5Iwq>?U1e&#!8R14}0 zZ*6XY-dJ)vabrvP1s@r%oYDycmP@FG%b2L{33kZ*DKOjKcgF3%Lq*-2)hLIHtXbtW z=Ch^X>$iW1PkPq0C;&Mv(Ra5^j14C2ohkSQZaPs~O4U(U zfhPApaZPj!*E!2RF%4k=@hsi5_c!nRx<1zwb@}gRGZ4^QH?%hS z^MA`t{aR*`di+`t61Dqw;U8hBQkz%F&4bbVllC7nMBJ8Do_c!beELMKt#DT53>_XF ztpHhTC(sU>?C;&8rIQ<6@3r0sck`o~ri#(bSj%gPaVoqZ)TDEH96eyM{OAEr6oeEy zLxsIKqYFpVX<$d`>5|*!9G1JUs*HhY;N8FE*e79kwP<7QDXVtQ7tFRb(x13 z;p%X=omw`j2e^SX_24kK46S2~NJ zRI~qJ5P*PbfJ%YgUAoq|IF04SzdgKwwYK%lxoNM9xen;KTsKN;mq8){fko$ehTre6 zb${23_5cmr@<-1bydFaY3_=$FKf@BN#;+e;k~xH|&4=8*ib>^R@ACSi93z!Pf9B+( zY6WT6qL9kRS#4;c`3TDjLAgTvLIXwy+#Rnk{5?3S>Rp=dQr!%a7PLma;s%Ke``p$Y zaJ$?qV^0gdyxNb89ch4|UIQ1J0HZG_OusLo8;NUj(HbVA!dO*0kz|v$3)3Bfu9VWi zXFZys_xKOt20O}|1iELUzK`gGR-1^OuGt2-3$xU%=?P5w-#sH7weUf>f?)L?0gIma zD-L*R1Avx*jG*Qgfvh^svM7=RS;4ur{pB^^I?Bkv4Bd~ zf(*9rO}_m)8fO#Ai)H;)cVA@+Py&UR1Zw0wm@$0HQw5KC=~lgLqPP__K2Q^z6UFly z(XumPf3^VQR`8;}%AxDOpSi3s=;-FTzf`WuYM#drky1&1K|mEc7q>{s@6suV%{?@DnGK(-dUZu zpS^^B>;!gXSNur^nu+p{65L<4~)*pkK$VR;;kanG{Wtms^tyEz1ATfZO ze8ESF5{FWC6C-|U(PN40e8QrC+?lTT(gYPF6hJS^*}RFqH#WDj=Mb(>uJKCn+B&e? zSp>*+9u*o8%hXY;Q8ZCbja@yzHe)-WGJASFWAw>QXTFc#rk0U(C7H3X^10a*Nl0r; z1L3M&X(P&LV)S-NAw|_-%fR`cc_7+RB5Qfru@1#vqrp|E8HRhr?TB}XLfyNsDLnI6 zv(9C=>+;6KIUFK>Ex~Q}=E2WB|gx__5YZAcd*nok|WqFv-vM+xA<&j>pKgfz)dPhIBzf1J4EW zV_|4_STx_;?yq``oItbv2h_1h^Qfw2>)mO@h%b!TH(7U#e zsgKhl?8+H1d(kqf6l54{eko&Ev0q;e{0k`QJ@@KMQF>K8zJEo7N{u3NSzfm@4J+4> zzw|P0C$i|pevtc29N6vly;EOqeejB!;q`^lZ!XVmA3)E#jOF1`$AMfe&^RLonV5Oz7sXIc?||KBQF{SR?_;NCLk%b=19)}&nU zL=ERc7OM^(GCDLg>vuo3p>Z`&XWeQmq6FF2_-l#Pc^)tJMi-&2KY=Ro^1t65FYR5F zKcwx2V@FYSCdl%-IH5SNhtCJnup{yfvfDncwB+-)GHm`!h|}g8E41vB8w1rbz$`ia zuim&VHUFcYo?B}~g0!HP~ zC53;k_+l^?Xn~+5{SyEnScaN?w?TV-2CX zb&fKfeQWzPe!`)L`8{x#5E;fKAB`vLdlF<#%&mbP91pY7n6Uu!<@F(E>XR*gKSf$t zf6oN=8y}zpcDPB93!hZRi*Nw$_TMSr@c=_jpsp&ttI(6hhDP&t%@@AN7e0SVhGzC2 z;FN4bb4d%7B;P6VVs9V3EUzmrCj>=T5Ui*N_0I70s}1WIfCe%v=vJ-Qi`lpL{S+z2-UA&oXy2DV z+qZ#m0R0sK@@t%?t4JV`|LHu(l{xruRhH0uF%ixL3=4hvwxo{3OZ&9Cv%oh-%{I)? zVwSK!_SJCH#qC=mGT2$fn24VVt`c}^u)s52w3nSE8@Q`_pNFjc$bk}JWaeBSe3%)Q zM?OieDm*FgYHHvR&N+BPSyF7=iKVJ6G!fYsDzi(rN+Yl2g027QhHAF@s-+KZP=UWY{{Aedm7CvjyR>e|?ZpZDJ1S&mGeP@WJ6 zSHxFe>6GXx>A*@t@7jhZ+@D^a9&G*oCrf%TL7?2w|Bnl zw|k9`|9+0ec}i$fzmx~DEiAoZ^N(hXmfzep{v{;k$$DbcTBphr@9X)^qMPzz+a4*0 z9;t0ZF0V>kT7GM=gUYLK}=m!WhLdTyKKS5BO+)+S5`-%q4DVYZ60LH$Xk3MKr z&|ox2c7=)hm5lkqCKh%&F664FnY3xI$HVR&@ZTUT*E^Oruug%yAgxzwD8Z0foLzgi zeKY5bxvW^?9r`6T!p=6|V}~F0{6@|JM+25wD*kF%B{tIc9w-!m+tRH6(cEO6+hu4G zl%%$)#44%O4v<{+o5+|84<}W#v}qUJNW> zmj+tPx*7yKK;){nWgurw(29QUuC;{;Y4+pm-Og*W={n^C`i=DETgylrt##ZBKc`Fo zzQ+k$PW8lmI~{x04o*%(bD0=1N`6^XogM*VXap(HGCwK%xONdFRRc8M?5BqCVfvyj zBtIo5p~zF=#nn%2#~Ui!nwP#HHAW-BOkFtJ_WsW)WCk3_UN{&LsO*s!9OOijifWD+ zBy2L^(oG1js?fPMwFoUP<)Xa1?M)$-G0rCpYHh<T7Tx>!i&SV!nv%&|`AP5QE?Y z*-{%p`EF$2IuwPN3n-MJPkrpR?ogA15U^aYypYq;DR9u#b%hnR_E>fJS?&~_+ zi{Jn&I6XaGZa2)u^6dL7y!A}fy65#n_Ot?u9Qia5ASH?wKutb>-a>0qVv0Kn3cN9K z_~`U&h7z4HhkSW(tb$ltZOl9f

UhOvwk*S-18yZqj-(%#q|6U{YFJd@{X$*+<;) z8dGKdZh*v3wbSG$A0=ikiyw7?a3;8YPRQ_qW?fu@H5^_x8t`ai&sYN z=3Me81{Xg9a4pYzcq#ZA;vClTlCYjU`w3mS4q<+c(Bj+eXCyD4ubcY)%YIN3)ZG&W zni(mjITk53(SxYfbImSK*(A*g2?k{E@xB)vcL&;H#}RHt-DCs6`_vVr25uE7^(nQdSv{CP3~-n!l4L(1Pa9yi7K5g(Z6CsZ?Fq z#YRluOSVY*n#i+qyb=d|QKsSV)svS25sMalivR3#Jn61VH^VTm1C7}GMbDwNqUpvg ziB%X=f>4tbXpAuoy#kMwy~9xt)TMWYETD)DnMx5jty&8Ky5ru&%OPuvE>G^gPVJqT zR$=qt*f&UnV1sHfMF|$UA&Uk@@eW*>;fR67)83RqOlJhY?_Y;+qWy#YTak zYllyu0kzf7w(|Ro0uQT*@ve!3rAX3vQ=9-SOWOAPEg>Z}~c=8SSmll>0UY zaxODS6Od6hGu}uY@we#V`*D%NR066A(BGEqZ9?&8ysSs#>_8N<$6+CiIAVR>MfPPk zkd#-MJ9gGM+zu2b*rG%f=pZ(vJ@G}8o2I-hRfFP9yJ2sBu%#1x^P5N_RV2!L*1{37 zjz1g%kRd+x&FuMBsAa4)VKkj!JAl6l>W%ZHQG=VZ$QD7oikuBIdA>P1yON^n`C0Aw z;R^d;84_Zt*?AciLuF9>PzO?O$WHa0e5DI&!Ar7%UuO6K396)OojVYSEwwV}ZCR57 zr6;)vIeOuT{2LvErZe%kk@!FZkBk4({KWUzt8pKSX!=t|iPlaCukg-g)h z;Ru2m)eeX9Xj)sqDNS+Wsw!JxAFTtYtESy{lo8O3vIQJJ!tX>%d~e$So$Ob*E-B&P zG+5G04n!ivM7Zfi?n8-gs;qnWA&)2nSCCDXrP%mhI2e#`Og3oH2*ddkmi&XNl|OMi zzkC%yB59%^aqqDT`fzCA`H5>Z;M#}6ei{;XbwE{XcPet$b4-OqfjXRzpuePJH4hNy zZdtZ#!&n%+Oj__Eb~9{7yxcguZ~jdc-UN_{wcp$F5;4MZMGu}hM%T?VK<`r`wcyY+ z>wRm-=^)f`CGn1cNgV~=TJ>MK1C%wyOY2ve-s$rGYrQzSa9xh%83#U!)ZH4^GUzIG z!~N*K?o4+vKF@B! zTtj~7>_mVo(ynhwPfo~R@8~VCp^9)`tUS^G3{^@qIlbbhn1TL8!e%9<94_Xjl5pva zE1MGngcPo?m1dw#`@|lctMd|*6I3aB$@cdbtCCaw1It{-u{pi=lXS_2pJ@m%ZLdZa zaC+W>!?68tZ>)fV%;#_K)hnL<(gkQow(B;1I3T<_3e9kb%)v1v(?l$anisD1y=ICanB}e)d?TXdaeBB$M#9BJFTH{ zDS68k`!Sv3oS8b3#Ef_n#;Yxd*MYA#AQ@F^ODK>IU?!*{R4MInTS_y}4+)woY6g9^ zCkQ<0Dadd~lH}7fA7|TQ+y^V3uYkIQ1LIpX;3TNDJ1>dy2X$kwt z-z(h8qMj_&32NXl(}{|OfYYTid*uvJx?*DQ?G>y@ft^5x2 z&bp|EV8Dk-F6ff z2rc?wQEPXjF-5l*M>D-dQAWe0rT3P3UwoB3vW^#KSa12J>EjF}fW-gj_<--^k>C8I zlkR^wCG|aCc?hrhP^QvX(t%L1@RW$|5cB+edp>r_XF`M`OCzMQ-o2%B->o5;J^xfE zwiTI#_R~uK`(7m7N?u%y0$u)|HL|C*rZ^L-i0VGZ#90y*w&cy4Rns+nd*p}cwGUJ_ zfTgHhMH}|<=2qRY$GPAYo~Ix7w(h5U8a>D0dg51CegWh0PxhKsyfn(y^l^_C2bnJP z{<*)ntt%R&X@P}`|@hB`9QFW;$NZdsRdB|jnRu&Y@dCV6*KDhx7NltZ(@5!3^( zgOfY^GxA@d?su=S@`yP8Kw1ZMXQH51X9C)>c#X%^%sU)=DHc^eoiIAIs^GpOvb#~$ z;~C;@O^gKywtvJ5qyq4TXW!3yNI9ZmXk92=kB|ebQ2ZVfpUAUS85!m|ih=GH?Nno~ zpR2LA)H^$CSxq(4BCFlr(kXSnrEGguzV}S_eRsoA6Nuh%W}-v<)P+#5`rxtd$BKf( za_3hg9PaO{;=lxU1I9mmIwbSLao8C&2cFjLbgOm+57Pwq*VmCogkhk*33Q=^9Q=hv zCk@yi-voB}XK@b(kaD>?(Ec+wG=La=)K4Sr5EnJ-gBvhmO&A#fL;wrF1}^46Y)M96 zo(%t4oOl&Egj_I8)`no;>lA8b>)amTmK}Scr~D)RKK`9DSTYv1>z6-6-?%BO^S~tp ze~7spCr5=hNNe3Z&^wJ@$1@J_W%$OOmPT+3>{021OG+ViHWL=dSV2(rN&?Er%v`9y zvRYwf+E8e%4C*;Rg76mA+xs=c{0&&vm0=(umw)mEIrP`u;Lfw><-ih>5Itu~G!3HU zX)(TVl#uTfL=&a3U$V$Fj7qT-=b7J_GHE+`M72VO^NrJc!k5q*X)qhr`TA>$ zg7ghFWvsQ1<0K&mcds5%IVmd`ifp16_gHzM^}{Fse&3!l+^9jL%05Y727pfNeOx0W z*{BU>lR)Wzv-m$)YxCj5Vxx+7vwV9dy!`2{O9KhMiSpm@Dxw!LBz`!OUUpTRzMS>H z=#kB^Hz11^5hsku6Qi(34Cxb3YbovBgPPG8t()RM)ts;OYnm&WH1@%38_1k z>KayO*pt0s-A~me#5HS4d3XZ9-1LVHBa0;|Iu+|^af{p(tMJuEEcBS3(x$H71oz$s zW>|4aWRc-oWgr-bot5fV7t&q8gHygEo3FDsp?3{2Vu9REUpZ{c%JQRU_6@J_8i}`t z?piw9qzupfyX=hq-+96X0`}gqy6*|<<-P|Fa`>)EjWcsYLxXD%?}x>@l~_+9iUU;544@GQXCva0Nme=vYT4P0{r3+`_2>O%YScQ_E24d~;^ zlTj&GjCM0HpM`D80$MVyEjEwU2A5tFFvrP4Rl{dqi))tWMEPgQHHPmLH1v?9h?zX24&2 zKY%2;-vSUMGfUun(*;tY@8g9BrALM(5A{bXZqZ8D#4(zYfDhhqt)Ltv1|uo1)zM(` zA9~V|VWx11&oWq$>-K)V9uUTO0@2T|VH@U12VBvZJ2&?Y04@&C_XLvQm~d~8{Y!~H z8me4?nf+(;*J#o!#>*gV#3hw_88W(?R%$PTEA>xgz;+IDE--=^wbIjgrAPeOcP_k? zrOcX?_mlw$Ya4V-@HXOIa0w>^tEBAoOegszP%{R5QQ5H+SlHR|be>03DB&ioFp%&a zFVnXY&{j%)X#}f8Hz%tB`PpC@`T->4wvuoj#V@Wu|0^{aL@XC+$JKx_V z!zdt!fDhsnU1WkQRT=`vGq&4eZ$CMF6n9S`%d+kp0h)^B+Lswq*S|nkU25jTkj7_E zW5HNj9_?hSX`kR;oJfjp>R0KkaE2S>HWKCO0*i!~-rWIJDT!Ya+z*4n0RS%v289Ef z@9xr^)G7B$gomxfBEb!JrYt->+^v(=a1q?ht2Zc00m=qkZiC9%mSUW$$|svtl=RfV zDq#Z34EGdEpvp~SYgSAfQh*8DbnnLd4`j|C>oN-3%M&qtK$ngl`9$w(K@|Zutm*{J z(~o_z-S)o=w*_<|XUh;qEN|)kP@%cn-@o%kq545(pe6+H*`e&ItPz{bw?wfm#Bh%P zy?XiIUoKb6ha})vH-I3kTMR-$(3BG$-rZ?4m^l}}r$Q<1_9%rH`%TzKpOIlioK_UO z?&a##9Q$}VtdcxiTiBwe)kmY_(tr_x>4?cC`g)y8QXBkKqyrSSU=R(H9Jt4#b?0Zp zs?`JL{7PDu#e#HbNRT(flG5hoA2OiCVdwc;T9Mq?I(&!jYlsZt?(+|V&`^`LMFB;X z!fQ}mieCK}X~bz<>(W_LJ0JCFKn4Z;rbH0F-3XG-k7pLn!|-xuDIkBs^AYg==@?cg z>J^~wmBC_LK~~OqKzyYN8kkXe2r0@(<)_qWXmIzcL3dJ-=FaFvIAsUL_d`=J=|N~ zTYoVnhRA#MUZzRRcxGlf!s86dOpp~<{!{x356Sl{ zG9-lC_5Acn)?}K&16TNVPqle0zgVH9Tz5W7)IZ6){d{=R_Q+6%ws!3br8lY4ewK2L zCLg8aPnMbw(VWyKx_VqWC=$g3?oDqxW^aj|vun!|=6iKU?sfu$lzEJq;U#M7Ojy7J z5|#(`DAet_4+>}YEMAk30FWZ6*$F`I+8%|ohT*|l?5C66Ju*q9jz52WG?k74;*qgC zPEU3Wg|fsxqHeCtYzpVc4pcdkhh2{?a$Eka1zKN?KV4)pXvX6@i;1?5-JI3BJgxQ# z6Mk{~`lg3)$`1^R2Oh>&nNGOOL>xdbyFCXThsW&aP`(~69BX*7T)}{a%gE@8ROQZ?rX}{a`iPwG zZJr))s(N|XH*|9)UXAcrnA)CwYYOB7)X~4%*LJaPTgMYu8ZELic*g#GV*mVkdChVI z>nU9Q{&9-j$GsAX;FeEUU)FYIXml~lyyy>-Gv90^g{Ef`#Z_5i{Mc%^K(sbK&BSrM zxQ$1Ck7VL`6Ho*KC0HAv0aOH>{jH3%Ww`qHG(6Z)fbwwY*ADxhpsB9Zf$HWC;ZLd+LLA9$NOl)8GzGGowPz(_7c6MZa?!)cKf9s^_ zr`NvBHpYz{6~G4f}&MsG51rKGvTt38&J)qA~8{Ct1pG#kV|H>Vam+^~#d z@y>v8I5fOaXo_VXDLzW+zMd>xH_rNFIpJjx$%u$k?V6o| zN!D3OoBO@POR(UM2ahs}t1jAJrDsT_0{{-)h+KDHI$wR0ue@q~oze)!V8+7uz z{5=^V^><*l8SxlyI^}}!_7_I86LvKmes>BF7rvYprmCr3!dl6#rqP>Dq`9|P89p(5 zp3B?CAa2;`qQHiSHl*ClYvk>kvHN~P)x;Wh$K&(x%dC!TBkrp^MP)5fV88CK{@1~N zE`nzW?fCCJ_W`?K1*j|e0pWTVC?vT7f4!u|yZ$)7M#GVGqBwIZ;_H~l4b(;SwTYPT zVj=>c3~GaSf2hPcY5DcnMy~*>JTU+)(`(0mRlEQpq)S@!yHRhxFI?AjlXpxcSbjaV zSJ1Di_U_&GH6<$I#wV6zjkm|RQz^RVX_@K3?kC%VSe`C?n1Ozg!4f#ebx5zJ2j4uLMBvk2#`1n+tS9%rl4~(C9Mx!%FqBf? zn!Sul@kB@3+wpgi^t?ASI*M1B%{ciI`{O9vD@v#6#m!28yEIwlq(KfzT5F5P@<*3i zg_W%#gS~mnZFB`1JvS5Zj{9=d4dSWhnPQh*z4j7_sswrf)?Yhm`d#oOn-J~=Hox2!jLQz6HX+(ShTVdMQf53lFUp`Anz6%a`H-l%QQkyFS zyJLsuUX`OU1DHOKZ5!dooU|Cw;}zy-2>a%`zrXz3a+y}Y8@bu+{1Ghk?dwmA3g*v^ zDHV{ep!hrCcR~RqdE(X_Epmqiby$)Y1r*}m>V#oID^<-(>?$wM4PGhvF8c(hzxFv>JaoHq`C#z$C3q$)vMQNTT22qsDyLW3K}*b%6o%vXjn+zr!czomOw~VoHlDrBhUl7B zju_fPvx5^cDR@CisIX1zrX^1Fw-0itSdsJRot1Atoz$}}Qhc6tVD={UXZ(A)>adq- z5X43q>QMG&)+4e&j@)2SBV)J7^%}ZCi2sOGCOG*F%x`cv+GfCXV-sm{IT~z;4uiq_ z^T^p7udClE^AL*EQB69vpv;`@)L_?Fc^Dhz#+9AQ=nM@L#~j_sP{g)C1X|ggW<#WlFs|e%}Epi8de! z5lUJbo68IVcNER+CnEft!g^E@g*GwWK0llpBZ2I{M*Y4%QF+h8ZXa168si&6Kn;Tb z9GhN4-*Sh#lM6V3RXP(erKz_kZ-BGoFB@Ad~-)2PJmS{O9$T-_j2 zE|2r#QWGT?dE&$4`lTB{vUR8a#K2x3zK!@5kW@QK9aA8J~99ZCM z7Fu*ISxg7fNz`t?9+>ZbBjI~ZrJ93YgSLK2(QQdfxPRpjxgqo4 z`h;IF`06hgql|#Xzz)~^DF8BWI23Ja48XWX_mD79UqQr=$$2zl!9{X6%(TT~`DEO;d%54`=%L7 zTQYWR)L=4?wghYEoC;Y z3EXFepd5v-mhrD&VUoBD2Zpb2)Z7uKwajq@7(Wdr;GQch1{8C(;3RyU_xavINdqC<;-!C=+hPC+7^0ZDkpT2b|7|M- zjo9dold7N<+K;Rsyq4nYM?{}B{g~cjW%yyzxo+(C_21TJD^XZU`yh3c(4x}-PUq^N z_3qz=fla*TSFrQ>4^#j!r7+-9^a|UK$~^@Um*d`KvJ+4Ws=>I|k@y$bSH993G8&rQ zF$Np;B)izFxVc-Vx{1c=?*20=gG4NK!_PvcoP+ckWGLfu8jX&e)Xlqi5!COX>5`vl z!>$i`5FZF@Ji7|Qo2{%ZKrVW<5JH(0uBgKB_n1l|!~_?@^)?WDSWCmW-_x4mQrw3=W^GU!8TtX*+P*LCmT2@_} zP-FPic+B)fE(j&{W3yL8b78ON)XN$czD3Z^kG);ztbS{r{iXsj*W)4E zqylRES|&2+!ZpC-zALo2>jt>Rjlzr;vS}v_3*99?8gcuoKLEaH`U@l$ zIN`jT#*fqejqh+=8HHI@BmliKFaf{n(jKG=il7@M2`Qle@9(_~2z;WZn{Nukfmnm4 z)JLQCd9uqob4Bu-plry!IpoZO&r(s$DEzj2i;&~9XIuukaHDRJ7`8V;9m2tdJOD-O z|2|#5p1HQr%CaHxG_h-Mr4$bA!wUyZDFq;&@rZH_0Q!YMsZH8?jfyS6@2iT&wK0l! z%OBC!>jX*^A*4P3=WnS57M~X|kQ(}YCi^=%9Z{XV@jaNpFntd{_GF0EVi@U^qC|#k zTQbRx`dI`KzBIMI_DQOC7bsX??L2D(|kn z@1^+PhpoYrs)Z`ZIkdGu&?4&U84yMeRBF#oLWmI5>bGxaEl0`#hh1u7K#oF z0*iNhaHBZ*J6#b1O4Bc^m;cWYXEqcc@AAG9dNd`he<3DfCS;-B#>^;awDBf|04~MH zak&nSj)sZ9S~0;PE>A5oU`!>Uj*Gi-yuG;5t0V*zYk`?pz@)hbj(hZ=XCU{eeZF)i zt~+S%gT;82%aT8!`IytWV$d9UEMpEJ&K(>w?OMs-BGZK#YTAfsEFpDQ7|)7mn7i}A_Z>doX-^ycm{V()kH)Ln6@xtZ4$LT1h3P9uDdBt!C0^mfdZDx1 zk;P+DBw)IO*L19;^=I#j0||b4QQYd$n<{z9L0_J4AH+QAcvFFDkHITdI(A0&3&?v? zkso{$xCF{#F~Ni6TAw|af~l=KL@&Rjzw4Mr(4K+7&&Y=n^Pyca!FK)+d!X6!M+iLX zbfOi{Acl5y%&L& zOd2*(G;&G90S>iyQ^R*STR+|FofB5WIn<>0NF@k@8(X-kNO2G(k5eJD=S8?4tdFHg zIMU^7xY-uZgWr$02LAb`P8rvYSK2oL+5ItKb!icDU_Y3d#u+aB>RgkreCzxY`B4u< znVmK(MQpPa(^(Ap1~@6ar#6>yVb|ESzhsh}VR%~%f_+GNn!1RryjCH{THIH&ig@w1G+%J!%tbAGf!G$@QNMV zEPqLI*-a6=aG`O#p{QK`KIue>arm9Yt8e^geVYDyiC>p$dYGusyhHK2UT))Fu6eS z$iUf-5g`IR4WLTfjt`Rr)p`mLCV9MYac2H+?Zr7yz(J8YXX00mR2t*d_qs`N2^pD( zhi;z0ji;@8%kn7iKY;Y=qdOGNTfC=!DG8%`WpPj;$r2|jLcCz%oF&c}}8g93m9qAWg_G#JDioV6KMPIo5`hC33 zS~S$GZ~Cwcypa`rC?;ieXS|ki*jJ!LiotWk@!sZFS|48Z+k`r&EKSU_u_&yDK1u;L zHlY`bY#^nep>bwtL4m7Eu!t78aai$Pd-&F17<1=d3mB?7J>hV;3$2ZGaR=i-I z4tkvLVRlmdoc$4rtYPSK%3q?A4Ymmh<0(rt*~jkQnwajVfDJu$=Q0%k^}AnprXXMJ z3*Sx6e?KB?-Nus1E0behTJ_355%x*;6EdbaG~YSpTOaZZ4PPx3Z(0SviIJ&K@9dN_ zYIJ!XAhrJ&cM1&+FP*=y>J@5S-0NoVuCgB~cU!r=bo0=6ee@$OYjPQ{p))BmFaMON z*vXs@k=!rceLc#}FJJFQT-$7uyXj4!2M_rO9$w~~n_b!uhjH?WiMhYMzNFwaz`@Vpn?rD`-3;^4(Oc2RHL#hSG-PgVu zn&CA~0*p7sN3L(92A!qOXyKL!^RsnByroza z*wX%iRv8Yzf&e`z9X>&|<)r@!{{M9TGsLVV+0BbJF~8Ah? zi1z)ndXKebydR8Jm4?iyosfeMYlD58Fm=dAvbeCPk&Kt9TJmtVOF%A7W4T?%c4jjH;VTz2wFo_Kic@Q$Xn>_4{)P@UI{40 zeZoiaaH-PEk)hA^l0vBIq?eRID$oHu_A8-<4^k&Hxa2I)>(EUTY)SbrOWLQZ3JS%O`-t%JXhpsb$04fEvqSV}aA2+Q2 za!e8#ZXCI*t^K){SPkNAoIo3;AyAvcnkjLq5IlZq~!$T%SWI6bbHp(Hj5S z=eNV2=;5v<_EiIGm9!sl^U|fIKCjVy8)H|_N9b$(Qz_`{MWja}ErxihCoR_e8B8q-OLPm6bt!7Ob1+!`O2T*ppR zxvB=~A25F!?mwC=AT1A{Wq9w$x^R<5;TPlfo}=&GGymhEUFugvQo+FuqzH_{(ex=# z#n##VYpw1Fr;N4Lq(+&&69yENOq*!vM^{h(;P5PBC^;ZlLQOY1X1qEYGyM=YOLt=I zVc4aAv4GxW{^)o1SvWy_&7;}wFJyLP%abeA!EUjxA^KTMC>$fWqq!4*2{Hq|H(C)-+J)1Qd`SsO zq^7vtYvCmMlWq#v@5K)dw*>qK(4I*#2pBc0PfhJ|k}6*AH*Omwgb` ziNr~F5+i0^1N?1jy(abCg!SK?5qBl$c=clCl8`5i5F4Pv3%l{giCKaXw_3KL-&%O z4Yxn7*m{H2%ozH9{P5!uLXt7V`O)_$WqFM1C-n~x>HkP-a`axJ;%dEo@q076RptKT zA{T|iH$FrG>FoDVPDtlN523Ff+{MWhPFHy5|K5uW=OW|_>zTqxOZ~Y5=9NtzEP@JCS_l?eC%d=~4Z_#wfvOR^+z zQAqDppx%7IIsg?iDat+^ggHH-b&ZII${+H=P9GEMNDvK;n!pL6#7mN;Elf@bHh?wS5p3C$OzN}a(q!rhHiH>4V|*6Rs-3dmV5bPf zzO>#kL28&{VcG2VqXK`+9o2E`(%3Y8T;?B`Q!{B@-W3Z&52(YhoS@j{pOYlgh9rd% z!*y}hn|rtV>OPH;U)gO{=WpTxE>(`#gPi+de~K?ul= z1pyMl+{F>PT)Fjq;{53NyiU&`dh(0KlPprC$bU2K@Ut1PF^{3+8)dd3n<8V8;QnDk(cJhWc$<3;3z0x$>Lvm{@$nl zQu~E(*$)W5Rb*gBAG9YGVdsz(ZFG55+~eaj7N2Baqu-U4!6hZEdwf--dj;k$!}Dfy z1*fjVxw&%3{dTC+rbpe^E*VF^%r*%s*}$=2-p=Ku?o2e1*4eXL+;|{*CxL>=Ny*dn zvcm?m#1B>TS<(T05}(KJPyWQ9l)>^mFH^G7a}BIJl$6zRj9>`aIaUy>(9V(!r*Dl| zL383kE~%VVvIHR%cXfW=VTK>LaJZvV;yDtvg$jw?U%|wg&AQW_iqm5o8b(0W>s9UasoT3faEX31tsMxRLg@8c?J({PK#^CuPpw}59MH; zLK%?@1Pk6Cy)ntL==AH`EMeDKeW$ntzhFtBs?`k?v>*t3t9iRGGYM)m<(OQ4yXI5! za+WkUB4U;p|1|HmPl)P-V8$h0YYrA;qTVstKhQZ-R@h-XZ2vZPZd*qTo4~_}1GX}Y z!JiaR%Uke>cfR^J`IBbcO{}&iNdZ5LxR1#Qa<5*@8)L!U4!5DFzy;sp(1hi7TIm>c zPH&PE`?Qc6@xlzpZahJ(1vg@UBClgrRK9CrtRa3rzW9ucm|&tyxeX0W;6GgnSJXuu zMz2A**?NyXU|X_hOH50P%8>Q;U3n_|d7LZ$ljO8Hr}Oi#s9ZbW5bBMKLr}Y46+to4EJ+CXu_OiBzxw(#0O^=HvSuuMUi0=?_Ssx~(W~Y=l9Vw?3jINgn+wt`_~=a-93vT?f02>K zq9Su08Gs&Q;LUn|_ZcW++aGp@=Io}{q6 zQQ~FIz8H}Yx>~0t7KIMQP`b16=#|CTVt5kw9bN=|@&pW8ZVYemXYnLY!bV1X$-t68 zd3kvi&NGtSSFiGQbKeQ#zEeWXOJ>!$5A0mnr| z5WoBIq2sarfZx_k?WMJWj1G`v7N3xHpz8YtTV(WuSpqXT;@RF&Q6ake|>w;AnndA=`u?U88vzdR#sM0 zFfx)rYHDiODW@*HWWn#m{c~5B*_b0EnkqN1(X`ehnKpTh4<%DrLQa5`z5X^o-^^b! z9NV^tCe3RPhUvi)LYnqzA?y;#P1nP3wAo!z*%az;*NnV6Q(-Kw%HBo-0I?dREO1wP z(n-?y&)M9htnP{Lzc0)bB|XGmZz3Wnj=aAG-X7Z)R#db}zIee>6uac}EY@;Nltp;Z zt+=!di-Nqjrb9u-72(JS?QX!PQ+?0vB$oPmQCre(hy%g_vtFqT^i+zVu+X7w>z(QG zwo>SC&$fE8l(zW(G3t2-@w3qe$`^`z(@q1Rbq_wVzTR}~Zfpj0d| z%gY&#?QyUrndKr;)7(GjD_VcOnd?gYI(ee*<^mg~Vmvp;QrI;$uSV6ldb5|e5nNnK zI{NxVjm>8*;l9~Ir{m)fB`)ay9}n-@Wpqm=(pBMqUqA`EMxgN9PTW4bM!SBq{UeMRe`+Sv}={p+2kI}%} zJ&SC|e_9oC3;Gx%4kJi!Yxq#~Y0@8EoUPRolSy*!&s&8Q9R3q@X?RiINgVw(yN}he ze410w)I{#&-1l~%HBOxouF$J*9dEyR>LByyc)FWx(38_nW1=&{E1Q zbH&Ki97cT}0F+KftpPU!{*Gil2857nyu59o=HPbn+Zu#F;saVc00%g{_57er>czR- z;r3iKK2Z_KeQz5XrPOM-zDej=h05!i3?2}02_KhFv-B*-?&_er$fFIn6`U|=urk!! zQ+|niUoGX4L)wkHD_(Z5@FB!?N7v&r@bUe`Ff%+@V0%Ptd7)5t|6+NC!h}FcMWqC( zLFl^B;&12V^cf^jMF3=gj>k-f_k1KMfY2pyKLYCj{;_@k{0t;w_oD!G)T3{Vwc2JG zD5>WgWa~3k%Z6{-ik#O^Y{eMk-5kyR{v047%>Px{l|WP3cJ1d-p=2tV$w4VOnTI#? zOd_vvO6I9l#*7(`A}3=ig@lxNQ-+WX;WbCb2p#hf$xMcbZ{Pj@_pkq7>-*RGK5MZS z&NKli@(zV>zB``V)W!kzYu1gj zzrjEWix_SgT6{%l^92?TY<^6V-dEt*GMz42DwFXN%gahPxcrlQ+BQ*){D!12~|8yw_q~D?~nB-Iv*lQJwwzt8Z3~j&Msf$A^i3XV|(3g2hGJ1Wc?w zOOmwTw5&6)@2W>@Pr=Kts*R_7w`@CAT09fX?Xlc0nbH0X5xx748}fDn<5->_RH$c5 zdLBH~bT3EQ?sr_IOOPjpXwW|0<>YbJJHNK%-lwZlhs!n3Iy&1488@?tVFAX(mjMG3 z)WU7J!oJ-(UDB@1+S{iAI^*$d?AXt=mtVA`zHr|a9DbqH`dOMSiAv?Zu9}AIwbPFt zCMr$5D=7&OnQyuAQ!T?ozi;>RI&PJ+nvm%WPU_#>AZv*>#vmH7?jb4Zw0`u8rPWF$ zIvp4iIfG05aOv#N?GI7cUUiu`VfS4kIuweFI%1YYTFOX`ZTsaWG1DG-D*#+OUxx)% z05*l-(irbGSGspRonn4H8{i_t$;9!Q8%v7XbB4m$5@>=O7X6j}q|M?yBmb_5$DCT> zyAmH9Havzq#odCl&XVaB+^JrNm~qhto4VDML{-Jx!9T^DGw^4NeWxSV^5QL}uu;Sh zH_5<5DhM8qFV#Bu=oEETN(a9l)>lp&%2B2Ax8`BM3wzCQn`ztc@k~6tq3*ix`HOT$ z5~B9BxbR*R#c-sE7c3{SUFP~^`hv7KUm`l2{DrV6V+Zzbp<$6^YIY`ejDH&;NJ;Fv3pE=X&&z(oBNEpvLsu8vj0+%Q z&M{?p7GWGJd_5A_)e_p;egn*RvKE(hCC{dltb`@cTDD$%rFPjwG2)z%bz=G6b-id4 zI&LD>s_SnEf`&hK!cm}f_v5q1L*=uNk5Kn&?PJHlB~<6m>z~`^8Iz#SBH&I*l31l% zJKgi@dL1Jy_hy zDV4wF5w=1^3e)QgbXO%ft&OC8b6yvh_>)h2>{+0AvNE|juH(;@MF?|LIXk&EV(mNP z)H)g(Ibzrfb;ro`z1+96k)_>{r#$wwJNo3Dh%qiA;gZ-M^v?9t$ek727Qo}pz&Jy) z#IDh;JAdF%=^N%sm)>zHc}8nqwVwOeFQnL5@_}BKb2|-?(PgZ?wi3 zwYOk6X9br;F<0^-()!>Q&2}b(_g4>mqqdge7#K<&dlJfFv8$-5o(HyHH6gIXMH=BV{GG!7;tj4o0Sn0T&@pZ8~MdB?FcUr>-BSH9*I_&Umb zb9B7V10#hg!V@P`vA`p27k#%;sXLe?itoB| z?HCQ1rblugBFSX3juWy@X6A47)Ue+0_$M|POo+yFNi_HHNN(c}!++yie|rXeC&wO` zVhxQyYOuTi#+$WR)M#B(LzNGxRgFv~^Gk8=&!g}>S?UkDZ8stRfAC7q8WFIEpl+#4 z+hpuN@91>Ze{ik;^hT%bxEW|H{l5w6Cy3!beE5(c>&n}jsysjYX^Bo#Qj5XEOZxtK1d}rWQ5N0`W zK-0)5PMAP2-R|n{zVqgdgt-68rF__VH9C9t@ajyT0KB9wMe#;?;1>($o*WC?#=HEs z@b@Nh!+NdUo+sIhENW!f6V|qOa=MaJ0Jk*Ztq8j*C7yMFb?RWa8a6ghi3N_)I(m96 zPOZtzyLa!#i;Ek<>mzU8q{Lu((7BNP(Fyb#3d)6fT_x%yVM^Y&6``cTHie4Mjjux zUz`u#p-kBQkg{}YOJSv>qZ^&-c-AByUc>)FKM@b@Fa=Zmr;oXVR?{Wk`-zFictM1f zKh!fhoSp*@Q<2qgNhAuhu&~rZU)yf!Aq_TnSyLe)Av{07YO;b~=fv0#DHuLvW&9G7 zlA4y5DIORMv(qGVO8Tf_N+=`(oAZ^iBQ@byTs&oE z{LAOQaOKWd?(h~B6|sw1lbRc*FPEqPi`1?fY+8B@lgoW=*ASyh8v;L%HP}Pmq1~3E z=p}3F=jV4V@4V^=!&NXG=s`nGehJoHVevx3`8Y8>K-|`9P&&rJM=gO$Ve>>uil; z{#PdXrTp#m^z>Ov%b4_ZyoR>6fUs~@ci@VQ>BhzeEhA&Ym!d0Zhf6(q^X~oow@~Wx^y$-pp=m05EKtY7f(N@a2wfJ0g=zQi-#;iPlxkDZ zca}&bH#O-gK+^$Km3Z&|eQ{XO0Z>Vlm7D7$?}A-d_MWT1-SfmWC`gHZ5B2EiXr9-1 zP}0b!N)1?|3j+1Oni01t|MH5T(;}~+mcuyH0QDxlXlcGw`Px(j#&BVPVaoFrJi?Cl zcGC0bf>(zsc#!@E^!5vbQwBIvPQ!Ev4e#%LI@DIPBVAL@Z%GhV5b47&i>&NjG&Iz1 z74A(|)UA< zhtThP{|q`pi%4OxqoV^Og@*20nd+cM1v>`Ga!)CXUn+x@9}+AgVD;Og_LIqcZ$)!O zH-`B6`3bp-Dyeow-m@3%9US;2Bv?qxr4o-@h~>WGa4sT;0`3s(h6+pZ`^v$s9K>Db zJv+K-%4WT%J-qR+nbA?(mPPonGSl~oD|6f!3VdH|sM3&BZ|!-Sl|{R_xJYQ&Pnv6J z9q3&s{UpIoueWfNOX?C6=ColJJ63e1hk)iKLBUVrt;@hmdt3h>(-R)tYU=9Dyu2~% z>%QmCoh$r#xMz%*sDDIg{r+FMBJZP3&Y$P-@bIuM=zCzd=N68dhC##KUHre@k%WCC zQ)pP&2&gBVi!m`V83D(vqpJ%G)o%zSm&HBCby|9{D%qicTQDrVkkIai7@k`LE@m#9 zpw-x385~?&TYLS-x1R@n>}tLnT-jKf@C9{e=>~X^xT?gz+9|%XgYUV%e|}x_>U;r^ zTd$9mL~}~-4QJ&0+`j|6vsI080ybjoNF=j*#7%e~H#Q6T@1_?@x8$zaoGVpdRN!E{NSCS zGgboG-P5zi%g4(G2y@Wd!<}-i_>O>f3>mrnpkMytaP&Lw(W9e!dU_gqdJ&CHO)Qy) zsfVC~^sSD*{y_+~F~x@On;je+E`Le#m5}kTn7a_u1C*7fn%d1?h-`8`bIEeP3u%pw zjZBG&iA{kk5|&|MVYXB4Pm$dw4SLnp)uq3DsW(138TnK_JOUI!4GtbWNQUzg?}2d# z7A`I>j=y4kbYDiXMRP@DNYwyww!g%K_bMMzI(NjSJo%!IOPNuwGE2O^^>ZXha ze=)je@coV7;ShKw^a-^EZAv23-@nIGen?n?$o)$oaojeJiin)1<*$XB`V)?=$;V(t z9)V~@06UawGcq<7NC{Zd6$fGyeaAr*0%%dbID7rLVLb}&qfW}3iA$dApclTkY#>J= z+_GNJ)Wk#x^~s5JAFICuPGhlMo$=1rR=|XJg{v1qmzKZ$Nf=~``1G6_g!%t%K=>~} z+QD|Du1?RZz^=Ttpq^Rz86MW%xVVmQx#}9%Ujr00Qh6+OnPq!>tx|wMXr*MTX^czi z4=UmC>8)MwZ}?oF9~_`$s%nfIC*TC}sjJYP*`_{$rdnlN(2S~u3#8-bAn@LcjM#3va*Cxi~ujtUj7wW z6cW#g-g^fG7;jwsWKAXH_WW%LZgbaizTBpmj7 z&-8}Cwcq*=0zYjB>l^(MJ1i~D3V26avfh3Y*j3?j4CK9x`=q;_{iKLM(xWREv&{`ek_xFWvbEpcQp=vpvy zsQ)o$4Q>EJnWnz}M=u^jJYE{IpYi(@+dr>#_4Gi=GBvDwc>>M()S#cour$}93cUpy z%-!7`*;fp={OFP&(CX1h`v*KdYLMRf=~G;Md`5rJ`htyqio$uiZLG>(0@d**SYM zGAe2pMm%u{X-XmBQy0m$*rCm51D}oZEbx+F*m>~jS87bEU~+FW@-Y3m38EMZl%_R3m38{%iTuMoGwCtqJ5Z{brtsUu`DA%;5xVn zPVRIeU*HP!%k1pa*CTIfMxWMUEq^Opvw3;ctoo155e2A&AC zdV&5%J8$3AqUMcjw0aOhXC6fJLW8KsT! z0}mcOdS;eu`3}zUBCyR)-J_x;QBao*?gemu_WoO9a2&EDyk?-(JBLmEE9 zKtX_pv5JPN$Vfv+MMJbdASl3VpXdGnAK|}!D=%@Nkn{s-uU~~^t!bdIucM`-5~1>c zmlWfFr4CB;Z>fQI;=vcqHcc4cd>m5YsRhHVo0})Iv>}*`JW=KaC9TJ?}o`ZDO^^DUSN(DHr#$_O3yxg7;OV^~ks z6s^iMg$I9?-&dJ!xV!7xsYvs!F#Aq2ddYrM9Hk_*-JhC3w|&8@n~tWq%#R*->o&oU z@$I~NTN8NBb{Q+nm>}`Dl|eyaz;|iID{Q1Ro`<|KMR2*P`o*&*Xl(OU^;m2Qx30;Hdt-mbjg*7I)4JQR z;7*8xEejZU;U^a|4t(^GD`-?QgR3~vAnTGPb`~`x6$mU5di!X)y}@>*$Mf5&cUa;< z_(8MyMbA^-3IcxW$k_(8}PjnYNmp1k>hSq&u_Oy zVXD0Hi!OUajZLQB*LOf{^Q?1xu@k1s>i#X zphz9k*)-w+LCEvZf?5ZtN2_Z|-?2x*&_L;_UN#s~{&^Rcxq=#Ig=+<-Ub1o=%`P$w);tZ}`?GD3E7x?ooREEEC z#frZx<+d{2V5L@**f{Qvv4spLwp3diEnRRc}j>BGPtt7+nMq;7&UCBXjG#GA^J`yXy zzLJ>SP#WOn=~k3vSq!=j~6C`^o(%vbBDAX^Y~`{+{&Rqtd+tsYS*cC5->nnt0t zMlbp2I0}^p9m+9>D4b>;@=e@Mfi0uT+_Z?o8?(}oxh@f|X9h&ueotX=!r*|GHHEn9 zBDPu(1-+F6dVi);&<7n5B^GcPj=8G?EYQ3eC`^;qTuk zk#A1pjkS}+IX4=@Wy$Pp5sd_ONx@VwjT@@UuO9tDBU2)6eB((PvJ&dDUa2&=O(xtI zA1Fw+7)l0{bEISLL)2ao#*fVTpQslibV^_0yDdUE7gqE8>UyZL)zUV1?&<2WBt!RN({J$xi=s_;EO`jK`+SnoB95+ z-5bp4A=#=XZ{%ByaA%hbp!n;Ove`=lyzR+ueWLFJh6BH&zrY9QukM<;GwlOTDwUk; zB}BuL{4LfMLS#xQQkP^!*sxCDqJ%3#&_~O~5=tVZWxB^ktB8OO2YE}9yE&<=U|pvW zqcJ6`G9*M$XFls`BXg?laa32E5Jq9%Ck2f{eDhZ`{IphtjS7q2?k4w^R5&QyTPVVo z)p3`*`b9Wj*ZowmhC)S?&;0*7P^d0%b?iMzq4$dHOkW0tTfHY{=0Bvc?$%Fw7v543 zFSa=#&7iSDRkJi#kwzEW{a%qi4O>Af({DQstvpUXlSAX)W5;vtG!15IQug!#8ro{& zM@ca>UL8%k{w$G(MVPbki!>UG_eI>ipGU()A;+z#m_|dF)#2NBXskW6RC=_6#)8<2 zV*%Af`RWM!S{ipO>Fo0yP|{G9izs4LyVksmFXqEWWKxKN7S;6Vhs?-T9)xX5|L2p zGDK|Nsk?H7$eHvg9wol7ex~$^7_%~m`b?Bn2s`N3A3A-le3k*9Um7T7e6PnrHhM$vnV&W z?f>}&E_){nZqmn{mEaorLlB8E<`3+fRF)M4E#N83%RKf-SWk418}I+wYWTrw zEPO-%sCJX6uxLfNL_=0ZR+c%4IDqs4niQ9H=Fv6geutF+6+8)PS+vGAQ9(h$KNZsk z6k|6KU^ywIot-kB&y&0Vwq==a{}n*DjasOz1@KVL$~)rDc*Qdd5$ZTz)v zDjzu;V%fC{U;KKf_ppVspzcz%OJoVPUUzjFC*sU@IA$+(zWb@JncC3j?U5;cw^;I4 zPWhA{y^eur#?sl%P*t)sF9<0^!PqUnNBGj(`pk<4@wwD`Xf`#3v6008SPtdAUKGb; z95`3Gl3)gYiA${TV?IyKu2Io%Ris?Xt?X#&X z#&BwGMIM^YGmmpWsfi}}200cZ6KV1{@(yFR&!Ve&wk6yVtX58w!gnk<7+cTj*G=6* zBiLehab* z=t^JK+|Q+?rrNX3a4Z6<=`s7d*PI<5(*Zb`&ol*_A1CI{1?q%p=KVuS-VNuK-VEWD zukSIDM)@7j951Iwt9FBhd3zaJja7s6u2@bB=dqs@=hQ8PhV-0?Dyyns5avcda_NU< zsC+tnX_?5p&Wsa7^B1$rx@9)BTmUN~X!)?e2-&wLx=+68;Hn}ls6D+yEHY0@K}k6? zpkt_@ub)^uA$4`~P&G-MwlC|U5IR|5bDuLy}gfeb&KFf(rf6s!N`{Nbo%zIo|TW3J+oQ!cA9-R$t>kDEZUvf9dQ4aI0eeoeGahGp_hSzgERY z*;sE<0cQuMJ_@b+*z{a_6aX;7FE5Yk<^l=0>P@312GgC*UyKx+;UeM39fp^Io11nn zE-ur*ISQHqa`U>a>q64r-eQy9TN0RHLyvd-!OBc$8edn;MTz|#91IrQswS7ZSb4Z} zzSk{Q`Q&KQn|rfzjVr-t_ZMb0g|2Jb~B-ri*_eoEQP5XiGPb!Bm z`jRh^Pd_?h(65uPyBU;25Lgj$wA7`rsF;}MqepN^x7J5Q(0(%Fi+$~gTQZaHJ{d?! zN08lOjP4kqTg$If?RfFD6;yU0ya=5s?AD*u`=7Hj86ui5347t3;6S^HboOWX5UnRaDaAcI1SpG zl9|~}%oX+ACtNGecRLOab{U@C3N7IYq)Cxa*K}*8wI~GbX`tl%trDZLtE+2nYH9#) z>+lC1gI}0>xH#$RQWx|-v~jz-IO1!i@m`F#(AC#xc>dEVqc$q-_WCWU6Fjk*Ao6`P z@aA=ZEqn}XAXCJ|)^dNuadw>Ed-`!C$$Rsc-`UvIJ@Ed`pG%ncpY3*VAGiYC83w!j zhgkC1sFlWaV`IYxK)^cKA%Tr6(ETviv;mEzY{+PBFfTVhKdNTCksyM%^%4N#kEcJ( z0eF|i=l8kS?lByO8=eP(m4APdGaT)IZdzv6LDg5=C2^$Zc03cZ7EJ;^qtDeeqUfRI zNzlN+KoP*6i4vck*_QQj=WYT091zfs13}D&<>cg;+E?!cUsiK=tXEB4aDgBEkZ=d9 zUrKbxtlk@Bz1mo!ORw@es6}It>)Qa3Uk7*J^GN~} zo6Tx}w#`t!K3KoH=nAVF$O%5>cl)k_HpBG*id&OBX7R>&%gf4&pVVl#rOnPB>Vi(1XjqA`t-IGKNsi4-VV zi%j41MWH(5ALf5dK$@`+b%+KVp3hR-fUaQn_P+eoC7=YRI7~h~&r4rYjujdsFn10> zqx$k(U`VftSZtlA&G{Jglb7Dn9mToH?+?>!x-qz?t)tUs;I(qIPw zk2xaD&$V-PQqw-|{|*S89M47bf~)rT_b;DKdotpn9MFu5p9O8{lDt;gBTypOz6jbj0$vav!sJIo zFKF|(AinS9r7lDE=;$+v&IS2OTgj7o@?#%Klv6v)>7ID^QQUr=&xsTGiB@RrlBf8^ zeqRMh^gcW5jI^}I#}$trKMs;37C~N}4%O|OVR{wS-Dg3cKhp&@8T(wGED3|2(LmEz zaJ1Z$&g(cU-!^2k@cTn(iwS$w5a3*|G0g~cQrbv*D8KgfWoH~Og3r9O9@FaESwf}( zRy3b1B}czk7sW%<9il{>Ui@C$#<0;IONwOwOV8-GrvTN6g{L7T9OgR$&~v*>Y|Ci0 z#EM4BPyBG)`C&D{7U=QN4&WL;h%&5cv~EUV0QgkIO3MGF!%%ficdL8Mu8Iglq&|Q7 zQe-o7uNvH;$HE64h*gT@Be!AH#nBX#Wb(tQO~5N(G2=#=y6n~V7A_K3dfJo98%krC z=icSn)?6#SeRD7oy@sA%M7CB|+P81G(#1oA07fD~K&nqybK)et1r2-;o&ZW9eN}94 zYpY;tdc(Xk&e%JmwN)|p(+k=jX4eWX#LU8?N^JG4~UMJxG@2{Ghmr|)veMhJ4HaxZOc1?XJ=<)%>a4kH1J%Y z%r&T?lM5zncz07}-@ylTKMIA0S0s|5nCdipo__yc+JzkNi}sktZce`{IGmQk? z{W)mQBqb{=cEw0Kvq~;oTieW7#2jzw-pZT7!9hmD_W+5{{t=5rF?W-b-G$}V)keoQ zhNX(jP_i2kG*)ikHvjAW!NRR%pW+p!K+LbRk3HM!22r_IcXhF~v+&9AIt9LQ?^os1 z%TjL;0HO~cK4fmlYpOmqZ~k-k;06VLe3J9tBy(sj8p+IS1iCr_SH(0Oli3x3=JI;& zTRNaZ!1b?f)m?##?%oq#j5FN^+<_c`DWl~1wwzYdb8ri-k@O+Y?P~@Oh0_%yols3g zLgQ$mNe_hkxFZgLGNucHUvWaZT3WBvz6fU61Pw z`|+bmLm*bgY#4`4^3mDFKfVPzG3_TqKM}y8k&mA|fkA#CBWF9f>s(w>1=-ozGAb$r z6big=sOAKU(@RPyz+Dq;e=@5pTfl|Ow zU+8f|yCcf)@JI5@xAdq7BZGI4{3ZTupFe+o^sI_sP|yV6N`9;Pi~07qaRS!bqprU@ zI*I@_k6nn2jD%veAuF)xQL2h+z#iiOhJe)mM;Nd6q^@2K8TvDHe7yUQFN5rE^9Aju z7SJY-i-RFoGJ5`(hVLtN(z-2MT~ zxTl|lAq>41bKjJAbrmrG^EuC_05zAhxFWPBaV+?de|K4m;jUzKQ_<{j-t{qr||z^ZK28^!XY1otTMVo$rw% zVI7~imB8k9iLP<#p92nH3{p30ro!h3Q2Y1a1p!8;WY|j61k&Y$TUE{BC;eTWuKT-?wYl@zJ;~ieVT~R=vo(S{SLhF;;Hc5=NQ1P*A;#?<2_s zMB&7oB+wz;n22OP4tSEIJ(J+v)c|&mNZNHFN__YJIk@3w&w%O>g*263NI7hoDplftp%ZuxWsUzao|RTI!y-^wB0N^uZ0ugx*{x-Wrc!Pc1RZ+(yaDMz5BMwQ+XhEe zrh4M)>gV%y3#lehbP>rH>lPSwpaEPC|BE$44^Z8X15b2TOfSc#E`u@EiUB=3I=XEj zCeyRCmEE(vzMSkWnF87}!0|{af+hf%ER5EJxx6CY+8D2;^NSG4Kj{o;uPLZEkCTN@ zMSd4vdj1y&r=pmCx!4*1s>rl$7PPt&*Tw{4kl{P+H=@x?C$Sn^fI^2kcZuL&v|H^_ z&DP3?Y|!;Y{4V#B$2JSn(%_i-05rU=eraz8gsip9cFX~w7iP1BFOTQ+qwfN@34|CU zfPi)4(4#U;rE( z)B?<%`}$s8*3la8K#C;93er=aGL?&Zsu zs$G>IcIMjBzkWqx3>|sRpxa>{KppN23XPuaU{n_Iu2i7^f*#=h)i=4y z)9`0TZZ08*c5XeeVj@6A9F2HKF#|UV@evcQvN5|RKwV$$bxScVEG%HeIivr%V}jRe zHc-;>*+XN%{RziNo&F{w4Tf+G&X-TP(cAr8paPQ42!LM2dU1yXkQrYYnhN|ctefW? z$HAuqZbBpQlA;S3bUwgJz(k6<dLg_1BUjA! zVh|WG-R-|}B&pTaC`^%H_77-UouRLpnb;4dF8J-LHU!T%-RtClY6rc+0W_0kk;mW; z#lg-6QyX}|9!eZgfWSEb=V5mK{liwEyq@P8)=l;grj=J*9F92xhCc`H{uQh8ahH4T zE2gXCwlb|0E8IXdNKVr7NiUAg>OFNp1Tb1HT6{Nj(^B7c;0bU>{Lkl@Si-JjDj(zQ zMftAeswRq3f{L`XvQj2v#yBU8e#gc@bx2^`3jmE6-wDGe)W+@~W40Q!_`q999&n7? zc<0U?hh{RR>Dh2@x6Z204?qTj8$p36f4Piq4ZcM>|p@0GC0d$xH0FIRGY`m717EI&8FhdmRwo%5e z(yrG4oEn_3JoInm_CHba9mA{!7-N138yw4uW$rP^Ogf9Oz%{WxDf%$kf#d+b((zE;9yovFO0SnviRpB-ExzAGi$ z!=wm|d(jj^vbDxShMa-^`}|-ao&4YN0^vQ3or^hW_`kjSMq(7j)0%Sog#GKHCzt&h z7yt6JpCS2A%>N!Zk?7}irmQV678Fo+J6mPNqX=W5PBH~!OS{copSra6^x|Tgjg5&I z)|R~s>T51}<8niH_?Er?_uC&z=0ADzgcoV-Kp+jc!vAPF|I=mv_wQlHLN>Ox|13%b zu`q=38T~;0m;xSox`$DA7+eJ=Gma9<5s4x7eTRUrV5n&ku-q`Xj{$9fXx?Z1;5Y_+ zoyNj$LYU(KjK$>-Abba)FGi{e1Jk|8xCtASIU{hGxellN{i}~>!;c$C{Lmcv6>#uz zMYR`Oen(hFlBnW9r2$J@Jfd9QEvmIYG)>dX*N46sSzlAJm?to z&2T_HFi0U)2pmrgFnrQ;!h?)vo8RaHfz9Z(%!2WSL1*+>$@t^|+LfTT)iV|bZiVGpun}-Oa3&z zCMW{hk*Bo~{Oudxdb~5I30N|K!4h}%e-Xh=W8yJF)fX4v!yrSZ8L&36F%H!fFb9r- z%O3?~Y2O~WO*vtdBH+TSYipPj2x;b+;;wxCDkr)xx4jC|u>yoH*b-Kvhwh+0Z2u0S zFLLm@+dBAhaYJ~mtkh&-lnqsN^Via@Q^0zh=w@2qoK34$Un!^;S5Hdm!45`(|dTK zZDu@KA9@Qd&F?O%(!JYpJ4wrst7(1v%`4LPdNk&8DTehbTlVt8FKZ7?tyOj=UYqJ~ zJSX*VQJOs-d%pH}koLf5{er5Mxlp*dIl7)Tl#@8=*EGv3Q+$ux)A4Y|dme1BUcq7b z@<{=|t_icfGKFxk(Kr41HthGD%R00^#$(4HQal>k^4w!AFB0$mIg&kL(9F!{cXaDp zF6X9B^3LmeG#Of3@@$dSR2pUl|;hYj5hej=l``Ft(ZS1~tvZF2R^dahd7< zTsDO*i9FV(vZ(QW82jP1m%$t8Z(aUCnA!8~Ri!UIqm*q0{-RR$Z6|F%l1&#z6+083 zz4G_1rtQ!XGSZ&l;ruKhzTsw|m(#ULbGdaO@YLSWfT}ru>PxnipG6CCb*asBb<;=n zW-c|!-t$^E!*740T{{*}iBbGhiRe|L%Nig0$)|R;tqKZ$gn76#8w=S(m+1v=GldFs zyk8q9E_SCDp6`s_`XWJVZQm4-8Wf%qxFstx73m}yVZs%5T{7%CSMYVNFz}j`S`Phw zddPpimeH%>$6mNHjgY5a-Dw0j68kIUvzAxBonv@`k11%ongeaL;ZH8o;u8;PVyMl&;(lJXFijkvo#H{j%;rJ4!h7T{?1tSS(Gd~yKAZw?@63Q5goLB?mu*cN=IXA7}n78 zlK>vQ8T3lnOBe4j`Tb>bOf6cA6`A%2SK%{h82@#eiAbXtLgzbz$0iKZZ^yi47kxC4 zOcawit$0QW(9NAMj@2hZ+-P#27+M@GRQ-<8G!&)f|NPQi&xAJSeC*JZI0CUQF4Qq_ z|17t%E~zlz)GuLn=b)myf9XV;EOWyf7xFlzHPoh}+mD(>lcOJs?;!0eX0TC?&1A=O zOjqBkyg;{6l9PL7H33e}z!66(P`Rb0rIx@N;iTdd2_PaO`j(yj%S!cKtW*z6#{+{S z!~6SL)|BBnbL~fQvGTh2xY%RN4(xxm@Yc}ih&x6F*3ZRAC{<0VKiY0Nod|6)>!Z1@ zIiMWR|6M%&0#+a98hO0kp^vMy5YffKmfbdPp_pg8tV`hu5Y`T6D1MLSCi zZC$WI6Ai-J9z9;j=+uPW9!a0VZwrfcVaG;Qq&YdXe3%ZuQ;($*AkAB0#9JYaS0P<= zI!6FcV@jZbd|(IV%ZRq0)D$C=&tH+<{qtSQx0M=>cmPRa*gH6#a|G;i7U*bfi(`8e zfX|J+87gXP{(x3sgdjLJ!}wjd!vYsNKCQJ}2gFp~*H>b(yW21{iYB4`fh=?4WDB}va_hKgm&LNWHpvHyFl%dD;ut(mmMbMC+&Opn*1PPoS5%iYh=YvE4?Go>$8A$ zDrjlFztrQQX$HM3Y%W@g5yNJqq%J)$7Q{b}1LzYB!qDS>O{JO7*7*&QLX)9@c!IMF zVvJ@V|LJ_ToEs{u@Sws`9bWiTBCvIkCo>|ub4B=>abRN{mtZlwc00B{REbY{bLS?~ zXnZ%>hm&RU+(ZzrF~LUHk&BimmzRu|lYw{3pb0Zy_;H=c-@~2kHDQ8MYQ*xxcZ;tl z*XG~;R*)U4Q|4#oc8nzRInc#zVq^7V3*=yUd5;9wr0|{* zavB`g26%`^0c}lgUwe|d@)L7^;5)uez-PyuI__f5#&}-#-^RSo9OMDCOv0{uM^VpX z<~4-IP!Mp4s8*1K!z=uE_i+Mp+PAZw3r_a-*vV_?H?OSK z-#&jwoZ^}A?3ib|TaVu=-F4sohU?nkTZd>8xWoeb1I%x7K-OjMu&i2 z&JuLb93SThdo+88RunDq8vUaK_PG2lCAPA*%O_rj*14rwUFE7lma=`3_Nu|}1W2h^ zM*?QwGv4zA!od+_zK!nS+0nH>t_N?#g`?!27Cm&o5{7QF$l(eT;An6VIyqnPDXfe~ zE*Dd?2UIEh~JL<&9B>dKS|NSa~9-q^ByjFDNpPjfvs!;B$E#xae)8k+vOO9rQV)^ zV%S}cXKv`NTW}5T-uuo^)Y-w%6XFTw(kzn7EgpNcbQn^LxI zz^)A1&08aJn8vYZS|F4+@m%dr@n4!XF7Z!jgbYVRHGO5)`Vbwkb$(V z>yPEtiL5j9UV-UXOu>$Qy#`i-GOq4!**8VIk%0Cp5;-f~f~f2=;(*sufjl;Wx6W>b zHW2;`&u8n|{*uSkRwCa^U(6`=zFph69;3RK$M0ygu|%m>q2y=iHp{Y1{g+mo)bS}^ zf?6$|)(iPh;^D`i>>;RP_ZgBzm|=FCJ@ddLO0MP+HWc&Rt#Z=8wkYXG(Q0`~J76|v1&pM`9ziQP^&@J7lA%fVxqchQ45f0ZLvQpZryrk@bQ zW5h12=nk%R}-s2Aqlqx2v?a1w!}tv00K z8up0yxLb5NejQO6z<6*>g0!L=CUHunix5IFQ5(y#E@>EHfYQ6)`MF zY}CbKBu7~&LwJb&vn=3^SV_PyHXPFXWzlacbCF$NEfUAIqw{qxk%K+Bp)e$gC_yb= z7ty>Yqvd^E>A^Dch$27D`0wQbMONo}FY#a&bI{A{208m(6l^V|erpEp&$Z$AL)WpS zpthp|zc8dG?!P2pK8Quch1{7out(-m2fVlgk$1ggL2~{I^UH&e1fzXN@amK9XwUr- z>)Gjz1n58gAmqBsv4R8@)3$gB_D@25#IYr{?pK7~x6XkIr-g|RW59$Xj^n$&AoA-P zTrk+TgOkNbZ5Sl2w- zH;S!j4ZE?e*D5hjV;btWkBr*#qoV#)6YNpZH{b@)gjJ9ois`?C=lQsBZPv| zUz(LX*{9R5dxV2inB_fu-|1>oPp_5c`qq`e%sH0E{zS*4JKymF+eugK+k*_3)^nzy$tvVin!o-1&%UmQYDW$@09E9c_ccb}Z7Dx2hzmWJrI?{Hx!u)Gvk!?nxjM zOsP^D*HQHeZYy+Z<4&|ff$I4Mc-Qja!qdGXa3~{>amIZUr+)g28|mNxW7PA}=+>cu z5ZT>NAa??WEeeF~w&t~4K3?f}D{zRcJ_ zHOO#f=3#TxMQJ?SflpbBs)f-t`p9>iEDT!h5y<29hE+=kUJve2|`cm@2OzF_vXgYxJZ0`sbYoo{te=` zkd5^Eo(}9A7lUD1uw|*@U%Gt9`k@+8VBO-*Scq$U}XOg>~II zj>BefIZrhgZgv_ zru6JAV01a2noQ3pX+!l6Qf8j%8XEZ)C&E)}#Tjyz8;jlvuPa9y6%(m0GTk_}VaB6Y z?_gN7q7!CQ39UW~r4vmkY3HX``fE?TGx{yL^HI z{1j@-Nz){J;iIn2Z}FJ@Q5KJBO$?6ZHFV;4sQ>i(OX8HVpV0@BXu&7-2Y)7xo6?g_ zMplF8i-=|{va}^1R4}}Kn1l@-ABi%`9?hHs9qUaTdHlLX1#3>?3)O#;t7>E8{uP63KGtu=pDr((0cgKF?_sMnmd?UQ1 z4S}GvvI{`Ptb*)z-Sl(4&kNPfa zLu^@rDi_fv?q5E45BDe82_4CjuRRF8s z5)E?j(A356^h~cFnpO#-p8JTZ2Q6s1cL~Oh?>8(T`kp#N+};%m__~G#)s84Zf!`|8 zRfE^L*l#aY^5mb~a6Nl11z#dC_u*2vY!qhfm94M&g24UuBS3da(TxGVSSp*?f0oV8 z0=btf?E51l)H3r#f+N^N{mx@g&-*VVoSy>VX8f0gs!<6F5FOSi+70@ELP=W_8>Nw? z0CGK9gVkFJgjj>GA3RD$pWE^VRMq(IQi$o!EBoErRmVCH21n(F9t93&9z0oFhUOh_ zGats4zsSepaSo6-3(|(L2`=rdBu_m=XP0HAqJvdkrB8`|mz$E#VJ=#hSRXsct(jBi zD+7|PXJ7{`hx=b2p{e7~i*$*fd)29FgQ}nWOrR^K4rCiS-n;oOScKmxNcn_9sId^Q zY)v;@8cN~oIkQ`+WUJn7P&_tg$Y*rldl0ey>~+mK{lFa8`P-$u`}`LCRQ*m6ef@4i ziWQ}G9zziY4o@Fx;lPs@5vkdCbEO8yrEMjwNu)E|L%F>1py_1q$E{kcWdA3f7S%F9 z;=8Vu_{N7zdx;?vPRi0Uh$1AZ3;(DxJ6)8&oWX9pQ8nJ zY6$x7(Ux5}G@hskJ)r;iopKNaB9m!;wE`)#PYlwf(KOe$FPFuruL)H`$A|mJgNZ+| zE1M`{@I^%ks($!^Yb%N4xzB`xO2{H}6y5i(hOr(7A&IHHKf%0Sf}2OlZ?dYW4utJ( z%UH+0@oZCqnUn_|UDYTRIr9D%83Cr^pAxR8B1gn2zD&}8cKTfEHlg3*%5B)YB$jM|oQFsDgWUhnjVDSWiY>eo69d=R42dQ{cFxNr7D}>k2Ix zI6)mMkBbHdX;q%Kxe_zmGrS2#@@Cvz9@IeZ_2fBGyY6z2wOhw_mNzLnE^=zj{pwPLrlMLG=A8mqY8QPEbotsZZiHUq z13kTsn>BvNn)rie%0k*e#M#@^H2mT8pJ;$L`r;Hgz8a(S%v*X0^s559tK8PiCk=3E zH8Wg=H*ICaMoCUk=~`ONrR;zugzl}r%iV@}cNAbqL5e?2U?D`D(mN5B)}7o+mdefZ z);2izwpUW-PNfygnWf%fw8Whw4Gt#!sKL@e6f$ij&!o88eARW%!@d{xnu2=wM z=6l3#HfPA4-xUUZ?+C=jlAn;cruYXke6&yz?Ls40FYrX6lDQux{hD_|;Ey{!js9(& zNI2B)Ns0dDdpWPU}=t0m;y&( zy)0YEu@6_Y_VC8VmU5%I&qxWIbB}*!w zL>mLgOp!J-xQ_>bi6j+6H!z8DgYn_w5l^ebubZDz!022E<9GFg5-=1GCa*CAli%|5 z2Z!$7xwBf+K#mpOM{WHQSNO!;PJvmy!+QueUmTC$6@#eA({zQDi0=khTQlhD@J*A* zpu~i-c0N#^6jn)ujjn!0(7dN;CYL(Z-AzDzTR`tFl&&V!?}UnqDUR@TN5@m3s~Hc= zdbMs?dLB{T{`0)SgUmWzj;E!Zpe^L1G#*^cy?bDYJQjDc-Oxlgg`sEoMe|K8?_;5W z5V+s62QFUQd*;x~U+8OS%s>wqvIoylU5lU>>e|;+Pj+vtj3m?F* z7qA{o0dpu?S?U`ZWaO{#%0sFxLr*+(VYFh}rhYuv>DW_gPl7wGHQ9{9{fy1HOeVZXs60M)9cYoCARjI0qtJ&aW+m6xmLq3{IXk4kdihI zi|sK5H2tN5d1+@uz?H_&W1Dpwg_AT#if`$OewS^gT>JUnb3mWa1={+&X6}Bw(A+cP zlolALz`T4WfhS)pv#lOBG<}Oxy5>=UR5{b@PgO@qD3;$Rij=zLp~@t}WFpk@WnF`2 z)nov7Z{V9+?1SUEC2wyNq>M)w+6kftPcF5Dd)skfX1uP`5YB?<75MKOR=M2;)2`qF zvNr=cI_Y3s1~ZTwC2=^M(E1^o)hQ1zCnoFst87}G9!K32OL-XI)QxHuWZTZjl+;QB zN0#s6+_MvT$vJ0S*3l6DQiZ>iZ|j{=!5w3yZ(Ptob?}&D3r8Dv&&H5UXyWx$NvQ!sUtNR!y7Z`hdWq&mphsMS;fc}wZ@}Z7mbdv3(JS9nl#&D$v^rF$#T=l zNH1_Bk`dCbh`O-o;AW4YMk3+zecQ*o`qLf3Gc~L4i;hmuH0Z1wB&)87q2=4O;lIOJ zl9HdN_83Z*W5ZqYcAG%D+AXiIH-qWFa02dX(g5^N`pZh!wUpcVT$Rh$`v(VSC)}r6 zp6KYm2B!s>vDc>z(f`h6y?I@p|NbrOIp&_)Gc@$Q)A;bUbiGBTQW~}#55>NP@6~N$ zhPa9G_Xc_#yqb`P9;*Eq_5DtN^%yt-fsC5}njE|NMd6~~S%qr|d=+2XdCJbQlU^i1 zs7^t8=aFF!`k{lsp-sMy=6y;dzoxY*3A=lZOfbudkDt1U{#fUJzug$~JG8dC^7_}M zXWFsUB8=WgVU!Sh_Lq0scQ*Ff#?EMgote0qsi++j@)xb9&3K>EmI?6egDmFGT2wS| zX7kMig>-kUS(t#;CqGBvRccQ@a)57x=UHUIc;K5`NpZX5nBm6u;@l;qIv7h5b6c+m zGgk?v&|`|=!^6#lR+|v!?b{p#sWlP_*JN2c_di)v^3H#xU0IGu%g9jiA0Pc(ZCF`p znz?i@HRG;Hl{jD`M=J}ZVe$iek&3gl$#SeVNnG|GPjC~h`|tP(I=KxFu`&e6zg73u zx)mer91rM_J zl$?Wc%Vsd&?QQKL&oZas&5{w1$NDKuzwLUA!KqJwRI(abXsMBTbu|nEhfGB34oR(? z)DbmMhWJASjx;w{(P6+mIbR?^TnVX6Hv?H9OBLgd?ToUnlUnU9t(M)$4A{%Q;(Y$R zmA~zkM*Z5*U86WW)~D!q$!T1fIHK0Mqp}Vs4z5 zU;=9nJTlV&MzE%E(r@AuwUu$Q+ZrV>z6jPLpv}VWF-Sjxb*2&#LP%02GiQ^-P)Bc% zdxB!`egwqjp!Z&Df4%YC;8v{{|NMrb+(@DnY?<6ce;aO&^S9`kZ^r|OM{SA?7ZsBr z0nkW!N-Bja7J7NZ^3PkhKFiNwU_C1ZX#}1OK=&u1>A-=>y9 z@rg0XVWH=J>U)GMuki)aG<`K_+B+mp(GZ|>gdP~6>R-^)q$70g9H0%9DAh`kUY)wH zpK5W-$ND|!T{gC{8pJ05)sbs@9@Q`pU2B#$s>iPf6J;W1BkLnSip>Aewb?#+@W25~ z%+7qz$^X6dH&iC<{rUqd1$Mz8bm>Wmb&CfU}wB&M7AsB_6P(n5U#8mqBSkm+=e zVgR?A_7y%AZsm5u5O0nomwK^*CpF=hHgJkdx5~g)+8(9 zlvrGW2N6mUc*9S`v3^8J5c!N~6ogo&r9IB8u(iZnYq@qKWbq+1DiDYb)j9=@Lia|o z1_uc9zmD4NMZEp+V%w0yGwA$!a4b$LPw?;F7qA3<;*=5rvOp$VHzS1(>o3>fgGeJ) zMNTp}vG73?D{h+MKf_TK7;HL#KoJ{pFF@uqQ1Sg+v8`$lTB;-oElAZ!vZ&seARaCS z(MaiS5EiCq6WHp%r2h=4$gZ2X1k%P+Lbw5^)pHhx@@&(YSRF>l;@D;>4`(he>OJ6Gzu_cp!=FAJ#n) z;rYEcR5*nk*H?~AmC1nKpuxqcJ%brti^{ zED=Y6b!$=bMraWhm>;z@%!sm@-|u%66-E!Dq$7(>>@5U=s`dZ(S%sqZeoWE2ddk0G z{9EML6u@q)3bPP&)2)cM8F zV&mzsochYoEL+cTdfs_|B6>z?$JY0pmp!v8rm_8T$X{M$t_b=%39<6tn69lVsr*$i z#)*G;OuoU>s|{N!yz-laDhXj7RsB?I=Y>0`s^m3);yz!Si0^RUOkIo^6+xrgWN3KR zeEr&ll28wSr;#L=nB8PnX!!7W&GU^SO0FL7?JviKNdi*nfift4bO1Ps^ax5s;11(S z+oPn*`J(5;Rddi84BsIN>$P3M%%trzFdfN{1mc)Ionz076P(u3&EmSYUjM}bi@PsS zxVE=c@uyq`g21Vs?HQS9Fq)|C@0|b`ShxwZ42x0VHh#xZ^&*t{1)obw1U<6FM}Ch8 zW=)*Jq7*U2Ggyv)LoIa5tIJ z?_F0M>Ux$^iXpzVS-V;c(xu-&gVhtF+F>9K3h}w!iH*40*5>X^6OPv3*1v1CK?JqQ zd`nE&O3i4wwd+akk4_~kXl>}FaD_6|l3~TjTBom)Vs9w3 ztS(iFQ&O+R{k!@v4XN9=2r8LByi~R*&R`xW%a1=ty1rFJt z!hSnB(FqG#rdj}3A*!$ECjpEei}?wRyjl7`f&PK`raRbCfEc!B!K@OD9l)U=$lO&JFBj$N9^O zK%x(MO+znjjmB}MZ;lfW8YI&+$+sQkI>W4m z#n9jqCMnY3)J(kbRG>f%&92ozy9n=MM~)k!>i6L>%9^*U%E7|uEQ&NOajn3i=^7ye z31q|&snNJ0!oWR(JF1{=-gq&`p@=3BE^k_~x+Bc&nT)_(ml*?+;*Gz6odJtuTujBU zIC6p}fS8$ML$gnZ-KnS4IcRJ@#gQltfI(augtaCWl?G8GD?(EOHEEQSF zKBwe3ilAroaqnUZ+WfI`1DB=#E%?4IVh$XZRzDeRQ(1$|Yn~6WW(7JMgz#okqqnWX zi16RKfS8kgSCmQMVS-4{)<5J%-}-5TNH5uh=4qx0R%a~Qif$f0K~Wfw=jh`O-?@et zxIFcrSU5p_r2)TMV5+xvz0$7@s}VD=*EtL^P^j6?O%!ITAQ7U!$i_2K&fy( zYpo%NZ;Ie(SdAi~X%59eavYua(@AtP^fNh%uQ>9NaS5&}H08EN^NIrJ9k=ep^rara zO7NxUraok>u8Edhj~hXQCI82b)2&-XNM^-LSF^*Fvp9D1u4q)StNRw9-*4Evj#Ewd z#8Ui1$57JJiInndZ*Ols`!ulg4xDMlDSces!KTQ$UD2e=&}kDk(!SF-Pal;$ z)w-AQLyQ>0#YVQd#$A^gsZo$f3XeH&XL%W2-_!J9|BROBh>ik_aW9Kl&hyu_lLx4i z_gAz%cqTD1y*PgxV2`W8p}iaD)2%^DMI8=XTo3m~80sD_gLGF70+)5Hq5WVgkR4xG z$a$UioBawlM3_S;lAm6(4!!taY`u3p)&Kwh|2%_p>|<{o6e=?#yJMBgjO;i_WUr9I zu_Ys^D9S3?D`bRYgv#D~M97wrk^CN~_viEdemz!gV zlK7lv#Ut&5AZ_DX!w8+7hB9~^saUPAWb`Ei0fesZF_6rpdVet9*Wxmb&~Ls5y#;=f zizxAK4Qy)-iy%txrz>K`5k^$W;Yl3c+PN~(LFR1M;3zdi1=~VD6CP_E_!tI*q@QcV ztvDP6H9hfAVj(zyH-Do?>e=#DsVm|t7zE0nl`-s!gVpvWML&ij<$GcVwCM&@R-!t$ z;3!WR)U9zFw?j6gTYNtW zM8&{+WVurl**cziXYy_E;u8@|7J2%3lpuDBmO?qlaIeDNR%)K9g8!(qDU zPA%|JI~6LJaHuYkbbR&S2CStZ(?g+lFm|5wI$$PfU44^pOPekrlPAf_8BXYBzb68H za~j+=m-K=r=TAzz1h72hei?1-I1=OoOG)J~2o9n6B+M{qn-<>l;oOX}3nJ^UkLO7; zQ)r)Magl-axnkR&#Z?C=BBgN#C2nXiwKoP!)0u}bNi2f<{g#0sD+ze&llurXDfCg2 z?t4MSF9zJ@OVG=5Q&Gv_w+}=&Bu$8;2&lg%qfgbJ}F?A6Wi&>O66}2?mh=eb~@W=;XPlgHOwBHV%J$A9&XZTNOd| zXzUN?YQF99@FYB#(D{aNzL$o|kt5uF06Eg6f9Uu!p!V-CsEFgIzmRf{I!e2S{bf!? z)#QLMBXKNj`N<^6QlE*GZ666bIhOEUw;;hgMrx$D1I>{Mv{^G(_d>4AbZuWt*|lRX zd4X6OfM0gi3FAcF-DlPNT5+|_Nl>7@P-Gc-ex;|EIj z;@(+M#krX2+;N3J0q-9nYVrYvY7iiXh=}`gJdLu2em0 z44y)BT-ARoM<_F(*Q9;Rc)w1Xwd6G-M_r!Sw6?tcoPS&4Ng!?7tTPrOCOOFw6dIGC z`b;`l1O$#%ooidRV4>pw+gS@iCk4$G@y*eeNL5;_3KR0>Z}^fL36%8pr(~JWni)g{ z4%s+B453r(o&yG0B8gZ8!gQ-+@BUs?dRSF`GFW2Wyt9brV`bt*>2<@r9gs?T+&Gut zK49ulhJc9A4MVrde#yuEje9ctkcex7G5rAov`a14Fvi{D;@Othzgew*(_`p>J2_n3 zzjDRHgk4&zP=`mZTy`Y@gX|4r(}Rn1I}I0+b#IfhjUeKz>^xdV76jt3C9ae5iXf|r zjvSPs2yB=xzlFu%%+1Yp+PbdXD3=+P*RGk8JpN&Jw@H`j{_z_O<4p#xv`@M*8hl(; z1siGJpDPsI8mzjDo?F)_ta!}(?4CN8;W$qaV{6~_zYBlq<)_3|86xY<_4c(>aCR&v zQg%_lOkFith%)Xde$@;CZR$?aDO>HGI`9&t`#j0I5npE0;9}<+bpI4B(|@8;fkJFB zKXB2{ffV6o09%35i;8H~B56O9s9+C44i!y4_+`nqH2LpE2+00ns$GSQ{vjl(abe@q z_p-9pHkpy76{j<3$2h~Q9(oOe50!Tj`8h(>!c4!;e55}BzXIR0v2RgoP3<%9UwCb7 zK;Uy`=YC34>@u5U+x%`_Z_4clb>$__SFaupH%9|c?U+wd_(-Mnn$N5B^Jn)IiiUd& zDuZ&9#kn=)>UmtdGK!}o5i~WH>lsczM9BD|`)`Inr?mo=2nN;qto5lifG_}?q`)XD zKO+MM9x7iBtD>8Frlwx+?&+Z6@nvP0vGL|7KX&fpLSO&&Ed1_40rgCBYh1t1O1P~{ z9IA9JFGn(Tw^5I`AJ)9=n_N>gP&a=t;?rPxD}P94P~V>VY}?PNYIX=C#_?*mdY9F+ z&T?#Jx^FBt`pHqed9KBA%<@>p0Jo-SX6 z>1|6eTS+{#^iw)K43O<1rSV9DtoX0rAVt_lO5BoIQ0A4+jU-wKDUT(4xb%KPfFRj)38xZ??E_> zl(rY(dD3GOj12%2CKO;ZKoolpMBl);#A`}IrRwzA z_8a!_1pjJ!?_yA8G9er~A6MgZ<%`#_S4v(|w9;_31)q|K{d)2I3Fk%CoR_z2Eo*!f zA?(H6S--&cs+c%kjQXr3o@@r7ty0VW@pkG#_*dSQ9}O36_~U62c<|$Zi$g-wTDam& zv=G!Ab-?@d+lDO7i9WY^1z=|-Zzm<xXMDIc_>WOf%7gMda6vAJ55LvuX2@BlNxKhKX<9%p$VhtU4v7f(eEH zEA9_h*+6Y~$RZg@sPlkc#sYCR>099B%(DmC<%9X(zB&E!{}UWCUQHOUwW<2~sC#qK z-gx=jzRf)zuc6Toi1yKkPp_vaBcQ0cy>@&H$c?i6Ym7&jgV8buji7GP(ZJ?@^9I%G zYX&KLC+|0Gz!x{K3Bkp~2oErX!q@sjF&WiLqvQJE*ZQ7MZl-!w0GA1RCV7_pZps+> zW6*13eEu~!JzR2$2!}+(9q)C|FM}VbwjJA6K-t2!erHw&7Y*k^)q6Ww#$VFYT)3Sb zq?GxnKDw-F=Wm=v4%ZBlaCW((LZ$SqA{@GZG)!PZfB}E~t6wMR|9Gzb!v1o*?O#}U z;11QTBXYErh91Zfz9bG#HavB7hgTTECq4%Ef(oJKI|ZzLdnWokB+D8idlPnjyq+A2 zvRxeQ8ov%Qv;R8WB6N!=s^b}Asc|c2sqNbbsN4zHQU0gl0_BOLLsQHy=4pKEQ+SUM z`K~G^QW4i?p;dT%y|bl*T#E$y{3pA_!W`TQtJj0Je?SYSC+w7#)U@~qp*1nTPP~z| z=iE8@$YE@WPlHy%v9!;L(XTP~l%N$|-edZE2HgZ>Ahe_lik{v7GcJ%wl}PhS=z;=a z*}Q`dzLSS;kwNujZ+R3x?x5h|B>C>@WpZG`T+PG9Hi@vl9!jE3ccH~AgcAyp z$8hLFv;CEpWP}6e@x!Z!M&kZLQ|T=~CLjHr&bu5s7cP8R8`FX(AzPO2uEo3xw1511 zsmyD>W90_}T!-f5QNS}qP9-4&Q}R6B>a~j`LtPAjb>d5j zJMIwB(vY(t&;b50MMEk#QOXN;K8_Z@$DlXN{e_&v zbK0BGuXk#Sqd^%nGDxn{p9nN$p|6q2UQRtU`Ks*oy~`}Xpz_!onjsp;cDQT;HmDTo z{KU&#k9-Dnq`#FwV;DipC(WIy|3kxz?*&qeBo_+uzH;Vx!$Nc6%^4nFDHv4MXDzo; z`=osoHhFA5Q(hIaR8%AUTFfq2IU!j97jws5RvL#pu?Ag#_yFF_7 z?OhPI-q4DYI|Tf$sdA_%=Lnr|fl=Oee^@Z3^r5zzKT4bz>X##2g=uzHQG~dop0Ch{ z@`zm0?HYv{&OYIIdanT9bq0k2*UFnk>cRAddkW20QF*0jQjb*_**H}sHTpQ2fph1j zH{5-3-Bs~qdRK_zU}qOv#DGdUnXlyw&>ox4kj{(l1!QVI!l9qMRR>zgr32sZiw*QR zWz-H08-9R+--+1cFZf`33(Vo7zj{si@+OEPCk9wx=@E;uzpq?F%Yt}=hbX?4DHM7O z8V_tA3541+XUgv|&WBNeIgGT1zQmP_OLlt!XMiPZFq>Mu|6i*w7BbQZki^IQW3p zr{Lz7*W#Wm<;lPCpegx5b|+l*ASf5DNSBsVubhx`@JfM#n5-e>8GOe{G8$&SH^DA(F=*&lcbUfd z3PiXd10V_!T z(5A~sr|94I(HQ9AN8z=!&k`oc(giHfT|?;AFo@uz^F7DxGrk*AO!Tc=LeY#M#^2Hq zc)fT>`maIbM`!);s-;L-$85nl0d!^w@E%k9e*(Xtsi>6?Q;$N4Cr$N_Wt*XsCBq1@ z>i`0EgNaGsG*6yTNIQGwqXTon%`?g+T`ar%XMkZjLyoW!RLVGfsgj!0x00VDv6s7| zyScm)NVFcSJebR!$lDYN@o8{;VC?hG^8>q=yU7I)>y*htu#}j8_a?{@l{{mYy3kmJ zR(C`2KVaOGKGi*eHgk7C7VbjAvS@R&?7K~}x-0VcT7v`trRx)%j3zd?g{6xCBiUoHxTDnDb*U)K|*#hcrh z>(A(&&ULw3_5GT=VnFJMwKG}P)}p<#uBnmHJOXMt{dw;ceSM}8tKZhm6WH}nt+K{*bAT`xoxcp%k)Vyxf zjOWg1jo%KCJ@(6P?SGgDiYSCJm()Du^SP|c*ICD~*ysh>E)QWIk_S)b$eS#)AjSPN zK9&~WBi5AWz~PdFLg!QyzQ5I2o~Ciq?*h2Y9wZ@D*42{dGN{rsE`TZ>4C~_!bd?6n z0egL_5jaYsNStAS(IiF9qcl&Cu9HA>$rtRdeeDJq75@kO>X(|5e+w>x(;ws|6Ps=a zx)!(hA(E6jb@Wo#J7K~U2YQy@huiv@WiCegJYIl|Ua)cF7zjEJ+b{&l0ok1YSfYRr z35_^?6-P3_C6-uce&+@$$PpmyfEE(kti5Ps1jZds0wM4DxI(ZO@Hibd0KwG#4xo=j zfV6ri20AQu(NCMIBp9vi_bC37``dRc0E-#~;6H0$oJ2wd>dF3k<~I^t_ac*B<{_T8hgkJRi}Q`Nlj# zC}#EzYkkX;UsxUGa-D8ifiMkj^qLa%potC6W0XtT;1pEJT0b=qqO=n6{T-c5x`Y7# z3@c`HYl%8P9IJy?YXbo7A^~B_9M#?{vsU1@+{Vd~jCZmdpSIlrQ^5vscd{2rM9fvd z*dqN~an}i164ry%9c}{dDWWv_)n+{qcC=neQ2-r6`gs3%;G&awmfuYzJOxB{ws#h6 z1uzP2`e6DMPp{K~%LwN@|LuYk*@vuBs`CvlP3GS|@-igu{Av8!2bsJ-2YrEg3oJ>> z5^ichgv@k0puQuzy@akuZ4$a?pjO}_{Wm9)h49aESZ1T-x%L7ViTL6u{QO^|*#lhG;)wl%n*{#M{0c$|3%-lnjC~^7TTg_>VJ#@5{yd54qN4QYWX$?KRdgh_>qNOi_ zU2G~c1OLm`Xrd~Ju;VNBKS}BN zDM}s42LK5HuBsJ)6Fj<=elM+0ZO%4t{d}JWP?C*{21hQPucWB}626HfJ(9pq|7E^g zC_ZpBHO;fdjm+%~jgg7u= z7hXAv)Qzg^>r1bXe`<3RAC;Ld)}Pvx_mvOuRd%?D?uI_T&dPFA%uY8W^IWygT-!%C zL4SUz{W|1XqMQGvJn=CTEx7K`)}qg>WcmJkO920VOZiIKuUrT2I@F7x@#qEoNzLD# zm(SUO=A<_K)tvGgBqJp?13=lWdu!wWfKY$`9Aqzk`}$QY{{EXb0MFC6vP#>PVE%v5 zCSH!(7uee8&90V(Ja}`&MQNKXS%1x~KeKm?1(0`)TW!T7;>OKtc{K*Vj>ox5TYP0J zsjX&IY~y9Q9%0BFQ4oiMw$$^V6m{j)$Gc}PT1l}CCuw9ZZ)MK10aY$XOO_BTGFcQi zIgn~`g)vdG)hP4BEayGbbm0}Rr47GbWksK956C~T@Iak6A?2v#?%rL$U)w*}csl;_ z{9^d8llbNT_~r0Oytz52j>4K02{B1>Hv`0^R(AtXi}wK<@)6jMKn7^wm&Sgo9+H#v21S4QT^3%l%%Q1)L`S^DhC z3A$g79=F*Uyh%1MZ?9;gZo9rZAxkcTdJ^g%D}^d~$G^O6q0pRL9U|FktTL8k1o0c{ zZ~k_0tE2ne!g}Mhz^RX%#7xnN5*cbH{39P0vIIh z@vlqT-ghJWwgZHmB)d09CzQZr$cIuD`dSu4;vNDNvFuuT|BW|6fCwi6kQ9nQ`>O(i zp9f%U^Kr!5fLo`9WUuB`i`Z$*c~no#`F;DP3QLEL@c23WT;N*v9fXv}S?s%E?-!Ik zMRe(V?3QM#BlNuGYqIWS$a<+t`^AO!P3G|=-bvr2ZdfX!p?=~`I1rw& z1?x+IhYN5r?i{C#!?I*MmG^HQZVSf#iwaV5?$_IHQ%zZT*%mCa(=exFAZ$!Pnbfxh|RB(Yv8a9F-@0X(%M)4k4;MWjA9m$O+F{ z=yA&a5L_@m6fHKiaoOS;3v8)PCkm#`#i2H4hBldzLq3FOdax(tyw%lM2$PxO3w6Jp zpo2?*xz9v9h`JPS{-jM$0rDLm6%$+l%|`{ax6o)N)RX&Q25N|epH}t08)gSSVPdDn zKD*5agzpVG)E+6TeGApYf(E!lE+3Tm8W9n#X8TE0&qL;Z+P0i82gFisbaFHfYzGNIIQD2(P#bwcdGxV0ZfU2w=_&>Gxe&FgSA6G=iSH`2nSC{8m2jG zrMq=des1PXc(oQu1Dyw;IU7CeJb2|@M4}6NMDrTDDpJgW{C8W-n5<80^WCUudUvJj3M@HzVPcZ!s%dKq7qLZIgf_jqZ%cW}__M`Z(E2z#FxxT_%wXu7 z(1XX*i(K#*x5$`k`Jj}s8)WHU zU|L-Hpxz>#sk;ed+udW!XPER}XTRaXiTqh%y&rHYMnZGE!6@GNnvzuA=~0yUO-Ke9 z)ra17ePxLI`h^Pzrn({Ra8Do#gaen33^LV@K58hjd*Q5@8qtRq3m^^P|95ZmN}KB+ zq=9a56FG|5-&s_(-RXG+QL|IxNM_UA6Bf+F&B3)5|5f$wxA|}un&0}@ubeg|`*&HJ z;%KoFIpUE7)2{<=qYKd3?tK5|1(KkkV|vG!tYGV&O}%B-gW*5x{j#5C><) z`QVq3TD+#@{P$f*8yeW6OmEdKDIJV|9=wYPD+e7~We}oAjc7(kZ0}>mnEs`N(!=6y zrd|l9dut)BO0~DBD7JqtVJkyHHiB84S~tH&bRDdgE*th8dw?llf~5&aza;$ ze0;I)d`8$f{lTAm5HWi;GSgC2O>-Uh`;u!&-&9WI1K3P)aX_fZE_XJ@ef9A${mFM} z2kMO|lA&}ZY@{sD;Nzq7Lv5btZy@9V4-IX(Xd?w77SWw!9xxUxTZYXjIy#3P(enMSYhm^v~Kf+CFY&*MMve84xZPu>S*I9^ya%VP`XVTBZl%2I77EQdmj-l zA>Y}d_7B~(#$DZ3Reev#y{s=x9<2kOpR|*J{l$RpLBB^Gy<3&L@ewH4Y@gaSqOre_4GvSt`ei-ju2m-(AEVtNBw;y)ZfTnN=Ayd*I*@V=;IA~I_HUolZ8jK}29?XA6EE`Gl{ zD-M5^Zta3`b_>~zEDvu`CLP`|B(O zp;$`2#~^D(Ox(uy%`vVmB3{tAEp)kC(ESETA8^xPQQ(|p!#NFU)0>>E9FKkHrc7{yuQYnd_9qFZH)JOWCUQ;wQ))y z<+|M$L2||B8boht{1`E+N4I6H@~a7Ovf#Ps>XptVMNA$GZ2R^5WXFn+XUO_)bt zKprw+j{`+|4GvxcS;zc*#rLg9 z01;8edwb<=7VtkV)8hH;yS~`1JOYmarQa}b-1KeW9*FN;_yKOif$TUM+S){9th zB^wOkP@XXJf-akJTt*$kYxo$N^eLXd14JUBUu@>)(W8v{z%H(S)3j$2qR`!Z9P+bt zVMu;51z3xa2{cS_QCy4_W4I-fuNDncP#{F}7;PVwa}l{7<5us$N#4z*wvy80rW4O;ZLJac zU!$r6W6KBO$}nzCo$=N)=i*JP5a2;}AFXHfNV`w(PyMdC`pc+Ohc~8|GYIESSNQPh ze-Vy&RNuJxtpoO!4-#SqvF)7&lj({XkHf{c@0k!l+gDh!I)=9_ zg`FK`H$#vEW&BH;$Ee2Fn`Ro-3wBGyTGYKI#@N_Hnr& z?E>Oq^I(Gw=t zo5Y9`S4CIg1@0o_5~m;nc7&7$)(F-v*j;_up*tPjB8TcpK6!7gC|HXTZ}R}G$Gl6f zYkF$!Oz?GcfDl-#*P+CDEzov?+=RN!6G#|G9)hT<6$wd6`$PTv)4rX~k%uI6>i1+s zySH!8{=1ath~)jX%g_rpE+WW!s@Ga@t1&`G7vmSJ-a^y@WMHN}7EXXkH)xp`E9g_J zYG4B%gM+RQk)`~yqx>XdHQTHO#E{F>yL@xsJ>xB9pUVQBLbW=S&bd_6a1fe2GljL}B zx=y;D7J&PZOOrz?;gxn{ctX|VbNJ7^D7_cV0i3~$-izn&B#VuR{2V9BE<$iPafFXVbw*`lcS!=1U#}(jSiAy^S`h^L;D~fAX(>C1)UzMO}bYiI$x=g~5IP zjoeB69lew!ni#ezQ4{8Rbpv`eedi1dN^i;8{T{V8dZgmG2Z?oShppzK)ti^08_e$0 zHuvy$-!5G@LOsb!dW?+{W-B?x{eMk`pf4nUpXy1u(DnK;Kz`4i{M|Uw>OLPG@}FE( z!zI#x00B!*fahN8wEj(r_zLUrAh;evuQ*i%CzY;R*AV7u;Nl$J6R?5yx9GPjXN}V~ zynjMv^CpEyw-atNmqhe_VFdF(Bbd-r#7NRxSpw*`Dp?6bLE-?lJRy#~B=_dwud5_p ze6}6fp+Z_;AaSRIjkG!DA7>vZqTj<=EqjKmfh4gtV4ypDxKi8(9CS1q`tC!f_Pi|L zMCb||Bru*(BJa$^-drAidE*%=mRL4>IK3Y&Oaz%44h_({tU#1|8rYO)v&-9}z}i-z z*!^x*(v&O}Bu6$N0T4b$MadWp)7M4bBskTHN`D+1Bah%CB2{jaf~NnkJPS6CfmJ?# zX6b^6KnwB!ob>PZmyXzZ{AOSfX-flX^%se2j^g&lfaM6$q)Z&}UNw=h*2=Oef2;=# zj{(^x;>SSEXA##t!VjqoYo&s7o8%~Qs+)O0gnrWpTD)PM^YGCavwQb_8Iy%~{m`RW zqr#&2TOf(dg=^3)VJ=nQNLYq0^luP!#pOB;|J_y8La_baVXJ1a$AA>P1B*Gdx<$+@ zsR7iJASBSxK}zU>{VExN3ZHLWeA(ET6)YNhdkL5m|J$3mR^hcoL#~b<$>PF+_BN9y zhTc@C3)$qA`sU~b$P>y?Dy%VS%F4Gr3k=@AKHY+`q#2gMqxrOuZA?OIO0@*7-nhn> z7V@noW%SvVxDu+r68ieo&YYxt z6!pv3`32&)2!{b*0{xz*9we8GS-;WcZsswF{GQ|TL)PKjHFs6dPm>n(9P^$r^uD1h zBV-;+Ipu9V3!Hn8K7HwBoJSK4dza6PppyK$mR89Sc^~Y3t)8%1!#zF zG&`3r?0`oLeWc0X5ewEu_3{zn`H4(0h0(0>9O?wVpT&_6?9 zv*Y)=NqMlk$MjUv|0F|Sn97!X;r&@v_T7$M&bNoE)LA@~iFasu_*x-Fp@Y z6|1ioc1N_P>kFj9`uKJO=>t?-hYQ}SyDSJ(=8hY|_j_Adq}(LtPhFrb(+i7mU~i48 zosC~z-%3_)IP?(_-D|dYCtN%BD2L4;G;%m@Bq+MxPpEm_o|Tu^QZ6s~%7zA*xcHuJczJzQMoKf7^^1{@)_$Wr#eq z@tIAWgW>D3Jg}sx5sx9fqRKfgEM%m#3oiSa zz3J*go0&~?O7*6c`<^z>San_RsCg>E@MtB-_nwAJcf|)u$66PQ8<^PKYTsFR!}z3+ zm64M5cht$Wp@L6N z5c0Zq+lw>16A$6VVjt^@=Wn;0&sPWDZ`fh3{zT_B8-1!<&DM#HuHlfz#)Dl%Xe45}SfK`YtV0SW84+l9fBqrR?^qfu5Q9?D%P2y~gs2ZJgNRQ=tFbSZS!7 zZtbCZ@b%G;TlJJ?cc_2H|GsXO*m)$*x_sGqNiKEl!H8cm$N6yfZyWY{**kj`983SM zP7otzJ5UJv`%u`bo~x{}a~}-Q#KB%3Lt|rGu(wX=?Ad>-sTRipd){&I9N5a*AQq8& zk^BZH+wR8dZ;*$@@n@gIPw63_s&TS8sodFLd%#<0ydn2)9sfr`kqRog$^n0a;9#n7 zP`f)hYO6vmxd)Sy#r=vKT$YPTb~Lkc5=t$CkR?Vi){ZMpgezWxPbGud%vjhh1@lO% z8YksK|6ibos*^UXf>jm&)`ozEAX{K1D2ZxJmcH=!HEB!c|F30Ip&|hyLu_dB+EQPv_bb?jzy_4mz^Dh!RgEZQotPJNa;^_&XUzP~;JIm53#j0$2_QJd-c@Bklg9_EQ z*&-Yq6A*Y21LiL{Jl25gXP>&Z|93rUSh|2#Zg4K@s5uQC)>FL0>y(UW%G zf?ads50#Jjf`g-b^;b3w8ck2Sn683k(QW_7G|E>{dcKR))1UpFScB-p68d@7Pm8>k7ZZO-IU8-DEd8Py*%-#S&rW>`1JL9hAo z@fX-?l7n^NBuopfGI!~G>n?crUa_$gBC6j@qn(4QsJ;K z)qo25#`wpe7WP_-{AW%p%dAR#=|g=lijU$Jw@}lS0-BsjYFdI2BWl)9#|(=v|1`$`ihk|^H#K557jgBsEt9WKb>L5Aw#*8u+snUK9cZL!JO-1G2I2-*^|% z&P???iGQj=OST#RC_mMt5ChkH`tomg9CkC?Li_7Kfr8wbS$sC8cX#FeVRzy=d~0&8 zGC@=n-YwYdSn8}wd}Qm8sY7+br?)EHCF^2Npn4uk^&&(=K3&Q!RNPth>+%I)oPEqV zYqiOTCBMM)A))U5Fn;6bp6c@@&hoDwrq)mF$f7gs5+qRKjPBJcD-VsojlDfV6c)!|ee;)Bu@z5pHAo1li&vQKqLw2Zb@AxX&R}s)Jfhz^2FNv~C~=2Of?(jW zl$8asqYWA*=sY0Qz;2xp7O7GGS+^v{Ro_Ky+yiq=#RV}qL?00-vUbYYgULxADg6nQ7GkRRtd^R)xqfs1!s{oOK zR^Lmfl>H3z9*Mto3YXT-|H}Q~YxKiI&p}v>{W>Ji6ij4z^F!9QK3!&gem`tk|H;s( z0s*+g<|Ke{Rpn3}SXOY_oMwwF;#t^cXs96H5^F9x3{d5;FcVO!!$!bWhLB`)wqy>z z-ACTKF$a?liSDy$u)YtBY)q)0)vhhB_f$7(dtR?Ypbg&rxiC>1(?Yz=cqGxBI&5Pz z>ie5#T+o&eohc6Ve4wfr91p^F_>ikc&=_;@K6oTu0A}A5n$zd(IN{{UnNX?gZt3UO zk`XJi*E!j+qf}2SE)qWTXS>ASOo!wMp)g0Jpe+YPdU?f2nl_Uo^3FACte6kSXkdrCA-2{^gyJuQ(-O5!2E)lV^(-0#^$hhFH!3?oITX4yCVSbMhmm`op zHrfOpC9>rsRZJMFNAN1l=9$9i!tmXRqdw#PgS6@9qJ{MdpWBU839lX_K>U>S0AE1J zFbAtMz6$on++^!Mhmo?%=ZwnBhFabxDr%67D^R&}EvFCwk+o z-~~+}DN9VM)e(fG;=4%b)And3&rk<-BGlnoBcBgaavR;s$kb1}v2p~MMC}0~QI7C4 z-wU`xr^s6sl>;tgzNHesC=CqQJ{z1Ze)73PqbV&4Uu*BW15agYp=auydE4l5%H#s}l*Whp6G zg#GC?zXzTM+o-~fdoEr9XH0=~?&UAK>aw*h-6^tE0MoH!f1jg^5xp_IGq@o+!Xu1$ zdaaj_cKVtpRG7thS&NLQ0usaT@-?iAC`{w#ux>}!j)Co(k^^{}W;LDSDS%uXPC63j zN;cc8wk;rk3C5@&^PoE$mm{>kJ$(91nShg;%bgjRUck76QATCq{f7_r$@Z-oA*gTR z`Jp_hH0lFbd*e^Yq0QK|v|iaq!Qn$Fy;`fYC-GQxG3hYOXVJt+Pm3CN$PrAtkbI^< zmK^@z1@ZUZw);?;cVPu1{&d}<<~~7tdYYCO4>agb1f-c_{I;OEFpv=-wE~cTwsqSb zQd@|8>~I}f0@J!6x`}_O|1Bg@>om3658x%NUNHM4gwQ5eP1ataOEf%>b7YG7o3l8O zo$ro)U`x5QO-qXfk%5~qAvY^B7OEA#%H+oox1+TVeoA6S)}M;?!ZVUcRG;n^4-aE6 z`wEn(ep7pA&U!UNrDAlQwD1GLxRaVomu*hj#Ru;Fi-Zcl9_Ak-bs#J?&b% zUUIJD-L-)0zCPbyN^12EsWFSE2_QQ>xLW892DXNa`^gqeGOkX_B=Bo8$zsC z{m8(pq9qlv)Tvx22G^$!vOfzk9`*d%n}`4#Vw;z&9k*}Wl8GmtG4w5H_EkGCVKf@O zSCq3->JT|2XNw+bg-Hblzo&p92;$BR5YE-4`0+?-<~b-l<1~aqoV`gTjT$%6rNt!8@Sa>yGn+OL=VXO6WkRw^F6&R> zU{uor4A14dPK_Ex$)1qcDk7)CwbYAYt>sL&7n>P}Q%7Vr^>F8?VB5oBHI9!mT|nJ}Mv=i1;D zn_ud%$j?Ws=}0DFY>`mLW8V)J6}#&x8)}yLA(h(13#zyuu+~x}AzTn}->gBM-8Rb2jFx1jePqqd>l{UA z@Nv3YCQBlGzJ0dE$7Km!^va7&*T4bAnh~}en3vyk;R8eyuNs!7XNDl;PRyxdltPGp+h8( zb^DCSeZyZM7zH)8|D5^5J79QjMAVq~t2)xgT1aFZYZ(92T8cs<@ANqWHyQqyTV0U# ztA18Tf&A*Q1lj@0M|SfNEr%2=r_-PRDJi7IPk9;Y0-NCgQ!@DO=-21xx4>$6IG~<& zgDLk0@c(=Us{^N4)mEheFTj?`aLO3=06gbvUW;j;!nv?_d-%(Ca=?woeDc0AKCe(a zuc}A1&5~j=2vFeNuo%yR26R-YU<#Bt;8O%UoID!1y4AQo3VzQ&p@K#VpJfhMPpi*n zbdnXQkfxsC`0(NzrsMxbk-?_Ls-M{@?tix0=0GcpgbHrevXH!pg%`b-dX#ypfBW$k zK_4D01e_vHwB;DX9(M&m_h9W_HJcv-BhPU^8kN2l3F&!Jg576sbJEKml>wu3Cgrv$ zkl||0o!Q}d!lPrAT9WklH;d8uoJmwu<6$=?X;3}OOm=kF6D*wL<)WSYdcGJ5wb)2F zkCjs}3NQtpNCCn;Xnv?qEe^suZkRj52h+0A>M5c+;*_|2#7HhBuIR0ql>nt;eN=8y z+Na&~b=4pEAE}`pw8K&rt}?&;tfJ2vs&vcLy2VgPx#Cu*5d$HV(y15qU!Tkfm+1pE z#Ve-*m`Ka|z(Pv^SOp1f!1W}p>mhCX1Uvn<7rWcQd5Hrm-w$s^{T<6IE3?;lKL$wN zzNBpXjUilO6K=1N(A`&vKbJ;tKV3HTGggn zcV7QgA;Cg|QguZ}C?$zk+_rQZ&w%Pfrkj}EeV`M$p+v5BE+kno4_^GRN`G4F_~58l zX-?MJ@=(->iqW%X`cq9YIaNSFT{%w@M`rtvAKR@|01QVX_1~#qP1rurn@Nkb1YdhU zt#@8Ct9X4yh^Yyfq91{sxN~5^wIpew?{~1AR8^dg-o*}YRi)gyGO_XrQ8o> zg`Qk9eunWJWIB4?x?arH6jZ_8Zz9XK3=G$OW9CfYuzL#H(2Kz#zIk_@$hE9441-0b z_N2_x%GMuW?MrNQpZIP3?j;ERHkbK5h|exAGOqqn)rjlb%pw_j0zhGuoQ^uj@^`K>^Dx(zfPUCOEp4}N9-8TlZT;CjH5^|7OQw`y7*S-dt znGFs{ET*?LziisseS2644PWiiW2T0PK_lI8E^-91?QI2{MjjT43=B`)JK<>lod@!aHCuyPYn{j&K4zU-a9 z^TEx4+1=-;C#+~Xn+|XB)MGm_ZFbhU0XAcS%=DImiL(-*tNLfZL{ItZPE~Yy2**e~ z+qT{f7DIL=$x}r!i=_2+I=!vSw)}x-K!iR!hkr!@az61wval*30)h>fXY39#B6*_0 zTI@NnY?@ofbs`FEo@8nOklqro+8%#${CgubVIlsZR0#P~(PylH+xH=rQm6M2%BCcO zF=kF<<2*MKyJAR&bz>$x3b^)E1sZx!Pk_EMz@L14iIC-XwamJ$kP_pgP3?Z;23?I!Ro-RQD!|Dli(7a2b=D0PB>qr<}tH`nvNMm{Xlc zWjVSN5y>u`Y;|<_WkdI&QVwohYOyJ5`VR9Kt zC0cA|npRAq#{`hh_s-u3dMJp@-h~(P3aGj~eM=ByCoig^EXZf~oFk9o&wdvZE|LDs z;PIU*y_dC&J%Vs+hm~lMBWNJPK3u_{$noF!?dIU1P0f=-2i_+KnKN8CzBJnONM3w% zQP~?x9Xc3Qb{ioU(SGIun0ajGOO@+{F$zR8^3VBEe&S|;l zU;Kza-t+l%@a@Md zO;ksl6XBL=u0l_V9#u&!A{%igOCt$HoFA_`UMwaPABpywX*du?H~ zHlYboi>g0HXwm|$%92!%e6ga}toMXI+=FgSAb=?3Ho$~zk~bB;(B)R^?S@`pG1 zl>Sq~i&Nkn`HROwfnUNx8Z4OL>y%PY^pDPZf@NSGGCn0H#zJ7Nylb5e$k!3RIaz1_V|@IzXRir0M|jsh)X z&%LROa|+94o#)fNE0Ws~r`3qA+_*Z*)AwEGXopQU5SnmzJ$*|C;ucDaIB`|2q`SjR zI8}dqSPeAnIH9U@_$H94I}ZHy|IziAaandx*f4rsbb~ZVsvy!xgM=a|Ez;fH-60?y zN+S(|ba!{BbfmJp!mYQI zdb}$dQyVK@5GC8k_@-Pd{tMyx(tL17D#-W#pDTefK7VVWf2UYh(%jM?lfgA?AbyEJ zCMDqzBIXVnwVw5^tS5MOUtHjz_|n0!6Je>tU-6<;6#qcSL`xw;Iv~<$kya^Od;uel z2o=t$@(6D7lDLevXG*Ea#--Aug z4^7yG*x|TROnM+A^!l(M=$@1HJlv5XPzf1efbJ?PQ4rN-u@I@MJn^5=>)4+JYSNT0 z{ntr{unL7eZB}Z35oXwp?Gl0xp~!@PVrv0rYEho8rRL_Fd4$xCWbw(|f-m2xwYeBA zB?*``$ZAl8Bi5-S5{n|*aFDQicNwX0DIq-#g%cAwzWRd-_qtn^UtzH!!YY_eMaTJH z^c6jaGFO08>MTn2>q`Y%)+Mt&0joZSe7C~d>(Km(i-CX~u(;10c4z$MDkip^3a8?O z%Xc9Xdc7CC#{iJ+HaCA=8Lik_>?{kG0w-d08UQ9BUowGzsm|Ey0f2(&Ke@agfmo?FQc0rNKwub#jE6QZSCJI5tvx`afyg8)HDpoN5Lq{06IW7@Fmf_d5h z_hHXC%x8}RRjV(G!HSe|PLE=~0b|_lbY#&J`haa=IvN6$J}f(lwH2Vnjf4>SKhf|& zU&Y6;tqI;l83AtQ3eLa{i>k>GKn+0)8P?HoodtlS?`PLe9@|38c{B~Fr{ly(p_ zt9sOGTowooe^3Sld*?fgZuma9#PaDtD}lokONS2`2jcG!iE%DQgdpH^A}|{NfX{6s zW=9on_&K=gnV zl>osv4X3{vWE{>2%sd9fdfH8S#q%P73$htA3~39!mD|u8rONTPJS;>Qw}pg#1Zt54 z{~6X~iPA38*-Qah6;NvGA^vLAZzB={zYXFNWB?;23PX&cFsh%fD6Wn;h)T(uO_AR(WfS_*>5Wcae={Jk(fBI0NP3X(L-3ytImHJou$lx4vzt)* zI5OeB0xnhxDa1eD!#OiHUxk4NGl@^|fGMBqR_^>^k6Iyo*Y-&qn&4&A@TC7OG)7N!C5YM@J7!OA zl&uswEq8VgRvrxn&$*9#GGiiF(sjNUJiv=1vzq1IR-r@pJpV^G05Wf3*i%lr&rVsX zkOOs1-l|yfh}TyyaKIRP{PQg$S3n1!U8JS?r?LCuaS=2Qk+mUZlkH{y3j1&{mp_)^ z*e}okW(tyE?LJf}EU**JMF~N#4~o#3hfr-#H*IMyDq=o!A!slQn&dB(rjjMI1*jnd z<o*nYv%PxHY##4sYY$44*c9UIEr8djW#(zX7>LSh}>QQrJ*+yT?l2cuFrv z0xNen8m>c&KY{>*!twtDYufrcSGX~U)V%@O)I!M&m*v=xfA841kU4_T&JTnT`FxT? zFIh;%GGdDfqyS6rT1_K&RgKCCJfJ=_brvBxoD1bsxm(4y$-FZsJ)%k>fD6E`87B+{D=jMxO<7nhA zTs#h8rJvOn9_j$LTv~;q5?PI}t;8bE9|?RkfAYX!ocB1X|65A4%6-72P$6rgHxxQ6 z%<+w04fo2ezlJ@N-=}d(ikC!;2@^cp(Rv%;A1T)*AvCe+`|yLKNT+bbm3l-kDojOV zOjO(XW2V^X|6N4V_r^POB<>@obxx@YQ1+tllKBa?46M;uI(A%`;py6z)+EQMU(}qT zy^Qw-8CP&pc)x~e5G*WrGJ_ky^*UO7)Ly-O-pK>}_WKPqa4^1_gi0}+SYYZ8#SzBe ziPy{M5du0BXAEttnFF4)z%tMj)&z6i@*=J8Th#8^KFkJh8<#*J*ZE_`Jw>bC&_Qtd zD)dmiVMD2}qvXMR0}U^2A2@%*CP5HZ5fN!1dwY9qhW#-yX|TaW$T48^S&5OCX#-lp zus)vq<);U2%19oe-{$c4|2!$zBV~(PhZi*k4nKij!eFvij1b{eH+v>4?@RkaiSzRD z&xAI=m%MgP4+ig813wnQv382u>YSkqzr)bI#)pY9xh;_1;=AmCLk@5YEHPh~VS`dX0Qy~IIT0o3eX<0+>41JP738>@fV2H@`qJ8EHr=t4CB#y+VbZ- zz=9s_ETd3{`j!xX8+B%Ze|@VNsV;&SPw82OZeCrzR(g}itS3R)ih-bJXxe&S`_Ue< zj@FI@ogx2uZY~O&%E9p`!jFMy09l6a@aKWL9bfO7fEa^5n47)spnQbL;j`JUeY99= zB*A`nEZm0L8k4tz+rqtXG972CMB9*p~f_}JM zbU@b%bW~XxPLN-bw{pi@B0>h!_!vbi|3$&8$SWGSX^@@o+)dE?K&#Mr@V_kQJL%ek zz2e&&<9o}c`k&l|$=yP^;XtWQ8(fgy*E42~TAU;<%MbGM^46GT%AXU>m`+?ehPgZw zlf1mTOS1rv@LsU7sJV@WLq*tn#Sj#9`_UT1tq$G!hl!Xcv8h=gxj=y?mPX`s2*=O*PO_s503*O9w^t*6@@^#ibV5S1^mohUVR<`jS*A=7R}6l`2uHiFjr+_Wz{X~ zb&3ZjF9okpBE7?4v~`eD^J!)v=T<j$e2Rp8wqJ+Rah>t9miXp^H%SZZo z0*3m~ghIf1PZ#w?8Xi)`48|uK2ZsVtY9-_-uufFv8KA8r>J>n&FcUaTalOD$Ulx!) zDQUi?ALiX6yT2&$7JY^LZP^+N5eaTL-jrk43+*lc>9e@;WTv*9FPX0kd3_pN{fKxh z7Jy6(hCrnHe5mZkh2x^dpNt`sXW;`mmK;9~YA9>&ra%5(e!V?yQqn4>fUXII{8ZEf zGZ9}4_pVm44S&Ocu&K7CrK)|qjbpWH(xF6n&AaX`B0dMojq<&GDjQZ$9xuF03po;M#W3!W zmEa-ySbQV|?v(3hVLK>@L)O?bIHg|h&+(By8tAwf+J?MTQz9MQ_9EuaB$HIm8_Ew< zAn;pPK&}~x;zost^o!)?)Ay}OeeFAMCf)z9>F)n)A`}M_5-Q)~@>(`E3~*IKs;a6? zOiWk>{se7B$H1NBh828C6o9>Zge^3RA6fPZNo2qpLa z3>8~9x!!QR|9veIhNJ$>@Wlq3d&Ar(S(QH%^Ys;)N4mA1%KY>nGMVi-`Ixrm@cw0N zsDB9&KMn?MF^J(zc~=UqWh`4~{g=(8h5z@(Qav;Z%F9R7o$=AdAjRr6SOAN}eZ2C1 zB62@!s%gG2C~0p0EgsDZ0Fif~clL)NiEnzqrQpp5UKphi1ptzG$>%LsKXCPyM~yv( zTZ$vR2l{}&)AN`t)L00QTwCUviS^y!*Hko|I4SfA%z0kCml(9Zi;U#b9g0)BK$Y1u zkH=S&i@%$G{{GYa*v*ok%8$?C>J;RW9bGv1*jjkz0|Z%g=6hiuqGAAc6j!@sMe>z` zgM5SqEvSp2X}jaIsCa9IJJa}`S*ghMfPh2MTfhHVq^o3G?=m0;&};Wch511r!+|*6 zhuaGncwTDvPa@g-@rLK56K`yGHW<7kDGW{4@;DKNP0;dOE!f|=ZKvvCK+VT%*pMon zeswHc%@vtg#kZchwFS(-2v5+p(kepPm_M*|*?9=RHmcymLmjbQVSK?bF6fhyFlWHm zk9cC_LQC31zG~*qea%?s(d`vLzPP(jHnsQD)Jsd+@a==o`ov8rbOueB9zqR#L1U&4 znQ-csEx_1UtLLpcz%Xst<)xEUnjkrB*jG+j85#2bul?(2{il1V+_WiHTs!ex{UF?^ zw2)BOD3Vx3|DqD~IfG#b+a%_~oDP=A85wfhiv$f>#CYOBp`7aKHzaHn`m_)D6|@_h zo1|sc-)0w6@qK{k+JOpt(Fh&W>5g}eWA}MGo^%fp7+_HXbTF_ZM;Sj1g5U$jidVpl zw4I07<^HS-m^pT{{n!)$P4H#7B6N72pzkrY@}@=Gz97|2^{UEyA0y3TXmIKH0LBc}HVC^|gaE{4OT@ z7G@sGu44QD@(z>|Iy&fQl@G0`&<qc4ORZh&IU6O9{i3wdb3OOgqk(C* z)cvz-FBQa3rUB-tgTm+%$b>(1VYpXKFclD+oo;D%Fu$-#|zd z-q$wutwHQQg9iM|N&6S72$`FBA^$`)E#pzUwLF|gy0Ryfm^=stZa;qeq?(Dm;{VJr zXA6*x!p1KC!?s#kzx&|vTCC<4^4tA_IIKf}bZUo!jg?5HoTPh9N<)M6c#`Q|6<>%I zx!7U~Mh#qVBzyv3Ob9p-Y3*(P#17HP6or_T5RKT^&hzt-Tv!^Ck81B~3+c$Se=^Gjlz-E#f#Q4+ z$mG9G))Fou8`oeV8twm%E>PzGrdzl$+5VFWs0lE#oa}wawDM2hEVm^yri1GnhH4yr zg&6%sqV4T!6*tor6C`Uzl%GUe75z4$FpKpEsP-`dkmHMy%`L}!74_H$3r?^C2)f@x zgwZgHQ2f`U2=c(})#YBDM`{vMmcnVAeV5hL^n8&0!s zkz+r$fa6@#K6RWPDE)U-^ z=ev2|Uz;mkO5?nrz$cJ{#&>GUpV!Ybv8zw?b1*P49OT5QnyE48879X4nl75J+E@0f z;%Hzt%}F;r47x)Kpz0kSOkSq!ATvThkU~tnIy*VeNVYfHWVgodNV+l}H{n>Ar~3iX zo`si3q3$etNzh8)&4o1D4ChicgQml41U299hQ!susobAUW1q+w!_P-$-)TgSw*SLm z;^`QfE&3LaE!Z+^(I#uHNg=xDxYyu)K!T}ONgCdP@SLu&(5;^2b015+ea{eD(az99 zJm1zmhK9&_e1NG0YE(nC5&%b?* zBvr}RQacb}$%|**fTmMN`;BK1j(Jb3RWxn6XFRvq+&NN^ByAu4Bgx2W z@z7R&*IbwC>pj-EFa~Z9EA=Qv5o2=Y+zV7j`J_iI?uKBhZ(dW?bGX9T4HBB-!6i5! zP~;Ln!>M%PD?vhKJ|AB=lof2m8e*hhSf^Cmu&k6T)!Lnf(0<^&UzjwMwwUDi(GVR8 z36tsELeA*=FdRXE#s5oV7q1pJdZW?5&mKn;ii{270v3pDS0fm|# zPaIM}9J=_IY5GWV@1NBd23PJDyw9o(K2r#zP@A$u^4^uE7@%ad*iaFNB2n%t)TP&>6 z;7s9!N|m`};uoek_wDy+O;=YA&x#*jvXs6`YsDdyaw>V$Ao32Zu$gTM_TAi+(FIY{SV^@z6@$IWTRH&ImvLEZU%aq|9M& z(MLJ*6+en_AHN&j4kr^x%BS_I-*p_ANNpJyn!GJqTg~qoShRI2e*cH&cl~SXNr9u! z>cDt{S|saz3KH7UbjFx<{NAex$$w?6Hka%X+g-A(GEqAUgI7uDjdOMV1Zl>rbs^a4rw2jhC9OV0}9mg}v+) z+2Wo{!LjXDIT5rze{FYZzGTX|(5cl5K5Co|90DPuQDKJ7vn_>C{mDV4#EC$Tw)ItK zwra10tXmsMBlG^6$AS`vH+f9~Bp@zNz&k!^ObN=dvc5C(&q6ZdJ9vqP?+#F9HZvj{ zHUi-+E#=K7A0{V)4=L66?$E8-aA>9Nn}pA+*?nRqWjgOW6hqf3YA!X$Nt@8SjXYJF zCqo6*(8)E|PiAYv;+rfn*)xlj3ZxEz;#ah4;{wK4D6kXT>1YJ7h0#u5-+fPSQwtt9 z8)(i7^n?p~6S*7Ml3CXlZeag0aqg!&D-tVTBhn2mI_3wDN&Aw^BE%NosSa$(5dG5_ zZ_S3kZ_j!M*-iwQP_O!1$74Q3sD^$mV&f}MtsQqi_VS7Fo{k=IS7HYa>nVut;^_vQxgC2+)GXx3sIQ5m?{(>T$hsLb;8rqF0ZY##cvMTS5 z!KO+yGxl^ylcT3VxEWk-Ji-@XD4Jq0L%CFMn{|fH=POiS+)E@O7Ba(yBMx+RKsM;y z;5d}~gw#%73_)(38gz*pf2vj!C2UxDnICc?N|R880NGUth4F) zF{pt@!aK!@ctDg;jB>fy`WKNA_+zX8Ie%LQo(8n^wkbr7>J(uMR2_i_?H_4=UE6I> z*<6O{Jrt){mffS3&q<|Ef@O>IY@YLEX(EnBB}z;=A7$e2Uld&AWu&st%qbq%?>VO! z9b87w9HGR=>c6Paku$}f1|&@fMsSiur7-ghzu(B$+c$>Jm%v-@!7-Z(w8Wf~MI?(W zwp1&kJb%uj)`Ep$>}=&(PViDf4R_NXS;9g@t4**Ksc9JB zX;G^Dyy6$=!ex(W@iG<<(@R;)nn3lg$3s1BXpEr_>_o8Kc&$v3m8;o0tq8Hyhe)c7 zSg$$5}s8=0FL8@}vj3YC0T$XjB#nugAGR&?%%`rx(DS*(4+ znlof&O25)El)J&!zuMNpDAZR}E~Mzo+}!VJ(-3lXm)El_)-MT!!3pR5{H9N_D_8%j zm=a#)2kUIU;xr3_?+REIywGaA`B7enyRGsd>fIOzUb&Ch%+b-K_R>V;1?AHWH?vJ86&37{wrcwtVq zWZF#e-={pJ5vt24?y|!DTvp*z^&MDGH@X`B_b}fwN7F=C#GY39Xul*{?9ud#GUhtF z$^DSKj-$0HcZ}`xgptShOG`&&;DtvKEeihrduYb8*Lz2-VQVUoJLB~H{JUk73hPNn zhvLX6Mff%jNmzlTZhXlnL|F**_%eoB2ln19|9fxsHq$pwgr!bbXtdWJf$_BJ?(2-^(5cO+z!Y@tOx;R-AJMJ#wO zN7sz}qN;at!!2??*+bdgkD^nDGih-yeJE#1C1^yz@F@v&fTDw)>E0(>OfP1efUw4c zK4W*l663Fp@;7^I@}hJO)1u%JYBpWam5GxpjV!!}_ge|8jnC_g9RBHEr5F(z7GdU7Uuf5}Ey5u#`t&IvXK=3MNIRZ)&jJnsD3$Tu&mU03Jnenn_y8lpy7${6tF zA8!;r-iR)It(Hi=tZ(uOcVoKgan93rwh<8Xy5!UdYc?<-p!L~F{En*Qn8E}t%wVR3 zpCakhwi4`)fR9hO9cixB=973VBPagl^l3{wFj)f+Ns42*hMDT%uP$A8&Z2~6gVvue z3pRV|S-xl40coCyrK~#z7^vxcYMdw;E4zO3VG=T|A>@+2V$561*xnz zhID;g-ho?6z=B7u4%o;UaNDYF<`Cbi_PHWMreV!yF+Vjyf<-d9zBeHs+}zM+XGyZP zJ%}V_ru52sSw0%loX|I%cJ~hr;aMM<5eVv*zJ(ntW!lK2kKI??njgd^;hKJOnijb( z=p+AnDfDx1QzoF9(`~TU+)jL;GQzS#1wY@sNFP$w%sFaSR1reZRUhQwRP30n-Cw1l zar9hfYEn|ASnGxRxQE?6MOOBJDdaq(NK%9K)~&h^e;SQGiY6RdxXlT%M7lyL*rp9? z@MpR?J3sF*amXtdigDlzSE%TJzozJ97#^ERxAE^^)K6W_>8YNcCnxTMVntrBs1RJu zpo zSXPSqjJzKO629)~b2Z?6VMYD8M~>hlQ_y8lt;5BzD_E;s@-Nf&q_t?8`0aFa_`j0q ziIIn&Y5`{uV$w>cGxsJhuA+6~*8WLE#*eD1j7FTW$1dL9Tu^drn$qR}WUG%`QqCY- z7$&wyd=M6<(AaqYo4*!8k)9s#rWpdA0*Awe#5gAPQ_!6FjELw@Dkadt2q)#VyJiP{ zfoK-CJ5Kkm!IW3YhWh(;Z#7GlAXVS@AiJ#c0tZx(fKsgODmAbE;8%ZcUZzj3#{cvw z;d)+#q((gQqsj?aEAWYunG}zZ!=w=&Vot<_uK+=(b^EPV;Y4EIRIonh#R|#Tac46d zG^n2v-qZdwc%*2}oisH*w8C>(66FX*ms2vbZ>vubi~m}T|6zf?`lu$KZ}U9wL~^-2&sxG#nf;`aKaR!~931P43PYY)B&iWN0nim*;4W zV{&XT(vd9N?k92r(1{0UO%^=ICM|qrjLFdx)Pc(DF4tNoHp5K(ZpY92U+2zGDPkJ! zXZuc&zsKF5%$uYwDje7k;=;x2;H!{# z%#TFG{n&@trEgw`*l$7zHTGoeu7&NI%=MKx$fo`COLW~e0v>+<^hKjmX<5~15a{_j zvUTme=}A+3ql|mUyfXSL0yVvZxK*MQD;-4Lw%i48g~T83@2>&Q9R#c;a+dbP?>~R+ z_h;BRNHKvDL_w=kT$&}|9Z!xLm7f4@bAuiE{6` z69kRHHOH4kvDy*B>Ej!4*35K*YB~^T{+KTF1G^eg!$Pu6qe7dDmLbg}T2vE5HES#? z)p`-yIi%7&KVajBFse&fssQ<+sV!PnO=jg5_f0~QSc@;Si92a~uX8ym|Vi+JS>*XjZZG^3cYmX3x6>R$Vv&xASz#c;?2F?&km= z!zCc-0!lVKb{i<{#={$6ynHa3_sqH}?vcv^(Ma;|DVmXh;bww_2l+hbn;l-d5MPRl zbyv|(O3{zI>zGdZ2j^}@zeXpq&NuALxOP-;6j)qjnq&$Dhn1j%^~I!#aj~*rd;)K) zn4sr2>@f^nTg*hoKR5UO@#rj#%->dxrFShV9qdE8Z-GxTrD?vk~@P zGMTC~ODrUG7VJOD6guz?S>BLn5-9W`*qm(+HD1n{S6a+Q%~lx0vl{l}!|Ftlk&a_a zrKPMGNbs;?LrKdc9~27ZzED#uLJ|^+{L9iPp5y!AW`8>9;@&`T=lA(d!oDqyK>Rrw zUg}(XFiD@0Z1o1mY8rLbgcB)xy^-c(xQlB;9;&7vpVz*?C6TJDkqoU`blI`nMA~ zV2R9jK5F*3TCBOhYSFfPyypdb1T>+afiCBDj@T~cu zl`8mu$15JSvO+V)O;0YJUJevDTzt?Y)jI5cF`bj6jwcvB+n(0*)Gn|8!1w8>Ya#|2 zx*ePH$t>S75EF9>ftiUZ>5Qm^kjzh*a*w-jO#aQT#hMtk;O@FbQ(L_JTXL-@550P~ za8bDl(abaZ)5&$ivENplSZOjD)(!3n|5S+`DGE~7 z(z0qJvbtg)j+CHiY+Xg`qso{5qc!%FoKVLQosiq-w{Q-YL{*;HW{|50OK zBKsdu>!Rm0LpT{=Q77TQG|Z7rlfJtoN5v}cvu-)aeD5cgFl2Oj7*4~$5Dkul@mgDX zEQ)unRp!$s<2mp`PxtJU9;|-0>$HChRneoOqZ7HU3BeNT&X!M_J#T)zWiT2{2#t>? z%E-V>5O7E0cYbUKZQ|15q-|g{Jx1v9I%Q=AM~W7m-^s#wwmcg&p{C4L?b&UQrZwIb zU(BTn+%3$t#{Cr2Z)zDd3RQqe+On6uO(I| z{a_N?^=ycnTyQ1;i(H~et;z)mm`&&-W0AG$uzsnrT5P$fud%0=Rd=Qrb`#So!(-U* zK~Al62=5NCfSfvfSL7%X%c_=F$BAEfSHTxL-7zFQ?tXu4GijeqmBB$;$$@gBM7gE; z!$YfnE#a6}dq}RNY)A~rT-n}LkG1xY=1|Kf z{u1MAe>U*g#+>u;{>C0uf`76!tB7_4gpcl3y*us2iJ%l3-klsUU2c9!&gbxg%ZXbg z;9b|xmw}^um>)lWEVtGs3xCdSI9*K6VLk1RG*M4-%CdzG}5h$XehgaZd(Av!&s%GcKy z1qJ1|Sa>@BvvR#zToUm|i7RJ4!>7=A8wEq$R{1|NY@W9ckDy9>434p=A? z7JN?oz2D%G6L{@uftB=(S6nl9^;1nVLm5qJOFg4<0Yl{AI1#OnSVQq^ zM-t-D%!sEm2X-BfZ4ld`Jon-UNeiDB@%eW=-bR5!RGm{rbKks4lTtdgJf~=oFsI8D zyeY5vWZEbYR%!Xwma_N5!W+`?08~HqB}Yv_I$}n^d`Lm*jo~AgCB~zn|2FaX{2VS_ zBv8iV>7fQ37dX!wlH89hMZbKJ2DYq!yz+Xs${e}L?E*gC^(-z~&@;qvfY5$(&~!LW zXdoC5RrJ!QNU@;$_Nc;mHsEk`ezt*`~$FR6KW5~|FfB=y#4A}Aw`=PK_Y zGnG4^a-`jpC4R*c5{+ZGJ~zLai_Z5m;-k z(bB=IOQ$Ds$_-8u9+F$o<-oa|ThKRPzlP@aX>nRB-&VB*!oQXeveM{Sb@hBl)UmBuX& zN0%IDAL&!L0n$B>hB9;-N2sy3GPKaBlGbOI=9N!1+R89|FvtR#I`YT=EDG%2AoG1c zor*3BVXWO>->K!0ED|=KzL_+yOF%>Fou6A%8x~Ffj^ms*I(l1ay&SAsu>?Z$1C3gn zRKGF|@9-NYUoyt&Ovt5*a$ zfB$#%t()Bf#X`+HZ6Dle3rA;XQXZ;no8jni1oryPnk zCI1)=sfAHK5jMGB$(NW;7sDG>s1|`qH?zrKo_A~8Gi9t$kBiCaL|%JRmS!H@tTACf zBweXwo?<>lo;!8gdjr7DeF?Oj1kO-&iqs}ly| zqmNHdGbQ7J*v$R*JkB%fLo86=(7VJFP6syGmC56P2k&B17|l^m=XLNlWvc9W&so#3 zNd3#k$zuJ*mnXokzZa5ReGD;Z=e(N0CubJ9$33YOILpnhf;dv zQr^Kk-C$$W0J4u&MgUKA7N;$`-+Pe0X3nXw9hrSGz3oW4JAK|glq(u`%FSF&lO7&admB=e6(D4U^d50sK*G$oXcJ7=dB z?KyW{A5I823^e?nnBl2JY~k%f-f5LE6+)EGnBCz}rmAi&G{>x%`9N+UKmtz(07C_> zudqh~l_rDDgwGOH5oZ-e4O^R;9qH4n#rO(qVTT)pX+nHba3^Q<+HfY?Yz{ShaLrn_ z{BbA%1fsL`%kT$thF}9t1NsMIWX_(T8qUGxBaA3PiP&6aIDfv1wd zUTfc{Av8j6F&}R=F6i-Z+WqZ3G{9xQHGLxkvlh9=t3*H7`3N(OTcE;5vhMV7=Gp#H zTQU(pYo<2d#Z2i^c;eaDPlu?d^wajJ)SclfH6i9**^)#I^=~raFvw=oXe0?09oX|3 zci@UUEi_x1#mL3{;_f@t`-0R%WvysOG`MfL=2s*y9`QzrL$u?%mZ}Qdr6)NJXW+qR zoL0oIQj`8kpM~?`Ui0VAq3gp2%9D$W0$3va5B47aHhzujWE@s`8kF3j+3Pi4_zwql zvHJ|XNkrKBTS{khnhHgTqrQPZX4qOA0hP69Aa#3ugc2-bQ0KoAhcJ{aykqxVxWsch zffzxGu;RJ=SUC=`NSUHHk6QU(KEphY^g%N8T57i3i;6bRv5Y3IDcJcCM4zkQqjbNg zZCz@+jub&5AZ24C-5u#23eMc)BX1V!moNRQE$7cRldRX*^d7#Sue1r>>{lR?@jD?j zX~_m+rMRwsk3Ts%G3<*Hg~dI9Qwgb3Z7=9|ax&TN)lu8_m_9foy0*tgzsh zS|2fpS%X9Z9}PxQmsyF!&bP-xLBl6O)6(s_1^6$OS{uPXvS}|~{U(eQasgf>V6T*J`>ABR(N3Qm6T)8Y%Z0q(2^7%woUBg{$nWx96m8?j@XCx$D`HD|Q9RZH7XtmmPSaC^a!`Sq- zUcdUS6nt`gR?yw(S}{|m|JOyK+anZGp|)qi)~+L}}s ziwI5_Gl^l&Lwf-@pE6f%jMb}*3oM0^KqU8yCx6Fx+OAGZHqMjmm7lWI=T)db*3pH) z_%j7-Y6%q8zTXP;YFJFqqW=BVNbbX=xhy3gi?_je5vQ15`NbQ zDJf?V9H?zv5V2_Wo{hA0=E||0^-$iqJU!%bm`x-sHQm|XU$Z@4l*GGk{Okcj(Wad} zl^{y+I0FkM{S2zJj~gE$uLepp^_y?h4?DL_JE>wE>#S?{I{3bPOc zMgb-twG%l^-?21t1b|o?7SYt%8{1v(ljO*FYI~+ww`g|k&r<5XP0Z75z>*cX-~s5! zV9Fip;o;%_LS0Iv;4cvnaR!sZElWM7*m3j_ghQLMf~l1KMLc2{oeMc25>MNxM)fi z@{Slv;y&#nDlnNDy+wb>io~L(UgarJW@*udyI%3bmM_twgV@@-^SB%Xh6L;G`FUg? z<1|l@z+P4u4SBnq4LO@k=5xAV-iy^(2?T}CORK2xC>Ot~uwK@xcf3Oe^q%RScM&F4 zY9PpFw_P*fbJ+gfU12_b2&ArOGcYetc-${Jz@G!hfIjgQ2;$QCZ}4{o)7rH*Slryo zzJ4Mg-(CT;wiz-h^%HsWe>$(;SV@8JPIuGpy35eF`y^v#f(;jX^8>4BC+kuDa*1H= zFmv@#gFa8GXl}PR4`?-6-w6ot+P?Vabinub zkF59RP*T@S*?M1pzaDVt2?BRnxY|#t?z_Am2dk^WeFmCu83Z5c#>OnkhPkbm)&h?H zfQ1Hm+~&CKmi^&^>Ts&S5I`$~Ld=Srd%!UD2_R(s3%(>2wM?2|Hmwgx%4zADnTy|@k5W}zKT#rMQ>*~cBbn!?utYz>ppkvzlBCBy z8wBjZRh#fWgZA;WZicrrPn6v~l%jI@6mGd`9h|PNt{a zF0HpFdU+6p@d@l_#S)@+xA}; z+*TU3^&hLu9w!P(fccM#M3y@45h7u1ivR>BD8fnvd~D#&ojR`QC1_PeXcV$kkv9(| zGqO)OW`R=*dig4A2)J*&q%DPOt z-Ln~bi6zG@;zXNq?U*LQRT&?a<8JU^CM<10}RDko|xOZRx ztis{>;bI!C^sm!)^pV`@m`g4EuKLNX*J&QbPSW!+=TCAP>HsmLprBw>EidnNtX8S{ zUkaH6gFM#OE?ITk)ivrJf>~NL+Q6~VH$1F__dvi9S7tH01-r8QQMl1)de1C4;*z+n z8Ot!M?~ZS;3dRYR%wgwHLCGU!%M-;Xi+w8~6Go&|bjxksc;Zx6MwAU|j<{&~n=(0D z0))s1FQ_?&P+zvH;-5YP7Pc zGT<{#tb?$neQ{Cqp{(CI|*kHHDGW7X>|6b7Ze_@5#>*j;+0bEq< z?9m{us8T1^=?-%?9Zjdk7C1)%$CN)9IROQ<&D}|b%*Vn%cce8pt(p80gK?P@#k#V>GX<5E&;*E=7HJ2)fQmIY9umfI>z@5QxuV+_eBB8Q?S(N7W}X*=zG=_md< z$QaZlVK^5^pg|?)1q{ey^VTUUeYo9YA>(uK5%j!WULmpGFY5`gIp5Y5d~gs1TS#}l znhBT;4xQJKJT|s0@GLj~;w{a%_rplWgCd0_v{KjI@~Tl8nwy)k2>LA?i?litQtzHX`{tG7ym9vnwUKJ_Aj{a&y=O0 z6Af3GO}41k*(Hj^dziwi1|0#qjSrUy;5)4Y=K-iR12LaZ<%#pDG<<7$@?w%s5?ccx z$Ivfo1mr+i+|1|HDBHx$T8dOw*1+qy`wG0oX2l30;8Y-VR1vlX{(7v++!>Hvivw!~ zUQ=gxLL4iy&W$q`1Rdr2JzThWEM@Lj%(%E~!9hXvXYK?Mugr6Q|Kg;(UtuLR^bN#W zI~=bxMF6OG8c@qRJ|Fi3!3*58XG00x*55>w?Z9CNHhjA2_~$?gHCJF9I&+n(_h6OZ z-E3sR@D(UL5;T39=ztFt7o<{d1^>vT02Me2!~L1~-l3t@S!3;$^Bwt(jg8#t%iYPy z@rot`^ z1LRG|jd)+x1F(dag=J(lfho8~`WoW0SM&xv6RTe57cCdvSFdGh!JfhUEG(Tj@L$PcuK@UBi`;8tPJKvrA|bL{pYx7w_e%tNe?9mV@QF`h&ecL09CX3=Dp+ZEm`b-%0Sp|B-|cF{-oz z4+z%u3Kb1aZ>mr=jF`>Wac@eOL+OBq)E|eSW4?jZ=NE#KBB-f_ipFuiVF*^9jpbId zvP#{(N})@Yr||(tIWYg2X)X6~X3csCtMj1-pW|+4j&#!YbjkkRYc%SQs-_&I9v=56 zr>7kjT#63%R_G}*evy&`>;IzvIY9YTk zOg~sy6oT~$nwKb;%$!sjN=0hY3N0vLn4L9JU8u!)r3Jn~y+ATOR7y$;fr^J`X4OSU zC*AGPX#1k(ksEU!?cZ?oS69`~h5a(1Y6IFlfW1Y6LhdW2nn3Uhv$L}h(eB&2+S(s+ zaZd6hd6QOP*G|DfxWoOkyM#KUGwwd=jRrKMsHk~gF5rU{r1e44bWrW=kO_Jufa#Hi341dRQiu9^=a;;9)^z`< z|BtCQ{@Nz65WKKrG5tRi_ZbcbETXI$yn^-5f?WhIqx6ZIDa~-&muo zeX8pw$#4q4^4L&5epFPH$waQ)Pa$x^BChoQe2GEw)*r;lczAdnr~d{RYP$&Z$1+7R z$oVE#RZPolH}8sTU8IwF%6dHs@$j-zopW3?o7`f>qiM&$p`li7(Farr#WXaM-MprY zH36amOXbEux-nIveRO=iu%H2=5-E^0n2cp20@R*{hUTA4OE`aKr3xm%JbFD1y^nb1 z3n9fCb?q&W7c6ttmXe`_OvJo)uU^X}e;FCrnzGCZk}w3iloB8Zivb+}be|%~=MD(!ifgdBc0*v0+8$B-WuOiUP?GxsEY|kVFXaqS z*^dR;pOWcPW8Giy)dKx9jzQ1nT>tqobpGlzUPqr)OvD zU?}(H+qYi@a>h(XO*lZq5*`uJ77lXhlDhlVAxO_I4;Kq4D)N*|C^*d~Z0c1&27?hU zCIU*TA)bxwU1+U6J%L~@(+BjmK)!zcssc2d-@kv)VKOQVdl!I_{_O1h2=VpvBac8v zLdxGtR`u`z>CPJrigyV>hZPi8Bg;JRoLWi$pT@2|oa%H7yOk!AOD@}WwtG>ME+R4+ z%1&xb?#&LPRLDK|ogxaGgbYH_R=Z3R30tnCothyGrmaNCb?gvPF6aGq<~+|ibIu>f zpZoFb-*124x7K>syWaIJ7JN(W7(YKhZ#l}W3f^Pcu)&6f`Dw60XOjIHjZa8imRzHj zv9V&Lq?WCygoG(JB?D?D*dqV6vCqGEcV~T`V6Dw>y{*_??yCaP*bNl4)q0%Z&Ozv) zn=v{!R|%Q4**)Jf`$jgqe{ir7SNwzc(8KR>?WqcZJds!5rtscJ$je&q{a^^gZYe$4 z?h_Q0{;yMLXed|P$1hOZ*m&X9t5@Xx?JyvVr+uno1JkYi2~=Z`Q(4jU z)YQ}F=1qQz*Ys?``Tiw|f(|NVX?}=k_mPhrnzA7*7a6@OIJcP}ik%&0H-?SDTx$y@j_tFb2BEg5BiMPp5u>vXx-;I>G(Kw8%`|YFd@lf-*^sf zf-M3tyYCZvWr_98>o`RW&4FThR6sBi|C^keIuKASYY?C*p>F9@zJ%|R5negk`SVyn zF~!OXq8#0E&cppiS95b)`Wj-HM{BCXPrv?3(rAr?ex{y#Vq0aP$1&*DM8;$X2M28e z+Bc-W^t4qB9VRml<{DD~vj~R|DZ>xQk`596N>xKc3qS4|HZ&FPUh7TxG+mrTV&YOv zU||{?x|L=Zhm;4uJjvj)#`+&(XuF!Wwq?fdv(eyOV| zMI#MvcY{vV`|}N)Kwur)w)XZkh!Gh$7S9SDN{DcVT8ElhC$GHT@dUW>{Ds+W?@`W~ zt|FGbWUAC%_ybKm*VeX(`tvoTFk6Qj+T*r@19Hbe5s&)o?=SQ;PmsBRqK7FMt|UK5 zGLKT=3iCvqu%Fcsh+Y0Q^grx-DMOkNt%03i1|*SSF;^=t>>^^sR(ac zNS6)~VU>tjm*{kx7B1X2Y~ixFnAnYgKRGtg)0(ZoEfPm^UuaTB{sI+Vf875jr1zX) zDkL-vnC3IcM2d*iZzx-h3h@XN0l;=V7h1XXh{)Y#Uf+Mht@=;`X~HpCe}NbB85tSR zvb?LAsKHQ9cHBuLRuBk-q1@B#WpmY@i0`179({_K!+jYWP)d&wale!XYNK)rtM%o@ z^YZdiZ{^Y)FC`_}5oqI2#&_$?n8O=xegRtL{%*qm59In^iOYW>w|Zvw?z1__4T~`e zsAlm9j*5o5`a7vo3Iv~+y|cpvjdIq`&R-vmn2`jzM5t5AzbFu(ubxSwn`iFurndfu zMi)a0s_mj_oXl+=!`+W`#Kgo99xk8;^5ga_UXS!K$iU`7{f}@SYHf5Z?Zv$7f#KHt z(f*B6LjFU|YU=7S7cZ`Ib#*29;HNDuf^l3va3EWe(-&YP2v2>(H14k;bGvQWNBHXHJ5pdD!%F5@d zk3);ynyxs>ngSQ+5Zc?c&OEdDpA3UGnZ^jape0^@r(ZN)8`=sri0?#d5g>@L0US_= z7)n4`pmS(lSMu@m&o4~3%uhYnA?-LV4+-9JAR93J(h&0Cx5ZZ--?N7=YUP@|)2}Nb zhY-WZ@KPaDO&SiB0qap8Lvn}&eibhMs3rXF%*?ULw~g}pK9RMxCNmWnug&%-dTfp_ z4H-yN4`vY_5fOqxC=>RD7et%Q z0Mfr@;J9y-LdvL;w5uK?vv{G{Pys`PS4zh18qBVZN6Igw=)@~3DQSjS?NA-Qv*_`x zY}o8LSy_3{fdVWvJu6EN{j}5{slnjTP`(!^0>cE@@PowezO0VGl$&`C zRJ3+t!B<`fCJ>P@S!d>gE_gz_472MoE2+zURihTI9TRL*P7Y7k7 zv8HDEXW?7OL@uM(=3B-Gm|+T%7E4QEuvCjb?tg$mRbQE)SoQnB+QJkA$I=tuczS9( zAGnRrn^3Q8M&PyBx6k?MW%9yw?y~l5Aas7F03aO$YfXx}+8=ozg=%sipqsC+FB~xv z-<#C_iHYWjkFRghBBll`;JxBYcN-YUA~k!s=*21R!~8IvmR-}rT6XsaaP1B;CJiTi zuv5T#6*-QKUMMW|%%}~Id7`|-_&o4F|Dk+yy7CaT`vlPAQ87=bZD@$X;I|m8f}TgG zHt_pX?8iy?kz{rOgCQm=dT1cn#DpgFvt$2ZyYJ{UWUK5!hXg_DBN$}Lj%?!@J>bWq_R_)r%T=W6$uK4 zS7*k$($^`HqvxD%3fV*3zRjakII7OX+FBg8I;sSOgHdVvXP0(4XBUUP{pG6}UkeM1 zg{9A2NF+rfakFtMj9L1=?MgvmnOX?dEDj#jP*KT$I%d9iZwZ8gvHr(PGVl-y66sRw z34(w4$x?m0cTXWTB|UxU@}ZcRn73SR3yfNUb2Q(4jqzMBzlf5tB|HO!c5WkW44&T$ z9a4Y@h=Z|-S`{pmzdl+t5giWEw^J7u7G!i?1(axWWDCOeIrsyF)$>=RxYWw6~F<{ueYzn7h;kfHCZ3`&ixsv12AUDTB;dA5py1`5P; zKp^e8)lL8=1Yn2z&b(NytzMjUc6N4|+r6F<23qHQ9Yn-6gTOfNn#HR*Mqxd5Cxpn? z=;lc5^5hT%)ErO_LVAOQQg3cgUpO2ZLfh77M+(q7{o?e{eSF zob2}p-RiHt)Hxnjm-_Iqb6Q>UM>Fkq>v1doinsoz!qqpO93!{@J_TnQyaj&<&Nt#- zIM2K2ZSakwt$^>)pMcN6=d36A+;u&W-?q><8*%devawJ4EV_JA$M9pXeBIs>C%@?F z8#>(9;PR>dExK+x$7|x`U;EMXN8;5t>ZbSX!(aM9+{X2IQy=zSPoEs~XUDpOj{nSh zqHb97_0Z@;SasdxpT62U@yxaEInM{^M<6_HJ5S%ysaqd9ANPORdFI>(*F47kZum{= z8~JtafR9vC7jDF-J?ej@F8wR%m$5G^ulfht7xI!v_uh6~m#<7-BTs_Y4PWwmSBw?s z0ZZm{*St6F&*ZOvdff;gsV;hnpHbK241QDIf2C)=56z#sjPH%+qJSlab|c6csuD zuc&b}IHB=jQPJ}whJ=UmLv7<`$NKs7;Y|6a2&BWp=EcTFgz=;2%}r1q6CWNC9}(^w z9mZE?IhKK}ltr+z82wY2z3qaC=*TEOD;>t4C&t=_B=VzU6O=>ZBW5K=$A*XSBjzT| ziw~Lapv=lxSOhDGMmxLMJm z32dJz@tvb&qrM~C+q*hDJFu!z3OrpttM-|g#;WtA(pZfinkJvs3S|3!nX1EIQ`P<< z&)MD8-PzHF)rnFVJyV9y>PmnnJl%A*pIE6_qFxWQKcCePWCwha=+Gn4;KxWOH?aZi z*nwh+CVbZLGck=dl1LoXLo?>HCV{N!7m1F4Ni_Qb&)(VH#nD;9Gw3HW}XkTmNnqf!53IKO%siU!pa z7Y~2zGrJNRKKMe-o;#ku=1&I8%obXB+!97AZ6d42lymF%$m5@TPEoeuB+O{mA*Y`n zBykIWJ!W(7B@LKqjn%uyLh`Btyr7^tl?KN|wlEQyh?sc2@(Q9Ndv z1zzK3iu+lKD)>i%C%qfqkGe#2Eti94(HdOCmqkNGFIdx}D69_-Wv(}#1`GcHPhI8( zp}tF@Zu>s6U0zKz!@~+nR@*S6Mts8Nra0`F;m=e|+D4r}?W6WfDW;|QGUW}WIM2k5 zI?#tCYGnq>T9-k=+)~te-$iAkDsamkUvlCyU@t#4>p!wc!|DTc zUE(Kd7g|NGWJW-3$OmD1eh$5uvyocXKcSVu<`B`}6CGN|LTXJa9p39EmLBI}vQi-~ znz0$ngsJqw@fP}gZwa-0XNLtN@jI%1Ba%D| z=M!}=Cp@RPl4^5>*!D&lwwq0cq&Hqj(*_G~OmaorJ$iKT5np)qCLFl}GfYvxPlXR| zkVhH0LW4ps-m6If&Yv6)JBLi+pIa`|z$*>3V}%83zcxfsjU#fLR=OSB<%6Y93&_#4 zva#m4`$Xi0e)b&D*&;WSmzXEPfn}m7=vh-4oC3oW?4{TG3!2TI?QJaS1 z_&2}cNY}-rD{~BJ^?EFnJKRpyraI$ByiOk(OVPM+9T@R@DcAEb!BgE?P&BH9CNDF> z$xIH0D{ErTy`PC?%qjZQM^Cg?yGR|cms9B~O?pJNnAYTpgt|kP5U&^knO3U=ep5}M zy+IX!p1BV3nm^uMJdhi9c^|Erpp5B5$Dmu)30f+2#nDevsmIU#VU*TL!qJqYdjmB< zD<_RizVCn-f4YB z{;3@1M%FrLHdhi^b_XNN>;mE?B4av^V{NQ8q*@(@1<{+S^u0dJx#*wqL5mYT^--1? z6n=`Z)y|+-x|Q(51=vf~3^P^_!$BwIk&GKnGe`^#+-4yZrHzMshn^!~i58tJmJmN8PYX+ukH^N1gMd1Ht4O~q! zgs0X6a9@%F?l+giyV9w`{u9j^;Z-3W^)#Grz7WJ1K7Ruzp;4Q&J@Gu_-4=oDmg|v-uG+c&xDcuN{hn0{DMzGMJ`rgAr;w@Q-18sF(Y2c%rxp_RFXXZLW4Ax8F~AsY`+T=(+>8O;U$RLsQVu z-n{zxg?!NS-j5cexoGOfMZ>-ys^uy?U_#ptbX*dPxoAcAkNZU4C-jH>8EeS!XniJJ zcoK5r&l1N!2GRR=E1+wJ4!Q@erm537%=2@vAajz9=zvTNHVv+YD{ppT$Vx?#XIw3I zRl6{zY3ib?5E06rUk=zEkN4DuFq2i&Fwk)ap3gPKO}iV3Ft85}tKLnMqNWp*#1&kv z#6x7i`4r^Oo=Q@WjYP*!SwyyaJGmma32IM`fI5dJ>NVWUljIj*zwSDEU(ucjW=MNT z)n(ujfg7f;=tV}1FBdL2n}S@b%*;Qj!<5D>gdGK{c=mWClmt@P))IdcvQxlR;)H1O21 z04Q9fBD%D*7-h=0;F>ypC|Y=gyqPixVQK~VR7{3HZ(EAmgKQx9*FmW5*hi%C+i=my zMO|dAkqx}62^4v&azXKrM!Ips6}(p11>0xm;d7@=^f31n-1!(ptOdr*wI{*AT(%%q zPfF-(*IU_yY3QdpYnd>)XMGNEosAFhfW<_lk_aUzcJ>us>-V4GUe=rmK zo$A8DE45*(d?b1^Hq7N6D~LS*Cfa*Xf&un=XeatW6!S`m;GPc-+OC7HNuH?QTN7ei zCeo-XBWzpaPIK~N>BRThRQ)z!`a(1G-4sac+m8~D#93IN=}NVE&frzGRmj($O0WAg z)0l{PWLZ@#PT98vGh6ae)@vu}EgJ<^{u#6*vW`T)$i%X@yT}BC4Z`4;43*biivcM- zS|cyOw&}sxp_N1pLxy3!p98tk#d5V@s1wy&AE~suEZiN_P<<4pkV}3XbbIH(l-w$U zY3=KTC$k!{SMdQ&Q6l2>&(1M*^Y;+?$bHVgi&0-l!PoEf-w=g^s>7% zGwSCOM`2ev=DkFPt#|IZEw()+)=P>-^=bgSMyFxxeoD-*9ID&A$l zxXg-%p-Xy+J~dv)*7>*KE*nTzYbJ|m*+)o{xednWTv6z*#B5%71q0rcfJ}Qav^*`M z2S1vkU*b@lJkJDjMwfYVOhk0M-~in`l!M1Nucjvh@8XQP+0-~|3ThpmLmZNJaKj#L z$D(sX;92W=VM(Vq5<%skp;D8Y`w6V2O$pdUgNg>18SK zDF3sA>o!UqN>0S!njKfUHG2;o>$7wg;T-L({wS?R#@e=d8aqkjsC~(F*ttD)_SRy` zDA{3g$sJ6n78(f zP`gx%36vWLTb3^nW(%Hh4erY@9SfFW!J`$}c6kI@7kU8~Jlq4kIep<)rx4wOEI|6E z4apa(VUtxpRqLZ7)RG@eyxuG$sVft3gv(K)?pH?Nu@yuvcOA}Bilt%A6Hz*wr86&f zdQLxkjkZ4U#)d{6EPJ>L1=meMcdswp`t*SMN*NJhfD#=i7>i!M3rNzGjr6XsDYVE* z!_E;2NGzve*xD0xX%QD+M_(ZYLKiw#)0EaF?Bx2calo1n4Ic3$c`(>X57j&=*;Z6q zEx4aTRHt!JzD3}ZjwB<07817#DO|l6h|mS zW>7uk_TG%Uvg0u7*+5*CS`I5N3`LDcFX{9N#<)O#6Adw`!L#-p$RBZ^_KT{;>#y~& zJ&{Y&V}oJTzJWN=JDX&*ohNpfjKu?T;MGQ5VaFSS*V?Z_-cVEO={}I*$Tz^D`AE(c zZpMwh!o@lh!T07TYFN+?`JMa0n5c*bWtyQKcEh=X{it7WAT;`wLj&Dx8F>#QxOk}( z>*L;$xxdE~`HKe3Nz2Vtv*b_D-Mzzz$#6x+9QH%k+6dU5okAPrD=E?a1#YSFg-euH zg2Er$A@tQFx^V7vT)Jp9lWuU4s%Y&Hz8aB=u8-ZA{R8T`vnTsueyl$0$crjCD;Ee;Fr^Ag+ z7R;h`tC%tU_hUi3Gzc_*!RV5kp!3^m(8#wTV|VVsEK`4IEEtWSPF%)?PA^ExvS|!g zPz=MPwNNGYy^vemjv+=0qC08I=*Gs0if(F)d>T2TkP{~`-E;|4S2>C4ZP^zf(w0^# z9AH}ZrZaDC9${0qs_0(B8(c3pSd_c95KHWHAg<;K(LKKllgrEKcuy(jWndViQ#PGB z#{@BZms{hdF&n|V>o&J(^b^{+>=PC(@e|z)oGq%G(hV8iNz^4+Nc}6<;%&Xtlw46^ z?j8^@%Uf46)%#ZC*S@|0-`Vc0XYjuwFw;2jMRi#A7b}*mM`!nQ_AX}|7ahrlWvtF*QdgrPJZd}TcE z=dlclqACpNv_lR@p6guk97-p+plbU?c;IynFWT<{Wupl6I3qrn)!l&F6)K|Z#nPha zwThIp^vE$mY^ld~#aOr?>q+Wdjk$A@M`7&4XLP>RTqw_Q0H*^Ck;JpSb6lVQIe#Ob zZ%?Z3zsuj)%;I}W?kSyCwn&^v=1A&4+gO#u{B7ee**iZU&mWle`)%SMzdI^R?tXb| zWRN&@$C1>rJSoZL@0|A6xji+>58ssUGu+>g{yG(cfnSzbAdY%YI8T z6dUcwq@GOL_oT1m^;?pf#y^n0?9tzozK)FVNLv3y>WTL6NniWix1?u3CjA{(-;=)f zq;E-g`~FbV-yZut>1(f$JSzB4nV|h2(icA*%afP4`O?EcX7JyA|9Ud=*VXm2b8$G0 jVuYlK$4MSlaFqH<-Z>oc9x85=lb3u}6u%_>d;0z#=I`z@ diff --git a/codes/PolicyGradient/saved_model/20201126-191039/checkpoint.pth b/codes/PolicyGradient/saved_model/20201126-191039/checkpoint.pth deleted file mode 100644 index 12bfcceb120889bfe526e1ce6f8d275faff96bd6..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6507 zcmbW63p|wD*T=`5aZQpUUEC#i!aRGABt$Mz9jV+MqbLufQV6+rRR~e3bQ2|Uh-a_q z>Wv(9Jw;BPPWL1^UF4|q4t4(j>aFws-*?Yv&wOUj-rxDHXRS5!S?lp~6BB2#q@`K^ zV<@qdSwS%&yoi-yCZR$6Amiv|kxmW@EWa;CvS>)iipa>Y5Prmp<*{tfn9#78uu#W{ z5I&n`8F&#lnpWgVxvBAKr4eE}J<3faomT!x8_lOxyy-EYOf~=8RMl_s zY^=@9Z7t0$>9IU1_dqc|tu_qQc2mos#|f1RC650HRp-+h-t>e|63stK)cg+8(sH`F zDLqjrQJYUs8X>0BlZPcv`AE~^)7sv&&L@c$e@oQ;HqTrc@@XS)dfF$279SNFf0Jl6d=YJIXcHk(gio7}5YuV1VTI-&X%>9i(wnx5 zOQfxRWrS`ChzjEe4M!e5eZ*xp`o6+d7HykI+l_?B%CMMNVbswaH<8#8uL~VXQ;9U< zeYRpw<3yVK`HBT?pGeObS&54cHuiFplHT%MUHYsji#0sGzMBymEXyx4!sPGR`xGHg z4yIpa#}}#c%{K+?!)V;wnQ-E5JWeh@XB(oEh2w|HpkroStAa!7E&(UJT`{D74sn52pXC6nBdDlN2)v?rRqvK}FqtIC;7l7P<7nuyx9p zT2}@NuiWtbC+k$dZQZBLa&l1qhII{ZTm;Tq`yp@Nd~RrzJa>Fw5(>C{2KVo<$F`^1 z@p5HFZbt2Xe4}Oyx5|AR?ly`Lc(r4J)SvZm^TT|B_}hMR;q)cq6=w{+PZxr1Z77`T z^}t8kPoXzfX=Ls40=)S3dYoWchhE0jW7Fjg_(*|143>p(XX@{u0_Mcwo3fj5QK!1# zq1s8*C;Oq%aarK1-|QiHlCcTim#l+L@%mhTp$<3IVG4+^*MmWBkzi`V96_1? zSlpc>Em)f8FW5b8qhN{RK~R}}7MmPwQ%z0ZxO4k+QmiuSn z#qG6%o#!0|Ym7XYwRAB4`Nb4&n~elMw(<~Ze_@N4HA!+?s(h&)(@4@19SxJUCULKX zIdNw--G;sn5iaLs8h5Ty2>1Tz8L&WgDS5Kgn7e;^9!O*yBONhg@xYK1{&7GaHmnST zEiTWB4Uv&$)OL96Rmh_ZhsNPN_B`}(&q@5(gdd>bL@z$3lnzZ=0(j99%C&UC_)vE$tmkdVCKK*q zL7@!y%89AmONE9=Zt6Ai{yFBJTAB%W#YE7FNgEVJLwGiFn&FC$N3g-;%tUDBx}Yh4tO3_~DUcdpM=EA2 zA*K7#V0S4AcnYd;d1qi_u^9^&`fnn-lNv}RY9_s<;gIOO0BpOfOB2Re%ej25{d(64)qIuF=E*ZjvswCgo7pD7PJR!)WFs$9hOEkDz4h35qK=cD|#^^#AbdS@3UE?Qn&(*47q_4+au`&nJi`L*mOIf7+ zMiSdJA-q2CCaNoQBpW=tu||uCK)1OPZv7d{6}wi$5w~-Ob)_${R_SGYy|5cAUs}$6 z#%N%(aa}0O(v{ouq!UHjoIs?smaJ~SLy5~|60ct)Nx~EhVy9{We$8IE12R!Z(+cX% zD|yI~O(Iv$Six%OK>Sc6U@1+3@WaoET=j1#q=p5~&g$?}zZzV#ct)(1?V(P~7JdzA zCxh9y8xJ2WA9bPq-&?)S6XV=Xo5U9CrE{RZj*&T zr|u$??{EQYUe|UNqP=y&XBGn=N3TFB@%+bA*Nx zBPcZekunU=BjyE<$y{8ELb~n|jf;n{Y4+8^NYxo&j#PzPo2r^9K3 zIk;!eB&hglG=98z39=crm70{=%V?@hh4T*-z$sT6wC}`{GD8p2Z*PDXk5UEGgE3^| zFa0D`bu5&4pG5m+h{NMYRxniFh8&kylZv`B)H=5oY0Mf6r`wg#HQz$!fqyx{y{6FL zvJ+3%oP%$@R{_mi4siKu9$KrupBZ!M0UkfYAJVjyxR!fna!cmP3Y>rOgEF~7Ty|ZO zoLsRBZ|FadKsgw&(58yhbz$|o)kG>H57sD5#mhCf zgP*4p_VQT=7Z-3beJXL!}lQ zm}EMo@$tY_Vw{jp)NXcBl1-v;SYak}xO6PDTTKLat~STgyOgK_uh}3eYl1UZ)PvKs zEfAGiP9A!X1N$CTaH-VdN2KYqwL{h%QfT^-I z!1HQ&oW#eu)XDq?QgPfKKlOaWxQbmxgC$4E16_GYeK;FGE|4P&PL9SETO^RyfEMTr z77*5d&B6mLJA9;NG8io}ftA3V12+Ev*`>4W*O%ghsp9k6sn208hOTsl+qLMGV24m_}mw#2V~Xmoz$`wT5v%*NE16 zdpP&&TM~N93eP>S3<*=*z{t%U;|NWxA&J58`CW2#!)(|jzZsc!|ICaIYo~7cFNf@A z1Y=8muyNcg6gQ@ZT$3DwOWn)Sv`Qbmtlt1q78Q|)9UjE~%wC9Mu>_mPohIF#kI*rx zWcXpe8hY+i0NLX0M54|g`(4=x86_z&CWS*L-zX$~=j*AxDQUn1TgGf@HRNM&*qQBv zlHX55MVYNgR6_xt_9#PBumVKZj>XcRG^%oJr%E|*8?kUB) z6;9zMdp7q>dz@g#xh^Wc_bI+pbqenlOTnjScG;yH{SF=;chQWT3g~#fmsw-&gYVj= zQ>-H!IRggTXp)2ql2gA!?r9;o7yg!bX&EtVGp~`g*{*=qZK0-p56Y{@@GvN!h+Z~> z@Y-UMb#4@Xw(}=)=r?=F*D?p*CK<@Gw!*hf*O8aU4S;c1f}0zw(0(NZXVlf9 z{Qgn$xMeMpi!#Fx%he#u3Nt8FOCpBFSgx$J}Xav3|3t#Gj zujF}T|I&jRjGu~Il%~OL!)NGS_go0v=}D@#N<(C(Gn^}_CNrJhkp@RTbjUy2cI`t-4BPE6RYUN*3&6PY0gKU5fP}8rHYYf|?|Av^vci%}A4lWR>NdBvn(P zFLXKP=Dzqv`~_6prb<$Rw_*QG1|O&o#m3^(NnBnna!~XoZ(7*6N-luRNesl}^?I-$ zUs3Sq`8VXb&@X=H&!8T&rPNS(Ch)9pfX&HR)R7nmlGS@*+behU>gWVC-F6zd9oz*~ z%@4_zMZXhnQ~-H*dGttMZja(w&H z7{d+d#`>)|Z3X7^6)9l3!E78qdjp=mqm6`hxPsD@Y-CKGMNZ?pN&O#ZsZDJfxU?~k zv*~s|xtZb(WvaQ5o&TKhOsdc?Qtye|IS%x#Nrjj5ra;< z|8@-Ve#l~6k4V7phkwNTV|1|1_CgCyOSy;940x6HXht_1=p#ocd zaPbFsv}P(>uxGy?_W~@W#9TxLOQL?pjQmwp*ph09CYAq89zRfRR17jYW= zZlEX@5BB=k0qx4>S|^;wvd6NCoL zI?93b$|jh%)SNl4sRjYhmqB9iE?lxv3*s3gDAiU%)A}}pbkTFh$iSEct(pj>%i>^C zRxvo9$)X&2Hb_Hh0Z~z|gcJMspeNH$Akpw4a#lwZH7`B_cTZN6`s1N^j&wfJFmgr7 zOR@K}AOyx9)vS9{)Z-mHnlShx-dn1$N2F^1}L4IRB~k`%e97Z8p-p z`v29R_pYBohtp<|imZ#oal4=p57d%gVh5$chnZftL6ns<5$Q^F5slew82!o}S1Bf=?F-%#eHnFB z;Z%SwGj`A6~Uw1`IM8t67TNQtcCs3p@(J@s}NtB=^pa(>fl%(v?7m zt~sKLRXx<%=*eK3(gbyIk!(LS3&nROQ?jM^$QyYT7@Sa!^iOp$hfOw;<#zG{KXE;1 z7puATS+IvA@bd2P`NGy6Yj}FOi44E|tEc^WZ%=9XgD=L{9qzAB zf8IOO_~N9pu+RMY>94ziUz0xX(tJtk`yT02=k06K=e?FMNgWd3*7SFe=WEjEnfoPa zp5%8(pE@;PlRl66FG*f1-zAOY{nw<=qvuOf;F#}`K4#3`}duZzh9@11Q&~SMTi(4!gIs7Dp)e(hM!q1VGmBYCLz3h!VnZb JhWCHm``?r;5)l9Z diff --git a/codes/PolicyGradient/saved_model/20201126-191145/checkpoint.pth b/codes/PolicyGradient/saved_model/20201126-191145/checkpoint.pth deleted file mode 100644 index 0f7ced992387ffb46e5500b86911b75c67f8f952..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 8491 zcmbuF2{_eT`}en52pKYzl1fs9jP2iATcweZBGnNRp~5yah%zTqDw&c7ktS&{#P7a0 zsW>PlrId11(yY>OsJzs9o`3b8^IXsS{+Da*&Dv{y_IIsy-^;$%ciUTwh;lfRlAQmm z$a54p?tvcOK5IQEt#A)^*AG~=dge4)&XS)>gs_K)|LWDA9>G5TenC=pfh#-%Jy%%y zcmzxFIpZDpLORY;{b(-_L;ZE0J}bS0`NAH-{{2{e*N|YJ)j?9Ofu74ld{(b;4fga4 z@(*-fYb3=N(a~|1=pPl--_w1iCtvjY5UH7~{oR8Xd~cNEi#f~n_c1g!FfuSTGBG!@ zFg3O?<%>Iu^tXBhgzzP-lY{w^^Q}47W2{Bv_=BuPt%c(FQd_+TbV&#EWgPf}od+g9 zAa1#jdk|mNyZ@cNMZJF|n@={KY{ZxImarZZ%$NU0jO7op7K-I7e5WY}^OYR<%70DO z=wDME`u99TLo*9gbH0kV#5{SiV7}^iiDTmUYW+(4C8~di4h!ZFci?OMCDG`+#1Vgs zG_x=_H8U~dkNhrC^Dl{`1|({Ir;QHgk8$9S{Y&EHe@WE-2VVcO8W`}$edp;6@Pw@U z6^{R|Q1?4?LNI@#17Ghig_FN4)c+fzp@o@&@nmB&BmSg*qEIm3;2SZPZ#baP=sRt4 zFyGjLZxRyDH+3G=zb&q7JcHc_B9CwOZOhDcocmije2Z}YlyBj&)-y1uKkE2gYoVZT zyWYQ%d?uVvynkph;?r3vyZaN7Gf@AN0;9iEU}R!u@omFqPSgK? zRABBunThd`29Dt^mYTdG_o7wl&=2NB>_IuVBy=&9+cwe!q5If5as*RgcnGx5Um)=> zv;-5|W|Gy-PqABbqDAw&L4xkdezbRD4ZWyb$~X+tq1tV=Oyk*P?06VUeLrSX%fa{9 zLG>&>c5NOt5xql)bL1dfX)P^@I|*@pb?`AG2U4QzzpX_=Oh9sS|2hoR|Fjm`|Fjn0 zl40gFt^Z;z-afhpXfzg&E{VdKxr5R7w;q`LSQGZ_@rN@_``H&2akPA{KD8F#4(H?b z&^~W5+j1q2Hb}bRmq0aI{AoH)KB7$e%qaczha0Vw`5mTKvBYzX4wil%M)%(;Bf3p% z$<&Vt@K_K{kBSe5N%?7XSmGOYiQ7X`&%J>+#%18Rs69{MM(FX=|XZKo+{i<={-> z4r24zlcaA*C6tr?3- zefDIB@^p05Tt_0-YI6_V>|qjU$DAh zDbV14{o^a~UHgDoT^GZlZtGxEK^9CaI7qU|8=|mrJeu}#uyA=OJF#sPXb0{F9j|T7 zwwRId?A;Jtdvrhas$Bw+xUp3GS)Jot({5s$({1|H?zOXg#Q@%Ab8 zFSd|u6WNx^gfrcN^;LpGD_{ zjO2Bf&Lsh%nWS26JKS5C40{euqVJu=P^wQ9mmADt>m21#a$FNeAC18Zu@XjH`ANzRr|D9%Tq%z{2CW8{HaP_iN-K&wFJ^j4E2guhxxx}B9SsghxU=MNJkhB zUcbd`S`&e0y1LZ_*&#BR?x zvg&~!Ml`6F9}B7k**r(0lgwq~)~b>lXHUbL;4ZLtk*CLsYe~%0U2Nfjd+ccoBh>L8 z&m^t!q3^?#sr<*mh<=C2wd@gif4MB-W;x+3?o>21&4+9D56hRGmdAiu7a8-{fy|QX zxo|)C130nDxNP2G=<-!(+^!iz`kv!hD0GIKzbuusS~ro)<^{xLO&sD$X`brb1XgXv z2jVwJ1w!J-Qv*wLyb~`;+2SSikA3ojfH6jNyT@2!BC!{5rj-(*u1i?cJytO9Z7!8t z(||KKC(|7sn`qeMB#7V$7|C1BWcm25O!Fs0ZdqpteH`RR-4#Uz5_PZ1IgLE@oFOkz zSyGIj)nuqi#qKh{OkHYVd;>&8BB@bp5bTd*X%{2Pu_x&)1HzLxOkqweRN~e6QW7ugjpyT9skV0`v)Sz_ z*pAsk$yIUms&610w6@{#Zgbujc{Qxa=kbEv$MHVyl;e#7OJ?GqwXCSC7cPA(hXKo` zVCvFJC~O$Qgw3)c*KTWr&g~+`GDMR(w4j=NmfJ)$6?&NpxpemR)IoGP%TVXsc(O4( z5+=+s#id$T;P9uxG*WgCye?mdTKj#eS9}ZDN8DuB6~&-ts1@#b9*LFEd*d-S861gWr+E zjXF@>l0qMSxdn@q)yTw3D_;8OE@ry>IC?@_nzl!7A+7Qe^m(NO@7bDbBxgnu^-|dj zb7y(s*3L9KquLjJhbpi`);BW`6lCaT?s>BCY#nS9zC!g+uOw%T6nLlZjNmoJ=<~A1 zr_Io-PKU@O&PiMftBLe68%0PmS zBf4rmg~R7(B3tf*oHMZ&T3MfA_*z})`*0A%B)@>|%OcpSp8=*CqHxOH6qERe;C_G@ z+IR|>dxg)K5ps@@zexbYi@eZ4=TP~s$wI`YWiXa~RxjV|luMV~j>FF8EP8rY44hM$ zOfGa~k=oFuSZ5bYD`i*XwNJW`He@ee+ucnQY7>dwyD~h`W`*hNBQWx84o&h~%&U^# zM@;qz@$44!QPFV~7B&~s)#ZI8$-fy5{Phq=18IWw_kz`k< z9SGOYz>y17(6m*bytvJfhe2V~xFs>~k@7N&o-!(hyXsD1`2UPw-G#ji%W- zkoqV4ZgVmEtCU0Ex>hiv$5AzX5j&xZ2hr3d)X?Ye;3~rC1p7YW>lx_c7D>NRwti zD`1k6Tc@%n#5^&EMtKP2O_JC+t}OqI-}wqjES^}(k}!Cen} zqI(ZG>M7BEn(kN_Dkd21p-wGl6`+Zj6U8faR7=YlY>$m3_e(}lbEn00`dwwB);pW> ztvbmHy*yk!U5$Fp>%`@4Z8&MeK6JQooje*b3o~S|!gKZt3?-rP+1rCO9a=}SD#S6M z_$|ao$-v&iJh z_~D#Wf5NhyJg9+GHZz$JDbFZkcyb+@CeB9TntUkq9ZcLj&NKDxcF^jsK{<|hxei=U zxY7NEy|vF2jqxd4wdF84@SEr>A7#iajH32!UKI65)8w&Hxaff-{qQo1I@SM)A+Et`w)H168PQKIP|#! zZC^Z;UXUA)TW;;Z*A7v5{~?!Xe{sRRSGVG*`&&V}Apj?Pz66n?4wO8+g~^!|fDa~T z!RM7pc*OWE`NPkRB+r%MX=nPdt>Fu3y}SiFSe8Sc$q?ESR|NM)MNyNZ%i+vjb(H64 zVy;v#RXm(T=k(dqV;d4-MW!`;3SCFgL7b-@xfeA5JVuuHJtbEZ`yew!g5KD7j>)mg zAhKmG<$jKu^x3v8z}w@6ega9}{&!l$!M~DLzn9=uE2;8^shbdCX-&)xEFcS}1k?4l zia7NCTe?0Y3&Q(CX;Ee@*~<^5sq1%Orl$s#NNJ(rS7r-xcP22WCa97`uWh*XgBUI9 zJBVF>z8$Jd>bh4D?nn)4!x6DzshoUfqL#VfUHVy?cXSWFiHN4gy-Bp< zV-Whp8Do@|DXE$^59^t2q-|3gv3xX*Ec{JEP}(X&mqH$De}0R{(<;$){2aQVb_9-b zln1|cXJB@IALDx=2sd)ZVfzIQC=E5noFZ?WeRDL9d?SLAr@Z=eOPG}9#Gy^bUdHy1 zC4@6)J=crfLLyXm!@c5*tmS(i8yFRh+FnN3^=>j;5>lcExJ${YKzZyrV~NQUendm7 z1UOGES;vg|2$j+_Lb|y;xkeKU^@JHxZi4*wp)}{Y1-()ukL0E_@2H^(Zd-7QKGRBo z<}KSPjNE}Ij+Vk=xd!_2&OAZH>}fRb=?r2uC!38*m_ri3o=2D3IviS{Oj~kP1WTRM z>B>__X;b?|EWS0IF04LHJh-M*$ooAbvLTt6UWlXFjlF14|A^7gRTLbwGZsv&iU9M< zYovDLbiA?V201fo6zz<*!H_wH{h!a{X-D`hy3mTDv-u9x1KiM!$t8XfYP5cvkU+6+ z0u|qA377mTan1HsR91Kqem?aEUm4lcGb2OuWIHa@~N%IRpRbd`22 zf6pE%0GfRH0345&rkfSVL(10@_N!Pq6^tAz$a#XK-Qhlyzw#(@v#oHCX9V_mhzp9w z?4z4SpW^Dz2k7J7m+5ad0eE`O8CFnS10m)kl!h!W?-?@+#2dHcYJ*z1;*^O! zR6@|cBOQ-bX_oD7>>%6Zs^E~#1p3-WikcZOA_i;av7HITIbBIaU3ex+MseAw_EO^d z`#JD*S&W0`-i1ejGPGLpJXqbXAZ}YcAih8XEw(y=Zc{J$fVQx8n-eNUH83@EPJm7g zkJwIkAxftl$f?bGsAMmKg_n=9jW=sywOSF$pXmz;2WuflOp*jW(#EhubMeT<;WV*e z7CZO$Mmn_K05h*|qoEO($Q6VB&+N~p}_mmP^H{}K@>xcXmO7ukU#cQE7Yg7buhJ%cceL46Y1&& ziqL@WX;9)Z0_=_7msc!gaL+4M@~Cko9WpHjHg9SKO|BmLzLUT%DRnk0wv~0&Gl#re z;-ot^4r6ZSv03rO;JT!Q>&6aaiv7|-<6I2pN4T@5{v#msVgRnVvIVBaYEzqp4@_(t z4?i!8LQ@wbNW1Wf*!W2i)`ClthX=DYWH+Ok>sIa@{+wZjOvup0@i=PG3hV+GR^2@S zIBLyhq5Hg0e26LONioD7ev47dc@Ok`YJs7>bHQ+tDm}1M124}G!^FoK;8L9gc+35C1M!P+JoE(YdcA_Qh{U0r z&Jx5n6~YN`;YMiQn=-s56&7o)#;h;)bf%v;$nO-x18L#Vc}IjgijBv-1Vws(>(_Eg zlMHrSiVk_r9gCdA%qeL(;N*qVuwoHIT8yR|}`XiX*Aat_Q|siqT>^`EVkLUX&mg zocR!u_N=UjAB=5M-Av$9g5{S#LY&zk^0Zr(4%}Csyvh!?RN`<3>VLYgHU0bhT63ds z{>sd0M*qcq?XQ>UHA|%h)t2w5+N&NMPivq@;{sjQ7LL91)Txc{E_`nEhS;1i5S&nK z#Z@B@lFFSxTe5dk>!YWzY_*OcH$DYbi#EZju~%vC-rYoQdoF0moS?Gz<*8%39G1NhaMBa}>|NRLxB=0ai+`W>QxK$Vh)+xBSH$gDzfW1Kc+(Fvd zTT6~A7t_r-#k5^*J}NkDC#SPydGl~PwFh_Rjof}XmY9i7u#T>-jYjIi$thLHwL{rwsGz2P9oFcBwaR|%ZU*9fd6GN>%f#(Q}IJOMMGckOFAT2D6< zMCMfDlTt;&2Nf}Rzk!4i%1w+@ag*y3kH-7C2ql^ zY1y+9Vpg2OnpkhAqDMKrSDkk-DkPSM{gz6d8})coM~C5;(6=;siwm~BHp2G(b%Ipu zwSrKX%~Sd42o~oHslN4elKkc_Q8&JYD`M>g-Ln=6N{^;sbJK3za4$u0JvUA;%9bvVgu39PZe_BkK%21QsE86>(=MhVwU~R*FgQ}{FUQO|9AfW<-E)9(E``?^1Q0=XS2A=-yN&o20$q&5nQ~A}Q{&n<^zS{7gMk@6C z#6OPy)y?~r^rI{FGb!coN&j}`ekJ|r@BBzfV#dN%tOTpZ4>e#AiOA2;w-1J3W71CJbzP=B?z784)%U9$gYp#S&2 F{|9xf<2e8T diff --git a/codes/PolicyGradient/saved_model/20210313-114904/pg_checkpoint.pth b/codes/PolicyGradient/saved_model/20210313-114904/pg_checkpoint.pth new file mode 100644 index 0000000000000000000000000000000000000000..7f5a671ffb0700a13459a8778f250408c656ab4f GIT binary patch literal 8491 zcmbW730zIv`~OdAE+h>^gQ0$vr$EFg!3| z)GU9ol1MOUqDacvQ>gXEK->$>gw6q z@lJ7mvwR~&-9kG4IYcJpJF=yPxuunbxwWW!h`h@{u}JkZF;UdRMJiFG_J!6{EK;8+ z()ij{%YVA6`BR?xFk4$Y8%vQ^i2Qg}S+S_s7l{LtM7=wdc1YCz0_`If^_?iv`6|)! zi$vX@A#KcubpVIiiuArn)c-26U#G9Q=pq&I zdDc57QpClGSjaaemLiA|3BN6|5;?_)hJP+u5aDO$;Uce)~$YeziTzuQNJkg!vEN@tv#u^hw%<7-wk%)kVwMoD<6#uTYDL300tS-jn#{aj@(59!l7tOpeKWS)C3# zELeORP3x<9{?Q7Urg{W()eF(4SzqX8vW842EN9I*rot_DdNlq`Dm{F0j%j^(Lhl;` zK+Dg9FME0uSEZqJp2Q5Pr zLG^AtXZc_mqHu)Dc?PUXhtLn1Sb}mQ)e$kBOiKhH9rkFjGTf)1?H|+IK;NU>Y+RQBD3!_aokoCoj!vl+KeT z87)P6W4#?R4xfNM)f(jX_8|dv` zwCgIk++T{!hfm|zttw?#4K0{k&}L@7%m!-)=CX|AX;=}ym7m$82kD>*adwF>Pv>Qc&KzT9k88-;L3swNy`qQHqdog}^UuYlvl7gEY zppP&MLNAy=zc-DrX#Fzsbaz0*c{*@Mele)pCer?p&G6dP2L`*v!t?@NdZ@C2`CO_% z_ecF%(WRYS_?bQI(~%yqDRLRK)mlS(ekODES%!WdD`DBIIqZIk7;~@MLS^&-yjoMr z4SXBRr7OhKOtBpsalJpaEu4+Jo=1~vK~_nD-fg`4!i$;$W0+^2I}P?Z#zyG$p~y2m zXy)n3*f7hQTC|ShmQVq`bB)5Zt;*ajpK?~Jv*Gy5cd-=Hx&a?g??H9ChxpKQ=eZ?m zlbP|uMn3lZDXzhLE2o|_llIGb;{m>kGiX^3o}cD%rg5vOyUTr?_Gme*HtvffevM(q zcD3xHm8`^8vz3+9tp@uf2f7*>0~0cLVu0ld9BeWhyxoF8I_eDNtC$*k{w%KnnxNi{XzgY{hP{!@A zN=KDfVdTS0v$Ul9&|I9&+o;`fB)f;O(snyOeV4*LAO)dPT3-rY5KWshECDcs-n~eG z`;D?hA7sccQ*CZ0; z8FM*#d!g>-boSElBiydb0d*fsaO`&)qYqBtjxO1X4qJ=B-^rhr%1#26Ut_T9)lsH= zrWD1si(u`ZE!cM59NWtCIA`rCoZ2~QT5TXlGw$wz8J5fF4k7(J*r>6M?vsQek!=G=mwZ^yFhk!F~cUdhV-JkGLB)FJm~0$RzI zGSy-+mTInXj9MJP9~Ez-Ly4EUUCTIHH)tCf+n2IlCRW_56MF%UUuL2M7s!61FALqZ z7PKeZQAPh7_=mL_)Qqj8QD+n2q-7TT9wtR03)5lb&KJ1f)DeUkJ)mgHCfK>GkyO>eS(RH{z0xYk3);GF>`o- z6)tW}gw&<>toeZ}cRh0yJ4C>%ta~qy=MJ35%qMDiz2-85bKx|` zN*N~?=HZg^$Ea@BgNCydR(L{*ui`!V*7=E)Sz$uE!}^eU**dm$TpFh~$Bs|$%h=$N zLVCE;9)n(=fs@@rNLyl87?ARcM1{=oG8k~fZMie6D;;g z0^#dSvhV2)uMTGc-)#+d#VCN%({{1a*hG9ISVo4qu@3Xn_OhJmzk*>%9()X)OSV=E zz~=dA>}`<=0s9ZLh1_ynrCo$)r^b<9;%w|Uv5Ro`wZ*vR!XOgdy9CB&tGUC6wleq8 zCc?*0JSk42Cs`?O0#~OXGCrSxW_N$ZQX?aHJ*^Lw-!KvCEO~|Je)XiKikoTFsq3)% z+!RP$QwWQ#wW02I6ojT#qNRo+y_1rXj2Jf*YRH22o~nR#*)b&9bDK4F8Bdc(>5;y4 z9mlV>XTMB|r}HBR!I;(KNJl=9JWU+Aup8Q(a?4~g`*4uumYv4JaeFy&`$cRvUCNi1 zEyp{zgsgvpA{|-OpJXz0aZA}=F1vRM#@bjg)#`B0@0JIpmz8mOvAZy%Ed=$&ulSlF ziP(4iVQz(eG47EYK(14|Gm9kwwB%0>^6I0(YVZ6FD>upD?|o~j+iX+t`!EosKb^p* zkNm(aCkd{23nW?EuUNu`H8AVyVpezSBh;LAC0$D~#GclHvcQ>8kB6!0tT&8UeF~gM zg@N9|Aewf06Wad06K~J1ME$gV%yaE@xY{!h^4hn;CbtK8q#+oh>Qb>>J|D_VLP7Cz zJKC<)*WPuzyPLr$T! zoh>>0c`(+vrI5F&M|UyKXUUwiGyd%r2bkqv>;d(Ryg~TL-I;y{<|E%ynYe6 z4XtG|zdYpL2d~21D_yC=JFF1$SS1c8uW}3#VT(sF>v#x zwvTnVGPRn&I%7IZt4-iO{GyFB*TwM~$|jUMcMX>+^8iO_$gwy!!Rl*p6QoJ>cxUfn6k#s;(RzbhGb?-&|t_F$pgCUK{x7Q^82 zt*pn{3~GC_0v)CEVR8SF)Ev9lv3PD43~OnmF_ncZb3z8FB#j{cV;t1$r{alzv9x-A zBFNwDnE#IT)qG0@=*m_?<;^&*(Rm+@4N#<9Pgm-FS&O>ve9V+m|6-zuH85cI5a@oP zi8nXc55966aoMpJ2r&y|TVO~@LiSX8x?v9O9!{8jT$zlT2EgW*Bk5ske==y^gb!3& z@%6+6Hn7!&QLfsbNY<6*A8}xVZZHZ8S&KTaHem4|ZnWcc1#4STz#B(z;5~Zjve1l3s+8K! z-u3HFv8M;~7G2gtlItQ=9Cexx3_Ad>8=r7}6jrmNEz&|KUd}O4v7St>D?@!p-&G$s zaAC>5+!N^&SXARiXDjZ)=G6J<+e4e5Ta$uA4!(u^I_l6Ad=yAwIV^l$z~C=0me4*I zUz*P)SFZ*rH9UhJr_(?fl}FuV#>49J0!G^J&`HLU)t&grf12G3nqt(+-y#z~4N(9W z69EKdda$t9etgDi1M>9Th=+!#($#mG6xKKn9TOkp?z(VHJMPT9-$+m$>{;EQIDD2h z5(|G3VeHv;j&r(Sz=lvM62u;|OYL%!>CgMCWTyM?sFER`kA=Fk4g8hEN4YKwEGc7m zJ&Wjf3FoW1vrjb#`GA;Dti3pg?=vF{Nm}PUBg>Jpi0(|0_U2In}7ArBY!jbq_ zNBA?nbSZJKG8H8xGr6*0Jk%ILIe+Bw@~-w^8t4Tpdu=3(@zs!Ckc|^Y&VbemYoU+0 zAC0!k>{$0cat@D%66Ghd8QHJcZ@2HW`Z++WEsB8;98M?MTlAh@$o6k+h3i`#AiqqT ze{bmlw_NnGY=j`P}eQ=zN*Zt^K!kD*p>n9?2suM6w=s001D z7jve=a?dJu`S+C=J>?>-d3l9Jlxzlri8?~T0uS7wLTEtAFfeWot&D%h0-he>-@KVl znt!F!`M!UHc~}5R{k;iI#gVk(^-!V5&P>*8%06(g*#;->4?)*cGVHeiF}>VWN>>ad za8hFrm8lo8EY2vfENmV#hXf(3ijU7|Vg=FN z=&70v`{Za$-HZCr(~xUy2L8=C=|=H_nkL7U2?hMClYOaT=utG6vE^iyU8vArhYvS! zW!#~KOm&YtRVZX)Xv7T6&b@)xUKC{{x=>`` z9ZWr|$f}kEbM;j#Fgtjr?K>XGS6wYV}xduIUQ!kG1e>x88 z?)j6+qZJsDZ3o`HGs(297v+Q%LhsiJlu)pPrtVTkAOAKG?o7j5uVo-%#V$B~G>JK6 zX|Rna2T=J*p0+j|14H>9sIcoGJZ;P7&Br){>WK!du&(DFdk-Yf>?#t%X z@5fX4b9p9=*Ce-y^-TZo1`OFYfNM~E1i2@T$kQh_5Pe=hrb!C4FJ^&1JYR zVK2pHxI@-QSxK1rGj3Alel}*=Q$C?;9qmqUfs|)E$g9zq66ZLO^RyG-TDy;N`SW3@ z_kNgt<0huNZR3OM7SqzHT`=kKE^r>+dc2FlDTvNkNuCSdFs0CZY#rgxaJ@I>iNxTZ zGnq06Bx8tb98+$IBFlS)BtI<&Z(Y$~so7yrv}zTvIjtS}x3VZcu%8?I$27irkSrDN z+SYMTKbPkF4}r(BgUR&q;u2px!oTH8ar~=w6j~!i&O;yIt2KtyYj8-((X(@D(RgWg zVOtHZdozW#s~+T4=AK|%6O1TwSOEKdh6K+|_aSI$DQUI5&h%XG;60}Zc3Rh$Hh0~~ zl;6bCk-yhqR(B4)3;Lm6%?&(0N``r6jb~1Roa3+K&!NKZgIt!D4?RB^K>F(~SvQN} z*yfkUEq?P3_Mx+#b8VXiB!O>1F+VPSOTz#ANVr;L?WT*fhv-(jt3ZO6Uu6xO+W zsd_xg#YtTt=*<6V_tN&~yO&@0x5tdI{9o^0dU<)zHk6#+FpW)~b&hJ9hCua;*>ujS ziVyI+4Kl-Clc+V2o=wezEk(g32*_ehr*~p*%0jl{k&I-x;dOG*?Mc_KmrxJ4RPa1y zLFX@Lv#A3f(jm2VAQOF$PK-Op^3UrCyG<~}Zrn4Py0Vxb7kM04UO47x7uZv{eBWhU z+`SFcJ=56uNDb;7k0WX4Zl!hX6nEzTG#-XO9glw^31dd|{~wG;Y(_ZUe7X#-pI0ZL zRS9!QR%MPi^I(zL8lg}8Zcut!PK92H&~&jU4D7iIE^SJN4OmNey}W3*qJ?Cv?nm5M z6hylpuYiSrO{G!8WQ7H5ilFLl8cZ-Zr~HOqRMIbvYy;CIn=6J(a&4l~No%@ePpxw} zwZ(>Hn4aWfQO92B(qbxgc?{Fs8!6f63b)8NRpOkbE3q%#!EMjer^xxc!C~kUJfS|C zn)_#yW%5YjfVc?ZCawKotn`+Dw%JFLekE9Pz`C0-?+qu6O3V~`zq|p}ul`^&v{ESb z?NFiIwIE7v`he!$PofHU6xXN3;Rn+-bYWx@)mC;B7H>QShTHoI!=&yonsgqL<;K#C z7+LtU`~&H3Qk2;II!ID)pe#`mxKLJ5DVWtv5qhMFAn0_o@anT+LVZw!-ooD?|B(yr zc`i%qPSun|9e2gx00l|hgDgqP15VPm#vONESx0Z3Q`q|P8&K)=L@vo9n&vJXCkZRK zOR>jp9aC#9W9|1P^wBFtQZ{*sqskUWO19hhZoQ=?mkZu8!N5O@j~v)dqqgtl4@?Eg zTh&66nwr2uo#ccYTke8U_#k2Jl{1iF>I znBH3I5h&p`+YM-L!UpWL*HNNHc1|6UhtB+;?DgmVYh(T;wDN!R-{Q)*pVtt>=R5p5 z0)c|g{GT*f{?unW0#Kg=Mq@^p{SSQR+dzor{^Qi(SVMoVLee>Z1t$CHkc!4UsNQJ9 zw>&!zPj9WE>me&C?UNj*QO+l@xYgjqbf9SogFX za;0FACzVP*$DU-JqQDL2 zOpx@fxN|<-d(F}Rzpo$v1mpf^>xaGdAb2`qH*hm@SexM{m}I2_@efa-=5LPln`<20 zG`qv6K2Krgf+pndt%BkwengX}!I|y@Aje|~xebwmiT%_ms_`L?&>Mx#UFSgfpUL$8 zx-QOq9?n)Y)Sy-BCe%r^gy~BU^2WE8&{ZP=n|i<%bw{4$j89y~VYMM>AyQ`ZWE(%* zV@~#>{r~^|cNbXw%ND*y;>L^^`oElhFDs?a5xflc z=cFG=-+Jx$q_jRiC;hWp{7CxN=D#PYcYOWXIQ`@EKa#$+p6^NeI{%jRIeh&i>07Jl z4E6ta(%1cO(pTH_aFLTU{aQn}%aDK7{pZPse~xyajY}X{*MaCv9ql?FH4vQD?|c^s Vq&l*Pi>zGdXN8VeXZJSlab|c6csuD zuc&b}IHB=jQPJ}whJ=UmLv7<`$NKs7;Y|6a2&BWp=EcTFgz=;2%}r1q6CWNC9}(^w z9mZE?IhKK}ltr+z82wY2z3qaC=*TEOD;>t4C&t=_B=VzU6O=>ZBW5K=$A*XSBjzT| ziw~Lapv=lxSOhDGMmxLMJm z32dJz@tvb&qrM~C+q*hDJFu!z3OrpttM-|g#;WtA(pZfinkJvs3S|3!nX1EIQ`P<< z&)MD8-PzHF)rnFVJyV9y>PmnnJl%A*pIE6_qFxWQKcCePWCwha=+Gn4;KxWOH?aZi z*nwh+CVbZLGck=dl1LoXLo?>HCV{N!7m1F4Ni_Qb&)(VH#nD;9Gw3HW}XkTmNnqf!53IKO%siU!pa z7Y~2zGrJNRKKMe-o;#ku=1&I8%obXB+!97AZ6d42lymF%$m5@TPEoeuB+O{mA*Y`n zBykIWJ!W(7B@LKqjn%uyLh`Btyr7^tl?KN|wlEQyh?sc2@(Q9Ndv z1zzK3iu+lKD)>i%C%qfqkGe#2Eti94(HdOCmqkNGFIdx}D69_-Wv(}#1`GcHPhI8( zp}tF@Zu>s6U0zKz!@~+nR@*S6Mts8Nra0`F;m=e|+D4r}?W6WfDW;|QGUW}WIM2k5 zI?#tCYGnq>T9-k=+)~te-$iAkDsamkUvlCyU@t#4>p!wc!|DTc zUE(Kd7g|NGWJW-3$OmD1eh$5uvyocXKcSVu<`B`}6CGN|LTXJa9p39EmLBI}vQi-~ znz0$ngsJqw@fP}gZwa-0XNLtN@jI%1Ba%D| z=M!}=Cp@RPl4^5>*!D&lwwq0cq&Hqj(*_G~OmaorJ$iKT5np)qCLFl}GfYvxPlXR| zkVhH0LW4ps-m6If&Yv6)JBLi+pIa`|z$*>3V}%83zcxfsjU#fLR=OSB<%6Y93&_#4 zva#m4`$Xi0e)b&D*&;WSmzXEPfn}m7=vh-4oC3oW?4{TG3!2TI?QJaS1 z_&2}cNY}-rD{~BJ^?EFnJKRpyraI$ByiOk(OVPM+9T@R@DcAEb!BgE?P&BH9CNDF> z$xIH0D{ErTy`PC?%qjZQM^Cg?yGR|cms9B~O?pJNnAYTpgt|kP5U&^knO3U=ep5}M zy+IX!p1BV3nm^uMJdhi9c^|Erpp5B5$Dmu)30f+2#nDevsmIU#VU*TL!qJqYdjmB< zD<_RizVCn-f4YB z{;3@1M%FrLHdhi^b_XNN>;mE?B4av^V{NQ8q*@(@1<{+S^u0dJx#*wqL5mYT^--1? z6n=`Z)y|+-x|Q(51=vf~3^P^_!$BwIk&GKnGe`^#+-4yZrHzMshn^!~i58tJmJmN8PYX+ukH^N1gMd1Ht4O~q! zgs0X6a9@%F?l+giyV9w`{u9j^;Z-3W^)#Grz7WJ1K7Ruzp;4Q&J@Gu_-4=oDmg|v-uG+c&xDcuN{hn0{DMzGMJ`rgAr;w@Q-18sF(Y2c%rxp_RFXXZLW4Ax8F~AsY`+T=(+>8O;U$RLsQVu z-n{zxg?!NS-j5cexoGOfMZ>-ys^uy?U_#ptbX*dPxoAcAkNZU4C-jH>8EeS!XniJJ zcoK5r&l1N!2GRR=E1+wJ4!Q@erm537%=2@vAajz9=zvTNHVv+YD{ppT$Vx?#XIw3I zRl6{zY3ib?5E06rUk=zEkN4DuFq2i&Fwk)ap3gPKO}iV3Ft85}tKLnMqNWp*#1&kv z#6x7i`4r^Oo=Q@WjYP*!SwyyaJGmma32IM`fI5dJ>NVWUljIj*zwSDEU(ucjW=MNT z)n(ujfg7f;=tV}1FBdL2n}S@b%*;Qj!<5D>gdGK{c=mWClmt@P))IdcvQxlR;)H1O21 z04Q9fBD%D*7-h=0;F>ypC|Y=gyqPixVQK~VR7{3HZ(EAmgKQx9*FmW5*hi%C+i=my zMO|dAkqx}62^4v&azXKrM!Ips6}(p11>0xm;d7@=^f31n-1!(ptOdr*wI{*AT(%%q zPfF-(*IU_yY3QdpYnd>)XMGNEosAFhfW<_lk_aUzcJ>us>-V4GUe=rmK zo$A8DE45*(d?b1^Hq7N6D~LS*Cfa*Xf&un=XeatW6!S`m;GPc-+OC7HNuH?QTN7ei zCeo-XBWzpaPIK~N>BRThRQ)z!`a(1G-4sac+m8~D#93IN=}NVE&frzGRmj($O0WAg z)0l{PWLZ@#PT98vGh6ae)@vu}EgJ<^{u#6*vW`T)$i%X@yT}BC4Z`4;43*biivcM- zS|cyOw&}sxp_N1pLxy3!p98tk#d5V@s1wy&AE~suEZiN_P<<4pkV}3XbbIH(l-w$U zY3=KTC$k!{SMdQ&Q6l2>&(1M*^Y;+?$bHVgi&0-l!PoEf-w=g^s>7% zGwSCOM`2ev=DkFPt#|IZEw()+)=P>-^=bgSMyFxxeoD-*9ID&A$l zxXg-%p-Xy+J~dv)*7>*KE*nTzYbJ|m*+)o{xednWTv6z*#B5%71q0rcfJ}Qav^*`M z2S1vkU*b@lJkJDjMwfYVOhk0M-~in`l!M1Nucjvh@8XQP+0-~|3ThpmLmZNJaKj#L z$D(sX;92W=VM(Vq5<%skp;D8Y`w6V2O$pdUgNg>18SK zDF3sA>o!UqN>0S!njKfUHG2;o>$7wg;T-L({wS?R#@e=d8aqkjsC~(F*ttD)_SRy` zDA{3g$sJ6n78(f zP`gx%36vWLTb3^nW(%Hh4erY@9SfFW!J`$}c6kI@7kU8~Jlq4kIep<)rx4wOEI|6E z4apa(VUtxpRqLZ7)RG@eyxuG$sVft3gv(K)?pH?Nu@yuvcOA}Bilt%A6Hz*wr86&f zdQLxkjkZ4U#)d{6EPJ>L1=meMcdswp`t*SMN*NJhfD#=i7>i!M3rNzGjr6XsDYVE* z!_E;2NGzve*xD0xX%QD+M_(ZYLKiw#)0EaF?Bx2calo1n4Ic3$c`(>X57j&=*;Z6q zEx4aTRHt!JzD3}ZjwB<07817#DO|l6h|mS zW>7uk_TG%Uvg0u7*+5*CS`I5N3`LDcFX{9N#<)O#6Adw`!L#-p$RBZ^_KT{;>#y~& zJ&{Y&V}oJTzJWN=JDX&*ohNpfjKu?T;MGQ5VaFSS*V?Z_-cVEO={}I*$Tz^D`AE(c zZpMwh!o@lh!T07TYFN+?`JMa0n5c*bWtyQKcEh=X{it7WAT;`wLj&Dx8F>#QxOk}( z>*L;$xxdE~`HKe3Nz2Vtv*b_D-Mzzz$#6x+9QH%k+6dU5okAPrD=E?a1#YSFg-euH zg2Er$A@tQFx^V7vT)Jp9lWuU4s%Y&Hz8aB=u8-ZA{R8T`vnTsueyl$0$crjCD;Ee;Fr^Ag+ z7R;h`tC%tU_hUi3Gzc_*!RV5kp!3^m(8#wTV|VVsEK`4IEEtWSPF%)?PA^ExvS|!g zPz=MPwNNGYy^vemjv+=0qC08I=*Gs0if(F)d>T2TkP{~`-E;|4S2>C4ZP^zf(w0^# z9AH}ZrZaDC9${0qs_0(B8(c3pSd_c95KHWHAg<;K(LKKllgrEKcuy(jWndViQ#PGB z#{@BZms{hdF&n|V>o&J(^b^{+>=PC(@e|z)oGq%G(hV8iNz^4+Nc}6<;%&Xtlw46^ z?j8^@%Uf46)%#ZC*S@|0-`Vc0XYjuwFw;2jMRi#A7b}*mM`!nQ_AX}|7ahrlWvtF*QdgrPJZd}TcE z=dlclqACpNv_lR@p6guk97-p+plbU?c;IynFWT<{Wupl6I3qrn)!l&F6)K|Z#nPha zwThIp^vE$mY^ld~#aOr?>q+Wdjk$A@M`7&4XLP>RTqw_Q0H*^Ck;JpSb6lVQIe#Ob zZ%?Z3zsuj)%;I}W?kSyCwn&^v=1A&4+gO#u{B7ee**iZU&mWle`)%SMzdI^R?tXb| zWRN&@$C1>rJSoZL@0|A6xji+>58ssUGu+>g{yG(cfnSzbAdY%YI8T z6dUcwq@GOL_oT1m^;?pf#y^n0?9tzozK)FVNLv3y>WTL6NniWix1?u3CjA{(-;=)f zq;E-g`~FbV-yZut>1(f$JSzB4nV|h2(icA*%afP4`O?EcX7JyA|9Ud=*VXm2b8$G0 jVuYlK$4MSlaFqH<-Z>oc9x85=lb3u}6u%_>d;0z#=I`z@ diff --git a/codes/PolicyGradient/utils.py b/codes/PolicyGradient/utils.py deleted file mode 100644 index 887ca25..0000000 --- a/codes/PolicyGradient/utils.py +++ /dev/null @@ -1,29 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -Author: John -Email: johnjim0816@gmail.com -Date: 2020-11-23 13:44:52 -LastEditor: John -LastEditTime: 2020-11-23 13:45:42 -Discription: -Environment: -''' -import os -import numpy as np - - -def save_results(rewards,moving_average_rewards,tag='train',result_path='./result'): - '''保存reward等结果 - ''' - if not os.path.exists(result_path): # 检测是否存在文件夹 - os.mkdir(result_path) - np.save(result_path+'rewards_'+tag+'.npy', rewards) - np.save(result_path+'moving_average_rewards_'+tag+'.npy', moving_average_rewards) - print('results saved!') - -def save_model(agent,model_path='./saved_model'): - if not os.path.exists(model_path): # 检测是否存在文件夹 - os.mkdir(model_path) - agent.save_model(model_path+'checkpoint.pth') - print('model saved!') \ No newline at end of file diff --git a/codes/QLearning/main.py b/codes/QLearning/main.py index 6fefb8a..27a0934 100644 --- a/codes/QLearning/main.py +++ b/codes/QLearning/main.py @@ -5,14 +5,13 @@ Author: John Email: johnjim0816@gmail.com Date: 2020-09-11 23:03:00 LastEditor: John -LastEditTime: 2021-03-12 16:52:26 +LastEditTime: 2021-03-12 21:16:50 Discription: Environment: ''' import sys,os sys.path.append(os.getcwd()) # 添加当前终端路径 -import argparse import gym import datetime @@ -108,7 +107,6 @@ if __name__ == "__main__": agent = QLearning(n_actions,cfg) rewards,ma_rewards = train(cfg,env,agent) agent.save(path=SAVED_MODEL_PATH) - # eval(cfg,env,agent) save_results(rewards,ma_rewards,tag='train',path=RESULT_PATH) plot_rewards(rewards,ma_rewards,tag="train",algo = "On-Policy First-Visit MC Control",path=RESULT_PATH) diff --git a/codes/QLearning/results/20210312-165244/ma_rewards_train.npy b/codes/QLearning/results/20210312-165244/ma_rewards_train.npy deleted file mode 100644 index 489cfb4168ab981b120a33863adb70ab3d44d805..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmbWt`9Bm01IKagE0V2E?&A@O9h)KRoEbA??r~(yYiwXGHV}gAT1$^8_=4NKZuZVg__5L*lnNI{Iu=wQi zRj5?+$G%%Ggi;E6N}Td>n^hGuq9uV^^OSMd=q2#4og!GS=HknMrOYnb98kY#SMBXO zkE@#9u&Y0dxW8`rkY%$WQXed9_&yVP)r_YDZ__as5`J*gLMjX@Ro^_?dJ5YGK8r)= zPeR0dEhdg1M|<7)=PCNhSkpc3Ih=bGf4jUnapc2yxZ>N^<~p4K8r|1a!#W<{Zkyj% zlW`ciz2y&!Zp7fGob-DFH5ztg3BN@*3gt3NH{6mUaZ%<;M6!1{ZZ+iAE_8%q?=K?R z*cTz_7w7d041=-pR(Ph*NFekft=>Tjz|AA((=Rpr;Z0eQEq(6?o!*uIjwt)#_^mOq zy^$}@U?R1`(FbcN$TG1wfO?bc?!%VfAnlyLRnc29h$kK=ZEo3%q0PoEhK_rYkR7u> zBhnjJzt(oU=;?*HBO3K2D=#!Xl#(a=JkUC?Vd*mG4&xX#>CNP?6zBm!k3^KOe6g4#wE~)3SRW^uFoESc6 z{7{HE{Z&RRM~MCzX>ssQAu5N~(qEOkK$~dZnUx_xJ)ugomM_5UptkzW1_2_O_f)bY zoKd%7hFj<1jM+3-L-M+h{r%;V$uqk#(IIdAV!;WPlj$*`K~C^HX`;;+I^nd@@S2^y z6VzJ|1jwy(f^@00Ej8Z}^$DY$Bc4te&~?y~iXCBR{e$|mc1OthtNWesazGfv{*T8e z9ndMq+-JPc9$IM>IReifPD%x-ndN-^c$>a#D$hrQgY1$0d>(!=nt53q$ivVhxzhcG zJX9LVaor}l==Iza^=yiV;;Fpk-t|1(v5D9;Tg1aH+-KG3jhX3Kf zMycG>-J1i+ZN8O75gU6{jOw-wz%*NKz zWf}Jc7PhpH9^d_cHWqt!Ra}r|V@nZdyideN+nd+*15_3|nRWw)PnZatBSp)nGqJDi zip6$U7RWpW`}K4df}*Jv_nVk_7ueWsThB!NR|b7n;Y_4@g;S2IGI71H>-i2n7PRJq zbY=^gn0Unw`aO_|=bo>JvkMt$oQm?%U@$@7CX-b|W+GHzv8q$SzzWec&vFM7)#7)q zHM&eRrtS=A>SMq&;m?ZJP6kfu{%F?Tz<|zGiD!459fE#~44(Ry4%IqIm$n%L9kM%m zpRH%$@3KGaY$EMoZW4E^?k^fzR+v8T=nN=!m3YL5f4Hx zxE!OSyNny6;zfhi)A*nHB zZ9x=TdhE%iz{uWDtEY*A(~n!#L&|MYd&k)Cy00x{zg~=Trc-dUUEIK(A;VkpApNu+ z1;XY-ChF4^Bwo`PRv}a19^ml4U6YKUFMjK|TWgD@O{#%SBnn1aM~9-WkYSpWG`hQm zj602)yV@0PF_CpCzRrjOOS9sc2am|uwLDy`u!VweMmx@Do}oa#JK4%FnF6+1Romc$f+j~Xg#>A)n!?+|Hqc1oH=h%d zpyt7NrzIsJ(Yg3Z-I@)Wxr$?98YJv2Kigy4ZG+7pG*c9RvWDTM9@g7Z8`!43$hekc Njn9Y=E=r25@ec@CJfHvo diff --git a/codes/QLearning/results/20210312-165244/rewards_curve_train.png b/codes/QLearning/results/20210312-165244/rewards_curve_train.png deleted file mode 100644 index 3353dee1d3603b2fbc38372b6c038635fefe1440..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 34560 zcmd>m^;gtg^zMMtCDL6AD%~vt0xAM3N_Xebozjhnbg8I_bT>nHcMlyBLkI&5anHPK zeeW-K-TMz**HUJf_?+2i?`J>Hv(Fg$MpcOjpB5hife^iX@%$YGf*A;bU@YTegWm{` zF06we;;sr>uIdgJt{%qD<`5NQS4TSsS37GHW_NRE7i$NoAdeuA5ErwRtE;1n1TU}s z|9%3GgR>>?z4rt4;7#xxUue5PASA}+N%_lB{}mYl{!Gv%r$YnLx8Cz&JtHM0P4HI4 zc=P=E^B>u7A>`nGz9l(C0o?yf^Z(Ps2{xwb7Am6OLY~>FGmq@Pt9cB0l~v}lrMkMd zcCnosZ&Ux+AKdghsN1rsr>R<+$X9>)>eYA65(D4kUJmo6lG4&o(}n?A%DhcqIy#=; zCnKxd{vMqwXi4nl<&`v*y_M|~cYf{(lhLnt{bmUBU+~^7vYRPgsU1R&Dlw5VF%1u8 zNn)f*c?rme6BkvUG46}^U!EMcliUeMd4F$49Z0gPq`OX_UZ)9!^61x>2Hf5VAY8^( zMEPB}-z-2y!K=)V*Lydh?Fq;nep77Trhj8^nFMVn9)VTYtwwS7H4ca1kwwJE^Hy;a zQ1Pr+&qGa@TR#5Vn@y}3l8EkR3djt`AxSP6#KOXAJnrMv^F8YPcd(f8uu(~ZaAexmE*;UXnnY%pQO_TN!Nzr$wq0)22*q^K7 zJoVSs)?RRICo0r$NaieQ{Cu?5ZAy*ZpUk~>v6Zv67B6ElRj8eG>EDPtXlM>-(BpAO zEDesU$qe=+u%$_Q@RXI6QAi-TYZlssr}fme2c`b(jOV4y4JpRbVmR*nOc8KgZXxr} z)->?iNJZA2uSR>_UL(;jH0_Fc>~yu<8hmwiGQ8k>GN{Ex`AaQF)zj0nZr*YII>&31 z2HLP+ZTfV`r0j4jC!pK|v2@>1rmn8;3WWXVQ|Mf!^+2|ChH-nC6Wk9;%D^yK@3xyN zY)feva4qc6c!aHzA;Nv)MM5vuayo4|oGtA`Eo?(B?ftK1-~FVWM264n*esb_w~H-a zD#)06!xyVBPYRJV0mTnw{ZI%JM|d$rhgVvfA#kNVd^}GrM*!ggu2W{*j=kiy#USBv zu-9C|B-=Gx;+=co5Rl^8z-%HI&s~s9jNuT=KbQ9ESx2s7jx{=c(Uj zy*Vuj;P<=yCy?U-F0!}SkOG#UB4R&x4rP+^}ns_`i_D^5FJcl>?)!p8pye@b0lnFhWz)eD?rB;vv2$B|%X1-$=R8Ok)dA1w4rBNy5q=Vi)G7wf-NRow)yVBzK- z^vL-pAAUSz8qW`&>HTlJ)epJYz1kU#UL;tpp2wmay3{c4VDq{CeGhY|WWwY@n3h*m zpw|N4hnW7k&8A^;^As_GHj1_3|@-&~DP;zO#vC(aeqt8wQAd#yS zzxfe|k(r-A!DUE1+_t1?3i(lY0bM7ct`Ml(a`XP$%fAIXvlSdKU%q^uE)+R2F_BwM zW3<%hg^pNA$X#qg>XvIHTuo6iti&%@F&5M4-}b0EaWr(M^kYf$WfYx5<0$WySC##I z^1K5q3uH>U)hKI=;N7{O%2XPKTCE!?hN{SeMH&IK9{%vV@jrEIppd<}s(z38KOYLH zCEdBeRIERsHfx!q63-|twiYAk32K;6B@v5&@*coIUf9*D zN1S@(}6UfuM!N&-1>r0%ii8x*X>DrC7W}&Y>0opY zAVHH~`cuD4eprp1yuA47gnF7xfPbXv$>!i%VZ~6J#YstiBfu5c?U9e8xk@RXuQNpK zYXMrleDUIu3$+Kx^Q+^2-WUeSDG;n!8o{sxHl_Qtw0|4ycc+SCm}IiSo{xZK1H{@u z-uUG8`Ce?Kpnngx;PdCtsRHKs0CS%0Ad--l(~^kB_D?MGFJ8Z12i*i~8T_;Hr=a*d zz@~q@)A5mH9Oah7*}2Wx?@q`eyPtdx>cUB6u0A=fb@5vc(H}G+4Mgl_S~?=h_*D`C zie`0$9U9#{Sv}l#r11SjcV(tob=^rnn3H zR+b0j@KY3*WtJPI?R2sEKq~)pC8d*p<7y`WKLAoO0URAlG4#jt+_a2klum~S+-3#b zoa9`g;I|e4^#{@fyAcb#jfa@G$befVXJ-LH%OSJ%o`ivP;pkfw?3NR`n~_L z3b3^E_8NYBw4SK8>fS&j?)(767n7NnH{Q0mE(}2IQOg~Y!!c!Er$OOqK92*vZ2wDZ z*h$mHW`-+bDT_wX!m;;Z$~hDUGGKeLK@?nSeZghe{A_Qw5tNpa{d^gtOFwtbA;{L_ z_<*b6yd3}Z%uM=h(6@85$2Xjv7Tu)GzEcJm3>btK0$RV~j zTM>SHjR<(1DV9LMQyU1oxs0}-uf8})OiSxklezA|qSAwSw%w-ko8l4^Z^CY`d2g?_ zWVFl8@TT=#h%PQJ%%4uj&*=gTF@GBi{xx#S@iz>O!o?e;utx z^Md~Qj8+sn0HX32nX2~mA_O4#2mrs_?D>87HCKu28}i$qMM8%D7Y~h%jiqj{PV@q< zPq_@6GttQ>I4m`;d8$)sMM}n@dUqK>(pTja9@m|*P;@gW22J1V0K^QEG1vuK?12Xg zL|41Pojb+A+d4m9QiCpTouL`F{#p4d?6}`~NPO!&>|+x^#fzQ195LjA%k@D+z^(sO zv3@`3ur{ni!W9K2B|-B(ax_{>xbJxmOs`LB8a|Yk&Z>d?XKW5;pf1tz zJ{%AnKHRGqE_d72NEfnh1B^@+urt4X?J^UENTyVD8wbSW_!_R;TKjKI*{{S9)HB>4 z#Z5rTCH6PuC|BA7^fxYp##A)LMd!oxfy=No^0)B{$SIS~D2gjY!0ky>_B9G=*&WBg zrBk{6TRu<8St3gc5Uplo*usJyqxUuo8qp0KKylgX@uVPv5xpEaKR}r^9<~u^6=^`c z&-Qu`SK2QCHv=GH7P-~i)3c1`kbn=Igh~afW=ZfnufKq=Nw{u9o`n-L^wGDS@MIr0 zPydXJiei28q_0H4GM&9SH2?R!KArCE?PcNOin+S-Z3d0PnMgJVyv;+XBl2SO z#4YOk_{78(3$;$o^WSrGwX19>ep!!wlgEKCG?=PHTTT2X1q6LFnzz~L>inpAUglz* z%*4c`kMMba3a^X}T^ym#k~={1AA0J-*d&avU%ZHb^Bs!9edXK3h?GO@9I*DRCo_P68p~b6V}l zZPwJ(ccTDrbw>&&26|wux~h05g6ch@rxl=A2Vh0&WkbqI>R6?5j$-tUAXU&v_2b8n zQa~Eegcjbh-qt49a*}a+wm+|3=lpP4d*_3e);8*^POT#g;Q6lmbCa5Qj&*v3Gy)-$ z1)8X^jTS+N-?aq1ji0nDEZ)9<-vQ9$;%`BT=h>{KQ=J|;1qDX-s~6~WT_ItXlFDR} z4?DlP1$6jRPR=l(f7eg$FEL#%8Hbx{gG+E^x!!kja%y$~N&uUPw!;B-y}8@2>(HbC z>S?y#jZ^04oDJxv`x&ARXH6F7r_-D)EUk!Jm2{yaqMu(jtm3r+&bc=%@{;RvQ5u%= z_5+4eHox!B6h|2y>apaNrVyOw;I7352n?or8nJCn$iUK$>Pjv%f zWn%;U>_y$>Il$jlR|!AZJx>(?Ub7XJce0JgLG3kPY|^!my>@nSsRN}J?{x#7n2pW^ z#BkZ4ebCNNLb(E){ZOA%Qo8H5viku__JZCh2J*Ldzk0r}(2?O{jps2a zoK&M|kyr<7-Yn~8L?dHJXy|C2izR&F9sgdoC(TQ+5Ev?pg zaa^T*sG9)-qs}1y-#^!C`*{ru!{g&)Ts*uLKrk#e2hx7z<&FP-%LWvP;)@r!K>qq8 zWy)a&t*x#8w>4T^-3#d}R`D;DmDwaD<}?*fpX|GF@<>ZJO>}>FuBD|FInPtOjQJF` zCkT3lGUyLl0Qcji�I4-_$KaEe6v&fmV7YCGzOe?}@FW8@UyIdmTOSyjP7lN^3<| zV803`F5WHE6f3K!aKC*hHHYH27@&rcl!H!X5OD1Vzm3-Xu;(rb3eF$#K|_P`mv#0V zrY1NU5v|aplczZK%?nAlzpe{Of7oD(_wV2LJnE$K+DOv$ z1Vq*g+_nbLB)aID=s>)cFeJ7{2(#H!pwjOEl#r=K{WK2r#FJr}JiuGgM44X9@$0|} zJgR!dGt2L6cENq#9<3d}er2ZQ(d%LGSa`eY4_IF(A0h09;V~QA9gzHgk#zJo=|J(; zl;HdS`0|AuFqRl&YBMvlFBfhW>Fl$!v(58za&lJ(>e)HE%eO8gC^zjX7e;Zo4rVl_ z5kr|D${pQH65w;rvk`82SV~1({Rq4_3jeryIcJAvofb@ooav3tB?V-OD`2#sJIY5o&PoRJy zB3iq6u%^R*F(OZL@j*52s`Ox~3H6qViInuCF*SOdI?6z`kufm%4TyNcINqtNUmN5B z1zrK7>5V*yU4(7{0=b!Ud&L1Ly9rEdZA#O=q<6PcI({rmT6hL%erNl2>g<3s=bN(@wFWii&eVsk$fXf!j4EFEfI zi8i2L-Q#nki)g5kOvF03!x?UDfb=QwhnuhN=K(e4|ww z_g|@~oDu~;c=!-)9m4y}4&M_;hfjc4n$*k#9e!jRJZOQoMUDqgC6Yl!R@=?W%~#uB z51oK+aomc-WK^Z2-Rvu#kdT0;+0BP3iHYrKA#An1`5e6MimSv0AcKB2X}@{_kMo)6 zKHV7)|NfoT|8j=|*1ZU#h$c*dmbFdiQ7;04GHcS?FV`u`1nmiJYk>rSBm9U-Nb&$p zw_9qQMN}Qkl(7N6rkBR~)aPt3vVCP4P>jO{zu9v0y``p%j*brJDk3TQ&w$?Xpfz2A zW(kjzFJN+L5&$&pB@z*!x5d4bSANFKrEF#OXtCaHt)Cb6j{pw9k4vj`Ih8;N0(APv zMJR9C^a7BWXeHzaPeBVz78Vw%^W|Uw+7~Kpzir}WZo~lL;{Rn0aHb6?VPBU4;0O}E z`7Xi0#DqZ3FP%NG9hyLj18UcQ^|RWvJC2Z6C<2fRU>n8V?=}S3Fg7;ktL}LT znlcd9%bGhbb$SD!e;)vh5_dI7KW^j!r1YVPNOcDi0R;6qfVTKul;)qDCxLFyfhSZp zYX_)%5>TUYfbKlK+-8GQGIth8Wl6Xl5Bf<0`gpw=jdox}mpp@kZ<7q_F%qE0G4NRU zZKt@K-Rj^1P_$8?_~bpDbV}S#u3`y0>84FDx_iZJ;VT3 zhvZ+WUtm{&)!4G$n^?CNCuucX{xHY?@-aY%)dVHRqeV+}9|kViRFUopaJ?^z_N0^1 zr6%sOX;h~5itrTh#H<)P(Kz69I0KQk=3Iw%&^a{m&k57F^M@P{Qqt*D#zIzxU zO&bt>UYlu_fLq+5(szAZH;;V?6kfRl{3$w+#r1!mfYk=i6LGw75$W zcIC#SLE!wN&8euUs8nExgH<=TFwoHSG6h_< zwuKVxjQ#BAhjq_Y+bf%xe0TWMTDIAmoJXV-6%(@#oK8#d_&?xs>$zYJi*M0G8;=yZ zD5D*|>1ZQC%Yb_Vv;^V|3s7-3A)zlxoSMhrl4M}dbK{?SPi%Q_e+x(ZJ7^mo?LPqI zeZavHesQuT2;392mk<9QGY@Tu1zQt|_E>;*gW6!w4wt-lxh;mX zRo=fR2byaEq!O57ec2U`jE-K*@>p5{i(Ll@`{V1^K;Us4mIPe)Yrd=nDs86Dg@eie zoW-H(loAL8G&|P=KEoCK_L>Rg?sq@b*@hq8lmEsNXi@{LqnDYg9C=ypwCJ6G%lpxy zN+%5r27vXjmS&mF0?aGmKLReeMt4~cjB_WTb#KnsX6!_O;-&{#=Q%-AwhA2n*LkX0 zFO-!}=;p%P3lzZ&VCej44M++gg_3~5cJZ5&>-H!1CmL@s)amm15XRT?^g(UjchFyPbOFBk-XG5|(Ax__HvKkQ7XtC^#R zBEa6O*+yHEjc0SV&EML9;aLvYI<$5L`vz2|3;KOd8dLO~@z9J1J(TIsLae$PK@sfM&%_IPKt-ppL+L#(m`hm>duXV== z{EYYj+PrcTJc5)Bmw;d`l*(XvO4s2b(2W4doI$Q@oIeqJCrzlX>62_z3C1uY4od@I zJ9m&7XAe{K3@P%#J){PrQUU?ZBP`x zr+dVn-2}Ns!fwkf25CW}g6^?3XIsKu22YNd1_^cn#91BS;@3Q}?5yu-|7XlQ-}2vl zSP;yoz@O6?%&*}73+Y_QBXIZK@FPeRxIZB{hjVy0?N{WyzA!;PH)U?$5CiUC@7u2j z$g*N2$wYVk*Z+P*Wfn-KTo?3{L)1Ra+kZ|^SKryHn&s-~2uVmwiyq%8{&zB6S-&Ln z8|7EHdwu7$jOX`%KUisnaNBK);23Y@TmGNR_`j@jq5-n)-rxlc0va(#<|gmc)i64! z5!fH$MK1KP+eRIMxeQX!bGN9*b3H-H6YM*f5TVHy!2K!Laex`m|0p!!2Ld$>GCdp& z9R$H(2o&o8dMpV<$i?MuiEX_XdUccE4X|2(YxFrWQQq0P98nEMX6S7I7LaYJ`G3#I zGtejS1Ogo*WIs27I0Fm>755=zP~$>;&Zg@8T7P=t^hS0OVXBW{`W^2k``?du{HISK zn;RP#%Z_4KP!fE6pyG4owkovTj2vU#ZLCzV;yLB{U!;}RwA%UmeZ9OU$dB|ALh%ycrt|7ysw5WcWMrfvo$qc$ zs3i2)*To|vaV0kWT#ln=szsw!i@ujJ{0ZaMu85x~#Ju!~Ws?|iiV=LD6)P#&!|gbh z>(_q2yWE)ouUyw@rpUhrv5+zt&*?r6Q>Nd~P{KIu4!gFSOKa7>)*&VRyQ5|fi%&>k zIc-kYD#85fvF!ooc$GGjeI6*_O@Og>$)Q))&>z&dRp&ZR*PAw0%}9sJXYWUECfVJZ z;?W<`&Cj)NQR?&nU%(lkM)K;xoQ8A6lOZ7$f9s^4iiA zmsipALTMMhHpxZvB+sTr`1J&8?-XS`|8ltiD}fJ(%Rt%LStBA-kjDfscB}J_TH`aU z7^qr1^QyOuES}!_1z_c;VP!7mVQFShm9?=ro*ca1 zlme^y;iQA0{8^3iw42Z9#32wlo}LoY5h1pmNIR;urR-gr(0lz=yM5%oADEPF?4F&R zdCx=$e2X+M)Tv=BOfZmax+r=}OYx%0*j!^{3B%K=P99YQOM4%05q zHSC#-FkuzikW1-dNw~e)_yM7}yVdh|TU{L#k_MUcLfRGFvG8exrJ)TEj=*u54tEIl zycIoz+_VT$1fff*@3p_k!Hc!bb&-FFxe!?Ouj7G+0HbthSLS#UhIIPH&;{!9y76$< zFhs0SPvXa&>-vr|HwQ|Y>*ipY+a=YAw>^K7cI&SHn2l8&d!FR}oO#V*t68|Zpsw~^ z7pdCpG8vvDI@!smGG4f&_&x=2XHZn=Q70PvA!%u8g!E#c(6bHT4KX3b^?5||^Tm@E z-`j~0@ber0__;xkq(V(ASD)Mjsl2W&+$t#CXu)6 z&MqK0Wz^U_H5tOX;}H%Nv5Okwuupq)IY83>bgIm=xkZ1H(|vEn?9s@OxU$q=z3~AD zU3amOHtqw<%OWZo4yqf7qI|o>jLtMa-On?Rr%K{Erw%rzKlq5{swsbOm;R8x|5#g# zFqks7yBNm0kd*uslf&e zbo>sZBL3QSIDy93I!?2nh?}1tyc#t9OV`gA=u>i_65P|y_5fPb8ba(C8hR%`+3 z?SI)%`SjYHKqLC2wYNd{CuYugxU0Yli~H+wv+?5BB8XnI&aOL!v&mstqU?Mt<#+3= zY+oddclyZKtu|~(`VCL>3E*1FK8^d%)y9RD%KpGDaxJF0h>wf1rKJPXes~4v>ltz> zGZ~k)6X7KKE@w4a$ilKhYPL>(bj}Gg+O#CIdCWZVsH1YG?(%ABor?VEAcfQM&E01x ziv%q$>{%~`=i!puGpy;qh~)VROLgpL4uB~0SzOjDK zg8Uw|w>yfCfSs7Lc9DlG^?CT56%CbYv_)(wc6fs3wn^__=^sCTp|3gfsIBG1iJsEz zr}2BfSlZ|J?=ucHS4vGeEUEB?-lYo_Bjnhzc+iySU2d(3Em@6VUC;>`5o-V_iF^aK>mu^4^!_|Y^PoJE=i6c+7Zxi?(b z4pT*79L|zx9B*~q(et&D4CAQDM_0l#Jf)o5>ZH^8@!Fj>Xb2V)AlsBF^Me3zMt}No z;qB8+ykI)P&wTht3PPZX*eLipUw2#?*HIIde|W)78Ch;h{H27Twvh2&Yw3W7l<;gpTMijjV-Z>8$tv0;W?>2%m)G1cnu`$ zMm5^CsJ^?u0%||+Enw;>==Sstu=Y5v@ge)*s|+UA}|wm~fOq1d)>CBP<1;@+=W*&pQm>|K30f%}#kB z^?E$n-hUsXtqX8iXJ@{K7k&H&%$LQ^f|aEWm$6!u40XFU7t=C*oNW~eZ47tp3kW~n zgAhdPEu6t~oaz_!JYVS!$^5jhV`_l<&^i&x`AvRZ#BtUF4W<=uuvCZZs@Y#=Tt+9f z9l8-fhHcD!R#04n@2UY$&P<#5Qs3g7|=3NJU);%Lsm-nw?{8{Xie^)tIjcLRFi+x^q<{U>`+y^eNcqwm^FrS?$ z8ZS7%6-93`PtBInz{Q=pk)JAe46d$t-w6`DlHQtG;o$$;VELyj-QHU2VkoCpCGlXN zR$!$(+xL8peUoPay9EIKSh4m4unYo8)!~z_u*4+qPcPWQnR9WYjU9JB5vNiYF8O{M zoJX$k5jf4tQTxp@AM0yaG+%R)D)QiQ+ogJ??G5*ITX^u*dT`3g2VWRpxZ?||;|b$C zrfYov-qzFK#~R{GA4bNRT>?*?3G3(*G4psui$n5*%#57Wj(nvf>R}^B!rO$sxw;Ho zHYN@YJuN)ZV=J@XE}Mxa{3E;y9Mii>pA5GjaFpC@2Q<#%dbs23IZUN6Sss<12HgwW zjc^Gy0#g%nB8ywuVINCOEJfV1vQaU8c7V13b43b5ujHt}?OMI;68(Y|_K8Q#9gi>v zf-?TbvG!O z!PSaP$@9ICm>eHruv}h-K92Kj@@EAbo8*!|l=HPLO${||wDet3+%$!^whV&|Y2`f(3v-4c*7y~yRm#t2TlPiuHUk`g;y?myMH@b2_FDfc? zhA<);@4HtnpN^1qAonBO_DzWHy|6+5Z3i5!ed=oF(pi3Pk>*Q#GT3!l=*Wl>w5d@h zj#+ZJsUc=!f-oqCHHeTSQa|10vNx-AhJJlrvbV==tWuVmGGlPuAv#GIH0(Ven5l=> z#n$$Xzx>RbiyRvKz*9bmM)fnoK%~?y9pFlSF3&OFGT&`MxA%z#P6#eZnc!)1BHokk z#$F=H@e3p!jEu%+>!9F1IF{25zskz=<(ST-7+wwm9zjExp@vu3Jd|#9QS?Wx^uy=? z*o7okC{H0}aCkTSXr=LNK~Hoh^y#HF8F5AufvWW`-F>OlgyDX};uS=Z_46?CRM!td z2r1~eSzlr2p2{hgYW;4ML32I?%}UR81I~vWs;B{vjKlymzE}KOm&~i5rOS>p)|7Ozx!|B|SkgqHoHM~9uwuY)&uXGje5yw) z=F=m`5Wd~qjrF`=_iV`Dg(N{4R;fn{9%?aU8R-_XLn_M)tw+r{!nV~v`S=~-!u>_A>y97} z0W}|E_T<`v>_I2@!9KNf*CUW_IZ@v7fFagV8x7l|-&j&eb{r?_=0K}GcbjAkVh|a6 zZ4+3n%D5sqNvz3B#b7%~r;9w_@yE zPl$Y-dPAUHmknP?tnY9dztDdPn84_CazeI##H7ixb4Eu^jK#u*zSl*+@Sa-#T6MI~ zNMiy=kGMY6!nZM9MwAg^v>-|Niq!kTa>rNiEQ!s;wHqwh-X=>$z2^KiDf=Z&c7EBF)n37DBV&e$YBage zkR^bNhfAxSE{HAU%LIK?CbSS65OdsE+&o;#d=$w&+rhT5XhM%i#zeHFOMH}U4?Z_y zQgMpz{rp{uOUJXIwM`CBpXn+qT&&NDohQCWPuaEXpXC@57TnqAP~cu+JkApoD;M>e zZgDMR^yEh}$kOI3w>u~g1pCY*)@j_0a+mur2YbwycD0VUS%wj%I^63_DtD(q(Z(I9}%5%+xZ>#E+P_l z^-S4ktie_tKAesWnCThjL^^7`Qy$uz|FaM+2hp&9+B1&u^3S)K6w5>v@2IaH5!@_v z+MY&9-Acb52Bp2jF4SM}VU=T((3Mc`1;ckKr0tde9q zB+-gDn9F(edzAZIVw;A!u?x*~^{L=s;1X0Pq^;rktI&m&iwdX2HV9~4dEjf;DKvjV zZiQX1Q%R&<%o_f%q#A2{OD&o?9olVRI8@KDvw&Ka!zXFdRBJ+UAPur27A-a=d8g65 zex{I8k4Kc?W~Ot_-g-}Eu(L(QM4ey@Nw~4~Goxpq&-_M`PHcDGbE;&flcu#{n{@Yq zBu9K(8|zdPiZg3Xciikm1R6i1wtJ@z0C%0huP^Z1Glm;W%|NzkvBI0IuxGy3IUMY7 z?zVPD(JH@*uySyaWGr^g2K#(U za5!8^QMNYfWtnyzsj|hH6N%nzFVO_Vx8a;P(?^k&n$mrL`1@Ns!d7CnhiyHaCet@| z;7R|u7SVCUUGD1Syen4-0{;XKP(}iV=yJiCQIAmbjtwe6V`|xENf$F(M&;= zO&8-_s}BZEv|t+k7&}1gXxFXNc&OyOV?q$Uw${e-y+!eaok~g}_7U!)N(Sdn?acy@)cNr{Vzc#%b%fso4_i!6O6SIlQ*Sut$K=@d9glaWXTLU0s;IBv zsm+a29z>wkbs3HYr)(CllyK)ao)%eR$mI;h&X$Wt`{maSoSO;Ld02o>B5?DW5%dkm zo5%JSMy>2oQF^Yiq0E{hG-*CwTc`WA(fFlls$rpj^ z^&?9<0WT<)Dq@2<+(UsKQ=w8D8`oa3l>SeM#MF;77A z8P04`=0cHmez$6fG4+D~OArg9=yPF?BD)qC-$+;rh5IdrHLAI}f# zFE0D?O$A(t1Inq$Kd3@pzwAHBa`1Uo4L2}PtIKYwv-V&IR3Rev>=rUK#A&it+^(se zR%1mM>@C73u+Z8XBX!0gQG@6EZ``8G&{+(!C!X3q54SfuwNQI;zF;OjGsSQDQmYBSe#xw;m%@XOLF!s{vs;bjv zNJNFr`X0@I_Dk-I!|p+F8FugPZj&-<|MrsQe6u+czu#_lqzY@>_t;}!|Fd7uSeSHK z%Jdxu-&jyB6SAdm?IsW@_jY+Aq8D>OCbvF?=vi#|C|j5IKtz?TBPq1gZM*5Xxw2C! zRVr8NImIvmyHS;Kq+JXt{m1^&3bu!2nzB5Uuk}csIy`oRj7dzkKI$bG&M2lPgwG3E zO;nRzy)+lD7#ITJ{#&Kf3g$f4MK;5n%taQ%G9=2gHYX^LX;}zMe$oodS{%*ru#Opo^}9J~mS- zm=(wU-6?||NbSz-;5zCs%i4hf|t8BLtNSdx6eEZqe~M585>qC?~kMs^NyX@`_Y$7L`A6kLolw44+I>Q|orGx6_vOHDI@At-uw;x3U`S zDxX?Elzh+Ss9i|?ZM2r#-5H-KNM0TnAFm77HsWDDUh>GJ(iuKG+3aOX+E7y3HBpDc z#Qs5DIMnDm&J{|xl=W4joy_G9b}?8uitxa3^WN42A8!LR1dPUeteBl8h1p8S^NXCT{MPK z2v0Z=4arFI5QFgC_!ve)YMm4Ff~E@O+2(|!*8`YJHh0Y>sr{YlZszvz0{tXK*E5L!KP3r-X-V@)}COvDZ^3(pOiJx;*-dU4i594vloN5q($B2mxL}MUsO|{W{phmmtcMak@eHvX*Mzu)Tk1xM zbi(?B+De7@W2&?*xk$^h@%6NX6t(0HQwz4MnC&zOroX(UP~N8Qmr*)puW8xQHGB8g z^31*$7$7E+ah(`R-zq6$z(9~6KhQ145Ucd_CWNvCQVdUsn-?N+P!NM^1X#RiM;HI1>Cu@}$_RrsgV2=)1dkzM5lRpdeRZ^%VU#=in4s~hkVy@W9DW{ksFuQO4OicNf35loc_}| zkP2p?Jm90hHva%=Vks%@*_f}Kwh#sbt#TK`Y6ps}8cb>$8xFymh@ZCate%btmiYiZ zRelnMi&s8+GlI1^ygmO}vstgdF?9ZgOr_hayyQ`IB{q2w0CG8mM%vqNf7U+9Ylb<_ z6zO?+D`le`DZt!mO;kUeMVuY=`VT5}W5o(Bu>0>>N1!#cx+i|os+#wfNo1R^`^nh!^`mAzIy;RuCbTMDdfUL)7J+1({#*4zQn}nANKG z09v3+gdlK9JTULfW@rm$kDh?gWG`Sh47M@RNwvfD=S2>&if;5*&jAB4JhvsK+telU zQgycV*DH(uB2P!{0g~WkrrlPFOrp#AHuY)8^Se23C#I)SjO_!%U3HcWDivpf zMTn<*r~u}z$$cY6f1=!0^;LqnmZc*zJNx@(UDc<1al9ZUqrtfp4Am66g3cB`LV;-R zzDHcnD5B})Zb0i+r{(7hxpW(bYvMK5Qtz$mDxxr#0UKL&t?T7JEc9fUsdy|?v@qB@ z;M;6apViFKd9?35Y|-ntYU;P;F;kQ|SCEEqHt4L`M!P$OhPF>{tOXrwFE#Zt*pozK ztkccz6Q|F=5ylme|tCOY6M0R6Va9c}pOe5`sjYn(ZK=v41k{4_o<7Y02 z+L9KnvDRLXW&2Y+3;fP1DjRpa&r)sgK#A~&wIXk;=EwbfZaO=3GFTuBa0s~oGbOmgJPz9(&P1G;7tuFszLC{7{s2sXCM0OVD0^+LyTpNuV z`jlxAdQ%a^B@HH3X9R^htjyKTd1O5NRkx+~oQ;b}*VulHl&w%Uc5oIPTg`uhA6T^j zN*G9z&k25?8Zj*+A*qJz#{_|ZegZ-uzct10pCnsjeZ0CA062DK6oIABD-k;PUt}&; zOyynt-zx2CBPUn$1sDegklX@z1ZAe;mG~a5Obwtb1*LHP8J zqTqkzHET+#v5i?o010@+RZTH4%;{bsvse+^2b#kbJoDj#q(Fj(6RDY*kH)29$Xq0@ z+dcS`bTH#ZVg3~D5stupN)9>kBam#9Co%l~{e#}!=`5G~kFD!~PhO7iVgCjgh(dL;+GcwB3J=K zKerKx)}5WihxL!+47N;mN8kwW8gLNfGz-&+d#&kMQ74&WoxX1S4zs|3?9I1t^KEie zswo+D(NdEz7qzp!Q7VR&{BQ+`icc<)|3@L=AIp>$mQo78|I| zzmsMF7Db2LU~fv-{orp(ei|#&<87JRj?W`>>c9n8feX=Zw#9@WIIDyg_>Fi0s^(Vw zwWkx{i+~Hh(+pRpvz4ca!~z{exdcKRChJ>3om{l2r1v@kvB2N?B(ODHgNiEWj#ic) zPIbcV?ryER2xhjuUeITr&bdE%)lhJlMI0Y&EIY@r`mAI*CiPzF=K!l#C9~A5MtO>s zE7lYQKj}Ajcw6kYyezNud`0>+6{MZmaMI*OiACXjwjwN%xa2dp0Y(h&$z9mrVn{kv z6iaz2&uY?_Po)%#bOI%}w>Uh44R{gj##gm|ogY0rXWV~ZAhBEIT_6pW*30wd4?zsO zzI|H+F`Nw#i*1j>s`?GC-Nq^kTx9r@yH@dI3$o%ysqU zTMqVu*Zq)kp=Det2RUGA+D z1VRlRrJR3@NU-)$L6i$1$z6Pew9oHWhze6pfAb1cg5FV|eLdb$w<3BR;ByE6g!xg- zrwVBI)DQKfrzPOjl>X0$pQ|EjK5tdIl~_*NKK~sI#GheHbR;fo&x)5V0lt3oGPS!I zL`sO{@R?#WqP}_Q+e+@y0oL}1B#LL_LXWl1DK7{tWQ`e zRtCRthpo)tt1nOcl@VkJKiu2L5xdk2$(^p78&`Y&eElwfQC21Fmi_Q2flJ2o(0$sm zB7J!X46^O&Ra~X(OUz785;z;k@j|Ds%7~zpRW!v2>-^yLN-q^H?F=C(W-${(PcX;L(&KbF}qK~IHC(aqX zN_ObsDgp$&0$fXdA*#I1|`gTkem|DzwOw}0TGS14!b(f@x)Cc9CbV>g|2(U^N zSjNw?r`&(C$oSzER_VD2UtRc~ifwxN#YV}4;tv(mcFOo9RS0y>^RUXpR z8bN9>8lU;6N$&oj?2f>kRH3oJOSdBoNV2goXmB)Ei$KjsJY;}gU3g$LR(BsQrn@E6 z17vhJzaa9XbjT+`Xy?>--JhAdU=y#b=~8vp9U+7#4NaBHn+%vkysim8+vSen`|(Pl z9||$4@0*reV#TRs8Qhd%P$D8^6kOR=1P;!WE!k)Z*9gzK~MFSnk zKVpnLrnzOBSHu|e_LMMu1Ftj4zvJS&Pe<{;?l^x&4!SN_H}J{j;z=V63i$`swlmQi zu{xWV?}V`*nM!gKJH+X8eU!E~IyMF*Tfgx_=YjL6!KV1D<`rHooJ|3j@&_^qzb z`eBKtYe;ZbwlZ#t4>5B~Ql8rnk321JH@o)--Sm$g<_*aUukZsueG@gYpQvx!0xdM* z7<`d1xrf*FqPU5U(hkYp5rJEkQcqe@gSqXtZob_3LO#*HSks+O2Q?tY{7SmO<3a?Aw=zm864Ca zUBdpR#P(QgP1%lakMt@6+h9`DNFoLS%68Is+{2t8zKr;R7`Pf8PKk%AX9%k9SM= z^whTJ{g}fSQ7(b)(c+&ax<{E=Q>Xq{XwWJWkS#t`X zr!YL0*wJp!T-dxrS9VzWb2tiAr@Nu`4Y60S!vmVR@YF{visZNpA#8f*$w zZTU1!D`maYa^WLKQ+g*}@R=9m|-WXdOaGN#C5d3p4j&iwIKcCO_& zS65EQxD4Zop_{)<=>=71z4^+#4k$+VZ5(&*q^A+aUmvC9G459USovV`nD&Zxr{FHv;(Oq7}4 zE>q7e1Zz3!ci0t?L9Z=-jr-z#wRZ?>MPNFn#S3lTU5kWf+eRL%ahII5wma4&S$jJ0tSOGen@gqupE-Hvv<9G`2Ox3 zmmn^D;NJSdq_wNcJu2MHU$#`;{VriD{4z3ecboNiF~#M7TsHmceG=BJf2XJ?;~j0s zmzo_0lyI_^FaKks+WfPpT{Blv8zs=jy?$degC$KiygZ#(ubasuHG@|^%Jy9e`sb_) z4PN0%J@ztI_{$Z7m-h2=u9y3ZKdM)+mZSbdi5`<^D4Kt5eBL&U`(gF`H*G({-Qg=8 zlRARW6d#J%O;l}s!5t4i z6p3*yQkeVf(b(e!l}YOiHDJZ`i~nFLbHaG{@}=(lw1U|sJ>X#ZQgZ&r4*7} zdEbuRgpel5_=7&vJ_jNwv z-<-Z{8Y;!4P|nCN?su$6()b>ft2QPQIYDl0$!#v!{Zey)Jj0GK@2#kQKGWbFx4Gz!7;*64pQ)V z$)_lqK_Tvn`#m>u+4tF&_x7^d|E$WNc<5K`Bg%va4Bl|xX{;Z;kVoyq7oSiL-fcFJ zi?TFgkim%(`f$*_+odXf0g5~3Z_U2vA`x_`n&l@yL3LTgp&PR738g!DFP(WN;eM88 z+-(>h{U%p(vJq1C=_eUgu_r6!=q8TVZ;p7d2s84=b-l{WDze=V4$Li@Go2k%g8uDDWw#+`Q{j^sCp|7_1&Fv z8!%Aok9E)Ee>5+#2~*t9oBvj+^>CHLe@}IvRx)nMzjTGU{`T!_AKacjMxW8SMCDM# za|C*pQ=si)*ZF7>QwhrEW;39<+6H2w{eNviNh>I;z#u>suvKkN{oflOK9NHm{|roD zWTHnI4_!5b#D1if_)W98=F*E_nZ53e(0sS^3du{AF6TTQG%x$IPxkA+5xt~53G4@H?loGVeAC~zPYdOGEW6TM8I8Y$t6Yw zlO(pLou(~tvWX(w&d+bj?cDEzrzO)2gPDBL=)7&rmDT2ND$G2H;Yw zY3)g1t$8^Qf<_#wH<3-+nk>#9 zv$HIrY*Arl%v@kMphEkXn&?zisPv zH*P~M6cso}zR@t`7lTg){Kz^>Gl`r? zZ3|Y^7h6M-Rb&7gjk$)#&Lx%Yw{tk!tS}E7^qyd{TdjgI+Jn>Ee=M~VuL$>z4_i%k z;>IR?|D&LtVF}Bpy;Eq!N+P4Y7ZFOiJ;%7eQ9PKL9?(0IcK`M0)#JF@Z6gpnTg*1} zCHso@2s{7%?5ma0w&=cu5ceh+sb1o7o!ho^9tQVe9s4 z9`0SX4wkX(@r^q8c&@5ch;%mF0GIry9yBeN(oHB2^lVqrE@!T8jU)w|d3WM*m zPxq$pu&s~k{26DpRjr`dHNJ zasVCM|I}v8i0Sf+7PT$Xg1!63F82CU&z@SYxSlvHK=1RE`Zr@C%lwyjmdRqq?(|p7 z9wWd*Idy8KS@UA$lm|!Ic9Tb2zJaclU({QlF}eI<34C>YvF9L0Pc_k5R`2J*wmJpg zHFGb8#+eQ6q9(tij@{G7(_-*pEC=EE;HwJ-s0TJg_i`a(e8Z#|57x1!5fFElj-$3G z1#5ERoMmj7YyAi4=7(@|Z;L{_4}MYYqnuEpN;03pe zqX>+!(OyQiCMqw{OE|{6$c5Qel4D+To@T8cO&hZZA~DX{yW0lFF|H@w&Av*vuK`}Ir6>E`s$%qwhXT~u=e+rAUjFseWvim12l^TcH+k0I_1t38*<`WpYEB< zSV`PZDdmFLI+{CiIWD~{HC2=R&5Sw!rCV_q1GqoqE_)5$^^LRh3(NA%#l?aI&>^K7 z13yIU%=XAnC_k9YSW3F|!HbI3C7^dykaJO&|8)kV-%YUli#$ysQHtE$XJ}zY(Zk#` znmdZC`Cq@#Vvc0l-LXIJY~$Q4ipE#2q{gq}d#ye4>TL{PaGAOP9CBW)xYwWPa>7U8 z8_97y2|JrsOXNs--1iL%xOV>p?FJ`YSvexR`131M&2B`}9_uod8t_3>&v(C=lg${8 z7%{w-I?x^NHZ$3qeA#yTY6YH$O^Y>YUiVU0UtG%jZ9@$oM?P-VjVl-ceU~|Olh&2_ z&QXFf_YYG2-`b!!Oe2LHc8eBV5H3M%d^sk=1?TWk>~HdsuQYh8^~UK@AE@Hjj$(tp zj#HSDE2eXcc?wU+C$t`qCURMq1^BR0diY53G1Zh^GCMD9~O+^ zPV{4!*>)T+3o|}rNj+@6r2(vI3|Jud&o+v(ZsT09$Y%xV9HVL&Cj_RweJMDMqz6YoH=vG^MyC>IeLOqJJ03GyM#|2TRms53T@Oq z>^OENIF$%JgDPS9Niq4U3iG$5C+V;KTAQ~FWKczFhTx=V&nZa+Rl(yYPws$^%`0-| z8Pg^yJ&Ve#U$Acq&9wVSGe3R?YZFUK)9drbzdFEh0Km~#^FDL81K2xImrS$)p`qg7 z88N8dff~j}tu-i$S18>J!*R zATVRelFZTx7RJVUYuB#Ldbx3;d&VD5PVPr!0@ObAuX=dk=FR3Sua!M*iuW>te>wnH zYSyQljY%w9v3>j4urU8j>-KQ>4Hs|y^BdlglbgBnOOW~i;G*M@=og_mWKrhf^ z;voy_Jer8zyRTlosx#1Xo&Fp@Hd{82opKQ;8uPNU(&@E~?#Hn$Yo&xab20^d2I>uC zu=nZfv6StkZFs%pnw59o3|M^7oR2oBT-wxp-(8*@#9L zC^!hmWDM-ke`;T0U?WdA`a;`fW6I$mrY2sSmCRrVpLhT}Zi0ydhu@d6bE`;D35T06 zx92dnG!?~dvU=sqU#W8za7&j>5UJs4QGj-D!-j4l))vY8DM?PWLrK%)s^?^i#ApXC z%)DYJ^7PnF(=bDFr>y`n^dehyIqfjC?}L+-g&xrPj92Kn<(%)rEDImuy88YD3lx(L zan(cv)^~0ntO?iN~D7Ge!K4a=5mN8y37ZIi3mEbPnbFU}xzw z-VSdvkG?D&#p5^hSI_v7)f(@(`*kcY-g%FlsNMpC%iI8r@k33HsQ<1?B_?U~#c(Qx zuM9HTX~KRok`uQa=f-NXSKxkOb3Ea74^C$;bp~IooK52@Ngbba2&U8Qa9BjUf07c5 zY~KwaZe!60la7T&e(672c5tH9#t$Wv@JKC;pPreIXlj+lP*qHU1?~aJWJos`&7E}2 zcQ`uu0GYV?7>VMok5*0pD4K7@;Er;RFnY!a(|y8SeaBW96WcjAHg)TSJJ0n6b{Nvn zmS~OXDvd+BxdQi^sNj8VE4O{@s{GJ6N!6mX@u#@3&P0st)>*-run3m>RB^FWsi6tZ zNDVnwx{qdnoHrA+CI9dfJIf@qw@UPyzqmJ6;8e0#<2l7J^m=C7g=5k=)co&wS{_xQ-MwC!&EY4e4 zUosUrN3x7Bh}>dR(f*p7m`NeN!Z96_JReOIPmfV>y-aP~Pha)qOTEJS#}k3*=hjN) zfB$Ivy9so`ca`Gr_J(jL!$UDo&5ql@+k`LN5`4uf6;sB8yoBhEow}UH+&mBAm|zYX z^tlDET-x=5r51SvwNISUixvO4n6_!@NGjiQV@uI=16oXMnl(C?4|UtHUru_HTJ1fC zUTPR%%ecsUUS?s0o-4unV^T<%qLlwB8qf${kt=Lz7LdZte zi$8u=8*zE{Df*{((N{E8yV;me*>v<8AhX`Z0O7i;GwirNNG$C?rvA-XgyB3ibVc-y z{w79dCM#Q{gk{Q|tQ2E3Zp0219(S94YX*0jB2ADnOVPxz*D3s{Hi{t7v{sWwr%*Ki zE>DavpYrl;;)~a)-{W@kAr7jRP|kOLj*-&tK?M8O1qSBUMuQcnKV<5ZDV-n#JA38I z`V}kKAatFju3pw51-AI@kB?0x;vV3WMZWFT3LQqPq_8zy82lU;(EfYrEa5d}d~#4> zU%H9N+;7O(X1Gg(M{s)H(D#!aufQ?ctlhq}7u>vEpm4nF-|h7DFWC<5hyNLVCFXh* zJ>ME4SXVEa|EBCU#fswv+iRda6WP4LelG^m#*Uoi{|mQF7}#BNxt5-e+Gq+tvMplfzLL^wW6{uxPE;1n z2WN^*PahcbvB2xC~p185Mzx(adSF&$nTq=!^B$=PAt=+S6>%Wpq zlucqVh<`iZj5KfR0-}~t4NSJpivo@&;&KWAqf`AFj?bxh5TIeC)5VKO=MpJ-i-IwH zd>f688AK)bA0PA^v9+}H%dKJO+b=qHTp;na!(UGaSII~;% z7qVyG5>*WzV^kk#{*TC)MQD#w&Z?Zzd|s++V#_2<`m|B-{nQXl3xB6%-bN z6Um{kvz};-pPZbU=GAD>p4+_vbmT1{sIC(@t7wt39aKNND(@W!IhXQ*;lLCSBZjwG z&#NxVoN~p3&vU0*@J82EL*5v7R<*(*Px*0F8{*N%Vgqh?-DVfWgMQJSAUAi+hD2sLt4 z{<CqO-z+yOFx-KmSHGs?YESIsC=*kV$y$WgU z(8~gxRifNxOee$j{-R!B02930EFgl$#GP8~*v{j3i@lR~jj8uZx|qU!jd_EVq2#n* zEM|1Pu27Gx`!MF|{Aaz=%7+SFuWhDx;3v%MJMW}kU}4_!dU3HWhH6|_gkIXrh3~Z_ zvxf_BHCbH5B9(6sr5D0^^7NF^iDE`T5vcZw`zEg0Ev8X4$eD75%ZOw;hHh1Pqpo@s z?g~)Pk77mc4{x;dgmwsU#JIFd+{YM<;*11>bu(e&SM}G;|4|*s?%73 zz$s(kXvx8CA}L|PGS2-bI0`AaR50z`DSL{Pgdz-E@W+>8`PhU8NdFWjuf*}otI)bbKqbxfMHhi?Zlc6 zRSEc|@ZzeR*EM|kj4fZMagRvASe!q5pXT}^fbraK3vC^PR8)P1Xll0&!9sS-DlXDf zpwPaGX0G7q*u?K*O=f<6`%nlLw!gvb-U4<75SuxI%y0kCe(?Bdg7Tl3AE(;*%>eNF zp&fPU(o^u{5e)+(M#L5Vxv^0iPV(|DIG$PAg6O_urYW4U930dUIU+b)RlS?m6B}MZ zK>;xV;y{=on*k!X2*s4lL!d$o#c?sHsEQDu2yC9VY`+djNKvzEQxCqgdPJazDDQ{# z!dIh@5wT!?k5dSqg9BCv9O)AMCs;Ax-EmkGw;|HN-CYR>hf5jovo$~}qB-0(;5#56yAwAi3np`5Xm|GBHUkjJgJV;fC?fG6;uA4TtXXQFUll0iYw|Z+j)4U} zix}70%*-XVZek~II)eu&v&Mb@$S+?+(0<93gDUQl(pEvg729|1nh&0{pVCGK1_jDO zh=18ojIOYpy?S)J@nKD592^`-;NzEj0P(WFdbJ~;!`klTbS@%-G>nGY-y!nV+g>wH z&%i(s5VJ?S-E+yYkPvXHQKgaWnHthecM0Zd$&QcyAPp4XX51^sSWHN zk2CC9II)|dtNU^4YboK8(`WuXbO^|Vfu_an$6XCS@!(}mnhM2EiPchWcf^klkLiBB zSh=@zXVS$X9reGttYA~i{^i6}bkjctw7zt9HsP?c1lmF*_<~dUY97B85`JPQr;LWR z#xmdllMe~#m@FY-mEvuB_=!DeLCx!nF3RgGiZ(-hW&q7ix_`}{_ zjxa1%(<}{*%OGcr=CW$nYrm%`m#F95D1(@ZQa0yHV3^Np&7S@xnpk}5Hunb<&%4?8 z3%L-&%*`uag2Vt$M6lpEod|kHdjyRiUUe)~CQ?oUP9QoYaS*WCKJ%E_;t)C0I8#J) zU_~IySdpMi?050FjOtmUc*{QwldH4*6&K6Yg^8GZ?LMC@q%b6~C1=)(4S6?AqOZq& z*d+#%xwSY;Piq|dm-(Q0ZTX+6`s$Sm6A1r7)B#Bh<$T6wY=?(b%qazU5L zD*D)YMdsC|+^~TQJqUSiqpjh7*NTs9h#4GyuC@Jd)>TK8vZhyZmGxr1V5_FTYkNNm z$5ddao_UJeYg99qYNM~a9yj=KMU%-CQml|tua+Rx=1Nb$|7F`tJU1$I(TIK|y_d1RdfMgp zk4VkU#H8p^bE@0sDFQ2l8#-)Ll%+r}y>Uh>g9_vNAAGM>gokM8@@fQa$Ws9JJwtq_r-9xHLIl&L(Ooj%|UcS5|E-o${C`1+f#5Ud_c5UL94YUJQc+C*_pIx#)G@2V5*OlLfSt1#e z`_sT4{F{$q zAOgbVp@B>1&e_|5Nw^95IVIn|?RuwXNKJJD>+cJ7*Y|xj+2!!z>Hc#l5yY45-)4+s!+}odGGLG$Nk2^A3KAtEZKcclVm6c5rHdm z0!?}ls|8|F${yLRaV~D%T}!M+aA5TT1k&9|JyYtrv!{Nk&RhJi``)kbOMX7Tk6y0M z@-BJ&`02A{|!~K8sCU**iDu@In4&K zIWoUN)xG7K8|bf94V2_WmH@&p$h{LMh)d;6Q$NP$mMAAaA6Mw5nVp z7q_;y)_ZXD;ETQAa@OwokmI|MAyAw10EFKU9q#`D&UnnXgjzQeA|w1C4JC)K<+pMC za)<(PST+{{?u+5(m(A<>T25T!kmrOzz&N~JQ&WV86Jju=;(^}ougSyx z84^tc4|tjWdByo?HF&a*fYg1GwDkCV_#F`MA(DR5)VPNHRpiZifzx?#Kw@XGu=E!V z*`&<>J9WOjy>SwnB_~c04|@v~BaxBH*uh`IR8U4L02DS_O5-O3WyL^W!t7)3cXS&V z|3&gChY|8@K)&11JetJ_FI?2>qe3zP5L|(p2T3b} zx%^hb?8{YmbY*pi`y3E*ZSc*-Yr*w8d+E|@xCfXlynK8YGmWOBhu4edGf2+lHdAynVrBscZnn(5!QrDIwl|TsW0GV96ND>9kc1?2CSOd>qGNNWJ)o?0Rlk?S|YhK zsAF@6drd{^HXdTZhQmYD{Y#$?7S2;syH{BiaE;CYlyW;)V)iq9v0E|h6q@> z1nWm4Uh=`8Kt2t9Egf&(stgZ!*9LnudNMad0IRQCVL0tZO777*0V8ZA3eYT(58>nI zA1sKrfQ4g!8N8eH>L`Zu(!lWH;9vwymSa;~Yh<)=BHQ&-faNB#T#%O)5E1!VwL?)= z^*mNg1YY#L-E)O@Omq^B*oL;yk^h}Iz>W)hAu7&P>XXqzIOzMf7Yy7eQhV3x!J*P$$my1 zSYS}z`@~f}W$^ozk$xf%47SW?MGYehx4(C0kJWvbiwlLy?_CelMXJwHc%ywa2i{y; z1r100JC-d_t#r?*$`I$Z!(I->w9;&>6nGaCjut)wI4OY!Q6Ey3EMdB6o5KOg6=+_l z*W`XmcYH2Jfpt<{q8uh+Xc0q$;zQnnWzb&ve;)z3X7@L~eHat~O|>FgZqW3qxaT~X z>`OmHO|pO`h`RspmoJ+jwc`MYLOMMp4PEW`>9l&yk59e8xRq>ktYq#=F~A(`|N*rCoo4XokhfNy7@L{IZy4+Ml=?~gnocvb|DtL<%50d zu%!-A6vpOqd93-t7SdCMwh;XKNCbGgKmE1rJJc4>lV%+v59P;yPSEjI2i!6kG8q#k z=nh#glJ@OK9u;Z2LHATHI;eNrNMF%1mzev*AwB)d*s{!1tp7&0(hGYxz1TK9)K3iX zoSPEM0{c9HkPCp9Nuv(3Ii#OUszgrO7VF^dawu8`fuVVu;-E5Tgd-t;2vZCN+q;}3 z(cEj-U>4E41^)+ytAMkc8i!mhN z7}9jW&T`-0y&b26PYELuB!uc1f(X2z%9nxe#L*7j`~6FQRAQ3p#n)bDC^kW5AtZbN zy@*%Ox?K2AiUPZ}Bw53BOph1rqK4w>w3o9>-8Jc(RqgK1wGH;>_kN5)oOxq{KHzuEz?q*&m3*89NE; ziu7YE;qI+{(B!$qr^|0*yf69TtTuR5J8($m^Y#5{oG*9dA;R*g$-YQh0(SY#zMd~na0|unn}HJ}mhczNq;$fA&N@!p(Bc&Vo` zr2rVDaD4b%N&za+C$UYDW;$juNm-tj)aZ@;ihZS-WX$1Wz|6MW!4aU_@2bu`3%QeN zg~~K9`jBrKisz#!p#c)2IERj!jz}ZqjxsB4Tqnlc!oi<4-OKK74orsy)ASZ-~~F z#%>Eerqw8kU`S{a!_C#rh1^UXDVd_Mg7k}lAy{XwT=|y4JXSNLr2`)-Y_VH-M=x?e zmEq&;AL?2I{mmCppA}cOW1!i}9|MON7Vs@nR*M6XfIGAkVKDYvs%%1m4_xsltv&<8 zekJZ{ zws43AUnE#W_9b>I6lQG0MvOs2PHRh!5ki#&^gBi%BI1NJPWegz30s^32eoyS-b>;f`tkgknLE(0u@Qu+z-fM+_&Zyw))U+^8f8p^wR z$|pmo4KBkoY^ijdO8^V?Og}nm^By~>s;EG_bmQ?VNp+XQ&f(j4>^Oh+>~aiM@V361 zImp(~ACyJ_@Jp1>3B#0q^l zNMM(*7^OFFpxpyy`quJcoRg3(A&d&@Zq2VrX{4XUK*X0Y9qHU7hGNl>I8Uy@h&!-w zW61DP-(g_h;W!2Ulph4Oped-K;}SlbBoP5R@?Gw$1P%CHyLL?+`3iLcKCqfs(dhs~ zXU?4~fIG6@#AFg&v(Bn>e0Awn?w@Go;tXgT!Wo!|wbi*?#Zf+4ie}Ryg`TsT$HyzQ zeUz4(+BUwy6HpY`j#Td?b4A1#pipuiJ_>HX0^5Xuuy7p2$bkZ+b80pqVg?Vq9)sEh zc#!baVvGJ4$wD>5v^dEbaweCc9d#a+jik~&QB-sl&Y8%LQ!l`$A$533_soMNA_jkM zH$(?jo!`!a-Y1LmuJto;FIQt3>jWoy%04Z|&}+gWgV68eo=>$S!y4F`8J#W9378`D zTBuN&j_fjO_D0m&pU=(Jp=|-P6&AG)4#o_m^*|*o1X=7Kee;lqu?W!}xMX@*m%vCA zw}+|XITIOKLIxLLOB*u6Mu4ew7?_Ft4ZM8HQwuBoFH~p}e?OO%>Q^_3TXs(;>1X$? y<{mZ1M!lJk3Ihts9_|tOzf1T0j%B_W;hE5Hb!3k~_I?Kc{jq9;e##2FL;nZ=mN#es diff --git a/codes/QLearning/results/20210312-165244/rewards_train.npy b/codes/QLearning/results/20210312-165244/rewards_train.npy deleted file mode 100644 index 91008fd9cb9d539462f0955e80c2166c71ca19b9..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmbW0xl3GO6i2lZ{41t=2~06q1+ht!PO(Wbl??HTf@H!Q5kb;eSP0r!NRl?e!a^a4 zib1l7MokorK}8d{sBwvFVV7~#bD9S>PILI(@9y_ach%F%>U42Yb5Uzh8|I!xL3tvm zXm}JP6G2@zYKk(?YqC*ocx``@Y0QNMd#*n7A}r_!WvNv1VKVVDaqnMg`Z9m>+xdUX zUKriV{2sa!{TS}U9^ONA8*G8QytkuY!x}gVJ75W%fN!9AU!lLj0oVm+U_b1JLvRef zgWsWfM()rbun)pMxCuYOUT7ZYc#C}reuc}>emBtX;WS)@U*Ifso^kY#n4j~->yF~L z2ED^D+PTap-LHMk;lBXg(=W9B?xBtQgPw=>VVw1Sw~qFY#F@u^{>5&;yD{y)*Rg+w z+t5CLqVLLMUHkPOYTu{GV_%Et6KGxOz070(>Mi2p`So)@|M2rJztR40olm>@*75T@ zJVzfw=d@qzI*;?3@0d9C8QM9lqjt_6{H(Krb}kvW8|NL(EA>~~zxO$%j`0U*`}aHb zU4QqgpL;zb-nqT+1$N)<+y2~JJg@h)Z{ziMFUDzi&)!q*9-PCuytjSouQvY`H32Zb diff --git a/codes/QLearning/results/20210313-110213/ma_rewards_train.npy b/codes/QLearning/results/20210313-110213/ma_rewards_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..4f05a734ef4469a012943b171068c0effd9dbb1d GIT binary patch literal 1728 zcmbV}`9Bm01IDYjTVbhH$`z3mgEWVkF*9Zc!(>=j>^fpxxpFf?tT)Pwtks(%DVE8( zn_TUyM?2YsLXMOro3Po~U2<1z|AqJa%kz1@KRmxY-<-1N3r=s`5V=95c}tJi3{a zhXau#lS`EU!pdJ%7_%i8pK%X`zuT09VJX|Y{f^nF+WBF2s4xpXl`Azf?iq0K)jb<> zG98m&nI0Ebq~R^afh8@v2(qu@&C|Xq@LA+VD^(@q_K4WlXJZnsi43kr_9eosLQ6Kd zIv#Tq4la-V;=nrjWO~zl3~qiXq7d#@|M2CXJEd&=H21<@=2ccEJogfYhfCqP~;-j`d{(P>q(IDLyL&JG_ZBag0T-Lb! zDP9PjJwb&1PrWcdqQ@aPdP1g#O^?nv0~i0n&18ZHnnqjSc3yDDo$Q5OB^GWlZn!NK zYvhU~`W>2`>6aL`QS0f@b3tXhe=t$m8A*3z6ofNQ$Z%-Z&B%4aB%k@!M4%%Y-0Yg~ z&N|?)LkaU~v2Z^?rf971~{ZW9-%hz)=TLd_v@IJ6kS%4Z3?c9E80p1R_+|X1M;CaI( zJGmO`^`C0rEF|+0JNR|J3tWnQzjQ?29OuV? z@Wv|NMlQ;I)1NMua&cAS)u;0-2dTVysn!-Q%p%|auj(upWlC9+q*xAW6{l(=)Honp z5>=E&*qB%t_vPzyP{7_8Ehpe$?vF0g?P4}q_f-t{pXI>b&2P_#7&Z*450`SAO`%&q zK6;VK#?e9k=RcdV5hl(3xiicZCm4TOk;++E3t(_MX{M-MZ7SJ3!a~ZKvX$;_EO0_S ztNXuUg3i|zFdA8yuCNz9d&5MtV%NQrd=_4MZ4t-*z{Jw-Mtx%n6Ky8A0F>5-_XlMUxB<=R~i$CcSkdd_A=2g6`(pyX5zb@x=P$K2G)YbiH8a6sbJuI zuZMwlbN9`e?F>wnIlMJwF){5~r}FJ819nI)2sp&Ro0ze5T{#Bo-aU^0=_CWG!O2da z$20KYkxGC|y9q3wSdX2ZqT^+N$M|s@6J(1tCRuTGT<^c(7o0{%xn>k+T$c|09gXL@ zOil2r`0$-AG!wjLZ=bPIGQqXMz_eUG9UR4g<>7Kb-L9U@u~crW)EXLUx`j>)u14&y6MUuH3|+YX(ea- zQ_yL6OQxZcg5EK?jC1*9+|p-z@4rt1x9wI0!HtaXgz|+I{S?$l>%2&uqre}USN_AK zAX|RGsPp1_9|F(Zc3UYF)L)B-=NU`lsBs-E(SvxZ~ae{(P zMd}fLYh)xvY)xL$BjbUeirCGS1iewCeGbNC$i@-ky7Ebo8E{SOEhU2K++Q7HPC~!G zroS+pg!DH1%GN0&EITJA&6G)CE7uEN)R90tFesATBtjsR-Z36cgs#h6pZ8WGWP8i* XXZEh|(Rj;>gG99cYaym1oQS^xz(P#Q literal 0 HcmV?d00001 diff --git a/codes/QLearning/results/20210313-110213/rewards_curve_train.png b/codes/QLearning/results/20210313-110213/rewards_curve_train.png new file mode 100644 index 0000000000000000000000000000000000000000..d6bbc013cc52ef71e9267ee056e440691f141f98 GIT binary patch literal 40335 zcmd?RWmHvN^gen338j>73L@Xv-&?@V70L~VY{u=Sq(S2Y5P*$0fE5RL;j#-iDa4~5D6DjFPHXU zNi_n5|9^iYyXgZTeYmY0azhmP$;ZbMs42)#UJyS(d5!!eE$9n^5qSfJ)|Ut()8i*kp8PcJdvDYcMO>XcW@)@T-#Y0uqW#l+C`ct=!>*0mx#(>ZYDsBn zN1h;Dhtk*Ahj&fEZT_O>-KNXG>`Y$A)n4vIo3;KQFC--iX=(8rEA19mr|aBfBP+5j zNRGD4Ms(0vhYsB?x4o|oHb#rZw>Z5nT;LABVmVE2O|9&<(Pp|IZ)N4YI^LQh=dsrM z)M2}HRcg{>e06auPQ&TA`Wi-Gbv*5kJ+)G`lJtO||18Hyy}?UJUgVN1QNTIFb$|Kb z-%xPHj90wFN_S*dXH``dvsUHjCO^!9Y9|YQef>(fTD{y-y~_XR*IJc_$|~Em3gtM& z+K78vQzN?GvMw$zV2?KfE<1Pkm%A3WYPO9VeNYDTHIH-7wJU9XC22jsU7jC1%y=F@ zF&|_k64&d9V(~cWlf2kz!S75IsF2YOFKoCPzbYFtUpiPD=uF^?xF;4+WWV(4`Sa(m zoTeF)J-%YndKBdasee~5HP$XmXliOgAPw!fHF;WHSZX`htba@{=)ykZbeUIf; zR7l{LbLH^(r&bg&mvrat>Dr6Ej+66qhuKDyxQV627gfi2i6&e3&rnu_G)^NcQh(|r2TUei_*Aj5lCgAk%mk$bB<#zq~Nssqc%Y18a z#|GN|-;oNZ^}ysQqu0f5TP{W;t@p(pWo2?M)7ywp3hwHReckn|XjBuE^{cir=SQ1Wr_1qG3t<8-3!ywQ+!iXSBh&)#m_L2`u5?JC9PNlw^En}bDnmZGJHKN3RRq1P=}-=FOCY|<-JF zs8iZVFS$HBOqYtFcibG0#1}q6_^gEQ2kdm?^=83^eS=qAffjW2R44K$wF?^vHrN&(@r%Taem39vx$n$g?k^*VH zVwSt&2Z{|OGvpHgz3%R)@sW0uk&wV3q?ft-^l4NSi{{>>Lr*c%dutRpI5=ViT{(~; zDIQFMLn9bdW-+2u#(Y|^kpzKFg)ek)n~*{7yK=6|!RAEtTub1Dh%MXkVuZZ?`DVpL z!%T@0Hoo8vqAQ+!A>|7kH2)|W0B@%i)X#r;Q*lWvHTau|1#)n8w^ zL(I3oN5^*AZ6)P%T)mwx87?uv<#x33DKnD+;LnlQx;2P+uuwM{mhDS?dczJ9{6>*$W;vBH@owe zmX7OEB!LL+qeqV>-M8yD#!3TKbzJ=+%+hlniv{4^V`atj+1Rk8fs{HwKOe(ucOSfC zr3sVPaOrO(t4uA!dE8-XUE$;wXXXoM-w)| z%$jy>f~SiSc{+7**XIq_1~3CdV`C1_vxECRW@Q?#Cv$Zk zeZc95Uek>vR0ISBCy8_-jG@B=9*PQF6O>KkU-u#}`_y zJ?Lp~VL90j>TkU7#6(j}0n&t*MX+3SE$#*Xl7YJ_E9-8s3sJRfWD z7IB_(8c_~sD!@_wyItP^gQKqA!yc%x(RJsstq%#oxw_bwhsE12+6Epo3Ksx=u>34L z1wS2s7V>W^_~L9lMeEq z+IWM4?rAr&Hd{W8h>dNB$E;0MupuCE7#bSx3~Soh9c`!s7g-(3B?WYw2O@=bmyG^GILId49BnBsp-amC<5@ z4}pRE@F2x>30!yAcN?P$v!upl=0iwgVQ?+nfWA;rvsEJEU0hszakgHVr(IM22W3H= zy435^?Wy(TA0S_ikh#s-oUgAggK@Bt;UMsCW3~lfXxJU7%BtAoKx?j_j{5_IuRwRn9SIfZ=5;X5uA#?A>&$qwzteNMJ!oSOX+| zGt0lyle_{;I1dq49w_L8flGm;I_Gw<%4jJ%b#DIe=9c7>{&?pX{_g3)7ZDK&jN+3W zaM^2T*i21>pa#CihMd8Rg=uDz;LCMj9!OY&klESYEv^WYOBPPlC^LToAb;)vLt(J4 zS|XYDzV?Jjs=HtKB`K-fB-!&f8opp7Hd`%16j&Lr!!k}hkIiy%8x0Vkt+zn)0a@mk zmc-@c@N!iPSrteRSSlvp%oaoDBpxF$=c0(^G9$3Iw)V*{>zJBK{PI9@oOT~j6&R9f zoJ5`5;fBF>5GBbSDk>THlX|f}I^?<%k$TH94pdasTevTPKe3eHsAA+_*u&yQn`TMC z_jY%7Y*#U^mZEjBZryr(yJTOpG3cKLTX$KK0dS(qs;b>FljO1F^#bjh{swRFY1b9% z`tvP;^Lm~ck5bRCl9rat-q)8r79#~lK+eSLRgP!8MSyH!SbFoy#6Jy%(eqvS#?3ge zdtZ6{4k1^p{u^x1z~aN&+|?C&y1#-9U`VaJyZ1m`P|IU= zj7!I^o|S>$K)9GrRu@pO9fdYgnc9I%#rwI+VdZOdbQ{3MDG+g& z>&xR}jr_%>C6w~0&rsfsw$S=iRPanyJC%Ajc%Hule1)>8MlATn72D;7b>KXbVZ~cl ze<~_sKj(Agr`E1^oJ;n;Djv~m|N2m=P$v;$3&7qRIg>CdK7H@*Te&v%kc0U>XlZDy zw_iPyQD_5~MM>{ly&dGlpC~j+iX>Ut`tJ==wbc^b9ndzJmX=`0#Nl}0PpK(pKSmWI^%ipi=5((jf{3X*cuS!Z@)%H zwl?~r1q)q6_4Uhn#&cz-uyXhan9H~ri6~_7_U`Ts@9QfW2nH6-@?HpoBw&EgH7g4| ztl4awsGyi?3#T<{3!^^r^uE}Y#K0k&wVmpS%)l9G28Z67su6HRE7Yp`D(rbi#Or-^ zUQ`)1n6}uU`-=a-2yoAFeYi{SYjD%s6x{}|jp@4h&Q6*01yziiuNTv(Z8LsA&z3r4 zInlkmEQa%>AO{z&t*B1A^rNmmMv?d=cUgaJEwp{`DK0<-*XY4L;N_#2YO{QSxF-p|jh|NBiS zi?k|joAj=k*5iAorl#iH6XjGl`f+Hb;B4({AWJ`>To`eUDSl-+(1DJLN$P?d z^mS&>`QKo6Zdf#`rnB~|SFe0kn$vW`p)%z2_}u#ISCPxE{`qlqMGp8YL>iS&E;cD^ zirKi+(35ME`|RvRy`JVnIpQ)hIAB_X*+$%-ds#F1nH3vaV|K!P?i1uGlrnw%CnP6{_-nrwO#)x-V(+|+`gbYXZ($!CT z8_1vhgl1FWw{PEGn3^&MrP+c~@qET4E(7XTJ@3wzmKMF_|80n}wh0#Z7w`mW0QQXr#=W*o#0P(WJBVY{HXUIVI&b5D?2a_U8iJSuTyko zwzoB)75 zoUduXMS)aJ*y;`l?Ck6SQtNw@7xwzA98CC~w`AVEdrJA#a<;Tbc;RqFHxnviE{N5} zD_YNkFJjW}qM|;R7Qp)eWNS6i)c&YB4X3q!bT&3N$V`4vm%!@c z2~k9k{IFa2eF67F+ECTXH-XzCsxEWcykUgj>E8{cLSZ-LrpZhKcq0l_3rW4 zDe%3%^+UX=S3u?H=;&?}5xoFx+PuEHI=2DhvC`}B^dn!hqQ5{};M_3c!v4qi@1r%( zKn(gA9$wKSgQ3|mw{))zW)5KniI3{S*-@Tk@ToMOG8#1d-B(BmY%sz$2k-r3f4uo0y1)y3TI#&z-=PYT%6? zJ58AW-6v43^MQ}%sTDWR?E>7{o*kG0&rwb*@y(Ym0j&1`iUdep(|8oYAkSen&ZSXq zDFwn#;aY9YQRO zLwU~UyhR08F@VU#izs}h8Nj4%5nL4?PYHV3VrH_JKIBW)OFxF0k9QvMf~pACarLzd z#HU>bBVEW-5TD>p>;1>vJswB66kCI%M$vr$hk?0F1N$^w;^zlI;9S4}G z5a>asBL&n_Qc|^`zcL2d4?PqvFb3)cIV}P5z<;&O?c0qx%DE@Y@ixeMX4B{jxUVae zY)DN3GFxY|NHSCoY)Kg+Eq`az1)@j5jET#-hye{fh{+gZ^s3o+I2HeW&TB6X%7 z;d5qg^TD^LdrQAsTc3b!&xJu#_zpoZn4=v0LpqwjbAzQDGMgIs0)JwGsOt89k4Vp- zFAtEFGw8?yD!Gv$3KW4}lmtGPn}jS^AeryY1=8wsQLMq(c6WD?vl`4*4Hwv|O#fws z=5jcsDkUek?2Ab=3q@ci(6?1b{&Jg{Zcu=*Aa?>CHR_l3Vvz`^=>oqXgNR46S65e8 zKse0OG0S8n#c#l-kkvRSP9MRYAn1|o45ZbsP|A+3FU-w71Ask&5~m7e)q*v&Yqv6+ znIvSk2UM~Hc_{*d5d;MgKq@e;A&ij&fP`i?n59rGVgRw83i{hoDn@IlABz-u!Q%RQ z2N-s=)|Jz0{O6-SwWfN{^Sx1n@YI2|4Z@*Y6WidsbAWb8B6YAeMJX>Y|88rt9i04? zs3-zdZ?`WaAX^e3)jeQoJfKD1MJjkuTmqgUCGf4fW1aKwA#g>U$n`}8lwzO3mSD$I zsHnj8zkBAHN@<^JXot#WE`VRIw36!nyq?U=$l$OTW(GP$MSt_w$^(>Mapdwr_T_{> zC%MeugpWXpMh_-sGhXdYJvwaM!zE+)shD=_(8J{^DpNrwRwO-yV$FW889hg}up1-* zWNZX8x4<^VpN@_NkY!sfpAwRjw-d?>Hi0I2x>+$(q>)dCgR$I`+=I-vAZQ0Qy`2Tv zYnz#w(d#ON;wtL%=i5=t>divdDz5tn500vBe<|EVgeix4e6c77WvIwl94C$RJUl#3AkdKt$0-B?QnG@I2Xymz`3k=f=w)+?ovIv^nBld|}0BWQlqpDp|EI8${--WE^ zAO=Snw0~Mp#X(GWPAl_584Xof7Zlfjp<-#bs+dyQa0P)$PRDKSAqGB;)~Z^S#iN!; zB&-?tB>neAfR_#Lk0d_;bzxh8;LaU|jqN~~UgEpW@!c+-84$B>aBy-WWq;6oNI`>P zERX*Qc?UThW{sa8LAPZGyqlby%+jo21@h;N)q1!-f?U6&B{d@PR4}Fo@Wqjzw-7`g z`On3~3agPM6$tb^Qd9(qt{F03ccQ>PIDGUOEARa8*IZQ-rIo&T)cn677Ak>}QD61f zgUWOhAD_)${32%_Q2YYC1ghK?J^SV?g>+umJvxz#9WnGMIo_I2gbXDBF!!(3VAs3KFeHO*Nx{`f&aeLsC(X3t@Q~0y&hG%^+cZccVL4y|Jr=t`;<(!QkD_RSr^{~q>(PgTnLeC014LWe7W@#oCvDdP-{5sWvP9wqs7$B8H(o18O47LAC>_)46DLHPqw-#k5`qgdwpx)7 zNRxeK7OE6aE&o7bfD&;L0y;D=vMWN`O*A#bocu4W_!`~z-W-4M~ z?L3ay(+(}PS^KN3Ug>t(c(}g$?+|SzJ3Yh9&~RmLVNKlnJA#VCPH6ux@w|L_V8sn|C+5i6`i5b#2EDE zZL(l+WP@`8J=4hhnt0#pq021lIn9l#{q>lyNiDP!^J}Ad6sf*Rc;|+Ov3#CS32pEn zTnW<)PKBa(M?_f6{aM>LTvGc}n#Gkv_%XTSCL%Y-?%=>REK!c(@HrlJylT2eQANwH zit+=d%-M6L0WPm`+XO`uj@7|h3S4uH6mz0c=bkSP8+`U*ZeOmrvWR^u+J12Gcl4w& zWxYXRZ&>HyLmvK%9?tDxn7 zhkhlw3*(!a?5o85+_@_A2IU*_##`a;mDf=ilap!uh+PwoKb_qVszZcpv2$lmL$r>l zWbc8|x>$14YyM(RF4^zrZ3GFlrJitwCCII0XrSO!^WE}sSaCQpaYk+Oq8Y^5&(J6u zQ5IoG>HcoKKT+;NF@*QsOzCy;l86gOXlH_8oH%;wi1ww}yWW=~UvncbGjoScgizN814U`LaOjcvaYwbM6f9aWT#I<7b`s!!?2$6UGc zh($Xv?s4T)eoSN3`oqDwA5X1>f28ly5a0XgR&xGWPod^~Hpzzg`s!^B$-vhP%@w^X zzx0)*c%#KV>@mEittXY35aJ4>lo!& zz!J4K5yh_#-e)DO_Dij;Q!Lj{MpUVJY+w5eiL)J{y*tnLS#ffq#vauJDdh6j;13gbrQe z4jB1`OnO#|oa6=h#>Oi3n!YdE-3a|-D?%}hS917v%@IB~Qzr?dGqk09LYSNLnx~&u zKEhWBQ{I<5{DV`{!TK;!L=ELN%}f33Vu$a#enfme{(jO#HH~Ep72<3SYjjsGU0NqVnhc z(pyT=PkC2}X*&2_C)UgOU~;@sZ{}x+mWmZ`_x6OG zo-#KPIt^sY-%hCNdmYc@=uOzoZ8^>T&qoW-4{ZX++=>&LytV)xD17U;Tw-uujO?_v z7#5A(@k?4uwlO;X;vhIG5ZB$6v%3;Dz^qkAi=cjtk#`W5-{Hf0_?pOnpS-G5y*`+5 zx83Ejajjz&S@CU(`5rXS_^%#M6N$Yy7z8*8BfbVo6?^usD^xwICXuBa(c6qlrxHl| znDdCsMvG8{&Dm?lkxafdBvAjiwuwYwK%j!8+Gn1!9L#xR4n5@qy6=njk52_n6j@WU zNN|FJ?l4^?@e77htdW*H(Qi#rd-AsReNu0)=zCO8DY-6s&bH?%g#upF^m2(E^Do|D zNbK#X*xM@RnT~3-$Vg1Ao7r-v@sRPw$9>Z8DjNzE3<)A8MiudfaPBKHmAMhu?=J*fV~ ziWxGguv3ndqM$cQB~Q(_Pp#-tEiVB=dc|$s`OK2um1O8DHEDZW`(~$Z6~4GHe$v|e z%$iLqO?$?bRBESItc;(Gb{ztLU^HiutRq22v6lGq;pt7ygamiN}n z+2I%pt^#fL+ub_l@hs;Nn=>L#l8SQ49gBe?;fU9qgYh?8#_j)E($8GH`}hsJDrR3v zV-SD2p60M`ji|(aZ`5^>%2#;n#SPbS&HS&5rE29{jPBtXpCe3KyHZw?whmWEx!zwF z2>dN^l2qu$;);C|uk7~D{FfE=y6u(+9$WXAXy|Jj9gh@ZM1=5EXLf0Ma^hPN=eR-K z`;Q(51J)uDR<7%QOqnAoJsKCzP{h}7A?gGBJ1OOZx#TbQ#`Z7j*BEQ?8T1GDb_R^@ ztQkBMV4_6FbxtI9wtwuetgzx-$*wfOE{qNv^3@4X!sx!@1M4pACqsU(|qkV`kZKSkM|G0ybT*3 zwNzs;m19s)&KlOOo#vi4G{3%&X#)|7nRZ-HB7QPstH=h%x4$gAt@|FWcISY7?0rqz zLSu31FNW_aDR*cVW&JdsRg&YH28At1#cuE=1!VXZMt?!r@Z3ig+TG>)nh@6-`;)n! zv&(QPX7|W3Q{0i)t6pc(jK9Am&&93UL3p59S94*fx1=w1Zf)t=N)-2#xXGr)&|+)K z5c-H4jT|aVs3}9{Mj%drTJ#OJ8pq46IzHSagwl+8>68u;^}B3v+an`(O0v6;o}VZp zK50V>`#Sa#pU)VZ4c|&^$~^k_@6OY0nx`AGsH|ne`C~5ce|XdA4JOK(yG`m3 zCoJ3@x;ZU+T8{>7ci4%ispT?3lgb`jb-D#?POvxP7tzFLv^qIGmzjX0J&U;C)rmJfs@+5&T8*@I%UgdC z5R;4kt=e~q>zT{uG#Ebk`3Y}fr|-r=6tf@^XHpP3Zk8rfNc_Kmy#`sy_Rh}ckHqQv zt%k36?0G&XM*0gFPeuw(5_8hGzE|g*UD@vN-(T5PEWu(oOgAkbIjB6B<*HuLdrIB0 zG%+;snwz@fow-kY%FaZxK-O|ni%*pBjWrI1frvlSvh$W2B0AEmxF zBcD>3tb3B{#;WzF5f|Gvj%HF27`M31p6HWmzotY_h8}~e&q3j=@mgIU+b2k=Dfr0O zR*7&!l3onqNv>?&l)zUKm$Wy>3zW25WnM>q zaKp&oht1%h7&2M-&MQ4qlQ*ol z2kw3x#zoDhnGe;mL5O1pq4H~vz9CAybe4VfDxi*gY-9k}o0ca~r1=fo;@-5g0B@ut zO`Y6a-$Zmncd;iw_fEd5za$Fw=J%0PAnUuP*QX35gxWA2 zg5&@abOL`w`_xo=@491xKyu3@?Qw6Jk<+;D1-jDLv+TIvx&m_ho7;AVOBx@osJhcD zxb-(1GEXeKP!Kto?oag8G(#|`b24@}&e#6{n9W8#<*v+>6w-;g#Lp(R&!*XE{WWLh zYSxX>om5da{sF^f=Xd%hZ)`%7NDaZ-a1K8d2(=tG58BPj)faBaR=Fq{GK!6;!M-LA?-a8n5j=M8Z9NO%S6gy z-<$e|rI%V4U&w52OzTf)lVbaidJ}#cl8Hd=0%Kd#p~^d4MBgrYGZ<~_8jOjkE6*X^ zLId?{EW&eq#h>WgI*4sAht02rcQYYytiS905r_WpKyNhiOtR z6stm>3X_7*Y;M${h}(#^H2Ow7+Te}(Fl2tOw?ou0hBlN^>4E&v{!m<^p^2905P4OF zyfmtqAB0}h?C(7hy#4dxg%{#31E~t^UFo@c2Ybb3G};F}TQ};pDcicba_!tR`O$^h zIZO6q*u5W^ksAxjxMhTdv`)$PbQWGOS-Rn|O^$pmLbN@*d`sD1WadrKo;?P&(u+;o zWP%Efm22j!leT;PocpW&f~d|sXzF~f8$wa99A&TVV;${(3}Tn>dY&#Ycl<58VC{OM zc``HX@=x+icYys9kkgY=^1)9#Eblrk)O)$Q<_=l%!s0TDFMHKt$p#-a(R~eyO0+ny zGvy-kz<-Hgb|*j-DjMPYK>f3GHqYW{PSG?QjJ91Em}4f$y&w;Zc0^KH=q>O|K3-1W zeqew3&(Vo{{Klc?wT<9RVQ9M8fGt0FXwmhX0j|(0rlS%)`LCCg{Ni)@Z4>)_B~w(g zm2bT-%JIso(xtV-=)ZHi_K}<~a6hkeEmGyOVV*Yk&huPgf4U*nJYXoAsR+KC?of&a zfZv>uId8_%TdQ+>{g`fUWl3Uz-}j=lW{3O!1oy24sNK%xzo+_$2`EDVJ0Dv%ijZP< zABSa2O_|rL?RPStUD4tty=-lpK;vc#WxsUA;685TJZ8@Rbd%2H(W0sKhqWHUw1(HC zONCNNO@utjh&OLIU+1eR`3a=zHLVKOD#++i$@2D$aXun@t$-tuw*Fy$Zq1h%E!H>^ zN`WmJnj7fne(?+#&TO?89_nWu)^fj+QPMGwr)d0~Ut`^j#Sp&QFxlD}m+%xrMUcn_ zz7NnT7Lr!4T%e{3>t-Np6~Ic=CF7rY{ic-JqgWr)^zjobivD_8F(P~sqQo!}=LF;3 ze?p9+rDu8}wRLu%P+Rt#B-QJ;81vJ`TsDq=lf60#zW$rs^8FjL@b%K&#CY-B4vI~~ zsgr`ao)^Yu)Pk|U)40#8@(rxUc}gyuzMD~~C^Okr6^a{O8I;m#A+;Q4+?zhimLx@t zrXzh02|escMF7JwM{xr)WNCgQxA{n#FImhw$x8Hk`BI9jkn~s7WqH$4l`)g_wP16L zr&R>!9<$1_)&@VHEk~&LyN7$PlLJ0ry6yFBy@2I>UZ_}^Ye6J1-(9@z@)%ond&RUF z{ea*9+--PeKN-Koyv0s~8%yuFj|h>Lb57v=I5DD~9ANhr!kI^i&p21;^*d`C-{j~| zHeMo~x&l@xtu2Okq2@XZKF6u&3pxsId0F?lqkbXVrHV4^&Oao6-#B&MxpEd5b1AMF z>&ja2Ki4R+9rBV(?4s)(2_?lC%&3;62&JUcladm>bjBt3rb{(SSYnk$yAGDuxT0MS zY;xPxoM8$`e@s*VmOZu7HO&P*Wq%K|jxsxzLQe_oP-N?J-Ubrq=*!)UDPg~3 z_;}xYG^lAHUJBp2#k4oV`Cc@&or#&VVoV)2#2D)WAB52(&fQ1Oe2oQ@#J=UJYjJ+iy6Y^1gw;BmdKW6$!q z2j5I`R9Qp)xsQs_b3P~fh!{DARaW;xCv%c#uiWq?{KAAc%_Ch1dVJ)ZRwtR?BWM+~ ze>*H=V;>kE2(jFn@~WG|PkDyxJ?-+duEiiI?QL&|&+~gP#=aobS|28rhB9b!6op{$r=z``FfGgpr>oS0Zez`CF@IduK7|0A#g7Az3-UyDJ^IvgQIaYrYJu zu(EtA1#rPjl3CDl!^5b1-~+MUJhUOO|$IDFuLO1su zDx7m~oW!iU*_p+3tP%OA))jd2(fR2}t}KU150c^XKfe%sDc7-V81N+`np=g#1OJ_fG(M8k8Q9v(T zh7#QN(Otp8ntPIj{ZOEn>sCl5ipnK-Ee^Jp#D%zxzX<#qYcSWLi{DqP!=6g2S%It) zfiIYn5PwKx45`h(Go`7_!0~HBI7+f`U@qTKPskN#J$50>BwSC(JppfQ%@M1Xw|t9k zG4ZFT8Le6RfB_B`<_tU0j4e?EyQA0K>P54Hpru8{Ccix%t^9*}Rh&HQ;W|7UwlRr{ z&3C z<`6qYerqP5mlr&H@R6 z)Y~HOF9s@cBm~{&0jKQiW2_@X+UkAHXhLJ;&fWE_Zx8R2*pa}_gMkzxPygNT#0OBg zCt2MuR#WcI(7xpatK0skyL9H=%3fpiwNpjZ5Z@OM-%7=`+UqH~^MmVO-6M0kS_ol@+ zSwGyK$M}j+Yd2caa530bF%NL%+$;a>zZLCvFPhDZ&(tOqBxnER3QCIdc6^ZYz>y7S zc9q0?_O zg~}bKt!ElSl^0vFEHJ_Gmx#Q@BWn4jgE1L`ZX=F7=ayX7PhTPp=F0rz`MirC(qC7O zlh!OA>qp*9^f*Oc@Q1Ry)G-kl6Z< z#eq`cnKh}6EF(!|qu)+A$p^y^#D?Z!uE5$tXUY=EH-VgGr5D_l#!yc$Oom} zrde$-{)O%0PPQ94*6lm(X$lN`_v& zs(iTi>kUz!^rSzxZNeDFnoY$+4@;5+q`GZr(=(DvL^4kN4a|iQVoCyLo4JUx7LU;) zhU_X=- zEZeLh7}EHV+R?}zj*|URw^L%QM^OZ!@hyRXn-jwzEnS>LHW<>bs{T|Y+cDtjt18&V(ul<%)!SAi@ zBWM63(h?=6g2R8WU(3JRyhU1|eJTS-DVpMd3~#Jt4AA^Jaf|>!M7g<}TO7U{Hc&J?r zpjcaJ68ik-Ogdf^62HWG1uXezv;V;>GEsVL|~! zFZzr5J_{oLnciEhvB-1ge2`h`uEt#{e4sXAr#OHb+^D&z{AiP#)xy)_O~q`Tjr3#h z`&i#RE_7Yr3`DeR@DXn|llQLKSxl2wL{+4c87k<(rhM8@00LClOg+Chk=B(MC$8m` zEUHVWvxNcL3TOms|17kpLpA$%y_Z_!?7wbA4)m7vq@M)L_pOs3pb&do@F8zf5`j>= zN%zAr!bIT-`5{obs(-?8#Awwj^rcLD`Ak|q7i)uonA8Y@8GrbDi(!83&8pZ{REya@ z=bw|gs?dJG_<#Vx0j4(V^y=@4urg`37=mPB94|gMdjBrakAbs_ql?vH& z@v;9iVs){^fh9r6riQ6)$>Oq#z+&$Xd=;&6G)o{O3_pdDgZ~+F;%s}5)))6QuP6bZtfgwZNX+}TB zwzm2%?T8pE_dkML%>Db0J=&fqQ(wGrZA~Pr$hW^>nP(D~T6sR(cTP^k6CT7Gh4h|> zFA>&xvah}edLNO;#i1oJ6VAdzGj0DI6}%uo zCXVaV=%^Yr5Vu2D6!fT8^(j9p{wsVFvIcEdc4p(EfA)}15NjAb^B!vsmoqA#?JNR1 z8V#ZC3orcq^b`fU_1X-=g?{hMwZy`k6p&|<;FR?Z3=BA0gWU*SgMZ<$&IuglwsmkY znE&+&d4v`^k1qm7GU@g-5l)fp*V$uhi`G{(2*q_@#;pPe2EzZMIhPA%2bzqLy``T& z=gx4x>q`@dw=3+!QEQaj(2a|Hy8@354V-nOd-$*z4qPFROG4W`S|c0_T%D@nnW(VI zgu{Y7d8`kWV>J;DJYKjE@bAs_EeGq;f*&9wq(do=brua15ALVDdIZhZqnc-X$W~Hl zCQmb?fY#?SktpObYG_d`hR)f&M+Z)CnAXTdrJGThF|RR*CIy5Tv4xS1Q*s&oHyWY4 z4%yEQXWd>vqbRws2d{wh)=wLG85ugkNxQGl;GhKb9evNp_zI^cpmCHwBD+x-j;Zr} z#~b9>IZfWG81yNeP*V zmmsvUfjtv2X`}ITqz-#Rzd;&6cn8w!u5=C#__3^jswvX+<(7jm?cb`xl>zR1n&OSd z`3q>)MV_+1IBvN90S)~KHD-9>$4n0#w7ew>FQ6FxX%^992PZI6pcN5%q2b7GXig3s zFBlS5UxcUw@9l%$OZ|L#*5J#t^ag$TjrPpdvni%RKK$<=uD@12lV zUD$ukXw|6ywf?o1WfSdIz-@2bxWWEzLk-y#>WhX+2Jdq)Gc&`Xe2U`(ZwDxGSV0~k zmeA6o!X{yU+ZD%+JQ(bgA72GWxbk=B^|`d`TELH?kE;3+#~o zi%oxf&`9KM)A?iMPaOd#hHeDGf!4O zGL=Y2h(0c-@-L>kCS_s5ZEYbH+Z-m=rhkW+T}Yx;R_D zH}b(o_fUF2naNF}W+lo0ax=$Id0V@-{J$Vu;0xC+cN!qNNHwnyxZ_jzZ)VT-Bd0U3 zfgDdx1S?v)dgmgw7N(D8x;3#D1@dWHOpq#=8?Z;mej_x(ECVKGh_>$@eCc{z%?l6w zP$_{-G^MOJtftQ?5x?WB(^eN*{>wm5_trLlDGePpaE7A%OcDxNPP7V%+rtAdx0E4h&OWCST4vQvqAW8A~&+7?O#``<-;7)x6JSH$Ws zR$0{SQTxTxgwdO>eC6%5cW{~hXDEyh;j+%LVU(X#W8j_EAp_r}kh2?+Lro#9ab%kf z!q?Q$VT~fZMtvI+ls($~-_)!BTMDk5zwGTX)jAo4@2$SKP<6CJ4$+Ppxs2y@pKq~Z z`aHBIMEtI{N=y@fgS_qs!+(bEN6%YY8m0F^V60sc!`L4SA;+Lz?Zd+0{C+58o-&9v zOQn@W;=ggo!Z;M!x>2)N-BC2dtkE0QGG+ZMB#<64e+GQ_|LW{bz_I-H_tEzy8YGRB zlr$={21BL_4MIX8W1>iAnGy{es8ljWhA2aZGA1PRJftW@nP(v+)4A8H{XKi{-|v6U zb=L#ysgvN{ahakY^)04#$!3h=jxd1vcg6CA1?yCu zFL_Ek|9Q?7cgCQD>|v5|?#>S~SQ^^lA2(Hh;@ujL%@%C9T<)6U9T}_2^cY`+7g9`P zJUYHyrYuc4bNa|S@?0w8v>jHKqgFl^cl36(HNRU4lS@js2l49hW&~lMyojD;I&k_p zT{6e}FMm!aF?dv-;4+%Or#J5TX~{qk#`z=Z7K4|*fX5#HI1MPxu$wTZK(arIl9&G8oZ}B?? zUeF?yY%)j>t%WCQ)n2_c<8%8{yj^6x72~_fZI3;tAs0s<^=$uL-{578tNtW9iTrAy z{mqs3H$;W}59Vr5U%V6U*P%xq>ol3hjxG|X7VMSzy;QAD?`VAzYmRujSnAX&N8Sci=BU;{8>F;+|BWD z8kVf~PoWM1@0-g-o{*`Kru!+MLNV<$o1&|})o{tYcrSS_t2QwsN|2xd9XdUEe*XTS z-jji|xj8>ttTxZ{zX&`1x^VL3$@m_QO4%de}v@-Y!^YMpO>Uc@d38q-F<aSk|dGDphhn)CAL?d>OGZ>6KhMM6U2nC*j))jg{Lygz1VW;OE8Ei3C= z*#J8w&~zK$ups4H4WFP-TMAl^&SZ3D30sYcXE@Es^mZ?y6)0ENcivhc^StJWn%XD3 z;4PasUvFN-9hDc0$6!o}RB7ai(we5;mth{Rhn5 z_f|r}VIK=c+dv_=0+ZSo%F@p?kNwCskH2kTk`@lbL*x|$>>GT9!30SE! z;Wkfv=lvI*oR}9rje9BO!)!%!?jkv+4Cz+yWnP_1(eCS9`ad0*J;U~BTk3Cm>y5ju zz#9QV9E~JnX2Qp%-)B5npTOBxMcH7X z`ai~fFCAj9+g(IKa-9FYC;3KhG%zHKQvlSo6hxX?iB*{%+siV^xy zsR*S>Z5s8U(oqbJXUIKNoklz;>$8;{&GuBkBF~6`B$cWi4V41B-EfUNyX1(;94O0q z;=&X<)-TlfHtR;U<8R-|N!lGUX?6@=?QGM>86G^GnhtF&m2}xx7!xrDt{7I@(_;Qs zP`s!g=?ICTnjGyzcGOrgwrc($stl)gteG;Z9S0Y^Bv#$0e(UnFvwb10Y`4yi?5edP zAz1Dt3Aj5x({VG&ke}6`(rjeMCk9>`Ln6&-gU2Um^ps*myR}LR?He@=uZ&+Hk8v$L zl;!c_O&F4_I(b|jGYW65k^aaIx9;iK=W7*>F6-j52h}#x#+FRcs^Xx|+o&k?-G~dR zr_AX2mgTg!&}(p>d{N8BC^T#6X=}*-eQsSahS!IH0DgWi_fyBc5>f{8z&@rVxq47nknUKfP zyiC0qu=AlGv$&-A`=5Q%VPs`?@nL0N@t&cKk}24H;@7P{sSw&91n`GrwR@6<&8W$p z3v*-wD8vs^v%{sHT>e^bB(ylcnU1>+`E_g%Wx7!B(xF*Co=H!cKKgl1O7&oj#LjWH zR_8o@=nE~CTBXLyZ8|w*?tQSpN2C3=<@5zF2#*Y*#xg85=a%|Ve`XJD_N{S`&qjQ1 z_4^l82e$k{tvb9|f$R)5yT^<{Pdb-V5(KC*CX3zp=E*Pd!kqN8r|J!@m6_+zOb=3J z%po*#pgp4VV&Rkuf|b1Oir_uPqN<|8=wrmu{K7)QtAHj|!0SBn#Of0CstEZSdb80C zXbe`X4&9KC+>NX`)BN8}>+Lp@k)<=fT;diJBWzf>G#jx=thqFjB?;MocHzuSnwvrn zq`z@A%>`}Vq@fNBL4s&LoElG07bS#kXw@(O7^(2KFaF)y-NsA%>JtPeGIV$<3|1D8 z1s~R;(STZsy?nbv1A!c&83eD#ORbdaeCqHY+R#6}$D%pt;lqb?joyzRYowa3Ll3?X zx>>3EK((T0^(pv$YVl00d|I+#Y$J?%6j<{9Z}0q&*;uiD{h91Fnes+^nKa6zSUSy4 zthT*sV5IVQ%9U#A(hc$$;YDbG0Q9E6;Sj}RV{&P5fJl6tmL(rI;u3tX&%TM0K7vOIqJQ~^!#Ymuoz z2Yp+xee(~{DrBMs@!a|IZJnK`zKeR7$imm7h>3|YjF-$co9)xPn9@)4Ak=MBZFYHB z>vV~Pq`B)I(oeD8dETVwe@~wTuU|>Y%gxn5BY#-q%=EN}WYNWhtU_=)4NUF3P)&JW zQ*2WuSp-r7OMCnGrgzFJDhl9OB)Wg#nJAf)at*l{S-W$=0tcVoFX2%c{hnQ28I>X4 z0Snxe$Hag89uiCNL-*OUiPHT4%v7joKgEsj%WuI-*V`=vW6dUR>}AgMPbp9T=0`dd zNPeVz-z3*xZ^H(;6fg+f_3~1VE{*)hv*=lusvi^jFfdTFceH(L$bwDveBBw9s&)U~ z*R@6`$ofaGoh?a{)T}`#oJ_9>l%a5SFvVpTP^GD$2 zTeWiK^}i{R8q%IQpAtDkK{hWBnG24}ci4OAMRiv?{YT__!O3xHOIFV{iF{PmhS7_T zVi(q>+AZH3l4!lNYwV4d`b*x^n%4jAR=xO`-=dr4^!m!Ab@ud#g3>dI612oRbOqak z0&qcdb2B`t8t_*YdT~~PfAH&Dn;poiNuc!{#ISUU?!{Dy#YBQii?jB%1PUcl-x)=O2YXS7xwO*Tej&9 zC7GPT{8puuboeE)Qc~xNA8z*Zgp1gYz@iKP1Z+e2buy}v5bWbObVQ8#GlTBCW8;G5 ze@{T|$R4_Q)BZk+?*X>NO658lUvU05oUCeJ?@=?q&~eXm3Ik-{9YNBxk>##18G#F0 z1tuu8sEd5|(^x9S^lKNFz{1rG!O9ob`5vcPFxttUmE<=1&UMX@{^~5%$}!@Y$uj(N zvEy#zi#N>*&nlD8KY&r&ImP?^;-B}?_miJ(m`5vhw4dupYiFje-SkHy_9q#R?S z@gB#+LLb$sS__9wrFI+bsBi7XrK0;xsGo!@ubVPtQ497b-cumOnLDM(FL-A>6LK40 zmy`X2+aoidtdZr`o}8mP%1qxQhh6{Ph5;VINk4Oj(;lojdo<~3%*yVFrX%>jEg5X^ zQWx0T_+ZTEOb#hLgl~cs?1h_ltcK42DkBA>rj4Ei+3F2Q&a2k&2QkQWtN|p0!-KLO39*%aUm}EY;UWPLh39TE@9N}jbje#%vv4lL+$L7Vd z?>5oQ=^~XqxNA&uAEjZ3Tk&sca>vyN@pQWec=esx5-pAd_|Y8C_yhRm8!u{RU0Xk& z+dKiZ6*16iCPNDzxBP2~-N~vP+YP7Nzvj(Hv!bJHG^cC{l2k{1jF*NwSy3?|*{2QgwvSg5!YcO$7 zoZ|T0)^$;O=x8?|4%$uu_s>scJ_$Q4X&E6*C$`-W^Q1rv^unSgn=ptV3;G5`YPSbK zYjSU+WFV5ggg_KrKgE@m*@);pFX}A(d6F%WmkwZ;gLlHkkm!C|agRgnF&IXEf(9w+ zT*=DJ%uI*wu-iwD9;NEz5FxZXgo~4KFT+_8wr)Ryqp81Z-ConxgzyXbS;EW#{#MRR zu#=7tY!kbklJIGN#rdt`phggtrw?^AvHqDV_XayOdC6u?r=XNTr~@j4#Bl0<<*e;7lT%PuKCG^esgXA`dzEJe zN*P1sD%|*FZ{56!>Wop###O6sgmWWpo+8_2xxHSP@r3u@d7p@xa9F#6io!g5()e}} ztAH*t{>#9TyH!#$_|+@k+`POEgHY-~N{~f!svH`#I3W_)EEn zV|75!-LSD51s9G7y9185cXraD^F&8~s$;6Xy?wRwKM4YtD+WzXW&-z1&T)@Vca2nf zGdtY6>4zJ8BMO&e3v2rCJ72UpM5hnJI#4R@vV9j45;D_AXi-YMci4dM0))+Lb67v- z?9*(wMs?4@;Y;()UF{IbWOzQw_;4uf$j6>cP?6Nsrn^Jk73W-vo+7JqzJB` z@%UD+**zwX;s)v@g{JDr*>>dqr$h0t(nl-Ozw*y(49s*5V4_OV)k%CPkTIlqxq@o1 z2%Nkmb1~!X?LE-O2r{rqSfvfAPb-X(zF5S}%vU3JtnBR0DbDn=mhT0@ErC}H$K6k# zc>5$$LNm@Zl4msKf0*z>lU9qXzt^L=h<1LDfnx|f=VKd^gUWm`y3^q-OY4HC85RVa1F5Sd7(aH4dPrYP|i*51FH*O zGx8vC&LhA;fO>;FI1QeGhI6=Zy#=K@)6oWgNC9!xP})2Ox(Sd#>(hAIvRf;E9Ovg- zpkqt-sr>81i+$stOI%2Ryhw#ksfI57Y{8P8eWPirFO`U&eHR&3@VWlOI`S_U5IY*k}HX+gw=m z6fqtJHn3IL0=peY+Rsj`7q#4kk|wXM^NAD7G5A@#;5^N!Cy5M#JZmVyr}ZCA(I^z! z@g*6nHEd@np6^!O@ik#`^YC+>^rcl!_>q?I-qjN<^QnBAHOFm)Ru$*czDW*#la)t= zrcm-9AN?iJLPsu@YeXWfN$QEiLWYz9ot*gq{?22XU6EkY$e>Mv)qQe+r$qEoI_;?n zG=D>OF|oDVV6N48w8kA9ui~X9&$EqK_OC@0)<=|-SEH#BQQayMS1i%qJ3-*B>MHr)6=(!-2mZN#r)%YE2`Z|9i&JdvnAX=I=#~CBlQO zTg%_v#`5|jM~!XU5*oXQADN9c zc08h=rKtIHjJ~wwRy=V^GLo17Qcu+hqHO-_ys#5HswGSJ>0dV{UP{K=xp=1?%hg%0 z(R@ogGHR5Nc4ji1n4dxw@-?-i|2TigXgjo5Y16ono38bGQB3ARZQ5E!*-?y^&O3;= zv0r_pnKV8KQB8fd1<%v}-CvQ!>aW?yDCj!P=_DfP)b!;bZ66ar%1QTci`z#ATVgAg zlcC(?eo(t0=jP1?q&P|#!9lsX4gmu=2d%$!fl(MV_YFTw+dQ}LPD_z;wt9omXuwY41&xL2MJE(;FD)z;Y<|$eNPGf-R$h_ z6an^XjDF9<-aLo6tg*(|5Rq`9yZm!Bvwf=3n2q zBQPeh4q=E#q)cEPnwpw~@s7eFb!Dx(x(PVwxwyE-T~TSLn6+dF0|79MKi9%F08@eE zKuWzv_7yRt@F~!R@OvidJc8s0p-@A-Ytoc11YY%+#0<91lT6=zsDc&a>GRpC@Fzi= zDF{zP#B4g3v$7hy9)Fp%hEGy*gB!tUaB$oUY5D9Y^%V{a?!JuA5z!g9M=r`F$Vg+_ zk;CY-)P^Jnc)V;hPxoZN8}0s`9vHw_yi$<1n36BM>6R^C`~&glWd}2)bYYIG;kxCp zQY0lMiSLB<-Lh$u8&oq!G34;to+HPO!C}b#!2wP_5HNzqT?Rzrm=EL~_V=%%;X4bSR=TfmG$*QXQp5a z2&?*T(9uKgg9=x2IoKYEt_SF;Jz&j9DZMg8x@vco#37JgVN48_;MXp$r~oth!q6P4 z$wmc*c}5z*95TL)^|cKQTFxG~*-pvk3Ulx+va=A>)2r7jE&NZjKA$J}CqW@FR5t?( zx&R0n5F$8KrCv)*fo}^GjRS_W7+Ohj@pnS*JU2TuhlE9u**-Q=d!$K_u<<{>-HmPv zK2IwkA0kiwaX2*Mc2P7n-$uMJZs4pcJ3_xnb?+nRuWdf}brbUH>u>z}W#+7-bN@eK zCx#~TR2ccRB!=N#U7i4;J6zekDm+)TP zOyp@rL}cU&c6QLZN@HOEf{64BjwkNn^?fsUtyZmK797}n73Ip_+`p@Kzq!Nu+xiMq zb)E2ya{r?+^Pld=B80<)z!Wt69hT)FYKC|S7d8$&*vJ0<#bEUwXcW2But0{?OIEu> zyx}WnS(;UwJlt&62YY#faRM*1zg|{BS7GY>C9g}KjTW=<=kDBojW{#p86o;&{%&9& z++@R+P9$Xf{Mh~qFT4bJVvotkoA9D{TQo}$GC&Fl%aw>^1MnDxgb&BXSumzA9L9-1pa|I-VJx@SKr%9N1@W}Ca}zjo)X|L!=YV05)&eaXMLPhONg z=(7CJ><{n#9GQe&(u*TZ>znWD3?Kqboj-3#LErY|Y1q;E*zXB(8)8tbv=5-tLeY;T z@EBy-5M#P>{@0>5lE$! zuATQW7Luz*3Au^?O};Fng_3eip~gaobW;a}{_WSFd<-cmK}>9%)i<7=XYe^jZWd3x zgbeGY-#ac+bes9ez!q7>!KL6*tR1mnFk^Annq8_t4{gY|gWbN#|6Xh~l2zvKL%cyG zzqrGGE;mxhEoO#))89;h3%No?*y5k9hSr?=G&{5c1MN2Db9=)`GoYm&Frc=MOy55n z&vS!mv)}{8LKN{-%C3!nzogBH-yO-~rLvk)f5qO}OtYl!u%rk5(kQ*F85C6q?CDgR zBLBJ>hf(_Ym>$kh9mE`HI;H#9K?=rL!gz`(odR_CYc|MPyz-y7$i%Zeh{>d?|4k>{ zA|ITde#s5Lbw1}4z7%VC5IBfNKerMVx4$_hBh1+3Tk82Q*?zQY$Q@z$GK<&LF}(8r_n*ZV%g)Pfm6G&_?WC~arlfi2 zK9vlK&X8iXl9t{mCBUB-sxnFbA09Im3(wmf9ACi?O^4{R`=xR`z+b=qLH7M$gr+p$W9thb6hxl5VfwMX0ZX+NWb9zU~PKQ&*- z;wtrr53y;<8v**~-lzv^-;IgUi1YQ}zeTUEUR+XRxUcJMiYd~w!d(Q;*XHxfiC#Q7 z*}gF{>2 zdT#F>p5Fn_%)h&esD}_Jpc~SS1cH{Eo7+DH2I6O+n_LMZM_Jhga}%y}hvD}0Hv*JM zSWQWJ7wL4{q2^#ey{iE^IXNps^44hwGVt0{SLCh%!;8fbrK#z-(nMH9Jr94Q^@4ak zFtByj?qN<6^SgIXjWRub-CVY2*ES>)jFSSuqN)NKSuo38hw>B-H9{SI9#AoEkAtX{ zcu9`0B_c&gszOh|7Zjq)*RDMRBpR(Yb0*d7#|;*#9B{aUPEZ&X8L7Ex8#llf)@h@H zg^HA#d5mca#$?gr!C$G4R#slt`b(15B*#5$ZEn7uA}oAzczE%{!S4qFQ9OR+NGK}V z$Ad&`nze|o3}J``<>ca}OV9oPM6eb-LjdQOLMh$4oNJdz?B^xge@?7C_~iX`2!6P( z)OG4Zq?MA=3eSt5V+xQGI?v(?w%$$<$VY$;6(9;qB4Ds|TycnE39GSU?UxL@*qPT? zK!eJ~%Uj+Yr`;qL6N~2dyA_hYl7?#Z46o-gnq4=r3y_O@US2Q3`sr>CsA87nl`MF)1Z#N(?4^J= z-otYN`*{HA9&_^t73q^L$S**pjmd1G;C$NU-*PQ>W(Jv+#?WV@8RTxw8SAy*d$LGDP5r>j z+8-e zI|2H6c=mdG^E-%tWH8mC(liL-XuNa6tM0G?ki35g)k=$9KO9pcfmwtnNXGoTfjGou-WZ`Q*%3RPb-9B9f4 z9=Y+H7xyo#;|rPhTtt z^z=Lkg59EDINn$_-0C?Ob~@qdK+)71`}PKE=?RcCO^?V74>m zTSkF(y-pf5?j&9YPVdOS-?{omDTyeNE?kG47D(}BRaPUHMhJxwfHCT$R@MaRK|%ow za^)KYPz&U}ApE_Yx{9X1wJIWq^7E%Yfc5$L`PFzwad2t2&ndmJr;KlK${so;FK=Cx!4;Tcpb6Ul1mMZvN&1Q0}@4~-B7gSu&_AOcbWvQAe~3L&4?Vk^71qkG7bOpPu;EYn=I;m7A?AuZA5QO zzdt6K>`ATO%I9`4oulg+hjx^1)}N1w23shtZOS8k3DUzoFZE8mzq*Gq(L6-~jrrM< z$5mLQRY)}(k9OXd_?aV!ocN6o`bh1+Fl$V8e`;=8j(j>$1KYB*vwu%c3Yj28_3Y+UY86t;Ar(LUl*<7LV@BcnG?V@u#(E0~$>py*z)qC+_PddRg`O~Tw< zJ~uCR#m0?F5dHe_A?&8RSo{*eR9aV4mz$Nn2F-F-F(Fbv2+5))-v)bnN)Q88;-79W zo=rg~C-o>NN%~(zFv4~_IXCFEm7#ajy^ND_KCJ6BYiGw0@lqhZbC_fNwFa+)bE6YK zHfOo(+!Q@XQeojA)x|X~->7>ZL8#!l;zKa;51O;4=&|K^aC(&Hx{pG6W9{(pjys$Y4a)rb@u_#Ci@{`0@14%UD@@; zDn6o$l+}LiX_SnMsYi*UYAFfg2J70>wnFh=J1)kVf`-!N_YZ9e$qjyarJSd~y)jyk z4g_?1K&DX@p_AqX+b8ZF+R%fC~!R%*JY&-viZ zsEDBRoi`Fy;o4_xAyAbr^_LGWJ#L21!rgnX4Cd0TJ6ttWdXY`Yhn>_+8)O+D{HEAf zcgdvg6$4(K$x-Pr^KVYFvTF3-Jq1{iccyoo>^Qwn;b31EN)1&V9>}7PH&+Odwk$zbix_!fEWt)YV{dJA=rq z@C8PJaHHl0_B z!R(xF$rWt+dGk7v!8Lz=^;op**q6Em({w7X;S1-*+U>V+$X7?#MpAw^*%+cyFM?Y6 zqx84yqE9DK+lrLWw&wdmaZI4%X6#&+l`(}w-J?0qg%1N27~ z6^(x6IwJi40TGb;cu9xWyDA+&@1cK@JCOILtY<^SKoCI81B8ouGc*H1zMRpoDO7B66s)8E6IsS~+daIG!>6#Ml) zLdSf1*I*aFV0COMGPwvlk46XHx{jQn9W4h-!*+8i(z6uY8$5eH@i-l=Jg!MXw>^q^ z3a{g+cMt^$9HL>7RW8HT$A<-i`6#`AYpA9ESn>$nIy!C|1aFZF2?y{QWoOD08h-62 z_Zbp$yfAU-Gu!RVDS`#$&pA1{cS-UaEgrRo2qv1W z71*v$TWMb7|Gs}H^Zqsk)=?y|EX(+Udm7Ug4rT9O1DPf1s{pi0O#fV-VLy~p9cG_| z7uKXDTRrSsF~SHI=__8)_6vptDxo*mbu{8Y#g-y5^Xtg=;|?`H{9Wh1$-h*(bjM42 zaSl=_1&~dXnHbyv6}fBW!BZ=s^Yp{80sA<#VnZMbnw8!c zPlZm|!$*%k;6yqwH!IomxzAYszEco9D7r-RZz14=^@Vdb<#>zbeMs1$p;Xrp$e-bk zD9E`YIa=T;-H|=TSQB@K7s3F$Av6hQ_1~LAyddGH>*}%@VuQrt0bzgFGNUxDIQTUi zZ!nHMKa-|0_}*2p%-7}g1s%Cz+9p#UJ~e_k6t%SU&5E_vBi1~FAuoJlnxHxi$xF_2 zKXSJ@I65LZWb;aAO8SMOvzMQ4V2++^Tn9WUYNGv+IdX;@pDP7tAeDV^yYkhixI4P~ zlnqm~ko%P0xwGp_>Lt&aY1i4etct2V%~@UQ3DOqLMF8Rix--3R2b25{cn&}O^y(-$ z9jUqwKh{A!)Brbz)axSS3a7MUv>?q$U96uiR1i>Xk4?Dx9hq?>NLhiQo{sWo>|HSG zV&1P_9iI}Co=FY_#%R?#%^S??XCdim)pT`g1F!D%Ud&P(vY!U<9+%aF>)*n$?Y=!! zbBTzAw^iG-9b2||2ke$cE94Mt*+Pvs?YryZrjqjQ@VV14A@nE>8rOsi;0bmZ7D|*! z&%NS#QwdXc4rxu$Gep`v5!-4z@X=^?3?3`xsm zU!5Wa4TCG$?ENtyz^~|XUMTj#A&)evHNG-6;K!@^#viH@4+P$8Lk>Wxt-YkJJaBJP zahD;UrN1%lc3R7`lJWpfU=UiiZr?82KZi{uZ1Qn+_O$iR8w*=1l1(g7)_*Tor@mSV zNA<(XKu_J*GuFN&jo<|W^O*_ePZ4=*PBFS@xJa10E(UW+PkOeC#Y@$f{1jqy;r0EP z>?$ITWN%$u5u4r>aOhi6u$$Oq-Q^A2m9E_QkvDX{_QhC!;bpk0r>3Vz zO|f#+?|yoxY9kdyGBe|6-zDh08;2%z7DX*#V+pDj1rYV=#=g*V&AJH%hv9bbD$0o@ z<4cIC9fz_^+(B&olpQ;p1qsl_G7b(4E;SZfw%-{@>1jw=xZ5~04>(9@1d!BR%EZcM&y4dRb*fG_FAk<(-BvuvMnoLAaVu!Qy)Ufa z$LB?S#LTIDMM zl9KnTL+9FV8W)UXgU@47EwLyW0(YQ@#TKvZSmp^T!Y}q2f zu*SP2_`{7MV=U=woGEb8$t&{YiH$~F-OA4$-#^e(h;dmqg?7x$EYCr)jOo4PYJo3= z94uXLyObO6e)~2x>e zC5FN7P~zz7t`P-tB!N3GvTF-}C2OihM)aeZ*EuUzcc z$f>IXFX1meH%d3vAzhDH5y-`z=s&v0cV-{L=>))$bNux9jfa}Q0Z-d_W45(`3DF?G z%bzBB_{DFh2B(Ode065*<-xLtb5faavYlokC$yli0U53itVsY`)<>$OT_IxQ>Ch8- z_q5C4ydBCbV3kR#OuDYH8T17n;chi*(+_+!)YM!q4^G$rcnvW3 z*SMr1<^7|eAlaej84qSbcj84ti4A4Ii9sFrLD$(U>}7rez<%$z^OH|bV7PAHM{Z|u+)Q3|w9^Z!$-Lm)7(J3iNrmy+%;ec)5WhR_2T_rn0egI$6 zj^S$3>F+Grx_rmE%(ax!rKCpSQ!hEO^vBO1H_C%1m!X~As4UR+HBq!6THK>@S3I2)7@oi=W{Pxhn3rYR7{lqq6Pr_hgNY<--)d zwArKg&8uY~k1qZN;wHFju&G0dILmM{mbaIz;&^aWLBXgY zIgM;+GRAZ(N#qES3NYRlA8U!Mf)e-pc{qcQCd|CQ)C_%R<;3`r@dh5DQ5#x<(CEhJ( z>t5MA{`}xP3|&$6*nJY?UsTbJ{}4RZ&Sj^t;WZQWmqGHz>kyL>_F2H5#Q@3WK+q_s zzTWS_hIc>nS3O_CcOLfp_xm~L2S^$~kBxK1%9RJbHm0p)XE)Zn8oAXD`52La-Cc)} zqXOKZM=h4MB;6`OTh-HFHvux^U*U3XT($k)mi_ymHl*~8V9*<`n-@LM@fR5~yj?_$ zTt{ig_+m~^S-E2E+Weer_QJN^KUdbPi=IsW7|*bYl1NI1 z!k#U|?EP9Z8&Z_xH%Yx>Qd}r~y?|lIHN1I55J$1Xw&c&XJ{rS;k!n$<#O|)jZ4hL- zR?~f|a2xOX$#1uPzGb^OLk4iqg`aZ+-yGG{x+Zgmhn9M}ZQgVzu%T|v9Xh(j-0CVd zch+25EqRn@Ih*#u82L|kw(c=sp(^+2f)96;U75*QL(`ZY>=UalE+}vHaMN#Hxp1|t z%H_c!maFAfbRImr%Oyf=L=O)-AAZ)AJ!;L_Jkh-0yy4Q+xJ$upPX2Q(+0Vyx-(QH@ zD8gpglXu%Oh+{pweVo?bqVn=&wgZa$o#{WP%$~;xkX%o_sYwej)%;4 z&Izp2g_iT4eP+L*xqUrQZFnI|rP24C4~qP32LA0j=iFYsy3{STX;I@`h$G5NHHp$Q zCR-U8M2;TU{&0W2qo`=|+3L^_$DeUT4^?k$ykUL!j(_-2_02~Qw|#&4OTyRf!*9R( zdy>+EvmEy&r5|q7H#F#pq->eH;3$=JaxF4A8$pA6-4ql$iNI2J z%fqrb_X`rj&FtG5P-m1lY;0^ydE)2SBes(3_~8MEcXOjR-TB3Y4=x(!i2iJ>aV9M^ zJ-t(vnV0YB=c(7{{;281g~yaSoIj2MJmk0tq8&%abp-|P_@F~;mCrr~a+iFYx;I8V zluIivT=-aNAa9CNw-Jg@w? zdvGwboZQ4cYsQit)vH(BJEMh57cO4! ze07tU$Br%A-r#w;Zr*)FM*~&m<{$aj6sUPf@C`?!AZ0f;Dt6P@*fb{Q-h|dd4C$Wq zVKT78hWfNAO#fu+^Fi`K^y`0S@7!Wqsq)`0_8;?!DfVBxla^QDI(~1p8yUdz?ea@# zwdX~vwvajg-^cX7U55F%o!wq2gRVfasGzLO6EG&L$q^%$+hh5_926k#Qbv9nxS#0` z0aq?bNu5S12<~d@=-6cgXFIlbxUKfW9y@DGJG&032`>Cj02%J?KOnKKufGXdgw(pgw+x`7!=u$ca-E()eZO0+S#sjHu)mc!XnCM9ZFl1C6dVow2628*A!1{3lx^QFu zDz%##La94>cvLa#1i59Bwr0(mok%g3q97byRQ#+QkXPK7Z5wvjySR)DEsXl%8^|bj z!0ywAG2X8!DL?rO;IEfUIi)h2QzIg_MkpWckDXEJlbs%ZetyDG)C*p9@sLZMT47I~HPNyaHg6IIx&B~N zG}2Q#XDDz5lpP^bxPEVE(Qx8)Ol<5LXyTHE8OyF)`{!ppn%%-t+PgTHermNGa#m@r zZEdw{!=zGgRkFBFHMTqf(yK4i7)s5kvaDJy7cEB6TcuEoOBq1^iagT@WEl4G`+~ z%DoX?#T&nUO*;QNF%hn#4mQW3mvLcI7k9P&G7wYp7d+7Dnu7BbtA*8}XK~eAfBkmH z1m1KT5CARA-f=&SW$5&Y6FH?mJa_Ni`&9Dv;Z$PS=piSk45c}l3Q-BD_dzLor2XhX zsuso?0pK9x=i9f+Gk@sF8os?cBTfPGzxL~3fB&mX7mpEPTL1@aQwPwb7;^Q`T}0u2 zkbE<{bO})e7ktvZ!opk7T>J?nrh$n`^vfttJ!9kT%a$#>iTd=@r)3cBc1A&S@uEfF zQHV)TPw(y@>hE8g1JL|+K+~lTUOkI99;Lv$2#XCYELdcKs#8~2CtZ;MJ*l2Lg?@Me zXe&P0clrFq&1|4f(8>7xcLF0s_rR63_Lf@Ca z;pxc)u%&~Olhni)&VsxV=m;;+$7-U|xjIEl5hp4B{H39RU5>Na0u?I_O-!|hQxmb{GC4UpQh>DUtHT*y0Q@PS^`g*59~<9My>-eKu{nm1 z@?65jw9n7X;^N|<)OT(kSosr(`R*pQYPCI|&KK@e;^E;T+T_U26P5d@owh?wZ}ZSh zd*}XrBXAOliixdYWtG2tIrZ5Va}6w_X$t%K^XJj?Nm@`^u8cBUWR0J}(sKkz=RGs5uFrMQH|XLk|1pk`|Zg-`ULF4RX04fw_k&!1oDhIM3R zWtEka6GGFo=H`_^iwN%CT{|A|?%jSo6mG6>WF+V4__p$*sjJx6FJJaJWh(bU z3tB(_&I<9Nsuf%0moHx)8Z1WF-H<|#WDW_3hp;WZTR!cmI}x(3R+NvQpUC4P+lMls z=|I0OpsYs}6!Ne?n3$L-c;Q8%xQrB$!H4S%f0n*GfE5GR8CmzxPJ0C)4GHpA)a6gI z%GeL+6YmrdI1dwQ*DyQPGIvs4T@D>JROA%f&~l043W80naM{?k-u==<5WG_K)l73k zLq@aJ62&BzF*#!j^N|5-SzX;{mE*8Mz%4%adid-v0igmLOmw|Zo_su>paxLSrQy@D zus0M%(5D3v6f>WnFrK2=&y-rKBI60#c z8z!~e*DBD@?=ZO0Af!pZbLUPw-!{DY(R{O^o$MbV82Y^C0{i|?MK4aprWEMKO}VD6 zRp30RIQ$7EaC}blWd&Z9Gt-}~t*nHitR_Q84`JSV2RPTSUyp;r1W_yA(-_qS`wFB! zvF)TV6G>rEqf|Rq)}fe9M66MqB?s#zAekY14#X(UBEINH+X@o+HDBk@6Re@3QH|A- zfAFgWnJ!e4RJ*=jz-|abZw8Wj);QB*Vq%gnA-Ltk$(CPJ^ZIq3%PzngM8(BhJ3C(_ zNpf*r3k}`0TCT?Yopr|&_ymN`>UG`~Q|7S%p?kIA;hOVfDablt%j22<| z!`-miK}&XqI6Ol?H=Y5um(a_Ml=2)85O!ZLV*W5BMEUAffP$O2xVi7lO?OEXWV&|t z6;$2F6K#7=;_w2Mn0t1f>sBHOib6cEcKSouBRELKkGClR!o!Ik7vki>mW)Cxn*iBC z@KK3$JQ`y>vJbhMA!8Cd@uLzE;}YnU8$o~-!+z}RTbOK8`*V0W3@vs}cYgJd6Gl)8 zsqkFvG6Hc2Zsg+wNShz&5Le2twvfPy`5^Msx=K$*@YUif}9)!a?N}3FGZ;lDE>*{ zvQ(ngkXLpGdjJ^aDzGd3p|<*L^VKV+DS_~XkR7VT;gF6>EL<`}v^zEIKMIqlndu-z zx|?vKLs#`S#BO`VMvDAGLK3n@C$6Gf3<>9F`T4TQZzd)upF?XC4#DRqquHgaU$%F5 zf6))w+hL`pu8zcya}-P;l)3F1SU5ywUPaza9U{C1oh5JYeK_Kjc&q2~^9Y|5AbRWHN#E(&I~AZ|hyb`c8; zB7SdiEBI!x@Heo#aIEp3Nxj$G+bcdi1hHJSNWz8y=q18=_GxcxmGh=Yr6i~&kXdLGboh;EA@Y1d~6sD^Q}fcJA@&g5tpNQeyJ z)PDK;br^X+nD9bu49m-xjp5Fa6M;~6Hnz9fkYY{(!X9ogb_J4UBDi;3dwV_(Qo^q_K0Xfe(U_VCDa&({NnkE`1gDn)d=J7T z2)Bo>`lT{w|G>aqcqG%mhZ|<#d;p*1NB#Nh*Es|-BpnUk*gG)L1HCt?{@Av}HlI1u z=;S)s`#JVC-WQlyLKxr%^GmuoeED@s0goZDHMIMk#heg4=J%nY1RHv&!~zUOdV_H4 zrZn!i?asklOqjmli0s(A*9YMFRU8~kWvZS@g5~r>P0g_8MkTJB)m#d|p4|8~Gtr`| zrF9H(wU3WaLqfymJ|L(l$$&GRnLbdVxB*of^gmGdGJHmPk5GzW1~Emeutexx)EcT% z1TX^It)Z1Ar>QCE`*(eEJ|bE|Cs7gBBim)lbOJXH1NO3E$i~__9bL@9zg=8hOmMF6 znZf`T3bT{emx!rG3fB<=yRMU;$G*dkXqjblrMp9>yNaT zz}32tPyt#JMpN_OsAsWY6Eija5k`gOX2^5+2oq>+tKh+^`E^m8cYE!mjh zi`5tQAY|Wwa05l3O7dDJCgyzp>;rZ-V5*LuIB{aj#!Fl`qg8f#gm>?Uop5-FZS&e? z>hje;Jv*?(C`BNh9Y8wl$wB|=liGI0zUZa#rx)B zJ%2o^v~h8K;Ge+)Gr=K`*M6Hz+Wp>~TZ~>cnTqE|P*^>H&aquSO8~M(4n4*u2_}9q zb|O+yPv5)|zO`(F$Nl@v3zuBn=^`n#NF{?aq7tIaNGwE1BU7XarV6GB2#P_m zQd|g8K~a+^?ulD8Zj(gg(z`^@X{PjR4)?yh{O*14ds|-lK*K|GPFP6nmn z;89&k5D5o04auft>_t^WGM@PFe;j+BO5FHUwXw#;ja^V2jYbM1;nwiIzfkDn>h?=t z-ZB3US7q=4dlyEy_VJxd>lyDm zx4-YseD`-oU-R6XJmuWEtmpq=Uv-#gUEiyHPpD`77Pfjkx8FABz8mYhCv|(S?fE(R M&TpLeXg&2@1KCR~jQ{`u literal 0 HcmV?d00001 diff --git a/codes/QLearning/saved_model/20210312-165244/Qleaning_model.pkl b/codes/QLearning/saved_model/20210312-165244/Qleaning_model.pkl deleted file mode 100644 index c70d88ffb0d1c3de70aceedd5fd1f0b67995067a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 5039 zcmZ{o2V56PmdF1H68<78h$5yjjbRi-)G>~VileOzmV+`nBlGV+e+2mxUQ@VYL`RY+ ziU}OUm;fCkD#^s&dzaJZaJPH6dpYc0*u5NQ-|K(3GtS*MA0Dr|Uj4qWtE#Jt&Njj$ zJf7%i&;PlGdg47k%U@WuE0CJ+)4r7Q;$UV*oM-DRSM>nDzbqIG_;pcPX@xgGP~fW! z>ii`K^FY2l5IkOYK-MgiZVZ>iuQ;0WS=gW_awMa3kTBs2u^F z=hNEqLij89i%QDNES*6MAt%$0&nhM zzNI~QB@F95cr|R32L{<;L7y%vO@r847_1;Js|JST4&czzau}LBkexjNtE>Ws)k6IA z+|^u8&8Y}j6{$OSrmhN96zj6`R4Y(aT2N;B10{h{Ju4XSS*1m#J7(!hU1k;ef)%M7 z*E{!8eLFZLrMwCfa%CWv1broDzV9s5A%kVU{5)M%&JUPqXJJ<9Kn0AbfsqQ5 zrYjhg8zV{P`9i}1$u%%~x`r_d#`<64Qf!6udsom|PfM7?C?hn3W~vRVn^5E0B^`!ZV=AXIZ|gyvh=v zE`+HyFipYq+*l6GvjTpeDcY*^YnV|BZz!1Qw_AHl^X*1nm}PisAf?co8^#SxNG;@H zn5`hK4(2FGpJs$fQgfYF`JoP(XOB<80+`=WUk7h0STM~9w*{8K!mO;Ub)WHN8^fbv zk=elVDJ(yiuH%IR*{_YEYP!8HkwHgW-*wqj#6oyL<~NWxk=iO=xNegSP0(EAEL z(6HS!;#^RkfId{)m#B=Q92`_zw&13Nq7gl2D z+k02zJ$At_kbDIJ4F#q#z=iA(NTGrv2eLB+kr5w_t3)5$&DemK?UVDA7t#Qs+7 z&7^+nILQ8TJ!j$;yefoZAp{kaXec#}Fqcp!gmMMo5UdbECM|Z9?wy0@7jq|2>-d@Z z^dw8%u4rn*wn^FIU!(5*tFV2I^izcZw1P?vyG&z<3;2ovb}OiI0DD4!H0h_-)pT=w zBF`$SE?S>~PZnS!yHp*H$LTqq$5UL2A3YdvQVU*VANC4kpMw1w4wy!`%Qz^EY6XWJ z#^De{=2aTrqmSuQc?maNI<6=ppsu^$M)vLOMOBN7SM5h9Eu?#1REG8fr}= z!bQ{xqFzCRgE$&O$eU5J8k^S7UNeHKCt<^2e%($R>`%rU{0v9&Suq!~=Zqbbk;M)) ziu^GJ$2ByW#z0s8gvg&%(Co;c3dzrvUb>LE5_`B?o(|^;beE1yqMl_DiR@pdn(Y&) zH&*;sYR6Bgj$ff?90sQab4I~g4d+ZF(#5n0rd7dt2lMgggOP(r=ma$l!ZQghcN9-& zR#813!$wGd;LJjzY0 ziu%F|h0w5j;%w?%z^;){i zja_&ogvScHG<2KBaF@^{gkA-G4&lk?qmjnTR3qKNqcKCISFWvBbekIDsCs@H4|2yl zbd!BNoKD>MXZSU5i2 zmtG(pb#_WJ-HIwh9Q|*G^h1km3^#v4SMfnSRnNn^@S(iG-(f$A-@7~W24NR(8fEx^PL0Ryx^Hr{+%yi~o59;b$5{VaA%@e-cH&gA9nQyZOJLha+Il?(6_Vf<9V-)Z=J z(}-~y{~(NiRPZy0@$(Qv7D9YJd7Ez$9^+oXOKEW%)>pAdj~C3q=FMBh?V5q-CU3%C z>85`Y`F~dMFB<;UG`z0-zlr?6EBFsb{y#r|gxS=*XjUS%Mzc~qUEA~~UJSAi)R5w( z$hEbOU+!m74z&#(yjL9}WL&8Y5iBXUwoXeC$(J7~2rZ8o+J{W^aBc=?I-o z$A0>l$02NN6!pD3lD#)KB+=9O1ojruAw8dm>oWURxHOKfwIXcQfo!!E$<{O`I#er4 zLKqxvhs3aTz+S0%d6FxR@L>xcr4A22<}s{3fW3hNdV&4i!F*kt>B^a#)LN?gx}2iZgL1l=V*FlEqX zDLoCxT0GB7>T}s&MlXrxW6ec&tppL_1cuw{iEOnsf~{$cbQ2gUA)G*x9WsiolR&am zyi5R_6+OTcg>*xnjFYLyGjtOhL5daI@W=`}o+Ccpr^7pTe#mc}^uTBl;RMFm>SNhz zYaCnCnB*ofUP3s5*X)o9Y@GxqN`;+(Y_(IUg?V?2v4->Lr!&bDqEhGubz=YPF%0Xs zf9_-dhGp24N1fXx%9s#@p*awKFdW5Z1B;X@xb@xb4qyH)r=O7|v>EK3<7EBlpoYxc*J97?T~(wxz&Y~9st zwUx=%G{(BI^Ax+qr=z=k)ac*c27DL!JtdUl?NiJM%>F)BNi+M_6$b%=fE4X zu5OdoOn%>%{eZ2uwzD-WQ?iYy=(f10TNC3w9{J7wr5~Awcv4<|WZK0aQ1~NKX2y&! zePep%gVUD^>0W_-8U(h>D0} zN0b;%z!JpH?m7Rm`|rE|-g~e6?|t{2H}6@pyTgYwzkBbw=X?9R^9rl#&vb*! zS6m(lWO&57JwC(lHT|BF`fAJ94Pj|NuH08s>~}+Wn&z_pBD91zyh{D1$7`B~8zSDw zFR!YtF-%WYO>upI>qizwbB8<<%vT4)njlI+bYT?d`Ku)pVvfRa1@6L;oMpQ3S{OFF zusdw03r1LO0k2tJy#Qj5!bk<9@|z&8Fq~bhYazaH7>oUWqoxixr1Y^R_Oaoe;tf#f+PjwXDfKCaJV$m z;|)y*Bsal?*(RhYnCN?n%dl{656_Fw^myE5iTQ6(?1}REdDdW(7TE-o6-;S@sUO3% zd=sWCNNs`{3TCEhsbvvmk%cM3tgouwm*J~1{287qUIFD^!|?9&)K_`UGMLo_X$oc+ z#xYLQ*5I5Z%Ot@$Zg21{C+kHJy}%hI$6D?m0Z&(F`_@&o=@Msu04LT};l3pqRv z;-lztx-d0`f_M)f;&E!DzTE{BUozgxsxfl)Sw=^=#OMct+~{- z28ZzJ1`3u}q~b|D9mV;e31F*&Z6@UF+DHemT>u3NcGv(F0%S5^6FsO--HwfKQ80tf zY50PAv5gbdf`h{r=i^n@`{=C8GYk7z!cHOVQn1^Ew{v zeiPlmcDgs7f)lG3P%|B;e%92Ehp`V^=>eWt$1`y!3Y)PvhaPhoyepjd6znzOeO;U2 za6H2KK!Mlh=&yRRA|;vb&!YAuj(la+g8d`#F3Sq~0#8@a5o~6}FuYdMfDh;t7l2O) z#R~i;l;~QVLnswOnSyegP!S?5;GRUJpCj68-=Ps3XbwB{$Q1Gz{2X)Qm06q~wP(h;&I1~cN z?n|R5*t8#?&?R0qiSJio7xvH<);qKIaPD)GMV5y5i|{I4qI0se4h!Unf+iD=>RPx1 zIVO;11uZt@_^SyySiTe6s0&Z=AkZKl**+PsV~`UYXW|VUpnG_n6Ak!GEh@t6GE%L= z_*B6O6WVkw%we1q#wi7-ZAN>DAv-*BI`RzA(?V|ILAo*?Pg46<)`?^3Dc;Fi$ K zR_oi#r4MH$eusjyCUojryc7SN#6Pc~%Z`5`6kj$V&u%An)?tf(90kWwZ&CS-ZLFxD z&!sLr7hA%KhD4tC-qrOi;i3>ODY$IH6ZwhltE}nJ{$+W|^oV689gU7Jp^Ge`M+i3*+%%zA*M>QS&xCMG!RI#Nc8FlDrjA8C zlMB+va?ByTyRsSwN3dRj{cAHnh-AfcKZG~lrsoSe0e1xOg@P|l=+m`{4xnEEcNN^T z0rx|IEFPpCmG~5oV>iCw21e0mba^9Qz#dNE8S0Ft+pd+Va@5|Uo2k@FUDAyQLitL; zfC&$EEybY>3gwZ4$2R3jh$2%xkvi}iFQ{XsG69FOr;J;ovD%tAbK92mEM}d+3%PU? zFILG!JeBy*6g)TKg|0<9@rNY-Hx+!#j*qVm(Yf%p1X9e(W1>dm&Klf^wHswv_ZSVrS61e>*NAppB zgU7vvQ+s#OQGBo#kFkzTrMq|pA5$AA;OB+%3krVGgkRFN2#4~^LirU1-?b^<3sGdn z##0*~cDE~d6$Qfq*A)D^3BRFh(GKA^ zh45Pne%mJe&Z~YC+a(!gj=e1#A2#qd13FNq;~?!}JX^aUs2 zcZKqM3Vz>&KhU)phw_I)`6C5?Y*YT^)pR7$-C{hSkQdMGZ7QTj8rV8R^cnnW@zPz{ zEZ6W#dxRZxa#+Kk3gFKa{J9B#p=-k(z+VdBuN3^X4fvZ7U@i|-Y#yCHP{4bbf+MJ7 zNr_Rrsdp}Zwn`GcG?-nKktgy~-iK%CA%2O^ zI0^qFl>b%megzJ$!uzpq+1$|l+p8~zq&zZ&usm|zF zEAB|PrZI}Gu8ncfapJ=0c*|upTN^z_3M{l7plj(?#16BN_amLA_6mBkKbJLjZlv?P z{-3Uwg0>xtCt&YRmPUe9W^kevbu3%c7{^xE5*%=nxG;FUE`F^ulj@_s7XgOBJ?+J`Ks(9Jk($!=h2Opw}4PO-vHWNR9e*y`G3hdfza zm^{UDnab8CPm=q*AWfPvE`zb~A z7#m0ML;Zt5DSetN=vF#5d-Qy|%elr}smN)+R5M z0*gG4d%d29R*kOT97DlXe!BSywS0pm-S^O$k7IVROs>R7c=iBwvo^A%Dq|N}F&DEn zjU{Y#ZG?keDlUv&X1Oe9YhzbPfrVYdSQ<=Pyh462L<$XW^Mmdy>Zf*2;uAhW21fB^ zyiHPrd>bFkO`$vCblcD8 z!-K3NNfu@%*?QS~IVf z?(>E8g(PMU=UXp#nE(25$d6ACF5~-g6A%56u~R}YewP({H(S$qo2{-*bMWto3*+TS zurl_rwedw#VBuwN&%-|I##;$VJm%P%6-BN75*gZvl?UjsSEcd@+~(gG9rO28S|k3h z)MoN~R@l94P2+vGdVNNL79Eq^z3=-Y$GBYbU+@!OF2%W)ynMOTz%Net3kos^S{R-@V4`Z#ZxysqLp;V$tH`Th`W Co-Gdm literal 0 HcmV?d00001 diff --git a/codes/Sarsa/agent.py b/codes/Sarsa/agent.py index 9b8f443..3753381 100644 --- a/codes/Sarsa/agent.py +++ b/codes/Sarsa/agent.py @@ -5,7 +5,7 @@ Author: John Email: johnjim0816@gmail.com Date: 2021-03-12 16:58:16 LastEditor: John -LastEditTime: 2021-03-12 17:03:05 +LastEditTime: 2021-03-13 11:02:50 Discription: Environment: ''' @@ -42,11 +42,11 @@ class Sarsa(object): import dill torch.save( obj=self.Q, - f=path+"Sarsa_model.pkl", + f=path+"sarsa_model.pkl", pickle_module=dill ) def load(self, path): '''从文件中读取数据到 Q表格 ''' import dill - self.Q =torch.load(f=path+'Sarsa_model.pkl',pickle_module=dill) \ No newline at end of file + self.Q =torch.load(f=path+'sarsa_model.pkl',pickle_module=dill) \ No newline at end of file diff --git a/codes/Sarsa/results/20210312-170254/ma_rewards_train.npy b/codes/Sarsa/results/20210312-170254/ma_rewards_train.npy deleted file mode 100644 index e48eb0fc18db912f43861cb33bc4dc0c34f12c63..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1328 zcmbV~>o?R10EXG6B5W$E!_JDWktQvcGP#dt)QE8#&BgGWF>YbpwpD1iQz}AR*qvlh zqDYd)$Yu3b6dIRo#*!|orBYPVc1l_O3;TR~pHI(+H`gm*8;hf^wo@&I94bx}C6K8m zWQVYgWQqwnOp=h4K*R=15<ovXOkoOgCfZwovYH7t8?&R ze{VfO*py)0g-fsTk%2m&q?6uI0I$EsGFuI#_@KR^=2Lw>s@b3S|8Y1Mvau%?{UyiX zA`4ICu#dvU>tG?(^9by7=~LmhS-4dHhFckvfeEKGq|s*w5SRYDkvAh9%yZP)+=6|u zDA;SA-nAD~j(Q9M`B$(UE_u>)({RB!b}c(!^^J_i5e;MX3F z8A-QdnfeZhKEKFp?~1_c<);k0eZ$af(6+n5F%%Z-_Drny5n+($6sN@@Q0cpa8ITwP zDe<;ZDHI^?^U={!})~ z#luZk4B0T8elWeb+Yfns!^%nu8@_%FrP7s$P%9Ubra2#aH|$SnxC`K7J=P-I#{>0z zWZO_-FmlLRIy3w*C{-s19*stTq?c^2Tpxj_&c%VZ>%}1Xee;#7NrdiBUE3i85lnjD z2;H*@Joi8I#;k`xjIsmst-N#3gn(RNqhrY+AX)HHn`T3xv$2}pJQf1uvtN6?Qwg!+NnzDJ zh7f6LT%(c4LO6EGq+3D2r;nRa!45&{D-EGINr=*gMNT|ZA*vj6#!0mzJe3`fsZ-2# z4wXJ~SQ!HQ7Ui zCN*ufqny2wS3x_RU-B?otY9MGq(4Mf%j zSDJhY8`64ztx0!29LlT%v`IX$EE%JxmU2;DF&GhC%z^PQLHGNoIhZ}%I8uH+5X!AN zR)(wq_|R-_JX{)pj>!+q&RRd5IBlt~=<>y?Jle3?APa{!mR8OC!~%bId+*;d-YBVk zwvx8R3;+80?r7Fy;u!POjp0#`x&E{j>+I+-?fFwQ{g{U0nASl)Trn=NY;qZL2Gw+t z8}+C&3dWN*?e%uTyr`?(b(vexw|PW^KjVRcmd>ab7d&w7+%rm(1{3Yu`t;m1w!n7R KtMb?&I{pKwaE$-} diff --git a/codes/Sarsa/results/20210312-170254/rewards_curve_train.png b/codes/Sarsa/results/20210312-170254/rewards_curve_train.png deleted file mode 100644 index 942393695d7a6bb12ce7e7bda3911bba65af1011..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 37924 zcmd?RRa{kH)Hb>i=~PN-L;>mU5D^do0i|mb0@B?r-5}BpN;lFejidr@y1TpMo9qAk ze(!lN&&9br7lOdvYp*%yi06667%N2ay)+IcDJBdC!;yLW<^v4&zy}6HT0lnyzv1~a zvjV;eI7q5He6%)paMrgog30SU*jQLQSeP16I~m#8n_63Ov2w9;GgE(daImo#WMi}Z zpBJ!N+nKQ8D-Se)i(uHi)v$-b@bsa7Ncm!UrZ8A+jLaKxWtY^QS!Wl*@w=YG^MUvi zOj8GR{O=E6W4s9^#4og`WH0r{QAZk`#vlLnlR!-b4*qNC z|JAY&GXMMEueUHl=r`<7Fns>|3o0#=BJ_%Oz2`8@|K1h;@D=nO-7f~l0DaeIe+&zN z-i$5v|BH*5MU-wk&ia37s*s<1)xvt3^6-_CHMyuqVqG1-=-tI~gH>n{_^+<#>3D-x zx1{yIVvXl?bbo)ylBgD|EA83xrbN`vd!?jUHH4JvH2$qNSF@^HM2%$~v^1<9U5{vNIWrM(N@++vuEuxCB=>Tv}S<_qbq(jpoW5F0}cM|C_THF>$3* z5IH5ZY50eAx?4NX>9{p!Ps!zZmCCee{w>?!j}JOS+krc22pu|#nf?5e@#st@WT^*JKy5DIaAN2rsGI7 zEOswUuaI7>oDvoqs$OI9lvXM{Q>)erEYWVeq_)zaE0h$=G|shzv8bWN`^_mQ!V%d& ze?OiL{@%gCL5FWSyT%;BO3bD^FvvGQFp?!Vsk$0TxHmUYt^{ROZPrC zIGe#@qTCmu>mG4`yYJ1c`7>V=9<|z^(0IRZ!_V(_!ob#i@|adS@)Nkgn>TNiH=EAq zy~PZ>!wX7{(?^?JkAGX3bOhoc)otdcY)segqlgVx8uc>@8+Qgj@;LZ~R;*baDzsOZ zGj=Efy=Z+9_c00aPJ0IUno>uD!{!Hs zeBFkTkr9&3AP-`s+5Oxu${l>pWV1Wpe(SyH?o_qC_5Nrcogsd7Vv~09!d&>_GZF-*W4kcJC1-c5Lf@wzC+<*1|Ae3O=1uOib*H zpPxug8Q4h4Fyg}r!zfqbT(vS?ZKp}28JiBAo9p>|V@!zQ5x(8w)0Zd&D3iqq2V<$z&XV5iT3(vmMjk{(5a7sUuEJSEeVDVsomRX}LSX z@cL}m=a|GqTbsPmY4^xwhHu_O0{k#tV~LzHgU{*d-G%8` zStDJK*El>bY?hXnXItC;mBEKE4wpCo9)HZ0qv7Hj^&9|R=em|;@i7=(#poyK?& zCcehT)*lZELGA^P*BAr~%3Wc5^t#HZzQIAG?(nD2U%ZHkj&AF~6B~fcms|?`eswc1 zBiDMq#bNVrz$03z1MtUhlf(&CK_a6IgYg@L7?=nAA#Fz(VOoMbmYg-41(cqoU*E*SrQA9JkeLttf15ZNc8x%&e1f z7(4`#%LqibA7@|{_sft8DdkAL+N7DauU_0)*5Lt5DQnMQ@%Hv+ZQS8(xmXJOaIIRV zJE)?j6EL|mnOAAE_*%2pY7p$XtVk~K0^zHT9I%1kgu)v=ubrTq28-Q)bf>*nw~Q+l zNgmSL+Uh=icYB@0Z~F|Kc&=;$YdEFI)bgpb4&(9VdIp#6(i`B5Z^6l2ooueGuOl0^ zs+P{{K>m)5ik)eWD7^uzgF#i@0;T9({@gW<6Avm+$@tNJrmVGFeK+;fR04R|OGZY6orwyM z>)l%6n}d#l6uzj9jn8`x+od09Y<_(~(RQA797q#NC@O6T1)pWpL*a~1O8Q%tt+~^@ ztXT>eM-rbkWrp{iz(SL#Ik=L=)Xxy_n`J8D>zyj_qu&qN1h>@dQv`fHgg%}6<;xHh zEMj)MmAAw!nwgGSIa280^mKJK0lr3ce}T6Buf%X5k%N$!IR082O22=<%RpXSZ@+%jhKzRr zUI&>pCKgsbNLz^YwuVkfT^y|?GVJ04$InE)HbeR;f~h3Q#N29-6geiTX(v}y;y8bZO}gu zm^8}ukoe|YXsb+yjThSkPIjjgdVAlBUak;C^%SdDd;y0uQleFBpRP5^z2nr_)05== zGj0_mOnPc+A1FUJ?lpu(knwRE{U$7JI(p|^hDhcyPXv|*yT4f%Go5b{*`2O60kPj< zVA4Mh)&{)ciKqvE5FV8= z@SuTo5i&_7DDZ;4KX%y>yT4Q*<+B>NxjcR<<|PcG3r$(`S+YCawQL-KhD1R}MzG`5 zG&H_MOsbF>JO(KgB)wk9gMbqbvDD6d*fb}XoQX-|w06c0Ycx**EmguLD=SMbLp05Hx%&@D5}2)Y z)-9KG8X6i+AOdq+%}nU@N7G2Stj4J&3OTc0pYPKP3MK=aO9wA*n63he^g}B<8IM^f zZItlR-ORY3?WjCoeXEy@j0{M)d>~rjtvBi2Xh+Gse{T$K4oa=suB&l-PH^|#>UC@^ zvD*`Z6h7;<`@8-78Tc@W%(fdNG{8pfhq6YiCU>3E-L_tym&3ihM7d0cKCS)+Z}kSr zfS(-qoNPW-!2a`O<%_b`J3+cw44 zGAa(~H_XXW%5r<0615eNVGip#;bK)LaO?5c=CiHd-cXd(by-9ay*ZFLuSn2wN^<`y z4UkOh-4&DA%>gpN%A)J$jvzyDxg6-VT?TdROjd1<=0){T<(J0zy^xJ(H~RgpkciDJ z^#t~hK(#0i`qigi{J($ys#h7~01s-pZvT`rh{}IoDe7`StyN=zl*-j?!JBd&!6+b* z6da5Wz|+DWh7CVC_7ip=5P2GcR@+=>N0LDB?ar1AV_;=924MrjAs`u%1a*kp+Hx%H zV3kU z{Tdt^nw^>H17V~|qlB#OhU@LwpQaxT3=R7|2LUd`v*6V#n2QD8KMKzB1I>-LcE@KE zypFU%3*H1$JE7y#a?KL|prA%LUQoy4p{L845jusSgN-)?1OUP^sG6K1U^+TJz62Il z54>=85s#XmKM}xe<-%^Uy9;E+XfCp|IDk)jJ7pa!a&|qasM^O?I658xmBRGLK@LEi~0(R>Hs8s*%qTsc;yK&ia z@FQA&n*|tfbSJ87kUu#bHWZ`QMLw!b*@$|0dOqd1$?Rc2013Me+?j0J{Hdq9lEPMf zT??GieX}1Rv?uI(K0VJ#Kz`ssXm|W8(dz5(x3?A(nowCgCw94`oT;^@>WQLaJ3XE* z*5Cp_X=r<0ZA^3%saV?U?$RXPb?xcd-mL7aS1^bi!O51~I<_aP=#`X|Aij5T;i6ii zDQRGkeLX13#1yvN6O|w&Y=3iM3qk@+xKs$qWWQ%rL2Qsd!{f`WRURNn0L-~GEgBme z|IHNl`>-xzpR)bs{>Y8>@8~Gg>1prp-%B8cuKxR=sOXcCK?PD5Di$#_HMlmg*1r{o z(l<9Zy?uR${C7KUI$#GxMAcNP+kZSAI!zoHkb5m5G25KaYUDXP^erw=vxRhvWX0cL_1mum{KO8_+E+=`>36q1IQul(A1rcdMmjbuJ0 zO${qr-v@-xNS6&|Xt5zYJp4nm|GJw9gg&GADgj-Y^SZV?UpF}`RA(jz2})SEC^ePb zL8mp7R7Z?padB~#5^!gGkn}Vv3{U`nwmgN*?C#Tjae@YX^3Jd5oIZ znioYWvbBdIrlqM#8WR)45ZVst$?sdyQOC5I8SQgkD9RZ!9=l@+d*d~3WUEBIGl&LR|`q^AT+^Gj}akiB~8<7WlBPm${*zAWWkz>tA2)TyI zDwBjuDcyf;DU}aVP+}4j)%WoI$IT#Oy0kbS!f!)eWjwe9kjw(0Tr9_l zV4bA$qeJH1D+5VfB5v=8ysGxb3PuH}s0a!Dvl&wPZL`N(fP)Z_l4|OcX^Rm&efpFV zo|hvXWe0W>xN2aRfj-bu0KC7ae(@q;Wo5t4Q8XVQ(NqjH>^cbnLF5O(!vh&& z8PU}j830U3NJIpYBmi00?u?c(y-n_n_(0V9 z@bTki>;1Ku99?Wr`3D1oXCUR|i2I>BY>oBZ9&VSlR=OM-M9~yiSY%Nc1Mt5;Nq?Uo3smR1%Tl{vMa$y@{EJyQRD28^StN!T<*5uJiuK7 zRETDG=g_dQOAsxDDbIlfa|n1L^3dWLm&uz4fPNKx*yT);gNPdhJv|P)NGQwf_4KGA zM7}@QObOrSwVXQGDk_T?TCTERA5t$-1&**;;R#%yT*U1gkSJ9PEf>hYHi2_!N7@X})LQ(-x4UPr(lX&84QT1JKZf`e%Rstwsz4XOUU*96gA^A36P+xg? z2os0>7}K-|eAft&p1q8Iz#=h$&!&4E$pB0w%u1VY3aN`gP<(}O1Yr|O1=pliz~CNy z+e(WJ3p>7;O20*0gK~`P(Q_!207T-~vr<%8vuLqCZD>`kS$}iX4>{>2@R0r+zaAq% z4tA!h!+;c*H`XHJeg;8CTR;}$uca+hcr7;&WmI9rEK7i`{Wt>{XZw?}aRb{Tq!G<~ z-#1GuWOOX*0f7;mdcjQAai#Lw_TNe)Sr9ni-QG|NIs}7+y4>XDCAk|*+2)oF%r0@z z7)WegY0h&YgT~9tQDRPPNOs0-3P7ovMYQMuRhSYHhD{}!3aNttjoa=wpF=0sC5Ve|XFD<=V3su!s+uI?E z0;#O7I~6@MmR{hNT=weM!2!TFH#eCzD*Zt)sdLXW(*hxQW44hmO6-mwgz-!umUvt& z2JOt$AEzQXP5~qZPzlnYKp1}mBE(?F=AB8zkS9_VQp1a#~`$tZ2Tb0fz^gKP!7ddBE+JbW`Y5BOi2kTnLzA(zPR3jko+(vkr&t9J09vAsf}K*GU+4J0f8!3}^d$WL95jln^P zp_kLmWPvGgTO-$j<_QBx1EStQGJ!PD;mJVL(Oe~M?SX!_*6=~&9DufFKy(9y zB51$m8aJrJchbTb0C7l1UhAXJ=(OOq2N4L`)rvI)WMXgLJOr;~4I^O#IL-h2_vdu- z$!`=D6@RqQ0mRn?G^;E3`x41Q^fdMott2{6j)Rmn!>N zmw}q_pD+co*~G-e?-uOwHNd@>K-xA0E11}I0`#d9NGeW4TA4|5bdYKVZWb~@1_lOd zpf>}3t0Aa`(tU?x$4LkZX2w-XG!lWpq*v@)LedI!8l8SxPRD~?jmq-m7cqAL=}Rt^ z{}IRzAfmb~NAL{^bR1cGUy}hiw*q2_K2S~k0|Pk$*P?XW$g(SIWL8jA#D`3c%JbyW zJ=mEGpiu*^1a$Q;Kp02?6d+!RTqhP#4d{9hn~$ZFZ#S#{3o=Ez_ub{Y!Ov(eCx4_( zM>3HhQ4wrjF4%eD!%l)9#wq8(hk;=y)LR+KH|$jQCyKc90ylJ2XxR8yLI&|f_k5d` z-WZG7hB)ZsfQl2pUD{aMeheZ|1cU|j047+~WpWm^d2!MXL9Aq<~+}J&h3~(v+;p$49wh7w+QxX6T!&ISvjyAh)4AvkO4?I zz!N@z`TF`o`W9HP$|Wm*wi83c%&x{*HmI*vIq&O2>Qz+hPe^~t&dC|Bf7YTzE@0;m zV!R*7{H}8E6M<+84rHug^n(sVKDlCL*KHzG$;BX8$lP*AvzXa*m1yo$N8(iCEn@|5~L5dCp zH-XO-m8Q`8AK3jxW-yxt)e=Y(2LV+a;Rx0CJkMv>(+}xV&5`cr?{BH5Ypr{%Y6(EL z0L<}SN$m^&eo%P21fNj98m}d66+!2ZZ}dM^+e++ksA}u~|EAv!yE6m(3A>wosPGE&kWLPk+oE9Khu04AEXaeL(#GVez>G<(2#>WdER$3LKMl z25c9(phJFX$_uD&tz?c(0$U%>7zSqC4{<(_B|upYs?$wa)HGNnL%Z{)gk2f-bJ7AN zsc!&L{{;#OAY(m1@qS}w#t8R3Rng&7fa>Gfs!teUdqB_wfDO3b%rq#CLCWVgqO7bV z9s{bFk5Ss|@MZG;$jyC#Pe8C-A;QV|x4DdQU~Oyo4_)lmp|vGoGUMjBnWoV$GS8J3 z@5b$hsJz5NXR|o+-3gQ>ZLRN(`Z=5^L?tU`ks98A&cxH1mcpNY-s!3BN}k*uv+SCv zj8Zh|KbU2E@`h46YCXG<5%HWyTBTo1`h82pKyi~uX! zM~O_AZW|5n-HegEcl#G!Y2rrEKG+y}mMVpVtoUy0q(vGOxo#(O%+6{`8Q4{9#~_lx@{;}~L**#F zXka2L5^N%r;<>f_s*5TT;>^mo?DWRVl8A6}(wjNOX|RLQVtFz$wRgEOB8VeJne^fH z2z6&dWC`hl;h_f(w+`F!_0Oh^<&MqzPwSK5rVpx<(T{2$ZFs49V{ z5Z^QI0|)oNoJV~_wT~WcNx$_WO3^Vq&tk5j>U}OWEEU}vw*bR3j(z8p9NMCakc~pgOsHnj+J0+$`I+1C}gxK|uMb%eX2Qt{gsYkZY^F;fhFCQy+l4bM^MV ze8yCZE&u)FucQa#SY2N;W+V|cDs zBZFYImHHNmvsFukcgq>mb)<2EmTXaO*2(5f-GFDm>Rp%g{C>e0V&(6}libKXr7d|) zgd^|X+x6*Fw7$MtCB;wlV8;nGP<{-7dyw!*L2vjOl4+lU-gZg4-7v(rja#`9TS7=U zDUg`nUv++ND`tiGB}bWdO#qY6{_=VD`M2&zzTDWSFZkPn1{CY)Z409VX<7#A zibz<<0={WTSLhh_++p+X%9)G~Ih;|51e7M|*f*}}YtOUAFDIdRT+FiC9fcuXYy^p% ze5R5I``|?N`_ph1^A}{#C(f4cV5PQbB?CLJk1)eb$Jp^zRC)(qe%eFRnkW~+@fq(! zE7z2Jc%{+X%j)1Msd2fj>!$r!ravF%H5vVd1wh*D7_Sosyr_D@*0xuK)jQN4xv3sx z_qt8-egy(E-1#_$fj`R*I9SP?zaQRckufk-x?A939WBN)E!9<;*q@RAUW(25sNQ(` z1i697s2wM52I+JoM7!m}h%KSJXQb4%?)s3*qcN=Zofq!V_d?7pUsWmW&mE_?1|nx^ zy^PdC!@z$HIEuh76`fGg68&*ZgV&N9-PUlQQT4AWYU1KZ+_)TOc|E++8or#6FclcM zwZU= zRevIWgU(|agX_;z+*lnB|ArT~=FcitVoPS+jL7+LE&Q?>$VFoMtM)CP(>C@ltHX;z zT69Rc%H2P{e&9J{X-!O|yhb&HBI(pJ?-C5>qk7Rc{5rPx)oVYGi`A$ci}{R2TZ^!K zShp^sFULs-q0uT55&kh?&r+x7{1gmp~z02=pj{!rpGv@TSe@ zPbLXoIjxFxvF~iksU{~;_=hf5-9&+fx?YE+JqNyNza6-KI>CmZSP_How$CHv^ka~B z!>tL5B!ASY=VV)_M#Gq#br9)8C1jP3`!dF@=RrNLSKU4M8`g`*JZMODrPfSeJO=r> zBP2}gEv6i2Zb=w?WK=dL7*nUqKFiAa!9sUQ*_s+d($K2PlU10B3A(y)l~rC&?k^l1 z3SZH4uML^Az8r5k8Suz$i4T_;#W8vp(U@ow7Q=XMF8D@L`>=0J9{;f22?eJ?O99glq3)$J!we=Fi8Y)G!^yq$_*> za>X${d=0m0-=jXZ?4O!fO+(puryuQ7NR%avf4=ihPM|L^ZS$t$+P?=uM9n!C#Vap? zep34tt~gL2Oa}65TUMG^vog0q2NCJTHo0KD%8~J6TQ)!Y@|9YS(RZprS`U5?=CIEEARCE{lPf ziZB*sK$WnHNKTbp@cDg9RQn7$bEu#2Y{K_FOVf$`M{C^)nO7(Y?pI|9s-?6tr|j*K zTp9Ed(xB)howvVZEZ)aIR1u>hK#{~{=AXvJpQZMxkYHUbo9(%9?eJ0_M5W`Z)gF&I zt5C9-a`IPbnGJ0?AN}q!znftrW^csWc9Yg3BiP4LTYeH_F z^+Mf244ji+syhoMQWcsgyE6cJ$FESD( zD9t3{W}u+>BfmqO)vn=_vF4YuVspVFVnK8?BZa;g(&D%Q^#T*2q3l@+51-<2krrm_ zS0{#;J$a+-0wZP2!`w+7sIk5Igj=W@E@`XBf?;TKH$R`P|92;@eeJx{v}I>k*C7x`($57ba3jLQo6IbJ#7-7J zCMJGmY)t9oKK?-O2wuQ^WkCkepNpHv@Uh#@*SP5mM{`Dr>z|+W5ZyN|*AIaq>s|ZG z*H+ez(ZU76_f!2Pirt@BrF41hOzp{Q8+r}e*)e;h1` zhL(nF-2H!X_$}9MhB{H65>NBg><;V6{+6lP6Y4u;UMDN-D&}m0Go4Wm8sA1b+<3^z zkxfSA#`se5Sj^dfQ4^hc{VAVncs8YTGQN1KyUaWHZ4{MVSl{g4g-dzaqRE5(g@Q>6#ix7;jLv!#!9}F9dTVwXzsWf2GhQB;PXFuo7G4U zr%Zmgk(gKYxNoeYw_b`kba;ue7uB3Dr)i92h}!drbfLrdC;9ty#^0N{9;y?%reTMexGVbX`c%)B!#B`qj_eZI&}20I7;C}h~qe*$~Z)1@KP)^ zR=<2$gyLXsmZc^O|MrFXr^mXqmz5|AN%Z> ziAamzZh=}J*%G_yc`()8+petbP9B^eD$9!Gf-A(JOqt&QYuS}>n&;VT70T~*XlZ_CwF;P|F(N&)J;)p{xcI5KWp1f>Yhk@$mOhZ=V`O!q5@Z7B% zi8nB!OXnedt=PhY1)Q{Z0b)Ki@)Al!0Vl-|-lsBV>i2Fgo{WWicuj9L?b)lhsuFpL zd=-?6O;>57Z{1lIgYVl}tNG|sWY=fGWuuN0x(s-2Wx{M&O&<*fgRHT+LJS(I+`q); zVQ!L7`v43|E~e6p*Gjcm=K0jYbT%4fy}z7T>;;%2Y$5H#J#q=WKinN0wU9KO7`^w+ zR~vZ*cEr9#4u=?MGIm{DOokk=?-I%#NBdNgP*C~x>j%N;cY1X`SSfP^- zjHw8V#6rjM21GLphu{~5eUn9MNB!RGzvR~LoC%1fkys>lW=44Y742zSZ*8M@QiYxO z!%>9jBztl%Mye&aZjf&-9B-{Ws)d(cW1=(4Ny<+9v6P$~c=KhZn4bt^?Xz~o`GmlMj8J|iYV!(>1Lc4-?gY0?* zo1*yVV;^n_{OEwou;uA|WT-JG6yiSl8kisYC7baDoQa}K*S}R0JDGx8$OJc0ix7u< zI7?~Wd?Co-bY0mBDSnCEgGea#52B25NLN;*5g*Pk5}~N1=z{f<7mTuB{v=q)c6K>2aukfd+zwHPMxqm!XKN9D}87H^eA?}=` z)gb3jSFp*XQadyAHLI-4AQ%tNWk~(aLPy)^Q@r!K{WWrkul~AiHjV@ARpT4g_y6@NhF`jsO@}+xyq!p<0S>b_|$b24+ZsBt{steDh z9TGdMI=1jfyH0gZ%ih8!f|aN;fqodMP6YZDKsSRSNJf$l4&0zJVWh)X_8LHN-W@r5 z(Ha^Wr1chFG-{#y6Zl#qo=J?N-C$Db_D#k5!!D-?)L$*!*oT03ZQcE1sxc=Q+T0np zAYK)CB(6e8%2#}mEFCu4xtmb?qD2LH?!qI;{;i!$)Ag6tz1?RaxaU2_h|lBsH(7OD zUEJt;e_3=cOple~y=#MBr}zm4X}7;%Y3~=F1CG-#CH|ef58y$$tL_Zk&lz`>csfBt z6*$2x>zegdI`fSv^p%)UK75qbaZN~morf4CDP#jY}=rW5H^fx~($N?w`Y4)V#%w2-XtRZ}_B^YpNBG3*!A zggn&XD|VOIz$Kl<8B$o3{gXdzotILD@%L&~V)&{#+F29=RRHAC|OvDt)8^<{JyL+y?$kcFPziS~LFpgWJxf{4&aBk6d4xZ@#CG2MYKvi}U!NwapXtK9$u6U$>Ru^e8 z?VNh<&Hw7NIzHEa1L0}$HYHZ*&PGFIM%3hT#7BhV+_e**m<9igWZplVaudtcv9moA>>)Mn0r$k!Xwml;W3P?P;e$!Ns|nM)HQB zJKtq=s)o;09z{Y8#sYlb%IH4i^&a`(bkRc&@^`~VgEh*i&$;R9zKW%&W*Q1>XPc70 z9eg1?(PQ|at3Gj%F}@t8{342&<+Ulnd~A7kwlQjY#fJ5v+B$coUES@LuUsKT%cG0y7cnO%cChp z+{!^$D|7ts^T_c4pcFOL7%-V8p`7gh4d(EhR=G$_Z5l@uZ4tNMCJ@mQC1Z&LNim%xu5vL!xPLjX`iYxsCdDmn!& zmxI~9@nW!J2;CZuUqpM%1`{lo>Ou_XE?5(7@l2=_3AUvIZt*d?r{H%7FGGkE=aA@c4;Gun%L zM)1=eO}-Zm_zHeKgl9iK7ry;&IyY;esfvEzvoQ>QFZV*IHL+Jw?9S_Bll$7iLi*r4 zky4XuhJRMFhW5W@L~oY~&v7ZxchMTo*)Dh3yl$C5R1g&wU_5Lx{?M3T__~o8=ba^) zs}XsEqp4g6{=EJBxnS($Jo#9BCn{0NqqztFEQe_o&R3^c2W11qGG``>L$htBGkN*B z)AsoU=+(koDp^7>p#R6 zPG~tn4jn6S!3pf0sYH>WO7&V=3OUuCHR@+%sO)FSvW4V#+KxI?F9Yvyea-)K0d+3*g~PO~5P)GWgXUL_Odw6mTV11cgZ@yUOzfk^Pc^lWdY$g|gZ;2ylxblMMYjW+TGixr?<;msjaf`UaFbm_Oa~MPIH_Ay-uC*{q^#Y%@ z0YlKZoJIngq63@CQESFoHuCJ0RO&gKv82-HCz{oiVmgSC%E+uVexKzP@sn`BR6$qt z66(CM3QOjZ?ys0+&Lb$PI)pEBd_&>v?`)o%y(KiW8GCv!B^We_-8PRHxG{D|NL}fK={d0`nQU)gb(~?vZF^F%(t_^FNu#gexs~mQQ z;S=rcYxln_v#Tu;vPZvoWyTu7D@3QV8YMyxt6RUq{b@zsK8Dhl%CFK}gZ%XQ&yWSZ zzEf`_9X00)(^>u}VH&H-r4feo#{zL$o%@XnnT(hnSO0d{jDgR+r|7V?!HP5#s>s{> zlFdnn{gTm4opua$ke%mqAnCtg`IPhMw~>3;x7j2Y}I|dJmtr%t98F1DspzbP=wWAHoE^tF|af`n+4_R?{uUn|0pA zbwm_0oG383V|)(SVa+qX$|n1Y9u~+}J5>GQFSdJsvlK2Uy%%_ar1-1;lLXKm z$djeSW748uF;zrJC=v!-OrUzyZlY^_crS>o*KjP5BCT`NK}=i~@-ISS!ize#^~~tt zn0TG6+sD6~J2L;yr^pVo3hcm9vU4_8V+YR1Y1%=~iIpK0R%V~iBG=Z~!N zBJ3DnW1b-0N>BS!W{3e!D$54&mCbCyw@qYSv!K?x`re)KCSY17@pU}?8V(J8`eCOCA0H1JhWdv zOEj3u;M!5pJ{#5-6s5| znhhDHZh6aTyr%9bprP2F_MfFfp6MrQ%VcG%uU}&vEXjP!#@}QOiZ>eT$2E|@L0^=4 zkeOg#LXgLRiPT~|Ku6Rlv8=57N5CY5m{4GbX~sD!Ob_v24TAdgQ;WS;s&9*tup9&RZJ-(OHsr`W0YJDDkKIU0GZjh~W%wF?7_0y^~8tn7qM~Y_u z_PPos9ip#Gapa#p0O>P_F-^K(WE0!tns@2#Y+q6lKa=>QL@lR|8DXT4%G>W|bBmuH zR^Uw39rN1`zAoCG`_Wz?-S}4YN}r9s3d}Sp4%ld6;mE0 z8vlo{%JSl7Li@+DfPRVXqX8NZ(3g^7k9VwJFb+iNd55{H+92wBKbUhkMq0MTe~TsO zH$=7Z)c>I3_A_j$wxl4uDSOuyMQhe7#|2SFxPS3zx6>=i)6CB}QOluYrjp4_J=Sc$ z02JX+Q37O>6RIoI>+nIK`X_FAagj&Ztxcq6LO}XvJW0OLUyO#;=jPwBU0#q++C6Fl zGt855e}+I@8*z_Js zya;VX;L-PN%C=N4HyDyL4Ev-CAHn={>=4usKF_fG(9-{ILGJB(uksDB?dCf4X*k?) z`ljBUGw3mXB+nh=KuN6PEvrS0I;gs~lf8wV*lG5yD5}A*F_<@zgbiONW*eZ*TM0uR zz9&Re_Yc#7C33n*f;;6rHM8f1(kiZRcMtDEZ-_8qDgs6tQYyeOcZXafpHb(2GdA+1 zSf{jWrXjD#vJ%vEgTvCAid+Q{&+-4e?}M?YVd7=8@!dgU-=pnT2))T3;icN*==DY0 zW@ZHR)zYON*Ee)a9$ZfOaYx~Dj`1h~2YC6;3y)>gwV(L~|Kkj+4)&fi!F5k-Fj5^H z7H2!R%JyMTqwPg3?`v%YES=+_$4Z@j{?SIr==N|uoyWs#HLv>E2`L&mvdPmg`}gh@ zBX(R2SG!^p=hhEX`)k!3@jC2eyf+UCzy_D~HKrzv4kbTaYC$~+m!URI8mhhp8b#;c z2z!dM-I1_6jHw@8R$(Jq>JXfq=KUi=k}n4BfA#T2X9Ke@o|tcFfl@bz4A{^-1d;>Y zE49r2p{guX!NS7mBT>15tg4dv;IV;g7UirEurF61lUn6WcD(GxgN@0TMcHdFFyPB^^+QLDiT*BVccNl=C9A0 z5TnatMv)m@#s_lbv}$bZS8p@%zOM_q!(`pA#d8rX7Siknl)0;^jy6^@k30 za_^#P^w^xw1buAW9tX=h$PB|jC7N6m42$@533=xp^!)INthc1{xSkEk{yonHeVWmK z_9sB+TlXgJBE!0aF)o1nV-NngMTIXY^4P?l#$sBBIe_QIDF-OY5 zxj@=%4jI26{A3cTobvsH3d`Fohl_0&6j9IacNf6bXog~&?A_`s-C)1$pYRJ7e@8ng zrdhbE!OgVnCn3B&qk=IXsx8MlxEGX#LDy%b11G*|G=qsNoZw=Mb9;5Ii7veS&-!$e zv~6j&Rq5xNC#+bftS4`M@bMkATE?%ijaBV!SbCbHHkU6E%CpxB=Qs6%zMjl<9>uwu zriSuWRI~3Fqhw*_op{}O*Eauca3@MMc-!w?B<80NBGC^!3`B1^8v=d(w)zgrXqVAZ z;DacGzV#}29&U5m2zkgFSlvJZ)$U_tPZb%aftIn8)LJ^c-J$d9q+J`c#RJ0vB{6$y zVfx-G=>Y0+QAXB4?e335AWtlRWjG@j=xQsK7p|$bB*lDnypgGC3YY)m81ZGFBzrye z6-H>=eqn1)BHNuJ6L_l&GKLT6z|v^b7Z;uJmdN|i1K##K70nHPBH~jsueQYh6Ge{r zrql($i?6&i^hh4LvtnjxcTKO|@8>jhu1-m7Mk8*G7mI9 zESJO?0J=brLGLs)0S2BLA#Pz|QG(EUx_S!xr=|(2O!F)-ou0=C64^#C$JyslFr7OL zrECLDgXQ4q3Sfp%9t=)=9?iu8E&tEN#4@0EN*~buoM}o5hBrXlWS!WTFR6%zThNzU ztW_Hc4f=swjsEtn^P_@D7igFS-Rh(;s52TgQ=5Qh(a!E}@LUOHFq+i{TJbbYs@2{g zWaqK!MEmbId*?Lii?qfOiQy+|zg87L0+JeF=)5*z67-$rZ z1s(rjZ0Ez805m}K=8eC!f-dN;56v#OU6$gOHv}EDVC3CZxYT4g9Zb))G{_e60t~Y4 z{a|4BjH&D8_A8~sT`_SwPpIpPr;{nr2Mk2iflfu?nr6`P3npv-g5mYHr?A`GTWH1_ zGXtQAozT zs_L)ofA*~i=b58VSg4w>xHbiR_|_4^MvSyDy({QppgC?EW|qFq<8-Sv|MdT9gRA

-+~U^fyGFnJ73v*$eCU|1d+Xq_@IJFIQJ#eu`& z(0H0X2@%oa{(e+cl>OpLRTLN-Zyzq(n(s}{1uKHD_9XOt`T)9vI`(W}(Fs~_jg57y z#iIDicc^vaHEh$a;xE!v^_N2@>XB?}$sJ>;4 zjC{xBLU%wD!v{3Pf2guB0d4h5U13kbj6ZnJ!)fBBS+%C@>0C8vs0E$|#=aqK8B9e) z^mwHVN~x+6gCQZ{n@juq3T|!PlcN0(x) z$ge(^Z7a2>{OcDS?phqdRskpZzd9A?u6oUv%9w8C(*)x{*RrcWkVBwh12FKO-eU+2 zXo8slbSx||tw8xbH`i{V4e9(23~VBS(P=(H$t*C8vS-N(zW#7O-{VoA46s#rP#=sq z6(X6=9Uie)$VTO*{&^nZI7<%9x*fmC;4w7yrP1WV0j{_PCh(V`K_1V$ySs-EA40RI zkW2`s(j~!I3N&(ixYPwbRRRXh*?^giBQTG94E4f;Zd5Qa|Af~fu`$Scrp^}XcR$;m z9xa25iC%5cg2y!sfu87n!GcCk?vlGwDqwp9|N?Xopd^BCR!-LNz)pgCQ zcyTJso`g}i`LuZP57d5|lw^{){Z6~ALg|0p09e}E)&J@2&Eu)u`uFjB8=?rOlqgD_ zqtZYF86#6Al#-AsGAH9EWN7YCG%1QmDH&6l#|Ej$5F2Gq8KY#%{JYlHc|PYn&-3|x zzprn9owMzG-|JrYTI)Ss@9Wy@bnI9_>&g?0a>jy`eRCH?9L<=qwfzU~&e~q%5`;(R zw7d+X`P5s6?MVF(cKDyy0-O;8B=xkD6X@&;SZ+qf!Dn_^f^}2QrUPA71J?XOyM;4$ z;LnmG#HQsBQ45nMCF&euD$Rp?4QCEXZW3T8>{bj2zRHpMAd$v@e7&$?O0omtUs^8) zvm4wmnp*c>-bCI*0dpCxeQ+F;PEm805>K^Km$5n@Eav!H<#7h-BVSI0tx4wOU zK=4CD0j;?=88f3e0T;NVo0hu>7dBkw|28$3iek(9atjx>u45)l;?sZUe{iAugMtPUpIBq0N?7&0+8oJ9ua{qx&TCNOBbaD^B(>M?1Fiu+)e>{lbc$+kuBJ=75 zN592{v&Fld?6yv&{?%OkS^Ht>L9vgUQ^_t$(rKx|S{6}vP!gVUw)LEhh2Ey1} zf6Lu#bckm-?~e>$2c@`Q5B0;CE%kZk5&=WrXy1j5rhQ6__Ju) zHr&~59jn`hwX}V?Jp$C)R7KsjTYrr!A_ybCZ&&7@r#RhJq+U02lqzgU_Y}_1APal} zR)5i8&^?ZdeE$`7L3>WF*r1-4JhS*?Sg=gP+Vf{sm6w2|mJF_`dzU+|i3FIgzoRZ!MZ z_Ku{{-L>?uf4nHL?wTY%^?D)G`P7!94LgjDjUR@jIn-t|$p+9&Ne;bdr#MK1QHUGq z=R+q9K-fEW>@ffF`3=}@jxE_&DVzJJkKiJP{QPK-AIpqtbR`WRJ=IM7^&nSr#i%|w zC#X>NqZ{Seadfs(m#$oSt~k=5ijGFou*78K*l0E9&6_uUZVG5^!tpObcn)$$+iwxb zJ^FbgHa4jgPPhkU*Qk% zrgnnJh)EEUnwol~KK&v(hpt|`rUnmejeepzcvsxNH3zT85a;~FLj?SQPT zEL=3gX{IGMA3woEh!)UXcOUZzm(KzaWs#1t2J0uf=>D-+3J3||RaaN17TmrouD2f@ zanYI~Nv~5&Stu>*v{(4h-DIU_)F$dIy>FMfRQfuZx?{ETgpy`lkADqjNH>YCFfMKt z+V@TRrof2;2B{DR2yLx~Z+pBK|}x_QOlUb$|2o zD|4z2EYn>u;}*ph-wt|nFMH*QXfzqN?;m&53!QwqEpSuB6Mx6K5)ZGZhii#Hd**l8 zMxe#nmQkVk&E_e*wg1f_`Vvt)LSy6L@Hw6wFOGF{FE*Bjt^(D+Je{B83~bckvG;GjF+yf{5L{&BrS`? zAI<-9b4*FicGKVd{l~gi!g-f*@4V!5tMRA}oDYy|2nB$x;K|WOxsc){wEV*TK<7bY zHeI!9^T=Vo0JL9RzJ6T;t%Krp9;drLt$6`-6Q#U~pwcOFQmofBz3iRs(W_}-un2yg z6*^@|n1J5yE1{u9!k!JZLNu0rcx=T5f*LWjW}%nkN0ES;bFGOdt?W=cX~hEp#S`Fw z(vN(2esAYha3|eEzelLtxeS-)Ib}f$Pu4sRj)~M{XI#kgQu%ev>~C2>la!PsUF?Z@nsNh^rLl7(xGN;h?U80zcD+~Uj^y|!XcAn zlxBg$qi-@)_S}~KS9GeE!;hn|Ix}zW6v+k|-^;ZY48zIdbvo_wU{7rbNGC#bnwy)W zNMrOwkJ)tm4;)Tgl38t)zH?CR?Izt%g)uRw(|*1jkp2hSuqRJ-~P zK4ZA3QjNM7Cco<=(}ly>B^B;MQLY_lor^mMzd+2-b1~8+6-16JX1btgbFEweJ!)Eq zcUrpVLd@$7a)i5Vxa#RD;o&V@n5`XRtWD4e|QGf!)w z*2Vf-M@!-}xIBaD-|%i1PWM&e6Nl`pd5XU7d*H~t*%{_QtT^lZK1)!g7v-z%!qEWTO_eaDtBjOnkunbjP1n0*p~VC zY^Fp!c&2X(dBzRgu_Z=Wj~B+hbn)4M#@cDA%dKW)uJYmi6m@%Z8c39?%jYk>)IlRS&m{gwU zy_rJ~f>S&Cph72>g(UCOMqV=4q!cmvrW_e3-L9>jjybz!TmS61v<|Y7)q07m(EUkg znd@W}xz98i15eWM$`dldy)3^59Zq~R5tigwDo&t1#%jr|U(@Yfx`w3%OaNN2?%_*8 z)KDtqFpp`WkENIxjMJAq&MQC_D%dr0gHV@6)8=PB|as0o*5%COh z&TLLj()}o9*6H=$!Hcubce>eDka@^;Z$kW(pP&D8Y%E)8x3)G~Mon7@BOiEz*dyjI z2S(}z_!-ZiKfj93bL-tJ&>(nyzP!D&xj=~`JeN2_za*sOe?lPs1@W51!k{w`ZhOyp z@5->e>0?rF*`35Zu)$*GV4QUh^ zdN)4>J|L?;4rEl~U45Tk^-?<0N0E7z{&4gh(_yx)F% zMjEogh|raPw!->}m+@``J-yR#BU*B6$p1&wE|>sqLW16{c=6L`7^T9SQ0N&OAFr-+ z%l!P{+pJ~x=nC7UCX74gE%|!DrrhMf1^s_dO~mQ5L>F0zN=v6dZ}XcRIsifl!u+$V zci(=7@RTvw{a9trd6=jcAO*77p{CSV3xt<0E@eCCV*2krc;FN9V#rHRui8t`{pS6y z!!{iUx>7qZ1ATNVXim_Z($a+C4(G~V>A+xA=5=>)eUvv+HLl0|q9RAY zWarU}C97zMY^UZ{I(*L(|Kw~dWt6aGqtQ%n>c8fzXGKb20dT^1fgQH$%KM+M-GQDNtF6xC4a)cAbfj-&nG&1 z8KIy-i?`^=25>FBJeom#UBLZGN_*G!wa+Y4sfy@rtc1W2``?LB1|#7VhH!*1A2?p~ zY|?3-lWZMTEKFG*9u>g0dCr+DPTh8h;VcAesY(0LiS>U&4>eeV6V)*PxL0Vs!7XxS z`@HDBM{PTH(F*zZd3;MC=ViA*iV(}f+lVWrKCs3`*75Qz4s_zPx79jROiawDPb*2F zCU7$O8C&O$X08As!8J3saF!_kVE4!TMEf85&cSWtl%#rkVrmEZ&C{O5Ml>Lh{p^;> zVvZ=0jC2(-hbW*Lsj3#DY}|WoVC$RsnLkMqTUFIV)s&73uN;;yUs}z_*b--bTaDOC zQ>L9yVl~)zbyLHOg1HB)Uyl+C*BZ(EL8$;Kso5{3XlfU2_pj&>VBVfY$~qEkCYw4u zmo)PRtd3ECr*MLdj9K^cK;4TGMWsDoG8oZ@Djpe}Epr4{mF<^N*9WIoi&n1EpSD*j zU|w^B#QI}Gh22USsx{LjNaY5Twm`z0gU=#OsciMMC{i)yYtqJtZgXk1hk2t*DbnM7 zfobLKZH1NBNz7MN;^JrDcgmXKeH33-Ii|$4^mph~+7|ZT!y#$x%_QkwL7v~(AitM$t3+9adz!VMf_KTz*QX49pgxHiU~EDy_eQNn-JPVf9i z%=;l@;tA-pmK56Jvo~X;f_K`5nEY)0Nm@lC>!S6FOb&5frYmye#KYSIUD^7sbC<=v zXC=(xi?07QdpiTXJ>=?w3J-6a`)B-hx0%r+u@TaK+5(bEfC+2t_?}Vy)25aVQoPMH4L2D4|@^%6Y3Vw z4-)n}un>GnEr^RdAHK=v3IcY(J6f^QqBF*T>z{No} z-9z8it5*{aUBX2GE|oCSt%J-v2(Z3xB}^BeZ+Yjmldc@tX!E zGI?xF_y58>rmCy;K(C;fuCAd0 z`;7i0F$@hnCarC4`?|xbtE=th&uwvOoW-;LxUjNf$L~NP*k3>eZ{Wd3lvOWN}WW8YPL;8%Nb2k)AVWj%F_hQW1CJ;^ID*>F&37o9lk>_HSc} z3#-@_&-Gq=GE&Z8!?{b)jMd5ff3xx?&VRS^vmbt6g8VfJqaBmWCnqLA>AEg$X~Yw6 z{C9lslKpr7s>*l;_VSEOzj)5V`TdFBsByS|>}8IhMNi`{r|UmxX^AgbD6r=4KiCg6 z5;C@Cw@|jJ24LULi*|eY^5v!5xBF7pDJlws_Uh!xljnnj#n!Chy7jKTGU&$b+d6uB zdTEh&#X+zjFJJIBL?T30UXks1x8BzD=kW!4S=)!@$_4pVt*x8bGm^x@{+3gqH%1s8 z`bSv*w<1f{tVhe?Gua?)7pVuqp(?Dk?*33vW8Se7LITNs_h22U_wb^?kbRd-tB23f zG+%@uC8b>u-QnEG8g}WG)ccz5&(5}{&9Azx|8b+g@&_o6yn_uVq$1b>gj4}!SSP_& z#O2Jh$qe*mgrXFgJrM6KBsEr@VHx^h;=iRYY#hQ^TDfdd9#Tc%`{SRNgF8zA1ylYDH% ziQlh)Z=d_YiInN>bm>&1@OR=U$RVR6Xl?M!_MeOx54R{N6n+PWD90NKR>l*a=pK>6 zjT5BW%_)FG{w-reg7YEOLY^711sRfvjXhB1*m949DY{^TV=UJAs`C2Zr@Pd>I=uv` zu;)Stwm%`)>+<3t+?%|MN{}06Exg>7%N_yr)2FsZ&zS><1Y@y-_MNoqjUg<*?ztNW z^KR>2|{J-lE zWm>`aD2HRujKqTu8JLb4t3euDoP!Vo+-0hT3wKJdN z5%)B)NHN^Zk4jmt&)683^?!ZEltp7^IsW=e!)&z@*Tz{oGqzRtCb>a2$M*@A=%Z_t zC1luN^F1On@)n?vU0F3Wz4Czt?;l6LC;)IeaJMpj%PunFA-EqB`x$h~>gNIS|0E9| z`&7JXj!ubO`*CAiE&7(7%MD^Hvp<|Y(cz##=aTk{e*hD33Wdt5L@j^_ zAk|c)oCg39seOK+Wg=7TgkI8L>;LTm7&BtSLBLM5BsSaY$wd$*Wdb5Ocr@z_PM{4) zG!S|_y}?MW`ZCE#*+d2kIY?B-tShe>fSU z@PiY_-pG-#cvr9^k95d;_PLLIj?}K&46ZS?y?d_|4}-VxvEQUO^$UtoEDLOmF8>*j zdFyAT-*ok!x8n@YvbZc;YzLfK%aHhq226=a3AF4&ZZA)f+rH%JVa z*#61Tk#D99oaY>2k6slg>bh8lxuUaIc{2fbz5($6YXISAsQ&Xtx~A?h>OwbX+_d7#R3{V1Tu-wl<^MuXY2f`k_bL zKFm}qh)HJ@kG}tD@Gewt`r)ztl^0Hy76P-ngEt=Sy;_3MPVQoaKFXc1K>%(HRRfVjfe>DPYLk`tFh<(lgMuf2w0I9nhXt82e%^~qQT#>#e+f&PyluN=Jsx5*LxB^Y*RieYlS2 zoQG~kf%t#U*6TH&z9~)hgK2p&xj#7CuupQ7DA4bnyKhI}S0sA`OwNV_q!nA*+IX^PhvY4eJ%gqJ_jJHIi1Ktgxxdw&2dEKK!eWof-uKAuU zvWlz**8`Yo?kt8EuQ{kdb5l*E6i53#$Qf8)_Er=Z)ZGd6&FkSO-)&XDX zC&av6K$Z7~>j)Je+DR*QnWg;4su+#>8J7a(=o{~!zAa~|anqrqHJQPN+8@L^jg4~C zZVXcK+vYkvQYUskPJ&qOi*L1ADq+&S45?K!;e_sNa@Q_8wT3eQhF-XI>#F>1Qq7V~ zt2Ich7C~!{XI8x^_$@Tw;XHFhOuP6MA*Bsf@;!xoB#t=zMm#?16D)kTk(KEygc4t9 zzlX4LIE|EV&JX;7|BvjWC9a}?ze8X(D zj0MpGU*tlrikdUOOfa>v2P`=26eoJ-pSKuFxMUCc=BU-@#V5y1`AIR?@Dby z`K<*>NRwsza2nJwC;H_m`JT8D#~z8dXFjP=u=Z&+>zVU5LFO$GPEsRHt)EwY!$F4x zL*`51`1OZt%!+}E9;rO+N8zDQJ=%(eIk#m@&&!)LGh#AXu<-Frgv$Id)~>^pW6#+D zrWxOlx2CsqYK`Z@N8B{#>WOE*D^Hfy4pC=syUn}AjLB6ZNDibM0M~9W!{`s&bah#t z+hNtM4lxrQ zae+o$0XOgWgHZYL@zEa}N60=VM3ZKIqeYYbVD!r#$r;Z3cXYsmd-t3nDN>Q)WcHUu z0H>%52WeDa5*>diQ=D zNs`B$Ps!qqkN)>)UyOM=%}4(qs;}W8&6zGMD3k+Sog5&=Kp54{3Pb`>DFtlwbAKij z9Z~_|bT>(Oi&uVK0aKmmF_%}aCWeaBe9zU)r+(s}4DSJEO=4e;FDJx6)(NgFV|)tz$Iq29cWpXx|j^FN$TON>mmJkVeC4}?Rq#Lz5`alw3n0jBqW^1<+Pp+nL) z<^%$|OVi=)wYIW4^yGtrcR%v=ph#s|CMI?kAc7D#xDAjG0ukw+SR?|HAL&OLmlSqp z_qj}cT5EGr)BJ^yS5tPov+dC1WVa3fB?o`LfPflPi$wQpYW`9A@9JO+Oh z00lmLU2-pFx zeCAt9xFm_>4wUmal?(hP!?yZn`}hNgOcYrN2Ro8_$fb#a-Lu5fE-bLDReN*ZR|I-9 zmc@9Lx~ItzvG|v*6|Y~vPWV|kF!*}H46PfV-pJ3lTPWDsbbEYQ4Up@Jb4q_cJQQT_ z-;`}J!?HO8bNr{nQ+vbv#S2z$rP(j*7(N?D_`VCKTrxF2ZF;G4>iOiUTwd){loTB_ZO7X9;Fjo&GJ&Z+A}OcDx9<#qQvY-qoXKND#X`}QXL zR}mH-&V;MdOzY@J3>AU3{W29d$;qFc!|~{|o6m1`KO*Z{RC?m}GhYfX9$|ITXCC=v z!$R+=)g7~*ELiJDuNG&T1rA~sJ}3qlnWF7>>X68;7i7_>L`cBK>;TSiJx$>*ha}gf z8RKRwgO6WJ(b#mFXRFlbmUniSF^ zXP#~XxPVrn$hJ0!=^uT1jwe>J8K$z6Y1NwE)US+$fF^1Ju1Pe`ja*Exg8`hSfLtCY zcbs@-yYj(~=^Zw*#KMFok=GQTsUOAIEiQ~aI zE5b8Q?Bi!w+&yFO)rOEcIAbgvV1u_f6Z4ao#s%lWgtljmA?u#Gm!z1*0hd>SC37;^jIT`Va43hf5g+ipJ-NKgW{9%y+qrBb8`DYRf`SaY8fhXYW(qhOv0FrAfy=P=X@F`T8P z5wceU0w|3Oi)e-5K=uO9v=>O#k=n>%#}P zp_xHwfKe1M0AVs1^$V?^q(V-TNac-WGE7iv#uZ`8!=EvNc0h#Y;gRzImA5EtwV!HFC~{=biC*mDKW-#fG}}YmwbB>Y{;Y`EYCq zQa0=1rdS~~5~=s>{iqI57}5B|ST{R0MG(Sqpr>dAfe34fsAEV_f!SNHZwmcCdsTD4 zV2SXNb`6l`2Nruka{=*~9Z2TUn*wRjOGqRW#Rx*V4_}Ju90*5YJy5XJXzih{d6fda zCeFxz3}y-g1Le@AX4eBsRVaS;YtNTZCs(ZKPiXJx*8tcLIW+nP1A-xD#5fpXW zoMoP7AJs{c{D<*2HtU|tGrZ}zL_0f&a!`?LnZrO?F@!i@z_6Z*zwW2Y!lF6imxg>i zoM830;P4kr4k_Qa=&kg7-3$UK6l0xQ$ z=bV18*>0!*GAE|<{oUN$KIHq#BMP>A=$qsD?LOKm2xP!=96>R8Ka`^PpgHs|MM~cM z4_bf~eH7cx&7+HDv2g$_fSl!E+@1LNS5mWo-{UgO7IU-k!4&UIir3?qHq`)ix$NXB zpcwa#V`)R5b^-Cw7E2!?DkmhnMEJn55_tpARCEdAbfo@(7aJpa1&x2;uu)?3CMjd$j();s64RW2*iayY-9Bj2ppQw4GEK;~LCoCz-izeMW(Ad0y zik&HNFaT2$Kyd+F2>#9{(oFpK5Cog{?L3PpY5A^dn4(0dyDkr1U1gNINtA1sn`{m+tql zt@)K;tmYf?76z+*j58qM~cIz<8+um)5V5v z3lc)vpU2SeMai95kxO^&q}FcasCL=Kw3AE86kq>jOa*G8#b6%O)!9x4 zw1)av`YTH^NiGX2Vhd1Q7887sX}!l@8$iM+ph-|l|Y z@*zH}?>GZ~kvu8H`?tQxNWZ;|(Wj_2Kx!GHDLXVZe;hN0F0NsLpJEI5Wds!{OJt9% z6ca;66gAky>ofDP=uFoAsAbESpDbCQQ)*ccbdomY3ZV=sCNF;rt#G8c9t=F(?^03= z0)Wi7u&_`VKKNI=qd{6kn@ZR(V18TkSlK_Y_cM6&gHZ@m75)uz*H;dK90zzeF96Ek zW^5cGA8nYVA5uK}^XDEtJvL=T_75j*MD`gN9DCLgC%%6_+Tr4Uw5=hyHOr1+4W>-M zzo1x5^?;@^WUkHi^!O31t@reY%*gmOTpJO{eQvHb^H)R|OpBm#M_g4eL)jakxq-!{ z|C2LkxCV2zI@<~i{(QVD&@IlmYO{OZ$KBuPe`_OzIYsLuBHj4-lQFC4jThwT&uA4E zsmF{D9Jp=x#G2$o(0N&mSJ`Ox6H<#n;_ckMdqifdqGF?OqxpY!6ym1wd->U~K5Wnb z)3|n*(3yX<3C_qNWNeKOJy5Y=>b_3o+oyI_3VSnRR=M|n3`MhomjY48WHxk=ve(U< zZ?PsD#!ZSnv3iWk$R_4I#E*53`g;lKc7*scfbPO5GI;t!p_V3jv_S^IlOouHZIHy3 z$oWIse}K_XGuWQtkRz?_Y}Cuis`1Os@U9Y6@z*&#*(9H;yPmKxCrV$)AjA{G0W1F6lny;+B703_q7gwr%0yo{{m~eK z#6Y5jh*c+NwF_;Xo^Ttcl3g+I~^!OOt;1*!uQn2P;M{3YC*kt*?Zj ztduVTf-wv$dZedzca*f_&G9f4qq_i`%F4(0e4!dO1|iEqsNvM8&+drD%nm~0vInsR zgM)ifOX{SB-^Gh01V{7o`}yMntRkI zHC(W!ddOJD2cVslhtZGW5e+3wJFrP7QFN@#aqo)Z6;Y^Lu|!X=xoFI%*H~)zZ3RQ3 zJFO5r4I!Ebo}CrjB=C^?_U#+;=>6D5G}C;hVT*?VPws|=i%%0OE6(bsqsyzxXQ(?i zL`drG3d%GwCAIPm-y;E{whUPwShTDRb`B0`Soxq2%Iw^_1QCe%5g|zQLS<#F2Ak?C zRC%9ZJBECup*~uKgSArP(?R_dh~Pp~XaI;euOpaAR>&knCT%4Be=XOLJo!$BQCF1|g2|@q3MpwT>QL56j9H zVa9O-B{*aWzobb;C76QtJzUyR2$uYh4I3&gF|$I8N$Ts$&6{(SwX`l24?{e9TtWQ=MqV$DiO&ev$*J`V;wA#o#GTu=(csmjH8$8^M!!F>2S^BdKdep5^`;>{ z)^~7B)WMUpE>lv9g60uA|6XcuX?%&ZgQL3qCXM9(@g#WG7$k{_PB}nKH-Il-1lP?8t4;mWzm}P&I2yR3C)ZY}+T0l~DLXZ!Dc~bgaxbQ3vhT^u|tadjB z7vZ1?UaC}vWTa+qj)9rwUF5IS0fC?tSmym|p`%yc6GB8MCIU?>g6=@}U^ia-!;dDw z+NEdPeq#55lJ(9VJ617P%(`Zn(lfWs!Z#0*8jUDvLquR5@-DHS-b|mN!o<%b&$+)Q z7m}!?s~qv&+r)(Yf>%SKS)WwZ9QzRpM;t01@^_w^H#9JikYLR?56A2*5rBuG*a(NN zaJ1yp*XWM135!I3n7Siy^~lyLokU+oY&U)K@!-fvO8+o}EvSg45dLLW>)FLr=I1NB z>JT&%O{l!YQR2x0u|k^0NKG0(;!7Nm$H4p1WA)A^J}!T3!en^ua(e*>KjrDYkZ&TyQhyw4xkG8Db1U+%uF&s{K@r5NN z4s~NJmgxmfuN1MfuD09;NW0bq9Z%!oH?J+C4$c~#&X6k){cKf z8{dVH@zrbA5KI4RqlAP+vT2^&@3WT#(T^TE@);f(zktBvZIm?_H=qO)_q938afa7_M&|&1~Z%s^040txygk_tV zogJ+9I^!LhJ2^NwgcdKpc=r%R^vr?w)rj3ooP2Z1Mb7T-Y_od4wzPb|ahL0EMSRBC*w|_YBNZnNcI~;G9C=_THgDOo z&%{I<@EzRd(<6tVS10jw)}>+F(3Y}2cu6Y?G03BRN1X(?Fq!q^qx${_3i^+k)uRFl z#jcguVCc0L`erFCEIc?ggn8JB7((dcS(KIDS67qHY5TOBEiEmVd8Yj>Y;3lC-gSR)_9P*4<9a;Y?bEN$RhI=2U1mieUQf8J2^RvLp9Y64Z~d=83x0!@rAJsKd53#A=_3iZ)j{pfhozQw*hDo zhPaqkm@*{oz4LAZl6DECDnw|yqRaiTl~pPjJox9Z<9xJ&!sv=6LrOMwc029tR)hNm zJ?j+=MiDl_hb*@T{VqansZma2PJSW9RlZ3nDIxLk;@;lgs9rAJYr1dWsf>&*2qTfb zL<*2i897s-i|t3x`P5!`uvJ=MA*v1O)F-TK2Xuq z;g{K%RiEdjJ6H%jpYxFQ?=xu*$xT;g5&&U>JDG_L(b5aQqZsz2rl#gB5{|H5IlbkG z8HB;O;<*e(m!H#DQcliS36tXG<;4#2ZM#v2V!!Mq+~H8o5l2UWfJC|^F`ncrtIb7U z#tp-E-@fg$T|7thWx>_olrdKD%}7ID{m+XR z|5&l&6pnzsIMyW!CR6~0qfneDa>}r^clNA0){~S0RCjEA{2a^!p;|%X;x4Rl#4}5A zGy+~|X=$nI>iXl7L;BOFgwX{so(kK|=-=O?tGf-FxnI6~iDTHK8w>|+%kwi_r1JXp z>jj+$ZTP7d`1jK=%6C|hW-)l0JcYGj+_{n`gBfo&E*t$kZ~h-@~jBHXfY6Sy@@6 zbp!K`TFqtAZ@t~!&)>aseC@Jj%a&QQW=SsMcBj+v`Yxc8@r`U>U!Uryasc+$tm%PaGJ-!+UFLYqwij{XwJA>OOv) zCnTilQBMk%bp8Uw0E{p(gV^UI_}~0)ZM~oRD0^IeYfDlv<>_&f{IUc)OdM2M~ZBj4oV< zRqNMl+}Xn?Ai%*b=8j#QnU!@%PrR~c2#FfjG^2O$Ramb4X`r+v~fbp$lN%i5$0qp&@dF&rl0mwR$y% z($>*&E;3Ts&(9B@6Hb;>IGdA_l8z%qfm~_J`t)?Z=M4tj_;tBv7 zkAwKJ_mDmMwrw38+JNe?L4T9V)nDuB__;3mK?Axabk0m)dnZ%t3 z%zPKf%je|Oy;tFMTMjd3QJNi2HQjVZ*8iu^<5~Z1&JNFER@$GJzUKTto4je3GZD#E Uf3A7|g2KO@>N;x4D&{BuKeo*n&Hw-a diff --git a/codes/Sarsa/results/20210312-170254/rewards_train.npy b/codes/Sarsa/results/20210312-170254/rewards_train.npy deleted file mode 100644 index cf36d6a2b6bc4e3d4ecf594e75eeabd820ab4fb1..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1328 zcmbW0%PT}-7{+H1W$7=N-5HuhQF7VZk(7n8&|owo!x@(aHWo@Qg_4qDha$OVVTT1x za!o=ZMeet3FfQl!Y|hfz{Cb}E``+*U-tRpF`9*mJ#ZE_)qs6H3hssSO(`95=Wf&fp zQ5iHFOkZtj(5&$P`nkTEkpIUI1$=e>AMH*}Pw^yrTy3s@fAQ{x$lvGvvUmb--z^>d zu(*pJvScKTf5iGV*oYtFu)Yn}kH8%$e;SjR&b(NBFB z#9wUWdXZ%OAPmC;sQUKN6R-!W&K}Oa#$ShX@Bw;ZJsgLJkZU+zZE>Bmf`0~^;XLew zs(Tx){fjnTh(4xY>O&U(8@$(hbI*3PNnGbWp$FkPEQOkbB=jS^g6cyo`DgK`U^Q%o zz3`OvIyVP@6>1LlSl5C7jMn_9ekbubsQUWQ>L=SHnvXH!yYxxt=G*q^9Q_ZvXBq3d z;2vCtQ4GiydWHft7vd!GZm2%1Zq1A8Q~ioBu}^cWchNg*E~HhL_N$-De@DIqsC>HL JDE>24o^KG#*FFFM diff --git a/codes/Sarsa/results/20210313-110256/ma_rewards_train.npy b/codes/Sarsa/results/20210313-110256/ma_rewards_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..943a6d40792043867e4450d3b1839c938d574dde GIT binary patch literal 1328 zcmbV``8yN{0EXGM+K5C;NoyQMu9b6UgfWDg#$rsla#Jy=F@(W}id4vyqY@d7vSl5K zn!%?Om1L62=0U2(QlYY*TxqqQU1~FkkJ3UV<0OgblJ!34?GyUymhyl8yjpfAS4t1H!>2-93el$`J$pC zlA;*HiEFDyn!E7$^7dQl-H#y^FRPvF{}56We1?xqJBl-u3TJ!TP{CUxDw((oWn!G~ zm`y9P7gtbTTDG8Wv1fv#C&Kf^smo9Kx8WK3*+Jt#1G+hOQyc5+AxiT&b#t-~_N#ZL zXd2Z*lj9((K2wcDmRzSx1%F`u`;UE`2iIZTrPcObMkV~DKPamWRzP^{M{Z}z73gl) z=sjA%N4d7RMQ`dd+9RVA1p1{2%j=NKGbzTsbhEy(n)8_NcUG9#UkK%I74lIs1y~#S zNHDK>4!kV2d}TThjY)qo&fYx(!HfEoV{W;)KRQ&sJM%QwMLZ&=zRiNM;jLX?oH7yr zl|SI4m;v=%9#@@w9BExrqBO0epc2H?9A+AN4}8izFF1nQsj4l?|0IJDv#}*Wz=c@V zY*6b8_ss)1@3x$eu&B_t+pyjy?R)$;M69M)Q@=4&lW+ z&*~_vgGe>+;TvX0B3s#J=<5;-b&28~dmY0;7DnGCT-=8=-Nh=`u~5Wn)56b9~LzI@D^MY`7 zC(+$`4|L^!HccMcjiyx>oU+nAP}yuFmw(LzVeyTxdSpG3Q(_w@d&nDIR8qra;~r#a z(q(NKOxz&mO^)wmqI+qqnVic+S?3RfW}{5_M>KW>sW8D0ShZnQECU8vQ#E^bxT7`5 zi(!6_0Vmty5M`blaO|{qd!-u!X4gg3kzApjkgp_!J9G&qlv!dWe@P%G>5oLQu!&X15@`D!Q1gcjF2pVIJq?7OYR zkIqmnrt?gK9kKP#`wc_W_Q*S2_$qkB3E{*O{e5FJ7;i3LS+?2@2A>?u22@>9|E9Jn z_w6o-LNX4Uo6=#=;f*JqrQyYf2(opFGb&6BUH-o6hy|sb1XlBQ6zK1ZG>UgXnViDB zZwU>GeVnAyv>nKuG3Vdg?*x~&w~Ezm&bVPLv4*Jah^P8Ts7nv*v7)t4_`bysF+LxE zwiMW+l{)^UP=$&_%{%J+ISTq^eq~KN*uZd7X-@Exj5o6#P34JHJiabDV92E)s`z4# z`(bPB)S;v<9JRrW=(e|tpA80PVlGvA*h1x(n}(xoI|S)zZjnm0!}PRx>K5G&a;+;V z&F)leI@`+{Fs34t2%`=n1-?sO85cUYLAofMw~1(l+b0sl8l5)yJa>HCc(@f>hX>Wj z0Yq?X=hsU%nIk$fxIk6U6v@N3nKjd9u&!mbm&jQlqO>aP8hiQo-fn8BsulVfnVLQ| zBqY+-mPD|u;ZZsJI>3mG+NC`ItT;>D`OWe~k|i0so8P|?Es}7ucO*o?#1i>}Ztts( N77zw8#}}@c;$Il8jPC#d literal 0 HcmV?d00001 diff --git a/codes/Sarsa/results/20210313-110256/rewards_curve_train.png b/codes/Sarsa/results/20210313-110256/rewards_curve_train.png new file mode 100644 index 0000000000000000000000000000000000000000..ea318863f80662ec4ed46294b7f23c03b094e756 GIT binary patch literal 41568 zcmeFZg;SMb*FL%dDJi8zLPbG9O1f19R7$!_q`Ny*LRv)WMu|;#H;9OobfN)~}Ab9!Wxgr9A?u$U6&EjCe zZ+QAA7vY*1 z+1aiB_XIW@dlU8>%D-#iBDl6MG#n5JA_LSHTDDl083K{k{qp%!W!J=wDHm6zzcU@X z$DM1*jwRQwla7_Xj>i9*^N5f6Uhw`?w5O!c?N~nIDQKjhh}+#^zO&^YU2hblk;>X9 zGO(Dq9KrprkNnl@i-hg<8uzCT!(NP5`1Oc(H=g0#^|QTQgJkpl&yU&K#0Y=X zPm`h7p4|0=pZMs}Uc)&zTDo5#NdI#-*Z+UY|E|mP@BQ5Q$dK25EYY20Klc?&Um{3( zB%eJ)@9*z_q}Nb~44J<#C>ZZD<5h_aQP}KG6o`tAr5vxY>Ix=fc{SN<$y@rili0f9 z)OftoM*i$*^A@iqWe7RzJwCq5$zS_hwcErrG@A!Qb#4xVE?d9pBZOPtVPLbZdv?XJ zGs1=a{H`G~W#XQthJQ@?`zb#a?(qNriup=wzaj{ zPFPhIziAJ?j%W7WE&o++owxV%)5pqAXnxtN(X3jM&!0b6p~%pjX!H@oBY!j-tz~WS z^V3~!^TF)Vi^p7C)mN8iW3?{ql{4N#3qQid6-arl#@o)e8+-X?JX_CC_qz@c)hjIH z7OqrtzeX|2?=2iNetLc|An*BaHS4*gWVGuPmr0N9jMuT<+8`5Zp*1V5!;r}H%d>5nxX1po z3B0>4c-$W(sKRPO)#)a(zO0NJfki;|yd#`OdeUZXFo&Ao z))zKB(YQNafOdPjUPwFuf9`0)W;uv4S-*x#S=+$S*X z2xlE|TOTRZBmB;ilv~&kU*ohMT_tkwUiu%=wla&6@a*h|4X_7qFlLWud?JuYd^%BT z-=*#Zz2Q@Km#h5 z4&6NXw|PTjblrnsEx))n#@4eMyRu@s^gFI~XRg(3s-}E_X!J+e?OR;N_(_6J z>2P6`7l40KsHo6%FfcN5d7rz!dGlsvFo$FyOMbbVZ|2dTsl&f9dXG)}?r2t6zAV(O zcLmcb*36GNOiUDZ`;1G%aD#+I9K3>($NWo1vNJ9&u1vCU96ZuMx&+=EL&G>>x5qg- zIpJR5cdhWizq1uGOs8sil(OWEF8&>YgON~BbkrYDOQT$CIR7?Si6is!sZP^(5e62P zkkx@KlH0eXYn?YK#k_?>DA*g`^1V`3C1*kWT=K|@Le%!Wk^lUU6VA!hLmm4oL6PJ;}mlr*~ z&&0$;!OGRNHk5ly)RTX6ygWmz(pn}(H0j{LQR)HBM(T*o z$?7Oh!ykRs4kiG7y&s4~UHh%)@oIf}WDR%c+wmzme24S39HyK`if!kfamy}5h+W=+ zT`#v75lk`!M1xf;1yEx__WFy_yG%Jz$P4dY1GLCMtp=?KmG4&;HG8n2KQ&GkHIAz- zB=W*f6%{`(#1h=*Ei!1u0*upW^!5rGxy||J8Z7NR7>GoL*M2vjsU@zpJKh*;g^Pi~g({tt)&k5>f*VdxPltDeQwy|I*)5}aLG6~k`^BcX zk@v|QHe5{#9_nLIkO6Ga;^HEry;1e3Q76UcQlQ@BIMeIw=zPCd41xM@(yoKXai#BF zPm&Oq-TZSoFzo(iC1nv@U!I?fol&RYLAQjQA3<1|2iKf$dWRvC$bVCIpz3JcV)y9C zcnGN?*O9MX{h2{Fz7HbJ-v0hA9&^&h%YQ5j9T6t*?ts@Q)FQ)uN9VbN#y4q;v0b-M z2&QWYm^10nD{>7B3kAY^0AvHjhEgbhBN97DjQ%hQqv8o>)vDM56x{#CQds1&txL|T zx#+kB$3K}Qy9JDns*9e?Vn~KlcLK7zEybC;k;({^si40gFvVGSf?i z-xn37^_`s5-fB3ro?lpSI~p_5sIt8a4$POUnm-Tj>L@sKb$KkNS#I7wS?y50nwdZy zA-3B_f?6RW(G%b157?#p&FBs1dtD*Xn~EL6=R2+NkLY~n>VnRu;gn%)Y^-kg$88Fc ztReHi(;nM@A@D4}!=}~WnyiKp^-+q}%@2_J>pwRPEn9x4HPY?+V_FhMxwjC)&H*o} zMcfCAeHo!5RolKqpDB!XP21?*7j?^*gN4>X{MT- zH8eEN4@dOyX@y74W&oQ@!Iaz&*HqqE?9;eRHpg-rzMAyTNiicLBI>}F@cn>I^w{&n zmYA40me-03Uh0{`e=sqC;C5oT7uZdXQWl}Za*xsPSWeHwA+Qx<st>t8m);O`iPFm!2@CPIB>NN5Ajaf1X2_={fWOCZh zK0!eE`1$MC{E(X7-`{auegOf03iZTP3w66sb{Eio_Vg^l9xg{p(W1=)sW1W$^4x8w zC^H+t@=X@;upiNJ;j|cj)NuLFqJu}sd1K{dk*I<%0np^J!;*}n;Dkwt^;FF+e6-m6 z!X4N^8yJ5_nt0#|_&H7feVrP|xp9j^r$k0BuBd8<7Ip#y%c%1oV&Z=cH@<3<)nQG{URE- z)%X|qy^2`;F>DNzP`SQtY`t*0oRkcK$^64psnX{^K)2_ z?^MUe#p={oybgKiLI5|BP(3F~i2PmjnV+J0y>}p-(vfbk}qSGO?UDpbG;ni>P z_U+ppup8UuB$vl#f9@k{oHu`gUyVUfBof|1K#Vj5M)uakWMN@JTvwM??0iQ&rzW+q zcB|%Igwyu)MLKJmWJV-J3jN1%2rY}4tSm;LYEHuBux)_t{oG*?6@-3F>zJ!QfAIpR z-u>{+-(O!tZ}au+oHb)tjjrC(p~%ix5tdx_zl}>5!kF3E!u$GOYnGYL znc@~{<{xZLCFs;T3)K8=;mx#|n#F$E3(%v)MpX_os|9S=6fqJZ&_ zC7|^;t~-t z^6|xNPE-Ot9!WKeUpOsLE2LFWPqB@`3+7>Mw!V1ZW1yT@-oA#&sFXY1Vgi;F-myT`3sz*jewSvvu;?Vb{ zKSw(`I~%BV*;X8~gX^n5BJaRPuLZO!hB(+XY!wgZLK1;L`u-)PGjNsq#Zw5pUJd`& zSh5PG%PaWI2Y=oyK?pjnJ-4=I17KYOVy+Jy%yD}gsA&H@Dq>DZ1TeY`Ra;(URbzKz!P|xcmdUzc z&nryI%E}rz7EIduEX}385j!}jjE;dplb`L}E@HDREiKJ*R8<1Olxc7D(_QfsNd8A5 z3BG&xE(%K_PrX%C{yGQw3s_Q|n2&d)p@^_>aDDg%hQC+E>gls*&w}f)C=6{*g@6MV zFMMwr)`|K2S@GM~oi~LYBFB>p2a@C@B(0wxNK?8rHqJxw#l&AJ}g8+V5*EDUsj~oHoAX+w9AtOyQf7LPtQwtv{Tn z(XPAv#)g=^{(u<8%53Tn$pMj^&eMt_uZFtx{ALRiv8Yg-(bN${gh`+o;!Qk9-&s00^&Q)1jr1=>&Zo8wc!as`#c5@VU3 zSkBg*zl$w=>);(a2d-jbVx$stKw2a!l0?1Yo0^)Wqnj^X|KZpsT zlJp?<%&umoFo=pKS5;LJ`$Vw3il7x)>CeChPsr1%42Ou~N1^8#3DQj;=nMDGKqonq zW8HlE^lA9jZG5Z%LYiNDf4fkGO1=0ECS*XYoH$?0@ndp9R6031DT3#%tFO<|sw_~7 z_;KoF)}M}v(q^I z9$Y4lbt#V%^?f(E8e?6JUv5lpIebB3OHgbv!iGw7AT2svA8|P^E)Hzm7aJqE_1F*O z2_XF<2k!Msm5PuUXUQd{!|Fg5`)l_QV6q56Gm9+`4+3o*AgmBW!f4l5SfCZGpr9ad z)@DwwTb8VW%YlRN=K9=J5clkvKLDT|ZH$E%>&6g+6V9~;nvE8v4Y;A$H40`A+(i=j zY<|qlq?~Ql_TIcKDJ>lXzan#*(hdS&d_<1dcyW}lz$rU$0xX`*T^kf2riTw_f&JJE zZlSU|$hWRpPHiste!MnXVkDjO>-)%h^<2R16R84`zrM00(aw~akub_9e*>!bo%!}?&3$Yl+TXyqeggdjdCdEq9~JGv z0UTHV{4MG6@J@QA`Jo7v&X!q@eFocXX7V&KHs0%?^U=0{kM#rqmy;??VmMx_%=9J+ zgN*ID?$P=P5hzBG5eayDdL{LSRz^lfQt||z zn0`1293cLbIB#kK&m_v~R5N02^=GSWpM3k+ZnJ!354g!5ECT7-yAErh^cypcDe__$ zWj`w*UhM(#9028jSZt8j?2jMN?8iQrp5b(2x^K_m?OvFhBMounVW&~6m8AI(Cj&s&%Y)s#KiKkD{4;l|X76wQ*i(ohHpy+y@ z+IJA&S+3jz4m!wrWCfv4Zb1SZzX!9(9i8TNy?3;e_a zmHdmIZE&Thr=!px#b|@m`L~)lTzB+=d3K;AV8aNJfW}5KIdO^BMfdlMX~P-e;_+@4&v9HbsXiK_82yicn8h1vS z*rw59!#IAsdwkQb^dRR#ZdmMf=1dFg@TM1)u)twA$iFzK!cc4w1n+6@Gb<`S>)#;a zywc(I1w|!%aq%rm%G#=0AOxrhkjpXz!}Ek-;^*hb;c>KKzsk@^jY`qMFhXgBqEYPi z{d;s+&%iNDXBlL5?Ch*QN>YHB7TWpt9s@%F(6jw9lN3(3y|+?cb#--=+@?1mcSU8= zjd^_MEJNR=DMbIR(1ZHk0&M8T)2C=4W#0kTceCo^;$jSPM96};ZKlsZHyT2|k8-K- zG^`jZY_0gm+CRb5fgBXsEl3JFZ>S@S-(z4CE`rGLBx^u`0r|CT2GFuAguUVC(dNYJ zOrsch*v4q_hX~PsA5&BB=t9OAqHFOZ^j0XyD_Yjo{S~~(T4w+J{sWYZ;%tBT~0)So+Kn*S`Qq~OK91M<=hIy!k}Wo0wH0Q-HEiUsz)2a1z^vHHqHC8`Q>CSmg~b7UQ8mnh)h{AT40 z12A|HmQhmH%0G9AVMXeX>OfBeMFWeF`e$1Z3Hv_==LXQ_`^(If6qS^cYL4b6^ZH?J zIjkr7A%L=Kmd(QE)U4olT|sQ5zklBk@ahXF(l;q7UtC>YxPkpjQ@dyoLsUjt8cGpp zI9<98%9S(#6ws4dklRcae?~rVmQwqM($U~7R7S)g6YJagHXVXB>XE+3_Y-me^DrMm zwnGxv^Bxl~TdR_-S9o70a%>5eMUIsiwHHjNM;25sQNa_pgL_g(u?ae^G=W|}zrsun ziX}=Rh1)HERnvv2VqLZ9W>d4uknH`>45}y!^Xk=IOs)Q?+7e360u=29ETEx#&YlT+ z0i+)!w{E$0HWC5g+yiu40?XEiybO|IrCMhzRQ(HV*`d?=4@jk@mSc}aFHa0r3$!~S z26Dv7pj0<7gH|R|K0t3s)C8jqLHq)JcpnmO?O|rb>x1&^cz7(%jSyKOy>3N?EI`Wl zg@x=Okn6Yj;TkpIg=bR-Gq`w=e_erelv>d7BTAcCjXIL$n*xEeO+u~Bg@REoQ6F-o zgUyK%GkcUe%MURRiYBsT(Q;Kapp!%cFz6k$zQ6J81zu{lvVeeq@X@FtN`ln}5n4T8 z6(#gQv`icxbufV%5)|0_DsA+vVX+{{qX>-H#Q{lS-QFt|3i+yR6ib4P3j`oN4iKJ@ zY~eRr+F!zz9ihHrFxTSW*3pq+Mga#|p*{cl&2igLsZ@DpGYAKKsCWo8bBe2YTE zMjEHqZsEr+5N!t#d<3VcWO42W|8MQ~=VK03?e>PXBzh{Uyz7?`iFk-A@6H+DM_fl0 zdaG_hrRl$?45QUOi_c6$l5s_9W+^dmOcwl{TEp8?GjYjfuhL7J%5RwUb}GO<99sRN zICWIW5QT8{S5~2a@St|G*MegO=lb4VdV1^-3D)ENTB`s1XPhhly+0eO&K%_9AH}Yp zuE$7qM8o@k-2DH;^Zmb{Qi6|IfR9{jrHY3#zb2 zjUyAPc!E;Xkw|-xwhed_a%)Wgds0h2dg_>^F$8wdR>DD4=+D#Ong$yH>UIj87g^)_ zzbDQ@!0hblVc_K*-i?KrjH-J;5kf`%G3vcO{xZy7Ls!lOPKkg5ToNr29-f0G3*Lvc zbB8kBLWh5qnG;2fK^TmWcXs381S`k-gn)T z;l(EY^P=lFBWqV^V?>Z#cS|y&_}w3egr1ZpzWB9h=}t>!t5U_TCUHWt zvHaA%BCagY^H0g%%ifZUnbeW~S}&S=7N>}c<;9t#AZqEJ#qsdNk2psSi{%lFCcEpI z3+j1Pf=TaV0+VU;EtL3vAD67#?#U3+O45kxN_y6ZO6Z<_2^IF9c1--?gl;;*J-B;j zp}=!QEB)QT%EwbUEc{|0FYmng@LK;Ny4j7@?SqqeCnDbzdm&H^Sx%V_f(~*n*#5*p_DIcm_ zq)yqSWPP}tT3~;=LD9l8|BR*4aU^L^=JMzGI4NUQ+W2w=H^B!v`igE9ZnGO}qhhRF zDMRbwpOdr@*H@ebsYZy>4XXIcKh*azU8j1TYEJ3+Pw|SNvc5vXrxI#kmXe~ojDLc} zBIS(3Z^;h5e!a`heC?DH=YaRMP+MSt)BC<#_^A)SefwKvJ%anW*EmC5qCaot^;4yO zvo*H}Ggr5j9Ev6B3ml*GI*})6Us~)bE^{9Wa&uSEyj)PX=VkanNXJgne3{IRB>C8x zEu}!Z_nTRZFmdk18-~=>hu3v!1>=W_(#@ux;JafglZ6cZiW{W3`qJzQ^e4|Ey^G8K@b#iH(yFA1UQNetoFdMKHR%OvNv?2Pr<-LuIy)YAA z5_)mIIoCH6QrUIv=#v2Z17)mUc1`&}V*_E~blKvwwoT#Az?ltjo#ch$%tH*frD?Wn z|Hdwx3MQO_)kLR1YW_|ztGCs|aZC&P@V(RZ`41T9WokDGY;n$E@cxqJ_TktQ?!6Vy#=^Cj5@)k2e`9Q*ER@f*dwSW-NOM-@I~ zc$o3YNBOt^l-bd6&mJG{Qp@sdRi%(+ym=ZJAXk_nS0$zz@^!%Eai1A^XfPQ@g&-v< z3zjncD67=8_%cb*!1eTB`u+~v`JVkbUH!Yn4Pn(nkr#VoG6&f!WMm>#?#eA6gmHHH zB9kMcb3Q~aa1vlP&fdAVE(sTDhD6M$mub&opYx$Ae4do7 zZ*F_pzpyf>G)F`Iw=upt&2q^|m-p}LZIwsygev_Re3S|*Eb&8Y52apmO9W02VCSkl zU~fcV5?~V0Fbi@Y{QB-wrDExmK>B^hlt8)rNXbO#_9#YF`hY-1E>&vI3faV=WpC0% zofU>HvOUT1wqPE#{47+dAW&6>TYT2k6O}d{0|NuQC#d{w%yJ2WQ{#q%WmKvPZnyZ5K_x8_($-~Ef{^7moMP;%uhTJEOS!D;GN6Ey z>3*fo#I<@kDdX_CWpb-U$M{W?-JpqyKZ49{b~5lwd7nx7NuTyg#}VA!xlW;ps85OQ z8%7gF>O53KM_Ja{?C%;F!Wm79_xm)YUNo9K;ri#8jo0)i<+#-Ng0rI<-BZTZgNomY zx1&1Q+np+q3TLIHf&#$bF1>L3DE*bE=u~-`Zq1TaeCC4^@ju8dDMrj1-y$ze0tygw8BsPP^+_|$ucBR7PSe;}(eJg>HIuKE4D z;o#(2{l#J=t+cMzlM$2rt7Q2_KQ}+fPLrN2m!b^r<@w!(2_!G%x{X@5?hESf#D6pT zTk3Rm3lZRG^8$A7OQ@%39sad5H)5(qi4O9}6H2l?)i9mFp1s}p`o!*^QiVz@6KQOG z&K6HzNs5YD3HH=neWsqO5O5>+p0rI=GI5~v5Ow z6zPa6jlF2+{Zsn;;dT5Cd$J3mk&d^0cD(c{aVb`R+u|&Bwd;ZoEV;;YB?B|lg!#)b z1-Z*Ml*_2U)(sn1Y>T$|1ojlISGErF@jYOlky)y^IN1N4VOA9xdVo(VEt-6a>3XV# zbD+FCL;?1as*ZOjKbCP^{RFdO=|&gkg!Cz&Cf9OmoP)2!yV`dx)s6PU^Wn@QvNq5A zZ!6$4^xbCab9`$uQG-XI&eV6XB2tfwvx6ZaB^e&KF^Mk2fYG2U8R|~M*z?wq?VKYm zEp>otkZ_klB-b~T`s~%U>j2MFujz#A>n%sPT=_5C_1})XyZ=W~aaVN@?O`82cOKm{ z^%scXW{d;L*N*qI-a2q|VkGHGeGn|i!9BvLzuB%|wyC7fc!2e%bnoPJ2IE`iw+Zwr z#n&fB3{BsN=P|}Ksu#7$4kR%YoIdOxaKDp_Nay-w2aJWjiJn@y zKKAB>olF9*9xFLC^WvMDx+iC`94n*;fVwG&znARnf-CUp*_qbLJ6iRb_F?Iw4At8N_;`spj}3;6SD=* zdHJ`9zA9_PF@d$5V-$y?QfaZeGBBvcG3p9BVR21WQJVOGKV`c5k;$AY1N@$kKaiM| z;NtGwFNr34*N~}roT{>TmRD<^Oa7#EOvcjkky5729B2Yqcj)OqK=0trUKcx;X-KD=IcrY_$xn!H!ybY(WJ(-8GD#GdN0cVL1*FUGckoNSw(?V=`cDpsdlby->q&^DgF~+Q=oxwUMQz~H} zn@~gQ5sF5dx7`7Tv7v&Q(?gNKd>2V8(sfRRHwEH<*(8uWEJ9|-2PhO~=*F@W&|kp& zEV|m02g(`mbX1T4Ik!qT-`y#SrX+BG?C|^k_eFaZKRU?|;bcB^^R+(VeRoA5;E(z-pfPU7EKBGtkXUGxxf5ZM z5B0xUF&O099j>Um+GJDY+OJNtz!>MnH8?7`^U@y4Nz(6@0D|%}Au@*~n9GJ)awN4^rIUT~A(A`jixehKHQ~aMw%o1~Kuq zBZu1}Gz;<9AE}n?=e=DXpZ>;*3@9)9x{pLLVZ11_xkI*ZW>gb|$#dJASu20;)%^^N zz|&hu6vo^3uK(cGF|c#Q!7(>n!HwLEK$?5*E$Cj3dtVo`p(nAi^62L*QdRleYI9|% zWU#&`f)U?eD!a+z?Usl9)q9(S-}PS7q$i%6F&=JKDHH#8_c78|jJEMR0h(y$y$%Yf zXH^g9iT$8xq`THMGw~B*xROxYGO?6O9tN(N=W*}NaX#EMwOT3Q8$b~IkD46O404mCqd!$&(2EyJ{FnU+Kh#6 zu7Qnvxzd?5qOe9=%i74Nhw9lHRkasEVuAF zx@C&<)wnnDY{_(Ny)b@wjqcCXk-7En80_>(2_A|pO;Iil<4;u!tUM=T-}Q6v@o^zT z=u$4?+oHoJ#v03gA6oE+wWP``5jhGCN7nP=@+@#?SNK|@2dtu}A&{vmC$PJE&|jvTYDgR+m&Jkf;S%J*%X0qM`#@{

{yZ#`0;slT=XNU!`w{ z)p-YkG!PbD+#fYI{n~0}vJ`Q}N=mo2NcrLFraY-7b=7mYd&FJjHe+VJN~7|3jwtoz z)Dwp3@d{v=MpTmj1~~TqoCU45=cC_g0?i7vNSOrQFz9`Nl6@O!`Jnp7h*kxUG2;2= zljRCy%vM?uMSYIkKJo5oF4Z2%na9uvEPcsTVIB3u2}1$T(q>jPS<-rA`ctpBK+~QW z(VW5Hz&Y~H<(Ppq1IC-gnQ!pGMEGW%cyu<4j^ow1gygwDwzcF@uh~S-8>Q&LdCO_i z&PvHK_*ubNOMjaTVal&N59m{B(nPsG9%Q|oLI^$&6x5^(S=hEp_gH`7Jz@WzZkW#L zT9b&B5-RhL34AA~7So$h3S_K$H9Ln4^4&9-TvhCZ;C}hpU zn9XyI5|8lA=n1!o2S$7QKdvD(d64Zr;wEFXJ^|~3LoAgRUlw1?5fi7q)4g`${wdzw z8lk@J>~!LB_L5l6gzM^T%9ZjkmX#T_nf|<3RT@2ZdZq2HpT%u5@6Uz#6Cyjb^tSX{ zlkZ!vPh2C)nC8Sy_loMX_xMmPnkm|7Bhp+T&a?qRVn_{hcZ64KT`z`w&XqExM~;=C zJMjb0>5bt<*Swdz>QM`KXWXjZ-89A5@7)r_2=2sFQR(E-Dq0iXCBl{1rtzKE!qa(D zwIIElW3;Zy`r(ckk#0>P7c%p!+pWYs@{R46$HRYQK=b-O=Zsb)Sem`8iI7k1VGxX!MM|0-ZtHgP z#md&MbzCCGgLB16*vSOjdn&O>{&s{=jUcvTf!-VG&yAHq(f(1A_ryIRds%eUq}4h~ z${ZLnupEuLHu_$}4HxeqU8$6VcjKk;l8Kht^qr4h9e)s2nP2WI4JZ$mDXB*hrjuid z@*LjR<~LMPczxd5k1d(*ialPVDLcJ#-r9#bQjS^M^7r*Qvun`3B)O-7>*Ynbcm1lk zaeaq=`Y&W2QOl-D?|+W@AQ1hfGbF`wKEA?<(oJXJ&GDGmegBiFTOf!`dRr;MHsKH* zF)%#{yduo{GBJA3H*XR>I&Ulx3p^nM{5YI6{K`VP#ob4j77NS8s>z9FefKy#id212 zG3I5~Lq{93PCg$x0AofFF+RsB`KDAxE)l$%8B(R9FD!Lpv>A>1y+vO!Jcf1Cn}X(N zA=zS7xeNA~&}F-)rAOqj2%?>x)XSChU(t`1){H*Pq2g{VR!of)MV!0OU*1Qk(jT$u zXFQd9Ct=hZIT(V~*ZPT+Md#BH(xbXQTLsALNvUGEsjO4Z1`lQRyFi0=Yh#5V>W)lJs2 zUew8k))!;8y7SIwg>{TM@%!H#c}_Ma&$awUpn|3=Eli!*`F*>mbw;zFXxZI=JMhF* z8F&_cJwmBJ1yFh_%LB9`s$zNcpaQxTN*ia+iG^Nr+N@#&7vlPf5!RC4JB%3$W?}db!JbVK}ynYgN?hx$(h=v(!S*&EYP)kWrf{Sw5`qzf%Rc+y5CxeQ;UD__G;atrejLl03|CtAHlk1GRD~7Zr~K zgRtQG1k}uw!t{Su6ES*@)IXwr`B%oBw$rTIkIW%u^xGhH$A+eFxe!UnwI!9)CnStg2>D1uCJqAi}*oS7~Fkd7-nyf+^UFDIr328#C3J zl}=ce>^Nf-5^{J*G)tGwhdH&?!Z69jV<(2`aoJ?=8l|+NgxO;BnHhY`>9N{7F=EXWKIFnXf4iOyw9UQYHOex84(p|3ODLZ*KFS)}LDt{+_n@$4crB^CQ=@M$S;yZjiXt-isZj1ImnA1Jk~nfHc8ULo+3>pqBKI0ELy+ zV=eMct!% zeln-?dyhlE7ITnhgy*|X)D2_rhA^N9ot-SU<5#ceMxSLo?T{ULzPol+@yS*YZ}Yvx z$Iblrhb@*17mkAdL6ri5FV&1>MW0{(C}hX+7U3wr?blPdXC3hXR_+T0YCk1JM$ogB zNTIl4%gq@TWnxc__IiNZnYtwG%7VtpdQuk^i5(_hLaD-V4k;2Y^g-Ke=sU&phMK2E z3*l6Oaz=e6bJhEo^;5j38HSFOVdiHUBTS1+S^^1?QZJgSw|X7WirmYN(6YyJ7H!V2 zcU}5e61~_V0k9CS`XMVUk)!@-`3C|$+WF?2^so$q1)tMpMO~3Y=9{1ExzA>c>S5)%v~vD#KOJy?hZw{w{n{zIM0AI~ zL&iONGn`_XU3|fuTQ+01PqL)ZlWPA*At-cgkFIa04eYLYHC__~Zom`Zh^9t=ME=Ck z08iga3U9U=Gv%009%FXxUwh?-lR3Ght~VF?RZ+~a!d+KNX_w`oeJ#Z1!kIHoiGR1M z!rky)Z>LtzxyJihL3fU>0x{jmghEEi)O)EPh*>iYE1e-;d%oZKSba-;L0zLk0^(cP zLj3lRboC<-v1R!<0`)uBOQg&O!VkvKe^ss%|ve{@wwtn2`FAJ7t0Pj#Hgd6xF&9mc0 z5XrZrR2dhw5oPjNK@BgCx4(Ww(loK(w_Q;dG~wDqn2!B)yLC%KA)8{UD>);FTE3^H z>+S5KhE}z98fIU-tM8=Vj8vB#nnd%U@r_JE@z)36w+SgwwkU+U$9LPCrcF6c+vjm0 zf8U|FedY3iimd0FX!IBVr#1<$e~_^r*G34+F`Hk1j>Nn_m+hkbNRUY zq8P0$0^wHAemQaue<4{cJj1tWVVl5kr>E7CdSmGv_GlB(yd@vZhhf74vE~%4v?A!k zz@a>OB32tve$k8BB-uVASs?e3J?&lc!-v9lT3YYVnSBJvx{5a!FCSApI<3&E;#m*M zxd>bFeC4uC0?w8Wb$NB!L?61@{Uk9GN@nZx6dh%Q;}Y~T)7PE|ZYsw*M<0q*Q#Y0m zZpYh;SEbju$-FjmcQ*v6l6=&^$A|-d+p0iJ4stj~V;greO9AhxFw$UF1otnqAb$3o z)#kiTdTTg8cs9$7YAH<5aJu4;YCz`H?uH#vu&(!S;6xwyJB18+3{o()wTnvRujSA! zsm)bta;-R>&wLyva}O)&T zDU{e!PP3-!T&(>*6S;U%j?;Bn?)zRULLs(bOJ%4Xwc*;Rok?#}w8zu`l!6^)ZKF0O zVUHW18F}2{`3QUAN&no~x@f3ujjB^ISU64$16omhk?uFV(WJOaPc_QR16SR%8$SYQ za%*0|)%?1mxD{l-aKmA;Hk+op)7uDP_es_{c~n??@RDSxt=$-{mfm9T?%riAk#Dhz zm`ry;&O9+>2sefTQ8qG-o*hH}q^$0dy-za6F#5rv=0gAJFp}*v>hXu=+~! z*`N(_hfRttWf*0pUVA<}bbOaI>6{YP6%ivoEs%?QCg{60jjmp_&zRRy@nPC`q?{-t zwhsB9hkRbX@Yrk~#<`#g>K&MIe~uC(^wG4!bY|jF_2s|ypzv_#fANovf(<>OfgKv) zzQM>T%x7~L{=m0)a7gOeg^o!Mm|223 zTM1)_)E(~7$$cpXjZbh_)TsEaTeoDA1i!**x*nT62a9Z!iy3>~rM} z{Yw(iyJ`C88!ohD-e+VCg!U~0)HGN+k{Oy8>A9i(;O{a7G`Q(lkpTv3j2(Kh?(p(P zLw8g%s!;vy+kM1RZ%S|Zh;A43&B-b&lR}@)eN@L5beR^E)Wk$fIL$aAc!pkW6>eu3 zB|qK8YcE|kt!__%&9%eSz9-8KjY=?#caxTO%T-2=zetRp9>W(}0B;f#KZDM-;^k53 zv`tG(lVf#*X#{BEhF(Mkm9Nkfc;oi%bw};xo+KC?GIUeRnbcsjXZ#f3Q@3l8$9ReH z0k_b5;kB^m|FM82Vx1q^rO4%>=9rJXcdT+&CPBQgPN>PzGGBQ$b89J+AZqpuyOddae{IjzYroCFsQefr}`dkXL&#}Z$10SEgB|2;L z7e|1eLuOx(bT;tX{Eaoyfmwwhqg9#b8~a}HuTq)I9Oe?(X)tkI4io0|T*7Pfr*B{zW4l>u9LY1A3R58f+1{cU;+R&qH~LIQi$Q zymE+)uWvwLn!UV#UVOvXcQkEqZ7>TNtdiDKSSn=upWdUf|I^51Bdg4W#vv@6IFzdv zQ+07}J%#FkMU8$yr(+~^DhSc0K(`;1(1|Kbh{}{gr%RTmYDp;NTPjl7(HcE}m%yeyPak4x>P=)@GIza%bQVLSZ70@Xk)^g7wRh>W`S0S}az+1lQ}TI1IX+5vj{7ux~IWKw0uUfrr{q=WTlT+;Rx|?fXz|!KO zHq|86+g}}#Zj?3Of2t~Dg{ACN%sl8{XeYb;fA$pRvOM1#nwv$f#cubLKA1<3#*o>xWI>Z#NKg3_h-D54GQftC*Ml=Y$YV2NSg1Tb;2k zS7^R!BNImRfvEV{Y_1!hoz|0&p}yY|>9+o=Pq~h&yj@+W1{p$++6Px4Cb%Jn#4ozt zI|qLckZxRI`=-)XD%+XCQJmw~rGK6i80Vx#J^8Jr_RhHdb>)L(r|*ZT;GK=n!y-GV zAKl`gYVqeWhxxF^^`k2SU$v~eD%w==r8$?PdOD%e zQq^2C-WG#gx?2Og&)!mK*l^-$RtMM7(f=HFM*6^EBr?tX2%%mNe+D7fzpm;#f>KL2 zkd31xSQ=%1Rdm3Le9Mc@D3CsQ`ppF?eSe}}*PZWvDn=!D&%b6*o3+T2k~&{KJ0$eg z^yWR)YQSisUos|*QX`9bfg*JBLwvGTH@hI68FC{pI&IWTyF;X7tAj6FtKwvbTDr;y zAh6j!Ld#I*>sb4T4pCDLWiyvdtxc5U)Pt7zM%tWJis@dl(Q zxi$Q7+)pdFA*dxxJ^zRYk!!Y|V%}c2fQ^vJ|Ch0HprU;bwZiqlbFr>J8uGYl3X-2` zoXKn93l83Oh5s7Hr0$^%sr3(}>I@HpN4CAriwyB2dL*4v_`j&&2Qn6c@-q1o>2vqN z(vIeppd7cE|E}R(IK-NG8$-Qbm#zB^gU?0Gleyn|@-xhAk?>}BpP=iPzt%B9OK`dT z7@hQfo+LEK>FR$zd0nOO`CR6s=ruk(_3oFgb=|y2y&3!653!W~yKpz0!Qjw5@KPJ7 z$`SE=UWT>nQl|78$0&=kV}@3idH;3MHakN2jZI9gHyppgCOI9K zi`J1pi-dWR%Yecs1038dzIW4Ks!&Lwj#FgQ2DNmL{a>BE2RzsR`ab?fs5De|Nju4k zRERVX%BaYutSGWq;oZ%Ok*&ZTZppB?1$2#$m>-nXO#ZKZ!{&NaFA zLPY_`KBiIETZhjM>0Yl` zRD`g+hMQZj^E@mceB7|na=;(NvN`Rk$K32o?ey}VbqJKuR$K!K9SrVL(BBml6l|Ki zPjp+$)<0#+GHlnT-1Rn6JJz=FmL1Z)Td~Cpseu|SI2sc4dVkd?=t)wDqXR5Oh>8pb zN8RYVn?g+dwzyclY8d-?GQ>X+E$I<f*k=?9oQLXogrD5d1b zz&{S+^)!~rFcVoJ^diUL43yjg4WAM64o>)}P@uT&Ys-HO*B<0tO2~?KYP|e{4LBUc zc}nFIsmBmFr#kd%;EJ5e?6P9*@B}{5>oOP8yrlne)gqF~Ty=#A@7`_X<_e8{lqugS;oGAi`9+9qrupJHD%4})sQ}1yxlSftrZlaNFIm}$&cTz(lftK60Hs7 zJjx(CqmBQ@SVWxLY_9FXo`;Vg>ljN?7qT@GrDb9vpNi?vAng9FNS=z`9T(_a8Y&{B6Filp8m1row_? zb>>Y^&tynuAjg3mh(e5IT63LPRf z$q#-yva(~P`gd_l7Fc$+ww5OR?=tTN2kQ+q^6fl+QlWiTl9CgXaQalnXz%&K5t5Dl zuk+D8`LlO$uxl(n5Vy!%?wf4sIFVLMx+T{3;L&f|v11AK-Mgd6#6rg)r7me{SqtsP zrcIlUDk(wLEtx*Db^G=;>(}eY+WGmrg%*$$jD_Wifg0bKc0k30As%gwrGa^BKQnd& zq-e#*D%B^8Wa<3n+b^Vq$X|8VWFPr61L?xK#suzCUmmCZuqz-^F{BR+Wa(aLN_y3k z<A)|QfqoXFe~eB zQk$5XN^u@O3o$bX9GYOVu@eU*f+YyKC^gV55_Jh!`(-FrCz0j`iQ7G|O%WtqerSRA zPyL9z%PD#T3E?nA0Q)imzOPGocVZut=HQ`T$`hUG#1+8v|FN+#1ZXilhl7vunfQHD zm&Tq!O1IT&92P&sBL)BRkBaNw&!?~P&!KX+7Jf(>n+GOZvy>y4w@Nh9{@@Y{K=;sM zWTUD*2ba^|&9*}%TP}i`z02aE%+j$>+H)xTBS%-nbbKTmZHMjrhbAkj3BnAjC*w6& z{9&T*%8_RckRuK)=R0Uxe)lTPdmvgYC7(pF3DTXU*DHE-T@UPE z#Dme5@xOWrauad(C=Q0csu61%Mcc=UPDZG;kQ~T+6HX9;{*ehm7Ctz> znS5YIvvy}Tlctm%hrj`*WBNZfbDjQ~KHpkQhMhUkCGKVMZQ_mGu5l#})4E2)nj zdajXqHhmgDjk%9g+ozsNFQd1WUIv^3*D2u*-{#2U2v#HyG1h-AB|duW%JZiaHzP;m z)ps-!8_6SGkm%M{S_D`7EJM> z8n1-sBShW4Q1Y&aaR+cXSg}2a5eCVZpreEd+A;{CId+{rQhYjX8J`^|huGx3e(f`A ztnLEy&xAW*G4;ulCx9I!3RI3A>xBI9J8YMTvW{{txCDkRM8^&gNVW5;-@r8RcKs7mUua(>3`mz+OA$AQx5TZ?j zvm88-ggL6Z+K>fVcfMN%DeOwVoQ#kRDT)m+myiCkaZ}LwBl~XcC8kmc9R!7wqg zVD+GjZvDT-c;FoIWym?UZP^0dUi<3I(&FM(>((tR>L|VgI8`tO%FO8xJ@&XE#OTAi zuW1)?+gh=1UlBy_$B>p$Po7&eG&Hn9N{X9`Oyz7Q9i*rMFRUa&52@Z$3GxxBpJehV zgG8F|mjtK$>UWFw_wL@9^~k_euloeDq}aY@_2Sll;Vu7w(_#RpA%BFEjG)aWXkQJP z&Jl^=$7c$>?3J!=5awom^O1xJ5N$ZDU7(XC=tGiSw{j`RAy~rfej*IGN=T?>Wo&fx zcGJ{PJ$Ykay8HX}p69%Xm6MZG4)V$8fHJDEkbTmWi8ARzKaW*8^rft9VWV!#I_Rk% zy=835)VT9(daS?uOzamchkxcI5C?V#pD^(75X!t*{L+tdZa3F$ubf|%9|8B>gwUE{ z8HcLzW94YO>j!c{j-q5F=v`{O2!cE@U+9D2{FuG{ZVFx&f=`9MnRRn^o-nC<7gT)0 zrf`vuf$;ITnqJM-mTP1dn`=I8%w~yGkN?vhB7L7pUj>fFv2P&MFdIk*&+S`vi?Ou$$fIHU4n(0?CpGx=CEa0BHSzx5oaNU$x|I zgNx>|ZELVGY$u{&*s&6?ue&@4p4_^%IH7RXl>+7LLCE!iSap4Qbq#*8A<#pO7SXLd zWhy3gM|*-MZWCSj@5)s&hlk@mt0a?NCy)TRxbe%0R4O)*z0(8#$T7b5|T@IYu-5cHFwr2_9R}#T0X~R;m^%Andrim(SXG1XVH@oqy0*+NZWC# zwlWv5#IKE~)!&JcEBmTV;+$6jYe?j8p)5hKSCNMj$QHO5J}x!IFIe-I-9;WknW|x6 zwRI;S5P`a2LPR4?ng9)5&b|Nr<4rmM5F{IEdFLIBt=E#cC!0VQgHB7A$<+vXcHPX+ z)k5=Mzl9_Yof1@^f%Y%WsQRZb|Rr#-IzTo-TF`1 zF$%%5KHot?b6QQWC}YV6`3v2T=)=h`W|DJO$6a{z@W!LZG+rz8;-|V?t>#aA4^DeP zm)%-CEEC@%cyt?;9Bu&W+&ghG4wPyEiokqga6R`v!X%%?vhey{vxx_@pOBEtoS-uQ zds;=djLi7Y*KQ;>vhG@Pi!}U+f`($-xq%O=cCuNMPafltuV1p(&|fH=OB58QE&ib;*gYTbf8%a= zsvlXnZ3}tefD&yulVl-NR^AOt?B7f2$EAQOPJf}bP|+ow(%eY#n-?l)3E+-Zw$bbA ze^q(^UIq>2dw(yIoD1@ZuDvvG_sps+SuDTH#lK?VYG%mQ#D3dj-DM{ocXy5ec#E(I zg1<=@b=A}B?wiGZ{Kq9GjSSFcJn`RZNY=wfnwlu_ZCCsbQ|d-iYDB6jA~Z*Eb=FS! zYfYC7N;5lEMz<`A1i;wcM*2_H9NlK=#z0?nNYM4(DI0dnlM(#?MIrhXqTL7vI5 zd`V08)n5JKY;tL8`J8;;HVqFCll~jR{|N~DH~s&GMNSKLTZ?reDSN(+vfv7?2GkVZ z8=H|^z<>2brqu^Z3P}fyj6&DS&O z!`;VakEdr+8nQcVNhdYJHO`N%2sVED_Lt6{-Gl(4?Ca_2dH?ZaCFD_nm=@8~!}dYV zI1EiqTS<8>&ShO;k-uF-H-m;-&Z_q&*qwpjv}Wxtdie;y#`2F{M-v;xXL?usrazbs5wB-MS+;Ve84OgmTCH5XIIB|}eI((>@0EQ& z6^@ULysoWHedn0;{^#$J5xz`2KhIbTW8+T0$%zL)eoJ7zsMjAo{$6l2+t!ymZD#w1 z5wEI~_kX!^&(7-O*ASuA^+FWC{cS#U`zcVB&6?`CZaJ+MqqV_yL=F~ zW=IiUunIw=i(H0WtQJ4(sFL-pi12CK z9gX3gqwE_GODI4JFdKo1C~$6xZMKwk(w74Pae<_M$_fj~b8^rt;EEbk0QEz~BC@d^ z`m%{;2)4Lqk#rJ$1Kt7{ZoGxTN!DP&G(~6cC~U8YyC=Nh%*4+_kn_3 z;lAR%#lho}CXy=m_-W>&Cx~A#zdQpoR}!n2aZC6K75;eugDeSw-VwNO0}HGmT^(3Z zo~w&l1t&~p@-F$6N>D9aSD(`mc8!>5;7g2{U!PnjcOS2f&0($&B5I%$vuk!PW8l_V z@uVxhI`dEhk$d*)rb3| zZ@-e|)UWqB+cO+jAy(|j$n17+VH3OVjd=6?(VKi~bt}!0k~wlJuMs<#QXd_rq=Dhs z00#-OjV&d+>6liLN$8>o*3L+irUp4bws~LwCi2PYoE4;0u0apsgG=_9z?b}e@DtA#WrgjuHOhx+*3vQa<{IkgoLvO$~NPxN! zD45xiBzXEetiBa&YCtR3FpnA>Q6pz+#9dS|K>KLnDfk`3&D+_#g;|Ss9syeTvnVFb zo$p8>m+2PLBN^v)UR2UdJ1atE`ZB2}_s^*AciZ_)cmCKUIwz&@FR~n*RX3)+MIO2$ ziSAkzh`|?W{N^*(>%6ydKTR*v}_?to3`+vNhA%7WXke00!43*Wu*bj%CMz71IQT= z*LuM|+rdR0nsmZ4+5`+(td^p$7%{96fr1hV6?!#4BqH|EO zv8JHCPIxr%O+5(7B24P`6SFVGNB`m7x)~MutRcbrO|-nC^Uu^~70~O(cpZ7rT2OF5 z16xEkgE(XZIxWdIl;G~^>G2sH?{DcoSC)G(Hul1&6i<}+(WR1@K!FRV`3H5S8wQ65 zF`MCHo9_1<^=B1&jH>=(l=)?|)c+&>e%sD>cdQ0$o?fdR4+;vp49jKUCv;Sp$wN3v zz62uzw!&`;L>y806Ojf9T(jY*Lz*0++xhwLzCF^CZ}afMgIjm++BaK?1T9{+jJQ{y zK6T(94l0Xe9;$hioj=DWifV#V^5v*KtLk&FXN|ofvkr{^skw1_-M^X}-#R+hefy=j z85jnbN`Zg=Tt*eN4CX+Ll$zb%r}bStA)#u66DlzlBSzJzr3{(uyGK#oqnL&d`R7e7 zLZ74g7x*Yzw#5a^_J-l(TNBSHODl1Oj}C3yC-Nu7ilkJ$P4ZW?4Ut%*_Jqf-V?ZJ)Mj9pwfJLI#HjLix_CZNkMUMUx0JZ%e!#k z8E_)mjFxfOx(hmR3O$SE;^Y)JkuKQMok=k@>AG)`GZ8H?I=q>}JA39?l)r}yU+_Qs zAul!3WAB{Y@o%}&zj_|HbKY`Bw~a;xY~CwBX?>YA*@AyapuhFJ*I$H0}W`Ww=f^C7j#*!6dNC> zGt3m1G;)doC4NJf5YvB2E712atBX-1j;jdb>`Od|tvJlQJ3B+pe=3LhHe5M(TYct` zRXf*SAhmYS1#1Z_bR+EhnpRO!2Hy`1dmy&x<3OM$(Y_k42p;?9$ZYn z{CJ|l;z_K=P;#Id;)#wNre%=99I<)j`V7Zw1$&h@bX(D}+uW8S@9WnA)Gvh4(lZUG zT%>7EW#6!wyh2+?FsB;57Eou--EKJ#2Qm0vpNzHDKw&*TrxZ^Yqs3H{azUvGW>{qB z7cAbILzPwg>9S<#gb}5_vX;sqr@{gtRWN8iFo5$bSl%|n6rTGw?pajW+PTwujq`Qc zkuJpSh`LeQFHt#ElZ8MgcoVTGN+O-2xDY=l$*+XuP?f|Om{|&ImI^#1-)VuahhVw% zk|SzaomtYywdXe=8&1S6-b?I5Taiqjl4lC9GWh#}Il|T{^NV!RCec^wX}wkyXKHNy z8{$K8IQ8b1BJq;B$%aE8dUob5#MoK#UDF&zO7t=dImfLEG#X^Jl*Ac^KCc%3yURx* z?h3Unc7F*BVmyZWug{e zJe_)yW&w8CDEOE>eDi=n`jAjsYSs3vj|=%`@Il-|+ce6f-AlGquu)hI7HrG1NLQn- zxP)R6ylo-9Y~qKRF5MY7a^17R>~C%ggF&+tS??{|lC z_pLj3j3$P@0*$^wxC1bZj_!{VzZsX+luzwnBV+$JJ2X)>r%_c`H?4j`z%#Gbf{X3a zf6MsZ30Lf_*qB=W526En?fx@4!hdRALTAK7nUrVr^A~Ai7IXIweB(q>SAl+~2-fSJ z`O!w`a7KX{2W*(_(-S|xw=j*LKojE!ti~yDW_k`b#|3z%!_adW@F5r<^Aiiu***)j zlV3B5+SJr^BJ_=ajCL7KP4eQj#0B{4Z5OH1(QsbH%32H?Sy=X3&F@{1cOj^2_6?)z zX9!2M_bL4s3t|y55Pw@zBEj7VD@`O3cb}U_N!;9-ji<9vs@>X25+@A($onyd?dw~2 zcPTm-$Zq~z0|Ah1Xy}5J7>nFTz)@9YUcY|5aw$Ov0s|MzET9Fl8QtH%KL`%iCJpyj zsmY=yer5{(5d6=*MndmP%ytkb}X4-2ViET)by}iy?VL)@@0j)a#9q1eYxn-^TBf3 zXV|S(`z1JberZ-OYj2OkG_il@9gv>HZQv9Czq?|0`o z)_(j*z>IijFh_v#&@ppzD%jel)QTffMsiY8U7dKUn|J4(s6QS{_&p0X%jvr_pNAz& z4Rrac*B++V&E?aIxA5E_mQeX`M<&eTcUwCK^_*IZ35)Vq6HJ()ZzofCzzGVEjWycD zSOoYDzRM9n)+vbj_krf`3pGOE1SxcVsPgGpyQ~Kf*sea34JXmhCQ5e`1-8V#g!@g> zax#^|^|u9iqM&VFgNY5l&c zF>3!}$dehisG}|2>5LCrgcEEsJ+$*h*8FC^)q$p^l*0EH`;#MkXnLT+2DnGE3ev`p z-k+w-_rotBM8tIDP}B2{sR~f9Zdw>AXo9+2_Jya>`RYO1hQ8LqHX2@ufWRUF5*96v zl2GYHv$LCCM*R_$pzKG)NocBjy{)K2n_@B#PH#-OPNHNJ<;VUdTedH!6mL%&VVZ{} zxDJyrQAsO(k(C1wHKkZGX{qA;C&7pC$;WlzgIv0u_IWqOe&OV8NbMhU7M%nqnoEqQ zWbflFpwc5j(qflhQE)y}6QVbHj^)ba)EH%^`3;Y!M|7Fe{*5iC33{KC1UTb8Ww)w5 zufF?V7syitHuiHpL$SA?n~LNeNtuU^`nD)!@v7$n{#XG2BSOfrx*KTH=w<3xQRw1g z2nqUn%nlM>FF`A}i<%*57`l*MbP!}mP1cmALQiJ?M3u?eZ%Ty$RngyMBjFy%ZyUU# z%aKo5tW#G{))r9LySp?pcBzYtYvuRLFEuc@a6a9ye_G(0PZO%#oGA!d*d4wXOqwN> zrD`+hg5_MNv~2BCVPwEMP|3+18>`{4i_br|K3k%$v7&0QK6f$Yn z?nb_FMC{QcQznmsf`fs_){9LYS4cdqn_&_Y0hmiKy8tegd%7R``!9tGA|A}lUUUp1 zLQHA8&8}JW?m3b7CoV-3S&?zNHf%NDHtt<)&>lQD4O`J9P2F6Fm^@&qdie$09x_t2 zv|db1(knPwFX_~>IT-s~EpQI*i56#idDcs#g;URZY_ZL!rAwDm?Jg=Fy5(gy=N4CH zWR>WL6=TdZ$C$BeJ}s*^I6g4O`nvwzU`rJ4>A_$}SUA|1yJTKrdKpYR|D@!QcV2yI zv4lpIJcdcB#rq**};@VviM7A-Z_4eJD?@PRUZ~0ik1=^&y;W%cVC3(#0Clut+=Q_>F!$>+gxpi{1 zy4_{;eWS}rnK`m7A8d+44LYJOzw6l{D|!*RtRleU6>yl_nBRcOW8dR5O-HH^cpwu> zy?#@Eq-^`0rUJK}aDt~X>~AjAOzGVG#ADXvXZ`sikGcLY#q42QMN;<6OfBbc>{h?^ z6FUV{jxc5Z4GOnt9;!=hmytiOd+4 zXXPF%-Re-Mwl`0t=FSLnn14!P)ycTf@iR_`nLYCnY`UQfQ9%p;LL(6NTl=cDQMl}p8tAEv`Ux{+yybe$6{;)l05boNQL>fj1Xn`mnKA6ydi7Ws)c%($jWh6T46;Y5HIYHDn>qfz7H8o*-7QUZwUJ%;H_PoxB|#4Ic~V3@L!_tM6~ViDyXz+RDa_Upa<{ z8Si{{%CKs+^GNmOmQ;k#`upH?>;2!6V%0wX;4_$5=)NIN!>zPGb7l0wYjTjC1YxbM zUbT@%H7ikZ-VpeI;eZgAk%3YLdmq353`=sr5;cT+JT}mJ2W9d+Lct?&;6Mvc5azSU z`K~{X*{bLTFo3>jglqtlDTL3yT}&ZFM7$kXd8c8vWC)7PXP|SJ=VrzOk0sdMT;89@ zCR3^>^J|;1tNNK2V6-WyvFtxK6)RX`GCH)+Nq)`oRQlBMw#UAinJcXaq?6$*k7c>R*h0LSRC3b&y4@2V)=uxprwaYbKuR6qjFm*}vDp^r+{wllx!&V5P|!+g2!ny1dD z)$Z|cMVcO;=r>6g<*3Tfr^i6P5AsT%($6!l-J4)GGqn%4;i4sXU8vY-gu=GV-LiNN zLJ5Ez!ae|au>eW}&4?Z}0F($t*hF7y^}52h)8m7f~T9pI4oQJ-Q#Q$PVQlYicUnC*Ju#;({uHu^;YLpPEOE;b$w|uxC zZ4;RM3%ce%nI5>reC?IYv19z_8)wS^a5zu(m|>*mD~t3L>#sNA1s?eBXv_5Lx!KIX zwN@PEm_^o=Rf16pOPWfKvyJafa-WG44%!bcMsDQV=CjGxUy9tDGY1zJ!ChSjyU1p_ z&xd*&EICEL(*QG-b)WgYeF^oorFyxD@c(LDw%!@IH1y@5^knB6c>H&;ECV76$n@0h zQV`$CP>yI7H!^DtNE3|lZ(u0ngV5097cRUs%KeuQ^l8=H5htr<;VaZhkk>sGDW`_% zlGlPn4bEWyLD_g^s}kF2PxPG^C%ZqlPYtwQN^$)?4zepoQR$%}h^<5Hz-(6VdZ`4P zK6W;?s;bbIPnj2m&_7PP@M%u7;15$#gXpPskfFh0oQ+Lj>K@7?Z}fGA&o}JEc{L~d zehR6^I>%UmI1DS?0-6DaMj&yWTymp17zseo^VLW=@5AqtF(J9l1tdf6`R#Jmj)Qf9cbHkXZ-%3@!g9z5~LB8~?2&ehytR1z_-+uw1Z#vl4 zicpZyB(i^~C=w}0<&zmMfXKgk?6_NVLf48)I}fQsP)PQavN8oUI6uUlHdya^?lWs+ zdmHZyUh7xoqGBf;;u7@}>wb(^?X)ST5#G4*3h4Zpi7P0WaFqR`0ui&K+^WRzhyGt# z#b>_)69c{&h<-oDja8twV2AYJ2z|+6U)_2{HFLn8rB-EmG8i(F^F-oxzaMDvrURn$LVntbcjo(MudRYOeSgX zRBQ97drzOiqmi%t>VbZfRR3D-Z|(ajFE#1~e!566;LyLQOob;OZN9X@y30_t4M=%? ze8IrbtGJiC+h$EoOp@Vljj4ay#w}hBf|CNV6C2r)7T;x z+56chCIVienJ#YqO?6t&q zNI+s;7Axo#Lrd~*r0$ya#WBgcrff<3R8yUU+perR!?!xTehrYBw2aZc$*|(*R`2#5`L4T?M^v+-NpyFwQx?zGAi$F zoWV#A4oIQ)PxqZ%w*E4Aqi$^w8lWOh1Cq+s#Zf;`sHzry&K?xD|3OK}O<*)CZNnn$ zRlGcdS4)9>6S97*ykwre?fb9y_3@{qq&WAd2XO44(4P98d&B12dSgTspPb)6KHSEL zz)}~?1#-mfYqrvHyrQ~x$IUV>w%>@2<<}ZnmDw&G(w1)otA+ExfY%`^>;9S~vtLn3 zM4@=W=?Ors^5W#Dc#WNQ-31sze(gsqnLotw%8S*&U-PsL=||j)wYbifLHS7s4u#qp zn0aa3GjK34(WP~q{gaKZaVx)m9t#hT!8Vok)jS@5%3o?-9Q{>WJK39fU}AQfm4bca z4vId;b4^LBc-*rBA!GN3Flv|kpGXWO0r~crV!0MJ?#_L47zK3Y`3uBG%j8Cbq%U;M z8U0{3hYe#|$}qy~&}j8}%06pDo`>6{U{TPe=e!ljs9h4RDeD*TT`_}eK+J;G8!6tpoLzq6yW|IJomDXQDI4r{RUA9 z6-q)>srDy1o=J2>p=~i@>`Hl`2o)^;Y=5g07Lu@7p+Epaf54U-L>nvM?={Gva zGIqhZ0oh9lDJLZyyj~fLU>jzjU=fNt4^fcbARf_Em#^&@8Xb*Rk841W-i%)_=ej%( zcePoV07l-J+WeVN`(EiX8c|*PtLJ1>YWD%;j>pk*lj`W0-MDMmuXeU@Zg!`rX?{B6xt)0QXFX5GbrWD3<1U*uYET;u(j^lHFXUJH|I5ZR+qVC z)dYL9uFze4c4_QO?s{1KeO$Q<(f`#4x7*n`*pL>^D zUGVnD2dAVnhu0x*GH=O{BA5ZUWC;b2@<2_h*+pmz?&Q07SLtO11VAM12Kzp&uMGMu*<`(x?`?)8U@DO!sSTZRq|P_ZTBX4IuhslsR%_OQ=M#^^be~ z={@yvLaAnjRXC3-D$O-AgUSr8F3Rdxt~9p5yRMA8SAJkI$kx_YNE+@0_u* zWvN~LOD#JJM(+J+yto0+PRZGM5e1`q8Bv$+y19ZI>MQ+#mrDOuS{GSnww6KPpqcY) z4FaqF+0dKIbA!O=pn=AK0eyc1rQ zcu)Lxi5yOhojgfh6u(&3eSimS zGV%r3+;mHOhx$^5Y_aq08#`dru}EM4$q~7RjhNT8YO__8`wRmzu)?>lUU$Gvy81F! z&KS)!eE>l*_gMsmoU^^~?c%cl-|3qU`G%sz#IRZlrVrgy4$axe-TqABBzyyI`yM!Y z;er#xio7eCZNX)4Z=Zx82RVVt;NQx(8w-EN-cW9zo|urxp;`)Pgob8hTDA;C{O-Zc zM0wYZNdjFH!$#{Q9j}8afQk1y^4v%iDyk18V#|H?XL?W@ppFk)IhrOZX4M{-$6J?{ ziucFIVaBuLqM{s!YI@d{D^=v~W_dy&>yN$T{ypmuU`@}Sg%n$)KZ+GZ6-f8x>&-#C z=F+ptNO_$;NQBLC4YU`sAFqXUC8<{0G&Kl`9|c!i)=|tvY09#Z!ZNfT=_CNv(ZM!1 ztwL#^?O`DdGUEeMlY@nN{F*~FxXoQn$&u@%*QuO~8MR=;ogW^~NOJpK|DM~Ip0P2) zv0uVx@aD?GAWWkV{rZLx%=6uVF`i#+?_IKVX~8)?*)oE))yJ-mJ+PNSb)bIxk@pdp zSh81oIooKIQvxqTtx4uA4aYLs_C5AF9rA1Z>)yY_$ld*8Y#A8F^w`fYwJw(R(9IR0 zih1rf<5rml@`;U+u>s@k06zjIXT}XMLYKKUcO3RK)2N75pzE~l6Se-b9Alpj%ROz_gqWvXi{wK?ifep2)wUxa^o1LTTc5hcbVy$?@HiloUHg0csTIHg&wACk9pE_l| zsF=bzHn>u-yE{8vGona*u-nCXeYN(qb(@n=Q(i*)O`S}|q4AZSkUK=5+-}z9Vix20 zxY<_CuiTEFT~HTFnJDG<(2~gKntXhGNoi@ulOy%@8F9^x)%$C&1qO14NQWMGb>%~| z;XCw8kX-Wla8G+iL~OErT4seExI?yqM6zf|d%rZUY>L>#M)ceUHjb?u*mhB%8u^Q$Z@MfVdznAli;rJ;N-WcH& z3)$>b)I&eG{T1oA9k*ytT6L-8cJw~iU)w`7(8jVJ{eHYTGg0^I?!9|4vHRY|f=};@ z@3_FnBe8+@yYiFEAMYELx_>aA?g|JS%yNUw*uX9Q%8Qd`HMvgrGNdFWneb2lc_*jk zD^|o$PW8qEn{h|WHM+mI=Ias&lHx_<94D+L3@#6IVo-Lo*2k8p=j*?`z5VS%bDB4s zzy+Et_k1ekHlOVTL9|*#d_PJ)d{Ag9u&5n6gDnm}hPLdz*!C*moZp)(gGM*vJZXf4cq%I^DHzm8 z4{M^WyMG<;AD{YF>+dAhoo2CQx;xDGTtLFb&snc9BsRST;Xy?1ts44?D`Q74eib#MGULWZK9TecE98M$yqlHa2z`INve!)gBTx zF8NZQX1m#N+Z+AUgN0q--QhLr9vtBw97u0GB#x}=4*PcN@0I4j!rqK@DN!s!`qR=b zD5AEQ9BavMHfj2ldY}_GNaFNx>?yt{ml6)_*r5Q`m#*0jku9Cep`|JFVy)O`_kDLy z&kM-g{2%XS8gyoQ9NSf6*)n_BYJlEn-Q?|a*LqV z3M@}?2fl~qwQY?qD(^EmGZl_6iOkC_(D1)aSNV z*O()QZ5ko_|3Y?jbFZe2{3g#j$2?95-O2BG>~hg zl{>Zur*#aHAS9TJB_%KQ_n#iv8n9A2unhNL%QjO6hytRIKh8KJn?D|H`W7qL#^#P@ z8t;?wcHfAYm|J80l0!IS2~R6zZ3>Fo5w#6bclPRJT#m~BLiZ(qT-vZL?-N?NXU?3t zotnzDYSo$`NhdZ8``x#1Umb_M{V$f)YrX~TpELkQHq>$FRcE(B?byoo`~5zCJb_Ef za{awjK)Y$=qms}XwmlP1>{xS7l^f)SYUAd@ zVPe9XUijj^=$<{VOG+M`Z?xh%QefyTzE-Y%%e1q2N)`FSyrthby{Vn75&a-FroSDTNPYaGmNS99N`#);yDEDV_`jdbD z!|T=Q%}MMBmrG7F{CuJBCO-G8*Ex@WE_KzRTbCR<-d?=BerC)gV2Pc$J+F6XXVk9& z?o)~MwFXaBvTxl`aQEWcAZlk9GBa)XyZzH@l#A(?zIxK==DVU()*}FP-Dix)R_Vtkh zc;m8rEc0AxW(K*X^R%GFberkXh1|c$HYc5VrSG4DdS&u~Gd1=}v}>=1f|UHG>tAE0 z+)h^1rVSh&yNh3yu}J4qsxW0?(~zz&s!LPw_T5^`&dSPHzPyj-`;A9-hpSGju~@b8 zJxv7Ji>k(7}Ur6szyyrSZ#WC){Nyv7+z%Yz4B@ho?|5tG2FUFE&eAiY`B zbar6j+wXC3a-K1MR=D@t9z5X6%DWK}BMcsqUvkc#Bae9Mn4&Q$zyDq_O7ScAY3KPZ zuZv<>vUNJ#Fapxci!qg{-ePlk#q#cTOouDjmkF8u&;NCM*ZA&eRAZ)54m&wbd>sde z)_ni^y0Gv+f3jnqGq!Qr-T!>E|JR|9(#+3IJY)E5o|N|g@HIsY&m$sWU&TfS5+W}^ ze#{FNPW)if&to8nKocwt3d!5r+J|HYGMKTJbAXP}hbd`o4V8AAO2Rl$*Si^3CMG6N zKcKujb1g#vgk$LS@MRdpYS>lo|C{4XE4<=1!%d~Qz8=!dso}7>Kk_XBpd=4{eFKON zMa4j6*nzN-krCIsW3&GL{_t$@1xn53edFFeX7{O{?Useo-lOPeEMa1*HIEZ0EOFP3 z+tH0g5UGyLZm#7RrcE4C@FH7!C@3sJ)1bJqk=9Sx{3I+${GUDB5{2WES@H($XWBCn40ga%&I===iJVhb zjin0!rkAg;uL#Vzwu*|Lgpf0|W6KN>z$E2axTf0F5Gh<`kSs+12grW^^O zAE+lgf!4Z;RUuE%2nh-C!;`UW$?t3o^gS=u74qoOb0P)>9&pDWQ|h}=@2Y`D`r?SJ zta;{bFRv4{baegz8M@F!D2D^tGa&zU@=HAwk59H)AvY%1)-gDkSlbp@+N7#L(?s?2 z^W)|6mV=7bJ0m_kT*k)E?j#{#``)kj?(4fy{NaO|f{IFGhWe>fya4LTp$PTIz-JZW zGv?4n^q?m1?rmHtStqdTiq-bGecRy>sWXUiFZM}F?%cX{tD==v zLPuxkv&*CJ_cqVsY47my@hJzJhevybM@j2Q{DXjiXmn82F^n5t$7_2z)=Fs6TFDT6 z9<9XT-@ofKw6wH{5$4B_AAjyj$vI0O` zt9#Rgz`@4JJ;ZOPriwN+G&C3Bw@+wlg2-M%zO$*h8THnBTU%RRAt5sm@dAT`$@Q^+ z`vV6Th~!^`x@GO;)YwDbIal3Wohl%28%0D;M8ALc?iNBP#@b?HJF{vwPwaloKW=Ji z+1nH{_(%v=dRRrn9e0E}`upQ+8#POtYRCfV{QjMm%n=WDl$4aTG%x}zEt{yHFDxcj zj}$4x8(ijE>_uRz*;rfGxcG*Ka?8rf>Vn01=BCc}1cSmV!ff*KN!XL%RL=ed!$VdI zl;j{`qb~xg^GfGpz9;xl9&^*}pYkv54G$BigA#bjnl)=&#|OOQ;>gfz!W2Yp-XmLu zU1Q6ZEki#deKmUjd4VY3UgM>k&PhwdYG%>Z)jjtif*!9CvLa&f5;`u{Nv==^+^GOT zy|bUQZ0e`D$dkqczlVy15=y%yT;bt1{B@oD(Uo<00%U+VJd@DeQN#BMjK?-+TD8Xd zG7q+3-ZThm^`>vBT%++**FI>L<|ZXE6Pq6FJ1P*pffZ(i8OrPSS<497F}$m+e1?~c z*b0()@$1$d18p4}m+NCY|K^d}@o(B%TAXObe1WnYRB+Ci{g37@7SuS~Nn=hhKuPEj z>jDD`e3J`A65Q4dCj|xt(fAiDgPt+6!NST)-{6cCGjtSNHf^F+QBgq$^^W=R0^%c-Jl(GBx`wrpZ&trh;PsF6&N> zA0|~O?+o!aVM_&ffSsbNr&m^4xn<+VgFpt8e+t=UUyZIU8SqK&LU}FKh zBjUHzf8ijSrROVKU%$SJ7p7i5X50k)dfjYWdN>{-UT}FcPyzbG?8xWZwZq<%wBC++ zaUG8K_I2hSpkaU&_@N@icb)hlbMqHf+3}Qtfq@WdH|@V?+-uX1Ewj00hKL+6fY*F_ z-MV$}z!}t7w5Npp*=u~a!m(p@>q{RA>XlE9c7Hgx`&o2!Z$C$`B)I}?#pjySb}+77 z{|rJOnJ#f-?51c$q&(4IGk@a<==S( zJ$}3v-Q7lW9q177f6VG*)v;X|85=)yGPyDvpFIKuOQZ{bU`O|=+e4e^eno%x^O#c6Acc) z01n9S1~5!au(>#2y7Ubi;`Xm|J4{VY>wS!{k8`YDJBrz{XG~3>2jJcrGbCN%lycpT zGz_w=le)Th0|MCLP}lfGr#_JEs@SLrDb$Bs(tZkfd(lg+R89D>;P{s@{WHz77>+{4Y(4 zH$;Eac5x9$t`vps7Ca91-uCqK>^Nr=K)b|(W?rHKBUIcJ9>=Ve-qPO5PgQq#Pcob* z^h4$jm4{mm|63mZ|1B9topP|EtnBH6N7>hc!qaGAB1AYa`=do{vE#>whlXMXg>gDhAK-M3TpI&ttp<-0yFF0*&FI&UjM#?TmWkn| z1_22KD_^-t^t2AHJK(N6J?rJQ6t0Cxn2U;wJ*iZ}-cd3)-=R9X+S<`^4>9Dy9ddSd zW@ck6fhf9#KfolLV|*( zkTw45`?Q9got@YT;l=5-=RsXG_kdFdr<-oygCe+N@$%&+_*P?M<9qk+6?rnT6JinZ zKMp}(0@QDT~g zq-GU6JK@>E22m#J1o0&*m>!VCp}|7gibEIyG$S5As8FQS+yt%*^OFjS>lwmU5;AFh zx8Lf-()mYQz9cyon(BC+&u8j@>WuxBrs(~9Zy1JaB=tt3EbXKXt*< zauWM5&El0SOFw>m03yR0s8O&|Riu8iz_A+1ZF=)1rlm_k6EjI412_a+9P$Vj7M7Yk z7rRq@{#AR>sE=ivgQ7ABWfAwcFwhxStXKj3^EPfjIwQLg$>H(*s;ulq$!AaI4tE7q zzvqChy`k7wI5x5USRges)5$xG&j0jA zUpSYq+AL>1`^SZF6`@JvfY1Sl&8{5)NHe`jsp!xxhO*XHZe*d@I;|ZX>fHebiNe?l zi8r-;rz4Plr~YYtHUV7=iUj&EJaZF_NQD{s%owg+y9RpMSNQm_u(4@O>k0`8;W&}C zr}g!#aM$p4#dUQoSZ&Z1Hf7sIJ3hu<(Zk{gU&W$^hDY$Q51r`m?*|$th$JI2D=W|} z%1bm+#KGks!K>)T zi16T)V)~woaOL2F;*BU(P*8Ap?Oq>nU71-~Wue(don`X%wI>TJE0J9jISAVRG`u@^ z8X@$P75DkGE?6ycpv59BDJ?0vfg6jO;ypt7k`*f$_$~^N2MT(E+KW?w2zFW2@rK?x z?&al$l?aqX0M!5tyA1gG`I`{na-9YntTJKVig38kWn>E*8yo!7L`*9=Bpmw|%bYp0 zakRVI42u@|%@Q3QovE?@iUV_#DgfozcRazRttOz5w}v{6^QBjCDT{ElT`|x8{~svS qyVXeqqr*?|lKvN@>YovEcBR#cjnk9*jGPqwqadq%B;k3WFl%0(%Ckw}A7APf2R+5;cEZ8tHB0@8h1u11^Ys!k)xWxuV7K#NW zk&+V9AYwtGA=l&bKksJB#@RgQ{qEoS{}cAsR94lxtZu83`A^t&PIu@ssC}N%+Eeq1noD|-c%7T< z>Z^HW*PMss>3pSiPfzgc9CSXX*i}z`H2->xUvcWIc-_AU@xw8Bf7R3e`v0!UQ+<60 G_4xuk>2N*( literal 0 HcmV?d00001 diff --git a/codes/Sarsa/saved_model/20210312-170254/Sarsa_model.pkl b/codes/Sarsa/saved_model/20210312-170254/Sarsa_model.pkl deleted file mode 100644 index 28efcf41b6f4677a38a7e237eff9b62fa80ea67a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 122671 zcmbT92V7Q5lJ?C3F~@7pIp-|qoQ`_UA|mGWwg+UeIr$dMMj&LC_g50UF+_9UcWgI)ZV zPG(<>*}gN>Fe%ii$CB|}_gl0x#_a63X;Z&RF*`T=+jsOcF&nq7+is#`w#IDp`)rAc zGTSz8Ti?fz^|zaiQCoKQTM%V-M)iwYPjTNJdqa(vXd{f?618>B+NiOiCNrD8MR3dZ zsI`&)-W`x@>JY5i>&NU2HA@UN_d+dtc%gTe)K-9zQKd~0YMB^n)x!_9_CjrNv*_b@D=;6GL6RP}lC= zXI7qBMVrSDb=y#NL$xKXwdUBZJNEXC-fm+0MsB4KY>YA{YHwuh)+m2NsC!}vh&`8t zqZnyoqUkHXiH-I{y^=z`y-=TM_wBH4Yu%T^LVageN(}Ye5VoW;Usx0Bzk!Ar;DrVr z3k~u@gSCF(4GF%rw)D0PbuF}Rcxc#( z6a4&oetu}D5vEP^<~Gj0m}sw#Gt27PxKV@JcWyAfF`vcR+fry>+t*Ue*YlGT9!N^r|*4!oFB&?@F4DL^Z!;KEjQJ{0Z z&^$jh-`!iiyR@=b26TY}UFd}t1wh{|1sVcqrNeUEUYj<&Cge}sV!39o+5*X`X5*&W z=iBVlkv78?Ny#utw?z%B+JqYDosFq1nf81LC3(Eb#>>M>9r%2@eJ;h^$rF-8Cz7Jw zQEjH!yZo@E^0TLGuGbT-&|*cq#0xF;L(4#04Xjmyp0KQGU9m(@nX*jP6mh_7EvJFhHB7?W99{dT7%~ zNob=Y-QXf`0BdOgsRjEz(xtUfsJQ|ud`H(!dnKr*_7#A7# z!Ek#*;_Nl9{Dol+?8#1y%aBo|JH3$ahhkk1sHzjHAKF!hbhjei?HME6MHkBbKDN@*>a{ul6vAx~Tw<-3z zeWF)${kh9F+7#})+?+OhhCGSTPix4%UH0yZaGTCe-LFs&c%g%S=nznA%nYC&E`u7U zP~*MOkpSw^QmET$etUWnLn^+#T&BDAX*s?xwO+HYq@>vzDV`>ol{8P|=j@-gP9AY% z7L_sDkL_sf}%doYc-xt;cSAdGBf_<&w4bvAmYTk+myv zTN4y(q8Cc?L&sbPaFeVbI$nnLgknAEg-!)nPnYWe*X>2guIX*#hItd}+PKy7OyT*G z2BI4?BKh3jwOKZE<;XpHQ%|rA$eYN?%mM2T+T%+Zlh??%8@Rkx1AB*@Er_(w>^XaH zs9q$oSUk4e*q3yL&>2N~)(f5UL&+em%73n_rj#K)uSiq9P+EZW!uxl1tbNQ}pBQCt z=~R?o{eUfMAWwnR-aZ@7V83FYGu@AsGjna8oL@*!wf6=w$j(Z!PCwkzyOOy)a<<;@ zf{AjalU(1)9JNMn+ats0R?{CnVvjTDRm@Ig?uRaewR%|($SA{lMX_G> zLe~PU*GsYP(YY#v^(gqSGWFeDFlGQ<;y8D)ePbVSmA9>pJQzAyX9Px2 zd^h{BuPvf=OQbjq#oLm-%jVKuF3LT7qVr_NY93`L?Um~COztn$t1jCj=Pw_u-w9rXRWm=*ob02FvX-&{+yP+Y8+ZK;JC|txH$E2zg~6RI#sECzlReE{~*W3XN8y zR<9-vYA`?UwE2hZ>%;aDz1m)2A&b$qm5Vhtul*{ClYHh)`;ZQC&ORC;53vfk2lw^X zhc{vAS|}w^^5Bpy?8)7|r$Fy}p&UQ-psddZi^0P(tdA7yV=t5&V9hJnZ67iU;+u>a z%-qvMPKS?T3C&{)lRRvNLb)JkC+SskO}SxDV#k!QQta@m*@6lC=;LzT$c4VKo~pc( zgiUga#<|piReA;8{`ICUx{MX~+-xsbogWU^Ckpnd7kcK0o;$GGZJD=Tlp%eoNMCuO z`~d0eQlvX{GC0zrv7FyNfc_ZUEmmIG>ljMRHU<;mn7wcBcA^uu@n*)#^C{YAX;jH) z6?UT(LLG&yi$rcM!W7~n;yAqZd+ZHlH|pKd3EF^YmZ#9Zzik+ zTOlKE&A{C~maZUE|KO^5{pBV(o76>4?QUETU|VbLrY{!D9X_rlr`xw4CwZ7vlW3Pq zV+Pt|YGPRh`7d7RLw@MPuAf#b?WZ3pL-iwxu$AJj zwfNnK@|t@WW^EX$&dRPY8T-c&>xOT%6`cit{26-F)j+3`%ZBc`jR63S14{-jV6z2x*q8H@El7>rT z>1*vHyh-+w9I3;-IBrkLC7gvz_6qm6_A~~5rWDC5%H(9<7K2*a3w&-9JM9Fv<&3W6y(pn z&@Tdzzbtn%&$h2?FAb98G>kua^4cNxHoWcGT1zKj(AyFzY2VFe+Vn$<`MB+tW#erL z1_~eBvkh#5eQr;UWo_Tl2{V^9bQZtTDfWOQ+oDKST2IU5%h7r^g+Uhj55@T_FZ63a z^q=6Y4$872|6gTLf1^-;>xF(7K>d9wR5e#6V~9Ot3vFV!w%=1ZTid>_X`iWElxVL> z1{EgDY0CCWK|g!3p}kN39ZBhgRr4Yi`0H59ZrRu2Q&|9(jidqY_mk)7gvp~8_GlaJ z*zZ;w7(QT?uB-p8VE^ES{^*DPbJ}v*}GNgY|q<{5HCA{ELu%%|aH5n$4{Uu~K;RK$GY%EvQ2|PM#?}Gjt$=T!@Ve=&37Lgx< zsqMSNX4Vbp>ZuadPDVaC>kX-JF^MQRZR5E7_mx9eq z3~TI(b{pErWmREPxXs{+Gjf@JG1xw=JlsC6%Cd}?`G{{G8?{!|ddk(>@~GZ2_m!8^ z<$)AO*6YaE>S*oI2zRjRB7IX28PHHG!PHlsfJOt&L!%+7XBr^`8jZEU(b%Oll46@l zQgcj13=u|L*68k|uwR}?$<(Eia8TZ?(Z!);Al*0>%jdFF%a&}(TRtSlK805tZcLt> zm@4(Z<-@vSSo+8V)-})!H zHl6<;GRlkiep#96sucphn?uqa>6;!%z`FoS&>}rmEdbw3^MLP7>X|;s0DNC9aNyna zbg6F5p6fd@Ecf?ri$QeDK4)BRvlk+4{7QSe6>!hn^R+Rnt`1h?KAjtVZGn9`oo~pI zNphho4e?kzSDKt*K%|8C!fIS954-`jB6X5GZ|`)IjEVLo7p9-q4Uhf~)BvP!1|nV0 z(wGI;gH$IVFH?a`+6wUhSxD!ponMRr4qX3BYx_G7X*W?x0hBb_zu>n;=I z@Xv@fq)Zm+fWdukS=HVrrB0dDIN9k}*b!v+22+&UdJvs#Bsg05To z`PB}1lV@zc&1Q~RSHBOzyvuy7L+#A^S&}YShPYw!Qi`$h_pDSd;}rs2COB*pk-nLP zgp2dhgKjoi)dD(GG!LDrq@J0E4CqYP0!K#!VikNg!d&g-#U{z6laID1doEX~R{z+tTxI1akb&!|DiDcCuf zF5aj*9!c_6s>lDEHM)OQd*?6)NJ+olzD=mjfYE^8_4%2 z!V*id4`MfJkkIDG+M~_G?Hw05xG$HRj_=T-6EtG9c4(|~u+}4evjOP_h&qFneX~(@ z0vek%4~@;Fp4oy7Xl&I2M?>A%6`P0w-O(Gaq05Ap_DGZ69d+$n++A{a$(waLqWkt~ zGJFtvI=D-=5F>cQQdz8*QF3~GpFyi#NkXML5lwcubrWN^k-QjUlU%{I+024ZcDg8- z*{0RQW4pt(1L>O(5+1dgv=|<~F{%^r*r|DV_@thRMFu=}X@TRRQDj1Z1bOK}m*gx? z&S87H_QJ0A4c_i_Nz|7;(+F1 zagfwAhmZk_!&=~2xYeYXPLx^M$LwVZ*%QXCzHZZqjp|BpgD@Fkt*bb_6jov(c`(yn zU8H5JhD#cwKZPlpBDpiPp*+}DOV^!y@@%?2FRyVtD6to9!d#sFYc^enPrli1Z{n9` zvAmi%MFORG2k{8fH%F0Bs#(@B391uNO4K}*l1M#s3>i>5t_6;g8j`Vc^bpnN&@|XW zG!a4M)k7*V6_C?*o2j_IiorOo3omS%{fxfBqIYhDO%vz=(bfY%+^ACZC*!uM|&I3 za`>WtYx1jX@qA2}qmrU?TDE-^E*TpnlM)&&wIy3BC#&gJMAn=sSoPVGs>WEVq+k)e zeAnipCs(JA!>f%ypndI{hv#*Bpv|SHn)8YPDya@y8qzlxkWeXgR2caeRVScwN%K%i zC-ux_WI!cD3mg>}z`AAQ7tkqgHPrpH{2{P8X`fVQDwXpR*H+%dNPcTj9vKCNH(~a& zf_!QpO~qq*vjnw~tm--PN{)_z^T2sn0y~^(c2X{|`8HDG=zrr!&K#w5Q8!n#dU#xQ zxUM06a~=8KnBh88bpjqYG!KuPq@KBj40znu0>{Ix@Au_SXZv7>Pdz1)?#rY0`x-c7 z<9Zi+yq4VCp&gI$@v2wdNQT#aF0S>kZ|2e{r_>JV6$-)pQ4O0su5*J%&1~vIf(po!pUT5{Se7^!0sS@a~J7G3T{fUzTZ=|fXjW&!zG8*GY^mf zmxo&5xGbQ1mG8#*iIZ@8v$jZHBf0^l|EGWEk=6j($FAyJq;K+&psj)b;TDc3suMtc zs(GM3BlXO4WB~Pr7QBDkPcp5fEwE39Ft$rZ)|TvkSb$fV=}VaQi<%v1%VPeZLWx|e zf>mBzbBUHrs9IG{x4>tAG0x`HjFprLOZCR9(Vk~7#t^h-zhcp}YOPw@GfWrerPdFT zR}NS{(l@V>5UC9jw{jGyPC%qk^AIT_^~@V&K%`g;9Ff)B(zZ6G6`f|}gcov( z`L6=d=9d<%{L0A8zss->rrFr0gn$$C&K?d+Ys|60ehEF#P zz>-UC)rwczg?{;GbTSS3@b-+yDCL-YltZ@!3xgtPww z5?@lafW*IQ9ui+B^~_h00f~Rp0!Kovj#>89%z-v*69yU~h5Rvl$E~D$tYigBsL52L zJ6dfA%H!%aCv#s1U}xRM22656-CY>z*ozmXkUk_QHXz=}krkN1bJZXj5t2Mi%UDS~ zU|+IA#&co5s+B|JYYx@dk-qr`5+ZKbU2Ug-SDk>xH#HB7Z;^WD+sJ^$ceKE23HW_$mRcqF*Mi?8n=<@k;3LHJy2s+;ayY)4VCvoc= zNKzyFh(R)o078*mUtERO*kNz4Lw8SY-FiGrEI*B+I6U?e^IfeS8sBrUzK`_H50I`s z2r2~a@k3P$nEXidF!?d5XMTbVnEX@=9FvVOXy+!f2dAC;8&W5z^_R?^Pk9oz<+6h zBcKjmD|>0lDjYEUFXqBTd#?dzZMwDvdkxDQ?%BdEZOtligf3C6d$sn)275YMGM%k4 z&OYhY`rr!v_?0c-|HR6TAickfhjVzro?>{dp%WG#9yb;*(fmfMhQn_irr#lb^Lr#5 zN)3xDzWHy}2{`;g^Kkehsb~I#3^@E*3*H+PY$Ib%>mJw%?NCW_aZP>67{pMWP7wOq zVT#XlL5DiCe2_igm(DViE!wNJ*oAO9+m<#q0}HiKu23?2#j3gXR3y1(Eh1XfwGY$^ zxnyr|8;b35gbVW*tsEAAb*L(FuFW@6_L_kk;g;JAI5*`Y95&F zNIlaY8NlqI1rDYf)`aI$qp*~p$u*reUT+^dm;)d5_>Q<*8LShzSafW(43w)?Xpu{9 zimEcayBt-of|)j}flZw!d1`f(jJH?lBv(6g(TBiD(J*WuVF7bHB~ISd^ET~#OG(M|L4=uYaH9>{=4Pc3jf3_RL0^_;MeC)fn6hDNxd zXCaloM*Hteo4IzJJm016{lu6Rm=iWvC#fgsB)>!SPwnLr`(|F3<~4B9&}umHP<2V} z!}P^ud$-R5;m{jV27CGdbL>qywn?u{F9iUT-VRwGq;L8nVN%@<1WcuVsuM8juX&gZ zAoa{ZWWZ#Q7C0vABG{9a79E<(y;cwOnZ2~4^}vvJe0zMrtVuXs$=ad0yXD8kd01r2 z`I&uGae}-FuY=>pz8K$%Z?)Uz&fcS6s=|r7F7m7ko*yxf?ad^<#=ANx4c7W0GQX?(M?^#BHVbEdh@@`UktR>(ZI+DP*xa}D zu+-HlRrl1vrYfJUHs8LgJZ)xdFXAZhXo6wygS3Eqhgw>vDU8?rE4YS~n!d zI#A<~zKK9WBCO2d9=yUBQT{$_Mk^Ir@WM8tb*4O z+SzmD@v1uRJXjoR?w?%R6M+$%){EX1eDrq{GexTb?^IX+G^B5)Bf+basPlAYs7`=) zrslyri_|l-kpbR0TJYXD*tdw5F6e-5LxbD2vFlq8uCDi461y=VuH!~N)#k87U)xOW z-OalBkQn!#NY-5ZoEi}l-+IJuorLA|d^t098W9}swY{@dUREX2rr(~{US4x6ZuM|; z=v)N=lX(u=e57wYBuq+AtT7H2s7}CSq2^(-h}1LhA_FFiwZJja1;L(L&3t{KFHV8> z{-9aM>dx*`ZC5GxQ^< zZL*h_MRsP>5@v6CgGLWBE19JZ+%lwZmLnnK76hH1R;W%uW~JsKvx?L+k;s6|YAtYN z)b=*3I}!3aHC7FRmkYReukE9{dU4s_tG&kFXsh|G&5|@o?hK@R?UR!+9D+DyZ?k4J zS<(#yBTn4$*L&0Z)U_vTY2f8KOW-Y9;(8bshuj;^)DYKuGiHp5(#m16#-WNv`erQ> z7Bx#7#Wyjk6R=pPd04C`^~?rjz+$5oI2P++QA-}SUbc3W&6JXVCcDXA56MZw&RIIP z|6Y)6_);lqylE5U%_glC_?sP^ElA&NMFKx;W-ZnUY`tx&6TsiDdEoCL^-KsEz&Bdp z;O_=L>)Cr7kQ#T}E-Cfp!p!+Xm(Nb}9jLya2jURYH;0jc*8MsMI!<*0(D9lF z^bu0e97P786STmAc7eQSy6c=bXr$VbbcsBsm)v!8*%j(x)7NgRHVtN-g`Gxe zUrN;K;gRHU9Ygx&I1(PETf(IqLnl-%pmI|4P&q~FnbXLC${8(iRCG-Dz|DD7eUs=J z6-k&kUv7rWJzV%hn%!-xiV+9a)_LBsFIPsNkKxyZOrS;bY67=7O9$t zMH;DRE+7LI7q!5#P$zC5=1=}oxgvU=rgP=-!?0Fwk@e($A0hypWXENY{Dty-q2%gm zH=7X2?3LQ%5G@e4c%8&mwa0YtE)CN!qn8xy&>?iU^D<`bjFvFnVv7gcb6rNzM&^=M z4Tp4x=`zwc8Av!d$g;Kyp9XU5UX8m5hw-*QiAD4{2lBB)ol}(>yb8zNvQ`S9d;&OQ`=}IteyFJ%X z5;haO8O~-?rM*_q9qn2n5BG9Hk5)A|v~GCZbf9h_eRCV>+9Gh{vQ#G^k*#@1+#&VM zU1UJwo)$O~8rxXAp3{u-WqVUyq)Q%dckY>G__0I8RPuoXWYm zEO}>H1D>csI)D&x;b1J-OL`?KlMVeRIZ}Jl)4eutfE0w|_iHrZ;ds1f7(A|~CHCc4^Tx<8Sm&RxjYWpHP=Wtw`*#XQ`(dxvJ*8`@qE<;3(_ z+YMjd%aZ@3jy#;D;coL(Ylg)$2kAM|H!qNmMX+c3Qgs3fuQU&Zd{WQ6Mg|lLw7^l& znX1Lao!ra&*i0N|=-kj2ZK09@NA6Arj9=MqLJseO2-YmGv!9v(#w*Bhj7ijnZp zHP3l?C8`tf_<-i&@j+702r}SdwZQSvFw;iva=gtN(o4H`vdwHMF9&P83>vqrS37&0 z+u4?p`)bp^joff5tB#r z>rUNhFR5$yFIq1IKI8y>80njjAR(ae-Kmw2s!l-QW15G+$4Nc&31mRvlUm>ixMiET zRzJ+2TecW?ZZ|XM8%(3e^({vbHwp)9@<;B_=zGt}gaw~q-*Tr}1c~6Cl#_#)-grEN zAjh49?B|`0WOiCP)uxV)S*M>bpG*rpse)CnO35)cVFdHvb-gm5QWVhnw1f82cRxE!0afcdFp#fA=&-Ap*B5%=x_ zX0RiB+1|x%TW7B}9ZW1WUoULYHk(cX~mK z11|rr1@HAOxy@c^a=qEH^sUt+bpfa&_gU#S$whn4+iD55a(uJF@NM>GL^F=)HkrAi z4ncoDEVqa-5;Ek*KAX~5r>X+EIcbHY3?@I!7Ie1Hr}xv9;x1`YR%Ny4=*PgW*TbnZ!u1LwdEaeI9+ILWA@a+=r{#$18Xn8YDt`q)CQr$Xh zn*`5c(adXMT?i2>rJfI6^w} zPO^nvtJh@5fvL3N@=EpyRde1Bd2`*grZy3ik=V%a8LQ-4bcFL}^W@%u4&=_`q?bre z(~d0kDXc+Uyzc|9Z^(r3NN#LYr?-7O$vni8$|@j!pC_}!GN!+Y5}EMnuk(tQqP1T14?zYz%|Wk zC=n1WlKWff3HLEl{N^nNt+UsdydCOkT;R^jo1 zi#Im2r^)hDfAgOS*Xn>?*Wsv#uWtu8N{Y-6EgL9<8O+J_wAxXAe$ z4615uxlY!je%MXbQdNY_N~uZz7@EnwAK^RVhe>Y2XC zfK@*&aIDmjm$Zn8D0{(UF{me3>PgCStA}7gN?iSoJtpT^4~8$~L4~zaz)A;Sq9d)b zX!J3gxx?gAYpi-5DC~cQ4`PqwtmgBud+*rXd7=-zjXuz%m884`4_38+$q>!MWGJa;h9Ltc!?nOMQR8b?Z3g_A4zqMFUCPN5&H=Bs4_w$# zA7MVqV86kHrV+X#9?+M^ZDZU_{dl^4RnNX$rZ?K2vDb%nlEg^8*i}Q$_UeRvz$Cnd z2Z$;)-lN&Ua$59}s#ioNsmhE{6fhd;;Eh81W;D_+6W5y*hi zcr9>@)ZraW2r<)U%JGBxybg~N*?T>0PCq;hxz<@S>oy8XMeGR{PNBuj1g#nx6CI{W zNZ(9GIvN!GpnH27 zW_vDat))N%4lmgJIR5T1x3g@YOp&_;K`-+>2d7TuW!)v*g}d~m`V-`p9^}sF$JW}! zI&&l3OAAKJRi3SnSinBBnW=TdW0nIo8|j-l$TA)pe3+{`0f~8Nh3|CFZo{=4(HXm1+QXmRwx)!f`p!`Y4G$WAAn z;vu^T0F8z=BK+@(Cw78B{Lth+f3+$7QHl;VSL&vFdcb0vyfo%EEm|3aS zLuHl26^Z0Y263fJclLI360;I$WQdcx#(2R>vBAj6ydlU zFLWqm{d_P$?xWRL(&vqo^NYAUW}Q|Ji}eoG1|(;Lk+9HZ(s_-WR3~7uS@W>iLh6~V z$biK*EpRLjXxA!WJ}G3>o{{s4C7so=Snf7uHFSrX?fF>}zm}Gv@62jrFRzfqDNJD{ z_U2d)Sfw#^3e~Bs*}>*Euur2^txaP!{%sOXL-%XLh`(ZshQF&t7^$5JDZjx{;L2=Q zC~(^0Fouwv6Gp;GEq%vnr|JZpe9gltmee!5kO8ONTHrY8fzB>enJmw{>;9}9soH_= z5>L=a`4lmD?pDS!&eMf&on%eb*r-ipXTWB57*lP!I~zTF;@IJG!n#e)rEK0N$my=_ zbXF!Bb9T;Jdv>v2#M+XktNV%DX)${g0aW%nX#0@9*^h)u>Ao|&I|o!JpmI?2P&q{E znZw9{N}LurD$Waj5KFIN&bL<>`WqU_rS`PgRqa7%qL!}V^Vb^ld1mjej%9UxLr-bx zw`AddYESA^UBPFuDfZ#E;qB}#?Xyp8LRBWhJ1cAoEff4R@mfDbjyPaPk-kYlx_(BO zD42>9RW0C>q>G8ZT&M(owFC-wH$)ORV%l*B3UtG_s|pbbf-$LMz)_J4|i(b zoKy(VIpwgOM*8LqGN6M??3=Ty6L2}FdAKB#dL{)Ka5=99?{%@^ZLyK=4P%v{A0OI; z(O6hzo+YASb9%GNKbylj9~OHy3$Kj`wLPq674gz{=!bdqC$+}Z7qHLz%W-YLyA6ug86Z^=KqbvVyMW}3Fw%_{b-$o;Np%7$>6(Yi zWm3;%AOk8_w7^l(`FN3}t(e!Lmktk0MSD8?S1&ezLj) z%usoAIQ;0OmkJM zhsQOC>pGG%!bsO7ZnMERH&iF!aZ~f~xJBxj+sJ@NmKMC%y|#C$CJ(w=UW$O7*j%oz z39GIq9xt5<*Y@a7;4W8+)^Sb`Gs~WAD9>!( zLdnGMT}H<`Wgjiu?^>~BITP4fITN9-jLB9AaJl2K-9`H59uh7tW~6J&ebouLyqRQAyzhsSeL&%8heJYH(Sdpy|YzqVc8)YwP=-8ut< z_{Cs3rgq1%m<2X_gB;V&f0WU4byB!wb5VXwXYQYGUv%NtbEDS~U(R9$<+(v^$9fGU zy#gHPSZ)NO(BsE110sRV|=WqhD}lVcNhGNsj;K#-OfL-BcYd&}OOQ*{USByW+isoU($hB`n#pcO;ngAS1(IZTX% zMCmz18slG7Ct&a)&BNfsq@MW*GGOpgEpQCTc$s!l-b%bJJQS4chcZ^(ewSGB;=QrCVOo_zXn(7bjt z&r^GT_L>Gu7&&jFySEP$Eq^)l7r~Xc808YXf5kzY3$^*BlJYT_iZ`j^wfUMNfzsC< z#BU%uY>afnC0J6vsX76rZ)qM%-zN3UcaQ<4?`nagqz53{+cS|hrr0DLsEum$hI&gj zdHY}y)74!`;K^|t*Wcb-9@AdqLUHnVqkY|NQ!6~PWeu8jW;r>=m>6M;R@*222h!T> z*{^Kf#a?5HSwiGLe?zsUJjP z`6)7B@G~uN3=YDe;+@*i9;ZGV(@STpiiH!V&aNWQrZQT}w+l}H8D_jp?3>H%&6luQ zf35=)I}6Z1=)dOYiUnT3a3Ft)<50gKUdgjl_fXQF9z%kLuxZE;{m8#gwed@K;)$i}Al>fY9A2qeKdU(`!xWbUWse^QVin%Lr=)+YlXpFj= zhe|zC&(uc-R2pc3qY?#`u${aoPabz>U0>J7p5`4GJ;)Mt&9OJT%HWp+w z1~pZk0C+Ra1H3t@XIdZw;O}UG1Ac-U{(twY;{9uYeRxUkRX*&@$O?;3Mdg3?+O$+$ z5NzcDw?_J=4HAOkOl1rd-?UYofM7e#L$E!mXF4DQf*rNM5%eG^IYW7Ml_b@sJ>I&b zf8&BTh2pfImK*YzruiER?jzGlD*$O{S92F6=a7*gb!P|^X*bmgkapKRNPCcarYAB$ z+Di)@Qa!~uZ+1hEh54TPKLhQBy~M8yTdR3DYw1+E(Q%HN-hJ)ekbO{x=Mb>;Ycg2Q4!h5Kmw?J^$z`JDOB{9Q3G_XDl%+psi?-M+TY0619&a?g z6$51YIBHvZw4nSvwIn90vn`yc#LNAN8KTvKf2hMV4C$NUNbrZ1 zu7JK7p*jKnk(vkpC{oXiMh5uDXo17;<|YnZ+4NPcz`6#Ulcb?x9Yo&*B{w?6suR(M zkt~UlwtuUns>O<@_(TfE@79xKl3_2c3zJ(TnAgf-tuQqcz>Z%z1%DqiG|r6G>ftfY z;fg@|W<1h$|5~&I<9mYY1Ux2c9v+iOJu?{@@R*_nj)xvfru|RYTT|qL_J2cPI3`ys z+b0m2J*9^|J6P_4cWRZ{a(1ar;#1ed{};kc)oQ>y&DB30>6;ly@Rq&JNgcnLsun<= zrFkIFCiTo5WB_@t7C6Z3samq9*%wU?b|mJ$Xh#k1x-H_!$evk)Cp3>y?~hX$wxCO$ zSQ@6qew$zuBgT!xqUg8g_+0O*U|msHu1SFvX^H>*yr0>qMOJgOtD0{9YKMa zr?tXhzJuc-Ied(Sf!hhuVZ2av0{DwG5BzsYJ+l}Yz+a*T4!(=Fr&N_p`+CCwZn)&_ z$G_xrCKIm&xrrNum+=EVRD$K^g%a%uYq+_b?CAg68-s@G%-fT>4 zs(2RPRlo7vLV0+Yd1^nckkUbOSNuDEOVfiBRO=8bj?uBIU34irK$xyR%sp{ zk))nkjSP51X~Fv=;8x`g+{DyDJSD*db2E0D6lz?V8RyDwdu*0Fv2ln_pJfYc$Z1N# zc?zdBbM0;Y#!Fh}>G~n=(T@~Kn`uwjBl~HC-tuS|mQtY}TO`hM2xo;iU2@{XtkLSB z676uUMRM{O`CfZ)y-sxk9_uv^j}4@r*@z5yY|;Y9!@XN1f65Mym~EhQ+r)wTBC<>= z;FfB`^xqh9JV-2Tag?;M#4cYC3i4uyXpiSc4!_BAyUs6WWZsk z7B~(X0&Ua=>p7$UK&|@b3VW$F;a&1mm(ZP47THTw-HSNflWz9pSb7Mt-ICFx39~%_ zVK+`e9Fa?McdG_$ml7n%wx4FSs%X6#z^QIb?^CzKKJ^q?#^ofioVjY5|!enup9$QqLqH z12TzP;K;Za3O%1}FZ4X155}+$^|Ie2B8J6^t+)o$?wKw40GvC+qPRf8EA|(zX#2%s z@E&VlMP6|RhZxnpjW&THbc>>io9DM-ve4IW+pNVqr!^hmz8{ZUpC?82tLv3XQV7sF z=CB<{`sM@@Iy`m#-he-;Y5|>7nupG5QqP=026WD9fuo~K_Q-me3u=He$u_QRU$nAE z!#LL}MSI4|lU+0P{-@U)ZCTrlGJZ%C5#d3nBu+TKWF z)5wAHT95o5k@Q%b+D;#MH0QKhC?q>PDM*eZBj4*=OjxO^6W~wNJoqn=dgdZBz<)^# z9DZFl#?~^D7}X8P_Q=k<8|_sMDs_|Wh>bHQk(28~D@($=a!T{L%ui3(*%QOmjpG!v zq{R>qdPLFoC3R==tBYX$yg2PXsRn=44*tG(pj zOm|gv0{GW75B%$-p2RCB0zCo2fe5?v2IVR@4eSunYc#FaV)M?(O`UIdsFT%U`XY-ZK@pJVJb%!4$>c+ z&kJ$TPu!tDU~Vb`sN8bUZXB;3CjDI%YyRJXn!&}GX`$z7C$x#GQdElTuMEd3t(zOacwi+XkRVSd5t9hv8 zk$UC{GNAHQ3mlaS2eX)Dr`MyEF6fKxnK7AQ3R}18N(Ox89uV0C)dEWSnupSBQqL4114@Nj;3(;|HGnrb$y4B*(!*tY#zn}z+Ed(K#c_!v zu>RO)M%m1_tn3lJ>dE!0+x1g6cyckLPVa;V7JB(6T_$%IO(t-4RCloC*(6Eck2Cd} z^IavTNFhMyjl))q^i2uU(J6hIuK9rK1YAC-dAJCvXDl+{@-JH8xTvue%?w)nj$Ejt zeh!r-?X+ppEPUz^y^z;4niCkI6Yk!+zFE&`x3N?-Zx;-C$+k95H+yG@y1sjkCqE+K9~<_-H`aO1N9N4Z$65Igs$%Hpw`D!Cm`{0 z%|qf7q@MXCG9d9OEpR0C*fsmih3yvDo5PqKD|O#cWo11o+gMdz)N8q0dA&2W#>hGD zKCfy4hc9Rz z4qqho%$JY>hkw-q$6+lTYAlzN9R|8kfAu|!?6DmO;UM?MwVTp)Dn`h<)$`b9xuDLG z&01!!V1wM8pesikduj+9nOC&n{){@i?dcU{%RdqvW>XeV85_l?=F3_o@V`PzG#Tle zuOfk8nfvdIlCP;wfc@*52m3cjJ@fC#0Q)z!z+qnp_JNyb^Nx^-%uCUD*7C{p8YUdyVBkf^S}l zl{@QcPJ6V)=wY!OIs^T;v{KN2+oAam(l_5lx*@=bRy+NBsuQ69zUD#y15(fY5E-EV zkrp`g`XVZu;n|z^#1vcXcK7etyEd~aLC)j4EU;Dds^$QjI73_G0Y=ef-Z&TL7K}Hw z8Xf3iA6Eus0&02FD9ZzWJC>32z4prux8A(8g_Ue!7jBEbNA3R1UVY_`y1wSe3IaAi zap-=E^v%zZu&G|otopgC1%!T~c?kWI)HDBq3<&*73mhSRAVhBN8?awaiM|1b)r@y! z_mPX;xo9Otm3Sy8*PiDn$)Qp8ZQ6#a+}Ni6KuKxtp0rJ~i93hS?S#SM+vBkkCy%VY z${7njv$wtcj(yDQA$sF#WrmNlnfRCH*IF|y{?kGFFQjjNgM>xtGn}-^Z&fFt@H@>z z;rFDT`EO)E;SXBiDCoHun={*%bY`dSF}4)JAm-CK;NX>Qwq)>Vac@>WvFG5So%W@6 z{D%veawp0eg?dD1G~G*=OfFjpFPF%)_xGu}o+mf95qPi(knY1<>}-6&XjzBYSHAW=Zy9ef4eJLYugD>i~Vx&@7_u$GT#Nq|;#aFoDzB z$yw3ARuEpjfux087WXeflB&eY8zx~>O{<4Wb%(14(l<4cP|+F6O|i99C*V91pb(ac=Tgb=sk?8ClEhqi+p)wUi4 zk)kf5Z=bU~(dJ%LPE@&YjTGXIrfR>s#=P}FuJ@PQT=C3s;})^nk>on-GLu`5Ix4)) z?A8Rf^AjWm;>;0+Q}v)$7S3RaX{IQk)7-&pf%MHgNY@$xotCN-&}pT4=(HyFOdDiC zr>z#eN5|~qSaMo#IYn=gYeRX34lnS46Q(NjLx68(wmO;=Ug&0W#_^EI|8BuN`}$}{a01$5dw zcpZ?w>4=1mduU2+#7?Rc(CMss=yW0VOjl$;r<)eMKS**`V^AdTV&rlREDXyp(_WCr zy%pLT9?zCDa@WHgDcRL%+@h*>kPURK_gD<66NN49tQ@BJg)e^hP;C?vQIbXW%=eKQydw>oZR;d+Sb1l)#d z9&W=(Ju@5`a2ufoj+?IW$t6QlaOHQUWQ2TzOi#wyO$I0?mM9R zrk#wAwJX`-%i3mL#OQ_Po!=*zoR8_~Dz|e(1@502sg;6$ltVKb>6wu1Pjf6) zoq*Xg&BJUtsb^Lo17<6=z%kQj4;IKB!k4(9_KgPC^J-{#v?G&pSTmd7ly&5xE;z5~ zWoH&{SU{g|io?XV#VvVGd}II)Zbnau@6Wnni`&?uVJlrI?EUkKe7n)0)|{w2C)fE^ zvr21+Mx=wa8p)|+r0Z3>|Ehoc&o^sSEnpI@d6=vv^-K&hV6sjN920js{7F?pOixD~ z(BRH-DdDxxv-IWa)XfTTjm&8dR>(bLlY4SfQMI1+$LcNQB|sSXa<-p59K)gCb6ixn zr~61DZ|GC4H={P=-X9lzg}bE7x!v}ZJjZK^GwT%qWHvZt8)K||&ah{@Y1Eqa>_GVP74 zX&(A$Z?nCAY=iLm3rSmB$zF(3e}0WUwTf36aSwE1+^bc?VV}daAIXVhWH3&gi*-Qzj?JP+Q0cjYbepH{l?YR? zyDsgbAquohC50rF?SfbO%KmqVnPj)ZkU7R!nII6KFX&xTONj-A{8Spr%1&)Uvvx>#M%OK94 zyMxK>(DHYq`HIufKYLyNx6CO;0;SUq;u$1|j*(@PbX5x+ zC7qSaQ>s{fL?3%=L5(_$dEUf14NtP0BT#}9RWgwnH37OkoI`%YjGH?F$87gIa(R#3 z){SUJdiFH^?QAaE_l#ysC~FS$i@Bz?!{oYym5Jo+F%l-Fdsei}P1Ol#+|oQWZj*W@ z3mMSJ)`It1X1%?$QIh)1p@Z=X<1wrzr*V_s?rrwQv^AJtsRMOcKP(rCWF29BVZ6V+ zYgO?!l)ps;?6L@KWU)@^@w5_iM`6I{uETc^$@ya>d}@}N0XeD@@Ohwl_&g-_%p+vL z=dl(zKKh4ND#X&T`1#8sEe>G~5-}_vb1QeAs={~PI@<95GHLas!`qi{Kct(hKwy;T z5I#Y25*Z02wTX#*`R1AG1dN_*9!4)nJ@XP7FnXm0j?sJ=NqjHSKa`fROl_O2-uNIT z5&8}X%KlIPOuqg;KwrCx3y{7kL;|#Ic@Nh3BGnAwzR^5zi%C6Gf(+n(Knva*7dE4o z99!L7E~?j9a)`?C{nkWRuM)Y>5<4wgl7Y0xs0~#OG0!Kqb5u;+4Nd6p89nx~WX1L^SJLK-Tc5FN)x9P}$ zy*dE}w_7S(VyiZ(S=kMh!&RXW{T01np;b8qc(l_5kLZj5T zWv2a>>I5{tt$ApChtxCQMFup!rv>jf$q}%n9<Gor05p!;*FK8juc9%%k#ZFS9 z>%|p&D-uH`K`zlC^re?_VKgs%P)|0mwmfS;*Zt85Nn6B@{Cxs`dN8QkKxU>)!hR>P zd|EIsXYZ05lBaJ9`MyGc%MTp3A0mD8Bc$tI8X97B{8)7YELSeMG(A z>KPfEMdV@6c>7{Z^Z}Un=J?VvdfW|psQ1AZs2#75v*?%ZNNSxe#Ef;)s#K$tPGwTU z(n#M_MM9^R#^?er)l@CuQeE?KsX^+Qn#h1lEiG_d=D;O}cNNVZu$R{PXS+<9zQom) zg0%zWC7?}h{c-Mln5(r8(l_Bq*Zp0n$2WCVCqP+G^PsFx>X`<}0A)iha40p(Q*K50 z+t~_s0xMa*eawix5v{$b+;_@PR^{{MR7@kS8xoBjs3u6x5F;U>Zibsyo2gDfqPgZF z(Sp=7?;rybEw#Xr(31@1=fiTV)&|LGVI)-a^sqa4 z)lPK+D(y87l@6qy>4*%dbkYJxWhqqTw!W4xcgZTXkZ!J;VmTnZo-Qos$I_uwZCXt( z?CH7oj?LVj7{V2cRpGeIg`)OJ73ETF_l}0>C{q58$4pp6P`Q0Qc4c z2Uwp9cxSdPm~NBx*qxj`WG`%(w?Lonf3zi{mE0expYovpD!NReE!3-A%J} z?^rH3st_pW4)!*qbE1tbP)9uk8{Ju?^?kQkx`jzlyhdRLY6xCPJM`=qxI89ZswGVracB)2xp zmEDA%x^=0w81FhB^KHkprDGWb_sP}>o6Rw)SarTryK>Cs(Y76M>D%8XjT+xf=i-~a zIQ|;f!&!GjwMNhnb5MpOIVX$+y$;{9Sky>W3($|!Jm^Q0dS(nVKtEOs9Qs3`XTiK7 z8B2Gzq&rmXv*qXY9rgr&q>8_>hws84b3ZHbOKg5~=g(!m)89Udn4mi!6@TF$U7K+V z24WEo<#;3qhmip>cMxWx>IAGNX&zRSNj)5W-jm6l*~g$Z9l&zGtUqMtYvr);9I6FKjus?P@Mkoq)x=nuo<=QqL?w1}v6pfn(tgsq;5A&eMNRxxaARvxy|PZ`p~}X^3Pl zv9Bgq(YdLBj&&Zl;DN;Hc+ap8r}GA^d0Lb>ui1dUz~%xK@|4sxjE!+HUSl)R(_LXWz^Rc=>K=qP1>FtaYGbken+ zA8~I1u2r$V|4T_DQqrIjDk!K(CF(}skVcwwW=?l^cX#Li zb3c1FzIzD*=bZ2Fuh(_Yv-S+{-1l0uW=%XZLzuXcU=%S*5hg-z3q2TVz2wg~tHN!5 zynoB89m8fUT6pZ~(PKiG!$snEKl)_taG4tFCFpIrtyq|=N@DfPZ9DoaRWQT(J`;Il zd&4Q(*lixF6fWVYIMW^+UG*J)acgbh>_#hRB#bdiuYegh7DPgBt54%;O~2_5=He%H>DDZq?I36FvyC71SK5Z<>M8AfZ9-U5-_PJF z)TDx%TYii-`DjmBUrZTd_ar^J`Ai^lB%0qJG=)HKZ6=5RO_|Dq}&T2JmRDF}sZ1ZV(@15HUHs-63YL(nK-)WFuxjVd4&eQOrR_ zm>5k2_?^Syb$Lk6IR$&e$^txw<&4g%uf2?kj}!fLg~^l99TE-n95#MOKpc%h^k~-E9?nsviF%I7M$d7= z#GL@6o|B3&JsM}rF7UT%XSckv|84r^NME~CqJWmu#_bH4ac_fYQK!V(DQA@?YB?tx zE$0ancL9uAE-K=kg0?7J8JB5*3o#?HrP>sI(J$b2D8lg6dA{eThw0ro=2`uL>tt_L zz(+V;=2bc=Yl+DgaId~RyZqJ)*Q%vcHHNz+4v4vIVjl53~Chn79l=mq`n7qY$k5aesM%VwB_rQHx)X?}DM3@r#6s`w|#6epwNwQLDB6%#O_9_Y719eH)D2zoQ7_t`7cqe-u~A-tt6x zbF}KMB?Zhi+^^J5iRWnXs-@}Aj1F^$Xv+mPbB@)!b3C&lm$Ao9@!OtwYOLH+pYQ9} zX0$SW%IL7LP#ZhD)z7FltP-s^?Wpd)tBeuxJ!ABJ5C>(@UZ6PY{zIjS3VtLT1wSTC z+)u!$;HQc(1vw7O;mW-<6d6+F{!a>PAK{grW2drTx6PAk!(_K^4*JWJ!iIb3h0-0n zemeIvkwDGQjomN6jQb^MWyxHYGwxSP6V?1$HfnxDn7H49QO)lZVQMs6ORi_1s_|f0 z!1KtA4V&xGBb%$6eyIuP0iE(XgPrftVrH1u^tKiM*`4QOQ|XZ{tfxUdzD#f93BM+s zsn}o65?LCvO!s@`j*LGTtv`ZzD1*qzS+C9YpOq%c_={|0{FN|qe*>e8zbnFI*!cDA z2Pe^$Ul^9rCvH%YF`wCZoNS_=r7d#~?{~-@v@hnY2RhYb80-*DorGj-3R3KriSXoc z4VYuQP!!*jE3Y*1+n8!TQdbrA{IHtdn+`GGE13hr-o|}2NcMqxG#Q&ef2^9Um*BWKlv{*+?iyn7Hy_lu$ttCSib{&FZ!)^!$I8_dlF| zz095A*jPCo&neGh&vlb4Q#(z1z1+Y~YvSD3~Fmctv$hw9ijJ1w1F8$gFh7@=DlW^|D z8jJHR<=#|)hWgV_-di**?FH3b3O5_Nn#uvHcM~!Q4dQsh#DNUqWTQ*ed z5GJlJ7^&W;2&3Aa%xgdE-|kw>pU~aS9#6PgUg>o1e*HW=AFzDuf%q4L@RU=2ZdrIx z$s*NkIhk)AF?@fBdAM~Qy@ruo z7qLK2SEJVr#OoNmDu@1U52cB664}V$8My?p3XWT98)T?l= z{otvzGY)H-XLmn;Y7*N4P%VY6PltVt%7uB9mDlK$UoPL%U*e(QV08h1&oyCBN2OXc z#jkyuk&Dw%r$(ORPY-H(zxEY-R=FdikI{M##KjmyhQ>&9*Pr%PvZ$n=Y?SmTOxz1# zR5CyjrsPc?O!KJ>A#jwY*A@op?<+%y**m$Vqi=Mb{RvK|C2RZ74HO-u4KkiDg7_SR zNGooQD4x(uN)vSrk&UjQgozslMqR@dVY&wK%l=$BroJzPJrApz+DUnt(Y9x0Za-s( zv-A0FwQadg8`@4+Ph!s@#MVEIwx1013fShgxqnQD?qy{M?-9mhB$#odKzLizFLo+M zD_NvIMmE%6Axzv@Fj60<2%|oXd|Et7OKA<9XYok#oVOHaI@+#B$`>dV-h9RHe=@9U z5YD5oRXEj>9)pH{wYB^Xzvzz6Hg$EWOeKG6Ot?bD`z`^mDpLeFLdKv$T#7*iXsE>I zn|Y~H+$1ove_avA-cB{i<4BaZ4>7glOS~NHRAA#!dDqOQmeA(?hgmgT zmYFw=n=Bp(nqmZ}f*CgrM39_GOwe?tiGtpcji5IP6E_2lf@Uhh1Zi-QO)>cpo*&Sh z8~t3<<|DhvD=DvoR92TDd$+^(-p1o29JLFxxoI0r4#c z(V#|%X_%)pQNw)MXjnj)xP@TUut*VCiIJ_p94W3BV6orQn-ABiy_9Pn%NnizlZ!-7gDHFPhhb! zh5Zs^vlPUQ7=%4bg6)maAi;7aivm{2M!-tK#H|9OfYpjH0k#Zv_vqKgg|{4^YQB6U zM$%!CkIOv|w)N*Y9;OPi4tHzjxAQ*h5WFUSZJ~OBWpjE|8#PG!@ZiqnbgIwd2~5$g z3Ud^3DIDn0Xz*>w3rEJ)d>a4pSu_&d8s&_NwMJqinbZO?I2FXpecIi^RZLO zqM}{0QM8*daeKh1Xs;qnk+wh$3vpps(XnJdHRtl~T9e(;%Vv}P_w-lcR zqj><#xPu_dG-qXFQiqf#$~r6?Sw{#H_ZAps9aV(MvL(ZZ!?6LqYIfuH_pB3^JjQAO zE%3~G&tGTPsN2Kw9+bR1?!oD1+RD=7nU~n@HT{@<7qV@4OqrwNxUo6`;zA6f!n${Q zX-+9kRB>81D$Wol?rkutIID=OFHO>up^TMbi`E4B^_@C|ledT2$arjEn8V9_vNe3;q!_x397zoK0UxMy1!#!AyZ8k4s;#nR9ThjT6{n_RbGBG_zk>C z9n85t*vw+}WUTE-ZKiZr*kAJORG#uA2$M5db=TtQw0u|iQ}WXAdxp9@OW$7-Yb(Wl zZH=(6E(QKRf4EK9m_J9D2~P1Rj| zxvtz>w$FpK{p^T{u>29v8vAfU+uMf|6Zl44qNHp1Ir~FC?soQCnu8zEagzC2eq*zG zFZlCFs#ng>@N-A?;A`mjm!_&X*seN%c0W@7$oa7m`w56!F^HTZw6M(0_-9HJh5TGL zLViJ*xL<-%$gdP(LT+{2(;IyuI{3pqpW@A$W9{Et9G`Q)7B2+;#t8ow#QzvXU~&7P z;E()!rHKOnARB>yBuw0&z$oy~iZFrwc~S*OhZz&Yo*~?SJ}F1T{Ktw=o;nPu&c}0h zd+sci>5krvEG($Olc*imhdCwvoL4DPbt=@qFRZP8jk1+n(A-~?6`cQS9R3Do+}}Ys zTccMm`#+Q>a{i}mIRA?0hX`-ClWh19BVd9E_QBF}s*dv(5 zy~=Kv->3}TF#c%RJf?J5Gv1a;+@Oq2&rBRNF6`v4xng33wBkm!1c+NQXwo#cLOoVW zX`-|{WFxIKVdCxtqqH)LFllyTPM#)VI6iz5=f6_QIFTgJMRt=TE%CkyjJwS9^R&@o zIxc;k-K}?JMFmaejAMB)<0^n?VlC9wCjVVZ7G+hGjjT$9iK`4oSydEavihicOWoMi zU_@^DztzxHRW2~DX4zKPyHCc385M7np&hVDItiMtn!bZaTX=&GAIh;@GF z{PKLZtd4TNa4;SaCtj^cQQzIVY*_SY2fZ9y>3wa(TYvTAy!E$-dH1sCNo&$%?|sFR z=w9{0p?*{ajs2M?c`H_E)l@Zqq^pj2;uGa+D{C~=F-~I_^q|Rj;-OA8Rasr+5Hi1{ z*((q%S>}NObO!bPNIkAn{)oRg=Dx7%8g-X@NO{7)fsttl;+hQFo1g{Gya|seO(g%Q zY{)kvOx$B&B;QyOSIG|z+wjtv9F|dv->bAgjHAQF)-05o1@RjdptLa8M0rBKsgY?0 zX58aoPLaBKhXBA>V>9aZiGgd`m?b`P3Hj*-fgfrfpVhHg7kOGoZrU0(I@M z&TQx2>?U&^TmTOZEOocO;pTkZy#D>kdXCJrrR=^e$)J=qxjDt2FNjP^ploW}Dl?9z`Fq_cY5pU)q*a^Z$3 ze}oJ*V#7e(j6sAHb7Sdr|#rk1O z;eqhrS!{naLoaDL{H{mpdVhCsC=bZKX_?OeGj1jbS@nLbvYDkck?d^Qkex%AxVc~? zJ5LctRvtLn^}_Y+^fxFw-L1soomBOnQpNe6yZIu4ngzygA&5UQXli0(bg|MzHA`fp zW+`FfmVr^taz&ULRXgv+?0R?hMt^rJlm%Q@THdQb+=M~6s*upH^3 ztp_954T>=(OT4?Rrp8Zqg7&duC@>`0dn87r7c)f(gmM@ia)2;#2f--ikRnWqoC5>SY3CUGp6?H+2Fl*V`Y$k~8aE0HCi0n5+%bd=%ujQBU?FxGXDFED&oWQW1^H_5b>1_aDR(Yvd5)ZA#Ozo-d;M3`?cdCwxSL`=ZHT`x zvQ!5K|E}O$c!(dE>u2d3%`E=nC&IFOz4|(Xc#^yB@5%XyeCKgZSktvUuhZMbc}+en z5(xT;vHK{PaUTQi5k)7Fk1I`7^9k9g`6OZDJ_SZKpH{>>MJ?}cCD|n;tNEE_W~azw z=l!AVhj*u6_j)%?WALuI&nSCzeAak<4#e>nM2F61v>x;qlqTx`obMes?--Rd<3!v1q#6&-Ya&3Jwt%(!oW zQI`#Gep6|pu5Zak*S851_Z=|m`mQ2Oms%qe{P{L*3xs79p&^eqEFmXQxBiWxR!pQa|x59o#JAanG z)+L%ww3{Ak;g{YAb7m~G#{q|1KgQMYH^RI&1@lwaPA%9e9Dc6UH58?(yPqo~82`c; z{1U{+7ld*C+@T^Wsb4EuB>fxNkp3-U;(iB4(!W=Pksd@oc`C@aZyV2XU$&XS#);EA zKdSj%_B)#YnBVbWGkvkjO!b?~lns|CI`zZKM$d$u&rwB(T_av;9FBNq_1=6J^*<;( zsQ=M;{0YRb7c}ZQRZ;xL{Y5Dw`@hPD{oe=^_jfR||A!)sz0GZB?ddmhh+p$ecfXh- zU&b%Itt^v0OSre;R39dI=T2-2(H^h+{WwkSsl-fAs}B7i_HQzhs#B3RJs!^clXvNj zVB?2A`FV_**MBywE9zI?8!lnHe=28${L3i)8_c-die4?^Ht>><>s$%>Wh0>gVd4sc zQ9>a_m;{Yo)c31ul=4UYc{pWNG+AcWL|&GeUBzVAMA?7O`*m@*D`ONCHbzCjj4KNA zD69&N$Ho;?viKZ|%SJ>A!o-yXqli+9FcH?)psReYp5Ny;a`$OW?9#jlr=W5*i0{L; z{1feH^|0l6J^^gQyo4LdFza?^?w6PCa*bm1u3~hD@`HP6BXTF0ab-ZbYqr`d&az4q ziI04m zUbX#hKc{1ha5RAlQ&h)qr;B^62_pbH=HVQp?sNMEeTniG4cv;dTq9ngu3Gk35x<5? zD!VxGuhuaXHES3x;w^NX?-mOb-DC9b1#$BQQKZ%2HvCdsX`-AuvXN7lFmd;RQO^B} zxcW>gPAkN~%G!qb2hh3j2mHoY8tdWg@aJD^<5%cKu3s@6u2k1Az{HPsl^u5uZP*%vzvY8*ed8Ut&!b|xsp_4KVn-T+wH{xgZ+wTh;t7pV-(agM)kprdk{nc zeNuZO@v%Illu<_m+309Un7D_*sN)eum=5bpYzo`!w13zRDGNuQE!oP?YARn3f9WCS z6whiedU;)*9UYF>@6ZL3lOJcR%*$a{d(8}Wd8j12Dm<;F3cWQtvp&2{!&o!L+Zo_H z_gLr2)=FY}vdRm7+k^ab_o%W*O(Wy=7>NHbXwSnu>oTs1(nK9iWuv1RVd5SKqmCyO zVLCK2lidP;1qUFt%rBbroZsygOOzyMHox1Y8@12R-V!$qq5NB+1`&ZC$-GV%XWXh z>^*)_n4#xisvv$2JL>>6zy03Ytvn|;>{2`1FLwR_Up`KWGe4=5ueN&nC3*LAeTh*u zwpI-1siWAVs0dRu5Jgox_G#N-q-xxY;naxNCfv_U z@FKTzsXxp?6Z-q6nyss;UqnQfmnlj3rce>@^J<>(OV|9*4N`8QX=ZZv3xD0ZmF zC`}~(ifo9FB~08nFcN=N5k_2n&%xcE2p1oFUIWDbc=u6$<7-Tn<1drF9VHVbr}$DF zYsB9YPws*Jq%Wmeg8P9#t>-q>ZpjGF+WrX)qk`Zg1lCaQT&HfkmjChm1Gs+p_^ zQ)4Gu%6D<*GvP>M6_zdI?wlS@s}K$1>v|?!y1V5yO2<_G$whynMtS~8`bp$oyD7>B zzEds#X<)`p2jQz`UT#C<4JC_|-;@pI8H9(GEBX6Vq7>3v+Qr$jlNqqig!!I2VqN%=rRz` zUJzlq%?`PqtWdJ3ZKZ6qts+d^YA|YBqX^Tck47)X@>m$bW8wr2+6qU*mVB&;<(-hT z$;_~_Tz7x^E}DW@n&J+>zV#EOH3~D%FCE7e#gY8-DDktZ`&A7dAFr>5U*D{B$492C zcG!($%6jUC_04I_GW?6%O_*`cH_DO%($H(+HA|tSP$<~vM6u2Y~<}B zOx#{D%G;+1lV{D4qi^^_`Nuu>9`ADQJAI?j?bk2E@_=P|5X`tkAS~4swW8$7)34C@k{Qd$9%}o9R|r7uhN*`xGI#)+-=+27Ks_5ON`ExP9W00TohMz_EHkZ0z)@<^9oG`~dabHxXu>X>=`7(&NE(m+uEnAK8 zuPRMs|25gL|2kpfz5zz|-&BOL*JqqpdePv);pD68#TTKwaG?n+ZR8=+YKUJuwEq}& ztFs$ee!~cV>?Pbwhl&T(k#wcJkA0q)RK6GM)KI=u|NG zEoF|1ZyT%cfEo8)5EZteWvoHJr({vc_hlpG2ZV|HAsB`HND(Gv1VT7L7{9y8&0wA` z5qTF>q+`?9xi|lMq5HA&MZ-@B83G0~?q?txIAhxsL>WI<$|&O(vXSvi!o>Xwj52<$ z2$Nw01*wLIRvNrLjV{jSu%2)5rGdl4xvo_Ld*b_JO<(o;=N)0nu3LKeeNRw!F5n}})L8ehc=E&S%&Eed zelE9q?fxo4DEpf+{X2*UFNm@n4@H#yQ)!~If5}GKzX=m}Td}Lk@?qvE8;&x+vOsn2 z^5q_s`RRUkRllcjbKcpc6;9(T%8uZ#W81yjy|Ld~nHB%MUfVKsu(;z{mF=tTp5}$v zW&Ry`7FxX2+MgNOJ#65+=<+L9=ocVl%oxnLLZB71cU(emSF)&}uxu0*AxvCRFg}}N zim+#s{$$h&d)kK6kMV%$eBVu3TGYSGc-|pqR2Pn<;l5yqP2bIARB$8ne6twuVW7${ zDeY(1>cqMP#vLY%89Sw&?O@oRuf&FXs&v(gNLfXgkU@GBsh1^vO_KNg??&leIb{d$^2VbAm~nT3 z@XpzRmm*YAX(I1Rvf*8sFmYAD$h)c{jJK9dyt7JTYSOW%-!YWpk!PdF(v=^o)z)9; z&m-~gyEG+i(!Oh9_mg$Qth>zZfG^8}fo=J^%ps!CsIYW=(>rK>=gM`}lp)Nk8YZtUaW((Ic?op+Qx*Eww*JFf)rZJ;)WCPAN}W=>c?T(%yNAk%(y4OSfK1X(OhXF%NDX> z`6OZDT7r>fD@7PfdEMvr#mjq@8Vk%?vYZ;Q84~t|xy)J|@bbt>{Rk^4I{K4OhHWZS zOZ@I<=&r5^a~SS)Pl*beS{uiwK^%5LD^amU*j8zxrgpN?)SfVL9l)rmqasYxAT-@- ziMZ7V;+|1<@a|+hI)fS41+)^QH-T!YtI|Z?-DJbNJ7MB_fRT5i2;;4j>^S-CA?8R{ zX`iQZtwJqtowI}{k{K1vfw zKPMZ~&l4uDFBnPpQ-qP$gje&1qx|;4_rNTistsHW3mWQT=K}-Zz;EQd7GJFj3!C>W z#0qWfRE2Y^*SWG>f3ZN$3r24Mm~jI^ z*Q9Qo%PjOPzu+1z*;{3Mqx89Iazi&%WKcECSPlm>?qv{FI+V{&qaL9&QPoJ zxY1x#HAWGpY6L&-c{rtM)a~)|LJ22W2Dhx%!+Igv@_4g+U*FcV+4e#>JF2DMO$7h1 zmv?fTu#kT-BrJWZE*;Pr8ZF#bhdsI&Roucq$t9i}x>uAh0>&DlabU*13L?OUJ~Wo* zlqL!oFB<_F!o*DgqkxHuFac^ZmG;c#UV3tbO4e#-QqEVL-c-YAjLxp`2kNnok;A`P zo5dCf^O|&4Y0TScn)_my*I8%BGig_tHq=|g%lln;tCb3yDhzEL=Iifye3ad5${!(< zjM(cSKD;18H2GpprYTAjg-n%=kZFX8n+`@HZz#fqXboMuL}Y)M({Z^s^=3o&rm}+b z4C62p%(z)#d?##le74d=&U0kLc`jk%=7Ev(d_@@N9^y>*@&LU|rn4yvQyGZear@Y@ z|INp2fqoyN3oYYCV8$&5Zw(}R@hn|Z6(6WiZe zg^ya!9v?TTv}_I?{256fN++rshjIS1|JbtQObRdqO4%P*fkMcZTCr~tW5$_mb# zjl&iYk6jSX_GQppyG>~#=k2oLyn`@tJHg0#mm-X_7NATF8{60E8!po)E5=L;GY{cd zBdwa;TW)+fPw(bLb$nh&;vKZoFYqVsBIfW5Ve$Cx;W$0I9^(o&Bx)`NEzFd*_R)Vop7Xea@eIKy!2_D*D;^!vcM< zZ*;$N3)7Gv1e1fEx#DDZ-81YRUe+$AsyysQWl zXd5%%;Dx+Z(zy>L{qJ)Bo*TL=qJf_G8Nc^~8RtRtXyuTNVFsm%dOjc({em-~o*9F`xoTt5b8+{Zy!Y8y9Oq5BD?i7Y=U z8`5mppVYySCzi(`fv38_DEk42XIl6F0MZM=ZHtoU# z$j|2S_o<>IG51Y`^LW3y-($?PuOf|K{CwRC8JmpfVt&7{vru=v*@ ztE|!RIpg$sFyp=enua(o_C=+M8oneO4PPcq+*iP;;j4-;4YpD2x=~?9u{P#d8Rk6d zS9M_@Hn#hF_jp(Km-%{jy1b;XbDyF6nn&EUIV8(qDL`_L6H+&Snr8H5^w`HT| zJA{e*E*RB(PZ6d@W8cZR8VnRI(@=eW+CN9i^b1Q>G37aM?ZGgwHv>aw{RQr8$p`$w z0huRARFzHabjZl&eAHeXl>1Vq_T7BH8uzYKx_m2)7ivDzX1w34XYqYy3i}@zn;(KW z<$|!+mQ?l@|5#}v`=7{${Z9!K_cJiE|G6TJ{e0M`@7Dk8>#I-a7ovr}UmD+Ef%xx& z=+hZ`He>f2rHT4}D;s^kBTU@y!Km*KiZFdP%yg{H{k?D$Q=7ZVIKN1)tl9)QEbK%R zbe~_u`cWR%%5b6+GrxPZQsp_n`gMFIPHPM0d~8k?7LMt_pL3a}L-$8z2=hM~lRtwQ z_ZJZ6ydybd;s3G&u>Y!*k^kRh!~gGuiTei_`TtW9#=jd`jrDJ~7+%g_f_}M|GJJmz z`;8QgG>MzNcK_0^L-ya6?QO+HHXjJtBHU(cQs?J7mu3Ok&@4!pxI$p0dAlNv<`6Q! z)nb$V^}A{Ag_R}Tix`)pV8#^#?G>;UHW^o3Y2qy|Asg-`2@_WejNI=~gmKq?4q1cJ zw<_bmO`j{>l@=qU-DyxQ+q{OoMIQ4e$p`&9H#RP!@?g&kp!Dy>CTA0HIn_Gi_{TwDC! zQcPlNul`(~>CjbDcJQujJgR^hR~3Y}t=>?hwVKjI-qmHpy9Qz6YJ!pX-HI^Y>T1$V zy&SGI2+K11R2^p_?B3epU}1SM;cmG!Y#hT0mvn!x;9I?+t)DlspuQg2Zr@oCHM^{3 z+u6z8J<1;;_ZqQUV8+!35rXHgy~G+(s-t94OI_J$xsNb$_k&T(1Bx&$+O;=bM$-52 zR{XA6bTfPs18TSwfRW(>`5UGLEM4k<0!}DRn#61E=o{uWRcrLyM&ouA<_B#9f zeWTxUjYJKNj~VC2Ag;Qgy$^ET<+`cTM2*d4qw#UV#61B7HPJY4b7(s6W0ceG}|h|XxfDIWk!iM zHwYZ)x0*%~bJ3Gorm=<1KA8VxjCT&N>ziTAvzmEgn?HQUW>#U_FRnOvdw9VDbj_|Y zd3ZfxuAMSRNPA<|0mMNUM2LNOb+eyQny8|aY*ch6Ok5W*s_3c+Q=#e4^h4$_f|9JJ z@q1Jor8^I+!;F_6WU0Wl;?ikPy}?I$7rUD7)|RyS-YI~_XpTyjW4v$V{7jGb-8<$b2tK3b*O2WHL)j&3`tF^%U$ z0WHrPx4vM;^#jqO?UXqmEaUnsP1N#&Y_tp@Ox!>)Y8j*m)1tj`^1PO({H{z`oKLH? ziupN@7U}JekhNc!3CF91w@dJ6{>4rG=U!AU&>d{qzXWF75D>bmrEDB*sM18b!(>Bu zIAP*m1|!`OiZHr%=v2Be{Ex4nW-MWCsR7Id^ERcGx{>07s8L38G?;N?Kt!nvVXLfP zQJN@ftZYP$BTU?@U=-yPVWQOaO#c^-m13c%4%5~8p>*txuHAV3I4m=k>jW_4CW3bB zHKjvIc}-~|%Sp0f`8r|ZCWDdX6h#FYeD?7w_uZmMXZZ<_I)4rbgN zAo_HknXR*VQ)!~U8M4tglQ40!z^HGwB21q)sHlZM=+W>Ne$>~fgeH$>-hWkjzl3)< z9IMT=K3l*ye2;EH`YE|N$_&qUf#TMS0lOB7+O zZLw48Zob!@&W_8r{b9$<)(L-<5&Sj&N_JGX-I)pZWqx1HO4I{xsaPOqnbBJg;-CxK zL(nJ;g>0qLL^-QuBWE>X;?{ss&RRv7oaNlJbiw)m``WD&J#?-&-W$M-+X$kwBsG~8 zwoOVCb#9i8&MkzA+X_aV+Z16s^~!T7%ak_HhAkAeu&!#Sq>A59n>$@-ZuZ)3*N?+; zhvm8x%(z`3EY*81pilU2rHL%}$cE)!!o=+ZBg_4YFqT@>(E`W58TB8m#RF$5Y7vXi z_$1lr#^zG3=r7OkS|p=JO0(hJYFy)O2n(r6Hx=?r%o{K*#~n~^&^~B14uKhW7=*UE zJ@%0}qBN2ATe6{jlrV9}z)1VJB8;|{63|du<=>phmX;8IbZYxX8EriHaNntZr=QuF zzrEl&W?-CpLbR(mPw7;*u9s-zHiHh?^(jc zodYA^^NKLOIwzIEh=*}8+T}Mgsy8xh=sU0$O#(hZ_!zP^#yr2d80@M(RigYr`yk`0 zuB|$E)w4zPh2N+WwomZuNiwK>*nbD77O2BFt|4pWW_7X&Yg`qVwD8NGl;^s;pu7=r z(MVkaGww2IWkqi;jiM_`6GgmFHX`0nm^cqc5kV0qLT)kP{Jj+*wnlfgS_>v`moj2M zA0kDDhwXLmFT*aELs3(Oa`w$GKyEoDx+tT9o|AW$#R`0$oQmFfmvHdQXao+<`m*X7G zi}8J>iRykJ8+AV`wg+CV9uBGX+=L~#r`a)Zon92R=ysXO_ z^H%D3&OPjKIu9FSbNlss!fW=X_}vq33#+Xk;aB=uU5ERHTCG2n<&HZZ?qjt<51RqzCoQ)T)ermr6;7Ebq}KHtG(bp^x-X$6gH zAu!`^2a%=$r`#oUg_SI-D0 zrHP#Hlnv)Hgo!H)M$Y9FVVt$GNnT(2_qyZPV|Km2yYk8i#ubdgT_Dc2AdGXmHtb?o zNogYE%Cccxg)nhd!N|CpB8+ioGAj|bbgas&xr;k^y}WPs@2N9jnP%CNeEYpbEpZvYnynP!p^>J@AmWatDqjN+iiHp zip81N-@r9&PB_4ZGB=`oHwUFLC_LY<;5S@dWd-N^jKlq4#ytSSxd=trX3y#=P2^l( zHk=@IQkaB|JCr%!mR4%N?rmgyHOecjj}>hvn3K4(=Sr8;vh zdlr5wEPjetFkJL|U!*NKQ-esZp;#d2VWam5hI4SLNaHZnsU-YX(GudWka$h zVd7eWk>pc~Fp?sbeb2M)?E9a-kLm08dS}yV)7P%G=%DLq zlqTwGFB@GQ2ou*4jJlptgz3^e0iEl8lO}fa$Mv*V_hTe*QIBCaQOjNLIk-;xd3biV ze7k^n#Def-N+ZVup_|e~p50}`vj<_~5-{@YsR-j~gVQ@p`uY9Cp0ZkM{>Z5DYJ+SE zEV^mZg*Wa{xv-NG8V)uJI~x^a#}0p`d6lQ8`MuNBpPAqf4xc_gtWk=cFNX7ecG)+W zVoIIT;13pV!HN=Fk?eXYb5!&;R?mVN*9SyJ&ao_fRi9IusN#9qsOU?WxPD+%(O(g! zLJNc0fX%a%>xSTMgYLWdYaME$_)-#!Ug?YNz1D<#kh)EYh7O8@kg8 z6ZZxf>AtB5qpOPMX8%jey57HYGxYONooV^b0yAzl2-O^~c1pq=rHMS}%7*7W!o^Jppp+-RJ!+4|X>v2v0-7Qp>a9?Cx7K0hL1T^lkGGD4Rk^3^) za9>WCxD{aJzETlaOL3dhOw;YuC={i%JAI4`;cTsGnoHT%Dr|ey&%GyWv@cv4%8bt% zHXPBR(rJq6Yqv@{L3y=NSOenB3R=maUXLYXosvb?>t(}w17YGef|2zmMHuUZe4eZM zMk{}D$TjYFn#9dsyUoe~vRf?Ytsq{kU@lqJc-xgGGTk8?raK7}w+oC+cPqk}YSyZA z{W5;GKUE#7*>796eX|s^D>=7Exj=WXWxo%^VHGsG1#`Zc2b3n#Jt!NxhX@mQ7>sm} zD8lHDhRBVIYdSt#M>_6Cy4+jJ8VyGY86*WW?l@=~RLk+jJfSpE!%5j_I7OJa(_qwa zMiHjrTGP2{UblR`cZBCuigN?6@d0Lf15yi!Hp~Xm2^0l>D^6LLNxEQ_6^QunHzH4 zQ8_#^w{*^G!@2hk0`*HX?eF8*>R{rE})BH&#i&8!%8!4YAOx$O{DCM(?Fe#lS z5a|r)z!SwvkOc5Hor)>Zhpf$W3N$m(n-_TX=(23Vt|xy7`1PLc&ma) zDQYcYdL7?ZnkeNvvXSy#!o+;jTb$0ETj=RxyT0`!&`++E+<%h=Y zM_|VN7(|Ok5Ez-sxSuFZ)bdl=X!#jo;(iWBEx%BNX;Jqzth(<>f0?-^9omwc*?$_k zU+T9Z`76ux*I>r|283kJx@SoKR%s&1-^qsL?+Fw42QZTSqauu?&YQ0i);%*e?5Iqc zX#Y6FS{E2oJp|t&Bc?Lrzj#HVG|1KM< z{~%1N4uWVSTz=Tk6HlR)*ZTCGZ|65P zWUTHGNv`|kHUc$5V*t{iB^K^vuTgUc&TQ;RR9BkFv4(6o)+9{a z-C*Q+k0P$#+tGtr@4CtFe2Dw?uIg!a*foK@E;T8fj=Nbg?p|dF?^?#AHi%OwXuP9u zOd|l^whvG#(Fu8P@=W zw>DbOr!QecrHQ;BmJRPm2ov`x78Q`-A>XX{@2&; zF|k5kW24&y#6J{7o>tq~(du(KU}`4U(uB= zUUn;>YO{NW71lwjox_>tes7s38tvNi@&tK7TIhLggddaRB=Ryk)++f<|XU61aFU(B%aQh%ZrKj_+v0$Ms4 zw~ipbqaa#xw!TA4C#8v6I?F~&7sAAK1*4X3iZCs6^dN4;;#T9AwGT5ogn2JZZTjD4 zF9ykeu&%o}A+Cp!O+eg7L3@cbi-5RZN)yHPmW{Y)2@}@`jN+bCgo(SB3)i~{r3t35 z-@>VRRoL1D&ruzhmWt-~UGqQpyjUQouhHuV;z0@`r#Q8+xp2LpG*Qj~*~l44n7Bb; zl=Gq@Opf+beR%@q?Q)AL*QjQ_&RtpO=lF&4M7bubtUq2)h#Rc@ApVjO83Jb9P|%1M z&3O*PlqM1%E*s)66DDp17>SQmgb_Elq127LUjA7WZ_0F|lns1GTmECfjC%!yuiCrj zaWhtFBHwYc;rl9K;v5+Hj#q^7)gVX#e}1w*bN^Uw^u68t`y;QJ-%q3P_V6(C(V%&+ zj?~YanYrFE{3aT0xmsLCxj=V~_xwrUcLpN7BKy{vFJs-@t1t3&u z#$`7|7b;~Wyht{L7ZWCK2^a}4RfG|K9tvS+0cO^Zgk?>|a~WfhTPL#l1Pj5n$RO+L zX6fdpbIX(uw3i!!6(G)_Ahe6xFb5UoDy4~pSIdU*8p6b_1tZ~giZH@2^W*8Keyi8H z{B9Jw^~x6h8;s9JFyl6X@Ykf1y#bq*Ci34R8~$4f6SobF{I@H@_-lMM9PL&re;JjJ zH1iuVx?a57p$uTU({kPg;^+w))A&i+qcoA}UfD3+N0_+%U}Sng5yn*0V~sf8F)VmC zoS@!#ugPpSw%hXbFpfT&qYvqpgss$fJra(pJgvi@5r5$pZMmr5D50IWG#sEQ;!m{c z%=(oB&+{+Bx>x*mTpcfjqiQ@H6bHl{GIEE(j5`7%Ml02=o_tGbqL`zy5p#?%amT?Z z=7b_l%>U&|_4GqYKU8;8G|+R(_?-qb?hJ^YoK<~{#J;UGQO{Y~=s8E2xbtAtb3qZN zM|%_v?8^Sq8=le#*=VNkc1{>?r_WCE%kH4fx5ZAj^jn6!7Pj>6Mw)K*s)jQ!PUDFV znofs)V>qh=4AbOuuiZuE1?fvh;xdRkC_^8rEsvnaL)sGVv7NhyZe-~M#HC#(`Uep z`z&Z>#GI=#?sG~LHGEz+8oof7xG#cH!8Qof?&! z?X8CH%ldU_e#Nr=Du|~i2u=AFnj8Grl_t{shHPkllQ41L0wc|DE5c}Mw%2be)w_F5 zzXNLd!sY&rIPhaF!wcbJkCy$y{Bf!xR#xucpLXLGCd?YJDs)+3m-sd}(VTJLQBF|) zu2J|Ni2EjJr9%s*c>8{!G?DTTWkdN#go*nx7%Bfm5k^^K?NweL_^rvthyz)FGQ=7D9C%c}VEiDf9Oo!Yf8!~yZA=AJdtM>Vol~@6?@g7m0U+u}h{!~>|rKx07PRFIM z($f5K4?;#pL3}nryVr4e=if>bN#0f}hh#p&#N`Jg$pVTn zlJXd2LykHALZ9j3Bzx+l@04G|WY>k~{JG8?zIC%qbJMwk$_U1VjKS?-#uWx(%pO_R zLR3L7qGXYDQQ6$tVuXn+4o1=?6k(+0C(tX*88YT!ogMVwwFa+JEvcV}YAMV24lv_N zgHYAjfVHabRGP@MjBI$8B}`m7F!C&~2;+IJ>Nct{%Plud|J&TZ=Z3C=vPQ#Q z#;GERLnfGYyW_}kWu=Tts>nu3Rl>wo1EZ4ainw~mZ-`gVpMDvZ_gj_^fEia0 zge4p9+H2@>ahKewjT9cB#q4=iHF2I_kz5Qt@U12p4Sgyan zpl0a}dX4^kXMbwQlaK0?G&`)SH?$J|9omjM_3v_3x`)LCRgW0OM?ritK~&|-RYf=G zF(r$t8p}pi6T-wb1*58FiZE4LsMz`b=`F%i`3ACY;DI~C+DTy-7lRmIyx=c)w@m@t zHkuk{`E8^4d*N|CaLhX+UkT5#?K|3pIqlw~j&zSJGl)N7ESiJ(X@U^fOrwo*J*hO2 zbxYZ>Zbg{5r@+X%wIYnQj?GHns9V0yJId9!8U2R&6PfS3(z5fE7g;5;sT~RnviM*@ ziE>Y533N}32ZGud!L}d{njnI5KA_Z(?Ug19>L43I9SIZn3>XD$ROYjDFaL`qyHYMc}4P*IT~~%V#aiJ|Lc$AS`qC{@}Jg zuQZWjU)fOXN0_+&V5InhB8;NE>GDo+lwllV7sqa}y#d1#H%06kiQE8X0oQ?+_aG2Q zOECA2>JvFwX(HE`WW#j`Vd92@k?Sx;7*}v{7 zI=?5wwg*dvH!Cpc$zCN>2jSTMOgJ|*Tp8uH+e)71)Ttq_53A)DQf|}5Bz^6Mivwa_ zHgY3CJS{=Ql%Pbj0e{AgQkp1cv~0wTAxzvWU=%Y}5hh0Sd*R6QY+lap)BlV4y>a?! zIKFCmIxyqLgK*3_H;t+_IU z$LH>BR>jt};q5)b4)uR>IbAPwiHf8!c{(^wsXQVrHNdZ%ZBR;!o;lv zBiB`mFs^E&GPZrW;GN~w{AWq*<>!VnyfK5f@p?RN^mn&fKM&6}mhW0HS+H>Lb z^Y^oX=v{HC0#gMt3_M@Am4~p}Ehp-4ABm0T7zG?_vD*9aPFl_Km>g*b$xXaHlez#*_SlJf)uDc3{wH#fRb)VVK?wx-8_2js-$_m=& zjKg^_<1T>E)>(wPv@a@Iqg3iWn_>AA#nmNn)*wtFFzs7DnW0tBde!OLcuK3Pn zJAdZNaqm}_(D%kAfVfP8R+Ke9Nm2fw(nRhbk`4C{6DIB>VC4Q$MHu(q{5b0k*<*~g zg<%dnY1yBmLfMQjqR#Be&HPqF_c7%G*^gW1p8zxNlOSYE^0Bt5rcWtNB>QREko^o{ z;yw#TvY%6gk<~;(R=cCTUopMUJ>it@p+81XAj}z*RU~efvHQF-faw=3=P!b|MuITa zP0c-D^UF#W$$mvPWWP$7xUYec?AH}xWc59HgGYQK-&n6Rk<#_v&C*M!bKg)F(EX<6 z{VfppM-aL>Yqco_-%*;#^}Dj+`aQzLeIJZmf1n8Csy2Nuzr6dCEb7&&SAVKeSX&l1 ztqTyZSdj(VYnwizvaupuZb;|qTyySun%MQO-4B%ygnwiNehlK{2pZuy2mDi|iG+V9 z8^S*)Ox!QPNcfkEFv8}$yw)G7&gN1_{C22Ks2`3s<3&29TRmrhUs!!w&JG=CTRj^N zm+>=U+&FBk#hy}UCsRto5)yA6Rjw?5ztN*{zf#61__ZA$-_D+{>(#q$0um~npt?QR#z z;re%_iCq678?OH(Ox(Y~$o1cfFs|B7v{U(K{LD#VpKkBzaK2krzrTxa<2yUJq!pyE z(@fLX?zTH}nCBy8L=nUr5`=j%^A(_RUr=cx^Fp#=emh~}3WJe(5k(kt?NXcjUpU;u zpRMlaghNGJW!o&2-TZRc*w1e(&??NS>5n;v&F;*TBy7!J)Gw^@Qn=hQ%o#>SsofW^ z+?}1=6;-C(_hQDTIGAxIK)dfHbGjxal_s(;B^&m45GJlP7}?*c2xH$Nm-_!8bY=9j z@GEQil>>2w1g#9qPmF$G1*M7n?vf3^iiC-)1V(<96=D2rjsBeOcfQ7s2**@ytRCaS zmfBPu?B(Lm4)weGRA9Ywx*+_ouU!=}LRwX$S`Ey&>LAjzH;s+1)=-)#t)^_G-A$Od zd%!5|UPYL+n^{`$UZbmNjm6nCYny+&Tn!op*L#|-ma<1jZR1r3%(%KBI&7bm*Z{mw z$)c3|Wh3PQ!o<}Bqm=rJFe%o-UH@!2*euM^)W-F)zuCXL2ldm?e8}=_0OCLiMw)iJ zA6A;k@e$c@e3US8jljt9F+~{1Yxy9h`J``YI{tdsuCcO#ZxhSEDVTB1K;w&3PrR*< zD_Nxcgls4`Crn%mFj9U}5k^@vyU%p1&wAysUX|kisEO@bDhJrMvaFv1ae)M3Tb!0t zJ`Hg^tu&Ep8`)58OPIKJV5Hh!5k~cYT90(l&%&>x<@XGTTO$ZRZ8&80NN1&q{JO}7 zUsuA!bps>6?usyeOSqMM$Pf1ndq#(O9GsWFng6e^T@P_XWMZUyg19$=h|C#hqK(yC zX`;wyWh1f=Vd93Gepaur@~#@l-G48Q*VPY%lWc@A zD9nAj{*;P*Tc^?t-^YHRdul5EG5QF5!KG^+9fJrH_aYc|3|55cP`fsry+5Am!49BdHbistzSYpZq%7b% z#PS{rX526ku5`}qC5>4@UYKMO-a7*-O=%<3cpUZyLeY?%Vy9?2*(acpklZ z=cJ&1n_o*eazg1Rl%`<0>VC;9Q?yxK*w(onO`s)yRgT_eVGYgW2HH?M`(L;T${r~b zjn``+j*lQx2GEEUCMXsBEd8shF=CkTS^z7CMPAn+H z119@pTD2l>F>~(>x3b;4o3317{Dx)!CYW(EK)d;IPh$QwQ^_LZS+Zd~n=o;6z{q&6 zB8;(hG`2h+<`ncBp3{~NP5a#GS3E_(j@=^rJU9)nug#U{uU}z9q?s*7J>pmBE?4y% zUwEJkgW_z>oh>Z=-n^>>%~QsRm~V_0fEl+CL`1IBqe{>sC5s{!%SOZ!!o)2FqljgS zFcCHyySw|7FHwnX)MgZUCmPZ$a<6a1HaDGHuAE@K!YHf+@o@xUE$21s>aSLsNO_HH zD6b_<+&VB)UattFtjWG~{;&CcO$KtpG9~Bn+lSNUTx5fv|KW$%ZBS;g-e@c~ff=_M zgmpBVkbC!THgr3c4SaW5{=319+XKSaRvU#1;k+~vrLw89W5OdkcT>)`q1hXFoe|o=? zMLk|NdIDkMJ^)5NA5_FuJ$Y-A?8?!feduw#XD*hy*6B8>r$dkWU`uuZI?fRX%isO5 z()!$o!~s1YHgX>UGw!1xdUD)pXr6scX`+~q%SOy62ov{7FpBw?j=!}E)TiTe^5d45?D|93pUqMwK7S1sSK zff@I85S})q7~5UnP_jt%o3f$$EyBco8;n%HqX?s_j%R(pW6B*&6>s=obUeSSpN8i5 zEYI(QxG{pz)V@3B4){Z*i5!0<8;(CFOx#bv$nmF&Fpe7e%oz6#F)}8IydpqCz zdHJgNS=yEDV12)!GDC(3s20=D`FhvxXUYe{KQ{uu05k5Fpxsy7o;Blsr8JT7uVq8{ zH-w4%Ef@*^P7zmcDxbdHwOV%c+x{0f_4oQ|IR3%%{3Doge*)o{a|j&Qe^#2v@h`IB z_*cTj{SAy9|E>t*c&*-i`W?RBJ-gB0-9MBKeE(_r{|n5xe}nL~gAHO?y{+^+l=I1k za(=?Z6#ygUf{HN8UCGzaZR}4ob+g!S`d{4GLi%xt-fp=T2JuA%?cu9c#OJT5(!?8E zOg1cw6DF<%7+IE7#8sB*8=BS*dy%Z6zk!o<}DBh&j7VNB&<%kJ41tA~yE`_0_7 z7JloXzEuiwi%Sk1akrlrmO$?fzO1wSf!CXnV31#2k{-%|_F1%Z>8C??zcPaH1IC~p zh$|u(8QXe@2bCr=en>Wq8xSV0As87ytO#S=jZ8)rE8v$*(XQCJIkJcDqOhhn%XDvo zR_;H_4c#O9_5ZK8^MJFWy8bvt0qH6VM#bI*V?n`+4N(x`+8bc+f`_qU0YoW^QbZ6G zv4bK4il~U18KW_=x5S#n5_>F3G*J`(-{0BuHp>g^F0lOZhX8IC|1YKX>0@F}j2 zQcf@*Eg$A%u*r@^gSoE)&b&guuKTGBy#2lYaVWzLQRi*KDKH<-6OkONp^$Yl@fhO4iO%Ik?R^2BC~LMB#4Ef6jfba)SFj`EZ|)O?Ckq z+!rd~+&ZQl!uXIIF3le}NT0hqw#jF;{^e=7gM010`<88W$K;Ybpi5ZQS-VJ8z#Z)6 zFGe%F1O>M=@AlOvQ9OE6MCOE3zX zY&056aFqhS1idLzPEcNVXUOY)xf^qF(#pz zO-3uRIfUGxoWPzUAMB~vWH+LLeUkz!ZuL%6^Kjnmb*H0@EJWd~xO;#TyjztMoVUq` z^LA{qJJ8^~Qvv7fuhm<&-fDVX-FmFEMK&Q@8RlJW_9n|!)hDIN4)4lG_yxhAWQwBapk&5nSuJ4d{7_9CVK)6 z)L$v!sD7$iwu>Cy^}vG3w1?{li~PPr^Wo>7$IvY%)v6A!^nUriReIlY)dRn9kS9@w z8lvDg<3AsG|CDk9{Au}s{|1}v88pCutAK<1Wfq;Zj}&*bC^Uqt#p)X|-1E-8b*#9x z;{^xrzb1X=C4$;o`<)6v`m9%e4$bU&)K~Ok&m?|9nZf&_e0X2NCVLqT-d7Z;+$ZR7 zo!5c2I;7naz6WZHSjw|k)i$WFdC}L=%zlr8%C&1nA31ORL21GHhI}~R#3p+S4bHa} zaL(SeU)^>rm0ntF@2GiD-^J41hcd_z_3f{FUN{E-SvkS^o_sjp$0qv#4bBf0a88ZQ z>Yk76na?h+x3AqOw< z5@xscSbQE^ynwu_zwDNl%)V50mgFnP`Wnsb8K+ zc>R>)s?+_~)rG}8*7hY?^J3Of`E1<$(F@L`8)kBTGgsjQcF1o#WWS1^!zbl)FJ*M= z!dgv6WA#-H>;_nR3{i$2qQ1MwBj;CEPGC2Z4|Zd0vL;RY_eaV0lBsU4yh33M>AUwg;ggWzH_gyoM7ERKCByJlWl|s>&6N=t9~<~OKIxP#jtie z{Y>9cZCPy-H4WpYUUM@vv&~T$eTofTU2UP9VBAtZj9X!oZH)$F2L+t*95D_pW^!(E z`33p>2JFob@r16s2j^qk^AW82vt^UEJFk^L*1GK7svDyi-iGlub5ng5w(9%k8^=1T zJ`1u9md-^qvu#n|ffxH;-%gpaINQr-adyBa>x9PQ?5IHHD(A=JS;Z9tx^QF3klL== z>hf$SH4SNJuh|97Y-iMWix^n2i*kZ-SNSmRhE29R8jO1=;EbC4rdc1l#x93*sE%{j z<_pi~d*#MlbCPzts2F?cwuMH99kCI^d${ScB?pTCy*%l-WMY3Fv+01KkaqY(F%hyDQ+(bvo>De>Dr=0bZ{MnpscO`QoS4 z1CF)n0=&oo0so_rBzj1Ye|(r zKG+csK^ZiN`hE~|^c<#~Kt5bP$VXt49f=0=Q3_P<2aIW$bYwnzZOvkN#3jdbMs$5X z8o$XPK1jE7@X%AnYYSPvkao0c0ey@^9E)bw7X@0g-S|XQ{ge~X{pACF95&hUXh5H! zfJ5uYpkw#Uhwgpw+By)7ZOB9OCT?~hlr0!fw;*41dT;H~4{T7(EbiZEpti%L;?dKK z@g2PDJ)hc(X%pvjGNs=;nd|SczQsfNq9rV(ov50?pX4wnqnVw82E1R%o~oRHKTSUH zr(=_yfd>4U3OKxOz3p7w)W2=7Vy4K3@yQ$4hjUduP;9a1v(3zaFKF?cCdVCFUBUj1P$6t6>wU=bRDxLKa`AH*}o%3 z7qhzNQ;T_9>49J~wkdAdx^4XiV+_Brw zEUI0mdVmjckfA7}08zk8Gg|A+=W?Y5`*8WNUx7__B^vA_6mWJw3oX0;;QHkzjrx0> ziOm@vSpL~6t=8IF8>woLk8+IBC`12H$eVh0nO|>6i(gY>>s;{$_dWv<-<7%n`|-~oHr=ooM%wv;9_d$Rr0a@ zb#N$K(@Xoh9J&0pO;KeQVX7nDh-P*Z>WdJc#c9fkMYvf$i!dFV>=rZ@;Z_BF5j3o!b@H9Wt42RdM?9!@$IH}}ftoXO#t z*<;F)YI<$6R0HIDz4&aD@qcLS&VIT)M>zpIS3a=wu*vR61NH$099E~xRXgo#VyG!@ z^VKwr4|>f7D8u|v7%Lvj%}=rqD<>Eqkq_fSY_dnuU|ghtGx`Y2tLf+(pD~Hs;~cbF zF{#_cy?L~%u2^eAsxEGisRF2vd+8@oM)0AI8dplWassuG59*WHWWPoO^(h4^w|$#p zQK#b3ew{!oZtGCY&F?K1b<;6;7Bgxe#&5GDc~Koyb?@8LssZe8y!bOHBlJ*UD;}A~ zdi|Yp0`^(?z&?jf_BWe_>z}=8O`h!)OXLg zntN3_f%uwy5MRe8`#l~6(C%UHB>lfn(^lQxHa~`h!N6g+(N!Z_XmbcK% z-bP{9%#}XY=pE$*`@8aC|06cppU`0cvjWbpOOC~QQ}PikS6z2)7=^?6+aY#<-NhS+2)p#iwE0xNDs zHd6C&HukzrP{!(^zQHxpl*3h1<;03?CLhk`*kmox;B2XYbN1J+S;J{em38cHd474k z{I#`GIk;Op$Eqkp_fWX?>%ViauAJa*BOmTHu*ud$gS)K)&aLj@{TdvYUvp$}CD&YA za|^@Re#Nk2A$Rr`_ivkD(P6_D`mVS&pWL(yUEKFB;liw(v-H~9sSLbpdHr9YnXQfb zdX7;R>nJC9*Od=%du+1x(BNHP0q0%P{b|c`Of4~%tZkqYux{wJH$oY&hx&&rMpkU1 zoM7ElKCGKzlWmR$>lO+)tKXVi<+k)vt!1^grJ9CuE3dgVnpp=F#uohNSMME_6O7x) zhw+!#WZR;_xSaydSf{->+pAglcJO+gP=@BAzP(H5t(onlv_R}EAH*)$WILmQxQhag zs6mCh6ce}GKA(P8Exw$}*KR)TLPqWlKW*14e`~v{bx3#fvb&><#Y25-YtQ78v8!?d zb5HqT?uAXZHyW7xDBzd_DO~=EUf$Q`%ToT@_EmY7qnmT>hcZYH^*usk+<3jea$-3S zkk4}Tz$WX7#&R5}K;>RruMZ#jDcda5$>9Gm_EOU@9^^H9qnY(VeO)(WUGue-loN~x z%ZKq0Y_dbqU_49#XI#=zpz5R#ULm*rC2Ub)e$Q>qO-Q;z{yB zJQ# zPLQ50AJPHXWCPJ4Jx2j2t<%Gmsag02dA$tH>|7K+-Mvw|3-&yv1>*VgLA(H)>_RjU zFH*n}b?Udg|H_XWHdxJrda>8N1ZC75>Zt#{VfQkn1?mv_pbo_*8-@nzq+W#tGPD*P+2UQ2}TCe;pEa zy~@Hr$$2KD43R_OuXrvsucs&{_@~N;|3+-Go6z8&rhxMwz=qy@*PYrH3pT3qJ-M`7 zzm#t`t6>PId&OH&2FIbkzeb1KZORG4+vP)e2R7NAXb|3|fD9 zS51RC&uiX~GWHDxv+@RVzMS|G4=`2$CMVJkIM)232d@op#hpJ;GjCRR_zb$vIW11%_(lXcsX`i zE7UxwPkP;7qnSO0g3A1njv8D4X=MiOZ{$P!3^v(s(V+dE0xN!peO6_le$MMZk7o7) z>MMA$=O?|W%%FZrKGZK`lf8ll^{Wavbz&X2D;_GYYv0B1fT^P?@?TQ{cwfiTorW^< z4TV>SEbqH`LpeeErhG`>!X|qg4bpcMa8k`%b}E~H$YI4DyRZi|Z^2ZD_w+r4p+V~$ z#4~yB;=cTOT&@4PsuEXU4EJO0l;Qrkd&>_tC8Gy4<;QcuD3Z?w;p z6OfwkkXunqN<+JsX>UjJP=!TS&S@P3O;_8l6$ z|5TuIrRHNd%_rpdZe7fy`y$rOG8_As+6MA_FZu(T*^elYl><0Ai2Yk>!TBHgaQ=i% zR&Vu6&ic3&oI2WWz)gD7x!riucA8IQnF-?$t$`W`v>}#$G&Hl7QD2+Q1)EtTnPx)J`?Md9!!rtbjM=i5;|9x72eiW4Pe`Q@%7Nm z)<=Eg3zpX#C?{Yyln?Ai*kl`{0lSF;4y)?|?!=qVXryuc7I;Nne3&*>>tJr?Wj99| znTGm0ZCddKu%&VWb1V5^ZjDXW0S(NK3RLc+#ptYMK5;-Je#$H!>X{F3f6hkBvyX10 z#-aSBSKSuPY&#T6eM$MfKHDoND0h$#WhZR19nqlNNdc!+Uq#iEmfG%(HSG}AStVfY z;kW0Unk12rj7iCR?kx)k5*vCp&p~=K|R*%_C+)6hdL_fDRHLV zUul7QoP1D^$0j=g4b&4AaMTrgX?T*#fPAvoKLyR~RMd9_O@K1%^d_Mz2dHr|(snMUV4Ty;oITe+sVovpUv9NPfL<&g&`Yq%E=2?MG6ft|Bl&7~5xcaXKO3SV&<^$L!%)VPq0m-5W``cv;mQfx zE966aB{tazG-yXE;Iuj&$me%2=5ED&V%OB=xyvZk0Cuz&zY1j(849ef1WMDLk5O9i zULzmgYq813qQN^(fy&*rS#c%z!;C5xHdv0GptKv?c(o1Z1TT6Wn%P7YPJe2Kc7f}a z6OfbS134L+>;^O-rzqf%b>2@nRZYWqqu0C%&1@R#>oT4feY0|cak_jMZ^0(J6%EGQ z6mZ7=+VD&HJ8@~9m2COnm)vdeyI;@fVL6w7hfpa{BGIR`uyJEf>ndPYO!0PDcLslp!AfJ>E{S%P=G;KhK$qCBDJKYDmk;6ZvB~~`2H_hDIANXs zmi4BZh3_q|_cof@JE-$%UTL=UyUGc^Kgx&iPuOICMuYD?1?ryfeKiZ;2VU<(l+j

0?w!J(8b29)YWcjpQ{G2UwHAqqM3b(0;`9cc$eQ- z$_d!7u`TZkw*ROMygzyUdTqp8 zAN9RJ!xi9d!0QrkL;3KogiW?G8oZ4Z`0t8cP)yr}`x_q3r)#Xzj6PcwBaS_8InGk7 zvDyc;i5Ff4WkeY2piL^im6|ChR%~^Q>@d%uH?>zCFJypP`=V zDP4=lFXe$(y60;xCVCs$t;K%JaI~`4ssiq+UVb$+v(-^>85daf3%`vr19}blK(C2S z))o!ub_zK33OU-ZrRJgih1Xph&1@ai_gW3UVJ}!$Ili=LQN?uH5py zv#y3QY^W;WZsg@RMl;(4^?f0p@4TsU0(Ud{;BJmhwgnovTPonV`lfH!pqOw*F?G|W zI2Pp72DU7&YI;D!uBA_8$=X(G8_2D_Xa_X2jwp~C8s?`_+bAa>e<>fxZL!I=Lj!Vq z1st+Yzn^wcv+#BDdOM(d^+84dl{D`cjR|p zxD20~(z+{I+f7ZwxVzWf17#2x3S;FHr+I5nr3L0*^1<92n`|F6F!xo!F?G&d+kYqJ zv-2C6Yy2^PxKVX~W!=;`p!<2%?kJN{tXij$Lrl@q*&$cOh(Y_h}9;5}S{%8k#xSl8ya zp51$S27i~>?Fcmu}oVn$0*>ax{BL& z-9h{3!}MgxQn6*Vc8wYa@>;Jr7R_uN3Z!nN@o&lT$_c^=@*%tqn`|N)gx4$Jgl7U% zzA~5gb!mC3-jQ2+uiV-sm1Y?xJJSs)gS}9ep<-GJI(ermCzjzx`7Fat*ksetScaPw z@MX}I)Cu{NV>%YsX_mKRv;Er*Dy~?@8mWRy4EQP+(hdiQ+5# zcI5=@9rA&_6PxTVG+<{a;IRJVyMeIadM4Tp?%9^VB??_j}z3PzHOU&Z&E zlRbg+{s3?z>Z{nI>+d`Fs`B7(Bgfi|6^<6+;2QWXboM3)JKFq(u zCd<)aE);O)I{i9$Qq98mYp?edn%UDRe9Ru@M_B!Y{u`wQ;xqC={4F-w@6bSeRsl!U z$?5UMDCV*q-mNw>b=SBWpHtIdKJPVOKr?$0jn&9(-kH6moM3!eK8&wmlf8-t<7*1k z{c3z&&BFJ4ulENuvo}!q)SqAaW$#U;1>#%sL3|sV>>V@^-&Md7HNc}&er1n-{Z8P( zw7mObX(ihqRRGvOdF4N&nZ1YlHvjMAOWs#nz)w6&)L;YCI zgZhcr{S?jYGZa)!3Fg1@f3BS1{6apQf5j&I5)IC;6mU+zBVpEBtDLa1KW(S9R+iP; z*J>HWZ@lE+PzG{7>R{ii0;oTD=^s(XZ=sH=dlWes{YN>0`jdQ6>#ZTw`e>jw!2R#q z%x}x5wHv%;rz&4Z%e*!ls$~#Y@{%i~4BkRPT%|NEL}TRyViWlwu7XY06b-~?3RLcx zb+tp5mdl!}c{p2m-Ii!(tx(@Ff&^1&B-Zi~` zTQswFD7>78RQx{9TWcvTkbfZ`cQb5jLY+%B-0ng?}rue$}B*_NoI>e$2w ze=Fq#=hpJ!?0`+y5e?356sX(<7XKMPf4J-3`Tc9<_i;YTL1092Uq_~|SejXoDtFmm zstml_dj0Lt%(h42ZSJT4yxu`M!P`kbygOo(?SuwzX9b*BUr>FETXx9r-Y~zH&7VNz z(dzm1<@$Bhx~Kr8JA36_(9Cv4A#Lg-5IIimrko(%T|T6HV3T!4gLF>?oK$Bdb#aee z<=Wg!O~bgi*W3rqY+uyZrtU^%>vvO5FzzQG#_rf;`=h~lfCA1~rzdtj)GT~Gz21Q+ z!?jTO^e7qcB|Att!Pi?pe0{LV5*mC5E8u)9ZUiUCGv%^t1D-QU)K0-Oc zd8B+ekHRK98V$~46mZV|Y^3r7e);RtcC60UlyAqX9Nc}KqaT`Cf7G{sT-zO|oZvoQ zKHMi@lbwhL_elykw=Va0%_sJ1a`c{caVR}m4MTW}S3DKX>@?H~>C)96db)Cg@C^A7 zo{3F%78-#mWi3OXS0MDK^<kv2IqJMoYRl)3(sP-_O;u!u8ZArf|`c$I?k&&}w*#jv%CaU1Y$-n&>hxXGaWj^)6$ z8`V0PH+k7^3w=Z&$!c|93E9O-I98f86g-5rFUX z>UW`;%|HR>hfhBZjb7cE$_(ba<->drHrXsRnD14UCvaqOI}hT*)= zE6zbPn~VDP*KGxyfy`4*5Z*5z!UwR)=A%LQpaM?l$IcPQ@I(DW+ttm}?G~tQARqFg z52FmaLV=`wzhj^DbJo!%TWH-Oa2bc>{-+) zn^YX^pHogCJ})1{7qH1*L<8|91yBf5hK0iE^R325{f|lu)IZ4w_0QO3@1cSEz5#Fkq_mk*kqrfLHW4?m6W^i zgqX{@IO+>y!+dV%-WzAjbF}|LjYIiYulgmL*;lAfO;ozVmwjL>YgD!p8`_st5P)l^K*j$cOSrY_fl&LHQpAoYD`Si&o9& zZ^rX0=eDea)6SpNHmLR1RMGkHjq2iKv#OegaW${GI+|G<)HitCbirF|C@nD8ln-WGY_fJ}V6LTrW9q2BtpD;c zUD|Kbez6DH+Aq{Hlxus*bx;Oap-@)LAIP?DubeW1qv z5`1#cy4czqsc9HD_L`fZnQe-~sJYGj_l?bz6O5b7hj9yRvMteI+)9DU)!03sb8+)x zYWKS6ncZ3~gV@1Kc0@DV2KCh#J)XZ*P9Sb8AH?mj$+kxWaR&t)afSAHc2XI5cl7!@ zp_z3?W3&4QsEcxfcW3$V?t)FWD;m7JDX`*scUKvB_wf2%Q3hL~@U~#SApfOsFXaU9 z-tyty2b*kPG-fA`>$z!OaJ_e%ks-ttNt6ndaG$L`*_WSW_B>@t5Fj~aTR=sa)R+t`7j=a zO?EgMj7KQojNZ#VvNr=)Z^-9vT^AqsBh@yLM|shsQHEEcKRUiU1NK~^Z76%VxJ^#J7r=Ro;zo`X$hXmAcvV8wA}Y97vW zz3zEvX6K{6KI1-s3zQR_7s`k8B5bn3XmDPvfOGoU@VyOrm@m)E7{#<7%RiyQC2AbX zOTFr4Xl6rDC`-4{#hLq1Wd`do`LJG&O*R}2)+-cn)&BoqRYaVv}8u2InLNDmhCZgr&9BeGqN3nuqfSuR8^0 zSQQ$a{=55)$_dV!kyzVTNQB^3YOuOc&@u`}v%%HtbKD2YN$>yR# zJ5K?p)z?#P|1CD@b#;Ga_p5DCAMm2{Q3h6_pjLFsGumc>asu)p`9MC5P4);HkP8)X z$T~e0c~s59x5(=~hBAl>b-p-TenL6H_bd7E<=A8e8hlSG;Cwm{**TxM?%_BFZo-G&Z!KBfqSiAbdqWgs)k8EUhW@>ph3^ku?+rAw zH&OVSSKKI_*;~p9zPIJW_YOAMyJ+zJQ32=klev2b=2tZ1*@f5E#g_h)+6MB^Ui3XQ zv-iy6!5;4^O;1ufXQI{C>czmmz;QUTLod3io`xhFV z-z(sp`cxlXOe`MUuz%fb>mSrKj6ZtKf1`|;LSZZoqlts~Ps$9^dTlF6>tmBOK!dcQ z0+qXEZ9lfv<(vmMGPDfIYrJNE9;xJldB?(BNkJN4`7|K2?s zu2ipHlP3SWeOlF9r`~aP!l|d7chWZJon(Vf8*p~Fz1r0~s+xb>H&xRwO*`e#2DGLB zd-td>Q`vacvaJ|d$WiN|HfbsTucndN_7wdGce{pEKoM(M8uw0Dn2jkb=Y_6<8! mraKR>N_KEW(!2HDOirw9X-QC@_?G_LPMf4iCU8sPBf&qd-h>4;iiWng0tU2A?-Q6Ak z|NC9T=Kkw_&U2pkeV)(j{khl7zGkj#e!o34Ypq!`d$VSFqsC!j&6;=2 zzKIAm`s(xegNF|pf7ii7dyXdX{l=S{LTH!%Sj>@7lax@n7izjWoX=tt^}|rJ)KGIT z6tTG#ANgTY+(6R8#(I(jh5j|)Yngn&3~b4x1jGO;m? z72h0<@k7H?LnFM<$QbwSh{QeaOA(<_%fnJaqvIkrH{c7=p)qlE#8@vh?s90n7n-2$ z18-vRtvz+OWs>Wmy;DMy)6*`8rg)*Lk;@yoAD9uEwrbU?W#8qW6AFBKbUHtu$j{sA zp*E@CknkZksr?XJYjf;ddC|!x$*Z`b_P%7vwPsv=uoo6jkb>dVmD`6Sr#F#X9cL9#?7L&~$X38x3KFE; zK9DlG9m&-dsgldg37f%HXrTgL{BL#*-4PWFl|Ys4=dws#ua;^j-Id}zJo$1ESv1*oeO>S`~v#t*G^P!%kl z?bYL4r#RPpp$!4fjdeH=>o9mMH|5QOzU%bvRIZXw_PKo#-P|UvvJbb54vQOMHfgq` zjFcPl@U(WoLz_O{R>#-}P5H_b#!7jjTxqML$}6 zQhQsnx-R5S+VZyN~<%bT|<4jbXhrH0?0B5KUXNWu6SDxAO-3h}Q0H;zO+kAUvroCosrB)tKm7CiZ z?Q!|^?zZNLT(S=t4y$Ig885kq^>bUbJ!*$siM5}}Ka+R%rY#AVE8(Ec>tM6GwzZG7 z==c;Vn$Xw2(R|1#+9O`b_d`cP+Z3#gf+29M9`JDme8LNz3;>_11MD={E4d`EC0$bN zT{aB2O3_>m-j+lP4u(bSz)C zm-BeBVCPF>qSZp7BCw{m?l#2AnGJL+9(ECMnblUg%-~ z^->+wc%5A}gQU905Xo=Bj~3gS_>g_u-M*LFZnpgFB%2dPV;fhjUbxMEXiSatHL={q z3j0*6zqL1{pw9%!rso&Vi5|GIvm(n|g#yfyD>2Na963sVv zro1?6GkUbONvG{Yxf^O|OHm8<(as*WwBrO-|DVpRS$ELB(k$wzMs7BfOIR)7zVQyo z-O<>l4wA{2OPk0wwE~|`$kXkUB8LO>mcq>QLiv8^c74wWH*vjqC2{ zgL<3~73U)_^fmka7wzpvt;~m(Vss&VAqjGE$RH$a!)d6Mok$C;2~IrG@Ct# z0TR{ER@&6CnPeq1!DeHWGlpSGqvZk6-^p`%$yJww-Q=Q_b>Pd5Ps)|vBMe6V(5nDrc^yVKk@4Tog!y0JT?;IRHkq)k0B+UAh8 zSs0UQdCLzJ4+iCHMOop6-uR)nplr<8thY~<^+4Y#&?+zVJ^=cm4rqej%sXXgTl{%}3cA5ok?>Vv>P*AF4&UeI=NpS;-(d1itcbVh1r#cUQ4le)apN$_lx9>-0Q+csP$ZX8?FBd z+%{*6T%T;q8>>D22}S#pUg)R%&`-Oes&=2D`ZM)te^$}{oEQ4}0PQc-p*;lJE%pQB zuLz9#Ts_u8?B;Xq|j! z&W3(V;r_N4`W-*?y8&Fcr24&jxWBJ(|G*3VVF34!>fky9aW4OM zWWyHn7DKAPlWH%W!b)9b$}vqtf2?5t#0&kYANn)EHr8c8Fv0%39`9c$-oNxhe-+^U z>pHwg|En^vufuKOyxlenizxTDO3umyHXX(z-Bg{thY2zo=xQb zS4%PVX4x0MpcQB!TE z%~C(L#$J(uGyVlTWb44HQAlVkSI*jsC}!;8WrKz< z?y2pj+GP8ooxLepdR1=Iqr;jPy+tq`SRnvbr&0!nIo6de$`6{J6`e z8L4NQBLfZ*THw~Us@vrDZWhvc@^T$6{U9llTPGxM0r^w5q93>I(;Sp=XI9qPtfa3` zpg>9`1>>ALfw0FAND)o#e;sZ%_JH~Ok1QRPzkuS(P{ygwwi}aJ5tZIM+RIvXo2IRnor)g=`RI6?MrR{jlH{9 z(ziBJU>AW>d6#kXJV)+f7ixV?v?AawP1bUMYfz26j<+VoNgaOv%^ z^+EckFVf8n)#+UK(>ei{{+fr&08-BkL56`0(Qn*+*E&$}{98ZA=8t`(4SWPDlGn0})f?9VNqd z@y+)Q#m(@`GrH_$b()M~GlLZXOoljQkx1VRMZ%NLG*?pM zQCqdE>E<_RgF+0$1F1Dr6bFQ+I)KxVzL}1MP&0KJf@wcPs|B29Y93CrNIf$f8E~4T z1&-4;IBf%0vb`;j!*O87%$^6Mt>l(rR4YysPP&KEqS{yg7<^y4$zPRyabf0aOQ4?T zAk0VlW&sk^ZW*rAVxiUvATQE9kQbABW(hKYyi^MuWEWAamOCd#NI^%{DX*kxZj+Ys zB8>baT(?;`u)b|1cjF__h27nKkt}-e4qN4*{vew zmVAoEs`RpNd*JDO7^2D`m*suoKB6QyncKuCOBs~KE#(z6I&ShNo4L0yOFpwsTZY1V z2WbP+Hye>|R@B9u%qFc9P|!HEQrJT3nXSlx!Zs~%6iz_lTccrnuZ^owqxV=})GqIf zUivU@gPS97rat&^e zqWGO!`sI?Xkb$Ktg1%FV>(>N$;9%`;&RL*f$i;-+3kwW1lo?sQ2_PYsOle*-Spjz3mL87gF2PUflrvOgi%oWhL^wmra>!pE+gr^;Kar zd+i*x9x@zFq9TFPAqVj=(l;R_l$w5_t&CO+SRK(ktb9_>97P7Kj%k5o74=`onj|wv zDkiR#Y{vckZsQx`h}&{PG$+k zOZ3h@*|&ZvtGISkdrQ`k&FI{I_CCW6Z`hVorzc)hk-fb{lDOC)#eF>1QP0Q^utg0d zqm5kP%gdx_^{P$N$eAQ<85S2Dq>D)3TtdP^Cwe`LWUUskNYOkjQb|2?85yuh(*nmL z4i@&+%6^hNYqPF`s#JsCJ+P1#S#lK~uutYnHM;CrYn$1=Q!FtAY~{TpeP@nwjO~kq z%#AnUtfn{Zwzu~(z3_o;3EM5#$HciG+$nDkhU{&+(4=d#P{?q2GLgQyf^_rZo9!HP zRjUOQvNR8cY*No$Lk1MCYk{MnQJ#)laJw(l@@ppY5Z}H%A}`L9jg#jG`W>DDZ2R;) z@!O=Cr!@ak-mPIVk-S9J!L=CF(MPG=f zh()Nmp-n^Mro)tj^i3|(^+a6^&D_#D0f#)z!y%v4Gq;fehdWx}IH-~uENN1D7EhG; zxYV}YCHV~`r>*A0S?ZT1qH*tGw&;(MQqiER7T8)}@;b|FPpxBggj{baSySP3LW(2T z!Sae$ikNx6vn}pzS!eIrXOr4U&1qJ$=B_pli+c`L0n#^xNLVz{5f#jeBCQq>Db_qh z?vr|^1Q`%{paqVIE}<}bsWzjht>}-Bii#<*kM}IJAGp9=-<>;b+DO$)lGMhR#|`a! z#?Hp`XPGdsClk7;m5Y4kdK}6tS4~3Kgnct3~9{6ua zJ@XbBz^~K-2Vd<)qk*j2(mJwkCBRBx;sLkzHi2V+u$Ib@&%^nkR?(oAa>q+ryD(;{ z6v~ZNwtDy!g&sKpZ}kyi+SmN-@_RGgHJ;$KIcH@D3J|VBv`?a6j$n(vMfW=R09u_}E>Y1NL1}uI?3ml6Lu#lHFf7h|qz0o6wY4WjsKYBSmLgY6c=i;h; z(Uv<-z5h@D%+G2Yfc-hw_|GGK^9xA8He}QgH}lOeYMlV=FKHgIzf9_xUqJ?7e^m<{ zShqv{j^+04CQFv1$yeFDbN141>(&KVae8h}ni!=e%*ok4Ww^= z6X^y%dw_vj{VlB)@c3=b!{c{IJ@dQBfXDA?!8b!^zbzUkmm?%w5#EtBmNRdoX_7&H z!M?^?7qw!{vrCb`%YHoCNdey)vn^qrT&6P)+k%9(Y;EOZlRe_!w>#MjEBW#|`+l#a zG_d&uf-s>a^2FA*?5Y07?`z`_`2&aQ50Sq4BcvnJSUnEk{IS*vSp13RVezM=p7}Fm zz~axfz_C!{umn|kGu*x%=u) z$bid#YJuZ&94I4b@fnWN!*ljw8^#CAodSD7ZV?{S^Ex*5)I^)IIgDx> zZFvaCsd@?n&EDu5-;QWWwtoEvb)Vy#r^;oWS?^F%S8N6wEbhQhnY=hmbGJ89)qF=$ zKX|0UfKj*>I7S+0Tg|MvMXaED0me@! zsC_liJ{wDjiH*FgxQZX;dMl70wzmihzPHyCw5TM3X_T_GBLm1LPYPcgYaar0y{#R@ zqVL-LLBy&?Ze;Fpf3(UqxfLr_^2R=3nP{3S0LV0R$eJTLABcoZ1NugH*Gvno6ZB0> z&BLS>sb^Xv114>>z%kJ^25wO5JexW~k_i#am)C5q?`k#B-RJ9=h8vO<&Xuj$N&w{1 zEXjm#+h|)F6FEjJy__g7Y;mG}#m7={#$IQI`07l5f_8}^DLmesT-#yx(cJR`$(gp= zG8Ec5NbQln>41bn6V<VR~tufJSf4L!%F= zXZj)o8vV4u(Qw-_rHx~vj|>5;j}om|NObR-E_l-0@0Mb@9tvYA7u^uwqCmHnlUi+V zcYysDJ&0jbSIBdld1So$#B@dbq0vXxWPV(Ty?niXn}&#%pyQqmkr%Vk52n9141)m< z(Lkhc1|ebK@T*TdSnC7~hG-rJk))m(iVPSG(*nmp_3w6DG0eX2Y}3_Nq)MgavgTvk z2pchw!C%YOgZ7l!^hu1IPf{|NUEayIYKXnH_aL9|h?8ulu-w-=cwfy|p*rs9j_BoM z6T$`^(VxA=u{b8#OS#36HN&-ih>UQ+Mk0MP3hCwrzU{K_a3In*qqSPVWsK(GGM3ac zH{C9JHFTGmx-S3Q8<6 zmUdJ2RIFLf`2ITcAH_=9&dmq(6axakIN!EJ44dQ{(O16_^hlEeC`n2On@e@|8zEQI2xfy|1K# zX&^boREi|ZSqo99p!2|bH?CCPLJmcMh`$MnJo_4R-|vX zAt4i9r@MT!UF!r)c4!_ZJ4rpW3mGuktp$#W#&|Y18@X=SQHQn&%_}E4)I#> z4Tq_6akVWw-vhKEc{%hPYjd>+7iTS8WlQy-hC-9t_ABHq&Lp?Bva_v@T2!YFYH=j9 z_jgiVTP7KkIiGN01#bIsT*l|S?ZadGOKo7HlA zcK8`=XQ}>{Iid)l;yY+Zk-j;Ggo^s`PH7$2Isugvnup3sQqP=122@UKfuo}4oLK)< zdC+8t>XftdTH5sOZrRORFsJXZUAt8)+2qI}wrc1)MZ0>SX`O(< z1Zdt2g$Vo`tTmceUa{`)Cl()^diuO=rlJu3^v0S)Fj3)z4n+KVEAM#z`*fJSALB zNQy#$ORB?m8R?reWH7Mm-S%{?7SPGiJajTiJ#z&a(7CDwj*dG}^u2%w+LGf{Z|(Kz zr_Z`g4fa@9Mz`H;Z^PhDLKm}p3{yl>544l(2M%jQF%IMN;>_%cHtSnUsxnMY?nYZS z+U?ce8IFsY)_k}w&`g##50z|(>l)HG*O5?hidX0P4XqRKxT$$~SlGL zua*^L%?6y0yz@Hz>D_ljhxE7QsNe~kb-^2UNU>< z#_pUl>7w?jSlfogeFv%p>6-^gNYu@9t{-ZhfW#xsL*g;1XPzJf5>K_@o9&dw%Z7v#x_M+v@HT2!A3fJiN|)>8`7)+P$mr@QPWfEmt4tXwTawVHqrI#%!In&r zl4WxJlq$e4LUPCG%QC6ldPslElqvw2JafpNBYjhbblvg2IM55N7La+VdC0sX^-MW3 zAoE%a92t#D+ncMUdJGm_t@CL-k%E@?;{+Vq{-f75KE0L?Pi~m7Udp$r5p02;PHBIX zdpj_?1-kXR3q(ZE;>dEh@oL1cjl=6KX2zFN{S3wj*YVI;`~y>=t-|1qgYy>Yn@Xgc z8fpS@6yIr`0DhI`f&ZS=Garxv{Eu4jO<#mBjBdGt)j8vOp5(CnOG+dfjhh&~M#|P{ z_(OLlxAvSVpZ!HTSdJZKv|Ohr3iZaeooMfGl$4eFjrBa+QaZoS6tyunXS0vzaut7> zT69ENOSuuzQaj9iQUEZicF1awzWI!VN#nX{?weYz6EOKc&BNsTNj)RTfQi)t$HW~K zyNt{CXvT8fS0N9Pq-fV7r`Nq9<_2u0vo3o=Y{w`mLl#>2)(eV%2oiab5?L*`T9k3rl`sRm`ZcwQa zp-X;5>jXr8RPzw|F;dU`I5Hse6I$>M5qoEPA1RH84clAx@u{P;`Y|!-pcwAs6I(p~ zq|%7!!jd;_H42K0{gc|zc^Lz>7G3jp_a4;3#|E69ZZ1XBh&{h^XC6}JnY1*KOF)UY;(Sq%noNwt6)-`(9se zFZ<-l2RBKwEu!R$y@jvg{x1v6Z)@}L_#KDqcagsNJtRC_ydjAF{JvHTsQiKEq4I~M zp7|qWK;@6Mz)?}heGJD7O1f-ain`&+9}qsAVQX=?F%DfDv7RW$qxEg+${2Y(4I*tO zMuejuE~&F#F1eD?YUU{Q?%BB7B1wHuaei!&yqZZ_ihR^{Z|3;ra*YW7eO*cYi8c+5 zKXsV?4C$LcM?$0Sv>TfUf1z~(4u7e6IQ$iheFmlV-X<||rE0t+&*AXZ1I%PCWBwz4 ze8yHnDSDYXXbRgr&v2yliY2hT#DZ3`IM?Ibd7BdKg>L8cH_vTnP5G4mD^>G2&z4VV zvL0WVTISyr39SCzLHrM-Z~hbMM%ecb?S4nA1+2cSd02%tQdSL+0jq{&>saZz?nsYu za&v$X+0o7YM+6G4w%DqR3W(;&D;`2477U)n^0vjQxb+G&lKq}ru&ExWZh$Q~87G(8 zoN{z7_ZS?<+`gyku-j_9fKNneo~y<_Ym0VD_9FX;hD;;H0H4MVToa^k!jX;-4!!!0 zO|?!yrkUm;)11^Z5y*f{3oUS6q)LpC!>4{WGt8#z6u)4rnsZDkWx8XNcE)DQ&B^Qa zVjzc<2ICpuMWgBdA;~lFD;R4EBol4v`uzqIdLjcRy|lnF(H)Y*ok!c(J!}ZD*yG4zXi z(N z_GtV5X8Tdky_BjJs5!M3wRB+u>%46n$H?Q;7#XI)G5euKkNCPLOfOEi9L_3is0+q4 zxw;Y77epULu}=<1$orG-^!0)PQ}xuMBr%B15N#Y5kq*^RBu9>sjs-Jchu3he6R;Se zd031j^~@+_z+$u(I2LYqFoEAVW>b&LvssaFG-I?; z(2sR!#vwUsj0Al%jEdVpoS=0A^b<7?`bngonT!n3PtgL0-aVO?cVZ5U*_`3rxoGay zYq@dK>LWRrj!cGzJUIruu%=C096LjpXQ(ZWqPL3Vkw%7IN!3oMo!9)8`NH!vd-U1W z{=KED3p*=(F`9|S$jjcK-Djq1({PyPFil7LW(Lwti|<*KnOZHNF-!B%m`&=LImm#< zTrF@k+-aXT-C4M%?C8rqZr`hIr|mt|C!B;DPG7r;n6HL;lj9_{X{>O*O;s?qV_!#{ zF)ofT3EwyY9Y=Orb9ppclF_;xTfGt3B z<`@YV=Q;+~agkOFxGdH@T$Ye}W+^h@vP=sc7q?55-Be1tdaby91WDd-=hB&?*KpA7 z{f@*HSwGrG>WjP_Auq>t7k%8hbEG^UIaFS#cY`8|-Yl=D;)w9QlF5UaWcpi~d$!n1 zD^}v?OrdjenC018JQuTETZhRC2WutLH>;2^(Q`}n`)#YWTEJwD=3%my)H5D3V6sjN z91{)4vn;%7Z>w|oNhjuOn}23IK7BbC@@}pzI%F?*ab1&ZGgnJKkwy1dFprTVi!`DicgC!F-zzSC+?kK)w5r;)2%ne_?;QX3q? zjY!{YLPAQ9afInHj?G#pV6;W^FxpD$nQh2`(RM9xjMSEFU#({g^Q=bT2eMC+&4b30 zt2(G$9&BL-B+DbN?IwN7K{mdHLer_lCW1x505I9mgv$yd;*&NqohPJ8_iyA7X14ho;aj$ z;*sEYYAcv1`?Xp?;eh6$kU;90gUEnFq82y`>ToTYv1@$O7#%>q{Wx)do2eRQTx83S z4Hx$P^nen(GdWVxX*_dQqo|iT!<2ED0i~X0?RHzaThbC3MqI?(+YMRtmo-r>K%}^E zCJ~8?#F@BkKj=7aS`MK~miy+AVt~(K2QGy4jX}c4Eq;TY#3NcQ;Nxo^K1WGCa|{{q zIj#kcPmFd+zC3Pr_*56hZ%4U2eJV|6>o_l8Kf&x;#k_5M1mj%Qd^$Rot;IXKv-Qg6 ztKA91Z{ZoMYE<+LN#2h2zH6WGU4Heef98a?2>O$x#H5kFIgJFpJ3_5S@Ql_8pr6$| z(9e;2<~%Zho}>j1x^oxv7ZdO-ve$dj{WiJRLHoYD!HR&7vvM!w{sAUPEs?r+Hg6E~ z=Ocq^D~IU1bzi4~mH%eVTRk#?J6*j7z|6_J^Op?Y zzyScxGPG+;9Lt@vuG+qIncRwDuoEkObEXsi?QJ^cEKB=J>f{S=P)M>lI9I9m+L-Oy zdpwW0wyTt!Aa63Xd3aNjHDQ&#)ov9F63k-}DWkV7L$9j)&iBvnV)HH+MQkL4z^orZx|c9EU3x>6=?fH!(Dh z&2^sE33%jd9v-(zJ#z;c@VKi5j)$7|_UD=n*||{thd5%JITOLc4l{%4DsiDlgX7Wq z`0?`0a$>*JTKiDh;8;DCH{F}LheEutz2W^}tZT$ewxETr?K4I%cDA0_^dwxUzi)UV zhV?T~itxF)r|mrEP`Q2{^pbJRIJVdZrQ?aCoN$jzgWUI%wZa-^47%k4x-s zUu+$SVq$DFqEi`J?-(n$aZzxs?h`xt9PU(Cm1M|``J?e=Faq*$El(iLI0V0`8|2em zn=@N0seky|rq68czEQE%R&N|WptfKq%>!OR%jYGOQ1ejvAyUu$FfyR>BU<37s6Vn>-jALlH*K1Z>Jsk! zbM^u+FlKDlyvCF5oe=lBuN0n=n``#yG12#vx*h;~r5eb02kpyskkDBZ(a&D&H^n)D zE6;A}Ws9S!(S7hVxzL)`BVF;M+AR2g%;EWQB&Uy&;BQus|0lIhfd8j75B{Gf^~}#8 z1N=X$1rEQO4f#02UKnC4!gOXl;=EjnZYZ=?cvXy|4?MHYz5!*gV&h=R!=&X za7tb<3nY0j8t6&{V~>&8-RAXJEEk6|Pd3FjmlskLtJCVbeKqT#t?cd=YN(*y9ZEK zpGS986J3lcENRXboSt6lF>`;<_B-i=@q>2I4KHnhc5L$2?vvAaghF+TqJM) zKwF2&A39ingyfVm(shk)T5&2%mnCzAPR}6(NO`d6xE@MO>Nm6**(N%lCt^ElH+e)Pbf&+OH?gt! z^zM}N5ZvagUFFkSH}55RVxztzHEaG-TZhJ9Iaq&<^v&NOq2bJVU`GB{s|8H{PV+GN zds5H*12SOpk6PfExL07@+_lmsZyAGXOgMr;e`>ErG6c@ydpst%@Ic<`;{J6}Dk z{>6^enWZtfzgak9L`%N@g)eG-ku}W}0$iFqY!OJ#CL`ezQNL-`QtJf$(Mt1hX-(>x zHpqZWTP<*0oC9BWdJ#@h+74ZRyl0#|ZnNAzVR~<X4p#@HZ#p93QFp2a2fmZm33znYJUqIPdZsHf;L%MB91nFC zTMr#Dq?fH$n^7h&$4k~m7wmj|P#&4Hi*-tT9MV<;C036u?_ma9T+`p@^JuhM#hwXr zfg^Ft$KdI|*mgog#&=jChxfJ*`?H|mDYsYe+D|y%bk{~f-@~EliS$h`B*gUHHeGO3vTPO48xgRtwKt}BI;;+}8--u}9*g!bUyShe_sjrA0;Pct;vgial#x(s z&P1<&tHBVh7O;xcJgkP2dS)0hU^QF|9IH+ANxVEdYOBW$Qqz%se$_y>&Mq-SDfu7& z^=-irdTlc|GW+W*w&0bco9U_7j7&2^TLJM%*Ze3XXOWSv6M|E6W3)~HcdX`tJC4*d zWPtL3b`~L<6_&hh19BOjH0c zndFd7Msg+@S%2?!I8D_$0h4K(hsktO&&)suOlE3^SF66>Lp zXt?m3Mi-WAoq)y)%|l})sb^Lp0~)Kf;G2?y; zU$&ffB2hkVWn7)G#j$H7W4?NVAJ*ggzF$t)s8!D#HWHt`nDJ(FC(k5IaNoY9)}*oy)#O8-~GFhiDs;Gss9cq;y?g zcffjwRtre%)I211k$Pq~G9VG91&)NC447#12eO9FmzQAdBY9nMU-KHkX_4F<#M1h? zTT$E8p}b^Bo(!fS!Ln+4H*_yqdEA6B>DvT*345^07V?sqwOjby7Vfn9M#}AVE@mxQ zC=a(u1|!u(YuoUMaiI1fIfsmdhdb*YIEH(*TEJtU=HU@X>X~?Cz+=A_I3D_F?U>PC z&tCct9#)^XTgvBS-4x$LHfM>RIYqbu6MSG)L53A4i z*w3T4AH&DbrqVdxnkN_fE?}6=LlIQiXB$Q_UCaS(7Y+#y&_N{Ukdbg`#>{YL?~v9B z2prZt1VW^qG01?x5iM{8+%k~u#wKIrwtE95gynXD7D7p~Q-==E}`JMMD6iyfva2FP4? z;L?!3Nk_Ww2!>UL)(OaDY92CINIi2E8IZ}+0!K#8UpW2G&L08LWK}{XVtD zdd=zMk{6@TLbR4_=JBPN5Fa0rqJ6e-rmf&}d9g`euV?$RMEfZNi}`6<8>!@CB9kWB zzKxPp?d7LZ9=WM4d!ndeldbJTPs57T=+VV|U)luy0*q1K&N?!*)oXn!2oVlPaxnem!8`Pw)vZaY+WkiNN# zbYm-c&gh=j30M?p9u|e9o+&~GEQ+<@o9;lDbeDI_w_)JETnT)cC;Icnd2igm>?J-M zxo#Kp%X;I648odxiqq|?y|E0!Yf`nH=mh)K_U3Tjby9*>uQm6zeTbAeU=NU-K}JHv z1r!36`$($=Tpnv4E>B23^As6yDb)hU#VwaEN?|7{J!aEX?WXaFHumCmBODA{JbUKS z(K~hH`8B`_I8(8NwSz6#Efvcr4AvT-u#8Stpkf^SCF zmpApx{1=A}zx?>i{Ff^``PQS)U!LcmvvlcR7V@bq$;=yV92RdKs!AjWk&&=y;f{%; zcdN8cz~a5;Vex^~Gar!wi%(kMSgdA#;4i(|(6#dxM%H9|u_=oFStpbvCI3hNOttuLkt+L!q5OPUV_hxWUER4y z^JRQIvt7(m;+yOpC)Go)Pt8whi$MQr2jypwzWG@s(4930_o7DAOo%`!idK2IkuLnCHgweBA1j@}8dQ-gi@v1MXdIlHRkmbCBR9wU8$y5^U)QPBU2L-VUh zju9h4uhAwqdVXE&1n7T5^PvAtQqTMrGC=>^THw%YwCT&a_x~n;N}jERU*&ceHBM(e znj9S#Z3z*4`R%VY?ziW$`5lD-m)~{Reh=xJ-$%lwrJJw}qCe0&0hd42JY4>W)H8pK z47mJ>7C0`^+7n-&ajCSgx3F~1T}!{n^=bA6Htu5^E)obDSM;PvSDJfING755_fq}e zjG6keQ=ghY)doTSXAa4qBRM^c1bKw(1+M>6>jcREO7kH9Yf{hr4KhIfw_4zk?^EPg zTS;D!Hn;EBLAHS|KM+LLw zvCfeaOkE8pdGwHBQa$YY)cl>c3jDu!aQ*@5n}0+CzwVU;-1vXeIsyED);#e4h14_u ziVWcYn-)0u?ywof{25LMB(>!Ms@i9^w_*4v2R$5Z*y-b zSKQVsI7t=6Q{Hn!BZh=cGE$&NXCDyff83$3T7=E^Q+JzlBvO0hTF)+ByGH7Wt6nJ; zZE&%28CP7s}4vM#@aR{nmAD5NDc-gA>q!gs3vNrbpjI2H4ljhQqQzN1|(W) zfg|Cbb|{bN$tjPkE+qDPJt4hEa(@9%>e78Hw#e<3>a{KN8T`*ts)Y=-Sh>4#Vgvc0 zVWb1gn-f9%7_WJGI*1!kgb(|e{_G<)1T>4bz=a>cDaw>P3wn!tV#l;n1W;-1ptV7A zFc=Ayrc4O;;6^*G6HsZdd8l+C^-M=(K&6uwd_!fy!5)j|5}eSZCg~GUu_eR++=G+$ z(E|AtF;w52!b`KHtgF0iE$T4yOcn>gzV{9*Bk6}aNzQcL?3!WAPotwUo4PP(Wz3ZM zom=Y<*s_lDJUl8dH$bZe6bEV^ii1c!GZ-0A z9HIq|;#w$3qn)N(WNO$OdqpZ_-(CQ^SNtV3PH z!;l;ZMuIiGeprprIswp;ng{48QqPP=20+JXfdi`6?yEDUU%#C9>&Ifg*c0O{@a3C=hw;V|xhtP~Yvk2lj78O5oo5S~d}gddfXg_CZ9LL96Oe9P=_wXe z)B7T(v2Qv!SyVy6R?=Ad05OL^~_vkz+#>jI2P*oecLyPNRW36CcD2I zL==$4ax3@uX{0DVF_F#164d9nzw+OVpRYbL^R-2wFK|#6B7L(63G|k3bBpW6S|@6sEpX7Iv;zub<;mz)oiG#QI0<}BcLlTXL3cGjjTTPhjbZGLcCgPU z5}UoJxbp`jqJLg@X508HfL~k)@3incqG>;4ZOjU758x{ukX1oT*gaCutV0Ia*K2{pevI~51>|?eT05)8@tb7cJ}>W9;&g5ui@htDtTu$j=gWBn zk9oN`z6d8V`3o#FNz&CfeI+G_IKX`a|5RhH7u9c-lx;JWXv(kzc3-dSYiowG(B>ui z_QsGf2yIXh5ZdU_Z9;PN7YU*Iw+RKDwrI_O(^k#HX&b3$wj%>hJG8)Ya<45-o}GZj zD?G!blh-W|&Rf`s-q3FQW##5#EJR6I7%fmIF zI|pl1cFw&DFu8%vnokJkA#3Hnht5uv`@5-Pc51V**yZr-Msn;I2@Cxr32rJxYn=dp zjOM|=htxB%$N>LdEpYgq7sX$C<9?R)Urwxa9`^P5Ru2BX<6^#)wdPNcNeO<@L@C(H z*6x$Fd@lFx&7PeSw)64M?XBhJVq2k`6jyA;lI@Z+jvC?oNrfrAEg#t9d7W1`snql5 zW}h|;gE)sM9_gF?NEo=|Dms}DXq|vTg63gxkkm7Y$bi8iEpQApGtrHMA zs(FYUBlXO2WI*JE7C0g<5L47kKAdAE_XsZ2K=NW>v(5y9qj|rGXVXT2{Jf-i$8BMM zhS=uF*j_U@fWyZ0mn!qydMeSTFjaWtdIe|A`3pm9yLPg-uoHaEoYdywamwL3jpXbv z5*~1jXT`X&xTuNj;N<40v470>?w`T{nAgul?*xWnXS}e(STmF`UUxmmD9} z8BhD#bPkR3n!I93ZDB9#`$C#Jx9$-~ZS*zVwI@cjLL(J1JGiiwOP3s7U_VlAI&oTk zQRoArQTzgjRTJdm9ELAHZ7wPVxLk7Bl93$#MLI4_4z+iwS|{LgS@Up7BlS!=GT@S- z1&)h*cC3UDSC)OWa01R??Lwly?;~tYf}R-v>aO#4g4a8i@6aXbT>G?xeac%^zO_6Z z&V9dr%x1d~GVi;_uzcP!Nqxw#!hR-G0l?&nLv|I(@n0lNoZZ%GlC5C*gcg>J{yvkkmRP~6}p4W}su*jqR2xye*ohEXVHe-0)WVEi7k6gi- zoaY2JxVLg6k}yBy38f0$cS#WR8WVmh5;ulA2=pXjEpQ|*s0FEE<(4}>n)sxyS)ZeeKH97L zjsdJfITq}ZeKCZ|A^ZVN{=DN5o6j`%J<{y)2e!7U*Lu6W#1Y=x+!l=;Ifc4>^R;Ae*kE(ngJCn4lej!n+f-vZ zkF{YKJaLGgB7IYegn>qq8w8t>&$L=V;<@G_QAX;S7s!CbOD%9D+#@CT?1NzmVUmjt z*vxRaJ^c6q?V1|{r#6zjpak@9+v+TNqtyZmZ#55v zN>b0fLk1M8wBVar!e&IlAjv$xgVBv0OqW~D=7;ObyLiw_`--<&E1%EZSQnO^Z-&`h z#DeZF??WAiu_jJm!7~2S{=M2mDfXh&Hnkt+Ge5OJZbkQxk#Y)9X}1P#*w&1!d9Q85 z-S0Z;C#_=?TKD!ntl@XHCbOzZoa&aQTv;xudLQKwwtuO#ZZZGuI$s?^6 z^R8J=v*>Qv16$i&huJfE!K?pzNC7&Gqoy2qx;F0|EtsFzwjuEg4%9Cqee+95NYtH+ z$JYI_)(J@bism8ltE8U!HDo~I*R{ZrP#q)}hZ8JYAy>H53r;mYPPC~?=jqFt&E?g$ zC7LabVWC~gUgQluh5CAp{te~4X*%4~wlH1zv%l&gw%)mGNEGY5JUH1QD=8h zbmAsk&_mMBvK$&ZifTNBXDf7VRM3wvXz);%vPZrb#x3qKU>FB(7+{;0EamA~TSM0T zm9`FzzjmMMA?ZHGKZkVfjN~6=Vl3!>6gE6iO`SdLg1=)7 zCi6aR)*uYiPks7Z{o_@bu7ELq{i*QoUG(`q1nrVS!aRwG&w(-B42miO_^|PZsHO&QyWsxv_%G-+G&B~w2mJaeF4CA{>HrMVxhjZ z|6OXcP}rr>_GMFU{kJQd_SynaJGiDhB00&61S)@?_!~!~vsMexcF{a&yOMgQ8!|xK zT?-sqeXl3a7M-H|NYGndHiqjQ7mBS(nlVlFIK~?;^(#I*thJ)Iqnj)-IHo< z-S#@}K1U*Cdu<%s_*3)KIc7Mk5pYbgMu20 zqo5{XWNLvyL2V^Gdk*c~-r_}?xs8nRaxQf1^As-(y{X;o-jOut11v-^`o8b>)^ums zbhok&Q&0RKO1C3kt!$YrrQABQyMx+#@x)%OtlsQeQ+p?2_v)Y_)~4RVNOi_-&tH+} z@VZJyNF7h9E|@U&K!l{(ml^KWSDqlDf#OJLNEn$$V35#Q30{Kcs2LpZ?STdM9Iu2M ztj=w;sTtC6w62JWaLZ6l_Yzaw)jp+G$e_XHiP6~-uhBtGh4jS^LtTopFrQj$w>DrM z=BbQtPpeE@TEm?nmuVsbC~4}MH3M<#1yQ0|Q2Nn8EtD;YX{k73S`kL3H5kOSQNpw5 z!7}eL=5-I<)!FJ`Pt>0?tR)_G>Mh-tChp8Exf!_IugD+sl+z~%?aoT}Q3JPm2@N>o zdzp51&#h;Ed%|zac}MGRtCCUC&Qod+;?WEGij}r9q48ixWeX}gDUOQHgpuh21{GbE z;8p02?bhX=>JH?nO&zF$1@Le^%V*N%x`z$mfZI^X-SMk=c-x$F58Al{G;jB`abJ!R zFHOzrX3sCy8HI9b?vR7w`(Ebe>tznCS%3<)*4?Di4RqHF@Y-Bem$>Ps(oxdg)9L}@ z)C-~{?dt;6tX|3!Wb{@X8GQ&N(-#af`YFN77=w(L?fR4N@QbcZe-#Js$nzKg;=&8U zJMGILyb1;>PvAXRad^K$7?~kp;5}3cp7$gQ9mf{m3htQfrgjh8=oSyO>UB!E)kAql zoEl24sXyHwsF_opzB^H&>e7ks0wbSgZ;YI2k51x;cJ+wD^Oo2{8hT%~=U3R%EpuR3 za7S6RW81DhT2uq2VJa2+!#$l5V8V<9{cR84WuufQ&>yWh^v4iJW-J)!k5huDuUS!3 zcXUuwdQSOI zI34#hp6`hFbQ`lfd6&gDvzRwkJUYgEUK7BCnFyl8Z+MpRY?AT>9g`JD#}vZIOa+6E zX-e=q{O$t^dP-OFz@3wloBgKQLks9su%yK)*PB1kopA?UiW>8k91XhDZF+lQJX6M& z9cLfUWu}V&N@jRwGr@$J1)>CBgR~bmVrDB_5Hm+{#2CWJ%mss(gc7_My|AmjW_NU= zKiNjhE#0sM-y`!|4r=3lkL%v4N_vy+3bOu}7i`vR|3yDiiW6JeieX!mI)zpSDAd>($B=$gfcx@@okr zvkna8*DJx3mpgBUM)88F+yFY+E%xl}iL%ostBx;EC#R(gN)OEjaX`#QPi_;KFq=XD zB-k<-1|D0KE$G>*IC{1bMrJ!0^z2ZA*Q5PW@oGyWU(?H_bj_vJ(>TAO_CX0wCc&=~ zAsm;s&F;2mTROI{#d9UAc+s`lDJH1e@7Bv*euY644mtC1lfd)y33Z~rF=Tv9j)b3np2tbyF*PFM%{Cd^-{S~zR9wMo%yl7`-a^g2v>*`}qEUE2akiID@M%>$6nse1F7;az7~z8=oBbi( z;Mm>c`5f)id{REusn}t#NtRCP<63*ho*8LRC}W0At@h49hR@q)57W!vJP`w=JoVI4 zL418d-$b04jub~2nGbNUrN{(gPjqs}n?ZtakAXP*f~e3K(VLz>p*%swClyDux97D}!$ZXs`x`|cQVdw+UjMQ476=qlFB z4zHM$w)k>*?!4vW-Cj-hj%1$4(B_Fdrc64d^x0|e=Cdjq4WILzJ`dvc3;IgMs!M3z zUsSdr<4cMoy8bjS6$9`Z*H^kfilj;r<)Yjkm^vXiIHfC|`k zH;={KYrdv}5%G1;=o?_dd=o^(v#}LF`j)Z<5#LrE5#J$<%y+>c;(JQ)A~fK|r7nfB z;s*RT7#Xgt*^jDnd$B!3+^)&xZuG-;sbkeldAqS_X(uy#b!eTV0pD;NxayIxo6C2x zn}~KRT-WXH>c8aFj7EKWMk%+Nd6ZpUCV{$BcDMe{_f|dGDwn zD^Jkz6UEW-Q^Lsn3=BGct^}_`W0X>i1W(%yZl8|kDc#yWsfTg$4h=q|pO?Emprt$5 zvo7_-Z67?`-JCbU$w}e<5>}HQ)rPg!H&TaVH{5QwwNne4nY}Lo??*LxTzfWFq`P`l zK;s4T3vocqFFmRn1cxlyjFxPNk)1d?Y;^w;0^g-sG{d zh_Q2#-8K^I0`ruNxe&6BvD(HejQLsdPU@KJ=W|Ec*0(8(e~V-- zb(`l7`iW>owpzAlfu@P5DUos4_27QU0I%r&d^0+UZ{ zkd@!lEC41|3O3M-DRB7~7C3IeP@KkWk-|ku7I2;vVYOKn zFkVI{vSeMch~IXP-MU3x7Y$&5V~VS2G?eh1N`eVf3Pgin<_PbW(#jTOlu;ZRWeFow z4h%BNE5XaqDgg$>+bn5sX)#^wljdA2>d`45E455dE;$WjTyuM_pxf-bE}r4r9!Qw1 z?q;`lS`^jTr;~kLAMLva>%zV@(w@w3_sjB4uU0`+kX6xhtOO=ZWzg5SaQIghj!KT61#4&zQzXOPOG9 zc5k_BycZeF@3I$bF%{5B1W7$c%bBBI zsE*<&s!JG|dSFmgUkP53rd)27JJX(CVUxSZn`TI5BDd@3r@kaVl^0#}x8C!gX`pfu z(9jcV1mZ&sBH-C-2o0u*vIPxI6-Pre!pJlSgN7DL@ET-XDPZ>$Ez;3ml~t4zRNdyz zHYFc#?b$W#qw@CFIJFTzsX-5LodcA)8upq!%LggEHO8KEJFCpF+w55eEd3elq-3#g zx!o9K648M2x$={}dIe2hmTEJ(X{nM?(aKY54dO!#rneV$Wo?xwNNA@x6510+rUMux zbX0E#leCd8tqlQgZeRg;|ez1|~k=X7l@ zUNnNCO=^+h?cJV2wQ%@-d#7J-(Lhfh&#y0-F#SN^Mx=-9{>l^dM2e$l0AXYXfX-+M0$Sei z+=hS&GZge%!nkah@&qlz6-Ubm!pMvSgO*WB@LH0$cD&bfNPaH=+t+5aXrXV6=Q|cm zm~kNb{Kl2=;(1fqg2eHPBXI&@WF~?^;v^+_iJA}Oo?wrZo8=zRpS78fkN5VbksiVA zEKHftxO*#j9WnpE%!u>k>+TX)^~(07Z`fuZ@j$c}WRKn3)3ORmGkQ8@2JidFh3OFS z2tH=)ot*Y99#37jqj?>Bup}EiQ_W-*kCZ8%*HjQ!WH2-%zYAx&@&p|-6i3HQ!pO`5 zgO1rs@H%{-kYTrm+v={4V&t)h7bkY2X1Oa=oHdFOKd0ZaqOjRLnSdz9`U~BD4kU3q zN61LjymMFM9^_XxD(Q_zjDPrsBCpFL?dscG&G;{tWGQZFhl?=dq+91vqXxw&A% zBtXRYVRU#d^OP;=&j_Q9l~c7HZ{@HsPej_D~LB^JOH_F{=fg?L^N-BF=|+oY$mazWXa^W1HQH5B3h znZ+s=2}=kuXoCr}3`7E5nirsMdbzR%2`dyw!b-x(tOA3C)k^RZCi2HK^iErO**tP< zM>9fUkG;F`=HeDz7_e~@3%Q-k>(~c#b$7GcdwGk^WMkMn2Rec8I|8#tg(6_BXR{8( z{TTGmAo#y-P@cekqvEjNL>QUPU|_#R37)-QSIp@27H|IlTk-e=!E9CO$k^s-Z3po^ z29c4=`vUP0b}CPhu}g7e>?VxN9x%w*s{}7&4L6J7>p>p;HMeI7wI$Bn?H&}dt>r>P zHOqJOSm%azp4kxNF~j}!}b+pHcX6UTkzFMrCou!AnMl-4UD))f>!3YbCc7 zb6%xF{{kUaY%pOifzbD_`_NfkR<@wvisC4^N*I}IU{G*f30{F#A2X8XQ%FO`yE_xT z6Z^xZc1Lcus>#V=e0`?KXRB9NPxOSldXKr~xk}15nmOZgx230MIK`=ycPHDc{y_FY z!&}&m5jI2m44obNutdcL+NEl4hyY@4dSJeZog$A;&P|@+W4D%H{b8Id7!@!(T9W>tw9`(L5QaLUovcb zqCA1vpY+jKlW(_VjrTeaEVRU?k4BsbWM z#)&?xyIimvCMR?*L~>SR#R56b)B6yJH!|qkfM0h=n2#t=kn>T+k@GRa$b1|Oaz3Gi zXZL-&eLRD`LaY64$DXivq&+{TDC*wteNN72KB>PC(N7U#n+9<=27PT0Cy;(tc>>YT zDGt%k6Gr9>U?BQMC3vF#1k#I5-L4`vimMXZ)fGE-=HPQ|D3jf~!37IauVoe4R?M!g z+Jrf-=Ia?3tPa?{6Y^ARswXmp1^YcY^G?xtW12g=a8$*XvN*P=-*~_@sv$YdmsB(w zzU(=D1;pDJL__*^I=!2}rffmR*A+*`HwYv1O)$v#mJ+-Szp$_u>&%&fdGNeq+ew|y z{WEvx=Ia=^BPBY!<93aV!L(9)ajv~K%<1T7cPi1ut+Sg{31FVIp~CZ=u-y zL$8RuRT(Ylj+@o{;EXr zHtNnzv!^<{E!C3~2F6cT#d(7x`K`)F z$nQL{--8MB2hcwX?@^X8e^j0z4C1-k!M z9J>D@jLd(*KsQs4bh@hlIq?Qd>15B1<*7Gw=jV;cYu6KHmF-4(i~?`f(ttr@*4y>* zDSV8mG439VQGC{Yn<~oVdf8d7TCD|U=BRVs>Ox~X7jSIk-0P0Jb;A=>pH@BSJU3P< zpxTpJg(Kt@LM+Z8zQiCxIN&mEkj;-?Rkk1`o8kz`P8gXSU=Wg13I4uo&6!E?rp_go zV6vedW2v!QibwVIvMp1{9v$O0W`a7)`=?-^BGJ5Tms6!Sj$lT2oauCGdAByVyHlD3QPS)|xgG=?8JgO6U`Fk1unZhay(nUOpqF}-l1AQ&>P8bPO zTzLZN5{g5*Bw=Jqfq`^sC3w>QG>#*7O#!>Ju51|en;9pTti7aS@F-WxJ#PD&J2a@9 zd(d4I9A-8b>T4h1ZvB$GK-Y7fy#iXtj2%hPGCSkH$8IWyAm} zWj(cWV8WCK{ry)z%5??h2~sL5j+9D-k*N#@DOHr^Vfne)zHY@4g*b(0PQ4D8-qz9-CTDYJ zW>57S{Y_PsjD%{Q(raMCR0oleD{a!8Fg27XNT{he5^51frZyNPysiWFl;9PNpeUD8#on#$4&W-n#&32ZyPJIPn~U;xXJyM)^-a8yN4Wc?`BY#(?*Fm{ zc#!SO>-KVk--T(0ADN~q3fj#)hvs0yv;cj@@urG|X{kJcb1TK++?p^lZNR{}trDKK zf!Yh$+WiE>zIOf4n_Ov+e;S9)QgN2$7;1OnLnX@uHkd2+>Hr4(4@qgzyAXLEm1bbj zwYj~A%^njWxnjmv7X6;EIPt(fovUVka}mAOnu-3mO*=6_N_$VO1Bl-+=qr%g0Jp!B z@&qZJ6-P=J!pL+5gOqMc@KT0wvnF$3%xH{WI&3qSy=E5AwKot|*d1Hkn=j78FT)*; zUC>V1=3Q=%Mndm0?dq;#;M>EO-xI_^7=&-$v?cI_>8(70Zy&|s+m|ph{lLJtzY;v( z9FFLqu%s4Pec~c2qirOZN40O^}I@>GUzvbgcRL*1dEwBpqsC&}R?s99X%Wm}wo6_B4 zaNr{O9;aWs6QhRYsA^B;e>;mAucF{Q!E=}h;sOl%3LQ2cO;(=3d5Yq2o=O;*X<*h$paZ(?w%M;^W53)S&Um{Qwx_a=<;P6F_cd!=fkQuee=+PW@79c- zf{8?5cuHMRw90IaJu|MTyw{bPq4E(j(-WHo;{FRF#MdItRpuy95MmTZ$Xvq6B)}kK zo)WwenXs}m7`Qsn>1#)M+_rh8rZ5gW0?C&&L%nSN*`u%n-JjakFOkj{Bcv_xR2PD{ z1%pWQ!yZXntUN*562+0WlrS>Oz#wh861+4m%JU4)%&j^aL#RdrF+cJ6RDc!r%e5D} zHH|grbn&A~Ush6bezQVskhRj&Tm|AV45rHp1MD@*7L=`39A)bWBeNb1$~GwBS?!yR zKg8krY*^AjI;GsSMeb2e`u@00*zMye%d*{SQ7P?8TKtyo&0H#Z2A9)mlS-K?a>x?H7zD9^TQ{00|!INay{h@I<(iAZqip7yRJ;8V)&V}s$dUQg8Rjhcy`kB zC65fBwjDOP-kaVwa5$dN?eAM_O!2H5$D3WEfR^2!+a54s_JUpuomhA-`;;xn*{?Wq zQV1h+01R>tD&bjUO1^C`d!69{UT2Z-9_tdEe6Zui4KlqCG>60pb%#CGBVfWD1yP43 z;Mv*i$CNFoJFYnDP7p@sBpB44Qi4~ff$UIwzDBlY_M)aO4f>b0>%Dz?!T#LX3zkC3aL z*fkKxVKBY2NyrW52|{ivj*we~k$DRYLT)R;3(*ui-kpuH`{z%s)0DfNYPxiF8}qW# znAGFNv*&1yF%Tcc^L}QPVP!AgF~;NOjtWP`UC-(si1RRr3T<`uCZ-3<6I47@92JiU zBl8#xDxN68tB{FldawHI!atQ+6=1tNT7+u8)mN$}*^Ai=33Xm$I@=rb3w9%xd5*o3 zo6+nVo{K%6uO>%r*-MND?2R&c%awOJroinO&NB96yU$+KnBmF9+_UXbf3&Q5s)A9F z>KT0i#Ag^pLE2G^3~a6P1O-lU6nuyP|g;wV{fZzd{hKb@-ffs<6y#k0z^s9bYs~k zl_x0ql;SA)G+|^u0|q6ZRf1QdCAs+Xem`-Ho5$RCRW+l5W?XK3u90z}4?nC6jf&P8 zR;Zo%oJvQ==RK`2fC=+O5E;1<;@5k=q&z{!mla3GR|q5XRWQi-ni9MW4a`_qKRE@* zhJ$UWCXHzmtBc#i<+*R}#7I_lZ}qium4811pO=S$-O0|_{rR9ZllfHhb(N2hZ+K$g z1o0gPy^t_v`nK`}A>UCPA>Sp8%=f?`%(l<^(_|Xjo$lBGtOwNc z1XI0LSODK@`yOLq{=&QdGe1x%(EXt={zqWK{1}984!=}IL->jE1iC*}9J)UvjLgr$ zK=&6)@N~ye(#yW;-j&>Y{LuVT#libmp2x32yn#V@`vo=)5`U{af%oqehxhLZBl8C^ z@cyF`Ja74-W?Y`hKe6zbA#C)Bezm;uv4>^-oqkhYa_7 zw3x+C*9_jO$@$EmL;^K`_U!%wCd^+!)M%Z@&kFyhJVDLh6-UiK2qW`PFsS*L61>qTQj+JKD!fZEaz&t!&wKGz*LZHire*Op(>|SBv>wb*4vjh7SZZm=O2ikSXMt8cUUS}=(uoz)af9z$-$k&%ZmGI_xuBcBqy z3^`}Cm}ECsY^iS>^>4h`?O5cFaU&<%Ez_not(TjwXm6)Hz3O`BtXAc_*~_d|oy4Z+ z4!vnp3%a`z#$bD}Yz0QUmu!lL_~(jtV2^YrY~c8tof=Z6WZL;A`BfIz@VYH5}s8h4h$_;q`GDp?p~s_TW?dVsTaM$9`)ha z8MF_1Vc)3Xz%u-FS(zc3?V%FHcyL?o_EJ0%zcuSgE54($ae)#x*xQp|t389s2FrLy zFj;M~snba?B~&abN_sw}z=SCcK5N)qmrL5dtb)h%o!YrGrpx` zxlB#bKu;~tuQrHtFX*3++?VNg>nKmqQ&(~H)FX^ceK6>0paieSJ2f10oWXPtgU&jv zHTFbyyQ#6=Z1>PpxwG|_y^8-ly;Jooe`c{*gVczHObo&r{j!&P*#wJ!>ceC~4%GH3o6<1^tuBrWTVhO_e7oX{I7&w-(bv=J2jbleB17ljd2ioHd4h}qiX&qnVPpn@LB?Pucp3dDDVg@W z7XA`HG;iq7!*hr)cPN-J!$5dy8s~WqSDwIggyQfVNf?mxjhr=YgI(k=pm&T^gJHcU-3eDvn*hIbWF45OiioL>F&-@i(`$V zM;9!)Tbjy0ER_~~!EJ8o*mkLx!4#E_jH#a1G%#VNgUHZW+gI-y$`fSFR2&(z2qQBa z3^L{@!OPI%D4!==!t3pTU8hnqoJWz=qAKD?Cq$`hn4P#h@>2_v%z3{n;=;n@?RGdr?kTmwD}mT|-#qZe#@3|Yh`|(WpLabvQ@JUziEMeBFY(%W{q}GE8vjIeePRa43){V*&L~K$V5t|7k zvjq$ywkpAk@Lt}xO1TZ0mt&acRmM^BrxW(URBv*PSDcLYtqf{2)VA1)d&XbMcxASU z17fy&ayvj=aY0|Pm`4O_>@H;sdUh+0o;`$-*$W0e`;_4I=!p561dG4(`-KjZRCKWW>(jc+Y=kzsiGqiYIaa#Mc&t zJCg^`JkUR+oPqvf#i4(MFfvEMK>wH$p4F+yJuJrj|E}GsDZm9-?QdnbTP<3nk%xXMP#2~X-Im@ub6{}_Cqn=q%9Cx|$sI3msxM&=wCM4VTG z7a`}9+DsgdFgx2QN0Yqn-Xb?#lio^XLVPx)uf%^j`c<#NqCk%PdFT`_g zpALt5(G7f2x_PL-4arBo(8nPDw4krxZ=WpoRM`U0RK?->0m8_95DYx65Pwh9r9;#H!@@Y{{uWH+IhTYm$b^*J+ z7_H$k?l4bOd+ny~bL@>$RGykF7g3$+dLIe5x0vH(iWzB+4Nj$_m0kupi`0Y&w*_A z7Eh$b81@F;w})rJe~LStPqs>}jypbPwWvm~me@M%V~%&QkDBmNWq$X|Djq3c@w~nY z;&%%oCCw&@j;||E(D4n$(eX{f$b1V7I=-z0uS1I@69zV8kt)TW<)PFZl*Mfs^E#g@ z!+^AOAg7qj)YDnebsF<7wlr%1GM24YJ4*KSj`FeBS1dZ`4UF}NaZdCn%_qIdzN5lX z@m=~Pn6(QY(z!!80JOS@kPYsyzxOr za@vco%}+%OeLwSje-0+hFF^FAZK6TnFO?_g`<3G8`!!)?egg)5zg5CBeg6|qFXEh> z{$6F7--#Cbe((AI0mNAs4Ep>c*PoOp==-zc==%#{Wc~^UeScGe*QXEbC3A51)W9CP zO;yz-o)+ar{m7o2t9M_L(*?i$zW$lNt3a6l!!!9Om@xkWVV-u7Hc#f?$`hFXM{$_{ zmoPG!ay?_7nP?hwx#PPFB?gVO8<)_0vU6VJHG9=P8K9Pb-)^zj&Ga{kFRzimEn}x^ zXt5_IFp$0PcGknOa(pItkxHuURSe{(hT|ftJ&9-CL2nhe8zGZ%UxD4&+}+FjiaV){_SAyG_R%zV zPX^lzu2S@8*LsYgJG`WPCbwvyCy(cs7fhIZAbK=1@e`)}$`kYyP#ir42_sVo40;MH z!Ryf=J(IoOb9{eBuUg^F;Lv6FceGok^8#VhmQ5`=*xkf{iTe~@62;l3#uqLIXgLW9 zd+mYd?p*GwGNF%iPx*A{oI)DsXK)GY;hv7Gg6sZKJ)9!qfS975Trm)@UeGrU?*Ni8 zC6p(KDXBPON)bk;G#JE`QGyraH%eT?^Xp)Kcs%CuWU+W5owf(ZQ{rNGeKNzSE%t$) z8z1w9-=?0Os6q93x13(+t}Vfkp4?!tLaf35yrHqxSx35C@qebQ3P(jb&#F9#LobL5 zIScwli;Bt-sNn8z5bQm5I|+ z?Cm_X0C#j&x8A(BPw{hisBuA_!1{UeKE5@q&z$9BW!Hb`9<+BG^JS9UM~it=K3y`8 zKgd*{{T3V9p-pyEP30osHBYEIh&wOn+lcBE?YyS)1Oc@aM?h`D$h-~)0d%U=gZ)w?PNLVc*T-p}+CIQt=~Qu=+P}L}vg{nzKA(u}hN3t# zU*#1qFV$#fc4k>yd!gBGoQkP$4-;3}V)_2XQ@$8b)Ss7U>Z*8j)bqURgE;kq=t%q4 zJ31OFPtegwadb2$j7$?S=xC}0uVWB8s^r6eXdCTR-b7r#>%ZhW^RAg)=Lq`zLT@c#p zf4t$ov+@MaT@;6NSHj420|V#oO7NUzdty-g94CkPyET4LT0BlWIoKw*yRzb4-gfqJ zRl9YFz39L6n{6NmkYc>oL1m_g7$Bvmr`8L^sTV{_+DCX89`;e5Af>P3Na;rynf_pq z5-Gt;k&S!q(h7|d?kaVKRl*yysI6DrDysC5+-=;}rJSC|+#*X(&TDjcVNu53s8-FU zw1IidloN~Eb2It1Vog}8h~Ek`K!w77pl34(Oqju-uRs3PmN0K9PhdYpao7(fjLa}F zuph1j&t3<>B-i8Q>-QQ4Cg;t#2%en!j;b|6L{K!+GaLmb%xDlr{?xHBks70HLDX2q z5jBo5GH-%G)OaO$QN1XqRMC#Sua3Cm@6mvh={)b+OwgZ(=0soSBrstngV59~%fErA zC{N%xRdF~@BaF;+FmRlq1kcfbyXgjwIVnSWO`&tdvv=}b_#S3ynbnW@bARu9ntYE- z*X!mU;vKV@zBjcRZ^ff-H}-^w4wr-Eyk@5OAZ(T=Ivd3G7ep9eLXVrBjB*Bfa}`Hk zf-o}kz#wnF61+Tb1xy-*b{NYcG&}9q-tuYSopz5t{l?5`dR0_ru)}FqgNKT=JzlQK zID5mNG>`)&_wn8=q)`exzV>64O3lsABAZ%iNf8{KR+|zWaFH_yqmu3Q)WjEv1Ckbc za*IG*enBLqeM^Bi!V={PVwNh7m}P{KSq=sXq+V*D6oox=wMpt|yGl1~72l zs07b-tGFiJ_;*}q=y~6f`l8={L3+mOYBq@)8aI2+Tfl_b3ZgO1)t~3FO?iUG?TVvu z2VrD(f7hhOA{t}R^8dmgi}ykJ4JPu`R%VYkYI_#RJWFPJdH+;^2Fce87TeT5oFb0%iaS`JiP2rmXtdmT=a&3CFS<5oLJnjOE`veU6(x98esAM;9{uT7?C^dc!jf}R8 zl?CZ*p2T$!UtJK=Y0J7af}6?{NZ(Q%(r*z)<~A5e-%)}mt$hha>((#II9tcWyR9`! z*y9zll);csk9o>nY12?+=NB~Amrc*j2=by`-M>3?iBxk}Y>;)&)4UHR%mWZv^4;?9 z#fQohWIa+GS&s=L^8^gCo+`o1@|$I!>qKIY)OXhhmtmV-yLcsvkDV@cErlD-{$jM_ z_({U??DXYte@D!us%%7jz?1qQi2p9=D^!?~I^_u>KBPDzK1>*ykAOkMN0s13EaKU? zz3$<>w!O>I`M7P={VN3*r+q>>>525Sm#R)%QiVqHvd;ozN!+hLy%L&_i3fr{?g@SZ zOqfrC2ugpc%LMW%Web`gl;Aa~@3Jc^%`e4j@pT!RN0lBPb)Bx5 zy;iVSlXemITDQJUwVVuo&nZsDEb9*8vadXa=zX`jJ+IlPSb_&Htl1p@>uvb|<*S`@ zf!jBgmw4f9*jMi5aVMz4=JP5S4PWqtz6d7Fm%wK=iw5&$d4(?KayPj<38{&YNZ+ddy0u$!jAYyX+nIE%`?;&A zexL*|Mh?oA?3xbQ-98;`*t&&HY3R;)`xke66;J3q)<7MYIefO=n5&TAF<~#1nZlc7 z9Rot_H5qNru_ol6cCx2?aYt6mDIk_$eyH*h@*_{|#~>cQAVSi-5V-!S@&qA2Qyd{b zCydN5z#!z8N_ZxO#nh9pcEUSTYaXxmclR=Po1s0LNiGO6CP^uAZ=(3qdS2Z8O64Qu z*PhsKKwN%7gy<#WUyZ+0o*?A+iX-F?gpv6p7=-*u30}ziIV3Q-mc8gYy-6qMOaFO# zX#Ol3==qE1_g64s{s#IQMjsaDQGZvqAn6~9Bk7-nk@*)GB>h_nUQ!?aKI>px`qJe2 zL^qWwy}ZagkV2x7LK&?vXa4t+m%m%q(M1;bE~QzMd^|Dz*x7HsHvoa z(NWnmssiHQ3;L?$%?t@sO?iTX*Az!Vb;8Kh0E2>>O7IF~lAXR}#t4kS2Ov6h+NgzC z9CTU*Q}7E6#UHwTuZikzce*0u-{T`R_&rg_JsRgWv|)S^@BPQS$BVH;*Yh*+<8E^s z&YIs|%`Z$}8e`9l8o+V^lXO!{#iOIP=k+>>UoVJ`?7na1)m>M4f{uEMqoY1yWEy}$ zM?)oe9h1@FZu2pYIgMv>1508telWG6J)>pht@f=I?oej!L#=JEk9F&3xl@cQdgh#E z4{=Nb>PF>f`@!&W#9A{OJY2-S)q%_-m_FWklb5B=G;nKM*;P}^%f-bsQnB!F?D;eS z@#Y16wbw3UuA3=O;NM(v__rX8OiM8EZ>0p!Uj`{m@8`z09&E33i@E$C{WGogr{UPf zm)RCfn06o>)7^zcv%RtfnjI8}W=F!vbOHm-&Pwn!{jhZ{4rGt;Lb>ce*INfW>rr>8 z$0!+Q+_@~T^SmEWnc2`^wT8RXHDad0j1H$Lo$|ktO(0JkJ7evY(X+6*UUVn48syG4 ztjq@_rgEdPj~=lb2Ju3O~lt-e3^aM+sig`!a?kjmKZqJ-%%Eu;w^qY@E-cMQU5qSJcqh&vWh%CQJmP zF*h#^uW^9#1dRg~N8=#E$P5O9#y6DUHEQ*XuR679nyGjN9lLYG?rv{StY9T*4nyuW zZcSIe^7USC0QYF@Qnz`$dsMMqvbywY>aO&+_scPKyqvS08KS~bG1Rjf1}4mK&_Ai* zH8?_ff{Kxfqhb_cWJZHQ#TX@c73!%ba<*;xsrHdN%m-sLGt=DOEy)Dl-L0?B>epJg zkJcQQ^nT*W+RRuLkB)Jk*P9@|z@UE`;Y5cC$`f=Wc{3tpt_i#o1QI&0qdYg^zWPvIZti03;O>b4DwcAd|^TsH4j2y&2 ze+w7WvzE8}*@|$FxVt{X?i=eK(o>g3;$`J&vYz8!pO`41An6g&tIlB>g#UaZ|iB)I!8krMvAi&%3Wvau6p$*d=)~Us+v&) z>+558w-gK)u&3aa4o#_Z3v2TW7fHEK7XH?|{xfq`9>f!#$UHD%=7SKIznZsuE>NC8 ze4*kHUql$0#b6-5LS;IOHMm0~iL3U6J;N3nt1msrN`I-S*{%|xy2BT}6HJ(0AXIatTbXt%PoTO-aj5Pk zjLbeTP~EQtPgU!W@mu-43FQB9o|*iFOo|vF<$$Ml5KNduAX4Nqo=Gq5!^#t+98nx8 zM+qZy3=C3^E5S=q{~xEH;R7h~1gdYrYVNd-REYn00n1J6+_@Gkck`;w;DsHVaK~?! zIibQ)aniFo1>(^Q`Uj$;A*efNlqaY-t2ipo5k}@b7*t$Pf>+^pz#qy*o869I?_nxW ztngSg`GI7#6vkP;pSZaw0w}rUnOz2P^9B9$$dc9(T~(f-g!Qwd(l z`v#`fZiy1w-tt^;g9&p7M4Np3eJ6WYd4jfkilgm5VPqbFLEA$m zcy0gNPK5s>eUC&7eUClgCt$)n1<{u!%%{ZxF`x0|J`3VE3?e2Ea+sVX%;%LSi1~uzi1{L6WWEFjF<(}K7c)$c<8}@X z@Tr%NB3RrwWOsD4=T>mR-28gSDt3pxsu9+i*|_f30{$m|8p7F z9jKw&%^M`^BD=0<-UdjU#7yymUDf4P;tTBles=Sl?u1_c8{Ce9ZOYoC8eCnpCmU3m z?r!pwx-PR<>lIh-g^X|aztN4|DNGS}%p31^71mjEE6vYTE&_h;3H<`Z9T@bF#2-DB zFuzisAmG=EBj7iLk@+nc1pH13UV!EoeU07ZHZ5%oA;#rr?Y^ZFwxu` z?6J2N?{Y11w=co5dp)&C;kFH(oTazhq6TuZ_3~x*_#%Ec`qCHQes}`7xelSP+gkgXhJQtNe?uO%~BWPgc+GRS*|o5Iwjxd-I@%UfGo` zNXnr&l5!G8CKnha+ zQg>)}F?c5@{a;_3qGE=`VxDqw5O-kESG*j&3~4eYl_y9nr8p8x6Go;C7$lZef|sZP zS^WP0Uu)n*ot-YF+&Jyoa+j*);Or4^t}x|932o&)*9u_5R0PqMjmPH)|CN*{XsfI^ z+NuynrYab;Ra1i3CMSUZO>H^c-okcm)3i=I=|w-g(_D5hZ`59crS$pR`rD(gYbN}f z*dVLAr&$BUbr|%u()+b0OfBUJvT7@itk(%6QwI#P>MFs@@-xXzxUlJnU<``XL}u)F zm$%PvcT+r~|G)m3dMW{`^?lI|K)i!NsCuI60~#q$pxRh*s5T*tOj9sWZKecIbvjJ6 zLupQXyRR!eON@WT-tK0f=;5ztwfITC&KM=|MX;AEbzmg8!=6=AYJ0Y-N8V(hY~#Dt-9$+)iXY2N~zBWBY4UN4B zu|pMNLYwvga3ehs& zk(uMz4(D&_uBexIJY__$nf3zp(u@=pG>!5cM}rA721HX1Kd<6dGFEwlrg4g+=}p4O zj0c0J2};IfXxv{-gBJ%u-Qsp6xlz0Taf6aMp?rv-E_St2}{oLUB0HBaF;^FmPU=1kZU4 ze?0l7CSRwQ|Ge-;`OQKV2k%9m$6^qdVG!P$KxI~swN!Zm?`4X^dpTibR)B%`N+o#S z(;-uSP*=CDPj>Fq7^bj~nKj*SpnWefH&vU`cI+EV?PhND+s9RAJPmT8TirW52N97a z-lQ0SuH~()?@MeT$*fY*Xjn~%y%|iHwICYOz7bE0UZ*@k!+OQhuz@f#8^NGqlM)Pun53 zNwWeg7AAVTVNK*V|n1JO&QO9W`w_rWt+1+qZ726*UPnI#IIAzs&;J1 zH0_MLsfV#gg(GCIXSEMZnEjxC81kH=A*3izP;o$UR2(FX%powSIIIM(LK8uEsEs>O zr(RaL+kI8+#i?!lp?o}wRZWMvCk-gto$tzAH)WvRqfGZZ*r(lDSKF;>cikNtrCl@y z$i^Rg*MH`S3WWJl&*T`GFvmfd%Qo^#I2G=MvIX)d6^HyO!pNKk1Nk#b@Z?8RSlngJ zUdYj#<(Y$S8!YSEGj-hB2EG?^D;wI=RqffT-1nlh3m4-{U$C{?$1g0%F#A@lgG{Dx z&Z;z+pYt@%gZKr5Fqiq$PnIq!PoRBCacEyAjLa1<(7vjKXZJk0^GLpq4@2Cp;jM5o zJkMibvX{*8dDrHe3WWJ}&*TP(b1(>VUsv=pzNI{Y`CE#^{5D}^?tp>$T_t$tngh{8 z@P4!>s~6_!=Uudn^Cxc9P_0OMN3m*r$KIYI?^50CdeK7@4PFke8|iFK-F*?7hCrnz&oDP~$!)S?V8uMkswJ$^0oPZn4s!|o}vX4#(}6x zb0_49eMotNqz@~Oq>m6r=A&Sc^f4uPNh^_*p?{Cf7&1tT{XCi1|Mc2?Ty)U&3D5JB zAa27Tx^yZE3swp9Y2^vJKBG9gK1&#x&w)YL=aulR4b2#DkK>1WNuMy%S#)QaWo)TP zWt;rQ(iV1Ic1?dacgOGKguAX+S9{g&o^7?6kM-GGc6IwwbBJ@Z zGW;`NP=PT2qG$3Y5PxCNGuK>?!QWSuCouo2;xPXjVPw7z2Ik*Tf@iL|w!J!`zuPs- zZ(Zg6mb?1wv;#sOHM1w#z_eGJ)RXV}jO=*0jI88$Hoc%CCI4#jwfUylAnRM6=C?sS zhe2d%)z+JKzpFe!*7p=g*7pe`^8+x*`k@lMELleF`Ye`hwQl=sbPe;}j@dIgOGIB- zaZK_KTaFC0_w*vaSG+_?_E_^Is?of5*0=_v6RO1mSI?Vf7n>CB$2 zhi-d$fAVNK%w%U);8L&~F9Gu-6_1V|dtN^QaU2HGLD!tt4bWzOrffmV&lN|?F9;*^ zOE5_Jl@h#^{|gt~lA zQG#c$_dIT3E4yHo-mWRaGieR8!NeP~IKgw&{%jDnqZ(>O9`H;4nOEx z(q73tzYR>Y_o-HWa3xs6{CrLw_9lPY9>WK_Lxrlyi}*lCKDja=>-*4QYO4(RzU~XJ z1L6h@!dG8qhI7KyQ=UM!zT%K=Kp2^ZU?AH_37)J@45d2WEoyHXD=gpuhC1~FZf;KjVj-)A9U zUl!w5>l@L@#m8qrRde+oPu;nLe{VXg=Y`3C#&lJQu?ub zibK6OVPyJ%fqGvhccV>Rl>8o zjp5|-Y%I6?ds9;~?hKEg=F!&fv}?!B^soOS(XdK(eF76%hIL{4uyV6(CF`K{c~8xZ zQ_;wH({maRCd>p78Cla;dAZ>el`Y7aq&PAr6GmnV7-URUf|oIz+r_ziYqPLT?c4~q zkw2Ts^Riz#Y}8zTB!Im$- z>Q1L^+|i-#!7KJAWAa?~gx$SZJ3$y_rjr|=32Oi+)N}Se-UIe*?V2pfJ<`PuwgBw6 zPx?7;ZA_?WG|cmy=7R~d07Qe9HvO{gLgfh>7AcN~#e|Vr0tO9BmEbjKUNW|COZT|( zQ1%w2+B?x>?7{Mavjol&K=c9Yt1qhkB;S@*9tIUR)XkA+w#P-SfxBc z$7;pVv4$`*Yr&vnof5nb9Z@-|HCFYlc5gfQ)?n_t*_|or4wmL=aM;J-F=hNAQ}$k6 zjE=`&s}CvnxEIR_L9aGS7KnDr_h85=yUjUdjvATrX9 z^+m>J1{vFx;AM=Vq~yY1be&G_{f1_Tii7t~&tn&uFuOs2`@@iN zkMacGdliTGKElZC2LtaEB|PKZauFMGU$OVN`^`96$DLi__qMo$O<1{oP`;$9#LcoU zCG!GV7v1&Txn_=A&W&%~pu2rK+Fc@w#dinR+)JIubCIma98huaKInNI0&(L7;hk>P z3h&w@${E-nRUG!m2qSYG4D3%R!LuJvQTE6n`*?cWUfOl`&>qV-X@xtClK5-Z=?k0N z%QC+>r1^Mkzkt2es$edR>M}!f(D&)3g$7Rp!3YaigL0^M{Gvzhq z2|BJTj*c6Ik+}&59k-O=b;y}AmpxOiPD{5_cX6#>~v?kkR%2ZWJ%2nI2al;Fi^@W#UAv8H*Z zEENAUwR;UH(ugj#PL1MkPPaOq3h$Lw&1R3$&@RIg=sx z)Sq}NPr-yq1$~RiaInw^lrsqUpyCLygpqMz5bz--cmbm*BDwVB>x|=!bWZO#G#^%B zaQ}#B@lh~gJ_f=){S@)gnm?|bf%_*Ehx;c9Bl9URaR0OtJog1qz`tv&yFa=?t#_#~ zZcSZxqXibu2Rb1sz78_n(pNp|%*GY$3o|)LVT0XK(r$Ddom3sClI<8#Q`{=`Q%Maj zU9|a(SRm@Np5Es`9C1P4FjSXl;9pRlAm@vUBj-zmk@+$hvN>eYIiW( zY-&q#+5g+u=~~i5^Hotn)7L!5uY(Em4bWGzx4rtlscb>kw-iU#w+SQj9WcoHt`eR- zrDW>ykIWWyCo2}M={=5xM!1ckp*9EHCnjLh%Apz!xf@Cvn=$35z{IC9qt)2i}Toy(B* zu+w3Yy_&I9eYa2A2tBE3yzEU#e@N+}`GXiB<&U1)pFrGsL0|peJ~sO=$`;i8RdLk( zjW9BQ2ZNe_D8Z|FSHGXzEY{s+vGz7&LL5Zh!9HoYd(GZ#=d>?!1^TwJE&I3*&3P{8 ztSSo5uX+yIKpb~LIQu23&^PB$wm>_l;@tLJgptV&2HJU);Av~LQl9fpp!U!`rhIp` zeJReXd#bJc`AfJ1jNcE~gIsjrN$jrXQYXT=g}bz5n0reG_`+@S;68Ucn~qkQ&iTf7 zioK@o2RXkGid0zR!ged^}+aETd7F3>~qmbh0C`=fcB4E%_R0&>(_Y2tP z_KwD{`k3sr?$#29hr3*gCLc@ey%jx+j)pD{85`}B{Pu#*OdG!>QL==V-LjS8*Dkn? z@_kQ#0QO2hQpyvUmsT9+We6iv77WbG zDZw)z!XIa7a&a!xHg^ZIWt!uEc&NPZX(tyR?snC-d*Ib-LM|4TF8ITg()qk7H04zc zd@K0!D}o7A3G{sBKE>ijW#tKct0)fNs)UiL1_r*bDZ%rNDAeAY+jfdw@B0_-=`N-T zH+nlwD__LudFiIQ3V>-1Uvf4Wa_JQWHj)!8iKgig2-TtuWzF=DK%EM zprnc7C}~ORR0Bcj0*j{+noOM4+j1nl;HWlTjw6Xoo>rGgCop?`sziJxw+#k z96Z7Rb+R4Sj2CzA9aSt6I(a^wK^$#CB^jrSC(DYLA=;-Zv^#K#6FNlt`Z8Ti>Q=XuszvAeK2qQB93_1oX!RzQnVff|j z8RRaM8$nm|yt3c#&&?qHX*dq{WxfI8Fbl#_8}Yr9^HAjp9ET|m$KiyL836{4BbDGe z>WHs0J@FDuu_u=DX5vr{7e6pLLnDs2!+2Yb$K!dP7dN9+K0-!&Vq-wOWI=?y8g^Bx z-HubXpyf@)(K4PeG84d{Wug+imN95ae(uTF@AqCm@Au3k6$kanp2rk0VWxtX6GmnM7_=-@ zg4d#{f89lxkS;Fp=Q^|)%3$o`6#uGiTA27*R^j&{%pIG;h#^JC`*4*^?M08tEK-S3 zU+k$Y0r8dveN*5C7RG1Glr6Adt~l&h5JqMt7}&2;f@j|^R_@DEiv4Pas9CK)57jlk z+_fN1u^?2_*F6H;^~xF8ZcrSy8wn$`2@GsEE5Wn%{ruY>xXEzFzl$(3yTQPJj}kop8QiCM{f^h&_|N0<=jD0s z&+leo8S%2cs}ZQ#tFjTX&y(5@;t~rYA}_Bi|FSxuJVC@k#Sw9cFfxb1AmWG;yokYw za1ZO+Z8;bW9Fp(MDSL0Uy)?|;qr~!dYsu*tbyMHRC?P|w;ldnMA+SB>OFs@K%n8u5 z)x3$}f;+tY-RIRgf^XO-aD_Tlel;d2gm+!dzJI zEtoJDL0`S!{^r&tWeY?vD-O{sgps)l2BO!L;E8H9X)pK6(ZStoB!8CC?WX>};?4x_ zt1MAa@34ve9u34l$l-{$f|M;eKbuyMr?HFlaJo5NC{wpPoX%ke zKOdPt*lb6Rvg6fnd;~qUGqai9m_b3q(C*-ADDPOFf3|*w`J96oo0mUuxfY6djsIF6 zoloeJ59~q}X9 zcF6BN)n94o&ckOOKcDRnN{`Q{?RDr``6LeF%tAi+v=cNaAfJ0YmoH1QmDxO&3L7eW zGP}F`EjyKcCZEr3aq{^$XETYiKPw^RA2`WhP{y31zH7&9q#r6K$UjmU@{h5JeS!x0 z-{f%eex$CJ&AGhqMb~o(uX`TX?{sMC5#tsNz@M5;sd^%(bc!=uwyl%h#pAkcCbL-F z*O6}(YN~|%vA)@uo^*VyWT7YT4NTYj9R8l7Bd$wTTP{AW!G}1+GuKZP~XLCbM)p$ zqOM}14O^*98|q;btB*z-8pz>o=%qG{-7Z^p5u@)|f9G^OKYyZ63qD?YY0Z4f{;dzy z!10mUWMdYCYzdcF_4)Nq&!)H6+@1NO583NR4FuY%eW4lFP+7s> z+Ho48scnP$z7m7LwpC2vZ>KW&jj@Ssj|Tn@ayY(*RNs`}U4wVDOWullo7qu6#aYK?OItDw8P*FgJow;?bKM>7zXQXQM>TBYZE3RWp1ck~v0C+P zCcQJ0e)4?@YoeskH+7mF(bRTAq1Q!X;Z|s8g+&9JsZ0Z!V-wp2jRx#0hc`g4YaerT zHu=g+vmvbhruBL6Z)UbQTMb>=E1G;n_Cz-MxP1Jv02bD0Mb=s<56mqcU^g_i-BFnJ z;-C-P-9s?}+)8DD_rxZ)7aG8O%i+N4*=@D?A=kCN4&0lYcH1nQ*cjHG8}I_h1P&;A zB9P7KV7!B{yaDC3dRN|^yDfic9k{Kv(!jfq=ie7)94QKK$*c+-P4-tz@E)Ktya!?v zI|vQlgXM5u^}Lil!sZWOT(1`$=C`pg^Dt`}4_?;f%dg?sT{fyCEm^|<$0vkk zJ?^m1`X@v4$1csrH|(WdW>y>KWnaR}RijwSZts5NiJY28(P(R<{50ec2Rjr^?J$&v z=%bi^v}voDXvpCz(~x%9#Ew9tAxFyL4H-&9ihpJQ*UN<+&W;im?Q8G6N2947gVMf| zu~lrS4vLBPbyS)59g9uuI5gUKyd2&>jjOF+pVQKmY;vNVXjO|-ugNCoD;ZkFwc?{y zIt|#2U9Ja1!NzREJ@wrz)X%4OV5Hu3zkaB~oyv@Txna=+oE5E^(w3Yc09w+?$xcL5 z>x|M8|7w+vsV6BWT5__=wB!_QVyB|fk}h(1OFC2ec{lOW!-Ql%8d6BLq1H}Q%^)V8 z@^qAerYMLt)R8B|GZhnvXQ>QgS8QV4&_Fy}4o6hqZ?zvM=Pz?L@{>se+cf9dFH?ds z`){`9vh2}5txlpRiSNLd{jL1;mFAx=mF+LEbCjNToa0GALtKZZc0KBQc|0q-K`{Y6 zKxLqB#3ptV8qhb(;m{h?Qk=hdx$H@{*tfpRg|-x|-69m)bgMJohBD+7rA>MX%bz6N zp_pjXK$U6JAZ%iT(P+~UIlN7pL619*F&AaC8t%gW^5ex!*_IRtDze2bv^$ju;-OA3 z3}tjFTCx>N?rhn6Mkp+xN2(0;C~RVPp#goj91eYIMI7tk=e~9XS3#?}&bW<3zl~Py zklur(=MzosJ`~cDFJgf?MlpdoR%I~9VG|pV2Id4g9CIKT*`0lk%cs7t6%$RHtTIiTf=z5H8cmxfhd1qJHLa3)8!-@i zc7E>_*$lQv*}bo9xwKIaiG@Z@cgTlPMxmlKO79H$`^PgB6OEdwGL4#rO>8zAjhZ8e zH%iYDF6q#+eZ9T_8k5oJ-_zPM?VTj;1v@#xKj~h;<~BEMC+>ACS17nG)92IU>J@ zQSQYXs66KS8Lvq_ncdM}N8dt_J*IqsKkgt)(bS$meXogw%`(LV_;Qs2Ux7_*B^uyQ z%25i=SVj7g9=BW_?Zt$}%lWv3DJ8Qt`>)5Ew^hmq_-Y4PgQoTr3V30Rrn(WHR#>oS zD#M;*6MF^?_Mgd7y2tm}Iv>^i=I!zc*&1#_^qx8o+_%>R4rMQ3@@4xmt=H-cw~`|t ze%!9@cuRUH?@CwPc~HsCVs}hP)s!H z1(j*kFR_Weh(@DclEWLNyRYJPUc6k`A=cO0%Sr?9E1v&VlwqW(^Hwk6eN8dJ`?|{T z{u-OuZ_waQ9&6 zR7_yLr81arV-tG^4a|4ta7=v^v{svJ;WfALCJED;_RHprtd z6|+>dY=2Y=Sl{#9@1uITL zrk8grLa4}ZAE{;#KlYTLpbXkXLDXlI{Ym?$iV4KOs|?~lu!;Q>4aCpna6}DLE&Bue z>0pQA{dH3>+vftKgXu&I{|o7Mg!CK~sh!+wvZ_5&Kf2ESIQQvb)sZKg7ftBOr*b2J*a zg&f{E4V2he{p4SxG_?jO%q3k`{K6Y5CYZNY z8RkaV#I`|$d0RP3nE`(2#C%AaErmIIVAr!5#lc4xS@=oUIPVJFmd!hQ-+at^98qmM zrGmM!Gi;ACz!UX-M%{v(ZJQ`2n478$^N!fWc0z-BXE~f%gA8gmWlYnIe0+5#|GJJh zPv%}w?>hR`+N76egPZ$@Yx1F&<%6!fAk&L&MRPEhJzlI!*_tUgjcD#ryP%BvL}>&w zMU*~+YoV}cM@yAy$8Olfc1NQfd&uGK(7>AO&uK&_({LVL>w4gBzTz_Z+I(4WEv@Tr zQBj<=Qby?abdW9*EP@gKm726hGw-^SkUjIGW7dm6Wb3B`u*i_`cufuxa*O0 zC#=}%=(1Ob1)%k{c7Q4e^gz#g5XwML6i{_O`7LZ4#RTOcDnofFHnGFdplmCLQ~HZ= z6&x?iUNltn8!WF)cDPc)-p*N$KpEtT!tQhbMTgT-3Jd)9DuaJCHnC&S!0#Z3<98(= zSCgZT%E#38*{8PPo#<)V1AF*r_-xVf$MTC^oljYhUu2;L)=^m?KGxG8ho*Ks>csKg ztP>OyxSdo6_e5-BozcKONe;&yE!+y$_W!ltP8J^RJOxWHD$1}=ly=tjt`Uwvrzs}d znW#)VPsb*91{&==Qx0#ZMhIp1w>q1lR)c+P|5o{&D%teT`3g1!-S)RP&hP4-&*BJL zSljDr?JOmMwyS6FhNgBl>c0VXO+kB(VuJQum7zTko7nki&|V;i)Bb;*-snPM(4Owj z*8^n`DC&EeuAmuSaj{~eJv~*XJ(pk;yA+M~^peBdqvK{pd(nEHde?RdVV5Z*=$AXn z6)59CQQvXY1pM2!H(c1O>?&md)jajpD8oEaP)pv&VJ%;ym_WT&Wl*ofCU!jxZvU{{j)K8 z8a#&KS*s7o2Opz_g?lmV=b`?4@X+as?5_6NkcK<1WlEQ3*{n7<_VYK6Y^L%7KFdL7 zqp8h7ecy=7uDOZ{@Odf&{wOxF`DlPIkYkZFyP_Z;R$`txWc^b(Jkwv<@s25^c+!^%<0bpD1n9tGj;Oe^xQk zwx6p^+n&QF_Bc4TA5KidncAJAWV;uled zexk8M`9bn!#RTXpDg*i|HnCr!0s5L84yrzZidIm0J4JbazlJX3G3kEU5`OOXx>CXX zYiIZkn%WzvGpi$&9p|@-3FhCa4D;`?iTwc$<~QYV=1to1`*BxL2TBY7U!3Q!Xlfs#@cU6d?(;rU zSTx~dm1)8!*u?&ZMiV}j!<(RstrNJLm{ucyBAd1W_YMEW`FGU~=RZ8@Khe}aL*dkm zK;G~2xnctH3zdQV5}VjpXh41~heK)%Vt)TQM`a7L(HfDpJ_mua_t?d(h2`RHV&5n= zZTQxi{)IBY6QvC$pL^wu`X9wa8@^MSHhhmw><2X3P^Cek4SM;uEDHk+CY;5QWMqEt zMyz$)ObH;ZilwI$O>GMl(vtZXSgxj+Al*`BNULKLtAPe-O*#JW_v%_o3x93rse>}Q z6ZO4C-PSB`rI_Har!xHYv57T6gTJ91&adYj#aonFXYb!WThif%jk(v^S}9;{fdA+zrPOS9jYppL!{OF6^-tS!=2kudPDR)Ox+XDsBCwtVUZ>5+(+*4%`_rfN& zHyVho<#0rO4?g4Tustq1BYUVSYjI*WD0?`2`21{YK8GirKY1Uu>`|ob5U#T2vN6T` zRPnOyBMut0uLJIfGLRFcK{dQd+-4r2m}t;}D$}5Yu!$XvMuXbO;SE~b8L_+-THfD_ zISX-ih|<7&sOLWnO|2~oZ!P}kJtT)KCV1Pa4DS)x#EwLR_b54>SD#(-%b&QlpRiIm2$4F5X)?RsOz|jtL49b8^)OT{-*K?TesF-NLu`1Jm zr}p@W$d z>5telf7~a9+r4GB>T*8_UVF^$*`51mqY1Z*^J)8Ct$F*18k#LUH@{PJ#^rbSxICME zct=GfN=yq*ccL>;24kYMpblqs-&4*~Othe@%Cw*xHnFqOXu&yhcndTpJYU{{?)wG# zlle4WcC;h;QhZ0BF=O`@>@_2=Eg9)JI-Aumf3)#FfD~3~Mb^$$9)Qntfb-GRE5cC+^tR7+a9dleJw*w3tPwfDj(qe9Hc+WkW3Wt(vMhjmvEKBg56Yx z{c3DtDH`n8$l>h0ssG2miCyyPO==v_oy~A~KKs^ecH@JXy0mdNz6%c*m(e6XYneZ` zWi~$>(>&8$){W|B^Yce`^Y`A1*YvH~q;9+vdT+L@%w>XItIV|GI!C%5P3;DhR+Nk# zU|$-bm}tU{D$|6Uu!-G_MiXw4!<*1u`_g(ot|+Y4b+vY@(!qV3bKH)mb_WW#K4#@V z+JTA*?m;TUJs6wV5Hz^&l*75zkH}h`p54Pc082Gx)ltRGsCgZ_V0Hu1$C&aoEm`cbM+JPBpsCF-Ox)6ita1nCr&A)Sg% zY#JJ*56R)AdPI9_%X~DSMQRLb!=63!q3Om=az0&^L;0|0eFRNy1`4GL{;z*0ym+lu zv~2T~2HreD<&XUs0`#vY+_HM0l7*JhrE(CQ+!NV-{p!{ZgG9K zTIp%W8s~ZnWh5o)?Wj#(6o=?cG0~1(W!mu!HnE?f(T->3@OE@rOFJs!s>p9YSM_i{ z=Xsw;861iFPEn_1eZQcX;QXb^aK4C5>?JffUzWo;JCXF{1Nt7-{*ubrAzo3v0KV!8 ze}$&@8VaBuS^KcV*A)|hzg8K*-(VAa0}a66%He?hN>=2!y}2$Lo-NkFYD_kvK{h8F zrU~h;xGo>t;CR34J2iiR(Zig8r}IyzWonyN znZ8ERIJ@TrM!wFz21jA_+wYW|R{Y+n{(z?TChD!IThj0QmSUn6Z>vlz-oYmJE*h=) zqa5CfN`15bJyi?e`=0MlC<7!>_)4xQSpGmU!S@%H;rlB#u@BMU`$!JwtBlul%U+}w z)@6CtK2~bl@QE}14NdJ+ls1%f^RfJQ#Y7wap)zgwCpNLq&}hTwa(Ekb=*XuwYkAY9 z`79lbS7nc0bsgQ3gIVZ*F$dyByp+3;h2HtfV|(X|G%s}Vp`fDW;`Z1VN>4k!bgr+^ z)V@Z&9dQ%OVI{)J8K-)OYsKXQ0GbPrk4e?_;l6@}Y(svXSlJ?#%@YE>GR z?$Ulau^Gz+%&IDbxj8nmEzrQMCP(G((p#!p_^Nxp8fa=YQQxKGOj1iRu^MZu3|}2= zVs+8r+e(ho-Jzn*S&_eZy%xt8`>meR(~kPi)c|E=BT75;v1)&TV{64kI~u7>JGQ|l zwk;a%*iH^_$B87#N7m|i&^BjP#v!_~Du!@-&$t81I7Spgf88pc12k1wK<=nAkUL=$ z+ZheWW^y>BPd&7hBkR&^=uSR>D4%n4gKXSp*+70}d)%7eaRir1lgk`si&tHF%hp^; z0N%y3?~10@0`*^5bRM)+OwjJ8GPJv66Wap~+E#Knt>)C`-fq>|Ew0SRaHV$sHH;jc zmoL^Q`3^akyNET}^!y=x?`PZKTFh_oB z`zS2H_f;A2{jiDcj|TVwaya;D0xvrsdp7(`x|>#Pb>IeExfhyb2daKp5AwtZqp7t) zVcn9hULPKPh++ctP?Z5a44YV6G(ZoRaK!Z;4_Y2uMXTLTQA*fPb(StDqYP2l z8MspVS-(VKfq%Nn;Gcm_>`XN9&yu5b$7R-r`E5?)vyda#<2cr$2RHrqos{V_CdF;C zuBso_Zl3sTlre@Vta^Io59rTTOn{!JGN9*U6T1Kn&-o+o>A z|2|{CnyjK4o$^PjX5&oPKVz~7>0%j3f68PgB5zHn%Y>boM^&$XuQT%H$^`Nij?f!r z=pgFI(GAg8F@fAqWsv)06T1=(n3hQvQe(`^?zB1Z0}7rPHVr`mDM zgE46xKA%7aMyhG5`?nL3#6CR&pY^Y*_bC}9-4#y@o0u9cQayaMOo~~vy zvWM&3$kWSJ<)3GZ*@~BKlv2QYm*>74O>Hz&!-m5aK_hAzog9htZIh@sJ zgc^J_d%&uOHP}1rGYiVNllc_%<1FM4Hfq3o57Qf!*|5b>fxN~d8eTa1w`T0tmpn1c)DVO^I?_Yd<2`=3^X`r%HfpFKRV2&Dw57j+ zml}N}ZqXT`_?K0@Ty~^Jv9H{QEK+_Nve?0vps78E(vXt3Na*r=Trts*r7F{qC$Nbv zL!%+fh({ZMC)PqwaBOfaue8Rn<3i9L-5 zb0&u~>-U*8ePQxiWzIjHmt?n%c9d@5?%vv3h^5m_U6_Wl*2T zCiV+7P+yS4QP-u{q*p$ycm3><9mKq@tGm27`=wITh8LabB{a2{QQDvfsosWH6ccTD zRb|@nD{Nw~q0xrd7E>vAmXeq=s)H*SZXEc4qe=2_blmU4HIUn>>N zzj1~)PzLs)&a9{GOsDxf#RT*3RfhQw*u>sMgZV8voLSEY&T7)_^oIIu19KWYcy>17 zOrO`eJc^3`Zf~n{DBtm{@1hLnL!qq8n)OS`_Y@P9@2d>upRkGj84b!0H`HdV7soURd;^CTHDI0h^+rDi!uJn_F# zM(3fvgGLwLcZvzn?^Oo$2W(W&+~NlJ|9Oe#uT?G9n;*h&N{@@%!S7 zA5(fWJY+>vEsV^j9mOmaleg1j^I0uxpUDHIb$Ox2swx-In`7yqLm8-tI&@5)wxwbM zy1L3h*T5!L6OFZ7OODdDTb(L)5`W(q2^qo#&qP>NUxBc}v zTo+|T9_qV+4!c~J)l*D>)>j$O2H3H&iKLh8 zrSGg)gjResD~`8D$^`N@j<7A7+IFa~+qxysUK=YWkhfPEt9;)i$Jk0a9MN>N*_5C_H+bJeE zk5C!TBe97cg$8GPIh<27Z540&ee#ESq&7aAoK0mVGxKmZ_SS5{PV4Z?EUfB+wWE~? z;$xhk1Imaz)OU^`K2|Y7e4NSGF4YGVwugUw+K%AkB8Sgm(zpAEn4 zIyP%#4tQ&_x&5<8%53-oO~LNmcjwwQ*E%V%ov1YMcJ}-yp{bpW`ktWfb#~@c6cfCs zstj)zY+|RO!JEiYx+mP2kGg%<3$$ec{#RO+JmEk-ao7g#MaGooNbLzfMFNf~hFI#?cnJ;IpFIyqr&QsMep6@v? zKpAs~!l^j@f&dsS-MhhQ^i2u?iueuQyYi^sV-jcF&m_qARMeRghQ~2-H8U_ zP&u5?hZL{hge(P|@~jP0?O+b~v?EYPzoEV^>y}`SQcPgpr81azV-p*V2If6-IA*0@ z;oPfg;k(cCjX_fzi^5m>F*R=2$0;lj$EytD1Z-mWqk%Y44oB1tS=ru%{IOlP>%gf> zWA&OcmGv-gET-u@*yXLa^8RiQCga+(% zIUM%?;Jd#MD;d;}IK>P!wV5c?>TudDeo?a&7T~j027C@SvAJk~&y&N!eSVc0j0?W4 z9pm91*nrhpyqfJ%RSxKU&$<9*@Ehu&@qluXVuEt9%1|!BCiWN_l#k2dlxrKjS)8}9 zyuOEATdFkhKH>S7p{XrL;Z?V(U!bp0Oz^H$8Qv$ciLF9|ceNbOtHCYB92>h_XkU5O z)+jygc*?n+Mi~c((hhwj-A}=}Vxk?-s7yP4hE42QG}`fVIo5l<7jqT2x7csbDGj{O zd;VXbsl9;0TQdBN+Hi;bz*_DYirZ$N zCQlDL=VkZ8K&Q=o z9;iK@&AM5AN)x+Y)S%bp9E6Km)_1vheb|>mpe?E4@y%ItEgA-I~B;w6b zh&6J=@6M{STp-?DWr(-HCRPm%;w|NH;-rvq9qjHcc}eE>>~THyVwT$n=)PLqD|>|T zN5%ixsw)AcH9T`oG__i&lWtYg165lwv2N?A3~60#Vq2j>T2Brqt<+;geN_uz1JBnG zO>JuwzM6$?-$*gRw~fm1ZHrB8J2dzj%i(;Rq{m}>RS)M5p0^2_T2mCxlAalkWjiV+ zICoMR&YiJ|HA925xg5@!va#0pw^JNn_VHG+uXtZ5EZZ(Zpe?&%>BU1+Yl+epjr#SI z@otKVw(PDlZP^2xSSvKzvZoy0mbG03tt(G~t2}FaDGj`Pd;Zoa!`)DLw}`v7xWL?3 zkwLwm%24l*P3!qmj7#DpR56f8dd8zrM!liFXU7~eM=K@>k5L)I4%oyxqCt49 z98Ne8!p_a|h4r#YyZNajyT9;1zMHnuJ;3GdSjB(0<3vQ$j(5}((9}AizN4!XjbTzJ zDkhrNS!J4b5;n1u(P-K!a(L7HQCv~S&l&mZY|;RFc^_KKnY*wvRAlW`%12 zsaJI1yhJg)edHFPumAgtuG2@Z7wo=cj%{>!0fLw zm{(#Gy9y0VlfyA9^~8O(s)aB0eAl21ibLVke0x5C;5x+w-}NfPcLO%D0ch~uD2MZ{ zZDi`vP55x$pr(F7TG)i^x~a>HvzwF>_M4sM7Bsb6QD@iNPwWD>DJIx&R~hy@u!#*s zgME-3&aMZ_Kbf7Z0K2X>pLbfeY$rzf&8^wK@NaCe>IZa)C%zL+Z7AydYCQ5BrkDU7 zt}>t_u!)UC19X%e4!X80m!ppKJ=VzTTg&%V!cRgdDHBft=t;??+Rci27>P zpgEQwP)tBhQW?kxv58Ga19FNS4yot#r}B}?!H4$DhUl`q=p6Br-oioo{Crl2d{*1_ zIA7RQ@Qa!-@&$M^pxS1~##oXh6@B!=X3HmGW#=59b`uI~Qft z915quj}@0{k18xs=c^3r0&HRn(Lh}!M=9z}NAo)Loc8{;z7u&jq!r)))Nq)Jws(1c zTde9qUE+BkLm3x`I%*sTmMSJVpHLajW!S`)qrtgC4(HTu93N+(z+nuK%~zh4O|8~38@Lfq zfb2I)0O=c^`L`&;+E6ErdCPvUm>~Uw%8Z|ogqry1`$)*sQ--a}~y@0|NlAU?1Az9OSBe^Qyo{280r2WT|rFLM02 zW3+9O4Y{G`My%$-PtN|TisAgwGk%1o_Av@);R#V3vOZB{aQ;nYI6uWE_IETm{~?ES zZjz(xKUF=npLyQT(bT>`edmbR8^2UcaDJsSoL^%T`vwipZ{=`KALLSWx;l#oE{m@0 zqK`WjZ{&)W3oEufYyVPan(%K&`VX4gcPLFz=b2wQey^Bl!VfCbgeu#p37etOgsK!v zn$U}6P4~zK*Uj$Q7399Hm_X*qeCZDCAM_M67-J4sk-BuK+K=%Xqq^iXC?9?8c76ED zz&v)=qp!{$%2synL9w`b#m%tIl@Kq6IZnrUf;ziPb`* z1-0eyji49DPRt*;YTsnXQF861cDULC(azIyOOYV{Qvpbb<8 zv>`UJtwvBRt zye*clJv6n(sP7jVfX@+nd&LCo4k`oN1e;h>G+=j>!(nylc=NTV*W%mmA{~=0-(|M} z`igjQ@^xLdom4lFJA2Y*Xll*T*m?c+=Uo&Nkh`i3WD9I!EzyA7O%8|Di(j?2I~3^BIiVV&*)ggg)()PyBbwT=sP6{x(>hKu0eZa3 zfS!O&tP>ibC(7ZVK1yq3v(wri+hr}kCu>ooQQv%RuUeM7K0B*w7*Fz?C!>sTLt)e- zS3fPBs+eHxqB4x9VG~QxU_4z8XVkmoRr0yl?3g{~Pu03@p51Zz?%5RfgnVc9l z=99IGPrNywY{#s}8n!c(1llt_`&npeT~TN?rZX{WJzHgH&%q{kE*iAw$>Fq{ zlol&;s>`P2h=Rdhi|wsBh?Y|iL#X|{Ylws-Mf zYyDL{oL73@tI*U8g|lSjG|N{jCOA`-;k*W$*tKYIUMEK>XGK>Z#T*qa+x4m*&Ko@M z05r85QD2{Y2Q-eWHz_PoZ&n%9Td;}UiU#U!ayY8a0R!mm7{f=PS7i$};Dx|qaJyZV z1A2#N9f+nj2nAHH&GySy5xm`}1i+5*%wtgoxuL-7#9tVZHC|x>J3(b&@5d%K z5e?V}2|bk}3!ELC-oFWq=#%JE%@goI|H7CMc(=4CO=E z#HOP``LG;L>2DxC$#FlQzVBLJ_b-O1XxSc7-9XOpq%+afW}!gp^<_WW&sI!8&QTf2 zx!AfJ2%jTzxkAG#9EHC_A4cT z^fk}?I?Av#6jI$V>n=1pf_|gO;C(}7cz=sc?00DJ{$38})rCmUKFmgOPd+4jaw~ON z@pyS6a|bQ<56f2cv)-AJW0TwFcQ+_=cUAZ|_6Mbb`c2RO7Rq2X)b~+cj&e8pj$(rM zU6tYeBQ~-3(BOSv4(Ht@KlwkYdN}{=c|SlIq=v!?W64>GXD)wLSfGBWGN>P66Z;qq z)KBCnUA5eQOyTwV)d%Gok(LcTC0ooL^zgoH@O;E+O!zrEpK;1sHh5tbmS^p6N(1tz zp8xM?YX3k%)?_RG^ZKV^g7-6(;r$$&*cWK{yp)wve2rJp^48g~8+e;+7NQrGdAJ=WmKKMh%Vq*DtAeQcUpftTMdK zu!%KCgLfA>O4n;e+p{8n@&0bRs(LtEc;1$1YP+Gn{pIA*0@xE!o% z;cMgh4nb2p6os$wmEO4FJ4}&5*;ZvJ5633f4h_m9s=++Xb0#PQ$51d! zI@0(pouQauJX2*D&%!3w6%EF2aya9eB-xQ!Pv>rzFZVkt-g#YIbMIFE2J;m?dNX1A zifqybz}wl%0qi-R{9Ke#VyMH$oF3;ZCSWg68Q2T4iFHQ#drh?Bgl>qN(*mq1^JPgJk$82`j=VU$RKKZ0@;dor*$Q5N8=IE-W5HRTwNxn}zQ%K3i>7uR>YH9u&~Sx) zy<&p(29;qQfKBX1G+1wv!&%kilRdFl_ZyGX%OT}uUe~|d&8ir}TRh{fXll2i5LPRE z1C?v*+Z7g&cc={HKx|@z(108)hePUET6Q?ly5f`4p=fHuP%uk7robGo zu)rLlGMFQ=iH$-7^Da3YQx|*vxkGwl|9o)1yv+4oe#iEFW^j0m{E4;PHRT64h_=rayY4e@HZW^d7W%w_E=^7;3ueN z5byVt6H$hPp&&AgX~_+1$+Oc*iVV;PRR(l2HnAyafKHXeL3IPTzW)_pEfxQJo2Kfa zeaQ1pM;Ql(LaWj7`nG-CUO%G9pq-&Iv@@}Z%|e5Awj56DKc>a!oO0DIJ=Wn-V=-6p zvdvM&aL)CN^U%~DMa%4^aRQyM$lzR{GMo#si7i5dbFm!G=})4DrTLJ2_Wm0(H^hID zE>YExKIS7bwMf8}@0};)wh%jtJZ3cQ(JJX+CNL z&I$ICasd0XCw~QHoEYl6?G`0F1AqFJ!h-iTmEnCIo7k_>;QfsprM$bB`L@&%H)W&p zMLqM`AToOsZ=F2aHM?^|c;8SCcz^53e}|^_d(`&{%|XTT9~2X?Z>kLJTiC?jMg#U8 zIUH8U*Sfo8%c^XbKfD1*gFo)M8l`&_?hpHOJk38qcXlkFJFqXWN$nxJ56O5m#4CCLiiTwi& z#(&D;jBC5sFRYV_Z1KKb9B-c~4ZNRw{x8tfzC_{G3)Y3_Jzps-kiS+LNg*R}W<@7Ybi#$1i_sps+w}s4|FKV-stH2I4kyIHG>*C*(8E$wyz`tulV= z+p1q^;}r zEsnFDRW+o|JZEz>wOvq1>#)83c4Sw@1Y--8VQh&_Y&SF*cbB8`xAz{Z7QR-VZ%;I} zy-?@V$OumMdn+dRTB{7-KG?+eMT2iYIZD@Imu$`!C+E}i1(mV2_gB?09^g3-L{mEm zb;g*v=wQVJV;hxWJOrEAp=dB3CWkYw?WkGN(Xe>imbYwel?L9!J%2lt0b3}%C0!*f zAE}t&JxXPG+hY?u8V%lKk3~~E4h7N&#Aw4G zub6;5L1iF2VG}zM4am-Nly3O)R?52meYbpUcJHmHU&n_t*Vsv_8pe}7=P77vr=q?h z<9kwF6cdc6sSIO+P3&|u7|)Qy8Fjt9vHvw^itTwP@Th7Hqx{y`nW`Mhvpj28G_`K1 zQ^s@WvlSDR=co+jx!AefqJ_fmA}F7 zP_^(4^n8QR)CQyQsk6pM;|)UWJR!G>C!p}K*b=}Bjy zsm(@x|BR6Ya}*Phb5#a%9yYN@(SV#UM=9ihd|0b&B;R>^urkiy3sg6d3q9!~G_}QO z=`Ko-=Mu#Pf>jAQC+su{}HJ>{>_)P93Psqs0!BfO!QK>V%BApQ=U*zeIm{DT~uZf(A) z>fwCL^S+HTBnySpzg`(@^Ie4n>K|1G^*wB2@1ueGCpk({`405hw)^z=&&*|`vl*Rt z&*z`N5v$hztm;Ai!1MkEWk?q48$PZ{K2%I_exx#-A7c~y1P#u=$x+IAasNZY*#zkA+)psD>6g;Vbt`%(Wh#RTW)D#Q5&HnA_! z;QUGs=d9E#rou|LDve7ZH^b6fg{HPS>icE98?uFB0DHdP5t`aIsPC5g`EZrDtzv?7JCz}Aj7@BN zG)Q-lqjZgCQ_^hmLC1Tq_Nk0)xILS@&jA~8%C{z}9?qtocSkg}olsw+ylxjqq@5KO zsLfOcwK+DiUC=Z^R~c6B>*+ z%Tf7T`xaFT->shSHk5%>sPpNR&c(+aiV41fD#JGjo7iA9_=d>ge7ch38zB>_Wy3o9 zhgb?LV?(Xosk(t2>Pd&845LDUti@ARzY`jvn1CFqGLWONiQR<;J&H0Mk@oT_ju}iQN~fBrQ4fR`WVFo>R6RQ9fwV9JQ}DIiJtTKF4u!&7YgKwG~&exTdP`v&s=y5GxZRIW7L&^f~ zbWi^Ezj;fC2h9~cE(E0iLd_s#vUy`GA&paug*NMrivNe^lXTGeeVSL4NzKSwJ3WZS@#J*>~rkG%S zU1b=5jZN$~XfVDZhck9#%N76Fi|Cw1qw~)S z3(5~vhVn1i#Qur~<%e>VZv5SEnvWHIEh(4|Yu6?Ac!Ti{Beu6So3I$V-Wc>R5 zQ^f@1-&Kb3AK1kHi3a0ma%}pI|GCn@`-SKK5>4$Z)OXe&SL@db3*>K92KifTV*f$| z`QLIl@+LWw{zuh=`km+f9%Y;q>Zm`yicn?yA5k|`8PuxS#5P9*bqhHhRhJ}nt8T}T z)O$NITC&o9Rn?RM+ATeGbu_gasP72TYg1D(u~uuT3~Fs`Vs+3!tt&_A&dQ4h)2}?D z7IQ%^+4v_&Td8Uo>v_)lC_|=D7)wU|aM{#QF~PXC$}l#KB?WY9PJOx=F_kA zKz3&~cq49(teFx(+T1hmf~K}B3TbIy4S#B(uz+o;GO)X06WbjP*gfPZ-Qa~IOTli; z%M;d0RfD;w=iCcr*c9rRC4>95PFpK1F!xaz%zd$m?S}^D{&G0xCi%4=pz1+A(DNRI zrgkvu+dewu+bAYD4^bJ;L$Qe+h6ZO_IVykOJY3bn*Us}DfihYOg|9aM^M?gTDJJ;Z zs|?@K*u;)OgRg@erJK7_Z-YCkY8a38oX4RImO^3F5P826IYBYO*hys=PsAqH84bph z=dm#JF#F86#_ zpp2G6;j7L0hCx)R^-)al^;H?Ze%QqNqrrEj9HpB&Ur{|DoZWHiF_p19UZtvGG|zc8 znp%qbI;>antG-4t!Fa98FkXjE?0Pg9Z;+$%*WmzF3*U{N?^nvtp<(ovrFE|f7-sBdv~6><$US}}onkIG=)i%sl4G%&}=QTbbZ ztg3}?oaY;lrZxeMJ<_-M{fY^`i7LbQ05-8nXz)EKN9FTPR<-a=@qAO!)TW`nN5=Es zhZGZh(^ZD=VQgZLpusmoj?z7{ygh3}_f(sy>fxN_d1s@k%|V?rX0e*9nBbhJGMtZM z6Pu3)=K?uOcSpVwHaWX5pL|HRnt6CO{;jr!svXQlo^~4$%6h@7N)k~MUid?0zz+9~|m}{_! zJ%tA5({ebbItq%2Tc*0<%suHdCYj`%BOJBAVJusBd|l9=XbRSuw%+ipp@licRcSXmGwJN9hhq$J*>{dHx`C zK}_F>JDkGGw%1iVn7{V4zd=)b0|m3B2ae9{tHd*-zb>+)>xqn^FIm; z%Cn%Wj9sI`5N8CSv86ce0Vstjj!Y+^Og z;H)V}`=SN85x{IAQ_T<<6U@&npc_}4++rSq0s?j1opZQi;x+<90k*c-!> fG%fiH|E{|J^kOV;M!8GpYFp}WRr#OdOJe^Y{X4_w literal 0 HcmV?d00001 diff --git a/codes/TD3/main.py b/codes/TD3/main.py new file mode 100644 index 0000000..304b509 --- /dev/null +++ b/codes/TD3/main.py @@ -0,0 +1,14 @@ +#!/usr/bin/env python +# coding=utf-8 +''' +@Author: John +@Email: johnjim0816@gmail.com +@Date: 2020-06-11 23:38:13 +@LastEditor: John +@LastEditTime: 2020-06-11 23:38:31 +@Discription: +@Environment: python 3.7.7 +''' +import torch +if __name__ == "__main__": + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") \ No newline at end of file diff --git a/codes/ddpg/memory.py b/codes/TD3/memory.py similarity index 77% rename from codes/ddpg/memory.py rename to codes/TD3/memory.py index 34d31b7..1feb2c4 100644 --- a/codes/ddpg/memory.py +++ b/codes/TD3/memory.py @@ -5,7 +5,7 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-10 15:27:16 @LastEditor: John -@LastEditTime: 2020-06-13 00:29:45 +@LastEditTime: 2020-06-11 21:04:50 @Discription: @Environment: python 3.7.7 ''' @@ -27,8 +27,8 @@ class ReplayBuffer: def sample(self, batch_size): batch = random.sample(self.buffer, batch_size) - state_batch, action_batch, reward_batch, next_state_batch, done_batch = map(np.stack, zip(*batch)) - return state_batch, action_batch, reward_batch, next_state_batch, done_batch + state, action, reward, next_state, done = map(np.stack, zip(*batch)) + return state, action, reward, next_state, done def __len__(self): return len(self.buffer) \ No newline at end of file diff --git a/codes/assets/action_grid.png b/codes/assets/action_grid.png deleted file mode 100644 index 7759f8b78632fbfc7fab1cb6a9a89d5165d19b1a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 106842 zcmYg&2RzjOAOEGO%!bujm8LCc&j=Ngij1tzIGgNoG>kHnL}VOgb6IDP$XyZ6o@XSR zvxzhQ?~lH}|Nr0PQStfQ`~7~sp0C&I{eG?Yy}5r+oq-lk3xmNJ?%clh00yIug#MnO z0Z+caD_#Wu9dUi2t_&+^Bhyd1`+LE%*9uSL#Gthr1eu)U-S*BvG=W z=U1NZR^hT_(+&3K2i-;X%|$gT%tV=xd#9wF->NAwy<8YI(JFZTt9(@3;#Vne)y$2H zVhLMz;T6TC!W+E2Q{jKVho7sR_I|?xNILxUpm>4xzaO77e-r)hM>D$r_hZWlJK@f| z8EF{IaDtMU(KHyp?!mX<+l8ls5sR|Run$QER4_NEvWPDPQCRB3g<&v93BloEg@XVL zR;lbv51XOKfQgkTC!&tPrj?)v#||HOLJy32rD$L!kwkVFEY&xV0DCTUn)4{kP!&ZF zgE=ce4+>5}4^$2x_#b}a@WIW)2hz|395m#f+TjCl=z+xH17+v|k>~Ie&=5E;0*Gsd zrvV95;y4j`1Qu}$eiQ~wUahn*EllkVnC|}Z zZvdTB7}4jV4^j4#qn4As%{*7-Xhb}qkvY&v_0#a9?8Q$|yQ;HiIlxmjh>ZKxVBFYw zWh4ywAqXGPb5{Z30bmQ~1~jMAgLh_3(3~wnc++?V7xr<{=N-IqG%)51fHwOJ2pSP9 z78RuW_{srq6%#D|7T`lF81S+DlE_{k-$NgfbdbEvUf+Kj@WTj=`TQUG*o6#7)B<3W zT^_(yF9g7VfrWHhlqZ&oIxitSn7I!y3ktCCGk}ouQDDj|K!)}4mKc|=WPH`WEEt7U z2g^AF*3259Sq+2``?q#($^MUgCFo7s;Tv^KVfyl4qaq4SFF723%XwBsVU&?Eiqu2!q}Q{-a^V(?D7swQx;tzxRJMYMupPX#&N2 zE?RXTOe*<*Ck=rHKL2lEMR2B++V~1j8~JGcHGoQe3DBJSAO8~#_3YWW4b!s#7Kp)k zMnEXLs4`%+x0u*}0f^HFOe?~04E*x|s180a6H}<-MQ^qam^Rym7!Ld&z>68!|L@%} z^v>cC3|4qRT&zL}KC)p#@g3>-bDfKFG|yKqO3^$&eJD@^)bJJrF+ZT-5aNkjz@~VC zJ(&G^hFNjClfuplUZq3mPpCkzl%Q8M+;Cair~{M-&p(aC2LZlm4uuv0@yN{Ozje+3!`T^_Z2fa!knF{8g79rT5SWl{h-gA! zo`S&qHCHbDH8DE~&-kC3KOYAw`~1jxh*Seq9^JT>=%Hfv4WMD{mjMRstbpDb>Hp|` zxM)*7&-6dxu|vX}ITYRpx(LO)DbN3>?d&wro9oahHPn;W%k1?tKogV>0EJ3SkS2&J zPu%^V7O!&vy;=u5+;h=l8S+^V71Wc6hKYkK|1-BeRUiR*uuGWzDkA=^$~y&ryp<35 zI#lSLH$VnHhqibco)Y+fR{}bx!~|ghR?-7n>{R@pWe|k{8qVer8Ul0?=eo+dMwS1= zH&qefJNEKFeEnk;UPyqEOaHSeA`>+70yHw5SpF~oVhb|+`pImXk-GwU&ocDd3e}p+ zyq}5mT=x;g&LUQ^J>DsfYf(%!AL_71@@=Di4g+@El**ooT{P(f^l<13c5-PR_tTDC z%jv7N$&OW`b%Mc1$zbR6`pZ&YV2O}#L2UFxz+Blxrz+LZULu649B$pGuZ^^aBVeoikJY^p&{8QM*b0ylZ|B zmftfqey4tr;OS$sriq=E;K`b;ovAf(?K(^9JLp47Mv%5DW;OQFJ|i_#0E4ZBg^@VY zRyJn>UTDiOIWZVe(&da@9878xty&t|Gt%YS5zx&TADO6);oPCG!cMYiHSQItcJ)o{ zE@7v2*ZuZO3jl&1qn`F~pS-^BHCMI|;_8IA3691t^U)?Hl=j+tlrhy;-TKJ9kPOePh0zsk5PH!*WFHWPpf!^-@%}hGF%W8+f;X``F2mte3w^Kp!5kw<5%TYUokuplces2q!H0QDpJ}(tuTBc>v0<0|t z7|H-z&N6{zfb`z#ckfw=l+JUqx)QGt+@m~2t9STqn$k0ie^15gUCI~m`BXqui`q!$ z!@fxz$?iHO@3GW%a9X~1Z`V#Y14AH}s&w@y)rKYpSEZ!j$#xIi;i}k0e>`$2cXg1A zc!by^ZOzvH8J#wfMKF-!b}4SA9;1)f6BcT*Gve2MQo8<>;xaA}Oze>GXA7k{OB5}B zMXO0dzKQ*1Io!_WnlJJRkt8+GIR^oJ>jzKeiI$6Ucnf0fy*_DN=Ax5dEXl8sW%9_* zD;sCjutEyeL+Ugit*wpf(9H`QCN)zd(?CVmKeezk)AQ?lbP*lknpRP3*2Z(*TBcpS z^EUbplLMhtj*<*_RG#o_@YC@FE$IS8Gq6aaYqYn-(ON1gi^O%$OicTi*_IfV8g1;X z_nxVIZ@$c*Vf~KvjWV~~*?A|Mgt_v}Sv&a70-ui-P|@iQ#Ja+s=^l@KX5YH>`d~hb zBm+8l7kqqU|2Tg_a0a%09GGqvF!Nz+O(stL4g|?=OK&{@!JuV?wcAMuHtC|QZ*2su z``0{P>R2b8Tdc&kLn|bhlEvoo9!oN8o!j`hAuo=0Fr5|GQYlNQ-LIQ^A={$SMLg&j zB_h@XNY>qUj_@7D9XX#RvUN8F;h@!sR@+n5QlT{Yq)ffYxB%XU^B8pOcA;z3yE+gE z?P2R~gPNUWALI6UvAMzwY~Q-Vmb|#2mTAh(C~-7etwy`uPGQb>&Rt7oO*2Jj38*GT zoN1jKUDh|?x)Z*0KrSP?b+)56TH0qlay*9gTl4a-W{k`X(sxp2jQwTO@1QznR%u8V z)m|7Kwm;zDmN|ldT5WG|6+sTsHj-b{E~eC@I%@A3#SQgHERI@Bj#{bSjDIPp^Yt=q z+N~q+mBl+K%#PVJM`vru2a}_j(;Jm0U5mirz91NW)`4@wOzWTz9VwHd(?0Kng7c9N zxOT!rGO!e~Z!_6WR{=SI7(M{opc|tWa?6)ot7oZDxirgN<()d6a}VjMz`es+uy7A3 z#+vGASF8G#i59OSdaIg~60X`cx|baCf$e%?@Ioz)BCi@n0*bukI;t}Xu&&&%TRURHL3mgEWjJM z8bUC398Mec;2>p}6|!G7YC9Q030h`PSEqyu;jj(~Lcj-cIQTyIq1|HZs&!dJYvz1E zG5RD6?Ct1NRqOM9HM*%X`CmQ=N!T7q70!#KT&%i)Ajdi3Mkk}JA?IlrS31h z3<&1`-vBQu;Mu={yygd8%l#wTz;TJALVEmhJrTKOlZ*;SHXvak%)tc5SFyllW;ftc zN6E>JTGVj>pG+s0gL{YqJP^(^1|95#wN{l=oJ(CIEQa@QqhXw`B61!aIgkVLV@^sa zP!fun)UdW*_E^A#l$wg}uY3jb6GMP+g)=-bUHc${lDj{;O>T z0oL4r^i3wRD@EI83TmDJV;CNuHZ(Usa(@bJNUI4DZI+nA;LP&~?pmiykTXeWKmr6< zD|Hn8*ewnIH$9i>b)&%t%W!Ez zv-G-0#vTFj_z2TQ%-YcFcbweT zr!WIGzyNI}o>4pBf77{ITb)h+KCA?Uz)DM};OQ{%`Wx`qiD^GVgLBTG{RI>RISwOI zLz9?qfcUr>IIUv9f1kOWn+Z59`5B?4WRhU6wh&g_;LHLWRP&-A`+Xupr;+Ep91Za? zph(8qGDtKM($8#yXiel1H(;0bO%Rg?7Z7T?HeU8Yi_q-4XMm0i5#P8S2Xewo(GbPK zqSn?Mt#N}9$`kYJCsSog4FVDXr98m(o*@?R7y76ToQI_9u5O)03sMzwG|m!w?bi^! z%gljzR4BBL0n05QSPcwIaLx|^-!v6cBJ_w`1ej&|L`26$uml@OU5wHHxZ^3JvS|}f z%L0=+4xT0f+KvN}f8qjEi2;>-(tO9;%Q;iAXZOx*GmDQ@!J-cn{huc{+a`Y zzS4#07!~JgCkIvJN1zi@SHWcYKb4U}fgwVB{`^2{G9Y;}_N!oB``x8x8uLTD&H8$p zery<8?$=z@sFfsb1l#OcB`5*o2F*$BtW(W3_+x0!Ao0@A&yu@&E<1rFzuZ`Caa!(m zs``q(j98xH)d{_;bs8z(&Ko2ubA%NaS>F54zOq%>YmKkIDKo_8-7CDhkh0hH$Ipnh zMDAD3faaF93A5m+g|NpsA%FL1?t~PQ$@(Tm#vjN{$iimQ)L{F9ozazZ7ng8_#|X0a zG}&>$wMpY^+u0k=51y z+_qtR!J*p3$s^LW$F9SQ93amS8*U=zS11_n6hYY+3QHN zR>9^e$#gQxMWO^dVO6&TLfXN;@xeUA46$#&>v-72UNh%DP`nhHfM};&wq{K#jIk*Py^uATebvd|CZ*(NJCPt$McpM(D_|mZ?1P)ZB+2;dccZ#vGok9=8(n-`D7jHeS5MLuyN41hW5fk0HV) zk#a{i|AmJk3%hlDsq&F$CF{H1{kmSe)+eKmAVhJ*_)Yitezv4)YhdW=Kq;~=Y-alq zrLH_W%k{Cfv6I?~OFfCpyT?W*NU?y&%hkhE=;{0q$4yS4Ae`144Nhf=F$6@01DUNf zB)WB}yb&*Apqi{We@SltGYg=hR6kark@3Bp2O z^v(e$vy9I;y*UR2Rl!~n)N|C-N-{qX&*-o==`a7GV@!mGE0X&Q228EfUEoJ zpu0tJc}%h+NRM!W4eBD2F@kHbZ~v(&^YQOHA&YTfvtx2K?&^qM|6zCP{jWdnhA+z0 z9`g!2N{c7!c<>lMi7#G>uA)P||0#9R@9#o1mTvqC|JU?AE*T9*+XC{qd$+WYdN-&gOX*`I=> zCSg19RX%1ljQWxZXNvz|+aP?rA*0LVyPNIR$}eh_JJH6YAEIpKzgz({$DcPE4G1B* zvBG6bTBkENU36K8`4EmGtiaDQ3R*7zQvdrkwiqNS&Wo24`!VPmflbvHR=1lsZTyf7 z!CG7{G_!4*15H%#`ei50%zSj7H=K0VdG4C!YSEW6%RJ04eCd}k7_E65q{XUY@2Ma$ z4zjQ2yB_QNl0CM8sjGqcEy2;)fh@Oiqc&6+gA(Qh& zVC;S2RxiI0t+S1dHXnsSBWhtsY{R2dcSJ+`n=07M<6%a1?VVjxQMhftoOOxbczh-< zY}TgJ@L>!o@pqF%hYfEYY(8))5Y8LihOZRTL&ti=W?{jK+_eIp8 zhr<_pmx){Gb>C5Vu@2jgfs4h~u|Puo31dDW*Ti;YjS0)9etfBvVrPBYA4y}$6Z~*+ zYJx1O7ssMq)K}q9bTl~RaxDat7_E-^ASIkU7vznZQ=O~p-7gLTl>WbIpJUx01osgO9l8gT3w1gmnefSYxHIyIw;{2CF;n4JwE2Y&N z;`ZH~lt;1zz0e$Ex75LY-)PC`}oluZxZ$KUYGB?P9O^}LWSGk zzgJb^g%T)fHRhK_d-OK#_B+OGU7j93q34xHH&v)j6@Ch{;!=X02HU0WowB-^OWFQ^ ztp1ej+xLh_xZbtJx)kFV=@zDp^87mQW=%UQ*rcW(xDm?B_kl2C4LTgPbUM;MEc9)Z@uKtxGQ;mh{tAKhZ!);N1MMw9Y zs`YbE0!y!#6lPtfi>Mn^)a22xfsAuPRMuk68(+w3m9Eb&rVVyaD73@2{NGV$N z9Jr&RTY}wFM?Hz$-0;ul2Nb*vbT!&e|z26h1FTmtn#+#@f zeIo>^KSA4x3>vTZIIBgA@5nM_qIj-FCfh~mh^uwTc*o>Pv&?ADc+=D0=Yed3d~e08 zp;mI<)~>_?HBR@ZY+a5)blI3>tDNFHt<`NZ`u%KuMZCja6Cw>FtBm{ zM3NS6K$;!1=emL@c(KVc!xbU-mYw>Cht@=~i0FIU0x}y#xnWd!xeMk4 zzHM%W=juUTmnL=T@N}$oA0P1#Nt~5fY#3dAw$@}UqHTR}gq>Y^!U|>j!sNOM*VWh1 zZuH1K@I}z%OF-=T5gBSLv9<>~E!k=nJMn6zk8I>#v;dX%0ohPrmkZT5N?IL;6q`K5 zmORBwA6%~aC@kB(yi}T&OaNv9vdfa{6x#LXVwT*_enuC_V`P2Apy}XcUTko`==l{B z&HyO~YljG%@gQoe@e1K}s&(pdQKAY?p^~V7Jn#4mT!re-N@rxT1>#MNyM+HUP|J96 zq|iN<`1e)`R>`Sc@N*cq>e5-@wdeSYw}}dAveBJ*^-dM>M&6jt%=LSz^H%Og7?u63 z&k~~)7nqq>g+3w(=goK5MdUhJFy$xu~r7oIo<0iI=Z_|D1sIDdsBh)LUM1+dcn*% zeO}XDHW`IEx<{ah@Z>%#d|uhBkv;-!SIn21*vPV2Y$4c_LDt)a0!fMpx6=K@W6%Av z)H@|O`*j{su;wbCu|R6QzzJE!!H>y?%)!04mrU)|=X9mlDro_6Q1|ah`~{n+ zgX2x}C}bT)^!4%1NhuK8uD{L?3&e9_(9}Zr*z$UBv&?zZr*HV#<@Q*$rQ$9QSw*B$ z#X1$PZs^g}AthPigzKT9+CQaHR*K^?X&vw^RrYFhC2F5-t1j#4_&DuZI{_W#I^Wno7Mpbt==k@-W9yLa z*ZX)sN`bQl#O&OQc8XtxWo!-_24i`CkhR+!IW(dspkpRUMnb{ol6;PVN8xk%PZy8A zPn{NZra?jyKF7A)qqqMu{~@qSq36WEasah3AKcR(E)`v=ZUKs$nRX3(r02JK%YFrA za2T#u)?R~&oCzc-h1l1?Eg_M5m%RJzVOr)2>_@1+S6X?(H4WgSI>h$IJS!B6QK<1X zqzB12xV)1dD}>JZt`!K=!oq=45sw(9_(ze#B@q%Ot*tYNKMfZmbwG*B6a>X>uZVwl zAzI9bo*pl40nw}b9T41c8)9>TdEg1FHE5Ei3Eu4P-3@|`vzxPoSr8yK%2cjn#i+NVe zN)WM@iY?u>p*#A0+h-`m%}EyjaPsP@&D%bf1LgZV-5a)(K^GXV-9I`m>P%(iR6FdL zaT?wwA(`>;?OyUyBz;yoD6!Om0I4L5`1ct^e`Qh8y?3|z6kc^)nb%XY6|?Tlt`vWp z@--2t$sPVDs)bh@Km=eY-m~lN~H)Z{&Ck8t|55AQ0kJfoh$yYfD$U{k#ECLk=k35D}*0JCDZbNk6de(+* zk0VOp*N{&7wCMfDZV-%EtrH&`ZnxlsI@j2xj$l?SI{;>xqLI^jY@N{v5dUe{Fe4tR z?zyTE-)zkN)lv9JjbUTP@7f9fetJadEC8O`044Wk{5t30RKewu%Ek1Ws&{FMW4^`a z9+AeYaJyUgs;@Z^B`@665k-}p?_=$lH z6QfQbu$HRt4MSuV-S}v7vZPgTmU5oZ2)t~B63WjT?0~{=W5{N~3teg%9{c?XbzfJ* zsQ#Lq`c-qyu+~6rB{9|6=3ccFdAEd%E83^cvB%YTOV`abQ&u2

}FN$~T339_T3N=vhE%AYbNK;)cR_bRbglM$l!-|d8@L^or>hz-2J-! zQ8Ho}y`{et@Pk~{H*Dv6u{NGKnBzPiu7?!0-VjYhq$0#pXE^D$`> zbjrzESE$Jt1G)H-^n+8*vierq+McPHEbo@0 z6VQ%UBYCFiq{ttf+t_v=MXR;)f@HV}ofGT0qJdC)dWtlKa!^C+0hNpz-OSJ`kOrNv zoe@VzlD4z9{wN|r9cDz!w7tS+rjR@xK&REEWeVyFYWu#Gv-~2x=&f^WT|cxs?mGznx-0cZwAVwcI>zOgn8ZK zA7$h@{h?vIIRl))iIbJpGxvNJUrDY0PFMW(i>^_G;abtv;JN9%nU~%L=Im{T$W;Y(V4BF^rOYH zzR=V9o76aQ1MU1npt^K1GbC!E0F?YPKq*WmiizYoj9{$!;E!)5#cfG%_qhdl!pZ*r zJD{3~V36-c*A!4dWe5$*h}`qF0 zty69M=WBa;SxN)=WOB6}^JZ!@Flf{sw5lV?F2(h88{9#TS(_VcJO3tIvQpyJjLY!R@n8I$ zqqF*#jVpOCkrrRuq|X)WDIn)Nu8*&z4#>P88I-&2q`k63zT)lWtJUkiD;J#WHJKb5KFR|5wFqi>O-u5;;x#lvYDyfkK9kDQqr=P{NA&^p`c|t zj&)qSP(TJEkwbuL&{`L9`hI-g)~whZI*pJJ%w3ggu+-&?07Ae{XJV$s(NHzY=8xjU zjt_b7Z_J3xEsqbAeM823DRE2QzUaO5mdpvt-R$ksy^X8x;a%3(td*2d5$?*KddCllMA3Tj4srdpGO%I#^o}cgHCYQf7EOk=gcI(B5ODjS%Qi_}Lk~}LB4_#wx!5T3T`mvvH61Bt zV-BvuvB&2~8{cdHh@4})2A0WEpRs({ymf+!u{(~lqZYxgzBWsxB%56u{($??l}lS^x zvY@~BobijSj;d^im4q-EEtW`a@>W8W;O0{Zy{iAa;5a-DQ;fq{|4# zel~X^g9FY~=RnRk_$fD=qiP&i(!;Ykp?+E3sJ_>7W<)(3NTSj&$8vC6g73aspJ^tvuJZOid(b_h_-R{*^CM zr`;5*Vt4Ik(efXqHxnGi1x)r`K&ig<&Zy^DX`D^JMnJ>ebRv69#>kvuq!ba9h19Tl zeJ(fKIgmp;YYj;P?M7-HiQCl{9XOfPuM=H1SJ=2g@rAwkdI#}yD{yG#@+4kzoPLM3f*OO?^#3kVkUGnNItNqV@5FpJ<%@tX9SsWHlkP;h2FAE3P z1LmuQ5g%jr0m(G(Ke=f?ch(A>js;Y(1Q7;Djz140zV*{?SG6GzSD6HkP_~xt=Kk@F ziViS($3@VN8X@KO#q^u=BJghzkD7jc;AOmF4N-7Im*F0*ht<69H&sIm)^0e(S%T@V zhhMMB@Ha+-wwXpG#bj0xWZprMjLg4iRfH)F|LQBj(HKuw}yu4 zX8YTN#L`LL(TwsB5EZl&x>58X_gU<-Hz(xn$5%VmyK6g6dd!~ow9n6Fp2eELkM;5j zAHRrD3oCg!cv08Gu;1+zCr<`-V9+1UoF{Hq+4M)$I3=FuJYxRKj^)E-A>)I;5;cu6xl2+O668RG{Nvl%9g!q!_LM zZGvU`S)qb7M*JQh|NGZ;Emv09q&CGZDagOrJy^m+X<_RDYL_ivQwEW2Hsq&cvqZke z$1taz%=T?zvFK~n3h-F`f5p&kd-Dgh%*~?KPNCH(p%?gu%A&`1c!hoPMu+;n_vUoZ z$di1vRRb*i7fHsCtCmMZu}kE4Gv2eRE4K5LU(+wj^oPB+#PQY&K|Rz-L3qm{m3_JO zce;ok3D<>v5JMdBRVhk?7~`ob($-&kt=VCxhqclTZKPX}rbr0L)8yFpln7ko;;);DT%x|ZS>Qe1UXyB{@(W&pmwkKr@wGC^KZI+X zPrNk$>xC26|LBL38^>*@Srw&}k= z>;KeC_qWM!92i~4CpS!WkL!vvhshT5`dN6oO1mDF5uW|U`SiOsxkd3iHVQarR92`{ z=_)1fYpUDlPMeQnLsq6`o^$H451kVCTb;>u5qg&w$@?}Luh?-7y>HexyNUXlTKNv# zJqgV_14ar2^{8L%uk3<22hz`ojaJoJ>(hOT%U3KZl(()sjd2OaZ5K6%y!-LDctMP< z{p?=y-1ZmlKFfQ6>_Go-&7&nUiRS!1p_?o!?>31w0oNFfUV&UH*~lm|mp%+rH`~PI zPui<~9Cp4!m@e3eopFNQ=)f)nZ+n&>5i;~n*XQ|mf54h`<%miX*4l~RuB?M&kezbV zNVwMNU)oS`5>Y8F@rr%oFMYG;ROLBq;ZNR|<+BqO<#a!iqm#N!zyYlAxy)Vi3S)N3 zi;lvF1p1?MPYJlug{_VOo`8|&KZmLG>boi1K`AD`+P0=EFe+!9N^wa~Vi!K%2=DOf z7B<{A$t^n><@*|N@t~H6*{jS`as=ISVcvKqZvENF0#B1RPakbmu4Y;8Sby)HntTL5 zmnND0xXtlN(*c@lWTJsi>xC(7h2 zYafJ8UdOemeHWc`s4m*}u^Eh}ffa)81u2kS<;nRK#`Lbl*a&-3IMnz}je7)9zoz13 zMAVM4UM*>kHaH(fjQ839z%V3IXIR1wZ}D?68ayi$d2xwMPXE40+4zXYt6>U#IIfmf zag=HIJ+41L^L*vk2g%LTH$W}vQTmfwy>o?pY@}J+Pc>~qO0I?~LsiTD4pJqj;Z7*d zp9^H_*_<7inL8(Dg>i7opICh#OU|*bO}1e5F(06&1-bFDOS(d@J-Iv{veo$pED0Cf zm2iK?*6d1oZn-n2@-A$9l-S_a*U9x3M z&F(9<(fblzy2b2=9SH>e6_^?#J8Y+Mu6)!^G7v9a(n>;OuXHX;ozM{G^rB_Z#<-+Y zHc7sB$5%Y{Nq~yf536*)y-iMeh%tT@qhtG06ZyDZV`-C|?l#@NNXPn7SGsbx-H>9k z`LX;IciWxCJ()Z2xZTk6$H8%xaP?PQJ^$+Z$5_&mkhQyAs{LFfr=r+H2al@*vi#yvT`{^XZ5YLy3amm=_TixZXO{ijO(oBz7z2w8^>+975q@p;Kx8n z<#M*G38RoPru>;HMlEq)sBe{W(%ogV51Dih$_}ggv_vJ|;#D(nPIi@_vMD|P>D~N2 z!5&>*&#NEr@mH_@wjG^+I$k)WG?SLOQnj_TCqgfj*!}CMQ%8r58EmJ0PD*(KiAwb4 zH_RV>GTo9OzFU=xOleYx z*o-N9Ri@i8fe5dy*(h+Jn0dZS=q;_;^a|M7DrzU*MddBN@E$t;bUvqo;Z<1Y>6H2p zbw#{FF&KAi{>w$7ztiTsz6><1oUGc`}a;m_rv%8Y|m_W`{BUu26~Ji zTFtXM*faGnDWSr3h}8bQ^WTjw^XF`jI`vogHMu%p z02!Dvp_%|xK+5=a=R2cLE&E%RhuuiJ4oc~XNU_&r>}Zz{%YQpLsO#ewB`O~}A%(yB zAC=4yCCR}`RL57g43qY&yXw$~AA($H$u^Q-C+eViBq6H##F=~xs?ezhm4jC_*Nb}eD3=(c(%z3c-} z39=Qje}`DVX$@opgSxg4Tbe*Kh5bBih6*T3hpe@ieZVUsJ32LpH2G3wL32`HwTbGb zf~~xq2ZJKyy+BP(pa}x%hN*E4BuF?YBiDm`;8=%>t8Bl%s>CAcf^BcLo{c3lWgqD& zW#z7-Ndccf>{Fs2`^3y05Yi(LH6G=*Eca*JL4_+A7!)=YHS%6Q+IX+W{1@AL$ItP? zT&RgDJi5mv+=hPajDHAp3Z?g|df9gY|7SESv#m(pp%=hkoGCrWJ%j*#AnKUdSi$+j9NSi5OZ@QA z_!3jFvs(&Ytize*v;9m}=W@UJpMU-rFw@FY+yFlX(95%^rw*#_?D<#53v1#4)|qXe z3k63H+ke^$?`n!C+bRYTE;+EjOdl__t3UY<2{6x2crw(nbh_O>e|)Iw|-ub z0zB-Dx*TG*#SYO8zc3v1%qdAc6FI^$;B$FZ=e>aOCY05q^G4 zQ(hJ4Pe_&oR{991JYM?Gj_e6>%l&u9sn=j;uk$`$L6F(Nb(vNV)+I@%4z|rizd^?n zQ4|%hR~mAG79z6}#vp_fzf0&q|3eH)7=?xRPrI(5B1aMPc z5zD6+$}Y%}<3=41d2qNG>sA#3#!f!FX#qq9+TsMxvNF@N01ejpsXU>WTQz&O9HBh% z;zz?oK#_MKH>gmF_!s~t!!ZxECy0Z#8;1>eg!?S)MDLw#zZRD(;P!wTwOGw18RoRst^{0N}%=0yZK$+S3)_}6^xluAqx;lOL{gghwr znLPqy&dk|x_OIq86GXt-=w|Va#f%<+PaoQ&TQ>@Uq4HnPj}(O=;0FZhD6xpB>g`~q5+OvL4;9DcOHnAqMa}zJ2EX9 z&p%}HKnN(qCt$w~PZzUn%V|CIMJ1pfvgls{9pD1RsolwlsH`oC}*9-gRTT6VS}Xg;|syWazzCv&|LR@p={5*3ariazfkVH zK3WyP_&^)EA!8MO*t;iq2~MAg;S<#lU6s3j+yf`HD>J>mHwv~4s>U1*!muNCT0xJbC*?XGC!%P&q&>|EH zKDZylqC9c3XmnS7A$Yl55kR~Sy3?*G$wy%A4IV>4RBInKw=1Uw9Z1YjAIu5mi4h&t zZr{m>%&_HhPpBWv1Q_A1YgZ$RsSZs6Gvux7rRf}=4K%}9Pp{AULbX38Q}ls>*DjM} z6!EC(Q`PZ8Tn}vQX&(1Q1pX0<`DLlY+31s2Cn8;os8!Z(J=V6cW_<{hXH4K3Ms(*} z5I!m~Bwogd)xZ0n?Gy&*Lvx=F#K*HoD2bF!CPQT(DNT&%H_?n>06J*c^92p8$4_%_ zL05FbfP9WsFn)pB+HOVahSG+KYX;$OV2orkAQ4^7ySM$GbPB$893x6=39hJB{Ie85 z{3uYUPz2RY`=OiRE+C81R!H3#)U+;ve-8`-rF&S9oH?$HeDt*CN7MkrI4~U02}h@l z)Qo?2^Tsz|&cLGq!lb5t2#h_IMK5IcCe(1t1oi}AxVoTmvkgCgoQ-?bk()}X3h2Gd zoK5xDjq}5D$3Q8KK^ODw>wpx#8>}XEhZTOnl&C)Q;sB+JS?QX(a9@j++wK<<7e%=V zwv#h}AP$V^TaQa#ntBghI^z89aW8mGiomD2aYHZ8jmsSN z6>3eqkjnvVIf%%f^rHbO6yL`)C`1v;eFd7ux}R>)U_`%a$w%-G^>&oDn*r^x|3<`P z8$h=XgBfJBuk!8@?;Qu5mGcETx8@J|0l+;a?5#9`o|Pkyz$Hx1&uyPAUP^=ggPGH= zRs=8V3|%b~1Q)cDnARJyhB~Nf0CVNde^l~;X3QcbSCWoUa<)`GG<9=$!OIAfR5)mSNH{zf*lXSf5dus-yRJIhm|9F?9m!PjH4A?yb0d=Ln@~#kdl^akmB@DC{_zGxH8i(zHHsbCKVmuUb{}o|9m3j{PM3gB`85KU# z3~0{;8!ha4F#rhO;Sq+H)bpZ0+#Yf{a+F`07e~_}plL`Tqag`2%M%yAFAHFzc`gR_ zDmXZP?GJf%iF6pQj4<>8?c3ElacF#i8VgWLA_F+N@3L|q7?ZS8U@*5(BD>VNk7kU( zWCYL4G}KoQWJK(ZeqGhjBX1nL4-#gu!3`d8;|=L-|8eim;WCkc*{flB0(pV6yr&|$ zmD&d<6mV%PbB{*mPo^FNcS%cBFe_VU;K(c>=2Rmf0Dc6nFgWM_^M7pQ&qub=EGkH9 z?}x?mlq!3L=YY?RA=VN2YZhP&!5nh02byM&tbS^I9|LNoAwc~ltV&PkdZ+Qyhuais zfqP);sw#S?xYMEbNfbT^Ker8|PZn%Zw1h5&63+lLU6$rQAkuobDHt(d1-h7z z(GA5XLP;lbTz@N1;cAcGiC#tG>9_!=$>aIE$AcCmunOi|ik6`GWMVMeeeuMI0`{qq zTJcqrzdNLA?^8Z5C4MpT10O+mLd5UbvXO)Ho6=S$W+}WfjnnM!oE3aIuzkLDBtLGi z@!xpg>HxwEc=)>>t#k+EVinrcgN-C@gxcMiy5jvhxjL3+e(*+F<)CnW?vNoj3OUbV z%VF2@t8cJ1rH{0J(hWcNcIhWM5+6VGIJ_l$(e9iP8($FUG2P&@GZn9EigI`4NpEmHn&7lrTPY~uT9hsU6@qyR<;z+c# zri-#J_Wl`FwCQ&1>%*VTVRRflA0@4S-kCkI=*m1mb9eI?EH%fp=vnXhb*r2D&lF4+ z1bGMhYuPmbgyjuLV-axgy8fDbPpuw9#KRJ7Y=j?=ha`fvAf-^dPQk#2Q4E=qqxo{8 zu{&*17c)&86{oX%<(k3Mn4X+s6T)otpsq_gxqUiDvB`S=gu~{O(?Z5nNP25s|&B6vL~C40OI#_~LvdaI`d^T?;-Vqi$w? zS(E3**k4#rj^X`&FH**i7(;h{!$7XaVs>#Lq1fBG!i2yQ*-cYCTkycvo`VZhx^2s$ z_(X&WCd3SvUCW(s*^tSI5bQ3G;5uP61vdF`y~IVk{AAErYlvD{w42gLiaFIO;FU~^wx?b4n9jybOJY%MO;8v z;Fky3te$4yo@ZF(VE@z1l0p^82hAI_HJuLzYS(n7vzD7KLUsG`&v(*y5`>W>e{v## zS?XOA0|>AKT~5mcJe0Ahk6rq%EVIxKB82 zJ2J}=0#}*8)THTYkF1WV`rlLH@VzhVu<*5CW(=HVn-6GUZ0@!cLrKKFj#_R6X0!Af zf)z~(X*K>cljil0K~8xAhTD>!(dpGVk>c2b#tFWf$UebHh{Hw&PK<-4ZUxlgWER@y zf1&!Ku8(RHF1<$&;;zxq5qZ3+Hz)P6OTCVomC&S^yb2w0I|QZT`K(fx_X=U%2O?w|D{95#4M zYWMVtSJN3F2OtCNOEqwn#k`tG8)TVVKb|o(AGCGA)H3f-1}{OZIeyfq7+yxO3c|1w zfRmm_HIXMH!9@^h+_P+2oxN0Q%kZJ`OyVwa_c~|J#da%e>+zKeAFjvJ4`dUG(StJT zs67MJ+Cekjyu(}IKE;Qc1mm9-m=H<|huVnHau6A6UmPie2%wcDiNeiNTaEwS&^b1CivF6!JGdp+urgK1(g{`z1a+gUr)`9OT6Pw&&jmq@%+ z8>EiS20fWM%nqMedD0TOTiIGu?yBhi85oj18C7+tm&SMQoWefzQ5L3G7FIwfLrd{P zF|Ub}3UaoxPt;+dpcq&9>gjy5^&)Up>#sesHBCt=VWLD8g_II&$qAYes(Q8Qdye*9 z@EwaUeM588x4>!4Z&J&hmE?|K#nI{!-18RUofWdT-{B z6+Pe3HT|nb{Ao+=)!s}516u3-p?<-zG*^({o6fBY{H{ajzc4J zDOg-$omr5>25sK{cJcxl6<&dEa(j=%E;QnPH&DJBOG_hgKI{C8Q$vzbUnj)$_On|j zkYV*%i@3sdskWc2w5?|y0*h7(fltwT|0!L^&o#W2d#*ew#>e!p0I!4FVMAFgIE-4f&cjl12 zhP#(Ny>j3f1hOtP8W8v-4s*&NXiGPIsxShijT1y@QhVD3pL-EzBPM48D!blyH1yp+ zWfe!z#pZP;?38~G( zm;yr4`rX}|LCbvH3GvLWXD$B)Zufd)^h!U`@)IRmnOaj~@KPg|F}8woLQC$|e0w_W zVC(ADwMwta{Hc0c4SY$5(rCmLgvVW9pg_N=?72WXRpd5~XYK0Z6vse_DuY7^-jL4` z+Cj8NzOVq}hJv5FS%yU2Y(d@p^tA1Vm@iobD_{O`7jNvuYI=%w4Xs108XEyv^h|Dm zljS2!;rlIcoHbeYS7t2#buxl<^91-p3G}A9j?NIKP%LM$=L71(RsL3UtA&U8t?UE} zLa~IZ^ag&V0M{_l$%~u+I}@)ld;Y*$=0O;61CP#d00-OG9#i;ma6VpwmF?;L@H7a^ z!Hu;^(BF;Le?P+qc80ZTa6md}T(cue9VSN}E!y53zds025tq(q)Qz@|k(ZWJn0&oB z2>+8NQP#s-+UdWqpbD_xdD@LB{L~4}ZCvcGJ-#wp1kRS!IL07+gMt998w)(lU$dbD zJ=l*fQFdB5%%S}0e%XWwkV#T^2qa9Z+iwYryyeaoth8`Au5N3s%PQ%soy)K%1wxAQ z5*xiuHn9Vy8^JMb&NRp#*~?Z5BeV>2pEl zlU@k3I4Fb{1{X&eDPMnpg;*_3xCAbzgR7Yx%0=R0_D7NyULs>FYbkO1Af;~V5X4K* zgKDHq=kKNp^47gqaHZLd@oR8YIP}bCD{`PtP(CSlYgU13_iDfYL)Tl!HQj#y<0uM9 zT1ba_8?-2$DgpuuBGT<7x6v^gRKOb;ScFmn5|X1fBn1SNZrDaT$uXJ{Bfi)4et&*{ z{r=qJvDfQ$#ktOP;(4B@oWb5Tacxawq)sB>)yE6At7LhF;B4yDbtsA>_?sH-@FJ%is`7E<-&|$F!|nPVL}q|MJqycg(ubS4cz0hf;H$J{> z%hrT3xqbFI5A;+;OL(gVOaz?MDjK+GH#L+o0yvwfv;6wRaq0D`%=1iIu|=q26WJ0zs*qCLL5*Kjg+4AS zQ0vPyuaKOUZX(lOwxz%u;-(Pvw=T6ASrmOWi>}NW2q6gCGS+GKAjbVRNjHljm8{2o&*IlA;= z##%okM}OC&=1;6cE)Fb%9d{vZRwdH2k~Uz?mO#v-!8{p6#U8vW+E8_+>PhX?TT-o# zyu1UWcDx*{aoAbqrA$@rN$RB(RUmE5^eXlS>eHVSXlmZ#li)`6^r@_2 za}FT7K@B3+gUE{$H92qx-2gIn)r=A^=gMMlsf*S~{qurq$og|nnw=WZ6qM^Oj~@!p zVm2(*191ok`*`!YjaI`H@1ys1>8qUHK+`^Q-1jYH0a3B5or|H?C?4P%2EbH7)Y+Ro zqBXWd$%4+q{$&ZO^YXWcoMuMv6C*kA`}^>y}jeIXf-&qfbVTOI6IjV?aDPM3riZ%yu+IQR9)2O%3ym zQpmu?zfXHzmpW7}ECQK6RNG>Nbp@CUl?tryc2@7GyXgwTF5h$$sq$Fm7aX;@wh2di;U<-0+u zejLs?x#mY-V4pgz_ZuYuziLjBpge(op@S+vS^=eSuxg2E_c=p}R`57yNjiv?F@HK+ zAOeUESb!=0?H&jhg&9#7=rUhq+ahmX^f%jNdzI!VzfZrO9c^EDtJB4CvlaePAm7A{ zk5EPI9W7nRon9-XWchHifw2XG41p!|92nsfd+$~W5RaC;ag4f5LtvU*T9MPGhu=14 z#Xa8pjsH&u*dIeb8}UcvkLK=X><-{=5`=FXU-aoZ>~`(^fz)RMFW?6`H16_hkY3@G z$4^`X6HWy_QHQpLPyfw_PdLJwWwvDMF?R#f0mjd;D5qwQ6`2|Vgv< z!;vA$JufBYqre;|eaC-@-)G`e{v0);8$Q^SL5+v~6N8tsmI~43&;Ru}0~A|;*;H{3 zaNdR%in~us=58Mcv|=&Ufgw5MPa9w|Sgj7Q=g6V*3*fPeBZ1Fxx7`9?4r@Q|qOMN1 zZvGbrBu1=h6@Fu55@+EDWwVZwzUSKPmO+`PE)*iTJqi$7wavBN=xxmu0m|%KD3~9} z#_u^=!@qt=RW$&dZCB5Y<#O?w+a6tPzWWv;^6A3qBBZDwMVB?!@}#C?Z3dle)Flb4 zYXO=<@7?e9m2;pVcyN@zx&0~2uUI$-G(|BuN6ilSjhC&`ef3sGV9?zaM~x)nH<+FHd9bl&EAG(PWZu>xi*42o_dJ4E2!FU1JQdzJ7M-~f zm~&I1skWGM3)dPh!ykJfn>u^0Q@GffjJ_V_FDcQP72jjF8zY8K*GoU-5MqjB@i};7aKOw;*_I?0hhy=c)ibh-}G%Z$Vvj!N7`fi61OnJrGL8^~f}NiM2>(1I{^h#W*)0I|V>3zJ5Lk*}nmtBq zgC}iDshlK1^VvuR9VQmD{h>{9cj_?-szPXgjn{ExC|VVgNfOV7@1AyB+@#DL6oSRxVs1xNE1 zzAN(0sac>7pD8Ar-G0ws_E+J5c|u^hDJ6rQJJc5$k8JCTW43z0hO;owDN{TEXd4TV zO-J{&%9JfOM{?dMcn*Xm?UIzsDH8OuB^qG9F?SG!M|o+Lqd940JsG8jolZ;dw55e>t@c0b)A(RRpm*NBVZpxfz1oE4>@y>_=SsD%u;HQRf znBo#aTwlB!-E#_Q4hrJ+TyE{CeKzEpo>%GmeochC=|Tj^2l%LLfAxE8a*jn=%4ccA zSAd_g@s_=J`?+6(QD6QDium{dy$S;(-7uiC<@LEhc;K+h8!CaX&Y*;~sPGS9%7_Dc zIJ=4xWJ*?$cXG3I6Xf90pZL;l(@v}WfmxP>D2DK5w<%#mrt4f+dX}0YGoTU)XIfE6 z%7wgveZYG*7GZwW*-T~)tRlG7U7K!f9*5rZ;gFe3_q&6bX;D^qT+pM4L54;bbAFUa zX5u7+v^gO9Y*hw0YkIsCbg*!bwQiS-=QM7VZZ-_VfR%QPHhf4eoPz;Y8xqvh0BSvM z@7}U%qU<~gU%sUIVI-biChDfyN3>5B>`u+Rg0~a;`TyT3OaTmd53#-!KyT6Beyzyu z9;=~aVIK8J6`cb|s_`Gw1Ihm#DT(Px)7=0W)lFpi*3_3u9-l}kTq z83p!0{eSiV4)DC#xD~bo_Lz|(U{ȉY>^Ba#pE)#5b22>!#fINaHf?$5I2J7ZGD zV)JI1K(wkWJu!9b3%GWI^qL@ppw6p8(^~=z>P}fc(U|HX&jZ31ZcaO34Rp<3o-Vce z2Vf0uTPl|}Z=PX@-GJHk<37i0TJ~f7hcBf{d{kWk_gvZ+QUiYb%3lLv;mO=#P{E7b zp?Mlk_JSrLnX#ijGSpdmQ{U;3IQ@J6l;sIl{ChuTlYjex`J`gw3U5Mx0hUmZ>)$a+ zZ4TDNywTd(KW5ISv4%=uoY)K&Mgez;8-R^yfoqpK zHe2aG7+e9o>zU8hj)KjG0CmDP5O`5=Jb`WK4TN3dugynA&xDwbYl9bT7Umm(oh}4Z zU_S$rVRs2Buv_NX?z&~0X#3cR5<6=Em`Hht*D}1X4WI@ak@0gh=3alTT2vgE!EclJ zZ2=M}6E)a75t;?olO|)$7B?|0*EX7S+mf%&2N}NNOZV8>tuLZV5k5-4wbqhxpzn4 zEH`b^%_hi{9LT`k2KDj}PG_6k_bB5t+R7g~LpR%n4s?Z`N40<_fT0X&2fHo^F}ye} zi2{f*mebsc2Ivjc*XWe^cykdd)JoH{@Qw$88+!67J^6-g+#_IXfG@2N!uT3gKw`c=dZLJ0`tCyYx@|vv`8zs@Hh5<0m8jC}bH601zoSdN zOQ2ev`m^lt<+}{WJPV)e>p?hT`^$ZR*Xgs&m7hsxp7VD_bEet~gMZ&e&^-E<|KsSH zEMuI&z_rj*RJ;6T>(=})R{_`m^cWREvt}zQ*jD<^`kl1ZUy*_&P?KLYx5Gr0hEX67 zo5cKQ1Y^v*-6~!0K$;SS0N+4Zp41zQfhe7dd7$nB=jFQ)nmoY0WB{_mbPUL3 zKr`g~KTDa5Ag9Lgs+wVt=hELlzZ1A3MHgz%5C`xqt&X9+Rq}R)%Dc8&?Puh}#Gd{)z)xWF04o;_i;1!}BBqZjw=Y|B`#z96z?BW)a{f;N zl!ddYj~7}vHri?yR>d%e4$O-^2Xe5-njp;BIN(LyR`i%I)y+Do0bCuhnd!Q_tl)C9 zvvP)buifUnd;5vH9^nG;2B;6bxl1?_0Sv2-cR)DY8ytB~rN2wUIunL#`z~{GF~&88 zn)Z&5W73qiwpf9{s_eqkM#V~7K+J$DJomwde!6Vb0Lp6t1r~L2@L6lfKhDg}5~xV^ zeSYRfNjDHVbp%qQw%QCV>Rzz|hd*8;Cr~XwK4Uz86;h}RBW<;7RVn%p-a-$O@FC&v z5H~;EC4{^mr>F4(5~OzT?-z2{kk)^9`W-vC$xk15@w6?C_+pb61$PNPo#*>kK(peg z!q!=~x>I5b9I2JR=hwxN*BXZmYOj6XWywHAS!sx$9|{EEt{mV&sJV@uF$V-a>p(o>N|(`Yz%*ljh#)A##J<0@8>dsFVrXBY9WPy5S z#Xox)XjQ#~*Zgywv!?*KLXDxSON^88^@3$hmzW5zxBRU?-vxZ)7C^7F|4|$&s^M9G z4{qXJ@Bg50fJGdHZRHj{j{TJ!KpyS@U}j+TB{T`UPm^z!h=}}!LrHsxivrwP5VN7X z?f>^*;BEc+FGt7#P?K;M^$~i(CqPg#g*o!ioFd;-XyrjsFcgRF{f~0IZzRMM^F})hHvaP4(koz*FXhuCCWPpSq86 z3U)j^owp74`@b&~{P}{r>UFk3s>a?>S2MhB5(xxu_PPFDLXb<^Y2IxR8T{|xB7grK z;wU;v4MttxcpCTzRax+Dog?(J;P`9;d+WD_GygZBcYg;I{BL0`)rPrQ63)Kf&wT5b zoIfArG(%h;7zbE8?!PMX;NG$~XQ~#Uc=Ieg*14T;cM_Mdf<&f)(*d*`_+K8lYry7j zziX8}{Nv`;diC9oDEI+RSVtV8qc8l=`Pv5LbpH+a%3lrFa6U%mj|rIw5H5dkQc_}q z!XG70wBe;x$M)~&{XGug3jlFM)oBMg6{Vbu)0=r5SH{~a5{K0M;~|IHEocO`5e@!v1OHIGTxQz2J{ z9-fWB22+M&zS@PaA_V{M-+)ydsAh!R-($jvthDB(I^ih}ELlv^Kw9H=C2#*voNNG3 z9#u$C*9jTTziq4C1na2zVf+|pJpgBo?c03d;{4x++|d8~VuaL#mjBK{G~HQV2aEfA zO-AIO{O%~a$CC%Xrl96C7?W1^oF%n&)l@{)vE#?wfP=>D(8DAp^-@fKX*P$as|s6P zi}(C^Lx}ABOyh+Wz0s~*K*rN9qD=oDQIWZIcne~=Qe#i#gNt5mOxRlKUgkefSB_b8 zh7)g-@3mu&WVfH&EUWjeKP3NSX5-zp{meH^KQo9F+hu;2aBM+~qV1@38(kdo@A$sD zi1llgW17%`9+TYww1wXKaX(NXRj26*%joUY?~9=45ddc1s99+1udRZbXS)?V+#T&{ z0qY5Ut86mZUk`hLRoesDJ{oODJ92z4qN?I|-U~sr z6M(Y0vr^Ul`;P*Q_YIq4Zwe}hLA_1v>0(x?h6QLP5X1Xt&-rCeW&u2ajGa}xHo2Nz zH~wyaQRtx2{!em6Wh+=logz@1R5EN}gvt=#TP!{*0TBYdgvE(Rxi&r!@tuJA(Uc7#EIZ z>q(ubo5ufR>PM_3n-AfY1E$0AzFY7~Zx@UM)>nB*&uljm9Rn>S`~TO81{h zEU8?7XjFf{$6Jgg%BYk>L=d;@7ieDk+)twQaG)yaeoMAt(u6&C2xn;f12YI(6SLhr~RW_R@+c3wC2O7 zVgtS}az7_TS&23M{)uk(jTA}lp_Q;0L&R+lvIX6v;P{gh0fl22h_vHQ;*IYT&Y--l z9o_{e$4ls@=Q)yE=lnN zAbhq1KeR!*^EhGWbHz@m=xwqCS+<(E|0MBdi8abD=xy^8-n(vrC#KiOyS&9OSX8bR(nxC)FBtZnsn(d)dEsdsg50LORk9&YZ4rH9m1Zp z)E-`Jsa^L!%YVdVKCGHL4(;XGdWR?(Kj`Q zsG>C1wUIN)*Uj=vm7TeS?prl{Eo+s#4*z$=GM!9?aLyyy>SDBFj{UtN3Aq~UPM#Q6 z>yduHh57RwOEo!^!h$Xps9XuRKuH}UX!s(yqIFL5j@$r+Tqj$-SufarVu-`Xv+C

b+S1R?s!> zEEBdCUz}}#>l1Q4CwR@(s};una}mbTep#v*%q-_rWZQ|hb83jO%x8u-@3j=_J1)VR z2%nzKJb+!R-nfhbS9fT1-arR}f6U+47c+sZO#PPh*MeN=Egc|sjl*#bW866=YLD|G z-MhXa61$U%hBxHo+rBKnY-K;gD|@4Fb=3QZ98sROO0Hj|2^DE0)n?j z>Wx`@gR<1Sr#~PHTp|mAn;14#m2oPfEe5Wn|FSK&Oryk+v_@O9?xuI8ooCv6&A|yo z?P;b0-^O!*JPmikui=`S`ZfNQQ!$c&?38+Ee~d-{+kq(hwA1yaF2*<8p~GnOSh0tD zeFOs%dPz>D@p}`5Z@DkOl_T_%NoOxRPE!eV`tt_XHr+wqL8-H*`X}By?qVo~^ zIdy~uVCcF(9A4@UtwW|_Yo8SoHkgg4skfK-v*nW`zE)>d_qI20wo;QKz+zm8Dzb2F zn2=zL#cMi_y$&uYdeUtF504T1vy9SNV}EFzD`}Qk82BPyqTka{>^T;17pN4sHJ6cC zm^rM=lBb<9;$Kv1XSA?A7TYkJrYo^J7v{_Ua^i~Y59{&qD+N2)XfM`7=NWkVmwA=B z_^!FH+lN2q0;x6VwITPR-DgogeTx0h|(fPJh|GGDlV)YSQN z$l&5zExy3AEj!{|E>gK+MAmkFZJ-oaN7*|_s+fo?oUk^n3#lM+>+%qxd7+oLv`y;< zw|sP~l_5x?eZXup+I+&krn|nQvwi?JjQb#%_;hkDpseN{s)jE&deTw?R#Wmha*bG% z{Cj%Z$>Hna)Z;DM_P+Y%azBsZUPKZFWz=IHv|_HTirG7S>mB5neyg;n>hZOAS?T3f z51j$Gq>vPUzltasdoyQj5nmXnwfCLN32TYsP9 z{dIWZqC2I~y|%9Ft&4Gryqqp3>@AQI@9JCT>FH^W?#{0)svg?m-|g`bQ+J1+=<_II z8p^Bc*Os9$2}e_8TB6mn4n(kgZ$;B{yZy(@O@gNW8JMd4U=*mzsdBW&VE5$$^a%O@ z?`6T3sMUa1fF_sC2`}UX!OwHE`3azfg64jpchguc!n}Ww3Wj*Bon=F??V1bc9NxQ> zr%1@@25{rI9}0{fY+h&s$PH#geS^Lx`<^Y>Xw>hi?iY!Lb!x_WgY7)s`xqT*6>sCK z1t>ypfH}tXZB5NcYVp4%E=|9u4<`chYScu~XV#yk-(qlmYg|%&kfJ{3TNUDrn~Lh% zn4`zb`=jV)i+8t8RR!2?^iOX6tikR+gqylb!CL(7kj)u({f?>m8z;vi-sWH^NADlD z_LU!WJMg@n{^UK4XhLV;hOXW*(&O`NT^bH=O)p&+Sdvx23(zSf7S_&$@iA21>I>s@ zB6(dO-P@VYuyPbtbAlLd<8(t+nI_WQ@24nJd5mGC7r~LU6gn-Oz4~xM=PWvCaFa6X z;o+6so@U+V4uu=)^VFDOC-WsG`e_%@h0fRfeB~d>9Xu-`x$s!vg3eRizoX74@#9qw zF8kcdoEGY?VoM%wMt@!OophanDv3n-w3gRIVl{H% zNtRJEPopuG2b=HX#5=WL5SDZ?>ltej*maNEj%znOoJuspOErBIgn91sBo`8-+?2N) z6^CjXJ42G`TCtwF9mk*HZCxwMmjV9)N*j%CPlz^n5!x>!V=_o=tSIAKUs|?B!&k>9 z5|~5ZIhqG9aX72yRR)>hACU6LJsN#@;08J*D5)3mfP(T~=&X#)q;nr76{xfy%r5W7 z7o*X70Z&~Cb&^PuyT1;?g00bA-4F!3CvN4fB0M+CZFq-qg=GOKx=$_qbWK`Lo~FcYCLE?jdke_uFOhEX_#&x|Hk)J zzv)^l?dDStM1Skmg%1Mdf=W7k zg+3b7%ccC7YdXV7pW#IPO+YPaQ8AeRqiU5o{^<-HHZ?BJXuhk=El}~k>zz(o-AS8f zbb0WA%lQ+!!b&b70!AdG<`*wDKW~*+KDuq73o8j&s1SI0XVW}X%rDtHKQCa!Uyn)^UWY*0AGQZbfp4 zKOcW?uC&<;^Lrvh7{3{T7Z;0dG9Pq0p{vw1S8H~nB{vcVsMFm@me!O07-8cPa@9U9 zl=*XUznE;S{=(*5SkST}U`n`b?(13bJYhd>d3lL)f_*lm{I+d<)m9YVGI@F3 zP0b;F#Su|x@Z+f^@`!V?et?rm{EUF0i8A@+Yww~#T@P0(F0Z%hmH6|s7Ivigc;Y8* zzI3ifJO%E7H3}A6XSp5X;`+nGVdhsW;9LctCQT0Bv+L2XPK-?DBe&e~@@M`uUL zR>P}VSf3`MOE;i+pN?f(PU(Vyt7rH}#v=_+*&8ly$H42;JTAOC*M0Eo;!E_-1k4_P z0z1b73h|9>A@#t?wLwI!tu$Zgy8#JT(}>9m8mh+wA7w5(`rd`3UStXV6K=3@^_vN+ zRlJSvVFuvj9J;DD6TFv{1>kPp-lk9#Y))8f7;tsZKRmB_v|?AW@7Xc57(K)g=mll> z3XfWUe>w26nXTfm&G>{1cfoc4O#y+GgMj#%Ealh%4dOD+$4%nV*OCM~mSWN?b4c>{ zH$ltWhouD_i(V-dyZ16pz9Yjs_B{fFf{zf}hZ7B@3m2lKE83o>0XlhX-*w5)5-_C)hQmfSkA2f%nB2-FC(0tgtA&+Sb&^!lC*K zd})8Ndg5e&NB*YQz&^ZefccX-nokC|TGgnsl+blYsnQU8PP3>^`0I)!(QtRP=6RE1Z{oC3G%Z zQz@%z-_e0dm?g*B)?uF$x!`4v@RCL&v-~w->MXX?wLe0sYfPpuIoJEijpFyc?d3}g2k75J4xZ~X$!mRO?+{5lVVnH$HGmVrT9x}kS zQT3FDm{;_;=l7@28D_G)#g|BM3$iuo)-~d<*NP=hl*JzHxZ5iq7F7!0vG(ap4USfU z6+4sGdoqK|GC5->F|STwQVu{Ij;P8oG8Oeb&VYl8J6nPy3NNQwxf5oFKNWFh@!@ZX zI=%iir;*$5{Ozd8tW%g&6G6*lD39|idwV(lA>F{Fp^sN(-x+ggX9u^))?<cWGfWENw61)l}@D??EIuoUkjYHZGgx10?1?;(qVWT_Ds)GpQKC9Qi=M8 zx>j7?ULBA3XIE2?L-^@56DJ2v#bnY24iV+YJoAHTKHM*VWfgSkLej!Vt~4yPi*R!o z8L<0yG2i$*w^NvIP(T1rW!(Sb_WsKOB!a$bEHy0o~>MTBKMwtu1( zZCM_RccP67V31Xem#?FFJRPG|TQxFP#tm&P?UtyNrL+^Pg8(bj!5^zKUu4KNI-+^<9!62$4bKXAxh9=oY1(xK!aCXqxuX?VdYPlWKC{-$}KqNNP$Pv6#!9|-!D+g3O5YPio}df_2FMI~lH`jjFFcim>c#=M1s z{(!?2#?+FLX+laYRTB%y?Dps3-)HUK8GI;UHqC(lJML7Ft2?6RMZ+n8x8l)51U5Zl ztFbTtC6l#G_Q1B3>XG0nBU+#aX-OZ>+}Ee3BeEjnTVt%$Ijqs*{TZ}Fb;k-$uW2Ys zFNa!Q0%z4V2LOddpgy0vB6N%oVMOzJ$8_!}!ts)sl#%4{=(l$k3q&aU&VqQ{MPJ6m z3`XNE<($C!?-R}I&Avk|2~oO7eL^Ed#ICACoQ963fyATi6cGG)q@O%ZoWhTq_TuOq z%o;A7m}K)8iHU<_ke8HPyak5MM$ovC zGV)Iqzkh+T`0F&Ef#Fu>8+J5Afep!*c;+mB0r?|J2S82^NRdo4t=>-3 zBQXkPo%4geOUuU!-cCHkOQEfOwqKWtytOu)7E-}|A=y-xBO?gq4UJAlAG}r%%QBRH z+4;W-+uTf>8Cc6291ffm?Z5awxT!s0yzvuAesietQ10~IV8@|}pO9kA%fz^_g*@5v z;@8%WbzdJ@`TILqRGjNN%}&#fCFAEMl8lY}>Jj5fpHTA4nL*CyC@9Ssk5`Oy?d>3U zGcGh4@kSdj>A(a=&#tSil(uxiUf?doL69kf@_M`n^~`cdvsw;^6~_NmoLKFw(~SsN zdW1D}Ri>czI)0cZT7>xqSFZ9es}8S_vj8eS5@gpnqcbq2;pvkS%rtw~m4~X_Y6RDQ zA?y@;3Ysno?;8b79pk*!L?}KlaDVAn4Cll0N=qHGEnC0J5<_I3+o1fayC+7GJ2TUf zM?;vo(wj_emYe42HkR9qxIJd(v3i0QsXvJ8HnYvjrYoC_hOdpj;Uf)RAV)a6O@HRw zXo0USs1#gVIs781lVTk(f=w$e@@=q{&0>ukkd&<1Ni~0xWefm$ZnhPr0_WoduoFUU z_^2Fwt>$~cfY`$G+lZv0&hk}Ylr;!srDzVG;sJF~&JdjZmbRQP<;=#{8`l>M&1r%5 z{Y|#j)V8*w_@|muBeB>O6P0@{EmUl9qybCZHB7vg<5-gUxT3Xv6i?Bi0O`T7dd=_B z?bXexlXqTMm`Zht4=ANBmpdxW&j7|cSlpHqaS|x@Hvj{zVLuNqlorIMstsG6SB09d zz>{a>#T$}3gw9)Z@~{Oi;AKwMA&(6@;JshAi3uyBupX;>@|1&3d}Tz?s3nDhy8PK9 zsPrpd1qt1^NH|QiURwVJv|#$>x=MKSrjPbjcHSBgikQkna*ad`3D;@EYOW;vMA}bR z`i_4ZPqnrTh})*H6ckWgNAI|6qi|Ninr$0f&_M>!Yx^{#?uU@9LH z*t@=qD~^ATit`}{?B8W64p|f`2+B6dZf>bGE*KY+uWK7_`!}L3Hyvk@k17_i1Xzc# zH{2dP$yTMopW!eZQ7+HV_HINTP497h_hls)wV!BToi6CL3`q(~u~qe6cvevT@OGmt zN3)2kIrM@BJKz4YC9o^!v|V%0^Xol@a|Sz(6`b@?fYOtxzFi44W%=C8ncVGBfBEiJ zL>0@a3`rUb&|7Kpgmgq&so2P5Oo-6zwV*-S00sIy!~JO6R`YiAliGjJvHLRgTh?Mkt6do~f5K3SzfHQ|P35?n;*X2~=*1fY5&?8K zj^8@@r8-LxLwQ>`S>b1^kcu;1v3Os}Q6%n1W(0g*q}yQe=d~O=RhI5M#g)b%)VF7> ztwm3>h=WVRGZzD4jnm}fjS~XDYLrI1t~5h14j$8$)65*~ieYq<0z}gre;87=%Fn7I zrXOxyMxzVkE-R58T129U^v1W&>qNz^n(%#qq5zZCv%T@w#p523@vGJ+%GV7P*-SMj zL_dv4hWcR1g46B=+UPDeP%j0>a!h*LmR=a;QS%jVkq1xe??uS8Q)MB2B34?7-_lK~ z75rN9T3Fo?-8YSX!L_B^;M*SeCBVO@ST3s8SXy_x)Gp}6wENGYcQw3((Hu*ua!(Rh zhU5)Nh$|$rYRlO7Rg@)hDC(jJO+`1F=~NuiQTE0ncJ(|+VvcG}N+_>dR@0EZPeye6qiKMw6Uz;7H8Pfu4p^CDB4Fcat_s5N5tbd-DdQG zy8L2qENnhZFTl?s@O4Fe$|P|x40}=*EW^@#2oHWe)=vVE12?wDr^jYlR5iK``PME| z*ywFu!6>g+tJo`_kAOBDOU?YfHUd626{~fZ(a37H5w-V72*e74-OHv{54 zDN@I0fKZB>LTFQeZH-NrCVw55I6%L9;#KQ8v|ZQqwr6rXb-i|^#Og}l`cE15*i*Im zmRWo~;Qhn@QbSJ+lpQXppbObBbM9J@(q$XdUZI}w5$*N4iNJE(`=F$#uNOc1c8wsi zoV0z{41_})brVT$cEPiu<0W@y*BlNAVdYc&Ur?(nHfoy*SJcyiwj>+ z4e$*ruF_FCa<1fl&|DsyR-2niTR9>-aX?`+t_A9z!^KTXdAu!Q>kg>CRA#FxR4yjV5W-8}nLY^4^oU@KMtT=e&@87eJ>tG$MNBADiTU)aqA|@97 zu-D&%lr&&2_gpIybZ z>Qhh^0Bt?zy(}Y>LUF~z*8A58Oxv9!bt~THD)+)kUf2mr#(<(j`L}ZC+HbgMGng@r zO(I+~XL=0mTynqf%6XcVsYWXH%@0K0(WeJ!eT$q9J}aE+V{6@~@u%XV~!CS~^9E}}6M zJw~eFd}^bhl(TtFnhgP_N+mVuXwxST$oO-}T>=4?=EcQdV>hD|$u(zuC2`xrFFg0t zlU~CY$?J3I=9F>Oyar8C>xOC_{`4qTYx-ftd1JmA4lb1Z>gFh-xjA7=N~zvd^e_sCT7v=c&1a^f2*sm%m796;5!#?wD>N8CB&685`IAP zPF@aVPv`!1@(Mj~hs1kdGae$)TskgIf~NviOGztURu3VTcD=qVpxa!skh-}Y3Nb#v2(DcPL z9M)R+uPI=Ob_E5Cnth&7Wk0>r1wNyjHM+H*^!?vFZxVd!`LeEkh0bQb+67X>f-Kms z-kP&jWfh!#kKC>exKj(U-#|Tku~Z==Gkz=t5IO%EnhJ@ig8zx zf!jgfe@v1Xm4$DWZpX#E}7B=XO$Msw8Hk-@3mobVt;?)=dX_d%k-~<_l82zqq{F zP=6}AtzE%QG7OS`;#|R8?ko#o@vF_gu#@lpl!4=e_OePzQ)wporcdqh@QyeXZBl|b z&V*!hqJG55ala`&F=h*2YbBPc;A=nGr}7PN`e333c&I z8e*-C*R%;ZPamWd)*3Ip-oQM@__z@}{)A2)Oj}&W~$hUXC;MU%aXW>4p z&7W$k4S!5$H^bi3^EutVwK1s?&S8Sf^MA?r&8uR(HDUvcpUVrR&k}QT<35p%m-k*A zf^3EuPU6NZy2qtde}XbxK11N6tTFxKGYHP8Eyj;}XF2(*cT5)~*ZeNl=u>B8Dl(qP zIPyiMp!n!*l!UhwWR{xC*a8N3LCDb{14>8gN?x};jdZ18h(FMp_O2UtD(MX@&!;GG zijY&**r42xo9ES-;-K&dFd)5OE)kx$yZkM9uM9~X@s<5~&^*xh88bEC zdl5Ys&lfT9&FTJQNZF8Rb!_W>}3GG7RM?Va;+`^wx3jEZO9?6K{85-D%Xj!epT6pJo z3FEQygEFJ6?f6Z#t0D!iLt_^n1YB^A{L()sUT~D$O-mXT(}@&b%tNMH2l$R``Lxyy zZV8PUR@6-psExx!pw>JiQ10hNQ?Tlf6jU}NagKW{(8?c$+I;#{eyQ0dc~52O1J1ZW zGbDO^|B8t9Ta`Bkt__t?&y_tgc|M#avarN&&V|Q(;^gx4J%w|TpIfALRG+t-8XIlB zs{Sgb`fK+od%)VpJK%|;gnGzTg^iUO;K^1I9`VvI+a03~1-%7ONPN&?z{=q?!7F@R zY@3a2Hnd{&hP(9_UE%H{dPDJ>Zv6`?w2xJ;+NH@94lfAZtrl#|`R>GqX}{GjQ~l9J z^f+fjc}3~r1KUDbV&2s#qo2vB#T{0ofMSy3=PjrAR!mn(>M0VqK0Rw|(*t}z*}<w7X8O+@EGjN0qiMS5+%k&8iy3pSCN86eN8+9^~ZFy`3$j`VZcP@*VPu`(d*<)`k zg5hB)pzKcp&Zp%{$S%F!@V65d^*1TNN{CYAc#+kbkARErL|^dXWp5zn}aLKI-d7f znxC=l9xKbvqzLY3+_{y9a<1~f@9UXTUQG+p3=W&|Kou45oc8~z;P1Ii>#JWI?8zQs zHM-!$$9)ZZsDZG98?9~QH)X_~`va3FNwBCy>+2;X8FU@#g^#0^y{|-`wuHQmaM{7$ zO6AR#)g4c*xAQgSZ01}P6psVkT1{jmxkkXzy3%zwyS1CYMg>gpBjp_naxS{!Y}(2Y z8`;8bJkTPI(zeNf4X(UZo|*=gaP%Yi1ltXa9i1iD6~2LfSr70HSB3hm z`F6T*Vw|k3F|rH?vy63^;Z^>_fCXQMx%jwZm)6;e1-{)bYNMLD83G5cIUUtsvucuQ zc)=ruQ?SS0lR{dl{Rcp4^h{~#=9b`vIRV5<<;M?>@FuE!9(Np`d|x{Zf9cg;j8^m! zxo&;OGg^@rhy8c>XRD8<3GtrwCr&60f(JWizT{n3aZYi(sEsOvA%R$2GidC7J zAHI#R=q8%66{EeKP6rkJxN zB5HJH%Y11TU-SgK!dq6?yK|as3#_3Ru)6&Xqu_wOd&);m!5g3fWR{(o@w0NP)JYef z0zJ<)jqUzhcKNXSkyCNfZhH;o>#j?_ds~}aHi9ryfd>eSu;CVK)H;_)!!zRL4EH!d z!k*{|3G+nR9RSX%`C|o8hFD2w&T^IWvp?HuDqMT z)#|$TIAM@=JG)O3Q@9KqHuf7`g8SRq%!L$#epsGOLEdDJ6(cTQIm$BfSA?mngZd>J z8ctrkOOZ0H1vEm1ypn2N(==Lq3HTfwo^Ht3d4E{AVkrd-x_YJLZNp~5=F(Xa@!NEC zEeTs0kwC{$9~Z?3^FjWwSo@>bOXKr@{*$rx0lTm3D#6EZEef7pW}~nyf>K?&4)9dO ze@`jlV}bJxxUVl7a2i)a1VIDH(Lg;{2`+x?f2hw0P{i5+yR2u4_Dor%Lg+bcnM%cK z5(r@d(nMQ)IfNnZ6jIX5*l1bCmkBghOzJw?BtM>B!@dA!=waF9XTVIs21>Z}f!BDQ z+TjK~r_qLnM)HCVI}qkUNfhkpZEw}JCExq55&(iMP5q`S1s)sT=3+YC)_i@mY-0O= z-?PJG)R?K?yMSv5#EmJx>aB8E+P?4F!^fX41|H;RrTjnk-us{G|NkF<2qnj=tn3C6 z86~7+M2MtmMaJ`Fg^Y}2OGd>x8fJNU-U@e8P|5)2G1|hV7Bq6Fk&9dOBGT$%m(?os^~G56rF;3yLEg4UVH(=n-|6E@=+2cgacO7n7K_ik-$ zk2_RLXYwm`OICNcB4jdSYUnaqe4_SDd2Bs^3;>*3g*S0A576>j;l|Ehp{FO;=KS|< zF4Jyeej(}I_@-cGS%B!7-kxBu#kIMQ=_6g z?2%-8K?hTElaW?ExsS7}YN;F6!aG7tPHSI@-w{g& zdwn~7tS5O7+Ux6{TIOjn0;%ddowG3S9$edbi54umeXIe*eLJ;6J&3p@Ae^_8lllzx zu_bI=yTgI_#%sJ727E(A@H#UO@1(=-^pigzxr(6r$m$S`Ecs_5%V1WeCWha)`(GqV zz>mDB$-fHL|M$=TzmG$|Mpj|*^W#rqVHKR1_llEZh4lh#xkwYPS1N*soE}L2`JSTs zU-r+k@VgJ#b{mf%?p)+WPX4(t{pX)~|Kp#NIEUB&7Y@Szwn_V6++MQ0xgJwLC})9Q6jKmcvsho-R7S6USO&K=5u>G<_s3q(s`fa@P1SN zrUwNda>I=?=j(KIRmRUKhGt?=h$2wLOWe}8-yo-FC}BO_Xz@NjYp+7a2`3d%Q3YrL zDpq6CJPX5{Xhki|Milhca>C+6yBirBrKWGlzyL&(q)^a>KQp1TX>Je_y+B42VbAc(&!MFeaRp63>*O zl*OH6TwE5)Pncb0B%|Lr!lyuMKQpXM^0~TmkeO&Y4$hSWsfwo?;94;FVJaZe7@%3m zbvM^lk$3?px(C2N6d5Wd1VVR6K*$G+=H5Xlg@`V@97iGWbb$ROKtmgwkHn;I@W9Cz zsj^$PBTcBs7zzkYwvG=XelN*v4x;F!F$sZSczh9>y>oCP z0-?YI!pu`F5xPHA0@xO!xPT%=-vH9*4(}eVh`=dSD0!%%UuEbjj3z5IFaR0|vFt#k zL*7pmIe4~_mJON-X&JB%K*Us=3_F1 z4^#dGW7B}9)hsx-;rUwuV7NE}wZr#0yCfpy&p2v9)fP|ZWzXA_pk^O(9hhsl**JU% zyHkot0{eo3O~7mcZ`oHs08oYTNgz+_TGQ&--*Q0{CYNgoy}Fgvw3=@KBp|>WLN44= zpOxo~jfxK-f`q}Pi=(g!#E^-@7{W-%kDb0OXKrN!2FwaTg{THW(PX*X9r`8-DAr+c zuKgenh7P{Pf~H(;_X?H+(fal0%TRek_sihs98v!H= zW+*^UXYG#*G@W<1eETDy(o{p_%{q`sJ%XNJs8u3~0SqL_8Cmm3>;W9hSqCk|{R>|r93K(R%OD{r9%z<|FK-${Qw0p&S!NK;F(p!?9^el`J-$3-x*h=BfLRCPn;p^lcW8Z}lf(cbox#Hkd@^K| zioc5jp}Pp69FKv$mC>DnEpfJE2T;FM)jq_iE`ShX)x$`O^J)D%g>?Q?#hb7Gj`H4z z1MH<_&JSow!0he}nkZ(?cF-GK*jatQg5WC?4pc5ykh`;Dz+5GM8^P{`uM3#W$ zSb6~({8fq64>&djynh=r41ErYCH`XZ!x$QhN^Y5xmogwLk*hoe7+pSH!X#+kSLI=#(=J(jII>D7?@LVVsTwCvw&Y->~-?Xgh!`)w0yPj8&tOn-U8 zR;6WA*`D6)rOCwn6qZ1Z0+CiXG36(EZ&p5>cqj_n?>!SMCkH8B$lL=bxxr`2uxZhL z)+V>2M~74Z%x;$gV(H}akaJe)p2ssD*=_@Aqz^wDn-2Z?Q_6rdCZ}(E3wMk4ozCwU z+)3Y_q)906$gE)!e0-~WgL#G+8iSl(WNnXk?RS`s+WW3cHKQ?eMIBO&n2bD{N$cvL zm0w9uw6=IWUGA=~P3-9yQ!5|)Qex~0e zW%3_s$%y0n9w`e!dudmCGgw00Lb8v@5cCBl^J2tGeLOev+&XVWcHplET^Tz{*GJ&@ zF_Gfj{1kt1rR*^)ji1Vs zs{4R*%%U+@iDJH*Xq16%9c*JoOhl%vMbTTS;mrVlX|}`fd2>G! zT-&b$C&a={hf)O~emqo*Yvqxb2LfDfslb#m4>6h_8DGZPvwF(M1<^bsO#2N= zL$b%*pU$#dsMv>Sk$chM%BM(^l@}h&xF66O9lD=x+{+(oagR}V?$OvG9!fY~IeeGP) zH5+^9sa~W0vapGY*qHWTvD^@;M2~@X=t4X2r_eg8Of}ctxsxcQ{QZeCC_jwTJ3+~a zoc7GA4(9wD6Mm@iv(HjXh9-X3OU7Pz@o`#g@M!&k{ZS`#Nj@o30$HpglU&+6OtH*# z6Z({69!Y$T;IEdT>VqNtpm!>T?yAI!-^5Ouj~M=#!fp9KE1@f5BNAC-Lmk_{zV|)g z4%>+3yb~)xkKB~bTRw{l?WJDWdzi=0{qVY7Wc6<|&r9;?E#N(Jf*m?d7=?R7CbO=M zsBoU7KD8*@$E7a95Wl%*8T8?65JBNbaMNmHq(d;L8shu1l$>9c_((#uG^Y56GQsIm zVDeB|?m|j{t3vpZlaT!wpPDka(N$bry!4K^;@$bNhW2Eig6bA3LVz;wH_X4bBA_5faWB{jMU}fi4-+c7Q8E`+WSIuKqc8j`JhHQCuP;@AdWRlI-%+ zASs3t6RFzPc-?r1QX|3xv4T%+H))Zk*m=}iYDu!$aH(u&&~Mq>tc>5pAyuK;%H~s2 zGP4^0$4n*C#2<`YvRvW;?fG}9J0#xA#GeV zxb!sUPe4h0d|B%pdz2AVy8WJnQoh(SCm$se2c*we+IA)U77#oy0+3Y(iBNxR$xYc0 zzy0K{2254vh(6XG4;$JG`14be>HEzpg*#8=RH%RMcnJ7wR$buld*Ovj8={4nnO>M%m=>9UB zY?RbYicC$ArkuW&)Gx)$qx;>=7ej-0$a>SHhv8`d^jfMEU&mSlu<;Ydf_4Y$`&0wA zZNu2UOlVua*3dD!RY09!Ds;c}e78ib#x(@-ideoze|aA!N29PY;g?mCLY372`^N1hi@_+qPzZ z{9aI??cT06?uUJs{po2|7oW{c*gtOsytL*2e5XTlVFVgUk2d(YBmODna1tXa zFP;}hw~4=lmASuCf&-M8PazyZgzq*y?{m8yp0GtyRk{`N85#ckiJ$SqQlfBxmf$tU zKbPQhRSe**64$hgNkg9#l7})qPdHsbH{-YNX|r>Bm?d2Psr@JBv>`R(bRRkl8}MOa zIfhU#J68YYhonqu0^Bz&si8)z^O6xe3r;jFAD`+c2FwfNwuU8*XE=53NT6h^UtJC? z_fom-I#>K_PVOP>2YR^<4#1wCgtjE7((6Y|Qss9RyD-%Tex&)_HN&0vLty6eNkdy6 z#QrHj!0KaPGsIXX?immbz4|8Cjd3NnlyL3E znn55_W@EJFx~<%N-!e5rHfqgoiZqd3%G@7Uns(-kDrHv`_FPtXaZ`tl7G#($C|2LF zpF5ARztCWte{yt2TV1TxIcM={kkL!VHh;s9PxJTdJw1oJ zjfCoPX;U@^YxXR{VxJXq1dz8$&{!`>I=4RA;Mo{wrT4Vbc;oZ_&1D!TxH{$P@h51& zy~P-l*s77-5-|UwU{=X3SRBjAwk)+=`gR00BqWJXy&l@G{%UBHAJ{lH#%`0&w7*qY zX%SqJkaU?&=mE!Iy)d&lTvE$ zlKZsugvV6N;M_^kuGTn@3u*?xw^Ff2C+I~l(IFqm=(1W^&*sgamTyYb+Y)#p-q8(8 za2%6SHMMaY;(WiUKCd|OJt^m&nH6o!^ z#hcdEI{kAgF^^H?b8N7ON#}`AXT0xrOO`pzJ!2}9p7?cbBK2;SFyRyMzOj3(ze0sN zSE847#V*%91e)STK*`dkB7PV)gbfA)L~_}{0hD>&EZgo^eQ&8+{DR2i!4z&>VosKA71y$y>~MB zMV0+_HNWJSCxx%oVUKk%Uke))0{i19xD`;8e&=bJvHfv)%GJT z{|bfcRyJH%d>?#pITAMlFZ|Z#RH@l~QB-7dHA_^(%%j5P6Dpr)L*JF{^vPmHqi>xC zi0`uId#}wBmMW5W)9DM?kXjo2bwL!)Sj!^AF;7EYw~#@TX$hY>>V(6 z#WfQJ>i(`pDXs3NV_m>d zA0cTx^SX==u8#x%kVCudKG%s2C!D$GJokDeTCC%xt_y_>vpPEP++N>>Xr=X60YtI& zY@Lp{QjsdmEm&s>sYBQJ9iKO?1}Lofz0h>wR_nXR!eaFL^GnpwNc|@&;&SYvz;BR9 zfGk#f4&I5JJVUq|YLw$CSc26$!8Z9#s2DN)R5!?{5r#W3?rMK!ubS@sOpfvycz*Yhp^61S8_Y+YKc*hruR7wwCDQ{F=DPRLv7hSRK+I$J>nL zp1fd|4GacRK(jEEvSWi8L_4z0ytN&>?DFNZ0&TUkY^f2;?ps~DI~QWW6{x~Yju)s_ zGL0ya((@eWG!kGP($@QB!1Ry2ufFFW&sM)t`mB40@Z;>%+@um|QE3lZ4&*<;n%h&k zgag(8YX4$Rf42cZ3eQaWHv(daZMt*ku@ud@nt;)~E6;nUXq4R$#cj<*uipKkU=CO> zj7;nY?A3i%gH5#SRc(+!qDY!|Q6h25weRDomU;R#C_%=O^>;0Waw%UQn0Cm~O4Sgp z6ufU2X)9J1RchvZ(pE(EGDbwck1bBr;~F_$X>+(ept$KO5B__J+gRmtipsMdwvgwC z4SghgQEcy4z_4Y0^PaKoowl(lZQ@yr1AFb_60qmR>*mM+D0^ehawVj%^QOIjxW#;i zW-=d;vk52z8TZ2+mlIJVQ{$_C*xr_>8douhqMdfpvqql4ATWh|4eQeFZfx~VcL&U- z$XH@zGT-*)G(a>mV&Xa$9zd`fF-g>op9`jCtF4>(EtzLpXTM!HRWMG2R zuhCXBHFUd5jrqL?@nuYED>EOQt6MG7>EJCBVdE)AjUM2+%3L|;Pk&0%h@4mRMg+_4 zmTfX8$f73TYH5c(cpjtq*Rsi>hVmrmGvP}$eMEgDLcFQ#e2I= zBLjPOoZAP9%7XLi_e|R>@|iHfe3X1cUtTi7mgM-=K^~L1AL&UZOHTlyyuFrBX@_A; zw_)Mi`|?tJBO6D#d-%ocleu#9t-syId#{wVvm=_#WK@{2Ic6&b1nE#)|5K^;w{5|* z*mpGe6JK;D!C?%r>}I7;fA}v&=`*=s7#xQfmf!sW^NZoYH;};+n2aEFwZGRs&YIi> zedA7J_P%{Juwk#V&5wVtwH8;>J@u`~a;vfQq48T@Wbcz@XHK$3vYM2B6dk))YX6C& zDBRhkxwlHB7Szz%L+KTZJ~T}W$K(f4>Nm%oUxUTu6__K$k0-KCMjLwsuhpa2+KuMQ zrdo;%WA3M8d~{@7!Rn#B?#>S77R-{ZXFOMt$~h`JDM?Y#erKr3fc7IXpt=Z6AAX5- z=m{ocPyvXTws&Q0p=&8k>B>z18iaFgsyvhPYO3|P?HFHzc@b=sP`UEQdrlr62T}dJ=qFcMnkd^~nUqTWL$< zx+#CKHO|cEptqzz?LVewkNyX2(-Jrqj{e_;@q)0y*Q3U|gUM>PQOTh^e8S}=*)m{R zDuEOM8FkO~?zC|1+Loh7DV)M5%T2BV&PARp#Jv6f^Jz81Y-90jz&wMV^Q%b#Bg4g; z5!@mBketBfT-ok@tt()Kvw}J!A?b>Oig*l6z-Q4lZWBl$059DTYj9QQSsOWP}c*mWkDRw%P~rWb+hxH@OjxS~d&{ z>K=8Snb}lPPye6}rN_bfed^p}?}Oc}C+URP2iTGCe#^PhBIqq`X#A!k7X1%2{>*Aq z!J;2FuZd^ecJf2J!?l9)2YING!ltNL@=gIG6FNpc2&zP9wOn?SizjNuHW?d_?ngZ> z=JL3M)5#Q#&hQyV9B<0oW6+3ZY|Jmwo+vdG#$QSdlQmFs(!qyZh5qb`2J`r%L{^Pa_YT5va~O( zYFz!NfCjI|hr*RN*P1BrOs(kAL%KA$H~Ql&mF-3))9;1JC$0%|t!M{{8Z|Rl=9%0U z4Otw z$w<(&qB_wc`d<%;8RfbRpH)aAhvJxId@{_ifNauf&PB~PV)uiqZ-AyXyVyI|#4?xu z^d(7WEI^DVP?dXRw1w?cyN># z6|Tikn0WK9djC`2e0jg0cwtPfP(Dbp@QxIl=AxFl&Y*0G1vdRsPqldZSC)G3I3C)o zp58s0HF)x;vQ1}I$p`y;i|+s}uWN|)j< zvo0OK?;c-r#nRJbAv&3;HX~#-wKS~X>FSBaMt#TP5Z?>Jr6yNV)rU(ww)+^XU&Q7? zlGnIDYVCb8rNMglN?zd&#>|^zHN98no0>m1Bfj@6jT^~y@$-Xox(9g}_f^jMhMd~z zFl^3Nr8wi&1)$=h7Y!RDNNx%FaI?fY-o5hs7Qvbdq0@Cs{|TG4Oq%r1;I(%-x%Q>nplHY(BYadrn*vJCdd>*|bSzkL??CG(s|2V0L`ny%v@uI0MA_O=iz zkW%lZllti|hStihHz!ZUkrK`qFAUt?$CstXZ(io=vmN_~-ongT+E!%mv8fAA+t*6Y zu=lvDJN0)tzFzh}g*wZ*)exWCK+7U8I?nR?)x^E^;1;PX$p_RL>vGieqIY7y-{(sN zJ_75p(z?4FuYOFy?X=P**||3Ln!dJgCrh7gWp3&kEC16aZ_W=4Ece8^*(o+@iXIOp zr+I$=J!>KN#2d&Qa>IW7S~dg*_6x$s7G|^Ynf^fPa!V#}t{zpL@urV(Zm?c>e8k4* z92pI5cIJKn!F@<{@iLw-=E*){xRkgo0Wa|#$8A8T?k2~L&3BbfW3;%INN; zD~1Igr|~;}iIysHtiAP4tJ}g#O!(T*#FY6P;gMhKSAtJ;^e(N(`?TsmKX5oMBt-m4 z*eAKq9@&zEft)GqtbcUr_HSBm+pq`gd_A0``ZAg^yK;Z%ltT}3Uh~z+Fy(rIXLA#l z`3z1woPO@Lu=JPn7NdU>!^`d_l<3Aw)Q;PbF5#{FU(~f_?)7a>$uhlaU_DT@P~2k1 z@v7si1<8FUf1P+RtfXQ7Lu5esd%5MxU-n%PiNjFDNe>qxA$b@ILY(zU|lFB|Q`lH=#>G~8G?&Swj|O0buHxrM!v z=X@Rgr=9{4yY}~P$IL*&2VS(m=a~7K^qip+=@#5$P*dD1D|AX$-t#jtlc!k_ z#3S6U0~0cqzg}RK+b}3)u8-0Ad2M}E5^W@MSz4+nQ1oj2#BIkrd&nJ2486ebhE3%J z?b+b*K!*~B9;a=XcgvR)owdKRy+xnsJsx;(ZY!0PeFmpsZ>J%9w_T)mdKv%fN5kaD zgZEn-P>6|=Q{f|}>8cz#31`lT2>ENmURa#|b;{|Oeg%2iM$;h?yWt{1kF*0tnSH&S z5y_w}G?jN%;WIxdHyZfQcEFJyarlAdYe#bn4ox+ql@PI0?lIZ82QlK_W5r{A!QKqn zo`oR_kuQP>!d`=6Im%_lXHah2M6VaZk8%Pwvd3DTW(s~I9V?tX8*Th?)g_6<3dH2A zldk>BUCL8lujua0$aeLNZa&DM*JyNN?TY(;*=}PxB;L-uhw6K;qt*0hx@Su>rNsuX zj?=wv^-otr-dEd;NUZ|m?g*>ktYhv}Bakq?t>bvk5ZLDPe8ipwU}?kO0nefNSM(Q-^H0R2A8u3?Xaqkh?*|dDCk5p+7uyv)q9E zzn#aLjDwlZ;F?sm@1gwot6vzf*`_Y+dL@x%Q1~x_8pS*45K4nT4^ar^f&on(41Yfz zcm(ACT1AYGp!2?aV>c4~iM@O>)0bE|ve5x@Wx@alu~Y5q zi@QxWgU`9)g$g6fjR!YqaO<$ZbQ5=-o}dilt4RHk5F;U0MPfL>l^+6auiqUOBzy`C z5)trBp^AiO;>ss?8v51vH#SdE+n?BW4osq62O5sb+}{rjg}aVeq@soZ}P0oy9se{^iNp-0{H%&_FK}yuq{_( zBGN3GDjgnWHOUx5$U}k8-=TTy0JS?LW{f&i)8ILkEN!^yaXy#-I<65*uAMRGgfT~y zFcZV^bM61O+F%)?Aug>Yg(=eh0rXowKa%hP4udhV_u@Zx2hQmzgi2o0kY9+}5gK}c z>fZx>la&14F6pglOpb_v_=Ll|6#&CpJcv^Xvl8a~zhm0R#A6UNyQ)D&Wa~iT6ktaF z+iF*6bthw}kN<1|k00q3%x8A_jxI(n^cTxcp<);94Jo0<`KHy0zrC$sB}XhILRi4% zYSLBpBWN<G))<6 zNLlIdq_jy7tQY^4arO`pHsxJm`}}yI0NLsERx-%UPM<4G#1}ds8iz&Z#*3+ZgB#D6 za=#su%+uoG@WDaU>a|P8O1uzIRNeL4cx1)DRDgsO_ zXy74^d`7t#Ib1hJmfQ--%}jTB5zxKL>d22w&c-*P%|7! z?(g6s6~n&{9#s(GH(u!Y!Iq34ka-zE5CJpl&JUL7+yOsKCg{sr|B4SHF6U455a9hc zTopmSGVxdlaR2xJGFiMlKIWeW=kER|)D^28sj)L!_2V_vV?JSV0zkhYs6h+5gv=`wW zCJqM&5{mvKGl*}I01Hp3yv%nclIJlXTKW4y~(Ajljv0p%h*R5N!M*=#2b(YYRMRMP|aPEL<}Igxh}w z13_}GR1bMpmo)nm6ZZc%ba(Nt)8L$-9|^>CL}<4FWYP52PRe{jlV17XLVe{!1kgNA zI|0Z$Z&jQo4rZo^G2o8zcX}6xAAeG2E_ZIA=(tK5xz{F73TG6)sQ>d$=Ed?wqi5T$ zO<&)0oeNq*yEND&^*3rV+4PxhGyUpL*DzkS?p)D*UUu)9mk4scw6y%{JHgXprWsS1 zk#)=U(B%R`xakwpDq&%9J=)FF^J@2_>sBc~;r;8n!*#~JTT~_|*{k1~#fRCcuVsZP zJd>YT8i`TCuS1fn!MIcRMN9OR2aO)sCsnq}-in-X&xp0FV&IrAoROn4y_| zY>4dX1<#wFOB}DRG&%C7WZy$oUvKQ8b2KaXBYClW>Gg5?knDDj=Y3SGU$G18PgJOo zCPqSriz!`j>$goubl!7P@Eylx!Nv`@_7Z3E8d_Ssx}xhnR;rQm|e5JO;$I@edz zL=v^HXn}O_mN~a>lr4IN*iS4gH5O>RdR4$iLh`%H;7bQ`%!PA^={k{}HRABkES9!> zCVk6|bD*hwa3SirKT4YEa7=aqFJ!z^L1&|xQv!AAwRyR1F9Gzkzg zHvgeRT^`q7v3Re?%VWSzUfv2~ph|pfIiIKAu`#sO^YKc}^>8(h*G_4gg|p2#*1nqS ztD-cI82Lj+a*w;6;4W~g%6?HiW02{zXe(DnjdTdTapp>ENE+|VsF%`Gi8)z!vw&bA z(%`tJDot|mYsk)aH}Vo}d|1L7_&p|Z<2)+;?%p+>g8M!sWh6=#T4YLx3Z_4bZu{eH zPs^`w3POhh1GB!8kMKSCD(VD*{In{b6YNSd!l)fJ6`<``*L9;g| zaldqEg1l>A-=A-46E6x0Y+NfRiP9sz(Z}_g9WKaYFWuGi0%J+=;6BYQd?i|B2L+0ic=*B(Vtd>ry`aJyG5K*?5Y# zS3*pSYuH&S|5>WXOx%77F^yv5))kp2Coa~|Pih$?W=CH!W$U61J$L7Ut7rFIge}MO zsEkw+@I7mB$)&yQ+;c~w`aFH;m>DOps`+Ni#4szu4t?Ur z&;^^4b(D^z*^W=-6U5ock(gKY=C*53b>}@co>-ry05$g`+AiXx39%Q&;>uNB_A~ZT*2C0u@~7ljPqPe zg(L1(%QCmY^v}^3L&1@I#n5m+dw>0DjE5%*vDfL&#z)(}eqQO-bR8?dFg9*ET+$>y z&W?1|u;&Sfm`doi1rT+pi29bV?ffClthTEZ(|yMRlP!ZEzVy0%I6&=B!PU-yTlER@ zNK=501-C1ERF|f!p_nY)mB6tXUfu6kIvaeS4MTwh_B<~r(B8df*-A)9#Gu&&PNWd) z95w|t>Y=Uz%=wklpp0Kh0~e=%M)YOI<~j@xGW*2N z$Feu?QIzhAa^7%pi?MmC^D*kH4XH)Hy|1CwnzMYUUSqwZDpLx1dmzNL`wKg3f+@rv z8<5+WbW8tP*)(_e=jornd#~AzqQ4fmuPn#Qe4nh$9>m{0$i^F_zi{Q!T7o>?J&L!& z+EUsn=O+qMItg}>b;E5d2OAv@7EW(mLpNT%AIVz(30FNt8aS&UC20Kl=;?rX%AFbw zphi-Q2e#+(PL1KBmyAhxTV2QJg|mliG#?g;riaeUQ$l9e#zxAYBWW2Qq!X!;qyPz<1@`KH zzRb_A>b`ek<#A=@vWTCvNZf#{8Nt$U4S;Kkwm~Q#N^-mxi{?59uD=)N|lHZ#}73aziTPR3YmgL^4Ri<_A=;C>!V2qfS;d zCp1Yj&F#KYVSSmn>TGM#am=Xzulc(!@eN^g_b$hNDZFiM4f?O>4cQ5qp4WGz_1d|- z$1U^b_`+;L#`3!M%O(YQtsn>+Y;t^rjHtczp*|NiP7FFskdL_{rv~nBJ=x)R^7+l@ zb3aWPS^w0SK2C{nxHhDcWIC8XpX(X6!D#1Ea6QdfIFC3zk(j(C9;lKaiwZTMhaB_2ExCzei6~QZ+SxYIeS=)nJf=_%_M=In;vhl|C^OjzQ zZ){71ZWG=GbP~)sD-yd58Qxv&D zy9n(zUMP52R%o4dM?P*=u(PJgFobd{P#By`7{T?`u_<8|lP2-D2dAbx?n5`63Qwh> z64~~Z(M6PYPN*y{8Ln(_9$I!vmeR)Nw^{jY3fyns;~QQJ=dxG~V>Z6Oum8k_YfPN^ zIeD3Td-7df%?ArdSKEs}Td>YI#_Dd?OX<|atQ0!hKJ)567%`6^>*9g72u4ryCJ)bc z<9kmHW6K+)$i%on)=Pn?&Gw@akg|w#WjgQ zYWw)|XY*%;e8RSVzLoMLoe`0|Tk39rNpwp7Gd_qVs-d)|Zq zKX+|+q7+?2=Lt^%&t#qU`jef{SP^lD#B6-K^#hmir~4bF+MMG$x%MIU4495OkdBKZ zU<&A_!D*8!GfS?Q2D}@bi-c=+g6_z~#W%z^w-MyKu<^ty+MJUTvFE_(AuLlt1m48- zoVU2cM98P7I#h+xi=V_#si&f-5yg*L`ot5Nd0?>!V6WaI*sN}udV4>fWl+M#;Tw1N z$NrD4m{C3N=0TaXv&M+;Q_*N=^in5bhL`tE^pw|Rh&(Iu=L>tDJgl*2-<2?}_tN;$ zfv4{EX1-YyU~nthhxnen*C4w*tvOqN5Ui77R ziUv{CZnfYpHg_0&^%YWF=%Mv$Te)FA0*Tp8dd@9HlL5qXQF8G72PdM=)|+PyR3|TK zPMoh|yZ>Z@y_dy=nM{F^g?dh z#b^G`3HVk;QV3JR($N{d$U$>|dUkAkA5tO1?@;a~a^@X^VBnac{Amp(m!AbjW4h{8 zVsY++ejh>4S{Mw9n5C%tGPuXx_PNCd=?^fUUl(~eQjB7)fOj!4eM&3S{@TQ>48%;A zywiEv`^7)tGM7jF<2^{oL5v>VV-{#a+9>Gm5ijv+_5*^YpJy6*v*I`+zHYPFa~;Z{ zph8SOn8ykkj>tS|0HJmX%%3j~Uhjb0;oU>ZNCg7Dm(e=}723IR1rYmR9MqsN33zcf zs>_h~)7@)zvCzf~!kitdrgH-e91fPWC%CdJ$Zj^+oM%&MaoRHvMpmjw#*y#NK&S)7 zW#&-s%hMl>j)=MiejSwHMJnE&BM8Sj8g3L!unfI0p3FF}fS6Rk#}$&2TNXFU?q9Y{ zP5n^lPxSSYx-k2B^|PhNquXBoztAoo`w+VBb)s5wfmpC+N6Y&U$3gY5GeXYXWnTVQY&!|YXIg%tL#rDkn zZARmp%#UDDT{Snm8Tx`%>T9qOt=Q)~?PeG>bPh(ZVuMqtEs#)K6x0m2onV>!4#$op zTmQKFC#;vk+*S~&5G;@;)RoBz(Q5v*KfxJL6WN*y4o-G7sM-wlxCPv7D%?NAb0eYN zN1qRju&xvdh~~7Fe)h!3Q3XhQTM$SGZX=2+|5dy!(y_5|BAm3Cbe%lIfbX(>RJ!TT8_R81 zV`N5YE@^KXIXNoLKcRflI$M+{oVA7jWNceaWaD&0Pihow?Shr;E;(7yYa3Wb*LxI5?nNsd z1+i%7RG;s)aAohhu(CO2JHL3Vp3id5HWHGE) zjz26)5O0<$%I}dFLi*Dc{bTUmZ7eIxgH3pfBoaE#;pA1wJcl{o%b#=<#GfL>yJwmv!UQ_e2-F2!S4Si>Rsn z|L5}QVnXM^P00AwIRL19@-FrZqa%tFxwE{NOh+Y}GNYY*TRCyZrwmDg;uoSKo4%Zt zH9V658i3}b^W`ZLoJUVTU;H>&_tNe5n3-)AM||eoG}(}s0A>fdmZnwf+kpo;;!YO~ z=$Q>l)ajUXydK20wh+BM$FarOiI%}X(|j?4h+^Yw{cnK}ST!P3_4*E{2j@@sMvr)6 zi8M&l8A3)4>{%xman4DZ-U@n;(wZFy&WZ@22__AnoQmdWI`TwYT+#&lv8P;0{#b@S zdE}b9pBgFnl3M$#DOx{UQ{{ef-&~8x?RqC?x2MPT&gE@Rfd(WIC>JUrvJA+kI*-a& zAidzigPs?Mnj~TqU4?T=^oJI-W|E}3R%-eBR>sg>lt=;I<7U?6BWqS^m+u8$+pE9O zK~J(v=7#S`eO;>W-SMU&hIold>kw0iOOfx{uUMw;<>nFwvU!OZH^Psa>FhWKd#3}Q zK6Vrv%Oj!nuiX{!PV%un7^S)yoxRsLrd78BtwZOiB_RxZdc^TM3oF_DU-&r}0&-_u4*! zKXi!yc@Dpo$BWIEa_$dbdOxo$F|?;T;%aXC#yGraooxNIvTk=pek{1S#a%SLYc#|+ zg-Q7JMGDK&QpZM|Yru`Y+HtaJ?bs2wpL(vPbjKl@6c|0pyOQy94!kMO<>6ZSj2>jW z_L?d92Eg1*gQq|;*efNFilb}u%-c@C;xoaowy*qFjr^MLyqU1~omyTE(@xsI7T+tJ z+LoTRAN(+Ip6~wYtx5tTuJxB61{@X>fo>c;ae7n?f8V|r4I8uSVXhSLMNopZ+WN8P zzn=}e~f1=NV z2u0|cyGod|PX_c3kV#?5zYl}QgkI9&TJQQ{oSAvHmywiV`!NQ@ZBk; zv#af(EdKqfLwc=A?~165PCc3Pnf$Zg6YpUDqB64<5@0kSU3vGfik2l7S(TYb|NTE7 z4K7qu_P?#Fcn^Sy&TthZI~+j%cE2)t0q&oCKo32)<85*DUCdQ?F$Ca{8Yx3d!W)al$a(>|k4SrqC(i1$QelQ;g zgvv$0k?O<2HFo*Q#`B-op{5}{xBrGIgP(>FRrsbX z&3xj)n|8Y{B)+@ki!T#LH>9f`-BWPpub)tSaM$OT(F;yWHyDadAgO#fn}&ctEXr+H zY#_t6Ll&+A58yG&fs$}OG`OC4l4ICFpW7L-ZYFT!U4I%#C|9vGF>23H$wh&#_R z4(>R!+D3%PbdL5ZzaXcZ>{s1v0l1U@OsO!mu2KDnWFBSw91BhNJ*Wa=<#!9Hf|jAk z?o${Ke!sj|Kmfl2A9h0y@Xia1Poa6KR^V>TL+$wg{{Go-*J&E#PiQ}4Qp^M$0>y{? zg<>)nQNNb0O)_s^yu%}!_RosoMJ8XgYuVm!0G0Sosg{>n!D|G4>Q70J*9FqZV|v90 zp^W?Qhj&!Soq|YsbB;qCE0Enz?SGH{e>B>%#>g_&`tLJ-s(bXEsL=AGD%B)Cvg>nq zSUFU7U8e@Mb_Y15L&eiBKz1|zt`~4ufN^}1dEYgl4YEI0i^qj6nJ?U~1|O{YsOFIoxxJ29`FAa&Q!SUDZmQ;I*K_o(>9B~~6EW!k|^?tj0h*b&{8 z#~G>0fBm!1cE9!=KMEz+-CPWLn~H%)-@twe9`T)KRZxN7*g`>aYhjVa3I8m0A3XoN z=uO^bHLY5_-;wi2X`AS z20;cpvuQ%Ltb~!O$_D>(jU?UWy#D*&f-Wky9kZ%nh|qYZRM3B*KSs{~y2zN~vQn)? zcC^L)QEBtdl2_l>9A>XlynUQAzL@D-P`>oindy~atx1ZdM80?0VgVHOHRGHX%)cOr;-QTFU<1say--{_JP%=+1ys@ ziTsThrBRLz^-J{)IP12?tJ^5I!F}(Umh%-OKhgLN*vQTll&QZPc;lJ!aBD_Gozm-^ zG0n7nW`3R7!4exyrrN@|Qk^*Kl9(b*&5z*whPXyib#96`pt%?|$V{oHga2_O0gf<PCdkfN?m+iQ77o}Mt2fa1tNTwv!?btHINjZ!(4cej|Rvt ztfFp2xrGG(5@3xTJI*U77rmq%pZQdCb^fl7WAm^6z6ZxBWptW|sz)ZaDLVF=RJxnR z4!>J>vP{k4{`RM*!C6jPoOUst9fA7mOFNaDz%uae*>d%1Dk9}GvzJ9S)Ueb>VNR}h zcaPW(d1z(H7Cx!Ty(=#K$cR{cWqL-x3i1*@4Vl=s-K|8#Pr_Ci?BQM^`}FYlF8={6 z-;3(Aa9v(k!-m|R9y6M6{?X-c%cz-` z#(?GQ;}4ltQ)zLjMOV;zFb?8enmLZ{~k5^`3x;b3l-g7@QV7f)=W` ztPaWJD30z%zJh-}tr)&|9G!1F`Vp%d3N;#Y|$i2i#%@M-xz7xYCTHQVu0}b!8ypt5kr5EOyfKG8;&a3L3gun4tJGUGbxa_PRi)U75a&jdwe&w{0TX|n?Tnt;YT_E zHmuDZiB!RcEEh^AIkmuHE!fF)HSz^H+oyX9qPULl2K|uZ`A@@)fjdn>oqTLG$w_^o z^d0O*;i9c<_9>C}H@%$X(+gvaIh2mEv)dd_$Y#rujkmX|x>DMZ^ZtTd)YK<2^^a!2 z{NV5!E}A(;T>MS=E$NUmF^648U-5O6)NNfD^K^@QQbN4M<|wx=f5$B@JA3Blb{ii} zec_2e-0jlp%!UinqYukID{m${q8a;=6p%KCQ2Q#U7@sEIcBwz*r0$8NNjY>{Xgve zWmuF^yFY-UC?FA%!!2-eP2Ho|}vXu|r9Vb~LOTdQHNS*I3qGhOZbM%bvT^9E~0QZJfK9dmCrP zTJp9GmLC>nlnB6gY+q4Won@bFQ4IpxW%w^}AYq0i+4N1WIn2E@Befa*IN(MaD8z%5 zlYPQ`czEX-k)nH?HJLp%Pvk9uTP1{AEK>oK-v}0M3oz_8UJVY0^8?504+JzpAcm19 z5ufF3AO1=ybI-Xm+u^yzKHHw1Yj|hx$U}6M$()@d1<3f`8c(%U zAB{VdGHgr?*|{-o^rfesKC!azv#4cbub^?T?Ou{T%2}_H$J*{MFCDIU>~WQjwD^cQ znXP#g+I-%}I@nl4!AyQTT+x-4AgoB{d{P|r)r!%`yHk{%IV*CXBdLcK(#yol@;SZV zkJ*XZx!fwNSE~MGfAwe0>0EA07uzq3qt~R=$M%BGe0_7u<|1MU4^{<@kT~euosZOz z0)`lwwO!Pt_aV>nn~W>(0eAd&3kPw{!oP3ZQaB=yk87%K%RcoK^zvaW2}D)Z z85kZkgiBFT`Xy2H=f4!nB=NxLtojcQsU01Md1W~L1h;^SO|}JcN$h9zi|u)l3U7?x zM*Ol;sxliqyT*%7}=e#+1# zCE3f(C1u$A#5Og2CjKK`LO^T6Ct}QdyfqwMne(H`pT}d!er=;c*N=P^FDrsxhiUO3 zPX!2-0^m=-oogoDW=JW`Zb2V-#hPp0ZRFi+o??V{PrN$!1aImCz;VjgYO|l43Mg}w zxu3%@m{v19zSvf6$fyUxX;#A6 z-QaFlk~m8aRR_)Xp+h+W?vDv$2~DKGjYW?4cwOeqXys_`=XLpeWuY`|0RMqzJZ7bxMAg3?6EP+JBec4nSP}lq=n*%H znbPFhcy*RFw%*5QAC#dCZ)rkj5-ZWE#I(#$hfEa=Ae#BS#rTp0o5Y;0#_!yw;656| z?3aMcE;UudB8x_XPtL_!+%K3078%*mMngpDzzdmju82HO!?j%REQvNbtTDOq&q49Czdf)L# z1 zQnJ1)#0r>a$<2seJ(=F_j(2#?;@i6h)jb;LhOR=9#%iT|%Wq$!cyY(mylA}6>&YSK z5mAv;^VXlX3?^R7^1p24jr@!(<@Ajk(Vr3+`M8Nw=_B=~JaGd`&O914nG;Uetv`1# z`1n1>l*fhbIPhI@oQuMoRUq-;YNYxmdoZIpk|pDz~ai443PW|Ghu|KTxV`@sVQdf_pQ+;8e09MizS zgwHc9OVa(CXZ*&xtLQi|dVH-^~9D zL%D@#(CL?GRoHhCt{{sG6u&yPclkT0PoS6$K7e4hTb%AhvyrYrRYvf;7U#1q$?VV5 zvq%#sq-5JA!YvPp@MznvyV6^4skI?7LUAKkVz3%Yr8A6;`z=qfDpQ zLvb{|vUpPVMpDE$b;U?{NbCHlQPd_HB>xmNqr~1&;+rmM^f7=`e0zG9ND}XOiRhHJ zMzX&dzK}csRt9}R@^q6JSpfocz0EtW$R+c=-gq+Wcaad$I#1mqLwe0Ybf7b5@Oc_ zP1i7uKw+9pTCFN(bS)-snr+=+?@xLBMG0SX6$jJ1VqBeT?b}vz{!yzW-iuIm6Bev`Z8hR6jrz~{ESNeQ1RP0#G z;O)wiDJEgt+QK|>$`8{}uK%c*CygzLFgEwYUvx>;!`Wn==s((LNx>4UOQKqznK%It zb3Bit74R}f<9~NF#M?-&DP)2>OR%6PN7f4boy|cDevZTzn@lMhXLVqm5pE9`nX}Yy zg**2AY-pcQNIPlT4R5-|dy_-qX>aAz*{?FcTCFb{ys7vb+JgLUSKx#B$WCrouw6BX zmEfHoZupAZU;YL6XJT)^-LgW(V+*(gVoPDgDtF=8pno;v3(Ny|BcX!FH@eJ7pFL;_ z(yV@{AByw{5p$~bumYQV^4@kl<0nUBGP`pvGEAQbp+>0vzG+jwPKDTbR>FtW90tuh zZ^QKNwF|-v>gEj1F_BduMa*BAS>&+ ztlqdSuy=2_Tf}Rak{T45R9llM-0er)st9MByc1q^?qiqcW$knQ6vfzOkWIB1%_@{A zm4=b`w8d~oYO$((lS`T2b3{L0)*wqeR&Y7%>8OaOiVA?MdS*P1c$tDT9&pl8?!`eQ zSz#z1KQbh{T_Y5Y<+v8TT_6=WC!5c z9Mw+P-w}FKKI8t7qrN!42Un8V-?oXw8M^-kucII*+GS9YBj4fI>hm*Vp3o~(CKX@G zQ`YR488__SE__ca?EN(zindEP-+sO&5xGT`W5k!pjXJ-WD zek-iMg|9dHY`1)oeMoWp=A6MJWd07&)qBUZxX*ug?LCYd{#*EvWY^i_aeYe^V;Tni z@{o9S=bY6ei&3SPPnmnxQ6wqomA4hoCuH7GL*;xVUx@|sL6#G&kT^xHmdx-}Ny`jH zRyCox@irgz&;mByn3-C^;&GB`2wSg(bJTu($*%pBq3NbLM_q!4DM^ZaIKQIDAI*=< zEnyBzTFqS7D{^rf%<0?~NpM!_tNiu8$!0s~UW8bC*0wqZT+lsb8yJy`gi7ct4fzW++ zVA}3nA^O{SERw30QF8dWbU!YHm&o!kA`mh8a#-k%8Ba~APw~_iLJs3~HaP)59_+v- zyiD6CWv_UcWa59WySP=mo-Rvwvo7;W@wR|N?8#3ZDilXoCLsT zB<{x1*l_>xSh!}vluny&TM%`ZLQF$pxrzT-5~4*o>_>gqt1w0JGz@K$Pou7AH2awU z=3Q##aXSRK?C_G7@7X%og^0!uHh4^`B=TEU4yhh#E2uF`P8^R-Oxzbv>a?UK-}I#Q z-`%{r9)GwK(PJmEQ#oM(EJ+_dg}66bY&#_7##XuLmJB{ihyBDaRfzPJTor(zppNkO z7*~g63mCO-8b@C7`l;owsd2l$e#B%6jERqG;R;mZyq;(HOasm?)O(tjxl&`mi4@Qh zs}5Hzf?+Bz`5#VKSs2gnjRhV)k+!}~z;g0zsq>=d%1V2kim*9hK zQ$^ zpIPOy?l->ra1AnsmD?(Re*bK{zS-ykEY}dRU$n)g+azT^5AhKjb@k^do49kkRR>!_ z=P=x|lvWmHB>zg~gOOKCrhfeugNct(7^jRzhoCQ|D@IDX z$9R&XI(m}o^j_BKea|92oTFa%{TjN|Ls$^5C_v#07OxYk!JVOlk1Et_ViEj0R zYe$k)C}qRx%Y{$-Xi~g&Gj)JeQ>{i>PnOzVC5bJZLd|yT=yB#G*pV7!86tl`R1`)( zU)|DuLpQP>lCJsdIoe%Itve4YTvJWvXEEDleYd+JBLDj=T5Hzq+)q(?5tCxlSca z4Yqb2;V+~uD|E?0>W#fSy>>a7)PP4#xc?+8po(Uw-eVI=PjGQp z=X`LP&m5jRkvB6I5xu{`ewyvT);L6bV!>_da-+AZfyc--BXuxIXwH%LQ-!7IWg1|7 z%Rt;iit)x(`^^pE!Bqy8j(sBs>L~je*Z$*p%;xdS*hbNUPBVk0i!?)e)&0JYp<=V` z(DWWygFaJVLMXw_vDZ@>RG(S3r^+}!h7BV2x|hVN!?Mtca|Z?R&Fv0r7vYWFDL0E6 zO=UCZ?sGdOEe6xvKHs~i2D3&#! zew4I6H|Fz>qS}*gi}=qV;rbx$*T>N9>T6X1FdGCngXS%Ui^ z4bt1c^b2ThOfo+;RJxY*VBiI#?0i|VkK~PKFIJ25`9}h)lKZSu__C6$v$kLjb@xy- zxZX`G(1IaE1wVKiPOdSDA6lfw)me~gIRK{V4;O6Oizm0irbf=t!^=c3#JSw&?V7!X zn9&bl*>Hi%;qIlWMG|$F7{~=s_T~!o_>T3LQLG8*4~pjayl=ZP-=9@So>HeaV8OvCwX@siQa`o%WL;!7sC-AX zqqs5&I<|jShB{7LaGK_E?ppfPudmk7oRg4Nq_sR&Wxaap>@QaR9SATL_OhzYcVZs9 z{jK^w-gwQDB)PzHFl9E0IG3i*CUIb_I^@6cJhY?A^9iJO6ja6XIOJ9h?3zEwgr2m& zbullDJXX@JM4w_W?WQc$!1@2Ug)%K6U3lW2*?$TLv49B!_O$!(YZlGbCe|C{gmauw^6nt)Jijje+U%s}M>+ z?-wbb*lw3|qb3Qid)rZYoj-;4*SVLm^Cr7h9D#cYT%H{~Q55V>8dm@iyd)RCOUn-( zM%}K0xLd*sD_W^;hoi*A+*pamdnnT;D$E3$(0q5!ax+{cQ0G=i_UL+D=2*3Dpet7A^(p9+i8|Jz7LtHg@1!JF{fQ zvkF@w&dr;eI2*ws8wzRRWl0&~G!K)vu6!_VJVk-qRt0TcfDaV7)yFQKXR9`*!cO!v z;!+iuBm8Ybl)B!d7Hpi4{3|7@zv3Nge`)_`I6JWskd7aD-5?;Stt*8TLv)+Skt zW!XukG1nMd&R3&gI*0Q-#gsA0@$Df_-ofdVIH$M_U|J$MJI+Ry`eB=Hx8JDuv-OI2 zyj@O0-s2Mlt6484 zt^Fa>EZO#x@ecd(KzAqnVVcg=Udz|71}O(Zeckk848msnG^5w|ho zrUYJj>o5RpT4hVB4P%WSO^VzvoY&L(eN6XjvK(6$JA}N$6hx0)80}109Ay1+tI9b? zc`E5-j!ACiS|7Hm75gf~t4frY9ZZ~<5I1ZX|BHiOVNcA`jv5okkY7TU<6#+los4PrT0U#++IA0Vz1MB`G5lO;>^39{SK#J$-B&nE3)|k{g z)awin_p7C<6L>C6Hm2W>czJDHkILhErrQlG1BGLNK7u7}Y#@S>xK@nms8L8XL54%f zy#+=>M9&P;x+O9}XRkWJwG=jxGO$(1BBepI|aZ~{D zp253!roo&)JL%(DW*t7%^p>VHx5apsY%}p0 zoyGO@BKJlre?OFYE<0G!uT8yGtx`L#HbCn?tVm+tHKH&{@tn1y|Ulk z2*dXwOgQ-EICONl=5so=$X&PF^wU03>MZ+q$Igj~Mcd}KE31cxGFuBc8|7sQ@9eCw z;>^#!R4`=dG`nw5SoFeLzWDBmPj7uz_;v5QR37J$_}Gm?3lyAGXiDHlFno*$+4JRi zY&&$@;Y|0#?ln%2lG$#TufDl0%aV496OtWsq9^h2N0Wu}rc_-Tcir%`)BaZCKo&AJ zHjL!*hI6ga2ho+cwWcwa{Jh1Uh(Wv4;Mw#0+r&G)z)AYyUyP~fa_vq-#LXNOEwd8- zoU*bh8#xE!RFTwwN$yOC#2H(1ugNO>-I1qQL>Rgn)8;gS7}n0d`h4>g*%=>O812?m zIHHMPmA+P}XX`mPYxVF}Qt~@41qhrNJ1%GL21Euq?W_ROPm}2alKGJ(13F zr_*mlHU%{rlk79DN(H`?x2Iix>$XfP7D8@^qity^(^>23)H=ZKC5ybfa|qakdJ!1Iot~+aiMcbqKzvvO-|p( zvS8_ci4zKCDZXoujt}n)_{~ZL_vJ$OeM{-A*WU*y9 zoW#&oqpnZs$?(#WC=L}nPsv96PX11XK}&Cin8MEmCQaMu#DkflKHlD@dc0q_CX@{} zDXB$Xid9XRO-6twcsHif@dXV3KGs*@pg-#jGw<-qEEOCC;{E{}M$hzT0p~d`&_b{G!Hc9SNbVyy|ZPdE_q1Y4u^V1WRuug+Op2z@C(`k46CI;?ryzYy{ zSXRj&W~VqfX<~9xFVts>ctk30762%&pysC4-iRLA4=$dunP#s;JtfBv7R!Y##hr6} zJ6Vey?sLkjgU`=q^id7x zQ_FY}`kZIIi@*b#-5>NZ{K*cVf4+Ra3lk7*2n>chZPzeL&~Y-o@Zo+ zy2Wrro6({Q4GhfkJ{ElY$rL6*;@4I!wQaA{@H8pG!6e&?WLn|6%64zbkyQwF*lo0U z|JnS9Hg`5irq#vUU^WTM)=UA)lzhCz!bS$Nj^WvD2MWr zMH34umb0nAprOxz6^L;pW>uuypgYYrJRh8@J>J+2+>@KiE+6nF@DCuRGCOSCI!H&Uebh`tV7m5hPcekl>FH4dv7G~;%xeRsC?97m77)o z2#=lnM~R5AR|39x$)@o$#-;=<>$DTg;hW(Jk;;wi-212J1{kC$EucfYG&P&%aX?P z*D;$51(^ayCr!Tq^lqulCQj>d6LPsHzfYvNHU1D0?p^tG14ea5^+k|7mrc9_DZpyD zKhfX`t&+F&7@2-ks~Wh}?ds(>n#9pFqu3OW(2_HwTQLI~O{tKis`{ul>&T6$0v;J5 zefR_7@Qdfvt=`jmw_t40$j*2%{f~Y<(n8qT{8a!GpQ=#=_cT{w$S!iL-p(^iG!-?m z*eaAA&LxvjHL)Ur!AIWII>HBFuCtDCPWEL(A#*|M>J@ZSLdUcKIWUG?w(nMHW`_LOMD%vBs#sb{GzP$^DBvA88Co7CeOsp7@BVZuFZ3hOfuwxhY|-R} z{m{b-Czu^|R(Os642i&YP0wHZXw_wpZ1jtKBsPawKw&Iwy`n&DN{2S2M~|ub2CCh8~)J(U-(Ie!_N$=~6A! z9y<8(EV_BwHF}=`Ua|+U&AYxrFdrpykFQ_i0}(9@i^tfir-L$DLdDutGg`!T85^*A zC8L?%TuX~(X0-U1EL^2yyi>R8^L6i&7p|Y)2MX9bXu;^cv`!7)vh+{ zgD=jqXVH%ev69ojI7*{4a$nA*MbQ`?uAfeX#=A^T@HsyW2EdDYY#BuauKRF4g=(Q ziNM6soOqt=Ll#mg7VO`>Q2>cO_RW4Jzn>zMO3FOMLSPeWL2XQIL3IJg&0SByI~1p1 zB+r_E@aqEe=T zU4mb6tHCWc(5C@nLlEd4^T)=Fm*}|*Bz7y#g`Sc$VHz+cf?pj4pg4fjKEL`82Rv@e z!E5S52(*%*ugy7)pMk$x4@A%@|C3eHUVhAb_Tq`j^HXpez@hMv7yh8%yww#zdN1(w zn{%r2%^;(B360hc003D(I0Xab7Lf$7G^z%mec^xDd~g4YdjCV;QusO-{BOzkUK>3WVFj&nkRM50fzs;%-+`lf-M8sWM!J0p8(=3#UsdFqOi&; zmct0!IACZb{tu$Rau)!axBqD-4`iJHAoCJw9x{-o()I^ngRSDsfGyF* zugwR5hnS@5FXtm^;HsPcrtLBCEwWVrVqm!cI;PV5U&pXP$V2eJqk+U2TJc}^>R+gP z0m{UE04k=Sfl!11Fzsc<02vWH`p-vDv5DKE=RooSDn;)*03P}u{JZ``uv)1TrUA%w zC>H@QFGUuhpEevpTsz7EQV%d6d_biEk@fN_wApyn5{YhD0rmG~b*Mee_< z#gRg&LoQnVpZ>TCuzjGbk3pNcD0zh_nl9O2>(Bp1+I5q{zZZmSHvs>;C;`fC4&x*M zDBr&S1HV@SUQl$AKm`oghrJ>Tz0KsiH7@iYh_Krpu;+UDPt1)e6z@jlg_fJ!g%Xk> z``2b>k4sA`CZJUB2*B$XDqhfSb3aZ&fZ7`XFw*Kzmq_r|zw7>RKzAu7#Rm3M0OPK> zOuz=I`Cp)UE5jvFnc^2PNh=5B02IKxZv1P4F=$v3$%W(?(0b#A{{^07gJGt$=l=f_ za&Z^%MsxE-z|)|YfO`L-=-)a}Y5r?TOY&bFdu#5$#|waz*PVY5&^}<51G=7q1pF-! z#WDkSla%0f0>JqHhLX(1s7d`BHJ_{35Ut6eXP^B~wMaq77<~i2W#SUh)N5^A9~i)x z0mw9vpSz4iywG^~D3H^8`XQ5H%C_dO36K={9T|2iY5c^$wcLyDs)t3+4J_A9Lx51Skvfk7#$Q~dL{?XD z%xOFG|5O5{Dn!OdB(&$zAr@|O=bUIWY$!OLA#DitEF%yWeCFLv@&=1Z~T1;>;; zpY)P_sir~C+xu@PxFJLiaZ`;lbOS4G>;0#f9Mjfe{X3B5%bkn2Qxv$Q1P`p0D7vgj z+!q!JB=x@@E6h)`3jJFhhILBfQcAx$M^ES zid>MJ$Az0)h{keQgKvt4|Eu*!#lVZJRVGl#y-@#0K)jzmCCh1$E^_-+bu+8-Zu*rb z6z6}tpktCS)c#_`(+7V9!bRCMltj&>yqwV!jtpP$?LZ(347rv zQi$wpVUR|NZ^>IeB$&r+QTtyI7LlshXU6KR{~CdV6Ib7S*-_b2sCrW|@u!PCAoT21 z3toV~_>g!bbk}Vob@#`RmyCCaN-5}s)jFArA@hE+CJcV4;-BZrevaCa=w!|`7acoN zf`w@5-c|q`JuOf(hxjiW_yk089RT4_pHZ`RXyc#@42bZydW- zE8v9a^&SM2*khvJ8yDjbXjWkSDSXrZJCx&z`QUIc&n33PCI!xIvw#6O8u<{XaBo$dUPLB;>;X782$KiE<;59d@>`8Vz(80?Ueag0 zA3}gK{bdV6UL<48n?yC7cflbNOP76zwgwFV2sw23z|9{20{BGCc-cPzCanKw5D3DV zd%rvf1&9*+!H?2b(Eau8_}45IAAs?7d3ib54=MEiQwEWap>h`!;aUsu{&+L$_tX#3 zWBGtr3|c{&kK5_Uo?+o%Z1(FJ(lD0Wsn0Hro@Ufs*Zb zzoSRSz662rvEARfCx^aiajZu^nUMQsBp;hM7OW1`P}k}?m5>jeCrs^kjNyPxoxGC z^$c1;8$~c`z6+;+w0-{uUns7A>X|H*O#12m3ZJhzp2NN3y~~FTG=0Q=*|&YnT2gH> z=7L*8S0q55z3I8h4BqyE0sLnPb?_FQxE|Ntu|-7Qe>#oL!N&OJc;@eBowbvWHao~? zc{e&Z^QYH!?1^>BK|lT&>~&^Z{aEYD_P6GlPJp?ifKh0+kwG#b@$+=a$g<+F$KwG!T~42bDQPCHT?H+(87&w_Zg% zm;k~?5w5-0d9}~^sEgf$^CUHzoCw2*M0%%v8J}uC`XB)Z($!@~r9dF;RcVoe+U?M2 zz9?2bum;9pd+f|VsR6DHsvVXdY=_tXK;Y!JMP8ZN9 zd%AYy^6rv22aRU+bW3xc9_L<>oEfDSW$>ph*wez6tIQ(oV{gq1v8|S(1B1T;|Ma5e z=k#km`MP3E`J_2eL(Y2ko9*4J!ftk)T>@@JS0#`%qO#xx8Xk3?D^yS?J$sAb+4R%p zCJy!GTu--%^ABgc7lBMtL#qik?%9Ah)+t0r|k)(~S#!?RbkX&hs>Hz{R4 z(@=S4VZbaxTleA`yB}h?iW-8pETkWbSKLV$+#Is{v_yB>KLJl@-#FE;h=FvMkG zWUpfvgGtjYE(uUVvCngP>mIEq3{AlOTSn!~B(Jxb-a}F4q}knxtMz4PCrk+exw1b( zlP-54E!ktU{HUHTusEUJtA|?FtdLKka~fTitW!#3-pvVntVm07uhTga+VF8>)3v*_ zEu$*th4_YUT&I)ct#6k&y3`6(JFl- zG}r>_4%N3vQTYCD!zdxqvG9#~bQ#*4-`Ucym)n%}dwn(S%6ak@EE8|{GygnBNj9x) z&^L)gZD8ET3#h6b>`4EH3a7ce|Jase4jt_f&8b5QCiPmGQM&z>Eu!x8!ALN+t2ZL`D<;v*i_XK z5qJ*_E&(cKVug##;X?P0Jl;@9Tuimm&X%-VOWueRa9^%g2?t{+}O(9Yrd zZZ#NN65N0?qiNAuW1ZYCLk~&C=8pGpXU}!<>fFXU-=z)jevtFwm7vJx6W-A`ubTCx zGdlT^K^Ii8V-~ZvpKUS$QrE$a#+OKD}v)v;BZ)306S^p(XLPEyqKEYjFPve9vVMvCtz zN+L-I&a*!{Jv;k7VWRM`;r>vjV*;oPqXD)Duo+ZTZi*KXW1g~2*mYoXtBK@HzLdn` zc=sPbju<}cRjbTKpBC7B)_S)tTt$po>*jU>_8j`N@p`uRM(T^^t4D#=z&8r4b@mf~ zglHgKSGltCV`_mF+`ebhZQv%=!mf1#*BgIfAcnY9v(FTkEPi^@c!aWZ3d^{wi@1oT zL8m!tS*y>n1>95GW4z6LQe*F4lD*@<)=oYug!cjX%;TC4wzx2A%}ur#)~gtTXddSK zIb}ntZOvL=>jq8V`W^qg)bnJ&YG5Dbd+1RAZuXDMbeLP}1r{4^m zbNPM_DHJaJ9!q|bkg7S-of516JRm?0fur<**XEbgsGSa-v(EXE={(n-Xx4(ZLtSl> zYObgI;=t%!QA_L=?2n9{hS<_p?J|(4Y8x?BXdxrEEZ#Qcw|#P0fZeo6s@fmaDSmO7 zjbrtBjK}%S=H@2g>O1UUE6E{UvbpCJp+jJ6N|dTj}QatpS? z&A`u?Vj(cFv3Mm>+I+fHk)nk~?=2u^2~jO(RlH{j@yMxvIIGi8wnA!3xi1~gGLP{N zH5Eco{D9sBv?P3WR8WlO?P50|`{ia=%7;q#N+QO%Ew$20 zfsFzCcn~#t@Z%+L8`+lFeW z3Q3V8t5645KW1*)siovxv>oXK(dgm=Qp6GcwQ3`yvu@mH)`!MR7itkv4wcD$0k9-H zQ+!di=K1GaC%HOV92|Ec&dTEVz+&b9eLbP3A~g8Cipgy3mgH~l`xRti2$hr*-M54l zRyb-e%%{^8?=XiK%_(&>F~>PrzLBspE(zAi<|nYix`Ri0KLVKZ?4CMB=1al5U_}4pDq?8Y6vQXdCte`*xu)-gcpM;;Z_P_drJOWyanEanHwLJZ@Vj zb)Iu24D5#4K>2iRu}edWiPcc?TI&I5V(Orb3kQd(PWeTI+t%9f@p{@j$Fhp>fBTY- z-jK92;K-}^DMK!%D@qe0&0KzHpmAuovIbl63fzJj%TV?c35vw*Tj>E2hvbzut5a{y z$q;7U1jjbhE4HyUau}#+@slJ`jmX{)o}RAUC{EX^U~5u;Q?_%fHDIcHBZ(6hqvT38 zP6E-B6u%An+U(f?f1d~XA?xgwUKp|M=Zkgl8dFH5*1Q$ar6V$YH8*cZP0m;u7GE`d zPq<4xq-Dq(1YgY zDH>R0{W6#Q{xAR$699L`sY-Ux)XKMpR|qzoCEGB(9(SB&?Y1W~aM?n$dihA(Eux?&j=;8F!v>(C!>39~%;qgNfY9xb;4OlvWP{VG;c-ls_2L zQlTPsXeyHCGTFEpa-kotrou5gn2lo>eMR$LtQcJQI=ERGyqM2hbu^Ba{z%;s2CVAq zk>9d*EzBevYXzcbBD|LM$7lT8yYO>5itU!}d&THi;HXKNPe%e6gQzW{8UK7T!QX6m zyv8bs7z>0eWl=oy7@QEXLP~I-VP~F*YJ8DbP1(0(d>B}>zb|)(bne*7QnHa@DeV1y zQ2LO)FDP9u`e;c&MEmSb!$U(%;p`~i&w_i@`)j-RAo!W9*47!V<;2_ark`;sXe5xd z8em)|;|@2PoN`xN4ovF`dH1ZLY)0^A^RJ`I?a(g8N2O(gBDBxJPDK$F)ZC|Z`wy7v zs6YQIPMbqrCe%Ob~GzJm8E%~fwL4wdt-dLd3o_yQjUx(#;i9&+0v*M4-Mr~C~QsE6XK2=rfN~dm_4pNnyhAy@7NY) zm{p$Kb$&j71TH~nG;L+0Ltj#Yv|I~maf)K8%TxW-7T}z<7iG;I`O&n9HS&!xX!2ma zJlFtM5qj8D<1u~t)ZVkIJ8{RhuTb8e@m$HW>qXRKJ>LlnyHMnQc(_uu0y$1bHk)8t znIhnBGg{kM>U53o*ByhWs?!`-m%YN%ebcp^i3S&25|KA;t!{+llY;Pj?XsG9%j(1h zL?5bsF-e5S_Kli1E}${uk8c_n>D`6gPEOtjZ@?{eR05QQjNMwq@||QO?#DWf6C-mM z_)e-cV+!5nE%4V~A*UvQNmN?D+Y(sD@g8Ls@y9~5y=jO}(yoarR+BwGV>42Z5RSgfgQt8J5AJW)Iz zLkLfgIT+9Kh;&Hr((XxurkP0W(?q-VxN5U&JGoq(IH;=Sk)fn!bbnA0=b@U6drjkJg90OuV!L zMJ*RC*PrHh1{xp%h&PFik-?OwXpc)xMlC!(!b* zDyvkj!q&!3QiPW|NarsF#a#(xnjJu$OywwFu}-G5UDPY?QW@hTt%wBq8f5a_mCt-& zBmmy^c32p-tL>}79@t5KVDGbC^xy)-4<4Czk@WCZZ)%?4vYDb^_$Elf#2pug6)qsS7T5+=W+2XlTi-; zsh;!~;JF$9p1a#D$o1wYt0vCMoivPhM|8@`%Wj3QVII%a=|$iacWL)O8=EOd&SO4H zKt(BZm0e3%E<{c8*2dNS0ngu~%RM>fE<`z|n%ED~`g3G60omH!cqq9?f|Cl&dT{x` zr1&Dqtq2nwe;DlbXzng;Msb=6lWqz@xZCqu`^=y%m{giw@&2u4u==|gj#0+j_`fjT zL=%KhNtlbcO!9$jFNvcC*d2buoLU4Tj&781ux0%yf7JRFya;jZW~6?*Dg8k|`n#8b zM341LN2xiMc{@byBa!*C{dJM3T+fAo&VVy*uaz5&@U_?N9(sGo?L z{yo~R7UAlCn2~K#4^Tk**yGwU&;@5@7DF9uoO;~5mS*8PVn$4CW3zOw-OR|F%x4Yk zoP7xDs%@3x9EotOAMn!F0)bn@1IM6bLvpnzQn1FZ;)u<$A;WYeqtE$@O%-ZR$&dbh8nbml~M+>!T_Ps<3#AD29T zyAWgR!fZFdys{*W#ih64Obr z0E}w0_9lW^xj8Nir8n_M8m~bVqn%Q;T2xECn7%oc-L8C-yS?3%O&w}f0Y3b&K(OP}I zja#|0rcG}$L{f1lUoQcWzTBZ7DIQzv%c%XHFpS99wYH@hrW2+9pE zhgc!HKa+Wl5C&wU7bsp)hlzaa*FHBcV%8PfFqY?^!7MGg?4JE_ z`)Dfrs|e1uar&w+LaYK3(%RbYR5Rb zrz3P!SMSBHCn{H1U65>8*b_kI%7rB~6wO}yYvi3~yzim~x5oS4lJDiz! zNZV1Y@-b*D;9vY;l{cf|u=%o+_u*7zB6NFJ9A7DpA#50_D}9zTIli_&(89jx#klB2 zFU_Gl%c%0)JVXuq_mp4tOuN%L>zXPKk$!aZg!63zXFyt4J=335R1z}2 zmXGbpNtTH3X^aSirc*5nRxI3Y(6_H9%VoC1NGCP&8xXP{6L>dOx{Rd$6+7-!GsIP| zemGl~BVvgynM}UOeP1N9`9pAWvx9ngHC-1Lvq&`fe(D|M6l{X56%SAn?v`;GxdTC7 z1z^{fsO=;MIl`3p_?$#z*q#fAm6+}?-|h2PFJ&ZYm86G!6Ry*k3#22NgbIlEFV)w96=sh%Exdd}u^?CC*g zcWj&G8z)foyBnc)KsL}g6SA6M#=XVX_$3Y$*KueysCz^b%lctGk>ClAwyf`4;?R~S zi+ZXKd7R)V^LXx#@=;KP=)3oOB}caRXzBTv`t;BF+K~YtG_(h#z{(~Xk0)_dwR`jH zprZ4%zo72qL9{!4tpv&J;}W7YE_Pt{7NSk!vE!tvE~mv^7P^g%BSnYD##Qr`DlD`g z!n0vDo;YL!ns3<_m9tKgfo&DI4!Q%PPY|3%U%S6J&u{s*MImq55hrecI&~wQs`cHQ z>m;{Ag*BR2!z{^m7AO@3XKrj3|0VgpE#tC$(Z7E1*3Zu-_-z4XGk%0sEN&V!^LJSg zav|P4wx9AZhjdXTDi-fPP9Z4iIk4FT+G1bKsFvARjH;rUMc}079!w(5_k3OxNFcFN zL(o*mtP!P5t05X>PtQ*Nkqp~rPr8Zo=YA_f@~H1*5>S2behP}Z?Bk_)RJ8u9pG;N{ zS*u1083b(J`8KX(eZZ?j)mw$&6M;-_Yn1h8Gt*=O7C(61%_FT-ke$s@6kmQ)dHcxu z9<7nj>s*{P4E|(XiRmju0I6qongpIpa zHIc+4-__q%QOvR5{R8QPAT2n-?F-r8cfn1{;1Wn%;>h#=j7)Ch(DPjQ<$nrJ$CZkC z1`kAU*wwD<4zYqT2rj@7peFsVNX9e@YTC0Zm$Q> zXje_{k;n|iIVKh>>cBX^i;~r2e`T*gi%Jcj;S{XGLV?342zq;YzMsO&?Pt+j6lyPE z?ho73NPsTv%I~aQDFqf9*=R*)vUkCJNf;ny(rqg*^ZX*Ymm`P*C@yl~aLJU~)9ljl zP5C#YG<94&f2aJfSh^jc_(iKq5uAGm96m80~sV!9+xlCX_aI zMnE#6mg#Cby&s&pYBcWhMVKq8UhNg+G5Y^-_0@4vH(lSTh$y83(j@{C($Xmc(uj29 zihz`KhvX%~u5@=wcS#AtO0#q$F5TU*?<`*TeLtV~Pi22IXJ*cvIr%+UHKr55(|OLy z-{k>HY-^fgU7?Y$M9t_3ydbS(_gA?yq854r2RJ#-(Xa|Rkn zCEq$Lz}ui%^>XL7BpatfiM}REU^+G9E6N59U#>|-NY6DS6Kf1^z9Mw!m2q1|wp^eMFT6< zIXgDYgdZ(ai60OFY0*DO$iflEl6v|lq5YzsOo^s;AM}XTvX0U!m#TYjQ(gE!IxObc zVhv3zGKzr#_Bn*+PR#uGXO_(CxMk%~fzLMu-+6CB?0h^DMMR^gagD3FI03+M43I4S zTq!OyR!D;4b#RC}l+*;~8#qJ*z{9Eki8{|8pI$B^g7JM4CA=<{gB&zF4AG=~fqZ7Y zi_-4W%DQM8hLL#f>aOC>jJ&Z6MxvWuJ=dfen&30Nm5YN)Ja*vFiFSf+wX%`m;Z<`C zn}Hq>&421+bGcW>Broew@tLr0T{OCtq~C+FmO{%@pNJAUB2 zp&ahI9dy;}PO`bL#;d9)|04!UgL)MLnpX~}f7GY0bYHS@n>wM7RG4Fqmvfr<{jFf!5yrCffM;KLYm@?=La%+Jy~hn|&oDzZIFTbgNs_ zu@F4HebJ!eVMqd%f7$j8Gzye9qmbQmIZ`^e(pFfnpVdAOASzl1c^_?#dy+pS#|LBd zzoc|JCIlZ~4yqb7^KqBvm9O??WIG+riWeuHDownFAM$rOyk}^xko5xLDja)A3I{nfPj`dynZsdQzrrR#+qbG>H~7M#t5HORRmQ#=gUq>FzhoaYUeqBZ+6=l*iG zna@EvS2uYD)J#LhwXbmBl*Q_97}rzqfd14*@M}#{7S9$Uuc3^n^kTmK%APMJjEEVO@Y)TC&>ik0tj!_cZBIAOrmy7n8}9i;N1WElD zO`LVQ9aBZFeCdV(Gf-XptX2|hOe}Orh{qD0HfkA?Qy?N^eG1~D)Fy9dPxr3KH|qh6 z>`bGH+dT|mXAETf-xHjjB|qFWFZCI5NeF^}E-p%Ka#TKs%)OnQGn+g5Rb?XKNj`=d zeBiopyS1-i(cAov9Mfq+3Y)G9xu8W-yd#u}!g|&7ow55EV##hh^_H2N!&c+3@8O>` z7OB*v$z|qd;sXy}!JE~5#$H@a?B{>i5v>mFn1W}KQ(ufO_UL-xT0OxI`}Day+jcf! zm+z_QzLEWhYUHZ%#POmJvSH0 zA7E(Gi`XO{JkLGnof)tE-m62gVRXnpUC7UYYH67Mce^ER)4&B zobA0*oL@@X{pL4Npq_>A+wFO=RBt{?*oCC{B;fqtNPW^uoH1Rp=+!MX zG1f)d>=pN>q;0)^wI+r|OSLQ2kXhrz1pj?)){ahP7x{&oQmFR^7iT2d7gdOw_dGC9NCPv5(JFc|{(|!IB(PgK-C(CD}-X9B%s+3iFe+Vk3Rc12Dd1nj^Y<^_J^82fWfE*g= zsdn{ECv)fWDbD^lkZt6p1~7qXx!w)W(Fe#2*ONCq+9dt8`KZ3^?dZt5}

dJ~)i`j< z=m#%0S3YOLrJ4sPs0OoHD${^2iPnI@RP~^T2b$;~f+1bl8O{ekJ8{BB=|rh1BccDD zXC(oe{FiDffziBB&b9j$AB={u7*aon0Y?(rHd%?T)T8MK{YEi{r2dZAQYOQIsTK@G zqlH;nsUiU3H#sL9AgAJZNS%q_3NgmO&T&3!drkfgoUX1)9_urZ*MA#3 z%!C3Dh7to=N8{3yi_Pqy(>sC~a0X~tF|{y3Ypogd@t&!GjxMOn0Sadux-W%sIKaNo z-c*q=bG&$U&5$O9MGnK?MKRTdb-AuNs1nRkXg3Y2B+#Z&HF^!;>r6A?!cuSmpw;66 z?y+=PlM@85zR`l)vnN4?_m>(jA~3-Ky@e0T`t*f)XcKU!vG-Dfuv7Pa^-c3-={rXW zd;@NhxBjjdSBaY1=j}N?Mj8%)+Waz=>N|`6pcT3Gbw5dF$}ynygBdC-J!4~~Y#@GI z_ann!dZe=FcYT1L8)Jr+HwewKu}c8(c(c1-9J)#eg+I7iAfL98TH%esA{t(`;!1$QhzSB?X%+|f)yiarNwa1Oj*21svZB0)CZu%zoW zd!KOBPt6a594AyuR!Vtbm#NB7 zL^Py<))?rs1J)ZZhSt}k{kd=sK%@|$Dmxx?o@;>1uaL^xd=DupTa^iaVFp>IxRZf- zZS9AC1DT$_IPXAX3R|C>SfHta6TmxxA)Q~r?!ey>n2e@3IAlaLbZ~tG;{$WALmj=v zAhnH@89n+07=7~PR7J3aWw1_Fu0>nHVE|U`e}*2~IoU?1wz>_~5q5Es9DR}n!+?e`L+dA#B{(3=(z&+q}3+Rv#!eS7S zp#t5^6tL@@E4ex;h=ekwK(Y%pAynZn+hOISvt@O3%zI>9F~Az>MVfHoOJAvB4HEYq zH#hENs(%F(0|zvkVpRf)r5kZcpqz;#mjihcXt1KNz=%{ zm6ovt+1L7KH+>zh9|$|HzQnhbsklGJ`mPFf$-}QjQe_t0^us*p)`|8Q@dA=sR)95L zg}%|&W_MvKL(M*G@ZXf>KSTqJgw_AqKgg0(NqRDoBL3zs?C!N^D~-y{^}>IO=7w=C zVDLFmT!lNFc}oo(VfyB?c`kOz#K+hz&XqrY!R|yuWMS<;$l?F{*1-J}>KL3P?gU8v zojACS;k4=-1@`4Wb#u=0z2$C;H${X@5BxS)?q=TjmJxxLDem?k6+5V@39m1(1V8#? zO#so4t_u6KzHH|E$%K6?85(2Vx9e zX?Rr!rXCx-!F;``pjn;9YbH#Sab>XrO`PN&@Tw($_A1qvwz2xp*9TG@J1BH!7aj1N z=>BK9T=QHZ3x~dZFYo`eX&#uS){w)bXo3`s+4aPGJooPplvRSus^EB6%}E;W}X|u3-i0V)#5jOML{uEs*(}Lz$2=! z=tssH1U<^OYm3sTvHiHh4F)zzHda16*vE%Jr0`&imjFo!T*(%8u+J`8qD&%K#$i^W zlIFOMvUjq;g_N4IXoVz6eW$~QJ6FE`MS;Zvhf;rOh$7c@{ny*!{1&vvu>^8uE&`ma zqr$(RS++u+ift1fq*3yw$VDh_Ntlv2)5PxKsPRhZ1M@cM-CWF`26HphAtaL{W`cUq z;A_M7CTQeFRH&5IeClhdKlZng{cMdP!QAw-h-D??3~eTL8vCU9U6DE9qBl5t=>GeA zMX;(^D)K{CDvUK%W&Cm(TzK8AXOvzvtUgGfAzSZ0UTltpT*^+-n=uL^dXGt^?oGv)lY(pUW zb+D`SYer;%qu+p8mZxHfGG)HO>!po&b|>jqj7!m}~WRmqX{U)%DaM$h)u zDU_&J!jNW%Cx+k91Xb^S_A4kz-rs(PexX9mTfHlphx%BMwbbbcf2LwrS1TYEjj|YiqPVGF!Rl)xN(AJt~yPkjD7VKPG zJWSKH5WU;lcRr5zS}n`rU4#?%>F!`kPFXzM?qM=z>`KX?_cPp^$n*W+jdsm}=4$1s zZP4+!x$e7y$k;&hTSsiDOC{YeidzX&Ku%27kBBiYw<6=0DfrK?DhI6mj>y&B#JwL{ z_vGw|bMe?%fF{B#Y)F#2osdl-oV#J4OyaFvr(I|gBYrq(j|UCGkEE~jMB{fBdT;A1 zOj1&Tkn^phf!Vz99alaFg^0HCmB@&q44+Lu>K~KyWqsT^K2*egS)!P5;YrNpUQV=7 zY;T7n)m<;V4>x)mH-dRGVwG5VGI)6nXJ?xlFx#KiBkM)}43+uobWB*rfNL4V3~spV zIg47gdRr20Y<{&Je}x?Ro*3!3H&`rC*L*w1VNlrMn!R#Uw{m#kU@JRrQA4 zQ2ic^;60gH$qk6qN45y-`Z}Z1OuWp|$S><%-*(0ubsWX$<)t8}dz}K)aes_Nd1gc3 zWU{(Hc(=+10geRRM8gAA^0z>^*FhPLdK{iK%~UeTw&;w|=_sP-#VX7d9U7V6?KzZx zuU;j9p3yRJzKq?=jsHTY-rr`{0|DdweT z3F+~Y;>lQOP7La(`O;p~HA?(P+1iDd7r(VdTcBGT>@JeCZl`u#j4zjtp(1@F-D_hX z^ka#;J;Gw42SlaGfY^5aPVFFQ#cbg@%2g5OkvZR9uyb;C#OLi!Ese@QoNYC6-9D<2 z1fHMdhPSGc_|HegP6+tzlhb;qGy_@o~Yw^KyfE3&f5j zD$`+AE#5TUY)EI*bS_KsTW#r$!y5B;tA!9UZr&zIs*14lEE*SbYL2CSAMWG#bMBtr zd<=qOL0?36Fm*}7tq7Gw4-X3-v2gRv48U7&Gs&R{T3Mmn6mzX-%z;DCclRo^Y@jHq zwMkQbM83X91bjT477A{5uG6c9NZ@`rC@CU$LrtnbYyX94#jZOUayI%xO>o(Dw=xs{ zm?I4Ik%Fa+7WMoigdeud&yRANNS-8f`Jk6cWivvi+SkM1#k#z^E1KF72xvnfM)xyzY9n>v#P2DF znyWMIQ9=&Ao@Kmt2cF+`y?84yrU2GE8@~v! z<4dqZOTq&?3N3I$VbvK`ZOCdfs@xw8ka21aingxhcYNz3D1E~dG3I?wdrD45O!y0S z%>9qN;?zl-XbUNRyl9}K>NDBvT!34;7azlWHvMfAM(JS?^BC$LZ(4}n^&xNMcBrU` zjnk;z!+76`4(AAnkBf_$A6`XhNfp38PzU-~83OTkbEkGj2OertR7KI|ZC9a#y5+Vg zn{^QfK%b^?lm~8$762%|`;^-sy^mKW$zCr@K^liB9(mV-8T}#eQ#{|vjcXZ$8E@nv zg5lPELQum|3y3?umlch(*G7m=hZf*|Myc}_-Fdsj3Mg6Ic87YYf^*m26c`y>aWd3jvIqZSMJhm4Li383Z(D#ZvWw2*?$2l z*jt(a-gVCreAfapx(jj=%9%e1u0n*3O=*P5(TWUO8_kjA`2?n=xSlr69+i)p4Bio7 z6r>iq#5l$Y(A@L)4}a46B$2j`a~OV4j6=E&?%{>UOeJ&mIjThd)ZiNpg;&`#bmX9s zC{%w2-Rm?`++GKyE&05s_VZJAS?bN+ZN5_8bjD+;d-_kLKVg^M`;JXp&{6(`XPIu; z>5=6$*%(ev?C*8S=Fyb@u4!EaQ+lDSiYz4`CK4 z^2S0d^E}>-t0;8DU}Dfk&0L};6&V?2D}S00B_6Z)*z^NFIq!Q)oVu0)!Y3U0X(OqW zqL17xW_nT+TXQXr-@ojHYm$zPt#&6x(?6hKlz;9=EXG|nD{tU`aaWkMD3U< zGr(rR2r+NoOMQjn?uv(lmOR`By?i;aXJ)U#kqu&nvh!l8esLBAP)_~t4ed(RAfsFm zZI5B#-F#CQUbeV?&yNn#U-pT|N*@~`7qRdf|pSZ^v$>=9M> z3nc0l0Q}&zo+Qz{2jiFA>3b&UP*CjDL+U)B+pjPnBzn2$hx=ofjsOYRij6_K>A~Z(t`m~FoP37Fra~PiLh@&{0DVj8x#Zi^MxHWRT2+x!Z2Q| zB+MtGj_ntM%C}*4l&(mc2@(W-`K|p+IsGqEwsP=(Xbym2eT!3XP| zp#OP2j&(EuhXE?q$IpQG5t}fi>MUI5y+I{@`HEF_Sq4m678p7JN`n`xR7E&raHrOD z)b145u%i@N<263Rq8=c1K4FZwE6R)sFR}YWxwe?aocw?|*OL8mY;UGOD2aV<4w0;@ z4YZGz=K#=S3W5VuI3NEAv5C!%EpP=mhtR52++bY(v zc!H9N62;^`03So@zQfr<)eg}E$}jIcreqan)gAV(O{5GXVPW<~o{YY^vaoC^_B98J z#y17yjT4%HITASQcTN&?;C7{4(s;~XY(c>Im5@##Aqs+z^$5Mk6(+XOh*y}uRjPL; zX@cIc+nFhqy1?ha08H?7uQ>0`gW9NmA@9Z?67IRx=5`&Awubwz`}OipA~J#J)R!@g zU4%W=>EdmSY~sSI6;cVo{b3gcr;=6@_ zfPI3SWvlord9oPT$>x#DgCjexM3QeN3Xv}sEY7-U zXe1@?FR*#PnFXZGfC$Ni5MJ0~H&gaSPuTheGS*Ml<^AmR&w0>tB~jF>bwAnWYTH!2 z)gD+tu6O&k**0pM^c`=Xr!oQ59(wDEm2>S=ism>kVTQ@-3!}yTi;g4seEoH|>C?Nm zyB(PQ+sQRG-g}5M&&ULn2VoJxXoS#N_QupLkmlVvG$gbspkjC3U=V7rNbBTSp1xam z#`*GJ*n^dSG;0HisA|?C_(9)UF6O3fA)|YwZOY2+TpQwFZJSva6V(oM_k`8>)cUmI zmS$d^0yzjmr5;RySdQmpB66o*%tn!W*32AgIZJ8m+(_+}r?Slelg+JlQW+L_^e&l- z@Kiu705o=(w)?U@-Z4Qnb#fA(>b3Dg*cmW&eHNjUQ!nzz9Tn3GXd5l(@v&{>(+%%x zt^r;_v!Pt9EY2ZP2|~wEPx~dii9$$6X=G0N=COPk==(Y`mM%ilgM;~_>{WnwXGn(M zhNJr+WpIbutc{`k=x6yCgbd-#wXdi8>Qzf`1MU_JeJsLmur8pRs6-T}Bw3JeNg*!Q zv^;rN6G%7Eyb~~Gq;e3jC{8%Y+Wz1ckyZ!5^_!`L`mpGLO_fKRYaul#Cn`uxt{{h+ z%6748+lTpo%yk|HPy2xd5n4M&9-cDb#aV}2it~>1pVE+fn~8WUa;f3bQWsz`la})SSxar@isoC*(`u8e*9pMAyuOwj}53# zl_{0>iupkuYY{r|>2FjVaJhoJz@e{)DYRIu^Brx(F65XOd$ad7w)ZC#&C zCUF*QM*uYw@Jsl#Y@mcPHdHeTtwG2o5)bLx+x@*CC}=k^O#e9qEg&1sYAZDUk9{?g;Ao7g~M$e zrgPMwU8qt@N?(b=<}901tsAA4N3;QCO%X|>WF)bs??syNFJOkY1S=90g4>ep+ggoM zbd)|1v%}Tfn;Sz-e2GFk5{MdOE}&6iQH%usgK1}P)Wn!TvH4ckfUgZ~KaxoF$S4+E zi?eveUP&)VN7+{#Tv5p*g(0TJud8L_sbMq!Z1^>4niuBx3ps}_t2IUkZN4713NDCv z%H1UH^UHhVQ>H%v4Z^7IG^4hh<9j+{M)m!@-F(6?2+u6&I#X_`2>$3bR7{ubcF{0< zF&?I6YSl%`$B($u@Wq*SN5O8QX9$@+WawWF$#q}F-m{kU`2k-+0m7`@B!gR3X z(8(ij0t{`rHzUoWKY>lD3!j}9Dbdcjc?8}_W3t{ypuFjrjJ85FJ3em2r37 zhqrQvlr*7nK>N-(hH)aV2;(;?JY9o0w`m$tM#@;+bgKONwJd=B)bAX0RCqcYIOBaI z?H(wB%Y<#xfSdHm*j^X!poIByKOTJ2Hxa5C0a$YTmGEI{lZOg2%c}p53fqK5_ z;?MGw?ULy_Rn3YE>Q9Z>69lju_Gp3ZA(EQ4!gW<2WvhUIh(Et`7($jR>>jbe)RoON zN4i=zu(6c^i7*)886tIB85uSbz#qYE$y@0`qEye?Q>U-6e}fcr4ByWKN%^bsaJMF@ zqd>JMJi)bX_T=eY^%3ayJT81lM@&v3;Eo4jr5mB7lGMr;^dfy+JKkZC^5FZnvJ@)~ z;W^-0M!sH;Lx=gUTSt^TXW#NQ`PGI@oxH+MgMy`Rqdlpd+^Z{0Ab~OTO{E_%G4(P^ zOloV0-FwYD6nk$#0K`;&(}FG=RNrLxZez&EwIQ2NH6@g?8~4+!^5REFzay!`ioafXj5jgCaPh{=2QADK&zI(+fdkdJp_&KkqXOVk zy39?%mjuf*)Gr#7FMr1oS_8NL>de2HjTqG+Tn1pllF;~hAJ1-LgifUbXge9=u^{+@ z;qvCPf23?_O(v6)_a9YB;4da($5sBDp4Ng7VE%3bo@EZ_Q)w;)p{GoiBHq{_`0%&= zqx~P9^wU%6YDu|xU7a%EtwLx1`Hq1sa#4Hs6$#*{ZW&&w1vQ*b`XJzwUHOm-)#uehXe9W|NPjUE3?8sgX)&y*}mLoCEwQzjj>t4)Q$pr*bj>SIF zV?(JoD4y9)4_-aj_leSads+WA18GfV=_Atx&srgE2oF(4O*Vi;`3B7SiGVpfugI5@ zdT{fWWzJP!$69BQ4 zRXJs8y~K67{?sC;y$8YzMQhsmDKCMhZRaEZt zXfQ?|P%p1Qn84X#;Db)rL(Nd)c{`pxNIMsy`+a=!qzkUpZ{au^qGjHO_Y^cJ2V1uL zvo3O?=E5^fjJ845kb*{3V{8c8xL>BTL7LduLPY8EF_8neR|urQ^E(=~`z`%%-Hq|_@zo|>7x1uo!c^q)_--F` zt#Bw(CLDHmh}fnK?NxfSaNNG7OB}d9g!=ww(Zcj%s>V|lasLIE35Cn1tCsgG& zS52-!%paqUX=rPTZA~+Ckea@S&@R^ofk_#HF8E z0=st6;X@BLhRZ=frwTbbSVU;8>bQF;%sdfJf=L|qhJayPc;gE2N0frb0=u&qd6J;zfV!bwpLa%aNR!_ z7~QjDhFenmBX_$h_57rC1%dLsYKN$Q+q)ZY`aQhKU23pgh-a>rs%Z!`JlOX_Eu70q zy+L&Z4As6lXW>AH&SFTbC!E19y^GTh(l zX=uYr7ORes2w9}U}Z5`T<`d1zr`bdL#B8FBOmzO7pcT}jdGDW4pK>_3sV?eJ9U0#_%I>y5(z zTul(4ijoo|8kng7QvHPyfbPb#ZE*(=^T54c&V&h0f;Zv8?UNkqcv$w5M8ND>>CBX- z&?47PBL^zs3e2$P;yeIeN(E$9WylU`?4YGwL(H;2C5_}q&wpfy^PoTgoq?7OsWVsD z;|w@qs1&qiZ%zQx6e#=R(Se(DV*l^=B)Gu;mIi~-JiutZAk6E(ii6?H2htD5y8DSQ zyWHrpp(>g77|X!07(ZT~&^iE7Xw6RGDFQg6To{hB6}YXC-}a|3)fl7RqoY!4s$9Nr z!7`wiG-zZ`I?yt^=JLS`91MMH6{qwED$eURr#FaylS_SU$iy?B{pTU=tr9T0tMue2 zrqhi1U6(vk_2>Uo&luSmUn>qTJj&eQ2g?}_zvET766UwtM(Uev$^5&fjLQfSu`*2RoI3H z#?VWkY(xSdyO@9*I+|rZ`0-{i7+GD$)rzX|HyY3fQ4JDS&;jgC5SgU~;9u&osf0-s zWFY0%t^If3O(6C`b|8Edy#EDRHqREm1a$z%q%Yo8GkO~U%_DZo8*~CzMDBAz`liCBiM$@+$YytMS&1N+GB7+ zBBFQpZUWvQC&mQj$hc{C0F5^_nr16MP-Gf*4PNVH{;9W6e&%%1BxvQ6TVVkm5HmPEAgZ z(mWEy&_|a$>!3Y#E;m4-KW-X8G1DB}IoY2$ZUJ>Wte4GT1YV%^jlcaCLJzP}dC>+i z-h5fKV=tr?LJ1IjfkKPoJ*UP<04J?FW&{lBi4w|bgO)h-FR8#Uv0=M6{%&Sv7^uz2 zJrwC{LK{CD!R_kzL%{}s06W+Kdawc100#HPktn15T1&Dg9dC6oR0+KT=_yK3ccjsz zew$F92N2;1wxJYSDJ8^-*wMbjRN6L2E0R(SxX1&|MQLL8uW__*oIOBJaM<0r0xO^Y9ta)viYDfern%3nB@|qOA~C3)hP;6UU@= zAjgGp6=#J4d`p3@oRt085ZTW?+5yA54*@%7%n8`xz!qTA(4=1vHXZ;5Ym>*k9t`+V zIR(I$J{F-a`wy3=(cx0e-zWvSQ#nEI$zZ<_^5I&zTWrQFfE19;L0w^zVgNj&*&80A zKf$&30<$MVr2z+-fjpBImPwfhpztfNA57qKl$-HJj`JP32v{nUMPZ(ZofDNozzNOD zt|HW+o*iu-V1jM9$r!msCxF#~7U|~i{>kb$zeUJ}u5~S_rAmAinb$nbj^CPAJoNjUxdT$8;?_UQA zod;AGQRuz>jSYa}7eIOs)Wv+5^Ceg&BR%Lrpa<~bjsW;?Y{j+-NYP$jNZ%c+5x?1z z1~x{qvQN$S_&y~~7wa7t5>Ct#5WE84$$%;$c@!Y75gWi(Bg0T=E9RH^6acOZy$>!} zP`hsB>r4~>&AvX~m>U`1H+<39%qRh`8+-s3`#w0@y@8WdTOUl{*L0wU7vw2&W5R>Y zdpI#c1mHB^2qfZ!8UlcA7c`*puC1w&2?1Yg1$x!YAa_Xyg!Pzgf4-VFt{8kC1`56v zZ_jh7u6b0Hti&27T>>;?3_?lQP`V)@dC?iEkGQz9ivWEa{Hz@`*^&h>hA~Ow)1iTr z8uTikm`{PET)M|E1z!LOAMJndrk)1=HT+=CV?eS88uZZ$ZESUc-BS;Eir&4-`7R0$ zmb+GJ0H6=Zhqw?nk@q08MQ=rV9F+`q;-`fk$g8A7xRaR~earOwO7i!2~?uj_}w?SrD-YZORhmZMgr zxS|n;uQSM4p_m5}rNs^K+|9K=)F3P`!Z~{H1%srKF3$hAdH`GnEQRY_Dn5F)3Gfg~ zwM)$D0;nypH92SsL9*+OG_h8QF)ey?>;^OB$Suh0M|G}IB{_+~&vaW8Ixs#0Ft2fz z{yX1-0gLmp+^HXS`}Y?*u008GjD(CaThN56iUQ*|w-7CZ2o_t81>#5NQxfq=#jlib z03iz83gS$Qkh2IP#ecSYsav1MIM9MN%dciWhAr1IV)Jd6lOzu7nKy6{K=*0MBzP94 zGhkJro{UYNr{C4Q0sAGde1qMd1oPC3+)lSs0g<@V=g&Bay8~kj{Rdu7vUvR_A3N;z zoKMUhk(Cl;KJa4C0=T3w5Y-{-H9e>gBcw1uG%daknf-ZEPt=&6&d-&z1R#1lcA?a9 z{{H@}apzZ3M4$*t<8etKW9XsW&kmgjHmI(zS}Xag^2Li+jd?$b`F($LNPL(Rf6IizSRBW>pMHQLt(vAZlyji}G??)o zo%Q4(-zJAe;@tL3aQtql8}*c>Ev%-|lQgyC$~&vdOoV3&Sr$765wDJ&X&=0M{Jokz zlgeOFp!W$>=`mT`_qrzh;~%4Uk4%P*w~bOXX%8ZJ-M%g^yR(`te(#%^(VHy$)Oq$Y zl!{A7%>5Jz3aFkVa8_RSb3IxK!7|z$I;q&D4N@mE>UC!0yyM=n+cwkqrjou++d%ky zb4IY3NT}CQ&rT-hYL5^1xNrXccFEH6!^$t*ULTVKzkl`8v<)?gUJV%1kQSjyS$W%y zSMNYiLFUf@bqZc9B}kIcEJhwG5K7>{jRua5#@vB#*=cZ`lVau+PwecYgBzJmmNHhI z+@G~aICDBBV^6~Gs8vF~Ts1V+-91i}HKV7f;5b9=$M$_#6ec*fMa48o?A6jgfg)}f zX`M^_S@?%fckD<~U!;gM{ys#{!_j15C_HdH7my@9s2v}` zMKO2zy-q)1~!L%Aqo%um*g!YtWawaa#$ z5X0<6bt*iHSM%H$sc+cKIQy1b{?B^+VabEU}8F$;D?I)8JibYQQtf2Ut0*a@44=L=k8JP^843 zE9R&I%DG_Xsk0bdifP=Ms-H$_FYe_(v|t#SI|c$%*97W~DTp^rIVW&osXpigFxucP zb`wcEF(j6R@d!EM|M+c24VdKKXCx#??JJ!WMW2|3)mM?NAjYsN+gkZYO%7%C_QfT| z$?NM{^@`JupADPAzct+*K1uJXV5~(Pc0Pgm@VMV-dFqxq&8Q5IVcE_3f8y#+X-sQJmEf56opx-2Vyen+loLqzKQU7VBN& z+qnsfgX3RUVbpTeHB#Sm^CEahg)3!0|1n+`v)Y=jaj~7Lv7PfOyPq+(y*2&4w{PaQ zWRhZ2t*i25j+j0_={xEXfFSLAouFEr@5g+vnu~<#_pIJOZYdRC$K#D6I5?i5R0?nV z7O&tlcOt2&@Fm@jiHb|^8cukNHQe=^Nu06C?fgSe;ihCnfIm+`1~M78HD1xuB>m?6 z6?V&U@Si1SAs%S{Cq{~h+=|B(Ax3lrb1aKeYO}eZfoJ>Vv5hH`pUl0}fGznW%6?JG z<4-q72rO$vA1hLUJa<(&n)~y+;o~!VvZiBgH3qP|RZWgtTZW9E?Zn=B(RJV#T6yUe z7AG6;^SRXh+8cVq*reBWCzE90RX18J*fd}MQ#q6n`b&en`I41sdIr&Voc6RSVN>04 zdnC|^+~`d*xHs`!)TJ!3QE-i&qA!Z|1>3zZa8JT2Dxrw7hAyW$W zE&jSJ99$*&a~!jpse`KIyvTjckR^LD25ADdsEt~cLB!knP-JXndU~1Un@DAH)=19x zZ4L2b{A2S{7K10PbxpJuxVTD_!lM2l4aZXqaDjR>W7vpTDcsh`+2#gD@(`6;pU9SO zZH>$8`DEwcJ{35#g)vQ{r;J0KEjLF>vZ%Aa3V45(_sd~S<>h-t&F?a9y%Ee-Wf}4% zJ93Qbw(nKA2o__B+Th9Ip=oW|?Va|(3PxL83@-$gS_GU*Nc;Qek5oQ(?n194;YS{~ z0{WUjva+LilGiTLLwJ84sX)6`LyI-+c(96%_I3q*e5$WH(bRStVJ4j z1@eN+Bd)WL4}3Z$jWAZoI+4(q{OuLTuMxU8d-cZqg>r&>=EDWN-{)tJ>hPVZ!Z)r* zbl(t8##w&btIWiyDYvH$dX?;v#$iPQYt^+h&Y7pG%7}fTP+*D_BM1ma!gQylx|FH6 z&27b^H%Nlq_Zz3)DSe`~!%dQL5xUY2VGIM&Y6S;5a*8Lg0_K_3gR#C_UgWnj zV=A{3MA(&hZ;)1X$w4$mdxzgvId2K<;9y8yZ-Vtbg2p}p7`D)ddROS0zm-IUMB7gRU5wlTL#t*qh?Hc(Nv;DOsGFf-e z3A@xi18Jm|+xCct%SEoI7S$Qm>gumVMva3MH^YgM!SCPah(|d4b&L!J6N78CxW7_2 zgIeApgn9kLGoR}1!Mg-c#KzgRU*La!Cfoh4n9KQ92}f+Uix&Z(t>rTko#G}D&zdN4 zibjkA!nbS#fx2?Ym7Hpq;yzgZ%gR&2k6r~E8W`zJ<&v@A zx-245Ytro+lRMRAHlj0S4y@Of(t&pEkM+@+FNY%Y^g@l9gcCb)bjl|h4@jP+%v)u@ z+0_h5Aw6MccIRw$-f+!_#sn3MYz*I<_%(nf9oaF*68N)hfcWI&K;N%pT@EN~NDuW4 zr-Nv}j%#Dl&$<}y6u5CF)F-y+_r8h1;Sy^Kh z8y?{WU%sS{DbM+PrHRwk(7UVTh@Xk3Y@d7yteBWaWv>J-?^?>i#Lo?u9J(6Jnx1Yq zZlEmWnzarDqmRY&*H9W7y!fURx%g9Jv0nYZu8a`N&|iC(BgW?|R$o}gUsT&3!F&)1PlK4_N&dDT0%Zs zw?#_l<3^W1_6|-}bK6IK&dm-lCUS+KqA441y(HLOf2aBJ%5#6%G&UbY~jjQscv6l>CmP*){W{{ z1Jt{t`xUB^fVJ6_p;>yVj?wOWmQh|OQk+>j5^hAlSQW*$)Mj-MpUE<%92LSAT~Om0 zSA3j+MEu;%1%l(z1lAt&N?(}OJ99{e9Fjl*@xkB&?Q+!L>clzRyz#aSH>rrzD*93N{4c;R#Yb{;c+mCdq{?K4CvU-T98><5-o z!=fuY*RPA2&FP~sPRA6E%H!c{NN4>JR7qb1sp-Ro!)IQ^5-C_lu;;H7? zh6qiM{KfBA@jV_)zeeTeyUKOgwa)aeit*){shUH#Q)OkDOg&c#)@wb<#@MN~9_({e zZ+Cg91Xt{HpVu9fdX(vUqu#Spr~@vZ-FxwN9yzCsm3pNjKfBMipYq77xV&HE$l<-V z>D-$$egCW!xe~KsAIU$rJ|h!CoUIV4#Sh^nwl=N5cYnD3niUKnoze^yl{=tlUEm)+ zdmsa#B9tEM#kzENYcyMOOnFIjX|9_l&%N!)y@NLh8Mb@I=H&TvjVa7jbWU_u5EiKC zmSimg#3<7cS@zwADk7!4)zZE`$WTN{v;~d zg|oG_fF4xMpix`)10Vdx76`VR&w5!+iP3 zBgHUuRf|Ye3zU+>#@AA>zA&0F_iDT$$( zv3@4Y2!m?{dZ)&V>#QD^r?R?lubzIG_jW8WBV5=^T9oJGt5zAZ5X%Gj5c(6d3c{w8 z?y3t^%~wY|CB{H4I+i#N5Zx1*?fiy zD&*0RoUt-_yr$xn316`ipW@N%iXPKj11i!T#=FaLoZV{>ur8c>!^G`MQCRRyAab2G z@C6h0k1mFhk?Rb zfeSIF&0un`Xwu}%2KQwDz;hA%7+vONzJ-=BNG&d zD*URZvTbAbo_)(`TOI59c%ZBOa413#vJi$$jDT`FO;k&Iylh{ExN**+3orMGn=^FWZ<2w zSH)DL&Ph|_V6eM|@_x(xXX2I^2T6+=h7Rhh+_tBRiHD`1S8DXU-KV$5@>b$I+~xYr zvf_Bc;AMw5ljz>EamA1d=gG(+|Jj({4pGT*Jg`DmQGdAI7g@YO!R$`+g+l=$v!EN2 z68~+HH8R7D-qLNi;jLvsDnGJEtlz8T#Xg~z&7ueDU4^w^lMO>t@hIvQ*1?B`9O+yR z_hJLWEe2<+DQJmaSV_V57ZM2bX2g(Uq8NW$NyJ;jZZTL8Lx*Q-M>F-Gb@3>=%f7?~ zgh)TWY(M|h=CS(clF4UT1GL)0aGvFp{3(uNQ3o~?Zh_M$pV}m=Ke1K3%uVlR-MqI# zwCcB=H<+4=FlEDfH+rv#vf>+Uz0}lJykHQf@1wpnt^+F?J^w-dJTDxf?<{yHcQdGT z8;3LZ#%dAS&USK!`B^$IOn_2E-q+`FpBK+hG zk%BC!bFWtW_Q2?{YhrSV+DNn?_TI7V{giZ&VK@nq^J}_;!oA((ch42r0wEQXCtujV zfAzJ@q^ex+MZ^p~{eU2@vA-{{i%U+wwx6?SKArbz2!HMW74_6{Q9e%}s9+%2bV(?k z(jXymq_pG#M>o=qfix#Ac}gQCDGdr9-AEiI9Gzdf;oU=jpZEFi*_ztjnc1D)&9E|* zgKN|Bxc8Bd(D#n-mrErR5X%bru>fX^F+9v<;;thT7 z>)ow#<-tz!*!NdiZKyyI91N_;Dk4)~W2n3>j^!7=!#0anydLR|MffKvI_nr{ zq&3D{6;_H=q%F<&{*tv$c6W2weDRzXJYYi(jVn=Jyq?V=F;GP}FiZuWgFuba-ga`X z%e_T5w%i2^2`KYM+8>BgoJ`dPcpqcRFixRLA*sB&cXbLcyhUD#pYp8ZW@e!I%tZ{&KFH8BNnPWQ!9ll1qQaSoKmxJ8FZ9jd>L+glqKVagQQvqQ|_r6PvmnA>@l;Qls~tFKf_b>I`pI5U_f z_*&bc7_8HbisyBE)bmTeSRS8op0!8BoVt>_MSC{?ZmKKmUa?DD6dA{!#Mck7DiyNz zY3o^^Iw<_XQ`k9(h&C#0e)2wqM~lmY6dk;jMY~^{C{H)}pBlBOn%?U_oJkA+8BL4J z4O&f6O5SKNT$II6&u}(NT^{)~t%J@P>_F$KmkFn?M0u^&<#`;%pZl$vnQnymKB^9j z#_MuDP2y*8%Q$|9%kMZ?|Pk;?<&F8OwstAw?b~t<&t5>p%38 za_*v_JJj%J|2Ngb*X28=46@ARuGvUcHn~!Lan9a)I$lfr%%&vUsv(X}a5j!hdtR0*Ug_Lqsjq{gre(y3n#d`B@^9aF)mLF4AaX$6b1cN+ zCU|y;;!m^uma;Y*z($_qX+a&si+4N=Yge8dPOw0R!E!@LPH=%LO752*5Gb7%Knxo) zv!^`sgey*a(j&%#>?pV54z2Gq)Sqpa?IC|nYPUHkeYnNDcAN

c4G0!y6@#CTw-O z_tcJiD436?Xs<7Zm&8@O+R;I9;K_vBhRIi1;q`ZVe(PdNn`3B=A=ppY$deb`1Lc6rdwWXXj9Bhl8mf7ENy1E|i^@>(3(XP_BB5 zi;sw_a&*n4098(HO=neLLB8p>e=>d8nYFXeHmPCs2$c%>9)Fnh?hq}S+A6VBK4cd< z)mLh$%|n9s>_X?3(qW?D40j@Huih&Qqsb2!F9*2R@?@b~aN zW;}^yOJhvX(X5`3MbMbH`U+f4g-yALtswLIZs=UN{g~1zOgEDTJ)wE_XSH%_(kFVv zMQSX%9d5G5Wn#6Z0bmz}VapO}}S zTVTaRlj{=ZPR6Zvfu*8&dq#6rD4IZDs1u!J1R~H;wJc!wL`2!69j1{pGu_ZnTveXK*b0cr*8}Hn1YUuD(qJ zW9JT#z1K%~bCaDpF0Nr3(0A{zGe-Op`-ZfudsUb!+{1@D4QKc45?kY$wGo@Od7fT| z*vpPkVyNGPp(9hHYGJN3mzW7eYQ{oFRrXq@G;%4{p3e#v9;#l zH=K`mrJmr|%AILbaeh9RoczPus=Az5#;~(2v9Ob>(8#6*>c9v?qPP5|MRif0Fs3&J z{O_ykYL3i2rpp&H9`4ih|LX72 z3dHZ+t&O|q1HWg0XJ*HQwXjRSm^NN19$y*58B8ZP>DT#{#A@%T9^iqoTpmq`L3dhY z`9<^M;l+WKVGa4hIVa)Z61Ze|VK;q*zc7_;tKZ4fy8}OA!bI*VcHugm3RIZuTds=1 z#gqM}wVT!7Yd>e5?8!|ICjY9P;@-^Okm@H>nNR@>m%}n~NH!(?u_E5QUu5N`>y$_R zy57@T>js3bU3^n`{BCW1%B$;6+73EBP@Zj3_ZW)WRo~@O65t)8hr9iTD&dABja&fRH@Z_eTkMFMNDue7b*# zt=;Mjbg!LUPxg2FtGEe{)&1sjp75rHL{91W^$s_UQLf&ISh+ zB0h2*L0NSwu;_uXip@!T*4yzcw+*X`{U4?8|1O(+2y>e`TGcvP(edh8FIut~s@hq9 zJ)_I+?wCcZBPh`+d$yaKNHx!#bSl)@Bt#u+n_3R5meg^N$q_`q8s48b8SLg3#y49v zB6ok^!+fSZiPKOs+m)9lXDg`tz&WBs%FDN!VA`9t=O&xhi1Ig2J@4wJto4I~UlvTq z#KkF-Qb%5lt}l4hrWxjw(}{21fx}xy3&vVrDUn@}TS;BOL`KuVhRBp1+amdD1UrY} zzD}g^!(ZUNP%@buEj2O63f>5&o6d&s)H?WmELP2~#V6AWN6-6j33P`Yj>=$5n-pkTK;fd}9&iP+usU)B zTpr?7PsK<-bHf%CpFH;l;a!-D1>wtBhKOgzb^1lST{9W^R`dQDC)-2SCEiujR@)xA zJcw?Mfer>aipC+Soog&MSC?nyEWFEA*XbaH5*+ioa&VZ=uymR!SkA(2E2DI-Be}Ze8XH`k6H*L$DwZ$0Ae83T z=yAPZl4B)e5^ZNNZ-`{ZC&sQPlMhK3Rw8?&_5g=|EF`wm$urr_uU1Hp1 zS$w&Lx0%#7y-wtyRnw?z9A&vZx`V&E^XY8& zZh-L}SWqSulM9hxkS+UNK>|L{YSIHsx8bsn4lUUQ`TTsP_PzjsZY7425X$y{zZfW;W zT9986zX&dVCrp9sjYO#q9G3Hx0T@Ix$=mR9{3ik$Fh4dEa+)tZv$;ZTGH6zd$km$S z`57rSG1htCA+}aauZainc zO!edTX=I&#*7B=Tw{WygV^A0$T_IEFBMsIfuDTXtk7Lp9Z*UuHR49ph5YD}W)fU}T*LCb=SN&G&m>H|Ck!Y!gXy~bhK9BDvybXjBLQ!}b| z`0VP^9oTAE&-vu|LgM0~;fYnt65a=f4AI>YgTSJ$Z1Il*sKgto&7&E^SNX}x5gD`Q zx*VE1X!00NlCQAz8J$%r%&~qnFJWqv8}skUE1$1{C2Nl9O28^Hh&- zdT95oJzLD*eXJCA`{L&uW@7Ca$(9k?JFw)E;orGWD(pSXZY;Ywup-E6^i~$bd^(ys zHavv(W0=+r7Vv0xxYjT4w8H#)oE?6++bA> zrzAG9ZT#zanA<3k%Z9xFK5+$NDN#;lHS6&ROK}wd$t+l_zXG*5Bd854p?~W7$kLcv zSYnn0gYg<(^A*_ttSNN1IC$Pd`I~q;MKby0{9}6=z8_!aB6Gjozsj>#nm&1~&t_FO zjrRU8!OA3uM1X_gB;)s8xa>QUafg9dly1q77eeTsZ{az5I`!h?ru|!Pb!IC9QI@z z>JVQqtDDHFIMzQ>#7MO>;p|Rc?;_=LV>PFOKl2>20UL$gN>$V2y?llR!#$MvT5tH4 zancj%5h2C!A7ZS^EpFm?AsCBnt1r>v0Tzgw!fDl=Z_^cCly6;+d*>|emghx_HcdHF zBZVqBs?&7$(LLrF8MpflObXfTvX1oyt@InbJn8GAQ4@Ro{Bz{R43mi$#%Pr*lXJbvKt2;T(6Ae6iTvmURNEl+KEi+4D_zG z;UbJzxiH?9W$onHbjm2x+99*=-JzVWIV9}q@yZ##!Cal4lPNZ`I#^}f>QUlTQgYQu z>@VQ;Gez(;ho-x*_mhW_jll5&yNye2b1{IsGbKdhZ==~2c%3J7a78CN_1XC{?73xv zTDEu!KcG>Hj2@|FrOCGhg4~4i5V-c^L4JXYYz4PBmJqMxGwf>XS`C)EuWlpumt|Ui z`h^yShdwp@+YnkzqNc0NpOH7NWR6g`+|@csL4Ru8T^jT{9$MSe4vROm;D>}k!-Dz5Ky z1wC6-B|~%-wM~3>X&CSQEOoyaoJo6hYTeA2!4>a~!Y*sdUiGNYuZ4>ul1h(1>LFKC ztyl?bTcauAum#d?F;3BEBQ_>$M&=aoAO*5pqF1^@^PK`36os*pAUOH9UV;?x_oD2{ z*fDh|95F;Xd6BKFhRJJ%>2Srp>qgxTMjXbmhTe}nbR~D}-c68BO|{iy#U~=rG4nMu zb6|Yg5|he#LLspJI>!=Y^gYJuJ%_GackzbXxK`xS_b(E@xv4-QRugPi4i}VQ4q5Dv zuPCbe;GuHT7a!h%2Z2Lg`Oq)aB+S65JLaB<-BT;kfBlTG582KLx@NO6btR=Pen*YI zU>4zGNHj_U>OX1dM@&aK@XLAMPEAiF}= zOh`kYL)FIUn<^+h5*qwj?CQe@>kG#}7yI^3X>0X#Uk%k5bG&)*M88OL06)5@!+_$p zUBNEFRds4Dq36~N5e~zChg0x&!xD_JwheppHAbce-u>rtc`3lE;FAh}#@zY}>}%J1 zeDgn9&wy`c&Hkhn!L3iW-TrilCfNE-;zwOso-D2UosgId3fCj1D}_)tt_8^OGY=;% zlbdcJ9>kfLe&t2Wa}Yb#XYG{|+I@__wds~Gd*Fqp2+5v4P+*D2Gd#lKKIJ=dz;$!(s9K!2z9F;vrgsNR7TRSKEdzS#zX`0Ougik&H3 ztJqev-Zosk`SO4P(Mz^fAvA0A=FNdIf9)Toz{%lE!joYkTe=g}@0ChcM0!J>aEqHn zXis>?FM4wKvJ{D;)rROGBIpqx)8@#?ak^|9Up%VEfVIN7s6M?Qp`jr7m;1xL(+Vmk zYrAXuUITxK&j=it*c4)>@4z}#1zoDrcz4kkN@@|!^<@dyHKxS9(T-3^8xp3J@aC&K zG-}nO^vZpu#?$yZ2=O%wN`ts*EqH@o0@6~SNMYr>HTOp8azs@F>&O&`4O8Y`^=Ytm z($KXrYaK6^ypeW=QrZg9wUn29S{;MGN&@{Ee(Xp7;fH{oc?ECm&OACIY(4z+*9!Uu z*qrAeu0K6HZ#Yzx`D-z7kh<2pG@qm+X;(cy6=2jBcelVrU0Rftw7}sEE58F*8aTYQ z^@npel;Y%v=5%$N1J&h{s! zbVNipWry+oiSyT!&Pq6tQ&)B4dGlD)p4)L?Ud)1C>@95AK`ZI1=GYydi7DX&1awSH zMz)GYmLnR~RPbJs>O3PB7H0Sj>tG9WhhA=LqU=1DH1sM94x4KZLEyUWD+jD zj(>b}Mf~G!iy!ik?|EJTt9gD>%f5ucM0<^4!ki zd8*pdHzIKlV-C^4;ZQvJX5Lt__94XXwdk}CVKT2)CHk2#eI#tfDNdYH_(okJ{W#d0 zKg+sL<>qi~|FPTQm0JSW19WSwk8B`{PfX3m=KkdHhLJAN0wJ|0Wc;L##0W=QaM{<}i5&w0@y)+#B@YSkOr1nolW1Fx^KE^=E4(2+`b~-_4S;Plnd*+9>q*Tm^ ztJ6xoN@o?kTbf4WF{b0q+vp-l-z>v>b~{0W>g;x{)S(P+T3PJTK!?f4qoN%cZal$z z2f~vT@(1WQzEixG7bXqUQ&9~|!G&GkFjVqMa>n$_v!$<*Dkpo)`sU5lS>^qa$n!r= zWk>t1XEQ7g?8PbhF>XeCj9y8cehiIAJ-(f!8ck)tgmfDpacFTFIIx>8X6T%pZ%n?c zHEb7%p0U_EuCf<=Qt`?_jyDh5 z{uf*z>!qoj%wK%fJTK$$c;6Vaa?x<=V1*bBVrXC-4O&N1iGM8Yusmi-6*LGb8i7(? zCvwO3WuNa0A{7kX2MT?p+lDvZBwWT0Du zk&+y^-md17QR_|Utv$efEWFEzbJ9$EOj)BVL!<+38VFcwSB`3VbYzfWrLU?K3l1Wa zGBvW#cb0Y`313a>!-7tXRp`9IbYf=gxMu0gEOAreO3UOj|MIi}r9{bS!Y~i6_5KuF9Gy;zDucCwmETnjjiM`$ z?U5CJ-jO*W&Yl#;XTy2^+8v9TKJp#HYVyYoNtqd0xe6Og*Y3M4$}pEeDOL%8pX@O( zLHZbN21o|g%i*^OBvvwp8+F^^O<-dHPyGQ5V@`OVdu)y?K$SZL(<^^e{y>Q$!Nu10+pja?!09JXE-bAT-cO5r7d#$Wc7!dGmqp zCPY~RTOi6!{zQb)Gn_RV1wjP^E)-b`N3)m7&K{CHywb!35Eam)M?_)EegffteSy2} znJKTBK`R-O5P@p|RSOOf2aE8y&f~@r2#_kF1JvG{!&e7I2LGhTH9vslhJy6=kNd07 zJFm23js`NfhycQli~t|Ym`chTj$%YP-P;x}NXiFnK@btEmtsZmhXTM0hy*Kp*%qY9 zbT_Y(Ks2#*>Oi*-wK23^0Z_8W`$V`+Iv{%R^X(+^A$_L$yYv7m-DgPdJ8VNSZtIP0 z0OB$op#CO+CJ-nXHB?SoPWiTFOMyZa@)8SgjK)*M6AUyGK+AoJZIY(Efp*LoozrO- zeRv)P#1^pNQ!2gZ=`@B`F&Ii_V{#1~H<;rJQ2%7lEKs6>4Vg5;{oEFoSrYqh^_~g@ z+^_ZFIXe+OA_t2E6P6uCYmuVsfk60O8rK(Y1c+2ykSRpv+%pC!eZq-ujlpu4;v+be z7Gy=f8AKO5Da(Mu z*VDil2oS{f&+tn8WzcU98MwtD8im+cWs;^8`gRN~B#6@l41j<+F36C~?BORof|{?8 zzNgr*WIWC%0}Hn_tK45RSMy%+2U!`Xt95EGwveh&L27_i_=~tnMHrA9G5%pSrNSYvHeO z%#YkQ>|Y!hKqd>P5-oe0rR8UDX8k4&8kk96{JP?u#Oo*90fl0CV+8m@OuNEZFEXw@ zA0Y`l`Y3dfy8R#VEG^2vCh^mx^$-_v*@id1XtK;yVto@h03@_6DD z$=%z%SZ?~1PF%4d!+^?+CJaHcBJ&*A_L7Ma|At5*IaF`-gd%chWlidiK-g z{fl}wd2Ki2`g`Mj6S$jo6L{q;e^$k1mKeL4nELe7Eo4}>KKjI+cR-H_0;4}h3mjMA zBYxRT64Scu8=q~9$rU=!#>h2}{1QkCZ|o5WowBi^U>3F=A`MdN2Y5+M^KWJ$EuQ%n zfBk~`f_&nXlIXx;KBw<)ZAJ&DB`VIe?Cbku937XmHn1p!RGeiwN#njD04O~68xt5n zs+(cj8gd@KLfZ6?3}Sj4a&|rY4=a|umz_+X=WL_CG=H_EIIbbIX#FBR&4c0Z9mIUA z&p~(&8aL#32xxdw9P2MTx}8=!E$ys%AM1m-y0PA@X`X4jDRoaIPj5x6Qc(QvE(>7B zIpBFk%C@j(91w(O{JLm!cw_sbOX^W+?DUAN)h#6h%fPXys4W@9r=WC7J)@P(4gVk! zA8(QOX;HkWIj~M$R)1|MR*9++)}eNDJ8PtIO`bnHl`{1akMA-FYZ59$u4BHN=CH7x z8SZd790AmV5Jdy_rwOcD=1UH&?u``ntQ=?VhjRsy=_Q>L*J|2|MN|k)Dp>PaSjmG?VT`vV6gVtT==9yXVU? z!9IffG^Sz(p!P;{kqg~niNBQDATB|3TXkRoZz4)$BQA|Lga0R;Rd_p{Q+TB1_908= zk|=^b%QA4F#+*4m&watwY^t+X=-HY7@?wXNve|T}IxnH-t|17$B-2cFGMz4qkV?Ez zm&Uvt>&>e>2(Q6#mR^jQQb=!~Zw_rGL}bWKUBp2z5Y|G3acQU;%*&iphx^hPqRgc? z9+O1_-Zb6){dG`|(d)t$kUqBP)*YZbgNNTWG86f8QAx@IwrR;xWJq~kD`nEjo|@O> z_3f=o!wPEQ=#FwKs%8*L+2~nxDg0GGZOXAt_GEw_c=wf=Qsua|%UN@={!6S9W^|d? z`rv`H$l$1eu5t|oVQ7@|2vQ@v?Lh^mO0MYE)B&vhvn9Jl!|6*Oi33^cQVoB`Uxy3X zZKDq#`+>uW4`y0PDnBMF$uKaNLLi@cKrtg4>|_p&7CHarah(n5cyORZISM>^iUU+9 zc5*(875OM4mO3?`oQZvRLP#1I26$ka{yVh?2lauQ?e>65h`@nB`k3wk`vMo+Vo15? zb2gyCR)OLKO-_9TO-2E=W27ucH6k-W0-CCS>_h;ell<2d5)ou1fkc7yCCU&ugoG5U zxL%;^R62nAHDRl1$ttwM- zl9w>wUBU#h{g>z?!-C9#pGEx_$1hm2dBm}Ka>)lg+nlX)TozbH8S!G35msp$DVu*1 z;e%p0THgU&n!aJvNrCZTq#QlB)r*pf`Ab=b6kt*h0akN8wwv;g3u1bLc%}m)^+2V+ zd3UgRz`?0dj9?7=ANx3k0M36D|1o}9r&V2^$~ha$b(sjPX#<1|SumAshsW>^H(>c4 zpo%5OA`+Mqg3#zzufaNJu>B3nTf70~6(Ro+=xuKnWJEx*r2MhP3L@l^lpapc(^j=h zZv9QZ@jptQV7{mhW^T3q%}cqga+#Oeed6g!;=B!F<^Xudcr5)_FY%>Qrb^D-^1hUj zqZl^*#ou&ADzF0pc%?%JP`!WIal)T^{^f-Q0*fZaKVJ9?QIWM!LuoHN3@{%_Am+ei z2oQ|o+a#Vd4xTFkM=JjES6v*NiM61xWIumMvojvE6^#x0LFV6g!Z=0SkAKmVhxxa}R=KPHyF0PX*WizV6w zO63pzi&57-fRQ-+B}Pv?3!oT8)TJ2oK_`bi0Op#JvRXUFo9XWWvPrrTT!wpNOq@{| z0ueB|*UA_bZf)9d7mfq5)KT@B7w3mSo(PAQqyQN{HM@se`v}Ajfp8LGag76J9QMx$ zD|QGouvW2uO(KBhkRdR-7>f1ILN5KsQsXgRjgav*tZ9%K;frSy^gui_Of$@%{(I-X;((FH>tTQXqh65@@2 zMN>HL0p9ogL;Q~jmMJcw|5{y?J($IadSRgqtL^dHHf}pYoLbMjCRl!yk zQ(4^*Spq~r)}W|p5&>liI|>?>$Yv5k0!hCA{eap9oc8;^_q^wvcdl#Znvn~V=eeKz z{%^nKIrEMA)|sCy_(VxbY38=CzucpwG+kXu>2KA4{~P?|Fuf=f{%4xco~@gdGAkGL zz&}26`(oD@N=n(0YGY2*;ol!0{o2MyNom$y^xtWBe)8y3Qu0~8?aME|4YcoTRf`k7 zDpn|F9sl8xdi3VS+ZONs;n7!1QjRx#9=84Vw&OQOt~W3LX|vI_l2^r>{}Fv9s2+*>nYDV$as}U>E7D{P6m$`NstUO+T#hWnlsB}xomP+%>qoB-aHZ_`$jE9B z9nHx4&i$7g=s*4&6tk+&AHQ1rQ$ADH*H>cN{aENiCJ<=}J1uT#*Ie{#s0sC&-d*xAD_P2Y+|JcTxSa!TpeSy-6%*IX1vaB%k z-+U(gmeNOg)k;dfPt+H5hwJ%XfiIf)Q|yye|063*MJdT6uX>}IXY%ZK7c=oYN+!hvQF_{qMfz zg~!!OIzAD54-8RdlrVNvaM|s~58MRt^StU+${)JY$RG69a87*a31}Tun`z+qfn^r{ z(6Fg|#)sDOKj|`NFvH}XnhI;)8SMmXUQbG*Jx@P$=q!O=!25+@WqTx-Fc2y(iY<`v zF2@$Uim{C;c>2}C=#PD(K6v{ChMsThssTooDJgWAk*Fu|rj9n>v)I{erVyCLN`AB| zzQWP)Z*Ur1eaYZMdlmoFlGaU$zR$Li`tNi`knDr|a!*ChoV$T{|^(-R|C$HAI_m z;^jUj)wsLtQ=Rm|d&6FHg)SPyQTdq-n<5_x^Q*h!e9UPgn_Tb0o*Q>7)VU3L zrDd)Vw24atXt8#AgNer_DWx0K&Q$)Xed0e z#~Lb3_wl@n`t~iY8LCN?-{x#J>G+h?7T9^7lv(_SMJjzw($^7GZ^r3eeDKD4^3$hl zkXL;&fup{GL3$!|xt>z&_duQeIrs>p?xa(!5E-(^uBO@yaZ(*=*c8QI(gMvgm^unwwdHHfzMbIDSoMKR=|;Nf68#r(eouPf8AcQ>sZ&) z=1ty=C+kQFfgNW=7tTz!`R;CquuMC^z(17TR-v`4^nP-y5Ifi_r@ue+PjYF#E zPV5NWK54vgPCiL`=$x#Kwi{keqx<)2E1^O<(M0jgq@;0*_k5NX7_L|_W9>qi^eQ`UCI2ecJ%np=45PDSb+KC73v z%tusbMGv=>!p8cRw>%|o4{yF(+-}}pE4#fs*n@lmI(o4M4;Oeu+01>j(7X5;O_Y7V z{HB6Vztiy}!ODgdO)zZsWDqokNvhFCZ9i?r+weZtj{Am34;7^mxCeZm5E6ygw4)1} zy^5l3WP{;mx&oFCT~~19veyd1vmN?+0)>pJu;K;UdKHjpbV{EGJ6$0>)9*(QjxKn- z^m1+atMgMti^~MszVmG{Z!LYfV6&$58{&a<>2_|ST$sW(>AiVXMbnnxH&>P*E>7W~ zGYP9i8-*iFl6TBy-VA>*%lP#-yjbSgD}s0N&_hC^xVS6Y#zWgOahL46KE<7e3wpGf zRs8%rHTBSghx`($y{Ren|8Fk8;+6UENShT?T1Uc%4BizTU4ARF)~?V(TEevtjt+XX zIJ~xeOYvZsnqtcsT$wd4_Q&zq(Y;0gR(Q>tV`_Gqi3c>JOHkYm;?dkzj(sUSi3>^M za7+6ANcEJ^);`?8Pmv)mv>NwIv6F3M$oE;ChE1wuf^9b^W^K*I=!7@*b8OMxQ!gYp zl;ijDg1X|ZaC3)vhRgzvxKvz%U8YXvXak?lEaljGm-xNVzB0$^KsKkjZ8+~Nr%CeA zur!-9)VogfG&0nec;LQlfH^1?z@8}PNaGqrlAHX5v5vF)D+LSNN4}!XuIo~v%V3R( zs+yOZ?(6wdUIxi*MOO zZQk`jH+%9rsEpu@4wPrIfo=Uxi+yC4t(9l;Ru`#l_eJv!sho`bwnF^MdNM!5iYGs{ zuv{wTTph&1Onyn<5z*0|vh%JTX^Si>0!jt(gv7Cz+T8Mv2ax$17Ab}vFQN#alKKnz znIt%!)I}k$HQOYW0Wn6|L4?`))qY~*P;ZFaIfRZ$hR9Yo^T8UD^!0l49f9o9Y zJ1It-rT)IoqVOx4JC=* z7c+L|g|!_{%V4Ef-LE|Omm+J>z{3EROQ=jI7fnevgy zkSTdWe)Q#}@e`$OPY9nhJzrP$FFlX9TLkfc)D!-|@l>;ub#FCW!7x<}L#$c_y9qC? z4v&%C#f4^Zq?ekPtZh`6CY_qKLLj13DZ~S(_n}gT@1Y+Vz}Cx;DtNYCr>@*FM^C6` zKlmMiIr2cizI^enys%9Ae-ImW>@26K%%(^?9LSg`){^SGu9|k9Gf;uuK23GeH$2<6 zH!`?-vhNG2d=r z!$?CG%2iC+FsYttsm`9Fux6jr^G(ubgjIUl7!YlGAiZRV;eWcG8-}NwUKAvUdLPlgcb2g5X2E8H}u~8 zt54+|#BO`ajsD|mHW089j7Azd;{BW4Nv6Ejk*VQ#gWCiNgm!6tetr4ss|}kHsd5Pk zPaPW~B|zCiviE(ug;Z}9SUU7@VFk~3xV+pm+1uxGa}){;-0>@W7rg(~l|i~i)lz!- zM8umff(H~^@|r{neRDA}J^XB-@T#UA4@Vs-C(m0H`1~ZvJOn=gizbHswKfAtdV>h$^@v;{%k$M7JRfsEGz+-&237i*H zx-d%Di2~{5x-{0H;2K*iGemDJ(BY_?# z-%yk4SxfIUL)mzLg>s)`T>H%1r`(HBn0={@V1&spF)gkhcby3a&LA5EQiT!C!CG|%F~SS zns1q*Sn~tfa3Lf@av3enayP>0HQv@%b#Gu$rI{IVf`RDk*Wtx6>>_I%dP(2yW%u zlkAT@m;+5kC~TM5Am(T*9UqZu+peZxoW<#R-Nt9wa;v8FQY-y2jJ!OoQ9cl>w zkNifL`0B^j=8w9+*IRS$f}TebHs`^L5Ui?4VHXk{bS>L#W(Q&x|o<|xK@lU)%Eg=JB+Cae2WY|%Q zQXMRray5sMO*GLlX7iDJJ6b2PcX#9ppMx*fHG5jRQkL|diJYHlin5EOiCdb7S1CD? zoE8r02JW?19AoQc!*eqmZ6tVDQ2se=Rr)5H09(W%reL6SG^SwDRPCmg3#zVAPmC(a z@r?%c)jz$H^-D)O2wTO68qOQG-Qi%}T`=sOQ<1y4&@QqFe65?>mf{!Gu})3C({4=< z;*iCz;o_D~qU5o~N*^rq!3{2FcvWhfzL8)R?CgLhidQnuY;2Ga096h7jy3GK{WL1{ zG`&vQ&_P56RT_0o-A0`LGzT?<=rU2Y0MUQE9sD`JdN1X*2c?#OJ=Pv2RLJ#nqk;zS zs>TLI2Ddm5W-k$3OdPw09c<1*uRBhI*{LNjW_m9Z$OfoXC~xJbE)N|Kw#UUjf{y2a zE2VzO7-A!=tpAWxUNzR;r&lEtKUsL>_HLSJPkclLG$^D{#b`S{oV{?0m^H=Px@@rR z9x@fBT0~1AJ?CGoQY&66~##zV6OLI1E#Erti>Yt)enztA=b~m*7SrzIVs$n2H(c0}O48spVM`}xROQiVIM7gp2^nU;R zqUfN+(Uug>F2h#e!R)8Es){Lhr^BN{S*!phMH`0m;$>PKjzPw)A)9cSy2 z>MK@o-3Bv@y3b@nxFbN@+#YL_=w0m9nKFQNsr9zrdOq6{vqR>In7Z?*+v+PExf-Lq z%ii{`l!*RUF_T5wtgxxJ6oI3@AjWozV)d&>=w5rE%g2TjZ|6xLm=;d;H6IusI(?5- z#8BMe(Gu4?P1M96m?uv4Fg`Hn{6BUp+pW4R9gW;3ADvEq?^BPgCqHRZ&afw6rzwZp z<$rHP-8G6gzp6H;o^nsVrc+M(S8YO{x)UXPRO0iqu$kYKqyH(k(v(;LnJJn_9TuDFsVlT%Qp&4IB#^Sw|G;F+$$q#RbC7;HuIoTd{&sN{c>*4 zu)V5hAA(_ieK=r81vnbz9~^BrjYSuE~LQbws_c%WyiwPV5Yu^%PZq@WA(+xO>UI~8)0lS8CLc0<_wIbr zHy%g|6!K98lzfJ}YT{&)dvo^P>F)D3d?HybX!IX;lUU72nyu5H-yRCJkumGZY|h4l zS-Ij3S?8u%fUKCi(b9_7687rPP^{FO^KT$sSHmoEXo|yXV@$8*Wte!ah0)fg0 z0#J+2j8zXOjwrg!DZ>OUIBeR(w{fa!;Rg=04}DeHyoqQc2~z$*MC+fUGVkqd*UVdK z>bS!xxu@j(Ht==L{6O&iFSVFC9nc<%BLa%AYTW%yI@+#iYvY%FH(iZolc(W}YG#y^ z88#MX9h%wqKGF9a@c&}G%41zH^Y-<_Sy?5t)!>e=vO+;N=UFE_Ro29_DpwT0uqO)9kR*^QYh%oB_OX!Mj}u?O%mDeDGB1gl>kx8`24zA!3-F8q8=i5y zq>?~;w%tx9Z>g)=95xBD;g@9WZ2YbuK@;qTP5O!WHy6UAf}qcVF$#d$04Q)bFYQDT zAzc`#yJq97Y?P>-lNm3lZG$>Om$6SuLf+^IFL)-;$8s&AfBdf1c(g1utW+-LvrQx~ zFS1P(V*)k;D%iy^24MlZD#F3AEx zyBu|?hr{T8+5mL4Y!d;;KvmOL>JQ@r0?zn#7Qt%2`}MmO^J4Ub7qDpimR~adR1gQH z3X6RRD}v1@bpf2wpm`JbiNJL9wIwb^Sf*+U$N{H0Ewk`2&9LR@W}4N3V_Rsk_GEWj zBLeSvFTyqLar1wMZpAxeej5^@~a1es)8}P04s#!jJM>ur^N4DS`O#+ z&wm8~{BkkVfrn;GfF8o=Hit8Teze#ZmJXfwj*_G~$Znx+;5@kcG;Dx>P96w|731f_ zrYAd0rTZeBi=A$2C8B!U*q~?IwCl=Oiwn6WEE6DOu!=`p2TVui`JDO-%MbG(k>4fQ z=i2qY9LXN?xzj- zrWi*{U^ttK_xHl4&o3`pWQL!;Nhit9xtUz$0F9-HQ|QeUKHI?_t5S?r5wu6C`yFN% znT8Jo1t$?ESlAp`)ocW?_fPrh40GD$BY8Hog`Qbo(D<1}UbNT)#~(LvB2Abh9cS5b z@_jAp~;cAvi_?BdKDTI@7;C;IO;E%{z!~%Q6`( zQ-%rk998c37}nBXB8K7U5={Uh*yALdxkI%nrn#Ki=IfL3DsBluuC&Nd;Z?rV(06l- zlQ`1uZfS2#qamClg2Ql5Y_yHTT5_>eAwHoz>t?v+UkL_)A9CHYO?j7`0RWKRdW4u< ze5dfr4g7S1rsUC9bSjSB{}kg^!63cYV>@#&OdsH}^}wWHg;e?^SmI6INe2QeA|IB>=bE)gt@`)-rh12VICawxgm2&*9hwvE(VvoR6D^8hc-P8j^2z!aAZ z!0|>b7j{Vb!nSX4DXFG0Bf#MTfb3?ZMFM9`(8!B$#QYLnsRE#we5V!=$2Jdo32O|P4f}Bwi-4v_ zs;`>mok$s8E`Z164NsSPjaG^KOjJ;WgE)h6!|qnZ%(Csaah`0Fv+oveVfTILEt-NU zXfXZjNl*Dj)uy}a6$VFJH;#T|C^xO1^|0VrlE#c9IRpMFC;eBQDObT8ALVQu{m5qu z_SPSA%PQcdNINzfcR%b!_@)Ey_NipqLBKbCxbT5@A1f<1RGY4;+^6g?Z$z-M^`^yA z1>@56NuR30@v7BS@wt|ZsL0(O>Go2kyXJzKBJivJ$2*75wbWs_mYAuK0lNGJj{FTx zwDx>#rc=UCMWt^L_vj(~e7b(%7qlH7M@oBcT#k{nD`f4k=O1e)9^hR}5MBdn;*q?@ z8yrNBgP-qkkUk>-bJ9jmSXK)#E}-~o6J-WO zOX~AWb0H@Joq;KcABZv!lr`aBbY;3H-_+lc^p#Ry$+Riw;bsl_-!e0G7<`)k@Sa z?7s3_KIYe37ajYO22tFSxX1vglOnEz0}uE?`=F{j?;Ua#W6+6?s?1vd`~(4Nk9P8U zSHK|k1ee>#0Ls4)*Rq$V1(^hXesR~j<$^e$%GB^3*ZS+IK>CG~mRHSy6fhYf{Ex{W zPNk+_?QW8s%^ceSJb`i?aLRy_0CB#-C9*UDk=Ec-?RZ?KTm)YTMaD7##D?R&XS z3}*M-syZgSWmR&EbB2D=LO?lIwt5vS3W zf*&|j2_b-hf=+$;^D#k{z7ODXIs&RfOobg0r6)`W+<&rZ@puJ|0iV+@K^*v$CRZ

32MDi%FnKoCtGu{`;h%V5 zc9XnrKm7{Wm%WJA%;@g|NrNMsPL%laJ z;;{e&5V5)o{XTmUJv31h*kq!k=U|?j6f%f1{k~a(M#zft|<3vY^JoK z$Iid;IwzonZ-*GCut;JcGkp&!jS0vsCj&JJ^)o{<_U}Q}3@Zdq&;gv=b13P61hYv5 zPv2yu!3=uT1s`mbKxV;P1`m0@D=@8Ezt#+XolQzW?Dz!Aa3eGYM?}#V6Nk>ZMcE`i zDJoTY^K4I|(DRS|yb&c0Js00vY-Mrj|6<%{>ql75{ zjfp1j?X{!1!5Kt*Ct&9yC7(DIzX$a_je}aThchC0ekz^-4<3pX(+h6^3>JiuPZu$d5w%_io|IClf0Zmh`_>!8u?V?QF z&Me`oqM>!);h9RijeV4SlUi5#-7873>2areuhPHm;jh^ue=Bm@M{aUgP6CmP&(6_c z{wc)4M~m`H6AgaacRF=;f7p{2HMU7jW+Ub3=-bKzJ}PDAiCJhA(>IWT%S)%B0pkhx z!)~)q%(}hshWVYj>wNTe1v`se#drI#NhqpWuBXJWQ`+FDMy$Ba%r|WSrZ|imm2RZQ z8!2t5_PVs;g?$63B#UFv_e-m4zS&zjAnd7IP`(MMtKbLoaZPpNxj zkyG#Y!A=I^dxWZg-`Icd6U!Rhm)gcXRC&gRszyK%OKvL?>hN__W}Gl@*kqAxXHL1v z^b>AIL+_&f%4KoSDqWN`4jJx@zbRfjTwaoZJ?ZdS3X1o8amI$%?kTI$*24Zi3u$Da z`r+*E+o@80(!ad+V=?*O*SWBVJ?-Ag^Z-zge~9g?Fn=S_UBr;bl25L|{EezjGcC1S z_#bQ4!3NIqds{dIq11nYGTK!CXnIwvikRmhdMjI0_x1{p(zVZhi*|4Q5>&X3bCR0e zXP~2Ec_`LW6R~t@AjI?e*7)MIw?}N%9<+6BW5>mVXsG+|oB8*X`S&*aZ+2#^1Jk}8 z@K`g~nD70?4I?wx(!9%{7IsZ!#NAWc;G{-GVJ2CwjlB;e9P3ypY$E?J(b}N5l2a|$C&ZAx8VcDLkLC@ zZ^H+cG51YF854_a^@fm}PXwjL+f19tmliyl|E}IsdRr0LI3A{+0RdG>16rOEn?X;u>V-r4S{xCjJ0uPms;`z7M&gCy-tp?GL-{o5D}NVU3j}@#YR=n3NjXCebC&d6# z|E1U_8vG2aGej;4?%Zpp4aeV>CI~d@yZuQuV2{ghvr}<-r6}HVcD!9{$OI_q@6q%$ zdYcK5G|GSf^!Ep@9m*0V-gST1=@X>_k>-XTP2Qrn)dkX`{EvSu{GHJb_bNhhV)=dX z$t5|@FeQ6u?a4RZ$Ajs(Kd8Vzv+YiAt*chGeYbq^skW+3)5?ybY`USC%dj(FrG@R) zu;1=gHx|9RY!5(kzuT{Fx5hp*9UFKdILH3T6_C(BBHCy4eCzuUcmL{GR7NQ-EVTad zf7DmrMMeS+R?ID8-T+aSe+N@B>t2DKuKrYMRqY zUyo)LL*Hk`LkQ>6vy*}R|HP}s>y6P{i(X_`04HVq$Q$ep{aC+gn)1ro4~xn-j*5>w zZ&U888FQF)Q0JVSG8hmUmJo-K>S>Ot^WJo2ODl-#WNBu}a1+78=v5T?&d!#hhyYzd zss-gR(dF7cJHI+?a!R&NhaL}u(?l1BCY!RI0iKMS!b9v8`1%+xdpuZRyYj4m*~ZeH zZ6?(#Wu%uYmGyr3^zw*x_ga;v6bVz^E1AtSdv%a7*BBxF7?+;`QlJRTy`kLVguO5? z%!}D1hMJEdny%#fg>g+)ZH98+3HJu~Bs(d))?0PIx|YE)wG!#Z(KU+Lib>dPu-VJ7 zz&ift-%6GgA5xw1lKt|;N&g;wE&hz#|M8V)hq}~!%B4#x;)bnc*5`{itQtP|O?)-L zac3d6QBRLavgF6;Y9-f@Tza@oh#{B#FyMeOe3%p?h4Tr9>Laf(ubnwJDwnv7)kLxZY=($st6DOF2vo|zp?}Lk$cgaO-5J*7|jz4 z;J^QF`0L9v&|l|O@0e6(6=>IepTEk@e(nOLOVc;YL#!2dxMBEQG_B$wLa3 zdA^Ks z$6z{En;m#0rj|sdm|W+aU)OY#({mXfP2JD(G%+SPAQ$W%AH#8fG;ZxNKNa~TXtL9F zAGl(X#7Yy$Mwh1d?KHD|6+3uEW7Vo3*)BO1o4ny!9r~)ta6#8DWf8+nGq85!sPLcW z3vN;m7c*yu97-~!297H4=nhh5Y94AQ|D8Fn!6!+keB(&bNduLp{IjR2xb9E@xu8i! znYr+g;?fdf#>pbwZSM_Q`SaJ4lPLUcGXMp;TgFoEi#*Sel<6t=;W(7ZZoSOlxOT!c zW5Kx=r7~RzD&^A7lbWABT=;-QXf!wulBLL%0>HAIVETKe>P9I@v!W!J>J*LgK#bCN z^J>Hjfl*bEIZ;=R1Vo(jS;p!3l?TTJp4_gYQo!ukXavtPK~t{c?ki_maordc?;z{7 z0^mCS*u(iGuTlvQcpJS6v24 z=(&i*p`tk&j`U(2?@+;I5RCK-jh;+C3fCU5P*$nEJ@~}K2ndgPBdoEYha0RK8t}@k z+ovP2ph_)?x|mpETz5RT`1y2FCP-^xShvCy93WUNKpkKev+er#xaJBfjbkO6pgtsJ zf|Ume!O*07#ax7$usI-0&5sIteo_@6-~)hrk<10jOH3~Qo#M(Fvje_0+X{CG3hML>u{xpH7 z;=mNh@coIqmRE%}a4L$f-P5Y*H-{M-<`{e7qDVlVKNc7+%i3r6N&JT&j1*NPgjF)Ki>dcl)^3Es+}!vjz%q$Up+?Yqo=iBVbeu@ zC9`y`vy#$mk3dI~{e#L0iQA(@9ADD`)PelPTE}1hv^7S8unl}f(6fsP-|`Rwh;wu7 zXm3@<51t_C7rgu#z*h>4RL3}Hc;v87kzt|tK}`Dm`;)_ZG1`-U(eIwJU$R>TEN{ldF6z|H z&=WpUuF`<)kV>xKI2yjI!yRoTA0f7pKxJ=M^aefY{DmV=Hp*D9zMt%5eCSzQ%!du5 z)wl4xpbTziaj|a_rRLbaMGYR$U!NRST{@I;ayYyK3@OMJ@Xv=vp0KNbc%>(_P;Cld zI#2G$>{>J#AOebu@#e8i_mG>E1|r7BV=p(38ZYcheVdq0w{POM9v}6e9pVEgZ4Gih z2!#*-r~PWQ(?(H}$_89?*8D?>m!3l!+RmW#)(Bh?3=?PaV_cfpQ8HC60ZtR#uIeRP*0@^=XsY$ZzV{PcD zejHC2e0Xv=d7EyJy3|5B00P2>O4yLGm0JN%ebt`$hMIe^0GRP_%(X!_3mUk9oydkM zjygMOE|Aa1=NFvs{BI;Khqgh(L33gqSDG2F9Nt-ZnG23qDLDzvyPo z%Sm1%&9Ua?;VQj}cJMe4eg;)$K0LXE`%huJ?#$wD9DOEvFj;^2u5*fY;5P?r%p3JS zWt=?GHz{UF1WvM{GTg_V=Q{{S@0GikQb2}DN;rD&V*tPR9XR%2xJ@yDu?!GF0DLs! z0B$3BYqMBQ3yfi!pMNbA%Cqq~N2oi-shoG_GAhE5MfI z=H|A2Jagl|Z(U11x^-5+^bW_Ma{W~fF66l~Nj_3xW0}$65 zcNS5PN%9vs>do*kDF17ubhO_VAo~G@e1Oys{}3GwovhjW2tvf$62K2qXn{iYCpxlp-pz%%ad?Bn{c++K!OLwc=V zhlhan@sSOKohP@>ylpXKM#6>Q{Xpbs>w>a(-aP}=%ti1EpUqDEDL5XYl6xBc@2#Z| z){8zXb%$7S0PKkVD2f77@lZo2>Tyrlta@1$E{X&p{LT1~H;>0D1rZ9Jh4Sp`{G!%A zRxuDxK)8&I(#GlC*E=v2y!4Tv3i1ll=7LYjQ5wLvTWP?@<|1b<@aiJTE2v{ziMrt4 z1;%2HTHiC8#yxAKZ`fcY<~=v`b23U{t{LQdM#5S!J?Yg-gKEZ%TYeB0UeCZ`)@(a+ z&vlaNi;pe9@SyW1V!_4Q=wJVHwP)b-@b8Dd3ZT{64T0&;Zr9c$sJ;a(eQ~YMMp;6B z!IL9k9W$4>A=b{{h9;WNo7<~(2r?hW=1n}e*Ma>X&HrRhzm1ZzmA zw}rsUWN@UbUSkdG%2Y5H%H{00R|KDjebENk_4gR8j~NdkLOH3vDQGgO!3CfIIZ~@m zXn@CJ=2uE(CeNUJ@#AkaR+?uHsNVhNk~XDsG!eWr*X;eM61L77Gt1C0l^8HHds}>> zwjcWTkdgNCuKBSab1wafKL7o2sjZ)>?X(_Ev&0>4?`B~LRN}oIXT|?INkQtsDS}5# zIteG|3nn9T{648^9#`J68@nZ$_@6UUV3hjYe(e3+Ok?6MV!j*u)8bq-MxFD1j0(@hT!5y?=I{Ib ziO+9gKfK=%lQYiOdK zvFZIpdsc9hJAB%&f}Z~k)rooT{P}y(G<)CT-)<2cni~IVdniwg*w4*KMU(8b3-2e{ zfCT=c3KL`BgV?Mb8-=_buYYyA7EQ7DzMo{Lems|Mx8WI8yrBrM{iD)5q1op=i8CILnCZmpCEYfm(vLDkn{7fe=>{QK|!|60F;?{vMR z+?&eRQ%krfr>m*^`l*A|{vDEb6i`u5F#h%voib$HkPin)Ud6`RDEh3yvWyjiwcss& zud^#+u+j3k1h9U;M>KM3j4k*_Ms3|dl|~!C@z;b5jGKVm+TVbQ?{D#$zM@rM6rHfH zZ1GF7`&gxaHOzjF7|s|AN}?R1HTfsW92RtOU@E-h)MRtCLF?}O&XER@;NtFz2IFL1 zq07=DN6Y}2?@U4rY65Df#$9V49}rt8gcc-ZS(q0702$*FFrUqNwR{e6pBo4WhL~lV zSN&eBb!Vpu_)FJsC0kgo7!Ky!8-g_+?q8^g57uuO5EA7K*YRp9+M-z!BGo9Kh$(cA!X)^o8= zF-0^Sii4`sO+huesjPHKQ{JCleRXx?^k5KLmvVsWPe*#Lj8>@)FVhLHhFp46Ibdg% z4J`G+a-6;oC_2-^K{T0MgxqZ273k0?Aw&F#iAF>S>a+XmWXT$k5o4~{PPkxekT76g z$yf2Bo8^Gk_Ze+i80<0l}B>A9PNyq|MH9IgocF;lEhvmqB zT#r$@M~KN&a`r4V2XkBU`iJV|eZRgibe+g%MQglkn@0pncXpV)=}cx=e@(fje2@S# zs+K?hcTc!_LPYH50Yp^u*Zxe_pFcSFF@i+?+&vR|^@O{(YV749Sc`zf#4!aRG0-2o z|B;{12-1IYKxd=S6M#y?j}`!~eC!s-Q!`m1VE$=1EccBIXbU0%GuK^|Wql;Kj@1IA zbdX+ofz3Jr8&-_tr*wDFKiJaJ(sQ=cY+98QkF%DOAK3OB`~Is zm0)(?PT*&c@z#q$*2#CuZX@%fCEshCB!h~C6l=F{TxG3aB78$@2{#1>;b}?4!R$WV^?2+l;O*-^21D}-B;NmpgFb0Rg7Wg z*vJ~01_$*B4J{IT4Ah=`dA`LRbLh)3%W9gRfe}q=L0{5Y(zDBZg`i9smmY4A_bWlE z(b!-)I~_dDN@4%UN_s4)g-8|b4~BINBxbT1b<6t+AF2in3y)Zv0A8J4|M6JN`;1$@ z^F;>>FMn2z0i;Z`!a%9=+>9qYKdnNO8UjN->7!mGfB-3MWK%{Y zL*t=KWU(w!AxR`?g2@3$5UYYJeOO~)P`D4wG^K|G()biQ0M3*dV;DBSii%`JTUqJB zug`F8LECiwUz}x^;rwb~!7TI1DcS-?hztVX-xoW4UcTBOHyn+UAPaE($}9Et6&3Yv zRp5r3B2>5a+znQK`K6)^0^j*qMeu89O`nn}ObV z93zf1{gd}HyN;e(#U>uJuy$B-r}T3nQvTpf^KMEDYeaLdY2S*xBL@v5SaTM`Y)wai z3@L~QKF8cX$HefMA{x-J;)-5Xbp==w%%na>geZPr)5O>Ly6?FZg-K%G7Yn{ds61VX7Sr znm4qaFy{^ai_e0F&Vt1(BB+q>{QXbvgdNhGtwUf+J`jaPG(atp0*8mRT5yx}peG(I zlac4AU|5f|*d+6@5f^_DtM({0uhf>hm-hjhvy)aA-Tp`rojaL4zS0Dtz1^?TCf5mv!Vm21->w#ra2DZ2u@-%Z@LlQp1#^=de_9CXG2Hh(FtkT=T zPXg3zzSyBga%b=eCteLrdc0#dZ5ea{%EtG`F~8UlHS0+jg(~BYyJR zYR3l5o$JQm1p^pSK0ZQ%nQ`Pbd%=DI$)3Y1-l|FI`4ysjwzt_%=bX#H3MF01pAHfcRQf6}FgM7^)JG^VV4n z%PRv)Epgy%Qng|-+d!A`dGS>+wf>v|uWtdzTXu-JsND|ZB=AlFbBsU*mvT6+02KOR z1|x8c!Mr%1K!=1+wyw2u%^a;m#><1*Ve1-QE)uGMivxtfU%MA@?3V^&b9R2T5m|Cfcbiv-Neb2I!S0zk{+aI%YTKk4^ztW?DL_~BaA(Xi z#|(4D1=}S$2fdU8(4tDrgBtlqaLb<~dvPCN$ilBDNNZDK5GAh`3L(riMY_Ikh{sYV z=Wt(zBBu!+lCYBReA%lK44PJ5pN`z7KT)3BBml(Oo2Eaudl+2fHxqT?6&MiF<^@y7 zu14^$9Go48t{UlgS5WQ@4vMBYZp?8oO z8ES9TmNvtiwaV6y_aYVe;3$c=V%QsY3)t`U5^zQ@FF5z+r6Rg~rsZIc*poHp8pUY0_NXs1OQ0$)fZx~)0%!&dZ)lIPR)mkG`~j2$G- z=)IcC7hLD=I8MN;5!2o=^d}IPcP}R+f9aWQVJdk^$OrdzSd&6h#zJmSTG(7W-`!ww zgQ6=3Iq#F&x=h9MfiH$~Pc%B?(MIvyqy!z??!y2uE*CHoWuDNYVXo2+$br~MPOG8< zPX~m^{1ZJ6XQ#+k<8M%dmvs5&qVhioA~^)yCh$gPjlGFw9>B$ZO_6m;zvi9UX9F+4 z;ioO(x?RV*iu5Wj1$k>2wSkMrejdC_!w&W{kYrE>f<_}=Um{KKftuwwZMOdTTc%n8 zlwAXJp)3HUJ{S|FPu4MFuRcTlUFPAvl#-6ei;&2@eye^J2iX)r9eO#oR-^xDI9O%e z;2RuAsdfLznPa?q^}<_4!a~DR;2Hv#fbiZYpXb5_tLRBfa1 z?QZd_=O1njM(mH3J~{DJ83Wmyvk#ylQhMw|-&*$3v4n1 zysRwE^vWp8RP1yrTeP|vGa$lvAc*L}j@wBw8Acutt|e{eT~9|Rr$1va(912>jR*5F zm(#_LP7;^NI0_)ZL9g)pFY|7>4_H#8*9F>q@?Y|GfgqOpZ~BJBihFv#CEis?PCIU4 gVQ1|Wrob@;p1w~LdWzvqno8TYn17kM$??1Y2P^9?X#fBK diff --git a/codes/common/model.py b/codes/common/model.py index c99d4a3..0b069ea 100644 --- a/codes/common/model.py +++ b/codes/common/model.py @@ -5,12 +5,14 @@ Author: John Email: johnjim0816@gmail.com Date: 2021-03-12 21:14:12 LastEditor: John -LastEditTime: 2021-03-13 13:48:35 +LastEditTime: 2021-03-20 16:44:00 Discription: Environment: ''' +import torch import torch.nn as nn import torch.nn.functional as F +from torch.distributions import Categorical class MLP1(nn.Module): ''' 多层感知机 输入:state维度 @@ -45,4 +47,61 @@ class MLP2(nn.Module): # 各层对应的激活函数 x = F.relu(self.fc1(x)) x = F.relu(self.fc2(x)) - return self.fc3(x) \ No newline at end of file + return self.fc3(x) + +class Critic(nn.Module): + def __init__(self, n_obs, n_actions, hidden_size, init_w=3e-3): + super(Critic, self).__init__() + + self.linear1 = nn.Linear(n_obs + n_actions, hidden_size) + self.linear2 = nn.Linear(hidden_size, hidden_size) + self.linear3 = nn.Linear(hidden_size, 1) + # 随机初始化为较小的值 + self.linear3.weight.data.uniform_(-init_w, init_w) + self.linear3.bias.data.uniform_(-init_w, init_w) + + def forward(self, state, action): + # 按维数1拼接 + x = torch.cat([state, action], 1) + x = F.relu(self.linear1(x)) + x = F.relu(self.linear2(x)) + x = self.linear3(x) + return x + +class Actor(nn.Module): + def __init__(self, n_obs, n_actions, hidden_size, init_w=3e-3): + super(Actor, self).__init__() + self.linear1 = nn.Linear(n_obs, hidden_size) + self.linear2 = nn.Linear(hidden_size, hidden_size) + self.linear3 = nn.Linear(hidden_size, n_actions) + + self.linear3.weight.data.uniform_(-init_w, init_w) + self.linear3.bias.data.uniform_(-init_w, init_w) + + def forward(self, x): + x = F.relu(self.linear1(x)) + x = F.relu(self.linear2(x)) + x = F.tanh(self.linear3(x)) + return x + +class ActorCritic(nn.Module): + def __init__(self, n_states, n_actions, hidden_dim=256): + super(ActorCritic, self).__init__() + self.critic = nn.Sequential( + nn.Linear(n_states, hidden_dim), + nn.ReLU(), + nn.Linear(hidden_dim, 1) + ) + + self.actor = nn.Sequential( + nn.Linear(n_states, hidden_dim), + nn.ReLU(), + nn.Linear(hidden_dim, n_actions), + nn.Softmax(dim=1), + ) + + def forward(self, x): + value = self.critic(x) + probs = self.actor(x) + dist = Categorical(probs) + return dist, value \ No newline at end of file diff --git a/codes/ddpg/.vscode/settings.json b/codes/ddpg/.vscode/settings.json deleted file mode 100644 index be0f1ab..0000000 --- a/codes/ddpg/.vscode/settings.json +++ /dev/null @@ -1,3 +0,0 @@ -{ - "python.pythonPath": "/Users/jj/anaconda3/envs/py37/bin/python" -} \ No newline at end of file diff --git a/codes/ddpg/README.md b/codes/ddpg/README.md index 5a06c53..351615b 100644 --- a/codes/ddpg/README.md +++ b/codes/ddpg/README.md @@ -1,26 +1,5 @@ +# DDPG -python 3.7.9 +## 伪代码 -pytorch 1.6.0 - -tensorboard 2.3.0 - -torchvision 0.7.0 - -train: - -```python -python main.py -``` - -eval: - -```python -python main.py --train 0 -``` - -open tensorboard: - -```python -tensorboard --logdir logs -``` \ No newline at end of file +![image-20210320151900695](assets/image-20210320151900695.png) \ No newline at end of file diff --git a/codes/ddpg/agent.py b/codes/ddpg/agent.py index 3aded73..29f34d6 100644 --- a/codes/ddpg/agent.py +++ b/codes/ddpg/agent.py @@ -5,7 +5,7 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-09 20:25:52 @LastEditor: John -LastEditTime: 2020-09-02 01:19:13 +LastEditTime: 2021-03-17 20:43:25 @Discription: @Environment: python 3.7.7 ''' @@ -14,18 +14,17 @@ import torch import torch.nn as nn import torch.optim as optim -from model import Actor, Critic -from memory import ReplayBuffer +from common.model import Actor, Critic +from common.memory import ReplayBuffer class DDPG: - def __init__(self, n_states, n_actions, hidden_dim=30, device="cpu", critic_lr=1e-3, - actor_lr=1e-4, gamma=0.99, soft_tau=1e-2, memory_capacity=100000, batch_size=128): - self.device = device - self.critic = Critic(n_states, n_actions, hidden_dim).to(device) - self.actor = Actor(n_states, n_actions, hidden_dim).to(device) - self.target_critic = Critic(n_states, n_actions, hidden_dim).to(device) - self.target_actor = Actor(n_states, n_actions, hidden_dim).to(device) + def __init__(self, n_states, n_actions, cfg): + self.device = cfg.device + self.critic = Critic(n_states, n_actions, cfg.hidden_dim).to(cfg.device) + self.actor = Actor(n_states, n_actions, cfg.hidden_dim).to(cfg.device) + self.target_critic = Critic(n_states, n_actions, cfg.hidden_dim).to(cfg.device) + self.target_actor = Actor(n_states, n_actions, cfg.hidden_dim).to(cfg.device) for target_param, param in zip(self.target_critic.parameters(), self.critic.parameters()): target_param.data.copy_(param.data) @@ -33,14 +32,14 @@ class DDPG: target_param.data.copy_(param.data) self.critic_optimizer = optim.Adam( - self.critic.parameters(), lr=critic_lr) - self.actor_optimizer = optim.Adam(self.actor.parameters(), lr=actor_lr) - self.memory = ReplayBuffer(memory_capacity) - self.batch_size = batch_size - self.soft_tau = soft_tau - self.gamma = gamma + self.critic.parameters(), lr=cfg.critic_lr) + self.actor_optimizer = optim.Adam(self.actor.parameters(), lr=cfg.actor_lr) + self.memory = ReplayBuffer(cfg.memory_capacity) + self.batch_size = cfg.batch_size + self.soft_tau = cfg.soft_tau + self.gamma = cfg.gamma - def select_action(self, state): + def choose_action(self, state): state = torch.FloatTensor(state).unsqueeze(0).to(self.device) action = self.actor(state) # torch.detach()用于切断反向传播 @@ -87,8 +86,8 @@ class DDPG: target_param.data * (1.0 - self.soft_tau) + param.data * self.soft_tau ) - def save_model(self,path): - torch.save(self.target_actor.state_dict(), path) + def save(self,path): + torch.save(self.target_net.state_dict(), path+'DDPG_checkpoint.pth') - def load_model(self,path): - self.actor.load_state_dict(torch.load(path)) \ No newline at end of file + def load(self,path): + self.actor.load_state_dict(torch.load(path+'DDPG_checkpoint.pth')) \ No newline at end of file diff --git a/codes/ddpg/assets/image-20210320151900695.png b/codes/ddpg/assets/image-20210320151900695.png new file mode 100644 index 0000000000000000000000000000000000000000..fd41201699ebb987893f3be319a581fd021bb52a GIT binary patch literal 265198 zcmc$`byQs2vo#8V1QG}YLV{bc;1*niyIXLAdvIwq1PI!}-Q7tbxI4k!A<$Uk?lf=r zx%d3;_q}&=&!3MmdUVsQz4ww@RkLQzMTnAuShvM`3UP9)&;idOJNCA z`pvB@#)``$8{*+H}NK`Eyz9q7VjF8l`HBf~(Y8T+Ckwr#$Vj&bXt4J%`r|-uje|o(q=NhiBdiL zK;k?7@FDqu@!I1TIjL*qSl3CPyE?2gsMfJSyolxb8i}QuTxs$2i`E#_DHjxkywJEP zX)DmATITPLn|1@@%yJPQ3!JX}7s0ZpAG0}b1{tKeF+bL6k0wPw($6+Kz>a#u@V>KN zT98rD71g}Io@i*%v&Cz);#Z4&QcBm@(F%5$yXaj-SXT(`3suCn!ocWtystmWIhEF_ z#fofMO5U(?ne|DOhii7*BeCjGMxZL68bd#v9Jxm{GZ?VOGHbkvKl=EtE?YPiuc#bT zgZ?*Wk3F(OfYdK(f;B8!Y6;AZH#mVoMNYl*;^UO^EwkPq-b*!^*;OzwD;R@g#67U+ znqPHMhjt(j>3Z29>ZV%x@M~+lNGObaInuWZ4pZ$7!2N8|_BhM$acrgOXG<~^sd*3q z=y!@ICDD;TkqHvkVwTm=Xn1Tp7OfYx-9}m%bdLg+9xSy=d>Z^p+s8WE z@#}v-?Ybs=w%+cx@tXl!S!;5HXGQsN#N_vVvpt{SwjdITV~ile@oPdJyNNV9MG!Vc z$f}s+A~I&z{jtRrde9KDIiy8&3}&k6F0xI=PpM1ejBTeFhcnO`YRbR;F(+_>Iqr(2>V-@`CA1z6!e?*Q_ZbC zdX3`qSd1ZEjl~mZU}f|_&wKoD9=@yaN^d(_^TBpGBOuK!{6Hm4Hk8Zm;wO{ zOz5; z83n3{$Tlhxs|3Rfoi2O_$yq5f>>x3UV=205e-jE7v5>*{E$@GQo9dG=;Zq5?^CNn% z@Mh~9#yaN-0#pJfCYXsQBl=v4eG-E>;D<5>K_GQ@%$SWcul5%vk%XLA7OxsmY=srG zaYuJ8Xl{u1I}!2&Sy^QV9~&F%GQ5`U{K3M*iAmr6>pNX3iFHuxnR@BV-S%aOSgL>3 zC)~OqiepM$KgHgy)q$f3caCMh+EvYC6nAD=k}ypocIs0fWD=t{_M2s)q1%&2^b}4Rv{Uz5a-DjP)HX_69#DRT?o@3p+zin2y|* zY@a-hOpn|pYB}m>-)j>$M{b@71}fZ`f&QQCkaha?f_0xzrtbJP$&fr$+N!toZ~174 zVr65QWQ5egR*KIvsa2c`(TZM8dhS^6=K&e?wMp=~xYf?2{NbVu}G=obXlgl7ah zgq{S{gv0Mj-|?Hx_ID+^%8{^x>py$=c?4V=eVIcYMjiW_N3kQRi+?|PsDvo9FB{wnQFwIs1gH*T4}tMjOR-1%lyT zO|-rFJ8~O}0*UYYr1}eouKK_mn#Z?n9!V)|pvSuHp6yOXm7mHgb#TbE89kFVBE_lF;{&UWaYEF@DujYW~*1;krnlGcEdD zE=%=}BPV6MMZ0mkeDvA$$(*w`TJ@_CiQ}H#IP$n#&LlhS2I#)o>L$I;=h{hojs@+S z^G?qG8l44-8ZNat^|(W_gSU&vCgvx@>?>8R6?3LPN^E8dmd2OTrjDm1is0^zWerhx38EtTTLeluLCk?Du9{jH_klwWoHi zcX>w%Fg~;c?1T8_iDpfol{25IipbW3-LnJ!3$nBJ?%=1Ghy2+5o-nQBE904LnlqXW zMaJ}LekWhoYQCo16Z;sST~8*^@`~z7u5Dv}-zsevI;_!{U@p2>cH5BeiI7IESNwvwI+3$xL33GCSTipcJF>x6j0PjD z+ygUh^*5IIAe?9$d|BGur&KCQoUg>Q$E9Rc=qSZ=-}F>xu@${g$&F=uE1r@aooqSL zXE8H*cAs&{p0?$ie%m~9dFz$10^_NeIlNpvTsqu3*h&W-unFW)Vm}fQMny#=Cqw?? z_u|Dr|C0Z??T2cJc+|f%`|Ad;9(`;oA^-Q5iEn_0idb^uRR7C^|GP`!Za@F`4*u0n zRZKYilJ;{^;hzWc_g}sqmvjDa1OBgehM}koGgRea%q`qY4!y*BO~1f@nxVgMjOzaw z+$KS28%uJU*c+}MY3eD_DPq@rJ`J@txSeOQcf|eY8UD}ph~$-TUvM9_Ax$Kir}Joh z$h9(Kn8lI$w-x##jPI{dY*sU8meQ5+@2&k_;Drm*sIv#;d@K3aAt93gMwOZhr^u@K z*QWloWMnGXmx+ji5w!(vH&4F`w!OncRRr5exrUpK9Jg` z|5uYTe15;UN}k^!AbO{jNdqO%%%ix+}i4u^`7o z@t>c*3%y-(TS) zr&afDNSJb@x3j&)+54597|_zHVHr%1KG7bgoe-Mz#Dk{O;g46gwM(4)KWFrTOYE+v zDttK7T<0yJdsQO}8CP92o?*FUz?g=lHUDBf$kbScsAT$EKD%_UJq0cvJK=;X&MNWeeWT# zEGesz!Sp!_*sbH<1MTXpBws9p4y&&>Q)VuljINdreG&v8u15+KeNJMg@Z5jV77U7W zno$k4-fb{Li4WZ+Z}!ZEbXI)^S$lI|Y3e#;SNp}!lVPg z<2+_>T7m0+MFp-UXH~2erg%+#57UOblYub(jN@=~2HKw6jEB1|=P_|yb@Wc(hfCiI zR{TH*eUxWGL!1i?_ea4(=$ru&L@G-UuuH`hn;+7iYcDerVaKEothSZyPXdsV=)?O_ z1dseh@5M25e{LpQ=iAoIQ46d-Rg?mQ79rzSC1tOhafWj8U0QFKm>r}pzDn|E(@j7~ zAFiq|=B;rdOdlM#op*`~@-e-)MWLXTTm61n+sjL!FP1ZUZe>Ttds!Ja4bXh24)@m8 zAi`qUW2EGk&Fb5O#zqHaALhorAI?{+!J4MVULI{oB;WK;lV`$pr*-V=sl4wXq!l+C z=Q9Qd!9shLomN%of7*IlZ&Bs+rUsz}8Ttvtw0+9ZS!1xg!Bq#Y#Pgc%yN89=dmV$M zmeaJu+=nah!*&(;wGc3?b1kCVEq*j?s8z7N<*wGIxHas?84HM!^ zVQ#rva~|f|%I$MLB+?@Jqp_~MU@@DS>`QbiEVH~zLf+9j7P?!-wC@saqCOVX&_!eY z#%gi<3-d|svZuARgIs8%Ih|$kCu)cJoe{ivZwJDc4O0&vKV9{3wT!V(33zV|FO;w< z7HH@iOK^>Ywna(j*#%Bq?j{phBSFAs5+9jdcy|}gywi_Y|MP(}pvZX#?KV20DR*^= z@)|@PvcgV#lFs`5_AW+~g+RhpX$*IIl6G)&?=EuSp5kSm{C)S8 zT&Pd>6^_=QLXwkzn;O+}RPNBzI4sBul~&m#nVac-mh7wv-rlYA3SV!=^OVN!m6#oa zNC!q__8sH8$438;j>I({mb1tT*$?N`$ z)M*|2=J`;zEY4sbz|Z@(#@F;BZM=WDdAJ*Sn1r$39X`P9sr6aZ?+|clHF$lbZ`Q`reH4E*6Nku z&S(8G^r8{_7qKoI*|l6YAMSS|nGGuX-b@IBKA=k=2wdJCw)*Zr&1dB8r-0PBzUu^h z`f8{p!M+Jh2-*E8#uZgGz89oi8^hjh{-`8QL%Rrz5uA$gW^&N$Hxj9oJ!oNpV0qLf zk|6p0m-H(s+x@Qly*fx_Kjl8X3!h!@Wgi8&6yt5S-n*48!OIXKl;kmW@J*Z)5tCAn zl)dLf$~aYmE_T^?1lO`wQH-Tl&7Cl_kJ`{X&0@2U7YBf|>d6RO9?ZfhPT@u-5F={f z-{Kj;ztZRyIB)>JSMHPllOdoz@^4RV!wUTbyWW}s7jL%9pkFV7eYmi+i~?WL=`Hd< zdPad|=CF{HvMu4We40KJF5GH`{H-I17LTf+cF}QQ-a8+?6K~%Z+OnfwA!F}*yFfTh zM6^B#-S%gTl#y!htlWGpOsT4>3RM8R+L82(y7|JEjKKl~Du=U@%{MDI)3xKQy+n}Z z5@xQK63xdaz~*lJxQ*SOi@DCpmP4v4?kA~be6PsiC{Fzc#NhAorEL=LFhK2Bs@F+B z5~+PEEx(cxD`T>mE~{eaT3{AD&h!FlAaq6{pR~z{tBkbsgj0c64e!p_pzZs5VO4FiAw4L)jt z0&ck*=VoWv=R2sQa7giU_@=`iPTVE#yW?oR%GG);&taBhpT_nQrMMhV$0Nb7W&eEJ z<2#CDjKG)V1CJ5V#m|(}VZMrI5TB%%?nrGRC*>_SJFu$rfm!#?=Ulmfn|zSj9;dMn zXYE9FF<=jB^=@k+G#BAe^`vX!2e}=W+}!lLbsDaYmouUyC*M92^|bA7z>aSR z%>}E>2TxkuKemLgF5zzRY^6@1it19UFSF;%+A8wwEBCfk_L6{X_G$71<`VS_xtzGNCiQ8GrYr041gBFwJdw zjt>A%1Ri1DK|U5Jsz|4}ySA50Zlv1@XM4&^5}sJbAmmze6mtQ-Z#&*M6B*^OaA^a$ z0q)~>ws0`@{HSRnbZR!IEAtEwNf-2<#T#jE^7hby4H&>w0(pQ`ZufXh?G?w#1psmC zBS#=Zt>Hon`Jwr%D~Zp3d^YF}<|qz%uzE1=JTIOI6A$Me(6`R^9xp_)~+AO(|+tBa}UamTQ=1uaQrwMkMd{(JAjb#D3v30`nni3T~7JU38nO zY;kjJ(+FKlX9$f`X4no=EV|8^CeV?@R5G#!I`;5s)w2HV<3b_7Yc~lEFX|Hu*K%e} znY73$y<>TL{n4W+n8~5#(EE@+o(t1@C;VodWaeWQ%W_dG5z4%?0*|q?S`XiGQkOji z*D9JojFSC&n!_*& zZyCfe{K(6lz)O*5Bev!E6$nFBLFoSMV`AzttVq$jm>_^#_^U%q{)3*&l)8&PFi7J? zGKQ}ccEOXYtkpxJhF!DU*KfP6t>qDrLFDgn$U__tQ z3;9r-OQ%YWY(dGd_tiQoyGoO(A!+>Lzo^vug$DCe>-3c9=)=`>-O>zOwoETR&FF*5 zKqW28OM$nmDKnB3qo_h}0yuhvR@8>PE*n?&J8NQlQ$zMuHYkKu`0-XR#1*iZ2YDdG zn>;&mZ(_zf6PJ&98=4rEg33)AMnM(s-Sk1QI1Jh+d06-()eosk&10!DFkzr1}ERme>bSAT1~(85%s5GFbDM-yvnA z{$${*13;!=D)q+GI$AJjJYFtN#+LMXwIyF_n1<+3ifzq@sf6RNJOy{;W+Zq_tMS3~ z_nT2lG{$H7SD(Hw9M-P*L4 z6LAxU`V?tdY7lzG>dKPDJq%zX+*ncN>ZLB5wgey}ztD|GC)X%3o@bU+v^3oG_)={i z5?GgFHBXu)hVrQ9yP^m60_gvo84qNh=Av;AYQZ;rqL2b)V7Jbpj@_>`8EznzCbU?C zd#MNBhoCJD)oVSOk}{HypKZhK?-D(WsxOy8H1pnj!7M|T22t-7efMODu#;f7zZ#3; zW$e8mgoN*zn~plpCJO|A8qI733tXg31HcWrbD9KwAFYG@17+hFD zg#}VMM9+FYC7yQ1n8tsgzErs%#&n>Ou1fS{_~-fb7Y}Ir0f|R`@~uds=<{LYVT<<| z*@q8r@Lnb8I!gCjnly4!tD0;Xyz9%Gae8W}x-`Yz^j6xbSIX#P3PFX1`jlqpn>%3{ zpB5FLwMzeisy3&LuL7;RTgng1C*G7uy8m^G!8uRNoo?1_pM_hg5~sUdNf zUcAU8q`8?7@D!&#P4zd$JUP#+>crriRJmLMxY3)%?{B5GHwQ^DEqK2!6;`}RBzTlx z+rV7@oNKXi#E#&#M=NXEt_vwXj*!Y60Huw8^!n3tye$j|@)GsXV%3lQU8EsM>}pRV zWb$<0@~DC)xsSmFQ8{2i-Yl8NL443e{cDG8x*&(2dh+_62P{)sm`u|yyv|KNJ95}LQy9CrBA6H;PHsKaq_v!Tp1LT&JJ`($&UNy_U@v2 zJ{yU~kwqAEqS10H%};F0>OG|_9~vljA0JTB8;)d;>#2!IScJ0 z7C+0@C>g7??AyA{-SWnAUa_!MH z<0&wMbt8&)-%ozgbCt@Rj~-=`{s|VpctkGm-18(NCB=iT+tHt^l2yQ4^eq0CrJ|j`|8`&n=v93=;CW z1CqkMs?Lw6LtM=B11hNDVSX!g$47-4o&fcIC{%DEzIH8d@2N`BQXsHzDbAtrT=6B$ zeb1OQ6GiR<+ora|gEBy_-aso*D@0fj#!{W3F6Xp3~iR??q;G4u~ ztJLUc1i9a2tAR38T&XDya*v4LCAR+U{0wJ@4=^6tJQQET^qwn+%_Q^u0p`{wjQ+;w z0Qd*(uCSYCt~4J<*zbk4n9OWhK4HM4Un5_wN}S2t%)r-iv@s1Fa*S+u(m~(^wCE}4GQ;TKlG5nzVXx=9PI6?UZ zyGGlviU<2H*63#q8X zmfM4(IHG1KWE5c25-%2=MkGcdU?D*OpMb4qyGf;Zz@ntEqhM99LqG1(^JUkUd9lL= z4>vOo(d8X`tq-uc1822CZU?eUIHj)9zIMTW-+Z%ELMR=(Y}-fbo2Dkj%llUbCX*qE zLZ1^EC{@EAMB*~3?6O=m0pzmvFyiOymp=xWO3L)_cQj`Mm=^BKVr#;990LR1}5ec<`x&;c!zR?T73Ppn5{J8?{&W)6dx<#PHFUTwQdl zk*lG!PPmxPP|{Zxr;7T`WM_b2E8v*cq9Ar2ea|X&o=FXUTuWT}8$aJvzkq)}X=aPq zZ87Srbw%?<@wjI%-?DN+U_-Q`_m1jRPS;P<_9LJa`g0^+QkaH3cQ+&eDO)Q1d0|jC zb2V!okFW>8AQ1&b*j`8~2s}#MgR@W^Oqrl`hrLkx@=sek17*Z^sQj1pBW3%RTi@>` zoc84*HTh2kIJzbrJzZWkD5lOCLA>B)q8pTuO8j57+SQSO(Q2fp&x9zN8&OP~^R&(A&LWe{#%Ms^6uDfpM zi1sI2ywyyiT8l)qNscHE8Ic)0@t>c7=DG`7Za8n9u3%f)5R1)GVT z8N93J-HO&0^YBG~)6AA(!P~ub)+kVq`<`;XR*wZ|9Jzq;)kXN~GJF5NhOeuiveC!z zx^w}nxgGFH20*h%oVZ;Zh4-gJhst+YDpnE=26K<&Yn$@S<*uHEF&#IO8mnpSJ82O| zOAy+vkJ!CE3-^bPU3f$3T@l7}6y&uVUNJ8gR@AV?VBQoFd!6O2zRoobek))MyV&O9 z(Z3VC+0FsEDox}lM#{SWR-RIRihDAG=M0e3YQ`AQxE{*+N@y=BJ(?@(xHe5})DL#S z*k6hb)J02G0pHVE2X6016~kE)GZ?$q?U~`V}SthHwkKoO9fB$@(%0i8GFt>|8(eSe=JkJ%BNq}^6 zAqT2N0;d!AX*jHcYb1Eya86>v`f$0~nFVg=M(nQIg^WUwvTYY2HQj7}1>nQ0ssM1y zcl;)Nu>5>WsN%z)2&mtvWYWB`hKmwUB<+HVk|qLi^|@K(NKjgh91~-AM?bNgk|&be zhPSEQQSrq%4^}O+KOH6sen#~$+m8AJ#q74j=r|jcbJIcj;MR{s7_wFL7p#mo&rq1FZSiu5sKt9Mbdqy& zO;vVn$DC_|5q)l;1($|qy?3=qv=abco2g2{O`EVd?aNXf9?gs7Ms?`17bHneE)I=a z$UB^9eKTiVoc0TEV3=H;(BWu|)71gNY1SzCyp4q40s|x(+>@jz%y0g*ZMh!} z7_vO+{G4a+y{i+KZlzWdF3R6!g}u|A*)ywHsLcW$m7(gOPO*uu0m@u58)B?&L^|0d zi2O>lpS97A!}ERu*>0p$-g+Q_*k+A%^J0k7F7L7)Kym6CMQ4FIGL}_CoF!`2;Ta;n zQha?fh0bi!+ttTCgqp=AYn_>2gqueIWy^VW_iLS86rrp3`zYti_cT0Kj(eYI=4`{e zu0C7gI8W#B3Btw-#zqbr9+XSiqylm2!rvkl>na&_YE{l#mALdx4T8uO`N^69V6BPi zyt1o*nS3o4_xVqBn;E|U;}Lhs)}w_L*u@UHMDK8J%956^9+$W6F&9#J1^X~JMeVdb zeA3#&$q^>Jx6<6oml1#Oqc?tMd&f8|B`>e;2?%ctpgSv0BLcxe|BL>{zy7^peZ90R zZ_!CzdXZuw1v~NDlxQ%0X{Ctm))SIsvCprbUUJRn_$cJ?WA7TBy?O+s1ahC-;3}+} zV?EWdaay|EgL(%faz>^A6*&u$!0TVYrjQr?LSLAum!*GtuuKIUxa^D1}5qtzkUZHhNHU% z=W%J8JUASC8O^eY36x5!A7Hm|z>uSg=keEC$-VRk%32)F>r~9ra8*Qsg-62Ls3@kq zXH51>-4n`xW-3tqc_at^&`WGP%E>=uZwQWDDSQ8 zpXT;&)m-H#tQQdP)#)@xra$x;5#CMsoljo?io5?`Z>m);I}K=NcFzD`QWK_mjrHhX zhxZ$67Kp>+f5|3!cv+X>X%_fZ{i8qC$^XX`wX9GXCfK#D0yRATM3emY!~mTb#CbG+ zEU4N?r~mhC{i$bK(ePEIEYS=6v*G{O;`k?t0MgYY5sl+#|5<~7zH3`FT;xjiVV|!0 zPj2{cYXmy_v1tV7N2umM@43J2f($vH5@^ZXZ>5>_Z^Jjte*xG~{x|ief9~GjW(n|0 zlyGa4)@Xe8hqCkk_yP7nKfFWsz|yt9ob>;E|NnV}KUE0OQufEZy2ZcEeIhM#mwN`S z$*X_WtTIRgEe)cl%0rF?-H^4(q5jGevW}2tZhi+R@MIrghY#sM+EEomdJkN0 z=m1wBuN6whiTs~tPbT^sxAjWg6NqN|wia`<`ap>CPFcZQ2S`*oPoTiA^dZf2rw9ty z3p&St_&+W!LxmS43o$N_j{pq(_ItdR&-F$aEGl%XhFH!`ZMnS=EP~iA`~wGgb~`zl zIy+kVuUMo1tdSu(#is$r+FW>Uj8>0Iv6WUbwXL2p6c+z*Zt$Qko%}uPJ{V9z?u5EA zImF|d08v+d#ADcrZg-~T;wRLt^;Yj7?`CN83J8sK4gD&>q(6una`y1v@Z39OjlrFq z^Zoe@bF~e9D_|t(!oSlFz08N4ePbx#$L4$YXFgPbIBbcp0RWU0!}}d|Am+ApNc`?VW0ngh@w8C?3dgX}48RQe zUTv>p`npr?M{c<_L5R~j`eJ|~prQG1yw-4y)A`S20}ziCk@CBJ({axkU>sccSG_{z zB#Y|}hnp$(>6~*WF`@mQ6`&>S>@SLf*Xw7+n$2`@#Z%nDNXQ!J5`sM;ksvpsU z2DU$^#t#|~^;x?lBQ3fR;MCRm>>42;WIcmBk*DW4wvf56$^(tSz*U9)I9363?sf*C zNWuBE4zmE9(ZFB#I9qJ;061rZ4?=L}^DlXT>2G@yL-DnHxNo@usFOGiK-J(6+u-JX zlry=t{hj{H3%t*Mw(oE$?}2ge1GT``!@F8CG#;aTdjL+R>pAS)Lxf<)Bl@H1EH&5o zi{(3)Hd*ta`HA%DD*2agZ3|t zs@rZ^t%B}+y~XKEb8W1_r;n(oW{hn-{)?3m1+#jU_jB?#0~~A1<+ot|FTI;3t*y6> zt-El>btfs;**17V2he_{ORIq6Ok+M(Kx&@PYdJ8i3&YEdB`0v%^Fm+u6;N$h%26l` z0EFH7=AKIQr)c^|pFirZ0FrQex4VUQX)p)m?OF4ocLm0S;=`F@*?XXbv-6A8BL&m8 zo+GDfyAo$Qy$W^fvz%2;Z$mHtCabzob?`IEj$J@FD|-m|W6;u!8z67>9IOqFN9pOF zhs9NRnT}9uhrtqemx0Gz?&ZsmEioROhr{SFfen|c!`yc$S2{M=`WelIpYXOQ5c$sL zaH1{9V|X%K4YUXlWUl1x94h+zWTlrKxGj}C38hFMDsFBnZNXLzi`GK8242Tf(A6Y? zqyi%p7)7wbHlms1K8u1kZ#uljD*71@UAjgnSBB|K$7fjL%*g=%BtC2wIh9+3udU z`!3YKcvzLt7(Or9w>B$R0BZMvE~>;ZP9cZC}hg(~m)0U&qY;YFAGtlUpIyL)6i=nbC0cO#liBmvdxtE}WzUg)a4;(c$l z^|6#N_&Bl+L4+@SAe@SNOgoN%`~_)=Ja)^grV`V_II?QVA`#r3Ud2CjCOCv9vGV&UK-9hhtp!Nd>OmjWR^WTc zWdWizXt$ug0U?WU3_yZNQhuQ&BE(p8y4Cpg4mX$UKl!{K!(dtCz0YXwY>Jp%R+fl?9Y}kktoK;!$Q6d z(#6$AMAeV}!g%>bbxS2}1h?lFkjYM1fNjTFCb|UEyCzzM0HLEIj)0u&Aq~uQEtxur zH`wZUO(i@XW2NSTci&N=iXV-N34@qo`Ycb{l4<@f*F)oKP84C&Q`$4tm0L61EjMJ1 z{|At{T?X0i?6;RR9J1KC#Fd*YJNCS&&5Eas=yW%a*o4GE!|a5&j@#dbbp>$^)8_}h z;dNu{EWLEbUwMLcK48m!mtr^lULUt?;iCbFX+AW?v3=93^z_&zmNkiW<<^}^Z|AuE zlO;t$P`7=^Vw#IJu83#i9g8b@;*S@W+SX_0{1E)}_g`kPR*am^M7nGi`A2#Lhfah1 zM0A-w(ikLq_{Il(GTZ0h)YO0V@Nr@;$HY1!iu-Nd?J`iuMK3AuR(?NnHgB|e6JB?f z_11bAyZ*NF=SSMoz4+IU(Bh9tN@!(hu1x$UwJDzrz(uIu1wXI0zWA_W1#qbxMm}EQ zl-Lwus+Em#=h;F7bQrQ$h7W+^)}zM=sA8??74&ySe1Yb6b6Nh)?!!JRlMSwU>=xm4jS8z9?{uMEKoKrf;Lt;HpG4hEoP%8|KSFd^ zipJY+?m2}WtGj+e@vo%39~VT^uj7B*>PEN>zdiirF0>J=x&sSM{+@al^wQXs@S4{O zk9`w3#$y+jJ(BJa>9EdG;US-~AX1sQNsx9-lAj7L@uGO?O#Yj7!XvfJJ2?R|sj6r@ z+56F?34WNQeBkRlR|TfUzIMIbI!>Z|eYzm0D$=I0VJsp&nRhYP!4A6<$E`z?oVR#g z%j5-cbo2Aprf_3uV&*U~u~#h_g|oNPJ(H!r*+i~+ak`p z(-HAO3&3}(`mo2ksnew?CgLRvy1cVrl5EHnY7nLK4?k&;Sp2Y7n95Pg*JPigjDm|) zFu(W(=K@%u(ckAU?F4;!UAE`D1Az0#+jhh51&;ZU{Dq?n-byf<7f2-}(&)USR*i`& zRBhyl)d$K2nBr}m{!nAmTdk5-AX=3rB^6-k-7NAC-Aw*)0n|)Yo?jiUup+Ur_TAyc zm*~mD@{dAaOm@7Nc^4u=Z230#jV6_%56%ERsjiTZ$<0`sx?Ih?8oQ9R6I2bZ6I5AW)K;Gzu>=NJ;o?ls}CT zGg$y3nTgLkH*u~_X(o{~AXgGIRAyPG#ZSp$>Jqb4QR&acBUqNlbc0-qJbcIDyaZ^z zj;6AFIJMbNi8T&LlUS`i7Cm>%;J}n87HX$b(4Xr;m%p1i2poO8EXGq~=}y8ikCrGJ zDBno!zhgS9gDc!k8suN53>!HEYJ~ik3f$yL7~}r>TiHXHgQNV8d-GeH%JJq5^qm-w z%^8fsu7I+b?1!pCu|v_l#kH0I_jC zeUH=le1Wom9Jo}cF%F%jBXzGQfp7w#o<5{B5(ok(g=X}PemNLU2B!K0N1vLR+beZK zt7oUv2^t$~*87s_VO#1lV1j!)AQSGa(QTlc}oAD05XCH7#SCV;+i z6LySG`Ko|I>QzZdXaE{4h1q)YTc0A4UbW2=B^~|TKtPhK5yjxiJu$k`i;>O5Kvm(} z|K3aTQ%TZfd4|M9>l3QQ-hsX;no%iax{6)K@Kbldtdiv{uxyJWv%RPrGr|{0+mjdRDZK;`SwY`A*V4mNjzGPqmcogLqatw{ z``XiazZH$$F17XF8td&PNLAOcc0-J;h;)ds%zMOsnjZ9UxzV%$yP4e6lB3azAknY< zB75rek<0H-rvPtYkXf%;Q{dm`MPMM`>+ZS5xAFlOjf0)4!=P#CbzXIjC%#&X#E;s+ zaexjO{%89^e5Tv`ir6r`hM~y~eqX(lqHwJvi`}6yq z!+#tO*SWUqdOn}`xIGHc4~H#PpI2EWMka{>K>s<|5ob8w$H6u2Yh!cd74amt47d`h zfPzeT57{I4bEiIsg>_vGy{ar1@xPFI`;5Bz9h@paPzD-!hb`H~?&(DB3{7D@-89HQ z!9I?snPa{EKcmwhsCWsc5WPy@e8f%0kt}Ar2u4JHYHAAV>+EyMWUw3R`lnfugx$}@ zYl^6@2!xhW;SJa80t?jEkQtbKAW7TbSTPqLY%`PWk3_m^dY|a*^!ZlT1-lTK{zR=SFv8h>++ssNx0n2CR)2HfB{S+D zsm+$ZKmCD43H%=mVCONkGf+N5Ly5sEb`z_xzsSw9NPAP9aRL4kMwH68odlC7QZ_A6j(PdIPk*QB zIgh7>UWS}pn3L*%Diu}PeZlXp%2swJmvS&&LAQBaedEJlSt&wiOoAkmSWS3Qc z2DkT#Ehu5bM40!9Y`?1n_)~zH_sJIhM)aXhhfZEv)mh|ZYj_$5=XR+Jdyp>zZ|?V) zdhS-ZRxL3nyCHU$Osx-f`f)Wy{l2n~j*!4rpEOVw#_iIB-n-A#(V9@3f-Qs(Ju*x> z%9HQUVMX_WrNk(tSLTFp)&ld*PnjV|W&qAmk4M7v^$)?GWeUFHMt?g>8AehT6&W`592T%K{_MX@LE;vQEEZ;aX*96f^MaWlZbtCw^=iRCc{krfgmVoL$ z`192^=KJrTe{|E~qfw|Gqo_tk*trD?e({Y31M_S7zZm5UIUd=Ny)?_@0va1liU$Ar zV^}mNAN)^Dy?tx=tkTQz;!Th@EgQD3m`&9dOMUWYfb@Yg&sGmed(iY7mTd5TMYpQJ&m7f!EEbLgi>&_&6x{qOP z!JOVxPIJ`3n$6PiBYlf}Unv+jaEv2Lf+U(y5?*`W_l(zmVnT8)gbm&8(O%vox?uk< zqKn>Us&ZDyMzyD7^B2FhXJ5>`cZ?wy_4}2excU99aIK0CA!2$UkhS6Y~76=%#0Rh zE$l&y*tE!$M}1dW&wO5i>lpDmFM4D*-qk!<&%FxWAb7F+W5BGW&6S&zJj;1hJhBls zM89uq_u{XnDyeba@|Su=y=aN-gsrg^Mnsg2(c_B<_qpTI*NyuGS+=KCwqAVD7 zvP1VvQNYsK-f>51b{rl^Igc25PJOy&V^pi()m)3Bk+p&7N@na1=l44V3rnAfztn7T zaz{rvnwcPE^18-^?fPA*2Cg$6hKM{v)7s~PcAp2Z==c%V^k)5j?xgW59G>n@*wIr&{o znU3od1&Lv-njR%5Kqu~}i!GmFHuXT!#8QtJeDIue`%|p2B{$2(ae*II`^b~I0Equu z8eOa!J+q&6JTKCNGnM=2ebL3rr!rZXZMhrZbptx`{OfED{cXgm;aHdXqf}hae^g%@ zB8;#qj&a?Eppsmho(12RbUS*2T8#N30tMttORxtlr37FTeOY)neJR4;g96JiWQQQt zoW<9TF?M2l5ZJg8-sNIuJYkt;H%8+$DCIbR+GvnpANk5$^)7N3UIB2+BI&S&SNkv+ z-Tj@-kxdS{?SY9^D9#gBk&Gf3ri0Z$o38ireW{N<{>LU=gy{K*M_m1z5Tr*rKm!*r zWAD(*)V1p`SRQGB(WGc_NLi|^ZRz!!5dnkx>y_TXq3+bFI#Q*yNkxuLt1?GH#;(sVj-{UwYB>@ z&HydMb3zX)vZMt}Z~U7m?MN<%lbdsR`)-HETupC!NHr8wWcnc1Yg=(}R>8q2 zo&tGrk&iD52|+?l60RCnE07#QN*bG%&0v0-UPWG1_<>`P;SX$VmTGZ<)a=Bb-;MNq z7E;9s0RyY;qTgNgjRoaLemj*)3skdXOz5sL;Nh*s_R^qi+H5|C(}~^6vKp}1wF0vH zDisYuE#-1XquCy2jQy@uQEs~m_s)SbRP|_j!(swS=z)G5PM{tB%g`vD2?9R+tW}lE zAJ1Vh88paD$Z#jrmg&xitK&1FNa;hH2=bz1ibGmcno~N@%ih9y`4PW`LCXtaf2Y07ih<8=AYo zz*UuF(X}Q9ZoXfa0pqzy+Y4Up2pmG$;@{p=Q3ExqnxaP!ly{&dcG*3$gjW5%!#-yd z%AzDLodfIuI@`EPFF_SAd*m92praM2s11U)ma&NPI|ei)(Lp6naB7}G$|!x-I0jCM z5Yn<|E}}5;r>DP+tXe%W)g1v%%qNZ4TxLkSF&wj@*WA@zQJ^d=2EkkBZ`XxHT|WlB z&|>gj+X+Kolhzo5uhf4Z7HO_bfK>2-qSu0(Pti6J7Q}t6N?95&D}ixMiL?#%sI;?I zp0iw$Fqbi}e@f-UmW&B&5k%^c46IrMK<4Kj$qTqobztzBo}bXqX8hthxkAK^2O&l~{sP z0v&{t#reEwaWc6@hUWIS{WXmbJ6l)D@U98@8gruO6Pce%FOz5kd=`jmW=4)BZQ&=k z8W{{ybvnlK4U9C<;Of!YdQddQumaPzd=x7{hhDIwMYf$o5Oze@&jpc<53E2M$3yl( zRo!A+t6fRLwB899bBSwAJJ{{yE?qe`l$I={K#TCY3j?Ny@zLf!;ly!Bqu%3!b;xDXIg@cI^wGQW|Y`|4(} zJl#=naA?-1aCE@Uy8@kleUc<;Eu<4tG(`A6=d_lIrGD0#D<*uicuU7f2z#ns2Wlzw z?HNA$(Xjx@c$Q#)4(Kfq}4V&jcoik6T%8DJ{|WyyQM1kQI4 z&djdp_k3wc72f3#`@iS|1K)D1hSt!YK5`={=GuN7&s)T03w_Q*LCH?}$#{Lz9~Cgz zYxSfCrz8pUR06n0$&ZSFa%&Yhhs7rpeX?w=QTgF^qW{@zlaPEeijYXevk+NWopUZ` zLG;0uirN0DdblJ8`}Ii4wZ9sse&7)Nyocs6NJe@!JlN043AnHmav-p$_B3_jH&}_AlVYWJqW)^ssiI17a5pV7DY;{s)Z1di zIv`b+r26P0lH7rB*}RM8=nY2w`hnY!A>G(fe@XCKKKQ7EA@CW$IK;aB~N?a2uB z*cEm;J|^tybT*EyhyV~A@YqA<-lB~HL#|ULRvyyMzrFJ zif^a_eE5Y){xwUDkfIV}$BCHtUaptU->1Izw^DbFLQBe)eEzHSg5QNUfQ~^HSMKrb z5yvZ>PIkSLBXvM1Fx@@wuV=!e5?bAV)w)_R6F%?9NmVg_%grE{tA$$1FItKA^Y( z9Qt6WUL53?PaJEfUx3A`zUF5fYteMSuI~bG1o@Zfmm|6vk+Y4xOiQPIqD&9L89HwX zWw9Q7p5(cAYR{3b1efzFaTPF|fqS`s3Q1F$t8-}^Xwk8^pM(*ZReCp$<9XM^Z)bXI zX?E=L`x>Fn?B@mhSP6%qLL?09xj89$M@><=nbFrhtEdFkolr4AL0UWOBd4}iF31xINQnVj0m-|nz6R~cgS zmRYUIFy`Zp*=2}ztLM@cGJKxGIr#Qjb>s)yUO5v8hRxb2Pb#am%_D_xqhP;IP)aQv zlA(he&_%uMz&R_x1Zd(0lq`F;!`qL^Sb#)en(S$5=>jIUzGDK}T8pvpZKrbfAakzX zTN+X6c!4EpW)ql{gLssHpYdR=K?NHU4WV7d_L_aMd_u{Aiys=BOsYp9Piv>p?*v%rzK6a(=>njNs2FwYX94ZAySE0`;q_g#WG#D{iH6l@1pP#zpF(nxFMmk z+LdSN#|y{#he_!FN?&3(I?SGG$L_vgjhu|Vj{71TL&ikKQKE&R;>3 zO$}JWPi>;zwH*(Faa9J_w@WiaB(lq3>`SN8YFJZjIf~e9MmP4kP>?YFwHV1(jKIil zAP&!rU6Xf2vwkWtU(1kj{lOWp*> zT+$lGXAO-F_C`}{ZZv)EL`*LVCG56S?&@#wY*AO~hqhlNqulri4&5X0Ay?L|LnXs9 zkpks7(rq6WH?D0@O!B-)`_K(P#A26cMw}wa+>(!=GeXtZU&gF`{<~f|!goPB z848edbR|Olon=s1&vaox@a|f|D7qusi)tEJ=(-Hy&R=A?HxL&eK1=#7*6s*>Ei{Kd z(1$qh@MaUHQg8J;INuexlpclS`zsEEqXPhrHXnjkms|kRfqwlulfg8iMOUYa-|ab? zYTXj(!f(BPvSxY7K`psoyVH!rxjM4aw9zs;u_U(00F?+);Pi^D+12`Fngb_p_crIm;%5EQG>+>qL-!<`Min9y__Ov1NwV)6rlH1+Ak|GlQH;@D8HDm$RU1GaZS2V9(Jq$^%MlP z1q6~YYdne$*6b5|6WQJu1UuD<(>w7Jj~}^t{)oI}7}XuwUp2IBjW?5hZ{8!ieYJ}kBQ^id5q3?#F-${! z43zm{drPBjOdZkFc~0yCPhp;Y;t;I(~eJ_`Yly-1wP zslVxy@S_zX5#$6*)w-bR=>Y=33YwWD_~iNseRT2&OiUp?>?&Cx{43?WebT`1!$EEM z=a;f7h0#iBNSF`=Zj)8JCm^-fIIV||O7jcYQ89rWNL4P-FenIW?Xc@VON@>Vm|+Q+ zq+Jghdg+wyZqok^WTIy|)3l5dm_bR@yaC3IaXnD$_)4#Dyw!a?=(MO{1FaI}Wyl7# zL;bVx+4DJbi|d2L)UR>SjYa*U?Wm_y7dMZIb|_p7^C|f%`bxq@hG-98_!D>kEs91l zyX{5UajpTpq2M@5&)^hORmQC7vftJ7pP=JZ@DTcG!N^Gr%sN{MW4;I4z#qx-X;0!! zlst$Isr&Zx%OsE8du>8HwxnleX)shGQ&HW%QSjfp2{zF-V4k-&~Lc zB@rT+=*@zm?N}U;u=+5xS#Yls*?2dj%jK?5Rd>}^lbIe4&#zQ-4RRFk{BqR&^S;ez z|5t67^gK&4HZt?6feu|qQ14;kg;nv?M8qyo4Uazbj7s>JVTSoy?0dA~!|>K22TJh9 ztO#MGz`dw=J|vx#0Klq)UmN?G@9ho5m`si8n}4pYcpVGh_ci_X*EDyeQgL;jL8#IP zQ+fxfY+M)|HcF&1BURW~(VKEu_n&&$*E(6i)eI6ube|rKlLp7_;kJ`Fh9_E0YGV6b z95;G5A~qj~PUny2R`Jhqv;vC%?7621&l=a%|9x~HM!JVT9&dhxnyf8+$&ZXPN!BWC z=fsMVrvKD01VKhnPDz%MKYO1|9GLpYUufUsg4XysB^lJ}1Qz*L@!=)2IiRLyi{Oh7WDec;hY0;{VDA zSP`z>|C9aB{===JGL#<1H(H=6&9)}>H|meVB0em{Z~)}iwKMr zQE^auw6lRDHvC20fa%9NfrcZ(rb;{GBvy3pA>MHw!*C!I@HSm=?H(Z~+>w&t`|A`d z^)4^K4LVMndQ$iSeUvzTt`Rp_jKRVWtYa(WQ37@S&kQ~xs`LWzLtm~~8NR@=^PB>Z zEC`vrryH($(cWlS+W7py*vn_p1gov1diSwiV6Q=SU<+1WFT5D0yGMDJ`6>qpn$g|F zy2_CBfyPDPkz5gm!rzT99N*Cz1*ObESI+g}Z*qV!~Rh1s1!=4_T3hW|x!; zk+}vZdhluz>zi$>ogq4a7lZb(?&o3f9H@h%&KUnb!g>D@i0XYUlk@g$k9Khl$f4)QE74Cj-!*2F4SJ767Gp z4R34Ef1|7zj->H+J$8ggd0j)Y_ssvE^c$PxwcaFQG%Opih&1YeN^GZv*pt$67alAs zg_Xhhp&mmYeLl))#Jr%L5|hR{){cP#Q-D7`fU2ye3U! z0sIX}TDLayKK~bAqOn_hIT&9TkQbCl@V7Rqsk}*}v+_jSY~B^_KyT4?zjsdw!i)1~A#W_z2jx31^S?$j(g04dY2X2v@H%-_|~Zk7gFA}gt?DNw_N zeK>z}N^h&W@TCqI1diw838wG{}19-KkiR7(pfWDU#2xil0wAj@rD(6nsgE!_VeYcbwqULL#*01lzGzYKvvN zr?E!Xz1%`a|2p2Pb29n->9|GLc@O@FC>(yy|2j_X7@Ekak=HoS z>?$VkG6|7n_kQ{H;EBX%s`+T|J;3gA0MUK+0$-f;M}AxCN6nD|e{R5}BR3QKoC`vU z!L?1W3$tKfGxF7wB!e~HzIxz9~f+ca*5 zqJGRNRX$Zt&lHMU^rq9`p%IGJ81u#$rfWWF6S-C@tKTv=z$O&FnlX6wyj>^k!B;9* zmDKmGE8?az7fJc3$B4)gpP+pVMy^;>{Cu$UrnsX|knT==Y5}ozA{=`3Rhs4|&7HTyzR-1O3bw2*{#kpG;qq;K1gjMh zN4u(%-Y&>T7Y`=4aE-E%KF|_aM&!01#*!(~*6N=h)u4XK(GM2XA;w~%_m<)an3H8A z3V?e}16fuPuqQt_7Jec1&=daqB#!y}0@lD3{BqB+ox57R08sc>HCC*dQ+PcGB)(xj z%fT0pi+U$b984m6(l)?;{ve*wK9fwz!bz2}aeR`+f{9cgo!0B#<8e=Pz(mQe!J?%i z;rL=J1EJM455jFDFXN%v?n`(#Oi9c0ruPT2R3WcBf$e5jGN1289*=oGLt6A-6rB{l zYC}6q7C7(wcUhsE7D`WNf6#KW=W1lW?c*_Li&*a!1G#8niS4ma(2zEKv3)ps>VgXe zS4?|o^PYX`Hdnj1Y7EWlJOgfhdkv5<80ij%m7vkkHUEA zhkEK05lp-5tmZ0JF;P~{NcxDOEhPP`J&jr4vJM&>hEwZg6FvO!@HN7bN8-bRVXYSC1Bp??yK@2{2Ke@VoV2p@ ztym(LcuLLObc1S-E3XkWTFA0F$lBkDzS$MlRg7;UMP?J?3%2` z(Plu6D3s+gw&GbKRfSvN*1)fcedbq4B_o)qfckE_(eFJOYiA<8)Bjs|{3RbHGqcek z2TQRlw?ITzd5vz0)Cd8ZU#r6fb}h%ifmP#gAY_i8JIjAqj&!0IxRYlfGE0R3FQ0pB z-(55@m&sno$565l#}JoxZdS}WJ79Uv_kn*?xIBH}Gz;!&mHZW}EI1k;y1?MnqG_o3 z=C|*H!6`hYmK&ntNnJqRQnFd%+apPvTy3oU`UTFe#mq0z-p^n;MiASty7y8FbT8(? zM)*=NG~GkaSf|&j%x~v#yYM#I{Dqx8eU1dx#PLv!F1HL%XNw(c+FVogyqmvq@4_bK z28+c8I>^4^Cb{%j-li>$%hq2;M6&U^@{XuAm{ zqY27y+b^|Aw2%s=hil(*oN?A3i%KSK49&@RV*}y^c4bK!#2W3QM0grKffeAfD6jH9S(t zcUy>CD%?df|0RBYoboFnJ>UUNCIb!82hlmohQR zYCC_@WMZs`a_9oH^emBEW>X4A+6g-z%AwjRTfp!8Xhi7~%AmFQkX_;YBIaNIc#Gei z?`qB!zxm@JCr3o4a|E-}m`Y6|V7 z0x*%1z9eDJ9~=I^_ZmI+n&;GhO^E#z%3ou@Q^)sz(FFzyg)F_M`VbrQUx>$Dp3$40 z4D*RK{mjPOXvcpRJFJ!rQv%92b6cKF$>0Ccs;HnJmh+BcdfOdz7pQz>=6V7{DVQ?Q zEhO_;i?wLzd9%G@K5OU0_}i}MjD;c}9-RHLwWm@VR_$=oLgx?RdUdAQ!xfMhIxlp6 z_Ym-PqEc1#=~YuoTMVlEmmsiR*9zvE%31h{iRw(Jl4mw?-@ha<>+|wa*EdD#_IP!p zE~y_SwUY)(PE;`~OiHLZSq+z-s;lppUZ-KV2(InSYvv6%KE)mUKl#0@KDIcq-2Oij z)EkmIvm(pqy*F_?Km*Q7>E~PI-{jr)jnGGhwKTz^eCik~qZN zo39y&tLTl?KTTib{wikYbG^IaTq^isynp@ug3J(}xE; z3~IMk>4yLl1|z%?v*SWikEYXe7VC|iO3gN!gQ+|)&KHVjY+1}Cl>1$dcZQM2KHr9< z9#+d*?spj=)`^t$&GbDsp*MVm{K0(W_@04{FPS`_I6m#xUil`q6!xv{3OZj-Ew;|R zxDbY*yj_#q*RW7AixxeNW!dzmBjF$yvt&fNKqD)!g5Vk(wh3Uv;MbSQVDVmglU^KD z1*pI2kERL{QmmU->+zOmfB|A;TE;yNLn)BfKh;M&Sk4jhptzMve8STyeQ^GwyYchf0i)t}Qyi%-C6O-bV`B z$0S&L1#pz6S@OqR?qe6tJ{f~F>aNsuLY)oecGnD76Qc0w9@iq{FVKDE8)WqR8XG@a zyq=VcP74{LqQ+al)qzM2_V7Vvcz$U<(z^Y6Q%@m*B3MUr8H5xTjqZGM`nxrSx7Y1aUdIAdPBp{X`O>08XPAm~Y2X!9btueA=3JfmC?Lh+cqGZQ)qBX|fdiE$ zp7;c?<)BN-UJBP%l3f|L)W0XU^GJHM=~hd^S4-#)yD}O?oQsd3-y1tecg9(?;s|q& z9Zyq8;^}H#!BZqvycdg0YYoq~56}Zi^-ouYO2VB=!OT8#}9G#D?k7+~~1gZ>pk{@$FNxltD*MZ>& z6ZAZ0FqnS+dpgllB0?UOpXx3paA)v?35$JcnkvVPio)~R)0`Oio44}9V#T;fDuPen zZwugU=7@2ChWm{wkR)s(!YXN`5>Q4e{DZUKA+&KSw_@Myd#ZV>Lf5*!6l=aDhImFK zyHfv7D(jr@;OYuJnBsbrlaF&$GGu9BFL9dER6%8I>hhkor%t=vpDcKum#K69Ij31$gU*yH<}mn5uT$z zI2m?ikYOj)-{R_k$*(m&Uu0DON*l1il_%zyF23RRtxCoDPdQ z-3u@!2{-Vg>D%&G7#quJvk{v0mu@i!e2Wi@pQo&t$&6`|{reaIG5Vzd{o__px=mTJ z7SZ%lEtuICa~x{q`JTRmWto#4^6$x~2ZVQX0nS_GpWZ%eC9XRWCi5c2Woqmi%jLrl zTF45wrlp(b0k0&j-M84+QU=i>&2N3dGW`&j&&hjz$1EM8>#J@LEen7a5<~!W&pAYrN%tj<2hRMl6hZ-MKnAgSt9@ zdc4mh4Ug|BZHyguIg_x_!QaU_Te!q~wmpM?n@@fT%4iW1<3q{&)bsl^mt^N}eJvq0DqQ7`i z;YAtn@e_Rjoh?6_jVJ4H#uuFU;-=GGy6+IE6bQIAXQNMjD3B}u zg)WhtDn2-ses~vsxJY_Fh+`5#$Y9_3)?-IEJ1sBmS6M}KX|>G?**aEqYE_;a@d zatrmwe4SVDsAlI_MPeKPI}my&OaobfQ+8K@(r3GbcKT1i&LdlTp?n3NuWp#3TJ`A- z=$J$gFJAX`bDo3ONx+M|l^h$6l()R|^n>VoMk>bBUFiu%bd21r+~@9k`BE`{S!w%J z;6=C?l5B(BZj8?`t#)se>#TMQr^0!De~tQIEVN9j`Cy;sk`EwC;f-SZ#Q?1%C#oH2 zbc_#kAe0T22Bhl3aq=6LF|n?0p_u>kTKM(1>6!oWMe;Jd>BIzX)l}%!KAp9nSA1sK z4s)H!DT2Dy3$_)|_ghw6vY4^GZk{NLy?hl)lzJVD3r0Tb>|GY9LpVeo(Sv91O60$4-Yc6QI#c30|FEu*~0 zFkN@q!HF4srPKb~Cn@;wb-PE(K)^Ri65LaIUmc018)7u1x-0=W^K$|GODrMeD+_*~ zWU?a&!@;a>yI)1N6W>!HVzJz0FRJG0N@nmh!i^(~ix&4s0J~NU&&Z2<9d6LcAm?Rn z7HMzO*(;*w1$fUB@tQCbkS*CX#Cf-r0}0WZ)kvKvJCid67raiChk1~^->@vBcoW4# z1zyQlFdqigYW=qRA`V!-L7MsgH@*+oLbdcJCrjS#+pe1xq@DC}YRG8)D^jeMt|zV% zr*g1OhUp%NYUdNrdObLtjS4-)meq6+a)VNfQlnm7{cD20>4=HaNU#G96W#`$s=sWGTxg6~}>kNLn~I!ND8oD2GwTW3~t)4{uB%nX4KI zmLnrQo%5?+m7Dxo)(v8NOGjST8U;Hc+ZBltpYY|oA^%q-AhJ>V)^ZVfuF$H}!PU`~ z(I*oD*z)?!5@3MG6C6(!AG>RoZqIG~VuH z^<9V;48NcbCH`?+{PhQLFML00#L6ds@Wz>JJ>7Aq^v5f%QHQ45+J4FoR4dhD3{Tk0 z6h18MwH>E+t0P>zUXo-S!{U!mQ=%=BSA4R{@zf57J>0t;F!jtSxZ3cA2K7&WgqVqS1D*tz#6BRqCeTnm zIRFI~2h)k4`Kb|E7o1{T@euAl0wQlt3{N`2d-N_Hj|8+P-DQs@E*n!C);wxIYG3W2 zRLC*-5>ReF_0e|TSM}=oGWoY>?p>r6`^Pm_aF0ZP=y6&PA6n{0xHP_7d$wA#ol!vy zQe7|3#dO=Xw^^@U(7I;=nWpiH5ihMB*j?zUb_?s~)*kV~SoZBtu>owJ6;cv-3)2$|Tk?O~O z$#qutms={A!g?}3b$!W|fYWaXOKO)!PX?5Qp^rSd@9(;};7!dyjKvR9zWg48U*MUVQXJ?92Z zwXuqu%LvvF{nnH&J=rF^rHc#ZlwW$H9bgM3w^`t|P-5A2xCrqlp9uF!p_0Wc2Qf5e zB^r~`YtNXhntoyby5!~q6(H!}0ge6pEgh!*{)%zog_~eO=dZF?b+611rmrB4N5F`n zpq4uUB`}*zJd1M?+KzB4h#CIopJNYE@22&dT`)<{&mXR$g$itr0JWz*X?$%#vVe=H zH}iQFt7AXxFHk~-3O%F_wF>pyc31hD<0O38IYgzr^!YU;HiS_@X7OUh*vqD9B$ll; z1ZbV_v6KM`&x7d2rXU*cT7iT&S%SvWX;~(xj#qVxmitu1CPM^K)sBPlyi|ZUb@M4s z((&Lw7&GifrB3<^8>`nah6o&PxKQ-W#QqTQi|^0$b#R`p!RdxAikM;D=1uopjh>K3 zOOFWY7hwpT+eq3ap&;!s_V}{qvu`GFFBz>~DZf7sE4yBTcyq{{gg?2iQ#(cpqR5Gn z^?1Mq!G-~o?tMP*J+lA- zjPGZx&AphD_be(Um;`b$D?^yC8r4DR02__%A!NpdTr_CxYSa>+Y5$ zgZ;+lRq3LUUh}JJL8D+<&8tFkewy{uP{Es0@e$A(Azn;ns^)kxI`b~Qta|j+;-|tV z6c;dbPayYu(GnX<>a8Ih@@LDp9$G#!NV#tXvl7*#bLa|`M8{R(gau{S3%fH_4bx=` zaA-`1WV=Xul8>d2NutuK9hgK0_m#Yk9u>-!gWASEFz;=sKb<8k4+tW^f`CKQW%mp& zQ>|S1E2ie%s+hCDQJyew`Z`1oyfXj6}ts z@b=c>pt35@RpHRf=~zzXCB<;&2U=v*?DMu@QphVD5Cel(%=$3PSAECQ!PbuhUj8c< zsaqE1HLMM~XYEmIw^y&nv6);~$NKmNrg)J96z*`rSJJ>UF8tn~J?!7nYZf(7Tt;p! zyez%jkyKD)03}%Q=iq8Ql@HBR4KtVMNSZ4#L@>rVC5DplywUK&tExCpqrIvjem!e@ zbpI9eaX^4}l6^f}d@lk};~=qA8cAf^?RE64{+czK$P(0(wJCb*8uZHg;w=BV*ak+3 zPrwr+rF|=Wj{A(szE_2C;WU!@yc0P_D`yT->O>sz?@v)H3IL1C26FnCt@BJz>H%?q z-pB6PaOogDQNssDKhX##VEs?h2qjW8^xu$Ib#|DvGfV9Isn*tv8Hb)~=}flRPTW@A zU1lqoM*)K!ld+vz`n%bo#Wx;WIk}dtDsiSU`J12blD>l@(I}X{KgOvRu;5sD2*FH5 ziAe=wb7UCxY)kusY=t~WTT$1=T7IGkh7=ojS-%Hc$4D~~5fkhncN}BG^-a)5$2>b& z_NdC_zWtMBT0)9MZMa#vx*N3jpfkoEU`OY$>0)PqHMtc zln=gh-{zzC2>sY%Ws%NNh7j<#VkKE9t(Sm;c_Wfg8}`b9yS|MA5PO_&X7*ymg2{uLPHDAcTKcQZ~bSuMx{U3$x=U*<3T$ z7B6hNUjk=Ed+c* zd8#aHMH+j}zu^|chzdEjEcA|X+DS#*EF4$&olev_jcphxH+jpBL%>CR-V7FdR`$Ye z2f`eWeW9Eu$DRqG7Q0(pyCtf>avT|^1z0{q3C?~xLY6mR<9CY&~qrO*Y-sW@GXghWlzKiBV*jcqwQsZYFQEhb; zP|oJ;c|usth6Rw-%9hL9E>W2!TXdW-aYCVOOjFD(iJy$wZoJ^gb%3v-ZutMT=SMqN zh~4Jg#=C!p{^o5JqK}Dk<_NsD{#(0??E=ROJuxpAdVsPV@7XY;YA;0o7A8HA6;bCf zVTb0u$-8DVx^0!kj2+jS*I+tvVG85fFrbtwS>bBi=iev|0z8nWE(SsQ!8;1 zmWa4DG~koiam2$D+f6vssA>a$GZo2+v$ZAg?>s80jZ24Da|dJ`uU?>%6_p+J(VEhV zXg|jG_1l;q|M@zJHhE$))rk^^0-ioX1!SZ?MVKSxJHlKYY^YKk94E5AyIRLVzB$&v ziYG6`4o_e+`_k+yQZU-NMJSf{DDIz++TrnavdmNJGKG& zQ!oEub#6C@Q*sh2=(MhFYnNl(FO?Er$amL$Bbf{AYz6HvQ-XY=J!GRdo?>?-JI)71 zXOCWq@L=i|VJsQUo#3{FwU_f<1p`j3?oBkl<`UPd`b17&=fe!Z2JN7Xko3td&NNk0 zIuT&h_eQeQh}7zkNKcLA3x{T{Yqa<+P5yUF0Nzwhp!z{_fPuChP5wg9U)!IyE2}5& zeszlU&RDQ4VNFyObhVawNbHHu1;eY8r&GXo7N4|A>PRLZQC{7c=dU7`>N%~DSY{!YZMO`V5>y;td;89nc;oAqH zafvK(&UlJ%6S!33*q=On`SM}h3pKKYT3nqxTyiopg=5m6EELz0PPTRbgcsuvpbJgT zzMJj``yWkK_tSQEbc?hm+|;lAksY(yqfB8SNlTv72_X zK<7XB*in{G73blM>bEPgdaYJ~g%FiVC^g=y>-GC{!Z&N`&9r7<;y8P7s&aqnQsLtx zi(_{>401If@z=%Pua5>irKSZ56B1)SUGlnD;N|!>F6A~UmtDGzo}%2y$?MIbQwB{- zM$g0i^hZCBRt@X?OlvftbY)dywmUdamo6rdg=t@39?p8E*%sQ0?6g0|=hqEEElb@3 z3`^SL3CVR-e8wO1VVec^4y_(Z!^p1yk*{wv;!M!;OQ`5djeGnczy?eAWn zDBWNcuI$w$irvr6FOCng$D~f72m}7-e|A5q)?KHwNniE0yH34ect*l{jypgbJWjgg?m90bE;qqA-2inLBm|N8HJEBz7fw0|Ft*!Iz~Wp~j!;X}5> zxAS>-`gl^Y?q1o{`+r$(4|d*8It0zA8(|M3Q|iRg+ob95rgVJWgO8RFnakX)W`$2L z&$H^jZs|@cOEPq_zgOwf%Gpuh)Bi4CHn@|p8A_mT_nrouo-+)O4~B=z!=>Mtaxf`ZlZhmpe;q02u$;|c=hMT8#-PzX>`(&u&i)hrhyVL^4(`>8LPgufXQ!J{nIv;A zgibSCJ-B6ApL!`oD`cz=cFH zrc*ywl&lEEw)Q20Ur1TrrZYM&rahA}2TA^{>dUK6{*Fbof|DO<*d_jm{%goi2Iq{yuJBUQs!n`d-FPTi57doQya8VSM4|ZPS;i=)b;7uq+Spkp_;Sb z;}wZVqN$JhKBhf0ZW9a$pZ92Njt}vBjQt_X^m}?J4=koZC;ay$>XV*fpAr4qaK`q9 zkwaZ#%_AGHD2H4<>Q{#7TAHDx`#%VI8~wPT!u-gY4)=E{uRSeE`jQWJKGNx}1&G=2 z-EaL9Y?y9o9=jzb+@l3%RO=5$HUFr3xqzKc=GAm>IcHrNGP}flTB#@KJ$MQloYW+| ziGlq8ECAYy`igYxolgt;CN7CB*u5x5lu%~r#dCp=4;zySe)4-8=dRASsTuS?PSzA)g1OSAC5dVtJL_A|;qL8>|6OzE7OS6&!M}I)*ic!E z+1n~cI-bW=3vEY^pRxHlcxd6a=aSF0L&I9wD>OHfXLO!a<}?1keo3|0R0_t}?A#(2 z?NI)xCavQ4lR1ZnZ6}9J$@#MmjJDA~m=6tT^7pKAE`#VDzhUpUO~l9R=i^lV*xL5! z2$mZ!d|81Vtl%REH?&FZo6vtNcZbCWZ5*5%ESzIUS)5vYb(|sizwb@`o?OxnjHJHIq{kRM>~~0Xfb8qw6bxqI$!AMUYPETu|u-1q37olt!c*WD#lU zSdds+FleNtq`SMNyGvR?V(I3-`>%VyneWc*>;S{=o;~M1&-=tL*3e>fpp-?=J8GZ( z1WJN`Yym^PGJ3bYtobg^YFNdxBM`Z}whC@!p9PWvbI;CKzed2@FC{k@qNPqGGl0Nx zW)ZhzA8%0I(TGB()1JS@caE#b=IhhN6bR3D8TrU|Wg)rw7L=+lZW^H6>PM1}vooCb zn0AIq1$RR!es@*8Zivl;moB9(Fo!3+&kT7Q@*skhd)T-8R`fu5XI!4?=Ixo=XnM zvDo$ovh|g>260cA0|2Cr)^&p&5L(;?+P4ls81qQAtl*LzvpH7m9t?-9xPa%}n z76?Q)r3Pf%Xaj-5D?bFwTng+&rwT|m)&PXb#|KhuxyY4s6!<~E|0uBR6(#iUS$W&w zWgIV+71g?2+Nz8M+H>RA#J^BogJ@m$W6Zr)Bgmc}kEvf%u>-N9B(vPh7v$(>s*Nks zo@sD0s?83y8;q!CV2HeT*$C7&bOsfs@+xh?+}U2s2v%`w^z6$-nK43vtiIzQ?wBDE za5w5-v9y>lH%sLKkVs6TWmbIPGwz1`>k(&y5G^=8M1D|a>`0Vs3RF`9nK=?Pk;G)+d>GyAs zEx(-lUjrA-7S6IhzFn|1T(rxx4}day4P%UUD-5XTI)n5$oMewR6(3@@6mf6{Y{CzD zeSoCPd!RV#kGy*hqRzbjGPD8_2yz<^bZlIa`kkwjaU?Eg5W5@-nzKdcF3p8{pgPWCs0!rL6K;H@WF=0j|NQ=k)2 z`Oed-yanF44#-eu`9K_4U0j_5uQ)~d(^pbSA|Y!hTX{vh(Yv^Qb3ng%7uf2)m)ul- z2cknfc*V|KW~|{BvG`#h|GaDCVbXy4n}CjXdbIavOF@yv-`MN^TXpkH^kJvA#F|%s z{{<#%sQWTt9Xx?WD3}RixJt(!*~-v%)eE|{QW9e!tCzZ%>uB>o(JI3_2|uN zrWV?l4}smWW4!`#>pZZZSg>=e4ia*(@I%_tzgJgz=3Jd&6NFU{5bw6^yh*rZzEe}S?OQ}HncqRagl572YG*uwrj zr_DoPzk|KKa;p0K;$uE+jygxGx-DQI0vRz%lNt!^^f*5i?VwI34aZ%i(>Bs?p)rRtqgWu$2<{80FZ$}d1%ITSlYq(_RM zgb*`dbXYqOsWWv!eCq2!D7j|T@9Y!a&Npw7A4JgMAN=ws2%I;WuGF;?`P>Zz{aV2q zgx&~_gq+DL(1080TOH8MqOr|_#+#EN)#lG-;^Y+0HI)B~UA}71KXhow<<8Z?SOx+lw;lkb^BvkveSVye8f#O%6c`Wt^+x5{@oTx|{7^Km6SZjC_dgk? z<=G2flX8?1r2PSMou<$*bn_Dj4N7HlaEHh;`GRbNv2OK?0^eatA}z4+YBLN5I>HYx zf!1+c0dU>mxU+lPhs|Af?~G5qb#tTM#Xm7AE|#TNm)p)pdDHkJg-DZ!QZ^ug4~3ehTNy|)*AI9BY(vlQ#bNKbqN~ul z8^;8f$qAaDCkvi?BlhbFJ*Tub&4ov`%KwDLW_!YBY}4o1w6{Yoc2FxE5$DWr0tJiOSg6+E0Pn8kA)?dcleeeHvuipJ6~&YEVSj*JKmVqns%8bB^as_+m3uiMq2J5`V2i~aT zZ1HPL%Q#69cc5El0W@W`%8>3l+#-XQI}6bT+W`0 z919FcoxvdBVj(uY#P#ihROmun_!b-}9EM|>qgw8-0-^T)ZNkMIjrU-yTVHxB_-g6; zqDCcnl1iT2rx;3}^l2}Lb`KFiS|Vi5Bm==99KoPaPaobkrG z$6z6iUW_AHnA1tO_(O;e{JOMUwKQnkBy2W zg5~P#&@8Sudcj3JAKXA7)Ci2k5K!BVf|YA5i289G`%Zur6LxW5zpVETC_h;A zt=8!^Yln+s%H@6mf4=^dHXVy3jo<)Dk}b}j0d3WQ&N93>lcC(yaQvo^4L>{haF_mk5G}?U=34HJbnICb z)ae?J?~T8zPD%pjbY>dE&>NYLf8KL_7bKe4+A%GcUbfkWmu}9>e!1V*7Eeth=zVo| zr7Z%k*2AwKV8J3+C0Sz5LFtbLG-l)9568okRTelDlUT>+yFl_=J6#gV9V9+OFQD*q zTJF6NhqV$z6a?b6-(nlen)Ndh!@UbVAcXOM`ztWZ*Cpd zo;KX2SEG7f-!S5NOr)lEx?Na~1>SsWl>JnCL2VTDIpf*g>?D^2esaH?bvy6F#3y11 zqzsr(!NT2!v`E#8z~|KpL?{QH-!Gu93q3}%=4iA4qe{L=J8T20-VR|sLaMb9C`V}+xb{`YWb|bk=}yR9=2VO101S;r$n4` z)vSJL(?y>Vp4l({opZkHw0>J=*-@Fkm9kJ_@ZY z)!$X`BUdfPwmeG>>*S66?gcQ8qv@_0(5kPnQ+PV1Cs~g%TYoDXfC~Ye=lAzG{Ns_@ zxj3J@(8)Q1DOLe-&(#|O+jAkQT4&;TzVUXDv4E&}TCZj#Nu>Yod}i1Wqnk1BM!G@0Mpl_mBx_~)R}vWqm% z)^}(Nr;6Gw_*w0+@{RL-(jsui$Q~0_cT`&9s{6wS2_!fM`vWh5xUS2uu|d9(6gBp} zZs^Q-H*-pT3S_c)qkwcF>8EwJk9hwHmdNK*S%)}?XHh;QP0X-)*^3n+)6BSYf#AOatGr zRSxKS=O#&JTtRpKJ+nbrxPj>7sYi8u6k+sp6+CdQ5eVAvvyP5ibsl6JN6uyGheM<;?@+t|0&@^DmFXdU(0Pr#(5bg9^R zcsG5G67PN8jNEumQQ3$cto6*`4CsyIl;c4^J$@ld7+Lb-ljdc0J*p{u4pa*BgyY3_ zl$ck;k>0Djz}eJfP@w_$(;%^mC@;aQV{cE8A0P4n5&d_KkUGN9=zaGO!Xhkkr=aS9 z+&xXfps|-o8cJ$<9OXg%-ruU$nDLpza=X3oV&`OUem>B`EpGcY50s2iEw*j(q__H+ z-9bKgMmajyl8>oJ{QU^3x56k6nH;v~>r<52G!!_bKVooG?x%`@S67h!oznW+-bXG( zK?dgsw!&G}8J~|ZP_lkx-zZ!@w7C9?BL+~Cvs*zG7*)1u4j75ow zT_{Cg4g4lz{BXUSYlOyMtCO~(!B>Gm+3o^J0$QJtv{kEylb$l%v2F3I_)D?go|3E; zcap4Wt@_b+cFPAoviv2Y3rm(q@o+t+l2`nOi>t&bXV2-r)qcYE=MWW7He)OKatkQO zj`RU7>i0!l(#A$H_%VQfz;_@@%V#qhlW9-=Z2yeNjIO?kf?r}?ho$GCH$A zop&8*;-YKVOi{9ttpyX415jXG z5U3pZL0U@jO@qa)f#K$2?aQxBPp`Bd7QeY*+g!f^_6l6I z^+Q;{=iGDrDOU?8I`;SQDD8)3aH%fs-z{H7m} zF=FpibIqp=CQ&U*PZ5a`*&D>@Vh_uv z!)cAJFfm88Zv+!-iA(;#(Qc|@FS*rS4kq0zmV4^!b>3@qGOK(;Ek8T7=}NTreYg1S zu7T_PnthJU>?;Azy05r_R9eg_MCMryY{by6VVCG@x|RJ+&(uFv1FcQwd*5?U-(=5d zY*AyQ_q@1l74h8=xjq{0l6mXVw6Ir4ZbNIs!nOD|v7~41S&&{`ZY3|LHtF7Dnyw^| z>`sSK46{JIohN(YNGtTFHdBRV!p3kcH`=8X#ud z(GR9}=MMGKGm;}>1lzPrl^<_#Z;IPQPCyTr97rIH);qT44S`9RB5u9^4s5M zm3GrLmXt%A@{x8*(25&%od)hTZK0WOJ?INOjY`j7lQu{)Nk6Kh#I@DR#3Xg7sn9d`ZwCZ%P$|ajF4_>O_Z*I2#XTXOko|q^ zS6LAC)s>lF&W}e`l@amhOLfG3v1Iq+_WKHB&wVA8gdKh3>Blwz+n|c6Uisf>tb(Q8 z^^U$>I6U6B_cq`EwK|uc7Yl!f2Q=xjPwe+WG1}t}XJ}I4m40xT;|Z?@F*!3Zk@@%s zEZ700qV$#6HX3PbAy9xguOPIjeYO(Lf8hD2ji2BAH56OGCxvzQz-luB)@%-~ND5+H zus3?Kf=vJO{l6_FKoW~qq;3vyh9h867L`Mq(9jamd}rJ5gtyc4CPB0Z+YHyTdWp8$ z#01QWCQ+OKWSEK2*$^*N_TGejR8DYyVfoELte;Vpfl58*Oqe(*WSihTjV`Jihr9k$ ze8p=+vR&!Eo;)TvWKB(JUPE#&d{GLH$58i+ZDlq}9AT zI=Kub?GG4^_8@Jf>gUE-FYSLe0y~=ZjpZ|U%`6)BkC9*X`El}a$q+D;MH1q8*juvQ zjZ;XWmQ4r&uXs+hiA`q!ff=e$v`O${REikQZQt!Xr75KMO%t8V+w8Zfxd&bDBNdTN z_6jDmwn<^zCHLi*=4DLY9F;b(7S{f8RA#^A{Y zs?$za&I&kP7?5C_VK;NwjG~$)+v#T8{CYYkoWZ#^4LUviz$)56Q;=&5d(TRpioDhN zfHGbxLzVn4YUP+#fLHs*D6H(_c&W9ibkU=)XxOtf$>oVHw^GUO;#$@VmVUvtckN

v!K1d$r9H_ z-3SBXTrdoZj)7s3JW*jo1HIiWCAE7}S=T-%CjN%LZaHrg6Fg1rD~vJy8&^M3 z{X8rsVW32cJlRB_#Kx~Y?L22G@{-B;QQlWc$oWJ$m!4y8+A-{4PF{*yDEy86LgNvo zbSGxIi!{R7SxWF_JXsjQp@UUq+S~4;AD#pyf#nL^0UGG8XPXtM;X?#;Q&mhkC$-(J zftdi)r>KT1c)CLfa->904n}1_y15S}dCYXJ3Tqf~3qnab@Bj)@dU|^9J7Hs9=0EPR zZ&++BzRA@s=`)qS;?-T)nB1w72kvgOoqg6d*3$A5X*TA5mcCSOXY-vFjl7?!P@%zC zOX@69@wH7>PR@;R0!GMEE$(+k8%7QzX5l^>EX6_^BAAxUS#+(#54LWHD&{qIbzwqB z%f~J}F}^H1&%^^04F`+Ww3haJRwRc8v4|chw>zy51Jy%~P*hCXzYa4{`KtIKCY6awU5B08Fbbsguf38 zO44!Iby$C$GoYlbJUn~GqL3Hu>dFuQ30Ez!I6(68L6cQ^A+M^L(}qwg{*ww@w!Qtk z^%emNug&$8%w()62SwujbL>~gnu5;H6{{7!ih! zBp5-3luMO;tu!|`7_Q_1Fi}s%Q$5Xc2TCYNOt#y#Ju3Y#2<8mgHa+K4z_mRTe>@o+bVX= z%L9Aoh9Y@Co|eX6!UGI`$abcw7A(Cd(>3kak$?$4RD_Ec@!-A7Yk3bQUO{C*IT7?i z;xxh#nE0z#IH<{c)TsGTz6$DL6~Zts<7==r1G%GnvdTfD!CT~I1oc~(&A5h%$zyJl zeUqiHN?Iag#u?3;;VoY{FSI=RI{db@IO5r&rb|;6#r&rHEi_Xe|Fc% zj!4oA9`(Yc=NJPSr!(_;i0jEx++$|uFVM<{3cdtXf{5Am^)6`8K|Q*GZ_1Gvo>U@y zJn1m$I3Sa4f@;gm&u7&2K6%T?$hZOnTBsZhAw70l6+6k6x2u#z-PQMuw3y`QBhFF( zF~SGw@(i|)>}-paYslY|9auzn7GJp~R43dA`VjQu6{4tVdO8)_F1fr;9YaQ77;G2D zH`IkoApRo7t~$l8PI|Mk6@qWC7kk36f%;-eogHzBxaIz7X1q?B}uvz|^&hixwZ2&u}2z)nd z*i_>OErl=i%y7iI+^`9_@PUrW(Li^6G#X*oPpDa#%*^`(8~}x3=IKLdsO7;dFp^`B zd4Z3=8SR|8{~UA0u3C~YNHoIw@PKroo&o?ZQ}7TP1Zv2N9VVYp&w4=(7QryI^vI(J z4*)?_^+exn7K9vk^0q?*u~p9+$Z>%;K@FWWbIZ(_y|4yyNNY20NGe4|#g*wgA(-QZ z=d<|26!CX>ZV607!lQRmQ50^l30g=WtEmCFlmgs2DaicstiyTkGtReeszewGxZP@q zUg@@PoC;4rK_z3DtprVSF4bcz!vWbN3?r~GXs*d6OWR5st)je(v~EeAR!IsOL#PlHCCQjELzy!sBEnOW%t8Z2=Ex8c z`*Z18d#|;A$J+nw-*X)A(a{^<;l8i?y3X@6oj%7Blpkx0rFn>jyyU6h^boJ~0Iy`A zr>Cy1%|zkaeeo62Dv&Ed^97R6FmlWTWOd<10H2J^QKLQQMs&M zy?Sco!v-H%t0WK!;=h)|B6Fi3lm7UyR@Ix&I%QQkMWGB{5CWh2bb8G`gd0U;mx|{0 zSe*MFEyc&L`iCX#oNTn=HR_FQyq(=WM0LONEpvt1EwQqhGB#o=0lyD5>{waR zu50rL%PTFqZmSQyA2qzrn#q-2UD1dVfVVKWsHnENSr;6XkQB9eOrE6-uX?4gsR7DhZ+Iw+V~2JWM&gn+Lz? zZ0S%q3kB;t*ujbsU2ym{Z^d2y{cbqdBY`}hpk`4yW#XP?PG>;qUnb|%;#7x^9^EFD zKeM{;#ful;`uk-JwN(P5aJ+_{DB-LHHMp!MNxX>F{7}KQ9|8(-R`suC6lDS`8 zT)dT0i_YO?Q`{Y~3oo~>i!B+i4L3>>EYe_54v1U!0u0qya74f+7llBEIGrSQapX^w zmX%@Q5n0{+@bF1I8U|Q&o%z?8rMno<#*#@V~H0I%SjZxGjR3HvX~dYMLQ;k%48I8vD|bk6LL9GH%$pz+&j@GP#G zLoFtoXOV#*Hgx<$FD)3q5WE4|8OR{GD*bhRWxr?H;tFt`d!(|sG*4H}419DKqw(oF z;9_NZX&tzO$&a63tNOc9n08i`lb7gun(p)K$7egR6ghH%2P6!ikFHg?V-*r*+!TK{ zrheyE>E|mH!meHYc)i%}@L3jmStt3pkF|~zLkf|=d*OQS+qdujeW?-l2Tash@(&j6 z-%pjqtA33CzR_dJU46c1$m&j9xMZ0nHAOaV^YWfD)X>W`PGVAE2kpo^%ZRw8;*z!z z^9Wf73*DNns_8QaEQHRnPyg;?Z{JJRGUQ~tH)eH3MTc4QMB|mN5I3p1Dfz#~t!XoH zDo?lxD6^lJ7WIcO`>7Bq5*wcSr|w^OQ1JY07i!gpyyBN5bTIL0#|cxG%k6o%Hc3S> zkbas^E|ZSdLr{rFD~Rnm6Znj?;#8-Qr6m28sWJsLl1607O*2#d-_8tX(<%2?O;g79 zSPc9b26FiDjb}|wgfAVNx3|yCKA!EY3@1;KD{|p!1jVRxmwYjs^`7N&QgDc6?5T(Y7~_On7wTA=Kyo_~5iV zvJpC-yNY6G%GbQBk}q>sV(n_P;}P3etd}2ab$E9i87l-MH!KtglrnJyfSa%{1R%pC3HlPGB-U! zCADs8W^~j0FTby1X{cV<`QYjtRH2cw4gx?0zrC0rvz#68vHe&Q7ACCU+t;UtGA5I} zjJo+_f1GRdd@%CZxgMb0tP^^i(bPJ~5v3{Op|#OwLC`5v4pE_kGlIFo%(YoO zd&vAt$y=J1!RbvJ?^ebi$T!`f3fX32W?nJfw~zxoB+7+_m30EX3}U<{=M!<@!?BMb zsrxwE5?cYc2GW(>rMN#ovCYTXV6~@AUIcgvl;IXTGZtBK-Lw4vZ`h1Ed>(phjs>(O z!q0{-?)d7w6*(oeIq|AT!t`oU77TKX>JP8ufi}*4$)an%W&7f?e{B^wJRB83UTCoa zuBt$u52`&w5ix$F&0ndRyhXQxJv>rd_QZp-=4R_cfkF`L@X;Kl9bu8Wzb))iB|K^t zt*REvi?=_XfGs!ioWY1m@n~V!MkL~pJUH0@6_Di8cKZ;WWZ%#ez1;b?em$m>Vb4v* z{N?g+l-&#Fa`~mvAo8_VB(*+Ec&AS2y^C)C%R6h-O|*6J-o#@6dx~Q{zsvKS{C;q&X?tK#nGxhc4pbVd@zEa~zHX|R>OOX}PWVWz z_Xn>BpTrkaSgYoba`=0L3ixVxdgZgyR2x5kCN#bUHMX&KCAJe3O{H3pb{ z;6wcowb|NP9!Cw=uUJ~E>1?d1loP2O{ngdg_rt;xT5WWM!Um?@B_t%GTCFT z4)R^WInVV_1o%&{%{A)ALh0lIkb~?jZe+rZbUzD)2Rr8BLlU@B^w~=RnBry`nYJj0 zn=;nbyxX930;Q@_q`?dO<4>pw+-qldyIL1W?4m%${i>?ER4WCHCB)^L!cT~O=f;g& zG`krGE8srOb=ST5INaXqhZqN0p^cBQ>yy3!82QDIB@^)ei`jOFjg0Ix*`=EFB%|r+ zysvrgtGzWYFT3hP;Eg372nd!y6JO}3J1-wba@+9LcDV0*IHQFiRuLDmM4yU7|ZySvfRhtRefD0?*mgZl$2>y=iU=Wt9(P7@l?#)?^S9y+%JJS+tx(S!Nk?Fsi$>F z6BGa*1yW%bBT8e{+KoPWj&%d4cZi6bMjY4z4i`5KMsdF$v>5gm8UAdw`6u z)$7*v2X2csgK;5c(xxDaq%QzqKnTW5L_4?*CWj-<>Rj;Fz(dEapKRAZ|G}dvhkdNN zs$88L1`03{Fyi z5B5WnoPsD4654rPGr9LFEst`h9?jjDn70Uddy6nLL+Bquw;t(*P0$hs$CR^gVc4sW z-koRPqoTC5;D{!>8bxcyCpH~jBbU|CU%Z6~GiUDyu_e*02Y`v+rvLtZ4ECt=F?PEK z<@_Pcr0&kLPbT}*0v;`=cXW!*`FL~ian?=bPx#zM3A~kZ)#4G>;>~^T- zCUFyKY1?DnhjzS++uML#OR8B|2C*5Kqa9aOQ*%Ia9Jt_(4|W;TE914br(u>qu^1*MzlTELje4Lo4N2$+m)s4+sx57;>i57YdLq)AaFqlw`T1r)M zH7l91*1GJ=ZVlVc9HYAw)ZrIN%k(VcG7MtEzVkYe`IjX!oEyLFJa0;!cC!ALofq?PQ)Mt zB_&w~owqXm+MnDyC~NpJx;K^N->SyC{Uy9kZwyO+%5tGQn>d$(>;zUKW zjT#=K1`+16TRdT7BLo^C-^~l_gn*=YZb-5x0+(h1vq#E13z6IqVW6mDI1y8igMX5La))UB@Y2fF@X#;ack&%ET>9u_V-4oiSG zXMf9_fVPjZr1$Nghmbn3X!5S3EB$b7SJU_RdIz~q?p-z{s#T%;2FyqjY^#wKaz18$ zFf}e9DCj~yAHY;lznRsO*!f82Eon#)Y(pWLjwI#ofyl|4L!xEAxTqv=Qt9h?SfgTM zVr*h)_a}Nt3qOQ>?$f6uMWUHEZj8R$(QM-ku+DK;ZBD_-b`4X{E7_$1mCem7L3G~K zl#Xdgk3X<&DP`UC(>Fp4YK_&e?zCP5(;2}PEm7K|;Um$05g?05 zA|DtEcw))3CS&)>*638@MpU)+Z=RhRLjUx#y}kYZ0>_U*gd&}N7efWSIRY-hJS3_; zMGn|Yl);GIqo=0_q<=>7DnN}DtJ+>D>^FuE<>t*doSx-^LSf8|jA!weMjPj##fARD zZ}ZnTX}tqRk^Oa7Z<$>x-!6KxKmNeZ{4{lI^?LTcb~+KU@G!esnu^+wxoxu- zCLGcs{UZHeZCfdXV54@0!z91WI?`P|PwlIx1c)e(q& zXl(4eo2f$CIIpPynJtdE>NYXE9|Wuh9XS#GoW_2@iKk@fl6ugN z+WV9@-7MroUa#g+Mi^jBjFHwIb(nm?7C#@6-tWKG9JV*MhUdk_V%S@dllHNrCs1DA zP3R7;0E~zWlVhLWE?9FRJ7AE_aA|bb-Sy|$`GmtRybb+@>l@GX-PF?C=EJ>TF>u}V zt40$wu-`2i%#~aY&t)D{k=8~U{VXz*s)(Zw1gE^~*zH?~>H}x=6 z$9CU+Rw*{%BYST1cG>jqTixe7la(LKw0DG|B#;e1K@F9W`9(9^M~wLHauN4xr~ho` zOpsp1-ms)=(D6)_0AA;C;v(9o=**@>h7N}<8z5;#HDpeupY=??CvD@!m(EsEOYN$HXGqbL0$Ad(hDKU5 zjgve#QGwu@kjIm1mr?A?(CPAC`}b*W+xM(l84A3N+r~Dv1|DtOWImn3QsO$^rwYC4 z@d3ZEmx$Szb(ak}dHiLr;~aw#LyXhT=%q!M+a9&AApX(zG-C51-ytZgggz05X~e4C zf6$iclWiUS?)&{q@<|&}KdQ9*vwzB}hqe$%OhW5m zJmK|A-OJNncfiUinY!LjJjSs1qS6KVSY7Kh^X+St@rClYUU(88HoLID%){44SX(td}C%>HGI4K_l1w)_e@^- zEBgPrx&P1FhK_tuZitc!#i^#2-A<~*{LaFvp$cAwKHUP+aEmes{W_)({|YG?gqO5{ z_0xnkE&Pb)}L*p$BSP+}}0s^ZTotleko8W6P@_-E>nk zIJTbF3_^1_U3-RmG%kh^hvcd+kQ;sNJzivWjNGo(NH~#tER-4iXehJuxAVE~YF-BO zk(GxV(z_Cquc!WeKg|ECA&eq=78-@?yE-e!etY$t>MAl0eIs9(XQa&yJhSZ*)s|hH??% zVMuCh*HO6t3rHxx-N5Zs-2>u-%$Y*Q5B969V4SRL|}k@S=Mt_ zjD(|cE4bvJ$w&-4xW~p|A>_Rv#V>L0hWE=H=a|2i`j~6<)ae^4J2!q`nhvljX_6*b zmt#&xCaH)o4ZP=9njevbQ9jrtoAwJ}#oeGKOOcHS)FofZ=wa~w9sYBUHCG%@QYWjJ zYyNH$m0TMGv7v2>`GJs*b<5#7IU>;An|jUp5xf|LLiF?}lFkfC!95($VHCCD`!9;z9;X5XiXPo&%`e@ZxAsA-yh+~Jcu{ScILg__#(tHgn3H4c+BIrq&IYR_n4u0K$^Ya) z2To!rsnvLsCCof*=``#2iJYG` zBI{=@E(E~x31kF{*?rn0W7|Qg!1x2d>}*l=HzcH)T-IGRpYlK$0-=*}l#=%Q{fq?v z0N=7ayJmpd{Kfu2huI#fEzPs4rHrMW87}s^QwS7P|bIUs^f2izt z3Ve_($hbt^(e-$sOYUya{JXqqWp~Ix4S=-bLg4q4hVH+1M!GnOS?A^!c^y}rh;R+6 zfFRq;Xdthb&{ExX+Zj!NBy7+P)l%f;({Njt6xuzTAV7hBl?9_2_F56PA1Ai6fH+_R zSByyrbx1Fa+Ns=F0!jP!ovrZ{fs_A?@fP4%-BQsNnXz!`UhrucgT*Kw=|x$?8~X!q zh1!ORpqY{}9C;TlZn+9{C5b#IDepJ~!^oeQJU~GrvNA001Y<+5RbW(+c=}Mi49n4V z<1RIgCarH94N_o_W;s8wvilO>N2fg#5$3<{nLISonjkb{Vy@vxZ%4WJUL@{+18sT7 z@aUJ8$GVqMSMS)h>kQ;arGI9+NC;rJeHDY=YJ+^+$AXJ!H|Q~Z^?w1`h?q=Ec}G8Ooj zO|gxxmh&NMywsy{g!Av{>iPgZJt6a@~P1sJk6Hh`mYxOR&Y5P{Mc#n)q$fyX!K{7b-qM%Jc8!pH9 zkcd$TioinNZKY-t(YGl~_$AuXka=P>etqxvH(!dGWX2R4Dh%d~fQOmSXBiCGqQqRg zQ7pb@;@&-G@c2<%wl~T@l+2`DAxI;>JYA-)^2lLUM4+kxt=I~=ir?fKo~0k z3R!vi-mhP)Ccf4pCe#X7iU3R0-;Hz_2pN|sl2=SW3k1>t2D1v3s-`6J&bq__}dFU0cIR&|x-w+3XZ}hV- zhvgjmQGMEO<4sX=ocMW_Q^B~dA3t&jsnaN{s;H_uAB+{fuTg*@q+#kc$=| zjL!p@;Oof8=ixVa-02h)6vj#?wHBwdy&b^Zk(6Ia_bKc1H9L%CagOF>{|(6l8gQb5 zkc@~C>6xAQN+G}*>3BSTT|^G~%l(XsRt0=&b>XqXFdbw0pT{L$XfI!^CNyyTzUvfd zsY%$h-kQVtJYgr~A?g$MNv4Ir+t+$-=Q^q-T-5sy9vDfoHEN#j3rC)y!zJyWzOBMO zgw1&H&Vm{twhag}$>6wUo!sOo`gTb-KT&b{Ukl&#GTCF|1QAH!1WiKAh49{n(PP_L zN)cswgeTs5&T26Z+iYVA@B(iPKB1(v(#Q&V(FQ+q5Kd4bzxF@%HW8 zt!suLE+brwbg*4lVGt2|VvdR!(6+V=LrWKvOub3uXp5UwQ1GZ+M!GKEA-!Ev_0Nc0 z2#xZ0x*unPNe8k_T~8t0Sx)X*nC(IZ6~a^f*KS1%Q%YNonzB1JiWgcUA22{Mh9caHjwJ z5fpuJfmtAe{q{IDHW83Ch3HBShHh=dAc|O^J?acr&`$unoWM8Qz{aNc)f4k0|N$|4@$m(F{0-6>&Iaz>86Zxn{ zOzbR{b$u--R&qj=LR5UYK-_?E+Pk`L+rB*jk3DpXhN7l=dTgkoo!!;<{|mM`{pd?O zuDNGV3?j0TgDw4gGFu&Kn2My56)1b%Ae#A0(&*AW=dH}5Mu_2>)K8irnd_V-Mrp|w z&3#e@iwubbVR}g-Hb7(xOfT@9Zq+B!8tmv2=9MeRL!Q2}69IWHW8LRmY_Sl4nXgGc zb`X-~#z7|l(2;EJB%?ku@*os@!&A5YpCJ9pPBv4o{ZWHmKqjrkd&GUL^7!&&(DTGZ z!K)c*nUnt|4p&`guk#ysG8>G{bwZ*1#@O{^H7fqgqXq4t`y@#U7wCnz4;8{OFM!~v z$bokIa+Q`+B{umlwDkdl%@9ET9dPW{ztC127WKtK9*Lb#I5u)Q`3YlRr)y+31VP_q zEk!0%k%2_Op5mJaHv(D1Qpi#F+=|ABJj|uY@Aibs$Jft~l-&_w&XLmR+3ZRuR-ss4 zX$HKg6oba5-TjM8C*_i3UT;@VK7RMTVEnSmh+mav`xG1f7ZUx9X#503 z=rHyt(zyUV9I3J>Dk1kFmvZmo>}JeWAbUPxtdSi}$OM!DQ99@sPR^v#*w?0MZRfho z`}Y%ugPg#vCI}j)W<2QawOAhNg&93$$O)3xQJ6Dg$V7;=C2Rc_>2wxF7*HP$Xd6M`GitzCK8NxqrQX8rp0F|rPoPGk-e8GbgHv_V8=Umz#Nlri<+^CajcPJeVHxE7Rv z+qWMf0uXndO8dkKwR7jbw!hdQ5(@a_lA~?E240)4aU(7Pv>0T{nkUj8XJ==bxVY-b zoD6KhM9kaR*og8@D(PD95Q?n?2*{T!b|Peh&aT^QesrX(h|!0%EMPmvJ1p-w47Kcl z6i+UF<&LQEza>#&b*}&uWG8q{JNJ(mk45TeP-SZ1RqZj6b?=PM>2dNMoDBN`78q>t9_NY$gXO)u&niVamZp zHFwOCr#k-lciN$0;66 zi6#xC=al;&KRKT!fJi{mV=+4KjkZ!k3CcG_aiLLmq;O?^&^S% z6Udr36f`qetYH=dEFs%bw~LQ_-prg1nprZm=UeE}C_!%u6%`dh3dmjyHkAyFLneCr zx2yESlJ!fWJ%lx`Ou^AnS62sRVD@y3N&@Cju~6Uylj1zmthz0#6<6`^y(t7a+yVB2 z1oL0Ibm?vI_x}E;n7)RZiK+uSC=ew_xRR~eQjC=!(dCm%tGn|Zm1mD1d+~7A^NkqJ zhOGf>78HFQ)QuQ@)<;Y&SkPpg8WaLX;#TG&YN!2UjgRX8yG{ZjHUTQ11ML8`m)9`A z3r``1jDG{?5DY@Kw6rv0ueTD><)a&GLl)y|pJ>NXU8>~=MjpHHit(8lGI${0O$jC+ z+(LCm&HS~3r~UDSs4XiJD<7Pa0WNlMSsDlt2!^M;+rdJQkqr~b!H~+f`1ixy!`46w zU=)&2KpQn2qPCvDt>|;{-@DHOq7~yUFe8Nz^BcFKR_QIYuXJGz=VH5B{QMsw(l%8- zfUoQlW+#yu5XiqoOyhO9;iSU+&AnX_kVF>2P3)1Fi!(LlbiPKw=x)={oHxqpZL}X& zX_2)o2$1G%>}7uld~-m6x7ZX&TQZ9%PpC~UJ)$Lf%)qn0Q{I7-?(RMXknDv~gD?yI zI$ovj;|_sm&SX$+|M!_e!-NTqpQ0QB*iwoQFXPipg>SHVVvgVW8h)dV%bbEr$1eD- zv3}t#V%66tCKc!EXsqcjtE++ig3=Un+;yFPKp{DeB-0X4zBsHUEc9wYD(`D7Av?iV zV<2r{t|+nG73CP8S^b4*nV};1b28s}S?js{E@J%rFQ@E4oPf8mo%T_!(-ycz0BySH z)4A)uK<`23IFeonVgZY#c9_3~9SEXYUu05paP$pRPRQi#eVw_evV2&Zm%ixH! z-ddx^_wU;){tI&9Dav&o)*~}^Ftw1dR%BopDNry{EEMuDy+`n6-BPw%2fBmK++$}O zmDDBBOem*_q6O6wnXU&Ya~AU+PP66&3F)7299o-RzAPW-w{2kEpzMRmn@=%X34xUd z+}-7gr?b*`^%3r9>#fy&{ww){XM{G5oT%Rvgm>WQjK=!HUPH=-g7fW{W=0Ir&27YY zCe~JKeY>+`sm^g!5 zh!g53#?|$VjM%y_j}65f&x1#fB%?wnT^+iNiYKGz2d%hdm*3U6ke0~|4>l1xLB5Wo z82WrhT#SqN%y8ag@Cgs0(?KJKet5>~y%0i9B=0}NrleiLkNwQ{{<9`Xy$W3tRfNn1 zP80~l&p_0AaD(aS>D7?A7ZiXq?{FL+B?lN8A^9dun9M}Ml-PoEv@HBx6{K(|L_Lt! zXzhkUZ5?R95I>F70I;-k0C)#Jm+$5EnnhxCP|+dP|K3rt3hNQRknEZiR6R&i?g1on z8W;+(_W(2?k|te=U(l3KVvy4~MmBB$2MRFoEv`2iCqZ#TX@_V_#yIaqITW1kNd?IT z!dahIzN$BLp<3SZL#pL{&=hWg1_&@r^q=`(c~I5i@v241@*4Xj8JO0bc9m$Hu-}pT zzOu5?CdM1r;~9YN`s?~aa9^z86Bl1k=7q(UVyp#D9emmWCwUmWj4g|c5b=%SkLfyH zO`ROyDQ^Ur$Xx=KNkwLr5OD+ggmU}bhuj;sX>HlPI~?D994Cm35g&%jwx4c*AiZnE z852Apz!76O0GBd!?Y1sK&>A6R`B7>rygsV%p93a4(+=?bZb(QYok$M%zmMDnJaVO_ zdrEM*hM!^3SKE2-FOYwdacC0@aQH$V^muX-r7M}HhatM8Yo-A9X_wzJiYyUh}ECiO8W$l`#_Uy;RfG?wJ&oR4wg(Uzh43{lxv+N_5EBMrI39r}droHffOmKIzL znZj1Cqn#&`ibgN}ZwUn~an4?PE-o@8SsV=^(J-X+SS(w%jsy+EZiakPKxou0#p;=Q z(V5IyqRGdu78RYp{-d0k@s59O8`JYUr$aEH04efRiYg9{=Q=O@v|TiH%$b(yB%k0v zDST5QApO6_a-7!+}r-ixFl3twrHW!Gn*fXuQX_vk>7E9u*1LP@1ox zevgNsNuTxPi4)CNs?HUZY`wBrjf4nCF+s*;m6vH4U~$>>d|~#pj{n+>-29Ex3e#fx z-$qvLU7TPdbD@lqV&IwB)TK^%y~83X|7 zAXX^MhxAzFQq$u{A|?C)6b4{DN&v)!URog-b7Y}%&-fJkU;t@$R0GW)c=w79o?$1) za#-~Wv>kUbR3``6AUxrRYthuw`=}(OiGS-nE+Hv-r0gNJN%^bg3K+q54kJ2_|eBt}|&<6wKbVy;-qaSN#+t!>!CD_{?9 zE7^P_=Lp9$@C)w`^e_I$PU;4W-~_5EZ6hO_dN)*>_)8~DyucC ztv2daSb zRLL2a3m)e;VUtS~$(il)!kL?4kgMYF-bML3ZWsUe{Onu-kZo*ijJWDC5r~PM{YHBF zTrUL|J!b}`3Qj-wKOZ)t7 zY%d_oFw^H8zlQqP|7Zo5Ux9k``bR3bt5m}D+N~SH{_-0a?ybmSrJHhi`9VhwK|las zf@Zp@|8@eMTkv72l2!K2<4x0=2Y2iYky|DQPHw^5nr~WlF@t*_Rw}4g7W#4f0=xTX zmst&Gtb;JItQAThH57endQ3r(9M_zaAjMxN^IZLB&5iohshI5YxW#08^6+z?f5xFt zr)%uT<<*>ZlkM#pf`t9Mt={Vsdm9X>)tBu_Oc(CpTltchp?_o<$A@lQ)lCo8`1f=2 z;B&73DmLEwj%EQm+r>{FJU&{ZrCBmNv8pg<371b`G)UpvscOwHUa)#sz#feT^R!yB59b0K$zqrPY^T&y&2~ z*e)Wept3Kany0qwa3u}CwzvL8&hCBpmesvMxUgYhT338|KUnJiQ9rqL0tO-q1m4?T zFH;%*2dO*WymI|X%Qs=o=3e&V-7i6&IsrgQ;Hv*TUnPBl#Dv5Dh7WccPFj+a{5<|z zUZit6ZCd;A+=cIQ6!j_k>Q7oqqxeD9lUpN|h4I)WdfXQ^8)!|xh1?@dM6yghhA_4K z9aSKi`BjDaaN}CG)o7O_XH``kX!u5hSl2a->^HUs9U)Jk2yA7U+NbV|LJ);0b;$h7 zdZ*z~rZ8<7Yt2U@2A=X0xVx;E5b`P0M2jqL6G#%icNl`C`fmSY>z)7eGRNbFxc6j9 zF^+p)tWhz36*h7#Yi`2)RGtbM}n;}k-YhJBe@jjX6=5gQ@~ zTJ+X;9Of{h?FHN^qmYFOFMvNut~}av!hU`0i?oYGRVH)s#oQS(Up_+I5_I;$L^R-G}EQZ?9Z9LR5+!%sg1={RU%l7fsJTULw3jz^(jWS?b!VcZ%P=1p7 zp_cT}y)Ht6k3S^GXo^a3w;%jN9uyUW_ZG|*WHLO8Dj2HIPefr1zzrOjW2jX)zoX!o zn3<^o;$gs?t@+z{?v~r(}udZ2|oZp@h#=#i*kJla+1h{@&KuxW2%ML77A{ zoWBhPbUkaAd7$xzmUi6}4Igw{&Bs2aDUEixi(NN9@U(ciL<{+$_5ztqVzx{D-#RSR ze;*lYe$n=(t;?Da1W6(}WO9j))a?@z*Z(sya{5ODI6hc3tx)hGXQ9nKC^S?z^I(io zX3d8W9AaCphnrY>UMNj@fuSaVwHZo^FoZH|lRmE~JElCq+`xZu+ofmc45T1rta>@| zkS1E{Mf!>GnF5!>Pydd5`77^D^vbwL>FnylZEXEAzuUG$8O;Dmav=XR)96OGipPSq z_JLQo$ku2|=Y<-Hq0ap4l_9@5w*xw4A=H!`3&E!{ARgsB_m-3B1vS#yk zN=6_r$}n$^rTx{aOJZ`gJ~LE+ z{tGchh-tnXY5MMbor{iwP}!T$#HFVT zYiVhzs;ZiuJ$nF)8ps3+%BAu$1;(30Z#yZAQqci?d;uH(oH=z>M;V+d^-c9njWlY-JES2+b;`##P$1;(_TFp!EB0|08RoY{ylhnM)~uzAuu`S^u%V?Rp6}*UjY%(W z?e3?|+q0Z@|5Zld+zQ>R$mr6gv$vqbmpM$gd~?w2cncxC(|rV_jt`SG5te7)lRv&r!t%$JO?BLrGW9dkRkAW5p>Q-?1D{j=U{RMT z-a~-<)vCLg%BoSDLk07MK$EyFB@lmiTFa%p{LfYYPyf6br=c@#LcK4O^+hjf-h>w~ zcvx=s>;LSGiqHE_>$JE@!NZHor{NbtR?k@3<)zk2wMx8eq_^>)cf_rwD{r~VW z{^u{j(A?d98x|f*h|!2o05%rPdCD5giS0s{ISy71UUx1K5VOs3i@t!X&Uu0@$tfz* z{|z(2G0RsCTD!v2znR(D-GR!ALcttfri~lvfOmt;w*U@i6FmFj6oxa`FTkxJ4!(<0 zfgb!rf3eK$P_f!I9I#L^F@my{Tl?c19K=4mx> z5B~7Fu%Bt^=^HTl6*drE(EEXa@N!{p>iPC<3#JukkLAP}?caa>mFdk_<|6Zr`u zJW8J1MNYz}P8{)TcQC2;15EZA0(DIqBWI$q20p$hHcf zT{xT8V+S7U5P&O9?^76V0EHEpyWs%sII_+FnKoEJ`J&n73*RWDJFEGPl(;ZZn2>?z zN*_H^MY2{PaM1+Id+#spS(&j9aH+%6;uS2LgLNgYKZ5!9`}5&;28Af{Vj?g|`HI)C z4;pO^ea#p8+Wyy=@u@O*R*A^905kP1?~9HNwWfm=F^jeYE;Bwp?gMo}zAX%X+l7Uz zpgNWpdKE4tC&%IJ?2Mg^LXnb@NzBMti+xzz(dy_ATvstEsaF`NCl2Fka_)>xipb>D zLAiI)yN^CG6;@PK+~YaRR8UYriCu8aTpfG=vuOFkHHc;Q%$$8H*)onP&?m^?bg*jo zFSUK+EG+WI7<#=YjPE5FMNLZS_*d*QDcvq|z7-`I(5gd8HfgWdcAEOhzrh`$B8RM= z(M3zk%|YivkzIm$g9pw*1W-%NO=K>%I`BA%j0o8fqu{!3>(;Hfd(4C++sMK3c*oFL zeQj+Dt`cBTLahO~{s9v+H9+X@(#spLa5RUzIyxv6uRqiJ1}9IZZ~pdO4{4du2bke; z2joPdU_p~{O@Nh9hcj?;azY;y41waIXEvOODM}uG$s?~fHA}Q-?qbMHVt>EvZG@oyle2wy2aD{EbAYwO**zMTAgRh-Vp+ZrEn+DPzFweaCqQ{tNzAopC!z`!s> zH<kh4(evIcb;nAZN_`~3-)oLKS zUwV75`K@8^U6`9p%g(mTi>2g0O+gl_Ut}c5C$ISn=M0D66+!~jk$-Lj*8O$JFiYph zo@?%AwZ1iD)AphNoUZN$C}yrABL#2}v+|)Nj~|~D_qdHy@Rk_3cCDa58kn)p@#ByB z1G>l!#j5M*=-|Vu#b`xYkC~n1hD+_%%Atu+r%v?CRTxK z5)bV*bjOYB{rvpM2guD8=j7rFD?In7&&tB0sb}Iv8aNztSiLm&#vxx2_rA#K8yy8n zJ!`Q(Tg~c60=wFMM+Q&-~{l zf0YDf?57k8W_ZHhzpAOJN$h-EM)11n+|JIuST1U(c?!KggC3Llz9asj^l^5wnle*2 z!+3lDf&TI1@mP~&Idvc$^TAF-lBJKCriQDi{j!omw}8+_VYrS|USMXM7b@BHLVM^ZiS`%9cPxPj?I9Z&G>A6z!l(YcBSjC4l0 zn7VS@?T|-2o})3!TE7Xj@3%{r58U|uc4}(sQGa%8Qu#^wLkw3R^uMmHrTzHaRi8sr zM&?0OIp_u#PH9ozB5%xnca5G#pvqM&RND&|9KOHf4%@2Dbv|vEEk!y2?8@OIN5W$B zoUx@MCI{Id#@KSpu_Fn{$gqI~(9qD(mbc<%VethulsxTt>5`eXb%58O-_G`r8dCAl zW2p!=s6Y3dlK?-q!qwIFRH@r~dOsD;dFWvqvEdmQ8ag`_i*8X+;L_96v$wa`HhO^x zd!Q!v(eaC*U*&v~o-S_vK0bKeq+fx4-aE0Q=WT3=eGTDnB%oHvAx_S56|^{-4b}J; z6)&$BdM!>EG#?>(Hn{02-13wP$YkZ!7)};A=dE~u@6L@IH>UP9>B-5-9h1x;=QYW4 zgt`8>(GtkV8`05RxPW4wv-WtL4(+~9QHFE*+ofl1t=h&N6dR_^n>VAb5P*sZE$=@K z4F@2&$F&m&Q|El+*ITei>jCBN#za68r-IE(+t4uZ%^S_`=dO%iUS6|c>n47cFA>p^ zEP_5E#=C{>EFvoEiNZoEN%R2+NrC%X9gQHWr3o-(U*QZ<(a@kHB2-izg!0%fBvc8> zGhyH%V$=ATus5%}yIY2LYyrsr7vzW-zfg; zFl`)}NMA7al$evn5m5`TbdGKdll3#bJd|^NcO>Hb=*D2a&%wQnQM$s3v=5Dg2Vde0 z%?0Zqt(u-u_GdqGw00Sn_|DF{v9PlfgFMjygOOm2@3Sr~FW-xhFNdDWm8VLaR-?-z z2RBL+_t0kM(pB13MCfXb`wjL2Wp57-BqUlS>xy^w;+S%q9p@*63ZVovEsng)>+r0y z>D{of6VIia`!7F1jNG?>){|lZ`V2h|2uhV9B*am^?p19q>HKgM5rrN|(@fU(euyJ@ zP~WK{IkWKMM|w#~Nf>Te@d2CUJ5N>VAx(_(zQ1&ZPjRs<)N2-SFBD&ymsz!L)Am0< zwhhfl&EEk0gN|{X_k7pq_eFN5q*lqPbs-|6(m>9UsMH;7} zDL49v|HuALz5uOF#ivg^I5#}{ez0*%Z} zqKT>Dc2b9siuBz>1(Fc}eK!M$Q0t2qYfykVVDlxvRar?5KKY;5uXWrTAPrxI(~`&; zh@oP*J=+qlX|jdj-S|Ua6YdF1l05Y&9%R9xVpm#&|BzRaSEY1bph*N>zQ$%87mVQb zNgye_Pz;ofitbW7ckX23<_^MiRLx<*ZQH&=Z%Rv%RZy@*H$_xg*ep_hmOwE>BCN$A zw51UL6@JUi%4!9rU@wnxusfMj_zdUs&@`U3Mz2VzPf;h>^` z>(|^3A1iV|?uc8~@F^*o7=6k%-HWo3mY^hf@{CQ(sQkNPr?wBf^3C|GD=QF|#lxw%(?Frh!|^fW$t^e7%Jf!({= zv3Xv-bB7U^=n(;RN&958NU5l(pn&F`h26y-{fX7tvsEa9@UtOpandpjv5MTa^K`+L7eV*ph=aO+1xp$$hibT6Q0C` zpYHwr{S*ogTVG#azAal;?7rAt0i*$m1-{9L!UYr+|A@z}Ti zUQ$De&y2UAyuWmF1{$ce%*?Pt#DHlWJ$eHh0G8+%0CXuSTQ}|XI%Slao2w%)^6_^k zN|s`m(Wqk!W$x3JICMjzqi_BG?T+fj9LE{Or`^PZ0cFzouV3N4`~vQ*ZYyvR@8N6X zl)G~zS|$NE1&aVJ3TX|jBqE*MkJDX+vVjqW^!xU9a@3N`2JAPieFPFF6dDsB&c>17 zE1&=P!+!4PX>z=x(x9e5#kdh}jF&`%fP<|PD-j7E>cHX=r%#pNJuVLak?Mg1WQ!TV zYeB;hh^=z)pQINrl+bSx@Jhwhlo!x@6`pil=@rjT1p_N0-4}}VYVu*Mt?4{GJYXp5 z1r#toIXN7EG%CO;n^DB(ajTHCP{w&t2`X5p4jZXzG7zm>G_ckU3K8#+{yE*%jO!MAxc4Q8|4ZBsz0h0CC0U_gg0 z0R}66DJd4#BuxW>{3lq%15Ykb?gXs%fcashC~+Ul^{m A6aWAK diff --git a/codes/ddpg/result/rewards_eval.npy b/codes/ddpg/result/rewards_eval.npy deleted file mode 100644 index 22c1d74fdd47dfe448d3354c1a455fbc47c9c475..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmbW1`#;qA9>>RJ*S!l{$qXhGPNP`sa@5lS`e!SnW*Yo|(4-EYx zI9!91!r5mVBa-b-vi0EGej4j;E8yG4N|Tb4q9jC`6eId8?iVGNiP*R-J}Obf{_Q?? zbQIVN_zM32{q&up{`ouEve3jU3fS*Y*eqCMDRKP=LrA9 z<``_{wwOjyIPPq4L~)ct8%MEEJBGrYb=@4vVj3>$rvq-FU?CswUF1Ws-Tuu_=2H}Q zRou}VsHPz7vfSZSmJDHPud(4#8oBw`ie80KxLVLPzH@ZPgk8Cl_f(J z6co0DL!(Tn>1?!tM$^F98G926*5_ONe$bAs=a?JTb&^71=&KoTF+1l}xNCq74;f?pQEKvo4$1H-a>FRqFv!*$j*7yw5L6QM*R^T_mXdDWC!$x zNSE^9DOzFwI?ocVb-NCm=Fo_A*V~YtD}ncZPalO1LDWaj1Vedzoche8uB(;7$X(s0 zN)f@=p$9epyOoOvshOq=-g2bRUS59pNhHdaJTL5BPEdSr={x%p8k;<-`N3K|1iram z6>^Nm_}x7_e_Tm}e&?UQ`y3bC-R>F1c?`DJhFBkAq!7j%D<@xz;p90Kx~o-;hq>1j zKZUMB?0DA2wet+pPx*FhtL6BB?`pTux(bu7$(k|aVjLK3xU8)~#`1V&eMXFT%>7Ogy;zlr4`$mHMkWw}ypi7VO>vYv*lSe5?bID>}u(@75J zQt&XX;-)f?LD%P68n!ZmmRl<}Rt%cMCGXMKp3YJjYi!jxFwg1}_O^Lyg2GzgZ?9e6 zBL^YN-cPeWueSelchv?dOs;pPnpV>o)Dr}ESo1NunO7TIV+o%ud6%-2i|9akm$NU! z>a}czRkj$}9U%=*-C6&p`um)U7?cfn95VWrLixq34$f|3U(ThI38f^$fyO`m8Pp*!uU!Qd{1Ok&sa8 zEn@eD{6YKW{Fa2t8tWH61q5dImc6zi=J4*9C1jl8;{HnQJL>BUj{g0-Pa=y5F2Q>6 z!AgQtUX@7~t;Cqld{wvS#}pKdTZMAQ80fx=7HylQU@(#BGU-TTyPnC7L{?WB@5IyY zFd8q~y$qgb(%^J&d`!kDEZwPAUD#udhtqbCl%^`mQolj%vsXV-RwG^pUIvH6O z6nwer^yH5T(lXtPboAxmhWWKG@M(1RcPwc&=HW`euX56WU~II#wfa*Da#UT-6Bily zS;sis>!4AUr@8n;XA0*z-RV9zDcGzdi|-Q}S^0(kc|0RQZk6*j?s0;bV}b{0r?92L z@P}h2=2%p*Wd9RZ->(J|13ueEBc?q2N%*V;|5Ch-RYC{wmP2*v>l4~6C#mr+!4r) zBBs6 zz(WH7WS$5H{^s_N=_T+FDc1+ut}h%dTs@3mnFFfEu1U|$jv88r2jWShQir~BzHM*U z3QJ43O1;;;=Kgx|5AMq%|93q>j_Wl*VgI`}LxllS#D9wm84a;Q{kMc#Q3wU-e=C?6 zW(qL;&jX$aA)!N<{}w8!6^Z`eCs8B105PHeRvJnOmJ|5jYQ+!!e_!$cprFFqQnt{b zXd!^U>yHQ8U#uv%>Q}P(XOdsm{eEZbv{^m2_|`J3cVytRMv>F3*UCaKcXr28Z<6!i zoxeHx`AS{_uS-h>>}qG+C4Z-x?nFNI#T)*l`u)(e+gZr`+chTNoz~;&6}j*kk2!;5 ze>*#b{ME^z^Gc@2;>T3Oww@j$i@~gz8*#E!tY_ohLOw?uhz}+xRJ_E0x+4_pG^{GI zu-nbrovdXTsZ(VU8ZH0Y=zNh500#GkL_~r(RZ`}|7#%Qo{!RyHUu;;W$@zH;bVC)s z8g{RjwZuC5@24N{gv&=yIkqs1S`Od?#fD!QEVI10G)wg($^BLpCD)6qhGu4B%)h5B zd`fp{WA>O1)N`mOXxwVB6)-ge_rm<2CL)!_>zr@Y%(&|{ZQ489dT&4onb^+#ju*nQ ztA{cH?WyKElS`j)-TB^k z=Sk~)~i- zSLgfAM-!GB+i`zet}g2S&iYWtDUVb`F)deTE!eyyHIj?17ul!RW)Dj}c3T|39%^Q|{#2Hn zM?=f!{LdC`q-gR<;ytd6kLL+oqh$!y-?p{#!d2MDM?)*6({h8 zt;X#xsg;ai+p@2;RhENYpg}~2!s*&-?3tW9D1+1w#!cglLDg1C;k#R}4+DyIs$kz! z_}hOdv62q%|Fem|a{=-L@>jm+^Mvx4eEAD&KK(ihqtlO^l{Vnu~ z4u-5ZNbdKEI&XjdyVwR7>=Uja_`rTZ(ZTGYGdH z{M_Hp53$lDpec0-`tQOsUVXb+QI@>8(@w5bt=pN%sq#wxvXjmTAK3UZtOlT4&X)zt z`QVNLXH(TJUN{9;5&U|s#y*7!8oY~##S<4A|5ko+G=)9iA6yBz+DmQes5Jk+^WEr@ z>TJ739+>aB5!X?epY^(^wBeu0I3N5_!q!YVw797Qz^vmJ*ck09rn6v}vqV*p7nOBDBVusQ$G?VX18lVc3}gkTIz)_ zP2xJY1Fp_KjrpJNc4Kii1)8~1hTEtPfR?{lds;BI?%6Ff3jsVqb8+gTx17h>fTItn zdy;E;N#&lqi;uA33lc3Sq*;DPI_Kvr^4)=iEJT3hV#JMSMZcV8+{PB5tjEC7tdHZ9 zY&qtS&u=dIs|L}FS^&UkiC*g3v2ID%RRE}cIE`CQHHy9Y;**p60rXnKF%ZRN(lpGG3sPeBdwIOkEq^KedoVjYKna90RP8uSqDK$zHnc^;VLGDP zcI+0N3!vTT&hI{DFTvzFABc0hu`*kdd^(l*bOx@JhF;4we7awV4!xP-bOIeYbPaibDm z+VJPr@?V*aawsrg@FBMCssA3e>|W0ep5(`#!|AgjT1I{}AY5Ri<<||tDOri5A1{#I z*$66&^Pj@}#c0ui`6m-N73_?nQ##6TX<-F{BWOrYOyL2|&e(?wbs!E{09}Mg^T9_! z({Tk?GjtN zpdWP{o@2p<;^h>*9ngy_Kl+rLD0t(>4PhS#6lzEyEkYlRBTW0h``f=I^H%hWPoY5j zSiYJGxVkvL{M#}ZQ~n`Nj-g1atgEDU_H{6sG!giET-+QVN0!$AX4v@pcXoQnXQQHf zzCl24|Lx$;;GaWj7SDMI5Ycy}Uyg#idVeMoxh^KNV z9DLu~KplIS;W8iv#-uwtr|V@a{+qGb`OIx!?#t7$mc`P>tv2Uw=I*y6Am(d2UW~#8 zx{B@Qv-i(-{`UU`qu;RYM_hd0nY1lisOV;)mTLjsEU0}IV3_V~F6H4fXt?Gv=O-}> zYUlf+BHq7Pb0+t3W69(BU}wq2$2)msu`Q4CQU4V()-lu zbS)o53t0K`8TY9L(AQx|C8p7FzDqZFXrlo1ouhFmh}G`k4ml6v0qA_A`N}|M6sQYu zVv0WP`i;u(JF|bA>C(mR+xTmzgFxH{*`a6sLzbrvif48&rFMQXO0etna9!APfax4` zCS75qjCDS^c={0ZQaJqO`&%@-HJV;@2LmNXt^NFXTpMs!J6*=S!|CAAwEJ+pCWg_W zE-;`OcY&Y}!Cf~9P3;a24;MghFXMlXWrZs6tz8>U&AvRy$05jnfFhjP{T~iBx;h;@ zKFF7kX>M*FAM4yX#>PQ+W`^3^+qEmri2V;fuo|ZtxVKu$pH1|2cL&-}9fOJ(ST!IG z-v&dZ)3=-X^Po%Z1X1=bXzdGe0p~YZyjR&bTCOg~%~K7YXSQQ7Yyr5$3B{}A=qTt= zzf7y|clfJr?;CH0*S-a)@q{44X1TnWyE2eG!WrS9|B+~4x+tV1$Gf-vt`yE58f8usK?G-UOdTcQkHF4#pf5=&jp4aEPM$ zsJd+7eU!kx!k29hjhkWHe%n4chqVia`gt&l+fSxuWwA{A?)TT7{wdnsbPQlrR8$-X zk4w(qMA+xMQJy$)WrG&VBIY}MV6J8mUk1hLaghI!?pp0``^S9rbmE)f_dwZ^E2zd z-f}*bM-rUXS0_M;2w|92|V3;MXEe`ZkB%<`|*f#aLan5i6?H z*%mYE?}x7M5(9H4Dke)4Msybe2#5cz{~rna6G`Zhn}P3&%v>v_5>p_QOcKE5Zad$2 z%k0)1=#l@eFQn81K+{&k`p$6n$q#O)72XJ-=yERHADp9O(ww^ zUWVV%gd_-cE5;0c7SiX=xim|3Lvb)lufgYk@5dhZ`BZ+ru!RLq;?XgA*ePo3cInNY4PpjDzv0E~lL7BUEi9KA~ehHE4zQ$J!&;a3j!)phT4Bh;6REy zmC%?~Jc9b$`3z{jxVVkO1m{()t#@TF4u)~gy#_V-KUEsUWH@mrkn)%lbik~w8d?US zYs2}t)ClKHgh8jr6mY)#e~RA(EOBjA4R(Q*faoZ}W+W?^)GSDn`R@d?=4kUdtd(-! ztJds>Ug<}ww)f%}k0GMxcUMMEG)DdLK8{y`pfF_^OB6e?$=A zw{g3v!JX$t04$vMc-bhs`!nh8;yu;?2WCTkDdcIBrpInTlwp@G{n;={@s!wW?$k2J zsS|yPD@&Iz`t9;r`jO#ThMB7#$u`VawX5a}m(4q;Y?r6ww%Ai<2Ku7K-sN@Y6-C~i zm2jg#nboFIfZUaod&hO@|_dHX^Y1uB8uH~xxqvvI{ zYTd@%igCC-x9P7iO8vdy@SPOD+V+;raxJ*eG{f}i*vc--lyX}@>Udn{s4LK?@5%H4 zGkGcIihoZ9Z{V#IF{`A7$Hsox+9cLUUn+wBMWgUXtv(*3+PZkmLQLao60*y7dM=`y&}p zF!D!rP)bZQnDFop)6KK&7|nOJSTB}lzjf;4Q~tQHv`pQZ&cl`~%Tk%E7{wS%tGel> zo(<36%P~A!>z;R86S-RFvOSqw&d#Ear?6$%ij`4kEIB%n|A(6)S(Y zV}2%*f2@9YY1y%1lgyt0XfDp0o3pJReY#3d*7~_Oo932_3+)dju*@=U$;Y_Y?eDaeEgm; zGv*C%BQuNE_*2lx64q@~KSMqmYZLA2;#XavQ}XNU{lW67uruQ!-6xWCJEM3K%WXY| z{tmukwEJp)krRh>jNWS2F;wCUf8U&Iy{8o}wcB`UI@l#KaR1xDn)hXgt&ZlZj9}Nr z$Cbph4(>H3B(mOd)6?Qu+ftvkFfibpT?P->=<@8QH-)+PyUN;19adal{GZsiX`EAFXBJwes2O+|JB zkEzSX)qFn$O}dLDVJ-(m6W(VQI~#83#xUM(UFk*QC#V zv-kof1HPctM4>{PisvJ5HTl$<&1D2S!Q(+&xw68UL+r{F5blFLqgBy%mh&Gn`S@E{Fw56 z3K;5-Fst@+XIXU69)mQ8O6_WnXTnV-L3GA%K86Y`DMssPIEr7)aiV~?;LB~p1BC$@ z+KpuuY4UFys__UBHLWtPc?4S=*c{+y%ITb8USiK z2&Q2$A#V2=QFI4^-AAFYB}uWteX5xve#mG`km;`EaE%C>a$BX+{ebaPQ;x`v9)UNp zmlw+Qq0XE1)GV1u;g#wH{@YfhI3a*~kr+Acrn4nv?tEX%DL*hqu@IwQdy`(Fmw@Rl zJ{1i#jm<*U^=kq5hPE)8@Pi~5Z%{|By9k=!36dWHd1Dab)_Tm6y-mTW*j@9& zz~%S;en_?5=E${T+gYoXDt?Z@rDZ&abH?T0$)w_~)Cm}h+X&POSmE5x(9}R*$=~>wBNnvGj`B zDIri;sX-fAu`aE*_=!22JimRLwsOb)UNP}H`P5dFsYiQJ-LDtk50VwEp~8cv=^=97 zB}Z8R!}RYrhSUyO=#kKJQ_2pY>nbMA?bbIPS34>q7spPgnTLUvkZ!ARM$21tPS;`2 zSbY=?qWjr;Fjo2)<;CguIj{X}Ip23ltIK2%+z>#eP$XDUb29iJ@?d>3avsuSVq+m3 z+bTs!jQ37cwRiM=`n0A>w2qHA>=~USf+GrI=JGh-JMNz~%nQtCAQi~59+0Se4kAJ^ zkeDQVs(wJEz2rp7_TEN}w3UoABBvOdCJN=jkFI?{SRN`cf9;)TYuC-bjJP=@27U45 zgI^lWT?^kD_Ym!B+C!spj#|%PMb^~mM1?v%@q6n}MaK%7qg(_)trx&uxYG+EncJOF zvs(mr9Lv`&mD#Mz*n99C93DO7^yV-wzU~Ip!|SX?RV&eND<+#VC9MeIH?rc)6<3C1 zKe$4;g@BJS)CNM`wg@&$fH{hz`OEgX^7sbN$n@x-#v)gJ^}ex+3Gf#8X2Amkd>JHx zdx0?^L)QgtJj+W6RIi8NpSD1;z{Fv<@br5OZJ`3;Gr`-G%fD6IfQR(xURNOairf-X zW%}wB1kU&5%mmO|z*GAGMRouU&2^>ocmpGyDd7D~={+J83KD)gs_*a6O+ZFmw&1VJhR*#y6u+J5Xjbp%uz80^Uz2 z2Cmv8U_v&})i4|+%4`fUAqTzwA%B>V;88^VU2EF%E5~yO; zHA`TEgMsL-S8wDO^yF*+A^L@G*=#ql~jZ!K>DT#m}pkGeHedo29}?6)S>@J$gd#0 zT(w^y7%ahE&iH6)G#{)Sl{7elRgXe_Ong}yv4ZC?tELYVB8Ps=yt{YctJAyI6q2)i z|5n3L?3i18xBMinHd$ZF5TsAwcga}gclc&>B&|wowI-4Dtzn5x1`0DKkJ$#}`G58s z_w@5_z=wC!_?k{lr6@`w8^~Fdmo9BpsS{+qE0{Zwr}^n3Ug?95Va~!V1#%GiCteMj z#uU~%2j;Exlu$*KI6=7U5EBMmW{|kyzxfZx2gM=f6M51i~?a z6koC+eX2y0pg>u0FLLs$eY2}_i+xIMy4RT*19MsNS{oWdbP>-efEG)Gamv%(ZeszcL5$GtiN1IbMRcb;+lEHhQDPT-T@NjH3n55*=0U#0vN z&|Tq~p$%dgZ~v1<$vY9Rtsl1m&tsZ~c5#|#wGtLsldW~0_73u7Humc3Iqi;QHSo4# zN%B7IQ;Y#=qC#c$aP0B0E?irRSvMEjV+tth26)psO*(&+Mq`sN#3RCRHlsf;LF|+3 z`D2PwYxuDfyH#RS!iZ2VHLA77Gb2qL_H4-i#r7v`FQx;$zX3ejmJc&MGVr=XM2>&P za1AHPU2aD`iytyK;F5gM;elqZ-sm`od}e9%rcbl=dc7qie7fm$ysKDXKCeX-DK7*= zg$FgFhr0xotI^BbG6Z%^9UC(tFt)b5AuS2PbHZglnTd<<(G?GbdD|UvLHX zfTStJ&N9Af-excclBa{Y`M6bCV8=W5p-oW^RnUO0uHcW8ld6o8%o;ODt#DWJ0JE1t zoPfa7WS~IW<2o~j_N9ohl_2h|^E#NwX)WX655u;Qs`c6ul=EN*Kt<;y%5J6533SDI zd{!zaRd)^(d2fI@5qVijX2`2fooK)3%t|XFf_^0>!mj3=p^FCflz{iaVbaEmWBCMq zH@AKNBuB*Ofg}lC9k`^vp8j-Q#N5X>f$T1-+*}k4xKNky5cW`mLU!}JJj=Wn%b;_4 zF`L(on@RLm9Xj`98VvX|pAbN!dQvzB@M3%VY%P|C9m0?b-uh&ARbL*^P}^4WS8=e>{b(ONmXOjb02vKR<0a;<<4L~ zaQAyXhQif_&dE|3?TS}fxGui1s1UpqsKBRPTlA~*(}Ujj`FE5l>hU z8Zzc0@6$#(a$5Qspghfr4h|1(cw4hXvmtf?H|sbSSAT4->J&Gzi8hslV1OEJBI%z5 z86t2n|F#&)x&7~znPezQ;=Ck!1shRff%!K&n7$pAHlX3%gPXiiB#k9c`|v^cw$jd( z7kA(nS(s2DCDTOg(xT-fEqL92NKWu$wwEvq6(KY|DMox`&0guNF$}~}_RSNbNSc*= z70Lax1Pp;45)=C`%2=DBUfvz4R4GbQpws_;oko_*kdQpl@w}O$iYj87@CVA;e|8m# zIo?Q3!@us&-B?g%5><~DJurwrQ6I&N9V2t&Jlp(sZwR}8vA_@!Tm7I4eMc}oLEpB$ zid(Z`4FwxI4Dn&=oF048hz`DzK%gw!KmhgHRR^=6oRbOno+YYB>mX3i>B{pc$NJ(& zBCkm7o<;9J{DoJ_iE6QuSPnHX158~%6L;KyuPKT?F&qCWS7Zz6ww3M6c!Zdj^z-wi z>Y*(qKy>&Bx>_m0yk*?f^;&b*@^r3q=0Eoi)HTL1eEBbo|A4%#@Z0SB)5rK8o@TcF z=?R{3AFB)JIuhLwcBs687fThS#wK`u6?jaj^ov+6*!>%9S%WxaM({hy;w5@X7;P-^ zHH|>lpI)J+wW9V3ty9PT+u}@dqPw-~bQ*jFV|dVKrsEGr@zmZBJXr~HZa5Q;2*Eie zoQRXsnMP)nDd;iiR+TEWcr5ws*Tgz-py%o&(5{!;-V)HuBFGpxWSFtoxqAO6c($59 z{B}nuWzd!{Xg7)pT?Er_AWZr2G%`?k`QV{%5GYBQPy;jbdXg;h{Y^Y~gQtm()+PW+ zbl$PStTY-AI=;t;vcb=H4DZ6IbGU_n*4C}Krhh6|LzS`MzQMN3nItMMw^Y~rB+M6# za_)cLlXU4iNTdId`W;w^no~uvna$`d1qQ~Id;|2GJcV&3xS;^@I|mf<79jonkI2Qf zS%grlVK!^$nhAU|Sgc(E^S{i$O7>f}i&N7q94BA42-?y*QA^Qhs_JP$T zY+siumCjAhzck~wAu|-oDfRI)B`aau@7nerD3mpnebgFD z)>Scd_@f!bB{e}Tnk|~$n6;r3YsdSsNW}e&aM)IyA=l<~HB?GuNi=M`&$H|pqH)kXy4_539@!+Vr1>FI8<#xDW6B@^? zg|qrgs>xrt;yM`4&oqiOjgK}a+8lA+N?@x9*in@;Gt(c!vnj!BMyFY?OLw{T1*zaZ zlfvJKPEviS9Fp^4x=Q)W*;38>Jmfn|$na$k?DOf>@b#CKr3MHTnJ~H%K5lbPKS#i1 zC@I4Zix-_%JF|s+A5=;iu91e^d?{B_qRcii$Qf7S9!%c~aIJ+iR#@L&MYu-8k8#Za zAdy&faf#D7amU%{gak@`-`!3pCPEw|xRVg)i{En6?^r(N(1`1!`S@JJhUJY%v$0G4wVPaj$EdEdSyXO7UHw#p8iLGuEb7A5b9SS$ zQon8!tlhaO*`H0f%ko;HOL2VFcI+$(e?y9wCUgE>uS;TgV?pQvpG<$2Iq4EUsYI(j z&EHemo6%kU3vZ)>9w4p9`o;fB$Cilw(MfO9e?d3M8Lr#0snnQ#ks_B*eT~@^7ArKnp2HcH=cV?P}jsD!? zYKSfE+HPQMNtZ2z1JC%vy4zW9!2_PY8|jZ*+oE5})+;}*UMo#d8>jV(9d{FclJ%3? z>(0!QoV#1p*z63A@7UB-^2wz%fzolKt_#Rzmv~t`{+P3!l6-k*-4N`tSiMCPBJS;T zerEVaPAj*pjPTCa_BPAVAZU~ooc7w_cTZr7@96Je6PJ1z;FRHHRMiwE-7~oNrkUm7 zsfvG=jTP3Mn`PZ%OoA&5&z=25DlsR#sn)tw>EVOD)r0uIGhBn#Gj5?S#IJO3j#WMP zsFad`>+WW#y>yL+fITEPuxCI{S=rO$sT%vfOc^?mQ-=Y#Hbm_zix{UqusdjIYAOos zg~|Jqy6%l+Vp2Yw;*pF6DOnZ-S?nzX%G)CB4oKuf^Wu7lq_if@rD3h1{?NmRMMxxt zyzM{TvYTFwYcz*Iq3s0{U1s}3+V9uLWyQe5%t*svVd^EPQA-Ex63n$>#mDMX!5|%dZ3YKYUm?>r==c4vbm!krR8~iuB4~y~Fgh zK+MEXDeOCvc{e-!73Zog%l3P+y(-yqXM8o1JMSwVtDgJtU21oKZ9aVN^MOB$e9b5Q zaKf2M=1VT?xMbTD6EERl;W}h}jC|J#V1Q@kvA)shGj*^IYswyOZq6beD_ zV3j+Y7+l0PTY=pzL_onW8|@l9dR(I&fB}1{qQMp$;ufEsRzl~YyM)9td3goDbm<9~ zZ%yTI_LUA!*j8lKA|&tYo$2oG(Aq z^c&4d=A&7)s&(Gfk0<55KB+X7tFEIiz3c_9EN`j~zb7-iCKZ>rmoFf^5m(PC(6#O} z8aZy$H-~G~xVX5e16x#f2Lmpt2W9sW0!=&j?567|Sua+VAV7YW_pL17J!O5jUmDuY zzEU_ga~h}+iz=U>{lLDO)F8>tP4=(+*sd3U66cB~}c8D4+5F zHmj?)fJ`O&8~p^!fcJ*>kZXUu#CfYZQ+xV19+qBTq33tV&t70 z;Va4-d0lH&jubH^T?7a~X7dX*t^?sdiwoG9w+Mz{yBBe~gb9%7@2LBXXy$xq4?;mj zY?^8vunEo4aL~IWlNwS%(p$L11x8$ZIcc;pol_B;(C4?0BZQ$wpYhusw=Q$w-(fLF z$qrJ}D>xj~=$ff$H-51g+YLCQe+HpGyGfw z9`D*!LL?27?QWwgme`>}g=9HPcw~rPCz;%Du%$tcWQF(oy6iWqz~5hj-K^-`(7NQ^ zvY;nwNA3p*RNr6jm-kfo2qefh1}WuM)xH1>E~b z>z$es{DrOD1J)Ld>B?vCWWXvZM<$U9(pmKS7zTE$EwUKqdkbNgEZg^n4*aERI_Hx4 zHHbN?;dP|Bgqs#X=f)s9`tLx8M1U(%g>0l?<0J=fF)i2>9L*kDk`O z(+o-tGNqCI*?_JO#H8K#Q(Y)HZUT?rMqMdK(Ws-RE--&ik11#Tq5&3{h>Ajah0&UA zl~%dWo!siLO&|LNSY=yt#@GD98vv_q$qU~Z)zd3A*#hXwk85*8a+IBvefq;7)6yug za2JX>?J&T+;|z3t2iJ~;JkcQ$ctlnH(Y*~zSxf6g3lmzhaIgRxycKVL0}s5Z&k@QI zkBIv;O3*h^p0+8rs%Le>1;sS-`}uK3}5x+ zxN8ObVy-j2YM)xd0G7e4hiPHu&ao&tJ4>oZEW+r;ITMq&lS3-Je$*y_jNPWtzXE1x zJOR@b0iOUW8e$gUp-c6M4T`ciamTkFDS4zt2&8xY0oU<^9ZkYY}u(^`B_Ut8>ql?Sbpr)bhog1$fWbU&5vbVAav zj;m%&K7^4y;6*AVljU@_xP%TS9o@JFm1OadhpFPqsUa(old8&9=m|Vp5pa)m-KGG) zu)84074Rp%hf9({S04&_s6SLOql)Nz#{s5zeh4;GWh8v`6W_dM9Xja`P)Yi-5Hm%i zkHI=ozM)1HhdgxDTUXJet+Ed%H;}~!gQ^c zbq{Nrs31)ZRs|LA^Y5t_s3ZXrfJ%&VZo8q04v}=vY(F>gee*{TMbMRJxBp}$N(yIs zw*PwgP6$nD=k(4jm&fiVSa)S#4a!s{d^W4_%cgXvI7abI&?!I^R&Htvymh8+O84s4 zA6>F+Tt=Xp9X6e)BF2toc_8DQ^|kB1`oYiNJD;+*h=LjETd>4IcyBhX>+Q=sgYd5# zd~iu8h{vc(UsvFF%>9n72kad9%n7PY^dNzQO`xad?CfB)pt{k>+7FO)Kd7Z9+!K9i z|B=EqL^!>eS^al7d!aCg=>1;}>8~RlxtIE5ex>bB(QGDo(3b!4>xCP;H&*`@ee)<` z*O#3h`QTHTul=4Vb1f^ohf8=UIsNg!&G?@z^2r{2v=H=p@CxF=07VYqk(pE_D!3;- z_;rm;nBgUiD{z5}5Udb>(0)kM5$&`qBiJVS1Uk_12C4Ehi-UsA?g6yqNv`akY@4RzAAW-B5F-gnNy)GrN~Kf zqJ3%!W?;JYkHT)#y{KuYSGWmJGwg4SPYn5jm$FCf+?)kQR<=*m1y&xB5>>>4}# zZjnCb^f8+WH(?HtvVH^~~6ThE0XrPmi#Q z^Y0iGq5Xa*n%(-m+cQv&P-w064j*Vu1WXHAswQ>LWAIE*n!8g9`d^UV zTvwN&R}g%ztwcV6el++sc^oWC0pE~=%4~eHCMxi|`OF^}EZ0idCWO&;B zTcRXpP(~_zlm4~>XH5KY5tkSk`IthP#M_TAIww;YtyAfIbH zUY9f8z5y)&Ny7e%3NMbY|t=5m%!X%6y~IRG&6%}eTap_cjIe1r(=(Y{<7okcy5pi^@MiJ|Tr>uR(HuHF z_V;wCLa1)yY{(q-2oEI*m-PIU1eR{UF*^>i;M^Xi#^&Ad0uG99>zUGqWFn-()%KUh zqjCho9O$fhuU*J7(Rh!xoGCR)3@-U;M8$$08OUxO!>A@l_uv$X!Bi_Hh{1#+roIrE zCem|Yhc4l10ful%WUxCj&?`Bp=%zU9NovrG@@W3N$ICHFnx>*lDamFiD_FJcm?Rz) z*$!|Ji~9RyRyiQ?|J@bH0#LNj#6l3<*In`2s?o!pAAc!FBkT!@w(V>))QK6%mD6O{ ziSNgLPeAt)XI~u`5t4NnrixasA&OO@6LQYPYi-2) zq68NzLn^cex6Y)U92uF>>kZm1gC)1`c%MYHD#u;!EH?6#pY>#2sPW#g`A3&VIDN8Y zqI1&TjtsPcx?h9#gye8CE0FinnrdXc5ny}AZ{_=gE>R&-2>seXDsIBM;~fo_p7x+v zoqo~F93sPEmZKqze&b~<>`^#zqfP%gM}Gv(IMvUTKRQUkc#!4*YJ$HITSD?}!!@ho zlRoX;n_qlNOP)$wpBj|ZpquoYy1Pa(tmO4!v=)h)7_epu%LFHL+}YkQHn~1C_YofI zh*x{POk@IF1U&dHaM@v?g(Q+zEmq*|lX$#3#GM%EtdUe%XDTS&S01s|!iLXpP{W3w znUG6Gn@Agu7!qP#q|w5hs*SL*D2C+4H~q( zg6YMgfAJ7i`0R4scxR_T=Vp*WDfoChWJ1adFZxYj7W)qJMr4{l5Mmb&*Y-`R;tD)AoqJa&+S+5M z2(pC&sH5{xo#uIiM2VU&FHv9<$RttsMP}=95Y7+bcnD!JM6Bt@(hrTC>|=Pel^$5w zQ4)6bed+K6vm_>uL6VR2i`_Ce=@@HFR~#(zt!2=4kO*<$M!Gdgu8l&JX`Yqc^Pgrh z&-B2C123vaY5b6p^uS%bh9AHrE3{`~BicDpy;9lhZcmDRFyhIq$+wJT-kyEs`Gt8t zR#7s8J+=HHNS?sFCRZQw3+!Lms$g+W3x9V#EbK0Y+$J0BnE-+16zx-Fgb%ap*kjU1 z{Lt0MV84v*;C`Yo`m-)3QA}}q<7dGuNA>GJl-cW|82n0Wc!)zr1xb+@SNpY)oO&`; zpSv|5`)#hM*ZmmJK)zQ34d^Ln|6M<2BVrEJnjROvD)!Y>{53iYVBZ-+$9eQz$Nl-F z9Z9i26SRDHvgonSe+gV5(U_0@C8GutQLv5WI58@T!u)pPANuE`u?$4g55IhJ9{lOk zrW=`!e?8SQap1=nsz*D1FN2;LN~41u%%a>c4!lSa)vgy~#CN&f_z5|e`Gkqhn7(6% z>ckZu<5`;`P?)rQJ5b@R)Z5i!ctMKXT>H3!&sw)1V9A|{x@kq@Q%3Zj=nWA|*563W9VwhY#! ze-x?UsjoJIr1-R}J8bBxR^gtK{us6Ri#?ds&i(j}KlnNr_w;YS>HoXI5L<{uz%KsL zJ(GJRBwlDWpwWS0JWEV2Le;&-JaW@Y8zycH13649_&~Qot@?@v(cS&MCz13Ddsmci zdvxrnTS>wOgAr!-o|=5 z{9bfE7hE!y_l>~7D_SRGrl^I_VggkSBS~oa75XZ)_3fy8QEeJ8)0f=q(93x-2b+;w z?wIWWgXPKJE-{a@3Eta{Zn+Na4;pW@#zRIHt`Yp4X6U(a@sOHJs0esWJD7>N* zO1_)JW5w0p(3Im06+)2*{WL$_|7@VUSSsr<{qiMkIoRIB04=zNwb$T`M?=iSEEuqX za)hVPot(v=naJE?U;W}|$7!`n2sM4F#}CDN8}{(@-iWQzpt|o`Jjo7ir^jSOtEM8$ zY0tkJm2AN(8c7Q28X#)d@tOO+zVs+}86|_VGWPwjr#x_@j{dt*Mj_35U^!H7H}dIx#En=C zIFHYWn;EW~4}zD2gQxy|sV(Q`;5^k8=JuF=FplyQY}&yakUQIOH@qi6q~a%b6?3aS zCRf26B`pLWuWSb?b#|*{bwoj;g4si8n{%u^SaYyOiBH@e4vm1{m8j=bf0#wrO2!qc zE&dwzZbg1~m{f&}&gla)9D?nR&oj_@_Ey9O3#Ne$Kj}R;Orz-RPPfcxgEV`Smn5}9 z6MZM=DHoI(Lwymt;$Ko8s7%xc?eb|!Qko=CcLJwZllCSmq`JYe&JaPPW+vP>5mcCT zlGuSW`MKMU4QpH*AS)-ik^z2O2S^uo4nLKT!OaKbM$YB({*RCXbuIM zcVisqailSBgby6DEiV~MBG56w7}peucFG1zzL^*0Hg^B4&zoHPfgkMN=y&b+M6kVm zgzeBK7C?y{9Y|OsG3D?yrqmyj#Nw1Dx8Hit!0)`!xf^_0M4zbO3X@aN&)wO+(T|tf zT9wE+raJXOCl%WdytHQ1wSNuC+a`O87ugpx7M$|M_Q6|msh0{C%X$#;^VZ)oQ}y_o zu_0{*Hl9`eOeMcEI8x&JMc>$O;TSn- z3vfvO?diiRU>`5N+np3nyH0S0fbFy3eq@_bz zknTol7`nT=Q@YRQ{hxC_o%4OTF81DQJu9C3{@t|SjBo0WW=)Uj2)%~wSm6~7Itiw` z9oeO(D7oF9I<61y0mK1%#uWdIioy4PD-Wr(FiS|8s4{pu#5(KQK?dFzYGiLIkjTYSU!D&wA-c4X7{2;NzXtRj|6w>myF(@VLi-_ z;-)6NeE|=TZ=ma7BH`w`rip7IqIubxp_UARTv9(#;)^TAcf+?YeS}iyfETR~gF({f zrUTzd;J1_n1olR_fHR}ga&|gf=qbL!%olW~zD$~jUv0?f0fsnE^vDS9MM*_l!rR}u zEm4edjet2d{peMn+H%P5;i2rplLG8fmJl@kraZkp=Wj3M?ZHkd5V}prR_mF%O^x?=vx|CSt}y+B(6`&Bl1sz8 z@4JC7_GK_72=Goy+&utx^3>XAkF;#=E8uG#?e2=Zy1MRowhlv&c4eN#8cM&lwf&fA znQpUx_P`nf?alWkfc=r~UYJw6t+mz8*z(PaRYmM&75 z??Y6cCM1MKAbVMb>-xfQ$QFc1_62xtNLE{N;M4n$ziQp{2Sh1pArduvPreN*@YYs# zUYm3H#5*MqbF-cdCADcy({*7LsfN*`9y4T8-s|m3=1kpE1Q6q<_C}3To&6$ySzv-i zk?MZ((P7Vrb>hP72YV}wnnuy!k8_;lB;{WgN}B9QnWwe}Vc+kDBkP#I`p9A40v5^9 zar|_wS;t26k>jXEv)}3%=|Qp$ed|gnyjVGYr|alU8uylD#8@q_Q+Xqd3?1Gix+(`@ zB0e^m%=7l)KWR~r%kj0a*KM3^RjhauTZ$ZmPq$JoBCe+GnE`j**_GhXLJGlTcau5K zk@Q>z_&v~L2l%i2Q7MUN$#)HH*XN$lw3-BUU(8;*A&XZ_19>j|=KWQw^(c z`H5_Y6vF;*Q#KLUqq%B-s+{FEo(b}(C20l4E;8S(wm zbOEEF>0nCy?m|i7H*{_z{$H1yE&I-8=9Dv61i*BKS11)V2vHQOU}TiV1Jf#I8Gxm% z++I7YuGi>Tm&-+(puxGWtZUS_Gpf4c$X{G1@7AP*Ilx{yTQNlkf6iURoBj~N%d0hQ z!P-p{oCTX-kXE(il&Zu?qF}N_GHs~yYOB0&CLqJuEEHvR7v+j)Y|1e9QW0W0Z|-Ty z<*=Ky(8C_Vyn@@pZK`oqCob;bII@M-KE5gb-K)LFAJjagD}i#wE>U8rbFWqUn~d_Z z*^R>6AVzptc^bZC4X+KlBXy;aK}_si20uRZI zW`Ag2w3PmDz^lU^DF7A`066+_G8_0pB;>iLTWh^OXzRnJJH6RU1v&w2<3<;Ilh6Lh zxy42KXo)%)tv`co6jE(wLB!Fu;`gt0d?0%*dx?bW0v-nEr?I~j4lOkdY$A>3t$voqE;h;{k8L#B7%*7!egyq0J6Vx&T#*C6{@3#t9W=-vzdSiOWs2GqF~6@*fQd_(*OB->%I>DLr~7b z+AZcKgOKKr{eiST6n3aYKHHjE)q_wZYOBEUW?Ju+l%-Au;hx=A*=^K;fZv*CO(h8` zOMK!lqi;~PH{8KATCENWdej&*we#BgENJ;JyGKfy4GSZZe;rjqE6~FhV}CCD{H*=9ZpwGA>XblbulIWIr4O(;UQ*ucwXFO68EpvsXHON{-V&9JKtW{Tn7u?fS(IXqFiDDXUHtf;rBygDX zf6!N`Oc<_8Np>o!5dNl`E3^YkFB-(#=Z`=34}gFxPI@pb`dYV>{e=^LY=*QNdPG2P z9k(-BE;z0gB;c<)=;jEXrtN@;(YadTOngWRyljnA zx4!K_i@g{6n>5QJf~ID+SGOSm+iAV(Bjf+M@MA}ux#x3`L`uG~ls-NC(`IQ9QzLAi zrlbeWEX)qkJc_swHwJkJO5T5T*Oz25^sW22o(FVk@DtzE`^oevZOKyoN`XGq@yJkh zx~&{2r?|93iGr*V^Wjn8I0**O=m&De%ZzRJKJ0JIGCVS35ySGVhHE}`%qnO!@W+06 z`>dd0-auV6nid-D3Y?H05M&rUK7D>?NV|vf$-9yTL%jn5X!LIbFadJZhIG@PLBesH zbX}Y^IoIw>N+w`>G-C)AkuIJ?Etz$dAqp#t8q10)D{mt^A(;*;|L<^PvaKSZ-%ve# zzN}tOd*f@wE{-9SM&`|9e3b+UmmYX2*3b1+gw8GV6kvM-)9WMax2*g>! z)8&Bn72@Medj_ZsdJ3XZrhw!KmI(+E!mRoJ;n*zGnJX~pQUTS%wX6NG!Uz=4YRI#n z$Rncgk;cL#k0zowwBzd@Rg;ZLr%8teHKMPMx1;~}WkmGy zuqHHfz_4ewl{~38R~|uzLE#lC&mZzGW6jr6)hsO6K-5i_;dX&V~- zivL7bGQYr%BtvyWR4q=xj<%b{YG^+61(Ip4MV(XOzFbf-dt1TzpUclbI{7ERqXk31 z0w+>|mDq1T*_Z4zCMbKQDby+zItYjiEM^nJ3(OFu=o%{jS#EtepI7$$X$!`qK|G*E zM*0GDhZe>`ddAv7otkQYV%EFY#6@J!`}}GjO(k*9Edme=lRyt0!6?NA14;B2(o;K@ zGB_c|#REYgVYLBxIzno2^{W={q>F%_IUfRC~qky>$~!q_lm z2^ZT1nebr9^Lu=}7>+5J4>*Rci+A~%)EP$*eH$baOEFvLS7*PpnbBLX!~G2UCqpT# zVa{X(nvX>;Hhkwu5CEBg?t z${mnJm0vuE->rkKj0L#g=8H3nAqoHTPjL02ol)qMjz@8AvSu`_f}uZ}&+MNRnecmW z!L>E|*OA6Au!j)x!m~AZU%6B2ASX{60osgmiJ;0)4St(fv~KXTP}oH8eRV8&fDJ>_ zc-y(6X#knovc3B|;#JR96M4*ANXfIA6=~Cgd^7Z^y)rTCZ@q$LSECV!^OM1kUb9W3 zB}SwJjT0?>87juadQA+?P_XI*g6YG2eM2~4#SV0NCq65VgE}ZBAA@|r<+tVzR_0{b zH!5(9t)YP^6(A-B3#*V`Ljm2#rtC|x*ZPiReXW3(;&KuJi;qgkVjHjm?6nvb`1kI989 z2x8%+K-Yc(fuM*Y#0nlS>IpSyw126u$Au?AfL&A`Qo6Bqm8f`IE07-X$h{xHMvCW- zU!mb&DI%lWT2@Nlu9-_vJr1Zg^6ZIw?n9=rLcTMuGeVTktj>UOvHcrH@a5+-je-{% z88kl{!i_lEExYK4NtKHk8HNJQP|(|MvaRL=MMg-#=B>j z!DdD;B;zMO6jWA5DGp#YD)AAo_hDt9jpc<`JG*)`G5G*20zjMy(-dZpxxRYFXm}mM z!|Z3HD7r({Qg61!N2=P9i#0=hFX}e0_jAft6R(7ZMaR2B3TR$V)cAF|s9M42B69L4 zh3_wq*|_I^81429>EM4MN(5KO0XOQ9P~Vn69$c)~ONjNy-=}L1KkXP*WV<{9gUi?R zo(CGKYLph}&sk;9^+BU}E?my192LM}n2&7Jy&JJ779$U9ze{TGYB_S|`DDzqmr$?>`a++o!`u*v#*GN2L$X43NAi#uaZ}x7AEu;1A^gUu&y8dEy8BauN zH47(ukRb&n%k;^{zYEzH-IPbZXo`Qi{Q!u^Xf@#g@&H55q{s#){oO|_NpMP&BO*H3sQO{Kj{@U-EXe58V>f~M$u~+br=#qxjE22$@|RC8Y?kg z%boy$17Gha>Y0SD;j^(m@t=>id6z>xh!Aj_??&Jv*bw;rtVv}O?X(1SP_;!>TAgv``~AlpP%tp zwk9%{iMRbiNcS$4mZ+qG-(h)nt~t0GBBPtS?cPqug{f-YBLkeWzM<&1>%I6J&Ueg# zo8d8>dTlG!U8q@Qj|V#0OZl9S-D9M+v(Ews>3exc`<9J^chZ0f&U2Xqo zpF9+if9N!blU^C_Gl zMzVh@6L{g;j`p((FV?G;Zv-hU4hs3AR8Qvb^jndaJwc+4j>OGR-+oIxxE)PKfcya7 z3K;Z4_^~;vZ(AqZk3FCJI^ z-S4+n#sF=%Q~k$Vs^+_S-!&9puN3%AUYo0L71Fl8rznIs5sdv>pc9lA1=i(a4?>%)!zw09><@@hR^*zDA<&Y(%>i znano1sgk-SD^T#dZxv3rT>@D!V4z6YpIR4G;7yYx z(3*z2cg}z&4!VGfq}kwuRBN&t@Pa(#uy(iWv1xE+xky(F<1#q{L&OQY^yc74{hBDj ziq4l7WUf4y9NmKTiZ9bftDlO>9Uf2_)d-&)=RaL<0i|TS%oF76wn7Vyx~brOtuhd? zjodv2Uv7Bek}Ql2DtGDiVSB(0x{Kp;UIL1Iw(!Dhs} z`Bm*!M#6I0oU&2rls_+xK!Gla04QiIkr#D4vm1>IwAPoQB+MG$#vn>+^+WT1KwGtt zwdKjz<2pWiU*R$BBQ%*cniK-BPkrLMV%^?WYz$FJ)LjvQHdB%ntb}HW1XC_HK-tPJ z3E#h^Mj6=`;_NI%X6Eqoj+MPWX*p<1wx1gUSU=4U;~m$dX>t|j`D7NB9Vog@sy%Cf;I}>MV8-`i<&g&+0&hlj;YSxURy18E9>5j!|g8E zD58wDTONw&PirXIy8DZ~12-;%m`=hx)8SD^nj``V#ATJgM{9(xqV)He zAHMS`tPN>CT`uKPJ_*=LgRq6D@#OS1hg;^oQIQ@KynK|2KDx`R}46Sv6e#k+kuK?JJ-)#o)h9 zK_+kQ*8Ka&1J&TqDz(?DFX386_tu!97hrQ=Cn6;gESMelup-`g_gzy5|4Wr>JVUg#vb$Dz+>VU@E?MMscSca zF7hXI4}?6?U5|Ui;3*L~L}UfoE1EOzm&SkW6MaCf{w}Z_lYjfzz zS($Zv7!%)mGrjtMQ}vOtqR7|RfmV08gF^6QhrZy|`bN(7+VgPf6_)(dY(u0d)Plv? z7vDIRgm*hrA7ZB&0LWSSZDvEkKhFj|D}Yzzw%3I@!(IHva{5JN+lA2ma(1F}$>ixY zT>os|&HeS1HM(XKz&-jD;p!EYme-XZx$Zmk2PsOpE|RpJF(G|#p`eu)S#U5V07i0r zKh9>2+Qn5i%OCpm_wbDyC{o1GlWc}PB{VWZWt6h6*gnPT=hI`SZ1EiXI}uymF!D}J zPmo6=I={oy;R^WLy#qTBvhtxJ7&EZBvQ_e_3VZos5a+2bJl>M~5+H1?x4bkC(;<<~M8A~hTju)ha`rf%5Tw1>;p%&*D0F>Z$ln1gM+UZ@_Rz+&+@o45KoKC% zQ^1L6_tY>C66;XFm(P6o)cDoc*$}ca&W34t5&ZJp1>f!w1*=u-*d3SPfD2>Wdj+KH zFxTc)_vUKzM#KBkHgVRQfq?9f{dO?;dQI%W3T8Us9Pfn~&F0jJ*_PRdV0tQfcO*dW zdB}|^hK<62lJsrvrEFV;<}W)_M*NuE11g@O7fbz=Ig^Mv?QgB-*Kp00(%+DM$qz_E z!VwX{L)<|C*lC)#F}5Je=4BVR`G7Pq$klS8l}X)t%PMl2576)fW-a$l1H%mKg{vc# z#&=gdL3h!5`@pcknIXG;3qw`AlFvY9uFaBI`8e6zi*z{B+l z>|9H`?LfA(J50ZCL7-NyGOJF_+{osoS4-u329DMPQcYELyPFxvFggz*zt;T8i;GR3 z=Cq8GoOWVW8)!w|*9EdvRntbVL8q?6#`+bVm7sr}(y10vOHuKA2{X;*a*fM-j zn_ZWFXqFFK)u(?Wwed{x6ohuuhlBYe#kt-UGy$xgZ^V?Xe6JFCh)N$wAerH~TZbWM zqIRIjS7FiU^Osjfb-_AFph)*KvU4Z==Y3Tde5v8Z<*Z3#v>z4Mn_<3%7AyOC?;&pf z+MtU-m}ZU03}#e}N|NX$a>;BUXv5Mwzk@a%ijKYsg9Vut7WjQ;sP+a44Y9v(bG*9RxH z;~wR%9Sj;AqKd2rQF6ZL?9FZ+5?Ma|M=pH{6pkZg2coW|KiO^RpOSt-Goz7k>ivX= zI}{(!!`&2Y?5rOf0L^G>JcDI|f;=D6!M*1J|Df$WMtCx9KcAtYBXO)}Xx6VNF%1r@ z31IGq%MNx0iwk3DCK8Fgb$>TGJw1(?qkhG1>A}V^H3<{%0PU52TYl(pH9wj_Epl7Q zD7xl?YYseY4PhtIl8=+b6+*do7==3+vP`Eh+_F1|s_vs>kuiA>M!&qDrr}Coa@;6= z$4mht^Nb!Q6S*zcPN!qtAv-y#oGMogQlY&c1hMJ?MvK8N zUT?h_pKcnH`L2M#zplxpPT+n+X2Z4$`-4pTp>s0a2WFW-%<61}G8@Gtjz zY$uvR1=gMNq8-EIwBO%u_cE4SUPxdDOOJrVR}pIQI06gZr!R!k;~eb*Yt*^~IfedA zd~r7O$}EO=Lq+?%ysr%|TfZpIQa)fp0z?SQN{QE40jW%5e?)UfN8T#BK4ALnM=<@k zPtYyK>viwaIU`J5*h$>F9NlAYu6(FOXs3X#b#k}yly0s>Q4Jr6ZhJ{v)Ddxj>Js@7 zsV7>3BO%V^Fl(EqaI|);q2`DcU!lf0cYQ8%m#tY|0qofH^$+2{IS`|}$ocv=@{aS# z=CbF0;afdumQWChH)u;27{b(Bh8ZYo%UVYD{xN%?y<}*8S}$k&Bp%v?xsKw%xD$ zCn|X$IslD^44!#_jOk%RfOtI-CUV%kyg;11i2+(E_cmP*d8q9$r$6Y0y)>CYCmin4 z#4js3bB$Cb32yMupsD!CJ$`e#J&o43V-;fxMUHyAF1U2ko>{y)Pt@_(<=^nrMA*J^ zQNf~dAtPaRA(EczZZ;cW%=U!o5L_;^7#i=E{#-OLWk2S&lr82od505%$F=hY@0IZM zI>!Aksf0S&f5B<4GV59bM}vZyzOsau3-%;GDqb$yfh`G%$_hgnm;YR#>0X?{YXWMk z6;dz{8z_7~h9alR>9O+$01kHDRx8~erHF7f`$y*&E2%AB0q67-u{$^k#hR$;$d|-T zrAtTU8z19-23rBk`&pV~0&Ce-a3E=_V_iopduA>I z#=uW-=`PV?_t6@f`HqXdK4bNLNj^=q21&rapp{^9#ueuL)#vUB8&wO|;p*J&N#aX5 z`GKw5vG=`mI**)v2W5Kq3mXFxV!qzez`-=v(ji>aJWO z(Apc=vScAKr63QmJ8HjReVWO-Ubws5&T!^~K3M<0Sow2B>G$Su+fUYS&J#StX%=S+ z9JzI!vro%QSMQ|Nl2SgfLss}909r>mjgwN_#u#$Ii+kQm@_a_Iv2A5meFdqLs!s8CqVQs_Qq#FLh!1i(vMKX zW(!hCHlJ(MWv1*b(0gld(DoO{2-G`RVZF@o;+6z!0OA*T_4E6~wheB-@Ebb+O#3AU z2=>BGd{KMPgSW{AHb6+-VSLNKS<?7JiOC~WYR)?W5(@dWR0pR}h-+S#?5?4dcEB#JaA^XBa|IIzF0f9lp8@it?o(DoW> z;=~B$b{q9SxT>hVLBWntV~p*PjoBp<+gp2@5xnYFMzM-=ZP~;GwXSa-xu2`CcK)6I z_@K-BJ2@}6bxh9jJLeQ%081_!70@ADU6E=Zf_0u{;`W>J8`cpgElmeyjTWjj_;rm+ zn%FcMOSG28M+OFo$-8?P5auadYMlWa(u2t)Ch!Vo)o(j|M09sV8q)hu^sc9OAP{_b z{^gUyN#ylC$_r?hU;lB@ANwC=GF>3f`+jOcBU#&*MJQ74YdTyD%_q5e;f3Np|9!zh zLnl=ksuVpQ=ZqSR>OXi~Vw(5MM=|W@rSn%=s@1?DDqxxvLKJ3_D!!(SFrB@FVA_i> zOKtXsYtmMltPEIi?Y0Cj3BE=-Lo@f0O@1IjqJNH`3Hi&E_iRs4)iPrMdqg+gm>kWK zypN2l%O7X@ql&__l<6lB5|VIDfWJWtW^ST@Se%H=hH%VzZa+d&P0*%UnwW1Ke~0iD zzD#%*nHndK$=`;2@V%GUAt<`lgoyVs7PyUtVDo%U`TL2R#?KVmKf9qEZY*Bme)>c= zTxmM6g8+aVHXTRpb4WbJFEAo7l74#Dz5QfAhvsQd;IiB>ZohKGrBvjpOCR0$v3Gdu z`PT5_Z~x8TY{#^t=CS?|Be`UxfsZj2)%%wsRZ{CWDcvD+1g@{6)Z3*f1ie*bV*h-0 z)pOTJ9U7hy4Gz45{?c_x7e@X>A73xR)Do-&H9Y^*(lO8rY|oltsgN)^YB*v_oJgwfNB}P3q|` zAcq&*DY>KsX)&$pvDkd4?T|{L6B*vk>;1UFHPQ1*)#P@PX6kFVsj)>#+ImDQ6g2tC?2{Tp@ z*O9bGvJd{9GOj5Z=Eu=y2E?+M8_ORx6$$+KV5*~L??4Ta|MBy6APE=u`kbp4nLF+qtCQS;Ne1mrU)pSO&y#-|5~`KYYSp7xeD>%CXeh3-OIWQt=41CN>u86O#lTZ1v& z;99HhDA72bcxRE}486&wsl+J<%GkW|Z5*}uZf;3G`s`LHxRmXz@Gy9vFD?>Hg0>iK z7?=PEBDF1oQx;0w0_h@!BU@4T_7dCxzCK*mk%K9f&@j^= znb@=WL|8s>QVoDGob_5OIs^?)-DbU|BlHa9LKWXdAjfxs5F(6|x&=($5Q%ZPOITxH zDeksw9V;jPV)`JZ{Ia&yZuEPUtS=y}E5N8f?Rq|d?xVo%Ccuu@u3yrs*?6N=gA5Pf zLo>-A2V#c?b-x#v6{G&uML-7yOBD%y7XJc*U=;S?pqh;R(kw{{P>U58CB(E))GY7N z8h*4Dx*krq){%V>L05CJh-damH&)%77tfCpL1eJ`kgYq`$ZW__AjxIAfdJemmtZ7y zgK!{9zL7f|K-A3L;G$H45cXI4>nF}O$4lGRv2Vvk7CFChyio4tFWXkpnft#qGGw<) zIFTZWk!#4`ZC)9yr_jSk1`EhYIGt6{p3BG@befT)=Xul38KGhqvWFxqqW4wc-|eL60oHX|1=`7 zoAE{-F}%M7Xj@}HV3n%=?G6J}i+=?GjoDuc^!KbXTJg#lh&q2*`p5b{zxQW#0OJx9 z#r(T~V7!R{Lv@9nSX0Mz+KFwKb@&YoY`-^+6PdX>UwlA(8!RRl?JadE1+Q3{5;7nC z!n$%&Bk~YKX)FS8lXHtg9z{4IN)B%dIGs#Jy51Sy3Kd?|*X1y@%~X z`q;v=xv-KI(Lenah#7%%AZWxOt53!pQ8>RFX+#H=An6%zeAlUI!m8jij$xZ2=mQ$j z;Hr(8W^rkHduraEmzZ4e%ANo+U!j9w@lAjE;IFHdx%>EgNVv6ujb^d$csbPsjoO6i zh`Hjx0BBB)J4TE~Vz4s6-eme#K1Y>e{MDx{DiiQ0SU@@A8oQZz}M^I#Cuj&1l_tMg>8LmijmSutM844nWMR*IEgM;~Fq5Q9@c(ysoNY_4Qi+=A9~=C6N6vL6xywN$|+SN79+likk?Yya4V^S z(yvl~{DF+fy7%n;RD2`z`ca%(^g2{+g}I29?$yZgy$A|4{r~~eKI_Z8B3!5vPWDZb zkGaj=dR0)MS0lBaYxcV6eFBC{{dpQT9G=`{77TwiKrY(yYKyh6{Nye~%0Q@130+h8 z$DlgBe?Fm{Mf7eGof-}*X;CyZycMJZ=r??())o_KM*bdi_LnhM<)b@}5StV#pgu(~ z+rNvA$OiBQ9Z8Q`j*~Dct#{ry9~#}Yw+@>gG(g722A64iLIvgz8?#ktjKAn#}i7#r;Jn+mBKbX7UjCN1nnfoaO0Q$vjL zD{$e3GDNCaS+43$!G`35CNaLMy*Fn*MdBYjbSTy5u=sd-eRZu_0AtpjGj0ypvNfrahPmM*!qZ^zMXIn3Q~ze1tev zU@9q~Inc^$lP0?Ql4RNGgSF{*aGaKk0Lr-KkN%gd+2$=)kQBE z#&+1Ko_2qqpFkByT)U9!a{bi9Y7)AlW%h?Ov`-LH^519QF%m~i3OvxR0nf-+X5(WM zap1t#uOx;+9%B`?3Y?>OVTh^k3m8T9i1I1)<19I`Hhg*@SWUs`TI}X5pQ4z{cZph8 z_yn|I_zale2A<`vEJ&65gyf;eQLnbjxb%e~P&S8=Q>A;w@TGR-Asz)|2=q(b?S zRMLIH&4j!in!S?MhyF74WeJvHxG|!dQD7|&s=K0j{Ra-C3djgxw?scr%k;*uE>*pX z7lw1Ay&u=W$6$Gq8U%GO@34mqr?NuWy?mxGj7XJ~qhVjqK7+aj`4)eTR;UwiGQN*b zj>8RD+tDN0_^*jFBBQK^9?8;5O`Jp*gI^M$i^baaP|%NsZv@H}h>OH!XRLPmDfGQ> z>^0yppw0pQ-DKvC2zJmP>SJa|Z=(6dx zkCVY60m2W`-Ck^rxiYe}n66?Mdh}QJtBuf3$YvsWXCAGwBNi@)8;^p2N#)R6g8*OW zu4(4zbU=woV}K)f zJLi)@OQ2~7CWVxf?|eW!iIHP%lO)u`yS)bxc<^-3qc``ifY$Th|IZnerl*L+fx+KH z=ah@4?DE1iIloFw)P5gWgzkna&7qlbx?bB{t$tZ;Kq<%_L}u_IHZG1r8*kot#+rg$_+JHH`XCSRQ!IX-#Gi zXFJ^gSMcy{YpMT*WS6GN5C6|CMX^cL#M}h%b(;^DY@bo^PeUbDLO%jr*Lb9NN3qO| z15rN^mSZPs)cRUStoD^~Lh7mDqwb$*{d;))b~Sehg!YVnOIhq_MSd7T--GlQt2<7q z0*4@g$gus%qYmApwp+B$%^*fBL|l#i3u8w!>mVjKL@5!ey@NDPhBq5b;F?pcfH2w# zM}tRSWi+!nIVKPo3IDTNrGqwh@`;&(NWINc0DLpz`1OZ)B%?~d`M^%diq@C3_+7AE z*t3xMIRO&Lm-GklmLlgs9O8b3&x6NvAQgaWG~KzIEYetaZMh?V4vBn@dbg&U>N6gR$11`0Mh>!J7b@C=W zg_u(cJYZ!)_O#ZRZq^{@qxZ0Yv=l(5W|g^u@bPBo`Z$Hq;f%|UugSVC#)$0(Cce<2 zDyrNC3T9OAGz5X4v`U!L1*t#wp3(3Y$rKaAw2=d8`K7C5sqCGWjHhWp6*wOj@rlgH z^QmQug1^?#ye1MWske7D{Z(p+=4>PIRrDHeX$Y7X)su>l=)MAU{o{Mp4& z*AHrE^T(b!X#qZ759@z4ukb@YASieK>{|(rF+oe!kMgB(-^*J;II_8H2(CdH>15@( zBb%rZNFjUxxN`ZKmXHDN7Q&qAnmbIN&+nS4$BLdXD%dyLqS@7I{YgJqM6=JX|eD zEiLIkn<%d*ev1SF^BNeXIY64Ao}Q6O;4_4=NWG*lH_BZCU+%rD2XYXG=0utWA7cJe zLy>IKtV$3nN!fdhkbVdmDT*nmaLcC8bo4ttfdB9Irswh&fc({c%$IvY=AO%_)f&}4I*8J<`6cpnka=Awsl%T``e z7&Kl_>~ULa`@TRXWal6 z(XTBkcUpo?f(a4#b$?14n@!g*0K(D8kweRRBbX3t9Jb7Qk7@K#DwhnS7}qAsvoxUk zdtP)=J1UNHFxU!%lh_YPw)U%lab78lR0RQw0JN!EW<1=f1ZIMn>)Wd&7Ii>>6ZB4Vqi!Z72Oaua&hYct0tRo} zT;np|$IU7t{|YUJnew-I9A^W6!}NH#KC^FuPr__> zSaVCd^p@;oRVwJ7yu3urm8a|B^U8GJF~&{IK#dTzptnKxKKYVl(ldYqHjGQEVezW( z3Lo_d)&!fcGd1P}l>zk^h~^Tx9!qTg`kZ17M36p*v;9Z(d$#00o{2tjsS8$_4n7B6 zXFd4rO%y21*8`!7c0j=GKiCzJ)`u4+`5YkmY|#aRv02LFpqmcF!osJac14E&LnD3k z#+!L1Wa7YQ@WHHhdqSjTxpezf#EJr~)V`ZHc76|H%672PyXfOfa(p|{yfi}O?0gfY zU!W@H`$U5$_qZJE(ZsG>dUi~wxVzOdYkF&Z?sO+3{1H~+Kqk200vp@iJ#7Eg`*@7; z@!wtNklG%r5#VTR*0kaB=FC&rMW_4qs)+#Q;URWpe!ps5x*u`ur@V6p z-{ncQ4R4b$GYyTGz;D=9(TL=DD+D8-Y-RQoU31coD4y!99MYFW-&8Im!=-ArjQ(v< z;GsYA%OA0zwR{dcihCoxb3}peqvI53ok-%ndw4m&n_5W>G8A+<`6-Xi>v&K63gY9c zh!#tCbt3XHLqu!#X(?SLC*sv{m?R*sEg&MgPI*LV{k5dBevPnPC7(J+TD`n^^<(k% zWc^3V(|xukim%5r!ltlHvMLq!_{7l12J{G5)C{JH-;V78_rffU+JCb*C;gFN{yAA_*!fVedKHB=oHxZWQw`-=TvY2P$PS<%&UhaG}W2Io$bg{t9Ujm&=-R3 zdDKf!kwPjsmS@g{3_F6Ufo)%e1UU6=z4@=dXo3-1pV#wVLZNZ|j+{b5!GOzdRjIDc zCNf+VNOKGyResWD++^H~*q;|t?Y_NuJSLlO?~ZtFM+&QSH-q|#iuPK2{-TVP^z278S3So_%{psBP4Ftp^#maq#`TY8P zqEW=-v)J+41aJbv*7H^xjDvUby6fMLxs}_Klbs*qhvAb^kaPeyhbeX>bM})dVHc#q z>_Tgzo;4PFX7d#+Kt$P;EzuSX8Pw5XvYAv4TWAaeo*|rj4q&MgkzftA5k>tNWrRS2 zIe67Kt*uDNx`LMi{%OBqjJE)^@1my0+-6_SMu-Z>?}1T%tp#I9d{_>TP**O!9vVF%TR8o2d!s?amQWf9b=;OCpp3 zi|`>NC!LgXCg)A(oDqZ{$>Bh;#v2%~S@ta(_DDbFyf!&PC!0GE4ckP&W37*r%~{SF zt2x~c4A1(%nTKTa@9=#nXYR66BpA9$hC7nDFG=|z$I~YtBxfPMD8eUiOLa>>kLM|u zgL^sI%6Glbwm6y_h=`S2H0+hE!+Dz6V4JNy7u(LuVjE{CD-5y;OL~IpXg)1257>=8 zbP*-6O<7EU*gGRXRjLrU$`iN*7pnYvck4kXl$z8Fs-GidTx<1od-7c&t3mkeajc$V4rP2J`^)x= z;ofjd7p(c(`^MG?>ar$((;Q@`Nk<$S+lly=vX^hkqP*0L8uHb4&(?EvvA8kJJ;j9p ztRM{qefBalcb0B}W6o&8(RbK<{^WzFjNG+aVQHncOStvjA-i{r$D&01&zvDq!VKyu zspLNxbC!lzg#_n87PRU`&eYUW(^yU0H3GzfiW8y5le$BDp6N!q=A;{dFrwIYj{|od zDd*^OX3N%T_!oFZ>nlPFo{OsPp)8MWz{uHO;hL!b!a8cm`7x;>!Y6in5yyAV8pk70a|k9gMQFe|~4f^)d=2c!N(qZWW1Zm+ zwDnTynd2L}s;O1Fr5L9x2g&)o=^6s*CWCGWZFe@&-{e{O2VQkGpz)qT1FjD3TNS6>eRCHY)-{e?H#pdQ{-s* zw$bjd?2ymw9huG{d3t6~V6iJFTOzP6DFF5?L6NS7cZ z8qJ97`yB!F7#mt!!FOLqpMExv-_ZJ-0b=Fi%Hq`B|Bfx0$6{1(W1EGw>J;Prm1+Dt z<3_;k$AXILDrx!fq$)+Zu+!HNr=c8{_*8deJrj z+!3oGn!5Iy@&*-1qaNg24)14cA$yJ#mlnNM_5x5J+i1xU>xKJ?BsEP z7jHj*n}j#vmZfDYRN=>LB`zzR`fGmY)>}k78$ENNqOvt&3ygi|I{DAQN1@ ziL4>}V;vNEI-J#MfA0YEzp5=5j03{FkgGmIsRiyo#Sj4|JVCJox^8hBlegi&n{>dHPIlD8-BiHyx8@ zsSd^I5KrPheH71CX)7vgMsMXS7rCs6T78aJ-Wo^_WCNHg4NfZEzk$9haNGuM&>V`5GVwI+|&^QoXlq!VG%L{nMZyq}HlSbc?^3qY9v`^q&!n@jhfC5>>a&eg5~>p+xmt z&p#!F3e(}2lbGYgsMTb;IJ`{Eh_5RH54`@JZ5ezcoD<5=EJS+6<@ep#P)OM@NnO)C zPo}qOnsgX*KQ$kb$ol7~Wr643myBl5XI7@+dhR56fC@<=0*4lnq34bps@i?P2qo1j zi_FqK`+97mv=wcOog%c}=wMpf&L1QGm#X^6i6X_j+SVs^HbPdbR?>}d;lz{Rce`?1 zg;Ifg)|D`TSd}>Hp)xR@0xkikfk_?$6nk6%C8{)pOUO{;`S*c7Q``?=>V`Sk!Ul_YUaXiYD7k%0lb}G=pl~M zKDs5NB71uCjV@nR?BeXRKO-@ci~ZAD1eS`A>ve8jUGal zr}VWjgdoheC24i8Ts>jhW*ckeC{gm9Wn^-sB!N`{=aVZ5B$~(s%U$Xp`xHoJvTINS zReP!gDZo=wf@N*MG7^T!!}seD4pUC9Anp(}jAr8;eNUh6_UgX~^2J8yd#?V<@Y6(G z1iCf?7t;gbtk|E$h0T&ipc+=guKz{SS%yWK_ECI>7>NOChLn~Z=>{o5Qo00*p`=qm z1qP(MyFsNyT1ps@ZUqFSLsF##L{Q#)_PwtCz<$_Oo_Xeu^FQbO>YB@M-y_LZqQd2_ zqe@1uwte-CCH`bd_2_EuIzqGiqELh@GAM(}`@=&ZZAA*hzhA{0huKlEJ<@7S7AlFrr*|#Ge}&F=H;Dz281DQOTVLk^z#HbfnVK>5X+UX>HOo&=r^q= zxe+G3hj0#(--7sgl#iBC(-&CkGBeZAh)mb4Tz3aLur zm!|u5zDSZ40p*B|8~)oTa>x-86;tBlAmReIZouy+Vo(u!>=*XzKdb)N2cydrdZ_vrLZWQ$}t!6OOtrOB^AM4B6FTSOWS@*+U4n zSIWO2G8WlJ0BU>?*j9VlLkupCk!uoTPfb>>xy4bw160$C>ap!|J(~{s)1Yc3@!S_d zG$=2)ga4*Q%V^ZBl7p;yuw`9o2s77;DL=m6>W8d5j_elMmUBC0)V<)pB(!`H>VGev zSW>V}pemqi_d_L*slI|RGMwLJlD55W5wSH*c;IJ z8Nzc#QofYM{t=tvp}&oqyoyn(J1yR?BbKgp;Vkrl)Tvyd2#o(ZCm|kfEe0a|nuigW z+rw_hURPP?J8F?5>Gv{J0QdgC=~jNZKOMXxPa4LiMCCJ1Z-a(ZHylGa&=eDd-g%)w zp-%j0ccj1o@qfp?$IbFOMB}A zP)b}d!K|uH4u%}6HA&;0g7Pi$J#*U2ooj*HQbJT=WA|lM4eZmVf}rGP7>=N1F4xJY zBE;o&-@i>dgjn#|M?rJ&8RdiRa_OJSotg)1E}h*KfmzEWRTX*yCD`=6I}Ajmp zrF)7@D*w=6Gwfpe5|p~+_(Nqi!E-HHT`mP`SQ~D5L-0EeO?I_|G}^07!M6x0lrGer zlh&Y8VUuEXpvh^Vq$t8+KTAgdJ-QhC1u2F~|L1d?TpCRMTO8L#_ zbXnYbMO!wtiOIxu*Aem|f?h1%7D+vH>-Q<7!u(#(_FQ+VzbFV60OhxKNSgr~#)tj~ zhLe3%{r8eYIk`fjjwS!h=?uFbjb%qbr{n9$W*JhUoBZ!bt^4kq7irx}cOBv*R2jt~ z1+KZuBvROuzoLws1;nNw>WZ{VTwQZGlFnE}aDQWuk%_@q>_1yJNM*0DPOvY<@=?Om z)$6}q*O4F2zVao?>zGasX-$@_-;wr8R6nA6sB$A|020%_0T`;jUgTVlf8x-fAnC9o zrRM_iids+qLHVfj5;dy~U-4UyLt<)vi0ax`=o2VS#$Tk5IQmx?hCnMdameGA@Vv^j zWX2_$XHeP_cf4>ud{g22gs(-X&{Vu?6a#5Rm)_JSP#B<-R8jimZ#W5Rt(FczV-9UZgI z0$onBKKsw=^29Emv~+VCoGDK3QQ`=XU_@h~n@9%?NgqW2Nm46%1}-F)vmxjRhssbC z!X_PTVhBYbb}lk?4Y=#riXYRQ|tGu-K37xsa1<99o-%5V&hypep^f5^e<3L zaT*K|I}aa{nExEXDFI8W-3S2Ruix4&Y}%p?)gA_8{KOlyQ~zzSbm*zq+8<}T{`oNm zUmfl2?haKwfRU8jS#!JcG2WTtpX^8{3(XrEsWz7=wZJIBi|jCUOV845UU|2_qPyt_ zXYqqd&;;_-DFMzTb*M4+XTM=XH1(>R%bH=Ox66g|nGdFR2y*>|Pxa-k=xwq2!j0;eE zezZ@z$%E8J4qqu+bHt9`{J<454<0hiZFjgqtjc)39F()FvwVN?-5;>heBmtGher|- ztA&msECQ*Mf(DA|=m8eM+xcgOrSi{d?~3*sAv%7W%aMiOVhsz2M2d2I`!GkT)$n-uqhQ6>kuMofK>w)(f`Um z0cyxkv-p;mlW?--L$x%zlHZ7^o2K)auIS zXJ_zn4!0rJp7u3SrM_oL9Ss=z6nS+agIA{B0|XgIGqdjKj29gSfwXSbND_i9yc`w% z1dw5220BvsCtG75WmYb9WWn`P@}T47@bq1*6Z)@5Wn3A_Tl60Ob_n|l(K`;#M>UO(u-3S$fa?tS@u z-EjenufGVX%SeYd23Q??^2Nd{zJ6df%!;0UJ#Kl&eXds*l8X14*{+^~29&~K@7iEx zkOXVx#eb99wSl|;go1v5ytVatD4O7t!1|ph$IrE0I)<_KS~hn^s*(5uTmg?W zJz|B}>ld_4X490aos$cohC~{~fR(4m*#`lC8S^h?(a`%@Q?+_bjjUFk#^4Q-;YtcA zZgYMXO=n`;TtcVt6Nf8;IevjiPMMX~^CZq6a02WgV%bwv^$*kONDK+26Mp9LKGGQQ zCM-<$vKNmLCsb*J?>WzM%GSC-a&BwyklAU(_E*XxGwjl;mRZGhelg+ZG^C}?B(|H; zP)-d>J|8Qz|8|*e(80_y-WtG>F_}_Y&&)A_ql1`btjZ83oQDAHI}#|QU8iq7*1%L0 zcsW+$rgUWD?@nJI-MS9Jb~L?Te&&MA&x_KfPROL)^xDRGP01J=sN4vTS7wqwb<@0P6xqFVyS zaFz#*QBhE;`uaW&vUHb+HQUbQTVZY4xXRG0=gZAiI*ZAQlv?Q8hix=IvYWj`X7BZ@ zxu#@6x5Te${>;S(uzAmvTXGj>WgC=6q)7EAEkweoaZJOG{gT=}e}aPs>$GsnSYMQu z$mIqHAv9jPlZZV+zD?T_W9-SScSDd5H_IdU*K+-352gXVWVfw1gz+!9A#K~Z`1<-i zSTaJulJWVK=F#$bC#}M78_BD~k4Il!-q}A6Qc@<3gY^(6xyANjp!NGJpUp5a>baph z5x=Y!UQ44J({kP6hF}9>5ovj=!X@mw7`9j$GfZ6xIpc_Wh%F1PGw6OmC4{D@tu5GNJOZ;sX{>S!yojnj?m@Tud%nG*}o>IxH1mCHNS24 zM(=xv{teynenWakn^`*%It1*GRux<~A}80)XQ*G=6;cWK5v?J4%`7eU)bJvQxLo_Q z{i2jXayotz+;Z^D|9vX50s<-v|L@<%R$Th!=l9*iYtt`}a|jb?VELpS8t{g8spe)wuZn z`(j9RU1;;0)rSQ;n9&%&H4oo^*Tt-ME711~SR`ws`?!`>mBy&6?IXf zWSleeWYQNTIq{}XmnKWt@AM3FklA|LRpM(I9Z}cV1snrbbpRst+oOH9v>MS*xgPtf=RVrLWHa>q~UjZd6 zv(eYl@*<+Fn+>lk@!}7UzUq7CTq;l8>Kk?NgN~p^NfgfhId#xCu84Bw1U`tjUfK%h z`o>W~QI?XQEMZ?MRO)Wl?WT=a(tsW>?Y;yw0O1Eva)=@++ygEE-wMekqulv_`f(cD|v*9F489RdPPF6FjW6MEH zfdNoA;Nf0A_(S(;vhj_iT5GtTD@}W1YraEqg9H>&}mII z*yo_p6V(UdouhUrlGI=E9n$=DoesCg$*dsa*R)J%fDb^FcDj(ct*dk8UqUaH2h?&<>)LFHH@WN4}u*_LVh2pX&waG9mk6s=Q}=6<7jmoTM+TeEq56cLVMyIYp+~ zj_#`TmN7o-9l!(ig}kzS76ml~_>J`!!oWFpq~ukP#w}%gj^)W4Fe%Vm^}-dFBVLK= z{$3g8UzH>-4IVY6!o5%OEL$u(N-QD#|y3Z$=|o_%H|3q!IEED6*hdEDNy%7VsG z7FOA=uG>MY0Ou(pbySrYX`L}m$%>mQ-Vyc}gaI_tt+F19L`f0fZ7>R>d%zL_kK?K_ zxlu`gA#;FOLQ3!lNsHr}f`hv9M`0|4a)U3ScvssU=9FfEPe@q;EJUc49h2nf4ONK* z)meThZJA?U=@WvJ_9gbkcPfI3JX;_3IkCQlHNqUKj z0@i1i{&~LUflAfpM6jgj3nI6Z-iX?k>aSVkW>)#hD_StF$pDw1Z6v-BTvVda;1S-d zSO1PU$c)&MgTjqlM{+pFCn*AcJr4x5WfNP-SJ13;)zP;bOl3%YAHBmt=6t){?7MW= zStW<-+faRW(F|hAQOIzvaQY`DIfiL8$=1N@Hwk#0kmD#Q-rS|Wi5*k~CRjl%xjYBF zUVoip(*ZM^M!-C5ZEfvIo_iIVQHwN+IH~Wp=C#M!&q1?>A7O8;J9FC6f4eFyVv?f2 zWQF0-diubUxRT5Jg^-5!$%cS!enKRK7I*?ZK`1_b883i zAkV5B}O&qOKRpgyH6xufyRxB4S zl}gujpVpJrpOo7|BI(C{hDSZ)d@Cp3VQ~0|H>@9LXfEj|Ft2Tx)WxOOya;a#hsD$6 z2-+k|TGDUi<16_kFIr$ojPIu5^SkkHaD|i$m%qBuTBZWETyjo#we84=E9biS`l>qijlKjrSy$c%}#~9Bypx>pMcL%9!=-ps9VPebsweR5@{q_AH+j5+YMT z_@PkpwQJw&qY!wpmSyEk<{&=5FuJlYvkmQcdXJ7?59vc{I%;f_;`PsjH|PtrR#_Z{^X@W z4Igt4_c!oMu@k>wz*g`xzDdGQf;JtoW?m1Q*YFU}wQaRJ|3I#ps*Aq_&dd5*zw<79aU&nLHV-k?yJ@b_8JQ1`&$0GtXjGBVZGfn7JBb+sc@|+!aBXprpF(PtsFp1Uv0Ri0|!%e}qkN?uA%{Do>~KL`U;>4a>Po1d!q1Wp2b zLut7`<$z3)cUL4r!5)z14#Y1d9AQarHG@}4Y7_)yi<$bYSr0^3Di6U%)4~q!9mB_BpUZmiBVNH3FWP+RN)(P24s>OR^rl1C znFqIDWw*D%`&$69$X-_+CRH3#Ak(qqLSryXY`>-&!t`-H+>qgBI&sz=-kiBxyq3zS zH&>kzs6Mm;oQaGQU6Lx%D?WEYw*Z5be%l(&ulXEPx~Q_VkW3=z>?w$=n=nEA7hL_u z_8en{1)aeM-|sD~OtAw#3tCSQMR~#0@eawrw}qqA58;~MApljTAhuel=K$GV#M{io z*E%rS0!xP-MDu%Vsx4&0Ik!@!(LNC-BK~-m1b6P)f1j<<8~r}{a6ia<3!2)j5422| zTq79&8vhRVzT!iCF)*=k?_$w99{rHU1xu=zuz?AV{t2VQbbuEzlMr{TAb~fYtMINx zjew^YCr{x(fyfiy8IN*!n5*?ry`c1YgDHM!-OBowS`EHMY#k;N<iZZIeW+F`-Ne)183P67BiejX_}dc_g!;)lqPk_#ad#NZ;9J z9gzh_PY5l_C({Wn|Lh1?&*nz(Nx>w!BQtN}I`REU7rUNFMkoYqBwO65y_l=>p=NrR z``s?-E@(#3Ddsic0HeaIcK|wH8u*2Ga@9@hx7qV*j7&YJU0M~@0U1;x9sKG8V&kdEKuT)LyEYtXmh0y80Ki)I7EY10lw}{NB zv*?Kx5^tJ8dXOGpbQlR)T1niCXriH}XC#>W%KE6h$?MDpOQR$@$tNT<=o0r)s$5)m zYnCh0y~P;?>+1dSWcx?S8$ooNheX46Q-UzdW1{vilA~hOp*l4C^kG7R{waYJw_&>D z7CO0%{gd=CU15l(?T(@?lS1FzP$K`$M9(PFYIU5)Qvdz7ws(3t$h^qm?dbP-xI5RH zmJ;SLU333$-Vba7ThW%3eOVvfsw^=>11}3S`o zO%P+SzrWXb^Y6;ViV>UeE4t0T6peH$YGNL_*M{(Mvv@(lbx=Pr`y%H&s?g-bp!xR= zb(ZceLEbvWCvW<_pc1K1J}ZhZLehy%yCL<0@aQIo0rO&lS-T=(L3s8C(W_cgnwsuZ z1$_so8dpeCz$4C9)Fgdlp9TonVW%j-_9vtB-bf++120F&eOQsjuygDVgg5m4De&}q zEcvC^d4F%?OCb|2V!lC?Q!Y22w%K>t;|$&#Ahp!AgIlXuFv$c*@MnD3_02(asI*y5W z(}}S5rLkOzjfX3LXdXTPA%?Y;N*?u6LLs0-8u;;to>da!rw8Th66t7wT$k&6Cjsj= zpIP6RZG1+~*LtxYX$%=b2LpNbB2mQ6;lk5qHPU88Iq|vkkTePzJCzZPE=(||g0jKr zv}9b^S1i1*xep&dYS3w>

W~H<@2Sf*f7GLJPjI6U8fq{T@U#UFTOFAfz8dB%kgq z8K)4zFQEjU1{LAocEiRHz3T?&G$>*SQaPU~JB{yqfX-uN=L*>gW-xqrbZH)M1JRFY zDqx%Esn5$6hSh!w7JsKM^n5;5fo#vjm@X@{ad)O2y^$a3_(-h{{kZx)t@Lt{*q|Nf zB5-y6zW&#BeX|P;oFR}*3va@pe4j&!3uk>x!zEST8gQZOO` zU8LY)VCC+Q50{T=^8CJ-0m681;q{dx*5EJzIQI|#`vJ@cHah-DtrdA&68%)W*8x{( ztZgnMHU)7T7>mtrZ`{3WtL(>QuXsbRO|+ljcjs5oawp)LC8$>8^WWm@e@&RKpue23 zgSQEy>`2Xas%z(UF9(4EB?_3yv+LIkq%qELo7E&z zmU)Gtu2}Zll#C2P9xoNnx73M7vx>Z&>s48BpKqI0(~z~Gjm|%&P*i~K>dHN~u|Lc3 z`s7hKv88~uv;;W7_zn5rQT?SCL=yss7jeDJ56wW~4R)9$7TnqZ{SZntp7L<(Br;BU zO2g-(kDlAYS;?4XD$jXupCcMcv*8%~k&Ly*DV>j-L#bXXf#=1K-fduQI8aFBtsqGd zB}mr1eVfe?Nn1?nw!wK5$ox0M+^HGseLVUhpXnp*F7&G`q9*Au~A z{?%QG5KOQMu0=^(n}o-93-Fi)%7v9bdULi4q3g-DVvB0+! zSPeym$K^|U3wPH6H4|Jz5I5ESB!tkvEk-nOF$g}>xxQwAXREphYP!~48911R3I84P zVFY(lYt3AS3PpVr&%j+ej3m+PmnvV)G?Z8R1i*{73^S~Cs}KrJ$=M)CD9ug`AHiAakuA|UOR*hUZ>cb1 zNaT2y8A{GBf(ES!*H*3G27G>y1`rGAdXsX$aoqQcBk8ccW(o=#gE|O>25*7cGPYV@ zV%eYFz3cCjtCj1&xBicezk7Z0z~cFjCdr+mm)^S^kZOxoitU2uNK$}>!FuWb8_6&F zOb`w%25jg1FDxua0Q%8QtYHDj$J{UO3JRi6#$|3sGI|qijpasa-uXaPT3XtAD)gX* zs9)WTP-Ua%D}^*V!&WhY9Z!4v6IezZ41G6>c5c`-q}ctbAWPp=xUFF1;9X#bk!E#5 zwz%n`$a}hI_}#2{T8b%3ZSg&-SQyj+^-w`WrErpL$5aEvkzbFq_2&-X8#hldAW9hF zCKs~F{t=VFY1q(Rd7{RtKL{fdOUS8zoxoK2zUpnSa$8Z%yYvQhgToZ=nh-Df$I!F% zarOc`1;T+y1O}nbQs0qOV#RytbI%Y*FEf-%(C0P_iXyOfZ5uK_0T&r@qK z(Z&vPudmuy{vyu+U|`YrnmJ&T9Git`Iq19;bos&$!K9l!ioQ76#_s&xfVU9G;NAiS z|25;kA1nVzAXqE?dffo?M{S9vFsv?`+{i&m;g)A;5YGIaMm+qAP#(Z>-aLo{u)rrysk|XO zlJk>eWC-rP1AN-r+w`$YG=i;hwu&f7gzc#<;9J9l@2VzGmJIo;FnuXb^)OKePh$x+XDDPlY8>1_%U%xV@J2sTCp zWN?rjc~m|m;7)lSMJ&l{$4VCJ&in>39+dc0F68L#13TTJj4%KjPJpJ7{Ift{fGtBE z>Aap{()`92B4)egTM8iE=82=mq4s8>M>ilh7(EqgN+#M5I%WQy2Va{AexBrQQBA+fh`FS0X6SP0ZHY zWH*Y`#1;4GjfR$~vsAWq>&3nnB>j3erTt5IvrmOKxIAX!R|C5Aavtt&Q3y9#!`YHz zS;UDGuelJr|6L_zuDpok198^BF-zx^xvCoZs$uKm!Xtb#oAXN6fk|}4-;)7J9iQmPT; zu)5dh@#4xD5^^Z=NCpK9*I>K@K7bUnVQBfI^Du44j0Vj_c*62^8|}7hAbln$pLccNt&4e2Ji=!_r>DQO!$F9%2^-NG-4< zyS`s~(sK^9LF@o}IGs=A^uZ&~W5{#G82rfhR&127H|DshT-S*r1goAtr8fWkj+=^J z=Go0vHmh*eyUGJ!UQWyzS}$~)W|Xb?riXeJ{g6s{z>oWp z(l|-WnA@IiYDH&(H>-R%Gu4y`|6v@f%L_L%8|d~=X!1zv3)5ej2`V6vX}0 z!(uSvohzi?G4g{?!HqS#jERv1)JC_c#5W+ImL{M|t2BkB#WvWLCC;inPF4AR$_0Wv zu1*HEY!^@VF$F6u6)JMKxI!3n&3L7uRqpsBaeD>jn1-k!kyi%yiYBULzxTl3mPdK1T zNnc-r^;ZOILVNM6^j07C<`6HN?e~3ePpS3$9el8zX&9$4r@{cmt1DQ4Z)JZ~lz7Ip5N>&AuhP7Ho47w-Z?52dzE|IkdG1C%Y*m9ouh->2_?$GA@2 zjb2Pd{tGY}S}VM1)Z<>#$+J{Zkg6VE$3w;R?O=X=<*pmWyS4oQY>vlQtiPhYJ&MQR z*?p^-bCpL)Z?yO0XB-!rfBRMb95A(%?W{6fMQu~{?(?Q!$xm%FlN~sEyuY@5Ds^~t zuCuolctrAYwVh7nwNrLgP2H;0_uQ`|B>Ddyf9UZs=KY$CQuO-iAEk+B7S+ z+mVkMUu*4A{BuBw`}w^36lv|QYZ-Y3uaojQwmWVAGCTWH-TnQcSshuR)k`0I9|oCa zud9>v7*f>{G5cFT`XwJcwqOvcr8AqGvec3*sJ2w79#8g@D>SL%RN*zB{?@+N-RpT?x8e zyK(n7^x3n}T>ZDkM?(*SD1f25?rRtk<4c#0h!}uG{e4p;q{;xh>ikOcyY95D zrHIsx`JUfsS1_{|NnE^9`j3(4y~SgtgVXyns{{uC%L&lkiPWBd8VtsdkobW)h-J-mna}UPwx~jw*wFoEJD#NeERvgbtsnbVSIf_& zdE-eigXPz7l0?ydojsZ7IyY{p>Ah>Ot!B|GnGYlxpFuqLwi=1QC^M}UGKWP_9Y``P zd{Vu&FWcNO{*LvBKMscb`GAWefl9_1x@ZE9LQ(5*xw33nRP{fniHP_s|Hbm=z689x znIBG?z?10bf}Atx2yo&*mUp;kWi=7zNGZY@viNNO?e9OcT}VVQM3AQaEI$=&N+G!F8#);z_9IBO*g!4WWH13VAI6)h_;Hz zMl-NX4z*nrvT1(?Pd1gpSc#U@baQ&Cr^k#m{c#QdKUA? z+MC2dV zN{cnXDKVDVn_=%fwN9Vd)+Dg#EmHa4)({M9Bx9&il`-Lr`rHvV$n3N4_(&JuvdVeY zd*;RLlyi9#v7w=ar@B)D=d2NXs*rLcDGSpLze_K?m<<+<1l8NG$PIB6r|hyE2zms5 z(M1GV_2fK}HDxf~oI9RS9wIs_DCHiaRLK7%;L;+rBP=B_guvb8NMa#)Bnl}V$d@lf z3XQ&y69&P5IU299qK(GBZ(d4f7)73zHvW8N(LXIVODeGb&$8``m`<)K$&ZT^U!aCv zrIoyjApe~rs>u>bxuj-kYq{w`H6(b&Nuw4($UaSqI810)Jt0@ z8lwiE&iv(UEGeSgT()5^uabxKCAYFro-;-!YyU0}whIFaBEj`=;`f*Lo#F34{BX;b zA^07!c;0m#h@J2HZ_BJi1AD~rbwp%f%x`Q526peoayv}{UACrWorvGEjp|MQ6MBgC z_22UW#T!gvAi{d%f&2vrz`iM30KhI*t{cb)6FeGU<7l#}(Fs|iW=E*N+B83(wjhN1 z)O%NHV=m)K_h)=cHTz^P#WdE+6fS6JX5~B%&5dfanHM~1lMMoFguU{Pv7wL7Ub4AG z*rjboUkA=bWmHKDf(L9g0b|lfR=ezq^cxjztUqIxcwOH8?OduY-!srsNH3bLQlJud zC!ipSzbJK}2-PpbEv6;?@@Ie(*F-8O;6o5+6+Rrtd6JtRN*QnD%&*3}x9k-BvA`re z!!miLVap8D%{6u{@59rQRIT-T3sSx%`%n;_n(@AD0^Y7By`-bZHjF^ORpp{Rr0qP! z$9ht+S883}bV0v8Ly$u(0vgQW$D0G&;89yhUx2$JIlA!TIlzt)uLOe2V!xyO30=oG z0gwN(Iar7I%GH)c-GX~NHnzE4V?R>w`J-ue{j=tszQ=F!BWh}p|HbQp@Ry`{>m)*h zz}zS@!+E?fS<#6z?ATq~j(rEm(1ahU$Da^Gn9gdVt1j~?Vm`N){AXbzqgtG}d4d2* ziAFae=P!OuYi79#N*cOY-v=%bRVQZE;%p0zK}bFBhQlw# z|Br=#?>EaN;k=CwgJw4#PT!udK6)^gfIAk)Itw%vNkz014zp8f&}qS*w#$@(MYiX- zZKCN4J0iC@x$o?c;P*d&0Tb*bwMJP`nLpvDG_fRZ`4lYk!kwkPyZ%Ei@rh~f1#1~evhClbe&YU=zv0n$R52*6_Pv%}ZhE!5nOe2%+6OGL} ziW1TZgzh`jB(OzaB8hA^?y+l^2x?TowVYwPDW^q6spX6fs{3Rk@S=oM0ui(q?Z8f* z@h-$Un=8KR(`Q!#*AbUxFjT?eBAJJXD=wW^s9EJ!IBZkAd}q@pNLz8v$sVB@kUT8x3eK1u%B zDfQV)ffmv9zWT{8?j`7;<_q-*fC-K#q}eA{4jcEqeMO%M)gm@q%|5GR0+YukbT~qR zq1N(9CTI8lWhGJPjp+z;Mp2P8Ls(MhW|nkZ$XN>u-J0JlC7lARD;ufLjh0hYPBI4- zGWPUSDIJ;e$ixT2HNVpN!c&Pb3=9oibBxG3cnJ%=j0CKoFbyLV9x@wyk*^4}3D z&V+h)=u^FX;~gG(nIb!`7GCac?TceLgX6x{6NBrp%J=8pO)7X!;g4LiebhA`8 zvk$ajwb3Ip`nBHAl-aKqasT|gkxq6WZr$_zK^4z5A#PThI@P|w{s4!&Jw>6AO+@Bf zCXs*33*y0CRqD17>YuCTW7MWO9h%)z&D0KO)IR2RoMb!+X?JCSy@CFn1{IEROdI-d za5l7@AAdjzr>smaVpIstn(0jnFDmI^7i*sC6}v&G7609lCn%+Gq**yy7xq>e1k9*+GKyM&m(o4hg~|_^<-S7(DQoyDwX2vy$~+Hm0cG4 zlH;FpIr*ouo^%MlZvw@!#c`nHW)o*?|NX0{7kcHkr|T>_x*xt%d`s=f`&3D|NgL1C zMsC~XbK#|q>OjaCuxhD%O4jV|1G2gM8OM;=s3lBv6M0`>gYnCBwEvsl6TIs?g6Ohi z_>wgT&&~3evhr>5U=)MwnM>NBHsg*?SR)Ohy{jH|u5FWshqMm-9BLu1T{D&^=5U9@ zApPU=UBmW;j0SY-bFs}yyllB|+Z4`F2He`2!A+c>dwV_DUm2St1JVr%A@9SCaDXZ2 zF}QJ?7bxcmJ*PZv==c1%h*~4ixf9$W%R>aZ4ri#rmiWG*o1BeHEj|E%$-mwt-YNDU`RY z4kA}2e^Oagsz6K^V)m#k?~7`J59Jm={7pA%;vV_ z2^Y8-{A5E^$zf#Q^d$yqfrbxGC)n376Vv&LyT$fw=1lhH3la6{UF`Fml0bxtq3NWq$pi#*iL@IbZxP@E( z1bTU0A79(SI=)w*9$at(w_M+{NL^4bT1wgplwm>dizN6}^uStKQ=#0N^@zHefiz2NS@^Gs39UvQomvHYdcHZuE>B=uDxKr$K2&K@6IZ2&M5p7e-?Dlvh)(!%dyK;Y z!YT3e@Zl$nbMwxWmId$6Wv$Y8MZiYT3mHyPKeWU&epO=5)ifKv%^}kZ9`wjpXWmVJ zBrdzr)}$h>GsOi%xF})6xrR`Rf+Q{?W^$)-jq0JFeFzPs#a{M)LAu7hfKgyAZpgFkQA(dI z9u}oeRjAh#vxCaK-N&c27hzIB;~nm&C@2XFPLmnG&sW`3oYx6str*c7%Y?#zzJq5n z__MJOhi=Ph!;55hk6rFdIe2B&d(zbUAJDawsrUB09>$s7g>VTiB5())WK0{CFOco@ zNctA_3kAM8O;^DAc$?98!xyEnJ=Uc6~5Arrw z2iKr07i_eW-_i^Yfp}W-=FJTtuR?xyT?hRqSa0RH9Pe$1y_6 zAobgdMw|nW3F!4vYGSuI@$LJK)LHPulT}<~N0Q7oTUZ6vmGQ2`ad8JvfV|t6U8`?M z5tW9Y_w;kb)uly>0@aCtW1*$QB&~M6dRm7Z^f|B5OD}$RDiFf@!k+r-5FBSWKv_+9 zAFWkfs*W@v7{2|!+P<4;b^T`+3v%{6UwXPdGeH=+B`oM#|LdChrWvN>#mj56v{+7p zYSKH%Z~_n;Y<|qex^~`b58Z!yfX{@RRqOs5UO*mwXjlH(yzHE15}HLvq|v`$BX8#f_`Ypo!Y?gwJY z+`f#bkEIlt*ws@dKNBd9Or(t*r2m2=m@v(3sjq5(G%whK95V!+|8$uS9K?IRHn~6{ zSOFYV)HR%YhAIK>-ZvbYdi2Nak3UqbtL+k@akgHDp>x71{UN(#oZN3?OZCTM=Ut$Y zU8zf&|E@2upOFipz2X~NqCP@~pT&eOGuq@h$ufi|blcsUa^$Y)?h7xfDoIXFBcGY6 z*Qu0ILluScTSr4VZsNV2Vt4|rn&>W2oB7Mj3;+KKjL8A=!&(OwscJ7`U?Mffpj*tMW^&!k)dryn7 zARA?+h~%*b&L;+mMzeI4L{C>hN`{|P$UT~dHkQ@JJC^m`W2Ajk{ifVp7y4nfR-D*W z1Fu$~g2pq2BZ*fNN1YCL5RPEk{JHs~*9M~Ak;Z@26QQUz3GNQwg-U_;u;}%+xevf9 z^zSP1`f^a3w0a4VeY$?I$%b34(jmPN(jPSxoL2%{U@V&Lh_ zwA2Z&>-?lQa@gGdZkCy042^Ln`*L=(Nz&^q*=_LDQ;|JFXtsUU>#k0w(>it3IClf* zZL7%xL`&{mof0erWQ*Q|xmKSLez_Xk8({u3B9`o^GjJoNbFvyvFN)Cw-=i%b9f=h` zp5$VXdY$0$7x0WH_Lt2FH3)dXXp6x&Dp)VnVs2+i=6E5Wzx+z^-(VX4;>t=Q7Gm!5 zr5Xz9*tb0BIa}~Z9Jm$Cc=_Y~EimlP#JVMXk+cJKAvp|q)WpbDfn0p8+hHu+cY7dk zfn{furb8)M%(o{Xs`iIs@zBvhh$=lAuPsT?A;?;3DuwM}(5W6`_gib_ibflvjh+ z{6OWua@$&O(DQ1Bp&;gOc-!mRU?~5NU1MddH|p@a3Z$f=e8C*oQyx)a$QB z=YMs5>_PZ8miOh%W*MbWCVt6jmH=q9pQ0P{y-MYe8;f@{vS5A}uwNNRH^XDk)ebW${l>@se8n_^V#s}sjcV(MHW3xk#HK?K@tUSeUy(P34>zA9 zs8Mu_CLf4Rf#aDXkNdNR$_45mg@a5F20Pq#ZD-|%=g4l1)}A6!%GYNguGp`XR5=MG2cI^-PT4;0|_HrQ);v=+!!S2T$iy zWy0kiDEpR+r(}lXW>169H{iSsA|cBC&4Uzz<+gn(#?Mxfs{~9K|7W3ls8k0^16osE z3Vq)`Jt-1t6AnLU6$*0iEWY4QDsfilN=hB?%5Ad^T|Wjl8SaNB4oA6lw*09=?cH_j z4gI!jPNOz&e;$kP%2Z83N5>&s3(UCBCFW0zSteAhJNi5xIHXr(6fxGb?pU@xLau*- zIos7!1zlgRY#an%%OE>{+xk9zx=~qG)1#-x6pr1)XDxh4GWg9>Ozz&Ma*8NKLY02t zjLWM#hH$TtS;kTk+&J8CnwsW!GQ5<&$Sb>VK!`{1AVHu4j{=;om8PK_OrK{ov~zy3 z++wg7t?buJIE_v@E}G@;eMm8z7M#bqbSW9ZAOZo0v-QT0mKbugeRV&`w_}HTw0J%r zQ3CZv98uxJwa%fgVwjfPP1;({&O4(s<<6N*BPp<)@MoSdLF0_3fB6X@#Y-=Uo`%5t zwFDvA16&6nFN?e`TRmtT#a5Y@)KN-MhlHg!&fm0eXOQsZOP<%q)<`X1E}ySsmvd|+ z602Z>jBq#TPPObf2s{`mO{63Zg(AFz#o-D(<)+inMPV5(JxtRDM>nnXJ z(7TsSb?#FLNRgp$*uRVGTZQUyAvB#Y#7GGJ?`e#Xk86P_$GQ6KEH@LT?Xy^+6$OFY zgYDyY64`2V2mO^|kfWal`VJ=Y8IJYBbz6gO~&JJd0{FlP(Q}ujXX9jdA9c)LHD5oSJ>!tQb)PjVR=639;$YldtNJRMUi5 zo%jF8+E<1}-M&%I49(Ee-Q5BL(hY(F0@4j4or2`hof6WmDBVbhNC^Vc4T7YkN(%do z|NmaQdtLisKkS$H9fbMi6Zd`YbDyJlAMt|i2Rn_7Z4IUXLc%sFJ%s6N4A}#?s2B=) ze@e7c(jX`5XB?Y)M&oWZ8kr)lbZvCo=?FqdH?R{WxY|A!OJEqfdiMktJ)ntpqUY{p zE%wHgy8Z%(p6bc8XZ=l zx1pw~p&_-%kX)vJjltVr2jVF1pYDARLn-Z`83-}LzaIi@R^y>d+N$)Pa%IBr71g?) z+FU8xl!$y=dL5L{fzBTSo$BX?frvY)2W{zs!sZ^RT;3cfl=^IDM(kW|^1AyUOZaG4 z;2E)Rumm&DEqlzTVxns@>@&3?940-U6pmQpkS^R z8-5tNl3#9@px|a6m~e&ON5Q&n961V=LMM=G+qmo(h+jxz4gQcr*9Aa8eowP$r@HHu zPiQ$WJyZr1tV>cbwx zPt@GC;$Lm#bB#JA5nO4E<2G_AguLcGm@0P?N<1s#dc${*9oZW3=s$Mh+%@mmNSuB# z)F(w+l(cChcWYq=$A~dp%=(3=VX9xpf?=u1`?X@i>tRHt*x!Dw?k-H?khp2s-mDtofFe3aU#t?G7n5B8dh z?XlQ`?^&QK*g(to&fY>b_RM{}e)2=sQj5L&u+F?w63*{PY|L-IN_h_l0v~f=ucZ2_ zszIqfXR1(&RU)BoDKzI;rjV=c`6D>o$|}SIKyy@)sn{Y3;^qmb5-0W`49?Usjf{tv zYp4gYJ>PL&GKNBaX>f*L;V85qm<}`j6UyFfGHX(tv@#QjH9Z}es&%u#Dd6piW~}r^ z=&2+t&gjCHLF0REz05`6W^6vdwi*bC(OhHx2#InVE`5b#NJr*MpYWUWN z37DfWz@P#D1=(QV{_5;_{%asNBjs=`~g|b3MRpF$|>xv6fcL}E6E5i zDrG1Hcv<4oeI=Kd#ay^^9Q!hqydCrO+cPvVE6rsQ8y2Z9}8 z=z8UN@~my4cr0D7`{kBXTpV<-T6qSC(gi`xeC&u&`Xh2waL*veb! zI#QoLpjqVlK}Q4D&b+Gt+YbK;UG&pTJnEwV&p6?E3phbg!)V z)Gn}>fgpJ1XiUBlvCMM>`*V#_z{@)*UbFvARegsPg9L@x{$U|$4&H|rmT7M-Rroxq z#+})oyWye=5CLy|=;=?78n20Ce!m1a;b`~tUGgEXvY+}C^H{|FXW2~ zAl!k=4_bvOHBh|^39z;L=9<~oY0X^O^&ylzw#=4eDnN%Wse;X_Sl2XPjIt0s+NYz+BCrdpFxlgwuWS6S{t|8uAI- zB?IyIULYS_)+lU>UR8a$6owFV{=4rE=>{gI4-)2ru2Y{`6(EZO_(2ya38EXA{->|= zKOyPxzksvrbTt;P*m3p-%D`d7cf6J0Hvc*J6VL<2j$$_icMpTky&;zjFGru)cV|b%bXP=0)hV+ZvG{pzqym*qa>v39&TC2} zxHUIjaTPCRrJ`L@436-B*M8j?{^%I;35yY;IT43eGyj;LHvN$m*A)1Uc`OZjk4M8#1r}@*XXIu5Ka?J zLrTBlyc$El*8`BYQ7Dn%5Tg54oyeLB#ita+K{fB(?_?coo?UJ zK^t{AQW)B|gVwjh+nZpW>Q;8=A0DLSU~96gv0p)@~4Ll*^akLYQ0&^z$Nc5RK@-S3fAEp4{xTEBf&mB4a<#(jXg zfghY6eB!W3yK!3LH0s}qV8IUk<@b#Gy$%$|`S4NTGVWW{d*p4od`_FVE~GMMeAp{Z z_e-`bef}N|ECpJrzT_<0dgjnmS3!@?-*eX4@x?0kEr!ns_c_ML#dh{_bi5?nQNPE6 zYqMKvf(jUNE;zjws8knkM3(G8~x3w+^>czPhDr~;5cPfo6n2#*bwJYRi(fYo#vyo7$~Z- zUKTvV!F8+k{*RHTH+1v~t0{|hLrxPFnt54hHlPf}2|6biT1-2qk{A3AOeOvbC#4=QmrsH8;g=2j!mtWP` z5ezku)2df|Zga18-A%eT98B~v7mTRc34KE*iIHj*vZ3e}pdHH2(ecyi)(8}WMO{y1a0%y7S9}6@26OEms6hmxhH(v)k_NYPbVMQW<7@&@YjZ%XF z6L+ztX8+r%23{Ffb+lZEAn}pL0>GON$GyWo>#3fUjmxbbs!2W9-eckw$_m#xtO*HO z4uoGVeYEHe6+OYGK7E!SmGd`7#b3v- zLzlY!f|^*KKa5Mv?ld+OHh}P%d>qPX8?^rn+i_eN8``Kw(<~F^aD@Kir#t-pqkRD4 z%Vm7Pu_>cURzodXx@vXFN~dS-@+lkVjbOV>JAQ<0HtG9|uR~n^Tr#}3_?oOEI+Qi5 zWl3n`Pr0oQnm!)DXk85vEv99<-oECEd^dJ4@bBX{sJ$HgL|ZHzJyBV$=vr@U zj>Hi?`T22!u(B_gdE+{hLz(ehorkBB_iRRZyrA&P;@gH4W;uCHY;$*aL0+@Y1Go9o zM;S>u6~;gF9%b-afR2l~W*0g~5h`)-!?;&xKca_6k$xZ-KpkD7i%QC06kr3=5XgrQ zA8I^zwGUQ0sBrqs!Tdt1sS^=3OgkGc+;$j|-on1k{(d|t-`A;$ zhG_vZ{H;nN*JWix1*K3UmiT6SljPP$#txeLI&2H~#S37VSQny7PZZuM=7MOxR%tVu zyivO$U~KNEyL;F(LQ>r=H00&7O zY%P;N5jj|BazAmr$Bp!Co@GonU$X>9;`{Ea)G4=&5`sI>AbyikoYraHTcDoR67@t ziibx=k~1j$mOiT=d0RBG3&#Fx?K-!HgB5r_=Jy%g`c5ZG3 z`wxDaw}tYNH9>cQ2Mdkx%geEQekU9KZ}=@>wxe17F3;dT`*G`7>+u5jh4a3m>%iX+ zcB&PyTT~uLq?|bR<2UsM;kKi&7T=Y|lcVt<5cdhgoo|j{;RVMb zM+J4i@sr3xiDN!oQ0EyYqG9*(*QH8tyBG&?og5R*IE?(#O4SF`iV9`t{j+jyAK#IT z*6<6tADzbCqb%?pod(F2=4t8|PxYw#1&X$eyv84~Lh}d>LQ5lglU{fxLUrDDmL2YM<)mWnhMjY&D-6QHY7?Rbjo=;+Y%@jYq4eLWP`&>&>o>d9eUhY?c!m|i=K?8d}U z6Jpa+kXobX1Gx1IG!>i=NLj2P&}V-9-F}32GIN~jbJ%0ja<9Hz2(r_r-fzyUr%fR9 z7G3^IapF71Oi=jyfj?_R^tV-rWr@eZDhN< zyEog3(zoP%ofnLs6KG=p{9HtVJkAjf-rKXsp_L$i`c_@mzm4fh=0%@{vhde+3!v;QYf!$yGGH7z*V!}y~W>GpuY>z5wK z;X@@Julwy>^V;yz!+Q$OI9x2Bet+fBuGOIaVT}Su{1bdn>2qdCwx5`lf6LdO?1NuF z{rouOyxsKvy{3;`yKJ&YtyMP8O_vKVa^;`+qmEu%y0AHLQEIhWu{`-oU@x>yDjqf; zr?E};eBL=TjXm#KXwW%f(6LZtsa5O93ZA#|0bV-aDq}~}M~~`>!?nuvUayuqVQM9` z!&gNW=k(iyROq32v24F!DBEJ(WQRA+52-=?R2@1rczS)z(w5_pe4JQ7+zp=TcO;Di zXnuv^(TI0Dl6Fz>||7__u%7J!8d^#{mlV|i{2^EdlUQQB_$Ux ziw9WVB&8EaE*g~-{I1-Un#IM?e)gi3h48&8_L$o0>Fd`UB$DY$p|nlt7?V7<{o7?? zVGjh0WyyZsew+NF0;cKMLe!$s+gHn`+Lp%OZgJa*Qc`l(&Tr#=X&iC!N=h&9vVV+e zK~yx{UQQCw#%{hnlXDsGvs4Wm+SEBEB8qdqK3x5)XZ+EkPcrvRVdRVL$s>~@F}#oS z96l{i9Oev2dE6x4kZ1tI@%gGA331*$)7jL>iIG*tlAQq zm~lMYSJ*Ety$U+?u-d$RPQKm2Q>A*Dkm#LHCRVcIx*YWMY3}xHl?kz^S9s}JR(|A46m@vkkciqsicBIkE ztKjAqk+i%YGGEpBKDKCieJP=E*M?q9EaAw3=IGr)&luA>W7)$AP{@osIB*ma5?VW6 z?{gmc8^6d;8DBIf;lgd!Nlo>@`BRJAcTH_=#)ZxyYxnwNK=sCJY;0@^{3{MJtrO5; z8I`{1C}Q095_f)nK5%FkD>78k%gd>|>s%qep!SuQ7Y$w9&v>$Te}ZMdUQAbUPGM%3 zpvZuKrpAqT-Ul=4LG$B)T#X3H>M~xuiRu$DAV`E<{O$COIg~5Ogoa%4v+!J$9+8Brq+0p5Sn0-^xFBy?3Qg;?ZoAE1o|^+v#vxkF0pMAsYuZqiegf8 z7Cv+LA9-|4BQa8ou*{4f)(*~j%nyiI4smVxt-f7`KqJJS2QnV&$tco=F+vr zU7kb$*Q?m^oV%W0>Z9%$jxqhfAnU|b2LU3@>K7F_V6lpfr+QEX z0*6G2)2OnGhIvONOG`%NQ*vBrz;aq>kbU+bK7fa4s$Mj8T|>d;YwUWY9k$&aPr6vm`wug_Y%@*IXq@A#2f8Whp6 z7p&KI=06}}I<6QcS!nsxdF8Z2Mj8iZvmL}&QFcWMN4GWU+1(_TQe>#B$R^E?b-H$V0Msesdh&==4^q^hc_4+JVfI63h_mrDY4F#Eq0?Bn;@N_&RvZb63NZf(;|kIyr`9ads1oakC3<^T?aW^pN8VdG8RL z`J{$>>KUokCm-wv2hpdBiV9d`rl3=8V+=CmS%QP1TsN;gDDn#rh=|$q_8@9oM4aMH zN*PL?+LZP`&G8f8V(il8JZxp6nx0LI=fe?p=e$s^|E*+v%@v1T(5*%og~p%s8>PPz zCoYb5j@migt9XYR8U2M5whhKB~b_QWe#uiGOBG1TZXv84M}A(jC99q zOp7Da_)tf^axe>4jD_;$gV$`6vDcQqH?5oZ$GoaJXDW28GwG&mA#*Q%k;7}g?VUIF zpbCbVehnLp%I@O$2G_3%Krl!_nTZuQ6A(ua+BHc-^r%W724BRM zZ*=b@~+~Kbcx+okY$kcymH<09GG~Ers?W*sbaY%M_v(cOcdqwagx_atJ>l> z{%hqHUU|f~jib7P5A4LU*z|?mbdryA3Dd*wu)Yayar$VD z|ANn4tTr=`zzAZ)8f<57XmZjRa*T~1Lg521XoKrt8APAyR@W#B=wL4PXc0w;(4!@3 z5-WWkjjuzbDeD_5UJD>B6`APCT#36BP(z6HylABPi25aVxXmd95R=RVxL?Xe;d7U{ z@4h<-UA%xW2yTb~}YKV4FXWRByN-Tn{AleWtMM8tlEU~tt%k@e%u(;qHZxC*}}FhJXmZR?B+>qpnmTGqdKu3a^*h4 zm4bFqJXVlS@cE{d*p38^5j^Zv#RNb3*axpl30CI%D0ZkFX}VpDwwI@e0kr?&AOc=^ zS}`jCrNOtrp&zNU1BBH?HU)$3(T@mW{S{>$%!NlZGTXiy*z~g#L+@bZ?Z(NP=;#D~ zZ2EKqiI{XH5Tcl(jPMoN74XzzX+8adCuHLjD@%#{%mpW|nc@C>GfyA9!Cn7tF2Bkv9qMVU+ixzFBT zcGSv_4Ee`UV$ObA9>krWV3LS#kGwM{N)<8rS<`LZWdHg$GK7XQD#xK{iUMBv;v7e2h_YC%XdYH2x z{aS_{eLTA6ck#@0vB(Oe%(`Jq5o`3~)WZf4l(e32 z&xHvRR*mANySHFJM!GLrzH$I}5m$pu&GkBneb*zc3WDzp-@+yb-IP`CLyLEvG%K?O zkMu}BgGqT_M}Qt)&pl!U%jP0vWX}4of+9P>->yx#^P72ZfnEm^`URHG6-vPKg{zO> znWD2(JUEOGi&>BxAs*bnnuc2RRv}C;A6Frav796a-Q`rRuoZ25?DS`P!Z11+D|kT{QtbwJF4wj zPVF{V)|{cgI`JZ#Gl)yard1xn+%U0a9rTypAc$q;v_jmV4%6Bsn7xH%T9}lO7Iv9R z+Gn+BcbRcscYZRykJ z%_lxM(I0|`0Qa1*>)qOQOO~dFjEm)%^BsVig``lpeB_EZ=c1pK#cgj~SPdv1k zyk>rmWK_mDD9-A4xf@t%u9#OW^p_TTL|?Y>{h1V*FaZRZ_PEGpo#hP}@PU45v98SP zyp~*E(=RSrxf-yA(1BfwEth-2u_}6uKE$BkuxChiEY@1o4HyUHqZZ|$@e3Mv=V8k# zf0L9ZniwxtR6yyavaJ6rB}}z!pGPpQJ)L+VctO3=`?H6wrqkibR~!aH?v=wO!=4wHhb;FR z_aLxCQcUy($*SH+*eaF+U^@_ly|eduCMOAs9ex*F|FPJ6*WM1}SNo?>pBjj7B?^Fh z`Q@->W33?X2^vWMy_8&>{(;48H=zQcmcHive&SRk-Q!#YvjSFU+-)kzZAEcNz7zV! z#|?)bxRIs6_2t=Wq)BB$d(Iz4KYjtHXVQVB&D*lCjlEaG7|AG`oLu_Mh+I(_{UHzb zVF~olN{u(!d)4km3m|YcNJ(UjM{2}M@OtlcT%E>CZ@!>({_F21m z*qA}d$JP`?(~(9k1NR=oz$h(gZ7kSV%`@9W0n9GR@n3K%4nBn@`M|hfi zaQ#PWxMZe1Yyv*+&<7c4OTPq!NM#g7D2Ogx@e9#3`_A9$|C^B3{SbShF=Z^Uwn~d; zWC_bChH@hg*$pr>OWu_0U>ZL1STGKWl-_4w0pZI-jjjW%UTjezZfA8FDbj^_m1|22MA4~@ZeWO(IE7J!kdBL6b<<{posS7gz$3f>4acV8J+r|Uu zV(&eaEu!esbUCrfEpduqy7;RIjJKfGsOmXb zna7~_Lt6Vrn}HSI*ek5(WCSwHkHtHW*?K;Fd`z!K7D8$Rb-3_KJX03}L-c+UOoct> zVzlGZ>tkcFI6D85jrlLRSVU7I*Q!Ae=^OZ5$LB0YOGTk7P|9!#1%}ej@D5uLA%2I6 z2)#zDkV$V!imHXU3rkaltI|`FilP@RvJ|q5XT~H>Qn(q)E`2eTB&(UhFV9BPd|Rq| zwIPE~JbU?8g+^vYn9i20M(O*)QiUI_f&(vHe^(q~sGDBuS_f=N46|nSSuBaW>4I(u zf%l>kC?ZaDfP!Y0Fr0*hq{!|irxsiG0xA^64O@_^a*l~`gwwMGtE?xe^4EH_Thf}lKd!NBYzsHa zpury~6=O*T@adpQxvq^tOvAmX2*r2`MmZ=*+sGfj?rLJ{+JcXNRM}FHSMJMC%8l1qK{&8J;YwjKzaf`VGJzLlg--=oII{Mj z9FN229^n*d&)R-U4F)Z5lOtJIGbi5|5VId(fZv7evfFL1=TB`xe;Z%;Y4e#| zroMjJ!bK5Qhq^baw@2dPzv)gOD}bodukTL5{lwGPAUWf@4tBZ=5ug6{Awwn}9%B0j zL&jk`c!B9Vls=y$(hYYgmo+qwAhruk%tvRG<#s#E!w-QH5tUxG=_pqa8K3DVz)Xuz zpn2G9Sqp*S(Mm)W6){d6`JNxf*VPHuaL0oG-abqK`glxiY#11L)R^B?is(KbVvcE$ z*j&-|L$0t^;rdW`K{~ghJy8mBnjtt%r8|>ay*o_IdViOk-fxGM#i{p>I$Zi@7(yDk z9V!S2No5!SN-O&3U_NweO2=`fJu~P#2OpoZvvZZ*GJv9{rl$)(e82|dtwx_aDmK=` z=v{le1bb$Qftgx&$BT%?-$dNKoEPY!WBax11GAp@_;)(0siHAoQ}jxTtW)ohvsz#4 zZBPqSWE0Db!R(Sas+niBcWae4yao-l0!)JBB;u1FMuOxce^DE|c%qT7gSX|Ct~;Iv zYsXIg#E6>!x#vyo>#9B)qYl%|vuSJ3p^~j@b~d(W7@BMzrc5V>Q{q{gkgxgDiJ+YP z%A^yZ2P;<(o{v#~c_V;Q-Fd}{#GYv$z69_){_o$v`7_mvR^9TQM5y-m_LkC7WQ>ie zEA$+?>-IfyxYIu&f>xz9<93@x9@7b1f4Ss^g=M!rA?#loZ6?p7Am|>5t_!rmw}2dde0@5)`8hHa!J6cM)=B0LL$Dl=SNQB)!SE4E*H~~tt4&E-$T_R-Z4u?W8>~73aq!{$ymQ_@sLN>RyPJ%pi^z?ci zMVQ3IC_aAt*z)oxrK3ppAd$X-L3B<|PQj*&BhGSYkF$4}=d~J>KRwDQ9hC*CD|39k zLD)dBO`o`k#SL-jcwWAY>oz+Z$GPVC?q)uQakpe&m~%z4Ck<P!WbtL8wiFn~)SQrj!oMskEz-PT?7)2uYpg;}&4*3n1DH%G#Cb}3Kapb|xa zgYekrMrj5m(mafyxNo}#YDPESpwKGn@dKw?^ySeC&Gq>a+22FpYbw|5yj<{Y7ulWH zx9)m8L=SQO@r44ElL`PuV4Xq*G>&31t06PYZ@tm7sj?I^CLO@!4tO?qTqm+6z%9EU%77&(l)>o#6j zQ7fmwjtIE=B^!xH1JLFWm#)90K$?{1?UQ`G*#3}YCS@2TCN}m281n$Yg+vrA`be!` ze^8P~Ry-l^vR{GvJ39|gKiCJ3k$*K)VX!k_&(`|#=ZB4*BDj_T9z}RT@z43nG_c?C z!l9T{pD+p`oW^=gld7OXP-8+GhaPao<=10$9^+a#Ey(}bcA?#k+}|3ypE?Gc*{Mz0 zc!EX4*sc%;vlGljiZ&tzfRHB#*Oi=-65_Pj!~kY8WE@$Y1UirTLAPQNKnDrT77%yx zk)=f#)LCQ2#Ka&aKjP@5X#xD$0}Oa8W@?IvE^W+Z&IEN+Z!wckcHKV#G6mSZpt)D;t4jL_geSF*% z_;<#yoJOV>sthl3M!Uk4?hS9F`gZ0E5{UO3-`;zPw>FN* zb@2ud*!jMe9mzoWahF7d#}ocT!kW_x%)tz)LhWhz&*Eun(FAf9i3cD)Tt7>jJ)5e<_BEt7^l z90VwX=bh6R=1iCX(ous!mlEaaRq5539vm9-l&sSjY9CmUAR&rmzx$J~(KOvYohXAa z1wGn^gCB%?L5x02mXJOtD6!tX@o}*OTj($M$?&IudlnHi@ol`&y|0q3F2W|B>3 zO4Uo%HweVZJJH$EHT{4}fm~!BhhzW)BkK_4PFQb2?g)oq_{-a8_9^ zYA^p7BLjDXaP^^^W8Uojizv`9Du475_rV^Og=#|R@|egS3d!;L9N~KCzo;7BQIb&QOJ$4RI~y}#d2A2>y7M0{vri9(ol|<(!yZ1=rBfx9VW~r0G84q(i-c%CL?;+` z4t5C={~5LjBgfL@GynMyjOm?w5LAKQ%HFsVl|3Kny_%egRuNVj4XpAK{rJp5N}6mA z{RLR&M_03)x9Q^yy~?SQFR>bv7kh`cUTTjVIEEUijjiHLxHI*4<;J>E^OvXp9zbn1@V!9NVp;qWDW2+ z8B&?V9j2WXV)(yYp@t_}T8+kRPuA+er8(isQg1+hY?(L$+d5m2(u+h%P|f-|Ml2V) zrqLN^4D{CzSVDmVe-0+kkY~pSd~ni@!P>!{;$Q1LoRRmO$y`wzLtc}T)Wk`F7&?Wi^a}8v_${ zdtrkEF)uWpMw$P+(`J=+WYWzbZsr)O=v)k8Y*3iD${2^agZ6@^9LmbKa?vd~>KEr< zIkXL%rCN-#U^Nh>_ap`y4dd94%c}x{fKmd;ST@L}BT{4<(0;>MiIpFFC*GPE6eD5Ik8n1MzPyjls=y|z}sgaaNgiq5)FFaAw#QveD%&}t}9x~n-2WAm{ij2@( zb_K!7Gd*0g8oljlIu=%eo)<;}1G{~UPfO_ch)XM9#H$X1bZ@L;pmj~j1V!7@5UO*& zP6Eyk=A9iKZW&ITl1X?nPKJuLx9D@FX)rA`%E1z-$Tz00(S1?q&3Io}N?ltK9gJcg zX%z^h_)y+P(kaNjHRuTX^+z6aLnd;}`cKF5<01Fr|XoayerHkf7`8oMzR6db4 z75x;=t`J@zY*tKv#X!a{8wOc{m8HY=$;1RySF+5vjQgSC|;LZ?Y?4lE@2Y-bQ_74aR@E zqoMK>Rr;(DVwn(3sJ#)ygxCD%sd4nUql#)yRC*V4yt!Xfv zgAO!Jlcu7|5ikJIRqy%T6=t0_rip!UDis47zYr$f3_8gkB;g=GG5`Fm#a~P(RF_8)h_JumYf0~$} z5~As+dv!3@^IcL!mXOd9*bl3IM)Qi~Fj4fR1Rjhd*xNG=ktr+%qa^qndN~A( z7#`nE6J~RRN@(L4>7T!CwAvP{jgBFWLNA1kgeJ8fqHC77081D+QE=3286Dy<2$<|4 zm=yD*_rIJd>HZnz&`vfdfzP1jSc(Y$tsbjQ&}(@$vHvDYG_e=08j^y}PPP79W8g^u z<7e0fDE)4H+|KI@M!|qUfJCyqsw$SdyZeO~FyV^i>$=hY)s`peXSqL934xSP$4K9- z<0G4vw9L#B!B;jipXbT?`ubj=%Mn=67u6xq>d-Cw{b~ky>@qW>LT+$M6=Pq7VbiaN z79zzpjtE{&hqF!MC$6 zz!1_42DQ|UwVqJ@dRts|)_bJf`iR|c@2nP^oGj?>$%YY0X-dNCWLjnngIOt=KT(W# z$Ty`h5)!Z@i0{}!xDmnf;RTI~AVkdIHIb8*g@W&Q8|@<#Eg&KhW6Gg3v{G~l;x9L+=0hc6FgOigJM=%n$$=org=Xa$JSqQ1Y_ zO?}qUjKOX5wI9Pk=4vjOxzt2MMut&7O__QVK|sv4wamx)YYhiuLP|EhD9SMqjzI&ohW?HISS@Ys z-s;6FlZWK-N?&rskm65@{{9kz=vP?rFzUK3| zb5Ez}4rR{q<{Djl?={9L1q|ANOO<%?JzI@DQ+*+qOpIMD(omAtQ2NPh zA`@EC`g!7Ux2Y>~CM=K(D-{!7US67Jn6-LhnFak7j=-Vl4SFt;jV!x^JP-!KK@U~Y zLPaz=Ey5s3c4u~WtixQrGP7bG85M&~IL@@X}lYWQYK$0t}MGf=vgI$D%!Nekj)(&=~#a z1Ue!8*?eFi9JcEfXPfx6;VZ+Mlv0&?XEguBs4rwfOD{ zo#)Otl!b-m0(3>5EPJn7T>aVwI1jm)J2S-mc&*0=EEy-@ci)#jdH~3Q3^@#u$r7M9 z41&=yUMR0+Xc!Z4{bxPfrLzaG)L9+pYM@`G?<82&-$1fQBY<5B8CZVgwY7;L=D&6(%*oM>nw|UWY(|pO z(!!A--o~fso0p*5Jp{1ZEC9j*$yruVd-O<`;+`zQ<1!$|Q7DcGn*`yi6Cois{Tlb| z=|(KymGSebGA(jp`&7Vusiy#IQ9n>QN+V6AkAk?R1v4nhKiZ+-{3_25_W~Q3=Ku?) zoG#8LY=${UQID(ianzvlyJERyC=yoffcd#!MHPoW0W>{JD+lOM%_B2S>;IoasMn*Mkv zJjYWT(x@=|Q1Ik5u2aQ+Z(5z8hcWKVX7Hv&928Pe3poMHR`Ko4+hc_thOI=^4| zKM?;8mc+D&rcNp|{l9)c40}udzx`}A{uJzI|MT2QOx&oWNq-8(h0y+cg2IVJZUi#S z|L@r?$ffYW34j031J)F{#Go+$eG&kIvVZr-?dpcGhU(CPuoK*S2qv5(nw1|ybT7_6 zmgo$C#s9gkIrF{a$7LUCdsC?2HL(kT@ccjL3r{ytwaZK^X(C4*L{mrJFe;(Pf1d;@ zq1FHECxsH2&+(cp(x?M;G34)Dcle!Keu^U8nJk5awJId{p?6F=AX_3E{S_4z0h#<0 zP^@vkN=&uP@M1`WTnLoX^0Tsw@wfcv^T|}o+X3@rd>Y(vrk6MZi&F}`d2#q zF1`Nm7`x<>Jn|)AhG?cmaiMm&uFEaCkMOj(u7~VggYB*u911D90HK$brc+L!?g7z? zmX1zXObj*%EKoqSA`fa0Pzcwvs!vG_@~%7M48)|Q5dqx)9uMSj}Z`q<#lyQz`_UEa|C2$+f9#Oy?UitM}afEKjGW) z_*YN^;m_|VML}_3_d|Rp$5pt#fKW0KlK&sb@bj;1py~OZmTs1;xs6+{U!{$F{!CxNlr#^a8$$&ofX&;fCMdJ50>Y4F*+}mC3ld2_Ug7semg8q}BT<;qUc%Y~VQ{f)|1{dwkck1&HUZ zyNYV+>3wF4MQ(ARdayH5tlV8EfP(_CaW?ISuEPK8(_~^K?oQ`1ijms??F)H4>jqe8 zkODv$?2E)70L_K`{ui$Px0l<6e*WE_%Q;hV7@b3P1owRA8~hkboUwbsa$S-{~Rw5Mup-X06=v?qz9h4 zvz6Uyr(~1MDjozGLnks>=Mr<{cagYDP6`0{7f5q{*!@JDtrK%l**!}qr(2$q8C z0QPMIilT0RfcTMhrC#|$5gL*hJqMgn-blKxLHs~v@g+Ev3xku{2;(7p- zqx$vq^iJzV`A!lt4kIiUnF{r~Jumpg($^js5clsvB8?e1)kw*of6cS`cR~rD zq`R?o*BY?&OSb`ugg?Mc#j)+>&pBZK^H`B1^f^d?510}qHr(dHSe*kgUWSvM-CCF5 zNk7><2Aw~@@dn2j*nZ}rDCkkC;rV|Lo*w`U^Qt^eK~REx&Zd#|39PGWG=kPqJ3R|v zG!A?1ImCf^YderY!)15}T$ilC02}0zfs=BZ=lh=y)eLiEn0@yUrFNXHGMPsji_r#A z;d-#!fGx}skc%%e9MWy(!JbT^;l{)+`VVrzX&2cYx#`ALB6gG64Kl^yLA$^ZzLA%EPJ7yZDbnWGADLt)#SA zG9!gij8sHYlx*3PWvoe;%2pUflio?Rr<#ePFd42yYRGFTHLk2h(a^Q;@8_7Azute| z=XpInJ)WMc>wbUdd(QcM&iS14uJ{y+v@?&-os;H-G#$_jXp26b$`@DRT82Zjwz6VJ zJ<}9MD{DxIZprM-QD`&ZNAIe;4@4rdCQn}22N+J35wzaU9sni`9O<)nKMn;9F&&(zms9@V z#bz^`plo;Hnw-rsiCpgY3=nE&&m?NYEc<0tYC-pUV#y=~aq!AUZJ5xc0Q~wxSC<{iPpEzuS7e3?;3V}qZkt+?h?%2G$^85U&H z>*?t^kD+3Ib@dKi6VVHB1s#~>$3}8=_WXH%M(+rBSzqWz!-*bMVmos8{en9ufVzHp zitQnIDJy9)wd+M263_KEHp%w?+Pk){J1&mD_)Dc+PvdQ=`i2G`W`$)&G@caPkd?Ld zaafuQe!K@rr^nq@i#$(Zt3WDdV4^~wuCW$L5rhq0$EHT1M zm&nO!v8KZ1H--x16|y=W!YoWIi`nK@N;Zc5Sjyjgvp0X!#*K0zAtBU`06t{3%)*Y2 z4$kYkdU>D4p!XBtf|vjs7XH!s;l5Ym=GHUQ{ZR*JrZ91#On|lnk_wMLE2l_@R#V{A zI^kK2y}fV$adpDt;6YW(EW>2dQy~ShD`gp=;CA|y)C%gq$j-?b)yra3zPD@zO9TmD z=ibtZMY9T{xfWZuvSAUFe|4Z1IacG(Qr)&HLHehQd0vk#8H z`*RA9LpX}~NajbYX(}ZygBHy)LISbMyjS7lU|B;*)v-r!eUSnVdZ{No z-LQKhof8V$%*(WklX3xu!IF}ajgs3X49B~qXrw2}1+X=dhp{UT*V?vi8yFoS#;fU` zLeh7tBqKl|{Vpb?+F8>Xf$QJB!&4a{pBe>W3v9@r@I=Kf)~HR0gav6|tZ_;I#*Qc} zm-4t%FKhAl6mx6aspmfvpX;lB&p=g)egLP}yR!)r%n)WIh zM#{ox7PPXCURW-YB(=iwGSXGQhjk^>Bl|hnX-5v^#fult1Em#3la@!dtix{+ zi~LK*Z(ig)4(tEU#pO!&T1VVaboj_f1VPL00LE|6P)mDxJj6eoK(pP|%JH|{1lb!h zk;8I_w{8$sG(?}VPiOBq0hYejQm6cxy-vqs{aSuCzSYqF=i~mk^7ghgW2Ozj2FIIF zi0eV&`?=c_e3<*L6+)5NbVHGfEFW-+bn`xmD=zAIzI1;3z&*U}xPYd2{W1g`zVvlY zl@K@wc2#I}x9d6aM?OA21JydUZ4gPnDLJ?CV&M%iFkyaSOUq$dZ68B_Us6%jqm7ijl=>FyZf$uG#aMK@u-L*YfPE= zE4FvCqJFSC*r@ydt%mff3y_jWjP#vCx_xJ3;ez9kVvsTz2r8kzeitc*k;1;o_fD%? zB(*YfsLssG%Zp9oKg4gleBZHw_OWus879sp7Xste`yUD0+uKvqotkAvcIs0u?hxtu z9V5S(ZW?a10hX*h5Y`flSt6Hem$eiIs%9P=u@_b}l*f504`i zJ&nN~?G%RzjUn9G{j!IH-1rT;EKHt$5Cw`Lh8UspK3Xy;#+)@eRz~(ewwEL*2O1xxR0; zcU;n6M9{1>VVlZsxwu6Whv!HQrG)Hw2lihmO^g3;0!RG+|IS3Wxxn8Hpehg%_)PyH zOpue+3vjL)-2yIXHIZ!+uQ-tHjbU}G6M8=Gt`Ra8kMX$dh~LFT7e$b*J9qBgFAUzr z!WbnbrS&zKVtA4uE1m%D$fP3xIASc*4*^rZ1J)3h)nsC0V<~-rpQxO5{KQ)lF}#Yv z5a9OZ%a@tbv5Ixns90x+vP2@vHY7gp`QxDmaG&*_J!<>9ar!jqj_ePZz!@iqDFuGq zC=`TbwOr>T1pOP#FYN(>baaXf3S_lIp*R(*kRfZjRf$85XMVffOniR3!~7YO--EWW}(NzumSF=o0B?I(UTTF{ytqRV#tf+$Jd&}P~)I#5b55Q zEnnU~J=$tURk5I;y2oMu8Jmts($-H}flGkfYrQMLJbixZC>p}h0DxgBwH<7ftf&UmNJf+3grJc#UEBa=1Zy@^|;8jg)$0qsxtiihgAQ*!7SH68Mo7P>ugUCFn2M{OOQ z`$tFpiU*!7+`4^xdDU6f^3b0JPb5$kcfsZ~R9faC6{*N!4Qt>x;bmxV&Gj2Mu7FU{C@?&P|MJ~w}bC9`d% z7(Cak720P<#096#V)GDPZy1)w#ZotdVR&brppC?kGhS++(L zB17Xt}>Q=ParKQaO*9)EKoQwCORNTNRS7d^9PE)ueiHV7d?hSAF9hhas|NtDcagS4qZblY!N|Jb#)g3 z#0O5cAh7ZMoQuLlSKz-}%_F;PY>4ZqhZgU1$q!K(&)4gOfqhkOP+kGi^g+w5Xtek44pwVw=*j;uz6 zs+hfpDkXS=&ER31zh3817!9D-3GPL!+ zPV!TrMZk=bZLIG{YGUkGUjsa}MwR}8ae zUp_nA`Wl&x<5HZa6&2K#)}I2{iV>8e6|9&za2b$zM0O4(}-n_|Q@Ge4QF5=@lTv+dodJ(EYgwe1Wu9YkZih0B% zIaE(cZ_FE@7RdqiK;4MAtTCYY$io!EtNI^l>>VcFo2D#p$!R*sj^?3QiW9d6B7_50 z!MrXs4?jgN&kKvEc?(Fj!ux+4)dZ`rso;G=$yEZgGWQ(DgHbB}^5LR?2W6lb*&B^^ zYMh=6Iv>62uJY0BTG)Okae3(LJPo9W^@Ik9y2iMZj9xGEGRsIYi#4%w-$S2RQ9<73sFkt<$L%C=BPqallffPgvJkKQ dPZ7CtR$#yJfyk^}4vWE;xv8bez0J-i{sTVB@HGGc diff --git a/codes/ddpg/result/rewards_train.npy b/codes/ddpg/result/rewards_train.npy deleted file mode 100644 index 2f868269eda495788d51abc9f98b304d9e5a2304..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmbW1`#;o)9>!_ix9!9@vB@T*rtBQ4j)a7XYPQX`7k6QVv@tU-Gvkt(X}&XKFf=p@ zA+-vHDA$OmqE@|>k}P3m-KyQRk&{b0bN+?%`R#drc%C1g_v>@Y-Q&PPA9XdZS|TMR zH0E$L#ommvGi(QiYDNiTMaM=nn1QV5kkJ46dl(Thp(;NnoWTxN>5W^ht*M)+W=UrM z_vyVYb&UA9ObO@S%B%HWrx3eT_tF1MF21t)Bkef0k1&XX0lgt^GGvWWvnNRCc2{3p#Es7GaN0VJ6Lh#uEg^BUBMz|!jUD$RQUlVb#~&tz9PT$O`e(qc2X zT!_I%XZm+VGWlaQR{_# z3L8ofx#>^o@d!6^slQRlgEUrWrpZ|Zq2gi}X($_$rk;iEN+Bk#Y_0b-rDC_b^e>I1 zG*ITJ&a~$cxYl@ZSns?5joZ?^n@og=e^*oT`hfta!>FQxp=2zHQU_9oQsD!88n={% z#zZGt>`4Lcv`+6Vd?Ua>*{i4xgcOn#X$I#N3)V{d8toAt8s~&W^C}h|7d=B6{Pj$n`SWREwj&#^oFVh( zI0Ay&oQw=#G31%<-gLGY${TO5Ust3{NB3bZiY1ieK@X%#Yn3ncN1m@Ahx!rmaY<%yy+DV%LzoO#-=f@yit!OKX`b>zJ ze-HWRXa-{Q5C2*Www0pu)i#4mgG{VDzuG7IQvhl|$z6>fabR1;DA~6l0Ojn8+fR>* zP}}#T*9ki*^!9S7%G|$OD@aSVbq9Eu`#m_oPMN}HxGdL$3$iajfCy^jRepS`!KiihpoN0)DD@l?5IN2ebO;H>ZEPu@*n z&d+Vf&dn_Rm2f_MHeJPKaxrO6&H~%9%;0!26P=THHLbg25iT?G9QWWs{riAl>Zw66 zkFhB3jYz_XT^Kd1hKt{9DEi|`Ow=g)_)<$Qnx2|ge2n3Ou_0{Qy!H@|&lhy1y%WK* zjAQgTG#-+cl|ESkaWLPT*}BVxh2_DT|8TVupdj;B*=i#KO7e<`kUht-bZplT(wid0 z$8smwK`h+d;T0I?l88=U2a^kxBKT6ZJ6UF`f7ul0(6loOjr^A+S2e(Ke!TGk@Ml-?0~^fVX$IX8RZyE+~= a=r(?RY$+Be#cga_PZF~7`V%jW2jIV>AaHO1 diff --git a/codes/ddpg/result/rewards_train.png b/codes/ddpg/result/rewards_train.png deleted file mode 100644 index ee4862f35649c49102dc5230f12bb42fd0616495..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 57002 zcmeFYXH-*P^euXlfT4z7gwPQYkfI=j4$>4v5NXmvN9j#KTIfheMT!V0ibyZgTj;1% zQF=#u?eSB;@$NZV+^KvlSAGq9O$cA$CzSbO!(mbNnwPSMJMG0GML9r=;-MJAM7V zPYTky=5Q--$~N=+tU&N4 z%f0)wR*MK`Cjx&gCfMT-q4-z9?2%)N(1icqO;`B8ul^72L8M4*(OPx`0l3GtT#{p? z;3gjrRW*h!{7jxtwaxfCa%b;EnqJ5>#{X!N;Y+&PkH{*o&6*`Bu-R}lMdh5&Xkubg zeYX2^XUx9%!`H9GebRemkG{T{7pa;Kka{a%I9Gi$Q4PKN`>Vuailxg=J41G1Vd2O4 zcqL9dC#MbtI7?`8;Q87JI6BLbZMosurdLyI=H;1f{n3=K+LytUTh=6T(z|MYv!rI& zH#c-tTpkkz=W=rc#KDZO9Y)Itk0#tHoN8Bcq8zqr*NXDHp0~L4$sC~%R{vC=EWR5U z9bKUgl%|m027uNTjW2@+F2CqK>Rz_m4>A5F){#l=NQvjUHG+auTlBH1pFJCD0< zWkcl7S01K_KBWe->gt#oOuaeoI8Vit_sKFR8@my|`p!L6WD@PWSp$D4y+g2BwQ_I=n=hOgj$=}5IJSDehD z0f7CZZx(AAhq{8HdM3M7zvnXPIXsJjA+YzZzbDYuy}Lz03WH(OQSL6&{ztRp(-(K> z1&t$5_Lk=D&2UVWj^p&zmCelx6CQ&PBsQz(g}pY7{pM&gv1}LH@U;v4z!Y+4!m?-E zce_(>!$BYQT|T#22d@$r$MZW~T=DF$zdt_P!EM$F0qDV;2LL9CU*BT1%=-9rxM`Cz zFs8Edj`53?&ndG0wQCJLL>3mRhn-m_r_wH`OD3_GY)k>4{lp%dQkx#8ziuc%MZ$AqtU}^+ zIs3z!q+sK*Mg8$yboE>m|8~CFIf>cH5B(C4l}Gw1`+b2Ix0#rkcgi!*$?*Ou`k*z8 z!88)wPQ>)tqWDe-+Zj+?ze|$gJx9ETO3Rs@ixyJhdEHDAczk!lwUfop-o7=tasOKV zZec>vP>XiiY*b3jeb$`stGsJqS{ry zv-7RM&RFrOW!$mDooGBX;$;pQ1?#sJ@xx1OV_`cR&VkHwmnVG?K>e*iv$iTr*uB?0 zvq5lH>{Z)zs%M$X2&r{pS`xwn!}6TD_`st{F9;yDReu|p`T8XznET%Gai`oSE*GX}w&(Cqwm#p@~MeSRGm%iQa#3=xmzlo}I6YhQO zbM4VPpu^8DXUBJB$IC|DG^#{{Xv7=faMYIV4E$ur>Yseq?PmBqxH>q9YlO_c7Cx+e zeN2MiM%R7?I0Qh*9-|#bN}3aet^lP5WcX*9+mQffK&-Ue7dM2PUF;@H>~?WMfN1)g zWk^Y2q|sk$%4dni4~#S&;JOL1F1cVV4EB>{Ta{>=cU`X-HU-EM%fJ|CbaW#snAxei znNMwba}&`Z$LYIX8o|}M4c^lF`l0L!?idVAjB7)Mty=*{Qr($yY=BD}m8!fpEqTPKh&t`|Brv4x*2{2>^Gb2my^u%xCpvi(jAajo4=TBN=w%{r++t z&r$?Ng1|-w9M487aeA+OPIg)S`UMXSiP=yZVQJ|YI)1&GnGlMOy*|14y9gA)cPnb} zr|IIL81&^kP7{$w(}8RtC=jMT3v|iy?@;bJ*Dioo|LArLiMdFwf^jA$CYRsZs^;xc zbO0I0E#E_jv!=_V%k36Yp_%Pgiq1q;)|dIkjkTPexrK#2+OcD!qgP)9Dk%lsvHtM} zOS!tc@KeP9)Iu+7IeRd>ia{axb^b*waQ7aX%^5GOG)IP=ODH_n&E85Ct=hC+SFiju^=1h@1HrYD=wxms&YE0kAz`|3XMd-C&C**Jz20F z-1`VI`=J@5=~H^y;~AKMStBwp4jL~ z>~XQNv2jf}9ByD}XweOmk^lhrUbzgLc+J|%;jUgBRyECn%Ty4cZ^h5BR@}r2=F4kr z$ys7aWpbPro<#ybgZ$y(=UH$+(3|5}to*<*nYz9{0}$%eFn8oFD9tmW^t!BJd{9sklob8#&*)B3NQ*zfpao%8$k z%r>FG6ZLOZRr1KUY-zxgGBcx;+pxuXDrn#mY5NQPJb5%aZs^DKDpiC06%t zk?O5R-1czO1>Kj-fLc$f>D_DZH6x5s3X~O?GFQ-s|4pa44X?QfSVA3nRH1*q2 zp72?E|CUG!jIaZfld*6%KT0^#1^76?i$}Rtx#0wuGDm#38g82JujUsk4vP96FCl4HSALZ1bRM#PreaFeZkdz*uS@40MrAiKbj>vY45$C3JzFkS@`kgBo0jE#> zc3)>IaVF*-&nx2t64Ikz0ncW3rhK=2WETsorucm72oxSuxZyq3{dDEaJl;&ba+iL7 zJJDuszrX72{8AU1O>R27){9y~wpoY(Dk81lo(^vR)_FL)`%?&x4z;%JNecrlH2c%+ zqO9Tp&m*Vm*(?7h4h)pTQ#euOI z8La#T)nF9kO4XRl%P(rtZ#vb*#~=JwO?l6g`yG~Nk~eJi^z;BR(p`q-HipW=oLr-s zk5K3PgF9gQrpNOs!G`@u-Jr+exg+a~We&duelrDib@lJ##tkpT04@q=Z*NBXp@L=* zzp*A>lXPadv0;_7W8to{7(9c*kD)2GA)4;maaH1P!rlJgzeB-?qKKEfkT4B6vBqbG zy3Ja9!(s(WC2J0R!cGYfzcS%9?SDKF9}tQsC?O#sU{045Y&vuEyV%S0l0MAMj%&d) z#4u8ZCsizd+sy_|0S$B))>S4TmXD_|&&{My{=QC;aOK2%j(}kq0scAk3ZKv!bd^|r zrxq}+XRMlh&g@o$)RbJ|PWM?%^#)A^VVwWIS-U29wyY}Ga@2I`Pew+D2JzocE?59lwl z2Vcu7eTEEe4KFo$UXMKe@_sw>@+7kw44pDz_Fv;E)NO6AZ#G>9NP}t0d%d)C`*=Ry z5{(AHv@sHRc@D-JubC9fxDO=g;9MH+_dK6z2oxv@6k_5<&`KDdLt zo4teUFF;LDde^mEq|<<_>kQBH@YMiQVI)|!b%uc9gi?yux$(qi;7SiZ+|hG`gN4#i zWB!dvIZw69T&23;Kh!u z6Kd&y35<2REicjLY{j;r{};{W8Uc}?J1TKKqA9l0vfl>pC?|CKUe z+z}r8$@#Ck&AkfVG=)#*AYqCIvwYq0M2WahJB44j#L@rS?utAd}kR8wO>p6)g2 z$$-ZU(tm$o#Jx{u2V^h!I_!AO>{4>watDn`|~y33ddm>xb>LQruhFXz>+vETS5D-ihMpd(eh$78qhIUS1nliD|vakez@!&gK0VR z`qn&n!5q4(^1QwY0F?)1mQ_y+EuAjCJ63(WbXNQwp5BY~6?ZizmZv|REVCwkKILP( zc8KSMz3C`xXMOFwqaYpK!n|=d$N&G5IrDO0KpCq2*f(Y)li^#u(v2AYlRA)Te*~c_ z)O1$n38rDdH1OP0z@P;E-_|~+?xDqmiL6FawW(dzN1&xyJ5fvNA??u&+1c5!!7mRx zd&H+>Zs_F9fIwv1SfBzyKo^X{{H3P~6$cFm#ePmUB~jLP=@A=df7fHt987rpr#K+Y zK;X`pI^Mv1p$ot(fSc%H$9o_~iL-k52fr&wX5tPXf&Yx;`vCqgQochM0b-FrL^ca4 z|6iU5|H$e0V5vQE26IOX^FK(or3BXm0>tvc+y9^o-l265pjOgW15vI(X-P5#dCUt> zV3)=RPB0|g07F9L97q+xi8^TCfKYD#pZ_2ccqFy_hjegQa8_OfI4~F%G(N0?(E7;u z4_}cYgt`zKCD;F%ArH#)|BYA=OSultl<_|^{al0axe#sBA{;1nMv{{4XtB_D2_ zj&?A;y78HkD|8G?`Tvdy7+k1`2Y6rRAJ6Y?fqN23b&E9*L#Nw18E6`vY_`P;-Y>=b zZwz1`u?PTcPRvXTNiohDCJn@ahK&7?&=qCTMbI_b$IS zn-<5l^x&=zpWf@?jjP>Emu$ipW;447-V7ALm0#h)eT%xwwTOGW41{OyVkQw!mV7XG zueNSzERiU)K7HN8Jg26ssy~BBi95l%G%n*F@pWH~i_Pw{xcMRbJ|zLfcB?wbmHx_* zXs-|dZ$YacZKN~-e(gn^MA(4AR9&$KJM#!W>8hzcz&$60|FcD^j4F#Yyd<#8#fDCo zVxjkK@HHTtTQ?8Fq6_-q2!dVsq6Hh5@KsMr_2o;3_WJ%kMAq_{2%NHHQb?}Nxb}rJ zVXNZ%&qRL&NFniMu&$+UJ;}hg?YT8P;P+UHG1 zEudO{PBIL^ym>Zk5x0=o0Vns?CZVL~y^e65M&ts{w&x^p2J5jYUT-b=wAFg$l{%5H}OG_FmCUeQo@=5FVnFMas!DS>X3NyZVuoR0<7;TD)D@MME>6@8Y7>JUWWkZt@E7_WTCc8 zx6flSmb4<$*sKNuGz=p$L{uAdkKONrO*qOC{YwMj>Hmc$!ruR^Y49NH`*}W-hZX2A zXfvhj-^kOq_qUy3^jIXCiGq_tU|`4KnYL8winqMIDI-)Resa2NVWuX zC!V4fHC?>0x|RB5i$sCaGjai_OhL>@DOha8S2i zQsa4DeSSFZ3d%pTJDqH*s;cl`E24OX;H>ZRi~_Gat<`+D`gM8)Cio}~o)Az|Wro3E z$6)0j>meC?d9iiL8av5J^f3-S*GdARh+~7hh%zbI*KT@G2IryjJX3Sc;~q)#WPkqd zV(YG~Setf(HJge!DsT9JSKC~^9)VLgpyKHh2vJ`0)Ai_18gt8 zbGDdkduiwBcrelNBZ*(+=`Zf?G_jwxj2Qf-Ov!45;5(nMez!IoaZdcS{h(g)Rp*OjB~^SUs2+v)ylZIsOKc&K{fx=fsEK@K{rIZSVnlBk z7Z(+A#O7^6VEb2^;KRg0sf1SkwaU4$;XCu613i<@UbK!vi!L%hdoR}<#Eq-+>leP^ zn=w{s?_)h-Xxz_U+CCUJ!`^H%i}eyu7L1$dNfYbSb`khA@{3aS7p;f93rFNK5XVh$ z7BEZ+%!F)y(2AcPOLnFE;IP&=^A@f*|FcRuLTt;yYoaq+QFoA~Pxmp{r>G+Ve}8d& zGUh<{T*~nCKGR)%5)Dl_Z_2Xk_mqd0nE#~Q3|zh0^ngIo5uNwYRYgN z4(e^ns;UtON7EOF;{WRACD|hsUcd*ohm4%fK?h*NjdZ$vzm|;tlc)Qy@iRRgU+lkO z-(__RFN-=}rzZaE#`W{yrQR$-Y)YkK3yZ+H00q=1Dflmr$TqkFw%7Vy&zmCxFFkpRs zy^ZFf^sKKO+fW18iP!-PUwoI51m9s;JH!j?U?)YdcN*;Y2#bn_W}dIx9;=Z9;#;A53s^PtF8D zc0N7j!ud+pY-0LyI(bLoh|;O<%&yInYX1xQk~6!>woHV$GjoTSTp-n@>u-T{w>E*k z&NsDz;Xglc(8tmSx)6a>Sm4r&0Ws=D!t|=Ntg>0@3ZRkRA8I8Xb@%99xUF6Qrm1)= zQe9T8Z|7K{h@>J=BL2GR6h&!SLf$Dro)sZdEwJ%)-1KY0dqS#fQCIY{1>+Ce{yzVywnQhOzdz+$ z%U2`#hW%T<(XD9i$gIc{L+YbaTmvgv4yi%YSGnJwtL=fF=6jW(?=J}l#(7E7p=s3` zYMq#YnPcTT!|{tY^STfD*JJr*-PxIRMCuP_0aje6l((ZlMV#3;qk-Y2m#JI6mOoBp zyOKX0=!6gw*k!CWvWP-}N9cfq|_FjnrF& z4`mMC%wPD)#y2*~YGfFX3DK}V7!(oKI#JqDQ&Le^CxO9I)2>+$zbdT^RA)5}St$0J zkGh;-!=*AbJlU``)lR%)5*+&uSIDQAsB2%9m1XB`d9JrUF&cAIM#XfX-v!ao(3;U_ zxKm6~`dK`L!E`c|>+tW3IHhy*}TY!@c>q%$bao_y&&X*DE zkB07q-+s>M=fWPMq12(^tI>9wUk*!}FFrfi*?pyW%@-HbS1)i6tj^;bwh?g|;&e3Q zEhg!w@R+~HiV78R{&D;c$K$)?Lrv48zqfD~kAu~eo`(_*t^{wb6^{3l0@dr?J|jMl zV6qby5<#gk=g375$5kfmKH_q|v|;$9VRSrG_EG`8 zN^2bD3*U3X`OM@73f(~w_a~%JUQyWx_MSz$vh>;Rb=mHvj5yFnl9Ab}%SPaOEWg?_ zz3`3TzwjUX^@{1p$-;yPD=fTo)Z-jLgXdc;M=P~)@t`UyaqwGbC#l%4z1APhSoq%k z*!XxUND%Ql>{ipI?DNs~YBhYD25^}Pg2&l8nlFjJ4as|^J9%MuTko*AuYh`@{$^~0 zm+R)kiX)NE8toN_<{#};=H|UqLCBm3cHekRtakIZPDjE-i;v}U-kcA5vaH?NSAds% zz8-ReWua~>#4T!G@#-PM1zYm zMDI91%#|ZC9;!x%2aO1eCWB8NSNmO-mY1?&Vb;zAAqAE1~kuHTRL9 z6;LKd!GM6$J>GZXLmg6nIz6JnHyf_nOPx_r(2w;luAk54$NPe)-$*Uk8!5eaeNOi9 z-I~4_%V_!&(ag95BjkMsza!mYPwA@Dy8w0;_kdiQN5sA8`JJUe&6DOhYf(;AbVx^+ zST^ej2f+;3FOC6wxHR~_zNYMnmBVE1pW5ONA0VI*d<;t7QD*0>`Y9-Pp2JBmGXaxY zTCXXe>y76d&M;uH=UoI0Aps^r_z-vq6^i z(S8$;s4I!pA1U^}AZ-{bCO^L3VV~x-KwSFi#iB+e2X98bi#FShlVF)P*=0}lpuz_l z^+JS;yh>Kz-R@Z#DjMk^TT_GA{H=p;P$&M(6ScmFJM--v3dFL$c4_WBQt^7ols`SC zmqZXiC8k6tJY5yPaM&&oWW6PY^D0e5TdYxMQ)Ky4N46a7!!TAKz4;k?bO|0!ok(>Z ze6##8!w&Y|mhJ>LKFk~;z^WN`Ez)t%Yp=NuM8;T22M2#d4gKi*v!F^-HYD=O>hI+Z z*{xAZuc<|nc0zWkiy*%K zu(W`qA76kCp@ukI<8D&%40t|(58u52+kCTcjhqy~mY_{{N)Z0=hs0j@Z3ys++x+{h zYtd{o=}B9m?I!_t((r3-839hyJH&Liy(cC-ZSLVmll zX5ai0VRgdgq)+;jZ`U#E=Jhd7?-dvbRh5*GwyUY6+z2i)7fnTl-BtYjt%X=+=t}`D zq>JE_J}xQJfmG|F^bfZNm!0f-M;r}K&Nr@Te8cccv?u{RzrLY)L^Y3k`n%$!7!k;F z;FMk-IhoLD)CL8*uKF!aS141APYwA?-d`xf@ze4Yk+0ut<)~iEw12w`AjX}zY2sq< zwSG9vpI98uyuC*W8}37Pq+i*<_xEDO25Dtx%Dm8O zH^l0aqBfx{!MLWOUg=o6%FP%e#J2(LihhbIR!fF;5v#1V6oyZ;sZU5S3EzhBN)0`V z9<8@nqY^rHkF0U6Jk~XdUlE!EqFRPh2-ls|dMclyFgtV5{z;gmh-t=Ojr7Y{5zF($yxJl9s9j~iGGi=`pPXhbo9CG+OHEh$O=9qu^bw^)}>(6XKhh>Mp@E8Fy-RKfWC@Ar$V*T?Tyyqrp<0QWBp4BS!pmTbX$7vN=!I1ZVReR%94%K19Ddm zG!M|j#v73NP!)kr>|+KW8--b~NTs9*CN^vO{f2$_FQCVQf9khDLBGpZDOuf2OcY*{ z+9#fNjlZh4WU?7E-To%5mu~^sg^C%?Qf^1O0se|u0o(h2W~%GJi%?7|QMnsX^Oj|m zsLk=l8sw~S-q?Jb~`NW_bo-=D=p+WDE-|qF&{@&x{{-{d_^K}Ef?FfiJ<%X zkUfTte?WKzTb>8XxR1=u;96zrUxWLUM@V_zcuXSB%N(C@fQ?Nc-yR|fuCa|rD#Bty zB#LD7dSHgt-m@8B0lgv{P-CR}M#p0d6`u0|LXbC0iIlVt%JRM{H;Xg=f)J#jX^`^e z5C0AYv_h=pMqVw3(qONu*c{#dlGLMYGj6@~W!ksn(&fgX59mj-&;)1u);3SdGt2uu zuy6U8dpVCu@y0k){$QYZbsP10)hQNNu`&Gf1cgb@zn#)sCukM03Dns!-jr8q zG^>{{^hTfwk@EV8tQ7!(TL4t*^TnfQ|6H`wK^G^w5+lbS4bSU)b|1zwe0P}E?V&XI zNQ7{Mw10yQc$T>XsS>uz?4Oqa=)!@$wPuagIm?+$S0=0`c$Fl%7AddE9_7SG`r-N< zm4>i8+>lX1gUCQz%&MC80|;kxq`Yzksd5Vu*5L7#+hsrLF`ze*|F-~JboJqf9v0#Y zQUhAjKOI-0f*G*fT*+GBbREVh6b8uR8V(>l3{iv*x7<$553a7P!>mYH=FCas+YYba^r!D`_a?~X&V&J&kMcpVt$d1A&Y%}aXS%U1w#o~jK=N(7) zIO|<^fQ3AOUpU~qHlcAm3KI+)S$+-c5)T&ag!~N@HbAiRm(92VslJaq;r-diilJUI zSI^oF1?GTY7WtiY4`TU0D?sfSmLOfufz4td(vwV`4%2}|Tb}D&XVgJQ>E4k-Vx^aW zG)~^D@lT3&D=)}~;litKfDfdLr+c4#G4bbkvH22EJAHd6{pMF9?l0bY8Rh3Mm96tl zv_+^n6b}{FI3NZx_(g0xise$av1OkW`WHMC1k^nM2zqdcqjS0ul!F`Y|Ap)d%D3lX z{*e3yZY6Ti29=N&m=Q@ZCH}~RE((q4DMW6104IU^byr0Lm(NH@XycLCNCCrHZD+W! zACbg+_Y8`4)g&o+KN(~Rij?0ph-%>z7_EQiU-Tu_5{UM%Jn{cQKY?HeG@g~WVtsVF zugy`}cZf)ZpW9Rqa{v);L$Tekjp95ji)0}eEyT%z+MZT9Q0@p6%wVn7G!`y&; z1dCw{!w(2q#B$2-TDq9qaN%@dqP}6D(gjrJqr`(*gH$ZcRZ59MYs5g$9sT%ef)9O- zoj^c}AS=~U|3DVgOA8TdGnU2@?I_orGxU{brK5H{qZWYLyV!Pjz}ir;JGn6Sl~iu9dh)ZS;U>B3^mBR6GgJb9E~2y}#cC1a zwASYW9WWtWr-N>?{V+;ue(4>`+^!#ll%GBJ)`c!fBYP~`?$(=StbIUY^YGDB`5J_g zWM|HJ4QvXe5HUk-zNPjmR&yqhgkt!O3FiKY7a`B0hdrrfx~y{N;pF;u4+3mMe+uRxGko**m9Uu!E#Y%`p+dX3c(#K{ihN4LeNfT?sv(0 z$VK)le?`f+sq|w^h{`^TTk3B3iUr$D*AzY=UUTP@#H^ofyE&?pL+S{!RBzjr7MnA^ z;)s^_FzL(|s*hgMb9O7Zeji%$tUvLZ-)y!fH*ikHFRFSQ-Y-tDKEGPhXcaIk+F0tL ztcay^BIqgp%2|#fgi``(%rVhIfeL^5b$;eS>D_=6R?jl9{e6=#t8W?Aq=z~KlbRc# zLrl-`!bVLpdp=!SVEfD!Baq`*vJtp8AGs@23z z;Dpk}==M)Yx70342vYt~=J%7osu>lBoVuf!^VFN|5Hcge`VYQD@%7t+0l42r{hpJO z2v=&1F4$|Bjc$c};-oZF>il#FPM{CD&69efW=f;vVdBLduFpfzErsE7PM%L;kqVYZ zDSOsA$M6iE&%QSif|q>Kc2Q)LH?5aMV$~c8vUoEZOdoc)TaF;IWWI;gc$nv5+7m54 zF6;V_VFAdJlsj&%nF02dPPbqSsrXC$s6VF=oW3WL2c zUOv61ik`qnQHwX7fN{t^8DtNEzNd@r?H6NfnI~jthU=eGmbh=2ZdI5Ojm!dRICHuO zp)NpsF!Zphjy%TUJoBYw(|z<8*fIiAUgAq>ipa`YYjk&O7j_UVenJ1Bt1Q(2`I_*s zxp+aGyL+^li5C%8N!kMS*~Et8;S_}I8SM7JS)%@ZHhF9(WS{rh4V95Q!uI0(PcApv zdJPrd5ugvUxYUnZ%-qAv?<*5v4Xl2Hye>Jg^d9@oSl6}64l7!6;#U71w|OP~5>7|- zu`I@?Vp+MGF)RUv>1#aYaPnOilRnwK(uX^@fxsq2DK}f3YaVf>6OyGM&@5q?bJK@A z-@iwtmIuXhQqG@mprOJ#+jPYw*8{v$&?R@VoBi&5v+u=;7&Vd8S9k>LSjU)yh-G`Ho!S0zXh^(ktjpnhy!&K`qcKab`I2u`H zmj$yc$OK(Y0}82+FH9OVP+?AChvellO`T=+oz~e3+n&E0!#<|Kr}a5yjIq3Po6z(C z80<;%Y$KxzODDUpL1ReO`yYqZ3t!g!(#6)w?mC{LFkoF8{>Ry|{9@{teYff4ujHMH zxXe1j5sn#A2I!*E$2WtvnhrOzPs1_i<9?5+U2z%N?bRop(r41>!}`NT0&d2w(oA%j z8xTe*OiG-eb|u#R!wJ1i0L>Giy3OMajUKSwlGd}ldT)N?!FkZfNG||F+XJJWzAWhE zmAK*#TqWiJX|>P0M2A~?Wwh5 z3IA*We0kwg7so;qJ6%j`A8)0I^qMqnzt<-eY(+roSio#4bvhH)u1nCO`1TdSJ+}x< zzKq#e5^R|cs#mXkO9(S6qSnSaL`&Di7MJ&sCOisuOo(QD?X1{-DR1 zV>^84T*2{~1BCJRrSl>rhg9pa7f}uS8TyB7_Dq|^OgT)_Cmp#8rSHUw7`zJn>;??`_eTUajECqT#{ZNS&mA_{P(O*IAlOc`EzztmWVMJn&FGG+p2oUHUCzi^?R5RPmt59pY zdW@?E#XBjwh@SUR9+jAItL{@xy~nl-&w0K)=?q%1JpCLYoPu%GP>D5c4?Op}RDIX9h$(Q#h5^*nYmnQ5P%0K|B8hx}i9)dvi75)KA<@c2-AM~9Shk5O67h)! zXli=P11Rx3SQlN;8y&)KspPyx)Rnl)xb zQ?%M!_r;^uQUfZY8CvqQ(x=;32jIt2n7-l*%FCk`-?+}x!k!eEfF!2lGPz+Y)1gak4wrO1@40w?Wd^&5&Q&dgfR%UpW@Ex)rZX&=; zt^M=!$XIf-*OqCJncU8cKW1hg&bzF0uWM*ZBOMwt<0wnO`er*!<`<k|Ye75dV875FOmd4=ih4~uCo+)TTv$)_=Af{xm@dllH{c}M!cA)1dF6{m7jM%K$@%v8+ zHj-^PFD60nX1yJA^w}1J#6FP+_bIG~dR>1R>*DA>{+!l9Tuo8uM|H}%XFJ^6-cs(O za-wea+s9&|@Qiw-e9?diF4+0$x4T%=xX<1SG?!CDneD}y-jk;lresqxYHo-be1~{T+wpOoloY zqLJfqI;hQS`TJ@&3=Ur~G`?8dJFc41Diwo1_a1x_QsOW4C9+W4!}?g;TO+iMvy3k1 z!0i%H^xl zZ))Lk+i!}{61&VB9c#YWgEzfc>mI+yNx(04}Wjme!Uaf>NC+VLjWv~WeC=iQx)US6-m5TEy{X= z`o7YhjDnot@i1jRW?saLNP-WUoW+MOwnTjp3+sDd zeO=alViUl0n)*=y!out4^I_+?Pv_mX5hIq=Z;hXGKYGcFkBntLbaz*RE9fibUK+IR z_>io|-Ufa>fO?1M7V6p?z(MStrv5Yfl1x}vZ*;uS z7+t26tI)SQ?S()54-K;^T|B{)mB%fDxsGpPYS4bt#)pQSHpXNl%DlRdBBdC)kOzgYUaXOhYyRPo>SL;!wc%J`?2dERs- z$!i@gT{j;HNN@OWK0$d01D3O^IgiOk>!X@IAn$WJY;aR=qI?#?Q_56O#0qeK@e_@* z7|Bac;ls<5KWxyF>*w4Sw{F$U=n1TMLinYL9SBT%1!n3&6H&z*6h1SkB@9u-{t1f{ zoQ-})EWh{j6;l4;@eOK$_4ax3!mLM;C`^WqOo2*gZ@iyYKtev%x0+b6^MY^79j=8T zSKcl>QRCJazHX#d$VP8o`MQ_y_@W_yJ7l`iqTqWrkrEYBUVEL)mQ)jxGK}PKqtYYz zxOV9Kv=8x?Wsci{m0j+g;h-a2%fZK-A;@lM%*@~39^J@2{#IZ27O76u#}QpZdYqe9VoPzUEE9ocEDR>`D?DOZ&J{42;57dVD8(~B~v_$+G z-FZr_q`^twYio|kD#DR!360>IZRvH&nmSPgXz&;%$f%8phjNLVJ{XC`T)0-k zmO7p9jwUIa|QuMY$Dj6u#Xh7h^p3kgcw6 zq2QWDyIlTrMAmuQoY!z9lY;w$RZo*6hgUsu{9KyQlDz*|!>9GT1{+$7aU@&7Ey&0O zW%&eFBgv>Ga#mrB551+8#(nQCBh7mz5rXc@W*#bmF|VkTdKX-0;OzLULOTg0Vib}2 zEwhI|1BLNZXhlnIxz!mX&ARA@2~8( zUGSCtswu#PV~tl47$ybv)b>6bb<2r`5#MGhOnk$!Agyj^J;=X~C%zssb@zGqi&7q5 z@PK_MsUQZ7A6uVWlsqu5r1g0GU~$X#gZ~v2=0Din1V)7qe(ZBH+viS%xxO7Woy&%A zgywv@tp63&7?46)vbg1Pa_wn!oKPLMl=Q_2F>I)|nqZgUI^xQGN=)}ntN5dJSne*g zWQJ)nsh1A{c{7icFQycp*(A&*vBQGv{y?x{S7T`h@OU2=)-&TE4u+lap`m z+jB)Y0OvQ;$EDuyMkp-rUCMp0*YB6bNg!DOt1!;oWqIOjTqSCUbBhq*T|8;-lUXEH z_;JGlf-%sjL~0*S{_Rfuc7)>msTU@0M5-;bybLBT(tF)*z&+qab6?ndaeJs!!@i53 z-+*8cY>oe3u1ddg^@BE{$H}*ah}JEzf}88Eg^PrIeu%7{YNc*L=%{Q$MQ^@?>5VZJ zYwRo_Ntjh6wYLI*HYdDms11}g227c~d_GP!2%%N%_^b)jZVAU+vjt0%c#D7>%kjk% z_M$L3y;j3^*Qv;&)M496XKJD?fWBHWkvn;5h0x5Kh6YsAMBx2k9ga9!;*Wtb#w!=> zjpftD{0VOdt7-7K?~|GBkHy@jZ5vC>;!RDpYX*5YeiDb_dLK7!sxk*RW5_rD-YT6d*{!ugs_bDZ)zX&l+TSN*>zBe?I0 z(PDCR>=#e|%A_?!1&3Xq9V`k#VaSPx78P&v-;V995M$m{)3WBEFeB_1OmJWV&_vZ1 z2&QSQ#5;XsPSwG5sFt=Tc(h!C_4OeUWY7P+-j0?r9xuU zsb_$+EzeTfxVu+vy(x$;3UCjgFWu&ny%NtJkrr&Y%H0RQW558lQPg*U(Zr67Gw=ts zN??HgU(1t|@`IlIzc;V97!-|Vfqj_*4S0e~GF1*hFw;w=TTaT~wm8N?fDWR;WFXj& zPLl4Y_r0SeQ3yUI-c=R_6?O*6+E5`2{5KdHcHD=f!mxaVzL`wa-L9@?E+KiwuVp#V zi$uazpR?=`rJah8&E1jZVQ2^ut(@LD1i?N-s}n;}b@iMum7T4ZFK%_f&(s|Z1i>|i z4wvm8nHm{PMd~|>PKdQejpG-9yl#lVbpin*c|lRZi^%O&DFg70NCcX*ny5`2-row@ zf7b6<5$qaPo(hmP)>ot{-t_fnx?KPTba+$a{ymT8v;6 zP&-18)AVteVkF!F$ANXaG5vElAp4c4@#x8-=hUr4PWs^E*grH+MFO#r(1e8nG4T$6 zU&%7cl5&y}Bj7E_oe9xu@Py))N=587Nld+auN20VV@9cd|FF4$4l#aZno2$ti5*kG z(|iA?*Sk3>O}vgsxzZic-mkh;wcUQ9@ZFvm#%t3v7k0c zr6vJSSO6r=R0URNl}mC)=?Xg5LLYL?#K(f^zqB<=GOB{dO%mhBoKg>}6Mr%XB&OT- zgbT8Ga>>ci`p{?&bUxfn9+6=}=pZ+YNQ~x~*$%$Z8!Jl+R-$cgJo&Wmi`TCMCwr>0}}g)pz!=uQ^A>3{;2e64icM&U$4^AtCdt3Q3C05SQE_dBC5!ZC?#w$<^Lh+ zECZtW{w_Yd#4gR!(kUq+-AJk+f^;vTB3;t4bV>@MAgO?KNP{j7lKxOyqy&@(B?RHQ z`+wfUi}zww0ow{NhDyG-&`rbOY7@C+Hq3G_~Wq#+x16)Ji4Bd2GiA>ikG$1)msz(O5}~^coU_*^dcwMwU3aGsRA3x=wMqj`Tn_ z(wZDS@-e^ArW{Y1B-;;Kwfs|hx~e+qG7YvBEV?NsObquC6Q$RD91#=Se!RrkMNV2Q z<~3gS(5yY-tfkWnJX1HMOeLP17k zZMl>&vWgmrme=8_Z6Hf(7NmOqMtJNd?KuSB<)q9TBkzGN{I``Wo4diH@{!WxOLf$G z7_&w%Ggg$mfY01W-u*KzoR0BU1s9l|#&Mv95qb^XVW@$v{nNK7Q?f2ueU`+*DN=Ln zjqNkGbd;Ib21NG~AMTMkTZG3@k9_l$7k?xWA|$GfaiH0*S{dMnkNkT-zW2au{nHb? zp3o>!jvO6z%iU72^H-O#2vX0YOnV4&+P4CN`fej>ms=s}&p;iy@vkv%9|WNkmMdt^ zM0lJCR{LwBwW_=!Cb%m0*0bb)KrwzH`p}w`Mi`OW%4p}QPMOS^ntft&KNXKpPSQ3} zg#m0L2-ND#u$X_>1_jGk#g~X-FZA(O7zj4RiK3zFV|MSgLTpSW+xDx zmHZT}mEkiE6dzUjE@K@eID-sfIU0DkG}wnw>rgUKfV7Xlu+iN;8HNd!BDv|F9`}$$ zypGI*exHI6+D5zQFeNy~D(`PR+_O+7pE*af&3}@?*r9HN@3=AyTCY?EP<37(EVl$4lOym&R#*ev`d0<@@VjF%|L_Y$7jNj0qdyCv z$0kTvL@dt+XQFqqbBZj*$FhMU2s32|`krJ)C=K|CfXjIHYL$%gd+;R1Q z95(n5%U_Co)5(u&`${Y?g}2_;ccC0gb`j9vX3ut0mY}BU`>uxw%-!?#j|Vb$HF7mZ zwD8pV5VgKwlc}(5MMFmib*QPWvV4?n&jOFe-6l&Rn4_^qV0>i6{Y$!~d^QIlNOGVl z5EE{S)ZMVPZlxk^v00%BxE_%sm^gScM2(6TKj31dCNSwGzJ2aJr&fT!M<_X*7iyIlAh4I6nBqDV35#nkQXeq9L~pSJQSo)Cn5w(P_Z72?=9**N4?=azm~YZeyrH5XlqOd z-e9bh_RvdvxPl7|iDqMxIu!kZg6jre4BDS7Jm+s=!9IV1x5?IYBW5P1--|lY5H@fJ zGNuLF1l|s94sELGtwd%O)JM)#^X70{x7?X5jp;usvBSR5Yv8ag4jE)A z@mRK-^=-RL3`<2Kv#Qlr`2VQ^!Cg9NF;69ta$Cu`Swat3aw>IVfJ5X4wl-RmCc~q9wkSDH-ovD1Ee}*A{XbOY?S7o(*l7 z;JIP|rapF7#Y5I>E3$ny?=y(@nDy)4CUGHBo$;s*b5~6WD$iQpS=TCH-5ShfoZnKV z@n}hw)7yzVe&8B|&5)*35Th*baTv(;JQ z$drv?R*4s^1zrLx-|XUZTzCbzoBK&bI+jk|FE7p@%%834ReVO0GP+Qo`g74 zJg`iDnd|raaKzF9!u|h?8Ufzb(rdrPE|3_JGjBJXjth{`FXXskySgE>Z-lkZpcIIv zJxtQ9l-#GcwD!Q4#~ge6STzef20xJXmN#YK`{5l?*L1y7!l#k{JH zR8H(2Vx2mciA~$nHm$`k@U#Sz34IvZOrhI>_gGVp*RlV_^+;&{HKLL@xndIb+){O> zLgw)sBP>)q?#2RPHm=S%pvRXsb(~2hG{Z27Z)%~WdBrH7)8Xy0*P|_K?_0Cw3dMeV ztJiHC;iuQ)XFnpkedz+CCf&%hYlA7mwdUtBvjX0R9 z&CNGo48$^bG7BH`j6{`l-|2RMioe@{mv6ev5SD#_WUF(1FVVlF(2HeOS>^0IB$$-# zBffWi1?2$TP-HrsthfH_=p6Ebc1{XT3Al^= zNj||w=#vP)Y(MQehT&uE$+N>tjoo^kx0>y>Z3x4{9#TW-zi(E$i_IMIdJgr^{%u&y z8IpWNJy+RYyRZ=NT1%d&0{zs#o{j*7(Jt2Ncq zrb3x@tF&S0t>;}7^64>Rvwt}sEmucrLxda9y26M3DoPK7h+)*>ck&8&lV+PIz36f9 zhqnnr+Qx5rD`wUN!-1r!y)T;ZEMnN(2#exyA&PRvTNQ>Mkid?B5Xfd@9nBt`;e?eX zPwp(O%XXoUa3IbjFAzlNc@j&pno+u3Xv}}4C}`k|-wQ)vd0r_bzM%3IUzgZ;l(_=w z{&d8C5SK5&YdMdXuHF9Qb{o=_w|n$?!<+-1qB-GukLWg1dCZl&rH#TruH655&L_K2 z>HR|Q_29!o|B7oq{Xe0sOgujIYY9K7?^-U(>MQzYb6tS!(=zVG|5=)!+(Rx;io=Fj z2kl61T~=2MgEU0nK`y{KaAgb?G&j?K`}WPz-Cc__%|o%IqN3vZc`X-53}(kk-3!v7 z$xm$NzH|F!MDZ(dkzef>xYiz-Sboa0tpc;!QkEx{`@2C-EK=@lO}zxpuwLO2I~3B{ zQ@;}RewsbtI{91+vx;(IWtp$nC5<@HCHRGe`b@rPIt&pX-E2yK0NJ~CA7z(Ya%H6N!F zZIq7Xgq5D!Kqcq&z=_Z+%=qjb11D;>ZD#HH(!Yi&hK3ZB_mAsMZ<%knbTo;hufNlB zAbL&B$b51qouw$+Vb5KNvFq{u>_}iF=?iV(Rn6j&@Ek3$$e{v4IfHuFT+`{?_Juk0iOPcfQ zmmdeXb=(x)Xu0i)wNU}g&n`a@-8VgAWx{`MwF(P?tsoSSE=B0=Azt=POwp1L%mI+mQ9 z`fo{2YNRl(|E|2-mh|y5lX3v7x3Am4*L(|1QwhFx@Q#|x!p*4rEDh~F@wO`k#hs`d z&xoMNmOb|^b`4G$yQ`lJBXtXJZZ9!b|J{aL9`-!mx1MHS++&5KWqfybo@HTe&*eN- zxy;QU7>|qH(^_gOK2Tcq_t+S3W&6$~{`md!shVF;Of?LO(f-l++I7Jv=H2TXsoe8B z2?Ly2?Vl&IRlanvOG)+C?XkX|@k`NlmZzR~J&*};5@dWJR-o+6$~NoACO0xqQXXR{ zV9UyM?%&iXX*y6kbDm2{b;6kz*SX#wwR(1Aw0}b_okv1SHqn^s&WUU$9Wf^(W5$&I zOwjb=tL~^KLa0-Zqp!Yk9*Y;oqV(wzc^2!D)pF)qJ+fJN!Q%2-ur?0oW(+)>8+$_ zXU)$4kD(E)pTJbKwG&s}&9cOtr-Xd`{P3U>-Pbs(pbTrn!(loAC@W}fy=G9NbIZnt z?eMIlhiCzCX21tcU-(stJ(}I>BAkaRe$esB9a}WJxImT3-@n@-zjjz+++yPYBI-AH zSXd8^`~C^?F|vj%TaDx>qJUzX?0?=E6|F7)GIw=`0Sufq+W(iJVp7Q8>-*LCZ9;;@ zy<<9Z*e!rOV=mn|&Z#t>4EzA(TXiF|*O*6EP6@YxhGms+T>jeJwA|R-#5kVzY$L8U@@_RIJUr=Z;3E${`j#E*qu_+wwXD-w2`j6y z+et2Rv8rQ~6kt;AEzcG_LxJT(Z*FOGp%P7#4J0@%ToeByZr*PAY#DIU#4W5@zD||#gb3rhTjL+DAlmr9)I0hR7wIoB1NE4*1Q;{W!^&X<&SiRDFn9| zO-pQvmH)g={`M$&qi#B?y13boq1AG+E<|I{edOU$UQLduH(h%Zc~SE;a-KY=%JO+c z!s6nx-uJghkDo48SET$=Kt#k1IINK{PPy04$CFV!ETk=;KhNM5dGn%-bwd%7$SFQj znpsFe_8#BqzdAcfemmf{bxrgBc&cQH*o%WukqBTq6yUZvACubpQ~#4WP|a`*FZ1K| zruT39J9A9w;k69o%2x^>jvH&1aeP1kEyIWOXb5olN|5NGfMhlcB5Q-syatZ4Zdkt5`gWsFEjOqm*eRbO^|7MF2@lLMO!V`R{Ye0OcP=<>p4sdk8^J5E)4*nr)Ch zD&GqPUO%$WaZ#PVt`t^h{l|Na&CSbK*8cRk@Fb-njhB97!v8zP?z>@PR{~i~~ z5QIGr7iyw#sQQSAJxX>pD`d7BP-^#GDoLd1s>u(g9=6`=kJ-JotyD~gS>C6y==psI zKgwUf+AF^wyg(UQ2PuzFHb^e>DKxDeS1S3&#$~SDhk~7r zjJ$uCJ*wZe&!lJVVY`3ahN?!adX!)y_?sNeA{_dgX*K*@awLgT1{e3(Y!oP;&7{P? zL|o7CW~Fb^^(EzPE@8ie{X+CikA}?dKd@aqDS7+(G`z7&+4-Bze!x{v@Qc5HjDHtb ziG|+?x#r{A5GES*+V88ng0W}*xM_v#*_+4gTV^l{neivbv#dJwsiU(y5k(vyv^pGt zIZWG~kZE)?;xy3qT9xyPsY5I!1_u-b;ll%5M)B&8%@v?F#n@b|&~I*S_28205EjSH z#bHeo=|%bhtSttIZN0B_#tm4$x{zk}83208RJX1(F8HrLyZ!b-3joH|0+`|U$E(ZY zX78uOU<;d|Vp?pGukT@TezRqVqnNL>Q7k!yS(JsBt<8Bee7*9vD)W{Em9@XCIM}!K zmnP@Y2D1D>hlmAUymDCzgk`}i{1uNe*BD0DIEJaD+_hK#?cUN-?JU_c=6l|0GUQJa zw7n4Xu*MJ2kE@Yy807D}!6BEQ;>?T{at61%o3*;4o$-3SCNIh_O~r_E>^NDqueX{0 zcze*+FP5O`P-xoS4rXA9DyFoR4anZB(|y?|BSZ(=cnl@T-e6@@28-1|`UKsIuSoNg za=7ouESoDOY$%1DW%BDHr{tn*AJbB%I-FDDnK4HT8x;?#G?!JMHv8-P`bwY=UQjeF z+8lHqIZuo}y6yh6j=*$A-y^f2YL*gXF*=?YVY-8{ncY}e~$4J zvu&35liVHGpG6h+&|q?!nRabC>4?5o=9IC@M_tVVW*`p5LCve%OF(alX&93u2?+`L z-<~g?`kDGXjveZ^;EBi!+Lg@>{PoTsP-8uhMy2J=dvKYuK5(Mh2k}$zzaFqhW4ZAF z`R4lGx1!qCrl^vkHxGa1AIVE1y5l{q%L8Gh1v(`itia~!<v#imLAC2&JA-xTA|=h?C7W9q{%;5S}Tf~V5kS=*&I=0B10?m4~N%P{R0 zn@_OKv-xP;vG3v=?@F(lubB0VdEJSF<@pB=EfeA&3E3Bf(AP_5>O6kKXew-4$6wDx z@NaxZ&M9_9IuqF^bom>uUw`39-qmY8u1GxA{uLETA9LZ@QdGRuVn4H(TU&v#BCG4P zX>Rz23_r^Etc$!QX?qmW?4_Jter7*Oaxjo?lPSD)G9&%GA)&R`tUXx(EgaYtN~!Cl zoq1z!F6Y@^&FDN?owcs=t)lvEN|1Bd1~_YtzBwENmMcZ!zmrQqa17oH`rdQ$;iU7f zi2KO06CO2@8(vS;ykUc?_tCLLAfb1*(z~If1J3P;o|F9cqXTIikfCMQn?$wo;l71I zIK7X;%@ySXM- z-X@XRU-DFODTUWJpdArsq9%W$Ehu50I$kr$Ix?Z018AQ1Ei><edU4_Ky`ce5S&%3fur z@C-K%(ni1GfkGBPW&^3<56t0SKg;|P>RXY2${DfB>Ul}KpAWN&RD+4nh%=E0#DkAi zIck67&gXvbBzqyRyT9s~;_0RLn1J7;8G*&UaK+ZD3plA%cnlHNYi@`#^I@z96hCJ# z8IfgLdby-IAyit*fojYx|4_KU^VGB~!7qL0#orRwx9u1ZL-2|y2W}J5W}BQQGBreP z;e6P~zoX?QbWO01jetYN1%H^6q~qAEEE*)3%+f_8b0V<#R96fB3*_HSUD3ql_9c~Z zk{av<@s&1{Xsj>vQgrP+wy)@>L-qZK{N$7$^BmI#8WQDmcD9j0K5XQ4U?X1S=$Qm*B~l?> z$E9Ynnbsf`4~7{f<%?-b3G%T|U=W-d^vyKN8+xiJ$}Q4eGjQL*w1)a2$5I*?(*8r& z>>y!@&k7d1R|DwFNxaa_X}pr53&JbK#5%q?H0(4 zGw&nYM%V+%2!?jff6Zm$d^#?9)ki!N+X{`b9gziB<=F1mH7DFq92 zdBiVNf~QNqRHg<`-S1_AXE8S?uF1p>03a-jN|yZFGGA2%YPTOql}pv!BV?u#ap>=? zQoL**dJuDZo^J}+5nI~-iR0(`Z9sR^8!+rcCL8rc1i+|><%eb+MPs2PS?`XSVZ!L} zDv^ITSyZGVTi$gI!;)tDs9?*6B2+w4m>aM`Ak{QrjP6nRs6HEzIpV-m!zSx{6yXfs zbl#BUmgG#pFFv?_t_J(m)>%@-kvH`3dbqknd%R58B3+IUXF@akNnm{@!V!s`TZihc zF~0ttQ~LuY90e-HZ^g)o`VW5Yis65Y%8Gg{Mvacecn8p0JxUvW)AV29@xgnN%mHpl ziw)$Bc-!^`=YUTMzu;d*^*5cQT_zz8{Ox7KTGyM>l{Cc33#Gq+o0$FBOX~qENQP2g zO!X0~Bn`11)3?3G8+08mT?%iMAEK8CsWGCa?D0)Dr*k^7i>Y0fy663?)uCpN(c|3o=}=QWmpr z1q>*r1eSbVFd7Z3Znc?n+D_5lBiYS`o%aIaWcuQavKUh3aLaqAt2-vJ5!Qk7O6ivb zfzRG$bA6u@BgvjOp7y;CY31P!7KnKiQxK_iQ)iNpz{V`OMf?$|PrEh*BNGexj-v%_ zM5+2`3Eav^5fh&;ixN1{ml0b=4z{%6Yd!Lq?UqIh%Wzth(9hwMlo?o0~n;n*HkGhX=T_Z&+~+6pT0lOe?gjx%qj)`Jhhp4gXI{O zfW$G${jrh?Vi`kJ-1&f}0^>5X3Jat2tyMm_r<>LdaRlYk;L<(_7=qV|TWSXFW~wkcx+tW#cR&|I+Kwd6FrLFMBgr$TKs{OykpC`%9P;s+O5%iWW$_5I6tMq>t=Xiw z8yNC&&H$MX#*Xs7QmOq*{8tVW0g+M~XW==nznfKt%EJN@HMqzTu7(LJ%(55_{DLJ@ zDIR;{YPKc1+Dckdw2VI&swJIUmf3(9mZAjcgZFzy0S7M_#DV=+>i<-$Nv!h~Xq{4l2MB#`mx6ds1T_z_D^J9#%wi%D_SZ-}7niwVy+w`G|9btpO)76;&fxKW$(uf=|5!&zui32;-rS&W! zFzN&vCkwo39vf#nD=LebqM^KnX&`pc_`IDER*jOdc+v7mIlPBNLcg-kJMIeQ@TcT= z1)R=}g6b#(=yi>xFg#s)51#~;?jJzI-+SKgVCVsHb^kjK;Uc=ac}m3nh49gDV3_si z1mTzK_@bwjZ22zCQo$8*=}vH$##2vI}ij2nMXj{qj1v=8LM);KAv z?>5dH#9M$6H8QFS56J;ZKJLPl%URUz?Zg#HNjZ|P+=MtL(8EdkZf%1eJOG#LSGQN?N+C3T(b@h)-BARG$u-D z96)EN09WU6mjL{L48}AtvIEsii5?$acnv@ndSWnI8cpiir*}z&FM1a@9mUEo?ZU|m zn!N{ln%NI}=5)u-Ld6i-egeHpm}F)wq%X9>Oh6CR+G7o$p6uKFjBq-j^#bQ2eWL8F z&7w{Lk?PwpzG@CSPdUsFsR&_KxNo)9f|9b0G_pzQdVj>!$kprBS5

SkbA9I)mmSocMV0a|Qj0u>Ucu3>=rs5LcUe zDWGjAXX{pLJ_n>U&T6o$t{SFDiQdJ`cYQ#c(eB(X=ftbPn5BPAnJ_kNm-XT-BbHfb zxyyP;4D%jy`tlV~+lKqPCy=vGTZkZmSe~I`cqJv;p<<`(@W2>3Q;h5drT`(C1PfV= z+lju=>91=e%e%@S!@-#ZT-I`+3tbZ#bcJSNmHKQdAo)DJ)JL@B z1ND`3wN=l%qFcl~Fd;5x_gfs*$#dTc9OGBy;%#26==!huAIJnwM3=$ozMpe|6OJsc zpCX-y9ER%^{)6`@A2Ece3vKNr+1F)d-PCb=d*N~xT#%m+2*%{>Xg2o`OM)iQv?7x8bOnU!i;73gMj zD?e?+r6SdwMH%u<9y=m+KPn{tt}1e795ww% z>ZbI}k%d4Q*MDZtqaPZAv`1j?f!%o!M(Vv-?-LJ9=06;bbN-gY$?2X1hvzZCv$#)W zN15B-QETR1AsFm3s$L|hXtI58cw1VE06i8b2ipzfoEbwc9~^e+a0GBW+N( z4}h}T1JX^k3{H$`c&1+|J!&&xGh@W(NLjF^7CN_uk;Ru)Y_cGN8MK<437Ef8MUp-_Qt2TG6O5pHFxp0Ib%$cxrlMaQApUz|?+^l= ztuFIIu+`45G~WQvbe-8Ll;wj4djuXs8qYA1-CoM6+2iID(lyaK$tSzs42X$Vio6V! zgdbyauUzQE*k)7SUKZv`Ruvg@EUm|6uUb}0)(hQAPuhE72d5N0gb@D`2;wWeyAj%J~H;Atu1y`QxlS_XU3{N1NJw!4AWbqHg7cQu&V2J zFeDi6vcEQ{Ol$y%S*#*0nw#j?tw}Pq*yWj0i>^QBpjn zwWX_lL{wQzuE$9iUL>HQwg#LRz@jt?d!L}Pz0ttNZ@pJ6guHplnJ-e7d=ld~MPmev z8DmPAbZ!pDOnp6x7Z6Q~+IPJ%IX1O>a8%Sy@7%!F*`;VsjvtOM$(KBgZ)q1#ey)@P ziM2-lXTAf-y3L52OfI{ z8TtgNpPdq8fn3V^zwsQH^;BeSas0xUfA1(yh&kb=yf?jb2hXzP9yN2wmIF)8@ zM!AMu)1gW4yWuBO0A~<24-gG+2O0HtohO9YXbe-XY+488BcUVgNn@(;$fa~!X-+1Ddj^Ehi?>^v34%y8T=XpB#OWElYH->*DyKd&|N^ zippoM$D|I5dks^Yj`%wZvG1r!OH12%$&4mJ-l*yKH3Rw64;~6*lpdZO)7kY_GIUSN z`h?J$K?ZO|yjFcr&?z`K&Jty)My2nlG5+!8qz$d_hE~lAu3xm@8ze!kOzCTZ zii>y_gl9n@(Bv0w?N>N)wO zk4za--3Ky5wloe|K>g8om#~@>5eCxfsit~J{~D_~v5*H`APsr38UA%jNwktq6krAF z%91*L#Z>P(FV2!<%d8*5qd^q8{m|Ra`4io2vKe;y_(hd-uPa&=pbRWes7S2$(srOZ zVGe39J0_0x+YRHkT`qCLbm34F`r*Kfkg3ioY-o1eO7gNJ9@q9X04uMET>~BoFuqm% zXSQ}IP=p$C`p&rm9#hIgATH=~<+K?Hg1z7)9Vt!T`n?MC$py-RH>nwNy0R`N7n|ul zwO6~;6&(UaiwFN4LO?4=-)f4o^>8EQQ+#Uv^njQd^2GC%eqkLdmlxb1YG7L8UhB_V zP>hnG&#EU_x?PSL_Jcr*w&i@>xegctI+{KVJPoUhC&avf)~0`UU@YvH7%x<@{b2Cx zoUJ*LlqQ22GsEiIUQ5x~esY;-x4lQOpg~1|#$8H^oLoB2sC|3oQ+IsiOOzoj z1x>SHW9(8ZT;CaKHvP{j?PUqXoA)#b9@iY2~^E0$|i`K!AYTwNu}=HGk&0OE367E2~(5)r6&^U<@pRl%y4 z$E1SLj2KxU1xy4nadz72`(!}8#-)4M-Dfo^W#o`nx=HN`eZ8ncqDnU8&>DyugV8Lw zUJspBiq~NGq(F%7W#GxYEr!YaN!dE*hb*2)%Ty6@p@zi2+0R93c6^tNqi7~GJD0If z4@0TE<3M8?^BC(dtKZ^f$7$8hf602)$$HB$0?SDWfvye$<4V)zwtW1h8BG@vyAzmC z`;)Vd*EzkDb2Nyy+)e8ubgxE_ibz0;gH^2dFGFvG+PCNCS3IKc#T%p45?h%&#IPZz&qvUnzY&y`KW-O z_DC_=K#s98Vb0RJ5ucs9)pkxv$MK%s-#3~rb8<;xALk>p2>ohqip*Rd4Tx7l4m+Z~ z$5NbjV|o4x8-QY()h~l1+HTCxdo1M+<;^c|Xd&)h*1FrPjS)!es@)NwJ_CrMnK+R6I%3X}KhPL_`)xR<3wPN#{27863moqs}9 zy~%MkkY&5C>y7DKNmLrm->&mR%EGMi@d-e_PAz)S2KGMdCWTmY(;(&q+Y4%o;#3L7f>C^RyZB2HDc`GQ8!cI5Lpu z%mV-EQ9YUeZa&*zVwFop?^w(?XSxbZF=~jac;z{h5#Wb8ZBbfLf$d4& zQ|^o^CifYKFTd@ySbYWOU+c)-K3Qy%J;egivmrhJrnLY0u{~9!?6j}=s;QR^{oYlN zrnGE?ew!JG^su_n9>Sw}-S|K-{D^?|e$5;bl5xDhs=6q@M2ERs2H+Z3)<#&nE{u%6 zMlU#UGOL_unK6?XC5jo@r4eJB!-=L(Gk?IU10J^<>2VrEiT-jJ4uU;51B?Bi_I@IB zYE>Xj4>8NSGlH73z27ap)RE&%Pw!nKkuVE4Z}p~77g}!!0P9)z!Z)G%Y1xfaMUTGH z6EJ9{wp4D3SZFbuG_UGrPJ2TAY+f2bHY*0e){-0+>pn5cFbXB8Nt0AD8st;E{ z23o0>L5rfx5;f1AZpD)YgRgz4ud(q|S>Y$i2n<&BzeSLAs00N0g2 z{do0a)Snze$}}EsYJJkj#DnyPFOZ*T4F$goq7n;QIbtrCgYRTw35;km-~NCBFkhUG zt_GkS0n-wT;I!KTDJ)h1zARt}v#`YT4I(Ebft|Bz2bJV*1{pz!mAkQlUcicX( zZa~*Hd7N+$iXnluv)RW2Hc#rPr7vwbz9Ec+9BqFyrqgc+f_&b~ST%Zusq47h<9Kw; z;;@xNxwJlPS^TS3)!OB?Iw+69Up6-%XD|_5VA{Ry>yyT{rlH;iOcS&g788n5&>}t7oy;PN&6Sdf2NemY7vi zR!|~EsB0UqMG;_Ypfgqm7yb%7T{Jt2W&(EP1^JuGftNlI7I3M1Qo^q82XBO#m@2>b z`8Hdsr{La^wM`X|niW{5B*~rGc-cweB31twOy!_^sGm`hPm__9*s}adP8(?4g(c}qvfuEzKkb4f?W9ql@`y9nH;)L}w zH-c`-2s(?+{p;mmG1>Yp2)B($wt624!kSzZqBf$*7J7wu-`+-U;kDHI-Uizdy4|nw zAdrM(qJThMQG=pC9Y3{*&ZZ&P#l|PtZNtR7mC8BbYdMWhuPed>%`J=JL8@3y-#~aA z|2FO|(qvuHE5R&w<*Gr1jkdO?4H(G{?~W-mA^ef#e86;xtVqo`K>mI9ykes8eH!IS zHc2kYEYjQo82?Vk&PV`DoBep^o#cKU*nvCs`7v}yVPIT}>#3ckOG}+{b-%w`O*~cG zlm-d}ZU%SIOkb2i`waI!fb81=7f%_nDN*+Ip1^+BpQENVR>GB(_{eJL(ad+n?W>oorU#7UsaVs)&5};|d4u1`N_kONC#UR6TvS5Wr6tep+SbgXOGui1zZfLuNmFxk^w_L~smS zYu?g8@IqRLTy}reEq;$?n_5B%1de@P*;ktMyx+uX$)Br&)*S+x^CDaEke^6&$&-iI%JYJ775eJ{mI*x%009UPX~=vU8mM4u&oLo7H%h!E%KHtVlbbhi1+-H7b9 zm>576kKiY?hF+1qsQ}nE$T;ljGIw4{eAkavsJyb_Z>{KnxIsx*1UQV4QBc@}N;3%a zQv5N_+=zhGIZ?SG$FrtQE@rOAw+(4O@C@l;@c4$)jSBfPnJn~W zj_NT&+Lj;CKgrp14%uTqMJyd%G4wHG^<2>jNfGw8?spEqvko_mkhr3QS+KpEGMHqb z8()}eB4vc^@+=z{*cK&8en1HvL0^B)9NtR?-%x7+bi?&qMZSsgFtj_#YQH&@9j11&d8o|4D{qz@dZ7d=nW|3x2BtP&o?v zSP39dU~7ARywhmLp>K3L`ytX&M5O{5)n5BoGE%tlvk3bd@4Tt}NaE12RuezmK|I)C6?3x1=5$ zT0}BylM81Cg`hSla zkbF9Gc|18`Tqc@vDdVyRHB2HBzw zf`|z(=;6`T+gPx@oPA}UJ}OUAY`7cj0GG^YWLx!tdg9k#^Gb8DX0m87H?lv_M1q8; z;5S4%dq3lc{7P++PMRAxZk!I?4}}BpeEsnMTGv6-4z66%k6x4jnvgn% z$}dJex(Su!rHb`*Bfb?rJiXf76$LW0S(N>>EZEwWy095a|BUDl-k}`mAO#a7VnQ6> zWzRq=Dz)h`EJ*$?rwePXP;05KVPwG__5%UA+tsS^0y~292s2_6N)-K=)xkevBZBQT zkYJXdRDIaNg_yYLsAs!zfsexed_>q8>TCc{6pzT^&{14`$PJhgkYNn_~|4lfrkU8lTZ1|t=}V~ zqA||;kX_|{2BXrgDW$0*GScEeFlKIjP{idFy{*WMt#w6nqJ{)^ht_)aJ&q}w9l!YJ z@j!ibZXD-OG9Az!Z^BI7&s8b^#O)c`g5Ggpcx$vI5hIpKP=S|YVCOGd1i+g*@%H|n zoXDvZUB~7M2?3QcDz3ej9l3r9Q?V}xqDHX|V^0OGPRkwk{;Mi8tP(jon^IJy$cx}> z+R+aJZvkhpBHai&{a4{cTN``3oKVPxQ7ZpGQ2&IF5Ct(uN|3|Q_uwCct&Q`BM%>r& zfOwna2+%W1m|~5Fvsu@>wC>k>(3~%7LV1zhOy32Makm)f7ZZOx=F@`dor!SA6VJV2 zYQNZPhQ0XsZyx)67g}%8oG8-fSqC7ybw;%f0vj{1d;lV?^_deGQMxSV`L4lY1mLJ# zgAKlx|5V=sK)j=RMA5H7`Y%NW6f@Da&qe1zyP_N$arHYq)3+Bj{_z}3*$V0MZ&6-?=_jrr7nj7r)v|+9dkG1dj1_PIGPtj31g7U-qy3J2zTFmZzuV`6n5ZC2 zTBpJMSo5EaW_eXiMjD2qsldS0^xjZ)>2gtff^nG!WuY2&1eVlt5^ZG|2w=FgN@Ark zDFuS%Zt-)qtZHmx}Sz*NpgDI-$Tjb7imJT5j~RS_xxB)nSa3 zd1G3C4z)4eI=Z628s%!+2Qy(*iVD1-#{+f)wz-MNC-0WSj>Oi6Kw61IJ7m>%m7>g2 zeonN;YLxaA-vxhud1v5xIK(^cb>oA=#ePo<=&w@TlRsUGJOK5mj1aC-a|z6$d=`{J zSGWQ|<3rHBNnByC0{9ySX6D`q0um3<;%ry?+P8d{{EOJD)N$$Tv0|XActf3Y*s`(I zjLcOd)tr|2Om@YU4ZOLFB#j14fYy_dMg>4Xu?BKnG) z1KF2=5t4)$aDZ<7%{L{?!b%%1tBfapHPHTAlz1o3qK zEXjfAmz6II-qiYZhxc_9SF%jE=R7ErkI!*yBf>dRtL7JjkM8}iEE?33+JB>4&drtI zZNd8piWm+e*)AYpV(-E=l!A4GGDY#2VdY>>hWk&9KubU+Z4y8MQ~*wY<)@!`*~8u( zOJ!?=Rd(|k+(ZW;m)*fwPGwqWsc;of6j}=yS|!cfc4Hfjv-ArB#wUZ$ccnNyf-=>G;B`4sCervjpJ0_u5a|w-;2M<6vGhQz>tMr7jWa?= z*OMks-{w%Re=FoF1Teo{xsOdfvGY_p5=_*J@FsaJ}1ntt}p?p96l>pJ%zCY26MK zX@ekcy_@rsCtcuF`wT>3mZEA}8TZH$q=cBzhU5h0V7n1aoCv+iNP+^Zdsga@*JwfFJ@`Axi}M#EWs)SY z=})kvtW7|_erN=~d zi$V~+03FCs(t>8*|CbnROFnX_CsA*#kS4eh0m$W!hD~lMeVkL58pTb{18(+qg4a@> z`!I8&xU}x*OTHPUG*)2sTsx8EE}oJyQ8+Uq|Uz`>v#-Rqj zm9N~0zNlwT(^KO=k`ORi`_miZFrY-|b-o?^XoK|JQiH4B`Pt{Pwbpx!W-0318xq;~ z#=I9=NApuID9Y}*@}HdL`aFW7zm>8)GY@%@d>zyf%gTI!{jaYaOtPY@w`6u(R&mSN zHh2$`dBK(+G=UVpd-u*Rai+zSD_QZ_^!xb>VJoL-uRTyF2insH{+vGDn!1(sP$y5} zn)21zc%5wz;l+Nea<7GZXEZJs`!eY>@vV_R+W%kX9JKSllC41Tn-=EfIUOQ7Y$fY4 zGN6@(MuG+8lF)6nRgw>PY(90Mdo#qgnszU9pW3_|z%AZGj)O0k>$29lUomaRuJQ)+=64&;hH19oP~QuP-mm6f>uU6@;@_z zp&0z45=S?uIFqL#WU6t>nL?p?&*Ad}#tr3iX-K~h_eI%?fAwz&*d{a?eloSen_dFp-%SvU_CX~mMvM!B?|`D|!=(@|agq~rf+d+VsI-mPtPJ#=>|4T=azNQ0!LVxWW~ zk`mJ0@c@D}C?NtWf`kYHN_T^Tgwh=nN~?tAnalmY-#F*If1ESMH@-dgAN%*)4{P1) zj(N{{&1+usVM3bWxM1UtJ#oo%>T4|d_=CrSg@kCkYA2#buS>Du*yAEE1NI-H^I39d zlZfNmx6P_ve+o1W>oMs*{DGl=bTk4A(VBOUhlcbJMTxXF)GG5A)qbUSIQ;so{t*-% zGOw+v_2$X#jNn2O#^&c%FC)Zlhd7>#)mQ%hTf6OuKtnWc8?VBLG6V!)Efl8X{=2W$ zso~|aD^I_injKDVXM$C+Te$`mFe5HIVUJyx*TnJYUDF5%M2GC}RZwDtn>AOA3^>`B09XE>IS?rI0AJ~l- z#yF#ykf7O1bZrzDex^Feg=G`blkBA4Io7_!_pJ7Ma#uTqSyHr9<{uu|C!C$O`Vg8~ z)Iy?~`2qT84Z3~*b)}z}qQKNq#igOh?q2($nZ#(5U-Wt)Tk$ksfww3(b;WoUZ=_|B zERCPQU8B1^??#LtVTz3HTU`@F*}k1>wdl=(xsYYvAci9tLW~W$F=0u-bY7&wV_SaWxSQ@kETApx0~ziIgiZ6dS4sdT-*5S zgWY+;8_Ig+_&uO|U;uKjE@K*X_3wxF`mejjjt>>w#YIx&d?j`!TyLO#h8CU~m#?!k zF*O3`A{L*NLC1Y^n~d~SS*oe31VxW+GhUiUld<(4SNtv0P>deEla5EJ;%pS>+}Y?5 zR~?M2^fgn^-%@M33rw1|JY{1^p_F@t&J^U06|UzCNm3%>U)yo&aQ`%Dsd)P-l*v(_ z_<<%4J6)b0btkyBa|Py>^MAPOqQ0mU{2t23u~d~^H=}9bBD10n_kStwG(Uq_De0>~ zwznLMnaQJ}@bQO!GD~2#d4aYL*H}oFJ@07&Nb{QXEOcuBsj7EN78wDLIX9@h~ zXkQgiw4vp`P^6;<-a^ieSFvf1^=N%x6BKJ1cTMK;r*J$JPh+99_!T=|$4B*-^xB>N zIsB`6R`=%Ld9>L_9xVjVpy`{M2sfktc)p9AksF-6%_^KVDJ#`%`Q%Z$_yy8%dFq(i z2{He=^T9i}4!0^ZYeo(CxXw(0cWH7H?#*?fWW%Q9A~xE^90b*nXGk9cz9{Z+mR0 z6E9;FT2Z{+;x6X`4yv*B*PMfR0aFs9%XXeL^ka=)N3vQ93R8f`6K~zYs|q&w>e`ln zt5I$!%9AeSH0$q}jK4Q6l&$&AV+QzL1Y`}!=xh8r?s@tnm;koo$NRR z3ybEPSgdWuUe2wG{-DCj+b15Xa51}fvM3%;%&{tJ;*4FgoWJt)0Xi)HKNf^u{ggHH09qM`Vs&fI z*9eSXu#icmtv^pvl1J8Nr*P&8awgna^~g{>TsufwBj)_Q=q*u8IsAw_?!^m!uN0Kh zCSl2bO@uv>_4ixaqrmj7@prkd;T+*VKVFu`sw|i?#(0SZ137un?Lk%ltsdz&JzVhs zKoESxZ_T{u@#5<(7^L#K(@**nqfK4zkvtXPe9j9Q^OuXJmvR%Goyxubu;UXly{@hO zp~e$MBoTnh8XEjHjr_^$pxGJ{_$-@78}wwl{$hT1Y~iHO?r#B&a!K2$zaWuVuaTO( z#PZmqmqpPvEppKoJ)4ZaEFpCUANXWnb&iCEk7oVk&5rRcc4p4DEuf*&o-Jx=hWX| z5k_w*+wUVjke~vzaVhK$zCeyW^gy`0^PHwqehO2NtIQS5k>4ABxe+?Ajg>xpPt4pJ zi=jOOl=M#rhfdx_40Kv1F=q}*y=1WnRg{_`PJsYn--H_1=^l)Z_#|7<5+^k5{$N$Z zpi^U0q0t|f1qi3cz1Kg28LDwontmatwo`B`+w5>a!r6kJI4Sbg&C~X)yLT4=V<5sD zR6f#l=uU@XI(Apn*TOFqiXR!XC4zS3m9{Q7#Pie% zsf1rlMT0^;=utf?d;t*x@Hb|0lE2YDb%Dg&;hb-q|9aIDdbH;#1NU%|8MGVVM!>Et z)Lzg3d{@*SLMeaeqbki{OTG2Tg*zVr^l5cLKxncz(^L3yxPa+m>DS*U$OaeHbVqC> zCYtop(`&!?5b=aulZ=m0n^Fjz14}+l#S2S41kcJs1%qY%qX02`+{Tx9Va7b7;&^;sK;?y8!MCA zsQujs1&=5LExmwGD+fB#``f8q0rn-- zZtj2Nf`<30HnegQN)c_fXU=$`14#(LZ-dr88E>~7^H;WC{` zRHM~<)QZR9dV-CQ$-s4C{;Ma<{RLA{!A|oJV&IBL>##j1-5JqE1tb9VpZ;Spg2QSU@OL3a-e0EvPqq*S5v<=cgQITf z+(wTA*sNmrD_ovNm!Ij85T3K<_1HSq!^fn>eAHbV*8Mn?5v%0wiM_z*_9$<0`x8b$ z5Lx@g7SLMB(pW29U6_a4sryfIR33Xa3>=zM_KSPC~0<@9Y_>%o8#Jlq6zARO_Po^gC4`QVeaV6ZV+7H)q+@sl%Vg@hswr zSOs01PZ`mxKOmH9yM7Zxbp@F_~RycT`T$|B8! z=S94FPs|<6o`^VIDxiAvvXw&E2OyBYZdpo@fbb=5oYRE{=K>}`o*&fiqh~0u^O1c_ z6r3j?%RemA!E*an%TVsCfa*C?E*ruc6C~__qddr&F-Yp<<%mJRG5ZV!hSA?o07q3f zl2lqW(N-4A>58;~S3UdP@3mJaQ*m6@`;{S)XBN+G@d`Pusw2QJz)q6ny!P;-72u}KY6IQnq|br?~w zSTlj=bx{$eQ2id4kB^Vj&|RyT&%qI&UprA`tXkumhhhC$6x%g^oglfl>F7Kxps6;Q zRZ<_+$dE`GQfu_7(A0aoN<8>&=`o`7rG{LKr^rOAtNGI`{!Hu)BEgeo@g+i#aCA0j zFpifY_wySyDjW}JllcUko?eZ*7nf1<@EAF4q6{!O^4*$i8*ywn+JxSxBySVf{?L)& z`~A3TtSs~5{Ul#Rexq{Z(+Agcig|)kI8B3*Q8W z%}M~m#deoEM2MjQMTvOCjwN^8#w$lh$#Uc7?g`?>t)iqxlB<{aLM##nKOf-+k7q~o zWac^kd5Ak-Vd=b27)OuO!*2n-EURwc;B*b1V=D)e?A9hI6jrxm@cM$Zy`8eS${(a#vyn2eTK zNAt&D`U!77rHbj?TUL_A6z4umoI}<>+7iZ21)c^nYDHh~TYQ>b^Gv|>2HHn&IBbtrW`jf7X# z`U;3zy?w&HeG=4`5jE})+hgE&M#O(pT$RUC|MpHQ!V%2&d?{-Md_5^YWlQ!xzf|fCwQeS@T9TZZndz* z$?Ns2&10nrQ27IhzpW>8R%DKMDjNRfNCC0dNq`K*W!)E?S!OZMRd-FBiSRj09_zF` z61nRo*7<2(mEm5|b}d))6XMp4vdyHLzww}`n)jNaEcsWWO3*F(KnXJ3Rb0v^0`&NRG(tMmInpKha~6H!W)7Xq!lT#=BR z@JDZPVqNK9fbi-F{@r0WYeQzHc4yF2Z+O3l3+LUVRALZ z+0PZ9{)fQ3sa!sjV2;RnenhBp2FK8AHdJbVIm`J^zxuF~rb;2zIl}Pk$&eTD)MkB% zFB~Fm1D(<4q2xFD2%K6tMUY#tV=NzU zImKx%vwt@4eKBskle&EmZ|)T?lgAh8t4K9#qfWC^f5o;{Oh+Uv(g9KqUiZN~^L?KmHB{#t^Gt2xgG#vTM-$etWRHv&JmrCyTl3TAr zDR__@8+0Oyta`R8^;2fr$I33S{Q9K_jOkvTg5v&Pe7<0!T{%sN6`%6&6Vu`lXa(hX zZRq>D(mbCKhVDm(;{pWyihO#VDiDCS?0$A{rBA#RBz zK57F?y`*ZSebsU3>Z7cH@y3xQjVrvrh($@65J4FW_CHWmz`yYvVfjo4AFig7?7XAC ztLW>?4PDtUE5vbxv$7jwMg|8%|NdUO7r0WrUTJ)oHnQauif!XFnGJ?+yGc=EUwQh- z7>3AYNhpXIuwB#31js5M-R(QD8l1Ea4A8nq__gS<6oZZxGgGF^qaSZ2PXlv#c_x$` z)BAFYM9Xozw&?zHnTCQOQ7}neH}v5|ca+>B^7Q!KrC28$R(kPG z1)4oJEcW*$Uj5SY3L>21*qs*~;rrPIIp#myPNRuZP@cH^W1C7`#SRyjNjZX8QAmBR zl-o+rjlAHR#_i89#?Lf27kaZZI{syzWa{Bd8A)xeues(V|1520Rz2lzV?>HD?TJkF2pY}Hget$ucg4FJ&QS^?bm63^DXajL@ zp0Qt%(f^(E<+YHcAAcnq^@`@(7>!ZwOee6H!!9pW=uONXZESQb@eej@T0e}Q=l-1w z=#M@ zwc*#iiMV$ztm=gA%ho&JMkLPEzF2=!if?lcLYDB0n{_^gcS>;3uJEWNPI|!p4~;W4 zmA^joZ}nZKG(|ZlAUbPXbv={BOZ@EOc&diG2dC*eahg}-?;=m=jkPoF|5Thc=v+75 z6Jb>jwU=-Fqnk^EFsuEJ_%^t=#ZxxlsuM=P5H%yJqyeSSSl48TK4F_}NG@z{3ZpbP z1npOk%7P+_XK0#6tzN}gbR`d3hN=v1o@VQfO7n508NmykwQD;4wtYlC9v9JiHM0D7 z!mBosE8Yatq<{7CLtNaE;NG9OcdRG|?_gQK`N%p3{UlM;e99tdBDb!fM78~RBgx^{ z_fI3`_RNS0e5+DmphCIBBne_|YumE3Hg5Y-InySu`X2HtRp4I7Lrt^AOfIsh=;io$TLV0w}uQ2dy|eRoX+P&FjkyIRb6;WkD7Kby8VB$ zk=hb=BKF(IF{L*md}z;a-D$0kryw<*Vf%(zwcc{L$!bZXk-}$U&YF(PbPG`vAdH7z zviP*}&>P@|rOY=`9tmBGgIZjs!U{@3B`Wub4aqh%!f;gY${3`xk#um4R&pu5W)!@f#sr5b?DeXP*p=-ob8ep&A3g6lBK=b+|AjF2u zB;LN>RQm8+vCp>6YQ=QGok}OuFASPGgdm~(s|S;~(g#weYW=b)El%woh^TZMjfa`) znGoHTMS4ffotb@Hy>A$Sn-nI4Ce1vRJqdGPvNqa$yZ-N~XoW+ak2ssx4Cc+P^DKUwO;Rvl&ai-{uvy9s*@0jW((a>Hk;CeS-pQtJ`&Hs%9vumB;%lCD#31-LDkbL3COgB9JR%?Ows#Uw_-;-H+qS{=|(pA!_{ydqkp$ zol8(`) zReOg^3UNaIKdz$Uw3c5|Lr)HSPYU+T#ICiV^1p;^UXAY4``atdTWyT<;oPx}fciv> z_DJFC-*=}^h7_yZB5J&iyk_wy0uI*Dt-jeKyD{_is?ddp%=5%><=bK-w=ydt6NfuE<}RZQl2uZa=HYwaT8H{j`sv+fgT0qMB!(rrHF~ zMhKb|eAR0XrlP4iloZ&xRx?0hYj2I9<*$!N)uYF!k0qu8PyDsgB)+(xKw(1&~f?ywwGS;Rkd*VaI6pJ z5*E8!{k9eg1wR3qem9&dZVLjb#c+SmC%ig5BftIj#w=h01(6UXfl)Pu6qDECR)>gr zJJ~QQ6zmpJdYM8R@10&@@cR{10?(b*cWhQ_p8KP^@A<6edeL(;3KY{ZJr@AFoAuo` zK&z~ZjAF8{KAQtE-S!&+zi5FD%mQR*uo0XT@_Qzzy`aC>X(j*rdE-G%b+xd?XSxpi zgmX94coLKx9fd$Cx_@daR)uTUM@wH{KhNIH%`LHPM>rHWyE#=@!`DLG4I& zSNeIef<(;Qyp8$4{tr$pDNMxU>{H6`aRflIBJ^ah-D+okZS-KiJqEQY{u^-S9%^qTeX*pD z>$q==7j4+4#WP>cj?hHlxl|eE*(ZhwT!r96V5Q0w6fAY^$F)VD6}}ZQU2AEDOus^) zZyB%qNshySq|M8$ZJf3F*xozS3TQ?$CUff@z<;xFi8O=8e2LqS zTW;>|D5fs;GcQZILF0d^yWYEZFUo=YiAJT$>Hku2^@*$m0eT%idK>12jQ`}!H9XDhK;7 z#AIX-{9fg*$ebbWbIlWIKTRG5~Y=mTOUM^a%$7F99e|7r`@Vr|N_Cj6Q@{09!hRN$(3`!D3 zW>WVQZ-4%Qe9(5$zAISG>Jd#-qLEkjF5mJCPB~BPvdlUDg2xdx}D827yn*rMyIynqvw*1N2^Z z0Ch5IeceIePBF)TL_71U{y?l4@tIR`ifC)sSRm`H9kr1vGHHQycTQ08&zYO5963bf z<2VFP`Z~k&C1;5s5TdNd*@P|e!4Q>cE--FjlU*yNg#;kild;|BGQcBp9($N;3K)^p zTIsjV3D@3P$al7aU^a0hk!T>$ygI~(4MUh6YpLNH8ouwz${=VMezZHSfR4y0Ylg;s z3UHS*VrR0TL{vEaLWWg5vEm7XFj)LYH+05l z5Hcb|MgWs?9=ES}{qZ9$WC8+o8Qg(Zp-v9A8f_(<+dKj1 zFTM5_3yxKLpz?q?-;(ay0Qa>|yw#@NxKpKHc;BQ<7}bWKquymF)c?#2ni%c5aThL7 z4lN)vg+E>7G;GdRgCv0=A+mp_{=LTwp`M8+SK>%8u9v z*YDQJV#f(TjC?iMnGJg$KqW@rN`vJ*=bISm6}_@O0`NT5Jnr^*y67I9(;~D|)>L5{^@sGRx1a_?yH8|8_=J#I-&xVj3X9s3^5d ziO@LnAd{*bj%ZzrTe+l;NvMONZlk-;e>Ou<5poGk>lUalFxd_jlsEuI5-4hWe|rOC zA$+f9SmDkO&#wl(pYikWhK0|*tG~7s9oGFC-=tfX(8)KDfw_W0=_$7ABae<#wnXL( zH%5aBPbr!QbR|&V=NO(d*Dc!H3U@vRnci!c?1L~Iti&Ai^q$&3$M#DW36rqTPx}d( zM~h)|ri1+%+SYTmSFLX6Ew%Z(AjbC^$Ps9{`|h2RTQ=xd1#=K(zJz0qdVx?l5(o4! z)6owWpj&#`)m5}dZr2cvzAWOdbN?hPk`P8VN8`RULBrM*xvahL`u+^flzHYUjM(Ky zW$xucM@K>gG>l7d-u+f{J3IpkNF}OP-Z_4R-T#kvy4PHU6mV}*&u_@(no7*(JDhcE z%`lsSO9o;&tKZ5wsoPqIoNTXo{lRoE=+=U^E|!l}5$dquPj15hJaT;n|%EZXkjzUO3U z!{LGudIdL|FgQs=js<^X{OAwAZQy0eFqR1t9`-26hhk3n3m z^m6x~aqb+w8)l0_r(&;BACZSCC^IC~wg6a(Dyq}k{>q(-wLG*ylY|%>`-`PfKp*ev zCk6z8qOjg29TI)^M%L97TKIEwQe%upG%LYZZ$r;v60uyf${%x=1$L9SF%$i*P&?`T zHS@l3N{{(|YkObsRUauRBH_8_eCI+QB?meUH{uZ%!h*XEtkC0L>$(!izNpfH)6QBz zgons`4-`CoWqu9k6Epc6@oVZ+>6rAq@_*$;fZcL?)bcB6Uj$hOhoc%R4y&Va$icV9 zTp{5!nIc9@kcfhr(5KJmrG`O;xcSkfY>N8?A@ZbikBS@m2G9n7IKydR!I+3f*&N|M z!FV%FOD~{i9?J3?dbQ0l%MhLLh;C35{sr~5e5rZe^R%!5m}w(~ule|1Pne}}JE zd7+Hs6y5ST5R)-XhWSWhf`rG?iZ?^|`7qMX^hTSd6U=u6wGZ3)#El|7wkzZqsq7Z( z?~}GNSiW-z_pd!E@=WSclI_J``Qo&dV}Ap&>J%Kr=m9XJJH@Vl?0jYVCIxf#V+2v} zNh4_N!92KNg55f+wx>*$3|0DripW<1KtqW#V>vKVVRv_x*dc1~v0OE~-aX@roSM&u zd8846a4}DO1w&NndaUtpI9bFn94#3uI%&7kGksG}@k~mC`rTRcZFG>UOvYwss3i@I zEq{AZm|QeE@<>SpI0(X6+A~OpaA+{+FEi~^Ym0dw4V6@Ra$T-vbUdRfF=*Q4oH;Fp zea~m|Uk3~(hV1rDdrV5WYF~<2`unM-g0o0R8WpsTBaIZNe#0P*HT$^c>@kAQzDx+r zK96IV)V%iPnNmq+(;2A0Tti|LAZg!%5f~6AjQ@{Sh-EU?KXHbFVjML=4imcI5gaE! z;wKL#SaI0sF;cO=1ktDMqfg7pkizHa!d*SpX`sq6e+}U&pemjuEQZ$({M#IP=QNO5 z(?dLy4U--lTv3N8MJY^5fhq+D8t_u7uqwg$;fwEbFK_Xvu)xQ~2Gd%R$9){QicWV= zMpqvUm_$(z?`!{@HXh9><6On&C%D$24snIO(V3_A-$2a#?jLoWikv|_#BNg)k?sy% zB8)$Hqxp248nqwc2LG8PvLIT~`}O5KmjM_h`8tY&-8zTRLgl*nOMI<$cJ%HXgN@ws z9iLD*DV!@wxcSAsgAYi%vA7MFWo$72NY;$aef&#PDw61l3PgVzj%sE!t>RZ^3*o|+ z6cxE>;E#CspNkFU{`cO?=;A>3akZlAV;u(BoQ34|d>=-v%}C}QDC{$+asU+?wQ$5V zSaT)-U|8SxP~;*kj0|xNUfo`_+-6PcTnukDuQE(w z-uzo#J62a=EhG4hHD7g7`m8TOBp-{%F|zDzo> z^Sl6{*xD`%WIg$!~3lcg=1>8 z9hEBM{YMZf58JWZhUWk1`x5w@BIAr^iWx&NGJhjl2EPR^8Z(@g$%k_xsWZE9GGGkk!yIy?+2D0j=<+ zOBF>APouTG;9Yh)A3%ZcZmgEZw;^~% zcqa;gaVRO`5z>U6L{&eq_>(cX*KbiYXqVkG>IvO4Jy`EIBt~9=BZ=2o(>@%gaP{br9M5{p~VV z6MWVJR8@S$Yvn@A*>CQwD2n}IR3HH6c^34++M!T{KvhIV=MtNz9sd&zj%Qs-)mJGp z`#;xMKM9W>o*E-SZtB#1AMWeMYxL6bkn`L>Q$w%SJ%4NfFh;Bzdo$hAel|^i{+dEV zobz?-&mYA2I%>a0FZ$l$w`TYBYyYp%dq4&8@bCc6(#y@dhO#p8Kji@9Mnaa832iL{ ztV(`|U{YyWQ)35oArVjb^VaM8$4FVwyQ%Amk>X9zTj z_(OSgva>EHkZT0_zPSl;qpCNOE%%qTt8~<_(qTk|L^wDexx5%{P-q{$NRETsylOht`+JY> zkD6|;A8f3`TrEACQJP8M?!K+2up44x zarSXS0xKV1eukcHYQv0Dy+;f6otUi+`zYgFCDy>A+Tkt%qF~Lb--KTh?MJllsQ(@w zT_G%vEu8)Sz-p^5;%OCOu{4aW4T{QUzkh%9B~3EwYRxi)bmug#UvKZvQa5!hs_Q8H z@PP&&A3sIxAr15aQdU-ufB8~yhXAJ$DzJr38nF^dh4sfxfipb|&z9u^@4pz!W984c zDV4*Lgx2=|@~#=pf-zt09D@nX*0Ys4+%9BZjj<~%w%Hxle<$9z-2NSt(6B_A`v00u zOWMF`Fm(e%LtN6*r$|C^+S=OY*pcw?aI9LElAWD^;Qi`Hu1h_pAi3n^>Iy|_AQ1H} z_eMt$E@3f5H{TZ)Ocy>Ub@ueM!}ndgTc-9xh?n-n80&Fg!F)M6NPB8Yl7*d;5W&_J zjvi8MHZEVl{idCuC`FnQ9)6}(p#DggkN)eoZy4l;+;(Eq7K9C%P@awEFi+jwTGYKqxrE_K|{;*|xEU_%)0(Hy7x5|m9Jc% zkV@C3>vgZ{YHOV!;I}MV8Ltom%Kq2y((@g09eZ2z6B3I`cr z_U^sxDu?a4U$Eu1{K~*sL)0=$Z0kA)8CFH*fte+gAZu2S@L>>cf48`zpx7VIw!@!(5X>i!x4Xv8*h99YDXRT ziqDx2M{qS%RC3zgIJ7+^NIDk#DNj69rIlcVTE^2)$cGKhIM&B^KFCtC+C_G#%8gp~bja0hA zhtv8xjz~uF)A_ZBuUU_)T?k zHl0dDoi)S5JHMXSx{ufx*bZUnJTaz7Vq!!Ko6>{6%bPAACEc~*2hAd!8tGp@@6}=5 zF*ln|H9j>v`%Lr@_U{>Ck_XmvyhJ58?Pt=0|V<6`uqFmwo+41pE+}ec4XJ>h{Zdu!bqZ zra1e%8*wG(9dnIAxNAnQ%5RC?A;~%GpgV+vq*wEf7iy`%R;@onkBFZpf0~f61?Zxf z&*5BK6pH6wPnY66*3{Ibj$4V%e)9$;J$Cl?c7TEk4_j|nSIg??M-jK>o2%m$lz}G) z)6~q&QMYrim-$YPDL?!k(3nj>h#->c;~xC9@Cna_Lf?{RBtQf2iYXsb{r84Vmnr2Q zIMu#+gLn4q+2!d5g-e$%k;T5#;ai<9=J~LxtH(k$q ze0&@p5rIMW_V?!?voliqkhZy{WxOKTJ|m5I;;AM_Fh|Cp-O~s*E#X>Caum#bcftc7 zdR8%x=<>&Jy zCM7j}`Lfoe_YO974gaTpH@10L}VytQo6zkZ#< z#>R$l>!(A}tE41DGMC`KL))b3{-KsHqviKMZ)b=V7+VdFu8jP1B3>w26|pzU+*)zd zK>qyt)!Y<9xZyi7I$AZl1WGKY=H}*FU5^eAGj#ZQ9d?WdxhEJW0CHCh-|!SJRc6b$njpkUg$gh zMboOt{NGzW2wv0$AS)W}KjIPare;@G#&ec#^3o9~m4H8ktdp-zRlAdxm6iF_`GJqM z`Rf-B;{@k+Ox=<>&SET%@E&UuR}s8Q&(%sLdp? zu&79@UC+ad&JND(pLgxcYGD5Gv4e5dccIirN8#zZZdUuBI!XUvdzC2tg|A#KCNryi9t1Eu^QFQ98&BmdU<6Y2&ZwHT=gg-EdJ4! z&+jm-Tu9B4fDw!hyE+GUlNv*YwN!fDcOB>9d%~L)M5R$7n`#Ez5l}v zu$VqFUiz?)*eGa>>#Wak{LJ^ZUqLkL%BT$Bz^fHa-8~tcLO5r>HPCVG8c2Htrs2k@ zDc-L;9hyBR7crUs&wEnYJ@+XzL-SSUlh6#uWc{ddz_wabt-Lca1dzO50nPtv7n9Up!Boz~?97t4I zd#h%t$dIR{Rl^v;mMOa=c7hCt>rCzh{WEvak>z z%dr9>isd=UcP0C69UaVx{_yxYXIIA-KynTO1a~*4DUqAd6ON2bOzP#+r)HT3%eLzW zv;Wf_^BEo<7~tUK#LUjl5>ZgJ0|Q3ez+kL@P}mqp^U9Sgk-|T1Xr)N2)%=`mTK1LiI9K56}+4^zdal9@q)nSry%0TrNI3*?ZM`}EasHmtoRwrwQ z2ihD;z^|OR@IK3Qz3aqQklQk76hh(cHx%9cT|8?ef z=4xtTo5Kyqx_g@~l%a3|l1>Mn)PZ&86fmm2bIEFVeX==EJBw^g$Hv{RAOMC6lqwo< zJhwj^-MYoaCb=siz|a5fUD}mwnwNpc-kf}VSMmx9=m4^FadpL4P*C8MmA$uNIO%-b z_U8dQY9b;cD){@*i3vkfP`pxpCGYVTz_Q8V(MBtsCJldM?AO*Ni z!ZfCv6gT71z`y_zc+AakZMSuN?&=C{Y*d`>5^4}L{bZ1vk)gQx`#0@HQPH*zvC}ca zHUqq-@X5^po}iG^SomN4?>O6U30azGm3Av<+ZCGXukTK0Q&K4ro_f0kqU zrf@wEcI-{}HfMcIX8}u0LothQ^q)0CLqnUve-4Ek*>rWJ#K*YcOWE@(zw2rF^RN*@ zAAZaE@!|w%n#8c1>2dpHH)^@jj6AD>rMZ}{LW~+W>}+&pu4N5-gh?D`y^!@JIojW* z4Xk3oQ<8F;!BWxCe5Fbm!+s*OZm}-VIC&bp< z+sk-(c=(7tVDGg#pXs6$o&YDKpkd?Mcm*{Zo1pw6z(#P~IJmi69-Xyi1-#R4q!uJ06*#RKe-O`VV750N{4nN1^?&IPk{vq zyY&OqXcYM)YfI3rjx?BqgP;GZpH{AV92@wJPj#5DJkR`lJ1>ilfdK~rf^g1mWo~Y+ zS9iLUv^3|%i?=pPz%tE#PU821eu+;K5^&Yk)dlXAlY!^|sIE?~J(e{}-^d$(XlRIs zuWZZ3#bxH_&q!3m=GQ{k9u()J!V9RQ1nUkP>znNKw{Nt_=D1_SYZzt@ugklniD+K^cbl0}FwsHsy7f*Ig(Oer8I(Lo`DF(!e zMInI2r3#<~Y6z=>va-x`ty{t*943f>h}4}Ta(M%dYX*jg&D*0-K`|8$IG4iiKXooa zsqLEXcLvnBf#OF91Ts_3H*Va3(BpMM0U2Ks$@};3i%UvGq|~q2^IEK8663+>Ai_in z5)u-5Z{LcjK4Hs)4Trg!EYJj2PQ-3R`1|+o896xwK|w)iR0o`qkQ)j|bl_X&2--vq z4i9rHD6lUqETl*}vPsyDVBzebEWq6BFO=Qg-Luw+8wJMQdSA*pxw*B%koe_u4nCB9 z{MZ7^xd}aIx!|wSbjs8l9M^usH23n}hyMO@X6EM3Kfa!Yw1+HGsw6kOdv5bHf01HVzgxaUK|w()DAqZ` zq_uF6-LG~du5g%Cc5@R0{zWvf0Zl$VJ&PLIh%3H4$l2DRAqMP@P{sNQX6;!ls4BjV+*V|f_hWLb-6B9?*~COVZLaU z#1ktz_Fj9NrZ6D0xz-4Rj{5zd{CR^mZa==_BYicVjuVy6xM`A(?T~Ylsm|LS9N7(t ziHT`iy1D!D#f$q{uWmP98t>B?!R6(wo(<2;fNr&{N zlCW9IK8hB=?^ASTe~JxTzF2TI(9wB>9%v|NY+n45Mjkewo}S*iNoc)64FtB(E7?Dn zGf!U=d=@o(BX_pp!i#KjjJ;Q6bo8TygoGv$n0*++-rv8PKV7{WHXb`nR*R3x@9gZr zW(5#H68_nO3g=4+`L$5YO=X|mb#ll^)w!4R@$oqwA9_Cu3rj72P*?$%IvRSRStl2l z4@S@YVS7OVZ>Hxlbb*H`yuZ$OmqPI2iXrSiPEJk&+pMF*-@VJDAI~XYzWgL93BSzX z0-LP=z8KhPjHl;rte`{M153;1$w^lD%OPLCFR9{8qLyTE;j+Utp8ov#Ga%f(v4WOq z;xG%dt_DU%v5<|-1p8X!xgo*33%4pY3rj(Tpb;DlwaXL#ARjy`C5@k8{>;z;?SlCi^zrl#b#K%*?3A+SES$)=G za}TJHO25Asb@-A-%U-_)kS`pPQP2Y>_|2O$EYdD`a7QV^zOSvT6Y=?DeVeh@`k9ci zni(|m4Lo%2eksQ+={Tk0>?{%)6}1KKk2##oJ(!LykUp7*rIzyA7;#F}vJpIi zfi_2KK!`4Z7#DiJ;O>6{Xcek4sBrY>pEZKxo(adwv2L3I+>sK;X?axE73N36y+6j| z`0%e9qh|n6f1Qu^-39Jf)1jkLQzL-g@)$mhj8$d;@2q{=;#h&G-}PzV4LR^|(P%k1 zEiG-YNcM$k54fQ8L1c=vi#c}1#hh31Ek!4(hU_E#~BA6 z(RakMwt$>V1SGI&>g(%YWRhdn>QXH%EC?DBF=K2KN+ATMu%J>Nt4t&$B*h?&X&+IYOYY@IIW%K#W(C*XOIVBQ25&m0UdQd+mAt*sp%7uNyMfD-@)KyyS) zO-+eNNG{qhbmMJc5>tTdPQJap4L?$McNd2ZRsuJB-D@US=jA?5xSwa?dTRsD@jK5| zl##4(yhRCt;p#*cEkFmGo12YL#~=)C=xLKiyx;}`%rpMkQ@fSt>6tFAfO_2DlbVBd$8s&dr%QFFIZZ$EO9d^d%0HGFmCZ7`TL)q+QN{ zV*xRYOnrv^_x1HDyR_%OmvjpC=4YBhz)5QXhnzf?9X1ibIB2%#>C>mez}SY17OjJ8 zdw;*Cdv0pt3Aef#_SgQ|S&|qyFDOWWRa1C|#HXZ$CnnON zw+Qd~^Fc*LMU@8;Z_BO8zr5Sy z6^`tOM@P;uc8|b9aK_9bOj$dYQBko+!TuLxuo*T1>}~w^?c0DVC)ZQ5b$l(A7eEpyw%d4+cm_Mld~ z`^6du;^l!tQn!t)8HouP$C(Qh_d*rRCZ(LEd3OQOR6cQcnvo*X2tf%MhlPBAW3Vi&yt0MK!ZHe>a*1#meJLDuM zSi85P5OvEoE-ss){DEM0qZ|X~yTQW30yUf)5$qnPJp`a-kN}QTDk1gJ=)4HK8EZ(q z2nYeJ!okrIfzT|!sE9w@5}B~FltA=6S65ez8Hkpsh6RViAqNO$8EbEot7~f~K@I%U z(|ss$e~E2;LIM~6W4M#6;$m4@o{pYAMd|A4eGJwDZlQ-C&b#|}ZC%|I>4pIRqKGBq zsxxq>lo-|nff@+bo2F^XH;t_!1Ks4#`=jT_Rh*0!&Yj|>#tw8U=QbBLrBx5($musQ7MH&0Y(hh>0dSE4HjHoT}?ykXL=<%+1cA;b3bAM zY4+iO^x)G-8pBngn#DLCTno{R*ANMwyyl-hyXBAvkRO0I#(w>LaGB5NYiK$X zzZZ?QlJ#Ny1u&ulj4dBN}K{=__k+3tEINCF#txb1NMBYitwJ`vf6{Mzm z0^q|ly&7CZbDq;_9#5CSU}z&&Nn!+e1Qf?jnZEo33G^hTgG>zYz}UCe`T3)TNF_N8 z3=C|ffCFkm+ z!14B;LPXLZHn*_QqY!H}U@Ev6@GC4lykL5UcS!wLUvICSi^~IgxxAu6hk`@B1Sm%U zISN2%pmmb{CM`R3=b1O{-ta2w@J{R%%v=)EkRz($`TAxq1ylwje-mE*dqi+>W_!EO zqL*Bh%Raqg3dKWzC>23c;O{?)xoi3q3A!n>H5V697^8uaP`CKEK+XJ)9H~jEIMCdS zY(KOK3i%7j&{Z8BEQv9D>rg{;v$>?^#L%2pD+P_3l~3Hi|3TCK>%B0sFC!z*5zxIp z51UkZ5zG`CdLfKuclC8AQa3UOc#;R@o@Ritd_Y@$BP#=}kBpOaJYS%$%Ce#Hg#Cdp z0PK|+Z%<<5?7h53X-}}0sFbucB3k2tcK^7x^34ih1qrjULkdHRsNw+BQZo4EX6(bP zkcMuAllXt0e?=TZW>QyQi7lTn44I5U#`_XC0y5mA2yk|G21%o#cICKqx_hCL5cigj2gXNVTVoSmIr-)~eCl(>WbB!en?YHy;Fq$Q$sPzfXJ_1 g%5~ZPf7Q{|&&#i5t6Htwp#@V^px<6W3s0Q&F94TJRsaA1 diff --git a/codes/ddpg/result/steps_eval.npy b/codes/ddpg/result/steps_eval.npy deleted file mode 100644 index 59825bb1881780534d0fc11522abfaf97c0a9f15..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlWC!@qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= vXCxM+0{I$71_nBsItsN4WCN}f3=l9%kA?#%1V+=rXgU~82c!9b*m3{>9E7*P diff --git a/codes/ddpg/result/steps_eval.png b/codes/ddpg/result/steps_eval.png deleted file mode 100644 index d6d77d74f2544e06ba8790b074ff9e0597f4f30e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 23568 zcmeIa2UL{Vwl!Lyhyld}iV_q>L=g~>91MsV6ctfP5=D?KIhj!qL{LDI3W~M_2@)i# zK%pcR6_8NmAfd=Pyt(N<_w?!RbMC$8ANRd6?)!TTZ562cYVWnznrqIv_N}8T`xY-; zvyeieEIzPbNsU5b^q^1}>gUhHzwG#2(~SQ~+wRq{J#JxSYk$t#kaFalt)-cTt(l45 zIy*ya8xsq2F(EM_QNeZRZEY=WWQ2t;{>L{6Sy&qj3*TP02rsh0a{p-?3WfC?`Ni;D zG1`PeIqP~rY1avd(C%7Cmm~I#Gkq0V3zqv??qM$|Ug!D!;nJw@&ko+Wz}9_u+qNr@ zLY}g%yuW6A>%$+ZddVkV%RGO2|MA-H$|pw2uLF4>%-?-Y@Lmm#hr1`$e!0@a!2)S| zTa({Ss|RIcnKrep^2X^2mECr-y!cOVjru9ool5x6O=pV-`Ik+RjGM_9ME`&I*L%Vl zwLL!tJU#bsx3V9as}$8NZQVS-so;)&%g6h1;kS#rYtsFVBU~Sh(A*=8N*=N~g?4qB z75H!+a&eJk_qv{L)Al9PalplQ$n@#K`|pgBJ|~+TpU295xa8puFI#7?{M}WFhA*@- zB<3(L*@#6htC76;Bk$+8m(rH?6afK&6VH!cF1WLH1smJmtMe8woRVL*tl}8MNF8XEDT*gExS{ZgNzV4GvT&c0A zlb#(nF|Es#=8~~}WLgpDy=KSlJ8LByTU*r)s^^HCe7Tl#vATbHf-bwTesXM}D%oU( zm~m;;o|{Wls_lDfg4-h8!z(K_uo%6)y=gb;H$2lG_Asp6{+P#o(yuMt*@vvh^5wfD z6kJEk+^6T{#+*(Hl6RJ%ynXw&_~DL49yK+Z>_VD_k-iECvz&(7KRupP^kAFKnpAsw z9eI|qfwqB9dssiGS?S+k;ds|k9?ey4U|=9}?%muospd!UBc9&g27QhBBcToE1Hp>! z3PV4?HDRq(Cbnt433zj<)4H#5FU5{tcjUy0mFLc#`}*>fuczmH?EYSJbMwn>_x%0e zGxNCYY%2{j`Sgh4Vs(lk*4Dtth*9Li*Uidz)-dhNu^?KispuAp zC1e{LMp#8U4gCz2wwdQKIB3f*tbG^{7v9gT`}z!rjO}K`jg5=&-sb7YVjjGk{2x3} zo|&F9!D=TNmGExe>g71lx{Qr2ze2~oaI+`Ef z*jjCo!?$VEjf3~MBwXrLe|9){_w|Kr?cZb1Ubd;Zs1PP=Z!|vGG1;jz)A%Af+`22( zs!91wirInu+icPfz3W`Z2iJ>=-m|ZBWX`B99Utlp#;)zS@b%I0XceZ1MWcO9V}s?Y z93r}uBM-&T;bRpCi`~Szcy<0WFLr9TuI@Snrv7kO)rolRtXygL*u7rtl&-3zn+O!% zS_ORiygVhUyz9*LNKU%jl#H+ZaOK631xuC~wH606g=KpNtV0UhWHZ=)OifMAVYte8 z!Q#bCkFX;ygP-?lX4u`y&E2`LBjZwVFCNBavX9EbqY!#|4m0DYM8iXZ?28t$3qIQC z%Ux+EQQsOI`R(N?Ss|P6&yQW@k8rv7+O(p-Sgh=oX@$_4|V2!nybJ_A$sg_HUdR?rsXRuVbjMe|wc2+{0lqY%hmenf%zdo#|}} z)Je2yD`jNMjojzk|A9Y3L@#eXRTD3LIVVSP!#*E_&hN1}jW-mhI#elgy}5Hv#GZMb zd)mFEtc=y8xw)B^>}qZ`#TQV`J5}{C1lWvo4+p%2Ud3bL9*B8erCtj*=E6bj7 zw)=YFwM@1%1Vpf+KjP36G`7&PSHf`odf;1YI958jr37@#B_5h4}^6}UmTBi zm>z30sZP0gS!|`Pg0JGVRE9m>Zsj9n2emj&X{vvm)*IV~T6|kTO>LGJW;r-xqPl=hM3-g0|$I&xRx%xYwU`U<{D|t8vbEA zciy~2^IDlrDxrmWw^l4zu;3id7}hs>C&xmWh{D4CU87^|6Dno`@?)8kWO)P!2Vv?h98X_zdtW%U#7 zPu=?Z`dq3E8R_ZAvRxd1Iq{piny>QdToZiu+s8n zRy){sE?e=-vB-HiXng$qH(e)&`#Pc{`WtTY^hYaB-I|`7XsfEDQkgwQ>YQ1Hh2!Nq zE$%aU1Ox=gbqZ^y)u+up^TyT$RjU}0Ds9usqT@QmhTt^J^IT?Dla{b^K)Br{Gb`(s zr)T{@nPN1S(x*%^)9_2wfjlZz%yrzB+o^s1#|PUM9ep&>X)d6XEoV6(+Q~EB%S`QG zD`|fB-o3^&aqX4UQ*`$^OWE0nLsD?SWrjK{a+!mg@OY%sKURr>I&2!-J;f-=~q1Xl)+xFahe1|+j_Qo2Qh1>r8`oXH}N?PEUTwmUb z$u`BAhWD(BQ8)wQ7k_*;i6f^PncAm+q{&y&y5q}JMnxtU)6AJ|@%SKkkek@zRZxcI_g^5lek8 zL1VwFs_-Yx3*Tct_^T>>K#o43s>&}Y=#5M*;yi5jaEGb#OZC`=p`8zqxzwH==Aej* ziAmdatwt5zz{hu;L(Hf-J({kaD*QZ9+vyhKsISpWcsU2h2UP6aNNyiKd~g~1cFG0G zV(#3zHRT+~u|_AzQKiu$kn*?d7qDnMcklR8UXFlgN8z)cypTBDT|I!H7Db7DV^1%= zwqS+BK#An(SGo*aPsKGO`5_Ve`EbdK+O{8!X5}zPfRJr?U7v3lP?>m5k>=mD*pB~*H!NB?%}S(r%}+< zo=5A`9GVtWXM|4vvT}NQTHK;86qT8L`%G*1qK_pdcT($|yr|sH-q@b)mwuiQ(oFLR z3|z%3*Gq}d8eW6s^tQY_=@WJ7vWi!gLu+Y!qdaTIJ(^~wJkBp$CU6>orF77HQbAux zv8QKTHPExr;_=Mw+xu^AH!5C@-M6XeUcx0aC|j(ol$U0^Km*^LmzU?FsNCva+r8ni zl2UUi)*Y?DVdaQ9|FQ@0y*zfO%T6{uJ%51n&bJE!DG7%dBirUQ8H+n9997;Rg5L|? zd7rG*@jJhAi$~5e^SH1>fpKhOX+1saW)i|`$K(COv|i~PbXVN&q#)v^jGr|WC$C^A z$fBboTvJo5MY)6rR8q<__}e2f9sTeBRa2cJtdm`g@@`W5W(R7P+(5C|#*G`Bt9p>V z#V>sI1cZog2@VdG6L4{Q26A8()A2o~cG)hgJMq zm!k{{bl{b5vhtJyli%|4YKoYdoe%t z`uHk=(#Qc~<~352Q&XpN+~g?)pg5281PJRWlue^tkz|vgPemeLu}1v-PEActR9qu^ zUDg=4n1Vt$aJPuz$CXGDM}SCIE4WCJ$2ooabpFFrSlg(LRtFf8tIPy7)9wPU$v!wO z$PN_r;>8OJfX#JDnu~u>P>|dNy()>>qqQVN_QA<`?Jy4yf{nxI+X2#_pG}QB{um%a z+Qh_!Q_AwuerxhcYFKNutd8>V@BkM#B@5z7R`9EcASNm5v1gcaQR@b}A_4-gl^8`L z^{W(3O-)JL_h@EQQeD5$wQw>GQYIXNWcTZd}oAA=|09X`RN z4$XZ=9?9q#3SaWY>fyNR=;-LIK;lrH(w@tNk<9|w+PX}3>VP)kZ~`}*>~c+mlv#y&P0 zXEf-dJL!$L_;{YY(MOHdSdnLnA?;rn(Og+?I`UA-z+j_A){uI(@lgMY)vF6ziUL1; z{Am574Gk2@k#-U9Z?ej6lXah#%e^=v@Vu+5(fNG~UcK|rufBPtz;MVO0OoM0lwY{K z^YT@zPSy7_e?mWGZDYg5dX+-Dk*KJR@7}%ZuO*p%YGMS9Myp1OK6OcEX6AFih=!}! zM$Z~!O*M)yk78-_2Y*LE=vzKMt?#ZcLK*ZA4J`&froVCDxswtmb4d>{tP8C&c3`{9 zsO3Y6iw7f>?@$Uqe&m&wuCl61MNJ(Y8{3ZLyo6h>5E<6f%PUeR$8F?<0!ctU_K5wy zzP_3?tE))cEs=S5h(%aO)v@OQ*s1w|Cd?xy=`e53&D%VM2Ac-6_>Zw+H_IMNbb^+;-8lx8Eue zvPwXpg2gfC>gR#WePV0mc{WEbTaDlK&y9{d1y8SEY7@N*M}PZzz$^UckG`DzmE(WU zU#(6vWTLxoqWVT(>imwpM>?Flckk9~)2%von-7*LfpGz-K#cz_5lA^_f z4;fCOY66RAPi)+@iQQBk>*9AWul6J}H*yT>dtQG2u>`%n*k)zy8OV#b=BX>VxQ@`W zU4vyVZP9U`+JP1)uc9Kbx7Sj}u4_LKMQA}ar~-@Zu}$br-gIwg<&sgtu|u}CIn&eG zc~+2v1j<3)z?HekCcS7Q67=#Hu8}ln$wiH>1WD3a5#QFB?*;TDW>zUexpL)7WsbWd z2@N?pPF7Y{IsC5)U91lviiknsQlQqy)!ZY!4e#+IO>J$bG8tyyLL^X=G3Bq)A_~b; zZtk9BRrIMN+UeHUaZHyl zU#^j$#{{xS{QM`6Q#!8qQ50sL$@TQ?rA5}(#HhHhx$}nzj$G+e)Wb0Onw~Qg{yB1A zdA6(bkCcmtl$DjkMeRH3C;%!&fkIjbEiFZS<@yV`e65-bmr+pP$?9`(a1@6~qRDW2 zKC<>W6Xo~NIUWjB+E-`#z7DKb~Sgxvuo$$v;`NIES{mOy}+{U5g?kVG&35T|?$ z5b%#~uN}{bZkx#(#p?p(-@*rA^UAlTHj(nyU7f0*RK;0c8ZI9K)+iCoNQSmTc36$3 z?28u_i(b>i($Y^OEo|JeBP=wuhL?x-%{!dcJK}Tu*iMc+x#agn@2S-CLE{x#XDET_ zLZc4&gWhS5O|7#IZF#AgF4|TWVgF+oc{E_#S#}Ex3u+=gd%_1`zBe#u^65_M1TETC zUS9sinb%uTP;&(K+1d4FHCS6)dtGulCH4of65!mFIG%y9LvOdgEL@%h=bPqglwZ5< zA1%pKz@PIMFV4R(l_S8vapTcw6)rQ0YAxRpG@YMgPK(9q%;Y3pLaChWFB1L=UTgmH z*>cJApQPE2+6+ms3Hm6flam8wgw#6{BJnxL-96fBm`+ng0`8YrMjMTzheAjB^yZQ& zay^H%^~QZZoM;2x>ho9WkmDAomBH?8G<#g%@iB>DH?b1090!cR<8%z}0GI_okPkFH z)*52b{^jW+98A5RUtc&Xtl0#>ypU~6v$Hq43<8i8Cc4DxTMb*D9tyOc8ow0o*vbKV z=xS=JB;roN5WC+~2$qkR??!$&jk)u{WfUxQRIhn?Dr#$Qm$dFZ_;JUcI{F_&Nn>?( zw)Qjk`FS-Rv(R+^zk>t+PcY>FYd`zXz^c@D^pRoMsxRmVc{gmRO0$YApLQPZT95Qw zRsr~A;am(H`y?_F1Q)4-ha(hlK0@`12#8l(o}TeD7l45uJC>FvwM9LqFwwBc^Y(2$ zbhpp}@N*s2slrHHEuHZ>M$LtOqvPYKu}g9v@3}cz9x&traN3zu!b{?KGz>U>nMl7gV>qSI9nPj11McW+}6;@vO?&YwrlOG>^hk5JbCW3s&7 zl;})x@1CIN7!S68PPU+hBl+F)^Yd%F*A<&%Y-ngT+;uumJL@AT5)N5ALD0^EI@zJx zSxyN~Ll@AR2e++8IvpJymD;uy=!b%S=6ZO>zk_P$n6oFv#0W-rn@`o2m;3j(6eT&2 zn9Iq_3!rDE;QfuscAZV}uB@z-qxSXo7K*jTHl9i`tJ+l2@9BB61fI-NvzE-MV%4k}ZX$LfMjqO^(8nSG~iuYIw(0Z(v1NW?~ ztrMFPEzqX*4h-l+)F6b+wzDZqSFPHIzH)Gx2u`-%mcK^H$3XSAmWCCfW7~t1qVf6y z8xHp+7xBaC)-4)uYz6LbImx?a%k7-$p?J+~mtef@@fT`*l;NJ*L#WwR;1MkcvfqJw z@e2tlDpyrJVrC{N?=+|j$tiA>onV@m+b8sOz?dAOc# z4+7xNU46OYT)mz_QUW$b{jZf6g|>PCcNl?72Mzu3)2E}P4g#}rcBWd;R4U@MOe$Zk z$I%9n`q^X#rBf9B5orEh8XBt!djP%BhYAis5b~A^VchfYsgmA2%G&o#xpMAMiA;pW}@_XqaxuLp)Ut9^4H+yDhnbP$}~C?HM; z*phJlAKi9@GRwU@2bq3i>fLRGQ-Fw2`dqW5DvdPD^++=If=L>J8iMR<$B*OH*2&4$ zm_&eZz-n;=mA=04O|RkIbsr*<)p_50`0ycpyK1=H2mIg*h@IOv{&zEZTU(&<3|14{ zvJ34&zkDmWTCVDgwQtyvb0EBMNSLjztE zkS~^Ua)#2kFX2(}{&s=%3`lx5D5wzH-l4KMfSlnpUP{0JYaaia&D8K;XD8+m65a83 zU2KlClT6MiVRg|ZHG>H^Mtx6}FGX(a_#DYB5wh6h$7@q`J5-$W5>~~@o!HSuJ7)fe zAouqU>u#ter<2bw12+J5aUQ^bwf^Z?^?hR*PeBJ!LS^maJ~1s_Cz~-^XDKb6o-dRA zl0%+nwPGZ?8qqbE$?qSttWHm9p$o!iib8oue<`iie-Run5~lSJH!y5yI%I^t)opR# zzI{7n;GaG%th)H*gB|5mlPY{n%1%HHuXTP1zQU=ud`v_FJRB|;ypP8<0HiFK*PS?N z0MMFQPWKVFNftDPXGcN`KxwL*eE*oazDk<_{ANf{ z`T!Izefg`P7T({-?RX94CCRd3cb)5q78IP0nshNdT~@R=d4>^LuUhj|nzRAJ$dCEe_8fitRB0=BiYdXgf{V8-W;wlua!I@a-xBuq4dHCSQJ1z5;puC&Ro9e z0es&w0U0JC4;*|W=)exn&i-LxM_#BswY0Zy14oOR9q#n=MPq0*sYxsS7-uR(g7R=fB5r(A*}r z;itEjI?lfBGQ2IzqD4*E_J&W7_fWif6uDo1`v}{KD!4&#X}^EIOz6Cqetvxn;|C=` z;P?$-R`%+=**A4qIm(?2#a;|T1!xB)b#-;C(gWm6w~t+3R1Z4yUB1^U;xvHprVF|a zoW{zwUmtk&%F*SPuw9UK1SZl$VsL?o9&_gPZO{O{@Q9F*2d#43CXVc~+T4XM^LigB zPWSn;aLWZ@J(5r-z%&$r!7f6)t8)&lAbZcNUN7d6V+UJ>!px)%`9+Wi@fJXWJyv#P z_VIS%@jxlw^7S=F@6c73wHAwtcL|cU7lQQtuB0SZs!f2r@7}0fCJ|IR7(qb)6oYL? z%O9ngZk;bJIlDXausg!pqrBjHoRl(PQf)&O4 zQuPv6R&Sh*mG+wQJ+oGXw^x|ZPU|LU0OK zobKw ze2?+`KS5KEu%IdvM0*6EelE2dWyx2+Y8yT~|GIS^@DQ|}rTi-82%#^qUn90{+Z|}V z(4yZz@fiz2G>eKReJK98URJi^Te*O>bb3MQ@5K_`F7Ky@PQ#)R7k*=XdK6`RboA4+ zBWt4#$-`qwAm_e9j%J)QC+z#g#Dsr%xXQtU3(?iVWZ1Jf8b; z23vdKA6q+MMajv@xw#=)XjMlVKIVx3nUh6g!|9vS(rYKBojX;>y1_imR3J;1wSSH@ zp=HY>>iITo*ign-b=JKM>I0}f+MyJXQR@*$H2uGpfyN*Zq;>M7dwK?iW@N0D2nlQw z1St^hWo*DHBFBt1^X9(rAFIWmJy$u+R6BN86$JEcKJxRMt+kE!NP>*I(ru|at;4g8a~`j-hx*I=a3U=aDY2`#_(!hu+h1{=SaZCfDB*jJ8OxCFh`oZk zkcFigc-^sJu6c&)E;g$CDu}dlAJhEZY7eH=YK+)Y(lR(?{{es{h_yCXGEBrzhnuEN zaB8)L|D>Y}83jj3k%IFJd3KYycmQ@8^RPTfTU#5rr%n4;>@@P4 zaaAtzFi{loEvz+@oY?^ZD}f9Iz)QS?qPocC6GRO$$9@BD*TG}pyV5Ni7=g{8ToKEK z(@0NAw(CTY#Kkov8^8^44v7%f3Z68_f;hC!-dwT|@Szfc0dJrM!xv4yK411*n;sdI zVp_38QBm>660VQ%V!+|K2p!sBXN4*c!v=)uGqrlgvg~K`7C+Pck(i+ezeS&8QkD3$yaLqqbNC&|IS8@Hehe!osl2Enpyqm3>o?}z zx_0yCz`I4lOW_tpVF*14$EP!XmJeDOlX=~#H1uPjeI3U;qLDG5!pX+MAsUrCz>e~; zozW}HBPT7@ZEBp*$5>p2(fT>lKuQDOPU$Rz=Gar4aSIe7QgFUJZ8>kJKvPVHI8q(TQhc74$*3JD6>CT=v@48eP#1Xt{B;~OMLsYNZET-gh=O)+eS zC9rc;y}9(VsUmr*iDyQ)G*lX_+Uv?qzZUrDTw@9zzhn=qd>)>QSW}h3f>1Qlt@*&z zodZ9TzhmEQQQys^Fh>I}6jZ7^azz!fX9L?#B@$MB|A$MeJafZ>gFm3(sd{a?3Z?R~ zUjA*eh?V-j4Lv>mI$Owt@iHB)|8Cb>%t3q`%U7%z!vpPyemVw^-Y6W4r$L|)-5l9b zxHSD&w6@ujAynLCd3t&}s_hMCZin22Nh*(fGf=nz62#$$;x9D*|e`N~XG0pu+etx`ii`>YAnj%mB!I2*Q4}YJ}Yx zx0a7=s1;@Sx3kUuv)Jm%sd{jUV=b$oA`uvb(*(sBmaBKreql$TzJGreq09&rLmJH6 z7r&5?tmXhL1Uw7jYtCKxS>XYuIP|_{=BloF!xB^UmV6K2sb3MxZ5wX#*M8abHdTvk z>z0Ku!G$Wihhuv!$NCL_ITi1duP5L$HoNG{GNKu!Eb8P4auoreXqoaQ{@xLw(b0!*Dig{H zY|j-5nZQRZTrvTGQi&Ry2<^?g_hl|qFAhJ9T;jA#5Q^)eRqvG$n0+$^d|oW=tT!TV z0&n#KDDdyFiiZ(gg)BfE_>8M4+KiS^G#b%18uB@y3s9Zw* zB^z;RfJcg1L705MCstHOjU=NZ+71m&^{so>)xNp({=)0!OPB6cS7%53w~_TV`7+nt zeTHWEj=X$-HR(9e$oHW?NP?Y#0zX3@Y57ylxnK!y@Dk46{JY*N6!t6l&E%#A%cG*B ziKXjrwpxN+q0@QUgp=1*QvynznV`)O%hmKKRk0t6uOCh`oSO_g0Z2id?f)INeuPQ_ z3WQ=-ow69833eFD&NFA$fd9H4o_B?55&YPx<%xg?pJUHT!W`X>R(P$1nPtq`ET`h?8?DxA58@dkK6qhm7gc89sm7rS z9b<%{qgzrTByi$OM-w$m)WO&-YSVfcZ++$F&70*MR1_Fuu_NYqcfDoiX$I#4)VirmXdw45J@p|G&+w+gcX{O5=#-andE@P>rG#8(E zEN)%uc?PRE zN85GiB+`-gbC%S!j8$p-Rt5bt+faHme(2jqi|+__AH56dYi$PLNeU>e{m zZ}r>9o!%6b8m^X7-JJ%$l*^0EX=-+w`E2 zaegm!V=*Xc#9N$=lF+&=B3zpfm;U+7+4?=qQ51!Ht3sV$^)s&0fjg$r5aWaa2_A*y+cDe z3DZ_sNO^=91#}ceCh*~ueh2O+7um)W_IC6<+lCL51I)MgmY@eZE%^OJ;W3lB^iv5` z8v;8L*;}O=e(B?ncVBm*62lqv7Q&&;d1T%4Q4q5rFqFVPSoSGel?VIeI5RcEmD4~< zb{>nM9T^-tP*e7Q^$-uT%$xo;M8@}oBBb%k1ISc%8=`D2D#(V78?QmMCY)vT&_Bx9 zp?@i3e;}h$XyY@S7zmkAgG#MP)xJp#kDhaL{yQPLFpI zm8)sMaeqbE^VREoG=dUuie4L~rD5M#>KD_0h}WP+Z;oI|JW4R|wJ zAw*gM`_S%^&}*J#fb$_($z9!1*}uB3)3=Qm*6TsA5Dj#qNSEmoFQYrmp}|q%Qpo(2oFYfMqg>-lF62 z_m)_{3XEKDfBzFQ`xj35-KeO|eoP_|=CC-4pp?+aoQAlD+SY_TJ8zx1_{xwH<->P zRbtPDV^2?CKNzemGCMCEM2Ju_^+>@UQBgTj7neiWoE(aGZ$UT^;{rHXhFA7ri@gVR2 zJ%0`GWK6>-C-{r*WB}cZww>SafEAUo?(ip_9-?I$(hp znsy6D;rxAq+!u2;)dwpf6DtcL8?eUi%y9ixR%=Ytpo7{2iW-9R{X2^J96lI!TYPknEh*%a&PHPtf7Jmv$bGDNjV1q7VUmYJ3Q=;ZFJZ@6=tpgBW52_ok)WGl2e<}ii(-kqCs+MP={N{$ zQ*hyRBb{D`Mv0U&(q3STGr?B-h?F#HRf`2ijp`0$smq@Ye_;MWw zpG+1&jd~83(C4WArE^KPKUmVp5~t`4*e>f&utXKTy%vn|3%fN&4gCQLGTb4uTXJTJ9v0$xeV ze-)E5RHobT!#?l?gU66ghy{pRffb?@78Vjq5O6Am44;AOB9pNEs^QJx_0AOsZI>Ia z)Ca6c7kr8QR7j6i(q>%3%E~Vx@c?4)y?_8ENY%lT7Tn-Cm@FsN?;_X|%&J7AU3Jiw zYrFLACDu!2@M9S0-SzF4la9@P`^Z?+qE$l8=#t@|3c)Ig*|vY8$%d0uc<6K&@ai}J zw21%f!TfFD={HyDK_v!Fa6C|4?9QOCmmt&#EMZ{Gj39ribpEya^p~)ew~Ua#YWLDJ zDQ?KD@MPASRDpzB4Z;X?Z6l=JbLdi`?1m#sWKx1f&M^`d7_3uc)<|6wl62;{xKtzz#!p28!i82YX&_iSrl+4F|Fe&Voe7B;x>=*oF;rcz7b@s^_HE zMz4$cKZmQJjbM0asS*|wTcKJuIb+qFTJ}E%P5)B!X=0i;&w8}?T(lwV@XTr53QYI^ z{q$Mng|5p#B&5?}_1t>6XaIqiv9mv*2jQ-SE?Q1Ra*_EsZ4eriy}&m{$am|UC100|nm4Pqwl{|0>9m%k!K;C}=U z>n=bf6oC~6r^$var-%MLROZshZ{=H((O!tTO*)WUH!wn1CO5!>^6N81d|*;il^rip zH-$p`vJM?Q_|YHM_8>^ob1ds~8DO5+3&#r{xgMS(`#x`a34&svWED*08+_#$b8+KJ zzm~hA#w*=j;qEr}&LusmBPMPfIg|Z|e#_qohRmVwXTjJ>eaHABKdr(R>}bx&Abm@Y z3vgD6*a$8;ppH*W?dZZq9T#bV$dOFzFyD=Sulckh(CwsysG{&VXDhJv~P8IxcI ztqTth?)dqF?H~lUZrofE(D#N_6~^+ul?%Np zExC!~X z8+IoTR~(#S$f(shy%Dsd14+jeX-;TR|~POa{Siy)N>PhQCsiigk8 z$b@MSX8r@V2?%_s19Wu8N$kSd3;A@4PJ_?0pn?p;V<2_W*);2AZAaUC^8D}*kr%1L zk-MOieBN&gZWEqVVO$@4V?DJlIj$R(^TRx1@f&}Q46~{cZ z-KQ>1fS7TskfwRbwiK0=yq3K1wQxG#eQGPs^-k}a>3BfDDoA2&qly(+y=*vQoX?+c zr*Hq}Oo9_#LK03F9?X^(S zfl%{nYiko?Kmw4VCQZ1NMjq<=}MoD@-q!HS7Y<&@_~hf8n)tQ^8^o#2&IU8A1zs0_Ye&1;;d%GP8-S$qyJ` z2-*chVfRtDHq}%a&oP2ov{3M_5I1b|_9C55XC+n^kRkWBKGQsp!>R{YFtq;gH*% z;I6{74x=R|_Rx_b68QuKZs9%2$Rk9rqg^(_p0X{nE~6q8qM2fu(fJ?+lTnr4;bDn9 z(@|3*TLF|P?cFQAO%dOTTV(KOEAXk{t{i&O+Z>>b+&2BlL}KjElQ4JxV|3dwMc@F| z_L-Om-+m`2nVsSNXh;c)(%Sx%cL>Q_49N-dqAIuwX}l3mDH&oUmpnk#gJ_r!(5of? zjj;&R7x*J_=AozY1L5`sX9#_MA-X3}{e>e#b9;&^Y{Biq6iP(SZwX!BSt}=y*nDRYLBVIUl%FYo+#>Qg5NduU3T2dqU2INEw-~zFCpwm*r3Eo@5in2FvNVsoj(*<86-V#-FghLOd#mZNg(GX+2oPzoCCB~(p=Wqp= zExm4PB>d;amXU$S#J^s5bJkQ9OrKcUQ&#cmr0u*{bJH(LH-ha@Df-pG$#uQ7kXBSw)NyluO|c)kX>vSlp)fS7)R3&eM6f%ZG{T{V!K+|WSug@v~-|0)xE2?kK z$O(Gzw+oj7a?ZL<(byw1Z&)VDy*4SIM|y@%GGp9Ae}DrS_So>vSrDZh(%mca6Y_DdDho(I%yLD;#EmEvEI}-0OCipoGxJq zaMW3KL=xi_kD!oX5vV3(vh++uE*GXrd<+z5%#D6VAkno7V(^4W_Am;kussx}XM?5GQ%*3TGLO~rCHmMcG^XcW}It>Wo3 zS64225%?n105UIZlthNX;PNa)ZNd zd&B0oRJy13%+7cFZ#qhI* zeV2#-elllfWagEIAekQg;LnedlYKCkgGPSjW#mGKd@|5h*4CX$GeXJ%7u!z)3|A_> z@7vgc+YEzXuR=cE2swh#b1*)B$rsD92es(K@9rLpGMG8hlL0dADxCjnxW9_qv3VKT zOuS*vjFNjK=1}W~c4S1*qNSy!iH)6Tff$1lDjUawT*2W~ATl~_ z)kv#Cf8ho)QHv_n-;+Ua?Cw5-d<)O~bN!Hsu^pLw($XC3Xd`^Nz$N64m-w7%8RGE8 zp7d3#YR0ZpU*4RrRiZaDbZIT= zUbo9>G0s}`{_Ptk_Wb5$A(t{tB;ejV;!aNB*{9T;s)oxe_Lx?uY~yhqT!y=daJQxB z{#%b}OoF^OT01+v;^X6AMz7~pd(zJG$TQ$PEJjc8(8R0;R!kJ_5JJ@>Bv2Dp!xHSp zJLI6l;K|D5M>vrMY`bQ10zHJa-r&Zt4d*{UVFH$KyTu=_i%wsKItc;Fq2p;F`2r3b z;Y$(GRFe>J0U`hhEhwJcc9QIx{GgtH!@ zOD_Gx0TV;>PpUt;-IH!eBNr=>L1py(7@8zm0~rw`z;_YPL~|fY715FL0%SCnjJT5z z53|-|&=g<{zF-_5I_?ojY(ypjjWCI{qe2C8m5*rYqJ556 z{yT)x7@!8;?=dPpnWKZcef05eCN#6d8Lshr^E5G&9;NigX=n>^hm!UHjU&?|Gza8T zFLDDAEL>DO94I1`QwYXFi`9oqI0pbLnmO#ToO0+dlVM!-K+LP*#Q|m)=VBj7h9#c{ zWaAw3x_zVYMsCNYK?-BdD;v6|P2oV@)AL=_|JdaF_ zknBW^DtN2p^PjJvt}%SVod>uU?hsI$*WiQzZ@($-XH?@wyBLUZDbR|ArKNU)IVTgd zCwgQlFrEC|>`p;&qQbmFpt(>lVo(MZiHwXBzdi<9mabUQq>+P57`fd>&+QwVgTbI^ z1P%y@o4`7L@S6aroQJ0QWqRw;#GA(C|r{2(ZV~ikp7-hG0tC z0#q2%36MJs-HTFHl$zsyU37B&DSFjn`zeg;G0dMozc48d6?Br+m7WnKToDZRkeL>= z5-4TlrblA^!)=i6^^inQpi-B)VE`B2JKVBUfOo@O5+l1;zR6le#T>Z-Uko=$NDQY8 zxOcyt+;wdz|Y0Sg+i>$ApVPzvJo*P3C>>T z2Xl{Q^`YmO(#RbD`I7v?V5v7rclh{->>^YI!t!EfxiCow<8Bm;140#sA0J7Q0Lql~ zljCmkGo+#eh{_Qg1-A!k9vLSh7X%Wj76a zVax(l%x)^GtqlV~M?IbeYGx6v)=By~7@Q}=Kadc^x2xi~V9CjB9fe%%1MY|{A532J z(j0FMqaotmwyh*V2RB>bnu;iJ8v#OE4!whDT7KiE9KwDc!n(SB-P_=CqCY=!mS~?fUaTPLNQ*!=atH zoUdo4$^E*zn`Mo-C(uR%j1A9G%Rq=>iUuC4#kh=jG%UNES5KK8B#Zsf zMkOWlwyUfP#2rVbFp%(8;1(q)l{g;@LFDM+oU*JI@qn;!H$1!)PCzAOE9E7*P diff --git a/codes/ddpg/result/steps_train.png b/codes/ddpg/result/steps_train.png deleted file mode 100644 index c6a9675aeda276872b76d0261667ec9ed6e4188a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 23493 zcmeIa2UJwqwl-Rzm=M8)iJ)RakgQ}d5DW;4wgd^1MU*T#8BwArDo9dMN<~4EfJ6lZ zi7F}}Ig4ZpC^GL`cAwklboV*`z4t$NyfN;3j?vgERPEY(tvSCm*YzW+$}Ef4E}~E< zEC=>0s8cA6UK9#L(}H>Uo1Gu)+VGpCy`rZ5F)LGhM*~|E%3%Y0>$6t&XUz@QJDAwo znOj+k3Wy4b@UK5@Z*OfUB`A3AKfXc0%GOL!&}S(#USy&5el0r+h1G!k$M8g+YEGe? z6gi-<=eSdNZ@sgVzhleHAYF3dvLNfd?3|T**itU%-%~%n^4QK_l8+tt{rv6Oi@A!A zuX^~#jBaLmeEj^HJT-)!`;@nqtzWtL- zcW1dxTVE2VZ@pzI&qn-;F*rX$QNXXZz{iZ+@E3+6+r7v?Y>EE=;2+bgdmS`bn*;j1 zg?+BA(CCZf^18M{(3_RpbZTtyxla10FZ8^@5`||9Up2nQ0wl?G9+kDEG=CNG6 zc5VHpO^)o^VQT?rz38b7pV2>%O*M=v5veP3x4O9e-7FBKAbt z)8w7!z6CqA8MRq*jvY z$2eVSYP+;UPf>|rj>_@lD_)#TeV3QlD&VnpW6QzU^N!>jdrWj~)pHwETq|~Z_vzEy zvRp=5@Q$nlIh7A6Z{EBqjg(#I6&}uEXlUp(HCXuc7CgsRHxp`vf!nJHXA$LFWVp6g}Z zYic^RY}qo+lrt++&U|U9RFi*bQM@!GiM=DmBx zcnO8dn8Ts6uDe1*LrbINqpn?BkUiNa9qHV$raV%%#4O7FT_Lw;kA%oBn-&GEDaF~D z>4hvTCY|LGDxo4*f`eD+d5oJBj^@lvSYWl24Y75rw_}5|H$GCLWxbS)tZb-=$)ZNj zS=peVpyN-DTqp|@7d`*uI9cg;1$2jQ8U(l{3BT(tOsAFsp1EDWB1k%eSaB(JJJrR*l(WXRB|xPmT&Z_UVlFH>#aI%a0wi zQAp^ z^G1aMoMIMV{g!Y_Q9e96u>9a%fy3iN?X-vocq+mCTFdnH8+E8c^B1q)jSa=o7$xl( zV32oJlJgwjFV9wxo6+>8a$uwxFXd%)BOXGppR#dJ3!TFx&0zzZ5%mG!D^dbJp|nc17N) zc>jI_A0KmC5FHz&G)z3uca`9$Xk}IkDLItw8gbzk_1KA2^AoWvV}IFtTcK|i8qXH> zESK|c?(S=ZPEmSmQ#(<|9^kY3aYzo`={{TgiY237wfpM}&MOR-;XV=ao^lxuy$=tE z?V?=1az#?N7KLTU%v7g*l3k}N>WR{=Er&JJZ8w`$L_Rhtxs!ah=2O>#mMoX=54^*( zJv$>DDQQlF8*vX?^RF*=o9s=^^^ev~RezzqQ+a&Of&~jGmMiKq>twQAlByd%KiD__ zo!^?g(cW6ls?YVYVSzabn*8)+w|KoQ+Z`vf-JIX~uT%DA-$Ajxof&3Y9{&C!6LWY> z)=)9uVlEj8eWPVdtBx_O5MC-MC`k5mM@3Xc&di9Q+{~DfjEs!akEhht;+7nn58WwE zDKA^M%0u7M@}P=}{S>|I;qb}!lDniPQ%IGVJ8xd1L$5aWZvLYKw-#XEwd7y_{9KC` zNxLne`>ks-%ay)t<;sGFEZ4!|;YV0FG6T7Da(knA#wL&Di3gsof5ui{>PS0Xd$_N! z4^=!)C*9U@k7X-b8D%`%ru{^TvZA77AESevUG&+SMDo+Bih~^$Kky`v$LrM#;|=-( zKCymCv8ZC)v~;P4IzCtEvtMFG&V3V0OiHRrGGmSMoRK7(lPnOytYP)Ic6T>7isoy3 zUOhd%^o~aUg_QU2-=}v($$K`~{75o>e{(U1#ElDc=G#sTn`cjtp2Pwxytb4_Gu2Yp zKymJjW0sM%wGbYC^qDWuG+&%R)l<;X(Rt7pi!03auYB$~Q5nTi8LywCYHOR=y29CD zjGi;gvO8MIzt4Pp`!COqq*~V3#??O85%xT`Gd7{!ZqvEw-PR|)DFca(+(@LaZTRl3x8 zCpXGt;`-&wbKmCW9Z*xF>Sj2gbFNN1%HcZveUJANPL9d)_$eI=hn{L-0o~X6%z~M_ z(IGgx&o*SPNgMf?c`hs-SgU}~Xcovz+KYjW%b9QEO?)>@Ean1at?Vc62 zwPARmC_w0r)i*jt@XD{ddws5TcP+So?K+l!(5+i}q%Y=pOb-kVwdl`ItkQ_nd4MjH zI~y?OKHh%!bF4-n+En2jFSQ6M#R#eM5*||${n?WO*u1u{_pINs!~d?H%XRV)Mt=O# z;7->)^ZCh}TWWF#-rwB(R5xRnT}SByh3m_3Rd!QjHYeisB071LEDH+@y-_?9P>fD` zEKI;boy3a-s`CDcRZ)N_2=T5b_W*yU%;cc^CeJfIa5ll6m8E zW~A`cgN{ZkNyhDPqm_w=3LDKsW!r))!2YaEvCz1>c#W-wBzkmSFz+!ywx(%%V};!s zD=RCqq_Kt8h!`)xCXgBau#aCqJ3QNcav3*wRHt&}%Fk`@Z;hAe&%6a@QEPDRmqpui zZoaZ=wbm4__13 zySZms+le|deC9p16u)jAWmtjVgx3Iv{+It~qs5SE-?a?*;69onw${fNC&gP@TkUo@ zw&XATQ5CPYckji@VL!jc4<9~Uz{xo z)LglD2o&p4nw=H{hn$;4hGYL0DXDv&GqfnO3h+fz7FH##eiin6*O`uOR-Z!s|2{8ZV+3^kQ*Ly`sJ9ea3 zjEy;+sfz18zAbFmxr1lUYzOKP4Avq1lRn2$qvtb93n+}#VP9Wg(xd%2rP;l}zgBn= zaG)(OEW9+VObH(_JZ5ro(hmDthVG2=0M=o*gVnmDbj=U!_m@Im8LrLr)8gW>l~GDY z!)~Xh{FEx@7oVO>zHVb`y~#M{DnB#EWAx6C)XU^EUw#CXP#-@&nrQr9r}EJ4?TSiD zN|D`{_NO?SH6yuX}zV@lgTFyV-mp=DevumlUyFY4p>@!f0ubII5CzO+n= zWnEfOm7c5r%a=kiYEhB#=h5qjGA#vpc;={8WX{^Qq1m@+ytePk;24>0YpXtRApJzs zh*d#ZnNMIK>YBN+S?7w0QQfjXuXs0^!=7RvA2V44@ex!EWI`LQwd!;}E+}~6!Udhz z_SZ{GRjB8|yOekD&fQTZY5)C3WwKpoIYXUo#8h$d_SfP%4i2h8mW^Nj;@Y3j#Azm6 zJaB8vN1(Qc(a|*B8496Qs;U94rfgnVQMW=u_M^WJ=}=J*dumeyKYu=6n2a0P+}^HO zc5f#$7uKmln;h=16Z%DrO6c3xKzUV=1xe2tnF9w7Y}&lproH&KbR0Ju+io;80)Rl3 z0oP;~bIXMTP#w$haHn9g9XNQjJr{(7mmOT^=+U zacI#g9UYFUczrW0d@-wrx-N^Mw)f-T-Vvn4%G!BbLvO>zjTZ@4vG~egI8~qFSefZ; zS7^sTo-%O1q@<+GWKWWUqTP+fQcn-ZKa{0#w=XxU zr2kaNF2~2;?XqGNc61>XXgM$ve*5ngr2m^@_CNo#cUR^fx+@@T@OG|t^65RAnyUem zc;w_7ggpV*?EC6MT}FO<%yxJE`r>3~Na~p{+rf8fQ!eOhmgyCMkR9o&d-v`QGF^%L z!>d}So6?FRb1OJl!QNgBxYrCI01x1$%g7m!IJ7*fV}Ao_Z$K^qSa{9d-G`i0@%rqwSEC?JptAk9!o7P7Jy=H<;{#c!j82bYG5t`R%U z#wtHGu!HXU{lf-)ut6G)@7vEVSP*hZm7(_RE@%x;PNv2g-77GBW0-K`=FPosZZaT{ zs@()^0xlY)*4mx3`j%`yHaSTEY;7MMtPF3vQgs2j*2&;Q0hEccu@8wRhp6VDwBZsq z7lF1CaYs<-B05m|Zr!<~1l(K6TZ_*-)P7fA1XT9m9e(E$cfD-4P*izRr4kI80J_n< zg>2jQ6Hcq}las5fbj&nXj!uq81UOv$__xOX{?QSTE%nC-H*ML{a4g{Y^M|f^ zCaB$Af3Dp}`vOXS^!u#j3lTG4ChIc1UP|g)SFjZ-7GxXm%Awj<=Xm(}7srlx?h6PE zq?(r9t3LZmy00I_GY0ioCu1}x`aBrI)KG~akr3II0fb$v}NxK+7^zB^N$#EVSh_simRGnBy6zJG~b z)zHx3Ht=SCFo@d|9$$RA73Z*D1wy^^i#=*YJ#Y}Nbs8Z6FPmw+7y zMc2x5Z;M`vO1#Zz&)9@Z=*$*2JL)P@b~pTYaNz%Z>HIfb)jtEPoHX3ZgIKXoHR8E| zmdsF$?pytrE~7G9TnC2DTL|@qQ|E{WQ06f)wYx?Q4h}*!ukBi3fRB9O@L?0&0D8!Nf^cS< zZ}ND_$;lCc$y^%%WUFfUsh;Wtq6!oV%2Dbcl(msniZf znyZ?c8kj{1KqnEOpcYVYhwl=7;B1Wu_>yfedMHoTE-Ut&Pmd3+a+(6mQ&*2$=`?-P z#x4n63Q%utO^xK0Yn0&Z@#O76q<<_tR7Zj!gQs>R@i3GEGtc3a7Jq76Jq zwImWECtkX>x0mHc_vy$lXEtx!b`8?H41MM5)kP2XdE1^_zJC4srbt_3la=-B1f->@ z`&0YR{6#N1;i>Ul^9`UQ%H{lzA3v&6-PWPs1aL}+-)VexZXNawk)o^`RNys0?2a|^ zfd4ap2}coaSdd6h)u~q8DAcO8!$U(4QOB=@V;3kq8nZpXAOr2?Sd2>ZU?Dfvb9N?N z-ZK(q8Z9c#wtbPT>!>lRwMvv+1k{N{r$IvkY9P$d-HooeE6l&BXg{$!z{~eTtA%3z zP$OP1*Z~r6e-&9ltlF!O@L{Nv~ppmu2<(^B|6 z_nm1Ss`}(+V$l($7JBN(r^mL+O%ET7IULsEBnDC6L^IKN;mYmD*8@H0%ue?cb^&m9 z?7?0p3b^87aNU|LS8?ms*KeV>*xK4Ujn{zdg!y-i#7ceafz`QtNS0=P4o2-{s6p+~O!G9(@RuA;v z{Oc{r+8gex4+AwHtaoe_KJ$4Sq`RFsyMrp(~AoM2fHbcAQ@+}HZy!9G+UNP$`}Pcdv&i!?@?!#W6o zS|k;)zF|k~my2Z`zuZ4h%PTBQ`YWxixZcK@0iH2WeAeh%)H0MCPA?$X_U$g>IdquA zgYpyKd5F)@I5R2^0qA_mG*RgR>Wz|WC{NJ3z{Uw(?y1kXOFGu+zg6?o^|k-rYAziS z7qRQy+JuAzvRYC8_}NQ#&`nabIotbV@Mz{(L;PV}wcG3e9(b49JR3C~_x1BL9{&C@ zb%!Sfg`AXE)k;8MW+L7%+7N`bS2W!m7eM*e>p(PY@Yt8Nz3Cm|*g*QVl7A}h4Z;<9 zd6&@Ohk%7e-6!lLJtoWnkMn_?ulxHmor0R3|L)zVBr`SQ^s1}hG@2$&3`z>1INJD| zs;X6J;b`WC_xD^1LFB-5vbK>Z_}Cy@h_$?D&mKpb5gV#OdVG5ZrLQK*d&9n~+2H9A!JMgO zX*SCJi6$lCUp?DzYpj-W64G}cSqZVM8JcSg1)bQR8&^rpy`$M=Ijp+DP?M3zv8UQOo@6 z^EFTh0Y~!8vkMFjx;{O=BKK1+=GAfhg<|pbdDqwsogUCe(_2PrtW5%5vQgfW)HsDc zwT|rh+T^ocwsf64@W7j^1@vsorcIac?X+kZZT-s6&WuOOH_YHe%2e~~a|~{aV%^D8WS15Rex;ap#fFGA~ zb60>EpV)MXNJ&9&Z}l^#xlcO4aCnPWObhRCZ~ryJW6NFS$lyk=cLXg~xhHlVi_9Gr3w)@YC%&VZ)|8bzYReC9G0A`aTF3V)7paz`?X3(-~3#jde}P&-e3p)1Na|Cf?W< zJ7r>KM*FajwJU}cnIOaMjZ6cU)xD$A0(M=WHg8c0*$w-90W)(nwt0SGp>&5;{p;Hx z0>|R@WJzWQ4jz&UY*q<{wkzKl4O}PZ*kFiJ0f*lJDUE8^6j4phd}l=+Ek!5DE@0Q>dS$Q zI4UilVVf~9F!W%DS1_&y@N3*R%DQ(lIboj zEy*}8)dwZz!VdpH?~Kg&wch#^7}|^oEq=e5>BFB5m^-MM%U7@dF4hP`DLGl}=B--? zR8;a!la4}B)F}xk9QN;+Y)9mx`=GIr2U2T$r&=%Ra?FgVKd?mkYx7XgQrCKyRm~=z zx-Q4eYKE6y4pElwF*T@+pv69@VCG+*t%Q)6uKK=VN)C85IXPKIt>(`5Uwr)h{AB1L zyU@qf;@U5qjJw7CH{#k^V42z)m(zwQqitWGCCEiUG{||R09TOBpA4BLb=ypdkXcec z)lgZvoRu|Dht{kVL>n%h6javhuH*Lrni3cov$O4a^hk$qU?O#Bf|+Go`_Y@heCBP& zjpK1YCjGyZT?|a68vKI-wOZQf{jw7<{I7SSV}=;U^|MdVT5HK!hwVVD7`WrXfx5Ma0#_N^;|7cVo${0hDLtl)~(jG zHFKLF%RuJ*1OzBUuOcpfZ>{o~GtVk_Wo2d#cWuF@HQbIC3eZ#r21${yZlZ8XJ8a_T z_k(UNr5dlz&)(qDy@OQGla`%$H4+QYQkBf!Eh*RZ0Z^A!V$GGLdp zkZ>CuWgtZ%7%Yf`mE$&*B3d*CtIyXZvq06sVF^m;j^W-Wg&^QbO5D~e!up{U$U9+L#Tp!Jl}FfF4Q6^ zuIFw8O?$Q@srP&PF3gpg_#T}}E0;ctI*-hnv>cU=u!C7&T{>)^^rCsZqn@kqV2j-HjVJa-(La%&dfuG|)D=6tcs+EHJ+2lDo;qMl?Ta%BkJ~rge(u6DBYilclx1plzAkK0lJiHWT z9sy1u)l2yMInXNcAOe^!GY|4M)*vUkO*Sn&LIZ5HK2Pc(sRa{r2UY-(fS>o zF{VKX1nVh8QuB#!#w#NiT-X{Z`)!SGw8OunGv+23yCl&ZNy8p0Mi7(v-0xV552ccL zOW|~aY!VC${sSGkHO?jJ2Gfd2e`prKkc>@ONBIQ>B*^SS@6$bQ^eg@h1_Dd9(nn~Q zD44`)vUZy~iPRB{6VJcj2?d7DfIp8A%s>FqAMK#IxA!nOA*!F!(SV~rZ@^JtUdXmi zC>&38(nX+iJKVdA<%fC|DrB(NAW-e+w`pZtF@{Pz3S7T_-MM_S-*dJE3r+jOL`Xh6>VgP;*&md4j$x`$e&!ACUqWqfX@oSSzt?Q& z#>swP&J>_oLp@;c+Wm92TGzdzAQ0(~O2m|AvwT0k6|rBkph83619Fpv0*r!))GX_o zmt`k>GMG>>OVh=8a^`giUo@nwbYnJ zZAN&kLVh+J84%RcC9fTNi?O(UY{P#p?EM7(PBzYpSU2q^`AiyW!HuAxH^?omcNb&k7r zc@@^4h(GjKp}}sfZjcj+Bqu`I#-0> z)df)($rjQV{J7;KK~J!s^U2ll1j@7|M-X%D>q#r&Q@LIz`?_I$ku*2D2em6ZJDX{3 z2Hv)4dRrsYOYjyFxpH!HdI@V1dCMzUG60B~^afXK_0BklaG=6 zi(q+M;BVBw*`$ihvLhY* zVq2I;+52=_d2B0l_u6T#Hn+G;)#eZ3%& z!k7uumv~tqcCDSAg$PGsXu?ivdJ-$edV1pg%tTdAhecRUPHk0XgF-@_)Qrmh zb=YS`$wUT$qlfQZ4hvfcCIMj)u}x%)3re~@sV5P8da9MQWmi~lKjg&>_`M)SVOr)UxHWq4Zj3%4UujZwV}oi5+E*a>QAfHz z<{AjhQ-i~glwDg}n-HY4CERkQh`FwT#)M7w6Ge!U%C}+_KKxa0@8!rfL#F!v;lUip zSR`S9kdX9_yKtRvC&R%XW$9zAh9H!waWYlHn#PWb zD?I1_&-DDY#~o^Tlmg>)KRl?2m~%CWS4fvxyY?Wu<2XVG5gq^NBYU8U{@F*~6iWJp z51*q3YZF$dF-RTeEItUIgBm~FTYHyF)`jRPOE@Hm&HKK%m{dRt5xwSfyWPOUlQjMKFr3o1{efd%eb#_$a#+}xF12Xk zKbWS$7j4FOdO16j0Rw3Ve(c2d>suq6Fl+KNr*5;O5qpN1j(99az*}kQ=?SO>1iZl% zQ6xz6oT#iUCpR}Y)%@|n+l=dZc%pNSQnYt~S~Ka*s-k%Lo~2I9Jn5CX)W!J#2TxT3%?Ly*a(zG8v50BSf#&M*sj2OYZMibVC(98I*{9lT(sp-w&;5Lcg z+L*)ZfEHE*Rl|)wg#j$EdO%!mSwrLFQjSs_ z%$o>2fzjw9>)%;4wiWICmMNbT;kEHI^QlpKGyA>Q$i$pZcb`uc*EjdKnAhRKfG z^5}o<1Zu%U3X04P*g;Z$b;yC+p9kLX68H!B(Q5t-#q%DDP49l`SendLck#|ulx7ct47Ma2SF$AgR~3>P%Bh{85N+e}L$j~C!+cKe7U0yv;&@65F! zevr;~AAsOzT4x5;1{j3gX=h6sEY*N^Zq3*+6&qYTIg#=9IjA23r@LY2&`A zY*7_}r6ht`P_oFum`E@E&2<$h*^Y8Gq|A4R>II1gsTV_dDCj6;l8|r>)L#aUs6~ko zJ^wW#T0(CVESn`(jK16Oqomi7RAR3b9~a6uaR&do_SNd9Af zhm88ZAA9O5(Dg97c;# zE;sYHB#@6HgHD?D1}Me$_gr+B#IDhgMGW&7K=gI0 zokr^JLyo5>Qf!1Yh?Kts8^w!%z6(2Lt+Yy8tUAF@Ufr+)uMYF?Fi0;gytBW*0?;x%X7i>^6pWcOA?^r68kyeh zRW6wED60{~__n=p?NsJF)_!hC~698O&c!5-$b5tLBKu zwI4cksDu`L4iZoie%Xb=IvN`rYt!aRYnK`~_?6;k&P4okiVu$I@Z?Wq*)>%P7`Vqz;Wi2T>{ zJawkOM;8Okflu>FN_;`u*`2riTtg3m9?|Uy7sKD;RD$(ewp_)k5HT)dYkIdd0}xsW zBloYY8Zjl|x*7v-IPW3`VX}V@KrIyclf_aD)WJbRBl|svcs1~^a){qqE4C77dhq{E zXsX7Tt_(3MJpAGK(%0!)@5^^}9IJmb_KzctgO*w^*!kHH;Xn_Mzn#n?#YEx=|1&4F zXqFNQ2E~TUxos(#afGlnK2oKxEBl-=Poa^+zkl{;oFCC z5X>Yno4e`v$xr*|i z**|t7e~!t^+6H7aCQ}t=O`$Easc8e)ye@Jp%&>amI&vMVk>?Fcy=yKp2{?( zSCZQZa-A%X0n<@XyIPEfSkB^Pj2@VOF9W$`za^A;~X*? zS#e1TRmjxiMb63Fwq29mwd<=Mj%AocYS^l90wVIORP)Mr*_bh%^qig4cLjd!!4QnK z!NW=4MW=*s1_c?gvaqChjx~D+m;?E}^1ghzI%lkfc~!vkQy$~(t6crp?(6}-2r!3b zHwtN`+N?ChK;CmEGYhD86!)O!N_3_pvi+kVR2`C5=$WGkmDXamsxM@;T)Mv+HEmLv zCH{kMmdlqJ;AE-WSI8XCDB5`A`Ae@4p)aN2Q#I;g{LmFEHo_yJp=)P`egieNL;~o+ z6^A~A-_g%6&KZk<&%PT3gn4j8wr6VS(uWESe(=q!D9MnAH9ZS&5lELe^; z-JhSfjzw8uZRkVyk>%&_30(a{H>0xO8)vrEB182fxg5ewFQVG8cf>t*K|xLSM35_B z9Izq@R(swIVrDbK8~W^|m~{L&B&@xFR55kY7t(>uDkxHQx*e5S`GnA4Wn!)2;ljql z1g=fPRZwGl?|5$YA6Pr{6@8nqRxniiVx4gPJn3l*r|hrm$20DV|0r|sG--9 zEYvFhi9W361sEX4ZXiKQl4e^iVZ9z3gm4o~wB(sPgQ8KO&F#CgXr+#D8)F6z41p$S zkbiAyFrUT}uisAh0U-fa+rq9T6JmqYlL3XWV^ddh9A+=CT5^! z^23_|sB7x(X3mB61yn@lB(cXxAPA{UsFu7#37v(#L*xp*uyhifX{J!BaA~J7ln5}g zu4U)c3m8lg$ym`8!eh8Wx8Y&o|4G~e8h++ji!WiNiaXof$P)Y4xt$f%s+SU#OLGl3 z?byMxUSpgW2gJZ{k6W$&U;;A=mH-48rR%`wl4*12`r)#)_C?=#f z6_Ah>yhEbllldCde{6+>^W7(4kI>v?FH8>Y)J5C`jtSA0991&LOTIz^1XL7(+em&I zXJj(no&{+! z4hUi6R)O;KYrgbC(36Hxf+!9V!c@ZIk+m@~F|enj5Mc|7UCase2&3^MTt@=Eu{H@G zi*g?g^;L4UK*_pMH97Ee){zY5JKt~eaAVO`RHpbY#cgkTr{5Pg%OdX4<>cb>`i$lk zLtIei=r;=-86b?n3Z(&#Hc%vzSo{<)@cWpCfu!IEl3Kq?xv;Ljz9!op_K#&i)pK}= z1j#~l07n7JjH#3opS9Vp`+AsLuE8}0oE7V(ZJ3?}aGHGj<6E1y1^1yQ;D0ZYyyVtM zr?)Hj?Rbd}s^k)dk0^p%0*)Mc1J#2=nNE^LXnlV@k)tEoBfS>O9^zf0X%d6@%sC9P zw!+gj>2Juo>cWC~%>AaOTcAbtNU!T8+N3R792xMV8+S}!j^R&k{ zRF^nW{-`^qTy^mVNi`-AciwX+b=Yz)50QU#%(I^)M?e0~~8X>?hM>*VL3Wx}y&pb>#z*@#0;}E|@;gI(Thm0}Vx6^**%3Q-o@Zks;Bm+%&aQBEN2{!{2 z2lV1athZwo61)F=a24Bf49*J)X^sJs64``ACP79p>-z3XUd3I|5t0%?Ziw6&D4*>( zdE)2MZ+NRm*x`?`>nFP7?Qp;hT#W+g+c2zhV!b`8U^(3F%!}amoU*|tEP!}M())l; z#s~mmCl4YIk#_14y#vK)X#q<1pJAK z1%DW>S#Yf8N@Y-0BT!Sm(%*8yocYrP;hN#f^)b<-N2{*&3Pl zVoX$)Kx7(&8vHk*ic6-NDf+wvwUHGt_n%CM)k&;vBK*R(0F4%nSRXXx3Pql5SGXNa%es_`Lu+|s<1-w;*Plh_f{FDA;1=hV-7MsC_4{?WgIoTC>+x*2 zap`PRI&D%6cQ`(K!Ut(|8eIF1d$U*v$DXQhzJs_bP9B7!0$U0(y0tH{Lnd3k)sa_1 z(_&k`JkPa1%R4ny9Ac0$jN<^4zRs$F7^DNeWE$^M5D7QHhy;`KG*gqJg8t~ zU%HPrGE#u$_$7~RDenpUxknUyQph=#pyK4jLI|M+Ks4{m%ja2!+me$G(c;#SvI`lN z-~?2F+=Q8aH3t1mry!hV^8vHqK9PR_I|SvcNwK(FDFTE} z(&Qu?L!b{7U#w(Xe@|2lf@yH^bPnlTwMC!d~-!eh@M`T6twMEI2e zIFE2D8r&_&<9bwgkHLafq_f-iR0jc7+Tv75a*Y8Tl5Z#ba{@6vf@>qk^$-~zGm-ER zN?{@MYQ%A%Z;t1AeBEd$fb;Ft`E}E6uOPBNh||d;urV1v;P?^ru0l-Ieg~g4O2>X8 zwUq*Vbs7OsZnpsj%x7uG_4ZXKTq2V*U_6u$FzWDA%7`~GkXa!3)NPo#xQ`Z;>)*W~ z%5CUCjA}$NIjIrMhZF*`(Marby^Ks<*E}}(FXX_^wjgDs-(DNJU@Dsgyij`{0^(tI z`4U>oN7NF^Ju&mWa3y&4v)vxd$S5j!9D<7M^B8CWoSYoShgxE*lB1PKjvS(3r?hSJ zq+oSIXidbfmPxGzhejN)492e$-tRPy4Mdp?7{@`LO&^uH&j-s>a7q|d?p!qObeECs z;C94hSLSlgPf)>IClN{;WqX+1s&u8`x9AU7RCn2;Py z2%<8SHT4}%I}yEoNQ#>Q$E)VZbm9!eC0_WYLnFCRl3D9?A%~y=fHaXq(~t*1`i0A5 z%z(hRnPIBD4T6%0zTU9Nf&qFewHCwQ?LaOB|N9oSB>P20>BkM?$h@U1SDr5!M05D3 zNA!tSEGDOGkt^B^JVL?niz@ECU0FQLR+Pa_V6;`4$o4c2t$2o#1w?C%(<3oH<44*i z)(zf65qTQmly;o>n*R0B!Gnysrbz}#HTzXnw*Z;J*)9|jKh$VdD33hNT5-#83s-zM z)BS&S#9sXl4=G%jk|Trf{sbKHCyUhB9w^RWFz4OUGcqu0)teSe$LedwD0ILGlw30H z3y_rl${BkB2gJSytzmeAkrU{p?Ko?;1Ir5o$;pi#lRGd19Wa7us#dBcCtmU~E`^Lr z+`e6aUB_7h+geKXP-C3~WQ+s*_gk;^gpb~zNn1iZa#`63aKHqNKvRfgPjD3C8yu|| zl364LgSg;knQ80eyLyH=lMhWE=g2L`)rCshZDIENRB~j&I672yviWjI+Vh)mR*(S<{LF#3%)~M!rX+F^znz#% zyl--50=BRXq;0ZH1|f0b3^2vQAZ0uRyyLse3zx&QYQ-Yoym>R(^}wC`0S1ssypIn> z@Bm(w4d;b|{%hf!Ui{nSC67-V4V8Y=ClwSd+evl?N05+HUtm^(>l2B2+%Lm31PHH3=+N(m?;qqMOj?+ygv^WqU7 z26V!dAcB*6&h0CyVTV6``b4s^*yB8CuHYCK5d@&2^Wq@7Mu|IQB@&s@2QLb4_e<% A>Hq)$ diff --git a/codes/ddpg/saved_model/20201015-193308/checkpoint.pth b/codes/ddpg/saved_model/20201015-193308/checkpoint.pth deleted file mode 100644 index e07405b4016254c6dcdc720b85b9e97df501c634..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6571 zcmbuE2{e^k|HqHHlyF4U2}x)&&z=2yN*bjb4J0K*NO(A!g$$+8V5n}Ilw@c?BWM4f zG?KcN5-O!Rw@LG$@;@i{zOQ;$_y4Z-K4Qk96HBG z6c82_9_h2dQkj)AG4WKA^o)|U^qm{P%6D{89vvF)E1KL!== zr0V}AwVza~K?kwFh&6O)2XvBZ^|w@`Uoq`1EbUq24yK8eDdQqhI|+;%TYmk^CMXvPg*AZGHV1pwI8y^?5Efq?bQ8;3`(A2&#d$a-9jPocD#JqI3=m8t}qdcdjRWj7GvN?B9JZjC<;c zvia(qR`2!HAghYmerX~!2b*#(XI&xh;C^C#q$jGpn+^9KeZWWoAERF9K_Yt$djrZljph#yu@X!9Mf7UkFA$`f$sAJ^5yUb(A?zBd@GdYS{i3F z4)!aBbvs6Zot8fLx$GqLZMUKRv32z9(%IahUgnV4w+3!Tu7KrXvml^b3(a_QszN%S z{mpM-ktFh^<)7vQznqVB?-}jn*l9jLZ0`TX&78Lm@VRF_xq8}`Iof{(9B(hBg}W8# z#Wf0y(&{ZRJ2QrEOsS&r@@H{U@;wr7bPse~*WtKOgl+XEaM#HST8BEotd{AdBBTx* zEe3$ftRndM_&u)OGy^A|Y5`?8KFGYNgoBe4i0YlO#9x)8XSeTzHQqOc+X@6s>HuAM z+Qw1aTbJmt_pe~rtYT1@#ZlK7O5prUDo9%o)zj@^U1~Aq_YZ`cD?z|ntFx zGvuy1DvV#C&uC2DO*Uqa$Fn1Oa4az&oTh&TViArK=-hTGp%AoiY6d|`1FE*jE6XjwcIjtIttYZ}5cZCx4lDK(S}7y*KDTOo0% z9fs}Jq6s5?;MMuDaKV2U7-=%Ff0GI(PT!18oBj|s-FPlM2j5_oaUeB+ zUQNr>FG1;*LaG;?N4LnnqXWwg@p)hh{GK!q4y2pG6Su7>|Me)W>9PUx&Lm;M$US20 zf0sD87hsC+VKShL1~aO~soXm>hGNJa8fTJBjwG#y%j?4kCn&++)_uV+ZW+|8meOkT zL+~l)jc~!WGSVbdtSTeX2{r2~!*Ik3b&(9Og`rIe8dRsEJzsW#B*iI^3oi4P{%mcyRTqqsP z(F=o*kl+F#Dj98utds%Jv^Gn!XL`Y?PkAt|@f<97SBE?IFVOoj5Ag$cUU)j%31WPODVKAJWD_9KN96l3LcaE+pPRAXGYvEzCF_MTAbdJVqTw6U5A2*GG zZmSN!f)W;XRApk5)7txwbTM}>j!P&BEczq{nCIV)sx^%7k|)b&IYdq=1@h)(k|iQ+^WJpaQ##R)n0Xw zl+M-!+nm=#JJ<~j7btUA+DbVQc17loKjE3hHjH0j%*~itDfWE*03y z6_+Pw5$hNYEHu%hXG>!+FZ3)aYiHo&2YqrlxEXwTVZ-!J#8Vm=M}&!HxHTgKZ<*MW z#cV(3tzk9}*Vh5-%kd~I8Vv*Am_Yq2HF#Xm6;3_8jxp^E;A*uY`SvjZlvghzZPmlX zyv3VgchO-Q_~I&6NK?eS8&=YZL!Dre_e1EuXczRk>xouZDLhcR1gBbkFm8AOC??FL zS-jrd)DsL2m>LHCth#Xyqb}2jf@*w56L4j4G#JhHg^fw&r(* z@%OsWmNx=iRW=_^NcNbS`8L>=r$;{5jp3Y|wZL{lJ=|W>DSu`&U zGuGI_)5n{|Y4<$2DG|eP;ub?@bM0lAOqAiYM>E*=swCsSEyQK)2a;*E8m=d8hS`Iy zXg@7^@V2~&JLSFM$kM5>=Y2AIJV*id-c}ess5|s8Tna7Yro)G+kMLXGV90p(J7nix zM9q})VSDDxh8Ae06I!>!6D3plZH5imUK)%$-j?GKH6=U_%D6Vr5Q-AyCC@U;$&7n_ z&|KpTR!r&%`#se$$bJp%Sa3+}Zo8Lio~{Rx^X6eeCv)lG48Bmc(FDEMCV_TcAo!V- zK*i!>^tZVH4SS7A_LR4@a9Jt@e|}l<@`fsRO_+`iH8tQQ=Y?^ntnv1o_4uSdwIVm; z7)(slhW_@u@P4Zt$MBn}$Uj0jcc>~e>|-6_r`;D0-k`u_Iy|BiZzp4Jek`qe(F@e9 zq5;jKAxGm2$w*j({L&uG?~5W~YI_P!pOZ)$PH<%2`+OXT0&;ELd+4h6)Nw}0dg>h_ z%k>C6K|Yna!u1v&OqJ{pU)xsW78_?OT31iLsLlp2Up=fD`c_=hClNd+IuXm_kvM;q z2HhSvhR%vaauy$e+wyDx@t%k_8(93TvOp=swQKjI+<>2(;^?o-=gRBQsH$42P1uA@wUhc z?tI$?Q=()b@^D`$E=v`UGz>(`F><8;)%9@8J{gNw#nSfupTSx9g*rq~P~1$wpEVV$ z%@xxpCpQ8td?Q{xY6z1vHWk*rNWw!=3UFJVLie>iM*YzU6gW1Kq`cEOY9l4d)_Y;| z{sol1pAWCAIjBCI0woGHM7MVq8EJYN%@0^Z+le($UE+uF9*2nTxgyX#-V-*5Jp;Gx zG31cHI+Ul_;%MOm%CwY{(Ubn5M>GlPe7<8^Goy!jy=QLhL+3@gd>m+J6mqZizy)fl2# z%w=!PqW3?Y0k?Nb+@hT--14zzI5|*(Ijx=wYE3H48;_mPzfV`O+&nX;;mAV zcWD)Vnkoaay$?h9PEB0;+8*Vfr-OmF9aKzJUewcWc z>MCv{$=fyI)}_1TsrFLR|L78|^Q;18k8rY>Ux=E5cH#WZ*XVD1mtd5&FJ$ST2D?}b zRIWuL>)3`LC(NROyZE34e$ZIHA8pq2IE%hK60_o(c*pG<5I*A(ZD-yHM+Qa0sJ(i4 zV$fdUmAIL--EA&hU6oE+Ry>B4`L5u8@c{O4dufa+Bh?v*j`7|>{1_Ytc@W_?EWP(Z>#7Ap^MnOKVEm7p=oOmF9d~1)e zD*tylIeQRZ^c{qw!jFRM4nJxYc9f>C*iGhrP^H&)*~5O_tx&L23xqSH@V$&4^L0fA z@Jc+;Ca4!EpRA)9T~^^_wZV{Y`UKu?i$u8vtzu7c7A8c$AYSl}w2YB~cGWZ#46ntb zpJZXTgBN{nI0Je(YhwN-Cz`!-8-#2~rTg-ohYjA5BrY5AgoY`5K()_0C=HwdUtg7> z;P#)eXk{iGuh+(4om=Acb!Ub1f3Kxui3yfJ&|+@LrP6SVAxMgxI1^1Hj<5WZ2Ksqa zgxpHTD^~ruDK`|rY+);$`;-lPUJM1}n08@Szgj%k`yAcsIt}$V_>i`@&M?e153YTF z0-8FNxc^Wd_eQ@f?kYGRBA7hBl!zVdn6G;$ zh~L}mld~<2wDx2&gfG-#npaoScUewUB|03rx&*M2zX+{bBTzN@4T-B>0hc_6LHj^E z@D?b+-fDAvbxWI!T=NWKb2Bh!@GS9mlymOwEWYUmcJZRYM707GW{>c z?0hWN);9rNi&qsx43i*r<}7mXQ~(K_dzG$oNr7U;7>FErgz(M@(Y5a`&5j0#!Xf9j^&L(=7SrIDB4La%ZRwTrhh{h=C$%#jU34 zJrhXV?bp=S{ymY-S=P^{=l^#8ml}Hi+xZ_$YoSJ|1bn*}!w~ZWaIkhi?!3DPhZGco zx58V*X|mjweNo&Aznyrxt~Zz4IFxg)&j9&&0jCsw9VcK8;;r>y(LDo34-|01=f34l z1O2(_x(`6(O%skCy9-~A@5X&j+KOq*f5YAU5Kfdszxz4uQFP`1KYvwTw|}kqU(VoY zC#Aoa*-BaZPhQzJcdEqJ<4MaT7a8f-zdZ5IzMq=(haaw=9rB-hclMkFKlHSfc+{PH z|Lhe0OzQ0R{7CvJ3Ho1=q>k0kq|W*IBdJQ^*CeS|^fRe**8NDD-SZzvlI;GO)H#-a zBwhOlk~C+3CUuUAA4yf3zt$wpgr7;BqeA+c;on!4*1t)A#ndDhMa3b1wa}Ft`meTs tzghYF+wOaC@p$}R9Ze+tq^~)6<8(UiCElbY1QisecU>eOY5R`0{|Ciq5Dx$V diff --git a/codes/ddpg/saved_model/checkpoint.pth b/codes/ddpg/saved_model/checkpoint.pth deleted file mode 100644 index b39ee0792bfaaf8e4ce9f4030e59f54a5493a8a7..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6571 zcmbuE2|ShC*T)Ysgitc%nnF^^oavmsb`)}HlKyFsDMgeXjx$Ypy-gW@cE&ZGlGOc7V{z^-Cb39Q@*(pr9(oZA|pdXgyB(hV-&|m&j^hU zoiQ>zM5xH|2KjJOW_~IXbY%G4(4c5*i@4D6Sz$s>Iz$*HL0bgG3d18~6a%6|gJZ)Z zX9NgC=f*@u2h6uo3hkfay`9dyrfb&#pPk0+LVNxvJcnG zPq~}G;P9XrP9;q8?_oW{zM(rfIM~@a*;{d{Ve(%3LQd@qbs5*&OKKU{r;DgA z8r@8``D(J}-!ZKnog|8F967Bp`OzsdLQcC&s(vchPoh{NRi_L5laSN(;qYPI&zj0s+5qk`a)gCS$8V6=_1++IXfS2 zSZo4k@7Gh}s(?A6!l2HGlA zI1=_XPxL%vA`b0;98HDC$caA2bdSPd(C)JqZG93U^~G(F zZPTMk+f2o>vYJ$<{to6e^2EL$Oz6pFzo4R@A+0KWPKpO@0ps5dY14w+>{R?_Tp7O& zwAQa?S<5-H*9Be5x8SDfl3Pn(v7DZGGb2WHF|FyEbjE+({p9x!=!k;&h}3pRQZtyza*8r zt710~>L?jt-%~F^T`L#nI*dXU9|zog#RpESb&$05G&Gr_fX!{PEUcF-?dNm{;>!9! z=?XDufib?nPS{)BT)2_54cF{nj7PU<hSrq{)~#L&^PEqTk#pw4 zq%+E>?x{wd#wtLkJsVpdYA%pOerNk9d*BE5bnQLvuFl=;`DSzf4{jceF#)4_PITgf zAo%IbJ?8nOkSN$_@`p|xEN)#IhjSHpZ2vZA&~ALkW*5xnr!Omo(FGnLuPRF{uX=Lx?TkC&eR2cKMFgPb*b&FD9qoTg*j^ur*zS z2B&WdVkSLj?H8tqpH8|3HV1U+$|!wMn;u%JG*cC__4-kT+GwUTK}W1LZ53QRwiuVZ z%EzUqzhL{-gO$=2=>U5ku|W@d!JD`z#C};0KGSMvmOEFX!Auo6J7FUjS@xxNie>08 zlZ!nJ4#22^32fKuSV4A5D!csB}U8H%|>thus;Y=U-!aQpF3ELPC6@U)D_!iTQa%ICP+QA4HoIV z5!Hsi6Fpj~M&pzX;7Q;`w7KUDxA)!TA2CLzh32?i)((zY`h(F#dpxsw3e?=_$@h7h zB*@&S&LUMqa6~;15{~soKNC6dzd8=RKWDL^hnv7`+dZZ~xhM8IT8!18AZ{p9rh@Iy zz{GkI#4R5ShJ7~)GW^z&Fnd)@Ec;ntet!*_DDman#&mLKY!i8Qf0p3!IxiM@IFF1{ z`;8b%*7?eB;bdrYe@vd_go*8rxIf21RHC_&{2G(OrU@PKd~z6Rb@yX+iOt0NCnYqT zS;5pd+-43#6hz*JX3#os2|2a*61#rUN<71}hRk=*g`WLNK{~w(+^ThGu8}wNUY<@q z-YbI>kwM_4Xbk1+2oxk_LCnZi&~c{_xVQ5v3LBjv|4%WwJop^g*VVwUISQC^o`GlG zWti9JFc|K53^PK~M84}Upqy7Ow$>hnfguB6*(z1>xG@g!@z)j@a=e2${+t4%_~tap zd=bp3T?sjx5G>EXg|^m4@;)yKUSF#NRZ;+F6N16xQz;b2?j<$Omq_AhHTrC89-J^J z#NiWKpjXcnax~xuk#*CfRd?NSZ}c*}yK-`6;jmTkGPF?;J0KEr_&eF3&!oi<=Vn8; z>3w$W^M1aa{BnF$a@FK`xi!V+3*91 zm@*soAQIz_+=8+RV=zR!T-2js7U?%RACH7`)L*}f92j2*D|`Novlr)+Xcb#JB%&X< z-O|Kx*#$7}SqcXR}M5NH62Gre&Ct&ePJVI#bqx&bxD|IGhcZ7fdn(GZVo zJ`L?_GN9f2CX`ygAR~36;PN8!HN&IH!8!7H(1fDOyDU~}lmlAj zj<|F7Fzg$Zjof?^ctSvWAYn5hM?K&!VJ;9!iC zdq5uh7r!QV#zaI99l-#9D~#luN&HbO@J-!Kymy@!>d?42vL?2bq23j@S2H_pZDZNp*iDQWhh%8*PexklRg29R={2hpC1(6-#4 z6e!h^;DJ-%`E)+nReA`|Hk)CA?nR=1WR2wcb%yO;vIniLJ;lE{?t&R_c+_yMJFFRC z2A&J^oFmrQ)1x1gAWM{wk4-niHlIkmbYB5$)1`5bn=V{1*aiWUaxq?h82Dasf{v-% z@km4#^4*rPxC51y<|%$K@Tv~=G><^#$V{B*s7Y&5w&NU6RhD&0iG9pY!ldal>6*Mh zpw?KC&WKowJ&_M(XY=9gjccrpUyK%24bB6K+>y7gRJ6E?!)$&8L@!Z>^(R*0gZO=9 zoOL`*$sCWa$39?MsSVrurYERts>1@=51{$+HcQYpXH)4;*y6Grtt-~z3;FfLCpiOk z-EHa1998~tRaJT)V{rasRT#a`346CcX1e}8pis6@r0~ZU(Xy%{=C7@Qmu}u+Gshnl zStr_(G+Ad13`!DsCLJWNt~?d3$TC3LsJkps+ej3;X$3oFS}6+X+eA_qzGfoT31of8 zRrdNo2it0EfcKL%F!8(|zwW^-!n<#Pu}zzpma7rfbsY`cm)4`v?d@=D+C;S5Uxs?g zheQe0N66lMKbW;~C%)*J0aG-4z}2&VqVM*@?4hv=-uShHj7(V#@$aQ+>q&`!n(`~n zpJjvK^lEfdv&U6JH+(YwDf%0PQ1#LIU}D9i{Y8P8Ac%(95tXngehgUaZo)h3e4we+ zoorM&hxu|#F?9D4QoSt|6x?Lcy*WhkjF*BdcI9XpT+137mXHsVMS{;onJ{(hBe--! z0f&7mz>?d!&{|M{m8Y^$Np>vWc%X!pn(@>k+ZDvIO0sddL*OSe0%8ItN_jL^s#^J7}A!r8g@+Efla2~Xn1=Kb9%9nXfM1> z#*b)$tu1Bjs#F%U+bK=A+^oQtk>QxTBnYe8X5hjn0rc){bLtc+Pj4OEjDb`B1yebB zdcW^R(dM)PV#9*pNWe{R^z!W|?tP;tiuyfu=2mSKEetTnnBm(=@6ckBYH9!6++MY zc97dV3ZgSjpmNCv!t*>ucFm4}V$HK)zB3521#uWR{4-=)UW56=LLg7+F<2jx!3)16 z;BN&x(cEz-m;_dfqMlbkY?>Bo?vfYZyR?e+%7xoBtCP*0qQV^EY5n^=T-aK#_ZLh7Gw=OxE{b zfhVp_qHjZjSYxCn?a)7oo##?3-2=zeBvrr8_D|*XLn6=@rLL#oc>dvY1=Jf@t4kFncR~1)=o9qe8r=kO%t50Za5oqITul zFLtgNvOoX-e*W&Xv$OQ||2uy#{B-n-mPZ#Kr%4LAyw3JdYi{$yHSa9$xw~5Y2W#HF zEbt;^3{AiC2R>IGL+$$yr&hu4bZnXn<+To>{a-6n&01^P8vTp2z~?4jd0m9}Mw(E? z+|~40do*oHv!@R{hSTIYTPppeH{DWG?Q|&9o9+%YqaXWQ(e~Dp6$8`-bim9us3>)z z8;SKxqv6EE4dDcWpS&!G*#(7C~ ze*L>9-o5Up*7?IX*Y_3j?`Lys1ZCwq?-V4T&hcGi{|hyP0?GgY diff --git a/codes/ddpg/utils.py b/codes/ddpg/utils.py deleted file mode 100644 index f4cde57..0000000 --- a/codes/ddpg/utils.py +++ /dev/null @@ -1,21 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -Author: John -Email: johnjim0816@gmail.com -Date: 2020-10-15 21:31:19 -LastEditor: John -LastEditTime: 2020-10-15 21:31:25 -Discription: -Environment: -''' -import os -import numpy as np -RESULT_PATH = os.path.split(os.path.abspath(__file__))[0]+"/result/"+SEQUENCE+'/' - -def save_results(rewards,moving_average_rewards,ep_steps,path=RESULT_PATH): - if not os.path.exists(path): # 检测是否存在文件夹 - os.mkdir(path) - np.save(RESULT_PATH+'rewards_train.npy', rewards) - np.save(RESULT_PATH+'moving_average_rewards_train.npy', moving_average_rewards) - np.save(RESULT_PATH+'steps_train.npy',ep_steps ) \ No newline at end of file diff --git a/codes/dqn_cnn/dqn.py b/codes/dqn_cnn/dqn.py deleted file mode 100644 index 3da4f3e..0000000 --- a/codes/dqn_cnn/dqn.py +++ /dev/null @@ -1,107 +0,0 @@ -import random -import math -import torch -import torch.optim as optim -import torch.nn.functional as F -from memory import ReplayBuffer -from model import CNN - - -class DQN: - def __init__(self, screen_height=0, screen_width=0, n_actions=0, gamma=0.999, epsilon_start=0.9, epsilon_end=0.05, epsilon_decay=200, memory_capacity=10000, batch_size=128, device="cpu"): - self.actions_count = 0 - self.n_actions = n_actions - self.device = device - self.gamma = gamma - self.epsilon = 0 - self.epsilon_start = epsilon_start - self.epsilon_end = epsilon_end - self.epsilon_decay = epsilon_decay - self.batch_size = batch_size - self.policy_net = CNN(screen_height, screen_width, - n_actions).to(self.device) - self.target_net = CNN(screen_height, screen_width, - n_actions).to(self.device) - self.target_net.load_state_dict(self.policy_net.state_dict()) - self.target_net.eval() # 不启用 BatchNormalization 和 Dropout - self.optimizer = optim.RMSprop(self.policy_net.parameters()) - self.loss = 0 - self.memory = ReplayBuffer(memory_capacity) - - - def select_action(self, state): - '''choose_action [summary] - Args: - state [torch tensor]: [description] - Returns: - actions [torch tensor]: [description] - ''' - sample = random.random() - self.epsilon = self.epsilon_end + (self.epsilon_start - self.epsilon_end) * \ - math.exp(-1. * self.actions_count / self.epsilon_decay) - self.actions_count += 1 - if sample > self.epsilon: - with torch.no_grad(): - # t.max(1) will return largest column value of each row. - # second column on max result is index of where max element was - # found, so we pick action with the larger expected reward. - - q_value = self.policy_net(state) # q_value比如tensor([[-0.2522, 0.3887]]) - action = q_value.max(1)[1].view(1, 1) # q_value最大对应的下标,注意该action是个张量,如tensor([1]) - return action - else: - return torch.tensor([[random.randrange(self.n_actions)]], device=self.device, dtype=torch.long) - - def update(self): - if len(self.memory) < self.batch_size: - return - transitions = self.memory.sample(self.batch_size) - # Transpose the batch (see https://stackoverflow.com/a/19343/3343043 for - # detailed explanation). This converts batch-array of Transitions - # to Transition of batch-arrays. - batch = self.memory.Transition(*zip(*transitions)) - - # Compute a mask of non-final states and concatenate the batch elements - # (a final state would've been the one after which simulation ended) - non_final_mask = torch.tensor(tuple(map(lambda s: s is not None, - batch.next_state)), device=self.device, dtype=torch.bool) - - non_final_next_states = torch.cat([s for s in batch.next_state - if s is not None]) - state_batch = torch.cat(batch.state) - action_batch = torch.cat(batch.action) - reward_batch = torch.cat(batch.reward) # tensor([1., 1.,...,]) - - - # Compute Q(s_t, a) - the model computes Q(s_t), then we select the - # columns of actions taken. These are the actions which would've been taken - # for each batch state according to policy_net - state_action_values = self.policy_net( - state_batch).gather(1, action_batch) #tensor([[ 1.1217],...,[ 0.8314]]) - - # Compute V(s_{t+1}) for all next states. - # Expected values of actions for non_final_next_states are computed based - # on the "older" target_net; selecting their best reward with max(1)[0]. - # This is merged based on the mask, such that we'll have either the expected - # state value or 0 in case the state was final. - next_state_values = torch.zeros(self.batch_size, device=self.device) - - next_state_values[non_final_mask] = self.target_net( - non_final_next_states).max(1)[0].detach() - - # Compute the expected Q values - expected_state_action_values = (next_state_values * self.gamma) + reward_batch # tensor([0.9685, 0.9683,...,]) - - # Compute Huber loss - self.loss = F.smooth_l1_loss( - state_action_values, expected_state_action_values.unsqueeze(1)) # .unsqueeze增加一个维度 - # Optimize the model - self.optimizer.zero_grad() # zero_grad clears old gradients from the last step (otherwise you’d just accumulate the gradients from all loss.backward() calls). - self.loss.backward() # loss.backward() computes the derivative of the loss w.r.t. the parameters (or anything requiring gradients) using backpropagation. - for param in self.policy_net.parameters(): # clip防止梯度爆炸 - param.grad.data.clamp_(-1, 1) - self.optimizer.step() # causes the optimizer to take a step based on the gradients of the parameters. - - -if __name__ == "__main__": - dqn = DQN() diff --git a/codes/dqn_cnn/main.py b/codes/dqn_cnn/main.py deleted file mode 100644 index 5cacee3..0000000 --- a/codes/dqn_cnn/main.py +++ /dev/null @@ -1,115 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -@Author: John -@Email: johnjim0816@gmail.com -@Date: 2020-06-11 10:01:09 -@LastEditor: John -@LastEditTime: 2020-06-13 00:24:31 -@Discription: -@Environment: python 3.7.7 -''' -''' -应该是没有收敛,但是pytorch官方教程的结果也差不多 -''' -import gym -import torch - -from screen_state import get_screen -from dqn import DQN -from plot import plot - -import argparse - -def get_args(): - '''模型建立好之后只需要在这里调参 - ''' - parser = argparse.ArgumentParser() - - parser.add_argument("--gamma", default=0.999, type=float) # q-learning中的gamma - parser.add_argument("--epsilon_start", default=0.9, type=float) # 基于贪心选择action对应的参数epsilon - parser.add_argument("--epsilon_end", default=0.05, type=float) - parser.add_argument("--epsilon_decay", default=200, type=float) - - parser.add_argument("--memory_capacity", default=10000, type=int,help="capacity of Replay Memory") - - parser.add_argument("--batch_size", default=128, type=int,help="batch size of memory sampling") - parser.add_argument("--max_episodes", default=100, type=int) - parser.add_argument("--max_steps", default=200, type=int) - parser.add_argument("--target_update", default=4, type=int,help="when(every default 10 eisodes) to update target net ") - config = parser.parse_args() - - return config - -if __name__ == "__main__": - - cfg = get_args() - # if gpu is to be used - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - - # Get screen size so that we can initialize layers correctly based on shape - # returned from AI gym. Typical dimensions at this point are close to 3x40x90 - # which is the result of a clamped and down-scaled render buffer in get_screen(env,device) - env = gym.make('CartPole-v0').unwrapped - env.reset() - init_screen = get_screen(env, device) - _, _, screen_height, screen_width = init_screen.shape - # Get number of actions from gym action space - n_actions = env.action_space.n - agent = DQN(screen_height=screen_height, screen_width=screen_width, - n_actions=n_actions, device=device, gamma=cfg.gamma, epsilon_start=cfg.epsilon_start, epsilon_end=cfg.epsilon_end, epsilon_decay=cfg.epsilon_decay, memory_capacity=cfg.memory_capacity,batch_size=cfg.batch_size) - - rewards = [] - moving_average_rewards = [] - for i_episode in range(1,cfg.max_episodes+1): - # Initialize the environment and state - env.reset() - last_screen = get_screen(env, device) - current_screen = get_screen(env, device) - state = current_screen - last_screen - ep_reward = 0 - for t in range(1,cfg.max_steps+1): - # Select and perform an action - action = agent.select_action(state) - _, reward, done, _ = env.step(action.item()) - ep_reward += reward - reward = torch.tensor([reward], device=device) - # Observe new state - last_screen = current_screen - current_screen = get_screen(env, device) - - if done: break - next_state = current_screen - last_screen - - # Store the transition in memory - agent.memory.push(state, action, next_state, reward) - - # Move to the next state - state = next_state - - # Perform one step of the optimization (on the target network) - agent.update() - - # Update the target network, copying all weights and biases in DQN - if i_episode % cfg.target_update == 0: - agent.target_net.load_state_dict(agent.policy_net.state_dict()) - print('Episode:', i_episode, ' Reward: %i' %int(ep_reward), 'Explore: %.2f' % agent.epsilon) - rewards.append(ep_reward) - if i_episode == 1: - moving_average_rewards.append(ep_reward) - else: - moving_average_rewards.append( - 0.9*moving_average_rewards[-1]+0.1*ep_reward) - - import os - import numpy as np - output_path = os.path.dirname(__file__)+"/result/" - if not os.path.exists(output_path): - os.mkdir(output_path) - np.save(output_path+"rewards.npy", rewards) - np.save(output_path+"moving_average_rewards.npy", moving_average_rewards) - print('Complete!') - plot(rewards) - plot(moving_average_rewards,ylabel="moving_average_rewards") - - diff --git a/codes/dqn_cnn/memory.py b/codes/dqn_cnn/memory.py deleted file mode 100644 index 4b9c59c..0000000 --- a/codes/dqn_cnn/memory.py +++ /dev/null @@ -1,37 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -@Author: John -@Email: johnjim0816@gmail.com -@Date: 2020-06-11 09:42:44 -@LastEditor: John -@LastEditTime: 2020-06-11 15:50:33 -@Discription: -@Environment: python 3.7.7 -''' -from collections import namedtuple -import random - - - -class ReplayBuffer(object): - - def __init__(self, capacity): - self.capacity = capacity - self.buffer = [] - self.position = 0 - self.Transition = namedtuple('Transition', - ('state', 'action', 'next_state', 'reward')) - - def push(self, *args): - """Saves a transition.""" - if len(self.buffer) < self.capacity: - self.buffer.append(None) - self.buffer[self.position] = self.Transition(*args) - self.position = (self.position + 1) % self.capacity - - def sample(self, batch_size): - return random.sample(self.buffer, batch_size) - - def __len__(self): - return len(self.buffer) diff --git a/codes/dqn_cnn/model.py b/codes/dqn_cnn/model.py deleted file mode 100644 index 71e67ca..0000000 --- a/codes/dqn_cnn/model.py +++ /dev/null @@ -1,41 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -@Author: John -@Email: johnjim0816@gmail.com -@Date: 2020-06-11 12:18:12 -@LastEditor: John -@LastEditTime: 2020-06-11 17:23:45 -@Discription: -@Environment: python 3.7.7 -''' -import torch.nn as nn -import torch.nn.functional as F - -class CNN(nn.Module): - - def __init__(self, h, w, n_outputs): - super(CNN, self).__init__() - self.conv1 = nn.Conv2d(3, 16, kernel_size=5, stride=2) - self.bn1 = nn.BatchNorm2d(16) - self.conv2 = nn.Conv2d(16, 32, kernel_size=5, stride=2) - self.bn2 = nn.BatchNorm2d(32) - self.conv3 = nn.Conv2d(32, 32, kernel_size=5, stride=2) - self.bn3 = nn.BatchNorm2d(32) - - # Number of Linear input connections depends on output of conv2d layers - # and therefore the input image size, so compute it. - def conv2d_size_out(size, kernel_size = 5, stride = 2): - return (size - (kernel_size - 1) - 1) // stride + 1 - convw = conv2d_size_out(conv2d_size_out(conv2d_size_out(w))) - convh = conv2d_size_out(conv2d_size_out(conv2d_size_out(h))) - linear_input_size = convw * convh * 32 - self.head = nn.Linear(linear_input_size, n_outputs) - - # Called with either one element to determine next action, or a batch - # during optimization. Returns tensor([[left0exp,right0exp]...]). - def forward(self, x): - x = F.relu(self.bn1(self.conv1(x))) - x = F.relu(self.bn2(self.conv2(x))) - x = F.relu(self.bn3(self.conv3(x))) - return self.head(x.view(x.size(0), -1)) \ No newline at end of file diff --git a/codes/dqn_cnn/plot.py b/codes/dqn_cnn/plot.py deleted file mode 100644 index 2579f86..0000000 --- a/codes/dqn_cnn/plot.py +++ /dev/null @@ -1,24 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -@Author: John -@Email: johnjim0816@gmail.com -@Date: 2020-06-11 16:30:09 -@LastEditor: John -@LastEditTime: 2020-06-11 22:27:24 -@Discription: -@Environment: python 3.7.7 -''' -import matplotlib.pyplot as plt -import numpy as np -import os - -def plot(item,ylabel='rewards'): - plt.figure() - plt.plot(np.arange(len(item)), item) - plt.title(ylabel+' of CnnDQN') - plt.ylabel('rewards') - plt.xlabel('episodes') - - plt.savefig(os.path.dirname(__file__)+"/result/"+ylabel+".png") - plt.show() diff --git a/codes/dqn_cnn/result/moving_average_rewards.npy b/codes/dqn_cnn/result/moving_average_rewards.npy deleted file mode 100644 index a132de38fd5c115457a6731db578b070771b2bd6..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 528 zcmbWr>q}Ds9Eb6vw3v3WZ7`IWPD)PNXc}T=6aD_oLC8YH8ZkkJo>N3^awaXTmA(+9 z(g^WZ5QdkiFtdvcryE{y!>vh^Mi(LGF!u0 zss%P*$!hpqR;6Tlvrs1(O;u*0hWqDQ<9Q3W>6Wv`T5j|A;1(F^qRE*KYHVvo#;BN7L6 zm3BN{8OEK}X*h#USR;Oj7QSMO_7C!e5ULwK;pXpm$T7@A7VzR&tsA{p9ca5Tj6Q-m7Eez z?I6=DFXz=z?8B z?XEnUm*$h+x}S3GskHG{PG2e|#PuXmYjFa_LMha>wv&Q|+o@=)h diff --git a/codes/dqn_cnn/result/moving_average_rewards.png b/codes/dqn_cnn/result/moving_average_rewards.png deleted file mode 100644 index c2cf945ec33a4c11f6f7c15fc786b62e7116a0aa..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 34944 zcmd?RWmHyC*EYIuxQc$|PLFtf??iQp=I=;1e zp7;I68RPsqe~$wPgS+thIFfRyAOsCgu9 z&UpH$jZ9$f&Lw~DeOmcBpCurunBB$*`%N$s$rYTYR?hTB$5(xrv%Es>Tt}B%(ICf+ zEay9Uxd!fdIy$-;$$;#*86ldiEP3fpPp{{7LXC)k=`FU6>8^{$)aO#s67F`&g{TL; z&V2{8N?43Ca^RoT!==9nB4T1Go#1@WMe;Os|MR#v<7 zfrL!b()9ipOY|jnGvcis9U^B*o0~Qln-=kZEg-N635oSYxOzdvytdM3gsDoXj_!Gr3*nTf?V z6a2%YqoWc{x>a_OEZBGJcV!zo+_tB&!E*ckugcW@MVQ?G-j{@!>?!E!BR+h+92zsHR@$O)?-(;yhOsmOHGV^(A_`i)YiOXbOF0PhuN-@RO zW4zPeI}Hhv-ok>^_?31uA1Dlbh*N!!sD$ljKO&JxFKKIV@dRmqDRKAh>C7e)6;(cn z#fniW+E9>MQW8(SM5iFTu<)q%oGD1g%#8Ko@={VV79(eG_RlhKNLg7~I}bY}BgXBf zYroeOICD*G5s|wDQP=QQk*bh5;3U-d+4~*PC`JdBS@bUsD$u{3u#q=4W%0Y*FnEX+aCqqQ^fNy? zTMYK#;GoC(R@H_cGdnxxbE#97^z?Lahxc9&F!=2L!0cWU5)#6~#cf%Nkk;R+X=`ia zqYgWn==Z~D{`VzsqRfK%&K)c&Dyjr=SI#$Y-Vjkyg`{3?S`=$>E06W`^t6DL8S#H6 zx^?S~cA5FY+F-^r{SI|Ky|C-cx$8$xPW-**0w}1c_q+~YZ;qE_Xg5(nYU=6>|Hcdy ziu4-{`6!7fDBc@fEK+3W<~n&5vM706ov!XJyr)n1zrNz5#2c@5<$~s~uXe5-dU&cB z?%$`qy1G(SR(2EHQddz4fcF&q!y+JP_dT9@|M4RpFv#4+9}(qMb5qm#5cU)qH8oN^ z4AisZortE3mAiIxT-sH3GY&fq$BR98n_7#FTIP3lB1ZBwxgv@Tn&`T^x^|C`6|}S{ z>HJQNzGY=`Mcmb^CDkbywd~&Cs+xPpqLd)vUg*?oT*3exp{RcUgH!L!`S0-t9&YZ| z&51H2;l#MH@Vvi6`T5-UuTGYN!@}PFFqC=v6fg7X=Qri$YPuB#0{3r*m1E136 zKYwO-kI|q4jnMB;KBXHp`Dr!!h<*6*0fICOU;Q}WX^Ple>X1P9FBNnCV>n&y=mD%0 z85Ol~s0B>6J8lvIyK84}uZuOU+?Fhn=jSm4e?5pO5R;Hx`f4wttvimZ4fq}!RASn7 zD=IRQA;tGd8$R>*tcLF(WHu)&o_P9sde*E>RTb?X9FW{?x+vAEb;+TW^eTrKW<6JL zuhg@rc*q6?1qJ8ka%QDo14Cdziy+*|VlndS*WZDHE3C&jS9`w*J)sPfA8hjX-)kj# z9;}|H5n?%%i47UAbjNjjl7~L}NGtXdc;y~&rO=h0PoWaq)erHg1+!;`>{&!aG+SF+ zgKL~uKfrHn3#AAR3PM|0U1cYrmzrLl>oG0~me{FRMMFai{-p1vl&{~QbN~9{KsIYA zghMq`RFVP--vO{JseS$4JFODqxBCJnCMIpp{gUkQcMW*sxwV*4)y&K+1Vl7q3JP|=^QpO;<(zNVJ%@J>Hs2iJ)l^n@{Qax9b%jn_!ab89`3&NI z$>SugN}JD=(th=dk00kAPu74W6EtB%4j;IagVbwozw7h4P{*ZqvC9Srv#Cm3*d$WE zXTiXRT*nN8f@-hoJygJj8-34Pi~Rm^A!O=L7DJ6^YF!ueiW;qUzf?^-g#rgFIzF>j z^zo@zR8%BVQBhgcY&werhp~oI+$9^_Qj(~nteE}QWCaS6lHW8KUJ$&n1QGj`0jmn* zv%|m2W3&=(`D=4c{(;g5?oH>(L)W3lv)-`fKmeri3BNeFzF3u(2=o2@O^HcJNPW#k zeD5dj-8&Im<0TIvqEx@L9Npu9?23C3OA#|B^11Y7xl?{+rABLeJC0H`oONQC(9zL< z&dnLXr%mjrPhtlPGQK?f*Ilx{ZgtOTS&^8Ol;uNc=vyLLpVO63|7NG(5*aVHhNLS* z&~+c5p z7vVMM-UYf<${+=oSoG6n9nAV3>jBT1snZn0kO7bGwGc`V(`W)G8af^s88L1~B8)Fi z_PR@AV@ZLr4}U*VUhPYftkZ{1mSdiONJyY`+?o{1a;68-41}hQ%ldWz25=$cjnM+- zj-lVbgEaEUKs?GE0C?Y`lLOlu z&H4l!7!?!+_nlB8{JE)qsq?20Q7FY-jqs7tQBHdEDtKIj~)xHL%aEM42 zcfIB5>DgTZLLW|;JTsm5=Digy)i<992429~sH%hET6(gVRHOL1C#w`l`gKx4)n8ZsQ5l<0ntxbPY9w%>!;00J~_nCpaSj zBGJ%!tua=$pY#g!i~34~WS3Q9GgC|E=jZ3Ko|6@8LLG+T{HND(<1D;fhv(2s5}Fb( zxw!BF;K_Kr*hti6Ez&8au4ybQ)$apv9j1Hth{p=`R2$nP=m{ZZ)gFk?ZBy%TW2|Vl zns#i6jFdDjI~xm_(TzIh{`b>q=YBEC$W`%G=kkSCSPz`5iWnBoD*lva`TUE4@U0qH2?a+Blo>eVhE_2c5;pg^&)v7(n%C5}B2U90*#6=V7jZEbnT zd32VKM1v=9p~~#*=+(Kop3T|_x4af)Vq!|4b?gvn1R(RP`_AmZ>m-9K-}57NI!q{8 z`8`M$3m{K^D*a;%5M*{vjw2T&NF4@3x{EkDHMNdC_q}`f{&8Y@|66x$*{ItGd5D37 z0~-X%g@pz1s#X9zzUG@*b?>-tPm5jbwh+Q^JzF2jB1G1{y)NCJsjH(MT21v2Pqc5O z0&g=iGJ@ZhtDcwC?(+9H>ubR;USri)QXnU%7Z($OM62K6*tJ1jL_Zc*O??b<6GM>9 z&TPZRWs+)^ve@NEkl>kFS<%VJ$i~Yo2#t-6`CQgsfQ*LaeYA;yd;r2zMtlSjz2shZ z(QPrUC{`90QD1vL%H2_2d!wFsp5PB3eu6k(?6GHTYGx+nWw6|YIc7jue5qICwng3D z-A&!_j*BfO=LbU$T#(~0i~z|1IVU}`>Oz$iuvy3 zI=S_yNLKGOp7WXaQs%#^xdrwKK#7*g3hO-pf`v}q%XJDMqyoJ!X_@&iCr{;Q6rgM0KsM)dfUocSZ$#sEPxx(# z7yA0!vFP{xuY6*P{(+K~IkQ>c|MH*LYVCpdzs(5}kdxYiut|~%$4F^} zZIFYnTR$22VF&(5qcx~=D;V$%%*0 z<-f5zJUp&Aiv3AqL-RX=AgK2yiV&{$CAZA~2;4iGvNr)q6<@#U>qfGaFExzj@$g){ z>q|i#GXdcT#K*uPe!L1$ah$AWL=X`XAz?E>4gjvm|S&c?r6&hL{>9eQ1St}lh%Tt(e_NJ`>bcytnAKvIxj5Xn=KnfP2mBk zn4H$=x-G*ws`q?O9BvLvf2slq9aq2{%z)N_zQlUg0kl`*xFkRAe|?!CXn6}%2f^-h zz7*grsg4Q?tsH+5b7qq|T_(8??r^-s1XDhY8a=e_4cM+F5Q$X0R)x#~G}J0J#olf_ zx4XaJ$=uo1^#cI(fjrH-X5DxYU?A?4Co4r3B(ccU)QE@g35?EfJ7|WCEWN3QT+WU7kJ28ZsKneAe05*AC#}^jiN(3;h++d%Fe`q~KO?w;_Oe zfoTTwvKoDRdH1*P-Wh|}Cx|*S!Evdaq!SbhyT?t}x54XeMk^B2v$GYu{Ng`-;*tpX zmYKN->hbm+zhjB4gHPPrHzurEO=%e|&~-eXaYuz3FZQ2YY#3bs1juObz4XPxJ88{6 z6!D|mtovB~r1T_0snZy2A|hjdPx7_PKs9REaG+P=1C~o3A$?UH92`vK)u4|@D_Z;` zo=YQ7y|t|kRC2(2|LE+q@jvF3beg!wCMI&xc`g$Z)6#PHnwJ4ur*gc`y$E8E0yXwK zyTBgDtE=NC3J}JA8uA4*K70q4Uaw%}4s&0p$G3itepxQ4n!R;-eoTQ8_#o)ryAOc< z+H0q=4^B^KTDcDy_a%w(7VTY~?}W}ac;g2CV7Ns>(gyO1-t7C*QvQ1ueYC{ntx00ea>mB#@CTZgX@8`=C+oA{#lAhwRN{N?1{d55 zJ3Duuvc)9a_be6l-2XNt_RG>T8h~JZfT9Ppp3?)?;E{|B5|An6HwA!o-q&jdla6pQ z@L#?0(^PY(FLx1r;`E$~A1}1Rb?1)a;r5K~{j;@`Kp0_`Bnf@I3`cP6Z z_sIRy7ea#gfk_?Ko`Za&$n%tq1jZV{!B|g|L`#$!FhcH!!SCICOQA3G=n=YnIBf`^ z6>O%fiGi24?D$`MpPZj()YhK8+nDS%cMjEk>oEyj6pm4##)Z8K#H8_3GhE=Xf4z7t z>;QF8HJj2Ce(2Sp>THt!=RCh@CHyeszi0TH|pMjP2`=B!*w04HgTgSF$>c&=LOSwVqopYa+Y5x&S z0tW~C;DyS7UpK#Xnyo6B1O!L`;Qlqs844bq{6vJp%F4PnT~js`pVkK<_QspbQ=-a%mow3~K#|}hJ39ci3jW-`_dl!q|NeBR?Wx&_R{4rx-)gKE zppu7C;Lq%|y*@7@@o?AVjQ4l$12lO$IjHsI)TUQ=(iaD)8z{I zk}82tPjZW$Iy|A~yW7ghCjHRr0SIc2LxC^<0lvJ@>#oYOJ9(9cFY>8WF$^z- zWD*M7zRt}pvWBV~KI|rgnlD0pzYZ!w$Z9@aj7Zhyo1;NYT%)F;7itws2JwmV%8Btl zM+l%QE;qoJj(XyhNKqjF=7Hw18zV))tFF86iGDJhFsH}wg+LB~n})gjhQny5&B`ge zKo%usgZ}#mA2Ah_#cQ48;;5=gy^#vjKEV&WVf%Q$q1$kf3vkMGQqnAo(r;y33vir5xf!=u*S z;B0hp7mQ-S_Y0W!Hh&SaCIW@m&K?p8fzq4HfGwsAHG_reWtNi|>g()OF2lPrOgp1r zQJZ0M5@hb`%cChhsVk70z`;U6#lUO6I6Y9&pFNQ_RaaNP!^`V-#>BLq{g?(9ijyUR zjhx-0jPSqM>j3385dp2}{QjN-ohKSd8Nd$&0G58Isqcwy(UisaQ?CxQ;QIfgd`6EmoYzk}foP6mR)8Q-No?`UGci@fpfB8y1J zy%6G+A&gA_HX;#*4i0=6c$D)l+{M)lPB)hk-Jt;v;|A4J5S0sJ*s zat8hrc)%Ubm@|q|G;zA4XbqaiIEiyUJvRrwzt+CYF%MBt$)pt$E#u%m2(Bl9{n06> zgu@V77eM4G0Crz)`K8Gt2FM+iao_yLo4(g3%e*Q=e8eroL~^4r?u-A&$G&4NW2iQN zeoI!Y^{6f^G*~AbcFme^PZ1k>n8@TeVY@?*vny~+$uuih2ZFQT-nh1;5II+_bpb@p zi!x}%;(~3&h!rJr)5820JC)@h@Gc99=x{}XE7W7dOUum~)`!x^tkTAWE;NYq)KJQZ zf;to77@6+X9ZSwv$b~d>V(cUXcUO;d^M+MIEQ0geXe>XLa92UZe2f5)QY_J;!B4_R7KzOb*{}c1kVB ze0!)2i;}EQH4kn=yyobiC8qSzA8^!OuNmZJ2(NvMi30sD1Xum0M4Lx(VW^;`(zNOVVd1-25-bIPfU2f)gtOK24?UK36&8fo@6(VJXfWDfC?LN>Lwkr zt5=W@YoQ_8(2z$Q^GVU1W@ib(!ywHP6N_== zV`G$%mb=pnlQ z%_q@Adw`&zf~#?u6a|GBBS0{qRz|*;SCT8p88vQ;n4Njg(Q_dScx4KxL#2W(U901sM0P;)h=cIf?a+(AM@GFV})xjEO=)bJjxcyldIcBS8kLb)kfhev|`koBMl9njd1NQ@j4qIH|@> zjzPlgH^G*7nBLNJr8-jg-5qbkVU;fR=9aqm3v&tr6FBec<=^*0nORv&fK%s?y4Zb4 z8CGx{(GM~q+}13ruCCUo6DFR~@^t0#+w0HpF#UCWvgbYbwX}V4zutt(6~QnUnOIm8 zmS)yi&K&#-%}Mo`56VYl+ZhCj33Moy0lBa?@O9v?3-}qYu%-YFZ5%+yW@q0~)6~o; zE*|*nIWaL293F1BTMOFz3Mwj5`*A5Lv!hKo#1qNA-0jO|bBi&7nh?aQUICDr)=vGp z4wtf6{<%b=`XY(-piazh%wj4kndT~;ADybrBCcfx0{uKWvW*d&Z)9f+9%3L#*q%0n zUWX$nK31#&xdcejcl#Egbc30yZf8)K1@?TpYXU?S`1)gpe9fl(V!p&GQ@3R21AQ$M zYMt)BbnYQC<7eO)75;aA*>>Tzn)-|PfolQT5Bb|J)YxEM)jDbuvn@wfJRB&9b(Ch@ zn%mxI4Y{LlaJK;v^YEy4y69q0Z3V&r zP-?n4d9 zebRQRSGP%N-fS*DPU_)ko7lYNLa=AQ^VOS`Q7%*f88TQ&*r8BF`Tz@|6s=?HW5r}~ z&4P_3yf(njN%`rZ$5FTrjoJI1w}*>d*hVCkjQho2gnw(p@oXsYW+RaF!Pc|`cqA#w z%~abrJA5B%-qfvK=r4Q6$o(QB(R+OMl`1b;TJ7k%%hf$^L}#;>z?mE->b!XKyXr60 zMfoK^t)!=?@eE()Q+X9&)Uc{o$7;?-Gv?|<`Cg`iKuaAK6tuK7&@#`~rA#3sVVTT3l*OWz43w9!t4im+POvL1nDVBRI0Z?ZgntfHvE zYytg(QN5H(B_S<<-S+ckR5DEa1pA5kU29piF)Y|ETk4;}Hy|!+?(W2$=5Zoc<`z6d zU)XNqd1w-S%bcINo4=xH6}^=oy2#P3;XFcyx_-Ic_79PE|KG2l%=;K1H7brg=CnnG zT(EJ`7!mR{)987< z1G}lYeji9|>y-a-uu+d*FZQ>6f-7VCaOokVl8lbNnA2l%b3PYej2A^iX$s$LYZEsh zr7e)rqO3-A@*m5upWzv%D*wR3-hJp<@hIma4p%06QzGcK&@C_bMZsb&^p!#Zx|Y8`sXPRe`75vUJ^f)^QBa?MU%uEYVve1CqteA=TUb$dv*? zbUc}yzU}M{2zTq4uhpQ4R+S%l(fok317uOPys!WKONk|I5bZz8eQ4`mqUAy9Pch^^ zuOC4>Bxb27=JM@I`j&bC^BWXy=1uDWC>i^BOI0&e<)yZBU|B=|KWhlVz^KD}pVMrC zIENa(--1P)v5jlfkU_SDkK(cFy1RS+cTph>H*807g}%;L)f%~^p^?rQ1DxweTRdgY z5moXKr5S&^wHB2BQzL(f`U98sZV@xpP?f6cZqu8*sa13GJ@10+7|mb@DZ(87DBRJzbjMO7jM=%cbRJ5K#@_3 zrX5A><7=~7Kr5B3PSE%l)nHFSAH+qt& zx|@xfc@3`nagA>K@UofrkJsv*xaQu@JIi=!uatNw-jr+5%Y1%?<+S{mG1rQRr%^w% z;YVp!UhP|=$IP!g@EBfH;dZAu*KA4gGP%R(cZ9R?2Pq$PxM3q(EUESP)?!33!@~w= ztSR`M% zHI9HN3gdnllNCszb1U6?*EaR0_qx*IwqaP?hooD&GOR()*FTTgnuIUQZ(Up_jXiPW zry9K5K8ogjtZj}^O8(FBohnlcdxk)5ZfU8LEgCWGp6BJI-?24_O^w&gESK0bLpR$W z{!XXYf|537`9jaSE$)recbw{q4>HJFjzLr&8?0o#SJ(>!+HEmZGqt|Re~~OXvrAR1 zXY|8qc;F^Hh;b^5R}``N%cOu0Ir`~02A0Z2N+B5YVz|C)k&9LBIk>U~ORv_V*JE^F$RI0AA@?J<*8eAGjiJtQ^AyG8+(x4FG0j-N=Ss!pzhgEAn(Mj7D6^O)0Gw_ITx z1VnZLuoolT}WuS zfsSOKNW@1s1CeUg>9LB&jF&`!=oe8w45;|@wRu?)qXpD4IW}fSs^MW1T2m{8#BUN_ zaoiS<8R9izvciFH^Ra9&jUDp!pmX{$adR@z8YOL&Ic(xhdi(~BK!7}d zrC{`xTRpd!suKk7hGCW|=cQQ~*~n3Yw=NfI_L$WRE&afr(-oe^ z6p=bVd^oNv-g=>KT{lOK&39I@JrxMDqRA#=aJA#hC-hhWBZ^qVRrRbP`dJU=`YJ`1G71JF#}ii!sxSsXrhD}ox$lwoV70VD>B%!XH4*&j zByJl$==Gt8v%TgyRQJ=3@0$i}^tcbSoJd_RN-9%(QeWf)UNpAKKt{5g z1N_Yt(!B?PTW9AF^%1AZAPo>bEZ!i~rhqEl5WyMVG2*C@l(bic(opl~BT1x5uRKt{ z%^u+y+9}1o9GOn}Fr9=lYAHnd3#?4`W@R9{6?{f)5>o}qG?1^1kf+WNe@mZygLCfY z@ioBpxY8m^W~IMi2Bm$lI!GCW(kKN>ILJ zzd0R`RsfqbiVIaxW24pr4{Q{_&0chUF!WgYbEAILkM7hde&}$_+R?k|4phmVRu_wB z7_1`3cI;-e0}WV_5zxPQwS%_US#ta1MJ?OD;LT^Y#Z}TF3&hazpuojtS7aj7f_r+j%z~{rVHHHY%Ia;Kq(R-esy* z8kbc%9-K4`*UC9BXTU=7<)fD$8`ATj)ih$4XXqbU&R24xM1}n&2{6ncm}pZMjf~$J zbuQ$zhA!hweDAAay?i}~IS%-PhQ5ZX!Nwy$WL6PB2r)OYa+nEc zWotj5i~jLxU-ny!X%C$;Ry=VY5Q6Zbld44BmM%$1;{9+xl+wd%IX0s=%>y|Oi?j=m zs%q9y2<4!{sq=fS6taK@Y6pyuU^Af*dBBj=iFy80L>(5CNE!Yfb$8QN5&_xUN`}4FRjx_ujw|!O@|*N}@Ts1lSduFskpyzX$3-@! zk^?sF+e%!;$UyLPI~>Mx#*MhDNB>Mw$xQj;TmL+(sAN*QrC%dKe6XX02IbGXA`V38 zias&ctq-95IkQDq?#eJZN4yPQ>3Uy*Eh^1|UAGzub!l3%p`j}=} z`zYkqef@DOq$(3XNFGH>Dl$CmeW9r2HrT@a0@UVi>L(2vLcicU!g=81xW$n}2;b%H zQ1!HLxm%e?33M6&uYYnPNvIly@TaxNirFPyR5kBQ7g9j;J@lnXbj~9v@_)v0iz~PS z`d4F(PZFp0F6IcuZr?4RYsvHzjT%Gnqbgd#tdCmOw^F;RpwU8<_){xsnGX2@E9Wst z*E*qL_27lJ>R39vsvTm933XhOi3kDmNuJeS6wOHMv%L;m3zb*ep#|)vvF8|~PZ1(} zbZqiH0B1nat2dy5qmlwC_4I2jO^VGObo0G!m__Mq1>#AHI`KJJXq#R@l3 zH`B$ni-ruhZ~H`eaj^mBA*h3k)TpEA8!c>WZ3by7RgmMAdF7C#e|9lJ^#2K z9wqrxMaASt&$Z|qozRLl6YbJ1Zs-oZOrw;#2%Qs&x|TuQXuwa(2mr*^;RR0C--hs~+X%|E zv7c*Wl~WBuV;QBhl z!8z6YOz|U%VPbr|bP^=vARv{-GMV@Qu&ev!fU}~L_M-(u96(_2@#nKevE>jOEG~d{ zJDDR4fr0|oOTaA)*NxEyK>phvdi`%pC4Dr@6q*u+@bHICoL*XhTxO`CSw&d9>W;Ad zNDI-`tEG`XskTDddi*+#u4vkJN_#mkX5!gd&AIA9@m(Q8KOOA;h@J1W^fT-z;$cC! zHD;nIM(1gU{Of5Wf^?C!x9I6Qc@`AO#9aWz5s3uk$2?%`I?DQ`Lg4`e&@Y9Mu%5(y z#+3qtfHs&)z=`e^&IV7w}`kt zvU!bknl?Rb+1)mRkYVrnAqX(-gVVRdhtnToB0-O%!Rwzan00`4VGjZ^7M}Z`#q>BU ze56D`qW+Bw9D$%`lK~_Zr;ndMw~uioIjv0>p2j@!3N-!&n7SZvUZkG=9rw@L;76_# zKmoPf^AnpdA^a+&BP&y9+S7_{_ciu$%24%rLmer|u>F@F4Q)h{x=q(UnjN-+)xcNO z<_+xv4K?+eD?txHYe8Vz;AvpL2qoTQU8+;i!Z7eIK%m)dw42Y`^q>@8Z#y;k8c5s{ z+D4rws-aKIcV;GQF8sJ@$;C49X!4u<>ua(N|)-{y-V@!i;C@Jrjg&slf=)=3gTc;>j$+G-m$>a_Pt6 z=!QKgZfc(T1DG%VWQ`cwq$;kQXPQF_hggB~D7^Yys&2O|dsV#WntwPl;-?7AGIC8! zgRlu!;QIO;U6^hkh#N#swEok%8VS!}OwYU%9V#L?EpxXMLa9V<9GFyIdSoOfAOxu{`S^s<;Gla~=sET-jnn31Vq`53ie7k@J^RJ! zR4Al#v>-Qoix)J(vdTW(`#F0YnJwu$j>kakc^4!LiAt`&R8&DK4L<>F$xBo=+z1I* zC$lNRF~h{Q$A&ssU1a4V=`M|*V%0t%d95kWu>lncdFiVcJkpN%WID$*5SLi{mg85p z?w4dZpq3LPB3PJq)U-`h$S125$ci)A?YF`~9xmRn;dM*?^_B(UoAHb?bsYQd(>3%! z<>d3#+KlXUjD2(VUlTumlE|X|8<%qDz9|3Iqdxsx0ENpv(|GRmJ{BXj4U6x(6}A;O z3Lx)V-w7vK9u8UYad2SJ(<^G~)Cg+MB^cUB$A!hc3OWZ%pki8I< zlQnkc-4#OZ@lRjggKA6Evx1Vnh@ANz8|Cq2qP#bA4a&Ibu#iOBeo!QNzUI?#!ngW) z4>TNE!6rV8=w$e`+J(-bRPu*rTX;Y5{LG|1*aL6vcPTH?rNk6}7&||ZVOn_fH=)Qa zlhAS@?GMeT$?g7<1&CzgHCNV{?9FMi&!->;q4hUt_AAfGnhV+tirNM|roJ?`PyXmc zX9%R`fTE}_%PH67(>$2>)eZm!t2Qd=+i#p6e^buoTw@eIIEb8lSh&>+&3sO2to0pT1(i90f%G8t5 z8OqkLl#RU1@#MX}Ces{c5E`pww}(ICSu_jYn(?`3N0EoS+vj=`7_X6e(i;kyLWndA zQ-+Jnav(IA|5?HRoG@#m9)!cuc)%J%4dm!6Lc9XD?35@GZ~;P1A?%BC-h=DDO7v@X{`%vv$tf?Wl3cm~19TD)4wCpj->^5Xb*5yz-A=11 znhHC;VF0Gip)mni8?)TLL;)es@3UpNiqA~&BD?hB2id&?1_{L@hz){6Y1 zyZ(1Ua3b>|6@&zJ=)}dl$Xp zzFEboz6xnrwSCZc`OwGxY-|w8YhLeWZ?NJG@LtfGAz?Tcfy5h+vG=(9cJLV&%GU^p z=Jdo*t3_!(DTdH!T(fg47GG7mlfJpwP-M$TQ3Q#>$0IH4eFn7v2&kcRw!~Z!b?M&B&we)C--f!yS7S?G6R2@{Lf}y^UWu}TJ}E59+vG8q?^+aPG$Ok zzI0|&xV`3Lm&az=!~aZ-q9DewGIV%-?`Dgy1`9ZwT!gsO1;mMqt{&+ zocLcy=%Mb0>vmRordG@<{{uGS2N*8GG>mAwffV(X*(NtNwBw!*6_jSJg?z8DsPmFS zw{mTGC1T;T!d;vrQXWgSclUXBnfT(G}nM z`PWHf(DI2UHz=wu#XvV3Dd6L`!2G=*rS}TGtckvz^=x+3ezr3)p5jHvO|kW`uyAXJ zqqBwC5d@6y#%15_hh?$u7dz2!`&fuP-uzXh+jA5%0U@W(<#U{PSVu$#8p#J~{`c)m zufloqMkO96BNzs}blu5f$L4*MIe^S*cP{j_;GQ5<+3YmM0fYhy(*2s%(cZMU50=f> zioo!qlgxCjWWEQ&&G6v(ANhAevjtuW$fJb_7GggRil8EQ>AW$-W?{Srlw{HxAvrb z#iOI6!Hg#cVMKWFVv0tWkoT6iJ+8DZo7&r`|h(QKa~O}Nh@hp z4EG1A*$kxW!}AR@IVp4mt`51lQ0RvbM4$r*!Q-#s3h#g@>gg9jY#^FH*j)?GF1WLC zt)>GlzV=DCwVe?;ve9)m6?=-%%}2o;(viYX($sky+k+0JeYnk=Z3zk!={f-fwEM|^ zNGH~at(JHM9qH)kINszh4dy??;_@TB$=V|KJn(FEvl}mb0@I>p!hMEj>Br!z;l|=r+hR# z3HD#=c-k4hD=@m$G!JHD-^!cN7)Q`aR%1kF2j*62IWByeM$@^Zk_nT4nHkVz_ean{ zql5=a0(B*%Yw%-#{ZA2Uem>A$iA{ZJm8ibz&kNh63cu&eq+(5WvUF4i@6HRbI|%r2 zRbOA76O*bP%kx?OX8A}h)E$_?lzRYLJSN>A8Wj6ivkpcbIGSjM$Pu7xQyb*bG5q}& zl+yQ(C|#+aOqQW+pb}#@)9&k~zrpWjER=DZUvsY(mMY`TlIOu@I<4)Q=j1GM>tRTq6#D_Fe#P9Zye6 zq-!soPR?F<%FZe07N)Zu1N_kb?Hi?!<0hxZrea$uJ>lLVFr&&N$O9H3?-1S=51O3R zVPP4ULL^Iilj{_agW>5EO1h|+ZfacKS6rx&jd*N;=Jw+tvF84kjD5S+hHMlq^49}K zrV$RC;)$U}&sPLFpjcd)pQ!(UKJZ?;cLEPoKT!WKNEXXR+S1^<|6+8F;b4J=Dlnq-34mB*dkaS4~ELComOxNz+!;<9#*b`c`o=10PahwF(vhLylt~e z+|SD{nIDREA&lre?;>k%s82%~9}H^T7jzf`n5z!i8Z<6W1B^iciAL)OcYn#$B)g8( z{+Pe`7;UYB(z1!%vnim&oYI9FZZxM~K4e$123A;G1A>osAdMiVrp~3s#m8@ZgO0lk z##y`_Oyz{xizY{x);3k+HX7^D@+vH?n>#1O?&d;ng1kS-q0CpDGDe;iQ~fal$U(L# zuMWEf1bpHv+CH>=N^B%>NNhMgSeqpVR!O|@dC4BA9QweK5ki8_DjglZs~{X9LPMhx zb(`w^?Cf|SKYo0lkBP}5YZEaa*s=&}X$KH0>-vQK6|f8}N^rjY=|-fvn?XxIQ6h=R z@IuuE{|YhKqf(eunnA2eFH4bg1~y(22}RF)Hm*f4rv|5of5qd84d8_R457{8h3dgc z-vjIg{ACNUu?t_-ya6LD^RQF_mGJ)j-vwe0#QZ=ZV}cYn0kk{jYe`2N<=%5ATSmQr z%qtng(Fl=3ryLVj^&HiID9CcYcOw&tFqCtjB2av$hnWCi0tr>+*tevpZ{a3dB2ycS z^Q`7jjw`q_tjKW$b3XG?3Um*AeC{tUE$sn{Vjj#uw}WBxnZ`aaP!|~+ix$%beu4nC zVhj}9-An&(LZmt#Kh|}bARAWVS5Oqa%T22`F+z9T(BSmo-Gi#s+=+_KgkQ?`8%I zC_mR`>O{cMb)d+c4+)@+PJsPisHp`V&-v4XF!Te+O{0>MK7y$P{gj|4gdpv_{t(&wo3h5(c^fu(~P+qKCG zF7Eh0wuQ4qV8RC$O@YCBN--xEpi6$Csu~DVfu0yUn9>6>vNrH_8Z`CF>gr^GAWClR ztm;G<&Lz}ZjofQs9t5N^(C>_Uh_DH)u(UAXo^9^L8vKx8r;Q^m=BXlYk#u z#WU>Aj;f`m64?EvmTe$h{;(JmX}5jXhk=LwyLv@17Qdm4g|q6rr~0Op03YLLb3$lH zO#@%Drn8Zv$ke%giZj5O0FfM8;18rliYG>*uM(d5?0wn zz7H6UsPOo>tVcU`-6cq^)P>@AGQ%42v4xReSH zYbQ~gd(cH}uw%8?rqLz`i%{W5OnkQm-0#7=K&4z4)35qL8#HxpRDgP8iTD zfq65S*nvgSU?3VEGtDZ>1cUmpfOz-vcy0;)ni4R`;{e7Y%_D5DE>7=oa=vW*Jv0H0 zj}4na$;Ud$;?=m&yo(0*{^Ob#Q)C@XpM7&YwMw_}_(M5W^lbxDHGtmqSRLxQl@Vxk zIF$CSlpM6vg}v-FN^H+WCT;SMwPaoRfFLwhW2Cm?dPBs*2EmZ!FHzaYc(rzGkq}T} z!HFABL+s?pbbp9_5qGu9(|b}hmZ4b$P#PHPp#?fZ|Ffag-GPUMUu$cr!57>pYd3@M zzX8f}5f910A5dU`x?5vzeJwe~fz5+nfJXsa*&uQl^Gy^7j%zQCGA4TSctK$W6a$QVU&nog zDKLj{2AZNQXP$VP0kIuMvb@#N)sJP#cdodP+M{r26?;0e^)IfU@nivD1ilW%zRX$| z=J3=R#l)z-4=N@D7-V|uszB=nkoIbf2dNATrT8NEp zjdjtWIeYU4K1~)r#X?5l%Uh@4M*WPro$&j>g6K3}y#MWNqedsk?uT<-U%P5W44-r! zUEpvTJ&3Wm!<+kz!nZLezsr^W`5UijJ>76`5?`zsmZayi@F$k9W29-zBH_HQblG1S zm+_)1NM3AyOud^W^0ia5>f+qY?jY~zdWToQLNJ2DwFd!SfG-taS~C14br`%Q4lE6dDUVzdXhXZ%d0 z-0#k=_S9C9d9umZ1h?oOQg5eK|2>nkM_VOy3kr6=RZaR#+&gB9_;YK_qB?#xfe))VpIj^mvD)lu zH^T6`wO9^JpT}KqC$G#b%f{5pjWy&%d@7^7kok`2-d1?8;X|$NGJPcyw^ z9^T&Btq$%Ix%izd_JDFymEi}rXIqeYIu8Qtbd4_>_a^*j_U_HocNSCkv++PHbTYt89JMxQ;d} zD+@rdA7QgCt~!p)Ejq`?9dJ;^s#|c2n#S5>+S!2{Vd*@PRqIi=7xvm%k+}gkNnK0Zp5kI5`$JcAvr*vbvb`Z3$oXjNvFwHb;oO z`O1(>`GUBP1s&$aw*7d&q>$os&zEl){t{MIkOWutl4Wzt26Nfr@SneLcR02^!QQvu z$nW46rI~)t~Jno3w1)PFtK&{JMnjQX^bTiRwd^md-xag1$`wZQrrn zyEL+^LEH_SGw1McXOL$SL zc&bUjVW>y$SAl}+ z3bwXaSE_$Ap-@_(;t0cm0U_V`Pxv-dBN4Y6ieYre?lyH_l#(ZoH4Obb+NK>|qC%uB z?pq$me1z*O6Hce`bcJI2`?pVO6%TNcTU#Vm=D`E#SnXp`d|Xb!%X3G*|5?0R?q})-%6zLVsP(#%_gQ&g1_x=eA8L zlVup%U}ik*mQ8ZXvGd!}n^~OfEuV~^I%K{`)NmI~&K>J$j~Wu;O#$Vt)XTY_B7^=S zh*SF~{b~EH%r3Jcta1s60^v4cw&AcU$v;`b?+T)IFWl6--lZ)C8%8AnNQg|Pk~caZBIzmy!$19 zE3tR%oyF5fuAe!+;0BMjz`z0t7uuU%`wKY$ajkF>mCwz$msia*tM3}f_VpVS7lA#| z1-h6dn9mlEU$EM4p_y#5!l0?_zP_5ryrC#v;-*N{-9XazZn-O%xyV(k*3i$<&g5(I z%ITL9H)(`$DP8xl;-sen74q+ zVj4ms0^}du2bW)=5%jpGKkk9utKxhxw;-yDYZ8y+y1nId@rJ&jY<+((am&2X z9UXCkVpzt{HBoO~j3e)}UZU#nhrox`6-|4}-X6k-$c(TdL%!rJ08}qte%;Kx}JBDtZMv^pa|_ zZ&1*w>FH^d84U;&c6WCTk4}Y%`B6025xkRR_YG-7;$ce`upmC8qoq9--09IGR%O>v zOpT~4A#M-jOrJZXXg|#|J4%bJZJs{%K5b^K-bu>bw-XtB%QvuV?X#(@earQ=K#Sia z&Z%OkDY||8G)jtR))F`cj9#rkmjKD9KsZ@7UHG1bKHt}BffmZgL#!7BcME6)4-h)ke0>_ImE}1^FVzMpjvqE^5mDfGQG_7b8eH9M*@$O zN$SSWio7-nY30-#O9|s)!@3XE5gZCz|8EIdLxyu+`r8Ei22(h*p5@JP)ISnvSCC=}ETr5#;^v(aI&7i=%e zASC^{>z&xsh%eks@k`M=Yiz`%R)~$DpWU4kLi@r5PszFPkQ@Fb^cOk&hifi4Qe}GJ z%W%d_JKyGhPgH<4B16()GkB)dV&~Sk;__b2)s5$_l@({1{ui1tYM1O8{I+v^=aP}{ zuMPGCCgaMy4p$X1sr%a$PZPy)u2e4-1~`>7`Nn0w{PNCJmiKCW@0Y=>DC%{s&-`p{ zsejra|n!kRzI%o&9$r96(I-rmX*+ z?^B@o=;)e#EZ~x|-}cbSccJ49pQ&!&{v!7D+J-vYk=I$N;d!x~5kgi&S5g)Y9e%+8 zV{aCk@U99I8?U!F5nIde77FJM&Wv)w;t3*Wz6G1vPp=IXlsZGnIdo*zgkE#97-?H@FNc%S6?@vjF{LlA$sjw z#chzTFZ7dVtIi&(;b+CGG@>D@M~>_MM&0>CB!opyZ#Z1rdC$(a^w(8qx;kkZgREjZ zK8<|WPa3pH#7UKuAVQ)X-}Dv><@Vyc?&Q_Ets0{Q6>$<@%$wwYcgxTcvgWQvw*IjpAbVcnWVVi%5%Lpd2Z zj!}xfr-~y3lVk(IU0@J?`ue4JX)ThgnWwI&_vG^o&^-dt?7JH`f90!|(PGL7?Ad5dF4B~FprJ>dD;!QnQ<`jqw3x6d>zJ})u zL+zx|`&widnA*~_vkCnC{BjElT5>fqDX6J&!*4wY+cu6arOWw)8Q^1Uo~EF;tVb@# zD6KU!d*ULmSG#X$XKbj3Cto!urhQYqIXurazq0E0<_hD_<1IX}GnexQr<@%~zdLe? z9o;AEBb;o-tWAzMzS3F}+p5ny`jaoJW?{jet(p>w<{%*GM3Kh%1qCR*#|wJlZn!xy zf6+TYc7GhC|$c_ zZS)o1SKS)=FK)A@d&SAxJ#ITYP5XQ7toFZ4U%wW>BDeVnnoM~G_x-IMu9r|5d=KN} z=C8Z^Gfu3n_!e@O2p?z-Nf26ob37ChjPjw7`1H>zFP%&mm0^CFLzr}`TI(4Mp>5aY z#aBD;vd+xBQad4BwXx2SlV8487bN|VB;0l@K1h=Qz8BLfn6mxku4a*(aljN_lvDQ&tS#iEjnY2aEy`-YvbOQmb?bmV zhr7s+*T(m0!t)n!Y7+rBpPhXXIQ~vhymoYaJRy1H;8GAum`8u_R`IW@C%B5g8SjYL zD__-KmJa&bY+X3)dG14?%Tn3SqS97)*REs%Ey8y(6%& zmmX+wHjE@a7qu{FiP2we>?t#BsaXh9fD;W{FP4T0AF@U!$;g11Y1Z=T1I_l4aYB~p zq68t|O`<{P{Zp~}tSuIqB=xngMLu3mr@%=HZ=8*s-Ir#o6)26I`Y~A->S6m~`eD@f zM1o(hhcL*#zmeFYbd3%oanJGBt3mUg1K2>!SWS%Wz5V{-b`P^Vy`=%gpyWLz8akry_5#rI=5jj5yo5kK_=9 zYe#hZQSvo2|Gpd&xN|fS?WN`7C};hi1eZmFSeB6Cv)~r; zClQ7)Ug`oB1O|>@me!7*wjYr`>2qjFNc(Yg=YE)AbyRAutpt*2 zEhMUIWwpHUS#A6L#yZSoH5i}W7tE|1i9p?IW!vQKidMKub3@+)grtb1KeRZdIa%~N z)p6>TWUhjiE2kLnf4nrtWA**Xs$Z}}3;R;SD+(N5VSMyqD^F5n^swwT2cDCwZkq~T z!GjbyaVxh}Z!h07DJX0uh$=YxF5x0WdtdYP_U~8h1-*ZLZ>KzmMHS%vh(x@f;O3s| zo+te+Of6LDD}9#5%H7Rr{Oy-4@bzfFiNnTEthw$WuCGzv6~@ghd%dcP&tACB#Z$U4 zO`59mQlP~it{esZe8{s-4`q`Y;@_Rc3^+cb`Un#I*U8=qSMiRYzM$RwSp?Bd=+uxg za2iFbEWfdlFiFq?Yl#@>2VK%(kpE!pym-K^?}lSTHao?fbgg8;1x){31y%Af$9o?&mH7bXmkOpE zX$n)_Hz=dNkT^8;+zsGmrVCv;hRVf~mKRyI4mDMCFVi6IcThTau2>8Qp`~HI|Lq`A z=($%~;!@NdqvVi2f+pbkWP@B^t?P0#@KE*+4+jHv18iJdCcjWREXXU(l>klMms@9J zieiU^So%b`qb)O$`RrF_p9}reJF`${>*wLDd``X2?Q*h%7n0S344rb`7VVxCE0RW` zSB$6+C1dBASFlA?A-ORfZ>bDvrbvO&E{n&HPO!nt@-mzEc=TQUu+mk#)@u`t0&1s+ zgoP}Qg-@+-mjvF39l1Te_UElg*iScQLzY8{SC@+i&1`D6JSa5}M#gWm3<3>AW7+;O zRA$Nn!7%Vdpq!{1Gb<}AK*zkY__u>BE0zDnu?zW{Z(2_0LzfG#8?6(o^N~+Xn42z* zsj_wU;9h&tCpcKPAkV6d`{Le~%I=mW#;%s9P_ATagR-T#0dh2d{;K`L12ep~)zb3r z@c^amm&?tS2i;Q#N7eCSEF^k22Ov}?gRDWE{c>Ni)7Mx>&TJCGmd47o=Fa{Pv_oU> zqvhU9t7>#;`wo* zVnIPki3lwoJpm4@ctM-N2PO(ReHriHzaO9xCGT_2YI+{bhFP8NJ)%W&aH6XsrdaWHLxi&jC*xS6aH;vezm0clOT6t7X7t$dGo&S+$ zhx}uHdys{#Aq#=a#z*qc?0jt57CA>?-P3)lXc9MZY{+Nzs`cN$x`WpQS@gGAS!Tdk zT*TzFI~Bz5FfG5i{9Gp%?|;<-jL`r$6-tEZ2khDG;^MVkLwdlAR##W|)dX1lj5MTN zFh+N;k)2OU7;PbBF`Z8;x3o4P3E93GTYTES@WW4!CTzmZT>F0ZAMK>n2Y6@{s zDQZhK;H>#oxRR$L_11P(=r{ z(GMLji|K`i>NAl(B37kG0w_@01ML#y@UA3bb}_O2d}*h($s33aWF?Y%3bd|RmXB(i z{L+n>yJxE4y3P@qG};IQ;wNuzlBvt@mm0jiBO~{L$>2M2$=+6C;?}TNGc9sJE9Gy$ zNRJ~NKyoR}=ACrTkLe+Ow+qaqT^^f6-&v&IE=6>+v$da_T}2~I%RypW)!&!Xxka#u zGEf@)o&B;tpks0)^ILj)IszoMxdqn>9Xf#_4$|wPz)O=1T#M32o78Bk3dpjlpz8aB z!&d+K#4Q}3eP{BASI50?6aKIv@qNC0|H$MHRmdlXer0wyIN?hWcr_r@JZ5B;y0Q&{ zUtWosu$QOM^Fkrj6ICXPhi)Geg8z*9{|xL&CT*uhupg~(CxI_m9oX7Y4$})4J{@iW zoE-uDEQgTY57g+f@bHkSNp77%D_vmr4_7(1-^;X-4PjiJ7rSQ|4*mqvbaE6$U=)+F znnHn-*G4TvmHEfwXrfh_`4#6SqHn#<*si-Otd6#ZQPq1~$j0?GePU0Xxz|HxJDe@v zwaYcVHu)jJhLKiu?sq)C32w1wML3K~`RW+7p8+CYFvPAJg57F_epYu}St<+3q`#i` zW5T3X@GMYSRnxd))2`-!{EofE|48}j`!H*D?J+{gg!=b#r9H6X!ey(QTFsM%xT;q5 zwdwsHU$XiL3Y?|L^AUCe;a3t#!nWlg!`&S_pw~~m*8V*3Tcg>yH|1j22cM8!@BP3h zXcGO#14-A1agzk8Z2eiuu6R*3+8VKBmx%J!vuv833L?sE*l*~FzO)&h9qa00MAoL} zuKs$}pQv!Mui!4nS=n=P;jL!KUgd+kzDvQ>`1eF~v`<0%q(4>IO|ir(@nO@=&a7GY zHOUed3a!wl3iu{T2j?CYZdKo6v`9M{jcyTr?PKPQ-O1A|{4rFT-JHVNMT`9YLGgS_ z@-W@z`%FOEcm2YX4?PPeF|U`9Ek+6U;p;~SLBmKD7ccOU;5SVOggLyK{OipVIjh6= z;T@e)^%>!dW%X8}!SmM2X*To`XI*!l!o>nHQH9NC5Wy>Qx$Z|k?HXDSq?a&T9)1>2 z0_hF{J*Q&FsM4cuzvHMUw0RM(c*^BNBPk0v>FU%ewOEFLdtwY?kM>l@U-Jkb*-$O~ zj!1fubVF)5{>jJ?|JE@*4KpFH@Xa7=RyI1ikBhEu)QFj8!I2W?e)Qbx!Bu(Rv1y3#q+WJ{^Lm8>j7?`Q&Vzgo(zGyV(w} z=LzLELD-?^%6*avR`f}H@1KP%Ys1t}cMEH2MUJLKxhIOE4zmp|Tz7k>!crcsZMp@0 zt#usxKJ0}RH&N+pTxZqa=pOn-Z%(mbqf0(~O&yol?ST1nVsAU2Smm+hf%Ij!`*8@G z-f!u->oT(Bfp7EGXn(@q;>=nrbDz55xUb#Q725Hzu!@lR(fAy{qTadCtL=#5P+>*J z>6}m-1gV!Ro2Oq1I8dOavp<<2x5}+ z*UIEXF8Ui;{w#ucw5_b6H-EOuqBmA8q?9Jp6JLfkhNU)_KrdjqmZnyf4kw-C_m&jD z&^gVJ4C$e0Cz@NBA%@Nt@>3fuvB>JrCn@80iL7kx{P{UkPRsWl4y1>2XLc7!_>aPz`Cr4=xuu3gNPoD{A`6KL**=~@#YvxA zx$7~=7q^rf_l~k2Nfry*HOx~^VnXnSQ}4a_kX2q(oR@F^NvGBcLEuOv_q*VfU(e1| zW>>y$5_dQnVKrIzS1g&k=(+Nhk1WJ$;t9e+=LGWbl2p%3 z%c!1*Y!StkMY?a&KZu>$+gx*9+1^y>Zj`a3k%`fVnQVmi`@ZcjhxHrK20v>f>IQ5k z_gA$xWVdN++`;?BRAr<6b_El@Vd?Ly`OYfnq%PS|FduxUNQgP~_9kF5XlU#*eNyW5 zz$G`=#$WT|%^sF^=@M73x~b=XA*pdjtKVSrTK2a_e|2t&d#|^ABDZ(=?Ekv2ZFs}u zl9bDax~qa8z=psu~%M3 z(@Q21=O*WTY}-E;l#%fX`mUTUbO;r+@zXEgBbi7eo7LaER{Nf`tC(BwWaxWcDSy;$ zj?4T^89PHso@29|yfC6Tg4RF!hkEaB!n7Hyprx7GJ)wK4vap2%Ru)0LWy|9vq_L(V zbwAEP7%*hrm1wnTf4>LWb-&Et;6~vk`AWnjuVwHB8xlx*3i4-!y}5kVtya_!y?zQ+ z2xJ9MP&BK&%KJ0fq0^ng2T8#d<(N<3RIa6t)jCdyhGjRau)~3a?#Ym*ur&D(Gp~|w z^*DSsmiNWEIN08Q#T}w2AbBeGDy&)Q%R}MZ8FbnugGIv1UF#>}d~?Lhc;4}DCtnLK zopRHIz@%7Fqy{_sNUxNv~%F(@FtyTMd|!Q(&fRq zB@ghHzindNZS2N&7%Cd#Ezzxp)o`1IL+c5Rx2i9Y?IV#G_ zCLTf78TTq1hcc2h1M_fOrp%^BZ?L_I5D3TNneZlXA&pxly)zVni7NhF>LpjTINr8d zayvNAAgr7*XRYr>%lt&uZn|~`+eP)~H^#ks3u)Z#1}Kpxqv!0!!|8f#(UaXDDRsqH zJ^bN}yW|ZMbC#i{c#MfgBsd}+SyY=uu7|KQji*`?ewAkYD(5{j3+6cGdhtn^-2`Mq z-V_Tpxbd-hjjJ1v1>ZaMXI1&hqh>I@zuX(lz-1Bl<#labudERa+W6WY4Cck4#xvNg zrYb{^JVDFc?y|Qa9xztr(O}wrhoMO_-KriUT3Bby_qs;dgkE|ZfhQi3^xk4aCVQo zrvi<(Yfhc?GA5l!(DC~%uL{#p&xd#hDPRy|W2gQFT+>&LrwA1GWOz+e_3b~GVcym+ zn*;~jT5YdghS>N|2M>SG^=KD!dk`WozdXqMgPzzvR3W}HspyV_(w{#{jG7a}FRsqazs$PZ zWOVyt?Br2xaf>JYwe_{!l?tAmzAlDyA@@!>I$Ul1E+JqeR%UTo;UqYCo{hw}pB2ow z<#%HDS}uy|EI8uEhMw*>U4P+M!IOChjq@QpT`E{lDE>aI6b|3>U7*+iOdi&dk&Oru6D3H{brHScFc{;5G=;iP90sSPS1JriEPDTg_A)S)iG;gy}i1 ztdd@h8xO>{{4id%u>-W(zV%iA-e5)FNVtV~{~!Lm_wMv{P_>i$zt3LXH8F{Vh#b_@ zKKAudqa2z5zr<>l&hRbc%$?zbA6qy=>dR$G8-!*ofK3<*)N$$P>G{o?@%sDw<4Y0% zWjt7@_Z*1mQRx?y&>UE-vAX3Jm#;-40;tNKC|eG8di(z>sRQ*wlW2JmR4@kcTeKkv zN}CTy(`bz<)KPr6IYRbP0{`p3ehm6m#_mf~keiDjyZie%D1YcTNNoY1azaT+SeP7C zM}R<_RSX?tfECej`*R>@hOvt7i$E&g4lS*NXpQ-&U`hy_5d@S(Wb(9{$Hr<0%AxA? z^5x5x8!jL_;w+Z3cL2zRZm!XY*h))06?AmkIc^~_F)`7vUk9G$(l+c{LW^vTjg99@ zpfG~#-n?#SH8DCM8KT}uGDPcx#YSPkNar6El*CLd^V zn1)CG=FNb;B_LZ*(XXw)QX;5~aUunF$bX%E*}n-WxZinfS=;`sI}a*rMX74a%Kow$ zC?w=-WL8cND!2x_@bdCXtTo|+$`i)R+Z%Lm_}x|vFK}=;oLW1pMXQF1Rz$)_txonS zVCV#Mj%d6-zvO^rmZ?zb;WhI9K^4>{z_}vmb3lz3G>HIs_CPOS8kqMV(daDd!bzR6 z9g$)d6}=7$MQ5BU!>AKF4A}Hr3!dXOegTS3ZZ~dre{?3}8#;k>jwnx#5w2oN%MYBu zC9nd)4CioJ%EMp?gW8+WkFUZ?h;wAZRe&Y121~$5xxK0M-?W}FN8Y+l@jpgKDH7ID zYZ-C;f1^%=USf|{1Q&?vIO zX;NW9ulfQLb@d_LQ4DlQA_nbO4SwWh>y;NO>E+h=_ccSp3s^x8CIbCog0S!7{Wx?U zpkL|yZxM3x!RukXM0i^ieaTbiJ4J|&GrI-+uzCksa#Y=_%o zgc_EAe|;Y=RDjwtWb*&;o;lqSF2b$wZ-LN36#L1UBw3p~Ncl>sgCP9QnH!qGHg{J> z%i*^Zg^i^{)eEgq(1cDF^e;uxNI!OHD;=~onz+3Q zya@P23_c-r`!^co=*t{mSe(hH(0jxBM)|bSv4z`E%JBZrv!Opx#HYW3jv#3csV|6v zwQyJdcm~QbiWjI*Wt^haMwp7M(Te)s;~;V&ls|ZUMrY|Ado8WWABphaK8kV>dLzPq zXwz`3i-_m1LNz)ldr703b;>DXDCrlX9d=A(KY`~;ihHx8HumByhl#~?hwTC3e zp38z@g^jj7QdCc+s6IMwfGjOnXIXyWMM?Dh>}2FAQ9{4~LSn|t|NT_GTzN1#zt3knelgC}%u64zHt-gG`TWrrjVzmIk+nEZZJ+oK z;p)|w31l*zes^cQeT&D+%38sb)fX@1dB`f{nm{gG+8GQ$3RsF8uk8KD?LY6$x_S1&`#7oJXnK!zrL zh!~C^2#^39zpMsLE=QVqyH4O0ndw%%xJMKQdBXO8cuN;p} zRAELg#uFGe4LbMjOaHqfC2o3O!Jr`PmhySTRI5kkKP$ZLi|PHm+;Qbrj4?}R4`cLG zaKwV3`~D!f=`q)ePAm>+;06L_h_g9hq;CISw@0TG9d0`H9chyQh~=Sfj&^XoXK)sM z(iBs~S(8-7<8ZdN1tIB5lhji6T!dk!ET@Lc?H}wrGl=P6z;`ij;QsjEPZ;6SvYZP6 zyZ6U#BTWXCJ96MJhI7G9**u$(`TN~EgEM*d@H3NTCH*gT!A? z=2##MpkRK}+MG0vHG-a_9ARA{c}xZ8?d}_K)KFE216{=o8OCzihfD9_w;g2sh?oc~ z-XKGFd(x6BOJyBkh#>swWpCT0)$Y3_UQIu?CaXk;;#Zin8MUgd!_)p$Ep>bdW`d(hTf!8kb|k8l8itied<4#9tX{g&#hcpUCroZ;EzhD<5jcDXVG!xx8#N;M2mV zzszaTJtWu=GDm2ChQWFH|BD~9SGr&#lnF6NZed~Be+!VauMxo0?M9TilY&4yjDx_{ zhpVXIV%8=3`B%VljMR`MMG@*mG!7}246*a_0;4MdoE_ws80qOj8wivCAq5BXOH_*1 zjolc3EUZBnLsX--~xodAUL>TQ8zRglaz$A z+I$3sK|4D;5EbR!ULJe&)R@o@CH@67`q;^-rOII@Dj~tDC6w_lKoL@Xj-LRErKPKj zR1zx3;WTG-@v7d>rHBzwA+W2SJqOA*vXH_6K$+!M9mh^Ns;}^<8}wKLDl3JV+$S-> zwCpy^+%g4oIRRBMBR+SvDU7!v7?g1`L39^Y1tKCQ#u_EcjRE=?RFF{BL)+nZnDFp$ zRCEaBoxTozO_OG}87%w=D7;dLIsoiuw%DI1R5-d0f+RF2`$LVrAg8MxxnXRepr?2K z7I5JN$oiptLclHL{yW8Oa%RS&VGioTnn602+zVtGhU-0rB_t&H;GnU8XlM+iGB)Ot z?9IWeMRmU(AMQG!d`_rj+8T&HB$mKLh)+zU+gzPs28t=WjVE_jmOxU+VRK#sZLQ5v zaVx5_0v?Fl0P{!w)9<-JuZxs4fB!mW zs9*jB&($@=ApO)3p%8alDZ7_IR+OKw1md8ffP4%F0UJ>3beARk=!sSF+52Mh2@pI! zBfqyi>f!ABoPFa_#a=0TCC$7~@WJ?54zX|$0@On*?2DL^#9Z>@MV+!Kp6!h4Bf+q7 zCpA|7YG4v~1rbd^0SKCW0L^Z2nB-wn44qvCkJwUyj*c!0G_%n-iaACpi&of<0gab(FBq)c6yGhwgi#4L)-uYz(8XJg=`@D6>&S}B4)CF z8y90Ts;keJG#-mR z>`p$7)D5M4dU>F)uI}5^)TG_>W!4d*)4xAWFt{w$$^UcK4WdA3h6M#Pt4XY*TAE0? zK6c45InlVJ9eQo85=t%+KGP-yPR6G|FB=s!!y2YI?E&g{9Tf+J)hL@L<^32Af6-%p zFlDp#7lS@=nu<@au97DxyMDIo09tc)5s~3r_eA4RB@++?0{XNY!2P|qJ~?T6{rdHE zi2nw*>UNgnU^ttbWkDE=!m*kG{(&e^E4o@bW*zbH@z;$FZi8qk==F^+mO?ZRga+&p)P^B4~UaMstih>ZFLi7sAWxo7#&q}L<_~|=jXM1E*bvubwQ9* z#kb{eXkEN0o1tD-v$L?U02ryMdixykJg0%54lu6idp5o4H_!>c=L6=T9m>mjtRB4r zNox>-!yw=TgQ(Y!MPnUpZF6{*x}jw)0|Vl`vMuQZfdmp@*FsiZ9+m!TxX8hg0rGZv zd3kd-&O>=jg040?5eJo^m!afxOBWG~ixPG`~Oa zfUAcBJ$&$Zty|dgSY;Sshxxttoehqn8F0W^*oQ~FdH?=fSV87cJZ=top9-GOQy9w) z8%O}m*(@$Deu8Pr*86i{Kcie~Z)3(vs9@CPB&GuGw$&Z|F-4!25t&WfdU zdy%fXw7-4(wrp=t!gJe})&Idx`P;Yh%4t$YumutoX>&n2y_Ckidk>yVhtEV2etQ!x z3a$vHsAMs4O#OdyWUBoEh(Yr6=g*XVCMfW52SrBk6M};aA@3S&*lgrB9sr;egSZ>= z_i27r@c0Jja#dAVf9&e&8hk)OIf5Snd2>0S2ZK$35=LxlZY~hY{%2}e8-TcA>sdD{rz(%lgb9WtX(5PXU#heL+e>}#$PDcuE38=)O;t?Ag6Fw)B0FuUy zRSEz-15`G!Xps{{;UOBv5f&Ck^@JhTse3yI8-oO>F+zzo#AB%V_T%|p)-W3uw#BOq z&>KPTpn~nHNdp73&mq6Lg+(dUl%vQVkXf6vK_!N~);^v>74JcAJP5#3_)xB`e)&vX z-A~y4_`y0|)q9TzE9VqB({&TnhJcniHF!i+DD)5b5^$k78O5_ahTISivI5GpuzRCq zZA1Y$fW44|`C713H4`BYNhqk69sCF&Omss>HHh!uzYjajPN*OSrOOrQ+27#m1i;jS zO8XFP}>oGo!i<6TQcCl&LgD7PQOKnF4reXvnTMp8Q-Kg&D~RnzsJR z7v+GLE-^6?br8T`#YJF6YZx2bH9Q3+c*v{z!XrYGw-%j)%Kw@GbNd)-t1STC4Qr(8 zcz+4jm>+sUz;FO~4;QKX+sOsWyK=B=AH(bbv&IY#aKo=HusUm-eQGnXDJnQSUx%bd z5bWcq8w|{isUAe21^%xH355ZIZ}kaOTKz#5It}qPuJ@P%#jQ{5krK~9o<)WyZU#(} z?ZCr_Af5+ixfwDW>wwA0fQLpi*dX!v0>F&vYH3nBg?_=gcSk%Z*(jqqK%NgZ2RBQM z>meUY0SgD!Wk>Vgb1E#T&GX*hq*Th%1o1(61~KQ3!wqg>KM;sVw@Va9m!Wk9bq}Ga zD*_M%*Gx{v-6ld%QOE#UR&=v~X*iyr3i{m+fW0FIBZbAO9Q*Jm9-BW!Y;3GK zXppmkD&OTZL}2Jx!3*JZbacF$5AFQ$FKxs6DtKNWwKS+LfpoUmQI#-|cr^V>3jXgQ p-D4t1TSI8~FJt`wH^e)XX1D1(e@g8|3IhM#zNso-ENlAge*^bvw!HuV diff --git a/codes/dqn_cnn/result/rewards.npy b/codes/dqn_cnn/result/rewards.npy deleted file mode 100644 index 551e671ccc9994a3a9cd718b675d61d6e2adad5c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 528 zcmbV`p-V$i6vofMWLhv9ZV;}*3s+c>v9PJwlvjiafYi7d5-Hd*92eo6cc*I2&tU;ZU-b-?{{vI_f=hX^|AAiPy@GP$EvkI&&`bf} Rpxf2gzGG(FsB#X{&M!FPUn&3q diff --git a/codes/dqn_cnn/result/rewards.png b/codes/dqn_cnn/result/rewards.png deleted file mode 100644 index 9cfbf4a2ddcb0309e4e822a40091eb485b1c4800..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 45288 zcmd?Rc{G)8_&56O!A7=Op-h=&+K7m>6;XyrnQ5Dqd7jx)88ehnh!hQG$}C%ikfF?T zhRj5!jOTvzeSh!y<2`Ggb^blpYO(iz_Ve7sb$zbu`dpv82yHD@>SHI5K@dcJRZaN@ z1R;qKgczs5fOn+3hNr+UwELy2Hz~kR0EJaJcunb|X6Oz#hl%2#rdLM zUV|Vm=&G{PO`p`o5#MB{>5mtGJ3IdIKJ}r`%Llqdc}H&3pL#5V}@9z3?a6DVKsm#t^Iv?2X-@b5zNd-X#9e!P3Ewp<5z|U0a#{|JZRfGTEz?x*QQx=u`FgQ` z-{<6iE_EE5;P7u^_a;rdy{xP}>FDU_y2Tl^{ZsZ&n^eh83BAsyk9#1btn5|hHhnGC zXCk6}e{)Dzv9zX!eI`9vQ7_jZgp!eeoVj+J?EU-qzrURu8?TsoQUBz+Vnm*C*+gMI z%|e%@Ss?*2KR-{0#dLLc63>kVFqYVMG){bpT3u@ux14H@uWS-GF2$Z3c0t9+PEhQv zzq$B@h(HyZ*JBhm`z^PBq#xYZza4m7;DwLH@SnxOk5sf5*6D&aOVT%HJ1#2^0K0li z{7_n&nVT!p7Z#tu9_!kdZz{Xi%=5!ohKSueVHcIb_C-cTN%*bXRqw5}&hL}cuo0Uk>%M2H_Y7?= z4xq}09(@Yjy`;mmv6)lw>7=x@^n9Ol?Y@jy`8X1L@+?JAEhmbcrs2`K(eTYpuMvs% zWC_&t^z`<8PJzqL+?!YW1!l>Lft7xTJh2M*PG5eQ@%lBoi8EMXG-%iHN4n=gv9;{{ z+gI8~Mv;nvJB0PwE}zW-TiqA0Osl+pMhfTSJw2tt_*~m0n#R8hq~BZ#{`2kJPq&If z-#<2cOU}W%t?$PI{ydu78u}C{&k?k3p6WGtCwl>XfrHkma*khmS0G6BcFCepW8z*Q<-y+YGJ8 ze|}QL=mUjiQ_PnE+jRCaj-@VD&MzB%w`0K;F{mes)D;A62uGikK4#yWd)3cuaA-*9 z_U%|O@{>Q_TyKKytEJ^y8`$UC{Uv7vR3Ap$^yB))N0({j(69l*f5R8=?`%lzzbN>$ zbLP@Z?H1{KSD4LwPSbEGgg>BSp7=~9-T>Aig?@(*mpaaeX=Q5)zma?uC`(}GirQmceStfKzjKT zSe3~HU9GxIm8c110C%y(gYdQQOJ!sEkha*T?TPYTtqU7BtsBDWuc@kr`5E&v=xCjv zJP*A5T%pN4Vxsp&AO3{-g+Ot@7fj2%})*v z4oeQip-eQLh2(Bq1ol*tzD`R)2fDR#x!gLCag6R|$BojM0N;o>)OB zA%aoheOa1&yIhNoD*MxRp)SK>s|Y0i?q4JOwafBM zZ&j~0o;nV->})LjIFDJC-}!nyD6?w6`cJ#=&gN216*ck3&6}?S{!S;&J8}lD$0PBE zr4G;hh9+Y#f;so*o2LBs6&4nLx)QWi6`3j662=+y7SeVq|M~EB(|NZkwXFB=&n)+Q zuZ-qZZ}b`;gREC4zRd5>y^!K=p|*h{)`oBCn`Z6$jeQC4DjEBKHZU{Cq>L{!gEfFfsp?SbEi4TkpDg=Sn>m}PE+&c^L(t_g znx2v6KYv{s=v8N(s-_c-wav_8zz%YNPriKYGmG*b3p_XN3t*D!Ar1SnGUG!T*??`A z5eciz%uFQoIL1gq%C3`Zqz@oF0$Loay*M}7VEHIkJu53qg?hUoSeN}zT_|~1ZSdj! ztufaob~`&e(%N*Z)cF%&o4r7Ikh8S4;blNT!yZ300caG@)&7k=+@^)_j*g-rS{B~z zIl~4bF<1%9#%Lul6PJ4GbA;AJQJ>wVGS}}{1>S|+lx1tY^Cs!$`E{4L*Iu95(OoQauPARq<|lOF~-oqg~JAMj#zv~Asx^TCgNhC%b(*P*d6SWR*Bu0*|TTIuLtiu@iP`=`dn2+%M(w*;WLhK82fZ#awUygSU2_S+cM6h(J9WKSV01z!P>2rDoekyu~EJ?>fZ%^crK#ot;wZ`%4D2oAK}LjoGfL^x3cF@0=z zbgO$PjQZ3=5V6OzQ=C4>u*+-f=!C$*=#}SPU>n{ep3M2xYu8fUT7=3$NP$xeIJtGT zhiVV^S6*djV?eA_0f~r=LqCz6Gl0%E)%D8v#)pO_Ha~xcae}!>{jMYD9RFQU+mwE| zXIl*{z@XUbYU3le&nQ|2A_#%UK;XJy7O<+4>ig^2?2k9JrA{M}AamtN4?d8~)=cTm zT1kt5hYY{I^pfu6sZ&KD)2-edv}aN9!I=g9wKlc!014py_{TIgaeW%O zDLQMg0rSm|K?-LQIBcC{nhjilZ;v$yY`?Ilr)T8Yiawmn<{Evx_Dt3_(+S&FPkS*} zBN?YOH&j+Iv9b5# zYQBp_O$oqlg`Yls3J)4X%aIG08I|-B5kaaJ39Y}rrSuFzf^YzzD>4P4*!56v55CRa zyLS_QXvu5-1xaGgDQC;|%^_#unN;@}x8~Dff?`SPh>Z1>vD<&a+mjqAiyP7apUI#m z65T+ux{jp51r23ovdMP&l?DJ#tF5;W7=W4R=hKFT7l-o^xVa^zoktZGhbtIie8y0p zybp|FdM7SiP(2y(uc}-`^8df7F4<5&sN>bp^4`nJ1!gtlZWV5UvdYTJ2^bX}m*3+` z-Mzi@n@Dk9EL3Ga)1Jm6>q5w<4F%D9g;ehv1^8kFRH1Tg&?_62J%-#yAWSJW!eJA^Z`& zPKY_A243DIfCLu)nC1Wb$2ymS4Qtu27aZ{Sg()c;{`$6opren!AQXAe*lZh}_L8EV z!&C5#dO(FDFLw(A$T`BBZwh8+NHHOx58e;m1I{WZXu`#L^G(^zx52azdE^urxLai4 z0a-;NxO5II;Gt%Jj%0(*T;;f`taVhnYdolL1G%^G(Ph`t5mt~|!gY8u@j|}T1i{Y? zI32~KIc9rka-D`V9ZINFyJg2 zD1Z;XEG<2eWacO2wLJW8mjl3J{rcPw9RPHo>Y0QKDRuRzo{Pum;~gJlb&10Z#H@-T z=H=zd{z|s|T{X5Zw*0BIR3_KBj0VKE`by7*-xE>d764OaLG|bvo1z$a9xgOtNb;F} zst@M{ZO^4!-*bk9H*ZcQ7d!zQVz&Bg2dcDaNf1hww2qt$1YQeAP>-?;+vB0K08`<- z2(B98@&}H&UQ0&N92ZVPg$@IfsX;q)<%b8mI>yFBlK}kVN4~P+L6}>M;*lag1O9xk zb^6lEXbl3&(J#0H{^%K}h4?j}qd}CDw(p&q$3=uYsA%mJ!CS!g4AG{ns!HxuF@3@$ zVD-z}w{IZ`gs=<%bCpfLHD)(&-Fo@*<>{YW$IwU$G;+T0+qZ8Q+&h((W$3==A*{f< zr%!oea4cB3RJori=rj8=ta5+XdN)FY}YC)MSm=4Uv;m(~pQ0Bf1ssXVqVEbp-+xPE311jTpJ?8=4LT_HZ za6$Dw7unqWg`D^AFM(kHkd`xsb8nnHSmEH#d2>i?D2F^>i~-_~{cz-;~v9r=mbKi@raJJBN_KO-Xg=BJ*^|8lis>Poi-fcyUE zYZhQDgC$_9PuB#cmQedYJ_ly>9}fI)pG#na9)b&|kN>-I1Mthye;~sh8HCk1Kjgp= zFLlHl>bha*I+N~4G!Goz@Ll-naZA=@!Qg)%Hew05&sXR&1L}@I;)^wO8Tj-X*%8oK zw?QXs`MGEQL$8PVV_Gl@VU9jLP9p_IS@3U^mYBGqI{InaqtUd;ZpHEuGWY)7k`;C2 z8|44)h=mN1{4JdSpbMnEdq*6n#usuTj80VlzTZ#A1}}#5zahH%BcuSTo%)A0!)7G- zO6sF4uUSE+`Llg6Nc?*=cw>KbHVXs~odd!V=3a`oBk3>xfe5h0{kx$BC80P3RFSO6DJV+R>sJ5A_X3)CPTE4AGYD3%lX+`7S2T z6yPTumIel$&32I&_g6Ny7gWc7?Pwp<>IbudF;pC^RD9mj`F;e{|AV1uBZEN)o8$~6@QE&cr0;-(k?tWP7gIc#~XkZgjb`v_xzHujzk1{aelSiX9l(_+>B_SBAcxFj4895fS% za`*d@ksgacVPLim)IOgr}hk3>!q!y?)`r{QTYO_3!G* zGL9$V6#Tfb9${(lBg+N9vk(C$5J3&)3W$VPrKP>a=?}sg7^iO&`3N}=`q7V1$jw?( zCZ{&Uvy!afa^vAc44lo@yA z{M_yq7%tMvWUEM3M)hyYOE z%vg{7f!)-7vMA^!NXyy_2b8nFbn#RPoxd{je@Jn z)+BLN97}^|pJ~{gAK68ymV0bE>g6PHtS%g)X4;wOh0f!idgZ=1~L`f9=?HzGZbUbNASLZ zV^HaFW=L|^iq)4oV`%AK)3<%%w`Nn4NbHj*Ft86jo`H~UkdY8K84>zmNW?;(V6+|7 za&XpMoJTa@mJ%=QrDR2s3|NyVeb%S`)Y05=V*r7~${4_?RzC~mXE{_SLD5GE%#H16 zD2cArTwAEp7zt>-@u1Z+*$-er8ov48{5@HaiiyNL#>7e@!VY|~HLIQhCwClvnrKYO z*EAQA6u#0BMolge#KKoT0;XvSR7YT0kXXn+I#Y0az@78w!QqgdUv2oG;fGj|L-E?+5wqXlZY6-G9!@XcSbu=gMt1xMCC*f za9IPauH%hv-;t@+LQ6Gbxk^m@c8;cTWCV#!Dmv<<<9uCE94l#YPAwi0&HEh1Vv(rM zpVVN;As}!RPIwEpEGcDor)ca;+HQdm&#{cQxY7=}(VhLbdwdnj?`+^FJ*vjw>=??G zqmAo)%b5#V_fO(qoN}XqH&H!PdCs*;dmhAkC|UEF4HVT+=5Wm{sm1;BzeT!g1x3|3 zZC4kW3K}5WPx@k`4aXUh5YhX6x#q9q=4PO^;W&5Ll8hNx@wFYVY|>dEo7n2c@3|hV zWth%ZemW`OR$6ez;&9dKZDfrTlWzs1TIn1{DdijDtOtVG6&o!y!ey68{Hg?dh-ifL z-7js>CIv89LjrpYnG{FtCv+Pyqe=!`sHGd-(XhEMPjC5lW4S_O7rU0w7Ny5iU1>7( zJrGi@d_SDYn%pn9!-!<2(lE7t86^nyM9htd0LJ0NtQ3$2Lu0R4}M9+oazAu^;Ul8_4_DW>t zEYe~bed&KzYTryIWc@xK_ZOPnhE4NIBeBCl^*DFckt6cjLi=WkoF$q`2n`0vkD8B= z@BV`&MNyXGdFp-Gf*$vxCv-w-ZJ-j>vg4_Sl(M~Ki(YdmyqAT2^nf;4pd%L&o%;p3 zVKsWcS`ykMb6%E96T1#2TeBo=F8_~Zy#9umVo83H(F#3Bi#65|!KSh`m5WQxK#z~S z-k8C@d)*Rn05(z8;6Z=xl`^}m5AVWPB_pPG)c)7ZO(|tdsad6nhKv+hDTwHxC2MAv z)N&}!xGp~QXwSbllFD_aR*#Iwl}#t``)rAUQGe^PkJ@q$6`e3k9X00`!uok|ebFsT@l<>5qugQ7}QhrJu=^Jpo;DwuIFF zyLN=K;Z#le3D=9`xpNd?7k|_cEfE<*+Q?sT86U|ye^Fez(ISbHQyIk&f4Z>1jR;dy z_G{O!;jEhJhJ9z!D%Yzs1(PoZD`K!L#K(^rKxRXkBIDTdQ%625Q?S4K&C_X`d5JYM z5+r+!KWd5|NA%UUZG-$OPN}oSFA0mT-7RxvIV-0O?hi;;aSp%P(+Z$a?=Lh*E!S+B z!CgYY^Xqb!*mZHk?RyZ7n?Py+bNgSP2)ugriYH8U85?{+kk|TjsHw2I`OAd!*tC!@ z7MnpvY}~LzWOoNDKHlns(VqEJOl4YRuum z%3)*e!G<{0h3$RJr|vT3SoSm3y&VB50BRhl1sdUIEyx3=7yHu)e_rT8q-;}i_W<66 zSb&D83-O3`3Di?*_D23VUOs{ZG{|g^j1cVFRd!c9%{Y_SyzsDZB(JYN=?>O4G>iZl4+3xw?O!G2BMicN z23fUM)iT?@8h$E=fn($Z&I)?+ln8>z*~l>KZNYfCjmnX`#5TEzDJI_(1l(PNxj4|> zsGD5nVxyT{u3BjX>p9Hct2WTNyr2g+*gva`(fEeT$q8$@^e=Xi5Q)F{~E7KZN zxC^kQgec}josqCg^^m8sz3&oVaiC%>6-X%4%mD<*t;wLahuu4VKC^vMSJI&v<+;%N z6SOrN_P54j1=0hGTgTx3C1`uxJjAle;-XX+MJBk1PZBV3#n-K%3r0wvqfZ#OuW$5ApWSI&7#X7aFge zEWr|*=|E~H7S7AnSD_N|XMCf)8+v9*Xck(NfgJ4ZLx=JXR~0yDxr?sb0=^lLDs>A5 zwfUoCV1)q-L;zj4?6Ds!Tdy)RFKxZieg_~F@tT9chCr#Y;xU{f{Jl_QalYYzWacai zPXrJ>QTwK0;w3x5Q;@#M`nnLkU(U6b9}4iI`QhT>Sg>Is}1?57vyB zdXGGKc{waIKOZK`E`v^4`-QDxHqM&;cbZ&)Ww?Mpg|K9RBvJj26MKn&YwYgQKKDXI zEhe%-Cwzw~?sJ>WoZxAxF)I_kgVVH91xjy zQk<`V7OKs+=MO-ugz%pZ1jr)XeWu#!uu{Vf_jDvA;Bc`+4zkWe9Y`;K~d1|F3Sd zB(**uqdGyTyGLf|KYHo3*k{K&901!9u}HyF%1L*N&H+4@z>NqX7tOwOsT1#Da17}P zCMDSvd}g#MY0XjD%l7X{5|wy09j)Rv7nA{XI?? zV(U2Hyx61|7c_2*!Pz&QY?TZafzGx#2h|CU}vUaWF>ytqO8E!DVgCWyp*RjdjxPgZKpzttE@qGQtSq$a~-Xja~{?1hd;2 z-nc_|_ICOd9k?NEZU8G>`_02(qW}#uC^PFP=!6*r%66-O@~{LF8hYFgc$C5+<%b_d zlqh9I$n>3_Fccd82*1SSV}bF2)D?@XdYC)eWJJFSRiVrcKD(C(^Xb~v0{C}$n8heX!bql*gOxN)Ze+3ax-*SLeLQ3NmOs zguD>c{n9{G1Qbx?`Blqs(~z+7Q=3^ZGSmN$H6w*}iXmfo<#9Ig!V#M`2)T2Gu8V9@ z!eMpxPb8OscU@BR-hjCfQ4G}#YAACNS|}wYrO1D4xqJwSJ069S(;5L&A!|Hm78CN) zVG?A0){98Yx>DMe7{3}Md3)y2ZCc!;I0>F<+6)c z|3>DQPaK0=+Mn{Pe(o;av^~XRFWAk@yx_mA>_{K`O1}xV`u9YU2 zSNU&wL%~ePKZ!ULi$n)>cVXDAAI(s#%LpRTdLdc^_F)5{92+}4*eYN7wEG)~p%BnR zEbG1EV#yrZ2bIm+bF~jx@hy^nBye4XP8#MQ0meFMD1pg$+zUakl3o$XO94eGREQ&n zBv33PRI*!j5<2`M)KF+07s#`IgREo%be9{O<9YG|{8|_$$;uzOLqe^xnCzMG@sr^+ zeVcy6vse|n=wxeXBjOX?EXb!X8&qOCXa1OjfI{IeETAf7 z169C#THd_tX-P1t+4SbL;`pwG zO>1)10@z!Py1j=44W5#ncS7pX&IfJKjZ#;vMu$%8LeZZ)i9LXz?2AK)6f3>DY%4@qx93;e|}P%Yu~q*<;gxMAWQ z1YysN1abh5$qMPAG5t2g*@ob|g~_dJIcbu_c@~y3<3UQ^ttOQOnpPCaz2idP{F~Pz z3(-%1f0=N#0g!b5@gmwHjH>nttGA)fOkWmA&Zd3Js8n z#n2J&{JJ)JOzT&xYoaiV9-X?@;6x}<51Ckc4^Vz=pVy>`QvnlZ&N zCc8w>W=EAN#ipd|-&r|xt85_38qzHF)|Dcfs)kbqV+%@#Iv&TBguPKOMd(4PIh2*y z1BvdUr>;VR-zH0nQ}47v&zF{8T0`H;?zP_foz)5rW}-#%5I3dXRa_Ly^Z=1m5lCx& z*1J?!OVanTW(Ca5w*w?N{1+wK(l2rz0!cs~h=9md{>49)+P`AWl#>y!9V8YY45*dq zYS~{hM&Pl9ve4P+5Q!zERve<6BjpuCp~nmEYfh^90Jj{;X1vrvhXJM5P5^-x=xssB zf}obxR-ocRL$I!QwXAmk8yvIgoIfkZ8h?Y_E)rT!h+fVL_IIl?omY|Jlq9;nlcy_Q zKIHsJsl0?dVLh^)hG(#b+@A(Y(I7gkPiWI9267}-+F!%b_P)7cUZ?;mfR6ZYp!!3G zFC+GjWP@;zaeF@~hc>JdZxRrt;FKTVTe#tsyoBW5UbAD;P|fd!-m{V#_y~^Tgg*=}?a%SpXWvae(M-+6cp+wj z(ycNz3>3+K1100fovkRbN(zA5js7b&VIa$#$Sr9vKHB*=PPI*s+=6q_Z6kO=^=^po zDh9{7iRw)v=I#0-8?hNz#~AcJi6;@9=KY-Ro{byJrqW%Usm67};^17qiOFxpfnmWnXAH>@Os#_s9J z7Xo=lb$aMDVmw1B6!iFFfvzzV^zSY|#1`$)y-n%nrz@bcE=r>71DJ%q^vjfl56VL% zpzy+d#jJe>ewxpj!S+Q}SBN5-@(>@C04|=8e-Dtn-2$YG{>v5QU%q^S1waxWv)Z6G zp-VDxqvQx&*Krv9@D(-PH zv2;i{J+9~v%qZRw>441KzVek%JywUHv7lYiQNIOISb$dk>$yE$gfbnCR9sV2$g(hGtkE#`-HzVw6hIxkDHl9Os+MR<^*>1kyYhdJAsH{;Uss1=hE0)K3_w z4B-U9AW*Pd#bQ6UV^Yr>dB+k2l8DMH-yE>f&qLe}R7x+{g7g&A=^H0F+eu-V%Qw^i{jsF?vSx8=3z1K91DvV z!gk5`i6l2L$>mEA{kkhY9;Zl>SwNmxH3fv^vI#B7x){UX z-VXwxE))31>MAr#BaDk8PL5NM7b#XVTn0E(#za6X^` z=u<<1ms!BI>)iF=NMOoGd6F9=1#G=pPY`Wk61b)BVcGc3&tio7RF#6t8sm9vhW_1S zln;4+mrn+(Uiiu)I3wAA?29L&gz|psmo@13_GD}m(5snh05zMGZF|FgN=9u%!#f-1 z+UMSCa+xJ1BCIHri@#f8&2KyfpROYp~zMGNq9DqqtqMt0HC#KCv1Abbqyv_R%}LYNpq;*^e}J{I~)338tOpo`B_QYM`a!IE?q+^)@4>;s}im#=(D z8O~#$1cij^!s&T_1EEFE7N`pU{+Y2P5fSj)fRHK#bW1MBWyQxScql`pmvXq#keEQ$ zD8VO5AMlzHC;gGUXqUiMMV_SM#$4zcRl?!lp3ysE-)8a^75&5-s+kvQG-*Rbzj$L- z1a)$_LmS3*hziOWcsU{Xjwd+Qg~voRgEIdzdeHEK$Vp9xOqHiAQMs-J2JefUMKZZ;nqRMMl)V>9KRe zgUserfhEGa-YCHSkJt|9=;<+09n-ZAy7ZGmX5|hUw0MV-K)7`$F}8U3yjwX&yFK6U zTQAgju)GRt0Qa)V2eQ|#WtyS8rldi+wQ^Gm)r4w;O#I)D?+`2|0_fWWH_w6QJpd$M zc0j08)Wi`5Wa`!%6|l?`UORYRaGZki6pmB>j*bASBRIE|;XexWN3i|}?pmWrybUQ% z@dAGILLjZ&Z2J&bf(HG{2zAmsvBD*#h1Q&B^Kti>a~er3wh+f#IfS% zU$`jiwEAVshrAvj6Co$EEA3iaPPvK@J)enyd?*0VtW}D^h53(0{^`y!KojLsQFej| z`(WCcFM1CW4n=OGe1Ln5(*|!}j=gxDm*Hs9;Cum=B}mx!iu~6sURm2RDR(&yP7w55 z1XN7h1ik!a-pseoPJ<`$%a}_8FBfh|e}#5_P($)dX^2G}+mjwXLTx_U;W0u(2E!kg z)<5BG=oHFOm>ep2E;#wyP2OT*fSV65o!;vU-e*1lBtzX%)U1CX73;MwfK#V3svr6C9-4bSvk_1o)R#oe*TD7R(!?4XR+ueD?`fuLMjTvX!mI( z-uv;Gl9MEn8`3CXeJc>bP^gGvxp*V2IUgY4n9n4&`iq&yQ_c-n1=8-r8wu;N4>k&d zf5xkF)PeOxa-DQ&|9?~oh{|0Ncs%CvQI6Pk&Jqy3R-YX2lGCMiB&ijHF309eo?E|E zZzD@BF`abKLmq7=z8ubb-_UI!dt7~`{uq=+UNlA5-k1aC>N$Q&bo>K0W8chO`HF9q z>%!KjtqU-@ST|hZUPP!vcK7s{e|^jcA7a}{{y%F8Dn;kju2=u`8#a3Q&>j+E_qVwG z?8zgl8!1d0Ewy<46#U{=B~z3B#2+AHz0aL(z2X2mp>iY{s##^`!l4gTvNF*_6I=pp zI^A5iL=iI{*yyX2$?nisB|v$ji9n;k2u=jreBLz`V?H5bKm^RJfzQqM>_^0|(e-jn z-1nlYEJpkqyXD}MHVFM){9>u+c}r@7N`(IYGx_=poDilPGNv(_=y>-WarPM~Z?PF{ zivy=oEXSJ8g-l7xUrP{b1?q!=^P0Uic1M+qg};#nD~XqrX%M+1cKy|dDx#wzxi;FO zCNgl|QO~LbnSE5u`~f*zFVr%lI&w@bEF@76DPws3s~Euz!VnYa9hvEtvUFQ&h(grd z5cWPdWuICEEq#{ChzMfn0*dAPHPVD_u|-~{A#-6LZwA#nduUReevW3cU5387%5?B# zV>=sW%ZSool#`h?MT z^jfX>x%Ha4+h)dhvd`fCLhoz$lR7g{V=!$=U6&pm!Y#fpZF3<*-~q!T8tFpAC5HlG zJiL@jEdW;9TvOIzT9oU57c`QXVXhXo`Sa3q=mH9!{E6%s{6Z&Y>*)WWIom`tN|?3k7)qSYSqKal+?(_9eR@cl9$$8Dh z2cMro36c@Nwm7&ESqm*0!|fX5dP@v-kujWTQF0u2PL>U%SxI!4UNqn^f7Q<2wk9`J zT0mV8wC4DIn(R_@E>$w1`at*hb#(ak;h@-RjCNHrj!MlY8bQd!W(ZOz2{Z$8Ozh*G z(*s{_i|u;#OQKj7kYZ~j&Qo6*3b`^KOU2$}gCY-WKS~o<;nis*0WB!U`G*zaLHBaf z4a1~Uwz2|p4W#Ctw8!^qTh`LDD__AvLOe!{;hWhrTa`UjWPOOotP*G=wRI(>MSk7q z8B{E4&P>rk)EWC?jqKkO9RPaXn>>38#gjx-(Gz~m3*GD+GfbUkm}wGED+zx*La?6+ zne}>*zT}|wx8KSgR)z}z86K;IJ<_$pWYCF=>@i}G(5g6GHQ{b7!_u!ae3FFbWC9ux zkvcX!bSLldaf*gR4W@HJ%RhM1f$s2dCrhc*sf>!doeFSaH~T6KheL$*IRoy9ku~3R zS6%lk@x5-}()8XPCI{tinmLoH4!p5}sFy;lgT$Z9Um}Y~>{Y*Hy?9Vx+u6(7*nC-7 z!n%QI!ufdVOCCbwx6(@$Q&jSH-q)lneGXL#nkAl?!sbBA}0lvyh=Oe`{~hfHV{k93i8BE6xcRKP*lN_M11fhiux*I{etZUY!o*> zRX%hKHpVrnPGPHlEFw>oB?;Ie5#OosgIUmz7(*k^4$A@=Ok<=*)_L;I!kNO3LNCn` zs(xOGiN`9}DPO0F^H6XitL)0^xro_84P%O6ebxacesfhB0FND$9f5*g2iKyypvxnorQK?5u$61YSU zM3k11a{!R#w!AavTQwu`6+wj~6QoMrLCS_{H|rXDWvfGo&=j(nz{%DvM_glJ@pkG} zW$*;5+?MbGHaz|XnO&`edg<_f8MV(!PK}`G+W2BRMo zeP^ROMb{eQS?!^-6iRDuXMt{9Ip4!ixBo!t8}!SZ(x)eTWEQLHGCZzWevt4ITH6JW zy+HnIddwpI)PBo8)F$;MB(C&{#+_mboKSBNAWoYpS^SsLnPe7vj`k<8_A`CSh?`AG zue-=h96-*B_j@+3!JA|Z4Rv==@xu}WFqDVB1m6+I^J7KcdaP&dJJI=(=hrG?x- zVzkFdHxi~Dj7^~AOh#F&VvgrP(*m?HucLWI5K&^|3J#ImyeFU-g%3As@=TWe+H2F# z4S6+562lU9dp-u**h4Bf(?$0b496u<+t}1H3b*7uqhlp8qyyG}>alO8*m&Gas{X|- zxIFw@I{?Je>LkxFm~}QlxmXqoHV74JwGr zdf8ki920lBW&dt=|6=I9W)1=4L-N-gC>|uE?>YJ^Ph^S{nXL|{lk?Oo?k82m<0@Bk z(5X3cL_liGq;EA3@>CSg_F#LWa zpF*!goIiH)y`|J5@pH0&vM4vS*q5V5o%+p8U|x}Q734YdfM-ILSNG?b#mPJLQgE*{ zo10Sh2cWTBNyOtLJ6Eqi79-@SF935aJ}w&t9NAjpy>O=eEk@~k%@@m@Xfne12(aWV zAztf_Jinpu3mKL0jbI*{rMxOrYOA%vsWivCkioKkM~WdB@zBz}l-bYXlEf^P z(Nyc4$CM9v?h>^ZH!=iIbgp|~I?Eqw@h1_dF__pnHqx+_-Xu_Yv7>k-iPJ&iG%La_ zB+=~HrznMjb@P7N>+$~#7a+J`9iTph5y8d#5JY%=^MDMfiT-Z<*+h4d1*nPVQN9*s zd6+p{!aMO%HxV#vcbAfyp%c3bM)mg|NfOz=yCyLimNBXogDk7OxhM(@mWC_Ogxn5G zC^19E)ExL7_jgsUHGq;c7!887DyaH-tZzgt#sCXec0@|Vgy^8~yC!xeKPTCXuo`q)4t&REB;)D)mmSj2#UmDPE&e#Ev|0L0QO|5rKs;>qOZ%&l%J#g{ zot&ET!$TPxQQ0>yfHqDtQzpb`-4NY1^6a`jMC*lK^%OzjCbR<~!IRkY_4GrY$%EgV zOrf`A-i^~p?i3?uN0qdOhY?#qb(d7J9~=_e~>M1@qdLLQnQlKBmEUD7}1vP z3qV|-2aiN${7G!fLe6I1x?3$a1JUKGw`fKJ}HYgIQk!L^>nHB^Ds+-;(+<51KRL|Jqva#Me7SCc{NhG z7_YGPNKDtfAj{?PTrfW~jJ7_qy{mJ=YKoOel(|{c)CZkJUVo-gtJMa1RAkU7o@@Dn zo7K9E`H{4t)Y(PI%IptQx|QWpmC1R{t4Wd6tW2Dd4xl@+fS{^C=L#O%EW6UT|4a80 z7bonWfVL{4R5s~Gy;K{;D&3MNY9jIYGyXF=ohgnM`?ur!9+?%1xMofx?-U?3;w7G_ zlfInr?6=7riHp!}?Y{5{gEOQwXf@#*A~$IM;^orF`ubfX!unb}5UGr?7~DDrZ4X*; zeGo*P>WDwD^@dnQOp(8IH_1c(BHPeOcuzpAPevpZ%h(JB$aM+GH_&j^Xs+~?*0#o` zmkBH;ULl45tdDr8^ri}f>)|Mz*adx8w^Bz#$u&AVyzzDW9zB;v$8jidoEub&_twPY zQlyD@H|k!E9TPh>Bgz!>cHm4=s>&%cMo#FtBT69H6fnGjMT?xItt(YPM8_)eiIOU) zK-H8vnU=LEyOgW6;XL$+n(Lm-kM_S8ov-Wk9d3N@)#g8mN!vV0O0XnY@aesy>Nf+1 zp^@rJO^8h*T3Qk`B#EO~pp5RP(E^-o>j4|SBBd7Sc=2nZKO5Xns*^HLzm6kUTCwlB z_6t-l;D5zwQM0{QLk!s)WWQ{6h}jZVv3}RFE@2&H1L+R@VEBev7Z$(atiFDpo|El{ zBbk0e=5EOamR1O`>q|G0z1O;TT>15$62F1MQ;Z;uO8$U$2(*zVv_Uqj)zVG9hkt9F zHg+QoiMLbQkXV(8vJg}`GY(pG?2-hs#DCAv1Q}A5OVr1+Ufsj=4IsM^;@oo0Meyou z(sn*SzIJ+YK-Y`28x#oK{#L0k1=}s}RBCbwmEHr2KeeoDyXd(k5CLedp|VBCTc}fb zd!&RhO3)ke<|*hJA5_1$bO-J`w_=oRN|e)O8?D{vyYuQ;n(N6?mOu|ABt zLaT8e(`fshEY%K^5wNI7MvTk^2MyXR7{hxJxiy>0P`S0U@Mn4zZ^e6enF|k0?#hSs z&urLytjWVdY2e6`HE$Q7p_rgSpc9P{+|HCZ-|smS;mZe{`^e;*a>R8=Yyfi zyAuLF2m6k9d&LG=k_iSnr&u0ih(#-Wy~dkoeY>L!P|5!nQ{Np=<@?8dpK~1RNcMUM0{9^NwFqSP>nyeAb^d3MT4@L0%IZLm@0f1MyIX zLWAuB&L8|;3p5d+U+)zZSjy5hUHS6meNACC(O<`%mCL$jeKvj1cc?!$Tg%^jee3Z1 zdfU!;dQ=<9-MtRl<&EFb=^E|p><*({$)ECSs4B9`%y)ftBmxX;P*KkwKFK0!=R*)f zA*@uFjw90WVU4&?U_U&Ub2HQsfO#fzJOysLVViwUK5EzZ-ew3c*7268b`zSy&GR>+ zILL$ht*b{^s1W*Wg)HNXCR=z`!MoAw1Gr`-t!d$X0oe3fU`aeKyKB{>L2Jd`$IpCS zOEU1X#k=OUGUk`rm&&JM@iz|7_LhIIcA8x@4~Y0vXd;Rq521qo z5_RDZT(sph>h=J;N(`~6tR2n*B00he+f`@-fiL>-<0(GC`|J&6W#<5W9ess3k(M^8 zAhFXgvQ6)h#VeSn;L5SzR7aocaYZ8)!3LU0RwgmjjtinkWb14rQ{$$f>!s%i02bLl zixP)({w<2LYS974^~tQ^>*b@R4*6u*(0&>ah`9#Hnb6=s58vTM0xqSXV16UNXq;h?Fh zhJH5=ffM%fzpsIu?iU%>mMiemyfXMjOvdlSQ(M22?{f~CDg+2V!l?s(;aBOMt!T_i<^^82j6s{>sq&2hc-lRj$p(#2L zm9@_t!3w|B-6!(r3VzQU2Fs$i*4CCA%)7ku{mn z0jngy(#Wpz46PGni2mZn5qJ3 z4)#QFEOn^(%HCd>{k%4&X(H}0%aNpX?gQV|tzaQEj&6cL*r_Pypk%wB&O@#cWjKwJ zR3#j=-2%#JGHj8{Z}rggUtcv6p6>}ne*Tu61EGiX-Tw5mWx{93U4V}Dr}?6Rzk##( zv48X)=!>VMbwvY0|ELyg)G3b)fKGENd1?eSZFZYu^|P^3Ro4b_2~u0c4lT;Xjn7S< zye({>;#*!i^==bj@@7V4Zy}jkd##fD?%57(cy)V19ltnKPi@Z_7~USR@ZQ5iIhUDq z2+=K1?5fTJQDIy#gLv9P*1dYg&d;RRp;LgaUjo8j5G7Y!_t?v8Val;w3AoI)LE=!M zZhlr}rBKLSd;b=KX;zZjc@mCDg~2eomnoFrd$5LIdiaESMMWPQ(p7BB*#VqYp!Bun z7pqHb5P0r{_=CC)5uCFQAw`U^qxkU|LtP-E5mc9Hvc)5rQG%*62s>w+2Lyfp_#*pb zm9CQ-OH&i!KB;AuiOfb4PQifH+rP3%#dy+l0=WT)r!R1>3xTAn*)1T% zWdC{a<>B+3DnbhAIIh#y8Y;ZtfvVLc zvg}gP08MK-m$=%3{%rU21%jCEF%0M&3w_{~4&)hrz}VMRUYwOyG}N5({5N$Zn+L>j z4^3?RnV;#MYW^hs*JFctI{UtdWRNp&IRc-MK&PHAcQsn>nCp0NJ$r5r=#J$<9-HAu zU!jYnIcA?3cV9r8@60{@wRn*rLmoXbr_%?E6P)wzh4(o2Q%MB0yOO4d0?~)yjHV&c zp|vFnd?`+o)4`7EM&sG^1qXFMyP^+CO#Q=&sQ``7VZgXImxyY&t?qvE|x#B?c{{nNrK)$FSnb(ovZJuY1wIR4p!L z%$ImdGq3Br3C^LOu_U_mMr0)5rfbHNrwAa2vF(%-ag>ggU z1>JJp^jF|o6aj}4o=oo6nby&#Dx%5 zjcaK@H0Nv#YDTYi7q+aQCMHG^7yiSgPp;@^7(vs$PYOoQ--8VO+N`y!ysr$c5i`)HT$Dy9dI;^2W;7$(rjVVISg1BG>R9I~wqT16wF`_EInvP>oSv&M~;&HHy z#7LQdNQFY9n5hzPSpGYh*We5MiE)j@+NS2e%j!~%ge?_;yy*`^%=)ex`9-NHwp5)@ zkwQr?ZZGv_HDYej#l6<1%w@EJmha(%fhx3I6H6J?Xm+grB=1h-wDg^cYThYmI87FZ z+{qN6(ar&vbz*#}6M@iIsE4ses(o(dFbdU9Qm5w;D(v@BR1f2ePE7gc#5j2j*^M!TW+;?-QVhM~BlT zx4N3lw^|ZDIsf>6uvB8{KrL6+izYMfg{e2ABmupcfK%es7bu^yr_1<=3jH{zo`y)W zi8-F^w^5|YXl#w%2;Vl4QbhkfpO)GEA=$&bCI6|o#x=ppB!Tajcx}r>rzB^I4XQ0j zjF0mg35hED8sD97s;wMvAEg8Z1yxv4Nj}4{al{ZX2rmmgL}M+PEYWiYUlMK@oeXcB zo&EdqWWK1ZY@=*LiKpS$FXnWLLjHKQ(jt?APXnHjJUD#!dxM7`pVEx8r1T}kJF}fC zXbl|3_aaNg$g}zKc1c*iSk-lSNTVKH_6zze$!!a%0k56U_Dp>=EiEkwC%O0R^djDF z)@MEvXfQ6^A}RByoEP>Jz|ne&lKZJ+6=5sRG{t?;@oh?>rwiz>~u$5J9Cj4ze0-5 zR5OA+kZyba%BK9fJaM>Ny0&`^Rq^Lt?ow2?P$Vyo9Sa|7*ss6pP0*$t^kERLDTXL; zf`z0MbpMaJejB>hudkN&9zGNV&yV~b$y&U;w(w`K#BT!z^LjM13oJq=x!O3j|LMz!p>xbD{P(rDyG49EQO1@bt!OLI|zgL(z7J`}!f{ zbM88m#{q;ZDG&YWUOW_Zc2VHysqpnc+I)-WcwYJhlS=Z4un?r#tD(kOWlyd=8w;2IAlU^?*83 zct{|U7s|aYp^HQ_hb=|7p2nJ2bn;Z@x4{-c7*}WVLDa zqA-rXf^QZ;9O`T-m_1iACAu^i4H6rmD^bKrWgQ;iwk(Ci&Gc0Boc)WjQ++`5MMBgF z)>{I+G`|R<4vw_7f3)84{F}DN4Bl#z)1Z(vg1Flg*E3nNh_!%qkBO`GL5*V~xM7=1 z2;{=e(labslHs<7VO65QJqcddc&0QM^AJN)Di`ic-FZE;_YU?eD49@({)Fgxb+#Tx z49*yD3FCoC+8A^oCHMFvbtCb`-4{wM`DNNllT_kA;rqYELuv#)PM1uV+&lZUzkoof ztLMj`(jeT|)#&?4t|Pal5RxV69}H;`6D{)Ge=^ZqeLYgCf_dNB%97U-9{AH)>NV!BiPBqiIVGFw-*mIlwS zleG6HkLOPLn!v&$Rxwp3g}+iPnQW3IH4EvK$-q!5i^rLEGaSh-bTkf0Jz%dFrNLXJ zU~sYePz|fxk^3%?a4>|u;L%lTA$ZG;yH5OMk5y8c>TiS)>sp2e+qYMwm{#;D_pJt0 z5jYB^bQBmygrz&u4Ltk*^fE0j=+R-S#;^t(rwRV~a9@)IO3LdC!yc~* zeyWRWo;ZS+7rc_4*Uaeyi$#ogjTCbnXBM~2vo}~Xv@~Bn%A`nocaB(j>~;^SCH57@OZh{T<7e``_wRipKW8IyQjS14Vp z4#!Q{d8`FfVdxwbz`m8jovzMGFvBeyo?7SwtbOw*@2azwE-4#8vOXeb`o{4flOc_~ z32l`lLsb9W?J|Vb&fbAns5rsHlKP<)yV94tjM_7uT?k*$Vi5F+Ov&*Ch zp_Cs{hZ@7YYzrXrkn62iT|rP0pLl>BQo+_mozc;*Lw#qyWl>A9gr1`Wd9gMTNtkfj z@T6FdXJw~KS$z3CSJGAa1Y$JUHhwRA#nHZqtuo%uyi#-LzAC5Yf*VJ;bDs`OvSIl5 zye<#UMg)@Dcaz$enL*K(L0{t|PAkgsJnkO&nt&7Eo3PDPYdw*ky39Q4`Hy7V^9Tk*u|nLiwETN z!w4cSo%2lld@`E4Ta0Ag69{*N6>G4q&c=hF1CD%Bo4juBv#imDuHybIT=OH{A38U=23$>vDftPl}IN(BZ}fqwvh><8B;0akD{;_y}5z`t>_nz{?&JAT+j1(bf z-K(fS&p7IFA~VQab`?ni2c2_{Btq!q;)NW`9`@xsb^W0v)-YqHi@PZ3jp<$-%~K0{ zU3PvfJLy9I@|myaU8Wbi-~Lsv{XDFUQ|aoAcE{X-i9WS_&|hUlX^y_GchwmgQ-|v_ z%Zc76%l;$}<aK@*|36zni#*kuwPQ^N$v3_nbrrUx~WuoeirC7m=CV);gQU3%-@!)r|q$qCS!2QfBnF1xceS} zSZ~b`v})MIEA9MJ?SWT|>p@h(Bn%S-a0YXtE(Q@%M0dKt^A;7;7Q5hU@k2OzSp@0W zYhGR(*OF65GIJdW$Rw*2Cx~P8vpz64C!ne(WK`xSI^$S?S=`KDyG{9D#z(* zI^vJ#e|*8f_Cl^p`dVl`i&m#p7}VUlPOCE4uP0YQV=F^EMaha-R*6M)x7Ai%B`A#| zBjF*{`MV+ZqF2flrp8I(&lQf5yv`C_V~V$+R$<}BJ>e7)tikbL`rj7$E*`Uj9MVEl zNqj7&CoG-WbE~$U7_8)Z6!9n~UBTl%}rQclN!~Ebn+l{6LCFH zPCZ{PpuJdNNK3nY4Z6cX?oemoR~fHq`sMS!!tWE`0j*V$q8E`F4s7Bwo8lFhtT2>z zE}dSM1P|+f`@0sE|8lqSC;WZDM7}uce`4Pv}Akb=qXqU8KVi4Z|aP0UvJhfs$L=b)ry4vUk2QQejJM{=zF zy75x9#@B*3{Q_8werky{f@?~oBW%kYvj`V&APM5dz1DDov|DNA%Qlh$jzFUvlbKQf zrC>~j67e<|USC{le(G~yp9bIl;4w41CRVCgxM_nGNAQ^cI~kUI>Z$*%HyI)T{cTJ3 znjEJvWOls97ncX_&eHd@F4ULr&HRQq-iu)RVZHepY-Z9Toz<7xr~bQ-s!2GM6f#}b zHfV957Top3O*sh-1>fh;@|44NO0jZ z*DTq31DeU4NTP%ieu*odXIElnw(I-VF(Z4JCw+xT<-}hGx9T1f%m*2uD=aeV1T4Gm z4}w<8p9!Sf>}H?qqY+b=-@i-71Z6oa_`J7;d5lnHY{9)l8S$su&?^$fzcH%(SjRiy zm<_dyyJ6;^qo_arhMs04@csa@#Hk@C8{%Qd`l9rl^>#w8FLgTZulArAi?d{W^_ujnfDf{IM= zxJni3OemR{S0en$`@RB{Btz7dspGfdvd#z#j+}<4D$j1&VPL(FQ4BGWY-ulh=qeK6 zTs62|J3=iQTv3QR%Udz0p^)WgA)q{?_>#pi$^Zh4iXa{nSAIq=+`U(-pDqRQ!o*XY zEQIc5b{xQNPQ&3`w3y|tfo1dI2jCPg6~Y}cW7u9?P1S;^jq&S91(D8*&3aSF<_?Vc zn>!2v{^g6zWD!`?c1OOG=HUvQN@ z{g-~S1L|lo2Fqi9?ByC@GJcX8p;^up5N%SWLb2z>9AI)iX=|S1i~DDg_6GUuX3BXGC3d#ijGQ z;@Q!8-NwhdfF~it{$b)YfS8I%bI;35EB4yoVS+VmVdOl<_$3C}9nbJH#-9e?&Bu%Q z7pwrbUIHBlQr;;-T9QrYru=Ocy^043@kw9EGCm+n1o+~&^hJ2s49q z*tsP#jw8k#rUzC8kMq*>JJYC|W;yk~I`zVMXfYUl*xNo9TL-vmF_O=@Y)D4FpKN?2 zQta?=F5ddSZz!*q$x}ILa5A6=Cb(xu_iHZa_*&mOz5cU$T8GC<87MuMBpQl{F;4pT z)iT%hXMCTxgxcQ-W)1nnoo@d71p&v}lcY(Sb@y zz~U>iF;fZ{SGgF!2+$b&hqOYX9|*P3#s~K#!MhEY<{w3bMR31(BsNV*cWp2{f5ak< z5f5rdmxl}=?8w>DGe>zZ>RB#}NXdZd<1-MMXyMc2H)vI0hPVF?fmbD$MprTNi2m1A z5lw6vBw$}e#roCCT+CIwiCG*(Ojv@thj*+{i(b_DT9?D&N9#NzoJ{lqJC${Tz8Ez5M}sSKTBb;?ZJWina+He_FX~q-Z_*(m1!* zs+mXdeTf{RzyN};rsAESSHdgGO4zcOb&|z?iaT2>^7POOp++jbjUBnW`E^i>Q8zxN$wCwR zx%GZA<+?@5UqqVtjF!%f!&&6<~ntcf_o&kj?MfZlMMMrh4p08@~QD21_ z!9-o*i@%2Mggd@ZuCI9#Op2d)id%EoNMkj4&yD+~BJ*Lu?w&e9j3rhDR()L$TBYoH zy;wQ-NH*q=(3+Q6#&$p5f3tAx$ z@|%!~M~_P-*IH3_Ar@}~=xkE)rZDF8On3n^!+qO-mqBOKqN2wo@-R~W!(@&1i3}lS zlyID%SphFUrokX8MV0pQ1W)WoF_eU1F)Qal&cxW&WeG98#N2lgW zv8cbal}s-u;aYR)JoK22$B*A};a<^21uQCQD`m#WT<32)7LT{7;_l@HchF2uR;CrKQ#^o-Kv{rj@R15EPMwXB26ra_ zy|3m_tOL6>B^#j<$4!IhNWthy;ht%hkJAsQO^*tP+{jk{>sC-hD6sF&f)J@S#((W#rh)<6PxBd?Fpgh#g0fcSZ1g)_VOJX2kebWpe14%3AWz{y2nus1m zDP~!+Lyp5|O?_lh;c83cIV1^9j;Uok;H?DX`83+1RTh(6m=8)q!t95 zBiP#DN>F-~in_kP;7GG7)?I&!M`?KS!6n z%(I_W%<&;V}ct-ld{E3k@T*e zr+PDm&qT!`u}Yat)IF9G$SNb;%PT@?^7WHH1GaI9AF`CS?+Aj3A`jB~CJWYzpfQCQ%F*Q3Z27PIQwCcM7ZTToBm2UB|BZcf=Fcq==f3 z9uGXY?6ds#+l!AoJMOauWvieAHto(I|`a2YEHmqo3< zF=@sS9IZr`;qmYOWas8?p$We7++6#Ia=_PX0^e-H$FE&NYJu=vC-~wkb&ihSWjm}X zOjH~pxo|lw@+RW|#1k%8`hzZ8uYi8gu@kSdkqpb-XvaWlFBK-7J@&L-jovnJ$rbwQ z2Gj!|C4Hux?Uhz@Zp)6?SHLAJc=Y^RHA4boIla#PLP z`Q5*tEoiM#XyznQ`X69!W|1Z7>qhKYPlZ7} z^BwAQ?20ZKaP)o23C5-gjY5HYUo{*%K@X?};N@su|3=abhhS%&TtD_u@Y$8HF#Wd8 zgLr03^hE-5rr@oyX814B>BauJ$o^{Y1D-HlNW>miyvhV{cupFO+_^+Uqe?-Tkx)R; z-T{OtG{g5${P4Q&sgwEMUPK>Cb}TJkKL}~J>p4C4*x6C$M*UVHMaIa-2y;e51t|JY zbZ9{+{|X-za7d(h20m-4(t6~c-h*P`K1HFuI1{N%@3Z_HHlM!6XVhh zG)!XvNr z%NvhlkemBZ4@bwNCa#cTxu`m7=^Bzoctelw{N+%6{-7w>*lEHa4!P}1j% z#b!(-U@sCrgfzgbXcC|!Ebbz7^TXs;s*vdsZap4a*;NB{)A(>eL) zJMY#iB`d^$nRg@hW8V@`#h7xEkkEyWe&8teOVXnPhj#+^{B0ArdaXcd7(9z&kKr)r#AR^UVu zEQ_e-@lhpTFbX#nsq}D>jH?~8<@%CGg~!2@+W6TpOX?|t4L)ZbO=J>Z)5CAJ5QNj8e*)n5SfgWuLONxQT9g-*nZ` zr*~}9oRxm+EOo|S3SCJO=><_^_d$AzWQX5UNAlflt*S{UQg)RR^xB%AY1rL|y!kv& zdaqz4ZH)1cURUFe_~wPV&lJ>PE0;%?@7+q0E@P<4WeLhAo4%1)o_y)VV#{3ipq%O- zOXXCXkOC6>5a4a?7&fw$OG|-<<}RA5B93rwZk0Lswr(9R_xviUa{Ix?K}ZMlB?D|6 zX$IvDWd@9>ci*2rwr4LDRTYlg{&r;bJxYV4sjS_l!oMtVQlu}PIu0e|l3~aVAd#=I zIM<%WYhMXX@I;zq*J&Pc?MMn$n!fks^ZLqkceoF}qA(_wJB4JES3aY2bD_mNRq08gG*)RCoOk5s#n0q8CrO^qRA4|Jb1q7R;{wvB}){T>QCdk7Z0- zMj=#v1)N5(klg(FumKqF~@HISm`mHobd9JnCnQN)PJy<;rcNEAbhcLEu17_&l&*NLOGD}WpF-0@2kXa zltH3vdElcJN%m4U&^F4Jn{`tm4R9IegMj~_7YJW_A<*pN0@~4b z5Ag-y$)nQND2mvz7F`Vf?EE`9{+9gvh6XTovGXp~?*yxq=!c2y+1`G&?tt(<%d68? zBv1hSy&pmEVf!Rn3N`o)u))n#(YoVe@1zMiyQFaTKjE6=$kWz5b_n;q%F&CJlZqC< zvJJ%3;Q+dqCUQq&>+V-u`knaPHd44P`HUy7)WM9tVre;(tS#gG;H~$^s%BL4yc<_( z^8hVgDN;!3ev*aWwDt-d?d|+n`lsZl% zA_^r=a{n_@Hpz$C1p>pE?|Q`xA3fZ!1GLHW2_d1##`g?>w7Ifu)Vgs>==1hNS7za@ z;87FqWS~4ggk7gTyc75^CnWZEt|J;36#zMjOWo1je41kkSG9&U!T7)3HhOPL<=dzXzctL8~PnPh$PgBm72hX1?UHe%(v6B{~Cl79(yd4ou zrDrI^yD&YP;aDs6Nj9qmA;|0>f0v2 z1^P+|ck=Iurp=Pg;ue6%_=#w7H>F~^+8(KHyB56x7`PG6G#)(#UqvP+khHUghcX5K z32QW+h40@e3c@vjat!lYY*hB|h`;nxoRt21n0h>{n{so(%LekJd|SHjD!#ap>Vleh zH--Fox98lkgl|-DUD${y5!hK7>|n2*#TupvvP3_v2oN9FY?U$)2MrlM;L1|1W-#~} zcH(yh$T6;$f9SpxB1=cvhN7L@SC@bj0v5DpAiB+k`rT7gm{r8$Zu5N5fb7ou!e$4f#xv~3_wEy?*K=7rTZSxGkw3ZGMVCI*Cy>2OT7 zn*qBAqzbEM)`Q-!RPT4{{5B&`VSos+(kQeYFpKfjS9|RE2CP*~FS*!k0HPm7+@+54 zRrv|i=O9un;(BzD`}It584=h9lVo`}d6T${vssRNZ;X8Z#+fuSZCMadFR^ zB6#!V zcpU`5`d#t?Im>P)_wiFX^)J?K@!VDJcrZj)=(;=Y%6u;w`4yX8)LY=7x{ z#k7T4mf-2X=VSz}hPN8v2WBtA3zvTzi*lq(hN18mqkJz$IjX9XfP@jZ4q5~3zcOMh&WvMI8QPtp28hH1}*IMA-MmF2MXNAJ<%y;WhoImnsxWk!rOYNGp;6{6wNQ)AEOV7Y=h^S2wSA27Q2^dUxDzyAFkj2N)*4t%XeMT&`Y>C5dE` zumJOBh+o~lnBa&O*`Lb~aE4x`WuK?DF!< z7sDDGVM;E=-em=VCuGngBX-yWiXl{th3=^{Njx9WsymY)QF8KIA3v@ zTyMTd9-Q1coDQj!d`qhq(HFy=jos5=BSmUeB7?F`iMqy`H!SYAlG|qkFwpMTezXB$Sr;kuAmvel zrz;5+gpe$RCpAK%Aberv2W<_tAz2Z}zB~LE9omO@UI1IQ-2cADU$vCWf5N|4< zlmk^yJ9FuCDT9T*M~bDQ4*m1R-}QuT`^Ea5JI+-qaf^M?(bVD}Q!rDnNH|nc zhC5BUE{I+D;HF2?@m0|~(xe%HSL{l2Apc!H9rZ|(rX^y^g73X)>|PD?_qNyDJd%LD zb0n;YWnyg%5fR3@`Q~3Y(h`^V&r~T9`+R2-F88Pc(yO^x(xcP)tj->SuFuk>obTY0 zrFjH`z>AkKP$+i#X^h5rknL`}Bv`>4Lv}PibAC6$(Bxn+)(8$PEK>{KP1+Ax{M!mj zOO;GaQdY;oFkoVWl@vFBfB$WAX*Hk|sB(qFEbb|dYiU{SxF6C{{H3lRMlweVXIAUk zm4rEz@U(;C@Ngs{+nrU=ZL)IxzR(2mATTz5z%!~r6TmCh`eJ5tcap$v> zQRZcHAx(m*v3rj4jZau#)I4D=Gct@m|G2Mrr^|C8sKl$lmg}#|DqLThuhb5%s-zIk zh;f1585v|bsxSO9_?$gu7u(JtVg=WxlXPHL@sFy*K|3NidTN6?= z<2_>F&KG&DF{UIrDis$4tX2n?0RT^DPcwB%=Zc~QN>ZZdbD}Xm;f5e79;ClpbVXeS z5s-J3&DTKKTvzkibhGt(fyaG7_H>wyNJhf7;*m+cu{TpN5%UbADdLj%s6(l&frgP4 zPTy5+ELN8$b4j2{)}^XVhN#iaf(z0ScPS8zd1d07jv!Css{Iba6 z%(HZcz~i=XfF5tZCuoR-%TdqUu9eJPowgAABz^|}y}z4hsbhUjKrUDFKSVNzO@ogrbZ8eHJGyAVq?;nfJH#z(d`R7YZuD7VH)DiFa0YsbB zax8a*(BGDGTwx%Qbn9XY#YF_y==j&NDliO-;HARee&@X2^z^j0LH^n6vroUCUw;1l z`OSzY7C=b;}AuZe3~YWAzsWq{EuY{f1loD`A#Y&cVB|M<3rep&nS=;`|r zhwz;RF)+S%lRi{lB6SFYd_6--7RYmTAX?Ueb^;ya1*%ozIUAj9(=R@Ktxul$8Bs$E z?-T1#L`BKwXY+D9E6)l%yWN5({!xD%v%dASR!{6@VUR1Vke|QX&UxA{(<{b-`$3Z* zf%+S`R)c$c1a%Sr#3#hg^m)=5ocVKIZ5Q0CIvVOqXMLglEx8q{$Y}gjH+mEB4grD;3J+pUJm1$SEQWvk3iWb=KJTJJ0Hr1v z@!NHgSqM^8Q5qT=?&%lK22%lgF#C;PuGV&dMN~q<5+oQVn~yB-WK>s+Zb!#Y`l7!P zCK>CNOv(wpMREa13INyMoqvEjs^MkIZTMmVmt;h(AZ%f{p|bV)*&OxKQ}P@qSQE{8 z+GJn+yxxA@O*&kJ5OZ9(a9QVzbCIeFCu7=YEySOXeFe(K^IF?A+70D2 z+y}Vbsq#%4Oe8~+IBMXWv1PgXwcEo|akL=bcKn85($Ujz5tNEawm@IH^y@yKCLF_~qwqOPP9Upx(111lr|lLO$l5r!Z8y5?9% z4_h|EttVl86>?o*o_`ffA-blth4JD$I_lx?;BNY6B%B7c*D0bb`rebHI~A`LuU9NrGTpy>$NE~-KAGkBUDnXsOc2YzbXl+i1d<-S zlzJmvb3eO&)S}so%qDpD=-H$j*P9H?)kI;a^ams!*k?n{lVJ?|`4{=B#o8tu4lGY( zjM0IyBG4roT)3b3jZ+^k13;a8+^}^Z9K`1l#a1RQo#r7x@Y3-azzXT8|0V@~fcSPB zMP;r}2Gxxq7P-8uJ4x|=)L(}<`b7Vn{d@wrmMq>8L!$!2MVkz0MvxXaQe9UP!5ijm z7$%Gz$uumMGytu*08k;)`8;P=P6wOw88CefjgNvtB8qY+`7Vne!TH|( z^Pr1b9t_|X-`Lo=7^xVsq-`7R%>QZP@kdq{+dudR*~&3&(E&o1@F7RoW-m0gCB7rH z9alVx#{GCyHQCNLo5ETLu4hWmpeLkk2HaKdmb9c9%BUps-!~JUF2Aq-ikdwvPodB3 z-oig6YWiIz;SGc2?6zA{WTvonu=xhB1g@2RN18;3)6CF%ZFLc$%^atY;&IK$$4Ck- z>40U|+aJ$l3Wrm49;w-0O-17vy0wb%h}Jx5Ak8DKzynZOg%J!QUn*))q%o%ZZ@3d)I_=> z$|pwx1h}bMZ4ji7r3S;TsGTbLylENY}bP)q*fTD{OK>2A8^Y`M{VIcIYBN7wdva)g-~Ofx4T?7 zu?4^86dawt{ujA(e76&B5NQMZlMpv2&B=eyix#t`!G`+)iOvIz4(w)h{`d6#q;oIVx^lCx5Tyh`&=#G|Wzv82J0GI{N z^_d$=?Z5ftOP6#m`SpNV7-n5XpvpAdIq{$b5&(`uYq|3sxnys_*#QG0nDQ!HGIXGPvA?E6k% zdGsqTCVr@4xGVmvvb_@rn7!ojPmu9+^N-PpDGv^J8WY2JGoHb(0J=qT^p&WKg7~h` z(`Ve8u7l*A-+#m1?mDJVTrE@rWS}0zW0u?ErdQuTDgq=joU>TJAB95&m!kS?+HSld zJ^b@6+r2B(F9Hylw;fAAbn{0YWbpia@bF8%|L)Q1(TLmnjPy|Lzu^y@5s5b2zU~dp zmgq-yAClEuT{^@m9-s_M0+`y6Z2rF5o~ zi(VDcaYT+SGxg{w%bm_|I!_e}t~*GBpw!Zlf8Pu0UasiC2xv}l04AXUFo{)rFY8?h z;!VgQH%&7z4?ZRp1dd{Ks>LsGWZxNCj;cR}k{`rR;YaJPVd0TcX zq-@PeDb6qi-gdQv6!Van`+%z0Xjm_77=E)~ELJ0dOqN~cL;N%5rrF?&S~zu1D~fwe z>9Dgww_}a-f$t({6N&G-^Sv_ux<)XfEnS_8A1YwBdL|4+aUss2BFmS3Oh9(?D!p5X z7Bu1myG-CA4=g6HUbpFyXVf+XSH0yeS@zWREnIt3)5*fTKk;(0-9wNr$Cs<0aD!2? z40|+0c2qK#b5GDo{6YhssJZBy^ED(}w#`k-$xt{~XIG5*?~`s*dYrPp zH5L2)hXe}gWP6uF!1mC3YxV9H#p@SRz81tvE<|O98R=;q++H#}Q(Lx+E&e|{U#FP- z9!{V;{nal%<2j_B$+iPL98%QX`FZ+}baLtWXWM+Yvh|<23~^MhmR93)8Hu#>ro6O_ zto{YpVRc?j(2{W&Kx>+OZ6WfFT#l38BaY!a|1!5F>s&;8Xh^Yt$f~bLQ~Muv=2MaS zd%B)wF#RvPFAJ$xdsi1eCi#E|7p&?2b9H6IaX&iu{W_*?c! z^@}S><<{;rur zUDTc1^p~KU@Bc(&>O)IJ*L9e&xcPm?iVN==f&5UU*pU55;Z?~$K(^e6A^S1tBuAcY z%#ckr+}jK}!DOw}Wreug;nf>^J;kDNyBXS&lpGP~xD%~TCx+&f(HD?s9mtO=OXoDa zy20V+nu6(k$yOrCS$lU=VWx2WC;+Faf&;~jeH!(*J@_d|h*{Uo?}<4kRG255ef@E* z&JU|k+_$ze1IOrXtYGA>TbI7pThYTfk@sO;X03!5#>+B;xdO;XT6vH2nl%!tJ`7Ax zM;T9GChJ}TOgFUQ<$JLll1TrR`)W@i=NNLFF4U3o^y{xh1CWMV;tb&CAf7&Sk**EpPdKN!I&{b&6(@(znfx9U{4U;@SF)VTV?yL8mF_8c2;8N^v@{HzL zBphRkZJKp&D-7rgxi1^cZMiF*Q6K@6rYj$e5ceiIVgoQAtOtmG208eX*I1}5=%D78 z#_%wTGObYk@r?1LSqp{^;h`sgD*kqeJbj7H88RFd)fC~fGmwC*dUNQB;goLADJ~rY zx0r92BuqSnwG+uZ>7BP&C#tf7ok=|T_v=^Gy~UZRa_YWV5=SO)=!aX>x5|1Vq{`23 zAbI5WrvTI@(_^GqFv*p+A|UMi%Hm(N%woL2czOL`BI={RlcBls->y@FuV;5g!?2ge zqK#>*G`C#pac^3{`#qjVUob)QRO7)l1*ni7ia1xgwt3?@ow9`H-TRndvKR^R03?FO z6mnu*yzMjYt{3=fQtJ^y<&*lSI>z`^Qv#!RHU7&mJqE=@i*s*m><(_D+ca2)zL3AlyrPvuk^qb9Q~_4Sv)8 z+WtDk#ap}LrDIY4iXJWDJQinPoWEoKtLiv0=+K_dpKT5uM1wY+v(UPBdnTo7Wh{^Q zOj}VR2r4TJisE!@4G%BpZf9sIMmJPC|WKi-inXFkX=c~><#;`wY*gw7jTz% zo_&7R)>kW^Pw*t0gP{B-SF(Nm+Qj)PbQ(qu2UNr#(eT9jLoE%xrWMWz-?%Q|Bs-c#m+ z?Sxtr1ha<@y}q=J=yFOPiC-p_NbT1yvP=1_AUEEMtJ{*~3AtL=^~-auv#r-fSW+uV zB(;isuT$k`9cg~vfHCqxlIQ7HifOw%Wtha5|*YW#tz*&5J|rk zCXss^gGdP;R+g}vLRKK()N_Ej#$JMNoYk5knYSajLfLOdi%(Z908vhKUolY7zo$RX z7;NAc@Cs6zRuEB{t5seut^IpF?H*IaIZe*H2~XFoS)oA}Vt(S@n)Gy|6nD$5CC1qK zmvfT05rbq1O|1SDnT+wxTUR|NfL>e=J8rW`nAW!?tjQ;JbC)KQmM5^*IPdsWOBTwL zzPpX6J3kanqvCho;AiU=HFW;X=_8iZ`IjP=Rmih14^N5* zXob~GmyA09<=j{vcvSvC>}3IRp@C_?G>5)X?<0HjmBU%72BB_cA9{}8Ex6I0`ja)l zI7z|c4LhraM-_?JJGU!`A3)Ai-*ysT?5muE{E!H{^*&0oS|(AzLd|OM#neKU{6HBa ztCh~#FOafiP0E!O?3%2#+fHx7D=L9PfE>t?Emq_230_Q*V)jZ$>^{A*Bhit2Fn6Kp zL@tuLlj7}Rg+PaGKxy)soU>t}DWkUaBqbl3Li;kMbfllAum^zv~jzwhV;eehueVShQBu+#~6n}8ax-5(*bSqId98S z@7rza%GTHvIn`+}XqL}gp7*jb2|@@LMUr$Bp4-w%O3(hPe;99pnGa*s^b?OTBK<2IJla2tSm85%EM6HzG7%EHR1ccdJT^X`ZxPjDHi+1eLNYny8as&+NK~gJ0H2Wr^(a|9p zti&YcxjQqGr7(M4G&M9oNWI3_>;8Z-S&I&oO#%TJ;p)?t(!5=|nX$oWB*6>K03II!!TvILh52XOV-e6QE{ogK>) zIO9B%ws2i(F(H-K3iqn+OX%fqJ?=uU99ykYF&x_;C8PPG#l_i^i%65j)Iwj$D0-@C z8Rk0@h|Gs;j&iJrm719p{B;`K+f1pR6>n^yYcM5i^s~z{rysl0jdVCtFLomoEjown zyE#}OT@4HhsCuUglnMgz!I5RM&~zT_dwg2NuW*fv;n?Q@4edOMbTir1?liq8BR3gE zlsrfpeDMWUeJ&QWUC&DoA(?vKsQv;EzU3orq5P=KpzI?GAMNAt=Gyz1E#5!OKWrx7 z*uc#@>4~S}8R#tCsIw(@$lk(!*ik;(mfj<&hlYlOs|?FdyiB}yYmBCROiutfA(#_B zmVKVzNKRCd2fJ8ep`t1~F+3S6tr#mCVy8J@0Cf+a?Qi;3c+a%;mbX^o6XNGYrr5J521(r+7|ld4flyzFSdH$k3y?Ub}s1z`stcho_~?HVgMbwkMx+)FnwHaco@ zbwdxL=VlngMG-+7BYlta*XLCFZ_b-QvzgMqw@`U;>3cCVNw#N3Udq*@X4su_X6s@$ zDczZjzeeU1A{h`4X%%)1@in&l&l}< zHnKnKw2l9a@5|M0f}fIiWIc#Zh0Vfz4;tJ)2^EZblZ-8AEI~3r;X0tI;ToLf&5O3N zxK*qhSDH9?WRvX0HFbz?iv4P+g9Dv)%cRsJ1=%&*YAI{l-YfNfNHy;+7RCMbMs3r< z=2iLCYG<_~MwhlKNBqgX2V08vietfr>gFoHCU?7qy85JIJz$VWI5!GAeN)5XJwn;G zv2EWx(9S}N+554Tfdr7#&k=`NH^rowzl($l&tHDH(Ci7dOsx$u+cS{X&sB#uw=r)lP& zY0j?{miW6}WOSYyCvs%eyL#aJ3%042;g3WtzeD&rR1fJ5$vm`f!qR*fJRZ(1t{T~x zY!GimUh=x>lp5LRI*~nW;^ul%v43QwQq+xQmk!HG&K~6Z47k3LZ12Acq-ai6#~H`( zwpFWEzxraBz@&#DOf*+7soV|?D^7_^YIryw&g$RxsX0=@Vy6OxbF$&SZsc8-;ef-+ zL7j&@)0OBwz==!>&fW5FG#8mr8jHEt`{2kex9dAC0DAQK_8A(kZy|w0LhJF;!fg`- zOn0wKIt@~w_YLXL8zUS$u}9pHB@*>`8|n&dyXQTbbGr2V-{Xsudej_jRe~a7JL#p~ z8uKf2ylrgcwY0SSxwNEednQkmOr_1s!CSCl2kU?YF#37D6pLjdGo$~xuSLVB!gOg+ zHYbl+yOzG4ytishIf#!cUzr^J{R^n1H67GiQb#HD z<>y5aQ`kRKEaXnL_j_C@5~|>Pn4-iJu+PQ%q{)WR6ioIkBHVXCAVzDDYd^-}lo@ zJx?txEG!@_-17@}dgi6u1=latJhDFx4>^eB$IAUfkWJ4=Evh?aSrW7!_ z2xV3L?G3}1zL8soWdFZ^l)mJ1XJ2MVpTG>)L8kIU9Qxt^^NBNdceQq{;j1FmMXs>c zK(yqd&F}HcjXq=PS#a-Gr^>?PAOAUAFT;J3WB+clQ{o-DCVEF?&#X~p@jrdCQ9;>L zQTi?@LFkp;r=IXX`1@7ywRj)O84FxdIj>)n0c~v6Or&6mbzf!`4p>PG46B*%+_@tl zBGLie#W4f|K}T*TJ`5!{1CI_654l8+jHP9lyPVE0ye_RsC1;df>gw%` zmTq^PMoil(?m3XmJjphLSNjj4BYIO{{CRgt{2U7 zuG1(_Bd})SH?t17VFcHVBrx$Yp?shUKw~=e!IlN3AOn(WAgzj~Zo7MhC#b@WD1!#tR`P2Y+xglI}(Q7B)6ixd5z2*Q%$FOSV{0x1b45A9N>QcX|tF zg8j3#$%sB)Id>`t2M3phnt}p4jTb^M-5j1@ z_x*JXWvC;pj?*GT4ZiYH_Co<0qV!K50N9~w z+z|v8TVGL8!3LL+~-o$nB54&(EKBmSG-y3NX)i`T1OLa^$M3{t`y4iU4#F8rLgIdVUfn4Y{Hqq_ z)_rPjZW2iN=2cumcQvdOetgZ39p(H362dUxWZkS&AJIq>Iof`LYgeqpd3U997UcKeV8*v^ z-&XaB8dfpE)Y8?lwc&Ego}M1}RV~+Ma`q`;+wOp;Ah0iF@PP{6R;B~31vz=4dlf>* zdTrJw>TT@p$&mAsk}r#jL{<&Ax3?|&-)gxRY0Yfzm{wvZ&mCo;eDzfTk;7HDbUrew zaX<6e+q=|bNf)1r;z0mc1_H~8x8RY8uAmJKUub7Hxz7_9b^-8__6xlk%Y*lvEa&Ft z3JMDyJ}^3HZpJwI1ScjYmVUIul|jiqN=Y&6dfohz$$^}mjg6^O{TAD3nI-K#I1g-# z0z6xv0B+X}O57d~AS;R7{!e~{@~l$dT|((XmVYKI8(Y~zrnh$8d>|!{DV%88$$yt? z7f9!atd(~42SL!DgoUZ&JFz?)^iOJGg>ww(=;gub1o_Se`-m3%(>O(Z+r(C zsQ9O-mMnPrGO&8w@gb`B096}HI2Q8=vDtt0XEC?k4lZTbp>n+A?Afz=W@g7~p}Ibd zpT(-LWnVx3otzJpHy(xxmjXiXTpYI5swcHQ^YO2|sy_7`9YQPbJ~XfnqF;zqO_2cZ zCR0alq!jwvmHz3(BS((tsiKfo=W`0F#*ctsT&7R?(dD#YRR( z%TKr*O@S!7;KPRmK%JPFlai9=tQT|24{_XTOJ@0J?wR;6oG1OC4fg;4x0j69yCwRv z>*^G8CoML9d?ErpU`qcQ>K4$W{@QWTs@0mM63?}XuZncw9BE8(uaJU|#6ewWELvy0 zX2VMXPSGho@~3>^;wqrQP>c2ya&Jgxe;6Z&4rGuTm+1T8i9MU8c zKUp|E3^iQ`KrcVHo0F4h!$xAU=~$Hu_+0HUNjVM<%B4sF9;KlQ>ZV!*p%C-F3)|e8 zUNh9_$l@hjF;+`@Jj7+TBLX)DMuRv|>=z0kHJ^jsN$gybNi68)mO0l`KJ{RiOo2QW z)v=(R)~CaGBXJI3cCvQI7Mv%2x2J2Cidw+|i$eKV!RH~)us2d6=>Oq^gSrL!glUU$Q6Tgz;AVSmeByTjZD0y7{JVkz&Bt`G%Cez{$W-*W8z=i{ zXlaMx&|KSiAgm1?cW$M(2R%rKc!O`yz5u!@8MkC9TK}8bBDyp;%P$pP;E2AYgoF|p zcB{6zJMJ|bvkb`R=-nY;jqRH6PHE+^um@~C907D(`-11nNIOyju$&O_j-gSf#vWLL zl*zTYT{$4fwS)<*_di>}dUu}sPI8*6Wdr5P1s+wD(lRnCsyz!JJZzK<+)Txw67q;^ zFgp~bD+NE{+g>W_QvF+&osBuKsX)q^hTbBh+7ejYDxB!O3c6jwiYoA(!tbWs<hKh&wbMDaW#h2% zy3_9H8la4uTuya?=wnp^Hd8!M5YGUzsCz^_j#r7t4p*c_6B}xRoJY4S4xEjqVA!gA*HwM7_s_7?O z>%aT2&%&|W;9GpJ{90Q*0W5bj>^0>qBLRpt%19w$ZGWh zkC1U42Wov?pl@Irq@dNwZVHJl@~Rz>=2loZouL5Yw{J>6OPEwCEQ9LU9qxGccB<<@U128USqk!$7G6H-?a0#%x<;g z_AMdQ%YbUMhMSt%0&AQ#oG$B@+%;zogQ}O|&5M=K1lv^JB~lv=uH@jCFHM=g1pUFG zApuRul?_f#_BHJEIF(VeoEA&!YKO?J4IKYwSYi63q!5)Bm4KMru)hQufGW+3K{^B? zKNlB2?bJwvu87CDf{^`-t~mcYx?idA diff --git a/codes/dqn_cnn/screen_state.py b/codes/dqn_cnn/screen_state.py deleted file mode 100644 index 402eead..0000000 --- a/codes/dqn_cnn/screen_state.py +++ /dev/null @@ -1,66 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -@Author: John -@Email: johnjim0816@gmail.com -@Date: 2020-06-11 10:02:35 -@LastEditor: John -@LastEditTime: 2020-06-11 16:57:34 -@Discription: -@Environment: python 3.7.7 -''' - -import numpy as np -import torch -import torchvision.transforms as T -from PIL import Image - -resize = T.Compose([T.ToPILImage(), - T.Resize(40, interpolation=Image.CUBIC), - T.ToTensor()]) - - -def get_cart_location(env,screen_width): - world_width = env.x_threshold * 2 - scale = screen_width / world_width - return int(env.state[0] * scale + screen_width / 2.0) # MIDDLE OF CART - -def get_screen(env,device): - # Returned screen requested by gym is 400x600x3, but is sometimes larger - # such as 800x1200x3. Transpose it into torch order (CHW). - screen = env.render(mode='rgb_array').transpose((2, 0, 1)) - # Cart is in the lower half, so strip off the top and bottom of the screen - _, screen_height, screen_width = screen.shape - screen = screen[:, int(screen_height*0.4):int(screen_height * 0.8)] - view_width = int(screen_width * 0.6) - cart_location = get_cart_location(env,screen_width) - if cart_location < view_width // 2: - slice_range = slice(view_width) - elif cart_location > (screen_width - view_width // 2): - slice_range = slice(-view_width, None) - else: - slice_range = slice(cart_location - view_width // 2, - cart_location + view_width // 2) - # Strip off the edges, so that we have a square image centered on a cart - screen = screen[:, :, slice_range] - # Convert to float, rescale, convert to torch tensor - # (this doesn't require a copy) - screen = np.ascontiguousarray(screen, dtype=np.float32) / 255 - screen = torch.from_numpy(screen) - # Resize, and add a batch dimension (BCHW) - return resize(screen).unsqueeze(0).to(device) - -if __name__ == "__main__": - - import gym - env = gym.make('CartPole-v0').unwrapped - # if gpu is to be used - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - env.reset() - import matplotlib.pyplot as plt - - plt.figure() - plt.imshow(get_screen(env,device).cpu().squeeze(0).permute(1, 2, 0).numpy(), - interpolation='none') - plt.title('Example extracted screen') - plt.show() \ No newline at end of file diff --git a/codes/env_info.md b/codes/env_info.md index 0491a37..0cafc2b 100644 --- a/codes/env_info.md +++ b/codes/env_info.md @@ -1,54 +1,13 @@ -# 环境说明 +## 环境说明 -## [CartPole v0](https://github.com/openai/gym/wiki/CartPole-v0) +### [CartPole v0](https://github.com/openai/gym/wiki/CartPole-v0) image-20200820174307301 通过向左或向右推车能够实现平衡,所以动作空间由两个动作组成。每进行一个step就会给一个reward,如果无法保持平衡那么done等于true,本次episode失败。理想状态下,每个episode至少能进行200个step,也就是说每个episode的reward总和至少为200,step数目至少为200 -## [Pendulum-v0](https://github.com/openai/gym/wiki/Pendulum-v0) +### [Pendulum-v0](https://github.com/openai/gym/wiki/Pendulum-v0) image-20200820174814084 -钟摆以随机位置开始,目标是将其摆动,使其保持向上直立。动作空间是连续的,值的区间为[-2,2]。每个step给的reward最低为-16.27,最高为0。目前最好的成绩是100个episode的reward之和为-123.11 ± 6.86。 - - - -## The Racetrack - -We have implemented a custom environment called "Racetrack" for you to use during this piece of coursework. It is inspired by the environment described in the course textbook (Reinforcement Learning, Sutton & Barto, 2018, Exercise 5.12), but is not exactly the same. - -### Environment Description - -Consider driving a race car around a turn on a racetrack. In order to complete the race as quickly as possible, you would want to drive as fast as you can but, to avoid running off the track, you must slow down while turning. - -In our simplified racetrack environment, the agent is at one of a discrete set of grid positions. The agent also has a discrete speed in two directions, $x$ and $y$. So the state is represented as follows: -$$(\text{position}_y, \text{position}_x, \text{velocity}_y, \text{velocity}_x)$$ - -The agent collects a reward of -1 at each time step, an additional -10 for leaving the track (i.e., ending up on a black grid square in the figure below), and an additional +10 for reaching the finish line (any of the red grid squares). The agent starts each episode in a randomly selected grid-square on the starting line (green grid squares) with a speed of zero in both directions. At each time step, the agent can change its speed in both directions. Each speed can be changed by +1, -1 or 0, giving a total of nine actions. For example, the agent may increase its speed in the $x$ direction by -1 and its speed in the $y$ direction by +1. The agent's speed cannot be greater than +10 or less than -10 in either direction. - -![track_big](assets/track_big.png) - - -The agent's next state is determined by its current grid square, its current speed in two directions, and the changes it makes to its speed in the two directions. This environment is stochastic. When the agent tries to change its speed, no change occurs (in either direction) with probability 0.2. In other words, 20% of the time, the agent's action is ignored and the car's speed remains the same in both directions. - -If the agent leaves the track, it is returned to a random start grid-square and has its speed set to zero in both directions; the episode continues. An episode ends only when the agent transitions to a goal grid-square. - - - -### Environment Implementation - -See `racetrack_env.py` file, We provide a `RacetrackEnv` class for your agents to interact with. The class has the following methods: - -- **`reset()`** - this method initialises the environment, chooses a random starting state, and returns it. This method should be called before the start of every episode. -- **`step(action)`** - this method takes an integer action (more on this later), and executes one time-step in the environment. It returns a tuple containing the next state, the reward collected, and whether the next state is a terminal state. -- **`render(sleep_time)`** - this method renders a matplotlib graph representing the environment. It takes an optional float parameter giving the number of seconds to display each time-step. This method is useful for testing and debugging, but should not be used during training since it is *very* slow. **Do not use this method in your final submission**. -- **`get_actions()`** - a simple method that returns the available actions in the current state. Always returns a list containing integers in the range [0-8] (more on this later). - -In our code, states are represented as Python tuples - specifically a tuple of four integers. For example, if the agent is in a grid square with coordinates ($Y = 2$, $X = 3$), and is moving zero cells vertically and one cell horizontally per time-step, the state is represented as `(2, 3, 0, 1)`. Tuples of this kind will be returned by the `reset()` and `step(action)` methods. - -There are nine actions available to the agent in each state, as described above. However, to simplify your code, we have represented each of the nine actions as an integer in the range [0-8]. The table below shows the index of each action, along with the corresponding changes it will cause to the agent's speed in each direction. - -action_grid - -For example, taking action 8 will increase the agent's speed in the $x$ direction, but decrease its speed in the $y$ direction. \ No newline at end of file +钟摆以随机位置开始,目标是将其摆动,使其保持向上直立。动作空间是连续的,值的区间为[-2,2]。每个step给的reward最低为-16.27,最高为0。目前最好的成绩是100个episode的reward之和为-123.11 ± 6.86。 \ No newline at end of file diff --git a/codes/envs/blackjack.py b/codes/envs/blackjack.py new file mode 100644 index 0000000..87f02d2 --- /dev/null +++ b/codes/envs/blackjack.py @@ -0,0 +1,122 @@ +import gym +from gym import spaces +from gym.utils import seeding + +def cmp(a, b): + return int((a > b)) - int((a < b)) + +# 1 = Ace, 2-10 = Number cards, Jack/Queen/King = 10 +deck = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 10, 10] + + +def draw_card(np_random): + return np_random.choice(deck) + + +def draw_hand(np_random): + return [draw_card(np_random), draw_card(np_random)] + + +def usable_ace(hand): # Does this hand have a usable ace? + return 1 in hand and sum(hand) + 10 <= 21 + + +def sum_hand(hand): # Return current hand total + if usable_ace(hand): + return sum(hand) + 10 + return sum(hand) + + +def is_bust(hand): # Is this hand a bust? + return sum_hand(hand) > 21 + + +def score(hand): # What is the score of this hand (0 if bust) + return 0 if is_bust(hand) else sum_hand(hand) + + +def is_natural(hand): # Is this hand a natural blackjack? + return sorted(hand) == [1, 10] + + +class BlackjackEnv(gym.Env): + """Simple blackjack environment + Blackjack is a card game where the goal is to obtain cards that sum to as + near as possible to 21 without going over. They're playing against a fixed + dealer. + Face cards (Jack, Queen, King) have point value 10. + Aces can either count as 11 or 1, and it's called 'usable' at 11. + This game is placed with an infinite deck (or with replacement). + The game starts with each (player and dealer) having one face up and one + face down card. + The player can request additional cards (hit=1) until they decide to stop + (stick=0) or exceed 21 (bust). + After the player sticks, the dealer reveals their facedown card, and draws + until their sum is 17 or greater. If the dealer goes bust the player wins. + If neither player nor dealer busts, the outcome (win, lose, draw) is + decided by whose sum is closer to 21. The reward for winning is +1, + drawing is 0, and losing is -1. + The observation of a 3-tuple of: the players current sum, + the dealer's one showing card (1-10 where 1 is ace), + and whether or not the player holds a usable ace (0 or 1). + This environment corresponds to the version of the blackjack problem + described in Example 5.1 in Reinforcement Learning: An Introduction + by Sutton and Barto (1998). + https://webdocs.cs.ualberta.ca/~sutton/book/the-book.html + """ + def __init__(self, natural=False): + self.action_space = spaces.Discrete(2) + self.observation_space = spaces.Tuple(( + spaces.Discrete(32), + spaces.Discrete(11), + spaces.Discrete(2))) + self._seed() + + # Flag to payout 1.5 on a "natural" blackjack win, like casino rules + # Ref: http://www.bicyclecards.com/how-to-play/blackjack/ + self.natural = natural + # Start the first game + self._reset() # Number of + self.n_actions = 2 + + def reset(self): + return self._reset() + + def step(self, action): + return self._step(action) + + def _seed(self, seed=None): + self.np_random, seed = seeding.np_random(seed) + return [seed] + + def _step(self, action): + assert self.action_space.contains(action) + if action: # hit: add a card to players hand and return + self.player.append(draw_card(self.np_random)) + if is_bust(self.player): + done = True + reward = -1 + else: + done = False + reward = 0 + else: # stick: play out the dealers hand, and score + done = True + while sum_hand(self.dealer) < 17: + self.dealer.append(draw_card(self.np_random)) + reward = cmp(score(self.player), score(self.dealer)) + if self.natural and is_natural(self.player) and reward == 1: + reward = 1.5 + return self._get_obs(), reward, done, {} + + def _get_obs(self): + return (sum_hand(self.player), self.dealer[0], usable_ace(self.player)) + + def _reset(self): + self.dealer = draw_hand(self.np_random) + self.player = draw_hand(self.np_random) + + # Auto-draw another card if the score is less than 12 + while sum_hand(self.player) < 12: + self.player.append(draw_card(self.np_random)) + + return self._get_obs() diff --git a/codes/envs/cliff_walking.py b/codes/envs/cliff_walking.py new file mode 100644 index 0000000..05b9b2e --- /dev/null +++ b/codes/envs/cliff_walking.py @@ -0,0 +1,84 @@ +import numpy as np +import sys +from gym.envs.toy_text import discrete + + +UP = 0 +RIGHT = 1 +DOWN = 2 +LEFT = 3 + +class CliffWalkingEnv(discrete.DiscreteEnv): + + metadata = {'render.modes': ['human', 'ansi']} + + def _limit_coordinates(self, coord): + coord[0] = min(coord[0], self.shape[0] - 1) + coord[0] = max(coord[0], 0) + coord[1] = min(coord[1], self.shape[1] - 1) + coord[1] = max(coord[1], 0) + return coord + + def _calculate_transition_prob(self, current, delta): + new_position = np.array(current) + np.array(delta) + new_position = self._limit_coordinates(new_position).astype(int) + new_state = np.ravel_multi_index(tuple(new_position), self.shape) + reward = -100.0 if self._cliff[tuple(new_position)] else -1.0 + is_done = self._cliff[tuple(new_position)] or (tuple(new_position) == (3,11)) + return [(1.0, new_state, reward, is_done)] + + def __init__(self): + self.shape = (4, 12) + + nS = np.prod(self.shape) + n_actions = 4 + + # Cliff Location + self._cliff = np.zeros(self.shape, dtype=np.bool) + self._cliff[3, 1:-1] = True + + # Calculate transition probabilities + P = {} + for s in range(nS): + position = np.unravel_index(s, self.shape) + P[s] = { a : [] for a in range(n_actions) } + P[s][UP] = self._calculate_transition_prob(position, [-1, 0]) + P[s][RIGHT] = self._calculate_transition_prob(position, [0, 1]) + P[s][DOWN] = self._calculate_transition_prob(position, [1, 0]) + P[s][LEFT] = self._calculate_transition_prob(position, [0, -1]) + + # We always start in state (3, 0) + isd = np.zeros(nS) + isd[np.ravel_multi_index((3,0), self.shape)] = 1.0 + + super(CliffWalkingEnv, self).__init__(nS, n_actions, P, isd) + + def render(self, mode='human', close=False): + self._render(mode, close) + + def _render(self, mode='human', close=False): + if close: + return + + outfile = StringIO() if mode == 'ansi' else sys.stdout + + for s in range(self.nS): + position = np.unravel_index(s, self.shape) + # print(self.s) + if self.s == s: + output = " x " + elif position == (3,11): + output = " T " + elif self._cliff[position]: + output = " C " + else: + output = " o " + + if position[1] == 0: + output = output.lstrip() + if position[1] == self.shape[1] - 1: + output = output.rstrip() + output += "\n" + + outfile.write(output) + outfile.write("\n") diff --git a/codes/envs/gridworld.py b/codes/envs/gridworld.py new file mode 100644 index 0000000..cf3aec2 --- /dev/null +++ b/codes/envs/gridworld.py @@ -0,0 +1,125 @@ +import io +import numpy as np +import sys +from gym.envs.toy_text import discrete + +UP = 0 +RIGHT = 1 +DOWN = 2 +LEFT = 3 + +class GridworldEnv(discrete.DiscreteEnv): + """ + Grid World environment from Sutton's Reinforcement Learning book chapter 4. + You are an agent on an MxN grid and your goal is to reach the terminal + state at the top left or the bottom right corner. + + For example, a 4x4 grid looks as follows: + + T o o o + o x o o + o o o o + o o o T + + x is your position and T are the two terminal states. + + You can take actions in each direction (UP=0, RIGHT=1, DOWN=2, LEFT=3). + Actions going off the edge leave you in your current state. + You receive a reward of -1 at each step until you reach a terminal state. + """ + + metadata = {'render.modes': ['human', 'ansi']} + + def __init__(self, shape=[4,4]): + if not isinstance(shape, (list, tuple)) or not len(shape) == 2: + raise ValueError('shape argument must be a list/tuple of length 2') + + self.shape = shape + + nS = np.prod(shape) + n_actions = 4 + + MAX_Y = shape[0] + MAX_X = shape[1] + + P = {} + grid = np.arange(nS).reshape(shape) + it = np.nditer(grid, flags=['multi_index']) + + while not it.finished: + s = it.iterindex + y, x = it.multi_index + + # P[s][a] = (prob, next_state, reward, is_done) + P[s] = {a : [] for a in range(n_actions)} + + is_done = lambda s: s == 0 or s == (nS - 1) + reward = 0.0 if is_done(s) else -1.0 + + # We're stuck in a terminal state + if is_done(s): + P[s][UP] = [(1.0, s, reward, True)] + P[s][RIGHT] = [(1.0, s, reward, True)] + P[s][DOWN] = [(1.0, s, reward, True)] + P[s][LEFT] = [(1.0, s, reward, True)] + # Not a terminal state + else: + ns_up = s if y == 0 else s - MAX_X + ns_right = s if x == (MAX_X - 1) else s + 1 + ns_down = s if y == (MAX_Y - 1) else s + MAX_X + ns_left = s if x == 0 else s - 1 + P[s][UP] = [(1.0, ns_up, reward, is_done(ns_up))] + P[s][RIGHT] = [(1.0, ns_right, reward, is_done(ns_right))] + P[s][DOWN] = [(1.0, ns_down, reward, is_done(ns_down))] + P[s][LEFT] = [(1.0, ns_left, reward, is_done(ns_left))] + + it.iternext() + + # Initial state distribution is uniform + isd = np.ones(nS) / nS + + # We expose the model of the environment for educational purposes + # This should not be used in any model-free learning algorithm + self.P = P + + super(GridworldEnv, self).__init__(nS, n_actions, P, isd) + + def _render(self, mode='human', close=False): + """ Renders the current gridworld layout + + For example, a 4x4 grid with the mode="human" looks like: + T o o o + o x o o + o o o o + o o o T + where x is your position and T are the two terminal states. + """ + if close: + return + + outfile = io.StringIO() if mode == 'ansi' else sys.stdout + + grid = np.arange(self.nS).reshape(self.shape) + it = np.nditer(grid, flags=['multi_index']) + while not it.finished: + s = it.iterindex + y, x = it.multi_index + + if self.s == s: + output = " x " + elif s == 0 or s == self.nS - 1: + output = " T " + else: + output = " o " + + if x == 0: + output = output.lstrip() + if x == self.shape[1] - 1: + output = output.rstrip() + + outfile.write(output) + + if x == self.shape[1] - 1: + outfile.write("\n") + + it.iternext() diff --git a/codes/envs/gridworld_env.py b/codes/envs/gridworld_env.py new file mode 100644 index 0000000..31d968f --- /dev/null +++ b/codes/envs/gridworld_env.py @@ -0,0 +1,195 @@ +# Copyright (c) 2020 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. + +# -*- coding: utf-8 -*- + +import gym +import turtle +import numpy as np + +# turtle tutorial : https://docs.python.org/3.3/library/turtle.html + + +def GridWorld(gridmap=None, is_slippery=False): + if gridmap is None: + gridmap = ['SFFF', 'FHFH', 'FFFH', 'HFFG'] + env = gym.make("FrozenLake-v0", desc=gridmap, is_slippery=False) + env = FrozenLakeWapper(env) + return env + + +class FrozenLakeWapper(gym.Wrapper): + def __init__(self, env): + gym.Wrapper.__init__(self, env) + self.max_y = env.desc.shape[0] + self.max_x = env.desc.shape[1] + self.t = None + self.unit = 50 + + def draw_box(self, x, y, fillcolor='', line_color='gray'): + self.t.up() + self.t.goto(x * self.unit, y * self.unit) + self.t.color(line_color) + self.t.fillcolor(fillcolor) + self.t.setheading(90) + self.t.down() + self.t.begin_fill() + for _ in range(4): + self.t.forward(self.unit) + self.t.right(90) + self.t.end_fill() + + def move_player(self, x, y): + self.t.up() + self.t.setheading(90) + self.t.fillcolor('red') + self.t.goto((x + 0.5) * self.unit, (y + 0.5) * self.unit) + + def render(self): + if self.t == None: + self.t = turtle.Turtle() + self.wn = turtle.Screen() + self.wn.setup(self.unit * self.max_x + 100, + self.unit * self.max_y + 100) + self.wn.setworldcoordinates(0, 0, self.unit * self.max_x, + self.unit * self.max_y) + self.t.shape('circle') + self.t.width(2) + self.t.speed(0) + self.t.color('gray') + for i in range(self.desc.shape[0]): + for j in range(self.desc.shape[1]): + x = j + y = self.max_y - 1 - i + if self.desc[i][j] == b'S': # Start + self.draw_box(x, y, 'white') + elif self.desc[i][j] == b'F': # Frozen ice + self.draw_box(x, y, 'white') + elif self.desc[i][j] == b'G': # Goal + self.draw_box(x, y, 'yellow') + elif self.desc[i][j] == b'H': # Hole + self.draw_box(x, y, 'black') + else: + self.draw_box(x, y, 'white') + self.t.shape('turtle') + + x_pos = self.s % self.max_x + y_pos = self.max_y - 1 - int(self.s / self.max_x) + self.move_player(x_pos, y_pos) + + +class CliffWalkingWapper(gym.Wrapper): + def __init__(self, env): + gym.Wrapper.__init__(self, env) + self.t = None + self.unit = 50 + self.max_x = 12 + self.max_y = 4 + + def draw_x_line(self, y, x0, x1, color='gray'): + assert x1 > x0 + self.t.color(color) + self.t.setheading(0) + self.t.up() + self.t.goto(x0, y) + self.t.down() + self.t.forward(x1 - x0) + + def draw_y_line(self, x, y0, y1, color='gray'): + assert y1 > y0 + self.t.color(color) + self.t.setheading(90) + self.t.up() + self.t.goto(x, y0) + self.t.down() + self.t.forward(y1 - y0) + + def draw_box(self, x, y, fillcolor='', line_color='gray'): + self.t.up() + self.t.goto(x * self.unit, y * self.unit) + self.t.color(line_color) + self.t.fillcolor(fillcolor) + self.t.setheading(90) + self.t.down() + self.t.begin_fill() + for i in range(4): + self.t.forward(self.unit) + self.t.right(90) + self.t.end_fill() + + def move_player(self, x, y): + self.t.up() + self.t.setheading(90) + self.t.fillcolor('red') + self.t.goto((x + 0.5) * self.unit, (y + 0.5) * self.unit) + + def render(self): + if self.t == None: + self.t = turtle.Turtle() + self.wn = turtle.Screen() + self.wn.setup(self.unit * self.max_x + 100, + self.unit * self.max_y + 100) + self.wn.setworldcoordinates(0, 0, self.unit * self.max_x, + self.unit * self.max_y) + self.t.shape('circle') + self.t.width(2) + self.t.speed(0) + self.t.color('gray') + for _ in range(2): + self.t.forward(self.max_x * self.unit) + self.t.left(90) + self.t.forward(self.max_y * self.unit) + self.t.left(90) + for i in range(1, self.max_y): + self.draw_x_line( + y=i * self.unit, x0=0, x1=self.max_x * self.unit) + for i in range(1, self.max_x): + self.draw_y_line( + x=i * self.unit, y0=0, y1=self.max_y * self.unit) + + for i in range(1, self.max_x - 1): + self.draw_box(i, 0, 'black') + self.draw_box(self.max_x - 1, 0, 'yellow') + self.t.shape('turtle') + + x_pos = self.s % self.max_x + y_pos = self.max_y - 1 - int(self.s / self.max_x) + self.move_player(x_pos, y_pos) + + +if __name__ == '__main__': + # 环境1:FrozenLake, 可以配置冰面是否是滑的 + # 0 left, 1 down, 2 right, 3 up + env = gym.make("FrozenLake-v0", is_slippery=False) + env = FrozenLakeWapper(env) + + # 环境2:CliffWalking, 悬崖环境 + # env = gym.make("CliffWalking-v0") # 0 up, 1 right, 2 down, 3 left + # env = CliffWalkingWapper(env) + + # 环境3:自定义格子世界,可以配置地图, S为出发点Start, F为平地Floor, H为洞Hole, G为出口目标Goal + # gridmap = [ + # 'SFFF', + # 'FHFF', + # 'FFFF', + # 'HFGF' ] + # env = GridWorld(gridmap) + + env.reset() + for step in range(10): + action = np.random.randint(0, 4) + obs, reward, done, info = env.step(action) + print('step {}: action {}, obs {}, reward {}, done {}, info {}'.format(\ + step, action, obs, reward, done, info)) + # env.render() # 渲染一帧图像 \ No newline at end of file diff --git a/codes/envs/racetrack_env.py b/codes/envs/racetrack_env.py new file mode 100644 index 0000000..d6684f5 --- /dev/null +++ b/codes/envs/racetrack_env.py @@ -0,0 +1,260 @@ +# Please do not make changes to this file - it will be overwritten with a clean +# version when your work is marked. +# +# This file contains code for the racetrack environment that you will be using +# as part of the second part of the CM50270: Reinforcement Learning coursework. + +import time +import random +import numpy as np +import os +import matplotlib.pyplot as plt +import matplotlib.patheffects as pe +from IPython.display import clear_output + +from matplotlib import colors + +class RacetrackEnv(object) : + """ + Class representing a race-track environment inspired by exercise 5.12 in Sutton & Barto 2018 (p.111). + Please do not make changes to this class - it will be overwritten with a clean version when it comes to marking. + + The dynamics of this environment are detailed in this coursework exercise's jupyter notebook, although I have + included rather verbose comments here for those of you who are interested in how the environment has been + implemented (though this should not impact your solution code). + + If you find any *bugs* with this code, please let me know immediately - thank you for finding them, sorry that I didn't! + However, please do not suggest optimisations - some things have been purposely simplified for readability's sake. + """ + + + ACTIONS_DICT = { + 0 : (1, -1), # Acc Vert., Brake Horiz. + 1 : (1, 0), # Acc Vert., Hold Horiz. + 2 : (1, 1), # Acc Vert., Acc Horiz. + 3 : (0, -1), # Hold Vert., Brake Horiz. + 4 : (0, 0), # Hold Vert., Hold Horiz. + 5 : (0, 1), # Hold Vert., Acc Horiz. + 6 : (-1, -1), # Brake Vert., Brake Horiz. + 7 : (-1, 0), # Brake Vert., Hold Horiz. + 8 : (-1, 1) # Brake Vert., Acc Horiz. + } + + + CELL_TYPES_DICT = { + 0 : "track", + 1 : "wall", + 2 : "start", + 3 : "goal" + } + + + def __init__(self) : + # Load racetrack map from file. + self.track = np.flip(np.loadtxt(os.path.dirname(__file__)+"/track.txt", dtype = int), axis = 0) + + + # Discover start grid squares. + self.initial_states = [] + for y in range(self.track.shape[0]) : + for x in range(self.track.shape[1]) : + if (self.CELL_TYPES_DICT[self.track[y, x]] == "start") : + self.initial_states.append((y, x)) + + + self.is_reset = False + + #print("Racetrack Environment File Loaded Successfully.") + #print("Be sure to call .reset() before starting to initialise the environment and get an initial state!") + + + def step(self, action : int) : + """ + Takes a given action in the environment's current state, and returns a next state, + reward, and whether the next state is terminal or not. + + Arguments: + action {int} -- The action to take in the environment's current state. Should be an integer in the range [0-8]. + + Raises: + RuntimeError: Raised when the environment needs resetting.\n + TypeError: Raised when an action of an invalid type is given.\n + ValueError: Raised when an action outside the range [0-8] is given.\n + + Returns: + A tuple of:\n + {(int, int, int, int)} -- The next state, a tuple of (y_pos, x_pos, y_velocity, x_velocity).\n + {int} -- The reward earned by taking the given action in the current environment state.\n + {bool} -- Whether the environment's next state is terminal or not.\n + + """ + + # Check whether a reset is needed. + if (not self.is_reset) : + raise RuntimeError(".step() has been called when .reset() is needed.\n" + + "You need to call .reset() before using .step() for the first time, and after an episode ends.\n" + + ".reset() initialises the environment at the start of an episode, then returns an initial state.") + + # Check that action is the correct type (either a python integer or a numpy integer). + if (not (isinstance(action, int) or isinstance(action, np.integer))) : + raise TypeError("action should be an integer.\n" + + "action value {} of type {} was supplied.".format(action, type(action))) + + # Check that action is an allowed value. + if (action < 0 or action > 8) : + raise ValueError("action must be an integer in the range [0-8] corresponding to one of the legal actions.\n" + + "action value {} was supplied.".format(action)) + + + # Update Velocity. + # With probability, 0.85 update velocity components as intended. + if (np.random.uniform() < 0.8) : + (d_y, d_x) = self.ACTIONS_DICT[action] + # With probability, 0.15 Do not change velocity components. + else : + (d_y, d_x) = (0, 0) + + self.velocity = (self.velocity[0] + d_y, self.velocity[1] + d_x) + + # Keep velocity within bounds (-10, 10). + if (self.velocity[0] > 10) : + self.velocity[0] = 10 + elif (self.velocity[0] < -10) : + self.velocity[0] = -10 + if (self.velocity[1] > 10) : + self.velocity[1] = 10 + elif (self.velocity[1] < -10) : + self.velocity[1] = -10 + + # Update Position. + new_position = (self.position[0] + self.velocity[0], self.position[1] + self.velocity[1]) + + reward = 0 + terminal = False + + # If position is out-of-bounds, return to start and set velocity components to zero. + if (new_position[0] < 0 or new_position[1] < 0 or new_position[0] >= self.track.shape[0] or new_position[1] >= self.track.shape[1]) : + self.position = random.choice(self.initial_states) + self.velocity = (0, 0) + reward -= 10 + # If position is in a wall grid-square, return to start and set velocity components to zero. + elif (self.CELL_TYPES_DICT[self.track[new_position]] == "wall") : + self.position = random.choice(self.initial_states) + self.velocity = (0, 0) + reward -= 10 + # If position is in a track grid-squre or a start-square, update position. + elif (self.CELL_TYPES_DICT[self.track[new_position]] in ["track", "start"]) : + self.position = new_position + # If position is in a goal grid-square, end episode. + elif (self.CELL_TYPES_DICT[self.track[new_position]] == "goal") : + self.position = new_position + reward += 10 + terminal = True + # If this gets reached, then the student has touched something they shouldn't have. Naughty! + else : + raise RuntimeError("You've met with a terrible fate, haven't you?\nDon't modify things you shouldn't!") + + # Penalise every timestep. + reward -= 1 + + # Require a reset if the current state is terminal. + if (terminal) : + self.is_reset = False + + # Return next state, reward, and whether the episode has ended. + return (self.position[0], self.position[1], self.velocity[0], self.velocity[1]), reward, terminal + + + def reset(self) : + """ + Resets the environment, ready for a new episode to begin, then returns an initial state. + The initial state will be a starting grid square randomly chosen using a uniform distribution, + with both components of the velocity being zero. + + Returns: + {(int, int, int, int)} -- an initial state, a tuple of (y_pos, x_pos, y_velocity, x_velocity). + """ + + # Pick random starting grid-square. + self.position = random.choice(self.initial_states) + + # Set both velocity components to zero. + self.velocity = (0, 0) + + self.is_reset = True + + return (self.position[0], self.position[1], self.velocity[0], self.velocity[1]) + + + def render(self, sleep_time : float = 0.1) : + """ + Renders a pretty matplotlib plot representing the current state of the environment. + Calling this method on subsequent timesteps will update the plot. + This is VERY VERY SLOW and wil slow down training a lot. Only use for debugging/testing. + + Arguments: + sleep_time {float} -- How many seconds (or partial seconds) you want to wait on this rendered frame. + + """ + # Turn interactive mode on. + plt.ion() + fig = plt.figure(num = "env_render") + ax = plt.gca() + ax.clear() + clear_output(wait = True) + + # Prepare the environment plot and mark the car's position. + env_plot = np.copy(self.track) + env_plot[self.position] = 4 + env_plot = np.flip(env_plot, axis = 0) + + # Plot the gridworld. + cmap = colors.ListedColormap(["white", "black", "green", "red", "yellow"]) + bounds = list(range(6)) + norm = colors.BoundaryNorm(bounds, cmap.N) + ax.imshow(env_plot, cmap = cmap, norm = norm, zorder = 0) + + # Plot the velocity. + if (not self.velocity == (0, 0)) : + ax.arrow(self.position[1], self.track.shape[0] - 1 - self.position[0], self.velocity[1], -self.velocity[0], + path_effects=[pe.Stroke(linewidth=1, foreground='black')], color = "yellow", width = 0.1, length_includes_head = True, zorder = 2) + + # Set up axes. + ax.grid(which = 'major', axis = 'both', linestyle = '-', color = 'k', linewidth = 2, zorder = 1) + ax.set_xticks(np.arange(-0.5, self.track.shape[1] , 1)); + ax.set_xticklabels([]) + ax.set_yticks(np.arange(-0.5, self.track.shape[0], 1)); + ax.set_yticklabels([]) + + # Draw everything. + #fig.canvas.draw() + #fig.canvas.flush_events() + + plt.show() + + # Sleep if desired. + if (sleep_time > 0) : + time.sleep(sleep_time) + + + def get_actions(self) : + """ + Returns the available actions in the current state - will always be a list + of integers in the range [0-8]. + """ + return [*self.ACTIONS_DICT] + +# num_steps = 1000000 + +# env = RacetrackEnv() +# state = env.reset() +# print(state) + +# for _ in range(num_steps) : + +# next_state, reward, terminal = env.step(random.choice(env.get_actions())) +# print(next_state) +# env.render() + +# if (terminal) : +# _ = env.reset() diff --git a/codes/envs/track.txt b/codes/envs/track.txt new file mode 100644 index 0000000..4bbe230 --- /dev/null +++ b/codes/envs/track.txt @@ -0,0 +1,15 @@ +1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +1 1 1 1 1 1 1 1 0 0 0 0 0 3 3 3 3 3 1 +1 1 1 1 1 1 0 0 0 0 0 0 0 3 3 3 3 3 1 +1 1 1 1 1 0 0 0 0 0 0 0 0 3 3 3 3 3 1 +1 1 1 1 0 0 0 0 0 0 0 0 0 3 3 3 3 3 1 +1 1 1 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 +1 1 1 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 +1 1 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 +1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 +1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +1 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \ No newline at end of file diff --git a/codes/envs/windy_gridworld.py b/codes/envs/windy_gridworld.py new file mode 100644 index 0000000..2a9d4a4 --- /dev/null +++ b/codes/envs/windy_gridworld.py @@ -0,0 +1,82 @@ +import gym +import numpy as np +import sys +from gym.envs.toy_text import discrete + +UP = 0 +RIGHT = 1 +DOWN = 2 +LEFT = 3 + +class WindyGridworldEnv(discrete.DiscreteEnv): + + metadata = {'render.modes': ['human', 'ansi']} + + def _limit_coordinates(self, coord): + coord[0] = min(coord[0], self.shape[0] - 1) + coord[0] = max(coord[0], 0) + coord[1] = min(coord[1], self.shape[1] - 1) + coord[1] = max(coord[1], 0) + return coord + + def _calculate_transition_prob(self, current, delta, winds): + new_position = np.array(current) + np.array(delta) + np.array([-1, 0]) * winds[tuple(current)] + new_position = self._limit_coordinates(new_position).astype(int) + new_state = np.ravel_multi_index(tuple(new_position), self.shape) + is_done = tuple(new_position) == (3, 7) + return [(1.0, new_state, -1.0, is_done)] + + def __init__(self): + self.shape = (7, 10) + + nS = np.prod(self.shape) + n_actions = 4 + + # Wind strength + winds = np.zeros(self.shape) + winds[:,[3,4,5,8]] = 1 + winds[:,[6,7]] = 2 + + # Calculate transition probabilities + P = {} + for s in range(nS): + position = np.unravel_index(s, self.shape) + P[s] = { a : [] for a in range(n_actions) } + P[s][UP] = self._calculate_transition_prob(position, [-1, 0], winds) + P[s][RIGHT] = self._calculate_transition_prob(position, [0, 1], winds) + P[s][DOWN] = self._calculate_transition_prob(position, [1, 0], winds) + P[s][LEFT] = self._calculate_transition_prob(position, [0, -1], winds) + + # We always start in state (3, 0) + isd = np.zeros(nS) + isd[np.ravel_multi_index((3,0), self.shape)] = 1.0 + + super(WindyGridworldEnv, self).__init__(nS, n_actions, P, isd) + + def render(self, mode='human', close=False): + self._render(mode, close) + + def _render(self, mode='human', close=False): + if close: + return + + outfile = StringIO() if mode == 'ansi' else sys.stdout + + for s in range(self.nS): + position = np.unravel_index(s, self.shape) + # print(self.s) + if self.s == s: + output = " x " + elif position == (3,7): + output = " T " + else: + output = " o " + + if position[1] == 0: + output = output.lstrip() + if position[1] == self.shape[1] - 1: + output = output.rstrip() + output += "\n" + + outfile.write(output) + outfile.write("\n") diff --git a/codes/snake/README.md b/codes/snake/README.md index bd9019c..b49b4e8 100644 --- a/codes/snake/README.md +++ b/codes/snake/README.md @@ -1,8 +1,8 @@ -# 使用 Q-learning 实现贪吃蛇 +# 贪吃蛇 贪吃蛇是一个起源于1976年的街机游戏 Blockade,玩家控制蛇上下左右吃到食物并将身体增长,吃到食物后移动速度逐渐加快,直到碰到墙体或者蛇的身体算游戏结束。 -![image-20200901202636603](assets/image-20200901202636603.png) +![image-20200901202636603](img/image-20200901202636603.png) 如图,本次任务整个游戏版面大小为560X560,绿色部分就是我们的智能体贪吃蛇,红色方块就是食物,墙位于四周,一旦食物被吃掉,会在下一个随机位置刷出新的食物。蛇的每一节以及食物的大小为40X40,除开墙体(厚度也为40),蛇可以活动的范围为480X480,也就是12X12的栅格。环境的状态等信息如下: @@ -34,8 +34,5 @@ * reward:如果吃到食物给一个+1的reward,如果蛇没了就-1,其他情况给-0.1的reward -## 任务要求 -设计一个Q-learning agent用于学习snake游戏,并绘制reward以及滑动平均后的reward随episode的变化曲线图并记录超参数写成报告。 -[参考代码](https://github.com/datawhalechina/leedeeprl-notes/tree/master/codes/snake) \ No newline at end of file diff --git a/codes/snake/agent.py b/codes/snake/agent.py index 1c05b64..e514dc3 100644 --- a/codes/snake/agent.py +++ b/codes/snake/agent.py @@ -64,7 +64,7 @@ class Agent: return adjoining_wall_x, adjoining_wall_y, food_dir_x, food_dir_y, adjoining_body_top, adjoining_body_bottom, adjoining_body_left, adjoining_body_right - def update_tables(self, _state, points, dead): + def update(self, _state, points, dead): if self.s: maxq = max(self.Q[_state]) reward = self.R(points,dead) @@ -72,7 +72,7 @@ class Agent: self.Q[self.s][self.a] += alpha * (reward + self.gamma * maxq - self.Q[self.s][self.a]) self.N[self.s][self.a] += 1.0 - def act(self, state, points, dead): + def choose_action(self, state, points, dead): ''' :param state: a list of [snake_head_x, snake_head_y, snake_body, food_x, food_y] from environment. :param points: float, the current points from environment @@ -88,7 +88,7 @@ class Agent: Qs = self.Q[_state][:] if self._train: - self.update_tables(_state, points, dead) + self.update(_state, points, dead) if dead: self.reset() return diff --git a/codes/snake/assets/image-20200901202636603.png b/codes/snake/assets/image-20200901202636603.png deleted file mode 100644 index 3f7dff622df404928dbe76c8eb01f7f9f97c1181..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 32780 zcmeFZ_dna+8$Yf(D79y)(M4<5-jtTwicovijMzI8rA1Mr6t!2a#HbN_m7=XZBKEA6 z*jubmdf(-K{|VpE_wo55dBkg-bFOn;&+B3Ffnzc=MbKIvYAK7d$uIc8xogUNy@OU7&D*otTq2EvkOdF=zOmI`Cnc9#C}mjFke0A;nXs z;k-|Y+|MtN{T8(MwnzPRU+bQ@e($+$ zeXv`qpM{aCOwT7bv7{OyKc95dI7m4^`^W6rrpL5f*rRFMFshilx%h8h5~o;APowBv zIb#-wyf@QyO%&e|_a3vCrYnA-r$VNOYf@9fdYFI|N>oBe76(>G-&~SvjLRloMM$aB zE(F7Ob;*+-5zPs?ZBZOKyTFdN9_d3J0>#xOrIKa%b(zRa@Urme-r><|w!~jy3v^($ zTPei6b3%XQYbJ1wzW%KFdG<>B#|e>pLA~CZglF$wT%*3a6L_rfJOdBibjud0K^HwL zV$dgYpFlD|l$y^)Di)8P zyrX}5>%RCLn>XHih~hUJatB9I#)FlpeJ5}Wl^o~n-C2gr2xnm6mltQoT-maWzsUw) zr)+`RtC@c9et+xY|AREqh0PJ)$eC<8jICV43x{P*4=XYO+hqYYSMN_BFG00!?ylZ%s`^fAc3e6*;-{PHQh$g57(Zs zUitE7>uZlib=ra%|7X(0Hx`;i@qqv{?h(SuH%w+CBLwJXbLTrL_)Fg&I+IKUVDgyi z@r-AfmYNDbN$Y8y+Dm50HhE4s1JwB*ic>g>2j7Rk$Ap64M|{_vyKf;9`i!4VEcQg{ z$ph)f={l+g@?+1%6>3%O*&(dJkK8{TfAhI==qvNwOZey&6BWZ7n;rvxR7-6b#``e% z-WSyzu1tpsHZY&Pz^lNiqN1X(!mmOBs8nGMj03JA z#k2QhG56Kd7oW`!4A?4SRzSm*Ue@u9 zA+xHd;ZGAX8#6=9V`iyaiCXUmgH%7*b^LzfmZ}6Cl{*V0jxv-}S*I?l?y&AS?8Gf9c1v*4(_W#a43DGj z;7TjMrGH142cClLLYE05K77?NaIADFT`euEQm)`A8?*H2O|tKt5F#d3t#Eu12i-><8^5_q~{wNdrh@?{F{`i&HX< zMv6sZn0Uo9)zj21@`&=nd-BT@%D?+GxM9d!$kXo*+>MiWtnM=s<+;v-t0CI9TUNN^FyEryGVdx&^W-W7X0~`>%jLw zkGY5WUK9zlh}7-0Y{@0Cun%-=dp`z@^!D%`_s#>C>@^%} zY1VH`bJsr!B&WDt$~AYR_XGP3V5?TaH!9^xnOF?%ZI&A0ZSzmspCn=C)Z+HP^J%iz z6~+}*vN0C2w|K3ecQw2^9#JZ7ieQV3WHNq&RhrnWUUA8rzr95@=hfb%La6>K#+kkU z?#slHPhVm`#p}fFN{c=4@o^phY;I}&K`h-O=AKf4#={)897mNkW=3&OeGp5i7c%pzrAcW`G>9CZ&n8)1L;~=XO+!E zewbDm?FtUcxcMxWbDbB`=rhg9x+GR>x5O33)&Gk8G4=UWnw`xCtnTFKx}GNKYT`R} zx1do_aZIw`Z|+lQ5xqa5Ye+I>Mzrs@W?jkK9Tw;!rXra6{u^|sY49tbq_lQ{gTWK2HiVX+;U|;e@iU&VdEFDv>xQb=)2h< zdP&n8EJ;1ods3#ujl$#U8crV{+Y1bO{TJW4%F>kr%gnvNLhW{4jU8_?GB z8kKJXL%;quDgfH)uPi+ee7*!_K65+jZ3q{jtK!-+C^LWTQsBO_XBE)t$%QgBsXpls zd&z09SEd_Z=vQao0xP#-wqn%N*5lNxic^e3m6Yn2yLT@k<`5{3K+gR_0plv?$>Y72 zy#$eKp!`wW%2N0FJhd1#5s?t5;-U&T*SOq-*4Krf!(WQ>{LRm`5Z$j0S1NhObH>L# zzpvRAZx_SH>}uVVgba!b*GJ+iF$3$-lY2ruLdgew2cOojgX6&I=SgRnJ;=x7r2X;( z)Sa(VU)NdZ&6K#cBoLKwbt9B+y4JL>?eEOo8%@D)n@CPU$L5`_G>W&PxWtsD#1CvY zN?R-^Bg)!)=Jh*Rgw$+n-7LC7;oaHEhUyAwl5QNUL!pBygB?AG>0*Av2dkNGt8N}k z4LvB6&3fleuik00N^iuF$!_B-|DQ`*@|gF-*$G#9S(+$a7lr^+$Q@Kx3Bp999=fA2 z7EzhplHBXKFy-q}H{;oxI_h=POJ#j!inGqiw`rTKLuS9i2f^e+zCF{@dKluxe3QAs zyU_cj2C`0tjV;Tg)qtnfNJ&gk47;oxjV!J4zUK864?iC|cAHcQNgy~Q!eZo5pNseP zw)GlH=o+3t%TJ3s#&g$4){i%~r}pZ3kIYWYI~4aj2Ge6?q}CEo5_fA(!sio$OFo)z z>@V)^|2lMqPQS!^OVZtSZD!BYTm8kAH!e5RSlVG5evrWYjRFYa34389-F_$?p3qlq zCR9xX-fB>{qww$G4Oq6X9J%b|Bten_b>h0CJr6_u7P<89e&ds?Z-(%i>3p1=da+Ye zyql3>llU1fG1%e)%6s*U4qB5Q-->AFt>11ugOHuFb!>n$!kVx8O`j7Bs)PwNd@!29 zRUM*MuavCS)bKcPzX|cKgxKL-!~ME~`!L`>xZ)%O|KbR~d&brOe*ZZsFeQ2m4^I|P z>Df~q?<=d5`X3(ZL#Ge?9S*Fmt%gmINN{hoKuW(eBN6`faD3I+!0Y(Js>u~*tqQmEK;T?^aXT3?_2?>O33;K5C5O9SPEMV z{dA9MEzo~20op(Cvmzz<-o;76YXJ|o>W0y^r7#$wyB{yPEZ&uCxUYbMo3Hh)L$!>@ zee>Zr-L=O9D(L<>f%|d}$hC8*F&dj+1K~57-u!dk27q-6@Vdhw>csHws`;Ft~c*q^Lq`~fc8E@t*pryeE2(9Ldm-`dGw3lTQs6K zuU&NbbMPA$*FBb|yM1bw>HW%=9X4&&(5K83PBHo{Tcy!@_42p@eyOrzkfQ-OV))Wf z8ibme;J~-+7j|tPx|ZLk28!x8xwtKZ%C=}jKJN)dk|K+EBLg9;vtK~vz)kMc`G~j$ zttJynINV@o7oJn(F}tjVVsLOMO)#k8Dg+7dmOJXBOV(B_#dS1+P{eI$7qjh6G7pQK zz0Fv(o{sUlev-rZSbasqq_I?qU{%>YP(`Ghd17Ov;MS~3qsh5lt54!d3(_}h?_p-D z67~mrF--`;6C2yJHzt?RT~Nf~CFoR;ZnV}bsDUYH;Kn{o>~c3vVqyNgJ-5+85|1KZxtL*3vXQG3{O$kaBP7bx_+tN%{!x$!#EgvN=F9R5-74Ho9^e zv*ki@2L9!bTG1o_=a^)`S&YEh%BX|&&XJM%!!v`QG@d60Z)=JLmP>pNw@f8xH)RhG zz7S+QGv_1;_`!0_a$bM_fXE!WwbJdjv@2P<;A+Q+!BjRj=5D?k(~@~2t9w`Hh*$XB z=$4B$5a?DUfa0fS9%s8&zu=l#4x{r0b$e2i&X>qF(OS?hf|Fyv$0o+-_%uqI>J@lY z*;k+Ib5#4c=aHbmn zOrn>)r00lN7n&`44L7DcDrUl_WKVPKbdlK{Epc%;yc|xqP0E z^RU!uzd@cwnM_&1s)f0LmZ3=KZBT*h@T&nBQLeon9G#keZPiEgm>cGtma9##J^njpW@yt`lkQ1^9ZA0mrI(%Vcz!i(CLI^O;?slQ=BH`-v_+kw~Eu-vE7 z1_O)nxz4SN+%;)HlsF)iXkktO1Q4V()*2GEy0w3Qd~%$Grre;jNSREH`S;KbreB5B zk!409T6I>r_Syh2P4BAVG!(@w>1W2`H#&zrZ*8kJ zuklv;ub?v|yh8~lU&{R3onB0rjK+*cRNhJ>(*;~b3IZR_G)gjKAVdX3385^s!;4i5 zOe*8>cz&0$~Dic3I z(>^I=szH5riH0c#GFoheg%m9YVtX52hZ_U1!cy;rU{h=PM8m;hdTG55mHT{muv`fV zI^U8X3qCF!O_TCIIrhX1D~d~ETRl&)8u_s0D}8Whv|(OrVOt?lh(;VU!YD|@O2l7E z!{dkGN!jihlql8yxi+VRa00dT>DNN+_tE0v!I9w_pstA#8K&2DZ%2g%-f|Ei<(n@Z z5GqO3&^U6d^Rcx-K6c}%Qs6Gm2=JTva*7#-5z!j=aTchTThP`9!*(o;VDgD39)?v3 zPW2YNrswA4W819-RjZR5P-Np)w}g0C?K1Yuk@=v<_|#PCqf~rt(yKEzF*7H3d5W0@XV#?RnSu*-js=dr{92)j69y)wr@cbqXf3CUdZqf2wsl zUJnXy8*rR#q=EVB>nJjNrMcmRKyhK;TL%DAYFAXe)lxmnd&9YD?AUPLrt zKGQ6yGx6X`ik&g^1MYj(3uwF)sApQq z;*B9_spPIWWn}cpUtXxW;m`NS4jts1_ZdnxcxY-ZH@7IRk&ALgb3E|DgL`-nVt_?3 zKpf0k4HeSW+OG;(KrfcTJm>(occOn^y?R2v7zy(*ts;~0?Qop(>)ofWRK2fkgI@AH z&8eBJc4_5tI{grT(ARjH>Yv+MOtyw#1j51^tjU-m-Hm76)0GC1xLk9In@G4PbB%Guoa8MM`78H8~2T?=cOOj20)&6i*&4I2HOVlrq( z8sXZ_zma|LW6FQyY8|9p%eKK>r1t2m;`Lrtc9~HOa z1WMA5W=E^0q2tmgn^#Hl^W`2oX#>PqMzOOYEWxPy-V|Qc5&+5nfpU)m#+>D6k}cnO zpyRT`=V=mG8{r1@+-Xf_$k;T#o-4c?3qIXLt!?M1FpNZxb@Dbjm>!-it)b&OiNX+* zC(F4I_nrF?Xs>XUFbGo*3uL%?JgdkucD&KVQrUg5zBXR9c5pW1wdw`k@Dkdb{RU-` zU_m71x(F8P(Lp5q>M8+yJ0R%pVL$^G&FQ%|hTy{=2KhZJJU9*?ckyhJa1g^My!CMA z{Ij*@cg-X&f&hWX8RefIHLn(kFT@Fu*#U{T7-1=s!SvXi{xZOaq0q!?6nYak{=N8N>0@(dI4qS{d1io1G3qFZWW%Rep_p@l5Moi?@Tj9 z5pW8x$5sJ>j0{|vQ!crU4thKg_4HHiyUmc}hUq?j<^rdQ_#4)THB0WxLdd(OL4~?+ znd^NQuRgL*CGH{15r&ODep^uH*+1pC6E5Bbo|^Jm($Fad>%}#I4cd!IqtHfP3=p7n z%rGW;Duie28_CqPhP>QB;_%8{wR5>1j~`y;rBROOrQGnSic|(9c%2(`p34E5((CJe znwOKGRS=Z+bK@3c1Rj1X;h~JdsVe?il=3-5uG^npFFvq2k$TfUR&TkUVF^&>tzKhf zbI_+5z!b4N^rH_HvAo-?-6gz=MkeT#`pVyR;=WeJw8y*CXkXHp#W9RT?HzSi=6pS{ zUGiH7d+rRYrN%$lx7#_H$7~;uSn{S3EsP=Ho=0<5-A-%k@{s-h`OOiHZ2t5%X(+_B zNfW6Zts;mg?}7NbUerx2e)=R!+tl}DXM#qZ&(!KiVq#nFo?X{tvzsc>MR);AuC54>(36>nxVWt_68*JZS?|9Mk z`&`695I;Q_FJOI8(<+fLg(9G>OyV6Hz#bI)3^LPIsZ#_7+}GzF#gwe1xE$qTlMAwP z`ir5TU5edM2$;1`^UndCaC=m8w<#u2ov%>){TEnPw+&sP0mlcV;Vcnl_jcI2;a*AI z7tUu!I)LuCW2zy_hDzR&edGE&FO9nmqvGTyjAo7Oc zqijdpufckBr-JODY`793E2_Y7eR8_8Bg*jlOR^->GQ_A&3x5khU_b)Kh1Ovc=T=Ff zr|y619D)N-+Rd|io#n{x4gw0sqQ3Q<3>K3$i`k8K-x4s5q`)Q`VdV_4czMRk#+=gD&}_!y4Pn})o!Y(Xr%w~f+HtBI;ux3!5aN24_GqQxI@EajTD?vB1-Ko?#E77N_aKq zLcxp%(_%&EnQ|-lQz_eyuS@GZ0ZmHR?s)_?c~yYij$6neKYN@Sa$)JP53sHygh8x( z0jeIq8jenB$q!t~2}d96N$UQngD*)tw}=>vV2!fEzErZk12n$Cl|;=h*RcMq$1w9gPYpWq(UXyzIz?n2`KVo;v$xJMD=v>#LqLcDJAWAMZ<6VAoy2i zx>({(TqXJHCF>bDU2o z`|EHO@n?p%qk0}_s_S`ZVyuz&%thkdPEPlit2qQ0^C8|l%~-dJu!7Lj?T8)|ZVD1SJFWhIQ3;i*J2+_j2^;~ibE zzy8Kf>#q&8GPzUm8VufoULa}E2zXi7vvi6QbqV$$>HjLU8+rgT})M1@7eD3OnN9>Y1{5vPvM(`^qufY zuz3#|dof7zR<<^3v0Ss1Ga*5Kx=bhJ0r$%`p3$3t(p=w%I^$s$na3UCCk0g7=oCkj zZVrGxJfXG+IGcbSFjwg=893MLC5G=izEl2e>W_q*<*3Wd4Z3b9=LhR!*ACB=vtN0P z7T4C2!-CYdO$aTgbXkU?^H6}<9qsqtZK@$osFSa&X(pWVjP)_1g8(j1W>ezR?Xo#T zqMUL~nq8O?!cXd5jWR~V{e>4q3S~ybl$*LVX3{-KKjvXvYN4q2ZBv`b`=HJUuj>gn+QJ@`VIS-BrWB{DMaH}BJ_pg zsrhb#{AUAW#*cse=pSvvn>647gnWvrc#M)`MZ<=om)*qN-yS+nQZdF-basc6X|sqq z*3TKa7&N{g?!RK{TN`(^IQ01+p8Br<;fKW+uYGdnvrMT`dp55$;$QoidKrsOWf|Uj z=eO(;L9Rks^4sM{7W+K&-!{|KGKxw#4Da+XmvSopp#4QZ#XT4L_>S0z4IhiM9~vzg zgoxP!@wp#G7JC;O2Oj>kUbDs~tj6r>EpC^`X?shLS+BH% zpJQ|_?=H>nAMl{NHMBM17bUdCSw^fj9aRJ(mfDYvK8UMXudgyGAXcQ(P;?SFKk&Cv+sly1_Yuto;zlgD(1= z!e)q7(kZ~imN!LRI@{qHegTizE9wGdEontamX=GFBT;hEig+Jv08p!H`Z;aAaQYyV z*iyCW+*i86YxjyWP!teiBx4>f#XVgM8Eo8{(sN%1pbU12%{is@;)=sx#nsAszVJ)m zw6p#z$Km0#(7i$%bUmL9(T(Gj%d~Z5WYk+FkS;gh8I6~A7AGx&)-Mpa)lbfDezlJ9 z|AEkG1bH#jGqvtp4k?Mq^d?kt$&^WWooRMMxJ*+;+IfqHyLKxT=)SKP7kGY!NdAGE ze_X6FPZq{k1)oc?3FQ+4>IymO$De0FdkW;dc01FUX|uk9`)g zmfzBZ1$W?z>AHdn*KdmS_q1M$T=)awfPZ zV0SoQtdgMjalco8De=K#w2jfvJghLwdqd#n@|1-OmW&*XzXx@fMw-80zngq|w=HCG zi~JHD9Ir&suI(rYtNYG-JhywKB}_;)#QMkpm$EuQP}L@ zOtO(5kfnMl^X-u@c(sj{)+LSGzg9~6Jh~T2FFGTeK_x2L*v#osn#~}25w3XnRFv=U zD>NM34sevKi^#o{NssZBT}#Ui>T~3(c>hOHWx#*Zz6aV%dvj@jJp4h*_Z z1`<*K39Xd2LL74JH*SU)Gv0WT1ezm3f|x9*4Y=x=5SLpQ^N2#x#;=7z8FCFETd$gKV<#-Xr{xB zi~fMFaJbum&&w}Bl<(=4)PSBsJHhV=glg1HcdCg{!P^(MBs8i6VOzF*`2~ zr&A${Dt{$;yny@H3EdUT_^2+L`y7cE;3$3^7JvCrMI!R$$k*mKU-8Uhb)eNt#)OV(;(~u2JbwU&5(!*O1$v5X7_7^?t`Ox71S5)ifX-) z^?E=oaM`gHLh|L@@)Fy}7wtNK!Ifn%Xss_hHb}wRr)Fc?uXWMx%nMx4K5}(Ey8xHm z`?49yJ&jp8m+gMU_3Xa>=g^CesVcsa#Tn%J|1-#i!<*n%gZ3Fw6-5ijz22Angq81R zzyl>NHLA|CiET*{4)@p*kRavdH|juaHFjjWWCdJ3@zz)mQpF zYC+=3-PU(pQ`;T0<1XhTptR3*A=gfvf$>(A2#%NmAr2WPE!QA(@A441Qghw#u& zB`FsmQ`;`c6DaE?+j{@Pcg&J-=#pDAZ7X!)Z(n(3Gsg2~u3Y@hr-t(`!2`x3g$wuE z$HmSu_5Z{r&dZY*q1njG;WgrdDLs(j@^3-h9fK226$}@a8=+(EThrdWcp~}dT-+T= zxR}1o!^b#}g%JHuFyn$v&8?~5{<7z$Z*a?9-~Lq4t>uy} zK3r{$IPhcZu3QOBN)tZIi}~7XpXI&;S@wDHf&grR^eo&w;_9T4?*8R#7u3j9FklDQ zteRe=iSJhY3kPQ20mJ2r35zEiK>W$DcF1#{?s$_CErZA}R=PnC!zCu*Gcglvi55@?+)TYK$Cv^nm6o4?Qb12!@cl zy?GbwsPyl zgXDxRyXt$t(K;j+gCWMs2i_0T)Y(TdOINh{b>O5^CeyThRrgrpC(7_e;)uVzLsrK`iG;iE%v$I9+AbAa?Jq&kI##<`YO?xkv99hNK@ev}mX(v2 zBYo{EADETMnDR*6s-ON%$FY=~Q|o6Uo;lK{;cbDkRs8i!cVwswv_DlaJVcxGjJ~Rp z>|LE|0PpY1oHrY=Y%$2&IZKRFTjei*6h&-iLsI6D z&|MH0E74m#ad)gm-Jae}8}TY$S1~-zMA3}9OhmCGID#1x`|a=h@xj$O?{K^qr%);U zu}4#VwhW}-f*oM}O8TDs1=Hqb{8I`Ah5q8Ce$|Eq?}D zPoDNFl~~6f-T8|*g*<)d4fWWVSNIor{igZRpC(@)P!Szh$Pf-;T<)?Rd+V{Zz&;kw zGM%a=WVUYVHEjP5KTTF&ZPabkye_7akZ6_D6PutbKAB?8RmY9yaO0S66D~k6Up3}b zc4M!MdPVW?<28sYGD{je2+xm4d53>q){(4ycDN+*#fv3E@dDCo-@cW-WMYJ>dT)p( z-4B?!FV6?!1w`^*cAC!xcmH=U*6z#mxLq6s7tV&{THUBMC2|2%CDmlr}eWRs#U$PfAQA?an;sBoD`&5vNf?;@|fk?ruh7zFv} zYFu8LlZd|9u7QVtO}z2yWnTM^%WG8A0fHI`b(ft1^}LdMy!@1gCH zL-x8cZ1Fvuz%r1;bXs{3caaun!-7&VXpp+{iR31GK_x%bgP|ee0vg(BSo?~WrwN$I zo)?`R>IlbK>D#BDuG*}YoT8gp7Lh);*KImIu4fI$Y!)KK!_#kSC{`B?#VdfSw`+zP z_mL&zSyF_yL2|ZMrIYssBLIK-PqP4yv8Pd>W2c7W1yr=-Y7CGS1MM&_-3o{MrF$aX z(q0QWoBgg3LzgbBVp}YW9`Fr9U36y!9|NHLY4$gdC#@>MFUE4LeaqQ=r0q z{#1Jx>25Avdie0wG`$CPGa`=6B%t{l|3YawZh{$S82bc?L?c>~$~4j*>UxA2ZcH>< zZk+Xl%}J2$X>yvkz@h8o>zdYDk#)q2b;*@R@t%7j!d$(U-iBPX_HLOh17momWV8YQ zI7V|G51(Vw;gHD2py^X)(hA?l@GbmQn(&FT%F^GFquJ9cYkK~(sNI;rkLM`sc%hGy z%xQaX=;WvJrU$Z7eXy+0T~x=3re{x%C+MVYp07ORDYeSd%$sk4ur$HK)*P_X{zaAd ze>Z5hOZd)qT~vTn6w5ft!R}XuWn)|CV-OoEI0;b6Y+c~W<=xo}zQPvzI zN5H!TLE|p1DM=Pey05ej@knUs5!~YRg)%T<*heMis_yBI3sA`W6Y^ol)}!9bKWP@J zhqXvt``!@B?2dJPdM`ZJ61PPiea~Z%jDOR0>hWi-h%PmFmzI!Lje7Fj>B#`OraV1T zz{$V=Aah5)Gs&;|oyM(1!dw4rcOYctgW=KC#vL8|CM$&dn$`-&495jVB{cZ?X7w$U zaPrxioV$AWz7Pp>&74##`jsV|qooet6IFE?RItAdzZkR)O@`b-p;r2CV+G?{!L8p% z?C%6gK4{vA0f)$n0L3cEEma#|VinER!Q)*jV&lmP4THlxnWkU%DuVZ_#Pken8ZB2; z5egcf_HOWgn8c}nJ1o%|s8FE!< zbu_8Ue)LpZ*YUubhRG_?X>aX(@m)Fa0(?VTWc^XUz8iA26dfY5#5G;>Is!X%M8j48 z!X|WjXf}*OS`(G`WxTI4sqMDW<1DwCf2EFqE!>8#2%Fxd3os0LdJWq$z)CC;P8>?Z zNy7DL$$SSw4V=@9*!*_GB#}6ddxH-ZS6$nm32oC$KY4IBTYasY&-#9M@iH}ARQ;&^ zCp{{pw6T+LkETpr-wQ+~=c6(VzQ0SABU4@lu4h+VqCjj z`^iUj|6_5emuNU-A%@LFJG00#*s&pNDf`9oy{WJ@(e;johEP3X$Ph??INOkFZ)Z@5 zSFWUqEtEvH)@=YWDP-L38C9n&jaw7^XWFh3Yi2Uie`>od)!4al)xDj|@Wlm$x43Y4 z@c-W{qSJSYOzZc$TiDuO8|echj{J4=;)mQ+$_5OioW|3}OoucER6e8>#CDCfjB6Uk z=)@zYDs=tp1B}OG+9{_A)qHD`v7Q}Ar$*}+l>Ya1Y*U;Dw7ZbvB7@4Bkq0z72>xj4 znUjlgxGh}gnBLW11T#FF*M^np+Q&ip{c~9+;a?Y!#lMs%BSjDuO6#ma#Kr8j@jhap1U@XH+R?1z)NI;x1%RngUW8(zb7 zB}3fYI+X?+!MW+}8vv~RkOp_XVsEUV^-ATjpV6rnHZfcVj<{hZOh!&@HJJszHZf?dn@iF*5dP8dD-){a1S% zs8X$Sq?Wegb_VzKipGGm)Wg?fZ}(fZw;C7+^~ zYuiqWxfEY(;qe4(yJB{a#*g+M{@D=t$G6NJa10X$ZXQ(E8?mp8o)6#c0OZIQ<@s$p z>!LLPdX+{zh{qu?cb#SRqp574e=Yb7cTd>#JLeoiCVc>k-A9sL5W5%V&g|6A2Nn{V1M%3OFEY2zzjid2v>a`_f(W95vr=Z z7j6QFxBlGoBPQkWasgLgq@!3`);^NE%#`C#ziug-WR8!FEDub41I`}iq_tm7Y}_vG zG(&IXU19J5jGuxJ+-F93U*?)I^e{_aBklalI0G~cagqqknO<^64`ht`_DeV6Ir2rn zPPQ>`BFOJ9!t`j`|88OCm>;$JO0GzI0c`_8o%@7|?Ua8p2WQ=OTjzd{NTa1ysm)LR z{qvpjCGO+Jpii(|@bRALTHx{s1W!V3{aBiV-$I%3=@#d# zi_f}=s9i~V9xCrUZ~4N({q$F&<3B;t>Erv@NXQ!5`GY&mJpvGJ>fhU6`eq1w?%eUD z{;Tk(So|@z1UnohU!;r><5s$F0-S_{jdJTkHl)kI=c4U(3L!#_#^PDsLka4D8eyM1 z!zsh_X(8)#Q*hiqQxNccu7zg^CBIjs6IA-cx>9dN(sz>nX44{EBf=Cbrx@Bg6DnO3 ztan*ym*T`&`5$1GT4#E#1(6`(HlftT>`JiL#;ECe-1(EjZ*^aSSbCjiT~;Mfy7ReN z=*Hm^JnW$V8u9+3jcIruN53c`%hs<8!ZS#YqqWuPu-77YtdU=PHM_PQmgr1uJq^d} zwDosh0K|BwJZiYxtKY`8Ym>7`%B(0V(Gonb;HWPuDGEUz2i@~Cd#9n1(*B@p_FsN^ z<(hgjuKZ}0noI2NK!~KkU4( zhTsT=o(`+(As)H!i^1!XGK<|QB1u9#BZovUF|+qUUtDzBN<;k$nDDocV`6a#T02`7 zwcK73>pRB2fm+h8;cBhfnG<-fhLFLK*6r_9|1IeP1|Q?ZOyp_S<|3qLOlK)e8_-j- zin}|~J&va!?su)lJ9bH?&fQ}7V{QM{z0kztlC+Vxa-qdA_w{-Ob}HSt9*swLfFUO7 zI|}l2RdvEUVjvqr^5#qf^NLs(`0E&XZm+=u`<(Ry2-=Uqc)|9d2 z{077g&-~(iLb~3ZrEHJH3wE}P%j||OEC}c;WcVwScbKcuuEyDeAHPVC$wCJFKEXpC zoQr+7c-Twk5Gm$k+W3sb0jbV1I%a$4nM2M&4n~+ukgw9KspxgXrC`Zd**yF1iKpQ! znTv|`P4gd)#B_BH4EYW;kPf0KVR(!_C>3AQQ`jr;53#Z1bt||!wH!NEbKYTy)FVT- zH`YL&7uWgw?k^|H{#7tUTXCg*&t{L!;6(y$`-etCC9^D$zN*9dC|&l99k=?Uocl@p z%PMwO494P%zmcLWMEz`2CZG>VgXrHrTPeQA=dw;S9UShZlMo@NE|A&ezi^l05#TcT zT_0t0{2!0Qb(-YOVd-;kA`R#u6&PJi+0kel2oa%lDfgBxyV2Ig~Q9i*xxzXkT}C-CmH7=Nx^ zJlHuNow#_L!uyZ>Qf||InQmEeK=qVfpYUQD_|k9@B?-RFK!msM;WF2|k3pA$!2C_} z|4SbcO;+|vpguZle7~It-imw6RkA<(yMce&vQM&s{m0tMUtEJHJjzwGYG>^qb3MD0 zgkLfOJI4kn5%4{kB%3K~f3>KxuR;+3B`QW3h!C`q7CGd58TgbLaviAu)kSD(X}rvC zD;t;usMIo~gt@B3O`?a(4BTiElZDF_N{&A*^XOD6m&`__=errgm|!ghQu+n$us6%S zvPtEk4qinr|jcMFkIyv+R1=a zfjxo>1%Nm&JB(~*_VL!4emS{2!U_tlF+#%IX)`rZ z-ZEmRT|?)Ew)TSslRDD|dJ8HLj1CE~;aoraS1PtANV_^U@I|V1K@gh|!zip0%-usA zqW{sr*oQ?Np;Hp1v^2D%v~lY|O|O$!<1+8P#O1xKUr`JzGh1wTULxOesW_BA0y$~i z)i`4Bf1-O%#olxfOA3t4%Y%9zpp~W{61nY_y-XG`G)xXb9w-K2w9FlU@26G}VC4U$ zR$;gxqd72uLtXFwczoSwU#X!5aGc*iyqK`0YqS$Koc6GMaRSLdk3?jo;A`qW)jT z#Y+muUXA7O_N;L>9n)MF6?zsDZpb9T!w=GyTDJozSePUJQf6fwgF>$>0|K-~fkRcQ zLSlQ5cAkB)<1Rl@Ha9&S)uV~FH%tLjD|;6eGt4%iwMzPqzI@EFRR7r!E}TqL37*Xy zWxuX?u$yrCDx`RU7D$;@XbsVf{jQ3qQgx6Y3vF zw!EB#qFeMc^fSOHRINvhdFn>~Epl)|nBf)}w*l5DiSr8}Ze{lDH?p`bZ7%YLthaxK z_k&>#C(5fI$myPH4S{Ko_kXJ3W@ z++n{e$2%%jJrM8vnl#>u3>o*7_|3+)<1j%uqW7TP(aVi2TrMo8N=!oArxc^ zgg{v$D~i1xDXz(eS)LDc3jiuY4-vxJb@lyI_1i|aCXRKpjkgSAmWNGsFtHpHWKb%) z^R2eZqy-ss*PS!YRghk6xw8!jj(V2t(fCcWo_abxD5ydgSofD!ey){GkjrhnU2(ZM zAXwr|r* zhaG+r`!ZAA%N(x9<*j*tMLM%F{L|^TgHuEXmkS{&<^h0CPMgo`W`oCLQ3*kEa-@^J zLkT@_RTyQPeG1wvlk2w#tZVP#y$xrP#ZRye{aKKd+p~ESS4lyi-sjUYE(CUDl1JN_Ufcg}5DQqj z`5}cZmq6j-Jz2bfK{i~4&?Xi0yL4z!r$9j`7fZ$YRQiRWcDkTH1Iz`@wFK#xe0r=g z{hS;3KMqPM;C>Uth5`TzM!+J&G(O8WbkPpWhVfEdZ4Mnn>!%f$krv0R>J?-eB3Zx} z10wmy>`GeLTL)3vgL`q>sTIldMbd&tt9jN;zHuQJ@Skyh?4%WuTY5nt@$d<7S(%h8 za_4KyA0phs;;Eo z>3p~9yryB_C-sH5Q|GWv0!Wv-(r7(s7@E1x zltGq$70h^0rFB)%Zw(Q-u}I_=kxp7Yg)q{nWZ4+;YVuTkd&eGfFO5g^o%r=WDychn zDgzn+O-t>#y-P*QX}`l5rn*&I*`&S$ILHv_DBZP3i))3WsI&Bg76u06C-;o*w8)3( z?Ty`|#e{7Xj|9@lq}2nXJiXQ?(tTc=Vs}g{SkAyQjx48J#)gvOHr?w3Jw=aiKkfoF zrY2DuUun%#_%-zntwO+tw4hQINKixsK}32lZa@gV_o5=A0yYReqS8VMEtF8DD#g%)gn)n$iqsHF zLXxu(-0wN}-*@pp=e?Xi$XsKMIp>(8JmXo(9}pPT*M8Ap>UYsFkarwy02T7hYJ1ad z7$3e>LGx#PMw!>;FRnQ!@y~`(G45K3=nyN#!$AS5as68#A>+|f4Vxh7=mIq5ieSZt zejM*Y9&Oe-pgC+tm!X~ylK3?!vKF=Z)7ho4ksoqu#$&f>0cd4-0c5AmJsA~*xseVx zgRFz;E=7;Sk&=rlqh$^nF)h;8KR$m#D7W}r&lYPZuvL$kIiF3e)T%M5cm9WO<08Na zz`M%@KQ_ z`e(0_a-S3CWfovV+WeU~@t2ToC+!f9>f4(!BV*2hMZ8N3-CPe`#!PRe`}dQw$OQ6E zG9%`oMGf0RaYciuheTQ+=oU87w&yALn-v_UCvpDCS6}|BDT&cNKV-!Ys3;nZqSQ-| z_Nn*JTev#eCx{;5_INIm9Ck9QMjNLzxDs7_VYz4g;kg3L_o(8Wk>Tf3CW}+vp~{A* z>PQG8CZy=u9CM!74Of?;to%NuyzSsrtw{0gbK?UE5*84F8~W@Izh&p0Quv?&sk~+q zZN={1+bSO7~;hqNS2P*S_487w35Lw4T%rb#UHPbg5)zcef7Kp~HSP zebuP!-Q5J0udp*VzoEG-$tWW(t!$UVunUC4nQPP>Hi*+Z#_p`rA1rZFXFMqNTKmpMfaE_n&3+em|Hvk|6?VJC5c>Die z+5dki(qX#=4-FzYeoZ`2=`ZJ&>h799htsupN;NB!l_)ScC6n)}QtsB|APn zmsDPibSe<*LXwBp%<%WoBWD=BpB7j0k_RX1FXDVqN64;2u7eORl5xFes8b52rpl)< z>)xG{=&a|`l|jvIw;XCT^EWXtw>ilYpCVTi*`N~*eTMhV-cTH=({0pI$8QoVKdf$=|t7Sb@Kc+gX>||A<6saIPN@9O+0~r z3+muKvxAz}O3tb1IL7u;xpN&}qoIP>sSoFMc!Hb!2sUXE6%AXk1sme~Bul)i%P~c2 z_|jT*g%)41-OBB9dr0fzGf!;g?bND~f$;hUXt}JlpScDoydWfd#i^q1qvFr&s92O- z=U>gTtE^c}335ip9PS#Dn?2$XT6BFFdV6%_D*ijZ1c>qzu`YQPHFCQxLO=|p1_WhB z1{M|g8MFZ3%nkL6tIlsSmY1Xq(E5a13DOC*KF1~0>>2(6NS+T2<-4(0&#ODdzPXRi z?=Y@+S}0S`eI_+HiuP%q2g{hX?viUxEd6_$<$vYc6NA{un1?K>ug-PCA&Q!Ce zpQ?cPEvs97<8!SA#ox7~$9XSew0Ted`raHqsgoo(uY+gnvdeCU`#$Jwy~3*R{?7RA zErhaZnehzf)<~|sFUK(vsb3VQmqguBtG?tkf*7kgp)=q8R z;4}*L4(HDy1yreYdP@w=tQLx2typu|>j|-8k9^!97;Q50x5X{|JWsxaUwBz??wz%! zQmxQAq5LbKj=k~UoX42WU2?d|aaCR6YnSzD&$VN4t(RXjf*vpaM25SX&upt@=1Reh zr1&#E$Kc(fsIDkia>at}mE}8e^!dx#kpA`RsyLA=l6d|cwa>Qd$SOIA{#%e+_qR@8 z7}jhVrHEsmSRC?$p$-4W+#S3CJ-6V#F%3hM6TCv90d-)>erxN?Wyl}=Ic^HsrUg|} z<%qiKJV$ME&KFK=fD^P1IV`!s_U{KwlRD{x=&ld*(ik0dKpGC>=>dotdVZ2m8Q(}nS=BhW z)4!%&*j$m3iC?eu~RD|5&2^HD4^JO2TuFdJ* zZ~OT(UWYc-S2zN;tpB8C;p|QyHiWq$DG9k0zWWF+5$r}2%qmiQV5U6Anrvi?TJ`l^ z=JYK6>kzg=4Z zWno0cyS%!f9V|lHNPF}O>4W5&ro*dQVz^}k0)pEiTN_f;N=9=7ue^u5PS*RI>Dzdd zW6rgt`bTLT zynIKRXRveKFTT$oAdZ~m{4Sq|)Oh-jg^dO}kEeZ`Q zn|}lUv!Mp{Z>Fz>*V==^d^+nX8t(brHkoP(mOr{+Y?)Q*w$l?nAfZHzhtIDQE#V3Mnb7Qx&$$E^hpg9`q$5XO^<<8bjE8<@;lLw7^$vNrelEEzCjm{o_w#~! zqke4GrDiE`T?#DedpuPi=dgZf!*6S+j-Zm7<VmZV|rTXLCEXNE+E2`>QLFC}}d(zf~r;hUERpVC!0 zvM-9m%*FF<;3cwFin}^2DrcE5yMwyr)WLhv@;ukbphBk7I}0L`7m2Ah2yelK|G-#o zPc-@QBM0Wn<@fF3;qyT3eNi(}=DDig>^kVA!0H4d7qOvB z(Y&(0lw-Qd`SxG=%=W?URC3`=fWBFBXY=2Z`0@8q>&%f!y+-fnJ5ML9Mr)+oh9hl;eL> zF}2(lNhm`cflqL>#$7Al%yIGTZN9z~4To_`cTGiY9&N(#>Oo^FiQa8%IuXQGa(LMF z8(qZSdg5~SrZA)^Ukqr-}h#yKemLU!92Y!3kTm*q#iMv8Xe`ZhZcR1&d3qZ;Ktax72N4^;crKt6 zosbWrEGdXr1&5bjxY?Ud6V9gBq`uw=#hyS4Z(r?C=@HeIE4>%F z_By*HFwfblo^8TO(M6ymAiuKi!Q3~x=e=~iwO7GV>$MEK6qdJ}Q4(?{&8VH?0YiR@ zd_|b88TrBbr5sNTW;5jjv`=fNDi>;Kt$~oeaCH>4nZ2l0GWOJ_v?16R$tz{RAK6d# zl!#I+^sCO2*cK-Q)*MgwvLBqB@jTT{{GC{}QjDad5d3b?tWc_ZUw7XZ^99 zJ1q-_s21{hFw{EPA*%N^@`@m)xK^6@DJL0Wtgb`qO^Ko~>@}4mJ%r+pBj3F98S(J0{y4l(+I6AO%@?AAx*&g2y(XVD z8Aalz&YJZPO8KM`y*3qoGx7l8Mg-tnGu=FKIU@o=e=uh}(<8FzGNY%Zj#(N8NK5Mz z3yXA4J<^9~_z=IBpnkPx=C!+r16-rruoZi%m>%Up`{l1rY#b?Jams}D$7SEcwxINp z?Q?r(S8q2Bp{8Y$e*+`mHg{JATL&6bFgE}y_PSP?+t@>S0|Z~z7#x^zX412 zYd=XVSvu7}pNS^u2DFPSQ2e8$@900!rJwrfYSuYZJ=hs_e#`)%e;{u!aHC9VRp{7Q zIf=I#iKrZ-bXcJjxr}&Z0522z1*-ofr=CT|)!H0zNQ380{Ntwe=VSZ5&~Avnz!0IK z97B8JaS7>PNJ6R3eHdPAEXHa{UOD9XZ;$SGugH6)3_K?(Pg%MEsRc`Pc+uL_|Ma{J z+gm}l*mKl?QN=VU7nIJco>Kbq&ZbAUFiuwoKeF8|g}3}Q;$k%H7&ci-pw46z;^3~{ zeqR$uGAeQlG$r!AUEgPy>qr$|=|rMeYQOq5(^lO}S9;}RnJ-HdCjzhHxi+J^3!F~k z3AHeyw2LY72VBB(h^!XXF@;Ld-OEjRm;jBVCR2wY8<*gY$cQX7;BfL=hWvwI%)vIc z#+n>p96r8>?`dW-{WQ$2Uok)@Uc7hya{FoPyPb+&9Mg)^3T#z37s%AwdxJfQU>RBW zMO}bmWzaRD!K`NMZ0g1xz*TiCa}i>BXFP)pa>^6;M&g|KXhB}CH?sZOQDJY|-uwS^ zD#O-cD5_LEK2yeN%B%An1O>|CNL?`Mvg-*p8G~2OzxtkHFCI3;ond>vmTfP|w+u9= zQX#6+^v=tY+ag^DH$mTlAU1q)eCO&kNbo87$H!pA{EfjPgWgim?($b8J}kpB%av zU%;Qt)!f!{jKeH+sZVLcd-Sd4ScdhPnT*F+K{Jiq1C#~Ga?cLAJ9%+Y>^3rJs~Ul^ zW3*Y*15;5jEA)f8whW|K%;GQCg|jg%Rzi;)`&!t}#XQPm=pjiSBeSn&#r5yEV{v5y zE(yWS2H2_0(V*qmmL?6kD<_D=vaYa&N_rk`oI!(@Z5)ks;|qrT2D*9x7)zyM#kcVT zAG^d2%WpWWd1N1qiF2Z4cB@2H3p|G0omxJmf6+g5hwPZqFP%ee3}Y(}&gk}0G)cG` zdzRgm^k`&k(~>vE(Bv ziaa%p5fWsUTN9RUYvyyvR|s)1<9@TI?Coamzk(%%2-YLtDh>qaQY{A!w=(?EwR;t^ z$YuaW(0tNyW%c7vt6^tuZQGwnEziOmR+;5*o$uW&WaSe#6S5ev1#8-|9J;QFaFG@F zOUMJ+s=y8FwQ#=YWNtvVNRQEXm^1LB5$5L7KKa*ZbJ<+Fyw?`kLJMM~yE&K@CA!a|F*3%ga5j zk6+anh^i4bW3OG~dj=XPC@r!RNG%J;Qvyxa51_t8`EN~fyT^x{7&cU_9n9A@!)9h1 zFE$q!ci^%Lk^=(oy+vTo8K}aAROOr^G})W;rzeUpy6qLyO~~#ttbeXi@Jhra8m5DXH0Oc&BFBByhP^$?jhj44r! z=V5A*E-te_sO25wpCR|!#7}RG^6#82#~^P)i-b*28}!AMT|Jny6S~$|KDuLss@ z?(N!AtHGeo`Gs{5T1LLbaWnNO$a@c&-gud9a$LTB=MrcSU$dK*7O)1;a$8iJffGN& zCgpVsoo`#gIDNq=;ix!UI{8^$KL?0s(eM(PkMtIPdZ4N)mG)PA8ivDGkvSbjo8oH- zi`y)CF7nzsAtxvgz`V>JBK`2?mLSb0CsdW$o_>4kL-GyAKm4(FZ0Ya-NHrzZw z^RA&H)E`k<2Aq^-9ZlXpDha-sYR}jC0&i}V{ zqt1i3e=rr1Wg@CkOD?~Nx}#bRzi{o@_l}WL>1jUW`LFoKc1qNhsW08qh%!=b<3FJX z4GWEM&jReO1&Gy>j%&OY3K~C-2>&M9X#(%hsddPkJ9HPpkD5C<=J)VaUKg9x-d;NZ zAk!3h&b`=gMPX)bI|g`;=dnS5wqIoAF5c;SsldOUqa@&bnymeAL^`(t=kvc){9Z$W z|LWpD1WW(b#s3Amhzu#jQ#=NgwU$kR)uqpI=x%VSQ2*LD~80&H}p$Omzk@obP_Ir|flx0!97PyB(FD(_29A zcN$BiNuKkKti|`?7A{H7KGj&5vZ0ah~Cxne-UdtEU%c)YnQ&3PxpZRG1 zz`ZdfW7w;A6QMM!==xGTKojQ=cA1)h?}B_Cjeu~;!C&Q6T;n<$7bw(4`Ma+^^3#w{ z;1^xtofh727f%yIexXIjw&tL#*@hh6v;nADoU+MBckWGK)&Il&6Pd$`w0M2@YvH{p zu-^MSk_z138LzdL{j;epN{P7~CoUi+mQl20$MS-DVyP0v<>a1%;mxc8zOx}Wi$=1K zW3!yi`i{WJ@A<<+ltLt3cAk7c6OyqTaK2|0M(k$Nfe#6s)p8LEISCz|e+ymxI?f+9 z+28M%Ix8!l*&UkDn;Lx2L)o=EOXasd+i1i&G1g2#pO-`;!RsyI$qq>4x!2E4H0L)9 zyX$n*DXH7J#;C7o_0fv#{H`qI6i}AixOmtsJ&%xZ#?mF0@`ca&;bQ1K<>mXQ=vvJwoh)0;cW&E+t?m|f?sj{o*grst{qYZl9AgTGUa;r1%`)>{E*Neykyb`zg zfjgK2e$TwisUKOcYw5sMDxF8Ya>ikDk}Savpg!Je-7&ga@f= z%Lb@EKH_)dhm1MNJNY6zIOON&XZlD|;Xm`x%KT@3VN-7il$Gpc7C{2>)~Hy)$;cRv zmq0n^!^2%ds=G0&$5G`xZ3O_X`vb(Aey7j?8EjC1hx;#yRT?6FoW4YgTbb(|_6iH= zXLR9Tqj--Nal9T5Dtl0to<$3HjyIlh^Aj6vp9u0SaC97w}*PHiZ}e^w!Ai*4Rka z%uM@!m(4s7OXV$JANhmzbF>2X|4ai5)Bd?@901a3`s0uPMJIl%1vJ?e&IWt~WG_z7 z1Ijts^#`4xER68r&C)4(uPElK+gb#_E64viD$M=bHA30P@4G|7!9%5A&ZG*nv%DlM zC4NcMKNs5Ecs2+u{s`oFZobJ66n0*qf%^q7GYcy_k76w##a28MK%>CUBdlt(%)&w# z)3`_bJ&I_YU;_fca8@SZPZ3PaEW!K$e-Gr*yy)){E0;7tw?#k8wEHLE2g5Z$;&bz; z0rdAs*du^Ba%ly`%(Oq(7%*2|{Cmow-;+f)bF%wHGuWB-W@g<01N=jwtb@9HlbyB# z)VHI-v^TSGu|IR9+w$4mustzz8Kv|e}Wd>5Yb--M~pzGx0dy_>2VsbH#GVMvp z{>u{JPolCT5qp#UfBVXfPRmN~0kPsFJu>|3!^N^doq>|mndZuE`hVBJl;=8X!1Tpy zzFDc10Hcm!C_GHuJ{Oy~xLiD+9o-ijnw$+w{*ah{n%sKC@hO=3?r;HtE241Nw9$qA`-~Y2bMKY>)ba)Y3;hpJ0JW z{A#T^#e}=xq|{j9Rt~tv%u+d(QlzZgiEW2%nzZ%f`~3B$1H^J>n^cZSPm6Jcq^7r` z`;(&7iD0;IxYodULLg%P)Y9+W!S#RYd3JA+e)O=w<2UN#GYrMBo=WW>)1(!&b4I?N zw4+=2&5X4wqb;7Mso->`N2I*_=kxumI^FDiCZ8r<^snET#=(n1j$;`r-+T+huUo_2 zM&*KEUCnW$@LSl7|d03(JtD+a-U$uT&c`0 zrJgw6J?YX@jfCAzdLd&v-jtAMOd7%nD zJRKA}HZ*4e{{HPb#8{pnG})`*>9ByWvcWIRcBPjcKS7$Ffelzr1=7vsv0zL3d!<6F zO;15g?sUyUjaST9pFkD-c{9;Q>6@q(eXbvIz)tR`tgZ zU}t}ZGWj7IGuYaue@6PIJBb#t+=nlm2kVrccJB5Cd;ajXLSczHWOVSTiV74S-LH1! z)A<{7AzJM!;;TxB{&Nl^|KjxNzk0=@3)=bOTWg;Ve5>i%WjnkHow{?6zPh+PdART4 zh}36S`pmNsh;GHH2j50i;1d+&VKr+jyFTlsriQgHyyWaL!Pb$C&Z~YP^ilZLN76VY z(ca(>+XPnj5EM{qtCO@kw`(_a-N)WF?2z3(@87&xp9QOwote+N;l*fEB7P9z=BPknXj?Yd?(D zYI`ohmYRZS)i9M<|4>{CaPEC6mkt27)Sxuo5X`M#A!8tm%s^rOY*j0p&r(!!@c5}4L^U%Dd$e`M!r%4T=7Wdty*P=v~lN> z(`O;-2d}{I1d?71Ex-ZvZBZko(yWFL`4SM*n#V*2-=3OA*+x~QJifv?4X_B`Cw>YY z>!)sshJSBYgCeFcsXMxv6=jwdE%@FE`|hhjC~fg zXHc10P65U`)<%Bc(6g6c5biobXJhSqTzNhV*=bn@ZRouw4-01yru^wP? z*&V$1to82fES9jdAB6VDjkf@6em1Fl?sD8#o>stlM_1!yHM4CmVfljtKPG2{g)EKBj)|S zlDIY3mRLs1l>20Nbl~IBi*PZ8`A*sH-aK>Cmz^cTvhVB?gq36eVrSn`jI8mW)%qK* z^32Hm$mi8sKf(}>)Y_GP4KDrBx!DZ_jT~{b3aOs|vuT;orS}5X84V zDI(7UTHx8zWL+B1G(Ya~EuQ+%*QvqkpO=>u6D`*Ya3$JsWv$cc zn4m@_{WY&4m~!c#Tg2^XQqfgoaN@6l*ksWe8S|VJjmhnI8f@@nr-f^k2rsauB%(cW zd$5L(s^+f{)R44)gjV|5M;p|Pm0YW30#CpSFo7!5-!GIXLyt^XHf*bH_k+T%!SE_B zLV$QEqC}B6FdaV{&hIP&T-v`qBEdsx9Z8PWiObHFuCv(biJknlwI!UrVmd@Sv(w08 zaioxdX*2VF5kPX9omeeN!|Dfy@bObQx4__a+_ddT)fW$)i2lASgkFu?dHXI$C>v$s zvYop2^t=^zA!y=9mjE$ErY%Tdqh8K!dvTE!gPrN|^}L{YfJh`BcKe<{&0hDdCoBXF z2c@h@4#PezC@;DGF(9MhOIG!TpIx~;R$Y&Jc1bhxuY=b#a8lc6;!n4Q&^O0<^upD< zKEew0aChHRn*@9^jcUBU3NnMuKk28x8y1@7_iHxalS}n13vMCH;YEGJt^SM8J0eb0 zLheQ+m41Au@xZ@amS+|cUlnMi$pJB(6-hW=k?|cf-V&$2+gz7@C0O_6 z7v9jAC;z^d%h6eC=7DPEN%-}mjkrnfFCQPho>^m9N&&w;|H^m4KU?Zh)wkG%zsgac z3twoysD6oS50FywCN01zbwxE-jDbYx?pt}dM{X4jr77TiQS+Jw3+qMOEuBRc(wz!M zgUfHRi$k?*4n-jy3q$BK;05bnzK#hr!)I(OT75b6LO+eCx4o4K_J+O&ny~z1aYb3K ziZ%!_TU@y{6C3pRTV+hj@@!8xPvscV{`QRhQHvsIB|XF{?drIxdFJ`Jz?@Zsr(WF( zeh2E8-~j67w@A8?)6Z-c8`TA0i#mS_Ku8Q_;NIvC-8Y}>Qa4Rj$7L9s%TSCYVf#;H zicAHrkkmYv+xyYMLw(ivFmDS3_5E>`sp|Wh^N!6eyOd z5J(GkjSaKOEA+>}ZHV+pIaU=7a`@yw+21OvHtsBewQ?sS-TXZE<2jz;SXF+Y##kDzG#pC diff --git a/codes/snake/checkpoint3.npy b/codes/snake/checkpoint3.npy index 20085c9ed29f9f85fe01cf800b5d817ce4839c6e..8737b4cb4a08b47356997cfbee166d948fd98155 100644 GIT binary patch delta 769 zcmYL{ZAep59LD#OcFh7yEt_WBoS6nWDF#|}hi?$&hZ!Um1*vG1NgvE%VXm3@O12Gk zuF$kaT8f*_H&*_)+NSBq6+)&m?;K^#4*Yn|^E~H>j5LvvrV`PZ z<$MKWV*{WqH$Tz6NB10zZX7qGnUZFX`>cL|QJKLBmFm3Tqo9=6rdqG!pr~_C9}LZV z7f{6})D6i*o=5<{0(kLvjOaGtSN(()YSM11$V3PdfOs99SUaQ#UTjC+*H|Oy^4ZON z%tl^wqr6PcOPc`$I&rLK%m5Jz>qO4uIj|_YOvCdtB-BCk`f5 zLq?sTamLEttqzdTT4{1)65)P9&>LLruz@C=vrjCw!=OI&HD|?6Li`|1A|HJ74?3ZV zdUdjU49*r*y!}Z344sW^%!65^$<8QCutUR{ob|*q9hkGQpajz*P|W!yw;U!?3V(Tt z^*vk%ON%km=qVlAAQr@kN^!`Fs3>CP;DnS9MrU?ZXSb9tEkLNjQb_6717&k?xR}+% zpkPi?>gS)ts*%V~XytBiNm>*Js=nTJ+7%qy`G?~yX}DD{x+&M3e^ z&a3xmEws6PPx-Sb8?4spl2jaSV!NL1y@11h)TP!24xzf!a}K^7BX4V`uKP8m;81-; zp^Cfw|7Fjex@}h5jHtVVolIY?6q)DVgW`3nnC?86I!Q_igt^y! zWV8QL`6oYIwua1tZ+lm5{qh(AeWNmPP%9r^k7{+yyTZCqLX(r}BGZQiqLn09;S!&^hO}s=V&NQUa@-`_ixS5(zYnYl^ ziCQ0An&2(%vhi-3%G7yTZcc5uc`2QyC;YIcqqX^0&xiNJ%X5Cua~=+RfWRIgw6h6V zk9XE2)d(=ubTzc?ffCZiB`4ojNhrB`_e!Q|-@#E^Vn38E+q_s2_+MEUK%xjpg`cCC zqZ6=Ie2($Kwx41aRkE!~dj@AF{MQisirIJk|k(K%~zu_zi z6do<5$L)Lt|NP&y=)q~+hJUtA9%h^ZCnqdTDqDhk0TOWqR}2g{e%d#c8W-8t*XsN( z4p9uucxsR_T+b2VqPiLmV?o;wQ^qGBFZ3;fOF^#3iB>iEWP1OK zuiYc{Fh-}j8yXmM#a@wM9BQg0Mcc#~m~K2%4;nFaHMy$~Vd~Ae8R=~VBs&$a{V#yU z?m@s?;U{_d&*FY%ESAU3Bss(uY-AJjB$O7dawqaGg6L~84P`ONgtAjxVdr<;QWon* zAl&(~uWSf__UTmV8Wlki+S1We5srG8^Jl7MYY-+=m_D6K0oViMv4DjjGi32;HgO(D zRkGbl3SFJ@0thVu=@QkiF4B&})a7>QV&jvdH}2zy%O0 zY}SHemTiVjxyP8}{OoE=7fdig=|6q0z9)^>dnTUzV!Ppv}kB?E#%HGV#*~-hzl!%#8 zj);?!m6eTyQIUv~nUztTh?$+4gPWaEfry(??W2x`i;0a1@M1TML7=xANzsC?WGjT9AQ!;Y4bNLui)WO!(&fbNHol(iz%+$&R;NVQe%pxGb zC}Cv_Fmq;w3sd*8wVGsxC95A7zYlQ0t(J2$HU zp9H4_D;ujgH#g@;OD;A}VQvm4aaJ}KW)@)y4q-M90ewbkds8zH-QP23W%*q)clekg z(+7(xjB;l7763~kW~M(3x&1Xwc19Hk2f#<0-_uZGRQ(VT5hoifqnf9q8KahpnK`4T z?nhrl%pW3f0XUl(*}=nDZW|k$8X_4Q8XFqUfF;Jz_M38R4S~u9t;rD^-YX-GHvmof zfs<%^_J3#ZCz&_Yu7j4l>fgr{IxIXDN^-IXi@0zjsQHN^H3Uoc^XeBI1cd}d8B+q6 z5+wAYKLo@iArLSGQ2QE+Bs|QA(El~+zr^nXFmeWXIGdTn!!W_akduomO2EVX*OGiJ z2ixD4LzIYxoBJQ7{UMwWCHPAoES%gQYQVz9%BV`j%+398(=;?R1Sw*NtAT^dF@h6; zgCZL013@!0+CAYpTrKQl+B?yI14Z_(ea7aeOUy)S6uo9rlHdBFenSv|#_D1_tD>h_ zPVo9gdDrf^xfPs&qU@M^{eezTbEV|bfYf_(2Un)Sb45Gn>d0#gb7q@l>{E+W=ZL#L zIH;^7D5#5;BxHhd3{WCAzR&?r02pkILzW8gO(7 zGZYgIi?6YY>C0%!?D;TXs3-5BnYqR{!;#Dwbx8bUmUa!6We?`e;jad!dO&LLs}YgH z2~I(a_}^mZh?op_FYUkf1t5ALbs$x0MtLJ=o8PMV0gB&`9}omMyPAC0Ql&L_4hlK54hR`%}Z#Rn$1eph_ZKO+%wvi!l(2mOPU5BlfB5Bi7M5Bg^k`i!E^4vr!Y9=c2nA0K@D zb1<`f{Bm-C{OW&9+0@GDf2{qm9UnaW-^r<%xj48wo0$E}oH#hEIvSan{kAQtA04v( z8TUhs;vN7=RltWe`KXcnQ}c(D-=^kcQXenX)P6Vrmt@qKKc4>*o|+oV2ikvINtKVr zT8hTjW+uPeOWXZ!|Cia2w)@@wUu`~GsW|)|iHM0&^^fHL;@IV*tY&2F!l?R}<@miu ze;502PX8tLf3SWMR?aTJC;eZLaN;k}0{}WjKCC_(ZrqWyZr%oV zD6J@iSMkQ#Or(o2;;|zt9OVqj7$-$Oef9puSKq|af)u@PMtIXa<0KqH(h1qioO4YT zn_25L9P>PioQK}pIY{fN+wiO=@(6_fc~c9XDRg7LDS#xp^)Ju!6qDYQj-UiP+#|q7 z)txZ1s3YXidHK%S3t&45lXgkl0E#Q1Ub+qFTXQoP=ebrFa)>hEDn{i}elHj3#ak^~U2CDOZdSUkTIfxXA>ZwluFl=c9O_oSw}p9LFWt+CxG;NX z@Z@^|kP-}Q1>RQdwO)8XaP#17+Zw)V${xA#ZwcU;1DQ%5_3qQ0Cg92&g2WZR;s6oc zhWhD9y2SXLw1X4S1N**Tb+G@n3d{ADwm=_OD?;{=&fx3JrEWlTjp$rpP+?9K#s|q!`4{TW_>|K!&a& z!T)Gyf8+Xp#?ik#+DF9j-*AzN)LYuJ-dDm3-Mi5n7O+K>S$chKA_`i@;L9K!$%LIV zJp&sd8}iuQnl;ca1to3jK_NwiZJ3<4@3hHgPT2|nvR=-dlhs17(A){H4l@d{UpMZ7 za#f8b%rARiKAOWc>+$sOjXQ0yQPi*33;QYA1w2qUQ-a*LF12>k+vQFJ2y`~U{qH1ano zmk{m+Jfk=^$qdquVw-vGJV1gg6e3XA5(z8heqGwleVpCTv)662bk3|4l}=;5xDSA>y4l z2kj-Y`^}rMZGV%^xw^u6D@PnoHd{+J+^HFOd|aMagx&4gC7SC(6^7P=?Lr*Z@|zZaoO`Io$ODbjY+RFe?O$@a3MDvK(Lp`aRLq*>96+ zy!Cmj$A&Wf9q;)GiPGJ=(>!M7jpOS){z3aigV|nIOP;{{^v+!=P6Hpkz-Fy#*LkOE zeroBYe`)fHRaa-Y{379jN!mMBHdo8m8vn~00fD|>8~mVT*O0w4Y^y;hMczVekNV)l zcNBdAM(=gbQy<=~{Dmxk&6gg;dGwoia%R_^p);jrrio*w&_ff2qog+U-0YGf7}_vFA>p>w4BhN zjAOT89w6|*5N5SSnrqc3>i0BWsohZqzl+?2!#*hxp~8PCL8#=fF0@%$E7jE$7u6~G zQ#G#C-_%MYBi4m=YWjrpG1f15=YJ$`x54mt?JjlA3%Gs07aLC;aaNNvwUM5+#_28k zFJ8%Tue%F0J`KGeA)|^pJlQ|$)bD8IKbkTQR<6J6)VYSd!=eyU_p|2Iynsh{{x*9R z4Y@pRLWNp|gEAt8(}G$F!wCBIRpzTRo{m?rD%!Z;Z0Ga0>2s+}&s?-dzg4@eWgrWS zVOy-MW#7&)Gi7&0N6o3@Ek!M7VX$O!OZvz(nZOz;Z5a4-E{@o!+)#`VUaY$2Y^^Wa9d&hDr`7642}kszR4UwNR;8;;5vB+mzI%ccRXo zc8agV-@0(a?B55dO~mFRl^G(LM+Is->^&waL-lBjLIb_{U7aJ@JJ;>?H;D$a4^v3aYJE1a0^c`34-~_UQQ*u$3gKgPWE)gbf{D3rUh|IG@C4e3W9z4#N^d0P2)3a@z;3TFk33bdt4!HyY9gi>7j9suC>ZF$4h9@EkH$ zE4)VrE%1Yr`@DA&u?`z+t}REL<qf9!%FgZZ`mkLora-;upVha$B)bBef;Tq4d3CFy4U0&y@L)@>#gZivqrz$ zq%bJ6&lH%Sm0rpAN95TBZW)AnoBd@AgwAK`e%#lmu-LA|q?GrOz7Ocf4&KLk!vC`w z{cDHtAC;Jko%8QX9HSwvxFLkrbFA4_e7t*lZlVcQiA1A}E*9$0M@&vE4=s%j^77iF zZNlpmk}zhSX^rp2R2n-NVDl9;s7#hhd~&wcUrgnU!iH zgN&QWOGAt$s`&iK5#_T3OHz3x`Y4dzF#O92#bGvyav6f7%es4Io@X69tdN-56iF4u zEMyjl>zm?AUZiNNXzJutN&$ zr(y8R3!U{|NZwJRwUvA~SCeL>7lnsAf?9^I&y3B>34`pr4{1awtwc{HISn(^iCDRU z{>e6wHDIT=2nmPThE_g^G0$Uq7v$zx4g-Mq4hav^ONaxts@<$t4+rZtm*W%CDl}UP zUPO;;>&j>N_rzkE2+m6k&2u>!D49DUTACcP|5E$uV+6CRbJGEHz@4NkdH^ zxFCiV)O@4P^H#?tiQ#QmIGu|97CWX?wb)HsngV%H_BlSgw%BdG$)@Ji>IjQa7MHL} zUtrTsJ=eu8*ZP5e`7+EyBAKg~Y<{s0QV{>>{784VgTA8pG0~oz30ZAQ`kiNxg)3UX zH>9^*Nm;a5)T>0MeIE0ZTR?F3=)@!wj22VexzYfIpVrod1m`O(dg6J!D1t?^_7A! z9K$hjrzIj0Es0g+JTZhiFBoPTSE{gK7Ao zPC_DOeUv= zn&-Ze=L_zV4g}f9|LZff@!UHim%`)Sbqc6|NjdEZj$vbrh7XdfmISplhl5vxG^F5m zGexh~Q3qcMdzZXrhi(MV(p-r(>YM)5Y%48-EFz~W10ScObg-$_H_vI-2|w!Z0a0KF z!Z0uGLh=RW`B9f_-q#rfE>ZbsRz^sG$x>6~e1dnGjOsmY0NU9gI(m*oX5(hOrqFbE zQEqP#sXHxf7yr%Kum<_3U4*mRdCV?0i2MQ7{z0Rkel`9y1m2PX3Pmd(VfWIAWerP>)ww!;b*itjjrv_+jXA zu6)Orjy-B77-lr_xf7~;bIrv@o%liIKVD}K_0I7{U09PZ!{-h2Mp&XB4zaE78ie&C zXHm1VzYm&roKxld%Zt!fcga3p!*L$b50|akRp8o|qW%0cgldXc7cD%{6T{vLoLb zq(1kJs@9Hapm3NvT!tb5`B{8Jw=-Bf57ap+;A;1Bk9T)+>uwOs!DHBwwBXSo zTLC(_Bl(E7K-b5OM#rUpSdtIiH~~bdu@053l7728wMV^N&J8#IYB?J?bHjYgbe=)} zqw<$;X~_akmiL&Iy66oUj5B?6e{X9wyGG1C@eK(hR6RP)l0^D_cAFp!zEwo|r_gdc ze}-G4n0#sJ!fGY3{^Z>NQq6^Z=&x%#{k}Dc%3}2qFeH{jo`CkXqFP0g72=uKJ)~mT z2C{IXX~AmbAUbSWNS!qGVTg?Kl%++I$l0UyGOywa+(H{|Q8(PPAMX@{v(`Sgmx7qU zmb7;IVv>zHL7ri;u5OlzpqR9A7e!yW_slrPNH&oo;{F>TJa8@5|HAtylKKn%7Tv*}5;M%$`)I z{Yxt7y9v&A1>6RzHQLCeRD6M++G^uapX-)$AkUaA^3H3V5)NBRhVVJD(qI8Cb>4Ub zBjH>%tZruY*uFOHk2VGGEKWM(tCxY`5*TR8ma@-q%fRQkJM`;^Iq~v*XL<1wD(_k~ybiet<(ar#*A31kCT9PO^9^iGTO)L$UxI+PtO`}tIy1nN8FyS z@*?Ku=uJKelskSTYE|e$2(pDK_ggEAluklbkTwN~Qo)sOmh`eEx&}gtBZ_yJ& ztj5Z8OPMJ)jEwtgYn0J%mn9Z^#BYdNiFRngs%_5rPpIDBNw{@?w}pG?Mow3?h;|F#Ja`PhVSFu`>{XkJ?a zHyTm9EpD~~pSiX-^O8Az!;&p6kY6n8^?M?+l6IR{Rh1zlBqXG+y>cLkx^MBrjP6j` z_0tfk{Eh*m1>0Vwp@er|REcAAk{@cjnaJ97Ia^ejreryW;MTuKr>0L|unJav89!6- zhy(Zd9-ZJy{yC73i#*pd=0`jN$DTuc+k6c*kkSmpkead_qT9H@R{Duus=LeeaQ@w^ zJbYc3g7k4{){oul#n$Hw|B|ic zjr#Ju1Qg~SMJ_K_iRz*+>BDDXaaYalIIL=alxPkW?GAX{UU*MFZaBQ_+oa2d_B)O> zix42Aj=cmEFdlLU!ILehnXo<~)m~06BU0u3OYtdVhK%s=O?F%EO9%sdH9=6G3rRA+ zO%p0dnaEvniOFoZMse1cPae98>2y&CW;s=d!=C(3t(1ty+d4%Y200h!Jp?AhytC7p zo<}IG?B-EIqkcuT`Xn0ovf&!q3vBNltTy`E<=5F6^VPfH(zCexquE#}IO5jR`PL?lQp9cAcB^hB=;FQGmLG`Cit)ZQIz?-6KQ zY87>a$JmR^hi`*xd&w+Jjq5zHgL=NzY3|K;JR;4WRo+`7uAg*^>DB7AKP?$RiZy|w z>rSd~fn7v*`&H!5!>e_;#ewwu*@4o?Fj)cCpmO8Auecp znhk<%^<{<_?;ZkC@MeJC`2#Op7rh6LtFo2{5zU(F17|EE^hDEp)H(6O2XnrOAAS+1 zWciuMMdzY$QBfsDa;G)?pn~@03)RuV=<_JV-~(_`C6EXv!gC}+xAP)FDgQZyd&6wjAPN7=_heant};J0>S_uyrmh7 z)vYaV0j?}j6GI0F|G4MYs{RP%EGz(Sy+ijU{_00sTf{fCd0leUsE-~CV}i$)aAah; zF#l@EL5rFKmt`kq3VJQwzubhAkUea}{MoVDr>hf-`jx}1PIV&lu1%+~Tb-9s5svOk zou|C_gvhCw115pYy+5PJZqK&VElvaC8!p-E1gCxS#_A~td6jpQ&%Ot(#Rj;Y&rjF4 zEAq=XRPxRz1$PI{wQNDQuNWFv?GvOIB~yUFiA^x-#*uxT#bG`Bq@9ATthhGzFkOX~YKv?mwhSTG|R$`!eoLMjitf zyM?OdvFZtpu=wc}5<&o>qw~nHj*ki2DJC;ysqm^m(DbX2Ze&(?Gf3&O1(^FKiRjGt zq-K!yU#QcNTgFnQarNq(l&~3>_qVF`X+D8`2MKfM!j@fD=`~6BN=Ypn<6@20 z+-EzwQTK{HSWvAsi3VNGyw|Q}F2#0NjR~`{Ax7sl@`B`vO8nxwb{*nrR0!5I#vsN}N`!-_Zm=|u7GW*PoffiCBUPoKXx$fv zY74VFn&6~bG-e_N_JS3$nqa7G>amopMN1tMUs4*`NPd=7hDhp$YHOsk9@L3KPR_#- zCN1w(vbCy;Y_(7w#{yQy$Dx{JmUEmP{(QK+R+f+V`wY+Y7I@?zf%^Z?P5&!cU}ItX z`_AD!x!xXx87}O>J8CKwDvoiS9K{$&rxH|jS+YW>LM=?=`!lE8`61TC7(gUw)?M;t z8ezjhVcTtEoNz3`jV!Xa0I!B|2w zvkjW~Ko4otq$}Oim&Tvk1zSb7VT@xVkKtcE2m}bi()WI7ZE6Yn=K1+=Pn$OiT;?N| z@%3z7j+I|3*Hbh~_ODTgc^oMxHlScOVVP0RTqk8Da#{Dsm+E-z*Wl_`O1=OpbH3!_ zD+^X>+9qdXdbm!0Qgo%VxFaGS5_Ij~xVrphe=M54(UCkcfo zlxV)d({muN?^$Tlyi_di<0zZj6Q`GB1fs+zCK1NIRJ#D5R$^F7tznXQ zl}Yc1C4M*eQGP)7b9`(573Qiv=jiJouyg3vR zvbFA+1Oy8&2UX85DcU=SK7zUG@#HJYYe(`*Zb~lMOJ}ktT=F@Y%Gd!{-o;^oyon>z zhf_xBhHS;u4JpzOjLY3qp+D#nDpJo*M%J2;>u|Is(gwWQrot)A0pq&nNWYJLRa4MW z1gYYuBUnz{?-IJ5rN?-0sVNG**O@o3qc;Hv+KJV2Vp^av&PG_b&zumNgZ<7U$%FZR z-1+*45cYqSn`Gl=<7D~Q^%7^35O@?*Z7U-KBM*0u8g<1REmKuT zvQC}jvYof?_>JE`bbr^ptE%dK>h-%LAOd0w_ACggn+@yQSaV;!uADM9CFNrwCZV>i zI3NcK1A1H|EvJZv*$PGk(zyfMoo1FcL8b6l+eIvJ02gvHIj|VIjZkO>ZjuMqdbhI$ zh%I&Rt>uHJAWyE)r(t(NJTt$uq#*{GpeB_+OhrK%dvOU>c>5TehD?^aIR$+8D6>H! zDWhy|t2Kb-vc$N-q!c3)bFYawoxWuU`mP`ynVgK@j|7gTajK`7g_e8RTl+v;wgT)i z6r}P?z#Ih9nj!mapekXzE0r6mc#fo8DIrPK38r)c4j+Hi$V)J7I20a>r!60^`4~NZ^t!)V5unh-as{ZgSemRhzP$3{zb*aPQn+%xT)2C+Cj?y0 z-^>#GpDyz@Dem~aLc+bA6(9;eJtp_(`(fO-&W6LiK4T7s#XmY93ijZz^YDR;h)IZ# z#>C=de&l0}M2r`Pq?41&<#IWEN2Y2mrt?_cw>fwG(plc02~{vl=;c18)N{Fv$IGVE z&+61Wt8>(7ciQ_Z*l&l$X8(lca9Hb**KYG2ozd@nIHzB4?S1U)PZAA}$K!W<0n6cY z?YNa&Tl*O`;i7(Ay*DtNC7WKW7kb8NdLXY#U*U7bV^yc(X$kI75obujShK!-RrZ`Q4h40%eV?UXjE_WM(TRsqA2!#(V$OBRw+gokw^VkX ze#P!9?QO}!oXwrUlZKb@j>3DKUxI)LA$|$e0@x{80$NgMNn#hdU}ZBJoohme46#ZV zo1#pjN-4mqGKCgh#=8XNv<@Isl`6~P?CN#>TZG2berneYbk z8K%0nIh%cGeR6$teaCCyd!6|DcU&({K8Fei%R0!l0g}n?^Kf9s+j|;rc|7c zS5BmDQ1-yB5xN8FF0)V(R0)VCwm+BLL5cbp9-)hvq@cVf&6}7MR~b`aG()lnT=q(# ziqh(>7~L?uBZy;d_p!3&n2-He;l9Gp$C}!*WUqR#aM0fcI;@4972~W$^bS(gM9P-9)JJj*F>~z2#5xGmm;`Gu+5|N7nxI-=Sm0ZJu8(ctcYv}oy;)~i zPd-=8wZ(Jaw#9trDhH^y1w{`IUk-Fce_q%4v0=WST64qaJVR%Ip%@)rnmN3+Z|>CG zrsV;v%@w^+RM%%hX~i__kW#~$S-xCf^KHN55=aqp37)k)(_$w}1y_@IP|vusYq3Aa zNL#tHontb^Y=V^@jOmD%)W%mHRlYd$>o}VAcVie11U3YwFf4DZPV7!BUhEC*I|={d zR^%hf25~>Con!~z;zN~R89r(Z=8cO#DLl*hgf3|x5`)dUYmz~)z8L?K$?^M4=p@-~ zQ5W^~y84%`-*Wa-lh@Zg2g?bdO+uTNx*6oPRg0I3lq#*Gm9e+{k$uxaDe?A^PV;s| z3uJNI6pnY4x9j;KE0xTtm2;zpius=sX)jKC#fqgamQ~x-~Rh@MJNW=b#{MsQ*x6ujCK#5gm3+7&@C6(KIyK*qZu zIpNl;z$Sapbb+#t$ks#{1cBffLU=L3KN5g`FabLgAybH;$OVlvfhQT!$OVTp;hPV@ zJ>r-T(ou!!Wx%?uo<76#h4FAjXt#l&SBRlI8-nA08B))Ptu6#Uml`X^!E1w9+2_%V z=gx>`IEk`9iSuj&HW;AYjL2ppgmq-K@BiEe59`Ex*_Yb}>wZA63ESIeCN~(W74qyT zh;aaH8#eueD6Ig}dJeVOFiiI(blU?8u^6$X55N~B`2&k!6!j7Hsfh4AM1M8u?mpQA z=Cz(3!jLF$MCB3PV9>5D7$mAfls~VZg)jO@D=^gqp_&OQSXl%#Z`8Ug0J9!~Q5d?V zzhxC+V^F^>Je@igLxqRF2u?>Xvnj-{q_im}O%>yFL8>0p=OWv&^5v$muM0dnirgu( zo=t%q3ltOOAnG~Re0F8@O{p!)#CGNQP04Qa_UoeFl~U-nG6lX(`BA4p_$4SjV&SJy z_@yR*9ECYWK$60|RZHWH5_WE>b5(&1kEA*vuS%UmJ$T}avtwUsZ zF3p)(hB@)7!bw2rmj->$T>At$i4JLsDstAXq76X!tX_;(Jm0ZIoZ(r&D(AaS3=+i(|6uFXZ9&p+rr{d?F6`yhV~^kRRxdZ(Eriy1u5rM#Jf zbD6>Q3MUhSDM=8y3IP)d04j8cLh`!m<}7`Ple#L{{nGIzI^s*m_aa)UtD+_(6qSI4 zX+p>Mr&m2ra1|u=MHL;L$%@|Xg$*ystMB~XwTQQcZ-wz)YulRJcn)7UXS1(-FMJPt z&*-mvZZMws1j4IS;bF>o&=fyY1)@~4Hy4sw%Z@L_t*b)H6viz@@~G0d7JgZZ?NCMhF5O+hc~{u8 z6#ujcgd-J96$`P5gd=mx78AAzg(F>T$rf8!&lWeb2$m(4Y{?>DSjiS!wg{Ic-Dt@% zUD(d1IBCtDr3hO=)hUWk_BR#X6&;%d!1 zuY@om3SI$~TELScei+kcE0MB;rbmU@gQHB19D;EMEb>cR5JnbV1LuBCtIR z`A9^#Kj;$@|FfQ?IBz%ECra@K`z=E7Tcb~$;9l>KonNYNF@neb*O)JgZ%OaN$G>QM z`aa!=ze$`~>UWo|+=U4&9%mIYKI%pUNJRv#Bf&Ex!8$2Heiz}dn0*g}m_x!5Hn9Ye zFT`dG$CyLeFGMF3B54ZaNC2}V#$FfpJ^`YhL*@~-kP2m(L+=oFKLO@1#Jmj?n8SP$ z_QwJOH9{)sH^c%FCB_fycfG#M0LN!8>3!`R2FY5yt zAxwpOG7)0*iD-dE8$tUc${Jz6_r32C{-S)#e4k8z#C%JAAMO2N)-%w1quw*J@(W_; zP}e8>>RP{N^x+q<;Gy6n^80xFFKEFdihUn6B=Lah;?aj9@(Z+xjgYA+Xbfs1QtMbW`m3;r1e}IH zMVSym7_rwdke8ICBrT{&OvrFkGoqIisU=OQh*!x3fXO7NC4U!4F@#Q3f=vALQs6$aHbb%WGnp)}6(c^GIFAhFDP84)c!vz`kBPg0*wDPPS3;8KK>D1yx*;8FqD z6oY0V=HpV>jbLp~dJB{My7B#bq+dDJ`mwY>Rd=JaogSUt;l{ocpb}I>%K)s|8&ye}6MsK-B+K;zt zH(@VVF2y~{eqC?ALa*|RPfo!!PSh~tPEj;YpR;&R1G^02u~JS^yNu+p=4UZZ zdAiK|Soi^Y-Tj^Yoftb;c0=1u{a7`pPw z7ErxZ6i;n@iyfMUcB~4$VSnzicLla80bLc$dBm9XVI3TQGDI3=0>L#wwGE?>y8n?8 z@R=DpnHgL)+Q7yEHQ<#Qe$k06Za9)_Ib>fhC;G;Tm|>)}t?Oj*%g}Ng#>#=jW{mEK z`)Av0!xij%^}vchu;Po(-?ez;_KU>4)_no?ACaX%@gJu3z;`(CMGcO>hBi0E__mKr z*EEu(e&!&%s?w6OtsYg;OMWD zZ~AP9n{B$WZn`nk(u!{zbz#Z7Hp8*(R!KQ{2JR02DXt?Y=#`>3-EU zk5#-@v5Hi064hy=x5937#m|g8ZOx(FSUrMaG8z{ZR8c{-isTJE92B&m26o;JL}DD< zE$PP5`8@jSJ=5;;%|~!?<015Fav`l2(XRaQ{R&c#X!rec^dYr2-yz`2dq+sdG#Xz* zLoaOd2c%wPb%P+JBhktp#0xU#H;NDGIMUjW=C*L+ScOPrW3``erzOsOYZ{s2`Dh7uTkiFi{6i4`<` zsTrF1q!qZhDxCfvF<(mfkNE#`N53cu1_f`l2u2S)K@<0*XwHOH&J1={6HW29y4kXKRgTxER84e85`}?r ztQb{C8im1AE>MeoI=KEdF34kJs+qxGSYdl@K%|bu3+4w7xgLo#8jUK0@v zsL2firuyXgVkEDr%=eh5M)0PF4?I8=_o?|}Ew1VE25&ro8TZM%Vl=O53B?9$i^i8^ zC+F@>BF+hU=f+Kv)(Jc3&Q0P2v!G3C_i?dy-OEJpBY{k^he=Qt?Xt1pp9ylQRxJAF zV{)Ea1c{PnX?zroW^q%gqesx5DtSreN7$YkdCA8|;GW6`N$E%Ep6Uk4o-Cg*#?Bg) zwiCpEmeHlP9@=?IZl^vR`u>XcAtIcR{8{fqlCQJ!S>%_TKsw{0>@S&~d%wGFFLE7A z*$sQ{2jA8%-Tv3U*WBkq-TBXl8g8$fH1_JPS-M-F_ntc0w}4vHa8JIL;Z2kt0D=@2 zsCncqPUv!rZvg!aEe>m~7rZG9Ez$UH5sX_;TIXn;VpXo9L(yP~64)eKcxbEzq=29= zbJ!ho+==$n%_7u`PeZf~Q3a5iihoO@CvIcXeuWr z6xEg0)!EhcmzCbC%3ze5)okE(tR#K7v>w{NHRE1mD@>IlCB|C&TlsGiy3VT~JUKEq9D?(Cbs+<($S`oIyuS#Cf zJ!jaSRpoSi-?B-j_=ekWR-;G^83W_pEXLx*ERuQ_PCWxoZ_q&t7dus8L7sRT7lnwP8lF{MVDbvnYv8fz_L$T7v-0?po$ ziD-mmAA@R?(g=kiT2eowq6MKW!ADDkV;tkH(QmC~a*GOkMl^$E8LT`L$cThJ}0)B(`d&*Mxa5oHRcVEER@kQX-lFV1R$O67r}Nk>tY~Y96)ILhpG1hq1haKr~3THFGeSSM1iUfshuCY8LTf zJrFyz=@o^R4dF&6YgXPi^}JNfQ%0Iawy9efdeD7yYjj`q_?AR~OzEf<8~FSaB+syZ zd;Wf!m2;b3__{;~G0Sjz6h0S=6`6eDiY027Q_f8AsIdo8@AL*y_^&KClvSA%PaPpw zp*MyRKcUX+q>FI(FQD7bN`y3$8!(RAtdBQH>2>+Kp0y3)lhBxB_ACkpDM>72kRewA znzM`YGs1*51!S}z36bUFrnd)!u+Y?|JcN0pT`thxouZ8#;9uc)6e*}j8lJ#fMHQGw zD%A2tYi#ib1%gJJg5``S7Cofvg~zSm1+GV2+fjPtOZWN&Ai775E+NiUSeu371}A1} z2BY){rp@?*HLtDh_f&mkRzpy)7HPSlAyclFg|jGbm{j@hhB_eROK8sf2=^{h>)dHC zieK?YD|5i3<4j%{jVq`^Y$0s&`myy3x0lnxW<%exdq_o1B~xMp2=mGx_Co!g_?T|@ zaQxEzfqrrhjmk)pYcTgA^s0~0`sG}za~bVaxFl98+K~1aY@GLBv+fNxi1omHVpK5UyN-5y$5*LcawZS>(sn5+q~J~MJ;nQetg(l-s|3rb`Huxe4$Pe_YG_!pjsh@ zXcgL)B)cqOJhkCL?)M4?w~2TJ<3NIEIM)G=-%U(V)`OuAmphbBAkuV1H$`6gLEDw_ zNqokSmc+(r1H&)gT|{7SE5W2q@^wt}F-!;v7JNR3WI?P23q+RRI0TDyf{1mwK_OR0k00@bhY}P z{Czt;^i`>|X+d)fqFuVJ`vu3dmUpOc;cJDyL}|e1H<(WMxxrrBjn(j5nB=kKrX?TRjjeJH zi?hd#Mo;E^=^4+DSc{Tetr2e`wa)3#>J%eWP|EX&)EyQ$OdtL^n^JDK+qe$llmWQQ zIgzn&syZ9SfqRlri-!1F3EIS~2H)FT-VNn{9Br0Uh^Nju2R@AS{_U&_=i_>!fB8Lz zVkB`Fe2jOz_kwz!X!8q3`!Cf^3*89M>V+}Ii2GG~Rlsh)96-tGr!slg3xtRd z`2%y>@~e(;ei~j)92&0)sUA{rXPVD(wWGiADsn6mRjs@j2c=aa0F7QAGbY5pjll0- z81ujj$n1f2fUF_B{8}$ZQ&9}yg*|lkjM?9fH}$9h(Z1#5mtWa!H7-phfQ`qHZ;+}K z595(7ZBV}7x2#HP?CbKjjMfKzSW;HBgEejy&Sh{8Xhj@$;jpH(x!O&;Zqzv=Fc8?* zPk4WR)8U4en`wKs@8DJFTsMeYU#l%s+I97NO$ z?VW`lvczwyM7D*9%WR?|@3Hc%=Cv8Dqv8T_K&Js%&GP4C#}OoW+g%jG%J@JNa%?c& z=I+IFB8D{7+lHmwElbDra?U)j+6>A3s00%BotTsKb8eIvr0m`pqD$;;X=Q= zx|md6?P-+X-90mhQ>#RQ6q3+&;W5x*mz&Vn4_&c(LSrn^^U`Hs>T*v19{@5y&A;$k zHGvx4Y-bENszNmZY)oRvq_X+W=EOwzE_sd;y?SW8&v2RrNrpdI*rTZ%h05lC)ZMLj zf3zjb)fC(LzFV6*cKTIm-{E0pT3cI0i*&cNlCn0xvW3VPiEuFWsXCDO4A_)weWvA7 zXlgFH;pb($*%yP|Z5vEZatK%QsM`PjJpg%7g&UZSk?QLjrQw0iU zU8(PWS*MDmW^!j|`b`nAT3R2p#Fbkubq`wFh6fD9@yE#HL~&+RYTI9@*!ZsAsyvh9 z|I2u_05@@*;oZB_=`Bu{E%_wbmMouyEnAjkNq%CTY%F7h0fPy$i-^MeG5EnGP0XX1 zHUtnM37M99I!x$;LY!oXjVV6I1enkyv@;z#ou<>*v}wna$xN$h(s~R-Y`OoPY>KBd zovw7d|Nj5(-M{~S``v&4!@M(Vk8O0sI=bVwmQ->fwz1A7y{x_Fv28)ZSpx)ogyJAl zZ4Q9mhVHnifWM53I$HK7SHV#OA4d$$aneF`WhKHwO1A?1Zh3rXu@l#b_o6sj!v79I zt^fc_8f=S>Fv(Tfx=UrZ|DThD`7gv-QuCi_3u_vwb1&`JFX=CFPm?0SVaiFwI=fRT z)e>72$SReJI&9HYGWCowKe)|dV;rdoGET-*eJ#nw?HA_XJ7XD%zT5?i*n{f;+5~DE zb>LGSqdY#fu{%D&AY?n$8NWtgqB+^rHCh6;_=F81UeXexR#b`|o7jQ(9-NA6ghCo` zncxu`l&qAbkowyNj3k|6QHRlXfynBZ?1P-rgLrt^ZWpMmgcNG0mOvC&43~$gT<)X@$JUDnp2bjJ$o6z>~x+$fV`O?Q2Lz3B;}I zBvQ#m;U^fe3R-p>>;xilDN^G7cq__xGcyfy4QrX{hW5Dz6b6}@h05o(>+O0DDr}|D ztc|=g%gfMLkU!ml`BU>#_#^mE)j(FVXOegeu}C?8hgXJb0*L1$0fhj)+(LUmWqzpJ z9YTCrFmMHpgTDgVHm;SETHc@rIml}fQc(Tf zLqTpFU5Oo}GZ+X}`HgwGa#E~mN3p2Edz^8)xw0}s^>`u?4_tURSr#;h*Q|-N=wHeK3lU{Xzx@$Us^jLqw zV*R##-=TcBdnPeAlU?S*TIU+VV#wXNKjD@NK8Q)z6RWj9xpaaL8HpN?yVg*f*;Z`? zf~+%#NCz$%VA*h8op00j%pdUbL*;y3z0dVZ=63)Qv}*nyy&cv~LgrVDd?pht9@E*b=5P#yeP4b$eM|m|mwyCo_-wkkU zhY&C`iGFBMILtJ_FFluL8lXutX$*m>6|a*X_fh7jK5u^W0N*Ez1URpg<9KI{vz%+- z7^mH7GUgjuBS~wx04296;L7fLc#9GrR=eE93^l9!{Ae&bTRTpF-wmi5h+bdi6Y-E{IhZ+?BPzy9yv2T>jT~-0 z+y2(GZKv0*JKgGaRCtQLo)WLuF5CYoA^Xv%=dRw`{LbFJqnm49xO1khx-ciue*IQ^ z)m%^aJG)0GyRYoud-bVcD0+9SwW_-9+Ra!MARspX7ui>U1s__0+F5@j?k;5B@4qcyj&(MnR~o(gZJ99LP(=yG?XA)-|J zh7d6X_!7vD>orjasT7D~yqamfZ!|J$pU4^5JBC`E^!xY+s1bh*WK&9fG;R$S#Y`r% zR>0rl4Q!DUJC7%WI5=59+FR6DL=*|Qg14+}c$)2HkFl?^7uk2&+w6Vz&+I=~70a%U z!MriM2uAnX=|p>aIwAfKGIMKNcCP%aotaLH{~4e|krf%hWH>!7wK=9*4A)7W1WggC zi(qAb280DC81(}(4)$Yv9!(Q+BW!i3+C+;8aM25#RV{*{I(wpNxzQv+!NrB3bvi@@ z84XTxGzc&oK6o!}-Z;|J^>S-VGMD2n9oR6u9c+wJBtu@M(I^j)gWAqZ;+rN7Y`2yX1B}A$ zBIDtMaF7g7lG__0Q=p=vULv&Rhuy$oUhbU8VHkC0Rue~LuOI`e;~nSqSMA~F2t>Oa{>A41J2VwVoUg^N*IbBX7$e?O*bKoEr62y`3 z?tJY6_Rk!CW3Ao1`e>$?TeIsNPW>8(@O)3%%D-pMfB2hsQ&+wRK6t=~rz9V0`I1tq zOtDHv!o&68gaKi!RDlCF+Dr2^Ne|}5Fa5U@IAI6^JLKdsNFEG@a$w_uB!_msdLeWF z!QqSTb~biIwxcYz>-Eg@pJaZX!985d-|+qqKN(3~7Cqq5S?X)lU8F`Ad2=OEN!k=P zB~^)RG8YqWmCITUAk8VWmz*np%yjB$NgZ{qD0xV`=VO-x)p4 z{mysJcg|W~-AOy6mm^GzcAM{;Oar1ylI{wS@c{R@rFK1B86FC=a1rXbyHfAcscy!O zz3vQ@{HmF}unkjzHsoZqO;j5CgDtHNwNj|Mv&@^N+_M||HC1(|1EKltD_WOq94@_m z$GqV+L9Z6l+84~fZ%fz4QSs~6!Vq0gqo|r4+@kVO;)&Kl8O4f{GmH^xz#2?5hoJ!P zgMvbpJx7KlAu6aGd4YM;G_H;+1hEWjsXX%~jlLqD{5|wgedH2iQ_m|1SKN$iyuC%^ z9W7lNjA*Ads_pX#zhHdPk2Dc?o8O%Ns_!99+_5{CoVBrui|4XiQ*;q_C?gMXjmYm+ zqW=OAfO;tlQHnnsHPwwwt>ht#HM4HEnHAV1Q`klL8GTPGLf`0BhpnH9g62AM`{lVQ zTrb8QT~rFMfluU@{`-jhmhe=|Z(U>Oy{(2tkfU{2_`JuFl+LL>=jF^$TrwT8J(`xOGGKvF{vx;rBh4c0Y6Z-nRbM zt;xpbs0a6`eD7GOS&1Ipj9w6SKRvCDg#-YbI|n* z!nBdkr*FdN_4N*Q`}4u{0)HqHiH7Z#MYKf}K-~XRSZ)V%kCkZm!bq8#j;EJMzkT(~ z{R0b=G@Yi2`8(-fUaqr}m7)*tz&pN;cT7Sr-=oIdZP8f8-Pst&#T1L4j6`bHoVrYX zQ&qV2sIbwj!l4Tm8inR0p9 zjF{0xOx2?9m^+a*?>7%bhb=W`QW}k$9#io$lgdggDyB+MLYvUbHI0Wn9YY#uMYe!@ z3^_h*f-nZuoM7mT;LsRQPqGMyFqbGFt`2qu`+|c(DOd!R2SwJ46N_6z7VEYO7PZWa za07Yf1d+n*@n@eH$)wFIM^F51gdT}}VF@gMU(PJ5QQ zYKw4itfs~wMLIS1els)|S@s;0jR-`FFmf)z>zlHPA}k#0r-Oc|eviCsTE&@r8#7BS7ypw`BwWTs4)lzDc_uCmj%q{wMsCR2vu z(j+zXKvKt@?XK>DGObZ*?tw~gLa2?An@bUOyYbKA*Z{$B8*Ftn2XTrxVA*p+DjIPj z#H=qw@}&e11+r>y`{>@+)-9RXHMIHrrB4ogqscbo{%=Rqbx*#MidWYE;6ZEk$OF5( zkM>H-4;=aC>J2X+pFjTGncZ*PQ=PcOC3h(9<4><%u`p4yI9c}fy{k74o)j8xAzLpX zx@E*m{={n{UeL+CUam8)L!Af0Dhe(zO;$kixV=R3cqPT-MOIbtfa(gVs>{VBRq?n; zr5C&x;TTbf8%DTS21Rozic6L}9_b=1L%z7+N$%D(oxun@%_u9vbsmEbhh92#qh3ww zOjo!Hs_FX*hx&64LOCQ5ZvSq~AV3{$O|#k2m>J0V+x!k;Ff>YY)?C+hRI~wfBmDyq zPWe;lNnioK0lP4MV&)Rv_UwsL6@2zm>BsQo5ZiO}AboYFOXyb*_WKTbC9xsNm%c7R zpfmYYa!?*r1``LRLkYEow%8A|hplz?ri$(Ij*9*C#rTUAudz3@LTWOllN9KNKM)K@ zqOK55UM5QAw`?4_l4ZxsE0`LSWIP=ivn)F}fl3l%L5?+r4+;Iyw$YVMz#>u(_n#Y5 z3!;zVbL`_3@Kkq-rjQ^v#tmAq!4?nUn#GNRK@D@>1RQ~nor+E6QRa=jsE*UxQ@4|h z)6l5;LS^>58tY{&7ZLx=3Jv!TzyKYv_P`#x$5K#ngwUYQEPZS}cW;vV0#772%bOE& zz7tKBYO9jyU`6?g$C_(i?A>Z$J02|cc7k?v-@3hD+p=S4Ut=m>-LzuWw$bC?edZS+ z$t&L)uRi`lantxv^<8W4tf)8a?C9Wge{641sV=&6Jz_D6-5Db_99%`skzzCPAg08S63fJLvEdjQa~I-{-vV~d9Y4r z@4mcd$K~BC&%OrPuhxxUw#}I>&t1~f-5yy&treNNpZ}p})$qXKJ%<|xq3;BIW@731 ztgeNb&uSCz>^t%xfN#P4N4JQ6d<#tAgHwQfG(2ecJVoUn4J&cHanq0@Vuo6vFc~Jt zT!I(T5FA3o3=SzYLBJ>sfhZC?%GVX1Kt%+BNP?l1IVtKU)Zs;U6JnX?;reP{w!o?MG6OJQx;Ml$fv5nJ9e?-?NYBs>1PVC;8{Fdya=0_f!CC_`xGbRi|umkID z7uK5_M1Tz2l+(*_YbX2VnDmm|7Rs8k<}9D}bcor=F8NS#KYvghG#}?rMt&=uH=Z|L zW1MImy!3R_vAczf*vt_ZXU6WNFx!>N}VrP6a4Vdc&tbBDO@t(sh=0HkGAtjYbj*{it_!9K8$~l{ zN-7RY#S|fkB+yf*;VMuJmE%%9u56f0iXkDsBx2_b1T{St3NvcYahD4)#VUb#$esi? z&K9r{wmf_R(<1aFmQfm0>~rF~#`45gFa3|Kn#y3x;OAK>epD;lz#M zRB7DTtfiK(m?unI%@I!YMoJ=nCfEdgtlBowco#4UxOcMRDP$18jwCfvT1{}Js;X?$ z3gn+QX=V_n6I2sa$dHDn^&P{1ioW^7-pi}EUpTn+wZC0>`z(@ewXNS=wsYCc73Dwh zis<_={OcD!J$Y>RpL&f(@y0eUkAI;%Jc#ZcMj$T^VX3>0zQ_%j3rdW>n_TWcv{V;oi#B&90K z{}md~77jz?KyX05ss1KLYG#_hF*U9DP~MED8WK(t_H=)sPoI(?pyPEd8^3KEfL ziTU^g1R-IJf=5|pMjD&*EI{>m%7H6j827w79YrC;L3jniBvfDy5&&{AfE(NfgPtS_ z0yNM|zoY*08qMeYyAc~1Z3~`m+!(JJufc|Byk=?=!%cgNmAJjQmJI7mj zkH=f=(*<$ka7;|8%V2V8rMAY)we?uEa2$vfj(MSQ?9z^pIkZLj8E3C#SQGx|)$FtE zY;LYl7hJ|J;T9Dw6`I*K+*)A^mnFL_yVx$S%hn@w`wy@Oxc$}x!YTF?_dEWS@DY27 z`_Oku_=FwezF_ZicZK`xSKNKyeWA?2&hsEYt~WSHz$XY^gT?4EIK3{9lSXwlco){HxC~u z1{Qw@^;;Bc9wi6s1SsUuJ;f4GEcKRuS_sR*z`9+UV%_|B<7hFjnmDyLF` zYq~52@7C35DKCz9;hr#F47gFq{r>;wF0TDtjlKr|X=X0|_yIRz7Z=oPAaw*&Rnw}b zK^Zy=FI1wM5OHYyUk#xdO%sb2x#g$erzLQxx^dz7$b#z9@7=x!FI=sY{0Y4%vc<{Q z$%cpfx))HQNR|i7RzL=Y$N#F<)DQsVZR{ij5C_vyyOLZEmJ2lUn6BD)!6$;luI}KO_y68p(7X-5F%pRHao_cte%ys{GyIs+5&r8J^ri zWrb2wiYJe+a#nbj*u!6kSHm~te~5ZA3`M4bBOE#pUnDrg&QeFRyy6?-XDgS$rS9d@ zUS#C}mtF*yhcoF7>1;ZeruigaQ4a`C&xeIlcY@R*LU0Lna(DQR@O4=qNGs|3^eVK9 z$WR$wMxRM;(Y5d`o(;n0aEsJd+Ns;=*(vnO+4QBvjl>t>2VwUzn)Q1O!4T*7ID;i} z7!YI`NX7kOBJ^Lf%RM%V>k8v@XLe`y;oY5`^*(2JXJ=<;ckJ1hy$>ES_80=@QLvlZ zZis48$|G$uCgdgxrOM(F&il$(hG%+T8XmhxW zlnKR52#nb!Lrt?D58aclbGh*9aKIXeTz2tvk1K|My2chP{3*Ib$<%rjfG(=9nb!4| z)l-l=Gth(jDodU`MKv**nEqGGU;6&0Q$1=~8DO@2TTZKi#K~Qo-*9nU+jm#*I^w&xRXn`A^ObIs8PA+6 zXa8z;L9b3A+E{Fj=1`8#F*#|!>tOV->#%UbbyBcfqVV6t$n&gsx9??UukUqce`uUJ z!&vJWr-_a%XVx<2oP~EML@?Io30g$xG*x9*ort|=*1`;`(pM+k`cWS7Ri=Gn#PLH1 z?Wi(2BUf*w$0>wRGe7>08%gdqH|-7?kbu^fSOB>KQh*MS^a!j_H*O#%L+=|{Jq0t+ zoq-A%!V0vfnaXtE^!2u>Thq{Tut&T=@W#9%TgR!Pq&?|VS<#xI>b$U6g60ge`5hVT zE6}5^VgP0xk3xb@d+PJbhpW8Wg;CsK^BWZifBbE`XH6e)+ zIj%~gE-MxT2gD*fosw0wa5$7QKH+4VmROMs^CFED@E?%^^_HHcGJJ;4RO!ng6=@w3 z>aB=)BOH!ctm767JKn|(ax}&9TqnoCx2_vq1WlDn70z2&x1*Ob}FwvEt+@G)(L##za^_&Gb!8_g$L-Tzyk5JOOqK z6dkr2k#=a6VC=9-=cjH_{J(VcV8=M2h4mq~j4PnvR+1?w6xm%5Z41{4oH28a?K6P5 zmf#MJqsHy2BCD!Sr|?8i?L%Ihe|_6m^R4aLj(Z>H^Lor5N_6K6sf! zc6&|R5LUEW`%@`@EZ6#6ZCv&9#s;SHov5bPe*a9D*M*77KvV*v8Pxa_EmuWRW1hOP zY&BVJM{~>p{j~lI{SVA#{if-r?VjnL&DwA7X9t1tka>t50mc^2W^JT7xvs8?l7_<~ zauG@N%W)Q<;*$om$U2F3MkO&RD|%Y9S?Ww+ppgRM_h%?2Nol-BYnZf}N+oHZ-;&a` zajF4P4S5)!`eAAsWm$zTeY|RGt<rvZj3rI4rTu|GoYm5dQ;S=XE=B8b^^5&?^0J!)|NoN+MTMO44A2ZW}!QOp?dXlPgLa_dZ|+4H4=rrxR3!+BGr) zVoLl&rFzgMi!q(!EvlAkNHwMywhoMlOLjkoViND>bX$gUD6sG`=VO#L#b%IQb!MnJ zYk{3PHXd^lrjr`Q)&mO}P>f-VJ*Q-DY$r;x7uqQ6b%PHfvId1)E;Qo=fLBa60eknJ zv$dJw%KlG=R=w0NwLd{Sf@>o6+a_PE?fTWh-p%js`(Wjst@Aw|kpYS8KJ@t=7vKK- z`P#XCNfo`YxlK+ci|RLO>suGzfA8+GH-G-MF9sUCN&(1YwR;^Zbt&34HxZufFmTW) zwK{ue0uxb-)!F-ofNzT=_lpEk(E~3S9(?RUal$T6>Lp&Cy`f7$p~C& zxN>l1sXAD#aJ9kJ0yCz45tT?}7tz_Uji%aiWU{;n1Ldt-WI;JBN#`!=c>lA0t|_mJ zMy0>wP{(gOCOb@?j>c#JU)1%f3Kh)Gt#!fjDPgl%!7v{nyM zoT`b`B$OT&N|h)`s5O^sNSZiO5(%YMU8yCcMT-9jDT1ORX zbFA#|_#K*NL@9C98PUdw)@np)2BOQBX%DrwmX!EVeO+B;rN+x;CbCWVi3xR+nEmDn zbJCnLJ?1#l?Fy-Dd)Gu4r+2}w&Y0QQo!Op2nUS@foX?l=?K~5SNbikmHTX1Rg zQ-p&1s+3xqU-Z%5|0!qMN&F)x)8P6u?CwbCa3?ZN7i({1#?v9^g@-Yxtd27$p9(<1`GKCXW}Kw zE^SgVEaaqxPjN#tl(%TE=r5$l5wX7JIq5yRV76i)Q9hcWY{Hf$n;r@tRGNc~Hhwp=^45ZfZ=*+LD-s6qnD4SwOFxads1DB(|G4 zO_w4hQReDlmW%2U7!E6RC>+0=fd3bMf=w&IO7^UCO+;Rg7xlsE!@t>DINaP&);L@1 zj7xpt?L}j>y56dd;Lu)}dPrNIj=(#$5AWO%K96qC1`hX7VVb}=o`HXwUB5)Rn7D{S zcHeAo*)AwOk*rptR0)OK)`l+7sY_Aq`8zswIvBMz2}n=}I<(EL=-X&N8rF~NC-n<@ zDKy97PwWP8eGyGEqIyIJ1lWKB|ELT~s4|K;o{rrvG>+c0 zt?>UcXM*5!TE*vF^*OEL8!>wG3qrA|Ii{zX$Y-YP(>ya}j0*-S7eIwGmb$I-_&gmr zdcMi^im~V3XAN6o<&NF@)~>C(RGR+&j$eLfC*1FyeKEF5-@`q_tX2#zw-3&o+8ikl z)$c80k>?K03W1mG>j4Z!z$>EaPX&6LV)L^_ZWq6DcI}Otiv9It;0X-0; zSTM4}Arx9m#_}7Pb7Mg+n6+kULFb3NNcME3gV`f|eT|!qG*3sG1$cq`DH{#Y3C^>D z)hsDg+6Id!DT{G1izPV=c$`(n=O)i9S%rkMbUbT7@#ukhkT;yUTsoCZOhUMby%ybu z+}gsl7V9RnNwQ^GI3%v$42R%9;iquO+PW-U8SAzR6J%>NT=?9zcV^#nk>#;iMjzz% zZA(@qV)y>;a<((WU)>nK_dMmfxodMbsC(D|67XGn{jdz>7a&CTrp6Z#l&cU-pt`bE zWe3WBhCV@a$XjNbvc%MwX)rZra;&b=5UXocmV*!>Q#M1gY|;sR)ea<1L7yN%q*d^; zz&Z6Ol{W{2x zlp6*y;e<(*tD{sMyI?Zo;Bz#rn(Te`{?t+|r*q57Jup~vmtCOoXH46*6>EL#){$bF z0kwEpr^H?frrJz?COG0?tJ^i$j2uIGrP$&AGXCRjj@hZH;=B zU4^QGIZ4n36c8c;64q7r?QjZ69p9~u(m>5!7C2tdF?VUG1!5)fig;OEEDhHEm+xwi zZQ{P;zwgg>e2!n|S7Q6@JKJ|YpL6lqi60OX$g!$GmUf|41R;tS5Nk@sBOwG$-@M|L|I%kifVOEp_Xix zi`EjG+eIftTm}kuRkl?=s{FmO>yMNFzPw@d!1{}mpN?)I0j;m{`^v8>Yv2Gh!xO*$ zLF>p^<$C3Z7xzLPEQIc}dkH0JjBS*4e_anRUPTJ|tFILEX=Ss2kQoepL+V$Kgv?w0 zSA=WQJ?38MeW5ClpcP4MiZ>}7~P!zY)2d+^>b8U_~TpAD}$x@31pb}8Oo z**wG%eV)q=8rEs6whPv^Jtq#Lq(;}w3VR3heR~3CZB{(^ARvqIbb>_mwA!j|xXK?F_&ATNIA1IUVM~yJ$4QFlBBxO=n;v5|v?3OH&~z`IEyuC`fw z>J6$RkJ&DiOqvT71wnJ0I6s3mFM`jYHm9I#o?%aK`RKmN?aJSJ4|Z%Dfqg(M3%pFQ zx9xJ@{sS8>UEehF<)$Ay&!4eHOwV0>uDEa&FgGCshb!wV?|fR>Yy8Jcrz+ zeg~TWb!KR*hCrU=w>1QT63St$UJ(4+*v9qY9f^VaW$_k&D`jXEzMH~+u2$(43>L7& z#rR^>34ORv*bdwACT>$?OYFt?J{XA{OPz(Y@hjr>)FZ)H71<5@h24qc!kcg!pApWb zCR2Aa4^od(b~mblAa+XxWer88nCTT>NLSZUI1~aO$2g-g6qgu8af~C%*KkZI%B#3O zE(kFUUW`E)#}RC;=Tr+K6YF=qJ95kOaV>4pLL%9h!q&gd=a5#jW4hM;m zlsl?rg3i2lP@iniqv*LPZYQP)M=#L@Pz(KqI|V}_N9o9>^nIXoWK*#kpN?#we$l5R z+xL2Y)m1$nJvP5Otm)FgRB59uYp71opgKK^>RIztF4F|orGd1prKCWREmc`lyf(^+U>Nl{|;S;PyONMjbz( z*|Z$=@PfBV(sGhl7fiBzc!_Sx&`u(eFr$pbZpm^q3OeNfA0?Qz+ysrYq(C^qw5IY} zC7+GhSvn*>mDkBZH}CMzyYGDK)LHPa+}HP?`JRyFr?*b*Dz3)cFhFI?|58ND_crgC z5G&jFblUK%F!s{U6CUEb(9okl8%=~K=HlgQz(6PnY&-Qcu>Hf?pwZ}SQA93tu!i zu`KPjXYDzAKAa8b!g*q$ampBBBV00>$}WHfxW$+WWY`RsiO$c>&o8krsq3&VvoEKY zC6~!z4miwYxja+o@OK0{f-4%kv)#Gwe0QO1j>BNJCOuXr$y+1EdC5$1z&+p@6^@yY zrN5mSOW%-g*4>tG6dxA7U!mqQs1Gye;9bD569BHE2}7G|&mV6HG2uRrVcBb8?Mg0i z+)K!#+2-)tY!2C0=P-&E{ZPfjG)X{GgMpX47Ca6r8_NN3B8U^ft905m>B9G25OJMz z-FF#W6L{nbH_pm5LA3S(?t}u9$^+#Qkv4U4URB;DCkCWMlnfC(qjDVZZ8!*32BTDiNc zvA3RmYjA(Z;os#0Tw0s_1;iVj*S*mvYOxEta96mCT?=dR+VEPIN=I9w?a^bVqs*A; z3}eO+W(iHw(U?VJPu}e35r=6f6`jC0RF4H@q}DoG+)i@4rRW^d%Ly#0LCT`@oJFTJ zi_UYFSZxg_vl>4-v~M7mW_#F^tdYHjB~;5*^k-o&VJ2I zyKVQ~whP^|*zt~XTwB_Ljkaj9cf#2Nl(rxNkz>yTdOa^nyfZn7dgz7l;U!YrI~FzJ zV$S%7nBXO6)I?GYsU(J|N$&y&yY+cz3pU0$+nMK`ceayfpReEV*WM!-3fEWu)li~y z-Gik^RGf8Jt9!qIK1HG`FE4Pj5Y-m+(p3tB>}X84VL& zo-|wIt!8(;+dO9q4Q9@y2k`;p>>U@<*JQE<58NgNt($-wcboA zwT8Q)8Og4wl5D0dIZ0Fns*oRGKBPyX7pY0ovgok_^YRYv7=Sgag_+mszZC>xevcN~ z22*ug?_R&Ti1qF*ZFEojP$E#@_nq+*A8Y}{;ml<6$;f2s&)0AL=*%}qKB7HG`;*CR zVyZMdaDA%hz&n4WlgIQXr~_^JmT(m6AjgDfY5K{b;ddp}(O`IMi_Bk%yrfM!Bw>w} zJ+v%R>2wziv#u_sbOVm}P&$J(J0S5@f?IS+g3E>ZoZzYUt2sBE8mT8yY6n{&HU!qb z1B5Lk{W`uNUXm`!mx33xi=j*P=hJh-oOs1m49?@<;QQiz`CljOs~`z*=+Tu*%9q?>8+R<6b8lZGQ$d#3qUTkCfyin zh-8GEEY0#HoOV6sS>LH)Da6XPmB?xyQIL@==1dO_O`q=?%`2r}lVb%gayiXzl0qR- zl3XD`y>M8hc%)Hk(5tCdxCke;<%u~>cIn0CeYO{ig6@{(mtD4H zR~7_LQz-yc!Vv%eRZyz)B76iTKSBoU$^qR+gd#K`K}4@*t*Pn?lZ%ew67hTFu8NWb zN;rb*00@Ee#S#2DL)mFg0+&cNiD)68Rhy^+m+`D{H2Xx@n<}5Q%D*lDE>ZqUv)kLf z9)0Z3b~GXRmZbxSRs#XGfmRY7?ahcqbW{BrV*}ThG}`0GAN+#((!(FH&%NL?lF1~F z#a}21^z_u{TMf0!Bl57-&~~g8q5u93?6bt`B$@6&8M%wjbpLRkqmaj$lNY+OHs0ai z5g5d5lkbS{uyNS@mT$)716+WoDO@MiSvnrX9LK>gwd!a#O6e#eSZ2aXwqU#o*?23c z((U14YY^|}_Y3>2{f!g2fC~I^;kZ?3EZ{dA-$HNEXYu>>AJ#8m{RBTPOj`^RXbn|h zIb!HqgtA&Rsshkqf4vq?7=E7*$c7i?xA!wDAI!vvqy2`pT2If1BPLrla zE9EyiNoW|FLMca`aLWsJHB=n3NX3zhzqot{1dC8H;P;(bx5Ltq!_-ERQ)N(%|HTWC z@jq%10OJPwQ!u!5TfTfXWNd3Hy+?RL`PC=VJzj&}7)}ptKpJx8>({P@nrr#&Go@1b z?MI{meVXpr*&25xlTA&D9pzs1;~g!brU0q3ATYB_P-V4*tt7tBs=@Y-nhs?n z*Hd$novFGaU9GvQNJ-RBb)$aQPWD-0Og+F(2@~o`_9da9UZgI%&Q)Ebis+iFSmmuz zp!zt5;cGcwrVxrrE-%bMNfBL$f?Yz=8QX3XU2?p(mI7`Ohmw&*oyWY*zsa+FFs*i} z11h7|w(1H}zAXkk>fz`fAZMxmr7cUNw*lH0M-`IXEhUm)ke-X43QvdhPPY*GNkN{S zomFHkH3jLKrxZv0pH8xWNRNCSeFh?Vp}dG))IYP&Apj=m*=KA3sTW z4A4)|0dU*BYvbah7?ko(b(0^8qP5XFIO(zSW>hTSM6vR20S(;$KKR*Nex7C=Kabl9 zTRJPzV-f;SdBH%G!m$R;c)B1%;4VV+WuB`zON<=`XE~jl;0hdD;7)P$Sq^d27)Urx zfuFxb87fK*L4!N4j&7;A37+*U#M9ALu2wvq996;1ES$aI=VtKpCb#Ead4S(Zq2+&+ zH?f}b8H%Cws}#+cb`@2_P-{6FeVKh~Gw}3}^2!q7bMPW~2kUw87dBqrG(>?nPcPqP zW|*H+t<(nQ=?W{d^)CD0OqYLb6XzMn-}lbGvwi2}{OfYD&-QyU=lnR^mtZ@IlTe!` z5Pmk2DAdyHdQq?O+}Q6bz3Wqlpg`grg(Po#U;RPp0ToAx>D5N~4IaHPN0C3r_e^u@DZ^ zvj@HsuPom#MCc?@v>jBiVvQ=+3`No-d|$$bOsF;?7Z$xxd%|bdT%s@YwlRxMxUfpX zN@dP4u1mLPJK7B+RCr2IkEa>$NGJA^Xs(?9rE|u`dJXTh=-Kph=!9@0%Z0sikCZRx zZBBKIeG9jatZUlRQ^+3+J6v@+l9TtQRflY5utvYd{}0p z`Q3S@nO zXYdBN(eyRE7p+1%{l~f-(xZA=pVDmweNku1I@TpRNx#PQgRBFf*Jv(q1@A3HLT0Xm zFVy7-Kg^eTR^ss@kB528_dnGC9jjmfg-#kQ-@6tk<4XQMV&Qa5f`&RY}ElO>pYr`c#@KXqAGEm3pJC4GNA! zkZ~aM;E72D73lfAm)e@5fh??bz)nGt^XDb2nW@Wl5!ibz13@!i5QLmUgj@q0Dph+> z$hqKEcD2yf1+5EOC$vs0RsH{GC+t%PQvsz-Hq+JF*#&9IDr_43wXx3h>IS(%hC)Y{ zX)5aqSY?n0)<7bIA!hJ}Rh?^ge?QXt$A51h$?I{(jO*s~>8Bs*RlTl;dPxlQjqmB` z!9Pw64UBbfIr5~Z@rU2;?-=;r*s5cDnwkuuVdLoM?;q~<^X|UxlLN2d zVqasTl-sZyB7gb8@&bF+{vwjmD*RzB^52TsX#`6&mhFBKDJ~klibxAr8t5XG86C1Z zG|ojj-%aO>qSAnDjMGPpDUZM4glYZ&3h7Qk+sW{>nylvMjH=}>tT>%BD$=_Uv`|;A z)DK{d5DPy6>*yM~He$EOb)*1BxKV|n>ZP}H|02DH&VMe`AyJI$9t#K%_!ZilUHQLR z`ggQ&J0QjJS#E~A#D5%xY}4;9c9Qsa+5NWX*ynApvu`^1K_2%w{LSvQzKDN7X%LYu zBqK?~U*1Val#;vzOh0F5?VpG;;Cq!QO73CzxO>WNE5m8p%_6ttChm6VR@}GTyc?qb za$nY6(*Lm83M3jlR&Ij8St?Fetvj8}dm3{0s-NL|R%o;|5?0{jgpCj!bSWxoR0L6V zz*W?y5!@(*R21ey1l4>J4MOM~Is}3Tjf30Txf6rTAX^T3eCcarudpuNhohzEe zy+?og!iPUQ@#gT)$Lfiqw$))@GW}$3*QryFXR|HLr&s^`=es{D_w=xrUfmFsV&h9K zOMhLRe(!hFzYX~zN3I7AZG!Bf;d|#DHvC2YV1k@THNlBgBb=23I9acE@+ECtV>Eaq zm#Ch!FcANu&(DlP=YtuVQNkT8ARh2-6!X`smQZG|Q-yeA6r=mvk{J}EZ?D0<-Oi}K zZMG5n2)B*j5!#{hd+qz}WmMKKhHj8sWFGy)?(D*YcuW~pcgIRfN!_nZs>i)A`ldWn z%Io+nb1rrP{~q7uZ#MqRv7mlT?qY>wHhH&uPef0Ua%?fidkFr`@;oANL;)Bmj3|KH zK^G;htT9NFG@=b_bYD~2YudC{(Qaw;+M?#x_JlvG$MrX5-O0oD?tq7)O`+SHgG~zB zpQ0ij5?>M-(Ued-DxeY?M^k7TRnR!Y zoYKx;V;j3kzjOH2e`0*``CoS=dLteo7JKONHD5b(?9oTMGWZ*p-oe~QcW~WHTjORt zus<5v^yrzh5BgIFVD|&d3pP6tDvFZK<`r$l%>q?cE2mhZa?}K7i4BpkYynFa2*r|z z>WPR{XvCTgqxTDzB#A;-5cO^L?2d&Yj;RyNO>6_YQRWs^as+!ioK?W2xu#z~&vz++-|xdvThuAkU`(e|3jSIk9& zAp{ZaZBV-aS#Vt+86w{#dt6VDr^#t_n!LeZ<=<@+;tpT4xYir-4Ftl?@>(?#9*Dv+ z!IlVEPc53jiA0nYqDat0LJfvDP?F2?Ihl>hQ!*oe(mKq+y9IF(MlEp_PeTB(j+^{*C^|+&zAj1Zy7G5W~&7QEph-*kJc2k9e zz9;bHL=o~cWanBU_Cg}genrMwI&QGXvYr(4rG}ZC{pC$3=kLFBUjF zQuur^#q~XA?pU{L`iWh8*ROeS;|3nw`m0kGC?Cw78B{&7iTClHf$`kXx8D2UFQDix zz{?SK8u?N9e^gg}Ok39#zxO@+y=P;dpTC~%*!UyyGX`TY!FDkD@GB5XO(-Ox4dA(; zB+}GL6JRx26{!kcnq{<=K$*IZXbRERc2oODQ|h!%r8IOx-I|pZZBx`{YLiM)C#_-1 z)+m~`(d?XSvaQd)@0|Pf-o5vobAG?WKeb`eF-Zlyvsl3diOht|0;cRr>V$?MG;o9{ zaD#(lu@V*CX0w4tYJ8eaB%&g6B6j0!kwsS+CmJgEuCf`RTzMP4!O&V$!vX^`Xs{r( zs$#Lo%o^ahWo7AqU|i>#Cg&g=@gWwS`0666Zi%pHS7q+Xr=%c4M39+SEXA7lH#Vnyg4ZB$!JMVbO^pd$ET`-+D|C;+V zcf)eW?37kTNO)I8ZVDxy-5ea+c~KCbGB`<6b>UJS_N;x(b=Tz{e<<&b*=d?tV(wxL4rCI5^#4D06 z!A_*}(hW(FUX@)2GJ|%-H|h4ItjmKkPh>?7$^31Z%D55}oTc0q=-OZ|kOK6tPa$oY zDuP%8p06O#l+dK&B^!Jq;Mx-|;M$nX0`dU#VES4l?d@c$NV|s10-+o?HNuhuyci?D zNJMyB&6cc1Ph@MMNQgMGtXLHoBNlztny=coQ8QO-=4#EvYPxL7x)g8L8?t32$b+`IHxSH@2&RPry&xP2*XZHHr$$dEg03q+dHKt~y>;gO^;7hhM#Xz5 zv;PFQ{lh1oIP|1*=5tCv`I3sieYIma(yl)Zd}x3W{+RK366d51@759wuM#@KPC`e= z_Qk0p3sjODsDyQDhqL~RZbt`|?acKVNXY`ilL;`%EJd_{n-FV*wL*Q1c0nR7xwR!_ zDYvqwtW`m23F-8*@;?5SG4Z_*OBaci%^@&VuWJw@@Fb~$GDoBWdLU)Inl0mFy@q)s zYlr$Z#;;{L(R3ezKE)fneq{xDE4t&Z=R)(Y`6%DbcUyYBC;5{W;~4{ONgNN)33K9t zv|u``oVA@#m=pox)L7$KobyX^IUt?hOv?eW!b^H^OJE^zIlu*M5zS5Gg9=rWjSY62 zAc=xpl~F z;UF0P*tL468r57;O^x|Uy))vc8>oX&L!bajvN^%h+Fao@m|G@o+mddB6p-bBj4@RS z6J&m_HWz)xukG5u{%J$3)4RAhd|~SG;f_?m-Ifmqqs_Yi7QbixmFdk*kw~ojAUE2( zW9Ho>-HG-4;eN(5n|^lJiQTh(KNxty{eowHpklaaEW68| z4^kiWEfrP^Hww24zD*%lo04{Bf(7F*q=Y7Q6Ww$9-xzbpS9MbS}I4wDpdX2p%x1hbQUDkN5LeE|pj!#3f1w-{(9BW?)zaG9E=EECv zn1m@|7^{2c@-(kQYhH(@d=t7(e$Yvs6)NeD35gz;K(WDNq_i;KMY}3|t8Ve;%`IL! z=$-a*-b>u?i2%;kPj*0;SrEN@>E5O$YyZ1^67Vhn_bln>lX_4|(uw43av{klJ&3PK z3%W!yoo(i)hv*RQtrol$lq+S$$&}B^I0Tg2y15n{X-EskXpGsQdsAvQMh9Y(v8C8* z%n*}tBy`;=qsxQxSKW>QBX%TINEYZJM+ z1pCUpzw0)fr&^F0sBDdDg}bCX=5sXHn&bz0Zjh&hS9p%cqx9CLn1rYD_67z`*;{wRDs%mGf6?yLbRi(`v+U4xbqI-U*4EkqnF6eawb#~tfC z(6Kv`_Sd;R)EL#awzjpVT6y7t=s>htYm7ds4f&~md%#cn()}UQNpm5x)0p#5G z?28YDXt$@wPamm2;HQrssO#{-aNl;ar!^mdGJPP7UrkxV!D^f3ze! z4qqz2)|NW+Ieoa{M9%1l8QFEbH>Iiu0DV#m!Raf=<}%#u1~%5U>*%&`F-E{&gQ7NVf&daXb?B{^oGw@ z5`>afI>H_E6}Tw5q?G4r`Q>TJwRhm+1N~I}Pt=EuA(Q07tls-Nt9Or;0EzE>qp_9RCs`t zXCN&t&b_2`u0gS;%^?@2ts!JbYh&Fcbd2cO`5#UkpHIti ze#C1(-Rq6=0ey00-&dx3-6QS&2eL_3&{MtTI7);rJ$mWehfjar`$hX#XAHI9vhq3c zIGX&)3+2j*cK-{GZdo#4KOH#WcaIF%@&*iH;7gPlWS{XFbCa>45DXAFCt?)tF;gW- zHdTUbQ&s~Js326!A-GL}A0b^JISj$O*U8zDnA%l*2;RTeq1){)-EO^2*=DQ(1C$fy zdGq^Fh6m3BhvzuNQ720r`3-UbZjh6~4c-D#-YtKI02_`1|z|(3qZpPyf!>w>ExhcaK=3rPR+k4>kla-N(m5ot8#8?9R807=m zna>B65TEh~GB1$TeGwu=}D}>dDpX$Bn%E%&-4gr&)MwEmV12Y>JE4xqAK{w9I^V^0p*TKXEH=i!r|p|)A3Efu zBjHS{e>jekp-bdIqgWhon~#jsE&w^zm_aYT`YA&bta*lg{Dt-rbUAbxP+LG79i5L3 z%d`oSb@Ki0Un2rdgAP1zcj5VGPxkTYW1A=Gn7;P7O_xCM0bK&YU+EH^EQydMI>Qz6 z1h04)5@4SSed%{aro6LNCTe|as{>2h?gG=^gx=-)&r*ofkWJonvsR7Ss~~@#J#Dw_ zH{x#$tk|3Z|18-75i;9$Ak{ORHzx9#;Yp2biJOsAk)oD13OL-ihT>jKWEdQVI}6J) zlGo77UZd!LX76Y<;Mj_ig7532Hb_z1Ls4t#ddon9f#!@AW7h~6206u8d;B4EjBtXn zTD1RQl5cJwzfYZ5?*gFzDDu3vv^hnfpjHm zr4qKwP;5|<6#FxAVPL3V(ECv)o+d5_b^8}66VSkX0x+G3v@d;6eF8VbcB5efJeGdD z^10{tnW?n&qNzH4PtbFj9xmFAw(;=G_x^D(n;ngX&kUV;h5gY_ZIdDhF%rWBG3Z_` z@S6^P>=Z5k8XXNxARy5Z(GfBP0exfyZ}2aQ5fXT|ZxY7xj*dF^AV`IhqlUqu_220u z;BvY?!Rh)0hbSqz00eDMq$v?edN9W;si9$dBVyTq32q_BQ~`U5G3pk^YD`YU^wBUt z@_GcvD7*vjzsYm(h3p->V+9>p>h7@-_WCBMCg2mO%lOnKnsifeb(c+WB7)x^ zM_%Py(H6cUye3^qyrwU^Z}GgVxv6vFIq97KHSxT3UcbUd?qzm#b}90M_-0^JxXa!Z zcBKC#dYV#GZR&NS=^hal`ELq6Wwt09Lq@Lb)=^yy_lh&`V(J6 zZ4L1=TTpIGMWQcB|pfskql3qNeu%tGjFHTW^`Ke}htc zVR06S4es)|xcGpC_h-TJd}MPPqi)fbqFbm8AG%Gh55onWyenlUK&I|qqJOJLX;IgDn zMcpWwBvh-wC+nt`ZhAWUpFkqrp`O*;(SwNRKCEg~2Y{OxVB28VtP;?M(s zVMYdlh{{Q-5XoLh5D6G1jRfj;3^wT*#LYcjLtdsXDVe0T29_~Q7*V5xC|M9KBIKcb z(}R8SqJeLEFjo3LX8fDL5#Q(BXesN;t`bm)dubl2klEYsj#rSf8vEkdw1PZkTA5Sk zm6oysCx&q$6P_AGg$$R^CiAfgIg^}(M+$R1gRB_tTn1CyQXQ|fFq+0_4$tEjUctLK zgjf6a*cRWuHyclk$}CzyMD3_g`M5XfBIANqIofVEom5;`|Ic={#kO%=(Vg8DxqOIR zzLsxt`4Y8ST6}3m%Tl9dY)iICT1srnq7%7FA=GW`B9aT+vFq4EkVlgSsnDN(1c=)Y zqd{@0M~~sCiSlHbjw@53lqpckRX6@ywL7octuNJX05JZo z`*Cd5jA5!Oovza9Y6&(_x1ggW;xxGbNVnj;QV0XX{pWfVhn85{&ti;{gT`>s7!Db0 zAdMmCXrWx&y3vjy4`2+q|Eq4np)%X)zYiFNII`r=7WVE#K_yQfs_Qr=TPM@?=js>h zTz%FsnfIkK7UNi^$B3F^Gm8~%ejbF?gLV9L3);5g`kL8+I<$aymHytOrv!By`C||s zqFanT#zXa4qc1<{pon+KJS`)t0b#CEpIR!@yE45iSK&E6r{I_6Ie1TB(bS*@jsoMK zw6|26t745uXSJI_V0=Y;tJTI_CvhCxtq3cp7d!$(pZV7KIFd4;x7k}cH1`{3V(T+z zFI-u;a$BFh8}RvkKHtvvrxDacL&lB9KO}AiAl_I2xvBP&)drCTS&8`8*!$PwB_)yv zL$}1MN@Q{>?ocA$HO_V|p(>Hw8rOR*QC1=oVCat}>gihfP^7*`P)ap@MClh8V`_5t zFm6mLV>Mfh2ENBQIg!u#yyga|PtlQ#|c&az2@O>w8mVcF|U~qrf0R|RhISanrP*#BbJ_6W_nmVxWk{Xv_{7Z0jhJ;cH&mq zyNmX|fyHk=U#Zl0oo}68S?tlpsww+sIAJ;L2yD5{W5KPiFZ-@2{aCig3l@N?}jZo-7yx8J2QMHVZZJ?p+ZCGC<_(()bbn z5RpKzLDtx&jiXr!vlw5Ep`NEUT|mAa-<}j`^%N*m2$VGhiA9%0U6Oz(%q?cc5{#e^Oi*-mAe$WEW1Gw>-t=M9k_ zgRdvhO=HO7`DOSr^8_>iX7c|ea7PP5Mn39%C<2P4^7EfmPRNqYl7GB4>e7p5zFa$V z+G4{*bWh~%(QY1Y-l)uuoo}5z9QB8i$#kE6nw)uI`NdXvUJ65|O)io{m-huQ&sZSs zPr2)mXLcscT05B*0vSjZot4VD_L)w!SfCB?m^;{shVDWqPlxf|lwc84OuI5t{NAF# z1>M!fsR{dWTmUBr5mN!)O%dm|id4agRKD?42cXIG5vw&CL158Rgy4c&ME?W=>wBFm z9`Xz6J?Z!4L(}iVADax$znRHC(_ZPY=VkJS={5VuL1R=eXnb@x!0u9%-1K}HVD%{3 zFLYPqO@;c*DMO#b?v|M_3CKh;f#oxT66B!qSiCah?}4U$0NMUP z*&wJl0d-{eobEWqo-&*>pR=8FJ};f}oeBx_4LAtF;YT-xM8`-FE)Tr)tCkUr)BuPU z0H1DyArVjaX+y)q-nhZwaXS%{P&rs;AyYlv{ zSAKAR3aqk1x(#!}O?_f}ibs4w&&6>Bn#>NnWZ4Ds7wF&116E&z9WTx>HVX)`8}=SG`6Z>fmt z3+7Qo>xj5td`f)H!M~CrqnYv1O6IA|vyNvo-xtn0&SqW`E*tL%_e{OH(Yaz{=)@4O zkCLpw^(#&n$SVIUaTkcIbb?98rqdB-59?I>Iet(aCb$yTh->ouY=wN(ylQ3_%q!+A zX3qR~nRTs^V|q}QXJSh+b|prbm>6ru)?*v7p4h^!8a+IcQkt`s;2y&^S z2bB)u&`5EZ?h2TqRC;(o>S+@uNFc2vbXXGToBZ+g>rXHLaOs_?;r@bmq|%c8rL@Z< zCL+ER88X?vcX08sC!W^la@iy|a`G={pE>c;N1Jb5^w@W_?i?*fQYj)?@{8QJ8abcs zV(Xpf61(OOeEa&JmJj%xfMsS+Yl>$8%V9?SFW*%j8^=|~=bPF4n%SA1_3Z5K%&hmA zz1Q~UniA?MIhv%690Y3O(ydLBB1)siaX@WVLRO$25l0NEnwnH~1gNT1(G;s84k(Qy zR#23>2_gi61nnPIltPx4DpaVE9lrN=H>Eyto$T@yy6&8 z2U5euHKh^3R_)YCaZ_mrzfB$0wx#YZj+OQbJJp@3y~VE!`_zNlzSP0e6Y6(M&-2f! z&uh=7o-4jkdMWy%`f}o@rPI;ZaR+}cT`S!v6^+XN?Ed^=>8NxxGGB3jPJ(_}re-Q^1Zx6HWjJ9`Y;T@3}!i-X^nW zCI344kEv@#&fr={Fb?Uc;fhv_kZd>?!=8R?HEdAvx473>$_*Gq~_FAbO=*qeIohlJzuN$9H~y& zC`=%xM+o|KYGHMnc*dT|29g*&B08Kw!A?C~Q?lvwP09r;f${91~iQ+gJlc>6XLva(Qq2$g%=;D;JTIZCKvZj zQe+A3$#x^$$#NFcBRurDlj!eIIAvn)P&yGW-PG0fbG?w(b#!p|{>N5tT9HX_mqocU zAO$~j`*LYxf6V6$rd8eafy|wF>#cQVbJd1O;r`{#cbjP5GEthRb{+q8f*3f&%kG>m&>gN_wlyqI;0m%2^d84C(||Dcff4SZbnm;rL#Oz}PX;fatAk$!&A?J@b3Lo7Mr zF(>SCf-_qKfTBD0hz7ef(6WXK=R>VbEBnXv<;#tQNBw0GKf z%s7%hlJSeBV7|PiJW?O4KU#RS{AB2*^ojaa?n)w1@C<6q8CC-wYQVxAlxCST)j3e@ za8c1>XX2Wwt01TbJ~`4EI};_H{i2vj2mKD-q>WR9-!Ro$agbriLsh>Kiz##5MmrL% zkq67ZDFTQWQg5f;OL3_=E@Jy9co^p=_$i*_=U|l`Gu2pC_kgE7W5T#OVKz<9Fb7Q5 z`~?`y5EwtZtM_qiZBJgO;b^I`ZpZA+6f{Py8v4rFn}8*HgZ3i!qjZtjv?z2e7dfFT z^afVGWe@*hi!Qhxu#iTISp3W0_-RXJeF@=5XGKS>Ali0^4V?c*HS6 z%=#>qB#D^Ms^XtR6*a3_}EIP#S(l{NW7_0C;CIxwyIRJijy-}|h!;r^-HtnK@r>*GTT za#-Z%KiRd8b4(nTx*V2G+9GmT(k2Au4=6;v0*E zlHXJ2qY=j(#Ag|Bp^`0KT&T5MT@CvSy8YTG`6<>HATkuCXZgQsd>>a|qjsuS#E74Z zkZQsYem)NJgAv#q0lJ)xP{g(Uad6Ub;Peogb5a#_;s*agryx6}`iI3wr)ZRrl8KM? zuXJ&NWWuG3jmEsNAha4NFm&hmTH~jgAa3A}fHekVEIXW>4o}C<%4efaiY(#NTB6 zb8yWr8z`RDTJqH-n`8hS4reB^O@gKbj3h{}O7qf1=^e=>jVE3{)Qbj7{fI!ry)>N<5?xs~Dc%2lYFt6|IK z%k_Nf_OO|5uCMMWet-4;N?*ZoZu$2cmtGmYy^!Czt3I}i{cbwei`)|T z43lLCx~PhpHbIZ4Ys>vcp8RXv@sBl-vLGu8H1_r%(&;j6vU&b<4yhxO=lj0@`!VC*uC2k21{VHqfWx(# zA69SI9`{ktvR&>dcbp4zSkMJIQ6)K8HCR&E^2C^82l=2vx*DM))wftGrgLhF;|$$L zo*wfHQ{8~Oz3*c$Mg1W?MLRzBQYq8e!k$E1Xv8%b_{}N>Vh2Fz8!_;MYc!*J$fQ+; zZqod4&WtpLky2aVQ`)0PRW7}sR-Wbk8Zj%JiMF#Ew?h|5ky}PPyJ^f20x5|;PXY^A z5Xw6B{t4zBLP>NSEus%m1TBZ&?vj+ER#T~o^pDe_9yI6DVG25Z3w8iHiYPx6lbA(+htmS7f$ZnH&ri;>_OWPb!y*#x^*~wdgI38?t)aAdcXJN zp&$0ptJ}Bb5!v`zZ(?|Fi2eFVhyX? z0SQ}Qzk9diLPl_51Gcd8gpBz-$MXYa_@0o-(*4b(W0GJ0NvT-Kp8EGJfgpHaof?RA8StpQL}@%dv_2`Gl-Q+5GBcv-L6t-CI?P3(`Y($ zJbF@pIr;->VSsOQP27}Q`QOJ@%O9!iJU%7QDdCaS9yyejGg_L->l%~7k_IezrCaA! zMVA$2kjELG$9Yw)@*MOyHWrOUIIv{t6xb#vrYeHGj37N7!AQhayoi_ZA8-`U@OcVi zu^V&Ga96nxfW0%kazb4}c}8b=xZh-|$J0>M z1FoWRDVc7Tsjw;A zN!!AwiJ?~pH)El`(PDy63WP)?ZP&xk!qH(@rTua=z4xiP>ICGUTAbakhx+fR>lEQDHP6C2(K`R@4gt7d^ zU#g=zbAliuoUo831gqEUjdIy(Q0jnI(%)%^LCLqS^Tcv%w) zOo^DfbHq8uA9p?_pITp#FRVDd;6mE-ue+8nHOr1;e|Na3D5ZQwbRyU&8g-*(9LSx` zot4iToIpmZBj$c)FWSeBbGxg%%zf5Ad!FryJ?Tee-kP_2&THandNElMuac|QyUsOo z&H9*pY+ZLsOfuqJQCY%lke_>?peeTF?KKVzQ~7Q}h^lya&vPv(uDlbhpT z$;}zzKK>ATQG8K~04HEK3Bia3R){%C6ZJ}2(;2(2F-e@zk|jmcNT7v#C`5cCt z>infu<~h5vjJR%pH}6g;=!}BiRz6hz2&(s!stfeaU(u5UiLmLEibA|eR*=XTOg}I@ z-o@?_19gp_5i-CaUE*gFBuiLDBwDFZ|T7OWRoKn>FjXO~EOl@%+rc{`K)AAh^tQ0*c*(udk>Zdwm)MAZo z{RRE?pw0sJ2P%*N72qDp0r&V!?f(hG|F*2ijd5eXU`(M&P>N|K|g_V!~)?ksZIp4@kmIv#;6hwbfgdUAPxWa zcTL&Mj-g9?vKXG46aFhG%xEOC1MZmP&r5@+9%jqVOE@# zX0x-opR$YMqI6bXF|16}BnagI)X4At$JU#^WgJl(? z={1Kul3K{R5|TWyrP+9KMw!r%=91?tvz1U~p@J$3ah%pr$I}M$ljWkfBp=m`N2g`Z+`7FvhWEmwc>Izcm5^>S%D(93xDfg5JouJuSS@}2J z)gBwgamHtM_a3|V*uA~o+k0@%o$u`P-JZ|KozM1y;TF|)3^riEB@j3s1rt*qu?g?m zO`3=TZNft|4MLTiv{ERE+QhhW+@g{aS>i8L5~YPoB`As0<`1l(%0WrN=YF$imq)~& ze)D}ZJF`3A-pp@)A6194$bz3apG(DnABIpCXD?8fkcQ?^i-*EjV5_Qk3gZ*w!lYVI zd&eQaDec9AI&=Jj_B0Biv7i!ZWu!V}Gdff1VP}77>k$WgMXkTadrKHAkgq;we0otU z)D)maFsee|E$}Q>q0!lR*eNvjkB$;EY8|zJu|n%=*ps^o1#)=zqF&gJe?&IeWt?V% zWaT|pQ$l589{ewdz{(_TWoNna4m}{`y`&W?#OiLvnK$X8EpPEcQAfNvM4W()SMlU& zw}*MHBE%C3aQ!^5S;*GrwG5bH2i$NNEjll1l_3Hbw7JMQ5Rry#I4_ort0W=<4o!d$ z-~uSRs0jkExd2IB*4!nY@RW>54o6w@Lrr(fTAfwas?w4c2e_;rjWr(T(c-!bAZr-{ zc(X#@4j{t^UH94M;R`)d#}C~wh{;ei9!04qR5YV#EN+iSk;AzRX^q7QSs8VbsMZtZ z6Tt7p!x5WjL0fBiC9azto&Ej(vCdYl*ir3s>pwl!R9#*CTQpGl^k06zXxTiVs#%IR zBb0Y{Z}Q7QAS!S9uCv9F1GDL9RB|dxVRUqj%NwJjQIizhH+64&J?tKPv4x%huF6p5 z(_965RZY-ne+R<+EkO+hkIY{2YOHvl0+U);j(2c?o4Sqs zK>eK10N3h({x&PX@^Y%L#wmAg%CoudCDS1@#j+;R>a+S;Rq|J|Q8DVTR2y)emjZU+#`G2WiKv!$OFh@Y8sA@8i;IN_H zeMImlGt+{<(i-yl{pkcJL5HNO8d6_Pz>tKWWjJdRtPiw@H8L&wV}vrCFxyy7L<{n@ zisJVX{SY|L;hWrTj@rQWa9?pW*PmyXvg=uz?T1v?sRz}+^C8TK20~Qm`1&NSN#>JO z(wD707k(4+R&@zz_r+s{-m%Gv!UUYHlS`Vrn*N3Iizmm_5}%Mi!k`c917|r{LM@Ly zy6+#?xR+3a`Z#fJsB>|>(gPaiYt3Ex}f+TANC1K7S?bq7;7$O@PFe~B5QMieD{W(`FlGL9cfA?vL1f^ z>H%u#iB!Zc*kSd?;iTOTt5?S7^cvC1c$ooaz%k%F$BZzR0R=mhJ&xIR9cUHbA=3dy zak}|+%yRxFbCtJDugWS+D;}DsoF;pl3IE81J4_o)lqqdDH}QBkkJt0h@)Vz@IFz3R zk~9j!$fcZDgJc)o5rhSD8M2MwsGc#I{=k*l7$?t1X-1-HhPF`*kL^yyLEgf2n6N4B zu$zVTJm%Aw;`j^HeB?w7HD6ECI5hxar8*oq?a&=P4%*?bQS!=Cg;wk-TMki}@_Cdu zN{7gjiQdH%V@rg>9asPpg)sqsaFR^!YBY+OIg)7tAe%efKkCK8I0)abr;S1VXqO6U zo5B0esjE5*EKjGQV90`XfWzyg7WHWS$kacFJsMLb5%>DAq%l1raZe138sn9T`{l3< zE^oMl{KKRPjJO)p;T#T^lT{O`56d{5A%sV-wcWc;Z76=cvC$o1s?0Q+JcE~PZBqmr z_7(pfr4znLW>K-?-p7$-=owI1H~`GG&~yw0^^1D@e!8cMT0?h=+vv^WX7_H~}V*x3-6?`rT4$?zyi3dw0%mpkMh*(Co7SAhK9 zHh9pG)TIM?0*>oOLl#d?G{SK`o*yTCRTu|)A~`RXE6M6Ngk~KvP^mZcs7IE}77r=G zrx%|6Fm+(twgagT&+ge#{fkp4UaQ_w+!|3nJ=*$yuC?D8clIsJU0itNGf!mJ^X+pl zHFaIA&3(|-bZKt;^RO@mi!IbmBjy+MMf*ftVU4p?C%s1OqPpn4)E@eqprwrK4%zTk z8@Aab2-^kWL+J1!`dr@$Ucv}Tl01SdhGHMxAn`sLE@TQ&7y*-bdrJX>es||)f>Q3s zc|Z1<&oTI5z^PYHoj9G^VcHh)eEPH2i=}}3TXXNX9{Eg(1b@7E?xpW-c_3gT7dys0 zMZJj>v{Mgqw2AlAG9Ra7{2V&R?{%}Rz{m`?J8I<-IyTJou^82|;OgZ9I(-7aj;S=( zF@>;zLzu?RX^?LA(~f5Es!vF`<7D#`K!DYZPZ(i0V$fQ~f0{KYEmjGPXNlAq#Kr)# zF^OvC<*w8ZZ=6}svO!9kkE~6my77wUwk_0eUOe^0)B4JdhmSkUPHrHxN67rih^@H% zAM5$Xui-#K>93Fz+bZ$A>&8Lbao z0&UjtEaFi!cngiuP3RDVPz7MS`7P9H)=(SBxn*##6Oe-Tlgvw~0{ZWS`U(EBiWh9tZqH@3@@FUFUD8W33 z!r-@(I=nAS2T=n2a<~__1flQcsV~TV=vQv^TM6TyLodMn`B1k3M9V8E0G0>1q1_M9 z`7N0<*f#nSiFN8L@b|(z7J`2lYzxe_32ZyGF9m-dzyV_#DQ#*K_%870!MAaNZwEBP zxNpfA=LTN2)^^Z4=sJu&90Ts?u6IMIJ*;vin>6oP9l> z1d>qtPw&h(>+G{%>#n`_TI-Arr>YO2<7|6B6`&mfV>GJ;GK`*CWE$ri)IuU4W zllECY$5pTm`$Sm_8M2+WYuRZ{l${~lZdGUPR%@M$dG^a7p*FXVCFAcK>ig@#I%c=hay*4(pJt9;eUj3!L3H({Y&5}FgcPPYKYW@UI{Ot1o+Jb@Q5s@JMD6sF59R~-mLFk z6z>;c?HpN0#h52TZS=HQK+R4o-61-0j@ZjOMqg)meaMwDKMML>UtiMF_-j9s??9Z9 z`c4(8KkIu{r2eAsWRdE1CEdljf#b8z52R!BNaL?Dzx+OBh>Je|4EU+fKZ`LhA?TMu z>E)IFODD% zhT`bPTE#y|hqd;|^mkY&OQWXuMrP)tEziJstze?^u6F!aq3{RH2Qt zGI5#D-sz$^kZGTzLj32b-J<_%RLAiKN@qLhxoePDuvR#m5~W4i-k7MKvjX*kwg+OM z&lX;8F6A|y&uO2H*K?++u1F#kG4=~oi2b8_uPVATQbZYclzmf>COo+Gj_sKp+qP}n zwr$%xp4qW&+qP}v9ozi(`|DJl>r=T%a+69`s-Es7)!i{%r5ArhI^=OmbQDEf_c%pA zzRZrwXpSbSj>HM%0`*?af;Ly$wWM7|0Uu9Xxp8&Qr-Hij4!OdXa=*7{#w1U*#gvC( zGyq7is^~c{6vY?8{PPk!*f-{0Pf)8+DLwSPqh0J4RJ)8Tf&lE5QlxLU5WD>>47)J6 zaAh30^HR4?WHjb-_zR9@f#2E>XSHoi-gi2qu6Z8eDSrTte%_Wr8X=#)knQytoIdb2 zPuyM-E_jY2P7lMh4!Q;&BifikIb120NycP6{4LY`af(-5ajJ* zc~DMpN5~3-%tHJnTo=&GoS|dm!#nR&R?P~F(OsSknHTx4tdFG+hhGO_wQ4Tx9lg0}#B%7OKKF#cgfon&*r{EXi}Z~4BuUyS3FA^4a10(3xx z(3b?sIP~oDgf7)7q?ZK6vP9v5X1t`}`NhVGP;M3(=;vBS31@KgTm;YW1-Nu!KAn8s zXz-`}acF$pIr(?Xp1`A2Yd0K6IJLr^BStsE6|nJ@?S)rDVhQbQ1!=%6JfXD1VE=)&1qEGz)M-IAz2#_+6C7pVyLpPunCfYiGhASW0S zAz63&9qJ<_pmh>ug!%Hg>=^&h|WGd zg+NZTY`~l!>b+}|dAqgiVLJeH4Ys1+U3dKpuJ3EGZgf*8?(qTFOZa%Xhaa4J+C416 zw}&u{C<=m<|Ebz=#-G5lhx9#R13u?FRzBC-?+^p(2lE7?`H`fCvOV@hYenp9>d9E< z-d#I6MRJErY{VJ*_eOa?eY1QtE9d0Kk?YZtPh2rj z&GXJJX56|A13E%-pwo*h;J)(6!awKRev@n#J1kj=4~0%0BHciDqZA$^k5?g^d&#Zt z8pDZOAvMh{p6^R=m-$Hsx_Ah3t22LK_xF7td2{bPp+}tY%e3{NSh61?gq`rr1n~48 z@ldo%JY-8jH{F8lTf+9=IJWzWgPS!bg-PG|(0nh@R_O|etJ?f*g3YJ3a2_j&dqCc< zlW)z1@S4nMzkS2^Uywh7L>@?04Cd3jIcpz9Ps~K$Gs#g)qU%7wta||s0eE1Y^ReRC z^;*7{1cQ^{QsO#0Cz3*0xq}2|vqu^?HcQ4-bLxcf`+8XgIF|Fk?NZfyY4HD48GjlF zD$xI_Y&TFC-AJ6~RUCsxxU^rhy#^*#RrilI{9*3xW&)E%nV-Se!#dadl_j`onKm&m zNe|}lp6$;$uK8r3)|5h{Dr)ZEX#gfwkU6Vo^4Pc!QRgA)_0PH{IOlo7m6svvrfuj` z6Ue2f{NYzXtME@`>;5dEe|}_m?q7`+%P)wm0iyX+^{ZR{p^#!#^WyYVMXNlV5=gI= z;0!BM{DmQ))BvE>Qr>a}Uh!L#MIYcYvz*nqd++jMgR?Yz36}eLi`5)oBg>#Sf%7li zu49TX>=~Ai`kC}f{%I^B@fs=0@;625N4XAZQ^)GERDL)@bGS0>4(oDMjLzXQ6)!P^<~jh$-b;NQs~^&jyi6^_NH zxtAb~NRRyu@i^D>vH?#xoKRUdqVJo06YjXgY;Vh&e}CGapc2C$hh@gCN?2o%$rbz| zesY$5W>uko$<+4jXbXSp^ymb%)J$>wdtRQe?D{4S20Hp`AScg(Cx;{U8$e+o1FsvL zkm__Ail&fcld$YVI3iLw3jz}f7ZK+VY=uxGnHVfl2@xlStXX8k4w#Da34H8(0bPJ? z-AqHNPL5u^a#2pB9zdJ?rtit++oW zro!J%KZ9{CC++%dM=#c+aTzvawd2phua7`oW1Wu_&$tJ#gNk}(_S$x-Q~YlyzDRU+ zXYMxb$FisNUC2Gi%P<#|gPH6+uw9}99b`tNHT7DC@+#~P7iIQ`xmSxz zF}~Y5$=C3ih2Ju}=RayT`Wm*AJoX>kNN?Gmpx){#-%}s+7_!~CvLSRjGe5-|=i!|O z;6?d}J<{z-x8gmsgWtG20niJBg`VS|XghX)V4V7>-=3hJQ`Sld5gWzpWSb4WN>JUZdE73Ji!y|nq8|L*j}s8)9cQYt1H^a{w?ySKK^!P zieNghMH){JK#(8Hd;CRtdy|0Ij@{mCFTBW|IN444EqIT6h89QJCN1VUJ3h8{(iO6^ z-vjlhIEaIn@A~zqEK+*TwF_f5Ph)C0A@obfHrG4IRurLR z^SRCz+TuKTMx6Xd4&~QQyo~=uyV=L*_<`JsxT>@?^MREXP36wMYw}{#gh02+{eI<7 zP2Zuqz8^I;^Ww=^Ns_CWZ8Mhj_Y(g=D0q00B3}WQ#e)yL*q1br9b9){zIY+?NgsS| zF7ZjXn^mGct8clyaP)Nm|n@X)tX`OE@I0MC+1xbEQaTz`&2J7kCBUUbzzp~N5`}^xA7R;2xjBg zf5{m6W3yRQx!GWQzA6E->Ad2x)9~b)V!O0jz4=D_=*~QuIaAW;>doEKHYRn^a5sZ+t>~n1?J!lo&D6_#*lu0HL{O zL&2lKc1eg%r+*({q7(frdliND2<4xlcr^?r)9m z)=8^g04E?=h5pXp5B0{RAhLZ32%u-AGM0G@dD8-}X}E5#Y1*tGQylL#Yv7+gR4tOL zn(U-&n`jm+VA<5;o8Z;AM_OL9rti) z(o+xj3}Q|#;k%5*+>qbYToJ&OX38?G@$&Cbu4+=HUdkC*@*=yWDRaYrR}Gv9p_+4B zXD#($Op?^9-EUK#(svi0if`VEC4|#C0UGtK*U&|ywc8Wwb0Zwk`2AGKY-k5P3J~t5Emwt?xpHm2XN;&iCk$0-pE>hOY2_~UV4-T z%B`%3JSk1q#|_H1Z1LP>f8=M}C|&-#Oj4ljX-R!=q~)hqJgF#QI^#Y{>;kj6E?(=u zoV?p#St7(doKC8#vILxd#jm4uYctixuds(%6|xrTyRu1k2hl6TRSs6$acW#ZDBaK| zLG3v1`0^)3bvGy8#GUBz(x7|>E{tkZnI^v0`^Prep=@a;%Gvg%g7)K3PWh%|NVVfA zvo*|!^_7^3dY)virr1PpEII$S-pcFb=vQztDV~=Docb?m7Q7Ex*j)QK_sSvfBv58R zS7Mg-;6Kq^8ucD2nm6$FCSl5_UsG3t#Us51(YQLHU4pqtQtY^eTg=^BTK$+%^~s{0Yk6+tdZy@6)lsBtWV9$mu5o{lZygva7+9iR;}Ui}hsX-k!Y-u3n2fXi^yJYoKbRC|6XTV@ zJTN*BbqI}7E#8tOov}(YJe*UgYCxO`hk1%N!TZB-(_nj|hh=nF)Z)$g^s3ff3rOiS zi_Q@|F%c8jiu~|zT?S?Btd?VFA(l-mbMI=tzkI^n!F!e@7WY zv-*vNVok=@BU&}Wele&mU)?^s+7K5>xo!_Uo1nR6zWn{9l=t%cp$TP2V(lF=W_=zv z`#MPGgl@Uz3fl&eP2M&5-EbF97x||971w+R^I8t`Mt{J+eJj=41o4}rtP7=~m=ZLR*MRu!6 zey4E7HYwATukL&M%Q)c8KGr*))l<1=*gczFsb}9N^~?uBWOm75w)A@WpBWajeycTS zHpq>X*uygUmpcGs7;QC7b^)E^@xMy}NL(=9SfM!u*SZ)E0cjFo((6M@yCN86Wxn$Aw`j&w$A zOkDG1T=YXh1oYvH8@#0X5;{{Ce1+1n*Wxdlf~uM?v2*&v58#KNTMzzpuMBz3#xStw zpO|Rb7dVQs--=%?^H1z*Zga#Ex+{cioZP(V^qs0`Z&JD$yQZz zIdd!<(N9!j&rjT!6Hsgg*Ws)G%k?%KAxT%HNMa_UFhP6>m|!@n1_dDzBGiR(nO4en zrpdUOyE%RrSvf2;t~ez$Dwt^9;&0C~TOy%sw;{fffwhS_MYA;MwEE&zjC zO>TC5u-V|-^U}TJ^rPkQy_xTSz9WAe{dj!u*+-6lC!#jIaD7aG*}LsN zuIB1YdOj}~^3Mi^b_u84Z?#Xm^4l$5C=58?2<}9R@R813d}}T;YVe2Pyolwb$7!nb zT31WI>rEn?cenL==?xjU6FTvzW8BE9Ow@afE|Ev#!~s_LrqDcbA9}T3BzFQ!{$&gl z%60zXe7~Y_4Xuj0_q%5kyPc|Zur=Fhne8CE>DcW99d)?~;Ymu;pq?>xoO$&AHNCFi z0RQ5TJ602xy1Slg-$vh!P>m+Kwyv)@Lm`*=g%lo!*CdR)f|wOecCL})3xB{%LmtV|p9V)0D0 zu`iWt!bPh~HyK46w~uJTZ0m;d*fM`c`?J>gJdcYLI=|-|`RuS;H35&bm(#=>(3d^ z#Lr3FJSf&4CCff?GiUiQKXu(~;G|ufu&z~tq@$9~UC1WiYFiP78R{+f7j12H?#%6w z9tTGVm<@igkJ?f@1}qpdc*bi+CS&VBM|2S23;Mw+zk<_)5llM`r$WW&a{SZzx0_cn zHJylCuR;F!jbAnRLygk;B2yUq>GFYLjJ{E`nU@{t=4IRrc7msUVmW*`8k{rk$@K(V z>g>AIxS!A%taQOPi-mQ-$&9YM?Nq?Jr>^m2<$nW}EYE^O{R}*Q;Tnts?Ge6{+&UAu zfLVBfK{_KSUenI77N51KKF(t8gl@Ql#MSL~IQE4}_Z@bD@HhgkvEZx?wC5bV*B!F= zJ(LD!lQVVQDjTeFg$m^>P@qEpAG;36Um&ai!KFP69tR_W3J3hXoXd9%u1Ntpy?te3 zhgekka__nz(r}tV#=f_|)z)LHZW|p@?}FOy%0Hpi-VCzbvnlZE{IQy+Og7trRxd8v z?nJA&&8{)eY})RM{00|x=e;eiHKR$v-3)u8tYk(^to#{rTIZE;O{nDkGDdmL}&5vs$fl-f(K)2w8jFC?FcDIXC&`(9YZ^srM#o|x7ltOUG{hj`3~LzmfDPAM$b!A`veOJnuw z4faA>3pQwpIm{L}Uij{gvIE?P>-1E<+_KN?rZ6bgS;`(UP2`qH-%;+p z{TCmIPn0!8Q#q1e{qohS&y00*JJKMVEmHDsSJVXRls%F0I>BqAQCs$hy$`%stX<0} z7?vfD+xA71ANXjRes)%|x+^ z$8@+*P@3JdhbM^@0XSmnLl~*MXprH-iNbh^H-|XN6QYYz1d|FFo0;MnVq92E$fEzQ zjq3Ut`*B!^C7rMkTV{lXPsp1=lZ&RzbufXOiZ zkEJ&zv3!ZnBHw|oLWz%}LEehfI=6adY;~4Fb{X#Q;tlb&VVr$fN5+4foG}KERBny1 z!=2~5%witpeqb;aE&hvpY~0O{h=xmS|MV^KG3WWqSV3ekJ$4_g;lyRMO0$LOI5v8L z(=O;GnqHebMm|!RyEf_F?_i6)xhKbQV~bDNGw_5h4a}QtXP1!lq#vdB^-3ac zs3?eUXcfBz>wKAQaZ7T|CRGnAAMQq>mdMPbuN1whwb+9074C51F}KwXj$@QNyY7bE zYU`r&)uRr#PLkI|NlCqc1T2Q#FbW7K&L;w@uY^e3F_6o*T}akE|Eomn~<0;AuyT*oPZY&Nwg6 zZ(5jV5J7>F4nY0&mVKalAojqI?JZ7SpZEQ0eQb5wvgMm-XQ*KkF0C!I@g4O&5=}ED zJ|*uuYNqen!_sXGq_%o9UrjdRd}Ly2iZ{8GJgX{=ioWd9_~B7zfCyIKbRQs)WG{a7 z>cq`Wb4OUu4W%)5T7vohpOxp?sl>v&wNo@~2ULqm_m&teq?YDPo-T0?@VeU2vaEyMGmLw3~7uKVHBs9|#wzLEWb&xMSO9wt zLJRyit|M*DsP;ir>_1X$Z*QsZ!Vq&-6-vux_M!e>`=o#4e)LZMVg7zhr_+&$dlmtO zz0&SG>vvzSkxE}Ltkr*Z)c4Sr3zW{_z>Nq&1{B@|Z03R33gT$+YYa#(nqwB9-aswJ z@uw@|?suGY+>mM3E2p@8luVk2RZACA&Z$P$9^`6l6$hQyapMBHWsw?;A+s5j># zJLn74j)_B^%2oF2r@Zutg+CB0@?H=H-BTO@`` z_*bZH*3r8=!?*0CzubUb%?~Cf>fwoH?QO3v?u#-vS6GGp`n-MKc_s-}#rIh3&cA|) z%M14a!u^gsRaN}})nkD@TQ|hz^_N9jhg;4ia<-^f>n>{S6Z!IbV((v-EllhZNPk}2 z_?`C89}CGLz0o^LOdT@UC77inH&=8y15}~qDXhzy4D*_{W&zw zUp~t>$=CMhfji(@-=emA>f0fbK6ScAd{U)%%&%70u-B4q5rj=UCS@B^Cn|;X9go^5 zf!2c5E1_B>uHhjgg3c=9Kxr1+_L9~%?Mp;_*NnVS{f%X8lH(8r(!7vcv$uZA?acH~ zon>B{=3tApzVYVXj#f!`v1v&6+fIU;M5a70y@1NTK1KRo z;X>0K_i!vP#K0VY&>LV%jxNT1Gxc8TV-xA=w-g71a$Vsc@F8mk!S>bC0~e zAFL};FG(WpC@Wm7Dib~vmX#I_)>T-Ru(KfgnKdr>@JC!+IGr9mEQg|HEhr`nK)Ud* z<-xC$iv|lG9%T0)*&vM%^0-&k4!#pTa6*Sa8+afh=D87li+_IKfImslnN07=g@(MIAginT2R{5|b0<{oa|5U*3_Rtj`i{1I9s()SY7SiRC{V|}&h z+B`8DH;YbvIWL+ui4l+n_l{=L?fyq*;^f{gkU#J@v=1=HaT*TFI83r_=5&%zh|xP} zwx!(L7)wl^;G2^?fEa0@-<^XFs0iu(bcCEmpFjgz2N5G8gnc#~t*zUips!Kno4W58 zduBT%9JHyOiL;B7si7_0zmdI>6&yPgI{^d1eL_lm#!F~|@JNCRit|In*fOX{j8qZOz*HW4F$HBFg+#!AUZO#A6h~DH zt0HF@lGrWQ?0dfwuih%&zw~>(c%MFYDpv!3?ZLtX2G7ZhyIozQaI(ccou-G1lZlXo z#y0eT_Zj@Mmp-a8p?tf})cKX$^UE#UIFXFh=Wl8O@Z8WZg&)Z~XQK=zc@E~>1w1R zMI_DGa)&^?KI@K;9aR)*gG;(HyzE)8QMT+Ko}8x@Gk}K+CN|>Q;>snj&Tn=U_%-F-ibGH)gz1 zrsS^)D;(}43REV4$=9Ue+j(PqFxCFT=KqB-64yKzj@kbq=cZ0!WBmPLguqEEAC%o4 zT$tpHjhpMR8X`63O>H^jLYTrp7(Im;d1qC_=3mlzk5-*cA6$x zpLAFTh(v(y5idEDqh@WV+mNe=!pTBR{e#aHamTC;%uqIrQX*H;6Eh4 z-MzQ`bo!?G39%<4eM?l;Fi5pmH!{DgMdlUtcZ}c=!l8{t8jU<0_B1N@(5garJ#em< zY?7c$6kCwmF3M5TFVAJsfKEa#23w#i*Wse-R(P;-chzndt5$Va^e@0GhF31FP_JyY zK*d^Uv)E$E!NQLzJ1ct=V3tA2kAznNtpHwT8iQV!R2#=@XuTwd7|%Y=ajL_ir~j*b zJnYobr9>AmebnvL?jyoSt3KI$FZ-6yrh#36TL!l(W@X%@+!UFO?s7+^hF;n$lr(T; zdTt8M_QVXw0LPZipgEmzQgZS=O`n;Wkx3hvViL7()lyB?5_{j?u0v&<)Ngyle>8fF z^oi_;*&9@QsE>%K7=SpjhPtu+0^uKZN-K51!1&0U33VWJ_s=9z55+!;et6Ypyn~S~ zyXaa8pRz4f7RNY=^7scK6X`tR+%a0#j2c^gq$Hbck2ljnRs{z8Onoh+rD6QU2M?&5jm{bfRfW zOw7|x=ao^q%>z6%L|yBK_T}`i6Rw9)eYT{&`iY0N6{Zes-55GC^TMS0`BQ@?c4#rC zd$E}^h5;08OADQ)1LgE-zX>y28t)D4y|?(%LhMB>z;^mN;wnRF{g#Grt+R0$W2d3C za0=n1f`taO0Y!r-n+IkICKG@{X|A>;zWGQvE>#mA}lnfGbu8TUD>mwtCRp6jfO z*gq?DkZoPo+U(R>8JL9l2w2tb%3Wbgpdi57z?2&3$oyV0px?z39#yf+z^7(3DPe0 z%cX(N8i45pPAVYO-(p19fgTtzalaxH;FSpRkqod%1f4N}mGOn0&mJ~ay5 zBo5&sLQXRjbBpCSB-@4=Rfo~Kr?wTgSr6*IC$|;a>4Hrm;Fd>iAFOI5N+UQBBZSGS{`bW#vfhYS7x3{K9=Cz` zCFsjOkX|v1meg5OG?N9V=>qh7tl9#VmaOJqS?gDViTq{-kqZmnVJRhn&p$&;l z3uZLMdL}u}(3Uy14YAGg5VtwG4be_ZgsWm-m5OL}vN=C40aKTFctuX!5@MIXRHqoY zr6?|ma`Tp4gKjIDT;hQ8KXeMLxs3t@)jYSCgMk1K(%FY0m@ZuVS?=3d zmqSd0#I9gfnk1k+?G`%rnZbsGNP)u2}Y4 zvK=8@-cs~OknSS&C6S+!)koql5&Kix^f8%f6GH$ABn1VioC0*0KoG$i)N@eq9t8)~ zj1YGJ@Vu-7R83Ik9-Rkdj*xc0^zH8rsGgwQJ$g{cgIUpWVKyP_5(6s5q}2|}Cy zmtRdLFl9uAB_(aO>5{(vnQeEW`%})&D#W|O&z$&<%?-7EEc9@zO zCyXy%uJCd>IG8eIs1n9CWQ@#dV2K}E0?QUjvZR;Hsbq*PT7pj(X|iOV%;{v5 znl|H1mx49L|DHF}5|XyWq%B2z#Os!)wnVEgVQorTnfKZdz_v^RGyvFapFicaEvRj& zsqSM7m~INTo5K0>x*rLz3cqqHbF6bNawFWW-M?a0?Gzg5(w`xn#{x ziQm&^7C32Z(V7a>7ACYrE3E>+t>V=d&$WbuSw)0dr|i3T!DC-C$E!I4QQBEs?=q(( zw^EYYaa#fKSp&H3DDEdJ*8{rk*zN$ltt4+p`|Cm9cKjCr5YL=F3c>*k-juKhMdu0I=v7T?f6sxcvYqZjXwRXR`D|Yn(d}l1vgV}z+ zx+|vj0eFBgmYakHtFJs^KHhO zybBW6J{uU2jk1p#1o1}#4*c_1KQK_R03$gvYS$hJ`e#1J-+)8~Xen+*1@H;3=4=ZJ zh~s=m*(l=QDA^ZnTzR}#<-PfB>O8=4E2mV)>Z*u?fpM!@_H2uBW zHzNN+*QOf1#S1Ut+%xCtIrL9j5djhrLEDHhjEGQghk#Epw3&`YH5w9`|EF&K!)FF#ajbR~|oX zKp+F;f&l|;V17LOpaDm8Kmr4_*dPW5%%K5~Oh6<96xkqZ8uX$8*VNvP0olK*%>Z#S zz>|gmV?am~G+Y(hKg@_2 zT!*EWimaq0C22`XY+9W4Hx*h*kxJ6EoJf^a0GL#wLedpqsxCyLEJRYaoOB;Kkd;A$ zh*Zi-x@kzFYDf~docgJ#hb2C20aBPj1xp&ml4`oBy(vBgnZBAt5V^S7>|ENCSd#C8 z82@8P{oiAQT4Hf_Q!0ES5pHpkONz=Fk#2FOODf*NBH-!Gr)GB7_ma;sw_|n-U>8Qe zvpSKwC+(u&mVPbGJ~{2C-_B`QlLSq!Olj?v?+Gi4K zG%1QsoM#dnnc%>rM=>doNgQVqEg7KFfU`EBtqOjs17aH>TdP{H18W&zTZ88|AioUS zt`jdgqn@7E*{;Mt=i9#Fb6VW$zeaQ~%dGLdRY5oh;w=h)iojbo_QE;bdbn1<279r7 zA>vu|@woN_!88lhG)YM_H4D`=T}gv8OIkN`OYc4j;53R&M>+Y+X*`oIKaGCU)o#(l z%-^xw$=}}Fmbz_yJD|hVn_hWR(r%5H(L2SQWXME_q9^p*WRQ9+P-koqd<_x%42rkB z^s%{TzEvylrfIGl?Cln7r%#(Az+J(DXN1up`tE_AA;J(NFs2@gZSc3~hlfnxN?OQx zT2Q%YZF4JB-*;Nr83*#{fk>8>kR#d5@LL-q`k|7J-lL`Zft60wg(I=uNOc>odxpbS z4E~-UPxR;=OU|(TE%PT%?-0x@?RNnGAt_2^?*Up@Z0lW5WWV?;C^G|$^Bvr8E#vWu zr&dxMO6?h*dNdm}Yy%M6_-Zrjf7>>*UWddsEtJ*8w!T;cZ%ME<(_Zt)G*~0sSZRro zZLqa%ur=S@gl8LeYs$7U&$Q}Xt7*x+vh!a1S=0gS^JZ)Q8r}7t_4fC==DhJOrz&wH zGK!-sDa19Fv8}(UZgDwnI)$~ewvOY4jEo?N@YP2#f`VE{)V$=D6dBU`&^zPia?S;O z`sM<<{C)UKOK+Ta(Mf6b={Lmce|8bt1p53hM_-C-<7#tny!HM6m`CA?sphF6ft2 ze#K z?Jh^~75*veS&Hi^_Mdlu-cIB)a$? zh*E~p-4Xo5qgQdfi9rvJxV?n`N>%SI1>Ur=2Tk1J9Zz7eC(-}H5+P5p`8^H%@jql5 zi1N7)7BoewTDk#f$aBWJ5$;o)b@v0 zIFpWD!R}5xHwW8Y;V(|WH-}$YW0F1r2u@6;4pgP(i4}jnw3F3t%9ze|Rn?LQ9XasG z4H)ExBsnlk_f)dN78ya!_hhm{^Et2q1{h(7I?;We7?BT*(CB+YIwA9I7^!`YW>jzWwV)hly@WjYhj# zPIBCEjRWnfTYqxR;rkZywKiQxjWk{7#FNfdip%ufd5YWaot_81D$Gr?4yF3|vQvx> z_3HSOQ}7lA`}nj|)D~6i_!X1d$T+T3X>@AmkzKp^buyGw?iM|YX(A5+!h}gWk+Nxq zOltU%p{I!1SRs?L*|<$QaoqUfeFzVw{P^O1G!OOc_``ir7X|(J4YaLc-W90YcK4iI*==a4hnJ*jED?-{E zZj)^{9j4n(cAhWt*WPwutp(cS)t73Hl^x4l=XP+bv(;zsoy}XnTG>n$*^cKJx#Y-C zNwNzTUBdp+tj@6>!`&u(#fmkumQBJQl?#x1;Y-x<6;>qb0}<%rNCQU!nb7AsATD9? zQxS8K3f4*JVwVfy+BvEayE$Ah0r^v4-R)I7MyR{B4!Pg!YR15cZizV5$YVHGDnU|8 zlru*(GbcE;W1aauYTd5H^#WT+5W`eRcC2WP)n+S@)Kk!{CtAeAbk;2S6?s$@QWXsq z1r-%m6&)4%pDMD)wN~Y7SWQc@R@ED21Za6ym0T4y&u7T*v@sjYMVi#A^2_RQD#FW( zu1eXe=*y~L6=D^cR+Ss&&lSP;Y4&aQMcHEi|DpoAA^t&`ka!x9ZHM20uql2C`%#u{ zX}-Sh7VA63XO~+?zo~wy!#z9GTDt-E%-T8EWA{%dd!~wBTDb^EC5%=Ey)4uG&h?dL zFFVe~ftxK?V%(k0H^W|HD=4R3nq98=C+WN>oe0;JDVs*QHGhV|yzOj@z`Twb^fUiA zsDSNar{au-d9>xWi*i?ai3hU`(5N78nRN#`_){JqOF$SRWXzuLYoE(y!o!-UQHI-Q z`{5QVDYd26^RxetrIgw@d*6~x-VH<>82j`V+p(3|#?tmO0m~u#TEV ziPgoYY=Lb7_NBm*Q)C1FBPdDveRged|*g7S%^)(JFJUwV{{D8)fo7s5wI} zo!Mn1ubkMW2iL!PdFbb&Tw3%i(vM2Gg{f!9w}d|bo}-bPLe%E4HU#3&YbMW~7_de> zKDtCE9ur+ibv4!JRb5$ibyw&7I!d0y@5Gq z+Zg3S6y->!!YPciL+c<5Vmwm%lp+|fHQ}iZisxsoG(fCl0#~rXY+2wpY)G1xH7vM? zgtCz47W*(@|2q=C%1sv#5(1xfU#=Y$V$jKtH z3M54Sh}Hcdp{pA3CyfNGM8YVK>)l#y0M5zH(8MY0`Ym5!t(x^=Iq z1mmcDN)U9JBwdaK1VMqx62NAnla|3k2X|ED#(!S;zvjS8;?(5^)>-(y=Y!jXsg zEbRf^N$HQzVP#)YFvyMcT;n*z5(R#0Q#@r&EJ$bB?~SH*a5(4Z(~HHQ9Fh`kSxTn( zRAbzY9qKmL0Z(gzyV4A!G+ohZ(oJi1Es9u+<^M(~6i$)IyvHPuftg|268N|;v&4`U z8FhC^S&%ZxaML#lVg?JsFd-bv#2Yq#W#(meXNCFkK`!tCo@b2I zo>(tmH{22D$D~Wjq#;WI!IC>>H0yYY9o^Y-xKLz$d&peasJQeIMOkc&LaRk*<4BoR zL9;@ray}!bc}58!`I<)Es4$!Ka0{t+D2vl?&JiUixj(LxlSN>92_`=dv)z9?ak^BhHhb*gPibxuhD*2a1`(zASlYDl3 zvO#tyKG;d6C-LE)Ke=kmH6`%V8VduOiFrk$gkc}so!aSe} zuyK;(%$}!!H5ic>U~Ig=t15cBxW&;cnswht%;gYz%x_!w_?$t!6aI5 zy0$BihajEOTOzr+FLo58qb|#_VxUxxQAtuswo(BU)VfJiFQp)w^UcwnNyqFL;f`F4 zfX!msYsq{Z$LQjVBU(mO#o4&rr$^zL>FKZN;QdK+PQp0m+LHJB6?I48+Z2trJ2YiE zV!ampGAFl--%ptpdw#K?9zE20DkOq>Xej|(uKi*dEyLJIO7awK%TAjr<|)J$&o*&m z3iIVH!xw+(Bj`(qZi%82OQq5}U%b*@$D|j)u!zKb_ z)k|~`7Ma+o6SBDYB-E|a8-9~-+|;#{HpZtuiPt>rvA$;CWuLXrzRaAH%2S;~-|e`Q zu)}o2a)YwN@A={(@131SI8{2nivn+xP;1^Ou9;?1L2h3hZa>8K;m(laEO9AqC6K5MmXmFuNPIw@gW)uUxk zeoj-IL*H2Ht;)(gl?)*W5o z=IX<#JFwWG&3p`ZvOUQ0$NBVCQk%E6QbP8Yq;fciF?!C9(jC4ce@0X7tF!^Dv`KpE ztJCDqkr6hZ`4azMo_5K&({c{6BkYivsSW=J-Dk|5ReLiq-61<#1m;Kh5uVnIn}mRR z32%`e}ShTUF}h z!tT<{S6Z$nZjX!FNO_P~rmfhIIRS1NK$HXu>69=Kbdi`DL0`5KtkZSj$!3J8U+IMB zP8mysgT{5dNSExRR0;Yjc71}J)3p(9j!=13|BM9g#+rH}scaZ?CRfa`&uo{`CDSuz zI8UnqRHYkn;VWj3=_*5UO3y3SF7s-X2Jd=Ru8@`D1fE-M#nN+uhEiPsMw;LjT>*j_ zLm~`iF_N{Wy!N^<{9zD@1lsdH2{n17tKQ^?F$KU)#(W9g2z&kxX?;AI3s#8i%SG~_ zSb+Axmu{wpe5OUQbn!K4Y+vMQBBdVL;L+-?TYIw0kYu7Ll=lrT+N>1T;_4OM&di1T}^6=QtYChA=g;4QY#P5hrYEzJg znz^On!>pc}q(bD&&iJ4GXGHcT1D*rb5tw}deJsp7u>bs{`_3GBzPnFt4)1}HaTlKO>R$qG zi{ua)ZeEj%Gc`-gSnk$}b_L&Qp)t006(`;}+pq$glcy{{rEE+(5W+xz ztk00tZO~Rnk4*|mYaqgTIU16xz-SX)Dn%fuC^;MH?r#NL z4QwqfSY2nAl~)7~-Bc|cOl~mUX*m42X>TsC zxOUg){;jN}44zeKC82N$uU<^;Xbb3C%O@SgXjI z8=esP9OT=AqOT!cGx^W=0TrQAE$y~;s(5sRkwAbOpoNvG(lpvm z>!eK@dvuG|{bOxa15?+;*>|o3gMX&^TIcb7-#O=ZzVn^$`%X5DmOOzu3?ZdsQuN{9 zrnsCPgG}hRonFfrAHlytH|ialD4|vA6bN*VDcL8BWuGY+{67b2bN^(c^yUj^TsF5&n>#QN4k+Q=B<3{Lxo>u4ADpN* zckM{oSm)6`+{7R(MQf#`Z9EJk>&8_W+0frRsSpwv+1PuL0&UN>^^I2{uXi#)h^kX5 zqcS4v1Xu?jS7_)Lsie!7O{#<((7C)$(EHmpAUaKYKm)Q}qeYrhTqvq9q+*ocuJJ{V z`aqgTnpC76C`vDwmzI#DFwQl6=nsy49eoPSj0>PA3ByAHE zZW~06lT;@W_}d&YiTrIKUdbTbrrZr^B}R(l1o&H+b&;d=*Ki4+uND%$L`*zruzx}X(;@x_EG078k2wUJ zIZx7gusc$X4G`v{$wYI!2}73%sfOJpo0fO=xN(}7yINYeY;9ij6q|Q_VHZ7t^E${{ zb-^L)RU2K*e~-RuJWEd*1$duumiJ|+Y_XthLy1kS6zfG!)aXgos4Adrb`HJ9md)fd zxGM!eTtA&}Y#bLaU?INf$%s9c*l`E`ozKh4I3!x{lWV zqhqiXpP*ejxPn}`QTSQG$u!qi7=?Esj%nm#)&3;~QAc#gvC?AVyGu3bRLu~tw1KVF zbN(2Ek(r)l$1{xwlwt?OAT%cv)zNTBG=xJBPs^}t&u&o^4VLoQvMoEhHt#=Q7_Du3 zbAui84*S;SZ95L`dF77`K@$woeRMh6pHH>W-xJ~!z{|76Rx4A=-$;EA?iGT`Al)}R zNxNX^V>YUP?lU-pDXW=;Cdf*InbW|jnghlLBQ<(0Lx_zdjVy8$J2< z-bvz~yLAbL-5S;?uh%$))t7Np);&LJ-ul}2sROVu5UdPRgUzZ~si7(y2~&gFVzL-5 zl7%;vx=LKs;Pv=CWggBzfdd{m!@^iij2bHJp#c&VvG6M*?$!NJkZq;ShAPd${}=?+woN01 zARg+5Kk5E(3jJ&*)6%2NW|*%{J5u-ZGjJ~knHUg=hUZLZp~%I9bd#8*1t3t{l9pS;vj8;LCFJV0+gT^|foP3d} zrRO-V+H#VkCbP*5L@0B-<(hC&m!BdglUed>kiFulcaOQLTZ7O=a7fHt%yL4~xT*=O z02aKE(`p$J6oCqN9iQ0zaMKTdUxf|eCIEQLuR$*yC;BbV45MEg?wOv=Op$atAHy_4 zbxNvBPD`rWiiOvPg`Cpu50!xYqP?PoZl@@u*JX-cU-aA4y6hDCD2yX4mSpTHM+&>j zFPPIJnP4zU9La>PE8T!tgfT!6b+|art)2M`4E^9cPrtq?(tP*$*MFQ{wX<*zBG0xi z3{|<{GSnU4edKldmX3YX;+I7uoUgS^vX^Dif55o^37)}TYnp=&K#RwjxcSw|eM0`ZT?a20ou2)AX*7Tz* zs#WmGq(r06i2#6Lx&|kS8GKhNifTq@aMk_^sZnZZ4RZ{3n;YD|MYam4VD6#9TluVB2RvrJ9c%`Q+vNv_^?now>@Doq72;h2N$Yr0ZI((wlqx4}XS=iKAVfM}3+wIT%$vX&K@G9O0>G zGzpSyA-p8ZX0rxcRfRwa9)X#FD4Av8$#s|^0x?lVwMZaH7MVzjM5XJT5hoTQ`yZyO z1-7Z{44-qKzK(rgeq7tvPHf*t65qseoIuEC$Q=Zlu%)mv3IR+TDB~p{DQg&yj+CYe z6p5^~8jr%(NzgJTt!1nvq?1asY;D(dfJUorLS3t|c4)ISX;InBoZ;uV;=Oel!C+mIrR&}$KQ z=t%h%*;S;6@<|@QZ@y=Pxzl6~*rYs~-9bG|^oNgoU)Ilh&*~$t3x3Zz23t5=;mClH zs!ysOBLqB+4S1m{(iJ5INu%W)<8>%nk`;VkrCGISSfB+oddMZ7#l~9CcF(hbHauQ$ zHl*voBZQ3lBnYS;TM&t*MhJn*$XTfCn4ALMtRH<4>SQwOtrxsH%u>t)f9#ixSDo&B zb%X?VERdD}f*K5Y&1PmcrqzgYMfpUTZFFXje$aeN&6pw4Nt7Q8R?P3C1DYd;j|0mwvkPi}%N__WZ`sXQdX-TfMQi!t0M`I_uh>Ac`B`eCpKS ze>b${RO{{&>-S$C?tA=2S9Z_Bee-8@wY8rtz86)rf%esVXKl`pVcl;*Ssr$DzY1Kk zRW}(SQzUtmJHw4|?|G4lTas)N?oUoHM?V=Kn*b>!}DlVix;DIj|hgzsFk!?LfDX$P#QT`m*I zcCO~_01Sjff4=O1fm(Iyu4_lm;Q_zrd(itm>KMMRuGVP}NRD-tJYd(q0jl8J z)K+r8GZQVe-4qLGhJ$PiH9{H}KnrOj1w&cQT1 z(wSsXR!~ZOiGcG{MJ>2BiXU?SzTfUcU#$I7Xw*a2%bI05JGQZeDI=6eYq!0>74VawDNAckeZSUF)Qk z!^?zK8gvltcT5!u1&1jHUFncRZTB{g!H3AbKv+$+-ugA!ar-=VusH9L;_QR)akvs; zC8GK94OHt1pu>#)Vp1%VTfQsyiaWGHaX>rk9TwRidCz+ZsA~jBYFfh0m&M#lA{0}~ z5ET%v7#EZRu^_5HkPL3u1Tn6GgqR=_8j+}#M87178lfeKDqisOyg>BwkazErU_ufF zDyStS9#x~F2}!*Q2>^sQL|YU{Bu8#H=MsW2I12Xx4W?}^?ha?nZnMvP#k^vEYBGjs z#!cH?j81-NzG1RMTM$S+Vt&E_C6Cn50jVVy!Om+6DZo8a%_B$QP?HP8#Ur@TCO>Xr z!_nLv0%8G*mr61J;0r6}a%?U)O;;97pziVG$ufb)s3s(D!O{yhuTFziA|m}xG0_}N ztDB0m+gHzr|M0<^3u=>drn=Qd@gPG)H~sz!+}A(XYF0&;VU(?XnfltTGe54bpbaA^ zmdieF?tkH*inXYkEtD&s{uWS?`qaav_6tW9D6dm{iQdd>p`X``mXFr_fxTY)zdCmn zoCVupySkLLL|{z>?xOhp>>dZDtSlBlc|_;9vi z1XAY{vzLb~>*0wU<~B@m^Oj!#X)#TtJ8tIHbLoykC(;XKgvA1WBusr_93A$X_IoHt z=$Eh}pTlTlGPG(FS};Vjijg!GgE4CiEf}wZNgOOTT?Z2(9S04aX|;5!4w0dlo2Em{ zp~Dg(VtXp@%G|6a%o;1xob0R_sQDN*CDtJnPzJG;LyYS`$+NAsYR>jscLJUc>d;C_o1oJ4h^J=%(Q0?1jVHpXGkqPAf#AW&ka{5M+AM9BcS<|u1JY~E8SiQ3UF8GS z%>;otFZhjUU+_6)K<$qXQ*V{K>&y)mJD6T?uR7ox71$cJ@E^`OMMIF=(A)$|7424JEnl!bT$a1q*orDUdX zDq+3{LC%-)X zm*VTgAHdGBp`WY@$Lm;nb1^kCez^C@#S6ucj&&b+YRBeZzy%{?aMh(bdR+t76&3Yg zkJEn^EVEZd`VjCM4k8W~4(ojzLhFs=)gx8(dTAqiIU*emp7Jqkc{Uyc$)qbDVivMb*UWyiq>4Sbh0xrHz!iZhnuOT_{Nn%luKL&} z&NF`Rd$!L$f1MqFTx_3xzVn?w&T&4RII&}5FTrS{K*);Jjgf{O=GMo*z9@F&XO_M$$syB z?#?H_&+q*`zvt&^^U$6gq!g0;wz|5_gY;*fU-B3avd8J;>=Ey2`ZQ}2Jr!>` zyEgkYZDeVd#o4mQRyt~U)pEk{Q_D$@(S|5y$Y#4{78p?!cuCTR+S~t_7BtfkLf4Ff zDJlv{Nk%5h#@Hz@=fz&1=JEPyKjZiP%$?!e6G@b@+4v;p%_hdl3^KR`!(rwubDg=t zn4HWu1~VPmv)V-sw`wJAP#e*%AjDO}Ga$oC*G5JEy9))teq`>MRVs_oohJ+3l?@y|IA9 zYGi|Ie~V$8Ds0)<^NOKX{mmOcsus2%&DNe9?GVrXyf&nG9TLBZ-o3#q!=|fkJ2Dw| z1HKu+_axw(M$z(W#$aL7v}9drHJXej7RW%W29;H&6BdP- zB%2vV#kN5^9z^Oz1u21Z8I+-r-RX!pu%l0KQW2;Lec`as+~V=36EU1X3Gihxk3-0l z3ksD`V%TeL$-Ij&G+4_J1GN$?5^xmoDc&p+)ho{H0n!oWz(@hA#X7DK&vA45Lk+C{ zIegEVaGlh`I%GO#goAa^yh{L6{|l~ceEs;KO_rP9d@}9_GFE%*P!VDpb|xL)d#d;b z0QG5Z@~P@0@9(NTM(DVJ5}DU_9o!pq0!9ztoi)XbTd6GCTK2J=F-9wnqlb5$(d3Rv2nXXIYoOvWlrjP2j!Nuu)6B$^>$1zxCCxlje+Rl1b zUvY=pJRpeD<&VzPKK}6swcj1`dQf0(tEwo*NUUjPZLZL}<;;_Z&Y%u-k~2S)%#)4< z`csn!_&R_}W%qytJ^(sJ!7NF9*=;THB+riSP>JF>ewwFARh_}Vy&!dnLQ0Yf#iey$()_jNe42tFfFclS`0jTKz3 ztgTE}&Q%N*(TO4mqdphKA^5E25VvRfvKC<(4P`fE5KSNdZxCOHxo2pewhEf=iO!E{u^m z;0#8BIM`=p32OWbxirh7Hnz-;vX@xH2n?8Q7Ng{5Fer4+M$u^WQWUpE%h8eOWb_;a zCOz+vXid+(wvg`<;R~sY(6&4{fh1k{^ZTU-(x%)e1Nxd_r7CoRc37!G9WLj-g(lE0 zc{FaAlBZ%PWAx&pS4s8d0!!(j9HS_OQ%03ZWm+*RGw7W%Cq@$(a)Hd)to)jK4b9-Q zW#3|2n$@;=IX)eyiJe+A+|c`*H>;o@u$!vIo5Mw@J1&1-U#xCO>HoJ}zb@lY2JG3} ztCp<#(_VemyxhETZ0ppPR`mN?>^`fX-kf(>R-KrxW6f-a4CK&Yc|6Qn-6d-nS;D)* zxUHv>TibJrx=I<9P!3H{6QK!VAGJTUUwBzKE&N6JQm~Eo%=X}jJJJ;Ka4}9XI^E7D zrw1&pV#%47ZkkL%P^Cr|BLzW`C`jdU6xAYxJ%SLX zP)-QZ5fq?uT^M0i5khX4nWDOTf?NOv`q=B%8&+%$^yqaz6zg<{{ygV*-<|LA`Q_}h9ou)g zb8M41Kpg6jlG}I_Z%WDrBn*$2bwB~7gsp_aP?-h<%CrSoNg~?438K+W6VL#LZWTfi z?O3HTx+&~MsA`eeA7o+@%347#`#rWJfizq9JkOmU`Hy>k-|z49HF~)MiADtyjl~4M zh1z|D+Ofj4#2gB>=HPPZ1SH8MfxnU@Dq$fOn}@I;{x%j-kXP_v9FvmZzz)PnL8sut zOr1yI@p>Nf`#V&u5^r4;MQ}$1qsXfukNry3a(jx@WvSy%R8|zOroFa|zGd+3^E71p ztouh1JPZ-&(bvnS+ecdWkM@yKOiy8c=T(HJ&Kp@@9tlL4gLWl$CJ!VIB#)zhp+C`| z96=*V-kPu`Gu9NV_%gDcl%~FM(U*s582V1$3LU|Z3F*f_kDe#zqfSIA06KQp{B@m| zh|?cwgRP$$E-}=GoE~2rDos7A-UD-!FQkwsO+SqHMMcV+!03P_u^# zcxf3_Dx(=HAO&4Mk4@$swXp|ZUp+UeJl(#1VZw~>?2KituHgjl2>a0#&FJsxx1mom5sYQ|hC;Fdf7Je2N*e4>?b9 z1N<;E%zbG4&~-C5hR1lGu{xY~m)$L4iIF&o55`=Z!<(afY`xs>@b1`va5;22HWqp0 zWLJAUd1MLZ9WId#$GbbrAgy%Mh zE5<87jdzuyZe}CJwwEZjwc;A0#dN>!(rkKI4#|vN;6)AIQ$)i7C#)npth}5@!+ey1 z5&PUh4ars*ve{PnmJc#hKF#lAP<{3%1hKV}lh7Oh_zna51H+e_iwz0F)oX zWTSU{!3B30_yWpSKV5iw1*L^+fnyy^GLh1~1lhnjyaaq697D_#NJtW1fZrPU$UJGD z_~@tjG=AaQ#`e9dhPEv1-1PEk+j`FIHt(3`sQL7ZQOx58d~*2*Z=3%#&klcgmVv{c z!85iS8arx&Bz6|mFN010=_*Qq`nf`as(&3@XxH&TXhNDue5qJ7&M3khaG9b2o!J$Y zr&g{;8bs6(joN)8Ch9{8m>qbpn^~)hCEHQS~pUmO741*G=&EbSplS7D7bv9GR=_0); zJ1xj*R&&)+^T|Xo;0F`7cqusNn;h{|Qf2V|)!O6?a@xg%~(l^*){>b(pP*@P@_z%WHE4wwkHM&K! zimc%FEfJRZ`uJnQQF2r~=IaZ%7vTBst;!Z{h#w#W;!t2X^lsveeoMIJD?S#ESd$mMdoIo8J6iCc6Bze1LZhlL|Pu9xd2dxE{nZta+RAaoPo zbh}>ieBj1lO?Qou;B8{-U>HW9qlc^ov1&xhdo7g1-_vF^IZC*B#4^*Kx0Ud>4KEwN zgPis?q9>fH+mWP_tmG$yM=DVnb%kHPUWe;wYh`({sjh-LWm#s66I7O0p4oGWZi!G~ z(jUjW?t?O0Cuq288>hxz0CO!?gu0vxwVBhCAk?s?>4~7K;TkTYLDGOh7vWY3#5H*N zQ646al?6$|wLTc203ctHs!FRG?U`PqVh@PbAUyFF0&oeSQXgEXqQs(&CaXCCyQ9y;P@gyN0t8bg{BA`YpvFA{(+38?jp(b6X<4kzVD9`f=os>g}9!DEJro z%g~eX6WNw?awX=kBW2Z=7gV^gFbY(>fLCQptydMlsw!`&$KWtgCYp>KQ0^;_6$?>1 zl-r8swt^KY6IE1QYlxKaXNIIgAgrx#@PX_Tcalj(fpF>ssK++L#i0zzFqwN&$-)>x zu2uugsJZ~hbn&FoNT3D~sX81EXoRVS42J3S;9ny11j*!-DwGt}+K)w1Z zssp2AxkA>-6`~>fta8 zTvI7?t;tu2p|wm5;}TwC1khTcIo`}PpPLCBy*3exC*n9>g6djSvlhujX5@2$bXIWc z0xJknHY!+m3%k>&g|qA>c2uxu(*kQ%ZTXoNH6L)byet{c&muAo}9{V!0nf$SL-eMPESVVe#>J5fgBN z%DTL~U}xrkz0*ioSc|}DX+67*eMQ*IzAhY2AIiQZ{Dys>y~W-Vco1|K4NES{k4TMyrWR+xo{w$11TgwPUnu zXthH31LEv^cIc?Ee0T4jPv`f(KR!R=xAqV0($+kA^2mzoznWJ_j?}vAE7?bi`Pbfi zbU{K%Hu}G{dCi)qUc2cIR)-@5UHb6xWvP|R+E(rOdEb$bL~EOGu94Nn(A`$(ZXY^+ z5(NNnsXH4mptD7EW_s;$ zCGYvYrwc2j5ZhJUKfKZJy!FZdO$k#oXW0R~(TGTD`U?9JM5Ga$^cSgJ4iH+=5Qr*U zl|8m+loQJDlxanP=Lj;1SR|rp08G(v&9HRRb|HKzd@XEa6_-s6`1~Oy?Oz$-&iijF zw*Hf5Z|yD_j#wi#Jeq((o;RD zfz;s?o8s-9mm^#u66uNJ=(gmHJ29ln9lbJGb|;f%;ELS=q<}vx*egOI)uvihK8YH_ zm5K;z#V<5ilgJ)`lM&()L(PEF;1CehP?cd6%`-M}27DR}^f9JO_R$Qi1n!`ON?eM( zr7UfcXKnA_aIib%NqiGutjl#dDqC;-VYGkedbj>-hyf&>wjmk2Lby! zh(mIE9KJC4O$3!-wR=Rb8+sufO?lEf6Jd~LV*1H3YN-GPyH#Hsf$X~xF9I6ziAcCQ z5(!(8MYIr$B|)WXN+qE};48vZhOunsxNsy24@D)brGgQ|Zdu?tGc_-V)JLKbxTlg8 zJd7pn^MV#2mI|H|G)Z!!whDX(8ahJqNQVY%g|Rq&Zd`O^MLDBQkcY?odmp6}IKInJ zPBFLKJ>{lTZh49>=~&%<6*@1UH;#PXDdn&;HAhbvoe?pQdt+sQeKYD4Dzm;Y25SpA3jEkRIEaS8 zh`4~-f$|g#U&E66VFHj9R{?k$RSCZu_f=ITCTwWpu7|SK=3H?_LvghDj9Q%6-mH_Z z1<5q7xH!8p)7DD%chtLR;$N2)arROuPE$~|?!EP*Y2EDu%zZC+npKrFctTsJHW0FJ z%Ti!VT*3KW(w3?1q+{j0x=0d?tx>6fqoYu%3B2kg3Qk`etM<1l6VspTuTEHxLC1p=q0!_&fxqkPU`H z@lc`}HRBA!yMi$~kTf9{DzL`qv2_Jv9_$I$dpv+Em0gNhhwEsqr%p`ZL@4e_1Xa6= z)r3T=B{d|`kgA5wY_(YpnpssfODK`>cm=^!vr#WDR6mMC;CwQRG0FJcpd*S>5a4Pi4sy0pV0ud_p0Zh{(wc zh6X7!;RN}oZb$G6jIfCN@c?GpeNlUr<0~AN zN_&4FKbx4BkQgDoFj3rXJ|C@ZTK(Uf{kC8r2y2{Q+>I}m*0@}+{`#t%02KmnFuVXO zE5nhoG8?F3YzSjROO+SqM6csLWnpZv^4+U)7_l$00YJZ^G~tWI4PUK??fOq4?lf)GPxU)> z#2@1?@PFn73t!6*@TO`fZ=#hUZw%fYc_`VkkYt`my~!k@dL)*$Q!nkK8|fi>f}W+^ zU+JgxHfSoU+r%s-(47{0+#65ETjNZ;Ju=^}dR3x+f`H$QzfTIS!mw~wV0>^PNDz&R z#HV#pFYG7~z0hAEg;!kIRcq`v+!Jn{uEn)6G)tUCW@T7iQL`J_&smaUb+(7?XBk$W zJ9|06LwZ-aaAVz*gEt2MM|HWzMsZzneD2Kd>}z&+_Bs3V%)VyVvtu)hJ&V1z@lF;@ z4A{n~31FHH6a`A+rg$wC3bb+@9w8_~q;29pVktXIncQMi zCLua9#f*#h@B|aL@hF+gEZMHDI(1Rig`=$w>rrM4u&9nW(~^ z2m&Sp!dt`|9Lqhl7OmIZ-c?qDV>uFq!k)Ci z)zFt(G?h6>S@?{@;Tm_lSqDcDY!W3kOT;TdJuj>+Nctu2Uak&Hb&1SNnlvnpNi))U z>6&DbTtI(V2$SKQ$E&d@&uZ*2dyTELW;WbBR5e~bZ+-MTTgG@cjLgo z?&5UPVwc;|LE1jh-M)J1vTPZIZKJWTT0ipRe;&v$+iv>#dS5I`ijAK=**cNxUfp%} z?(c`Y@cbBhI!A4RzLp{$YOg<{QQC$^Y$y3yayE4v-9vvSEp{tvA#?tX!VcRvh26H@ z_Hlm7ch+~-Un8&jFY{MZv;1#Gm^%RDY(myB>B+QKCqwW!UbLc^ay=i!aWIq^R93U^G1k+C+*;yD~IH_K|>f-L&H zU|gytobEiPk1Ck+fP7_0Hy!XeH;!G${Ct(|0iHd;b+HOmb3io~aFA)>PSp7Um)n7J zZZMX`enO`%h=E#0X+n8+*RSsG*nj)oGku-igEpGugnUwcVRgsarJEjxzPA@eKKta| zb3fQzTsibgDI9Je{OQ4m-SQI5$~s`B4_M(riS5%;A2@&E{MdOVX!3eHtOU>UBqy}m ztf3PEKbtZn4e)abouCDH`1%#Ae2`(R4xxs&Xkl(|BICEfrwC(Af?H)l66N#+x*$Vt zv<{Ky!SF^DgEAa00%SO9e#qCbQdh_^Wkw+t0W_9|dC>y+)n}B|SrZ#x(m5IWs*U2D z0z>j+<0sHkn3eej?CIv&NAv$ik17T-UqREH%sG8&F(s0;H`APzvLx*S?UKn7IVUWl zCy_;2x2&UrbV_nMCCZp{%r}-C%bi!QDfF0Y!n>QBNR3JRTMu(bTR(741*cn12G6uy zZE?Nfe%nLhDpp2xx)p_K5)WOJ6|UK<%J*CHGJh$ph43*FEQ70=As>X%Ja$HW^=o zxRtV2%<&+BRt0OQ`BF6FvzTj$zsNXjL0nx2R5z%FlWOo)0uzLb4cOy6Ib14^TF6r% zB1*E9+>*SXG$rE_)?FlOV;9NOBkwh0Ca>zZhJou;2cH>EED~73{cf;PnZpdqGQKP_ z)@VTCLc`GCbBMiO)o%!l$tE$xg*lRrc?F(`_=7y+Jy9NU0a%QCk&`FEg5e@pQNp0n zn0UB=UZ|f%eFkfQsx+S3Hurs_XIp1-ptiR@x}kCU*v&6fVj!g^y3wPn-}>5$jlt>3 znaNM?p}=2HeE40#+deX#f>e|Vf-0Lwflyg{NmCH*6VjxcCM*KYT1+_^6td)DoeblJ zhA*>jCM{TIlPE3Fz-&~AmZH=-5GQS!Hv_2Eb)W@~z&y4q8s{px6+yY9PzuLIPza|j zAC9UaUP@{ZlgB0Hk9WWv-69BSG3hy`?ndrgb?A_{oKCOA;GDyUaMTp3O^q{kh6IVh zxdwK>N!1p|Eqb$fD0NaA&;))RmpbVrs!1VNz1y8EbUdXEd zZKAlN8e@tMaDny!y5o;;X#Am6@EM zY5k$}k?CXG1?lpV2kA#E?e=zCfiBYB@gcJnu$63*&?)o_?^qAzrfsKMPpxoh{poVT zDTP>q>awK$y^>R5dR4ENd{I~O5xDZbnzz`iWwL6o#tX0nLTbJj;a^|$hSc5~WzqtE zKL*v`)G@^{O$teA%2Ji8Q8A5yd%Sc?vGiq{-2FOm-V%B za%cC0Y_{|iWbb-~y>+rthg{wsx9TVFLZob1%bM0o=gO8=0fk)HU{ZQp8HY@oGPLOp zt=^Kht>tTI7@oTe{KtTtqz2%aX>0i6ZOguaK`W?02x}NR%Wz~{|D*Q0s?O==GY6kb zl}ev4>W{|E`O%BT(&CrD`@7*YD=!>>^73-6_|bm?w7>7b-jP^90ve++gzP(@^5^h- z*AV~lovYqK-OAz5^c#*bj+@d~b5-LrtaPOE$l^&Jm6a~lORurAHJLOc$@Ar9J)Q#QQP|!@(szGyf zj}bI?^#{!n_zv!bgJKDWbPo(#9tK&30iru-l7MkDh=m~T4BiZKB#48oB@-Juruvf3 z74#F#5ySoLL6%`F%ffD!g$*qWJ6SfTTh{bLa_Fcf=CVC$YYBeXoir|_8|l@wjV&#g zcN&(3+_5bDDC<&pGG(M=`H7YwVSxn^3WTax$aW6}V1ova(e3_+Nq=A&)Eod=l?gy= z*~S2d>y}wl)+YF4>x_ElKu*RFxKB(va39J~`0<@W6}vpl-pZ_1ehh#ZdfF- zT&>{;m1Q9KNk4;6yK6ItOmk-DEq$cv9F{`*ZpRbWf@vOV4sFGcmhGy_$&sU+3{&vi z$G>Tg;Vr27UQ|MVVQu6cQwm27)Q9JabEVV8)1~i)E*3AAmWoTIM&DYWx6jf%{(yl> zq{QV^T4If^Ux~gi|4)M*eA&qF9_B!`A>gE1sm2_fx?Y_szdh_H4z*(y^ z$8BtTt$q@H+H+2Rdv4Wg2Fu7jTBg&1vgOWMb9$y)otb_s5PRY4=g#cPbmuTfNGy`# zJ=lh|QOB|AD)Vl2x>>oq<2$v(^Rs($wS2yfw7Zl*prv&{?+ig?}&Msi#Bf!FE zfrUE$r#ZrPwhvz8e(Ar(-R3^@Ig;)UZ+AkLWu=@r=$rMO@|_Kw_kBP91K*3ni{z&r zSADMtx5z(8h!bqY-O(ZTh>limF;iH|W4O=-Jex-3R{)9c?zjWCo0j4ibD`cGMSJhKgJx4)Z_P3PdE{w;fzXE;4TNd zwv!NTrz%wxC96_hQEZMkI8ba2xNA)Ehu}sc2#1r25bP!Rq-25!eh#~e6zRz0=Kb>m z=<=({LlWq8GpedexZU$!@!v)6n?+m%f!O|t2fyQ9!6%k89_(4cSFZZ!$4lQ%xY#WW6#72#n-V7rO*UkXVMRpAMg_DI4HRf z>g!wUo168mzmv@gCi$S?GQk(yPc}EBTk9kjUj`}0RSQvWQ zV&+4DgxJ%7kSfF;L4Y-p@$ra=mqaW$5RV9T5S|d;3u4})B&d3aMM)6(gk^YGfjfDJ z2i=qBUdBLgi-F86=MBTV%|d2P1z@=3#S31Hyu{0S&rxwvToP>su_`Wz4RK9$i0t~3 zVKDn@UN-_33Rx-p1Pd(;-a{a)AdQa*W3V<(NuCE8HJnk@G6;fr%NCYbvcMvY^tSqL^tct2DjB z-Fi(ihj3Y?Lohe9%5Ig8DT-6h52T#fE>(Kx?9!aaV|Su4zB1I44h22qCa6zK_8ydE z1C1|^FO4_G?c)&fenFrDCuBQfAW&jVja-ghkKK&f%-BMVi``DiSv?P@^46*R_597e z&CD<4x%_P;lxdkOXLr{ush*ULBek^}w^&=MHEOm3468L;Ew*QTg*&jEV)8+2^+1+( zu;gxK>z=JwTG_z#ZH0Z9+{CnXc?w;@S zeLl~=2?8`5KvF$v@}XyhXcKzTKW6}GNCeP<`SI^JV8n8uZ-PuAUFQ4@tu#B4XE=*Qk2ZJd3QM? zukNIbGA~tQxj#h^0Q($Hvqyo`K6<{IO9 zhko1h+k_{|)PdPOZ=*jXX^{_uyP8T^$O-0I{x#l@k}0X6@D8c#K<8>c0OU?cJ&Q>_ zssg{8s+!AYc|IJ7Kj`y#+2kymnwduk&EB|ZZ;#c{eu^@g0AcrNRKoBsf%bU`Wu-SI zTEZYN0mMrf;w8Jj91g(V60QviZ_-z5Ts<|G=v{HPiEDzD!M3S9hOtu*u1deNIyDI#~5-+VbrJwkH|8 zl3=rv^+TDurVQM*doLULUn%*SeRz&q2?ysKMZ05ZLD_#oyt75+4Z%yWYk>=M7>r+m3Y`*WYZ=Oyj4h&0DvSY*Y1I@v>xDHCxp@ z5fv#F^~4`0br|F;{kz7=hX<#%-IM5v+x1U5%GL198M)*A!Qb?Hc5D4GHG6~NY{(it za`$$uBgmMQWI0YTHWiQNEDIcg44L8s8kE5>aflt(91#J1lhDWpYY2%TV+eEpeZ+I* zF|Z--BYX;R4>mTw(a9UnM!fnUA^a=PI9G~KBP_2wvw%DdtKAA>Cl4=->=ko zI%U~TGWhK}&4F*~+_ynakL|J9!OFLxFz^A9KqjIw&|5WAMA^YczHGdPdTrWRb~wzv zI>-9rN)TwO!nY&iuWXNNe_yq*c8ep%`*kBADt~&>VvgSi6!d+LCH8l}&kX!? z^~|JM6Y2oe5m@$e3dUSy=cU>`c@@aTE8{YwGyGiKckJcLQSA22Z+LY4O4o8iq%%Uq zVEzU#HRy96&k%9oEySeCB7tSHgP4Ma5E-3RQ}yrRFCTqGP#S&1di3Ow@82Lv2kv~t zmCKvKei=rF%a+VU>5AiVtIMeo(x~av?7?baw~kcZt9PpV7RYF(7~s&nzl4GLEyW#w zgwuEJ3Ho=l{^ezUsZt%{-dv5q7kdhHq+R=kEoFnfUERq;IF{L4Ukml1$C+1>kvL<8 zw`!|oBQ>7S>R&8LZIkWb$k+vix+9b(O?K)XrT>7sXeW4qw$vVnp0m6HNVFV z)$Eq1^Xnejmw`uJHL1MpBTA8BK2`4*ZVzDkdZwkyqXwtnOh86CcUEL2YOEe2dxnFX zhMHRv-X7;5&oVL6yt5ePcFwCrA@wZUB?DWk8L46vP0lr&&t^f7AEV)gJ*6O0MrRCG z0$KuKmNAj1!fGa*z(i-wnqLl85^kQN0RhpSqYdZF$g%dvYr0rvgm9qrWg@hni!V2eYk{b;iN=LK?q71+R5j#ZLE3f1l%oV6(NQW}VpkfSD7 z=ismu1be)#rq4e?IQXz7=)+c64Syz-!t~8S5Z=r83%av%HMX_5+85^DchfnB?Yv9h z6P-}N}qST%{d>es${t&(Q+RTvRQ#Vtj;I`RtG^2AZVAEtt zly7M3GRA|+ReFlk#{{O6+#5dy-Psk{GWgJQQu}Do^8>Ejg(7+YZbuZ;Hj2aCcgIH8 zl3@hxL%SPJaADK4@1X31lm9aN2z}V#UC}rVY*wo=eCMCQ(rJT4fEYc!f@uHtUZD`e zjd-?r=+F1oWLuD?q&oM5RsC-d7ccnWKaaj^`l&?I=KBZO0o<8qOa1N=IEQ-hU33n~_amDq%!QnJte zj5o${p0;ZK% z98`PbA@p+QA+#B6Jr-{?vQ1oJUv|qsjjnTSi%r~A_#igh;D_Hkn+{-j+W1RWt@9u& ztaOCC6xD}!dGMN#RaN2fUZ{67()Ezy?w#yWAi?5a9|-$!On=oN_=BY#hekIunE-vb$bK@PW{hF_=KC@8yauNQS@<~(9NjH@7Qmvq}gZtwXNYaWnWB+!k-&cbDMt?BgBs9&2^#f}X$Lf*jJFE@(*HffSV#Qb$Jwt(uh1&o! z)aj76I%O%Evz^AGX=`kDjVLPWE-gG`}3W_m!zqojvm*VmK96~C;-9Z0We1rYwFtkCU6BR3eJ_H3)Fdib|BdqTk4l! zQ{3+VBKW}8Q;S3UJV$abMb=&Dl;+cZG)Qv$A}84zo;r?$bvAA08Hh5{20fG??hV+7 zf|WYGIOP<}Z&d)xqY7w2FaL)s^zwrLMc@C%ReVfF+Wn=!42}zp)SO9y_w0dH{BRj99|X2 zwk2(#+Ksv-r!ryku+V8T{>@LX$wU4 z+UG5x7qp~!>tNH9xx1sn(maG?a1)IqiT6^EV*IS?IU)ZWcW93p-n4c%eU8fHaHOJk zazuU5a!!?>-Doc4M5S0SDpq0@p<3|{ow&?Y0IsmEhc2B;RPBs%Uh*RUtv*`Cf;9y% zB_*7m4yPcd5t4z1!gvTS5)QFIsr6D*FGM-9Gh59J?w*Dl$5&89ij>7me|?jw>#luj z!tG4pa-h%iXM9AQacIyPzr`(g&bpmj_2o2k#&{YM7kL_{X_C`ayWOwIK*JC>X6re$ zOS@U^@^(=G7Zzo~b>?jdNYrkJZ}!aZ_aiFe#xF<*5tmN2_$RuP(pQx!TMQGajL``_ zz7?UI?&+#knizL{*GA|Z`l9j*yi)Lb7cWZIgA#{KhpBL9q}>BCBGpI;QWQLJPo+iv zh2UNi;lQ50mp4?^w%ebvcyvVDTt;zwDZ~5w!(6IUdB|pHfp!`(c=*n+go z=y^*W_qcwq;>X==2I&r6?Gw%ug0M{Sz0|z;yM;i%dpFl?ug8gLd$c@%zVLZ#de?bE z_!7KpbyIHBAOFrLfk!L5p|xx;xm_q#0W+l}(BMFV!c2htrxA^lHu^fin)nl(q92l5 z2<|i!j%~3}d^STn(FMQer=@x-3x3V^^(riFW{8PXayqK091>LgKfYB0&Kw6fXTOPi zQKh(=I(V+gR5@O#yVkx|C;|o&Lv%uZB&FYOw>7H;sUkdOprd-o;2#q~?8RX4f-zPp zdgUo>7#SiM#Izo}C(remVf3R!IvI0FTN4AC{lr?TyIp2!h)t?(`E!L7Wy4WUR%I|r z57l|p7ma*Oqc;c#BmREq1NVwQ)z9&3{lh>E_zP+$@`HZ72rV{L$B`9ZiD$ zoSMld5|!i;m0s{~#^mR5(Wf_m+VUqY)^tzpgI5=uF}m^sSpg*>4yi)8GozaO9w3JM zJ+--dLLcijDa9-4zoEZ8tn2GvfEf2x$G%gOLe6qxpLwHVVr_18LQzod;%DuD)(iI4Nl+oE~MaC0&Mf1=T z>fd7Zsy)&P4%aEI;w^p%VmBk)#=O-A+1|k2-U%~SX{|N#OVh1Z|A`hRy(z}3BP8T! z8%wskEJi|eUON}&@jz|1;84S;%; zf42U<;NNun@s#ug_hz5fKC=))q%^l^jPcub~_z|l|bqVno%q#Fc`H2Zbxc zkYI4!-YUzR<=h><7&#hzLL~mok{NxN+0WWvkV)U2q(Z8=Ii)8_FR@c~ZvTMOkqwy& zl6qG2YMNIvm#8-C)QYmqdAOpHQxR+q;L?*u$KalHo$VSytWTMqBCDB8S^_?$BRq{i zbK1Jq_rTF0z8j}8Llrx;xtMA5O@^jf3fs0g!M(sx z4~pgE?4cT9S3I2Eykey65;=W*Z71wkVjG~RbD-G$B0JMkqMc-yV#i_k1i62+frW3W z->n#}T#iz=653xvV6plPySG7!t?V4^16-RDcW|xSxuZAAN{JG6jfc_)hP3}qhf0J( zL;Gu-{1Y#4Tgo)fp(!#4rs#%-cR(jUxB3uvg@4=L4zY@N3LwcSeZ zqT^M=eQmW`4qGIv#%TI727V&PsW=EBf0q*ug=FHvR;#ShUB-ST7%C|V4NnZ^n%Z6j z&EG2GN6Bckh$C4VSWgcX9Ou4m`gxwGHZl1OZCnl~S zn}(T&d69$o1&BSX<_5|&mRO6{L(ix=-$P!9{o-m*BQ>HYWepnYHi+TVel`}(o8`}8 z!(wEnav*WxUl6JIm^B>86a^00O_GNRVU#%gsksU$`ElHR;PM=4TE6(Uo197pG;*%? zXnNEr)R=a)`s`~FLS`SvfkKGSL<@!MDrw<{MW;zQTx;1yL3#0u*fX_n{3!wV4#fDt z&gdn9nuDEjwZd(-1$Nc}=U^}l3&;0>CeB0!nnrsV`Ll_a8rG#=&jFdR49XkWHDjzlM-20?$B)2xY+YP8`^gO#N+w~5M(S@~aNeL%j zmr|&~d%EEYVy56WOtvz0L1rf@IKgEl-*m+t z6n_A*!VX;}y0(GJ{W9ITn|c$pDv(Og9FwJmTnXc_&2Wm^xHr{`4sir4T%$qtBXz@3 zkd{alMR#@CU-z1m!}SK<^xFbD zWOm7p4>4;X?F0+FL6M(U0Zv~l(g8H>cW->pp~|J+mg$PGq2i>9J_EtGJsh9F{zB{J zbp6l2FljO6VtN=&ZnA3`RN1l%3Vh6VTi`X-53O?5euiD9`c3QDQ^&m-4S!Z*{z4xnn6ALs6c73(c&=XPt;lRfh!!({VExA9N?>hCtlzL9SU!AcPT0)5x3jg{H|hXxhr8qCdsWPsr$_yV z)$3-KGnU^0y(`*RtbS&i*{A93`O;(X;j{PHdQ>Z8001m@Ap)y&Qfw8)FZD<|j_v3~ zIi{U8Cr=z2;vsQGjLBBq*odO{Uf(o8BZ^yqG99M;`%%xvGj;S+)U6;)H__v_qndtj zBV;A`DJY!)Oim_<%oqHA)M(}5Ln+FQlhcA2koMha4hDGLw;<2j1xDo>)G`iXafU?u z`&+%JPMOg|wGej+&pwDNlPS--B~Us3V~uC-w5bW9!7t7|2``#n|G*POgTjyK+$Cy` zpc9$s9#mhl^TQ=@12}_-yJ2d_Q2?56<*@KMeQwq*!JnOf^{b92L3nV&)5TD)+Qh?0 zW%TpAn{B;c7-JGWhDh^@DXVAHp1~RtrFvW&V{RUPy_7d9JY~88Cu8?n@VQChWrE*6 zq4gS1THj^&yyT(gvD_Fr0*E0eJbj#qYz^e$&#_PQlpzMCE1aq?SmW#LO9;9R|L|*` zQCSo9L9C&h2!^HfXqPQj4wor>lxX_JjofghpBC<86s~Pqx z?oWO4fX}ZbC?CS@H3KGvJwpS1dbJGC^U_DdteW7p1~(Ex8}NZ~;{qp5v+BH5`O{07 zOK#v<^|jDOg6Ge|gBNDR52Ni!t;kiBxJFmNTe&W0W81;gM1 z<>GyvS=QLiUmv49JF+RA-?VEQ+EGb}d`CU$f4@}@q+gA&OnqFqrePIoxM4FatSmY| zn!n`1eHz$^N>3ZbJUqxxo%jr~RR42vaK!^?7vz+c{W0IDPp?2C)920Y zEF{L>l_R_7PjL)oO|CVykgIt!octmVM*ul(#GX`vnC&dnk)5J{`Q%SQ%dke@q4x(1 zx3CowI9;ni6M78fhK~fiwLsblh&*n5_X)~FTPuT4-nD-Jp1CPO8ZE$x<_bM)x%YOi z9^`wVd+_ZYs{b%}v+VQ~A+swamE7{d8zFX0CvnO<)bOop8o0)vX;FE+*8iDt2=QiR zv|en$)`_T$)Xq>eo8@M6(KNVnlIG@xzS$7s+m?2PvFp6X*_H4?_Qw5`aCx#eYQC{M zmGl8~N>jaWe-<`dieNd8GGJUKKo=%;9=?wVWP?#JMm)8ZbHOo?sNF`Y8SQu z-51R7$@Ih_?ogB4TGdCXekHsm-oc3=m~r76X#DogvYdX>Oi4DTt6{1yYsst@-=2!Xy{On^-=~k+3`F{_}mk? zu|}KNxOGG1jqh&AXXytGfYz7Z+@}m;Jv;RTLixvrt^yzZbLCocgThm!@nu{7IoS&~ z`;N@erSCtRcN2%y1xY>xH|rdu>pk2573eD{L9`E;h@pHLg?{<`{Q6~h{YPD06UXp5 z+XXm{geXEJ2n!U(`1aePzyCXPcMz!*iCMWTfv}R~1gzB%@8j}H;Tr0ND{p?XicT4( za%6Ms5^RVvLJLNXyUqmyy%MdAuUr(ymh|#aHAS>6+lty}8G&JgQd%MYlf<2~XSrF~qOIFm4xKSPS zz`#1;i{ld~(7rBoniGbSC;p1kumAAI_NFbo{norb#Ph=G3rO0&z zxWTR`x&#AylC4KAH{ySqN0tQ*yw>Q|%6%yQQTWxrB2jSPtU(mwvE&$ioMg_bvyXU- zkIAs%7>~Lm|FX94S2WOr`UR$v)86Lw@+Ou%TWUz3*DbZ;Jz3nQOXUFIY=P?CPw=hg zPvXd>Q7f|c`RpFyQ{}Gu_;^25Y5Kx9Pv;T)$L*JXo27Ce+Zw|Eq`LN&rU~kPV1DZe zY{&Sdn$XO+Tl+e!)~f~(F;VFk)W5#?+cV9!M-|nd^#9POOo0c2U5W7LJtI}96+c8H zS!XzAa$%pFL%yjUEt^gjqhLjVNOy|* zYl>=Tnu*K8FE5Td>#iNHY(ZIHrn6q}Uvq6u&xnqBWD9w&aoj(FcJFedlhsVtHS(7Z zh_f8WU+C?8{$PMVxlFD^GhU+HRrzepcy2U0Zj8?+eR@BfLGB4jUE&H?l)mtv=-ml8 z^AMky)FpOE{HTJ&-NM^pL#X5c_k>lkmC(+_PCJIHYp6cBk?~wvZ|cK7BqB%;)lZaq z*axT$2b=JV3V(*vtPi~I$akun7$ahHx8{zNhoU|Bg`qE1;y|Q)b{ru2m4bt&z`_LI z!~GEfFpkaqZKj^UUo0Dw$v*GU5$Ww~)ATLXDr8#lH?Wk8%rTF1mphe5D1&-#LBeX{ zv$9BiveHlE!)m>Ib1q^3U7u`A`mxH!a=EVFYnLK!9P!CZElHm@M1S_aQQja!2dHkcI51f!|||N!Xi7FW+7!w ze_bVQ#7!9R`s8}Oetg(TmbhDLRkZW>uyg46&`Npt?h?wo6y|yQhdXcvYikj1hxN-G zU|56H0Lb2T-5u~bch7*N)K#!cjJhEU?ibj5eu@5(?s@D_n49DwGjZ1{h3j>YT?f>9 zjBsg2zRvZ`UcCyV4Q`|xFS{Myc)I)UvcWfd>rw^UIu(1GTJt0RIuKHU9|>SI!f$Uq zGrWH?yB3>4M)f`E{P~U^?e-%LYihXrzIOGQ==Iwj)XQZ+7{BY^;K zl$+I5R!pk_!*);D>07*<6S1)&rwpl^xj|_Aj=ZFeA<#o5#Z$-c?-mn&4*Z$q`U-MS zF|#UDNcXZ0TT=-R<49=Yl)+hwN6v%Hb0TewCTDGCI!@`l!>E+M#HxHR^WVwK%)?CK ztHD-L%cedq-ny$aKOLFG;E0qddlU1EjnYExs+ZA-+o}PrFAX0-5awbn?cYq#Y8b;3 zpxm}9jU2CjgX7Z+S@?y&b~Rg|AB`t?43&P}243&z$$J)}tD#IN{o)>9$rcT{(?6 zuQt{24e)j3#%i1G@K%i61k97N2k~Aqn(yFU4-cwjZ;bZ5r*jBFFvdGvPpa%!4{8Pt zJ${l>iSY)|DdY&??aYw&KiCY}#!s5S(9ZOt@NB7^8*=k?#3%9^^FCNps; zM??&d7PzT3iEw^u?T{f)q)-isy#Cg>99w2gBkY)nI?V5Waj7R;ZI^ITGFS@r<@mR` zV7dR@I01K363j>9D;*VieP}0qDa+ZT*(nDObW^;W-!Q(&-dyMJ_#@N9-!p|?jRZ%4 zKiqpQf(HK-gROTB+yS}LGMqs%f4CUA=+=Q^PiO2ZDUU6A?&~& zFMe9ojtGywc!b&?hujOIuH_Iy8)7yK`7&!2ojr@Q`EXJ5ZNu!;I?^ytW=wBi4iFyY z@^S<+Iduj-ifs6jy2NF@2VFi)9ML-FMK9yT8-%;hX~n1DzUbW&CGRBQ zGz{b@P6^6gW{33w@V*{#9&7*N6Fvtf@Apl5dCc4p6@6?vv-H;6s&Kn(hTC)P6@8BI zUB|u5_U0pR)+?SE`8-}Na$KMLT5>6)LGdJ^B!*=;B4j zb#SBY3314hp6Rb5@Xt&aVEA~CzX;{sGuxSUSRHs!<{K7BU**qMF}|*o3wC5#N1RLB zrlbr-UUkk+>{I+Q$W(GVl`Gf3uH7A~TCzu>I8r}w*HClucRI^t`q^8wuQ>4R5qm$G zLHJk6TfzRHq_?i@4IO&$4GrP$Nvc8?eY|4<5BvwOb`=wVEVq1-B>$9#9W#^KWsg%Z z_Kp4}K=oHXBFU%6!*x9B8S;A-pE!NhPCX!=e*)w&p8OZ4xksHB@2Y;sif{0rGN1($ zesQM%jg#K07NI$Z#2wBT?6mnw{RPW=_&k;GAP>F2j-wu(CfcSqYuh|w%`chZO5GT`kQJS2f?%Ow;465*FU|F~J@t2(hnx!F`>2 zC^c}5s@?uC09-!4xv@*fRQ{!@lB}QJ+7nhix0G#;zp9oXBZ0ruoa9@sU(Q41uUa{< zN4OCtt3E&FoQdAbTsrGN)1AFatGkSwUyH~WgvZy4;ivnFO2D@9f>;4Fp28xb;VISX z4MwA{JW^t$*Y;eFWpAh0({l};G{1ihtbGC7PRHraPW4t0FHBtI1u&an@yfpb6Ih#i z{|(7I)_gAFZUOcy?a?`~v6A-i#bb8;WQ&hER`g!j6q3Me7;u0!MLl=(OEk9@9DN#I zTnVjUUR*C8EuVp0KM}T&9_q-Pu7o@x7+185u~^mHMNy2-JQ4VQIDs?&980tw-2>d9sM2|_?DVQAQv-G+9gd7An5AzhD`8N?)P5uU<#kF zVO%_6Ex8asJ{yeCteErnN0OErBB)4TY^_2Z*+5_a>@YLb4^f-IqWaWt6uHlyM2BAcn+j(htDwt~xVMk) zix;oeqbShz{cA1~;8lNZuez54e&&eFqv$suE`Y}FhkSKGEjRqu4i7jn4*)UNW=jQ; zc9LILcek~o4TaXcn!+Gy`YD=I-Z_{YXcGHXa8;Or8xDSwNvxmtRvy=hloxR8+_Go@ zgr1(`8uFls_2scGjv4tDQ-r6hLUp4aPMG!AqU^bq_v#t#q+9ASG2t{l%0rCC*4%Ue z@WK|oihIaXG;gZlnAXm}^v!8Xc(4h6hKiUbdLQ4MR4w%M;I!h{oW!iHBmW7i*({wia`m9%~C}7zzf+TQ8C>R;*vt&aT zBQR*~!em)HWOHdU_tqlXE6L=FseY5g)?n@)rzwMKf9-Md{Fxu#KG5sTdxIV6(WiFS zzVq#PPo`t3Wtq2|s_@L=6M6x7kgw)VYcP7c3V%k2v2c-Gz1tVhZ&}}!A*y#K(`oy` zZ_Bgfw9-i_TM}pTq@q}ncr6ITP?gAnKsp(WDvmmk|IxQc@XEi#K+{~(O1S=OhmWKN z;|uTjB@^T|0xVhb^MLT0`4xc%Y}xpD@9XX3pf7_o-dbHOY^x^4>5bKt)BXJ zW#*D0?(_mq8Sng~f3P-evt|siIrMX7aAdv1>QgKm$+f(9o*iqw{f^>bbUEWC$x|yL z)eAGjQ{>VrQ!6<_nzJWsk@?SX`E3S{`Qhy0JncC);GXSvg6fmpVBUMml%VQKYjdh= zbC`7I_mRjcRMA8968B}7oxpwl{76+PBQkO^p|x+Dmai%U!y}?fT{CIT(8t%eZlpT% z^`ZuQDfCXx38Io~;OCn&F5nE!pOD3(*tg3KX+>7yDoeIl33&0Vz}FCQ+&fAurtYH1 zQJ_l!7^Yv){$ZxEWc?1+Jh{?&Uh}>C>1i(v;(Dk3j?4Q#6DW5YI#G-|4D!_)5tm&2 z<;+wFm}SN$FYdTtLyl+AWCeLmLwe1tQn(^r*PmS~`*CR^Yl5GYG*7l#X??7-qU**q z&x(cm;@)h)!*2O`9qZT+T6@r@x9!p7noLcZi;+S6@jj00E5_65whED8^wqc^ z9L4TK66rB+$C|(TUHT^fg4mSt_;Y3PSe-BeLz2%2LwgpdmF7L1_YwP5{V~-$XWY9x z4X2RBuHJZda{Tp(!Kq|#3kJ-rmc5QNv4Oqr2%Dk|!o^@mKh=dI){Cj{U1j0(zSX6y zz*3yuQXH>uUI+-y-=FYO&up+e!1$f)hBSNpW$4rQ@8v6R74aj7MNd{2&N1`IjJbaL zrro)3p4f>1{@XT7wHU)xU~L59<`uZUhd(ZhnC~)g7@Od^$Jz55r^Ckw%HNAt1~*rR z@e`ds9IA4&yvC=%xnqyh%G_GTwmdsNhO%0HvFdGI(%n*k;;OHKh2Dq$3EL$@3`w3~ z)Oy#e1;5|r#EaP-1?HQh1IBzWciVv`%LwCBTA}?h-`BRsaPQ{rk_RZ-m&?EKJ-3{4 zDAb>_C--%#5JV~ZK{Ju-p0tz@zU#FHj;Dhsx!I;4HUQIUTKsFTK3c03$4MXG* zVPqnpTO~$hz7yf6E&x4Wst9{OB9vWAzXsJdzVi|7qKIpb_OKzWo-N4zF1>@W&*W-V zn5YNc0{v48B=WV!`FE9v-54Ojk-2OgJU=-r>6mUX&)7u1k?Nx@6MU$WN&g2+y7M;Y zD?=>%q&8duJ&j7ZWuw!Nvl!}Y7pPDjF317=Rd#huATY35pOjpmri{Fic6`uV17fm8jvFG08Yrt8YH?YYi4Qksmzx%9(^Bp|GHmCK@@ z$)&8aw5b#MBW-Kiu}w)(J@mEAOesEfa=QN1{!MV5USiA3ehNZkw1xS~GwSky@HzN2 zU>UINT(vXlJ*UG7u(_SXwUa2bX6>Mv-W)CYjh`v;3Qd02O)8W&9Ud?jym@yG z&RH2TIr7n06lC^Y5za8L&0Lf^(I2J$Ipp=h-J8Xj_6wAXlvxZ*MX?!V)-xI#TT!{0 zjJx-`<0M)BnZ8PlgQ5w_mvF{0dCv+H65|yMhHwZa$_ll`s(Awj(kJZu@9dUS{tdN8 zBjI(BMHx-^M!kvz$`jmtU*>&!rbWE9+&Sp^zydZQ@DHO={`FuG zu;X>grXJd-d+hK&;LDcj$1d201@JLm(N>fBDQ|xCp=8fp2XZ^k2q6Ck|M5M$-*I;V zMSKY6$&RpQL8oHHB|UTBQoI{w>_he=jX!R64XoWA!XEJ*qc3$$^isr!2HN5Amwsnf z`K9iQ_#)8KIJx`)u5e<5$0u+MyEl;d`LR;-*F*lSPWF710fkPGU#ftl>t@<7`LP`% z^W1P0)S3a{cBTlwS01U(GvmB>O!+=V;RsiFCQ4_sQ<{=j!XhJnE5>+dGcjo=y2lgp zODDpkE^}JV7s)xlbTi>>2!MHna1N-W=;|n-j56WN^!?F4gF2E$@K^FFx^0AD#4UgL z#|=%lAv7oIuqG;!UyjwO)3fEz0wrn;_z=iJqqF&* zn+_F6nhBzF>NCa(yjPiCtz_H>L%IpxzxNUyzjh+@UPqPu5*)7%>9@9FXDOQ>f8S6&s`Z(DcicVjSA&hQfL(1 zHRlI>F`+-`;4C>)~rNeP}`1o}c6 zPNjNJtU(*?*>%)N1J9(*(=yYr)o85F1fccDwFs7oQ*!gJ=IASn^_^raN~9u1)U)4m zUQXgot$OD!bKx)MwRL+jUg02q$prC9g2L}1?DU(z&S_>!h+79)6PxZM$CV=m65>t2 zH*u4k@Ojd`ondh4Y;xY5#*cT^G^Y?xr~723Olz%c30jwAd6B0ae2jmHy%GSqTr8gQ zGpvqNQuL2|tG&XXEv8)6n%4>OTO{xJ&94+kytXEyEhO+6x7tEqbP`&)?mo3>*@n7I z&e}1Bz^)i=si(Un(Rk)nU8yq;D?0q3Yv_S;*Rm9c4H!&Mu=of$ci9|?FmYG`wJC>Aa7C~it42tO;o}3w|=*hn1Q$F+=6CA+p zMc=Pj0i^lA^%)l|D37{>4X(Ss@;Mr`^MpN*G8IQkE*03S;kQ1Vsmx)f>kwOb-Ci$W zqoWcX;)J+gOg~2qHiG?tWrSn+#{?wTw@!yQr$uk&aLV;_jDc9n9iMM3amm?>HE*xX zI)2nJC4e51%vact#Lq#);-EtBoF^n55s@C`uNH5lT6&S55gKjOzv$i}s{3r>4y*K> zln)^a0w^Fd@Se<(07<`M-9KUh<4a=3JsY2L)ck?;7Z%oBfVJtuf*U5I_9#)dMemj- z&j`{b1+Nem$~)FNYRz?k*nYTX-9U}>nmTDdYulS>W2dfX#ek?(jmxupn|fK*jtcuV zEEJio(lH4l>mFh|ybLpl)&~602>P^<{1SfeABlz$PWP;a{%;)pDnvQlSO?5^8of)f zB5<#HUOLr2gV6G1WhU<0w8Yx9&1Cr8VDw|VG%|Aqv8Jgj5FetpF;mxc`a;GNc})=s z1`%N1SzFBA(o%V?eH=6UQGR4tszbpQ%8K`lsM151=W%*u`9$fd-uCaa=kL^yNw}p# zuBY6?I+lS1us5nl@R*rK;zjnkF%$oiZ*xX|BMvs`gbi#89ka0gpYTr1&^S55=Ltv5 z-=8$IGbIK-E?WC!TDz>;9DYGj)eoIUEj4Pgte70U*5n5hR2LG^KH(i2fhkWFas*8C3)`fV+n)(mN|3T6TH!F2b zx7-VXli?C2*|@LF=@&sGa#|7R4^IVn+w&NgOP5R7AE@c#m;7^r2cEtrWr zl)NCnNN6~12(Hp^(Qi_Ne_k{2Ftm4>s2Y;GP7OtJ&rqzykIW<21uiji2CbD5I=7PE zf|*`v^}5r`^Ytdh>md%pshK`grIT8k&4F=)&wL}ajh2Nvg-9zNndLO;#J7fKuD+7& zg#Wcv&$$5~8+g)BQ7>!*69DZ?=Zz!Gi_Gq6C&ClJjtJfV?^BfiQCE^V(MAVZ2f5KL zu>8W(gXCSQL_M?;*XKBVFu+xghu=urM^+4k&kfQrg6gTy|4yxz5+dXcC_?qqBA@B&pGf3jy|XsTI%1635OmhlX>XW>Kgx$7Tm#<$z-eRoLH-cEHD zSMX$Oh?6BPJwQ}aD)!J;&&5%!Fqz(me#XsY(f&H*`^v`)&5MQg@xM7=aURikgwSk9GN- z6R%mXy!&3DK*y@!ZR7ZhNoVrZfWsg=t26`-6f^vqqHR*c`r1`G=h+l*8=<|kh5PZp zs?<97re~LOQ_e;VgT3zqvu~uJ;v~0yA)zZB!^I-9t)lg;t+}4<0`Cod^5a|ByQyEz zy5n2dhfY87LzB}NPu~R-sO zqrs!T;w0donm)^3``tHM6-b4O+jhKXh_IzKXm`3yR zK}4U6nN3>&@rRc=`%ejAaeZ zI?K6|2A<3i+dFEVS##U}Ez&?gmydqZqxF7=Biw$AvxckztE%WaBPLQ);v0H9tkMKZ zBbdv2Jf{jHCUARq?}I>?+mKm>sDJJRA_Zv6X;vwP5wq2HXHl950nS*Q2#etaPFi6E z+YF7WKS*23!~qeUg6#Oa0glS+6Ex1KBV!tS+D9DVe90cl*0jJF{k`nF(14TcnhVw3 zC8xE~i^(+al_@u?8&!z!YH!Jl5Kf%M*@8x;8GP1ykua1azX2&yvv;4}Wf z`(S`0oinOKJOhS47=}Gel72kK`>_^3hd$Voek8=pVWxa>HSk8brVXe+Mdp9b=6`18 zf8OVRCgp$1D9u7X#)yoa8Q$hpE;`crh!|fSx$zp7t=25ov0fr=)6k9=+D6akh_BNA z#yy0xPx!GylD(X-J`fRX6S4@QLz6u!GWpvjaTL2jCUZ0}q=|wZnAEM6KKlJBZH#J4 zKi}EdVGj!AXpEO1C*F$uP%yRMp8GxL2abY(BwhN3A zwhZEYvgG`M0j;Qth2hs-QX>!!eR}?WAUenZ-2&%f8?A>{4%u76Y&B>m{8D;u@&^FH zRYx3U!lz71?Z_)Z9OLA-YSc~rFSAh6efB_PgfdK5;UR~Br-(I%4p)?ERsL;uS-Isi zhXfAP>#V+ny2Nt$=R}Q^SL6LLhIRU+A-Bxzz68jt#1p{{>3iBJhAE3NlY!`f4OzZt zo`e?R3keK>+@|;gqWg8zJ=Drr->e&+BtB~b=@i0urv!b7O6+y=a*bMX)yd;3jf8X? zn+oOIp589}f={pG<#0s5SBpvEIeH_KJeO1mHV|zWyTK2=PK?d%pra zW0>>~n&M}M_BQ-J>F%-osqhbk*b3@xUlpfY-op~8JW0J{6uBSy<3_eF!TQqGad)DP zGWJf2pd=eWdQYgIh1R#&KcLnJxk&tUR)h-=kI~<46HI+D;s(O+5oa^pe5gC4fN>L| zbT5KUVZh;-%RiZaE{S?K`N!XM)knLg@O=PPondMk+w<5av^TGID7(?f-%sPgUF+dy z%@I;-?RzMnVarl#BkFCTNkV=}>kRP5`Sb*w*BYtD+oiDhyo8FvtJKZJ8-aUNOTn~oS4Rp?uK z7VVolW|wofvCA;)yJ5VO)f4-H{x|_~SZ)3}Cy}5NO2ge;SSmsn4(= zbhBnK-UYKwHexg&U`8JF`t;yCV2$g*h31v0a4mJR_+%v7ym=*U>hXiE;b;xCuej`e zY*6z!dYyEcF4tP~-L-b=>XwekF@k@{`dd>cG}WlnSy0WzRaNXt z-P=zPqyIsrC@Ff0{F&k=YmkGLH4*`kJ(=>= zfVnmW!??EoS@$8i?GuHKQ+!^$r6XMuS*kj%l{O@Y)9QJ>VGZ(|pW>rf->)6F9gpTh z-Xq07$4fMQ;pm?jcF1M#-ZeN`k<-J?g=|MtB7AHdY+OZ{_+@w}crC53$YvFY5@85J zMH&uj3c70BHJy&@u$iG`K+vK6SVe#M2992dSId&0XzwjHWvFf>2Vh34xP)A8XfJsncqHbjPadPGlYnxIN&a?EG z89By^ifLvYi)-r=1$ag?hYXWgq&63(wY%3T%g?-LznQ!26aHC&z9t_Luy8@hhHV05A9-7iUV$EL{x^LYT}e2(z`ZLgf%QHyS@-S&m&Q zSG7M&3ApHzCE&_#w576s2JY8AgjrRAr%$xIhp#sMUp)aV6GT;)eRX^ z3i$9NM`mQqd*tzp%IjJ1O=TGCNyDs0)8-tz1X=q3L)tk7XTn75dNTQAO>En?ZQHi( zWMU^@zSy>H+qP}nXHM0*Jr}$7RadQ>uIj4p#eSdE6ov0W#9SZ9}>LV+MJ$6z0qXuN8txpFd>(Z>AtopzhA;z8+vtc0iZNBOVKD`& zs8O;8QSqGX{HPQgbP=SLtR+iu=$r*ruH)lx*?i1L=&2Gg6*>D^wRLg)IX^CeFp)G2 zYO|;!t1rG=VMwA`WJ?N?tp6nMiOBS!$r51el}SwJ9mew!S(40@ppuj@r}D2FW87xt z>Le&GVhX*_iQcS1v=Y(shb%(T z#QCXu@KP(zv-)iK(oO|~0&gWgqw#+fsH{98s#ks8I`i;{Us}QzlaS-nM=wiZsPt+u#UC3)? zw1`WdnZ7V%=?u=9!M(z@c`v3w)}QM}uIo4Y>ENoA9OXtCj9q?)lhaY)Qm)aO=-7wl4O zTnJu?GLaLJ)M`>f%NYm?_FjpAi)!s?>TTVX8;{pd9kA>74Qmv| z>W{_2^6jCEuTA2eL{N5=qw1=%ZKZ-ybzL>y2C`PhZNnuWHxl0a?VOb zQBi?)_IKv1;NB$dHO-Y^?qV;PAndB2^z{9-{%A@!lI9U^&u=T)a9Y3hVHvk zF;@;zX@_i>)7qDAB{xYWS;H|RXv_cPKh-yFKR4JuxT0t17aV;}$Y9$D_H5OF*Gz4o zSxMXASlax|M39TrhpF2~O`RvvFLw@FaZ%kr=~+D`rT1u*xTEujf4FGh&{GY%(28vq z7#lU>m5iK55UIvTpjvkFZZ=Xmg;Kj=MRGyKELxUf%#R3XcS|gA6N47;eo_v)z~&!C z*0dARP!GRTeS=Z=r{fL7t0(@$_2?)zi#Rr`FgDA`=ePYM#%>iB$y;RS=g@l=K)v+} z`9T&IL+1ZtDIoYynLtZHI#>w<2PH(pi6}CEuTYI)EMR#N!M2p&hyu4RF+kjcV*iY@ zvB2gt*6EhxD4+Le4+<*+o&~z6gwX>CZArtWjF?>vC6RyU5gIucLYB`hD@LClipLV7 zCt{x->&JrqWeGojM#|p8n5Z|zpcQ;#LC9puSYP^^*aE8ljMXwhHeQ^XF;Xq>FJG_5 zdWd5qw&)|_@B*GpZda;|YN{ZFVxZDHtf|X?4W|rMyXuEfp1^-PR-WBFr1B5H-$Fi> z{Dx}og*?TwlTHqMJmNpKvQL~m1=S|7s&`jBB04GP@02_>^($|Z)L&gSCngTr@2Tih zcJ4j(2y5=J@7ueD_zCPsGw#u95_j%0?wdce)$gpj32tt&s*i_s2GHM-^po99an;AY z?;-T4ZzlX7wC_P`68P^o?)g8(HD_)l&}+^FmVPO2_PzB^-RJF}{64vITLzZd^wt2g-d6#)7Q3V)b|GuXkA>h8?^ z4G{J~U_a^F4195<@E@doyTKX$*>$KEf~Osl@Jb+l&9S-lV|)9x@n-CHOO7)J!5PVK zN{+v8@g1#wXJ|Ji-U^3*WbBhEKl|VVwY3%fG>oxr;G^f&+aZ=!ICFanA| zNv*%{p&_eP^zQ>7>N@Bvdlxz>_71$=5mcp-Rvy0)_6b$Q;dr9OZz-(u(X0yK&-3xl z3qY{)5%=dXWM@&P=6=)8L08Rz+s?sX&4K)LKUs5Nx^r+_bD+F)FkN#HzH~$ATuB$Gh`|@ z_~*B{%nZoP4B3t)xGm{%3kzI;)AOS3QZ0Y*v83hCNV|&S9+Uj$^}$C4FiCaUjv#utQD2E4TB zFKm4)Yn~du*?Pg(39xO1jiBlVHJoUcLf0Iy4WZcPfkvElof_R)4cLuicAAkzn(d|< z#ip9gM;dlE&-_M58y*=3$hJV)W=ggxvsIZ4Q)ip%sg{uD(d1PoZ98h)rmCi==T_T# za+@e#TW#Bpt64w30rPjo#t^nyv2w|bGCbD8;l=p&1z4{{D@EIKVb?M~)?6_ZdD${d z))KTupq3)GmGo69uWRn~Vo19ZyOmHDMG9VlBuk8%68w=OUrfOrO90utNxBrXCE8Rm zCrirlf{>Pov;`w=k!fS(@~oDY_<|)EZSGOyHu)>b&JMyYsBg0T-NC0p&Q;h45C3S~ zv+ySd|Kv&NAOI04WF`S$AS5*kU1sPa0kcNP8+|v%w^Z^`*PViYhWrJYbL0Jy$2U^) z#@AhQBR(@{*Df?OFUloLKkw%i0l&c5E(KwUpH=km2y0tp+nD7xPv@2WJgesw06$B} zB_w{vkyV&-hSDWue#*)vUb6t^6|`O0a%$@pwp}FcvQ`FD4WPb^Y(uJUq&^sLcd7<< ztZdzsw_05bs&6eh#I>eZ$5vdNw}DsZSs(7}8m|npx=!iBsLv-k(dr_uO!8iicR*L? zcg(1|R_U0!$5kAihm{#J>N-~qG}e;HAV?2H*V0VFP7GAm5>3KW4`kLx%C$nAs;YBO z!c`1(){;#kSPul&($T!q1bt)bf=HyTDvIh`N^Y6%9OE z;#SX`LT;5qwabd1yU8w^vr4*K)L$>6Y!#KgXBMB?$*!ER3cpwsUoR=X2b!Jn;a1UG zHD9kVz5|a>L8g|1(o4czDvvJ=aZAKqI`Ni99#iFJ54aTNPf2*o=r2roiL;j(J%&wu+$qn~fIOYF=Iy;sxCMYXHY zpD}e+PCP|c&sMZ6)tpiJ%Bx>|w2Sf2HofOnFT}ZY>8-$d3FEJ1v@7y2%f3h0Ez2{a zKQQ3K)c%R8#gMK=nW)8~u0^V-#j>tNyQsy(zU5#uLS{RF;)$U3fR;bNv>9Tv8EIGz z$XX3Ksl}c#MtI%_yBvsGjZ1O(1>p!8=J=nuBkYLdZ}K}Pxjh!WKFrLa3JFg_7A z4lw!$Y~6h=ukbqu5TD^Wx6FQhHLq|z2MC`LJ-7Uu@xPJCN#w49skI`%5$}`~R02~` zfc;7$k>guRGLh0yl$1qI@Uu& zPZ7MNbR}skY1}gEr^0R)K0eo-AueDSWmREQV|;V-gxiSR8s3KWhfNP| zt+3l*?3yF@*wY)cU2l%F@OL2gT?)>OzN2yXknF3q-FQnIrvJdyo3>rwj-&K?^XfFH6r3mG|o%p z_5QYE^oPi#Z$bEn=BujCo$DX+8i$r71fNUA{ZX7>fvQ6Qd|U;vz!b4 ziP(#yo(q3mOu2)fN>lG@>jK!fS<(1GetY#T=C)yWHuFj!DHN2XkIC;q8>&|7{K;RD zFcjy1BM0*5NU-*QhnKcqw2E!!i%k(-zyCqsY_ZsCY5WJP*rB(*0s{pzmpfXCX9ni%s(hlr+%ePi+iFCka=^71LtXctwIWM9qEGj3aUj3!(riYV zwj!7x_+HKUf~FZH&o;So3iJq6HD#@mOYr{ z0j<7=Ni)*WiZ!!`#S>?J=d2Tk?!c=z2r5iI z1^dbB&+nXqd~GEgNu$|{q(Y+GiUx?qC`#S zM*)kX6`VxXNwqPn4kPTwp-qdJbT0?&i1Z|pyAp3ii|!@f;_mg2>XZr=iE_cd6a*W6 zLcT3TQ8NsbNlY5^dd)0Ge%Zv*))t-8zK4tKq0q&X07WBDsox`1I*U}ozm5K4P=H6U z#M6OC5fTk-593)OG=x!yCD9tCV#Oh@!WY!?4jYL_56fW$Ij&-M7__zU+^?#xOT7WUK#2ZJ}V*9 zASPQ#*B3>Rq6%!mDk#Ip@LS%p$%Ha-qV+OSge}~X9`@@*@C8>XfN%?jH8@~i_y61} zGf(;dUQHx62uc3c6lZm_qB7dC-lIueq*I?<%ByGvYK6~Jz*|aL16Nws-298_1iFV? z>1+DF^*LUjK4`^_sdYyv;_5iserbyJ!@8OOK#{buUs#-KpoH1r7%WoDY(@AOFsy@C9 zYH4@T$ke8Ae4m9x_}a$HKO(l5;}45o{A{dFW(8xgkCpGn9<)9r{sH(CC41!oeDSMc z&8e+*-ED;K6=VD%GX@!#LvF}RJ-$*QgBylnpSCxFTeae`|QpE#K*o1^!2 zQMbr%2(Dn&{j9A}=p-G6eDsoTFxS244l6_??Qr@NC&sNu{s`%U_P>6N=TBq-aBEOw zZv_qFF*xx_XL#w1CJtWfxdEW>CC?Wbz|2D@vgfm`S?X@{xa+NUx3kSMV;L6}6Ag>e zj97Lph-NE119TbLj8Zj!l~0;KXHF!ZEWC>a#-+rhq~p7>IFyGhNIdOiMTI5KE>p(E zmh$Fgqmy+rCS{XS3zBnrC(qDV(@z>3%zdpfb^UWQf53 zASN)=sU0$v7ijUOipWu8AKH23+Vn`3^NAf{MMZ^3>w;ez&(+Q# zWP|UT+L89h$5s~Rx9H3j92|&!LsRmHOJ=&IoV>c|Jv?!@OX z&sR}%Isw%kJ-c9@juE|D2g<@yHenJ;?Ak?J=?|@=f`yWaNsW2Cl7lVJ$R<10gxJ7EQ zFF~DMI?jqDPp+BUpndf1W@c}{5~QL ze*N9pA%UXPH}WT=upp033s`z8#vNfi0$8RxbJ0THr@_rK$gs2?k<(wEHYxX&%>>A0 z6%I+xmz`12wfs0=>jp;In!Mg+J@B9S{A+@{JBXY2gk68ui?2aDOPAu-(3si%r_)XF za1U6eh3vNaWSodn+#Plst6ZJCH_}(QQ|iR>a*g4vH>BV%6{;w)lU~ z06M2r8wD0whf}coPg5`bzE5T^*Np@kd{u3ejKMu}l&3Ir53c$SOpItVW9Rxwn;XdV z20>q)@)%p=fvZE5-4s<%U{h?&Ci}2SRdA7Q5lzV-+A9XjRo2ksTW)fa2fmygK4n=^ zK>VRQ*ot1v%Iu36`-;h$#J4#cSs_Q;&Q)~BG*>vpy-gP!AcFoMvZ|Bi=I&OOF321+ zRy+2F_NB)*-=+9vkP2(*!k$W+dlS`(=cE2G%??&0w*R8KoGPFCe7C#uD_qKz&#@*R z9vog0Uoyt`T)#}m_d<(zMcLzT9E@+nWDHShkMh1TDPZ&-5tAg7pj5+&4v;bT{)s@R zRNi!Hh%J&zt5S~ocnA=dwe6=1?SYtCU$+kDmNl!9vEBvArq|<2M_)9Lx2W38G~`{y zCj(wvDUh`z^hwK8Nl{GABzyWFq2^2)s(8|kl3}`3PK%nWVYYhv6qrzHVp|i4XvwZA zaY_k1Q9mf0_U73QG-CvRZaQ0p{BWAgW>KQariQj^!0<%7k^<32sS9-X)EMEl@KJ1I z1Z+8ijj`RsshZ|UJS3cWa>bf#h+~PdLh9I81=hM@(k#>|u+piy;I1LZ4lZMrV%l&v z>^>HqM8(1KB-%A8dSrc|#{%pOfedU`kn54?nl5Pd=wqpW@rB!E>M7}Xb6RcWa0_OeT06ZT&CHtBu#%2q1S>^+U!bxzq^SmGvseF zN}sXx{!?pF`xp3ZVU(A8Nw#XT3p|;T+o3U9oQ(-Mval*_L{9A3<@_Gf!Lq+Zau@wd{ z#vBrfmQhG6Yo2Q_6ep$I)6T~^%3u8j`gbpK3}Yk>+YMHu4ccu=>8m+NQ+l}H4(EO( zRAifi!9e^lv>J5p-+7ZHkTVUWR%UQMtmdb+MWNHt&=^KVI!$Fp$XJO+r6k^lgser& z$5NBZ9HM?tcae3I6*qjDorQ*IJvTOvm9-Do7Z;wOLu|rfgAP3uV{gv39W$BHQqGiJ zl#ahe?WJYMbMkH-N#$gxF>V5Q`eOo0j;EeG+rOPN79#BzR8l@$ z9!7qAo+E2l=qd0Kc4E3xSq`eWT*u_Lv0QfznfKmA zO(~OMqAyzN|5+hFl_f2{3xq1LiIA&Cb^iVac?zH!QR5EoGrP?!c)4RQlg|*qMpnG( z!=D`=9Z@+qE`Or9q**mJ0MUS1{#zqB1J1m3Q0g8H>o&<%F)ifXi=VpN$Xtx%9cu#J(_= z8B~@l3RN+#*gjn82#RP3n#9dRo;+eDeJ!}&NSAK&2fK{-7o?3Oh<+hx59qb#5tq4A z5Gjo-rJMnm5Ee*Xy<)Wacs~5H@D+V2`<@3Ai-kQfDA z-WgXuPRpdLOijZ*@xn!+&F(5tHpuoj-z^JdpzSPgZrD#WeEFJ-##@-{6yanK%$DFH zh_gm=qw6?>X&uJXskW&8OP$vGN~Q8V-H_krOuD01U5uaTweF@o%m>`ls)oCPyCZ*9 zLtopIcAbYFw>hXj?>Kp>f9&Ta)1PPCaaDVu{??a+LDiQS?({!+3Vig#f3Km&2mz|Q z;R$?V| zz_}xM-vL~S3{6z>8va7v!fU}FHlXL*i7I1m76m@g+&SY(J@J(5wLy=NKjHVQeuJ&T zkC56zN0o>#YjzGoB3BsMzhC$au!pTN@b9JstX|}TY@yaEYlZ6o{-~Ycegsc!v;F41 zJGK@}1{sSpf4_Xl?wbrwO5=Qee&1X65;yTVBzHwW*ZgHx`uNj1b31In4}q@mf`l=c zA>7S(y%YpCuG%SF9aO=VIza_;?Dorz{-eFoJMm{0q?zDbuP!#69nxOFhgV?YihXdD zUR0)G2ZneDv2M+eK6*EYxk9fSv|EyS{|?W3(_qAbTDe(p^Vt3$dw#@la3Wr}|2$!q ze7{WY5!jr}W@#;cJ!qUC9%7?0jN#0Zyl3aSuU6xgy?)gi(gvp)!-NM1B*%02V7JAJ zA1v_sSt-+d_cQe-NL-%G zt>~tBR$+q>S08j0VJ&*$nD-IS@d~^*l6lq~)%4xf;7u@mdQtHLUL%6xPsW?d{<)Xe zm?8e?BHDtNEm+k^=R#A1ix9V*HrVB;za;&?f^ro>^d5#RF#o9tyI-Ok(OA|GM6$HS0prr zp4c4V>LGjU>ouC;AljeD*=^=J`=aCI>+4d_tU<1QO%9h18~DH+<~~t#wIta zR*~Rj)Ly?6RVW&Y*S@GP0k20=w9S-FoA6Xix6DCWuAge1)xXWfriV71ei-LqjYD1D zfrP6lJh`0P=FJ#)Nuk%N>f;P^<4epOn3Lxo>a0&^``J;(4Sh4_@<91c8g~Ks)T2Z9 zR{qNmz`0)ay6SuD%!=6G;e0OWed|g>LJAb61yIeX!fUd^)>*j>jKtwO+JB~-Jph*u&_7m*iOkDqX}1j%Q>=h zuU(t1Ri&03;l<|l#SX|hH*5;hQIN-aTgVJFVC{S>Y07VXY2_qd&iT$VQy#Qu zUoSAB>q$t};HKB${s`-&v+cKrjX}k6Psj!}1byT<{5ZSAbN(j->V>2fWU5QHn8gHl zZ}gs%LHN>(d#!WKqE6N>eaMx10>7t&EA)lo`MWslf_L2u60KJ#^@f*lp^JJB6wZlS z=d6>2T1H=UFCoFlN%@?bz`hV%)U;L?PyIG0>QkI#rzWLtQvH=}$6HBEc_-*XNoq;X zRObh5*g;>0GpOlw%oYEEv&{?U=SKf7PTRvChU*FmGs_jsTom-=qhs*(%_*-%ZF~zf zb7G_rX&4zFcPbrn22oJE^|I>>L(4F(g8+kj0bD5qZ~6<*mO@W^V}tf-OM-4T9z zkEb$)t~lNC(g;pWn%=0Omxmk~Lmsg*xJ&^G)F2)A0d3zL=5CyO2V1`dpQn4<92@^< zgyO`SWe{0u*DfXRdSiagHxYxACSi2K^O}1RU#!H3VCiS;GHB zx@|LyAZT-L@CakfQT%qwwKsh#BFoLm6$ZTxT@H^_-`mdA2MfKC^ELqFQPJjAK`7Q%^z7lLqbU%DKx z?3~9omS%2x#d%7xK|`ODC80i4_+|P^a~W(-beni~;j(oY{W-tkgWdh_3~^???xoSE z7|nTPJy7_#l$F#!c*QoD?jUN4+W6_jEig~8)uo;68LfBt=l&i?-FkWu(!C73diTJ% zM)2vN_(AuCX{|#4L;U4z?!Yb=Kkc&lOtHOlE30{qO!rCcLw|0vWb8X-C&$Oa%3Hk! z?O%(Q-E-$swN2xV4%Lp=~@E-O)<%Iij*S>+^5^#}JE1iOZ)AOG+0`nTrMH^}vg zAI3|9Nzwxa&Yztx{HINCW)HSFXJ@>B?3rgTqPCVrT@qprY#tYtvXAPxPNrBsiFSJxKxGK6^A~rM?!e z^eckAat>%!<&Kna&UwQk|C$eM2GI>E(*7D2%-O?6`0!`=f_Gx;4$gW{1{3-+g;|0! zhA;jUH&%-mEiJbD(81_jw+pTdykw5-9nRPtj(K78vE72ZW|TT{KI?+l#*N-kW@6Xa z!(fe~zO~!AM!}78f~kU4eR7(Fp92FdYPIa-pOf0hW*-92NFUk(6n0TLg>=ch{l#0k zn18CjgHL3`lyPYUwzU2U%gI}V6t&+6%!XI^%rnU3SDK(jO&rP3vJQh&A|JD^2HS45 zuP<6!H%uaQ_1U@L{Af}TKXTgoqn=(FJDB#(IjK8%-xKzN)f#e}XnWf2xl4D2WoDT% zydJ}CSdaT3FRy6$#$Ql=ixVw=jYUt{nN{1WnOUzoPeSW-Z9QBUjAb+9N$&z((-P~O zV4R;VnJ=#eAkUL>)5oyDPDB^TpFQ>zNoeErgv^J=oTMf?EA5;jjG7nl72d|H+XRZ7 z;2VaSwCa^oy-L6hxK@oS+O-)T^I1vCbJ2k+f3Z2VF`hMFe1IgMRk}V4|LnK+cI_>w zbC3(eO#0qg7=$rf`HXSgd4^Dqv=N#x zerwcIv-2XO*{rPe@e+dBncvVNQ?=JA45~trAG6@f2{%hx&QmV#zdKt;&~+l~$-n*+ z+;Dy1^p7&7T%)o$K*ct5ovedRA6b2r?ZC`e7W8cXVubdEXGk9!ztCI|mYsjCc2?dE z!}Cx$6^HuTgT1M_7qM%l-807%4S_?YJC(yJ41K2^bmXNSCx0N*Gk6>h{(d2sfmNY; zx@$!#b>`Le*R4I=9bwGXqhBc_<6{)pL7(jKNot!?`IVi_J7f>>0m=Hi7FOb($5ubI zq_Xzvelm7Xp_O|cw$r{z@Sx(685P$-r^oRn%z5+6DSIW1IX7<8+PDE>{R8#5OsgHh zIFe3$eUk3tZ}H1L&E}TR?0b??gBZ0B^ifw*Pd%>ufmH3y4ZuzEDK+=xEWCUU$z|01 z#MSVmd*b}5>pmR^5yALb{ES)CQLo}#qx(T-VnIl%FYTV}B6p0>45w9AZFr47BD3fl zl_vMCC#I`8`P4UcDJ^r%K{JO{xI*YT%|$gqnBfX{g_YU2>amJA6x2cNBfHmO%7Eer zWqhS$Js1#c;l6a^JN5g_PVs6f%e=k%P{lWeO|SXplzDlQlX8d+4MEa9yXvKwp{KP^N2GISiWh5a1M`g8XWtVX z-`FpzTbFoY3Y=21i^^4#^fL^(2p&Nh|5N!~Y3VcWRP-Iwl66N)Gv~A;Sj781VSt#6 zjl0|TwO50CK8(cnq9OOcD>cfdZL8rI(bpG=xcoNsF^v)W0+S z?l)iYf0?k4p(9{NpCN<)! z*Co|b5CW$bmO)h8((tsAS(Sn!86|{L;^wNw`v(6fSYTf9C(VAk`={aLI-57l)Anjp zJ}B$bnCpl5xo1|Lo)nMlTUmV8m)JXef2~l1^>YVELB>aC`TEx-3EL+hk8EY>H6cgg zhn~-n)Up59^0vWuR5OxgzyD#X<7Svtw_{Nkg6DmiW>nh|;)8~JHC-;wy%0%DzO=i? zFYv%#ha}OQx+x`-QMXfr@yizO!_*s$y5GJNg1OX%o_ISP{i{{rO)tKK>&2UXKLC*0 zv<3zms5&4sq9cD}boZHaypD~n-Q|DVzs}4R$TtzX6t z(ZvC$`7eyeOsSm5mF9c=;}-IRSHeU{Pl~RC4?~C%@9p#xUW{*&ydLJ~VI3bzhdcc* zA>0*uZ}UHEEx$IGl?*VH}eocbo&TdzJczrqJj=sZT7v4ugJQF z+B;LvKiQ@|C65Vxluzb9Qc|~s_O{)2)9E9oY>t9y)1=8B(RUA|5Z+a8GJFkbpQTb> zZ4D-oO$$VqewnMsaMy!&K1S-2PjaCw-)rDg1gtCF9m9ojZLGwu;ispG55|30vWe1<$3tyuJ6#7IXQ;trdn zG3rs8d;8Z)_YASy<6PeR;bkuL5W@Rpbo`(+2I6+wQ;yp8ar^vykH0Dy{bx^mlJl`U zxlc14+~B|w`6h;3@kjbk$+4wTqec?X0k8cA^39ix>R^Un&_n;*(1?q2+@B9xayQN_ zlpGQF#Z66TvrFvHKkoO9iRD6LCiF7~1%lH&t1!|e#BLJv1a>x7&v+X`v6=yyWX`s4 zIEhO1`(5$}Q@GgcI!(ts&4Ts(#`a6-881d%ZGC5};>*|l?B0NGPc-8NKj2-E za4S$p{-%cfSy)auzQANH>w;$-?No#%apK5&sYl z&xZ739e=Sp*2g>{IpLm|XYubyA*0{KLmlQ{>E!W5tiI74gzLL{I*6ovToC3sk$a@v zhZep|VU$d?fi7)&#;Ox!bp`H*tMAr?`HVM$-6(AXN-JRelKdvYV1EMjFR5RSn(9 z&0JgUfJysNj+^-R2wh-@QA*%vc%b%$V8bfu50Mj> zZ{Q~6mLV)p1@)-y_20X^WTa<%pQ{zJpb9J8MXQmxnOCkmv=w<_A3xzw2jNc*;qBP< z@67vzri+%>0Tq8MIDZLVM1K+^c;th{aB|>;iQPYNq(k6>h2(J?64_>`EhWagCA;~s`E=AWSKN7!9il|rK zk?c#l3oA#utGQHccK>E^zR(Bg!M>x(qndYB5b}B8VY}`vg28d_M3)#oIxg)XHIz$t zbni-$N`nGgDdXqL*PNf4G<_C)T!OM3&`(d>Q>6tcen6SOud8{Xm$vI>f-qvz>5c9s z8_)Fg!Z71fE#2;=I=&gi)O#F}v(SRTm*)@3ru`S6U-qXb{=t)824_(TYa?@^R=ph& zlvNEMnHj$^@vLBeemA-HSn?eAh;Nx{VXblk!#ziav016)aD!p`f)aU5ek2`d$>8Kj zn%MR44YOEt|HSf&Ke>qQpP1>aa!!h^%z@KX+$-}q7iH<$inv2hPT)y*f43ibnx1#t z%!E)}AFxPY!2CJiJ9op*X9(;VGbcW>ljP{yn+fvgwb4#^gHf8xt8sSYG-_`odG|&y z;Wzfikreg?jKB`D?^fSD_{WSYJI&EG#hF2PnrlkEUGL@{QUhN@W)o%@+<3*;``|AA zr+cX8j=@PK3EEaL-^C$1+QG#(q$0i}n>&eP&|TT5x@0THnOBuS8e|K^{oaFEAn9W$baobdPj|@8p*ZZE7cHdyIzVME|m@wi~`$KqQ zD}<$vaJVn1>@alW>lM2(4tAMvlP+gmZGHq@wy`~bJWLmv(C;*4^L^?*k(@Y5gDt%(@1veFqIlV*Av(r6n+^ihoPVPUgxfp%(@buYE{KmWX^OMlU zd`c$|P5L3H9MHmuI>a-yLNw!EW9Y`&BaLu>;#A`^oI+Nie#Bm~K9u8+2d1N4F|wpD zzQN;dnPg4BWjA2wn7lUegZb(0)Tkpor`DRDdGi@&^(l9$;C-2{cJR|1dv5iC<4sY|$bGHK~`rduF?<$2h`jxk4LLXM!*Gorga5lES#M%)@$ zQ*PDxisN{|GtZtK6G3M2ycZI}QXtv5GemXa1WKFa#u2*yYJl%9& z?l`r)ChroaFy!vO1Wx#_Wm|r{e#_gL?oZxHq|mu8?!KX0h!*s3EQHkcQ@xw`C&MFo z7W~`Ken!R+DHY|$Md}`Y?|O(=qZ?$&A*j!Q0RtBNf3&=|D2T*#Q1Y|pWgQZunUq6 z-zZP5R8#!RM6dVXN}4)6J)7JRNZXMbM`{sfr$-LP^JNcDjL#&yO6fN|pcU~%DP)dh zKvZw*S(+h}IA=igkc_B{Q1lX{hCWY9Wc1V|L_4cDF~K;4cshVN51wXN_Ue<)PM(_K z=E0esAjSP_=6o~Md(pEzdS*Skie};p zfC|_km>`@WkS3HSXc4jtpb4c3+=SJHEDNUjt0FK?_&{h1U?@aU`b`-+88jIZOdtvn zk^mur91A-XbRq;9#gTwNBpZzZtN}CuX#ks1*in~JmQj^a6bUpEWF|}|C?-TE5GFhz z2qpw33??Wh93~hhlw?@+-$KDqVI@L#fl$Fvp-=&EVQ@ikq3SRl2+Ut+2xkyyFlV4= zaA#m=P-h^L0Xi^k;PbfiaPz41VDp&sQ1giMAoF-YSWAdI;dLP(fh|D<;6DkTLRJ#^ zdFXkh`QP(6POOEPg_MO*g^Y!Whg1^65}*>k5;TQ)gAfq`9)x(|*!zJLkd}%|0BHb4 zA+!^s6UaU3A;wA-c~5u4A-EBe6W9*G z3Bw7(3Bd`#3B?KQg!6=P`s4KLp6n2A)Nhn;RBv>L&_AdX-V?4K;-2cT2GAq$4eJSZ z&vZySYBx$ZnnU0p+zGh`^#*zfHu?bA5zY>}{L2ILhI`lo*b!(J_Ji{Tzo#B$8(sJV zQ;&L&aws{9Hi`@wA?yjZ3AG8d3FZO!M7f6AUKU&y!VCR`tp~qX9u)@U z2;c?t{CZWr z3f?GIaY9#$rM%Eh;(7mHBWghI55*&X$alf4KgxTY(2wFNKlGP)-v840|Mr`8Ls^d% z+EBFMhPD;YyP{~s4QVczbyHbiXm+q}28K2tP1}$*?P?GfY*ZEo;7ph{${79Y^8<_{ zqV1AeMUCnPi7I5NMyAvPlxB~YX%8;}+_ zkEMc1B1xc0p(_UwaRf1sqz@$zrT!y1mN=ByB-z-aC|E;kATg6Nk)8yk(lN>!l@Fps z&_u{Yj3FhEkV(k^FzDk68Rd*BlNdscqX#Xh4QWOwBI4EhIbvO?34@G-MbZZyG*hTH zwg?zynz5-EMT}}EaYz^y*n0H#xgtQ2zDVE4rr)I=Mz@~g7urNspCoJ#E2A$1c|mIb9(2rh^8ZRM(3pR zi)d^J=XB8YXy;_|%POsj<}}dQfUQ#bd6m`#iuy!q%S#Ejl7kvmBM{w6Y=#6wUo`}rkB`!8%>LRmWI*6$0uCWiG@zLI=jR-=5Fd5Ha z@)9=cS+e39;j36;iS0ttSJd7yl-2e9HR6oal>7&1fF!bLZM~$mXr;|s)jWs_5gAqS zHxj0g_qSs~tL??M_YFtC>rEF#wcLi)OLcRT_pJRV?@iCwi?9A;!cEu7wzq^22Za5^ zF724?7~Gg^Takp5EO?DnwFI3s-54!8DZ0sR=V9hy81BC5y4HvrQuRu0_eD$uO^Nm=u}%94-ob9U3qz?m|28 zFv-VKMn=Y+jY$gN+|e*e;pCC)38g#G8y|b&+}qj=XH#6Ur?P9;d2QW%ca;SlAY1mwzYX>xg@#(8rgOD=BFJ*yM?s}P~Yz47^|z<)|`mPlgUYbAkXT5nFWWLjTB zx)@R-m1PA<`J?-J1z7?I1$Orm6FuoCU zM$YvTM&Bm+TSmVAu;{G<_dAg7lTThRh?{-fPFw8UF4KyFF3Fu*xJA2-a;p}Hgahnm zkt?o9hnNd>%nl>$Lfzw6q!Dz^Zi9=Otd^&R>9uz&b6d`J%xvB%pArY8?tSD=yb(s6 z7`$TK2zZOI0_P^-InQ-LoL;}-7eo4$X9rt$V{mB1VY&+n+Y;Bt<^e9X4ZEoop=HN) zHk%NX?mvH!Yco9$7FKuvszZvso+Cs5XwF)v!r=Hbr;^@DZxy#;rU&Ip+CnrPoxx zLA{N=8Q%-Px!?QN73B|~7d$cM&An6j2JPMVdW!C;}yP~z&$@4pZW@OdNs34-yo0AdwYAI@pkb(UT@oZnU!X2FJ++0DrGU8UPkrruXMcpNX_9<3X>mC{ZP^mh`7^B zru(q#_ct=>ED;=vvgWN}!d`~`VXxH+y2oV{Ma88vvokYa^xkoNWQi?m$$4$PA|xut z@GCpJ`{|0o{>TT&fmO?j)TrW%%BD+-wF?~L^1Ibm%LVE0%NCH{d2ETKfRurhLl&P6 zC-18(%c9qRF~o^7JU3!^M$M4GewY+z!+_#oh*xEZCD=#|-iTwiF9O#L-)tVHQ5M6jA1>J_VH z+Sx`VZO$KIBC{0AB3i}4bWdZ+Gwrh-e^d(pNNMK%YyE~ISv7#&*5mUiy+xmgPv^>*%Tx1PrtY5-V`N$ zK>BEz?h%%>qKJIbgZ91$;|mXJdJooh4>~6gCcGf^SYZB`Aik93(Q27tZYO;>dur}L{z6>0>4+MYy5N4GHVXmI4*NfV*D3J+rz41YYyeOZ;4HbaZoz4fbfw2h@Eu6pImYF^4Uk|J0*j&7?aJ?H+@%>j#-By5kNcH$u zsu_#u{jU$-k4cmz-u*dJu4Ftx_U1oBW-Ho}<`gOP#Umxc0*%!) zl8D?8(r{v*4&Bi5m%Fi)DiS2rzR=+zND+K3T#M76fw+Tx192I)r%d%5xx4V=B5aSv zf1cpvSn+XwAkolGkIKELEZxoDKi+<_p5FN2qqqmIV#fXUT*CJ{>!&fokKZ}idEKL{7ufG&uD;IX{dw_-8PlCZH#Ir(ySR6oYdo)L?%mF#)HfE!%8=sH z8bj0fHTND8Z>7O+i9ETtHu0rNXW(YL=Tb$s+~Pk8;?e+SNp9ZGmUEI0mUjDY`_cK2pgo5#@sw=4HwbK6T@6 zPs&=YyLtCYNq(j)AMrLZu(S9qq1h;<_;$nPd0wGU2l{489b^+WDhku$VqxdIIzm}^ zthwn5UccSMpD7yow(ZNJcinVZse|7^Z5epp&qlE#$saAYcYxahzRCShORIvnlB zo08tk*~m>p6Of}psY)MaQ%f_-9qFc-75XT^hFsTagw%(cLC2#&ghPVKkX(bl*jn{P zQ)8a@VDm{cPN_`yvE!@TkvUKH%5W8X=ku56V7qi9M*OEZ+J@o%N724a-$=H$=8k>! zW$kDAOGvrd6aKSLZ^u3wU0WA9DoHQh@jLTraQHS)@%!c*Br>h2BX{{!$lus6X6HOC z?~Va$kN7=nH=Ril+qmwPlt;Q5xXAXzA_IOpNFw?%I2 zbBoUke!8doayK}99o8q~oDl>pmZ64k87z(Nf!6aYNtsS zMo56w_@8v6vR}%g!e24|_;m5x#@XVgzxRvBcR8Z2jA=hO_`zC2aym_UHeI>wt-@Rx zI~!OqT#2*%e9!8e;gpVO_+xO-)R%{(+-^!m?;pQiBvT;A>I1E03Mj3>NGBfc+;$7i zt`Ra&kO8cb`U;6a6wj-wSwm~~zHTRhE}hi30Nq_0g%r{7GK7axgV`&As0rfRKIKFR z&7ambtiNv{H55FGFX&YWHW{%K48I3P$Jlq~!#ldr*Sb~|RhHg^QSev?tPOmeHXQ2{ z%!q#nA~VTv^yq4YyRUZT@Qu6b7 zWei@_S<-Oh`#wfCRD^$fh`J@gD~6QyJ|R@%mt)|$*X#132ai6@a;K>!N2h0OQ4C!e z+NgFj!5K!6JkLoy=DLNoU=B_E4aanOgx6UMwuuw>S$h~=RQHjufN$;Pq7OF8jv-M; zfXJ^;77c<_kw)eX3DV^JKAT?q%fd7uOC|Q9mwr5>fLnU5 z(r)}JY+pPF3@O^5^Qv;>#m#7`h`Jg(o#b->OFA|mA|u^m-vUT^K~3MukFGOtLleJW zi(NcSsCX)xxQ87{g+P(HOe8!M`xRCD01ei=J;489cg|3kDK`9W6&KF_X^Z$(mWRLg zGs$P1*9b!S+%nVJZ`{c+1}U0D#+^>%;&9i$qi#zSOVyScf6;2ds8l&!`}U9olyqQ2 z@c}*#|793#`o&pn{^1QEX{rbURlN(Et7f=X6GV4fvHvtd7-tOH5=(po zTp{VZtPs3pdUeWOzZ4%TK(V#&^xXMXr|lS_pm}v)x9dkqxt;H~sC78NhZHGw9KwX7 zyJ79uz`|?|H914md4z&wgSY5vj@}RH7>qasqAI+eJId;`6_CSGo^aHyO-L+Z1?%h+ zLN0QYv*eS8W}zvgR&~gU+=^wA>X}GSdbn_stV&VuVT2YO6lqJKEaKktl3r)2|El}} z@j~T3AR%2EfFkr|%kn7tFlwn|WNuiM6mHj>VLWz;wMfn2R%iPu{ta0^w&^%hW?jR< zDy4B^W94{?G;+%3BQkAwu3<3*rgZ&^{9n(6i#!zUY9jHQcQ#A&_K!DGkmvE66-nFW zI)|k?OZ?QlEfUB0@M@2<+H0x`i|$IKc@xS_$yWJfafeiR&6%A{qeBW6hp=r?63f@~ zZ_B1m!-*+GZ3|epkQeoK2Q*q9BLi@_n#x@XfNm4~4dm!8h-$dihSK zwa|yVR+&jV{`7l5^Lo~7j^X=`Ql|c`w-a*?&AAFp@6Mn;FA5nnLL4}CMrJ$46O|{B z%NpgEf{aK?qirj%>xIiQ^*EsDfuB!mp#W;Ie%j~6?$L z;s$~SpH)=H@%cH~de2Z!vJdD;tS5;4%>H09F)M{>T_Rv~*|`XT5`OmcRwiQ2fRB;o zHj9B4+qO1useR_Ky?EO=xVHq(kJF<8Ymjn@#fH!Cw)+Ta*<06Y)WXC}Ldf!oSVe|% zlCM*n0-l=o=%fQ*LB8dT94^-2;7lwq70++<9g~$Qcp@zt@Mh2*MZVUg&~NMsI%R&= zzRTQivqeHenG+*W!AO~XnQ*aH-|~!)rq^E1B`;__c3C7>xd1vy}e^6JUu5!0~;7-hO@J~srPY&h$>FrBxaDUj_TN587i)5(d zj8P1UXeAk7>MV52Mw``xRxAMk>^pxhH53ALtCl<+BV%UvS#^EByd}5nh5{8g3NCSif0+V8^4WTPbLjZ5f(E;nAxca@(lHZHuEH~S zuXUW`fcx>RL?vC3^ar*?qTm|KuUCi>c$D6i$Ia#`V{nrBBa2hSE{3LMp-cWK# z6~Gz^mmm{_>g=mXa<9JOm?KLGzn&d)y*IWHu%cx@gA^Yw8ll*pt}c$;N~iv!sJRYB zixKJ^jK2jq6!vAQKlD~17T6IjbMZQ=N&603kXA%c_wUp1o!5f2>9;P}_IHLNuuq+9 z!eZ2qD|Y&ArdWbzpLKtC=eI0g1_4e38c5Dy0_h~3WHkd%s!hmoU;vjQ6kJJf7h|lK z!ObXIkFnk*=T|`*N_4D4gz_<^2*s{n_e|AAPVUZ^nhJD5W1H-Ao+P(HVh@45@pW5$ zSFA76^=vbPix18$d%DOn0}+vv`TFf5)eNDIvv%Nqdj)MVmAmb3*Gh@lhCaS( z4WO?7P7LE4@F}#y*Xb4l=`b46G?kh-(IfJKWm^O z?zuo7zjc`}@hM$h?$8!@$(w#~_lvHz=K&;YA2{k&XQ8rG#S(a{I`4c?jC$>ll3s+| zqcx}=N^c)SqBSUOcA4PQ2p_FL&{D z!eriv?CVFlf$I;kgSWx0&eOM7D5YOcAx-p$mi)3s-+N8v6*80nu)fG`S-2X+YwEE; zUb~HkADiFMlJjS2-SMQf9Y{h9KeQHO_z{e1ct_z&zob(T0E(j6gfJt?j{rgt6)_p8 z3lVgMB(%(ow#EZ;x#wC5Q4Qfns(LF(ZzOBoI{{ zx=ZwQs$MW=Ly3978aQ}3y5kR$-!jHgsj9~8K$_;rG~ZUhj$Y-PD{ibmVH?TgEYWp-$jTVMCJ3UEx=s=7w!i<&nS{A{ZM zAg>#rc00a9RK(jANFY#8Io?@E73pb4YELm{q=}jQ?sp~Q0gt=avjQJWZzU=vH^wd& z7@u%#bJIt~y#nrX%ymCgu5QWlbQ2wQS>iM(fV~RwS7p374RmImZg>{TJ93b@sBok5 zy71}rki5N=hx!?#AKR3gCH6|^*iX;o?PhV$d8C3P0nwM38HD*=MQHXu&~F6lw(wVs zI?5EG--2X(wcUWAXbQcElShn<`IC0rO)rFTcgLnRGoY?TY*aP$(bhe@M{WV>7GpNk zyu>%0k|nBH)I=zWY%+ckn3AJz6MAwyG%66dcJ*p)lA{VCn3&tmBbp(;n<2ZwGyH9s zk@M?Yrr$rDd`b+cG*98eWG5i@ZlG{)67qlr#Cop!yB0Kmmq><^{|Sff=b;1U!;8C{ zx6_UeZr(>3@oDj9+=)`^OyjKlrk$+R=}Bl|8Gyok$@VVT;ywg~kmh4Y_~-af*?5LJ zk3?7c4b#+067PgedXd|GrjaaoxXBfvhT1woUv|nBiO)T`cn zSj5RId)DsoC``zigYDBqj)PE4PAs#S4%_(djr*X?3+0KU0;hzrJS+|&1apk80N!*f z#6LxquZgxW6^Ek3`kg(ML<|ZK_Aq3P=qXz#zf3MW;APXmO4vOT92b zw(m}wa77>5^CM1sBEC$Gw$r5s{flD4?#-P3y+e+&Jm#x9o`qt|bA9|slN@eS4z|S1 z)yz-9UaAn$w7f#!&2N zC18+>{iC)t?7`~Sd}$aW#IenFA2972)zV}dO7XQBx`xQNc-waekPwnYz6ugzEQYxj zz&-3_-;dQ49(j7^7QY^<_`2HN9;RcEES<+WQOr;B0~qyZDuz8y#te_eK)FTpINx`r z5ss1J&rQZ+j8GEvCqOAMW^^W!$2kzCW0Rf<->wzQFhr#|q;WPwbqEfvJq^P6@N4?K z$Ws!^Q;LV98~x9Eh*&hvM0D^ytkP^j3eeB~AcWaj!;NCFjCuxsjrW=Gsw0BDa15CH znGxzJqYxNtN31-@z+dunaI0AatT~hs97?6mbkde|4b!?0Ur*dvnx-lELkn7^Ee+X zK;Og_C#t8!up9wte+Srr>A7Y=pkqU=9gl&zLv+IO)JnibfXnSe0I>lXKeADPzQpgn z1Z<3o=SeHH#{==$(}3V`|Iy1dY_1WimR=z0uB}dWL>^Wo@OJUW1aruPimw(c%OL!&Xz1q~UiHs3FOa*r%- z*C89}mIVA7_}JdQX|PzRc+U)2-KqqRw$}@xPl)YyCeZOo~C~E6o5z^ zQfwt)78RVJJO-leZB>%+a{d+1&&gWXapcjrdc|W?)w-VZCRQe`m%7ofRN+M2*uj?v z4?+<=%NyueSly01HDsCzV)=c=w8FPbjn4qSxyh9(8-v+s&jFwP%n9)@_l^h$D?5&P zeq9pYq9w#kyT*LjTIBcX82)jBd(LdWRRL~zzm##UL9g>ex@BWh$F-&7Gr>AC>x3CU z_bY*x3?El5`4S?oE!`tnr@DU3W&UA?Bd1W5&WrxKismP*Q{nUj?KW$?!=Tcpa z-py9M_6ygB@2fBO>AUuB`89@q_aQg|d6xB&^Umso486;~usB0T=~w0m`h0Yd#^09j zG2lm_+wj?AsE=T3y+P-CTP@onGyQFf$%T`QCAEesN|~nN;Oq|H?r$2if(vhnxcNM_ zA_NvmX{R6Cozi)Jud-VFdPWv}y_MiMJ;D9HUmlFz6nRRAtrR@SR>m5MXYlfB)ll}< zYYp`NGF9%J!S!3D1$%F+>O+^OYq1Tt%#Plik{#?rV?w^?ffG^8^fwZkTbo~YleT#_ zuzlJI=w6No0hgRWY+`QIRPxUFajtQRIX$>dP zbIZi$jfiNi2HVqh|b_HBHQS2LD=k- zEL9n)7HPtmAL@?8`>|^ZrAxv4T@o$zUdruH2`-fAiCMDRPG-70qLzYk76^1Gm#hbS zD55)laYO*j+c68@!(N?`B&;<-JYC~eBRgbI?i1ghdcORHf-Go*N}Q8fEaJH}Eto#6 z;~jIRY7%uZ8oUWPqzMGQ^wx#cIa5PO4t)lA9Bc2AB!Gr~h zRUAEL1)&fIeIt~i0El1Zl>mto65VQ!NLj_0{ zIg70+QgoKIi(4xXvv@YdNlKp^f=c*JddLERyckaifv+;;ezPTMHiQ;-fD4FsB~ z0F8)`;!^C&UgBkOPA7PZlA@?%SA?nufaDK>T#-W%t~XE3pX3U?bBp2{Ez>AMNSxUp zd<1exP|r?Mw-aqgq&3cQp0JkHU9;Bm2i<4hS-JN0qX0ViV z45;2z=*lE7$QmY>i^UQFTwFN{sc=Q$?vL_psFB6iDp zy;j5imX}NUT=bnW8AxvzxLRCgf0n5NDGiY9P8=-toqW!@ z`AHKsRW%o@fFo%vU(7M#PQS)bN2iT+pVCVQ9C#kS>6ka}jp)c|SeB{a@D$m`mfDn| zTWz!&O7uaPy!Z&4K(q09*oaXt5mrJV#dbX2g9+kCz&8|^=%fkHP-6EonMG6`iN3~& z{FF>jQL2%D`&YL0N`R72CD=SpaKE+A!5}|$`p#X@ArNC)1iThL1Oom#ob4aD{88}- zKnWU?^k*T-zLy_rb`3ui(c&uxZDV99_F{iE9+!yADhY1cGTyO%te|0p62zMx-w81H z#vSG<`UX+mae$6Z!}9V&qcMrk(h48EyNC!@jG^y{7yg(8)`~D2jOmkcG(5Y)Wz(zx z=-3#YW%eM-@y&}p`f?YRVzSTd$~MnL-sn7`h{W5K*bVtxcS;hq(+al;*rq#{-mC|P z8KHz5@RR^NX@LX z@U7*nWMhAjG0G)RX|M<%%))=Tub){~zpO&k>&glk1Rs2}vnwfoit-&64EU;+T=EP1d#^7;pV898xpTVzf+wFJW z)kA|y43kTP;>t}j-4wLNnVbfyo6F*9*e)xlUpe%9^N7Z$_$mw=1bg{|s5gcTb4r!( ze`K0VVz<|2LY42my*W2BrBKFHdZCHn-~m`0;{& za026-O?Cb#D7P#I;~%U(LgsL6CXE@Cb-{iN;D0H~W;eX8{%L{Vk$bBLzqyCqS)ygS zLEPfIJcl+)+TtlPhp(F$XKrymkeKhU4$OazFT_JJNt<@?zqxfYn_l^fughREymP&L zBf@%k^BsrOdKX$Y@jlpn9d|WoI7>7e4PebpW6Q$5q-O7%Qsw`+{3e|LRWm{2`U%vk zgMl<8!2!&{CCb43EQ#?mQ|>vf*SEfTVoE*hxmY>Chp#-obBleaEn1e?&27Jxg25*K zIiG*)J!?sJ>MW)8x5{%C6BZW+HwClcEisxk^D;VH>zKTSI}@^#6Vik>6W{&CRvN>M z!Y<$44P$M?EDfchGq3Bd^Ik}hz}=#DimDL((Y)8Xz>=|>H$R8_V953L(le%-Q`YZ} zy5A6gw&?VJE)#LO-p{}-8?`m@=%b{)JhaA11QY83$w+QMNX(;Ux_qoZZWgekMFNx{ z0?`JjyyR@)UGlR%x)}GvsqO{kN*phB&bxL98WZ|BZ!9*$P!4*O5qo?s;8^b)H#%FrKV=0xI#8X1XwtV+%{!)+ z=^DKG47jTA>1HSMrcG#7BI>x>6Pkk!E)s!6lOKv4G$A4{BU%;?Zi&4>l(L9tfh+Bp zwU2uvE6&8?81)XWKl|p`f4dzhmD7qwl=62pvlk<4jeoQIq;g|2ue|%XlF)YkNALPt73yC}~@B;BbY>_;{T%FV16^GlYO$e->5ZA=LZ6{Fy@+Z#= zk)?yCC0dTSBv^7C>KMSzv);V;3`?$z(YV~b%XhnqeG9+}Mjv*M)&h=*+} zxlz-F{Hn(5vfcDh;Cd31#bs?>=emTX51Ki%ng zg*EMmg#S`?W|9}XW~{tSYDVjgpbt4VJ2MXWnR}%34SwTgbOZgnYsw^6-5b=6>c%Hg zhn+71Nb*V>T>VxIUL&^0{Z{RV^V`@kUm!Jn++Ek$qo`{WFC&1JK9!r4fv*qKL$W)q zNc8;bU!DobG71;pe?QCwRNhE2Vh8_z{=56rbnmIeE*OOI|Doru4c{L5Lg4RDSC_b& ztM=m8>#yX8`zIm4zb!bv@0jjZe9L^FkG6vkI%JXpeC%(@522lv3&C|?{@$*9H@&1k za*!K7%gh6jfxL7z0IdNhH}53dD%I?-jv)sozTL(|7uhN#QF?OP=GO_hENP zpMY9BcJ56nv2zDPVV=>3lhwE}<;A#5sOHS^KMCm&mDIi=3OCPXXhJ3>t?+eGsj~9s zJwb_h9dSlE>Wi{WC6S$uDe`Lh<~C?)S98ciF;$2hj_nNeDd$=y>x4)gV1p~&KQ@X5 zyte?Y^8!W)Q$Vt<^G6yF5E-irZDf7o_0BfFC{=ZM4@AP9O^;Gr)lIx81%#d=#*j~I z5x|GD5`}Vtw2)y%#fafwIi}iO#|J`gY|vb_7U~?^2f}cBFc*m{+amBs=8WQjX-Y2W z+lf&7rco3itI6I)$J6Dm4HBEKOJr7u*&GGI@gqq?4^Kh7DBRiDZ;(Dg4Ws}*Uvq&b zq?>uJu|P3me+lhe4uO;+eApS)aG~<{mE6$xrYVFu;q_q7ye^n1o9XG{=BKqSEgw|> zv8d+SQqiTOm$mQSxpZ7TU4Zb;Kt%JW&0q>8xw`EqORRLqB^Su2dkX&E&jySdq($bk z7mE;{draBto*@s}U6{h6r)JE5-x-z{a2T z%u!lqn}k^^(y49!xs3sNB2Nq_#W$Y1c0*mX;ki(ZQ;5Wmg`OoN%0IyvhdAT-HU2C3 zW@X7s0DX_bam7+~gJzHK&aTh=<0qJRpLWh;ho|Jlckb+sf3|RAdn#Re;pZ9gYyOp9 zhWm>hQz?b1c`Vm-4B4DFUzHZ?(TRosdWNs+ad77`M|o{Tb4)kKw&L}TJ=|h5U*P&a z{<)mmh7NZVKetI}mGnb9e>6{od=v~6VaXSjgQeg&tv|s)f7f5W$Ee^MnhPJui5t=vC$RxIK75b|&yngqVGxT}@1n zXNn@ZC4GT7X=eS=f_zR?pwtJvj-MnpJkdQNeV2C0{#R@W^zlUIL^E*qbP!jFMkW{0 zLoyNQ6hb@Q!M)upzpqy>+uj_^;_mPjk#&-J0rpV4{wsEeBPNLWX{M^!DXZdoob_Hj zPwZ~8w`J4Mlbr7xmiarXtR)hRORU<_%Sp`$uMekz5fD963vGrlKn=&g1vstrl?y_Y ze3vfk4NwdC%O4jDp+H5%tQ8@=)e;8Ecohopvy*Jw^ru<3k&EcClW>6;Q^?{q;KPdg zAZhL>J({#cKsXfms}VhVC|O?=*YDwY;CcD6D6hV!dRMpw?W?PfC*m?uGsP8EY@Q$k zKNJB}-WS{kX{9|^9FDB}zDJFz$`Yi)oRVZ01d3o7Mw`L&jjfRK280Za2PzGuHbb^Z zpb?&o^<#uPPbN(ft9KbL*~AMs_PSh9#gP4FKzfsZ2g<^chEXIZyX!=qOeTI z;W(_fBhSy=!e#lcH81q=BVx?dAa|4_S5mkP)Zr>-*qZ_J@U12*d_!s+V!K1Mo79{F z$j-$0b-+CPG_akEI}wp+Zs;Q5vZLO&q^}CAUd8K-59&Q%)QBCrfm2^~MoSx%4?H*D zQLisRUr82eKejPE5XvpQ>s}!Y!7mW+6!AmwPH3exH)(zmtDmfm5}j5KG9NfG>)k&d z39~2vN7+?kSwNLzE1!xdirgqaKnRg)gHYrHid@nVM=qL$Ti0h+3Jk>l9<3&>L1nG_ z31wmzrI@dF^so{GpEZsy;N`p#e5+B z%ME=|jJ{_l+sov_WGG716Ls@=__LG?F7%7dDLw>bk@l5tY!i;R;Ty9`QWg3X^GZFw z|EvJ4l>dzTFJjGVOZZYK<)HrwO5X-E{P7tD#k$IU2VpUZ^);<0jU zGn@o?gLX<(aKn!nASSpge}q{Z#i?H~^h<8In-rBLhwxvhBl z`y<=rkU^>~IlquIp9Sv;#4F@13;QH=qj~+-y`$AUe_}Wl2A^56PQh>r>J=O8Qw%wm zmM~ld1LGn2%#b@~F9V~mex+Znor9I~_!BD`^(l)7@Sv^f>s(R1e^OI`%o9IGQ1ahO zP+5Wt%2kGpe}p`o*QTznawMzzo+SCA^c>`i^am7$6n;@vo2oJ4r4+ z6qA2L@f2TcnN%8zz}+JC@!>T3H(2TuQA??XP5@UFo()E>l7~rZ^-DWNMEJ2c+|pM4 z3kosZ4UTD8;MZ2w^g-1g7p#)+{0Srvq$veRilN*E(nleu9&ib-_ux6aBkpa#Xmg!0 zVeR%ku;E`B4a<2*SiFt2u`%$jWb9|vy{<_7gfVCe*ItDKGZ4!OQLm99RbNI#46IpO zxRKw9iOh6lC$Uqj(xxMW3zw6XYkqq&zYu6pvr_Q9)yD_%6QhS4w9#TvwpT7$JEnet6=pYf>}tSulpdO|>kC)K?xg{l5V{@p zXn;jUSr?*6K$u~MjvWGs)W~zZoJ?NnR4r!N#yR14nlu0)*^j4FupeE_!T}U42`knE zn5m#LGBSbNLxAF?VLXs71E(-8VTe=Ds_hkrigM!}_z-Pai`?esj7r&2ceRMl!j}#Z zxW|VCRn2d2KLqd$0OsoW;njjQQLD!sTA)?n?@0N1^8rF|oNhIb9%z;O&)9|;E3vSG zm%-YguS!hYj47#{E;vK|LgegeRw4VRbMFIQz9`)iL%nVT*Bro^OcQ1P>1!77L5T}5 z81K2E6$WvswodNa2aa}j-rnBJ-#({KZVF@NNM$d*o+--T?nUBc# z{=W8^%2AVC0h5%L{nL$o-k3Q0b&V(OABg5yg+KY;$h}G3Oq0vCWWFGQyW{PBelqv& zG2P{fBVu6UsA?SBry~~O5E+f0Z#bsb&~6e zT8MScIQ-a_`?1)ixYqXlSBbx#m2#lgrgRH#uaWYbRlLjYhCSBz`?g^>V>nR!kcSsR zp`u*KrO+h0p`F`yF5(T|@~_pyk%e;X+~j5Db-D3w-JsM`dIr10!7Jq zf^1w^rUmnB;WedMUyt40P^&#fMLTbdzha+H)796@RSwfqQLk+lxlaI0`P^S8rck>D`K(2D{x?~*9*`t4sdx$;;| zSt{@K^MJ3hEtxF)>H7Q^_m2*e6aMC7vW7}4JPzPQ%-#X1kvE2HP+UtPz1FmI8Y8Ra zbfx+hcEM?lBF;q0=47wqlS}nuYQOyE4(o)umemh+nd-{@4dU&xYZQI9-hA6jH~Lu? zXQ@M#pZtFIf$j46r`3j4zV-O|Rw9IrO&3|${}G?r&+?`Dq9PxCyWnz61FG0bEEA~? zN>7Lha)y%BsG^=(feX=#-b#?|Bw$hAJquWxeUK0A1z%2lzNvGWymhd2s5|ll+yygw z=E|m?0r`xDcz{SEt4TR#nJTvp47ya}uD&B?Mv16%i_Wf|*dDhK+Y%h=Xa=P#QrI{1_JaKgI{Z|Li>__y%3GdtIDRExk z9V_=0FW08O@IiTuaDT|zqOLr_>mG!0*=y)ZG?|&4`7w2b|L)?0V3Ak3pcS-C~&TI;ZS)f>Zgy5(nZIp)H`ZW}F zsw>JK*$R0QO`;vq1;pq%B@DJE_6Lun{g>(!jnV(9pf^4$b|zA29~^Mpapcwny`@c3 z6GZp?H!0=voDMqAD*P-MLuU_~R~qJi--K+M)z$!|&uATB8y4%q$1>WwpxbyG;ct|@ zUy05Ncg_3?{E3vHGD2dQaVSD}Bxw-Xf}}vcRHF@bjo|x#%tHZ^mdXx&ZKmqfgyM>N zh|RM7fOMY4hf_^fyB3VsT#jinM-&v-qs@^DF;2~g(4nbzxQ71JH*a}hVOeU|U?Zbm za1pri-!sN4J}rHG;VJ)JAN4pHAZbDNq_+D~c;(H#EW0m(=&Vcp<81Z|Hq&2sw5Na8 z&^~5k;I8sgIGNF6g7?dRG%JaB9 z^)I8#8)xhXi=Vt2Oz7UAzz>-2kHZ8-kK4mW$ehg_12g9G$}%)?ncETWL^(!VJT0Fl z#kEsImz6w*ga8hbJ|Gxp-6k#zkqZsZga;533%!SNh;=oi|0fXR(WSTEgEJsZqgjRE zPRj>yb7{RhNos2KF{jBK5G5u1-gs`9Cq#g(4}T5~OKxAyDqLqnB^Tb9REict#CIjj zxc}A^BjM`0mJcw6Vkt}aiT5hZR|+o~KXqeK1LR=NbjgL3Sp zZHiyBTbFiNy845MY&BVGicm4AYzBaG!2|Zke|hn)`A?pzN&ea?3LB(CH}q?_agQja zAtHeXe{$3tF7lVU>e|rhZtoW43i_2SWEc!pMgWJpOMU;OCpEn3|EyB@Pj@1+G!p)A zgcO`tq5_+7BP3SDyPAs198jig~`9~(7U|HJwJmrM*Uael=@ z2*)QR93Sf8+WupqM#cNLo*j#RBbywx-!xML1=)b&?v zC24tA2=3g1cRHa6IEeK>hzr4(gi2)GSlOGChY|bfW`l!eqb=hafZLIV&59qt`jH>F^)<>;m;W5rC zq#gjCDjLnW)ZUWJ=8yZ*D@^VZ^{seIrRBZp5l{=0&rS+-Zs zs9Bblo~s&cQLM#e1sXba+xd|4K}Gw4?OqN8l#;ljUu zHs@*M+n}F>1v(b29vkh?#4!Ii9-b=WR>xj`KI=O8b}FUzYNa@`1pblS%cX|j0 zNn>(0B!2u9&#!ba^%zL8i6}Rr@cdSuAi{Xc=Y203KW7YxUJu5>G(deu89;r7i#NP8 zvsdxc%Pa@r`eSQGvcJ(@U%jKNl|^-3i$Is+=`W z={yo=qCXO*=6-ziWk|eyV~~AUxVfJkf5Kdy6%Q1NUpy(;kUewZ1`?0g)I8-VPCzZ! zy3G9@C5bo#t#hqCyp%wwLdTL#}_{7bXwc9B2jcz55s z3@NaH=hWq@n&*$q$;{~jFEizC6Uii)GA=03cM#1qwkt;LEa9q~zii~~s7@9sChkc# zRlHsn+m&^6IeNTVCGkw#JmjMy!?4iB>z=$$$9MZ1Z7mA;S!03K^_{x-NfJTXmtRlK0MM5uMObpq6hu zY|bg4ANhM@De#@Z4iu)^OBHw-mlVDSg)I?lFgBF1@I=9=C>QL|J)bgsQ4fxT(`p&S zWxJIbQ?MLgA2;{!AA5H1d#L}JP7s2}XCcP3Oc=rt=R5C{6E{HOYk+!F^`k}LXDj4r z7_yr?OncVi2U?)@_~x)Txm;lg&M9m?8CL9}6|e>87J9;L4{l;g<28AfSnsa@_oGsY z^ifgzBOI8GgNR!9-yHfzN4bRB1=UHNUa0(;Zm35}Idc3+YvSkR&N7E4F4lOmduLhd zBj2=^{#OY6n-Vdk2NHfv9q|uQAa$B7VZ1l`+nk?u&P|-cU|~WqS#jBjhf*I;fV*(l zT}SD{g3@zy$#1nqOCN4++VJF_26i{jgdr55AgNq*0Ym3S@e9T^K>2-Q171W_F+G1Z zBsF}RELm+V2%h%d9}Syh-g6_?8!a5qtS(1X#MTV(-6oWo$yF2G4+Ipubwl}sGUwW-f zq7567_$i!1MC`FD_BAhr*O$obh;s|LHlsxbdT%-P!Y9dbq^SjyXp5GGQ69Z_H_Pxn%sOPx!D_=7#mwK?Pq7Qqshdlc zap{tpES7UZ4$Hlq+wszBH~}%ck}#m1jJ);zKP|%KdJ1+)_C+K5S#9F;>^pitw2i)| zagjVh3C?w@FRg^8{uif+MF66VIlzK3FSHi9VxP-dyc3ZcF55L1{RV9y8s6y%?D(udO6+np`Un1{VrU0i?ntFDumfkDUgc88Fip`DN-y} zYqVsbBTw+KrTL;5qYL$fO>jv((3|lADTWOf8uTBwpCyIosQoi8s)gSreH6@rMeCCb z))dbASipVwrX@XijCG@?_m#qIq5*ib3e{_kpLx{hfF0;L!2iD?%>l-hVgW{c>C4?! zPAWD0zfhrrXZMGN7wR-{hMB;vE8T1V6q3nWS%_`_3bPQI_Q8HmpT#H@q*jctYoIv8 zXdY7GLj(Rl$Y1dZ5oDXLp6$xUkkW)g$JQn0lq1khNP7+3tL|rB|ALf7rVD|#9@Az* zsn(R4AIBaWb=o)K6|l4%5&2JK{}dSg_~~WC7eL#8a#dqG#sKs@N<$Ar{x7b|;4@JL zKL_3Y5|E$yC$hGJZfvd?nJ+c}r0MV%C5XfTAJp_gDxr4rMJ6H@cp6QnCqtqr`xTwZ z6;+5A#_rFQf6{Igo%z?TOA+|XiY)x&j-JX7O-6G69w#}5-ml3!3#JDMT&okz68gWw zv?Z3rc|tE@Ncr_%ZGs5A$i;+w>u>7L{rw-igr4@lWVsRB^eY*!HzNG zl@;|x4tlM%S{71M>5z;4D(S9|!dnAbpDJ8IVcqM61fKu+^Q0WS?(k^0Jff+Kst_R#uUS~E?O87u0xa(lIE)7w& z$xYeC{_XDVKoeZ+moR^S+B)#vTux>mR1O+}e&mm9uuETFga1)sNl9(${)0ikMc|rt zavk*_(+JOFc7-P)wtM8EUwG9(yTFs1uJB=Y$Z>Hlr+Y_^?Wcbi-dCOL-2FOTUap z=6;7fS-o89uLtYZ;-mK8@aBZxJc^#|>ZrZ8C{q%sTydU%aro4oOL6(sd=1RtGYTb- zZ)K17KG3eGO6`=CC8m*zrfg%d5s6(y==XMIhI;DL*~6ZBBz*cjCH8tL3+l) z4R!NS6C96w;Og2XzOJI=HqGOg0hYBr%uP%pGFaKFu1?T4Zd8g9z)$?1o8&D zLHY*d_pxHoYSP?|e8z|E0cA!POUxmG54uD4xPBid?v*{ir+9wt_u(%dL7meM{9T-w zOKC6%lr=}~EtpK(^Eankvz@9RPL-l{pCwFB2%>zGl(DSq&_{ zI(U1WB9IC2hB&&o#{>AYoeDNUA3f`kpEbIXIw|WO0?txZyr0)>Xu$FGn;jW!0LF3n z`WtrvA0L8L=#&AmfI;R2|H_ykr7WYX>yMS7;v?J+p>|?vWP@^aT4}$@=gC{2PqcOc zxN$H!ZuNj;<0IvEcG-_t;&)lo#>$M*#{h%n0Fdw; zf>Zd?0l@17TTU9-^yk@c_K!*NU3SSR%K9`(5tzbmkx2DTG}knNEh zgmkIA#H7{asfj$jL&wN(UNY}sZ zF~`E3#fsBPL%T!8Z4~ghrUC4Fs^6D43Lz=4IHdsEAGuu+?*Te8-xTn?!sP0ileCcN z&|iPqCk<(zM2IF?pt6%i)31cbMVJm)0owA)LEKb2FMq54Iw5a|CS3#wStJ`J!IO%?RLF;TIe^;dCi4#q5RZZFrl`2j34A}SMl zPOd-Fpz4fU9wpfSf}}h~xA-LD8uA?#BH)BUU{v)rX1Y?KHB z2 zkK4j;)ixxxS*a2^FS+Hx)wBUw5=LKvcnn4BQ3rWa0W10CAbkU3q&8OeRnawoNaOhZ zHo+o5t3Am62WT zX=u)T`SycdR``ygcDFN^2X?|+hccB-%l7m*^Vl15Y}q)eghKbHvF1r*n?BWRIgH}y z>>&u>_%iz`GmS$5oRoQY9@~Xu<{ihH(YdZ^&G|Q#gW^#Z(A^&Xj+A+Y}?k z5l$;mgHuxX&9nMdYK0h(sVn;Sim{C%Ls%I`V92*sTy^$vH@%|0D z6zSca9o7=mt@Qj@V4*}QQfuXEA!m8|YR5k|+RnSz3T)4{ZbL5GT7bktKysD%yZE*4Euv>uF_}Dk6fpq1N=33Z(e@wHYT$RP5>Nv4KmO0AREh zmD^Bo_4u$*-MDWo#VQaP>^i097P_0-QroWKhx6Gqg9;0$C<&1vrNlPo9NEYOX z+{+9?E#9E%jtt-tKleS21)AbIzLcs<1l7cV;+9}+uvQCH5EI_H=4JV(i8bvNUy!#5 zL7Z^nI)wx_0lZAvg53zqz-Ze2yLSarIwi81fFS2(T_yekIcdZ5&B!&PJ}!n#biRY} zJU2v6(S|O4(sD|ms{@?6Rk+)T8R{H0$Lt;1ST0Byi#Es^c{q|0JTL@uXm~zflA=jE zgdo+5j&wFVKE$A$njtFc#~XyBkev+aaz)l7%)3XTl}b`vK!I9b0CwX9s9TzUVd7nCk9<%;>>Y}Gns8&ptFU@Mi@^-2A>!XO$@ze)yxs&E}wpaRtac@?2W zwooN8Ohp%jya{+RSfsL}GAAj_6J&!$A#YLKoFEgvTYpV%?IiRbIFhWA2`tWS)CvcZ zQgP5jTS>gNs8afR6DCwm+>`Zs@-)_WjR;=^d4b3uKwE%6qt3zZ?eu7czc|tiQRu4F z91jEyR$dg}+SA;13y^A5c_BG8zIozepLcV0SK`qF3_hJ+aSS(R4pXQq^fSO690P{B z>x04}4VwmX7_ok${)S~vlGY(4@jY=Z-xXTi7~;8Ymq}{i3Q-_ju(T#9PkTc}xdf+g zge#xH6{3YowZ*Py7d}5Hr#KR26Xk`I-3RoWaL6nHk&D3~Kkmpa*qgjJQd6s~W56Mu z9)#>f=~)w`dKHV0_0oBnug&>_ZbIs>{R;LefP8`IOF+%q+v*g}{2eaLZ)9oY_l5zs zinS7yhFE;^%i~g1HL_J=R&&HyN@jG$sWNWJ`S@DBz(}EjLX=D+WxHsS_}6mMkinC! z0No#%k9scTMKGhVB!3Y5X!|PaGBDT%?WNNT6jyIB7XK{&@N~7?LH0|h)G!Xw3*iKc zD13O}?KoRd+tqW3!>{eK^rATFlLJw)H1auw#X=61QjnibsiGMGn=~8;xMNeB(kZkv zPCj4K`rZ9CJ`0g_S{YsHBPnEGDYv~~u0PyYitV4=R|>M9lq=ZSR9RBwZ~I7ziK_m( z#}vztU8K0!d4AhP3Nra{|I@ojK{Ec_Me1SU;S>r@*u>7r6v_k&5}+TJq57fVAAJvy zBRnEJJUk*YA_4*;GAi=-fcib4p?yDKU|>H%eFA_4d;%gOA_CIi0yF|VJOVrdG9n`K z;~yCySuju^W1^v905CAV{{UFn-vbsd0VLoOL-KzA{RlAsvjse?LOp__d+36~M1*mM zafXGWfP%(^hQWk+=!1R@1q}@i1p@;E`(5H+0s=%*SU6}HBxDpw95fUx6bvl%-y-2* zU>_ks!y!TLc_x25|UF=)6(+_3X6(MO3P|$>l+%Inp;|Xdi(kZ28V`6rryuZ zFDx!?Zf)=E?tR!lI6VJ&ad~xp^Xc~U9p-n)P;iJCOlm&_f`);Gd@jM^(GzkuC6%}- zI4l4TCB!jY)i6Hcb;cRJQC@E=qi*|YUOtQ~mLlSX`qS(tX?fkIOECe`yK6~siu=cmEHU zhCXDKHK<&?mIfSh?vJK%x!}9a<{>M#;7K|JY97u-)u}X;y(g6L4j)Gz#~U~<5y8xN zB%0VEoAEEpyt`Jepph$ca-EXk+!Vo#G?dt}9VFDed~YvkI(r~tqpwFNAB8v-#HU)S z97R~&LYOiYHK^=iQKz&WKEN8t26~Jq%8jg{R3t>{uY>dC)@^fJz0K>T7vX3}l;idm zR}m(7-eQh+DoVeCCUA@yK>1SSm>dFvJjTt$Z3&s#Nn-FS4C))ee;7G?OHv2_Lsfa2k#+ z2Vq6wjYgPW%oH-(<}(Sb$)8UVVJ@7P54^#@YX|B}aMyHn&gpixIJ9Dy)mvef_1NG| z1QFhjw!P6m<>p4f%u#8e8&A_nFjEc$PrmI8uA)d5T8jjVBn_QTIr8Go6`s&Xo$yEn zE$xs;5t}aBM~&ZKisUQNL>h7eb$hVuL{781?zCr_-W>ByRt&!x&J$rv3!Z8#AB=Q8 z))#m@$0W0=o@F*&EMZFE++0JzX((}mr`JXp8_1SFmMw>=SOKbQb}dsZ265~urhqOW z4KBj=K0j)#Cc8(h42xDD4%i;ac1^|kd;IdVqd zrbni^UUK-CXnQSeh+j%iNW%Bu7bX>0-x=fHB&)~O9faqB&y4-B5;CJ7M|_cGkXpPN zU^!u|pfsPs7MWQagrTP8B_jNhHqu~8OIu>Hh(4&eBl?jH$dQNZM_Rle7gR%0@FGG? z%-pfJ{*jjL71$I^D3n@;lYPU33FIC6dvI*3OoGSu6v|F<-8Dbb{(xxo3u>`~50n8v z1Y!FDv0t(NQ%zUcf5iDu>-_)O*>I|>_4FESc-8QyO%?M%fP4Z~yUN3QV-j;2{(!`m zeNHgl#n!Z*N}-GNIn*u`wEPlhvDXVwh??^~yH2uU^pkoott6Vh43R8`xXryxS7}>? z-g^Usi@487%NniWv^wG?&mN|Kx#1s8!r?#DJ1!99LN+q@kIbpOQ6|YinBP)yEIhI^ z#T_FlL73@${wD*>pRq~KpjQg8efrZ55)(~6{G`oSwm2Lq=RQsef5bp|c@BkaHdV-w z{OH&#!>afoex>mne?+Jap$Y2odxaV57VRH{llRQ4hnas1u;t_psK@i)v6&9>WKR`6 z2aW$yar2`)dV~NDC1{NBs^N zOviFQTaC2rlw#0Q$E*_H5|i-5+`k$2KkNnbe*q+PYhNvc`hA63O_^$mQjSgw7!@n9ivt;A%vA$(>a5OfXOTtmY_Eji!i}u>+#S z9$WfNZ#Yl=tkft{sR-66VW=oA-r9mAqx5VO`@-VgIvnb66p^#{va{?357wrTgY?(L=o6W<1?$#Nvemid%DpyeilAwThx&ii``~PN1c(U8HnQP0dIm18!dVWD1tc6 zlJ_{bk&1#JO@-7#Ir9G5K=OC|e|lU2O|>5=9|LE>(=8+eMzMY z?q~imIhQC%bV_IId=I9Heu2P{2t|~>yo=B^XllcRB^ufCv}pw0FM4E2n<@m~L6L!S z?n*&4B0NBgr0KOM(Q~3o#lMsJPfiiqy4-+p1~q1$rquYnzoS3#M6QHhw>v9(i$Sk@ zL&4PQ3A3)%uF;}3aVXteb9^n zJPO+)7p-3$PSFAQo)Yl1Q#w#3mdbNBIiz2(s=EAE1bkunqpN6Z?<*c?W>Rdv8GZR2 zi*%((uIvlz&q9eMhuU2VQhS4wqP~x1HIWX87C!IW!|49EbRWJ*qz zEy;ch$)WD`-qtI6TjH_OY>Ub}kw;u8=nMMD7!CIn@dS7b;}&LO4~%Mze}KySFl;|& zRX=}?&Y$x5h^bT28`V{PdWwo?H1ow7Y~vhUHJe`s&3f5%>D>NwJ&lAK-Bcmrk`vY1 zzzMQyUW`NcI#)W_Ja21y05j11wFG7$xQCyFB}0LeCT}L0HInivR-&O3@~toLO4r|Y z$v-(ock?|}Mt*BFb~Pfy?(~!9ICa2p!8~%`&%F(W?YxD8leBo7=;>;eb`YQ0(Z?0> zS+dxyB|8l`I@4I^0su8eD7L8QiW zSgX7Dcv)4TQ5R8gfU(-3W>nV0sebP_>I{T4j>4G2>t~~Qv1m`Wy8x`3KVd|8Vb)+V zXRZ!ey(pC6Fdr*q&l-|TaKxR>$6Im0{ryDGsO>HS;OW7C`Q+W!I1EN$Tp;@$ZC)Sr z*zTXy_usR<+7TRM)xO}E7bzge z_+>f|n)yq5;(xtY{tuYX|C0XsUzC{~ixB{2z!&5v#(0WRj)A}df(50)Has_4`o0G! z#4jzc7uHx-P7ASOkROv+Ix0Nnr7Dl-Se3A9)c{psMImDoaPDSXI!fzMnGKJ-Ni$;; zDV)c&r87ls-A@?33VgXTWo?Ih>NdbF{ZgrJ>{fzH_T`k*?1Hp?$<}YNPEWp4p6*2$ zyT5fxU8TO3nB>^RTV(nqKB;2JQ}{dO$?3izyb|uvowRE<6JeeK`wJgt)j;IkI4ZM= znS@Ekt!{f>6slF~1k`SQozWGecA_E3lL{;W$TuKt79R!|_3yhk(Dh`_tbAt?#lmKd z{e6G@lk-pRXuD)@ZWt%!3i4@re$ql8Ff-yvnxezeLw)(re4$ibe~t_*qQ4t5_^r5= z#EvW)P>TPfcA7x_NA3KF%P;?RfPzfsnWh_ey=jOdZ23BQGCK~Ngek_3{P`<~rVULj zFRVOA2+Y+z_G_p18g~Mhv1FY0`oX&6=@AtIv(gqbM)5`vo);nZ@OXN-4;?|8jm_u+ z!CGx_>g=eMt$x?sbt30vhU@G)#$<;5mOg3pS=9AlMl}&et~A?)PSFMemmRuO9`_^E zb~CAqOFnX~ka;7DlAuvJM=g_wQqz$qVnfeq7~{(GE?}<3Gy^C3i6||iB-}8ggM|p| za1SPw_dl_C27P)?JR+=dtd*T6EdjFsNxz(+Q5sN1jzHa z*bv*`R?ZrTxIn&z@T9U{9uKzuIO+x-w76I)5hm`}*)_b(|8!`Iu1?Toj`Fpc=fXmS z1S+qrP3OeZ4uXtX!Oq{E2+`@J&}xsq_Ev0S)^7+7g>LNnlY#gr`(Ijv|L@i8f2cbA zUs8jAN%tM%iaAo#PDVWrfA8vo+#cqV&X&eyN~e@3f=h`~pHE~V>hiMYiQYm|R7aMI zpRTimyl4h)aR7Y$f({w z$|q3D;KPg>auTqhZhqTcIq)W%I-(Rz+ZRPL^KL(WQaF$%8IXrhQ@jtVC`zAKD#21< zoTU?C?@6Sjn!U1B`gsxZpCo0()&mrL8$qReG7ZbQRZZE4FryFsY_vX#9AQ_*Tnu5T zodKEhg}jm&*Y(BKi~J*TU6DAa?<%L65g5z*>%fckhH7O~Z?j}n4^+TPd5>-Art)Oi zS{_>)kL6x1{6HCASMOr8bhGyE2Ax*>x}~Aj@$k~(T_IN@SR#^AqY$qLS69`Oi;9V{ zc8WGVfU~(hegGrhLef|sQE$L{IXX(bp)p%iL131y7bh7rkUAZ6VJeVC@dc^H7mS~S z*B?^3m$2|SSbUrtmBTWP;PiD4t3`ao1&C^QYaRl}Xtob-bI zL`|J?fsDFK)hw(CjyZWF#z`GQOjRD~HI=(!vtd5Qt04VNS`UT8tPHAsh#!m!rcPe2 zO98R2#A$TETs4%NUboc}&92WnEL54(Y+{!@Pal9PkOSY&umAsV*7Q#78%-?4Jd5l zpX*JZFn+fX1zH;a#quC>@bFijs{T`rj(=8-zk1F5b6Wo|)kyMfu={a}Y7GMpc8%Fs zl~k5?l1{#int6z)DsVJ~U2n{T!w^s631zd;7ws3MFR;gtH@mrsiIj4s@do$_0NWtW z;&hB+BTR>Z04ig=V+)lip6PT8_kHo9#`-RyE{2T7UVpQ>RD=aMCodj*`9YC|_#5xf zLipCBUR-WmgmE@t-{Aa0T@CiHxb;# zeG%3`FvP(}(3PQC^5sZE-DNXAF0r%&ws1T~vNkn=rpO^izC5C6BVX+nR}dpmRuBgx zXqH?&9m9Vr{1kKDvEcaYDLk8A5C5rZR!&yeQ1j=~ME;wYoT6Uu+0QIXTrbls`rQ!E zT9jRV++c-nDyKWAI?{aG%wgT(Ys_X3mM%(V(vY1G^!17*E;zRdR7)X_KtvWIyR(Y) zdhl$4X4w&(GUv8Ll9;$iZ8;;)t@)rA5#Cz z3>JTg=Fge`w2dkHr~d5~YV%VuFSarJ#TcCD{BL1m|0iJnI~dph37CIHFaPuQ{ll1l zWuyNU<@XQ4K#_7(Cyk=`eFBAaUlHhXBroTr*eJ4MpJdO zw+hb%zmc8mRUdkM_H@EpLPj=-YvUuqODDQ$w(X$-7p_sMa%95l$`Efa6d9o3iE2kwezAL$n_l6Fbg<& zfnKWR3mb64WJ0a*)GIn(z0Bq}GPlp{AkWN(aQrFG>515p3~8<}f9d&u6aHU168>eS z%%=FUgHd=riTsJSEdzybtbl56GoZV#QcK!QC6UQ18NH+3~~#@PnzUHZy9@VKn{gmT$gQP%Y} z`|NJ@L~g-g6DIf0=TlQT*{4i8yfSY()18#x*Cm#<9Td}>mW~=`J^zuyylqK)NG99z z6ERiAP_=A; z2kF0J^#3zFf5QJ)!u)SDv+)tW@`1#$g%ZS-dK;1NrfgvoXgX%%H*Hi!vBc2PH;fa??_NOpRrC3iGX4=88oWgCMkd2g z`s$$P*xe`N@nzzNOrH1G>r$J9BJHnLE}d7=RC0d0wl4m`D{H@dVNKM|*4fn7*@=uD z@)Daei>RZWy@;K=4l6S&+4mn88$0C4%?ml|vB;a6fDQjNR?*NAQVGUQGpc8^F57_5R16Gv!sf%q4W0$Nk{}Y$I~A%5)feD zQ?naDlK)yHgk~e-=K2*Vy8$~HH|H<3s_OTQ+&^eY5{_TftE#e-@j&E&$fc^vLB{i4 z?C&HeB;zkM1c0W3k)^5e_bW-;u#&O;nnc=$jg0M=3K4s)j~REGjIj9`>dziiYN!5ZNuwzPCDz?gnW40<=xmAhur`Rv;NuA^?T>F+Oy6!_tnOk&z4Gc z!~M-Ira8=O?O>9{zz8WS@I*L8R5<6Trna~TGqQT3DOK~v#ZJf z+1D#|g6I%Y@LT5>U%SFfwl)%cu)vAKU8Ww1$s>is`!C6|#uqK-9~s7rBN2}827CkO zk+O5OqKMpPNMIAz#N@jj#=ppKx(K*?(9bS^9UmnGucTPg#(2y5tr*!Brdth%`T{(W z2o_1>!oO#%+Ql@dEX_CyQU4ZC7pBauP@n69f&BT^sLvFIF_Y+O3QeMPX}0Ne5p0Y? zN|p5_uF51Sj!VFVoJ5B2AelgvGFSTP#sk+znsS4Bj>o4?Z~Q=URVl*L#J6GWEYj~& zfP!?=?3~9a!`k`b2dF{re9~BNK6>>^>CGIXrf#H#9xSL~uzT=8_w#W?@FB|D7`=If z%a>THUfuho$=x_a_K30R^+rI@_!2l#-w2l$%O|3eJYfD+)~X5Z~nyu;dzVNZN{vNUCho15KHR zUg0AM@Q}x&U)jQ#W)IUnVSFOwculgNa@*PC_Jr_+?QHCA?URA13&QJk!+rPSI2egR z=`q7CAc#hgEVXAk!TdfeZh#uO7UQ*JLAz^Yf@CH3-3UnRBs?==DwP1)FURsL5zt=h zC8?yvAp*+)GNr$a`g*4E0A6070s_YxQPC+%HZ=nqtWV%DxXH+I702-yS-Uo;wqMp6 zvAmAx?O=0_DC2g>oG3!ZCqhY~jr**RSQ*sa_Z5L&8crlwk@1^2xe z7v{;&@ksFxmUK$d7ebx!)To|H0rQBy_Cy#@Q}2}XWH% zA616VfWxni;hga{mQg+*Et(N?BrwKq4)&qDx_p$W70VLie1l`X$Vv4|(s5j?agIQF zIeeVvA~jTi9w>9nQTHi0l{z>T$wqOgjr@unD*inv%(o%fy@Q<-nb#7%cT*`YEwTfR zK6AH=@6?VP+7v1^+_JLEa3kc7gTw;$o*b=CPhZGaKtNVE*hF8b6P0J)Aswaz8th+y zWT0IJ8xun8aPhFKAEBbI52RExw>%tuZejWqX=#&t_LNwoxG;RQciRhKV#|xkQ=ev) zVgC4F-Jnqzer#**_OX2c(Sij(IpLOH<3yKbsqrh`-gSbJ7qSN}NbDBsFEKxSusVkl z&Z87m7@>n(M#JjQFlz2oV7QRF{s6eE(~)S8bRUU%kJ;4NXi`lfGF*(J&!cMR&sW^n z_RJWcQ|L&;iEcmxKc^C&&K|xJ=k7~kIB3kF)K&iESzf8niGqY|{2g3EaU;^I*mbP_ zW>w+{_9;;!=AQS^c|b#dtb1L7=I**mm30IzDX^jFjMH;L_|f^zQ|;aY*Ensx!f3k4 zXL*7WE0#+(@)r$8=g-$aGIa0>dx*2&;Y`U@1sA=*=Jf}drS@#C0Fr%>pR%@(xg_9_ zk~mwXK#_K_;c1E`l~fZM@!5tIJf1&%c(+=3y=<1-;ZWRx>3qjtj`S&6Fg{n3ltgi; z8$Vg^s1LJ_eFHQ5{jV zL9-Iy#{u2Eu2@0(I!DANs>Nr?*H)U{@Vl6l^1ZxekVSY&L!QL_}Og5 zP=PPCat)LkQJzRWC~Rf7U?s%|#C+cMNa$p{u1B?v zt4Y$#wi@*ZE~#q|#DK%fS(1;4ylsp4#|XZWaqL_?OG|B*iT?OZ_-j?n^`;AdRo`7@ zX!6s7ueDsxF|N;uF(PI?QrKG)U62Z8zbFVT2uuvb)fM8jTrA?f;nyL$8rMq~9Wl*w zUaaOK3kmedheP_JDA*!bex9be$HvxCj^@NRx~Sn(CZ0I_h(y}O)BkWr5mxv{u`Z>X z(nB^Uro?n^?P4|!4!VDTD_Zg(t@ojb{P`@r!1!DQomfpVvtx!nke$|<@>aqcg3vvCK@DERB>M@ks!i?N0B=(EFy?}2K0 zX@nT*gALqfdZ{J`ZB>0rX(ZZTy~s}!sy;lg!;l#}=hev?r54zS?$b%p6n%RV)D=d>T+`a7 zTy$_M&!DDU3JWgBRSu*h=^W^F6Rwo?B&KS)*pd+jxYK@pC;k4D>!Fvees`x(dZ@O| zSC6mW)dXhjiqEY+jfs7l9RXgANVC6clSI;#A$ebix2j@wVSTFp4Rl%r6-Tmb``JSU z8E#R8Tu_xBF)i{LO0jhsjEj0 zT~k@6yhHhUa1$qV)xk!&@a+39#i+usEOq3l&w7dktexkloXC2&0zUPt4VBapOh#yOcX-Cl4;{e$R*2iL=TXs0N^bDZp4W-6^T$9BTT-xkAf}!|%O8HrL;X-G7Gx*+&`Q zLR9!Vz|bwk)1#vidHiApkQ%qoR0k^AJ@NwvBnBEui$+z76-0cj{_0hUwN6}5~#PyMhFZf2-k*)gVV;Y>>!K8vuiwFNoWaMns2y;KaXKzDxp z=A!{NTTeJS^5F!`po*dEg4jv5;1s53v+^6Z6uHj?3dc!EaIGEtOC#C+&n<_dOB063 zu_TWkjTo_qAAouYXm!*dDSdt=UDde8=zlHP>{8B;xfvA@&E*u(K z?eopPFk{X%Hr+Oxn|T)LxI_sK*Mw713=b-$c5kX@Xu=GbE_1o;_pE|=yn2&r3MVl$ z@G(2Or}*3sL8!8lFHYXc*f-H8C3KV~t<83|T>_%FV1g^_Sxw_;Y#h^+6aFxrfO~z;3*Eu+;abU-h|}-cb7urL~$yH|=FNuTH+W5i4iv25!XLCV!}8 zoUnS0Sx2DPP^8B}nS5obZqhfMH*RPU&;Mmelm{`fm?+WI$T$fQRTrs#OzDgKHPjoR z+vFGFKeuA(Vw=_RxY0)kBZchEv(tCS$e5?!0$M!8c^!HU)UV)hs^)6rD<)dVxta>x zKxr8foi5XkWZ>Pgaal6r;xVS3J2A^b&cmR`ABeXbFHPAFVV6ss!6R2q3D|0_m1a6C zD)Xz=l2%c3p6Fi(#Xbw}Kc0KC6neuL0;Iow;ZY9R$W$huYG_`(VjC7lC$dc6{50?q z-eyyE7>`ey5AoG8iR75+=ygfXIem!>_5m)xqVX)L_mr0^LGv8@3FaohVpYFjS&v`E z8zKMLEHY9&t;Q>|jIs&xL-oB+bZ+b!P~HKrpOV(P+me3blVvtFTKQ-{Ka5)Az(B9f zrydHsvWU}<|rLm&Irq!^KOrIaGgacB?$nV>WRa7tl*!8bVV!IU2X!L zhl5;56YzKa*w1UKZ3`U|OX?U+A5n^!-Py{$S({`m{0!#-+xIn?)P7J@@%bCbNAnPj zZ7LI$ql!BH%N9yywBeK1TSw57>L-v(%fz8~8>P|*cFuifZoeUNJG#NPvLRlW@-VPl zzWD}I{n%}LpYR+v^MTzPs#gb`%TRCg)hwX^mf9eFGh>Zqdwx^^43ErsaN2U8D5Muq zD_u*E;pmZEbnw|Io4ljnB^yVrC6#hu{{u|#H7DE=jMfB)$UBo^4$61W4VoTU5g%jK zo2@f~?p7$? z0JC?Ut?CL$@a_i>nzeOkcQ0YA@_^sST6{J%P~bMSeBi>=Tk^A9?WfRGP8l1t#I@L_ zD;2f+3p`DOz6z?Mr=xo&FA*jUoR#mW#9AB?eBPc(80X^s=B2KfP7fXs{s@P#^t>Ba zhN_`aUJtVosg2>4PL%F-{-cHpd7nlp?V(CX3gMWe%wkt<^PrVX4P*H{bu>xgpn0L+-2E5w%Lt5jc4;%Tk*fUQs=`QFV zf6Kh*rCi%hTjYFGGEnXhh1rE~##w-fZ#n@;E%`PLr@e@!>SrN3&J*mjj6>T35)|B( zKxHQY=3PPW+vt#+lr*+Gssx;~8}4+l-(pIWeiT}}?ZhUR5lovo5uFbClC^jvqPj~t z=@!Gz+?SB1zgIKFA*rBJ1&fw>bZG>IuFvjJ@va`GEi9czEs5bFlNfnu=urjOS3O;r zV6TY1M7Oi~q%_6XhW|1ocEPTwr&2U8Hwi8rL8_i<7sqH1*P8-4m5GUXF0|veDFfRP z&j-|WycSIv7fl%M>iaQ+N(BQDW_1BIqr4a;sp$*6{EiXQaJWXV+t`$+0J8P zWyt={6u$p$KN6Nq^_RYUs{NKYy-PS+=>=tJ9bV&e#Z3XS!DmN(Z;Z>cHINvR&gBPY z+os5~?8klD!CYBF_3MngmmQXGax~B4w+0zHjqMA2EkySltV<}ix!BDMR;xOf(IVE9WF1fXq~PwD`TZx4@=eb+?0MrbwdJ)2uzRpg zZVXqH|dg(b{zhw>c}} zj)x|g25a-8AKfT3^g*cS)ArZCAPKbWOnc?{}7A%7VnR)$x5RzJC0FX{f`cZ&9~p13-Q`wWD26 z%0=3sDz+}MYD^piZizv=lFA?=cH?shGjJvPkaTOtO((Lh+opY?@v+_`G>cgZWOkYE zfB9Bxum3hSma;Fzarpcbv;VffMT)yEzSHts_$8wxQ~pPXd_a?FninhLodq@*{!3Ku z&|YZYipQ|cO_}k@g#w$uXsK_0krlc%Rc|5C`xvVBx{b?yU*upD&Dlnf*Y?glXh%yYMx*lesd-yH8ZV#U_Wh;m*OeL zyZ3d-MtS*aIMRz4L#N3-SDZY8eZfD@S}GO1MWt(dBk8hSC#` zKBw7246&PqZL<^S{M?TDDhV`5uL}8Ax~6JSk`nbSXMRj1)3l~@Dhw}nLO>^DnX{G0 zkk<=ttiy5Kgs?B3SqFS^!ETJ;KARkW>vKPznRS2n?dvLBtV*3` zd#7)Vi!$KFQ=+0In}mAS$F0-e-aM}S3CqtdRU|EG;otIsD?)>@BQZ=(E#tjDZ@rCv zkOF*}%zvnrj$?;Qg_jKOBpa?~IH%fOFK%y`AF3uOM< z0{^WHPH8GH5Zuy#bbfyhSLL3YBczjzV$@_b)-n(Es*|8oGUP}K255K;?YetA6OLSPPCgkg4oUHc4ix+1{PcS1pG|_?( zqInPc=^Z_e`|0F1srj4n&WK<|ay9MyVX8;sszzKlmYX0Sv#7!aSHOQ>L3#D25++Pc zpC`b7+WS$BDN(lPzVH~#oqlN@)!yP%bJG(c8t8s8k>KbkzX;h3HIz~Ev?cVo*r0{d zXj8Ct9d~WobFoyTS9JzVZ7zgt&ad8zjMDh-dc@STDX!OxrwF4uPpK*KgTfc2b@5I< zr0m3A#!A$}0w(r6H%H?ndgsYK%pO;i$sb<@lT06;3}VeKRW?4p&TCm*J>(XAr&83m z$r|6&JY+_Eg+*^o*w}9^^F{~95IGK_AkTRWccMBnK-8S~6Ae~BMAUae49%YU3@PU2^37cKv)d|P+3a=qMg zCoytaZFjEu6z72A=_>g4(QL|l+{RYZ_Udb125$|xj;GB|{H_tuiOUXb9(CS0Y!)>3 zGqo9@Cc&N~%?f_KWq7uR(eqF4lGloQx2Ch&o>R#pn;G_!h<>u0pGX5AvrBtVj*el) zSqil~W>>2B2|wIlgoPQe^#N2t^tAY9co84YgH zcU7*vZ>Ihe2l-DLOFpjzb?57Gxj9^Xm%VQyDFe3`GR7=fS|U9KtgNU~SMbAL zU28AZg0h7paocxG(^Qr&n`Win1}u}Z?6Y5AmB@LqM`<4Kd9)j3oYvOE&)0Lv<}CT- zl!t_V+tU{@J4x1h`2t>4Rzp3jO-@QgTHkfKf9~FlcA{;yz!Y&ZPlq^KO|%BwbS?j3 z0k(NPl^WYVjE;rFkeRx9*+pYoMLhS>mu6{1U7~Hy3dC*&jgZTnXKO-2D~VI5CiSlb zd7e^`+vlU1u}+D^_!iySJKfqehs=L?+pf}kvX1a%oTqo)q-N6JHes$V9f7CE-=v<< zIS}p16)GG4w|4%_2hZYQ?i_Tx`D2PuBs*bQipMxY@cOT_NNB&NNjwdsPSMz}lNGX} zAv%9!jMoh&#LiY68hfw3ef40m!_r|ET&LKK*q~-rL2?&$@fy2QW`=KVsXGaFo6sek z+azTx3so^R4Y(L%!z0z~LVQ}t)LLu0;e^Tc#Dd^;W4@>a62fK%eX$I) z=4rWRKNFj|kybdi zH1+lsndqy>YOOt-6RDM~A#5VFmeX+RSq>s5hP(ovx$be1FGvCyA^VEpxXVf{_Kcgy zGcQH$2(v#Qj+-s0R~m5cU>#?eFBjTX0#qg>9lZ|oX6%~WaR zHp#XTgsElf_c7BXLjhAD0cL=MUfrTvvjDHcq#Oqqd4kek!n~?3V*+CMf}5eMb=_Vx-Su#gW84K+44LUy`LNKA71EN6QtX}%;X@jO^e zC_q@iN07&bhtraqkDr6Zh>b~~kxrGCN|usTgq%c(0FNC90K`Nm!@wZLKqE#$1|VX< zLCoZT0O-3t_#c{G**Shh>kvNXSQiA+lKm1(8)_9jf>bivDhw{)a_Bby8rcV=onz|7Rs_4HJC4{6meVW_Puv_nGw;F;=p9t7Ac_*nUx^bD6WUwG4L(A z7Chd%-%hD0tyeGl@V+|U^qgjY<~W-Z0-5B)pr7!(B`s`zKbX#d=T z!4p1&m#MeaS!(0+q$7;)BClJs+30?${k=^BMmzLTzN~bZ++D%b{l&2~pj(66z904E zeB}(wthI^1-uO2bLau2S92MSnZ3#ED%N3iUC;N+ib5MJuiC^~TSGh!4uf1`*?Xv!f zz0TA(0@jc55n+n~E-Smz8{?%d%O|~l8V-wSUh!*o2gtmA4!rJHABmVfhiq4x=kF<87d^y2pf19(w#G0L6Hd zcg^_<;|Et_`f=?vPhVDzfz@xWFeKOmgz|nR+DE1yKH3Cv28(CTSa+-#r>?J1pTP}c zFALEJW+JsoMF$rrKRvsd`74}8CgxZL*vt_1b-ZOH~rKY3l5y1X7nGi)gJ}X)XinU!kj_ zLal^(Lko9duPkurKR2&X>#KzLEYD|(Ym+P&P{)eZ6n3VjTVp^-5p%xE;A*7cR=_QR z5B8>CIxJy85xjP07FMpEPDX4UR^87po`eZSeSJF~C(~hwc4ZDGL}XSt*Y=s7x8p^Z z>ux#coM#HiQX*GCy;%_#4BPalp@a|LbkQ&9;XQ~VRmVZc=3P-mtKC>xpy`kl&J>n+ zSu7W?H{EX+u_!i&1GGO!Sju_HWE8e=7)gFP`x=r-7V zH<)y^w=K*ft%e@f21x1eN75E+F1YFZE{UDef=*FYO3YHv)y`FqeYa^Gv0KNTKbw6% zMZeDr7+jXBy0l7*p(!_MK`f6#n9R!9(M(t5#3H7cp4QGLVzRSV5Q>=9*-vGg@ou|! zB00&+@GrHI`_568R65`BOhb1aGBzIaZnJIDzuLiZKO`9C5AX8sdW~{Rpl}))s#d^E zVBhSE-#iyyQB;&u)QVhS>`Czd6TU%jZ)aDkR_7`>Q-X%>6xU!46|um4{1hyX9=R!c z+b`jh&Na|bzN5^-L9gB7prDfhqs{fAM`TMygj>*lm*eTu?Sd~AHX14e`4FY^gZdLg za-fj(ahyVtY2x5gZ;2QIMDq7B%dd&aduNqWf_eF{f1P5*($i|cgg`gLsfC$@-FCdkDRFN&vYj`t>w^=Bdo6r z!DfY%bzTmm-6*UX22A&(@~W*LKy@(z$cEWxq90| zsD2g)`Z%K_ziC?p$`@Py?#5}d{Dz%K_>(Sq|%%Td7b7#(# zi&jT`jY+qrlUiWT3d0xYj=gi z-p3$2ILTPa1m{i447k!l&Or?w3F(qs3GqyE59%V>y?Uj8|D37J$L7DvPphWH@wwvD zEH@pEvLEQRefw#%IP_+cwyIZJ?b((H*ya5mMD^X_nMNn6?DM2FhIK__sU^7>*NY(_h9UneXXK9U6f z-Y*t+lV5h1wAM$OJMT=R=KPz?J^UH$k|biZ$MU_@N#YbT(-hTIlu1QLB7jwshcacP z+x!f30K@G{1gS^sYiEwICD{&iSyDdU--$IDzgZRy`=bECoB^4Z&=2fxYwH&G@r@7t zmq~t(%Bsl2(=Ry#Y0r>fRL#{?Pz920>!eG=RvU1J0YIIQ#Q@^~)25IXqPTV0dJo{OvsCT zW_xo!@7XWkThG^AZ@G)+MyeKRfRt~zJs$e5H`idRq=$A_Ipl3V!l@_XOr!ie=qdKD z*5NIj?_Nxu!iq8;|l4oSA(56Wdfl(;}qT*?N9LKfWqnw6Rf&w`KT@v;aG0Rn10S0Ey;woZPh1)R z`w}jNDxZW0L5OnmVwmPlPl#1+r;aT3H+)&-?*V8r&JaJW@gZevG#<5uw)$LQ4RH{g zdo^h4S;JU8MBNN%xk+xg!9(0T=MSFDSe9c`x8yT~@Rg)^-(?KopvaSAWns~4~OFX@=63z~0voLvkhS_yr9NP66ADs2TI-~AC5H{I| z>IcCVlQlPxpKdzErsl>(I3a?0yZj$@Pof!4tRusZq?J)evo`QYfHS{T?9yiH->|gxvzOlJ-Ye{&@Xd6;vzz?2{IZCW(XJ&(oKO@0d`9ey_D zdQLsJ=05+rAN?I;TYqX1_DUn(HunwI(931azc5>m@DkN!(-qiO593{f#`a8lvnqb) ziaItU3t~UWmLsvrt9bhMeRiolcDUI($kuN!j=Ka#z*6l#=r$M^Fq>X9K(BUNSag9{ zx!4Eyj=#31c0V0{D%L@E5Kvza#@G6OH~-)$w$7KN0dj))7#bg^Ot+H&ZA+8Va5Icq zMTKFBXv_5;eWqS6WX_GC8~GJ2gkv+R?uc$C;6Ap$3a+>t`1oMHwK~nBmGzsM1=ZUVr*~W|`iK4B*W@Udkf;;b z)#t5)SUqC8i<7b^h5+?6`fC)2T|#^r=<~a=e)j%a)FGy87fX(>Gdo?vPdIaP6rEKQ z5{PXAF*?KDIHjK4@ z#!hIPn1SF5Lh=se4%PyE*CioV8C501UF}J7jO^>Yt|#R79_6fZdIk8C?1QTkuRdXC zwlj{a=|qVE#t|D{2)-z%$c-e3uijOCvhf~%2%T^y`hqNZ%tUu^8%vlZ+NK++PLW$9 zA0UIb;3tyxRI&EsM|_B&Qqm`I8Us=<9Pa3t7F2(G8Y9j)Mh%UPVwr(204Jq_ZS)7&BjVCxR zy^G>zx=gYZ2E~bKTL4Z+>g@vR%$^Kb!ZJ4CrdVPWD`Qy8L)4&2^)}urJugBfZRH zt8_hGb%Jr(4#|oQyww}uy219^b$g3T@(+kB0xR2!~Nv0S=5OoUN)?#rU;u`BvQ?3hb#sgx} zw*>A*V@sUr-M8(uarcK-Y3J7_;p)Z~CB2gRPU?;SG{;x@t?cc~kMq+C!Y$RTrho1< z>*sWr;JdbO+Aj1KyRsaf^kHfR*0qN%wP|&mx>r}ZZ!(rkmAiO1pcm(~E|tDf@|29g z81}a==Ejd(TX0wF&ZjCuJ`cziRj>N$xq$D>iL(Vs$@2!~Ib5+jjvo@gmX+*9IIbMt z{Ev|EQSOpvtTmFg?ctmFO+kcJ+Z{hhxO4TC>wvdDgg!m2KQnD#T=JpLaHd#z=ov+M z!l8OB(S7LTM{szTR|&3s1@Lf#<6CKl3$b51y=)l0O#CG%*Ez0vkWYQ$X1jr{^Z-dW zu`L4tGvLjxAN67if5@-vjrA#M2p=EcJ^JzA{@-JjIOguH&onUX|BW%(gz%@R$h@5* z&f)}_U`xy%A(QI)(}cm6BjH@-?`h!H>N&_G8_nO@4kmaHT;goyiF${MOEyO@^Hk!g zsDI0(jR3k;vnA&%1Qbx(jO=dCbSJKD~NYtB!GWGbF^4@X=*CyX=$n9#3n-x zC!qq@Q+FX)@~E=bF{3!d%p}tj>(lq;%ZQiu9lCpQ6kkYF+nDmL!^jQb{?fz?h}yW4 zJlAdLFFh8S0_cE(V+D(BY)hn;_&m2D!emWJ)A&kJ+33tUC#(lB1EwQ#t>^_(C*|^t zLev0MAxo5nCkx4hLpR1^>HA$mtx&2UtyC)!fOLsUAZJtsu9Bo!RWZpJ1Hx-rkfa3trrke5&7UUKykrim1CL9 z1rSrg1qed^&|kd8z1{4)SG0622tmSO!6#i|FjKn$L%Jg;Yl8`9`|Uc;xEJ`K2w*{G zj`{txzv7ZHvJM5YAXCAo6BimzhDu(uN{-3Q+WkT}?N=C_Z>q7I{8swLDTDRE3khTU zd?z!l=2vgnYRYXoks#<;;Dt?`)@6s?TIKaEA2cn_Xl;V0C@TsR{j7VWyOtsxu341pb3`(~P(?DH$um;;0#p5o+4~0yd_!1JQdD z-1Z9q#OMkFpfok#Zn+bMq4DDP98PDV*sqnXWkJ93vo9D1Evn($+pQHKLF7gog@V|q zcPM|XZg>w(ZdS++wl?M)Dt~0*5Er+3Q}Ps95{(+^bpwkRx8A>oAD^9Fm0g`5%XRwdAio4)(h;OE zAJ*qyJFPlnr4C5Q^~OYoe~*=Q^Y@|vg#x`TiI9>@a7M`_0d2ei&xM!2-8*8$szL)P z5d(3v^0}EUU1>TR0$qDKlqD6C42>xfOc z9d_aoE-||~iEyYKSpg&Sw%?#&@R97$%zL8r7sPJqWuoF^a2hJEYt;G=zG~z1duj#s zfE0t^_FbmOiM$#U)Uy97CkR&Rz+4mnqA<)soGQBWU8JcKN*1~#rCcgj;)tvS z=US5=jP~1#Vylc!P%Y9u#9XSIqB*k-xWLXfXh+u^I(eEWEZ2v3wFz$C@lXtmxg zFfQwJ@vEEs)D7OLSyri;fRjG#K2H^?IG#?c_@7J<7w@_5QRd1AmgBk>~uz-vd5$1>LJCc-K*x{BPOeDPp)L%rL7WMWrvJs zE|o_G9AH@M)ag{qq?u7Ug}MQK8d4?%QZb%(Ws|EMs$82i-KX+|{51l6U~n&ePvcn3 zA(c&nj~F!qJx|Gpfg_T2M1D>dyd-)-{+#F~{Z+z1rI$%Hounr9d%^Mix7?iPS+}cK zj^L{1YlU4polIJ>cFAUe`kCZy>FPz#lkHPsZ%=QLUp$`<0aiKW66l3VJX&K_bpo#` z!MZ$rBKO4h5hABrEaV38MgG>cF9)bcQz&4Pl3CAjz2;Xe;;>p8;2k~t@Vo{GH!bTAu%H1?8QS@Z- z&Dr7*6;(^h(3S^CBxDZwmP%sGaccISuq$xOF-JTLnV#*=_%+YK_MXx6an=V!J;7t~ zX84v)q1lU5Mahrt)1FUOCrFmz`#hr#_&e)S0E_!JpK;F+tq)CbE$V8+m5ssH3m-EUoIFed z>|1U%Ea_;9XwlJMbUCbc%r~s?3@@xNjNn+$VmXZYZh+U*aSTG#dk?nyXB#~2Pjas7 zU;or&+nXTme6H^MnnZxX%RO6|AO zh#udqIjx6s+A}W?10N64;Xoj(#~Bp@Egs;Y{4K!&fw9M=6C$ku9!CUSJBUUZ#>;@8 zJHXTqzncH6a36wU$Q=;`#ejHNkX9xLHXT-(5WjSgfG`kVocDyD>h?`;Dt=}E(IInwpQ$xP#ai9Ab?ST{NK@fL@_=CTAq5&Q& zyg|RuLa|-M0ZaY7PXh8hkz;c(+J@BlW5hgx6!)mPV)jpgJ@H{R4RE;wMo*&rPh&tl zQDk>C-Jzd%K%&VCVO~68r}w{74@A2|Og*qb7$Hqr_Rwg@syyIm?zm8mv~9w!8$gx@ zg}VhOl7%XoLsA!Blf@=2IBW7#nj;r1S!x3Ros9j zp}7RxEdV-Y-OCfBO$xhIM3+^BU(fh>^R>Jr;?5X(3kc4rGAd&Iip@Px?DuWEgHtSu zPoIMP3cWruu+M&;67}ZkpJ;l>VKgfeZ2p3QhRO^i%Zz}EMKe;IOzEU&b~K__lQ}C} zXM}bz10D@>r=nVncBaBw%zCHd-kX5PnIg{9^{xwERJ<#;mzFQEpLw5spFvz}J_yUDA%RMt^RQTGh0K zuV`6UsEP*3lS;*;S~}s9LBwpDI+e;< zTTVmnY??cj2G*#6K4GLuENz-Wo5pVPyE<95QEO#fOOxW#G}s2#7p0RfOKA6x**dZI zBV{*l+$gtc+EpsMX#f7TF zBEy&mGml%_Rgxp+94YyU zDv?skSk%(TIyVN<1pXmMg%Qi?vj;kjvqhOT1JF{0qUC;;|Ktt%PJNuvp8`mlBbw zA`+>7D^;MCC|X+y+g9L}D1*0@!7n8+RiL<*(j|-PR^Ygn*<1+nR$x4r@-3x(DEeay zfLJ2Jl@hTeht4}-3zAr(#*{L$q>j#eWD1~IBFmOiv80slGiS;%TaZr|uCs)lEbwH? z!&ndj2JJDhDcf7TSd2hf!gK=-{ zeuMrFApD2wTf=~@QM|1Y-mNhZek6o@$hdn@`Fq&e`=HbXrkPo=_~101c$j@OJ!eC@ zLD3FOC)VOzWQ*%t;4Ly0Ts|tNiy49`!xS+H$bweDsAu zEs-cIMnElDb8+gzf|l5%6(^t$jYW#)L#>Ea%($gdZN3t_>|Q6Ls3lWv6MuTa=E-Me_mH6-?*)u-0j znFe0jp=*%bk|bA#+5)wfto1(tDSB=WWLqGAO=nv~-;mn0;J(h!X^wKcM139Rb)DV9 ze@)%Id;zmeI3?ka?M8f;JSw~4+;)Q4@^hcVa|+u=a$mwb3?Za0$5eqX494ud)|<;A zOufnUGz-);NliC3E77!F$%-+nTDN>j|2nDXw2IA2I%(!K-(e+4kDCH}%y=gbhp_^M z68y?%+-Am@UOj2-F!N*J&(NQ;bza>n`+N$(Um)?4kw2s2Jp|v1$LTn{3E@6>+LC_# z)8p2$uP~RLy9o2AAnhqqPq`KfYc`&doY;SyLH)$TZc4Ttt8M&}!ilNO3A=3{cIJq7 zhV8hW{q=N!CtLi{BiF{rlWX>*gC`H;!AS4Vq$gP20c&?G`yKht;HF1d#G&qA^4mjU zpJ@4eO~0_+!`F9VzPwj!{!{w*!iv#9>eQi@Rjs-y5MTha zZgf%#Fq~X-YVEEuD6%2LF{at9WZO||W0lp_-dt&bvmx1>YORl8TkkJjQ`!7ey1vpH zV{5&+?viD=xe4D|G~JwIW4<|JwqDzsb#2%5n23MV%>DS|E5mmv^XC7#mfKo~XYn)X z-)k8MM~$ zS{oi7&O(KrX+$58AH>R59dVS=vHm_i)4iROv!0W4`_F+ibY8G^eTdGxgEsB-kIrvv z2SDwRYX=|uiP>K&_EY+Hw6=Ztt>4}b1UHjko`?v?`#cL-mw-ETuUoHMZvxLekEkB{ z9)AnzU^f@47_D=r&g`9n*E0vaiXzu)xh1NPV!1`ECq`ePyaoPq{ipv_ohSQ`?B4v; zCxVYet$F`*8Y@}bazIPb%Tgeh62*m#ZaIx>(aln@mlFMjtnZos6RWSV@45Cz?0=P> z-9-Uxkzh;6F9BgoOt>;6mPEheyfbrb(V}wz&Ij-8$;5KD(D1BJ7Up|p|vBc8)DXuvbLkI z?t5(o;5ee#jRO92rEXh++>RJGqrB}Huls(mV<4D;5RAwOhN$?X7Cb?W9;n8Q@P~}R zDEFBE7kTl=P&|<34Y5m&!Oe`&b4QueW6bYybH`vjkm&bKyMxs4vHyd~`>s=Czq$k2 z@6pkXkakA7{|l^q0{ZraeL~{yq4-9Od_rgM!Fq?)-?071`0rv|r~foK)$m+)ro@re zIsjJP22yGdy|$EYc6D5I({$WYE?rx+HvosJuDg!A%e!a2l`Y?Dc8OWX=pCwdNt?&; z9m+R}UB~zx>NiQBrtLh0Bu9c+R0tE4o*H74BurxXDGf|=qm!T+lyMWJ8MMkKl{|Fv z<4F(6GD+u5!e)PHJ+*QZ)*q^QC}t;N9tyij=_hF(D!a*@O=_o-R!w_p2$gjh8j9QPf%KU30VIu~ZZDRb4{mU~wIdN$&Yr;9>6=#@at5)FUu(6DG}9@QRD3vXG= zBrK%W7kbXEEUc`ws_d*R*ik1a&#X+Xtht~hSXM(=2!2LfmTOVRQ_)qGUsi{ELhvfb zFAcjy@+$sT{3*t+6sv5oD(tMZtL(Zc@Tx4m5MGvcRmo8?UmjszVV+?gkSiEMl@+H9 zja8x@QRE?8t9Wtz4DnsyGc8*`cMHw2G+!^fW_D}MF+Sb!d~xO8rK`7JW53pRE1=SX zQLev{LnxzA`E8|uXO$ic=K{_dEW63Yt(#q2YV(!-Jp-iN^&$sRR&=hMm~>T~E>^;M zE*E;fjcH!ZJd=EDZl27HZ6%C%7uZ=Ekc6ji9$B%=vnb%d*e|ds!e0*YEDIG}0L&61 zHiwxhp!|lInbFAW8ku8W>hzlZIRmoTx=?Coy1TR3ToY;De!dAgE71<)KDEURu(q^% zDak!$nFE#+#yewKc+45~3S3ly_{Zp=^hiKlA}Y`FoOUMJN1hpXYHYeR5v!74jA^E_{ z?@={}vdy7y2zoDT%P%GMW0amzcVd@ZUTnzAFD^dA@+!|RG(F>9*PRZs9A;sOaWq9c zo?sqNvCcpR2&CILqnLCzK?V^Gms2dYn^VySAB*wR7@~z>fz$-H)Xzv*fY^k{jtXlV z(AY3jZy4${PmWu}HO%uB6*+JKA&p8TI6xLgCl~HR4r9`f2;mOnu#ycjN-()e1*&k^ zfx05g31SxugPRDYA}wK!hc=BWp6>tBVae=-Ro|;*RE0kh%1uz^L+yt?g zpB1WD>}IY3rI8kjJCzzv+HVo-@m~~&%lLSruA_aoJL?dh4Lm5w$(o_X z{pA1TnUIzmjq7OGzmCAVSjIz1$qLXQBZC6qh~weuCl#rijkHx1yw6DCT!afKlv=JE z5T$A&Z9OYSUc%>cg)4};zou=%i~XNm`nGd!U2k98cfW3QqBle;SQ1MYb+qI*JySa( ztU1h=I!1or2;EPRJ__a0a!zS?hA-fqQ&`<{;0%*~iwyd~D-K!`G0kbQ z52U^F9(b%~8J>xugQHeconagE_pyW&W9PhbjylYF>~-@De@ZgK%Yx+`)1r4b5c5K# zIpa$hS-=vHpQJxnbIfA&(I)YzVxc^oeV2Tqz!yC#L)#!29_oBR+&Q)mj&P*LX-ip- zj=R)a&s{smGk9W8?|8Pn)1rKx$T|!idGd2J<8RFwJ~?0RkrIeIkNvXc*>l`S=+iAV z5^z8Gc%|!{sEJkI1^u#jPhK6RbwfS}$=*?CnwV>~M11*q1vbyoItM^F^CsUfx5h6$ zV7$)p`6kNVNw(~&9B_K5aZHw$Op zWj_%$DO?vd`#n2{;pI+P0{-aLp0osvIq>~WM|hCl0;VZ@NB)WVnOJ=E7hpSz39MC%6|{_ zh%RZ&329cy4EYNgL6OyDHTa_f>i8*@{KY&RaLSt z#}7TX)!Ze&3ppo&gPq%G_K$<_i0V=1CAB-i<=O?$vFA8ei-Kw9IByY;pf|t{BRR}6 zEWI3dNYVxRxjX#AG((^yGI)!6#W@V~SmQdIy7a-Ov-F5?)js^xK{<81-|+8ZQb#U* zB#0v&l>x_+aU}A(zrc8j)7`o7QG|*Mvaf7Q_cnf5z6FsKcYP(2N>gHJvZ=R=Vjra* z7-e51OH#XsUZzmj`4Qc*bc<1IXvVmc4!N-VyOHFg7{TqqArHufS%XCyT;Pi+-3m9Z zdT8dBXs$GpE^^v;Jh}Fu5OCXKo(80IIzmIHOr%{T*7+-%;zXjRTNNO-h5mdl$Z9akr}lPB#d3~ zh>xc|zyJ*T#k?oTT4pzeJWs)Z6Rs(bc)sEsmw5J()dlEI9PU%xS*H+@HWHH)DBWzd z6eIWDXVKOs&fsr&4$#8!dzgikf23S##^w}%VW)V}&`rU}6YB?%qTeqVW)lqA=vj1I zGl^P(?$e4b9)s9DQY)4|QRg$vo;@dpn#nL$wl~-VU1_+&K_3aW;jH+uobe!nb**YQd2)|Eft7}(&zR6OyHNqJXMn1 z^jdqUozzD^6$pbPU~}{@@&j1OI4kltk6kF07>>bP6jWH93PTf%rqdJ5=d}QsE$$43 zq0nmOb+H9vwyZ66r39I~Z}hVMLW{dq6ZkFh(2q{b`K8zt(k!f_Fn@;n+tMtMmfMXE zP1(MSW6FNLdNB&XnX#mngNrZc|1%s>L=cl^(A9QQ5`bYLJw8^_R$`hnF%au)EsXhh z>0%;Y_4%^#+-P!G8CsHan58Ki_?S%G8rt?#00ao>#_k;nz1o35F53n{t%mts^D2dY zHe(Ku&`Gu;HqH4twH82|^e+12+(9{giC$G*4HQlzo6$PvUhpSmn)2q5qnUSY(r+!- z1#PSN-BGx_SxoK~Y9w_aYiNQf8!sijn<2&mOBx<(dc>c8b*Eq zxM6d07)rBLRMW-;{|pAB$Wo%qb}DQ|D=DCjtY@eQo4O+ybK5w4f9Cw_7nQkAv*>CJW5{cZ1=`2=yu$a4@22Do8UApJ zwni)eQqtFivL$37gBL-CNA-7)Re!$K)s&5ov6*`BbCd~|Uoou#RsJ_}HGX59ks1R2 zz*yx>_ZA{{PHh+qYq9wAM*4cAhB9yF4wYOu%15NZliU9ARFQU5^js^X)ABgj8fsAF zCW{@w{?Xa`ILM(aOv1JXx(xG$Raw8sr-9a#Zyr}!pZ#8@IO zSvH;t3<^ONCs^g6dumQk8eqUj|Bc^99mWA=3~Pt`TrQ3~N3OBBD@lHqJI`cdZ8X(( zCjBiD3K)kWV?x4!1da$1S}rh?8~}fwEGJAzN497J=^L*EJq?-;PtF$etJ#&=L~BEC z;vaXEOlmu-ut7z&=(x?(f6+%V;c8wvcJq3BxZAUR`)Qv>CZ5U*niWcu17nrrTv^n9 zNLdhFtLio^7d$(k&4e2)WXb{!43C{7CVljskU;5!hUw>P=gK*vDiREv`yuYmt7NN9 z^Gf3^gWj2`%}8#%J{{ZI#I@mu2^XAj;ZSt>b8Erysb~ZzH=W1%wRkN-6^B6I`jAiZ zo&Zb+?#LVhQ9A`9BX`5j+b`1_VQxf6xTQ@Aia~_aX`f9>ZmFH{H&rp1^0F9=({@Gj zm!w-}CMn=_pXV%KQ;-CC@vqD3b}gS@rS-@*-4a}SAIQYtlXQxcir|m{xNejdnJq@j zC#py-3WFj!V@S;{Kh|4wm2<|52P)#jd5H+tKG(D#m7vYxb3mEFsmc^G9`+US`wNtOOFRp8>Z7* z7!sBl0kzNJyblNCMy465O?59OUmyC%nZ%*nxV}Ci1cHH5_4Mh-j5QKKfF_$%S(l z!x4bQ=iA^Dw9O#IX8EU@`zs(W-`jQYaJeTamZ#>g=(mxfA2VN9qwY|N@e z4w*1lgO`!O+F&wh9#JI-qum3rM{Q#V5z!Ev1tOt!M>kUN&;FP&md9Qev+7Pd_D?|N zhhE1!XTmaiJH+*ZtDj~-k2?3Z_guI!i&3l7w7 z4asK?pdtCF=zdC>>11&VnGAnDNdEcr9TWPvO>hMA|81&q?g}0g_X)c zd6=+nkrq7q^*_9^9T0mYLlI+wV5a*ts^|yuz`r0(bOl6hq>_v>B6N9t9Chw5WY1Yb z(&&1iASHpgUmapBFQos15t#DJ<|h zO1=)}F`MMXeeMwi_UYGgoZCMSYyEOiEU*P8B3zhP z>ifGLY2xN-c@cB9qWWkw`7MLH{$;c~P{cgFw4Tz3$>&0*Que~j$SgAD@3s4D)a?~Y z+Is9RQFhkg`z6&*%k+}hLGqGtml+$EPF%_fO!>K1MasS9liP}0nYSXSDjwU#R*rXz z=fJDEea4UR8d+9$^?PrX(C3k^u+GRuI$Dw0-_-aa5lzEhm;l=9x zC8C4BSL$u~(|k3&!a2NCMnmcZ(Z-RfF04@h?zE(#0Yke=i&1G1FBFVb5S6njunsdO zkL_|c!9D5qZefKjIzN`2;C^<6Gd@2QuRk#Vm;N?tX#Ghk;XaJ8rH*2|>auw! z%p|k#7ndKWOlg;WAm=%wDCedpq|MuYT4?^Py;v!A1kw1M0v=o)R1IKpXUEWQlZmjD z!&Z7rxHV`hBw+Uz1~SsDz!n#(z6FfE(Z$xo_ipK(EKh&qWo>yDu_o%(&y$0N+RpcK zy@vw-2v6v5H!Y8op?0t7+aEdFe5WMg6*yu}pf5iz*>-d)v^FGBR89pPFIZ z>gfSj=Xx#(8fOO|_}J-zd1|)YKbnWV9%V(Vj(wR?{Mi0~8g}oSKb)o~LfL8Q!Vpn^ zpP0g_gI11oihn?`tYN0h^ zg4rA8NW}sdgIj4(wKE|WBrcZ{i%GW}*w(H$AZ^GtT9*K(#i5Gy{to-BM5wK7KRDg# zdhNvk-GzCNzk7oujlUC;kdQIT7C??b6apqX`3;V$LM>DbU4hP$Y%(a0xKKf005n1x z{5w%bFfdX@`YO734N0pkP^)6)7jsH;t80Jku)`;}_pL7LNDy%-@Rkz?1%W&R$4gvafg__xN?NO!9GAz3vk?UbJI7Uq?&7e)KGDXs3_I> zP~y{CLs8Ke$QPsEG$tn@qkv*XZa`t#;cUHzi}+SHYJP$w$cOjX6AWbqmEu=43sV06 zcL6ZiD^DMMH9s^xflO6hU0HZg=~i&rh59di)Fh1A<=-$0e>l3e70sPYp&p`7B2h8C zVRm1K6hcfUsC|~(_9r&bIE!+5J6+B0Z3oIG)q6D2dg}bA4>ri|@38_|#d8q=e4Q7= zpMOG#mM8m^nTRas%Bw4$nM@N(5YjtT{vPN!$2v6)y(^_|=tue&SLsJX*`)|vQt zR1y>37TdFf^3@Xhjef1IMaZPzuiQ25NHWa9l@tSdsU-R{0`KCHC^?`jr zQGtjI>H%5sTM)_41jhR2x>NU*vm_m%mEA+o?KTspy9_LwGAuobgh8y>vMG>f}0O0>a*m$&|vy^Z{7$Gv@cND z@KI2c5H>>W_Pk8rB?eZ5UD$DI!f|3`afrgdcOnP`+pw5c@t?;XSschz@MG1m_8#Y1 z;*q+`O=87pEZ;=1avuE{it1wle(pK<8-3kRgJ*S=znlKi^y`q=aLizmcX|A|7CKc1 zu#aT9oo4ciZ`x&FDVa-5Y0VJ6Y*jptS}T@hJmeYF7sJ^5hH}xLg%I_ssH|D4;vFm1 zSaRZfjZ8B$IL*b6&TCKuSZ5L`O<-P0txa)1lrcK836l)fG4k0+Qh zlDLZ{XVq>0jL#|NJX>W^P9Y4;6tXWHNlbM(w;LVzd4EM_>){$RJH9pXN6Z?R)t=Kf z$*wuBAxi)Vrh4keS11~0apk&=3_o}1*yKu#Qb5O{tsf&7yy0+S>d~AB^P@I$g(u(yC#!nj(h&TJi77l_2qBl-lv2KaV&gc2~ zKSG|FDmQd6!k3{n5hb#$myOfS(Uwgd=hG<$Xs$^jJXg9CStI9mJ~HEOM+;{k7hmsE zVxx=sF zyg$DvX-{ZXk}yqvm-&bzj-QOKMlq@R>ODZF#+q?Sk{PcziK4L@ceb* z{M`ieocVWs;|qAlb%Ua^6T)$ke!m&93zbWcPxOb;{D|8ZNxY}*!23q|QdL@jSii$R zH`ce>l-UzJ@HkQ=1|QSJUPi83!0o)XCo=7NFvnJYO{AwL-S4ELXz@!i<+dk!$9sg; z>SuGHdstJXaKqnMl2D~apXCpT4tfpWz)Qo{7s8hb6>|8zEr~6R+cGgP=zovAr<8>K z8p84)KX=J+UUCg|@kVjVXMYb@xtRL}c%kg=H8!5FK38aO*+6E`%c@3-`|@@ zVgxt+qb*1F1MbO0?CBqsW9+1d|6Uh_oVYzny$|Pltqmu9mK|FhHTac!K!aI?c~tWD z2UlShS=R%$A&QV70T_EIcarw*Ee5LbW7 z1pSMdxZH3~A>O)Rg1e5Uv!lLs9oFeJ+AO*qd1pB}aj}?f zc$}qhH|}d1X}88dyEwfILbTo@O+({@^=gVx3^A^t1}!>-;jd%P2VadD*ir8DQ@qn5 z-mqPcZLdDPeJ?#iC`2J%+&a;1tiPU&1)caewg|;Ekn@IJwCKdI=~ZWqN3_j%UVfs^ zCy=#Ev!D$qx?iukUoLMq1p~JrIgQ>tj;kO(W?wcriNHevoYSCR9|rnJtAdb20Yi`< zrk(3S6*QMz?_>Nm!Qy?S&Ivyd38)HXp(mo$Xy~z-_(aVmP^5kxBp9Nq)W!^8mgW5= zt_m*-AO1o!@P(dW>lo3dkwjqn-C&_iRs1XL31ZAQz~KJf?OOfO;bAaY!Fu|XH|TPO zzuio)3-l1GJFiz#N@U@L%)jS(`Z|=V$~T7pq7iuc%P+e_*xMrds2*K*lYRFYB*X8O zYF;tJWpCz*yw%M6dO0^kK&f_E&yCm2W8JIls!UX+s|K#Wj#ZlgPdxou#h?yPe%~+i zQw3GNV=O!_J?EUrvxD2#@5TnB&+FNb&{w|lZ)>R?DIeC)Z(n^elNUI9{ptpQ{V`j~ zT=w^y-cQ#9^s@)Y%N!v+iVb9b)S-qaYa6FQSG2iF=ND(Aef99NgOnAx)v?&tZWcMo z!QHu{`ekskkq0j`53iixhBN+=(Ty+NffN(VI)Kc_0*`1~vW+#@tL>x^#C74^o7#Uu zW|Kp?ql<>+`zh#}l+{T4B8K8tG+}!Ih8RaV!1rH+W zWP3!Qp4uQkC_D>j!H)575D=c4(x6Y^!QqGphBzZXnkYZ8NVnDBXK6Q|PDKkEkB@V^ zmptf&_J&L&yu%~xwl4CL*>q)+oSyP8WuxZUBMbFHxt1S|e2!L~1x~ytcOkndj~*nR z(Ld~j+w*j|wn~KP&7O_z^p^J-nN0?7D`z`(2OTFFo%QyzVf)Ou=dfBP5{R4=c?^#n z4b9=EmK2+FoQWEkjv0}!awto?q>TJOm>ukKubJeHU@sPjDbnOuq&H#@Y)dMl4*8)r zf|T^{@oN;Tr`->b;|XzZhhG^qE$@go-HW3_Q9JBf264?`t@cq|{tA{sdaS0C$+z>G zpn}#mihgk%TqMf2T9l1cKFKS0(AmZh@5L_tU=!vud&cMQnxS^a>h14;oI4+E z*cG?d#I9#;ELPM7tGtGXR#}tjOWFKcHMc|pWqU>~@i)}ejozzBWKQ`u2F z!&nC6np&8RM)zVE4TF5^mWlcH)p@)N^`37ps?wdIS76NjMa5rM(Y;m z{}!X9e(NmcOAf1p<)3Fbmyu@(NP&~(5 z!DRdLT+zM_oRd(Aae}o$zA~Rp3XKK1a$ANt1cx@9DPKaPAH}EtQdQJEYrH#keY3K8 z`L1;tTT6HuAfMOUn~pVEEJN@jxD2DLX}%fzfN>kS2DjAvm`7nLea0b((P&d^!y$;j zV7D3~kSpPbjwF7O-gJMy5rpLb{o(c0ro9~iKP7!by!psXzz}mDtEMF5q_3v%sjRWWWn0qUNfr$TWz*#CW#)T_0A!7Eh~ z=^m{A?S%L5nby7-h(aTwUFhM3Xl7}tFvVSUcPhnTlb(eGxb}iTHgy)tSewzVd-!#W zvg_ANdsva3E&=dTHGMn{Ol-^hplM4Cy?>U)Z?iG0m*Vw-oh^g?-Byh+(r_1r9| zlSROO+D7SYi$ZmiJWATG3_d4bw+EYA#SioA;1c~b_JvOJJIn;N^WxpNg z_8}}*znVT7jy<|eSe_#T^_vPCot&_)s7st;#HrrohYu=g9vXm4=DXF{na8xX2W9WN z@Qc~2%APo>-G(MBaI-RZRE~W|a7}rmuQGlUM-cyYq^S)v8>{5n15_&xDzNptG9t=W z8LjRE&_&O?3opP{ZPr-HcIqmz0^0~|rn*d@m(6nraGy`L(0RsA^Op78ig7+Rr23|d zyW+3UvMr+bakebj|4ev5 z-rf>#kMnXBsTJ&f`asf0BqL5Zd|)}XqB}>?4n@PSuZ(~bCMSG!$KP|rXNB<~#r*mZ z%$j=tb;V`1GH79479(@9v-F9pJ&$P>c0FDoD(<8NH&@@b;XSZthRY+`G2~u1>?!8b z6G;1Tj+e%%(Uex7Cnj}g{qyovKyV1$KHv1`wa@_5xjxCF0p`2SDAx zNgbJds08a!(5_n!!p)z_wkNqThtw(e`f;Dl{7aEH_zA9xuTY}hw=Pi|Rj%1}dx`TS(C+*A%|=w*C)V<7 zlKnZlGI5F;IY#=0d_IvasYIZD9W{T-iH0oOQ)bqEmkks-+G%icK zTGT?#%>`c)3kKc3shwU7v|IzT05k35^(`{G(&^irN-ITbG}#Bo3f}#qJ2_dTEbG}n zKaKxOdqO9l?oFb*%{zD|%^iwa#zMlBl?W%1K|GFNudE*Zg*9?@55a``PKvi4t;!%b zlNL9n%X=}2vd`?GCS^>?#VH+p-=4OL7s1y9Li~Hxf$RFNC5m9WAMiI+JCyqF;XjcZ zXo@mWX31cbe$PU(D08-V#o456v~+!!@z$>rX3Z8Tu0lfBjNrNn&3{*n5d9$zgPlda z3eQEtldYI%c;TGoTp028mh;-)ZjHHG)#%5~nLd@{1p*07`ec7j>@V^XEPvN=tW}$C z+1+zSeu#@`sZLrI_=0nc0z%!9QT{T6d2#zHvYtQIPVu&`&+h~K*aGp?H2m0TE53&6 z{TOG9VRw#{5tzd!7}^%IaPuTU7iNPUz%jN@pc{I72PL32i)BpY)b)Tn)HrRD;P$6I zb<}u`@ztTM8NwTx4X{NYZX_`EHMB!kM(&;IR`Dp>Zq6)9J}5+jv4cAnT$zHnrgetX zmdOnC_Z+9m00@rRfIAtInl&vb02AHViMH_{n7eH*;onJ|KMPG_x5uqL+rZ1pBK{Al+D{2mEb@_{@TTw{5PsPl_S z#BJq&eXjMAwSFCcp6_W&u_ z3JwM>vJ!2Ud3_V*XRV!}la2Qn3UGD(ZWF@Qaj&y|;_!S0x;)XrXWR zAou9#k2=}AB#fRedU>+Hm^to43G8Mcx^y6RS%2N!z+{H8#(yCSbK)Vp-+wYDnLIIC zS!P5ZGco*L06nO-T3r*ss3IAC(pURNTmmB^HO&iLmLJvc!l*E?^HdR?*T(bS#5Epf zMbb85YQLxiyb5(D)wa%)op(guyIM2~z`XZ#a#4P7KzXJq#KPSQt`R^#VDLWiwG2C- zrZgnb?uf3ws;OulU-tLBt?goX_&A$4AS{8M*iz{4km8NZw4mI_)B!-7(%TH-cNrFz z2JEptVL+{Z>$hT{A9zIx1l7m8puXe@_@O^ORJhL(7X8}82I_>$1d?Np{GniOl1vXC@@*|Brj(_K?T!mFETr#mpGPA{{)GZjI`xhxUSmo0|t4Vv9Xw?N8sm zX++;5r`06?!N*U%>cH=f?ls(Y&C?}RAA&?Vuwr@W@XT9N!Y%@+OjS7I8^n&~LCs(o zJOmP5-=o_Y)fya+Sq?pxxmPe0MB#w^&|k(pOk9q@W*ajl8mDJSdX6Y=4Fee=z)^({ zyer!0C})54dHqh}2g@jdY#0ON;sC-Xgzdd;qq<5+wgB!tu|o|x^v9>5-bZkdqv~?7 zcGHi*i(iBb&nAQJc7C=w7qEZI2Z-Imoof{YtpUpd7?7al>L~CiQIHJ|6cKS!qgAUl z;MHkSud?$Ra}&@ta~q`!nR`fQ!}cM9*XX!>?|7#r=kyCF++T_bM<#weWoy&~_-!1w z^)K#k(&z72NMX9@2|jk~RLBldkJ>+pxVDzYp8TKhwF`?zTQ-6rWZW)I2e#0#ipPa{I7W7{SP?YCjpO!q)xY zlC~jmjiLc?i%P4O?@=&;UZu-C^2$XuHxe^@D!BO4=n=y1X7YW=271L%H(^&@30xId zWjH&2@&LdKU)DrlEv?0q676+0pE#+A_we;L^b?c(OzO6kUjNhmIWIJB$J}|dVaLKb zR(?&I3)TgF>(r~LVm)WEF`4RK)&g>*##B7!@^?XZ&dVq&faEGmzd^f&tDFWPslI4D zi82_!ph}-D?OYn9Qx%va)J9p0^RHL&X+S)Lkp*7h?$2P_2{>qn-A^zo%p3-w*H3s@ zh%gx09-2rrgww81Da4VBrG7AE0Sy}dxz11FB=1=o(1SyB3zkknZ^D2BiQw?9U?c?`K=16BX$4m|2UPW&}wq`xu zA!Ydb?C2nuu>^a6pI#f3?CiB|r4qp35%kve^ntZ(!!k#dQ&2(ly$CMkcfJDE5BUGj z(>o=k2tf9Nctf5EjxD=bxjj^CfnGEG*0w@DWV z&0Fxxcnud@mKV}w#H#SRBto?YCnSBbI4#jttozpbWA+VC%tL0rv^!NZVsERMBdO}w zD_bkckq}R5CsLQ9V*RHzJM2<0pMOtffze6HWNVs*dAAu0e4UPs_Dwuy6+7S+Mq3uQ)nM9nAEXvS%^O}beUI6gK#>OVt4zYXsy z5zsNDw=Ne3qU*J=(Wx0e;e&k>9E+QWiYz^W0MUkqd80=si z6H`=7o@==92vm(DLgw~rWGBzhHT7iG+lvR=A>9NSvN>>POean zw9e%2WUH$d*XEiHXDE8SaUpEc#K>jv#xjxoqHdD|Z|K1{eF8*Y+Q zGUn0?idQ96*aF&4fh@;!pvb)BibamNa{C5aBp2M0hJJgD5w8_*w)y?P zjI#r{2<8Gg9{k953~6|mK>QW$ z8%ES!DfYdf@_T!$S1#*Ed`Z+R1x4Y!3`3l1)4t{`W8-!9=k!d0ROoy}b308V&!%T1 z6~D@~)xw#2A!gmzwE11^`_rg-x&_|sa*ZUCknPYk!B)xHD*;<9wIBkh)E>U8xS!Nf zFJI0r^aIB93AJH$y@(de$DR2ZpaieVBaX2tN^Q9&MED#9th;3TlkzI#^v z?9~4z<1e|5!K2FxBNyax6+fJ&6n)#P7S%cEq1Mv717KF<+s1_LB8v!N+}Hl-w_PeB zbTi@AUg;ySy+5>F;%sgez>d~fS63UTrVv*8Mv2qg9owVyz`9$KRJxzg5U}hox#<{9 z4UHh{Y3-mfhWfCzI@b%-J{*9?^S`4AH4 zKIfo+kHZ#C{YUs55EMOpEifqosq_YZSg*Y21iNN-iLP;9g!R$JgG{!K?D}Aqwce~` z{t!}rF|zA{SxJ=$dFf{2g6RmiC2spg zcg5H8)!JVb2JZ{5*4LUKJYxi=Uqo>$F0dOvR@lWsYKcD|@E#D9f^a_AUyH74>eWL& zFkV})YI?$UuvRMM{*aHb52NFw`y+QZlYV@8waBL~O-Wd=CUh$4Z3_B&3@xk=>Au2e z<(#7yWNsWoH~Lj7%$xWPc_fmB8M&euh=8E5C$@D>MUp0Iqhwa>yW>UW2*~w=K;?Yl z1crp;fvwC?8~{Z80iTyAec>%Lu%Vy#j}N4Q)OAE}g=HGikA(S}vr}@0DgS+-A@h#7 zIj;2$J@}L~Vz9c-uxVlNQzqBUNDhyO6zYH`?G551|UKxx+);8nJl_5=pz;}od2fCl~*2bVf(1cC?ov2<= zR!nD5Qr+M9C}gSTiHbXSl+p$yse&n8Yc;DGX3J0H%ikX)G0G&=YHzIr1>06`O$2w= z2LYMBOEX9F`!FvAXb<`aGZ!KyicdCVjH9tAqKCjBs&kX4G{AYEfv>oove^lb?|g%& z)^p-ZfRgdIkIL~fzv&3V)6y>SiLtp;yixA^#)pEa3|i0l-U-X!JOFEDJ&hl;tP$It!$4X%;RBq53Tb zv@mN0;c}z~Guz77B>cur&kRp>K;11fA7;JGnx2xEQy&-Ly`uus@Y#N&V-ek$?g}Yu z`tVs~5&2vv8*TH{43 zs@dw*?Mpl>d!Zj{{L+45BUXG&d+~2iZ1CaUhnZLOc3MDG@_6N0Mw>il65*UXjT*ffh(vpsGCktX?L;uM zUt7_Bd|JRo*hX=gS5Zo=m>;R8@+~{eaYF@2otCE=_Cl-}ERv55KLTt|c&OW7kJ!&TmMm~%kEkfqYy*^O1`a-{ zH_v>A&xU*k{powMB@o6Giucrl&;JTHHn}Lw6^l9Y<*y_Nc-!xzJi>}yXdAPc#EK}b zsvK?8oczkUj4CW1)^8K!WjBv0&XTKVCE$)5#qfOL*?qisu`Q~J0jlDj?M1s>0X=ss z3itRn`d%Y$fx8_wg!STgqW!p_F}aaK-e#-md+4TOv@@5M>Yqyl@c3tFkTwE7yJr_gQ`|PI~PyK*cvJE^4EV(}>a)*|@}8U>@mKxz269Osk$khfc?Z zmJ{FzTa#3X@v~-ahvoEJHpgfm2jXrDoZt~}6cMBNK`S<+*P{e}LKiDJEnY62k;&koXuTm% zbQc2CmqbPf#Q%k(dA`@y9&?X(dXo$yPZ53Pwp5^WtvUjo;Y6} zV{<;Z8{uLaw|uREF#LAux)J89;;tv2m{*XK0xrOjltm++ow&yMyRg~&LM&bd(OqnW z458I&6^&!?Kq&OiT#Deq+pTiXeqCFsln6t`mdg!q1CqP|CbKr{=ak}7b`c{|Kt2vn3bQAjGfdU(?M!%L)(ekl;&j-_Lp&91S^fBB|O^^#w`E6eY85`dO8C+kD z5VvMq+n+ZqVBlM&hQ)+n{Z$1h04@kh$YS;i@P38Rz{Ee^det6Y92DyLQm>n=54Arr z{OKEU4?ZFyMdF^Sw+>kBWpay7-bH@95}$z)_rF1p%KdRD$i|}Q8H1RoVU}oz{D_Re zr$X5ge+_^jz{X)_8Z8eb&NDe3a^Lsw9v(q&r)Tvo-a&^wEs+WSzGCBKlPohhE6=Y- zEV00f)2f}+^j8TjtQS*({>MjJEFhj>v(`+L0hqo~%ks)hVAs^~F}hY+3t9gXcsM^E z9wN(H((7lcY=Sv+03=?Ki?*V8K+nM$Yg$@kUJs#oa(7OS>u9p(<{ zwVG|V{y8mO@^@WqnAzTS_Xvl@;`6({^^Yi*Ol9%A5lUhuFcxdKc^{lMo^jf4N`>r8 zFn^Bs%SWKOQOB?vR8T+1)#XEN)zvkyC)flPLnnVd>vSupPR3r^fMv>!%4QO_7SuXL zVP7Rm@#E1Q2b;!Rmmm5cR@pc2lRGOrn>LmREpjdOZ1m357OL9U&>vF?NBagyQ^Uea zO4PHKWNMtnWy6~LhGynax4$_C^N?&-JXWWtnD|tFr`zRKm1tDLOI8+sJuRhUFmegp zVNqpVko<6z#FEmrpx-D;4VEatPn~OuZsKnuTSHjlT0-PKKe*Tol}_@B-+^pqu>E^E zyqmDmcL~Sn9{r%XU;56NDkL6Gdd@HC@Naf}Od>vck*zzTF|dlbqFi;QTtB%huw!96yN<`^Ua2@e4wMmp^J2uydwG6JN5P z16~1jar5ocmkcnM*7n6*j2Xi;NAO3EW`Rywtef1cD`ZP$+E(@aQ#6ag@f*(;tc9nlf_ZtV7<{{00{dsRv0m54cTt1O^RgC=3MD3~=aV*hGf( zVRH7Mi}g9sB-Vv^F!kA4uFz^~zn(I_t$R|e2NtdSnykYFudyz- z8P@8dcCDe zPB?NobtosbW z*Z_wwd-v#Im5&(qmvp(Mse1&llG(BP3wz8l=L<4e?W62t7IfzY=6o>d`rJ0qNRHxm zjUwNH$><=#OwB-ESeTSBt0Xom#ZAqKQCOgoFnSZD5?`()TQ2>*jJmO~X&%+Cj8;HN z-n$6M78g1zfh&z}K{HX<+R$x$tK5*V_=n1-F#Eq8IUY%~>qLe_*b`Id_OQDjet=Dg zSuIF%i5H35J9bS%8ZenmFZpkhqAtX^05tL-<66Y{d^CDy7MakoZ-0~H(I^4N4N>v` z&=@~T+E@27S`we^I9clhzEA`VOSAn%BNCb+_M}R_bJysw%CCatKY^aESkno zpm{^2?!aq@Fz(Q{z+4z2XoullvA;pt_R>F5dP98#+T}yp_PJg0zkT@#{pgOhhkZxL zz7lLf5bWW<^2hQv>x+)wLE4tf&zy8& zmSR;#t2Cx*mZQAnq9F*kG~RWVVO7@4obdtxcJ@b_{mCQ4;5diMBPHt`6{Fk{-d|5L z>DMFCgMIlLSd-~{n!VFL;J9P62d^Iq;)uO>%=y+ENfLe_SdJM?glXi}rFEDVQTybLEQBtA@v)ZVnf*z@T5sNy;NtEM^7=72wwDv)@5H-Q-s z%)C)NfiBY^JhC{ysZM^5<=&SS$mN_8Ea2O07sIIFnf#~Q$!Jnx(&5J)d()=gE$Wb5 zkxz1AA&DQl-8S{$aQ0TB2I_N4%^-zGrq*nYe^~ zTroA1P?Z9Dpj3)BNl)3RBTs63p}Tqv_gpgTk(h{KphLo#+AbP~ShM%2#!4kd(Zf^T z_2D)79=uL@LP7u6#1X+N^UuL%P7D5X$m5ZiBCe0fG81r^d<~qSyn)t--PJ!s@6obu z%Rx@@O})t@Lu-_f+U5KHdF76+MrjZ_dfm9#qfofhAx4Ud$Qo@V#XqOP%J9GGVyVWQ zrmb~ma?YkJtm$V;0|zl~wC2o1yp4TCCNl2bBg{u>(owb{X;#iDY_Ir547J$Nnn(6V zP4T4kw6(D;>4Y?HXE!9NfQJ6(QqxC)SkCmjY2-;NO&UVdNe;8M>`Ci-<~55hMs~bL z(-N;c^P>j3_8IaUcpbD`c~y~i>ts=Ma$V9^s=gv)nQt;O*kEk~HPeO>mHFgyIso2u zE}it>dXiN`H#JNLOR_3v*+OO)D@fMycaz@_OV`7c%>@zI2CU5DzkZE!T@DUXE7dAg z7~Asx+E2vKVkG7g&@GW)C^}UZRn!v;hcCQ7&Ty9eOa>-V?!mo!#AkGW zGv@)eaNKFa?!K~F)N%(|%^zDIAE8RcqKTPd0m<+-#i*Q zL6KYl5nw+ZlSXw^a>Bv~Pg_A?QIBaO(Dk4Vxbb5WIkXaKuB;n8rfH z6Duh>9K)Cc6-q5HTxWxkMS~qW#gmtTgrAjWb*jKUTW#Oq%*1d?O{-Y&ipzO-|MqZP zl((6f=N{~y_=F3`xsG$8$;j(N=vy{yhk=(tgd%)A$pJUIqZD^o)o%raAK~VT`gjmu z0}Os(n*WsER=~wg`&@Y+LsTGP!AKSoEkFrUcnqHzBpWCVto$iex{w!9XZegyjes=t z^7mutUtv*^6I~hp?Dnq$E{#-c{i8k*tp4IN;Dn;8s$z|iU+YHgHKr< zI02d1HtM7cw6oN23jC;=uxzU6Zzz2xP z0*o|QX+NeUZ*|vIMv-r?vY7sy-Y+7j!bnX$%f6S+vTrhq>k@IF^J~7OBnc<2A7ZRk zSG7JtjTCFYUu^j-MN8$T-#)0vE@dB2&KIMyzwftV5Z}N3wT&O&+}n%2H?h zGM&H&Y@OLp6UBE_#pBj4F%)8JklJioB|LIUaGE1Lj6C*Lcof`^A{?S>>>Y=&^uJ*= z4Q4`a!0SRtcZ=(@PhS)019+j12{FDdNeXk35x5p*nQ%z-RHqCykwJH~>aRZe27rQ; zwl$s_{KWaDCJVbn;dg!xA_v9%F0305)Bo zU_8y(#`BI%l=YQ7WZ~#0wY7c{g>P*>pkak3By@Bfe<9uUHm^xUe{|j6^gJ5PPVzfA zL64`ub>rE#h|Z1Ng5hn9tGs$(rqU~cAVhj*EmgDJC%6BBFO=H805cxBULofCvv0Ci zIwLD9v@@i<*_^{IXv+M6T8Abrw;tlm^m=2U!(>`xwiueQ?NUtyX#LI23HeD8oZIl1 zVFlG&VDtPTmrA%8&Ns90d#0bfO#=xne=2ZbMm8#vE`Ot}>9Y!sX5AOnOGeVU#+8T1 zcMfDG*EI+J>EyMN;-W(n*;(*6e_%N>G6 z3xOj{dRiKi(#>1+Le;0JuDPDJ@dRF$*H5jraSgZYGk*@udXj#2HBu`{{Z?i@fBBAF zb#==eA(#ocp1gv$KBfA1^jV5}vs`oI!r^_Rtz!=_-2>FRs6HC5}TAUn+((S^&VB zd22dl;1IW-n%--Yicv}=9tNJox$s`hd9qlmLb;7VS8IV z&uo;gMB9uTb!0qYPPWF;gIzpWUUv33$Ko{;PmQCyJi9t1iT3os8|2F+lKOM>b1&D9 zTnErTxUCTC&d@Hq_*Ywk_l;t$^h;3Hc`FuB^C|%L>Od^j4@pfn;r9Z$l0MP^TSGFWyhV1USE%RZ29gB_mj^bg>Gtq>;#y1zbzEPLp z#BEINhErfSeDHmOd&}iLK_K0WP$8JRm2p`%YCU>#Eq)4fHTpVNTTbcxi@JhNBbOkq zJu}f)m)U)y0SZkGW%}>KEN5lFlhF!Zv_NU-$z?X&S9=l7o{j4HjZoOX9|Qf zg#jA<-q3AGw&Bgt&4aH&F4r8a+?zqwPI6nfMLkUkT9GX2e1D=p74VdbAkJDVXB*Y6 z;UN4i{5whBG{g*?sd^5(;(s5Q=iAh)()@dugZwG9lRw?~Mx#!0f`xR9D-u=PDu*U%?UUGUXVDhFTo_o4+T+7cgd$Nicm$RFNx}_I1=8*faE7Dt~7g!OmYa+$fqCNYqRd}OC}w? zDrrD^8htC9a8J0;%-mMdfmu9?U_#Bv38eN6eVPY$e;ZWRzUFTJZ7xs0RP5CGJrSPQ;6?J@zY5^0;F;(kUv?Ud!5KE6V7qH~c*QpM?gns%+9gl4u1pZuB;=(mUsm=XFWG$*PL`?z+MUb?&nq9~17dMD3U{(ai9p zaZ;i{qbI9an7oezLQO2JF^3@SKl{}-48_0*zl)+pxP;GIHTSILhF6t!CnL#= zsa4Bc6X!Ki>pa^d0+m9Ti4bT*N|&$fMpZ=&9021~9NLQ=dGjSyqxP&xk*Q)q&?W>o z7D74up)!D7AAp-XaNUh_xxV7f7*FR>xMG`RLBrcT1V8dSGfi0m4^Cdfsnmf`qwO_I z){pT_?>EK8xS+oPgK$a33P|!vy>-H9<91qWBn*p0(6DpS{>r|*T6ptvavqm~gE9%5 zZ_sqVyjG-r%I8RilbxbX!9xgP+R$Byq1G?pBe=Y(bW-)wG}WsQBimP6ZqSw@n@w6_J?oY(Qwe~^!)+`nFL25X7u-uC=d}(sJN-?;k&uF(>b7m3< z=HOt9Y3GxqcVv7e`XvCWU6M;b=S1K72#xOk_EU#uehVgV6Y@x}0E8K9r@@f>G^eSZ zZ^!5}lt#blT{S@qLi=#BHqY!Z!@7c5B^LfL>UtAic2Ppt>hc=Lny1Bg|OpNrg zwP7fpP`RKfx*sFHb>;s!ZUEM+Wh-gdrM%>%Uh(;cHfGc<`EN-l)z7P6Lw45K6mVal zK(qH-xTA8|^AXKOWrz@DxkPd>0{gfSP|S*xIBpyo{0u?X`7jHScKx($P%-W?3>`<$ z)H(_;%pYSSr$nX79`Uwi>h?%K2M2WFcfGrcE=7o@6cjFs5~Z;39k!0HSo6``6sDFe z5H54M&vU=VnsDDtmC3FKc*%zOVA5E0sPD~JzvU#%4qfrfZ;Z<8uL*ND{NzhTNV5x- z+iuN?-z+G7GkaEHh=Jrcx5;u;^@dyj)J5AkSoba#Qf!J#5~aX zzLkVOmea@)tbYif^eOfi=> z84K0UNM5~%$ZJjck8X?`DAbLA)NTdr6=tndcuYxv>B?Bqo)mN!dN)Gz1{7-OS{rU< z^rfrVUgd8w!*jo!$a*E{n+3=4LdYXjR55lMcOvI%*!Vnvs>BbXCj5M}2lN=Vn&tXc zvs>1i%WToGXFcK|gZ_iHH-U#TivNX2WX--M%T%@^ zWY3Z*vLy{kwwQ$MCi`H_gpfTXMT|m{n6f9C>`IcIvCJTpbw-R~7We7@fA4$m=l$IG ze(rtm`}jO(X3X=PIlps$=eK-+zjK~D+(s)7cV55y{9w zOVRV4LZ*ecmwS5^?4}U;WqWC@@z&*Io6>93H^TSmuVTNyej@(%f}hHdM0^8nmcRRh zN)Z-$l%nyzg4*WX$iBU|HJiM`GXKK6l%zkr`!=XMOHZ$s6nET(dTC#I>=8z7h8V1J zw>r&`DF~@>+iwg%Ja+QO*SsvAroFo6weI_b^pq{xrC`;&*4o#!znN=&TXc{yS&&p! z;y<N-vgzI0D5vnX$ z{o{3dH$CK;oZD6VzQ0cn`9LmKqYqwGd;M-L75!b8d8;zPZN9qC?bqBZh@Nwa&OAq^ zm~YYf6(24NzqE=8A)?+maG^8v)>$=~^{>(~N*D?0!co{rg0%ETbmTp)qJg5(rd2al zgJPZC-&d4MlIxsiLo|1h_-iZBGV>$R=kz3g%KB=SB+G30%*y!HUF+)^7M6``i*p>D zW2k(}tk97C8u#m=-i2(-C9`4whH3VT9;=o+7Yo!CNA`Cf89j$)mi6ZDEAGw=<#AYF zd{XMMBO<0{QmSQ^TQ=f<@=^DCNyM9=DmiN>MDZ1r^7)cFExxLh+fNkEn6kV%|IVqb zeEgbnFJssONUr`rmZ-!^@BqsDmW%t1i;hE1TC+w0Pi-^ml3r7XXq0qn6t3~$;y z6vHlWIhjjR_Z2vla14F_+82C0(Ltei0f!MyBdQR6(POE|*f;NftOS$9Yw z|Dg_2liu{6-Z`b9GlBoU+#chQus&PmGKKvz=3gD)@|X49e!CgvX%Ei+b8#*#$GCW%#4rcr;NaW{CN+?&)6QVv=cFo<=A00 zBNtjgkwwEz2Ui!@iiy>5U4QtvuiM*=g4g=C(^K#3Y_CbYJ{4WwmGlrYRQ&sDm(W#n z*H>ph$PN`Azg8x6&p7XuB(TzT4tD$o||JYZ*?utM7 zdx51C(dx@p6MhXRs-0ab?0rQGUY{*^mvX{)XVQbt)%DOi(dMvCk$a>t>44|&*;U9Z zaU*FGPWI;dMH>?JQ=+joWViQ|T5ib?$ewX*?CysjPNsiUd^)qAdf}3sI)4v{wEQr= zw;1g5EVq~cdGZVNNY3(h>Ub9S-7QCVsjwnR)!$5u%W=iOr6pCVk574K>Lu!-uQb<% zyv&0xI=dTb+$2qhoTwdo>YDxXuAB~20bWhxm(Cfk(9 zJcr0ucZ_kRxIL3_vis@xGV1l1hSn;q?Z?|SIb5Q*wWxnu{E^_IkD16H$V}u{WXg;e z0F{615_v@Xev$04X>zI!9dnlXkexlUFywEs)ayzG|Dh*32ykm1pM|LIzjPD5_vr5b zQD>_Ex6U;74GXpL3Ne8P-iHTy1%;iwpk@LOfQQ)KclYp8yW$n$>*007+!%Q00r&K> zaSsU$bulzFGICWj^9=~|3UN`pVsi68zjRfz@bdNc2|KB&`(K|sc~a+sp3ZqSyYRbV zQTM&nECb!Wz0_|0d+P|j>*wVWrsm-58Rm2Hg64lWaEFtJM3BH$GfOiN3kwTq2KWOV zPJ>K9M}UtkEdRydla)g!bC_4wx3?ATu1_7Y?tgJwzj{+?Qu8sx12eAnr6*{GUnO)e{o#S+{h(=uY zOHNti5AC8ihDdUncSGX2xW&YeOPr8bP&{*1NlRNt_ky0j$rV#Ga|_F>b~o*BIXF5w zdw6=?^Y-!e3k?g8h(tt1Cp=6{N`91*nv?q^?`i(C=LN4y%gSF@ys3O!TUX!E*wp;7 zrK7W}yQjDB>$l;N(XsJ~$tnE&!s4%`<(1!mR>|9ccXlaz)cu2hbg_U~|C21B{7=IE zA9M)nvH*j}DhPsr81z@EXF&hcvtT3c@u>I( z+9+uC?8|nk^A$EMrXv5&dk?sk^yD442T$7fgv8j#>bed!1S?W*eee%oYMe3}yk8q& zlRJ6%Mv26H$p?UmxHCdPyxcF*uA_sksP<_>GR?a>b=eL zy6;_ke|lFd$7zd<-8YNmjxeu2&wch&-zp*TRNl>PU=s>Y*59wAN+B_%lB+nvYv98Q zN3dT716L|-MUxLNgf*ZCv3T+ChoH7l%y3%OB+sawAT3{{d_qbaq@Nl@(wp6>VCQ&Q za-?7-HT(vdujw@+(zIowA;V14#XvGjRZTTWO36g%tapTB2}sEDPpWlU!_k`L7pP%e zBYOQS?Ihl(j`{NtBo=^#1TVN=azwzbw(qr!YRBYU+O7`R$gxU$+JEM>R)CmIbovP6 zDI^FpWlkAyBJ(f@AmY_X^Wb?En?G~F62or`KWG*${rpPHg!=V1hs@V4u#5~cUmqw8ivKjQv1SbcJR*= z%O2Xmo$>Ma;m4&gy1>||EcjYYAj^aW3 z{0Am~UI(^Tt3W7-x?mqbFRS%@CYbDU2;zXECL__c6?CEeu3~=DOpZbW+2dw%dt->H z!U*rXzQ1mI5?^mM##>xBm{ALu7{!pT4o)>)X5^rWMZn$6BR)E9Pzoe2KyI|~MgN=I zS5$+3t-M}K@w#Jhgv0L?R*UBI*?EkCM@~ZLt=e$%BU|(=R7M0*&`OK^rF`jv{p}As zG7To(bIK%Ot1*=~)af3#Qy+%IiWGiW4cOfrt;vy$u|kZt=32=?8~?pIbgJ$1Xr`Wj)$_4m zFED0ztA>ozx#>Rt7|vJa5X8QQZokEpWKP1~ds@z;S?D&kIdDm&`tW4$YqvBPz*6Q3 z;Z0*WW*| zy2wt+Wg(Z?nj^2!0(0F>0Zo_I9h<}izAhgHb>yh`Z#B0S9-!OBwW6XvZ7`z!P_Gdl zT?OXph6e5n)$G1*-t!`)eU zaOH`eef!q+0g#BT#c|=iH!Qxj@9n>qd{hLD$Q{j>DB+iWb+0kv$8mGzYa?%}_)v|p&nB64h~kQ6Cpq_fmK8U$%I zf&{W5V^#9TdN8N{p4)tNAqT&p$Rpp{huXQJ)ZEwi%VBwiF0@ApOy~rYf*m#n$ z!<*{JK^d}-PL8@p==A@VNBq34ls|p?>CB_m1?oux{wmX&8HY7|)pF5r2f78hKDrcY z8hi*k(x!_vWR#-#sosm&4v3)nTdH?=i%MJND?*R@^7Oa330dlGZ~wDPPFG(Dm_~40 zO1v8IY1i7l>|~@z-ik*_Ae{GlVS;qm*FO3(h5Ut;{`zC|h{ne3U%cB^%1WnyWm>Wp zj2n&x+Fc#qP16fwxOGTYMU_rzf9`T0Hr??u6kPYYlch=mZ_LsJ==S8;tj?{(Lr|k) z2SLam|01&>D7gfAX#}pOI%Qk*(5BnK@Zsq?fs*-~xnH!`IH#;9vA+_S+$%AaNIqZ^ zG$4%`xI@rgLSjUl6iKZUo!O`_T3lT+l@<$O3RUs=)Tl0;l@WEeENS-UKED{HHxtT$ zGQS;y>UHA|LH>}brglhuMQ0S4Cf+L}*)X<#_xY2rM+T1HOQhuJmWpLOAZlb^@fa|* zMmvnLVNblk9&EZ(JDJ=^XeuQQzx^UO_X(beJAvY-hm){$MKBvm2?6hMKKn5y_#MLGcGGAe@>kDq`gCO2%twja zzdXI)V85ZMY7^^~q*BT%Kw~zum+;{jig##n%+PW{+66`)uRdDP8+8cc+<4n5N2;$( z>gwn1I3>4msmx<}aCNT}lZ4@G6QC+Xsj;N0FL?8$dTFKEJ0oGPJkZSH@o{Y%QK2)V zN)JF%e4|h6_gnF_cxOvFA4Fldj1Xun|3IHM}$Jq#Dj^W%JSEPGh1--B;O< z+>hRJowEQPE9j=mlX3Ij8xo{mOX>j0q5J(BQ+&cB#}(|Jk*}G6aL6_nIw5B9Ea(&;w%IXkwtdOR^8myL9-ybETPL}P8cW}JZtaK^& zddmFM%Q6vPmt@boYaB;AX$`1dA9{CkM62pdbzt>N$LbAYx?J$-bfveMAl3&QM+)4Q z2(F(Y#D{Ilu}kSgwsl7rWA$!}O}FHI2^X=wb|lsKi_EL+nK0f<+`o=~#VU;Bf*@0N zow$aGTpGXMA?SEL6{WORpy}7*kbtbT?xLjTe6o;Ie9CDdA6wojYJBNre5_;9pZFPv zCGTG7gOo@>vw0y!sSWZqza1zsqYWZKCATkyODZbTaPq%y?w4-Z}7=k8lJnD&nva#N0zeBhOs@aC__ zOk8bw!V!-9$It)3?~60JJ88VsG)fi~%HMkknyRuvA7lOma}hC4RI5c5!*`*rtL0_G z73a7Ie8b+}^(p(t9)9=yah+tk;2M+LdtQyI1X&L+r$^L}sO+G{e4BE7!2*VwBI$%F z=XaOHc$(R_%gik8YFM9~8<4z_^%=FcyY^dXc(7vk<@Ow^)Q#JjRj{vvFBHb9picLb$1?Uli`RgDF zu2_+KG3K&u(~n-kJKF3IK?#ny0E0sizLd#jHBaEA7TzjebEDc;LFaidZ+gzkx)@h# zXYWonj+k;PG7;xD3hvh>ByUe|#u`EYa_!{Dg5Qp>{LvP%y>#^d^whDu5^Jj8D#_#y zrQMiAbwl2pcf;|?R*iof__+`|tBdAY_lV(K9J&6V7;%Q#Vmr4-zuo>2@TU9QRpm-@ z1ziL%Et+VT>As96Edo_`f-VHV`2m)aUs$-1-|bQbS$tN@fpSkBTf{aAcbWrA-E0n2;If%)XK`$Tg;RGg>S0m zn_5P^o=v_LZN6K4O}#He$~)@h)4%*w&16cTElmdrWqfWsjiq4H+vKPVff^U1nZXxF z8*hEf`Mzvy#a^%(Wt9-W%sIKTq}_vVpFIRMg&Aqf907*Q8Ywi6|J#Lq5e7g?wLSdF;0Y+vg{J}|L zal||~F6w8R3EiFSondHC7CNAH={jen?e?ebmo!Cv7yH@uw@%~Aou*8iQr55^=FYSV z$FU79X_+;b(dSR+e#}{JO5FUwndjzpX{=0PzJm6h0hOIowtNO)w& z;CQ6hQ%QfH`P&CM!g9rydfLO(Z}S_iif?Cn%g{br(P7_PqO$IP?DF1oxgYvzbCE;u zx9|AV+TeZRtNL;W%!-vNbo&H`bmjMC8KxfgNTdpw6mnaDvG^+*vY>njqMmku;|;pN z)Sz87(;Pck2M9YB>a?&1VDhlTsllUCXAeP%!l5Hg^e=A?LCNv-kV8nZ8UXCBzG&*Lj$Y2Q(E@7$aoAR|vR z2Vv}oAYzU)v>iU3z~ri%&wvmIv#MJI@Ya73#~AShhdQz4C85ymbzjF ztn*<(#mlTP%%WgBxHkOmi5I$#n^yo@R-KVG}qxMO93BddC|yp61YLyk`fI{!%v zHN>do@Qz$BJw`MaP^$d^BW%T=OQr~r9?wq9t0bcj63bDRz&K?mLf0AO#VGK$fiLX9 zQrov5>~9-|YSe)5siXY2FDg^+GM*b5qT4^fNWk@Y@kPaMaE1;1w+$Od^I4Q!=8>n9bO)Nmyq3NRLOs-k+4M0vGRU3gbwdiKl zkCp!50J3=MZVbl2xV~vrRYkUOw=rr+1Z(L}jU_vF&Q6?^VvTs+Uo{h+1Wy2#Ba7t+6ELsxXehKGJNF)eA z?)eW+Np@kRjQD=f8IG2cpj}&uMkj~y!^^wey`jQKhczB$V)Su|C z=w!NVi%(Ph^kB=!EcLGuB$szFcNMhx&wf=EgA5Cv7HmFW%5*ioxPg6hb#ADk$z;Em zQN0VMo`rS7sCwe2yub&il795dgJ==yuRMx+o2dsG~6I87(MvYX72cr>ibgNW##1QB6qh@yxj!$}=kO zYMgJigSPvKLlSn1d*;{@q)+v z&*Iu;}_hp)SH!9i))(w6ETx5w!hBT?s#j_|vKao({ebjXE8PZm# z+A&6H=dBjCj!)ww+PLGlFE_aTb!iJnYuihB2%42#Z7<7Rrp@t?u=5;UgH+u$Cf{+Y z2MvtmqE0PX!-yU(!0;Ys+n-q2NW-~eYkz6gg<^yTbvgOm*4oy2<%eI$d;}s_# z(!OkSUKa0U@^~hTE+Wk2{0xY%9jZA{W|1p04Fze2z9=4QG7+2{g2*+e#`#D5S>V*} zcRV^+s8a$hG|ai02n#;BwQnqt7^}?WSpz2BGcuSiG%??lz?7kLlkNe5Oh;;Ylr}ce z&UtV$?2W8?S$@dd+UJtr3*<62zLjm=yDNK!4&DG<9k#~WAsn#)_YZ8sQO}5X5BM)) zd(zY%o>)3qlR4X}QbG;d@!gE@!QW7F#-9s#dn;71=!JytsZ$Q(bS`ZIswHe+(rgaT z#UNaqnnkyN#MR@vFw`?@bRlK)QHU=iXt4|by6~-^o5+~9KP`!7R^`h+c=mO+#l6QS z8bJ8(^Y@s^I!$%@5Ws{Js2>nXG%*W8ve^PL$Mw}RjpPuYC;?=(wCbQux!C@ zkS2OC4-WY0LcL$WeDydfB#cp_ZLxtAe!1!v(plm%eYJK5krd^AW1Q>)vVbqj_e|N! zo0KhSJ8Nd{IY(-idy7j1V*Bm7wbVF}0MEy70QFwkL8n0KVCjbLFPQ*z$xhdW`!8U{ z5#C(|jk$*)9v-KHIj++~Kg))+f}J{-xV-Fz;)fN8@~Nf_Ka%(Zx;km1uPqPVE~@wzofBgzx8Wg&J()$}a3+ zzr(3|itQL7lpwQ{AOi6x@S|p6qOHol;zl(j$wdhtH}B6X>PIY&5QB&n9s;DQx$ zrGne{3Ou6&$c%TL$1+vVEj`|+jFUceX65y$51@XU3YX{^9!wN7`*5u5=zEx{(0Rf- zkl)U(ccYfK!36s?;DN7|906kkT+ zIr#X6&66aZ;niG zV)n|ZjxCs;CLe6i9z+U9BtxfhT?7`0#}+r>!t?Jg*NqyftvU!Hva2Vf60X#$Yj!|y z3Pa^&Ww+#RyzD!tJb@;TVJG3&8F^@8{sFkV$fdK|cVRHy!Mv-bp}T`$yZ-O9oym6a zcHeYX{h77G#*1IT#Sl`ALn0CyNOM4nlgr0mbegr1jxJ^7wcqvdf1_4l`IE0pzKgAR zKDiuqfa*R#rM*J+p}BX^eD8cK@N~VQQy(0es~wF34_T*uMBdQqVE`ui1tf<+vV5B;u&`?Wkb?pn2JLm6>ZKHcGpRW={6IhEnBpp3_ z^n|g_%w(JoF6$7)eF*Xzj5ktbyhLeHpI%h#UjNRY9wUw=)`VgQAGQ>>_FzXpNki|;x8;F z4D?v0ip`i@D}N>t4L1X1@E!0U?tAW{Se#kZj?hu}QE1Lvkg zCV~tXw|*mH zZ)L`L>qZvMIO4~3bW9j^=Qt~f1qMjd_7yj=(FOqIge4%&y#r<2%jma1=q6p9_Ha6< zX6y7|QS$xAi#&YGZHFL$o9x!2gZ}A(K1OkatLlbA5;VT;IQMV!Iaj4wr`Sh#E=xb^ z_Lb1juF@U1+J+yPg=DGKr2=@W=8U23Tgz8e)L*AGXu+TL^`)Y~z}`XiD=Ht*_zPe5 zuw4-9$%$@W7bcH878yWopuw1Un0O#c&i7y&%!dGfAqZ)M`TsD*hrH5bia_n*LU(z8yOLH3@^i@`zni+9()pe$4jl-#@lRI$Jit{&NV7ffbgC0m8 z%u)-3WC;7X@sh6qR;-y7HJ&U?T@?j*E)#Khx7>C)s8 z!0%(~A|W{46a49h7rm-~H}NH2Ys|NiBdc>fzN-I1#x(5p758l&R9?vPa(&Y+SjY## z`UY1EY=gl?jbST>@xlcaVn$g(R2g@6iNv`s5=d$pC$|Hpp5fR4K!>A08I7%0v~%co z2vc>Ha18AYP73J-RDkj#M^dACHMJP3VQOWqLrivYe0|1A`cm$<#Mwy>0o^imJK)IR zGI3sTs=V2UGUSC(w_ZEy^95xX$G{ttJz`z4WXfhdW?sW2h?F~et}I-7hg{) zVfNxkmRpGjyxEz7EG(^A41CBiz%+i+iR@j~UpD6DRM#9uh9 zT~xW}Y&bd|a58^VJ(zq3KaGI7(5?(P#jI7$VpFAg7rI=q(y#zkPU{XHCff`BbU+_)|=k@O@0LRx) zLj?WsuV2cKb8w;?_S^$=TgN zdS3NGuG+#>7%a`Oe?D@(oQQr1Ai2ri{CMxqi3#3!$XnLO{3+W?j}`+p#;tsuI3@N= zbCZvFx>q8KiZfES>Z&T&29m+}dk2_WQ!=A`yg^O-@ z5tS zr%Uk8S36G-BYU$Xpm3!>du_@?>($Hm7}M6g)t!B%j1t8(qwfv0S8~@sC0z`4wTBP9 z{f(179=_|5(j5i(p5|miC!~&lePt1g*X*&_D5ruuoRdDrh#&|`E-tNY&MWcj4t|+S z4{G*{IB6X?eF$+GlG3IQos=|ZWHCit-p#2oUbV^nZetnp@NHao+Pvj^n-o&<)xu>c zNE845g_l}*(0YDVgm%Wq8j5o<7fl}Bt{Sd3&B5d?88?!k4w~eEAAyg%+@zL!gnn@L z&j|5<+A>lmw~|6k#cPCOlp=onKLZ4WHaf^|5&FRGpG_5un6@pX!R9y14)zjNf}qx_ zt2b2LFONn!c=m;6!V$lNY3ig;^UKMkiuwFxlo-Nq#{4xEZc;zILmj&>#)G(VrdQhN zrYL<0-F~@d7fwA1rAviZFeeX=K79!&owWt|@5QoXS_~z@!p}yGVio6sn|YSfs;sw9 z3xO1lSjcKu7l10azZ=tGnO$$>8HU`3rEb6EPrMUg?| zAS_w33#zDb{UER1M^3TX--j5y&d@BF2D&iKP_hcK0^lIzHPazt-f|OZpt0oESqW&q z{~PC-KEx_pu%7HoP(u5gt{$86z5_W77S>%`dEr}=Ze&Hj>Aq|yn)nl)bV3b~3d9@% z>h_Nz)4dF%Q)?%lmfr7GJN2mhUMjT2C5Yo%oy-cP@<#4bb}D@W_+je?D`^wJfg$$0 zSUuQwqE@*j&6|@T)3fA55E8I>+8ETAk&K%k9@2qMEasrby+K4w+r{cotb8kqUARs^U0CTi39>S@szB*_7FBU& z9ZT~<4MIpaVQGNd^Z%%T3xb5I;Sn#cofzSCJfL&x-N4P6CzpARHyzhEyzrOV>sZa^u^dSrarIY1mInBxnqLue;xo^Ge1WC|jh#R@sxw}rE+EeUzkY$vJ`u3h z5a`h39KMoK-UQcOk4_w66ke~*h0orp`x<;&CZe9rqoC5XyQg3le+YtXUzRv)+5ZYR zU$HPa1f}ZII?*y=00bxR-3dN{8pa5>nlB6t#NUBe zAMkNLulwoXODdh;N@NPqwMbhXaQ4onKPd4b6|D>%=_&PgIJfC>Bbumx+1tu~r5F86 z`zW*fIE69|*+9I-pG!9ddw_ob-U<%W@^p8^{-{a5^$t@d+Ccm zjr5tL1eS8f@bv0IP`S51gP^p`oP+g;oyJAgaBjO`=C$cSc0~Itfv>>;yGSuAcMT8) zR`ws1f&@bzv|-h4KfSiNB|Ca{=T#A-3O4IeNtZkXMS*{M{htP3{@owNv9UrsLxoco z7}-E1_6!2+QfOUAZc0{o?|OCCMEl9UkckmtkxR*}J4E+rk6Fk?)Z@2JbI#9Auj+WD zzwin}0ib=m3XX_@0MU55aK)FllZ+Im^ctFV2e6zXi%%B(b9okcDtGnjb2XH#FJ_bl zN?t{oJ~jz?RD5s!!!5mPS|m^fj?nlE2x4QuV6tHES5jIP7oH(`@3#Pn4u;lbxMN;T zgPJ(nC-!yhJ;td^6FjGTJyS&F*sSCpDV?rC2Sl7a&IwV1szNr^mK+9Dy;Q5-G^SbI zL*UkJX$p$#SfcdhRuA%#zrA3=R(F&(JOv}DZ4k`c`zRcu;=y<7hDSqVsx}a$&H9ye zX3Wge8}7pza%cGAr4Rws&HBQSyh+}h({n|sXG+*>gCNlbtL6HmPws?ugHUoz0+@6e zOFc_Sf)L*Uc%;Z0lgppn*%2L4zMyi=&q0hSi_;nL&DXf}-qrXwsb6&VU5TdDd~$)q zJ=@!x=yt%0A|?XBo;^@U@_OBCYBD8_QAndcFSeEq=-^9y{_1U&( zueAdWOZW#%!l}v*Kn%27<~)gzp~auzrcH9l+C1kq`m&aq@y2=1S95y5it>on_gZd{ zr3GU0rIEA1TD&Ah#4O%W32z;<%V4-9Luwg&M&yuf*lJR|X#WEICmT?=P5d!xC|% zU?^RLW;VQmRjNxkLP<03pE}M2L{Gv zvIJH?2u;XDv0^%4q?`OyW%eR((h8-FQB+R=xWIL+`}0J4tATFnh$9)Eelqjs^RU^U zui7h|Eo@YJh~AzId?Fu}!4ofkbJFh5x)MfLrT7r^Qf5ng0i{k40>%qaU+wN~NjYB&{ExzSNMq9X7Fen_Obl_bc|psue8IEHF>Fsaz+?YP#;-(` zoQmTR_jMcf#@zlaz3qwZN?^zAgvmDV!NCc7Bjf^(7)N-Ip^E_VlthvkjdGPy+Ip6R zb0*dKPek|RF2J~{<7BLgXMx;oph`VH`rKR3bitF^P9}}^@09`Gh7VHZ#Q~6n@(pNW zDct}l(-H6v+>tOzXriXC?>vla4rx4E;r}K8>-lNm`&xO8j6+`gWOGJDTyy*YO?j!r zAfEqQQ9U}Mk~VxJR!6~T{dNo{mq2pkr=DKf00#AF5Y?N6TQu)1%;KafE)X8Lw>FKo zDhDt4Zr0P%eCKpwb*o3lb^dxF63+Sv2x@v(UT%SL0lln^BYuQ5>aJ(MLw!e+ZeXTI zI*q_T?~#gr6#9CQ2CXf%p@O%y&b>zm!0ON7?%kSNHVufY5x*ZPA&hbAR z|M?#u7x|@p-}@E|O|*g+t)}Zq#aY6_j4WU8P_N?_MU4jEaWBM8#~SfWBG42nsW&c=9$Y@% z8yH?q<>+z{e_AkP-|4DlhyOBO(<_m2?d|miiOZZ9%TDt>f+%^MI5BN{P;@1`3Dp(lh2P)fc6+Tv8@-Dm8dU`OQE~I(3q};DwLm7{oL9Y_|Ai) zCg^4{yZgysw^RSruR?q76>!}(;T0TUWLUD$ySDkPUKUL>dXcj`o1g&9iE zQ>WNYL>8ytaB@1;_*X(h{YYreLMmFs&nO>#F^3NSeKzL9lbESk8k1v=w8&FWzA+ql zdnHf>ggOB**gAwu2L2Gtg7a0jir}5cN%%R7c75%oqg=W}k3*pEEwlDAP~%8VvOOjf z$@&U0c-_lC*2TQxb6j4nj+Ia|<3t;vv*Y`iox?zFCJu`i)bvGi49TG-@lcg8OJT5uB1Z@`>boF@9jNR8@E*5Nhc6&sUSNU+9z!aa0JDHYsT z=2GuJ(cutKejNLUgD#>>iDm#6iXWEOoTN*EG2UpQ6Wm0`wZ1NrlQYlNf5o<%b+?%| zyuU>1^(*JmbmeMYI(5Z8Dw%e?GdVTbr_Eg#5@rzK))}f~h zUSG{}mU~tm*whu#PrJNN-ZUcz(Tp(I>>F2Y{~A4_0@IGIA80s`PT^|^edP#rhIMP~ zJRuIv7Pf|M0yIiK)%RV7i{s}P!tdP(PiT61tO9aS9rgN+hnjHM&#Yt=3nK?dEW)vb zffL*Knt*5q?1-;!1l}!+w|g|=z4q8>$A!mVPkpZ&&`MaoJ1F}>F2@qvM~KIKz|m#Y zX^_=hI4-&x?GD1g?dPf6<_l`a5ji8yNos}EiqCbimzjx|KnN<%C4583L{ek-_qdMXXfLp3%|bc<2u9Fu*zo)k{Io&BybV&49Vwy(_1 zclEI6(%6q11kw%o5&c(nc@Yx%L@?j978<|17gKjr$h1W2L@D4z(5k-O=kxv9t&h>R(XbprAT>hFR zE^bI)mc2H1ORDy~0kW#gAxGsccVFdki>yzIQ%ryF1Ku^T_FIPS5{zUIo^oJv!^n}8 z0|o}-hn_U3HbhW4027) z{f_KUe)KWy+Zp5PgQ)q4iJCA;NsQHC9B&l}TmN;=F%n2XgpUg>u|Vm{yAy(xKO z)GR9%6MxYZfmsg+^7%|CcCBQ^E^F@|JT42RfS{1oj7}o0$;RD`msNdfkE$0fM$LV_ zIOXruKVnOX&cFNPw&$3+>K_6CyqrG-Sv>lu;-B9+%d3dTo+YvSTP5x$o;@|VVyPmIv zbLxwo(f3g|UwsT}IUhaUN4Fwj=mO?UZdQ^mlbgH<#&b|~$^4x_<`aQy7suB-zroW* z?wfFaomh6UsJyl3+k}+g$;&4#E6ybrm4&QFG2$7;Og6e9qrgbuH;#=d=DR)p8!!Dy z4jQihbYaz3&eyx8*zWs;u(e#Bl`?YJO8MhbMugk#SY!jRuEh5X%TK#czic-c=w}x_ zmu3PUK9q9+hM9DKV#Cgt2AE3i>hw^e>yfA$!(ejA1XBPCqN1URuUp5k+CnPJsmFhc zoogJ_^ajV=&3Zlx{B4mj;4U=2hQQ<&1;ii!L>Nv8 zd1c5WXL=s}pkDI17m(G^uk*tiSMUZN&c(vmSbG&BV)m#~!s$s=eN6a2tN#6>B7YS8 zU-r+0~s9odiHnSmm>pGV&s~y zp2asf1HXKHY&OZQNqb?#*>+{Q6--HIB(`1zf`@*jigcy{^3s@g7Ko~2p)IXDuQugw ztw6h->fp00NdbLDe5iz~j`bzF9!r5*&9vMUt{W!q3eH%FcJE- zCLg+KCBooZ3z;p%SXMbk{$1b&Wjdr)CGWR-=GcA%Er1Ewup}249!RA&0AdP#jU?Qc zLfBCxKbd2iE=k(lThMvkLw-Iw7#w`R#b!EKsm%Rq>ABNd$8-6HQP|V3=8ajh{7_x% zuafEZ+C#t3{DJ0C)QzN8=M2YNr7Kp!!mWxGKF&Lhw1$hamg9xCO^vz1k{%xsCw!;U%C6;!@k1Nf_Z(M zZ;S1}uDYzp+|<-aWe9Pz^f?l$bw%!)IhSooD&`_^G-w(>*}vLBV*F#VxuZdU19q z;vhc>X%3hpm`>BJdk&AvH&hW=RtZZW#ZSi)l~UU6kKMp7~T;blLKhN4mOfl`>87 zi$5k4FuAzGl(Bf1OQau#i`ZHbvI;gK{Oslqu3ouzt1)Nc%+mI(ai8c!2z=5iaK_TA zNO`mRZ{r}z;V*yE^=Sj9z9tbpJw4w`7wu(oThWfgQ0@4Mbq^vTSwAan{Ks@JMraqD zGTxGu#@i|`czv*9`m#i8cDc{Z#DX*Q_g6PVld)L9*usE6{0oZ_i!mRX;&7h)N7hDG z$BlSL+$6O9pRqyF;ac0bXJ!J9K6GCxxW)Ccv6AQGhun>LtzIRFlBHb;z3S(31~%wZ zvi}YQ1I0&D3;`bcf$G4J9MpJGGto^OxA7B+OgZLIK~UU0u(E@kH`{eklm7;0m{R`r zbzdBtpi^np8-vq=$!6b@z;!s1Es$P80K|6u17;UN0PQL5-Nj)kqd9a%EE=2N>g;B6 zE>dT>cGuHs{!wi_m(3T!f_VN(kB)-9jV#5D3UX*~%S3v^z=`jZbj_dPUMX5QHWy27 zmC>j7%}T$w7IhVFE~zL!xgm;wV?}GXiLO>wG`$SSpE#yzsJ7j6v-Zg9N+u&+$m9(@6RmJ$Fr)hfDS4z+Lyqw&Ww_t@( z#(4C3d z|2;_y(6pSR#gHj#EDC@Q2es*y5sG^pOZMOQpR~MkXen?-&kxEnGSOaz;3>O#e}u~o zYBKQjxbA|@3WbKnEgAnw@iy6Ud5d9S3HiQzy1A51_Yvgd_G7j+#-0ZoC+#^-`TFX9 z-{cS^(}2`V+!U7BlxlPl=|X1HhbGY#OQDs1dwaZznP;9fazxy_U~ilA{ToOw4)zQ} z@;?Nv2a_c>+LY1l&OpW#ma7_*4)H+?%&f|Y({4%zog7kV$=P&zU|1IEz%Qw^eJtXA z^ZspzaR4Bv3)2>w=pvenvsfTAe(<<21zm?p*s5-jR-4Br!7FGEnGJFouz~T{9h~bg zAJ>*YacS*Mx01sIi?79kua1NTs`AQOjkq^7G$gt=HZ&#PxZq(UYJ2lOkeb5sg;m6K zd(PFlsUJJ=XPe7k#=h|ov~-Y%^s1Sp+I2)%q%>HLOS&3B3sx7*1C-29h~15Sz>X6^ z6Z^N4Ch%E+62{9?N{V~?8_3>S=fVp0E&_WiZkE~ZoOlSsG{gd8nS&2C;S5`^1Wfcg zY6@Rbl@>~wnsFB?Nc?Ox90rEgUi95cGi+-F^|6 zSw&#pL(sk1yPOVPV$tT5{Is$Z6s0<%XJKBGepd%AryHJlo#T?-UewaBoZVUG31qL` zd}^#K(+b{okOQEUm;ZAO>wjI#`v2oA+hW0A2tI-Gk;(=5PJGh~{Jk)V#v=He)yIFL z#R@$^lzBmoHr zQoggjzk6rhHS2w6?!7Z>{y3qmoaCH+_Wso8dA2P2ELAI^dLS}ef=Y`CBPsKgRzkRo z6=QeOHccI(zdjdzX&u)hW$`tuWxmL`r;MKhXB_=Oa03J66(&OyA7!vFf(8QP+89Gi z4-bz*n-Jgf)ea9~9KOiJ+MVFBg*Sz>>gb6N4%>eD6q#ES##q0p&-L)_sh>G z9qgy-(=*i{RDAv2Wwd`Ye0{nf%nMbpB3##aS)^{|kjx6jL8A{M&oo2UyF^peQO z@h`sv2_Np{^Cv0rHd$}5(_*px zF_-es<9RzZYmIeHr}!=?9?0Q&%-7oy`~5?1s3W|=tgoCN=~OJkIx=ujD*@J?N_9?W zHmfg?kGy5p=}jsy2IR?l*8+E(Z%yGv1ASjno&S2tGtA0AAQoF#1N1vut#WXxq>ysdz<2?4*xD$kHt(w?-%6#bk%$)lSUn2Yr#!pV&Zb*tzYcd)+vgU>bLx9`KERzQ;5#dPTo$bt3UvItyQV zEUZ{!>}cfGrR&8@2uMTMTg*Bsk;=&>I$Qe-CnuMO-!>jy@6`EMD}>zRJ=>u^E5& zt(sJ_S(9}1-O9P1CB9Yyy)xx_Uy^B++j$T9LPxzmeV6?YTrywLp(+g|NV*>{h*&b^Cell}LDv#0Zvu9@OdHVZ>@aL#_~8B>F!Y?k1#aDVq$ zv^M^TY1N?@RTgY#-zB}aEzCP4n$LFjNA-VdZE*^ftH*Z+9bNHyI?BZcxplxl!Mah? zbQV{+H{FIcN&Q8`A7mYl~VbFh*q|}HA$`G@8sV}C8tIT1e$NF z8kAp9%qivie6HKmU-p-PL~COfm+ZTj|F3CG|LJo7^Jnez`;M0dm_q%Qg(?I?%$Azd zjjc9M_!A}rvZ)G0dzLIl;uqjOq;WfNCm3>`Y98Tl+3ZwUVpS5~2*bK0=;1tR11|er^1Ets=ON7_$vN$@LJgLt zAd!>6Pxvy^nhL$!3RAg=G6{_Da)Fw2oD!}|2T zh%yPmGYSb$t3@uv_CI}W^6@XUsF1D=*nJTsP{KUe%n3QPH_K8xH=TppJ46f3&Jh~SL+Wb?PTLT>cxjE*9`ut?oYid_YWoUI*6Y9Eaq0+50OE9eji zmh15kn;2^^Lk+@GueXb!?U9|Zy^Kp#sd~f0d@oJvX(yjZ(swl}vy+v1MVb|#z6}f8 zP9teNAX{|F6LlHJyQK}dLirs3u*pnJ!A0@6awc?gLyZ^S2& z&HI2epkw-wNAZO0g$i5?a#{s{A0`+?H-eO@>Fo=Y7zklUDT}J=GgIX}k+kUWD1Xwv zht0uwk<%^(MOnTGFMEjTL{|9WMQv&6DKuY-9TeGYVGgR+ZRdS7tZxpv7|?A7)VN}c z4y>_ToJQdg5P25xV@%NXRzXUS@b_|@x}*L4 zFMQg`0 zgxqqQZ)Q;7F;(JN;>UzVanb9si>A$k#x_VUh0B=M={^_E>YN@vyOR#BLxb%?Y+$s40h*N=yfy z&##&))1LE}SK$I77i&gOdb}U3aCvGpdRzJ~-L)zx-u!UzkxS*}8%sQq_)Pha#lI_A z^(#gjwIfEGqYMVKzFF!b1y1|I1U)Z8J+gcudKrA+`t+5>%TOTIw57s0fm!Dj%I{zz zc;=?)%f*;Q_f~1?svF;=Uf8ZFN9iEmLgwuOdV-X$bkyzlztX_AC^XITXR-5~gHpcl z5(TU;upN4An~eUOC_iAeBRTz@_Sr!mba_a|D7~%rp%dhM-brA;y>9zs3DUUQi`tCx zO;eHLztvVLGG^=%Yxogb6UB+?)xMUNtwd#S9Vum4mN_a zhHdP&cpa=>zi%AZIJo5TasBt*JEnc=-+l+Th4Wu9u$Cydm8n=urY9rcr2d{+nW0Zw z8VE>oB@$_;+@HT9*gnO~W8wFp>y&=95YYkfN1mm0?w_9QKAa+Dk&|X}01@{*ZsF10 zeO0lWkI*Bq6xS`4RMs*1-R79!+Ja(To&v=VH{l2!arSkynIV7F7e!>UZfHvmU!yb? zZX6ccT0g5rE1x&@+`Kd=mC$>J(Pi}Eczn1#R=1ddoJ5k+V-Riwah8nJP|VS^dh^)t z?xh{cFeUEE@5vzOrpTQPO4NQH^`@*zU<`MlG5ZMV7*)`w_=-;TN%C15c4;irt+>+> zp(NHX&e@m!DqUTgF*Nf&{o1b-OJjUMTJxKoH~+VSGyh9LnuN)v#cH;DPJQj^3sJ1Qr6`|iT#SgA%YEOBG}SPHqrD51LyfUhU@8VPT*m!^ zHI%2~NNVcZ*^&K9xbKged6pMBKC?e9D=P2iMsk}cJg7cfzI;V*xh{A&)NDt&W*Qp< zM_mu6o*^1!Jqq3azO=fQ9UHKKO_#6RiZm(}-~#)vzb~uTJN_T;|NoDlFdeI-2h#o( za=>){h8FzUa(frw=D&NqS8Y7=&ZUPQqZVw2p(9si9el+`KD=R*<%sU8t30|%wEbX;NvNnE)rWNq4dx$E*>&BBKgGOkv=1#C-uFIsk~%Ku#7>tX*rj>s!- zOf`I8JDu<`Yrob+QN!iU(`*}iW*+VJN@2cy0nB^lE8MQg)&f&|&i3800mq4q=gUDl zy2o5Ry2egl4^L^vrMi==cafnIk--@*Dgx5sugb2yHu+raS(jZzpD~^BO0=xH6MOX5 zo!DLdmcIk?-#TJ%bsm#(9#d3*A3ECS#I_T7k@>!J@sl@O)nO5+A(R zC9l&zh@2C9^{FTD>?{YHEL&2)4-lS6*+PjhEGWv|h^P=|4X)6`%ZvH>uHl?N*XfN0 zqpx%|Vcy3#5)EgyiZFvkwgf~%AbjV=7L0i+xn7y)@&YB{7ZHbWiTj7`f&jIg_$qf5 z#=gevJl5~I^P(v)zrVj}9dZxz`<#B3W-3b7r7d&3tCgvY4-O8fu6GDCeO|mLKCs`+ za_2tGKDl{thws0?aQ`3FrT&+T{l9ij9=5^s;@LN_^URmnrI%*ijQ)^y*6WYOL-K%@ zdrxqV^0&El-KOauwgRuBKUX#%Vt0-Xg3J;tIoOY1@^D~SG1_8f%ZxX{E64`^d&ePV zTHJXI*aa8I$8)gq#ZCWVGs*jydvVdA z68>lP82GP2aMC|)NdQ~0I*a{NDDe!xWDBE$Zly`gLvTq~|3{bf-@S$Z^82&o+LlHN zg#&pkII=Nc5n65I*xgJGP+&;)s{eDPIPYh@%~LmKPOitGee3rxGASsock4-g4Yzn) zUuVRum>v$+@T_}qHu&}#zn`^%$MP{Wo4TR+kL72JQj=@dvueE>CV>%LIrl$$3~*X% zSWe}SM02LeZu;NH5Re$5J_8=XRX*%u71`Eg#J^vA(Rf_pc71hy#M`>+&+$4ByILY` zuD8qW4~Ol)@#R>;C1r!3Dvrf4>G;&p^`oUfm)0Q`$K_&~hy+pZQ|l}5N+FEohyUpn z{+CDjzdix~DhwIAv%QNS`geJWdw)%P{NTTI*@XYYMCGcpfwzH~t@iiLe-~Q(Q0BkV z&Rq5XD0l%8H`$)8f4%kZ=NkO`k@XE=?F!X$a$G@o79aey%4*1_Kt_>pX18M<5X?1tE-+fdCJRVn`EbWWn|lLZKSs7r&QkW`r@#;fqA1*1qN}?Yjhi8?6+uB zh;=BQ-(B0O*i$63+zaJXTKyxFXuU@_Muu%-d4a))pb0|6#n+)7NQxa6l4U24zooh@ zo~&Mf`p4{IoDnhM(A~X45vFHimTRX(l=d0iFM9Uf?#AB`eg9q%8<{}+SX==)0(#P{ zY3FlPqiB`@Bu|RWcLC7B$N<*y`s(tAao0qly2jVvPuye&j<3Rq8(8!=$%&I?selidb07%M;>3c1 z{YmL&9KjQnI}rRUplywHhjaB824UOvq{i|;A{D5ltg_V#PBFw(|bG|htp1(NkfK<#=nrt9H-K= zj8<5MBysNc@dd95|4=Vk(_5y2+Fg0OuF(S0X{GO1(qcY%q$kbJ^wuSM1@Fs+SzK%_ zYXd+V_}WDmP!bo08b|;!Q^w-*pziCGkfL05R&5@{h%%(hCw^3Z8ZLFYx!kAGko!1J z-F?5Sh*3gbQqBW`p&%pTLM)yzp93i@w85ux2(_K-N4(&bIb_8k+8Id58Lwsb)^p=( zP5Dcc{p3Wu`;XJ3f}DmgeV2Yd>Jn_I99UcWF=bPF%XfTXq@3>IU-mOItTDZIx3uw0 zJ5Jl9!20Iqh_B2(YT?PzKRezAYeI5T3JuSC2!)Pr=f0`LvH~!Nz*woj0kZ<=RJ3~k z!*(ArMPHQZMu`s*?kepEG}ZeRy~8jC57(*+ku8 zcAJ#18#miBQW-$q0gHW@FJYgIL#^s><(g5Wo^5%hRSly}Z~Lo;K_I$HN?$pef&>`< z)(3dPI|)7Tg|3(ufRF;(YB_D%&XpwVF@-+~5(|zQoz+#fN;e$qPl?=mIglo-g$-i6 z$UuStR+`&Ved`x(2C`2@ou>Y&=h$X%AU`-4*3V*(PbwKKon9B;51(=#qS+ zJX2ax6`ys?MfB9TQUfLz6j?I$4naqN?_}`j5|QL}>fvu2sOYpzt;mx#O;0V-&fm&> zrPA*wGH0Cd1*5OJ9J2S^+p@rnK-2X#S%ytm79BSPgJfL++y4X*zf_08^RiO0sis(^i`no?NYWz+^*9+bPdFoj|rl%y-5Et@D;7r@@s-4dsU zKW2*dR0UZ{Crc+enWry@y|#HA<(Mb=n_rTDy@cXu6 z2fFl*j;_y`j_8=U`1&7{CckMkO7fjJeGrlFnEiX6lkp{=GiToA$ z@s+k~Pm0l4<`eWIDt9YFq*)NcVEH{TXU&CYHOBG2ZU^JR4po z@Eu<(Lp{A#t%Ipm*HwFYxCoy5K!EoDih&%_xoM-Izh5Y!Ck zU+(B3lylCA@Rwho#}mfQad;unE`&kSf(gM?Kn0&aKB^%ok?6pUJZ8n(Vy^K|IGsn_Q@{|51n>yNATeZphxTs zo6%w&%m6m?IiQpb@Id+gsHZl1!b4j~p&(wg?%hqNR<&#C<^m&zN|G;RZO!MS+uud9 zbMK=oQldx;?F%?8S0e&&w6tPMw{W~ru5sS|O6k%3Vaxs8nZX9f@AZqgtm_`(pTg@+L<|?{q#*>Bn^|sN8VgI z{U-IALs)_9>L*jv{CZox1!#i)fHlklHT0)37(P~82&_Y+7P2MfgxAiWm}u1W3pMmg zxTIG6ES;>#|M>!Y75rq+(Y0TFZtG4m9W1eNXX7gGhu_F=?_aH{H94WbUiAv20X+q` z_=cILCyklLQhe82kyEwA?k+R87I~8SV?~Y_v>B29RA5P4wqZPT_gD`i#69rhw;MYP zXIy(T@e~`tA(M=H{BJ$)z3O;K4#-?Q>SD=5SQ0iOr0EGYGAEeim9-l7u#4nZt)^{` zM@M?xu{(M82`O2>{L160&hDwsz6M($qn6pQF*$7cu&__!%M5D{h=0r(CQCVe75Q)z z>T3%r{gY{vPIBPR`cV1Z!C~HT`4_03nPBp$;dve7sD^=;!X*JI23-cUwM@%>Hkf3k!ng z`n+Za%)V|{*B9puDb%J7%4F%hwQV@Z2J0BL1Qot8b2`6j&)^mEf_$;}-_zS<+O zrS_A>uOyuv zrEVu`@9nrdj_4|jw#nhd@CW6RI+>MbC?b}3!E@wNDNeS<7waX@_FBG!cf-!loNt#q3V-B$;ICST z6uSZWpO8_Hh*USl9-KqN>#30qq=QRtjdgXK%dwo2OHwKYFTPG4`sVb&LJmeVjLMt( zDWdo>qQI~Z<$@A#s;?A0!GGyV$``^RFG}cQ4&$&bO%2Kd;l7sE+8Ak_2Z}Z4f@X-k z+lgDNK{`&MVjEssLfhU7F{(WhXJdrk83dMTpo)XI72Ud%_T~1yYL9TO3?a?WxPQyHeS{fzZH{Z zOBAJ_@3m5xo$YCTV0=BHMDX&1?K-Q~{=aJr`B39Uu+K7cp;I2-T#tNBER9g@X#sH#a#on zH1=Uo+9Lp=q)%mJMe05xt}SO;h&b1@ouJ@X>iYe2^@#QQQeAbpoxbKxkNCs3(qle( zhHi#_C}S{$QDAYYvJPWgk6^vcrx3Ip@V^kKy)#nXi6tnmbj5#h23 zPsl+Ok|)P*JX}ypk1eP1b9{8Zo)$uYQuPM zEOY{JH{fQJflmBhPn%09&YwvBrLpwRfE07F>j#f#8{In%4}Eh|Fvj(3FxN$){P_V? z^MqK+R6rdQ-WP~E99&s5=9qR*hsXbW(JyBO%6y%|^PlzP*NaB1a&MpHOF0&KB)}0M z5b)F6T{&WaH9omc`jMbfCI%r0%AI|EX10rY3x~en_7`ZR)m(3P7yeYiR^eRbAuBtu zSH;LDO1D@(NMbRuWo%jYCAVV z{OX@hwrL;$_T~!njsENGdk4sMKZJi}`y!LE6l=3fi!^>PWK32sqSiXUdKhvcCHGV4 zU41+e-u>-47447Yz74LV4zjEO_T-arK%a_sHc zcb-D^oo@{%8;v_=Jt9&Q_q+dqj1kwt3<%Xz@j}#UzNLfqbgN!7r{k=NH~nHzpE=d1 zNi)mO>N17FmlxkrC>;0Y^XJb}eAvM*H6S2;tgoS#0U!9y@%zh1K-o**$=xD(8}^RR z&N*Ez?})3*PYN%>S((`mqpuV3{Fg?8LY*s{jb{#PydJ(Hlt?$}#2f)gM1+Sj07KQ} zFa)LXgmip02l*X-KjPlNvu5GSMrvwFNUujZlw*0uVOFuI*KpiB-Qr|%&s4HF_36Rx(^w#-US>ZDRT7<37I!p4QAd6~Y`*8_5S4sMwY((S z6y%5DTG4`%rCC$t?MdmNUt{p11&TEuhXsqf)qF;cc43&sh7KH2hqFVAq-n^Dr1ey< z-&-lStW{0_^q0eZKEG=y?Yxs|#!Cs$2ZZK(D1`yYN+?l1^KAZz*x<~!Hzda=1zkre#i4TN zcG8+}GvDDo;8QL@z!_M=FsPW4#o}_HqmfHm)AZP?G|gPE3}cdhLnZYowIeTAy(>@<$@O}TOmKmEM=aUaY2wGQIp?Jaz1V4fR95co2HL4r% zB=C@u&{_@w2MbzkYd+P8r%ZI9j-fTJw1_dnu0JeYr&zfvj*1rzWi3c4oB_8V7m+ z2ylXor0cN8b12sGt03+Ns=P<=gl|!FZHDsD`+BNOx7R`>cm9f{v%-s`g zu)Q;xlgh4`cC5$f^-I>zpAvg1MiGCjx}2y8hA;^05otr9dV14?+U{K)DU8nB^T5b5 zUL>Wx`4A=jY01nrN>s!j=IOa*Ro&*Sd(REOU0{!W!}f|zZGz2e#9WHCJ+|v7Q9o1K zygbOr1J-p9YZfbr*^4%!8Zr3rw4KqVTIen1y~iSiDp|2L!yR__d~Zy6_GQy_`O@XV z4U_6yZ*AB5b3i&vm>qx=jMhMav!9tl+Fqm5@2m>V^HP4qHlOmeUx;9YYR2hI-%lUv zKB{GN_zTy0g?AdYNf@g)Y6oQP&-}wS2#nYh2Hd}_ATFPR$xtdi8hU$7YGl#t*)hqz zR$6<)jX2(F>=b~i(HbDIH7hXoFtadc(CW;3#68o{0~0KDXRnY`Nu*V7)5+i7&ckzu ziMFb;%Z`tpCRq!~nbk6Cw#Hy{v;fvdZCX4PF||Ol-ew4Kvkvi6@Z^3vBFN)4M!&6@XNXAo@sy$FlJ|?YBS_Qs&b-JId~U~*&2r$) z`$@>WZTeodKS@`uT~l*6g0gpGms{QBBim2$mRV@~RK&5L_0rO-{S8O+ma*rre{^KCyB`GIoXzssL`to(tGQ1i> zhQd>TuI2k~h7gdmKZ>7qZXB;HN>XjeGf5jWGg{i{=>1vXL+$VlK$jXS*-S! zuI9(Ss9V;mRbi}yk@LiQ;2_B#vDn)K{H%UpdyEFAuD9u(8q0IgH79X&z(HWjJI|?e zBG+NQh5o%c)IY^GL4y*V_CLVYc=yV+T=NXEWUUw_Yr zG+DiY{n9h=z{A=n1`N;Yu5OLAFC4(|L8k5L5-?Ep&f)zPqPrkuZ}a-?OuIK&G(J)n zN}<@Xs5U*J+CeN)u$D3wAA)>72-@lS@3GByvABd;fIsLD|Hy=tz9qsy^h@z-Be`)GS%Ta|~HOUzWE3NwrrLK@r#lJW=+ zyjwR&CerE%1Ct}&A``e~IkXjJlm(}hh5O-o=1OT9fnh$B;B-@|+iFMjhQ!R|O->Cy zd0rK_`GcH77iO3-K}1d%>O(%s5mAUpk2^&@m0r5Ki_G}^Yj}QDSR-0E)PnOSD=$0#HPAEjek zpqWGp+dE)Y6~HT9x>aN*%0HO;;NtPkk!r=GPW9E;l%^=aHCii!ip8|n#=qh#3Lf*n z0FojRVR;N-R2REWGj_nVxwv!?tp0cSbHrw4ua~Hj0RP<--h>i9#S+0jG2ah27Y*8q zp2V|h^H`f73Nme%;4f$OQOY9M{Q8h*zR<$-`cL3|S7t2sq$E}?D|sfT`|r-0LcTaR zY+F~V;o1R`=au`9EjX6m7lDEwfugJa47H<4gF8!?fhzk`P~A$M0JGi_Hf4i|hO^&E z9#}ML%aEFA7Fn@T3s#%$$-0|ven?xr+5Tmgx2L#E-$@@INKS^UFRHw_PG zh!eAl8`gOtQ?rrZ%1aAj8VT_an%eKa9u{D$>r?qMpb+K-;63bmFto+z+6E|Em$E9o&UC%o^_Zu_mbFIBp zuLkqqHV6flq8ywO*xe3tRvRF2i5v3-1)ok()dl!_fQ-q_9{Gpu58kwFGy^S7jA=B0 z$1PLl;yj1im%0n9Gew`_WR?!QJa9G_?v@$PDh;x2mpJ*kvWdzOxrWLg`My~q-B@WN zGJW-FvuexQ{U<%GK=Pqs3EMleHBKBiudgM#P!TL{QMxN^5{%guNSbcpxd79^@k62d z5JzQ~V7+*p`6G|Kfv}Qx-IWNAy}YY(-}Z3Y$~T0mDY>(GS9K|8xQR`kf8w}}C%&m#uNVA6-9;YBM8 zGxY_}{?N15E2?W}d=!$FH$>0Bn>Qp!`S$+ckV!Oi1=^MAt!0r~6Cwre$Y&T~3b~)q zx!e`?28ag~bSbt^S$TxQ;zal0tBI!j--%)B+yk^HnTZfC3Efe^2LNT1; z6A(w2M&R%+xXBr!Q9`p)5Y7z9gE2HdLo)E`Qh&J@?531Y3Zb`MHcQl0o+p&6?Q6s= zIoh>8;=btXQ(?GToiuU0?18~UJ#pr1tQ&|ggK(@P@PlYB3MRey_W-TtH8Ja^(#7BC z(Ri&@>#s|hVGfv(-l^l};pGpN3iVu_E8os`Vp=d?qYz-zFHm{rH=imeaBw#|!C zoinGkVs&)g3hgQncsbB-WU3nJSGVquZSX>|zpl5Rxm?~Y5|OBGvG>DIwl%p;w6hO* zT$d*1Hq63)|4^n*5U0_%AQjTWv*dYZ2FRham?u77kZM!%o)?ECvNn-_8^V{t9yqpb zK%m679nObsmBkZ^*Mljz&YVMN1FS!>$>qk7kL$>m19wJzhmkrb`Gjg?g^|*bSdzB) z{XzkHS})Af5%?Nzv=~$hR(jhIWJxSL5|)ktUD0Px^=lh9ngVuuX0TkT{xUud39F)N zR6I~iZ6d)S#Q}zxFtKcAfxz*2tIzx~z7ija@^eCTiFC$Pn>}PM*2f25x#&Gyy`EWK zBYZr<-a2N9Kj#uNbrJ@h@1rH(3Sk@>?q(VP6xi(pFb*Cd^^VoohOZR#-n;gyeX;trm($p95Q*9s0;jLWdH0O;GBuy$C!LyWYda z%CAxC_J5MTR6o8Yd`yfF_CWyn#{Dk_7?%%RhraIDt zMw;*1rt2ZJr};SfyXb)@A9r}~KV)8NS`cK^R&Q7xND>DwTXQ;sr8gIbx)-C-rHy)^ zrKkI)=;=~*g9(;!4P+)(>FW3YVQct@ExBxz5zj0g{fDgs#Nm~pu-)Sm@LlDO>TzuA zfbidkPE%XVfjoIZX;42AZ~0LNPCSq2YbVk1+`l$f#;H3tyRXvRC-`L$r+W+udiMxo z=w5fu?_#GHW9nvpSN(o5%!qr2)rjv&j4L%uo zyRlpSR$-UN-?oyKGIa74hMTg`4u_-y*Mum@#q=($sF!9@xj6oK0_ZHf zkZWOoDdQ}pMnuBq9p#QV{lrMrRHa=Ai3H>|`1LCYuDGdy)sF*x)Ps7(q39;_Z#j@$ zH@S|k4{QmDZQbxwe;D@6_+|+xonTY?e#RYJr4@x%CJNP6QP#p`*{aJUe$Z9zlSdRx z&$!-uVo{$V_*cocG94^y)C33ypVhO2-IH9}%I7hIEGeo@7RR$cWfAs*g$2c^S12Jt z+|dV8Q70@6;}Dr&;@^0(UTElwnvDOMstWTm4c{0hsfl-%j-E7L)*rLG$=9;W|I~5e zsU90>g!>k2Hc>VSInVxx{^$vv6KW5rsniT%Pz_6W2e(oeLjPfF;iT96VP)Xx(oi6& z;2HiNJPLCRS}rsTUUWL&GHqQO=kr^s@z<%*;>5GK$^CB|AnzX>r*SEbNQMOr}%k*F#p|bNxVB(4$2JIfH&* zi!4Lk*dC|=y#$yY;~WL8DlgwQV)n57(C0aE{Pdy^l%}kY9K04mMDjpLGbhn@ZT9Re zH&GQ+2ksk@(o##$Kd|jj84&yama-krfDYbL+0c*iaciwOW`J7UT5jhz-LC&FLzz3XS*p&srX@0=M zDS$uEH**4ZY4xIRh-~J(d3cFmlTzRQ26K9}loE#Odj3S>xx1;)Pd}w+lm)r9&&!RR z8f2KgnOd>Y;;tcmV@=(QHTd=bV6B9=1mXyYaQFd?kh#W0JM5YBG0JSZq|jk^ZQiD= zD~M^8lfN0BcbKC&=4n}zg`P7`*y0q193>YLB^E?64o}_+v;2QOdf(P;?gx}Wk8fZ(U~BHlrvW^smt>RDc*XNB$y z);v(K>{5Gm`U4x!E>{6*eJ>>6J*@_Xc00p{w@UT&GZg&2IDg-E`JKGCV58_elk~!- zcR_g-X#v(U;}#4MFj*?OMmNKtdV* z0O}(uKL%xk*QU-C^H}u;Nz!^uK=bj~c{q1fNM}r}uwwM4(*7U(jA!f%X+8UIe7mMH z_`xXCM(-6f3QwqkQ_PhiS$r3-0|C31N_D#dwyVnhb$F%L#Fr>;*t^eFZ0ORx!?PD+ z5A5Xbxmhee#YR|MWt*uxfEUBMtV6Q39WY3yjB$7m)}suLZIvWZl;S8e#2?SR(Q2jo zBrnb->XPk7>;BqH#@^F6Rqf9g9FBDJFuX=E!+Zi87QfPyMDtL#yY3E6PtZf#YC;A_ zSVQ9GfCn@2 zrtHPSIw{{5Iu6%9Lw39)mH`j1zSJa1mbk>p=%?!~dUpl?LTaOdZ-1JC_gt7UZ{a4D zK{B9CEYy{AxM0X{1cCb~O}!fsAYwND<7DrAz*D9sO4jIvwe_R#-u$2T#BX_lR!=a} zEh~Qw(`bnl0;}UVp77}(HlX)YoXtt~^JOTH>q#&!K!JtbE{kP*ysXrdJ;;(*%8e`3 zebaabuf~_eQX8+9yb*AtB7mEqJdo*Jk3&`?;;^pDkTfVo&vYQGq<=j2k*=Wz#zn;t zhW^}Cl6;60vsKMCTnwqmJ>TW3QWtagf>_p-1;lej%Uyp-frOVl#E_5)Wdag3)4BCz zJoQcv>xl=^O(vAkCrUx>BB-ii>D8~y@J_K(FU_`qD}@U8dxD)>_+SDQ)LI6p0L@Yh z$WBCL9G=q~ds|t+9a$CC=7b=JM76v&bxf4=cSrxc?V-3X9V2ilBQ^04TX9$KutEm> zufxm3!?Er&PBJ8!)?#Il+*;LBB=FQn_M;3lko+B%63BFzx8Kx00If9k^tG6PIG29=}9awY?vu5S>-r&UNy&bqvlb`VU$9LZF#pC zPO$Iuoq)F9s0UUB0egDRZZ%H)7+~-%(x#Y6EGgZrFAMxfNwd zL8}$8*@eQ0N7*|Zo#xCsK6%b^Im5<~|M@fa zwv0oB$lBUemQzQy?GAcil1m=s2apt&A=qaG>_HMkpE|KN1#G4NL^B`b78KBoif)8` zbkw1jwwIWnG#?IdG4X;Df@K$ z&Jy;*;`meK--lv~AXJH9*R-e&EkJ@~y%jN)-U$~50J;kmLeq%HjB|c9zr63+Up`{4 z*DaqGYsF?(^t|^swdmveL9m;am@fS$<_lbeAw=0^ae*Gw{sK@X#`A!^y-dXsUDL<} z!i1uCMzm;7Ph8)_XOThUmZ!VZI3X^_FtSkSftlT$HwXc|4{|D$kV6(AV5iQLP@TvA z3`D~Z3mO6e`x%qQ7b}-^XL>Sa?T?jL{liw`NBd?N7J!!o*?iGM!v%`(z?$^wPp)3P zH-B&a!{+3?L;veW@2fMpX+D8F+nu{>^N2Kne8w&UpyGSgp}Kk37<5RS!_3YKgR6b9~%INm5tQEP{D zX#B$#n**w>wvAtd2))F>~BK@hlYOF&X%(vKkWeJ$0 z5U3TfKL9i4KJ=6Ti(>emsiACla3cit%RGD?lU2m~X5QSSr*V-_@~Gf$E9HfepU{ie zn8xp#MZif-*j7(8cwYPC$60(}U+rgF^KyfF(w^yqp7u5A#nH>dir&0A8QPa!P}M4? z6}?%xUvQ$4Yq-p28Eh+v@M~pSaC?6ts)f42{+2jgqZUQ$W<#_C)VA6gjUrShwIl|U z*=u)I9vHT&876)$st|8U)}zci-d}LSmVIW1ysI-0hYO?k0L+*erL5aLB6ETk6@_*s z(#_m1HOc~*!RH9q_=;@HnoqL@srR4uX!L>|bgF-}nNK2Uo>X(PEp>c%16u4cZkM`@xtDz@MncM3VAI4d?EZh) zh@~u$Gq!Rz+J#YGSJ6gGw~EW6KXreY^&t4rZv>p2oYisFd+^K4 zQW!RHk^%P4I^+#I*f@V==+Ah4RF{q3$$A43_Wlwt>9#Kj&cTxV6$hIwET7zZrdnLN zjH+Q>YAy`ad;MYg^&K9kaI$cp2qTw*XNaArBQfLC1#vnK;7N3WuP_Yi2Jm1kr?Uyl ze=)(K^Z8Gp5OhiaFutSxTSn(V6I(udp;xU;WxZ z0W2+$`HscM8pCt=!Ke2TgyOpJz>XcBY1}W5i<%at>Q z*A*0g3tt-!cz&U*1`B)*Bnw}|QQAQ+MMTalT0ytpGsGZU7h>Hyk%Gb1xc{l5`wc2q z*LREEv6IgFUG#4G`@Z?Y?zC$xWI{)od`R^U+;a$-l&Q=RQv@sM7?e**{6E-x^Jpl; zKW?T`6Oq3;!nJ8orp@^xhWtr@2#=azE$dEd9kqgbJk zH0YX8;efnGd{+k1OlJ=jJ)V-fpc$%szc`aiZ7xv!TqReW ze$QuOc||ZtyK`f~&08U54qx7TXyn3B!$D89073z)^;5o--tnwr{(IuM-`!12dknV#D40$C4F_AFeT)uFpaO$3C{_@r(Y_g zZ!(gg5T*iF1q##7ne7XkJ3Z?qS#H}Yftr3;ooSVFvK0R(y;AuXX%vttex(8cc2bo< zA4?>fF~N?~zeH1{4y8Rv4HC}?E)+28yCu}VR$EvgdUubgH@!3WO7_|$&mBJEGP#tv zbZizLh6cwV9$f{C``5R39!V?tH~_fC{&M)s?*B@^UM6gEJnK`PQK;9&C%H#n9a4B` zq|@+_=-?NehNtl+ZQ552ZZqRQ$21*XM|HR3l7Ep(6_-aqC+}2)ES(1+MZ3mFnNl;5 z&9$tw<6j@v8vZ7XVFt7kKD14q)_7H%=Nsy7&k_4=8Sn~<6_LM zDdnnuG~EW+pKf#Ct5f!*eK>+SI)QKyPnjiwTs1(pw1+k>7dYcnaWKuv~Vg;w3ytv};I6fe_iCj@6@iR~&!qH#=q9AwI4W6q68B zQyG50@6AJ<{XeG-;w2x)RA22&n;H1C@S=3dF2ru+8R8694M3hi&o4udW_y(F>S&qe zTNykkn)C1po{2gFbSH(iM_OS~5|0no4^0$qd>uoO?d2X)bM zXCBm>(KM`nI+r)-+`QT)b?ke8{%uFmt#x@LILTew3L%G;E@8)S zD97)HqG!b`K0)bJUnp+sE^Y3;Cev5*Po?tQwO?&gTTvG|ti#yc&q~+5)hoJu%Q1hP zH=Waryb9{XwlY8*!#_dqprV%TXXD2JN*G8+anI4=9X+NqMT6D=DenwaO1?bcr7mn7 zcSYDe`PEGSPwOcuqd2pd-_j>MIlOG3jz;ML%Zf}_Fn>n_$c9%Jg;#&Q`z{7>-!-!|95^ze%&Kw;sJC`3%lA2PuV$& zaES+ioiu2gzCNSo{zV6&{P1skc91F^@dRQddu@tXz}eRUMj9IGrdoDwib~vCIP#L+p-+bQ@fu4hrD#b`%D} zW?-R+eT$$cxIqPbV@PTOxTrAfd7Y$V-wKrU2YN~vYJd2+?x+O7lg-}%t@q20Ja zbQ!V(vzv7iT<9~t>6F%L$TqC?y!m4`tV0~3T{WUI^Y-O!k>JepSqHkmUe0v-KrVTv zX*@l8Y-I(PYi<@&)m&8PkB=VC__{kn)@OfF3QrfjuyYze@twvC_nkt+b#0 zw^$_6f)FtE@?X7d%sn5v5s`l2+Ov-5Dp4f_m4a6N&$XGG<)#I-te9C^Gh3W=9t8@f zp@Kdjms-skY>eOX*}<{P|E0yKVoAeh?BSQdf1h9-O}bhVCq9I)^d`QQ=jze$7`a<_ z7u(_S`PZ+RTaU$@8RFpAPD2ES2KZ_9-$}IekFq@gbr=_<}924XAXM$RIp`m=XWsQlr+HkiK>NL9v8}rP&~5G7sL13i?1^s-JAV zLyx05;q25xw%~cwM=PGd06*6+(w6{O+6^NWGBOn4okArAaEZ>sYjg9C6>G!xlkt;p zI`{nEie$DG%p*s^41yz-JUYUlv$IJL%pOsP3B}f|z>yC_Dvy=zRcDe+ZdKQ&x+H3R zd7bcZp8>iy*t2OP9y*F%PG-t;hGfsM--Fi_hpuwSpb;)X(fX+l%8=)*x&tA936} z&GX4@<-Xr&JpWxH>@V__^=QSZ#wCd21mNBC~ z>B5;OV0{@Lo{C8$UCP;!c$i8A!9C?s1YkM8cYRlST>9r1&IRkr$^`R`rox(O?N@;C5~n0UT< zJk6iDER%;-3O`#u#@VkhtrCA7UZb03oTX9zX6tfTob93R)V}Yw=Ob8>>ock%CP2K_ zo(}S5<+tmHK|_s*hlrPS_I*lO0%^yq{7|#1M4_T6lK}| z1fZV|Q0&p94z%zFg%dnFy>c|xCDHP>+V5Wh37Kv!r<*@20=>`e0=|z4Byf1$m@>#E z5|tFmK&aJX4tYrRF&YTDUkjglU$%;Ou6svJ?dm%>Zwd3)|N1eNV}>80@tVHHPmKJB ztLp(af(aj=0G7CE5?&$d->-smYsxroq8;Py?Dqb5{3qh@1~Co+A{up;Ev=5jFHg7S z@I^kMJEQ6b8sr1T`wS{+uY+uh+M=5dW=JOIsoieUzIHL}&^nL)BZh7$j~p<7Vq?gj zIIpW&p51E~`wc~fwUPoX(22mqGeJXoOsbtR0cy_&Iw#ou_V!P78VJApSV9(zN~jLJ z$s-luF;j8CmQ{I?nvs${GiM*GddQeIFXne>-Y=3Cl!@^*qHh_rDO^@=E>-rP_!3VS z*==Nm8>(#SL#Q<73T216V48k|EIxd0*hDR3Z*E}& z#EUnYK%#d_xXLoKjET^D>5J%&~C8# zyqC9#gT(J^Bs~+s=sd6Eq}hq7Py*y0e~AnD{+qc7ZEBw@4|+ zlP_KUBrTn9v{e46_o{ryQ4Cn}{dnkDL@RL|;Qk3QwQ*B6RqbA~Z4LYHuT3nD9}dzl z^ox#kb`1!>bY#uqk+9hF!vTfykg^--O1;GgXu|JdC;4ut5FGmxrHtbBeMj!aw z{&(71Uh?L+tFaMY&9O#Dxb9vCU&7Hgi}IVOf@HQd=p`gPz6QL`#MrMl#|RmCnI$9! z2~1oQ*!aRlKn1Oevyg*Wd@c(C_Sg#}OcbL^!+kL~L$0OQ^me3aq)CeZH_F{fmv^s% zQ5?QhCMX~P6YBvRleh_)gDtfS%nLi?`LT#pt1s0_t(Jr6`FqW4=OPmOr|gVwDmvMy z-!ZW_o+cIo;9Dfk5H7@-1}s*On6@ls_Qw@KmEKQ2_-`Umg>xj(yC=J>ZolO8$)hTz zUcy~!?bG-Gm4wd30U$P(a8B2s7L!>14Yv@{1Wh_HHT z+1Is&GgntKZ(V6FgT1OTku=Y?s?U-?f7yAZ{d_I!pXc_Z7qi!Xq?a-Ag9Z`}s(GQs zEA__UK$JmG=n`$ZsHi-Qi2Jbaa7EU1(eLo$F&fp>=Rl4@rsQ>d^!6w9Ry~0R*l(0!+!OOXUH>?1{bzNcWp;?gEhX!HyzXJn}`OpdtG$(M!3j7BF{X! zY&C{dsnCC~e;TvQ?}NyYv%PrJP;l8+`2DMvKMwn*gX=haN0}!*36Bdrd`t9 z!{LQ7^^?KaH9D6LFenz^fhDcsh5?GG+Y*MkAB{EK$q1Rjs6ClkM4R~rF)&FhfH=8a zVdj` zx)h_ci1ZgBp|z+jiMxV7=Q^*jAb;_6A8DkFDFsD~Y8e6w~X?>~YC%8t9Zb_B#a zLxk}G6n~e_xU~K7O`|H*n~92)H)TF-@`)}2BfxSB?BOQR<_b2yBuB^^*9GQd16blb zrWgQWST(rQTDe~$M81N)uOhqkmR34BLAqnksKK@?RZa56M^`t?ja5hiw2oKcDeuT- zs5W&l{AJlHqf9k!AQJmyx25kSVpML4z3n?>}7XH=YjWp#?E6qxvm#^`l!a z4-7bG{G7uJASn?f+AZK#Ay6VL1+X<7fDkNHz^H#}tL4CydxHe@d`97?8cTn`Env*m zB|*pc`fsb}uL{3ec_UVtAQEXhfH=tMLYI)*Fk^KcWD(Yd**-DslL6u~LLF<;;1_@6 zr@+s8nogo!XJ<)tWX3h3vZQOm*vq@ow^c3DZ0)h^^MW61ROVeM>5^0b z;nKWBHRi+)E6*Y)7_0WrIRe7$H}402Wq7&Jd%g_m7cRRBdm8F6F)Hgq68CP!5NcTsB& z|FtVkk_h$=^(UJ)pbjZGL<549K?E%AqU61M}PV(>atx&e1{5 zv0WBkdwXrJT>Lbiu4r+Hs&R;qXAoTqoZTb}$k>6s%soseEs4>PZ6cKDa(AWFVoYHxwTpIt2VcRiMw+=wXR#DKW`KN7Elv; zNJNx>1sb`6Vt?_Q7@(IE2@IXvNH$nkkb3tc{OsY3S0C4VCFUJ~rQi-JuPOukIt+;k z^!j)UjlAmhnbc|@iHrn_Vi^TWdP^cyb?A8f(yzg@sBIk4kzTRXlNwRoBDbgl_mo-^x`OLjfqB%{3ch%&+wEaUK*0TFCKpJv|xrzM#{GY3#0Iy3Qc z6}dydXqb4cU~OTVT}Rm3ue%&iIouM$S?zPE!S724IKy8_!VPWpeX07AGo*>`7C6mM zVhJn|*g$dUD+MnRxVG4+V<}FeJ#)_`qXsmGD~9XSg=$ay^0yXuH#PZMa#p&N3-(u% z=N$1HDTGY(UhTlY0LOzEzB8^Y1AIb1^_L`}@?aarCKZ^9sB*y)Pg8x&?n`+cqJ+Pv z+c3)QC5iOdgrzI5pEz%r?{W~h$&s=zzFd(%zVxEzKU_DqIP;v_EZ|%;$%BX|Q~-Rq z#KSgb0p*)}nfO=y@tNlSc&eS{AH^jMkit1&iI#vj%e}?UMmiN)&aNaCII#SNwCd7j zg2K}oNWY2$+^&5Ac$zmpv>eW} z1A(&F=C6OVRs(H$iajiJA@Ruu|67-PjgsdcJnH2-Ol=4T8!zC&GLRbv^g+Z{Wb+>O z;rv+Rj?-$~v%KBa77R`$_X0afi#&>9C_n+sV~etV7sL)KvyOroJg!k<=c+Ce;NC> z9o93{42JoRp3$p0A{W-Ba)s+a8faMH-B~G+@>g7ocu*h6MI2dO-l9#+N;GDmS|!p_ zk|}1+H!EsF=kB(j^GdlXC9q)b?0&bla{7ii{{YEXt4OKCexO*>{${UUv~9Jlbo!Im zVkz3v)>qD7;C_yN{a*x;a1zY|G+b0g>)X$epku}?(LQ4^83V`&J=Q$5IeVc9O6yN# z$=riyj{er7U+hl$S=Bd2&MCjXQ#gxzx)sd1Ml8c17dmc(wd#SjzV?KdlRHQ;gi^vX zoXHEJDWnek{!YNWl}(FF5-XRQHBl-|vJyYXWW&^p*XL1?FKGsetbF0vT%qh~RBj!F;Wc zUtaXto0F%KmS_f&mCqHw+bW$(kjwUzmF~tIiVmSu{8j>PXM4)qq&i#yY5iRX=}JaMY7C1y{}cRhMI%uwZjLKLzb zmB*`IjR^iON&}z_=a~M1Zk&VJ5E4`p_6k7#6q01%Hs-~4Y^xbX70jzh8D$Qq)r2?h zi#jKhTtB8`Qq!4Xw8qu(gS;D02_w@i(2$~A94M@UnY9t15?dUE0bI+n*TxB!{48-# z>`nXQm)3}{`{sCMocY49b3tM66uI+Y+)K1T6gRB)+<9n)5Ee>wbVt=(kHZ}naSHD~qYlVuG0 z`){P93II(=X5P)$$2SxE!R$h`0Wst54=_g5pbE|+0qJ}DxPhCq|IbK`3<}z=s3s&H7hl=!` zBhN$7Z?}Qv2w+gyH5@%igNocCon;T=6a&>8147qLA!jiASDczh?mhU(*TAslt};RO z*ZoboddD*K=R1sq@g|v~defb8rGBnmw;po^-AUMV^j@I`^>U2ofZH(3;oX`6{X7SC;SZgh9xjB zaL7oS4ao2Y6Q8dDS(F2}2GvZ6C-Z3%L?Rbyb!hb`(%g0uJ57K_gg;f zaygdVBoC82bA`ADq1r$n0uNwz;qdJRwbv#x?KWs?4v(g;hBZhGe;iuX7on{;na_I_ z^&Dzk|9vawq|%kiI|d;Hr!4J-C~W^=-z`R!-<;h$2X@gPP@u-;1-jV|VnI(hOz7{x zR!UIVy8vxsdGX(=ODCJ=o5X?&=573n6LM|m?}+!e>@8FlJ=OZ*wvf^8XS!TGS4+%R zKM0YOssVoVf&U$-)&KuJ{wGPu|5jNj%G`gycG_UyOw3&RT*o_%*l%*B+p-reopFer zrf<)*zG_-@cbLc?q7~XMHb_YWGU#Y}XzItUOZ+*N>#x5g?`1 z=Xcq;^#W9NKt*QRd>%KGOLJ|=p^Vj=P*txto*MJ*)}%Gczj|1TTdL$&dZ4sqwC2xb zh0IHrZE&CRzVI=tVz1LKg3rq6;>Dht$|cQR$3%x;she;8NW}a-v1=lti0gT0{;$Ud z-|-PicJYmZ;yZ0fGD9O!~Coj&Gc*rtz$IGHM+RpdvpDEjk>JwXJPOp zBl&+RKkWkm?OlO`v!o_MI7f-L8iJF+1tVivX|n(+ejNsB?8JdCrmC%>uRlP9`uqC)xIdUb+g z2EP&w#M-dp>;lp~^>JgS0jKvrT;-O}Si$ThxsK2HW{FvTRg0x-K`Nws$*j^~>3z@6 z?~Zzasdp1y_#c!p|6@1g)-B2CzO%sohbvtg3BSsf81*3WiL>4#gVd8GFD_m1Jrd+| z{r@qz_5TN$#s6~+p$|0-d2+aLH-J){mFmsP0Y8svGL=t`$qhBA-5(x_LjKNn8s^-{ zn@J|5d-w+K)|F~0KnCLkR$)mAj#6>bVqksjwi28Ot=@}&p4pVu09l+Zc`aL zefFm1%`sM!%JP-Xmp+%$K$X>~@x)x_@yo_}j{uHU;|#Q^oC=kYrT#-(8B ztgEnL7uI8uif{Vv=2;U zQop9Wq&sLP7N#^$2adf_QbEnR@qCwupCpC?3J=g=aEZg`GZPQUwVF{8_?=qoI~!DF zgH#vQ-sWV3To2vj+ki_|YO6%}8s>}sy^DAK-(K|oo_YPku6CqrngH!hv>&w|6xZ2I zF-V@nyST&K$+!mjQI{?42K04&^36OydzuQ?yq+RYI#gp$-hN1Y`0W(Wx2$vLv`%e4 z0ePzL1E@6ZbvEptT^QF+>Epk++S>l_%*|dUNDIvyz=2B+_4#f5|}pTfYpW@4f3`OL08 ztw&5g9PK{T89chn_IcV>)L4O+|2e#HUnx>`1)=#DRI%aE*_Kvv3B3KD?q=ia7`eGN zb_ot6X7#2M7l#L}ZR}9_2Hy_nEJ$B_#qG8fU_9rA|ya;m0 zNg)gBpQHJ9pyaR7YnGQ`iI zf$Tnof*!YMChfuBC+-2+U9WdIb%ZM2zlLIsDWAHm`0~Nkqe@lj>LG z^&fvW|D9)6JhCye%?vx~;JXxbV1H+|BdS;T$Js+fMK%#YK7v4izd?u`IKuFTFcgxI zhptyf&vbT!4&ARk$hFMNRVt?jkifD@OnDLv|~iJ^A$>4ujZ&YE{AU!_Nw zKeu4uWEFvv8II873=wv5lyIZ?N<4^84+P>HIbuJ{$pDrWumH2wR%Wf}n8@PGiFnts z4y~5-^iYBuzpxU4oT?&pDDLJgXoLe>!wK3cC|E;C=3(40sRaEDD>6fl9?wj9Oy-|h zxQX_(@lVa4?s6As9eH(~wnf)`uqqT1u)h=Fj(6jFulvN~A$&L5fK&@A!Rv!V>>O^P z1VdwfkwXf%-mY3a-yO>!u;sbO;;W{YvG#zs>BQ;HRD-r=CqAW-O{&WVR#g9u{n~Gx zdE$l4^renfI`c?D%>Ox(0&<-S(sq zBWv4wSldLIJkLoQvB$UHI%7iuo0&73@ z=GAEN@z(KcBR-R7{$?I;7;qCle)Uvl`+Zj~k<9=vMM)kp)+FmXyMSd6ZW{*H{2wkk ztTy{YgJNJAB|eOE^wLL9agHWEY$eC-K!Eluftx)p3E#|)rB3i4!B3xzQ$Lk>EuO8y za)1aROBssf0}zv`RM}jWe{kNvmOOTA7;(mW{cJ@ejX9AS*Q{?Hc)m~+#)wPjY8y3zjf%?!&|OP3y=QYsa*}g zeEXf#BkRD#rm{{m*OF9+__gXYojN}xy#6KlbmW%=OKg$B(~mobZvyYa4K_BycnJNW zYc!^Hw8KRLqwS!aM;}->hV2kZ9$%*HOb!cA>H8OcALx)s`6Q+Jj9V$h_y>XJWxU*m zVY&lru7Z^iFZtAij6z6u>_7`e#(uAxHYzt{s%$B$$o9YQmc15z-|L*>;7H~f+&A)mz;{pDYahr@*(m-hll+@fTbJ7Epf=?9b}qf!YIAF3Q$#mZ z5c~PIMpBhR(!8ko%{z^#vxS(KvU;?<78JJ!NW-#xh_>@VYGJuO_<{vX-v?2{3X0G4ZeX9b6+9WqkVbno7v+&PQJ=wUh5{UYw67ZPr@$;>#nJ1(=#Z*s}P$ zJWwoERgtOFNIFojW{?qh+6{H+To%~o zqIfT42=YrulZ;|x)sM=o8A3#ZLLCV&?6HlRHj#7o5ygBxc&j=ro4-c>=npM~!@ZR5 z{Eq}BlEnt)3~_J1a63MZq({2f2dPy?GQmM;QbwqACI|;`hm1k6{gS|=ukopiO5C+L zp!s9m!++T8A*l2`QO#B|P;?GWJSl0`(TsEcj}&X(@{x~MwQ(-0b;O|3V6jd$I;u6H46{yZggD$DmUjGWJr>!G5JAl9HA#`Tq zN)JKztd!NU*rCME{#TMAcaTy5=y_Tmyw+I7c2ca3UqnlMIDuA-K_C}>u}(wTKh^N% z|JdlIB^%Xqdmbe2Qh&YYY}d`nG!q@=C+IcyZq71md5e%wpj}^uP7=Tz&dGrAdUtBy zvvHoN$4vAts2L;R$xn@z4wSX6p0#v)aY=t7t0kl+>fQ79b4bHfhquIDFtG&)FqDDb z4PXL#XtFG5ItHdfY6u}3SYT5!@PMV^s3N`{F}kD={i+d=*U;19{&e_p8+MZ^4PN1W z5~UVTyG44Aq^04S(Iv=cdws}W&5@oOUGI}`Z=CC4^XBcevViu{houRZ8Z+>()J2koPY~@l5xebc}h9jwYAlSrUN4p2WmW*nx9eI4_WZzCJ=j3)H9Il5!7oEQ*=(v(bD-+Rl|!ADg5_gZH0Wbp*@Onsz^85EX(Nqf(W(fRy${i9qRsQsV>Pw+ zQy%>&c@x=1lY{ooXI*C%!nPHv=if;|Fo4ztc8CUDXIY4O12;;5H5_B9(c&W>qn{yk zs|Snx;sr)cWTx}n1$wiI=O;A2B-*EhG~CE~L^?e3jMKX#UPv9r5?yaW9AW3+DH+Jp z)yA(pGiLEG)j)1Zpo4CD>#G;q%Ib9W9wC4TP+aj;;jbH+eXFktz^%&JJ>Aj1jz6JZKstbFR$%pd_1T6}-{Fby4& z4M|Pw|I8WD>Q0|;|0-Lmxu}}ZCWtVvYK%}ZT1xpRs<&=}cJ)O!6Efm|_U&}1i5gS# zSfUe@!yp{SH>&cq*5aPSUKT&TS4F=aBfe=w-5Z+`+M?P0CDM|||N23L)zy$!@ULhB ziFO4jks&m&jUxQ*$f~O4qm+2wK$t1b`)e`&fh~mSnyE0=;}3K_!yVu>@WtsX&Pi}r zk^?^t^cw=(&BG1$y&;RY5cd=QMSaPPhHt_1&DK_f))4J(YTO4f3_%Tax@W<7B1}CI zAbv4y(s;k`jVnx<&*>w-2-DgXxFVb$HhyI2NKE|j>sPvaeH$)U4%gZ~m%evW>8m*d*d@kLT3 zcY$9C_O^iD!8i*p)QWHN11IG}?Pd!(W~W-r68Y0eV+jpaWGG&y6QVXI8WYnKouco2 ztuPvLelvbS8CBLD?hK%TQV$l8vDd*RT7YOS;~(HBOxp=1pgAj=;Y&l*cy*^Vl1>p9W zqTq^mNuH#Gxalw8qdJmOL?|Oi=nK)6TeVe#!OX2JcTI{Jto7lGgv$IhV;7a9sm`li zuBYpLzU=)92PCcF>}dkLc557Xcxs*}DZ;z#rg>ACuwpVWtCOr;yJ9DT$Pkgh@|GoZYjS)mY9c0&&>HH`lr#?{4 z;Qd7FzCZH^3rfp2odQ$CHaMsq-@*Q7*p1*_bKHzN-QhT1C{ z(^K2cu5RTG|Bl`pW$Y<;=CpC_w_yB6|a9t2@n!gvlpKhuiy171mL#X!dcSfZAU z$3L(F^rwxrNJguUgHW}*=Hi5*_Dl#&Gh5@>kciR3ZwH;b&DsWsqkNgfHQuMBgzYOX z2IoBXsBbRPBd8H92|S0dpRUYUhq{2zyTpD*a>4*G)^>-z^moJK2MYq`Iy~L8Z1wvm zQMf^e7U9m`;i%X-qna}(?zkD8muI{Kk2Q)TBZ2zg0@%i=m%#b+g4?i55gJ+@NwjX$ zgmklhO5DnoJ5-F?@3H#MAE#QIwfI%ydK95F4ZEIO4^1r!xf7qb#+hOIHXRUkQi42o=lPF)w6&RLy z62Le_eGOm)f~QEs^&t5sKoBOPR$g5We~IMNQYI*x3@u~cH!#H}17PwR_1dMBXD?C8 z@=LDpD)N^{``8hjgQt+|rdT8>6#qRDwdukdK>M88bV+>-U|oL31r11Ay!Y7Z`|ot< zUWFZeZ0=HaQUz)}fSQ@CU2eX1k_d z=j2w69sJG?xO3pl$(+|TsRn7#rd$gzBS#}CuWC10Vp&Z%!TS0EmR?TjLMCs@mhi%e zwMd&s?SrztcR%E%2_N5&_fzT={NsuR9r-r^;&GA%J4J%Q8bCUe##T_fP%|Y|EA0NN z?H8FxgAaH7DQc8k{O07;ZTX4c}}^9J#m%{Fa_O_mPQ5^<7s2lAnzX6DN1 zZq&Y5ARQQlX<-OEEZPizdMH;_R&^o8-+5xxCDDK@ac|&e8yPwQYV6CjXa;vGhYzK> zy;4W}i9P3BY}55|K5Mzk-_p0`u=-&M^@F?`@?!oMCG=hHvcRF*dyWlM{C(8K1V>R>@3ipC9=0izVH!!^+o8F&Yyu? zyY5W3%B}MYuWY9XpMl|D=BM((PiO*G4>F@v(sg2suzHMDfgVp? zcYn`dcZC5J-ou|41mE-VzdKk%l!rh_wig5R$+Lg>v6M{?p9KXusyE{hM$;Xh^7BL= zfYR1h{B!zyUd37{zZP=>69KTM`Fp-)Z zwKaU$K57y!`{2=K@#Du{#Fjm}d;0pq<~%9yq0RWzW5l}KjdLDGX@_2yCvu6pMlPch zc8I?~!I$O(3jC%s8k}KxN$OHGjlYQ`u%R3sLGz1mjrG_Lwy>&^+*N(b0N!J zENo1ce%Mg~77+j*&JpiLf=-~9w&;U1+MpjEz&!z9wBqwi9Y^bt?`YOoRs61N56ecJrf%z^<d?*MvDoEd2wCoT2UulBW# zyM?l>bt1Hi(AN$O$L1SyYh3wa7Mr?X9H^Y9k}l45o`T9h6Gjdx=HP_ES_tE-%Vn?- zmV4HH2OgR-OCp_`NmPufD2To2Q*6749!q(8wDKifwFs)}7OGR>gaV%xw7i9O;G3?H zFsSkF4tN=cCG?!(MLYNbuyjeis11lgsIcs+tEKGQ7WDE`y(>$V_uh+TIQImgGg6K< zX{kke4!v0nn7FiY@8S|kakI{{7dU=9Vimxhz)iscd@@1y2ud+0%% zW=Xeb>MyZy&Daltx!=xCO}6~Gx>{YRq5H)NmMo{+rtlODS5SV9&9S37r#Rn9AoUp0 zAZ0{{wV)zRX8J_UFl!B2AEui$zLpp39=Ti>Yeg#x3Ov_#%sY_m?!LJU{k_BL{%pyt zz=v%AG<~NIZ_BFUS3fIb3Wk>)H`31c-S`-#VU->x7C~2}S^{*SK*bwS65Y5x z2pxe%X4}5qF!Qt_#SIS+oH8IQlnUmbG58ge$n`74L7E2Ql`iHUmN!)Kfh9-~^(GkqnKvt{Y?BxQec#$AI#2Y-HH=Q+nVS%ZKf3#WUI zJ-Yu3Lv23Bd*Iu?npFSJA7x%QJNAtF;t$^6eb@KI0oYXv$&EbjOhGN1Q(U1WCW3Wi zfMuS={;*uEra2FL>+1VnqOvBex!d#MTj>vPZ(i=4%+i_;)%!n*BX8`wF#q2=&NZ+d zfBlDREt0*5)2$u`&Km!J{hb`vc_+fbf5+kfc)$_s zH@)ni3Xv|KTZI{KrEV;HUZt%h1rQfg>EmOg<6S;ad^8;8B1OyeWE)Q?u$8yiK!rWh zm-ztheidk)FUWGx2ogYb3%NU7egZe7d5CoZ^l)&e<;?QCOdN4lmx(P*5Mn7G*F8mS zAOUJf+6}w}OOu_1P{4JgOaC;gM**grJZh0Z`5`bzF9}%|O@cndiX~gcI-M>rhP$=b zuOz27g_vU}zZwXj^}%g(w^_(C*wR!1?i*4X@3tD1$qN!O#Fsj?*)Xd5i`uD*u;u(O z5sqF4oH2ZN)oLWEGaBjlmJs!Z!`# z_CSkSflA$`&?CB&r!iACtaf62+;-vqDqHd72G7YSApk0%Ct& zjlYYM<@`jK!b5Qg)(;j* zU&JeLPXu@z(|TK`1&g1C2GuMy1>Hv6%ep&=Matwwl4dj^`vPmLg|dmZO4GlqY0`4&AfeJ-n;RZLbLnLG*RY)orecnZPy;A;z~a|Z51T%cXxzkhB7nO|uQ zQwX}jLjjN&EEo&X!8i{zXtx;*K(y$xp&NCl4Dots+C$^G24xOl=epeo601P6@KG=f zg^p$^)50{HiaoXQ`!~7+SJk{WB5Kp5ea?T>2#dYNYjEOs?|{K1-e-a_0iBds+QcwT zyYrxV>^Z-ap?a5SM6_=8Yw^7Y->Aecti|XY@;|)$P&jwb`BVSl(t*D6eJb+v?&k19 zO~CfZ0cP85yk{@+cSPKOxHgmq7q_|W+``0IGeAu84N6#hHgIPtz}-58^diLKOOPF2 zJTrgVy5mJAMi)h}@ZsEGRX+g-e&!QzxzI7P_r$~4FWQ4g6rWw;06oPrr2T2b@VIjj zw0K4Y!#hX%JdpuVtMVot?O&}{)kU4m`h9)R$HY@c7r5uakevILQQz=VAIIU!--Ayr zK}<&Tkyy6DyAUCT)HaOxd};o$zC{l4MfnZ1`+CK3rhXx8GjXc;m~8H;v%Q`xd@Nv3 zpJz3QafV2hRqg1pItDkSK`U#Qiho|QDxp>|ixIltAX!seGU%G}_)AsV)0aQmU`Yq6 z22T0!Ihakk`z}w`)6mZyPoTKN{O$U3vyn6pOBP_s@Es@#n;r{&X`;KOIHQ9&eQ*7g8$MaY{^TXK)VTt^c1NP%i^lPhV^A= zFw?Jt$ptS-1(q{Z`3bLNlGx(v_g7Nj@g1h&O{|Tpx$nl%kGHtZKU9}1y8MDFuLyfFy zl-LQc1N4iKf>s4uxC$HbdJY)}0?|40DP8VRWm<3IFe~4=zSOBEuUGMr- z>vfE~Q(RwN2%C@>wBmLiT)gt~M2*aoxri9#&A`GO+54l_bsAeo*a;hi(E>&&JHNsc zkUoqsUbEjnz}mY8D~|rdi@0xkI!oS@rq-sOaR3a2A>7(DqtMfl2J9*PH4u;Vg_3C3 z@nP`2|F%FDNmdMc1b+cW1Ws%aclCG$j^yvVQ2o{DiMPv!dv-wQuenVW&n!!ifSh~^(FE>mK-~A|CVV?S0Wxp)!%rEm@XBVyR7q^5~Uw=Umf66v_ z6?s2vbpI|~@-giCj#r1C$R#s$X}xcO?LVsRi?u7M9a6;_1~@ZNYHKG}kK0;zjM90@ z59Bb(x7OE{DrX%2%)&(HGkIz4Syc9e$>3h`GppgQ)^ZPoUi(>Ev~XPz_2sPo z}PhThTiDULWZ{*Mla*Oh4iJ>~4*@t-2tA4yKgIGo~;3P*C%T`HN8>VrLV zPb#>uHuEjwAy2y2^KMx8=3JsyyMGwl2`BVilZ5rbO%bN zstEQdq_uTr^77vmw)tTz`$V$C1A4?c2r@OHmVpGud-g}98z~;n+xl<;p-p#!8~zjxgs1ctDijKsEH#8B`-?uN~GHup}#Apb;XL z#_lZIfC{2Oa^bZOzFcc-O9k3KU)1iBhP@ycR7PIb$Xl?fT4K|)S`cTd`YZO84%@cW z)?1o6KGb+~@7A%8IM}yFS=fhcp5P<1T3gCMdc!r9pi#2~93zq_lrrNCsLM?mNU?c7%s0xtzxK@Za-pOyFQ#CA(%e&G~oJ_RVpC-r=ng!DBv(ySd?`0H(J~&E+3y+Hr1i($X`<;ssS&d-@>Zr9?k&El z4yOsZQ^9bWJi2iUA?0A*g~<){Fhkx6A3h&0V5I!kaGCZbR3sPJmqxf=8?%3*jK9-RQft~!ms(cQ)IZ_gzn`mb zZ{5_qZD{_ZOi!neum?|hh6E1PJrs1}IFb1n%f&9ioe1>qXvLi(v?7i}&TfH`Sqp<# z2TQ8n8JG2jNXpyr*ha#bOC{qTf0ScA3Shhb5wy@Vwfxjf+EQp81 zV|8}KXseMu1?#&b8&3?2#Yp4p>j_60Z<-&xdE)tM`~#@(V4gq$@0>EqzE7HDL=IRe zv2IUyPbh@h7<^v4+acN>>!o?S=f+hGmT?WY5-KG?lP z98wFV^2iblC~cG*k3YiAg|f;$4$^1I4u2Tryn#?1-OZhYCO=%X_AjP@B*G5q2)TvW zi{F1kmt3>j!*(f&8R27}_FL43N(?^>h%St|@cx_p>)8vv_VX-Fj|lrzZqzp&F|dHq zu4ux2IaI`}_AJS9q)1uFIl^$u>58~nhuXJyO5&A~PfUY6c7)FNrsP=DEt<*GJLjxA z4Si50{Q$2Nsj>A2ROSCB7>ucgM2!d8ggG?P<#4&3L%ZR2P^adsN4|Un+vV*xhx=Tw z7+zVXBY(mO`k;F^HGC8E98FeN2I<}+vg5b<&a#(^NjNOGK>#hKHbL{cBtPpa-r?Sd z^Yvd6uVz_upSzA80xfWD^b^j6e9{&21`+tx?(qvHmhFki0i;~gW8%5k600_n>)D;h zJ!8ZTLI3_~(L2;%GJC2!iXcKcHep3&C1RsgO(uZ;`(t7y4jS6{us{`bW5u(%u&Kse zy0UUYNm$1GfD?`Q{Nc!%j@y9~xubeYWY5n=>7K5Ra?~n$aG{(iTrRejW#b|dy3nYouUWI_9}jl#peRdv)No z!!=x+%Mr@4g$=cxYY9D{+kT#Y88xUCHKddz_BcW^F)Dd@O&EIL1nuavLUTcS(7SE; z0EP&P8-Pr4+#={@c67|xXpbloexO)6|v6>dIQAX^+?e6~?-t!269M?H=1$T~^% zqjGVOP)!7FTJcy7ntfd!uG3e`IcJ@phblRkAItcEBWJ4&rG=2_R}rUKzef4 zX*@k8D`I%sK+EA|1Y}WOxzoR(M9j&v>x*nmoy&QhWl(>;isG1XLJ{=h-&k3Om5gD3 z5`<^KN`P|Dn8?SIyVtR?$QxjSHG(pz$p(=af0aCmE zmR>S4{QP3cudt=7MD(Te^RmZ|T=VqwfHk8lpzC$>Wx%t)PcT?7ndjh!fo}OXyDG!- zd&aj^tfSvqJe!+mxQldehLYap!t zeyPzIPyga<>zN-A`?0mY>)f{=p}m^$^EOqvgR@9=nBtQ6XhA{KzK$umgu?FM529GY zee7g909G)9)in$gLzoh<(F#8C;bP1gxP!3G!`U)h%OG>Hv3u_o6N)sg8lsgH-DO`yb+EZ+HIC z*bIZ-ioErx!ssVG-e6y`sZXN!$5y2gVH6TI<=4s~OmBez_TULnuUcDBP{SL)f=scQ z5>49WeuW5bsx-a2;Wl(ZBvO7CcRy*ndWl5==7ehDZIsu>(~tKACMs4OmcA-yX^OdUc*yvvFuJkcvOu8A~_Q(w>qwC!xU`QtDw?GuPt*C zf`;G;n+Z89Q@JswO{1Sy`j6cQKznn0GRYciL@fob$2aOE z?Trp7ezX8*@-N{pTQvyqaQPe2gnkm73@~Ep+v9CW2!IDtjA8fW*w&N(nYs2-fNd#_ zcXqTpPHGYjQXfHDR9Rwt3xuq}hF@+)M?$MDNp3uI-8cbeeHg) zQi}Mq?W4Bcx~K2*Fl4Wmg#&{UhoM}V@s9@6tsEDFN`H^n5amn_X@%NWZ7Sttb@Y%v3-CA0Ws_}w=S*hZ!$bGOS!snn98m8rVI!N zuG*AE2dTEU3#pF0%>r<>b|obfY?XU!y_(IXVx++$;oAQOA%R{+2j;LV>ZL^E~X-gWsfD zOV*=F25wB(O254j2syeClU}ghd1=R)_WhI8*5w0f@-#KR8%@?)xIO|0PAUA2M$=}U zN3Q=XEWTH_#D!p0g|&5d6YfPnv8_vx$PD_$C&3W4=M2SVK?x81$gi-RXizz=ho7v8 z^WhuC%->#7a2Y$Nr2G@Rw6RUaWcc0of(0VSVPE{dp{M>)bB z#%5g=rXTEoRy#EEX|qYnqm;=+=fH4?W?8z??!mkD^{txlWH8gNG_#^wq;(ikEvI$V z{MiGWrZP-r`RuHa1M6jv>frIvFg}y)VB~CZH}uGtV=N!Dad5I^ zJe7}w1jJV$omjFYoXYzh;Y`?|>eP3IYn@o2+*5E@$%~k|kwToIRLCMhfJt}=C-=bI>#}shxtL;4q zy5c9L^DO_K<-7F2WSYwO?l~wc#&`Y2U2yHjNOACZAIvEb#!Rs+)OKKwO*o6m4R{+H zv;juRI~L=2(|M}iKh_iGvYkm~6;xLfeGnYP0tAWopi#H8-QQ_1h3m8C`10^^ctdHf> z1GTuI+nL(P3{=aFss;rJ{kR`7*l^fwOgI2OnQsv`Cv$jKFfPwi5eHcd2Ljlz8 z7L{89AO~(MokrLZ&t=SG!wJ7v?C{o_*1pa4^!_)vnC{}di(juOyczL;=^>D`bZ-uj zpZfxdhT1E5wfm(A!J@U8{pMXutcFz7`3NRXV|fnj+o`P6uO$ROm0?&TeUis#-hSMq zK&2e_XAXwx?4y-Iz4YTv1YU(t<`#seUa&DZSF`0w6D84|&7g7^bcsFzEHH?Xj=uOy z^XjVY2&^~ZEyr>Cpv{?-@f*%+xf?%f4sV~<-w3WzmM?62EvdN9^g?d0h{Q)r(o&|J zpnsoZr6p2@@kJYOBf_2cV;1S9g+dA)tyM!tb*&6_KSEw;uoAG7N%Z4I6lE$C?X8X? zvOP=?qH7?+FZ;4~$|8tZQoE#jr}!Id}VfI|r!&1$P|K z?Z%>{;_$l(KN9(zBQ9}0{;ss2QFzGq4MK23#nMHnm%h?65DLI0il%*1!3OUu$UDx{ zlL~aI0KY)m%?K=>-w8hcmCnTKo?JIoKoQCpuxFzt;dIvC zmjvj2zzY%`O3ZKLB?mfue%$6wBIwr+RksJ}aS4ct*g3fxY^BpK(V{W9*JuvZ6WH{% z9nvRS2ACVz$a>3=Jq6!C3;?sJHQq}L^&Y=q!lieq5O&3lN*kyGAyCTehSLv50mB|{ z4jqC%4RzHvBhAo2-NXeGfvv=}Lpa;SiF(+!jCa=B7KSjyup#4AORihV*{$u&1X%AW z!8B=JMR%gnU|Ij+I^@}$pAL+uv@V5*F@Y<30^sNY{nHtAHU#nv!k)013or18v?vhX z;Oa5MG21FNOKv)k-%18up}+jfT6$APz!LB=`uf(*H%ZWsf5-PJKXjsx7x}m8Ru5X} z3&(ah8&12M%x#}R=iO1BmVD($;Rmu!TK6lPho_n&^=P{e4jO) z&$2V4!DJ7#Q*c$O5jBI~|4J6ZU$}DtE-s-NcS6zqrsB$>O9qv19unC{qA46ywxi~+ z(TC8x+yKRx4+1Ma5}cM=>#8F&FsVLCZfp15k-wPx zjfJZ<^+srHoBrUWN!Ql44)w3}b28+M--bEmAytW1Nmp8VwM&;LUmL)LD9EeU)DDl` zRMZ(h(#u-n_o%Tpf|kk+Uc;D3}$Z*b&Mng1|^{UZ2nSfjw@agcjE!#Fto z`5;FoY?Pv&s|-teY+}&L(@JR7A+*f-9x<;VsGl!#OPbi{w6H$%e9wxCHPdl_slI*S zs{?kHpk7qVoxh42N6Tq3KBzdq3s$RQmqtYZT`L0WA^c@kqblN-Ak%3?#5=*9gH+iJ z-r(+JOZo{3$_ZC&Wqhj=*$Fdc*3RwUw(y6c!}UQmI+Ct7ih1e9_VZ|Ajx`r_aD5~A z_?Q4G@0X-(X@^NKmaNDU$Fc#^4=iT^U3s}>q`T!^0zAm4gxM#S$${f&rOhL$J%Z2H z(!&l{!G1lFQ+H6PNX}~)F7Uo$UNL2t+1YnPq#o>1qW*DHJ=H_6o!%5F{p_2LycRPK zAhG;_*BC5pW?S+Zjy6mb`WRi}JHfJ*u1>TlbikP~l!XsA8WuZ~^qGZf@<|10B{zm{ zX*HaV>W*u6c9b$BQRv*xjf@0KIv;;WpOvsL&}yW8#JhIH+j|JOQF|jVPU??eUO&IG z-jr{$5^QW}P&f86`Zr3}2Wbvw!&eC5E_533-@);yI9L^CgO{k9M|O6=hYmFh`|GJ# zAGf^YEM}A@q1?t~te)ULmT=6^ZO$&`JHz;Dt~$Rk?6b+%sS@9T^Mb8=IZtO}k+$GN zzoTmWHo)CIN~fi|VVqDPcUw&W+AMoY0uO$_f`tvwxAR+twxrBCzR#GhTZ&oe_7irq zYo#_s3dh{KrFj^*sIS$vGCp-$ZHQy>&b3lcW~4Rs1g!*+CSXM{_Wfa)3V;b4#8X7= zNN+|OPuKy@UXY?}^vU};Oc%?`W1rzGgY(#)8*NN`t7mUFE#e`c_`3MS4wkGYN21c2 zQ7&lk{wnpBez5iysA$frKMdiuDKA#iM{3ko79R^|bW3jA$Yd*=3}RRC>h*exR~u(X*(K?%kff$L!O@@b(}%T*&)k8h2QlR^kmDH6ktZXdp1 z%AZy|dxUA5-@(+Ir@LVO{kzCy%vHcXSvDm-pSs~n(E)V9iR3FKVCM;=I(%v?bgq;u zQn4Lh4l~XPO;KkTE=5}En{^jMr}J?$&?^3QbD}jar@T1Pzi580BCn-hd-_?*PxIIc z>?v~$EA<1|N#s#3TbyJpXiUqch_CGkDo~H$<=o(H+nR~@rcEF6xxTpgx=^+7tyki> z$%>w4&!ym%vhOQ!6S72lm7UaF|E}Z4D9?AnF|8uYpI8wTt^}lTFq5fxWG?7`eNFqK z#XAqdCsm%){OA9T?gK6C>07AJ3&NYc#`Y|ev`!? z2E6QY7zXzhMKClGB*&Wo(Pbzc7Je93SOn8^%$t~AeLnQ)(XDxjSpA<5(}LctI_(}= z?GesZlUBTv&zTU#@Gl5NpSyH4{RC|Oa<-&AMtJvKQd|)&tw;p<1ZjSlOt4zTQ*c`$ zTkcrzN`Lo`U(fC2-3F2l#ut~VV&;;-Lpb`0u>JjP7(7QxgMId#?X2%!&|Prb~D z6mvRb0GX(1g03YFx0++1B`QV1Ariq zJjnmvYyS7de|2>0-<{Qye9w7NCoB_W$X*bqUPI3!xq#?Q9tKnt&6`=!Jud9&%MTNeBY>SuHt)&bvr|GFF= zsD^Z)cri{UacDtrj40wM`8z(q?K)n+WS#=4SV@66)J{6&O<5;CvSq}=nF5@VWu*XO(>ViOpq{O7#n5kEmB3>Yt7v2Qt57GYAnOtW=JUTn!!=A=m4cgD%L!Xy-g2ceh_n3JhxZSiDzRB#5J)eQ_Z zFa0OB91=#&yndYw%jqa1Q+^x(t^~sr`X;}C)^}Go2Z2?#nNRoOOuwmGEV}fcJD!sRyl(g!2e7i&9poNy>O`);SIc^SYR;LNxqjY5nrS~m% zvkUvb8st$7fHNbrd1<0hwj@{xhe`44FQ@n1cKR0~Q@e=B@i^cVOBK$8hVW;QyblZB_t93Pp*+0G9yj(X{OGDUVO z=V$LfPiA@@on}07=Z~`PqsbbeEk~i4%14W#8d1(7P6b5AqT0tSJg7HEcPY8%gr#sl zIRnwgSTvc8*LP6TFFl&)QXmZ;k&$55AGXGV#!RvVNcR^OAbWt|cJnFv zk2z+dWtXUHJA_+F%apj*(Q4$sr*zu2AI`&<)FT)^S-cRri3{ZsPte>AH-Xkeip@Fq&@?enf7gSg*ctwvi$}sS3VDww#}R zSn93B_?r~9;+#KSK9$OUTQsMxo>i;MAr|Fx)ck;rVo#rj5j;@q9$-^eBBpl5i#pLI z!*P%>r1aF})XI*tFNP53A|~26qE{Vr7c-ZRziFkt!L35P)!uy?QJrh(Wmz*$PrR7V zzuy0w?I+8J4Injz!mVK=vb1R>DBMTDcuM8g#3{xdjz^Sa3x%Y68!hSku;1|sn{{|} znoqzj-BD4k*o+UVxBweqa(8MEMOGi^Qn*kpDk!&jK~&2(7(ck)0#r?YiwsqHK0q#D znj_@-ocQpT(6-h&v@0~#)kCfgaM_Y`{2rQfr1^BsJ~?}_$qDP=x35H&(uXy8+884K zFqD{lz&L3dgG|L=SIdK(wt(Rv4{y+w1`&|JLRT@3=Gs{IMm_w-_0u3nU^4FY{iTZa z-9#?cI4Moes{|NX%)LBvm4E}S0(_PLFf;=Bd&k?{XEaH;%2E@Pg&FI-c9j<=Cr=uPIVT>QspwR3QlEG?xAoN-$9{ zAiX8#hrt2JhZEs2j>Iy}wGLuP3Ll)F-_-vlAGdE-ggYUTr6%||=N(LbS!pwO=Xqi6 z`nv#3H_i6_GqGc?1Q?x7odS?LE&MvXAladF)}NnL30BB8auPl@zBtuTV=GP`VeSRz z%f{TQ^7rjb`dr#AB=hyiIjtWLUP=JqJf+PRsOCBloN#Mw+##UCPDw&t7Bza4!JGaYl;3t#MC?W z0bf((f^>$vV|(gY#6!zg>_D}Sj`;M40rT|j%9vpPgx%l6LZjrF6om$cMg_ICyVaGE zxeaM{dV-Zo1z&b~g#KmT<}+h%Oi(n3PqGs|_(9jFot*9;Y@0!-GxF1dlQ<~W7Ivu4q( z6>mf&j5l8ZjCb&=DRSVMzQP^Fy9d|1g965q{kTNh1kPTwgVs(3<_HCbsHs&PjT5lA zJZQlB;R#0%Mi9XbB)dQfKKLa-$H5rsov12!Fj9n^kArr`+A3%X6Xm{v*c8M8CtcFb zfBv@h!PHj7$-NBmGU2}2@Fsgj3g7OT_9=1h4ma`o@3T~R%r z`>+2EgZ&@R`Y${F10ehVe&yWa-UsG?dk7K|JdAJtKYReD{|*1+=);C%0SGt5nuH&`PBUE$#xUGKK^UZS^fm`;4Huw zDM&ejFedvD)$yrR9yF<&5Sx`rY*?tNAQe`Le^<#mIlvE}^tQbq?VZ8Jeeuz;3#~ca zg3_BHAuxFW5=WrF#(lQgF-6^Nw?Egg0{RsyE3sLoX$6?Qv0wza#`Qq3J>NWkdZ|K1*-2r#$7^JwD(xmh(v5_AKNhw-gbH2NtJt_Z^Z^3 z`Sgpk1Ca}C)I8C0Llr#J>IYG{bW|;SST3Gj*d&#rg!AiCQ0si?jXk}xn!i4!|H;y$ zeB@KCpsD@YE7{R5nkr9v_nSw5`VR42yKonI-(VJ#HLvt)&iVvnw*=22!;#lA9~gFl zqTNMg7qrR}6wLL1t7EGhoOA@qf`svo-co%xLxJrwbPmABg0>O*g#I>HW48N*t@Ysfz^CIjM3%^E&4GHD% zbsHO16BEUSx#zBH&qQUt^iiX{=87LgvpWeXg=#?^=K+nC1xdp<(^a$vZRdPEPR>c< zZlsXRy!m}*h8GMB=CctR;<;2AEB)R>+lIfiaQ}((_WD;}zztN(5>j*+j4Ccohn1LE z+IL-#JensgoP)pFp6;6?c-@ELZT@QX3al7;ys2)akw3>pJrSP1U{sspNZ(O$F{Jh( z?|~0de}<)>u$%{d2>cLX@Av(+R3jgYe!Ax2_$s`WjWmkn_J^4{k%Z$qO8W2Wk01V%LVe@uuF7>QGqAI zvo1G}@jn8$@r1kE*igWpg{L}G^y&Q=c2zXlKt~ecML>n`iGB`9UQL1UQxL4A%@OMwo%_o7npY})C%v*~TE{=1;p6oYK3B#1oOfo_(9f?6$U<6ZRwQ zwu`IfG?(ICFLhipEMH!fKDv+B?k z9qJ@HFQGVn+JD%5cS?Gy@(WY(*}13FzsG$yPBiTs|^kxv5&#RrV&e8BEI1$9BYw)+GNld#CBP za&pvUSzCc**<{;68UvU9979p!qjJ~Jm?dM{3M`w(IbmvgP&AH0CU*kJWdbcrN6?jR zzCRMc83gBNb(0@H_u1mHdiX>4x3AIJ8V+|^M3knBY*s?4(-bKcUh?}@b<;-Xh@3*n z-{CNmI9Zf^{>;0e3%V_Rro{Yq2opkUAfp{H?UyEfSSdQ&ITcn}(B;b1AR?P4>F_A& zo8Yg3W23yi{^$iLsF55Yr*yTk*FDZ!)QeQ$14WLUqe=J3iTXj$X%^9e(a8ZcsHH%=22CiHfO(} zubsdbJ0EVw78R+b7ERB}KGC%P@r7B3tn#g9nGJRd@D>AAa?qnf<*p_5l2Jey9m@0VzGb^B$a+)YHc{j>W=KNm=NoN?WdX?#3yR1{iSOVkcY z(sa9--KhTzewDFIk@ivN2(k?zFJp0k7@|SGYad)wSSnp+pbQ_}B6fyYllgSqcU=D} zQO{MXdv@vNS8sF4@Pl{9T5_5%V_j+Uq=)NvxjdauvQt(bJ*%YLME2{55?v8cB7Yb9 z*o12@xS>+ZQ3_`pPa#(i6vPq##GLd>(Az7QsQFast;9#RZr_GklO5Z~go0O6pAFx$ z7H)qx^@!Q>!uP7oINrgUe@=_uxu6HO9^-lJ38#IrvqXy~$GjC%gnfPUh+>L>t?6jy zOsMImG5Z9&kX$UdG1sU^$z`97KT_q%^8j>XW8G5JRP-Q0Sd z_)n?x|NnmcpJwde=IsB(^W9mQ54#^YzQf5{p9TH~iKhO(26|7?LMlOZq8ub--X$oL z!2+xhb8=(8iVUBpSUaU$UKmucP%&*S2))XLQ9$9gQ3p5ZZ-5t_Vep4xi2V-6tXUK& zy+8**8>TCeMM#N20OAb(-{EHdub@B1o-!jrvZV{Aj4#x7Za{(!UZ#RR>;EO`{tg zGG(+7zTO8m(^9gq!e`Q(c|sc}r`FcAcQqry(-#$?Q6< zpeAki>ljqcF@;bwhjIM%R7Y)z^gi`g*oZ06%gLE&j~Y)Uavb~) zx@mU}x%N}UK96HX52b@41Yp}BBF1>wYm7klmn;~2mtBd|@FPV;gX>tp!%^$u~f)V=et9U(i*jYAbtXLcYyfd=r+M*JvWzZMv4Pib12||Z7WfA+m~L3| z{-ZIdBP>#A_B~-P4bL_&J2mYBUz}RK!1?B6`RrEhKc7GUsJPkTwOCKzLiV5p0CyLK zWKTvB+gjDjXPoEc3GNx6tr{;KyIW~(aORG3P;OMh2(S1yJMs+pmhZqFETjKz#siMK z12i~`IlOONHBkCS6kK}A-&SLY;b>ZS@$(Z3eXUV4zLlW(Slp85_ z`vLz-Pg}ggwu6&_RFZo>tJo^R8xMHHXJi?IkP#B*;qk_-pAC8ADB`>_3tmf1UUey zGN6h`QEU+qvM_NK9#->etP=mb(FflL48w@f1)@B=q}8Jko}eYe8yD05fhe9!c+1ZQ zTxG%wP@z1H{a5biF}+WWnN|(8?Spm92@v_B7otU#@41$78v96%^o#6t6w3ebYw=9{ zhFR_D^s|?}M4d|oQ{j{k&;k!24LuX3K4qcvS|snHsbV4kwsmvjwFoFrjtpXUjc0F{ z38|#d4N_Yb_axEiU)RBs1nq=DT?h->dngX@KsD?5L)#7WKxhBP{Nq#oM&ljzZbRql zh8MnKMp{qnn;ITxIAfo#*21d09nbO`{Bq|>T4t%vX{sX-;}s=SI?@+o;_+Kib5e<< zh4!heeA$$YyOe+%_HoxGls^};Uic8!(*F}fuo2bluri=>D$!5u5FKw;CKNYn&d**t zpZ{pXC{4xn%9DEro(c|Klst?t#uhaVI`22I6eY3|=(JTTo5DJ0i4WluH|NyZ6*K*L zUXr|I7Nw$Y7abXA3^RYDE<=S=`VcAD!i&k-#s`7R^DwH=D8-+ggma|w1a!a%x3%RK z&Sfv4LYgI#9+`wy8cJwasaxDL@=kp#$1!8z<0{(LUG#cL;Je`WD^P;(@_IFjqD>!w z9tDXfsvkLNp{Pvov1=l`de@vR#jP|$9-J(1aWN#;?X0b5Me?8S@lY2~ zj+$c!^m8l}@re~nA;4bmnB(%QZ$#sH0%To5@u$kM!wsWjH*>Qdlw^x@ZD09zMx<;3 zP8IvIN>`&Lzqm{vAga@22c4DX?x0J`b}FpB4%NwGl@uc|>k3mLweFaYbbu5G9Ao|X z0v(05eN!0X{3Q9Gl6AyzRE*`gbRM%7Ax`n zx}d5x7;8T_KE9lfYh|0d=V3iVx)}8~Eu)!*3~w2? zYL4d1ATlY4^&K5Q?0D_!yi}K(cFyt1u+sY#>qO>h%kP)aB2o(1Zv?9C{O_nj~!jjJeX%8lUMOhap*HkRE_vw?^+xF(8G2ZGeT& zrR~*PACrpVYP{v6nPC_np_O_Q<|2Q$JQmV(!`wpN;3zW<1TR5>^zT!Ub#;m$Rh^dX zEgfV|fQ4?XSF<%dsF7MEiaCsa6E(m8y9YF1TS>iR@V24Rf zO5vP$&aV&ceWBT8V^lQ~1IaX>ReQji;Eh>yM)T`>#6dpV>5SJOCli@S0Au~6{E%D1#9y2=oxiKw{&yVTD5W-D( zbb4uU@d{?825_V9MV?Kw7X;jWW~a)8?KTZAUb*t4P5eZ(sprzEo%KF^IB;IVf%%MwSiVFrc{j^W)XmvndY71ukH=>ya+whRi@MU%ca(3()VEDS5gCGg&iK_MC4rmMP95n@(2)hm^`Ad9mVTAF)y_n2C8nGX>f zLA^N7aca)Lp~I>pD>c`-#`E#2RWh~rq+0o>l$Z9t;%7ex8F4W%ECT?0H>S!anqmzC zAVFGoqtZOP*^MEshj4|>XxC!>Lai|!??|{$sPqXBuC5oa=YwuHyng;VTTZWQ`S%r9 zNxDsbUZHeBZeGFJOvC5@nS=PB#pHh%mH$sY|F75`@)01CPelC}y#p{2Ex)MXK}Ln~ z4}*kS;-nPAE>1zHuX30oup zR}RHEaU3OE-Y3Ar73A05wX8&Qhrqp5l;qAiH-r})48d*qta9||vmlr4+YZEZ zU&&10M7kpffcKz>iWZXt3&ojgPiDiFO`UJF1%aVcun`IrzloLFAIIq51CC;zo^b!d zCdXTA_z^f3GM~&EG~bWK1L;Bf@dIKoNsjyyXI(Z8#WzRdw@xE24sPvkg(3L~eQA&R zTO$KJRK`<#en#wT#CBy7o4)Iv=X6RvGn=t%M93B;-p`epn?;qaEuD8sTvrq4y}-}2 zDwFfCfwci48S`;kFr69IVt{#;2`9nGv>d~8X`h+V#-j?XC3EqJ*9Yn;>$*%gO$OeHhdU&$-~d!SNQs0Hys$PpdA1|Mko{_e?Ti!+fClU_;q+t&V3&9 zYQ#NKe%|cwPnM2vLuw;yrg01!EKjByaa6mUx^SZPcP|!{5_Xy zNZ!W>SX2#<>kix34j}lSTJ}=--d8H$!WmF1ltbL&aD|SEhC17y%F->H_BM^{C3gJi zr~Za)vWVN@vBKYPemoAzfUq8<$}M2RYR6HNYh}f~j)8E`vGvIm9>1subF&YR>zmcJ zOt+nCAnDTpG60wRhk>bC%oS6`0r*VK$k!KO8w!CR0A)E}9nrkF-Z4x|H7ELAO27kp zi+iH6?x`lL9-RZ@tmsbP~27EGF4MP)wI~IRvLDNSAI$$o2&04qmeRm zOd{se_=*n?^p&hqUR%RGH%J!fP}-+*b&-O|g<#MIfNE<1m;u)^=F1|qBy#-kblo7J zBAW$Qg~CbyoEv`;w5l86p3tSm2>iM_`?g4KXIX5f%@GhiIHPcNsPg=dKu?ei9j73E zr$a;cqF*Pvq|jxX2Y)rbG1;8k?66IjkY$=UlQW$%)#kxVJGJ{;=9A6t4Ek|L)k{+% zl*(m9KcVSIVR+!5v|zHqNbJ2&t|l(vW!r$G0@zJsU6x)x=nxRILAyNjMOAhhVBJd2 z+?TSuA16cqJH}(+zVe`OpRoi>Omvp$xFQhgJV8K*>Of{)63FMqM9r+!ho)yuxKET$ zuiyUUCE6(X;Ah8^357AtQ{slfyup;Q_XJ<+j+OyQVi@Dz&q0-sZ-dmv$o`sz8XDa?C~q&p{j$PQmK0T$uxu6*&W`=xR5awCo^RRO&7$ zoqRO;;Jg2+UL!)YL*}?(OW5L>cOqhTB4Xi_+C+VpN2bs@cg}qw*N@u}Dkr!BO`uhG zhXfGH>l>xU4j%a4qR48rn2QD?hA`ujwD2PKJ(FFOWEiic;yfRo@u}SRW^GgpN23xk zoX(a+*aCfEDjHgI`~y@dsf^djFQyX&Qj__~d5=H2$zGGwJENKEI?;L6Z5i^Z%4{jM z%4{{*>FfR(&t85}4_FLPB7>68La2Pwe|0ZkkfEf(Q5_Xzf0ke)*;787U=wdw=;~>} zItA1I<@v*^JvAW*j%Kzz{^8UKXw|#>xxJDUW~|)f{zS}k)TAS+npO|RrP^GkB_kD9 zp&TlZ$Sl<%WSjPK*p^b>z=w`sp7K${t%@9*Nm937EHfnRSjHmzFsCp$JY>=msI#qa z6`D}A5RZgJKb8~v+m$%|Gc1P7p4Pxpjsza{wSUZGT(o^jlR@23;+Z~8h$@qh{h|31 z0{qk#2nzQu6-Bty#MXu3(Yb`Mi0{G*(l5GVr?EVZ)~-(#HpB>xUorw7w3eQESgHtl zd0)}~XZN@Juw<~bYJr`8o?N!^hk+QkMe3l%HA}6`v5_+i0@1*|gjnxL4DF?zy<6m; zbge|HWWZeSxm->LPl7PqkM`&~V<9&}y%ayWA==ZAhrcv#9Og0Y{SqQl zezuFs2^cIlK+ok2>I*hRixCfxQqzETDzW}19rDLfIq=qB*Z0f{ty(LLJVZ`iHx>zH z+q~+V*xmAwbx=>k^`XHaJ-CpNKS8NBl(>@nDeBt4P(*)`ME{rmLH|rLu(LY2+k1I? zI@r3ggCqD;7xs&n#4m{dJHO_k#u@w7yraLKO=?W}fdBPlF3N>Q_p9+Sv`5=KJ9Q~QBI=3x3qT7rgK6)mS zcP>>IP#RV)z7UFhQmyw##Kgj}bNZgc$^|ja5@i;%s;U~Nmb6kazA^L<>RMAtMy)8a zu3z=iP-fOi>yf&%uj^lV$_)l1+5~UB#3cC(-Y{a3s3-!IMr6FV~D;d235< zV*~3+E3B7S)XQw@5+W9ePA6XMJ}U9Nr0=3)T`VXj_qNX8sYc{n>d+O%{mp0peEr@- zoy*THiY`58CUwsriPR}XncZ+qH(&O!k1o{=Qwh&j{_Sy*v#nafPt;?&UVO85KBwuk z$C*lgs8?OrV1JhT^A#1ltiFigv?u79KU}xZb-;H-Z^>__wye9KGOh6*Ta;DH%!P^o{!>!A|x2}@5k(@g|<*)8;+Nl0XflI0}JdMqeFfSF#dr;MkdMtZ=Z|(WcjnpNyBq}rK3GS!Q z9fb@Lfx3_P2jPcjPlsNfdSvOqEfl=!qj)yjJrlKluE&ne@4j~ZtEj_C%Z!rCD7_9> zNK8lAL7A5E-K%m&+C%I1%Zj}RtfB16fqC%Bd&0}G=wJ1klK1an@88<IsYXL| z*N%3iR~pmV&et*9U2u6#wl6wNxj&RrF~M3^k*=a*`%^LpY9 zc?!cqt!%tUFR9*vM*}S#lp7PT>(Q8wyZ$v+PaE#un_Ze6O1bLp@42z3%NAC08FM{z z{n&-M$^?V>6BFkm%Bx%3$IB|!EVi9GoG+{u8?)cPvJ0E(k+TTR*HNaf z>?j(oa}~R=WHtNqeF8z=BDST#E99$F@#8;(RJ%1rw6}uL@;@Gnd9Jxy_qaP#kGph| zUtSIB*At$IT0B@*miZB{@|10pJ19v6&Dkse3eWrM?K}g+?k7tOuIlx^toT>E-f}7R z@_Te!DEVRp&!v{j(9s7^YxfO&u=mgKHRp)rG&au(4jN7N|K=&VD!WNhCefZ)xNXid zDUc2uohl&Q>xUkN)aNS+Z5IlllNlWC$D^M`Ur}eYd|7vK$$j+$iXx(O2ET)pMLkEk z>Of7V?;SG^G8ei(T2??*JXF8(=*eeY!Xc~pH)_-CyU#h(4X+(HcrkBXvF`PUDtsuM zS73kV8B4j-To{i<)?UEZ0_-1-tpOC``&PVI$Pk}-tRi-MjU8vU@>BEMw0Uxo`i5um zuSbej)&w!z9k`FQ0z>=3EhBlZfotqn`##DI24Me~{(4 z`Dacwh+TLvf|;mFHSI9$sU0uk671l!4R6L)=Q7DHVVvYx_svGWmP5F*@d=Z!JHBPq z{-#$v=j~(;p;`{>ZA6ar@{8*vkDScoT1ixqVX=GU{^trJ@X?&Ux?LB>F|c>(Ae%Cr z$+i&*Etl$jMBJwE1&T)KE|#Ph-ndqYyM#F5W~O3oQ{8;~x!`VA0jh~=64xNnpv&|) z@&$J6*+KrH*^b@Zat{o7;jv26gO#3;{GcRlxdS6xnGgN%{%Kshwd+`XWI0 zF4YN;sm0Zw93QFWiw2qSN!dTQRG@!WSK1EK-?H!i)BRS+PCG!v!{9<(`Fx;L|nzet!t=aRtS>2s5uH@eaJN@$0r>o!m+0EaliX7dzSsmM+KYQMj zeiON~mf<>j;&|Xkdf}fY9p%7bcv)YcwvGB5%>|tU6Bv=TA9LzX=+t{V)QO;R2BhY< zjSBM23p~vC)f3dD^{r`X1iLKavTk?KrN!o@iTC0>mCq3x_MQ=M*|%Z4T7%ioDo(47 z-r;`O;OoE1SbgT~l8BZifBjD8qyoBKJ^N`^`0mwZ_HIRJ=f`EwFXk*J%LFSG2pPHv(YNV$y0QLWvG0d( zUmQ2K2fyi00KeJc!?qcJ{4^!3XgrJgBzva+@;1}Cn3}J&_Hk#m=PBZ@{LawRBVC}bQo3gF5mG;!pb$IYfC^!@z6su0z${(uQ4ewvL-{J`$CX}3TuJn z^uboNnNo_OPGX4cJ2fU}6V#5AfH?>qPCfNwK3NaQk%}B;-BdgAET^>@gdPE3^Ch0s ziwtT7ccX!c+e~y~Y-Z5de|kfV_)i{ff1*nkt38nolC_mxVI z7n?zI;T5JbLRo%Dc4J(;Q5$+jyJ93xcGirt7r;p9zDO}5{tQ4um=_g&(g?GNKl2Oj zKKhN;E;U!MACk39Bb4lw?fQ#5e)fQ={71<2Z?HyoWbsZ)AO8G!jB*;8k6ITaYFKa| zOALFIXd!z!wP9``#~86KL=AESB_3eJlITTQ4R-1|?)U(%M&LY^B#1eEiUKLXU;dFG zQpJWxFPGuK&HxONC2cq>I-2barAG36p!7_XpvTPsERhxNtnift@%pr5&X3e$26@z| zr1As*S)H=2HBNe>R38`v)^y%47Gr&T8T9%i z0UMbc1Z|+z;4T&?;v`R6YZzAxh;bc#y5F`Cg?BLxcOp=n+r49m>>U4V+_9Vlv9mEu z7Mdj(pLP%jB5HFOPv39U5Bz=n2;mT2dgmEhMdwY2C=lRL(e3yPc|5>fi$}XtArOJ5 zt}>iPE3GFy$dt}AA~>%)$Y$U|RfMYjT{pO}2D~sIV%8bia2DW4c#~EDM#E$&>JMiI z0_Z46FaSiSf-2F!BVUh|p2*h|K0$vkYy-Zb(3bu(I z8Ol?TnS408B2sf0ml=f$xjDkxk*YKRh^Y7cy73Z@4-_-Hu*sx;Anm|b3CF&9%sY`R z`Uv^*7tDnM+NrdNp!OJ;Ci2ojh=(4c5m2D}Diow!U~3qMSpo*i2fJU8LpyDQYq$gH zaKttytbILUJT;RjhW^?X=pVqNqXsCY7>yB>GJ%&>*jj2Kj%_*RYGzl6LTBR8+n1=0 z|AKptKFwc3aM!h_vFr1G2%lY4 zQ#F|qP>xFM8MwK4UkP%m7$!6rp~QxYKc2)UyJAFbavydY<<#uo{%K4LA|0lJ&%Qwd zTUuboq#cvu6xhm84rNfm#z?fVnntbP7!nA!AdH66aFSzqMYUP*zV6$rVl;hi>7@8O z<=+bj(%}^AM+@N>E)Ko8!C*3mN@G@3%j|sbz7B7stC@_$PJKEe82+?_g%Qz9qpKbd zwwmx2+>3Bp%p?83ZU8$oJ%M_9X$ovJQ2O4tootBM&0!pe*DtvyY(>?RoJB3vv%9REOWb$f0ZJ@u;eUd*1BJy)(=3Af;~0lj zFTbpdp`Gi>+e`myFOwZou<}desMDChb+#Q$qlKNowGU4NIv|(jKdYG|@pfHB71$P1 zUzp3|G4)k{k`_qy1}f(Ptx^G7+WO|1hP69l3csCo7tFc|aJGKH-Q#{4C>Pcwu4r?_ zqF2W!Nqmt4HK-ZO>lBQ3P-Ad|mh>zSWqPzGkEpdvF?2%gxyNzsF@aSVk-e-6%mW$fDh~FZezIi1C&7eR8ileH2L^iq|_2ZLp1Qp#8MeMHu$C1#T12r zX(SVMiGV|h?d;v+12I5)ZX(CB!T>F>z404`mqT=S>3d0_hFN7EGiW3!N60jrfkw!DNLX~18WqKth{#Z5;g z+LFTn8|UU>;V5@K>OTx(IRFDU=O5r%MFBo4$VpjaHk!8645MO=|I^win*yJ|OjbhC zYSh7>2;$F^YZ8EFm|WK4%lKI30H*Iat_2w8p0`su_Ls}cD&7DMP)>@cQj0ZlrZ*C& zKB#6FeOUZ6$PugN^#Sj2jB%Bcd=zvQI&$?Fd{~_YAZOIrxaH*Q$I4$i>jS8B-8ZcW zSj&3mNZgCEEws}EP+)c)I}Tl`M$qutUD`K*=4H1)`GXvUrAjs_LjS% zEir^oC6RaV?Q=Jn5YLR(6G3dC(Wh$giq|>;7)|BiwuMJ4MC_IPZBZpVVl!ESD)Rs} zheGO_#?naeoBFmLXq4d5KvjonElGf>Q08*DIC0%Ovo88tV&$~ zXH-RHtGNNyWz-n!Zej<_q`(H26IRVi*&q1&bjv z{!O|K@F^heRBJ5FG^lDGiwM&)#sO3Rk3UZmQv`X-M zON?fzd#&xisH{7y`rGOdF;z+_gA$W%IyC;o;)#PCO$~U7s|&!MDze#pQSU2YixR|m zJbI~AgwsM(G|J*+1e37I5w#{7M={(wi1*jbe>jpo5rz?gsgK+3Vw)+GC9#DJ;Krfs zT=>kC;u{R+1enNd+Rr{<@LboM%*8oMM{wZ+goMl{li-tWb&8RtI-h`7qX{hXzP_|T z)bM2jwyq7qDDaLxF#zKw)_8)-+W4DG7tL99_$Vj)$1Eo&`ffIEFRcM2N`9^?D0SU~ z#&AVw;{eAtJtx(&CtML~{g=JG2^PWevYhKkRE z^D6@j`8Jr1At<#}9U5R~VdZDSAt`P)$voh`i75(pQ-w#Ggdqbc${@#s9jw$)LVc}C zDw=k?aRRLTNnHDLTOGE)ZpB3_?I;YqY%tg9pIdpgT-f(LtZnjI`0 zWNW>%BHO*P$+RpKm7R=D74XU$wl)n}N?O1?Bms6~O`MSfD-gOSg0+O>J(-?tD|b-F z(+nZ&1c&V4Cb&eCBXiFvt3Jvv5)}wy@MmeU@j{$rY|UkO}Dfn!m&ncU=fG*}!_ zV`q;NQE-juaq=|lVyK#^`867UfpA}k>}3K+xvA^VS^^uV6R2h)b&uLgX-L6D zK8|FSLMmMs%!3Eo%6M%$&Fzoi$-WlT7-a5LrcEkXo$UAn%53*W$YqtelZvtp!LV0? zQDs*zE03G}1a?nRj}qAoXJx589m&y|>5n5t6-HJI9r&Mf8rNq&&n`T(qz z8zEUAn9c*enoa%<`|18lhXhjcC~!?-AD3Fww&G8n6p|zVamRY#0C>0-4p2b`2SQ{( z+YbI`;rnth((c<>qU&M`Ym;eAdVznpmHr-7Aka2P500^&6KuV@U=Q^3sHJ4wo1MOW z73~~MC#8TI9%Y9;YV`^hKGMfHTjTP9v?h@R7jSZ5TiG!)mgHLx2B$%eq6v1}{vS`E zzK#)K3f^D*W0DFsSuloQh((VV@xj0rPIojM$|0A3jo2tJ%G zA2~yV+uY<;7>TpfjK3LxpXh@wn#s-+!O>h6q)s35TLNrHKsnr;fAV$Ej(ioiW|Ja->1^3e_%>QTqS_J3!k?!q&DE;1&3am0{1^twOSxYmwbuH z`0A7-z}D+p(|Cf4OOP&;;J?#^@5@SHE7efnYNF-_a)8616UcLUyfztdND1=fpd%=i z9g5$}!{+}?d0lV7lz#PodkF6daNO<;9a}_e4dWksWqU6SsBx^M&x5{x3+*W@%kCNtSz~$ zlR#c#C;kuM^fb7Zlfs3>@lO@?JZ~k)T#=w<$2JLYQnHJsfmZyA^74p#=1i+hgUDvt zp6}%o2{J?ycpuXl>ld{|a4qN43H z+uFv`)G$}pR3*T{)4lOXDDm6+ZS9V;qOHa_z`FU4@+%;M+?Q9-O0TK?QKIQ6HdM*O z_To#73ufif$C&S}M`S2vC-@Q_f3`coJ(;T5On#GlxsJ+v{#k^3hmr|wm^#?T@}fxs zPoV!x94+(6703#cBxVS=jf%H+D_I7VgEc5f`NafgzVW?1zyX|zKxq`ya8b_SUQ;@6 z-fl(UxrMHn_D`iJ|L{>FUw39ovpA7%u0X=6r}Te8M%=wFLQAx8-0}vzz(5P3N7yz16xL zzdaZ72mC-AeE08H`=q~wxiTyZIv&^t_Au|JGYm%LBegMbKQk!#xvMDrleIWFV9>y{ zhY#@an@wJu@I|GSM8PS)*0!}pCY$_|xJ+#Vhv*PMA(Uu9gEyZ2%Kw+l<{mlk907E(b=?rt%&5~A?QJb5Psb>RfgLj z6~4$Js_NT%lQ(~O;o7ZJ z)KFUSX*MBL)5wzi-Vxog0P5OWGpYrel6XAc&ou*d8s5v&p6DuW@ple-zosB9r={4> zSQr19w7neq)X*`1{$&}U6C*#0zV^zm&N{|kueJ0@1bbkuh)8HIjc}qb$o|+lb#NSC zEFL6RLfq2`6}G4VOo3ialj~;%(ZX%{!iA8azsZyZcIaKgGbFV$N@9Vh&8@dB3x5(1 z?$1-Jp3*v`QIcE2R+QKI7dyDO1Apo-oQ#h)f6>SkSm#M$wVOw^rXpWAw^c!f>yDQ& zV$$LlSo)1S_8DRkcloES^>`eAOZMb4YEo4JO(AqFU_!+X$a0)9xr}nXW=n_GB3DB6 zCtq2`3NaH@5&mvpK2|skUO>-RS{WTEmyYv(v+;K2sesZul- zx3yDsn<;)YG7!_&i?4fgs?91QWNR?pB*A#2h#0l;lb$mri`{(OSBFCD5A$t*A)rac z8B-hcjd2(G3=>{*m}zFKf)a3M?3iyBw7kh03qw3B(LR@=V`BS6^z$q#k`h6#S}R+F z{3tS?eD@%_QC1zW!)Etgtz)cN|R$$o{l_eQdi2wTcG@ zd{cn4ZHPlW!8)E45~5*y{rZ`^7I&;zUAHoW;ns4r29DWPx%z{mVFr&2&q?jjM;$#UX^n*{ zID>L^^{x&NBYO1+IkjcOtS+8+$mQmSjVZ5SPsS7YQzfZiGuqkjdW(zKQVApmkZEw$ zxWTDU`O|pylM#(S~=~>+USN{ls#LkvC244N9 z&BZA#=e(w7hF6cvsdIvA90A$9)9kkS)JpV^(w7ObE8F| zPgkm(O>Xninds>56h>I^{YX1GeThFEaYD4cd~H(WsooMJWV8FLUhBHjtZ-41=a+PA z9i-GfkIDJqj3xe^#7Z!Yn2dR0QV%S3o6A~qRxW*+-NtBZnTO9`tLGdRi)FJ%PFm(J zwLNavFk=iO%%5TgTZ>m2R&!`#=%owK=x1Nv{O2sTqRkZDG5+opaJuoU4Vhhv!_ z`P+ILE`e__J3q8UWM?%S?g!&%g|{R1x%X|Yp%LgGF-6a=gUQFFEX zAN_~b&d^r}n@twYs^toaUD?rDHuV}!ar%k1=>{%=; z0}m$kvA&O6f*!r5WJcfdGvIO{s30BD@TvPMpF;cm;7>8_9p>MZCq!G9!3xOg)V#X6 zkea262y2Yg?c{G_XN}i3>lrNHmnW=>8XM5We8ah9bL3EZ&K?7~iUOE5?rX??(ncTU zcpSXo+u5kZeJ{3KJ-_dKN!oTC(1VB9f3DNMDgw?|c_2A!G4VgkNsNZ4t}_t7pl zJwcI4zf|TgyT^*&cM{F5F1p6f#AwH;Y@`Ucwf)GHQe(I7_2?V$Qjq<2y+d`Adpcj= zTKpU00}+2Z03g92o1nBo$flZYH0{NVJ5N?jKqWw9ASIaQlVT}4<{TV#?T^0S$XH^W zSFf4b0k6g;3>}41!0sN}+rWN~#ebeVcrZ2G$DXGjgycD2AmJC!&_2}q0*d)~U9Z2f z{fC(hkX|oNzIVO)yb@%9`lN(M_~#Mnjjj)3#Yk3V9Ne5u&0WAECn@kK;9ufwhTy*b&PDa_H7hAM*FV?l>fo2zx&M6)ewqEBE`-28 z%&HEqV2Kkc3$vQ5vzw{wzXow3WoK45HgREA`xkwc!I~x^q5ofA^>-=%mRJ1;L-@Bi zikpj_>wgF@6IG&Rm#{g8@~5ZQq-XhyX)T9092E5WG)y|Q>Q*6aw8^z&1EBuWwusgJ zQsMQQKZlH$xycXZxxb-=jMw*Mu5<%BhhrvdzI^mjpFt*?l`EVzXl-M%e!P zYRThNYx|p5_vz~FzPtU7zrL;e z;C_QzNXGQl&TdTh=92(cM~3jup-xt-NfyGJ{YUe3i_)G_*-h1{-kr}9Z128zi!|Rm z3yyR7h?iEA%DnP$Gs`O&7eOfZuLVncS$UZmTpAnLwHc2=)V;xo`B%a{tKL|4Sx2cE z^)0N{)JUxF)LAXbD_nQ#Db}SV+RN7K!PaQW)8urEs-JtPHL_yHb$c~TZoeL8W<(l< zU6+@P1z7Ww0L2H7uaQCkwjY@wq-kn{1nBRvu zvWgyiqaxaLG{+ekgr|@j{Q=jOQWTywmX3IHTb7wAztV7;<;q9|CY)ES-vZmS2{eK_ zoyc`@Rc<saWW&*wZ=L#J;`!tShK3-M;oa zZ#jv;-BZApXAK|POr*{EgPybP{Bk|^a_W(ChVS5yEG7o|OO`RgsfJ0`%p#pdfoTQ= zkYIz7LTI01UdY5k4AN7pZ-jr?cP>ajjn`||Ss|8e=KipSAwYr{AA|DR{TSbHEj^p^ z*0ymg!~Rs~V*NU@7?w4SU+R{Exo@|naQ@3`&)wo`FKK?}&#zB45;}2M{)hasrEGjo z7+hjCLidd2U0Yt*R!V+zk_Om&H|8F;R^>Q$wWwZ|0WfcCQx`&2+qC}QuXrW}r1>5g0#8hCp9+ZSvXBt$M`Wd{yPhHx|&hotc$BBW2mje9s;V9ZFg-5^OxrzlknRB_Tp*fV>nc z`33=_nWl}B;7KLB#lmsJdnSj#xHkof9RKl|Dho{Y|<50lgy2WNe9@uW7^5Vo5gl*L5qE{F3!gH~Snl77h2j zMZtzaC)j&20ar{60I!xxB*;o&0fmV8pqQf=O{ik=+KR4e(b(ZvpyR_2_{<~`st1W$ zgYmhKt%YXdHtNKB4}xCNjb)a-<8}0Rf};gTtf6JJZQuhw7(yqN3?N63PK|AT@HNHW zS>_#*kdkV7DC!dL7d~P^v!GMLuFnFF#VjOn_6gDLVQYNU-PED6NrK}L2fcSr&tvEF zthJQ=6#SY?{Q4K4(QlJhhYXT*&G2;n2-i7daWvJ{I|W#};xGK%mi!IFW%0^VXH0G^D|p9R{m5+&w#{@+gt_1%DC_OWh&~tj;Gv6P^iZ~v z;1G1OG}lfoFh_k(3c@AlsaRIm?ld?k2wzAL zXAA8XN0yF-kkfkxkicVeI^`niJ*Rjbc!^40IWKG8p+BC432Vz9n5Xm_SU42L9?89P zt9z3ypB#Bu3M+x!}KI=Pn zkFuFEPJC1?{N^b9_!+96Sy;mHHyjojjxCrZvMm@tZK8rjbX_?wSWbDkBa|=ovlm7h zlSIS?&&`4B;=8<8(esGM^xEky~!vcn>lN~ ze8K8H#!TEY9or}i1>b#cE26UbZ&~8(T#+|CWhdq7W?x8`j2|@u==YLZd4H>yDPeHh z6rAqKtoomwCFi~LcN-~4nOPIpaoKHDGg$kWSLTrOD=0g11c}?PYZ+k$qBzj-w~2X8 zrrT`*1D;N;KZJWG;fY?{Jw`o*{PB;$1m9ls@>oRvSz5JkSNQVxq3NWe4?N<#V85FG zcS)ELhaV84u~+Z9zLKgaCi7k=*BPwG=4(y@5zOZhhI;wg$ea*=KDewsk?i8T#2SxN zuSv}mYbN{GncM^^0@O+9%FCzymZ-!$r5}ubME{bpzH>E%K(xZ^hl(L!r?bQb zkKUZv-Sqk^2)QRXV~{8h3d#$%-T*4i;C0{+{^@=e=~D&{#F@Dmj#Ir9@Vb+CT7p zI*ZwMN~q3jy~It^kiq-1ltClm)qh2vKs_e%DVYdBt#5DoQFDYx!j(Zm|5-`2Icbyn%gJ$uh`PH9P5 zw-&K`Qw&3%k|r4;!D>Oa=fx&jP9(!*arln^@dYSZl3|Av68kM7405B8>|zeKOniV1+1v-1jv;1J4XXW6Xp#*atBYs ztA#udey1iSpT!|lxwGU`5Bt99_PMbfxWpiP8lnQj&X#4Ik|)SbrjE9InYa?V%X$#P z^<#qtRSvEZ48P zPxW#js=gh)LXVyF#1B0O^BNz;&J&WeI;yNz3td8%Br7l2xTDrqV|xCJ>W4{r6MI~u z?<_MMN35h2JwnMMoe;f`GSolc_~poMQwtq(plB%3C2k_2q7s>YJ(sRy>9UU)2ZQWb zMhr!i;RsJMFMl+2Ta7C{_pfzw`Ga&7{m5%agVu(PC(9HrLp-;rQiqeq%A$;oVx%Qs zC#rbk!**z+v&zW3#_iHqNW^`?l3_&|rGvT*|MF|*?H{nYm2eqvfftDDS`Th<{Uf~` z<3N|EatR_eiVh*q5z^CnxMqe%-VQ0c5+up^9j(F%>>Hk2hnDjWYl(0bzU=oAI)u9} z7QkSh?Vzoh120Z2|J;{i&c$WoC7ft;^dBs%ZNzv8*>mbV++5ob>l;+cU>Fy?B7o=X+)j4a^mewNE&ZDDyO z4jDc>@Ot2V$L}(xRa;aV#f`uYzC*uTQ`eGYJ7cVt4&__k3H#-KY|ZpVoZWtWv7xQ+ zlp2@hkp-bv?Zemji1W~&yCTq>Vwg*&Q68U8r z^$)geX9iphjs|&9CuKiGF#!%4Kb-oWQQfx*K?E5W!hC{Vk`NiY7OV7;=Y17OcYDO= zliL<|ITcFJaC~y^GWZx%40f7dshQLe8lFjF?-E(Qqh%SLD zX6NJ7C?X}C;P~sgL9;iGGWVDjWl9#>&qw9y9d^tcxQNt+VfS1RX?NL~7HKKJnLGt*dFW}$)V z+TFHd!9Mt!ABTgK{X^MhVWhfWAm>6LdR%}Ct@G}owaX%1#^ghF| z<5T)|WzfDgr?OBf?8L=q6zpm4RgrsrPEyMkCr;%*4TM(vm@KY1$-`-Ya0UmM=)I)F zUv$WLy0%<#Nb$Cf`RH!ApR zOtu!fvZ?+w4ZY)@V!yb-AboS>ir4b*t0{|pZ3A=$f`}GG)+@2VYq*@4MF&r&E8n3H z)X(8=#?fw9Aq?rlOhu0D7LQ})sRbI!X5QSEaZ!mb{5t^wWw3f*cs=)GNo=18Ud*Jv zik-(x{+QX9V}T7T`AME1T=Pe#?5J!E%e8?CMnyg3+(RV?-EoRUnBHO1M0HBeqOVIu zC3~#0z~S7&!aKv=qgJmApiq=mJ~ODaky|NRz14uw(dcBqK@@G#-eq4tZF^NE`{Ho`!N6i=`dXFRufn6JGwR-#nMP5IXRo@Zb{=W! zNEcKU^$9I5S?K`8$p*%v2RFImEi;lXb|VZC^Fi{m-9BQrwAc9S>LbGS$#tLf z?1RiwS@&by_XN2u{A@ZvcnYWL)3}d%94p(P$&=96YUoGDIrIkq#)_ZosnNrAoDE@? zWy3ofF8jT;UdsUnjfs~7`dZMm_vA*IBY!96)Y=$pWLvq6iESec)v4=f z51F(2;5Br@9HCS^RffA(;^q4L?Q_kH?P{y0wPGed7vHj>jaKY2G{G$Ci5&D}o3@j5 zz;_xF!ts_&9N9R*q}*L1=+zCn9v_jBi+!GLtTK<4jgO!B%iYQp|N zDhC^`ObXz1HXzGH^M|x52Qy-C4Itvxlk&k+Z6t>e72Iko<;wylmwqY%d4^hxD+nL%*QWtIzLcN^l5QK-2-7rJ_` zg5Yn)ReTUbx*kT~sfN&ouF`|(herG?VK~ylYCaR+h}PcaUCW=2Y&FLcb&px`iVC<~ zs6ZV25w!W@xfuFqwAT1M_gwVRe6rEYE2d0Wag1INk5k{QY?38|VPqnI9L-T8FJzNC zbfZSZZQ@rVGad4d9NvBm8k1n`st8H;#Ox{XDX8q{I9`%HKZa=T;ys*YE(9N4OoQVqJV9Ez$V71e4FDk#0slvy$wxozFB&F3}<}XO0S$PZZ9#T;97by2)q< z+_2$Qw;G*3fejv|`xX!Fb4oo^@GV$BZU6aJ@{(KXT9`6j65=zVPQ8I)oYtM6v^_t)Q%}CxX2w)bgm~U_o*R z1t0!{1ep`M|54o3`^As`=DZe zgH2b7CW1K`e7z5~ON5O++`2D3ksZV}y~rEsIG5jKG1XH>pt}tP{`@-jJFYI)5-3+U z@kb!Shd7%zyACgNc2aKop%CL@X2mxfGg9-m4{0q?xi~1-kab0fC~5{6Zje9{uC2uv z5pOCgz35kTHzf2pZS~~CJa-LNezaU@9MuIOYC5D5%~}e3qv*v2eA|z=89WTtqM9?v z_?w^CM$>V`K3@g}XFu+k0-@Cmhu$rFb-g!vOn&P3nk2YG+8wth&_zSp%~3{>OB(Mw z)4nDiak-~dX>R{oO+QTB%A6mxis|D$HF0U>r;PaY>64b0wt%*+8=;bbB;iz*Esf;* zNr4d^9yJl4`XZxqp($i&m@=)V zTm4{4$3cptaVGn~G|@4CioAhMVRrpgrfu|ncz4)25rxsR-4Qv(5eDCtgI_3W&9lJ_ z`7F^3G5Ymgw8mnA*QCBZ0!bWKY}+xxQrE|A@;ZAm>-UNtQL+8P#bqVb*`2)qG=-VU ztsB)Tw?MP|PaE5`k~VwQmCL%Ms2BGK(nn5p{3p-$aVya=+$gMs;Xb$hz#c{tRCeGZ)EGN_w<#gzmO_%<~ZYO+r5+f;9}5p8;gDmCdUzLL?- zwB@6EC-Id>OuFb3JJhyC1x|s~`dVjq>8RntFpT!6v1K=XoGNSP@p!miF$J8RsA=)Ah{(SA> zc^y$GZ@tDfBZ{Y%@Jld|fMBbnM&Kd32wWlWsd(8Q=bf@q8b%TO93~r^a()NUglvuL zptx<2HLO*t93aKTe|i#`8^f>_PcDP25RSS2bOfVLnP^e3yQ7r^t<=qr-(JCs%zK!L zmT(`$ZJ_jv+96vbnQ&u_m7H#vHn`dkaUOUIKE1UDB_Xr*bL!Gui*TypDzy8gt z@9%C#w%yWI8xobHj}$Lx4BZp1j~5uPhRmSRC`~Kej88L`%m#0rTQzuUzDPwT-psU_x)yeH=I>>{WF|DmkwkhlH?PkU|Jex5{w#slKW0Du zXV>PT^w_+N*Awj|$gucaNQ6VZwIBObq|tib{U-5nbA8$%n+$EOsZ-vPG|mXv(BCmo zpn%&srQ5khrk0yUUms3M;(IB|g1TUc66Bn}^pyZNa9lK%l0Y2M3%)5V;861G&7;tG zVgDENc~DvQAxqS@>jJ1)fJ5<;$9EXjXt`M}-tKGltC6~hv<524Cy7<|k7!k8aaqLbEcMfIGp;IqbXE+wb zf&qzuq0>y(TR0ZyI!;z%ooyFW>@vW^J@WPMjKSpuJBfB%OW<{bM>Fb{#)Sw_t^hacK_D_AL9SFvb(gigPS8M z*S~7z|IameNl#a4wZFA=a3Nk=?Qg;TpNc=Y#QyK<{C}y!Gpnn!fs6L6;K{3k8~^*z z5O625cHq-USpL2YzGNk3`*(}~UbE-^zt!yj;_%-$=HE4Yc6K(l|FdSl>3lGP;kR3# z(S}|LF@VhUK`p*ovuk}r;c^4WrA8O=04<|T4nQ=L4W&H(A((!ZhXgUvm=6!dE-1KN zu9V+n(9_}l;<&N9l#TUroL${kuGYP7M+EBBb(emaT)uaE9MB|}XUj{s6`D=&(#>$$x)`x3fK_dLMx$EF`J|3QDU=k4M7jsM~JOUGvd z%gJnR0fmL=VY=k^`(kZMYbK>k8jYE>M+XZ=-9OLA`G!k%2;B8uiO^qGaareka6Kh{w#V?!a|3sdIOY(`6>O`*sY zU|ZGVktEm1yLvbm<-4oMN%Amuqogo>uQue`9K79pFxU}=5wH6S3v9V-lZlj&iplND z6O=}BgSY2v@4cl3T|M?!!zP$}p~vdfK(RQ_;;h%kF0(CHpx||e2R_prx%2t zU&xB#EG@|T1s_^HkQIR*DrJWEo)D5sa7x3p%k#l-I5pX{OiQX!I;Pi-JaC0G&6Lv+ z?%4MQ(VEQ)a1{=aBkC*@)g94=Fx>)vF{mAL=do|9rqwt_)oBN*Q}eKv{(EeiJ|FJuBI}dGI;AihT15RQElO=1dB` zFE7Qi;lbpAEB@@J-2SatU7k2)$}9KnC#P-rz}Aqek}o_97P?D&#~=!c1T7KF7RpQj z>nxLOA#v#(`Ch^GujKi>uq9P<9K?|X0z2k#@&~ue3~M)FiP%IyF^OOIs&p`sUK#9Q znTley_%>|*G_V@=ezl9XPJLDVO9~Mp>-HV;kG=_UblysFPd7S8svTbw^l`lO)`u+u z97@l-&+|vW7ZB5#-uW6$f*2;uAhAOIp|lWl7tRoZr7-IJxIE?)MgnCP4;MbLu?5F2 zozo(EQZ>V34YBPbNy08U6lw?euBF=aZn9T|ZF~uu-@)KQsS-Hv>)|?gGN0>Pj||0> z64S^F9YE3dkj_QmL^rrZ{Z^ERIMNk3>*v1EmH;T^shvrs4lB)9ZtQbk@*_nZG72cD znY%=lxx2>4!uE0XYtVZ!;2g3-i7G>B$?d8HELpU#9MUEAd?k?nqAK0sf%NU;T)SJY zNi7NxsyQ-MpJ%ec&kw?NqS|_tbp9Ut7o^q71w&29@LXrw zTge2=e&s{tcEfcdc7q)ac9g^0d=sb1%)Fu<`-Q?R?r8`6q!`kMLhk)19C(jJy~#y& zac1M-IeP0KsSE?x)R9Zn%FWxJ*)t6-OiNvyK?e+oAfY+4K^c5_LhXVvjkQy&>cyVH zf=x-TbBf3QX59sW5CTl^6{HpxVjKeZvFBKJs+maHp=#Eegt=c|+)2hM>8Qg>w&-k9 zYmbDZJ)JOac&6hl4uYM(-pOClZu_a1%-~D#ZI%^hW&rb{C<|wmAmFk&`4>^Yku`B& zsqXE^_iV@JFU+?`{aKSk)Ap%x-;&~iA*TDJ`2lxH7TNH^S9B;(Ftt^yI<(3=q((om zd$c075<^l4L4klH=g<0uQCC>i6N|DbJkT&zR^>K2FO?6@ZF#H(;>FZh{t;^kG+bfw z8-rRAL{p}==@W=q38O%YxVr8&VY7?MWoWlM!gB9$sPM_cWUWy;^h1HAT?8`j3T4X@ zq>5sj-{Ru?=iOC1-QhsCVf(!;uI~>bg(|K=fvh~-qI+#Z-HW71XtbQzCMioif)b5; z(!@%@9D`5A+U$EMHK&d#!vKr#wT|_!`z_^?mrE%?${5}WbQ5fDZt|%(c34W>v=S_hbP$Y?28| zV^eZtUNU!TjTtgWm{fs~ECd16>=`6$#7q-P^UR`UT?Jf{qiG~e{mjv{ygK#nYjl7?5l< ze>G|Yh^)8H45~3tAA0tp3Vr)VqP%A-ty3>VztU0N%4_F@{{enr zh`{W%EVSsF54Qn6H=AXH%FMmc#^4Fvr#;{mZBwK3aj&giC}%%jorisLZ=UURkfawLEknnw6+T*65dO_}WQ=OA(<&bR@fg{2co%W=}u(+?i-sj<7_kiB~>IM8jJzbH3 zC%pg=fp!~OMo0vPUWZQ2FUOsU)65|ih#N-krn1`wr^8{!(>?vcLwQW9NiZuogYyg| zEf-^EDVWXywonFGv{I;Y>WrIezu|; z2fPd8=X(Z+)09`Bg1qrx=(2PHEB&TBm#}7|_#-NsSJC&B(okSsDt34l#SBMHd?y9Z zEx%}yo%(W&Z+yZJyM7f|(b#gWZ3J{F5We!_aXaRIO6o;ZrJqcejr4o&<_Rjo+iMtj z3TrEnvA%p(QtnnZeoAW520qKD0mm_9pt>)OmL(3@>tw7UyKRRQ_cu$$p&UmGiRm2eiE#?r z{D7*KgU0NNJA+|GU4vN>Kzl^u-Udtg>UMR__dPKpKM5X{t>id_voSzE(vyVf3%b)H zZg9kwep!uN5Mr)BM>V`MLfT?9meebh|2*XBuwb@l*-RDH^Oa)FP5CslL=J*EoPTQl zke_Qrj9R43BrIVGl0|5&o=YJx`|0{ixg@fsT zMbAvk9L&uB-}uS@GW@^cCsW+CQN++jDng{_1f+?;gi++>5eMPDm1Tomu~GF!KquWr zK+y!`rBU+9%$Gw&=Pb38FlsE(Y#PD^wd1pNV5`9u`g9b~qk6#s1M(pzJFl`M0Kw7@ zWLk{gKg49_be<~2e%f`r$O;n}EkC+5zcvCSey%+1;cR?TV(0YlwF;tt>Ls>!ZiT9- z*#Yknkl>(6d%k0bKNtNA_Lqxj!>i$2>u}Ix{8iDso}0?{(QM`}1gL*KiPoKWm)8Bt z%uHbr95Z=R@A=?lq zk8(Ea8}cKWjcSk1FwRXChOjw=6io(kc8bGfpAj)%8zOA1hy!*@9wLMp8{=6DS%<=K zE?2U+lG&|Sz43^^fitqsbQQE1yDbKRI#u#zSdhLtpN&E@O9UxG7AID_T|jG5iY5LG zi~$XobIOrijR|ck*Tb+kEFl&aRs~JPGC|vbCLQitTFqdtYvN|1lAbL=;}P!hn8I{G zFi1p{K7&@X)JS0s@QtKQB(GDXGS?hk$D-LZFkZw&Qv(HP+EUCSwzQr?!hFtZohU&I zDMFMPO(sRNu{>fje{MD;A`})*1r2k`pgkd*0d-5fy`5~4P-2c(hUq>=SYJVpj);vR z*cfk=Ka(@O)xG*rytVpg4=p-Jx%Q=K?Z$CsFT>RC$zL9Ru=vR_GjSS zN0toQ`S@l>a@qLkMsoihpTUTtXhzY`Ua!}ihUb4CHKfOQdCcgfWaM<|nCJS_P7FL% zwGa~AZt#h1E=;t8{ui~bMyn&)72tMrdyQ)Xc)V6sRvzvkQ?lIJB*E_vbRB=He z>?nU|&oAsp#gPjYRE-3ZGZFzdfpaCGZXdw;&rqq0 zu|8kni|luN@(SxXhCMPzs`0Be-F$_S8pmQ~Fc^mo~)vjRPaR0|`#^r`d9!Jqag{vn)N z)?Yo(AcA(8YJEx)KUduLV@_`~TqH{pMA*d1tb=hBX2ljgrq zBd^X9Z0$qdbgCE6t??E}91&hWN7@iEOR7;2B!W1b#G*CW>53HbUT3Kw3)pVd$N9U) zR9~UBkR?eY(IKR+krwDBdZ%|YjP39sFb%ot&eJ0=fW-2dDa(M0v21%qP zPdfiWGogN$b__tkNc$5a1NY(>$pF8Fh}AEvmJTWoG$KKz`iCYV%SKdvwO2H1j{v{aD#M(Dd(8D)Ipo`ILRzWjkG z@>$c6>4qr}jew#%FT*uIr}sd$O*HPz_xl69;pgRJPd>qG1y_)epxB%7LVQk?!ef*V z-P>>1QngaEwr5}G*ij2~%}(bJ^~0oO3=M9ii)~BMjMxjxcWAm|5}#f_0iJP?Yie}< z0PhxhmQ5f!zfmW9XUHGtvCf^qL?IVIJfruE5z-1ybfaq)Mj45S8b+#;<+`pgtX=ht zf*G|)*3w-Y?A+G{0%p_~_bJ|I97)BUUR@=G#3$*0vrB<36@bs0O*peH*Ok}sDO_4B zY9@%+h{D=_<+R&Z{O}d0Jp&Qa>q+H8|^4hjG>;aR&wQ)~aqx8Oo%$)BbV`JxvBEVRe=$OFM0O;?4)FOukehYlBCc zO}5Osb4Gj)*9C$wT<}6JXa;EkQL}jM+vJ3J;o@pt{Q)h_+D!~aIngk0!K<4@7Gvsh zNVDNxU8hXg>Kxt&OrJ(99FTj~tUT&$7e1ajm=ezwr39i*l~C zT5JV+rJ#CUe7(9o4k`N}c_5@PK(en$pBlC_@l4=?G( zqnvq~iAwDQWTZAV+dY(S%6S0Q2DaEu&u^;=T0o;dqg(`K69I7N^d6P#ajl2DvVr1f z>mEccwb0H#;g*k?GyF`Z%5+@*Ww&w6v|QfqQXZOQ%vy?E!dZ7FNXHQ=m4ff{TxQi{ z3D?bk*^&jbAlTU)I ztw9;T4EaE#m&J#UJ_sGw*w6D=kl2J3cdAjxC*tA!H4VUP?v>7kP!`$R6*A~472#{O zckDU0qkn}8Nh{v^IW~EZ5lS{IJ|zm|bWl6*_mz#rxQ`s}VYERz`L~=`+8+_SLc7io zOnERK`9DLfp`n%ge&PFdWNWU%2zLb5`8<(;QQ_g}c1{XvGMyZUB2nn4{uLTAGV*h| zfb0mE#M{1%cm1$&M~}w{1GiQxGmi{nE^_!qF`qk1?cFsOdaO@QKkZO|xKod!WAr}x z{-VQN9A>m8>*;S8cOg26>E(oMkO09=oa9d%VIilgXYasX0moP5y*@A=YXQ=3EO&XYY#jsg4XRQMyyGb^I)ox!dEZpw`fwj=Nu zvLlOrl!jPUFo1iBO-nCFY~#xaD0(hdGs`fyx=egHie-+C<-B#g^Y$eiM(kcH}%iRp*wQ$`$vgfq)I*c}Xe$y*=Y36@3=0fxw;4equ(2ust3 z#Utr`?6C=`6UvevIJb-0bIl((diDfX$4@I{i4G0dEs+8BZhBrK??OvA< zIOiDuqPK(yjG0<;r;wtEkUqCZ_iaO-QchX*A`)085sy9?7GJ<>dYOLUFu&Kr|Fb>~FMWO?Y(* zK@EYaBWU3`GQ@Hkty(>)Q2Zch)x&27JS-xFL~xid=ds#hHl1hpXEN)bQzzL4^n+J+@=!2Kfg! zU9ga5Rpe;@#KJCmQwBUT+3aswrX>=c#cdqxERQ>kNC~1XdLUOg76Gtx*@|OP*5~R9 zQA=u1g&9_`BxbhSjyBm}Cgd8KRyRiqDBTvqzj6iET~8nDIB`%Ne_fS)o^p61Fl$)g zZ;SMEU+1b$)w?}o>|jleRWrm;IVrFRcCwJdxqvSXhWe+!z3Ch{k&aVIx7hDpzUK=; zfr=>=M~+fVZDBQ&NrK!s5JVhk^5;nqoM0}eBLcU?SBJEneR0C;9WE*gDZpQ{IqJDo z%Y^w0noQJI^u3=s@*U6C;I3l1p8A;YsgA>iz5TMbYv%8<=3V?;Jel`iStt`$v9jfh8!;3;XCm$*`(x zfY%pg1V{x%T7!UF*e;MTd-Bynux#;q^jd`%H+nml7CPjjCAUj&76tJ8RKr&{42a^A6sY@`Dh8t4PwTz@8eWg_i z%XK60l>cc8D6(&-j$e(g6puCrc#4;$(9TyNw-u{M6&tW_kY9xjA)Yk08O?W-U#)>nA#<(o*h1GI5n?WKEIicLxDBTQvjemvw8(d`lG_APJ{b=*$yN zpcD$b&Nh&IjLsA8#sjNJWb$K1snmF6P(+Ph(I=DYf1~VWHo=^xK??ZY415-9p;4S) z2(F;EL@vr5KgHDYL4?ARm88SC*l3I;S?1;QT|Tfg^K%Z|o9 zNOA|M&W11l%gmd>-xmpE{LhhpFENi1=z=Mx9cE$G1{GCrr#>F-!hV*dSTIU~)AG4c z)8aSW5cnDiYj7ntod6UriPw{a3Z=-uFVAMmwBXc8gcCJM#IBy}8|S z+t&bdEi8-2K+bva4fSE^T=hVom`dzY20aBsD&S+>o zgz144+d&fNT)4mbD72`8&(=iqIf01Ja?NF43wIWeo`VP|h4aAlB$RT}L|<4qFy!H* zpmQ#QorcFCHEt%1s5wNnT~NPvv6{|hcBW_Wz5H<=2xUzo2eqX0d@y$!phLzWx-N4Z z!P!3()=NC{-)tOHSq@PM&oeQ#DwbrBWDZIUT7*#6Y8Gw{NOEbwvl37M=AnFpl7XBG z*ZWbDZe<%GMH0OsdOtCiQ-1Ov@D3_JZf@%~nb!QY-f!V_$_Ku&9Xv2%%i|L7O;ty+ zA-u;9i?20@H41VM364b}lJi+dw9Y}1bqZwXEKy=esySs0S{n*vFCQ^RG?||32}Vgf zT(vyib%JLc=U@G+1T&Jzb|AYQ&K@G|f=&L;e9W{85fLuV25$rz88A(FHrI&LSHx?k z2woEh*rQQ2 zZuK~q$E03CMYRJGam~g9a0hwZ-WNtzh#bLJ;C(t?i(3Zvbk#;H+-9$y)k!!t4LW9R z{Px%b@H~M!3MqhBJHm{U-A7w6Gmt^YDSkwd{R;X%<5HTX>oo!_X)pqV;**o)MdyQs z`Dck8s$rlXrO19etUS{{<9%JTxd;1npzs$5J$08`6v^h7n3S2O8X#VvYK;TjFgx#- z$?g(Ulf!KAgSuY#^OhR?*$4K$*yw-9`k6)Z>TlK&>lhdIs{xB@cUrz-R@u7{-etBhM_;|h<{kVmrqDk$Wkhjlt-6d&lx zL;H#_n(A@F^v>3Qa(M7ru3+W~Ck~sgZj=N8q#k<_WM2!G!x5PSlmzDU{$ZFi3^Cb+Z0|J_-^t^=d59`fe z?D2z2#7CxNHZNgPSa_YfDocAt%?y!>4z5f|O&Bv09KHLAMXlX9rz)?8wA5>bE$)~4 z-V81Bgn&X+l`_!yijL_v)KtXIOY!~+uUI;P@ZIm+5U(07Sd_u`cEN*xD6=z5>{R6g zp5Y*bS0wkaxagcNgt`fvL4ne4%sYFp!KI%KN)BDo;dXE%rR|@BqoP4+%OlI4k}9KM zD?Zbtamz57x1$SJmQh9A_}98&;(T*PKINAy=v9<8_ct9>BRiDC;YpPrZT;%w;Hqlw1(W+xBkXi;u4*MRqw^mG& zz!v){-oZCkcy#-@^n6FEYV`p#YRFC)x~dy)O^+KfM7WPm&^ZI3&vUzO8L_FWtw~+4 zMNK&-gx`$=?PESyVnm&Bb-4iiKE4|)5_l`W*aYIHrlbfPP;~MWc};TD@jQQ)hGhB` zMd^U9zKE`LBg3w{IcIZ@yl~s%1z@9F4)k#0v|rPoAJwHj7ebvPoXU1WY=e+MDwzx{ z8V@)Z{wL(}M8`C!_>3PuC0M0HcE>36mdfPm4{d*R?$+2^h@Tn68f~hLQF9?Nb;&Gt zDyLAo+Syrm{}>piZGexBjs;Ap>bt{`+Ycx*!l)=f|bKqoU@2OZcpQr?1kN1c_l`7@A zH8DQwMgP1^E?YzBZ)bNq;bA-`Laf(H-+^A9`Ija(PXOABs3e@KY;ulXq?#l9vX?TB zoaHLKdf(ZhCmbzUY0|`fAwS%Vv+JN~0@xj9VqArzzLOclkvVSnRS<@3wfL&6wtQJ3U5O5R{ek0{l)hgwP`JZXKtP&A4JoE_kvrG ziM2IDUHf7en}QU$)WQ)TNs@&U<$11cc->3eTG=fE>wUQA>%9xmmK^7$v^_UD<6St+G+Ii>Rk#s|rz6jm zVt{ve7K0!iL&DmNs`JK0N;O|23F$hKq44ZIBX)6UO6~8HE@szgO(h|36rIxQ= z*CJKObJlS<%PnOO@0L1jx#D!)-Us(=rWcXjq_|?r7s4n!M4ZS~V1~LZpD@t-1#!Ho ziB2>R>CT*>DuOSgtod8TlB@YO_wqS`_!uWy@pAw~q9Dyr6WeEL@TxMPjV&EGh3hs) z)?1rH@`Q=H_w;~@vi(lPr*z|K4QS=0;@-Xcms2)L@b+?=RfdF07Qe91FAPayh{yiH zDY)KiaBUHJ^AJo?7SEl_GUbZic8jh%K&T%lq_boj+8Lk=JT`c zAq;tfzU-^GvGiF(=8GuHP)kg#OY`c^BHwJ#!sF(4F{TqWhQLwbwHMNnxOB@3LfutD zy9Sy`1x`^DMx!~Gx1dvgU2b9Y$8G;=sI>2AjhC&2`npgrYKJcBG?+qfAY;Jgp=GxB zkxoKxN}@QYgu9ppwFPNH1a}J|E4K48{BKZVcvf= z;JF`*{!!FYcFXDljr~l0#<-}ZD!{e|XDQ7%sSueMbXLNTxs`NXP;ipk8P1exGm!)x8gm811g}bYAa7fMF-{YX`PDPR( zTjz!V;OA>gf%W_wdV8lF_(>*FIWT5{Ylo!2_4SK!D1NY)YR66YGYy&CLs8k#Rljr) zh=}G)D1(d8PLwF42>o{dZv3$+6eEhBMgt-glt96uMfrQGcuflKqfOk^t5_!^Pg)+W zJAT`ewNS0_z!`}X;yP<`t<^D%eDwEkJ!dkEVa!~zm^uWa#0enpQ+fz?IQtTf7`<>B z_*;%8ButBhWYqbAG@{pSAw9R1euh2-PR_`Xet(-C`b9ecGhQ4@=DM{kT3qeL_+vkS{7 z5TOJAC>jko8=S+2J!H{Bmih-4+c2O+p0|>5`-`{mLgKQd$+w?&rwp zP|he2oDIL1u`F;fy-joLw< zo{wn-939kt=o0LBmj*8?@m!3ee<;5K59=6%ELyu>)4@4%$YX=^#I_w==KE#y>1dMx zW3ehZe&qyq2j@V4w2y!Zhfp?qRo=jsk*)HYyhZOh@F!TcojUmvK5=8bBCl_fG|NPOJJd6wbp3)W0H)^kvmLbDs2ht&L#ZOp^lS@KjcTaE==l zbk$L%Rzecti;zBt+>?Ao?2PuV_v}GH?NsDvqXdM9v=kCBgmnUlG+a;xyXA z2f&C8^9tm5f#ohUsORL2jG!?h7pssSG(o&2G4F^U%DNl|pHE*GpIU>qkHJo^UFdr! z{!r-05N(k3^*Z=^f+XeQPsVZj$F+A8$$BGHBqGw|=zULA-!Z7>$3)G{9?)q+EA?mZ zb=im#Pmu0y?H5TkA`9^%IqBMmh{w0*A3#Cg8KOwnS@6KDlyJBOl=CeYZ?^{WjwHF9W84{jP^)9n^7RR*)Zdra6kr!MO zABI*HJm8VZKM;&s<4{sT9FO6Xh@1ocO=A-6lvlfIGGqa^9fQib-yl0cVvF9ma0P#Y zJG3j=0v60~LD~Jp_1x$luO*&{RJ-1nRaGYxIG_HKBfTU5$Nv-h<&TLlbh_ySxlFps z5w*aHPJXIA6Il5GuNQ#$RK55-4CidPmdB_w#vpo*6zG+&?;k(gnOlRp&YdGfS|R!) zu|u}nGe}x_G%a6nnV*(X&c$*reF40l^L{{N9kpdzt)OlN5-yeXaKIcc_^<~rd8iH| zJ?4(|l|@?FZH~{h{K$Nx8SJiDh4W$>1^wt=@C`OyPFQ$Zzo(H|4)FA8V_5IVj;HVWr1ArDB$!sm=fw8j(FX|_Ub}w#F*kT`Jc+#R z->x^XhD{4IA9>zL6B^#RnVV?Rf=XaIOb4qruQC|_l=YAysrVL6r~=M5&h*fbfeMBQ zyv~CZbgvCLQ@1)3H5Jn_{e)6I^enD!HfMsIy|(OL{1SN6cL3IcghEFm(S_N-+^sc0 z=_5migRpzl9l+VHtyn|cc2nE)YL26I6>Jl9a(hLzAYS=|9B<+XyFO_o`rT>VBSa(m za^UxL{RX4$b#}>YCh}O4#8OMBrxStovtY?Jpn~X!GU3S0>Y`(Y2-Y>S-ek4xk*+VA zOyyDhV81ltydnd#ffWX=z&V)Nl>$CU=QL8|LY`P2=}Exzr|QxyY>|B3FMR5ROuHWJ zVgs{O<{R#2zww6p_~L`LAfRN~rJ}%I!*2mE+EgSfWWz7h56+~b19Cpu-+JjpoQMX} zuT<7zpQ&Mx3!=ps3~X9W*BvtT?Dpc;C@B}KbQpJ@^?SfFE_vUEJIU)b{P5Nddw&-q zE3b2i+y;*M==N&q5|HY%lKC35y)$X4_qqvP_(%gp7TvsK15LlEbg}KQ=hS=y2c-#- z3|bvL%g+O!D+27SuA+#q?-sLUKc-{R63BOEOz0=Pt6*08v;?BdD&>{?@?E(I6mp9_ zu2v;6g`ruH#YfQlsKV|DpvevU+O6q$NW-9+$zeuCJ)}TH&Yp?+j{gsIjuD?E9!e| zA1adp$9qvWesUTsp^=|c{^8bAZ#_2^NU;S*r@A&If1hwI__9IlEkKqegG#{T2bZ&N zk{`s9Vs$6h2Lyfqkq>bu@@uX#xswM+(fs??mZ@;yQs@*nPro`cex zVH3J2*AM%^-io3Iz($!V2XjBz!f?gTxhgAs(Y~N@nVsh)Voxaf9gT#-_{Wabo()1j zLowjEUFpP@YC>h>ca4(O4Jf({5g2tRxi2kuJvP~5eYaBTF1y`$!8RjME52kj1so!? z0_a3Pw0b?73A_7?sGZEf0I6m9QI!PG*fA>(^Hc|!{=qT_LF?r^120?Pqo}1b0=pQR zPBHQ2$h6I>^Y=2%nmFbq#Ho4Kuyyl2Or`T#P?jdr#I;W!88SflH)A&?{7hmLv?3|2G?fS+|iZei^BVt~3*h za|&l~q|?QDV^zMDoc!(tq__RYxSw90L$+7H(mDkx`52;qh$BfAry)p#yXqww#2Z4dxXvmp zS=@z0mkX`$1cnsY0@Ugn#0npw@#}P6$3^a6G)9@fv2#T1oQHr}MSJm=;f{rU1hzxe z(jmtD?%5SK@B4B-^Fc_#Bm90ECula&ee`80>2g(2&IgYjU^QGzFhvsH`HfEoExLZI zRs9=q@Y{LEbzSQuU#1d^4nTnD3wA?&$eD+rr;pqC@m>TY-z^8 z+z1?~Ng#KgbAlKf1{Q=vDk?lc0TE&pJ^>rr^^7zp)E(Hc)Pr#Yv=urDjGZJGX;bL+TOfNx zs_3Ei4k43-iOTWaTV0fE2lfMmPY-brQ=!vj6aN{=(CEvltvrNTNRkQU_1!dHR1C9O z)JEjTau1aEE@Lfv4WN}0Whtrq1z~f#<(pUXZq@v04aww0D+aT0{5OyEoGS~t(SyT< zb_X*rzn`J{7hR07MRz;MbvUMNy0&Xz*%Yp%6bxyCy^s`lOkPWPG8Oly@Lh*OtN-y| zb2s=w_i|<;dIZDXElbq1DkEpRv44dBvixY2GX}-^wli*hGOYqgN$T>}%gJGw8Jbxk zn^UkY^PyZ1hD+J^Vs>j#N=4*v_;}|r1C>l32h!m!`lWzL7i*|kP|XhGsw^1o5H3Es zH9nS5h~{ch+6ZhAZ5Z>kD~+h6Il2;9BqI&hrw> z_*SVmw;oAqE%4J}hH7h=VnxdOW*gU-48W`J2bz2L$pJU0i z29CT8ly*V1JsHE57Fk0Qwm@;Yt<*1zZZ9pns4y9|jJe+ghjVZSyA;w{$y)8(`a=U@ zwR_@!wuB#grdOSKH#Kr@fN%pqTLv7o>9q)Z%N%DU_a z>sph1%R9)w>FNGkMM9R4TzhbvA-#v2BO+0ILEQpNII;)^p}X0M#6S*V1gPdhkTVbO zSSf+<9)WKbrseZy4GA6Zp8q zGGp*&uud}A-AH?uoYbn%d#5kyMT%U7(UMXKbt_E>ptE0&;wWh<%riGA@p0u|G^aYz zcPW3j*vvav-nvbn0R3jS#r^I~c8Oa3dD(FbjPsPN!e|o%Ze%I-Q4FVgzI7%pRDXBQ zQzhWzHz}hkPo%+wglzC_)TANf>Y5ZoDt#p3NaCRXapbRIshvsUE1n_?yns6&!>J+5 z_xiObPSK+xE?s^6Z4`TH6sJu_aH+-Y7O}kzX&ndKvJXeuk zpu7ZIBeiS9Sh!7{YsnQ>xe;{ny2cSv^@Sij|UOo-?|3tYLPh7}QtD;Ja72smo2!foIgT0d5GUz~74>y0|Zk zT!PMfZE}nE`Z3oAPL&RGbHqGaa*5veps~8_-dyn&2YB?wekcM?s2DMsg!tQ91w_~3 zDRTz#_i9Bta`(U|S4ssAv+tSY@ZX&B%-TY=!K(OnE-;dP7$C3y`jLh_WNC%^^;zLBfc)kWX7nF?z;Szdk$$ z$*Hjq1J%)U+8?bCmxJKcV=J;XuejZqBiHESX+f|l!h?z52R+H0hT{kVcE};Q%=xMi zY!5f<52V&1D63jh5nOASIzaAoU5Y*2#ju`K)N~bGE4C}7(`pJO1bedHJkYz7k85Rz zdfZ8G7d>0G7@L6Fz5w9NOFEg?T0j>$d3XwIG@(~h=j6xEF?RhGblbXVS{=&%Xs9N; z-n^H7XWXG>Mo2D|DWTsY4$2hX2GZ6P%YHt6vv&&fNED`)F_=SOT2>0-$5h*z*SFcm zP;C&}j}qum!?KHAPzI!`FdDUTV_Ykx0QN|k>KtJokw^D@iK2^GMZwn9&ATk? zSL_~>2Zh$Qvut*$W;}afuB}K{8o-=2qb1iOn$&WQa8~pO815&j(DY|c+24{u910^^ zt^A?R{&y`i9o_0b_{mFEK50huru(&}F;Q2Q7kT!hhqa?47eRlc{m#qGu)No3S~~Oq zxd*lNTP<9mv$bT`U5(_yvf|2%=|$*ru7`(*>nhfC zNwM8RE6e%h#(tESf5g$%7NlZVoO)%gt`RjIp{{*jeE#82dql|g=mnyAujdA+!78+k zL8Z)e9ZcIDvrlN%F9)yDnTyoQ)dcmFCS>nhU;fddi{@MX6Tvw@+K66}axO=9 zYk%Z%1|q!SIAql1BR ztPWS@kw={97~40dqT{OcNBr&*ilxKxSL^boj54D!4)Nq3EmxRVoR_WPpU+KDg5%L@AHTIK<%4vH%W=o}_ zrnr#&A|LFv60L4oxOhcSf3%G6IF$0;3YfDUSotF?-xtmB)!Sck2H zR=S%#H1>T{OHKN-!@@CRTP;^u0WO#8SSts=%=1cO6NDQ$IX0jl;i~Y1J=fO`e#YA` z0#OPpy)Txgr?7*9*sWGPHuI-6oE4Lq3hF+7ngSnRIQXJ0%RtW)D^YLHWP=}_BDzn{ z{{Z=mj6azfr(eP`b~{L|3Mk?d=Xh&Ljy^dNH;(-cK)jWZY<_&0d!#_Ujbo23=qEX5 zoaU3q*F1N+p9#oLQ!IEo-x>X)O(>6lfnZan;A8C$<7fdmIuQhdK;K_Au@I%Ob_;}KrO10VqftS*6bIR#D%0Qu!R6mu=hsFWp9mYOd$MLZA6vHiQ zP4bTU>;cQ!tIalvL;gBRC${SK`&BApm{4%iZWq|24yU15pGci|%zYXsJtq&zs~WJ5 zbt0B<;rYOK=fc^vA^Hi`257!xOya(t`xGnW&?K(T@Z=0;l*D(H>x!L+b#$$c{dNu6$C+qHDBTZ zMTC48mo_WLR=)0Pd-3_e6&KMZAPNkY{O#*Y+5D z=TKJ-=;w1@j`6mHmQE_Y2< zsi>$e$vaGaB&Uxo13H@0O0fXDw+PCc3Iu`I2P*cQ6*?#3p{5xyoI0uV%VQ#+Jfb~@_y?x&g*IOs=?Q{w|z~E-Kj+h9m#1p9b zX`9-{F&T7=5XN)@C7ym+zzvuII>7?>Y7>mim106YwxuL$kMhJ$K1J9K)L_LqBb3RO zj%r&C8B&9AS{4jG_j&$~KB;6ZYJ}ju#8w^_Uu_hXH(TZDUgv(1f&Y3`%19e{lAW(Uo;U z*kC$#$F^;=W81c!+}O5l+a0^(bnK*K+ji!@^UZuS-&*ryX6~=MYVA|I&aSGxpE~QD zr=(r9?6>g0KgZQ!|Ml_*QWA?PeN=p8{d{c^sNQL#^89gX#U9V26bvUX+Btz~(n<^Q zL6YC@lW@hDB4BgB_j~$I8BpM&<>Yd=evza>W>MS$oz`$gcCOJ%lEw#-!xFEC#eWgy z)DXZ^r!6Qyy~Q~lLRVuE4RY1VuJ6zXJ`3mbB7BwbE|LYKvy{L}p*SD1`*WOkY-|P} zf1EJPWZFLg+ntu28+Xddk$343bb-(a^T>OMMcnBl0r=bkx*|I_^rBBP_K>yqY)V#{ z{K(k+7*v&JlvH+KQoQgYr1Cq#K(DbrQ(At14r@S_aC>yR)w-hTYJ< z>%iqRKiAEY^#Y`>0#T6p6Mh8Xc|$;>>5Ej)T4=JGj%%O` zn5o2Wn2d&@I?J6G&P@>T$$mZj?bt~5P~dXIH0_t>wPLt+j!$_G<&!mX-5Hl-(mgTN znCKe>UXJfHq`s>qKLUrW4_gv-NFJmrSxE9mThWZSQ_4+ya&=j$Uj`qDs0!ee?sB3{S! z;&Nlhe+bIQnuU_p>xuqld6i*^(<$*2ur(#5)MOYIAvO`a!4X*8$&R=SF2~H6LYy%zX8R9VM@Jy|{}Dy57-G<&EQ`zs~048Y5hBi=^bGZliSt zA&AXlczW%*J2UV{?rT|UhTP^YcZ*_H+Tuj*-5eY4*QFRMpWeCFOWmK1*w4Qem~r+u zTMwF~Rede|KB4=Eh^cO-Ww|%g$;J-80oljOSVUh?2}gDMVOZ6#3YP3D+J)E|foCAzpnn9aF)i+oQY z{bsAe9BxYCGaZ-nOq*86Mb>5;)Mj=?t5#_I`5#E-+~4mI+QdDovH?!>@Y(Qs4fnD} z5PmDWGn6Yo>oezb( zkv^);D(+ay@+~oobxM9cDz1T>m>mUgnU)J0h#$+8R;QmbJt-WEFYG7_qHv{si7WR3 zD8+K>&V@HO+z=96;w)mXlCi>v{Wv9tW6o66t2)Y^>iTr1v;g) z;K8l`LmvIT3Ue}$`5^WVEw_ZNVW_e60Rrv$7*K&aXLs?Xth&NsX{lXmoK`Kn3)>An zg^yXr{kDv5hV8UR$Rs;#>E_d)<2Bvu$~HIokdkbE!}2|TYLD9_Sgc&oV$H3rY9pC= zO%`}m0sJ&cOFZYs*GqHQk|RWoRmU{uQFRzcu`y}l6pKbY3cS}%D)b_!9U#{VC*p!C z7PE{6h`QVDcQ1Rh4l`-MNf(N;_w{ZKv(kEYeC$@0SlmE0-#n6z>j6*f+0N1T@ zR?|v&V^#gM*!~aJg&Dz{5u8rUIrsjxs-;458hg;ntwDu6I&@9tn|==+wr%C!fv$c{ z@-G*(RILIoV*4QxN>?y~0oS2qA$TjJXKwuj2b==o(fatnM(ab%LCuIn z6Nbnms!rRkyBMxpL|HXh0xKg-x3I-%qH{pE&fryBd^Z-i0VgU@$B- zrE_@bm3MID*}ZB@juwvi!FE5LFnk)+jQ*A&5|W?b>LT7y3dS>X!eaW|?b>J(4{GB~ zDFqj{-Nm#gdh1VF20P+g;GbuRJ(;m#$C4DAA|InQ{~N02�G=Vi*&o+Dx0(buDS% zr1Q}61TKPZoiWoCg03Xv@xAnbeIv)T4*3y&0D9P|p1@@bovSlIDDB}WwUB$JECA7H zyPCaz$RSI15)3`qH|*TeZX*LnXq%x7)_;CzqCC>FHC^FVR!!Wz;WE=yg&^x4B&sbA z)+MzB-76mx4u-})aT^RIT4%0oYPgi&JL+5hzPYCErYAZqx5KsBsRM_)(32-ebiO<++R0p-!L4ztCN3<`b<3RrJH3=t%qJ)@{OofFZF&^O)zWIo z+q;fUr)3cQc;B4W-0(>jY84s&n=3#>DdEaB%C-bkk_nb>;DGX;%Jpw!O_8HaWt)~K zky0tWbujtVbq&CT#>w?PL6*&mtHOHXbZmrzEq9Pu&~xq_?_axza!?}3l#>y$V=iO; zjb1E|6XKrqNPBb^pZGuQvdV?LFTrayQ1qolv3E`)1P16KgpIi!6pan^DJllmIjN!| ztaL60D(ek%-MyhmSbOHksG^)9uDS>w>qSv9Xi;$VV&r8LN@UQDlug5cuPn~Pv(Lx^zxmF~`{YU0!udf5~ySFiz29_M9)ZZMWGLUtt zW-tpDd=zsK`+hx2+T_uC%ZVE{0k$trVm5P_7MM)j*Q4QCVXGt#%OBB|cv6|D!V1eW z>G;nI+$6B+A+*>wX3lb=D*BtRHe%YVWExwN0yvnUDYw9`)!oHhayB0@VanX=m&x3z zRr-(Wuh=j}iGH=D12H41C7QLO_#$gPSLPy|w%I#aGO1mlk=`E5ke!aDT5CkQD*@uz z#^sa5_WFsr2~0tT&0s|p{v&NXL*ozF+Ew8?+F!rMyJoP9I(DHn76L84{?6I-IY*B) z=o}##s9GOTki|IakwS^W^rz-D{idU+okbIXOJfPi4(`UvbCqeaTPcM{uxXv8a+}DB z8at-yz=k2c>;wyH=L4U0Z)%oZgiD>Cn5+0%HtNzFKBV8e419@CDv3`PT)SM{^vV^N zcd%1KbbLw@X$s#NJ#-hB-_i=YMsz~{>z1_qca)z*H3iXiQSIETSWOV#YlQDEot$G| zyj92={MCe2e(}_6coZ>fj?@KF27(vS-LaVKdBMF1gv(C*pww_lX zTJzaD_dH>uPbMjs(iy3H1-skX$zi=TtFed=v8Ph00^w)gXHt%x-cca;rS&J&98+-| zf8GWjttIof_>fHJPrHt{!c)|F2LN++`5#@carg`wZgFW-#9a+n(I-ur?$X#YB^+6P z706Cr1A3fOi#Ncc94LhY*Eb%KP19{}2ZZBFWtw0{b4}vn;OM2Owpl^NHvK^oL7k69 zd)Qr=R_sS(12;VnSQh3NRc49M(Ghh95uP{=mL6RBVi0Euwr?+W=te~&=qJgFr&Kq_ zJf?9flCt`2`SM1lkNvmv-o0I+fRy$sLy&;|uLs((t)22aI^lV41)F;R!?tlahpTmI zf2jdXE|;JrPqydZ_=?PQ;it;>_OdJ~S8!WHbp&l0Hlq^aS`}V;`3J8$s`g-jiK0VM6TR=~R6_yg!h~V$c|d!O?GwSl1`DGYKs= zuCyK~muJdpk}HZd^*djZPVW#TGdtzhMWQ@af=nr2vd9k$f3rILkpy1KQvQn5Bv5eI zZE#ceK}5qKy~p|>040ULYEp@rf)T#+t!t|ld?95FZe`S#WRUe2)78<{O@x3P3mem8 z+1)i=*Hc`*U4OoZQi^G8!{^^^2Mk0B%BO1S+0BO&?LQ;c^Bqp^7u{`N^e}|^OnIU2z0vvM9?OziN6BXQS6VWaPI4jH+Hq^UZ>lM=-xApn zIQ2XUI0t&Yo?%b&GVjMKE#1Yr#8U~3F0n`D!CMU?Yep@tTQhK=W+C%vtTMC@(e-- z`jz}Ud)9gM=_+oK4rVV3{`&DQ*2f6z)iY_t(2guX+f?u&ncxjuN3By3T000sHi_2Y z-c$d%+N+x@uq<#Qy*rlPk*OF>o@PD+=NL1uzhO-QZeQcs^F`O!=f4A z3FkVPcW?Mj^Ha-0>lB;0eGf+_*9@sWCnBzFltaNu>-KTz)u7Nn)3CrwEcIM#o%8uI zRcxU$$s~c>vz)DcNR!(1#;es&3u%7>ON^i1piS$e>QvQPMoOkaSuVt(g0bJii~^Yp zF7ixj*-i7K=fyZxmFOdrJw9;b9|L@5$K-UV$y8-?AeBq09roVsPUpl6%&ETn0WbSG z%>*e_1iVp1c6c&cVx|mAag%a%6trB5-)te# z=1$56Edxb}UIvfin~5Bw8;uVwOr#nZtgEQLI7&?=iY2_0^9vNl*^bsvm0YQeWC-aBnQNO#5CRzy2{Jd85S zgQw_0NiXPG0a91>$HQ6|8sH)awCeQHGN@J;EO*@UuH#uE*E1nHR>zO20nTG4LuGiF;K3TtWN)^c-*K5U+}`P&ju zxL7xonU_ZCMY|b(DnfUu9J|3~baK3@3ZKO;hN#ThltZ>Rmf8;e%Eim9M(3s=XYcR0 ze?d=dbkcCpmEr3WG@e!*QE9HPitYIqY1q~(vgr`~M-Q%)JqCPB)clGK?N(m+*d0+y z0shW(`WoY3Asu9*N=z$zVjS#Jw{hPs6s#`sf&HC@+%7i56OekTn!;;Fkz*p9E;HK@ zsY65Q_Cw-MUaSXvr$qGC?5Kwh;wMxk{c*y?0znH#z}62z)4f>Qy?3t#(hD&iQg-}E{V3jO%It_=Q|x^Qk^}t+neAX3-v2a+^&^#zCqVk-`;`yIK^T>c+6uWXO!qNC~gRBTadJ zi)x&#n5W|*Oo~Zty^3r5pR<~B=wlHW)!HZB&CRd6imF_c%_J>M(Q+!IzhI(2*%?+O6gOPD{ayHDgE|C=Zd9$qCd#kvs)G1wi;u zQ9m~%>C6i!6$dJvj1l??2gnvmtkNUMKqW=?ID`kZeG>{!wKN}C8p872jhe!blkjj7 za?9U0Rik(*A{mE$+GjbEwr2Rp zznoHuRli3#-pU_Qo8(EAN6J%H(Wz5 zPH-}DM`NtEd&Vcxq0TcT3lA=zq&2AAENWiVc&~U?F{1*>ir;GouwuQ{N9^V48%Rzc6l2d??cLl= zD5=lHx%K2ND|re56GTqk_(yD`QdcF>Ts|sfXplvB@_cRLhtwpe$jkLd^G%|o^hya- zS=>`v83(I?6)6Fjl3ND8%SmG?cnkV&(T^UeEa*W%yh7oi8z&>ZOz~Vx9WL}mV ztIxW*u;Xhf>aswu>8!gPl>aJzWa4_+_JlCON8()YvV#@*imnLF{UW&uxMkvi^v1bIEy8ZRStfv0?+0P}J6i@nu+=9?ozviqUupSvQSCI6S zG+OlSs6GR^oSdf@vg@|fyiH{YFj=ZZa*y!ELx(CsuIx@V^o+G#2v(@LMvciw%|f06 z0FvADa1?nWa322{1!id9Jogl6b@Gb@VHbPh*SK6Soy34_8NWaL#zT3ztw*|_Y7 zuQHXM_o{_Y{v(KZ+!pumz&qR~Th8$$I}wDv+~NHVtBQlrIEWY}sXrlQhd-{ZGaajg zhQ4dU?54tdZpU$E?6EjH8X*?_GVT7DKCXHK;qq>3eUN9YBra566+EY{ZC7=Rqj&zO4v4CJX@!5l{zuEZ_rLo z&sZI*H0$PMTUDfrA&1Ip6{Yqa$J$Rh16Z2>KyGZi?Cp(KX; zASLG!9w&c0tWbpet3*fv`^O!9%8o>!^+gqj}4fHYM_=C>$dm zieBimGC(rq=4_i^Cm%TCrOGgBR$zK`x4F1|_hA5a)f+Vj?Ric$FJx+?-l|r~`R(Cv z02Qwgzt5EwY0c2jlOAf!DB~@RoorX633tjBrsc+lxQ|g=o7|*@(OcSf{uqCkcX~C2 z5gFXMv)pzRV13-*^lHq-;1)WDgC9I>TKq?PT7s=~nDsL9s(Sh(i)F!O#}VpOgojb~ z$7ZRgPY9=yOTYSnWGf~cD*F9j*x@$mziOjq3Tkua8UzTVB?Fu8iI9iXd^1733`rwS zf9YUkpOK6{!^f!E9)GB0mQ?S~(Ye$q*MLe8FzZbeKfs zty+%3WV0>)q>bJX$sUMLo91BZ)uHRhnD_KcSkO);@r}`~(qtN8->$x)N%z5=*;#^* zM)I->c^j3yqnkf?4MsBoy zf_^q%gN=poRqb68yS!uEho3Gv;(QdL2)C`$Cy6~$=}99o#6t1G5+zAA#XI`3c*N3W zQ5nN!~}{U2s$vUc_-J^YjRu@!Q*^tPpn77 z8LFm^LjwFr5;l?Iebp0@@_NQ2BYrIB=RUHPoe^re+piMtihU$2yFw+5y=ki)?Z|PP zXk(U_!n+Sc7MgncDE`BYJkm1S?P#E!WFLj)Mj4Vt@yaPw($u(Q8a;NOQ(^0A@#0z#m@MtOw76a-%VM5u>(FB0vn<9yP;4qL>K!Go1NgNdP2 zS1^Wgzb)FngixRdx#G$AcELK;&AL7aEcU^QY`CJw_G~-@|CVX@Al(F`oq`m`-!aM0j_#96&>p` zi+G;EMkNs~PMRV$iSEkGA)0XL@O%71Ur zBxn+OP#Z#3*MvXMg{%jLjZ&r^nPcXOw==ZRNQUySYVic5mC9AY_$iLCWhj zB)>-f0#xq&)d=#%xhBRl!A#J4{UnB&z;4G{@I&04{R_)yi{sxt(*6n(CEF*AU!0z- z7)AHM@!IK5tQ=HQ^SvThGIwJCL(^xFhQo(Jn-loDrgt&Eme^Uu{rfXWY4(1APV0IN zN7n@+-gXMe)$=hfA>Jw0{k%MhPN>3?t+B=5jZ-B_eF!WNnP&xr{|Dmt|Gfp*{|DlC zWeMT`*Sznn|9^Pj**MtPx&J5cyPT1W4H5HyHRhE| z^ChLY_RzG_e-h^}jBGNg<%@mB*u)UI2>4V(26^-35wGNhxURW&xZ1-BdtMEAuYX2` z5BPF>_PN;z_I+Hv`}%8kKfgadAbk>s4&2?2E={CWVlvQ0$ExjWQ?MHKREx}{bqTp<_rAs>QOjy-j%@5Ql1+e}AUv;oAe@|9Ryr*{y{1$Yaxsyz34p5Pi z^_F^l(}RMX{a$v3^IbbOVjktPo42B=sOZifTYqrma9%HFv9p71I3CI3a#U6t%^@e| z!&jXw*H-(!+o`#?*#sbH0Yus6fij=|BGRJ7Ffj?yHoom>`|B+k13#@kH#<3r@P+s3 zk&(K-Z;r2rh0qxI9`Oawr6O87TYirQvvrQo`aX`d6wNnGJu|b>-9hn>=I-vE%F6Yg zj9lN>YzLgZJ?ln0<07|nb$)?tPR^a7LY({vaWMC}(vpYP@aN+{foTF_?r#8GX~<~t z;?1Uv)TNIRT=cv%8HJUpEVTnYKyL2z;lvWJ8(ZhM6~}sU@ysK2=jVI29>d@J8B&QD zZ97Va#k07+ud~=j7YowP=}#5g#|;+?^3(B8QBg1#Og&N2e{YXC*9x{ZRo~U;xBKZm z(RD>dpLyN~UOiJT!JAiE0zI=`Cyw~2#dllanzIA z*BQZVenEb(#R&A=>17eo1Ke!`J?}U4P1<^@bOyD@S7VR%0Tn<+@y-rjcbnICLcYTj zL+5ZbEeYvFkHa4shPMUZONLHSDiXwH15&7qTT}N&wBgzlN@=g z4X%HG#KP_BbpR^m7!Uq*4<`nIEBOEPZ%*;e@jq$){UfHKy6Cl86dgf@t2$?9@oYY8 z&Fh<=7$M$~P2JhdruSXs{jzJUF!%4Wj@w24iMkV&Qg%x$d}aMhEIp;9T-KR(E4h=XF%?Yob|Ij`^24?O>T_l~w4 zgq*rN?1?7y(+u?jI0W?yALDTwZ}e_9IPJe~c4Z$;(|ev2?vcyTJa}cl=grTzHd(9# z-NnN4K&zpCx#@j6&Fg|mMZMVV&=>_s}0qulaF13RkVJwmY<{ zxm2G2lxE@c;prZRPD^vkcY3^yg&gZV{|)aGKXJIg{{pYaK=Ob6I>i8PJWFSB`=fGQ z?woepent}*z$zEH}K~TgA4GwM>D+@ehw<3q14?&d8B-X!+e^Dov=$+?n+gZ*oQy$J;9*q;WZp|&+ zHwL;U5a%z{SN*x|gxdq|jbKmx_NyunnxdloZe2Fpy+@b^bUzWVE-M75KSE=L)bM(Im z<8Ner8l~ofqeR^O0_M)i1)#`HSool#z#^aD`y^rRG$rhm?jq*X33hrQk_)r^=Yp1~ zD3O%1y88X+GiI?H3CTD*Z1i^Ah!z*}@s_&*G7C}Ub{s{~+@Rq}RFra&HGyw48RaM$ z8QApj=~w{S7%3ST@@Cc3RS%n0(nlQcowAB6V)$4&bxvMdnFz{(5KW*|#7WxR=B0K| zC(ci$`=i{t%EqX;dqOfHf)Zg4GBo_~2vAKIm*-@Kv?7J&+J)6i(rSeSN(T90Tgix= zqJ1Q#U-Oncgg!S1mu<&p=5ZUGqNXCk2cp_@S`k!#Dpc`-`4Sc~79FK6X3-J1XDnlB z`D31>>4Z)cjfsY~HklGi*|psUJ2O!ifI$Kaf`HI^x)5C^OI=e1TQdJk+cb}(7W!4p zg188I%GfC+JblAe!%s`A>x3>iY!a1nJh883iI@itIaZM&9Syw{kC%g!cb$x90zugM zAU;Ob7z1dAC7HBz)lb+Y-{)K*Ktgs>qR}6;$Vlxup$N+%YAQPq&evMxm}-~z&)*|D0+1L=r?1BoKu?Po>jBb;-Clp=yBP6I zQUNWG1bno^)O(zsdd&%iK^zSL_Z~eA;58xr#nT_J7Qpy9J9CblW}yS>8jSI&AjN69 zyPNdb`8&oGfyffWgl|4nQWT7oh*jUCj*O#i*uovn4yN^N?7X5k}BPG8-&PUE2P++1yLeC9~ z_^2uyi3-no0Q8&?`2|TaGnV~l+=s;k2L9Jgi+1+^B0VlmA0He*D^ht`0;XC-g!3GA z#Fzqb`y2@QNTsb7gSxF&tFB^ZH^=->hft;MsQ1Qnu3S;@3;NOUVul_7iR3Qaz|U$Z zzgv5gm?y$OOkn@X!Mo$-iS=NCrdJy(iHXv4)Zl;qn*bITev_X5@$X+(7#MCLAR~b ze+>L6NTczT0d(3b(Q;tFa}&2YYN`aTT6MJCyCn@Vi1ucO{EA|*EHWvR(W5#8e|-Sb z4<>f=QHNguBv`D0X!-0Eva^!_^QMlVAX5WhHAbEYkPMureNG}CXbAXSF^wLtmjA9F z-upx7ZCxb~ynKEhkkRvB@B#-kiXB@zFy;v8jm-rj`X9ZRjOKTr5P{nMo7VxDvqs1H zEcKn7B`3?|ds2K~b;+@0zHPcc>a?A;+3`LfWgmU`JR>ZxtwoW`$cKfdN{BC$lP%V0 zEhHov^EsDr)5_V z4-d<_zvH7d@4!2xkV>*3_n$8bTU4D9oJ&|;&dEO45?a~KE6lY_aqK8zHZi@ubu9{p zZg4WeH-G*TjI}fbL(4rKf|-$C$m7>^YHsmVR|J$FO`SLC4DStNewp=cm}GT-G0Fd+ z^uRWZm_z^sVOw65W#cx%l1)cunPrnkXQ!LVM;5tczYofGPl~b*(e0U8lOTn+J0h1G z@%&;72ndyi=%BI_8pePXwzFaU#n>*fZSZD8LnXYvkajO6a&o%vl2?8s@F_q|T~?kZ zM2R+E&_v?r2jn<}k*X#F(H-QqLPxXM;})W%rDCcDn40n90@MioEE{ogs03N&A5tK5 z5w1(r6muf`A@$szk_%L5VlHq`_L7gQz+P@yenwGzdmt&b)v zN&XxBc{|Gfe+=KuWK{@~FJ!8Hzy+{JV>pQj%PJVqoB;In)_C1(cCAW~Fez_tsV~pZ zN$H2`{?ykyPOEe z-Jh@6`G?t8MV%iis#?>un1Aw|o-T~>tiQYAv*84XOWd~FP5m#EpAZPx@_PQhoDr0Z zhdQ1%>Y-(vX`au^j6}Ec>a>E;8tu-ltdktz1%AN~siTl{a(U9g1!~sHPYM=DE#RZ+ zbcvHyZ@52lgwMOCtda@mRifPO<*?oB4FmK1lb|`@Q-hc{iVcz>2HDm1To;S2Db0Y+V*53s3c3tYg*$Ip zX8uVYFQGjbVSaDEdooAay%`BM)R^||?ah=$%h%V}$jHdc%S&4u zN4;VCSWr0oeg7wnRUiix!ESTa8L|~I8myV-*rBsPzW?psa7s!FzxR{vM!VC$-)6hJ zyMcj$#p1EftR@d9b9#Du@%fND-q&h!`TBnk@~T1ISb4auG(ha&Zr7P2l)?ScW`G12d2Oh0A$&R*6e1txp^uM`v$OM??|!2R3MRo> zhSSxF5{wmb3bIhXe!Z3L#pDz^p}@w+1Y>MtBf>=bitm@_rbYhJ=+K6CkM_&p&*!JB z)Us0Q@o@kPwpEWjWR;D&`tmPSJyq2dO*(>;9xT_O;0{)cy9X}~+_N3%-krEO7qs<4 z4I18=e9X@WR6)M(p^0kf?HUEb;k>-VA3x9?dWKD!JRSPg96?zwD~aDQ_nDJl62Ucf)O$%1f4MbO9N z4--HcIH|KUK>{#qg@AcoI~u=2ryKE0#FTi?UQ{%q)iyDYukygzdwu;q=F`6ir&&Ap z*R1QU@x<3Bf`R{3F3+QXAtn~pMzfTXwlwNYh;Sj7(;j&Epb@Cu>3r$GfB!NwGmnCG z9UYnCM{y_ZUkowntFQ&Xsx&uDY!2PP^nuf#^dSsK?QBcwtEzq0w|xr{!tK-58j%^*RAo!%^t^`uY*SPZ!E5 zDJWW7TUqL#o}S)bUzw@f%%^ZtrP*I{v$I=FMp8s2y2d`>F>gR6Zp5_VhQ5bh(}xb#{J^i;1bB zrS*Cd9%FMuQ`SX{=X8+)jtWptqD5N`hRRP_E|wtwFVDcW^aia%7-LY_Pkv?CFCluT(D*pccdw(=#LUWcxF7x~M@6N6+sLm}*wzJ2#!rai+kB0?q zpJv@U=L#=;(35aD52x7E6k!ZIm;0$w8DuAPV&Y5x&m{|{)l175m)P@V^p39dw>RlH z{6R^pw&F`L8fzmXAcGX`du>JQ{;r6gBa{1liF0H7=(5E>XsU3(_5jRzZK`R6AhDbj z)xAq!*Nyh~zHj@BOL7vh1--{02uW>$@M2`>2+IZ@;X+3y^d+~&rOMIxzPD-K74#@# z`7rQ6bE@#KHEr}J=hwSKtA(<|!^1>$aVH+HwY3b7%Flyjg2s#*EV2ML`r5^rdeg}a z;94Bl(qN#w0&^c28Z(s@9Hj-nj!w1kusubJ8@E#gdF@8aZ9)wehDFD`M84m zqj1!8>7MUtbD0X83x0`f%LpDEPZS`)7P>I4Ea1qTVwUJGEZ0hM?;cH6gqIw`!#>vP zKzH5+fW#_FYEPIXN}5(x2nYzAuhbtqcOa@My^ArVSF6$-xyQ)ba>NhQthLr^mAj;T z|DXyas0eCJ$LEq`=MWU!7QdsK7Lze1QIC zHZ~SzM1&_blMjKQA0Bsu(IDhPk+_LwSL@tVt>x3j`O*?i&>dF659tD^sscM`-i==0 z?8?UVHivR{w~&Rz+}IQw&E5?yb8Z&`H8nka-lw;&Yn(;vF8rvJcIU(Kv!&|Xx*`@f zc6Ko_u?~K6PR^CRC6{9!N_o2b8>+3}VkL?RFi<(s3xz+VzrNo49a{&Ur#oHGci321 z<|Dtv(awviDyeUuj$F7#uI%Tv!z5Qi;l$|F2Q>`-8R3bEZFaaEAN)lsB0(Qb=boF7H0|eb`+OD0 z3secYD!3SCWg?prD|(c6Q__kFIuBc6JD` zuq4c_ot@e<_7pKeZzW{1LX6MX<@6!gYumk3IP5elOKQ{>L>Coei>~L(W)>E>N}`w2 zN=kDNrwdR3Qf_XodkSGA8AZj@1Y-AHF$15(9@q2x^|s;KTG(7QBSxNrpPhx2JjH_3 zcXN9i8ykUOPy<&00X+={{q6`XUgv``U@)@I&xZ8R&uzpEW$jaF85fbLhq%&aaiK-E&Ps9U#Y-Ci3bHIjooPesQt1F)`P}{mSUlb8r ztJhrdXZ~*RVR+xHvrF(_Yb_l`+0*Wz`{UzXo|iFxUl9dQC&uGyXwM0dn=&l#WaGUh zBrHt$bt;>)r3Z#^7|rCHB0^Yr2j-eUpoBie2o{6Blh-uj;?btojksv5!)0`P+y7># zUmRblOWDBSXVaO$*dzBeI|m03H+SLD%k4h@k|BYNl+|jZ2>8VB-*1Lq2VnaHAx8%( ztS(0;oNbgZ(bt;9Ba#9YqYM{fP*WDdnX(*a<7nWTV+&8}4~{TpSnD%Z-nS$R14X7& zIBUWg$AhJ}9$5xil4LxNI{`gC{9n7_i1^lv$ZD}4A3j6;@buOg;ZD;)lKgTT;GS=9 zZ(nlP9}Jb1BUyMtM{g%5T_xyRMMEZfaBa}-;Zzu}@b&Tf`kxj3Jbq#bG)ndB=*+l= z|IHgu{k01fSXx?>-#a`W6#Qy#UQ15ivq)5wC+JU5?~I~^NvDZKNa)aw+(N0WqEcH^ zV~A+2@4i108^7Gv*7pALl8_}747rd^*%$UT=!ot#tqsO?PBV4H2YKu)hs3K@Fjd!*5 z1OwAxG8$(_^9KdV1Plz!X%~oCfCdY`*bGAc&|hw8X%20G4(pr@1lvweuU20qIa_P7 zxds9sK@w|5L-EI(o1I$^Ahc=VGBzf}4|k*u3JOy7gDzfgviSKN#2y$6A`=lCJB*9O z%t22ddwWFDF3OMyT~i|s3T6dol>VHW%EU7_oqM22ganAK@bFzo9Yx5PO{3Eas_u2W z)YjA6jKOAgL@krcUf$el{O$Yh*5WZ?%V&zg0ZLcc-j0PzYQOgN`7X!2>`}?%ny;3!bSdI$KjZwho z=<+8m5o(5la3 z2nR-EG7i*ye0-!xn_Z_mIXOjGSu;R^Y4!Q>b1Fan0HawfD=7i$`PXCt)Dxo`5+k);q^nb5Z4fU`QnJxS(gOf!k_Z)=wvG-jH#a*w`=i#z?Cj3fmAp6? zd$ITH9XXUW@SSfE8Kz-PQeom$b8XECw<}=6@}kkxXC56fx?L90hmej>OpL~0n^;(A zsHv6ircF;zmz0zM%bxxXRcyD#3MEYoHJacCd_$NjEbpB^KSG83&pKpJf)8c{nYY*) zKE4et`J7z5_pao1ATT3_jiI2RaB;H-283%l1{TVI7{z!9+Vqz(ptrY|F48pk`Fgtv zs4Joo3*X5fc;@J+s0{w6Pj=)DG*R_bo8mt+;+ql^UKQ|z~YS{K0PzD z@^ULA1e~w?cqTvnuW4dpA`pUW)a#pxka;J7;9_Bo^>;|d49{lgMd zt{i*cgYau+2{E*yUP-@n9%OVTOV=1dBlVqa=)Y04|5e*HNava)JcQzV*MP&qji(}5T~ zI6l?^Mk5c;Kt13b2?r<2LWK&Ag?a)6cp@W@0`pOqd0B97`_O>FIaJr~)9d!p$Y?O6 zMHt^}fD&7=%-sb`PsNSHTN*yC+`#|SV~uT%CZnXNXkdBS?P9f2O--%S_0LXVIS_fJ zPQtPxNd^FIJbdXMK`}{|PKLz8A)>MMW%H%>XX@P0{cj$K zZQm7#7{vIS9BvmN{>YzM>5$UW!q&B4D3hB!W#N(x078o*=O-YVqNS~#E0(}Dj3F0j z74Y;`fN;>>D)_^?mWVZxl#!id)HW;>fpnX5W0i^1oT2qki=*bc zau<(N%b*}W#g_>QwWMbrN*?;x>+MYL4EOiTHsP(5M_RyR&I)(M(A%BOgunFbX?&6( z_+ik+_(jA!atS)u|3=eQMpe~yYw7Op?(UXuln#;Z?rxB7qy*{i?nY8VIwYh8>2B~Y z-*4Q14u<3Gb$c`#PJEo>0HvWx}8UYDJgwUL)hhsClL;kwF z&_W+92O|y0Ak30fY?|p zAGT7;EE%Dt#9pHe2_>3>G0v!bA-dcMg%RY|RUkF$wW?LAF+b=z{4xw2wSRz*;S=m2WkUUP@1oSkGa-!yS2m zzF=T)n{^ry1*Lf5%j1AU5DhjSUNXM#!8FC9sonjH)ADGJknd|vp89OLzsf58vRr^g z-pq-@dU50oOK+XuP4U96SKdsqb}5sI+Z{6Un23n1P8Ek-=GXdG7*lUsz$6_V95~IPt}U{CdpmnaNfC7mk+-au@GsC#0ZazYOq>)2C8a@`nCR$& znI#=cHnxPDH&181q}+$-rslB|k4??;kqE>V(;m9rw$Y6qMymKz@dI;JrDR*L1FY z%ptaN6D@h>51oNoNBW#gX61HM@aP;d9A@#C&kTjTLrD1y+1Ra>$x*bzmwT|)7tB6v z@tYb?mz=jE-4pUy<6=KB$8RAb;9+55!QW;7aq-|cw7@=UTxwdTu4ls>@&+l{Qlt-a zmt(QNKe!s7C=169+inoA$K95rd*YU8m4%8Krgp=pjy8q%noF?OtTu^=1XeCeiBfdO zf86)9y#10(|8q@%OuAlDRpd{|lH^{a8Y~iDJd{!^6Xp z(o%KR0aC*@CyLqRZ5vZ;Oruut&NL4yN0kWtasS~kA!$6B-qV1%00kn&?AN^}8f(SU zqDI4F9a@h_=Q6vRL0PZvL%%)G)v5Ect@jJKqVZajPlV2S`kNPv!TC_M{5LJub!kw-(v8L-SEwSI+(fLKR%j>e#i$vg&Ad&y3H z&LG^lGf5R47dL$M*T_i3;+54#k3TvyJw13`_2T!*NzL3hihXD#I5=VWwiXs8-s*fz zGIY3z?Sg^}Pj{7G`dW$ZZfgrmY=2*U!LEZDtzf6Y!@~>zEU>h+baZr7YuK9;ooOKk zX{VroxEj|56IIW?6%_PF%Y@n8X4SS?cNTHW#;vm-B&op4~2@ z8$4DcKl{lEv(BWXkka;?oL_*`OsuoA23kNonP^W#!{@X-*t~Fvv>^OW=N*|Zb%lk6 zu!GATw;l5p8V`y?GIX&q1GkRv-)Zg@RGnLW|J;=zN()g}QGxjJ_4njgwepmc9@vPf zedQeCpR=N1v^_j}KL!RqrR5F(_ra??oSbUvrd5nUfM|$~d#Kc^UypRbz`^OC zf}x<;Wl0#};^63SoSmO{TdL8IL^y6)0#AM4mea)KWUgr7d)39sNtBNzH8t@CCBu0+ z5NUbd9BDWeXv9GXZYinYvoIM}>nL2erQ~z}$WbQgb$ZxOX7b>>I7O^3F9QVG>vI!5 zM2k>eU9F|1g}=W!jBSpDgml4kce<{qs-CQ}`bKfO4u2f+b4f|(<0EKv?f43q1;@w1 z{m~TiM18b2HQk8<&YG#*gibkS<*A{eupznCxj9ou$J)wDa7@T(djqmty+kQEW;S(! zS}th4#hz$24jDD79*b5AOsD}Rjem8R-wC4jG&{O-p4g5Wk z!M-~Xf%aE)I38Et^{SgeJ(`&0V&13|Z>;Ob_bnT1&A*r9@JCP5D=Y0g!g-)&K6-)x_%Dzwq2Eh6@g~rX1`*(SfdynMgzL|y)nb5??=cg40XM) z6^hZSsv9RK%_(QBYNd-r0-o=?yszYn+}+*Zy??J|Pz0!3eB8_1+mhF+cAp!@l&KsM zMePBPE+blR;#bbm97W80+`c z6fakDQ&X9RG!8jDLO-ibWP-L-QC;2i$jHd(sGN7w?d9G$x?!gW%MClExT2z>62n-X zm0fE{h=<{Z0xDg^{X&;FTEKn&_O~z}Qsw!%0p!Xc!ncN@K6+ucQSkG52yc86{HFlnSSU8%N_AkSk*Vmj{ zwZBIO=lQrJaZ6=Uny2iTNR?Arsi3|6%?Hz2?~Alwf8TSCjjF9@;3P9WMyQ;4!UH< zoS$g?rD0((!Wq#ESb{?4`T3Asjdu7mrMbUlrMm2_lcq7#q2AF;l2sb9R7JX%*K$Hr z_c?6z=%>c?5MAO6*{^U5b34mWCM~b5Y`?mBdX`?!adj(6SVIzQDM>2bm7d93Y3j9* znPl9H&TAtmX=oFfFUv}5+Et3P$jr}1649gE=|x);;^d={&qJ@`+lo&^W7j7wcBs!p zH`@%+kS{Q9qeUYkLWDPSGLQ9)GIE9tkaIybid>RisY&Qq0=Jw%M&kDg-wlEE_Omrt zOh&Apt_vESiG)lz5k#9KYtyVSSVX(;nLHotTI!lo(8F+p$XabyTaa;M{@!y4q*0{u za&tEo6i5{RE0K+sQ^T)zHa3*`=Mx!R(`f(%k8(#J%7T-^$I-c_rr6qAANg@Vvd^zB z2q|_GMu;2ToEX`kp^h7NX&H12gwJr-s3>%nycUAbdvC5Dt`n4N)AiCvX=33?p)|8K zH|PQ!{g%J@r^NZJQvIRmr?hvRYHk>7ZLttWvPNM^N*XPWi$Jvwj;Uz^WK{`Mbz$L7 z7!qDelqFF(=<^~2iK2Y8gIcNHYI%`>6t|khm*eP0)H{&(w8?=5%9+h)i7dRKx z?-z2uNrVcXM&lsnCthq7UHrbaH*0rMo(hPbWjy=JC#RyA#+=Vo-P(GGpQ=TfRHfg! zI5-$u-o`@=L~@mHdoDa#RLQDaTPQLz8C({-!$TKxrEN2B4C*AIQiz3@-)QQRhe;nO z1{cq)txZ@o!V!^N7do74ps}=$Ied`O$t2}?5!l%`_`rtHJVxHj6ZlZPSJ&z25I9G1 zXyg~L|MHX}BSUkv$S`O!9FaV*8iB_3PAOXSuii}M*Id{sQ)lN3z-=Uz)J>`=Mri9s z7XYFB+#Yly6a>r5fEEk?X~SQdpT9J7;h%VQRe5~)nWNwxmKapZ^bG1sQ=i+AJbt4_$T40%<&t#`F{~i4d@i#vCokQ_5WuKg%ShsyBbp`1 zor;N(i! z(~0C!CCLmez>jP_Iab)zJ%8I(y;U3DyZ1coRc)0JH_6V;?BbE;?!hUP;VfoTQqSQz zgh-Hk|63cOtf^Ev*PzRbgZFDj#?LgCk3isJ#*O*z-UnLu%r9S#*V@&SDFR;~#-`a# zFSadjZUie?Oy5-e6Xue+@er9~hBEJActu3~e|34gg%ZsiIem*4q39GKa>uEqyTRh< zM=X}86*7p-+@J}d)0E2~`Q?0Oke2bG|M_8?aXn%gV@6puuJ`$~v60H<5Z+~!&+)fK zFxnSz#;}YhfW~EFVv={VU++krv;a+9xu;N3cm!V_X-9iEIwH=5jVbzci}f7Rfv{Iy z@LIX}C)PSZ71E3q2+&6>C@NlobI}+2*}HG=oV2r`tIMy+_e^_(Pt>Mob1g(LAe)z` z68d>Mf)lm>s3-bKfftfPj9NS5i$=?B>JO{_-p^l^m|e$6;ftq1`R_bnCLx9g${2 zA?9P*M`*+2$AO+v7yd%tt@?>yg~1kx*6&!``bclsvr__o|@IBGE4 zLw|lBRlK2~IPZWY`dV}CW)V?|=&h{0o+CoQto7REeTIk#8@RW*$qv|Yz<~WxSalLZ zrk>0aXsoYy9@Ta$MnOhyYHAv!ZE9$kEt+-VCq|Bnj8r+hb=}w9!WZ(;IEopc2?9d+ zWm%b4ffNM=g^#LHL}7RL3lM+gikg;yT#DkCy7W0>`0zaa6KOkf+?QE=HyyCyG(>q` z7Z@cHGY|?tt!v&t-u|KFzfs3NJL|o&nDilIgM!4C*h)lFP*4EeWnzjEr zeYe-wiKY~A(CsNH*g!u6WZYx2jQEahufG|VIVe=q)x0<88AJ%RNQy{Q9C|aWtLUUT z<`!w@4)L*cdlzzb$Z({)t!QK}B*aF}VYj#I-rj}!QEd)(c3lASwnca}#lgY{Ax8#N z(>V5T5fKnrTUyF$>)I*Wy*FpHS5w1uX!m<)AQZH<9U}AV`_R*+!c3ZLWdb>tPgdEd zJ6eBW8cc%H-SEpiJ?)(UM{!4^?vn02wD490oM_+CY03tL)XdVn#-IIkV=MU1%8NU^ z^3|3U2%4m(kzrickFYW0xk9ZXw6N_C#~)2hO)uu39v{_q^yN|W!rzPr;cK1^u>qSD zoc2mx9q588W@_-@p|AF*WPc@&?^U?m+^8z1NaV$wFNXsWIcj(Ayb zv~>5q-SxYt`2E+`_UZ9ZQ-M+Q@)nEky^-YUYHI?6NQKGSuWs}=1ewU1 z`qtUm*=+h9&>x9hepYB!o>xaiL}>i^JM|{y(-AT$P=RO&EL7@6+GqbftpQLf;uumAzBR{jW+M2BSh?kc?zAhKGxfmRhskvM{rp zXcsu4M8r;=DJfMUz>l`J1c*-0H?7Sj|K0t*i9ND^_4GI#MRxujG^)a{s;a6sqtoc* zFg(y=uvAd0*2>v}%~mr7!3tk9GZnN~;^R?2{WWrQH2nCn@_Bh}%>kEbV52u2BMA#a z^i}5*jnr8M-AI)1gSHVG~yIBCG<8O7)o9hqz>06Ac zv1)_GJA0Ms%B%g2w?5Qxip`gS;4 zKMnIw3?zmTIBx45IM6Qqe2b}%WQ@FgLi*S13mK2&fz33nqoE?w*)U2`10@~ZkKON0 zo^ekSp-irxj)ERaiK#F|#HO#n=TJAPrlvNm8B(ydy&VESxaIWa6lY3tGZS@g?eo~IQ@Bj7~9BI|>x(~b@7on{XirE<($be6g^$Vg7 zg5l8;L%}7(HN-H??;sbe9$W1)tl|eQS%}D(>Rq zul&2z-MyQIdHTmEp1Ua1)6LB~Aifk|4j7&QT}#0Aw~mgEu+Md*3@KqSI((=T{Foav z4`q_oH@UpE$uAr`z8oa=N}Uj^JdQa`q|)D%g)w!b>(vXyh%)f z4!`v!hBIYxQA?u{11Z}lc1Rv1i&DRv4cPZS$i%jkR#c>ulrw+oN+fYH;~vYGjJUQ9 zVku)0W4Pb?g{FsO913z?@3JPNQ*i!W2{^kvJUm=n2rsbFO2LUSKR*wY_{x|hM}oC) z0utotSg*2XpaDLsbdmhfWHkdy(BCSp*BRNNw{Ll>xrzX8dtc)sJ9iQVbGj2rxXV#|->5LoX*u7dJegiK*ljXscc-@+?M4;3{ z`!X{!D!5`XhkxH1h>*7qVzTF%-Ut7*qLz@5c-w}V3pL-GnVETbXmgYN?1!M6Ju#sb z&f|jSB2_Y)K0}XhWI35xyaQ!7a)fFC%|_1`X-g41x4dqJ?tt#Ym10W~iUAM(`}c3m zsFJS)aAYWG3UlCLJ&=vSY73EUD?WSY3Pev9W@bS_LHcEf)!SuY$uJ7iQLbzxmsK3c z+#Po#Pm(LzfjU;+6E${tsea(A39IXW?5$}PGA-4JD<`QrwGa99iHA>>9vje;A(|c@ zyxG(2|9!k*K$GWbPdY%83jJ1s}G5UE*8{;~32Bo3dq#HR2nUTnxux0Mo$;kVxYYwL&m`o%&NB_nuO{+Y!zS^zE&h(9MMmuH;)ysG`4 z9HVpKe`*O?Jm_J!cVs+p!oVd zYIH^^G2;SYy#C`yO?&$XS0?6g1Z3lyVxD@4>Ccba!*BYcMJ zSfj}<;pZp3r-n{IfUugFn0Uv+@3ISzYeaw&JTFd=E9lPH%=vco_C&cvxmQvpwI`@5 zNyv7~%_itwwSsiM@5(KBYU~>K$UYKJ34+^+!M^r$byc0{R7K3=bS+9PEisY(SzCBe zSx2n&$A4B7NYI-c@PBBo7#k@3oI))E`JqK(|hEv^qO+u+w;mg67vXJ z4>lu~$SEpHijR(s6&Nw4kMlXKMZS1HT;@Ldt!+~Te1nwWY%cu&TO3hBCOhJ5=ywqr zN&N!(fyy)O6DFAvs7;ViP*b_0Y`8Hztt+onC%n$QMcfA%QRY!r=IvVj*uZWN8bf?y zGfn~+S7Z`E6>MESP$tQ}K;yLyNj^(yl;a))>rh|c=69@)f%J?I7q2fM1U!p{Iv$HN&w9>+KcQ9UC5&$qexE#o<5Z;6Rbm_=7h} z*uH~O=I9Gj2Ol6zhk#8_C0-?LdTHkR-|aM}rtN{j6DDph__K(zCJgad3R7GZOdocZgi-##sE77c zo}P*#>f0TAF}pcC2Vx6$LFkR|UB<@7lKm`bYQoOd2eK&exfT^skJU`CCaC?KPiB4v zDlD03fS=RUgmNa^D7w?*V|#v8xt%b!pxfE9KIr#W2n+V_uCBOvc^zzQ6y)XmfA^nk zlK0V4Cc)1X78FE!B`c)zA7fzLNOk?eOG>&KC2H1vej!e zsBcEhTEEAyy}8-l(2$HFSJ*(+>AY9odyWch&wUlKz(7&hH>xPW_u_GkhX<7{%NlnPcWWi;y3A)Q#J9)5_GsRGha@CW6?Dk_a&@SzM2d@8nu4Ob( zCG%C<+S>Bq62F^4uXl8&`+C2;pUwvrNc5#C%NFM^k&)wi$B@NzZEfIW%qB`e+Xxzl zG{#QpbhqEb?BJjo*!pC8A9Qu21w4T}{tIXL-{^>Y1fH4s7u|#1cCuhv$CXS9Sj)NC=SLU+%kIi82rlMVSJkCJeqP! zEqPO%*hpTL)=^1u^iX=-ncp9<(<_*x;pq_@kdfI7a4eRw@r}NqZ1i)aG$1!VkLS@1 z$8y~T?EAgmiQWm_J{)8_;0!|RxMS#}$K7@J6y|WskOXh!2BgU{|IrdBxjoxJoAY|U zum8-Gnwkm^!ygLlKUCHI%D_@Hz{yN2{#z8FJm6pimIv_Wv9kDS71B>hG?*BAS|c-a zRF<5Lk`i8SNPj-vLTKr)m3KoGc8+w)5){Vw@$@geWC^V^mPz{hb^<;P=!!DBefw9& z%(%F?z*#q@2ug(s0j??14Ch~Q4Grw9hsElTq1rueBn`d&7i|Xyi6>6|XK?N|ksw_OrL4)m+6h{{ZrR7JqP|`~HvYd{K8dHzN;|dYv)Z zo&ckNpU#WP(ufAn1K?H+F3aJ`2~C&RyLWuQ>Xw(4nTGNV-Qs@z!M%iluLEdW19mxT zgtq3dsR)mrU`TWc;HhpjoR>`<&e1L z_f4~&fa*Hm1;*HKOi)%E-zb+xN<(6|1(Cov_}<3P4LbyJ`_y!1|9)9zpqMI>EjnVx zIa9z5DW6bYUY@KbWH^&G8VMq*-~1CL$*Ft`Bb(<3m#*Z;I*V`GD~Mg6wY zY`(aN=6+aBhjW1aQefK=h76ku!P`Mj=;-fm%L4r0nK;5;=j1JbaZTrsI|HZZcO!O2M!BrEA364YN1A#{s#XOgG&B-m z;eT*B@c~tk0;8it9Lvfm8f`~O60E_RjV@rk^Otv)C6rXJ+XrV6xK$#iI5;@&yWEeo z;zY=Z>Pe(kqS3v9E(g+OudlD68bk z8Na%@;bCX@x;ad}ElwF&fB6$j0F(PoBY|{=;j#GRXykIeDI5<3FE>{T#<11Fbo=)- zWN1AkBN7YuXrVv25=7XZR%T|qpp{P|X=00{1WghjH}}N&_*}_*U@SxC0<5yHd?6)k z4e6PdxVR9E-Zi91f%>&#Ya&KIe4TpfdzxKtMu^gkPZayDYa4RrGcaz79V4=_8|Ndi z9bwZ5^*YCY{s;h}6105G|Fr zQIryQSXdY{E)q7mnk`jMWM^k*ad9#17R<1@mDRGN`9Mg&(ZSJ?tgI}W-!%?SwpYD` zgx4WwJVl<+_2`z{42zkY3YO6j=LOzKuTElHkTBxPh4!Q&`&ApAGkA*N01yJ&pb{+? zRpFUnWpyX=#WoEY2< zu&pFi8$qAO>$tjPEdCf-kw@E?Ga>qbF(Rn9=YZgVmGJI3>2{hyk`^eoZdYE}U+Bih zJ1Z)D40_X&yu5$upRzc#AP${nyWU%%CF<>& z)Q2-%f@6yc#pPazo*vjGQ93UkT=R1bw49vcEV=|yuftBKsn#XtgDCqfEG?5|XITCW ztK4ZmYm=EbbZWVy@CJ08bEg(@=AXZ__+3dQ%m0-Z$N%LE$!PA=@G#6= zX}XusA~YP*kK70d%qMKnwmJm>7K;5`F<309s2y|;kWtwGn4pTWZNSqq_jp|tz)DHv zvokPQZ+#1s)JHX5oR~NU4vsOV`$w1So5sq@P9CEr^E@iB!UNm_(!`IYJ#gg^w`+~A zPM?ry@J0*sU`#TWw|Y_UsgjaN)r?e5!os=|6X~w@Ex9rf$$al0_NRn}`2zyFrl)(A zb9QrumhPX<;>ycIknj$tvb+f}RA1(liwz9I8ZGzn@#$N3b#+o|KaMEBPitziVPN3p z#bxX1?ft8ArGdW*yE8j7ZDnVNjO*+B zly3kmzR|Wor+}CwK@6y@W9=@Dri#SCIATZu`!_g>SyKsigNd3a&pLba?b_lb=Zs(Y%T!sH27-D%6cybKPNvh z)-3tw;kkwOfIC64>0$=ATo6tvgFkSlEP6>#4_lgHite!K|NU#xqgVc>#gJn9Z3bpC zg8DWcjl8Zdd>M1PDSy?&!+w{1@}q??7uT;If0JOb8^ni)2N@X|prR^-^wpb=IF*5| zTH3uS{st^{6ZmNdSjEo&X%y_d6$}iNhrlC(o#6&R4{(p49Uc<44KFO<^a9obsKOP+ z>a<5MzrU8|`rqc&yf0dmS%>ZrV{>p&p21t!<%Z^g@R(W``4TwGl&U{y3IktlIP5P# z;R0zW_v|0H)F>eGaLhW%K_153r$eFmQ_N z_V&ip2UuB|nPVd(#e@hCs;W<9rd^#GKFjSA+AWcYiGsBrL^`nO28X;^r8>#L5*p#2 zy*6Jxr?WvezB^fGKVjO_hOb>y)wl-p4|Mc;vh^iR3iOz1vrOna+VsG6z7U-e5iOAj zQj!-W8YjCB3(_la*n`aQG=9UVa6 znkp)J3gRFP1r+<9_KW|eLx3Hd%rZuv3&=9`zF+|_Q-@wyK=(6v& zaghD=h>_Sc40$G&*d=L{(H;b)dDVSQ>Ou<{1v`*!AsXgx=yh_?2HsH7&F)aqNE&+& z^Yk&_pr{ix&D6yt;X^{?QqZk}zJ!K)kG!(5VFokvk&Eo`Z?SH8zWxpP+rH7CZJ@9J z?&Z4~S3ag~ZB^=B!nnoj>0GBwl1wgjKnQHA(Q-{l2+3$L8j+2tTK#mH2SeCL`F(%gK?yyHXB9j+1fq^h|$sX6p+8SQ8^BB~x>} z;1HGb!(VMfO(OhVj*OGSEM4Cqt}lTP<~%teg#Tdw_+a%vn_$ZtH|z(f@hzv@)AfID zkiqM_J2LzP#>kMxlc%Y-*}Aa$c{zrT1f~M}r2<_JzeX!HC42QyTO(y^%ue-2Ny_V1 z#Aq>{p&;|zJvRb-0S_5`0T>iewVNfjBGXy*ZOqMSFr(z=p0O@2F6i0I2weKpLa3#b zX9@@b5qp0R5(Ejx-8a{xX{^>5hz=Cguq%SYdOo46f)%eVlJzN{aqT zhpiR(!b82+-{F4$j*%GyOt!#zpPS=ow-&Gy&g*=6dG6-}>_0`33{)T_#2_IlxmC)l z-_hjv;8JmZP6dvfdFI1&boe49yfkq@z2KAi>)Y4}Er)P@VVYW8Tm;r-U~}ZckG-%m zZRV)cW94IKpI%!d=7CL+#39Ol55O^56K2oCQ3qbrsn}_-^URX-J#pDuQ{ekbKP`F2 zlD6jN;{mh}+`8jaqP^K{;%l>NJzmZ^Jpto0g)4)>%~GZtKYz-Hr(qhY&NSvPZ*Ons zRf2v1cs3HqL>E;B<7Q?k+&x%JXLO>XriL@e;onG}Lw|H4wLzga0gcjp7$>Pcv$+wF ze2TYyqNG5o+We3(?AuXyJcx64Ij1YJu72)-(QRe1|CrmAK@2@K;;v?wOUeUs+ z#sOl#G_Jq%3=c;qsBzQ*{=HrFdt&ivkfop?taR4Y#9@Re`OM7s1{Wt2v@y5aLr7?7 zXnM8Q*4B>u)#Bpx#~<4-b8-v}jEp`h-SS>SGdV$l^{rwo?Ld{<*#V-QewqpiWSTXR znJbv+=|@45s6I@65U3pyKjTA?e;|Y}Rx26&q&OshgdR*(OE$r_HhW5D$rJ=j({rd# z)!Y&~gC8H08=5D1G;ipr{+REM@^oumMPa*C15o2-qotW3!8PW2Q8X?O0I>AfAZUqC zwhlD(NV6G?BDMBfHaLX_lOYjOWzI!61E_ny*9Rt&U-h4$au`o5%FFZZj)B}UoE|4l z@pEM*-pU9hnrfLHu=9M&1nYH#O==980rs zhl3kXXLf5>rg!)9RAh2UIL#NIOV(5q)j!P)w%Vus{Cr@bOyj=1y4q5Ui;Gh=1-J#q1{RlK46gzC;<#Dr3N`aooRyMTq}gyyW835hLAdklEU zi)q9SKMH$Y^fCNEV7z;oJj?eg`gZH?zOG+KzA-4Jqbkn$`ykJd)za5HpH_EghbIPT z9dOkfNqHzFWJY-mIX zC*c__o_#t!WhQ)=_j^k%$T7_K=K5O0AL%i4ch`&?K|{a2qXQ&20}{vEye=q9fX9QK z9r7r83MCveI|o)60a9azagz#CQZPH7kKHO*iV_XUHj_Qr+$NI@Ywr27xWXX`I}yV> ziG;Wh+OG*2p2*hHlCQ^(`Or)X%J=3_Gi#GPKPD<_hMdG9RFNm0*_0UtmEc%zqyOl) zb-zAVP+xPz(l4P~((BvKz(CpQ8a1outq5(BnLl%81M#$v0e`#afAvg%lUSQA=)VO6 zL-K?{D-dBA{z(k)pO7RSvob$l)TPFlTJV;Hn0R`LA-=SvWV;1~Ir|_{yf7h7AHhkD z;)e}LC{i19ef`>q5r1wCUf!Y7_s#L~YZOQ>6jYa#Li~x*$m`1>AAjFapAzi9Ll8A& z5(@@G6-XoDu@)gSr}zOEa!TnmGGx*lha`_k-aRt)5SNh1%1I)KZv;04ikN9)+s6s3 zmON${%E7Fx%7(coC+~zW=?l{*fAI0v=(SWCzC3kQR*r*=^W>y`8BARn1_nmT%vVnH z==5|v=0kD}^+8}vuET7R@MdIXMO9Z(w69R*f)A4bfuyk&6~?<^4+nG?7ih9TJ&2zf z9EFknRyOuHN0FqIRBs!|mt@H_$=NQjcV>orX8J&?>l@)F^xg4Ksw5CC`8qik+LPwy}9Vd(J0wk=4qQ&p0t z>CUKfq#4n%yPq7&v$Lzxm%9bRtrQi$z1&eVDtzjWKqHgM&RbO_Cax<>8FzJd7Vtb> ziyX%4JSSoKw2MjsESUL`fJ7>RP>xGVO*J<+FSc?zSGiZx_!$HDeG*4yJv+F+Qih44 zyt*-2Nu2V%3nv-}M#kYbxwBw53@9_2ymdf={|ZEhl(_F^sLbON6K*apCXGLBU`BjV z5fH>VCUQj$z0=lz{Q6h6;c#4{T?N(rcIB6_SV;H&CXQ0KwzYQE_!9iJirqvlCH|q6 zJw%?gIcD^9UuVT_><#AAC2%^~G*@aj9$XvnBoKj^064|~;s56^REjhY2ZuOH-UL1} z?5PTlq_m8Ti8ctgvkL?9r=FIALR>$GFt4!@YpP&*wEWi(6v%WYMAQJO2L(w<5ZTp~ zmJ+t87wqg@NRG)NCGaq2qa;TyprECs>d|%P4ljrUs$5~RhAA?>&X-6ar#*vnOsktb z0#dgh@CoWeP9Q{{pXMGZ7{4w6oBxS&YXgo>bopyDUo)$wzBW^;JX5abtJ>o@AH&9% zXR8pE64jEoe13?z*oW5!M-x*cN4`ygy{BriZ>fb1f-^p(R#w8+vT|@>(8V8d^74B0 z6*TBn88cUK-uv}{UI(~K!VPIt71r0+t+{o5d^$RW7a+F_yXVzI4o|W;cQ0SJw`=n9 zWaHz_r|F;PmZrY)o&BiLo+F+_?6be5|@12a8{hA%t86McgZO`VnRgp)9~ed16El%XOQk%^mbghq}&Z< zhtD`^k^CchBzi{d7-j}RG;=)uP*8SkK@vNn$u*jDe_Yvt)J$aACgjENV2~U)Y78Yi z&agdeUJ!f(LZlInt+?4jv<9|gj2D@Ryki6|{eIKF#viuOX_uZm-<7MJec#;E38jVf zF5f#=E-tLrUl&OCJAi2~l+h>#Mn$Yo$&B`&9zkPa$J^P}l{F|+p`xWFTJ&)nZ<1&IRBZa{0!kgZwJI^(2 zhrvKf)2o%U@r4PYTUa_Tde^0269uMUSDn zv$MnTV+)P=dbcG2%nS%cz+#81@Dh>0>R18^lJfGXwRkEhHh?Z_W}Q(H_r$s{VA01VOao`RRS)2i9eQdT=P_a&3O%19f zbC>=i8oPHi&&KOr^=5NkMKvO9q%*3d{s-Hi12qxZjzVy6IX(RP5KsO8iqLlS*M~OL zMy9v7*InH1?ryPKSz8N$bbOQbTx4X2#bhSn>8J{}<*(1r>zbQS&gi%_fKZE@tmf+4 zc&G@>q;|%}!O5Ut#|*|7hM-~MojQnXWh0*JG4YN68~VBoCS7=K|x}aEBHS(7OH* z?Du$(3VUsCZU%kz0=Yx`$a-PYDIjPM4nm86@`CHOadb?8BFt7Q*aW5vBj?LT;>`Y` zA?fOhW|%KxG!g2j2lv(SuF(4FY~x=afHB()1E<;rMB9VK*w=Jf(`_9b;%Q7*ILOK0 z+yLrNzHIXQckw3{Fg2Mm^|Q`f$S=z5Wi9-ulyVZUb%<+I5LgKYwf$r^a-H$)y0pm|zd62=+d^lGleZEw~ zlEbgch|9$ywF8ev8d`jZ6h^%W3j+gadmK74VL~v82M{7AHXDavD#f%H@VaS4k6PK= z1AkC+eLX<&N!<@X4OI0vfGex4q%t`MPLn^+!)DGrLPEZ6wsO$RU?7-u%s{CtFimgS@&56dktR?n_62Nb*jJyO=9bG`-4eHOG6Wu zB1RKAWP%zoVA03~Bn;+=iyEDJ$j`I0v-338S%rV_efP$21{c6M0)P?9du*y8a9`{! zEWm>V(>Y)z8yjy%W6Q&zqi}M32nG2CSAxtR1%BtK0D^m>`IW>QE9Bn}jF z&I^rVni2Qj)q_{m29OCq^?$~wzUjh)KcDaA_s_JZxDI~u^}O5-Pi6Yfa`xv>KgInx zTQ9PwxP%0x;0f3gW-zEox-;LtL9&8grTVb~u$~fAKqb5AUtqP)qKc^pe*hd-k%0=X zwsWsWY-MyAzEKi?ohq>Ox9j(?3aYCaxj7ykg73zJ7Wh;>@hj)rC06DDy*O@tY01*w z{^aDOnnIg_g=NSz%o2jA+{Ir;2DS(m8X6fH*-9cIUfIy(7)%%`8_{ub*2JLf0~2rj zL*FQdE&^sdA$iye5sl5H5e{S;Q)gVB`H%H4FKOEM!2FZk{~&03!PlX|!9E>eET*?5 z#uY~OD#2wlU`|z#?ZMQtv$Em`LssAyvq(wAm~m_M+A&)L0QF35Qst-T|9H*dE+Q4Q z-s9gn`xh0VdM7v&Oal`Z{-Pz$SJ3-6e5Sj{J;n_N8kZY0VdP2nL(=Hr;NZqaZbi=w z7(vo^dbC(gWb6QnGsQ3z=$Oi8n@CA=d)j1yJs86j&u0yT)L$39;jkBbYbQOhcVm6J$LGVs<}&eh9eSXtu@EtpqJ2 z38AbpaM&I!03Nsaul;{d^$=D>L?kSSpxLO&aT1lRMpQk}xgrxIE5YcrL(LEh*Tebp zXb6w4FfB;ovu|beC7RQdn%CHW~kfwAvv<_uc4!^U6tB?&Hdj~iXl`4&b7(MR< zS<_9DfC$?34!C{7>G9utd9?`^#X%sW0VD=o$yHTVgNkOw0HVnO14I6YC{$@1TiYaJ z4B#Fz*)^^Dyakh0S0vtH;5P@peVJ9 z2eK8I@d8p2APu^6vFQT7cCleNYVoKEbNYDLRG+cO$x2xI0q(ygn?a;a?Sl$(fvbyP zKR5Y;5FWU_fY(VxSSkCcrcW zrd|*Ut(fIkNTg+R zrOJgFz|&Q$SgR|cs2BsfM~5-MRiCpoU}?`R_{U z!lZMI_<5fP%Aanuqou(hrRf2{;91$)n%3(8&x*}Vi6EOnR~=yJTUu}t!v=+XZ;ykE zz@&?rDyaxcFdoFh!UBjhAYqdh*jrKp%Yey1&daMc$I(()H~=_43n6xPa@-gUBg^Lm z@K!;aL%jih6?9^HsD)_!K`m(vRbv&YEi~B-+!SE?{zl0q*swgaD99YWqt(rEXgmmbaiR0knvOT}-eGfuF+yk372J_qM`MDEuIuK`~FJvWv z^|4aBmKOw;Dl4({1}6ZE6Jd~^l2XJ;$AyVuLq$yu?b#1(QQh78!afsxPPtohlA@dTI_`j%f`1H!&wh}nXTdS43N z_pc67`1+$C!lM)){fTpJKjbY?bAP?3A|y$eENRKg(*SJgMFQBzsuI9OmN=Eit>5kv z)>pu=$`HK@AzfPGrx__%84F?>nA{+qus<*Kd*ti{uDWhBHC}&x{Zxp> z1WLHHMW2!DZC|`# zCW0TI`xR)u6*nNT$^kbSx1ybmjV(RIsLTX{X;{HPW<%rG8E?} zW*ijOB%}zW?xAmSL9uWW3wn?>r;1TZHm>fFqu-~Cw_oJdXsewOg;iS%b_O`w92c5X zdB-Lv-9d+SkHGdW2A0xPxxR&^rIw+giZBKZDJ?Cn7A)H8tE9ru0c8LwAyJr+1J7*-c zf%1)*hC|MX>or{T8XFs9X~f6UwZ?V6O~QIw8HRCy6%afOkQ{3xrvK&MM|y7==MYsLBj9Khuk+nW%hkcbXTO8 zyjFVO-czLn%w`%TZg^hY73~+G=n%rrP7*@O-XljFS6gCmld7o_-cIiAAM*0(V|(aR zUjbENU@kp=r*CCcJ>3^)>@taTQ1~M~Jv_dKmDuQnq0}Sr=XgMLT9jzi9T6TL=l&R7 zEv=9x_*)&$)z;PJ3c;_X{KH94k6fSyZsBX#E9ShZFx5_UjC8THwx+xRt)(oD4J@QSgYe=TJccJ2GTK)y6A)9rLGnekXd;-gJ zX{3vDb!VOfQWi2IA`1(PU{Skg&p=#Ztf$wze$+*l8wYC65n4DeEN^GYM^B#MafSvN z=HkNYCGl%sapvadH?Fh)0aDV4_NmcPje(;}Da9`M30Q)Gt3b2>QN1iTI5dr!tVv8F zE;{GQC^o@DP$IONRuFjQ!-oi$YuG+G)b>3RRgxykjoHTp_v;|c;vZZukzZ42yTR41 zu1;V%rM#TO_G)H)JeU-+h1s{-L9dgu0Et>WHmixIK~Ss7@d%8X6D#%elI@mdyd| z8XXg_61d!iqmkQJ(>23IB>Z!myvwWKXT(2rT7T?lPWMnEGxEmcEqi^;6N0>b-?fCW zrBVhA3wuvb&lfL>(lPWoNG}?)+4hmbo5cQJ2>)|0Zw&eybX<76XzL&KG3H6Jl48k| zhDDbf=k?W?FVsd~XHnT^%3iy3^7F6#Jt-Loet*3FhrXJjL#^M;n_BTYoRM5V znXz_sl(fk^Iy%ZraajCwbN6{eju$K6Nrd$d(K8N5nB=mnh}el=Ow8zxv$j!j0VKP_sRe*Z2X`Fe z$F;%8j}SX5B_$3?naZ&}T1lt8drp7NX00ekzpCb{3NSie2<*+xFn>BV*iC$$_~p2^ znZ|F(r)S&j^jTa-N_bt;F~=X(gH&;S@AB31+V3_NIlCyv9L+|~4X%m{e-iTHa#LIf zuim76k-ggfxjPqE0TYu2M^d>R#^%pff5`*VRUL?32dIR5?C{)&w`65?^%I+@sG%l8 z@&KGkUF9eH%QE`Dn)tCj9qAZ<2`F|fsW-cOm@zRIyu2i`_@iQIN_|J$q~6O^2Fhz^@?`~dY-}pH^tHttqK`9`7Zw)gu6A{GE$aY* zg-^~-C|@msB7LiaCFpXxI&)Ss!)d|Uc%CKaA4YTXr&Z!)@EAGOyqI1R8MBkdLUPlC z*nqfk^MWncu<_@s2IJQsjvQmkODxCEHa5l+*$2RmC4}(T-IC$ruPG}l@zjdb^wbpU z7KUkOMW+%OF);(t*h)EAfvdqpRBK0QtLhENA)UNlBzI(!P^NW44@vv_%W@ z&()=}3TdKWwwv~5+1Y;(Z~AEdJEH&m?&#?IKpbt;vj^M7alhi(Bqg)HO@cgQZ6}xI z1kMG{U25F&8%@&+DK%p|txOE{N1lJQ7UbSJSK(%FpkF^~yGSRc=oU$&)yjVCp7N?& zhg@B@@|Z4{lT=QwlrF-;%-~UpF2f|rXXv0_ z8KGl)Zx0U(B$W)_zSh=?0^KVC-IPAHH8tCs62l;gg-rW?6IOdpw1Y2??@LwTxH-_7vI+2b0inE*RLx# z)AgiV_S*f+h53#hHl8}B3*y__Mz(r40cow=rB3 z0sq9u|8bkH)Nz|8qWlqbCxE2y%+{);N%5gUx%x}%e9qD6 zWPn#B_d#PY@bIy3Pylifja^|wq^qga|19734X*Lz6cn5uWDrqIH;S9~D&5`aCgiJ4 zvkjrB5)0GEr2Ns5@v1+YOugkja(F(4&0l31R_qrB$0m2a59BoqRm4Tdx(YZ*Td&Qx zs8mXW(^DQrMs7u)JQyGgn8te*44O;f^aI)v2E8)_9UYM6fm;g962h4Yt6foK&sc6u zem0D^dN?;^(y%iX8sE!iFCIqSz{P!LZl#T?^XttcMkptXsAqfd$CWfC3%1yS@F`ZH z$X9~?#Jzi$qa{kt_C-sOWiWHj+e^N;8A}WCZtMB4!bw*47QL2`YUDnKE+V0W-)a@% zJu;}lx_XKZRu}gO&}keOucx9+n&c~`Ayc!EPDI2&jwzxBZsQ>28&ixrFR!fZo=!<2 zSIhz#K4{lrh}W{09Qt4{@Zk(DdguR69k?|rD<^Sq=+oAiQ2x_8+$Co_Dd(#U z3kexau2+5}Wu2It1EK2?Dco{vPN8kjmUcP3t;G9yFT&rQOAh(}JJMyVe~Q4BwUxDl zxBQP`HQrC6@8L_Ph>J@*iR+YtkKc!e3hH>N@nd6Le0+0UK0bY_M0Rj;A}2ylNtqi$ z=mru;2v5a+M@sXtpa3PDcSRG%O)swtxH7W*ktRY#W4^i)8i}u}N;+^>qZIbM)nnWx z4_fEQk~Rv>3o~wYUPY}qWkf_rp3Adt+I@O>kUjfWS$Mo+i%Q&u7T*;>DCNasLu6W@@Pyiwys zLD>M(lPc|Im&|T$q|ewDH-2R|tFQ;s(9ncL#hP`hpmKf zLbdjSDYe|RIFyXcDINQ5UuYOoJdW%Q{*FtN5FtB3T7=wDTWf#!LwH!&&qaS`W8~Ek zqVeu-)N$$ig8I+80l$Z=5S|*qc2gRCFaJszlMH6c?_Zs#RB+C9=I0l0h@(DQ{l9`K z(`M-EZ5eXJ2qi78v<^bL8i;`p_Wf-PAuGvak1-EPg&+LB7L zD_1m8^i`6NE&G!)?b%S?AmPw?C055TneUP6Y@U%rBtA7 z_69<$Akw|loM)2nM&8nrp_>B)$60u^649RCS7$ufCXmbr;jILG;LRlv=OediY6^{s zA$k71fND6RP$&*zCg^jp49c0xgB3x>>vh08kGLucD7v|=N zSLd#O<}vy@V+N@WcnqfRR+g#i`;wF2by9J+=;l!|Nm4iQ+3t!`SXdY#jrsVXwIKBH z;xjT8Q?wC~>M~59SGRxkz0NZQcYxmz+}M7Qb+&~ofbo-+=|VC9n;;|NPEgNkYFZi$ zzfT(x1n^dxL2JhW4A+QaJ~cH-Q`0mhMWU9rjjD~(o%FV!Llvk^_bOo@9$c(fz6Y19 zA0wp*u+Nck8R@ln@!N)lh7yqR#N~MAD3-HMDmOoHMc#KG?itNOgLOoPaOVb zc_xySX|g4_*lWPbkI;(sv8u{zk}blaB^K}I$HQ}eq5hov`EHu_on`Ln3kaq;%D3hju(S5j9oP6Jf93gh{`cXB4%+uI>fP}W*I8b*I$V^)ryBuYxH#r%|%cEGC5@vWNY zZFBkYWB|1X?N9N8?cJBxhXdvgJMZx%tVLarP5*4rVW~RaWQfKJ*aviK3ke-BG!{Hc z1`R_|5p#TB$jjz0F2KoXg?5>1^q)EgAXr1P(9OmYJeJ$l*5$P}sOW*d)w3P(QL zUnqi&JUu;qaBvXhI3yf*si=&==noTY$?Bzlb}dNJtOKI2=E2k=(+T1?60NwmHSl;K zI1OO16oIi@9t;f)fTp-5{ihGh%LXpCKQkY{edC1yX!DaQvTen2BP}EXgM;z$X(ZC# zztI(|u`zs}_uW@iyC}{y>z^7l-IJ8Kyx1bNut3*XQ=qMtlmA*$nVG(8rG-gH^O2c; zwXY~kT27;3sw3}mQ#(>!=n@m%7wB0)CFURA9frtlRV`oNmN)imfrZv!_!fTpmpD>( zT7F9qWtRcJt9(F3n_RA^VdXGHLypgSvh)-ARbb0A zg_-2ShB##39Bopm1}TvqcQ#SBKXy3+&#u2L&J0Ie2)N$J_@#c6b>A_gN=2lm{6U-? z6sd?oT4tpYR6?N189{98fXw&yUN#QpolkXoJTD(1z2Q^VQpbXL~y%i_78eehkf3?jTb+m^%X1Xg~jWpZHS`WYLPnrOq^ zK^_7T*=WbUbTEmoR_J|_ZdsBEa04}uBGgdvbyfpbB$ENI+(OG4u;&4{;&U`4=%TXq z>sLa0dbAN-u?<=PhF^6D|14poY+uR;!Rc?i#w{1peJ9(@>{}=z(x&-X8bqk7TO`XQ z(T~jh!$*^Y%w#{x$!o|T#SCuknr)y}9-X^7EBDXS`VVIDq9`-oBssWhWsjpsrNa z|4CqCVy?I}1gja@2Ft=OsVK7TghGT#(7gn)4V9X206PPb24p-m6l6&FHX2lqpX z3Wa?a5;D{jn1R!6VzYW7xqSTaeUnSUv+FA)l>sCAJbNzP`vJmYCJRMbq;oS`9vV$C@Nckb)C?V z?{JfJc6GJP9bVQq>27S@tp6Fu<*)us0S1i`>Oaz2!4%_^z7HvboN6!Fd|4v`^oMyy zoizvZlVV86YL7?9CnxFSaeUEAtY9y!zcw>-eBlo86W8(8x>3h-D0e%35Bx<`E_e!%zu zCl8w}OHb7lGiaaoC}(+DcsU>IKI-wU0j>TF4UeWX3;6MWZn1F(t+Fr?=W+&RGoUGNsBo?pwqSg-DjKVo>#b#hou^`BYkk95M?_K(kQA9Sitx^)z# z8tT)hIFJv-)-V_ylLX?qLddJ`Kz7zh2xLM2{`G6=LQwGOxkG+I!F?gk;$_iW$`Ww1 z+fz~yTxiY>Mn?F!;dj*Ts&D<`C8weSx|rnd`IRoYhq=X;){s!pqt_b*8Sl9)JyLio z_T6Bysyu#>^8m$Jc~d3(*Qj8g5}EXSP}_kS2$*XoNy*llnuPXVABn7<)!T3U^bbre zad{wp;Qwn*I8$R250R&3Wn1tcN56fG_Ouz0TxABrb1ug{(Xg-vPEOk2LdHhIv#~K^YtVL``wu_xs?o>bGyeLP-Zj90oZT;Ea_5lGqvB3?bjVb8;NVaj zz5E-7BR%B$iRw7wan}m&SSWVr&l+&&jHMM66|G0zF`Z$a8BYtvF)D9H7jISf40OBC z!1~|;8D=Of5=p1JvgM`M4#0IJJ7l>h9E zjd4;o_Vyt*wO_szP1XeEGRxIpV=!XWJU6?Ovc}Y-`d8?WR3pCm5{DY}V*w>P9s{Op zxGw<%!-V*WT7ftRU;XG%;N?&BY0pc69i4%xI*;LW!p6^4$Zl`^lyrGm22*tKT^MBr zjlL+&%D$!(s5;n`-+jD`)rU0}8iz=T78{qA_U07IrKoUUfI^nrYg4X6-d^F>82eOn z0gf_QO0HrFx#`{@Z{w`gPB@X|%J)<$aI`3gCwsuxb7POyCDaX***yXzYr zWokUs9rXn5KY#65=rLO1Bt$qOj$`(Bt<|3?1u--deL^;RGA>>ynSKrr9XTR0GBC`j z)$iYYINWu6I$&BXro=Ik945`M%U*&ttv{rlm!q3BjS3*99#FP{ ztZj0BUd?lV?u+5_Y77m@Q<~JF|7_DrWMkp&HEM*QD;5Q&>SK!O=6Q|@_jToM}E z1p#=VIgy;9^a(-H3+v)bI42!+0i*%mf|T9jw^Wn{d3o`i@t=A-c@QopCx@<2rftVU zo26bFfRc-RAjMhoj&!o&hXFnLq$Qt;A3US)+(@uBjE!*;u`n?yUoj@&i=fWUjEwAG z7kNa)hUrLS_6-hpx<^DsZ)uOwm|2*SHG^FxV z?YmFW9Lq(=S z-1~KPT`ynWsFOS82Y?Iy58H*Rot#{#*PJt($yc99-NaX+Mi}P|heX=1eGz2W%!ngv$Hn%TwRUdHaN(^&3&8k3WVa*=gHH;4+eabY?-MW@)L@D7^Kl! zfa|xlwbitl2JePbI-~=6d$rxYiVQ!V5F!St^XT-n?x7eS7C3+UaB(Vf7-oCHD?@qw z*r_z9vj%#6tWScnjGJR9`5_sEiI49Xnv*n3+^USRuJyPDohxUR6uA87Z?-J(8$km> z6$W@o*(VTpR?I|AhlQa+l5ulRvzS%A>pE`CG1!b*BBvG>Dhk}`c@GH~N99Rj`LEu+ zryT$VQA~x}G142v(VHla^0726PRs3Zd&fWy+TFde8(*#p9^fGx>Zg78YwEY(zI6EF zOIZ34nj9&cyYQ;(9+XBZIT7mB+L8=AIXG1O&M|3uzg!KO#Wpmyou6Jjq4sionY8R{ zXgCLKY%m3s#!uMW~i7>Mlb>|ne~ zRV_3L0rwBY*OA?SFI#Z&&_1XEz~WN8i{4Wz|xlb zjUk$dA5(<*?coa7%K-CkL<*AEQgS+7blmhGdTBBvYPLCRQD%Afnr%#IpZJa}T%Rr^ z5lJgw`Y#F>{k)vtb9?RW>8WpMxca0T(;X?7{Wqt1d8Ti^CgaP$GU4bP;qu{UXa4P? zUlD(oM26__OGH=NK6_JY3M-G9m-i4JDx73b*E|;|-HV=r~!ISU3 zz1cboP|&oovGHHS1&9g{ko;HFs_AMKfDx}lqKPefL7QkxF6gbQ`j9}o8>K$%wa*>w zBa>D?>SS|}$-R3?kCwqyEFvTXZMHm&j0Lr|Cwbam$$bAky^2KV<`R49B^HC0VZ@ci zW6=#67GdEfMw4{!df|17uK@kmKU|ZgC(V(u5p0u)^-rCYu#l0&FK6Z?BO{8L>H6vs zruT=rSu@p*xTeR)U9GJn6gws+v`(Bp*VGs_xU7NF6O@bH&BN~u$ujj7Wdod-ZBHhh z#WrH7goD`cGc$)vS7@F zYstj6B$#p#pGDXPs%nWVV#gJFs&70kR+_g;L{twQog@i0=o$9)=~qE z-F~e2G@C8l>)e36dHq_qL@VKg{hW@V=OK~K@n`h2(5?M_k#2GVgHM4Feh`OQadEGL z7bmzacY*Wjcr>Mt3&+aK*e_E=_=S(#VITZ^sF z4N*KH3m@b!x77*;DKJSPLc%TY@6zBqLSY@CP}j23M0?c$tIy(N$18;j89%=VFVDSC z8+$PyI{j>2M43iGX&D?TkzvpJ{vzz9DmEJ$^C9zY??PK0zWjX}{14aW{oe%>Zje|Z z*JGKY5pwQ~u^@{h{D7RCyx6KAegSz5O!wrH2M`6}Oav29nt`W(>)0U21Chqma<)5Y zSMBilzgem0Xa_S!s$6Ma&FHkTRDY=c)FWZ-@vRQO9UT|9uDTjraQnXE+RO~F@^0-JqJ;J&CQ^hxh-N4(dOslb87erf(AIlw)!IoiF2vc+$tuC z04LSkgk+f~6+Y{a%fFrzMh2C$1*4=tPKm>t#&)7GfY0~)=UXm_cbB%BGer1|;oK+l zN_dV9ogUnYpphynQn)01rw9o^zn7NOb#)cq5{I%V5Y^;P1@hjiIPC1^CMV@`1SDIh zI~n$7YjIafvHxFxE%?qXOox8~r{(icM~YO6zB>G{k%h&V7g4N|i%Xe87ung_2(hDQ zXC6B$ahI?w(piOraq2Yn;ET-3X=qFu-AX{}rph#4Et{iWZcvLEyaLnX z1=b^?8flrD$<_~l(J?S!7>3S{LiNjkr|vpBDCP%ePd@IW7wxMEj)GVO`(cf(Q^6+Y z?!WZkRCS?Xj3Z0(eRc5=8?7!Bzhh_ai*q0&6O*kc%>oqWs=I)FSCbOTgGQ739@G^S zbhWqB@$tDGTfhM+6gdPQfDdr1whis-GS6=~TAw4==x16Yc#ML?Q^65NWxyYY)3=Q~ z>o7ReTZcb;P68?|vCF&M4_nUmZ0y z&^UTbcDA;#zF?vU6G1GsXdQ@q)IJEHAR`Zc5d04FswFa$YRbsu(&luy+R#GhXPp;0J&@s|tL zgwTgIB0&M&&Ha`krcHSj>h z{01*ZIi|`Dw1%)Vl)3giuj+-F3dQa%_5JGe^r*gGFB<7Cw4UW_E7wQToqhqH$U@aV zLBX3n#D|~PkJc>^zN#s|=NF8X{`7j!#K>Zn<1v_PfMd+$wNeIdOgJhJQT8@>#xwQ{plBr1VCX4$?zU=)ya1lXrNIv<%Yl7ro3^Jeqzlqkq+W8hWg8uLgEZ z3JvSY>`zUjbi;H)^eGPaLo^smd1LwUTJJs;#q6>isgfpWukJ8!s0 z`0(qD<4=mpDyE@f=7t?^UIM-%NH){+O_-lj3Zm-}7DYZz6+n5jp-s3&g&q#sy#Ke9M592-@>gs~sN}fn1QF#sO zKOsr5Y91o&Yj3ys;o90gq4XeryHaavtY}28C6t(@C<#(}oC?ZblEa3g-;GqRf8b52 z2*r*O6Ac>uXLtV5jju;;G9&S%=;KF`_^Fpa#tii$aNgeQQh%}jVZ3Odx%pbn%xsIZt-xFB(O)Zkxe>&))K721?wRqT({?d);r0^ zy!V9H?OMIRF8*lo7JOv^?c|YuOvs8I2==N>GEj)7aa&!Bzy|pW;1?0|Ia8O|R2lB; zyH8pcGWBPCC?$J!^#%jw?^wZU0SSBVV`*2FEhn*;p3%AMu5;_OPT#a^bT{NSJPW-v zKanCvb-i-+mTdnqE1;mDf=SnK0GyP-0_O!&P0hoGH>Ko| z2Iav3LRgF}pX-3PYM(NU54NUDFZugW(mNz|0&CTaq!Xq$q$7PkVOJJ-+ zq%v=kfSgpdYqSpW2oB^e=5G zolhVE5JG9}rphVQ&5+m;?7v}iw50^iscS&GgT!+=?Pxf4>Fzf*HYV)r>rB~M_c}SV z5@A{?i&dI@dwBcfNM&GZ7?3?MDbFc@g$v4#?jJvdd3oQTcE+GZzV3 zxEpFCJ%83WGgDt)Zr{oHNe>c~>mcYJc2GY+^4N-t-y8s4$jMm&u8B38?}OVTQ(R}) zm#vqV%%oMDC_mdDrr(^uKr4`zwW%mB&ejTb!{={XTm*}^|18?G0UYCsz0xmYHcFy0 zcBFh|qxppB?C3K6C~IsDbCMX?8W8Rmdwgs#oKBIxlp;mFARtgZ|1+*7y~TTtcKr)T zfo~lmly~2P>XGs-^u}(3`tmjHDTGZdsY7rDP6hMo**>IFa&v=-Lu2O{-&+pmXC7~y3+_a#qcs=nb_f;?B`>;D`aqbY@qmoc+&nBa$_7-Y+G9E)| z>x})33ou*IhYK4ZQAIIkKstp?kcEs|8VO&nu6QJ1 z;v`N5#;*U-LX8;(n&8$ntFW*i(LoEOM3#}Xk_tvOuB)+wLd7P|6Lh`#kDje`Yp*P~ zqnJIlfU0Ma}7*ZT0mp}hX_3!lkkkRSCFWeB0dwNvjHfAggWk~lW%R@8$xJKGBae8qDEHvxN9kXr^o4qT{bYyg!W>g@$Q?(q0HLAfL? znVSdNP3%D$!pq?QZ_>)PzoweaoY!0NP>yK{b72WzqGW0;0SK~d_{!n;A?w96t zD>DsyJ9fVl<$05ZE*U;c0gdkM{5`HEoR9f(!seeh{*O5k|5T$re_8`Q~ z3q!uJxLB9>ht`k3PDqkY{Ej9VRGOScQU$0cR=-w1ML;cAmACYvV!p%MNU479%X1t*4?%tu@IG_69ubQ827K3zLe!c7PfIz} z=m}|qQ=N#AP+oTeE-@>%paYN-0AnhI^yyX_3HNc3py!*IXpa|?)HfwhPrd1_F5+84 ze7uBKxuk~jCQZ{|(YF{6?62~s81x4D_1oRWS}VJO3^&6TE2fygJ22 z_qJvKigbxOiwHCDzJC6K%-Tl$=$I=BAK}0xBHP z5U|!Sf)Mca3UOiYScB{Ow=D2!DADM(`2DMG5LPkGa^Aq#WzhWYfoELYaVMRD`Ab=$ z9zg*=2Zt((L4LsZbttyMi4~%%hbT-!OlGl*q`IWpo*86k@3!uzXosl-4wIl--_Ht_YIj=;f#7jFXmw@AB3)3W?^+O{5PO~B0@_hT{d zj~SZ)wi>S!TUD&ny{9hLe@{=xt@$8OTbSaZr}t&Rm($D9-GK*DL_~88gp)((BSCa- zIbR(NNz#kuzm%1!JXK~7EG%Ra6cnWU8KyZ5kXTz_8M%3hQ29MoN$ExIG45Yx=uGUI z|6&5Ky07-Q{KNCRZngyk8h-Jr1>cgh>%)dYHdH}AV*Tl)1X+R`X7x(2`*f(~Vt-;6&2@88)p!vh(e07Mnw!Ick%C9F=Q)oDN zmM-sO8>R#+dh~j}N}Tf34ev(JhmK*9v-Tz48#!4*EX;;2w)mc|_=TrfQYgyYq`MQ9 zoQvwccc771($a#F5(-@aPCC$<-~oJG+@d@BHs;*TO*PX2*=eN130!{-H6Dq29D&KY ziIuzbmZR;V1^4g&%%uy|D)pgS*5?jDvtL4fc$Sm965)NCQ*&FiE+X>y-f16r2y-ts}N-)rC-C%K=kUvI60kGLljH2UrsI;s0osP_E&X|%JQP}#4A1S z$w@U`Z64OF+YnONC>)_@*GLqOD(~#9nJa5*ae8FD588Ms>~CU&YM%*j=F6F?z~W*M zpg?->p)C7m%Ck>;0EWPx4@A4sb9;u@uTOzGj2l+X{`@rPRfD-)Xw2|s=R$=()UFLEHcXXZcc02!hV15shGHgP){k2HKdhWovn=o~F=;BU6&K%KbYi=IY zSgLG{Z2&+M`F?aPC4CzAY6DXv9l}R#6ZX|ajLtU;xFtsYJHHponqH^7Q(?P49zwix zE!-&*LKZUZKBeK1d6zIqb;FFim{gN-KkX*`pG&OGp~-4}t-2h_FLSzkgOY_TEL^T{ zR_X33{$@BrGJA#GOxOR2sEAH5V}J+yA^v*weUF$RIwGFj0L*?CZLz$d03&2E&0?b> z6ubO@njudkq8Nqmh&GF-r_DPHPohT;y|Wg{Hja+ZwJt9()l|d0yt*&56&Wz`@QRc* zdXOdjg{g+q`0ZG3h{ISh7r~2wRBN>;#pVkQ?4K+gp0ez#g(|Q zuwPaj*1Ej7kJ&8Yf;!ysbe}^jK&0k36;W*s1P|Z~c5gI)EMxiB*>v)2DsT?X=w{dU zSdjjtH%O8RgUQt|^E01A$+Z51Mc1zq6cR6QoLoiLEHf;J#0RN`1w^d`B*U`|-m&cx z5n*z?OL&}VbTcGqSxK+tZ;|)yTeeM444&9+!dHB5OdkZ|ER6xosmW#M=jX@$2^^#) zoR>Fo10*CQ4)+kTgopFhz>jyk@$n5F(-?>qX5q>7S~ zKzC>0_$HDjB~u<$!0m>mu@ntEqO0nNPeI-sEhj3cl50kn)?wl5I$53=?048qz+$U` z=nJXD(oSckQk5%l;FIs_`GU6iB&`>}-eAE+|slKJ& z^lB$)kJ8!HidQvh3Ow_*mCr$3@nTe4ll`+-plpFhpZ;pZ?kA zFsN5A&@@BK$#?lSF|>Y#T7a(H`Z=e9;xdk9>qQqvK#bnrQd(TP(8#yD75 z@dIl!&Tc7!(t>8vhURpy@CjMM!*)STgN$N^Mu7%3EPz1mzbxAH<%;j);N%4BG)qY# zEixLKYr{`)7H;3WLD?vUi>mz+sOi29=N>7(fB$Txt-b?SIzqv)4qZ((0sC@^CL=wa z3OD>S1ha-pODVMhkk+Z({~1Hu-JN0WeydsX>*$<218BjTkA>gQ7UmqiQH&!LND%e^P z^2wne4)~@n^G`_y(9&T~5E&V%^=pigoUQ^?ko1kSGcyr)5B{_KngHAMUC)jEt!3=-QxM7{5=C z&Oizj{ry`_^tE}>$eXb-O`6#C&COD)SS?*$S0Sny_F~L#AJ|bx3Qj;kl3fO=#jr$W zqYuasQH`JIkiNo1mW_$2-I_8h8c70TG(`g_QHb1|oxs4vglE6Gv60P29^W@G5X=a3 z1TH(mhOL_$pJhPe`$=uyZ`tvrBxXgAmI9l+6N{K%VPYyODFr6o#{8FPQIdHc{)z;j z5!m}e+fpJ83;?_cV5}&w%tZ*^?P~F!VZ|?oMvaxv->aUgcfeGg+M)NU7TOH0`>YHzFq;LXoPNK1>C5mCD{f}>aliIj@$ zSLNuYLz`?OjuW-z*rF&%{H8t{pDZz6VY2<%+6v|ZY6#ZLRC$mp)90!xy#^P?+BWib zc%T~j?y|bIKfdVKAfsj+|5n>3Mi+B(uQ)txe=NmQB|MnM57x}m+FI?;n0Bc={5CRDV{0={Ay(03=n$8Cqw(RxPfzcuOE{Wjv`W6h+$^c6fLQws@Up@} zSULd84LD&404dgD>;G&PNLK+nFX*7S*XkVRy5UFX-e8dY7jnBC3JZq_2xeHVrS9QF z2r%4$Qw%7@{C*EoSbv9Ip+DG6%ESQttbLnodH8858+NU+?M|k&s%Le13ZH^Ux?r9* z(>uSsWG8-eAb}MtBqTI5Hy7+V`tB_^>>O|3GP+Vr!_oVBw z6s5kWFm~e$-O6WZIqx94&-x1p?{FBP2%0QYO+_V-o?HoCg?(caK+=%QL zpldylV8=(Fkf{d09>9rEjPk25-Yp~_&wQ+ON*i)tHrXsZo%d+48zs3+yK$uxF0*_z zcXr-p1R-bJgTx+=ClFGu`cC!qyg1Bygw@drKt&$?eKp9o2&@4}XpFN00OImWUfQ)0 z^*;%$w|@qy-U90|ZJwv&61LS1xE;rqwdc0#N&j#v0Dkc0!JmNQO3m2`{!1ipmX zth$7(;Y-QKkIZp8-awz+b5K>q_SFrj?C$FN)L1H0b90ErcU=~Sx_vLCc>QS4z@U^E zbNimGCj^?5TmHW&C@(8S3XQ%0@+q#Oni^xg&Rz7|{U$sd?dlO&VB0rKE4gPz59HUr z-q47mV-UMEIL+2{JIqxD-&5DrY+pS9^H7_rf+Q76t*t~8mA+hHY32Qx4;ac4qib-@&5bzse z3$5Lnwm{2C)^&I1{%&|PD05Xq$d@M<27N5t!TKS^;yESKr7@2dvCvr(1xTAjk=t(4>9JZ)Oj#Htau+M|Er zXljxjFp@bwb)+<&Fuu5V>HQUFU3ih1G4$$lX=#67AI4216)rO?s}fi8cxj9X*d|8Y zK^F7$={T@L2R|TBc(wm35iB3B(YtUQPGFfZ6=GF*;Kw=hGc)&WbWs%Nb8^M>JTFW8 z@Q2h~I)8Z?$=iEqB<>oMW(XK95NrS10Nr4~jV1J<}22z3v2HyYHT9Y5B^}lKnQt;2Cwtgo;-Q+otrs{ zvft`VAE3-${uBh$uRcnjmKfWDF?QgMpr5i_DXq<=p&}L$o`h(wFZinuP4xRLJ{ee8 zBscgy&WAo!+3JTKcYRP25)*%LAV-75-=ZxC7a!RfY}PJTP-gtT=-b`7Ip)1ZT4lAJ z=omjpq^iyGGw51-Bbx|T{ig4?b9SXI$&l!Fx5O+FNucbz|0k}x1 zx9xJfx_bD%`+0p;+{^pjmIg&-hbNprYLrApE*ic26r=RQ4Q)U|9l;G(J*(5aR0KRp zXs-HWf3(8|=)j14tpR|U(fnsp*cCRmn*aV9PLr8VG&Cg6%bD%WO{r)w9S@7_Z3k%$nlVaG2(-^y+;pmu)Lw=+_@}xRZ zBH5zd&yfpI(gA-nzAe=(A1P&O+L5Gf8zD~`SpLU}P{ zYSTGV8e3+>l^j{-i0hW)H2Kcw~f&}ZMvh)9ga+Gc@{&`>dfroT&VHbL2kM$xXY zJCg78Dnc#|D`6xD;}}?fVaR!BlAM||bjKdgW}$A({7cNtWOa!X^{KCH&APrpwhkb4sR^zl(PCj^Ghboru=nES#YeEi zqaIUxJXT?)&yp!dAS4vgU^Fy>KW|_nHw)Jo7net}aMD4p2mj5vnHTEeXGOlvU6akF zd%gXe53@#zm9x=Gv(;Fr^snVRCt>tps^lFkViu=1(WS=Erlu}193aGAXkpiD(y4|B zj@GP~oHyY{TwgjBKg5rpP8s?*?!5^^b>(|e93;RJGQ3s}I1)Xr2#8#N-_)CBXI>kA zft`<#HVY#)`XwjUo$-yUH8Pqg?X|5k3YtR0;dVWp{1&g;I|tk>8+-2vIOh$pbJeZ0 z@kMf89VA9Tqt`CDR`m7t6BI3~6p7{Ja^K#StE_xLBc5wGV1!;!z5GilI^)FDSFTvg zZ9qQ_g}$OcJ%O32f0>5)F<?(MU@zn zfdNC)tF|Yw{kcDV>Naqme9*6a@OKB+fVi-y!HeD3Yq!mDyHX&I?{Rf;fnsnrR@NNx zvBLbC4naD)d}OK5@2!wB)Uk%tCDz$HCm}Qt9$_*>d z%>KLe@oo;)#R(ZCg!I*?rKT$737}$GoqcRw;uIsrDlDQQ&o)7Lo|$ub$}T2u*6=nb zhcYzC3#af=i58TZTwY$rzx(?w@Xi-V8R8uyC1JI9IB#p?r+gba)Qyk^pFE1lJRXm5IASw)kTts}wg z7!L>@Ep6XS%2YmDDlW^qOVH*xj8Me7V6#IZpioxA|p$MoJ1u2@QVelZQ)O*N^?spBdx*q}lQu@wR%wJW_@= zSU3+1wUYm1?>&H`>b8W@L(U*d&JqL!1j$JnC4-0vNTyXJiO_-|si6r1k|irhkc@!4K&^F_}!U%?|gTrYG&&F^(l66>*yP+m&SD9Nk2mhNEqt8~KyDt*##ztet`~g&`gH<@AS@)Zgyn!nCb)S; z73w=J@FOdEd<>1pJ?+;`S|_yykMhv`aE@Gzbny+i4K?U96T(f!#kJ9bs}>fp&#Uux z2%))KBy#!DDL&w8dQ2!%TvpK+y<_{$Tie|II^Wh{`5rG+R92F-zEi~xD}Ae z4pvK3R#8cZ)>nH@jj-hB4?k=xC2!8nFE;94XKA~ab@RgWg)hkIGogVQ{HEEC34&bTR!d`It#)bF2YV*1;+j=_YY}MUa!V^_B010sb%q<{W6RBi%Kj-+;Fkxa^-3FB3hgavbaPYL1 zItl(VGAbq}4y%3O_}6DEk!ZLY-P&mh3gm+z%A0JiDSoUjIgMyv{pChGH$Q(dQJ2<@ zi+8l)Q|i_%)GZLAqP+JjAmaD2JXTE(mTd*gl)te;p$mfs7SdbI3WJc3{-#E)^#RQm1bTpl+I)6!k!L4VQPK&Eij_i-o=V+lCe@~h3nk~@ zx;NHZee3S+`A$Z`I-k?>8&^c2)9oSgXY4)%s2^d`nn8p6`P;JzbUI@tv4VUs<#v9l0-% zrXP83fFFGf2korK@?bb5n3M;WGXs50st^cbu`5n-7Vi%p9q;Je@-9!KzsT=x*My#P+ZnHc7HTlH-r4GWw0@5N&gx)c z$kM}Kp1!cS&v&+(eLd8{UWc!8fL_w+L1z8?l6MWv&n5CNE?#WvPEDoLixdfO#$YPO zu5jPbyeuo{=g}`G?_Z#i(q>og?tTbjn@DYDb_>3Y3Zm1E6j^>oQPogADEhnc8@02m z*P0C*ZUA?|eP82-&=;mXy)~;#V+CTQ_vGq-cSHU9by|DmtbsYDi1=3Lvvq3zI~RqP ze}>c0uTv9Q#BC2UYZf#a(UM?u7lr%M5^<} zN(T5HzxR3pfDdsrx*#?!vW5ow($HpQ5pMq6f`?L92Lx@eYhEt5J+(JB&hZNW-SQ7O zRT`i6WxM|a&bGH2&6bud|9Ei2WxY66%rFRHp{!Y|&iCf!y@qGo!oSDhZRHPU*3m~F zjQ*hRZ#+S0Lffy#A>oGKOT1p(Vc@~V{yaMy`r~;KXa>0n-`fA9acQaBA43t%r8<_G zh;clIZ&on{FmU+_gCqw_zd)joKF-X*1}{e66Fq!T=S9g_`fE9c7mC~4yT5);>pfFI zl@&PPDHAQzj*1)#%UV_B>AU%IJ&D`^>{`B!9 zR9Vw!>_y?27}yVSbo2==c};gsiV;xWt}Xt%Av<^mu5U4TI9L+>0OP+cgv3|P0RbcB ze%G!tf=|hw-M77dJplwsuX-HrJ0~h}Cdi#fv(={jI0byceVzCwqg(O}41M~M;?m-6 zSIU2nr{AsB^45DZC_Aqf^YIsEi#OpU8Qfq5)cYfwUy z$(u(FM}`a#5(*o3Qj3%o@tLFDtY)FMynUml| zvAQc?;F96>!{>QB$HeUyw}$ms&l%s$$fDy_IV2MP(h_)W;8{{Gg_*O)MdiY$FGM2d zEq4yL`>3djz~d?;q5g$W@%@7fS`6>{S+a~WHJP3&E5kYEEznp~n<>dt=g7uECT)eN!HMzDHu!+B8Qvz^ROxNYc0RegSh zY;Ky~(yZlEEaKq2=G3PwEhC|r&!6CD{oxtcwUhai10y-Pd|yGC*Il4Xzr!Vhut30E zz;PjB`sR`oBNcG1zu)BcR!4|2QTo>EW819Fuc@umU;%)NfD62{97?S%rxbrQ#;OL< zpv1C_4ElG8X#t8C3mJ6O4(<=1dU-nBccTOEU=JSANnhoY;`@E0sw#QI#p~&92Tu){ z+Y^|(gS!`>qNE1wG0fBC$$fhVNlk}mF7^(0bZ&rm_OOQzx9@wpJ+)R-VeO|o;XPAx!reikTm^$ zYhm=@k%PULq`AvOu$hvSoSNFd0ZC05Bg_Hk^tJW0e`nbP_rO1ZFbQY?V5!63|KNud z{3oL%1ASIx)D#rtl(f{ev^3N-G<0BgCLKK^Jq^t{mUE03n84jYS_W1&7ACgyOw3Hb zUqVCz{)Uu{ij0hkiH?R2EM@UO{183^jFd!cBvB+p`~Wc{5eXv^p#$Ir03tFF+TQ^G z+lPo4gpr(rl8TxJY*2R&ASNOqAtojH4K>(05d0n>Wh6U)@#=N*3&!^;_&u1ULlWOo z3f!n_Wxg|j7Ll>K8U;77#N7&<&-*^!LB!5He@0k4wFGdhA zVp38PQi|Vr5fS@<7YQRN*~P2m=dT-6-1oS^FC9Y3bR+R?RV$T%%pElI1J40!7D3s0 zAo{=n?Nhgj(U3bVf>_7A)!09q0vaPUYN0SItrk{2xk{0}Y?hAzB9e+wtp+!!Mq zRi`K$$Z#v+dqeX_;fDqO|7sB z@JYX<>{(CjlUpPJ=sQNo(z{WRgLMXcLVODymZoGD-@zk`6~)N*`3ScgMa}TmM?(D! zdeV+alLeeqOuk-8zTyc-)dnl(GK@9M2T8y^&dFp(pan z;AGHkkG)bQMJ{s~?H7;p1{cZ`8zRg#UVh%AR7*WRBLHLx4^WhNu9vzHbTW_5nO~ne zZ|=PaApZJFT7KA>KB57Vs``fBnaH{PE(RHye*2Va)T=d+0H_u1K@{-E(;4HWQlwmA z>NHw9vY1KDLH$iG*Pm~KDHdD?daCmpq`dCG{OU=WOJQv2V=-KF?p?lMaxj@Z&5O$X z^BVm6k@*7TysvVpL`sSpBBmED9dsu&p3{G3Q472FD6MM2P@ug{=G{h`m2=9rhToG! zm|B?WyS_)H#UjY!rmTv0uDG7Da6t^P*07 z$F?{NHGp;gx(ys}_dJdZ3(Hn}iR{}Q|A4=fb9#dSj7dOJtQ2g*DsM+n> z^TCOhFSlhsN0^L7P$Q^;GoFFEOa?|57OTp1Kl1#dnYMJ6(Px8H{29VTsRNN@x_qJ6 z9&N)f5CGB{Y+1SQ1#1j+Yjp98rK<7VX4I^npS0#-NJ@ifmsHCG{bq5zPWV*5Z4U1 zB>?Z4a!w2j%-0+MCR5h*krO!GwPB3)4V1s$8~%h+RWk{JPGyA`Gzf={L*=xgutSxU zbY9zne)2*l^LAeJ9Rd)oOaMZcvHYrH3*R*~SX-{dbIuoR&{5>De%UjqiU3vMio`zt zV71k}Qmt}JU1P27MwNSj&>cP8h98VC)HGTzUypYuUy-aOtQj!WVx}E^GTG!RUez_o z#rF)TI_$FoGNLbY#(b0@eq9uQt{doS^$b+Xr7FoQedPZmC$G(MShAx0BG+-cjJWG@ z6%*03=)OU?M&TyLufegC=%`dzPr8W1VT-e6nRwKBDQ<6tjN!nmdUlg^-1 zSw7B(uJUb}#n{vj4<-c#QO+L3_+7r7wqT{%IMg{utPvW~l`Z?B#!wrY6A{3y`s&WcVw8jb3X_jnE)@sRby1+>L>-!bQ<4t>$*(n4)*Gf#egq^GR!Md-F^8 zO5}3|ml7xAiyAqwyLjr)x@U29gNl%e1{gj?0tj@NM=`q0NTLs4SFRnoAPP2~RoPii zYh~4F@JH&fZ<&T+M^gPzTf0-o%*uH#%1{76j-BxPM?&c=F!yVsQaNr#PZrkRGy zCuy5%v5R*DL9)QfAFJH;_bQ)er{u%)zik0M=_NKe??tCe*?NMN2p8 zt)6~+*73ndl=0<>$O9SdZSpLpu_a4mTQ+5>9tR~-lal|5Nci8jC0T)CMTK#%eL8YZ z_9F>^PPdIya1gP}Y;8L3g41U^>gIFZevk->E3&{DrHi;wmCSa zWc1*0>64FZtASebLkMF5g-VD$*VgY9B`h&m7WoOBR-T;kjNnWMNZhmBnV?uR}x z+B&YNEMQQX5Mwgzcw%+wZupBIHw3&qY|L>i8hAa{cH}900zR?N6y+{Sy@9G8-KGO) z;DmkaNRmPEl+C5r3z;-eI&QI%eK8JsooAaFwO~iwP6I4zo~a*?1mo#IH6r2K2rf zEc)O~sV7aF$e@dxl8<=}C4&H-INC)3%-)?WDtX=JWks|%9?yO9Bg7y^w zuwEtrCDYl@jsqa$ogUB{h7Mjfd@lj0GwTBxYh2J#ClAN48-8@&(B3#1-m0&fSfuxW z`MJs4yL{p=aUU(2=*zYVzz5VBF`khC%$h@Rww@WhTeGM7aQ(A)LF{lNY_aQ{HKnSs zfLQPRW|Y}daOBsNd!3V#ty8(Q2e}OQLEv78!^Zl$i4p~&@}IZ8X^UB3CcgBQo5pwQ zK&p+}cu!fxA^ZBHR3Le!c`*?|iUgoC4RT^h=L4-W!e#uuML&fDW|#zR)IAp)mJ1DK zK``-6Q~lCf&1#018~dU^~cMGGfm`jhO%- z&vXcYes-{G44!&^!D9}_0S7S3a9^hf&*wrqiLOGTOo0>;lD#l?n4l zxC`xg4*su;3p(3EB^w#t@$ehjaI0&nL)NW%*7Y}UUy=3^QO#9hLTl8oI-}-_zH%<| zZgo+T@-lZ(LJp3cpt%}_fUi*B)?y`==Fk=z&P#=Z1E>`>t$upcrvlY8O-I*;u`I7PdQ7P`Si zRBRzer#*+fiJ=txq0?va)<8KEyWoWFlHM#11AS;iuUx^2&}^2BO<>ZT+x@0_c+JHh$|Yb`Q7HBx=ByQ0LNaIcXBA|0^=NC7 z0Eil$y+v%XBwVsQQ zi*kfsp7-Uo&j+OE#eVG`%3{ciPX&U8vc=Cb;U<3KC*&1Zf2xWGdLI9x5q01OcpiJa z7r^^Zenl+j=F&hY5X+JXR>T&WFh1FZ`N+Hj!LtsfX(C%-V0HC;<&|~5%lb6UI8Brz z?V`>z#n0Sdn9<1A*<*v*&e>BUkP{Y6Xaz{(m?m#GR-MH+*`+1DiklwEa=M}{d&jP= zvUn^kp(|L;4=aSe(2;{S&TPzyfpU6h-JSgGY5Rpfe6B(nlUM5%yDgcj%3r@U10-o{ zyR}kR_@J0kb7?I!=-r4)_;s|}FH0-}LtzkC>9t-_XE~!%%JfikYs*%_o+$M_J&jmM z^a9E;6FGT>H&~6xh}Z>1Yu&o28@%pT`Wip%_H~)I(S{DY88Xr=`3E}*l$>Yh39m$8 z8-N|uJ;(&8M;&HhnPq(6)MktKyVJ*&_w>B4>-Br|<*L?c?ANh-SEJ6WlLN>|6bv>7 zori9nLE3V#8e4T@W*EsR)|)8n%%fLqR7R;jfkVG|T(=-t;nl4^49#Is=0Z>*hUAom zrjKPK@zK=@=bGB8E&|Xj?QLA=qqkS72YC9f_Mzs=At1+aA^@jcpv^MjMKtScj;At1 zUuX*w7?hi&Q?O<|aTr#pUp{c5juN=Hp}XJ1+zu{GizaTLd@OVx)y2(2o@|a*Yo-!n zV%b|tQxfQ=py-QWo*vVk;+i|d@J>Ny&Y3n zNS8lzqH)NUx-8MCuW;uxH5K%;$OS`b)0|sBx89;Yq|%$^r;?OXto=N`1~N)rY{-Hn zBYubl<7-9UkT4&V;8xn_Lwg)M&|G_rc6c1?0YK$S{>E?#{-2||rU z91iORso^JiNrGstRrCti?=W0&y&5k5mNc`~J!kJLmB0_*Q(Z+x=5dgUqAdb8zA=Z7 z8qk&HRua%wtLBkZ4<=;JWqFvA>G|$u!(Fy5QeSp}V+nC@EPWBVZI0PoY?`tC9*k1s z>|ZgT$zvY>SV}_5mREo8`lbNp*Tdkzi>D8R1`>n5AxP?A%pLEID!;XL>(qZD%MbWK zTBaPzo*!qn^rUH911g0(2g)da-UK}NkeVQVP)%qQ=eFSXXv(%d@5{51_ZIDZv>~DQ zlMFu!@r%S{HQH1z>fot21B7Oyf&ky3m8bMkh)N@gQE%~TD^2iZi5))_?daOX<-E%! z)VcQnDIk}jFCh+rHsn^AcMN~J*f+jtKB~&OXn0=0hvzkU!A|-{j*Mot(v`|*v0^pa z9l)2cj1!te_Oqhd!#u1Ita3w?N$t|m75c0)9cm^$A?nKHcR3B!+H2TV((0vcb@oGTbGg{V){TXWqMXympe*#fo%&o$fbwjsf92k zR#@xPCvbiYB%-!f(XoQoZgA999FA?R+&{VqhC9)GK5o6GW@^^<6Ea~#4pOuL|HBd>039t) z`%XW|oe(Qi1II^)k!V|Fd(N220!28upMezLhZ4`Ypr`DEj0BV z(qI$jXP=|qlSeM}F>kzFJ7LLuT4vzkEpLSDs3d+@vOFC{U6NaK6(BYYaN14=t%xj4 z7{1fcfB@)aqd=kg9%q)1??Vyc92Ql?kX&%8p}H(hJM2?^^2wf$3ct!SBj`@S1AUgS zQUl)v!>+6VC$8;5beL`&v%tb*9tlip;qG&kQx^Svd}6-JR{C9!REgHsXQYv@9%@s? zpSNhr-_N|!UrPXJozpnfk{!si3dgQuWr zZCI;}wb8smugKDn;hP{ESNf^Tq@TykcT)J6`9g`9fA$kWL9?jU0My%iHr)b81hwi!0(hz_x^C8H7n(}_eFW7h)-f(graTa~z zgiq?WOIGLMJvGLi!xVQn3#g-aBh~oraH{=kgL|7bF6uFpJ?hXaB2$d-ou2u%E?$ge zUP^Nq+i9YD-KUbv?=di>-cqab=$7})HrCwj_NE$^`cw3 z?>o!N-QA_DE)x=oMzu3iU5A`6%;FS8ogM%^B;sF-JG@{MtcMNQ#5@A<$oJ_Xq8}&c z^faep$oO}-&M7;75`!a6?(k_K0PTI}$1E6JtLX>Ac3!g&LRmdh&Vm#WRq%fVM(tDbBbVz1qsnJC6^mN1VqVnZ_7K4A@X4kvcfp zep{|=T6n-KN zKqXM{ypjb;U2U^^)n;JTvtcE1gN~7Zq?9AngdcrmH@S3Bl$Q zN1>_#xs%Py6?NIA0!44%!=%zv((Yb-q6QOx1JmZd_Un-QtU&OrSdC1t$k|cRO`NJt~U3N7+q1o+C@y7`TIDW5tW+|DWl-G1-D?i|=7Ek4T zM-N@m3^BF4oCLt38&SRqosgPbH>Z>J5KelbtzSuQx^4VMgyd4NssNrkaxs$tL_lgG zpCwsc{GAR*3iG-VKCZ=2@yU{zkE?P&3#U2E`$4?CD?faOq779bu^FZ_if4Is74{vd z^WICRnumuU9nx5{NoQZe`2=%!~W~p2=;O?X4OXqo+tiA-i-Ow%dpfzc_a^wB|$Qx|uOnK<6 z&=etFun0SvfhN)UO~;x6*%;HBnvi7|ea(DonyZ3mdb!lIOhH`EDApjJO*|cj?&GI{ zgG`;;ER~Y`?WJ2^pL{;#GoMFw8?j?E=RdUfAe@Xitfvgid2sk%(XaKv~3C9d(;) z-sYTw6tC|R$>>`Ga3^OcVHuiXB^h<`ECd3BaqzPE)kA6VLVoG>4R2r6-rX5|{oy>& z)+s)Ed4uS3QU?L>y2@JwkO4%&V(HifbYmNWwMhmN+2oLGfsN65wIlywfP#8D%gF5h zcuJ@Uu^aD#LOAG_vwq|cjq-}qx%Da5fNr{C|Be2okZ3pk7Adam}K4*89twz@1y`+`Sm%B9hD!r(o)Z|kaEI}__mR^<`252PhO<3GtE%bej_ikwAJc04HJY05V()(v`tZ>=Ugidv%9&@NSGNo~j)!u*e&AMQ+==t$ID9 zVz}bkw+4yD3BkRqy*&e^eerg9p|cvts2VF=IZ8DEBW5|Yb1&0q z@avRLq1CZqpU0EW^ZH$Sl)68zE3$n@Vuci+2X$q0u`FdGwk3>ug)3+4z9bAb`+)Xr z0=jrE{dpaN0kk*MP8=$cj}J4#2NIW>8lqBD%6@dTNPQ2cBvB=@HE%_Q*)d~j=2Rpp ze5Jb#Rj$`2Sw0B0juO5%sN^FwmE_rRl*8P662V8?Ti3~!_=k=o6Kv}t9n}$$WqxTIP+rXL)LemuFDdk5jYl3^$~B_ zc)M0pRfOe!9K^;_PAZmI8wr!W-81)6KB^%0;l4OSbKrHf!NP8E6AX=PpD2!y`!3}| zW6yMh>@~mZjTg*slccZ5y^Lk%vu9pY-U%zh=4&?(%Ei#QnHaQ$SL~D{`7Q5f%dD`MGnRq;HzqBE`7>GBa?GmPnmf7*se+ z34kjv1-P8g5<*mIcNYSn^c(!AcQMTIc5PI4GtLh_SgK#%nsKea-o4X9`f?IsS%Fv_ zkvyWWRBrq4E;o4(+lT4YEOtExpAX58rd#ZHOIFOXlNN^dWJ zi5Azgs+Oou76iwS=jD6FNJ$#hmfg&$EmzmwYw4Cl1pkMx$^dowa2J zjcIbvlN(pG?jie*LUI}Oknsdyt^ifDeAEG!$%Hbh3Rbs+BMd+e3u6yU>|7)UMl8)t z16Q@kpMX$`~f@(_8XuU%Z~gH)Cm6XlCP1mvO3K z2eMIK>UEP1|GsEhH?dnGJ_bI12qt5`1M%-6c7B-NLnW-_r)0K z*ZNtUx4bsJBZM549NXgcRFnMVgyZ0hxj1cfCjp3r8x~BsW(e*1`N%6&MG3rg65u-` zC8k_DN4XMwRTdVDC;!=WvA{Q8l4Y%3XLxXGV){!UhhW83vp90=T^Xs{%|2ZAa+5q- z@SJ%BR%jP=n9V~t#(lGg+Wk|GM$BCTVRSP{55cS7;$=Ldjbo^ z9h?bcIg9DrI`hsPt~3nX&Tj9V87?H9-+`w(*l9nN+tCB7JaSWqoDiMT!zDl_0y({m zyN1T4b&Z_WE)PpS@T8IGYy~Sqgg&ipnQ3M++l_}-?Y8wzNJ59?a=3kiY>kYE=H#mk zVTfy$SOfQ~sFcm-r<)tD<8LEWob96pEf(T#yc79+n;c*wIu^x17EJK%sM_6a(ZW{A z!@%NrxZIV}x5^QL9|qHX6ToebiZm<%@P1a(cmGIXiv;}&$8(kfrztdaA2~^T>ns~fnz|9yr>L%S_o$m;Yx?Hjbun`CUUO=I5;dG#84yULYRaJ2k+G(EKR(~|m z?#6OFL0ow0YHVnyboDlGz}GGYjhUdYka|Q20dPh|o;+N&t{!Z%C;Mn?uF?EScU8}v zdasL$=drk-C9A+nYddlNTAmD425ts+;ejK^Hdfd?I>`z9ky>igvKX-PLh%Swd+WWM?tdL!djCQw8kJq74~BtY+I7Ld>oDqVuzPnS6iXHq)QjYTIWBKBPI9Y9uBAJao85`}|oY zat?GKFV4YQB_7c^-9Y=#Y_e>(&`dkd?^?0o_aCi3P&n1kJslkwCOSSlH9&m50|IeM zF@;!DkUIgCsek1#;rm)BF*%(mTDZYauP?yC=4R;Ph3|!$!`Xxwf5bS2YcI$0$9PbQ{r*{X!dUHZ1+J_oWeEsF?7)WE+eQ z&WPs80k=%3EPL(WTGS$GWo-1GoE9V&CdPac*YmOeva8OU69iy{qakyzQ9MQ=P1b?( zNVHg|xwKJ{>jh%NunYLAs?T1hH6>lklTyHODC(w!``ecKh=m!`?3st>b;NJ7+v@h* z(;;R2;TnVOM4PnE@-%Vb*)T2f4J}EI@yks5=w8|$&uSh1b8GF1sRDd2J*k-U(cSYc zQRtY@8IUlX0{1s%o@B<*L9xb9?geoQER!p`-#X|zh~9`0se>^r%F)-cgXEQ09e${W33l`Lfvt~ixRRM4a~!dhC&TCdL*#8_I&Zg>V}tJ8A$!T zWQmptK+Whj1sbJ?r9#hqJz5YBuaK0$DHLnSUT|eu!!%54vs)T0ox4uTtH19GnGl$F zf9nTxal>%7rL!uWFOX_ysd4WUjBhn#qWB{80-!I5#+dvzrOqcVk3L!Bx~&3%|yEfgVU?eW1~nj-dkuS{6U^I_d-#$Da!`W=NVBqv5?)gL-A_{bypQ@-`tkm0#|YFZC2j4Ji8GoPfXtsx~F&R*lW zrhF$qw_J{Cud>+4ru>jJdfl3eXJ+Py@SXBdri+yAJo(N3k@^7c8#Z&14RNn;a;P)= za?=pQ%l#82F~#6LfxS8l--kA|+@nhupp8 zTF{S~E9m$PrcLQ~?v)I#V2%wc7U!2q^d!}fg$EM&n|Se5^QX4HI<{DYc~C&$MSng( zcPFTd@gA}bc_&E-HtG_YGDZpIQ@G24fEyh9cnZx4&1kvY@MB8Fb*{8#4|?N zx(thLG{F0up7ODEzrrN0*pqO!+cOcZtBGK%=8&XozaF*lVcetg)~oJao5sIoGA>@&Q|2Xsq*S<_=~`(Zi13DvMS%-XlxtLR={=L>`0!9rU78QOOlteovQ2DWOs zIr^DHyNyEbN2tDeb2-*iPY~3+!x6BY<7*7#M)GX0*djFvd2++TJy99cnLnmQf`4f_u3~kS~S!UGdT0!#9}yEG95U;Q#c+yfDk! z6u6irws0kNewGTl#_{<4y38Ym3$DsGqvhXfx;ftY`7pY%dERA&5F|K7Du_p`} zu^-3tt^{&w!NHAfDxWUI2?v~k06cGAB>>_g;7#KqiFErw*W{xt}ovi`35zA1q=GhHH<)Y0-fGO0G7jf(dlq-`{!-(X99pVm_h8dC4fcGkE#<^SiMGU|$x?3xX8Thqo}^mYV%_95_e-mNYi6 zf@&kfFSWS57SI0#JVcuRI$q0}$2$$wn*V_Q zD|G)tw%T??-|`XY{!U~l@2j>-r%?#5f*rURh7Uab6wDOn9KO=g1RI zrrOq2`qNDiS=d;)p2>^O26r0q&znIn9kmYVB-4k?U&9c9Gb(>pJW~Sb5la1_<%gPp z;o;q2*b&$u0Z9PvzDInQY(^x4`C?SNV52pIeiXVO8FY93cKaQHE%$}ipx8SQ&|P>y7>!nOjK7ib2 z*12D_&SJ+2tA$P}eU4ZCw90;s!RU_IR%7O?@`}QbA5-~41*P@GBdMdw4K9oUGSEvn zj@tCYci3%jOuA`Q=I0>hBwNW=`RY*8y|DTPZ2YkR%?<@n^Ri%hQ(`&PylQ_o zWYQKv?rgZ=;oc%3FO{Wh6{~qgo+%_<_MC~l@I00`6u0!5{ ze+-qtg+DJloqt)?^=tX3;P3jt$-y*e;Vn)XjcIUx-2DJ)M{EUyjGcQ?scc<7)>xzSq>*PYx#;j(-^KVc3TNhSu zWV(sLR+9I2z}-(rzt(^DG}xdzp~pfq(%^d}j_}FN-psu?Fghm5c2V+_cowm)GO`be zV=y~TgoNj4U^VbshMf4OTyR;sS{)?LGaNI^!cO+W2!K|F>*!$f__jo7v`B$e-X9^! z;gxd+sUKYOS!o;7_!m8Ra=kmjZ1z8GJldppB45<=QsUXMIbHs*dGGh{A0rEF7K1tk z`Ht*^)#^q@dk`PId*MbH;Wk)seNK~_{HVaNTmfSmO`)Y!hV9sCW7cir>+B}#+zeZ0 zr{=DRS_fpzeh&K@3!Vw{A)@l$>8(_93_ecvhVH}mB>!D@(oo_LoWaPV&4rv8bn({a zsXy*2=Bzp}rfrt-v2|<17xTS&gOavPg?q}MIy_?cP48X9|6~Gc|9R{9j$>>;@qk{2 zj5^J~IAL}(&mj>iu5vI?)jJ4ncCt#%kCcxPE`ct|d#3hU6u};q3 zCzBT56x-*vYuN50tal{_~~CO=^_dilczazRnkAGdTB4_b@zmh&_} zX)D)zrI<^=Fb1uoLHxsBY;fZOy$YAA+7I=_7}d##WE!$z5D~HzuKg*ol0T|s^zcWr za`%gBTVHj~i`D|YUF!eob#cwbg+U)cq7is?Jg6mAh1~{G4{dCiR|BP94{rzWq0}SZ z6De~a=za4=rv*0TQFP7%B9mIAAo+>*7!jO1cfapZ$BLTGS(&Q!JGcoZBJNbpSAMO% zbQ2TP#{})p!KORU;n7Y-$IA8;p+ujbxUTI|`I;M`6(VF&3~Tje4h8G=>#lCZUYf=s z2iLyr=phr-Xnko8Be6PVzKymyV7x^H++ZPx37Yv`$Fd1?PUo`Pk_d5Dm87E0n}_tl z_QSsg(ODs4Ed{FqDwCjA&|z-6m=|kR{mVL2&+Fz1M|2n3VdYbaul3DOm@8SZ0@uMC z9D7}Zi+$1TD(_Gj2LJI&`*TQc6NHVjTep!S!_U=AjH>gHn*3(`1YY+$KxR_(g?vs&l;_%3#0)j_?>UC~r?4sY&q z!k-OQwh(VXFL<3&x${*G6*r|DWL)Q}`cAKzwlk(;X~Qf`QRo;nk`Ey{Q1!<54;k?u zoYMKuZeQfUof`@gnk?B<<;HMoHKs9XwOP5k(A%n$gm`eIEiHQKG@3_6=2KTiyWYj` zS9oKm&SV(v3PtsbcM6Xbz?1*FN7Ifly~UH$U%wC=oY#eS16P(Q*dbPL3^}z{qRxRu zDQM*vHwRmMf9`Y3EI_xZ-ul{i9#%cd<{g6b(iaywkCwKK?5xi|9FlcfPRzR-t za!{#YGvwC9nU5dBUqElXP~|Shy135`E%2^Q1TKvvv(LZqy4`C3GIx&k2l>ViMQ;ho z$^`eg$%88v>D+!^KVcPvEhBqsA6TVoTW+VxTv2#TuV6pQ?P2G_+Ohp?cR{!VNjJ8B z*JscdreD=Ol;`)2e8Xkrfqjz3%d%GyZ1mFpqw!eeyh5ZJ7fu@MvPefiFo*Ht=z8uj zT9{bS++ZEWA8oOc8gEOjYkKk6l#Ci6u2uC4X@Z>^y}kVv&iX(;@uf~;K$n>A?T88$ zp6Pgh zjQPcEmFEmhQI~lXv|A%r#FmZDVO0z7aYIzvyN6YsoLEFiL4rB1@TcW1ooi>p@V5y|! zq}o;Q(ZQrq^yCz>LJ!8xlDUcgVq3TeE5VB_Cw>ny5)vVVFi)kKR|^{rD?$E9NjvS|+q| z$^D*xuxlQ+^sR5ef=+Z(pj#2{az74Q;v!P--_^Wed)-Z|h7)o1&UCD2LyGp@ug`5h zkiHo>@crfaE66HH9;aO;y|l8tKWi&F0a{>9eT8&-t|4@?Eko93KPt;B7 znkvgDr&!a12Q}P;f(a-1UKTZ>q($S%J1+}2Ww&^i$+P5_eJI4au8fl6KEGG`f-Hke z&fD^~T5;DW7 zmt6>kaA3b2&>1Z=rNP)7g-R` zbVSSTGCuOKaA8&B8FKS3Y-|cuNtD~0JjbZhk-+y!{K z{woF1ZDdhAcQg1N^3hualLwMHP@690JC!~A=_e^;Ia0VC8(M*nKi+&HiO%M3rjZkoPt^pJ@oVF=&Of-F1&Te0;?40&=c4CnEboPKR=%{s^NU ztwsIqo$ul?9NX;doNpekh9uwho^~~cygr04XpOG*@j}r8Dfmg zG59Fg1vuDbReqw+-KmBukOF$4Mm}uwc29xaIeU2cloi;HUmXsZb z2YMGzK00ToYR)RpSh1(6*`skk|8`?YucXqdoERO;_V@Y|KZT-(Et5_?vAx~;<_xR# zqSc8fQ(8}`qD@msLhYY?=Dl@U|M;|x=iERG8~$hh4Rlc^EZ5n;IP76_!_Z>^##W&Y zg+v{$Mhc>O{mHPqbdR?gY8Y64~Ey+CU)(yIn(ie&wX zGt2XZE$TeyG#~NW7LiYQH#ckBP40OZZ12ad3rR#?H;T5SN#4P>tHX-QhzP*==6Y!n zde{wzBmf49$9H{E^V-N>Fu_>INbBi3hM_GfuGPuK@Jfunz^>Z8~<6A_x-af&!Z}uPfQ7U5cc6r#%iQ*bnkCllQdeFoWEa; z(YlWf=;q@*KX`t-TFAq^^V^769q*T`3Dgq_RvznIr@S_ zBj^e2={f zPdrxO;dWCyTd)nOEQ+li3}%4J^?Gls^Q;zau$} z#}*SX1HcWZ)r2wH+GcnzSFZ&YO6fhu376h@eXRCl@_v_*K<~t-MIp|3v5l{QNM7{c zFAeBxWu0y9{KF}14n_j3hPS(LB{3gV_9$VIJF49I&0F%J!sJ_D^{6ZNJU_19U%D4M z>xb`e5ynu2;i<9hrs$$Xze;R|gtF<-s5fE6H-~0d<$sARX!dC~?e=o^sxGZLsETrN?OwXW zgNoWkDq7gO33NSP5ZM5c@&;}{Jfp9E$>ngo&SVetmP0(cV{aN16OTw1SB z!ZTcQqKRI`!vCbOlHlvn*(Ak=25zvBUIuspA9tr6O_uCNZ&})OXhD$U0D0v{_n?U5 zG$v0d?MlxN@VFhm4zKkAlj{rPcSvISx5vhe(LaD;;t-W<1!VD0R01BrS6AeCi_wF6 z=}Pj4Y)gG&PMf(bhRsN@Cc&uZK}5#F(O2}Znabi>bwva{V#L2i5YPbKUbQ)c-8n1; zTQA{_z%*epl@@C>mnmHUQx4GsZP=DX0lI7>3Vhq!Gw7z5L^Sm<4)}i)IBkGf@owxF zpQ*yE$2EF@eF|@i#L*(*fSpQ!XQEeGpoBbCIA|ZX4NaEr!EG_ror_SytUt0^1*F%@ zX}}ZB7@C4nxaP(w!8#N%Bd#C*Kj5b_ts`g}SmTTsd#W&(Dvrh}0({T8@*f;p`fY%9 z3I6DkgjN8-TTtvlpHPo{hdgrb7tMSMwkrBAaNoc7=%O>|UJZ}QSO!!(oC8QJ#MVm@ zGbzUXwMs9)jF)Asj=YWk4l#>5@uj!vb>ywt?75Lx{H6H7&WTD&Jlmd4kgFhvrA2an zyZgWLu1net`Wq_%a0`1J`wE|@baNK{m1^?2M~icHb`Eb9);cbr1yV>rj;q13aN)is zo+bQ8=Dx~KX4~LS-M24n^NQK5idaL$G@l&k;snnSZcFRMkZgi4%Nz5P- zTJv^GS4oh0vMw3;92^uQTOw48pb%24mOW-QJ||>mS+JNK%5>%$ClqO{FM7oo=w@yR z?sjIQapXMg`qm5@whNse?QfP~=8qnyO*5rb9gp>xicM@oP7GPIHGjFLt~@Uwc>_UB zaK!7Ku~+w5L3Q`FP);aWX`@_d9G9Ofy)*S5gJ%V$iZz{%sP2WORK;Zlpi*?nUPMM~ zVoU;OXx4;(p3BA&R~cIg1y&(Fp;M(0l)D()6Xrwy9+!*Mm7S|uaTA?rP96O15~9}R ze1Sl4UU_R9#&fRgkS^Pyyib>_Lz)jZGGGb=_Tq?$P?Y?fa!9}YDe{o%j#c)pYDN9mBKttiwbJA1380lt*t#-GODAFZD$3rl~o|2qWiMbm7PY&+a? zY*cRX8mt2OQqlaN1>)h2s(zQH8394u38mtL+_yDi_A%5T$a-byZKnBgG7nhjoPWex z&g2%3|MBlS6yaeQm41DN!VFe_L}8%^@8v6qKVAe}cvmPbXxoRzp!FTnYI6PGy-h}g zqj^HdcgXR+Rvc+}FKpd)!;<`ZM;j?L(OMDaGbwoyZNE_2*1mM*xSLk#-ZX>N{6meW z9=Jg!;^Ly>?&HTf9B8uS(n)Jujs7LMXt7z1US@@)OZ#r3$HqNxjK{T`m@Ae)C>~$M zQl%Kn<8!E)8e3pz)Q#&QW1B2=qSy62qwjXeu_#{?N}RZRR`N*U!@GM`W%4Lu*qDG_ z_?2)J?;Ajw3om=)6?p7!A*t^$o!H%%K(9qjgCUEEjrK%@rSa4e86Qe(V_tsFbu8X5 zyVOY!5ew22zJE^~L(pmKVxpWIJaVxo2208c$@va3>RyqU65Gpo$ly>O?9`N!>b7~O z*5yi7gx%2V?Uv_KZh96gId^BHQHRKvCYhC;7X6IV0#9+is;x}Z_b)hm*7R7K{55t# z$eq!tXJ@bvY}mRfJo#kP_H&gL-Q{*qy_h_2fAO}nE;&=eUiT%8zVq<>2d}M6IrU!e zuQji2-f_)*H9sYX+2vp(NT6Xd;Gg!b*X%2@uL%C&wL11?0I#%%y*v&n!pN<}$q5oQ z&@2l+Hpi=~d#9cu4qeL%EquR3OWa+MpUyL}ODN{_WZ~huWqz1Dr!>u}#W$OEEv#`^4HqE?J$U>H?Nh(R zjrS$Hw0>J zwRb^oMUfYs%EZ{|Js-ooZ3Cjd?wu8>^WnI3Dc;A()LK#Qc4CZpGme1*#mBNb^YUlM zi1ckd($1FK_q8U8%=vj|-tM-~7Rn@{Vd7?bFKRDRL7T9V6vmJ&@ysqQ{cs+FW#HS| zlj387E$==~-%HVESJ75B_tAnm!)DOPxZjqOEcp0STTxz2 z+GLRn@2YgyQ2erLK)89pQg0e&~fQ_%19<5jx`pv={^x#K zfoAf9ykTTGEm>&QiU>^5Xm~O$K1OV6BCNTlc8j)$Fxs#&o^=*YvgkyA#^5=kuF<%V zN>5hxx|d4O#CPk@#HzAJ3ClZajzG(*9bod|_Q5!U4gw(BrqIuk6I;MsvYc3<90Gnc zk#qjBNte{rOkkHpGU*B#R67Wvu|t>VPfM?IUNQR2K2i1@#e;M~*W4gU}~i?~b#7huj94v6ca9M1yJlNzs|gUa7BVRn7AskG`tn(Y$LG zs&j6y8jF7&F#b5v)5*wAT0`adw&6zIzK($)9Efb4)K6S+AtOlYWVA2-gP5)VltY@n z?$s@n%HZQ$8S7A|hHX|cA~jl-g~B`DviCdW3vu~1h#<>-6F2~{_e;RO#)`t$Ee7iX z*}tSUsX}SoBaKtb$ehXZ=wHjYVjF$i+*KPzI;5h>S;F zAvB;~+bA#PDLpLI0_TuJKOClFF!_2OHyksa4i!yzFCV$Gx>4`TS#i>#q5bB2@#QO3n6K#RJ{Jgw>=JI=hSaCh+&T zlLh1VVnIkfRG*9mlDm3SK!fBn7(BT-+qhv&uok?ySp6!g0LzkMu~q5DJy7fiLnPouk&WH`N~{y3R(H#YS43Pd-`bbYO3G zidn_&o7_69Y+vGKqn^+A(ZNvG){S;ic@ox4VWt@F6+(&Ws>fk@k~}q?m*PvX7zB ziMOMc!zoXs4;@{7nSKNLB=<;So8BjSPt5CWF%4p}Q%F}!kxMG`tr;l?y0H|Ka;-O# z9(xZ@?+bs#CNTj`NmCSDTeN~Uc18P{xAC*?7?;7sMUmI<#T*sw0dG_w6bU z_1Rzh0psM+Ps51-4CLfRSh7R{fAUudH4o` zHcvB~!q9^y_XsIMYZ%0BOPIgzq=5+e7udU6j|tolhY$$a^9})bH=>h^HY-ikS$(=e zk)>_I2(;X9pntY9*B`yiDu%U>G4!imcNJ)Fdj>cjttItedstqv&vHx8YKmNRkMdIL z;xy5#QMh?)*!;pQ(23gepI8Ymmt>!qi6bJ~zC#Yyn&n+PZ>LagTa;aWEKKv zO1!HX<=SP)miH;Zzt2mWt+UXQY}vYMsW$EHeLDJ(k%IBsfolCjURPhS+Q224nWuzQ zy4Vyek}ABnQoCE4+zlqlj~nB&kfY7xm8-k#O04j_?$lf z_G59)wYY(bQ}kD(@;E!^q2-8RuL4&#&)J( zyYH9Ol&~H(&Ruc%=CIg%rM6P-*}dPu#5EiT#i@^?GHI=;S=tR29tYgWzMJ@tIO2(LF1WtfA=(B`v` zN1UoFVzbLzvtCAS_Sb8~B|sIUl;D%CPROpQ@dv7GFOc?@wY6z$`otq3cpa_G@McGo zJ1QJWUxuNaRjePOh6nNCi6ykGrU(4801P4;yzM}VQ)j(OK;*@XJ z)2Smxnp`aGvJgGG{R8tTd2(YWSsdP1t6E`^^H5bE?Y3z=w=IdqDBefPyw$rLEgQo8 zO$N!6?|A|vSw2KKq4-eG1FkRKvOI@X2%Fjru_OBf`C;71(zjam4*~_Y?hZX;pR1=% z3ZI|mJ9Q&Ch*d)l8isRVVi!W3oP#&-<+2I)b!bX4QGA4`8ezJtA=B#o6e)szcslV!W+75jW1xIrfJT6D zO?~e~n)&{Pe5UF{cOZ0WkloeeWRvd@R@fYd3=Y~oNjQpIZPO4bg22{Tq+nJ~l&WJ^ zE}9LOzFE;*gbVZ$SIy_zv|Yvu&A71o4R!CHIRqQh`3+;omKMFwLWNCUE!gq` zL))R}@2C|f8SQ8X;lRMW)LrWuIi`1vnx=Yzs55(^WLQS0#*M^v8t*Y8616jAolY)o ztqw^f4^V_@d_hMTlf=80bc=m-xxQLQ$f%_5_z&PB(X2Pg*a;P2j(*5B$ZGcymN}9u zWbU>4_1Y;q_m86}xxpu#FIKO*ol9YR)5a3er5YF?U0y?F>!+sHmF4)0OO2st0>%ph zE)tEY;bm~{)?%y1$&?fp`D=1l<6&oND^CkYhn`Cj2*?@f;szoQ6A9XPV`S$ol#Ac0~;KeQ-8%6AN` zFG)(^Sq^``qMPKX`$eYB{3}$tz^$P@e>gxrv~MyyXX=KpkWpaf$UMt!V;8fCYr?EY zlseY-wyBt3%r}i5bs4Ku86Lr2N;Bkb`v|x1V1?K87Ezb;QF$Xli}Ma+e2d zjna`NP^M3d$**2WB^xm&oOzv*U#eZnEeJVseg4_{6Vzd3fnlGQvv0jPGKr>=BCjde zT9=GL$UGXmCGjf6>^lDinM&qU8k_bwq;MjgKCU0jY$G{v>FV0jYmPzom+le< z?97z6-33AZq#_JGnX6S<{pF^OFmY)%;+UnZ9p{r*LA~tpvZ^V&?4R6^3Oca+PHq3k zm%OzSn4I_#!_9A2Coh|p^*P%W57%uhxy|0ED5(pQeRf!_kyt~bcahvDLT+{6lKoX? zW!vIO)l_Zn826nfs(5etb6Wru9-y6Uo+wgi8LB_jcV?W;!dYQEH0e?K(sU*BTwJh( z+r!AOrH44;uX?u2%tK4-W-x?c8?v+e)RD*)7Hh|qY{xOX2hM6y5-pUEd)IXLh`!}x zov94CMDSkNX?KeC?V@dOiYyIyy^4ktZKaV#zU-BP;8`e1Z!Xi*2$i9ZLJ>*&ZJVi%6rnMnC-(WcVCtIn@!4-n_PG=_;>X}X>==B}MrO}Ky*~<{ z+=z5DovIGuXP__}VUUgAU}FA6eNs=YLZN0s>({m;9~~y+)uPkxh3|X2p6BK062BOz zn!M<3nrZ1huJ25p*%-2xi1`??*0l@WWRf4CN&NUaU(d%8pLs^vJ34zb%I!e#to8kY zD>^q{2xO>z;Wken+LQTi$)o2%)xbAkhw1%U_9CM)?&nbJubjn!J`ny)r*Q#D<}D>b z75G!X`Kdoxgh-9wa|QoT5*0-uSVrP(;|d=VJtf!G3Juu~jTjCs$kxn81~=OrT{~LV zpTyu@k*4x6F^wnTy=RBc6;p;?JXmDLJyo3s-2MP}Y=C(sIhv>ptV+uzsV03E#%7ej znq67n`BsCLRjUh}IZvC!b_;1~F+)_s3v*FCluP7mQ!Bh*DBxcnm|rDyMafAoJ$0?s z@%3<)kMrvh_E5bk`jYD)>@oIh!axta?{-a@UZ;#mRG0YY`eW;*q;UUl4=t~~5xAOvykr70Z2@vHfcisI_nt5TI)r%i( zJj9Tv_KoP2RNy7_kpv{}4?LMZX0Mp=-sIKl%h;5$+`lEVJQ@l@4ZzEpD7z{NZDIIv zR)Z76x21N10R^uGpn!xT!!)TOguz{v;?lZxR>5M#Rz%J-=-Y-(i~+$a(2F z<^;})Udc2oO{b{)2^}4q*qm!1uzZiv)Oiw4K0f|XQq>ZViAD+bbyi>sDd%wmk{2V( zYoFpnuWquoJ4eM@4ZWs~e1~wkp_pkOY@`R)OHUIyDReqLndN8KG)RxM)3{(uT*U!uZwL)N>pb*3NDnJnS+o6GiZ#sZ>2j*0Sv_1FxN<+l!_!0K*6XkLg-RI7z|^J%3AXc?-Lj{6dE!9W734jf|yAgl6Ora^^m|=n!Zt z@4Yx~N5xufdE67t6zVsLTL9&XqGC<7b$*PljG7jYzz-Mf?FPp!zX*uSpC|5MZ$6Hd z+=6<3hlml!gFqNkR~0DxPfzj5`YLoR4RwS4hReeB!z;Y^)5kwV;Fv zL!qjw!+gWp&$C9IOe`1uioEPP#^y9Xh+Lh7eKe=qlnIB=Ysn zxG#*4xl1TW_+G9)z6q5MP$_@YUyC3jOiN>1eYVY39xMr#^atqMOI)&%Ir6GW&htux z@Qn+>AKgPu;gjR6P9>;j+Wy|j-W9l6WeH*BsV#r$(Jfjrgw5)Tec* zbha>4`NUHP1|>2RT`*!=LOLE!T2dkkMWi;5O8t*Q{IZp7_?=FF&w7~9k5 zX_>c9^~^woo{W9mtxN~x`loMAyKx_@(O2QWf*20d7?AedN;jE!Dpd7MG08#J0mBYT^-K~FJryQgVj;k3*4V(Eu?x@xy^Hsh6pOz@-~&*+&Jukg5^LEfXNhBR-ll&ZrJVFM#~_fTv^4#w%v4zHWB%mX z#)>Jy;280-yMact+PZVP+os3|%T=B}i(}){rpTFwmRi0wMXTwNCZ2GStkZk%cy~Z68l#0X`8w zK$8yY{Bp%6SKcua`s?=n`gPZ@ie-%XBo&ib-*Mb*{K~Z25Wwq@$r@ zC4#i@6Cc~u0Pp;Tnh30z29nI}F+0tH?~wUJ%1Xkzk7`OXSoKdgK%?bPPCeJxI(8v5 z$RwBzsFadAJdHjNwK5o6u#hs$AkRBU4>y@vt9ZCqY&-}w*q%k000mGa_6KWM5$1a* z<0#iSybsNL_gbi4d?hsUF5gB|YX2+4-KmuqDPL7#Y6_;*ZO05toXTftZhyxo*)0MLO2sUPjTHexgoa5{f%B-ym+>s!gEcUAa! z_1R$M*#I=G3niY~QC`4tIb+VM<{c5VH#Xe^-0 z%uo0K4E+84-UHn0ctI1K#0W|Uswi(m~Cvt~U{l*(NG2 zA)0S4&N@g`DYm~?b6%ML4yiE)3lYe9Or!MD&~Mv*WB6%p|NXqwdBE}GKm~^<7L*D<5tXG*%aqz>w52r|M|4|mC5WV*x zz_+ubyC_wFF9dW$R@Jlu#lNKWezG|E(jEt(_ z!C0NBwzv>GY&*GuYlywCeuh~4fjjv^-?a1PxQcKo%jx^FwEn1|d+M%zXoP{^3aMG0 zB|*P00l#N>y`Hs#$j~e7dP7iezi<8Rv0Dh~+oR9lX^030;@}u{S!$A(>k-<%tgLGz zSxppO!nz50ZAprGQ}Z$l>FE}aT3u{##^?YVlyrhQ<~Fjor&Cmu77b+tZWBHMnCUN)bVU#o7(?r8k{M8eEUgNA5vrD{5DMvdF?t1?I>7x+H zYl*PuH5Ze|D{>-GC+1J4Q;v}}ru1qN{@hVk$YxzvS^b{TB?im9CzKrp_OIUMP zqRSX8pBTqJ6@H|vJ*L8TA(^zFpz~19+J17p4bJ0G`3(B7)_0QeaMH8HvZT!e^GRUE zRhPNtUtZNQdUEU;q?4Su<3y$d^&rMUnKd)AJ<(*HiZDuRx~_Uu{cPO+X^;Lxdp9}3 zW9+FTXZeECi4|=7olQQtPD=0oA|LF9aA(&#*78EFO7xRmll=QrjHfI4#TO}oXl3%E z5#e?n!JM{V8eKT=cOui3i@>UroPAdfWWw$;XzJeVJoqKrUX$22rCmu_q#c$@AasFOwO5#Oiz5r1JT!~O z8-&J%+Id@S?>*WVqu^~%@3W=z^#xnjT%pk(B+if=Jn@CCW&3=#tN7KDP}-p8Kt>{6 zaUemxw%+x`IAiPc%-1Dztqy5)@Js;q z;nJT)Vp3NB&OST_D16dWY2P9IwYFr(YJl_|>j9gbdD|?u9nM4JMS&ynZTaH5`G+;! zyinNFG_afPzto0Xw+?V7U!4c(QLX^_3=x@92e(i~kgv_7DUmifExwg)U8SefLKDeR z{uB>l7v421mRgntJ}NZ14ECBI6id_@9PK>TIwQu1D$MtORhn!nAihFuZ^u2b0A$9a zeK@=>G6x3&F+eXD{C6qV^8fv)2|=^v3r!(F17`H?^>;|c<;;n&a21LRIRrq#j%Z4V zO{tdD-|m`4mc*Wqflo=d@YG*w*3XU^8$4Hv+Aq}=T))?}^t(Dl8S0mZ+$CFi4L+cQ>pqxsTzpxmm$62oQs13{C(Mp z*JEZ)QqRX8HErCbX2==Ccs&qgA`P!i83m!v&^i^WV}n&Sor@Y-tFrfH#-2R0XO!7D zPLcI#JJ0U=${|(p3^GnXw9~p*LasngTx?|FaEI!R27J&PAt8}xJ&oEYJG{{82G_*X ze8JZ`gN(-rbSR8)J+TzeHq3;_#+JV=L$Hu%H3v5w6Q8N5h`0J$iFV%bpYYJnrSOrh zUw*P08zUcS@~-giDeE(migP)1#w6*c_Z`Tdp)P1i`@OQRNE}yrY>fPvKnY>?LE-yq zqu{bd@iP_IZkk@PoHe7Hy=kp|M|*~Qf;Wp>v9dV0%)(`dw>HgaODatgB+nj>0|SC6 z7!>cA2E#u;xw5m%5xOnE{Tj1VgeLqTnH9u?rSL8c*e1Qg9+)!N{SEZP@qJ!_bmt=W zmFtJQrU_SJI-(vt=Pw~EZe1qL6a;9J(S@TFZLqAa6+*ERhr~W7kqp z<2d?uA*P`1j<&XeUn1w)=>pN0$(YH)uEFElvTjC2I7ZKazD&xY{@Q)HC*a|13u}%RMxhjU{BuVySM?UB6U)6{&3Jf~P8`fLo)?PY3gTE*%#}0R zPhOi`iBJ^?Fni&M;vkHNZE$boO$J}u@oHTfz0kyQQ9J#Zx$92HsQ3Lc`&hS(EOSSP zq!eHH_QIv+>eZDd| znpApZN~*9X%q34?U=q!YyMg5jPz3Y@-^o&0wAL~r(>!bBFnY5%{qqnVMJ4&k*XXN5n!PuM30M>P` z9C}-f1`0MdM6%H|GijU*AULE2Z^w}j-T<@2Yo6osnrvf@>iExp@kBSh0ItPc0eSN~ zWVZxti?!}pgwhl1G{g@_0c^h+*r{>K-d6x4QikD;0fA`UjN<kCCS*1d{q&Lh7n;^pd9zuJI5l|>{zM~AA@FUpdg^&SP>B!_W3 z>l(IT44NpB4IdH#*QhCU5It8KpanW78a(Qwf}Vh*;8@9y{tmG*M$eTO`E4uIs6Ft7 zQbb+tX^{#oaLV33^w$15y2kn=m?l4FW!H~&`N$-PF&*WYk{-Fv(7TOSTlpMA7#*5| z@5$(Os6001A(}5~10fAyPX(dgB@JDthMq3$+%>#cmYYGRLSEZr9b2}I#lz)MBk8Ki?0?QsCL zkcov3HY!QSBlJQ1V*G41e`?E(EE%Dv$D@r@F5ilgQSN5=?eG!#vSW!J3Zw&!c)Maa zsK7WivcgU=1O?U;&J$=kQ^%4!CaLIi-S5i#NmqJzaadk;-M=(*NRNB9-6~=MeG_vJ zen6d>a+mxWJ(beAa!|cWAmJFfc*$04pcwMTKQx*%{Cw2A-2Agm`S(uIyU{+3@26Pi zq55z<^{2=yni#D#nga!fPjUVd3W}HdI&u_L9KLedh3|mIH-}v(sKpcy57*;mxDr77 zO0JA!c0HowbUBY(=*afX+9BG$kV&delMetTQA~@&0-5-0>-+}gbzE8lq{tLk`T6jx zDf|~66&e}_EWg3l6-=+hVD_t8<5xzYc#$^f9tR(b*0NXnchQ*dG2`GF^I$S&QYV%s6ktH)x=-V>a(KpB88XN*q-un{+8GeEeEHDv=XKS3 zhi9&S=AX823OmaYf1!iWIf;omgNUqzGNDeizO-KGo43E#U8|R_DOp#Mw_Er1Xd7wy z+4_8zigHKoBd$QYavQE z$s!TF!$9i=VU*6z7~FdHa(yPDiiMz{tF#Bo+T4X8Z*UG~-_O>$;c@esSH@>+9$x<& zyB~g)(!0ADCI2mTw%E5o&zae~)9v-Kk$m5qf-eNEY~7S?`EK4*MUW(wsPVJ|n}FjD z2ku^vxJ{qgHwnqI8bw!$rOC3g`+M9qcJI;c_cSwUpzAjKN5YhNBTWR*<&eFAJ@f|b zfN!10e!1i%hTe~gnrT6^EmPV}exzOeVim>jHo3Q;0nI|f?+X%h9;mXvaPWb$ZHPZz zAK`Wte#Ua4-L^!~)ZDXSDrUmGy2s+AMq^(dz3{N#xEJb!k22v?HCd_p@$q-V6&*Ck zG$U%|Bp^SD@ZxC9>p*o1rb8N!1RHBA*fPnoASgwq`n7T;ZS1xDBhI0HgE#lsRy$(lFm4?Tdq=R0q;k1W=o*M+3bW zx7)C_O+xGzR9=5aQx(RIC*Ptm^$)e)oo_eQ*UbI2`V=O$qT;snqGEKGPO)9?3ownz zI9hlcI2nS~U?AybC>Bn8I}D~=`IpK_qe#ky>gmB%q2%bxQctCSR`d4R`{O!9r===9seBmUCE7gCds0HLiF&=z4G(hRWFVd%Xe zJO|915tKAIXxzaOGSLNQ!qhtY=O-;R(fLQu1^;h%T;^vW0{ho zoA!nMGDOgyA7x{a!{pnmaiFym0HnACX`}DavnzP$sw!p&0btd2Lpd~s2S7U%RO~Ok zun{5pC*vhx=+(t_A9TX+hL*hbi^?8fO&pf^jNElwTji$N0JB3Cn z^6)DyFjl37)^6gZDIxX8(Vs@ZD7+jjzmUX}vy-^l1&l=AF4-e!E-)o{U_UqG&wBLI zKiYNl-)57*Uz*1p{t^m6_h=jj6vQfJp<6p-9ZIYSD5;93vPXky%ixCwUeb$2lyo~K z;U5>US2JSmLVxI%?aYD&%=o)m&`J^MEjN&E-o8JuKHFQ2m9wnraTM-(*TEOF|7+%P zk62CXERHLs7}Zoz|MGF_^jFETEJ?)W*z-MJEZR2@i>vrbai`romNdJHO~ze^?rALy zkgq3WC-<5g6DvXWp_I;=#l$gUQ%OlXhkuEgx@q&L`#oo&hU8=&qk~8fv)-3&or`*| zhJpM5CbZbfq3xTW+RNBDPvdt|5Qj!mICHRe>Vnq z*T;J+g7qz$)5yjY3(=U`Ib!q;bD%N*n#E|x%{_W(_IDin9^Yx*OK+Jw4|i&&Wy3ag zRiS6memkam;VTqvY2-Lz6pJ2 zXNSuGR#!6FG>aHzg(P^0<=Gean_5iY_Xt zje*|(vBmS$RS9?Nkq#lx%TKRj8h9f>m9)?7A|#XBwJ9yb_TiqG2*1I~9Hh;nOTX7;{bOT?jy#Q}P$@z*orGVGo1ULf zNSoJM0-Ydgqi*}#_QkgJzMY1m9sCXv>HrwZPsiWf&%4V%*-ZXb2e{b}9qxq=AC|)A zBCjlJ^c9{N+3`tQCJmdeUL5?oyU?)xrBS^5Fz9meYkG3rZDL|#9pama0))3O=VE_L zzn4=@$MX7;+kGvLE4PpSpC`Ng!&p2Rrw`)trI`U5Js^Do9Sh^Ylf!+Wp|wg=1{X%) zJpuauRT9VD9XZPeOAMmpE`-uw=Zo$X;b(CmtF#;*FJoI$NhfbMrK|+dPf&M%hZw}R z9N`!2UqKwdS7Lb>qR(eC^7W-vp5yKyU6;V)5+_w%`5u;NH`80)g68HxAPw9cyH=$e z#-nMh)U-0p5hT+jYhgVPQU2-VbDPy6qZ)151=5huU2DruTi&2em89z_w)C~FcI_88 z(63PizSx{LNlW7%tg4z1daAQyT)%(!7O7#xa*z4&g=I0$hkNc>y6G|0M?08&;g8eL z_I}M*>^DKmp=U~k$lP@wyQhAY8m2CcL}-(}awy{c<^Gn?hr{Zb1&#jrrx>o+^z~^P zM`L*omLZOW?YvZMRKn)1T|A(DLUwQe1yJ2F(_P?c9$-@Zrg8S?zp;#DU^g9~x&TD1 zZcYJ_h@)8Kuh(+(C?~gNQw~yKHEa9;x#&#Y_4`Ti(`!Zy2pn}ZIgXP~j)LH#r`(*} z>=11A&NClsgb!@nn#GUh(i{N%v~&S^>Tm3wzyF4;%gy5Up{FH@;4NbVFdw}FG7(c=S+G`T3c$Tb+)+G93Sv> z{_Nr=Vzn!rS4M%5FVm0;kp;M|X+mVRtwB+&U?uPs4qF7M;Rsd&ysKrd=O$HZhV-jK zzVvs9Ji#9SxFYw^4YkSHPcb9Q;-S%goJp}$EHVa0MkUn%&gL8)d>{Yd7EAq!D?7!_ zJneELCPr!Ib&Y-hJc`5Jbv=A+h%X|N7EB~XP`vsIL&iGlVc`S^WzJQYvA(YOc_oCnC zWuk{3L$@WJZAw&s2BFMr)UsZIo(lar{QOtma{?%z{SQR0m0vG$!a`u$9yeiOn<(2{ zke32zT))#H`T6zQB4$g`K!w(-f}u)<)-lv>&(aLp4Z-p@1j}1L9jlQa$j}rans?xL z!~2_;E%2+GGN+S{RU-rF>L?-{PLltz;m8$Pe2#YMI+qb4w&$-j@jvsKpG7E#On#<+ zA~ea}08V5lUt5PgfK6ZS!7aXHqaH5DUK99fh5apT4th)T4;e?li}3!_>;Dy*Nx$!k zU)GOJAn*)D_T`{I<$xDi-9s-1)Prw;_3-fL5oY^!@vIAV52aC#1DLe31-o;^4ZZ$s zu*jvY!af~Mv^ts}6Rnga>`NZU@e^g{oww1&G;uP$M4{ra~J9mfc7mX z&8g9qux$h9D;2huvfa5E5%>R84D+8g_kZ_qKc7eaKOb3^-Lx}m<}>GMhXdLEDC#<> z^M}<1zp!avRsp*15!gxoU}Wt6EAMNelW0ovzfo1|CV#r{NA9W#Tl=YzR?g6` zHj>ecPhcq=`+2nKeqA?pdw;Q$3M@|-J)OI3qIEXtuQcyJ^O>JdqW?}sh2RR5yTqjX z6Du(m!qv2@>^XM>d_iLPhWOj1mIu~Nx~9|ige=i_p0nHqHL@v(db3AXDIfC1BS4^O zoG?oZ12ii1!~)<5MrP8u(9M`_C)j)`IS;+&uMv;k%stc-O`s;8qWl0V&4TwTqTuG0;rJ z;Xkrb%zq@n{H+VEM4DEjY<86ns2?q(DH2ARU=eO79(ELrr6pmhHqIm2So@pZRNzHyUtiE=kkw4`Md)u%Mx{p_dJBNlAZ4L znC{l;JdodVvn8$)q4`XzVMpiplPi|2Q-<4Sv_OwP0CcqOjL28A!15F51-uG=V5y_n zDWZRznnn9XYv^GAbBiC#^nd!|A6wS{^u-_hVi)H*Q8S1rH^e(DBjW7Oh|_=Ndyl)w z6T?OilW5Wk>`ZSxtInjm$!}>ZJUuRf{5WAtSA5Edv-c<6B@UB|&m5N0eeJv=MEgr? zQpN6f2&V7OkeWyyhFAK0#jIx<&UUMPI6n{_Uf@dNCn;@*8q zE^MGSBYJ5GA>Aw;f!S5BU?IL2Xf|>7$lYb-`o@J3lD)g{b7;c`%6SpNO)hS4v|$|# z&_Syj&ktKi4fPoag=oc`kM7PI=8K#h-~eY@8}(3cas@q(F(nI|aOXH(R!^8#6{A*+|j-^@6BD=m8X$ z{My>pFW*Z4V8tLqhAFsrPAu$k<6(6Pm+GU1ZR$ymJxF?KEiI z<=yy9Q7G=bd(^JgToJml`p0rx$vaShdG*^IAo?^zgU2{3h>S5Xywsrd20z>;ZlY&h zSNQQmo7=_~=HA*&ydI4r_s>GJ%gkHr<*1qU3bc1LQ37?dEl{DU{sh^s(7H8e6q(%g z=!5f#SlLvDG$rds&D2@J8%LhEn$>s5oPQ=4FK@2BEAjF40lxzdyZV1yVS2sySQBT* z%VY{M5Sp-%s274|L9l>1Nd1Gz9`pA=pi4bs%Nhyu?yaLsh+a%s3ARebwue>VEz?iQ4n5s86Z zR~T@Enpzf#WB=0WGx|Ye;kbL`8^)o4~1UYO}xp*|ZRa3Vz&~SCZNJi(4C+kFIU{=NK8;h+q($qC|QHl+j zo^YE^T%(ZufE;$^YQGGVIOo{;=NG~x&MLNP%ffFS3o+*Sf0%mbvEN$kD+*0M{O3jZ0fabJAJ{^qA8U-McUG%F#}<|IV=o!Q*t_z0V- zdg#Dmv1E1;lKU*sD)@<$+IY76Ah!zsT6j?94SPXRd*+Xo@cG7a6gBepRi=Y=d&`#3 zq8+%gsShYK(=33S5{b1pAICp3Go1jNkyIH)5jehLW$P`x(;2LtG{iat{M%@BJ+B<`6)2YRm#->ZR{;z>c!a>3FOZUgW{3ETNM!nuAfSs>;-X+ zEeUQ{S0Cu+h9Dq{y>g2=vS>LEk*78|)~+Eoa)>aMl(`n3Fyb@B{WA6)^9A+I;;=Aw zH}Zia(yN%~5h!X;(Zn7~JC75Asg+1t2!Ou@h1{>sYVZSTby59)vPb@pUs3-r*@rkJ zZ519c2W`HvgB@1}Y!RltoJxD96D{at%4M=hM5wPv3ih1giO-Koqxwj$dTGJHBZmO- zTdp6JXVvIw8HmNa^}0J*1!f{pP?Hx$5ZOPN1*sT4(L4He2E-3`oh1o-F|yu8aeU?X zBOOqN_3YBPDb1*oH7D0;RD_K2@mvcb9jDy#9ge~Pvi^Ww?Q53)5u;4tKbA)WvMt^C zag2)Um#q*tuYu#^IjEQS%_xua$aNO`t}M3CYI2q^pr6Urz*HgoQi%3OBdjjOMC2GZ z`B_$IoC}qbh%%PVi}-2U?_C`m41yl6^s)J4zt8#$Honyyf^4fm4iCzqJNP%#U}Ndu zmxez0n#(a_r8`)ub?L)qX*@F?lFU#!0RPZe3Ls4WKwa277SJ#FU{!pP@d7Qc=I01j z!y_ez-*|0juh$#cP~9p3&3`)JLyfQWK0h(L#tq{`gLTQe^>bEN&7hoiV-ZCa|GpAH zz^#9Te%E!qtYfjpyfaeN`G!Is?H!g3$LPn=XP6KpihzFh8nTGJ)wt4lJTO@{@i~bVODSIOw<$$j}S974KsyBwkE6)FaU7=TO29bGWw(dv$_W~SqJ>+~$YN-y`;`eJnIM-_Ft zgfRp_+h2Pn8EdNo)Yt%H+Fd2k<%{Zxcgciu-SFW@-=jpLjfuJ=ByYO7j=G`%tMhh- zKFjMUwXJF5Zrc4GiRR>X4V4FvGiAA({J8u^@Ceoj@sP#|LklREoRF}0Hs~SSim&c_ zEOLIEGhzQ28?FVQnWa8bz#fDhxM99nzNvfowy?2!7!chpSmNou!AsQwbPNs~a$ju= z4ER3jZLFCX9esw-dWba8<+Rz^s;^n^y$%%FjH! zN17^hX*XS51WICX=t?3D0+V5tKCo&D+a?5M2sbPLhzscNblc+dZ($epDBa#-)jsG9 z*GOg?qDL#UR#mq|auOj?1Uf_A*giag`VK2htvUK2Pg{Et7mhI<8v46QdfRX)IcdCynjQe9t8Hr=K@qs5tqIEYYk32S|4*;Qo zy6Awt5|`Rcj~9WnjBKR@+Zzhy7n!67G84S2luauw&W9GS*-LmJzc`qw3Dede`UYwo zCa<7!ep?J8dBgR~ja&iHy&hk!A0IYEge1BcJ!x^Jmu>zy-Uvi5)LcQ{B@Jv*8L0oH zcR80sDjtj?2vNlUw8B^OUgboYmG)4@IK?LWbuumnUq&59m1_@) zqyVyQM6aANVDI}MKoc;_YMzZ8cvzgs!8+x{_I`JTQi_avaFjpLIc4jzo zf0?4cM7T9tPk3+xQzQ$At$=CF9eyp>9_7hjD(iH8re0z?;`K5j6{&=$q$~dvFMD74 zZ}F1;qZP~lt^2?}d|&8gA!`2xuqA3)v_rLn0P@}>1y@iJh0KC{mCSB;SGy{t35N!H z!ndnWz4|U!ssFT8ftUZ!{kI`<4+KBHitfM3E5yH_%lS-NGY;QJi3)bO(H~10=!n-k zvlW{mg@CO(2bjZ1h(RBL=Mq4zFngiVqEnV9l@I;NQq;_pp%5M0Q5HN$DUw(aYxDnk zOaFhqn?U?oM@BGrFmrKrHaE6M2B#cNY>?U5$XLk!CIkeSrL65-&7GO0?2KK_CCp77 z&CJ1B&MvNGoXiU54wkM~WE|YgN@T3e>Rw;XnUzg!)LiX_g#M*I1gjl3b~TpI^$qhL zC@UVajFSpV$j%-Ms4J+na#Qq7G7NIl^0m!PP;e}OAvVP9|4bJ4f0sqv(ZSW+!PSL~ zjRTyi$}H~e_*Kl&Q;&s-h3xOf#mWZ$=jH|f8!#)Hn^_zGmq$MvJA-Q?<7VOgM@_2c zE{<-_rsghSjU_!@rPW-)>VnhKYT)|VIscv`B*ZKQZXcYfuKqWZ`yU0>)mh1S{)(sy z&SnE=|Fb@Ib#^jt4%UAurw#5FbJM>?W$jtW*#1!+ILS)J#`TYqvi59bZ2zcF2)r<> zI{s~)jD=av)!EI|^`D};knu398=JT=tNpX5KO0+`3km((i2d!5|9Zs!b)>W2{P~LZpSa)Y2=_J{`39&a}k}qM}5E*LMIP2R>W5imCHmyzYYqzVfzy5g} z!*?!DvioFx9rG!{LI&k2(btpH&&{c0v(B;V$?z38IQ-M!Xj&^qcS~O(y9Vq8epdM; zzg12tXO-ZMN6I=eL7eb1y|}(_x?_w$7g!1 z(X`8r3MF3>o7`?%E=N)0$6uFiA#7pEFhCv?EfHgVsdG!B2)ZxJ-woRC=8iU}Ds^dB zz^al^AeBT52N`XcPS$nnzniNz8HYe$ z3)>w(VA`4lO^=*mbbopOp49!h2_G2|vp;{)2#t852uc9|*M*v|57vm+NZGL>Eq29{ z%b5lG5Y0n<(=43~0tayC{jIrSc6djKlyKuQ^Fi|A8t2cz-53|TNgORfTv3K-PMW4l zAs?3_ITUeXp)S5^BT`5j-h%}hL|}M3oVh~|UMQV(KJgGmT}=qf_zjnFzn8{vNxspuc+k)J_xo3%sjy6ImM(MV}jjv;+qPo|aXxKLh{JjvyZap}zEGj*Q^dq(zA~H-C>(y&Bj^_S>qa> zncCaZR)VK*6GiQ*&=o1jvd-dc+av0q?xf;4S??QHwKo?l7mHpb+qJx#umTXvF(+_# z&Q>&MHe380aPqAR8)mmnC7IRr&J$APyKZ&Yev#H)s!drEYG)z*9hu^pw zG0n}xz`-(S#=I&ttlOb(E!#158^amuMn)%KZs@8({d$)Pc+ozdr8kDTeeM&KiJ7*o z)Zx_MwZN_8;rJ7zlh04MhwNre9V*GJ^-f%$^y5#rrTTzW2TIKci{+fw`(4P)z3@UW zcFTgh=~!%yoCeKF*pji`0;b($dI4@cRwc5*@K9hGm>M z)+dSK-w||uR;}B{6+J(`k`w$uuvliJ9W7Gn3@#yxyr^Q-@tUIH6NlXj%rdp6Kue#3 zW!ocCjU&onuGY`wxc^;}R#h5*_AE2~R%4LaQeuonZw*Ud`z!a9qvt98@*wiTLJu~1 zg!L>uL0fSUZju^)6Ym!vKWKv>d6-Tv(*M%xsz-RPU~_?qj<{>1H;~Xi48+2sB~3>- z{QcEEIxQW(SGY;&tIf+cgMF8Fz{O@e&ez)PQ};Xk8Sys;dp*Uv{9F@a79>h9zB3MK zeg%QtIuriIWIzrk$25H3d@*zeDmw?FxcTmo-kxwrg$^n(y(oo_JvlHf0Nc=}^JB&$2e`y-H}gHOKry?B#eVK=}~Izn5cX*^U_)zm4~JWu9iw zLidU@R=v2=o=6l*tuB}m6Xu`7D?8e_=o*V~&O>Z#;o)ze`?6ir^UeNb5TU%t+0`m# zUA{ss>({SIL;1{$yM_&Pm4hT_RU;G{HHFx5hZ|bV;vRxrI9ejM;c18eEXg?6sbk<;wf#%7-e!UMAj9TijL*UCLP+ls!m}{!*rvJ89&zZ%sV7l z1$|05N?UPu6$)U7KESbZA;_H51S)E?^AbazpnnkIHR-R8BH*TL_5m(O>&Hk;gyKzUa)>J zN9q?`SDcW*q(si(K{Af*6|z&9#rr*TX3|=U~ zI!-l!yc%)FHXFO!P)5`Pp%XEl13l4dpGWKp`o(=-Cf`yiOWe&5?>^_6DMtbOKLe@L z_9J2xDl!aldN^apYW&I~qoViSUkk2o(PUmfuzL+)R z5~bmc^bMX6=}~F2VA8X6<7=u@^mkVvNp%oW^3YM?;r5)($5c-=%9QS!;)ZW(H!sqiR1?Z;=MC>au z?JODb-D0*;J_Ouv9fgvK51L!YUo1V3D7L@eN9_DVQ0=s2Ooq@ z8jTD0<)=^$f`!c=)UpVIy*^dr0de2;2%cP3Kj~~eB0)X>2wC}h^i`)7-B8!u0q3mg zZD=|;duIq1Dw)ad=lJV{I3y3mc$PT#$Cnk_S-uP%kDRSm@B0W=R+lF8pQzQ+H$;v( zx%*k~L&bbjZwYUe*6{})iXPvvJ7LNOimveu)IviMHLz+Yf}qSVhNvNR)Z{M2bW9?AQ`$L&McpD5#xtp1uqls%7+8T(M^QM4XzZp57h68^Ss?z`Aj&qf925 z9U*5B)n?-_#BXY}kH7R1km*@#;o1sw)^;XT@}^xTMjneGUsS#2b*lWXoSTCYWVkU; zT-+uVkeDTn42vP)iVzYleO-TwdvZfLdAov+5$en$nZDk7bI_G>4MORDH=vWBH9vJI z48lyI^UgyHlsTz{cj6op6N}@(9LmcpuSX6{N%lZ6|6CZKuaqj=nKZ$KIS=Qv5ogle z2hfO?_Kx~=P~@PmJGpOSBjh{wjbvzbKM^tfapYSNF0RQ8Rxo>_08=8fHrfr&euyJc~~+_RCd0xF`x8e9pr$u6e;f|*TOGj z&IKS8&_MWgbp*vTxfjoD|MHl{##1}Np#SEYGO)2sl_znrEGxG zC!Q#BV7x%z0 zw$5zq5O*Gt{)eTw;k!kwuAfl>MXZsCC!JE=9sd;4_il&+dF_ zU(RPtZ>b2ZZsyEGiVJ7p+7I5EZ&j{wJWkT%ZkBPG5JZuQMX?Oi)#+b#GVz;5nnQ5Ol-*i-aHW8Mzw1(C&PBiu3QDXTA#OBMnR=a;b&W zheFpFsC-o6u_kA0Y2Vb`F;EqHDd0c~=p?S%1f!ScNR!LQ!^cnPk9foNukEKdEF?Ur z8+1SWwc#Mm>TeGg9q!839Q_3)!`Y$=v67PHs%VV zW@lsPIZ1QzpPG`79gDNj@pC;p-JLw*s_Ogi(4f-x3onk+g_(2h<%^^0yKeK*V(Y(s zZb-;8l)v#D6U}?sM-(3Eyl#Ww!X{}BOc`lia4hN5Jbg4h4T(fF=)Gv9P94F zFd)TNeXiGh(oEL?eLp_oFLAoeO>?{-D#c*>(iHXK(-#ugMV0YG{%WUdF^12ms)&CA z+krl=c;|hH>cC1>;K~xhj$9KmLT893ux4+S*7H2NOK4|#M7Nr9bM%1Scyp7Vp5!^6 zM2N#<`@S`Mt4r7>L1^hAo5_ceN~&MVv2~m*T|m3}A-ytURr`JqS$9}N`*$vGJJd50 z`43oW$vS$;>mz$fM}8h!EWa{{?--r^jVH*WIu3UQv)|%rlJTv0|Iir^VdB9oW1~o4 z9IVBQ|3YYg5J0EU<<#KdE5O$SePgw}l{kjr%Nkvok2oQ)$2G1wB&**)q41J0@w4EqHCZ!5`Ioy#^Ug7igOUP@gp4Vbo_Zc!rKe?@D>L(ekUXhm!N(s1nHoAXd?!BWG(gf1PE@2rVjoVcFAgQN)5b$QeB zo|G{*rzT3#@dk@P`fE0pCT+d;d;N-7P?{ZOTv)oS{F9RvVoS+Tc|C}qkHNZH%*1?= zp-nyBOwrs+!x$B}wFhD`PLRN-dYq&)T(;gO*#4W{H+}4s(qLIA%^uBvQAJZd{e!$n zaSVCPEcu-dq%Ewfw);@L*)$e54(jNbR2U~pE`9L27k>jsSwHr zyNU*Ad4^m`6%64ZoVyIVtpf)cjuhS3XO5OQTqWC>d zim+-S+-Rhj6%FQcQ)7jtgNdpOf$Edpa>v|1JL|>VtK_Br@*XKg(Ws`bZh+14#E=`@ zs||dPu8qOtGaL$B3bhHc8vVs>e-$`4Rn=lS-O{98=l**jT2`&U_>}PPpc1G20i&In zdQ&O?8QS?58~hg>Pt4lY<+Hi7xTF17M~A;)B@eT>qn)F(+E-&!b7l#1cWYB~RcSGB z>Mtq_MhWfzqL=?wDHk&Kzs23`9l$9zmcMA`|BUR)m|I&~xstK6u>32y%gM>b!mMO$ zZ_cdEtmbCo`WNJtwFhI5|3o4G1=(cQvNi)F!T+fDU!h-_sEdqAHOzIA(UcG2Q3yg7 z%@$`&S8s@98Yfft?-1j}SYIcy)@j9f<-NRM=Q0^ludyJcAzBbV%iq>VM`+4glrll! zrtA%%FenT_CdZxHUCdZ4&}aE1r?~RvUJ2|S1-%MY6}ve5_qjYjz6rW}1nI+dUBuwT zm^(W+*9GvY+c*LMW5gdpswpCRe#6q9K0DUEaqj*HZ!y3T0D$sqR#xJK&BpPV-RRQ= zA|m_uZ4(Q?8>C1-T*A3+(!@rMoMlglC0^g$3SkL;#HBmtC@sk7?_#=nHzV zwW?_aMgSV3>N}ETyppbcir$ub_-7bEBXFwIt9jFEY4tq2hACliDU?!kkxP09;{+EF zDK`6?Ow^hlc?EmJxVJ`j&S9I}5eZ!N(bo~Vn%3tDKIT1Yk~_s}qikWZ9TIQ}IP}8& zk&?5xF%s2I!d|g&&~K0c{DH$~UCI(u`=*7m<_dhlYU}J2A*{944~!+_nUiA9QY z%mB2HjX|H*9sH=h2yorH-000&`*`Qqmow;d4NU7iCBK7(ClejIBU+WKNQHht#%Y=E z3+Z*vX+(HL0kW=*@+h1@0Ih! zc5pw=wY7x=ta1ub=m%mxw>-IzIUoTdkao7b31llapK<(*d#bc`A`cB*h`J2R=64MJ zlt-{|ze+plP<1v$Ilh!>>YqeqP?!P$C?5+?SDLb*cYn{a5wXuZV+07UaLHGK5H4&} zk&Cib-MmdxL0WOgjrYVKDF9#b_PtR0<(s2PSctUPA^`uzf`XifT~$KKu;5!UivoZp z@|O$HS0gtBdC2+s0(jOK9^V-abhgurx zq}MJAgpz2hES+MO9t1``w`;>P8>+%7*yuOp2Kks1*`NUtDUrXtyq%i8D29-4VrK=G zm|7Mb{G_)K07P5@$LF^P+J3`Y1qWkKrTjC-^h@)k;xG*mfCvQt)}QQ|p|%^xpy2g8 zhBsWjj;@EoFH(TLIka`F70ofqt)_Mjo)CsNtjsx1A$t9EK;R&hyzoNt4ZqqqCcf~| zS3x%8yX(ZwwrlcZ0z`zf|~I?+j2>Dohn`qps7^XG0|nwsGIBRx~LieAQI zcPv~~zGO8QN#OUp$+dx7D@xk!$yZg z?;}-(F=wNxujS2!s)Up5r$r-3>jdZox3y4rFxE5NUX!;{E6)iy>)N;9X$)iYjjdc_ z+K;q1FQi?o5a2G(`QkKj-*5Hr7;3{^(0vTjotCcUd(4hG)WFRqJ9WgMh>y{$@%F~CsY~->F<2%x2 zOB!kSQh6uez0VkvqNYn$?>O{QXM;y;#;(HzUBb&4-nvjf0blY!kExn3Y@b7?dV-j( zRUv1$biApe$GLfnZ|K5nYMOBFX1brE4DW=(x&Kv{0z)b4rOiu2mq+L+m}VQ9)M$lO zA@OH#ojFFWP5W%x2E9h;G|Cy~{4&L^5Ph=$lOk)Iuu6VqPAOIQu~=y-t3YiX3fk=*v5}cQQn0*mAq?|trDV4Ru-r?ezfb8vDC~u~$;Cmw2Nv+( z_yg@`cT-O@)aj^Tg>41GdN3s3k_qaZ8}iIskuzgQo6a)wtfYi8)`v}G&bWnARotq~ zc9h0kE8Nml)+Tsway@^6FM^bMH|F+<&N{pMH&@Q z#|pdCn=bb67z{Fu(&2Z!$GG_sA$#OAx_RYGxd3J;xHE2!&xPXDH8$;}F{F8>c=3mk zqsgN=417Pmt0Y5}ql+$TKT&C8p%T4MIC9z2*GF(UCLI$eJayXW#@LYsd^RG67n+^x zDL@h-eq&W9^0*8C=I@jx=DWz*!r~`Spk(Tfif-ibo$htH~_2?+z-&~HN5*PK|A z%B!GUsnuccyu+EJ2S@16t;kI(U7j6ItxhIZv#ay7i;GS6+*NPvU%`Un%G9vYAi}wA z8Aq6yDDZ%FINh!^9_g%DrwZhqUSpp#yI*sW^qPd>joP32z$d7a&{la-BAYxLT)pt+ z4bdUn>N|7uaaGYN;dlix5tTs>mBp!Ty}NJb(`SEROf$T_Jt)k$0N~}Z<)vow%)dpK zM|DSzYS{2+EnSDfI^ONFUoMZtUx7ZS!+=u{b$@5>Av2ISG1bQ<-kz z4;7|b@;<5(-H0yCf_pzWK-D(0kyLsumO5fBMo(Fp(|7FWEzK)yV~{xC4i#+>Y|dM0 z#x0;q3L$BR&M{O3_8xxX$QEf*W{=0B_b`SCGB1CDbal+mfX>)|vS6*f?xcWgZjrH-XOs4G|~;NkL~Vw72x zyG5Nvb@M>ZhRS53=ut6T{@ZlA8o;O3y;le3R^p9A+4^C6L>V=ox6Ne+@odr<$*BW{5;@Ozg z%H-6<_B}((sm8C2hBor9bQ<|wqhW5HGdT)!#y>B8W+{5&3gLn&vF7l2D8h~MS4k^Y{8Qx0y&xB$+EM_l>Ek9I=V<+-Tvc*42 zx`OR3tZ`>KK0V+(j&TqtVq!Zy-NFI?>|Bq@O1YyB+HHlDKIr86WC{Q^c-pTioL_^a_J1`da6GgA$&TwOQbwlfXvv|kVrmJTYwJtVS$6~Y+74ebDb-8ZKUiB4K8 z;*6n*i!d|T%*j8EDyIB)dS^Z!%q3E`=JMz{B$*SE1;+Ci7lnIpkty{_d2X&%f9qL!FJ0)ED~x)|j*CnQwBMvM z{CPpwofk{To$e0I6jzF7S4jC_DM|`e8sYy_ob%TqO&;Z{7OnwGPSxfC@v9;K7d9dK z70sA6*$V3XLg-7x(J)`{qcvVOk-SQ*9&!gYX|~%aSd29d`rkocMQ8CN9c+osJ@9D# zzV5N#cT6~n%IRZZznSf!0?+q%wrZ%ogQVgeUHvhv7-5K;wOMqB7gcTy znU+zvo3;S&-LTLsQYpTDGr2P^YK_2LpcA14<%I~NzsA7u9pdmQWtpFi36?hnH`!UzGGd-jdn z+3WI$DcNQsn!kq}yR`ko_N}e4>$P+Bbt*o8{Ij*y?k!yqkYf~ojC{1>*V|Fi;JGuwL5lc6={g|DSa+quG&Y*+9H_1P-#_Oc^8KuCC=;^ zepRe48mZ*F{5x{EK6@d5vCX;b)LD^{Yz;6fj|v)pAatC`m!o~`7@4V&Nb-I_v1?lu z@`feTxXtKcZhzzV?869I@L{E`-Yg1&7pa- z4a5d}YFRHBQu$a{u4F?ZC0tp?y<=zD+NkcPuJU2>+G^-OWXv*597-7}3LhkziA>#n zzxsjda2P#q3QxWp1;#U!o5Selp{Vc+l{`9A7EsD|eB5x3H=mAmAU~D;h2FT3lcvXAT_jHG{Ri4(=41#wh?;%4>G9~3=t;j3-^iN$wRlRncQWy|k*u6< z#b$i@`U&tO5wY@0afJJ|Nwx3cr*qnaEiYaV zQ9KL+pZrgmy2b?fEb@rHIcl3sj<>yTTz_V_?^FXe4uqproDKsxwp&~fO6)DsN@W`_ zEksjBDA>0Nu~QDw>tiVx7T(TRIQ}u}TYe zU1u7!RK>_KMU>?yHTV7g&6xUb?1QOK+S6$v_q9i6mM1|@v0qKxUi>U#-vQ$!8^})q zb!mRGCp^ym$~rFojK1p1_}aQ~_bfu!MMU#R>8&=4ykJKB>e}3?G{E^N+ZY;unjaej z$s~FE%Y+`6n`yx?0)B@ozhUx_3b$;us>;wz<>u!cp>mm&)E3lL1MRicl=fW(|IjpK zgijy$z?@hBzE19Sbwx`#kJI9h5EIfLl3Io4gamkBm0yCLxYSOcE|LXXiS7zQJR%G1 zYC1hX#6xvZVK&5#RnGo$LTz2Q$6-u2X_tm;q-R?aZz)BvR`l4b{zBj54qaj6dEBuO zm!**Z$Gk)tG5IQB;|4ewL9V6y*o{li^|_ z?)ummpxfAhxN!4xoCHzxc5GL~SK$HnHQ#9m#mL9}11^%11|&z095Zs~fiZz%rHcJCz*DR9A9Vc)dT=2c(0K^X{J!RI50Z#YQ~Iy(B! z>}cAI5kG7q$!F!BTXN}&cO8V!a7Bfnsl2s-t;hk&L7qKE{r7KhH9VW~r$%EeHn)!H zZ0OMPdDupJ5`Ew&EvwfuTqAd+H=n4e+bFXS^-Cxn(PU)XqT!?UDD~UEnH0&GlbzSs zoZpl`1@-j%s2yrETlAsV<%_9_rsamaalFkXki36Bqr7{)<5C=ukL`s2vjatyGSpam zCRwF^(JT$-{(e#2jf86?{Zh0GKT#=6%~7d8!4G78wYBfeAs2S3whP+7otEktvbwdC zTDi7}_kXInTj2v$%qBcbCN@Tar4s@VY^2iDYSG-;hD4zgrkf(Qxw%S8Kx=B$=da^~ znYhIh%y#ct*g|(jO{JRcq?5e~WMeabr98WpM)(PSWzd|vHEs7#O{J$ArJAHjlCemY zvAs$Gwysp!o&kSPxV2l`5-Vml8$z%11E*Y6aWYJj=OX>>YaZ7gPbGgfgg?OQ-)N=A z>j#$&I+hUrX0HG_nB0J++qW(pSmE0JoF>e4!b{Py`|Q$jd3FWpf7nDtsB3L)UbjCo z5fVGcgA{$hCYo$~`h;@@o<+{Z*wAA_p}9=pL&V5@(*D4+0L1+a-v2XH`mdSl|2ZnH zCmtm6wgMcr0W@WUT+~<QHa!oedTf=_5c13*GRK|w-8{goPgwjcO7 z02&Yr-;n`Zw(FLbb8kkHUj(6E2?f`Ie@Z&2vaFdtbzV2G-~8arW_^utrIs{*l2oaYg6C^_~&-TYPUADaC?Q!M!ZNV9)a?BDg;03bm@fCmo>9Uu&N zQ!Dy!$fExqE5D+SUxBAe8*-8=*`AdIm}Pl=6s6olxj*0ryAxdp;hYb}6!+J9mMH=k zu~u6AU=@72_^I%B!ofaZ+LIw2CMa6%#jtw7-G^Y1%T0*t5`zHtAu-q}$J^JIam(BF zK>3p_84g9zm~fic^~LIo7%1X!b;u~XvQwj&1Oj+m&Jjndmf)FnYjw-So`(<;i*88x zLbPTJW~mi`eGz-r0A}fsqJs`~y4&WcI$f}+Xg&`^IOEc>r~Kf&4*(k$I1lbI51^uW zG7UY|lx>E%x%%HvPx>y(jdoZvxTvS-_D)_0{Ctk;I_c``2*^M27R1W@&JoTiEjXlE z-@Pc4I7pE0Mfs(&zzs|tkZ;81za0SQii+`y42n6}eB!j`6yzWD5Zi%k@hPuvEFWUu zWC*6_6*N#($fxW0njnzslP`PPnO53hihLQi#NFyr3#w&2LM5!Ltlx`nGQ@vD4iq+1 z4qZEZr+smJ`_MDfT0tV){$QcvJI(?QSkCtUJ-cH?mCcGSN`^;;4Y!JpwywnDtP6jb zOp=t&x4b|IL+j%AWm5S2TxPu`vYVMS;@0S-@p8XPaj4DWoRO(`DC5y>GT-ecsl$e| zC9OP93b3zsp#Miux+BU-9(i~GnmC}-p6-B_@ya)4L6j)ETJ5cX)i6S7`Y(mD2)5zb z`^MMq+@>OHiF7g8o3a6jyq~1>Yi?Ke zmXG*<+s~)^EkM5sI1^EB^Bh`)NQmggWSJHZITEdtaD?m|2Yb1HV8DJL9Nzt@=9S%x z6BYLaOiB1oQa^tk`{-jZ7R^6wrV*M7kr~2PH^uf99;bFP02FX*+}QQrSM~iOi~e}z zt;E-QFCji3)t}f`1ehLYw!_(ydvVP{tSX;k>x8y-BiAUAodFwRSO${xqnyGrkAzyv zve(h)ThpZz77~6s$$y;tKAZ6FP5t(p7Q#qt`J$Pa?ObK4wy>eTC3aG9>I#D=5h>lo z6X3m?n7^sDN0*E`d<}c#Z3E1I%j!u#*dZJv!9S4QPqeo>`aCf>7qX;*1zbst1mA_p z<#+(S0)W4I3zSkcP3eD21RwFf=}*7Xjs8OWD!<|@a4TN9d5Qt|E8=>95aAZ}Q9UJZ zt&XT`rCa!g671Z|RkJa1HM4Ts&4#m_mZo@lKjd3aIwa3a)jPSw@nWDmaxn3*!(SyI zxj|cyDNY$Fg^=hSOg~Zm2VgcEy5f$ZO$xJSV0~%xpt8P$n})Q)R8h#(reD)aZ3pGRo84)qRbrgHLFKR9w#X=#-yBf4!z2AI{ z7i2Y(S)~Tv?OTQmVV^#7`QtAvDn%cQQeO5HCu<^Ld+=k7B0vV^0RUP$y3==DQwJRy z3FM$OpyNm$=MDdvH|dBn28gP^NM?;XGE!19eKBMuyy zNvkB_meCJcQdBz4mkA_&hzeU6KMG)Iyd3a0!3r_#tG1wSfC z&-^f#1&$75E*#yzt)7o!_=O!Je>>|T>uxu)58w-NV{`A&ZM0uy;H?pH@#3&Pfp?c% z!rpv$MrV=peZqj(Sy8#EWB7fLUFr{@QFtIsOVhYO&+G$qLVC|e_x1kl#S`#x|I<@9 zFe03h1HL=u10()2BxW+CrPZ&zw3DvdIL`>+@zO}gS8PeZ(r;g$e>Qw~%_HNkQHE64 z3kNnZ_DVG{=a$uwCcgoT1vEOUCV6lk`TFtDUP(|{fBt=<)F-#VVs~~%fL@deDGKASO^@Cw%j zrj@mNQNH8{^OYK*2m{Hl!SUki3atvHxI^>|9T88LeG{L^bf~nb>&#!nj^0?LQ<3%AFa!7Tb_zxm3R1Riih3J57k-oAw8R~x0 zgShrSC4`D3E0n=vKaS$cJOC&@8j>5u=IdpTEH4-ai$>l;O;{}xzP!NeC;`sz^7aP_ z*xWI7Sth66D=HhQO5?3UD1x?C75{CRivQJH$$vNwN!X?BXkXIS9z`9jL31Nln6?BI zg)OfG^ZZ(BlYtsuykBi^4u+9B9YbqsUO$yglhVb0XQ#O+W+4kYHL}-W+;{(`yLTVgBV5-z`Xe8`m)!dHeP@UECL)?z&yQkX zIsyZkR6d3LP-Thf7EL7ITgoLALUeqD_n>$926phAIo=4FqeggC*M2%Q1HIqN#kBNH zZBwutg!EYvlOhp*)b0^`#n4k)e2McLr%w&Zz@d7e3H`c#QmOLyq$J(n^v*PW=X&pb ziNaCi0lJ^wyz{{>`Gat;RA8cEBMdMFgnkIP$7)QM0;PwU^w9$&9nU1BqOnT z5q!-X>pTSDk_yMEX|c6?p~9+5a)TtnAu~k|5SC%|Tpz=K2~5P1i=A=M7rZVrMq$`O zmhf`b!*#qtIO#?9w?8H6ZpI4Jg3jOs(6vMMAHxCxp0?6}fW=UwS4HI3t9~6~7%UAz zJ?(}$*VAh-@iNB?9UPq1D4r{BMDH;bX)D4Hvd2e0Rbd z^n2W3+Gi^;&981>aJMMQT5XD7%>n9;u0AvCM8p!w_K0W!YMuZ*n8H9{&Ywol08Es) zFPzXV3sV*O%a3mcA6h|5#Bs+d$w2v)TdD*cS`YCc;vJD39PT6S$r0#sARRBfmn+-? zbCq4AJH_~=9fxlwD>Sms9?{$)rh#7xH2X5X%Ja4cw2b9Qh$O*Y=$0l#9LEh+`B%In0ES z-p*mX0@RTEJ`nxv;4ZTMTfP<$HO{pv;px!NERpvCVhzKuYD3uEaWkNwv?ced$8^7o zQCW70!!=&V-c5U%L}n|Im@63$Mn-V-fPO>30QfjaBD7G;F^geE;Lu^rmzuouzWhlO z`b)f|ugXEfI^F04J7}`-)dpn9L)0apd=|6Nss^&xU`j8JM(buGodbQsN_pm6|#(P`YNrQsi$m1g|obv}6!pPZu z5kgl@>9ALWBG9I+fttv&J!dX&?sr^Gc7}#@wQ#}+uw%Rir*LF1_Pk?B8J8 z00@Q?2&T3AKbk2k8EdV_h85q+$@W6nZl0G%MNZUzQ+()y1JC(=fLAcH!K+bEN9%Hn zPaPa6+^ep6^U&jeu=n0kO}$;WXpkmdq}QOJs5GUjlz@tWs5I$9RJsumX#oSFNN)lH ziqe}(2_31SBOoBXmxLxgL4*w{-u-*;`QGuJd(OD+ocqVU}RiMtvTnK zOYXa6j2`XNaseg@_N{}9K`<{^UG?J0X>eTl;-9||!Ts7+1!&wfmL9#H7L6tpHiOs6JDP*Pki$c8jcc*M zNmT5z&VPOYzl!bv2bqIgn;bV9_uw^XKyoDm9E`}txb$ZP&w}NfhFXxdUoD<+2|`XV zq}LBXKhZD@f2Oi#t7KJv+W?9m2X9VJBA>v9Jq_jXKh)(MflK2)xWwVP@)`R2xRQwG8%ITi}S zQpI7a7N=;H-ixuFvzxqq3^ydFP_ckfH&Opf#HE4m}m#y@S!o;HP zTg~I!{oKzDAiU2Ql@f4rF`}%*r7?~OltBUFwt?ZKtDRR;Bn@52is*HQpqqVC;lmm? z$m&GdX7^kd4aJ{-)NPl_qx(iqZaAP=KV3=w#Jv08E+0%hRUX}Dpdo}h1EiE8C2fB; z-JK~+z8Y>GGJgM+!)=E9o#jPli(=%uR;Yr`S@KC- z`pSD?>-?+UERXI75U&$HGIxv?Q6t6ms|%F5MSRoWwQnzccT`(m`}|2UZKydI(3Vos z2Y3G&xw;hm7t-A#4h}hf95`bDwpw$NC5ahFX}CD!m+7Vh9Zz4lO)dA|*bt6@un+VQ zAuu~FI(y-0$gwI_l*tJUx$by0^)!@>xOqfn*3aH32wQA-kE)&8v?pw52O=@$8)ebU ztT_=m0$^O+gDsVV-V$D3a^_P!owLzGIBMAWWCQTR@cwpzz zMAJjY1S%7f1D~3#{1K03auHn3$NIUIaz?60zOd)qlv&qOH6p8drZmX%> z;}SDLncPmF*gySboK;G|li0*f2!jO-&33MzH$-o%57cbyOFWELIn&oc=dsZ8j8cYn zL324{Ih!sJRB(^WJBX59Me>^?*(r+Fw=+iHsqwYf8zPVWwmE1?&rnytQPR@WZxEmjV7U^$vjEo{3)`Fh3t zg{ZGlwzG=U57l4WloPt6(8Zf+M$;}6SJel)I!k!OIHI@R6p6R24P zQtR)?mUF=5VCASIt?yw#Lyn5d;Em&F4;k*VCJ3&$4WO`pA#@(i2stK{1>vCbgHt*2 zjFa7``u#T!_3Oz3YA2IF(NzIm*aYtk&t;vcJsFula@=BdKfR9E4Nu&nBd(q^4z#>@ z;{(9B{^-UO8>$z4yY_l&2c;0)(6Mac@C)7ovf|8IjC^&>{G4s{_Y4^~T)BG-^^uvD z{1VOu9}+YfB__oQjrhGcfr>~U8{f9{F~P%RksqmX-frwe*Vy@4gR?#_4Sy4f<5_NS z+R?+=m@KyecNKR)OR$gy{c_oZwdncmhm|D};kS^is*@E)4c}gDa~nPO?RwzU-2e^O z7+sQMcUh2}R9l5tJok^Pi0Oy+RdcVef7y92z6 zt&{bwyh411B$84;CewHuB?Jyg-)g?T$wYr{II!ff)-I)PjM zoUu#k$1GGP50YIk;bT`Qjw4Psupd`yyi)c-y?6SMW#R?@EX-TN?HXC$gKPn<@IK}M z-`Io_lMqrf4Nm5kZ)M{${&;gIUn;UWA`+KuD z0@VRF6bJs}xVtD2$SR%mNh8lO|4M)S?gvwpZ^ui1^EqyaiG7^It@xbraOU#wikp}I zfsYv=+n1g5CAlFrzoBGq$KM?{`L;8bGZ66M1Ioi)p^Md{5-l})=`0^Z&g&$+RMnMc z*C}|(2j_1xB|Qxs5d>3XC@nJNcRQMe%lPy-}APNk~*}wDBS)rl)>v9^>#>; z;67~D7k6PIil~6&Xv1(I6D-G37nYl!UEcFzdu@_s>@2uoaWo)2TGhvs=Q|e`y~_O= z{!t7Hr}l`_Ml7Xme^`1TyDL$ZG^t~A3rx;vq@x|*Wp%|NBerKr!XPYWI#EHK#rs6K z;s>01_>wl$UBe4Rx2$c{zw_2dQZ`tn1XQc)Bp~vhM|8@DZT6`#f|Lw#&eK!&uC)9; zg;Hzov+%>FO3DY6kZTU`d_l$%brhP-3;R3r__<1 zKm~;H6j>UuA#}8#tao9~?9|rO)C^}QRs)McE3VKRkR7@pi1d`{#pa?z9!l)N(6kPY z@Or$inYe~ItBm=43w!>FgDd_z^!y3&+e&6lFo`qpyE&ZcTnq4#cx7b^&WpMwxOTWt z?2ItbX>;!IT6n2)we|Q`?3Eym`Vi#qQ@y8&7ou7nyq=gwJUhLmdDiH$`y1+2G~kQJv<3J~c39cu`?r+2D!HE@7U#>J(_9~DrH@x@OP-#c!0H6@ zlT8TNZiCaaKvvsHiT^~HheV>bA9H1~{55mhmy987C^>K`e~K!h@}ra{#EtDMh%DtA zZ>$?Jo9|vQ&Ihsr-Z&UNU`G<_$P^kmcp!-ECb6*GiRPo%Tz&L}*rRl8iUF)~PEoL> zuU32!2SZHGN4Bi#Mn!Wj_%7Z)>+ehN8^78ig8II`ylMg6o%~hQnHCl@8a_uf}TP~Z@D93J>=-N7@c6`vnyb}&3GZv!QDJ^J6YnjV7iX?>Y3o||8 z#=gG6aGhtb2D=}pN+dmi1g7fbIg6epaa6;RI}xHe46ad zsxse>BUE(fIF%=&*ConM3`_S?hXg8nW4kldba+89S6B?5*{i3vnX-3HJ0+q+t^jYyP&53#MVijfw zLDa|B?FcNR!vn<$MG;=3I8~L`vvIN~mOtl2T8yPCWgo4qEQ^asjhCQZIl^xC-%GVU zm%@Wf(ifVYzlopeH@p

RM*69qn18*M4n@Yo-OvU_*?4O^RL`*0_wa!rpRgvcq3a zXM(3*6+g?T@#Dv}9ZgP@1*IiWfh+*jfMrpH;8D8)n+-DAc0WAR3v@&6Biyr3?l-E> zHooe=Vm_6{S_6-?$_gthQ}fOKmClQ8ZW(gOf6n2{^Z+ZnA*d*}E*1n6Bp-vHn~@EU zxIw^!tR{T2G)@^%JjZ0BDEyNfokuTcrhB~=W4JkU5?4IKOlc*Of6+rwTtt(@6JUto zi$4q{j6Mc*aE(~5tzs6J^@l`OjJwMFRmj3m*{hG%cy@vA-b_F< z`P#>Du}@Jy3MQfZKMMUM%(q?V4|sVMY#-k%x4tcqs`nUYq}eNRLZb=2h(c06Yp9UV z0eSgIxE`RBhpe3JR58}dec)8uFm&ZJ-G{ebkpy|Y-pB0qV&=nGmKvDgb1HZEdQZCS zhit^|PD_toGvb?(!akLl$n?USzx4=niITZ<0cc*9v0HZg!b!TA8&?S26VUu2Xk4cd zZ=k}e_9NDT?n#gqCg&23^S`GYCI#_E-ycqgSX~C|Gt5;=9+l=7v^t?Z1KyUt|HAs+ zq6;$HFEx$j$Ez=g>N*~85u?AdIo9)97o>?t+cczy*Xu*{5tQ@4W)`OoVhpS8z6)%Y zee-hbiKT2(HUI;njwW~#NZQ1N@Un^Dy5nM&xlfPYW;Mm$3^#eJweqaR5sNEh^ z@bq#Bb!7@wax5=$wC=Ea;H(X6p$e@57Iv2mZui_m;9$VT$(=;l_7+i~i4(t7|BP_A z{$=^M_rfld_B)mpVG0)F`aW+tpXSMxWMD;c z;f7TItLE2+@C=Y|Hxf2tpT)DAhyJ1o&W&r$E$?*%IbNYtkhOUv1X;e3Fd12Q}$GWnB5d;C_9@ z1FiG7^sSnPzs_B{;1^rRT9hLI!DH>RW*U32)smfiku4%bScI3&`Jwi+ESJj^KSoLF zG@iXF&*<ep0PCkV%@!F@|0^?0mcfuU2xi52S91n7@moZmuJOKbRTF<9 zZ}HbJTZ(=m=Fu-ef()$UD5QG%q>4DL~x9oSG>z*V*dd1A+sqNT` z?qZj+0pjTL>0~n?vFt`ub#04Kd}i78#NefSkCxaIF?}~H#GnpjmGP$AWdPruF_d|J zTMjaObNWK_sOy@1LG>H^>{kpPJ=X8G+SgHxV5;$nfMEDDdMK2X*aeMD^IM-U4g)L<$DNa4B z2)2tV6Q-AkGDqqYm&ncJb!&yJuH0t^=Dmy z(1>qhm3K;zOd7~rBAWLZx4VNsr`GRh z4{>K%lVuWW*30Io{9O1z(TC7f+0euN+;TqtRFJ%$Qp8dM6zPdK3l^=%*|_y|3aTZk z=>-)1xDfS$eS#)}F662+ZD6$2P>VeBs4EjPEL}#vK%j#79nZ?7=%Wd%fEC`MQ?8Of zE;El3%&FkgfN!JXbyIG zehX4Z(1QAxU{!KaK@#?VA#N^Ma$w8*y2RBGl_UkO%8=pYq$1&j_8^ITP$v`{3Qi*r zR7AHKVeM1^J^Ue1yhOUj7v>!knk>}hbo$c#|gNqQ5tWw)(AwW(Ch{4I2cUV#0`Nt=GnQg8asLne# z9L}-40S|==weTZnsZ4)J53C>mI;y%WBS{_p`Nue-zoAwpE@3*7u|F}OY%1;DO(t5B}=rA>JBBKEj-}@PO-JNPy`Ye4d%FA^%)G1huX1HZ;FaBbt<&8e6g4E+3j#gUhjrP?|w$3^%V#N%qK#lcsMt*t|Q$$vtN$cz`d~MC#ocw-|TLz?DZ)Ol=5fCR-2e?Rzu0vkhUaqj>;x& zbu>KJDFHThFMKCmM<2Lef9wBa)3OKF7+XxU#(a=M$!wB?cCcVhb$OIbZ`7qR?C+oS zKT4mWuK6VY@Dp8A=16t>CdRpcfd2*$hnD-cCxo`B#&l7+YbUGcT^-~H&Q0#F=+~-N zt>@|9$&)r1$n@LN6v`rW!B4?{B_mBnsah3a{f@FDN&ISXYR3See{~mz!P&>qC0(M{ zq_jEX8x!}H7}qPgmwv%eAiC(UnT#<&Gg?6cI_;dx)eYn#YbzNY+JexxY7$7cFdB#c3 z4G+UWwCiG(=m(98*Q{yhXBGy#H3Tj5#g;0LO+8X?Y%>YMs}kbWREf}~q3|YioGZPW zLO#OmFU0kM(m7pn;VXUnOKmrX#7j{irb^GIg_8>wgoPelb(KRQK2IU$VK^y$O?crt=4RYSB*o!C-GT6h%gQIzBox1m;P8yX?T<#9Fwun|$z%}+y zmK^n-gk0-Y4L5LL{?Q3}5Wq)39LBc*ABgboz*FN*0)DtSlMbJWN#lMAJo5d0CeAcw zJ|w@S%hN%c>q-Q^uom8}EGDd70suw`_UGw^$;7++`>t;A%V7ighrTL)_DOtnSKf6f z6izIcNgX)hoVoxFaiGI|RIy(l(XTFbzarUiQhL=q46|mu^ZeVUT|&R-uM0+7k8(%! z4y>r?tYiPA+DaSvs>3n*!)8i1%B+F7S`-$W#lEemuHUKgiiQE}d7&AbM%F<&_xKj^ zOb;82uc3GLW+tg&9AR02Ml*;5J%`m{5%3dk4PNxp$q_h=y?7(~679M=-($*`EQ<;o zlXf&KepC?IHI_OvzuZ^hCe(Mi4pRPj>8!lRK!Cu1F<>=+6F7|)LWvL%OJ(4CWO8_8 zdp`Mb*g+!)8_&W?$p~BSnfDU$e%G&;fiY2~TaFC{R@cSI{x08shXNPkZg-&HCqiQO z?vIy{BTNd~0i1@~B0r?B1>4PMbz3o^YEqs_={7}#!C%PVLKuwa)Frw_!b7>K zI5ddOvVy#eC%&Jqj(AwZ@}hFS$%VH}>kRGucb2B#KUqIHw#@x2iT<*A(i|UL_;~YX z%AB$??|1w3HC(%nV0=N;5;LUUQbXEhw0)-EYL}#2^}egBj1s|rG~m*8<$<7{5Tg!F zO2jRW+YiMRX$TQya7Jf`R8ini;CUk3tOCMnGE!C)_;KyL+PyC|Ro`#0_NY%yI0oZg z<(3!8+@wd7rS92dO)`YKj#qbNIXkp@mU%4&EM9svkNs|oO|UxA!rBedSs_Fv8;9MM zz^`M8%v|2F8cfOAtely#>5o;|HX+rzOVT_;oq`F2lngu4Z3tHw{G|idDJT3`CwIzX_8#jY@m`x# z{S$?19RVMKO-+%lpG{87ujPVmISE-2)p6%-+|8SlMELFuyXITO?pCa%`ryQMhciBY zqQ6e}mV=fsc?bbFl487eR)V6d+@q|{iTDw1zb~7k^BJqm?&t5`cv7M%S%@g2VAR0N zleun*FSg0UrATJ2E_WmOBU4l9kh?@o`8V}PtSgCAk9zkD`=Zxec(4vbF)dJFyb$QI z9#xZK4EHXU@d=Q$a8}l>^F8zQeu#si{o|KR0{CLEvM%HZ5L};Yg`(FNW z*{mNV4f4}P7e}{Od5$_iE@u&pGR&Y%fj>?rBfKuTmegcHpC2{|KaZ-O)Au}I66?`_ zEzUq=+?y*tW^}!79zB}FJ(Juxi%$Iu2}tk<`0y}xWIvAM4f!@s=A5D&$MYGK`Gmi} zX8AGG`P~^)B%MR5L>ji{hqo)doElP$F6m3&96={ zxc90~p|(Bl*z`y(@9_Glw?X8B$cTnC@X_F-L1V*k_DHo5O9@|fxu%N#7;gQg@b4qD zt9}eEc3_E7x~YJaTHb4w9Rd)2CJ!wFgTB;}dbe3px$`qn{vcQ>1SAB(<4 zDvPtYMQ#)W56@kQXe;w?Ocb{2D2ytD+-hyPM5Hr*JO|v`)bAH^Q%g%pgM1UuC}LG_ zJ@|5|lmr7fj0n47UyvU=i?alP%5{>-qh87FrP$lgn+O#;H7~ESxV>2klpr&Fz9_jbi!QGQEwZ}x@jd>!IMiQ9>{Kgj)g_n# zbr4$3jTJ3vvT#Gm`Qbid*`M#baLIJ=Mf+;1s690Gy>vsM$Ne6#(1VlxLSh3DOB|7? zb7cz~N1_triWF!!?@Wwz?b-ZcUPtMrYJN9vsVlqUV(FwhoI$5^-~}*->iZU1=&%Pn zeN~SO&l5V89;ppic39qxV#!uNbjm5U($^j}Xqcfaen|42Y{3Q$2>`<++YMVN0Tzt{ zNv+dbME4GLQHqzVxpDfMl79XDTmj<+Ub_3@uS_e=FX#%KZ+S-`R^H_OG~?P}wXx$a zWZfo6_bB%Bl~eKW84FOJB>yQZMA{-bYP}4ae0B-c$qg|F;p5* z;C{+lOZZyZ)UshT;}Zt@dw~1;iQI2lD?K^6Nh(ABJ0oqee`&+W^FRh(A2aKIxK{^g z$#h`bvuLk1O-PHw8pqt8K@w#-el*T=)AsDHe7`{#m}tK4yUm6BPNpF_fSA5hq~#0L zZJDL|nvmsH`I%m|ktlJ=J=!KGk*k+z$3fDraMD(kfZ4Xj$5=PtoX>?hR*ycpV<`6i zd#TkQQr_xyA6IyOVea^^ur=oNUOywFyPX9mx$D|duLV{ zoT*xGU^g1|;MCU5_a=w5vP&8R>vjm;GmSiq@d~k%Gca~C`ZYcwHdC6go1%CYP-(B_ zO{K?c`aWl6x#`Hdy>M%+u?!f^!2 z=7g;}Oy&n2Kexc`6hH#>T1E4N;SZ_3P&V%&7Jy#OWcg(Rk+$>a?A&t)t*(;G{MN6v zd#_uJerBYfo~8AMpgh5N;xoKM2DPfp6D7~Atsh+6w6?&-Y2JwvWzwXbx^-=~GyqN< zvit^AeFpQn?iht4vIK9%W}sw4(9(?aR@`uMX!tkxd78G_wYRToe)oU}r;o^bv&bQ9 ztdf#uo4WYIP8!v3c@^^Kf~M$-`53ek-thp@o=LB9nOHcjhQ>!OHI6f{yMC3v_jab6 zN!3`9Hn`2vr`zHuW6ef`cWq+Pti^PD>S5||$+bJ7%#nEznr(Vi7|8)7GqVU=c<|aN zrEOi14VhN6E7o~(qOg(pop>u>pzv&RR%7OAOhxf;>*d8BISz1gMVnr=pOT}EmKsNn zqM+>uP9vF#;_H2#C7tKVCHYlnAZqF2#4bOo6;+iD^U9!~%1Guq$h>OGt>E_Ls`c1t z@d~KtG&xKktJ#allo(NiKLfMm@$*^m;TP#VBik<&lDS_De~@%7VtCM>YN%02@`|$*Macx#*>&{ zpL)i)CN1LK$z_A!0}LC|_dz2lP~_f6Mp!m{yZ{c}QsDJF0rV#gTzP!J*=JV}dqcJtAE1mfAXjJ7^q{XDBq} z2mXP2)Eu}vuy<%Qq2_|8m{`{Vi$tN0p9}qKWoZQq)-pBUT7~S`XwO_9lK6wkk!o%7 zBq;-vU76BjHLp1mG?WRe8FMZ6R%Tf|A3~;{uzhJcJGES|?m{zw?%+Wz9(X``(1e?# zVEziqpu?|BVt?T^z;C?dUGx_sKAr&BVx=8zt}8*(cBi{FdlHNBd{IkPjxzaMd_F@6j})n>Q|%?1gLhA_uut>s)!?A) zpvVs{fRyUK=~MLuPX(*7Rua49G+@nqEu*H19#hM_XO)h zCqQ@j@!TS$MQ+mP`0d6-#9q%Q&TsL}Cp59ChD@-fWNdXpWQ!b1b_^wgS4H&KlP|vQ zaV@>iWSNcH4x9Uvc#3i_MY1$t)z*&yT|$Rrov{CaYUFD#&R5skjLv-D9QYl0o>XR8CT#tp~TQT#G#!cf_b+Fw0yFDvROp|MTsV6_5mkAv$>Dw1}5bu(8NCT2El zCX}2Dgn}dmknik|Fh2u4@eL|%^X8okO!14|>0Py{veE|w8aSIWNqbSNvrIEAoJszy zKNZWi9|1LZx#$LXd=tIHk{p|h6*hd&T>z!?d6Vy=N@X2?Tb$N$lu-TpTZXH8LTF)c zHuJlHIbOy@hscby{cTX4^qZu&!@FT*XWYp@74(YXCJ_$yQv)$XIUP!kqCt4w!p#=q zCw*MnxSFNAddaovX`4odIM?=zzuH5qrBp?}^-5lB-tM$#@{0+C&A0^Qvpc zcG53mC)_!2a7M7oEU_x5ImmW?a)t07xlbqS0XcRAjrM;0>b5!c`uxkPhw-uZ9X|H4 zfB#w#@|Fo=HfsC3HuY-gk;%e(j}dJyvKk&#MCBt3tw+}yBhqGLnA@2zN9&ES#u6|?4e+`Y0i%M77ks;ZUnSp?O z8$A!4h@`DcSOpg(f7)plE+F~w`i>syA=2s42JrC2%eZORk2$jOekc$RmRSM5(+=yH*|kC@`APyO zt#m?UTBLwc8*C)N*uhuf?0?T%%teXi;Qrv-au{rnUpoQkyr?dv5wjc5R`s|~8>zyRU>I{?Q2Vtk(uhEbL*woPBW1?h_dt@9*2jyYj zGA?(4?+!2<*CQjEPM7%A*)=x}Vha$LyRmrY07KU+F@Slltgv}aM_4=Y zNmQa`MuQyah&uVnOR0l=n^H_YgF62+zj0E{BX?GZ)xOKYax{}U)cxQ9C_5s&od>5TST{x z7Fb5IC&;Gsc`YA{=Dv%^`vo1FzE2D?_;xbd!f%T#G6c}sbHGgB&;z1SdM-Hjr|MZL9yXneY*vHBfX)gZR;Y%2uGnP1y@!{l4(=tZ&_KoNPWiR zaZ_C(zd_yE!xh1T)r8RHG4~zYfLlVGYKIg3seW{?KXCgezooxGsP_*vr+71D$tPfr z(H*EC9B~apan&4Q3u0KnJI@LT?S47C{$La%EMcOT*m1V+rv37(brEfMKt8~2tKCX% zL87j46b=}7p5`X+3?VD?H+CSOkeO-iEv=U?nMc=VhXGny4aumqs> zFQBNSm$<;Gd;ji2y1V27&x8{0$DM+6p`0l>f#){M+`RqNv}BXl^p4(1kLWHehYBta z(+5VH52Y?vf=O)_7iVW;bzcqVqdi}43-H=vCz?49SAZIZFCTE7=h$|SSODJBXA&eRTb|om=35eSAyqG zlE;#J6=~MMwTg9tu^_K3ch0Cf&tPNX!-_r*o$1N5macG_`0)ns zA7ozYf}j@pdKTk$&WBSzd21VMN>b0NvNNE!3Ic@O_M|zR5|54LL53uwNI3SW3&vgj zuklXi-Ee}b5JyBq!Zyx>BgWpIc;h_>OF=GUV=6!p*WNUWU{~iTliGlT5rMx+i6D+! zD_xf3S(Hglc`ES2Y5l{{d>o^XT@Yh4Dw!ll7AC6fC=vBw&U>-SGVZ7O3Ggsk2D{On zs+4cuux|hO8)~1(Ihrcyr4Lz^4{J!*$tq*sL)?!I7$Z@J=RX{{{)IG_2Wwp`j$QiU zd$!Yy-_~b^lK0D&&dGcJrN>M1}w%EUEn zw7^piwa!M?qJ15&B|LA`hL{K{g>2Z}=QUe?$a#Ezv=1)jc&+ZA|2f8FZ?p(iSj$Km z)Qq~)@}9A}RdLb4Bn;w+8U9z+`A_EgubVxxs>|OXxJl&;;$(+>(=nk)b5h0Jm!0Q) z++971iDsnS4uT~2&-`58(IypGTnz`yFT;WLdCRHUp7RUe+6)wY9mK`FhSb9#sCfeE zeiI1Byg@nE0%^-!ln(^`_Byu~0m9B)u#j2(?ND!dt|KksQwp=epD4$?#f2S$IwJF5 z&qKZzUkQTzf(!&AyFez;b)*z;kpp1y$n#oZ@s|=gbt*$3Md*%C;Ho>3&XoQOX)z}| z(;ldjoD9IelPz}=8M|yWfS0*42fF4Ap4&V+4J!@w2a(wS>J`tMC&`>Kx3IH^*yshZ zrrFUQvkLu$!fkwzMjsGEGDnF6rVdIyQECCXmi%oRw`@wPZqQ!0_?ap>#SCkE*xuKCknoRze095NqzMLwaPOK+8&zgj;CIhRZoF2x0p;vask z=U4UWf0_s|pU54mQ^HWHByl(pVL1AyAH(_lW|N0CB^UH>?~P(n9%t&2?o8fRzeKxH zttCir$fMaxTVC{EQ~})JJrCP_KHtQM^<0NYSJPKhe9CR9(6KYf^M$!VYU}v$C_J2* ze4a>;ZI_YKtt48t4i#GKpY3|#_`O%`iIc$AA`gy}EDrMLcgSFRS&A|kkwGco7EjTQ ztyjtSNYAvCiLMl$- zEK>O@@Tx~^6ndYq7eTk>aZ})`L;Z)eRWtQdU)1cf3_f4VEiQp}?xLCptZ%FisZ}KJz*j-#BxLHfSu6hO9b{;&55o%3|2y zz8ieqn+|P#bM2%$jQr={=Xpxif@vKNEDsQ=kqtsjTS!y(7rA3TriHdoG|l z+166%`T0~w^`MneB3ujsKaF*XAo6vwDR*?wD0K(pr#t;^zkI&8eZupFRapDQ83xpu zJh^z4*JpPpw%qsOlRwT{A7GEMTPtAw+@|gd#WQv$B%t}->|7VbiBc}9#wzD_T(wN4 z{tUvFlnz(@dcd}LRc%T};Mre+bU!oob`)3aE{rX1$zFVAr6(jZ9d&)jHo0`}?>~$bGMt#r^2ijvqY67d38hlyfU#Fw z{$8~5@Y%cSwhqvVAh}1LLn0+-A4o;w# zk^|W|s+MsHVLj9Hw!$un2{P|ib(cZS=H`O2pRMii>ayFMN5Z`TZkiP$wRe#rHxq9U z*x|g>@pn^QU{&Jt;uZZ0!msr9Y*c~*IgsKw%`uKpwafW{^J4kyoIIS)ChzAf}f#EEyOWCsslQf4fp~w^-0Y)x(Yw!b%<%Wf9kMHkUMuPNl&VW zF5w}ivWcY>Zba3xqRccp>aIK{0!!C-c*|A>vAOZnyMxVdUW;g^{lLvnK=^y z)TRiIsKLGfx9?@?4$tWo&dM}oS3bEac>dcZk8W+>F=N`H8u;`PuBCY?PPOeME2P@y zc8B2WG;F)_+)`2eS9QY+aW80f6qaj4t|Mp3pwic$J z8lp)5*;|CcM5i3*iRt|pFV1mli#~kF{Zby`77YPB4=YE#h4yASa1Sx~06xnx4Pn5} zpnkkG?Ou7(j$6%D&3MU2jBH2ulH(&XYyRl8S(2Z=USiP)73^Qz@GQrLjfe||8eJ^k zt%Q8q#47KaTC69r`C1HsDGAq7LhQ}Gc&aF3kxlJ30+IKtPQJes8MwPNdojO2C+)*2 z6-Ws4avs;G;5#;Ha#`z?KpGjiO4=$VV4Ju&<86*V+LzN=64lYO5AX8&KS*DSL4Ig)x*=TO{Zhkd zFfg{TIwa;d8ck*q^Y6uKAEDd6{pWJ)KMWqEexO}AVj2=!hu++rjIGXMUH}G9I{G;` zc!ffH>qB-gm_{0XO5$Gf!94t5)jm@rfw#>JOmGR2bu(Ez#l$)sZ%WQDJ|e)_&Q}2> zcly`-Y3z96*7>B%h2^@a=VeI`qiX*ZPPk|E9qrhsk1ie1a&H!I*gvdm{P)iIPr$5H zv%$}cw`K~AHEChs9fi&(UTmJ;zN+-Pc}8GR!@$!)6v3zzdKeDu;XRko45*vq>ws^e zzHp@hcRAg}MgAA%^0ccM%_4yt>fxHoEl?!<9|34Q*}euy!8al@RF|B>%BGO+x3Vr% zDsFxfiZaiEe;y(bSQscQ;ru%|-CXT>3B#|ESGn1P*xRu(WEG<7;VvOQ_-QVP(lS@? zsOp!8x$f+^9>jR-4&Q}9Y|PTga!}wBBZcd=0hwnO>`JkL1b!MZUxWQO&zm*_Js_(< z+jNVs)di6l+g30WdNP*|p=dchGX9}yD6jWRD!c(?BRBgt5q@M39N-l8;VQ31f*ILENxNtEs84u89mKUys(l5D)`JO-3dFl0!R;3C9;2 zu&W?b+~Z7p!kPPj;9ip(-9}uDJ4gtpo*8d?fO-7UM)E!=Fqe2FJFDYh)PL#(RHJ5(UhKS_cW%m2!KW^0z-#Qty@uFf&IUeM;fMs|1JONE%%Hl#3 z!p5+`_yY%$3vlmbpT(Zw+xgBf-(tLga5p!S={o)Uo}e2mneQ$HK>lP!!nxG05sI~_ zQ$({0_q-{^7&`ZB7uHhZd9M#^xrijtJUaWDxr5-_GenPE>|7+oTR!)+1m3hAem=;s z>O%;9c)BdFBmBK!%-+7tBhv$}hB6)-0_BAHSA>D+^m!J;VQ4zNs($yleH z)Pwc$0lFg>txQ!u7;q$5Ita2riY)hQv-sBH;Vt9jfRlH2DXR`n;+{q zqJ5$l7X-B!fB#mnoh3ohZSv0IxAcYI=F#$Z zTbCh85ys;$su5=O*rt%~dH(^=E8U?)31-KXGMAZch5%*itl=AB0U1Y2Zs^x!O}@|n z*0D$bPnw2ZK{mxxxLQxt(lL=r2z9;(v0;ef>C{VYk`VhN$r_saGIke4585dq!b&b& zCz@=MgZv9IA^u5-@s=D*!tefZbKTLBJkwSe6f-&*kC;;Hr0!F_cAki6tNbw7lUvvH zc6-CM?E)!jyQ>Fz{gYiA=PolhET=4N=!^V1Z$E$tXG39!4=@;Wuy+(PH>IU$8N>g)5^?iK?T4$kcG|Us&aj-96A;h*#w9t;QS48aJgfgo{r0Ja9Bai(Ap`tGfi6%7_6O~Gz0Q1XrFsqeYw zF-GW@h(RxK{I zA4+XEo9Ist= zFSfHPlchFw{BOS7^nd=vG0>BZp(VMKx%Nm{cGw>HLaW-$q~|07tvc>SlU+EVdysX) z1g@&3Tj)4_*ODpQd*|z#Ycq}I&)!J+$Nx&|a1oGPJPH&>FJ@6|{0+8Au*5P{zVmGe~9NDuSe-y?p<5d+o@#*Cvbul`oodo4S|Bf?nWb>?5>+{ z|Bd1O2bT9ga*x_0*~CFx14YyDdy%_cs|g|1#l4F2%*gTVG^6*@F9&_S6SeH&EM>$fu`mh6S7#Qgrt9M_q6wR%d)F!(zm*&r89!PMkX7V7%^v9hl-kXeaSA zm`|Ge*KN-h1`eibXnbhlL9WShB2!A{)YE~MEz|RC{q;>>9A94bAy0iDvPJwt1Gl|6 zPENUC0VXJ58Uy9n@VD=_R#zSwF;?CSp}X5tsF|M;K0XwKUP|}bcgeg&$yeOUzq)Xn zcxqQCD*UvWOijxh)@afjFAOb_aeJ{8Krb`Y5v6eG=+dTZB|!M;oJqwDYXg-ASCUS< zL5-+N{1XkEHiC}no}nJ0c==CfoD|t*INSF^x)hojuPB*O+_039m)$EV@<4k&N#8zg zPE}$NvAC!4CO7)Zzlop!nK9=7>U&9b!(8O1TSgCqL)*DBo;~0*Bb1e;cW1%gR<)0O z?w%HR6L?L~qVvv;R(2^1Uh!IF(%|eOObl6lYaW*bHIFr0wauVCNcAH`M60Q`HoxvL z#MEfYGf7W9f-IhHKsmLIC5XVu15$PE5JaVHcU%9= z9i9AlTYUa=yU+jF->|>aAd~gqbCp&3f7Vr2<;H&uF_XV`RYm^)gsH5G{QtX5WesS5 z{Qsu1|1!({|D>txKppX7ig(##=bxKqRnI2~rJWO(<*SG9c7{1>zM>HeGI%Tq837Y+ zno8Zb-6Ohvk=a!W!VpH|2d}Vffs)QJ-X@rABks#u({R|>MERncjIjA#<(ZLN)_dK$ z=N`YD`Yz#VdjafH%zFd`FT+lg=?Puispbp+3uEsY)l}EEiv~gIMvx*k(p8%DPDG`N zfPxTu6p<<*C=ehd2m;cZfFebjbRu1PuNFE%dICs?gc=~^IqUiMe$Ux^e`lO=eyv|g zM%G+w&ilUZtBAu|iF}9E_STY@MK8RfyI%UR`##4 zX$ScTW91g(qcj0Bi&RAx2ezzsckA<8w}2yA|462Sd+%nI#aw7Z0>(Azh|u@V#z*5s z+K^R3l}?G!nf3waUF7PkZigjapUw2Wwm-de+pP+ek;h%!+T5hC{kL>-?f{N~W`)lT zicW1#FaLiv;tgOL<|x1-%{IqrNW0bO?KAC)n;>k{_#gb{if$fR?AS=T{>$d?|I?@ z`U2vCJ`##c8?VU*!{=vO2dOuzf2s$B zO$?TJeN7g47msSGp3e`#D_29Nn3Ln$!o1LRnKil{nin%Vv(RL*EM8+d=ULjL7%{HR zD1ge|t1%4^{N|_mJ~zQ+JQ#pP|7$@1pQ|}6imdC212em(&rP(>Bbsty&Jrk0|+f;*E&#iIwlSJfDdYVwir~aY@4&-q`9iEBihc0JzS2 zs;en&7!s`zPC5$34=^>=4RKA3pM?(j@m`sL(?ZI#j1XE| zxI7B03Q*#^+{&*mErf0VImBF|?Aq0a>G&8j&zy^jF2BhA2V@gbbfZ0J34WL4*{zC> zMnb=C2AB=nxul0R`=sks~`ZWzl{t_j8U_-sC45#4I`rd;VajzeO9lfp!hDgM=$W*cUn`_sJ5C zacX_zk_z`k^W2^;gKG_5+B1gzUe!*hDpF?BnLa|ZlNt>fJH|+%24f;bHm^=8b4Gpq z`vH!*o-Vz??~FrY>7LrYBBfQTs^Wc6C-gKwdRh#a|A>u|=_?R{T}lH&)2>#{M{RA> zcLw`-E2hMJ>8W?JU!L(PrjJC*AN_CGbCmcXMT{~!e~DyR;bJ9K?e8a5UbJDJZew0& zZt|z-u~ z%0@TR)2mKGrb279=w@T4MDm51TP^28&z#5)CYpH&tz%tw9G`NCm^dH0W`#Vx;MBLP z%BhRs(-&9#R^u)P#COJrH$s7iF9Ogic!YxLM-Kw;*S_~df(45JU|AkBS|E~;gUcfE%@U%s?$`c=~D<(*X%JZa-!pxi`MRU+xfWZI@ z)!zGDXp@A#^>=?bJ}+3?co9oy3-KNpZ3)-|CdXo zM~2Ma;E!9fi&6$G_4CQSZ8b{oQ4p7-#<*%ie2@571HX&;_2y~jSEHXxL~{=amYvmk zcqLKwnfCBMTMl$*3tpxktyVWWZAL-HA$JV)eG0pJbO zk8R+c(ve3HP9%#Po>APtOmzQ6b?aD#*Q&+*-M=c^3%nfq?BTjJAg$}6wgrmic>q=T zCJ6SCj3gdMX>uUU$9ft$5-+#qt-}O8uefZKd0x&A5l)?~E z1TPkK-%`luR)3ek+r>}=yU?-XY+O9+dX_9<=X1qceWk0aQJzPddHt)~4yj^PDR24S zD-^;dP(P2|2?k5>xYi3c1F;-5K=q&3fs3CVEA$qvwWGcAD}nZf5Bs5pY4yZQ;3Vs^ zH=7unL&M{6+OO?YNGUjYcmNUxIAL7M#Le8KH)|NL;J7wGE%w(#nVs`(>rK)<{7cqf zI4G-2mQaWY%>T_yN+#&#w%Uip(9jc;Stm1XwnzW5p{7wvO@vPyx~uvpJdEXyPLj=k z8WR@)8${DIvwR^@AFYzAzajz+>PKIG?zEB^VsBhRhFb^QMh-X%0A!mChSRzYoV#Q} zX3C%EcUPVR(+aM3>ZG7BWFq0Lw;I@To*@=`O%c#ujw~+hfuxw;*zS(H#+ztiqQT9e z4bwNS>Juj!R2>=@MTp{PE1C1OJ@UxmiV*Jw{q}+iwIxWj5CPJOzDA0I$$U-Ax3x{< ztGnL~8U0Z3gHx(2#wI_vF^|{{FSYg9b}ikOv|w8ur+6ZJx06giblS9E6JWs;jCPr&!~X$2ABwQ4HY}Rf zELLk6a1l$%w?{RVjspH@kWd2Bhh&IBsME`JpcH~&m24?=RTfR@lC@ z@}XoXj}&sm95F7I{)lqRwSFs`kk`{z9ge|EhoAngE<$v5R%LIa!JEfT=}*iB#A-7e zs3z)^Rk~YLt@$xlEU%bVo(bMd^8!V1vxt+a@cE;-wo zrQh}OCXxBk8cH`*;Jt6NvbDXk7)ietjo&x69HrpUoNLpRLi-SdQVq=`m9KC0+ohts zzhql&{fFp(1C*PP@CD#>d$-a8J_A5G_S&@)0qYJxwMnHw|6nFNy#(sgvJ;8N)}b8- zUoKbtSCMwBq7>Qa_{k4|)4k_8Q(B_{{O^I`9~&3=y%pn->b73#88`ewoY)0hvG&Pf zgp$tF<&vLM>BQi*%f8Y$xanpiePR%?@9!NMVN;zhrn15ix-GXA zG)eR&eF_{seS42cF0eB?v<+!Q0QBIJ?DxkY(tl=KHoUD=>$Qk+B&@i;d0->t#s*W4OrOmnpOsJP5%G1#!cxb+rY=U8mDA}~ z-j^S&#(3Ac|Lk$>%qz>>LHSsioJdQ}jZp)M7)5t;!erq6&2TywVs&0O5%3 z<~EsSzP0;$ddQ0=6OxV-p0JN@>C7vR;n8%~k0A;m6&FOzaRx>Eys-f@oHUXQ$@bXdx-GMq!y z4LRKA$19}roN;YuUURrYOj##khadz)_?6jBc$HGvOAN#3%*%l-Tp?M*Mr& z=bb~=SkI&YvuYdCoh#4(RAsXP?9NYMyX2+1HK<&u{(CS=GZLFtk^j#Qi=7e94+>^+% zYNBeF46O-V#3v6k%EOW=LkrxV6lJ8!xVjM%%AX>^oq6=x^JQAD^A2-OIg6L*$X<0G z$ZMF|2Hj;m?bMUaPS#zr<+)4pqEGI$dOzyJSbRvDq-~hyN)lyBn$hACzMQuJE^mDX z91=onQQ|*Zd6CxGW-}tBd;T)84uyo4o!A#{$h43Xsq$T+%mTB$KX+6var8f>TZ+@t z%=>@Ht%%)iD6v74i6mweH})W+n_rZuna2^D>%uAg-oxW-KfenIFJk+%kMELd`q3?- z@w6%KQWKG52|$D+)urUmFjo-bc7~43N@j_<^{w}KdW3bf&1LGa66H0qgH+d4=u7`- z)U*{oE_7=XJ3dgCI~pHDx)G9(G_l?DV#X}F1Hz7T#%BL`W3|W}y)Mp&Y z&pxRhTBmNSs44FC_w$h+@VpJClngEXW}N!KAeW5J zkGCNy;SALl(e1|cYcSa3X%`Cb@M7HGjm39QSh|^#RMu2x^)dIu9lnQ&#D?~6a9O+o zY-!-?h~3UM9*U&vDaYFq7YZxDg*(kEr}Jj$vL4A3fcL?`S$t}da?pd^JToCn zk8F#w8K4K?$ZCzF$$l3onF8SaURj9#IGQ4=NCPsHt*iT5ZB3b=Ds zv;8-15t?ktPZ*n1tT+4iCMw5X#ad&Y!>wU`*;QuMn+vrI+XndJYu{CS!ed#)1kC4| zu4t%6ozZ1na4B%s1)gA3Tlu@W74d+eX_Wnl9Te|59omWFn-m-!{b4=ssX5}p+}ZVY zfOWdOr@cN(pW8OnB{@D#EVL)!Tp(H-;nWU|%#tTf0C7g$ezNQ7(jf=GJkIWZ8x^Q? zsn{_rD`%WFRC&tzx_E}W5aivb%%4XD_fiAT@7u#6Rz9)ESaj94a3kf{=(GKb9p9J} zFEOIZ+C{LoFHe(DZf=pY>Ss4A(d;6P{L{cW>pqp5#z$41mReJbZ=Pj9ykP6K?$odT zt>pi!4Yh0)tRBZ41iqJ#)zJ`t{8YWP!9A=~VCca>qxFf~DXPeDdLE5k3pfPkR-OM@ zdEg5E*eXOBKCXw0QUBEjCocW5uSBy6!7w-&BhoWMr70JDU7xq3^v+ z`x=i9ofjqaZBvQ$psD$wkCI`dOCyKpjHVxFB1gp}nFtSyW^DarQ(kmkP%%;QjD0f{ zFGrHILNm@H>>=!KvdUo!JOikKoV$WE*WQ&04+$w+ehLY;4!#@w0-k1jNIoEI+8&B; z`@5XD0j$CH;YCeGq&F${Om6`ZU`)4ZuF9X1V-*eM&2+ls<(=MHb&~44=0K%qd-hqX z^g}P+Xbub})dRygAWwjgtm4V*@(5wAJ6d+=Twy=_0e=0v|Ao6{4ma+eI7tlZ(>$e4 zeq@3A-Kt7bB6{i*bvq4=!P9Gg(+{jk810GLo5QYYZ{Ko0>o!6X7?Z^v1~P81b*ULN z5`)sV4~eQvUFoQ_lKbjHd6L^<+dpRdy9c}~b3cev)r1dL?Ol5s^K@nclf6mu-8)H2 zjbAxMX^?-X;a0b)@V>32p+)0sL2+nK(uLs#tx}7-&q5zpr*bCIKMefr5cQ-Kk8h>zikzL+bV}w(;IT81s(dQ>5s5=3%DNBU1Jfn0Mii z4FZd2vY*~yzR^%K=FTb_$K#wya1d{a)-&_FdaV1P@=VxG_5Jy$13r4mrQ{wIxYmraI%xrEczvL|~1!=MA>eWha)txNt!}g~{+)Ca3PSMGL#}=A*S0SFC zG7p@P2ZmsM${d`^In7R}sXDN>F2>*$^1Z%y89hjbn*RjjK+^KTAe{*jQ9ERRV6g4j z@fuIRT`uqJK~w5>G2;g}-i#V`BH%&~xB~K(z9UH!0`YC{+MF@GWIdu$HZJ-DF`>FX zT}{&7AEIAZf47uZtGqq!HD8~IifD`HQN+X&p|Hb~-Obz8FF-Ln|Ia|tyg?z8u`ml* zRxdH)h67{utL00=SNs{s39xeP7}f7BOV^O?N5ZJscceVhQ|2KrHBQKO2S0N9pRJx8_A%5K;L)@f&_37=4pU6t!f_ooavRdg;kGhGIPH^3g)PK^Ye3ITyW2|p>=_1Ec# z2D@=`WCv0)F8%`Po;J}iE1tRUsICDozRkaHSa-!bVZfa&Dc93qL?(pxB72`ou4>-| zh0%DQ-uavp{|_iXh{a3QYUYRhyZ1{bTX%$mFBxBG&ZBT=;}*_oe2mFg7J#ld{m?Be zrM$p`@A=0Zx}BzwI%Q$6#H@+s(9SmA+j2z4PMTw(&SYR}?k;d3WkDIU1C4vSZ(ko* z5KZ^zxY6b8SHdXMK5!fOZqs(m6O7n5!cedCZh6*zUn^VI$O}{X#|V1|zlX7dWgfpr zb?zuDA1G|H+tP1{I{)&oD?U?00A%3`%udaZ`i6#-uPJF}O?NEg^g$0mtKY5_mA5$# zfvjx0)U9k6lf*2qWLj+nYxOVw7!pj{=UP8V`ANd!e#b5y)Y#gBC&v?j|sOp^ly*@gZMunipCxO9KiqcwT(voRw&VBECi|XCSq+M^pyK>fe~TX z)iEt^W%v0gzUsbZ8X#`B(NFUB-jkEroF&>p&wOv9rvNX&{zv+h_V4Ne_SMA%SsYR5 z>v@{|!DyQkINY~#$pOVz3FKs+Kgiy+%d>MileZDU0*Z%ei-8;S{FT=e<4>N}uKSF^ zNJ)o|Y}*4ozM41wCDWn?lmM-~j5|@fov6{)?a5Fwd#Q%UskJV$xxGYJ^W{sW-XQN5 z?xuw)=uthuUZJq}PQUxsvlPqD%Ir8P_f}MQz&pyH{yNPP$wKxB<4me2THhhbEZW}d z(G<+gtE!^{(5wZ8@t1B-o?Q_u+U|tBwFf>oTJ>Mh1GvRv>38X{^0{#-xG8@AQcTV1`si7(L}+> z`MVcxh(xY|HsM*&YNft~OC*>92}g7@m$7rRlOVqN=ECvl&!FM5SJjN={VE#q2=7a; z!v==#!Jkkj+Bh5leo=C_mrHWB>2q2dcErFpaxqH`k7k-&;IUtCA`wwxe>RAirx)4pCs!_ zvKqHgR!$e%?v1}BGk$f3vwkIo`Zjtb`}yb2taH*_jH!-Hzr%emwo8g#YZX%-z=xpi z8{&go0Uax6sHeJQzFYdGrZTJUMAzW{eSQA3NU<2|_dQjeNghxARLpn+CZhpb8DI7` z7%;yv+lhAqNBm9}xbe?LppU^Hxx>ybDN3xJGKB1xDTv6N*~`B3Yz5O`KnZ768ovX4`EDQ z%G)2v*`e{q!4xK zY_e|x|JMN6FDPxTtr}27)o^ahl)!&o%KZ9g&czR=1b(MC@{-E$`4%nQ^;BnmUQOI$ z@jZK#Fx{6VJcVUQkC@;M%rQ;O=BMXE=1psvFsj{_iNL4ejCqxeZtu*q2+2sfEoKF{<=tD#0O zU9t$PptT;$KhM^@MHU^|+BuxTu#=o{;{ghX*mno_%EBKF=6FhC|HjhmIKyB45Drc3 zn9I+{8mzD8XRo#H-MBK|QY09P#kfGnZCuj%W16g_-#fhi-`23+QbG46?e3lNAPR94Z4rm? zOC+PEZhE|$%kpGxk-BxkK%pz_s;%D7W8*oihwYwb0ip_;wJK}K)DK)z1=RoPXaT!)oteg++=FFu-}evZbR8Wk zn;sz>VEY}A?)=cnRuy2|@<$B=ZsBmA4M;V#=i!u_)qM;{nEKw%y_m{cbB_n?=gVS^ ztj+A05x37D%eGgt{8_IFn(XNdxtjsJe6cSVTBU|HIo9BH=?&&I5-xoAB5TL;Wwjr-56qHg5V{7(^8 z*}pllQ;RnMKXD*eNB`{UJ+a_g==&p0`Uy`8r^_)@5+YG7Mqi;yS>N+n9aL>5XV%X_ z?iOoF7uPYA!?_%9%;?7b;K#DUVa80w3|aEi#$_dzw?WW`oh7V)Q%QMH~t-J2;Q z$){svOPOdrqGkHbnd}k^m*(-O7K^u?>@-LHG!Z2DQQTy+TLG!<@klE>DGuMImHL-4 zu()C?HyW12Wu?TC|EvE*p9%Nm;P-2wHyLs-L=9hAYpWh5Il+eUikqSZc$$$4?k?Rx zL}C(;T7wYX-p+N2-~@I^<`jG7nIzH)5G#Wg$ZAAbxIz$P5C650O+)LkFE)SH(+g@_ zpBsGkx02zGur2&Cm$4kID?dM4Z!q)A?*yf`B~l6(2aFFW7kB9>fBaB#|7O-O>h$4Y zk$pgjhse)Zg~}!tp_EkTrwcYQfP=DIi(b`gap^OLq0 z(O~imfbA%a__~g-s~zXOHmo z9#AYq;(Et)Mk}QMrUpgWZ--qg`mN~*_`5Rz0$_psjkc=2)Gs71Va1M55~Y790e z^^$jX_Tgxw<9)*=b!5Y}Vyl7HAN#<0nmun_rSFFh0qh(+zaLqHFIlx!M8W`uc?84{uY9Z^WTnrki46y^WV5N?Zawa>^|%UAgmKR@P?WObqhY zxsy{jr<*;G%8A>6L#(_Z&s{j&HcWK45iAE z8RdSLsDePe3Zv98-f!1zBM$R$3oWm6^y?6f7z%P~zVC<)4W7G?#eExU# ztpK+r^kShMP3+~>=yt!Ki{M74rAyz?yeRak!OglHaetKa>0Z>0QWo}!pT6d!vk&pg z_IG#szC4mOUKYn^nl9DHwF;nyAXiZ;(}>Jw5uCdw&lpaUe|l8q;__`r8I2{qrjNe_ z>n36oZl$P*wvLQ%2~EgvmfqB7vAIuZu>1bv`qDloNgC<^f!Lsi8pS%siI9lo&eMzI zSGB~gAC7JiIsgxVi~Wmt8H!*I3*YxZTqfmjcF+CLg2~m!rw1ol7=l{Yz8T%u<`bAq$Chd{kn1Va4_DHz{pae4;-}OOYR=H!Y zEX)wanD(K_RwzlRg2d3*eaap?6gj$i27l5Ng@5iLnyjf^ zb)l`vf_P0r_u*0otcc7;h-+8`Y#ofleLjrj8S+o_@W|xSn@bBSPr$^*t`iVk{D`6O5=4B zx23BLSo5;yEJ?H4AYeMyGq&JIM4Df(FSbn`^xV6_`k=@`?UPP7lWoKA31yl^*e{?? z68(<$o1#8w`IHeiBF5v)Frjxq_mZ7qE`hEoq-$zzt4;Ri&!O!gwjon0l@*X|fMsE@{ zKVamDM&(5N1$cA(ol!EUS6(T&dZ2hCO~yucn`=Ij@rKIKT|`fSlj|ZaEsfx8Var*1oO)?XPKHtwpl3 zU9N>QA}CwV$_yG|w^bJS$S}fcSL7BBE7lTaQ0o-E)#%0{=U46v7a1nDtbHKd&yt}eZ;jknYUTOu7I zI<11RUHbOiv7PsdRVK>c%=_7Vj6qq;f7k7-TMx75+twPso!{LiRY6 z^b0~5hXNJ&>b?a)0Y?L4wk3r>o2}A;o;3CE57b1kxr&>9YzE#565kS=UimH}oA>Pu z2+xl`5g~o?5dr8}qzs|+uZQeDY#r`#-apHP{-3`o za9-333D$3(ybV-DiGlzAD0?lz4IjJE0|##?VS#uVbqKm}L(Zk1+p$o>WH3oLCUZpY zCawAvL%)MCZyvSpyW7_r-X$~jR|&kh^&l}Z!5?zZMmJso@_sU)>?RJNIoAjHN6RWU z6d8NoP8JKU>|U&p`Tg2<+bc_kq_l{6ubL4M@xEEbsno9TN|@t!6N~G@VT%U?@=+?_ z?V&ix!9|ikaGI13QFJkP3ED%EQZ*vUJ?5u|6=e=jpN~`sXMsMQpj=ptys%MAZMct` z?0||R5ul*8l#TCa>Nh}BX*pjDXRwz_u*B7o|60FG;Oxe1m+ zT{kL-7rP+bj=_{JOHaKp`b@Mw`Z!u}{TFAP-C{5_Tn`2rY;7qk7A@9-uE3Lc(_g1F zwf#I%I!X{GKN{bA9c|3`4`}_UHI5Xv^h*tgdAHlFRbsutsc0T$iyz&3(VTI7@;uTq z9(#>%vr|)y%t$IH()QM;|5U|nnT;YCad| z!Pmzez^AV+!P}*o5q1OMsV9)Du2?p+nhQ{Litp|UyLn~F=Z9#q^rE2qHD zBI6R156^ZfzGp+F?muH`93RmX=q##I$GQD(hL@0^)M0m?6aIc$oXO<9xaTn8qxR7Q z3{hOsv((kN9RSOR(cw$R=gmfvM`o@_KvcHxW5bj`BiAO=lghfO(6{{kTv*;gn+YfwIQs=W1pw4*nw ztC7jZRU<-r1yTDCqGo=#HaCbc<}e{^=mx3G#MHj2NmC&oVVm8~jL8oP%W|a%rA}3k zY-jr`%)g2s^1EoF3Sa8*t0E7(khTC5S$g{>BvRhp?_mwLl?&mqe%OR&(U#y~v7F!X z`CwBd-~g{)^|<^bF>$iFuN^R;MMBRw5y$w5=!;WC>BvKaHV#`WYmREpHMGwQrcY`) z!6oh8taOj}Gdu>3M%vuk22e0mL9L(15xo2#kjVP;Z450Ue5ps1zkYn@jobMJmrotv z#wR!sK+2vGUeGKr0|9b&iJf4CmMd zC!j?=Wi%hhkJS7qJsEWosEaJ{sgEp32$sE@8)9)rm277Lbp_KWfRBu08n}RMR~KL| zEh%h{e=L$%1Y)F0wTL^l=V^r&i16v9L6`cC0Opkp3lmxOf#+sJLewhir!c3|jk;6* zG`}L->hkh3L;0`D(>e@!VhmqWHQTS6uL<7}&Y+qPRtKQc|9u0B|36Q((eLMZC=RO! zBSS=R*X{nY$0>&vT1=Pe&gQi6xqy^9jr0)uH=kq;$eD)G#3xh+|8L(2y870y?CP4j z25?43ZK(?Z6CHkN7D8PCA0%d%PQz-zpNUAW5>RHkn;fhsq&b1-2NPjYz&&_BFRiG0 zxErR)j<7aKzW?5ZrYi_z*R41!XT#EXL+JH4x^F-GjR=}1Tf0x!Ujxe-{)GS%=4o+Y z!D{l4D+4bM8@lTe849%3zn%k&eSQyk`X{8BkTOKryHPiNSr6Ou9x<(Sc`WJFWg7(HmMp*O10e-HHojW&8%JP*|EQLfIN^9DzhI@+t<;|dO-x6P_U2Yq%QOh6kx$)-g zuZ=c>!1yj^HM#oL5ZA8Vi!)I~mmP7TgHIYpRQx*KTXkGd_=OmeuzMP}V}V_H1fqJv zgeokj_t_FX)hxjLXPrs`O67l*9xF9%(QpQND8DO3VyxouOj6e(M7j2w{fGjU=NlrC zcL>?rysEDN?11?$M^)3hvPB z=NXtbl9`6Yz!{&Cf*_%9&VX~xh5Noa&H`YCtwpY$k5%DCarPa9rHuo}xBQR)+n?6`KdYXA9>C3|?CAT*-i~oGF}>xk_94 zh4PxNmw6HOswe5jLpSLyccMW+c<%=br^?IU6*i$jJ+YjEP-`RWZ$l3rU}Mo8I)@fD z*;7M!)4{uuTS=r(51PJgZMokG{&%lE>8Io7zzk zaWpvL`3C$43mC@5e*IO1_%Njro_u8RTAny-gP*em(ZnBSWCc5^J2odD#S-qLm`O4~ z5U+iQWMN1+rqFt`e!yd|OfmKL=WNN4&`^nQxlD(Warvh4$4wX#^owTd79fa4!$;4! zl`J3I8kq%OKaJYQOhY?km$HN5Eb=sGr{ST29?ee4jP{N3RGX^tfctyFMnFaCw8-|X zpyOD+N}!MZ10f*sgwq2zwQN4uP47dK(4Ui+_&_%69ZTqA6Umx1=|E+JCK62A^&D(XBVvQqRftMm$!q-LBQMEX zxkmkaQ}Ax#@VhZw`lcOSAl>im1-d^^(ri)Z4;LGPuw%yGNk4GAec%W>Y(G(Bs zHfCH?y&ScZ#YnI#EbU;bn@w>y+7W$ve-CuuRd;9XJlE?0LsrP{Fg_KxV*uD*hxPw} zI4vGgdKRiDy7#*{JF{sGUH za?d*ew}k1Y3=nB0Dn3{X4-NSGnRpLITn#1b$p;x*)zsGj$pm+YZ7t{Mluk@QTy{!S zQx1xB8?saw^W6B`>V3ehiFWr*{QJhVc%&g-j0ldb*t%*EdA-isT21_g_ljT)hrQ){ ziQij@Ywh@^Ay$BqIX%xeA>q}utyt9+Z`-eXSbpoCeraFYm$90L#%y5h)*(~z7yd_0 zd!(ZO%p49 zA^q=A3Wwd55+ltXNmG%jq=|pxIluia@)OYX1`eOQ!b$d! zVEBPvvj~8B^#hG?fphse8jkhO!kkiC46wj!FV;S%NUhM}zrq7#?Z;l@>T%~*XO5_6#M-=mtl*4Ooj&>@`Z?DJ3pt$!a zD)fjTA&tTaY$gnw0C^8YawCMAG_??5AvMN~3%1Z4*_a-h8%G_Kp1XBn>r@?c8x6O+9p#$>y_944+XSxj%c@Scu%)-Ytz7vBR9)W@ zogIv3-ckozQ+nQ3!O??>y{#ADYxG27898pPT!y4BE_!WFHnv4Vzz5k;DB4MN@$%l? zLf2QWyIdgNA+o6)k};ZmZK9igZxJWA#(oFdijjhSF2ulA=? zdMt&S7(0JHI`4f-^ z_?r`1oFR9Nz?W2Py;XRs=+q~5+Ro%j;@$B};JTSPdAl3Kl4J#cCclg3;@9qf7K-LA zJe?FiRzAR(<)*g3O0}bDBS5<5bRQ6cre`Bayco!*Y1;$_+EY_qUDKPRjXihi=;D>XygQ#p%*nD0xsIHv4 zSV^95MZEN#+I~JWq4?Y53y&f_S;M2$)zXcladXLX_|&;%(>k zC;@%K!qHRWe2(*P1?w510+#{S9lyo~!D}hHuNzJSVNPe7NOd^S)zctZaG=}MI?0~y zV$E-=adYz)d>q;xNFsk#4TW_~;ev3lZAhZcFfK_3Mj$ zYz61EUutbj(vDK}ds_4*_4)AS!#((xv^%iQebJhVWIIG~bkF?Fq%q@+E65pfku%lX zM-mt#DBqbF1zrRVohUe^L`;tVC+h>yU<;;C-kjrGGEbDN91Q6!tF}fnS|5UqQ==PZs1v>~Dc~0B93z*c zfqPSV9O;zZ>&GuNslX$UW9L%-f=N+H5^-Nm@@cHn{YPy(y?=$7R9^1zZ=dNPxyLCt z?=7}CbsckfA<{Y;m#zM0dlq|~iTt4(X_ig7nCz|673}-XG(`5YXam8or;P_CfUveC zMW27pN8IZ?rhZ&a`1)DR_PpuQU`X)04Q1FQ zGP)EccJu6xTUs^J)(!XBmSHY<_V0%C=$sDNw4tP}BU2m?@A?Q-cv5NF zV>Mvr^;5T5SMKoa;@WYnxcdc6(%Q2-ZzTE%e0q{N zR>WQ?m;7NK7*@ce(O$eIGBF$jC^Ugp#(hVkSpXjmAd>gT9k{o!R$;w4G}hZsKe$W& zZGhfH27jT>;Qv_8_q@ALpLi*vAXfZw3uWB@$-Gr3_x!M+$DACiV)$7e*MP!)VW_&6 z*Yh(cQnJB!;^kt08b!hJKh0&EK0dDu+cobfNAWld#&X;NIcB~UiFGD9c9~b5S7P<+ ziBg3nT7@LXT{A3YOl5B+b#L3eQ{c)8i+vn@=Qe05Rk%`A2qT>d49C_<=!c$0p5iFQ zbIXJB|HZ07NjnSGm7Ax(sF!ONJ!#Vgf?7#xx{|e;fOb0GvdM0KrCwr;4GGQI} z2L7;P6@PcXx$uH9xo-$=arr~)H#@7K85GCOb+J{<3FT(AHXGo0SmXIt^9o@%>ToXb zLFH$oWIM-X^RdMSuV+C*H_cP6?U7Z>yqpY-PaQHCumtJOAv&Z?T{@Vaw({DRV2X8z5YkR-DlLFE= zivCCAk`M#*F?S#r$yy_lZO@?7Vw9^N5Bfz(5F*3jGa`-Q%d+%KUuQ*zl~3#w&bJ8k z9;h{_yL5Q7M#&!`W^u!&noR1OXYw9NH@RrP(p|?gpBcGkF##!$q*MssR2?SA^-55% z%cF|3=#v#Sfsl*+KYy>>UCQZL;wszy1IEQiQoyL8RyIOmw2$uiVc<2o=`G$r-4-9W z{esnpZt5A5xMtd^FN9Sa1KP>7mA$6a4cmV}rNAr>`pMYfJcTT?C>=Wu??!`Mj_lZ) zvbf6BwF>|AtysG%?kI_$xP@6Jncao(7Qgbp9s_7J(ag<31dg*FE8TGUUpzgis}qNT z}UKiTJDk$|-Wv%JcM|5Qd9SLH}T>KBQ|mdpb#Ua-}NlStzWeMbiR<8P&? zUhN5M2Pcj^$eE=-vF0COD^}P4AF3Kx5dBnrG z9WOUGo|Toxk0JLT>wIaByCdcrf>0QWpN8Ou2^9r+m1eUSPWdi=(C6ch&0uPap&F$$ zRn_qK+t%J2Zi7Z>wW$c0V>*?aedNq_na zLB=#ldXvOnu+`jl^?U2T2DmO+S4WzSeU{3(!C*I2jn>R!jb4GKM0%#gI?d+^I0Ki-Owwd1gU>B~GUA=YKM}VlIBF)0xrK@vhy@zH-PXI74BeCVW_! zwd_5%15e;9l`el7P)VN)={1H;Rp_X+yM8Sj-6gpM1|*jlokM>f4^fki2=(0`F*992 zH&Aqn1gOI;A+qLfmR^}j-RRpIwI9Y-6FC+{E)Hs&D%CBS2<(|qqWP6zz##bW=qI!vLIn!ZKOqbBYlum51! zZ?J%cQ&Gjj5hMkT%YIot(0vrpTj}7@}TtJ?XNXt#LOv zgr5PJB$KTd+b(bL-wf?J^^KBR`aXu#MkV)%mqmM?bt#T+5n0U|zf`O7eFFJN2j3LV06^!xa~{dIAnSs*p*bYhMA$Or+fGA)qAbA_mba2DeD4jy!;eygF7yO-qru` zL5eq1x(kANj|Wr%mL@#VTb2*3>TjhyRTr%pV9sJ~w&Ct0_nW8{FxMf&~z5wTzO>EloXR>3vHQQ+T!wi4aw^!8C!%=O*NuMfi8vQ3(T9Z zXLQSH(=J5!*tI%q{%+eNHlZ{xSqf){Ag5vGu!W9!H&`G|Co%v({PIKLLGr!91KD~2 z5Q2-smBnMZIT03s|8m%En~rQ>{Ha^XxKb8#K!RF{hv_SQgTlB^q*Jj<*p8G5GN@=5 zRUbMS^Y3jQS_6=_B1MPu0)&CIf02@r`keMJs8q@cfh$iFV!cVO!n9yd3?apPJ*w+J zQ~`m_3MA(g{70hm@BfHi`4ol!hF~P63!5X(t~)*E+k(VuCewx9YZ6Nlo!e8hw5I+7 z$+S6(W03a^N@5^9;o5g0a1c%RiKsgDY{ffvgys11l&8pK1$_Le?Y4>NHsKIDkcBe^ zq!6m>p3Qe!)8^+pq)a&aIMG9u7tInZ_xve$I&kl$<~wNbA2*$)MoOx%#h?TyO;2d2 z3#9T{iG|s|&b%l!H;|3%vjwHAZaFq?NW-MF->vAWp8}!heU~mFrUZQVs+-x=;K65S z6A{vlCzA5QpPJsS35Ru5Iz_JtoicG%FI$4&zw<#4CP#};fRm>7soxUc154U4z<2GT zo6wuR)YRRH+r}jwk+Q6gZ=W%Y#V1CZS`1BPJo-TBeU_f((7!`<^jc$WbFzbAC$vlA%z! z0!iJdTBoXq{{kJJ-6f;}h~X}=s5m~`te?+Tx@%x{`m^`;JmdLAhQ>xfAn| zgRT}8n0LvI_(!bX1eKq&^_ddcwakruNa$7bF=~j6OTA7_;UI1XW#*~Og<~+i6W7bM zr>p6R+Zqa@Qz`%_Yt2lAc~S&C<~~;paZ;RCVMx-N#wPz}^CsYMQeqQPmNv60faJ_2 zs=+@~U2B?h=XNtZMblT@nI0sj2XaM|ReIWLe`68F94R1M# zaQJ$3bK~Q!PW(zsQTOpuyz(IEsw%mDo4K&^*Spq?v?BmN zf)#!5pc<@zIPnHw>s;3I22JyHOtnhe5?(erd*8PF(IrGCuzf^wdt=X*GNK-MrF}Y z$*p-2x|hjqX%tw|#^{J%!lyPGY{S|x9E!HPJ8=rt31IPNg2XL}ra!m@JVL%=qy?kV z0VVA8jnKNKLt9L{O;K?u2keDu6c2nl=Ne*iq^3Tv4|(wP75DQHny5J(TAQ>zKD zda&OMYwZNUlddGmt_NWmpJ5VP?}JFsici}h+cCjg$B4+%0;=qchM{j<-wk%iDGz>q z;y5jZ8z3+fgmce(HW5;v2oK9!9JH(S8~Q3`D|NKQc4!171Y?fS4P^R2^`aWA7rboW z+P9#T_SWK1_J$n1Np7(>O=I3>(3C;&y?UmqaQMLT6F~oPpQ{|Xg)F3g{P&f`e}l>S zFZ&QC0BiuHzGc!HM@xukM1$jNU^?KA#iy(K5k~A=`A60j#i4 zuOgVUFZVq|;j+EkhzmJaqp`{*{lk5l)$@m;%UBA^_GhQpg&iTw`V26^bAcTlEnSjn z2Cdym(vJwR^qT<9XmMs5=YZz3PAHHU7@tjZ%(eihJp=#%X<+X2szVlYR*2g=?QY+5 zl1D6B2@DjMCRkp8Nw#hqD|{;h)Xpbj0<=rU(0Zz9z(uD$SwU$&JYmNPi`?I$cqzT^ zrhF$~M3L$VDB~J3IR4Pe@u#w9xJX}Tjq!d6L!herw7nq21u^7Sq*eyLTm2QMD}VT5$6Wv3SY^R zwH97~Yt+oD%^Ou^D*>h7k`Y^EUVW)3Ob8L?(OT(+)Vct1oQGP?ukJm3D`6qiGf&?K zd-<~Fx}I8@zo_Mo5x^gLCuOF*>~_NzR$e&MCRng+gvb^$Ov~kyZ1x+OErnQCHpSw-LG8qO&88>l%ge>^1vHPsetVz*}B3$>7B_m93`EV z{u@m>`p}a@lnzWV!o7&36dZf9a7t>L4^sDiW*hu`yP#0H+wEa{%)9>O5<=fWCvpd! zV>&KS@mvc1>;WEE&^Kv+8#tbU)oo8f90k~mwZ5x0i+ z9h6htLR6@UMUH_|YvziHQ8wa>dfhv>IlG!5Tq4xs* zo8iI(6q(i#h0SsgvuEW9RHNOIUw4<;i|4nd2h$CM#^^9!?}qq8!n24%?0BW-h!giF zxtLd)eBXo(y}oR%bez0GXKtza63&4vFigd%tmw^8Eh4dbsmq>wP>!YK@x2}ETJ2n| z3aDpw)}(o^o9#yPtufJLgr@AL9zHkJaG%O;b!Lr-!{P;k+X8ad#+GT9vEG(+LYvGj zYmIHu{gaN__|NuRhv?WAOL66{8Lq|biM~7St&ce)-zZQplWy=2h$Jro5xn^Y_f#R-xZ>~&L&xYSD11u! zpt_Gx+8yK6WLJSiZNoyV<~IW7KLfxN`%eH&c_0bd+S${CUf?mXQ;SdD-NjYT1#I|; z_YwW?j|jg2@Gbfn_%`NKv$nD~|9|~e!`vNciC*;4zqO=g?cw6(ZfWfyDaoe*_EggL zH21Uyww1Jj_5_80UrkDiPZ792u=C~1-#dQ;b7}$G{J{3VHS+SM0KJ&tzwZ{L7Zu|F z_w!z6la#XCIe!_|(VbDz#;GXA)R%aBWs(=#OvDg;HWOZZuEvT_ek}-t}=o4v2 z@a|Tc5=sx`36IHY=8ScWjd%4DE=6x#5+0nj`TVbY@orr1I!r_kN&H)~ebBCVAGR%T z!k$D4z3|not{sI6jCiDsLGzSVb#-+fKYC+1D)>ar>7CUCT{`{5Dufwqoh>nry zY{1cNhkx_r`%5u3Y6S&Sy$@Bp(k+#AGlJ$b0tqAa7MCB2hfkk{nQlDXn;hWOTYs|N zVemsaW&d)Ed|JIq-OP9Nj?H=$WrUM<;wk&4{4>J0mfFs*Ie+?&@2GO{zIgg|r%H>3 z1NnV2*M4uTwKZjG7~zA^PZyyWRgwL0OI?8lUXv4_HJ6iAyd|8n)g5Kp)PwKz8()8 zAtZ+)U!Fmg(G^DXrFT1()t~t@ej~s&+Eg5m211l&d$HM>M$K z@&zOka%kXJHBQfb!(v~h8_QcqFpo(ZS2piZis;d6qZz&VPGQngH3sz**tp`@6cg^M zUHW($ghMPnzSU@s6CPV`=)qvwqOsoop*qT2FoXOKL3Y1j8oq=wh-7!#ncP*r zRmgm$_wn?w!v$wuSqP1}HhL#Eo=KijATGFCgmA7=t)vmn!TThfDO_T5vyg|Ew4sWG zeW{wK7O~r5*VLg(zZ;iTB=TM56iTkb6aW!LvxfPyC?aok)7jL~ciowzaGO3*o8ZzY z_OZmT%4jhZS?x+`t>u|-8%3BcB-}I27M$8~C}?r$ccX6+JD^<4gD-gulb*^c3>Rd? zDHbCNzB37JrQjZADOmxDDAG(}sKqr9w2}2`IeubxxxI*$Y-%$P(Abm9|FD7*tQu4i zD2?=ZNJ74dTSE`CVIqiEbF@YL(87y#Me}odh`OmY0CKRQDgnn%u*Z`>Re_)*s`Qam z4M0oiiCtOz3fx9snsR@^pw+mZyao0Q$kmyVfo zvpL+y=TyYS^2HTnnIZGe91`N;fpU$~n z9AeD|Ktv}N(!+_kcqq>Eqm-Z5^->%Xnh+9;b3bPq-++=%f<0}T$L(owu^o0LVj@IIrPa5Q*Dpk&QKvcyNQ zPz?&}0=RP$C;Y9ZgGo$ok_9?dm(JTn@kjO5kA4vTWLV#d^yw<}ZWF?CY2$Wnd#@iy zk1hMO9bN1Uw5y5iNE7NyRApzLIG^P?O9^F5@{M}PS#jy0{ay&!%NDD(;&wHEW zT}z^nJdcQK4rK@l&6hCd4REO_X9XgOV=TLAZcM!0Kql%9&t$&)Ir+I!O%}z#ukhuJ zts=5Xo>v~cF(!}fP;|Bq2Fh6mrvCU(kr-?8HfF zX$FM&n^=$UA=a*(>V)inX8)GT`NAt#P$H?t)>Uv}--fsH+!G?pCy4(Rcc^GiM_VOE z$uMbgW-iATQkL^X->Rnlrj58! zO{Mj5`|+wP0jXEMjW=P2);qCb(`9sQ+tSMZ%*&=cWgSuyg;pF`$Q6!wDC66nVConA zO>DpB_xRjd75cNr8$A_!wp34wz7W3Xri(i=lYF*aKQ!P_)ixgdO7=!i%XavAipdJC zGDjs$zs?(683wMpi-bj8nb}_YEV5uw-WxGG>*wKLG|LI4)4(&|B8$uhg9WEOY z{K`k$xrg*W8~59<%_6>LZp>H8IbYi&F35`R96`uMs+0Aj#Fde;?_1-fzBXLom<7!b-a|p}UxtOxKZShRLse~S$4KT+NDfIr)jFZKkc|}Mcpsay z{w?kHd)Ty`UIeYf@@LVF-A3UUbpebYAshU4;J9h6KoqBf9o1igIbCrmouTe+k4)Xr zh`%Hf$|}}k_ov#{nUg%77Sxao{d!2G0c|)25%ZlDea}+VWKyjq#}sw>{z5m-umx7R zwC$iUj#WBz8F~2bH6nLRzq4Jc)ShBXWqX`w02oejKz)LT&@zaTv!7FK9&EV5K6fG( zBNvanEsSTb!a1$CYx03G!mM0YY<>&XHN;$5z(Rre<;sQAaPPWXBYo-b;KD>=WuA0V5!HuI6662&$a7-3i|frkGbRci)*Z- z93gV;3E&Xr{zcUO5CnU%+rbi1hq=ndb-eSijNC>>S#-Y3eghcdZ+RRio z-nk*RwO`X;6TC!zq=s>6?utjz*Y9>BkCT)f{(TrlC^=AsLg{dB?>!Thl0LZWNHiH) ztki6hmj1RqP*(r!P0ho6HRM`}oLYhYjK6UH$hfch^Ursn$=TUSnH_RU7(8uA^ zm^W@EJ@+<{5($9_!uKsP;KJUSxwM3XBW!E3^w1Uqui5W%w)o-mm!3P`imiEqIPV*U zR&~ueW64PXe6H+7O1tAQ8IEASiJS|a`B^Z>9NPkk`!6nX**sYs-lwnL5=t zS<9iGhnBSq%WiiHv9^p^EOk@#+2-%`rtK&zO2R0VeHkqh!;tpTWLFv8-r+ZW6wK#f z)pi)QiYH(4`|x#?XAwKXIP7haWIsB`===1~R~j%rK_ zf~#`L_Ir!6k&ahpPl!hZ?f{_hQZVDH|bkVasL(@nVlj zeDSMgs`9PZcD;hvao%A$noxR4gIgUk7Fs_%&im{KhyAz})SjCMk~R`vvo!Un7E-5Z zY6GFj;4G&q%ho8pN-UmQN8u(h@ERbAU1|x`X?Nkt6y` zm}i}n3^aIOD{-d?oqcfTJ0LU8fc@N#!n~%73nIXwI^6?Om(zLjg&B9_7x*!$jgl#I-D-3Ve{0j$vmY1 zu292E9M+())5tMIHp01;(O<@9p7Zn|G_4~u>(xBzF!w46;yY#lOFLZ2w>qdSsjYJ9p{z9c?tgFUvvo%#THxTB zN_W(9e|Hua{zFgHa$E7JFRa?W$qw5{Ki%T|B_amWC7KBBmm6EfJ^zbAr30m1u~%`i z+@?%ew$aHm2)UK(TVW>D{>IxRZ+KDiOFgM=Y$P~Brt2$e{km!tCL7q@czAd3#Tx93 zHPl#{WlkKdo09OLqpg%LK73@w>0MPST2p899Zh-WroTf6ojs~wkyP`vS=UnO&65UPOVLAO|@YpaTBA6HuQP%1=byn9*I^C?d^bWKAqug=H* zkgB<=nVnvDI`r~hwAsAD@7;2x2rwRUL|3^x2m3tpI9hYoI}^bGj0Im_UU|hGNvxpkLwj0eNTaCW2-)-eK$w%ne@y@uN_97@0L3x zIOhJw;OI1^$Unp?YgKxTNjKRoP!T3GE+?^-cTR@|f^)yh?CwQvg%UV4>EFynD z<-k7^k=BUf^m5-IH{Vqyd_0&Tmt0(zrT_hhr=co7$OtR%H)RJ1GZzoPrL2q%+9Eg< zaAL4N@yvNUEG458{5ZF-fJy!EMI<|~x}w8*Xo+nt#*?4VG#3*;8OPLT594FHC`y$q zrKNx(Fkgw#(ABAaqOQj;DVda-RCpP;$WpcPG?rUzUzw8N*j8&~`!y+iqLI}kz3}QA zMP|3%(`@QIb!llTrq_XJz22k&BWrwIi>G~ygDn0F-WnLV(4x0WbI@8nMhg+0_c33QfSq2K-p79z~J%v1Iv1V+5h6g?m0u4#^(Z#zlxLoP9ELLzd<}s4-)453F=ti}^p^)VG0)nX^)&|LO zo2_539ifH#2I^T;k1=BRl5-IV{BWrrg8fL$im_}mvlslX8m}D0-m0`)xc7fsv8-KB zz%C~nzf!vH_LCMEr-6vh-X+$+Nqq2*lu%RTXC#_-rqY$91rp$7W}t7!HyQuL%JmPM z(7&5<+$j_jwDmlEoxxRg9xK}-6+tv%N-@uN!1l)jjE^XQ@ z4b66Jml@yce5Lk05J$H#kn5iMp%!|1(Vp}+#$7*w+@W0qsdTw@TY7K|7YOWuZqc;i z7w7>e8?*CF)gLIhdAJ`)r`xblpTYBDz`D7%EsU2w4OeH|3%mSDBx8rhxle2xPzwXb zP6u=iLuotC;I4a}b^5e{;s@5pivIT2K?=;o+CFBk#MT`Pj}2;_g4J2^RyaoILcpVRetT=EG5=a9OtGV* zu~tvwpXsxED%E{a%4t1kl(0=NrAnBzOvuk`qalBSZ1hUOwIx@Ce?x%Uf1 z$@)+uq^9)ZJS!Qm`$z4?$-UHN|8*1#fodC2VEkg;JSr3o#F-fHrsgn>me-v45c-$q z6OQ-*&ow-JBFq%V(hlT`UM+!Vu9Ied&@DT5nPPJDc@CclJ96DUSdM=5ZM3I$aGEs( zz(#hc>9*t#jr8t`)dx&?U_N&u2U(J5qH$hy*bWAQJvyG>nv$sc)9tqVvaFn4bCL=% zFMP+IXLI|uK$J_AvI1g&nyrh{|9xoe{f)vV-_K6_35;PxJpvBt1w5r2_TDq1%Pcx6 zK6dZxoVFjcRaa)+XxGhXJXu>ME%g(+;KZAq8+LDOrRXs_*D_X5`zQ4MD*-xEk_~5a zTf&!4kCUM0E$r#mc=T7ApR#*WoNRiQZzUePROGe2x8_;5)~DJl_%{1KVCtU`k?t=< zyrQv!Ro>~&1UxP=wi7p^oUb8PsPMeY=&V(e%=}Qac!zdpXt-y$i1+Cax>zek7BsU# zc&~nEcVLQsZ=4H;^v;vg(j@CR8guTb?qj9Kj99vlkl)olVrL>}I;B3pn!|eanFolr zMqStmpUX_U*u5tE3kOJ7cRHQ|BaawJnM()YbrKeG15~HmJfNpBfb%avVmnU0+l0Dt z+PUgVZ-)DrE$hHih{J_k^wBdCx7{Q?wBWanBe|-aqB$<~f1BU2YA`>@kcipnXkf_0#OwRRDd=&*$hn z^l*ao9tCDwc9}1j)gyQjww-9Dq0C*5KE^=z2x12Ri!jaq zt3V7Cv@Bh62(n!~*=)I3ar{YGb}SWv7OEmrX6@udQoi7-;33N2b5Yv*Kn#q*H&V8L zV+y6eJ<8ko4j^JT&XNci(5-=9$T(2c0CwmfpG8d=Od z1n)T|^7(si8t-_FReojLQM!LEFih1}H&*lwpN#eQX&B~=sB(oV+$Q&P`!rq}7WR1z zoQZw?T8UYGg;od(82ke+{&8U}&m2tp(w3`@-Au*Q$WLp6A{~Q?P)Ol@Ng{uQ9`A;mXT z@lxg})_{d7n8{w!7Fnn=*%(+N5{-U1ow>aqr~2#Y`x^-l_wAjJ>(!)KJ35rN<8&x@ zP88Gz$wz2W)f>6UpnQEeY+Fse$Nv4d4c|m=b(1Z5e$+_>6l!9D_-8+XK;M!;J4I>= zBDbW;$ttvHe?n2cw?JSEkivpxPgwwEXKSqshrY^Bb{`lIjt3Bz; z=uuo>N*%G{eBC(Vd zKmpBv@(5^v1pnPXVDni|4YdF1;y-402}ggQIs6Y5|6?igckTHBPJ}29)>J_<-b3S87;_44#ooS=k$}}{YJJFg^o#C-= zYsnl(22e*oW_MBE@6F$nZ70Oh)ovslH<*S5@qRgnBnWc^7^9Z*dQK4wav>G7E_@+G zR<+BGN;P{e^vSyHxGH`FR1TNkgDe_!#ssJVfEsotSPxus%^~Ps$QHP)wqYAcE>EqI z38`G6Ej)Bv5Az9U-(Y%hB0PNKwZJT8qCOv-*Iw*5L=D}qkR{&XlkpRTQH6SZ_?qr? z8`PPuus#oz3^iW;=?}*+K5v4PDjmVr2|K)vZM(_Xp7B3d%D9%lG)$q1j+>$bCse$G zbwIYQH;_7y4CbVh^$gDzt})LBd!#8%VP!q*(&y`G6%MJ0fx0^Fbyl+wKWonql(VH} z68uuHjGmYEx+Vk)i-h42Bi!8ByM`LXvw9&L32 zgV` zuItLdj03wIzUJ24$lM--R8AH$Ag&WmH1aWXaM@N++IH2l9(2CpTpCIjD}}J35=hei zHj6g%M}@RrbvTQ%vvs>QzbeNtl@BV&b91}-;lqz?60rJpYV+CYTL5lr1iH}uSxCit z_R5r$Yr@e5{Ol)}lNV!HHYe^={pW(ViALuyJf~lb^%vYZ1M%p>G1zSeMop@|LV0*3P9P3+f}q zT1@$B?U`@`AVxePzSCl2F&{ua=(JXU3+G*MzQR%`dgaJhrckj{veJx?ctnZtO3sWyW29-WpRpxP_wY(C(O14>7+Bz7&}x zWBUZ++S^#Vy!M>#v;n|snj$2hKurl8vZ&*{m+TEj&s1^3jn_t57?gf4%e}aE4t1V- z6~z0HRG&Z|U_S$AUj=XUUk9Mqr-%66-VP3Z}#kPf?tsQZBSIbmKs7wpD4J!a?&_S59MKm zLYPL+m%K2OB<vFZLayCh; zY7G-iV2}vjSiIwUoADj_o|HI@r|6!0{@!C-Vgr4tS~s||f>iaRMs5fOwIQMw6D9FV zL#>pJpD7)DpoOgu;N5hkUI+o~bifBrRxOr<qg`VV-$K;9=}-zJsf2Z&)dH+()Dy^UuR0%If1gc_;|aCMTtpAz;BQ1ZPSQ*_qIsgY%e3Lb{soGq1Pq1~D5k;xLGjsecN%1lF01I>WXW=h? zlsj-5Fh>V1SX%w;CtwO7s7U&_-8m1Ws##5ZjkSmuW>6#!Xzrq5{+20Cuuph+iv!O@ zE%whF^TK+X9{)+h$dK?6bL>!jMucYbE5FcZFOKU8bX5ca*hP$N*vf7!P*KtJ0du|M zqACqo(U`~a&On71`pBg?1D?hV`sijaUBbeg>o46{I!EsE!biR$eK(Oqx`_AN-KV0m zsjF>jvj5&m9;?HOA>TtSC^n4IP}01+Y4XPGw@QW3}U`kEy&@ z2dY*wT_%anvak+4w^d13RYM2kZ~U~dxJ|6uaK169!b!Mp!GxPvb!YHya^pV3D^p8?(8e`eRmkLOmFSgkWm3u!0 zjP^#qPv3R)8L{2>hdZptPStOdH*B1%-ggoOKQwkw+exvUZ*&FfslN8zQ<|a%@s;?J600@8)@aUR-r!LOjg*~ZN~33*LS5q4cY7{kTB%B`W~SxAtvzch zF;6P!RVes_X~lCT7Xr5-Vd8Xsogg|4aM`i=Tr&65wPChoPuAFQ)wfCXSw^K@kF2ml zCov1H8V?~lMcEPC2dYj>ChN!TbnR8Ezd(5M0}Tmb;x`c;9ALBoDYCPsh&CMiJO#I+ zgR?~k21xynOBc382S#NQD~?BTGj1qBuEjfM0WsG$XHNiY`^1vPWuN$IXniLUIDgRQ zI;Pyz37mjQy4_Vv+Y`##0Ek0t$b)u<;m6Z0jsrr2eN4pc6 zsB}XQ=I7VPK(s+D8IyaM#jD~#Amg`c@OCZA6X4)YKN{)o40Zhd4NOTETj<)e1^x3U zjcLe~S-IAHX(at$>Ghd)dv>`o#?hub0s)PZ^$RpyISf?U!A<-HDzrD%1l#r+*oFo? zDcUm-{^U*hBGWmgv9Ts_F<&-J^9NG9FXR~KPH-QnfsLW^c&(km%>5bxVqOvR6-R#XPj%lf7KnvYfu6abM__B5IjCwR%-v ze@EJyrD&FGseHrF{DT}V{pTQ5DO#wL=sp1E$WoD21I;F>im+{iAg)xjzFJ;c1%SxZ z+R`luc?zF#XpFCh897(hLHUky+4@Z}hqtl`?u}q!9yvyejIGs8*)N(5>&btz*d2wE zh<%p_$_Izwa^=l;+Q#wjLgNzpp5U3xOY%V@g@SX9RL#y+P_EJ&_onS^;uhHZYFnIM zpQ%v4-1|QI3sgb3n_H|3F_zxU61|gv@yRSS;3Y_72WaQ-CxONB$P{oQ!YWzrbUxH1 z4PX^TuZqVau_d8kF_F3pfdce;8tc8O`0aRL(<6s+ z8RRjNQbOi$QS=F)pzV+WpkQcm~j`fz6F#j!}K;+@|+jF-5HIaVi3r~Lt_L9TlS5p-4bYF`n6bRrvTmg)z z!Lu2?sUHp5UpKzHD6O*2ceDhY-Z~z1*v1cUNhm{Jt4VBiByRBt>~_!=}C2#44; zm^p{D2m%J6e|hv((>1>zRzXkUrark2!y7Ya@a&BP@GsDj`JEI@%JeM+3C{AQeFZi! z*lRwJ=e*$wJz-f-y1dK-kqSw3o6BfC;=hX8HzMnXywwH#Lv2(}TTaq_;`7bkeDM_t4nV&lw#plz|52;uQ@|Fl_8_x$h)SNcVJH10?cs z-MJ!;X|HY;Yr~mTcCmq-2xY})G?uIfRojAQ-_XId%8lfx6(4_yAO|`DURhs7Ms1k8XqzeVgA8K@nQ>8N4=m zJl&wC)U(bLvT`JNK&c;F@leHL)*SuRGf^l0yBKbCu#u&mL9({!Ba#RNRA5Z;Ys zJa>4O{{8sA_n0gfioeZHVu?krqZ7++WQCpd!bucYXQ^sn=YApG#j)z^Aj%fr8wk2f z2gTs##{jCWH4ztlJCP=z#%uA{u5CTSh>sUbW9!|O^Zp%NZkf(Twy33X2}v{h#0R5J zj(_Y4W%##SLj@EZalNZfrikl^Qr$)Qv9gE}=)$E?z}h_!f_wjMLoNZY1j@pCzmj*M zRNVX@XF0cFp@d7r04g$yy8dI{&U7Es@WcDWOkul1-jurvTNoe=N6&dodV8ce7TS!@ zdwbzzGgtl-=wL1BBh^T!-nNBoYsYtrxD@$On{l`TS+Bq1jVkCrWOWdM)uDPvF}V&| zY%>*CYmWWP&m8^6TU`bH-2xfW?qsqf;$gitH=}_8)&)BvqB7)n5 zkt!o>W&|pRamTF_3*1*hzV7_7mWa&~kfl(yX-T%vU}?E?pQwN*oBlubGh}9p!z>%3 zRs>cIpHETbgu%^pOgX6|M=i4Nm zn%Sl!9cZEzY&%a$&Xta)r`64KN?|g7G;;j@Oe5|t` z=QPaovJj8JPOqt{ai8H%d?>}{k!3<2PN`sgarzOQ8UD3{8WxcYlaLEFT##h?J?B() z@hI4rqVcyg3xTeNx`>|AC&nnnqk4bJ{5m%sAP*DiBnl!P-h5)(zfP|zQD$yia^MXZ zCDLPAFo%+|=?C&;UTjk`(DmrPube%e>+EOwS(b{y{`FHj%n2s)3&dvmoiAd3nQjm- zsuQP;>O8yKvA}S@1GlOD%qICW`c8~K4kpW?IwxWI9w8%-U_Hkro$oT^UG4ZZ7M3!P zQ=T$UjzT7BzKV$1MzYI0mJ=;1EYmsMP0XSZJ)d3vW zXz4AfbG-*5H5b5NO9{j&FzfmEljqU$?Q_IClZ4~O1h7P}1Mz2N*T z?i@Udqiap{Zu#{r!Ib30b@Ii4nRX zJ%P}wTh{aqI5q&l4_D5I6P=PkriA8!m5q5ZP|Q!k=ga@c$F*tpgIrC|vcYBWsG=sI zrJZ#<{?kE{c&v!>XU(1{HBkF&prQP2NG8D4+khyUr!&7HpTe_& zX*S9FH-F7w8EP!>Wj}7A;Z|0oEIIwgJ^+03tsi5%lUOlVZ!4?56ct2v3kE>)6ns|k zo{9Y#RonbE2OIvZ!>7b5psM zu)}Yr;Ez~t9om0~s{Tw536L@Wn(udo_?Gj#X&GR(fI*NacVYXyULz*$M{6eT4iPqT z$z{5tOqPkh;%1-KriTG7<3pY#Kj3YKoV^({he}KkHPo80G-l?k89$xmr&rl!B%kx) z;?)mFA1stw_eX;;ssD|A=>9s;x!U61Mpo2UD!TR}Ykfjc?D`X4c-4v0A+&Mtrdr{z zbhbIuhMnr8E7Fpc>(hAhbMr%H5L9#jrxRvjYh}0_m7z zsA1G=#W1f1dYk3CG;iM^efq5?v(5ONXz{{Ty|rsV;r&(W{ZB~l@JyLTR6!S8j&XDk5OCr}_pa#(dN&BsYrI|js z=$X`Kw6IgpF-GV^s@^pA4HMQym~Nsj8}+9aWpQhD`a7F6u2uW_+94n1b0+>lt(QbE zmW{lp1c7<(zaA&2ZYG*g$g*hX^u051~mXE<}}4oQe>&qxovF?HnaDt)~s2UGtZ-)opV*+QZVuihdrU-jB(^P!;^_pB2cW9!z7RowW)^P#JU)bqeIc(^U zxlguT4sY*0N#>g45C1^U(7**9XlY=bxiGwb6Dm@)K6@|LsPg?L#e;e8H!gNI*pZVX z-`{PAYlkCz*`0G`-*>yJ`J?$j6+bNFJY5|Xw%e11Hu;0>oGhkIIhBlb{?rwy9Z-?8 zvTLNyugf5t2zse&!!3ry46+08rT^7DgRieMMnoD_ie?NtL8iYJ7(IX|q2WY{)~aeo z#=X>&`R4pf@DGx?We2=UupiYS_VTc=L!IpPmv~Fwj8s2FJPHb<_-!Gd3*2>Ew!aCl zf1=vI293iXokJq;mCh|y&co~MD^_71eKq?jwTp{bVp>GS`r|s5>&J1Ik4IXw{I)^< ziX3d7AOC2|s(TZEZ)FIqHRc&6+|da0c089eIU6$OWhKP9PM!#m}YT2-6T{)Ee896Rx) z*aCRx;OM3Y%WLB`zS|WBD@ybCR3-WbT(5+xRfTGo+grlvY`Gem+DbK*##*_9iu&zl z41TTvP^E%Gr!J}wK=dusA5EhV+Egq1x8iV5U#8EWTyR;fPcHUYr$q#oif>mKBNpjRSz_ zpRSTrDFzlAgu)vH8OF9KdnGQc}EJV}zuh(i;9u;>VtLT2{?5b%srx6Pdtt zwj5817s2L|>Us9MwI&X_*9#qLw|yVECl!Zl?^p70!^v!`n_!eherBR#WmX!Es=|B*qS-?V{}Y{hDBL=-=*d-9K{<`1^*G&Lqg0)T%;3pOrQHrSKnky?9yh z$A?*u&Qb^HLi0xYZ#4F#=+AAhz2;+Z$~mZdxOuI6heM7p`|va#4~SJ6ocjQ-Piz>T z(OF|c<$b4{R1lzQRlKPx>2Q$vgrqPZkav7Boy$(F_+h8AYeEMZ@36-*=Nw- z87`?MY^=4bK3$l?UNIIoD)FHv3f(uEGmR-rtV;J>I-ZYPSQ?2XHN?v)XvMJgVy8Wx zIpL1t|KaMq!`b@(_fILcYwuCBYSpf-RjX>ZR*;rb8WDSjwDwjMMbR47nzgssqiU}b zL}Ks6Oo_a|`TYL;{gLa+U%5_lPR@C~?&ssaZ(5hA1)6)bg)7~hJdxw1Ae1AVn7B`# zg_I8mZr=a`0$&b60mQZibur@H+j<@Txub-#T9WkK`f`H+8LtXU{;h$99mR zcr_7nRr#eCjb1==x8;hW!`RD5J!WI=zGNrmsFbq48iX_v*jGM4p&|T1T761ZUDBA^ zG=Df9Xkq$k))-6poAP>nW;PM|=KGqjUN(Is#$sYjw34z3w{MdCD(-jj2i5m8BaFhN z^Q4nsNxz!SFAMlv&3!3i{|Tb(_Rr{6ZzF*eN{OB5E?k7HQxv1&^hh9X9WA^NsD(+! zh06vj7B4^9<&vdkKOP=PK{FbRJQA%Ad}ei6R)gpJ?(N=!Y`;!sAPHZAvxN%nx_w<9MEK0 zfXbukC{%K{uT5q~BTQBIf?0G0gjJ{?3-}FB*rB1EnBzfUJ^NuAR)5epNZ$$z={t^- z)%E79K;fe21`EA8r8bQ{?}U{!6sktZ*3Z@Y)cq*F@L!lPk{P=hHgEsFxnMeB{V!bd z92Ns?*!uPZAHL8<6Lk5sezL>e#Z}Q*_0*`%{h$#f^dE^7dq_;e<8fz?b`)y<)P~@M z3CWhAxFn)rVw3YaT|XLcIR^#$6H{hIZwe079lpB7HcI1$AsjT5^LG{mM%^eGc0G5YZht~2MNlOIj}OC5p(up2!ej~Ur& z*S3O6*jkK!v{ZG~=B!@9cTlRTiuo77@u|>DS7Myx zALY9bDGtRoZ67z|7p_aPcQ51jN_XIM@%-g^AzV-mLU{NdIFGa1}C+6;*B?IDZ7Ejpvyk%(hdVZRZ7Z1}@jsLN5M9*OG~Mh$b;{PgQILDE8T^I#$cI#owvMsJ8ey$3KyLYwSh{2l|dmAq3}(S;Wcp&>TAos zEGBnHzUhPS2}@MqDyL|4oyD(vFGwn1r9Yv4MK&%AXa{*-!GJ_XG(dcH0a>4o5OYfg zT(%&_<>#w{bc|Z3{v!d`FzyEw(9HWC(*lE>7M>=)NY!@(a~*N#*> z<>XplLT-+4+K{DPx>n7dqc_N#CgPBv-~yo-K}%U*q~khKQUG*KJot>4V$`r>#!23$ zf3k6US)tgwd9?hWQSxH9nDBxnu|fVhvHD6w4Xu|~^{%4Iy^Rg-UA)sJQ`>AqU+T#c zj&YV%Pg8j#9r^mr_16fAbc}N3p}O<671Vwf{}QuD*zaq*C@i&g54^gF>{@d6$iB64 zYwh#wzaONp+OdOP@?roSr&R zGxjx)g*#^1h~nN|nd}Xh4XKA_+T1A*)vUd-Y+A&}5;4J;AZCV({p&t3rNwyTY{_^=vhCGDG-c?K3=yy&sPGa(v6Dr zG}BN;yh&rsRbpU#Kt)^jtGXF&n$YnYE5F7tq?pm;_@E)oY4uneGal>xI`8LHtemH&A#oEDMismt>Pck z?oqM74jJk@jHM7CwQ_&BFZprn+ z5+h+>lOo6b9}-4G7zP~3`iSgle@2ac(BfIBL8GA`u}l%TJJqnyA#?zZg!cQUqE4q^DMnbi&z4xyF z*rt++wrDLSuEFBY!J*G^g_v;_XRJtnz?DqgSq3{-SE}SlN5h*WQ%@Sz=2fzwo=2>) z`umq|RVS;&(GE2jxk)@XQvdVSUfb=hKEMIi3S*aIqOp{A)A=3xB|ECg{S|J#N2_R* zbC$bNU-ZXY1};m*h1oN%o9AKr{U62Nhl}oqi+5m-s=nv@8Wk9E9=>g8$zU3s7Jl$@ zTF|xkm)3(@cS1&Qn*GL12g129($S?s*0xyrA@qva%T5O^6VT_^_06r;IVDXSr>L0Sm{lY$(IXrg!n_T~2tExRz)gXAAj*MVXYTya7dYiv=>cwN7yHcVpj3UyFX=3);-t#+ zmURU$FqiiN7yM0l$+fIxd2z7^q)}brdNExR&qToi>5w1X6z1V!wx%o0gaZg4#E!+l z$5(*!T2vt^R3BY}tHAc57E;s$Yu>RhkpY%>*)PRG^edu4zP$Y|_spg%D$5TZ+kZGo z_NcW9mOQ2g=yQ1d5iW9L}cCrogYwK$9SeM@026=`~)7YS*D z8({`c*#W4+6B`83TDJi;X=n*hDn(F}GxM+1XBn4UPA`(=Dt!l&mMQaLoi7PeP+F`4 zoS3@p52Ueu5X3*oWiW*Y#eGN?sP)$PHKaWq@k%&C$&-vc@);vo`09J7)WTNPDdZPo z?uK}|X=%06FW_NVZWKeWX-okZgvl7Km4Lk4XrO>oG-U)lc|AQk=#um2Vddi}b8%8w zg3ibg>jK^elbzhf0=*B%21bVqfI=qX@Ukw_WxilETTG}iSkU5RKoZ0iXY`TCjXjEZE# z42Q(Z0C8!UNGnYCdnhZKyO0A{Fla2PQ|Vs!7vP3|BQAVt`TG_)**4{GQql&=*T^&` zpUsSv%b6o0>J95}@j2Bs^@NARV~`)lpkQ3d};#@8D&K^OvHhj6odq z(}eD~IOV)y>R%6$_(gk%BfiYk)l5QcZaw=FGA z^^BV}#px{i$`&xV4f0zM2OEY)DQX8suk((qvfRz-VLr$20zc^Nk1< zg{A^EKwx90kl~ZU{L4DFOK)Xh`+A@TpC>)iuYv5d|ke4 zHxV=0;lbhX?3Y7-+2p5&!pIfx*@a+iD!Qo{Gx0RtfxUZG5WCtaOnZ?V5D)qkNKR5` z(l4y@<;%tzj|89i%6;M=1cq0P28|vOx~>Z)2uLmrjubnDk{O&}Shg*T6OiAr8_ZWz zt(wmkAPSQz$+l4s4c4-jg8ewhNv{@A)_prr_L7NE-yel{gEDL-0xLi#0(xE9kkMKn zXp0$dZ9f%t=O~*i_6D#vp0}>GI5T+JrC9sFAB+XJZAfO5>DSDT<>9YK0POMyIjUCb z(l*wP(ni(Vi6+t4aJC>Mk$#SW@?*JsHSb|A6VAA`YBdJS+*Wn}Fy8&u@|mghH~6;U z_=|I%IbGXF=fLXyiIp^RK}9cD$+iKp?PICe9zoL>SX#YMu92t8%(xXtWJ$I>(P}rqJX#B@N#=Gzmrw zrR$k0_CUjN!~^3a{N<-Dn_@gvR}qWx2k_tB`@nx009N4smZIBjTRN;eGHfYCnpu@U zr#rHJ>C;Gj6p!=wx>p?jEBn?DwVbVnzP`31jKi3?h)styV=%L61@0F@ztbldjq=7R zY{v0FM}Xo&0xr2-S-&QTf?z@&kbgA@*i+Zp`D0=vu!2=WAzuX$^mp)%aB%wAM_TQL zGy(!f+u?w2FZ^JJS7}H9(FOpu^;+ ze!$C?xrMxIX{bwl6>QUxUMt*@GL#kQ^yg2oWPd?JW^3SLdpJF@7<>Yp0B!}%$&Bs( z3vXXOOxWmhZ4>pl#W10 zT*%b9l;FBfyDnpA{-4@seQsoGMFAG{aw-!)Sesw?Blh#vS- zv8?)2f-9q2QkzrV*K8%D6~>w_WBr?-_h>=)rUU+#raqdT=x!@x8<&Ir$k+e56IOu; zCxaT#X-eUhYO(a~C_oMQezL;F!V=v^k*$8qgxu0-4Zi2Xl3pD7zLw&>d!Rf8BEq>!@Q=01C`aG1I|w1S(jkubPkW2@BTM% zmT)mZkUysjQAH3vQR zqr1TYO-A%iIjcU2Im@iWMOUF8Otj{b-sDit7I6;ShIFjM+=!#{_*$IPgbB{&YjtT@ z*rSyHNX!V65%U0U^W-fCWr06^50W0g(2}KlUuAvaF$pz7C6k#?H$rYLLN%tqjtVn= zqhT-o#mii2FWD`ZNn1D5^*35wol4_Hl0$h#L`r-1q@bzSVfJ0|Xqm-6K+*vS62Anl zc=V|EdAfw}0tfHyQ0wlAM6Tlj34W$jrXa!V?vU!_iqW#0h%0Z|mZ%3E*3{h$nRBtc zaYABM!P$qGnEie@V>m~UCO_rkO>_SeBg`nKEX08gU0sghZ-rUj*RKV!7z7-NP- zRCW--O|q0zTr(Y?vjxOhY5*;J(iHsaUVQ&? za_igo6sUnP#&xNuQ1d*Z1%%-{QHU`TaO`-p{>M52pGdh+gdk>Y}1 zK}{u<9pz^Qn)7T6mKmA;d@M1d)xP<={`3Wj|Gm75T4@bSI|(i8h0P-T=Z%?Xi2X|< z>_)kDl!#<=#?Doh#Z;?PUA#@1u#PZ(YZA163Q<^on024#V}N8&p<(mGDSix%79_E1ecfm)?gjbw^)`@8YIY z`)Xh(BEs88$6#2E&dmN6lKCCm6)|UFWsSpcB-FZ)T! z5`&nt_dpm`(VjP`O)90Bi8bbARV`Y7k9GDTB}VZy6))5l*!v#|0@ORt$J~&rJ)`b` z%D1=#%v7@IgM)p+Qomw+@BVxG_1Rhr$**pe?sCJQB}7b2RBe^6MrQ0T5h&A^u2Gzb zA>74Lkno%HcGZCxvDw)!O*=|n^k}D-(v2JjDwbUYNR`G^=LY+ zi^yLXTEd++QyQQ&;7I z2R&%8n8AnY#tBvGj{2q%feQs8i=&1H;g%hg!-5#7%G8WQQ!OQ?AJf(qlq!3Vy0)l^=l!1-bgkY^KQCcXet6)yD|2UN8vvUHk03OtKw_`- z2NB2d^P2auZ~LTF7y8+o6T#lZz<8# zAhFl`TgJ6Bjx1yd9s<_JbOs%%F%^ru z*>+>!Q_-DbwzHBRdb=Bq5nkiwTASZ=8h_Ip=q=H_;&aC{RN{Sa%J5R_qlfZlQ|dIB zi=|z^*FOg5Pv2c7|0YlOCVM^2QT*@4Fl$b{0GQJ~!IJ<1KCOY}FFC>}r zz5BQo%M%s2hU^d?EW!R7Jy8}ld7i&X&)=; zXMQ|dl9O2NQg&~)8|taywXxN{w9Z!LJ$u-5cXarWEZR&h-9)0PT4$ZDH5io|wJJY% zw%auUdtL140QgO!CTw7v*?K0xHFS68o1#=DqPYxD_Rjhut?4TKt>U#5F53vJb#RR# zgh^jX^vCMdH-8p_PX11Npzhgep7|-F6)Cl!0tkFyu^>)5I-He1;2I& zBkOq)v&**3+1iQ`#r~nKv_x6;+!Y)v*4Y79Ru+_m%jjWWC7Wvi+c~K3Ud~hw20f`5 z@Tw&F=V0&sH*$n$!NuyPy)58q0Q^F5}5Vm_cw!6QiWlHvxuA+~4Y?y7rROc_dsVW50MWkzasw@Q)9DMiiQ zCFbFq`)12uUzJb@JsMVwz7~3Sj0K_#2ayTWe;xlmhE)=g5ha>4DnYy5sZSo?O{U+b zJ3Ze1uBYpK`wE^}1;Nw2+??IXINaz8h4-0S?x}8d39jNYOfa5h-YB&&xow9O!TH^a z31OvmUfTqr+U^mW6oVd#FDa&L`U7Ku=&ICs{dg!t*cvZTZ?0r!JU>kJ&x}r^qxjq> z(panA@jH)%Ulr=jRTZ2Xbu_2)z4_H99rETU*}v(`WxoT9X~)+!ye@{BW70!240tI6EQI73cqaH`r z83>;Jtw?{aL;lV3N94X$){&L_7H45Vi5ui-Mte?@^x1|tdkkjaZtRpVMqRRjFjOqZ--3oE1F5A_CnCW2>k976Z ziz-|y_Q~;uEH3%SemMgF=pRQfMzzTEURScM&T zA9Jn}`jD(0w@dBz1CbtC_#mTaSk}SA#|oI8$?k&#gArTxMjuY|VymUcw;VFSesDtO zKg6-Mi=K(J#!;7Dxb<~@+F5gNMInbhE=&t0HGQV>u<{{|?vy`gbzfPQGW)4OqC4e# ziX)YYcc;hEM6>dpnnPnOtQX_rp$Om=8yMj;VG5oH8DdmPkWR^|74lsBMB^5bjc_ei zCkh^Irm=?&6&y~9*0mr*|}^TO_1@-}WBcpIQnSfX9YH!vE;p11A{Z-JH?LsX|9Hg{$>~dbZli#T9bvxdH<9lL&wK>pl4EE+hDR zxqylO5XPVo6)qzQV=HbKC6A*C(S-y>*X6OoFHN$8w?h?KUMh!;7)nJDOV}P3{ptur zBZv)HG7eY~!g1}cl05JkqmjI%n@zO&h!_Wnk70KW&o5jRR-d@cr1tCx#L5lz0O>uz zVBN#9%IrYp2{7BFx5R_5r#=A(#{V9X#y=`qGHkBnGH%GWMD8-qKR>+p%gZZ-{~4Bl z@p8yf>gF4P%@Gv-2-D%nGSwJi{j9mJvnA$a>(4g0FRgJ+`r*r$%_KgiiuxCl^@%1p zAR1&tcIOoq9`B@mG>))-+46E!R`?6)i13{4N*MwV|1*(e3#cGcZ^)nGZY4GrPD#^~ zx16#Po==h*>H5H#&w+Q{9BJ+ z{(xLCG*0-V&~I}ik0h5ovagplT$tEH=0J2!sxSUg3r4RBRm&FP-`F|t^5IQB^gRBF zF7rtA_>sdW>}BY*UDwMlcm(7`8~I=>)E(Cz?s1W1Zlp`b%tHJEB+seshz-K;7!vKW zdr~8=F5?uq`43H5j3L#sBsC6Y=A%D-aGrJV#?ybS~+RjAC0TMfS?blCCvS<<_oe0b?)R;7vHg` z%^dgs;+xX)l`iB#)qI7Evs<$@yB7cno|-mjs%snJxyWnXyV z%zqNSsD@K#RiVZ+>Y1&zovm3^Uq<8xspTr@mB}JBf~#YYR=Aps;x_(^xDILmanv2?L{NvJh*5#bJOXC;fZ_LVQ zpH(pTtj!QFBr$(q8T3#eKr5k(K2Nu$E$?}Iid#*?p~YV^rNU5}c!3t}AQ9fj4}xB| z+T888evHDF(=qjfU~g1gqIDN*S2j3hPgzz@Z;O3o5PCGSuUCqelF&_mbWUe7KCp2+ z&C`=fuG?Qgmb1*gjgV70B%H;STzaB^xwPc}QD*k%qteMRPhd$U0?52`i6D%X|6TS- z`n~${x6&-H%^F7I>P40+A?IhjaY3%yWFjT6qT|JG>`0S%&dA@qG*+|yH8-`?d$n|K$(_6E@{u+v zX|15Buxu|Nq_MSN@Q7xZJe4tP^|4^A-u?ZL-kB~gLbc?4y1bH<>4XUwwYoV**{~G@ zy^6`H3DV?7v{y-AGu*!EuzWThC;D9O*~|Rc&y_hO(3~2l%8FyQoe-BlS(n7VJ9lqB z+J39b^Rd%zl~^O_4xX|+-`-uA8% zHF12ZbN;XdM}8a#1%m%VjzVslYxcaO182@Q!_tZ<$b*}iA`%R`4YpsOK6pC?)mDTZ z{Dl1)`#2k;4nHK>VxG9yX24$(Sd^E6` zYy4GuJHYjxwmC7gkOZ=6Dw)Q@-8FeE zsK>@;wrQe5rot=n6L)X@IDwx@XP*d}#X_~d;-1--5XK8660;wd+Vy z%KwbTY|zUC;F$!|*M5+3r2L}0TMfz0w{X><85DcJOw1KuaO&dn z?+r+W@w@7hWa;HT14P0=OiP*}be%ZI$?h(^GTIwEPr_kq{NY`EvsrDd8UtayiT4~y*cX6OfNP8iKrr@hTHomAw`WW$-Q+O}A7 z%Tfv)_7)Hqru^58y;;O2L*)CSq}NPK{v_$9cZJd>B{(gwW4a#E#Cb{W$CI>PS(SbUnz`6?QiQYipw3&t_SKM%{!rr zio&+?jgha`*3L9Djcli-@Q+LE-50tbi$~0(*#|QtWb0iE$(aj#cNB?6j$b#QR0DgD zS(XqLk`IH{`@IDM--0WCKBusacYVZbC_LE+4i2xt4^3|y{e(WinkILt-~fYN0<(TA z%G#K8N0`gbl3VarTY=w6(#)T|Z%>B4=p_U@XFuXRGv&dV1+DikEV1N9ujYZFMcna~ zpM}S$g#IK0%OS?YwqD(`4<3`Ga2sK}YSxaE!E34iJ3nsj;X)B$(>}Y5LB=Wc(30Oj z0}}cBE?J^`BU=)*1FbiX={Rd5cVjgPFl;13*{~j=<_I+#p%@m%0j{X0=I_7Kl4wz% zz!HFW{KrDkg%QNaE$bKcO$$(!+pC32`Q?Ly^H<~BqjI8W|B5~;82ny)xE4{S9v&z{zHvm0!`8TQ5HE)MgUK=Q@Ks(TG(wr?x?B$*@RYbl8euDJoTw~G=$84ZU*0goo0 zPm|7VA^Fsa;!a!v`CNwx%4kLCsj=rcfV&f9VJntCElx2c3;1zM|1aQni5a~dhqn!q zoFIYA9z@SETP$$?vJt1Q;!DL3v4o2QxuD;~TkWtl5!fMwhn z1q_w#IN@Y^=U4Aw!sAg0L*c9i!@8J3agpnTw6EGGY9AlKBh|V2qwdXdtS-L`yed6w zi{3n(G&@myCHVd;N!noTU@<3x2%tnkEG*aWT=V0DoT`oq{1;x(7R!q zUA8+`3epZMIf?4&Dw`{R>*bk@*o4oka}z$L|7|*M9mgs6OyTsT%yX}{Uv$kLZ_Y~B zcwWQ?INcJUCZXa1@w_9s{y`;@D7*8c=yOzQQHL+Fvm0-W=1*?cqJwg^dFC$ZWrHd~ zc1Kk-_Lbff@+DRn?Ud*eml&rvZ>bAqe*Y8TwV=<|NJ;nyTe}=&NaAPrFN{<5Xi{Z} zUc=}$`WKD*ij-tq+jS%qym|gHcsOfq5F;yUs0zdJjGQb| zQB8~M$KbCg+8gUU{?)!H{XP&RdX?GXfm*AghTaw$aAW!Mixc2_5dfX}b(r<&C68eF zeUxs13SUD5_=o5JbA(&CCQaU&(!D1}$uZ$UeCMc$0ihS-JDjlqbXlaj;oH(D1cuhy z7@B;^k;JH$X6A^VtGk?f6v33a7j|Gp(D}{N+|b)BIiI*G#bX? zZ_2+~$Y+O}d68?x%jclNcZ9Y@8-N>zZ$-=~os+8lP+7Y*2gleU(U4wbWFdKn)K8o{ z-l$x$L5WWcp7%mG>>e9auTHzD&mEg#%Y`p#Hja;Qve-U*+>rmehS=aLWy@kWg42r4%dbA%B8p2{?S9AK_CA^G%KopF{C_V_J}JV0 zDLv2_EmKFww5rvxqCr54DkR0OUbm1wiy7HX_{ZO8=lJb96t_1ss437~Xna!$RSVt@ zf;}bP^Ks=zO6aRi6IqWaXj&nBuI2Z_cfuT;v;%zoSm)~w7bISxO1?YIUSzzr$f3s@ zZcF`-?O4G=LfD3vJ>83F^G`)n_8up#KEw!MJmb+o3LLvm?y`-&Q4!I*wWVh7;dc0W zn2oId0f)Fm4~LLK=0fKjm;l?nyx>M;mjQ_;9<7!O4IzhSEb_ylKZNF;>;UKoLUJkW zU-PNZeWZ_eRQ0A1xsTi(!B*3V!aIr#k@F!{kwN+AD_Ul=5P#Q{&^xF!Y0qk|;5a`I zkJaO7Apyn-)*U;|Oz<~%s}TP$Pq>W?ELJ&YUp)|vHq(4h-TLATTqNaJEke-|+8aBV z3ptcn=hm+6~LW}ulJyrSdd=3epxwr?1t}u zvl>g=$}xQTbJwSBv5*0WK$pdJXkmuXgUvGi+?}TAz-Z}44U;Ln=mPtdacLz}@JCz6 zABhK3@a(8Gj(Ba6$hT>`{9KxHxNPeMO$w+c=BP}J$g0FYF+$wD8y8LosY!&sDe!AP zC3`Tu^;G+ys)6m%xP)4-R-JWXht#$FJK(K*Sc-W5SZP#O1B6KzEQTm)ZVBdzeUFa; zei6?O=Ge*EYG{;MbRKA1i0u%nG(xY)^`T)=ig#-Kz!s~6wthQkfI*c@W00dU;rS?I zz@5F9pYNJ1=O$+uo)PDPk>9(lj~J|$_F*`Fj2iD{YzG6DtQW|B&Yh?ct~L=Pwh&JIr|`XRVq#U+ez3m!SA1NLO@;vZpS``aCy7WxYWOzGVhLU^}Q=~831 z0&fm~lY>S?(q3dIF|2$wV`w zzOT%om;mYIuXEVP1odRH23MBZL7R}V|41C)jh04?UY!98!>`U&;mQ1W8*hN?$Uaz< z9b1J~tW@KuTBongoJZ5mk0k^P4VdQPJ=&zd?j*~s2KLM??uKh{?jTc3+?R!r?TgsH zc)WU~UTsH5`W{glcFI1aoi=E1dMN(>ji>edj%_s{k-Rdk0BPREZZ^kDf;B~PAtxv1 z@;#Dm{$r&x45|Yk;h*n5s2-wx(5L40Y{3`}qre+rbz@q66v52Kv(gRQ(+3K@p3;(1 z^QPy`%#522(_ikJN8KT#&EJ@pOY~dXJH{Pe$pC5xmJH!CIIZp7Z>RdvW!Tg{8Jrk@ zOqbvyZpb{bUsXBAZ^g*8v6+fDDPSrt!mfiuP#e3ZRx54$`RC(kzA9|}I$MP=b^-oQ8kcv$>X2yxy^B4m*h&Br!guAQ5macVLo{t5<83qLH+Kz% zePkn-ssob$uB3QRw`y_X#V~>WYNLP}<{*&qf;8CK?Q7Q6vcZ(lUE3E0?=vmJBT9;s zuayUpS6l>M*jfzH`IrH!#=+QAgh0o*=l&4-ckcqivafIThC1X21{Zjo98GWxF26dj z)WW$!qJd`uZu~g%#+e{_RBE&)Z(cpBkm0YJ>oKJ8g5znp>+<1BO3Mg-H$Gn@NIx0+ z+NC0VGJwl}wXl3I#5D43u;a7))$;{nj+@&mMT&?N$EzCNy76bk_N{y444QLQFgM-@ z$Jh4}bVj3EZ~eE(sycRXV$q; z`+m|rXd6g^2-DW601P4PoBMg4FN&rJvO#YhFPt^ zzRf}rbh>!DGY}^9roZ7>xQ)eki+yb0C-A4?x@ z%w&wExKL9|C=S1p^AU`1S^0qGQmR0~qKM5tuyr0n`Pu?(QUjU9)8oI2Yi(uB<@;}*)%;hW(&sX7U%`WiKsKbknid5vO7BKlCF z&eh1EK#OU-&qa-Y82~U|^G+agRv#;!?_FhBqVpzVmAl@#&hUjZcb-#|Hl>P&u}>Ed@r$ZI{vT9= z`JNe8WHagy1 zere)&n{^IMxU-S`@z+yhteX= zp&+l%5MkA(OWCz#97#Hrx)q=;d+`LZIR+bp88nvFpL7zS@Qn%X`ZqXR6q27X24oa$ zo>vf8;C*t9x;ek%yiNF$rgBZgHts1EL=xHZ)rw=l57@LFiPtC#A6{a}K#fuf&L|p_ zN*-1n6pIRj_FrN9TSy?}5fr5340h-6C7Fw$SR&W2K@{k>>iyZ$&~c2O4L7dcvTVxV zylhqIonP5<`cUZ!sq~Z=Hl+3dS)ooimlB-X<2gUD=zY%vh-dY=MDTaX`Fedh!3T0{ z@_MAg+ngkCHr^GC16H*nkqZR=pG?+?=7%x^;N2TP748+vUN~n5xEiN-iP~(AfT36; z|94(0_Uxc+mxeylrQVXRN&McMa?qz#+&y!gX z7|8#;e)VBk#4NR~8xz818ox?LoSw+^Uh?s}1TUX z!vsC{}nEt1aqG}3)X@K9Iu~T&&M8y54V=@ zH}n>Zqbod$KJ1X?ENKel{qFOvyT_llECTfFraYV#2O)5d_Fsm0=0U#hg)>e|E5aD| zxL!y=G_!pn%!b_B!=#T-4qbTU>cz>K9Uw!<5A*+#a6>gpg}E9CJVX@rhkm7->S5b4 zNMiVe)a^ul_%Bl`r;tzW1`p#XR38Vx%CAG-4}It`t=!S%nLNKUkL*`Xjg6Xic=yox zG7V5t4E~Y9A(HFF@=@hqg_@>5N4whYW>GUyj-X{vRRCBUg0?Fl$3&4!9ky;AFNlL* zv*Y=($ap`1v5xJWqA9hby<`ALf-UO;F>df_19j5p8B7k z-c%!L^;Kh6O3-uPCnD4iluxLvcxZnPxchzI1gq5Gq`-(aS#MAE=7lU|K|yDs@fF|O zwHu+n!uo~7ob?+nu!JemHi0GU>+8?TkZLf9SNwW%{FR*at7= zK6TtsaZs%O%vqk+UH4+NV~)GC^M>5gGhWxazrn7F9s)ns6v{|EZ*^9zTOSO-um}U3 zGjW)V2!iUOlI_%1o?Z2_MazJBpRFu@9T60_ewXQ_^8mj%_6`ra$pvdl4hEMqA7%@Hf1biwEL^zcz^QvNXB9-v;y$)_EdmlW%Ip7`2Mf+8ZYeed%P|2*y6kB zy8vUiI~a?`F9YoyHY=wc984xhnA%#r5`U=($o&%jvKB3rhWmzL?$3n}B1xf-F^b!< z9cnT$RYz6TuUqRsHI>l~PGVG&%FB}zdVc-k2zjF@+S=N_0&NS|`XCkB)U|X4$AR$U z$`>D|{b+y)u{F=)FjUlhX@((|Dh=E)*P63vF=qbPSo;vl)mHYBN$O2B8L40B#mhW_5(MSz%j=aZX0XUMWODNi zLKftCdU1uVm_Xe~za_>7kUh`#%QCNBy}S%XWbPrD#eObzMf|{}NI>2rn_~OIw0e~a z7jxPB^NgSI2I|#mXC?c4q>a$+B)ztJEjTkj({uC)8eepIcSm}p5{Z!+V@*3gz8sFdlktBwMOAvS|Dhh7E|D?i!^IKxw zyD%cT>sGTwY0;v+5RjXdS*&~SIU|@g!lYb7KgVAj4_Xz;6o}tQ%M{YK%}F64`zbcv zA=LX2-UnY=7`y`ahnwWBA4<;vX3B&!b1$ZhJ2!%NIG%be)5|F{=2yjcDL`e2aVvnA z4b#O7P+4~jmS~R5tQ_Ctlv7m3Aa)$XgpEI zvxw@=h~5+`Mh$~x5>%hm)81n2FJHd$l9<dy@?{<+Hxa1Tjvw}!lLmhq6j^?!W5XE@vc8^^1qMpe~bHEPxjwRcsmDr)c1*49v) z3Td_WDvF}0T{E>;NbOC{*dsx0i5WzG=leg`b*?iWoConJ9()SZC(=V)){EP!J++wG9TCR-An89 zgvld;3K6k@=VU>mv?8kg zS{f+uN)ToLx0PfTGiCu09i@X*rZ!hFF#a_VJP_p9l@wmPr9y(y&{H&RMWZoTzxPAAo3`%T3D zuao+7#wuxLg9kCn1?hLAZU~>rlHccveBRRXV^r{76q~H%Ywdw?<5>HTKvwO5lP=hM zVzX=HK@h=maCAjl0xk0%hn{IC~_rJfD^A`)kD`YP)(1aHR72FOcsZ&OM%$D<2 zYM)gnvGASx2g7%25rsP5;*Y5fNxp=3+hHCjb;1HKEJ354Xb~3w}E}sNHT)grA^6AMsk~ zD#fQ949ItQ`HG#a`oLjmh@%(711(;!M$sWkK({17bnI&^mRoV6HUSg3udC1cDS_wd(3J+q>hc8Q*sG(-O6&{2Ej=lQ(^px|P~Ld456}&GSw8r$1Gr z#zHrb98b+TOabSHq3%|tYS7IIVnfgd4Pj;Ma4`Gq1FQJG>4Fv_b;jTaU1iMs1?~JW zCvY!PFX>0e6I`j`q^c`5_0Gy8EX2yIdvE#v^9IcMXJ0?*>t&Or$0zA*CQslr{U5az znS7a;i4sA7RO|C%@D$hbcwa12j6gG1515pJy$q-P_Nw%6dH9Fk)wtJKuwzP3#_4L} zO#XyPZgB8)FE6~~G3Mxi9aucGV~0=pYoFcFB6YI$W{oV0>s(o4;dDQt%Z+%r1|al& zU#;F{Uqh&3g*^WYcS2=*(crZDS|bQBC{;T=9Vx23S@}xIa>Yc0DWg@aQan>tke~h1 z$~JE`RF#roOQ~mXw|CfxNHWOGcflN?I`VLdEdLn|nPwFyo?Y86cs2Vztei?SaPz}JS2(sy`8f}wc>PWou+I4p6Y*pzAv zJN(^qjo44TJv}my`z-!dU`o3UVp;{dt7QK$g$YgZP3Ab)`MK+j+w$;8Pqm0OX`R}L<$Nr5I-W;PEX;B| zz}MmFzB#mU(6HRGXFZI+(N35a72QVwL8dy3!wTxb$$(eA2?q#Tk`~8j03F=Csg<5d zma#*-HCI`!@@H;P&Tw zKN}C-<=~y#N3k+11FyKA-M-iIPsu9^`bKg1DAG<4=Znr`msnsR z#*+hM9!X8-NR!LE@vjp#J~+p$<;5a782>6sqd4hzIBdWC&Qb4CQ1Vp^DeI;qwdm0j z_M8M8@?b1ah5ce!Z zMVua}8^-9qFgKD(Khdu#k8(1**J&CE?q`9S0mmc?W&R1kbm?KiV>Rp68`vLz?LuRP zb-#}mVXXP!>cPJ4cl(N)$>jTO?t67{*2>g`Vto5o?-95>6!eSpaoNW0v-$0Rt4bPM zYXH>ywYJjwT*AfXfM8t9q2Sy6(SH&zW-?<1t?(Dae$IG{5N3A8$3OAnu=$-uPhtxkC_O$o++@qCj*z z5`5qO$`qog?#sW1PorbH$!Gb87Bgka2Rb)~>LTu1Fq{pQZm!}H)VN3NX%|grCnu*$ z!#!sI5iw@lA;3&MVWbU{_Ym7(-4&#lnrKQUdJ>yl0U_!WzEU)SD5~2FkH>ct86iIAI8DeJ(NlRIbQxz z)UuQD=Xm4vt3Z1s{ua-;5*=0nHGKXJlM$t)Sb>W&#Hhx?m4B_W+0$9u3ak0LiE!zH z`6fkrZCkXPU^|OyGcpsJ4|VBe??JIy*T?HB1rqhGx|$`tz<+wm zymw-HbQkgv7XhSe3rsz$Gy<~_Y5&qaE2qXpzs-gg%Yw+cp}&YMo5%n+eQf=`x9m>_ zMc=II5)24LIs21)UZeJBN=JZv$}+GlXc4_3j6PzTZ)i&7pp$OcxV5P|KMUScao|FX zkiI9S3EI^!?aXoM&7)O)OQmi&t>h0|49c2BTT0+!=c{`6LQ{^{xv5%tSd40fe$UB` zi3eAAuX6&Mta(%oc`*t(v#@n#O(>JQS5^N*nG8eGs)pK>g# zlwl-zP2j*0+u$IrM-i|y;W96~DPtK~!Ml_#CF#&7Ao0}t;bS5+mruyIDU*jxy-r@% zOpGm4A-<~3Cwy4d9kY$Zp*02( z)>M<5><(Uc)mm^==WCQIC6Be+U)NGg56aZmN&0vma(L(U)bH>>@KNFn5?8Sn7=u?s zao&bJt)Dqf5JuTYa%c5fayO=(F2CqAB59ly^pbeOU~5Bb*ssY#T8yo!gMRT=ciq!gu_XD`U__tf1;(`Ldn1b&NtG$^*fj76Yg@TT6d zpww4Q;d~9(e7P~jqdbexDM?e@*uyVtY0GcT<5A@~h?E8b)ztt-Pxud%vEe9uT+Mhp)Rj~mPRKIQ|(4xg-EZ3kE9TpIyZ8u&pr4w}8(kYSk;nvYeSE??l*ft+^2eJ2xFq|orQ3_B>v;*BK zI8>$uUzS^|J`tADO;-ZlwW_2Q4b@S76xX)5-glHfJ3`&DUIQjGn56>j$| zv6}U97I*W7&TP$wEXp{=?3gdzURh&Rn*;gZ&IVXWQ)gxDhdORlb?1I9!u&5R361Yc zE9`@YyA)JE`P-Ab6O^%0F{tVNx7a(4u;Qhv>IyeuAzPpx1a=ph-wFjQs;rTS^LJD+ zpszsTVS-CR#u~t-05L6oSC_(o!15^PUX2Vc$S+}dmx z5daXzu0+Qbwg_C|QFk8~6#XoKr}pI4=YGy#3fg>EpWxE-Du~ks&nvm({ahnif+CuN zH~Kg&=5wB?b^NFFJ05@Wk5J3P{b7ugN?Q5LRp$v6R{bF^K0kk@3(`N4xlca8^LdmF z00W&j5SR$ z-8#zLMCmnmW-Yl*$$spMBjep1535?td75vTyR4ww+jo&VrKyJniCe!3>=0cb{pbbX z277dyCxw>uhWM6d=8{E8stId6zPt92%#5X94poigG$bG~cArBL(1mxRTg$m^g~nOO z_H)~uIP+Ywv0&`K7~tcWv)ihkO*JUJEadR`)qun&xz$a)le*s9TlA3Qf+PGx%Fs_a z0!;4~j~ho2-8*Fnh>hLaViR`r6yww8in*7fD}2Y~)e{|ok3@&=Qkq}t%@vt??C%;d zRMrG#Yo!R6>9x0&Aq5lBJ>SZC&PJ`dn$vtSYK}q1`+-;%hJAnT$*_*l z$PDuSZqW&sEd&dY&HW|q<#WKr^%Gby5u@!LEhu)7R&z5;r10Lrx*OTAdulwZ#X+V0 zi*4;ZXsth?)-SN66=07_Typ(2z$;WEbo&F3UiPj2>Ava{!6k)HV?lo!+yVpW0`&4U z3@xsxR9S70&RQvxHXm|t;lvvR^!gu z{`3Y|x&Z~~pBKx{Bk9KqYlq(RZV{X#5!|RzfM;{z< zE`+^^QQ^bip7K9pbdRz`@=u>>JHsVJ)Y647(NAff-o0J$QJE~PezF}OHTkb~LWAFp z+)7YV_vsyek6y$(hH0sBK;h59H*vOX-+i_6snB+H-qy`L;XdEHjw6S;`kqL zrIRsx>p2$*DkL~#Q?F>dCzE&$X#S#|PGw2;r4o5Wwhhqw4Ft%Z}r<+rj| zhLM{$;%7%*nS1q_FhvY9vECq2fit>tpUrNLYnz%g${#Nf@*)HFdECUsc;;*xGaE(=KuXHlv*rWGoDcrWG8j}%Q( zqU;45SOdWdn#G3m`sX!{PpWhiYAh=)sVKFv92CLuV!w~1*GU=uQl6O(FI{>VdntUb zGy~THTGt8o>|lSuPcA6Q<~IfkAa(1cLWGx}et-S3GU|Rg)2Py?jO7cHvq4e!O9%{C zd=-%glFdP=9;+Yu()m|G-K@`hv zUgip5*+iW7S>?8#joq#w?}>aeL?p_x=0enZQ{tBc>Z-vt8Dlcy{POO|umgoyNkQ*D zlG{yB{_x65boo3Pe<1W^j6uy^buEnN1JpL@O#yrlmDle@h3CV4=#ZaABc}1fo1#6f z=?O%wiOd#MDUGv(nj$|L$Y3RU#%(wGaK)di+l?y%Qw<0*t;(h1w1}-Hr_F_7#rPt< zCz3@km+7_5y&q{B(9425-K!gwHDgaWDF}ZR$l_HV@8wY+NVNwn_I%(K_J*<_=Dvw# z&Qmdtp;*}CpQr8$Nk+BDj0;+~k|}8e z8I7A62DtnIv%+j$-^pLq0zk6g3syzR6v8a$+*p@CyEbX|?b;gkEcUrDizL^mst^kf zZHB!b^C97+RFT1%quG&hRd~rDq}O_=vn@5S>vzkW*{D}sf8+8uTZ`FgzDJV>9#JA& zx_LrKUYW4-!m^=DQZd85tfZgIT(iy&wh*fGeuGkb(pkdU2}zH>$Y2}7HTMG@9Q-R- z$@-3{JyfLQIxmvlRoJm6=cB>kVh^(t3bB0S$RHcKhi%Xp!??#n7Wd-gY(MR^Y}1=( z1jU_yoP^6`g*b2PtdG;$;Uc#dtQRfz_YF}kP4PcdOuh~ zy(4@LU!Bbg`*43@@rqCd8>vAaqn9Xp-T(gmQ20V-vpo8&jUGgBK#Hxr-S9`MG^$DVP#yc zZLuMrMH{p3zgXy8`a*VROqav=BT?w&&Lz+jo$cCRwI9ABG%4l*P-r^1GS;Jeaxa&; zJ>*7AaX5}x@egLpf>+|j?PjuD)A8sZ-nLS7y}ryTEVL%P2?KxPKYt#$ATbXQ>jhXh zUDa3_-|<8xT_mBaiNUGZK76&_EV;yrx(=s>GFXVNGmfs39(e1vqK(99j0g+MF>^Sw z{kAjb&zj+z0S%$7Rr!J4t_43ZV|Vw0UjVDq4@O4Abiq5VBu_2lB>o&)q!{?cG3wyWDj%XC7G(izQg>ebJRh&9m1znuNL%ro@s z>7!WUujE|+*!!!*rCqCipwTM~jQ~-YzJqu2&1@41VLW86=Q>GazD-^w$GtxW0tTW1 zsRn)Pc~j~3#E^CZ>@ej4ZZDz7h2g;~D$UZ#B9D_!j1+tT}1jWV7H-pXWM5*hY%OFmr73>^F)?4WnBc zd@Mf!W&H>eVo->)TaiD@G3(a}*PKgPwJ8!BjbCHrqWh@-m{>n{xCUz$SMKh+)A*r1 zVx`bCf2%%xlfz>AqnaZb*TclZ=Cg8fz<#<48Evf=1w3WzLXCPU-@fyj_(t{U`~cC$ zTd7+UhW3i?2ESbGo2Vn-iJpzxo+h|-DHPv~r754LSW%#w>!15Y|9G^pFNe-08XRw$ z3qp1;z!p1tt9LT;9PU)(;|5mu*JvqHsg8Xr<@=XazJ;cVUEta5fBJh|%`Ftv)dL2- zD*O!|Ih-bSGvKsFsaaWyC!~Mm_;gr0$v9B;u0#bb(*SJ567qC`HYimG>}Ef#5Y!$& z#(CW)>k`-~X%v*vpUZ}M`>gdGQQ}%9dsPDse8|`TYe`e9oyg13aB-(2ypukEV83Nl6{uK|ga==4TC}-I4uJ|ITn9d{h`b6J_{Y#z)*o@fDet24oPU z+e_TJ%F&_fdUX`%#o67eLHL>#jJ^NMQP)eQ=jC>i;NgBh%edM?N6M7HqVk(QwnfTj zP~|^ctc^85Q`R^$Gg9Mx0k&F+!(tc0`K(>-XM1%?b1$!}6OTlQXsd5(p1A=u=nOF|DfeT{>ifx$uXQpqXQz8Weq%-$nxYirtVq63Ut&huCcT-ZX zuydci@+*9|I{)FvtkFosi*Lc)PH&3nl7DcV(Z+d)uH=FCj_sU!e+_{eOK)8ZD{&|S z-~(o;+vB#_i>`CQ_eE(d&xP0y(GL^ns*nBv0xvu}X40cfNpyXWooHE7Y0n{2I&E$< z=i5U@UdI|1l?H<~Km(O@A5Vp84f5?8FY7N*|K#QL%iVXSxHcYN6I|KLl-GJ+xuUJ= zpO{%<7`e(zq8xkI^_ONexf<#D=3MadPsWkpW4dxX!(a%HIRU9I~%W zzhTtKeo3QMsR@j(t<(p6Shl_o{4pUVqZO75)_bf8Q!luuVf3W-d^YHJh9r0Xf<*;w z(zW_)R;?(nh2xx4EX-UNBzf-}X$%h> zkP!>f_34m})nn3~gjEsdeaosk+mHE@ziK>`_~+|MR36c1%`#=HYlJ}@l&-gX^@_W8 zFtto~aPCU(dGE;9>Jd|hRCo!Nq@j~Wj`8!iTb@33et7pBKnH>`{IGQ>wQEADt+hbZ z8TA2J_Elp?CMdsMWR!2Pd3j5RH~!GkMRbc%u`X+57V1QOJ1CD&cCvPO-Q=sF?DJ^zwSe)xeSs*;f^D066kExA=Rro?*=FhVUi<&qjHYI zB8t7KZyDNi-xKn>42LlN+rZW+e4gzgXFb%|XcONT$L49;NAYG(p7%tRK8zM8`(jen z=_ra-zZeva7c2~#IZaOwsgX*#$r?J_j#ER=K+B*Kk#7Zg~B1TFo^7#R9cnKl5NU*}3kNbRNgHD$^NQT?4byUa_|# zHd8+upy!EF_vU>t@H%qRghrf(SB{dyJ5qqSY~F1pxfO|7h+(mfdk5>Rbn~RLnI7%U0lH&B z9L5VN&0?bb_n6kv0u-8tqK6lv#bJcET0bv?0A~L5Wx^s2#9Gs zUwSP2rr1FzUc`7Hj%;Kk@EK9`M(X#m;L-O`jDh{7jIuDHTVa*(H9I98##qK=Of9-c0iYS!v(6sC z_)j7d02bfmlFpXQk>Fcz=9m9GJDZpn`-FEFUP6CNC*>b=o^y5?T;g$iz@vefp;-UZ zi;rfVN=yY}=?mFzU6T@?{^`vgUEk4TvYhRp#15CyT=?v{3L-~Tap%nkz|Gq6 zXOf&e+kSys?OY~9+edByktxP`MnB<+RG`cU&obo{o5Ht(pp+ropz9)Z>Yf448x!{o zXS+^~(>TqPR&1wud;GS3R$B0=M*_UK$@6l=RHAQbEui>ZfTMa9xO7LnEY(iU5#t$v z_k8$G9D(00j}8Hxj$H1#DXDR4jX%^4ecWL8->mUi_gp&S;aq=8@V~RgeK-0pI_r!Rvwh2mUHl zw&G3Lw%x98Q?!_~tZ~Ew`r7^y{Fx3@^6g|QRU@A>mQI&A$+qko$%#Gh_ZW$p?CY)~9O0{?ZK7CQH@3c8~M za{@l#eZX4}LAjmFH+2ettZ38(qK`E5%iKk)mz7T^zdR?gk<5JXPUBViQzC~qEk~qb z108p9fj{lGb6IATUKhA!r0RG}G3E*(Y$pc^wNF<(H=UKzjqV5UjXI#O$DqQY2daOk z_J3Ux5;&p?a9g5Y{RCdjX6y5v{KW;O3ktC<%aRl3p5df#(X%ppDZCHwOP;vwJH1=r zJYcvs-Z4*lXcZS!y@Iz+zr@GnyClB!UjW3uTkS{d)PM5sLLNlf7~Jds72LYKhL{%f z2hPsrp#V8uh^}NEUBlD8g$mr>n%F0_D$`<6*X)T2rZhqHz-mbK0WNGq{XOPk^232$ ztp3LoQ|E-P)a1`*X~iSg(iigt*T4%K$kcT;!VvKQ#Fd9S>bjBUPk_y$Urp|9ac$dS%n?7;&brQQ-U1>ZE0=F$HzO-+zhS)1zZpm}eQ6 z8}-X2!s!*`=w2aa7Oo8eWk>^gVdO;*>(a3361Go8yKlw<6;C_5*%O_eneAzjy7(8F zNx{2#7({(wA5!kFS|i&tT;-vs$7!D3CF>Pf+W%gRamDzSDDzjMhs4Rvx3bm=_wlz? zL~xWCGOMYx8*i~wjfsY+n$}qX4?(nvx{#EBPfocm7t!mqU}EW`RmKi#S5;QLG$;zL zD^u=gIZ@D3H|4LhpR&Woq60}c+V#HB=^Px`N?mv9ykS}+ByptvwDa(Bd*Ab0&8>X* zf@#n*R-aK-e(o1b->q$;?K>v6*+xn7~ftlLty5 zFLVN<7fpr(4{K1~7ARLHMyc{&;@K$xt391l;w!gV)ghWpAF>n(CO?MfiKGiOE+dL9 zu+&lYelVqB(&yw#V@_ z{`RMNPwdtt`bJD`pjP3N%-p!5QdKr|zV}1_fuI{~uY(sSx^5q>5SinJIkCgC*V8sd z{q%=t7{!E5IMF9aI5h6R3Ed>ce-@v1twe@SgmI8$S;PpwOJ8t|||ak;T8%ey*tha?3d0rOn>+_+Ga;Bp~1` zPLh-@PevwPHG{O4z5pT59yJXPH6gJ#)DLe8&q7t#s1MjN<7kGP5i76AGYc^#Hk9=s zg#{`mty+}N_wSt)S)07e9b|Fvh*i&OooxRR72X^xGBv-0V66A}?mrw-rY^!-8Qe0p z{_uxviq+Dcwc39y?pFvq9M!ri171nx9@3$0wmxH;&Ls0lEVDFg$5Uhc`ZR6pVPfgF4{E5ztJCBU&n^N%rE+N}v zgQ@*!CQR6Ckmt)Zr#VjjTB&uR#}ncOWeYac%wGV%Ie*qqR2xn*CHeOKtyjSKy9Yw$ z#k7BNZ5!mXFxA~!8U^9OGCfaHPuF|#_?vE}MWK>WotAL;ahD^>?>pb`7iC>}^&?2@ zRijt`S19E->%_&C1Va&pou7tg*QEKj@u_q|rad7ywPV5qSb0!yDkV0FsS zO-I_aG#)$OH5qyCnZF@qsVgpT_Ie^(APK;4QQ+0Fi3zC1sWOY8(ib(^FF%`4f$UZS z8@|!-K6x8uMERCSNXJQNPFezPiwwN93{(BM5I<8q9~OvDl<%N@_v!|Q~D+~jW^9m-{h@Fmpwq118OBE`=DAj>jd3i^W@N6 zJumaNl=B0wwM!bMFPDanp2z5gqK)L#toJWOgB1y~z}$f>pm?haXR!vShoYqjf|uEW z&@RsPBVnY=g0u*FQ6+a~5$}gvUx&?Kub=&kh3iTs&^}q5-#M@7*fVSm<8J(<08jjI zzngdMwnrSUjTkSA8(fFRyCg zLmVjtC@%^e1cEi}>#l(s=F^E_NV&lv3}FCl%ETNN{wywtCHen#gO4f}eZ)e4>zMrt zBFK5CgGC3;pR3AFNvrgPz(xf~AV8VThu7qB7sVgE1|-1ana9rUspp=m^x2)}s+jtS zU+`-~!q7mxJO8lj{5h6FJhW7Pc>|yOy$TTty^W{C#2mR`W@Ff^^FNFr6}}xJnS5{W zuiqQf-8VXDxOKN>?e0;9khou2A9aE5@P^6e$fA<(dH2-22G02qRC0SwV+Z33+q4+B z^)EA19meIM=6mtKXKIOZ!s4=UR2xJgh#FjYA0QG;}DjO;Hq>t_CJb_ z$wjXgztc_MyR8vQjMZHaOTd2aVhUr%lC-95BR>{TD|i-4r`l+$QL({aRu24GtA4LV z#+`>*T?ghAO5RZOHc<;{G9qZWlKLR{wL+ev+ zG(z-gmxY%D+Y%507kP4cHXOs+cwF9ZrZ0H;N_#uE4_?ty*~)>Iv-Nw$iO1HXJO0u= zsmu~)29sk ztXrnN0`nX_*xA9GpYxX-_W7P`R3-79?4m2aoK4o^KUnyd%t6iJegBQkhJKB@m&6R+YE z5Im`p4LH-Yp0fTx!N+_I+cN>2qptEe-Eu+GDvX2y&icfhb-=|jR7(d-9i2Y`_A3=i ze^sWHyToq(G9HG*_A_)YrBY zZY`oSEMvQVG~eB2$2?Vk!!f33gL|vr%9I}Vuz9*Ty^G9jDV8RNU+Nuw#P_~plL$6V z0T2I4RS2L$guzxoA+~`&P#hg0m5{szrG`uV&qlNv+VG$&%&9y>CQNcCXD3LVfvHK@>nh0IUd{7>`5?t9hPAE_A3-1i}Zby^tY7{Hb0V%tfwH?a-e7lu^eqG4Q>k(=E%ZuSD`hug>Chb^BHo zdkINL(nj$Cw#L_~_GO!4LOAKr3J5XAET;(Z8A4Wsv#ekCc!A7sNmnbayu-e%lb|}= z-ys8Ds;tVHhm}Y1;Dv`zIp?Rk!q}&zmRT3{tPJkCHF56_cQ+}-r_4Rwy+*%^*O4f6 zD0Tt1x|mf)XFhOz0CTJFgl%QsuFK2of6{Cddgmp#Wg z7Q8V->Ge6oPV6QgB3x)eO^P$nt(&a;pW&-ZTb6pMttRazY`#&V*Bz0fuXI{HOLL2I)-c>oYO(-c#_lW#tdEP}jeP!x#j*4Cd=P5hT*>9)_5t^WNA! zI_1&j_^aO0-olp~jNjCG(r9VrA)fLZS!Wb$iMte!vZT{l=nMPMLPMJ5Jk8v-n>S0Z zXEZ=97R9{f@{77nxTQ-N!1g8y;|xNat77<5{mX|7f~;nz^sq_`V|l*pZNpO5V!2zE z-(>=u#SX*XrT`)9Ro(O&@VoXH=Nw#9X1(ZXgbspvLH+DEsM| z8NQxS`I@XnzN6I3sZP}-Nl`2Z+Bp%{H28_4pC@_+pnX1S}v-8i}aJM&BWf}cW7 zxLM=FC%yDO<>3;)pPZsP@@B(`@bUB|lm<<&M*l^)6& z*m{{lE~2g2BEJn`xR!t@V#v-%6!arCv&(zENfu0(M>1p#d*7QZY0=Y4XwMqO+M2wM z9xM$CJb#bLi}X8S(`n4M$m`A$9a`R5pxP=GnKi2w6y>0a5lQ~Rj1F*&FK2jVs68gy zw|aiGf~dI4l4e9;KrR0fnJK~65MNGjbk7%V3j7zFX}1o0>lHoJgbo=uPfwpH5dU#u zqyH-Tg;-7wMu`oK21wS|=R`L@i!mMsrAwALv{mhw`P(I9V|sdKP!Z5o1I^&0A+)Cs zn&IpSXkIx1V+fpLpB)$0EaO*DiD-y@Lg93EF&5Z&a7B~9P>N93l#Bm(_dXMGY~DI@ ze{d}+(#rmS6ij8H6{n5Fqsw+$w`zRLtZkJLdpYQwB`-+M=uE9|7JF7h$0&jxSY8g} z>oZ$zh4NkD-|LSY67Yi^us0m|XbeO~Jf*l&23R|47Mzd~}tQuf@+FaX^%n7m3kMDd^FWE&{r0Cpcv8hJ=qS!zS z5dSW9@kpp(H8Iq9^nc-#r~)k}a^|=n4?4>ceL#|VV6OqiR^~aN)?#Wo9-!XX#i&d^ z<$9>fLc-bCsKOr=nDRSfUtNG@`roN-Ktxt5D4z}XKl!TjbY7%iK>k)n#_|o+*2{zX z3W_{CX#pCo55nXC1TDGV=4!WFCB(N{EdOl@+zQweb)}@PU*gr=3d#rfa+?L;-Spw% z@rnOEgjwx5V!}bs6YV2b1oCu{Rnn@|fWS}DbPAk18RC6!qMKLtLB`hyeNP9uYcGu8 zp3-<(%s%^ z2zWm-RdaSC%91rFG|b&Uj6DGX%DD+?ujq?hqM3Kqcv&=dsUx#U zTlnX!fDgg{5#=D1m7gy+5n2gWR~$zcE27x+&ugNz;I}Q z^oD5E7fK%{xvhHF@$Wkr8a^X^^uYEeO6%`w^OvTK$q11}`mg2DKkKyje-)Mu5*=UV z^&T+wH$rLPRKX=nZn=*qq$Go(Meer+qmq@3g7sl+3gUdsG(X~f#MR`-Y-)ULK{zJ* zA1P3z`b<50h(1<7?ro(T(_i-wrl-Q*9>E@5DT3(NX@0LejmWuT5%xTQQ%}8F4Cdrq z1^2dc*GjAn6j9$!_Tu-nlKP!;Hfy(g-aY%KKVD$_Hpr4`(tszbVEs$FQGSrl-WlvJ02%uRE&cxmiOt6t85b0^A{ zd(SLeH_D_o!#FDQU176kmg>dVheAoU z)83;m>RFgZS(MCZ#x|W(`9+-M4V(<{$8{^kE8RrClNPntn1sk;4b)?MPls3U_H+fE zm8RXgR)P;5@JJr=rd+=939ekMZ9B&6)_D$xLSdN~rVL4Imkn%56t1;<6q~!_PLy{1 z5{++JGnfxfoPVo4f_UPfm@L!~HEYoLGfXA2eEeNjFFv5p$%vSKMf1J(n6idRhHwoH zWKgoH0PaO#6J9g8VWcJj3Xk(uV3txnynfVYa2s#M)ZZBfnt+&y1cd(DzL;3LRIF+;SiWjU3y2&|bmvyW9WC=L?tZcT5mwpTB4z4D{>4-A&?Qm2itlQ_NIAl!{`^P=j- z#=GW`vu>_6U|DTecej{?xuy=jy(j0nRqa%7{3E<=I?M_Lj$?98<@}4>Dx$v-2LV_HWlO4oRusc zF%K>4gOj<4kdOsw#IWzuV;EOzpZx>4D*A|W2l=ntitxG2Ubn!R^lnvT5|(4f?wz=X438mG@V?4Pcnw) zO36g#`+|y{&k2Z%{B~L3FQ=BF9bFkj7nfQbM2C{z9EC+@*kTH^+uV#4(`%>q!-n{c zR2(L>N89!9eF^~fx;*3oE2S6H|I4E#QO+4mktNtW=Q;Ol7{8v^MLQ?KWI0BJ@nt-Q}gi-#+yQESPUl-L=P28rax7m6s^L* zB<=x>3t8qxLEul4*6Gifg(F6M91<#v$~x&G?{U58qc5DKr<~0FOi|Lp^VOB_jt;CS z&`F`oBk%hr*f&1rx(+z#IwUt0o5Gqh&^59;wwDC9JT*f*0ki=tGc;kHUX<90Uu1BMY6;~~qC@+s-#6W|-XrU9dZ;8%y ziWKCKt$BR-5oqDRjLYYVJ>{f^*yF$8-6U8 zx1N4iUix7Cf>4;U8J<1AifOvc9WLCnf=2r-hHAa&Xq-O1j##By{xK|K1S)S$A-`g6 zvsbj=o6W0b>IO4)vGQjyHdO3&aJNq3dDd}!$8Y$zf<0+vLraIkNt~CSHBLVzdh=8k zxQ97o<^p@BC^fa{XIBuV5;5@D^z zl@Cz6&@ZW88Gt7;&#Eho6t|8AwwTAeVdO#RKjr}aE#CvV;Pef;z<7+vYPz7&xVOE- zy>6o0TxMkbQ+PR70Ra7thj&O}7*o;YQedwa*u-)_-B5MSNDsHl!%SI?4zgg9nw+Y1 zb0avUYLJS5RkWeKBQ)Aa$5*x(c6=DJ$*`735e5oc?agEA;De}QgVf(u1PyCZs=1$QxRdMD~&UugXnAr|__dNRgQ7h>E{?N5i@aa=2sPv@m zN7PPS6ZwWXxx6tQel*#r!Th+zK<|3)ia+)^?+YglT)he++=7KAI!%a*u<*AxWN2BE z=)GkDXWYrj<~A{WOng}JQI{sG@8%mp3Fs|6gb1Vfu`1CJ3DhX1W%KWjiJX9TxL!VsQThIj2xGSl|+$60jUW!36A=CMz=>Xu6+CzJa+eL zD44&F(SzcBr<0-BiFhC2+T+_=f=TLE{xEg^r5UG&rh3w)XQW4c9ioqvGWQSPV)&{h zq)YOpUaYd4IhgpqPiZV|JN(Ei?dVe6YGqj#uR6-HETW_2^)MR77G7ETgj`vTzNYUh zfO7@zPNDL6BC@A- zHR|bG{0IN8pfA%W5y{(jGFU>=8l|3!t(oP^g@k>p(1e^yJ?Y-%o-YT9a>#Tp(g0-| zn&oIyUO&@y4u+f#Zo;g}lW8$tI=5V+DN#SL3dghF(4Z33@k>9^jkxDjbCRDDM)QJ- zU>=CQtEJNRcmoF9lsZN_t$3xqY;h;xBJiu*`O*8i6Hk8chlY=LEx&&xL;p3g69!vr zVV1jbZ;&r#Ytp}JgdNcn`HVpWic)|4aBxgb5nf+i%(^;3QAdb|@fRJJMkrCBm4#N- zW7yp7miTu2gFgg!|AJWek)ww*J6>}qUkJoE1We*31HBpZLd%tszv+S%IAzR4N|{L# zl?PGz%bkNzD}k$TRbv@vZStUb7>c6;>#`>M3I4WPwA_7RC4=E$$Wn8ns~XMAT_-`j zs{_-8(cL6UjoNo1>iWZhUl|pd(O>CyGTrc@!_`+YCM@(10u<_m6BRx$Ik(p~q_yNk zYe}N)V>%vSz{i$*1i^`V#ipb&3u!i7)p9DY=dC%~C)6r^{|9OB9nJRt#(!&7ZEEjL zsadsZrrO#?Y3-7>W~3;JAf%;cjiP8NYL(Wi5u4bf_O2OXkC2!_vdh%^Z9sY7Q@YOo+*Xf7pXwdqn)PuQ}gM70Pc@KLr3|HC#^H|W-D;J z4U5}8?OZwQ)N~KFE+X|4B61h14LC!JT_hLv9yQ%yzBVk0BC;l6PyQpD?d)l#9rq}6 zX*A|KS$t@)vQ(>Vc_{UZ>|L_WEn!z)(Xx>=o!4uVFUqQk$zC{@7;!QF-4p1M-UK^} zi6|btQj)`DN66IA={%i1I;gIZU{?SD}ooAlG{ehXaeNy^k3Y^SKmXVwI?MUF+~ zxUI41e`FAypPypVlpC|}gMIawtM#pX)?{fV2Iyvq7Mi{70@vM^_^e;y89yBl*x8Z& zDbaIJ^sMlH*T-7^&r$lH2vjv56lXaSBLhB#5kyWIBOR{ibfv3V{I=b8;GeL)A6F6o zd%SP&Zo_$2zjWYoik*RkLDAS1FsQH4JXQ$zF*qZopRB!xfiO9-?{enuU9OnMijSX6 z)#J|bx3fwh{$)^6Ch1-Bc3-As?c|{bQFC&#PPh3K?8y;mZxpUi(wsU#jzsZGjQM%k z4grZ*9I%?%7_Zw_advZddR`h~Jg}*s^8ydZM60WtLgb&hU?kU`K%6xC86hwZu2N z54S3wpD(Qq^7v?~u%N(3^YDlCUlmUw-M0)<-H7EMt-^KTD|(U5LP{+|EBKsPMJyL~ z4{N(&Bh!@^9AQ1luAUc>p0IcCK|g=2mgamH+~UVSn7RW32t0ZcZkE`QP`m3J?4`UO zvErASC)L8mBTK`o$|-3Rk_K#YQm%q1pEslII4yHn;9kq%LUKbkpWJRWIJrq-(?!9uCS?_&e?h|gP7s>2q|xd=!erWv>`W%JwGzzL1sxZOSk(k z^L(Ll#qxB1s!dSV3sQwC0aRgr*0hHbyU51t2p0bO|M=?uzaG2)-|xwnQS;8t_REa# z1vr&JY}(7SvPAQrfBAHc{f&ZCoKg^ZbMx~p4NGJB9L~(}5z&gnFtRg$e0t{yi#E>J z48PbK5rUDrGRVgj_QY#s6jm)#87%U3^!#AqUP~jpE}s%N(`*W%?|-H!KT!Acgi;_& z*jAf6uR#8H?n3TUvZBeLXC{9~8c8kiUU5G!aPRRUHdl$&OkW$&!(aQKCVmKA3&MIh zUutY~n?}70j=u+v(Yo{5b}MZTIc_&QchlqN;l8e*s6?=?V>41uzx{d?SWJjA_p!V`=J?wD*5+$hs&LVyp^!?=)Ruvp8C2^p z<{(4pl`(UoXxDGCvdc1!7Q@h;9KE_n>2L{szo_AZBG| z1rbq}hrDDvhg8#ziXtG{*!M?bt{vC`)~B@mCEfh06DKIv&|whU-u~;!P%Z*Q-gXB+!om6NoYzU>{}oW)w~KeE;R^>JzQlM43XMK4Yd=m+K)s$-crOrep! zNO-@#qjey^Z87bLgPKKM+3HVp6!AU;3Ig?B9BZWa6rgtlTDeDm;8C$}nw0{7 z8{JMwG9f)NXr+aSz4)WhAgs9QKO^`Gx(ebZL=MYL z`^1Q%rSh2Z{dwsan#j*V^5i)^)wPWXTQr{3#99aq(9*(hc4^9yxb;>9dh9-Z1;hYW zI<7zq+pM1=oyLA-ICjnAB@~Ot!mG`2j!Qz zr_I*PtcITXF=P3t{G-^nYbQj+axIWos585G9x8xSB$|$lFu^TxLO_)?{`XHCgQZ$h z`RJkO?cVs&;ngIwM7EtrQ}rg95hn>pdA~aV#e8Bf44$K0MtA#Ss|TH`t+u@V>;pm)f6R z&LJ35OEXf8%d$u(E{4W>sR%m&%xG&r)9FP+bi{K2s8Zw!pWU-Djk~88XR)40Q+3k` z8Fq_ob(^>C8mo;44=kjAC3ingIym1KnD<(iOVoI-B?>#}ola?utQuJ{y&00WGTjv+ zXm1+*w?9yjlNZDGvgC-v7hj|r-)fvfWM&Rhknszt6_ng8qZc3=jlhzqIW3plqdR~l#v(XP9Z-JCpnXJQWz{_rQAlejUoE0INR}LQfaZ-q#8fXpFSmC z<_ z>r+Z!0^bcepi?i66kaolK6dn1@qF>N`9cocv?@TY5)X1MQ-6lHNJ!rx%+YQ*O<7Jm z0r-WE^Oeq<&lk3u4sX7oI|AEkWkE$0G;3smbpfa76|6AD6!~Qxo9i3j;MTr6QDj)K zm)C^I0){R@)FpKrZ$VUA?6X7#E!l?3sdA-YIi?*T{nTtE&`)f#O{s?I^F-g^IOC$T z$=hNJJsPRC5z4Jlx~m@`Hvk)w-dWqK<|gasH&MDbuZ<^f-(;y-Br3@xr&w zNy8fu+(`-os>hqxKfI@S#GeJFE$Q{3QM;P9ZWGz=RzA;ZDNiG!9#h*umNvhIj?QhQ zEF)&;d(5FhW!c}}WY7=&UaJCyW z%Q?NBQg}WR!ajneh{)pmoeQAm5;@`msN-WFVU25{^PNq;YNQ%iUKGo0oUN^+?j(+GCP zl49#kf5)=gBfBhL51c(123E)IbWn~jOpjsne;DMqV-uiK!C^nGMLrj|Exlh3b}3W0 zd1nl2SVGVE*!nCULk}!bC$j>wyRBjb-%HJ%Y)O1YRC6GZkr352&90`Ln!A%h%t%>4 z7gUu}^C(tG=t4izl^hn+5uM`$9ApVXc!91^kx4%ph1K4eW+i98+k|(SG9t!lJZA5e zrHshc>B2%?MwIqq3jX!XCl4>$m0OBYo?A2;*VT)8Bm!s2@-HpfQDBcu-WAF-353&j zWB7F53}wYn4SFwv0|TCZ)^;Q7#|H;AZrl{;XgS{jEp2$`#dIQuCxs!?1_`=?bhSzNrJi++UVM_&KJffkboxUbi!DaO80o`?jpClB#QT54YGulP+e; z0Fb1FSad}`Ro`#rpqt-{><9cHMYgsJLxU-guIHmJ2X7iXEq{OEFaii3X*MA}_EzVM zp$J@WH(KDhMP%7^&lMNdrX>s9`hU6yc^0h%+x$b9HQldku2W%tY(QVDWc7M=KVpOv zNUZ!r2ww5Rn&MP?n0EkYdS|GZ-4M6bVz61r!x__hx8{N1OoKw7KmCIAT#`OJZ48mE z9T~&4k@V8?eQhr}9_S0i>jV_cf@gWuGw;iKP_>6yr{?$m9GADXKk^Mkg2RBY(ao=1K_AwW$sRuOYz@&`TZ=33$*&Dc^-3>$MkrhM z051phdfoU(P@digT*7*hQSUv=U%lm?-dXU9J^6QN<1vTrU#m=LomT$LiFrilEG*d5 zqFK$LU@QeDhY}n*2fBV7 zV%k03Xg_FcSubkj;kf79b0qVl&Qf9}DzmcV*X5;<njs#twJT2AbQ&Y)1JF85Aa( zjY-1|97}d5`u%=!4m3Zr=~j#zH=?Px)K6Ep)g@OY3-Q13D^0L3%XPUwz}c?x4r|;z z{>G2`W!ld0(uOsshN+?8D^t#KsT%KhyodBkjXW+Nh5iH6BM&GIFDd{|y{-E* z_iSOL=s)9twt`vuTq5zBI;IPiyPpwE>%4WIBd87L_;HJk>z#sE8`q5{b_ ze;#b1K!gtd==2lrXC{VTZbdnDwMD=HAbC`z7=FHLWy{fzm{d&u<9PU_uU+sVb)Z-r zR+2NJqPLZD@)#VO!Pr$nXQP}8mx+w3fF!Ajpdr}Xg!PAAi6<`*Ev$Kr9T?Fd@H=Mw_$l!uM)>ev}c zxgFDUJfE(rzDm>25{gw3{QK}n+gbwku+*+;I7w@iBt}#nJsG03nK;>1^>}R{`)>D3 zeY^`*(`Xel`JMYB#hTFajA`0rx<9=_4iTfgq3^alFtz5Dx=D9bg;=lUbbMStum_L? zGZ=>9X*3+q4?xz2rO{hb&?xP{i<uzww zb$Jg1$f{M-HYg{oJBAi=AS-U{4T|auUcnb zJ_ewuaMh525SrHY8j!Pd*c2_VN5u7VU2@P@0?$wgPoSem@k8Opy4VfDT|tA-YLS+7 zW#J2VZ}4}Kn=~RLFXrrmzdF{}rPBH6NJi?J-_@oJqr#erE{L%;{YNH>dZb@d#HDFY zLJgjyPbEiB%3N2(!-*c4CXPQ-uDFxzZ-xKBNtU!np6Dx&<*?Y1rvZCqgbj8fOMg023rz~Xt-GK+;q3Q&qUIZ%~g1av zJ}u{_G*s(nq6Z@{p`Sj3G=sWvB5-T*XU>o9Mw1qAM{hrg*jc1-+E%gk%99*dXqtrv z)`se`2+(O(UuEawjZTvQ%6pdZbDZ(?H`kR!+J#iX9ZOu3k7xt-ApNSMg{JyQ<)@(|Q+o(#(`##5RfDa7-ZRzsPwBU4r)e$=%pNF@>r?f|lxv zkWmpD%ntV4Tm|NHX@$~u+(+&ywGyubV#sgVtfj`jPpYQ2udus9Pkq?C0x3-E8QKD< z(f{E_|BqjH7!Aox<$XHe{ypK^HZ0|Pbce3M>6Q;YJRI-4jE+Jc#G-Ez?J=g2OLy_c z$Wr!rZ{@^N&8)Jk@BVF>-fv_@INp?Pr0Loh+_&#aMq)4Yy6vTb^7ws;0ylIJ4Hv*z z0Ib9-cGiR$qng72J<;NB!`oy}e>lC2qkEY&1)ji@P+A>9pxvUA^8n3emUt{z+fGZ~yS`dWHxKR7}Qe0$$|+PDpSxA%>% z*6Y_M{m2RM?#0p83yZmO!+oHW$TnUP9`TxnUFDT*AE;+nlA>pkoxc* zN8Sxa`GSOdHz#=RF0^H*w^zfeF*AEHE7Z*#7(lg^R; zn6{qb;vzb|uaPRoKSVsPTbv(xCSmZGy7d>l@#;#G5tbKQQQWRH6)~uMCgbca`X*^1 zPpamLE_uXDZNZ~3`Cg@OId6qbMbo=}08oY2GH$mRm-&56JsRmzjd+s%_mia3o! zBk8fm0)1=YymEsDn?|yf4TJLE|B*?FBf9B-X4+@925l1*w&tWZuzKAnz8cW%fnLk> zyCL?0UPs%6d7B1~w6RCf!jRIE#S-`s#0cbgh%$Hc{Kyd1-;C9ka29knOiHF|%R)<%YEbKh?Rrf%V63?pBIaO( zS6^kX130ibofQlK)It>!@`KRyOzr6uqQ=nJ<8EDs?^lf~&ey!;D3qr{2T>V+0MvOm z=s|R=;JDH@ko}xRY0*5Y$R}qSi5_WbK%P6-H>5dz_JC+v=+In`s}#j|0;f13y%++j zY9t-d2^PIF+G3ADx&e$W<<&N;u-@6Q^Pdk3H;ouXbFUZ0so9=;dkO;e@WEpj1k zzAp11qS$=51fmfvWzCend63WBbs7JWMW6J~p^eA(l&Nq3Ybs1#oHf4>C?B#C^NL-a zE!Ue_E_EOm0HP*%B+@}>)K88Qw!|Zcm4Zqg@lIdFmp_1b6vd^!Em$t0cr`Nc-q;63 zO;ji%O=PnW^zg2|O9IVf#E=zVAN+&7;QN?{{xFwAr%uj=9zOCz)(TB%DsDK{_wsS* zY(_xWm860|=Rs74-%`}85;h*cvWIWV+TX8kh6x&SU2FGy+0bdxEgNdJdG1EKl>1s( z;Mv@Ixzma@Epy9jj=#Wp+K@StQ!TBy*YkadmM4}MqB^o+k;_4;~E!}GwL zGz&U(2eYI0Y+C;#8x^$y&is1{`<&)Rd_aFScdrJ z$WU%%otm{)Ir3%(;r68+egi1^jF>R{Koo;rs25JNV)=i!McU9&1S3`hydo7-II)qm zoUybo!q#1|0hCDhJoKsJMCuM(S)21!hsFvC|;8EdEWqI-EHy_%U+Q^IgMw)6_IH zQH>mV+LPoV)fAV`U*DrJ2^S^UQFff*ZMP=|u3}1e$e&kLW?&3jI~$iolSO3>m=1LP zp1y7B<0QNGzlXsXaW0e%tgb3Y06pP&ijBjRD!k&T@jo(UJA!NziQRSbqM+_GWab{^ z6mO4~cIv!w#A&YAOEb(C8y1Yce+)2>$x#q{@TyfJ(QBoccq>B~rt)0Pq%2tLPc^wR zZ}@d-8^3cs>1UBAH>_%VOKprxUO*szEIZ1$UT>M=mrnYNS!R8EoIT6@m!^gAq)P@w zzt7cg#9n~F1^JZt!C~tVNgiChm!%?GXM{tn1qXDQ#yZ@?ArhK3e?T0r*Ujvm%q}g> zJX6EiNy~n&so2yVV>d(c@ThE(|AbEF$&UTTO`O&#Ah6hM57PQL)j7kED!!8 zGd^R5^`6EPYyjV1<|Djb7nl|nZ1cgQ@XwSIOlI@JUoHc^mk$KPv}#Tjj2l3L1U%l< zj39^GwZ^BSqEfolTs}dRPIGTfQk4FpgVuj-*Jbd|rgq5M*Oz!N{XIi4P5(c;KmAw8}{D$c}v*xbAY2%FI0ZV8%zz*^AxP1YHddtDZ1HC;0 zA^($lxlvo`^4|OGL$&MRjO*>mVXgtc2Ujn)q(|*ZH>(HAMz|KcpJucNN0(&|(0=7+ zyJ6_x)21qgiaTMD_o#0sKB4_Yad9Ljluc6{7Q$5F(pYxb2a*t31}yT@+hd z=sf+Zc{UN5Ie1=ir+3&s0cZHfS(LLiJw)ZC3U%VsU_Wl}f81nrcxCD#O=(U+7CySs zdL4h(^$88w@o-Nx^)Qst%YfQIau}9wUhBvk<41v>b=bK5g7u!Hyr932nw2TuhMzVXkHYlSsL(v}B9VTQ`3E$+KN~B0D~g^X za|eO4#JJNtH_KmhoiXVAo*X>{eG}oic=sx20O;bnWNyBjNH%bCD?PFEN2_%dd@5!DVxZpQEJzY&=rimlp98oRdF>8=zcsM{GlRx$gz8a@4xeOc1k z|JE#58;i+IFdBzCf59CzUx;GC?rpqpuMT5iU|=-FAwH_Pe8APM1jLZU240>zTC3O+ zlS+(4#IkL$KjJwnUv%9%cf0G9)W_w1G%_2x2{6~FQEmu6xE8)PU+iQi-a{C_ktO;A zqaM{|by}=P@%j~&!#9UO)m(?u5ELKwOuQmJgJo_PO5*#EjP2}Pz&?%q*Y&t?urz5V zLp(}`bcaYkr3AeuYDKyo0y1~YO}1=A+R-*Jb1~n25-m#8t}n=xWBV89QpoV@61;8e z)d8x7v@(n-ew*oKXD*nob$IhbGcnae85Csj<(u#Ws+F(HWO?UVsIu}qt@a@x_5b?= z1+utqw!Xlhb&k*j6W-c`@G`G=pMo>(pLM9!=7xAKpIceUzp&Bc9lz~g{aan)^}TBs z&k<}ip@S&yP?nugmNX!KUQ20)GU6nMzO>4~#X&!7xiL)Guw7W~RyP?#dBF7tLOMsb zi}omLzY1lI~ktj<}9ug*-7fgDlMGa!#du701# zQJsL^0K4}*@dW&)sWCWAbAAulFQ2tlIN^2U3!xYE>j`zdz7Uh#eP-8rE*&9~W6~k9 zIlP^VGHxumQ?DGAg)$;`Vr}Q`HuDfTMj_k*P`mhdKn&=fRv|#ZM_|-Vm_!@4is1z# zp}_zuGey#_K5=~$@+M)K_rm}|9Rp4TK`X+%N@38)h$!2TjS3eTFD0pM7559<7k8T7 zn(L?aldV(7RnBedm}%%Vy_pRF+AswL{^()6G^jc;QVs=MmC$fRu(*-|&&BsAS_z%4 zTHyR~}gvK=(Lw>!0F^_bvz>OeEYw2nsX@8s&_r}_sTn;zydO;i? za@+?Fy5TfGtLM`aRDiE@_v)Sk@sRl4`B{*+L&!~W z{ZmRm3f?r<2S1$lH~trg33#gA@qoe7oWav!t*mi(!izvReMeO%;6E}YlG`yl{C@=? z=aT@9BB0m@uIuWM0-aK8onH`tANOoX@*NR|Y~Sej(TCT_v_OWdrEpig-0Eh#0MjDD z)o>zIU?(HBq<01DuxX)EIT(<7`QR|0=anB%{%7W{d$nUd@R3t@{EZwYgi}sf_OXzIr`6=p!ug!r@cTV8sqa6i-tbCF*D|a4)ofAVez4rMsM4WQYkRZo)Jw#) zu>qj|oko#KaayFjH5&`K)`sndnE5nF1=>wq)Gawu4(6Tiz)!BSR6e4h71sdNAaT(0eEFZ1q zn2dPZ1xZG{bKH8#{mhG2Z*y@$X)qfiRwwYqC;H~~_gXPOPYqDOxiNE+$9`bCdqHaa zZrYP5un0_+9WeqNb~d)?@=p-4t1gvvk2l#*+-)E7ie&xcrSl1n{k3ux+znz5rI>{R z5o#nRd}zauvY}=b22bIM{lX}pn}XL@xY9M~Rtp2Iu$KXd5+X|#?&c@S-f|egEUv^& z)%&@CWeqe2BHtD;hjA7xhA~jL4;dj=y}02T1ne?8@)j&@-cIW_uC~yZF1_&ugg-qH zx*mA%_rs@|{>=Bje)|-P^%fl9j^K9|Lz^}z16NdTd!60`gmN;`)0bZmcly7fA*P~j zh_REq~<7+$Vz8VJRdR^$o5r}oAmc|Ki3iSs-(mHe4%LTN0B2qW~koEX2$_HFoOsL7A39Btz$?{9_{B0k=lxOH@-m#t9gf_vj}trdrVQ?=%I_q3{y%o6{crA=mDvhv>DAt`QUi%yeR zc9!^YX%PiGDszQjG9a~+$lH~5b+P*2XruJSWa>m{SY0Qr^2Q7bFqn(f!3pDc8m^~C zII9FLPB<&>APnyPDt~?n=0D7*Hg}{uSLbpD7zA-i+7IPX_eQx)^N zrCt(21x$z%z>=?eP`b&s{n$yrmuQ$l zEu&Bp_Vo?2h9#by{n%i9AAHV{(k*c&wR@!cgoqMfAFOqy+)C}_HrS;{Hid!Cdp zW@yA(Pv>Ki^r7eKAOEF}Xfm=<3XUphT?se}I0p^~tFs(MxGk`7coc@EA^? z5z)tq*{$4g8GJ9m;=!PJXJJs&3An|w>8+gr?yHXq;H!iqS@z(~HUB#ZJa#8vncGZeNanx%zu+^Q;DMe7RCJw>bcIq9ii$%gmv{&t0Gv7vjABNYrEn7K>a(L9M0xIX^WzfMo0dfw&1#g`9u7bm~ z)Sy5po+5&t@cObdV+eb-FhNM$v_xgMJIodUVc2oE(wJT~=ijz`#2XTz>Wt_}q=WmW z^n`Lm^<02IXvi!h7~2)>wn@~jO)}E0rYUr$JUuaMc^dI`mjhfRZUDCoIo!KlelRID z=!I|vQ=yj@7LB|yuVlJL)T4>dehEkVOZyksU(+?{cu&SjMn+a)l9yz)6=+3NunI?P zu67F$EZuX6Ne=P3ZnaB%W2MIf3hK6VkN@;|dWzP6DdyxU_*~s^_S#_I{fhNqG}BKb z>hvctIn)w?^Wg=;H8={l&gw#iCiWF)_mNp9M)$GokLNeYKL2&n$Vp${QY|0=G2Lwi5^>j1q>l*}Yree%!@2{r7HsZ)}mtzjt zx>cOZ)t^I8^$3o5t7T9Jnhq{Mt$4{*1_y=sAHpJerqXCH*&zk75@VI3KIh4Ts`kI5 z-wv8c9(16h1ei6XFbAJ5(xZudD`k35@YAK~yN)+o4?ljiEo{<}2)3Y4jbn*R{GKoi zdSdo`ZQdssMG#msG?0?pMI33^b=ZQt`IN!@u>9w^%_xDcpilF*ZgYI)EudNEzpU!; z-N@R%eNJgE>Ova8&_`)gpc-hp;?UKbo$;=nGg{2JwCccsQnWj6fHBrJR%1a6&*RdS zRD-W4&#vc_+NF_{sZdy&CZhVv)6TQiapIi<%rbC;RTMMvi7~^x*|aBi!uZdq=UQXr z@L$eo>%l};=gi=~HS8Md)qB;ip)7>X<=$RXPQpPuJ3C1dhl+o!qK1xgSeNng@XC$L zTd-|Pl+{Uk%dN_F*QY&ku_8~RsJ1wuWk1k0Qjw7ZHiBU*`b4yG<%m3Pk(|?41myT{ z(^dH2w8Q618d%mC*q%UG-~7$Z`c(P0@^mieJyEI5p+B$~7Ho)WPPw)(`{s4BZd=>H zz2vtyrTk-Wz(%m@%K~h$-DR(6jcd!A9FKj=w^O!_Z|4^)ePow!^kDeJ%k0$?y7~A1 zt`)-NfPpa6EVx2$& zooU6S@$Cuh#XK=-9SF4uXxjzETPqRhNYP0Fok>i6l-W2EhOx2jxZq%y;R)=;j-cPfEZjxS{T>_&lrI;kS*VA zZt~ESEnSPrPa8dds&5y%{D|q0t&dXa_=L5YxUYV@Y~8UMmM>+*pNEr} z)D!7{KVR!u4Vb}xE2VO}pe`F@7ZqliDtxIfDcRCG`tzZ_4{Sa>Hw5>oJBPhh z76$Il*5YyXb_xB@HMIr?rmss`d63!Ows#8rA^qw*tZ6+v7afM%#7V8>_NcR zaHWZPYU}>Q(xo%NuL0<0_+b``mw{hj0TwOAs%YP<&B%Q#@^MOyqd3!f#ucw_ zulTe^xsMv+S4kY512N{Nta`H5vN?!f9Xy%$7iHF&y4tSqF@V)W&9asz@Zu}OS$Ks9 ziKZX``INAJM^elCqH8mSG-s&bBZ1nvmH+ZkY z>+@F4B{f~r9yPqaG=!YNZ5IvTQAtMtUym`N3a*00$$fxxErX)eULg~WIZj(eva!eW zj)$PxAD49Q_Rqw)GI<)yLg-h@t`Br%^Nk-HE8nP{sF}Ae#r}wUmV6d|JP?*V7kLS8)Vn?~6fq)#nggbs7uKL;2 zL*gOPE>f2*L;pOl`9WGL|KkZ$%jR5?eNRh$Jm*F|LdgBW)x_d z#H`Qsn5+K9^#hSrS?HFnM9G)$S+jQ}N(3uJP{2%J8&Ol9{?o`icK|nGG3IjD_BZOZ zAYkm)h|vA{HLQ~ZDlm#1<&DXS&gR28ucxM!{p$5X1SJo6ICE>vu;}rl<)8 zex;LL@8@E(Yp-))#t&A)jylt8GnOZ%r^op$$Crn=BJ5)xulNeqhdp4%vM&7R#HF*pxzx@n1oUnYj#zkd+^!HzY(8CI)+TtYp9&?5N!;$Gs{6gdCJ86U3qbh zV{ZPD$Nep$7^X$4*MVaku9LfTJ2&6GwsOg4QJ2c*Rnj97vIio92~U^@_m3#cL`KqEpCvl>*heGOgSrGtoGW-$# zIm55OqOCd^ce|oFE*c$xvsN_|MU=QoZ8j|k9Yj;Z#VJ3XWZJ=;#t;0kv>sn;l39co z?B^>FKNeCiG^>iotuaePRw2aBT1b}INl`4@5yI!ni@@KFLmT6JqqLM@)rK>0-(py2 z2R45e3;|Lblt1^oYNRZb7V|H0o|XT@^z3CfoM`nL7(JZp3RQ>~gq#Sb3O^`nQx| z#&l6;t>aSm2~$wpCHKzZQV)yFAb!4!iemk3NzSidH=@U4$gh9&Twvrp8G`5Fx@?F( zR~1@vrkH=&lX-#b@gNi2M*2IAdFb={x_d_cmC9xX>HcG~_inM>xbAC&Iq0+}U#{50 zmk^#kC!}Mjut)@lo}VK{L_vT`vVmsDV1^E|YFW|b5q;G9+)z$RY`In8#XQ~}9gbQy zo~{KJbco%}%9HNGliFO4Z%}Wx!9b~24hDtoB%Q?*WLU|I1s%`Q`R9LEw6(%Dch}-2 zZHQ8r4seZ0tBzgV^h{SP%M{vrJYwzsciWbdM`Dw2S!nt>Q``JpR=#?+b=zEhFZIw; zCz=ozF%?|@I!k~XR*X2VHIY4^d4&I4Q7@edJJkZ)BN3IadpE(<*{s*pj`z?D*mLBS zP?^`-_~q0v`ZRHdXuQH0EpYRo#+1!n%|ELYR*rr=`OYo>Ls|I>Ojb;~JOAFzK|?Jo zvV_ImrTlDFqmM~1a_8Fh?`uW2-XV12UWM`liO}S@VL49sxwF|&LEBk`r>XDyQh_nw zLOdsI*il$`?2b9jFV3E8d>bt*AtEci*l)O?nT`v;+7HkYnCpw0Nx=!st-=L=tlKo^ zDGHu%BxLTRd%BroK{52M3Dt2Y#oUnDv_JG-GV0{tg~JYMZeZY2r|W58JW^wZw*G?d zL}?vd9VcSM6b-bdVP-5NtY>V!G89wee|$@To9sD zfb$WKab@NsiJxeW&uY!VXhN-;N1N59RlI`Lb)6g`v?gP#LkZ%sn&WirG}Ny<@3oF( z<&^DVj~a=g0iu|N5UZjbz+XsrDGM)wTA2? z>c_Bn4E&Y8gVZfyPm^` zTCoIjjAzSqy(!A*G=wxY9_(G1Hr#EcUjVI&!yN**Pvcc`h@T6PJfj!cu^S}bA&B>K z2)7ZSF@sf&mG!2VE!B7^0V9{}1jolua!$?kkRI+q@vVtP_FxCYKeo1AM?+HIC56MR zQ?|$y3no4P$pt&Ena-h4Bk%zo6>(@rB|fe-a8x$ml!r&NOW(X1szycUdP5IYj76b{ zD#gkO9eqd???r22D7AFBZoajuF7S0A-x9Ef&T8AJu&GRnkmZiy7_=~rJ9m1N7TyNnVB z|Nia@syr@Y9rq3{gP$zIvvcGPb~0wS&)$%rhw7Xl2>99}Ed1GMS%sfbnd=h~Y-0%E zN)tV8kD(eD?l3IzP`8e|%XK5R!TC}fCh&9=3CwcL8zO;( z&tsMEzBXLG(=X`jaLu=rFrjk=m?zw56Diy>{Of-8uE;QrYd$gyHm;&*x>F;4??4l# z9!Tbzt+_w{@Hru*gpjs<8wi!aEztf_%pX|5&o|uY9kaVv4|<^fTzN`GYXE5W`fAeE z5)lM}4c7{+5pLgQrFC(@_MovFUR+b?65n7zi9P%s72=rn~`E|?Sj{(I#7;fzP%neh11Y+r_oX& zobyKPm_2&lp=EGf0_jWB&lCZOJe_KfA}t&OEYVoTl_n6yE>KN3KKwlIG#w{GD6;Ca zEt9o*gFME|H#I8Tc(Va$`KCwrDmO$H;Asb%0Xy5*O*F<~q(X|RcNg`U}T&jKP&)*150Ry?}a&|rwwgcV|lge7V$qZ`G zwSAjF+X!&>oC2i$aSmeSf`rsuwZF>MU;)A!4OZ0Wu@7J|W`*`@eEf$H=Xmc%{f@`* zzMf^;pU+vse7hZR6+I{_!a(;p%+3_mkk}6C(S^<-XhQiQC?+L4Fb!dR-mIyqmYtnZtTOD5=;KJ;I#F2*?Zx_Kzm1lF zHZY%t#VRAaHH15{9l--L8Qw&EE7=)&=}~r?e;2*}qKVi=!TD@}ZrN$(18G9--9;Ud z)#}s}Svw_r3@HF8Ky_)t3X-p>4aoFMn^!3%gD#Hj%wzqS-7k#(BQrpxVJ`2H8uMpD zWeEWofk;IzghE%t*rdejbxz8Ndcw6XTxouAYQ!TWZg z>3N<+y_mF7;eUd4Ctz)}l7OQ?U1=qNY3bxmoQC_;c#5GZ>9$~Q8H z$(>)a7BCQ$msTJ_qQ=b9I`s9{sn3O(KKqx$J15r@lZhe$(}2$y%h?F%ax=(4B6riy`_shRZ>ifVu_U3ao@=0y#6!4<{9Es9|d;}=j6 z%fH^ukv#Xb;Ao;eI|rM?+sZi4Ob1Tq|mv02KmG%S6NE&{7PV!iumyk>bxg|)4q0nvUw-+ zsTR^|&d*QTN-)qN|B2J}IyHtY=U;=N0)NufcQ=sF!F6$LQmmN?!7rcfGAhq3a)_u7 zB>zWtx_hqbb9EKEzgcW>`3QDRL#l)j;kTlkng2xQM4P^J+_XrQ46{L&?R5VJvy%ml zswe{_9aLlWeviaGM|_ZJS)bTGBl`8kf1>=c`d$4mIdW1=I9 zaR8#|-fmp`Pr_f)jsWeh18a@1Qdw&At;9PY*Y4CG<$u!fWS_L+*AXMegPYyBj zz=}+9W)W>#=2sC9zy%IEGeLarwjWPJIU1Q11IGUi->u>mQG2rx+ZCrkrsaIX=GX(` zXqH)KjB@Se7n&3>z%A?ZmCIra6Lgpx3tr_pGZa)8OFm~Be$Za=4ds%<4JPUkyq7CJ zUhMr`?Fzj$y{|aJTu?fQ^(xe-V^&@{qJA-Z=v^Q9b$G)53@h`~4aDhJ2LQEr>>vI| z);YR$ga#Kze)A5l-G4bc%g!W4_KanaJkC?U?-FS~=AeeQ*eFAEnN7{v2As4c=5g;R zAyux`b+HT%zO2<%Xybz&S4fV7+)c@#iJ6kv=odl3;ha)Zj5Ic*G@re8erqEX5;%yhSIQj3TusEwx>)YbxVkD+m9 zO$M3=j@vu}F#s9|eiQDR?+(ETFa*-SP0!%<3U$#Lehi^g(>krP4Fa!o!vh&*S@jD~vN)d3lplsVlUN9~h;eW|wB{C;ZZ< zo$)S3ff$}s<&8xduiNP?^P)Om^SZX4Q6v~v9(?dUWl<%N-SY+X3H+%4$cpST=AKrk zW}|b6j9q2{2CbWou;8vn(@*bsWV{|vmic)Ip9*OrPreLDE9eH@10XdO;slCci*Q@i zw3Z~;R0@*u@yHtH&{xT%UDyRQ;&t~Svi98e|B)Sy^qa-;p3Ak-ek!{Oo@>$_C#%B& z_A%Oi#jnd>&i#-2Uso-NI_5FT*Db$u_0$Z>KYbW`AK{$y@fY{+AGq4A_faAw%?XW3 ziAB{@ATGW?1+Z8j{qw5J1m3^9@;cP?G+>vQT?`WrGm>v3pPcCfJmerZIcB)_6;g>$ zI53-$%srIe-n8R%TTp(ntxm}Jh%RK?H+7A4FrdLM+yYu9mHdVc|6k1gS5#A9^!^Kj zph#D$bd@T-BQ+w@M5IYCQ2`-92ug=Q1f(|s0R;i2N)0XaA{|A#5C}B^QF=m+5aQY2 z|NH(#XD$R`w#5Ir$Ft1?k@O`<)7&7jV(XX&jQsihu%r&=3Do1A!?2z*WXl2w5Q2M!ug`tMSw!B0hR z-0E`9QaaWIBo@B?6L6V}ZbgCXhS%E*EQq1O5YMu~uSN)8zQu6ej?k9nU6ILSp;d+{ z<2wUdfD2~I9-MF`H?g5L0}*B0gWD_M$$V7k+nwe0w{@Di(J`x^$)*>bHG| zW7aaRvqNrNsvRm_F32`=myVe-I;3Eb*kM~kjOqzz!Rx0S!{|KGk55(5R#`yQd`%ul zkK$DP=cn}?E-9KVBg2MPPo8QBoFFtBm;+E`Ymp3&mzBmO%+2)a29!<{; zPx02_6ft#$AK#`G{?-i7BkF#3TGTHOns!8ag0BUorGpzD(R^@zp4&Cz{&J$C!C+1F zw81DU$s)DyMH2%3`_LfU`vuw(kZm9RReru5qW3!dHYDrJskL|o{sIWsRt(74_Em5I z8iFI@!Rg;%^mm{t=V9*&eq&b?x2ZF034~PsZtMEC;hUhGaNakeV@0&pd3ZCa z+41;~s-MxwLG$nCw4c^vUAG9}xb=%Bk^&a0GLZ8woC}2?m~F55v&(kn2S*xomlKiQ zX{7RzC^MctM3HbNbc9R?;6j{zK)Q^(K*|bhhhv$3x!s?fH{l$$ktA4C%JS5tP>v4m zU)$5gyG+_&haFrS#0`y{;=8j}a&=H^+pcG1!+h-8f&eYxmVt|I7!?V`+xd4ct;A-V zrIF^at~PslW;Zy@OSH%IA0DjCo%M=NcgYYv`+X9-xrcBg4Y+R;|0q6#O}w9nDj&ZHU{~*3&0% zr1MIwKUduQgq{>&*5U*fQa}L$`pLFK=F76-7x2>J*eRzq-KLX0w<(6C=)j<%cmHCEz_MKml!)S`C=A$yI9 zdBE*(=x}iGfM7!TLiqjtr2Yn$u&fSdb6U@HKO+3=xl0Ez^b36>cnwg-<{QGw@{~b< z+~>QIjh^E^QMp?i1yStiW-Hh}{U5^T{~Le#b*sqZpF4Ed7%lp=WM(yP=F2`&n?b$t zd5BaSSih*C5?9Gk(7Vpn<$7C5UBxx|96W#Chf&VPuRWZAp$ZuPEMI zacrHU=x4@MbYb(okoHWa?HfwQ%w`R3IYyzLiNUwB+=~yEt^=_4mELXL7nclmZaI{1-kRzIa%Q5Bz zT#9j6XnJS#)Z^=&H$LCh8bm?t##WE-!jcNEDuR=j=@CqxzD~CN&9Y#7r_HIjJt^;J zfB;|5Mn21m0-O16?X9lQvf4$~8ZoufoqMB!Ks6vo%)J+=W>sB=ssg##-gYm&L`8Lf z_qN>PUQ!>Cj!9ziOW|;!`#~sj9<5hL7%W(0rr&BScmvmgl@1gwjy&BI;!ZAp_&{#4 zPrSZ0Rn_(inok8P{1}!9Py@k?#F0Mb*+9FoRwzy)EC9qRny~8@@6Ws|q?_z^bMTqq zcgw^Pxt*&Nbh3=0mTa>r+h>5NBfsl2VjE9tJkk&y5~vT)BM9~fjhDa`%&H3Bwa_9IM?~`IJfx2uBjjg1#^G;#b!il(8S$(ah+8_$%^vV-mvE78jdNXNKCpH z&kW|JAaw8p%gL)Pexd}9vMT!)<_O>7U8(Ib?4L2ATFAZe?dLqc{TJZ zEb+KHR39Lm?mqBruJ^F($_0*sZn^f`Wz<|Bo;T|0ZIY|s@-jp@5p=aWmJFLdb}|d# z19x^b1PHPHpzGE{`9LncW60g7-F2Pz0`(fQ`v#3iR;t%@LSw_RVITD5nKL7U*&fwQ1kBe4 zaRcGjPwc}XX}7cal?kG;D}9_%X4BP*(e(#be*{Hy$o?HkL(cVU0gJ4I!AQ%-_DC{D zJrPm_cx`or>SSGfLaymkKbbLZ+B+2%_5?cc=0qjsGJ@wl!cM*tfg#XNGbzU}jC&YXDOj|s1Hey04v%@xWQ(b(Ml zuF~MM)BMNu;pEnjACbH-?LuUFY^%s(c0nuF1av&y$lujjGdVx|3y;B$)SFU}yk*J_ zLFZcsuNQyJF?@Z>eT2CqrOfm55%WX9*8@ne>)Eu_h~I!icpI>i>}9V1dEr0BF@CP7 z{fzBX)!Ra)Tu$>UJs0VfUAnU?36RFUsFH*b%_Pi=3^&M2#LEf?Z90A7Ml{G^oZ^ zLRW5hT~4#C-BM1A^qt%UQ^6IANHBD`xHc7{*Q^Sne5SE?f5)aU06H?bI{v=TH}Y0$ zL{!23!Z#RH8=@~R7Z+2uYx7U9T&z=Bky%I- zCU3}MgqTL)?&XXZ7_ffvkHV~RmSg0biaHBOP9rgB9udebvNYgRlyvA+rz=B*z18&p zn=gn*o;;0O-N^7S3i2G{7iya5&pw3An)5(F4eRZ14Fx3>^+)FxnrL;_Lfr!NxK?H6 z6V|ZE2v>Z5G{I;v0OQqcv8*`YH~oq~IB6Q1u~Q)Z+wG6MN?!5H)R%=hhR_QeCX26N zdVumh-SZ8bO!b(f&ESyRGF>mnC|*ctL~=@1N+`upa>r2U!1D*lbq-+5uI5>8BpRA zRach;o@AYPZu3cB6@oqlD{ucYWqY(TaMR(6V2hGPKZr_^nT-U+H}{VkD2*Yp)yi9a zkDL80c#YL>K@Ri+qph@)UJClJ@h9ur2WHFNv3->f1H9z=vEho_{FgfjERFae6I;hu z%hT?6G)7npX~xwpKY*#q?=f>B4GI$qZXLH+0sV+}W8dDku{?yYQeN_}kF$r1_TQhU zi_OzDRHj(I7K-7!I_ha=SXs%auAZ-ZE=E)*Ujs!r@lQVQ1gbDKj@B@>wf+=)Q%{wa zwA~-`mg39yx2{?~jAVPQCteW$9|f7Se{G=6Hz?6*y5kORfl%(*B~Y7x_j5<~h|Mo; z>2bBY8#Zf)*Ll4cdQ8W7Fz%(t@FfKDfMxo5X-4t9yP9KZZkb)5a~bBrTl)q3PX@T; zdvpm!uPG=ft>WouHSc)PZ}Wsb{*D{lV{1XRBp2pzalRT(lKrml1Egsz{4^9U)X-TS zZ3jALz|E1+Wu>Se3237NUV+xOrsmf}bBo9EhQ1Po`AJQ~t8c%e+n;b)S)D;YasY@^ zPfu!3Hre|TEQ)5)mS$f8g(jbPh??-i8OiDMOf&k7#1R2_=w$)9!vABMVR1>}Yb`HA z*^o(6j!5+y&n_o6HC9Q0$~{{_pTDz;SavS<{#o*)so`Y$Xx*1LSKeNAI9fkL_kg&A z5^(~3n#}$Acksjb@apn`lc*w|ti09ac)5MyYq574GX;N%@>Py?yMs7NP6tgQ5e&jy zbp*Z2!1ArDCL>B+1>SBpaeLeW&Ck`?^=PUC1lW&|u{p8HUEC&XQdXKEaKp?pjN$89 z)Ix4<-*r9Hgs%?+067QUp zL9Tqj%hO7)rnnGOOCL{aRB$=di%Dy1h-sc#xsljS>}s=nz?Vq@xw#k|6Bne8lU2 zmm=q9eMj?8sdU_I&>nO}SU9?`(swR}QQ?VRhH=}I%O47TE**#QbeCgK-KOx|h%Me5bBpSoelmr%DrRnMR%vz{(Rdo+ zr;W2EPk-4`1IM@?D0PA#O}n+#PZtY>xn#0MT2w`-1UqMAB!HgY^Hfe?d6Gu}MTa^} z0HefbajtIylQ!l4wyMIkvyJ}cZ!mspr#tGqQYR3NEI9G(#CNr?d3Ms;PIBg4U#&nY7W93 zx)hZ7q;nc=m9p@lS;eN|1tz0CHSPM?eeb7W&t1m4y7lfx{ar{2QQ!nd2u#+{bVDwB zTrb(nc1`BqP)2p7%I&u-Mhz$PMs*o~TKlzVFrG>D#J)(Z2`cIh;p_$Mx1xBOBtMzh zv!`|4-7)lWs8O!6R*vPcqUgm*Mel)kx9EL3k{3;Zxs?D1G53V+qDT?Rz5ub#zm31R zn9cLAB8G6JpsnYcrgA@h-1R}$-=n3&w~SLWR8;CYr5-jFNS!TCC3ax9x+VTmIO(GS zi;R}=W;ctUj&cF4<{s2JUIgm6N z#Ap%lJNF8Z#amMO-Q}H#`5Uf8)uNzA`7)Am&F=b46vk825eop02R#Ah1hANElfK_f`iEG&gaV z7EA8B2K~3RTApw7$V!_TB*-N-*0byK8GDnI>!2Wj>l$=_yhmtk_u|8Id_6zSzQQ&7 zjH7Y(Z{%5kMi)K;Ao_QAKd0k@;dd&8UOp(vo5KuKP`olMuPo;8q>HK76WBQ?Y)ubz zQ!8p(Sfuu!Vrp`+BNC%ddux5%Z;S))ya`VA=B7MJ|50_nuj8#Y6+>&P;YD*7^R{Q9 zQd!*I2mde#T%9(aX|Fc5i^NLs;xl{_L%U}jj#ud5A%Of}!x*>E3`zGWv%^<;N|(F(7db8%Bn;k5 zzLBnU7!_>NIMgCb5&23UNMsS zuX6?oLlD*FX=X2w1mqE{kRQ*OJM&NF}>_$-?w}p@;XQq1;>_enZuu5YdEMStvdgY~r1EMBMbaLhLeAQ|oCUCdcMc@H%sc_Mk-c0K z7GF%BcDgb%9xGy>tT$~)5Jt~6I(nQw%BSbM@0^#&`{NU($n>uUsBO@kz0Y{1^@x_x zM29HA7xKq1mwzD{&B&10eSn~)$W4wWBT4jiW7Y-jYc_!}`3jMqLw{ahuz5;md#cp* zA3&}CVVvuZ5c&yR`&=)4jt~@jQcE;irI%6}IGN?(E*Us!P%6y`&ePUyBnZjc7Y1j) zj8&gcvz4!S(nRYtegX{o-uU8%cGTAp*B9MQ)D|G=;LReZseH`dn9qX7B-a|H8LiQv3EJnHTrLNRH3|o{RrxL9-d(4wyJY=`R{gqCohw7; zWjovFPlzvE zg7k=$YY0G=f$t2z?WrYF*MN6k&=2IO0{i*u-@F2n6ce70;IY&e)u1EJIsIu8z#CA( zV7|{NGkQX~#eUth`$Z0*cKbjp9Jf6htgGv_m7O-Y~brP9TVx)I`tDtv! zX8gmd{)^*$%Bx%bE7l4r}Y6D_;Vy#t%AKEosHDQH6ti@9qSNsW=`soE~+)*42eb`c) zzPCcXmpW>8NI@(2@h)cGtZ@x30pL;v?53RoAntqeSPJ?iPU>ja*zH9g&AUgeP$u6V z)m4Ch+_lGdnbzrgb|{$t^SaWDROm zSR|#-Eax(0*UFT-P(@JuhImv;OZhQ~Y13|IBRB91BrEXL&TDXEFf`XMZP!(7*d_iw zOET(1pfuBsl$b^ZqyN1n{av(ZgD5i?lH;Lu6Q2@QvqeiYpS5p3eXAw&+1S3M zdbzsq*y5U!)&A;G->%L%XxHg7erEi{KL>IW9+2j}@&W~Jrw%qrmz(FL)0C($%uJ^O z0r4tR9il~c5N`etZbcB~_+JY)kdsa7Yh|bAij+@6Dec(I9x1C{@L*44G}Nn|wz;ii z8#`4jJ0;O7O<6AoBnRT$B)?M%$5EfXr5zLRYQ{JBEDO&*Mpg#d>-|LCk7spSvKbH> zi!;=HA(3S%^p@$KP}*!;f*595d*#Q*@k$Jtji7l5s0?|hjwNOd)>N#O;|_L>&)HPD zDB<5^6$Vd^m4N(GPlG8xrAaTpc6DPuXW7K7Qj<5Y`ex2uS>*kga)nVTnCbZ-}Pg(V-(=mCZYHR+c2VYQhvmW#Y-q z@JB5$cISPJ@|kOe{h)zq<-sQ^;B@ncf-1tk@xQ5nH7m^^_^JcRzJ=(BzupsA#nW+l1xn}D=$B$H~OdNF@8Bdc$3vD57Iqy0f zqDs$)KRL&TW!{!0 zmJHel(@AUVVC^SBE5{WdI3&a9;7PtZTZs0{4V`cNEB##0wBf-$|2~Qk_M1nyBDkon zJxwexfTx1&foifk77=xn?2pP7p#O6cQkS-I?!_Tj+~s_6x_CuLC15KwXY)^C_S+l$ zazvnC7nc(<7gX7oV-oLWnq?1l`Y!S1XIkX_;o?jB>>L1%vsaCrQ3|mui*9r@dNh4Q zGdgoQkD(SLd;fKRQt_>;Kf1+uS=6{U#Xd2K!LJkj6tT~MggE9HtzH>W<7MQDQu90M zj&6zZg$91N>;u^OLeSXV>Qts6);=fZY3asYsy>WWY}wMo!*NLIye^DwO14kEP>i9U zGF|U6U`3^cTN-n3IxP^#WF`y|Li z_fPm`Z1VlHy(cX#ZEcg)>sgR%V)_9t!XNI7(5^!r{Ma!-U*72d#s+F3lJPBm9W#zH zf@){o-Jz)t9*PLp_=C8vh~#vFa65JWCOTa-j_N;dopzGw@u@40W)b<-Wy=_vfq2Y;S$|oMxx|_g$>sjk_AwZjZEe z*}n!!tXajb6$lWEda|-YP%)j@;p*R=vF3H5{&GKDu4{M&rP+TEw-!uwNKl(obJ+h= zm_YG=nA88ud*y_S;&pmif{F%n>fPITefzx7COj=H53$#tX=|E@-k@Odq5Q=3J;6mm zxZhCHi(AF?dtZx2lnH=0l!%U zO(=nxJp|@MO0%m5xJRL&ta|7Y>o=a{nliC<>q4_ht=0d_W7C>)%_P~5^L0lc7DVSU zn^OS}%HQ6x^Z#k}=pvJVddh(+Y6HFVgg$i3h(O@n=5HQTcr`4oFD{M`$7lw^__ZO_{Lv5e8TrZ9eXcmH| z8E7)Sl2@%c_+KXd|Mfq0rn25n&SXObN;dvzs_tUwUxyYQH|GNDbpoPM=t zr)&JWEmSrsJ5U7s3oO<5+oSL^X8vTK0dCLFijVCbVU9-|77-5zYI|HHvzEF;zXbEU z)ZsKY`DK^v-8HUgxDD2jxrioqu=o&wOL1wdO9bs-{bIw&(TPtybS8Pj!RlmnlB`IJ8N zi63?7U2y&=sCx*+qyZra_Jp%GcH>_pNXMj7k1Jwg<8l`3+jV(?*=a+~+`?&6pHLy8 zpa@p2yZiBE=V4V{qf5%CYx>8?_uVh3(cLe)qhG;g2r|+B3+LSoiw-(P;7txjUsyFp zqY5u?P#|gktf}pX=^d`IWk}!=xf>fBYX7(!O;QydOueR(s1bZF0pz4EL8QJAKkSW0 zA9&?2cBT0(J0#9$-xUPV2iqVv4KoBG$`sEWt0>$^9-l0n$#tBCx_Rx^AK2tWY;s(I~%jBh{LtL1=rKg8k52Z&J@|HwW>E z#-yAw&#r|10}{fX-o2(~A-3`6mS6knS z&o(%m?(savrhW|PS|AzWnfsWziS8ufjx1HUPQ_Ms2>Z-OmYz^(;1?Ys<=Gt}*%nzN zwU)7KL*FPa1(MY9Jbg~|#2Ksr3yA}t-?{1vMl~nwc8$DrEj5Ci*i!p6vS5V@cCTFO zG8Obtl{)qPSkv|EujhpyH`+wy6l~IWw!28=IY}hQ49G-dWcrz}+6TGWO&_aP=N<8c zwhDFEq0+I=X~izXkU~94f|n^>EmOd+W~i2kCvY|V@+oID?tIn;VBgY8d7yr)K$!4O zt*(Y#u!7+Ib}fhv*5ze1O{9<3D>RuJ;-o?hD-3GZCOXyt2$AAq`_RnRiCv-E7%AN) zhK9w5u{+~lk57F1yL!KK24lifZF22k3kV(b&>Og+OsrRjs4sRC_2mc$4M$5YvP$!) z%IzjMh$u%zWYP} zfDkHFzvRhOW|qOX6!~4jNWCX42BW^9%ijLg^e6emT^v-uCtSR4qQmeaS2{aX`Q3u| z<&q+yK8h@J`)GzMq$FzrEcgxiHW78MLh>fM24k0Cy>>%!sA@OMsXhM%LB_^%&G9@h zqjE2oOon1_r^k1HbG5!YZ$BWbA$pV>?Po4ZPHk5Rb=%e;-Y!A+d=9)x0t!s2s}viL z@-*U@@Qc!1{#g7uw;Ua0w{!utHV5#BYqJBJT7jGK9M2#3<1pc9pu@LL`N4JNP4e)_F2 z^917aKDI%7J+fJh{pI2x^1Ow9O_J?-9&?}eruU$Uz_~(@#Lz70l7=B3ZG%th;%GUS z?y65LzQl}jTz+)22@}t&e{lP4`gd6^r#y+Oi}yh8CJ}~p>jN`-Xz`*O{qY5Fy1pSX z%aC72PWNjEcun)+xCg#>MCt4diURtu+x1Bs%0M_DERqp;HA#oP$+GX1{y7!bP3YnB7CiJRXJozs92ZFbY zYcUAms>Za|5X(#n{Ha>)kahdTqGjQMT4{R9mO=J+$s-@rrnSlm$N?uQV&A#ymeZvP zI3?09XnVjecv5-?W$z4w6w`9LoU%IlvJNJ8Ak(K5@>-l8OD$ty?qs{;{ci8I^i=hP z5GT98!0zF_u|H6NQ5XoPB4*-O3?|^hB|*)7`5FPuQ~TA&feC*e-h>!wKsmE+(W6G< z>7mSTB-vDqu?0zLTkwERqAMq9Zoy1(o8WH^6(w)u?Th02fk=TOz^=YrI*=j$wAm?qOh-8{}s zXPI})U2%$dSORnGC;Yo*0q8ToUg*GL_S^3*zhB<_Vi?x0|LC}X>^nrqGB|9pW+l1% zHYa}XwEp~WCV&P!lqO1?yamj+GSOzFd-$;K7=I&3?kJc^c(H!#ntl9?;xAFgwX|D9ewYjjL3(s~kh3hh;!7mqC;OsT(A=#$i7Pwk4RAJbXbCDsdwOy z3*MEVh$(K{qJ2bV+8#({qz%3t;@jpSvkw7~#Xpr>V4_IfKZ-TK82@~Ff?vLDZT^-q zl?|Sd02b4(zL#b|qH4Y0eyL+kb&HvuxqqJ<)K?Ijf199Tr@PlFo#8BngM_@|Y-w{b zf8b65n1lX!3`I3cIcwME@VWK-60@-D%h{Y9wF~bYC>ySeQM<5ai~}O@pUyZcI4!}P zBxB1n2)$HY_V&r+Yi)l^`POA}e*p?3+`yxg0C8@VZw@$>d>cQ8#G^1iB~n zjaf5p%^lM+Ld^;T4ERU#-z|mA|4|4^P|!V1mmr?6p;J2q&hG~yu&A=g#xN^%|A}>A zh+a8A@^<6xMcoY`@`ysv)a7O{6lk9Bt*?Cxze(hnodri>Vk5%2gNjU3`?N$F(Qy6B zWynF(myvZtDv8b>)+NI>)BT1Z`s=^dwf`LFfd^H(8w+|toZI}D2!gsrK`^s=z%#Hb z`|UDnX0F-qL0|foMiYaDk3|yjT>93j-ra@<(&kFY z5)jb(h|pB0oN*<}w>(}7${{G&*`HC!V*M>O8=^}s_!|szgBK0b=HP22AynP8QgtA>2`xG! z1#Ho@-?%-^^!bV_yq_M@yc0AOig!7TOMVma7}sNL5(#i*RIvi_&C1JS_`rT(s=Gau z{Xz^i&Wl+X_7{m!Nmn=6XcW0>b@y~9k@ln9-;WKvg}DgO!37K{mz{;VD(U&gITHcH>O+3?w+<40V)e^H_*Bhh7 z1!R9}5nEUH*|zLVB92ByP4TGZ&m}9RCFR4j=;o6u?Ub1*sSOqy`Qe1GZ>gc*xIkBw zlAU!gK6j~ZpQT2?t)CSV6QEj$MqRlNy&S5m)BD7Csq34L)O9FZ_{Fn#)+)BcX^9Ym z^0+--AaO@}ufw>?W7bD2-F9zxUz+~DGu_ZeU-I{U_8w8HoHAEFP}V;RP0;G*I<4c< zCK8JzF=zbETl&4LBDB(=9}_O&PGT={DCK69a-mqnocCo(Qiif6Mb9WEPEkm4OqL;bV@s#r*K-u`cxZ-n zGVJ}e4wV@P_m$~Pp=2-;1Itvz1^IRiOM?3q<%9g&j85$wU_nW2PV)BBhxiBa4Wi;2 zi()iSp%+iXwq3u~Q#Bu-@j+%ob9QSt^)ir7?j`U9s=t}2>e;0Bhl6nyZbq>pmis!g*w{OtbM7?K8o!P zy{37k8?4nzD8tD_Yq21D$7bL>rNAUt8+K71hHdv8f|^g8^!VP)=6}*q6>9sL(pvqU z!QADx6^t)dYG?@jI$s$toHu3bw5=AZ1J#IKw|y6z8h9?8seK~SF*N9;0%(%{QM||< zzdTP;M|*_}dvfapg+rwe7C5ZTJ6_OAJK@8BRsZDh86KE>O1&5m=WS?MJyX>Vm@+P1 zB(pq5FW8d>@WzbRCs_pJ?m?4SC;nReeymIf1^c$vO#V6s3!#Q5c@^tP4!Dz?V>qqaLw zGN6GsQYNkKzcl@sUM#?r4{)kEdo z(^A~WDHG%HJ!{zDN?3fmDYV+M`>418i)cCBkHMU@;}DeYcF6d~EBNL(>0NXCU9K7q zU$;8~is8@kbH_ElICOufbC23eq@OXXcCJMSL8}xK{F8yj$g{Mf_aJyWZZIId;*+bM zy>N`gp8z?CIXj+Fc)d&{QRO6upxlW?#^j{LV;w^cCL2eU z{im(O7_871JgvgXHj0eDRKZ= z49zj(>Urf-q`}(`leh&2{kz+7OJ(c-@lkccI?(H*$T=|CKmp*;jpJl4)R)jDaBpJY zClWQ$5lP(cPnJ2cN~1_CY^E5|Na_)cr@ZMM=xUaJ#YBki5Hy#+U^Ah`;pEPJ8iVR) z^6>GrtNG+S<3%b7szK4mhUz4gAo@m;zNPB;FE{;? z=APUy4g8}FAup4A3(CKnv{eVi3#)IGl_rqw!Fw#TCNpGLH)1D2qECUOn%%!l)06|^ z*n*TT+x%gC=`RwAWNjPK_;tzPb0+)PTyNIh7ek62RR1VMn+bvBf&Xr%KfCwapgcGr zXhgS=7%**&mqwKm^Y?57e^x8CtHdlkOuBv&FZ3~d&q3_jjrfo4@;;otGBm4|yDt%* zpg7DbJ~nRWs2Zj-?N_Y=$UkhQ@;7FX-1m1s7KR_o?ofDr3>eAEusS4lSBF0kTJ%34 z0YMS8N(C6_K{Z(KJ}2oBm_`?d?WW)2eCy<%^FC+VJZB8!SnsGK$Sjq3Q#x%Iv!wCW z6A1`dcd0x-0Rx8p=%ejC3FCG`Uh-^-XL(ShFJqg|r3Zsb_q5Yr98SDh{3LEL|2-P^ z;U)muL2`wUI4MnaJX=Mu1m&JY0=0dStG_Y|w$bOc2Y!ZXaXxW}&Rk-%v0(}25JG?Q zkX)6GKOrGini=NZXFhcLd&SVI!VyCobWIo;3f^vkx|0zQ<27aR@wlBXOS%}Rbw zsgbu7gL#6$3Lc+(o_m(m5mRwt>H|4&J0wZ)tSriHT1IA1L%&F40qPPpqGeyc9AV4% z9`qrjHo4H z>^@ID;4Ad%+NDhAGHmyJc5eWfeVWW}65FA>no94P!%^al8y1S$7=QFq(ul9Er12MG ziak+Q?vADDd5X=8oO&P}0lyR;78*IZec^fG9sn3hhLV&DBDu2%p$fe@K6s_ZR~}Y5 zmP^w$(smOQN9>N`7$9uLu zy0J18kVJ@kZUxS?)cd{ocw=x`9^SkPj*!&igmX6FRg$_G`M`r+ywQ!r+|znSmC#^o zE#v;c2f^<3cO1!~w{+SCDOiivWTMF&zy&nApjqSWH8^IJc{J^HYw~!P#vsRFcio+` z6%}dp@^@izl-L~oq4TYnJGS=v{y>l^S>4ZSVc58nb@G@5THOvrWR8Ch=Lkv#6Re}8 z_B+gqwLg0n;x?AI1~EW|%6(^9)@=QOo8HwM%9Aa!H=icp5FX=kYUtkaH>cz~(;ZSk z)XC%Nt1Umh{6~gfU+t4d$4Sb^`t||u4yW-XVfEY`fLYY z37u2y^S#xO@Gn5D$$$&zAAO$Iob-1a6_^YVfXNRbvQ>)`{r|{>Y5Db#@n9B z__Rdv!c~65-#554%v5HWXffkf>L-cBV_ZQ*ZIFuPbcdib4oYu7Bc%u_G}ispZIm0c zz|zN+I^tu(lmDPcP{Sp$XblukQX;hX@KX|;qDlq?5|0)ZD%E#I&J2yKN5AN&FY5-O zL*BuwDzt?S#IDe;A|Oy_Tj0sq#RAOCfL*5EhFEEghCy*t37yr|?P}j$82XsxuWF|+ zULR8I=2YTywz&AxMITf+)T1TQH33(LRwO?@VZ4*@6(&_=qesgyJz#-z9R^`FMHd@4>qloz6mleOey)wQ7_6kFKe|DLbR-`s%nSw;}#O2S*`&mJMh8DRZtI}?S`YgS3&TTdN|s@kvU>9DIJ z@62|wZXp=E-9FqVgs1w4u7L#LkNBneStn{tx852Ge|@jxCQd31x*hj$?D1EYd-gD; zDrm6_fL|bZY@>D&df8*^D5&47^Yj2jnxZ%eeo zY8cd_E5>=P&7jveXq}h)6*#SVWUtu2ScxPHd!h>(O;SkAp&^7*CcEs~0FW$J=;f7?<1b%Kx<|4+D_>nH6hqcZj;6{}Mf z^KV&W_t`T8T6qlDH05z!Jb%ee=Z$~QJ{ULVbpQdoWeVrYL1nnvRzks=!OV`vomWj= zcTn|RK`4oL=Ry+BwAUAq^W!<}H~7X(8x(ws*#G3fhM>MfT0+F=k{}E6^)E1z=$CIL z14Y}M=~Bx@;@Z3sV?F0_^B*hTrl)fTfMQyZS8a$x*zo~GvXyBN%;p@N2sbP9u#+x_ zdI;C2&wOf*!D1YCllto(I)WiLYev^2Y`Qdw`haVvtt?qOT$Cg>Gn62uWc1z-#Oki* zFu4rI6up>V%U{U!9~)m`XRK9zm@n6E1zsYBtqcTgBc0vaVcmZ(mOGWV!gPVcNG&!o zT!855Fw;0YiE=bDZt7^Cc98Y7EsnRv-TLZP$F#7ST*(rDFAMJ@s~AkZ?=&Azm&b7W4r;0}a+v;uJ0v$!@o)Oz@Cj zdL;7x$2F=A16roF*FR{fBVYOE9CR<-N86*J;oOij=4k(w>!UznZHV4mdDw9195aOp zo636r6*lyMOLV%^@8S0j?#Vkt>+iDHQGYLMb)_Bvv7m;PaBsrpvVIr?NxE+G$d)X) zW#`qlQN?nmH+_^#{q})~q_eF^V1T8;NvY3zeKc2lDai#5)e`jpGb-)M7&jCAFh<+_ z{2h@v-P)PY_gQq|l^QJif?_Uz$$D1iEAmL1Dx!rg9=&T(2!B~W=^tj&+Xl!b5m??C zuUqvX*i^A?|HPsO&1o_hPg*9W>s?`kZ}xWzJpmxShY=|LfQWc9)xo}+%Ivs#!s28v z@8qds&5$ag17LCM3ia4H>Be>s%Be)Wa_mmKvraCw{!z56s%vUg6T!#lNytm#KSAtW zH|;!Q9}>-;h52KVYyd!CrK+T+<&pP;xOyXxaTYEPA?S{yMg13$oWK+GkM6pTklCnU zg8Yyp9;kY?&d`a+njwQw^SVZ7yXc>$r5&QUAv-(^=;>S!W|vC zV2O56+fc$Lf*Y<&5XD(1krY-nRUVQ@@NW{Gzify6m|`n1a{;`rH;R6H6fqvut=7_| zj;a1Zc+&4$ukHcWg-lOibG}e3L7r%2Ho2R)q+hZuJlWiur5|skA-C(sh%&nKXlL=| zARI(gDI;+ZCkf^<>?BY|e-{VAyJ}f@3T^}|ML_?mY969bjp3J?mb5S}Fi>00tlX4WjXa=E zd;UQv{$OG_Wjpo5OlAZ%@0Z~TvIZcQhb55wVXIL7o(`GS^LWMWJWq3oYnUEcX-Sb| zLN}^Tp6&Z+`d`ynE~ID&o{YqrU_jag{XS%LV3QUn3SY7p@hm6@Ha`{mR~ou*q4A)q zu9uzXw4O4Zr}lC?bA+8$GqCAo;6TwN?ay17)L0bwnp055eRN}(meKI*9_ zDK4+Ra+p>XUwd`6aynD134u^9_$%Foh>%h|+Uwf(Bwnm!UnfN2W~R8WD;4g400IAt0N#D1y|DR=Klo zTZN=#_zR^~YD>Nxr>cr8OI4Gvr#ke_e8lkAWU$(PkSs(H?U8ai$L_UDo(Uurqfzuw z{^{NOBPQidHAaa>Egq7Vc(Q2<)?K zQ!@nT+xSW8I1zp)YVnce6OHl6UiDllUz^r<^EU1nj}g~mdm~lL)=s+bNb#X_bfmnI z+#C;AdaF$I8D|{O%otBN&A&3KA%{cUfQ!uDbTsp~x2H}!3VV3}!B)WTq2RlyTUWc= zUVP;-`99r&0^?6+LIMt__Eu-Ik5Q+`fTnliXd9WBuR>t{-&lL^peEaJ-8V>+qDb#e znhJ&RvJu_T*mO(sk2)W}WFG9^k`A6`@WCML zM6wrG?XeqzXSU;u=n&7Ie+$N6*6)vR%WGiQd+v*E&wNL`!Qfdxt23vIbNA;6`pRH4 z{(P4%oz;E6kD@~4OLV?@QIp5?uAV^MtHBNz0uur7I}Lw?&$$tI4|eMKR_y%6O6!<# z%5C9#nS@;1?Dy~w;$+-B;s)yOguNKHOR*`;i&plwdJTpaE5*1BlhMQVQJw6lL>nt; zuG!#ofyY8n=$}_NlyN|NP0?yn6|B*2ILF?GzB}$X(qidcxyjg_U)@?><~6{*N8hr}kL>8o z$AI9SBSZL4tJLdXzh%k1aXgJ2z3MpHGK53L<&R*XA@7><-}03f%?vGFa~+BtUGVKL zGmH|lL>nz_U2wOd$wn&6%l70sthvh__O}2N zqUcm^q517-?&dR zT@)Q_f8!NpUjMGqM^_>!kDJrDTW0i$u4N=AJZ4975g^xGCq{L=!%-C~B^bBgMm}JwOa?@LW_U$!UoZ~imx5St9)s93L5iD$DqgBxV9qbl;7LpsPV>S0|1Y`ge~Mu!MI=Ra%RwB}bsTx}5z9kdkcI0ltd;OWOIJH7ovQ37P0}E6UkqLS zu->n>Mb~n2eUy_YF4l>;yo<4~k#>`VeB8+enY{Jj9m|Wirdcv-ZlJcqJdkOYHR!Ra z;WOW=qWV-Hxu`lLlb7cz_N8)y=P+8$-r-@&O@n>pbP}$3!Nib}`(SI>veaB(sreo~na-^N&SFrTT2b3!g$*t#x(--kB=srz z5IVRo$p*)5=#tW}tv^ZbfA;}RYXcbE(eMu_mY=(hAwmNbvZOXalDb0-ow53YA8s=0 z4|zlADmf*?$3*p^a3B|9)2vd8zvBj_L{kS5pI+PODtI7v?^ z+d%o(;bB4eXMN${qoEJtQ{ph`WJ*uBPxG&g=x513pwsp~QCAq-Y4Lrzq`;J8c3|8v zK3v4j#*rVZFzfxn@NvU(PWce)5d5HLUK)SW#c*YVi#lwDz#ml?7?U@7)YYnIshjW& zNX86E^%4skgY0UnK-Ynhr+7I6vo!Ren}hG8OMJW;=lZ1zQ788{Aw6bUQpmayzaHlk zXSFTZ8Y`U39cL9QmwwQ(ylzD3Su7O_e@9RD!aI9$z5oYfgL~T%P_f3%fX;Gf2E5T^ zpYx)g&BMphZ8AXTR5*FW{y`pGvn3@zLTLQWt*;Q&(S=%&FLe>{-iB@HS_5w?gMl=l zXB4I6Ag_~T0hu|Z|39L@$H343)j58weR9Pio&m@)CX}&8t{VKHS82K}|5`QGo+w^M(n>XW*QJhQ2#KXN!R zhHK8EX3{#2k}=qhyO|fE^S}T!lOb?6NnIex()J&h!SadfKc3vbR|MKI1Z0MvzWwI~ zF&NxayY2QLNz4>&|NScd^I5B=c4?69*6k%UNp*c)7C$$<;2RB6A2UuIoGV8U$O=79 zG{|rfmGAWA=rwLUDl;2-IP(1d>|-))yxGWqtwj+@7BYfsXdOQTT>aoU=LfOzSeJ0U zxMI#|#r+A5^MstT6(?dNrt*JTd=(rJ?VKt-^6OzSIIw6@{Pa)L^K~1~U+KJ4Gbx=;%r{YWqXn zlA+J6WE9l*KB2Gc4~-}G{R5f<`-e=rT_rjSBL2r#cYdTt{BuW>VCW&{Xksq2LAwe zQY+15QfN(}fcR4U#R@MLb!0}sJi%$9`%l=a#fkqicN}}oLoqs@MO|TL=Gi_YxH1mWVxxXk&Weu4hi~PSV2GH^8cpOBn((He@mTHT;z1 zUGWD#W{lt2t-Gjm!k3|BAG+MBj!gLY6-x#p551?khEBvYyi?VJ6uDzjvAeY!^5R?E zMsk|@;?YdEDBh#NYqNWDQM@daoDOvS92v)8!Vz-2vxIbg6k+tu`tLs09&(HpYzT+k zO~|iSkuU*uL}Aalo~*oJy20G8aO#x4cX@TAp~6yR>XN7U{MpvL;)ptkNZ!N8M5rhP z&T>o_s7Eyd94j@gir($q+(mtCuN9g1W%%@ll=kBExF=ef1e^k6x zz@{6R9;0lLi znCVK_q$>;1uz#kFbh|`UE$=QX^8xq;{+?U`;>&;n>p3?I^zGLAK!~RcD%VhWp0-Bf z<-{Nv#g)!21IYeRhJRpC|L%CS+j3A@<;f`^BaIfnem0joPoU=Kt|kp0&D;T>K%+Vp4>nTBDnH3yGO)gblVUAElOwRvYcFAp!S>Xbx~ z;K%T?FY)`=yR4~`V7_rVeg{uSw|958`NkfPK=X5L_~oZL*BfEU1+clI2dsWqNL7gV z^!c{{MC7u0^XbGX1i+PmB^i*H)L{5Kql?HEN8cqo@5lI|=$qpRgUPppHFvrpKvNRy zuYpdUwt9B!SN|0mDos|=RDvf|7N^+mk#rTFYCq{C#pW*SmW6dso*Vi;uP2fJ+0M%3 zO(-&#KMe=FJrY9;zd3=~_Q&l!J$9c`XWqKJJ?zT7*=t>csTmVxlp8?6?75@)EEZ_I zQDk8=Q@JLt1fj*DE@X7pLa6V`BtrVjCLi56J>G+?1?A*qTaL#$iw2gebBWQTcE-;z?2=W8<;0X6|$O=yRL>5FjBjcG6yuXh#4qhC^~S2cBc}We^rpV`a1T|Bs zTs@k9E{Cl<8m&oE@CC3gOi)3`TUOa?4pi7lA_@RIgS!$!mJ+Kx%85^n8u7tjntoRq zz4X0fHy2>m@iX6`Kxlu}LADX~VxQ{T`9Gkrc>(-MFFUbtan9s%{kVLNjHF7}*)s{kRMAssU{tfuIqL;h4dsvEr8TTE>OL} zTx0U^x|r|yOH3KKy7y&XZPCM7TUFJ^MNZ}pl}V`*>%znM^{$y5spD`W#Ca*myDKXx zob=MQXvTgT9zMU_ew^*ZBr=dcr6(eYb{3FMm~ydG<}QJAgjD;VgD^bS zaDjNsKV}ik2`~9MOQfQk%vyNzU}P7Q{7An^hDn6>>Jw_=6n){Td<1-4eu0K$L*x#~ zgJY}!B?yM;ZcGt`M#9K7fcnp_%k{P%aPZ%ZwAWX~gub#P4DsY$=^<=5!d`@YKlQjM zK8keH@`Fc}-sVF+r`R2<>xNXWbDV9#_kK;5lAaK0met-aFFoR8p7P?mVTrmVXFV-EVL?bO z+gUE7cEku89jWeFkqL`?QNJ8t)LWbXs!x5|+7Le=Tx0O*gM>RHBjZOV+xlHl}hU;tSgu7>Pig zb&}{ZaaeAGgT=9lJ9^32mVWmMjX(rFRWL7&($f# zotD0ZoI%!(sunMq2n=0N*Gro762$WfwBS}1adfH^^|mM5+npfnCE1vw*Yf9>B{TmS z-^@b*GV z@!vD*<&nFuxIISTHn>QEsneihNYYB#M%h|PR+j^fcJ*d?rOfQvzw?60=1}p;e~y|g zJN9DVs#gL)W=j($_!}#da^9R9HvMyY2BVF8RU>LY$N1QdS2f(9QQ-8C~Ki zX>(6}W}h`aIJiL>SP&4^DHWj@%t?$|PU3an`QBYlEO=GEQZsr}oZ_B!S-9G6o7`xP zksyS&2rKjiBj|E?W?|?M9(ybQ{|Zg!|CmVgwWT?+V=yq&|I^om{18db8IaS`GbR&W zknj|ebdR_NRC;m2f&`u9Z_`@}HALT?a zm3JpEH8#?@P_f&!l?+?+x52cOTys4MFz$k~NcoQ)UsnJ*Kuo%h-n$zd3@s0HPdYBe z0EGWis}y)d%3<6m$QY~AtkPg?=9Z%+&QNqSqNL%K`+v^_`dD``)SKT5C^1P_F+V2j z;vP-3XshQ06?PXHNbCyQDeRgvQ281wP9^hZy7^w8H;8OLL*2_9u z6+F1Q5;3czcbuOyLE1SD`J}e9dKt0;HMN?Yzd2gzV_IgjY2m#gDtix;=;KE3SQ-$z z)7HMORMtw31HW%EMWkD6#Q5YGA5G*y%cUGsbj*96-%`FKqrCC+JGG(qn^eSeydAng z6e$%a_k1tKl-#C{q}i28x4P^<4`}CYk1HyYfT-4rz-|EGvz9>iW6JkjlC|=tv!+*Y zeRcJr#QPsF<1d!R65YtZf<-xVH;wZnI_@i*pD4TDUooaLIKgO#bW4p}Z+KQLAW!-AN9-kEo?F5# z_S)F&RT@SRhTn;NyYniwglmJDP16EzuKeEOmW$yR$Z(>~ljtJL+9QDph8<{fyzsp2 zO1^>gU9w_T#dDe{qZMML(-x0ZuW4X(q=8^mP`e8gZzsT*MP zeIYOYQ~o)tkfC34iZYwCU!pcNQB&s?rC|M!8Qa0a^QV9BgFB}Yh)XVl>LvC5@A|XV z){k#=eK~tG?mQAcu((ar@$+wKQfBN|dhLpZDU;uP85om&%u1jUD-To5Qld76c+m?6 zdmWEnj7K_V6b*tebXn`5O8#2+MC8paOxtewL&=!(ohpv_#Y1&Nk=;oc|E9F&*c$n1R$pXit7eyA90hw=8^JQu}t4LrtDXv+~$O1LFD8&n@u9` z!(uL36uS(0J`_ek=a_k}-IA{swVDVg!yA>9c_z3S zur{5Rm-Kand!wrQ*AjLsFQQywqN!roiV9TAtKzHuP|L&zzaNl0^6YSy?P4m`qA*7@ z-jhX@VyKI}T9ry*cTksNfajVpTUqHA+d?`GRr2bSGnpRF)Zeh;0C6Bc61vR+F{u6$ zu%jr9A$%3maLOdLK%ZAxdbRb;*rDSv&nhFjv}Dc#70^sO53XczigjW;kd<}yM59(J zN>1a(-}_Rr623{4b6Zmy4x=kmPzt{je+s9EHF>HYLLsy&;_BCjUwai3be91V9CN~* z88b!e^wzSzVYf@ZQHO)0YsTiBPLZl%p~?{6bUEs~eahc{d)P6~o7zJQN#3JVJz4${ zs@i!TeDssPcAW-x?n*5Q+G*r1uZQSUbk}Z)oxJK>cVx9N&3f0v&wq%aBI%Bj7`&E- z7#BR6YGrL9{f$g=HS`{No)p1lLe>*_>u9PP2XVdZlxor{SM zKD86jIu9Xt{NuI{+0R$-vJF@AZ)ouh*Ztwk&doF(@?x!~%6b-Kc!$c5mX0}8c~>9A z@D_Jy68F|WI#_56Okh?6Dy<39ZIRc*rFjza=Q2i zU^xTpVRQ(^bV*s0nisT2W&Kx%)W)vAc^U5J7!UL`(t~BgnNI32G3Bkg9`^qRzMt}K zWXXbWlJt$<^d4i0-iuo%T*Qj8j!S`&I!OcIz8PiV#cjk$rckf=4G>!UK4(aKOaE>G zh=DoFO$#XW;G-o}#sUk5VJqvcdlOGqe#UD%8-3x2ZmYWVn$KMhbVk+x4pDs$T0w>! zR7pbKz3%8FNbpN ze51wN0o30Cm@v}^CHid@%krlOmv!u^|7D#9n#}({JN5sa@7*}8BqK@#;#JM_2f&*W z#QqORPdjj~OT!J7F1g2dB#u_-ysIO_;Aro$BsIO)X-`Y2D8RKU`~&K8wH}`r!=!K7 zH|46-aP1fonm-C!hJsiXPEuLYrhe~-{8{>LBz_#u6_vdv)zupKX3&_x_cJz_TOs*! zP{lmt&t50jaqGD(;u?AkVdcHls%QeKa2fj=uFP&;D`U9Qwtaf%%Fe5=N5_>f3G6`9 z&(e;+6@e`e7F70EtgA}GdKDcPJUQa7=_nnAxMF7XUNHS;qWLp66-%!B8Errkq`T4L zsm12gY!{!EkaUMWFEofIF{%O_>!%NS`ShV zIt#&Um2M^?Jl&USFA0eJv3;oJn`XpXUTCme3O9NC<3if&m-qmA_a~l>f_O z$eC0;i5u=IX?OX1%+}@?Pqauh$IkCq8BMpSffK>aL^(;ryVOX&a`%(mOBB;?*hhZJ zPrb<}UfoY8gIWHfFm+Nu|Ihi$Tw(N%oN~GRwSa+Js(c9VN?&|Q_W@(0 z=J$#1=1U}=W-4UMdwOd%gxsemY292S%vYHs;L5Z;Ps{tAA3Z z#q|5DDQNK)Ip}(*LyO|EK2Zunh-*XEqT>`$m48P!)m0`X(xGA&xg$?L8kLz|pIkX; zxM8^}kSGrHrlS_BG2y|iGsN_nj#PM*b{&DD+SYDnh8TX(uWxr!`=R*5sj&&=7`-k< z?rjV$#@U1%!8Wm5$3UZxlT zi%3&76|TNgi>>gfGr)*7ot5h-J^`^;QP___>(duo?B z`QQ7ob3vusJy=btKaazMvW*cn{6iRC1=4hnayhNIa^MNZRClgwpVkdb!^`>}$@}Ah z(EX%%GE&Rno$kaK{5SEfe=W9|kBWa7h2YkVW+D}-QX#fSLmY$f%5pEA+l8)PbYPC) zakf;1$^{A_h6C*}>l6xnpsxQ?+??hQq3VVl;TxO`FLp%9R1t-_+Cj+Ymv`~OG0O|r z7u?i^M$6^Pxz051to0lV3Y%4aeR}$CoKIVL);eVan2rLsDuq;IsY=p)k`W?yajd6! znOCTnVBLm!IVyrQN+bx+qhv&yYX2-Jq{u$f)sTC2KU_R}Ov7ac%4{5`J%$#5@Ah|8 zbxbZlwDb7=Bq5h=XQYyuvtv8QFZ9YHnO!T8V`OxFz0GKGMyWzhjiUYd<@E$_k&iK) zn@oB?eZ|Biu8Ik-i^we>_AvYi9=$U*sgI6k5UG|H0~E zOCZc8oznF(8XsM*X!g@P`cZk==bbG?AQPEIrFV}#_O>pAqf?LL8b@DUk|DG+Y!$W&q@wmBdaJNJ~@sVnsP6UEmS zq88{>^_Tai0T@H8hr?{d6-u60lP$Iw-F4`+jPiW_JTGl=wVllje(yLrSS3cS6gJ*UDS# z0Myf@hktr#QF3g9PY6HNBNcXLkt{Sz^zTxT@+iuocx08AxTY{8B%yk(k7{H%SA5G( zd~q_Sa5HPL+}F3*%I7ERqFx!>X431rQSn~dTzOV(rfueDFmuU`Ld_ju0;4Qv z2-A}PfGTpzo)W~mLgLb~MPMq@tua-tr3_TKjgi3~Z~&EvC5Yd6d9TVYKW*h8e!>L% z=HS^l#?d4?!+I^7FR9FEiMv=zj_9e~Ve=UJ3qJXT3STG$dH7E zqQzZ`lZ1vZWr^-448%m}Gq;0Mk?xAj65Ho-A76&2e6lnAdby#by5jv*et<3Gse#$b zXQ#90ry+~f+l}9d3&$^rvgLm^t&h;nFxWSbmoQb`B9j-^w;j?SvB6{?eEHU3{)~)< z(ku2XU4vV+aCwLkZhiHe&!|snV1H&;;ah!`$4oMx+D--MKCiFw_*WQqF4V9`kVKYj zOs@UKPR08SFpV@V^CGe36jH(L-s4580ktT(|=F?rzeFKig>_ zJo^T!D&B#V{!dj|3|3 z(C-D#7X=}u8~z4XnoPE{?>}C@-z&X%IJYTYMfAsaY7t*9+DK9V?FUw=Gb0LBKfWi@ zD%}BRq|VHYe}VX_-%$Z-1DOwjh;)yLj!V}xI{A41CB4WUIn~uM$wohEgnp?K166_i zILO1a(i85UfTxbei_sA8ARq;7>5NbCUx*ebU|XLDaF6e)^?)Fz{-$@wllY^;C=Hh# z;{_d5?C)7P(x9c2%1M#g9j~|Bsobg89Zlh@)cy8)8XzaN)FGyNFV6(-G4Zq7Y4MhK zZ=(g8lU>5N-#i+T{d7#8!g6c%(~*mq2X3z&b{zp5{xZ_?1e>2_`&6=bx^~Ab@W#H7 zc+cQVUkUS%GAnqUx47!5G?5DrulD_cUqBh!*EY4%v-PUsrxJuVN`$(;w&gibi$gcId$%F$somXdaH78d;uQ4HA+usHHN8p}AJ``7? zzGX6SF<`R?{w8W&8X(oGaZvEPI}{U`89%jFV4-PQRk${%zq^P%ruC^~4}=VCn$B70r>auk)r?C|RUo6|`hrYU8dh^rL!9|I9ieb$4OD>=AC&5BUha?#-@4 zUQT=fA3ee z55>&W6Q>uIp*t=5#b7K^(Q2%cH+{@JeADFa^ct3Cj-srLgFdZqy&%ZTK7bIiXc?)l zG`*1?d^^Z$M{et5D=NxpqTNtpEKWcAHSxP7QWR{ge|#JMBa~adU!pJVEB9H zxQf6GK4{tnGQ{hrKObCHy2z4Lyn4iEYiAh0|FOZAjm=(tB9OkOC7h7B-J23L07piZ zFD$O_FylM|0X2su?$M7;>!7h068C>UDPx|I{!2gHO`n`t=72;~nqM3*n8Ug?#`db2 zEhC!cfSLnibFrR@cr$#Hz)oVJTdd2UQk(=B^j9YGQC7I@W%wIB) zL^Wt(2)E+mh0XN0^EDTx6io$(85vi(=7oJA{A*Y~1+2{L2F`83Kg<;T3w@OU?&1#N z-ek|c17oq?v#}upIc5)`ris={X(F`IdYljLy_UK5_Bh+2$pr~@OBuM|&ebE___1FI zB%SWv&uwU?urml<-7v5~sOFDMl6xl<~#WTDK{# zFi>z2iq%=%2F}gfmv=NCHb&Vdbyh!j&ss_8`!T?*hjgufq#<8X$aQ>Au~dw_jhZ!^c%i+`>E!WbhpzU4u%EZa&#UG! z`a*9#&**w`WkvzJ3it_u3gvxlr_iGzqeE*qd-&`TPjk(Ul2{s-7a-x-<_0axe?ZqR zAb&q#*U~Z$j{&0ff$Im-RYnE?Ze6Q5UH#$`J4#yEy~sOP0M>irkhn%f;6#Ab_RL}e zxKsW5gzo~gjXW|A;aD<+Q?nTPDe1N!p$FBc2!Dx6yc)y9mXL&)Dt~rpAGc4nJM*t< zQ{ex2V)DPs{{Py_e$7>>4nF!fFThA9{Q>dR5Tq%j^phgUqYF(*TK=;Y;~*r~ z6uK{WjzRied|H*JwYUagYd^4~dMhjYRzt?14TG~kM$@(@_r=@LvhZabLwN8#(yf}B zDY;KAA~-N}h_fw(0D&I Nst4!j<%UPh>~$*U%1zeB#9YJmaPuBRhDJK*QlW3Z#r zcOKtoY=0Mv%(nZp#PhfOS-+As0Ulh)IDH3E0eS?L4YR<@!ttLI7fWUwGCr6U4~zHV zr*oe=u-xrl_NP9^sB9epA9X)5khyjML9nxW!aA48dEWl z902Qw+S)6IgU8gPV)cifWwT+N zM_gP-{qfkNWqL1;CNtg}?>=9-*PTBDp2YrmD|P|k+21uf0yX%6!{Bl<2J)G1_YCF@-Hb z#fnqNbndfdFPaN){1x91eBy}SC0qODQ?aUEOV`Znvhy9D%#~I3y^LRE5apP>^}$i) ziLCRdl(gBDjmnjUjY<;tyHTJFv?)0I2V|ih1B3*s3ligS;24DTQrEkVCeNh28GGw3 zY<-f*PDP%tiUGZQ$McU8H$~=44Eg1FzL;Wkk72|{FGBAURRV5nKwVPicy(8@La_cr zzo&D!f5bey09#C!OrPH1)k?LC@2cSC{vG#)_P1i4m7H7Z*P7~OJggTYJS7$zKQl=? z(;3~Db6`t%1s`itb9vreCq4{WbW_A zj`wM?H~5~`-&xY3tKPLO{Zqc-mD=#hbx1Cqp;E+0Q+)s-OciV9SH zh3_-VbI+}-o12DT`5c_=N~uo^n?8CiljqgXzohM=dRuOC-p>SJSBU2`1Qrxv&oN7x zhpwT)YH$WzdZB+I(WFb-17(q-s(5ph#$e_r=B+Z%muFrVlLF_@()oE1%*Djr5K8P; zuzzg%&|Ynohei(5O2W3n%O@XRuk5JBRAy^9Bp91SaJlX#WXLU+1bZJ{o)=CK!Ey+(3o;! z2n0U-)z-fW{Ly7Cx4+G~H^mvGTlAwX!fC`_$R;wfRFNpH$LqxH_>CJe=!V46zDd!n zfVCIJT(|mVnTJ6%qG(g%)Va0$6o2(PFk*(=v}ctN1E17om<-E9oD=R=I3Z8iP;qX- zFFp60cKT_q-a)i*rOzSnR-U2epP6GDw-u3f)ScP!cGyqObLe`;=Zh|8w^ zlth8TJyyYq!MqtuC!rxO{NY@8vjcFPV2iQUma$jy9wHO<*-QgMD$2CcuKQM>j^{%4 zLFd#l>i6ND&yd|{Ry-!6JfruLy>;~axLk84dWv!|)%VuHUCBQj{XY^sK|0u(Z|7y4 z{%+gZhOKDp5U}VYn-TP{%aEzxb&DFYm$w=&^5qwz*fY5NV|~P>7&=RTRX`?t<_>2H zGy2*5K`ME2v0Ucu7PR-C;d|%A*8oc$QRdhL`;DI!uGr}h(DO7%Lco1`N38~OeAY@x zrmV7g8b10kdhxeuu%$T=EfyqbxLt8}2|FZFU5Y_#Ng10gmTB;e<8-`#g#6YH-`P<2 zzTNashqN*TdzoFw^N=@gP-{iL%`PBMMIICS4`{u!7fgg5EnI5lQ`eeW0di2Iq<=#@ z$|1i3c+*DH6MX47%L+kE>TWKNlCSIPm~L4gV(a7e3rm2*5D&=;-`kns(P3>FEiY2l zN-!?CNGs@RL*8F@R5A->$l%oI>bw7=q65uyQHAE()Zmrlj|P;d%K`G>NPeJW_1;3; zLbnz8}3=QAH3ds?0(e`Zn? zk2F)c;g(nhJFA)5cYLcawYe42^mpfPWp-^67vjOhKOnb-XnTt6o)1=T_WUDd^4Wo( z4&jg6Y+IJ{{2Vl&-H5+Iro67SUWA_mD%&G*DYo_Q$*jcGyGZ9!xJOqy_TiltGvRo` z&*pl)H?h-p7>Uw0)p79L8ZavAg+ebvtaHb-5h(mq9AMHCN00-6r#glhF8?Uf(`9iB zF5kSr$!eu`+v(Z~Pa6Em1pS5J!a_WW!z3$WDM7a*myO6@Bw7kv+Og^3LT4{scpEj0 zj>4)3uGVL{9;A?d{}DaHhI z6MIJaufpr`TCbhPCjH%l`_+1$R8fk|T}?;}qf1|YT{hK<3S@T;3;^#g?5a)1o^JJC z$`j_2b~Kk5$RN45!aE-j_!5dX6LRhcwvRuCAjLMuMg9f}wY~d;*?!@?_dhQR@4Zx$T0P7CWe=?cxGxL{ zN!&~b-6mQesg$174%v zv~v;TeEcj%ZS}mJN~C#SRBiovE%VmALv_@&6-8nW`KoUxyMVj+63mZeguG?#jS(1= zPcYAvJ6E&deC5>qa>9Z6CQLPvT`cSHKJnf0DWN`%khFwO!dDtsHIK?CvA9oGO~aGA z*_b!1{j!DM&?wTyjA-VBSLeGKDlE@bV!57m#Z~{MvBL zJ5|%=kT`W!V7X^#PJ9_vXB1|nWArL41&TyZhZ9C+*qpUY+ST99E1ma4BREeNs7Mb9 z^T=~6c-#^uwnZD}`?dZZU>4pJH`H@#(h^McO?mubfbLb>6PXG{Z{q=VOEe}j-v*_A+qpJL{e_!pTu%AL|?R#L^;6Z+#7QF6j5-Hl?&Di~RKY@b z$=~CCzEP|Qmbz9#mwu~mBIyZSP5kLHDoz!;gpAXmt%WfVzsj|Wb)S`C&1V_DcdNAB ztjS&foiLO0+ksZg3G{~QZPHxb*$m;btP_)Qbn2cI@U4Z4A&&1hUSmgc2^j%=9z1X} z42*xLtUp^;VI}K!vnIE{WOhjF#u_c&rhU(%S`UxvRu?1SFNzP5WY6K!3 zv1QBjA?>N19m?{FG?LdT(xvG^x3JYSW&InXv`}Z|IkSfg_|L)9mLKL|9vWms3z{7V z$^D>8vn*$b-#?%Lhnid5Khk==pOs;EF0E(Ic5^%4iUO=5J4|KP?8$Sxc@_wB|C=w> zt|}&8xktV5z-8(Pgz0j*M?2QY2kwu&AncGm&h`gAbWLx$p9Bex6w(sH-#f5q_ zxONV~G1iuy1LOu7U1*usy89oGlZ}697FtnFAID|tsjwnf&COjMKi?%2>R0FXuuiWz z_a&a6+dRtFYN^BDP4jewjKT}S_4D`A*=^ahF#Ixr*^u%rlT<(@auK*~SnYBjn%URMO-d>1a9WQ7|R1W5|F1g5^^a$5$ zbo`m{JgKL(v<!45kjP{Gu2c2LU{7L)^ZSxpW2WDwtO74GD5V8=>2We@_z7F zzl>1#dm^pv;U389kJyo7%HtTrv~|y5>qDv75MDV<6y1^yx6N%55F*EBM`uK>UE`Z* zSUT6l4Z-nm>J{aeY8KiQ#VCOsoicUCe%_@{$~M`}4p zx)M!3Ljf+w@w@M7=)IB!#7_+N87P)QS88E1SJbqYrrxWI3@t%!61{LXeE-w(u=bN^jWglo-KeIRXX1HCW-6?Po5@-Z&T+JZJTOaM~-J zT@{}aHL(Lt>BB#(wm5Dx;iQwydhmm8dPnY45+_=nE4Z;^-)D_;4I*7Va7e~!eP@^}?^l`h*p1|y zDM88GdS4v6_&T$G`5d5dN9UN*=VN(6l|)H^;j!ht4Rj^sqoP^@^WcupB0WSWm%YBb zGeOVQCOW7BBsB*uOt~_zBp;NZM-A@rI>Xm@z)Sr(Hpg&+)0vmw)FHRV&fLvK{(0RX z*O+`i@RMmXB)Zj)b9lf1oXSfxe>w%**}h} zpK=|=)OdQz#WlQW+TT&oueOX9?4;-O*uXvx`8-;WVz#tUcK}S=c8*Yj<>Gq}szN^> z6ZW_Z{cX9@()`-6vbzpUdIX)mJj6(1i|4OJCN;;N`Fr>k>-EmOfF)o~VOZu)=~J$= zU?BVb(;6F0-SXupGH`}JHPZdiHste2tow$|AV4EJrL2SX0W!?E|LL6mH#Cxbjh_>% z5%CYm^O{u8yr`nZC3{rc*q;r{IGFGcx*DHyRi|$`)gKwt>?;&0e^FfbUIfSb286gV z#M<9##m|?&EPwmKs|{^nU9udV@R%yGh(O2nwICAo*z zrWpIq&uY~bOX1ZVVA=c0hd=5cP(6FwT;PK-gti(cYJD84s;O3=S-i<;qvds_?3MGM ztJ9k;WjXl}#0z~q7r#sHM1itcQTMoiL6J5l$|=So_%}4 zTzBE7%);+sVz;pPgKJA%?Cm%O`##BQKRu#I!|8@@|EC%dA&it)Knl zoQrfcpW&RXK9VLKq6?wRvkS9sn^;K!>E$LGs8b5N^56uGA<_^s#9=i^Y7rCFA_;X_)*be-Q=d5EEME=VJ)*fOGY?9+ zlTtJ)AUQPX^fdAzb#8F`!ZrB@AE=`#fj6{zYx8w({`my3VLJ)+4DYZR z@1VOavK3qP^EW5*MsrVe>zTE`XE>W@t*pFCx~qJwVQ|>A)&g0&-QpmZZGln9vTHrG zME%f-3i=bhmneD4ZTb6|%i=B_Dv!(V$B`h4pC5gKza*AK|p#F zP!u9vYNUpmNJkNn-b(_Alt4la5c1vU_s+btJF_!8yZZ+uGZ}`-lRM9S?sKl|bM>xu zhUpK0xIDD(jH4Jr6?DE&$wFy8YPXPiCrE*O`8i;)@^GSys@hV1@SyL8R3lEr3+HMU z^{ekjNj6-id{tGwPk)AhJQI{@Zt$bUv96}QU%o%#bHv93WenpiKbIc8S@S#B+z4;@ z#^}k5>o4er~fOdT2+-zV7|avu!G%JaNP%_M=@Xl zO>bz``4#>3%^c;w-xgyW#Yi|7=&?~wXonpBuW#A5IAA;fC;+K-hjU3x`@S64aKzYa z%4~>FFYost*-iK(v)ApLn8FV@qq2?3*Z-qP5j;{SssMt^2sqgUVO8`-zC+Hpdj6kP zU1;>lsQDByPnY$Uv76^sy}!Vxp1pR{W=4VV89N-`HA?O1m75oZs9J;s)=xA#%3{gb zZ9hJFJuVK&8(jbCe2j>+g5#19Psy=PO2*;lkNsEyy6GrJkGyPLZDE8TjB2KB5-Ih~ zMrnArdfchqZt&MOuT>US=Z>@!Nt5>F{0sSEBM~+13=IbtaN0kud%W{9)hvSE`XDEp0)}$=tLsaQ2E> zttnB?%Rf4IOO;moys~>K`*#acJtnS~r+H(MGis4r+^@G(EbJb+Ub|ssJFUR~s$2ES$H+x~ zE{8Mb@@`fRDC^}nl2{qhx!ZUpW?5oJ_IM^Xqy@kCP1@(tw>K|Ex%o~hURMGU_IFrk z?-w;ho9C(^j?d2#8Kq0rXv7XURzWI8UOY{iepHnFmj_=p}fbuO5n3zn0JJzV3^dzr=ykK}Q> z=dGdLQfCvjeHOM>S`XGhhAvv@dC@YN!K&RR84F0x5zjWt1Nt+m3 z-Sk$>`xt)RFaV-#R=)2dvUxGL*+SbCnueoZGBqSqU$p!K-F`h_y@;$fEW%wdg)3Xh~5sL%eGx+r)XntkCy(w&HsgI*)B z_W06|uV43(J*8EGAaTlcZOy~MhGq7WcC<(sm+nq=M zI*$@*Z}S3nPt0fv%zcG<8$<<=?D&cKFTU*n=&&(g@Wb|T#bNdlx3TiaCI@!*S?_IK z(rIqJei+?LIR-GeeMrm~dPLK;zu9Hm0z!Dl)A)7#Nr&Qsp&Ot{9uz~i+rQG0e$VIM zR+Qt|)tt_v^-V<4IS=AB1MagW`|gVm`J~RAsUvR?j^m+Cz#vv*IZaNXUbDC2!>0k{$ zG(FNXB(h_rR_4mFBjtE0OXN(D@6|h{`|qF+rDbaiC$QNG8UD@Z(Tb>5Suc!8VTB^j+vTZme+G8{p#`e^F8u}!c-~hBc zl~2O2e=3@A;1O=|t=IXH_{#k7C5G(4JcYcl*lAm0S5nv(gQfNi^&`7M>) zYYPj;<)a)HMg+Y_&xb@^n6&vb?^f$ig%01SXc{*yMz6tst2MV(MRAeR(wLfI4JtTT z)i&2WGY;TL-Uxl{w76nF_cIVtWv|M}tHm?6d^7R;IxQ4JoiMVWpb=88eE|u5YSr2_ zRdcihqVnY84uO<7Dsr7Zb+j|)XO-`FS+|MS@eZ7tbXV`R-ebV421+3mJ9<-l$ntsp8gAjs2 z6(hD$e1zQCym>jkP-k1-F`wBI-q`A|GQ-IuS8iug>seFmX5OETyONz}*9Yi{l)Okl zVBmSe^5_Op{XYu$@QKFAp=mo&=i=4Q^8IO?8;piH(K8+X((dSb6Zugx z0}od4hOrA)6yG!u^L1AKJq!^|R@TM><`I-4 zo-x$RVQi12oc=4Xpx9faak4nw|6~;YMd;SO0V;seoaJD@h4i0)C@Y&O;qEMPWl{1D zI^jpPi9+|&1>%|w;pW~~pXI;HQc_aS(wuF7d~&<_WHanWj?aCAek}`AWAhG+ZLsw$ zX@5p|iY!DPTvl%(JSvbOSOcLJTe;Jjp@z@fnv;xjWuYIv)1@EY{vqmcKREa8UoCU5 zCPGeCl_yYQvOv8X@yiY0LM6K89sY&XEo_B|pFw23R|S2!AU8f%2gIjjn>9~KU*Q>8 zuqoy=_mST`BBR0)@JK^H3oFe#PLBZV6o2Qp}N)x-*2IIX_w~uiV%|toaTdYiZ9Mr?{@1 zydy>s+D?1g67Vncf~zoI6*4leIbJuMaCRdn2Fmo0EUI;a*-s~*kwtpd9F1B^wTU#znNMrSV5MK^+g~t@CVchEvEnnteXl`;iH+MrON(iDjI-Vp`?!GMKd#(9X$ySW6Da#7uhnA+CrA@u} zI@t^&z8^7slwSOadni%&oRF19SkGt*o6SxeqGthsgPCHg7Lsnr$FD*e}WPi+qhhso#D){AtQM;-&JBkxF{8?lU=@HGv+b7B#2_>)By!H|2tQ zPEQ!J{mY~7DDqMtllC`J%uq{^5pk@C9#ReHMEilmCLVe6e>ZQzKT%c6&l>xW!VY;E z&a4cVUm^4DliLKe2?KVm#GnhwP}J#Dzp!sx%baIy&+8{~|A4{r~cq zCu$XJ_M?7Hsz6sa!ZUX|V8P&}&EJ$_7mgIZH+n4777PWUx1!Ynqi6#xb{8smp+gEE zKUxbu`7>G!iMZH8h^yBBT#_EyTg;kj`B@t2EvYU#S|ZvOCuyOQ&8B}*`TL6R*L{nb zAuxLsJ29XeAkqwD(a9ED0%Gyj?U`#P=+xh3gEq2!=|mu5>vH_K|PQKy|Q@R^xn{K9>S2YW8%JfrO4uX>|8_V_&gSE+aX zzh?fX<1?jPbyTq=sNiO>H=5+GArqvv1c*-eA+9;g_cxI(lO@Z9$1YcH=BPh^mVGTY zow9}0r*Bo$j0RdLzkZy+fc+bPstM{t^FU2m`_M#f=*?9y(QtXfH1R)*XVbFBN_7q2 z4;`m(Cmbvl=-Dhae_Mq}TzOlo(<|7-oe&6072qRU`>xtE!+Ot4T=z~iMV#ctGhW`* zad6~9I=+b$v(D_j(vPtq|M`#NM%L=^7=ETFpNlzSO(o4oWozEm&}@kJp>J&(UYo-Y z@m2jU=zWUmT+eD*%mqkCHuu|3OfQ^+WLfW}M(zw7Uak`LP7*GuRN>hG>!wzT_wm7W zrdj~vuwVC|;rIA&ZdcW11>C=N4^ghceAxu(0i9xi)1<@)sLlx;s1cghdIFb$E}<5X z)-gons(!zw8x~cwrm2nv$I2uT{Dmv4ddOP@8Yb3)@b zt$+&~UGU&sGq$!kFp496%*jcqo{BuV9(TP};{MvrQH=n7EN9JV|Ni{xj{+KE6_ddA zI{ca-M=02MqD;jQtNsyn*feH&@9c(X*LN=3VC99~cqT)^w;r@RcD+X*|#ik#A#TVA|VC z&2}2-ak@h6TpRZ4DPYD=t-K3D&I(o=SHBHvOxM%Qw{Gr9vhfD^Qj}Ok$ zR}=l)ac3R~?2~veLe)va42qR_*i~>7Ol7~5K}0_#{~F(0n|^oWgZP1~-n(5hO8?UH z@N}uUK-FWZe0d%vFZBqHZWP5FJwr+F0`iGq)uTQL>{6_T)p z<9`${fXN#^gIY|ns{%PUyZOdP<4Y=N3+|-3^LK?PDVih!99@MtMtD>uMt0E)N^Emr^CX#5eHV_E!DS!mMZN$TVDPTyAF`}YP!b2p*Xvl`iv>Hw)~A{G&2=b?R z3Cqrogi?hi{bZxMZ}W91Gr`YPtB7(h!G`{fa*_?+IvFbECh#sV2-n+Io9|54&7c42 zPLRf3C8elc=cT{P=W=(1f+KtP^Ufu#>xe!AX(`*HE>5qSkL9E@-2;JLU9 z4Y(`{QVq0Ev9}nD>QavXx-~Yeuwbv5$M@;YGe3wse_W1PyMFP#XCO0@08t0iYIlg0 z87cH#W4%Ufqi%1R!fgb9zx$KzoAG_)`ab#xts>IIp}I9@sj8Y9;t7e2>AVR){u^=Y zc|_XCn;%EFX8Kp?6h~R1+yHg$^oM|O)7uVBzp@@|r_A0)SlWqB|IYw-%B<$wr74L; zc&hw1D~a7tSXZJWW_imlLkYs2>c$bZ0;>Rx>~Y<%oW1q>F5$rv-TZG)Hz@e&lPr*M z;4a4``>M(jgh?|a(Dpj&TN1mqE*m0#Uni&UmGwV{_0XC6C$ zf3-oH>VwZ}Kv1{e6GC?aAX= zrrGPMPqvR|f>Id&$LF8sIDwTjR`0>w6%|G@!foAOij4jIKQzjdC$v4?1`A!SjB=^S1)~L zIkQ5AxCSRISaY6q431li7^=Tige3^>?q8S!SG5rc+7a7odsf+38VWXxp6=h5L6PZ& zN9XUt-sZoY)n_WS*O>Vd^~Z^23Mz<)56u5hTvSjHLE`BYpjLXv1!Hw`)Cm*^9k4W{ zUb}FpVE%jiDc`N&D9Y=(7x%W+EI~+L9J^OBh-BO(Bc+XMHfQWEbbizOQ0flp>v#UE znumFN&}VqTHQ72~gCNAg2@2gg4JQ0K;SX0r_3S?dM(FMEv!3)_Sz#F0T5Q!F;e4hO z>?s3&_CEosZNSm0hh-X~(mDZWW=tFTZKH z5JY~!*-&hV=niwvPIw|zTOcN+Xl1rbtg<}APh^o^`KGOwC|2-zh9ThZ~P&syr(!@uVGZLYWc(aO1hd+N3$d3aKf~Y zV;31IcQ6Ca{&cLwxt60Q(Pv5zwZsRNHrGicL+Slo0#PE9L1oQ}e;Ko%DewF8-;-eK zijliR>6g+$OiM%Ehic<<-$aS;e%AU#MK`XBs=J zt9UAuZQ%0d_L=0u=y@l4_1u$-+zG1+{})+o>vX$g%3A{jgw)I~c!pQ|?M06t{9Di! z+T(qYYMp%82&_E(Xc92qR{Hl811M<3r_c2hwZt6m)E4{Q$Pa9{L|*9jR`A@&d{FF3 za~5(}8aU;c7kZ%CJJbo$o2G3j0RYq|5#KRZ>FNJKiSF23l19lU0~F|d>!6(KwZ73O z@vH+h<}wn)l@E^qWx4L}UJ{O5#QL%6F^MHHcI%de%SG*LZTj5uz-0`&Ar9=GCWDM;^{kB-}e^`Olnj@;yP} z@%^mx*5>0Fq8z4E_I#m7ZNE2TbF}IwT??;cb#Qms{O#Fm2hES%Z8$9!KHj~dglfhS zft4ojd}2C^2TEeaNV%XO=Ill!`>*saHXhN85l#-KOw;ES2x@{p&J_>|Gl8$W;c4I3 zl6kd$+B-G63xwkMSDl*5{-d~SzZy4s{-a#{-pFkttlutwzu#6%V6++x07C@C|Hzh- z$6Ff?{*Ldt%%=H@5_EYv@>F@UUbEEjJx_n&1bwp0!Z11Lx3^9>&OB*#fZ# zswYMI{%9T(BY#iV?_8e{WiZ)gq5I3J<>7FX5KrN=;8f}r#0(6tl@Fx1WnbpUvK4!hCiNAd*Qag)vx{}R6>KFu;Wm^`ywJJ2tXGw zEFV18?EmC?uKn>i-Ofa;9*GsAY0SOz;e+FNcsLCFS>DtD*{)fec>A05{~uw*|I^>3 zZmb)J+1>7~j};S2EddF>iVVj`t@mnvt}XbqB~^Fcm3^K-(WrP%4ij3wRX>j==?ZzE2+y^>X>f zv4#@F>a1E`3F)vwOBcUIg}5Heu$vNF%iKZCs|BY$NF){m?+V#*t5vmJX8~;p-T!_&cr+(eg20k-VK_hl15r$IC?5@JvOr${0e;@l zS9o+&Ul^3L+JANjK%BI5yjhY;#dCKdl2G&n-_+wdSw+4jYloRqg2>W>lc6uoS9VkT z2u)?(d+mK}#)pb;>V!FkV4=Uz7Gru9wqc0Ql|$O9c5-#inL9K9FSmNyKN^d=MNmoZ zFvNgpLRSEm=TaWCIFfq0x+A4T;eb9>4<1q)}{= zdxlruXYCiITgw9NdD!WJC+`(1eKM|n;|hWS@0{jR_N$YyP1Q|vuIrK1U@>IyHB)rfHUjw`$lZSx{` zM5laPh0C;^%KuLr+g(#CY|B2;6-@&hHDv=j)X#u@;6OJ#pW{kTsLtwWyasCxv-RW1 zSGB!z6x{PT+@ifr1*kpG>M^O9IXU&U-jj$#1>+~H(4rMavOIi&2?_?bH!r|*GFycy z#+a7_#!tT!xCAZ=HXm>z(|!?VJ8%)yaG?)nBBUjdHGolB!|IsVx6###y~4>r+r6k! zv8B>(>Hx;{r{O6pQaI*}LniC-#!n@U8wX^x6|4P9#i7ao;Opnsk|#+{9C|^EPDmkeX?m6RxqIh?7HU5GfzeKmwCSIcDb_m%uPr`;LuF z`r5;^hLZI#h^)4N4P=hWMTB$3tho&k`EC41K@naC?Yht>NfXNna#(Z^#H}ZsHg-h^ zuh(!{ow==btAH_Sx7Wp;)YRxFpz>1rWJHZ&hKMeM1`%@$%i{t^nTaYr^D>ux9pOzR zlyJdcOm)YU%H09(*=&D8oJrq*6z}mY%#qi1MXPHzVLN+bB}=55%gD`7Q9!?m3Ww4p ziBDS9-cPKjMeEJ|<-#oh{9n9lh_)$-XQ;U+?C31wK~09icX3V54b zAZ2Wf_j&tuiLXWh$iBR&iPhM#H^4@gQ>Fa+y1MFzvn{wrtiqVy^hBOJB~|wXRN3fd zE_sX>cLg!|=BNG{tivCWaAmR!+($QFjFCL$w!wD|&D|9C&tx9IYD4+<`GDH6C^? zijC;jeeSKM)U=e-PIWq9N}gzf`v@)EZ2VFzJXmY64(VsnpE$DEfqf)(REKJH;$3>9 zt`m0x2yQ<_p5*O2)x|s^=*J!NJifkCEpe)Hckzz$&ozsoIEz~4nm> zPi7`b6P9BL1K5E?4co88U`^WoaeGCtS5<}~ir2enGet54<|t_e@AX_`ydE>zccB8k zLrlZV^+ieGtL*XZwRTuhqFkorSj}kGXJZKNIqS$Vy7Iw zX);oS@#Nj*mwmDf$%N>Jjg+z=52YEj0VG`pL>y{d?5d&6cgr|d>AMyDH&clsg>HRv zb8Y+mD~;uVUi5tqcLw0vR?f5`rcNsJnZ-$RVSmzf4H~~~Iq0M{?~A;m%V=z0j9zB7 zKPyltQ2rp_0Xo+Gtc-n?p#eR4<=r@0)y*$X+iXgUxd?&T(hHSzmsiO=+|1&JxuIRj zG?<{3w^6cqYa9q*dg^rwY}<#>Z)?Kn)4`qp>7)*-u#aUFXJV!E1wV z$@U^&Jrq1Sd{|hn+!x`|^a{Ytbm5}*u~VCUzV8)gVciz4u-ec z+6oJ7Z(26SUZbci)EB*YChqCn3h{|D5(&)FseA}m#SeOd-s|OD?*&Vi zCP20VV%nHS@jJN(=M{YN&&};|Oj%Z~PG^_)!%>~p9K^1DS$&@FHC3}z8m$sEyZbf! z=>C@NvJk%i6Sm#U3t~4WS5vcB*kSNe!tFDAd`jXbb5r+sT9G^D-#Dutj@gfr;*LYK z!Y)ftf>2|^N*bBhGm7O8NhPw32(sqg`C0ANU^^5fm!UyJk>GLr*;TV;*R{-h$WCAK zm>|_LF#VvyAI>_?heiwt@K55P+9eLADD1S<;FHG|kXa`Qi$Q~~E?R!)&VoeF>81Tc zawfAJObUuFBOeY+qcJauXQ^u zW@?eQ#%EIVy#^M3ChJ;H6+wa(#kv^&Ab&_Gh(?OGdK`mj&)l zzG4D$N~+8o=$xM7RJ7Tcu@?!=j0SfYig^X1*U;;zwGrF`mZc8MIqB9=2jrMBN_NzU z;84)K?6uqUn?@qNW@RkOajvrTj16AU&DDKM^0d>nX$@Tjvmi#i0t*Qa&fKv2(LJ`?%X7$7D3Pi($GR zcL{T{g&>xYE8i@yC7J)yYjl?)Uh z4P9u?ptNfqD9&kao6is3EzWJ6{TLc6I??)@r!m-BxqT@wt|Oq=>bq zdX+oe73p@8G?c^gLYjM#*QT|?s(@F6`>yacC0$cxHLq{VdOtVUdO1fvb%%g3R;u)ncS1dG00 z8GZ?Ug=!)8U6>KASBEElp=cZaY!LJlq}LX!D$^8oARhOqT(2%HO=O7wsa9U+AC1Z5 zj{kfzMnob!PJ++%vcJv&LV)@d8&Nh-cA@t619o-u#K@0#%~Uu<*OSMS+LN{rm>@vH z<<2&C|9FDXKx)$ZF3o8uN}-ko77S%y+fN`xTm*W|doJJ5;@OU3LABtItNrua5)$`B zRd(-QVX-pjp?>>bD(yI~GvFk8x+#rKEVsv$;epR_ez=HMdvJ9MV$mj1d&$Rw3!dX#M8~g-H(XRG`?dJAWq&vTV^=iKPU88s zz*IN z3kTnV-pcD)iyZAkC!yJ7TqYZ3M4ke_XbmR^Glxtks(bV`ekET`aP<>Eqg$k4V4*e{ z?>v_xga4|lG~*V|&m886E)}5@11P1-uQ(i8cn3ZkPE*Q~ROIk}ci!0kTg|&u`vBkX zDF-E?uUy_~{H=}Z)4E3h^?~PNj0iKyP*|m>T`kf}F_+uler`d(Jj~yqq??VJpPE+Q zXX|NHSJcg>F_xpBr|{VKf^+{e4eg<)P(-mFe7Z{l!e*+2x?=v(ZS| zqrJ8$<9+qfS$(X268WCsd%KkcXhc$!xFLjQ@uwpTvm+aD4t=_);?aoLeE&=&n z${Y&r23<2Phq_-Dq4T5C@nL1gEoj~3|I=I58SsQijz%|KU7RBrd11cD>8fpW#EyZ(u}Y1Kt7?lLS4 zE(KU%1=7OsSnyjd`sH)Y?A`G41gLJ+5>E|D1#*%RewN*;VlsU@_v2LdY|-w@aZ_7m z7jG4}*;g6~(d3}vP-*b@fo{4W<9zMFNZ-*mG~@|}uTQNoF(T(RPBeorKh>Dx$*T5% zhBYdchFYw|TUBf{=zoeOYcB`=eqT2GPBl2X`lRX(#~jclZz@er%@qAtIILw&pz z?cQ3pW~3M6NeRFL!Ak&HF6dNmtl=@UgsEGjp=CW^yzqVGl_{OJtX-+U;50bZQH|h< z7v3#ai6i$JF%6h@@H)noVtIJtiX#GE|2q9WUNO?;lXWXe%SQJZ;~Q!nhtufba5?lN zyHkjG;|#t5_6dMS+<-m?gsrc@Z!JdGB7H`I^oL_j@n5z@aVtSRj)US~jLL*LbbadA zd=?>_O2=}&aLP~^);cB*j#x5kGpPX-BR(~Iq!|9322nz5dLRQq67*yWNXh9#)4HQ? z{zu`l@~(ijMR4AU0gp<8VGXfOU*5~Q*|Lq$eW^H0k0Qw*-M=$u@nelh37kFRwd9~7 zm!&Ad(URYAM%ELhnq_#o!{{rBa*2>@>+Flbc_TV5T?p1$xtE<;gtjlG-|K)9-nei=TNu`RU;yf6fyV|7!7?z6w~)mp1|R zh7`y&-d<2jI?>D9{HrQ$emzu`|Mr$6|DjlioOCjqqQ&oCJOz(PgbE>i<$26#C<0L682+(!XpoEQ8-t8*gRL6$3wl{a=+PnX(3w@^+L3OwJw>G~# zYMt6s8dmu{thMq0mFdpWaHn0k+d%Km z0(kE`kA=RH@8ip_8l2T0%OV|(DAZ^2^*Q0BXHDdv?c7!=!h0t88>Al$q`8GRsu}@K z>;aXb1ICvPDEZ-49N**VCQkg5vj%3s(<)`k&TDbAFC7ntwnuA&2+xJhYL{ifn0(4mIoc)Biy%FMtpo;+`muQ zK=x{F#3}`d;a?!m;w}m&*EvUybC`Ko3N+e&0c8OiljZ>k${1IDsfoo8{%B}dI=F|N zANH{1ou|V6s5^V>qb-Egza|^_#qdCWq|@>6j1xxt<(QyqGm0i64lSL49L4T~cKLvB z+2SH&LfGYequ=*s3RkHwu~sez6(UIhFoENrAYYIpYuB<^GdHhmVcB+~C<9Z@IF?m5 zG~uFNNIg4V#|eZl$2KD+QahOO@z`hU@=$ZU?|WO5Ia8^NkSA)8)flsP>?0fMFB$V| z`854(x(=1wqriAj&8M2SvnUXtps9`jQy>DY4IT`b2i7g|&2d`_%cYkiMW-0?v!pe=7f+UuVb?8!6-fawlSfGtUgJCSmvHF!yuSM*#q^exZz-p>JZ}{q19K z9>PuWDg$8d(1t#{sH|@!b^;={y7tq%JXD2p!Sunox@9+A zPL?loWw_4wpU6u98kKSBm)C!_)a!KJI__t^Nnf+2cW4c$gN|}6y(e=ssxIt8X9ia4 zM|+fsg@wfJ&E8;MrQyc#w73p^i06w*p`2IAXHRuF{B`dxbq&cXe30Ngrb((`cG0gx zU)Q+0O}Ba7@HERmZa%W#4=h2RTcHOsdV5?5Pne^CT(I~a-25UhYtoW$TkR6$hK#2A8H513I=sESx@6>r=SX0?2+tHA!#=RF-JBgP>q0WL-Ak4H2pZDMdU zykQ?_y}Dn&;A!TLW(&+J@j~XdJ)SlMy)Tq|jT9YBYTabLf1ftJ^_FuxjH7A?hBqIj zvD>MW&hyD$O&S8emnA-2pibu8>O=|Lz34F^|7u%w-r9^iIQb|KuoMnXq3uXNE3$lOL=WJxna)AoX}!3a zU(jCaH1BXF$9Q)Ch4QZsLA31P=r@1$nGrD8u^jgttm{GJ$Byfz^PWyZZA6z4U#j^p zWXJ3Tm4Dq~KhBmY@6-86M3iPaiMqsA?<73t6W5r#rqk3(v@~gh~J!PN{yf>J;>5@yfD8 zXqJ&)mf80#UzV-X1I)9O4&N7Rtc+gYx2GFyNH*h$l(dxR zlir5ZSfv`HkP>@8YCB z2S!w>I>1k?FbexPy~T=SfB=RVgJon-nAE~2G^;TC19Egwi|L?931Ai%Vi%Y3_M5g= zzMnUQf9?9uzy0kmyJ%mW)s5VmD&2;*1?XdUwH9?#}ex4uOwX&XkS_ z$Rre)QbaOpo|NMQPQr2yEF;oxIO$E?C^i)H2=baUoUc?-HCLRaaPt(WWz-vMw_6}| zqVwtxwH2K4`A#z7oXPy)JG=uf4?{DU_DWKEN*3V(I$Q!q)QT8#*9&sLQqyJa=&d zkiy@A44NmsH6#fly7r%gCmYXpJBEFJ`n~>Pl+^k+p`%|UJ)i;iY#h%LJb57M_i3!kzZ2rPK4_@E(o33jDLesmV1PO~M z=Js40EwM))Io-@O=dL+o40bk&j~->DY%><#xq*|=uugIJtq8q1*=q#z_IY4x0=f#g zbM|${k6NAfG@nfGne)%EInbw$>*v^-81^c6u>FY$&D)-Tm>C(ZVuNX9qLVyHu!(yyn#)vq*WMqGZW1C7 zTo!>`hrtHEQoTq4k+yO0uk@nS408S z51V#vDQb3w87lLYh$73dMRJ?X91jbCgld+TB7kl zdUvv8g=kG?$CIK&ro1@^z;VJa?z?O8na;NEK^m>JfH1N$K|#OMLfuq&;(LRQ{52prb0-V}XRyb<`#7 z2)?7!)G|&MCK(YYu*U7C0^3ovKorENgh^_T>GwvDAp0NDUJ1z)eL^;t1{o?n}IGJZyId9~h{DBu_`<{X;{# z!Uq94pr)`ovs4eSX5;Vg{QBNvAvVrihw5}C!K$N668kYv)NC)8BNq;K(Z&wB&rZ+6 z!cT#svOEdujc579-6P0FV#SNHIV^|P8!zeGO)9D8MaZ!%I2yUOwtpI3ayI_>{AugQ zJq+hk)MxxU*U7TLgivFvN>1H;Z-xWc;;RR5q&87{ERj2XN~5#B81DDS`5~6*@un?b zrG?z~$;42^vlQ7H@tCCi2ok|-mM zs1?T3X+^|*+$g!l#q|084DRvtt7-jX>>+Oho%U74*N;C81 zo`kq`80)ph`h4-RVS1y^YSuaojm2m6p03a%U>@y^jP{Xt7PQgEIAGxIa5g=SWcR2D z5H(}2qzF?Pba_VU7m#XL4i&mAIPy(dsmqDc+^Y#FCHC}NSry!xg8E+77q9d+F2UXT zy(X0stu(LKYsO8%U~CV>OQ6p{TdC74?IaLp6d@PH=%^+nv-DfJE|WuJoQmh@XT?;^ z?OV}wgTg2qLf>>o1$ipZr1bq1S~RY#Rg2u6qYO4aK_)MOa1N zo(3mkG*}5Dc0~0Hg{ZNl5);nsndqQ==Y^iUfG0j8-xJkCH*8*rULEUwDJn~02E-XW z3^6$|xg3_8ijw-Ojm*ivC_Hw zi^J7@n{uA|1zOk&gQV&?ezE75Ch)H&`8DpIPDKfBBFi6gw0_;-EH*@-Noa-b-k=Oh zDVnE)x7K;z21)66MCi80)~5ToQ@v>sC=JLXrY`iU<#q|aMK`UJnSv(({lyIe=i$E` z0`r(hnLVH3mmZ!ob1TD=EO$PC!vXOoaUyHYwqQfVtPk8n@I6$b zN-F^tS*X$cedXb{D6%!4#fe@S=S?eSbCphmRhL*nxEaOoaaSv&kd-a;(BbNe;h6OI zdhp|_{Bh&7rG4j+AHTCPXekUn*W^?^#ArzABeT0$|$L!tk1SJyK0uv zMG-Bp*)R1|gZ@I}=PEdX_cVEp7?16=x^M~=v}i!vvo<({-TSz9BXx@BbqBPXen4sG z$b5SB*vc(&^g`a&Bb|ty=+=^$(%>u)9Y2Q{+r}HmEv>64+%hbUwiR(7|yOfraPC-#h#0g55h;&S(1`H-3-61GQN~d%UMyKQm8M#r?8#!h0y|3T>x_|fU ze)xZIKN=6V7rSED=X0Ltal8*@iHQ%o>IGVqpg!!<(I185AEyNWt6sp)_T>K=n~-PY z5$naJ(INMqY$S+T&B7%xzB8NCj-5yo@++-MC108}?frJeF@F27Uw7VmS*?A7IY?0x zlyTe_r6q1ETm6b0RsRTnSqZ(?0V>~{3+IkL*F>6vrGE8x$b^fn+dJF3S14K>W!nc( z7f%$pf&HZ^nHVN21wNlq6m9OHB1+dX)f$X&HCx?)xdc$6V>+1C_Lx+Jj2gfuv}ZaC~iu0Ax&e zR_-opN2_^e;`>jRdKpr`CxSm3j)*p&PpI2}QW|Qu-t+ULx;;M2vKb#L9^1wP&#L8( zZY(z=ovm6Y;zP{JbuwHUWQmQ9i;k}J(c6A2yk~a25!zG_>6s8CA3$&kV@n66ZbMkW zcU%*|n4pe0UFZ`5tYBfINvc(H8F#UL^un{<7@TV)hNc73|6#L*icP@43rKs?Ey%HE&I!g#+zv-n# z!f}-NQR>Q2dsjg?J*RSh^isJR1u(i+KoSRg~ zJ#p(zjlr7N@62DY;O^u{-$|i+kT687ZK3lBXB={uKm$a|c6XASBO4!{j8*NkX02Rr zRut;(w0`-%LsBUE#`fYBpw=s#HfUaQXV5d}@ml8%wc)`B<76@9i3j167+Q9#9{J6a z2T2cyBHpl#y4{t#*H7 zt;y#%=g^48$-YVrZa_KiX=;SKof+Mj#As=~`|ywV*Nt!CWO;|SqCA@2sVo9DkjIN3 zs*m0n9dJ+o0&F5)1q5p>P22i011h_d(X83c?dx3g&)3sm5E1F0x-a-lzq_q9P}w|~ zQxmP;=TXHe6ku#Ap9{{&D|0NGEPs6=IqqI}hkL~=^&lcVxHs-(pn52eNj?Caj-(@cQ!g(HrYnFQK z4R7MjgzipikoG-9ps$V;lG)|BuOSmEW82i> z-+d=k=B#V?cmCeo4?Mp1A;dAgVY$3m@EoJ=e=YOr`5-!)2VcHR6!GLh1oh~)69D{t zE(2T!*+fr9g6lxZ54VuJO>L3uG$o=W8z*wa_QhVjtT$|m18a9c=s}!GC)!f1dU{nK z{g*G%?W;LE4@NkcY59dk|5nC8y9 zRu-WNedjo~w-n7ibFVtqqn7=-f6e{LmByakJiyM~qsQ0^?$uNUm zW2p6NUSklkxV^UFSBuVGI%bC?JpoMHS{1)7{;b)X&7VB#5eBQQYQJOt=9kt&N@&~e z^o*_SIQ1126Ka=yIkMY*1wpi4xxo`@zP} z{G)`xkRcV*Zkyl>!z|R~9<<#OWddpFi|)%4M4pe@i5JNaWb560851 zkz@wWJA|kYgFeQ$PWyM5#WMp|Y#a5jQ zoR6Zs`_!DSM1k%)Q$%rIKP@)|F}TVV_9h3e40}}E6!9y1DW$~H5|aCh7Au>+&QKJ; zV2)#5?+?)cQw)JIIo`eP{!ulB@Nk2vuF;H3hG(Pi7{!0;n!onERc?6d#QBBdyh{L= zk$@JJYdyEzY|b-=8>kObv1V-hk$z5KVtL1G{yQ|{jidX6RE07NS44@vDPW$^JvmO& zAOieLN$oFzTqT?P^8^i=l(K#U z;^kWnG6r@ynSJ%wrFuAr^tvTizs%du8!LvxWLvr9JlJD~s6KmH9|Rs{D-@xiff1E^ z6qKCCIWO|5-XBarh7XsG_e_wuzn2eyIZNoy#TrFv*Zf(Ie*db-EJ6P|O%dhpzNK4T zo$;aA#Dzi7R(@7`@Wk*X8{gZihXU8%tGDogq-~%XR~rLs;jdRQa#{NWduz$igZeGJ zczGy8bai<=Ja~wZ2nV6aDcw`6FGuNW!Rf8~;C{#RArf90zV#Ex?KNY7r9Z2dC_vZJp3>Czi*a%dMQx zPjjO-OnX2y&;TryhZCpvQLnVG4CSi7<*~B;L}r+E+eqQ3QNrN!1|l7c69DiuL|S#PPaU3?ml64VA93beq4=z@FeX9avNx47;gQ_=PqXongu>JSk|k+J$jVfWCee;-c@IyU7LV;i;84{3 zF|-GBC4jIzF&jrS*&nzN2{m{50Yd+kk{gPy9{64=ATu1#JQw5OGkAAXfrx4r0SrW% z36}NvaPodB7Bklj6{{@yobR@FL1q$MgA-p<7mGgH2z;D4SmgE^2$Fc}>wi0*_R+8D zrQSTCz!dvtTiDapPhp zbkl`0_U{sU=)h;~4wTysZA%Wd!EJ};FOi)bdK6B7J$76^VGUMm zP*xt3mjA;`(skR#_SRXj>-?DIf|@~@n?>4Qdqx9BwYasjJtyTAi^DVPij=}K3ZPqI zR|y%?netuX)R~n^o%oN)Jb)j$@s-)~8^6IJN3+5=1+ur_mW{bSX(}j`uf(q0f~#J1 z;=S#0V(8%F^YyUHh(7FN!EPgb zQq^whj?^pY)+McA9~jVH*v=3n&^e%94&GSk(;_^@jUF4`73KWdq)t~a1BHS~O-8Z` z){`7r_iGP7ByXI4d2DC?e+Lf(h?9Uv3kT<==1{#^AhIOb|1~zTq1+{TR}ts33zlf= ze~2Rq@YY5P#4|9JlaOzlVCvOKt_1KPVB#KqeyB-pY7M0SIa+2{CeWIZ zUvCa=H$0DvG)c~1UNVLZwM^@`AOG9`yQcx#Tbt{YQ#0*D)E|98Bgmve-{G_o0oYxx z&)9*ppW}2*8YdVhXTo;Ve?%qjo9hQF4V&e1pv8tO$_<)Y9EVhNmt>~N+&h*Q6PW~! zgCzIJr=-LtQxA3HtKLMe!V z+N9?Y?35}OQ|u5quRuPU@Y?m~3z|2%EAEyg#Emh-%G%Y5F>o z%dBx*<56`K;nYc>cG#?R#0IHFspW8O3GT>0f}(M57ov6eCY=&z6@Ls^=t}w2%a?lJQd443mEepV#ktc>Z9};v=PF2a&!f3E$Oo zuIAmZ-IiEc+{kOtPV%j>#_wY?3S0!!Z&YVzHeQCIDaLrxz;t0_AJl5U7V0My-9otV z#fRIVb%BWVQ2jT*ZH^9r+WqnWY0dt>?|Tv?*L>kUMn$&$Ui*EhnP|!<^b<9zTp38M zI9>~vWCaY&STVej@(8Lv^oW|2V61j|h-A@M5P5dygMv5l8$>Nn#{);!IsUG#=T_Tm z92#6b*5W>FO#OCdn<8Wa#-DJ9j*DH*3z^otwatXgX*9}dG?ezPyzXZ~c`d*nH_wdQ z72O;9T6cKrn4DrO#{@(CZC49e`RcLQ?)sfi3Y;Kra=CM5X`0xwB?Ethzj2qx+ z=xel|#i?oI&9BDJB=eS_AZlgdTcoiH4;DW{7e5q#Tb4ApPvW_(Mub9N`(u*~afBE& z5DVq%Ar&buFi*C7L`eNiE7+|6^*7c#;rER=hl!W<5rTLBcxuKk7EueB3sJdiT1-X) z|Ld~a>beg#z^?V?+?9thy6Tsr##Ahp2J7I+l?j3Xo#rR_OdZ;gsqR2*M~ZbXkasX? z=_%SV)1gF8F_*f2R_$qJ_PA1?KT|ft>Vz_7nJR6bc1=j*_|(JBUhr_PZ{+(O|B-uA$j|J5BX!sGI-6iXDFN)9LP)Y!#YTd6HO2@@ zT7WyC2SGB9;|ExHZ0eGWF03d}RFz%x^vk;DAZwL*!PAnqliwbU@QJb9m%r_o!d^nN z*YkQRL8vrLR%+7- z)qmPAua0{{rdBnu^IxvCpm!2at&xYey7RuGP4wb>2>XPy%Fo*AXYsNsA`Z z0@Fn)KYiY^o4YX45Po=6c>ko{y9 z|D9yO0oFT)O}eI5k-DL>`;Q1yk=H+V7kt*C71v|JqbR0sP)zta_>)k2`DwIDb}2ES zRt4Dp`kme+T=wPR*?~_CRy;mm5gQC7YxBRbRGhFw|HhZ4~LCMPfb@a zE3$oc5e=ET{FiBaciB$nB4_yh`%>>%Z7>H}WcI1w1K=0=S{@Y&Y2}usy)$8AlMmi7 z!d%{qP^TbVgti&Us9C^GRc=UL#wx>srbH` zr}&4qmJcX_^>+XXir&&Rs;}|_b$}44-D`O?d69%42j;cd`RrQ23;1)PaX&$G;l+0= zS1C7fqveU@-Zyu?%Xq@RZqlicmBB4>iWtREz)n%qM0*DU$a4&WwI`6TR2&gv%jP|g zdiyT&B=z4@m05amMo|P)2do{=VLbTzVZ;oo+{Ub9xSE7g__UIa9%dHJ@LBw!`5k3` zK4#@VZu#?al^}o^YJK1w76Hz%a_cLNpjr)b<2{hX!^S<$;{4{vxpfM_w&X!~Gsl+K08>$w+Zs3&Iw z(5wH5Zr{Pylw)WYXKjC@tXz#CK^92gu~rHGH8IN`mBxe0(t`42YM=&>@qX9xI3tFJwzCb2@WpVUR7h{`xh+K;Q`NxmF3VQ34PL5!mD2 zRT8{I0ASkRiSikzu907{b8@466H`pTXDU6&7Mej3TakZ8L9}k#=3C2-cS9euj9fkH z;f*@lz-GqEo7Xf2xyX+zEeA(iua5X`je81cTIopkDpD!dNL$!a!6k4oZ5&r7j|%QG z3TjZ8?fNyY&()908@UyUr;bc%Z+-+%<`n^Y??cKP3Ne7- z;_|199eF5>rD7#N^qa@=Pk64FW4mu{y}1>L)($kWJ!Gc={2i3XXb!?{eFuELd@HB5 zI>Q}_$cW**EB(>ywai7e$!yhT@7Vnf_>{Z`UgYR!X4-D1a~{oMxB03ts`ui>C)%gs zlXW%rHx$I>KswP+EK?qJNi1?BzWuOKoja<}^7eWE?Vh$oha}GG*fMe6&0#BCR?ZhG z+v~Rfh(N<_ZYryBKsBFqz8BmQ97LAw@Mz^%C3PcxWBu?BF}=2)dN+xU&Xsh?Gz$QH zF#X!RQB==+zLQf1|msbY;$^L`flbO`_nN3kOmXzNS@1+)F_fL+ zkhnobN;ipwvn3--k)dqp9d?ge203M-WJjJaoAd1%#aOY6<;FG~`GrYlA;A)wo6IE|DT5<6H;~m`;eFd2T*6s3IbrA>>crzpP9{Q1g z@4T!TBz6xY0)JAnsvLHYxj}zxgt27n%eR-)sS(DB>)oO!pr}{>5%m^acZNvhF@d;q zTKdPhADs4?B6I4jI*TNjE-E(d$JuEZmBof9Xw*OBG-A&-acdD!rHl`*?fppoz>)7= zIiAVGC4aDfTi@QX4<5_c<&=Cz8n#Rlx@@t2cT2MM$Ibu|SoKRrw9}9jBYp`3cr1CV z@ZLJp)o?cK5UgxzZw9pet$^{Fy-6t9O4PQv_MP>I+l@C|P!k-u|Cnw+Gte~R?Dq|i z=0uiaOzE5eZ52jNO#Iay$fvdx=nVdC>>q9`j=x2O`)LgTUwOoaamJKbM4NhNw@dyoC?8t~B>xJaGPvMeo?zEFv4V`zhND&)(QF@YYwl)rrS! zM()Gz>qp5VN?bFsAN4y-{v&G1gk>P)6yIOV|JB&XIwA9@Zp7R;j(gVdAgD*dBIG4Y zgNLrgl5NxKm?01L=#UE{aO*J<)>MGuaq*QTG>Es+w)d-=p?c~K_xwG0E3(Oe!BNPP z@@vrp`w!g@-*s?O5&w;1e!U?`2+Sy5KaTiEn)P-TTwrsW!HueKeBNpg}NmbiSmzts(MkcCaJf%Ram=u z_d}zL6Yr-!lgOsAFr1F=o(M9T>;okMQyL~UW9*X6G)?%12F;S?+KY_K`+E~dD7zB_ zst)72@8zaiZ-aH@chpsylPs@0)Fd3h7|R@rUA5a~3_iR0r+L>ZOPgX3l!n-^+BRw} zdal2oA2N35adxRY+lbDS0RhMSrbzqj0TeO<-qp~az%okSZMNWEW&b9|P|rctUqO#j zspLu@o2Gw8(9~-_TnQ1?*dPBf1;{s(Ft)KkIMPnfL%dEeRv+!tm{R+Gp@zbWGQuzZ zHcOikv%32Z>AF+3FE90tViFU6-x3ROp6$_K?p+q#ntHCM35Ie>QP5;>{uL8EDAb7E zcs8DSld&JlKX+hx(TYE3>ui=0tchqN9W{q}Jyd4j$QnRO+2O0N{460+eGI^39s-a_ zS=y(Yf=w2~Ev~yTkQEP>C&?%G2hC@B(?oMy%fb;7|JKfdWy@g6$Zzqc5@?$~N^C&? z$cxEq^zR2VuPWx)uMdIlID0YwediY|mZSM0sG+0h?imZ5Hzy)cCqZ2d;@_P$k?_M+ zQ5ICQFTP*8%Msj|Y3ff*X5H@&_3f3JOA1P`n*#KpR^Zp# zA)QK!vF{kmnN>L=%iu;_N@%O3#RZzJkF}LX5Z9bl@UDqdk^#&4q+|#1+rRm$8d`ymbW3{v%*~P`{`a2(q z9~4K6edY2{p!G)oteZSHq0E2^d3*-i^dQXO(Y&napU`jV z)W1jgnR}tasY^Y80u&g(IxNI$w|Ld!WkH>?D|Eg}3jIJWUp$FBQ8`w91-Q!x+rZ5Ta}V0e6sAb|5r zK(Dd5vbI0k{yCaqY6ReiM_t&I%_64a2exyf=#N%EBBXxF>T6zCbg{d2k>O0^qM`@0 z3-A_y&sH2gEau&W8``YfVt#xvj$_yZV1z@?JF&n9m%>BHHU`#^(^V>wt;3tdfG%wJ zA%4DSRj=>L9q=e-Emdzl!fuWN3hX)RmsPOf>43!y%7-1^2@M;Er#yP1b2w)oi9Q9Yk4 z{Rl74s?;)7V=naOV1LhYA2}<*TB8rQF-fwYmH5r665syBnX`;C@ME|W4pSF@H$XkE(S4ORgkU7dVkdhy`g!inF-*SjPh{f| zaM^6ncp6<8rqriaugv#=Pkbf9yAmhWgP=bT2B9yi-{baWc5P8cc>jJDRSwK>ThjQQ z?#eQ+Fk(SH>+bhXK&P4)g6cg5PG19Wv_sou7+kcXr*sb$+J}1T?^{&fnBKm5``2jp z5|OHXV$-=KunoM!l8JkXe3J+I3Dl)~r_XZfE30&!qFyF^`Km7&q8p#s;oW0D^fbam zQf=hWuWRcX8u9Y^bE!(b>*IfabAi4gGzbgogDpONeC4wc^%A?)7;f5*lp8s!ZtV6H zAa;bLgw@B(mW^o_$wnAa2Mcc;$E`BrozOv#U^a89)aw77tE*U66P^_BL0VdT-#}Jg#JelcOiY3bN_8xO*SIOjEvaGnLz+%rhS>>4hGvhMhmx9U z)IJY)E4K7-1Y1vnkq9!21$>Qx2PXp+w%^{F=rrH0=VN9H<)?}mA$|Yd)K87F$TDQA ziyrXOv+P@3#vS^2Xrkt)?V5D?>r)C`1oB2>bUA1EKId90k&`A$VH9H;eXrpmblSd_ z^a3_43mMN8MJQN;tn=fsF9(NekbhkHJ)MD@Nt9Xa1d+L&bK~u~_r8}g z>ikCpFvV_|QPx&N%<&BkBou>IKb3ELeZMir{6|#xobgHqFZ1VKBIjBAti)`52qvhl z1gILgQVb|7&aPn^QzaLFZ=zcNHyZr^$5&!5td1{f@;JvBRjlEL?`?D49#WqC*sZhL z&$(n%zHIW;fYz4>S-b8rZEfN5N=w|S#P|y_dD=|-s0ayXe=a5VGQKeE5lj;)KYaKb zE?RCr^nw4~!{<@td&gI0Fweavw`K-8GW}LtpB^Y2*ANp=D(-3pfFZ))U062^I zg?|ZWxvbMg9kU+e#Rrpi^lo3DSA5-64e@;teMgz}LEq%ct#U2nAG4_8S6Cf}Q;Cc%}30Itkn{K5_VW@v>neaJ!M< zguUvsrI*8tLk$Yd+?tzDC4SMbSytt~sQ6fak6&c{%%O*;X#%3Lkr=Z976jtN-X%X<6HVTQKMU_AG*)vhoGvssD!+WT-;hXT&EW0ih2|kB{%+Z zaCOXpC5B|u8SUcrpKJBwo`1~e zxw%!%$t%0lFMg6KdvwgM*KOt&oqTkO!8)M{rhYAY>tO2YxvDU?fXEb29#-;uDa{UM zbTm3@ruJIWT!~HC@a_u&8*W3rw-9AgMgb-!0B%L9GeuXrl;@)LpDQj5-d`AA5)t8EK{6RRAl9Zf#xWX$VDiv zehoAPM&z&gUt7XjFK!itlD_9DY~_^tq(ObQ;^i9zB6T)d*!|!+uUlnk>?G0pi;lWb zv%i_(IU=lF)6nntuX;7XizO!5tz_>7QS9EyT+O?e0YVS|SjGeL?^@aGbTu%BHX3$Y zT)vjcRjgv)qr!E*!Mf<~t=4d(worvaY`%ai(dIf;16Q3J!tPO$Z4o~|d6tC;NhCN_ zgWAUFOBWBsu-M;)eImxA?OWF=V?%0C?s+8|5t&Pe^*Ff9<;B*-6j)CbIJ6>t{&;LA z(}aFwVj%DINql$GpAes-ks_bp}veffAt~gbX*;Y9{PNC4c%|$>FoTH)@VCb#sXav!}{v z8#n9jr-Vn@O=Sg7B-sU&nXiGINEezdZ^pd@?24iws4KRUHZCq-X7K&^DKf5H66~)o zAzOMxluss(;uEWh8(YHf-Y;yKo;S>2egE|Pm&yOnHNr_&$Um~}Z5OI6zpZuUaFj!Z zw7dJBb5XB1Rd**0Qj-LHFXeJ|HoS_p|CI+pxS*?HhcfSw1!86B2-`a6zpzjFNRo{nuC6H;IzCC*t{Xk%~iy3)m~>fjPn&`EST zuX`;@ermc5*&-d9n&HXc@BC=xAC<}byMqW(9=ucF=H^R2e@(UWwD(_LA2{hFWJvF4 z`z%y(L&@XpFl2T7MS?>xjmiAg7}r;n!o%l%f|{0f#LSC;Ap{RYC)nCXS$APCGX1MH z>2%6KPMi}3cSWQ4HADpxAp#rhHDR$TQhdsgE>?&Fx2!Spb#E3QvdQUGo>JogAFt?< zv-m{;{dZ)OM^E0rPn{gQ6PB?HeT2T2dScnaU_~u6s%j@o+$eis*!qcx^rE``MJ&-q z^$jIKy|GLGx7uBF8JJ zeqRdEFe$z+5dWYjR1&-E#O|*5A$D}}3!~SQBt%QHj9XizU>H+^cN3GyWPYh*JaX60 z((?OcbQddLagg;exE7+XIe%A8JD*k{JNPrL)Le)BXm;!M z76}Ed78mXF#5FWH-2J@GH(E{X$J2^2etp4BKYH<6{##XBVViZNVJo@mBAi1=0`4;glSV>%05H~j7nz9Wyfkn!CBHu!V6vg z$xOT%zuYLceiY|o#TI-b6n>YZln z86x**9>&^u9L4y1ug(n>QFJ+vd{iRwK8!opK1Ozmoj%al&OEF1kP{t58`E+_+*pSr zYr|OHDa<&M;MdOGrnI}y3R3X3m6UnBE=&8e@i>UAFGS744K*2l4@(<v8SZs1|?rYY;U;0@TgZEcjgpa7Co-fbHg=rCLsiHCpu;3#Z>hngDfIH zUPb2z5)swPHC~qz?s?piTHonK1Ph6K(@t163jhNW&C&{;l%>MxN!Hvq9(5# z?}`!g&|G`dpm2~R5c1Ar!E4Hz=(sBXY z3-&hsni=jfG@{RRPgS8J9>IK4tq{w_9d%Sf?0Yj&HF1TC(Z}wyFML`{>Gi$X_=f8k z6u$X+id4OkB`Qwm?i~t;+7ECee3FYXILlw#Y#YTn_D;#2hlW;39?eU9UdyBb)PM0^JUH^$ zV>rm;he2^1zdzN(s#}(}(sK-guZZnuH*;m&Ry~DSE>1>AkIIT;2aCV1I}y?7T`->} z^;Co2G++Nv7k6#xqQz-v7eTUu#dot3jxt853OQ{hHJ3Bu$=Jp!cA8zpPMu#ggMRI( zi|wI4uL0RVmm1uFqy6;hOhj1+QqDt&vsJ<)YsG4LOfBOi&e%~>v5w@@J%}r4yBMe1 zYeNLS^`||u{RD(@F?~5Ll=iF5?Jucik4zbVy7kiUPkQ@lHej!fS{A(a0>%-@x8yX! zNtOq|K0@W~^Z!U~t(vPn`1x#s^6Oam7r$>mmXeOvGokF$(AQX209M%}MYN~R)Q&SL zV1`>bmY2KC3{E+3y%QMT8g_h=^Qr9ci1-!W=!_5uMbH%MYu~`4{$3v!9G@9#z4~9! z5sxV@Zo{6Su>hAs)6(wpVpH*_0}R7ijv2_We6ehUyEQcq6oX3kr0*jf9UY8GbJa>F z3}6_=!;vBY+|cmTEQA~4xnUIR#{LbRp-2Rbu)hWc3n~l2#?9kC^{&~s(A|mom+qI>+=}ucA*kaQW z)KL2>OV@u=y$O#kEM10+s6D0m_3Q#vesWf)Fu%~1;i~9hY;s#ZKKJmyh{Y!Z+Dg1w z{|zhN(&^TU6}Qpwvo67}y!eZ+Q9@$xyB!lg$)+{cakP)^tkKKCm^}hg{jlhAW(tWqu zj+45J2;t}J>f+GHINtCZ#x;CtuR0|hm)pT4ZQy}MiZte09~6YMkh>TQM)zolGIyY> zVZhs>{y8>yP-T#tA?@1}MU%$wX7KfxC2sgBot67HxaGH30(7$1qdvzdPD|X`s`4y> zHs5Ro|Fl;ID5PtaTv+ zFfzFW>PvjKHPUXT$}DWn>CLimn_W@|)${Sm+wjH-D^ukwI()NKghoSclH8Wt_(z~1 z!*x~u_}%AoRpZN9+O~8{)<=S0CBvOa=GO;e`32xdr=d;-2?wZ?)f~rz036);UGA7} zUB>-Xmw#U0N18&FPlY}Rc(R5vth;X~9n@jPY^H7=LM?IR(fJSYE^2PU;&slWgfmt{ z8v6ai`kqc7+8iAP7snRHCo_Hg6-cBk5NhQQNQ>fl__5^uu&96Xd7(%0la%uBV_G1GM|6Ey(R2K zv?TGN?(I>257PK#^1#fB_G9oq^26fNc7X8VQ=BSBF%ID<5Nk`dyULM-F_;6w5UP%( zIP|aX)NYw!QhiZ$9nU7ad|@+ zbK|RL&3-egMEw{srQnLZ9}KK*3i>N3wGg7?DhTjP#n)#S?|VLQfHg-m-Ayx-JvB%&qN zzrE=d?NLi(UAmJPJJD7os%XZ47dGO8Um+~`aGWev!&^Lr@gblFRYa66m%J34D}n*4 z=#{VKjX{v?rI=Y+xR|=WgU31>ISXlLztuFv4)-6vf6E?uxB5yL4;s**xnZZJf>b_M zG1%(*QEm%xZu`8cDt%#IA1jJ!){PxseawH)#b^w3;QhRMA1f4xS!2edL=K_e8=Z~@ z{%?Lpda1bVJ=PC;!pG*#^}OKgdryh5$7G%J*+`He%+d|NHf+6+4RE#aw*!hV2jj-X z_OtD<$RSoSs#>~SN=|#O0<%wl47vqh%E%D+u#*%AS_c4a>OKUAwe9ja`2e@k#9cwB z#1*+p7PItJ&0FtAh~BxDqKKEX8KIm6V#FU83%s7$Y7 zrH`SgrG794en2j1O!Nw5MRfb2uMUvsrCgTok15^# z$hO12l9M_tx%pR@D%WsOE77^ueg{2)*Ryyc!qmnr0v~1D~Mo!4m=c z-{H2hkf(zj#kGUBNh$!IO&k)2>{GwvcK4uV+<_^jPogwO5|r{y-97Yd$RhjVZW3_v zDWRej1R0zZ5K~d?-0oQiS!JJV;(Yur)4<<_U(ZZ;Q1Nw2B+0#Wnvb`^x1eJ6__(Xb z(7-fc3q>O@i$-uzvdLBJn@vwuYBA@fDa^keze^+25w^LW=w{97`N$+M3WNAHVyz|W z1KatVa~v%P;sInhQUfjmfZi}#P$5RB0o@s5R(*T+)pfj5i!a@QkDhVY3E90*lk7F7 z=!T{V|VO03H3%Dhc006T#0in>S2d z6xlc~Y_tHbY5aC}r7xjCs}k@YVov8vM71H_Pn>J;0aicMYrv|52V>U^fyZ1I3$8Y@ zQDFM$*T0VzFOH^qg-zaS1Q!1=Vv{DVwP{L&=R9k^1n#*s0P6067@k%)Cc6Z-+pe04L!@q)iM z>*~*b{{H|ag5$35N(yAK8_6uLT=Kg&ujHe>(*UKV!C%DKNo%olQOk4)EC=yxD5;+x zvk=$C0vYRBqigyKWv^KRef;O}spU$3ujmOf1fQk*TiU_bggl<>?E>=#E&aX<=rFpA zezr^0je|A(m>{aq+MML&aO>&E7JZ)In-G8Z-=I;wLD{UPb>2^10(iwM5Fd6gAdg($ zxry6D{02AO6!1(>Krij2M?~s=85<36=_oaf>G!hj4N4lHXNYC#EXO||>Sc7UF6)Z* ze4Bb$^W|a?-p0v9K>Ou>D{3kyYrd?7VaLv!x-{ps_4b>(&i?`GciAa*YW>Q68=+>L zcG|`x+d*C$`4#R>07QMI%(5Uo!K4Oea<&%K>}PC!_wY%dX_M*14et~muy=OCw&-JF zF~C5taOep<@d$GyghaOmypPxNAR#kP9;B+GIG|AY1lg#-gRdSC)bJq8SGX2>$-q^@ zNF2%PqhW4%HM=VVsB9+MG^~qf57&&4)9}Qx#(1!d_B{_%X8!fn?^Gad ztG7aQ$jD71z}~?hIJC`iLIU^q;^3^7o9CIo{{66+uYyaU#||z2!K6UQL!0e@uRHXG zEcVCUwK=f&$8qWk^Xhzr=UCzXkz`2j{GJqp%d5&Gv$MFKuXeAS^iIrQcnnbmX6>mz zTyp*Bd~*ly6wwwcNAHDBzP(N|Xfm8!$>@YVAl9q->deZr4m0ZKdG z?MjOvf&YTGmKw;F?@W-C1JU0}w~Ck%;0zrRQPfdbxFhq6@+}v|v_{YfKt~`yZW)nP z4a)j6kHD($|LfrPPq^WO{J?+?+5aP=i0VaE-7rr#S_?^l``gd6v=>tET2*)E)P3lE zw8WlkP!z#tU3A2mD}hx^fXZ%wZdv2)2T*ehk=YiBk6?O;Wb4L^n`Z^qf(|l#r_jRv z4i~QYw~<>=L$nklRPnm#9=;EKNO9HQ#fnppBTK?OdN3i#5fRtFbyzdQ!Z)0+T9i`0 zs&vni)U>E2Q69_<$$rv+9n7v+bpB~|U1>TmuPQ2@Hfro{sl_#1%iobcLcwfkcC^y; zJk~EMX#XS_T77NBiSMukW$o_3_J(4Bg=il38Bpul4wOUvaf-$*cz?76t-<`e=2;8c z2g;IJXd8`GdI9)gm>g-H0C8)IO*MAyF%A)@X6m~!4(msiB;@Z&^Sh{%M^xvE>Bd7C zmS2<&Y`Gu*PBgqb_bj{)vh)sh6gjnmv)-N5ih_}Z#$Re#G8 zZiL%5KDHMpmM(C)_c}3!_W5pzY}0Wp+-^OIs0V$_AQj~}dw*8`QIKA^LsMDHujV>- ze=_!5rI-g*LTvSLbRR0* zFqgZrM6+ga95U;gCvOY?XYE&pr|pM@?h4sD^GE?j#INM*+mmcG}lk z^Q8Cg;g7h9W`%M(ZAhGmx_2tc$H#|R{=IoItAb!u_&^?wN7D#AU_FSMg<7krZC*I@ zd6y%~-3DT4cqt@6vGL1#D7AF}7K?h{b^p4ui*v8VhIC&3m=ah)%S+d6)suyr!-7g0 zooP5Th&0jP-W&=zb;-g7i`@_au?>iZS<}U8mrC`mF`>-%EVP=V+&P9_7p0eLShrea zZYBO&dUYW2Jy*A}?X~6F`P$iO{bH;sbpGV3aq0Y|V|jM^Kuy0o1W<5e)7R+WhP+V# z1c+uA)ma@cYgrZ>lpR+L)kteCGh=#?>Xr5#7l&f)mjV)au8SIzB5ocmOvV8$%xjhX zSJ>6^04gt6mb4{iS=38=W4+{}*b$*QyRhnxV`B+gv)MBkYHjHMV(&e}n)up&(I6lw zz4sdr1&MkX{6os&u48T0#lE2`EUHB9I``ApwEV;+g+0 z@7~Yz;q3RE>pJJt8(TqpL>Bq=n)Jiv$=iY|gPv%9l&u|zE zUTqF<%ARG^F7f+Bb@P+X$$wCuRi*umRm3&M>wzgRu^TUX+!8^OcVq)tl(qK3H?6 ze7~^!7-yDs-RH}PM&Ay~$3ebFNkjs6J}utAd~qXR0(F&o33e;ZCVlrV>ZXgpB7fso zqDzm>S~p^@XeBUFNq`>8eb^E2-r$Qp9IIx|u^;f^Q_WMkXzBTW0d|t0+p&teUSbr>lAU2^ChX&#`T5@3(jyY} zLzdh|uL25x&o>>^=j6C==6hIF?WZ8rf#tOSj;BGS;JDr5Xh7{_+b*wO=~QWu#=Yiw zZi)G(=yHThxP~SE770zT0(h6_FkC^x;JQ)F#NR`2X2UYq=4z2#u%6&w>C>5+ zMkS5t{AxKXB(89*<%Tcv$w}t z96w9etYW&DG<*3nmp(GH7AW~~jh>mWx2wc=O$=jyYV;hpkeet;nMo(#n!*%1Cv=>C z{>=O9^`L+Z3_j|KOJ+lKo2_(k1qEz%hoG86WVRbLaCCi1c^+4_>)1q%S{o+#Fbs-v z8b0B#Yj$s%+aS6goxkTP?Lckm%wjvn54G~Vy0k=5%St5$RiW1`sX z56R}I53@j@PxLen>~qYmZ27HL05wMOm=*dAVD#>p<9M58qj-v06rHSop4rWAXvRE$ z?5zK;E3fX!Q;AM@LOlNX=w1C3oEOMiaU?1d&*g%bX|~$Hz4Epu9y?PX5}gkO)7{=P zt@t@p>NulPQ=dS33xLaKZ|Cj-V5xDJz~7259KHS8n0~@2&Zt`cP);df$sHAum3g1~ zE8I;H8mTw^>tye>7DLczKR+LlfZs%1wj=WQ44jr6eT4aIGUXWAs`;%uqR5JT3L$Es zpiU9c`5#g77g|RMgmOWQ$Z$HFAZx9@0ws4q<}9If=eF>2{E9o|Jt@T@nMW z>(;IQN>68B2^w#OPuu#B=f4IW!OWFU^0w-xNMb=9mVkJBkZ?~3tFqbpsd0PBMPrTa zi2Gh~Ms9e%%KhtXS4(oF_5OmIyr1kvz(t8O_le-*7tBQRhbUr>qbq-=-&xLc(pQBK zOc&)pEA~ml1Mho+b9_G1oHq_W2|`$6E{ej!E6yL_*WPHFVTUd2wXW2n8bf~yKaJ%w zP34l1#Vjvjn#kQ!8za6w*+B$CJ6e_|=It;E9|L*Xwi^yQ{&cXQ0g9b%;pmylmH>O0 zZt0U3nWr4{PpABTI9dPnsDA!JB#z_c?#tr)!i>$dS7=5g7Q$cvOR`!R`x}j80O@;E z#rwy@l-KTl*E}0;qvwhC$>Ly%-v1%S^7X{b%JCsISM-EyflT+jb(Oi`gT4&3_z)-Ed=pZtp2&mqOf0Ae_bsLNMW!|L)UXkmWtEb5E(_r#xw=)R7{=z*p zvz0JBfS~j9Bqyd1*z=CbH1HwJ8YYx9!mpni$|{Pt2+7RmP09?NB*dOQy4hMs9s%V! z+8=j!AgZ{8Wd>}8%Eg^)B7Lrz36oXKN65ff}K|74jhtfmT1+Zb%h}Qrct7CN8CKkSb6Y1 z4F!kysL%o5lr^gVp@iB(&xb+Q?b43k_ATV*FE^kd0Z=j^17A+v{~#}4ytgGW?Qx#J zz~41{*YK03FEO~RFM)cw9UVuQ3U4119pulcoofS>4TT}B8#M5ifTEJu4h1e#GB%4( z^?hQ{9U(w=VYUa}O5j;3h!^&jeP2$j_S@om7*;2mk*mD_`LGw~CqAvPVV;G#06(;w zkp<+mc);UpnE$uPHS?z-=2KF3E~afAt+nWORQ}O~Ycnd&(p6~Tirpr?l_0aibcC!! zX6?DoiVRh^5!sAVHCUe|?V8H5A;UZEVc3G6mzwH^P3AF^T^BFjAYJELjG^$;p&`B7 z6kfLvKV12rtkZwK-;=i|JF^P&CuD8^1r@D_Ove|m+pNB>sIp$Kgq54#!qggRurhn< zdJWMpBz{;C7a`c!!owT|UO7Sa09%QBkwaqEX@ev1jV{?{UXL}ZT>gyfhKoNHFA!qN zRpYyUMDj*X{){y+nWp0kLoAry56MjIF&X;_Z*&rJUBtP+xpwS1RRq`Yo zE!HWvdyzd8>)xQTzQ+z}7+7oOce-EZ+7Id>o6OCB>u=O*v=?wE-7G$RR*bY`dYeG? z3QLe}{Q&v-^GSGte%|g%?HvjW6DxNg!+zUg+Epvng|1l9he?r`<34^xLTLuUw~Hh& z9!5Xc@v2e61M-*vo==l6X_1tdOM||a zmc%!%59C}$oJC4684??|lKJe2#x$r3XqisMaAGUFq;s0$UT!+eQ9qT9=Buwuowv$6 z|CH2(_VKGugb4#B-|mxw9WB90M7{Kw@_}5c^sn61P6J4(sflDspc9pj;mZwe!GxnC z#fTeJZZ?uPZ@mC@{wV?l6bbXa_;UDxob@TU4Pj{xjEjkbGjG^)O)EyQwqpnaLDgb#?n z4+PxDli}P?w(M`>XA(8R!R$G>MAo*-#_r5WfYz4rb`&bXn`GvcI3TgEUa5}$;E*r| z)M@!VIE%=?n`QS9&s5~LP!Y{is|D4;#Q3y3=bG_{Z3pKe3_o%yx{O6R8D9LTDG7w03CleQVOUvRAh zSJPDqMzc5@2{Paece1f9=g!@iu~BON5mt0Vl-x0~lhI)G2{&F~c4nm@sr^RK3XVS& z$RJ*hcUf-pF{WSHP8*dzPGIr5|M9c19wjxE_pc=RG#R^g#LQw0RO-9~*>uXl`jmg_ zAS)8C6|~X^X*iB=XH`N+kp{8xQg(U=7O1AC;Gbf`j3>8*QzS()eYe9*SSk?y>K_v!#5+X}|J8RHPil87_YFrz+W-IK430 z8VH!1I*#6R$7qz#t)KRd#|lo$es7ugP<3UytkP0*uR@TWT%4p}|a7{=b#1*$#RIcr`=8J4V6y z^lg5wxalR`iz@`HybnqNl^4aP`ui`VxhN58-vRlfj0ihTizDWLOfHKki9 zON^ed`MG4I{_VM7f`VtF!f%fgRLTSIgyYim05oLl&$FqTCH&gh+gXvvW_drZNen($ z1%;&B+Y-_T_*L-X$mnW}z_X7~xX`p5bFb@ZZhB`@z+R@aA48q$m{Y()nIMQBNAA^u z8i?+1JiA6D9rTj9O#Rtoup6p=rir&bd97udDX_*%FA#{ZxHo6Vn(-^kcm2B#2tZ3T z>g)Ukr6|Q*cqId6NVbriM*%`W&<4+R#a?`%EX3Fzl@gJ-f++qg|4cboB9 zkWLk$Wy9@j_a>(mGj7T^<-&NfpUej%n<4uw0ZXT?=-=TCx?x*q`lRpq(nJ{o4L1K} z$t=;0v^2n7_u@OM#8*>cZpiz6zz0uxEq8A;?L(FW=g@)#ekDRd1csq_VO@ESy&gB* z+9WMJ;qeu(6RH`*WUN;BMrZqO8{Z110t(axK62?+%{CamN>$5>!Hx`EM8e}yVB>{*3d zJ5OsZ;R(vq*V)z8mlxH&C?MgUS}Zh7%Wvsz;qopT^Q~cE`jr^fK~1`f?nY1> zm!E4*RzGcge@LgT>s|P`m_pJY*6;GjR61fH-$!4GucHfah*1N)WrDT%7uIP?f_@Vk zT^*;{En!j*(%9l$ryMz(63?5KhGe+tI@W|D>}iI$PFhmfnHAwd_~gpBW?mKH!)e z{ErD5*}msFYlt!;8cun=sw>RDFjLS)U<2d}u`)?eSCim4qxq@&!2Q|&v{{VYEp&Rva@GdPN^)pdWmXC;keMC|9FoPirJmK;&v z=kFt?+b43{WlO4^GPxp4B@APv-jupW= zY0mhTPLHA|OVAlmzOOeo_J(9zN4 zoUfxwM;^(6N~CmWUvH1;ES5WIh8`<)ENm1N#}q4gBqLxr-SI|%UW=3A^(iD#@#K%~ zLuGZVH!i4WpME^%XQOqLH_~*wS3KZ`k1h)1TU>kgyv0AU?USK&1qGBDGh+8cf?Rqa zE$CN%qsccEY6H+zTT3$*$!XpC9k#X7!2=CJ?!*Jktf{cufml!S0&3H0n|LnLm(w<4 z6VsPO@M5og214d)8pPLwoNX9B#I65E>jn|pt0g{tj=*h2H%v7m={BQTSU6KM;_$4bT%MMi&MZt(fiztkB7Ioo2--T42Mk5135uV4fAz*~xuv z-F=q5I1>_V5NV~Oyz*OXRq8Co)ELNr3?Nv}RS5jYSa56&hNo&v0H3VfSnSp!nlPPW zQ+Pk+L?tsH`j!?VUw4C+`S#0tQQbvJTU+qAR^W7~hp;K_*`G?m4dI@9s)$+7yTp$K zMlAn(z+O+Oub>>d|y{d?}`ML{3Y3vU^$XeFEQfM{yN1L1?APBEG!=+LD z%qgJrrY68h8s}G>0{kxlshYr$`>46VB$DKC>BhHD`d8mItSE}v=Db@8tMI?;6E|zu z>%@4&9X^3z*gd}i7#7tC5}r3Bpd3jJv7Rs`+n0WFwxJYRzO=oYKU9<5m{P1tMaIF7 ze9s|K+*HwxNX~h_&~BPiM7LDs#HJF;WPY;uD8;S$Xc21?8f*s;L0`R&hd-X2ezczTCxFV(Xyr+ArY zcTG*eX`w(yyZt(`vX4YH>9;l!W;5ttMGSq!EaGs% zPX0;vpOcpws}^IB0Ftxw1TqFt(g^YWVD>)(KhS;lVjVLWV=RIjFjdW*xj&h$3M-zG zZlB@}I9TX?kbp6#-C;`EGy&n-^l?t@vP8@3bM}t-{*cllM0L=oC4(7UvzPl`Vg3~( zidU4+s5eWL8MOuEebfB3RN$j<6=Eaa)E0jSSd|(Z^#&FmJe)*s|IU{3Lh=mI!8{E4E3#d%`z{U`g(ivda@>KLghi) zz%Al0PhAf}M`_lD=fbVUM=f)ZxMTPl+M_II5wM5VCtani?A3gR%aLmgq6JERb8!{% zDpl=Ig6}ZPPfG9wi)5c&{$?p7^zeNR*o691>apwov1tDcx|Tju8LJ48K6l4QONArQykfh3J-Q4!TXxJ>~1 zxPL)L%>=RLN^8n9TN|Bg{h8nEF9{!rc;sKBV<&I)#nfR3?A7!;Uoy!I*CmxAzX+uu@#Md;+U<)o8^ez!nui&gx&C@vJt zJ?qwz5yhPbeKeQXP|QL|8r?&TTq^CXt5vHK!|3^~3E^6YVdzHu7@vIP^6S%o#C zH;!Eo_BA!^E~=_Dx$rc&j$Xv;#p}(4y1r1y(hYTRtVqs|y6CSe)DA1*Yvr{MK2Bsm zGKF3*g9gxs_#7NZObwiOF$g-Kl3g-|D&ftSYa!76Nm4RWpn1bCu47ifl-S`+upqI_$_Nz<1Y|19(MKjk_DK)l!n8XcDB`TS;xistnklCgqah!I z6ma2-G1wi3-bKlA8yWQ%PLoR2>{qIH5AR05x)$u-2RqJy+=vMuZhI)UUDIMavb8&L z*mky5o#2ct?Enxmfv`W#xFs4bkxhXH+5#s33*X0tnhdCC_2Rm{KrOzy`g@E?+-!ow zYQDtKs7CwaH#CJ2mFPVe9-PY?(#^8%8T?EiN4wCpCKKVN0JG~U^5Rw;XUDrK+ z(xkQyUT<>fRiz^5!7X(%#M)~T!?6YQt|aC0{L=wjG=cwP>DvN zRs7+Dh8zA7*NX-!o3XVKfg(SG(#L_I2W_O9w8P} zXg}zsB;PiCYxGO+$4g3AqIEmTa+<~3s`AZC}klRAVq@iJ5uM8ENdu;*0uB9Af(~+yt>YU*30x<-GYw_4 zy`9+bg3#FOGZ1D5<_2E*cSM1&XsY0#XT}!&bGb)>S|aaC`u?y7j47foD?87w$Wp3=Ldr{gsmJ>uO+`* z&3jGB_|rGA^-o>P`Akg%LzE6Ce+2|WUDia`!IROks#Ntq9rqZ=*fV7 z?RQ~6K63ivhwH(UCw2pZ5uYw`Fn;8TXBt)Q6wt9s*#ch;(=9mAaJ#A|9ocM8v(jTxZGNO9)N#d zy@FucM4igT;wBn?n*YYhp>6IQDIZ|@9BER>Tx_}fo$9~f<~UU4u)%3UN>!LKdAN9Pu_IHoYSc&*xn zW*+r#nW5eemV%F>uTb(F3Ynm zNziyms5@8XE}Y-12MQ(_nb1`yC-=l$G4H0A6LA|IP=HF*&Q63bb7l3bld7gk3iw|( z5mPnn%WmRl_dp_24brkabZ05?36aH)eEu`r*4Umi%^&BAjnkfmlMNTT{%59a_unYt zpqCuM^Y=c_8K!)ent-y6h9s{*x(ebuxB=tApZumQMAO@tu|o|ydspn|rsf#)rpEW8 zc4JwOB5$qp3_l9cWViwHDb6`;xsaQ$Ui!IT;sHs&fGw3|UI>ir?Qr4pbb1g>TKqD9 zL2=a$2+%_O;nW|fRL7(iK`C>-&`($BgzX|^9eJ3ERGVDF3c)A40n8+Y5*&+Q`PY^}~Rns2| zosOpXm^c1_B^hHw09<{hdU|N(0Rv^1?I0u9ZM%`3<2N#C3*+bV#P^|uV=H1t)mAo; zs%->32m{xPtqt7-$y zPm|MkKx_z3F+9RM1r%)0j(nww6!^AP8{jUo$AJ;TTl98Ng+W)O_Aa@F*bPKu%tB5v zEtl)+K298R$*&nx0C-Syrl#&8dYpk5y`)IC)eZ@Qf6!<=-+>JTSOb4SkJJTb>um|B zR($B)EF51(UqSp+1sl7zNg9f*JCfGI%`ax6ZWb0t>w{`9Vb+dzS_%5EN$eZ#Lim_O zehF=KC?ni@T{awYf zH+MZ3v@it#RmeL*8kO(!^goh%qiOu1*h+)^lYeE$33%n$M&KVwQ+ z?EIC7>vo#n{`c}PT#mL77A;C*>q=k8>jnlsXoxZTRm1!bf4)b-tc}g zK)(uF7)zFabCu#1?>9%hPM;Pvac^ZQ7S1)Ln5YMM4_bFAWukd2MWaybX0+x5dH56` z2O+qFfww;N_#fR4%O5sd>+OKlVCKb$%d&o)rYRxxD4dY-8jVZz7`4HZS}WJRh_Aov zLn{pViobpyzW#3L%DrfM<)rP(9UM5tbY4Fwz9WADPu?_B0rQ!yCY9_rz;FE}bA94FWwDUZX&gCMGB(4aXr%eR@Pi@8rL_!}#iJ!hf)z%duVfun8&A@8U6%wbL=_(jhYUs>9QmIio> z1kZ~61*!1|EXybVOj8>r1a4Onc={k@JlK_>8Etg_%9*kxlE=6?jq}-O#&==w5|*Si zI=S`@enlu8n9)f2x;G;j;{P1hUxzMX5N)SEq*j<;n;3ChGaNr*MZCGlOMF?82knK6 zCEuAAFngFk@>_CeH82(SnO!Vl;N1}$Ik7im+%UA}9DGrwNrknAu)3X=#c1BfCYpy1 z)7g0YXiY(7P{UCUt*P%!x-tw*F0(%DU?sNup}OMvJcfqupg-`I$ZY1qnB@|*SB$_gIe8dRu# zd;e0(_nOhS%Pwl8S8l;QcTojz%mF5?T>J5PRq#xYTpUM%fTkfq!*a&olyjryQ99Bt zDDck2xeP3z)X<=EViHYhVN-Ft2|)$##s&>auqQ(WR9P5{PFu<|gSNzL0u#ClT# zDx=iob5pJDDtBQY+jfeC@YkS71F{p#kvprp;T%}gNVphLX9d9dxaCt!{;4>Z!Bv({ zd4%1n(ieF?VD_}oa5-P|x7wxM7uE_LBI=R4;=PF3V>@CD-dv7$k%+M)w)5F9^-5OT z%_-Pipm<7}4f>kGsy|;Be%zBuec3KY+PPBXLKXu|+>zDOdGYA41-2I>M;GAglcl-9 zfzyHQRlL?S>?o6)6-jvdu<{o7=)Pv`&p?Za`GM|un#=&wnVxRtRll) z@N*D~j%19bvsQ77RowE-PMQ3$tB5{v}eZUaX5OO!#t zaR?}(FQ|g59JM4SF2+{rr7L|JIC9YuKb^K_Y+m?89saI!a9tWBMPRW{?m5brnDMKG z!jvD^AZx-jWd*Y=Gp}*6z6Li%HPI4Yrw8#|nS0E^KH0Y85An||$OCTNw;Y|y=gC>+KEm_xAkF{Og)$w1$3{!+D9|d;{#Mz6Wi5-CYG%iS;M?>KQF{>wFMqqZVuv2S7W?&ZX{O(&@^1G|iSK0J9 z(Iw|nMER9HiZFM=Op=nFZ%^Q~){V3&q_le#00~&I?RH2WPAz%bo8WR?Z6hh8qcn&E z#}KUMBV1fqa=biN1ftW;;=3JMyGF!0kp?!0`PFZipo$dPVy(FnI(&aFzW5?fgYP`K{hP%|Z#ZN)}@<=QR(}hh*u~%^h>`ScW())i7{;_agtaUn0Gv z91JPz(Ws&3k)wPtpy?KuCU%n$(VPFipFvn}JUd)AnqiN>FZb$+IXG^ngB9$Gh$XR2 z?w%Vu0<{V9K37Nf0_;0k^pd?PXSU(47}^+XcJI0#FL{w4n&JO}mW>b@7(Zc>B8HWew4T!RuV$_j61iv(M2Qph}L1<{v zk5@!;$yWM%mO#^Qe}r;>L(c9t(kW#)MXx@gZ2=50*vz|c^g3l9-P<>YVrP1djj*E$ z)m7*47X75gSbpzK#c#j`>f0v%$f(blw~@vt zpP`d9a>h85N8d^?h>dmcs;TZ|+nbgEm0gJa#~Gl%%59Z>4Ev)*2<%3158@A226l`b z%WO(^oBeSz(i=9x4u!bQ-{078cwM39RM4Q^xf?LRcJ$_#RSZ$;2#UfV@2ISd#%H0W zytNuVp|CRRq8qlbl&E|cd)6=WmgG-U;`HD?l2X2IEr1f{#34^>QUbo3Od9M`Fz;)d zZkB2E#f9k9l37-+&%TwYx5J+SP2}*x!xlS2wjZg1BO-d}ZgYpX|TJ*sM zbI$ZF@1}e~?LL$a_%iTGhx2h4=<@Z^h$k~lE0Ec`nSp{vj#ng!P2c__ey%Y9ANhIs zITZCy(MR>HL>Tm$3amBJr43zhOUJMsPlYw-K%(21U450aJlh8m_AZ&{HbkZJ^9M5+ znR4-X4@FgsO2t6ckNNo@Iua_9ys2;via>+bYF zR#CrJwBA>&7dL$8ui0M1_zS!d{mvIAS>eiUg8W@NpXV`RRO$8pq$^3y!J*fSp2VPf zOKKRXjKH=2g2rwW0hUly25^Isk($ClmaC}-PSwW442x!=+0Qb>l(X#~Cobm-0^Odc;`Tg1UB?}PHMktaJ&K#;7e;%s5nDUw+T$C~=j~W}jvocy56CNV zN;|a#@f%3^Xv7_IV*!mR1?=%FrE;Z2nyzfI)KA)64w(8ngH`PwT5__~6fbDYC#HRH zud!ZFCop$4r4LFsYhn)xTcU3i4wUD0M>i#&h2zM18Gw1XC?V9ac}z+oUsFsd41TrKFUhZZB-*bMbdI1gxa1uUz!H(ZC^%8LJ3uA& z)Tj3HKK9p}WoFuEMRyW@u^gv?b&M}QA)c25$|Wzf_&2fwBPaC7G!6NyD?WW0ls>BT zys0Rk!DpAp`YSoLfJ(K5A}#u`{wzzu^MHhWn)9}KJRE#9FSm7`l#WdR;|qv64~VJ$ z{4kfqhEaN{hyd5FuF!~3p7%_UMb({svTqRLD*h895zKJtNu?4i{@t(Ie$GhaxUn(G z+UZRvg;2T>{Y`~eGiaMVSao4NI*wY{;MtoyBHjtt%Q->xomVqoXH=QPG~SU|#~bNb z?nVxqPxd3dspn*)>pHFVL2TxF-V2WF*UNetVr{6pmuMD(;(KRS?vL&Kij$PRZz?vO zrki+qk}}Eet(V4(zJc~L!1r)Ho&+>#jm&jP|w4q)-COV~Jyxf>RM-p%4+*WTkarAl87A*_Kg+fO?!1-?fqBzLo~=-a!pRr3NU> z(>JB)S+Fcb;$5=D)lVrt@No{u9tb*Sd$@A&=G^RpO;Fs(ZlI9WuA5Ky%%bjraP-Di#^PfGG~x=-yA+vZ1(P*p}8)+teeKGkWvO_XNp0&_G+ z&l`!y1P-i8eT5x$LjkoLhZQ=rE3OS^$Y}XWn8-C180qze%Rr-vwS@l>y0v3uYaj7C z@A9N=T1chqz7^y|<)lCjKBH_E@-4ZmBkuTU|8{67K|@D9>}I71%0}B&vpg<^%jQw< zZWER4r`i42T1b493(mAReviv2^ShsdR`Q4bK+4Rg^PZmaxx97M!m3{$uL@>l*Mr@V z5uRsyVe$=l9|*#^@1p)$=&d0Q;bO)Sq+F&|$|^bKM&#{Lw#_;E=x5kO<{pFb9ml!} z_oqfsXiydn>x++;+J8V-&Bl~|?;OkAc?7dXbpULymlp~&IK(Ttc0ra-=uQwsCdRT)~AuCZ&lPNUj0!Vjkc!(SZd2K@g5cKiLK02<0@t4ECpMUo7C45 z9ktK29=XdJfz5$D=-;Fx@oMDv{~gl!-?qy=J;u97Lf`AW!zLC#<8|MO zxakEfa0j%n+^QTUah&^qhsy-T_o-_oI#$h@VrS4sMOChKKNQ{<9dI~VP^R;E4_|wg zub^*BKH)o7jwB<914UpWq~Bf`|7Q_Ii~;H<4nHqa8;xmtIJl!TdZ@?dooX*>nXf+P zWqdeO8g`9XQGD)-znrzgM?YiMFs`KJ(#Ty>fyy@MVPmH72teH|YZ6SNqp|d(a{d?m z$FoJ^R!>L(`XVt9M<+XDwST^}eS&l}O3blF2Rox3-PA_pqs42>eh^1{PD`Ve8(nH# z(IJW&3E5E`-fbW?ZwCL^YJQObn*uYU*d_mC8J9r{Ow|;!J&0F+muRQ5=BcjvQNiCQf z1bUoHFM%SaVx?vk*LTj%icC(^Z(2*+MBVp@%c~M5YxiNG@(9KiLE`x7(|88c`?7iZ zoCV`nXUw8vd21ik=!6y5rI4)&#wpX}-C{G+pZ>GQZk-$_VpVd*| zMA_6Kbm#f5jH3-&WiD^nRHN7?Z_>4SK0Qj8zmq<)&G8NZc9&z>gq6ASi;XL39MZyv zT|;^67%}o!=?$nV_$0-O({3XWJb0?rpBi$|C~81zDQD_w{vkor6OAY*gZ_ zezkr-w3Ts~R?{rY?#DjY4ZHNPE=}Pz75`x+pxk5je|)hXCh`yWayyUYmCp@?I{M^@ zq2C7zBR{f5FC(Jc8Hg@)U+tOkBU#uc4_m*njerV|G~VP(;RNuYTG0e5eLJaM8+Ub7F8YRDyz4>zx7WIvVuDP0 zHJ`jEl6-9&{_p=Ib%@o=Fit8G_p76qe?c{;a-@{FMn1Ipg>e0dPf3j&pR2Fn}Tg^f6_ z^rKw?$-x+ac-pY0ZhNjhwTl1-w3C}W)Iy;-<6OaX@>ghX2u0+*W7O0CKrHIYPCTky z9vIU!14k>iaqoqXq`P=B#h6FvS;FSMhOVy&KUWW>}1YaDO zx{=J+BVr(HW^T7mFL1qxYh$`9Xc!w9qZx`MT3An4tY$~tX!7`)0Qq zs{usZqYJ%5YOo>ejV}wu6(SW}N?(F3j_%_HUiyzRZ!Yp9 znAVT;g%f8il=Fq#b@OH|ZG752DAqi}uxFh{j6GuYadju)z6Iao)$m40lsjO?(GPY6 zN5C%uOW2D$e?eCGsp{3m0s@ECl=LcW2)2gmcrSAV6Lu3EWV%?W=XJ{7Xy+zUX+!2m zalgy6jf<@w!3D;|A_k}}4NFz70jNsN{>Q0-D*cw9H7T#2k2#twLZ?bx`t6+3H3+-YZ z8PAh{&%IW8TROQo58_M)%U;KwnA>HoICb2C`Ry$oHg}WyA5m!n@z;vb{HqZvpp=W)4v&D}j z)NI)0b=%VG4ohlJYCaUGW_!x0nBpPZX#c8pcDyV1aa4`FY?$ z)uR_fa*L0ozR#2pIgXt03_zKJa?75v_H)OircBip%HPQ~Zh*{xeQ?4zp@&VW-5f5@ zVNDAI;`y#eK+J)!z74#FSg508cQ6Xqz7;**YRR4XY(4aWBFjA?Y?ehpBrVHna8A$o zzT+?(&(X~I(rOuUF$a@dke^>o3J=%XW5i6rZxVHI`n?5A=ZbZB&)#G@D0*zTh6uIJ zw52l{Igy4HLj7`}dW3gVoKg%Yt}hpI=`PLplEmV%;6ymNSj@A^7jV`B{U)Hhn;U#p z2D?2jd0h4eZs?djI;6@eDCyC8aYO485kAw)FFxHcd=aQSscGyb>+dpgXzgg5#U!G= zEmGwq;zq8=*0l9NZhLikSjMX7G(Vk=^s;=N+tHO9)}Mut)}wLp+7~jvH{6zCo$&IF zAV21NR`(eq9TG7A=U~!g_X2^PYDXX!0NJQIWV{Q3`CO-A8pB8e5%LORji7V)10{Xk zj+t%m40?NB|Fmo9z|{O@1b2cAs&VY>p!b8sq_{cWi*sq2lH>jhdeDK%D{IE&McC~d z^rlB!>e{ohSw5tEKxJxKXP^=NpO_H*X9w8-ulC~=NH~PNVGmi$zP0K*LaBSusJ z23Cy%(%qu}+UdUz!GB!^|J4!x>t66*x5NJ$5&r)e6v>h2Ze4)5FIWC7L3H#lNNA=~ z$S3Xz=m!_*7r8Dg+22_Zi0-Phhm)_LkMlDa9kAu;;6|q)FL*=npAAh-xjU|Yz7L#z zbUa~Ro*vE~euAoUI-c&HJ{Dfj9G&IvItREqI-Bd?0k#}Hotz&$^MU!=YHDg}*~#g- zy8Ai%*vj42dHCNyw39P%c6E8-CwNmyN$$S0hl}3}K_xX+HDx&qe+R!{FK0PJ*fSSr zxrhI3J~nl5b9VHTvvPF;c2iYS(9-%JjlBBz$KPcT<2^k?JrEfg8R#kS1^PP=(gBfQ zy7bQzcu)XON@_|<3JS`rR8*I#X|K}K(p;sXp`&MJq@!n|r=ekFXJlewWn*KbW#Hgs zXXRvOWn=y4kC2fAze7QJg_80LD;*6T>;L1&-%bz{HRvz7B{|tO&?P1^awf9By&wS) zh>Q|w?LQ6v9}luiKpQVpQD3=A1MJYq2)aZ@PJW4k{GV0>dxry`gD99NnT6zUUuH3T zMs>}b_2$dekJQ31O^3%yo!o`9TWQ|E-n3SMrPK#_t}L-#U-U>KhtS=%(hD?w;Ph{(&!pL*o;ZQ`0j)X6LZDm0zpB*VZ>S3Ht|s4v&tBC#V0!MFt}O z?_vE%Wd9Zy6A;%W3JP)xs(<1lyA%k#$eAc8h2$?Y-!`Lq=FM{L=1XeUJE~I2Lj4Hh^KSxsA> zw4Q~-XSJk=re}AEvS6BTj{|J4QFFfY1WP2qO*MCIO z9QjabbUq zfyhCe%w9Pd+y(g~+Bp1egSZYm5%||2%>Vrjt8uMs#As|X)hI3ZUTi}fe{k*UKzJ~( z^k0y6FN6`#KyMfvJ%kRkK9L&GR7WQv%NUZ}R zLNk$J;A*kt3S#Tsi9;(@Tfl=)VpV*?)qT1hi33DJPQ$ED0YCGy*?Zbazc;bMiGy4q zc~v!Dg8sW;0r}v63&ZRP@vjF|YJFz+a1Z?^K@`zGWA_qrjm^_)-k z!9Ez~d2;^Gk|&}C;QjKJoPl?$5UU5vqohll;Bz0;{81l%^?1jTqsNwk<%LVn5x+ol z+Z56{?@|dqQ;1hm9@hL&);d@dX#$M^ROH_Wwf1R&h>(AHJ5mESOEGIO^Cja@*!3XN zus`cS;JeNu=1y7GO0w5#RB^_$dZsRm94UTyGC-wSBI8h-D!2extQ@TbcC=6B@0 zDp`gsP2%KNds))^ENp(f-K`0m_ywO^Iyk|*0AL<}0g{@2>c3v8f*nkn(x=Bq+{9!< zn2QFYzHj?^*s1%7@6KHalctPTyPxX0eu-h#tA>rOP_A474@a*@x0o+#4sZ!4X(D>-y|LjL{|JvB#jvY2Y%FyW|NeMzm%&{ei#`FqY3VM0o`cvz` zz)0#Wkm(Jtu-?3Hy*C$C#$3p*K#0wg>eVWR4??24-uX?!;OS3ukdfYn6Vrcf??25) z{I6(AE}CKO!a<1J6X&<_1O4hiX^Bi^0+qoVFIv42a5R43fhj}vxx~%eTwHwnw^pzW zy%#FDfo@N_px;Bwf_gr($HP>Go7u=yX@3VuXX>Ejp7v<)q7(CtK=;wQnmq9^^ZQLvF*Qz%0lFiqa2M ztDr0QazsI0xIC6_N{17v@B1Zv@tK}#QqcUfvuDps4GLo+BnLaFM|8?R7T_OR0?`L| zG1B%v_7v#Kx;+_tT6-RQM~FfD_U0_mYi%LjU7CGjhI>+_CbK}V+M!arR}z1hNI#jR zE4k>f{dvZ}9`1L5bL^xl*h-UM#hme9)2|iIs>$@mM zx>nV|ko%lrSLXIWDOJze0MBnSNqb6FpAWttM*mZP{?lq`NuH3eS=8?{ zN`1hv+;TttPH*4u&A5_F-%S3y+qZaGrkW&;dt14OYh7wuG`qO%k_x00t!L(Rcn5P| z-}V_aFB9G>*?~*~K)QdkTYss|-!4?d_hgNi;H0OG+t?$zxwBx<2ZVi8a7e+d9b=`= z74&4fu!+uB86lQ$a)TkK0NhZ0B470bSCyRH5~`eX$@Gr9?~a)Bcl6v)C;kGq0@D9h zJFL>;4rw|MvFIi)vXI;0fOD?@Dml*LHA;4=6ong;Y(-d1!s^}lqe01 zhSg&|dSnp`Xv2SDj4MY6rm-IHBdwOZZ#v)OE>%;>I1f|A2F z&zO$sOQZ2E&wg_EuYc?Xd4HeK7U>@F>1H!<6d8M#Y(}(*$LoT!rrfn*Tjiq9nswA< zMP(}2K9w>IT$7%Z+Yis)4n_?1p}7Q)ase~1h#9Mk%X+(2DcwN6u8_uzEK@Rbw< zA6_`tSkC#k!nHQlb?$4`*#J@&VB}c@fy4ASXyH}v9~aX1a#(@3{=XYY(ZBx;an=IC zv;SDydVlTN&jPMp~{NiF{b_L@reDo;Qr^Zf7r2q4qN#bPrLf(ed22>V$?see{TQ( z9Ci&DHuUGPf4U7{<3NXUf7j>CzyEBl`VgjZ_s`cY`18X5{LDXm+kd5FZ~o90oxe}U zztqD&$2bAH`sZ^D{&+6L`v15VqMiTd$Rz(M-lKmZ&3_L1_TLk^;hz%zhbc#u{VSFE zf2V+dD$-T>9~-dv+W&@TDg9lQ09gQ_1OLg5{YzjA8qCtkEN$bO_`6xGxl&l^DcjE2 zYm=;V@RsMdZB-SQMJv3z*(Qf?@-BCI@~)!knrZNi>`>-Il_&9z3VWRkU|~0_Fx9k# zQ(F+^6tdkjPJjjR7{$KI-P=)^-90D$LxdRdYp|@nRkhCR%BSrKkCPd3UfbYEp_Y&W zV$;440lh)(?(U3l!d|3T6q`~S-EDEhf1R3Vr+x8Y$b_dgdFgaBp!<5(|!3+UDfcxX$*4sid? z$WJ|EARs4#N1l*W{d{SJ!_T`qSrQW&^tBNn+AO#ltmd5|AsDt3 zsLvwyls1L)w?(+#;}obuB;0~M1Cm*}!~r6;y<*qG+4 z$2zbI>2tHB<$EMH#g`7RNE;%F!atM}XstHc?D8gTrR(Wa&)?wucD-5IVp9?AfezUv zt7ID%XgF5|)Q2Johd3B|;x?;f;c66>6?c}wl%-I43U zFW(1>3YEhTj#cJn$ajD_dq8%nB;GlXr&j_16rb`7WZ#Q1a;KUWLZuEcsMS50(wY5s z7StUw2-G!56Q;h7T94KkB(suiZ;lJg&aJ4>#CVkL9-cpLyPf!ge)#!ArgnTIf+_SX zl2HNsf*ngIxx0pDgo!X4xMrQ%trJ&yIXz;L5FuFk$Vx^vSyaIrKJ#rlzeNF(dE0R_ zzrMPK0vvWqb}ZKuk2wIcv2X&*ymQi?xIr=8pdbZ*rn&mnozbrw4Ub-ir|||~6ijeG zM|1mDXgV%Ys1r-DnC=?cEmc>RZl;l39GRLfdlWe5gcYBs|2Dzp*tZ2ShqI9AaYJD? zryB(#D{AXU7~1J`OG}M|`92n35*D=3u-Q4Vq-r>GlBjkT%?ZXiCu(*(_h@*fZ4`A` z-U)O%I6*!k2Lj=e3`hX)qqjLfn}7~rg#GiRm#$lnTbB_#$3tmw+IdDAB{G{FKIsht zm&5N)HQGrvZ>8tJGu;FK%r&7??;drEb2S4&W2TSYNL3E}52APkd zd?)i_I%8}^U0z=Xp-x{s$GM9t)DWWdVi`3=;9A+emMLp0;5ZKnhBpDlE-E$q^Z`$` z>AVl0Dp4`WVZw*LUWZ$sBvE+bPY7Gl&FZLWw@)OWn{~Ff^gIS*PpYdE?}J`+^PG8N za-DPgtk;imc*$sj{VJ-%$e2(Ck+ToJ{|aLc1cnL@XOTjPc1;R9$q|QGM-Y~b=~u6> z*6(vukn%yVpp=YJHKP&zosj*M>?J89y=7+IfDPuN6)+l`|eNtJcR7p3Ywo%zdu zUTsVgjqEcOQ99K`pK!8BQyU__Ff@S#P-nWZ=STo)qbQpA1eLd<-!V>`%xqV;B>7pb zDD<)4@yEf`yzn?k47So3s1t}+p^5f|uwh9ktI-;<(~2*L@Zx1Mr}5Sro^$%AdiMJr z6UGxuH;NP}Hm;;l5xttsP>WWN-=JlZfFz<_yOoLL+=f1*K?@*1jLZ|r3*G+X!@n$C z>o&MukOQy#52o%d4@l`;^9gJYzNTZH5Ad&C|Q{3<+xz*IBs+NVs+|# zpO8E<@XZX(BRz?kw^>IByuiBIJY!s=PL%Hu>o0zZv2rz4<}1$)@Tz6e_w>L0RJ3<^ zd!9!!?5r!23Gv7{8p|#LS8~O-Xm&StX$V9LePSV{uDtRSeYzg7Sh&pZaQKNvzGCz@ zs2+8Qcqw0&y2=wO4Zx#NV;zM*q+zHk;hy*n+BSQ(A8<{)?XkPuozV|U97+L?&n=iQ zs~zl8rv{lPUm*DloQL@s4wrADQ12?k-A5MgH3nzDVbea9YI!B6#X45B#S6?2c1EA4 z49{@@m|6+i1tRHC-}-ol9K@B1L)ME0UztAB{iOaL78LgevYw=PtkVf*Av@y)rljp_ z0G2dO`^tKf7tYs}EJ+w2KVtc~=AC&jb>{Lzrh;ot4#(5F7T0J?PQO!_0b@fa$d3t4c+jDqt%$z@rT09*AvA-5+LId)$ z{E(QU(g18P5DZy)2`Ke>q(=@Rj9g_^(J1jPE0g8q;c6GifG#pdWF8>sngQmfeS1q6 zDUtE<<<8fK=e}>nW-R9QUb_9kX$ZuA3t~*Zdy=iDO0?|(;G$|1J-aO$Gg9$(3clt3 z!Maa>PTlY0^?KR##`;w%gXTq;u%#hT4iMididU~sw&_E5`yXk##FohA0H{LF47b*8 zy_2(15E}z+w7}4g#qLwj{;ya}-tmYUO}oW207j5tisG`h)xKOGfm_Pv^(t=D;*bT= ze4?sp6(B)$z5@{6iM9*)~l0nk`Hd&IQ6HEDuJ=@IV zOzhuJY>Mw}4AOGPKmJr(&Azq|b(!lqFT9QK>5_V^8W&~@V%8Ryo0pD~N3w*r*im*rZQNKZtjcH&yxTVVZL~(1PQ&F^nWuTOM zREw&HUA$r4Z3EP6tIYPFsX=MhgUa`w{aWyRQ|8n!eu!Nx*(vJ&BGdpZ;CnFcIr~f5 znuH(s9&Q|R+d6p!KQmS@tv~tP%z?v3p{oY?#R#oA&Nws^NimoQ&46_!N|@Pxb4r94 zIJG;ylF>F^pu05~tPt=9LTIm`!rwxk74O~LC=aIoZG-trfduLGz3^ zEhsHactqtzfQA?S7#%egS(xnTi61o6ZDP;7K7q>dx+anO$rUtoS*~xHstTB9pcGPr zpLBA}fD`;EUQq(1m9sRaIMls_;+m*>pQTh9`-yfTNJr0WT=5Zi;3u z_kMloHRKSwJK}-LvQ<~zVBq!?ksB3$=pp(jwX}wr{szJcd%-m`_p%EAdlU?6K&0F7 z`M5Hrk^kL#Mt6Z(w($H5v}(c?plokB%iGNoeP7>5v0mo{VP6yv&^L-k!yS*!D1%1^ z_5w_>prMYVX2PKGoVVNgi#7LUQ@TESb4I+>FWImw>f{sb2X?1=rS2wo*%5JCDEh)m zKy{}(XQJ@ie*dW3d7!!5@INv(SQd7cV;|>r^<+VswJ$!IClbxPdxuGyiNB*nG_h8YC zf>;w!k8w#~a4q65Qc}#92aVuN+)1ctnSSK|3gK%R2%XB`mRR9X+)!Qpl&EB@>E%PzkDaY4`!lEwn46z@^{^Dbny0}B%f4xPN-9W9CX0;2pKI`2c?*|1-a)tF`9h-{e7 zeY4cGVY_cg*h&Nfw3W5GId*GNsn#ZYN1{?kMR|#@}7T&eZs9t z67EZ}jIw3zRvsqDK5bPqjb0tHw*7RndaBkQs$Yr3NPPweYuN0AxtD*bCh9lKlWUv2$e(bleJjGg8!s^F*r_2mIzOsrjA!H^rD-LmBlXaj!ehxc>Qf@RUk^)u zCF$qRW6D;J)RUukOAVFoR!0DQM?zK)YwHq(y)JQH_;>?!!T-TGdkeDJ$$3n=&hi0- z-2ci{i~0gkm-c`A-;E(QQg#owMfp#c+zWO=z5N!))?**)4wJl_xbzm1f|n`*rl}hw zAbWJD8%%f~@f#G2($8Z(wS*?Tg#%f|508)}6JXZ6hJj}1-Y&$E$kpGVNIC(sVL*N3 zcuwK0jjbKl*7m`i-lA=%{701Bd`|KCeqO3)>en{UfC5ouQ2{3O%IhKu>vaTC9?{`N zBfGc319(P@gdJyr)3*=E)l4E{@cJG=2n>Qzzl(kzSh7VK2{COGt$9*V$ zeA54w$B8d7o~4Y~tA0MI_5(j}75%=;6MU{l&#&K3$KZ2@o^bSldCUzzlk(>Qr&31G zW*Hf$2U57B4RV2Iw7<(#;18i=3cPe!!*(DfBMl*-yHv)QEcWm>2=4+|-32`OgoPDY zfKiMTkrwf|8}Aqu{=A(0$9>R|&;PBd4TNlH9UGDs_MybH5h0?HyU7<}{QJvF2hWUU z?Op5Kh!WL}?$>be8G_EOU%E$+MmBlYbUoZ>ot{6o7D@@E%YV#7;%5Iizw58I^=~Kb zDnV%jya0&<*A&H3_*eLOh9%%~?`^w-`Rj{kzK%j{YjUk&c&)ZGBM;Ae&eNP$2;ruP z4L@pDOfI#$@*N@3h7sdca+-d-Je3rCK$8cp?D|W~1pY(IbpF!8-=P1cgbH&uYg2X` zyLA>vi3Qz1t#>5xIW~9N+rLJnMCkgRNO}&&{&?EGa^qMgM{Qu?#`N3W<<**Hz+CgG(aj>fr$Wz&L<+BbO9!h#s~?BIU5!X7ov{I^H;K<=>Hga(+& ze>3a(S`t1zRd?2epURfKxTsUCK>f?#^q1-Ch94ESkL7Mg;ms>9?VwNg`BXQDKEGoG z8jt_34*!_<*4A;~6PYnj>GE=}sGGS?w{_|aE%~nwTR%^wB6^Yt;M=2RD;O#h|e zux?Y|kngMvLQ1f5@EF)7nHheUREi?2kkkuZ4}3^IOi;>o40T<0(YH=< zPgY&c2LmcqQCg;B)!mQb-Xt_JZT}g`Cjj*;3lU95cx~%ZmgX_1|A^+}GipWoinQ>%V!jKu!IC6bA@%Dm#RR#q=WF9EQ zBB;~krb1mq2)q=B*I0+?U^$Un@-|Fqej|6#Kqk!epp2$6~^VDasgOW#ESre$OLSKNgW zK4NdUl?1MI*StF=A>k9%CiMAiA*qx|ZPf@Q>=9A+ObzTROXaLtg{2=4A88i4rpT7c zmYlge(j?*96sFd@{A5I3qA4071YisP-E{xMM(deRy?YGI-Y;l(C@0*GXc-dfBs{*@hUCt?%jx1w8F z(ZsVKt*jb`}vOz@1Oh4OHH~F;!S?&ztz}+M+qi0KxM#x zy>M0^m;#Ii|6?!w4?Fay39(P_=KVkQEGrd`ZX_FWD!`oNUSPE$QXc19f!4a?_E+a%bA+uE4#kU&iK zm2ttpUgQk@H@2%vZ85HY?}-Fii2ZlO8z=LBa7L~ETN~;B|7QQ8?+UB`zs&x_oyPn( zEyw?c%$#7(CSwZf{Njm@dfbx7?2J#OEEXQpM6}$b5y}#`i39!BWPfP9A48A|&!>zc ztI;v;^4Tta{l7u1b5{mQcLxQ5u-G^MO?8fIMbru5_5j%xGptFMh>WN?VeBX=U*S&d zs$8=vwJ(z_=&8&|?0WpfaDZx_U(VhSfW`(0Stx?!y9AC{`4G#_ppfJU1!V zmDG*=dKlMZr-v6$30=IYwy+X>g1AjwD!@Zd&#kr!jn?Fd^!-FIxqkRE;0JQ-D3b;7 zLm;9r^*C2&waIlmWOv(fRqF>0 z3N0m18nlP1lJ<@-+rY5qr0xYPxLvVUfJn9v{ZCi=@HkgC)*hj*_B#5WyKeTaBzolG6U{m)$^;H1aHPp$TZpVZ8+Rr}ZBgw0a{&fcy7VtSUY5T> z4gi!lgy_7kSFkciPwb7{&5<)p`o-hA<=f|k9-%fC{CalMUsrGDiw%N; z@$1om1cBVv3`+UL4#0x7fIH|#$JtYp#EDXj2>~VaT_2WhM)p7`)*~0sS;3F*X2k__ z*0EiOr_WGTz(GXd00<MO6;$BWq2x{7fj*u-W_gtTiW=0@YDImYGf3`{S0K8n2@ zrSn|J{1k>o>~!KJP1;)q&;5shFLV49EPR=;P~iq#{F-@q*zQGF#bI^XG#fx8&JVXH4KN*>uWwIU8MR;$ zVNBFW!MpR^3l7e<*41gmdVwxBvNWADzc~b=wl4)xd@c#FYcQ>Fi!>~>+*|HF;xCnI zaa`aMVj#@*T~0}NcyxQZ)crjBR=R26jlN%CoE6-a`1-p%mXoYG?7P9@|&O|u7J*2`}Ja8zQ$sSCt7}M7dB~?rNDU_=9XD zM0k*DYqv(1>_tZ}>~u-$qtZvdi6=ZUp088o?6E+Wvj8s;4XLq=(GZ7A5!o|~5FKXc zk|Bi6CRgD)3^R3l2A9yo;W}^K%i%L~&E6WEC#kJ6E7)3P(ininN60NLo}HG;34G+M z8k1)rXwrN=T)EvO`e}k*e`;F-Xrh>t$B$Q->KHHC`Kh9V$R{PEeBp zGH9xZ=xx{nWE_6k2iI4dQs8Em*G)HsOsD!lj!%BYo3eI~B-%B1ozP2WZL%PRfRmbU zpZsPBby;OVbTThx#6 zXt#_g^jix*hgIo5hE2#Ssr|e@Z^?qgPBP+`5|1qq9UDzR(R7Hxz2obMjm9pzGQ z*#dquhqVn)?8f??kBS}H-rM2VPHm??yLl!?VV$4zB)wIf zQ0pJhl`iAHzsyfIr>Uj4c`J#Apvh>{-i34uB;XKvgM{p*2$DP(q@x0`=l39S_A=If zFnM6RbJY+T_T!S=+z>vrUuh&n_xOQl5mgmBpTB9rw$>Mj&@Lv*zyX$Vk2VU-q9*yVKCE81DA=&cspT8z zVpv$L-q0ODPO=2X?i||%4ZwJCbZIcx5SG&E#w%Sd8{NAyS$bs>z7ENLrTVm;>A^w$ zc3Dlc0HC$?PdUB^g>XJZJ5h#5^6FJoqAs2^+|q7#$SD|56{6vy4gf3MwbZG`E`B6S zwT5abxm&F54O5bT1`YusKE^4S!9Ibw6kAl3?pOq))v66wXA*wR*qcBBWX1tgx``l( z4TXDTYmR0ud7l1dDLde9QvEga`stT%y?=3in$r5RJ7?@)d^S(n#?gW;*4r z`%{MBQrMB+t#-{)*49^KdC>zWmNY_zvVOJL=W}X504yv%9{ej6bhMe?NKM18u5VF2 zaws^kKuDqupxLlA3AWHZLRmQspN`nZVzBo3IrJcInsEU@^e22oej1GCd1c_n#<2Ds7RM z;h3A}uOz9!4~Ilrf^pLA0s=6a1#lOF&&>uMwS_0<-IA|UtUF+;&3}1o@ebQ$(%vPh z^{}9Yky7|o5|{|Vc@z-OQY6jV8xx1(YbO=PvGg;pP$5m;+t+0c!UWCUR_LkAbp%b5 z6%SV_ciA(4gV+Fc5FnxY+$%bMzO{t~%Jj7qZ?GTVd9AAt2a6|XJq-`LHk{;@KtJ&y zfqPpZ9?iO5BajSKCLFrs*YtK*mU=o?Bf}kW~#~A9|!O2{gfIFwlUka(IDezx zpev(fijHe3oQ;5qr-&#eDr_hj5~-!q__H0^PCgh(Vg>?*{UlR%mNX(rXW-q(;-Nzn zdQ#r83b6C)G!iH&^y?I9%)^==hA-SD^Lm3Qnt6^w{nrX^3h~@T6|@2X+IXesp-dAn zgw?n_m5~|(BEzkov#J^8T=I2w$e_n|HQ93jA*fC!$^V;l(qB2P zq}^mr>3wu`E0=55vteI@&z&|QRXFS1y}V1&ug*-Bg|3Kl3TN$0^O8Y?B@{6pH`GNd z_S84Tr}JR+uq;MMiO}aNZ*NU~D#swoEFqHNRJ(#%FXUA1eNwkO(Go|gbo~JPXrM6a z7f-LxkYV=)si(nHT%>{Dm@mg<%TXV2W5c~1^fQ7^z{L52nv*i5>(ZM!xyBrfSA z-F#i9mRx^ccn~w2&SZLf%iAEeNw}!q4uWH<&j5OvXN9GYWKQzvkS?urF zbntsGe3C?zcnuq zpEcBlc#*Z3k>Z1APR0w+LS^JuvtGqr7fnoCu790G8}>E0L?MM(KM(2JnhI`z1`Fus zPL6J-Eu4PPT@3J`1_HX@5Icrr))UmKx^(M`d4SCHj@W4)n{8-q+MzXs9G7O9w&mX% zG_mWMz&#Lp=_Cv8T&(FF=)l$+?aAj}d+x5>yKUQ3-?xh<#+}!JwSmu)je9A&G0{jZ%VLc%lSgqlAGoNXx z+OPBqSblzrbXc_mw+l?-u{i$*6shUK_@*|{=T4dn=!rWvKz&Zk~QD|8ou%TH>htYMa@SiBTj4P{-Txa{6nU!WeoxHSyCP# z@G0t^TrdW1jT_W4Ao@kNM9v|d9n|C|de3<=w_o<=@q9h$%=L7cHsM};m3{ISrEa}O z-aQyAJp!!H61=?}sUB~~f~)V&34+9AMU@l9JL->;-aCuF;150#92q~a)a@Mf;j$;w z%lX8Yo4oQbRO&7Hm@8Qd5_?&OS03$gh8Bv{)w-Aw|t#SGjh(%4T}*uu?DqF*eA%JRR*n76tl9I-QI*Sz_&r&ZRC+7} zO9Ogm1bAF1!WiFjRXYIbC-R42&y-%7gMoU~jRMQd1(tr^0A)_}1&vLEP+|B5QUOua zoWNe^2OJ4qlqj^#$L2{$PpH~{ro?x>)5$_kT-Q_KaSa!IQYUfhd}Pe*i3hma6GEaH zso_3cGaZKe%|jBwH0zQYmw2#rb#Fw{i%H(lhdU586FK!`eeX6ZAsW%r;-9r4v{PY| z6QpQdZ;t_>6n|lQu_;JGt%*I!g)37VL(#rGjOQjF)F?hbRWqw6ER!Pf?PpGsexx~1 zpzs3Ogox;o2e{jLNy%nJ=UDjpg%z@aGp@A90QM-^B+6izYR+ygaY}-h z{SFQs4m7ArFAQ=2LNM&{aeLCis`hGw6RB#AgUX({#wj%8u-y;Jtkp1zZcOtuv42aA(z{StPf*1(_IRF!#oucrdZgow=}`&t(CHbTnmVsb zP`#X+JBrN+@s!V{4prJlkQZtK#5BC;`sjP|&F^r8cc=t_Fq<_%8{$8Hr2dLoKULww zw02oJXZ+O+x^+F(_ICaPfF}SI5TkJ!R*GkT?~XTShRywO4M?%>cvM|I`bxGJdZAL{ z8E1z7;_KxL*UyRqwKU;KRtgVX9Hz|0a)h)jG9uhYp%@as9#IH##Omj%k4QWI6G8zHK~f5s%VsZ zAKdTM%?BEfNnh6pSBeI(S!BU9GU9eo%$pj-bbY(K#~o-njK?gBXql|Ee&AnzUZV-V zdUJPfu69=eet^>*>OxL4cD0Ju(;X>=`(DPuDmXR`5I({IO1kRs&kJ>2yic@gUV80b zp`A}2BDzyl$zKsHp~zH7RQuoHNLfuz{U84gO9sM%ZnSpXm~NZGl=+Q-?ob{=ZKsXf zRO`#}^-A671N@DwTf(ini~Fdm%}e3Ga{t2LCsKE0>BP$O)S`!LZCy4uq)aXfC-&T* z-<{vh^FyrJwG!4m*9<8OZa~2w4~)7K!t4uKPiAwmLB#l?Wu6@K7kE^6w-}k%eG+tKIX;}<+hxTS_v<3_B^kmeApq&azmBzhDvJpFaq zPs@9b1=xbO_^`7RB%f|>qxxW1?tb-_$e%uX%rckl(v5DX7SX(KN6C@QDs1iG4y1z8 zqMmZOo-EF7f0)gj)j0w-v*pST--DEfl<*mjGn~9BMzcM^&fJLRENrUn=&dbQmC1-C{QSNko+n0 zrAp%I={WP4PAcUuOIZ&Fr8e8rXB&}*!}fec9gDcF1&)pr#pwmU=m_cZWoR~vMo&Uy zp^Hg{&HUVe0I1aa6t5B&7k@Yk?nn@gtc|V7aqLmyfAg_}Ex)SihhWlU`UAb&-lx{R z1}~{{i|35A3X*K?zI*Hqs&)mL?&;{Hs#`x>9+`3$~J%X+vS0Ya7p zYU5kE2|by3My3@n7a-I<#eFg!TlT<4+*ZSaR{PvM*Og}w#N7SZ2A=l!P|j8$*T46Z zp|8)Mf}RgLS$+>UC*g3?5fpwpaIbA4S-G7t~Z66iVmL`E-~Q`$WxKPZ%>?tSNTsC;tnxl@r7lcbfsf zzZQ^7O=&TDJ}-?Vh+u&g1H8lM7+GvrA=8-KGxi}UD6ePVUB}EOKfE`&eGd-o}w{Irde6{Ls z-nDm6toD=VM2rlBk-d!Pk+GB;1kZ55>4XeRtw-tlzXbowS5hD}n(IL>j@fc=15R1#;GOg=lt^7>SQ%ZH=(`oJ< z#<-xNa0>OWMt+oYVRsqaxMkEhdY4n$Pf*HZ-hyEczFj$efmba}LzkC+;A>&;dMu6} z+>T`Q%hrW!x&n+u%XZCZj31w}{*+>#GV{PoZ-jsLn2s>P+b65wBf#abjU6!hHHTQF z1P9nhH{5%Y(JD`>{xD-3I*Vm!RuzpUo4VtWY^xjx^(y8SEq9EX|)cP;3jyw_lKu`z1Fmn$eFdQ2M=Irc4Ty*ync ze_C9;-46Mg{^iM6kbcQbpv^uixs}b6%^D_$Lq^vQU3AHso#}8I^KG$k*_4pD1Tyv# z-#l5pRHiRHoB2wSVdQ4T7$!Irvc#jRfuXc6jKG75048#9$%>6Rv7s5GF!?zC?#NTY z9Vw3l*VfzbUQ&JBwvOQq{}FCPas&uE(d@g~$6JgucL$5?`wOv?vu)oWOwRNs5)F9h zO6i`fUc7bsIlY%n4FE)pi31oOr^YGU(mV>0v-^>yZW&u2XWChvEO3Ke$4Pi$6Yojo z3XXjN#JVHVr$b50&(QN05x!PJdIRx+nhkOrEUWD5m^&qWAm=^op#fPmp*_c>cMhiq zjE|19HQs%A`S!xXQw=#1i#d_ihQ27i2AcQ?z+EX@Xx0?2K!%t&FF9?V)qNN0?EGLW zN$pG?`S!?s)fg_NbQx4-Gjtg{!o?Am(CweUhiK?S%Ma*@o13qMK0d$PJV@?r>jbv!w@+zVZZ z06S^~NQv>aBNuNR5i#M0clsVG=8B#U%4jKC4OMKd9^Lda)HXQO`jo`3#iBbfkmuDd zOf*#OLy4aZO8+pP)jOOfcb!XzyC?oba45 zz6VY-Nuf*xY*z?%TYW$#O;^y&mOJ#cg?CNxIQ#49OpoqErX)F}+tv|g2vT$RqlS9u zw+nW+fciF|#^!k^B|N}hUP?n1m!|5j3 zfTx$g7C&Nre)F{XhGiQ9fX{KEXVD@u6un!qR~i+qH%L_3-<*_kbjfBYiwvJ9K>J%| zNXeaZ7cgW~oOJZ+2P?86u^H-92KmJS<*P%|Wd4j_dpFp3uD~%?dzF(Rjteu2a0WAw z5FKD@INJx9rD>WaVINu8?e1Kxe;uP6;hDX%LIKZ%43E+uUpt7;`% z)_#}IQL@L_-*+9;91=E=%V{cnt4&4RzLwOcP*#3|u!&u%2tG)lfML+~T%j>vk@_*e za!cLOOp6~IzEF{dU~vlxb{)`jpT$--C7CH$MQ{7u^gUzM^03CO(Eidv=ESVs&BN2YULZv8?_kcQx|bfVHb3qNmUy7H63tP?d{TA^HI-! zBAU$DB|PFP4IZVO->7B#A>dY*B_OK{@4C8lXWGtNCS5(I#HHXf??G5I^#`~-p`|b! zcWhkcy1$5B_D|Kz_m>u~`qEXCs+#e{U$|OE_$NkFi}im&VgG;i|EV40?ge6`U^BWVf2l)^4bp+;8qMa-p(1dB+lk5*L&G}j63k@MR z#W_wwZDnoTH;x1?{AsHJM9Y`HcDl|dG+_O2M94ZL!MUgP>Nr`e)Fr6-sIK~%2dXH! zD=Xo)>$x8NeB4cH5a>Dxm=_;fRW`}H1B(RB?bbm_VHC`E|!6~WLdNlI1s z=??NQ`1tGM-Fn4>+S0D15p$5lOYN%2*r@LTmuS?M6*v;WkGG=d)D1zE7!|x ze24IcH}yO^Z@j+onnm$Ezn92eW+iWz_$o^ZlmhvAwE{X_iw5u97~)vnpF(Ub6KXfy z7wTNq*vfA&vC=j$2OGwDO+23WFQ#z2W@G?Cb#Tw?M>SDmPK2Hp+k$tf8l?SFwUtHp zDh@18GT>**Nk{!XnJLgzSjLy$edr>Q{)p4upB(q$;d`D(TQ?P3H6D&RcY>>R!pTC! zYg@gIzT6$855%`KbH){O1J$L>x79qaYHLaOU$!ejzLI1b!R(MdDUKAVUp>xqTTOId z>&LF~Su8o|M=h<`xIC#q;jJWFRdwD#U8Och(%DrSqp&o)fENxmBM8r-SRY}TX|3O& zb0X<#<-88Jz;2B*z0_&pn5mZA;7LpyfkZjzCafNq{0hKSx&`WS$-hy{lm>WZF7q>Lz)99Zll)&h&$#4&*+UZ4Yps9X`34E%(%_D z&12KXnI*kn2E3?oELH#cMAZbPY>u=;-d-l}%9~Z8=4L zb?Df>&@q1#L`U~YwnylYz!UFjw> z2}qVjy-fu!_f)fYu3lX)`+P1_UuG2#bnAV?i*JE;gR6`?vD})tmA%)^w*bWXbL89V zirPfQ4^_6GzFlDurE_W*8We6l&-2O9SaiL7UWB+*y>R0ZMxxoEOpBLeDzYd>+9A*} z@%9G?r&Bkn-%-EKEiA%7(WB(rZRSz)mQ3u4+@in~V}}Z3Cpr>&fx-q;5gYB`Htyn~ z=jp0;b1|&lYma$ww$W*EYzfv6M0q7csPU+%taUV>1}kaQj;It#R`zX?2DpLzbDe)MoRl$~;P8jz+Nx|>Q3O~rF)CwR6C(8I*dDt}03oB!C7kZkR9RIL3t1F6loYG>lgsY|_18-fR& z&I-T~$;^n%SyHL3u{h8(ySHPzzZI=dlEb57_rRxsrXIc6VL>@)>s1mg%OdT3LXCUy zev!EF3*RJp9e?2@5TBLhTzX$Wp{X;CY!rb%T}NfidaF<|jeddm(0}8Szd2v*rN>8f z_Y6x!M{UWYkYa2H#!hnEm7>#)t!YWmT*nfZ_wC2#lh#aYM)SvNR-5yseTwZL^b~nr zP)>FIX25^S+lWSJT{@zbril;`b){k4Mwx70KBHJtKGXXpxCj*J_DnWKFkcUeOK^S* zEERUR6wnLRY>oq8Tw~YXx<_aksLyhcx~(Oj!Wo~w(j~4a_xX%gZ) zUq$)!RtRO`C2^}m`V9P@6-PIPeFT2@C7pIw`G*JBd~&I&RKlS5zV_ZC1>lmeovHrr z%cmmZlfiV$le6!U-VGCFh585e-2x1*{L&;pydjVMhzMpEI(^=uX=LLdu--IXIZ^SY zCV$v-<;`n6RsL74Ykl60)`}ZG>Xo*{ML9x(BrjO8aHl5;&OK-Z}nX~OzdAjEwzC0fLh)MVCH6_c#YVF>}hFmSCC|ScVuLz%ru=(mHZ27 z!`^-qo?Yd1<`&DkL=q?is9n za20KB{9K>1NhJI zvxdP+N7CEm)0GD}=9<}*+>T{)|F>B0ea z(iRtq?f^${TSl+%>NU$b?#Gw*yEEhcb8XK($ywBW>^)#TX611hGyC#9wZbH<2#1J< zyW-IoNb#1H$M!|I*u}X4Di z9m&rTjB2iU)s&MaS0arOQ8Y&Son70&^3%9?^aCkfr*&ym9qnuPoZEBG9-E|D5%*hY z+bdvihUaTv(~om|JFnNxo}!@}`K)~MvqCORW|*u)vcqBHxs8y8u&e>>gteQ+RN1q@ zNb{obu9VH*Ig>W#qKE{3@lw#K@V57=BF($o76!YN3dJo?<1zG)WwI^dxHDIU9XUOv zRhPe?^tdj=yz8Y5=M`Ru%uDn0JNHPcZ4?1gNS;(0uAG19|6%UEf|`o|zQG_}npCAr z@1Rssihwi`5KuYf|>?mm0*%)7HY zyYJ5I#hJ|HA`Hnnzi;`pXVcFT)7!b{jvgIculPpRv)3P8)J(vcb{-che?JO!@%#s(M*7-yotvLW`K1~FPpgT(oCV0aI6Jf=_l3@^7#Cu?#ulLQS$v{ltNq?9 zLO63rtA^e6_u?AthBl&SKGV3M6z4oA7eDyCbIxTeRDa2x<+pUih}R9NB?B9mf$HSm zCQf;G`J;K2+&uQC@zBrpz^};H4m}uk15%MTzAP%htFQ#F-}~#qSTvkW!h6fa-!}c* zc9j>$gXsg{Mqk`pgCG|NUF

^%P$c#W%DMyoCmBQ$mof0F3BmwA|`g6Pq zYD7B+oRO~UzV^H+Za>};jcdz)Nf8j(+L#Nkx)Q;WTHr#Q)*(ZU3kteU-z`>ZB5S6H zUsGH)s62SBfh_t(Rqbapt6e3rjOZ}Ua{YrK^%wydv{$}({YscKaMQfB_C>ogTkm9k zN>2)vW=hO9UyO~dw6-9*{piW?Aw>V2aoY2MQy({ISExqSneK|EFp6Jceeb6w+xNWs z5$K@{sa{USY$Jd!UUXj`#hlSFXp(%(-)qfjX`FF6ReT;m2*1~5@F;3VtBaD9$Nl5e z`}D6n>4V0ATnMhJ-OId>r+Z_}jhas4@28Dg0wgzLTNmrU%(ieocp12BSC|4HbvYw*b>K%<@po`nr@9Emi{cdFEH_Lqbzyx@Lb*Lc~xUZ9DvT@m2=A{h9o^+Z$ zm-nV=Y}sJ3Na>u+GJQ9Tf(c7?fqni?QiJ!7%>Evw%9pTbOMR3n!K5DMXB*%~{a!Hv z^hI|Lxc6~Q_&cm^n{V294|6Vi^OLUVcS+38^XWU{gLacbvl;M-Q&wgu+_ohU|G)#D zUAv`OJAEjg=nyW%`d}MVGtm*ybLrYEf#c`P$!2-o0kF-L1k|0q5A++I&8zU`YZn}5 ziL$HkPXhP)gCd>GCCzZ&)6ZKLeb|hnApF=QK{AF7j)C@zZdAPl08tU{J(evh*)gFX z`&O9r=libQv{iRuK{7y6P0Fxci;nwh`=Q`AsKnko7a52|9sPQ)H++sjO&`t_$n95P z>ib8b<+$FpiEsrqw9~;?i)(#@skO|2C__Hg@%_S-Fv35?{u}@q6)@I_YtZG-T7y$L zeHet^ZsV(}YOuQ6p#6^_u<_5 z0a9!E^@s+;+5QJeH~_Q`Vy=2J2a@3Sg-cqkqSN|?rYqnHH-}h(Zz?0htKRr zlJ@~1M_c88I;8bKg2`Zw*mSgVzbg?y-zJTfXk>LI`Hiz5#uOE%onJhF7*q;&jgU*G z`{`&fKIiyCT6PX6#lNa=!%PG(_NOfPI`mr$)yHc|KgsCP9{B$YAKJrfwmHdu&%@0WKNM81}v!hC38fE zRy^DX@z-@S;=M3(1D^r1scz zO}PPxC3_EJ_9)vqSK>C?*I&F(yIWuXOrcT3H7W7nZy^ZQOIoe?x|0V-dj1~U5my|A z>D--ISMIlHYHh&)sFmT1ezV~;zl*;H1CmF_x!Udo@+IuAQN~kv<<(2-=i{Tm;i-JA zIp1J1QF2}jCc)caCVCU1tQqpU{hOnb;^WHI1K786e1sDzIc#nZ;S<_}>7J4% zq?L0nZD>W2UZyCIie1@O`?it9!e$Rq=cy;e&xmqOlR@mmRYbPjBy1lgMK-`d?HvqH z?*W1#ZKv+1^no#%j-_j_Q$tf+ai$YBBdvy6)G6q-&T_}) zt@$@&j3pN%={yvw(H{${ibV4AHVO#dc5*HLNZ+qT&xHJ z%LBr0pIq@Ng(q%&sRL!_zpJ?0TN9L^9mW4ZXO*9zqKouy$a{&um238n&wkN3mR7s) zG&HCAWxX{J@_Fw7qD-;YfnFKmZtI7ngBhz`OTJ?^zxW=mwtlKw?if-2JXduW{7Cy4 z$~-(El{wsWU0m&nV1Ox3;=!vGM-3RkRr35b0zIiYgx9&3svu5ykbI zR#SApPtaf{2`qwlz0Pmf#)_Oj#U@0jukqL0uP(c){xB6kl&I2OZl`;;=*ri;-1qd( zAVex;eC6zOP737Phv?4*%ufWagGlFhX zt56HCW77ReY(Xz42yo9+rfG+uuLc?>_dO$LB2!>>LsOE4jvWh8gS)6jHrAm>%s~qy*8A*4pZXi|z&Bf>xKAxDO-8|A?ys?bAz>!WhVZ69YCpS7ohaqx z*R>0wb0h|CSf=nQ`PQ1HPAoZfR!A#V_vF4^X462GDsx>64aJ^l!NULfyo>))k@~-Q zPs_>iD@{zNFz%#BnX#P^D?5t5_*4mdf<%mgfslizK&dvm^IuVse*uCmF%?#({U4}7x$9X|-R#le zr^de7#xhaQfVM9OVwqaeKYZ7P2WfvG3%_>_ZM;G>P-m3kOwPxF6a#e&Czk3C%t)Y+ zXpO7%vXWoP^uX}>Fkg$lG|9=#^@{9wo=2poB+(yWX~#ZSvtM*jljqG#hd}{BQ%OrV zzu^rL-GOpz9pMFKj-7Nf>Be(-O_|uaIpgxW-uq9F^Z&*_duuDH!lQ_N22-D`1PBhL ztr2l9?;E?m!;+FM3^2GK+@NwPJFu?7cyf_NYipc^4mLh35G^QbtdX)$Fw*cP zVM{o6XkYWbkYdHIu&R`Pd0-~oqeTGnx484nt{cYggV~aZM2g^e)H|?E&D_I8H#~Ai z*8K%Y$-}^T6Y6fCI*ra(&)V1vt7mxwiguS|KBFhs&1j z)VF-s;T#Qeb|I6yW5Jd*Epx1V0GKu}198y3ovh7Q-ruT_xEhTa7tzy$$LO84=IBkn zWaHz>;Fr;ZsIMF7&ep=BS*0=MwwHeBl^ScA*AlKlrVOVFxM#x`6_N=R<4-X9;DkFDJoDay|}Cf@SMqlUf9qlJ-v z#pNmjUUmt__3_yEGLPEZvOetPBul(w?{|PXVbmx3YCZueuthl&zYouNP`)h<2(bOTu~Td*vG#GCGXy) ztsYB!%6nWGZhgBoXrE*wxP)E5AI=DvyDGm|UN~Pju5FnXrSI`C%C1FfTxi?o)e~$< zethPrG0k<4jXq>7@QZ;CN!QXNQnvX|zU!;-IK1|i2F?U+orl&X86WJOGkN@;#cCj3 zx=xpPFwI^i2xBsw7@+Fs*jJ>hrKC z6{ux(Hya@X@;bW*Xhe1w&N8PUvWDE0Of0JQdjA>)l0c2cb zmF5#(#Y=tSl{aHVs*V>La@A+HgUxTKyp%Ee?EZ7>=kVsq43{b|2)mI{E_&p09O7gb zA8-|A`=(AfTT(LVtfpkgNsP`~I}mwSNFF@4^ta;XHYboO31UzZQz<#Lk(>LizUvWK}g|IE91Hqa)|;i zhI~y6OA=z1nld;72E)4-1>&XnhIu6pNM3^gp6(y0H#Y(eX|e;8^3!tvyf(Sl!Z z{r})1I~3<`2;0hi70%1-#A{PtFq1NsOU845!vtV1V_pJz+__4)C+o{n8ZE7Ln3}M$ z(%Bj=ka&szi3ZcK>Ghv=V;b>Cd`VKhA*bh!>wt3G`aVV}#$k% zHHpOd3w=wt0#(7@q8RTw{9(iNlUBj}#Q**++(xDqkR+8@fvvQ-o0_7E)70>SU(=Km zYi?sq1`?w3=-TN?6Y%n@aoqakU;?jVr}WIM!E)5^Gx}JrXgRkN-WPf*RzE)_b}pht zSapqhFH>{yA6Z#roZjSW*nH!$=Ze=S1f^u+lzVgOt}795!8BB?-RD51?#J|M7(*qI ze&+12p|>`9h-};zSx**0!HoMr5w6+84@SpkC zkfz)@qKtLIYYUgpHZFP(d~C8kPT!>lTo)CaTcsZV#1s|*xc_IiAYdBqJBkWo#{tT6 zqA@HgTH#^Q@HaDSC%HJK)Q5Zr;y1r^`!to3(@*z)nP{&gm;vJ&sjo0jtQabK-smwv z#2uqI0n{zOzvr$Lgg?3*kiKf58c-OB5EIYFcLj>>q9%DGi3Ky1t%lWV$eRI1uXK+3>6N2H!_^D-heX^&fkhf})WHr4+q{P-ENoqA8=@-}gPI1!=G7AGq%mg`AiUz7g4)_O(|q4ul zNo!u>?1Xa4f(?0gMWK&spo()X^V?{4~tDVjo9wN2#SBwke1! z0fqT$>n3X2k=Q5$(gYsO&*<(k5 z-qwkor~9!?eU&3Tv}JbTY71-m^Ld|sva9jT^uE@niD)5x4;OFJ&;T`U>Qvy-va{>&t?hxl+paJn4C2Mdk)u~LN{b%iMQDpf3oY%I zlTF)OqA@&L{q>0tEWF)C<~_wI(E1UpI9J<33rGKV5riY1f(?inaT(Usgi$5a#+DBh zc~Z6W|7fP@6`z~VwGLIFKK}PTB?(P}bkrGeeENpIXjD(zy3lWFj$&^LcZmCZ zE5IEx2qX5v&UbNAogPu|DKY+PcS5sLkX1n&M|JJ?y)US11*tq(2h1f|xncu)iI;92 zB9(#*i%=7%h`$l85;)EcSkgMpLd2lC>waK4OaSxaS7Qw=F4JQ8ti#B#EqMS*UR~_8 zl}w~nDEe*D`P<-#qyxXAT6TrEm=}oDQ?*Dju`M@O_Y+%Y(oNtv$;de*CyYBP?I$I z_vS0ywJMGEZx8clZL5)@yoL_pzl=D!_i|();W7>A^?LGPk<;! z5=&hLui62gXDrdp%d}$+C$7}EQsLV0wV8+S17|DsaW7HKH2Y6cM0zo6oCkUP*tN46 zjSl5Rr~(4_cW}XD%Vm9JC*J40re3f_!q4olM4PR;p!B>B0%3y7lf;d#x+b*ia`sF_ zvUvJ4MPc>3hWYB95(2~qvPu_PiP9FTi5&l!3fB#9<`lYDip(iUktWDYunbo0p%;7o ziGhVN*3sBU^`Ls&Jz^qLU(EXx*+^uEPp#cA8rA%=rhlO7HM?9~*lM608XN*FQ*T4a zrku=YW9RM)N05#tJxw^KPLVl9A zSWTMN7fK<5k!+Wt@$NG!#_asUZ0nzm{F#9X(P!|5baZ+&+(F_~?wuK6AfT+Sz+4zj zZ>FmS8ap){1Wh5i?wJ)HzZzKh+w<9LsUX*PCx{2eg&SR0j=3aFkcPmieZ54bV@Emy3Ep-Slr{LfBiU(;k3@xAM^hYpc^(5By0Cc@jU z9U-Ag0#2FUsq0p9H?%_y5Qwhf->PcQGQ0N~_xa@v`G!`4j9E2TcEH+`W<{gTdF${K zd$}>h83dlJ^cHYT0i$bzJH>qKjj_~4`AQ*ZDi<)FHXj6cZCEA906CQ|2QlCpI<4` zpawvS@*g?M|NBeJ|0QWSV9hy-^T1pUnm30ws-el-)k^M7R!O61R;>LFxJAnQCN;X_ z@44lQAWyF*ntxkZetFjc1@MzX4;l-x()rpSNntKbrBE6SP8S8K+ z$6>Us6N8WYs0Vw?kL>%@e_|IvOvy|dnQ;>XmtN^H?N(^TcUx4>7p7t2MZQhqzx6QQgN;#S4?r%&e*ZxG#Yq6G z;^M#vGi~xc!WtL2mQ}GB$29sf;ehGfP&8e|F2-B+)A1WG!o!r@Go#L`BbWcAelcV| ze*#WFna3z=uVWDr_5sgyeO`FCPb{Rmtn<6L9ebR33^F!@zo5Q1?;8Pa`1<^Q9`Mq4 zbN_DB3U||d(M-XtsFmS|v4TtE;&Ymh@kB#( zWh8>eDBMzGpg*h%n#eiM!ex#k7C5nR)QSa{hrJpWmMF zpBYcg+y+PG9qYjWZ(^Ianrntx8R;0uQs>E`n^C35b4vU-<0zVTlbZ4L$8)uXYJNV# z_tl-)-mYna0!+$H!h?Fj$BxQmz%OnMocX^XOL0&|-l>Phi_!1nDN0>Jzu0T5KGYEG z{@z>q=*VzB2X+r91xR~jIk*}zDNF5-2Wph60?xAre)P|jNJ5AIYQR6irL1FKI>L0W z3~)8*`L3f#cidukuE;E2eT|c9p|{F6qWhwZsKU)jtS?GLb&YXGBU(=meml2Mt{i5L z6&vhFg=7jO0D?`8IfaK%uXF9H>eElnNdnPM1#!u*G6i}C?WTzyY%4?`qMO1m*2mkR zZY;W#D|Z{UxfAWJbo;yR$FD}?3apwsucL!_cfq&$qIcn+^6oV1SfI#Xl#XWtskEQQ z?3aW&+aFVU3@>;>@qC za+hU03(6!}qb9rqqbu_ALk`SmKGwtZ(X0|=IFDEJGD2x6{b{IuTTANrElrlRH*k=n z%W%_klSvL0h?iWSE3$QOBx5`bbE0+3ZqOaCYltJ^im;lr;O2Z`6=2em%bg8bd>M*`NBZY=lQM@svdqP?{a`)Yy7a#*z`yexx$8>^yq? z_YAM5v1kDY=Wbc})<4tn6K6I3ZpvemAk>=R{O}L?IDt$7)Pr$@T$--%SIbhJMt5pN zDUjR)xsr#`Vcsh@MjTKH`@;3Dl=Wsj|Liw>bIBiH-mIq)t)P}Ag>Enne6X0=?zsMF zYe5rw!!>=M!zw&uUCe)AWGQeo!1t)g6s&+I(HiykNABNzC(46|e=jOd<%haXE8m``r=MN2s0U1*D2m*WPhdIw5RAYdp`pN~ z_aplU+Nzf=QKIwBPkdT*G8i>SKxn zA^txx33R@MH)K;tM0kzE^qJYwp%};UyojiqZdsky>j+`3H*(Y&>zNlcj6h6~kL!Q- z6}ele-d2O;`EJBw)8&^isvgvJ*3Y}#?_EwPQcfHMc#TgcM~o*ej(=n`F4@hZPLy`@ zJ3RoM3Cwq~k3;!7MS-T=H*G86K-(_!m$j9=p9@#CL%a}kg6MPMWB>Wd&(9U=9KVca zSpL^~>^93`v;A5Xu*@@_d3U847E9ydCPcI!$578ktp`#R;ao%Yp>E^NFk^^F1FHxdX1j@3k0R_6HA(BJwjFZu3y}Ma?BUAKrig)yhyar674sbzL2tJl=8p%8j|P*%rl3HWRe5(RM4F@7<8?Dk;u(GXF^j z)17w6X<|Poy}O)#{(1Oz?qK%88+l<0kUOEQ)T>UVI|>A}3N#0C68}It-%9wZqGCEr zl7oifY+e&FLHDpGy)>NQr5$A^JgbP4f8Y5PckY%_BC1a|_3u3C;kv>)k%`llG|si} zoGFOA6D!xJ2p>4%uL>x!D6U|yH0Y(2s^g-d)K2Hp*b*Sx26@(qUpI6z?RAm^{$E!b zFu4Z5cKg+{ zvA!XLp2pGaJAu@i2y?gg#@)2eW^?=*{$`4?yF=9X`+adE>o zd(^1U&&7FOpgK3%*KEq!`I_be%(Dqru|QC_vwo8}@Wajn#%v2r4!!0j;io!T%j{o` z9Nc(|cjcMa270V`)LrCnOHCC$Dcb&zf!l`MTa>-)0BS2x46r>WNk8WVh7>3Bzy$A! z2EU!n!_(#LcTsqiA|$fcL$=6?v3>oaF7KbR`+%ckN+`}`09C&oj2Ed2>dU*+AZDUE zb>zt^=Gr$#6*k+daK}$BorJqwgQ0j98DR6~hkleb?c{&r1&BUl&gRMr7f{PP)>L(^ z)7w8ntPc2(Ct*Xw%o^Q1Jhd`l`_X0zblzX;hiy7-kVB=j81S^f3`>ug#+1$`Gvrmy zi?4PH)gIbTRXeS{mMZq8i&naKM7S6AsjvN$WWMEQ-W{$MWz5y1~)%1GJ zrp6H8uzGdY1Huo6+RQsCd#@P^k^9K2WO%vM*42LA3i6tQvmOw5c|4AEQoRfl~1s?a1q+{KwN!*oGw)sv#etxF$Une^S>c9(1q%n75! zNJQXuuOK&5{%JKu=DX=>a^^3*2e3qCWC4sTuUUmDY;OG?Cy|Oij?)>mzK`Q_y|Tw? zcDaw1_`3EOGi9cQQ4-ZT(OX$;c?Pq6Qolk!02%6$P|C$L2wKluYKa+B_Fz6m9dHs?tVI)r=$}`e@4g9K3qnY`OOb_9maU~bu?RW@! z=Y|*;VFtwNvD1VrD6b+&QBJo8`;WsZoQQ99nEX?BVCeSkz!AA$>^8;GgWv7=c+| zJCDOubRi`^!4xUeF8LGQH#H^ciaZ}>IVH|Y!2zy6mihG{v4{@E3FY$RoWOsKkNE zkv{bCQ0TlUIpeWX81Te^4_LAKXui1|tlmYB2TpT97Wpp0w&W+vl#bw=a7Zwwf=0gh zgx%+d%{Pr-4?GI6!c+5W%?E9mTvX5bhlTF-jwgn-SlNvCSvKwAWU1eNB=h~%`F6c> zEcyC8C74)ZAA(uz@mKE4i*GhoVxD?m?ODS%2CQ?4pG%a~x|Td} zzjN2E!t}FUx=D*^?2F5p50AH3>Nc>(G1Qf+hcq2Ma`O2vs0 z)W=FLxTH#b!D*l0_F)uY%@UeGI<`+b8`zfoR4&DhOc`GP0eKXw2fpe zav*3+!^>Vz9i}d_bw8_ZzVfCm1h6{S-zyor)7aR$cteAy2E3~RALNQm+RtV^*R}3G zli34s%y*m^%I(t%xySu+sWZm&cbhPlIycoqfKk@vEqC~B{7)=(4ogt4`5Xc;Tmg@+ zU9-MS2mfjhL|1&N@)|8eVp>|8;_r<@-46*;Cv!|cwkTXB9CWNnP~o*FgYHL@{Bhv8V~KN_cL-a?Zu98C)XZI6D){o-yNZJKa zO*CDK{G(dUfX{7*glW^v`-Y7x1@o{(&fntU;SQ#_H)--{oPm1A!u81wFk5jK9o}$8of_c~ zs`03aK!~2HPb7YzEmnO0t++?*dZRmn?OXc{u!Yav*2EIug!s9Z=mtQ`oai+8jI~Cq zDJq1F;x*(MPa^hnFcNF0oXpCOMfzk;w^pY6hKrF4fvHrD9c^Z+Ka+anqFUPCmJ(rT zK*p|JZEbnfPT)q(-Z;h0ysjI%mRvE4pD90eq|<&5^A$SOX$*! zUi#m3ihyUiOLKsC&d{aYxg8b?NKTdCp(2!cu+;hUnW+~Ml}8e;)uuwp8j(_M9H3#| z`FzI}o++3*{cw@9w|}-z@`;5hr4p zw9%kr0Dvhh zMF=EU9ItNX>9#8a7_)qS(W^~^_pDSUzU)Y8KsHWlU`iACRL+ zeJoaUVe8;KOZ_AWZ-JR47W?RX<4mTT_CJ$J>^**X%pR{ybRc9An!85c9l-O$3&4*_ z7XtmLxJ%8R1CMSN(TgUL3S5?1j9&QMmQ~dzqeGgdLvVSAKJ$Gq?hYm@)w$jIg9l5! zVol^H1&NY2UK?)xu&^sLoL%?IBV6s3B5JJg&*jp*lJsM*gT6HEk|bV}RA)eYX5 zoRR_>^RlZqdo0o%EI2Ucs5g!}Y&FMY@EmXhCa%uAyO8f2Zl64JKu941rHa4zkbUe< zOlraG2Po|*n#sI03xM;;4pQ@eR?-qKnfrXIlx8ei?k}9j7HH0{JrHu8XXif%C z&PX^J7lt#o(dzc}6V)wLw%eB*A>;JvhAdG`%)R@O#@4_ujiuW!$~w(95~(d4;i$j-ze zR_}&O*F>V|?q7e!tE}xw(CqlQ%O+svRhz$?=GeUTIA2gLz24})SMB@i64;{HOAzm& z*p)!ILGyV$#aaymBuIAV?2%WTiS=xeMc1%Gk|y=ED_0a3h)Dedi6n^k*Xa}zkV>WH zw(c$3@@BRLLjUgV6z5F*Di;|?I8+H(0%f>cpL9owcV0|EyT)mb+&-Xu!IF9XN3!TQ zTP{%T-w)c`_a|S?=0ur5j3xmLLQMhQhpIPDL6hOtN)~++tbf7e(DJ$KroT?h)}tv( z65qV3+01xzq8u~oHNk6>tapa$LQv?G;YfC;o-A{75{2su=ueBUto-7N)u7XQb&#YQ z60FG?Rim1p{QL>rc=2%OH?;ZM2X(XyfEW+|OWglouZ&(goCk`syAucWNI$H!bzsGQ znnJ9L#(r<9QX@K#24Jtq@Q|@sHU3r)B=$G{eRw`h2>6+kvk`H=iO|!AX zHD38)1+Apz^$Ls#JAL9E|9_y!MlkvAjR1xM7p*2+<+K)OR#jD9$U`OYSxwX>pbjci zQg}0L4Z;leP-y}z`L!AR!*9;+8I2TG0xy$AuI63O!YxA6-Pbqem3=}&tS8h(L`;3= zwm-v&ud`qeuO98t{kfr?kwNXNw!N8Z6jQH;Rta^j#ppLqsD1i z_@0dgyqGL(p|rKQYFU*eh&@=+a7&t=D{DIxVUvr2J8)9qM$uw}u@Vk5`E8wbP19#j zL;`}Fka6vF4c`Za55yXtB&()UKYAZ8G7AFS@<0ccr*K-Bh-{c_BWIL!#N=AaNcu~Q zKR?O-5;_GgstmI^bm*_4SaCl6NA8(SZN+;M&;*09bJzDi6)MY|c zip{OrU zcbvRi(=vRhZt}eDrBPJ)0C12WW#yy$m$M@QX5JJi>ox1US4KlC;?wPXn5N}=iFmKK z4V|wEnsz<}-JE_O_inu(!SgK#vMk)58CW_0eMK865nYu@dP5WgRdL-GrKE(9_Cj>Z zZFDHLiL}|A>7)r>zp?>6zU?8t$;12Bj;FM!I-rm94oqrI*GPZbD+jJSb;hpp(cIi> znb&=ZuKTIFfY>l${8n7A-8f9>O2To466+cbgrnn{`>_yf{ujf#b4by>`NJ!SMadT zQD-HbcMnH=-B}TulxPUF9--3F=?ptKtP+2z;Gxk=8Cz0%e?G+gre}p{8c!3j3K0t! zFb=xaDsItx2QpQaAHG|T+EaDN$vRJ&VavRfOw4}yq`ohR{$@yt2&V}gOO}9}T;@Q> z8kH@xxF`4yIBV3NCPg6a6IIqQU+v7v+>f;@GG9uZssxD=VqG3aNFNTqt%MM&MN&W0 zyfMFbf+xmWH?B>@1>M5>#ERoZ@^J{wSp`kU1YV?l5mH;STz2q@%7zGg2|Eo*o3RZ5 z_L1^t%FP%zh5Ll#<%)31D$}RBbUi4YDQTSX%G}88Ep8q zAjw7anpa1_-ZGh|RyL)4v4HF+J#U)+y_yS20seP^?mVJ~GBE|QBEP%zVSw=2Ps9>s zedht?JRRLpFbI?_2m*m_b=-<(N{5sx8tQ*F$%ehdF&E<9r=ilzKIZfL(xZOH9!>?$ zB$M{3>~Eu%N|&BL77-@{orL!LD>6_$VYcS{MG~>LXT=Y>8nd^F8G&>d%$aR-)I9(_ z9ApO;$nYK%4U8R=k8|yri?c1@o9&-5F1irqcQQAAb^7$DYR%IJq_py^3hw@HmkG$^jtF4gxX<#YDyJ3^)JbcB1Gu~V6XzpnPXt=H0-H9Qbzq4N5 z9=jFHwAA|5Rqzh=(v<_7N#~@dj(-qqU~gLoz?k+?&>w);6-TUJOY|DEpkmtXJ!m2v z;t#u1jA>gfHMHa3**~@V#YVMoZckxV%J;nVsmfvtT_5L{&|kiUs}Y}W*m16=ll!99mx?Ymv*Fn3KYc-&dyS4a&FQUiiZjTP%%d0u| ze%Lgb%|qJ6VkJu`x~SzkLt5zOfm~lVTA4u&odT*eHM&W;k^y!%6N7WZ6)qwjV&G=jfw| z3~N^6YDc~gtEgwKES6ZgeySM2s$%o>-)>-ADej=Q=2n# zrr^7(pA=X>JSYKG(-88aJMyEA!SlKQK)z{NaAT!F`0tYLbU0PY+U!j;I#8#J3HuqK zPYo1ZRam=+y?spwD9@fAc59KcQJP^n_r2Ei868`hvfyY5rZ1-fYZYqJ=FRE6>8to= z!w34A>TCoTPj6T*GPm(YSi)W4MFm9u;47lm!t`@%%$FBtbgsR@oF$L?11XAveg;uvP(6Wa zYd0bMRbO`=XV>YMqRhZ@=V7PGDccJ35Dm(+|$8#PSD|p(Rgim|xiIX>+txsbEO;W|XD{B4KJZ zzU2oEe@{mtafZGp4wS=nMs$NL5?@9@k`KhsCX_kA2 z53{=n@iEdC_+2ErckY;PD4R~e_YSG|%j6Nt`bhoB9vs|nam~%2vFb)lv zl-96d^7cCld`0?$1hD++Xw==oO5aqEa(({NYJo(6#fh{-R!4&jzkUGSUp1+p)GGKH zM1coQDiLdzcYlSjoGqsnxbbbwWj0Lo}(N8Dc)tR=R=?M%;+!CUDrk;e9BtIH7qIABO- zEElbvbH%YrZKXTsb;uo`=6N^2OrI}p9Ht*N%HN3`|E;d7O zPvO`aUlCAXCfsjNUFI$zTPqx9n$#5f-7eTYa91J zfYn3_uT+CB)6J&`$bH%G!tU;5)yL7$ro+C}28B_59HTwNqh{BKgAYr55!IL_c)H{D z*Tv2vE8y)r`*>p0J_D+seTf-w`~(Qu_$Kz{S1k~s7o3##bM0mVq3_zSAf}zwrbjDN zl1Cyf1zPXrq=RfDn+&lNleURZ%W=OL4XRq~M@AZ1moIYk#d2G8f zH+-y#7(4fyV(A68j_C{5@>uqL0_}57hj|wM%#O0VB4qkF3m!W##oPqI;_8Sv(0s|m ziTWePJzMrUWfUZ7-oK5MdCSlK1PAhyu9cNETX&1S$ zEbdZlf`^*rqcSB%!$M0mle(3$E8PraFjXuEU@dhA0B64HMhz`~hq{+8vwV-nN=9@2 z3ai+=J!F5Ai4*E{xdwoty#^fPy(%}KMdY|y(Su_5lD_4tuxECnjJ6KVQ#i8I)|HnS z%T7ogQ^fo6uxeFnbZMew=xx6=Rl?uvn^=x+6dgexyO|4wiLsA8nmiPG?HE4FmSC@U zGe$uEufawd1e2VIx{1OFU+3CifA=8R7d^mvb!}>bp=+<@x?lgZvsY@`6d}9O2dnQJ zKWdKooe0(s8_8>+3W?M3Bl_eO;BXSo2C3|B8p z^j&I&mWY&yW|H;Y5gn}Fx(hI&a|K2F^DARRdoI*PH`01}Z0_5qXnL7+-`NeP^XHyT zbwloQv^bp_YGrINK$V^;@bNvV0)62E~WVa=wjy?P_A=WtuRjYdzSYA?J1mk-%MM7MY|a;%_6ly$Ty=VwGJ4=ST|-b{ipust^7_cr~%eT7N=ZV10&93 zCJs7oyW3J>iOFSwV?79?7Ms15Q;u(+P#0%R-aVjrWFPPN)e-UUKa%rr_}u((zcyK>Q zm1_$!rXI6KC$|0~)jr;|>aGwAOEoE>Mx`bqV_=|@tuG9KrLcx^paDO7fM;PxGDeG( zDC9Qh?~mNH=nr+fd0anoD)0T7hPlt${=-rlC(Fy6&1W`N@uvaiR}Enao-oKv7{kfp zCFJpS{^|d|3Uz^qdMyrX?Ceh@dMv0w1?iDmMDVs7;DA)?-5OdDx%Efuo?vi2%=_v- z!461(IP|_!Z(F`QzRuWDBAqaYbGY|c#{buEpX2hxuJmqx3dq4ryPfhvg%m2`b`95T zIo+V#dffWci2j!7aDrCBUakUA{N1p2&qS;D2v5y)%9l?L?S$)*3EeexB!5q(JQ9dJ ze?JK@8+7TjpRNF6;v%1yfmp-uI;1PGFE|vS-t609j2Hj3w5tq5$k8 zP|2C0Cv_Sw@16fEO=eB{{)o1)uSbRc{=IwuIMzO$qnJQ%R_0fFb2(?MtjF8vN?qr2 zg`f=jva%lE4ZT^B)nts=EZQO6mp8n7L+WQry7QO__wg{X~*B9D@Xj3 zemxvz%<81_l3}Md|FqNO8I<|Yf=I);&!a0*=NQmeN8QzyK3%n|wprD~Jly(oyc_n* zlUD3&&4Di~?p>i{1+&EzVj64H3{VW|wcrB*<=MI9kwekg0W!QASuF#lzi?XafybFQSNI!{71I z&#{?}keh2ZuV0rZLRc4I4LJef@3Tz$yjR%rf8Y#;Tx*7=%Q{|X9JGo}4Aj%P^!`SfxrGf4%z1&`{Y{@ZVh7c{Y+5XXn zlO;nDkut9nDqGe&qq>qAS%*QZ{@8$cm`-VDIX(N!TB6TE&`5xX5Q~_QYn-Z8?$C z>$CL+MlE1UVl|CcWxQ5;)loeomeY&w2+g;UJKj(TndN{;^Os=~Dhr0J%+aTDBqOjR zOb(3^7TgJxu@CU_ILHf6;pe%1u3@Z@Ig`E2%1KT8I=o3|HkW~D$c@${N@beR5aigU zC0$*C&uM8}Z7*2hbcCfJofTde%3_9t#-5I-YncHKqRB^+v*&+*|L~EH;rm<$D>c~t z`o?8y%{kB{$6xLFlS}@!4%ILHDfp7}R(!T&1wP#fZ&HGP)-__gh31s0hcco+xhQB& z4;jxpI!m(O&gni%NO|?e|BNLVJbp>3kH5yOun>emOqyzLr9ej2^Q(i?E929hdEUb6 zI@y4}K_kscib>DQ#=0pL{j-6xrU$Te*H+n5Pi` zcWyDX6(_I`jtb*)LrY&K%yG=M9PC00c7xwgtR0zTM6Fiqs=r6cJ4QaIb^v~#t2GAp z&Nc8tH-`2_Amjyhxz-bN?OEwKeQ5IZ2cRP!&pRg~)JV|tq=VMS6uNI=CTrL9W9xYb zM>q$gC;cz*9tgIT=#?I`sqzL(ztdsHgh4?O!FN$w{Uj=+f~l4$_Aq5U{mS_+UY@)| za`HQSuy(bla`)no4`NL!U7WDRLj{$oW3pUx;VrI7$thbT)|ey z?Sk(thfS)lhs|?Ge>Cspm&!7j(3CxqHmmOIJ2&uRxfaxQBGLUW6gP6h41RytcqR@A zvWff0(%T_BrOiQH<|d-nr1m|zyY?|n5UIq64_M9Rpzn?(rTA$i-iXk@U6OP-R0fjT zCoSrc)G*X(VX`lDmT2WH=lgefoTvUFmBBjGbS&Ab7|ZJ}t|QnRZBY@8XBP+J#T|KZ zsIv>N;HdbkkU%npKBdXr)r)eJletT2e$)^sC0b8J*nwmZs5Yr!+ zMa`7*lDH|V3HP`9XFt@_hc|7|V~Roc?YE75&hFFQ2wT53cwCD>mvJJvPA(d}rWd72 zCKrqRCIejyF(^(G3z5h`3d&bmFov5CITTq?%Y@&&vwX+OA9+$Ub%Z+em)Ki*b9mee zz>ZEkqOZVsUAS?gE>t#43D9e;Q}4_d4pN<>$q)gy?HYg=OE6+4wD=AE#4If zHJk#J5aTbsXi!w!158dxC%U28Q)V=oAIU1}#~>5Xraz&Nai%#5@_H3Bsu+=+NxT=x z(R~?x5RFZNN#J;M6|v^sC`Px&;KaX?5-rV$Sqdqod`C)!+fY?Nu)|8t|Fy%rtut`J zWTp>cjunK*Gta&&%TP!eS$H`%ydaB}-DLVf!j(@axNb>7eIwCAI=D!=Iyy9d%SZ@hV9`dx*$$kYaq6nF@Z zegy;YFwmwv#f`>{D}iN(UyLTb7W-umd=@%sq0DD~(!5UZNOec=LJ&B)aDwPMLmY~O zV1SWJutaqV@a(jFYPkG;r}WXK=YCP04BtlP6rt(QtJjrxUqy#G9+YgtJK@=2H>5@w z5E-j@C_oZ8I<_Vk?kmUYHepN$ER3)nFfEA(C_fK=GGNw1OT@!`06prbc{7x9tYf8>207;9mk{?j5(Qqo2+E^&LP5 z%2XuQ1#M8gj=4!j!g+@z;goG1)!5$yH~^jqe9T0z#Q2VgVPM{cdvtW0le%l@JE#zq zNuSM1-K`xBgm{s@)xU!ONQ#8aJLRyb!7nYz{h+A-NNP)B4sN$%8Dd}ppdLECF-ZLs zYtizzz59vh`u(G~S#Of%3@71tPsh;vzbmn)AY_>bd1?@hL$KUy(Ql>cSdNHet4wSF&< zf3LFwVEoEbOP_(l^O%HURst2fmhTuDTOuZ4z2WHB{K{>1>V1)&&Rkt-OQcGAuUwXw zzrZ`e*zSOiCAodncFF13>!}XyKabbx7`nB^|5yB07~7f=2i3bC*|nvb`#h}a6)yeF zv32|>{Jujo+ItjDoa5*3z~@&G)FQfwQc&*Qm|8l~119c0b_a4?bBcJzhn#~UHL@eV z`mMbB#@JI-!sT4&(ak`5;#^OMNLFt!JSGA0vdgb(YSlSNwkTCWSeN8`n(o?L#SsAp z;+;T#C|*LKR|L%Fiu5OPOdfnU3FUG|aCup--5y(hP*-zit7znYFbD6n{f{K<{i)GE zx!#52|1C<>5oc|AarrYI1TA2Y%(TxhIN^-ob9opwsnjyXt?=L^exN$>kH(E=SvBh< z$V3MR!En6eZXm}K95iY>ZC!u5K#mC^%o?Y|_QqGUOzI9f|3~v-R83xAUbHyiKCBBX z>`=iT&5Piy_TUiiPuf-%G(2yvbPxZ?Q_{CyzF|V_!B=wtvFbk(K#Xw-fyfA3R!vtP z_}M&NvO+IP4U(i?1|+mZWYB(8*#03HcRT2@hVN6;NwZ!5I8BMe0*vzgE)rI{kzP2410`U$|uOr!bC9(pS}EyS@7Qt1Sge3WWue|dBfgB z`zHJVrv0__`oLuE3-)BaAsWXSSUfs9{GtXY5V^&EiHb%F(u8?LxhD7QvDtYayS%kQmXrgbx6lfe5yZ!~JV` z_hpjNV{vr9+m#e?0&&#Kz)LXUE{PzRKyKmN>lS=7gwpsVB`R*e;QcM~&nmdK>iI7& zO0jm;9)Y^i*pk53-dx@ZB_qe)%dC&~QK4ZnT(_O8Enc?JrRi4)v)*jzxfhAhEBG3~Cq94&rt3b^jL ziTC!@fosYmjAH>GVrrvqB%t3IKJ{u&=(S3>Pk=_5p@N1ylk|fi&S4i;HQCpwza=M| z!1tyVOcYB?Mv1f%k%VNVHb2mtKg1WUwhQ!zad+4lKAfqT-J0BdS-AmyCCDb6PyUAS zL1kRW1Hk?Y3H*=5XgZ7(5AV$U)=`qbV69!k<-PU#_gpQhr+VnlCW)8iFJAtPvokkS zNd-3#M-E@WxZwQ!|4*I>Y1R+CmF}!u#gW|U7oLSy_?hCOl}MT%ai1v_|LUKoJwm@Q zO(aN2r0@5)PvQ{~=zJT?!HrDiwnjH0&oqe)1Km?$O#$~>-grq0UHX#z7peE@zyBXR z@Bf48{r~t|+8F#QgAjM2l47l%AZ5s0O*YOfITLtvcpI1310t)lVX&HlsX12eTv%4* zW`&COeVaY8`ts%Ts@@}}suZ%@;?nJu)>zVg@uzhv4&&%9Pd!5Q@tlkG^`c|NLxfgN zR<=x0WO=~NTjAA`E`L%K6J}Q5DH`7Ag?8oLT*3=?6)%_~met2%W7|j%nZFOS&fmQk0F%Y*6X6SB<23 zSrx&ut|NSHs0Y3fK%ixb!M|7yIihk4F4}7JzPTN%Jp4}?z@gj0iu}9!Z@HwUKC14c zCeu)5q*h)uc}#Zef4(!1)bi>Y^=MsAC;Jq=eAe<#T?3L}1T;tBV(x^MR39H===oTg zta$#*DXH1cuUz*J;}m`FHiib(vx3KR2Zu-BMqy>2GanN^bLUhFJ-%7^nDV{hEgc`m zSB{b-OZ1o#k_YsO_Fm^lY#DV>uUu>ClppeP7v@QnRo{)cyKEk6TvRuN?DS2yxV{`J z7*|mMsb^QN-Y+Un)Okm3KLW^0pPg0B`AdE7vngxQ7|l+wm`oi)C+J^!SLg?qI^i67S*2Kuv*OwF&@9%)3m3~sm z6wg0 zJ8$XI!y1y%`*!XIzQbx2rn82x`RC;u*b|?~s@pk|u{nJf%5)&%O$&M9h)^?sr`~e; zbKo15$LYQi2tMzb-?02{`K7(80F2&kE>i{l(Ltjuu#%Cl)9L=IfHnW=W^?SPR7pnl zly=JZ-;xitH zUd+^$t8p$@)q|2{s^csO5+v}}<@9>nKk7Tfp8D3$Ahz6$l7&G(A3tG|)JJg^ zpY!gMR?4lq!~xlFlwAVYtiY&cE!in+c!L}F-H+w7W+GwRV~)d5_hUKj$XBXd+?+Xp zg*_{>iQt^6ofcSyhE`&&(gv5|!@>c*hl@VR!O29XB`G)X!Gcy%qvOGD!aCRP9NWp< zq3YF3K!5PYQAXwG{W7!ci&!%I=y6D8r8tUI-y#QfB?q5A#D<0lE;U+F*PvbD@2 zeWlz0XbIXaxb}u~eRV73bHVm|5sApAer(*V=B?uL+rh82babm`5_B*7(Ab`Z^{Yox zVtr>^yxiC&$~E%@qBwCPOdXq){sSEd=?bG{H?g@_$H9Tf>A}TTaeeVHk@W7$6m619 zda<5-$hL<1xWd}T^1nn*74E&jzRiQW)?L4J4`$!wkl3t2&jP+%nWGFhim!qa%WV9$ zhF?thUb~CNn^Xh&PtP9OJgkub=~5&g*nr+bs}{Uox4nmD3?yIWXdg8`0ZKG9_&gr) z>Fi^Y>GzSVS9JbUrmc-rvTS~Nwe{_bzu8EZm>BqjQRLpo>-YAEw+T;i;BHied9GY5 zb~ekW(n9=;b|QT_(dwrMc@$J!;mQ2-pH*JYWLi5rE1slcXq&Oe^%LdNqRa~xRtp0h zu7UZl?wt&M z7Q#N5L%FniTkr*I99>^xVOAw$t6FBR2p^aHy)6UG{cNfesyVv(@NG^^qEBA6Y<@sl z*pL7%unkqx(Uzx|WKii<1r|r^Gn%}aMEW{_UbvQMyKuj*N&RO-n#N$f=LyG*f&F#ojPu*8(`v%p`sn!EX zxmo0P z|Gh&Sr|ljfW>eti5y1sG&_$DeLY&dje*`R{HB>jEhpj*BPBnsl=?0DktE>KzUNCIl zeSedL^u5NdvVg)rD?=j9wT-#=TXlwkB4J9z7fI6^y_VIF`q(0!W$9GXtr36ttnc{b zndcM3*saNKsWGT&E%hcf+ z>h6}5*}I2T@%--jXlgFf*bm_8*^ze5B%KPQ8=8uQZp2e;gcoW$g(%j)a@u2o3QGXqzmg@ z&2GG5Y{wdh9#O;eaKMiJJ7cbu9d4D3Q03(F#GH5_7Ilk-Gxg~lzy2{^{GJ&ZpAlUV z{I-neRsaOkF3MWEn`!^#P|&KF>U4Lq++x>1I7Gt|{lH`FeV;@Ijbrg!H6+cXGO%`1 zm-Q>u1bO-|jL~}kt?s4YNaDo;G_qs$_wQDg;S)wXl7;s$LdCB&ZQ7OV2D z2Ids>u4bPD%k#0Op)r0WrSL%(Ea7fh`iHM6-r+&?{WU6ycIdc0ilIL%rH57pxBh(# zrs(s=PY2ivOddfC+MA|4#oJ;c_NejKIxdJti z;l62?D-N{qeZ$nvzV09azxyO#X_M+_VCsOWXdN2OFECpls_7bB{Ij^*&&QE=*=7Ds z+TC8VRTnSdVUZ*8ckY2d3cP=&P6MHVsAg9ju6-!>JXUgLZ4LhFr@d8fJ_@eQXkSjp z9jz}XtJIc3RA#xOK2>Q~1YgL0I1u)yX^p&@oy1By63V0ZsBh}oZ;49Pb%sP_2QN$o z2u84nI0lKOx?j{h{;^bFu5Ef_^yvrQa8_RL!P9bRw5=kJ18AG(|0B`GX{w|E{HTuG z+~=Ps{}pA;bhS3gF}1%v7Vz3&jf zcGUX7aqp~t6yf6MZLNnPK}9iR3jnzJPidJ!gszkjn4$l` zmnYZKGHj9SIWEt!7a#pRjSU;>T03eRg4Uym8w{##K^iTQT5q@1lFj)sh<?%xwNlB%?Y?mH3f>ixCS;s&vq zz*;G_USwUUfDkjZvANb`|YJh6zu!FT=a#_EzR9-q zvU<4X`+G`Li}wUqGKaWMTyF=;2jlqwCKKf8ge(s^*l3R*`B2FFG35sRY~SRAfl<9D zy})qj+1NV6d+9bEsHa$-- zZ+PVT#X$)W-}Ex;c}rF6Eb$KP!Q4jUlovfR#El_$XRJg2TgIz`#>S7;od4R|-f)bB zWPMZ$xX!H`0~9}cO+}22OAmr~*{S|0hHj{;TJp>93!bDcg=UbiozK(00KVI@ABVmT4+_^>m;6(ZJ`m}b`T#r|^{x{?QfQX#kmK#OTCAB$dF8RG?46ruIRbN{;kds6`D+h zX7wn|=C?>nA^SKNnIu_#_TtZbzpPnOhXWhej(VUGC?+7T?HKKkJG%zXFu69v)m^0B z17F#S;|dqhCnhJ;5iVU)D=zZ%2pidIEWF<=k3$oLOMcKWA%yd|RNv_k$Nrw1gwm@l?fYOrNKif|vb@!ol zbqiwMJu~C;?XDkG93%}sI+mjQ@V=Fz3ZjFh#-$Y&wIA{yN$LPh?79#za^_0l;U$4S z>-^;%GDeRnW7-7P;`OCV+L8x-l)U?}1$PpMs+g*W@+mbDTgn3H%d|&>{Yd~1a7O#wx>l2_*2J|mmiE)_t zT9C405Y!F1$1$l^-H33beY}3$*p^aIsiOW@l45iJEu>|p_fwf{*j~B+ zWO&n2iqAs3KR@eubd;uiq3c>e3wP*OmGB_#(=Uv&>wmow+iei6PuB{gpME`^*W}-j zA8U+d4}L6KC4Ni4a7=xmCJxYNpx^W`(-;uoH7o$_=-|EoBZ>69_>V+tf4qYi90=?H z7`H=8c=LwNe@-n1IfKDP4LB@rg!J^An(-hCIQ{U6CU|Dyj$B3f67 zS~k%ihP6yP@Crf9>2WR8(9S@6N(ktkz<>gJd#_ zdJhX56KTh22BEyWBB{|2IiatlI(Payd~o7Gj1xL+VVN5HTU}ZnAAHo=lCjyB$wwTM z#w}WvKAHI2`Iay0zy)!|-r+e%@=BTMOPvQeUqtlvilRuB2TX)Quz0mbkZujtt_44o~C1C^cGmePbb2 zp%~wL%^x(XF*gp})`0mB#0hf)g6;xYy6(E&ShqELcK97M( z__M&y&HtGyBS9?M^29N;KzO+?if;FEI&I$Q=b(4l@7eRdS=Y^1v5_6S0iS;jlcVW_ z`tC@bsGMKGZ`8TT;lfk^eb5Kqa1lXJ%_s0+*}B~1t-4F_1v=Hq2h|Oyb!o@9l_XiV zB=__s6~C@E9|m6;PNUpWQNbLYUo?Og)jiYH=tp1$KiX4$X#I%<2OaIgqa&0nZA|am zcf(%=o&#e}9>P<6J2&Q~I}=jbcGFM>4Is1*Yvgy($lbcNf=N}z>P2Z z=B&V{jywJ%!9GQ_$!uN{{TIf@F(3~xlBYMySJet_)+FN z&Pn~}M647h>OsHwYzyimKMOXm2g>mWkX1V`dGOMBA1l;^SA}yD#C%$&E$5@5*B|uS z!-S%&+b`FnO97bQX9WeuQ5!}}}??K3^IM=br!Gy%6_cq81n*aL zN@s-Gj$rWg&po2y+0;>E{)tQ_a#b!;fCuHa08B7jl4F&S^zk(98qaE`{>s@mP)voC z9uEED8{HBoD`R=@eR>go2;;cAw?n**bN*Seo6CrW#@P1#6YOYn3LnB?sP@VaBXuR4 zOg`i+*Z09x@%A{M&J_-#EWXtQ+xStL4%E-VUcna^80FE;diS&cV9OM(MUdcI1-*NN zrvi}x0GI&&f$#2Z0nDF?;@$q|7jNfxFLe`(thG+r&#QtGxX`Z)_#Kr>zOUZ2=Fagw z1!Lh4i`SO(W>>IbC&d7o9~6b+#mx8u5vH{dabKTz-Mntd@z1&~oGwWgDNb6|o!g{* zEbv|#0@QvSy=EOksJ51Ny!d*B<&n|!_huQ9Fy3kHIqB#63|K4ud`IE$8DQ9TACT70 z@EUB4Ipi>kHgPr1;ucyE86}mh+$)S6gYmi)1(|n)KB9>z>kgQf_R%tO(5 z-L}j%u5V5LpEd?ro%pyPeoNSPXe2+R7|ZrT3CQhx_O@(>gxSJpuebzg!Wk8=$4MY zzA4PL27CY=43r&Dxq4V%T!Zi`TaUhae0^-WsOkT1*+_9{FHIrybtmk`%M_BeCV}|^ z473LvNmRf`2CRjGy8EBuqS{qDCU=9s)(koyvbt6s1irlYPZ9NY|H3_^84(ItT=V`V zDi!!Gg${!7ln6p7)~T`6I0102ihv(As^}8s=mJy6_3eYUKI(Y}4u7SvcrM}3OL^%? zY10wk3Bo>4W(XYgu#fnKSe(Qwj-ITz&1n{BSjUVFP;*8EZlrYcnopzZO1czr!>d_w zZG1Gn6a}H~VB@CGDOI+*k5UX$sCnMJQsa{vB8r6#UN*+V-|&GjGf|cC>r3)7^%_RO zK~&=ANe`r+O?rxWrF6We#k81kDIIy{tzKM*dHPdS0-+zF3t@R8SJ`1=)4nTF%bfU= ztNU*1FHIrrsY_OFGQtCn(3+AAkuTKfVuP9Py8;S5*}FCjzXay{JC{Z9qWOEvDpN9T zK5HlzAZ#S5c8$*IX75bTB*VR+cl-|e^JAIS8Pp%@Zk>I^YvnJ&xIlDg5{N6EJOlMt zfBZ$a%#3Q(yjnk}&7Y|u7!JB-;t%08xD9@8g>afK2AMQ2t`gUAQ6&nvZ z{-t>G6gZ;z*fY{vP8)|Vu1+0h<}ZnvSM_QP^NlZCZ~>8FDlkc$@6p?i~p(^b}b7X3%!?ADS|F`dPJa@bv1Bc)p` zw$#Vrf0s(@N5J!d<%zSY5N#s-F1W|k%7##RI^KGvj}NepKPR6n#7$R&@%xXl`7L=S zjqhlK!*x!Kcq$k9<~JOgKvcjfUedR3OhKR=uPnwk0%lZtzGoL^?8m>*c%urfjvPfh z78ISxYI=C5wu6n9@EQYPECU`GDCZ-lK$_=Mnldis?w8i;V&^kXff%s3XYWMHgDlaG zgAnr)nNe~94&Vp?aloEm=fZ9mTP*AXdnmP-JDyJCXCX3AjD`AM#}(*{9tWtm*=>nE zWqxanGfT^AzoT3LF-9G?Ol?S%xR%W?5KyZ~nPE`{NB zLkBs=U4#$*N?+yjw?E?M@W{=Lb5*9rKE{^YFXYk_3;BwwXdK0-8It|r+%U1pHgoLq zm;sJ$xxx(^kIX?!_uYHVm&kerv*yfTAb5`p@X2AeR3NC$htRED^FC1@(^$nxIHIz4A zaEn&fdT+Un-h;%PxRWPcThLE@wQt(g(Vg1=w|faC>c0y}oHOqABX~kj{K0mw=mIS2 zvFE7)KW*#c-8{L{bZF%iSA&Ia{0@CD*7jw+uO7$I9j1tPgJZO;3>vU)Ekmy%Xs3h6 zl~7X$W_i-i%`j)-BvQ3sf>&xgu1huyE{>bYe-1;H(+*2o+4E|fk)-T@_`iMPEe2sA8vOPeGDd*{ z%7E9itg6T2H>kx7rwtb-_SCzg`IrUmOgxKfPu_fd4~R}v914MGp37UhO^kL5#T5KB?Wg2i_`0qc zJQspZ##AJCfua#|kse}*LutX6h~v%S5kGmZG&j!U(Ze)@v+uHlm1D;Hn{e>MH|e!| zM{phEzFF?&pP1HGV}_+afA(J7NpzX^Tn^08za9I?S7a48P|0)dj(-Ihn!q$lP;yA{ zayAmZlR4<-6l8BNT2N<~cNRA}K)vyf>ZmukosGuuUq(pTO;{=ryeC?1f-U*gGEd$R zy`IDUPoIw=mt~g_x<5rE-v={o;I@0N8T!$cspSj1mxVsAQ*QE~uCxk=fQj&m#P!+_ z(_rlCcFIlog79i?J+Rfl+>C`s|6Q9pGdKg>V{&31G`?|Ls%a1QhT?kYH%NQMkVAwi z0)WPjCP#1C8immTpch}uy#F2cGB$R@7-Mp`ck%Y4!y~UH+(h`YJ;y(iGi&yzw>bd( zLDfTCi7`F|BQb0U%+&Oz>c^P$sTY)TE$fT2?``}1%;*bzJRf^BRYRRFTj#yxK zvA>^;`F%4kwhS$`4yx6B1I>I$J*>9)``tT(tvcW+V~8*zP~-LT11*jOUe4G@zL`F| z^SX9viH&DPB)!f~vhrRQdV&&FjGwD8QlmICOA_&ZykzyY^p_1xsd4c(U! zlxNhK`i7|6&VkWw#EEKaz>LQ=ol1Am$f$fPBc1NS;vTaQji9Hc_D!p>l~!6chafeQ z_p)KLdDO~sNnjF9^VJcagLSj%?+KP#^F3}tL*?cD0B%=H!_>2|FtY{JQ<$;n)X<+8 zHhZ293&MkNEcy);P`W_#ZXcVm1h&>$x~5F3ldo(as8XYij`c>L&m4VJAH>gKtyYiT z3oglK`Cz`#S@j%;Q?WnEx3BZ^`4Y?Yfm5)b_1pT}v6??H0F;P4xC+7^JqeO4^kffV z@e2|I_}qapZcaWkIim*J^|4n11QPgs|0*<^AOnBr$G{lFY-5HUa-!27*Q|3OJucvU z#L4*zi0z&q^qtzeKEez5WeYgVRibRs}x-fm*JxY|C(@x!egndiH=+NXfymt3CtJ=WT6}Q6u6$aahqinShYL~cQHd) zyh)8$(_oZ*pC2^nfjeY<>4!S|6Do5ZpzU(q(mNWtioAi}wNF}qg4K)ns6R9lzMBND zE*)e|WCVpy8@AeQhNr0gLWW@V5|zecv^lHiPW_wJ{r0GZuAB-RY5xNks__w62(VF8}~=+7t#v9%aO2xQH=oto^AIoog>z! z8x$M^X>uJPfE^`kQbhZ0skHqH}M6F(Lhk``|ll#oT zTp%yGXoPvRa1IJ%JHMxj-nhWFf4i}DoA%C)fzqirQKI9lJkP8&%_l(Ae%HpmAX?2k z<&cM>Gsx57kS|ElC;6!bH{&7($iIF#vb~KPUA~9%K+VtYDN(=Mt+Z+@>sEq0nf(dX z-K3;!DmCc)Zi`A6lS9x|_QLTJ(wEUO+H8S7n7+6j#8`5hp40b7ll@zdswqyk-B=l) zP_22q*VW^7Q4Z0?WyKMBh*Ly%yp8u-Hq5+eAD9VGzu}loc{IzRa;*Df;@^{|*zPKc zg&1^`SMwoJ9VS1g30?z7ElXqfENu6}=w`vsiN8^wJNXt(7Yw0-%#of+-);6Y1T)ay zIo)y?xnCo;{c9JoMA^XOtoP3-qK0mUW}UtJS;ts%HZGkiPl zhT-is-5Pc6*n-{Kwpp}M()I7B31wSGcSve)lIpU$+{}I;6VyihYXf5Mm&s@iQ=P*a zUN-l_l&`Y^LDIO#z^{T}KH&$ETCz|!@(PioYp*Q&c@VnGVtt)o&5e03VNGt+ge<)S z=?#;Dz?ldj+!)5kHMlY*mt?w9Y^pv-3`5ztUYc3Z=kiZSzF6h)vKroxlivsDq~ zmB+ChXngK~ORxlIU)NXav41F``U3e9KghmxH^lMx*tmI4GX4qNMFzU6+8s-LPI=9-iusS{b3V=-GiE~-wstWhKHDsgF&CfTr zarG!T@Dq`^XED#(HcIlG_2#RAVHSjmdHZF1DD%{jCsJl86YXmm+;}OHm)oxuawUat z?E!*Md9W*BTu}v}XKR9fE`Y~=)Ugp&q$t88MwALU`OQGfl3C_7A>O#2h#`8Z?U zp}geaXh68=>B6RCob|xZD^Zy1gti<(Xo5bAZnOSxx(i$6b^Azbsh%cebD(;paX4E? ziVjyxmQ;V}*G*uXtf&J=Xwy_p$zZA*A|BW4+sCT(a~_+MkfNIz=F_e4@$jO+?x*mXG1zdmKM}lSuo{^x;G>LL*woAaJCDVZ|uTe2w~O zRb^<4$?X*B&S^okSUlw<_zZ&shq>Kc~`8!ML9o1_X*|0 zW`d%LnM`NVOqgrSyC-fP$;U1u@M>VEHo6-+Pu59Pm?4<|gjmWTBkVhjxFI3FaWkfJ ziXL96Wep@~)mra_laZi~RNPg+t?YGfF}}=xed$r)@n5nEw`H2Dam)3m#}9_w2oJXO zMitmJn8*;;$I~*8!!seC4Dz) zI~Z{VteXMAPWLKw$GLqvqdjc%KN3pEu{Oxn|Ha;01;-L=*@9;Kn0?I5%*@Qp%nZlO z%*@Qp%#6p(%*@Qp_V{+cnU1;rUf-UGiHZ4m6;V~n%qmGcL(-OVE$yYYZib7rHM}Pq z`j0hmKSywwzT575g%_h$WBnv1b8l&CDOHg zX;!c}1F7$0i#om*G#MFu46cRCdi{gRZ1bJ@XS;JOWs!BWPuxR}e8xSY)*s^4u4U9zv`rqVTihIDr_}_F!EDKNTtmtm6N2o0z6{`OqxU(h zCa6EQdDDD|L2j>hli%WpNW=|6Cp*g(<;J=fj3P~xM&kPM_^L(Y%HGyf^<*phg0`P*VL_ z=J!jRZ9h=IgnYgJ%-j#cd3TE&ZQf8m1it}1*L?1T0X&d@c39lZYp{ModH*=iZY$nb zf|#Gk-vFFiiW+9yPU5#CPXvYH;4TnOD%L4q~qo1?ZDR?5A6ZzzidS!}omtslVd> zQ&;ufc%q;j{+GY{S*hMkrBqt1sg!saBQHKBUlS+JMP|4-l1&uk8WdK$?}lFeQRsB} z=RPg}pT-$riTfRr6u7}ZIiVV0b>*(Qx<5ij*xF1_VO32^p$5D>xq*Bs zRsK8H!A$=*@4`xH4fcQX2|oYi4FKkrzktlQ7+%r}T>A&sj;gAo!1gcGX~H;%v4et! zmSow8%&I6a?E&LbVgKU%>AEEiewao*QEg{wFvZC$+8WYtYsyGWgHzVulojAW=&hmq zmql`@acn$6?28$y?aPJcQj|vmfb)U6T@Uv7W8e-R&(PY?JpSys#=&W4ZRhDIlp^S; zPf9F6-l(jsEDRP^QQT00`=@sCpZt*g5jK^3b&RQ9iMjLAvdi6>3q77XEvb-b;!mW& zKtTRC0E)~1mN!$8ziCeNl;RRtl4ogbE*`YOB%T9WAEWU;p#o$(Z!~2?KGOZC?)aZP zr`vzmb*d;&2Q^kq|5pEVzcR>DXAIK3v~2y$%rLermR7&R;NX!{*e&H>nf~9O8z>)b zqj&#W_q3f$;a~a?u2OqZa9S-hOV_IF#VJf`=4l?L+{$>PL!`PkYU9c`rX6B83ZVY;L(mjCq}3p055|J5m*J885hNjLjVbzbgx z>9)D^^Xb8~UGey#>>=WP{%BK^M<)K!eN@hTdb_efMI07qr>}0f{Tlm-`d*7(E*Qz z_2-lVt)Pvyqp|hRF(c!@AKTm53fQ=6($Uc2{o~C-&+zlf%Kr1IO)G6|WUl|eyeg+} z|C19QD;@j4<)mQjVB=(OXzcJ)rpQkzKVO0jx<7fb{M%(ErJp3@zgI#@iT)@3Z-3+Y zdC@A^IO;nZ=$R`wDj#QX)sT`KOZy8ODR%DP{1 zp3?DY!k%`ycz?W1`}{s?*_B$ces0&J+@rm{@ep&Sf@&U@(qxg&U^P~*V4Sh!G+S!I zBmt#uw(|N)w~5;V<@9MypGNC^=5CqIBcqaGUBCU1<$k+&^hoLC#EoN0p}K#loL#gk z2EzzCZBn+*M7f(xf}LdH>BB5H`m(KR!?ROHy3l$0{QmVNG|wd)F`=lGa%zTj_S$^? zoboWSP+K-vj8=BLv3vmYa&c+mv_dVH1Xr`w1NM0c{V}J~V$sq*7NLdQF5v|8R!Hqx zx?pYB)M#MMH^E6wU{7igL^D6n`e_v2x!liRSiYzT<6-QgY+*+c=*y24$`ue+A)tzT;aZQ@dxf+o>ib7BaL{Qj z8Ac0}WB0AVtXlmZ47!CP9T~KNYQ8x-;8X^+#N3ZX)q)FH-Ml#JQC*`Y3ggIJ$9&-c zMY?omL$DK*l|jq#ls zLT3*q$}UcuZ;VH>QN*RZk47Hw_rj!d64H@bvDiv;4lyX0W$hQCUm!TQBF_`CdDKHd zpKNUb@5bz+gZp6lJWM5ckIHr>M6)lmE@k~A4HL|u?^TvYT@@6{1-sETcDWpCdr4&8147**{9!!W#r|4?2caI+7_t+u5VzCGSNW)&E$d}vvbWHqdlTvHWcI#VluoI+Qc`(Q1+D7Q8Vxq&R z#P^gkev7fWV$_AzbORNo&d$*IVu7R;+y<_Ma|PQFXI3*JfqT86Yv$lhu5#7T zcu*7>9ZlWTXCETw>|ovpL2Eu2@%R@v5szob#O-HCC)C#}CkqYKe9*Mp-_!((Jb8Ep zZ*;6~-MT^q4kvj9*M~+rI+5Wr5&5z8K>UN>l$6++4&`bRK+2pp@xtXg z=?>R(#cvEIzY2X$RJqS9%B6liOpfsWSq}su99%q5xS|PRmn2zEsQ7crw%!!Kg%l)e zr7ng0jA)*}pzHx#Wa%241X0JqJ8M5T^4cyQx2ALVb&~&l=>~4J_t`O$tdky17m%Cr z=MHD+u#_z&C?Yn15S=R1Mch}VJV!%R2po4NscnFGMCQSEm>}p_ib%aV&W2Uo7{CUj z4qB#gn0g*P`L-a1lE(G4k0#6mRU@NFHvLSu;1kl50yF%rV|B)!MQCH=_jY^vocjaQ z?c&yqFFSDmFL+d+>yAFFDeiQs0zY#E!Ubl6EoYWeei-Tg-VD)s5;{)b-Q%=F{s+jn zjhP4c_t6`iHAdMBUZG_oIt{&q%N9U~m`y{NMiUq)Q5^R~vQBE(&kz?X7w?3wtc z{D2p5>o4YAj@1D)NP2J$aF4`B&g$x-5E3o6XdoATU_i_m&1&0a)-MmvrX~lZ6>?)7 z2GPGImwvR7U?k@H2)5SZ_!diF8-1VBoRrbkz~!OkGhxWAeT?&?$)D@< zR*kG+%E7j2j#~)`j!C%`S*Z0!A;hRG)HB@I($ycT*pvPHIE}IuQ25t;?YwHeeEJ2gAJVz z^C%;`I~9e66_7_|t;J?FX#+P_`Y12xisl*g3J(_&)l&G#p1*V_%4QM$#kPC~)Ou$L zQ4<|ij+E*jarw(QMA1HFN~nDuGIhhg=W-vYMn#2~1JcY)a1p8}E)oTDMxs)>iNFfo z(}!Un;HY?6Z`=#XB`$wktBEWycpltZ&(40K%Q{n~@ooqkV)W>yQaYf2K0RoY3`?_N zY|XkbVq$d6hAD1GZ-^u8>K<~~qia&3#BRNtMK*@*k@Zq@Cc&(R;K+Y;$~anYZ5I^I zB_!4r+O8?@{chLC&oQ13Ts(aFAU{&FP3mUbKDoaqqrdn)hoZCRsff`31zM5k{5by7 z1XrDAB^f%v0_R-3(0ou3WmSaXdCHZ$gEolMlUx5v_W(1ZXvH4e) z-un+|YB;)%Mr3AxkANM1Xx$_P zi@@jTXmkX?nPkjR>$8DWbW0#6Oxfu2F@`zzHK%lea}HY5xC(`7m3pnhyymHeD=f`B z`NKuB4b|aZ&B>v{tf~8RdaD6(=7@)p^_Z+5Dy1Tu&0P& zt@&2n2;|58Xc6^~R>f8^L{!zmzqWB^36~ZL!BtjmeAh@2gWXO?VpkZV8X`8@ik^Qj z++h4lu1(79HhS2be$oAu%RIGsyCxWC?FQ#+zXvpjy?A$>lbVxf561`>HF4MgVFQ;F z0T_bsWt9@pJnds@2X8lAX_0x6af-X<12Ssb<=k-QL3H7js#`o$>~m3v|SCt-KuZcK(a`5?p189`jralh#HesX-`7 zPsO+ehl2d5K>d%FN&x3nhe}as{MCd6hidl$v1ctdN}rh>-e^oR z^@%ofS{oSk4LR5jrm1KCk#qDF5P~(0y2vg6P%bH+?h`%lUQ9+Tkmw%-$k_RcRSFC2g4Xg z`Nrz+oPfTw!$9uk;WQuBxzLP1Y%fp9=>EhKD(v&?6#HR3$U3 z1jet|?f&Gc)tW_|Q@4o@geI0?ywD58W;#{uhFg{H7_f zbWM46<09MG*(uC|lmH1G!o#csLgs_FHxJ+(bW{MoZ9y0c zdXB)a*N&_UppKh6YB~m2}U-EjGoff*>@q5CiR-*!iW!8$=yN7xyzY%*~20$>mjr_5PV%cr3@Iwsg0f7{qpTTtEW( z3x!%f(_=D~!9+9dgoj4hmqJ}D>3J{6Y2n%ZpY@A|a~|UwODNbDQ%m}ZLmL^Nfkxu_ z6U=GiX8E0DFgNAwrpm~yNZc~OjH_X7dp2zIVTK9T*@ zyXuT!RkERIo*$4-r*FQ=jJ4E(I)Pijm!;YU)fB7eLqO#F5f;;pDQ}gZ_27}SxBQ8G zk2oF!&C-x{v%&1gi^3*K)AE0De?OHYdn``qus5X4L*ob0IG`jjm-V^orQ7$-VN+z@ zOf|3r!C{K}d6gcuMj9qf9+pw6*|WhoXN4*H5@qh;c}j;w8-DbJmaE1H8Sr8bHs9ER zFQV4%t|m7`1Zx^RrQ*=p*p!QbJ{&2)`!aX`gtdWc z94CMvtJwh9--^k-`c9%vQgS2i9u;&nLf-wDh$-)cHg|^t-s=zASM7)- z=8Y;0-$0(r@7AbbMhfC@lh#s8tx3MwsiW-Vj#4p^Sxv@NXvIce%jq?R|hD%NK8A7fM z;!XH$y5Ffapk<52$c>1aSwkezOerf;k6abo-(h8xjnRekYa z?}=3D;_rUNznHZs0Z`p=oGzBPK0ex4jkU)+);TN3DFR8rZj?7V5OShzp7y*)U4)e= zd;FaUWrflktSB==>`-I|tl~`hwxGZ(?LFL-29)RHgU5r)|D|!^9rrOwq1f!myg24i z|5@Xtkysu}(L=;J?nTr0p+l}}X zyy`GGvCREyG<(79BIl6YmA#s`i(AJZ{`4lkI#Lb@2O8{d#SWslBS55Oa%!$%=G^nH zqZAg5bICSya?-oVcS}u(47Ka^0K4Y4?lkxDz{>V_Y6|6QPiNAuW1)S|Nw(ZoMZ5`e z6GIN7+w~=R*;LG*l#5boYq;}VT*6-K-#4!_f`wh`>Ulps_Q_@uq^tGw>)D8lddCgb zmU)<0w!2C6L|u@*#dQctEU{)KO|;=~W~=5uW}`WqFb=pz3A&*~@~=fe(>yUwTefRp zZ7U^5EtP|D+h2nLZ#;GoVWdh^g+W82=ue(Qbx4YU3Aw{@JV?Dp1)u^JJk+vfT#~aI8tKRL; zw0*5$CGGnpQ{WjhDNsqtvPOi&G(_b)`5;gIm5muR=SU-HQm-nXMIM%jBaAR*^3^;w9R4 z7$J=97SJ)MmId0eQ=~)7Dt#Mmd;~)GZ{15ck3&41GliR%9GDqX`xXA^&#gell`HQ6 zh)z5SZv5?#kXTvaCzEsD#aVARhh9v7?w+?`)o0g+{#nwxfzwjsO|=$ThtVmblPz?M zqH~lF0W?FfimnB9l_smWnBfLP`)ip?$$5J*M`fvqV)!RmD10fpk?cxi|&Y;TFIKz$`~WIlBy=2nUaik#&!v_@;?5DAGrRAiHA^ zVtU0&Mh&L1Xd1^xBOli)<;o7_CFw>LbY~aEDrWFd^(o4B>qP-OD*`H4=uQSQscJ1k zHs(v|%f?{kMCAHyDDLNkPm6VB##>4(Ib$}x;?5*mCu8;=v(Q+K>v7X#Kzz^G-<|@$ zB%Rbb8qs-z@)zKdLMo7j=`C`$PSQvuCM&D}W;=pf_Wr`ae@?UVpe1&D9hLw;3tGn< z`K{MCsy?i58jTOx^!}MI5#_cO9qa7Zq-aO^ljb=OPXxq64{*m0ljh4c>+R z^eOWC1EqUhxvjbwAcycbqyh@OH-I_U+8@UCkyFvbk^t3LjJ2_Vra29-NDUZOpc)s5 zhHa`)YImq5l@FO{G?E-WkWbz9G0eKX)uc%d4GR&pXMl95=MZJDi(JlooNb-zCNYKh zKL&i!v#=Z_*xcRk%NdSnPyu1P=tD7N`k*d3fYV=;?ijq(kfs*Xled1HDUF=XWuhtT z_1@UV6obr90abjaGRBi(FlG6S#_{Qm3R*rx=Fj)|Va4<{7onwAc*jj(OZC`chbqJx z`a^$a>n0hIy{z?jH!qEkA`HvUU8xn$B#=?(DP-j0INKVu1X<%KY=5G-atf_N8JTHI zfs>|Pm=NU*YqV*Yo|o>ncH-hF+6E32N94a^G2^2`gjuCjho#j-G&Nn~G0M#7KKYKj zI!m_GU1Ke(n?wwLhBEi#$Z?iyn}AqfthU0MM8;~%LL|2xdHH`4I8R~%`;mb@e-nOW zxoF*y@7?o&u8<&Cyx_LU8MVx@y7&aXa`T3~dttl94j2boHqA#$e%$&+93c%?#V;eK z2nN+F+ck~11%+M_+yUdjMuw4sptX4V$!B|pnXgv^e+=)2OVe~W&wm&os}s{e@YC52 zHZslC1+ByvpD_1PwWqg+5mz(&sj`!?J&lu8l@BA)X(A2N+db~~v?n7oPDDR9$F(S;bcU@Lg*E%pcZ5Q(X38q#N*4ZdrxqChetJF@KjB?A5 z2fkCDoDcXug&SEWI<>}@lNHyQ#IK4{-cqipkEIu43YkwH4no9$s}TN!`@LT)Q0D4o zM`;0po6@`%;m~s*gLui3guQs(=wDQRuEd^t$yN>tt^%sXhwrm8-OoZbQwzhVSU>Cp z2XIf9tuJOXm4m9>x5Q?^)TN;E0ipRLUofdCd?o3UW<2i>`-$itT4s5=z3a|HREee= z59LHZPCP?q8x!bxJ~HayMywUh@&5N1cJG(Fp=AK&!-1v!C3UFX+-$XT;wlyUywI6< zf(rc*ge--c5P8?V1!?9(j(C`A&W=PCQxm3@!sIXzc$wtGMxJQdZaz?oWlLkX zagnKg=3}Rgv5(h$^Mjo<3^;!pMQvP+>(1J6>!vsfakq5is`*)=xZcBFzAAi3LihpD zQ((g^-Ded2#L9*$b3MH{S@X|8XUl$)9v=8t+#eJb+b&C=XRpG}aN^sTb4C?0H{`FG z0*t`LCjpl9;&Cr9SbMLGw>}WoZgM{`VUdX|Nb5E-WZ9>9h7AB+EP~-%gHU;xh>Bx^CHrHk}B@>)Z$7{ZfU7>)*R_^oD7|mB&dY+q%x?q`~s{}HdApf zvaM;a6vRA)tCCz_?dY-@yv@>4>%=%hDAcrJ#}UptXSctI(UZZl?L|RT%Vp!%!bZdE zm|MnV8VC%01Ju*@_r{x7!eM{yI}I-#SiVp%sN5Z(pz%)#XPYNY)(U zrUU?%#aS{R-?kUDNbgiCGHal*`2;#gQGLU2E2XkVivEQIHY!JjJvcVQjJvvf_(iw_T$G}IGr4;;d=CDQPEM$p3Q zU`;3U`@Y>qtFr}$qbU&txr_SXA|QX|(5atBb)oN@(G&m~4<1_fmHUUNioUwO)EpF4;P-JQy*Gp4;E z_&qd06h5P3<;AW`;=3>frFTKczbs8;>kr29U-^e2XbPWV%xfwdVIS7qLuLef;3W=A zo|EuPCg44~;55@h3)Ht3qKYS&GNlT%qNjx}J8k@BD$GNV=1}%oNZVVXkggFD-s<8B zABoA(zIECfT03Lq~X0{%hc)! ztPoG-UM-VXW)Cajde}uhq`p|o!x>7gY~Z0}F-^*8p>9VH64Wmnx5U4Kc$SrXQ>A!M z>cJ_xQO%ziBpueAFY4PBGEmVD=9)g8Lc4ls+$%LiDZXXLeesf))azlwV!3hR4D!ob z6sj{XbGQ&n?GqHX7+=h+j9BtELtkbDXgSriWEGE)#t zUS*TZ;GhMVjSA!X02YYg-_48bRq%9xU=k_Qe0pgnhN@MI>zvZnCuUvK^sJ`aceOSC zCb%{W(Ar!1I*MNBYy8pi)#EM}ZEyYMfCg9N{N8eRMybvYxXpIA&dR z&+3mt`a-dRYexLoqG}a`E%PfLa)kgyg`Kl`K$gX_fHc8^f?*0`4iHAG5tFD&40~-j zD9;ousb?k&X9_XJfAWwVky$VlTMQvSd(4eeDX@ia_BaI}dTNfW_#@|9wvp z#`p@mtJ;S|974?Qmk`_5vurjrDmZhpkEf*iI4xX&^@$89&XY;^NC(}^&b$r*%kw%DxF*?3j;Hd0)HI< zAQ%ABU!dFnS((iLQRaWJ4*s1CAo%|k>)?lh@Iy8DhxH1y{|g4f&v^zswtr(o{Fh_| zhX0C;@DH>8B^iN*h4KGJMyOO>kNzPec;(cX9f(6y!FITTLj!Ym>#_O*+f;IaGz{?( zniH)u7OE5vsrY|*l$Te8qsreI#G#h`un}^~Ih;Duw6(t*ZJOckg$;GOJHN`zk0K^5 z%&luoAE!LqyW7foGS;b}w6l#!WVKUUnV5^97*UT<KfYI9Fb8ZMU&pC>=iUExNTX zCm$oTc_x>3c8k z7uTO%51@xK+Re{O5L4~2)`+B$jN^ma&I3GEmnVs1u_qB-tnzNe#h>#Km2jEk%!>!cKfr9DvIUTX;KZCfAh=ojyVU6Baka{v@eiz*7C1`imj z)T<%S&zE4Gd|0qlZW7=8XIWiyp1GG;*Gz}T+>>l)~A^-LWG8;!G;7*@;D$yW$8#C8XpH)UqSC^Ve|aXDBHzXpV_b|Acldx_ zZ2Dh4*uo_C6)1(i%Y&BD?ErH~oV11Bg<`VYRj>yGK-!s*Ts#_hpN3x_6>ZimogMzH z#1=LW>jG2E!FYMkmA-Yv{%H&tg?LAjfe*eezA_)qkEb71s7kg)e>7!^CvXW-)s1TIfa|!)>Q!c!8f&k<$(t3A=E1xVe;|Q8i9v7 zkFdsf-uORJ)#^h*`uf~+Q@HexjRe;KV*H|wXVp6catSX@Z(_bPAmm7`cHXiQS6xri zcg&AeyBm->_alB5l+SPSMG!y2ydhNea3_&Uf)tYs-xp)Q0b{Eb>X;V}9U$r?j2Z`p zp(7@=k76I!nf(?N7ZtB7<>U$!fp>(wOCgxT*5*EaYiSX7VIBG$M4Tx{mNn2QdKb28 z3;WwO7|wPJf&HUdAxe1u5DzoEG-Megd59+{SJtboY0BN{>in(FL7B4lEZ|qOYQ(^Ffne5hBhqna zD4$ORD~SqVdy}IclGN9ZLQU$A_NvEPm}%H}Uu;m#nmE4dXyP$6k(0baqTxLIJw}(C#-%92Q?+wy5C<4ROkxxowAHiIlowu~)eCj|!y&xK4#Hh(Lh6moTz>y+`Dn8TlxH-Jrj z>OBV+fkBb5nhg^XRV;49uti8F%{i(i5@lWw0~x6itZUadkm?aq`{6TC^@(FTn{1fr zJW7a$5mgG_-a9;vTf_eNDKNNOK&eG(r2;oq9SI^^n9b4X{TRsy^AwWH3R)@+?Y6gQ zWiUt`hiSt_J=g`ng6c0vbcppinG0JxNn*PFe{)SWlZ%hw_jiYn@5?=%eqSex6&b8I zuzWvpdl4+3#y8Ta#sCK|PA68?rUlH{c_by-GLm=t4?cE zNT}u1V>jG28P-3bN(7pZHs?FDOtKuY7F4fZUS0b$l5AELD5Tt(uozqhw}1p4#?9&dq(*{=i+<}+QQe5~=NS?h`6_Vt1atsz(r>|&IR+0x;n z(=&O+)`9^z^2-6sRCT00ML#i zM6<$j0!VgW=1dSx$^92_wwYb2pYymx`ZNu7vVk)j=4oF00VOQ)Dt}H{CKbC5EU6yg zd9mw^TNc!gid#9vd=|)mOshrxH-9SKsrQIKDvPp~m#>7A{T5Z=ftdyK)Aw z@8FPAD@F)0Kh0Pa^s?9GC(ku=6xoIy9HKnCwWEUojmq;Ce?Y7}yJh3OcA!GVpaD>n ztyXAlda6#|VRr^zr?(Mkw$e_wXeVwbVjj8EPrB;`kn#4%UuNc!7dLQ`X%P5XK5=Ug zzXc;CKgBH~YT4wQxV6T1w+j6u9I}K#y7fOPtiIqlxF?DhQvi2mOyVU%Ftb!Y*x<)4 z4UL-t!*mO=0Z;}Ke@7F%da?q2Nzcz)8xiTfPma`zEhw))@j#0V40{94Hw#DXcWy5k zRAHga>9FOA*q^AwkC;PX=iHthiXWJvITW7~3sh^MYm-afFuqqZrQW&k^|hEPEcFBHL^HVa+Dm%;~pDKdilu&t{Ml6#DK9y z?)&hpi>b=~6qL6kzPUdQ^XO_`(?bMIffss8rCr0>;!vqaJMQrAeeiOdmNz@>DSa2n z^xhb$(Zcl;Pz#kdee+$lDDgmpv8ORkh)&%cYl!3U;pMe+Pz>Y@)v!Gc@t4yt*3z3b3vrjq3v1#Pr!X4#3Z7v>rjTYDD4p z_h-B^(fJ(p=nxkXjnk&u!R{{p$v2^u%0ARJ>456WJ#;$+!Hc#6)zdE$^;3|lh}PW3 ze1pAe82WDZN`oyTjKi~AR}Vk8bhk z=l6O;I)1Vy<%uVx++5CZiw3&H2OG^f^hY^DBBqaE_5_&^aTnsEWya&&a868-cXEB( zU@6)ARhzc)72eP?Ck3t;qzU^%kKdL(;IfyhEU14lQz3;{vcbt$qWLbg^4@Wcd+{}& zGJ1}SVDIOC(F*pB+dlT+9f^X^DY$H5x!=j29aDu9f&B&;8UAhka^+JoSQ12QD5E1REB z3cXI;%@To6r^y>;RrbN&7bb|}JR}#Nj(bh- zdL7^nL9Js?lc=}ERZ3#8n%@PdhJWnHBKf%^s#OPjCx(A;a+CL#_SoX!A~9EBYIva~ zK-TU-wb?n0#W26ms`2h=ofAugAWsr0iU%bMgg#8AvQd@(5yMVn^G^GWf}G+I5)d}) z`w2?8w3fYtG;DT+Ms`Y6ds!-9$w^O>>=*z#$)Indix(B29O0hrRID>$jq8F zPci3)vt%Wr)5lCm!fQ(I%kXF~W)W@o#P*jaL1{Hm0f%v(vxEh#H>_HY5(!V#D2=fmp;} z8BchZ;JN?`O#tSGbUR2gbRv~YVlx#5{gBq1(65f~Aif;&v>tFAiKuyW;~i@55bQk2%poD%%yVtZv@pKB4C61kg>yP*BGHokP`X0b~m3bDFP;zo~tZTmr>Rz6bt`dq58rRs60t$on*@%vI3DE_SmQwqWG+{VP zd>Qyj0q_+6=pb_&7i#yFL_WW)#&g0^gGT5){^YoZjU3HRi#9=|@LH$)^V~h1Zl1*q z`Uoohx9cyHE7v1FU^yn&t$6F*%)qzZ58yp;A2{JBkeyZ6`wc(lq=9rQ#|*awM~^*K z2B7qEX)SibH!7_Pby?0$VRV;%=v78j8f*)8)7iWG3ugvP~(42&vTWyibEdKgh zR_^h9dOz2{W{XRV-%IW+y}XD3m@jTVPEqXqiS+o^r%oq2aJXB22T+;I3*Rg0?36`qfOob<_uJv z6}VlsH6(G)UARvSB+e%%ACI!69S^zEKEIFS_^uO30KmI^D&0?qpOGgX2mfj^`I90! zoPJ!zs0#nl1Z-%irm*Q3w&{33%_%&;-<@#Y2aBIbkv-4|^)S3TEDksxi@Ql4Q2&{Q z$!uW1MX+z*tGmiNEwzulMY2*A-XJDp-#dS}$68F46v)Xy7Sarljwf?Je6Bp?SJ%F7 zY>0|peo|Bh$e-DqDQ`>?^<$mIiAvSWivGi0^~Fm2iVBy;flKOw&r?_rDdlmC4uz=I z)jnRvhP(mU<@%XKMrpxLjuq6kOPD@Vl7?Lz>6prV7$gU`*RWck5=X)b?1q}?F|oe3 z5ddY(xyd4T;>qj*$&rRy;THeIx)QLdS>l?9FDjl9$6AG6aT3RBO%Gzg#@xo+gQ|q! z=qr%|EI>E}de|bk-wR~%SWGN$8dtVY8A$fmeNn}!=*K9W3b$FJ@TdW1NGnI_ShFJ5 z<&mO}oOcYzDA>~(S7I|j88_88aU_sN?ZR0yu8NU}qPDu~(XT4X{sg#ZOsbn@JiEhH zQ0RH-ZQjhrAtSm^#~mx{2qFexkq#efmtA&AMcbabbtg5I3~Gu|n%$$9Rw=788sQgh z(^iRfVc|`>oYb1g3?pi*P0I-?5*X=Cjrj7{0m9GptTHB+_4R+>cSYrmw8Tffmlws{ zwC7(N*{e>7SXmx2i@4%Ztlvw2&5;WEy5v$GSHg@aSWh%xaF8E)+OKK(!CS8-2&-V4 z>><#~BAsj&M+a`#*lCWEM8Fk!{g4RUa>IaSA2w)AdO8}+1mx_qQe@t}y0Ms&TlCF# zPkGS|NgsX#8+wT1@*E%N@$KSk#+AZ9ZyGOB zA5>q0YZOrecxcWi%%rD@(rqh^6YaHYz;z?WO=E+Iy^uA_e}O#5|5nqO0SpPVHu)@1 z(oVVw;tj)a#dcOk+a`%-hn*!c0QbddbRtIlSGySeS$$>cGnuj@UFs9qN1zp3bV0ne zF|)nJ&repE6qJx@rFhV4j<*UqNJ-`>DR)*r4V zj6eb z6aXz3HaCb8uOh4&tjhJ4`coRtZ9;N`VcKefg~?;zyBdPoka!avJK2%Ep=Oczm^_)l zG)x6#c|3F}60xdcQ(8`1T=>B}8v$%C+&QJNXh!<3y*1iGQ#38cB14=-`i+>EV=$F0 zp#}>#+~*mUk<7w1zl-St4zX)6+R<{*I{gEw$j3AP8Z3d38Xz zqHM)n>c!EI5(^HkBY2>m-iz&RPK1wQnncX<*AG?Qws&RJWUcG#fP%*jJ5$RX<{io^ zisp~vdjV8nqhCM-`4;x4?KiL1hV}+d*J9w625Aj_P`&C>6L|rpq)SNe`v&%ts@+jN zNA%>3Q#t*7zLm~t+mWY~67Y)KWA7!DfIn$VySJU#1UjzMF_1scTsu1k+8H(Oo3;Twm@HGGP}D#ZysyU?!!Zq`W9I4D4s0r*o1vH+V4Mn=ek`rR_+@ zcmQ;n8Q=%HF7GHlf$XIV4Ab6XSV`65xVFL1SSSp7L#xo}@;+0`5^+!|9iU&{* zjOQ$KCad8CRns@0)4;Qb2n4L}4#K@A`R(l?Asup<;sgbIsVOk*g!fczMS5b)rb0hL z8FM~2Qe%4w9P%^;xr9H-s)g`Am2_bs-zRL=vIf*2n{?@e>omZWhSf6WHh0NNbigQW3z4*@H!E^sWIi zT}*lQYB9fYhW6D`sYnLe0#-T$IYL*@kBUDZcUqY_MfUjfyC~B&aKn`>9bL`AIz+d1 zep^IkOO-HgR4pQvPP3DniIUk{Z=20LRBRISD?-p-0Wv<}B`EJh*_Hk7!i#El$y3DeTeY1}_=oWsRN9L9&lSH%!#@%-X zgIO&$Po#=SR}Y13Yg9Bm5YU59Xl91IA=sBNelFp^4s4wxqITPX4*;~viSkVJS)}*{%640 zKQ_Vs53uMzfHAgz!>Im$2aK^Y(f^}j|0OcU_+KGo|FG*{B4Z46Yz+T_G5%wluB6Sr z2z2+c>Wvv7rSN^M5uhfpopVI<2@3zYrUp{@;ea*b_#*|}^Kwciz9<~0xW`HFjTsXW zul>sllWu0#kH*}jRg>lJ{_uT7b5-)WGR*REgb8?0*7Wftl-99ZK2(Na-08p>Re%C% z8w)7X3yE~pP(lyaR%6H}ZlQ$aO|COllLU3>kVT2qB(JrkIz-PJ z{YG2dJE9y?FjAIn8}kZ-$L2_DLj$0&@phvbBIWj!f#MS)d_$@}JrBr*tw${w+UrbM zJ{uFQSOIsU&ph=#UPac49$oM5C||8_`_f2aAvGna=@#`+Ely4RaUQyP^UOf}6C>ls zu&Y==K4A<%3~Wilnh93#SmlgldXJ5WHW)FWmXNdYPk!9Mffq}3=z$CE{3%68jmqMw z$c-9x5=pANEk;QRQ=E}hWz}DYsW`WU*&HjqqV14|%_JIUA5eo4M(<*S1)3;Tw&no3 zTcQ(}k0U%n7MI>A|7;z?$p5 z#sXIe#p@v~14R_lz8Jr>1el6FKn2-rVNMWsmQD*J0 zCrM6`MhNgaieYfabBdR8Ey9W!mBEMzj&ZxVNYVoZN z&zr?MDsC#})8b~%kH8p&dwBF$hTxi)3;(`|@V32h9v|nUb^Vi@w&u#|zrVl%iS{*Z zg{mt}o5EuqpjZ*(^{?Ik08+XR0)u-Rc5}#kla}9418z}2@;$y^yimTZYqkenqSYl? zRwJYJ>0(m|*(Ff0z^&ZkkK`vlda~aFK~6A0Ig*a1)y%9>X;x#%-C?};Z_v}2s}HFx z&a1Q|QKggFr*JY6k7Z#3)wVE!jzwenI^}hk99MHGE|0EcAKCF)^s%*7ydw<350cnD zL$GLp4X=vVavHo)Fd^)Qx)Ai+Aw|K2_Ax?FWPeS9pB_#JC>pSjD#)37MkKo{k!^93 z{}r!vMvIRSJYsBRUKu!2($Dz=D8BCM79GiolNLKw#ByBr6e;^(SMEGCKYF>zZ?FMgnjQSjt@TEY!ouE%$ttcgW>+wj$eP}hG&_aWQ_yO6f-q7X*MoaUVWgVf|O z*yA0~;TM4H{mI#rHjHxR)4Nl&_}dCPb~C=|cu(P&O@+T3*K4xw-aiRt-x=QTr2!bD zKQKNV^tmy4XsRrjy?CWGd}oW2=c)V$I7|NE^!9*^&9K8L6=33~T?!j!MKgfo$S8?V z^gT!ar-i@tnkSq!jwpbwak8L&bnJ=@C$M4hZtNAVeCJiL30CU8{IxUy;6+zMf_?R% zM!DF|zrA{3)cSSILs(h{QBkk=WY`-aEipD}PkS>Pb4DQZH~ZG=FcjAdLYd+FR&Sy9 z=+C6bQ7X>upSfvDb%eCpLd|xhe08f9-kpz@)X}KZtFo2VyYgy%?uolN{H>>RH|WQ^+ycYfo+LZc(yJA8JgoqCL#%@-!Gz1HD9_kF z3JNM`;6nGb7&ZB;Z$7ksKT*wUz3yUnK~UiAms78|_ZTL`hR^|ApFQ{4()Mk|Oxs^^ zC32@-w`!+TN1GG7tK9VW;QNs8nUeWJhc4pGP{cKwk~2FlrET&7(^FK#ZEeEz4{ozN zyMuj+(TD+hw=;^gr(Qt*;7(EZv&QiB)~J~EoB&aa9;W-Iz>@A}W^N-9r{V@rY%3!d z18t&os4XXA*7qMo3D9|Nd@oGCP;o3kCcu5;lk2rSYa|!$oV4GVPXBrr?xLZ&20Y;= zyoXr^;XIe{>$lOa&Mmsl-Q>=Rwmw3${xu-|KPHvN!jJ!&U8SzfBn}w*ymZEhg0fch z-@_W=Q4Zx0HW4u;&s7=Q-v3O$$%)GtpKzqIh18Am2?B zD0i~_y_=M+$(~T_=03^O#u(U+zLvC;a!9);4g9-a18e3@?^>G%{sWpJ?74=5`zv;{ zR5!AAr2o~)Rw*e1_E1WTEgHGuP+^R7VT{E@AMrFu6L#Exkjz81U7XX%ITtVKCUrwL z^};z9f|gL-cWA3XI>)ME`tEjp`w=&{QU@jQ`D( zRDy7SbRe6ZIDfLHzRsNj7)d>jn#9$hzs>^aZ}xTc+TfC1KF8+&JQK%aouNwSWpp!c z%{}1bmwXOS7&Y?Du;PO9P9C>Qprt$lodB zDegO^xH{nLXnGVG`#}wJjIEHgs-?IEZ4n zHvbLD!G@1YTJsxir=hV2J3bHJJ#c>(fb2K`;q7BgCmPY;7h$y$Y7!R2$J#fj2SuSr zRFwCt3=<%ym9V}^2oVg<5A2-oNmDy}S)fKMTaWQ(kOL=-`-VoQnLc+%8-xcJ`xQJ)^sDv$BTc1cko3tS*i;c&!K7#D1?utDp9JP+4lr^>i~8KwU3 z+M|^|uAD)lJ-LnSir~W-V84ClL`!^-O|ClST(LDCHN40E#Lv?6i;7Yd(>zD{ch%X+ zl1(!Lydv#W+H<@B!$S`xRUfgz9(MJvD_9&;on$ji(P2gxuSKdmXuW#EX8Uc~BDABbCO|6?F6{L@1|dBP(;dC{ zpbUSY%DWl-#oWWb#$7oaIGOO6;Ksm2OPIU=&oV1lM$A7kK1(b21yh~nn<^FjK!!|%ey#t zp1E1Kb$<4O&!bJZO!7(h3C*-(&6H*hpJmhL(FB|XRHj|(71V*?K2C-9U>@UIorkTu z1oB8lTxtlXJ48rr(o@|pYHhTgw+}IUX!RXK1`t7b_VBFRUztTG6~Xe@i=8~=C|o-M zuOc54&c34RqEJDpb5i*s9Kl&JTcOn%fLnBS=`rltqov18Kgzz9I9@-}y6iNKbvAP! z3-{Umc$-uz7s}Ux&7ZHk&lZpp5EPJQ8=fWdyCBZ*#HhocYNZ~e75=6k(e;4AJN8kg zjTeqI6&Z)XS4EIpwkpyo1z*_qOa_K5WCD^vQ$!M%PW5!`LXpU39MS!QQiZXF=Aq__ zj5o!5SgoCaHcq_t>LgO9PIkbowvw}bP^*W(=CF`%*xtY0g!onf~qPlRG4+gtj(b{VOt!b9^!X1VmNmqU>e!5FR0A?u5 zJi@1XAVgfTieYRfsbTqNcUdlkCoxVKvOqI5X-m8JpFt&Ji#gLjeVgA8}zgDt9}hbypl0@Wya z+eC~oEm&vG@*ajQ*`{FtPHpJAX(a#PPLwmq6ayUdCW@Z4h{g^ToGzS?mPPW}DSksY_KVO(Iej z*)W^cCNV85X=g*9LNZFA5qi6MkBtqV)+}vZz zh;d2=x}T`1;L3X5OvH7bjB&~bd&;j=7Ng#(64M?XjgooBlV2(YpJwUzoTB9?XMvJn zH{Hw~71!>}-4+qiC%loL1lymz-o{SZ&#v6pRNkvqJs#=^Xm4|Pw{0)u#A8WH$=tYB za_UOV)(r%t>`PfJv~2iT>^_34&^i_LAN-LD-qy0q$X(Bz@2gXG_u1VX`&{=rwL>^g zxKN_!F-HWEI3|=t>jnnJtQsUed4UR>Cg&g?^K*dkhHB(yIekrY5@*bre7OY4B!cx) zv29B0ZJmS=YE6778S?`}#qdVQoCJO*^UcKF?vukF*V*qahwqvAm*aX1pcRNiiKY_> z#?%1C3YAN#a@?{6k9>x_rMvV_BTLTZGiXo-iwor~dWxtraZ8oAuvQ=^GZW=j0VXrk zp=>9Xv-I?ThO*c*Q0By#^s(ZG0~?DJj9GcCREYH(WgWUbM?TYolhxSg=Oj(MqT+2X zkx9zQ=JMQ~OkYK;Vk1)EJ9&w6sw(GzgChU~xju;2@dRnj5wZS!@i&1t<;|V;%U<-=!){o+8`!YT=G0D9EXk3lw>gDQ+ zDacf$>JBL11o|{SiDL9A1 z0}2g~8C^ukb`>$y8w2XQ^h)i1L;e zW_}nP`@;Pru$Z{I3NH#dWs5xgL6G|b8vh&nQWmIv@Stb+xDyj*plHq(7M(*8=EE!z zN9IHYiB!v4S_|yGg3Jn%na3jy$isIc;V-l>OBlL8_W=tjndZv%55DCi5+Av~4`_WPvvB!Z z+sRs38Wa62LHh=Ing;!cI_WPk(3Me^pmhFyYfwn05xY`on6UTJvk*oE7HgX>N^5SU zP154{`5N4&%iVD12FOV7t3ucWZaN|HcCwHi75xNVOaU=#{fB2Xfh5IRdy%Tac0QXR zatg{wmM23|5GjK7dc~tQ4VTxv>7*iNE;e(@5f6>I zGS^XA9G9$c#$!k|RxDoH(bTdAisol>fc*W5E2YwY{##;*_hoc%j-IX#NbxQA`t~%Z zDLD8=WI`6LybJm$OE@ zCGk8%E{8QgK!ky9$R{y}9Pt0)d=@vZq3$?+G%A z7`lZ*aJ;X1U^Bhn1h4Dv;yAzYZF%=Tzc`aMJfUlcq`R)U=~m))IjTELf!_tgyBr9+ zv*c|aUt#IgJQC#r9;Mk2hJ|971%V5|U z^i=fo{2rEmkb~FbSi*XK#$JwFdF6gfI)v{d|1AiA3swB<@3QkQpuAIpe?{XPE?c-O zu)9uEGZP11RcFn!VeS={K z9fyCJg-7i#(^^HdZs^o3H*;SEqYV%ew(K zLV>)l*1gMD^5|fT^Vpd5P*8_M=E#Q4gWZF<8bqV4U5AUgC2$7PWaoJdKD7s!+!FzT z$_go%0PhJIDY{_C=ZmQ-xl~!19}#qrRu>w-`)}sq4PyoURM1$zb@Yh9THX|$Pr1q! zc!SE%F~hH7ync6i?>TUy-PUU1 zlLX37Hz3;?*TF-dw&y{B_U-ED0494#TTBKW&at4?sN-t3W46P#!+D&#b4)@W zA|bK}wqu3F_(-i>5-o}qkh+il7vtWIOgT+F|CdNbKZgwGDL!jX3X?emZ}367p{X!1 zmFgbNH{3UncjD4L#v)evP$Obb6ro#S9~J6TNMleSuo`BK0JAv`rANvL(6Giv9; znIrH4mRJ@r|En*mE2wq2m2iTUOC~g)ZMpVqXRa?}cMluC0HMO#J>&bvti>=tQgoy> zq%OVexohCh)A@_g?AR#y_@C|MOoO`-^D3GbX)BLwJlALrQ{L0>;8;k^=_8b=J>#c- z3fvPaD>98YD6m1Gbo*^Q?AGJ^qKHyjm;n3S^8~L%EyWNrM939PN1vKuFOr&USP0K- z-Ibw7_t{ZB_3Fr__zqbywuk~uT^~X=hO-zUeCTN(+AV6ZS5gw_x(CXk)vrKdjXe4y zW6UnZF%8<9;-$c`hmLR2#y?7@G&RCmtMXyfvUj@&%(l)YPuOD5;N)v;`Ls&hw9w_%O1yqMKh#&rORc%!K z0Lf$ccLftvxc7)3s3#J~0UQ6VVQ-4A=wUp4_o6+Gh|1Rk3Tb-Q$Kmio8~@pPvphev z7)9)0!Gkmz z&YcKSY?e;Nx>;scl81luIz06<+GgLoTw5Gtez!Y0e|bKBMq?F8>+!`oB7(802*1fB zI5POCX!C`wlq=y%G(|b`7s@OM6@`l6Aq41FA);mC;>pFO(UjumSoyXYqyMRxiITt! zu@>gh2=XI(?sAe^EL({0dhT-XXdmyseERm@nw4F+N|oD&USBWrd(`g`Dptn4_D?)~ zY5F3o6+E8-eTgohtrd0m^N8lChK%EkhWRGr;t?J48r66P@d&~~h$c0DsX6etsf025PA=M%EtIH#hVU$2?gGXuT#N1iYp&YWaqSEGpr)Gwj z-h=m$B-!5t;sTSAdTl;fruMG-j?8}emRzGZWl>@R&czIkL*;M4l?dgt<*RRudwquY zvK?+o|A|5Uo{F0ecYGO=4#r~$llF1M#qa#vvf4a=w=Pm2r~b_^7z9|fBB!y?0G7iO zpeffpYHe_*|N8y*W5t@vrG0x5(Mm0vlX0feTc`hfBYV8K+wG3={TR#jWYJ2JeoWZj zik;EJ-uwz?%5Y}BiqVRPUz_n0)iJd>sguQZR}ZUyDc71Pq@Hcmc)|Bm_lWb8%iiZh z;mHmZG-%HH5wKS~mvLowPUb26mV#z_iA!FeWmW_0M>MvKm(*9@9M_) zq>!UbcAmH;9mNWch~mtWw^?5srWO}afsF(;Em!AHln6;;Wh%TOF-RL)zAShh;iQD5 zks^SO-K)5K%;LlOc)C5v5USJj)$nQcKGXhK-dKQK_V~T|fsb&+KXtezZ~JyN)cd%6 zQT*7mLzM#?mE(OkzlHLA+`fz_J}U?E=VI4$<%O#)BwEG1AI}}eItKUvc7RJd=!f7S z#(~pKq$8r`_EpA`~Sq zBs~?Da*iyS)FUMiJ;Y2}J%5~Kof6KB0Gl~FZJx;VTqluer@IEV3e4EW1iO1i3jET3 zEu|7=(;17lf#w+ZCz{z}O8=EVt<6Ev1YvT9_~2$C9T(s(y%$J?DMsPljWZNTM+)4G zGp5+=gZQ)hk5eFw?^$0IJ!qMkV%~C|0rb&{k*Wh<#t5L_H#3#;(;?UG>jf=SfOFAC z?~?!BEvtLo6O@|j>v&q0nh<+VTmPrGf|*ow66dGa`|z+*c4UqURYb0tk*{4Ajt4s2 zHUCx>`DM^1(ua{mt#TWygpgQMGMP=XSikbSSi=fXgS4$L;jASXnpPVMo2*c|-Dq75 z^Ce2u8tAV`rq4V$K4@;*P2XkUJZKIM`{qpV;xdEN&Y>HXFV5pG7(`iudsLiIS(xJiDsqE2VtFKbK zA|sJvvLjvTm}J{p;TUEM1Z1j{)7@P(bW|}iBO~+BJ{^%5Km)A97H@hSEpXJ%U?Po0 zTNKPfCED5MD(Bjy$#!`wiD}bQqow6=)u6J)8)dwjv_ar`j6YJKfiKYI^R6y0@E&pp zq7`K*%5?}+7}z?WEf5&gEaVhm8CDQxX91{Db*lF_I=hA^Kz3hWr#f})=x#!rwlLVM z*}{;P^(SI0M9Il#>DO%ht9?76T>J@n3xpsb{Tr<7ryCcUV9Y43YMsY*ul-^e@e0MM z>3cdws@lYVcKkQs z!hr0)ww4bpZzG>nLEet zmm4RaZzaxUGZ%)tWn8jjsBF!jBdvRFuo|hAUN)RF4Sh&;i1^IQ88$jXbqg z6arWZ(Q{#x#g=1Ye{u{SxgKFLh5G0cn7WtgFS{0bX5sE>kZ@x{mf}HC+^bbGGh= zO~P$r(jlK&AI&)GfSF_jmcbJp^Z_^au^zopE2#m=gp|NcL8g(Yq?uHz9q!UD_5!tTL;&*phd-k*UMi)|0nAT#4w)@;mu^04aJK$Td{ zltk)UAy5QKvfV&RI{lY+R~ct>$bIBy_SL%^<;2T1G2+%r7dwaNfSqT=HNj!p%W8~} zm|9;NZyl+>>0eC~Y>abg6aWK(u<26ne5GlzXKC=w1c4_rR%)WSWa_ZMW;V=k3FXdtR8we)AZ*R9__$AixM~=Y^tCBak!$ zCF;FPb52mi>MJfn;h(G9f;h-f;$)O?lBl~k2qf1&V%6zT?KSq8Te2RHibvbyLhOO*D~XWJ3HCCG3+qaRPBF&12)GCZIHl7wIn%A)^m6bMJ&p7r-#k~ zxcP5uoG+$4tGnB{S2njXJ%~m~3{0Z1m~%xzEp=nQ$X{m3w4GJa=ui|fG6!f`hysbn zrKh4AV3Nhp?yze>=igf<(Y)u|4Fy(i^uI{xMTBDwsrrp*)|giHDDnF|Q%6sLkeiIt zi>w5O?P?TDzjAA-kA(ua48GRd^rO-yMH`qk8;5NMxMhp zB@he9s7Mq@4>EK-@`GrB^%!5hr|leJ@FCanavFiKV&A zFW$zEABUq?Nm#jkk7SbIS0Enw)!T-p`0&zV^_PjYj>c+)mrv6{Zh(dbhRKr{k;oD# zft|?LQb8J&5mR?V4g94JF&pCxEYbas*h5cXHjIf{ubDvKDA{t%S(4tLx63Yv$FGT=6!&!SzPHB0eo)I!eKT$h zFn?4|IharJlyYZoU2aR>7`;Ax&hzc(`{Xhd-z@gT=h*d(3pWqu-*x zGylFOsUGf1^%!Ow&N`mXyZ^EuonE~6tv`{RB7CCq-t<^~?YQ;v^1}kaH$xkqU5%)j zrZ~Ei&jODMb|}tVO}V&6IX*iA=0Dy2HaQBdCF~fngQoGnM2_tlLGJj)YvkI>BjiIF z5Zw|+>z1Gp6x{?E*jFOBSJYvc9VGnAh65EyOiepcoP15@NI)MpzbD&InAAm)5um8(wH~T0 zRxsr^l|vw*SRDj>P#&SOn*Nr-e`($h+&= zLzqGDJS{V&W#;mL27354dv_^x(?m_Z^~(c+q~3X-lHcH?$+d4Ll5H#9@hAUP4b{4C z1=BJPNw@#ZfOt!LNb`twqU0`SM{P5p}tItOzo!k7;>hD@n+nSx+# zaxus(z-Y_}rUPKs1SQisv%>FTkUnhf^JErxJ$8D9U`p}hK9^FB9izHaK_g1hp%_@( zlG#mr(y1ZtL|wc5X4xGTwF^Wd(&<3C_>W)Y_i>J~;*UGcjPvoFc}NN4v%h6uMgWyF z4bFn6VOoxuplcE9VL_4_k|*?X=MeUJlqn*Z?R3$$d96vtX^PcDxEaP2)BA6gTeXqL zdSdWcy^P+5GYSDkfK}i!IDSMILIUZ{Cs7n1voF}EExQtU=0y<-<#A#b)mw=>% z!jRG{+a0hcz6@B=M}S%;EjycYA2Z*pW%r(cfN};*eRsxOxIOOr>`Pv+x38&ezReVR zGs3jp=$k>AOWChE7b>MSwcN%!bsTjIsbZT2AfF$C3R;arDV#{Den*6WPS90}eWVQ% zZU)W^v`jv^fk6u2si<28Hx0+)qh5L3;f^J-#~1#Ud_GBdZ?LpuZFd&J4Xjc z2W6&#TWUeZfJS=3!#HpV(p^RHaW&LZnQ?pjhEb(3YR1BtH;hbR-~Yt8l+lf89n$^AGZcY4z&i>Qff@L*L?%Zs+NYr^Rf1!O-Z6)#*o-|97&Cstw1kOPBC60^&me_2XXu!S)-prTD?*CQs8 z;;VdGAwgq=1=hGyfH5TVQL! zV;xiT)P?jgPc#Dly;L)65BnZ-PON4ejwKLYlB`tHv8gfwa!&2FBhdqmZ`Zw!Z{0nh zpCIWDNL{i|OYO=ork+~;~`C1th|22Qbp&d_E4=t zntbq9dz2V$CNHy4%WZPj8|1P+TSZOs$E2&Ad(macIXYkjGE^8gNn&*iobt* z1_cWLnBBo8(7j^tSlj^)cDcAwm>{p)epCh;0_kZZ|>w!K2L_4D1nr zr=9!alo_&#PgEm>H*<=gJh#L{#=SKjG_;sf$o{0ng9;gR<^NTA;XeC=0| znC6g}R*{wfB;vYkh|S=#vLVG7B_51L{U6A>_cse1KbTdL#}#qOanHFjZrIgK`7?OM z5DQ1hV{EO&Tk_F;yi{t-glVsJ=$@l~7CjjeFd>r8Ms5rdQD-9NJ&Z=vh5V3hsO;Hx z(bo}hBTs-j?qB%{y5+ud-Ikd!-vRKBWJi5t`3C<@jO_EBU>#(Q+F-}G$EY$)}@&{VV10B1R;s};&_UvcjrXIr2;Dnp;(%i)L|l?R{3$GF;`zqelQ ztZ3`8;8u;Um^Cado{~fpt1uRuP9zFfJSEIh+kY7&7wU*e_Y3K2dOY_DA1l^ zxa`fN2~F?fZ6Ix+9rz&t^3K8wS~s_}9I$4Z16j)laAZRkgO!uz@!iaX|A!zfFI6OC zNbxCA1&1X8G;o)4K&)*BqOaz|*_O2qy7oe~J@7ni?A(0=A4T-=>1?)Fjvj@N;O>2{ zuf@h%|6WF-eNP{csdw^5r2t+ zs%w&iqL&{-^`o!HBQ9VVT)+jD1fj@*NrA(@TAlY;sW|ok;1~q+9sflVDwh|aMp!0y zD%Y7P;jcXvuy?nQiso{_O=?@T-xm(GgZ&l`_e0_y0s8pp1SyQ$-*e+&;>PMzB}UmN zlmq{c7BImrfl8{^3*ynh4%~!tiRGb-c2?y6gxbh%;!9kRj#@5FKy{EvElm)YL|JWI zJBwwUs;!ZG$rdmd%kAvYSYQ(BNwT&aFV;cSg?|Mbej0Zsld5*6pUP|6-IK9}V;#Rt zv_WV{)hFm0+_l;@_tAWpABblrFFr}k(#IS4LYTYxL-8)yK4Z>d&TZ(?>#~l{r#oaz zCqTo-24B~>)UH}~>->t>^m1w=UqlYlhs~dxm7&=T$HXY?B8tE*S;z+!d^mY3@Kro1 z_$Z$}YrXg&$$VU9YMOhLcBx!iUv6t0h}mO6hgg3Ja{c(PfICtvc`9S@5xx+}sFEcH zYGcWbzko?X*;f%c0JDY1M58-|AT`;b9QfaH(;heF&*jge60GuvYvC~(iNsb7t5=mp zd|?l5kIWj*X*s#^?JhvWXyiB>$W7W@79=0}J;^A3r9Sr~XN~HuKYwSA-RAJcb*=pz z(-Td4t;M>A@ictf-CM8Om%d@8(f&aq{Gjen`TAmi$OrqmATGEx!g-!K1A`E9qxy;kH@)#05am05z{G$V zR16J-2XLD6BZ#0Dv%#$5k6m0W3NggKN1a2=Bihls9#Tb>Pm?c6RFj|#QZkIQA0SQy zIB*MsJci!q+DqE|^=b%Cxg?Fbf}H%loLvgjq>A3wvWJY08J zvwo0kQB@}o?m$@z1z6LEIrhrAGnfYtl!h>MqRt9mR9@%s&^RVb3MUIx*M_*fu`#y< z7w6mbe^v7;zc}kFu?%#}5VCGieD+bt*w;yT<$NvkB;Yxc0VVD7IsS*QRJL{aJ?YYj zIX==~+YY}Xb{yxDi*^$Y1nnBN8of3> z7Taw5CVX+Ropsy1O)!BFF$%SF(_C!C3>L%)b-q{b3(a)q(XLdPG!y*E{-ytQ>fL_{ z`61AE4`3i51ZXPL(U{h>XoluKFcC=aL39vaxfDcejnQ3ly#RC8?Y(|PGTNq!nbd0V z;_Ib(sI(fdM{v{5O(c42KR}xYA4b|WH=B+qexl$~R2q_hcL$<&B4K5hENU!uoNMEQ zs<*|LwUXq86vFW8l?W>3$4jDd-$(Xa^__#)!CnY(k;99_i^I$owz4MA9nJ+*vys&ujErroi zUytyit?Z|s{B(7wsOfrIOttwC`3<};X{CR^zE1{_*sRjt3-v%e&_&f15R=h~x^a&@ zQ<^AjNN6zE3rSQ{BBiEyQZKQt?pNDsV#3Oc7!}M3OD2?aZ}2BwKPI}%pbFl4zG+}{ zmPjy4x+P0lRv2|wr&1Lv7rK6Cdj|Nodf@d}_G(x`6F&4myEUgCf%vqHUPV9VbJKcG`TK)OX-F^Ibcu(6* z>zO~!Z^duQ?w$*^C1+R)2vM=2d}^X4-2)Inmn>{g4{S(_&AKK*y;~M!2Q30AZHS`# z!X5#1;PZD-Ff>+3D5gQ)JX$g{wo@&UiOMw)!EZsgVXt+s$;nmkPK z3qa@6T1@}l`&R)~xg5Z-SqF#0I;bgxF7Pr=3f8Ne;J@dAClM0zD>;%yC7dKIFgUY> zEIhtVzRW6st;Wno5v)IGF>bu8bWA8@w%!&$RtIH;SDZCpxag?2mDN~Xp3ld-{OBI9 zJPe4SgpTJl?s{+M@=g_bLc~&N(wCU--}|;O;n~`;UDwWq-7el1{JqiZwREFjP_B2n zM*zn_Z%yCjW9lxP&TON!AUW3T*eo6cJp=6o&acM2I(jw*9b7K7%H-6j$&%F#A3|D7 z-mQ<#-s5tdDQ$}$65ZT#3|^+?4a-B)G?`M{)Y~Ndl-y(v&Oj@mz>_hs$&#IB7aLH<(kET-qT*bSSdo?Kbi>jKHfr^h>Pf4R? zPPfyKyEo)Cn)Hed`&tWSAJtx>Mn^|zY`t)3M`ybtu?SA12#(^2Zn12`F+nb;#llV$ z&9Nagh^)JG)TjwZ;;Uu|S==J)1MC4Be7 zCszE$YRvHX|MI<;m??*#DPhX^&3I2ZgW*_){gnkQ1^hst^FOrc@eX|smDMS=eJ-{X zhl*v(ndF-(JDEfYz<)BOLArCwgua*m{` z3q_E?P}PH>^-1cfg~r}1qwW3oy9{HykGqj3m&!-D2dX#L_tuFXXGcJjpK7PtW>Jq( z$BT4m)^;w^9l65itLhHYgN3eX&_n^Xl~*K;5Gc+CG%phJG zsj12q4PFp?#}X@ktiMMP!GXksV*J_?Ck3N|U_cy;XZI$&@w-9=HazyPVzy{Kr)078 zNdl0*60+7C3E&|&>az@)7zCDF6>uJ>8pL$IAh$H^u>Q%q%D}&&N-|k)`B@mxJHv z6-(eb6Dzsw9~fI23pHCy163K31L*FA62Y+uXx#{0H^M-*f-L{Nd>NcvGm-cRLZt}+ zG66?X2(mD%W=&`jqfcly!UIOcXVc#*J@kMotR1l{2iSnoj(|u8FP%VtNX#RC3oW}c zJE47W1`I@<&=O6(>J+1anOfZfO#SVZ5FJG2*E@rM;{~|I5@q#Yg`RpG8zYuJ!dl)_ z=ok}iak1#!ee3}YHwxYb%#*UO2W1C$iivJ9MM9}?Cep|@eu9N&sYOPq$@&bkrVajk zVJI8^`y<${6tQEF%t~qDPBdHnMWBv<%(lIvE?_v%Djp6cLbramqMo#$W(1Zm3)N^}$diuBn?*h|Xx~;GSsqCl5=QhpDoX!6kwWP4*Th;tX#jhBoK) zF8SPmX65`j)eH}y5vo|E7|&>C;hI<07EgrX%uJzK=^6s#FYu-=3HxYc&xe(TpcL7* z9JvcFudQd_Tv+Mi#X6L&$0RNxFHi15qWOhYGcwvGtgSM-Ypz$9pEj<(Jm|>8!eF66 z0mg^bir(qzSZ7KMc@(xhuF+eIb}_KcM@06F0J<9Kwu2BbBVJ<^gh1NhrYX?_+awX; zMry)FleTe9egSiuuzdp1UQiwU-O&A6aP}=jWH%~akiTk{i&y(J+qXKUR?w?{|5pqT zgP=H{~;kA)N!5_fi<-H%=X2)Pg73@lhE3Z6NK`~!xACcbrY>uDvv#o|Ca5dvsQ5e}_)#kB;$!1kz}*77~jW{5A*AYYHc%cf2>eJYR8i`L8?THg^t zYLDgp76(}H9fkRIJB=FFJQ>6ncimxaF<0^?!o);zwBg8hLS4kXa8idFvm3Q!xc3IO z1YrE0tQc0*Q|C1P%) zV@Ww^O?^WD4duq3!FJIjMnc_=Z}uCw0XmG1$v;L*cJt>7l+lNpn7ERRH=1F}V-jCX zbL?W;D-{OjkegQ-h0lXd>ZEdkj`fRd?Iex)1;99n{G)Z z9XKtG+8DJN)FidXCrAVYMhbIQ+?;pPW-=3~vvBub1DnI*k-mb?(C9#h3o?tgNGQ_) z5x_?HR_0?-DVIZlw=Nm$f86eR?eg_LeR=uz?FCu?d|}C`UwT5Pf4Y?G)cVqm zR|A$F@#Rcm%Kk9U=T*#Is{FvNVI{EaR1VHm+CK0fr`keB`cSasMZVs^?o(+@)`?ETfV@d~Na9@Ry@PwnV5`S2DIu zrY^I*^ja#YU>DZf{Q^^pqUY=0uK6v+c-7*0^2=H`9t%*hdW<*SMS1-xdjfR9n?gTR zq*)zn%y<$xhupi~T||OIIBrX+Rtn*rL0}0d=Grfx#1aqPs;7(S5IA#GtMvIx^8-Fn z^fPOz_l^_g4a(&4a#R3wtM2K1Z3~uip+EAj+~6hS6`XA?@6^eyu7v4*PUY}Cyw@+W z=4JbZ^xaqP%0L)yAN70L?)T8XN=Ch)h6xED`S;{9Y*W)gm%O?<1Ji>9z0z$K_pN*-Q2zAt{qfi=@i9J}} z;^v{7Oq!fMu2&CAo2Y6iswP)9f&tqkqP5^$8)zPLNY0!R z7bYDYHdirhLeff9Ev{@P-AUUlo_b_uvUO#Nqv!nKK^B&x&1HaqTgeKo;I7rDpIJ4`{k)!bXCgA-2#@* z_+@7l(-L#6|7RuktU4r`k7K`H2Clh4Nu&mlrdb4hwDjyQpu8^yy5w)fC@sg8C+D#Q}8Tr4mGHVj8sYi|IiINZR zLiOkrQ>kyu3eCfg#IoTu{JOf&6alOiqIPBMayoC$Y3!T)M5)4Ik|wr~Fr0Bb;$zofxP>kO2l z!oV|=k^Vn+I@|EmDe}`cBn>_6}VcVYAB}yS_X!cdqOB%QFW~cFRut*yHud z&WUctE`(BZ#)%@&ckQ08XNu#Fw(fz$W5$tPfy_*OA~zf)^+~yzPv<{ccK7x#f8m*# zney&)_0w~z47OYG#J#iZTPuU6vEQNBXUK~u65b~umN6p(*?QNpu}~rrnkcg;Uma+v zlmyl6KY__c_$?+gh{@7as%Gfy65VnfDPa)r;*o?V5+#Ym2O{x-C{xiZQ_(9+nCEhf zo}h7?SP2?`HG6Tm%tdH&gcgd>5)qARUX99G4U-4wXqY@WRBMr(hTLYy85$Sn6KN!p z_6+%@%&_z4Ac!6~df-T6Pr{uTwgm@x;*y~uDtSHNro21rUVUR5e|V5U@Pw?fMH^2J z$(Y6X*I3ILYSRN`8tc0gBB`fHOd%3$h%%2MnL@INAz3y?xd@GnP#{8`5qeRKYAw3Z zkW6rdrWvD6x}YcBp}9lwT7SHOZ__ZzA#=B3_8X#s`JXmsjU{8ns2Xj%1ZGlu74B+= zwPxHh_?p3%Ah2OrBBHEC-Rl;&>Fv?9XyRaxs6|}|;}I7RjX+hPV;EI zhC1F339l`ULaKvoQTQzCcx0~V{03|N#fYqR>>f~_=$ zEM7bbUk+*nUB^uRp9F3sDrV&N;3E?-!e+kzotdwyvdfX#Q=jNGN9;nrbmp|fg^B2! z&bVW(JiPbz%-rO;`q$@U0Vp6+z3#*8%yTDSs7Ds%2xMAenH_z7e~{`4AniMrpFp0u zxd<;cGc61@kQ|*vc1|Lj=W#gT9278juoD|*Ck6!?CMZeK;Yo50WhDGIi&UrsnmBF8 zejFFX$sxp4Q1B7re3FM8oQLe2Kt2GQf)JIYSQLRpQiR|FEutTRh0T2(t6l5|@>Tg) z?7jAPBJa0bJN|5E``h=)^Ib2p3+>-@zaO&2%wa=_O#$pK#@O|)_kz3`V+X|6({u>9 z>3WAFcNm~3uv>VZ6_$h*p(@k_tMHLzLZ>NRlz3?>IyK|h4|yIut(WdCqNkgw^&Oe1 z&3^XSB`JE~QcO7T#Ic2IoV2;Y32?+VH&6nn7JkMBEyJ9^`7Fa9cs>Yiy9ITqG+zin zG{zzwNmnnQ4ENfT)?TmMr*aV%RGHikEx!#~olcL+LKZl6ITV!(w84prP<`tIvcb@A z0_xb*g6TcQpR%5{pLLz>ct$?uKNS`iD~sIX)aPMS!XEE<2#zlJ(=R#3ait0tvI-U^ zP>-arAQ@A7tky1H2VxSGgXeCYKXLlz^Eb~Pf9}^uj1zkOTL`$^N>rk}}oyJg?ErL?SAF%xqRjt@<1CP#TjL2?vW>l$bLh*B85fjqt99LBtYc$K;BFBj{3I0&b1r z$N~1FlnD;kTyBzDy%b?#3IRHSVZphz2;mY*F1Lwxagl!&h_y@*+oje^RAv3&7cdYj zK8#5TcYVH18=*RaTaj?2sI@hKWXgB#I5BG)%*wff28HAx6ywL$-~#ZQ9^u=}h}w(^ zbliN#^JDi-&%eBE z|E9gw+Tf8vhrJ1vJxneyh+wPaQ@tXXDBDzk8^dWSVM;4f(ubsM@sl#^3+ zYO)RxWHQwVb~+e`Zh}LjYhbF;4Ic+2XPYp=0u6PH4vm!Tjx(d**f;t0i5GSa=PEI4 z_nIbeFvJL-N=g|t=na1P(}%V^xX<3(UrsaD)V1ReA9?0#Ywl!(>s!0IznaWsP}Dzg zh&fQ}mx3qPUO1ZCxcC0gU;5qT{gQx_77KvB2w2Xc3mqiq3Ixe6H5M|6g)k%)bpqF& z`9$ry54GzXRE(Jr2C_=xlS+(+N^%LAhx%92_-{8Yd0L$hoBe1CUz6 zIiv+C_bW0AP}Qz^sH?#d>Ot(4DS z2!%BsIizVX@>+ZV1!@dKxxu%OxsdHbu98|n1uB$QRaHaN+Kfh18V^2xQCrrW+Iapa zj}bDy?Zl^6CZ{kSH}kEjRz1{q+!ob^B{-2OP+_3A2$oC~Qx5b5g|*-vd*D{k+VeNHx|sD=+km~(Huakpsr610A2!4I+XrZYC z<&9v7fI2T-UE;5{`R+D4DmrI)9EE67C^_lEfV;hnEbMloFFBud(#}l5y)}srCBKrS zlNrH}aD{)j6^s^+t5y_Gka$f)z>Q&4D;-{Iw%aBsUA>MEzS*pg@J+#j0VoPXC+{_7 zlNN-M?YGRF-;%<$z~{1a{Bvoi&+W_k^5fNs>U7n`RU1gNp9PA%!d?kB)6L8uQ`gde zGOs(Xr>>`Ontox#tecPZoiNX!GxQl|Ix?+H$EOpg`_7bD4so=P@djK8pZQwvZ&RKG z6AcTAXpfwao3q|o-<)J!qZ$1MZM=jus)Dp%?CyRX_qC>O5evIozkBb(x{m5Ks|@PDu#TV$4BlFS zaS$eKZddqLC#%LR@D4t3(`nWpW?BEU!BR1Jf^XI&iht);t3HMJ)~!~%Pr7Xoy;#z` z>>yRF5&BQ$@~Xy%Ty8Z4@z$01B;XTHCMb8#nLusofBI?ckYO+HNA3^!4?-X19Q7Im zU-(qvqCAi0>3L?}{{wa=GNa7IXA-l$-%HK+1;E4<(If>v2d4SUsdD<8=3IKtbk=Lw z+JthNY0Wi!x0Cgx8SoB?Du4!Rf0<C2{xQNwzP(*!-EXCL3U{j-`n_T4L& zzxtUYdL+i`dg6x%w(WU%?Js?Ob59Q6R}Jw(fH}AJ+S$Xq`aY4%mv$Wd(TUllPeD7r z_3a0(ZTn|7T6-qHALD`&a9DW#Z}euzD^wh_`B%LbVjtm_;jC&J)x=vn->kQzZm|fjHGYX=p@6#r))*S2>5-n< z(5(D&9vA`Jn4+-*OL^32M8j)m$LHHDoKaZG5f2UfepQe#3 zFocVaz8QHd@?M0AJQ9w-PWc7){r1(L*S6$y2M$)p z4$@!LqmSN`eFQ5b4GDCWd5+4^{T)Gj|>?17 z3It5J`rXPJ>?oLqj>v+R$k0Npr+F4jBWz4dU~C#5@{EXAJ{Tt4?E?>c3FZ&kC3fOrFOjg!E$qpxg+^L~ zj@PU*Aa($Ro)H5-xW+PS6IsV0O&S)<4;QRZLmVlzjeUiEMp(nigRDL%9@ME-!WP=e z>v)$T(mY;9ySqukQ3@%EJx`2?L==k#D-2@X1%%@0Bw9r8qYzpSyxFA*RVybF6UiSZ z13hRiB!die#un@VbmqIW|LxNt6#@JJeH_DE#|Pp%yYnxd8l(;>n~Tf2xR&E2IVxYXRnA^0}FS=>S=^sHv^+wo$$V8u2+sXc#s_kpQuZe$0i#CX z9Ur4hg1~8sNa`)XlMIIeMJ-#2Tq1h8!v@_ATJCEZQLLYrIr0dWVQH##?O;8%A6V; zN$gVsNhPHxxvZgc2_oyjf|t8hK~oJyRR;x<5(JXfw6cKV4D*q2D1^b1B@(RW zX-AWVYtbertU|f8jNV?722gLne;Y81#ie+%QDnlZN|nmg^utM}7utsMkqVes9%}0> zPAltvY2sm>sq36?r{==0;+<5$SFIyy_3;)m3b^*EZAaiizk;U0-&`d|x~~J`^|xyf zg);bMC>Fq_5C~n8Y+(az3LMDKNX$$eIg%{)`$i&}1lM4Jt!NheBTxaM5;9H8v}E+# zoaOZ2x}Cw|Km%18sZwrp#o4@`whQu(;8|)KrNPZepl>uE6XGJJAz9z^=#yZ0xGo78 z*wXi}d*LgSLU_&Y6%s zcQM^la$ZT{wNNJkL9pK{rV!$6Z}AtasLGw9h>E9dWQ+dl)oQI+bZd+{pq1>mI+LAA z>F%WWW3pFucyBd(G2t?h<~q%^1qG%|EyF$Lo)AvDAJdQR&*|rOlufvlYpI^V&Z}x6Taw%mG4p2CY?+5L=QHP(^ClMQNO{CM$n8f5_;I|qyvI6VA8_XRp45|n zMCa{!r{}&Zon@2higcY`x8HVe&>QxL^h5imTj0VWKGGk`2$Z)3JK{7mPf1V76X9q0 z!^$(x8F4|HSI($sO7nEy?75ja;pNPn8SE2|pckYU3*b)F{xYE{LTIU6 z9#qtnqNt8pQk4t={t?)R6?7j+q@(+n3n(tLp2Wq#n?M$nq(Z?kxBweOTotAONtG4! zU5;`X{i++cyKuARvMm~q;?EJNsV-hw<(_j&%LsS-yV?4Liq5I%P4#{CPoR1~Dc6DC z*=t6eA_+E~QBjOG=n9fJlj{eDN4unc%tT$YX9i3#NLPdztB&6Qnq#n2#Nceyvp=;1 zHp~6+Rr?&zgdscOpq_&`M{*3O>s)YFotqBt9It)pn${myCZ|+wed8V!JyToUh9M0G z;IeX011rT2Ms`MZjrpn07_(SoTYvufx?g7j`+XINfePSlIlzyPRQ{hZ{BO%kcnptu zf-!|AK`EwL2{Bn=T4745XonRhmmwyZPUKse$3lvQPcLO!l!bn;cd_4>4)*btBjO8( z#dN}#jcp;>>Z4N7*O5NdgEaiR-!~L1J%+CA(^L57J1MJ$iqATm?>T?j{3qSKlOG)e zJqhW#LUrRG=r?m?nOKn0U`8sX`Zpe+FNTez9-y@E#G}6l#y7471LH$|%rj;=F8Eha zn9)#Z%QHqzqBP78p<+2YO-_j)?cj55H-2$fvrGxSw zecaq{Ki%lI537giMEev!E6z%@@@#rG^HY9NT9nT#E2bU`$ECO&uNI_&T&Oz4$<*6K zY9A7g4o|d0TTY=2_x<818f6did>z$Yv!Rd>=dx$e-F&{~y6x7spw;W04to+$(N_JI zJ=04ja5IxmTa8AOh|%Z}*bkmp%|^2^)TD`pbX`Vr6KrWZnx9c8bfnkm_e-;-Kxv_b zN-A~T)==$%<5)uz@U~}~s2L9PROR_{lct(Y8ckc);7~L*G!%uMSA=M0$fBw^S~nFE zj5hdYj)`Pd5S}~~&!Joa_N4Bz4S`fH%Pc>;HG^FZ)ljXb>v{5Tx~o67iR+Gk-@UVa zcS(GAj(zsoBsj4XCpi-*w)5jyzy}QwAdqGO3SCXQ@hhDe5Q++PWa~yLV{4n1wG6RJ z{E#+UDvgv-l9g?uQzZTwYd2|Q)3mly149#0*_5KSNt}J(IT^GQmwf#FzMuEr_rCA@ zKHoy5oNw>ch*n!MOx%NEo#!yu$c z>N58(m@uDPHCT2HkE(GuJ2pP1Oc`0DcMS8J{8`Kzv)3bC|_`dHd3&QUW(R!GSNSS=Qq zw2J-ijKlI2WLyFKX=K`bMov&xSIKO)JC|g$A}lis@Rtj+>0(D)Hj^kW6=6e>U1P}} zvog$}Vx7vyA&InU!v#-XsCg0*Dl!!`fQs;29#c_dQ$@rrpIMxb6Ixz)*yZRmgIKbP zeP*NJGpp*nW;H?;G*h%E)68m1Mfl7l1HReM-i~0y-%{^In=d}_r84ZD#J_ zd3v$++>cx5&CC5M8mfHs$}d)QF2GPV#~(;4uEIVb^HC< zk&&;dffyH!I=m%&rzf{J;pr*NEv4fatCC##Osqn_YSd8J7bCF}%pn3SHTAMkrP`{> zRL)j8rY3DQIXs(Q7-Pn5{L3V+WoLufOzbEX4Jh%d+|x;t1P=y`$kXf{ve%meNT>cs zgZ`c!!A#MP7A)hcuNzQSu37(U2u=S7^yxbg#LzD(&G>8xS#OF8x|iE{wVEqV*J_&^ z4>}GxIZE($r-|5DTMW4u&ze(Vu!e4*i_%B z!67w4k(Y!xN*%d}5SbzUF%~l1xY}4EVwT8hzdxum{t)Vy$cNG$iF;hyC4C}MsV^gT zh}|L;`!LmYTP4Py#6h`Wk1Kf)mV+(ebs2TcXVnzJC1kj z)aoT$T5m#T)zqkwk01Cn8cn~?a*}0wIHl!OB9$$|DvOA$<>&xigbH4*j4tUX#+~g&R(CgL7*mg-RiC5SY&L?fi9gJc&dv z?j`#;F7IqZgqK9Vu)sA;V?z>HqB{)~FC-%|W?Le3(Sa$M6I-nUAYQz+9lXQIWBC&0 zyp(d>J9IG+x_HnL7Ntcpje!6z?hiPLleB^b!2J~*h%oS^)vBYCD@~mMd^aUBol7&6 zo}}j~x08OC_EWkOe@;>=(**6H-IS;Aa9!Xa|FUX0QAl$@$SHD#d_?Fj@(g*2P#_k0 zoX{|-BM%cw9xGh`fz9t&s?{=%+-%ZTd)W=4jJH5yET~US1p{Ns-Il4ApstLK9iC-r z{EUK89(s$3k2DZM%Y0=zUqA64y)?Ok@ac))@z-34)&9Wge z@r-av7!a-qydcOt<#-Ye1*w-rWmpKSfhy1sN8t=y00%&Lm?nq3Ry3COK2)LHHKvk@ zZ0{I;Ec{1x%)sc9VU;Z?Tk`1kj>G;-5DO9R1n$ z({Jb2Pl1mQE4K#C9QzTBK#ZEK{QmMHr zmrye*r>bsuvC}DYihx-m2kh#)C>AbWE3r$nUh+BDN~*>mtrIMP69i33sH!%XBuEB7 zJ(1Bw)97~4uaOR|TjMl6(c7B}B(kZ*ZZ(w{Lu8Sun}&fv9+^sD1=`5AQ1gt5h~`rw z$qD2qV6MSdVB&96)qp-vPvnY>rvb7vM41M)xuEdW8QNYWOFi4D~iv#`mRY3Dlroj&0Sh66||*`UY#qe&u$*bvW)xcm~@SVz~g} zalHT`lro|i>w`GY>uk*^SJHRcUZ+1n{V80>a?~eKF2%LBqHM?d4%8PQif~K|XHIWI zT}6EX+D1ja5U~Wuea6OM{~}!DW^DIjnPYwNy+tTPtS`=4O|O#>IRU5Xb$E+k173UI zSHaEp&GtOIC$@gJrUzgtTi^Z2ug?ZsD|c^g{|D|%*g{kGxBA}9USH#`!7h4g`roKW zoL*SM;JOZ_xWC&7liv)wt7Q5Xu5r2JA~axGKm=^CIbVb4=r~x|W;l$1mhhEo0p1W~sb(C2U3Hp-(7zx_&-524-v z%YC^AcTrt&{OsPl`%92CA&Eo-iSqa*hJXn{LSxLsl0XC%tPmap17jIx+6;>2HQE-W z4g%H8RNC6WOjBSiWs(A;fMV<;>QF}8gti#0k3M*frKLDU9z#rW`#pE}{#-VJBuM}1 zZ{{;+@7~w>oqO&%XV1ow`Zv~?$Y7n)=6@WJM%MpF>L^;U^J57Gd`m*R^JysN7k9|0iu5dJ?8&(k3%z&`c*4t^qkL?`Wa zWJj85G|rOm?&grJVTT@>$UV(mOxL&caUtY+FMX3}=Ik?s<0I7jSdAEl=mULSI4%#Xr8 z*WH)2H2&IyaY4<6{)}JJ6WWi&# zKSO>R@Xun*OA7mCSo*mo!Q4~K8O*tc|G$op)%rf^IETKM&G@j4&2OLsc7ys*$Ke*5 zYwk4|3!>b@@SN%`SC2u`Bd&i4)^kCiq4-O(=E<99oq`DzI+e)4(1{5Wh0MYRP8dE9u*sj z1nwojhmSnOeKL-27RL~Cr_gdyua1c4bquN$T{K7J;tpdjY<7!d(@>{^reY51^>_>< zzhnJf3IF6+P=z+m%EV5##KjLhK*adsWfhaYdBnRI9VP zu1KZ_#UaWURdgGk)3x8PM~=!tzN|ui1mXnff^Q~yZJn#NRF`$WU!(K+Kqrr8>3V|u zT*`EF=uSqCK;J?dBX(e&$KY4(c;2m)t`Gh~gLrSepXApkTqoH2zWfpM-lj2p$5;oQ zZ&;r#@VCQs8|TExcGz$LB~YJ!YL_Q1q*m36Z?$U3VtWSt9am-#o@=-c6d%w6@gmM| z4-FG@k-rZjHx?s@Pl2ueK(j?Fo`>UoJy?m_Z#gB(L|P<{V_X6HmSSED*4U1I<{8ZS z2y!=-hlajGU#1$j5IMQnU!Pg7=4iGfZyxvO`ethSCK zZ?8Zs1!#{!JH^=3oD<&vK)(;2AAE(_=Hd6@cKBR-YukHiK@j5yF@M-ZrHm}Yco1&K zy-lTzdk}pGySL@fdtokWlr5|id@#Fv+nq+)j6D*%rt=)!IS^|fMqC9vR?kmBz65-C z8G9dcF^Kh#N6ZHSyB4xt#TKvMoR2w|@cBT$v9gu!h0KD?hkV#?YZ<(=VV@4aGqI$n zF`>JWf3-FLpTOOD2OI*w{a^285quRS0bQdOQ>8l|HD@&;r*{6Hs3R3J1$hBCuLF6t z^IbeY0&?;ED&EyWZh%Cn>FC0Hg*+l4>t#CXccKjdYjiF3=5}5LtGqQjUnlzP&pyk& z`5n&zoNp&8vyOdWC)f=tFvqO(Jlc;#zJ>N=Z>muH$;DAai8QB-x}updz0o{q6ew%;Op-O^tt9Yj*;-6_#mjI zM{rHabu`zq4(eyFA7hfg+p4ro@z*gjk#iu|&RoAb<4`ku-+8%#@4-rwH-fR%I#2Z= z2@LUN4aQu?w@xc!Pa=rbFQoz|Qm&eq za9!H14(O%bTbF27d$YQL&0eN5?)+KdW zF2lad=uwe@{IHX5x0^{~ZYuU6UzR%ObY8y6Ez^1o#JhCpmm{ZBE+}JN!F2SE2BXAt zbeC9&xme%YLfh;z+Gcgp0O)se0CbF>K_eoyRDmKYCo&Z4e3MGzPO4L=%}%*RG|Js}H+7tP#*q5|F)gnhqx?jwr$)H^BqjK>qRpNi<$Hr`h zF0d`e66?q{2E+bkXHyii5ZnPu82M8w!5PN;41y2jYhBvmH>}$LP(f4W61~r-pF;!L zW+08*;$y@#2KHio81WtTL&y_sJ8eI<=^|Pz-h}kdKSA&HAChc4aS7o3!98HU@2B(q zyHzC)Q9l1){U1?N;Y`;+-}7QA;)Q1)J=U$E3inNL1U6ZR_`jP{ow1baK0wptdi>`n zK?dHxk2-b}Wr8fLRQ<{N6=ed4vFA{xSc1E?kfha28|^cofnEb|fCJzXV|8E-kWW)K zh=PY1yTKZU{xe{u|D54H<6RNGqVd-NI|5*w`b2yQ=QSI9&%pY7q2qKsV;_+OzX*Xj zkN9w1p2mJ7XCX#i$$wcd8z8N!GLAp*{d#v-K4f8+b=6(gWp{OfWx^M590LtC}Ov!PsVMK-p)I2+2<)@MU`eJ6f&Rj(^Qx+<^C zhVshe;73>AEzgGX@^1W_mJQ|8{trL8n&-jUP(HXDKN_;3ydm2U;?n_mn!NNd_6_3r zJyBVxxh=O#=I=a{UxbV7`y002iZ=8YUI1T;+J(*3A?FR>0dkSBsg2AwxIJnU_Y*FM zg;p!#SrSB zORTtq`g3^)|7>FB2I}9(_wv~TJNdtmm`oq$ow%v@u8FgC#N9eMUGFg7E6klryv_YG z`lTQG{aa;VZVUJK)o6N0a=ACff17eg zPKn19+$3YXU&>jr&3P8R!+jGJOEqzNa_(lC8sIx~HoCQMtF@emq=fPf@RZ#*aC8Xh zom-*)sz!64#a^L$BRt~wro2>2@n;DB6!EPJcfXVdpXdI#S9%4zIL}9=CZ}F1f*Df7 z|I^IfWBXJc;9gI?1=Qb*{x~!I*bA74G;`Q2d9hW!5zm44L7z4LV##+iMzfTwZ>=`| z#;NF<6Y+Jbyq>LVVjY#x6snWXi~ESjV=VV)JpP1juQ#U3Socyn+22GwQ5}_Stxv(n zQsFOP{j8o1mOwRJB8&W=%4}~HcllbGot}WE^`w{TGwxW^pWe~_UFiJX(u=i0lZUmi z7#;@JG@J`puzs(?7deavjA+*=+sUrR5B>M;a4)IMS0nSlXcD!hb}1*67q& zN4K-|bB57&#)b#2ecP7z)xD;%BHOm<>aJ{;`ZdzP_MEkzw`_f#Wn1-i=XOB{{oT%z z)7kfI-QJDOxASByxy8w+P%hVW5KXxXa}Lq+l3&M|A>3GsN+A6aT6 z+z-Q#yTkZe-G=5L-4R?*Kal>!a%p?wd5`BYo|kysvA=Qu@pnJ%I)2)9IbP%L&i5po z$$juAYYUam{MJ1f^oKX$KSs0Yd9Jb)vS;3dJ@CF|w?X3;|GU3q54^^{OSI{*4>EGT zAzl;CqR~i1^7NVX`F(A#vCzcBrJc^tPW&4VD7s)IZT@BQBh_B}ymzB}U5R5~&TjNd z6bnw%*pegWjMsYGWRcZ-JFND5f^$Ah^%DR0jpCh5GBKAp;M_)x3dso%k+*G`b+O9`q6KAV<N!<@ec-}<$N6ha`o*#!>0X^zG20!C@3ibeY9d*#gPA%`sGRjJ^SHZQ= zJ0kUNg!6T5BbL70gV+hs0KKejh}xxAVAsOsw%&a4ojahO=Thtt?88tmzJ4$DM_Ye> zqRxeFb<)?$IeClF+{>`T*_RW-t*L`D&YLg&SkvB7{*c)f@#dDk36wb2^hUvM6m zW(8l)HLMP|x>aDUA4s#eTqb(&k@x*X&h*wvUwN_&gA1YXWR1~IC+dH+ zxl#3r(b(Mi=6;p71lFO%^&qF>|np-(PoN0zf%}bh3+e>10PYG%VeJR>lBAu zof(=dn6?*0Ica!Zl;4Ku^4$mgEiy()eGuNOB;L0w$NSy8k^Es4)bU)`@tw6CX=%5v z!Acpgc%P%5G9Nv;TH8kJ+|zr|C{>Cxm_CX-dB0u;q?eLcYTJ^Y-<{3GeK32is^dFj znyj>ryQlZwtR=*It#vvJ+8 zD3bxizM;|GPps6~^;O~^n%{n}(c5lfc|VQmiEkfK-D>vd!m!rFF?6DdacDp8Mw2J0 z#zg-o%%?ZH&5$I>g1)ufml!R+Vxml{l+mmW@Lru*wn`1gGm6$=n@b^0KGQ zy;N)Cq<(iM?RZwbujiJ#W}Kcu=44h+T8aCAr_}^8JFQMIwkJ)PX!l-c_1WvQyj|>* z8gv5rn`(Z4r<@Y!T&!8O-q-#b6Kf{5<|0<(oAn{rQ)}+=b?jqeN_I}*IWmX)tlnQN z`Fd|LPut<;gl&${m>u2G=|0G0?o$1>&B2CY^HeveA2x63lgRhtJkI19?sl2rpTmE- z+?Q))GT$8wO+e_)9EoCMX1(q+|3Rr#Eu+@zh4Zoh#P-D=(7YFW2>#7;pXmA6i#CUw z)S3%z5p+gorT;wT+sT!V%E`eh&3D)n?@MLso6@Av=6;2_d@BK2iJSxYDI;JmOtO}k z%URhkqiMI$eN*b4eX_)TM(W)gWu*I(40dmq&+y+o_ifhXRrvmS@LrKKg5SeN&ix`O4>n*=lRWnY^z0P+UeCPVBct4A-XAyb zMNR>6@J{y2x1`G5BUOGe-(1h$xB>mNk+rImDz5}>`+-cyr{UhslH>J}ykM3T^WQ06 zzNs_XznroH+Uy~=XxmMcKg#n8DN-Lg1)q#R35-7xfm0A3j(zEX`jI5RXb$!x^Sn;xd2P3ONxNWPa;_(jeug}_lRWwqx_#2wzn;N4zW_1$8_wl! zkPveGIw#5nZ+72^*PpeGxci!E67GVvcte)r-nmV?k8aZ&X*TY?^>`DBd`jHclQLFN zzJ8dp96NAlZa1$ux0-M1`%P2a_2T{Ne1h^F#gyfI7w5e}6>==RG4;hF$HTpKfbJ4` z9rC{h$7#HQmg0{0Q6sxT_4-GsR12DK$oI*MG!1v&d~Fx`PTg!EwrsLPs%$v zL0iSWEbbZCC#Wm)PV>m5=ZG?^$b;`}^>y#1Q)IV2NgmLU_MzX$@D9MeG{)Cx$#P4M z_#;yOiM|c;Kw(-U2d$tT(7SDWsKI^|?*xFg&2VH=iT((wh~%^6Oe^!&yT5C5qsE(TQ~~v|Xiy&1b$& z@0h2tuM@V*h-ZpQ9n0_ynN*;y!@b=H<|EIVihMbRe0vJssim-^xc7@F*Y*nKI%;4q zq6T4WW#~5*b+zbML)&of71){Ciu0GQoTULG~<3M$mj;221}?ovk!Crk){Z= zx#l|p@vZ+OaK@Gj*hT#9jL|22C+@qR@$WZnAL0T=?Q!p^@$a(<&!)pT^8_R3Q#bPC zZh4mCMlc)G^6DQTo6~uyc?h(EyT<7@)PFxMP2`nkDY(yK*ElNC_B3QQSTvH?lX%xX zL$g>La>8HA{BIU~PowQs`wlt?25~3W;7+T#LDrAaMSRen&869R+Z5Oyqza6a!g#YO z{cqDv@E%@deb=zhw1}r+$jg!WeIW3cD9PBG#)Y{ig|8G0!Z7sN@vUT%30E?jWi-NjQ3ls*eyYc`wZ})ZaNszM@3WY+UP$(1%g+ifF zC=?2XLZMJ76bgkxp-?Ck3WY+UP$(1%g+ifFC=?2XLh-M_MwG|whp2{LA}84?k1FZo zM2>3hb<$xI<w8rrD8>v?0D1s=40Z9*dHCq+t7tK_IiuE6S|Hcp#|SaB z<(SuxdBhk2>bBb61FH*OQJcaV6Qg?)aR|wMgx_~P9WoZ2R>E#ajqv(qB(C3MdYq`W zQ!Zyop*A4*E36KT-HX0)=}DngP)3f!Kk|FrjWvnrgk-;njO}vS-;gZ~>cN~M(m`2r zYege%x%4OC5%G(S{({%`A?lM@MF>3;h=LDVkL<%~t+kg{wC$0R9NCv&u2OsxLAeI8 zi*C8!jt}xZ?dP7VMb+HbW$>nGB%0hDGx(}#JQj`nlc8v&f_uYZ-WuxcN+x)#kuc($ zj9>-N&Tcf?<3=xUju{c3=(EPZIhsoHaI`ZN;DKmtb6oV{V)&}Xe2x%H7w}epIM&4* z{gFU4&<*cB(XI$@Oa&8SCSO-5!NX(6>4?Vp%20ba6!3?+H6z+YF)2?(Q}KWS(UI)+ z#|@r}1dTXPihbPe<7+|zBa$$d^Mqk=qo>^n28|#Or@cIABm(hJOl(lj5j2wiP&iTH zYinxpuA1))^%#k@MsI7h#~*3Ax5;j3+o6m<# zi8>?xcg~15%-e$Bcooebb7G{=i)*Jv3*C!$KKZM6V)bFUlbh}R;kW+}oOs?$^0Bw= zPg4=O*<0*Q{Q3j442OF>^;hUjry0^ zafC>8J3f>>*@FRJWQQpq+j|a4PP*pMaL!~8c@u00a+zZ&Pk{5_GSDc>_R$uw6FdVn z%0=l0m7rO8*g>---2=c23xQLqzei0lFQyG6;KWE*KV`hJxS&@GT(VUJ4rUC5b` z-+{jv@(I{N?zQa4Aw~T+E&m?aQz5@$$;aR?gxn2V$gf-WCYF-@l9n7~iJ@Y5p0^nF z98>`YZ2;N;LN_3?M3gqRjfLe*KZNu^_M|1k)ju?=ME*wo!_#JX1`*PJguWk<>qq4J zNkdiNNSnTNn}w_oZTirr4{iEHKFAW7FClVOlzD&yhPWpXcj12)Ao4dChWViVqPo$CA0Cts!fTVON&$ z8pAV-(h{w@y*VsEp9OX*Kv@c^!D^tfz))$W`+2sOdNQak$GyeAg>BKc=vvikTmDhz zp_UB7Cz;O{QVklEyEoL>mOkK$xwg7ko{PJxTy?G%mmXzX*iOdWtdiBTX10OpN6ceG z&N~)E)cu|Hs*P>yD#Pbo+t+t-ZtP}hF{JIW@6BzK*-_F&Q@Zw2Unh1;VzZ=8Y3xwV zPSVf~4JF0#Bqp@9LPb<)YedmtUrk^nnn9~D&LaVrlG|lV z9+30$q}(mX5<;Kl=n^gPWxN|U&z<)vwQ1KHz1l+U7CP5LXIiLb#^N282CA>G&*?cM*PNSoPv{fIMDxVFyI=1&`kVXb z-7!68#F}IC?l!&6XlrhpcQc(CteMTb&!?BtH`8lrcP>4Vo=&^EaO#$wNPCB{n!)Y+ z&KJMb(dCctmzJ)!0;GYUUCpad!$*Sv9@Aav_>Qlepr|w2WYR1D=r9T!NwtR8*N?h%at1WRA z*}g!+M3uG*mO0bE34T^^)M^N;pM=%BVfCZ1`c7Cq6;{6-=Hs^G3Ra~C!9LFPb-{gt zcUeBB{+6jjOzmQ7T%{K&s*`TPI|Vm#rXOGNC;a4z>-1xiKql&#EvzgNVd#CwjKloL zF%QA~+c7V~eCn7N*bVv#6%RIg&uO~D;#=uIXs?_1?^f+cw3jTxZor;|T_7ekV1MD5 zjJ;EkCPBBhJ>5NR8`HLJ+qP}nwr$(C?Vf(xwr%^Hee~}g@x~wTK~_apMr20hI;gB# z>$-2V_HUhNKjg1GWSPD9yaXTy+tg>MAFd?_JFYneWuK`CUvQNjVg-dKGTBGCZuIO^ zj&wYZIdlU67g*jd8_oj-+K!-HB58!xSUAC5MsXEtU*KQ5LEK6hSxyCB$^qzPi@2hj zfVF8ekDzm7{$!(AT31K#Ig!XKVe}+h;?R1RMLNYzYt zLCUF0D+#x^p z*UrY7%~NPMSNBE_tYi<8{CTowiKqgKh67ciU~=gFmkX7kJu2%skgYMBS(`aHF#zB9 zCas)sZ@nSUxukeepRMIWiP)ui<2tf=8$Nj-nl zrFE|MW}+HFas$x2K7Qpk)0;UxpWMSKs#rwuv5o&+bbMQXHP;nnydl+~U;W*mY6eG& zEA&PwhHE=8e$uuJ_wlr-Kl*(XTfH^#=f%xf>A7HF_U><_vt*_?scNx=ZDR)Nd!sX@ zNASnlRKz6+=3KGFc=!Zt8Vz#HRJiCrrFR-*^-@hnh56>lQ;_v35p`ZXh`9;LTGC|x zS|D5eB-cdJger;k2@`er6yxt1vMQ2Ay2LlD2=UgOD9KPDiN)PS#WWy+iBqJ#kuZa; za%nOt7=^KX4TZ4zu*~B~u&VsZ1Qc_^pBbC(4?l#3ql68z(ZmB!#yYaGfbOrMv|RZ0 zGBKfo`G^f}ghrjN`y!(mCoV?Yo#ip)XGk7I%9v;#Qtr_qBF{qM(L^z(5(X>oy=ZkJ z2_NDF9o_V62_D6Z%^*#lg*XY;>7=JyP3VfTU?uMEeybAq8kD*geVTC13ZgA$mUs$^ zVy+FRZo@PZJ=oeXZzJ}N9vXTNer@cJp#e3lx(-NOtzPlv+NCZV)ZKz*cdP6$dzX88 zoXu}b^4H04`vaDDT^1C7uc+;qnPL6=kl`S|0{L`GdrCB--3mi__A>jWP;jN^fuSMH zjppfMnCaE4A5?0GBz?vj_bj!H90G$EhI9> z0S6gXsT@^bI!>q!*{3M2#)6B~gZndGN+P^jzybll@)YP4qMnQnG0}S^Y5Sl(Dcq2! z{ABbH?&Ea>e!qEtUjy6T^W1{&>gZ>9Y1h;)8{dZfu1k-(?UJ2cYS{dC9@}QT9A~3+ zwQn~}no+IBynz_xYyf1o8^FQt7PzezS2h`YQfr=5|PY21G<%!u**a_$nAngL+sT{jH2>P3Zzp46vS-H1% z{Rf+PX8QleCZ3sz@&DMuCv90C&?AW6e4%t&(?!x~@X`Dh%CyEu@6uwu0%31W#A0n# z$d2m%n&d1EVOh0LpZog~Blc$6xAn3`eBVaT49*v!w9+=97p7(2&HnDRVx}0;YE>FC z-`25clsYyP_Th4$=HrLexFmV#XL!pQ(&et+HZ;d)`gSw>KKo>LciX_h9rh@^HW8ydwijx%;(R+ma|`^SufM}O%Xa}gRnGH^Ec;m47`iq^IB!N z9Eobzt8&K8#?OA|;p*L@_cB3A8bc4cvI2=`NNxe_Bk)ze3?W4U9)gNwr8w+FMshP# zN}Wk0g@`qHLIsI&0m*^@mSBcxhG2&5q%leYr+kTUhNy-Fc++q$0Z0u&ns}1M#3Gm? z!X))1^Zzs!8kVABVYI>^9nRf>eSw1kMxCCJWrU{Izw0QoXoGnpc?P+u9$4Q&2YeXZ z?A-rH;R_?7aXW@Y?uW@Th%`rp%P%ga~|<0JHZ zP#w2>sYgRTq6E8c2*PdA$b5iA%PJNqFdWDG?aWbYo%#|Jc)1-w{6@Ua(3$p<9s+ZX4vq0(B4?vA*g!`!jjkllY$@V5EOqfvoX1GX zif=)U34TryWpqBq+qtYYSlppRa}hePtfZ1CM}x;?k&_WE^j%9Jmtd0v6ff=Rs@E|n zt~ll?GOjei-H^fX{_40l>H~)PwQ1sl`=2(B>A%@H21a&zMmlK|TQg^K27G2lRwmZ} zvym#0&dE!t-`8F@d5{_qUWt&Cd@#j{AtV%8#Rm8p{vp30fk;t|!5E1JfPsL5tQ!x; zNku3T8^Xs`Z{cB4$eVYs2Z$k5fl_3sPbma9lq#SeJk4(LANx+GyKZ_uuJ5-#uKj-v z?_!EO<8XFMnKu1xka9nPfZqw$VEU^w#hV8#uhq}$X{e%c1TF@^^!GuFJ1|Kyll$CX z$7Dm;L5}B{1o@t);%VCi)>OX#!aeGqBcy5wSkdy>D(H3;b$LAHxa;B*pW2C=X;^EzGqgmVTtUL>-Q~_Lk`DfZ(KB|a! z1TGKqCo32kH>6FtnY|&BMxrT%hBr_kelLm?pBt3}OloA@^V{)Pg8!8E+GN9_DyH&; zJ$DFbTJe`)_`zw3SslKekB|p zqV8XE&%C1<$=)o+2Q#ExT{z%LI=UOE8J&v}O;KKG)~r^yeDP?t8Y*<};}gbo(f_;D z^Q*=|)GrpM_YRnKAGpS`)0#gG@Zjli`{V$HY6qphQaeJ( zGxz9&3Ly}jqyjEzAsN~1?_^y}{6Y2yMq=HxLbIm5~g8nR+2T9>2Bkx-)_BFnzH^QZpd zs4ova3JSd&zS&pKLw@A994v`1qGMp>Y{nhgq;Zws(nCv0mJJPm-2tvNhp;_3 z@8r%>X6Gj4ho0)=+kO7i*lPsL`_v1d+N42-BkF{o++-gvXw?uWM_;% zGCzesvvI)EtO?ZFg*-`8(&%y#Plie6#+(%21ifjHjXlyyTPCg42})~KM~*ZLz8(@B z%0=_hPNfY4?jx%Pm#o{&w(EvhQH2Okdsj7XiZ|Kt1kHra1kH5HWpo8BC$j_O%|fhR zH)ff`Z`=K-FJQ7t)J7-y%98~H(SO-9g%`>*6SM_cnrZewbU6pfeI(gdPuS;J_npk< zbRN-#GH}s>7-XtZFNAYmg+KAH7)3{?mKjyx;*CuB0r5>oU=|bbN9gyBpR(Jg^OTw` zN>?h8l1d

?}$)s%lFrM$ry~uajstRn0U_IL%)R+e5iVc&2pCaV>QXc=dkRM+fKL z&>weXn=f-B9rB)szSU?NloHJ0V6`U>08Yoic12`tlf4|xmP11Vo);`V8m{W-N7 z*uxo%C>&Pye7y;kgXi8|tQSqv3s(q&J_a0l(pawh)zpJDI>{Ovqu<*xebJyY#ub~!nbdK#S;7er~vAv!p-+$Czh&Bz_47q({sIZUPtPS$H zL#t;I6sjIfP{+K0LOi={#pcLYk{FVIsM^+GU#~2(jiO{7x}6XZL_9-bf+;b=SfT^7 z<}xR~PBd6#XjFH)9(syIW67^iuCpGhE_vggua}xW=$aV2T(0Ihhtl{Btl4HH z-QOkmXQWiO30Jy4zZZ-#ABk1d_e|*9H=BL+PJ4b9F~4aj3~;>Fod3RnKCC@Tf;r6E zC)GrhkmyFGHcBvIOR!gV-GOT7-p1M`TCg}gxut-Uy|J^z=7$un0es-XKH_^J!p30G zymVx%>>8_v{|RZdq6UgI{iGkVCgE~Vh}YRHf6~^s$Q<|?8XjDm0lxqUwS~F=!cumI zQHSt2@{EESWFSjF4`1x3dxrP{_aJ1?Mvc5u5%ij*IEqqMll~lZuLl)&0$$y&z0g%@ z=@3)LXtPGfD)V1~E38EngjkSpuM07LD@8CDnP;(D;9k%xG>x*J;VCCAN~AZtEJj1m zPgo`;m}X-!CAI#K_&&|39b2fhbfWJ)y1o5l`vR6BNKuQSNS$GtTRte%aKT1`&@V8n zxqrc~BUW=Kj%j%5JMvz=oJ^&uGP@NY*Um0Bri`qg{p|TNZ&w!IEG@GHbD!qWsM=Vb z7Mg?omWpR6N9L;p3$^Mc1GSiY@Q-3ACbc0+#)$c7M~I)U+baW7N<%y}~-t|M)svJuws z#$8A0qHH5?M_udf7$TF|YI7dPs`O!q)~;)Cu!itkdHGzL+t|h9)L233EZ$|7+*Ii+lHj9l%(8vRB08h!z>qkE5LdCz?uJdN_O?=MiKvl)jKE5iNs zf!JBbklgHuqWLQ#x2ImbRC@t{{U|M;Ft?-~3DNGoA}#uwjdlGs=T2Z57S-~#VUFPw zZFA!Gz!RwM0DC#Dh<*l2Y<-uLg0$1MTIAjWsF#*Yo#1!yqn{d}6L0NN! zz8YUR8j>{NoLEATkX^|v;?{9?bpifP{;BzkyqE5bUzBx=bjMYu(p)P7)wJ$&aIG8dBR-j;>oNMn* zcU3=BQDLp5>f-9MT^e|$@wE2ju>rk~b0y)WnCtw>w8BD`^Y(y-LOnx87yoQQb0*kH zdMwo`7`g8}7NYi^Es=rHH?KmIGu+OwURMSMOCFt{pB~btLyN*0_~vk6+6S$RV*5fy zlJU=w;ZOTViMMJzUn1RMT?)}7n$e`z{p28rKpHERh`Id{X_vj+vP;Q8%4k*B=fp(2 z83_pmY)WmIcA!;;8lDYYdY^%h^S@*^U~Y`7gTxG@ZE;?)5_`0dk%gwJ+Cu`;1=rj( zXS!M$aiP&$#0k}|AilCJg*GRrWl*o&*z_;0PN(5pBjMeW`_uXP5;}0x1!=GM4`2&E zm!m~CCmiqmd(KJjXJ4h_R1SHCG}p)D1#n?aU?gp{E%x%t_-%i5{}jj9e$VTw|2%B8 zuUA4iuMP;o zOdfnVOFM*-NCYLVY9dxJjz-aNicB07Pk{-6QBnQO%uJ0$piIP*UUEtPt6#aWM_+^d z#hpU#jY+*9LF~QeT^U=hC~v}$Qc*4rKr)MB+V`HI0MGdwkyKB|WTuhd#KBTi{mNgK zVo6W0g*P9jKfF|RJCrXcuS{-`sidKxQE(8KoraTu4i3D|^p1*hOf0D$43cvi%u<%d zs5+_WQ?Yi__*PBK>u_sRVSc%?|NgN;hHJz}@=#IkjRe1a!}TLBIifRNlTmlblQ*N& ze{{oT<+jbm*DFR=gH{RhD=k|y{+U~m`A~FEII= zwZh}krz1h|5`qQN?9>8|Aue#9gVVp$EZ-0L9?3519kxF&04g7GyumsvK!+b^Md5|e zE{ga0!B^TNKC>Bkos13ZAbf>Jufz_dO#V87w`@TYlLzigrn!q6vF6Zawp5Elh)mxP z_M3H8RvY?bRKjFa0FDj>{^WTxg46acuy|D;4r@j#FaW-ql>%&c4Bn zTB4`?3H$v!Me%Rrdxlkd4^yDtox(h8exQ5*k$%{G@Y7$D0a*IDhRFMoqG<+RMZX^a=Ioyw%I}3(83}jf}5bdiPJ@ zOp=qOqT!81n>h$xPzU$`jn=(S7{kNYEDiIlf>Le~EkJ{pSL?ppzBYqnAh+IlB)KCs z-Rrj^@x6xjO=C$;l*F2>UEvH`398xTMYF;?tqqD^sj5Zra>Rp0gEsJ=P?ngc*T%OviN!Sg4SB{G_9%(H&#MmBXgNCet@7N77aP z!7-9C<((hPA3uC=;=GXzkLA}cZgY(E8M)V7dAkOrej};X4}XYye&~8+P4K8H*x(n; zPLRu_KxJBR3liNt$`a}9hgIl$w(-0sZy_z* zHs9el1$X9XM}~G|$@EG_V%{5C85BP1W#5hlMk77cCTN^x|Ah6o_3la2n|D7ZEOzT_ zr(0s)%IQh`n6)op_iP*UQ#yBIDr4Teb=SM?g~G5$eqgao;~kW?{zux2$JFD1D?aG+3#yl`>9d_E8q z9DY1wNGo9^s%F`pg2fn6OOW$>zCO6n^;z394_QYx0`TJZSIS!_^_5hVZ5l^{=5h{( z`IXK^j=*Qc*1|N3cdsPc1I|^BBY^0NUc<+5MX)&M7<4*9mc(~iyIJ^{15c6eboG0F z{Wyx7V&Iw0<`0KTNvnvYvCm`kVJ4yBl>o&;%lwVJm-E#@oOqSH*1mAerlGHBUTdOk zU&}K1TjRtvG!9pe7DR8jOo?@M!rbHBOHGr}{SoI3-k)l^OLt4et)X-1ZA=@gmo?A* z=1*cpVv_6vmxhkUSWQKC^em4tIZUW$exwZkip2k;IG5!8IG2p6MHos*@uU zG9k%nM30Hfl#$9T*7>2eftQ=Y*2QNdM$wI-oBX=u2vhn4D&ta$l&~DNRWHAIXQr4I zQ|&{KX9>82nOohsS&58O6sOkQqc?7kcwg68ooo9Mn51o2ZK!3{Jpbvv1n(t?WfZTc zH$tz5mTlRcQK?n4KBb*0_A4XZ#DUi{_RaLvIvqU)Ta$O{2 zh%YZjvK($10D|9oY7p8OzZ=MdRr=>F)dCi z=3?t+dQddd+?$$%tT6b7 z6h4U;d7Y-w()s+fD@sf=qH=ZNS0%`S-5{t@e?3`?g56+!zq64MZR->^NWTYgEkK_4 z;#9chO>H@NPk53lGKkpXu$V~I6t$!-y{|3DtX^k<~iKo&vkjY%A)#SAJikyE; z6(L&5A-c*mxO#XHv9yK)Cb7nY;c~NO^B(rDuN4gCz&<{(-HKqLIK8AJliJ6|bubS* zL58=S#@pt&2xi_mrsHa246T_suBMjjSjBXOWT&6VVP}=QW^8bWQuJwiH8ZESRKJn}9UkG4*;ca^P@+8r$ zJ^co3Efu;!H+2;}zt}+J9=tyspS_;eDu;vcbYpkoevAA){e4LOua>%OADx)3SH^LU z%D?;cSRms&3>!m}5b1lfM#vA0XQA8XL-v;3%9aoOrDpl0m3P>T6^>Trql9h~Ze@Uq zen`)%M~Lx7%%HJ$+i6<(C7S~(0IObugTEJkW0q-_DSSj@Zh831du{lkY24YE^UjA_ znkY3c0^9YXFm8jF=(TS4lRp&k#4HnQ+hg7*CY^VPn3!l;adIN(VZ1=+)eqE&YIcKg zW5hNdw%d&EAa4O1fkz0JngFlV;#z;(Py=M)%&U%rXetMdG5O^%Jt^^M!Z$(lE%dm` z9B*PVTTDyN7@kT_@sC_;LHyVUm{qMqYrPn+0reYMHpxfMT;q;)ibl7cm}g401Q)f{ zzKJ469uZZcO5>mg&4alXj+d^gn3qIH@6b$DCi0hAWQBZn()1hCY!i>huAfsqY5lWI zs>0#XQ^mvk!G6f$Jd-z{Q&r9M66@isi2SG<#^K4p+oISWGdyK7^#OYZ)58HdivPPn()HQP+!$w5BNxAtpEZH4A|os2tefI%k!&9Uv8sw*uK zMMQS(39Hr$&0+)-F#F{8QsGD4bcUDue0Bs-Wl0BD^jryFgAv� z^1yR?VcUFw+k6lzIwpYYDr2Ob^5Fo|m=E+~q(mG={VKIWmwj|C1c2%r(GDUWdcQHS z)}%g|MmZ-)u>LIH*#bP~>%5$}>woPrJYs)b7Evvmw zU;No13Tg0uwt}XJzD&kG@mizg^p)9IRPk&pV1DyVvO2fu)dg12b76A%2Q&CNLG9nTF91@| z3t)1IffM{ZC%_dhw`qi2=ft)Z>Af@cQWjqnf7v^1#qHE*U*_@tq1%TyBaB!r>$$AxWw2fjjGcj0yvu2ichH4D#uC4pGyDa6e`1df=jD3l zWHy8MKJE3W1M48rOJ5a^sU$qUq|s1W%q%xf{>Ld!C%Fo@@$R zpH{+u0T#2D0B-$rLTGYGTEJVNTK_aChQtt7>~n}r!NO!x{y^z+w>7MFOrOFiu~Xxq zWd&zeunA(s9EQlof*wnJoLY9%_#{Q@)A(1f{zZhNKc|L}Q9v*{ZuC8$j-;+GX)S^5 z@a`3c1K|t2b$OimUM0=E0w$81Xy~)c#yPZDL{kynov~N3bkw%AN79x)Pjal;@w{_q z0>j(2imy%2DkI%^uGXq`XT#6F06n^q)rig|ouQ|EtUSZI_xs&Xoeq8XUse&O&gjBoiJeYse6 z+KhWl&WmczkRjoLz|aj8_O@_VcgS3WIWKc7?iPpE`CR|}Pc$SBzGnHVSG;647^Um} zYSF;#^o>CdnL?-C-o}gj!i1CM5s7)*)3bC5y3?iVq}n=A1692*9?jw*b!iGavQUys zOkEMM%w9Q9?1$0s9gwLzrdMAhAy1(iu3WWs59Za0p|ybPQ{(CEZtnHKPAYGni>m@j zxqjPH%xlF;*WLh^i4sdYx+C`&Mcxah8Kq8J+%fYLBl9^+%F*p;pmB;rYyS_jvUIN8 z{_igk=@FCe8E%m76Go7kgHoF9sW6w^g7e*+&xSX?QTeh9`wc3)toKX!TCDA*a_+;@ zdRY}uWvh!=*4d}?&tb)N;;*%wBd%zs#6PD7dUCF)xBoDOP!s(6WeCi4Rv)&Yy5t0^@^E} zs`)EQYgmz#TNc$XD4zt(<#y8#m+>xKM{)*L&%wcS4b?kT4cAjwrsi`O{U@;we!)z$ z30R`lg*UDtQR0K{PF#l0zHRM%0$lN`$ev{iE$?=z*c9! z5AH!=GXd63zUbM{g+B{Ed;&9#m`0k>o=d=_em6WUm3Oi6r_0OAoF2OO2Bi1PUwy#$ zYw6BRXI!3(9&g=E@Al@tjw9EPdE7E+r#^XizDsam#7!cn458< zpIP+H1$s^4(cJ+;?G}HwvwUAzQ@r7_-VxY|!fSBT zJssd+7WkJD4Ffhav(*(@+t7CH@*C?qXcr5N`}Yu89tD zyaGG2JuPYBweVY~c_0m&_V1k`Z!7cEmf+BEOl8X+u%4u_6Zn9)*F5+v*i!$NT|`QS z8M?h}@4$EdRq`L$neX@q+AmCsv6FPG2exF zpfeKv3lThy`=VZ+%-g^RVZTHGr@f0@eX@_5I5!NDB{TWy?ntf}&co(wXdEJLt1XKl zUYU@#1G;#OZy+Z!b->lB+F|!o%Xa2iM6wDc`y6Ye?;u7wdUMofD6kH-{CLv~^l1p!#*3?Vz@EYR0o1vtGagtQgXC8>cG^1s9$-IO$TN`sD;j-gTn5k6lR} zby*n;9RECcq+OAns(zr+L;Z-k&>Hbc!QwnG`=nkQUv|mIRg?(qbJ$kBaH_23@PA=e z;fwiIKv}*yHz@p0?=+}wCqc}KE8vEW3Yv^ z*A808U6b{GSMBPtF|tZTxOGMAYSA*b)`gZ$sIhBtp^OH@M;^ejbcI$ds7LJC@0M&3Ycg5+vy6YBG)Zn5)8AIT9B%C)|5i+W)%3fd zZ>NDz=yU12vhB3wE6qjy1OEbN@s0ytR*B+z&^Bgry0vokG2%IC5`9qa!4IG#{hd7R zhVX6ZOxa`HY+{w@GtpMzTwt+ax$a!6C$;oUkey_Di8FQx!aSQHjVZ7#!W_7=!%=Xb z;@E8l>nL;L^!I?h;u+ElC5)6)DB-ZX-?q$hTkFJja&I-nWgQ+a?2;idTkca%zF~t%2v@SQ-?4Z2c zYSBZ8wh$-|vc#CaF@wSV;-D*36_1qLH82Y z`>iJFkkv(!$#Ms@`_@qTO|F*>9&kNaH<=~fUrYo#ee3U;ooN@qImbPwyjgK7wcn2e z=~#tFp8SJNW1nEt(k6W@au8krwh>J`fGvpk$-`5#<-pUu>^c5q^rAZltdav;-mEHd z?C7OC_u6C9)vXYK7(IvVQmUlK!uryqJR{eV1Bw^gyD8zW7p(4rJ(HgMo|D=4R;z#A z{lo3{cxHUwAtc4R7aQvYo?j=p_(R}Kl9#}~D#zf~wO)limzKE;|L)ImiQbHVhUJj@5> zqf8k;_G|t{Z^Eda&L|(K5x5VnG@}<))34?E89ZFdaIgqBLl4S9ErRezu#6^@y2%H&iszWUHTnztyCtfZED#lRSc3v{s@dAgLv{4k+nD zfb2S^o1$zWH?YRdR#^L$<}s(PM=5z^Xf+67w*4hof~8J2^HBwB@Hduw8252Jw<+7? z%hk)_$F{QhAd&L9$-wcv4JMsqs^gPs^@Pc11_+XM(n*G7)KA||%pEPc%v~g)Ll_#B z%P$yh&Gb<$&@v${Hbf`b(e4Ix(&2%82S@HAn@>KdEv4}KpI)w}iN(6)=-CZ#vlz_Knstz#1_TWYsDlY?N!4fk!$8q2{mksj&zNt= zsHls!!{^^k6E~05u6BJP^&6Z&O~Y~T4e{w_-BUyuza0%bBq9_yTVAl}bi0>pV?>Gv zOU~0MWx`+ir6@sFZ{KD_r#+#76=wCXy+YGzMjyfQGMza5$ftcIKCTeo6l1=ZjH(AY7s;^IjH7{aI*{fN$jgI{F=zhwplI&Dy*=OsBYK?N zJ~Ri6PKac8FY= za~b4OuF_gE0*Dehjtk}b?#cqE$4{J5tYt@J73yJMFQ8jNo?`>Ag140Fbrz34NqfWt z0~f_*nz2;DpAtcPqL3Eh!Orku$!AQH6YEQ&`|*?zpUNSXu+#EgU!M!V@Jo~@0$UM$ zelb=OM%lL%E`rvH4Ba+YY=1CZFS2vZeF!}A1pEGem&u>Oa2dJ|2>e~~(SXA-u@q6^`ekXe zQuUk~S#QoanoNbGqKLwn8HqZX7bsS{)BlL``ND1dh2I!nU;H9JcVJI^9!cm+fr|Y?C|#z zhJqD6QdHUbM%(pfkC&DWJ7(0do6BZRaq?dhLa?NS@)o|tOXP@LIlZx;J0)JZg1kq% z$)s&rErxAd?TvERQKvrWjB&1R^o&uJWw*FbZx^N=rk|8HX?GwO443=;6lK{`1*^r~ zoegHod4MC6(Iyv`x}k2Lq4EMvf6TeFO^3&vx)L1gLkvB!z}W5Bf+iTMt-rs zw0{#mH1?v!>)wkXE*L92bmPB23;TB4b(Wyw{)qNc%NR$YbTra-?j;Qr787)C_cF8e-WKqd@Anh@X2X>TY#>u7dv_dwg=H)0^I_YqgN5p$yUsseJ z9_O|^dM@_5w;OrzT50i?n>lZ4cam4AF77*xMP^eybro(c+ZV}4h@}!5y2Z7 z&r29FMW4jpTRB^-HbRaQnM2#SZ>IK3y%r&bh8h(P*+Ss0n@Agf|325G4=SO!{Yv7 zz+-ax5tWo*1Gu&}5%m3YyHeM9O+PYl4F6>8@DMLa(! zOIj&euu|c19!J4%pYLv=s?9;4y+OAjHO8&*%OnYYM@)L(D)ud=6tU2}IevBO1INu^ zV8!mSM$dWm2mE0UwP6mG9i0sTZv=G?tkMTQ^hcgc5&tYt#2p8l1?C(upa;sP%z^Bu zP!PYXmXs#lk{9oWWq-w}mDEP1)+;G`#HQ@v{`Dov3&?6R)>E z47#9g;z07)nR={zbsH-|wva>{v}gw<8ENEZEAp-DNdsDC@uncJd=la()5ck&p^}K0 z3Up+6-@ws@YVCYo&+D>Nv3ef&krz{ROCnO)bdRB*FH_uy^sSr`G(C;GQ88o&cJhcY zsHlcakqmY_#MZJ1Jr*B+vwsz;wYCZk{SZ}J`ym5hcXNLfnA5}6b~=Gd^4QA>pAGmW zws2+W|gQJz%&G`tO1)V#Hh z_c>fer?MkvSf-uA9y7n4F9~`Chqek73s(St7E=`Hx+~j}Qh*Tg&OqD>blQ<55y{8t8B^z&uE}s2E`iHS8&B*i_3FE*|YJ(AG zoy}v)X}xn{F^6@r^k21CUF3FdDJV@WoD6wfrdN$mbC=D)Q!9;TXANj6+sIYH#^RN~ zyX+Qhx8ugQZK{mePK!sMq7Kz|qziXMi)s#|1}d4>kb25KiW}k+33Nr%TY>Jz;a7+I=PB4c}dnU*0MWv42e8rvM` z3QFg7&?mlQMcA?AadfU|El2!`OB6;$?x?6!ua?1*N+=fSBRPb-E)!L z6bBTYuQnowYTQ6g{4D4ylNtkbgUi>v@H*>6IA;wdImNNlX zY!JaOJ5gf57&9r_<*=DCXVmT==2MX!1NNV|66XJgD`8^(-xx_IKIT9^&0d55&&>-S zjDG*1KTtY-NIWsnKYWFG50w5tEyMEPEW^z3e{q$hDceDM1d*3FD7p<1REP=b1VUn{ zn&CqDlxGk@L-XQ&VN&YX55TlY&7$}&@|qEzUZ``6hMgc+`y-9((=xp6PAKWSl3Q$x z8<(HC5aYD=!t&5R!NuA*mAqor?w)Kgzs+EuwB!=09h-aR;ixVR)-Ave>6w+axAoA# zmUnGy8|_x^$M*)F560#&4O;D;*T!kbxn5k@(^v7HMJxcRPpIup~gRXUwu3?D=K`3e15_aZttCa((g;(*tWfj7BE7exKv=;;a^@AUM&XUC8x(T*oc?D zrC+H60Ce+BNYn1xT@d0LV9p%>a6Yp;il+;p>R6;V$x;rYj{E0?g29)|JHp~H&enCzRcq_o@q<1#gmu!`iHn-yhITqV+l)nLsI zzjT=+RW?HiEVB#sf6dO0<1O(K-qk9RvjkZ8Jk_M@jOjUX%ix2_v)>}`LdZRu|I#iG zGxFaxIXsC9w?4mA_`IpIC>54=hLI_Bcr-$iH4+D+Af`GcGiHn+QyRz4lvc99$`LS| zcg_@GvOsHzXGfCaD+50zNE9CnjIeVHpxPW(^XNzBR5(L3hoox`WYdglvyF1S4WL^e zg0Cw8`J6E1%tV<>VAfppW{AASP1UD}Y=D_+047n7P^=cr;Q#We9?+~F0#}cNT@9Cc zMaY^^Oq7bOSS6z87h-!Hb{{7AbF>;*vlzR&QKND~^vEoe4}ONp7-gJPQ78!{j|k25EqR>yMjZ1Oe?fwBORkR?8`POB zh6Ixsnan=1nizUQI#Ko|Tr*5S)GpW%0nCUT%n*q*iY_~xT0K4j+V~fyq-cDCF?9st zfdq_477Xw|H6h6}g2*!{_!EjLbkq$x6A7ncZ;K9PLYpMohSX}VC{ro-3$(AVfAXIY zuk`ucyBV9R&uL+k3irYujo4&zDd>}7hY$a}*GoU;eF@pfbt45BChNgnq326o839ve|I+G8t~b9+-=$NB>NISU~13jso-*B#gY9d+Rw@I>|YgK3sV7>Fc0I{lR8TG8PAi0pepf%vC$*R$+&Z^Gx z?{W&s5E-7Hth%VYQQN8MRk~V9_Gy}Q9&%2>TXDIMwlw747px4f9sWg&u2UP)^$+qJ z^GC+YW8DSES)>zc3v$b2%SR{YpFLMLk5Bvm z+TS;)bJf!l z?9;r&De1`8J&W>t!scS>0LP4~?JD z>IlV0{2fiA-oKUU&rUZZ^fG$293`xN9Lgr2Y<+9S-$Dr~-W)-3DES=;SWDu_;u8SP zK>dLge~x(L8H2WzdotO;Oye%ZQUyUyh+hZ{I5g@e&n@{&7!+T|>EVv%@SH*-(d){< z;F@NHl?Rn-sqU$4sA49*F!(cc4%ew_CQShwLdhCq^Kq#nZk1xDj*GxGREy{NA};hx z2n5(ZDVPxtw=rhtu8GSC!6$?_a*V<(eqJFYLOx<#K4V-VVH`2u*c@#5Ew?-|NZB34 zG!cr$9O22ZKm_A2u)dM3SNyO&o0$F^COphrjPHQNS5omk6b4cl4Ww8BBi7ylEL{<} zT4TEJn6}@b2afnVMj+oo)b%Db)=2Ri2v5Q!y%NmUi6I}71E8{FI|*TZr0A~m7!`Od zcTm``l;(R9e@9skcX$2-p8!T+|BCV54<}Ai!hutfF=&cz-ZK0i5%7><&lquH#2C|Q zpthxXF~6e=%uZg28a5(PWH3@D2n2vHze6hD*KeRQmk^Tc(@oC=V#__!p#3?1{Ad-0DB!clx&2H&ba3{I=jX zlhPgntx4fc%HP~NBcz(x{=qfJiQNL;c{O{WYufw~H711hPd>k5RwJiZ;ZgrN^n9Q; z0RF}uwS=AgZ9qW&|5!Y4-6!3vd>dz%45GGTm+hn3TlUY_Ia%_Uql4L5TU%S96WMHH zvZ7Y1NY1ShPzT{32D}PL^hasUF~L?`ZH4HYY3fdp+9UW@Z0?0@o2koAh}vU$Z($#~ z@8a+JvtHLyxb2vBhuh7OAG7AyGCJ*qc1PdMv5>QF1d==+NLPmg&C%hviUgy1AA_&3 z1oB;0i1GP7&G8cVRO>TEXF&MHA})W%W|0YGB;IJbM-Qk%C~tM-kKD6IZ@6*<93d>c z_z`&z3M2@;b1nGp7M*kR(x)b`k8YjT3tRut+smvbwWfTnrnQ=}4yv^t*?Q^>s5htD zn(2(Fw=CJZ>X1${P1(v>+S#nFx5m}jeA)5g8eVJ&ZuGM^$J&}~9R5t4rIF{#w^rDh zXKi4x16rF0T2t-pHdb3(b9(HGY@1^n8rY{tH^8ziZ&tgWbLASxpL^vR5HCeO0Q{{A zmns?~YOYJVt{R~6otd?1Rd&3308;VZY? z+x<}8k%=CYqWg9+LDvlZOJkNX1DY{I9>ltihV?;7aw_g+{Qpp?3ACZbNK;VEcv$ ze<2E#B4X~6gbb*)L$B;Xh(`4-rqd{^RZ2Nq z5nUCBfl1+8(Jz&RE~ca@>u8_Z$gOa^3+-5km0FkfI`hjp=ilTc3R+Rcmc*u{d!Z1y zmei;wXrs`@78j}}O@zf-$f|ob`k7TD7g1!5+dE+i9LUNiPlEkO=)l;sX z_Hd#zUYAQ_HPu~A7hGde&1FQFJbkKw^n~j-m##eg>`im8UtQpPFtCaQ?rHqGBBc#! zPGPKTCHtJ!x~l)Y`Fj)lia~Seccl=wp3XTO{Bp*+w1t&TPK}*QTRdl8TVD)g=>KQY+$DnWvQnpn z#DzY7(T7X*^$O!tz_$kC`Ojm5UrD%YHo;uoQ@LN!m`iuqDHvbv&N*~WIi+h-n6fiW zp`o={O$B|+Os1s8x$ssw&r|*ZZ-)FW8uz#gbxPS>-Y06#e%=}5cc}bBol98Rf>y53 zi3df_iPj^>OerjHIK#aI+Nkpx%1n`Cu0pyeu-;y%ODg6Zo4)LdC-l~?8rneB8AV-z zq`pj>2maP^EZT?;Rc4zC+)bh8w%qUT@O@84@>_oC!!MU`#92Ll$(L6o@;f8xV^WvA zcx4#EB1k-8M6MKqJ1eihCuh*%b1J=}KaQMy2a}K4b+fR&(u{97J^L4rng2w-artdN z$;wCRZ|?cz z_f30es6YERh1uKYSd=W~Sfe6^*cwh{@!m5${+grw>XI79J4QHWb!STN2=9Hsh@{mck4ib*TM&0x( z6yhPX=9rWQX5mo))thqCVc=%EL=qh$xfsEuJF}KwLdAWLY$BmqW_OyZC#}`J`1ZI< z204pa+~0(?q>A$VYJPII^Kp==3QxAS;}zXZg$GMuEgD+0j_NeCMrm~b4i^>VVN!@x z@n*`&z3lu^&wIs!u(o2{xD*$IzjQ>%1T+^pUrF6#+V{N7yA&ZdkrE0eQxee}3S&bO z)q!b{4=L)A&71n@BpH1ndGnvN`9ke`gY7DC&dPJRJc;Y$>?}i#u=!K@3q8iHBnl=~ zL4vS)IX4kw(Q%oZf6&{hNx4ZP`nb4|1TZLQ-0gUvxC70EGK?AH8t58)bj2#eaAgTA zn-VB%`oLSfvXQOtlkKfgAnpbEGWY9izMq$$6M>(DY@U~coxQfE8e7VZ>0FbIRfg7J zzL|F|!i|~dM&C;_w*c%*p=Y2fa|*&S%3IlQKK?Y{zj2KRm!NJzY)wd6lYXNFNB?x8 zCylU|ygXA7t6Xkju1yTBA+GnlevpJi4*Nr#2Njnx7)NK>O>(xR8~t8u)_#;f{4@JS zuQj?SZH|cl=2j!UEsJ+r{PE6F-QCI?e{UY)uEQwOf!1fd2ey9PNtMbtLuP!|D`az!EqRSK@fi{9I7#Cl zmn8DyXqV&?GFh+FEmLeQdG&-;Q*^$`f+ZrK|)KVatG`IEO#ka9NC z1tq7tnD)d96n<75r&z8zu3J8LtmY8CF`ZwQq*?Jw$-mZKy{&wvQfJBT+|4z-Q)R1U zx`^I|{Hi$mOuRFQp%C}fXZHdg8PiGWE zLDQ-2J5-Jcp`!1i>KCi%^W2>aYEALdqC)i9mvuC^ft?y=xt(>_dI5tfX2lFu)P2Xk zqB43Z990>5ZMKrCnWB`+G|fp$R!Z~)xnXnDX^7<&+uu5n-oq1+opbQ(I|6eLx?BV& z%KD70ezI-x;MKss*qa_?&@TnX5pY?g5qXIXXSmsqLw&^5xj|y2IR+-8WnCO zuV!jD>U9i0oJr|5%$itY2^Bh8cFFDta^B+R{Jj8QV1wqI3526xhpFTmlD_YKP&V9) zyTrR}a<_V0U^`3ByIQc_78JMH<_Uf4aNA{JwF59fEc8HZUD;0w z<83w+A@lY64eM@K5b7_RJ?s?lv|wgZ(`p`#nzjqF-Pvxpw#gRs!0&McmkXW(>?QXV zfFE>y@xK>W)+zs-o9|X`1o&SD@o%i6A9C&HG6F^W;{1xdgfM?4xb3HM?3nC#pBdy= zx^wiQy-cIN)$=1%Wi(Z*z^G)$<=i1vtm{z6>wh8=$L3RDS5p{>MQnsC%btKdJU!-vM0hX(l1m$?614X zwYQ)b^ymihN6uZ;CkQJ@rSV3usn$)q^vj^@I)5|f7tR+%4+v!i;?t1iH)Z`!;n(lA zG<}f|Ag+LIL5ITNQzX?-U#ykAeXmwFgpfa9O&iR0bTp_Cok762zd;3ci{(a8Cc2F#}OB64pCC@T8Ue*VR z7J+J}*z?MXsC(>}9geTK)(~4FQG`|q z;9a9|SVYrpQ8pgu00L5Q#p13XqHXcBQ`N{Y`-Sf~UFm(0g>K*bD+(lk#c}dZM@u4@ zMU68D@-vAe;fg}Nb!;)GAaNAUW_VHIGmLjYMeLQbWIv61u3#ZaM8DH7(9-+%IBrynCi`nUzmr|a84 z7Bw`OB>v947-_J?V>ZJxHbrJ7Um#@1$sD!=)&RYnp_p>)2we%e&*+@9oM1SUPjrP# zbJn5NZX#;4sYV@Teo#eRfZH!Dy~F_0X8Jq}eam+g?xIt2YyM@xQV&c1*D$p`6c7Fm z6yymlRT4c_C0bh7e!v#Qmc~1klx#fCc0M1X4a?F~{m(vh@jF~H_y81} zhgl|=4>deK*jWp%j=ksKhFHFa6Yny*WhInU-@zkJ04bBs_p}7wsAnGFu2rChRa5Kf zRIyhMm#&6>eB2*h_N(yV`aS~FU1J&ROFpFen#KfipqNV0Qd~T6`g8^9UYjbh9IPZ? zO314cC{XLU){jy6Dvf;vgs!6(krdVh8m{P_-`HdtOdLq2fvGNZ9F{u;Ip}?`Yq^dM zu>F@qWG{eP0RsoxHv|{98k0!qF$jtx&ZXcyHk3q;G38Y?QlaH{_^^tR#%>~36sdva zUH}3k^{O0%laV)}@|p5Q^hhP#3-L<8S(vXnY#)xut*yr$ZLW8}edZ@PP%g##MKCjh zsvV%CB6r>k_1Sii_)iK90)fXSs3w|@^Pzr-)YB}kWjW+42uqfHEY(gz8j2c zp+Z>e27jt-hhi=^LG6wezAPtXWtj{==WrMeJnrv6sOSv0MCFB_DYsNej^A5*FV9!j z8ZYOKwy-*wNp}?{c58#-rnWKg!>zXapoB+G#G9eBU{vJ81qiuTx*YJ(a-h%)ia6zW zp~$61VKISH&{mev3j)&7nFUsq2eR1(xx=l8-|GM16lc~iSJxX`JAQpPFFiLkKyTta zy6f%JAhrvZCZwmlM#ao3g=Mgx32ts992r)7Bq$3c2p!7oR8zqL^-*K@yuW#w5n5Z= zfcgEFn;b#Avj|f_NlrM*bv=Mq17+AqFf_e^Dm^aPm}IG9a4u(pY9jIv5;fa-%Uu?$ zAx{)|8N&&@=MKWT=7Z%?Y$YSz3B8c93HQZWC)>AFzZ1W6)kT& zxWl!Yog6#vT&sk#O{{6zd&Vsuxl9d~AUi<0>>-{W!u{AC4uw8n~cDkT!Nf3G0xO zW>jKms-&4NR#i|mm2k04aT5PI8Wx;bQ<76y0aNLok))cV)xM2jfGJP&H_5<=g4gdT z86@Ro2XDkDS=rsto-w-?RN4j;Aql9hZ+)Fdp${|O&+@Nt-)xMJ5T>afF}+9ziCuv< zWD?K-*{DYG$dnQ?BOms1Q?tb#tgsQp4krwKe97C%ovhAjh1Wohs!{8D>q{J3>0aEu8#mErzrM*4iBFswfjJOeV@hl~)}U$4@@S6czN3YOj@ko%J#TeINO=N0 z+L8w`&t0CnZgg6RQg4DU0)ZGmSHBcpjHY#PABC|u1~{5XJQkGUd1h0g1OkD-sVo{m zETEk$2$8CCUeUww<$3K_Ik)#D7Fg|!{rxy^7R}MzJZ*X0=vy+av%b!wEE3~I3;AtD z4|&NpWDrJrmP_RWL?g$)2=LUkSq5L-g<2MCUV(HH;5Te5(h`VcD)Lq9-nd)%Ei&x` z(jf|8C_tf8Bh}(JbAUiT84}dOM3b<7@e5G_+}G_;TJvKfhQ{-W-Lj&XPZy{ME@;UR zI`>xa?7NlE6WCJw}d`Z zJw@ncGBU?3VGUE->vi0-ttLfnVQX%r=kTy977gCML0k#kzCcPlL8uH6qjsdA`jAu% zw*40v$lb#|B-Sc=Gm!1k{O0uj9!q^`cZJmq;Qt5$fkE|PCE*^At0cvA@8EG_{1jGx zm>wbhj+2IH0)-^7mXUczaog8KO- zshh9KXjJp=AqEQ{-$D}<9`%7iBj1}}Zn^t;mYo)+mWEDx5f>wHz_|4?{ahx0b8kSF z79}_NnUksomwI(e@%3q^UXb>DrcxQF&r|=j)yp>d{8L(Btl?`f|8)(6%tzN8c?PL> zu4EViOiGB5sp`}bBqjwD9F>t)#U)R=Fhydm-6W0yG6Q_NOTo|w#17cmz43*jL{(V< z=5@6CMaO9q*b>m@75j%Bf8!M!VXQLT_+}r*$7>SNf^a^sSPt=70=DAiV`lgJa8>^o z`XaVX*;Bs>lXmQK0pSlug(IWlI~YOdq0l|vJ~f3AFPbVl<1?#;S7sJp#;|pFkbq!n zIoJ*icg=;TUUg+>`J59JFziMbzJB@u$-Rt#y=d(`ldw-6YTp{mnS!9<BWZ zn^Y{3yjY<=i8iUOV`M3pD`?ys6r=pG6s&U%>LI8yJM-CLUvgdDuXtX2RN*EZ$HItR zCTs-sxe+}vUb)4DOFh$PhcgF+%jQ#M8|hzd=Z;zRE>a~)t6tvP!E>;j7 z{?7iA`E+3Vd zConGQsyte!(i=W`zB6-zjDNRoX!dT|{Y8$-+0S9VF5#Mrx_43N*X~S7q%bqHKyB*k z1=uoHOrg9)N85=HCMw&?iTMjS13h4{&}#i$p>V!zIXqP{*SM{nj?LUih{I1y3i# zhtNhf!WAXrg&0e52$tnd*RvP+JROd z9<3XeMB71JwjWiJkGnka}z5i&MbYHeg$;;py`4i@x_ldvqe$`8tOg(9l zhj*41M@i`F)(AMfUoU&prAVISn7Ve&0NUwNhW(=1Wf3Z0&KA=OU_|dWI7HhI#S@7G zf$6S{U*S__Ede0mgB6m#@kQ6p-GP_kncuMtQt}u=iB;#i72l zjF%35b$+#}=VwKN--h3TKV>RXUsB?gV6g>d8E1_sa!NXzu@{8FqHr%ukYq&8D&U6pIS8VCNw9GBUrp0>ihvn?}YfKS%FXHGxm-XfZGf$>zS$dX29`HmjT zoR)7qM|nkoKaBTb79{!%&Sm0B%y(*;R@;0ZSfZ33{f}vCg3{mJ_8v z4D`_MH_PoZ8x~CLOtkmVHp@{V6m#ZH7~e9?*Wt=pBQkC0ixbJ7HvYxE8G5E?C!N(+ z&daiBNlk@t=pzm9Ns}#=mNcT)Ftyk*kE4;K*lg-%%fjc?OLxjvrzOEk=ZiimeG1<@ z4Chs(9I^dZQtq*oNr%c5p+e++OgBLkslpYyXFQZ4@b51%5513$ZZD*@Z;`Dj0jJk0 zOfn%fvEH3Fn(BgPI4lySuXiA*n}|7qE>F6y>B@zH(`Ba zU)0L`UIe|D~w066_yw~&RG7hux*_2Ed=HK<- zMi*I_Mw@;{CyiT^yx)%ASB-r4lAFnBrG&r?z-9&5eA?RuWW)CiWZpo@$`|vi#_##1 z@+|;QHiQP|+`|ToKdXLgUlg)v#JAzPs?cAS+tb@ip^V;LFI6Xj$ggqHG`ghMSA{8E z-_1>#E0Xk=wWL+OCk4}>-Wo&*srT6LBq?`rasA0CLArI)7*xT^kx3$%W41y3%94FD zL_%qUTrwz+dR)T{-zE=%JJkH8xIxog4>+&_r4kB#t)DaL?)J@T>~AJnQjd9Hm`)IG z^y2VkN(9$uGE=fshkHKnUT{8<52!JU$HSokqn0^YX9OIFzvGAwW!d`)l?gRe&Wj;+ z2PXy!MtTAG$xPT0@B6GQPV!0dk*Z8DZ6nteLo!8wtyq029^T%~XnFTco~E|sbU4UA z)ER3$iyCIXlvhgc<3gYM=qj{zt(j6oFED>h{kYjNIMmUL$+1Hjs%lD^*;aCrX(E~o zU=FKoX%^03V8??Nk~1^YbL<*Yr|c;Vw4o86V6qT1sp3vsMAxW!$Ec^cOF|cZ6#jLz zW=)!I19Dll_VcqPYM(^J()FTj74*pJN^zx+_#Njn^{IE%pUx=f>1{)s$=`M~4PM_L zq`0pdpi0)lLw(LZ`6I1;<;o~wLKk{v;|tMJ2n&#u$^)7M$RasZ0IFpb3w%KjaB|3} zj=Tk&TT;#4U6x3u$reawlaOd{1%_1qKLgkH;rP3>lhlD#_bNYgS5@RFwo8{TDxT(sd)8eWBRTquA#W;!En%N3GlX zf;*xcfgS7d^~U>#&z3NiG|2a_O`4i~2@|xzbF2M)9Y}PoT5<@5f6VFUpz&3!RGr z;(oh(*VSY1o6p65U(0T0KgO)Ve~lZ2M-sH|gQI-iFfxinb$#MK^MksY2z(vL+4lE8 z#u2;U*R-6Bh8-ghjT;@L+)KQN+U3?i6sm_G)0KJrB-Y~ycfIG?yG2Osh-uQ(Sll=f zVPPPeg&V=SVrU!-)U&9$e-|NcmNS7Z2O*q#T!Ar|))!K1A<;1>^T%sysj~-z30QiL zlEtU_&9R^2J_74##tpRpAqM-M{j1BR*<+}-mT<$Vnp*66Fl-$syxCq5#o`;+W8=9g z(4B_roM=kEN|y`r)cZ*g^NF_KQ-WI>e$V=s+4F*AemTD*ihs*_Aty&6P~0f5$tnvF z_HZ_edtan5@ka*F{ypZyWrmw?=c$Xj=hb)H2Rpnnbw}W3b|J4pTt&ZGg9hCl$LBFU z6k^N<#dW{_(LY=GG)Y=vBEt5um`Bo0Lw0E{leDURn81$t!UBewWc#dpgZy>ur1*aC!Crik2hFH0!LCJ#>fpgSkYvq zQ7pn#f_AKJo{o-QUXhqnAOvx|(A@=L`!XZXZ#oNnonEgm^A5D@=za5>pna<@`t3I{lh`Z9Xz#Ee*BdSs zS#ECO`dFaWnf+BSI|g=o(kOp|Usy}kB7DVjNVd^HIv1+8pkK2u`WKX9h;VDq_iNST{4KL!&VnxC$E{dq%`Sr=dCk;21nfJzShGzB<{;VPN+Jwl3Lor+^84^6YGUOjyYS$>m zH2gy)duYcyg~F^W>VVaK3f!21>Z<)7x$E-$xEE7K9S%!CMv)>5iBAws;s+(;1*e7z zK_s3F&@yssK7Rzo@6Cq$XE5all@uVkHe zv(>6nSomey0re$ldUKC&_kGQiS5tO#nSY~O3YTUD-hS+NMR`_nR*~@)7ZH6VMM6vd zMvCq5lu4NEDQb#Wzv#|M-8W!$$jZ#@D-m;F@nK5GrPRQ$`un$5@1z}LWW|E@&DBzw z$7qC=0{C&9K(GCA>$>1|%F+VkNVPo@x{Ahh9UTrki^t3Byjk+`rb>_Na)_%@&e)7*!ZlFx|&vZ*^Y2xwQV*32~vT=ma5d7F-CmXvx=So92 zN$1|1k3+2Qal8%%pAzr++3%$+TIcX7UAF6v6Pc6Pajh58+l;6#3VEM;f4hUieKXjo zV+95z9dq737Z+n6k@({80j`n}^bzch_pJ}byCUb0$F&R>Z>P!g&tx?dWL6SP@i^zhZ$J;a`TMjtGkI`I0&OCWvIa@0m} zHI~{rf1v#sm#w^#%O|m^lka`DlcPk67e;9cHzSor5-CYsk|UtP4}XXPHv~Z$;B)IxH4kA!F|Ui=z^oZDfHYVd~7!Bw@PH2UhUUE#Z@ z6?A_{s=0(Xoh@HJsIFKe)v)mKhlntrlCdA)|0_-s;(OTebeb3J*E$4oDIhQ-?vJj0 z#rW9^=WBa{XH2Ig&AJuD;N<`jlxVr8u2G>Us4Bsv;hVD4z4px#UGE2L!(08>kdDn9 z?>!pEdo^X4x2x)A@A=UUR`jiViF(TGg+vsz}opoH9&3)V8Ah z(VWJ~`|z?IjQ7%K7!#d7LHXq4%*$?l_X;im*?)2uOobF~DhKx#xa#oeFR5F`Pa^{M z!IlGxjHvlc1SoSa>xX{-;ftvWy(X+wH$`dMTwbS8)19Y(E3!;IheLMDijE*|4HyVv zUDv`tX>~)s!J*IF5(yaPIng_TjSD5O?}^h0RnCE4j&u%~M*pbK^@>^Q5Z;J>0QQcS4NpLaIB0cuh z?rbOn<3>opH&I68HzGx_>1txs#Eg6h`)Y#1kc~FA*NdS@{``s)7d{r(1f^T9Q!UX z^gVs@;Vw>Cr?nE-O(|m(omk(+{{Tun`JGZ_+$Q1>>MK|9!^0GZgg0hYeF}Oj@aaeB z19XeG_oF`MzQ-T4G&7CWq_Bbwj43ht*TFoO@6UJ!8krp86PA+|Qwm8*DD3A$>{068+dar-!~elIHw%cFNkjI}*_SfPWd|{NuOZ9K>mV> z44~zIi~()=Q_eo51kufE>}}HS>lq-Q6#QTyhVwo`uEBi&!{@JK=ti4Lt9h$p-*i0h z;)EVxj$*Gg`N?)Zv5c?vCDFvK%sxOavYYgBn^B(V!Ye;;GKGA23bbS7H<`*o zbV6VQljJ}nK4;C=FrN1ZG$wylFtzC~kT$AZM!{U^;89wa=)||W(BEVS=T$zf`9RzV z*H}^G-g}Sr0)kuVw{$m7GaMqzVng)Pm#=aeOmSwN_>yUP#_mB(a^_Y`)*kw5VX+?& z%&G^pnyyz|y)_!dXFPdgrNZ^H=5_+ozOEuv{bm}8D?U4wI-f>}UIn3AEeMZ!pjIq| znqhBqzk1+qu`NM(3AaAzIm?1mHhXq+YV+gZQ!%PVVao4`R|zPB`DqnspBzM}F{Odi$Vi^~%*Tx;e5nMkj7_ zMjNJ>u-|y=1x~PjXn_P2SdTL>OY9!;V_lGkQvFx`ljXO}9(stkcB3J@x_kRV3qNzm zVU@SoI%=*zd%p~dhoqO><~26Xbyg{>aQT8PojW~N(2Qi+Z6`li<<`Vkfc73nOfXR- zBJ+^@D6fZl84~T`r*5X4JMm&DmSx&TcRSdzoMLBvQ<*fNxa~lWA1F>!DN+%0#o;oq zj0xF}=U#x8J&B%07L5D97vVg!2RO4CCz*2yJI)0<2ZXG_=aLU_ROhX-c0_0enPi1jkP?L%ls@L#_=^u%|;E z#)PKJ0LSj;nW5gSEq)u!1}sPWH3l_Z6AGMX%Rzm@(cJFvo68V_ctiX?wU6-^9UFn` z4wpWZW`v6wu&XMpnD?CN;@2qECquex(UaTks(SuXcJa56Q}EZ^CtPdDN{et#5=2uZ zQ%EI-9G~+=8&%vWU~7I0`R6Qy!nm&5L%Q0;+KM~%tjqDF9^B$Kk zp7KYin{@ujI<q zC5Xyk-$jYAfa?en4}&=7ifFIn`cIZf=exg1Zwa3#!MH2WV-9w_u?rMosFjC1O>Y-T zB_u%xFgTk-kmRWO1SPQ)EBg~N=#oqaWubIdIp$!f$^)R<8>m1K%IRRrsjf+)0de`Z zL3AWR%q(BmAJ=(sfnZ8pEoBZ#KVM(hI@cRFU3G2cnM^mGQ+xo&G(Wzvmdy zOd1XwS70TpU-EEpV`4~N5DTjC%??akV$MmstSXNdyLb##e7nm1D5U%mE5GMvA5`p|~)=AE9EbMhN^c5dxpXqcBKMARCMFezWsly-s?MRcM z8S(n+FRsf;&~@?<|^;##njR~#n}LVzd^z>soFd3>(Xlr z-=b$bCVFwjY4L08c79TO$JTnYN32Qrt5E6(`sIdRNnb*x=cMlI_k~2OHKDs%F1?NH z)J-iQY*N$0f&3v(wb5RA&9gWA!TmaO(<$TP8-ythusVuEIL3X*wcI?qYmLXIC-L-f zo^!CUck-^gvp`;{=NDGPzgjgk<7C<=8aq(!rslmO)>4vYgYBBjVYRYQ?W*c4-(g~@ zG=7J_7_;02aQ~XViU-}tmT#a&JWEq(F>`1E>6!PlZW_N zwS{kXGtb)7)4=^%Egp9f;;Qphw5~MCn&@nHC9u=C%u>=VnipSRTSw*o*WHG@u(ZOt zeDspi1^*+ZG+ratNauHZd{p-GM}AyE6aV&mYW6{N7*%7AbJM}*>xL!yL-n0CET7-h z;)-ajLf-ONc0qhWfjuq#IbK51C4Y20cN!Uf%eI=ASB{M67UcOBM;OZl@k^Cg+ZH;T zLad7Vx#xKn$^jxTkInQnm`Rtv3=bu=pj7h!%^v5-3kp<1A?3$%+$s^)u|!cdgVTq{^YMAy7&5Ok_+8)hblef=*e)W^U0a=nC^i~Q#^U}RUatPvkMA)P zBsBxm=3)d@VYTsMO=&VlrPx(3d@Av&lFa6SNi1c7cr}_j>8}p+gwG_)u4k-Dv&F@0 z!#*Kz^k?z)s(Ay?=*`ZeOzVZyvaNjFSi5z(N~`QS0uhc(wHBULhh_axJ~f`3__I>a z!$V&yS-Dg8*5?!ntwTyeaLzT=zYEH1pQ@&*_PI%8>XOjBl%e-;Gg8>R^x;mP`u&xj z8T$I2Au@=J8P+ug+J8?l7MVTO&yLY_YP>wgK}z$y9#~t<*eKJ>^nLQ2s=W-hY3XuC z=yp4^+EOg8ga&ynln*H6a;_d4KYIfhyH+#KA28oOulIQkjDlFm1$HtL)01`Z9L+sI z_5CAPl4luM_*zs}!YXbf+Th{RU>Kqa? zvyW)0oG_0)L7|n(dd|>!uCAz(=R0!b7gKTc9g!FBxqM(AY8Le08U-w_{m=F<#^MLd zEJ;A)w>oy1oidqZDwkN+xzaN!h655XNI{@QgcAsfc0{HHaz)0jx>`jy>;wIuIO|B<)P>ZA z^@F=%w1Bk`v>>!#Ji+go56J;20Aop{dlFM*Q{qE#fDhmy;e_ac$eGxgsEK$+I5&_N z+!KWvmKpUP%#{1^H-HtO3P1yxBuEg)3sQ(s2oZ$wf@MHu0AV9~A~^||;vMn>Gyzxu zO8^x>65t3>1RwznC8_@nc%Wi|V!~oDWjJWTPb9)(BxRuS@W-%C*zw>)VJD(BB*tOT z@u0_`c49taKB6t+7s2bWPgp0+LwQLJNz4e?dF&+MGcc)emk^hL=J4j=PtYU?D^RJx z<}fmmZwM=BD_|=GD~LDP!w1X0OBV{+=Lzf6Zr63NjKGDCRdElRpN zVE@T%Y?a61UAJ>KT9|;kfZ5$6CyadAv~@#G{sl4!qGlCA#z)F0pJZXUEy( zeQj$5=u*-Bw2a`t^ZAsu>e8f5DM?)X@^Eb$(p{X^Tgvtw;amw9pdH&oc>U}FSLJJY zC$i1bd1|AT^K^SxF9%m+PG_tiE!Q^hu_>GeveLQ*87S$Pc^4CrGj5&-e6`iD`V8*M z3L3^Uhq>nQ#n-j%_Enu3Vq0$REM3E0y5kH*&OW8ITnm~xR)3qnS@wB4<_~x}qquP* z@nbXWVhdYG&s)RlYUVm?5;6S4FP>jjHL_mOG%iZajq0^)n$666*LeP*jXiCv^EIyj z)z_^NU++XW4{+~jS+n?^Y;MKdrEvTHZY4AIXE&B(E|0Naa#hk}QOhjfW~iRwfB zDqOEoPx(4_95Vyn1>Ob51I`1s0lopI1Fi#>2h9%4k8X=%i)IU@zme3Se;a9-vuiRS z5rha%2(^vbP3fU=8)sOvYd4@1#1_N>?f|8aS&dPRQjOM4;h|P9T(4U%ThFS=7@E}l)o!BKr$da05Sj@^cHjiJ_CIWeGGF9We%H*&P(c{eVei?H9$8YI{-I; z8gv#k2EG8M0A51EJNZGvH;VUS_>uFyaqI3m@-`x)}_6=3rm1IC+4Zr3IUg9fW-O--xS90)8@hqhd> zuCyiJwWQt>sa0riT@jmESFQ`t(FL#ZP9fuT4DyD(u4#YS)|T5j8@mvgeLj7;e)9G2 zlk)Rmm`SF5k%W+Z|5rnJmu4o%MhPd|Ld_O`m-LdEC#y(8lWHWBN}`fVcuaas=_YQF z@sjM6(NFKDXpquRbxC$f{U=N$Q6{lfz5^3a!X#(($b7#ZpOMK;=B15H;U)FdMj^Ih@SH$J z68W1%Nxt`QXxxVsXOPLF&_E~tAsa{{ic~_OvZ8@bz#{ub=^0j-A3kvS*Orc#AxLIT zVohO9SWI6`J|)wRB$?CfSv(;o*hSnNcB+!LlEM+wwo%L@nJ(m|%*o5v*5<88SPwC5quM4t-GU{H z`KlgO6Y%tfc8fShza&t1qYRhB2)1MFi}^S@4d7V~(6|l27YztD4G>igFtiOIYURUDbVJH?1IBd1;26fh z$0h_5dx5wNDMk#(hV14>6y}E9rA9QRhRhTNXykt)pt0hAV?`Us3|PhtO2+g%!VM{+ z6(E6Q1?45i=iQP*96-VizPuvr?Bn|2pJeq7roV#Z1xv_{K%?gw5%G^uzG4yXiTDJ( z+!1V#@Bl_P0E0RnsGzfiU$dAQjzsvrv$$50V$4Yi5nzwP3Xg*Bt4Q&jn#j@9ry+5t z0ne7V z{)5XP;$mTClqdR!&rtPrG-FgSwpMYm`wyDMa=TjH&LK`B&+*RA0vLVz>~Ke)Wl zEw&@gz)AViF6?cMe2{o(9g!i`T_8$r|4KW|Cqe-8Rd6eAK})Hi@8>KW))Cc7Kc_f! zk5Jm5Jc_&8sdyK2@iq-CSWa{1D1N`k+Wq;>L#?APCco1kF1|kR+!86?xTbrXwCVfd zd;=~PEfkB?7Fr>uiwoZg#Vm7YhlD@X(pBlvGuy9k-cOCp+hBylS%(+&f?SBSPnQJg z=~Mkh3hwdoZ6`e>v6wHYbpq`KeJQD02#x+uI$#%3gHnDx?Y;3D8y?$FXfi?(8}k%e z#Z@$nwxQLN6qqh8|KM*MCA)GW1k45!+4YM1G#yan#7Zun*v4y}OBtWOKeHEk3iBn@ z;m12ly)jMUcYd9pS7#7)@)}7I###ULuO=%tfd-5K8W1QTq;MpXeVRw?=yrtEMlh4a zU3Ft$Qe@5&(?aA3vfUBV$ zNe%E$H3<=es$k-RydV=gbxLQ?VF`rQJNb)X@(uuJv#fDLcbJN)NU?& zDapkME5eJv+7OFT4zndSzG_gliPGT@=A_4-=mIxk;1Emsz8Lp~*+VGse(dk-Z;%>y zBKP1UU!9=@R>u;4FfA7%+7X@oP?5j`Ot*W_3+D62mps;h)vLm5bmc^P;V35 zp(%FAtlcO)VR%oSL2Jv7vQ4IWPql2@4u_SJ`d3+d|IVN5y^?dk?GYPT>7%&#|7-89 z!{SQ}vK$0paBD>xXi(E~+gx?YNE6 zN1MZQj0cdKPz~n;RtPG9HWbEb4#C8{chUVL;)SFE+}Zu-JpPv#{*gft36F_)bh2q| zoi0uxGoB&t#|zl$JY;m|Eg@r5=%>de1B8yVygce&?o&QrlbhYlI)9{~^onrW<~B!) zr@F{ELo8nL%Tr&Mm(PE>T5POsNj;|;-kUe-_px=emAcQk)_C2Gi*lI>-8koyDp%3Z z)ByMYKn<|7|8}%DC5VlU6RHO|*#4CsNYJpgpXbEBL%7B|uY_Su1LQm_zMJf)N!nTk|NPn<)fh%FXgUI=64y#w7? zYCA0HqUtWiT5C%$QNO>1Cv1v>edln~aX_o`@hyzTZP61w1!>7u>gQy28T8((g*=2G zTgyE@^kO3Evzq*9#AOT}QPP*MjSt(1pvJjq?^t6UumB zo9?@J2193ENSELJz&!=SD>pjxjH*;mDCM4B}6 zo;=Tp@_AKVef}LfD#_3zscYnTdssuRj17m{i1hzdiv7dEhx9{Vf`Q=u`$$%N#>d2N0pGB!!$AlriLeJNHW-+kMg#|#Pm z8-)(|S?yISB}TBm^aQomq03C6*vDZ9EKa=K7d=CRm-gV@dH4201#w*yrp^Q9_fbeM zz67Rk*?ghcstgcIYY(bDC@t_>$YmPLHH;={qZ>GnUBo{aN&){^mJ|EXP=7KXAO-E4 zrpC)cvJ6tDXk3vfB*?F3R&hlXBvjMGO)q<3@bw zpWu+3M)i-3agXiS1i6|tSfS`yXZdGm)VGtaai=y2!Ze6>^~{-iKTZ-O4p^36H57k_29l+jUQ~M$9AlKR%Xr+1Rqy{U z6!1pVBz}41X-B_!Ofp|{FJ`TW5PjSARkL$V{yHR`zbcs{K9okA98}R?HwxU6OT0QGKNmEAtzCOC1inL6vAjgG=NCiC$uWsa+*%5wG5`*=}-ZK<=?h<8IWz5a&!f;w0pQjxh) z(znLv%DPPh7WBE%+WD&!g4vtxADI<2HVn#@%=|xdDo?fL`Jt8;^#5pf01G9UU}n{j zTLn#Yqrf3q4RHO)#}l-%0WWnE*o8+O7;an5N7k5VsmZ+-Mlkl6EQnwjT+pqY6se5jFOcH$o62N0fGNYHFs(&*po`(+%h^X z2)x=U+ft$gV)J0WRxl=Yh2S{H*_M@ll1D*B=)CtWHebx`&6XZ4!SXtEK38x0uy?i8 zSkt&Z1(y}v)v3#~9hD_EN_i}u~ z7c1*>*l}?j^gQFV;I4VUQnhTl8{t-y@x*3ip?4Hwwk_djK^7B!h*Ty4D}F!r9gcz?I39cxe?>=F_h*cyt;&Ng7PIGx`q;H?unQu38UXDq=r%&E5+ZFEo6fYsx8M9cFEGZ`p2f~<- zM;KcSd&McMkUJZeYBOQ;bb2i{+LWGZcS+BV{Nu4>B5{UAwF=Y6G1a~oXi0^$K%~J` z4>KA$a!ZMIohBJR+ix*a12NG9N&77ZcXQKu+lx#F28*RrX+nE1i<h+Gd(|fw7b4{=L5K0UpG76(Gn9>O3Z&YN?Y8xT;z_(zj`p> z;vN!Z-iEu~B_e2~sM|}pqK0{eaE7{rKNHzWOYVSkf_6%kWC&%8bSm0`$9-ZtSn0b?;8CM14lewzJ}G9P;(iXaDnn?KrVJi8U?p zcMlgbi3urjJ;@31KQ7&!FVkL}$LyNT)D4)cCFqXGS5g<1PkWMjGp9SFQT0JOGHqB!-^P{7_` z1RQZ=tyv5EhD7ijJ>yP_=+L@Av1zd?C-2aB~qOzr3& z*@(h@4h<+Q_P@g1EP!#rjWcK)C*R3h6w4Es5fOktx%L;t9@&Sx5)sbCig#}np}^W? zgt;slQR}52lAtP>DW{GhDGKFp^Tqd(sssezN8Bjyh&?ul?xevy87;uOW4wCX?kAy7 zcPm9^nZ>`uu-m3cjd}7INg*NhR$O3-c1w)>vN-%GPVAfdi5!M^JIj$8+^|OlP5khy z=R1@X@Yi@3fCGc2+E#;rOjsd=JCqyTi{}SQBRvSWIwLIzw;B#*fp?7fM}=NR384a= zI@E_o6h0~kP1F~Pk52^XI}sGA1Wyh#ppWsQeqoWvkj?_~l@$xDea4l*ySz=g2;Vif z%*Rk-H)0frGnqYi{AU}LLc=~DLzRGGmm#CrYjK0a1;EY80@n@x1!K$+vC>8GE!x%V zjl0oU{vnYOKmOJJMyHRVK73zB1<#`S4|)j=JoMwx62x>zzCFbzbUNV@F~IG{xb34c z5ZLO>Rph@4k-EFiW?@Mz-;Hb{)N0mi)@!0@ZZTN&yWCzl9jGVVD{`^V-}m zvIr98dIq_M-^(%2UD-L@`s!yhd>ByI%zHhZWu*pz~OkWoJ*5o;aC9%pl)EQqOv5YiSFf}KeQ%m;nr)hCn%1L9tMzo2MvF#^dUn|k4ZVRGC_S4oAuuM$ z^x<1Z@1FQM^lBrYGtqF1S#0eb*DFz`%eO zlabjPP~5Yt^FISi)+-h8#2m ze!tp0Y6A@1M|Ztxve)AE{q{Ju&nCkrk?D+x5pbzOAZYeY${yE!yLBFB5j9R=s=nu} zZ!fmua+y&5Qit}iFH_)&^mQpo#O`u!MATUkXW@ukgUUGL4su9h|Mrl%m+nx%aotV=P+P z*t4zmGIxxm0EU!o*Js{#ly&C%v{IbFFkSZ~eLn<~>Bu$oeHFy=^SkSh%{Y-sqhP%` z--vx$H;jcsp0Z@lMbV5&;i~tffBS6J)+^(Pq{=dIXBc&vA8w|h@?Zq({FPhN*|KnU z`b#<_)YH7c-Zqi?aa5!Nwv&rhRF@$X46V_QXMwkYu}Y2Jt3C3JX5*7 z1Dhs*+oB}M3OLF;<@*wNu{|dJwr%coX}COtl#Iy9t8RjNA{;j+7dMf(idT$tATFBC zbR2z_U&K|X4vgrKLFJ{nR`6=$)zENwMkX%55Ur=swXODWz&l*w%njsW=xTx!L~OlN z+3fANbfPcmMC9ydDBstVat8XW-ol+Y+d!nD^# z3$G-uW1hdV(sUQXqOS7^%W|R;jgx5br4>hZ%zi%*DD5&@_NEqFiy(EJDNOf_Dk2j@ zO{%@V9l!nBrR>6 z!4QC?jgd209Bg853Wf$f%(QZI1AjB*L2S_JmVax=Cuk}tJ>|l_Wfa^aAG2-v0_M}E z3P?bPmmN`j$wP?=FKG(T7i5M=zc#(`VqBoV!pIQ?v>U52{9U7Felou5m_^m`^cEpr z;UjU0^O<2uZYNM_E>3ym@#{KlpsqY|Fzh!~M=DH72UfERl*T;d3V1wLAdcQrSirKb zVMe?^PcXMUORR$CLqNe8-G84sC)f5Jb=%}lX5~yH&k_cAL zj<8aP{tJ8OR7IXmXXyu)NV*^hXXuPlF)$+dvTMEwR*i`GvCo$@5=C25KAC$nzFR#}Eh5 zl&C9islz+T@;(PXe?c9nh3EuCTM^b=Pd^O$krQV*gRKjl8A?WL7st*hM)eoy#E&F@ zou&K*qN7|BZ_itw>$G05kGrt+=4Yv#> z&EIYMy7;&`09CNvG~Gx{_PkZ%8{$Gdw^aL>@#H7Ilfl4mn`+h!!dDRGXXA;}NRWI8 z9zg$2E2b(MiK(vEqxtj=ruzG0s!!Vo@|1jJ=b;1C%c85dUYIyEH72(fn3SkjGr8ua9prVo$Gc- zIZ{i3yDS}0c8<a&(+?IpylO*xsk+N;ty;$w}&Ud{n(e=X_xi) zQ5=kG^n~>7hs&oN2=+64 z&n~84_6-yCH*6STCiPFcI+#xRU3%x-Q`{}uQE&>K-=1zcHl^6tLkDxl9()FFk=NH< zkWVwt$7wxxo*g^agK&x^bACQczD`^%nf4m}d*8Y`dK~RM<$o+FX84H(8xYpUZeQXx zAphErX5Ly)N@aAF2MJC#|2a&-;VB>ura+{@9C|5GCAqa|is(pD~nh1wSnp zOuM}1^iDqbjIsaR+p_(dciEb>Im-Re_JY27jKDysOJiS95hMLr$Ti)IiWH-0Ll2vi+irz7>s z?~4sh5JPx4H5Jbkyl;-QbWHUi+OiL7UnyQgBhKrDBoA6Tx-hEpC&>D1Z+GDvN|f`) zV_DT+hFRgTiFw9rv?G0s)7X-#*+5rrDcvauC0v#8t8Y=7KI*?$U_bR5)sgRzYU1Jz z)q+3Ln<@tu9V@d6YeXY+Ci!VdE4*Ly4(d9(3bb$SM%<~5d=rq2F=N^q0h5L?W8C^u z4k#aA{fb2#tq$aRj{0Ycwb?q+^rc?Qy$PL@>pV&05&Z$w=tf|+pFcbyON950u zlqI$=A!S;0zMY7wOC{OYp?0Aydr#hZ`cw<11Q{5*=SHX^Tx_fyP?{)Ctm}f#(1tLJ z+=d?{>+tkY-k~E48-4vXjHIV3b|ylyH6l@Md_)ve>yy9)xPiw3Fv+A=X2^=3lC*|z zhk!Y>gC#~MdC0uPIHJ0B61eJWj^o``t{snDzQTz;o_M8z{Fd}dQ=mW{L1)D_OZx}(F+B7&l&R9x7K-(*dww{N@ck zJX`4I^60t)pTJb?{?@myKEU~U^ZWAF<*|-~7R)rhLy7-9Y8}9zL&@K7Dj*TxDg)7A zr%4!XVF&%Bpv6w`)=Qw50mOm^5GxzACK>%Qyw3a2T1qG^u|f_1DI6IAak7SmpJG?{SR@Naj%-)50{UNwK;#d=SKE+PiwA$ z%60I)d@eAC3+@HIuiWcA&)0WPg{Jp~$n_hq56&vRV+X|4T+HG!Il-3`4XiP}_fc+Ny9-V5k%(U?iHgeB1m-kCJT)M(%^(NGiO z9A-~0p+h^+wvR?YS;M^^0x#WEL>O*2!R0$xDHH-1K_nA|5q2-kZq&|pobGKL#sab? zukWUdq-h4u1C_ordyuN7!MlcI0)vw&@0HS;t*=Ur3g%6rHg*;iHu0f0Lzq$TF`e1l z;3BB|@!s?26?!BZJ7-PnM2rUL&qMHxuyVsJBU%GH^119|dVFRb;Kyn%x%dGFhq}?` z*S=-lr>A{E_urRew}&a(d?2_uUT;d5^)y)R!>hlTeM3KF^|9r%i{-jP)6{F7gPkI* z0K@1IR#f`iqRlktbiH<9{L&ZUT$Phi684;Nt1rU4Dkrl9nT`>4D{PP&@@EKLrdL}6X-1uT^u4x{m(F|6c=0{1sgu3$iqZ<& z2ycj7_xvxN*W8e90GP>2l6$e!Zz+^+lqAWWmhPcG0LWlp{huj5*8h#-_iv2$_# zd&SqNsb{YSJ&v5w*OcN+fBx9WE0{sWQiF2DPJ&=ptV;|xzS+k^WQ{cb^^hd7CAyVvgKnZmJ|aZlk22g=Q|=C|t>_fOZ@p0(A#+%qkpWM8H?_Y-uJRK{kbTRurmZ6n0AO`7=RUqr?wzQjKZzjDi1q=Vay0*3Djqj&6#_IL}|}Y zP~(vA4;z4bfTv}q$=>(a1V**Q!O_Yp~e``ELMwnlEuiFyn|5i zAUV!w2_!NR=^>BIt)_(Sz-lYO-n#~Bi1yg|F@89kSKwCOlT^3s9`I;z{A7hhgf-f1 z6}qd?_29~mO>B~YzBlPRM!}EEMJpzxf-m_$EsJ$IkuGX9vM(PV&#ivK$Yg|CE^1vH zoZgcfb0-Qf3~a}_Uif@c_@;h3$?2musWJbjK!egNtF&hA2gs+bV%saL2k_(vd#iDc z;^ra+C^-KCl16eOAY|aztWGRS|FX+e*>rpD-02JsXMX-L^Kf!9>GamMvF>v!K#=+6 z{Nat6!2JaVYIqOc>w0>2^eJ_I-?>;Yj%^CIY@=marRUj+2*=br!*;@m0K+iemZhnTIAY7fgOA z8ta)Y(_CktLOUV#D(hPt`NsiapVG*tPZxH;YqNvu9|FBYuZfg&Sa1CgbtD3XLpht+ zspK_Bx-*Ax&v?6!UNuGYWIXRwt*4}qZ^A)KOvllt7*JfKW9^*({?uBp1%U3i8(rs> zz@KTv%U0aHz|wtux_)cScDHdeJL?Ovt!rf13Xg~SZ-Hp_TZnZ#%yjEl1j=*j8ro;H|(6vd| z)>8AU?`3KIvzhBJ8Pk+j0C*sjF9YfP99W65)%dH$jB@GKIZl81aAW~ny$JFu>EhkjX&AT>>U5T+epy-i@ltk^7xf7Ix{^=spY0xub6Z+y@ClH z3j2Mt`IJWOU6}2UE|RYTys0T{#blquleAOCM?PtPM33h8Ku48Z(9ogeL?nPI^TkfZUSb* zGS>(E7@{X7hSrE!hq&k=@l?sJo0rmPj*>F5i7I7)DQnj|ArTz)YARBAsNV)_?x$kt>IVNFCF6|v4%V8v{<(Y9gCLQ@bA1d2nc z9dpoXZxSP9jUhB3s)ig$o#eL3sEwY2FDhAzgI+-b8#nMFK$NJBI30J{8{SN$3WGFK zluJw@EPpdO?CdGLQxIv0sZ4%nSXD>`LclC#*yCg}HnE5<6*Ni1m{da`(uZMXADnnY zpqmUZna>$mMkjd#dPYpG0mzB~$H4@fNh}eyYjl#6 z3X|ikPL;k4YHx?wlxR6>O{Ri~tMWs%Ibf=3xI#>e!~)HSG0T-dg+i@KJ>Tf}|W7<#~<{18h7VBe)@-}MS-~|<&E#pMfxXoZp_!#vxVkw95(^K1EPYDODQRRIz-q^~9rD<~wKW{R$J;{`wueoR|i;L%?iu8SdD{F!`laQACAJwo%BL5)LyD_n&;-{hP96R1hmyDP-tZrg}w)p%CZatW6GG?9KYu+C-CoD*$J?~CS2c+*! zIMVS&sUR7VJNLU!+{{sYXy3@w5=OnE5?8*$$)8b<`|9`}ESqF*dI?;P&!{o-W4-k# z91@%7pIFZp#ESN?$P68e(&u+l(EUui*u^3(iIzGVXz?+Ngt=D|t$sAnL6@+C5il2M z$6q>+<_#}--gRZW7Hx)<)c{%Jxr!qNMJjMfzIk>k!-XU0$(~JI7e%1!jw;CO5Kn($ z(JE1}lzX4Zi9oSiJM-pXe)r8O^F6@LDl?tSReP(IAJTV^CqjChi}x@!P*KU}@iSHT zr$Y+=r&GC{tlYm_$RHp$RMl~@{wtS^1Pv8?QZDp6Mo)Qi*XOD@^cWKU@H27LT?C!X zXK{!kiBI@xO3B=ZrtYqN8ZXk_B}jj?#nJiQNXNg9Nyr-FLzxXXri&4E#%VH9BI>I| zmUIoUMQ4$2Bhq`~*w@ugbVw0I{Xq?@J~>13P2_ms{cAU3-q*e0j_0ljA+!h@RehuJ z<~q{Jg{5IM)H*8ioiD3s&L|ZeUT0ISESIL>vep_Qaif|E2j+%-4fE$&e}$5)*7~l3 zLKfA`hNu$;7Z_=aCZq}*8>lr{7|4^Rav?q&#gH6H`~pbG_Q84aAkkco?fRMFKZf*7@E~yGxL?`1N*t~Q@E!JeI4YuS# zK6=BKh)yuoD}Dh=>5o#(_Fh%sPT z=wigfdQ&{pL&aaAV2aCzgmV*{;sSNXCW5r2T!7XfU^3g-#kztYr0NPnUnI7)q>vRe z8TW>X%&Bq9Z~xm@Z#@CKt79du+KvsQ&p(s|OYQb!W16$2XVu@)KXuNt#iMnV{>COj zPxhW6f=-D+7Dj(b))`Og@wT=YwsB|$y-OH*k?SHY1GfICKm*=_>^_Ub^$v-F?&(I| zquKo15OFLcNUB5BIuqQjM?h)eZzO}1t^s9n2>XvclQdHk{bm?4^ z-F%wmzqxh#hV?MvdAnj%r?cQ(eA>uWl*w$r7rGsbbkDRGGI@Hle(WGXk+{9Qy1eWv zt_UA?bfxl zk%?F9&zvnpx!%WrIC7W8ZKQuQksxdJg_bKgE={!e1r`5yltpL4I{H@&c%pWwMi=)e zwZo_9qq?zz5W>`^17ONraLY-ii}*SDEmqE!L0?*tfzeqPPghf(X`Z!T8(M*Im3axCmP#0ujk` z^j`!eB0k|YL?LSc7AZ?*Hn=IRX-_!osCS5oQ?kQ>*p78cQ7)s20K$4gUv1N1gQ5L zTBs>4O$DemI23>i4q{*nOKDFCSj|&W-Ne({gvXRxND!6Zo!8yg!4`^*(%sg^&WYDu zfZE8^-Wbday?+P>P*eUA#o1bbTI2yhsi~k$DP|7=Q*uDJoH7A|I4OBREFexcP7o&( zB`Xlb4FCZFtUSyhPF@afUg&DtKR(ogsL(rph^ZN`s<`Ao$U&b3s4bkG9e4o%H#avH zH#Qb~h&cen!@~mrvI1CHnV~V5ojmNEjog{-oM?VU@*5s;u#*YI(!tr%-j4DCuaU96 zi?aYV^#h^bKmW*=t;6qx?3`GB$s>!2y)D4q$N>Oi0RsL-A_awipUl?wrzuTMeoyA$ z0G>WunpK2Z0GC*r3m_II)^{W<1cJN0nkKj|0)r**#05Kzo&BlHQ6u1|5YaZ z&=TiWus5|d^ALwFZVIvjS%J(z5Hl-K9mvfKZ`_DN36!UL5eyhko$MQE${!!_FiTgJ^zfiD;sN37y2#T0M?2V0_DV4<~6^yLG z5K0garI|g1Qo|l%`fHy49Q&_`6cl*H?M+-BN=Zgs(8a~ll$VXo3~0i|&BY8faetHDcxF1acaKSbstL*R=nHSH{lC*~rcW{2N|wRt|1%FwltEgx!?= z0WXNz*pv%OhJ($Boz2YD)X0SMH@tsJ`%ieCT#T*2CeD8)06{Iw*YBKboqf)HrscCxVkPYUvv2dcURlRj~h8*FW;|e?llOkd+%2Br=z#yYa#l-oLJber&7dv7EB0Z6)G%hk2Ge3$_Rg%E)%M7w;iYQ&h zYt7rZFM;Z}{+%Zi#(aGK&=~~5cmm6xG5SB*EZ}!WK|H_sul_4eZ3acq0)?>=mRhQ~ zPUD8OO(l@yor@^xHXG}4Z4+_FWiR$gX>!Cuk@gQR^z%gmQitD2Y!7!*rIAo<@X97S zHyEu_EH^AFjGso2x=Se-@rQIV1>*_JJ&Sw)1||y5f2kVBS_SmByI8Ms4z*uaX);`s zEZjDsq|)nQ)xz{XOza|p@7erIy1e%|Udpz*eIb0HRrMaVu-5{gbh9=0)<*6OJ>iL? zz$1x-C5=zW(_4&*zF*4u!#v{9lEeF%bpG@X^{-C7%0>`dCw_i_n7xgQt(_Ak2S6DD zHnlW?TH}-;Rzbm^`2ov_>+rL4a&t*Yaz*f|CD05W!F_LN+p2Pb6J-|7x4H!DEZ z-rgA+{^0YW3Q)831VbPGQJpkZ!Davr9S|iOB}ng&*&mC=oiUJ{s0tp^ftQ_Spk-lL z7Tt2zo5-LsBFq}10Ls@(Bhr*y>8D_eUAKQQ$Rs-@5J}_!_ z3)wP6OS9{9D*8GO?t@>+2U~lIy2%ZrIf?`2YayF(TvfO!Le<0c{DUC7>Y?XRP7=*o z`vjL?nfP=;Z{B`KU*C?>S@@2YaCC5h?1?mTKXifMITaNdwc!k}bX9UJt~NC9OUUA$ zG=2jhzYzwo#ab?572M@A)#~`wz71~<$5&VW2{{&A>pVrIk>U#6bOj`94=7 literal 0 HcmV?d00001 diff --git a/codes/snake/main.py b/codes/snake/main.py index c407491..3edb094 100644 --- a/codes/snake/main.py +++ b/codes/snake/main.py @@ -7,135 +7,10 @@ from snake_env import SnakeEnv import utils import time -class Application: - def __init__(self, args): - self.args = args - self.env = SnakeEnv(args.snake_head_x, args.snake_head_y, args.food_x, args.food_y) - self.agent = Agent(self.env.get_actions(), args.Ne, args.C, args.gamma) - - def execute(self): - if not self.args.human: - if self.args.train_eps != 0: - self.train() - self.test() - self.show_games() - - def train(self): - print("Train Phase:") - self.agent.train() - window = self.args.window - self.points_results = [] - first_eat = True - start = time.time() - - for game in range(1, self.args.train_eps + 1): - state = self.env.get_state() - dead = False - action = self.agent.act(state, 0, dead) - while not dead: - state, points, dead = self.env.step(action) - - # For debug convenience, you can check if your Q-table mathches ours for given setting of parameters - # (see Debug Convenience part on homework 4 web page) - if first_eat and points == 1: - self.agent.save_model(utils.CHECKPOINT) - first_eat = False - - action = self.agent.act(state, points, dead) - - - points = self.env.get_points() - self.points_results.append(points) - if game % self.args.window == 0: - print( - "Games:", len(self.points_results) - window, "-", len(self.points_results), - "Points (Average:", sum(self.points_results[-window:])/window, - "Max:", max(self.points_results[-window:]), - "Min:", min(self.points_results[-window:]),")", - ) - self.env.reset() - print("Training takes", time.time() - start, "seconds") - self.agent.save_model(self.args.model_name) - - def test(self): - print("Test Phase:") - self.agent.eval() - self.agent.load_model(self.args.model_name) - points_results = [] - start = time.time() - - for game in range(1, self.args.test_eps + 1): - state = self.env.get_state() - dead = False - action = self.agent.act(state, 0, dead) - while not dead: - state, points, dead = self.env.step(action) - action = self.agent.act(state, points, dead) - points = self.env.get_points() - points_results.append(points) - self.env.reset() - - print("Testing takes", time.time() - start, "seconds") - print("Number of Games:", len(points_results)) - print("Average Points:", sum(points_results)/len(points_results)) - print("Max Points:", max(points_results)) - print("Min Points:", min(points_results)) - - def show_games(self): - print("Display Games") - self.env.display() - pygame.event.pump() - self.agent.eval() - points_results = [] - end = False - for game in range(1, self.args.show_eps + 1): - state = self.env.get_state() - dead = False - action = self.agent.act(state, 0, dead) - count = 0 - while not dead: - count +=1 - pygame.event.pump() - keys = pygame.key.get_pressed() - if keys[K_ESCAPE] or self.check_quit(): - end = True - break - state, points, dead = self.env.step(action) - # Qlearning agent - if not self.args.human: - action = self.agent.act(state, points, dead) - # for human player - else: - for event in pygame.event.get(): - if event.type == pygame.KEYDOWN: - if event.key == pygame.K_UP: - action = 2 - elif event.key == pygame.K_DOWN: - action = 3 - elif event.key == pygame.K_LEFT: - action = 1 - elif event.key == pygame.K_RIGHT: - action = 0 - if end: - break - self.env.reset() - points_results.append(points) - print("Game:", str(game)+"/"+str(self.args.show_eps), "Points:", points) - if len(points_results) == 0: - return - print("Average Points:", sum(points_results)/len(points_results)) - - def check_quit(self): - for event in pygame.event.get(): - if event.type == pygame.QUIT: - return True - return False - - -def main(): +def get_args(): parser = argparse.ArgumentParser(description='CS440 MP4 Snake') - parser.add_argument('--human', default = False, action="store_true", + parser.add_argument('--human', default = True, action="store_true", help='making the game human playable - default False') parser.add_argument('--model_name', dest="model_name", type=str, default="checkpoint3.npy", @@ -173,10 +48,137 @@ def main(): parser.add_argument('--food_y', dest="food_y", type=int, default=80, help='initialized y position of food - default 80') + cfg = parser.parse_args() + return cfg +class Application: + def __init__(self, args): + self.args = args + self.env = SnakeEnv(args.snake_head_x, args.snake_head_y, args.food_x, args.food_y) + self.agent = Agent(self.env.get_actions(), args.Ne, args.C, args.gamma) + + def execute(self): + if not self.args.human: + if self.args.train_eps != 0: + self.train() + self.eval() + self.show_games() - args = parser.parse_args() - app = Application(args) + def train(self): + print("Train Phase:") + self.agent.train() + window = self.args.window + self.points_results = [] + first_eat = True + start = time.time() + + for game in range(1, self.args.train_eps + 1): + state = self.env.get_state() + dead = False + action = self.agent.choose_action(state, 0, dead) + while not dead: + state, points, dead = self.env.step(action) + + # For debug convenience, you can check if your Q-table mathches ours for given setting of parameters + # (see Debug Convenience part on homework 4 web page) + if first_eat and points == 1: + self.agent.save_model(utils.CHECKPOINT) + first_eat = False + + action = self.agent.choose_action(state, points, dead) + + + points = self.env.get_points() + self.points_results.append(points) + if game % self.args.window == 0: + print( + "Games:", len(self.points_results) - window, "-", len(self.points_results), + "Points (Average:", sum(self.points_results[-window:])/window, + "Max:", max(self.points_results[-window:]), + "Min:", min(self.points_results[-window:]),")", + ) + self.env.reset() + print("Training takes", time.time() - start, "seconds") + self.agent.save_model(self.args.model_name) + + def eval(self): + print("Evaling Phase:") + self.agent.eval() + self.agent.load_model(self.args.model_name) + points_results = [] + start = time.time() + + for game in range(1, self.args.test_eps + 1): + state = self.env.get_state() + dead = False + action = self.agent.choose_action(state, 0, dead) + while not dead: + state, points, dead = self.env.step(action) + action = self.agent.choose_action(state, points, dead) + points = self.env.get_points() + points_results.append(points) + self.env.reset() + + print("Testing takes", time.time() - start, "seconds") + print("Number of Games:", len(points_results)) + print("Average Points:", sum(points_results)/len(points_results)) + print("Max Points:", max(points_results)) + print("Min Points:", min(points_results)) + + def show_games(self): + print("Display Games") + self.env.display() + pygame.event.pump() + self.agent.eval() + points_results = [] + end = False + for game in range(1, self.args.show_eps + 1): + state = self.env.get_state() + dead = False + action = self.agent.choose_action(state, 0, dead) + count = 0 + while not dead: + count +=1 + pygame.event.pump() + keys = pygame.key.get_pressed() + if keys[K_ESCAPE] or self.check_quit(): + end = True + break + state, points, dead = self.env.step(action) + # Qlearning agent + if not self.args.human: + action = self.agent.choose_action(state, points, dead) + # for human player + else: + for event in pygame.event.get(): + if event.type == pygame.KEYDOWN: + if event.key == pygame.K_UP: + action = 2 + elif event.key == pygame.K_DOWN: + action = 3 + elif event.key == pygame.K_LEFT: + action = 1 + elif event.key == pygame.K_RIGHT: + action = 0 + if end: + break + self.env.reset() + points_results.append(points) + print("Game:", str(game)+"/"+str(self.args.show_eps), "Points:", points) + if len(points_results) == 0: + return + print("Average Points:", sum(points_results)/len(points_results)) + + def check_quit(self): + for event in pygame.event.get(): + if event.type == pygame.QUIT: + return True + return False + + +def main(): + cfg = get_args() + app = Application(cfg) app.execute() if __name__ == "__main__": diff --git a/codes/snake/snake_env.py b/codes/snake/snake_env.py index d70051e..a4afe0a 100644 --- a/codes/snake/snake_env.py +++ b/codes/snake/snake_env.py @@ -23,6 +23,7 @@ class SnakeEnv: state, points, dead = self.game.step(action) if self.render: self.draw(state, points, dead) + # return state, reward, done return state, points, dead def draw(self, state, points, dead): @@ -99,22 +100,16 @@ class SnakeEnv: self.render = True class Snake: - ''' 定义贪吃蛇的类 - ''' def __init__(self, snake_head_x, snake_head_y, food_x, food_y): - # 初始化蛇头的位置 - self.init_snake_head_x, self.init_snake_head_y = snake_head_x, snake_head_y - # 初始化食物的位置 - self.init_food_x, self.init_food_y = food_x, food_y + self.init_snake_head_x,self.init_snake_head_y = snake_head_x,snake_head_y # 蛇头初始位置 + self.init_food_x, self.init_food_y = food_x, food_y # 食物初始位置 self.reset() def reset(self): self.points = 0 - self.snake_head_x = self.init_snake_head_x - self.snake_head_y = self.init_snake_head_y - self.snake_body = [] - self.food_x = self.init_food_x - self.food_y = self.init_food_y + self.snake_head_x, self.snake_head_y = self.init_snake_head_x, self.init_snake_head_y + self.food_x, self.food_y = self.init_food_x, self.init_food_y + self.snake_body = [] # 蛇身的位置集合 def get_points(self): return self.points @@ -132,8 +127,10 @@ class Snake: ] def move(self, action): + '''根据action指令移动蛇头,并返回是否撞死 + ''' delta_x = delta_y = 0 - if action == 0: + if action == 0: # 上 delta_x = utils.GRID_SIZE elif action == 1: delta_x = - utils.GRID_SIZE @@ -141,33 +138,31 @@ class Snake: delta_y = - utils.GRID_SIZE elif action == 3: delta_y = utils.GRID_SIZE - old_body_head = None if len(self.snake_body) == 1: old_body_head = self.snake_body[0] + self.snake_body.append((self.snake_head_x, self.snake_head_y)) self.snake_head_x += delta_x self.snake_head_y += delta_y - if len(self.snake_body) > self.points: + if len(self.snake_body) > self.points: # 说明没有吃到食物 del(self.snake_body[0]) self.handle_eatfood() - # colliding with the snake body or going backwards while its body length - # greater than 1 + # 蛇长大于1时,蛇头与蛇身任一位置重叠则看作蛇与自身相撞 if len(self.snake_body) >= 1: for seg in self.snake_body: if self.snake_head_x == seg[0] and self.snake_head_y == seg[1]: return True - # moving towards body direction, not allowing snake to go backwards while - # its body length is 1 + # 蛇长为1时,如果蛇头与之前的位置重复则看作蛇与自身相撞 if len(self.snake_body) == 1: if old_body_head == (self.snake_head_x, self.snake_head_y): return True - # collide with the wall + # 蛇头是否撞墙 if (self.snake_head_x < utils.GRID_SIZE or self.snake_head_y < utils.GRID_SIZE or self.snake_head_x + utils.GRID_SIZE > utils.DISPLAY_SIZE-utils.GRID_SIZE or self.snake_head_y + utils.GRID_SIZE > utils.DISPLAY_SIZE-utils.GRID_SIZE): return True @@ -183,15 +178,16 @@ class Snake: self.random_food() self.points += 1 - def random_food(self): + '''生成随机位置的食物 + ''' max_x = (utils.DISPLAY_SIZE - utils.WALL_SIZE - utils.GRID_SIZE) max_y = (utils.DISPLAY_SIZE - utils.WALL_SIZE - utils.GRID_SIZE) self.food_x = random.randint(utils.WALL_SIZE, max_x)//utils.GRID_SIZE * utils.GRID_SIZE self.food_y = random.randint(utils.WALL_SIZE, max_y)//utils.GRID_SIZE * utils.GRID_SIZE - while self.check_food_on_snake(): + while self.check_food_on_snake(): # 食物不能生成在蛇身上 self.food_x = random.randint(utils.WALL_SIZE, max_x)//utils.GRID_SIZE * utils.GRID_SIZE self.food_y = random.randint(utils.WALL_SIZE, max_y)//utils.GRID_SIZE * utils.GRID_SIZE

(;$bLYqYgH;e_7 zMm`Ng%Cw$;N}PdfOn`@zF{*^Sj(he=-Vl0+b4&gxdl{9_%G94yDWRDaRf4y@L>F3f zZLU~@d%)RY;7qBNsa$E!5llBpm$y13v$r_i@fMY$o{(Og_;N3*V=h{on~Zwa!Mu*g zwJz(Ar46^D$DyUGxUstLa(YthAEH`S3JhsuD!_0jZ9e?4|0n==;nCk{kn{<@&^d-_ z21{W4TUMIi)qac{@HpLV!;HQ@YQ^S?FLE#lM$(*fkPu;6O=qXxQKwVund$s{=zh$Z zs&JsVm~vm}Bdvi>ga+%vCR&#}PcQKz<+{m;Z`MPyWl17+#+)xq_+4GHzx9KvTPqb2 zwm4lEk2kfamjfF|ZONo{&ZOPRcM0?ooe7yYPYJ}Y>>>D27Rujahv6d|L8g@&3|!Sg z1nr+9_c^8xIQ;gBq}`>2ggu?kh{|?*1|6T>7{d*wF$5sLk#)vWBcY%D zX)6a!!}lMG=ft}fiEIh8CYBSd$wUwxhdJCAXv!>i`${?ARP9dW&tM}0gu3-EXj&`4 zT*g?^B=UZ={TR-n!{#;?kZZP@pU z{rOHCUgkhYPx@GKztpgtS$!Et9wm`hV+;Hu2%mm5)iq>*tD?jPqf99~J% zp^}|3U+H@^TFFuTcEfE*5MGGon({$Z3-kX z?CGifnCCA@U6Z_J%i#?^#x26Rwd9mRhAv|#%;3$XC#jiW% zc>oyYyH`Gs?T)4AEm!`rpvS)48TT;;oZQ*h`)=r?D7`dM>+|_e|Hu6Y%9KvaNeOHV zyk5bFx|NY5d@<0=fTiT>raS3FxAY4`gDXiRg&8)=4W}M%u4>9l8hE zn*%d%drOcKoBg`*W@ZwXn2c#y@_eSlGphN3(gP5191N&)~g{at)KZqS@#^TGB`99nadKvwYK`Ply|1@XO{7cM7 z9dwQR=(x+iWUU9(j5nXS#h6|(q&Rp_5%9kce6{g{Sy@D*{*Z_mTL0;`IyuwbdR@qC zD6sUEYY^LdBa4Mxz35k4`8pd^_pQ~s;Ip%8Jjha15+zSgMiWk}vpj;%hw!jOk17@gH0o?5+-dCY_l8T5ubUKmg(;|x9+>lm_oqNU~SLLzJA;IV!w zrYv>&PtfMEMw5+Rex@q6`bip_8=49xh$61=us1K?y`6&J~mt;>8 zL2*ElpDHEFveNpb5=@Qts$WkX3{wZO>xbiyM0WFah+zBjkn-1#?eYu)5Bq`7$WGBq@a8_Umn8D`v?9u-|V+ zatH=j^%gHQgP9hy{JAOvCA>NRIQcO;1b7wOXd&nh+EX=YAcIsmd9U5F9I9Vi+BP~J zZfg{hE)#T>)(hsjG25*Zi>gFc_e5ib*kpGmv0M2og0+xXL*7|WE|W0AH;WG|6eVjQ_9g#b zx8}?^h}STzy^v30d!MSqk7pw6RmKHu{e#Q&Y-lwj+f@?3o}m7uwo#m;BdSzHnZdPN z-fkC(c6-$!68etA*vv$N>E_w%l^wDF_6g8%+BO|=^_u^ub<#VGXaz4p3Ygc}!mme(> z#^;!h(Gh-cBwYQ4?ZB_Y?U^~M{G?C;5Z?}6epW#u`%;UE!6>7bpQ9`o+kD0BQOuFx zt0$?=&&EEdQec`Z76j|&I5I#=zO%C|oEKwl^lq6}S4G2IeLkRhKNq;esVSrOdM6@I*rY>T{&WeFDvWlR2E12HiX_Vz5y^ zq~TioQ^yPG&+Td!6b<$L6VfIfneXTGc6*NhlG2aKy*4a&W>LIr6=kU5C-pSIENodI z8tUe{l_WotvrK!>I3B4i1+R~-uydd`%yf$^ka5r6PkwQ4%_@D-z(YkSVkL+dhIR1j zgj^iwL@lQ3VM}hDRNi06;fPu>)7)=y*bBM6?{C@-2$ViIFwcO_Q#<4alN6}j^Xy32E6M)FaXY<|8sQIIJJ+)zULk5 z2ECgv4O6V@qri6#vk~@um>jP5sCL$dq>Ld{&4m<#XA{gGup-jWxk*K27g^e)lir}0x3-xU+QS#-Y zsqz?7e7YlD!=!uo5zvv0c=8kkLHp?}YEdu~=3QvradBl@Y8DDP4N>uW@N_m_`VePZ z?4%^J2H-;$ki-8cpIgPrgpi7L5h^t~SqW_7m5~;54Y~K#dxW-MugCUZuq_gZ00fOA zlEcftRw8abLA&&-aYru3ef_3R{kSgCc|r$A(#Dtryb@;NPkS?k?sMhX%`Gd!E3KUP zg}ZiUX7@oD$Fic%FU6W2yT>>@7W_nWk4F{NgWrNmxi|9VEnxmSW&Qj)SYj6Xz{gs% z8-6H2s3DXLx)C^C2$VVNUq5%s2F1=df!X?ELG^OzxdXd1R}|lITPkYP|%&Ic?MS+VFzwV#4`MJRVmlUtlKf^htdh5pJ{M^#@ThwLu`&XLQL)_v}=9``O)~K!n z=u=bu9Z*L1fvlgdS#Ns=yF~iynOF7;{!DthAeB=lXk?h7K8G(-+Gva1 zKji7KWWaVL7Fs=ZV`vq|NXo4O7!1V)(DY6bX2ri{q&~7=H|(6wXHTKL_yh(TGy4|# z%J|lw{=$K|V>)tgoh8MF^cUJAT*D|+N&VnfM;+M!IMDip_Mc8e^9y>_g*G~@r+bog zd14YCpPbqro&82y#b7V>mG;K(X~|&-v6xHW5#tDy?t9OprTs+=oAW%iKQh=OgXD{VptHW@UU%h%Rxn5~8|3Mb50cFjxyn@1CKacgQwJJ5mC z(IoAc&tbV*Sw{ME!{0epYEv9A4-)j8cBbp)pmL)tA#aycePV zs~Z>Q%$hxk{H5KKt_W%p%SNy{cbew%UoXGQQpHo>Rjj(c-<5 z4Ee(|-ESEYR|#nx84z2Fs}>&M(~gJ7lEft}M}TGQYib*`q@g7cQi( z#tro&?3s#rIGOIx0)T1a>>6yA>5_SWbhb1YnwF-4wONeOF>+`R`wL=&x2ErAHl>9AM`4v#|@c z;>Q}p22ul++)p((z3!Mbv|!k0qcIAv5lnasG>qug^a-tm!yl;@V(0)cXIn zx5}Q-=k3gL__I7_?Zx)Nj;jeWkT$ZClfzrMp_zSry&N}As&BGm%Jsvesb~`Qa0CHj zvrLaI2VQvY&V@G_^0k~Z={3+ab_jg8_A`ie@FAHaDlxU{GO87G~7o&h+{CdGC6zHKOSpFNY8>&+`cg%j~#Qq+{hGA^I^DQC%UJ`UR#PwbF;h4NvrMG`d$NdYmIR%4Ng6+v7*p5{uEEhUb zT!DLF4BQE&8dG-L<#|B{WXFs**~i-?Y&s=?}k)--k5?au-dMSph%xB;ECykAL zU33_K&nb5S{hk=A&c|?CVf}!tbm^r&+^?^T>Gm?GzISup%8te_Yw*WY#=WUj`cxj- zr?||MUZP``NEloBZwrPSEyHaumU&oKthf+5!yB`w82JPe7O@GaL#g2qA)~vHG zKdW$nd1e%g-fIG#h;uOr@v3;`axXW28@{_F3NgoV39eb_2AD5w^evjok?xTUdZnz7 zzI-YM_E}o&PJ+Mk2(EiW^JmHR?>-E=JB{9 z0O*v?B5eDqp7n4_wpcsaQ2MkWln$ zoQECS=~3WLz3=60Nc^N+?IeGgJTUe4$sq1JoZ#(lM*`(NOYV$G8)=>RWgYqwy{yvW zBr&-LJV-l>$t(5>p$6lU&Ki%2c*L`$894_clD+nB>!?)G_5xffiY=%;Mu#=$j2C+I z53}I&F`Hh#@kLRo8)vXKqIt~=$7+2of9#FfuI5Y&#doxR;MeTgyu(?Bu;*^|%%YuC zLeR6=ct-~;Vout$4CfjvC1o20>5*UX;)Ztct0aV``un<_@(|;#@xnIfkE(L#Ucz~j zW|ljP7gFUkge~jCRuBb`pl1lKXc`{tlZ+q@`-bbMD>yYC%`WZ7razPjfE~mh-;9!;X7b&g-Ns z1+VIyvx#Vi9{1CQGgOM9P558P>3x8mjg_Fp%Km*c;wy`YD2|Nw)ac5ZH2?mU#OEi^ z_$|^stq&c$TibegrZQWl3xVql@u>m6=(aa4VTpdWbyUXm_pHAE;=1r-U%mW=0y~kH|>DGAi(#dMk zYkJHFugNg@pHu8(Hx|dkTKgF1=8FwcrRsVWzoxon514KCO6cxq&f<{EnxF3-*VtA% zBmNZplFFQ2quvs!m_4^55l7W6ZsilL=v;4T;lQ21vOIPrCGdNVr^%PjNZ$ZLRxIl=iAxS2e%KEv8hZ$zAf$h8 zmIaqg$LkF`oQQV8mVLgP7?N>D{xP~92|R4LM<$PRMU?)wV~eH2W#h*C&C5n%hRxP; z1j(5PB36|Gihs}45mCe+H1$giVK}sEE%h5QIca>!$s6LBG z!r_PVntbkREiYN)jzQpl|18H55mc-B96xQ)wRU=|T>ciz{fXFSg3nMwr-mam*fe~PjDAR7r-AON5FntYA%=%T7BKal)^d5zEk9Xfp zsQ=L|PqBa;@msAa{k0FL-eSE#h~W;t{SnG8hVC~@TzXqG2rIPXm}jL9E9;QjDDL6r zT9fdlxH1m9EGDsCt)f~ZZ_FN*;gqJ4o-ch%ulYt&0E~N)(G}Z(LzghCJDtAu7=?BW zASLJYnmXiv2}#eJJ{|L*-YA)e>DRTl`dObP=QFdooCik~IF9c3$KYuZOa7>$DeJIs zE*7?UXD_<_p@mv()xk#X39YDxuBnWXifI^kYe$&GL|xIi74Gk)RyNFI!bv%4BC$@t zM1p13GLMe;)Qe5p*JhuC33iVtpCQ_b&r>lF##o^m-rR45W&_K;HdFDidkkNS?swd^ z*0|69d*z#BGWA`D25RN~zIsx-O0Tur?i}rKAl^@h!Cbn%ehLyj~zuO+U z(6wXI|0&2-A7|6d@zuqgWpB)7)cT|`SGc(~Wm5!|-QWTx$KkGjujI=`>)MsB$U*-Y z9mN&dkB!=&&Rp*g;Elwb;$5R%P4N%S4Tko+eW;Pod8y+^EpQQL9!T{NasF}Lqqm9# zofdN!hx(W_=7=7{&cc9c735O|e2j0Wc=mBSUe0#=@j} zVP+GUNj*By6`pfDx`WmmN94}I?vrq83o+xQWUn~qG&V8pNV-5(2vCN7Dz_f(+TRifuuheXuz8(jp}t}e)yuaulMH!f_Y14Tj?mjoQF=G9S-4sh8&UQ{EB^)F zhTe21j=xC_DZ!(CwUAN>Ifi|Q45s&Nn^bH@o3Z>Kg%lJaDEvr1FwcgC-KbWG-k+pA z()>%ZN@VYDj&Rop^*?m1bg96I#Rl1(IaD_xk{C#rP$Ug=Z^qvuTdfGa8|x!S!qDqQx-aE=h6h)UlT_qJY_iKwi>PB3?zY~>1To} zXHYldLgKyG%P%w8u5%AJua~L~X@9wDo^btYZ~TGz7V`c8Koh_j#~KGJb(E~>yYo~_JBMm-Z52$GaOp_E{CTxzK>#75@_6Qli4 zP~z|t4+Ux}T>3c6?o?Cp9wgSyA}>E;WDjT2ZftETm7_@wiN!-cc<9l#toCG88Ab^r zJi=U_%)V@yVSb^L?Q3-w7m?X>K?W(4)W+qGAgH?UBP@UKwLuV1~3O(1qN3TKXg z_whZNQT-XItt`X+?A{wWv4hX8IoiJM-{YMyS1g_zU*&YQmSKfX+Ka8VpP#u$JK&rK za*E|r)_>5ObHJNSoObaue}_V@au}pk|HF*mJ@n}qPRdQz@})K=j!#3$ugGXeOIo=S z0f*)1c540kzSW{Rz`cSKQ>?6)gjU}o0ru`Z)C$|HuIq~~;(%jYC($8E@`v^oYq}rg zUF)Hq%5`T~UqX&!yEDTqyvf zwICdS5-Q_NsV&6-w@*T8lJ!>;vk$s)&b4_lyO{f@W6$@o%^XUH4TlY-<}5-4?q)eV zD*PnsUg&5`P;Tk3Sb-bZJxCh>AQ#>C^GRoDm4fPO?2*hYAx@|u`g>E8q5SxZ=*nC3 zrkrZp2Om9l-p!F^Idq+eZDZ_u3NwH(qX|srTO}~uGaE-DL$*0C`xa91vTY(U7NpK! zF`3t6fvSKFk+H4zI+I*Hvh-4DQa*);W49Mp!t<3K(?%k1;ya=ichfWpNxcvOU_#hY z-|tWhzktUW&PbNoWs6}Cc~jy=K|Qri`RBnAz)REr`UDE(FnoEaIcWC}$UUwI{828- zk67c*JB^h^zI$9kswDeL+cl{8i7wSB=&?`_N*rW+N? z;z)!qp*ouRi7K{FRxu}MBC8{43~0G130!h^XnzywFOW!^QphF$okZ4onYPX3}`y><0eqD(Re)h z)#1#!eBxN6FxS2&cLwD{ehQla-4fPvXMs z6E73{ND9RW?B%zima;dVUoPlkLrSAUbec(8)$GjD>N9A&I>a^)i;@xd-7Z)i%F! znW{OTM+c?ln~%IpdblHGu%*m4RwsnpWF%C{zRs7kPjhZCeDf)g)fs1a#r9e(k3PP1}KA^2k(`z)pikmnQ< z2A(_$=8TDPu=anx^jf8|oG9(j)o$;IN{ZdpKz?jDbm8mVqIDhB!spf4lYWw>C*89W ziZ@(%Yiu}Lj%LKnwc`^AIxP2(RZ+1X@|V>7e0gUha{|30$`Aik9V%xI1YSpPwv$)3hb@NW%y(DL32LN#Q7s+kc=6Yp!3%jY8SVVd_M@nU4-z`fx zgx~!_;7W0b@HORCLd|?2-;?TA(IH{gy02zUrhX2gZaDNMkH(m!|T~ z%Pdl00*w`!urk8jZo6P=84`fMn81eIE_qCSaotiEil|~yRpXd>Q2k_5?P}_QVZ06^ zdOaTh9gP>I5rZ9jER7BI{fXjjwA4yBseZdiH(;9Q;12 zWXbn#j#V7XwwiHa3$hAB_b9edW4W6ZUm=oeRetRtyU3Zm0H>wKYIo{WyJ-|`C za!RnWuUAHiGrc5mhq^F`)7gY&uj`XaC5XqWl>t{1vj_MeGietzY+wyeE3UcyKk_a8 zt0%8GFI~U(pX}>oENV@Ve;02S;hx zD7Y)5b11B*t1O!k)b1c!C|dHN$qjT|kNakHqUwx21~=HYOnc zCYm2DN>K}ZyH4{MjBIrJoi`ep*<@Y#?Z9i+y3?a-JKV2-EaipBr0d z40T}7&yhb4CtuU%x9lWi@%ot<7TOAPlJ#SZJ?G)lXAeu^k^F5RA32!dS?op7LlA}S zAPStT0zx>UE87S$h@rMb$41Y|=8K2s^5doZn@^KpvauMe(F6?WdJ#ZUoW?NuUrSDt zboGm2|2&hv7sglJvGg;xrs^l@25xx!q#E5!)J$v5nMZvJ{*WpYx(LPN(6%RKkdEv9pjO>{s!tNFx=#;JX>D6yTYTgSOs$|4hX{A*RsY?I!I6=AIo?nVNc zFPyehJhmhXJD5G!{=jY0?D4p9RUS=gMviUQc6xU5Vi4aB9 zN?k7(C7ZiZJhmB|xRzdVl0|5J5ZTulT<*e zMiCs@8#+>!uVfi?s=Am1G6JEZBaBaH`qSR}u~f%cA(534Zf_4qT{VIs3a4%#qAqob zyi?3ki&&nE3=h6z+3GkLL=8JWWWc17ThCtC5vF8lOszi>}tVoGFab!5|%nT4axyv-+3clR>5A=+)rjlyKj^P7k{yB%pV%?xZiYi z8l%SSa~WF==qomGJ8mh7_(7c2+s|bJcceQen>;ovzREVunW56%2tGGh5$v|ZHo5{- z&&amDMp(Is`h;+zp}|*kbv~g)r4{S_mdW9SI|jnT+m&hYru%vpCc0aAes+t$R1zvw z_N#0|Z)=Y$)r2{!smag+MQ(I-JpJLA=Sqk^GCk{(gvGD0w<0rY2V;3M8ofQHp?CJm zo^c%Mk_EaluRYFuGrh);vVH3EgrpeYU!4OjT0KA3w$(+tdS_=)?~N(16{w|rauv54 z*{_2d;CPD*xNW&jBB+7JO}y|I(utR)C_{4^79?Cd5I zk7V2n=SX28$6__Q@)$HAoYyOdr}L94%LHe(Ij`T7)fs{L6YZk!HCwsSQH5pGndTa` z+mFSjYhBHM7L5d251^qN%F1j!H;%*H|J>!L11(vN-s1hT2|@LxP@`rV-t zr1AJ19`@xL!H} z)a_$v)Giv*QNAG)C)70r6ZZj%W5HS&TqeKf4q_r@UAM!hI^9W73ui#z;pOH+dXQaV z&_NWF^0&A>D><}_kPizv*GG?|$cfGfP@wO>J6TLbMeXL2{!?Vp-%a-gV~g}9*1YhC ze$7b!qxg7oU&7u})}hzRN5Ko$Z<3aaM<20S?mi5Vum?YFE3}4gk|1 zW;}ivz&jq>79?RRNm4;QKK(xu<%g9q~pUU3=<(i)s8- z;QhZJe5Y~Fe`+~&fQ;Dr45je?Rl@<1S=i81z2;HmY0{8%Hbj$sjB-WU<+tX^L2lrr z_E8*hR(m2M*G#4`@GyPnbFf6y{UMPGqm=N2CsbI)_?S0yYW2vWmv^(*5Y4MxW5pHI++Bc} z-2kq6<40d2WQ>1dUTtYL9qhh|+w|pOaRw5|b+oQ?!(blp232dpn{y}ti@4s3{UGSx z3ZO2`7U^g-K5r(tznPR9`gaxm-!qRs7*{~J4&=4a*f6iI_k3KD46sB%eD_@aELTrp z<%gs;*mg6-UBq!YLo^%qO{#}l^;O{W-4K=SJfnDMEiN!C$;4>D9 zZ4Y9=kbi}y`!Ln@omD-_|FfQvNoT4fa!Nv@(DCT50mBE+cwVzkqyk_eJA(Zc6212p z-t4*8u+jOEda{QToBb|K8r&+4?j$|I|DLM9xcj)GK=A|PhA8jDe+&12{h{FzPgZOQ zE9XDJz<)aO|M9T@{ei*>wCD*gh&9ju20;A(o;~CxLQj*IHBJB55Bu+r{>tFrBz;=h zQvSz5|1)F$TYLb?@>fA#boDu4fBFCWK;++zhp@t_yYF2Ag8jJDNp_qmwxF&4M%X3t zcX06?c0-tx?WwJceZlN!K4CyzqZz0qZ0rJc>d%SZ7n}1$ax_cpz#=O*Ra)#8kbi5y z37#|nS8Eq2k~@PpkhA=Dy6Dp+0_K79iFS>fVE^E*nt7KO9XQ&(Ky(IF0+wy7m(X3u zHMDAwdQLFFS^i_NY@oQAlb!q?DfF`9Y7gkHwLlJ|AuOkY?wGx(ei_*HDGOSTJZhp9 zamfd7dp;MVXS=Bh{NoZZeNO8ZYXB>7HV6im@H~xU-x5-5rV3PIwLp2LhRI7jq{EC4zbfbgGXwXO;OzqI;)FDLRc`w}S`m-fAR z6muu@vV2r|)@fo;?9#gGa6m+mwsHCc2Ax}~2$D-fv zvd=j_qKfU3%l3=4IDf0*K4t}$*B!Wd&u@a#yH4*v$JSm2$X zv_NS5VHE^=*QT=$ZtTI8jIYY?jV?xFJ-&u;Wk|)d%mUWt65tbxud*VgA&%sCuG)F_ zL;+vM_T!TY`zvK|I?Zo6mN}55_y5D!cgJ(tx9?YEWN)%Fk{v>3h{!Cmw@}&HLRndb zva<_CX7=8ZoyguRd++r-ub%JyeDCM^b$?$ke|+M;UoO{mz0Yx+$8nsiFc{kSD7HU= z0tBL?vLDLgqa2m%_4-=W(Ku<_A40_zNjB`LPAZ=R{9iGCJSVWa_WbNw%IO>PR$ile zRAj(g0TQA96ADT|*Jnv=BNCZB?&C_3_rx077S;$PlS{|*X&eL%Tm*jWBfVjoq94Kj9N1(X2VqU`T`FXSr6s#M%5R8LoIR0r)@q*Og;yc8hY$9%$(GW#9xZJpOA= z{~t%sup8r*X4BEbaK*V%GDF9p9&1Q?u*#`4bK)4G2&KoGy?eKmAP6LEotf|Mhz$sM zCMkK2basLvonGFHCZ56{l8N`ot2e$B)Rj$ za#QyACNhJOxZBSnE}=ZcPIdfH?VO1Ln%HpKPxXrJFo2!^V0z|_#n}?B2{p@!7%!nM zncu`aOlLlmudg;x^uZsdRJ^MOB)I(Jw2y^1l2J^x4ZSYj4d!lRFDOOCK-YEXFi;5K z_P7f6s{c94poP>1JgEGreC2_m$7XmEd#R;dgYzP}G<{U!eyS(TkT0|D+iiRS(*||s zP&TxP`z%-TJ#)!^3wS3o(XqzNWS#pK+!t>) z@Cb9@K=m9Sed+g?84vCWbQajYm-ed3JWI2Jmc&)mF zt6p0$1?A8AiX8vKNp?03ehaY)ct>q;K1TZ_%Nm67>hgtb_IIzEj*{D8kolI3!1*TN z1@@l0MO&vwYZae!tIKU;cLW&!ouB^W19t!_+SfjX&v@ue-H;^~$S6dC?sU8YYSu)l z6ko1+_BMo{wvac&ZqM;1-T%w$CS5pHt|h14UDvB( z=Y=3eo$11bC_j&VN=Rlc5JQkZ;f+-edZ;ePp_NNJ@7$WTQQK<`y>u64mwiNL_F!}y zjTjl#8+AlooB^}8?e_ZX!zy^w_A9I5w4QMYU6HEh8gX&fQdoJ!drRF=Q;DH{r7OWzo0a&B()bbU8*9;9d8wxiBV<^v=^?0-07#&ugb-M15bhSnaY2Xr1RQBO!h7etIy^YfqtuK?LSa>kYh#@~oj^hmV|KR&Oq%TwlO6f_XJw zC7iiGBMF>I^e-!VT3#BGq)`%DNIljr|E<(Y)YILQYa{*I4(?{piLF2AH_zVP%lME# zAQ_i7sVGN{Zc%Cz98Nlw?-jia11nC`+lfj*l59sy+;maI)GZaC5ymqVzC-P(_L$tW zIX~5rzVSgZ;>;yK&5nhH$*D$a7JnDD)jHW3VH8(z~98rA)>4<;fS0OA~6YRgf^F z#=^nCqi2*Y+k}Z`Bc%oRxtVC(sM}I@TF@M8lknYPK|GezcFCXO@;Z%0$up8=`b;~- zYi1kEkzY&|T8Y<+ZL`dc)wA^JFKH0>Pp+{U9Nfj>jdN59zY)=&idlf@&!y}XbQiXS z=VDBrtXetLvkzNr-qL;$WJZpDUHrrg8G5B$;oXBugjVW$8M362jGmOrHqS4D9%B`z>}fO6L_A_&TWrSbFCH+D zoMk8j#3*;5{h*x4Jktfwku}wz_;nJ2-9UTjWoglQlN4<6{W`qOO(GlkX^o!eM>txC z)SeZV2v<~Gg}BoSd<^|uC{i){2Y6%&g0))aQOrabJh|rHGMRLwpIHpWrT{Fk5GU**!j;weL7?Wg;dA7o{|Q|joWnc}w= z0=4v-l$`HQL77AgiL|f8!ey+eIhG?;Q(L&Sy~f8;TCU@ubQP;syQ!Dvay6HJ&9Z|@ zMz+;P8T@8>?Y^i>>*=*vi_r5$wp9DU=nW1khQPCdj(cQ|V z`+AoW+;W^N9X$?prH)y?BwsjXTn(aiiA9G6TsPf;E5xr#kP+knV`eWeFyzN*Df-IUQb^4%Ch>+7EuK6siaEb-b_tymwaO;mfK)j(=;oe zwJtOjz;LO*;XG-VU8xhv8c0g=jq~qrBx*Ojj|lOr^AR*C^=Aop3)&MrhTcdoAXi}{ zWa_PZBxcYLLGcK-4&I>CD$0Ie@Ow&D*yEi$_Sod5B7H^(oA;mLeKD}tF2@DSxf#nkMv;}0l|S*6$>|w!&nu3NALDo6oX|#F z2@RL|Yw`STi|?BFu+FpM_H4#96&^t^v@EqXqP6c(u~NL{S~!T& znN@dE1dV1YpG>0vHQ6l-_OS!dW6v}%H)1_`E7R)B&3@qt>5t_(;~a(fgO<+FxKX(! zGdB^icM*Ukjq~4|umWC&vxhyo+h_Z$1YiyANkOW0_Asb!%F@MNa%Wp39u)5`dTaGY z`U#n&j3JJz8yVH(C0-ZINsq;n(zkODL~XsKeZlpuLsHA~T$=63T|Lf`fv5Gd2@y<@)}baHz+D1Muk%Ckyf(dsAJZb7t3l7+KMt@vVVI`EnIBdh0w<8^R?{A zLUcqQrN^5sXcJ{?JvcgUB5M~fj}x>rc5hunpXEmfW6j$gJDEh!fx@kusg`qzvh(At z7L-v9Y428`1WHUQ7$iV$LrW+a&OgHM1nVOW60W;05t*hJDD91A+JnSuEIr$F)OFv7 z6-hr#;9yxM=Z-N?bluz^xQ=B(hSyRFFoECFWGyL*qnY2DWt5M&X@Pva){}~j>1KaA z&vhR!qSP#!ne#d$vC#bAU5f$n^@+VW<;lo7mE&~)!Dv=7?;|INb|s? zuM)iK=H@HPOoD^UH8=Ecu%*ShlHVOcz!*>A0wx6SJ1!mTgceX^?P&*{?r1HCKH{FY zCESjqlF^fJ4x4K5LcTTNZ@ZILdKXJNg_cT{;b9+~4E+NfBEd}8baYNcZ>wT?G(35P zXM7dcZvb(jT;ntq4EDd`00;Wo!@A@2ipL)lifuzsBI+b;8}6H)P}XlhrNqM+xbO*) z9xu6VW;h-qW?=Mb-;%Ls_kWgD&vH!M+n$pAN*cOzX-nqKhZ#UDeC(yGIL4MN>jsXs zhKA6@f}k5syQfB7VQoQAJazeT&>kZ5I55X=I8L5#J}EWvJn|UDbS=1nRd2mOS|W$7 z<`>Ieb3DtH=EB947XBX{%U@~NN7k^Nj`T@k1SZxj)SO+Dgy=Ox7HJB_dTL#&iTDdI0sXr+udcRkO22(1b`Vv4QmJYD_ucO;o5|IVFN`%I(zXJbiE3szan^(=K`QROvy>hJ6W467PzSsBLR)#E3}X0yC`aU`qpEi3J`MZ$=3 zKfP>rMVw-AEFN&>y^luMJm<|NxfzUs4EJf9%YbXF_sUV+_;LE)N~iHV*ea1r!$qgV zm7@f19v2rPgX6-+R7y5#&-*Z(aArK;LoCItqbNj7lCQRadls$JU$oc1BWnn_=5-a` zCJc{8#QpFH3_BO?X?5EapbGZ5clr1YU@tj-m4>kfU1ZPJFH&0@fB$Ocdr^EtV2q<~ zTIKLgjd>tYWILZ2RC8SHx>L4%-cpB;Xc6kMJ}%Hd}8rqo(9Lg^o&aUXn|j$V65 z=|6|cZEFiVD=)_Svm}l8M5yo%C2da8m)B&Pv(+egBHc&R=3ncpYz2c!GWqmCN%3L?TOwi16C zLHu<#{^!7Ozd%I;#`(^Yt*r3fZKR;IR;P?)avHyN+jOG}EZzM0hQ66oNfhjv5S)Us z=9L-}Q%X*`))@fwD!|9KL3iDen(Jr4(p%_}n9AQ4oYCY`RTxWqNKJJcrvG5bw*Dz3GI35|i@ndxLVBt8Cd^Q*o2`;2#;(e7(U%GCIo z3BENGQn7`*S^<)~3LaqqV8ez1v7@T)i@WEpA=CTSuUGt8pEizN?~FhcVA7&u4#zLS z()wrp&A)VB|Bclo|29&~d=x?ww9s&utX(13e;P3mT`p%e)h@^QrDIbSIZm|Jh$W8L zOZn~7xUWmBu?hQzk}m-_QYdruX z8dBXj{E&-+s%Ij1k!idMb@VFgf=XbRI zQJmVq`iZzlqUN?brnP+!4;a4)t-?g{+KBhlBk+V+SKs$Fzdp!Xr(MCSsOzTU^e`<_ z{VCF^EAnNeIl0A)-9fWRgw!i30&c_ESV8ujYJG3&6`j_Lay>XiXS4Gxl$G|MVq_A zJx1CT;sw8pe}H~7C(M$~vCP&43q8ZT^38MS_ny#=V_jt$;z?Y ztM~rEvOD}{+ZFn=@W}7&pb=etfr87TJ6{ILYICgha(by2J(c<@#%bSl6EBv)@cH<> z0p-Y$Q1R2!VUR0rPOwC5@Fv~WUYjz%I{=yX=R8-n&4<_gPc?My{4|z9+g83>kaS|{ zJ~)41E`AitwFGUTK`AM1?Q`hVI+YPS>gvwft3svr4LAb5jk~KAYeKqXs1`f4#}nwB zGy_v;i*oGy>E=!sYu-R1*~bBvn4XmWn2vAF$*^hyOZB&o6wvvn*6k|l4qR**aGO0p zacvxcm}_YAN76hriubAZcxJqu7#_Hl+>f4icsJ_52X@2}=t*Fe?V;DDthU^p(?r-6 zU^wBUMUTz;no@uhH~lZ?jsJpa$+0h_-@5$9SUqtN>_6YeI@+3D8f#CK=}6)zj)_gP zZ~~Cg%I#6JX@PdK!1cz?6nnMRhd3t-lT=tYc0I>sPtVAHtbFTLI3oP za{gMywbvfnh)uo46nC0|Sy00=RKlHxmRMqDWCrebih>1=otAmEyiCe-`f1GV&<-ZV zJ{3I^hH8da=LIkCtQ*Zw_Hd~;$3KZ%DD3*#DEk!-qGLD9Y;Aba`3K&_eyL8!#iw;_ zh{#I&KG6Qc5^ULQVz@TVTBmvhEp1chJbOeJQp3N${F;rrT;xe_xJ-pB<@uu*oUnSSc;5qJH~3RD$0jM_g|pJjj7kKqwx zJIdb3YGE_NkMnyw$WD1CEW2fca=Th-y#mWhA^tHX@#k++Ehd#k7bB;Kzc?*DrGFcQ zviXpgUxap(cHYNBHRha{L?|Mw6DGxo{aNl1=%jwJ1JE#N>xLKl9rS1A^C1^5Mk{xh2UeNYsgQF!8{Yp7&QxEggA?c z5!2(Jww4Fj(wm^%5_@%xpSpTcEA9o)6ssBZ1Y34EMM|l$wGV={x{iL7Uh_6(FC|O~ zQMl2k)*12M8hAT_T+yr32ICQ*#+nFDn=6>Im~K%w>tP)UDVUut+b;)8%ZJ4OYVo2FK_r*F^U0Zzcv@dar(I-i`2_YOSeep1u=N@-+EIE^N5+qRn6wO&&gBL)Peu?n*Z&eg4f0#U;@CxiaDTt zVHH4vmfSdT8*|U^C;11HU0p!M`Cs(q-vIr;K1@6Zio_W$)=J2z^oXGZ9$W<&Roec-d_6@DKDD0C zFbu2!{oaoi7C@Qu07Q}2OW{*azs6NzBnly8oiaaKb65#m+GLxFHf;2PREiyT+M?tIVj^Wq$=k@&F!1LX(N zzzh5Hu`=`}jADduz5m%A{g z|A_(nX$UWVWs&pG#IWK(Pry8Z-rhy}2uEOK0x_Q!xxd&A!l7{5(76P_Gs+l31nWnE zKxPf&GG`cm8YraOa_KeM<^9>ODXV#_Xk zt5Lougs8LfD!?B91UvFeVGT^^A`+|@M-YJNewy$~(`>ZCD!7D?JM>O@KvlXMw1bEt zQ+ogMrT+f{$1B_mC@C&AFqf^0d~)0Z@YVzW;Q-*#ii@q}y?PEX)}?ueZmRR_!^pFl z_YxSfmHO?(?!vf|1TGrCBJkLCgyru0p5MASTBqTXlGy!7ZiShz59^|V!~63U;#UnNBg*>YLS8^ z06~#)bJKZMq)$e0zlfTfL@2P}U+MorjGvADk}fks4H$f!@E;q9{{D--iZNfg1n(i% z!oBA9blz|G0jBmZ>G4F?>wqixWljX%R`IU|^|0Ff6C2Lg6slvl^Upo0WU>A*lE+_% zh^c+jP_U=J;xz7?Frb!m{zHK2mbx&jolRqA_(`q`@H?CjF-9*bDkFEH$JM6bZ{yhm z)_|HmZRxb_gNqtF*78pY4xB{{x9Yz6YMdy0a(y(7?! ztU@2)2!?BMCGpMUypxa{<&j-4`xmu;Q05m_0WYTK$Egc6y3R;OR;KJHMGmn+_fB}y zaq2K!?dW-QDit?_f~#6oyWmb?R|8(XqsZE&C_N{wq;UjpwI;@9Rd~nu4dF2TUPoj^ zfltTj{%l&{8Du;M;7=vSxo>`3`r0H-%3L+~?yPG}>&56jT^n~oMpR6~5qjT=RsEof z@C$XLcWsBJ)Z-_JgNR0gNikOOM|>hK)Fs^VS_Uucwb;Z2;b&|52gjmaTOJk#yahF} zqtDia&AW~p5WvkEmaTCrga%rI&9bY&lU^2D9pr58&L%GdceZb5ZM{dCcaveo;AUaApyV}w$APo%YW>*DjFHHW~X{FZkfN+h#wCx5wJvFH(x$tzrJ?z7SlAgUD31S}nFwc~$KLeFm@hX34T7{s4X9mDX2#R40vyBHaj(CmhP%J<(3 zMOXvRfZtTW+bPI!4R`Sc%I#VR+PuO59!To(B}J@rraS{GDMK-+0GesXVPZ8UH3(HK zrSJU+dU_Amo(U^-Q*S=aXj?v#1*FhX!NaDiH4);crt4mk!(4k^ETOAjWaY9Z^~<_x z9B8E4*`Iovg+8pG0@&xr-^Y(2RhM!XfI_vt@cmBVi4I3)^B&!z-_aSI#Lb3UMq{~03j_k@%I~}?6r{f4`w7VG9En?jhP#d)XgLUr^@M(3_Ry=k7`VH1Y}kHH_G2}eSIZPY-uWoRnfYvsQSfS_A>h`(nFousxgPaR^Wv3+}!n01va-e2sp&gUdmyVDWo^MrJN`g-*2 zLY4IK!u4V>-BH*5jA2i5#Jyli2niO9v*b zHVO+U>6e~>?Y|J_hpA9xHRU&lm@Kv1%eL4=a>hKW7OILj9t;q78C>01X(-M?`ef_< z^~v&uXvA1KCRrVC;@uMpW{C%s{FX6E5AT=cQ$gvT;NqgO9^rM#8AxfqsXXThe@;h^ zpPlaE68+2+1q#3Cl-g)i7~d*P%s1i?c`PNj;R~8pjyjpft`V_{@0t90uIWFQ5?J^n z?3G$-2CD*z(9WPsCi|7}^qtG(P{)XnuNlVpH62)*6YruwkDK9=E!@`o z95~*6GoBL?mAj)rp(WonG9CBWbKE4AuuiJdry>`$HC!zn{nht58rCELm7Rz2=IQ=) z!y!UU{i(_Z+w!!Yl#H7%^=9(Rk~l#)5sYOiW_pe^4VeMf1$aIzgh5Qsq6pb0+*YN` zgHZCDjR~D4(AC?hE&5)r(7wC6nj(XKe`xDw+Rp4-RM{7Q`byqG?YU&R)V8or#iZ~0 z1vgwt=y8*$%jb^@^^vJg8p{Rs_Dyv{POr$XUrBxGVkO$&;MI8d2HxuJ%{(k)ev!>= zI?j!b1O*w&o(Qc$Lm!+GXe`Lz)-Smr6$Q9fhlU4QR@`Or0b@5gN_*~u6w=5eUD%td&M3D-?} zsCdKHV$ttY1gW_VB?%J2Hujx3Qot}&$WQ(bFLEw&-hm-H&_Is}j;~!=>>2DBX zjls`c_~oocNmm^WX8_M`O|y`}SP9^7d5}mccY*N7I0qo~oo?|-@KUXYK0p4jG+dGk z@WR%yD^HEYD9W907l?$fvqXN8sTzHwq2aESMs7>{=kUMna6y#07rQc9^=E}MllPVU z5|&W4>W)<(f$ST;^pEj^o0ioE5_opPz8NMcY%budj=fXhS%95Z!dJs%$^~yLu|Eu< z5gkg@&Znu#PHx9%8`J)48&~{(dT%^xp~5TdEeHV^AB#4;>&Yv}#^I9dv*L%p7&LmVwWE=R zKE9D&WPHo8QLVed^8hmROmUlap*iIU2ueu8yQ8wr<9}1$3u5N%w5ZFVPPI71bV7;& zmDfZ{f^{c=QYSJUTI-DQx)d;&!VeUmIA?fBpHvlyeY~qjO!VfD>Gl>LW4DR#o}h0~ zu_JqrvAAzV1Of|Xj9PucGt%Ui`|uTcvTahwi%%}XcGBEcAZ0qiz|K*MNaU-2CA5S( zMN@B^Yw>pc=eb0F<-+hyoPgE1l3}dka*owNp3&-h1KwT*_v1OJC6fI|p_!YA(tY|Z zk2?3E7U^wgDk&;gO?LgSDdz6)3D1TKaPY5450~HW%Ve&LLnGh*wfa)xJrK_tYa~+o zFA;cx%waPwV2=im@o~92yDAYc!#Hg8E}vYk7_!ft#F`EKa}CzrfvNUYYayLXm+>8p z7?DvtW2F>^jWVPJ6&Bq0%YZrH7YC~&t7^pq7hsK}dPM4?=aOA@%a!0#*xXd}VPU!Wis$}*XS62Hx=nbN@Xz|=bWYi$zrvrmtpb(M_X zB=2Nm9rzW%&+_SR=t%ZTdK-EDM4gWw>q~J-s!2^9?HbP$R>^BAl``mVw$^YsQpWiH zoapGhM7*q*HgIhoS;VZ{!ZJ*paL&d2Uf&EMxsT~}PhmQlxt?0wJZ$WNh-VOs{uVcg zsCJ+o$?~B~3GU6+71Jm)lG*BpjZ-<`|>#MF?yt{h|?u@MoyIVhe)YjC<; z1M)9R(a0<8YBM%Yah$(V5#j+y4+!cNN5@-TMVE27CevzQ%{8C9C!12E;ZH=825&Q` zz-noSs4?H%0c=o?%o;)^QkVdoMVzepnK-QPJfS4Z2%l29Zx{Em^V*QVm?K2m8Qc#w zX@^#^yDLFm86!>hK7R`J5dSC6FayGd(hwI}pL+d`tH!!bj#cnhlPug$&5|vF_gW*B zD0C~x0fzEY(n7t`zEwemub1&dR~1B@?M(xc;}K7&vgO+m?Y9~C7Q$$Te-^{yoiOx} zPzv6!Q0jmLMO>;Jk%~|XJ6Q^*vq5@#BI{#8vZgOe9ChXRh!5FMJ7BKC7_ZP`0)23? z|Ciqdztkzhp@M{{2`o9OAvjolG_AKM@S4N$a*kkR(3w_;ra4u5+5u~~%lM#@(oNTU zC}o_A&Y5w<=m=rMPDT*D-E^HXGHY8bmbP}@znqw2NOo8`nuoyp-sUnWq*~LOMf*O< z38w1mYgc2xnEg@-O-J}bt?Zc6w=}CAd)DZi0)I}DFHnd4&WXfS6e5U=oCH?AT`MP; zbp~xCVk22rA~*Gb(dV$jr{1o@n@88Fa@C-a>I!1{W)=5DOZo<`w~9p zm94&|?;;Lb%9LtqdEsmLxjVIF{a9Y5QAW4W7a~GAr@fN34}RIX@?PnGxmoN_lc{N( ztk@=XmSe_q%|iC`JW`SNDP_1}pD1tT%e$g5NmUcNU31m_K?6%6tHp;TwGZOI96U|< zhZio{1H(aUQjeLty%TCiY?@Y9!zOu`9C`8pZ2gR%Awb9&xrwi`24@1^2G@r3m^21WDi&`bS-~*^AIP zfm`+_8w$L#FLe9UhZB)DP0w9gntd>|4*-T1y*i?;ULI21fA~v`ooQK-*~r#iJ^K+# zwyL>-q^*Cm<6Q+YIPg_r?DlkwTnw|WxKU8_-r@21uC)CTme*d98qc@#b`k>B$BE7* zyEyqrabdfW8Y&G~aesLM=x4OJ^?tfneP#(%7y5(_O4AgD*yECVl&UKQkI-XCaOwwn zo@6(p5O;`ueE;NW_&?ocYD~Dx)cS2jzU-p7^n&~tmVJ#pfgcjF6}{b|5czoDRQ`Cr zbl_!47o@aH^!IaZpq^}(38m4CDIpo7&q7v>lI%1a)n);Ujs}5spDRtuIcbM2rmbAzTl(reRWJ3?#_qYwC6n`N zyf*1Le4(9{>_0kN@qDmSggQapnQ-v_srhWu`tRVW{6Ii;;Sow;m?)S`6jB94_lGIp?nq!aLRmYf8LLx=u zFN%3G2Qdx>HsjT4!Sx3~ovm?Ckj`@e%DwYwxKj}KBBN3bQJ04RsO9!8)UB^f90@5x zCP`cDm8FbmEsbM*%Pr>lUXvh_dZ2ZfQK=r?G5qsqPYRxS-|+L;&kX>(Rq(v>a9c}( zhiwaUU#znCzWhyv_u8S3Me}N+{a*|JA=6W1Zo5oY3G+X3SG+bUs?=ab_=xE|wy`42 zOU2|dHVB#1BL{i8{vo}dC;Zim`gNtZ$Yd5mVmZ}$OtNXlnO6`D*5Vr@$V;~u(gLIS&|f-JnP3T_0QKngGxSK6)vE{mI**=TNzO1_#R%& zodHn}x23%ws2j}-#`2Oh==wcuFNav?hBeVy`tGCz0YP^-dF=7 znDM5y?A`~NGDOsDCdB;5uKwTOWV!RA{@G0>J)SBY*wq z?>9#@5`O=)Cv98h{|X@GqF%^GbY$f?cqv$~Lc{)O-)(Y1pRv4Q$)ongd7SwUqCdo% zWMRVO^|2}S6DW=K25XQvswwU4xl@w+W+33PpLBp=Hv;H<|63lJ5UK?TcT>m^(-}(d z62`9g3bnI9noIYv!a#~ujKSHV?t z{N>HEixSQS0L=@Ak!BqV)fE^)C0x#MEiJ%jIXd}N&|8wd^gVH0arjU>M*M%DZP=|n z#%?yErNro;ry3XQJl+Q~v+At_%}IbuJ3=hwVLiezMdo1iJBVT&$h5I}qb;pKiu$GR zzR_gMno|S;(x_sP#6=ZhXRh0MBidjBgUcW3=$f-cu<5<6h01RhfD}?^!0_hK z0zmUdjD&utZx+UBa>@5Dkh@D#ITgV;^v5W8R+MYG9Y7wckYkQ*JWFs}%=kTkgZ{*I zVe2!K@10X97pI~0P@v_ashv8SF64i~|Z~gIEsVoe7wM?p!~-5sgT;M1(x(A~24LCFczN+N#eaY2_2pR_w_o&JjHzF~GCHga zxkFi3Wp2Q#Sa6gGk4TpkR<+w%SB$*|3yPWB&hck3vFMFc?As=%Dg_7%;+kGG(dg%d z-o>RXb<$8rcsQdD;Q*s)DmkoOzG2QG2MA5pi`OI9>H1mS}cJ z7d;MLOSe+BpS$}v*rYogVy}&n#ol6H8&YRmBVv4@T)Z0w*qiNX^U~;mI3OA25JvN+ zT-cnjX+#7c^1@U?*ySd_3AsvMz6X>|9s(Q(tl}9^{ z>8%shInw8BBx;582y(}A9MiHmFngI{>x1A2f-W=cM|JDVHfct56QBj&(1NK@qIJC8 zSG%fbd%He)7^WXycJsntrD>Vp^wb7_8Pw9*ZSgmY;%_mGhidBwD#aK*a~D|gjqYIm zdz0^Q{Q~jWa9*8pz9H~^+N;J!)upHJ0P|dYMami}aBo~ZeGV27$ap?So4T>(6rmi@ zxJ-DZPoZjX+{V44)`bv|*>?rSq8QZv zC2JEW`W#k9%p%>ZsEY@ly{nNHJ{K%@Oo#{d;V@2Y#xVW;Fyhg3TjP~=;+D0`T}|NA zSOtxFvBvq{ysE;yWNtcNtK`mQ(411`| z?@cgh}foaNgJK?P&IpD?yi7kB=Kuq1XP?k`MiC|PiLfn;FVKi0x3 zr~NhRQ1rPYyQ59B$A3TmR`M@4$cLhAM#~uZ&N06n0jVoBvy9(ss+&E}(w=X12q20X zCn)z6GQKI&Thb+R`9_1PhD#$F?7Y6>Q1CD=`}mJQpd%@Utv5W;mtJqd<`==n(Gh5z zM;eKgsd}2(0Bi~-J4bg+_fmv8(a#noS8itX?q{b2u;|D>0;GPCRcT4vp$EpiHnh&< z`F77w56t~FPXpeB?tjka;r1z6MBoG{*0E@HT*1!B9!bdNgF#PKz9PI5WH;;YEDKqo z$B3{A8{65bq`6i>_ zC^DC80eZ6agJceTVM@~}?RmgUerG^%!pMDc^V2*elokBAmvwb+nop3t9g00lf0G9mnq6f6Cd^y1J{ zt(XB9QOyo#?Z^Dh!|#>_9dkFuAtj5|042N^VQ6yVt`U;G6j{fng^8{ErxdFZlL<7+ z8&A|Y@f1*l=QFgwo8yOkpuHkGbYV|)wF_Z~i2K(Tyt=V@%ofholdNy(e^Y&;D)?K= z#-RE1Kz}RNd`i-!tFQUWi}NVQTR3|P$08R(eelEv^gsqnKMbBMe0#AWM~tVh>I){} zh^?D0Ly&aEs>EwI4J2AMqChV%9!spVQJ^ z(=G5uxwTsA=GaWnrX8w^dqxf^9>d^48nH?>q;S+Hc65+~F0BRq%}# zUIS8KXPUIuJB{y8e<%vz%(sM|{$6Bz`xVZ7;67EzFv-DWL?D?5^A%ZHi~f6Kh+{zD zzNvCsHZ9=cle($OTCq!wuF*i7;LLr$RCH7)V2beh&^YC?-7uzIRBKZakNcPyYC7VNNd4=VZ*RBXzMb>Qf6m`R zc=6K*9$k4$xBw|;Ne5;cH!s>lVTIeH3e2flEo28NIK8zTj?}XLPLF$UledK2oQuKs zK4j zr5%QJNcGog=U(kZuT%oM$wT3V1CSQD80pzoV~afQ2};B0j&1C~?GJYPdb5~@=e%Q+ z>j3=~XHF}393H`UBDt{%EJTh!s$V{<{rQ0TXI5;Lg6Cq_wZqDcSc!;R#%=S9hD$`b zVEFL$`(UiiFlZqPpV0h@;~CJl<8d!Zcl#CSZ)@~;SZ2j- zcH&(EtL*^+I9Ws0(gCROGmiuf;tL{(zQ-%LXwJKtW#+PbqqVAU+%B_^SM24N4Taz} zRZ~_U0}3(w?54fI^uAf(kSx~}EI3u(rd4g&+J&>-2{m-Cia+87vgZZkUj9L|U*bH1 z*;;Ds(_O_usAhL~S6*6Pt}?iMQmtYmo-<#OVO+QO^8M+HVqF08cqx*5XN(5loCvCU z|3_=9_x6@{-}2k&or85c6;`k7EJ4C0N@-F@^#7u-2cH<-xE&XHiP;iJ=~n$XqG z1$rD_)z6~XRL1ldyvkHLeJ4G;0it1S;9gAb2N#mr+v>+I>|eCS!8^P7bi?t=^Nn-c z{TNaB$^gq4bFoY}lbwR{pk|hwuBPU6Czs>_5!YE5t`)Nl;X|Y}^E1Sfpsbf;cuD*0 z&<9^Kz=hyh3bFY9x`{z9$>Z7reIlEgF#kC}rrXLD*-I1HM4?9tm2agkW4PkS8{w1i ziAGI4#HoKNnzMv2FF0{d_<>2&*}ZM93ZIpSfJOLS+`ER*<_6!S0*v~FE)6bn>6V1dW0i^X^gumP2+|wAB*1;e4t&d7j(xsXBANh zlHFFaY6Ga}IzmKOwYOFXjvar`~0~Ign zy4{h~KwlRv`}aFpMz!B@m8N+KlkSyPLyqL$a}DGV>9W~AFke!!8ZG8M3~;GDnt5b1 z3lu5!;6$rO3?4tHE{9#+tlJXvRHuU4EJbKP9);HQb&k9C# z4ydo{+6Iz{@Xm0cjL+MJ0-@{q-rh0PK#9|+Xd5pmd`;YQSZMX$pJh&t^`Go}(r+=( zh#k?o{YueI>MgWQ?>^GsYmzTy5c9dOzI5~^@rPx_4YwM;EsqpS@tnPiYca`+D;^jj zGp;^e&U4q>E z4rgN_O!IC=Gn3{{J`UkAp})o?JN;z^PdBBhquv;{ibTisroub!bzoJYF!4|T#4U)W|6Tso(^m)l4F0>Lc!`F z>c^)PFs4uw?MqQgwC6ULX2(M9&69q(&g*0 zIpfcjINsM{XH!q_50g{C}kW-@BZ&1^F@&jEedt$70O>kpJZTM@PqoLPnuzB8%k?~ec`H?fi-6rOZE)$Z~ z8`+-BS0)iw=GHCoA9XTu=f}!x>C#D_-JoT^p63D72U7-_S1s!|%|eZ+9ed0(I!b=- zF{D~a|Ia%qkz1ht`>ot88qdE@M?#54wsZQUxVywJtoXyBovyNV_}}KX4x+zXx{g+i zHEj_QtDQEnsP(%(j~?SpeI}s|LL~?g=g*b#bJpS4k1Tdg_jNu=`Mi*IE3lHz``2~$ zNrI>^JmTzj`msyCG1&QhrufoU9(goa+xSxS%+s20{8<|1;_!x8NGVijhduW1nQsY# zMs?Y!##;0?eIoyp>joI;thJNq!k!URcS?$r+zj7)W{8pbhsx?z?5NxkD<#EH{8>B3 z^Wv(VWig&ajI1mFG!;f0f3Bv>9qN@(OP4ETu_T0HSNEID&{4wBPB>{?yu&E4D)HZ$ ztn~|0qx#5jkcQkJ8zC17Sh^@NqRq}eb@}?O3PF;Cz06Fo8pGBY=;!#hC88=|&t^{-ca~q0KuOc>{Epr(+Z}6NFK7 zA7rb3PrgvU^Wr(1qMx*fh4fa)&B=~eSAHB3*l-s4^)XZqA7P~k1+mi{H;K~dRCU$t zANLmHEC*LM!4i;DV!R~J zJ?7^A@u^ADwP;C_VmJo>#1XEt-j)wOrTO4F=`Ij5kCqt25XAmXID zG*@OJOTG6JDDc5ZCRWQ`*EWc&Ss}jI3O8MABOEs{eUv=L3@4|xCQZ%aC@kC~wy5ft zmAbbPc1b2aj)qlh>>doH>Q>O7q)q73txaOGgl&y&{mA>QqEZmZwBRo=ZO0%>?Y)g& zh+EB25-yf~gm8RtqT$y$WP3+vwUM3Z4h-tO1&;LJB8)lYA;-umZkzSZ9Ihts?5R)K+j0F72*Kx?8j2Z&&)Wa^2m3;ml&c{Aj3(hy?z|kYTd>P zUNs00G~DNMAVdoit-aB{0amf^5!S*#hSpX>iy(ivOHR1NChFkc7C9zw;dninEA~el z7Hl#|#pJFP!Tls|WQ-6`eS50j<5Eq1WFEpp#J=>2T6(*^GP>*J1K>3To9G_!yrJ6d zv5)LDo=62ngBeioqp4bc1NeiV!^b@*I07o-{Yy)t-ehie-~J;CAgfub3)UO%=Dg?4 zB3~3Q6e#B%eWrfhU=5->%5?Rbb1}O)OdqEJ6?MkaWmWiXcfSb;p4sMQV-8tVn3aR2 znKgvbPfw=z`NO|@E6Ln}u%4kW+&_V;E%C|wu)@cDWlWpBeggC!~)e~{IT&UH1JNyQ!~bj z8ulO6f439w@Yfk=p6R|q6NpQ+KfvOtj_Q`kg3@N`k6YER&kY>E&vcvN8!a52iA;5Krt9(P3?C?+-nU41#NKKvFJI^L z2J>u1j%Ri)-LF}=^X%lg0&f1r2@UDdhoAwa4^Q0;fl7=p#u3Q%YfYE*Vy8LFhc?^` zPW-IfPl9>J^Q@Q7zWeF-Fc$9O)p2At6|p4oCP_Io!x~nqrVAL>u71P)y_A>4@}!X8 z?R)P=)0B6$S0-p35jY(VEm~+GJi7+>M)^jpk|&Uzen5O)?P&r`7rh8%gsQ@8 zhIu$wZ!!X&sFYg|P$wS9Id>|4$Tpwj7kg$vE?&dc;R zp6U$pxpaLPR<73|Z)uO`(j>+~%c+>igsKDZ&T5H41v7p0ZBi=20hI_=XV;dn0; za7%I4!mHgTLNWia2|4!w!=U^2XJ0HPLwmrW9URS9(wqOY))hvXLpkP#C*yvIhYmT! z_Fk`s(D(GjO88|<91J_8PM;a0l`%F~qKHD5fqGR^wow|FsIV&qe+T&LUQj73ixxB9 znrebEk&YV^Vf%twcv5^diO9Ii!9*=!})&?0#m+@ZqyXTv|qy3RF#wGXZx!co2 z5E{asZ7d$Dr~w6GxD{U15^qV==bU3In6>Rro^4yx$eNSd)W~JrP5D*#q{g*nNwq$l zzz*I4x%O8iV&{w-)x&#V+9YUk9gPqMMlIP^Ej-WNb*pue=buEIxw4AH=O|w~mS77z z>(~MHQ>!1NmUtUC28Uzf$ShaNc4uCl^Y6kxiSb(!i;cEbx;e!Ug0%6i_g;lsK9phn z`2?zZ303UCmllvVL%qkVQtm<%%4#GYKAH7l6#XtPsypzd~cp;vyZ6Qi=gq3M;fjSsF|9ykH3~ZLnLJh zdY5j=DDX18H5%dof|!Sk*INZIi65@OPe28IQsw@TOt&k|Boxs1qwH3K!v2e}??xG| zWE-3ZcUN%S!#o7(BPY6H(+Jko;4zzUBeVnwuJhDa?upj}L~kuy7W=Rp%wM^8q>!B* z%jq$|Tyh@_4;;;CaMn|MG`csmXRsLSQ#Y+WAYn&$5Q@d1VNcpFBCFkW?2nOLD^UVH z8$Sv+mAA*@<|!-mw=6M^6_bTUpVgprACL{-qwP!~cdic#)MNUsdd%ogjpH>g*xz>R z2_+_C|8pRj_){RCV13Dn;zPW31mrNcZ=)39i<8!(j695t@vSV85sf{|Paby1zng)i ziZu{egXtEoj7Rv|hUnY^niyU55r%!2%yiD1sn;x$I75!niYW_%&yI4AmTiY%-H!H> z{`LrVHsg73f7M-%rZkz-yHKvXe#OEks!{|yl9QKW>-LBGZwuS2ogK z5(;wS4kL_N9gaPWT=@FgLfB`26g$cI+m?Y!-D;BpC!pTW>p^*1}ijdmgh=&|-Yi)fcs)Rj8|-G_#f$)9Sx@MzWV^C%oo7;} zlM;eDfICLFwA2PaxVB_~jKz<7qv4ZyJtsE*b$Ut<2XV8%X7}PJojwyDlI@XM_UJZ4 zHVTKKqfRU_lY{ZHMwr5Us)1MNDVOEpn+G23z`EXyKPrxJSdKK8JQb{2B{(9a#G zR8l<>2~la{3Za*w+!~Om(MM-?dc6~0CAg|!OnzBwcyF~bn`epCJ>w$>@s;Otg5^u* z_xxV!>XFZ_x4M!A-dSfr6yTyW3xWrvM3)BX05C>F_gV3dNd485)7C9M>=Qk{K>K&q z%Guj+hkN{}aQUB?8t;6Gmw!9}J@Jt@zVg+&mOq-(2bTsu^15cDzL+u@9IXCT-Q5ER zUv3E5*97KQu^eH(u&;x>{2Fd~%2RhpMbu17zvq68e&m&5a~*y%^;nQV^^!NFECh%e zQk09wJmK+hdA)XX7=A^P(KDn&O``bEMG`-ZD-f=|SjxFnM+_-Q5h@kV`ior`SHus= z9eS{|cgNYFG)aWz;g$mhiP`-#8{e(Q=xY6^sSAmQB5HY8cio-vw)H#sXy?K==okoD zKqab?qsobH2_~X5%54l1TbFE2pTJJ;w1#Q5>E64iV=CV8)~(D~*&;la^P^mp3%97qRDPm0#_gFBu_K5Vui}pDy`B;JKIDUhFB~`LBRj=2ct?g>U}$M2)I@U7DC{(- za+kIZ*1P{w zo>MKJ2C-U@A&xRhqi55Z8n`jT1=&T^o;EW$@*6pUW|#Y2<#9X2>!KD>H#E;V#P+e! z;uV?afd~H}HIZibsK85A#1{ZdJImlT^5LcWE4U3h=I)nqazQ82cGXpPQK>S;SE=Bp^v_Ql9ln3r8^i!X62D!!&LZ1X{(71CvxOlfZpJ4aU)yiitoNl; z?_zd$7|6cU@nlwcz~(K6D%COzMX29mH<8jJQpDWVum!zstR~TrBT&)rA(3Dt_F_M4 zx86Pm%xO!3_~PPDgU_|(Q&!lm8I{lKJL2OL?I}|n-yT6uz$Dnxrwe~Ol8!)n_%-A< zU?I4F)qgQ0`~3V@80k%^Gf-_TY&8|5-O6OM;tRT?rW7nQWLlYsk1PcvdhHK=Fr;hk z>;21+Ie8ykF$1a}Ak1%O$;UC_41F`t${d7Bh@4Fcj;cr& z$BNSIW!uiRhzCA?r~w1f=<_S&`*T31*HpZDiFoU!F@4{eZi}bT!+pou*NuieW21%c zc(I;9s`Z*L=VEGGBYxYf+6ObeR7Qcu>D8cD=a)*ZT;V`uYz1(%tn~#MZX#@3G<;~+ z3gv9NNeAaNm7~w6KeR?Ty^wh#hg6A`{hib52=7iEk(^-B5J@VSSpMV>?iUPy*&g0{ zLIQ5fqrrSWd-lu;hB;>qe8ndnJt*=hLv^lqLA=*DbvE~a2lwITL#ia2wHt&V_8Kb0 z!%F;sV!-Oy&swx$+aJLzk`kk$xhkYqEQo^1L}l(_!(Z%uv<2$k1KH0X2QR}qA0s-L z`pX}Lap2#?RMpNZKEZQk53riR*%tsiJ9dBk8#cci7h{p>*~z-_kYD8O>Nu z2lXwb8~f^!y&=g~vd^-ntv*KS(cpx{E^~T_Bm> zb9&9O^9$`f8@+pw>CT>#wyJ9p?w^ub)zK2;r4yjE5k)v1BKyNil)E{w(Q%L-t&9DR z!X)bPdqPYa=C{-`6%g`C;KBtcK_Mn;N*muJBKsh!&0GPLM%bE7^29K85xJD52mzB+ z%R&?}qM``0$OD$+2hlzflCmjFF?AUW;Xg472km;MVxi3(eVH;=~M;p3!j>qmG}dnRb`<5 z1*S5z>n9Dv{txdb!o<@U4?D=SmOLHi?}Uq=!@auZxCEO(AM0F_h3#49fYeI+twrGR zJhrxbV<)l+E!Aa@k zo*RPlMC$qN$J6U4!E)z3h%7Pn|-O7CS=1lyzJ+ENxV;UgV(>8$V}rRGCl_Q{A8#Cc!t0l`~Zuc{yI z8hJ7YdcW_J?Bs&K`x}4Uc~#KNq2)DGfOOgB>#8=)Ml1Vqf(2f8*uRC^a1xz%urS+m z67?jUcD;oinlam%^YR!|l#h62*x!aJc9Hq&OJxTAY|+EjZ*?y0irIpVfAmb}%25tl zjm5PFo|13R%Jd8rSOZ*nKOi_(_sP`+-xiHMuJ9kDQ#!n@7Z3C|-W;8hOG(phe)_0x zJ+YcJS+hI^OAnMU-uB(%)9G7pQMvskhMURvXxNAN-*s>f`5~eweDg$PP+vX`9Zryp z?eohDMqdVbX@5OvKOfy8-rUEP6*QbHAvkaMez2ulSqY;LTIMCS6fB;Kz;|pKSf(~B z8;7OcUHZ0tfXR9Tr_kMNCmFW)Y!67~mza}^IQV5ou8v3ZqHk!Kt(PxVzEk3ISYp0pJZ1oWT6+gu+dl?2(;<60K+{XIDeEif=eJm|X?J`Mo2p+I<2<;?eY34G za6u-1@Hs1Pm+>O5 z8Y|b=qPBtIKv%WE_O8Jn&ksUtxZ*`wz9w9sYhM-&)cPdOUU_*MM}lU(y%NT1_BdhG z^+h;Cj-Y1sHd*12xRVGcx$l+joAk-4;o9G2N_5dq-~H&Az3*=oRwtdn#VaCg zH@*BL^fNO)Exam0G|?)OxlO|G3+J5NLqz{4SfCBUqJ0fDZ4^&7`3xcNb*LY>kJ=koW4dsPI z)c0Vh^isN-_BD&2+ON;Ew@z+yR8P9wuJ~CWp9hRJYKV8N8HvuT#BrtG-Pe$|(yZ`r zPVv+$YKEtplNuwY>MV@P#L{-sKiqGl&#-??HmlW&3MVvO3#H* zwgyjRPNt~CI2xPksQNr&ERL9dS+>)5yR#C7yC_UQGU&rdEj?q~u>%xn5oZA;e(#q< z1%k_) zxS|w}ne38~pPp%~Vlg?kz$sIV*azMb@&NNkS^h>?jtbk&$3J;}NwJcUkz;oaO!n}O zB2PM}$@*I~GFI!Ze_`4&iDl_0A8(9;UCWwd_m^PEiK*V^V|>m;fPAv}z1VZ17Lv4B z!0l{q$oP4SzQap|2tc?Qx$lhOnIMmf> z28t3+Lk?UfELfbmJ!1Lrj7TiS7?HxVgPrHEGh&EmX2OX`y>_IQfayHcd z5OirOV|Mk+fZlur7gq! zv<{Lzc9Zx)F*iaei7FQQv_Dg9fSoiY1)wnLOo%*gV{@UJQpz};l>*DA?1^1kD*mzV`tC{1r@xJtgq5>J~Qceme^3$=fm&YGu67L62 zkJIrK4OML$hs{Qxo{+VoPCkM9dfi;3_qkRFvrR2Ppi!Ul18ijqozc%u(1xVb zm5oIopIxC*r~t;8GXg&6{ID5f=P#rTwD#dti#2kGi!~fHck);7hTV*EasG92_E_kAsk=E);J}VjYR-1koXAckGfy>F1*`@cf58U3^_F?n48P>~yYM7oY;XqhIDmWX$d`h=V$3x8)GheBMy}u$bbb;L z*G62JyQhnVS(8NXQ^cmds`}zd_ZIi05rKJr$e5`L!Q#Sl z9XA)+t-k;)AFAyb9Z_k{xTXRB2|H^MSLfB317y-GU~r3UhIa7|)k47hU15 zXY3V&Qr8b8D--R&R0n<4ie!E>(2#I$6x z-vaV)kiv$%#ZfqQ?EVRRbLLzj*MFC0K#JGMmKwKD7AF6hyZni7zpAFZb^mebn1Ar^ zE%X1{FP^au)}I;E|1O*Tufyc`7rCL}5WTE;IG`2m3nr|v%7PH8&3_qk{iAR0fv$p^ z-XiPh}>g^Jr?@;R44|^p87f1uw0-zqsVV0OCYccyGRC@1GE6(`; zGWhzZN`rZKz}nUT7)vBb7-P-f1}=!%O>m#Ae~eizLICln6Qtii2Qoj};h}%Yhjmmj z9BCSX0+e__&laMJrKK$bSAd5PVfP=4zc0YSd8lGF%J^iQ4U0}EY65lgAU45kpxcG` zwGWDEQ+k@b%QRC)fG&Um-b9l2bb9VyW*iT&rg z{p(-#caQ?7FJP@;@OzKwH{rv-ucE{nql8Ci{}6HEmEZOk|L{HmCeT$#xqpl6|FQ)C z%RiUy3TlRP52ySqe;)yVf4$BEoo#%`iur$s(?7m=K@9X6!t%l;6u%GpzrUUh0%MGV z-z?F52RO3WFUDIl>tAU6&7Z>Q%c1iFZ0_oqq(f?=_@}yNfqA{IUL^_1c>t=3ZmelO zWxA$O4`zUvbG_sBjj!29pliE33#5Fjz;Q+?@M3+CpQFHT)wDC(4T>m)XuGq3aI1cN zKYJ4c3$p9%3P3Py2-P5zj?4bnit2xTN|*BKNn!1izxZp%VE&MF8lqJdv0DK9G34*7 zfo4!-SeJv+=}iz#}43f(Et)KL@kACrl3eL)dB2yfm2HUija=PTv;Cf_!9 z-NK5xFE4*CGdO^~6VY=~(6?^HpmVP<`UZ>;t`IA&9#n-~v9AHAN0sysI%6uQ7NbG1 z&;EvoH7IWk+!mFAHA*lm5pvITZ&PS@6Bfx>;NS zI4FWf%%>&=@P6VSa)BGd0R*l%LH;uFO8_sMmShxyn1O&*vSpF#X#v4eZVhZl3xDpN z0=sHQf%+98kv8OdbmZx3isRIw&Qzvy*wPsA+25?6{KIXA4H6(ee&MLtp<)(LB?OMl zHPf4X64*1D_dp+T<)ru&o9>42G$jTU#A$(6cgdym<_I1t~F zi2gmGG-u6@a*Y3}B?n;28p%LhH=2wC04R)s>c0>gZY>ey;Dt)Qt*Y|sm6_QGaH{(P z3h;5#fK$M0TGr4q4%Smh7u08~8oC6O)$D=%o6>y~wx1iYK_#|!zWoVbqVjpsF95@I z0gJF&$O=|K@wzEOfDc|}+e*M%_^yhTUgk6#GNCyDPK7<-Hl%Xd8xTQYo^=8^6L$CkCd=Vw-N(KThL=8EmrU+2y~B2Z zBL>Lt>LEghFTjgEub+UF@xh)nq0JivDzuQFEk&^2{&9N?0n(JfNP+-6-dQXE8FCM| z5BMwOheR>)j2l{gKDmaynF+S;(0x zL-e4N)^)`ukm@U3+3MEdJuINe4uta6^u6(&kokNE-)nJ-YL>2g0CmZs9tKCUTE@j=k)&@KSK-0O!CjcA- z!a)xu^)|{vM4ZG}5`z|ElBdr!Sz;_UxZSt3LX(g0cmqMgK|91h*#Ye{c6Ki)3=m)a zV+et*_>UFxSy(T)PiCWlfy`J}^Icx?s+#SOKaD5P=Rhr9Pwmciy)_W^yJ&i`nNL0L5RDZ2 zg8=S+rF6Vt65Q_FrmZ&(QB$c#0R%Ixgj`#usGC0@%TEAM$%bj?a-I0)sVM_4KKU85 zL*usi(FoC^5R`Z@F9sfsuD}9NoEC!_KQqQVvJ5P?N505Uz>)CPn(`w@vM~|L*Pz+7bOuju(c7lLeSF98MNzisdo=fa0&?KD1>vBPU z)TSS+glm*YM$uGnEAkQ7h`ZT)+mOdCp>BSV60#J{;|i(q}*kDhOzQ|7gJ;Yn}2__-Wtrq??R=%<)-o z?XhNRj{YG7gIPPLD)(qV5G9TXHFgJc%xZtRc|=QMIOEd?475;E9N_`nnVlRnn;VR+ zS3YVl8{J8}r5}>nP-repY)ASScqfb74K_)aN_uGk;dX6yWL(u8%o$Yw%eZ zJV}WI%gr6ktCq~{A@`TUcfN)tIZ~X^>2XE(E=X}Q%;rAN#_xX%YYi&1V<_EZzIx6s zThc4{nko+JkYsT3GG?|vXCDeZ2D7i;WtE8D0I2KfI;YMuNm&XS;`n*zW*mVkX6;6! z|0eFs8-;hjyabaAiCgPY*Q;lcWhKZrk?yPnR(5UmcBX3;fU1PJ#)&ytzCA75^LeXv zUl(MFwf?BGTX6*zk=q09qV8a`7kb?JAQF)RH9~3|oOTsqdoyCXxEnOnfLx&-=LbP% zx(8!WrlK?RU8=ioedl1l{vv}QS~L0v1P;h9&99qJar0UqLbml?L%=h05L9I;AnsIW zLo{7O%iLH{8?ls4=C4=Y z9N3$PraUB|`Cac^K7?SOEGJ4gTKZZvzGgU1`bF@XFR*$%ZUoskE*~$ZR@HXvU@!|P zq`nFm8qe46r-}k)nRbZS%|Nari_XJ;7$32>Ft~JeXh=&;uE@N$X+1X%rK1QUzAl1N zDz)j8i=w_RQwUlF;`JN(1!aJ|!4Vky$ zPzCdt??O{0QyBQeM07&;HN7TzKVNBG0AWP&Y&2Lj$IH7jt^<9jK>k3urK~H`Fm8{y zqpDaBXnZ7pdV_1``t3P+wmp5{)m=C)GWTj6Q6Xb8NU032-IRXmwcwBEqUUy#Vy+ke zE%Yo*rB7V%yqBE$fytqjai0zVO#DfAniC`i<%QFWSU^*e7Va5jk`z!NvU$5 z)B~NGtJ^T|kesvcQ8H&FuKfL78>K_*KD@v;i0BrlUm2?3d4vZe2H+*bmLkIoO(nGL z=c3on!B-SqfuQJ}hToVX#l{6Qp35EVACm(KUa4Fe+}hSzhSLW$+SS+<@aduIA>eYt zRf^b+iv9NR?}LH|G|714C>(T4u><6RR2G3Xq$o?Sztky?6T=+H&6siRr)Q~EusXH5wUyU0Op8-(*zgr|b;t%hj<&ZhyjS9Q8f0q!Xxl5iRcbS@gN=mcX+Xft5? z{**P}B96dTLY*Y^)AhMGG#dnHdTbaKe(4V@YJ|FO`BH_wxXMTR4g?`HKTLzsFd@(% z+qTBil*HvoE^+W~ldrR*ZR3^;usa?&-d`76DaPWP(m64;zT&GZHugL$B;8hYoF~`v zAgr+w(6dKo&?D2d?u=KDlx~P@pxKAc4SLzh=Hd*#0-JP=l$osP@}|7#$R5j;vj{rw zp`RrpUZv|W07Bi}PodudL}pr(I zRlvnCqIO(j$aUZ|6i>Z9?&Wt=sX-;kw(S5j5LS8t(mReiBj;X(eRWOwhvj}gB)N%t z9N$@};LmUlak-Ddmio-;8e9a)7`}WK`h;Rnq{w39ER( zU^4FzTYB^ZEo0=Q(E5?K+MU}CH$PloaN>ZAs^gZDcE+iSI1S~WW%op#Kos^2QMEKJ z#Q0$qQ7mz4ZfQpGLh>b;%6*;5n)S24cmDc6FkqU6V?Adi_){wNfesztb^Jdm*XE7&6BrW>A!m%Jw0HvVcX zfi%GO-o~?vOt^roIN!30y2VVFFEczptIv&*I~uoJ%;UC9GnBsZZK}vL>@**rlJov< z$=on!`qdwUTcU=M`fuw#41)Vg>D52GvMR|j(aIjot2IFE(5cFJ&-k`fH}f@N(wU2u zOepnWQRcm%q>L-8G0o3f<~deYQ#euzD3_fNCX38sLGv?tuOKXTubc1HO(H3kQ={HPGdUTGVRIwx(RL4w}gTg6M^SuCl2dPnwG0oomDt6&GW)_!c zO!)VOW4PJgw5bA2yc+faTy;)WIq&=%2lfegHh#Bo@dVK45N`?cu$*dgCRKrp zr*qU!%=;m}kh4-N2~!Y;2(d3r-;O0=>91fppgJYEU#g0Gb1S1HTG0dMe*yP-iPFw0-uY#q2MG&Q3DXAf8{~l50EV@o(Q+4rzfyLo@TUJGs z4%?Yqqq(Vxu`)ZMF7Vy5J(d^OfTA;AR65el`G8X!L}e_U0g4SY4_aa7Z=y|UH# zS~5uv`TU|Tb>G||I95*zxWh@c90S(X7evYzg4pL>^=?L403 zxh1L-uCxk+mLwqZV(|(@G{*a^O^%wIt82cl6lOAJ zQf%f8+bk6*3%VB(pD-1&9w8YD>Z#&cp{IZPBY_jRnyG9amR+~k}F+Ko0EgI3cY`;4uoB}O2ogXCN9$_GDRu%se9e{m(CmnJwkGjFAB`GinN_d@j-A3F;fhqB-XkePbCrSl@79 zS_*|G498e&()d!zv`44U96iF@^y7TxN2)W)M2$jGTpsY}OyHopagbt#if{d9uZkQa ziC03a85g>B%}T?r8ds{7I|eb5&=}xiiMQ5k5ibOOzO^R=HU#$?x{;xrb0SZ6_vJRn zyFBr^KD7$>hvFj_V{frENY_Mx01Yup4VLG`xF$|TsKk>KE|GkmJ0Cqi^;;i_A^3FJ zyj)S);cd4Rx4gY;^v9tjkcCZlw|gO>9)7e3)C5AAO-&}ED-1!;-@YF5#x}jgtiY793py@w^r(0cUBfj! zNR?N{l%;Ju5=rTaV)pwv)(-67dT0xb{=k-600(=BU%<~_9~B(aMBK4$Ph(di$tfm+ zi$B6yzs1`eF|jHO!OsYc3#Yy=t&ISfpjP>*7GhUn*8&zRb=Wbj zR=PMDia5ge9|pc)D}Vtx!QzwgK#ZBjVqt%XE~xNv@xj-Q8tREr*vNlR0~ zDhP08aA8z~J4tljKbcuPfSmOXg`p2xr<*Wl8qTh8Ei_uPIjDx%Q5)gY8InAE@9{EK z!weDvEV`HLkC8gGU)@CL;yT6{m6-&+m83&!NcV7um4fJub8%&xTEO%?l?*A%D1GY5 zU(Q8Ob@yG?L?S847nI|JiHhyg=(Cmsp`%IveNqc0(Gi+Fl2wHkvvEW{mVIQcJe;^& zOq`~BJoRhb1vU0n1j|AcE&lgX;{fxZ^o-xRKL6>3utD?Zm3G{NWUwiNYW^C|{6U2_ zbII;fYRbISs!z4z7GHW8Ep^*!~uTn$HsriBltDS z0bih1RU#+;F28Q5jrpihRWE1#${!L|0jxWK;LBE|Lhf$nTS@%EdD5;c2#CkJJ}YSu z(SM?|-fO7NUVO48R`1ZRycN?pVn3y`$)7FU;I*CA4go|?o{fp@b@Wz|*<5k%1SIO` zv)f5j%7Mm4{ZkbEgdYU`n|pbe)|Al zM^NiAk|;rUTO~Ksn|{C@mYsWD<$iu=FT1*VrDb!+#VdcEpwPD_5qDhn9 z$4<*j0l2gm$mHCQXEgbv)1cAIb7&wtILRe02|Q|F?k-=w$ew&K6p>Lw+@kd4 z`vv+abMcfXZJ^wdBU@p1Lv`Wx+E>89+629qRI^J#2aZv$rA>t+!f8Y2i_z5Uc?b4% z@SN#>Qh(FYxnoH`P@vK5S^@iuL&wFA`@+KrIivO;1jk=pXn}~LfYy0hp zMKdOxp?W*mRMxywv$=zo9B9OgidoK7MShfx%@hB@0Xpb)DZguT{H}*o-baBu4x|ACE0{0ay#GL2+(S@ z!6z^w3cx`%L(8Z&YZ6ri%1rK*P?_o@C)ysnTpw^GpJyFYFo|nb5Qp5hq21p~is)$}y6!|47sAYO3 zP{Zp3{y-cxP5`A)L!l`M8bQ;t@H{VHbb#Dd;1+>8Jty=rtZ}k6w;SwVZEAyF$HlF< zV;N!V!f$q8pXqisJ^*Wk)jv=s4Wd*hY9c9x+|fs;Dh$)(_lpq$I>HR?ptGHna{u8@ zTAnwtv1{SDkkt9LKI~VLw;L3(+seU}_ZYGHVeS)E8)$K}NOST)nZo!8aH|KLN3g>T z9n)T-Q)u{`M0cFM=b35A0dYWVB@&a#ma3)f#3RCSa!sk=tP*KxLw6Ecnfc?&3khuB zoAeFkYp(x<3f=$_O87`3{4hKd7NWRwa>w5M+lmw6dS0T2sKkf^8GP03>&3ImCMe6L z8!3uf!Lf1;OKkga(tEVyWiRd;e7mtfY)^WVm-MxZXGJD)*Atw^C&WGE#{8O(ZKQEF zXO18+VV+s7FEZbe^J@Un4XQ5vczogR1YRTfaQJ$B_#K_N$2cvqxIR$9IpY3=T9xuN zS1dzKSZ<=C&rg`!lS{BwaxT)lVU>4Bv!TY-I(Gigg5OI1B&j^@;z66(Ijf_G87L9! zvoNVi`B|wZAitZz@6i@`fJK;Jw}ye|w^+*kgjl}olM7A5`?o68+nu*!pWI_28t%c# zx&9qsqdq{aOD4#xq8W#~<{^1OORDW^-D4N_gnq;7TyaAW{esxK(vINDxAR~a@u|?dpMFHm2gQj3<<=>)b#Lx) zzSLekUpd@|yy3mu=aDenkfqzWew-X<#yv}7k(M7|5vzX$Fdf^@nqlyI(9-0F(sz;# z%qDbCX>F^>NxWYlGY$BaDzIG>ddZG$qr34+s4M2Oj&6qWos@wNf{_H3Wr$^l` zeBuuH-WL1E&v%l?WLa?f`#~Q|dFe;!QjeJ7yY2CemV0cu!W$7)KA`Uwe|IRlXXiCv zze0An$D{SC7U@>f_Rw0DzipNzuu?G^)_}y6(I9XV>VLK~v*qS1_soo^$K{n3 z5!HTEl#=-&N*T=y%aOb`v^<)qagBhrHv;k5%fD%=R*;3q$@SZm2sIKrhzUK_7Y$m} z5w@?ou$crYV(erf@L*UY7VMMAZUQRfH9Fu)$j{LJ8ewMe~Ji6fMRA@$nA zP&4RGxTd`c;=lU^dmAGpml8LJJKd<)AA^1IB`-m}Nx`@AA@@7-U!{|SU%@bS=JfET z*m1Pc_yZqenqn*|abpjC^n1)Eo5Tb$Pe^eqO_+4%!uCAJyqYGZkbBW(+_}Nt*q#bC zS$Z_fe0TVr28BA5Jg0kDe zCbNkUW4QJlS@#OEY>JBW##W@O4`(CuT}z0CER{-R8K{rUG%ElSme|yrU6+@UCBMTb0{(0y9QOYVo()Dnm8%9 zJ{vWoIf-h$`t#&f)lHdm9Tp}H-a|F-4_cu>e){W3tRn^gSddB*UKzq)VO#pdOCmK)28irV?Ubj40OpQ9{K5MGf8K6w5iu1D{;3|)n)ShYf z66FyWA>?sVkI{a7h$s%F{rbPxqY?wmgM>+J;tJOK?=e_P$sJV~dVN73(G44q_yuSK zv-v(}rWQhlcNp%@HO@j2!7}N4{8(dP;IHw4G2=RSnWYjV2xA17z;faf4KPYv&|Y0a@0dpRF1&(5l%T*O zHgyJ(qR%%Q>9{s*&0N))xvU-%dWH{fQh*K}=+%#* zOlP}|l6T3I@7zyKps@Z-QrZo5psJxAL^OYl#TX9>W^(3hP|Q0+>{u1_n^}1rJ`|ZY z=8avLLo5@qI!@Gtv%Kr_pN8>$S%`Ul9_l*i0a7T4f4z=jm2R&MQ;a!(HYel+NnUo> zoKu&c?{W{_o5}>MU$n92?!hO~vr67JK9X-4;!BrrK^^SghM_GUOJ=*wH|`m7bHEgg z@BI5lw2lF6L}!atJZ1meIkJ}li(VRk^Q!;;JOrA5b+OAj2i99#Gp`-=qPV2$VH;z?1`b$IJL= z^}jzBl+-Y=U=P~-eiN@e$2X$K{j$p#f8)Fs<9?npd{fh$*&4L>;jHAin@pU4KT$71 zaH66O*n9hb|K0BzA04GvJaf9e@xLAQ-#1(s1cy#wGV(^?Eqwd?JoUSLt^xw5kL{Z| z{KHxOc0Qu-!Q1HPFcClg|L;TI29l{tk$+Ul{LjZqkg$Tcg?eBZi2Xx*;(i4$Ekcet3J<~*X-17&Hz2evL8^ZokX_kKk8BA zlL97-dhfIEIf3R6Q=V#d8C%LIpB{vMx&)nYvR1IO64EYlm|<-hdH{(s5SBCOhrH3vc@B{de zg82yMwOF0k0c~DJ}sxekP>ko&~_pl|R#vL3XyAsOodpJs=4SEgvjcou2>M0df)i zx&z*~HvwRM@N$??9}3`=NfS=NMZTsO>4;B-74nM7=%4?nhz8%hZfBwOYas2avQ7q* zhxna^lq)O4s?nr*??6B*p1`oewmsq$d?MXiSntrC=WF(N_G!SEJ_{v{pF|q|%q&}S zg~2=5o=JYFNRs>RQQ#}^=|5T-&|Q{1ZxQ2j5kH_>s$(GhhsjKL0nJ`38b zBUMkuO?gqYBYgl=rDmN6hTC-X=@4%1ty55+A*tuH0C6bQK#x}suvMA%O%=a@oD?Mr z^4oTR#MK?hpbD3x1A#-L9a+2j&H>b#T=>3lOHcpg$o#)9z@HaqkPshM;JFd}8WtiV z0)&f;>&d+4KLD(J3wreGJ>fKiT;zPs;HY@^>cQ8=yXn%8Ar8t70a*75*Xj0jK>4TK z>5Og%6td=_jxrRM7H#-2;Rhs8`tWiK4UVr4h(rYTBIdu(-}&}X%94>xzI=Vz0&5E>WudNxVCp(h2oe>m z)%-uk-a0JG_G=eb6iMlnZV;ptX^>9ol0l2>%BvTrJcI)>Q zJfN_nQxm$J93?@ZO?x^E0G|cm>>qvC>sN3LYC!ZU|4Bd17cskVcM7C>ZL;8_cw6naAOxmc&= z^VtwEJJ@9xcW48M!P5tT@QnkOM>eDNpD=aI&2~%31lNl zDTUfVo1`C34Y~X5K_-3EAAse48nMp_BpAHgM7nMK__j7!op4&<-+v8qQNw)l!J+7% zgCODjgDWe)>;*?J5ls+MQfV(plEVBasOGQ2{U*+@ox(KMbOQ*WCpH2S?hNqNbX>6{ zWz{^ud|~@z{F+8vuIABW*8Yv@oMe?|957Xk^JtxLC+`24Og1j{APCnY4Gp15_)n+f zD>xk&pCjPcm@}_*M$E_+jHwA2jO|9I$po&UyX62nMYBmHuO#H}T%6aZ`JW)sR!4>$ zkcL}iFVWTMCBk_2>nxMbMo@=MfVzG{c%jm$i*(R6vT582c;NFzYIAb_d-2DC7yrK5 zYtS{3ZW;6ii1HOqBj_)FhFKG@x<%{ft7&_3WQkEJ0a zKA+V;*0tHm6`oe)|NfdsQ5#APpPBTufOm0V3fKjo@jU>RVa*68W+W1mm=+!hF+v0u zqqQ77=rzwW@JK27^W#tQ5>n^|ct_oLAiL3o;P2eOmh5e-r}D7Hs9&c*EWw|04H_8T zEn#5W{rhSK2JU@^yWvSJOME}TCZHiMkXFt_FB53g;`-Gac3D7>Zg>HJ!k6DS-~8+2 z@}PLkZ(T^SXZfw9P`2*2O&M0i6g8(gLJto!d^+4A7iP0VKW0Etz196`b?1l?Ft zLaH4kun^iNc*HA9I>0;Wn?KO|gfN5dBOsI*42+{VX8(Wtm0qf}6ye2zkQ-;tqSK$R z6(@Ws-Qes2JJ5-KXDQX4vbN~0$J_!iUUK;S!1qw#m|v>^)1OLIO+0`vKg9g(P5vhJ|DzuKw@v;Plgp@PP+FyC8Cj0y1^xRh+c<+i%40HIBow}-R< zpCe}osA=DItO^o#Z&k@leyFYtUiJ{y*4bbWo29~I3R7s)zOHy3=MM3vNq%R16uJhg z{sKHPMXze&9+YP0L95jF$~sMeiMs#}c4pWaXk@k^gm;v1w|T9LYdEi7Rh~m)Q*lNm z>G{J+67*+ha@W6}E+R(I54NIl^%TT1$ubrH0UGJ1&y~vWa;MWlYVPZ|pxw6IB{mbbEtWl9K?gSAZ7}U1B*iybZV?20=X`DTjg? zA&Y_lOuQbfZUd+*DILKAyO}OgD|dprU>0+0olsA9)_N864_`oV#W_5wA~DPZq{}pc zxF0?n8&Z@SaI0^2_D2Ezol^P=FPPz)K+wck1_-9$eSo(^4)oA5a6i+G>^Fk+wFdAB zZ*Ocd{=Ey$rUb98Q%)fW+WJNN2Z`J*dxWB32Yjy5mJi@4SU?z0*Z?19pBp2xcm^~j zpCPwyzyfji_Sg+D+hgw!0GKjssbJ9U4t!i1KD8P(5eDS`-r&gW+ZYTpu=eE8m~|7QLPr?NG@VZ=NSbxc142}i_9 zACRe6L3^`jxz%(JHyh`MuUsy{i7aSbs;bTc%obo{M%WAax1N^>;R&K&%$+g?5_a`UE&KX=}No$%`Pr_5w&cf@;bd*&TsU3r)n06%@Eb;K$|cn2vmiO(Pkw z1fH+y2x`h2HyD`^xIx2dF7pX*7|!Uv=TzKi0CNK=!Q^d6y(%D`Mmb8YXM6P_JOCnu z6Jv1L2-?w`1-tIPZy8N+O7#MP&c_wTG^~vjAes=>t6F9UZNO0Jeu(ik@Gu>Lggvo2 z06nDyr0#ru`$bt7SZAFXI+MT7(eDH4A!7<|Cx1}hgX$fL=4sNygT@E9Ft|C*df4Zo z{~DMyWmf#-1_~G-kv+LUEXQGL7S7T82_9-ajYv7|&+JMX4rC!<%KJW~J;qkqj&KO< zz8pXq)MJpSYWVj%9!kajlbOusF7cXD?h*vkqRI|&_N>nDfoYtL@C>}=pW%ZdI0UDT z_a{%x7^EPdoTTI#S5@yFcvwPIr4qYWQtvjUW8i-FymB68sX*~*3JUKKSJTJ6-Xg?9%^+El?(Jq^}qFBHEU`aA-aOKS$wD~SnW4}m%LGJ+T2g+ z>k$~#Sr;F_YXMJ`KA$EG^+yRj4~B)aa=9~x3*Jg-RgUd^Vi{4EBEx5yS)=i$C3Wto zSN;X#?fml}`d0&L!_bR1@n+Kx@J_}PT!3BL@Z4UPN~NuzXYrl&v_s#YcJWaRnXz0c z|4;x#Wjz^-Y<3BzQU7khalwh-fJYxKfO$$-soEe(@%K9X;aAE%xd6j23EqA>EDDFL z)D7=&Kby!Z|D;Hx15FNchyXbDg#Kpy2P6^@X0Kh&kN@GyjiLm9C3y+*Q19})M}cRw zaq>8*U#Q7#KGFQ^``?a5^Z_}X^GB#n0oT)}phx`pJYNG%)WEk;Q*Cm^v|ju8ujS+L96q&O(E9pcTZsSffB(i}@A0&8)3*E%zra7Z zQ8pELlJ>|^t^eMi{P%}{5Cea9`HET2|I?rS6*+w3xcvY3$=iGg@VtWsK(pFj^uEx$ z05@p^=%S!|Rv-T7r@bK7&a&7XRPONKc-OYcQ=kMvya4t1!r|L++zmWn5TJ@P0)|n6 zmq0!~4{(erlg1aiGwwhsG7lmHcO{9<@ZiSBa3#j*EBNgLzx|hA7AN%npTCqJ)mLyb zg0upG%^>{eAu2W1r_Fv33O zSz}Lw=6eASFn|h`PPzv2yrv@f4;y%eZ;bw@!_8iaRhei0Ov78-?!TWd4l*f#KkNWH z@EP2rp>u!)i9>b$M-J~0@VNqkq}OdIdMgl~f}Wq_pUV}ly#`D#7kEZpg>PvU z`%^xtWq3)1(=@welkd@coGQju7W9_8vU* zJ8>v*yXP<*p1d5^eB6l^RL24GjT*fF&h))!?|3@H{}~db{9iaC6|Hr8*S;yDc3rV zpg}y*Zzu}R-2=;O@^c^78#bgupMDej(^~;RA0PU3#GLO*Nw&m9@|@!-K;Oz|;mi|% zxsy@mKx_S~52uN4D|g_ZHF-rBJ!)LQ@IJMCP(QhKqU>(mTZ!|u#h+4B@qT|x_VNX; zST^p{mRv!bB>k!dl+y3LdX58hVnVH}txkNP&gj{~DatS)d+(hEf&hwDk3c02^Xm!f zRT4NJZv&=rZ_Z%N-9PZu=UKQ`(5phQwX?Bzy1l^x{Er%Oo3$lKmdrZ2)!4A-;w}-nEnXOx;#};JVhi z%ec{Fy^AK1o50#Ocq#^alDyXF@T@pZ?lA&PeuaA21#Zr2 z0l6PR3a43R18uXG{s;(Xq}tNb@|1v7W^Wb8fl-W0n|h>a3z>Wyc(OVIfbIk9Jm`v6 zKw|Fcr^JRV!>z?0;pr&oMyP39pVAABNJof(RQ1Jb%O9x%>r-Dg2#n5Ijh{`BjY=r*8xp8ZQx-wH|_`?7Wzp42^l_}Y;c}!^@)dk8=CFg4*2*v_@r?%%cRq&(YrjTQvG3 zEdj#xFG7TM4!8u5+n;<_?_rutV*{IoN@P1(*NDw_ry9m{U_iiQ%5o@fDG3+Vum&&r zCEwTzUt{`#FE-_n)eEd5CVf&Wi&#SU*?WZhNJRf{9b&Ec#EJ;k4zEnC&x51)= zhq#ap#t44Kz^0C79f7;ILiIm6htOY!G18|3+|Ny{zjACneG+3rcth-ZiIB@1+!pdb84XdHB(qo;)3b3sj zxL{Ibtqi=s>=S-gdZCtVcQp+9;X6ouH#m&yngTv*iWvqpnDOT z%_fRL+7=p)_syI68-k;I`C+`HyATLPkvC|pO__|TX1D!?S!f%z)VD#v9hSw$C_p1i z9Wxh98vv}?1i!Ekf!)S|Ij46o3EG6g{Ylb_%AjP3F-I5z=89*2Oxd1gKtk)D5CUWQ zI*%{he)R_BuMsNz+15-cHF4{xNs}SLzlz0We%YrKA~XmKZ6aO#nX$JIa3D&E(2(I_ zrGDj^E=7kTDc@lF)>+^~DOwDRzZiUmiTA%F-A2xLNz5PYMr_)r29(qRl?tRlii32r z1YPNQx$Y|BegPH_JmngpddAEvOueTbwXK@!G$!F3l2#gGIX=wKC54}{@ROgL5ZrL> z_!atC5|(kAkhj=oF0poI^t_(u@3N=td3!MP?pry=DI8=nC9MP`zaQ8Rkw-v~LFoS` zHT%sf$Mj;3p%FE2GI9^O#Ue2=!V{Fo+C=$Tsiv_q&s2VsY@Sm*TuM!=i&Bm#JzS0Y zWTHO+<&N1sco}6j34#`DyRkVqcI+V_4>ZDn@V@tjS{dx&tVozQ(ueqEw|hMn>M3}+ z1)1Rv8tX#9r)1ytbssniB!}uLpaQ2N)?R#V_Z9cmjI=LlH4~9jmrDEs0-5 zBcEA&QbZemCaUGm6iANqUQ8dgT&y)fn8d&U)?cEShB8lQ@u`r zk%!1uwh}fGyw-1D6)olN460AaMYfNz1Exc|G{^(uY(=l)_oG=NlGEx2Fc{cI0+UHI z%ca)h`9&~4$2My`(;?GxzsB&>w>$C<@-KiRSgpan5$>&8%!x%gq3z4Oc&^324be6- zfp)J8n+azFp7jAojm1jy6Er?B=@Mv2iunH8fYa4@o+Ra2Ee}`GlG>M{Z=J93szV6Y784v3cUERp^-|!JO&*t`5DeIW z!z{mhnD;t}_wqYnSRaS}@mc_F4?e3P%NN0&+Y9K!a|>2ga=f_sFPui|#914Pm+&nS z0Ffnmo^Z%)R_nn*UWQj8E5q9VBu0~1q&v{M0Zt>PFuIx8O!w8L?(J*PsC~jPO{uQh z{-P50S`%zTR-!S^;aR8r@lm>*Aw7q{%|jy@$&;f2D>{#l@s}ZASd#q)Xd6df?r}q} z-fu>d0qZ8MO}aa!%@s07i08b$O!B4R5{{1ziAMw5FAa<$aP z9|jGG$;%@(nKJih#WpE1!wtfve!M4$QwdXMBHw@70&a=wuqVVz@Ksj3JxHQJUbA>f zPT2K%hf>R*WbGp}ztr*-Smp;EIZY``IRnRM>z66ZebWPi2mtkVpjU+5)m&bJ%@3ls z4ZO&Eukh}uxb~xZb@f|=PQHH44SB@zFkt$sBNwM7aC-B*Sy+mBYRPd!lfnj~%xj3F zBKDR&{FNKgS9Zx@Gc7ddq+P;XVn3lk)ih<<^#;i9;N@FKU%@-%lRbE%b78V^Xl0EP zz?-b_$~Rogy$sfA+WMFht*k7T@p0V>OwBtx;vBxNp~E3TtOP^@7iWj~QIK)F3UI(& zQn~AVu(+je5!1*Q)B}OyD~^imP_Smf{)(8#o`uv8$wn3v5k@(9I zbM3nYE6=3cqRcai{xqn9cvVH4a=;Y#!+WUxYKN%LiS^<7%`EB-=u zDeE6y;Wzd_a)?jIFD;dJtM|E?uO<~|pLrtz!{&eTWH{7VTmKlDxN>j4Q4g1L5DJ6T zPXrZI{_#rLvx_RKxc?y|0(A|)4H{ngqV zxtiUxZ|%MUNj(|&L7drrsbEt3f*yn}vJ~9Lz@>pgPfbGkg)$5)@e18`AaWWvzUlHT zqQ^3ravA>#*HZlMJ(%jUQVGN7Bs&y^tncSf`PyO=2^(zmrC+W?;mGGI!Lu{AmRiGM zW_QOGIb*L}Gw z>-bzYAoYket@s-JT_2+h-zw+#hF2*01N#cE2B&g)ROYr*nRpLCZ^M%nN z^x^*NN-^ecCf`l~IcO@CppeHek55EBhAH$^PjO)i)AVbdX#$f$_~YPm%BZ!ic*KUP zaoPzXz{vEnNo`T#^7H|X?2cx~0bnR{u83S;rgPY*F7(Om%^xq79#^tE(UY=NmyZAw3O4 z;p%-O_;t0f{wRufut3BkeujDLvzLnSZLWL7$*w>s2|2J@a(_;WycMPNjp`wu?nI+o zXJUDWA;K9*tqFIN=>%R3c*WMkRSID{t^u3uC!ysp4(f`%;Cp5Q?u~4PQP7u_jnKV! z=S-x+)DS6$7&xRQ2<)^R3x+@;69gu!H&O(IWkd!kCjH4&u$adkJ#4AJh>DzicJXz% zDh$7O?d68C4$}P@Nq?lB>~g?nF?u4MNePYCIF*!jHtUHJu-eUUwGo^L`!i zM1uILZtecVCsPbM&XUc71$8fjGn80*MW|Lz9P%OOoepWqFOGuoOR={8qQXlZdimyR zn)B=}k%?YJ!c7)^k#BLBhjznOd}L9(oU`qD8A9?yKm21L)K@EkNc#Z{ZnO=Ong;tvvi(U5ZBkOE*#Nbb^iRH`F*C$zH*z0 zhChJrfxc`n^JjUje90cF5G1CVHPT%zto=de#jle$c7mag{IzAX*So}!Mfz|F<%kUZ93(DJ=-eh*10QO=-!g{3zb}1ku(2$2JU+uB74#raTM)4Yj7(zlgUH30%8s!CCq#=y=+tQ@eUp`W~70*`$eKrl{n?z8^En%?vfg8kK-dS z#@209US(gT6mGu&4qno|Neu$Z`@1ML`MAuBG4?=Q3{aJnflEGgccxr;bP2Hm9`f>6 zDp3J?8%V>@%YY7q8Ih=mZi{)mnbj#(#pl(&>s6}mBA0JGJ>)K;k*xUF!%&LX!;0z+ zho`#-`3TC5byt@p&=h`nD%-t&R^1Se-s}Hk1oQUA`_!7B_&j`9ZOLPO?jdm^F!4p_ z#@bb~D}@U>oXEfUL!&1nN0I$7T%TTQhdqY7WTocM2)pl2@m%M#!k_|HY#v6{8Gl*b z6$QH3u!gjq}dcu5U*L*07 zX{W!(ubr9d$!U_0WPSW#Dc||yTlpv!QYW4G$P-?kJs>zw1mV9b+eXxyEt$eJ$zM{B zPwS&m%psVprXhxF1vqRR@)g{m0U$IGq=Q@FhsI5PH277>{)%X)55j4 z#eO(ZjejC=@Z1<%^fZ((eK68JUTjl8mEthhUC8;{oB$8C-15;;=g=_6a+g+7i4JF^ zf>?8NjD8W(k5K-whl$@iKH{uvbK@rrj_#q!sw#v(6rGIvDZ|}iZowTv$`^15`l9kc zW<={_cW3RPCHA7J=wjI;uYE?W;H=a#liD2jJj3_ODSlBM?@!1uS&swi6~ca)7{{_0 zsmO9c>6ksUUgAEiX4m2Ur#d7z7r^6QR6#gq&A#ARA)1a@(mT_fGbO{5zFu)Uah7$zAc2 z&=W+t3$4xQWBFB+jn;koakO9}5??8K`QE@J0cRqg0LkS1K7!M#)r_|25C|zo<`181 zwX%EVTNwlTodQ#i6W>_*&M_oQ|o;_{*@4L&zm7HAtxp^r8n7+dCka(^7KCPk^ch0-_<_Nwyn*>3$Q9$N+Rd( zSH<3ei7_wE$VliBGED*w*&kicf>(JzMBAnW5HXL<>kC<2R@hL}6*iytV}(~Vy^>Bn zTRBT23Z=BL=FMO)srsJqS3iL1zW?|~Gc`-J>t!U!wwPy+l*`;eN#sz!@>X_{39~43 zW1EA@kn@wNvd52IiNN&5e-NUCHLFjA-l)yYFj3vQTld)fSA$w^IA%rBODao1fyi)` zIMB!SM;G@vPfz&I+AFVg{0q5aEbX1S8#xCmBWHCQ7o}9*l%xJ^k zM+ja@O*Dy^?=!uU!4g^_XH_ng@(an6Sox0|WQus-Ju3ZuWVIJQE}OKQzoQcReZVv! z#efy*RNHyMWgo-zg*q+^FGNNBQ!rBFOZ=k`1JWK^N`3j|W65}ZwEn2Dk}y0Dl-QHw z?pS@**FDV`B#NA>vNE?$9``>zhN(ZR7Uc%VAH#AV;ZnHw#a+uC3BvRjrjMB2K=h2FjYg3ZPk3oJG@GI_$=N8a!GGS|s z0U9#QM=G{jikq`52JsYDN3#f;K@v<VMOl9K1ov|XW&m&fyt`$D*#4GZ{?h5L2S{MbndhVjMa<L>o;*l~5#H0Vn) z{pfHql9De6{QxzhRHbyI(jz?OkAm^2eGWLC@bi_#12ZNiaAkbXrObU|+f^#vW|SWL z#)S6~1h$I)75P9#Tf#KqM0BRbdWO3o086N9m8<}pz#=u;B)j6T_x)6()+^2(X# z9b&H7ZvK{x+pZaPzK)&3ukRJPg-8_8tyb6C2MdKzxJ(;qr%@Rgk`C3fEN|PVe)?g% zu%&V5ZABb$X57;pUnKva(UY7T!QPK~XDHh!+h*!OY^KeRmy~g@g4?hMNp=^PS0AzZ zMjEy1)e9}%?K)dUI`82gLEt=)Fh#nqk`%wg(R?TXYJLG4fxd%YybFGqC&XqZJlD3tWRJyK4t61lY#Sg<-JcjH9C!x;7VZ|mpap$ zWt+s|w~11mCnq1Cxhj`^p;?lb=VagqNdM;wqOA3sm$L~ZB!h2bBOHGoNDaX`GG_hH zq@D(7+LGbAM&3#`21yu%VkyvJFb_-MW$gqXg{7yD{+%@8^f)O$9Zhl5}y_lNgw~XsfBSuC7|*IdbP*RYt| zV|k`mTq6=;w6Tzup2%`Lj-4}02BuIXbX&7%)TREYknH>cT0RXW8QpSug<30=KjjP> zDL+E&?yAP<;uaN#vgh3Mn#SYq`BnVaIPw=p9M z{0H$XsBN%%I*rV;9f^Q~>Z#|W@tnDojSe z7!x#MrPY{Wb8l_c2%=x?;Lx%OoL>aXtBcPDqqeMN=y%%``nUlmmE%FFB@9phtjoiT zYS?Ydn)!}YfE(5vP%xYyfA1kA-Z0hjeye0WS;}L0^Q!7FS2_lbO?r>0pJMG>;Wty# z;hLD{(6ev7zPE3?GT1#LgXcv&!$KgeZ$C|CRAWU%r_ID?S# zGj!nC+X}qOXNlJ zeLIy};(^w*U*X%<12)KJ?8$H35#~Bh;R>zMd7g&hS>|E?EJAuzdld=*bCU5~N+1IP z$|+aN4qwu{RjJ+IXFSQh?jRF5*kB7%0RZ|DG$n=I;R^AfwAr;f`WV2QpdXq449HAF zcYouG=8vj{z3O*bqN5Qnek%pK?fiuT>bJSW_29}YJ~E$Hh51iM35HZ@5bDDQ=hons zSRT(`$f|5w<|~%M<+1gKXv&w6mS6sPWY)7_=1b2qYyx!I2{_mHTK&(wKJOv9+p=Fc zH0uX1ls)zCH---+>vS&pHCsjH;5?6$K^w?kXoAD3XB>_19&X^a?L7Cha8%S{yhY{Z zXG}>X6Xdm=dh_ojXm|cb-ziK4&d^Nk;+0QU@x8Bs|JnX6ZC$0o4uOk4$KItKkt!ev zFEs#tIB!z?Qg6o10X|>j(%G;mWJN07SrPi_08Sm-VxWf;1x6P&IrQC2>%u8oOuTB6 z7CC?!7O(xxc1tXs+v{Gpg4)x#GnQ#0lkk|v9Vzo>p+xNF^sps|?kxVLv6~2xT?$lc+{eg7|EX;r>B1bdx>otucSXMa_)ZzC5gpA-? z(ub)+$Mc|e0f1OpVTXhj8Qf|^x3|h9Db4*kr^Q`w(k7iu1SWQDTz`2dYkueVA=Rbt zx<;&vPB%zL<3q`CA+A5GEvW?drzvw5S>Dx}kou3Ctb1eL&mCS28x<>VMtjAHf&^sESlIQ;&mbuBL3SdM`8*GOTovGe!B?v7&nPg9v=rD`b&Vq91^~m#*aAWYjk}K)7nZ zYau(_xAd}0?}h{|y-W?1$oVa;oQQaafhPiv{BnOTrP8hfy=TlPx1qM>uvKmPx9Eo+ zof*Lz#rd*<2i;L25(16y9{Y1HR#0y}zM_-= zF6oVx;$k&3ve9av?{AjOfCP&gl#BqIzosy0H0=*Ed27_Vo~1#{fs{v@$>)3da};x{ zSnY3t29?iGkk}~NZ4uZyYRf1o5n#t@cf_-^;NZv9i;n6?02W_LbD0UC-w*ibrkkvU zGN3uK_+Mqvudt!1Ef-fSw4ST6CP;>Tf#;eL5YVyWioT~d?Jxn9g7J!%&U>(Sdr$kY zdSREos_5lc%(8t&QM_Q!Bo`=^e7+?~$SR*`y!yl)t!Au#+@R+vhJ5htRoDtXs$4wk zVkk4=6om+`TNzk*@;*ok1LJ{@KNZMu`xTH$wUj2hjS);rp$s&tb%UN0c*Y&R5=c3c zsMekR4a_U<8XWppG`XCKa6kA>R!3hb<01-N>w$-8TP)2Gn_1b1nj~82ed*89hTVgP zc(2lK`bp0f?)t?kubz2F$EKFxv+^1c#KK++TzwCK^HsoWqFrE6<~GD3b6dQ6BU@Si zvy_auTsd7~>uEVb**LX9Y0Ec^qgPs=fo6eDiOt7AJ)9{g`kvwhv$~0esQR71qi$5q zNu)zlxW63e0MYY}X_$JQH%D0-_O7DH#Y}{TA>7tC-3LRk;$5Ne9#-huHwC|gBYh^_ z|Ra=t2S|2}Kf6~?T z8E`v3mr3qL#j8wK6*cJG|1}uT?_V<+~=8U|hZ}CHgb@%IWfmDYxMIhJfBD>Fw`r{;{7|F5)YZhz9(&dZ)PD zac@~h+7~G9@Cee9+id~m7l-!36sE_FH#-n?h%`%FQ7m@yQq4RFF>F6ooT}h%u;FTR znuC7on~K`%`4%o+Q|9f&1C`v49`m{)+p$fLI`@gt*hU~{GU$XHD=jT7iS;8oovyvP zRu{sKOv7pH4}PL}RLLJ~G9~8RDO>uf|JPxA!RGVKwa~3Et4iyd4KIf1wFpt0nn*ax z4-p?)W2F-sq$`?D|NZHM3{h`Ea_2nEF2|&+?~A_%Rv|4nKSG;ApCeXc*-OA!`Sobo zh(g}Px|(!xgb#e9cKK$+=$G)CllWAP{pnB}H9_i|gc+j|*2lJ5J%<$y`fo<{T`vfq z{oGl-E+nIDo@Bk%)9LV)Un@EdMW22}EM8=F*bDFIIfTS^U(MBM3wCwt;XOxq6z3Ev z99^FBK{~btWyT6NT!@+wIqU#VAw_y%qlfM??#oKGpr@3 z`5B#voo5-f&c+2<60MEXN?O=#X0q4ncM0S!B+=+1+;XujO0BiSTzSpWAJ?G!nRwwT zrnor}v20>}2y?+uw%AXM77B2{lc=bROw3cMeDqR`RPKqNBLCna&+}^y7E>a7C5-l@ zzuk6RZF$r^&E$J41FM!ZdKR%k3VqDpE%ECjZiIqsD4&{5&`f?5UJ{YteNS2-&G_ml z9gHa1io8F%JTgE+S~T|lMgNJYw(c3V!+hl62_x?J$)i&F7p*vjp}Zm$@dcq?-BM%& zNBZ||--uM-xa{Yfi=@HOMMH*S{QKt^Bde;-!dYwhx!5g_F~#2W%JzDgBCsqdZ__;C zus^I@6+Dz`0;i=EGtAZVvo2OMH{>jjg6kdhToZ=iRf@J%#X;n4D`5YtG1PUX_bvfL z=XZqHSM^gMrX|f~7dHC?H<(>dHYwQTG;^C8imVu{Zv-HBFf%{|*1!B4Vh^(q4Jm@$zL1b*ybz zi+#R);^k~=v$O+)5z=HF3IZ-UvIvzBjzp5WP9+zAovi)A)|^#>mO!_0z-cj@slzTa zsUdj0b_dpP+o6#^iklS9*GtB^ebv8U#X%c<@(m2!cBvP zzEqX4pWeOMm9HKxk2_vk<*oDxZG;wP&xmJoJtKT$+~tU?^zmk5*w z`TktzYy0}|&3d`W+BD}`8nRhpO$adrj@!q4`eA5{8)ll1@2KOh?IzwO5)Q8B&Ivj? z*3-B0W$4Es4H-{aH@N+@u}~PZPHiO>dP^PKoZxYF^UYX3WbbJnopQ@525}^RGb<2u zV8!b#WZ;+-&Ohl9_5wbLqbD zB#+!}Ly6>H9=6WXS}AUYt5(8ztP3Af%#H~P_^l>n>Nwx+$#95@%wO#~2B%d!P4Wp5 zNH+M!dsvD)cz(=x`q*7G={jp1?)PoGljwvQ0m~|s6NyggV*-;qj*Y8ZC|7KY&BYb4 zT^3@jRyKECi%R%x8@Qk#bdIeU5x=7)j8bUGrXeGdyelDG4lIbI@On<($6*W>0i7c| z^5ln-=M|EK^Xhs<9uAe#A;bPT`{7hRj_4?M?-|u+YNu?CPiVV42Mr5`*q{P<uzyX3Hw$Qw`|fM}$L7x_Hi|1*qqiPd`-kab^}V)Y)F z+v=^lo{)ljYR0i|Zs+`tG{TMDWiT>Ha%Ei)z{bbK$fGYepFYV+H#=oC2@fEA67*m9 zResBfso#fDeBQb^Jqyl5qxTCau!GPEG9ea)zqJz?PB$I`yOI=NS^eFad)Yjss3G%J zYIIgTpO`;?9Qbmm16ym$lI*?}Ez)-SXi7tV5_xqBV$Y+8qu|?1hp5;a7Aw*i`iu&qjGQpY_0|o0;J2ATsku zsXX}!2kzCS5&oy%f{)mzt> zlW*>ON80vzlSane2k52PWv*HWQBXYs@yc5P5L{DJe9gb(k^$sp-P%pF8SWlI>8ha= zQa`$JZOH1_=9|2?kJ{KK4olxyG9cHT$wjzyL{pSqt}~JjWQB)0#;fF!acYgqJY>5T za@eg#Q5z^4(ngpovaFkiaT+y}eh)8bK91N+G;z`@vleHWt-8x{!1!j|vdZ}Qz41UX z2>V(@C{N(z(|yhD{gpgvnhe*V;di)HMT^DO7x{i3k4?ZZ!r1b!&h8U^=7@>*T3vO1 zsS`@L9;nv#jm1+yWQ!zmtub^WXW=^t_ELxnlQ8Omh91eeCAjZaRmop|>vG~_DCQI9 zfZEkFXOIt?y*Gv}qAewjB)MpE6k0+Ww4*z4)NlvgdgTu_8DmSGE+y?Y<3;y%!=SeA z!0O5%O3Hzk|DcQKS+InDuNwNT0+6@PUxr5dI~2c+)zdw;k%ECNtFW!=+%4or!iO7d zioB@-SZ;rW@%j_b!|R=RzJs(?8vkgj)Zwl()(#C^Zz*fQL@T0U8Z!gi7ZQX zh|c|^-%Dzi4^_FM?&G`49A*1fq7Ib5eP<2kwVZP-+fx%1g77VD>3lm$5JNQTWOXy0 zWWkLwn8%O+U0O`(gTw*8v^mYmJ(yElTjPg3HVd-6Qj3{o7vNWsxD)+tP52VCI z#=^^yVhe3u!|^A=_p6_u1X|265PqC6ujD)IrLeH;i@U0JkNY&+q)7keL_wIVP-_;= zO1>wms4me1XqV1PMY-pWXvqSubJ6^qgwBmc>i5*@p;O$!?4tolxonf6Q=Ou&SAlk2 z)!S1Wv^VL3XiD<)(+K4^!@1#>VLYAeCHWDuK1-IXeFRE76u{xLDf(%gste!ps3$A2 zZNjQa{F#5qv9Xa%+~FQE4b~x7)i2&e>~+CA?B9X%z3ZIKFMF8@df#LKq~JMd+6a-Z z#yNdAReQ;nlEy5{B955Hv=U`Xb&M?e_X8S%%T=d8Pnf9uI&U3H58mLmB`2P zJ}O0@{lA^+7q)6<6ds$j(R2&y!hxX68E|UXnIRe+h1~*I!{1-qQqs%*$zAYcB4-kI zv9rocqrOtkx=W8;Q)!ul?SW}?P$(SHJ%)~lB&%+)icB}UEX2ezbaM;-rhR79wxs_k zAZ$yJbpcaAnH8bwDIn6uB23APLo+#Q+#;Vgjek+GnlT_@62>kAi*^-A>#@+}Yr=lt zk0;SBTD@;cFaI%J1+OCMuGvrI^*kb`a`BLTrY=D^hV)*kQ}dXt`nF1gsm=70kxYE5W#&0cWXk38Zkx7&0AYJurPD1oZkAeukdaQ@QG-r(!bRrs&qjcm z<6m+WVnIMqzqG4)8W)B28}q{qzr$seKwlpk%gIZD*5j<6KW4|MKXiGPVy12b^Zf{S zU^@K%#GHJwUt*?H5d9=rLDjzV&=#k!~QCH z4bd)jSwc|8ok>w1;y~%iwo*51T?)t(t%-=|Up@}A)dhUgM=o|Zv;B(^RKMB}8#D8b zI%=soUc|{^FME38Z}By2eSq0=-T80_F+Mztg54S-n&dfZztSeiZoe87!v(0Y>QBUv(50eTJXKZpNx7O8G;42?2S%$ zD&7E_0Hy=c>o^dq$T-0L_srioF_KVp_0Np`HSfv$C4vhvoZ)jywLYp-vBvmhfbn^UFNa6$1~ZMwzcZU;W-V#cfXY zQdA#AGdulx$vUm7xh^F=^kwlA4VsjjJuh>I<0z0rvkuvLrGte$G| zlUqg{)hL-f3Ol>?SNYCz21{+Jg}k4QG2D*&I4Qzee~)q7sjz9V{!S7rQ^4d(r?1pl z;gK-(GG11w-mgkjuzVFEfry`jLC3pC5d zi`!yr_$H&6wPrByo6t|@swa^UaI*B#PLLge1c%~FB3ho$*l)TrP3m1uUO<@34D8Ct zHNQq$wG_(VbEPfRLKGJK(*Tt4d!4ltqai|KgS$~NKVhe`Qy;?9gi#p?zfypeU1ws- zmgk23S7!IqXLMZ9w8(Ae^@zLb%EilyL+=Dm1+vosDfJ!okjFDDUz)e)Z^uVMVmHot zKYX>&e`PD3`D4;;ag#7!6e>Xk)nQEe>h2Qx?t|!2dWFL_$J1n`ex$xh9mJ_^9+mZ1 zJ&r~@YS=6$vfe+B&5cKCeIF~MEiJwjGRKCzM&4^Fpyw&^%i=-4Lq3NsgON4y0pGWj?E4q+XFkMTH8|9Jv^?`(lvTyslOf6q*QI!0y2?Z5AOld=0MN1+c zC-3}|ubrYrQfac-sP<$d6oJvGzo!(LosC5@Zg<{%8p@{g$FrrPx9_1?9oP7Zb9E5J z+j5Jo>fE#CnOiZ|5GpE7ugD~CL@WEXx*@c>-Jo4vj5m?`8hrq5$qBnwr)Z+hxFS}d+4!#r4 z*ISR$lT=}HmNk^ZlS~HOZ+JangH_aOtKDWWey4Tyzf(IQX&xpBl0LE&!=lJ>-cbHx zNl??A1Y^igsF#R$l9wYV4hhsZHXBs5xo`@!g z2x*b#=F)S&Q&)e2jeirnZC}73JU+k0Ysi6ORO_X?xKQ}{qkPSR@F!4nH8T%&qj#A@ z%dDZUP#aopc_{N68y^75>k@@9pVKMc#{6-9_)1C=#m#H}H;)ExU4rfPgn{!*q?hIO z0PwBFmwWb1Qn^r?Na!6)Rv5BGbb##{o>|qgkxFD>&XTbPVV2*Mz%-4&HK~K^waPC} z6ciuP3T7e;e&D5CS!2*xmcV1Kp=0Ig`Ash&aBP9Y0GvnYC+>~IOo<}QTBKuFd)hTk znWQpR9gg!}QGObG-1i0l2>Uvvxc}*gq@-icWgG%3dF#cjlt$?k>BhUi{?0k?xbL{}{_7CN z!xMY2z1EzcnJqyCC0_(I*B(t|;?%uDia9905+l;;rk^^1+q z^@xY59?$#9U*7g&ToLzHft^pS2FS!y5S;e@+>10k>&+vkc(Wv=V75#HWRG^R-^7_pYESz~T4IfBV zzjGCr%$~tzU!Jh~ePP@{Fy(}EqFl-QLUMY^kdC99`o)TleuVGrF;0*J>p(TA%eN1W z$}gUBOYwMWJ0w`Z$=CyPbeI2A<4Olo}fR5u#(By z$v(Ssa&C3vGu2>00uK}`UHcaM0o6$Uap$&Alt;oB$z|zw=6M;P*fF%fF_@`4+&bd-6N7tHYlpV1f*A1$UKFq`QWu8VUaplh-vG` zL5GU3s`kN7zA5Tc)@3-cIz3<41QEP)#7TQ1{n$AM$&U7&^?UQjWA+x#JY=;7wRV$_ ztA9M9KRK_4)|dIepmO&glJVYk8$KKk({YXnZXag>lB9c{&hpy~bUjb9z}Z-9A!k*G zTnkeoR>^W8H6HdXrZ9c$%5BDy#+5+)xW&645=FivFYsRy$2N^@HVx9T__tVVS0W!q z7hi3Cu{fu58)(kZ!I3q#@jD>})Prj${4X^)6}KfgnTrNVc-sZDyI#OeyqCBk9(swx%}@2TAQmT(Rf z5>$tJMC=O^;yKu>K%?&M7Xt;`v6hG2=#+4!;Yhz~7)`q!#kAn}*_})Wf|V+g-aF&m zMgPen!-%5U;W@JkwQIr(&<9GQ{KWcgSizcx`1S-#n?KXw)cH)mo7oWcN2L49>o>|X zqkNO#zMwb%{v70hPmWx;PYF^y?=<|SWps3yu1V71+9yffsD zy(JySpcx33q;jJbQOsvg?T--AJ(tcwp(~>hdb%o5jC*7uJ*6X)zuzdMX~apcou*tS zO_cTaeK&PBjVA89vZk!ukL-_OV)rq{Wdwcf=ErkWH6x$LHsPH=fX%qrrL}+EmzRHY zMwef5@}Zqf^l~6-tJL=sM}$313gdg5z4$~;p+dtMXJ^$=YB!YwR*n2^)Yk+qa0!b3 zcgBN7QRf*fTn$e77gWjd&csE1KNo7TP1WcX`+uo+t!R7ZbyLf3io-Aq!zSgq?*wC1 zN%+aBHJIa=7YUk6TChc#?a9E=onWUVoELTqZ~m#Q=?eSixg(C%scLM}B@vknMlWXcF|%{Z8Ni|?mv!mt>#vhs5EZ2vC0hHbM}b4%ojLA~*2|i6*A19x?6F6tF5lv; z77jMdH5H6~kBLIx`sV*nYHx+qK!aHuJ$%wQt*)$Pgn&V?kjE_v%WPYSXFh3WO>&}TJ zgTQLkz5^Ms?{UqLh_;j^FvOL^&whKWB?LNFG3>ZO? zD{!g}IsdZEH0;FxlMdXSnK}LQ`Z5xo&BtPl0{IFMH?xCT)1K$Oc*!xDs8Baw)gNcQ z%ibFqzM(WHQYK8P7esTA|JyaPg1QS*m~aUb%xLaH_ug zBk4AO&~EMJlHvu@ADft@4f*Xy5$|TLG)J;dJ7wsHk%|kMyFWw0nZ8r?2O7)PR9i{g zft~5Rc~hi{!13lWlp+FuDxug_jpjt5&zNN? z-9SH%O!1`tMy(Zi8AG<9ZAq8mw!Un@65Q+UI)h+o$5QyN;86aD!-x3GQNeN?Rflt4RdK^zD(jO zw~T&{yn)u*YF(VwsI-2{#Q)Z|waAmWg2Q$PpxXlc#Je5g-TjgTj1@8^Q|>BUuHe zQ$3-dnu^?o9+swhoBD!mfrHUTM=J3n4%SyA@o5`~U-o0*dzrI!tC~(n7Y=5Xp5fQ| zNZYTrMWQUD-e5!13_Sd#&HYDMc|!+Hj=1nyyX7B9W?%8uV{+e@$5FbfO!Jpxi5v@B zeRr~HtX)03?*nMSH1SC)Gf7BU#v}>BO}2&D(z|4#bnq7dt|0+5z~h+#P=Bo*5B93G z;nxE@eKUY|@KNJFO)Gu;_Muqr7!I{p#b7um1J`}3+Q`xjrvCGbHUhH%w4*ClFu5?D zkoz04`5#DcK)|O@LME(cvm0z?GB*KA#>tZZm^mRR0E$B_l4LK=0iHpp==($~h+99o zL}-lPj>Xbv+o%w*(m3ewG}hP18vl$^L{cR$t`+6#6ys_7le*tZ>st7j7@`gF-LVxv zu#O1IM^^TK5o+V(^ZUFd_n0>K8#r8GG<-j%lgiq4lYhFZup6_)_tVZJ-Ww)YUQUU& z{PmyP1pjK0bg+g>-SYxEr*GDD{->tTfeWdaeQYP5FfIVaV& z+NEQvnt}L@RraJu!=mxp1&Jo8fkM*#L&5?GGTCEdhr?Q={@f-nTBE>G1PQ=U@>OjD zjm~nvc`AoVPI}i6;~cXh_;4o$@_wH7OI(5*Vf>-d9MhO6ga8fHpR3BG{?eve72EWO zWScOhfk?d61h(5u7cLM>xU$j(7r1GRB;76d>5DYhiIPTunu^rs`~{ZzkCF4T;W-Yp z@nY|0!}L$d?#}2Q!yye3Q6pwjBg=N=qUHKp2)cEOLiE zIcN!h^Z2@r!(S+qBF0F(!?5@5W}fA>9)AnyDZZwA0I(ibz9RChvB{4s;E$~E91=-> zbe%&=DRn6=1Ad$C%`DEr*W;Ij5+U!YV5)yc2A2@<%!d5{{zfc!3kHC<0>}qG@OGEr z1jGtGFG9$m4nS-({;?baa5Qa#B#)iui06pOVIOQ?$AuR~2ou{PBQWc9&Aul3V%(1i|X1?ZbbW_JM zYfOd`xJbG0je()>X|sQb-?-HuQj+tJ`SCR?!o-ye)D`~$X?+!fT(|#M2WvbCcZyjG zwVSoDi@tV}_lUj;EZ}_Ez?^QaNIG643Sa|STO!o~^@#V5{tvp`MApE6@*$MaJ(Xt1 zyG&i%0wLfU<)>#_oCMwo{i~J0DHB}iB=SGNSj@4*18_pTlN?<4La!DHIm;>9R{om> z00^SVI`z!sZy2G0`dQQ^G>{P$eo$Nz<-lq8AL{CB*S{+ybv*cYg@9NV(+vi-1dXJ1 zC-o^|_S;%p07pmAkyu&eWz2U2P(+8jz|>k~%<%up;ePZ7{eb7cHOwjhKX9~vV8ib$ z(By98Jvjg0l*9jK_q~TqoY<(x{~zgA|2r4_0|W@pH}swR|LAw)g7tXnD|6`o(M9us z|9nc&m%aB7%0~Maz{Nwend;1)evWi z*FenPVIvSOHi2s5M!Pi{4T8d41$TK1BJRCe&~@a1vpGcwAPw$@0K@-*H322M8R${n zrII>Q;2!{dvH2gQA0+zy2C-VFHx*?5f`9_-05bkuAQYOey&=~B{eG~E8YNml9Y1wT zyx7?R_Hcb`(ro`{FRm54I`z@nR9t8lXrRQdTLI~6fj2+}y-5k^pv+4#eM^p_?@?|6 zM{*6IzjmycKrVfn=RXXX>rDel-TB)F0pp2u8UR!*{T(1-Qo3gJq2NTofYcO$-vAHv z0fIDBSb7GSS|o99@1k+0j!Tu21n}~YtO0bic4xAVP3ibr3exr>c*B-S(e;3V3&Qh9 z9)a+BKc*qdj{R>8H7j@^2yA-2(jCq|N}bQ0D4_L)(0f0(M}>OwDbscG0Fv;V$+eIN zSlMY1f?Az)%qt@_GXM&~4*&#T_LP1I^%-z_5CU)lhKPK|37z{iF135@8Pitj(sd;jTq+XmK? zCIzCCa0DI7|0d=A7kV$?4a}l48)7#ueH93G#%cl-gjUE>^-T)UX^VY8Fdjj&<^3tp zFMVKY|MS@gY-a>mzafhQ7ItBK9O-xaSDW_R5J-4a0{inz0;rhMuN#Mj;{PyC&i&&6 z4#n0z-EfQ#Jx}HY{P>{*PmnO+c~(vbLelPO2k=ZR7NftT=0}hzvQLW{pT!5iKoI}m z3C{rmLEwvdt77k#s@b>$7O4szMhNu%x5wezq0vXcop1;E4>M1DtW%oAh$ldgYI7=b zt@$*3}<$&EmxG83U7NK1mow&=l?Syq@?B&&d6irC}T& zdhNYYL7apOB-oTo3x5g;RSPg7`L>npF9F4JURy|qp=i+lC+R2Dd7x!lq{7`}eEreR zFo(h>{C~dXKosx-Aot4Hs})F7rWH&d^?DF!*DYCO1m950M~{+M16T*|q}T2uQT|`i zuk@7k2#|P72e7ZR?IQ#vqX1nziw@kzNjG&g3gDoZl(> z6VS(;Ai&W;7MUj19fx$lHCct=+}0FEZ~q6}7)S)Ul6%@oY?Px~cTfyyz{z|E&|aWn z5M?A9k|Sxxd-8vUknlG)_&>Gj|4P#U*hME&z7Xn<&Qyb7**)f5GzyehssV%b|6Yc^ zLql6w%t3333hYD3cih)~B?Qo5Ysl2K%yJujO+=Q9kU*+3ts(b+BQXZZpe%w}ID}HD z23sW|*9k!X%pM2uul@6V7a?2pze|9WL=iVVY8m>p@X5%Ky@n4UUe`cf;ad6#sH-0! zs1X;x`ypTvIe;v2+l|A(>#!ydAX~hilTTn73W_w$@jj%vfy7vVZKw}Y1;o@Hj-l~~ z{e^I`D#W>~44&DMN8f9kko^T8miz7#z$dmsKBFZ^XUG9v;gphO0)Weu4MO)Ipn7Vy zxsqe`L_Ug{pTtA!{2-Aa#=cxnY@~(&5+BbU=?4zmwkT|W55ey@NFw<4rhqRi3r#R`eRQ&otlF>!U24(?htU< z(R~O85(rALYp!+#V6Mr|EwGNz|9k=$6YNN!2g<2)waWrx?DrdBVaS~Xg@!l8>Cyu7 z6zFgpRTU4jU1pQ--1k+B(rwC|B;3*-SXB;Y4Xkx9k?ZS#UXJ@W8?`Gvj+YlWYxnI` zf-1+kJJ#_FCjt}WJ3FyezB90_y*=K4DeVCW-BVXy;%CHw9`^|XEhGNyRC)sL4_;>r zIQWqJx?UoSi}_K3HSzdrFUOyV@nVwydGF^6A@~7P#~;$`M}R8PeH}sf%?Xl(ngOWL zYk;|U{H^t{?7N}M^%dk86}F?d^qk?%)EnBFC|IwIgSN-`@}7(Iykf}oUam7dmG>!T zWgvu8y2}^Llld5}_xSWd;?3qU;{8U}=0>#NC7?yZJ^cY}3Uo7y$+aJ~ib+W`;GaQ8 zh#Oe%HE}W^Z20f7Dj^WKy7fYwad+Zr-05p=SFkU_O4@aoPjf38Mn=gA-Ge-cgeS8YSA#8Q-0n~{t=q4e)wHk1*ECyvSFmE8Z%8OnT)+o(| z`Ln)0UER4y+@B-df3DCI)3K2foCgwa06SQp6nW;lx8zk7NcFI909$Ai<6}5gc53ih zL~iSiib9p#aIe=p9b;}-MI9D(<=?56kNA2Z87D>W`B6mTI>Yx)AJMtKb;F?f8$;LQ zxi&vd3V#z=JJWM;%+7QM`W4x2Jl4G|?Lh?C@S!;bU2B|33a0;k-*)?PRdMF3--gSYEgxWTem%(|q2?R3c2lGSB+j`m^ zwMEy(LQkb%_5dMI_X4h!LTI@M#I$6dy<}T+7(xGNh1vniaE>l>fk-CvFME*ij{Hee z69hwg_95z4f9La+HHx%9Xc8O4(R>y!n@gjs%|A(d5V!PK)16R0(-w@ zZF@awr=~t**M1tECY=yO3-sL)z(O+vKt}JrBuFUvxvc1So`84yl&5?GiK(GG=7U>d zd|o@2v>tNaAaz6ik;c`zU-BsSyPg=5a#z|be8na${ywfXo@xivhQe0Xb2+>S zJU>dV!C4}=6-xOkk{`;SU%x6{}a4pj_PFoQm45m;5}c22kQOhD~^@>}k)l2GAb{3ZJ#{Cm!BCDlTquW|b6?cuBMfxLVQRk-+7R%^(({^Qu z&H6oOvzO%3eZ(!JA7FS|auWbUA_r(6QcQ7Cd%Ypu^{DW)bQbr-66g^S zUq@r@FRb)|ACYS*OZovgjXtzCN@CL9bI2Q$pl~;6vU+VX6RL{MiX^3%J@*UbGbGW! z-9U2d-HeM7^x+I@rw9>rPPTx-n(p+jkx{Y4_T>2-43O;UgK~bOU~Y)ARk&TdtGn`!hav5uHbiRTKVX_A&ZP>&z8rkI(*G_sZvWAdJNl$Ec*+gz_Xp z@STIJ(R}!3N0}eHMtkx7yHZWB8SDYE4GL52+9K*V2Ny`(KR+R0Zx3PQa)%0?z@~+9 zit(~I(DTBxC`hNrb7j{Ld7eqHUsQhgD>TILUv9pf>NU*v6+(+~rbPOoupaDDXQ}5m zB1!e{Q^@#5cB6mvsYb# zWWzAj!?7R$HtMbMC4a;jwjZRWfE9A7Rgm%lLR!x}dkb&KI;eW%e>Y~>+w_Tm!s`qF zkg0C+FHQoT1!2L5KH_JTbA~|z{w?C`hEziCQ(#u{TYDVJSghV6;FLLxMy_|HLxkx2ug7>t{484tP^o-RFp?S&&FIKPFey+TY zIySMe5pwj2W=2>=ue7K-)c{yxjm~t%RrjFc#)3f?^&j~`;h4dt*Nny)0&eSRzJuGb z!>|h)yr=aSsSviv0ULtb-bDa-PNe%@hg;KjXO z*mYPTpIhD-jl+G6XMpVe-)6;kNN}5EXak7w(CNz)ZM)OM6VT9b^_~ReU32h!C`u+$ zY32civ(Fiw8lLBKa2O*@8cVzg_C;Yhv#{mZZ(vqNJXRSwsXY#a-kkzVimHBN1DQ;3 zL%Amv!@Xri=pDKr{q^j|cjWI>)1e21+$<5o2?k%wD+)m)tP^%Pc{dRomb*MG_A}pfG0Pot|@8=ZKZ~U1nYyFw@1^E7q03 zgSn+A=j%G-E=F3_XLa|&+!fUtm*d%DDeh|*^599T72AxT=Zr<9R8-!+>6Wv=?-iO1 zA;HQpb!&etyAf>D1_M2;H{(_J0qPkjTR7p5~32bs1twrGdEbF*Cx`O zvKcMMGHz3V(UvOWMq!L_OY2gX?tMu{>ZU1Tx6CX=GHIL=p{R8zx`j>0KSsU&PM(q| zT~p>vfygauXh;Z#Dck!OR42{Ax5gI~2+3AjmsSyDVQzX<1(>Xf@8++YK$DaJ%X#fX zykA{2YfXG>*u{`ZQ2SP?M;wf!JIOvXb;ss&(5a^XMk%KRPUYivb23J*)bzo?2{R_u zPH~qjWd}8yY5^u;JR>|@I(P#&$Thms_x(TkgkV2m?qG>PFZNk9Z6zj+YNXE>Ouek_F2%OmH0@G>N8gs5DURV-P~Q=F1?W!$RgWUvpvh7~;Zj~>x>ZfVp^+Y<#_qYhxLIj=`< zTKh-6?mh*U3fT3_mB(Zu41E_lY(9b}dSqOnTs;a6@x%LN zRIpgx9{MKoa!@37jeBHyf~fOjo1Yg3@643t9anTa3yJHO1S zImdgaIP@CtSZS=}VIa}`pDss$fiQ>`=ukobm>8S5N%$`H+4M851~ysd89my$+kz=6 z{JYOE(xoSzXqt-g_}V!GmPR%M%`g?)n8qDpO6gK9CgtC?tmYp%gaqP(G}|I>Xh$nA z=7%dQKPhhy7GQQKN+-&rDZn4Wtcn*j$qhyHXkeWFN%7uHQ)xfqwG=_8gLNZ%GLPc% z3mWQ`n*9|@oDHAPFy+Rb#vjMzWSs&uEspX`6xP`$zeK&MdBJ$`28~W^1=?`MBRg`&=e7GJ6)>R^%)$^)AC zEul@nrn2_pnW(4D*TWK8>eK#XBH=$p+vX#&;)O7r(L$&qc2muMeLmwag1k!AxrX2E zX*eWgh^#kS?M|rIciO&))6!>hD1OA^9K{Dz`jW6A-Vx2DDcV0(WyJF`mhLVXsH{1I z)r12+^G{Y4p0U_Wh4eN2qCA(VuFJHkY@4bZ1RJRK1_{U10fx#OR5Cu%`t%w5j)9F@ z^|!gRF&;WIR0UF48=IYN|GCbxFNJSZ{^F$wUEzDFHigeQz_H*NInx)hM%>)`$l~UI zjY{z?7>uZm@Zd2Cxz-gs7K^L*o|JO&x!?j_U@vJm%^&a; zw#UclR3Sp-l*bFWVR{0jD&Jv0A90P{>*TC7K6lT7>I>+M3v}l_rl=^xn}bu@QGL!n zzxdrpW#*V-p}rc%^rr6CEinhk5wtfSORr;Gpi4_#{l7uTcMdzjrzjs)bQXdHardk)JnN2ULKA=4`)}dpS8|>0`6-#^Xcu(I|l3H^$%D;zM0a{LSAd7GlVG1&8yU8Fn z7(sn(1c&HW4|U(6N~5jH!n#H=zB~Wpthded;?p4+vPki9zEDt5BL=l3Xkrwh<)5S` zN#gS);#$21C$p&mX?B1AfPAW4qTa1DHW0#E|Fp zG*@TI_2+bupSB4pkl>T$l^%$)V)HoMmuS0mA;R2sqt4j7%aYr(Q(j3{kK>UJcRK=! zN4VR&@!kVeM-%^sja1&tbvFaphV4#7n1dcz5`<(u6_dAfexqZSVCvqwF|YUYZzp8j z*>crTf(cIsn*%@U%Ybl0(qtmS>){4;@(8j9tu@Jb1$PavLNae4xER~6v#p`Gs0whs z^i#bPpob?MRi$ySKS72&1e$&XsXpQ;B*VGNB*?Ot*li1r9#6DyGXpl9!#M1gvhBgH z-n8^~nkxsq8o^JcGvKVN`s43FqvY|!vA~Ye`@ribRR@GuElKz{Yab1@n7)$#gyDvc zd9Mp2H>W`#%T9~(iS$L_E;uQ}K@vd=dF!l#e$|8K#ZGTzfz5A$k8$M|3Afrj+kH$9+No&i59jF2J9DVQ8CO0weU5=Yx! zZB0*(bMGxBoCL+Gy}g3|TicE|!E?|)81R9KX2P*#R~d;$%+ULH(->=4nrS7;TZe@= zE~+$xTU-!i{Dkn!z&SY23eY8OIW=dBLPzo$Et%%7b*9YvFymQL=K8uT^zs7I)r22h zg&L_G97mR{8qFRnh)$8PEfr2TEZ4}|u->(Qr@VoQoSC-KKzR4@cM!LeG_pR*moNC} zXCD3E^66*0lK6>1LWJI*GE-yF(48Ex1utVLS|}D76fyE4>KhXwYP72}#lA!VzO0oy zc?l=W0ZdJVSvfX&ZBE3e9SKPz$9GL=pI6T#jd>^(emEeapT)*}`uC~^27Y?<PB&i+_L0+b#*o!!E*)miACFC-;@cNS(C4uVn;n} z>b61I>JNl{Y2s#AdQJI*LF|>2hKFee;y-*V4^ey7TjCj`Mk|QQB6VhuwxxCUW9R9n zej3epeIle)SCK*NPcBWDc9UB9prmfRQk2FUp|C>Df#nTGP|KSbt@hc8^JQdG>Jwj) zJED|wjE>;elfT>Bbd_g32gpQ{HNfJ9SjMHJW%!YEc?WVZ%)L`9RFh;eS8pIG2w3-; zDLgGIxO3CFW?#$mFzz06YLrOGk#ZBRsI5+Yab@^o4@*rrgpYew|^bd>HFTrOFHLj zrBkX?EpcEnuD*3v-+Gj$*suYbQLWn75<9bwYg)31hmU1A7y`Ht<5Z1^^AnCnlVs6+Kk6&qB#g_D&3NG+R4k}@)v$^PU%f6gf7ZpF2tv?o@0(y}ug_&BZMG(*sm=bF1Bs<^D(cOZ1ija5h3?6(}4h`R>#K|xt#a^qZN-4Tx z5^%6at9dNaE#^r!lb7yljOk$+T%PX=s#{;E#fugF*25FM`&V7ots<^o zumuJs$*Js`CvCZmFEYOrY*B_YUz;rJ>F&`s+a1>934DxLU)8%8r?q#1;`Nmt%D0oq zDB=dw+@0R~m9Ci<&XcARd(LieWanS*z^&zDt0BW|(aC1j zs=N(5Cqaz;@X+^zhp|;k%K}o@9rGdUw4Ux~v(vC?>D=7E!Iifr< zm0|_VPz^Am=VBb#Pw?@9o6K8LY>i1(>oM^!8yYu@<3iB>vO9jUL**FijAY84LF(@C+<+gcN zPtX5)+_{q7xTm7AcilU~MVPxf>TifLu;N@s=MyHnfsQBcq7K-y6U+E(evPhLFDYFx z!^~NC=$7W=$iRacp|AS{X3~4+&e0F@EA_LsGY1ySA%wIZt>Hxz$^kQBGZXuOIJ8Rb zIn~({R{JqAS_D_Sqe5Msxzq+PE{{RBu~sNbQO)?zTQ*GxSg}E|`C7Hf66yDG7$A-6 z%7V#!dGTne<#Q_bWu2}J?%B02TT_QhG+suc(KlBd<@x~06ReLixY?zLu;qC)@=YnH z5LP*(*L+|VzV+O6L2JN6;c?67zc+>83vVqDhhrRj^VE*gRa{>zHSl`wkJiUOC0?5^ z(D)c09U=-G)FR{GnGlEy#4zM5MjfTcU#?r*lhyOR?bQ;AMxTpraVR-s64gegxa2$f zY%t?AnP0M2n^+cO{4Jm*X8j-SQ^+3K?B5UvpNVU;M=dNyV>4vH4Hp>+v} zdch0?K!?hgSkkDFheW>wpVQ8qWz(L!eA6L1DgJ0QFVE$36Wv#34k6?{NL})Y{5vrW z_g06{vhi1$9t+|(GSedPfqeVHq0D+VX_CyE4$Z$pdRuiwHJK61Wz0;BkO=ci{Z7gH zT*YzgJn70Ll@|?e-E>aN%td%#c04dUe+8{+fu>x$WQ8(#uK6Q0|wgZG}{Mk zbE(3-S(ieUbMryDSjU^0?Zg%Eke^( zvVM11>=u4p$MdEuZ%bkw>NZGPffcuQ{$z&x#H^N-TBRm~S%ih}i4#q;1v9b$LPZ25 zL^oLCyJWz=ds9nw@y1%~ps}`E{c-75w+QtI2RAfQ{PxpyC+c+}0uS>kWFXxT6%e2ny2)4w8bvXFg z>dMMfyl&=>)+f_i4=?ZxbJns~IQ0E_ArBo=lSZRB4f>FOc+@3?mQo@+^9Dm;EY=Mm zq7EBg9Y}BAM;njouolrPX3~)>Qu(p4pFJp_0~+s=>}7%d8m-zUFMB1*P{V&8TSZAC z&TznG`1PgQmaFwsoYb$YkG(KOqQNO7+w!@u+)r~@MiRLEZf9(WK_paQ#9U^nj#OX_ zyw82?-ipymJwbM2b~5zZ76n(Q4fy#o$@HS#_kGnW^Dm?-XkK1};y>ymQ4$=AW{UCg zA1YqPItm=}TZlA~XP#X96D3l?cqM5ysOYg{9wf_D7eFPH=Xz zD)fvzM|-MB^T_W@q*n?jH^ z-~5>L)l9yI5IY}U1qKLqf^fQpi7mWp!_jX$)8LajRkKGoMIIzJ&Dqe0+4_*Dsu_tg z#2Lj^VrM`cCvk&loQN-2tD7> zzYr7?;4I0#md0CqX3*uU%TX@kGZ&6FE>=s_^!_@Cr}`Rt^xX6*x}eG2Hzl~?If@i1 zDGq5*BbV?;(3S+_)tqxg4(q@@r~g?%e!{Rrc7zEQJY~}K(oHK3Z5$T* zLoNQonM^5Grz}*F*3bzk-cm>hl3p7pJej40nBEk&3uGUXCw!h`z7F5M27@~cBktV5 z?DiRP4!P%A+qwODQSp~i>}pojh2D*0n=8R=&XG=qa>>UgT2FkHO+~ZEX)^v82Sd9g zz47{X`BXCwa3%2YzY+r~&X%Ggj4P@EH(-~-x!fqvTFuLZuNzIXGICj@PfJ>Ad1FDk z4`E=|plk0t%)t{GT7ETv7 z_ZN$Y=;)Qw4EbgOBU46H^8CV)<>(Z*6bUIok{bBkwSg}hclYt52wk5KMS4@ z+7=o{6Ie>R8l+ykDk%r2k{f+E;4d5ZnNbo-H9h(6^wUsdawl1r@dnln^8lC^Qx%6Z-6&I}wlel2?KC$+;m)RTHlS!mPt zfrvpxpy&=PoDKXF*@3KGoaK`DYu`k#@O!aK_-oAyw6;U(N^pjQe~EJ*YTpO_QdA?G>-Urg)Ps_a;Td!b|7-bg%s&RO zCG_Pv4LP)ZEq<9f>n6ynBLL}_0ak)GZ$I{~FBWzvb9wD!LuT*sIQUH;TrCe!6u$Xd z7;o>sm;aVJc%yKX^=`S_8K{f)M#<#T^{lkV7tBltq^?EC9j#C@3T{X%sD$h=MBSxVD;$&W!jAm54yXUphY z;v{?!>VfW4ra&;w7uir2Z7~;FN^C|%@~E9v59UNfL%a$~1b}vE`K*Us6cNg7;c_sX zbdoN$ge`#?zDR!zdakP2yYaG&Bb|W>1Pb%PJ))@`94+B-!AX5xdfdiALyqFE)KDil z3DFK%nw)1#&2xg{f1&AQYlXiZ_(FBI>!LmNXfNHaBf-`&$p+Sb7o2O0YE{3ky{z?!D>dzx^55!hBt*yVZR=4YULJ{w z-Nu)-i|sF(#4*Bl=b6b+)v8hHgTVm#Q%7RoSjaT^3qsN!Z%msORF)MYIHokNUt4SY zuyhr9C3Zx9l{rSP$T;C04N1|>)cz~;mzGt=&~d9C2Df>>TXFgazddnhYYO zpH%U}Ey3lK5(apoRA*wb4)PT5WoJW`2R+*Epvg0k#+QKrt8)+v%DUI?Q>(HggU=G% z+N}yB)`W>(1La}BAr6Iav3zNho^i}b?PB3-qr$?(?i#DkwvDB}bD4>VSgJhdM@}Pg zv989a&#VRGtf>OalG1f{H3+6XyVAOa{iHF7FDXw@nr(S$E>sIz>Y^h;jQe0}a)%TP z9*$~H7K%jB6_DwMHPt@%`@IZF7OvPSAPy6AN3{6NiZFXNMXG>Wh>-i?qQA}Fc0%=7 zx}UR{iP><;uf*7jYC1u`iH4pw^s4SeOlO?speXHnmOsrj0?AIL$b9TNz!?+$<7dQ^q)o&AarwT-14aK@Z8evR4AT|mg4~S3 zBZ;L93o@vgK0@V@S!SK4J;!CW2ecE_!DIg8>b_dPUT!caG6is z{!Y~}b<|HC^G=Vy6AAM;%gW^y9s1efbnc@!#2G>-jSB;v9BYMWwnCYie7DqYZpN;Ql; zG~BiXo{>!}t%cG{?B#ejF>fi@m#d9jN7M`akA5}}#aqc6XbTbJ!S43Pv#8{~91G+y z$ka<4mc27b6#@fDvX37(J<9gqXI5{AI}L+0-qiWG{tGzPS?paBilYj?3p7lfwD!@^FB>!&asRM#}lbkd{P8<;z^y`QW76XcvEGlf~$vuk*Xx?GZm zAAXz1efU;TYWb*5P}{C(<{j&&i@-0%oGv;0JFwV?giU%vNS`}odQ3QUNmM6GpGXK=`sh=$4#iKPj61s{B zy71GT!-d(_dtyy%oCDvd~$IbxYqR@9Veo^%r|0tKF5Zw2kL(>tKY*b3dxMULYJLu=@%T?O}R_? zP(qBqMplbpTBP4QpItt>9KT6xV{dZ+ezI5C+hU>X}g**!RaT0%Mj$!e&&yQL1wRJS)K zL_6_aa*tQcN*)?1g)ReB|ET-0Y0%yiprHK`(~58fp(Gk5byQIm~*DzZ=Apw2Hr zADxgF5526Hq}9$$4)?gP#vC+4+6uwik?(VrjbNG3TZgk2xSc2$IZ5u2Sq?fF(6K?; z{Xu)HHOO}|WsG49(j-knX?`%>%FBmme75eI_E`9e@+A8dkv-l}kssN)v_Tbw5z+f| zhzN`)^y;o~oEKdimYX<`kr=g)m~X;JujM>HcNF4S#y$Z5r*`a8#*6e2!SczIaki+Z zS|NS(+DTgYK%tY~R4XyYvvnB4zq^pCxqDa`l+5JC4DhzSpTF6i&3zM6LI1MfK`)1I zkydDd-wxu@2HsSyf!_sB}=SB@krsv#Y_%zoK*2MWZwO+o=V*o zG3V8brhTsh>!soY2kIDMFdb7X=o?iJ>({Nl4<100Z=$J!D$$`-R-$#XOn)`0Ja#m* zuWBh?C4N*N8I7}UvPEivoR0j8pmk0nHPsHS4cGDu>kL-wG>Z%?ib%EIfn;*GVso2o zg^b0czI3AINT^brtk$BBVe&et>T7Bk0}K~iMsii-ws)Rnci%jVW>%Ri7EyZS8l6?R z5bUIoNoG#(vtzu@8F*ii@-OC&NL zJ-_s(dxV}+1C=)8IZsVqQW9-1dTY4#anIioODMJ#xJq)(xmn{b4|JtmP`m2jx@LJr zoK@IQMzi4fGsp7fI*jMTB#@M5KQr2BAK2!pb~wownTHxroT@2z&2>_@7IJv5p+i9- zk<@otuk+JjH$kiXLRx6$)QijL`~gR*CdzwoQY2wruX-(Uu;du+mqKmXW?Sl)W61Ev z+`+s(P&w@d{Km{xOwrJzg`>$Qswbw7CtKW><)Qtf)vtjx6FNL6H&NKK6~byL?`MrB zoNm@UR*a@6bQ-LprTEWx-k8-jDC_5izYV>J@?wyUAT}5OUWBWjwqjje+aiA9xDyVS zDPguU2Kvn+qg_0Z#sKpojNJRPowxlXsQY}c#70T+_|S`-Qi0a952%)ji?Y2BM|UtJ zJio}>KH{@k$Y}weL>|k;oRgCF=h~hqiFvag>@9}Y{XApfnh5JLM<-;aq=?)e|7otx zJ15E+A#2IF$t_8-P(1VXE{6VBx(at8{r}5}! z*e}BabY@5&5!l92n2`qR;2I*Nlh`>B+%UrLth7=D-?wp;g%09R7TeXEv?+xYChO1| zHIK$it-Miw=n=MNr>uDT9?~P=u-d%%L#)Y}8w_n{rwBXX>-dHzlB|9v`ch_lZt8jW z9wXKA#AwZ8t89(6bnAPg4l3E%wu}-(Cd`Wq2@1T{a{3g5rhgkl?AqcOyhf6aNX8GC zL3XEv@ z$59CZJQgOzL|>e5&f}}%UOR7O=}|+_8`kckllnqrx{9UU4h_=sx2s7^$i@>|Pbc_s z3_&aGBLbz!%jqzmI_^qeV#Y`OB-E|4adMX}+UJzkp2NtQSZLK#2BuEP+Rp-&vq7*G}X!qb8AQ3*5f|8 zgbl7&3;F+|>#YN-+Pd{&1q75vVpGyxo02Z+4(XB&f|3%_E#2MH-3@}$2-4jpA*BdN zNb{T9bI$$Vd*Ac@b3CHL+H1`<=NQj;qH8Ydih@Mcscwa!GaZt-$_i`IerlUhsCibI zqDFU^;2+GlwFMMZwG62~%#MOL5yHwu9NNC2OSq^rb8f_$9Q)9WiYz*QjogN0}lZ;<%Vhe*MBOMQ`{!}Ot)<`ML zvw%gaBZoO_4wCnFX1Yxh$Le7!oJh+( z<_oF3qOfd}7Cee~BGtO`meuk5rzK;;1+N{j=c_{L9_H&;DP z_FIVZ7=`qw_q#^u=~sV#atx&}F^cTT_A74_1KtoDKi`+R@qZ1hJHAqmRXGYWIVP0r z-(2th1@%BVu_0WXrE3j;I&BLOXxkJ?2DSD+HhtAK(@BUopS5$DXZ@8OGXCFTF#B>@39X)zGKqELpYNpSX zupZS$|I`0NULzUwU5W8#5w851H{Hp6h4Yo+{ByBw8ssAA3fv4Y7{s{q5Ffn#=MfN7 z`&LANG-J^vpkJ|nLVH3POo|IP!0yGlDf@dUze+VW+}!${>;O{R$H2Wu4xc)sbIt6J ztpbHl^=AV806@y7x!S_~d-TyM4Nh(UWp5+*KVNV_r8tVpAEF9p!G(`^mw0{b|3WNY zM|A+k9>EIWv->7&rf_)k*Yle^>H2f^w=&rzjvhr3zi(yw6?Xo*uRtJY(C5*Fb9(Y; z{XnFV;G&vhBXdajSKYrB%oyqrxI=!T^nYJUtiSK*J}4ks>He%obX)|sUM|^+Z)Q&a zfF^%0#eaVBqm;Ra&v88r+Ixx2rdNOeWM~TNhtkweYhLz-zwXIj*zn&~_+Q_e5`oE&(3_jzaCiDZMDq$9&6j=*@acy#b*o`G)E7fWq)d8hE+{ud$GE35> z`vGh)M0$ftFog8~S3}D^1Q0ZF&Vj6g6u!r@z#sjE9Z(RN9qjY% zWWnR03GfZKW&NVxE_h$=_`00tyh`01ngZUlX!#9II9jsSbfGIS@<|gg`E; z4=V49tEmnUAhu{_i>LL$E!>NbZ$X+7I$SL22?!b+9djCd;1@F^3QsQ#G-!axeBqK`6W+D^a+@t2Djhc9B_>F0kK^*xcw-Z zDxx=UKWsz^Qkkv|ag7e)Ufdk`WHm3Zq1K1r<7H-P1uDn023ELVeM0ze;F9`nMP?n% z6t7Uwl;EMktCr{B}@>*u)FRVICOR@FK0SY|#zez9p^!HIYS%d74G7-9LNle|`qze9EsTanu!3Bvad2 zch|2pi1HL&Xrf+#l?N6#JyK;f{D0TLZA1qe{giQZEK3RynivyeTz@1y zU4A>s@(?l(AtLJ!a1Rzfo1@k`0tzV%pv3K#t*o3K#@S&;0yMAY!$5XVN_ji3+ZHK* zf#{p-ZP8H*9iX^-l=>4X1?Y{sqXakJlx+Uv1@IFBO3xA&p^0BW;wN|Z^Y1PBe{Cev zR0x%p<}{6#av3o*SHF_m-+M{LEptAr!&(V;NXF6bYc`3}OB+{?l5)d3 z|Ni2R_!N;E|Dr_2t5hi4GiS5{xYVxI4ze-t7ttJo9fK-c!~*EJu%0V&NOg0g+-v~W zA{ktc#$XZt_6{)0_;)ma{Srh#47|sy%vT@8_d(jnjraA~Rt?Z|u=B3|1bP_$-QS#w zK;l29o3~1Kt`4` z(y|TYV|WEycii-t|d zj=a4CTVFTap`zw%qc7Joi8I>W4(bWgeN4pIpFw=6-w7}lgnGsO3P!!p>dqRbG8Vp` z&yRX*5zmPJ=ga(u&<0usaD;4ljp;XJVQx&7T~2)1wNOH@T@ClU;p0EAs+ zfYW{4cPGYdMTRIRYgv6jwQ05d3Tzm)RY&H}N4j79*BJwj3UT-aA@P{kl`1}+f7whi zBdhn*-|b>ywvAvl403RH-Y41xM4Io3EP2MIGvL<~FA8eVnio#&pJQWjgEVqL5Dp`F zH-)J4)Q!+&jPK#7?%Mt+SOR=lL>>Q;aO*c?_K5d3>V`w~1sRQiEr?y+>)U@h|NQ)< zvJEVLcWCva83lEK1%91wkNNKwV4Y2bZTm^=puY!}$l@G?Dr z^%qwyCE;v%>{vFPz%{UP^cmdlN2G$z^YKe8EL+r>%|lw4)H+bwRSzRCqGA1v#x1O3Y{@zQ8XnW)R|yI%N_PNOEzp&_fZ~9Zktqw zmv4DZ4XrUj$1dPB-w{R_!Y{Vk*n*fEZTl)aRtiLO9B|%Q1NKl2>E;!%hUmMv*>75n za^yHZXQ>;Su!w!MaV%&_bWnQS2CY8&1ZHPc=6jz#hu^gQT^|3hGKretKCF=+;P90o z#w6|SW=p#SCVxI1`i}vI5VgKEDB0eG+$2G-wP9NB&qBHh`vUvG9JMQO66p}C2nTTJ z3j&pR-F4HPNx05gmG@~`Gq;=! z4hMaGkQ7(vfNI)I=WhFbz!?}Py!wn?=xGBM!^pa-?IQA28EO+y0k_kk$3bR;=+{7a zdp=z-2l)1cq5~SzT{@LsAc}5iJ+#8Nr51!c>^qHH2#zlrQ43v+NhdKBHOkD#yEC-{ zqlB6f@NjGiqD59hHn*ge-VVK5oAi{u10_zmpT4}qj@s3Dw6{jysD)7T5sts1`)+{~ z1Uu;9;M1{kn#SNk1j+F8sl$5G7u2c*m;LuqNL3&6sPkM3pJzA>F!Jopj?$FAw*-M4 zc1kIpHB0cqUI{a+EYU>k8v)RK?P9&J4HOLZ|A+n41sCh{80Iq zvQU}^LDpITK7fgui>$I8bL;Z;zt9hqWU6uotjw7xpyplL($Bxm6_7|)gFNIsCpDRT~Z>`^goo)m_ z-g(;fte-N#OJ$ifDkQ*@jn#vUj361_BbdnZb|YBM>uy?!V%`<(6;!- zZE+N`gwrzMKg2?Z_B1WZ>#517a7oXZl}%P&I;y%dE5l`DioKLa z?G})6lnT}Q8zI1Qs}+)zanRrW!WwOjUI9v#Bkax1c$G?c#utYT1m+N)TT$;pCO2hb zcDnr)DX0PB8|4ipEWvVh^c`bA0rT8mPL5fdmfgZ}46c)=_8Xf>f4rq@j^OdWhW3*% z-Gzs2q-U=$j2p=T1;k!NJBWRByw_6{BtLU1!Yy1HzgB?PJDB12tY17tShZnw$_C40 zf$60<&6U2g$Tj9usu_f#L_NC8)+He;yw88ZUVk5H|D0@8fEsfZ^162~Q7kT1smj)O zl0L#0RE>G+@1VQZo+8Ggmt%t2u`e$K6}Rbn{}-pj5xiDpJtKDq4nF$0lU zkgsPhG0-L3-KV?agu9b2gCY9d*FSez>AQ|Uu0*K4NXoqW(;NSvhxhtVS)x~t_N^hV zs>Q8I<>@bzFEu3#K}^E;H%z(-r}Lan**YvQC*eeiCIcj%GXWmm`KA#`8; z*`8Yau_6`^YIGPT2{NO;ErQOwPMdCu&dfN@nTNr6uJQw419i0}&+cVE?)_MZ;lG;H z98!Y*q_}s?PAf3FFi*wfi}*QJVWLtvv|d~OgmO6gRS}bBtxg z#q+sBpw0DS;W8agibtew#mP67ZvXD5 zZ)g_W>Cagz=@c7A4H?n1%|DZQJnt+Bpi6;Lcd!|ve<;XvJr3B-kgw09Q&^0EO0^SZ z;3aiS=_4=Ix8B;Lj)>D-Sn_QVV$PhpG{;{HSN=;A>mMLi^G#u%l|Rw|32G8X`Lwys zNJkFVDCwU?6-yK_ZU`yFSDBA_)fwmqfkUc4mIdJUOx3`0M5oFQ6e-&)9D0n3fkP@Z zyAG!@!`>94Fxeg`{d>D-p17FQ`BF3!9{g`$XWJ_uZ)!Ub&^F`n3YE-JwIFz~re$Ze zTw7W$WdJ&do3B;q3&TU;oqFkePt_546>?i>xO7TyA+)qUv}&O_BR?4Tv^ja_23{t& zZe-gUv*Wh$`*`IXIK>0=#J0kILx+A^@%(X9zCB(5Xie||ubAgQNo=T5DELLu*O>Zq zWUbk~X17881Y{^Z5L@~H9GNd$hCD!1htYK}sx!Rz-c1GvR)1vZ`Hx^9Fe~@w&Q{dj zv}3Ub!XBs3U1Myf`VXnQZ^Wo>$ij1w<2W|09_9@|P6EwAb6t+Q>E8e;57BBcvt+5J&V00b9u` z-g8Bqw$q9?4`LCppk?7Z;MPQ~N~V3>aWoShugC~A1UNmXORQ<@>C7O959~VsLWQ%R zMppx31N{*$OLO2W`@`EQ_2~& zXf^oQ0t;QT$PN2cqQrcS7qi?H@msClL(M8ZMxixLgBkZRmEBK++YQ+=yN>SRLOAm98-crA`R{ zts=RP@Qt)sP1UW+Bt-qI$u%d1VGF2_X2q#mrl}F-BGPB%WM?0+9U3E6PSkrU7aUJ8 zz=s>y8Q(hP)o-_W+ZiLZd(UYM^DkLTPD)Oh9l-o{NNPp+*h&M1^FbXzFW8dX4Sr+g zUQ&8)3$8xI5{VAt@iX zBv#ys;gIwvOq9xV+nFAfx(Q%Vu~5(U>@gMx9;rk<^^pkJmCQ@J?`>r`Z;m|*5)5X{ z&1FQJ{9+H3HJ|k{K_jV@XH4efKVEr^Y^L}o^ffY;(4nsYqI%o#CA%Mtlyf_jIA;KT zlqEhas$oWtxg2!zy01OXse84!e4OkkctCUV-D>Tzkg+#=-4JKZ{v$-E`NZ~bCx%nZ~n%tH!Oj1Ox1W0vh6C))Y7wGS|r;RU(;YY|C> z;Knf*t0PhM{5ddr%QZplR~s)eAbirxRw}nZ$!w!=%@o&OvX`K3&bKhT;3H*Pf7LzrTm!F>TS7|D#uUr(_`-7Y2F!W%jrlkfzfhsw20>hFXx zdn!=!LlaA73-!#Yj|4QSbKIJ)>McDA-#ZK>#rs*D%w2{q z%ZUZe0MB~$Q;XEZlRw07o#KpGFLXw2PU93CMGQ0|FRwGi)=A`kYv4au3(80$E3vs` zjGL~&y~)s5Cbi8T=zBuy>>w-0e`2n{PPAMx)0Di%|Eb!md7c#oQ^1BCH=VhaC9`P% zFZ}#JD*&-o%C8Z>+pOZ&n6WLN#+*p4^U~%|!+mw8KJI=j{W9ijf~uTRFq&|*!sgh+ zc~N2eYa-(695F&UB~bPi9Dt3$ty)47i^Q5}kdOlt0f!7Ek&AHgeumgEJ<^oO8?j=R z8jZlt_wpT$i+9#-86Q}mS3QcaV_=_>W{ij4cuy+vJ~+AJos{qyWNqpJF9dI$XiVXB zAP%CG{dy3(ltaOx_g?NGemjC|WKOHm9SxCjBZrE^m$b*& z-op8sjiPf&(M+MpZ1y5wS48ST;2LIkW}^?N&GLFY)IK<0YfQ8bD1|#u95nHronf1m zac=#1pSTx%&~)kM_Ae;O&QmbqI(VAvmG;Da2o}dpT{-%~X6} zV2v9!g7fw$4IoNCT%)V-Z~d%RpeT!4roo1sI6jJTOxE4JAR0lpxBrSjrI)s=inOW|;HL?x%~CWrJ-*b#)mh;p-jT(={WM510za z>M$F5m+U0Oh>c2OBYoExJ|>kVtK@Gd4%o);{Eq!qUb<@dJzf5beqI%EZ`QxvoR>&+ z#QllKEjL*AX@thdBc@C&i;sPBZnv4@o-{-x-34A}mC43o_X;XLq}ig(OvuBLz%V?P z-%OR?-fJ=+ozkJiZIylRP^~Im)plu_5CzU*VF^vsaw!XZm>OPXDmiWtQ-Oj`zDjWX zSY3p$FM#NU2oTM;0hmuV1AIw!o|;+z!f|nT%+08E38NJVsxW#rrJP+^6tRPt6eLd@ zI?Uz7ImbZO1|85lN^ky3j=Mhuv)T4HcmyNj|W% zn7*~^6cJ}f?QIbDwUlZX42o}PWj(%yH}6szmZc?K0E;`F!(3(&G@~;-`N8#D1dMk& zpJd0eBWqqnj_LCbWY0RFYtQrC<+v^^(l0+jlu*0XI+i{C$a{$~TMr+Xt*$xsnFBs-nnPpRZHCVqrAQ;ibDb1!>37-s^qinR|m%fu?-nE$1h^t54 zm@tNB;EP!>2od#_b#ciIOis@o0@Ij52o*P-EJnqgu?+nr2YAm$L z%I{kv^kH==bH+=M>+cCOwX;z!FP4A6fe<^t7gXAzW5duR-qz)3HvOg|nb%X_jH1L7wMCn?D(m zLh<(+l-FnJAOCFt^bp>7($t#-3NUO$Wfvz`tACRkuL4To_q^y|5(=}tFW(cYSIa}o zHT0Z8Nj}KYp(YV0k8dRe8HPqsqa&--S7f~Vxm6S*&&3FG0#Fts2F)no?6Y-8$eS8D8p$j^U`o|eIwKxjcYbY*8+*z&Q(rWH*ynj=oe-nC7`v=)aq^If^}4=vj< zJBoMm6ayhl^t877ue~}F^iiY&D9tf7ijOB0*va19!wY2oRksm&U?%YG)Hkdfa&or>c zbpG#AdiDz(hLwijRu-)WHq^#M2gM$Ksp^H3MAGlgbhb7Jc$1jZ|-1nrFrsoa|2 zK9KO~Zs~$AKU(*l!i!7w%AWyM&opZ&DiTu9fjlz7T)dg3^QGvoFVuN7%zNrFsLHfs zrGHO&qTcd_jKud7WUqSwH@ z6V7hZWBO%ET`(xr#&dAf9T;lt7d`t80R60syq}#E-h^G#_NbJ9fo`JBa{ShI@5{0suBP5iFXx z@|?U-PW^SxLzVAT@x%>tKTR&RXm>XU`4$QRCmMBYG1(+{D%SoQj_DI3Y*1BlF1C^2wX^;tb&R9<`ilvq7EQ*$+@f=p&`_=9h(_T{$K z_czHj+V%sO{k3ngSz&_()H-s5Vspd^*KhmKXZc z-;u*>xw$K(N6mFm>q?#bX_Ggh6h1JMDO)g*PlKG6D;VW>kt7+Wh;UR^1h+`FyDQO< zZ@7dDu7V@KJ0umFZkpNkvZ_BvhD@3&R_C$Ad);O&J&OVsbPLptW@+NCnDTycu`{KV z8C_D?!c+jI(PKJ=GsD3T@MdxoJ6jr};INp(#$vxiV&d5(?US^K!=uI+hbAK!&h1e- zl*Z;Ie+99?(Zb{~5pYmdi|@`(At7H`(Wrf+7)u*p`TY ztS`7dpWOT%w;BP4X7zL^#es6WDN}s)SUp0`fRNPVP}qJN_^|ok5FEs?dlOyCc}Vvm zj8HdN^#NeC1g2XoQydEcx}7D}@FF%DfJAVz7I(Vqn?cuxw$VR*Y~5{h+@&;s281ZY zLt6<93dAB_!HjCsn`o1Ck==rd4ReCWjq_pQ6X2F0QuGoGrfHYh?@I>RO6xzP_2!X-!*20WP`Re1;0&{&dk zZe<3oQTQPuK)&wH?#O*e=s=Rj`KGwRDYDrsu_pfbXyS19 z6%`f+*O}w4VoQ>f>N2_!Ct?-}I8@Apx|S;Bp@a=to%zI?h>K6>N?F1dIQ`TBqC=y239x{j1>EuzP5@Piw2@ zu`(a!pvrNB%B8Smy8hkN@&KgXVqE0J>{47HIwn~7J&$HYFek8%c~Pl&V!BT_l>D#F z2B@dA9ct|zh##ODfDsz3vU%%K7wVv8_yCRuQ}!doX?Dm^H+W~f&9r$IC-z6Oh&KOoSd z$et+Hw?y2DF6I+oA&h!K8 zW6BXYCm+#{Ygu$kL@m8F*q@$}sYXsS^~22JsF?(H-i(>WBS$`8!ed&62e6jj)gaF0 z+ou^?10y;`Z<25v(c4+!l$JU3ben;9Qkrzb=oybpMJB&TTb64yXj-gqA?^)q7HV2Q zzoa|PdCrdz0sFypxY_g!Q_Y_gvyVgn$>2W((*Gn%K+oY7;o;(#6&#?*yLTU=Mf$#z zMRN289@cTJ$7_KQ*}>X)FX=1E-VvhS@35T_8jJI81v35V3@yGxw-J z=H3==H{g7Hr2Ay1n!Z;6w&OsOLll|@$S)!WiY{jA&y}r6lNLoFu+L(ST<_K}b@LjA z*WYe@B&Jt-vqjPA14cwV!_TIUBqfF_R=8iM*#+LqNNRmX(2ctZXh5NgE}Tuh9l-_A z%#wcrrK7}NP{Yw2+b8Vr|NQZtgfSS-MC@ruHu+%Re7Ux9RMi^ zGTfS3?|QC*CDG%y%jv4K;(+0JsR!{BfJ*&1LzXoh^SIb~kaL6Qy;rWugJ~++a>?Q!} z{9~?kTzDs4{c zXSRg05n<9d>-Bk2tV)r@plVzniH4yD?@Gw+@d-dFq>-PIP`||NK|am%iC`+*8t6A z@MJ8njLh7f+8vm(=ZTwO3PV2#b)$1}KU#@@10+4g(2PCTz8x-`P(OXE_u87Y_Wmz{ z>o+R!pORBM8;?$Z41T9W@dIuqKcizB2~^je|J^{tNo4oH^ut5+FKTNCwr@=fJXMG$ zJ6h=17rULD;In#U*-z9spTM3L0B9@q>PFB8ZC$fOI7JeRzq_T_w>a4io+SrLY%;i^ zRW5~-H+*;mCr}aGmG+h>m^W@k zQY%A|GSPvQMdLa=mmmOS3vd`8-(z%(C>8ksc{syxCkL*8>yLk45wDPY6GO}u_3Ey- z7u(&Sk0f)7`Td*&mNWu#HoQ9Dz9CEoTnc82dC|{!&+F5Bs(U2jND>9QDR)=GA7Sxs zcme)MRFhD(jj#93L%Nh~!s!$4f8RDBaIQQIV{aPJp8dxCJHR8vQT6`?K2!V^>%aZ+|KjpQiDgkj3r7bwKL5?-{!fPFf3ua5iQ&ZHx5sX4|K}F@#roenQ-E_8 zW1mx2g;GO@P>tXut){`u11S0na<@^DN7E6{B_gO?N# z$GkMz*dwT+Ur>br-ULfEOL_>{KiY6EGfFelAExwQYxgUhy3oOsN;vm_);UBM_4=ep z6a#L;lLEL{-7am%8L^uDRgu)th<{})lk`rw{?BEB;LeW7vZ%_lk?Awu_6sFfFz@IB zOu5H&X|Hpkpn(gr-{=hlh$bJJ3s`r-yG2$m5XZusx$Ua1EUAbuAM(#OD0%>KoL|> z*TGVNyI>c5BI=V4kJ~r|-vcG{r0ETq6hy`yy|JNCb-Hef<8CK|+xew{=iQAXLy9AE z6sl5>>opa4vwYx92u6pYhriqJgrkN5X&g2M`-<<3tz_* z4S2GKw57p+uh|_OgvX~0hANHGIIiFb>jsP~Y&MV?(xu)N03aZYF3|pV!x<@nY0b{R zAuRr=7oM9$2yY$_2VdNBUbTR+m$|JA`V$0rib@yIQIP)x+-19Ap4kAv!5;P34#iPj z2ivLui8h=+xMWRne_p{dVH-fWgjmM5pN@JzxJ@}kkc%2+Q2**Lya2ol*!fYk4=L}S zUca~*Mc3Oo@K?J*nhB1`X^F~%-Yb9%k*9t;`7>j@-qUUmi*T*5Vjcy-5PU;m2)PC~ zswYFt{C)!^F)mCV2XrxP_~6Qw0`r)Ic3|kB_W5s|*W9;@{gJCtV4*?7F98FU5pEhd z{}HS~yDu%ke_Fcm3T)qa?{_o%`c_H(Y$>4TLn(HkeGY)L!$}>!P#(=Quia1i4A_zG z1~Sw(qnQs|z_79lPA!L@u66)Xc$=q3ErNmMSD0#^=E@LVE!M&dv$>Z?_Ktt_((kmi zfZcNq?I=62(azzoJq?14^pewsSPJ#}a<;t^u;$4(ykXZ@V09Zk-g4iEv!nWZ>*y4J z|40wgwQc?;jq_}{jAw1&^d$j=Q;L_;7QeG1H!8z&;pc5>wG$cY(mhktr zCf++t)~6L7{-m1;QcpaUo<4Q@)&llJ553AY4eX9?r@&qpZqXi0Wt5++(!`{tYsLg=DH2!dQ#jrH!x9?re zGA`J!pMsk#Wh-a4FSA%@WXB})6{OdNyK+1w`qS2o2_il5JnZCKnL}&?-_>w*2b45! zjk5`hW*lDEDQKtBt;Ns3qkaM<2T_nQys5>b>q-;1ZJ2F4|IEJCHQ1>DbN&5C`2?t& ztO%7GhTaX*X!ehy1|W&~SAZx^UNxTu80j#$9)Zxv73K;KVZ>Q1R{NXTU7tTB;`_q+ zvYk{Id)yA#VigndDk4O*(gsW~T^I2Coo(kCDnNMw1168-vzbEa-}*5qH5?3q0z$aI z{l#Oc&sZDx@frM;mz1CFqXb-1Reqwr={v|IZItr4g?Uzz^i-stnBQx0D#M=bQA4?x z<6r?$3Jlpv!Bb>E^Nscl131B9X*g6|Yj{feMn4n|N=hwH_VB}dmk-voZNWgI<2Qqi z?N{oH#2q&YI55^$vCIL|`@{gE_yEr!;z0fhhknCb!MyOLt&0Xw?$jhnx^}dg+s>db zS$_>WWBd3c?&1v~ur{Zs&!f2f-F2Mcfz#+W-pZ}~d-4~RxB zb>^_%M9(63r1$*#(fzWAemIC5Jr=ImVi*LMJW;Co3 zaB9w2_H*RVfu^p%7BF|3IeAN8?7XVK1MOReY1b=1y|>_9Cpl_z2ElD%ijI*{dYo5_ zrMFTlZ=)oZ>xqD_u}ZQ#QR*Vnxt(ca)nv+gD3tq^M)K$D&pC$deMPLZ6fOL70mevd zpb_=gdB9#r4Yfo40RkLqh8*(PjgQOpY2x-%OFQ6AXfn&*%sEDn7CO_L_j)q-I@uM5 zryM9*kn5Il+g<)?sU^aFxmJP+4q(F=h_Uhxtx)>Ng4@d;*C#=miN-X1)6~BAg^FTB zJ80q+IXRi1-fKYccF$eoYr`j`z}+IaCPr1?|O1xr*t(YSzwx!M!B{6r|Q@dfsb@W3cb?T^P)x4 z5-}K^HAcB}!Qh_F^QU80xVU@&l!XTJU($15YSoAiFpjD!PLctUzQGQww(`fC;>Q30 zitJR?=K@OEjs|bqDf}C-TTjh)ZG%IPkdFZ_CP8a&+GqxZ!i&>i&b|uk=P3&Jb`Lda z+0_O&OX&rWCi4UlSSfsIxTV{3z~0UaZF2Izwre6`ASlYQLcAGZ&0#vZTD=n?jPQ5; zN5+;T1sWxZ@ZZ&2N%F58TdRq3&4>i6p!QI3V&= zOiBF!==2Uev8EKp5S(rQz9|Jmi>dW%GU14NpSh5TD|Nxpek} zk|+rC{!QfC;VsYs{E+X37v$O#N0NIuV-0@Z<7bnv!7Cv2@E9AW5{-_iii<=2ZWQ7)R*9dCnFMrm`FvltZjo)obUZvcxtiQ z)H%jOco?EcIpBxSPs|lRS zGM%+~Gj9C#M?Pz29z ziZb1q&d8xf?dm|Dm0D!si7>WZ^BFGh4RV?_aD7&>O<3*dRXj;&7PmQOfQAK z$jz>bjMqs1G@}L4PLn%CCT%CD4G?6zLGeb`$EF?fyn&|2OcC}1USEXm3606|gK;S@ zD}gDV;Q+j+N&zF)N8LWabg2ftK4*`GR)r>L*Qy@vCQv95M=xc}N4RV=wf7Dv4@`*0 zaBh>^uW8Rjf4#&kf97+wxQal+v_-bXg((+0T39Ok4d+x4@X)$Jot;cO%1YOpH~|lz zzKU&I+=i3I#6&;aG2J8_<@!7|z~^;@Y-IAkXC5{1DjY4k$(GkMgDnv0FYT!J|AH%R zn)9I=L?eB~W+Wn1!A?dIp|^%ig4NhNG!IIW4dTb9!w-(WNZ% z`PSCL9f7`etXCm=V;0`@4LET_8}Xq-(xRKcGge>qiaHYS;y1i$AKEV$Phq$C4T>g? zO2;v>5rfV-#!EwW-+^AAkET)0Yao0o%ygLe!{qe@{l%DQXWS}xuc#Hy*1J;hp9Od+ zp;pCi`G8VTyY6S+8%+*9C4SlH8g2k>%dqH{K}VH9a!caYRDIN?a%xIbwk;9QO#Ka9 z`#X&DweX=M(nd@}5s&q%(AnKH=q%@~c=>TcO81WgjN8rBpQ9;tV2Z!j(dOrbWMKfB z6MNwRwVB$*7t1N^sf$7GcO~cbms1UXz4~B#ot{5TE&bqVx{9&(>o4Qs6Xg5zV{j_{ zW|)VPyV~+9kn5^H-m=hV_>x;h7x$KD9%8<$$9n;H4B?qSoGD-ruUUXkrS!p2q3#1! zs&>4R_X(l2)K=BEBr7K#7__%O;GzEGj0PtdYIr+TYwuTrl(AB!#!P^C%IA1ySDyL& zt-b7vBRpg|mgj~h>y+r_EM#4oK#(BSnVZETZv_{TSV^5yRqpsz^y3dtoNJ1z66zM4 ze~XiH+M*+e;z_@l-rVbY*j?!iR^lwTA*`$CmRkCrQo z$1?3WL9qR7f6RezC9CkvCW93{#Mm@BSw%8@SLckEtA>lcf`-|Rjk zhnng`zBjb~UJ*g_A8z*Z!mH~mEgQ`y0(+J5Ia;()4l?R*$}%UbDa zf1pKdl=WtKoW*?Aat&>7H`<{2_Z-`C-bIJz0V;TID#wey zB?ob;&9%qsX4g#uTM(Jeg71`DKcsuy0}lzdr-t9`gYDQT8NI#EAw(;$_1jlw1w_#q zA%~Fk3yU;kiI0h~q+e$w=P1KvghTR<+`{hvsNG4tRsow2OKYyXro1FVzn@uT8`Dt! zhcnm@Pmpm`S+iB};x}{Xqw)oS+K|o?N7R52H?G^v*KWES3p@#zShMk~(QtFrGmaT< z6H+d1yvuGlk)^#(#Q05zK-p@@4XRZ-IKKrd@9UBrrhnGU@)li?o&7nKxUVk2JLg8_ z#KkV|fJ!I&NlW&cjIbX#6w)-L4-}Jn;U1I1|6YilqbXdR|1&&Ro zaiNI6Ko7BG95LcCiv)@eCL_*MIDJ;)3f6QYnI;tM&FI%7A%}g`_ z`Y%hSVL}bIxp40l6e`$n4 zHGw9g{p4UT7pn(-y6(r0cO^sXxbH$OzhgbG+ky71C$>oK3CtFTVGZ4Ts()#l)e>sa zWH8WEYq2h30J%Fmq`4XSC_9+1`DI0lli&1p-8=;giDb$Yqrc+h2o(tmiCQ@G4QV0w zEj*7G1G%ktTh2otmvMi|1!J&NjT)J8ZAS*GY0UZhQ$73IsH_dyFdM_Jr=ugo_J3DwJ`7^qAS)~=G(4kGd78r5 z8PjCb=l5U(FD_lK`K{ERD4`+E@^?)7{$NDLo5`9goK)?4pO`8G=4f=8*w@2}{_Y_f ziPD3ajowhB{?W?<+g>U9sol9;qp$~#39RJk$~V37%@z9j5ie{Ml#&sR^pUrMsHmQ- zO{@;(Ru5krm#eqGt*m!SUVOx%IFMb44h~n#wf9vhcAKjzjvt>Ob#4|Km8(%~nS9P% z^(fHl^_k|7X_GR|!`aAKr6xh4<22hC(~Vf##>9ejTlh?i6gf@N@8UI-0WyaOPzUFH z=bgb}!tNlRxE0|He*4VfF->FmzDh;mtHmV#ZJ^POMAsCy{yHB$Q$nNFxcGTDO{MU0%4A zQZPN59YGZIS?qevkPk*5GG9Sygv(Q=d_+V^jp5BW7*2`X;mgMZ2xXe@LMoZl6Gs}AfJXw$Ds*Jwog8w4i=btl}CP4%qH4J#c}ha zZnQU&)$17%zQw#UNb@7UAx8*Lpj0HTzzu!{5*3Zt=KL9b^Lf2e?R|hO8!w4m8iKC6 zC&xEnF*uU){Mp_KAd-f_CivyI5iro|iWMi`JHN6uiOPACA55MUx-6f$nZdczz$UxG zMX2VTpE&&@i%GNm+qOl4KJ0aV{?PpiieW1CEeMR5qh)s^jB$h4>{0j5cScz?H~wz!cB#^d&4Of&C{DAx3!fH$2~mbF4q18eyfw5H)aXNI-g5yQ_v>{i z$MC+gig@_@GK0!A_X+Q_ZQ2>51(_3bq<6TgOwe&Qt|rU*(jbX@(tYgh^SeqfGDZh_ zEvG$^SxMWM7m^m*GN$~T8VdVzTyX4-2M@wBuDCI6dUC2pu+GcIyq+ag6ZWb5aJH7v22+k+GZoSQqozq``Nd&Cs!3?=q7+*b+5+YB z`?*g#V$AlA2qj!LV3rsjSUVhj#@><>%h@>LTo9p!E7;0Z;qc3%PDhw{0=0BhXVse;TBCqUKi$nXWT;kh{=%Vkx+w~xl}42>d)NPdHyq?zEzcImZ^qr%-wD$HEutB zKR>H*HqzxXyLFmYpyGSnw+?;#HMo-N zQ&}Gs-N`u#cV-6esc)ov*KdXVm14tMv<6LQ-7W{+brO3@@e6#lU{;Cs%bf zXgiYJU2`|(-gNwOw2<#eQZ=es>F)f-SgGQe3YM}uuTuDZ-TBvVzP|?$8I(|II`bm6 zpbk()kYd>MC)RbP4F=H>f57Q=#HO=?L4-KQ3TV;?1SITBC^cZ}R);@A?b#H%d@&&p z6d8Fq>CqyGP|GlwhghzNBjdjbZPN0T)48j41DG=tEy!L1#<_XDNkNIaL9?y>O)B5d z6sj8`E#V|(FPR42W<`%#@<>dciZQ*6f+<^dXhH-v<0{a&KunLMsp6%d`+OS>TC4FQ zJ*&*6QGr1TObHz^Rz)6;){ZDZ8iB9V=Z6wpm;DH$0D2brz1$X(P~$b+Y&J zOhn-msF2@}dy_%+0LG~a9@`K6)#axuioF3;`3BQN?S;l`($pi_n}h(j+>xZL68o3B zOS44!g&5lUHVp;~@EB}vWGmr^!S~H*o4v9}mg-9F4K8zOWBIDmgP}=QHP~Ctk#Wss zTd7jmDEn;buHW&$v!s7+Ig2MDYPOpZt8}u;hGzz49EILrbe2sq9k+wpV~JiL8i-Dw zKob}*T~B#t!W)^W=dXi60#eb>I%uMUx7mI=TEeFj6Kh)ClOLykC{IEx!h1YmPfon} z#|GOt2p`soc=Y+H8GHAY5>E_C{XC@2NH;Sj4Nifn@$T$Z9h7#+UZqisZ1{ zf3ufbStPms(N;LHM(awDu}PiV{j7c?=``G$tM(0FN0=Mv!X0lbK7Gk?B@nua>=)s- z`$8#Uo`O%^!PpPe-%6|`ufvk~5u+bJP9Z#BJG1;cFLF;FK1P47s4Z%&;qu}Cv31sQ zRc7nkS42WukZz=F(3ilvI4$Yf!8d;)f~yhL zPD{s}heJO>?r}U#;Am@yIl@%w?dgb=T_`l|5IcI1|hvj~68#cjI ztSSnxzpit&De9v<0-BAStK`q$QyQR^eVBDe84fyuB?(7NeKl@JGQKotO9QbSJ-lC# z@s+__G0s7Kk%NIt#uTsL_tgZ!c)9L4LA|5nb~tP#)65o?uZM|(507_6ECbo?TP4NH zvdyKk)~X;&_lINkTq8}J*&;+L59LBcf7ztImd|xqN}eHB60E>K*Ep z0OKNUyr${YzP|KL=kdRMd#^190@h@mWY>SqWr>@rF$YwBG`&BB&+n3(!t^O@y74rP zQfo(GzW%(xbJQh1yA7xfe(Y`tsN>@&>H~NRMqn3&K7f!7;@OQv!$_o_OB=Umi; zQP}QO6hDG$f@KkP=?7c8>YyF_Y;&SPlBTEwB>d;u&pp)zvds7%114pjYPpl zh`bH>rl#p+VR0xZ_%P%nivUkX0%OwyTtO2bkXi3;>v1fb?_;jZI}C2!%2`c}_Pp1I z7Fabs_m$S$iP~IXv^$2Y=|&G5VnaOEi!g1oQrEqVA5l-p$nM7pui;xUdwvxtLzvz_ zrf_5wAapzOJL=LSUm-!W$`>{0dU+u|@vEoZY&zOssbt!x=z`DJ8i&zt7YTK0|IMPn ztm~|kZ$*#N<{|(Zmh$>GYz~gay}?;rc)_6XG%#78u8FH*n14PDY8784>KjQ;RP+W? zH#D0!pLlO{a+@X&r1?qw%N`h9Nexqfs&OQPLKyrP&4W$iex&A6k_qnz;&75z+3*i0 zbD+WJuKw%4`{t`J&1xSZN2~#2T2~x)oFdlrQ*t`HhGHBR!AK z%vuW)k}2cGI39ikOE|M|!y3|aFi4)FPJX)|7q0qAGPz5eJvB={1}>)k!;VjxWpT>x zmsi(&AXsSPx5n@JRUCPDVGn`zrVxh?i6N|b_;dc@iN46%11kd5V#U*2QrCNl8TSGG zM`hfmXsBDLzII_>OvpfTE-Q4OTcgA^3**(-P#R?_%Qegj(DAoKL{4GFA-K*4uku-tUt7YG}9@6DYGT;?P^4>KIVcHC!2nQH;=rZ-h)zv)x3wr{LZttxav zr2U=vcJ?{cms2M1iq8|Kd-<+uU+*V+;V1JUF#24Ro9E6e8g<`N)0f+0I}uj3Z^D94 zp8+$hIaTQ!D@LE=jL-2pPU3arhs^J$2&B%8-Oj3DK zvolvefAwS@`|$^T7JWKc1n$;X*y}qFH^|{9`wLU`7fthj_DOf-K9B6MB0vGE8igo6 zxnYW>EJ4jQ`yuxt<&eA4HaK>yXV_f2u#asqM=at zH0&d4cl_>l@!Z!rz8&KkA52Cp>!#21_3|x|WM8cd_I;kv?;a^JCtGQi)bnO`yu?JF z87g$lR*bh(QBQ=lUNQ<=6Q-jA6_*TH(>wTmncRL+^HDSlc5`j_#EZ=_M59S+BliVCPsf$ywUMa2% zB+)4@M=YP#0qJ=(@%k|EQe~lUDb0jd1Y#ejWB7QNhbk)~D~I7O-kkpyQ`> zi!{&r;@B);m)1hkZoE0@G*!*UF2adhIJ=VmpmVjbQw?o7DS7ewk1XYe3eq<{ z`HU+eb+?4UqopWJk%WJWxq1dawD7iqB4HKo*iq(}4{%D4njPU{rOT!AK%F`z-?}>8 z1+NZwwXR(Min^(oIID+?La?BtY;L6a;k+!LZo^7~->QVUI&WdmwA8;L9e>g&BBRep zX}Q7=t{vV_c2XP)rhoGaHu370v?Kly?*s}gP^3Vs;tSZf#%$k+z63v#6211|NsIp1 zlLn1ztq!sK$3u&@;s}@POY(yzLs!Y2r*U>uCFq(Z;#2%AN2RV2$7up7k|pWYAcQZEmyFfb*ph>WW~ZMtEOhFfpg|j`13&yoRammRO)3b5?lkh(?bMSZ zAD-g}G-GNy9=ps^ihM{xA;0|$QEVKinHt)BcovDxy% z3@QEqz(}+F1rkUI`7N{9dNPuoi#v*hH7g`%SuCsjzL==y$G&5+t-T+ikMdZ_Z8*D^ zBm?~<7U#^YnQ9=}>A)Ct*>!S;!&T^U${xShUn_Z-!VQ|W=Yvrao%KR;eBj5y?j|lP zr6Owk4a4HfnP*o_gFOyE6~Wq>u`66&Tus1s^y`e@LE7`BPMeBGE*Um2Ubu!e%r}Ry z$|5$a=GxZI)6 z@3yw&aVFJEtOr~s5xo5T`WmYdWGpu6cr3IUR|LbWwLcb1$z{G7%nEBb55MAHNhjH? zvy@=Uf1Qp^R*&ypy4*G-r}~AuggoN9@jqWFJf_hJnuvbfn_uC>R4<~Xq7vXSQjk{SlIPSL?Rm53NDHE z1w8c?l!zIms}-hNuZ13=&0KVI_nR0w)X!R_9m&IQWx=Wk>{6YyG|l5Ik4&t7UcRbg zJCvl**FI^P7oKk-ebGiL_84{g8U#mEU27Ncn{LpM4E+3+WE;1>3`AF|Nv1_7ul9ik z+~FAmvE%70q6gG%)J~x#76*_5))9v~xqOF-_eq?VUc{@*r_c5BPIdN`lN)R6QgBe1 z>|94Pu#Ue&Q^zTtaP3$P`hBCYYL4M!hMq+RN2?U#;2qi#=lmH zn%D-M9A_kE%BsMuoM-l__aBrC<{d~>h%y>Ur{sYrrSrr*&y7G~Ze|#Bted4oK^TT5 zM>?M6ThOO9_%InwUxpcf8+0y*;df+Lj?57+wPH&-m@rZ=^Om*Hqoa78ulXlN0s(g$ z=M}A{6zxO4sr==1QAnR*fLqxrU{3iA-S1>wINl%G2#^iS-=rL2OXF@^(LWRrDWKhM z@W3DD^X2=hn?iLN#ii;4%+ASow@ZFgC$PgpX(ppeQbPL39bafBzY~6Zxp-yigsLBQ z7w|w|k`KX{whkXV>1$+NPQ9n_M!@aqvuZ0i!F)9Wp*g9ZMJmWX$Tlg7b%%H|c;VsW z0(NI0z^$<$z0_aJ7!DNSqk-=OIh=jc(mKC-sTlTJ?bcDfr3Ok{;kzf;LZ@Je5QOIt zCg)pH|7odS2`8lX(W9SJm`+YsOsC8CRtRm^HTlN2JWS!rsfx2?#W58$kZ+0RcpmdHrIcY71 z=}1K$vZ+=CB2Gv%3>$5IbvlFsvz#>e7T@_Bfz3(R3kVCmdB3JS*K!H+8`zWGe?mfN zQV+BwpOU~pa^#-SuNSxvJIiaeX0?4=`kBXOjfJ{nZeLXx01=8+<+?-TAk*YW+j&fB zgA(CFFcPU}EAfFNnX9621OtUW;qDK$#p|*CN9wyFrHoPYgs{pa4d$WT3w*1}0zjr# zyrZqlZ#*VlBbK$yNA+-74RM$uCyC*=)3b>iY?k`rzSM{hBe`7G9YvPa%Qr9Ej&G$F zFkJ@Xhhd!49?^&1M%F@pxJfM}Prv!_4PL(ick#o15)KjtB$me-H5Rxl_qEI zp~W;CU+dWyZ)eSB#aoXEX^(smd3XH6*SEQ>v`p~H@XB{A=XKa5w+XSP3F%o3+p*rD zgc8NOa7)UfwWK~rub$|<11UcM)ya^3xpLmF##nG-ex*`JGLsd7!B!Q76|)IzY{KCo zj39{Hr!90y$K7Dv=o}bOS=+7C4q@V{kTR}5?L9iX?MlU%GxRYToWnFheHEUhN za|UhRy4j$~Ee75?FS<=_IJG3XA`BOkxn3spBjXNR5+`9S|17EfE_ZvP_ z-PixXnj2^GMS5u3I>WKvpjP$!7faq8qA4%m29nzSxH3x^)(;Rtbs&&46Q)Ls?N<+J<@e-gDvEDfVyt*qgSkRv5-(1ngZ+IQRzhofhPq`OF31 z3Z`c!rOO7!fZ7`GaC_=0mN_EcozdYVmB*;$$GONUK}-2qQCHkJ2<+Ol#a6!;#>OsA z)YKn7iEU2iLE>3vq&A$$sEBylwI_b(@(x^-I@=XIggDqHoQW~ z*Qr4x)l|K1i1)B&7Z6A3F>>GPl4aOZz%VSMFINd>HT1;0*zi%~kur6;|Ik0`? zH9LxEv!8!4iW%`bWE-tEa)0#z02f+@b5EYn{7_IkU2sc#VBm4Js962s`d!X>iZfTC zwAWMVWM%$k|6_w%tqeh;nUAsq%GJxay*x`8JTINFi>fJnV4KOpHCi*Hm^vXBsTy9mqh%z!3_SKd#iKWK^{l-tq*j#{BgtW6= zS&~krXxjftxl2ykMn&N`og!mWY(Edh?sxex$1Axo+z{(wXCNtZBH$yE3vhg^?rzld z*zMyZ?FWqT_xh6buJgSj?AB`UE4Wh*5)Se!y-;ICIR|*Mcz7>2Jp5XfJG^Cou4QK_ zxf`B3K3*$uq;o8j(bYlIvrJWJ)=}{0f*qPy%sNDBmwEm?|I=bs!F`1uInE^U6`a!L z3Qs==*7UY9P#t%r4Cd0u%9ExsO@|%5iDjMRZW8Rl9|kf|BfA>G@@Owr!$z2&9k=a! zM3;v)Vv4^wt&e* zNEJI6`l|ytX{Ka?G+MyxZ!Wa(L41HH{w5t3V&4^3rl+jJ(AVVeGsXRpO=UUWx8IEK z=>{;c=s(Mb|LE_{>nK3pAVmH0QKDAI-Yl_&AueO#c(jrGc}2jk{&H!w$|&0)@Qyr6 zO%)`r?3O}io;@ZSPE2Q$sW~|fgX!z2Q{A%OL9k`BG1YKKE2Voy^V>crfBq@P2Hc#7 zdhyvm;Ic&DDo9rdTm;Vsa{r>j|O0 z=Pdg8qgYf9X0FpYe?jrpD7w{ig|{rEoS)^%ji>i!7?q<8#Jcw0A5})t?fblKM=cl` zO~In9KRoi^5>FX()q_9b7Zf34aHAiBCXCuw8&?$n69WpJ84C~i^ zzPHBLY8rH)6m$+l1F`*`R#TZnOuSKf1nL;&~1FVli3!Y*dH{r}XR#%%7G+ zX38wImvyVEH_YhWq6yxY0orT>u*s7e5sore&#xIQA;wrvJ{H);BViZvinQ?IuINub z7D_+#^p~Xj@PRa*38UuS)k#mZtBahl&#^U_ zI>DN3l?}>FF0mZMM#pmUov4d~-(kyoYA=p#jpw%h!-43~fMG)_Dcj8N+{r_6Nc#c) z569GV%KYof#nzse&vY1ntQ$Jiij4;5?BmjhMaX))w<>S)T|axl?_eNlB3wBBG6T=N zWVQeGVJ-dChXo?ZthW8lKZ{IM?v_FaSY#5s`fgNa*G%0KrU-U@AA4A=2U6jRa{2(F zAe$Di5#n`trK+!^Aig8)9_pT%HW=$5aehzoPSuQq@aQvq*ncA_naXLy&b>bR+ zO3RN1LAvEh+)L3QIPs2t3vf2rDwj&{-D|`>rdI~60AwCRye3@{A`h%a*8()T;1!=QtHR}Gh~Hj z-o&0+GnM;eS|C=m&SMo`&s~^YaaWfL(QMDRS>1PvG5FIbsAGkuu!lYeifqJ|-clTt z0k8VG;`}Xx-r$^RqM%~jzl@oAH2h7{-^KhRHXe@YBp^R)5%c^B9Bh6e`>GU-{jH91vR-_htx<31gylEC+NM|UWKt}W1S18Y}Dd?;kkm3 zI0>%@8dsyLqBboCEtPYX4L@s+b7gv_4*1r=;+J zrRxO&txx?UrCAcSHPTf>d8U{*!D7}+>IX#+y?X6o%{1BJDKFJN;L%_r8hzLGHIvJO zRBOx37k$op2^5D?oj*T2UL@Q<+iOwOPud!Rjh#nGz&1*r@SrfdRs<#UT82DWC4Bwh zhJZPZpa9|5DsaLR)t>LUath7$(Xu^fpKQj)Nn5%$j-2Ulip-^)%&_;hh{ft$g;wBr7Kjs7U;vo#@2Cn#oW>sx zCjpb*_X=QrAs&?ugF7Cr`MHq zYfk?lo2$tE&(M2|6Ka2OE=lW=QW-PwvE^Ub@TgDYxFbNr_=&^kN3ZtngcuSxf(e-t zQ6Dq5k;STqRY!+Q`>f)=0~&B~xt6qmc}B{S*t~AbjI%=oLmY8TV`^sbKmFmQv2}cInAW8~LttmBXTG zGtE|8@_plBWX9I+6-&?X+!K$~OEHpgd7CIz~^(QuskGe@p_{dgjGFLi9 z5hpyHN*Alw;$wN+w(d!^G$l+%Geih=ydp|>NEDfp`D1PUH=-=MUmEcrb6pO&Q0kQS z+x1U^Yc6N5{LS@fmdq)ng?`)-Z=! zFLlXfqgWZppFER2Vo^$5vd*ks3rk_Q3NX{^8`JvS{~>SW0bU3}?>h(YP!&|^L@^19 zPOJ@Q)`uIOH9si9jaBE(#_Ak}v8B61#w|D4>9XC!mMM8@!C1B-gtWg`Df0& zc~(AoK2m|{-bM0U^b=Kzizcnzx2Ao)eyG}04ky4SNJ2Au=`xR+;)F>!%i<7idM{Gy z@a02%&6f zx%;C|4`}h{sr3`gy<$0QAeJ_BR##$92cCjam?B*-Vt0?+IYwnMSOkt z1?xFy)z6Z8oiY=exp9OLc^7I^uTt*^O8pdxkQqUSP`Ivx*5v7_a&Bv6&a z&(uu40vOaIN#1=VuOL^p^uk^gfkPhiH=d+6$Ns?Pmv=`fQ)ulW$8dMww`=RnHG!2d z{J!(9Fk5(EAyujSiw0qNBRCs^pVypxIYNOUE&o`VK2nl+KAf5GipO!S&CIF0g%0Tz z^-$lrlL}z=8`^TF)&BTWr^n=JZSYQI2#1)=mye3MlZFqLtRyPm-5zBO})aQ z8R=J^V*Q_Z8|t_pG+b|@4&Qm)Jkt_Ch;|VayR)IrW)6SB?W{s!o>EZs5=zoSB(%Yd z@{D6^8n**xCGQWK?^z8wg;zblhP-y(5keubk5Y4-)w^E=Oh4Ww8WPf08T?4q3H(#! z&OBlvlG<~C=!|4r)nJr-?)CLIdS)7Hof4P<+rBakKJsJkicP68#iEIkzU_BZfg6yz z+3VNq1Cq5gdoKi*Crj5%9<<7q&=Fj?k2e2sigsZl4>&=X0_V`=yr=w9=!AegDLUD2 zyW(3S^Wb}ha61XClbf_M@IK2C?oiWI!Icb_ySkiaCUM$HN=%42mjuE zd|`FwFgn$$LF7z5F5)%8tp~%41Iqd;^TTv89DwJXr@C^FMXlFdn?>Il;@7zyHafe~}<@hHD}a z0)G@u5`%SgV7c&+k*kT=JjXSGkWblzcnW}k^%Ik5qR`_S@lBcPLJjJ!x|=1+UpU9cV-I84jCbMA5D7Bx!xx6asjZo=`q*kaCwqpW^`#>=@Jqt98X z-IPYT=zG2FbMh#4t}|Yso_ngYar8F=G6xI543|)BvMqe*sJ{rhW0`zh{f`F^zTl`a zGR)g`{k43b6v!;OvdQb1=2J7~IRDluS1YK8wd&GV(vbzpn&-kJKZ+*tLNRWuM9)lu zx8`q&T;QHIlf4#9z*#lm-UHtK*GG#?PMlq}OEXbKjH|aF&DvH0I~y;XDmf0SD>hj; z1{U2ZliKbg%hF;ccKX>l+O1gNC*~QX+3SeB@v-Dh8Qjt-42#@Whbf_bvt67G#&w7@h^tY%F}oqcgP4 z2D-QEEKcG`t!_N<@HgvHaq5ADp6bw9F`_-vB3|t+?jOKVSS7wCMI+XhaQVh+oe&qfAh`@T1c!}5f zaRX$K5s`!dW&P7;exsqqE)=W2yB3t(BqF}CC9P2L)lh2$q82=_ zcf&z#1%aa;KHxRV<7 zb3m!U0eav}p2Zfds?9%RrLSnb5@1ut>OA^q`q>s0l8w-D21xn3dRm;ij&^eUw%1qe z@DLmZ{%RcH<~lxmmuwXF_s{waEMX_aclZAf`uXpL{s&W#BaO_k2Ww;W{wG=CpCAMB z+o9l*U=auY-!uAaM^>Wzj+lWw}TD6X6e5+9wt9EidMaIrM4c$gd`tZR@rRlFbKVe^+3FZhv0Dj zk1zb^Px^-h*|)w334ioFJi|7Q1&`ep#J)WL*75&c-Mh@Xz z-LeZBdj6$i`0F_Yx6^zF@@uA)pW?rd#ZAHQx2NAk_bvyh1Rn95@7GOxz3YAKle2{K zKMy_U)@=bk&08_ce=anCUL2daPS7mcYkv~TczX4faIN+^uhP=uk+w6Pf z_xCTZS)q66_V7%a$ohW%QStmo&J}SxT4UeU_W&=W z|9T4|kb@z=+6w4BWBtDB_)P{yKhTs&cVJwD|2GvxI`}I&4m^7y6ON7F*B!r!KvY_t z3;2kUU^n9U%VZCZd8cP}P!dnXdx*heZ+xZK-AMT-Ef6BX{5c1^iEdB(P_>VIu|N3x zA0~9ZqK3c>y>2)ndsTSv_Y)#S(zhW~y2CL#V07i)F@FMT_-UM+laPM=N@eQ(l;7t&ueh1e={n$NUYYkc=C{GS8d%U^H^2DnLxoO%msgf1KcGA_LMeSJi-2rzV}fEU2Vz6QPx z2K4S?ii1$NEy|a-IE;cM=nZQITl|JyA4cZ~#V#dXo->E3<*-0`p5QWRQexgUfKIX_zK z2B*q>M@;k6TbqH#H$PJ8@~qw{FqFhi0Z&%;tgW1VKqwYJ8j$>I7MwV@9?3nkO0z^d zed#JVGgNI-pe#D}iZ+NO9vJ^=et`hAxUM9qs&Wf}u1ep537fI7o3dWh92r7>6R&^= zU`t*txdjx$q=5fW*|-MXBru>EqJ@XR<1zJ7DD2E;J^<`#6-hX2-4LS1gdd7X#Da(( zgL=DwhhxOH3uZPIT2`dd9sqi6?ejGl6={tz{rF^;d;bE+cVYLWiKl0pBr~9sk$1jp z7pP0<3;EDR2Sf!?~wgxMlY1I`E}nVQ@5>lye^D&4)SPN{3B8y=FhX0oXnR~yM63Ur?a{XxWRSz!^;57m+ zXX14Tg7kGUj0SmS;X8;>^!HD7Jt^`44uNn$;ba9Trkry!r74RpC>(DU(lFo`4*~=8 z^=I;$i}Q=`(zi^pmA&aNpK620l|eh6#e1Sj)TJd`+2#ZH7XoXz8#-cno`Fejo|lla z(_WN*gtH$#L6IQngz3cFMov)c>Po5=07+kf;sJlp{gvYAkcC?j@W#<@_}a_F2Aa1wDKQJGL)j+Nh^{0$o&w$Sn@*Ve9s0xe|Fvl(N$N zN_2%-ifaY8p*#y^d0$hc!jFNXn0UCKUh5jaq9EYA)P8WEhg?^fYgnB=`V$^<&&~6m zc<;Igmmpuv9=zItDLQ*SpVk4;)8Uj{2EUzGX#l)a0rmiO;Acv{WX&b6jsMQT)JH_% zH(*>$!_8q4i=cR8x1>pUY~BpkOih7Dy|{f^?y%7v=N+1^+~!}z@}3D310p#j(O+4V zI71ZL77^;mcezHu`P0g9dLS||i2sj-9ElgWCM^}?Oj1GNLYN|kYB4%y`z_1YPVwO- zHi4EHW>}k_X-EDz_zzY>=!^wvc_{Vkk>S}9_O|h zkxrv5fcP*jiVFxN#{YRFk_!nUT1`;_PDPC(d$7>^?ZEG$R9cE_uWv#nMB==^Tak}C z^O=Xy2M~h)BDO6{Br>>S8*i`R1UiW$c&xV=M9;s5avAqw^<|e%V6Pb}&sjJUblhpm z?lX{y8EWHsw_Y=LN`JxW8mz}~$bg9&o&MqT;t2=Aa)YmQoh3 zvI-@k@>~bEErT^nt<2R+fOXu(%wR=8ok?wW+%%-XV9DfI)6cL1;tw;8QYicFM?}x! zRv^3w9Gt#NYrdV|C4<^S=oB6k=Sg}!(k_J_BiZ8C40? z4)U!%G72P%fRM%Y7=H5ZGgS}R=Z}foLHtdUC1NT7ZzB@8difHRCfc5!Kpdz#$tTaD zz^O_mMC;4xA=kY}k=6U)-uY$K>}8vFO<{UzT#@#VPlVS{5^~;;1XGSr(C_@;bt4KH z1hhIm-nQEh1d9%3HYEF7e{KK}P!3fJeVh{UdU^<6*gdg0ICq30VM#YWc{h7?&wYxG z)qZ&qBteqvA!{*wD1{d9b}!Hg<3mu{a(08*wBo(y*?vGC$d<)(=lLr#*URxq&o3#j zXxz$srsmm4$VH*B-7Gm2qydKlK7cKjppoWxWR^0l<5K;-BCP&`XRy z16Q``!nrd~lJodr*{^_CF|<=S*EJje2A@meJ}4l?dqzub6>EOXKftX@pNB1GpbPg5 zX&F|+Qh%nggLD(m6`LUYbC6@IPqeg+1-}4XBCBfQ;YtqCglug@P?k7UmKc)z-FcM6 zW&|*K@TE%sUjY7e9}tLAh^aoVvy_!<2stK4vDlby;)gu=??w_-kP;g}<#gjn;VvJ* z#eAxHq+9;3U?!@^*36;@ZxfW_4g__1Fv8b%b2)i&kE-clQn+C673c!bE~5^`ovKtl zbFtiq8{nR;xWFO1Bz%kv<;kcWYnFzm(=!R-UG+Plku&hIRA4e0K_5=Xsp4JeJ5)k&SmcQ(>&IjXAW48 z&613`mU>-{1;N>wq21k05v(5G2?&^J;}(wqT5HbfH$d#9Da8s=D%l0fWj3I=E?9>u zj(mzIBkCRn?8NKUv93os&S+4jtgCA|G{DyN;z>5ZO(?s}#gOFlQgu{D1WjUp`qTxC zRz`3&@87u3EIJI+&R~nNzhrHUzfy3r=2d+qbSh;K4H36LC=F-3m$&LH5guLp-ht@l z1J!47pw3ERGad{ZapD)0)DHyEv?#6~Tl->`A%|C%hNB=>iNK^?x?X%j_Jr);YvTWo zUKnU4tp$9hlKjnb%Y1lDU7q3rfa)mvl^tZVkFm8PRPE(#;@-)61Gej5cgOViHnmuQ zTmK##Mx6YNX>CvYg$|j@+BpJ`cpI%VsK)9Y6qy(Sv9ufo=DA;gerVZh&VbyNeHMn# z|NEgyItuFhQLtlEyu1gx<*7jh=IMwpupqHeCk+*=y;otn$R;@U~C~@f}`w@(~the1rGjmi8WDGeu*ORMA$!bZu{8<8bjZzK#_*xU@1U5pePRd|OdIPvW*f#g1wJG-Qrykx3 zOC0gaRO{>cftm+DvVg!*0m1d1&jLYJ%{x#mZUjQuNKlNg=BAOv$YY`?>~yw<8)m_8 z-IkOVW5)Kx7K|ix8}CiS7Q2qO`Ae?d>!O!zZvZ6dv8qHB&;zAdMbAjQ5-*D=y#{EP`cM9%yEt`7`)%}v}g zA1WBq>veC$uVzQ=AlslyX5+@H>ysBXlcKT4KV_6ndVWnAxDU^P)A-Fd_S1cg53hRN z;+uofiQ}y9_vvFT$jsb-`xa(S$6*%Pz@WUIKI5D)UE|pSU};fAjp)aoCMNhOGUa*j z)-9zh4v>EL%m^VOyG+P)x8Nskgc^lc*Lwdq#*pf<6YV=;{po{=-ZBdC1ukXf*{zB~ zdDC{wi|Fq;w!d=GXx9h&a-mk{X%PS(zJr=Dy{#mgGSoUr6Ne9|sk^@HrTqf+I!Dye zTYa+zkyu8CcDJK2Q<82OiHw%ztq|AXqmUa;Y;iJKcC57)Uf}41qdtHAQt*By1(472 zfjZ;LjIe_D`Y{?V&0`0~wg`)i$G0eCXrvWW--lwQ$POsh8BMdHo|jsZWuJ|7j% z1S$JRblLHH3DxQ?Zh?^G#WGqV$25EH3EVpAbzo7kxVZ~Sbf+L|YNKuT(9>GyL`Gz% zp?BG!w|TAtK{EfUxmCP2Cy7V;BYB6MeO3J5k6-?5RvuaYN7bVzPhFecqlsyaY@zQ~ z|7<+GPPC@e0#7&mS==s?A^FiHJzk`3Q@A4@zPiI_Yu9HoUQz>sxg2bY7q;`b$OL#8 zHu2pd%~Z(dcdX<%0}nfX2hOVm>E0qVbE4g#DU9NF=sER%^t6ytzBhhNNrjlf@o8yq z*tJD#H)bs{K~`*kLKk6Fp`|jb-s>h8*WC0$&9|}~8nHyVZJC3>k8n8T7PNhr2ZupR zTZ6&5bl>>^9H|^9` z32tX(hONM&q#IZ>n5RB5Rt16tnKy!O$<@}nAK}K)&g6Z0ao$bkW=gl6dk<9F-4@S6 zQKgc&p{v}7#?~T#40hd(6L1b1=lQRGKZr(8OuuKy9C>jIN$v+8YB7ICW#%qiMR&Nb z#VXFby<|PFLk>w6Q8luPM`dcF$V4~l)P;Ai5?ngf9~U3_OrwnpqE*a2kh9CKAWxos z88qxMNUCSr1FFBFfr!_$EG4hPFA2D&5Wds(b%`&^ev*`)YZD)q+=@TT z-z$QXeq~m02rLx=E!ySx}YxM1azJPU)f^(!}yoNx@&fe3J;yrZcF!QglPsH**JxE{1g4h}6X>wpQ-x4S z%K}>q9tB6-VtGK9AZH!bmn+*2`;siz*{q~lXCilL1m`VPIg;4#>hG4_`l>*w{0R50 zbN$i?3!(sj-kJEl@H;3YB=r~B^10l>oKdl+?ZL`#tK4XYnvb&=AfcX|qvO{PYKHGf zBNE6mlF0aox504Pm>Ua7ZLo0M>5PIMGtMPCSgXV+jKX8Rb`61uTarFlul+}}_Ftvj zq7;}-EK0e-zjf1+GDfgrgPz1$V~%o0&_LET5s)}EqAhwIqN$ZO~ zk-IBfV0YK9E;7>+Q=?UweEyoFuuz08DnF zO^0(r$X+CYSGI+ZRaIF%9Kyju7xr0E_;!ZHE$;%j7)H<2Vo@uD>UFbdgFe-9rSvTkJ{9q(P#SU_4x^Zd4_TW#na$U z(PDDY_BjT&Jsk8ooKW|k`vjrWx=J+@EL)vH3nBbyPo?kVWS(85&5WSWw>?tuk?ifD z=OKGx_j1vlKWtq#d7{Ni+kx32h1tmH|D0x9#L&d*Bl2884|% zxIv8ZoN!A~XYjsbFKGFzhLTe1Zk>gUu8M;aj++7YQ)gdwr(sNyb@BlQzS`Y8Y;QDI zLKuQ>R}5j)qPBd*ooq$@CJ1yRvT_M_AG>fh9U4*d1Pf@fCV9U=twRUvFgWGCy%3w^ zQ8R+8@!OILJR0%x$d7E&pVGh|pyiaGKGzlA>1?58AicLtl;H#pbxgE^o@_T<9<19| zMS^q*m{h#aHQ6-!`~-OYO}lhg4G)rVB_vB7XB7iac<70P3_i42&040$V|v3rn8)_9 z3ww<!0T`~r0$BH7)PY`&#Wx8S! zS!b<{LUIW79#bY2lyUEJ5fKW~`UjI>9;X}g>{!G_*p8@TRM{6{O!iw1o>FJflC z^h98G>KL^-nt9A4M#R+w;iPLsY$;d8^Y*Lh2W$JIDMCehD;3l!_x`ao9cf2}iOPpV z9?gEG?Ig74y@%KcQGna^=VD>y;qFV*m+3;}IeCWA2&`VN$!AJ+vlXxwTSzH)>W@ zju@B=f#aYppKcl*^qPXuQYItW#Kk)l=KO9Vf%$$PP|z_QWp6dcp9kya>9x6lI8=AADBtavs5rgv*@GdDB`ysXGANo-KPUDkxONHhm`9wzvF*p$cw)0J8_J12v65k&MYq+`{X5<(v^_L0N#X*-xiOts+e z`D%-gO#jcyazU1I>1#O)!Msh3He)QuI+bohgQS<`;QSON(h@lzvzx7(=8@#FnnGs8 zj_rYsN=c5Zz8u^c>Ukgy1#^p3S=vVK2Gj;8liFh2W!BIIB71>!j09eB&i3=wAO^n& z@!q`B+hsFc4I#NTm#$RtXWW_?w!&ekI>m_*MbkF!W`W2n5A>>Ga4tOcd|i7Lj#p2L ztnO5aI-`$k?B5gTr5aqoiyZK6DWD^rLvuH&E$C?s6}9y;FmWox^BilK3AkOiW*>YM zmc@Cl5rl{@tmRuq6n|O7{_u^z=J1P8MHegaob2h(`I3xD9V?>X$B6JNzE@K3#khtasK`d6%uc&{q@tet(o>3wp8DK6k^&B@=9>bm zAYtYrCicTj4aON;%D_Jq=)aqk!3Pk^|G-@Ml~C6&nRyS;Z?=CXPIv+#;S8$u`*@YP zm06302nQc(U46ykIWVVYuz2ca_FTUDASzGEa6c+tTvnhnTYDP;O3ij1?Q{FWDsFTYbT_G4MYb_ll~N~Jx%`p+T^a~!Y4-5!kY6yoS1&zvJx>6i(&IqUra9!mm?WHxO~yu zE6`(Sk79*P%y|ZDqJ(Ephb-REyFgA1m-qjyRDbt=bAE&NP1|ocjzaWIO5f03%mk}1 zW237gK+v~S8wAa5;-X{Nt>`n~-`BB3_ya=nCx1|<8L2G&%(Db=-MYt0qTq3I7Ge#_ z)xRrCv1}j{2dYP#(mZ@Cq4eqjnQqKT&Mgr?#a7m@(Gs`hp6D+B2DJYS)+lcl%f3z8 zBm-)#ngk+KDKM~mPG7CxQL&+2p7xrhDMwwo!`lBNTR$MA;=Ndq);tH>`=HmHiO6D! z5Ykk(H=TTfU3)lrg&Zh_!zwIECx-1z?pCE7%>spKD?WTc0v<{z&;cPOt3vNBBg4ft zb6-?-o7BGHW7as$x+~B^hKesLJ5dtht)88=;0NZLAJ)+Z=ILYA^A3entCQ1(T&8@q z6RxeAH5oy|>;8KUBHqR+gKmJ##Qlum-2jfSi+Q&Q^B*2LRt!_0NkH z?F$CV(sdAt!#C{gauyZ!7z{ZHvp z3{xWq(ApxFkSTqtu-rtuxjE^61ph}{aa0Ksttok+GC5DGLCrd8JZa7fy8&|f^O6?TA?f(q_Flp7iEn>B{Lp3;rjX~S zkyN!)muJ|xY!}d>HB@-KC<$CIF=GbrZVYJil|ad zCo^Af;$7@Sd@pXPxdT%T$M=Q*qfUU8LTMsQ&ld*R@|tFRoeCesD-bBb9je0$X_Y;c z;3$otv~;u58rAA)#nelIEt&k%S0tL#2|Wf9aqOw+GL`AAg>><%E+myZcMd_nVr;P3 zF~jh4KMv?O6t5(Ns>5eWt25^)>uvRfA|)dn*NuJ&FCKh3uF;!#w5fw;jAY|?G0AV`QHNOyOaNF$Aeq%w4OcS?iO-5pAU zbaxFM($XCQ68f&W_uk+8e*1a;fZ;fpxz@GL^Oxd)t=F5rv6<#W;*?!;0mDU~+&$x| z53yaxV-?Qy79e>juY|V>!L5>g{*P^gWm>vtbwjq7_ONMVWruEH2f2CPMX0Peuh-tZ zOF5Uk`Yru#wTlU&{ar}p)Jpn*h&&?Jxw`oJ(kug=)1*5)NdHz`1M&5W**fN@k7b*A z7DTG(hCwrG^^#?Qw)^QEE1tqqOCIQ5{4_;sp}Lm}5*;N0%tRsD&{eYOb`|1s3cva) zm3t{Dgd#@-Oo`4gI2>Z-)tRqSDx{pG-(h>I*EvEOltS~ruq^U$mL++-;GnKL(v_re_ZvU< z=%|l)aV4|1+8STGdHmNbO{`prSR8%n-C2_-?{bTJC{OD!BI#H_^A>` zoX}4~sJYhIsk^yDe(5&hZYT=;XZ$xkg^L1Da~ zxV9W+h3(l$yo#(KtjGA!JhtKd<7mio$O)eM4TPP426!CF*2bQo5ahz5MVNBS{x3 z+~@`-XTz@$`$LRym+-D2>>vVO#_TsYA(hX&#z)}<>3GP+Do8L*Ru@qZ7(lrHe+6Uz z5@UTLdhGgD;Ac#>2(C;@ACm-(M`H8&Ct`FFE=AaRpH%JhNOOFD$<%4Ke$Cy30F9{* zBw6l#pe5X`1S%-=_(O=}%5!7O-@p#7)uCZsRtri6LIN=a=nSt^k>#DZ4kjMej~L@8 zB~FZdvTujm;+OdHgF8eCq|W*v4>gM+^gN@fks3VFce`?Cn{ZBZbX9yo|ZUD@QGgUF&P{V#J;KX>_#9L?~dRT4~z62k0fKY}%o?op( zyHB}CRaI*iNw4|WT3T=Vr?w{~EjW?wkPCb{Y@_pNdA{}2IevG*UUDRZ_6lQvpZ_W9 z1|0-uz5HQ`IyX6umA~Uh@jO@DmasR=a<|v zu*ifSQJ+SmvsU93Bs$^px`O6K)V}7|!)jo(AK$nbL%pcnx|e*ThBL)Z5ZzK%eV1Pk zgsHPeykf_%&w992^$5C>V@~{UaEj3metu#bF#O%3q%M=Z#tm!x%8m@fSP>Q8(XQ3A zgwJjXzZuLeWPrsJL$#GF&oPEm21=v9jnHuDyn7ff6<>c z0+D2M`H&P^1}G+gk>}aSz23`@>jEW0OT~|)rN|b;=VN<&Alu|a>Awox;H4|DPRc!Y zY(Eo%S64q_@^@ca=5Jev7|JA?_vej1I>98-xDTfs2=&H6UJ2}Q5J2!Rx!J=awy9E2 zW|6%pnFTG+^TJa;OZ_5XftooPkS3cZS)|raA}`Z-u=p#Un-`3TMh@Q@j}q0slja(R zy^}(_0pvA?((B(wUeXgTeNHb@Gm@{MC@3a$cJ--~&=6w0qem}~G~aI4JB*GY*IK); z`d*~1PA{w}UWnzTH0gJRyFOR&PDfJ$XH^9;lf6F`=k3(efr+;zTn)>U3Cm`otSyDB z2tuD3Ct>^Ghu=%Y_kQ!ps=~E)^qJ4=6H;azm#GV)hlh_u7}C9}yyPa5JO4B3JMB&t zEz2$vM8Ga@7n)s24N#m#$(6(H4y32!pQ>62m_h%by(_Md&+CYO0eyatyuPD=1}2}e>M|*|Mio=GPOT&)T0i6i_|}C z5PY4qRdVeLu&x2O5bS6L7o;q8$YbVqmy#j;QP+|$k2EhS49*}%Ax*4mo&M}O3pHP3 z$Cdk`hm-b!f2P9MN@SM>k95?B@JsnxO!p}%oV`TUoX;Kp?OgkR);@gyb=%$QMm-zAl5F0q|V!m>X98DTnBnZ9-|DkG9s>j zxecH{|2x?n8{#|0Q2AzFV7i&@lSt|c!hf-~*$wbTw&BL(*jwUJU*mIm7a}ihgQ{>G zahXGf5UCNZ5t=tv{{4^1FbM4*g&|+tEzgn?PKSt8{U(*`%pum!Pp0?|QV#MAyFR=W z0UjD@no8Wt%cha)`#s;%lpkL|xoWL=tP1D^!=g=C3j^5p5Y`(VfM0BSS5KJYv)Dv$ zvkAe59y8UT72Tc2yM(4;7bFKh0ZGedGv0T4kN>vj7~&*V2)tn#u9>%q3( z{t&mpCSzE8gm~35r-|NwuLO!XG_BiuBbO9su;60T4Hnwl*7=rii35iJ^8kD%Un?~E zgzmxGxCGIxSlWyhWYK@G{WcxlBtk7&H-yBa7#WvjhN}|+jR|YwSQrS)4O_sC*}&Ge zdXMzD7sG^8egW?4N!?L-cBo`So_4LtiZt? zUIv|Qy90{l?1qs0Mwk>~@0Fo6iOD{YiOft1n196IXMZ*7*(Q9_c4spdzW_&*;ksp{ zzC5_yCMUb0=*=_zZTM7j`K^Nm^>3ku@0;Z2B@p{#fUwPX$@ssF&2~rd!{*IlBfYX%3byZSR@^ZSAS?byQPc zu-74YPj}P%fZDmtHViXB(-fLoud8PdA()zM_|5)$H^$N%nZnIH`5LbN+sp(-X3sVY z{5P057{!UK3OmI;6w>M*3`|OjocCt&nYR@UG9*>oD{jNB|0K5+vzqy?HBW`!(D)O& zM>##uLOyHFY28T6E!YnK}f#GpF2vy`2`6oSSx!?#Fg=GS*Egn#*DbUEb%0BL3X(oF znQkpc+86%5oKiyJ%7ArQ)u;6oTL1FGx}Akb3*9)&ntgpL4wT;&4jMocriisJ9yy*o z%iKSoz&JrgvE4jz{}F6AU7(~HPr=}F|A91~{TALJi=!r_iT%cq&@?+z{SdO7Q1g-5 zmWmii$NTtZFIFNZz8+xINI%zD!TYaQh5lzOJHnH|ORg3cVsbxgOW66d+!T_R*FZcc z$9FzJ`H$RMK}^lKX-W38G^Nfd&(|#9fJZK;&_~zddslDY26}#4NSJy5vDK7kwr&eP z6yCrEbaxNHUWOY3D%{GEukS;(62SWNS^y$^SlLa1*p?I=9pCl~bYL<>67qhf&ceJjUmRzTw+AG#WfnS#ys_Y2K2LnzvG@__j2OJCy*_dyyC3 z-+I`XlwD9I$caxxqHEbux@LuxhO-ZFn0^A?+8%2eZ!p9@K4NsS zhEiBlJ>NFAlM(`Es)l8uz9hKyfvJApzPv|>r2Dkxwfl1JHX&v|M+1N{!y>(f8P^%PyB)Bg-I6_jls&F3F5$Q^ryh);9bkLx&$wIihd)GG-0s{ zw2HaEnUUi7n&9>z$7Wi%G*a@f0oyjT&CtdcRF2vv+qNUJzjx~+Fbx9tIwf8!X!(<_ zcz|0nKCsqJzgq`nu^p-D11Lg)8(t#KkiZL3Lga((f460WUl_o>rpiT^t+Q^vU@ywc z!Wuz+_5@0TKuZ0P54WDBVmjcwevoMOHU52Z^lTPL=6-y>F?I**J7pX(^BLR+2^S~X znE4!lzT9W<8h0fB+I;$4`0Agk)cszSG3YmI?R5KTFl%irQ=cTAUyb8Pn04d&rTr?xg;ed_(--Z;fe+38lU}&@KB44l|MW-hu}m zQ&pZ_^5ec8pfrQvCbx93b*#fHY(EZNirt3ziL9>ZN9i;H6BL_8Y&X^MOK7xl7 z99(1#t=FT+S)d7cU2yfcq9%B-x`C{4nyD$o726-&;3w-K;VUva6Z!@a?Y@!nGPetG zt)d%-VFS+j&JwCe)Ku>JGkD@^6eSM?eEfYk0D^Ey+<$&yTXvf2&0v9N8<;;O$};RG z?m`-d+v-yO7NGtiWc&RyuHW^(?Z zDGUYpRFolL53S!*YaRZTkf8L1??=wHs8uJ?*?t0s-~NCZbvNzJU)942SW6sZ&hmAdxCOvqauE64tgpj;IE;hMBrj3knq?`o)*Ectjg{a( zmPdqpdDo)_k0Bo)_TR%Rgkfqp#e7BkuAVTIvZNJ06OprBQ>`c+Vf-ApgQT_D_Z;uxT+9;0bJ4dl_HoN2kr@iJf8In=+|5U#0woqflDQQxZ_4&5s@;=bqj=T zp~EGpLX&O4G*^AHE%}M^>qGGcoL^ZDWc=Dl!H6+B48-ArYz>FV(A0IXrbgEvz_{M` zSEXJ9jr^oz-<<;Q@{5$?WczHP+fvmN>}*zlUYD{Nceaa>lEPGm4t(`gP+rgtluksW zw(@M9NFL4Suq<2S;#(4IDADS?_tgSzViXUr_JtQpA5b{M?NLnvIZ#Y-ojdfgcRJW3 zWFsmDKCv7ts5-zz)eWBqPeGG1F9*yQtP4R5CZ_P#;9wvL>Ol3QaCS z*(`rV*FEB6eOY*=L%O(qmMcn*-@gsUZ$cmg(!J(Elw?cu7Ly98e?nOT-0`$wek4Ndy(~}-5@yJNm*vvPVpa`!z3N^ z>p^qjznW|JDYY4nO!yfl!zvj=<^b+9cj4mNjOkL-_0W@-W$cWTXS3}LF3`Cv(6y<3 z8x_m^W0|SY()}OFBa~%UVycctKJ!QO=4!>5KAtKycN?jJ9B)Y3m~ZlCXiak}8_0+M z+H5m=W)s-}QRO7+?ep9m(1YMI&o;RRxHi9}LP$=9%pDBjYr}Hd6Xpj{uC0P2-Nmg!G_ZlnS$hQ{j7{uI({C;+0^XV0 zOQ15nrfj>ez&g1DqhD45uHYFv|AEHC>rfgmy~GWCZnRZ!7anw_En|t=CH?_J9cvVe znE#DJE=!jmYt;J}WP*GK1YWBWk1Ob8k2Co~E5gL*Q|Dd2wF02?J6r2Kpv7xEA}Zh6 z-oYJfU?t5)M52ioT>(GN>A}ap0yf6L;x_tJhXHNkv?l9;NeGZXIr80z)*4)Xsyl4w zIhY(N5V$ux8TiYdUYu+xa9PunDj*d7A@i#cm$RBV3NosSl^eTS%^|Bz2NtwcFwV20 zOP+Pt%lAE#<0xrJ66QZ~Aw4vqz6+BU8Q!OnS{{iw%euY-Pn$Py&5_mzvt^Fi$~5GV z1jS|XM`;W5u--4kseXwQ4*&QhxQVK?(EjXs_4Qp}{GmKe8TX=r_a1%^aDPAlY|>gR zFP_+w&*BHTPpc2%`kupy#;gO;HH53s@@~r(nGlJJkJE5>d!5+nVcu%BCV9GL^ ztQiIXNZg;Kc4HOF{NolR=6LlD296J<({vWg zs$k-dtJYcMttP}(JmhWr@)uIO3*S{b6!B|Ub*etLgHC9a^n%=kc3_F+shEN1zs#p} zY6=48c)Hg##hkybnQ2sfK z{6pzmPrMkHoL?;8#IGC`>N7j_;*RbK#x9?f@lPw3nE7dsDq$Da#wpBAhQ>9NdtcJe zx!IyuFkv~k`jx<++ zwJ+VI$ze{qbV#oVL$*;aZV&OZxQ$`gLwbG=8$$bqYEBGmTt7 zOR0;@#kLMrS9+mVD8aa9A={K?xpi4A+p=Y3Ts&pClX@I(ADkJlc7a>j1gv%-CG`dmxvd z380U88agWYQ!sjLK{7b1rq3M`-qHO5O394wqEN}W363D9SvzmIPP}i!$-31*i2#B@ z6S)Q9a2Mx5{Y){xhOo0IyUtPIQNrYhQlAajc=e)qo@WUL-`KooOUu~Mt8a7bc)=kvp7Y_DhlIWj+5Mqp8Ah`M=aPsE_gig9VfeTgPwlU% zc%qu$ntd+SGhfu`^>O4KCRK1BRs67zqI@@^G#|2TG2;$*j8ztR?z*n ztUiuds9bf4+$CcDh9H+^U#&i)MJVcD1Irr{AZ*(?!#{g(wN)2nn4^KZBR&CK_Arad z%-)k7F=VAv1D)5Q!jqYGrW2e}`rSN7Ci1Q$efk@aPgazvKmi#z|B(n1(g;aP*A`y` zHa%S0D}QZr5d@s$%$9zK zu|s2JPi?A^90J~QQr}L4L8C0GpdV~!G=|xRv8A|O)31USgt>92WIaaKRFoj)c2-CK z-T^0s;jFnZQ;4Ku3GdZqlPqN+7%=b^V$>%i5 zDHX}2Jh{youJ0KIMmWW5^jz^KUa-HNOJw$*l}v;!%42PgyRr#JCkvy4>5tWL3u^;f z(;f;`#TAEF@XUfk-H{pNog=ygfWq>F%u2?j3|>K~G;NQf{(X@;wN(Rfxy-VAa6(m5 zX#+%;2S-^jgVK*qQ6{|}7XNj1tl@zF_YW$bj|TSRdIPaM1x`2M5lP{BBUvov%vBXd zpfDL}fz@&bt#E%=hg&3&HSh1Resw-p*V67DUqt z7*2fac+RS1z#rx*z&I}Wl|&w#G|dYV9D3OZvOo;grf{@NtO+F;UPIP_EGgosk48Wn z6+GKs@O#&)HhR1h??`#E&)`uM`{|QBlV+S`H!#IJtLOw&L^B!KfIaIJtS}PokATld zTkl~72*gh}N&oU~C=tjCQ694EM4?&H1~fc(PBRFnzvLjutUMPdQOuo zx%a8d-O;p5%kIauX8>Pus5SkN-}&hZGTs_GKRMR3`1~e9mDQ8cMs7>1R{YW*9-mS9 zOKnt6h4zr-LcT=s;d}AN&v;9TOj5g3H%i6T>S;je$~TOJF4TC4t>N&^r-=o%ncnzSy|I z!wB7AiPN1C+B6hRX;#cLHPkgrpZd9_fhn_u(7S0@%aZ>J5{J2pj5bQ!Y_H4R_s9vK-SZ>HFUdVu8*-3B$fK z6cD@2iz*#N&lUw{G@L4^cX`RldZDGLRwmZaSS9x#gVz_kz=KSBLgCxA51gdId(i}W zfYGTi_ll|nl}fwjjbLNz=2^0e(|eiGa(_My1#ZMJG1S=)UUvyMnMxoXZvCvEl+@+5 zQ|+^V2?O=BvCNi9%Zl*FAcp`P83Pd~1XKU$sLg{3lm+2lpp6NpzD+vP z(^M$g4%d^Z~>-1bl=)l&b9eL!>d6us5$ZVpq+%0av(iL0Q&i29*3~n~WG>dqZ1-{zPr8HPDqlUli zkVo(l3SXmheKlLz+Tdzhd&nIp1?4#0I`#6UmR%j?gU5kgx2KBqgFgkXZOnxEhI&5c zZAHg3x-eN*4-A}Q=e%XXIPsU?wSi*1Lc} z`8g}!7NGdqsM+v=c@Eww{lOZSxyLd3HPdAO)93c}m%^tcJ%N)|{o5a1d;sYCKwEYH zp1y2p-ZXd^)i4PnjCPju2fo56SkcT$@V&<&SH7pO=gG=-yp_cD3L;3Nei`ESy-68w zQ$p+YMkAA)juQpiJ|9a0_~2XY)r#C&^^>s8J>87qHl5T}!x-U2&ydL`b{CGb*FYGQ;?16=BfZi=jx_rTY)+t72Y-{y*`#gmDZ5E*qSHv7w^?xWq$=4pEN#04QqWvyi6=5gN9$lpoHH^pHtPF~ya_yYxboZf5ZC_$OI zNZfMD5>`vbS)Y*<^6lQPM<*7}l8F5^d0FyWyJXiZR}tK(t7b4u5>B;<`G zZnFwP%=?1;!w@2CDUh|X5jS%qSccB^tIKgHlF<$BSkVm62ZH3n22qR)M;;I{h1gbT znT$6=@w|E15#!*A2rNdud#ZZgS|jyx@rG5x`^9+{@@vr7%B&IG_+90JJsA2d@|&Ht zFh@_L#~tG*oe>3hs&d29ipHq|!HMz6dutKt%Bmhv ze)V{IoqCDSy7mV@G_{CNedt%GZchLjBLpVIH;IR9W@nuh))$w7Vc+?64z#AsYl*q# z;&`R;7&~d1WJI|FXFXnFgS|eDX6Yh|ok?FGTt9Y6!= ze8Tn)C^J)xm}5i_DGRR~urxl#P8r)7F2> za*mEaM<8N`vI-%VOIC7@C}mr5XVK>Qg}BPG(frkVjZXXUd+`-v#Z!Y3adW{{CA&3Y zN&euvq{QJ=6v;xDuquUvf-Q|vxw)Vb=uqgN@{4Owy2r%Omrc|i<4m=Q;i#Nh@PCIN zkiy_0ZJmi**5dq3mc%pMmQrJ$z1 zA99n9(Cg+aTsP3Be2KwHNxf)tL1(!5S&@Lt%s-SMR9C~?yVHNrNYIGD(m;_s=}9Uk z{e@y(s8&xG)l^uL^~=T2X7&e2v1~}lLY!48nzXv~hE|#tvPgvV>;$y!we89_1a(U* z)%W4YMUk$Hn2Lw6^S}= zwwo+!H496k`aSz>P>v$l7OnY4gyepPX+#^(V~ZHKbob%2ZcY%A=*RM!K_WVWoA84PQA&NiXX&Fw~?iBi1WT(H=U2r`kZ~kL1ad z_35|p*IPo~+s%tZ-Yadshk@v2`nW3~nj4?VXcUt6G3&1rGr*%yN}9P*x_C=)vetJo zX?g?Ts+oyJbs>HVd4(|3(i7{&zoEm&FVjE;YyNNUruqnvbNP0;)Y+%lnrcfv(nNh8 zD}p+#_~i6^H_AQf;(2;mWgI`bg?~-9{QgwbGcV0|gQvpqIizZyv3eD1ZD`7i zfY<${$C=@uE>4o8_@|vvo4sobtSV8v@)HGhlgcqk0#CQ?doIlF1j!yjH% zpE{*SJM+(&EpHP?Yl^e#F1)5p^BhTLrRhdA#j+h=_+c33R+X!4x(C3RT zN~BhgsyT*^FNoY&qGnMKoodFv!deia{(S|cxKTA4VPW4X9YxC6dOc(>)&?3H%;q$; z(!!4~4!Os3-DOl>wVEdQIIVnx5~(oJY2TT2v6d(YzlfisS`{k*sU2S@f)m&?DnJp|lFq5pSb2LbLUf->LTrqT5+xzQU4> zXCYfkN$v`rav0(g7dU*@ zc9_W%6i<`Su(6iDj9}~aGrYyHOm$-K>Ef9&LlL#?Q^nsJiszif{8X^=te?%fD`R2*tX zcoGp+7ND^)^=)@9D2aV%K1I?^8(ENpYn4KkC;V-S2J2#sK;H$iQZP*N$ox9f`23~t zs>_9SJO(FOxYD=iqvR)6YCG%riBBIonq)e-=&ZY~Vy;3c3cloeR8vO0E_XzAakU_k z++=po?#Q-x0V1hfE9t{lwJ(nz`xXUJ1cFWh`2_ck8VkvTJd$w=qg748;`zg54l zH`14_Z=XF$%FTFGDv|5Vdi%9br-32z8m>X?R>&fCX1+Bi=I20Rr94xKy=yzShVI1N z91IN^WL^Oqnz7dDsIe)5Wr<7Z?K{@m108b9!oJkaDWM^kAZ?~gqD=q)`m%(B2`)+Q;qM0ZctK*!mntgz5%k-BrGdgLMjv#skjzKDZ+CGC=nLvmBQg1e9 zRU}ep z(>g+2mYA?HfqGS~N?j(txC&X*`|`vL4@J7QrTu{h8#2pp*GGOVMQ9zbE}5(iqc2{; zGI{?Qu!`^S*1y{;ZLUdJ!<}@)ZZAY_j+@e6UP@9|eJ3W)-mep$tiKdI1woE%5nb2u z>`%L3<%bgkU6(;T;(Qt-@JLhn~n0#}d$*_K%k={wN+-h z`N~+}2x+yAp%{1uPm^>~9B;s?9uutC6i-uhF*8Z(f{ctwcZad9IF24l-PwZcTsM<1 zmlZTL+NPq6agw*4Nk;2bs45UOVIrWa3JRnav2=AjAKXLy;F~Y zNA^WByxLcf>v3~oi9wu?mr!9I8%$2(z8gH=;rjmZ-%6C)u#O(u@WP4SD>r+qTYi7ZF&nYbeGAuU%5g2{mh65NN0FP95b9}QR_tp6hm$zO+Y9lT~H+yLWcD`LQ1C(Utbps zN0r?8RLcZG{#mk4H4X!9`XVsG2bf)Pmw#N~G*2!L?m!`NBYP=`%eIZs?DqI|?yr?z zBH=O)Bz-?}zMsvdLD@0<2=eu!6iA}7EuNz?tIlO)ot}kMuTDHti6zT;`qPv2ShbRc z{X1!zkr6K}SKQ+jq!0$j7IZmFN1%?VPg&GZ#R7-o$+f-PQnN^mi`0aSN&HVk&z7Et zOII^890F<=3NEV}QRf}6W@Tj21q3M{)==9(9~^o^LX{zUissBXVo1S(7ayzYf3g5X z((pPf59!do0yXpMt-D0j9*r8=olaPB+dw3 zjKpQU%<$S*&9W#SgidwPkx1;TdkR`J3O;4pY?a|OhLhFu2pK{VCDHKo#GN2&CcbRI zAk|MXsLLv46^oUalzK~-=G)RL&NS7xBC|{CXs#B=R?OeGBx;lIkqWm#(Pc9 z?N6@~{l^dp`;>-yQVgT{9n@v*ho4;i1}IzMK!VIe!i1S>K$UWWJsM}_ODY;nhlj_= z9+U?DF|$p}Z)pl2RqK(k{ZJE(@#>k@yuZrPD$%}|e3f_E32+{AMs4}xV0a!L$7v6{ z4$*M2PR*?`!R2m`4=o)+rw=0)%}#D*Z2}ib!(T|p=b(iGS&Yb($OJZI6mtwi?%W6$ zl!Ae(ix|DEp?p)XExkbem~gIdy=^W$Qlb1sldf0=IL1u53&R*uE;8~_5+-&{jD;C3 zRr5o%{8L(Q^8Isb}V_wFK=z~tP&FE25Xd|a%JKASH#b2Y@S&hi~ifR z_8f+4zRn~PUmNj}Q`8ZijJnlAsWHe!Xvdsx< zZiRDK#a$}fOmy|NavLY)$MNR8-g!=J7pjh0Q5!fkuXU>Fyf_6jFpEqgdK$#`#%92E zrUCn#dD^137oZ~~=bc#_e1>Zr$*{?AMvgzwN|rpW5vMmAiw>`@ic=1xikx1%mdMeZOj%?H;woU8Re zSJovm;GV9L=ln-!WV=eJXdY=(bBSf!n6nq6QFFWM*Y!tO$u(%(Zqz)%Zr(D(X6N@e zuLS;--Y}ASErC^(p&bf`t{3N$pqM#aM0`dPziB$ z>)Gm#vQqbo-?#QgWRGgbZ>_S`*%FbzJceA1S*RIug!II3kUZ@=415|y*N%--UF-w-UfjG~`0<4;-)f$f2 zZpN}6pbJ~!TPE&FzLU$})pCJ#GGBw2#y_67~Y!!$p0q7+0(#@Drz47RdLfTB*UH-+cC$ zkQ+i4R5c=RHRNKjQ=8P0gNvT`hQN)@2VS)}fF!Q->RB6Ha--qTXN;crVYX_yrGjj9 zG0d8`U2&>FK6E= zO|p22*UuI6L2qgKX}rpeJeK`g#T!rkKTcioRNq7kDcYY0>aI#T8~PNF(JoZkU&5q$ z!(UTDXUh|aSIg8sT}Lj{VMTUML#eM}i(9R#7AD#ys(oBr`gpL^jLGVd{ZLGjWpfLH z=%Z!i3io7Wt-7X`WoEtw9g@kAA~%; zVBc#}I52Qk#s0SMChN0zt$1OzWj6Y^VD)txW}9QYa$j{gqDOlIB~8E$`R9EuR_6D( zW3PURMp?$VltT~g{=H`7qa#Uua?R-MaL}Bla8B);{h{%8)SN2~qA|)lvoR&G_!ej6 zv0zGZYD1r4T0Y0}_kOB|C3)BLnI=aJEy94m-&OC&jb<#u@cM6mes#VHtB+ZH{6Ho3 zK#&^KtuE-JyfoZ3$1?rOdcFQ3rYO)*Jl!&XBN=NZ|KpU`h;ZqPR?snATOWIMK}8f`R2RYejvCZXrHo{U5_ zKd3m-`BK;(_1dBO!#$2BPH~^X5J30I4bhjED0~qDLCh=Qg0m) z`ZTgw4+xf{dVXN`r-Nu~yB7%Bg>1N$@+Y5g_o3P9J`B$h%wcA+j9Tlo0UXQB73-~h z+N$ElZ8h_6O`h~G|45i)E)<+EzVazUKwWx?Vn1iZn%TVbkHWOW4&H>&y-x336WFAU5QMK8E4@mY1o=8PSxZWU}r2>RdtCZz^@DamjcY%VhZ? zUCXLIJzC`82|uq4c$56DiSt<@iU~patdL-sU46I+uFJ7z^{cp}6l zLnZYCyToPrTHYIsNb(n@@Q=D=vTkyYX%l$bJEZwcVP&$>PGo$Ze!I$Ekwrpa2}>+e zfSh{1)i^8p5)1iL6Ayg6@?&dD1J5l<(@O(TPMj>XNBb%~YzRiLeiV}O+UUB3Jr`wI z8$$@Wk>Fk#MuHg6)EFudARC)MwEau^(ec;xM0btl)zE{8P0qav9Ro~KhWa}RD*1Pb zcf=AZv7ar;hhW%SnQ|&QPV02C&ne#7|9ppSAN^eRB~_AQ!Mmfs7a3DEW918$N3B=C zmQR{}FMhY2XnR&@IsP6i*8;sW7bCk6nbX$-^*96^X;E8&at-XuRGsL2yL=qQ1yg** zc~dDa0T?3prxXLVQ+>T~kBtj}*alHE4yFs*VY6~cA|9qRzsB7c_sS+y2YLBq1#?O8 zUd6HOuDu$T!Y1Ic5Rt1I^i$KV=VpI1@$9tYxfV$b(H2e&d&MA z0^{2_rpeX%VmV_~+E3!%c$H~th*(MML=ogpJE!{5*zOILs0B`SHv(JULoMIe>LCVe z?Sv8+ArkDvpGREUjgX2d+xNG`%oLS4ZG$Cm$Xa=K`BVKL=3S*5Joj8&3-yf{V$8ex^%jn+NqTs~u6T8PQJIbQwXJha^uE~6g< z7G$pR-HVprh?D6SfQAv#u)QVg#K)7rkkDdhm9cBRS*ra>KVM?o2$cZMkRE+Sw5whd zJkVt$5$WW~(~M9*NN7hS&gV7nz6kvmRQ--OC_>IovT089Z0vy#?}-Qxf3HzKE89=U zu*tZZ1_|Hl^Hn`Ary4re>PY^0(hNO?IMu+j(O~XNW;GB@xz|_tJ^KmNZIPW^?EEBy z$mc!k%mqdyn!?%mqlB&Pc`vUM&(-0At|~3!xpTG@bbWrI3|r)~R;!j^KT^+tl02eo z&{%H=;+OG~!s0LlboY#!^h~ZlyUHI74L&%I9GT6UUlt+0TS6LM^fgEEn?9AgY9F>|-_Mg$bZ1aU8w)Aiy5n-Xj07AkTr9~*qd41~-@_Of5+9=&JY}T2B*59vL_7SJeRk_z!e*L(mQnXj=9&$G>sD?Yj1T;fu!FVn?#9 z>`UnuBE86){{dd8lyJtjF6N76ZQ+_cr0)R2?(efdzPkNVeeOWf)`H1(39&@DjFN@U znq!jQ>i#+2u5Y#sU|}gTu{if8Je45)oJyC+QiKtwR2y?yh23$T7R@#CR>*XcHsg>V z)QddL;dt=4T}}GnVa|mX^cFi_`G$uqyNEa_j!{DSL$b3LFh;#HuFE?Ab(I3q^ww$6 z?(R48igD-^G^ZM+6Fc)hO{kA|rj^b@#7QfkB|F-?u9s&_v_J7 zK6-;F+l^{k5w=r6Hbl^#XV+0>QJm%7ztR2ozJFiygmx>g-%YgR#G9tApu{|tD?R14 z()F<{Ei^TMSOG_+FJrNY209o6`R5_WLe=aSw|R=1{K;UrRAp~mo~Txy4kpztz{*Vc z8P}(Ra-IV!nbv+8fVzwJx98%kYipTtK*O}$a1b5yR4K##LhSOSx6eFB&qiC(T+jgX z!9bnW8mtKf*J<F&pN3 zr!%V+1x=3XjukohQ73=1!ZG!fxvK_%(jsnWEk$!Nx|A#jm-TM5-_jB-3DfYElYC7` zvN=e)g3C}pg!46O^v)smQ;QTT%u>&43~R{5XI4G7+v0>L{|&CbrOlY;U`|V{&<&ll z?#gjv*%H-OxY7P`5eNM_*S+slOWjuBlvW5$bJbBKJ*Z8}F_)|RUDB+N5b^GYhpzl$ z@xpn(rYJ1W+Chr|`NU&?oaQUT!TH@G}bW^2(B=;e; zrx&r?Na-$(V=etU$)V^O*U?a-d3ytf&}l~^>L+azm%{k%55D=UkPQx~_%IE>j>!sj zz3+-f@}t~%791yaDapmj%O$e9pE0LXcRn_O^EVabG3KfAjBS@*tRhy`Utc6CSg5_W zVYHO}bF(sUWIOoHoTKmLa}lrYiS@fWNHxCugd8*Gh^G(#GyD`CM9YH#h z^Xk??<^_1ys3Eo;Y{VyZJ85|eEpy1@*D3Y1zmzf(El+G=rtIYE(p)WQ^%mKASdyh|JW5@pqgO|Aa=)J5!qVa>xF%FBOYCSpXL^QRIxhVUFa*e@Y|7xT|G!L%bi6) zRfzuFEDno#QBal39F{de{Hs5xt%`(SJTvFn(abOHwt4}&!V8f4ZUe(CcHr?>{~3HH zc`PIHU`b@iGajh$qus~}+8QhQCJj;aMU882P9i%JBN{B@Izw5uAxlkf?i(Mu#O;^cJ@UddW zi2fP(`b+x1PRvg%{l1Uz6LY2gLf4I!N_a80YrbSNF9S1quZL$ZeLKLlt0>Q@3zfFk zin0waL-B-&EqR{{Kl>uR@Y}x7|DozEprY*BaQ%Tuh?J-xjp!iKA)P8xGoT=dbVw;f zcb6g}Akqve9TI|cr*sUR(vkx+)R1S7-}(RloV8f2B`$`U_ucP~=eh6erWtehlHOG$ z;@2EtyQeI%lgC_^r#tdRFMj)i_Bh_$cYz{Z;bD@!FE$cS=1P!HGWVmMZo>X*yEr9M zf_nypDLmaDLq0q-W)CDl>RG>#nUPUID;*OHsdxSyG4!xWbb3(|_`E;XqXKLCjc`Hd z;Th`|Fw12ZOp68jCz0Z-4J*z5yhUI?xazL(e7t~7(pP%GwAgqdRlH3iI*trq99i;~ zpR$wRQf@H*G-Kw@mOXQ@9ZsIeL11s-a$V~V@mF&sU8wO|pxD{n5{s|xq+0I{@5!{~PkB!u7nc*709=j<@KS1S6vJ^sKqGt(& z>eKg_58AA+D_p?bDVYwYkxL3?^K;6V@%yGmNwF~$nTZ|pHNovEPD@_TH`i?(?(v>q z>ps>RX_wQ_{_Mu3LSC{%*hH zh{6QLdE9dH#g>X)>k}cta!_RImhf zGObTj^f(_94t7j@iVa}*t`J|NMtDg)ThGmy>&&=F=*oNXOk|`4eq}7cO#1a0$G4aM zfiC{SSIA3NXOC)nB2SXV=TtUoD%pSEFf5(tNrc-Tpa~AYFh_7WHwI zalH-M{BFuhO`^#upYr*#F*05DU7(VmYPjf7ZVwTCkOD2S{-EE{Jn@iYGu{FlUmsGI zh#~z-zeHPJYTc4b70(+xUt*hl@jA;{cZJdOlSsTTlfCd>K}g9eb3ki!WoI+h_veIk zc^QGJCwUUVc@kym(|_)qRcAa2GrC8XigqA-Q6{5T6L*4fJXp zzQi}x@n9RNA!X4aGRWn4^3O;k;X>*j(xra?v!(imUL9bnEUl1wI&k%r2o+OCLK!!D3?UyE$H? z(VM6w$E>=1EwQHdSK6a7rzI0Fij^p=7EWc9J2S%*Oy7nEh_?hW%yUk=roSJvq3&#} zEbBdunoY?;tx}US5h|Q4t&3zLmE|Fj^T`@b^Vwm3#Eu|UN~JAvKDMVA*;$a-X8fKi z04$TKXtPJanI3)QJ!ok=^~?jYb)KtgW&W*~o!NV4yvx@og2b1G*fV+Ym&nA`P2y#Y ztwRxO>IX#8YX0z!+PTBr)7@|xNG1ktJ`+=H*NVC)K7390M5n&W=}~S1!N$r9>@6?| z@u+C|{oRS@>0GNh*!{vBtOIpBxu(QLj9p8@y|v%wWi5V)%&Xslhbfz+8V!AovE!_G`g{H6{E`x8%f#lr z+b#?sYHaAM2(=3VbyX0q@oMu_(~LQS?4m^8GI`Lltfc$GobG|KPOyNsg80;{a&pZ- z&SgnLbv2IkTtxKI9Wawp>_`2k{QYq$nfy)bvmkwyZhGCA`e^qYp)k(I=(0wd5mIaY z)x!&kEWt(v@1|@C7l=DEE}Um3)F-s5?S@g55dCsz1z{~_>!A4qyc`8d3q8GRCj{@Q zN>7CCbkyw3`}+u(w_I3;B7{eRc88?lG7I~d>)Z8Yi>6GLuO@R?FKzazcUT6RVk=q+ z9Pv))g{hD~VT-3-tFFs@dhm0X}@UBkn^nCV^d+(c+5oVNJ8DfN&;U;6CJYJv*Sf6<0hp$w@e5nH{X` zL;BH782X?4*g>ku0Rw&Ak9AC@-%~#Is}w18D0BCh$aM6BZ`*c=!Z3u60}}ElRN8W( zdNIhGY$CWxi%))f@s`0`-cnQ`iC}2`7q{`!%akdC4}4G=zjRl)X~(&D-9G&Emk(vbz&{6Z;?pCg za@?m^CYE6{#|`U_Xmr`R4KVv&l;tVsB z%djeBDRL|Ue0U1CU{pnjm*^NJpDSVd=ud~DoP6G+Y^&cAMGf!BN~3Rm)Evl=533dq z*9@0>ouncXrftZ$a#;5|d9ZxD=#wXpo@3ZnzIgjJjtQS^6Xwq~bw@f4&I|hK zd}@>)L782q&`xbv$Y@b=h&vYF~y#cfB)g{_h_w|;1+*2(C4^b=YM#Oik2L&ydVDf(S(uM zTWy5cw`X`6$sZ0`Y;I`%7E&&k3~7p{;?q#Ee-vOrzimXl(UDq*$s-h{85)zHp6%tw zvOSUdA#h_GmXvV&nz@a6?!uaXg7=2eYDoaeXe$6&sLwpRGIe;5*xXa%Z303mtm@<{ zMT1A?uAU>#1a>=dRjl)jYPy&;{>~Sp?5!3soWsNhztU)RS9b`D=ppKt*HdMBtzV8D zujC}0hrW6(R|3q-Ki{7YC}b}-brUjp^G|O{r(`(yUn8IXBRGaf`^dRI+7`)Ii_I{Y zGEf?t23;Gf+aQ#=N}vTg(G~-nO%aK@XMgprh;K%n?P=`IW(ixZ=!u3K?FUv8#+uzY z3}_iV`-?}nbb+p2IWrDOr#8@C_V1ST4+*G>d31b|BY0}0Oj0r;%qW@)p#MYGS9{)! z@}~?d^Q)AFb;zjj*PfvV>HBv{_Y5{J`N0#!)LB1)FOL; z#aVS(*w_+Bw%UhnzFX)Hk%rRvWkJN|6Tug+V#a_0h@C~U-56pIs0Lhh#wnDJOci*p zbsvlvf#{m^i<}@p&4(JL&ILk z*x`bqB?au;PCx$s8P!^N)3?r4aGh^6q}7QrJBsiA+XA9*Ao(3S4()(*a+~Z!EjZ#adqIeMapnm#z`H=O1!n|2gnIKNyeD zv6+y6<`{uj|BjN$dE|vL@cSTiq`Qx|*!;eQ>}M`cm8gQ?qee?MI)DC( zT!o+NAL{*a61UtJC@WXI+Dijmpr+2wR^Tq+#1c*$J(}ClbPM}J?Ky7u)W~411hGxN zz4_8_RR=p`ajOZC$W{$FBW#Y6y{#rPnx}s|JK91C&J3(d*( zyNk^5^9MpUznGKJ6Xr6!nP#zvNDtc$hxVLR+lRfGx^lr(uXkjy4+*rtRuUpas z4lj^A62300loNMe;#O(=5q|WlenV3*h2}oEhTtnLpvjVZ^1;5l4m@u=^Y~M=GJAJ`w>Q~YyLIeETG1% z?>yezaubBMBA(ofzC{(UOW<(2W3>aNeOY(3HEs&wS%h1sn4Wq~kn0Z2xqxJzN3G=2 zQ!T=B9zD?Nn|p3vkX|nIt6Qa3b2J0-N*^EcG8Rul^4c)~PimHBSjlgLf3Yats|IqF z7GLX1jkJt8izqZs3k!x17!%D1rR(BA1(ltvXXiLzpwYV7K&1GrTD5oyWM$JQ*uI?X zOX!a*uL0nuD{9^W+y1>fx@1G6s9dSDWpa=Knq9)-*CxoHnsPW-yoNTp zFi$<<;@C2S$dDIF_peg(zX{FW6Y`g?sNs5C1e)+=6E9Rp%M zEetgX5uQZ__~GEfRrukDkv{n5s_LEBUi1zcLkMqAOerie!Q6#@^2rYa@JHHq`mCUw$M}!^ zv!S9FhnBTSpVflcnbh!qFSwwZY`{?hZ=hII0ImfyMY9#lDz4&`xctGbKPeq(zFu8fb%b z>s3)QGc^Kp5xhAI>qJxCJDB^LI{-iecv>Zo>)Mz3g-fXP&|C;{^45fG^YW}6mx5p_ z^I~I`Ed$`h<776?P={9hhU!XL113@_re?*qWsjLze7vBBjs=3(b=huK@HyBU}H&bT3;FpaeKpaZH_elCzG|BD@S)l0q6GlY-fgus zzbnKP+iHLXDZOHazdgu_;0}U0ny1Oa8ob8E^@pFL{@^;6Gc32ZjUg=I0JfU4^u!S) z=lXh%7zKZynYo*WW`wy5aL5}bDqR4CkG)XjXa1KRy%ROQ0LjGoDztX?6r#k3^zkQi z#+g-*%BkK(mHcN$KgP}I(i-m{{M}^zeadhT8mwunmPp8HNEEfqhXgt-P8x%7fU0f~ zPUph^r8+3xVch~1yZIOwu{`yMU&W+iG~)vYeGd-6^TP51=Y`|~(43zG&Na=-_z*7s zGFFiz;#@BUjchx!_xR@Vs{yqjx)>iZdzhaTxXv=;n1V^F_WSz;Qu>SGuCSP4TX)*u z1^e%&2W*1QnDL;u>V9A4B?j;*A5ma1y+A$dnzhTft*0uKV@7 zQ@=g_NDnSpy$*nJDB@*u9VsMtWeaO{txM&P+t{UFtii@lS!D0v05ZlP6qyv4wk;$v zq`>F6NcA(y@f$6@#UkKlKdAy3hgRTPW}1%cpa}oP=3Rngwg7@H6Ln;Yu|*jNs@UhC zz!+@fNNl|~bz4DOUux^kgF31kmg>Q_V56}cTUmGCM(Y&BnY;_idolRG&&+p+U^Vsg zn+LZt?v(%rBGHzsi{r$p7kKR!&>%&w9^B`3R~pBoY}vsz&9*0B7*v7dSO#nuEI+yT ztS@mxx!cl0eu6lX2f*{1R;>)N-LF20<4}IRpY}N;9iy7SHk_sbP=$g)uz|SO68-#x z4YQmX90qRzWHWv;z$FG(HO~WFFkp4hzEkuQ5XB`*qk!XBQgYi$jTH2=PU)njPV4iM zlg`a1RLFh64uWt43*OQl_4Ii#3@26io?vigl1`M6l{nyjh1yv>l#<8);55vMB4YO9 zs{?L16p$Xf;s!;U}rBM=bxIrTz{CN8G@7{P`xz zYp7ZN-Jim;{%bfdro)=An&DB+xO`YKh(b(P{}awjn1>tnfAMhulJhdizvP0A8LKE8 z--B6lAzm7!d?!%Kw^QEd0Zvn)sX2fan`cQ~yUkt9HP14%2d#MvoFFSK1ArsY`R>J>Q#IlNPZC)_lD5 zNo4B9{^IS%BXF9*fn0;JYs{CDsF|tamGE(k zTNMCXUoj^#05R|)%GU;}GI)>%U1Y&c??C#ax-8gBX{;aVU8cJ@6vf$z`NnIS2%G@a zD93z!x?y}rEg+$^>Lu@P#2f(yC{+p|VbNrjg8KsW=?PH$`Vr%)X_5MMnEbQnXU3XE z{}$Q*&SSl1_&4eXR)+h~IJxu(5L8^|6eFj~i;uZ_TbreB8*UqFTnD;}*W=R?tP~o? z012)1{uQz=5alj|3!P`sO`5&iBJ{KdDs^xP_Ge;s$L+kTyz6yD_)*$(QulmK>ZMmW z)JTfm+Bxa6C>BUL;d~tLn?8$ki!k6reM;_bs2HB8CuQn_8TbSBF2RRyE)MvlW*@!= zJ;wKrSF-QnDuW_S+A=fYwCk4L2+ioi;WkO8DHLe@qWHeOqBUh1EGPF}AT=b$4Ug7J z5Du^1Z>l&o_^k<=vavj9_mJiP-r0CM@JZERFD`AL(SWH&J)8!h28U4)89jO{fF66d z=*{KhkswJcBp1x+qCJy)6LzX(H(@8U8gJTy@;R!VTIMspJI?H{#EH6a;7?FHxGQV% z^^2xRy`*45bxPgK(r+Z(Z5EPCccS8|ShEzjm%qsNryJdV{U$P`yALq>gkG%QaWP3m z`vA=|-FDp?r%-S*(|Zx1SlQUc9ac&JlP-u%c!DKOR8W_}JYo)fo=%dD$*<;F8h`iy zU>jj1K-`5ozDK;m=R`TtbZS*Qdw0S6hAHkKvs`4xuKeGv4|r*ip|gkjAXa<);O7-euxMORfz_a97Z-7E)1>^|_wsbU6}kD50@NJR@nI<|2<5&InhJdu^}a9J z0I#W7;I8Ap!}@oXO#B*6vJZ})C=u1T(mt#2=$0na?e<@x+2BPPuI?UoUa#{h(y zS`W_lJmz) z?hB9!UbbB-*IhgM_Prsh_xwGf%*uEn!3y>^}YHzM~T9buJ1h_pMD~HH>Wi9s5{|A!6%;qo5OANI7Ya-ABS?s8CA$|%W5bL z?D4UyReOiPhkkoW7wog?ZQ~W{>NxA-aGVXVl=>%%obX{58=a{xxo*aWdLIg;KzfRC zM{rFoP8qE0l~X$Jg@d@+QqGU%pBqgWVY@ktKYL!^y?#n|*3)>VvM!~#gm#?r=LK)x z-(z*bw_qL)g*)-C?%>ER@mkjLrl)6S zyq>Q!4h!R)Fth1;e-Oun-GIuRYI14^N)VkWBF`nES&P6b4z?4ikvQB$;*a8;zkXO} zb<$^}ext~8K3+jQNJ<63ziQtP!eop1YC z-_3d43h|5HcR9uh{c4msk2DY#kcYuBQTHD=6jv>Nnm9C#{k}mjR(LVOx52mGZhnH> z#MC6P(q%GxgVdc)AByv5^J|}MFGK+KN;?88jpiu?zX#9F!)%c`0NCWsqhr-9@9nec zFog{sIKg%+sljf*;_JVXn!nRJlmm}C=@*R3AD|?P%{1$e1@ZI-sxKohk0Zd?owhZ^ z7Lu6j;3S2c?gO3%`<+AL#oxjGt1xS6xND;pOk$-A=%Q{pQn>C}?ZZmw~2H^k- z0>~s5UrQ1m?vT=SyOe zNW680cl(()Po@d$_y?F=XNL&WFkh@ux2dq|5aSl^8ATJIu3!eyB9LMHZSn1rtI zmxnFum31V3t{FvjA()tAFEei4jbnhNoyFyje=7F@_uOVOO=c`csIR`RawJa8dqabp zy5#1<9Dtp0&t2^nCmSDdA6Hak7g02jnmJ28+*}_Dax6`P<-W>10Lm+s`tsx>omEI0 zPm2qoPo^aNx51}Y0wnwb0D&*Rrq(c5?b*H5ub=t9_!j*4(;zc{h&+x-yRPqvNoON!ph z^=%2ys}4|?7pV5KJeh`22yGY+XRj}KKKi4c_|uwYAaRt-BeK>3_otEJx~n znt?r4R|nxq!~9DoB880&!0wq?-*X#)+|BWJJHHZ35_c<diu$jAJ{(%GE;XcL{F}# z9Obi}Cyq=KsAu_3#rZJIkJdEMtg|-mBe93b)jfrJ`_9@u0LrY(RT#O$u>B?_7033x z(B6t5%aD0w$(SvJDUI+h9H9_lb&Kpj%bfQqhuKt0W4qKkr0X474W?3_kc(x8-SRo^ zpfcPLKVX!a0e}^5?@VW~2*kBil6)QZKF2jz|9-_w;~Ss+ken4`%KAN9J~%}X9IX< zmsH|#)#@I!vWd5yH7WIr6An$RzW4w#F3sa71f*6TRNbT1PJW?AesV%*lv-KFUkqsm z_ci85hRVrVpFd-1a}JV+x@7LXpioz+&U#F96xzgcEBnOxSj65c@$7XtFufUZNUclB z;9^Rq3DeueEDexOuGDo=glcLYTld^hIlWXLCg#ZC_PE8$%0Xpq1|vjeF=ZYtsdXkR z8@qPiMy+OzQId!oXGB`sVl3#YRGO@QqWxTR4d}9{uU&X~Jmq_N z;I)yX?6@v? zIbM2^<{|R_xt;!V{)jDLe`Ltuq<;TbrqxO9MpD%u&X?6fjL8JE08sAsIk+5MBxvma z;~%Wj(o?%vYtSc+yYD#X7Arq0$=|#c&!X76P^aOMzj(ak+Ng__7U0)9AX8dmGxRzF z$|A00yQTWI`e!8oPh%0gc#ol>)VYWng|i)Jxk-8_6QK5A3^%Le!N;*Lbhk2O0@s! zlJ{C=wr$my!VIT2G&?RduCsE9}f=H%c?F}E?4t_jLZdjuOL)- z7ft!ZaLta@+Q$-hMki`RY727)o#lFE*-v~QY~4A3-E<$Fpp6cC_}m!zQQnj~}X3cG9(I0wtlGd`=!5oLj}+bp z1c@;DkX`=KH=WGJRi+2Gw`FT|`dYt{GXYT1_sg?^OY4L?-@BDofKRq7@F64euwp|Z z&;sHT66$uWnjP+RTD!8opx?!~jz0AYb?0%#3Gfz(8lBg>QZe&T24wg+tU@59>kaF? zSE}N!ko`U8I?p`Q71+sk?px14L|KoO`uiAQbWr=bkRx0UUXLhB#^pv`PE>%`rh4$I zgMs0&rl@6C4t8KVU6P9?TllqEoHQaOhguPLJV)xjC`tJNft$aQtZaNNWFPQ>F*{~FWn7MSM3~-k}FqQC4k5+uMv&4`F=e=@_|p zJp0Bh>&8YdY5iGO_|Db>oS7v(wX0*r5*63eh~Vg%N4MGp{@HiifL5@4agkw=AnC(6 z9i!w3lyS0ZgmBqp5qDNzcTxz>6v*N!foA9PZgBLmo)-V)+@<1X;gGl<%nfRR5+9 z6K0;#lu~ocd)BTw{FvRyj&x}QSK6BUU* zT}_Ytl%8T%Ni{GrzFkqh2w&i}eKn6sIl5`Ac|at&BgsWDr&&aA>kGN%Fh(*5ABegO z-&e_JIM0ukpBme}SUwO*-co9HY`?zocviV-#CKH8J6ebvDzv;af3ZEU>@yq^Fk;&s z$%nn|&iwJD{f)%HR|UO|#(db$SSpzA)1BHH2{K6z*mN6!YPFpT z=TVC27oe@_lCye*6(626tx(Wg6C#MMrr$)u=wTW;AEyXzwTrO}A73+%6EP_BH<-~b zT5k3!X`abO*yz+)2cmJ+2Cr7hv+T7C01xBY%-Q>u9iCT)XFX%|`CZEDzVw>4q&dX( zQ%|6nL>{w!cY{g|GQrWq-n zP*Q`tBKNFUV;0rugHBiOhz+a$XucngHbHjH>@_SxAH>bSts{9`Bgg6=ZlCx*$>D1{$h>Q2TI=OE_+~H<|Wz-zQ%~OFwH0k+S#VA+1yU!0$VvC!CQNQej$vFDLe2amVgRy@2 z!$b=H`&3*EjHsI0adyr&7O?j;X3PU$3gW4stu8M|sqvg2GDmZSi%u3+Fn2!tme(__ zu`~J9cH{oUQ`z;(%U{?pHuE!aCuY=B&Ct!8-gV^^F)5yIvnLv@MXj2Mcn_U3(a%0k z4aS_N#8Y`QS@T@rw`F&-a^}lPqAOv;1c?1`?}8NkFBbo;LW(IE&56aanOQCp^QG;} z$)!{sjOiBN+gfQzF#0&xYyFguyTq+u)&W2|Bi1x8Q$TO@l|E0=(2xk(s?k)aI9KX_ zSO7_Qa=XBIXE?LeR$du6>CauX5-_v)ERH$|$zz#~>HnR-fnr3tDRA6F`rt-&glge1 zUc6OV>{sKS*wFdwkbHFeqq17Vx;E@%{s>jT(IUUH1Rn~-6A`1ICXDkGcI9>c)+bg zaB3$4)1r}rj{cgq9cJrgS`t>M@)*S63i4B>fcy$A2=}cKO^=dLcgB27B`Dt0RMwsI z@JxhQQPH$Oi(ZjvV-2hUIHTQEbK$0lf|J1d_A<+gbRmir{{#}Q^ao-CaElyuFVr03 z#+z$gKCj_)R>Mo?_}TllT@-?1uiSLOhL^L^J$qLFcrVK7N52+5cBKS71~=C<*#Sn> zZFI%IXeFx1%E;DpdU`muS-79eXWHN)m>Y0i%5~S1K!+~&m;tf1q!AUhHEgEc1>gKV zTk77Y(A)x|peNPS${`b-J?v7w6+Via*$IMgH+3hjRWuP??}y%AQL;LdDE2j{%iVrG z*Hg|dJiP_?sVW(KOnPg4&v3k`Hb?G6BZz-Xd}iBIIv?m4 zufUlIx{4lkdkf{C*n@hQ<9cbI@O0sR?T*6SUNJ^wV>7QL1kYl_I>cs=nylj`pVmyS z=xYE0=PYt**vFNWxYck z^2a*?jOEfpX|VSa=Hrst0yKIDk^AYACXlv($?x1PkC!5a`+7}pay}ot%N$%#(8J`) z^Ri(0Q>ShIIpVFBr>LNNQuN<7wDV}NCl`^{cb)}z7EjnX@)Y~wao@SR!``EKBWaY? z+#s)NbYE8$v7K14%sQF^W3LGHv)BznadA@Wz4k-hxJF#=T%9(7c^NmO_ilpSdh?9J zVHWCsGorYBSh?MOlw^AdbaZr`IelD*Jk;2&C>s#)-4+>YN-xqsQRwrX@hmu@alBPl zxAaYKeZd#B8F@Nn(VeN4IaqHWis9765OK*JpMB_lS$?mBmL5Yg8O z`f){y(pNOJC_cBoV79(eXe3;cAv-JV{&`hP`eZ0V>sf>gLPBU)VSTuZb|!xh(83}7ohX!#^|KsuP*~ZCSJ30lH@^z5 z6~DGClL*8o!=3ofaR6 zf&MPsQ+7W(sk}a;;Sj?;z#gL>B_Va+JSYWYOHt5835w~X;xNi6$)MUi)Au8}dNnuF zr-NiGg^a>K9Q~SRJGoPSQ23xZVfNH*>&;tsk3VSMS4{l18?1(S3Y78e_HhV)^kyJ~ z=eAnkQ^u5@^FMOksssN@=)i;0Yk=Q3MlvvW#<6n8U$4qPB*uWTN7g>iMW@&}^8$m1 zct@6_!wVxww2F6Lvs5k)~zU1R?DQ4Qy_e1L*Z;MtNPIoq!oyTTXw&zZl ze?1WN{~+N~o5wt1WkK0(#3aa^9J^)eJI$!$+M4nJT_U#1kl)Lec_C(KQ@x@b_bj17 z{VAF6a+KbM=U0sQmcRf^j$dhQI|aT^r!-|An4Sl*eX{TE`2>LmU?>vJ!&UxC`Q)DM zqa(&iN+#$lQ7Q)ND|x0r$*}g7Kznzx-p1THsYkdfuCi_kg^$6S|hUj`orG}O*>Kf znV~-}Kog86>LcaMbYFhO&p5BNgn`E}Vzt&&nygFfPfzx@;GA}DMp64ax zwmMcbODW#jc>UjHZ&C#uRws2`yt5?r8`S=xklKGfuyE{mle@&YYDTqiy6e#GBine* zI=cZhx`c$Y$Bmyi;MoH@1?R)H(-5}Nl4rR?14i|!Zk>BjajPhV#~qh5=!fT8Hquvg z{}_Tw;yaOSm8F44za9MTH(UoXUc8;ZIul$$&W|{cV)+~r(A;;mM-v8 zKPW%l5|lmtY+5!kBkVXp6~5FxMy>+LJ&h>;6-q@6?i z2c@LXYIh{%%&97rWVh&Ld2td0Vh}fW*btg zRIMY8Tz7A-@jh2C#z;EC=Pswf8RD@Rt|Rnh6G8rWvPg1`@d=mhWA{YMqiv~>?S z3bwc^8#I#Nd27OVN4V{*H5SqSuPfI!c4|3D8&OtJxa-|xbXL<&aU9!~Tqg`~kXX^{ zc@@#wGmoiR<~?D1OBrv_v9?@v?l{Yw3Y-Xn>$pz5;jW~ZAuZVtIb`6Xn(Xsw*>Y9BP{oq*pdPQq>gq_LoR%rHAP-Z0Ayj@h%xFo#w0j9j3 zfu}Gbhqq z6+9C7WbM2Gp10FA@W@Kosx~Ul{%2I%sBLw`rl%sE#W42bW@a-xB_f+WmGU5lXEwzG zeM@4YYQ}n;?fBn$1cR9G1^WdwQt%XcwMMQAu>Ig^=o8x~e)P?Ixf0-iOIhO6~ z%ikYy+un3AV6x10al~o!Mi#r-Ux`Z{;o@Va23=$TFE=?=SbWv_3^WTj#jOIhZe@Q^ z$2@a?qv?go`aKZ{d-ZnNc$c1jVMoi*+gT<#-t=MN-4{G1iOY52-+G63)!@4(_)Q`f z{jj0WKXxxJjv8IBGf|7GaFssIGf3zE^_J?eOY!G(63dYSO>u~DbqL3`t>Gm;sn%LY z(C?Smor)J>Ne;C3N_wg({@o)&g^BQtzv%BO+1_Iy#}c17wFaQXjVG~YVI&Q4a${rKR)#WjH&M)nZ@t+DdO8$^dPj8O97+of1RbC z#1Pg-}>!ZOGQ-pGizzQQ_=%zx=tbbj&QeykSGzN|%Khzjw=HStOq6Kb*( z^&|t+2;eM1VmQJx9n^5m$;kVQ@;|r=Bvn5E6Ll{pMd57oBP8kQ&2`(@y=(;e*kq_0 z>}$z_-i`w`gC^avB?o_+LolOzkdrf`bGh1(TT2$*s|&9j)0C9#LsJdmMw7fdo~6oAgb~aNy_YR-HP(zizlGV(wDxh_1Y}Pu9ZwAx@ZOe$8aD2 zxvV9$wzIb7SqOBIzxhKKQLlJO_uWVS{E9!&M^*V!dDnc0rv>W1Yo?7aZq97qLa;zgyF9oV_E3a#zD? zQ>Lf%eLplzgWk%bOsEol!w@M~iLAZ%7wWCm#>HF3AG6Kk_1=IiwjN5N13{5BVMV=* zt+eyJ7b6Qc^BDWXjARYoPRKmvRG^JAZG9U@?UYT=Ga{(1w^r9&nb7Ng|N6QjF8!&6Ud2X(Re0)MEvms2(QzaB zSnr>tDfK=HEOBdTPJ%c(^=+pn$!kY4Q8kf;!DjR4-CvEjXmWNy#8((Fw%_?x1O#I* z%BaKCD!(U6Pp?ZJr6xKW|4w{sn^Upsh)A|#z!lg(rMf5Z4}Dep@SJHPTJ=3aQkl4a zUE~^|Y19yxbty^z>EL?4p~!|<%;xE%#_y}UuDDcSaFCyCwQ9AZI6-Vi`Ei+EQkcVb z_{$Xjnuty4u=*p7jP|RX^9E+5>rnBE0z?ScB#ZZj1S+hrzLi+- z_251_W86IQR6K)iK0QepALVVqR3u=|B$|HCj7~DLM}TwyhXqE#7nQ)~Whs@KpXxlYk&ET7BT{`Y}Z4mSVq6IbHc1OssVWmmq zge;}g$L^UHN%qg|yF>(zNXuc>5cjzOhen33T8Rcy>oY{HP2H^T)Q3#(8;uc0v0dnq zp$M}@9{p1J+Gmr<;x__*A(5&(AY;-OOw6@&E*YJqBNoHWZ;0qlHN6rE6Ar1-w#H1) zE|?CcQt9LwReR$0SKVo~WW-mZ9hH37;Oe7}>zTy!E76>sw8MviUF6nSQ{gb5-Fxw_ zDwqPt|L(EwuozvrShT}!r z?1Xj>EdOaQH&XIlLP>#H;%GQ~=eAErH zn6evUu5+71ZYmT}jf3o~liLF)&d6PBQ|c>kcX?M7+_LM(evtUZlHE3?v-YEYQYvRb z#k`*TP=;QyT-`S)?v%|-&DCRBtQ(K;uP{$4i%?0&BvBq43!ajIoA)%{FtX zH%*{UB&#w_$h3kEz$Of?b(XJmhm;t?dJsfPujm>`-s$c_lN0(MEC$8F#xg6Hs$m_` zE&OC{!ZPQ2e0VAxdV(B-0(dqY52#NntkDI#7A;Z3-k1D^bvKw$4&8kaS;@rVA+43@ zvlq+`BA>z3xm-yys%(!?@_T6Ot=}`vGexz*52tW`V79bYVZt#d0z0P7At}4&D_n|< zC7;r_was;Pm#~iFYsa+7of@n(fbMY2+2m8rn95iylDM-;!a4YbB=34;-SkG}MEIc3 zUSG+r=cVUaFvhkl_znC1_x~#iH`4I+Z{GH?B+|HWzJN|>mPbTWT{tMDvVIrz>aku- zTMj!0rMTmzQ=OILimZ97xq^qCr(ZhO*Yrfb?`m~_J>s%`m3L`%aqfQd5(1K`l;dK* zpKxZipYN(N0BHdC)T)7AB5zCnTbg0v(XG%*>-$E!H>256nK{8336HHX7EvV^v!PgKlS}tftG5fKD|VDnNlf4 zss33T$ZP}()}~l1sOAa32C@7wx;ZJhS$0V1l+^b+I-hWQXFh_Mi7IV>^YG{L>!4|T2`kjn z#DTx#vdJ1pC-O9{j0g5mLX zx_NpCtz8}a2-}G!R`7w-V1*zysn+-)hwyvrgKj>TU+i{Wq$rweTv!5?#&b(s4NDpa ztp`iT_o(N2AjX&rNEE9VX87b8V|OchzFZ=&r*(6r6Pk*w{_lBV26tYV;hugb_9Qon z^k9F>n2+3i0`cYhZn9S+<+B71+ne9K2oNcYXMDayb{a6lG&On$XseqdWfC^`HJf|b8F3bVrkm)>xbjgO*K!rxvSYOXr##H472S4`^WWV+PF zkUf4M<{DTw@e0Xg>3M{wx%^p%X;Rgxtis z)5+k|5`{ojv`_xub^h(Rm<=rH)D_ zolAJ0m#~fNHumsYBnK9SQpmo`>tPY ziO;zqWheGl)2b81C`{cjk?{{UxXQ-jBI5mxC;Enwhje)6G4Hw&DBYBfGuKg(FELhD zzJlI_D>n!lfCD=Vp?3EG?Zw^*JJGQ^5zFCPXJZTMM`@lHDP#U>0~R3Lgao@>*-kY7lZ@; z#Dh-ZZ0Ev^?~e4A?Xc!pows>S9q;qJTmN-)`@tQPNZ#NJKQDE(ys~CQ_hzW#k&8Gc z3?=>^ruk?)wWZ-9!rP+;%EmSINd!-0d-XM_1t>I^Z<-3>OcmOo7@_iFibW`XkcF#! z@bS>0YYe067T@$g52v!)cCaR)+*;SzF6H7Oz1PREsr>x-vxOwv(b$pg)|v@@ z>@Mv0^C|6elq|h8F{!QzJ^U#znB4FX6Jp2@azEY6{8bBig(=B#YRs7#!D8N#*WFR# zpJqqIgOjyenq>~FC!K!eCGQyYAcW$L_@~Ztigf0NSnSCLM=A9buseSdIN}pUU$k^XyiB~`L`@n?%o!t=Ny<$j zk^tUcDK(MWPVTBd{jByEVPT!Gs4!ClkYt-OwrTM=dylw`n6^os3Cg{l$^CkWFM%9k zJ;YzoFY79^L^97MVfvb6!t3S5;ol}WNF2W>Gd!!NSn`|*!Iq#(S?|x|yJoL2!HbZ# z>HQk>SVEp3zwYjs3dHD%Sbki=&GBeub521mShS`JLuBqrHMT!Co+Au1`>9qV-;lP!??Px zTxOpCrdOj^)>V|+69$ORQcYW(GkY1f!~8qh8QU$lrRGfzJJX?xBJ&TY#BEQlZ$J+D zXIC4oLONkNL`pq;ry5JSt?mX2vl0DE1*b5H*3*IG6<{*6-=-y$*ezGt!phd(`>&+{ zjKzCysXJ)q*E>Lz!4?X|1N{l7d(ZE?DKv48CpQ5V8f^ver5WkuE&x~Sp9?=Pr+Y@6 z-YuX@M=hcy|8eq-x?jj$h}h(VQK2=755)+_IN6xr-lyA@skL`@1T8cJj-&$<^E>0U z<>EgX#gGXkY%#=^joxWK~~+ z#B5#j|FHL#QB`ek|F`=6X{AHDgiUvYNJvR{NjIC` zz$Tu#JaPZ-ao18T*{E$6@Wc)|&H*@Aq@r|J_~IV@AhqeZ>5I8{}t(fex&a zA8w^i%!IMLww0TE!vZQ%IloQM1DIa`$pfMBOymhn@g+A zCvN=O$Qzs)gq-`sIU*HJch?#I3D6-ELf|8Igm~ujz`sRm?;p@Mm->9%-jNeIT{3%( z=>P+!mU!LK5_z=z`nLr4e)Xm?yv5`#jddXcvZGqIFYqa(3dkfeH43+aX=jO-f z7yEC*C@*&dg5R>cjSNrdFb}}3-_0E2of7=#uN8w-@_K1Ke$@K%gW3YsdzJ#A5*`x% z&YD^^sE5ad`6Bt4vRn=FQVr*s^!Y=1^>qgr>pOlh=g7TuQD|Feb3a_$(gh>BIA>Z4 z_Xy0X;~)p(mI1j!>+=WBNe%(FL->Nbs(`^@KpWO>{X>GV} zW@~k0LN9TkQk1KiXzN$ql-p`jMrWzxhcUz{o`XiYQ@K~%HyD_Pd=c}v;qb4dyX^Bj znckk3=ZW{EOor%PAo1}ub5TlYq0n6laP!XSplQ0bhwNy#cy33cbkWAAkM0Q#{A^r` zkjCPIz@eWh*3mk|=pZ8!ADCMm#6I4-3yo5ThT=`*;zeRv6?bK~{?V9QzccN67m5uA zz0U*PtqkRR<#$p$6H7{kGS_5nbX8g?c=}?P2%2?jIa`tieRf2^Na_GO;dQA?2YSh4 z4F2UPB?I-=ZvVuslII>jU)COmP7o$Kha>udM~ULXAjV%x_b>d*U$^G{gsfO1{MXKY z;+NC|dnU^+K<1j~ z{bI~Ow`n4_=n6FN7#MoXw3WHp%a7qpd8at=iEB9*3A^>t7$5}CdI zQAH4A!cF&=2x?357?cNEtDhYLM=2iUh!|`zKY#xcb-J1|7jp!a!s>y(-?~m@?dAsC zd@^9jg??zs9GwrKe3%SW$h`Y(^8c1qz=udk(bmbD0*kJN?4`vFD!d)PaT7Zs&07Z5 zJIrw4&ndPv$?RHT>L%>9JP(hl4ZloSU+Z@|QWiUu*sSG5diFCOiJtlR0{ z%>#-bIvR7_gP6zvSVu!ibsy{N+?pM1r=UETARM9u*1XRsu}Fy|FbH zCrybK>QOMzOyC|L>GGFOa~`*Bc>x0K1CG`L1VW}??dyLnG`k4c3c|xH4DkPBfB085 z`|pQ1G&DuQ%5|M_?^P`TtUk;;Gj zXEQSu`xUcvQ3TUJcaQxBx;Jn%`9s`?ui&Jc4-?$^#Bc(6!)`DrME&R1^7m)HU1PDI2dzgyU{`>3yw;dGxIbpodzZ>WP2;rYq`oH;J5@6cQ z#)t3xt9AHqi~aAf7Lx}nhQN#!`d2yhfAc+4aALTuWYqmHzxY3|pq~J!RXkc~`u^X( z7Y|w}NvCUt|I2;&&nq|-2TxS;+s?m8J^x2LRibqEr6z6JKS0N~wan+7rc zJP<6Y++!cXtR7k|&}*N+x@fv0;hAw9Dh9e) zf5;3pKQ(vhe3Ei?nz9RA$U0%8#O7cT@c`OET5P(yQ+=fN0uObAX;4LZ3k0CG#1 z41S^7%LB;qvtP>^)Lf1$2KNH(ntM<_1ckzXyy0=57fuGky}3NMEp>we8A>EFKK@OxXkNn88&YstuhAtN+k+Z^kK?)*TaV9u zu8=;fu^ne*Wn5s@wV_p3j!XIe)qi>kw^>9qaaAsIvEc-Azg99Ee!wK#saC6BAesj% z9c&0yJ$5qS2^12&8BMkT*g6oUH1YyGL09~{ukkmoqa=Sqf4%t|<{x)2Nb{y%Wjqdp zI9Qo>Ay3{;>i2xUw{Uqj)^zI_Z-B?&_swt_xQ9Q$rh+OCWEA@6J^z6|7%Gdm&^!El zC0E|dLec|)(Lf1U77y4kWq#?Y`pQy2xclT&Y$6N|LU*`MP0bSD{BHGGkR{B;X*pUA z8~ni|^->v6nGYo}#;{(+)ugJ^enT*Rk6|#rQqX%3LSLwZ@3cT@f`@KPcumtoc#m-i z(5y&V{_Zs+Cx=>1kYcR(#tV(@2=o3WaH2;s2IfpBNKd1fZupl zZI==?-mxI^WbUM$_sm@f=g%_GWAumyi4kT0^Mo{S(fxUQfz(7K_1VYWkb5{vER46l zKwfQiVEX+5?T5r#Z@<5LaG!^gB7kZZTYW ziLb=o%b)xJUrjN@x{cQkY}8E{knuEKbpeRq9#l@-chl47b_tlI#96g8tO_FnttFzH zYAr#C00!3r9UjxKi;q03dGJCk2z*1>tP6Ci?=fq1$dB&ucFD$jNQFZHy&hS#Ip8q+ z0nyXcng?+1XC3e)cXqas=+>`(Gs7|0JSFCQ--W&k)uGfo)mGm)@&VVqflo=^TpLzr zpZ9Uu9@!2&e!o};pg-EB`h8GUKEaW>hlv7h@uGdU73(U>j+207ve~2BW)v)7KbRf;?Y(&-Rb1~*~59(`s+Qx$7aG3e&M4vaY zbz68hA(r#{9I_GVBs28QMzIfSz3z$9@w45dm&DszH0IG1}0fEW@hjiciTN3W8?D;qt`o z9ABh#5@s+!#n=vE{!zd(+fAH1r|pk{oXix+zWKV>K6n8wFB|Q6yew43O3wQH7FAA- zsCxpv(%t;>Qd_3b$ZgDiy*tNnyyYKl@h{0 zLdQc#Al65>aefo_s5)>e(xs+-wa{Gg&R*svH|dI!QEHb-_XJOF_++`w;1jQyUUG;{ z0v&7Fv8GF3Y5L9TYgX)X#8W3i8B+3uoZJiNJfK2PQ#ke^d8G|BqTpSD4SB*_sP^It zk(%g!R^Pg@<;l6*F$YR*`}AB8vBG`OAJszAhszc^bI6S1Z%$R^~pgh8|cE#IOu0GRLi2XJWz@8X)vS7JIL_*j`9M zCjE@%{*NAF!ak)YN`SBm3l~1${lT(<>kVKK2$#deSuTAA<1-~u0h0GM&-GY+lxQnL zdaPbs8Cta&cdKHD(!|fQ9`ssm4Dw9z6tM|ApUekz2sxfP_lKumwAn@rPU8iv#U1odNj?bgLXZ=R$Y#bAh*1f_VL~pg-cjg) zeOQvEJ`874mTaq|(h7v131*=`Y)p-sPA`_{~rTk^E!km^}t%)I0 zBO9noZAFkyLL5`0FK_UD{yeuKHBfv6OBpr21H=CDZYQL%O* zFlj%ZxGnTB(PIAY%|f&XnAgiId+$o+YBhNBd#?)4J&>x;xXU&6MjYjO{}<2GP}1LK zX`xC}Gd$LoH9QZEKisNgX+tnb)2g#{jq_+(r$x_nre$p(U1O;=cWSVxzXBsoS*pL+ zSd4s{=wUmDL{K+1%2IT-s$_2lZ_3JB>H066+WMfTLLZ{QQm6?TuH=vkQ-va5#x0p+ z50=Z?P&wNBsrg-kh~Y5G!G;-;xFMC4bQBRSIV($PKb4X|{#wB{*j0;ol5E|F5_O94>C1uW=ct15msaxj@LKbZ}@a8QsZmoYO!n%S0JU)B13mGR^t15$9NIv zV)NB+h*HNYlZIVdV-fA~`~B^p?#iHaK2uH+7tcuh00vSX(_Xqjh9Z~7gQNk$ql1&h z@IK1zlPNl58&KlctDF@)8uHvU>j=pBWiX{S>kE@ld0^vV-4ZkHU)ZnpOPVW~Xe41CiHCjj^U zii(}2k>M&fu~X3S`2ey$m5l?W5VAT?SR_ca-agYheYx;v0cIG=%{UYYGYDW%vS} ze*N*y>=mCZKZPL>D_ueGn ztf_Qk{D`1y1d(E+>lQ#EGXFXtDBrL%k#1CV{VK}2-So6$368G!o$-r6Y@_5lHFhG# zKK26p=JI3;MC4NkC9@l79y0yRAng0Tb=8i_r*WOJ9EuCR5Loc*+Z=UI?Yam#0QNSPY z2CsX%n(H-cXZ&}2%psJCyjF)eb?R=*(Kq0jao5Z?xPF_x-tf6#0eOX=*GL{+{M~gw zAC>!y^*qe?B+7U1-!(j@p%e>e6pd?qJ$HLD#yAFMlDejTeW9=`3KQ8caESB|Eb^ux zxD6RH_(1pbPe)o+%dU+N27=-SHVf1dnN3k&8eUk;BXd2)C@CSXvl*>BlS@7qo4OwN zDtkpgymcuzHp@|~0l8QcE~_0S*=8<;@cq#ta$MqyskuEqX^Qq`l(RfON61q)90dsCo!PI}6;46I~4{UvTj>fNM2=Qt#rg($VYrb$Ma-7yUvz(6Z) z6A?lQMS4F#%J;DM^r>4H?;~qp1@b+qaiFZOC6vpdEF^cBFphQF&-VBexz(VzHzdLr z{;K-kr?|e!R|UXV=keFFa(>D<(1=(*?@Ufkv`)5;NY_JW8>%ONO>8A)jaO*CRxa~q z>_hGZnau=kM1i);OhvVP{RuxH7HZOtZ{BZ;AN&GR9n>-5t3qdR3ESdVB92#K7R?n2mf!ak^W&B%EhYyTx`s zuGiEhJ!VPUV*{aOpOWwEC!h)<x3HYp5 z6DHrEYL}Z?GJnOA{Lb5oaj-YNGwPwIFC7Eu>t}) zzBFSjvXYC{+U+4lGXJWo%6X@PlycFaD*-^pz9=-44;-T%l-B8_8tZjb-wRzx?BSkr z$Y|r`LIlKPwkzJB@%G%0Okp1U>`j-K>|o<206*UVIS=Uk2Vdii_&X+W`1tP5ul3#i zfOo#wo=U49P++$$Sf?r*Ou>1rXEgccMYk_bC4^!d!#co|n|SHh_UHqbRr$cn0_ZV{ zUKe|{{(=3LwtWL0`#m^u%PSwc{fq*!HJ0WFhua?xxNt;4H=`HL^(=k4b= zKQ8X{e3iDt`GsM=p+)e$&iaEIR=Dl!B*CT6FR+?gr;O0P1iqwY?U`2S?zvZPwJdSh zS15Z282*FDQ1Oozl8^!}VBmPp_sS&c-C2Kel5CLqor71(6?e(qLxDGN({BI5z6ml2 zo!d_hpsb)$($o%jjUN1ifzaVS>t(rhyh&cpBw|G3_TixL)x6iVz<0rxw|%!ICl>`w zHCAYv%ymb~CxSi7v&zS^*JlkBpQxEVrp)G_b8cXrJ*+MGz_{=%Fe@_hcLM>%40xI1 z7@)cwpIQ|#w7CulcJ~ZG8oagytTfq zuBUDF5Wd<3*|5f)XN0~yO_J3YWvB1X5mC%xD}Kr@rrjcziTRl)|)n4C;E{hl^ zyt7kh214yU5mx!&M941W`Efy|F!6ViNOr({2ko|y_fVj&D&gsYNlPIk!;2ad)Dxn; z@s(YQA5p&>s2;V{hn=|Fa!Q}d7UI6=uanLtc(?V4ezZ$aB60e3;X}o71zO7oVovFI6Se|4pZAoUm zV3r{BU6ojz>?iG3(03&p^9i@Fw9NOQIHCCc7u~^<+i1H#Dn-as6sM@gcuLc6_8#3sqYM}-8zn)GHQFdor*0u|97O>R%2_^ z;U_^1%dDO~Y`t|dz{KNza2$D0+p7qJpeKB3rhEkLJ93g;BV%X%9~Qv8`!pf1JPImy z^MH`IC5&~|myf`kBs`H_C?5bB+YpE7mATe)0zT`UDyzXPmFo2}DD#%|2ofHH?Xi-8 zYaS2c;tRcf`yHP2e`yBWG|~9y2w}V!P^1s@4)BWP1Je^{#e70}^l*72=Li#jDN1BbOAu&n1`HxiGzqk$y%w3f|a{~#HDLD)pWgl=EBo3_+9PSO!8dhpB;*Q z6Qk#Iv+lrO?W~Z`VnrH=#t;WwYZoir4B2iuD)|uDb_-2vk^)1Ht9H$M zP%-{anIcqF^tjgu_u<-j>bq>-%q*QG-Ah^A)AY-Ullw)okVqI^va5mi8#@)b4U*7S zZ>@(p0kE9T2`+5Y09r3Px=^H?qhnFnHCj$HwLI0dVPVdm&BF)ZrdsEETa_YRO&35m zhOf*0(VVC!Z})O2mORHdqe?KpI@f^*PyJ+bm}kFWclYe+X3UP4-GBs11xIxh6rNv<_uQ zc=&J2p3cHvV$7Puwm_Tg;ccvO!<~*(T94KPxb6kxt@jtw3qCWOI%;IpN$y+hYW(QO zKk$Qc=22qd<$#DSXjhE6@d!KZi7yWiRnJW?-;aqR!ATY^$?Kv$O(9cXkmctW7rTpD zu{r`f)JH@qiJ^Or4qHa79kMQZ?PgzDN%EdB-yeRw`}!dCUD~gKIk*c$!?(ahMw!>RH&$xZa8*&=a#`DAX_T)SN+ z^1~I!t0~kbk`=!mN6~)hG#_d0JnObfd|YYT^|(6QoAY~I!qpm`@Zx3mZo~fZ2yf1c z$9L|1W!`6~*rxL=WB8RuxX}J9O`aNO(D16#MmWxcki=~u49|rwR_<*=yKBLiqY}cK z=cIKyw5ou7J?9~45U>y${q!LilikHO4EHVGB=@kd77fegf3OiUM`fMi{7{Xz?i46; zYN-huF+PcjLOt1lgk;d$!+j4EOU)fcrB3cxX{=E!XleeutqSFFOo5MoF2KsG6j#YO zoF{h~j^+-@dv)cRI`k)9`i9=!TFVhR%7up84?M>x2N3A0@t>R&)k}SjXV%@8nm_ux zObqj*zRM&fng_{EP)rE(C`#W>GQY&T>?Iykeql#jF%v&6b&6e@-rn6N!ynzUMLqtu z!1QCy1s~Vu;9<_{R$qVLMojklD?gzmTDA$ZUqcdtL!C}w-6?T`4U=~7=x5yN+Cu_T zW0q2RC}KHrjK{mUWf2sT@ec-N<7mHo+!WHzqX9!eT~f|OvD)5EezLTwF4)mOG;TkV zeLocpdX^{N22?^$td1|^GrH2A$tC`1HQF!}bRF|ZLeG?6vDTqO?VS40UZpe~yi2rv zeRU#5gZbDUS6uvFjCi*N{AE#a@oPu8CQW{27h|1!l*$iA_$|E0Odm!9ABt->Xu?^1 zf=^TCCWKx38XQble${gx%(~4XprOga$issMV-tX&Uybrmla1$~$x|B3(ZIaOMm3&h zG}isxs2^kuun%&P9XvU6WUeykZjy{fr21krk_P4PaN`Z$-D{%bnpcr~Qy-i0f)xEx zzYcnr;CY2D3>^*k-8FQLNHJAi#B5a^l18i7Y@5WD>S`PxuFm6o8z+pYN>nb?^Sb7p zM`ciYIheoSetKLkO5Fp(7&7UyE@~GMv;I_dPfhuV%NaFYucJy;nDQ(mJmliKqAC{s>Q$V*SZ+QP zf~+gV%D>rA(sdr;bhI-wm1T|y)M(W}BNdD{y9DiHA|kc=9TLj|>wJTH`UVy}=aJ7I zre^|6^3_r5H1bi(7C652FZ|xAuuAYRRW%Nyq`bYBBel~lYXQ$ka(NPeZ6HHZGpM6W zV>ww6F;Qm9oJ@dG?)UDPqQA^m&DdzNJB!8Im;vtPc!*uz_0mu~?19&6o=U<|d^#e* z*(r2Duw8?#qZZ!qfcmU3=2&OX<2RJjme}vZ3K0pNh}04p2D(|vnuz@1*eLR=K&*?p zV7D34ctvK`PuOa#i!03YRlKSOc?6(=+lN zjUJPQupoWY;-1-8QI|Pq*Qms=ii*D$v{{2Zg%@D2&o|JP z3#v5R6|G}}a0(8?1vb7ZPG|`cBaHVxV_e55CwO0YY#aow{5!GRG;aYEwBu#A11#5r zf3KB5yO`M0g(&J~TQK3Se%Al@rmn0 zIb?gqWVc9B88cbk7IOOVR*q4c0EFs>!ciB8H1U}^v(gY7JO1^7k zKodcyrnH6o2`;d;k#GlE*}B4)YTiDgaI9;Rk*y`h;Qs+9j^@<=|VX2U`8+$F6X z!B3h9#!m~!%OIJ2@>}>}#+?ogeFgZFS)0Oj;|9UeJ%VogOY|&S47tdB5w_>+V@0}- z78j|K^UT*n`^IuM^P(e5SH?_3MEYJx75=_E)aCaBS+A@AIYu|dP3L&VMVHbl*09<_ z7Kx2^9YZX21S8eewu0%U&tveODL-pI8wew8V9cg`FiKYnf2O;VWfj#O3c`%qAdRcY zqd>Z3c4q=LmxvXMXRl4!?yy#;;=Gi+dSQ|kts1mI*pIIn=pvgz$&*F6&YE%IGAKp& z;NpH|q9o~sSg}Zem!jivIJ4zEWm3+?S}?xlU7#i5FU+j?WbcI;9j5V6(4ZBA(|nNH z(91x8%!TI@8jEpUo9kAaWTTC2(t?{D0G2`gnitx`RF8Oh;= zI_7rvlTn_%oo{PErKVuN`8#X+#4Fh%EWz`T!*T5m)v`~*39@ML5c^nqw_wgdDVQmT zeI(&$XB;nwD)i}nbzt)uDhp-WSgxF`w)v6*3YY*W*oXDwUlsdUQ2MuUd zj=GsZcSEjLFU8R99XcJVQSaT3}d%@WV;i^~^%LnB zeUWhdBp$?A*E*L(=VjkjtC>!z)|Era?`)_*qPC&ChJ?8tg4t8^IK){MDi7lGbwzuQ zG6rft1~NEBo;o%H{#A_>E(1q{*~okEH$M|BKts)5^jhZK;~;(|Vv0xGdPlkU@D$Cq&4LV;t89W4!=gmri1U>7>Nz8mT#&8oLwB08zF6ldQ6Dx9 z{Rjz=wTHi&e%5s*^=j^ z{NX%;%zSk{OPH40o%fVTsnc`Ys}R{#WyF%Do>viGn%M*-S0PTqOS1!$i{eOIvoA2q znTnY1;DuL6*8&2^iZEeIeg^AhPOV!v%nfEj?r*QBx@ab>m1!f`Hg~#CqPfgZBkT;) zk&9py(mEj=SORJWT-Y9<4J*|@epch6I(keB9rexz^m_z1^-~Ue&JMXYAs+jfv3z#t zJMjfI`5hqkG8T>0GC|1`?CL~_EPB<4&At-X_Y&P4ElB(@U<$L35WAea5WhU=6GiN+ zp5=6EU5Sh}tk7XcE<>_4`YxYa5_k`8fTre!v_~I2VGaZ~3f9gyMoLAtGeYj&J&DG( zNRN?PR@5%r840;-zUzMWa{Yj@YX28t}@v2JD5Z=<6g6xj)db~-H;aL7*#jCXF5_y zNvV^@mKA?S-{x5(tD3djpRJ)Yoa{aApH4Y6UkaC-1tq3h}Tz%(&@uj zfs1ahpZ#X3JHKzFy~)z%N#3!6X?FB6zw5lg1;CCI00+4IEXZE@IdPEU#t9~=ll9@+ zfQ_*qt$ikakxKdd#Ha`EjhS09Xj1E zrmh#;t~U>g^?!t10-uL@)uFC&M>r*-YeSf7xfcwRAuWF+aG#Mj|LP!!fLSrZ59 z@;B8?u?S7Fr=UK;kkES67sfNgXiQWZQriqVUAqVhKOdS>j>6e1{__V z3n#-1QL+M#e)M1xua&j3f+&OT)o%M?ZYjApD0}x?+zRkUvyoVlE29F&wlAvnA0z7; zWvIduQirHNiqw_Qr_T!3N>*Gi6}fVf_e0>$-S(2lQ0q87u?R0sR@KZ>wfH7#AwAmK z6-x*!VbVq@H8?~p6cwnZ8WA<{wuvJ{3FCoG?vv7%<$)8!DTvueo{)IKHsw~z8oRWk zcKByJ(o`HcY_kqtdS$!%TU_xroyvZJH|-`xIu>QQl%N{C2a0%6wto76*#L~ zi*s}dXihb)Q9c@8Ygti#^~|G3ZX3pJL~4i6kPlM(IAFPS63DpxaZ0zPFGh+RHC3!? z=^M;W7w6Qz)A@cWwz<(Ufx|9KPYv4%3rdyoWC>4YO^>iUef3*FOaDPAt(&blrpm3u z*?~HxlwNz4^%;_Nq<^~?n5q!#<+D+yjr=@Y;?0rW#rl~74R=ijeJlL-U&)OC-*war znn{^X?{*1&>sjUCaY|m*Ts~3}UVq=nIA5T$p8b=ikgI|aB3Kpl!7CKhKfj7## zSGYW8Wgy$eJU<_w#lT#fI@-EJE=ZT5yY^M>!4awvV% z?Bl#2wZvV@%3g}z@ZW3`$toMwLhf<}PXsD-n$wC&vTl-pJ#GucO%2l%jQnO`5c zoxk*${HbB5Isj8HP+_g%YS5GpRN<%*a;ACC9GqnKX|mh{vvqLa*?`V1z0u-Dk9|54 z?rL7PY;Q1gRo&~<##+BJS}QW?IJUEjr=m~yB}3%IQh8G$g~{9?+NtoK*DcMPK2dEu z2fr7b*kTF1*ot3gd{D87=~jK(dp7Hw0wYbCy_2@af4o?UHNf8Kw{4^mwR14yULF}P zam4f-`L2j_`+!TPs|INKuTldnmCVfeeix=6_s63R6g+d^IZZ8Z z44Gz(=L9xV<%wKObbc*oR`_~#-p@BAPBwK`yTzDHAKbnSnwUl^c#-smkvH5sa+}Ty zb)~k@OS%(1NocwQD>lk+T`Qrs{secm)WZ#yPhPuJ5)u3!A+taZ9rSqDPm7-aIpk9b za6j8?>f&Fd9Bu0yeA~9){`SyPUqw0G8{^bD^P_xFMZ3d#mubQ0J7@ZgZT=(-X!+dg z&w|pK7n;O0V>wH<5*`&3FDvL~elq(wC_G9}S3~tED@yIdT4Pk{Dro%mX^Tz`K4vJs z;LOP&#Dt}!lsor<88_b=%PA2Fgo=XBZ892r>3qU2I=Kb*-W)xJOP}^P1f=5EfO_)` z0cynb@)g(XJg1M!qV_ppDQa49AH`!=zig-AMcR&fG_l1|!MrHfwvhJUSM`J0%JJ+v z2o+tquD1-XM>pnd%(fQ_q~XuM-5nEue@5jzO7T)%h45Fp>lk&=4n>8v+I)5A?ae8H zjo_W&`e0hU5uebE2qTqx4~b|I$rpQFwiQHjpI_P0OT3674abJY9} z<<49iEz9bB_!L_rMd?f=UgEIv@M5o{tWRW0_Ia*%-Sc5Dopp_M;kBap!r)0F%cC)k z^&B1&Z^=qlBgKP{UusE){Y9vb3ilBB4ajJdndIurv&)ahLoLySh}wsjWdpVRjwufA z{wmcP@fa%Jl;Vo*CHvvK zK~Iq5H8f{T*R6n;AR>FNA3GxHl*NGD;@DV|e14LlWPIfNT=e1L%{itD!a3pr9Q2}| zSng=;LG9ulqjXBVGlK%Q#ZF2KYxA;F6@51+|M!BZg+D(XAc-1C@C zAkU+Q5g`=cxwpGlnYX-(X;U0j=Y2^-^fr3ZR@(g`q2y6=s^y( zmhe8fVtU^TZ6B}jt|tl1d&uC%%{5d2^JUhz3RY_@pQ2*?7ws4c-{6_&cTfwVcQeKE z1BMScC7A4ma2m!U(p`e(W6}5+E>TG#+#8P*sQ0(m1%uT1P<#|lO(&grbtEzat4cM| zH_wtcH=_&$gI~dl5K@ge^H|r~0-sG%yK2mUyU$1^?NUebYB+hae>IUd<$zk_>F@Y) zS$QUB*}jB*wNlryrJy2Sp^ZA(gl7tE{+&=xkb3tzA;S3gXLRUu2Ht0y%tpN~i!zpl z*n!Oe3B^nqQbxJuVU|~kh}9Ms*vWW zbmLGpWF80qg8l%jNm1r71BP{X`Cj)~@lGf+*16)58d(vgZlm>4ZbVDQ;goaPH@ z^8}v9F%?CM*ls2{Dc{7bFnWeUhoPjeo~9b4|0K--?GR^ zhAVDB@%v5hbMvkP(DrT4+VqfAJd_(M%V~0N2zZ`VIh&FomdIfo#L4)@e(dZ@&iMyy zh)MSK$?G{^<#8LUo%T!@aqiK@voHhR2q%Q+rtOUEaa3tO+s2X))p5-@{~2g7VWa5xG7n{ zy36FtV^AY#k6$~AhwPFNh-(60RJdFg|Tyq9~kA(vd~_iCQt zS{CGYJ^?o;PdX)ORwANF@?48$57S0%s}R4ZdkrlhDCIb{Xn{i>S8i&0gk>_gNV{|q_0%0nDdL_HPWmj zZ3N5Haxxu%Z8-l|t(?F*A=`EZEhlXW3v~L8GIX^Sd&R%n22+7*I6tOi6=grhpQ5NEK3aqO5r=c9 zW1=LOcyUlGkbfkV&uSTOv=ysEV(LTv0OiLYQy7`{B7hX-JLtGRm_;A@$rG>mHG?6` zj}R3(af&kUH@)8!GSUwe-|x)SC4!V@Se^1}1xSmyMoVjyNBvu;C>u;#KjA6N9N%sz zi5VGile`O6$?iVj$n1TwIoIT)+<|t78Q0INS)-;db(RLqCQU4f(QntNCq+?}_aaE@ zFbi$l$0=*t8Bb+FZWWSL%;|hXz|e=B41UfP%v|~^sz_09&I`%yywIWUGra-~R6IWd zaEg>O3)fZWcQ(j`T;FPMW|i_?hp%xNc7!>7ajsAiD!FGmTGdzr7Yb2nB!#c>oPA9c z@v1F>KMJum9n6$63FRLBq*21k7;+TKb|Z(raI~2bo^P;~%v`dN*JL}_xC84yNL^i7 z&q?8NHvZ_b%2<|E&9PZfrISDXw1eF6kQFGFh(fhbN3%^w<@P0bZ>jBSA!Q=PRm4$CY&Zg>I5cDYEe&23! zE`1!tL{z+UG>x(Ve0pBzNLi$5C~k;|d_f|221*JUHfx(E14^1+avQZFz;r678%FeW0UIGx=bHrp5c-dBToz;4o-Yu$e;#3;e zX?SutV-7E<`_rLh(n!iC6 zL$OpAbfXCiQQ{e0^>9xYCY@29Q1#aol@iq@==Fkluy{Ah>dOSvBL}$bmGVm`ZY86@ zb?ryrysYs9lqH){IkL5z#jk_cCXk5?T|~kAu?`Lq6-WIk@TR#4;*1gXq%-FRvRgG} z=Gi|jR9G9gTE#gNWv$^En)Tf|jXMu&YP&30v^p2GkxflF1ua>h;I^EnVVFqb-DOMR zE`STSeo|Pw#QK7`Q)-Vamo9|>=DEo~vRXCA%v1B!vXnK+@&>Gi>~)X}Dzh=OWRFR9 ziBkIsiBcDtMxcM9&RADRY#Bj)C#%4i!|SotX9*|05l2Z9Phy{UrD!QE@@^HBFGv@% zpVukvq(v;urF6==A3exLem(c}K&orZD22L`__#T}Pjg8f@0v*^fe|su8Om!uUOyN) zxW5znX5GEAV&<)c#3bkN=$Ujhf}R+0sjb>;5%8KA(fF$zG!r~w#K-Pcv@?_BAQim{ zw{rP;;c-KEH)}_1;qkTi)SzPj1N%Kx6#q21YP(II(ZP4$lw*l=0B47wWiPwz=;)|u zMcK+B@wCWHZKypw{E+;ohEgf;)}fY$GnkzUo{tG1T$at64r5`%jhu5VcnQ6{&7uQa zMTN>xzodZfS*Qi>VAkwRx_1Uy~B$LGWXTnbnZ zEpEu5jGvs9buV`xcWRD3^gfw4J{S=k(1hg`l@l+D=K*8{Gsh=jPd2P zLJZuQqwVx_Y(-pqIv31DLyg3VEaGBsa|0W}>&FYm4f4Q7P@&Evrm#_7jrwriBSH90 zXDZZEiWKa?iTaCidK2ZcZxv~-(OzM%uM@(&O}sitI%Z(>=!7ABUl>p9Z#Z)chklz zgi%|!e61=5m-KT>!y`%6OZa!zp2vmn;8D59-Sy(F-#= zyKWWTT_%3EhC{_z`IMW`!TtUj_KaI9)=oYl8lnF{Xas}{(f|Xxyifzyj7j;?5 z>Rq$4yoEN31_yN+yrblU;3l2sIY}#%%5`Utmw7L(R8h;5d!i>tzSYsiZJ<#)<*f9aH1#Cr&r;bJ;VOP-khoxi*v?|wn!lcK}wOx}%5M$J|I5(w7x;glB`jpU8$RKQDqkF)s888{}awauGeh&{@|haH%`` z#`g79#U*%eN+T9#)V?9VX}uN(Wa67%t3RJ4+&@UUX+M!=Ut0)E9$-F-ybU7HYAEuY zw(S1-_j|yNhjCGd!ZPCD@!{K$gtsi`cghQ_Q|DlqjfQUmkw1fC={H*`$_8)pZM)%c z4%m~R#QbMptk4}PyMn5so-k{&>}e@hPK7egRPccg=whIg$WUu|l#JV#uy3xh=?Z<( zgh^?BcB(5Nzsr*z-2vuP)$g_Fc8Hjl@{>mEKAc373tGQctIr0vFl%3joNv&HPULRV z(Ike=V-ad=)+tzhuT7xW%$iXjn6ZSNFTkJ3s&=K+cutyX<7I*bHHAAZ!$T%gDEe4g z;i{p{rlxPH)OV9QP)C7LC#~qzdtO?uOQPZ?o5b%^Mxk|DC;!{pJ)ngEL#T&ztiL7NAML>Yki(^*%0$4xKUie8;W9Ea~B!+Eb5T_{V{rJ6_D<3=?0}y6r{Tw zrMnRjIP*ZFaNet-70FI;QA&-=tYGxywck3dX^kUqMd#QMqU@+C*dkY?2p zJXM(mwAdvKui>>jG2H%PI^n4mPxT%dLzP(!JG}KP)i9m;S>Ims@Iw6qh8SSi=i%2y zN~&bW52eKHc&9E=I+^-42KhqTZ8{L6M2KkwCDxHC7^ zee%LJG8%G<=Y?din!!Kk4d-#(DI%4WmS&dD*oc>Tt~96D^NO{lpkbZ3PiwMd;fARu z{RJ;pmOyGF`eCLJDosr+#S^N@V)J6ew?xOTYKuwV>Q`*{N>>edW``sE{(ky2PwR6~ zoJuHs6A)r1{RYWu2zaC-csqj%LZlLQ&nD3_Mj2^(8vHpwj*Wc%9+ z*B(PF#crL>_Nzfl8!2&RUbsHigaa5o)DsW!{Bcn-qsKq zUYL{YQj96iEwGD*x()(~vsc}ojzg}GrF+YPJ0c~OL8(Ch^Jh>RFwQ8;Nc@P2xMHo* z7ohOo|8J!sKN+mODB>4lS^tT;BnVF-tckqI7)m z?TAyZh90|vbcVAsK~hqe*EuB?F9;wu;1 zhBms%O&{HHHO2h*a)@oi5xq6SCU)c+Rl#lLwi|LSShTmg@jCBXA8-O`RaI`M4!`UpKb(FWF4LrKmgVc8LlfOF5k+q)+qC_A11Mu z32pm;d##bl^IPc)$Ka$PqzyH{e(Em7rHjoGVqG%6^tIaW2TUs$9DL=af*NS}Ti?0+%z_!UaA)h0v&JR;mCnw|FXacJU|SnZD|do8 z&BP}a{H4`n8QS|B!7E=rApv~Ba2IPq1(XssC{eQ(oTWjw{twUa=L@TxefP;ei{V(* z&&Z*G6m8qu8RRo)c03n4l70GgV;tkX>$@7k-VYWl^dcSMr0mMkq3GVB0X4+3iBzJf z9Z!Kv_wXkP zP-y1CB9=hE6?vfAmTl|BtiHmw?3uRo7YWbo)b& z>f-_vqfc=*lNYHE7D1j>l+GLX&;b}|eo{2b zt;W{@3(EG1)VXX1VI$HnjDyf2TLWGGE72X`XNiqeICkWn{dov~Pw<&(X2h=x7j5GE zIeQ0}?@{ALl5S>K?9?{`X`dlaAzN({P8^Fz0JU28Qn~$>)l|^FammcmP?-f)AcRRaAQtA@2OmGW?o`a6y+Qxrk5U!H2K(FQ0@2AefOqf5~+fgHkN?0TiAK ztU+;HIMQgu=uMx_#0g*QUq5~Li_~|Hcy8TzB!pZ)h;@qnf_oDRqZ@1e$eRq(Gj))A z2>SMzlk;;O`l`Q2n-TdgAj5$28i7z)=7IU60~ei{W;mCvS%Z%k z+TYigZ}%+hey4eT!o#1iq9iliin1Q=J4wvi2x>TN%|owBn1L^BwMckqc@78f!bgi7 zo_YnJik~)#td$a-_uKN*K9D0)y#zwZqOv{U(4KX}`umfQV5CvBCOt^%zdinYaV~ki z1K|||61(ZkZ*ymniEDfQ$>!JN4(G@nBge+{ic$FCq>;s7s5z|gCtD~ijnDnD-ws!{ zzzyc>``|fx?J;#>>tl7hNH(8!j^gK z=aKMbLO+0hMopkTJZ)D9HL9WD?1zG=N*|(VH3{RcS2CSBefYFr!$61RPv)bbX#lW) z+(f6ym)k`d!;mA~RS5!7C11cb(hXL3vdstGS=J0y8bBHUV>qtfqOta$E)kI*?(`$* zL0HJ~mwKHPtXvP(43{RM8vGgvQ@H@nEgC5BAIJFnP<(@q;4di&`$3-K`-XNsE&O2g zovRK)+c83di~*Gm1PKD7l=d`p3_}|C05L--GWD(`v2uawJfkziYvG*{xN}n3{2Szw)Ov}>3`Gozuok|L-&ii{y*FFUuNL{ zs|g>vpZQ_^tsOeF4XwO!es;LL6mjPbhUqLD0nmGG*s~eYU<=+;)7O(guV2$SUO?vxDznX8;2P^xJ;Ry=T^;MC z;^0dsFa36t4sT2gbht`5-}6W7M%y+5vLg355x~9tZ6uBeVNms0MFjFDz1W7SJ#feo z4=MlSInifQr*L>7w3>twF@ug_gw(DYgq*~r^96#aflpq86n8Hz^Hbte{s7BgE-cOX#t_TpVbhz^$04t1UNGK9JjGe?6OUU8m` zik(@%a~Xuj@&=mVl1+juCf3wlYHgZaAS&Kyt3{$Tb+!-UJYz&Gp35q;$*}}x( z@dnMU{?26RF4*9;@BxR{NQV1TTn=UHnSXI|lwW|~(p@ZXIg^_4;f`?h3;m=js3)-$ z-dChi7kt%2nIvsC#jj?+z`|rUUR!37oV8a=JXdl$%R30-c#X-p7bIz#UfU_NNLY&q z8YYOluC>wHq5Y>f_QPGxJNwd5BR}Y}0u@zjzOJNTtXyV_VYve&qWt?Hz%rm$+cE=) z)oV^taPTIJX~vw>%B<`dQmWMqbs-#G!Py3W15J(bbeZ*||5#%18t~13QeFv26K?EeJNG-2)6BcI~rp}SA>4d$w7 zr+__0#YpeNEn|G;Og))iILck$_LiL4@-m{3qYWyDh9bo+wos(e1msU#!%2uPZLB#;E22g1D_j>j+n%pff73@4fg42_h>bv#{Dfir88Yn^hu%QErORo$%FvM*3 zSSH!0BAG;5h+1{ZtcPur+bRa~Zib|o6f>W@Uz|?FVUe=N&QPOtH{!``aZmXwA^@uc z{B;YSncejn8CjK?Hm5s9X9)o1HIejTRc z;W0~c@1RW2Osa=j{G;HuW##O4o4pnoMst;du*dkR6VamS3R}$pH-`t0e{NsI3<~40 zOe=NXm}e{=_ZQeQu5{XarLv2p8VW1eMjSc@Ap&PuS|0l#vvvmSpF7iq;z7_cA*w5n zT5laYZ_&3m0!XIn#&mY+B8P$#!0@8ZcV6)3rP%u-0~SYJ%`MS4L}sSapK(J+hw2-KF%D<2nGSZ7|evAjw;v@M2fe z<824|T(unRFI7l?80zNa89m3Z1krZ0sVPRv@014!G7dI6SJN~>5Q18<+ETeK?{Q&H zce!?Eg=!^~dLJe2UV-yqttr83a=sq36lMG#deCeyJQH~@aq|37ddbqAwnE&7oTzJM zAUS#-QKqVb`%*dd=HvL?T^R8P8kHjaV5Adgos}bLMtfOGru5m8DO13;p2&?0ZuECu zVkj+4V|*CL8n_R7Rl#ZP)s-MVhq>`#3uVi-SoCGE^m2w4h)U6fjf7N=J~@Gn2szX_ zK=EdB`YK$$jA4S7s&+F;8Xc)EL5tam(`wWkD(S;eW0g71Bs<4Vphi425(h#(r*d~k z%-f~*#D+@|E@Z~RzUo55Ooaq4=NRD^H9rKgBeZQkOCNQBJ?vF%e+ z_yw--mvycH-XT&>Bt2>Z%~Pbdky?t33FG(5M))Eq%nrOIL_SLPMPPjQlkP&Q>hE&0 zNy66|s|yGWbJg!f2v6)Ig-xG>C@CILckdKFpr2NalFm`L>eI$V?Ex||A6g|!w+~Lr zbAHM)b$VM zr1G3(>vWM%^VJ@ z60#PYb{9gzC)X}P-^ipidIZdnQkv+%cow)D9=I}L*_rr)vb#)C)SB(hz1(tu8SZYq zshNx!VxF*HwQa`;jDDXZzHzI?QF?whunL3=&Q6F+@Xe^=RnS^U_I1&j_}488-(xnz3ija~k7a>%0K z_Of8O#QMh1!+LI~S_x;MiA1xWFgwMMBHeOG%C}3a{dV7!u(FG2SOFMh!Hqhzo2YI# ze(1X+Of#(AHrHVx_WC{nMeaJHb>8=i_`c!`Jh`O1_}%ri)hU6taaVWK-LdA*kvICI zj8tPk?$Bx5qp;2|Ih~9!$`jV84@6}d&#lG_x!Z$>hA&5jnfi8Bf+jBrar?YC^g$4o zF^ydGSw^cPuO(fzvPk!}7BhC(|+fKF^WukBSvK-b|*217c#96J;bu_c0H5S zlZq*rhqj1cG>vJp6=zyZo)B4PlhEC%F2d_7^ssc5_5FNPYvx1cPFFUz9gl_2tP|Gx z&-I!^@9=TAfwfl%C^GUWGL&3DKI!-n6Ks7%{DIEKhJe=%5sj zww)vlVc67xu%vO zg1B@M8KaJuK*+|Bj-E@H=9#}oa_f%#21VvW?J*LX2ioG%ff@CqU=^rl&D$S#_k_uE z1UZPa@3`dJii$9Hn5$GF65-H z_5#(-PVaqxNB@BfF|QFNV_&1RS~owu8f7^$zj!rld6byr5F(f?o19S?aHZOzR|l0o zYL}A{@_ESTmgA}2=+`RU%yhhCFRvX{^nMGaf3?_i;c=Qu*v zPeUd*M?UbYmE}^RJEiivngs3~BX7wY16pH$^302me{J$#P+zl9Z2I0=Z@$*W5UdP-L~t zuqP|GNh0&Sd1!gsGD6;2y+0A8WKujK-Jm>opjgJ5ZxpP^cCJR^Sy2<}18X5+I;-M( z{3-G~ZLb5mgFHR+x>sLYFAZztoq+!iWq^m7Yr|Q0mNR?Goz;Bf;gAuYv0hpe!=1M0 z{=!O-V0kFj?OYTFFRL24sA_!Dh~7S7g$K$Fq@0YI!|{x@^n*gA3RoQqNf{u$ZL5{) zq%WhyD9?V$*kk^SMdxI3+|?!Am0Vf@m0*Nb+DPPPIh2vd&CxTN+TG8=kxltPb?@UW zA~)_~V~DG$dWX^KcB8S!Y|GvX6o;D;ug?JYmow%V@>#Ik4Urvzwr* zI?9^0IW;Cl+}$sSV?y2sTe!hk?c!_Pzk|czWsEul1bN_t8F%!o?>RN>K4vA$E;-G5 zwTayQ0af|A;2NRJRDS3d)2(p~k(-R-SQjS);v1Buhz+Go6OXIu#ko~!X=VzDrvw%< zkUyMJl1#j};V}tde$V>C0NaKs1Ux=+gf!-wSf_5HJ{i1oL6h?AE@8o@y=FPvIX$?O zA$cjJ#&B;@a2qd&=Z)sn23Icau~(J^njnKV5{iXOiHEwwyEC1jXx{yV+bSy{n%lnS z^Yc^0_?(i_T;OL)1*%$}ar?k$c137Qff`n4Umv|*^sUK|!!@gu=O;yu#}G#yESNfX zymv2bXRwX=syi@M$Pns~la??{Z2K4jEYt)EAM zS4#A8+II6H{jlS;4LyaakDoJXqk3%%w^TBgoh38u$uw1!!jLTLMf>^Onw=UpZo74% z2BK>EqR}T(y^ClXAm7NZNxz+N6La2xBEi~}Jq$8T^%Ma||INMg%{qm73M2e3UvNs^ z={H%D@%Wj}dgPumb4%PF2$vf#iv{WQMZD)0&zfiya7D?3no;^tQI7s8G<@HzurTcs_K92cY-J)!5pO?5Zog5@Jdd*2rb3KS!)_hog$jsEcf4D zX{PBh(VC^aU)7zb(j$$ntKK5U)HMFIrbO)Vf*ZCW#dBk#qOAH+%3g6C`_OSGV(h~U!LFH-7;wPh#3=VY`s_|6P;Zc# z|BS|U*Q-z_Vh*W!rY#p zE}DzAVFzmwMj4_@Pb6l9q&Rnrd$pyZl_tB2_LLLlnG`&w!!9RN*C);{s>w;_Iavv@VQMf&rTVSa9od1Bq>#phR6 zK>)oSapLw1CVU{p`-u5ysjFUN{Y??QPcC@LW~x_D*vt(K)ymaFLN;cWA&GwI;tee! zt!l<}<6=4ClGE5!^ogBfSzl{88{RCpJT)uOEPD0>j_f(O6R@ckHrs?fP zAP*SI1fZEQ;(7!&L*Dg9w`8T~n}`Mu{&nz5H2fK!RSENHzlmUZA(!-=Md`vDl=e2T zBV^XP&&?>DoVHnS6O53NaXpnq?M`zv%dVf`GOdi%yxBs$1WHlTLwa>zTbIgXF4leEV?KNJgf5CDi8)A! zkinWEPJPL4gJpdqlVgHWy}L24_Mk8X0FCVj7LBwGDNk9BR)BPiVqIc-jN-#6$!~>Q zT_8l1$uk|e%+a<+QsV9xW6l_!=y!F955-_x8De%lu}sZBon)3>17*1L=wiRZ=hqP? ztKuQtv)sv8w=-!(>Y+cx=g%Loo@$Xa{}a?WQ!4--Hmk%XN`>~Qr>s-y@?{6+DCgPB z!fcn+;>HK0h#|vf5E0@3P`u)8lB_>VK}P(9C%eAaVDR(tFN27xz7dQ~MA(bLdHG9d^@ zxQ@I*i`0-^vP2qdZ>&dJokbfI^faf2t3!&x15~}Y^^~q;!k^zB{n`F#;nLG#SMba; z%qy>G7krDRqF`sguwySdxiK{+Q0O5_^VzXN**mXRlBVA>hJt=gw2MB3$?mxiw9Sd9 zGxH=Txb^VKA-wd*;@{(hj8S2}VV%FQ!m&cd#0pR}H5iMTf?+jfz4st>7 zb^bxAo@UcDqF@{*iXjcRh%e8#t8%O{6K-barFQ$+D=H`}GB_~T;nu@GQSLtFEwA(S z)N}idS?%!~B1>!Ia z6gS-~+1)H-*@EQwScVT{#n*@C09@Q8VCyHlncBEMVPPa0tielkHkhT5z?dgpI7=jc zN+y619CS^C?t;0P;OjHWLR+5z|BRw2lfNTW;P=?Zc>R?(AyZ8f1)H3u-{uJDC^)oU zLgd0jAMs1jfu0yb&Bfz}%b!}M#YKJ|Y0w}QWEbM$x|u74Ydl*DMFG|R1=u11cZE;b zi66D2aLhPD^$(vA@UAQ1YvaE54$udD#8WBJKug$7w79L_L)HX;63XM59KJ4_DKRAp z$KmfNomM5yc++o?%Tb`OgQ`}!!NV0&N`Ue!3tS~2-FYk_qf!^n7RY?ULFvW|2AgqF zCH&STycerjm59WNL6S{|fd5`y+SL<%vK_-9eoWBd1jdOF6(Q=b;$T!f5iHR2okST# z&%(q0hPiu8;7!_9<8N^-juR-$OM&uULUEjS>w4r#nXD6?EP+0cQQR!Hvij(;YIJub z9tK*C$TMZxjf;%%rD}xs4>(KcQuAI=C!q6c{GJOmEb?%Q9eP0#+0DihW*8lcf-7en=M$BK@kWg zXFNqY{Y25Xg@T0uI%tZP7kC`wu-=lIO&hR;LtC1;FSv}#X5Yn_uEJhRC3%|zy5;6 zF2%>{6KF?uS5wS&Y9V}#SqFMj%T6iE8C(u|;dp{tl_p81)47&O&!O+L?lX}Gjk zQ#Y~tY|DR@BKzs0`*N`yN#?Z8eC{W_S9k007jv|6@^9nZ9Ce`sD02dDYB@{R8^ZEji>OHGeJfS6lr7gx0H~JtlR_GLAbv2p zHL(t4Q2VT=;e7ezV{NJY_GT`Z6>jyD!bLho(oU$B@<>X}kmER?L1FTqrU~0hQ$XRx z&?rlAi*gu##%lS4J#GTo5oi}RzUm%Qzq`Ma@VPVCQe66;5~=Bs8eZ<>^V(ktR%INm z_;0_LID(g9PtbELUCX+#_dK?g{j6aBMt=Rf+o6&h6l$GM)3e_rF_x>2^#ko7Z3ZxP=s}Azh*IvC$sW$-OPSX5~?zm?yTqHR62mq;SV4 z@VS*6-}{nnRGR2~X7;QiBl9hpw5DsrCJscj3Jb#c-QgdP4~RWqFnB79S%#MYsUKPu zh%wt7ryFK@y0jV)guGvS?%`{rh>Gat6s(Jegle+t_myU&PYhsvusfP5XCoD%e-=q3 z-SSw-DXZ$3DX{U`jm=bWVZ_T(H^N!qnE zShgZ5X<2URv(0!FrtVlu>Yr3w$*yq2wTlj;qKFN!>{-FvsdG>hf zGkV!FQFn5RjO+%|q|o3e>H$Y4?i!2Sx@xGT-c2g^0&hFdMIo{|>F!%%b$mHnXvBR! zC?seVFr(2`<(Ni(k={hk*H$P#!oTA7(Tr!vZuu!CF)lOdEJ`+&b26LYA+w3GGbR5 zh|8NB`dW)Yp}EAJCa-_%B#VaDUKRoOfHL>zwLs42Taof6feq=*sP2u6vh~SznDB-? zsK$V$>*{L3i%G+ER{7(KoPhcmvWq4DGw1=9Edx>c-g_?#GxSv{hL~1)rI~Mc@4Mx! zxzdrggE)*){Y>U^(zQSy)V$E}?Jx_nH08ObH;D;av^W6QtwOPGBtV)J&z zSp0m~Jt4Xb!&6fYj*tku0qHu1hst*frTj87EJt{tzrkYkCCG8j0H0I#1^Oyg)*Q#9 zQNDa|)53sXSKXe@-ZmN79p0yCsQH#KX_F%-oo{f@IH*^Er`0mB(qW=7;J&wy^J$U7 zF8tvBMj5A8OUBuXMc^r<>hx2n?R5-e+YN6F;t(;Xd_G!Gk$~jIyXie>*|chX8<$QR zx|w7=>Ekx9$QqYg!c|QGp5)bl8&Pv5hNj2LJ9f5~Ovl%F7oz-9^C-33qlxXZ=N!{= z=Xko+jzGn0pYOq@S^SOel96q@t)&sOZQ*|s{w(AX`odh0>2eWdI!>AR&t7hQgf5+D z0LK}Fcn-VTm`FKQ3iUY?vm$r*)CKWxjgZd>^6)+VPq+oxeXXA{O5WHU%<#Ywb$xxN zwH|%$b{%RclhaR3#M)8}zg3hj_t~80aAsTty1&3buW69=p(2BmjH{yc9MJ)da#5+N zRrUC2A{$nGyZ8|ir&R`0xFQZES2se)|Bd_rzc65C3_aX$iOB`_0p@nq*Q>21S5`j4gO@{67 z?M47!pbO*^D1w`@klLH^x_~BV)T9q;@m?N7QHEK?jR5fKKvw|uFpyDDXp}tq5C0Z< zOIPnZ5U+nK4qo8#hwGwWucJ=nis2|2^&)B3_RGGa=>1w7keFjba=u}##>$D$VxX~5 z6EH?^x1#N@ELB02V?D{O# zKDAi7tLN@NcVSgVuyk=q+$z6rvB3NHCCEj%zrl=!{}Mkooeuat*XU&8x7eLXi@2De-%Zhu>kp z(#kF97)SfZE7S8m0Edwkx$kX3xS%! z1HHBH+s*Yk?z_+BV=wg&@qW-Fx`;0QMs$XO5DX9J>JN%=J?;fwCx<|dFzsOXs>7lD zv(gmy{}2{}uw^v^7T5<)If-R<3^sz-SlmTN^!SLoDI<)k614@(-o3*5F$Uk;M--S) z_g?-c8DH|_i@SFXn%5@U0$ZmM6g@P@cOHNpy$%MF6$!#;hDxogHGD2{c2BSaXv{Q` zt$3NRKjud4HRRYHH53*LNxt0Z>Uc?Fd=6*v-;Kq4>)?V21|ph;Ln z9sz7na672bGL5lcWM6|!TzK(hcmqPfr&#mzHARQOJz=ehQ2{W8Q)XK=pnN@87{g_o z_uZr%?C&+fCk=T38F#>WK71?I6=QZ|u?$!gs*G=YAD+ku6p1b8lkBOVmX9y`xJ7RM zmK&Gl%Zfkz%1)nm2wx{3u+VUXQ(pX>9lBLS=CK$d{hh6d_sUo6X?1{fbxpdWK1fX3 zn`4&R9H2FzU)2;nsnYQON}1KqOB)30O26$dLG0s-$0r1QIEeMiquN zDPoCqpyRan#25zpr6@k`k*M%x2LOgaF@;MrSkp?evDoR%;RO5N4_ncjJZVi!u$QIzYBdFQkjk%EU5TWB1SJ5|| ztbtRNzBp6@ph6hbJg1V!J)}E4L$YMRHpg}m`khV5gqp|>2rq_FL)yhopveN=-wYjA zH=N+kFN*UfW@|>Ne0VI1MoT(sCit|S`)UW#7zC?S(j~C^#gnl545=19FH3+{vr0{O zutcD0;rHY?1_!gNKp7`^Vs@YAp-f|;b^gM|!_!m^W`=<2@^5-k0ki9e)0~YqF;#gg zArof!N&w!(8zJpk@#IH=T4PZ$BP+Wre(73etrYHFlvQFi-KoI;GS_QxN-0!rae(=d7V zU6lB-!kaIX@j<~-)jHHh1ellVU5Hcf)ME;iu01^T9%@>UQY5Ybup&YN2TD|!AM2IM% zaNIrWke~vqE6cF&BM?~|gj0po(A)qQ@{U$m^t?Z-bU9FpRMugGn6Lucq7|Gs1wFF^ z+9(6giGQ>>ny#ALMdODYf7G)nD3Z*3C1gbG3bD)x9nd|I3N1^MT&VHbek1pFq`i!D z?unns;nC3h3r(e|0F8wI7s$;=jwKeuGlW2B%}@5i4YRK2RSiLkBg%gk(ya1&syJSI=@S@1lf=-#hEV;E*WXKm-~uRml=n98-j;~9Y711f zl7%IG-Uj=MJ0Tn~?|zO`XcV}j*T9PA5__pUlTEki84um}oyRE9&sTY}>r)B8{=ly4Web=D1pn!>?#Z$!F7nS78@(t*jE$TD9o zXFM@-uPny7T3BNQ%G<6LKUBXC12Eu?Oo4@bdJJf=lYJhK0RbpOF~98$He zYX|~bB<=yEx{b7YzrN7#W)19=1+Mdblj5Yd*(hZchknUpZ{3Y&NOc-!7~1 zRk9EgX!{$N&L2GYy?C!Z$&+&ndjq7^Ka@clFE<#byJFe_k^inz`U~2M2nH4^Cuz$1 z!kt*#j)_IR1VaTQS6e2E6@fTc4E)8h3_*!v5`SO@HOv}dm#!v77E@iaK zw7ZChW8NpTrd~d|lrG9mPZR zt9#Y5eMJ~e=aIH|3D;aV$(O<4hLvyj)6TvF>hA@&4)p#D3dG}fgv@%rIN^^TQhLzg zwvwPbB@DrYlwLHssFRi8T`D&Gf4Gf zyyAAK#K6flxE#Dzg{~9V1JQO;0uHe@QV{uEcoHmEh`GYK;4MP9$;xW`RV%)PsF(@I zbS?^R*w6RoB6?&dTNTWuf92iW3ZP!)tf;->nP_z@OS0_Qe)XNL8%QThM||r}Ezd>V zVntz(Z`DYT4F)?G<>X{vtH`0z$zWfw}eQsgFD$P-oK)UFRqNf`{PWi0w8 z-7rxL{`UE#I-j>ALehey-Zu)&A3!CyPG^eL>wKj#!_VVz1GrB&G>L^%tJ_FE3t$=J z#xp5P6MhBa8jW<&OHl_Yy+e2vY0(hrjLQo!@MgiX=Iu8pJfSCQ#rXKW%8*eFDd2AN zvxqdABNEzXCH zc|XoJd~l~cb(J==K$@haqku;&oVm_M)Jo}Lc78KQsZFX5+pI(BOirRL|d)I)JB%(H@ zrw0#qz@xku<}%2~4HX&9q|QZe`HKBPnuSG_vD{*o^1VheBB;XQIPNDXQlcbHYGW;s z^4nrCfm>~Eb!+-prD>GUJ0LBc+g|OSZa}>+bdL>zsD1Z=Mc@r5q*xmYDazYkhpzU} zBQj@0D-fWW<5x)M)K}R;t*3`W9c?zVZtK{JUCR)eQ zA;y$c<(o%S@aQyK%gGb9L$z2`kq@9R5$=?-0R93}if*D;^NLV2F*c~HG;n2@s)$a$ z(0vl|isZXYG{i|F0eQ%B^rC1ngC=m{%0Y`nA@Y}>#f!_`@yp(jHiPJZU$~?u>8^*U zcp5@s5{Pg|G>HYae0CVBEAJ8)flJox12I0X@-y13ggUUsbI%LFHdzYq2N0+ z6Kx^fyU7>12yZ@mV4$Rw@B*sr*^WhlH>9#>W{O)m9-PR%lqlB|G(%v0}!dL87Hj1i&?9e<;=D7|(!d`QgpgIEkS zpRfp5s4m@9@wF`8e2|i?*Deu3t)MxRjYWp)DU>n|*GrHQPA#WuuMhNG!(Xaj1KW?U zJu#&8?Ah^O%Zrebni-A{9g@gn&Cj+TO;Ky7^KtA?6b^7`rGp7JN$8}GuXl0qXed$1 zBG+o88yQ)kSnZ%wpc6)D2qCWwriAx*-x@r|sNN6<1YX!Yz{?zNT8Swh5mQ zKGZMNvjbM#l*5eZ*)QPwfP5KJ<@{6=D*k%;qKy5I3P_~AZWoa(Bz0X*@BTz$-+1xy z$FqK)CAJff2bTuu2!Ys%c(JgL@(vlTws7I1`t53a_K-_}6pD9dA^`yc{WO4#Oau*a@XRjpP4fL=l))EV2!Y>t~ddcmk71iZ=c_z zeDeVIcMWY#1FEHC_H<^>F&vV};A)h{#O{#i;Lx~I9(AkZ!GxNC#}*{-8xfe0r{wY{ zwQ@WDjpq@a0)Fhr5hn(53tMhU)>~_UOUdwb5Wh>bN>>B$V(PSDYu&Twe&PAGgs!s} zl_oRREPjg-6>y*_-M7bL!(D&Op$74D+YErAnya(W@J!1KZM(>MwT{ZmA-=)O1MiJ( z;avu{yT&`y=ZhyC3X;3d4&&(83k0=cxKUDFeONddZdh{dAdS2=d*tA)HPtd}ko{ku z4kl4o-Lz^|p562tV|jLiIW1k!|7B6hZIAnUHul7_DtF_u&Yi7W7I{qmCFx7;<$A>% z{BE^e<@+sDSsRFhJ2hY4!ZS5Lw&lRnZ^%7o8(r9K9c9k5wcnF}AbGv?DO0VXLf+ZH zcThq)0kxsmjV-0dh0aegJ$@aPTVuVSb#-S%qT!h&#u>gNXc%W+GN7R^wQX<}5&isw z&^1@-B#}Prc@?qNv`)fz&CE>U{uI%oeRf)+YdP1wxktj|&^z4iMe6)b3QBN|W|a%{E`w!R zW+!RkWE*_+lxuIjV-kM^(mbKXUB&}%!kF3Z-V@p26i%DJsfRITh_Bi1tn26EcXzqz zA`YZ^WK=6=hVJ^3^8x32vp0zvqwvKSU#!-u+)ms89LU_cM8J({PgKA}xkoq$-{@4q zG_x}&(-krGpQ~4k4a=z%*U0{3b@`6C9zoAkF3j^uOib(@fYvsI*p;1 zi_IqTe5k4f5Fp)nHe(As=<1L3&R`NYEh#A|`Uc*c1Tv`hpYAoxveAWGJvKwVa#(i8 zHZqkpa-sLM+9=QnZ+Nlj?pHYOK3SSJNHsjC$p6W#k~!DAdSD80-1&{8L~JG(a|Z@W zEYrE=0dt!-o;vEx8AW77{(aqD_?WTJ*!a{WSFv3F`G>0G)960nU@~o`GnKN8R@iTu z021e=H!AmZkz=i+_>5Nk=yZmOp?o?6HPH#}=1BHU?dK&qX>lLeFR;K%=gPfwTcr`k1na8|9XdI^zi80Pc1nD@&RQ6s!qt& zvN}+R)83r#GlM`w_$q-(BV8}#Zq%6d;MmxsVDCSdNMIj=2*;4!b~SO^R_IyhjhzLY zrUhQeea!S18b1H_WZ@fJ1fc{fL@qt15!3PMfuk6wNw}z)ber*1BlyhA1mmZd%Jwrz zx$R^Hd`Re>K{~ACQgCI|%(*tiTp_11?-ra!)>w0qpY#9Sjx7_^dcWKCzQj4N)J1f+ zJA^WD9=Da{5)v3N@Kw4$0+OiKNcAI~!|#y&g+6Z6a)d zn-rTwA<@s_+)#HRTnaO7Bs@HF$lu9? z(8O7!a~`}WyD#{<4+3GmWRbQF{0xF4euPm{PtGeAnlkc7dfUR*d$o zvA6sqBk9D$nf)LQ{b|wb(ZtU!?efkULx|;r&#(RQee*n$dN9=-C7rJ$&ThA!LZ@6H z1duGHN*><>WS7A0E*y44`zi$mzepgpAExdE-r=wDO~RpXQBfBVJX}%!YNXPGqAJmnufNRmBVsQ9SS33L$HTL*V%{dM?1u~eIPOgwH z_1I5WDK=YIH#(_41`>8npWlET@g6H3ZU41joWauWQ+ED1@`q>X@CCnLX>X3C>Quc> zAU_=MKR>h&m)@Ru%B??U;peXU`A%d;@Dz=XwzL2F=RZIH|1u8Ot(=+Zm&l<0IR^Nf zOXU$)>%UFppO3&ebNoJ>xn2v4yZ`y;KhDlOb(eRgl~^qQM~6n99l9ca{QBWztMJK|Nmwsk`n3vwF5UOfFB6b0FPh#y_21t02)f3JGd4I8 z-roOxq+j6^TWoPh|Ldf?=3pK#dm%0;`1i*@y&(SS$PpfN;k&nFe{aig@af%%dr$xC z0`T?1M)>gOR(baX^Tap=jDb+~<_eei@v8+#oN;h>R?OFajQcCr_-1+>`tKpSl3{pX zWWSPm|1B#$9BW$D5(}(&0&(PEeZ?JJ()h+Lvv~ab$6a4xU;DzH@MQhh={qO;U~#Z` zGpZ*|u3=c`FZh%YGul20Wk2qe(~qeZg5|Z}5h(b*Cd+3+ArGHg4)8Yx3RRbYDF*}N zdw6_#>)Q2bCTsWaFUv=b&d#7h7iSSm|Hpz zVzr-|#eaAPzF9|@hC3+Y(SCi=<^CwZqAYR?AV596ScAA{=R}|bD%M6(vC@x~c!C`1 zR$1oX`!ok*wkMmhuC6Z6WQZeGwe*c#6BY8bN66EP1e;I&c-omjc-qs4@n?TOjUvZ# zP9E2y5-x$`CHJWvuDI~s#)h}MOv=gT_2cdC!Lt4BOV_{;&1cuDJ(KQ%_}FBZF~8b} z`uapg2z=keWYlQVO&Ha8$$#%0Q8E-tm_{LsPX1k8+7zy?*r z+1Z-!BL}8>AXr8I4a=kEkH2xB6mVz#u@SDmhLPj06`S|`+|a(G=!jW|lJh1E!g6XP zp=3IuWZ8HMkBz=2OjXY{$!= zoC5#|r?H_lRVMjp7f(L%!eFrsiOncl7zhkZrJg3`p@YnNFtnL%Te|6tvnQ1Db8EOB z93L0>y)VhEFq@;fX+?wS{La(LzdU-{5Uw2@?sZ>0I>l>E5qAHlz4wl%@{j+kD-J3gJNsCNw2PuBd&VhSj(NjK6F*mUE{AiftbUa$e6H7{1# zb?z{o)34)Oe5BY1Lq!?-YjJPOa_z9}%x~F7t($3XeCJG}X7UT59rXYvzIjK-YrGG1 zS^QfrNO{1DFALcpN>z({(q+q;Zg3lYI2Rqoq2ds2i2Y{{iufx$SDQTV3ogF9`DL{0 zjh{HXO^>9@bSVHFvF9J}uFbU2T7usaNQ%bSLZ10&iQ&+mNcWmZl{CwsUt?mw&b_?PBhQR94f4W=b8w-H^?_aoB)JKBiP(RA1mWE~S zJyjZopy~8mW_Rs5m6CJTq&mWCKcGf*BnRHF4B_!9xs6@WVVDHPeGAqCBdfsBiJWs9 zs+F5%Vbhm05Hxq=*7sU~yon@zXjp+Mb>_;$U&itAQScJB5ki6NwMrJp}eb%e)%9T_|Jl$pc+WF?t}MrJYuM z724`l=|7CGVE1zNm}jnp8*zA5K1^eJs(D3bZAL~d-+4-~I<*KBk`*iKMP8flV!tO% z1;3T*?(RXLXZG^wHCK8>%6NLHV#A&SVRBuk$fF>>Ht+;7@cwd=gC#dLBadL@_*(1& zTdjCXwPZo2K>JO+@A~>9Uiw|63}*cseC(4z`j^5O>q-sZLsG50+S&Q6KHRIsrbrX)6nD<>3#SVM)a_`P&2OdPH;s=mHJOBxw% z!M_QXQZf(D$haee>mm%bWv32BnR!AQx5r@sB4zDc2vuT*Q(viIvK&fi)uX>@EZK5W|jeIn!|V%r^sXmC|L+&Hg?6SsOOYs zQrZYOf?IIM#2!tL1(11hR(-yfTRlI z${mwi7KY`hq>LRJiJJRP?MlZ#eK~w)rpV&79pvmW9A==S9 zSJgTpG4C0{QF;t-5^f_1x0T0Ol~mspLCdUf%nFHVx!Z#|52Zc5dRg?^h(TVxyv7nFYwL zk(kN}QN}S81VM@tw;^`T)4hlN zea{qvhch(@mAf}x<%l2IQ za1X_anzZZZ@~%hSS52l2!E}U_>A$-nHR&zx*qcT8mDEj%{h`TVt7 z34T!Y`muF(*>U(v}7|oc*Q;(>GtDfpiCHOYDo{FZVg^OQJ@^sDnB!?`(E0r8n2?lJ=;Un zn{E`RjP`vIBqg|*Z{EO3x^;bU;%1uM8bb%P$a*1w?shSF$*J*T_wma?Ov6ZAB7ex` zSob6%O2Z}r{k7$bqqN1CYMSAhyvP~3*dGV-VXwweYwGp^e@`EN3F)d-4qc4cfRK-0 z>d-52&4jKi8}CvH@*}fp8~XJ_RqC-tY2h1)Kh`E^peAZS_Q38-$cJGd z8I`jY09I4%Mit$EO&vYVWsf1rX@q~i=KDbhZKcc0;@GvCXMC{k$FkL)RWx^$`CPWN z4ps4s?mfTW*4cj`n|s1wwPC=y7(|^Xqf}V6><@#dJ@z)yhB73~Y@frKGHniViI$MQ zl%;;^y(j521Emd%$!3xSQ6)h5A7ie;N4&%(I1k6a=|zMGxvx7!qVcAgkwO)kz9*LP z7#2BmPw)mNZ$WC$u6C|uPV|Iw*y#}&)0zSh7WWV2IE}Tw;5Cr8?~-zx7Zj)wv2Hij zH_731NZzs9l2v%6M|!-SS3f_eAkU(Sr@DA0Ow4{%m=JxFij&AlK|Clg{kNcoJMWs zRy{DDGu1i)(k7uUQ5TSHv8E@j4eKW9I2!W(BB4;;yZ9Z&Y1GVzU$PYd(>ID4D2 zHr%C6NW?9wWpKHc$mEP6nqUea)jM*X+_-C#?EurzXq0TEQ*6hg&TykiWU2O=88bos z#@Tn&kXU|DQ9aSJHKWWDoPn@m0&}93ljrcA7^p}Ofb|VlAkFe4<~w~Qy;c&M?5$RP zNCnF|M@@(nv%esym4_4FAv~CJLg5oSlHKke-8F&EaPQ^|rh_>w7trA&XDgN$kX(2+ zG_w$rIQ;&EeiPsGwv?T4MtenKBdT>kh|m*wwnRLo>-5j&p((^C7|KqOTb-7}bC_DG zJ)OhVNYeKcc<{RdCWC2TtjxwY9+PVp>#0QJJGN4EK;e=FRY#^3xboSLJfIyC5a`PT z5V1+F?Ez0rf|mvD4PE?;IcA}*e1Rqx6a9tECjC=D@+y?Rsrk(4D4eIIJdB8}O!||h zi&QUj$+*!r6T>C6X5-GK$)QhBt=y3_;B*{qz7pouYFPc++urHEvmuiw}Fg-6!mC%nc>DeHKOoXozrqF&M-0IfoRkE4aebj zYC3by?Mh7lRLR-%j8tC33^k=j=5eYo2z3X_c>eGsMthaX9&hh9;*wbbl)4NmbBY0Z%F1gP3g*MQYIlSJ8;W#!MUo7HS3ff={FHS*wx$F4(? z&2OF^+_3qz$Rlx=J8wMFHj4R)u3NsEiJIJQZ3TRQHs=k4k}56xrrB#4Y8K-%49DbT zW0FyU2kp1vZ?A(<4pUz^H4^R}a8Q{b01THkKN1LPETn8Eti~>w4R8_m&7SJh5 z>uRR&LKDpeJz3&pe z8F{U5Nr-fMu3_D@wg$c{G>s*iK&qb2rJvv29*D!&tZH*1AxEwyEvFVFXR*2$KcNrr zRtr+-w3b~vdbY?h zda0db{RU*65F173NcXNk>G|3`5G*lM zLTar1w8&51$y_`N;LPQxF`ffS-+q*Q015P%;}Job@1Vm@#sRSQEB9<+gWOZMS&Urggxn3O-mzR)ymI2gMY0o6>o-@c+ z0)X5}7IsE2f2R*aJY*}z72O@C2W_O3It%^?|&{NC!wF6*S|enK6~%ch4`*0gzyC9jUyd+t|+R;NQqN9i88*x z$Ox^4Z8c2@0Q4n@ES<7H()rttfv-8xXJesjY~_&=-5dn*%{`PMQz^8wEYy(K`-3Xe z`!_kNd>-B1#`uYHW4AnzedcY@pcH0w?>ZTYVm&2z#IU8xEGd4!1G@vf$G#T|Jda-~ zRJ<6eX-O6j)j$_nJn=T=C6M(!KPrEI>mBCNs*8^o(2+;w=>&9j3etg(yaH)URlKle zGyNQ|UHXS(&Gx1V!LWxzqq5x^J=1PFXCjjfjXLvPOwQB?3!q(vrsC_u#tl4IGr{cF zewR9y>9cFshSGro+}G>wBQ`tMO&IL{W9hP*RGp63>mf%8%}_$vyx_8k(jP6@i4fi* zz-)B_-v?x2&%havg@6j3dl6)uxvtRJVf*KMEsW z3LwC{gqU|^Jj%%qGnOM;P`jd`s+FC$5Jv{37@=%}{2w=LPRprcpM}x6fzdyoGG7)J z2`@O9((N+c`y8t0_OAfCRoYqLw&#bK5!G!TdMu=#{%zq=ZcdV0HcWc(aky6H3uC?Y z5CDPFAGvx#7rb&1HXW@B6$u1>&SZ)D_FJm*Pt;)o=x6Ov;AV0iwc39MI7t2}OPYTn zdsu6uWB|6{7#JHYkQkUbIFCqCbDK@sU*=@FDpx_T8NS^UvYE zeLD|c^8a0AozVQbPXE`g$;Hw{QHMdlK^cSqT#o|&{EA+MJhx}aBqwl^q7!Kt2CPW& z77%N(15-uoEE%*F4rL(7QYvEPyp3Q>rvu$kmu&O(LoJ|L2(+AG*}@+bZMqrtdOn%V zYvC2QP%z{Nb+z*SRiWq~ z1t5Us2N)ucmgUb|{^K!ZlXmpx*u4AHDra91eBw0V__<(>SCuE>>J`v}Y<2i40(d#BA^qkTx_H&-J1Pg)-Nql6{b?g)leYWyNNGk~Wk3yp9QWXq zfK^vv2k#){`Hmbq>9Li79!$7H^faCL`ZpW*pKV9~Xdj&Uchj-ygW~pm<@=@thPYfY z9DsAg*X|V_|6qy9-oElbKN`IPII){UW}gQ$t((){Pn0KnUqBpY?kA$``Xg$q5!Em<;=J|Hs*1|#wUl{~T(A2M`*R=@BShr^N{b>yUybpS6 z`0MyZj&K=IeY<|2QAS#Rev=E!lnNN=m@F9DU*<0lB9H(R7AfcPcCmLRcmnnvQRp!Ga&OQI` ze1cb1*0uHnvnMAK2vNnL)9)+yHub=N2>_f-0eU0Ef@{=dtgZ%{svICaBM@m#1FaBp zl^1bWpi~Osla#oBMa*GPl@zrCZS+=M0gP>$2C^l{RY|B0hIJMRBMD3{5#k_(+cbur zL25ZR*W-axMBLkS&ADBVwWJpV0`?-K2ELcnJt3#qx&IvPyeF`q(@^SI3fh&Y?_u8N zaftK-AqIDykK3^Le_8PD7g)dC_dXu)^>Wiu1MS+G<}ZcmW(j>I&&rAGG3H{}E?jUjzK@C&dhcrxV z$moiWcz7cITb+{roW?+g)E2m5R+_#-2!w*U~kpmIykPDX|4eey zaBSrdpjo(~>Nd;QtOhlado^CoBpv2wkh_~V==~IGg^N*E z6C+&MRi`Z*QS9GuOCI*CsQJ(=ss1?g0jF0mTve|%%gQ1FA=?pJL&a|esOT3EPqv|u zkszeo`C6dCOGK)=(mmHah8mMYlTdk$slhm7Tb`?~!}S~-S}9=$WcdKfvxj?A76^4i z)`9h}{VZiD>V>iJf%u`wf@apPxI%gB0`aOKX!Zi2Z2t>$r#sR99cVj;@)rIZ~rx9_c-ZWG^Ec-xrJpd>YBLD_Z;3(fYs67JX?N_)eNV%XElNrt68f8(8vJz%?z` zyTxG<+OE_K6M1IqC?IDaXCCzj`{KU6Ozf08+C|V$y(-yiU?8d;Z=aMku7VzSTi}~t zCjtJl&mdL;eCKUc;u>@Um`GS!>&SPRX_e5&cRMz^nFN3q$c;`nNt>^FdGu}lZI{cJ zpLE5Cn-K5ndts!IqgMv4N4{DPXNT(>cBXFKx7kW=2aj^DcqeWM7Jaxyu`VV@9p@}u zd9NJYzsob`lW)gbMEy@WUe`!v+~t+RXHe)Kq2&Ni=CE}l;$Zv+KK|Dlu^lV^mhjJ= zj0d?;x0b9FsiJh$A9cKj#wJx3_5h!dPy=526lX;s?}SSTAnneLXf0#Vf2=BFK?__Yo?H_=Hm;VcFGV7g z-pq=WDnkJ9Ph%=X8Uv3&oIRbC&AGLzJL?&`7Z3W!h>oq?gy9xZYEHo8zF}U;;-?Et zJ~YLve@T_ubR{)GJm;I{oaZzqDX*7f6AdVe+o4by&%(hQ(MU&$fhiwNefuh*Z$f+4 zK=&}qBCZ`jc4CF!)>Rb2GUfgv+w5AhdJ=#^&mCI6_)l>km z=wXkWgO%T@4!hT+N*_P|`HeNe6VfY$I`E2zWs+yaQyb9@6%k96(rn{oPqNe zBuj8JrCn@HLA8CaGjxLlIS!y?Tnlhav6e0APJyt++uDe<3rQ{ug$+(XP&DF}+@YpY zl93nN?L}n-qVRMeupuq?hRCJlO=Kq0y`-!%SfCFiUz!@Kks+^FL8CNlk;u!MU&0K7 zuCJ!*cf45zR`nZR2BOkPEY@ra%G#Iehlq{Ix~sz(Y<|J$o1B{+NqP!9y|6yT&ZqRG zJ7y_fqd29|Cqzz_RERkh#`9;C>lE*P2L6+OEq~d}&jnP){arB6#~AcR5dt}x9Z($w zs;@)O;qAB6#5KiI`{9Io@<8-trf(07%V(*r9V6nI%IX8(XCl`E04Q=1j@L+hh4{;u zcpIQ-jk8JZGZ3lGT{Q0_hS13HTI z*6XbZtY$8ESB{Wu5iowL^4eQs+3p+QrsL+DT1*-^3DxulHsQNKqz98i?t|t=UT}ec z3m}nY5f_Om({LIpzJ2yq>efk(Qw|q*N?-~1N)_l58jJwCXOwW>ULX5@5|GhL=H>~P z9;yRkZJ!Lv_~&6_WdQ-nyB_-gi7@;=h_~N>j#!0ZvwZ`WeY?tSj*nk+Nz{K?`9D6Y zfJutr+SCR@sZa#?oyqpW`@jG2Utj%i-AA#Tv-RxRzux}ukHzYs8aY9|nd^nWc<%&Q zV@VO$KVhW*-pJqbyWdw||LVgY2v8$f3jXpNe|($-?0&rL?D0(!WQYd7!t35u{Z#)i zXYt2JXK0M=ysJ5k?-6@sPx&gnDnV8-Lsq5{llq!iwS2 zci=LZ0qbfs+5O(E^DK-`Lm88fupMgDYvCY5 zn;(l>mIpn5+~t1(fFnD5b3|E|&pyJMMr`o{UFKytdB!7+$xf%+rP{%qaUGO!a?qkG zD1wwf7dpuxAiYy09Q$&RF|exR6yJ@!;?iM*lfy`(tSii1hib_t$O*)lwjm zNx|8uN}BN#ry^;i2`7#pU)t6IfAtic;@#nwCb*CR(e{DswLiZv^y@3H?LbHQlHCwJ z2h^tg4``utuTH2+8jr4i1-i|}470|h;NJ3=3hdB$T0K>u2Yf#|QhZ%(y1p%bFE&3r zY_gjkOvB0euA?Y+rI22c-nc-0^I9B(sd8Pi{CZQ`Ro%!HEG0k`rIuS4+ z4~J-82!Ob*9AG(ZcpFr>HGgocf8T(Y&yHTAHpW%nzZl*#IZty!Q%i!zDKYoOH1O+) zd?C)L>;=hTNsoGy4NA{QZhO!f%u0T5B~#0#RVF5Zqu9GkW)k3c2vtu&=0rX@BqWI$ z4=baN)X!7(MK|U|>r;(w=6fo4KT0fK0iA&nkp9!qf1?yAmrAzRQ2FN%n8Ouu$KhiT zTu<9V{1P{KBUb-7#A?&f!J%W@IEX$@LYIou0-rOjz-z|A@Wk3w0~rn!Awvt3XAPI= zKk!p2x(3_mGDxsu-4@23LVc`9+p<+I`0PIdBJ9}%=1^2R4LYKbo3t##0mx99)D9Jy z)nj;*s@(;hAeZsx$-f4`ZSFW>q!%i$UqY_`gmSFIczJdx-K2^cli7l(f*nR0tHM@b zWZMhCuR?7bx}o~mAG*kt;}36UbY!`xf8t5gwAxJ|(4(c-jRScI=s|6DAkfk{4x+{c zQ+<02hVL*%ksW{sx}b+=v-Y`E8KRSgp=_r`!tofOq zr@VrX&D#j8blcw6jMUfjy$=8&M2CS(ySwfxqY-xT>%%c|?7OHQNY6{N02T9riDOj# zab6vh-+n4_&OM;9)of{7rh$4ld$XpLa3sY{$ri3Z@q(8%$#!Y8KsjBVm4|$Sd9i^k zP2*a&HTO(^l|a0j!>dez90_RM3bg`SNjSUFWsNo%#Q63ev-27>$&y3&0Y>v7tVt?`vTZK%6;N$u;Hc4ALSx>P z?Qax=Z_LlhK+zN5g8wNko)%yzprwY;JYPo*>nb$c8&uCmS05r3=jXkRB)(`0o7Vq4 za{RWI#PIJ^`k$}7w0A#RDqaETB@Sdo(*5EU1c+5|JkEY4LZk> z_LYw*dkZc%rJ$6^u%L`#w|df4IR-|n41^^Xn5I<#vYJ;KOMZd~u5{8=gGkAqgc~V`I_8)pjE6l z6Qql~F4E!j?>qc*b3vpBQ>r?C_|y`T?HFF8~{!4M0xna%w= zb`mVYDTlv6_mG3c>1x16$|2Sm!{}#gKsx@t)j6)(wy@O3$+SJ^9a3LV=?ctp+Kith z6xu^A_J94vZwE5PN?+%-fXwr>e>Dd-a(Kp4kTDOh7%r}H=aN;|Yx!Mhk@&0eFRBYO zU*o?fr$g3Cn(F8Si6llVSk7RT6aV(CfpiW!%A!Wf^T&5-ttjtAf;aBjRLIhV^_!LD zr&|um>X6!$4r$ArMQ%Y%WWlw zSmVy#-$@*H$fjoC8f+h-f-6Ea?{0vqCPGTE z+C3uxTP7gcR@LursW@S_KBIJArotr2wZ+(fR-w*Rm z-sjaNH9r-|`8vlh`_Q49P~C0DU*8e#-^mQYuzMqJRVPYzi(6anKZDZYR?Ytwzx?f8 zpnm5Ha^Fxgnm8Z;0#yIKy!!1k+9q0%8Q0D1B{FV_piNKXuTgji)_e&i2NKQi!x>2U z8!@+Og!q_;zRo+5^773XGo$px97em$lpcV`GKBG~Gcc85I{yJ^&z2h88q8iJI9z7j zX7ISI>@m1GB-?g>0PH}-oX!=d!H^iU2hLH&c}*2wKwLYgL&jZ!kJzZN`0Ei_NfbB4 zCl8t0)&n6Jx1{HLSSF%>%I5%$AhnF@&JdrlQ|*Nz(m30m5|54owVG||2|9S3f#>G* z*$wv+Hzc)=1W1+|0n2Ba0cna;jXpaKEhJnHRh#xfC!=p-p8zjj9R}spAZR7_LEbyb zk_AA!ha<=}77|w=fn6O&)SX`Ab*X%t=JI!Te46!HfR=)alr;OhmrAc?S#pdtrDpqv zgKiJuf=Px2l+Qx{n^EsR*|h|=Wz0mJx(Kku`NB*-(0wCuRWeG0lDGi|zWBX?-fO4mkH@CF#u~ zgM0LkhKlo~qyNpRSIo>>_oB$Iu9>AtfwCK^r>V09DqAhfQYX*5N%5A{V1&>_XEtSX zfm?Q_nKaV7Bof;}8X0QO#Uob72N6V1?KHP&gF#*u5D*+w4PmtE(Qq1V{;FYBVt2SS zkTjaYXxXI_*OtA{1Tdbo`K3}tHT&;q*!EB z*sS)`wvUbv2u(EOfNekSS4zE>nE+v(>SYi)6Bgg<`{M_fAXYkxl%qq$bLsK!Cx01pSxI2Zg4Wt(wm8#tMib{f0AMwOwmcD9wSZN{CBBQe10zG=!LUT_kn}uWw z`hA*orUyiHW$ckXS#licEW-KlGadXZa{1%q zb}q=N(rD%X_|_kfidgXfgBHY&s_rI40#MU9Wf)TX|5K72#FztJ0Aqodyxt-IjG9rw zRSHJbQC@<7sZ3usF`DqKkEp$XcddY2fTgiu+dgLl$eSQXJeIVlX2)Of4=_toWJ+$d9UX@d#%0p+A0$C%ZZ(#EqG9QbxohAO~N7a zKB3-=m+RX`_%9DPH!{6B$p5eZu1i$CJVWqE>-z8O6nc!-kX4ga4h#2R5#|{Z;OXz} z8|3M~VsTiApTDw%#5C)`MZKdKtzUM7Xir2{{|>&$=#$KPqP-9`&|hNCXmfQV(cXx@ zS>Wx*sAK0{qLPSqc8r+D=$w9HqEd)zUfJKtsKbnhM5PhU({vLty20rQQ5i&C<(3|2 z^k~s@q5?!y<(7LeYAb$4R2I>x!RI|0o$dCPs2rjj^PRI8Z7pjf+6U3&sUcE~%Byz} zl}B{c!w4~>s-iDM`yy&9ez1zs^c&xZ_Cqu_zkeK~<9~J&RY250qxmPJAqo=F|DV?i ziil24Ev#j9#)Mu(`y*OvAHe79xo|0>N{Hr6u1#Q7$9w_N0f>4?1j;cwt)&l9Wkhwd z6**0nQy@AJ(fSO_6jqJ&QzAMD(UqcA;~0IJK9HyiqC(-Q4~*(O9!zvFqSZ_E?=iYn zs7`bUq9W5npBc6E)g-ElXk%zh9izoNh7namG|TDM4o0=Abcm`W`t1Bo6-MPg=n~aH zG`Hnf7o#(V>Jc4^sO$NJDn?6>8xYk*G~l9{Eu&vw7!%b(^oQC6J4O!*#uL>>bme-* zJ&g7+HYYj^QPYNXoSureBsv_?TicY{Saouq710rh3cOPPcwE(46V*Xxf9h#blhCwd`1Tk^&&bJ(X*x- z`HlF_&X=eGqN+o}@3N|VQUFmyM1@M_mW)=HEhcJ&XlmvkH{$i0r9_Pp-Dz}v4Xcjp zw}R+6MD=qDiy6%@3nOZRs6?@GJfka%B8ZwII=!|ahfyE#YNF#2%^g39KVRPuSx0mN zqM-}#d$H<^Y3qraA^Pv;LVZTXQSn605!DDWG-R~9Ad#pAqALSkq8aVHm`rpcqR*n* z7c)BO;})Wph>Dtp{AFdD+IFIo5UstWsL86A4AY2CMpU5Q`GZkupLC*Dh}w7uzh%^Y z%O0XaM0Ku|DluAKkx6t4qNm-YTp4}YdVr`kqE?4)@(sZ$xg4T4hz^ocKEH4hQB zMRegJdlN=u9SVs~Mbvu4^E^hoRv#v6hp5S3t7b-nb4!U%Lv(q$#T-UYG#)299Z@Y? zm&=UWd_PIl9?_sBkGmOtH?o503`C9ECN(fRedal$GZDQrGuDF9me>nK9S}`By_vr? zYv*1fItx*ul=Ng)wG>|^Ivddzi-0eTD!i#C>WJvax&sp#?f6wobPl3ZHDdY9d1YKr z)Ctj<*Ocm6RmY`~s57Fo272;m&grnbMCT%^rR(I*s%^XO6LmpUaIH9!(Y0j{h|WWF zp~@XKMx)yw5p_j0GNap`(U7rEiMk;=Z_VR*j6U~$L3BQ%iQV!}jDBDDn&<*VB`TCn z89gF;OLQTkpVn@WWi+{=jp!morNedkM(=XRN22bC2A#JlV^taL&qO^CP49TC%BYEV zCs9vCt2F1QF{=K$i>Mc(Y1bwAA#e29UqrnTy>(Ud5UbV)^<4Y=sLBUXwY;$zjK10` zNz@n7C!YF6jAoR|5cNaUJ>`#8;$F2JQGY~NtBLqIV(%Y)i3T9rU$n3%8*rRff1-hi zy2+dKUATw6GSMJJ<%`w%Lo#la3em-g<~;0r&IY{pfGW{oM1Ph)-^8d^)li~K5KRtk z=c~W@kzquaB6=k~?Ha3&YSJOP4ABSshVYql`I9cu<%qVc#;j)5Tva`yA&5#R`P^i* z(7}M{3Pd;EGv&vv2EN8bS0Z|FySX!~T7;Ss4MjAmTZVsGDT+5E8iuIUzb1U|Z!4Ne zG#t^$!9^}?z=_u<6J3Sq`wP;cj0zr2AsT_`;mR0)M$>-U5{*PuyJW{uM*Xy=6OBT2 z&(2ffjINn5ljv$hzvqXvFq#=Wo9G%u^Cz~SV07#@C!*1aIvS1OXKN-WU5KtlRMvAt z5~~`B-H5J3w9MxgUnOimFC-d+=-n4%tXb7^j3?1pM3-5#J{f(B4jmJfiO@j7)O|vqy(SFfnH$f|9X5q)I zU2P26WN7z9?LWZm(O+?7|Ay9ejdm8y)&_1Oy9L_5jwv6Ql}_7C zb}O`V?6wYM*7aBl*%WA-1Ge#d^5k(K5G)QZbq+NWVb{6@j<;Lvk9YjlTC&8 z*A{8s-8^R>*&WcH-55NYb%Ub!lTCxx{MlPoW_#|-Cc6{bZ<%`sGh2H$m+UTRGw1JU zVfIo}KG}3=KPzVGF>Cd;h-?P5m6I#aF&jUigzRo;Uo2^_W7f;;7}-70Zl5>FjoAjz zGO~N2?bTQ7C$rug%gOG8c1&ci!_2xKJ3}@T+T+73Z!o+2VI^4+wD|&&FSB*M{~@~{ z+Q+4q)0r(ax&PC2c1-QW zW@eu>G?2}KR_3T=0kbG1&rWBY(z3Fe|KhMz#>z=~3hPp5fA$mt>2e%`#MSVBI{GRqh%o9r=Yv)asLnGNqFvF`T?)p2O;f2eWmW!a1D325^)1=*|{ z;w4SC4BD5~9Zk%(c*&7H3GJjO+Wfz|pV61>DQMGEdaASTj|xSy< zo`!Z_`t94yHuq2=TLEo@X_p4GqJFAm&p@01wsQfq3A!3&&q6!s+f!F&yWF(Mo`W`8 zn6UmB6|(mR{w|)W|v9YkgbAN*Y%J6hH$JM*=lGFcgMK@53wnF=l}o! diff --git a/codes/ddpg/logs/eval/20201015-192417/rewards_moving_average/events.out.tfevents.1602761195.MacBook-Pro.local.156.5 b/codes/ddpg/logs/eval/20201015-192417/rewards_moving_average/events.out.tfevents.1602761195.MacBook-Pro.local.156.5 deleted file mode 100644 index 3fda6d28cdfd03e174215ff44423c1de31f6a5d0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 9113 zcmZA5d00>R7YFcEs&BiB(yG0XN|Z{5lw`}uBuOfwgj9^|Wr)-eGg*p4q=?8GvfPt0 zV@XC4!xX~UqU@D^^P4mOyg&Ev*YkeP^W1aK=X|b#96$LhM_b5jjDB09{^-syLygFU zh?sf(e1D9Zx4@%+)WpvHCjYr`$GI7Cx!>Hqs)yBp%y2{x4Wie3Qj=c>S1 z2l2|K7SwEXqYvP{@k)$!5%=>krGe>2^8mZ;lQGsqym^l;73uux3%Kt+b;jKhS8mg% zE!T4V0msR-8TUYZ_Cj|W+7zn;I3!Y+u|DESgLNtXl{dcbE5G(&Y=C$}f)&|~GAM!M zZV!7h?uj@yY7n`uNlgVj={pm~hKM)zbfL1grB?y>is;4I2=V+U=5)qkV*}vLnU;)= z5xXmz(y(s}u{YW)Y#5s$Ha%xZpVfojL-L!~_KZyt$F-=@w}_ChfIUqd7@Hxs_0^}w z=~cFXHy?3g+zau^NIh~XRKk(l{Md!DIb!P}N~G1d^&TXrDZ4SYK&&6uDm5$4T>|*6 zlLuo<#3Rprko+=g+yU=Q@nUR+xF+_alpM2bA7GpOp^U8&d#(5+wR;Y!0=)I=aK<)> z(*hf$$@O2y0IpT=V{D6f)$prQR`_znEtaDg+aVtR@TO$@cfK(s*G(A9*dFovz&fd8 z@~u$77m~*_?u}U9N0O2~C?4?i(}9fpAa)7;O?nZ&M-#Bc!yv|e5w}ghAzi4svH|eJ zSCbh#AWo~lC5_3-n+ABZY%1e^h&L^IDQ&;@a~WV2lW@k4h=X0_$<(%sHQ;N$(-}J< z9#E@B;|`|S0e-%ECSzyBoAo-R^qBW5fRB~NFz%1Ii~Bdp@78>r&!?}Z4yh)pCNdf`#^6W}**G8lUyUUONI zf+J2@0`@e_WIP0M_gpQy=)QL`;8Mq57=MR&`0c?U6Rkk!{3X zw8^@R@o2<_H;n0;%EqaX+~j|b@fgHYhC5K$(Q<6j3(GGs9*a1yuPf~?w>kpJntLS1 z;}HKb%aejL)Y1T(-MP#-0P*VJfwbqms^ zy~y^L+J1n^xtj3=#5#$_RCG5V2cu5lEyjU}ohuB;u`ZiW>EYS^`t?J`lMs6unNxprZzV_$a(Kiz z7;%-8J$cuD!Q|E9O^hcaE-$m9EU9QBB)czt&Nu|IZD22Q+MQ7hcze!E##0byRM^qY zZ`HVqMqhu!I23W#UykIt&;^_S*t>U(ry?eq8QGUa_k}VZnSEd!hPdk^BdYVbXa#su z*k{Jm5MPz`q~*^du4?g<5MT%EAFbirv++xpo9^z$L3KZsIJPB~2fdk_>#8W0| zP~7kl34qs*c49mqvGZX|^6y-T%eGO33*&gi4QJh`JZu9F8OQmqj1v&6r;a2C_gCgn z#-b^JQ z9})ZLyHU31AzV%}+kF`?LR^$*P1z^^u7>2%X8w$m5Sy$wC(1T906fuk4CBR!^;1mf zQ%-+Zz<)`zm}^RZrM_1H zYK&Pma%R|$H?1be!8(5V5m z`}SDYKM6X^tS7y;R$2{O?f5*_s|Bs9VMPnpChP`%{AoPvHG+;0)uS1mZmOUilozs2 z6?CD$4k=Z59tJJzpTv5tpd-SyNwG9`IOyq-OIfcIbio2mO18W56m(713f5_Ye)>+1 znm)bp0R5~zh4p$tw`R)G%)rkRLBAQghIP82r)SHNQ(WY4pebq{>kL85%G9YbEiMl9 zy$$KCe-`xPFKT4cp?nv#cgY6U8w4Hup*!vLv$p`sPcVh-B)e^_HwpTFtpdHtEJ6G9R;Nx`%v{iiYxlF>B52c@YNXea zk9AvqIKXs&$SUXhWD|I>A#Gn^_|=Lz~@n+X*^%cuoCDWr<^E}s|OwT z@ekH}1?{y~hkU%B$b)`qc8B#oK@ZUHMmzQWo`d!ud5?90pfiHBsHhw@(uDR(T+*yNU{tPcps-ALtX>N<9X@nslfV}pf#->DduBsDrDDBRc3u$ z&>QX!pyyF@^gt(tsj)sGX#FRSwCVQ{f6#hanygO>`fYV@`g30xy0Jbb=vOt? zlvMwsavBPd#v4+hQ^8u$+X`%1 zpBJ=tjXu5H8=3?^Up-aD|qDCn-Yjj470a%a%JRGe8~613VU z4QdHk_X70Fegjxbf}TBHoj&cCzXn<%)QvR>+T*$^HQgJHJs6+i!MZ}wdY)}k;VS1a z$nI0*#rm?KV|sN+j^~HyfDV2#ly#+`Z{D+fQ; PR|MU4p^PHS9z_2S=pwV}-8#Hg`pAyXrC;aOi3}0%=H7Jl%64z6bSCp3xa1C_~a0ygNS=ueUN=ttM z_=Z>6KcPwzh+Bpa3f2M6_W{c$l@pdkJlWWl1t_Pu04^x5BrJva>9}4Y#POphV2z$? z!qSMpuWb;`OOhD_c)^Hggk=y{mwK}+{rL%i_bq=xSQhce9WE^Ey{`1_eY+48_AYNC|DAH0( z`~5hu@A0Y%7Eoh^$=D>{61iKVeo>1mw*pE z_)7RY#1XfB*@iB=2Y}TF1_&!5UbyrGGY+nm0K7?2Ed2lTUP&48WOFaJyd>{9U;|T0 z!XptcJMvAiFnQYsIMrW<@F>I?sU1S<3xiI;v(w}Vk48MIJDe>oINJ|+dhKw+Du`=G zHH$2pp6mkbC#OVs4B`#y(k!yF^c~<$PNN8qMVxK+RT#TCOB!(Lu`z^I5u05)%ldmA zFj={N9N}?@lfPVNm0C%zkZikX0^#w9ANoo%FNYB~0c$#H5>`We_F;o4YL~ba;P}H@ zguh1|yQD`bR(Ns=@Ia9c;R%TC-1>yWmzEp?+}1jkusY)D9(5w4O4*Ts%_is*)|t_vw*NR;^dP9f?F6%=kP1Kg#xg0L>)q6~4?x-2^f@L$%e2~S15 z;+7<<{cc%WWZSfVg9?3)_CC1CO?06C4N|B6isyz~*0Rvx4L@ zOJ~AHh&w%<*w>rWo&s*(=SFx2;-z9QL{TQ=_W;h#@gO`CaiF;rd!^$V4EScLH(_JM zwpJ2szg7j-tTkdgVH3n0e=lXCw9!UWu|#Kfyt%RE;1!2l2X;Q1+8zFrMAVEq4>1i#W%_hYdBY^nfz* zL!t=JL!5p`oH;7VX#=iIKS0DvaOLzg| zsr#RchJ2X9E2`@%$*e%ACzPOA99C#y{um$2!#o>jMrwnW?<&@B4p{^x^$=d8#iycF@(HLO}<5VCE{eoea!3P^*BgwvdSmC3UOt23X78O$pU;g;x6IUh$W4pSkQfW zTfmCv1;RfdKEKnGh1{_!1gueWkMJ7AVW+nn1ZGRjTx6s6T08jF-Cj2Af zV?LqmSmo!bfF~S%O4tUmx{VL3$*sUvZCg$q;SGpSRCEb1(vRmua%*cnVOzw??3?gI z=6RgY8}wfj-iSE0%b(TQD8xYWK8Gg4c8H5de-+Hdj*JF8H@unfCd6faokFyfOc&t9 zQ!RvlLOi}Oh|RjFcMGulqc*~u5jR!(u`d>Nc*5p(b`su#c=7KYB1zLFxS7A!_)ORy zaenWhFvi+!36x=L-%EHa;?S3aLc_Qg2DrbepRfbsOOc_>-CuVlV2x=*gdGvvPaF_h zyj*cmvfLzg{&RVBLYy4g;gD!!pggp?;+U;hNdrDqG^3G&6!k&mVJ3ED}J7w1aM;2)i_Cm}= zJtFg2p)P>mWoZ%iMtt2|oGs3?tOY!(T8FR?;_u`K1r_;KxCXPkrV{o=>=ia7{N&&< z2a+$U>J#=uY^dwXCI(-A4EW$mBf{Ge*KN7Mlmcw9`%-f>ChU(mO6>*}xaXjk|c>1aNgo6<8yz^PGs7rALe5-g7;b6pr zZ+iu`=139Xk98J=LlAGSlVE>%KTrXDc)*fyDB}2BnZj7Zh)lpMHLM8lKl*2;-FNyts(p~;?Ot2?8B6%R7m!SwI&>nxGc3>c)zP1Zs;K1Cn)XHWH3N{Asv1Yfn?g+p*E7p9t?l>}TC0oYGlx1(LP(wi1p+ zeBkd3LR{vt_3HnAQhxS)&pg{KEUZYi-&}drrvF!A1zxtaI64_Mj~;A0mB-(=#9WvC)MKb3ixL z93dUY=^($aLUN(mP0+i2C+c*@c4GaL_w+6G$K7^yJb`k)EYQ3~0ACr%164uH8j@jYGyQ@<+mFm9oxtfs9oyK{F|!ju zx0_xioyh5y-2=k3gsBani?&=Noy2LoY%$iky*dwc$=*EDr#PLFBFP3{|N39hvo7Bz zoy=)>xd2u-G;P$M<qKvF&|BrjBL2BS=5X3Z^NZkWuI3Kf z%uJGWE~lpy>|!1T2jxLO+agQ)8mAR?-PuNimt~-L*ej5}&gu6nC0T$%ayIDE#}!H6 z;I!tfKH=$7ZBNjz@{~#Ear#_Ir!fEViwMxQ4Wmilyf_8>1iF#%;Tk*4Cu^m zebORM&-a#Qvl8TShtM20gLEOMtF$Bw+12g+kR54YLR#ST9@hb(wbP^%wB+X5q#372 zD|{8Ub!1@O{;~5&7jZg9pA~9kPIam8j&eQlWM0ygC;pDiAt!Daxz4OQksr^D0ReJ zhH{;dnO-ze$5g@*=X%%weEGj$?)`cHuKU^dUeB|h^{inM^f?)0qa&qRyn2o7%Lf)3 zavmY>zJW$o;a-88XHAJnpKLq+-|y`lQDYxebAgo_g3tbO55= zWpSq&-SJSv>3^Ll4n%a=X{|Gi2DI7{9fYXko?W4g#+-^GIvCNy-t!uaI)oPx9fIi3 zM)hZmD(5~TDut-`CD(zB7B@?+6>5@3G->Zm2S&FVn-P^k^tOYF5u?tQzC>ja?bgkj z#OODfY@%|A8YbVI&ZwsT4WjahCa4u&V02N#SE34trkIz@GWvYa7-ykjMMTRg$MH#b zW#dYsN{Hrk=f7d8gUb_$DkJ*(WsM1=3H9YfRS<35_h%uavro4WRYlZF!RH>MB6Bqt zp(Zs%EhT>PsjjMLL3Ajh{`vPhS*mqp5K(nR=ekLxFnWAv-5QfiR0~nl z>f=_7>P~z{R2xy%=!^l38vCoR7k=wVL>m*%K4i4DWHHfEh>j1N` z(eM+YM8_bSTU35X`zzvq{K!l83SCn9R})|#hk?!Qme z2+^K0Q)xC}gOmN-g_?{J4N1-7f6ms12}CC$`fZFTkEKc)uO>Pf(PfUJm5hev#}S=^ z=$UTqZbsMi6%d_@=noH<1B`aueL!>?qUrq~KWFr?jHHLqunD54?21+~s;*!}bULD? z!;-@pRnc=IIs?%g>D7&lD*q8rbS9z|&-3^??3aCks41eM#oNnS>Spm1qO%ZPqcfU6 zHk5b`@)R02L$uF6^ae{UtD8)8HliA~=1z=yX1WlagJ`o-7QesF*|v-5TtqeNqWQk* zwL&S;d59jW?d)R%w%_oKs5znm;%9uL_jLS_4MM{fh|2qf)UnitGgFDqM^xA9BwrDw zl-CorL{vZiq7+L#vn+||0z}tZ^({c03D@09}rSZK))v*^u7b5Czw~b#CtuoSH zLc@y?jeBv0KjydGGav|FJa-edMzlo1gkOkXg2hB_ z5S6>7%J1s0D_#<{MYR3<)Z=Wx2k**y3k};L`lZ@nDx+zJGl|+G`q{|PfYF>-526l; zYPT)$XEg6!3elyA+AVyvfYF7WVxr3s9oJB_lhLa+Eku_iy3ON97Nh;9DEbHuJ0cpF zmz~XMcH(TJD-gA9_`8|WQGXL`2;Y?Js$0BBK)v(}{W@+BV44p3&snl|(%eP0*Y-f>Cef4x$?n z^^X0Z&!|d|%0{7KFGTJ9Q}|-KL}?yTZ$$kqx87r^jqQF!eGuKEck~FORi876iV#iD z@f*cxm+V!dzKDvA8#5TaYu80|Bce^izSJ^maa7$;XxIoJRZA`TxrBb_r~ski2t?g_+xTh7thY8qBN458uSW-WQ-2<(3 z#h_$n?cybag|7BO+i^~h&xIeCjmYkUHfiXjCYF0C(TQv-v~zpoGMPxq5LD#T4Edl1?+M<2H` zyIkx>HUnCt&#qUQ)gQT=>>+4Z#4oU5cCEohvYF6owg-1IyD;;=WV4`+8EoOgY>k|3 zsL=CaXoDVD{LZY(rx|2_g?9V7j)}}Rqnf0CCLiQB2YU{)wnDrd17$)?58d}S; z-c)8|-Ob46LEE`e(w|u!6>qX2Iv**7J#$)1NcqN+EK*%h~Z$QDAo>S<{mvll<4 zku8F@D8+mYv(_aQWG_IQQ5(Sbv64I5$QDBzl;md5a`&bxMF>5YKpSRUkjU&Q+u3AG zq5b0G5XP+Ic^|T6(0=t;<<4x?v2?QK&|Wud+0CqDdnMW5pf%fbm+$$layrOfgw{{A z%8}*1nx+~l^el$9LHzIzv(ch?WPgWtSwZc7X7|4JC3^|l=grO9%)Ti;K=v}UUAM-H zm|bFBMYaOk7h9k5=c5v@H)JcJRhKMlW4R6&RHKBRuRy!HN7IDaQNNgzt%5djrybv4 z>3sDgTMg}`OxqbOH_0G_>>tq9)d%zYU}0l5*{jfo$+XwAT&v!dk4&(*1P*e@#z0Mhbb?{D>~00rz)qTDp8UA083`h(DZ&;r*iS z>;(MpMLLxOUJXp1*&18Q|_Y zL)OVAI0SL(wcVUY8s`A689SfwP{i5Wf_UKB&c6X43iKg73~|QNt$bqOH*8}>L?+>% z5s!%9%`XqHPKV@N!$*XNBQB`j&bv45I}LbJ@(;oz5Nqz)!y_N~bO8U!UhpcogDsa=ZBVPx?WSd?hrK@My$q6}NM>O0&s;O>`OwYa)Ku6~y}* zt7`+cbko=%8}l!Sl@xvX^T!6NfPD*>5FUd#XO=6+X8T9*@|4*haqOdb=UuABh?pWfPo$xIA|)_qUAf27LWz zGs0SkHH+-Ha=POrz`v*Y6V^ujMMKJ+p2XV%ZXb|Fcp~D`AGUl?fFrIA-D`IVPeT0l zhzSr@})aHa7P;YEuZjo#L+Vsa2u0h>mm74Z5`nmh&|TL<(_?gtpRUU?7KZ zm8+d7(g7TPqLA>fh{qdi@sF-KF98oMdQNyY;@u5nxXMb&XTWD1`)`)DVT?G_MV(*2 zGCc|K7j8g!4q{)^VZ2u-_7z~AW9tZ;AU2Oyx7aqVbj-m|3qEZ}*T2MPa%*zoiKo^sTv2JrXWmkBRItf?-~ zC68x#0k%K+g79L*7ytUozI#OCzEPzpahA1VhWMOzAHHfxJKp(IAI>Da1o5AT75KwX zcZS0-`W$f}ycBU*ggh@*3BZM9zVR?&bHrUM`f=y@;SVACqt{i!7KrQC^yP-7gZ=;< zakYi;GQ_9q<#<(AN&sNJ`${gdHY^cOvKzp?y0(u4ym+D!VJpN>j3hiS{mWCpzi!_| zcsb(xA$_@egdHBop52jzS0GN3DDo}7X44_Lu;VJ>m57V7B)ol|$s)koWo?94Ax@R_ zc*4f(sk+MASdDn0$^dTv@s}b<{v~`4VQa)?llt)l6`uycr{!G<+aPv0FUMbL zuCN2#XLJnVHHc#r{$je-&QXA8nUoT?MQmBq!&L81#Z@;*x1F#ZV$;2^SwVC0en{Sb zRMkz^h7@t)n>O~gG|3Eb)&XO}_J{{ee8=pv>r4S(dhbGbE#k{_I#@-}W8C?r7BPg^ zAs!de!9GvWG>7Ej-%1FtM?CCE7pt#5unh2`(oVt~5J#lY_<_{G}t`2e|?1BIi5zD3rCGh(M@FWA-now({^ zluZe{ApSh}CA(*y>;z+0Yx5xNirAx~iQRJj8=vl~5620+A$C92!B$^(ZiVDgiWP+2 z5kHFQVb*VwafxP`za_i{@qE4aEceG|JiE6h4fBw-;eq&6ZYztJa1QUH*R=m-|G@V_-&cu*y%EQqY+)8A&v6%xabbjiM|>cvoB6IN z!=1m!wui6};<;P8m}zlRG>m!F<>8*PHhd8~6|}Mw!OmL&&))hQVL!x$N$qU2l^ael zZn_U)f5g%kFWDWPkTa0nCpw960Aj<_SgGLcst@%t*xxG zM5+V0ci;qXSsObLe?8gEBF^vf0etX+72%zTTfefL4}~9K=8;*o2Y}7j$<0GZs>! zrw2N0YBuTpf}Z2`faz8Z!UlI}KO}uX&`;ZH*lQMe60#R}{!KbU(0NZdb5P;VpqDi2 z_{cgrDCl~(E6nU;Od#m%`)o)b67-(6{V$M?6?E9;TP*OH z#XZmqE;W*l6Ld+`O*Yp`zZbM`fTEwQlVgIe{&IswNDtouZL(t)>3BiEaJ|R6wUo?3 zH(qieeO%Bg8h6>GcJ)!9Z;w1oIziCWYaXzP6Lt*%T|40l=|n-FiG0p-`zUpwj(108_j(xz&{FIeIFFUe{bc&$& zCRDPdxQpSS6PqGQpA>ZF;xhK+OuyZrE52PJohsj{4e zTGJ+y^l3p$<Va``*VXQjyvF9H0fMH zho8=6e~k^3!bq%=OGuv;boTmOX6@Hx1Uh6*2kAUPd)_?DSdOz3=$LD2L9$Nr1^ppD zpV?R$;(3`|IEVB(L95LyV0XXEFM({GYFE+)f?gPRo@rf|TmxC{ee_v6`w(~V9BAjGYQeHjE(*G{CWTe`O~t++ zFPTI7lAvG3r!nv1jV+L^pX*BcvY_9*h-V>L#<8G}B*&62611~v9IG~sG6DVc)eX|c zf?oJ2ntjpse+0TYwTtu>LFc4Iu-qvdw}MWbrmT8RzIGan@K1uQnhI1Th_t>dK21-)g)c{WjD1>PZ!-zy_sA!yq}#q68HEL^c$ zKXj93g3j5@SZQAWbuf~#u|v1XI^lvgm{H1dJ|7qfDPm8nrBD6~5ElTY diff --git a/codes/ddpg/logs/train/20201015-192417/rewards_raw/events.out.tfevents.1602761057.MacBook-Pro.local.156.1 b/codes/ddpg/logs/train/20201015-192417/rewards_raw/events.out.tfevents.1602761057.MacBook-Pro.local.156.1 deleted file mode 100644 index b1311382aebcc711f5adbde73df6ffc2f2cea6ae..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 9113 zcmZA5c{rBa8U}D0$q=GUi9%&dX<%1W%2X<~rFo#tQbc4-8;wfrLW2g9!fB!mQToS(g1QbeW5Zk|z{bH3;NbFc63-*sPW-PgO;`@El~4E?e;It`Y;IeyJT#i#dew3Sw_ zbN5|iW*6$YCS=0s5{u-7f&X`IBcBYB_Z&-3Mb<>6k8+>h>pa8U*LehM{N}KkU;8%W z9ANj(bZMwcH^j?wGI?XOOd#N8TN&Z*hzXlv%_nL4I#C7u3HL?(o~ zjsQI3Yyx35#5cQpaD&m$i~y_u`#j-(h}9J~^7Jj1?*Y4JwGdWEtlyBp)q`Tp0JmFd zER}9h1F`+JdbZ7FS2w^n4QvSaM;uTt%M1E;B?8{QK9KML#A6-f`QnP~D8SlVj}g{H zoV(>5KRxsPDZnQ!|0b-3_-ElXzBD*P3-GW5zX)q1KIoaleG7IY4pTE-CT&9pG2frd zH#+h^A-O)!ldvx0=3*J{9qqAXPZ=b`00*6MB&?5E_wEcH9sE29aC}`PVFScDCk*)Q;r9A~*KW!q zJQ(rkYJc8;s{16sJ-WscsSzFb}Qav&I3(I?%!eLCT+t6@zs?!+%480-&XTv{~-JuVwGRp`Kt0u zijbTVv5~MT;=YT1vFlU9@&G&U$t64j@v*keJi9(19`MqndxXspUrUPS7c2vk0srf; zth;oBBN1oCui}GmyJiDE{clskqYy8M{lRYA%jp5m{cQnZbHwi^jpwg2WxD`d=4>K7 z8gb(`ZQf~9a5135m{bIb$4lCn6$zat*Fe;7|% zsInVy!oD+v$0N>T0W2Zfx*o8?`A38&AkIHzq-d#_c}HYOszpl|?b{RYU&;QxS*n z8O2+yGMWJIQ(8`V8e%_F4PLz_s~zx^S=$KPB2LPwU_W&>*k+ z6XW8HCxq=0XYUPR&o|U8gJo37_wkgr;ea?ZUza;y_RRu(sAe2tN5nU^Ecm>vXP$s% zcDfOsj=28b7xqP07jL8)D|Qf`fp}EOJJ$51Kh7JU0*VPcA@ zEHf~f@O;E~uST*7bLZe0w6HECya4g*nj*GaeZ34M_ceV%cp>6Tt);9XU|JjC&AU{5 zq-`uhTzsUA=_u>q+bVm@M8b;^M``PF$NstrkX-Q2i|`V}{MQNgt#UqYaFJ6o;iZUw zn7v|NdghxTS*!CR;bn*mOFEgx2Pbd9c4e)Emm^Mf4rU{Y4CDZ}DfRP}wy^^7zI)#! zZZB?J0GtqEP1p@_{8$aH^erj^@byq1!tRJqX?|hPC8LG{mdQ^cyb|#;^A0vQz(NJE zc2zmyRfyw`YV+29E;zX6Dz_2#K)m6fD0W0H?Jy({c;C-Y+J-0MqMw~?z)@Q~DalHc z340+nto*>v&P|;M$*L{>guM}ObgyFNPn>X6tNNHq*az{@EB~F5?hM4SM^|1#*cY)= zj1FIZd;14iM)r)?g#8ff9{bFCrkIWcykY+Ue`y>3hzF=eus<9I4Fa6gHkI&d#B=-o z!*>3%$It&hW@`usAikRPmDzkQ#V^gEXX%93AU-gngsIuS!ms0GFGhGR;zT(;{!DE| zF|7IRg13YN5$9{yF$2Yx-hg!rwN^{p2tr)euaqt7xp@oV2^(w)uS2|`?JFBK;2ut2 ze~k$w9E{j`dJ(%gdy+aN%k17yI0SKzI92||XRrofbA@Y!*CSqYbpZcd+w?c!!6Bar zhax_+t%QyJXUJo~zgqPJq-}&DHhT1xE%cmc1K9Va6X6Yrr)3u~hd$LlfCndr5e`Q@ zA*SW>JN+(Kz(sG45{^Ke9B;v2-fh4~^k&bSgd-7;T=!0*q;ow0l7mNlCme-%pvnRs z=JHk2#sJ=Sb~fP{#Hog3c--47>40xEh7;b1_;Jn!Rvh%= zjo$zNQhxYYZM1x{aW>&t;XmcPz)tqhj3vE6t99Ncy-CndE3Me`PCgg(rI{V1{}lB5 z^x@q7!7($?9nnT>rG>-^`f7z1uWUZp1X`nI4(WJ7hr2|xry+(PK&QDzl1>n`(~A(+ zy7=2y(6OU(NN*PO$6;a2{z=Pb(9y;8*mc+v>#*>c>w8 z?bu)vDD7mMpk?NFNXD008-Om2cO|`D&~Mbgvmgue$EdHwlHMWc6Qy0O&EWbA(Ea`M zNhb<=ZF>aMj4W6TI$*+m(mMq`HZFz*2IQ{>tq|KSNV>~ig0|_A%RZjB{sLOJ*o<_N zpkF7Leeh1wvVG-%wf}XYH0!!+8oCx}qS_0{0K|2}B@*TC4f5P zV&?<8p}>uFs-Vvq6tO#|f0co*)Y(BgP0*X2J6Y#CW9;OvVG-$cK|dIx$E&}oxvi;EB9lo%hzuOJ#*(u z(gy{7Yf}I_KXbVn==8=!(iwuzY=~k}2TX>8mUI@8J|yVy>S9)=yxksj<+!J$4+}al z;JqaB_6%##5@*E_X(vYnT~;5&o*QRg0&RE1lJrqQZ%^%#1T4wIJGQ9Zoph$48%;~u zN2OK!AY0Ehk#v@zV=68%2|B`f`pk0iL*yTe>EufQ2R70hm zJ}qb) z%k#`zagrrygEM8M&j`9!zu~ggE-QQnzsJ5LeOAyKKMPr`N$lT{?YT=eOxnpgK@YqU z$nshf(m~fcT9GagbWuhzQ$3~R1lsJRH|at_e`)w%@X!~(tO!oNH z6QJv!m6N_8Xk*1tHpH^&7U-r!ZKR6?UB^2lMS12pg{6;H-yrRzSkNssA#9&!#YxCM ze+t~ZmC-XpiwE2=Q74$j1NOtLWIT_Fur}vP)DCnH#0o+3G5C?t7;WFtm zL9ZCPj@|JXdJgo?Rj){w3wlXP3ESA?#!t|z^VP$pom>+1iW|PHNW&H>STo zCknDRd~7Gp1brz^hbyTx*Mc@k=^r8OgbTX6S{PH+cklz_PPW5 zTJ37mm4g1mDUywo(Z(A&EisMsH9?<9ie<*Oc5RT|@0ed#7RC=K7K4BwQUrRKJP=2jqELp*B?M%agf7Xj_x|m@kH87=pyfm$4wpbK zDCh;rgx~;%GEpCh9XK3GJH%71iI(`3wOO+>(#TK^?X-eP*`9{go@xZ z!66aLB@>xwt5D?1JB!3Z5uYgAE29%)5@js+zqvOpP3DyI*ow+Ec(3D zvKdI1Y=y;J7=+&cI9zv<#;@X~G`^iiW2$Z-2Uo}D}yJdQnRxQG=xvQp3YR$Xsk+BNV8}JRW`jbkVM1TcUt0`=(9d^`S z6NPWGWj%UfH2&d`)Zb`GWA>n3iT(_Q;NCo4#TbRq4Vqu~pNocvm4}F#yxcR;PvB8Hd zES!RqLS_i&*XKN-z9hI--#N$I6YMHkm)I0ZLx1*aVVO0JoQE1-Aq<0t{L-Bk#thC> z<`vXFqOrLvAa10H#;CMokEaU3^zl1wx-ASCmz_=?Jp^_#ayciG$6l=ogGg-&3X5Vs ztq$ek8LA$*-j+q>!1;L7?HuGoJACS{v52iROWL-T#c$pvZi>S^6d&AvD7wmFGT1d< zrJhIlUcZ*3hCDibKa?n56RaQ5x6LwOFtw_up)Zoc<%;28s|p&^TMKF{IvDsbMzNbx z7zjpI+`C*z;M*bC+50X*#<-ckUpNgt}_Mm$cTk(F!WF&;ppB0u7}S+Fm#hO)~YvW@%WEkD~zTAdK`46X?8dEq}?>F?9t(PF{ z$V_D~!$aeQz}Ur&MM!^pfm0xZS5~ij=l2k7)K2xUUrTWM%X9m7v@+Nf+%zbvBG~Ku zk!p*J(igeP>`8$H_9gRC)*d_#UT@y0A?Fa_I(B++6^HL{@0YC3Vd46_R#m%*h4q^B z<@_3grHU<%HTP&-KV+sQRPvc?!pOswdMKiiT_5V*LUJ#9fy?Ed$dR;53dW9v3t947Gb?D*xelwgZkbK=2i8iR++EPG>U ztQ1PE2fb)$FHDs*Dmh>HX{YQ>A%}_|htBGju;{?Ij*(pQQ7#?z>^!*P`D2JBJsSjxEY~4y~X4t>xtn7PSh;1KCPG zt_WSvZF@>kYa2T?E+Nnf&x>|Y>h-#Q>~Y^s2Kndizf8T&!ln7qQurMP^ZPX&t@kl- z*>&>s2`2`Ismu1=2PpVIN{(b@6lQF1w!cd#C_QX>Us@vMDr{ z*Q^LQNWo69Sd==YyvN1-cc4xXoIC8cYYUB{Z+Xv+%6u9Y-WioD|HyUIb}^;Q=UXQ| zEe>6yFzNWRI?0AX)q9rv%0(O+1e(qxbu1cb diff --git a/codes/ddpg/result/20201015-193308/moving_average_rewards_train.npy b/codes/ddpg/result/20201015-193308/moving_average_rewards_train.npy deleted file mode 100644 index baae56cac5c0f6bda199e4b0047aa29f90e03198..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmbV|`8(8$0>(u+wh}ryQOKGs;nY=;>PRJ(I;f1YgbL9`GxHtBd}qcsV{a^VBv(?F zPGt#o#T%Yb*+!N+t}W5RJvp*(XYRjn-(TM6{k%WC&+`h7J0EjAyGo2I7N+m*6LKL~ zf48Q-m9M3~k*2wVeT=Kl?BgzKm+qWBSHPU2i{@;@Q zmTw)fB%X>{f!Dj<2?6~5+Y2spQjxxr?JOgohJ*@*d(#)vP@))u6bpRAg=fSM7xW55@YeRK*1N z`gpMEL(O&QUwXtEbx476_{Agn+mm5vQo6i$F$t?%xvB%MN$8O-KBJYFh`Iv$tj5m? z@N4LAb^98JRNI3V&gyaaJef=r3*n=2Uwd(xkcSgWmK9Qac$mx&y&Npyp*eqjae8(v zGBZl`3Pc{H;nd^Q9)o<}pAN0##^71MikrilSd1ErJFJ!GLAg>@ukQs9+k)*Bl~wuZ z3i5v~?Z`*}&8<&69eFTfzU;3(#e>Ak2EQkId}P#2JZrxjhi4uJ=garUgOO5oN31v= zt&!E)ZcA}kv(0G7tVJAtG^0x-1@Lj^fbHQga(vh+oHQK2Bgzi9GrK(bxVrbXu~kAW z2DTI%Hn_*2R=LTGXBmy$wkO@+g;7wdu{|{)5ev%tfp^IVW56{#VXA#Q29F;&)$Upq z3#(Pdr#+Kn;LCSOSZ<0&Y|9^SXEsNpMXB~}Au9@|YNab)RZ*z#SvcHm6AhM@j$>zA zB%Fu4%*IYc!u}O`q+oyx`GyG#b)86m(!E)I-$HYig}*s$o&$o{ZM z;?r!_o0q*LUic|05#LA@J{k)@DJSBk5|XrwBz8^@=M+eikUpyK*=EDSPc*8t@e~WH z&K}xx&LoEAba)r(Y{-9|E>zgeLGJpG_2J!YQ_2$)5(k7f?_EM!C~h#h-K|AJ=X8Cd zQXLZ|b}r$9-Qg(dS?bM^4TFT8Uh2X;1M@4d3|GrAp+rc%PtOg5u%c|diN(Ojs!wi| z>M$H{sp9RCWx~|DW1sD=2)v3pHF{kRLXs84h#J|&JUiOWFpdjq;2#ti9>-J8_k3)P&rf4-ZT6`?v89)Ha3R&nD%_mX4o4Gj+T?%b@I*vLg)U9I`| zTWok;&JouX{cdyD%4%tpjr1%ck8+TM*V_Vb#9OnmQ}LbiucG~`mtR>W?;{ZLZrs$i zf(6+@?Q>b1BH&)w{MLfbgo9%+Wy6UGe4jSfi4SKXSmpTKc_k8zE82UztC_HsRO#6} z$Hcz5rI~98L$bB>EYqKfv*lX`0wlw6Mr~4#zD&ULyjGr#_^Szn_5J(;p6WloAO1m{Zng z%RujpznXXf1D*D+3@aA~7R*dHkro8DW^^2?mnUF5uVFdULr3*-qaO|92yEUU1)`gQ zmYPm4W(9%DsJ0_677T1=WtE2*5Kw7-6qjQ}heGAi<)JPbj+7GPi%m3$+m!f8SyGW* zX#Jf1jS9W7@1EQ*RP4@Z*EP_iLXaM{kRkG=Ruxxg6DlSTPks1TStwi+9@RYvpyE%r zUsjqbsVEug&Y2maqRA+C)t0SPaBsY9l~bg_>t6iyS^*tuz9X5hC+H}?Yrw5EXP{@K zt*l6wfYp|w>-Q)GuG`CNOC&MSq^jrjMl%dSNrSWuZ3d*Z+!fBQBk-T1@=iX52B`=C zRMbnOLdj-%aG?1b&P4i5>X=_c*3jI%fjJeHg+uLePifdN8bqtgqak%Jz0vzV4c{6_ Y;n52;G`l(t+5bRCQ)33@tuGaS1O9?_&Hw-a diff --git a/codes/ddpg/result/20201015-193308/rewards_eval copy.npy b/codes/ddpg/result/20201015-193308/rewards_eval copy.npy deleted file mode 100644 index 22c1d74fdd47dfe448d3354c1a455fbc47c9c475..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmbW1`#;qA9>>RJ*S!l{$qXhGPNP`sa@5lS`e!SnW*Yo|(4-EYx zI9!91!r5mVBa-b-vi0EGej4j;E8yG4N|Tb4q9jC`6eId8?iVGNiP*R-J}Obf{_Q?? zbQIVN_zM32{q&up{`ouEve3jU3fS*Y*eqCMDRKP=LrA9 z<``_{wwOjyIPPq4L~)ct8%MEEJBGrYb=@4vVj3>$rvq-FU?CswUF1Ws-Tuu_=2H}Q zRou}VsHPz7vfSZSmJDHPud(4#8oBw`ie80KxLVLPzH@ZPgk8Cl_f(J z6co0DL!(Tn>1?!tM$^F98G926*5_ONe$bAs=a?JTb&^71=&KoTF+1l}xNCq74;f?pQEKvo4$1H-a>FRqFv!*$j*7yw5L6QM*R^T_mXdDWC!$x zNSE^9DOzFwI?ocVb-NCm=Fo_A*V~YtD}ncZPalO1LDWaj1Vedzoche8uB(;7$X(s0 zN)f@=p$9epyOoOvshOq=-g2bRUS59pNhHdaJTL5BPEdSr={x%p8k;<-`N3K|1iram z6>^Nm_}x7_e_Tm}e&?UQ`y3bC-R>F1c?`DJhFBkAq!7j%D<@xz;p90Kx~o-;hq>1j zKZUMB?0DA2wet+pPx*FhtL6BB?`pTux(bu7$(k|aVjLK3xU8)~#`1V&eMXFT%>7Ogy;zlr4`$mHMkWw}ypi7VO>vYv*lSe5?bID>}u(@75J zQt&XX;-)f?LD%P68n!ZmmRl<}Rt%cMCGXMKp3YJjYi!jxFwg1}_O^Lyg2GzgZ?9e6 zBL^YN-cPeWueSelchv?dOs;pPnpV>o)Dr}ESo1NunO7TIV+o%ud6%-2i|9akm$NU! z>a}czRkj$}9U%=*-C6&p`um)U7?cfn95VWrLixq34$f|3U(ThI38f^$fyO`m8Pp*!uU!Qd{1Ok&sa8 zEn@eD{6YKW{Fa2t8tWH61q5dImc6zi=J4*9C1jl8;{HnQJL>BUj{g0-Pa=y5F2Q>6 z!AgQtUX@7~t;Cqld{wvS#}pKdTZMAQ80fx=7HylQU@(#BGU-TTyPnC7L{?WB@5IyY zFd8q~y$qgb(%^J&d`!kDEZwPAUD#udhtqbCl%^`mQolj%vsXV-RwG^pUIvH6O z6nwer^yH5T(lXtPboAxmhWWKG@M(1RcPwc&=HW`euX56WU~II#wfa*Da#UT-6Bily zS;sis>!4AUr@8n;XA0*z-RV9zDcGzdi|-Q}S^0(kc|0RQZk6*j?s0;bV}b{0r?92L z@P}h2=2%p*Wd9RZ->(J|13ueEBc?q2N%*V;|5Ch-RYC{wmP2*v>l4~6C#mr+!4r)>RJ*S!l{$qXhGPNP`sa@5lS`e!SnW*Yo|(4-EYx zI9!91!r5mVBa-b-vi0EGej4j;E8yG4N|Tb4q9jC`6eId8?iVGNiP*R-J}Obf{_Q?? zbQIVN_zM32{q&up{`ouEve3jU3fS*Y*eqCMDRKP=LrA9 z<``_{wwOjyIPPq4L~)ct8%MEEJBGrYb=@4vVj3>$rvq-FU?CswUF1Ws-Tuu_=2H}Q zRou}VsHPz7vfSZSmJDHPud(4#8oBw`ie80KxLVLPzH@ZPgk8Cl_f(J z6co0DL!(Tn>1?!tM$^F98G926*5_ONe$bAs=a?JTb&^71=&KoTF+1l}xNCq74;f?pQEKvo4$1H-a>FRqFv!*$j*7yw5L6QM*R^T_mXdDWC!$x zNSE^9DOzFwI?ocVb-NCm=Fo_A*V~YtD}ncZPalO1LDWaj1Vedzoche8uB(;7$X(s0 zN)f@=p$9epyOoOvshOq=-g2bRUS59pNhHdaJTL5BPEdSr={x%p8k;<-`N3K|1iram z6>^Nm_}x7_e_Tm}e&?UQ`y3bC-R>F1c?`DJhFBkAq!7j%D<@xz;p90Kx~o-;hq>1j zKZUMB?0DA2wet+pPx*FhtL6BB?`pTux(bu7$(k|aVjLK3xU8)~#`1V&eMXFT%>7Ogy;zlr4`$mHMkWw}ypi7VO>vYv*lSe5?bID>}u(@75J zQt&XX;-)f?LD%P68n!ZmmRl<}Rt%cMCGXMKp3YJjYi!jxFwg1}_O^Lyg2GzgZ?9e6 zBL^YN-cPeWueSelchv?dOs;pPnpV>o)Dr}ESo1NunO7TIV+o%ud6%-2i|9akm$NU! z>a}czRkj$}9U%=*-C6&p`um)U7?cfn95VWrLixq34$f|3U(ThI38f^$fyO`m8Pp*!uU!Qd{1Ok&sa8 zEn@eD{6YKW{Fa2t8tWH61q5dImc6zi=J4*9C1jl8;{HnQJL>BUj{g0-Pa=y5F2Q>6 z!AgQtUX@7~t;Cqld{wvS#}pKdTZMAQ80fx=7HylQU@(#BGU-TTyPnC7L{?WB@5IyY zFd8q~y$qgb(%^J&d`!kDEZwPAUD#udhtqbCl%^`mQolj%vsXV-RwG^pUIvH6O z6nwer^yH5T(lXtPboAxmhWWKG@M(1RcPwc&=HW`euX56WU~II#wfa*Da#UT-6Bily zS;sis>!4AUr@8n;XA0*z-RV9zDcGzdi|-Q}S^0(kc|0RQZk6*j?s0;bV}b{0r?92L z@P}h2=2%p*Wd9RZ->(J|13ueEBc?q2N%*V;|5Ch-RYC{wmP2*v>l4~6C#mr+!4r)!_ix9!9@vB@T*rtBQ4j)a7XYPQX`7k6QVv@tU-Gvkt(X}&XKFf=p@ zA+-vHDA$OmqE@|>k}P3m-KyQRk&{b0bN+?%`R#drc%C1g_v>@Y-Q&PPA9XdZS|TMR zH0E$L#ommvGi(QiYDNiTMaM=nn1QV5kkJ46dl(Thp(;NnoWTxN>5W^ht*M)+W=UrM z_vyVYb&UA9ObO@S%B%HWrx3eT_tF1MF21t)Bkef0k1&XX0lgt^GGvWWvnNRCc2{3p#Es7GaN0VJ6Lh#uEg^BUBMz|!jUD$RQUlVb#~&tz9PT$O`e(qc2X zT!_I%XZm+VGWlaQR{_# z3L8ofx#>^o@d!6^slQRlgEUrWrpZ|Zq2gi}X($_$rk;iEN+Bk#Y_0b-rDC_b^e>I1 zG*ITJ&a~$cxYl@ZSns?5joZ?^n@og=e^*oT`hfta!>FQxp=2zHQU_9oQsD!88n={% z#zZGt>`4Lcv`+6Vd?Ua>*{i4xgcOn#X$I#N3)V{d8toAt8s~&W^C}h|7d=B6{Pj$n`SWREwj&#^oFVh( zI0Ay&oQw=#G31%<-gLGY${TO5Ust3{NB3bZiY1ieK@X%#Yn3ncN1m@Ahx!rmaY<%yy+DV%LzoO#-=f@yit!OKX`b>zJ ze-HWRXa-{Q5C2*Www0pu)i#4mgG{VDzuG7IQvhl|$z6>fabR1;DA~6l0Ojn8+fR>* zP}}#T*9ki*^!9S7%G|$OD@aSVbq9Eu`#m_oPMN}HxGdL$3$iajfCy^jRepS`!KiihpoN0)DD@l?5IN2ebO;H>ZEPu@*n z&d+Vf&dn_Rm2f_MHeJPKaxrO6&H~%9%;0!26P=THHLbg25iT?G9QWWs{riAl>Zw66 zkFhB3jYz_XT^Kd1hKt{9DEi|`Ow=g)_)<$Qnx2|ge2n3Ou_0{Qy!H@|&lhy1y%WK* zjAQgTG#-+cl|ESkaWLPT*}BVxh2_DT|8TVupdj;B*=i#KO7e<`kUht-bZplT(wid0 z$8smwK`h+d;T0I?l88=U2a^kxBKT6ZJ6UF`f7ul0(6loOjr^A+S2e(Ke!TGk@Ml-?0~^fVX$IX8RZyE+~= a=r(?RY$+Be#cga_PZF~7`V%jW2jIV>AaHO1 diff --git a/codes/ddpg/result/20201015-193308/steps_train.npy b/codes/ddpg/result/20201015-193308/steps_train.npy deleted file mode 100644 index 59825bb1881780534d0fc11522abfaf97c0a9f15..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlWC!@qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= vXCxM+0{I$71_nBsItsN4WCN}f3=l9%kA?#%1V+=rXgU~82c!9b*m3{>9E7*P diff --git a/codes/ddpg/result/moving_average_rewards_eval.npy b/codes/ddpg/result/moving_average_rewards_eval.npy deleted file mode 100644 index 892177b10787262de7201f5ca4ede2bb0b7f19ba..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmbW1>0ed#7RC=K7K4BwQUrRKJP=2jqELp*B?M%agf7Xj_x|m@kH87=pyfm$4wpbK zDCh;rgx~;%GEpCh9XK3GJH%71iI(`3wOO+>(#TK^?X-eP*`9{go@xZ z!66aLB@>xwt5D?1JB!3Z5uYgAE29%)5@js+zqvOpP3DyI*ow+Ec(3D zvKdI1Y=y;J7=+&cI9zv<#;@X~G`^iiW2$Z-2Uo}D}yJdQnRxQG=xvQp3YR$Xsk+BNV8}JRW`jbkVM1TcUt0`=(9d^`S z6NPWGWj%UfH2&d`)Zb`GWA>n3iT(_Q;NCo4#TbRq4Vqu~pNocvm4}F#yxcR;PvB8Hd zES!RqLS_i&*XKN-z9hI--#N$I6YMHkm)I0ZLx1*aVVO0JoQE1-Aq<0t{L-Bk#thC> z<`vXFqOrLvAa10H#;CMokEaU3^zl1wx-ASCmz_=?Jp^_#ayciG$6l=ogGg-&3X5Vs ztq$ek8LA$*-j+q>!1;L7?HuGoJACS{v52iROWL-T#c$pvZi>S^6d&AvD7wmFGT1d< zrJhIlUcZ*3hCDibKa?n56RaQ5x6LwOFtw_up)Zoc<%;28s|p&^TMKF{IvDsbMzNbx z7zjpI+`C*z;M*bC+50X*#<-ckUpNgt}_Mm$cTk(F!WF&;ppB0u7}S+Fm#hO)~YvW@%WEkD~zTAdK`46X?8dEq}?>F?9t(PF{ z$V_D~!$aeQz}Ur&MM!^pfm0xZS5~ij=l2k7)K2xUUrTWM%X9m7v@+Nf+%zbvBG~Ku zk!p*J(igeP>`8$H_9gRC)*d_#UT@y0A?Fa_I(B++6^HL{@0YC3Vd46_R#m%*h4q^B z<@_3grHU<%HTP&-KV+sQRPvc?!pOswdMKiiT_5V*LUJ#9fy?Ed$dR;53dW9v3t947Gb?D*xelwgZkbK=2i8iR++EPG>U ztQ1PE2fb)$FHDs*Dmh>HX{YQ>A%}_|htBGju;{?Ij*(pQQ7#?z>^!*P`D2JBJsSjxEY~4y~X4t>xtn7PSh;1KCPG zt_WSvZF@>kYa2T?E+Nnf&x>|Y>h-#Q>~Y^s2Kndizf8T&!ln7qQurMP^ZPX&t@kl- z*>&>s2`2`Ismu1=2PpVIN{(b@6lQF1w!cd#C_QX>Us@vMDr{ z*Q^LQNWo69Sd==YyvN1-cc4xXoIC8cYYUB{Z+Xv+%6u9Y-WioD|HyUIb}^;Q=UXQ| zEe>6yFzNWRI?0AX)q9rv%0(O+1e(qxbu1cb diff --git a/codes/ddpg/result/moving_average_rewards_eval.png b/codes/ddpg/result/moving_average_rewards_eval.png deleted file mode 100644 index 3e9c92ff0358a14c22d28d03323ce441d9a69311..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 50937 zcmeFZWl&Xp^ftT?aOiGnq!elCZUK=JkdhQ61P79ALJTo}=89eU&i?!But+lRoM{8+3Ai$-;g&>GPRYg$;g3y8?2r-9^ z34SB=b7~3vN6cNx!2Pkajk}kHt2Ok29D2qLn8{~(HGitHe$*G5%QPS-ngE6dBD+~fMj zZ1SOS3#m9lVKb4kQhS_{@KQ~en=F|gdGBY zY)w@l(*J&4d;kA_`v3n7{%}h{A-3BuW}0t}nFUGdmm0iGVtG)1go+ZDwXk5e`SCu! zY3IwQf=E)bWcEk$+S(-V1JCVLCkE}PGFijVBq`5w6Xp<`|e8BtjU|3Ium~?%tf>HY464}w#L`^}YJh5ZU1I7UI=`S8# zzcppzr>3SVHy@?*A-twsu%PzE{hY!=%vt|Kf|c)Cu~!$TR@ayRs>_HVjUuuP5$E1& z>p|4{ksX&&t%^at%@EDEY#Bx*64|(3m@(Yq=Os!{8*zwihzeaKN67{NszRJqVp|f*7t67m-TQ8aqze|YT zTpsej80Rw_V-#~`ReShwzwPFV=x}97K|_P^6@ygFzr$6lsYVy?`EV*Ut^hK2_4fWG z7XIho>HH6eMA8MU)!eZ{nVv;hLeatap*B2Nt9G#-9>uQ54g6u~j-QlSX2&e`xP`%q+jMk~or( z9(R29Z=Hj-fk9Nj#fb%2*c~pe?vLJfD|H@##c~L$Qc@^`1Np zf0QANfUeILiO4A_7gn=_2+wA&uP)$sGX|a^pywmrClk;4Ejlrdc4rwM7isjo6LO%T zTjj|1Cl#4Op<@!#MFrhl%tFEFScK*$TNBhm_T=Zsn~^Syz4QBhjFDaQ#H|ih27ADo ztd7=xQVTr8-f1~Ch3^6E>ILcr*pd!DH6LWv_o`MNcV^CZ)8HeTC zaPHZ5!z=_%);o69jhV*Eg<|Fw7h}7vepmAF5Q65w7s1IigB>gqy*MX!GMDdd;K9oaCw7uVaJZgOB?%j@so>&*KF{_b}dW~DvgO$LE zB~Qk!8h2YS_P_~S4!maT^kN7+vyeRg^H}tB%5DGay^6Va4&@!dauXzW8qv817pB~P zg#Wbd-Wd6Weo|*Y!g;hYf(NXTKr9u+70L6p{Ko6^%_{$YuI?LuaKK&k{LFuVKoR|P zsA!>NV`KB)C@I<-Rv?<6bZ+bUsP`%F{b^@7Ue${U0TZ9)6z|1&k-c%NgxvaiO0U@f zku6V&2yhTQPrrm^Di|5ju&bv-sn#yw6c@mPdmo8RhdnX%Q6jeM=sXT3l5P)1pjX0= z3jDWxhnKfcXv_q?Y5G-Bb|6hf+qF1P>zQTq>5QL2m1X!|3%nmVvf|Aa&UjJ2)F5$%k9}@m80Sw~?ryg+f z*e#|BAWR~Nq|cb@UrdB-R^~_f=_PDK?Jvzeoi@_TLJ}PY*bmakic80KH=hf*f<4BdQ{f>{1&mB%qdsLP` zxO{U%O5hOu2B|$|4Kp#bffod@(eAHgI9mcI9dC4DxjxLkQIt#t{y)DPbRz-H4RB<4 zgVTQX`ZcME$B3S&?@=+aJ_1TJ3lxJR{L<2rqL3M+qM^|XHdO^|p|LdR^2`O2UHzVg zK=BgiE62;**w~EkN*;c@|Llr|6wMVu=7^a*5C(RxP^NDM@aF9D@CWdmh?ILzZi|WC zg7&}>E+oiYLlB*qD@JzU`Q4qio4{}Hgzz9f&n*M+&bgOZ4DH}R;Sgkk>OdOQ*bu-0 z1PUIp?*SJXC$Zanf6D+^(0lI%oHzz48fdu8SOoSv;Qk77a)=qfT`7YyegFL)D)|>= z&WM=Qg9Fzozugu@szR1VB*0KSEFy;PxsFhN$G?KG6QM-uhBuGF5ju>Pc7#)zVwdU1 z!bb=!<{l-lDVJnsZ#*p)u()tMs)g4Nc}Tcu{{8!RwkmUTcgvwGf&h*OrXV5%K!Vyq zAl?H`0Eh8(AqPrfr>Ur+43WixG}F$1tJy>lwM?KS9F*nAYq(;;11$ma7&M}CE3cfU zzs&d2I(L8Z*hB%OQ1p0F-g<6t0${0g7VKQ|i`VX}F;hPR&JhU^IP@KeO`SZsx#2? zIDuY*Qs(N2OxSrQE|#~|;A}>T>S@>@Pm}uD1+Wc88yj|0pJfVLK^jQb*Y^vm43P=_ z**u0fRcpizF>!Mf_?>Ja2CGT>UMmTluKzAt1W?!g_Wtw4>};aohuzfoZSbpWYQX(t zhIRyhc3ZVP+na|(pR5feb09k?*A2dSZpSPSrr}wMU2N63%=oNYfKcTP?hTpdU~2mQ z195C=Dc9Cai}9~>uEEa5ee9qodU_UMZ)azV3H;Vy$)7!YmQ!9%=;7h926h|j7}JIa z0g8|=B3DcP48i&rAAl4-s_B`vb*|s(PRJR0Bi8eP04eDEF(%U-V(6w!rvxKy2T&!K zgC*7ZTsT^GF1uR%t+k7P_26>&>);?d)RFSp?l(J#3am_(EdaCtqN(V*VKzpt6NpR& zZ*17Vn5-wr4mi2hdcJWF3LacWgVZyG34}8qq0nytB8s}L;1_CU69$us;fA9DauM9O zNOGMaXh+J)$%!#W2Z7gfnBP3l4iE;I60qhj4!efT^%)C%`T$_?E@o@($OLH!zDu2& z%=@Vo2(**BZjJK;qGkyo4q-*jZ;7GKo;=qXkGXHK?J428{g=%^^53@C&eSbHr#er5 z0NU|lww0bI4X-bO@qwM)U8kmP;Y{fOnj+2Yh#t$1SM(AX{Nh%<_{|{5qnf5gQFBo1 z#f}7*VKs(n1(j2S#FjUtF$GLagE$C6UH@CfiV7uRQEqo?SOosiari?f!Ev&F9zbd@ zAcicIK}p}Qfa^yBqGNIc;9?U$w8JSzlid z(E=yT>gwiJ<$G)obE8jBDwMUglbAL-E%>Ozf(}!eXW|F?^pMFZDdAtgepPOu1z6#? z*Uyq*{^PwAA2t5kL`{)-%lzqBox>9tFTewOVdok7^d$db8V|L&`yGg9{Jpi|{H{4L zBIG`)zxu6+jy$EVkkHZ{3`vH?P9E^8O}?j6mCf&!ermk+i$Kb4gsA<2V&7Vo8` z2lB6&jk>LbGKS2lF=3bkAaIPid9Wz8n(4L&8~_;Wb$gXnA54|u@TZ(l0&oj}c$j={ zJAfAg2*fq-t*XAgOBUY}~G&y#0zQ-hGEX8E5sqACG>8X?%ur>n#u{Uv`*d6Yl^3rJ&?C z3IiYlc9E-@Ee#?mNjy5VvANk%%~f4pO~W<#^($$hmn(<^qf5?pCC3~ZnRg5>DR7ba znCRl3Thx5JM@R0|@x7RAR^sk!!J0Bxx@Q+)%}&IR)rq+gII?-uuiw4H4UQe#9IwjX z`#ia={OD2q9}O(H8kNqPo}Qjk9er$12)tZC{R}{s zJ4uht zo4c&TqrJLx&$aWu)0AijTN{W(r3O`K;O0d!324GzqGNp(_6ly&uo-$6PR5~Oe!MZ# zI2VE!whWW!sn2dM(;j0MfO>`?FMvhFbAH#z)e39AzQ@U#n3_uY)AM#N2%jJ{QgEeL zm1hIefHD?cP(d)d$2nOjLY7o#vI4QNtI2C(a-HqJNcD z&z7bKl-T>9Vb z^&k&fx0#{gEkb&6)~z;>8!#kb0VGS_lS;L&^4vC>-(`^UWx9W#tf!|3Vbwo0)B^$( zW8zy{JYdFv$n*fOL93tr^n|zh=-0!LLB_e#U^pK=*`5q1Wo3Er3QoTE0adXCAqa5@ zvc?aId>ByB^*@e}pFVYcLHZ~sFvK5kj&(UT;ALL{h((kyK7a3nnfBE4mO*NGhk1K< zG#S6wjtSHb;P6@Ye}@mS4BTDbOX|NMS)q>Tc&A{khyo2HbU0kR*$GZ0M>_vSWW{ z#$)>Fv_4V8alLzUP4qC8>*cglUla*TWzbC^*V8ZL@WvWl7Q;M#h;MQM)WHH7A2S?o z6L(f@;fwh%RfVm^!EU138sLC-&pnUb8G3MP6|Lu-f9!?84~z>P%dC`?{=K`AjDbE$R37vEJ!UBYHG>~gr*tbnvJ)QiwvfYo9TyL8e&4&&s*lkBe7&f+w3M7Q4m*#H z8KF|^0Mlf5a1<~_f%6EMV*`ur1Gn^($<*=uXx$t9n+)~qsIWJ0$l>UsDY=iq;5~<6 zWn-J)_*4%I@LpiAHuc*U($&*r77?KmnRb7iOtfU|+(IEFBm~kmB%Fu2uMH!97imUzy9#HEKqMNO@f*17p5C=Fo%*n{gIAlnSr zq16!uO!B|12hQm3KPLpC7OqY-%mzv@**zbxv;g^xvc7&QG0R`TCIDdvoCGt@dZyV2 zm^)kmnsfa;T=JM>D)3@k)O86v5S$Hk?+G7V;exYeIOl|oQQ-c4;NMfhl=g7B2)ulM z)Yus(nh|6JT`?5*@?1HT#o@p_6L9*}#C3oT(H07dc?FhI9Cw5qp0BGZdU$F ze?C-Im78r1sCqW=I`QrC&vHfrDiag}E)yk4pJT%bmPWQTL8|r7&u-7v-wGg~JoV7) zSGNeUbs~Sk)l-KZlGt7Tv`Nd@n0Bx7$Xikra0?V5;3Bq4BY(vL&IRE>4(K`-#`hm@ z?_(8dWOV{ume0rlXZL}Vh9QSkle-{(Ni)sy8l6P=fLdwko||6qWlxT2zO_WDGm zl54VfIqE@yPF>9VJW!7WX;IhGK(Y&nZ2%*cy<$DFtdHjQ|ZY zEEF;1YAHd1TMgdA*axepQ;h6M9cdn~K4xBF@G0jna| zARxu~*$Uk4zq0wy?>XYZ|5HE5C;k8Y^b!3INvd@R-~K?pHYbJ4r04D7(N(P4E3x|H ze+a?8dRgOaMp?HwYvb(}VRjtZXg>Vd4f{`9lX{<0R5Ue1CSHX0{dNyM9#sb48$MYb z2mg4OZW7HgAP^ejrxXx)ougCdj8Ne*hYR>jQJ$DMvj4|EsmPi*@#k%7{nR_+k)8>Zt;SUtREz}Bu8w|sau-@M+zh7Kj*RUq)jhB;VVd3R#?9K%) zM{zO~gGnxG+^?C&ImiwA5!6h^!28>Bv6$*}AUB~aIvM!Rfjn9wlj2@#+kufp;Iv0! zPj5$4FrwX(<-d#W#{-KeW~MYXyE>uDEKhZ5GkS5oWu}G!uXQN`emb%7VTa?Oifsse{K5H0vad6M;kS2I_GM3KVxLs)Ww2 zPePX)o!6buJP!xb`^*Wd&yw)c!DS}W0?T3!@j_(ZZ)AbmSB}6BM(N=bJE_!bXQCOS zmbQ-58_qH;D3h~6g#n$2?ImoRt_uI{X!*&n*L8erx)4q8T*??K`Zk5ftIAogFIEZk zf|F=ZTS4ypzxOa#<~)GOt&T|$9Dx=`6?R-7q4e(G?n9E`4$5|4H8gm$&kFT$+W{A# z2F~rU_Yb795hag{EP>0wrFXb!=-qOSPD%+RWw%>+HIqDorf4i>YEz`OtfE-~Y)k;Deq_f!VVpWkX}5Z*^? z+9mVC_a~Q=#Qy|LW;^J0$ZRfdV*dv0?#bxh@i2tu|>e3 zIsw6hAZu%DP`OuV7dI-S1cV6GrIWlW6+eYhnGPs(L+#Jv+L2tGzg~DWcFc+|tDwzu z2b)HOcP)p@joAm51Ais$w&3zhc(Pa|qhWPW8KF#>x1B_+`DS6k5@5gB)&ZzJ+-6~6 zS=cr#)1PwbqeqEnd4pOZ1bH^m8*0eI*#GI{ppfs!B%wP|x(Kt{So#KQ={%v7L~OiSC=#K z{d@Am(~R3}J;V);9B9#kG6_HY)85*Ek{jtk^=kw~D8iCym1>PXlRk|fX8qj$(gR^g z$w&Q}*0$Dd32EL(Sfaweu4U+e_2*-w>2n>G4{p@Fwy(;v>!oFw>cs@+Om!nq2YO1X zeKSjH^ZsrqpMFoGeflo>1jUdM8%7*V6VJ{h%&QN#lHg1kziSQ@++{0FTf(eCf!UzR z)3N;=)Qv#u);};1?URk))%n6{oK&5YGllf-UCi_$Pw$qh=Wp0Kqea^eIPXESMf!P# zy|{dtN)@A9bJv*9365fny7Y7>!P>umLri`uuFkPCwbylfMooFFzoQg>>}`HTkRP*v&cO`{KEcaq+hcD+@*r}lMIJJ}(oPs>Vq=P>=X zrS0ixH`s$KYU9t{DO4AMimGY{*u@0Xj5A0mKvk7lBUAJxAUJ3csNbXISX`RddQ0v% zm3X(Pn>5V+V*Pcw!Iiluus*WqO-)@p^&@{~hqBkefe@dH&-iI)^_&2%FxIM3w9PA< zjE7Mye;h8~_In(chly!)u>KN@qY~^J)da{(JW03d&zq^-LZhm&^Zv>6+>1wkIYa%k zSd9L};Ot^4xkHS~l$Dgi_ZT638bNHBuY$r?>~xct)$hVb-e>cXpfHOMsA&D(TC`%$ zOxkbVc)9I;et@9JqDj283_Pxtr|nSU z2O@HF`J@&6a(CjvbBS<_z9GS7w3ViaVm*^v5jWTV7&pd2T;}-l{PwgxOT-w=GL%Wk zL{rg8DnLxouAdRssUceQ+5DXZP|B`y(7B@NM^(Ih9^1E?bO+fY)`+FHu_6ado{V91 z`xG>NvlTw)@FOhi-vnaX{~R@OQiEEk-U}O9hS@eXPMOY2r@R=}`ei5q(-bB?gkr81 zcJ|=_wSH4khi|jTtDCqsJDb7{gd!6}e?7Mu`@pM`*^&VfH;zJ*0n(XW$m+a zq)9TRZ0@D}oS#83QlOZeAj!bHISysoulBH3cw_q|Z!1lm4))7j#l(6dK(}POXo4l# zrEwHhj`rI4@ped?jEN)I^D%u1ywKwXF^8XF-=vm}+{x8;lX-j(CoW9EUjy*KG6EL@ zS%w(&7c#JJAj}KF5p7cGM1F5;1&7F@a?ifZXo9%7; z4egGp24#D9C|9teL$9Ut*@DA?9z$`FC(4llSTq8g-@n6>OO>@1L!?5EprBuXgEEpm z6jMAKFTLU(bzt_Rrr@5z0km{)j9Ro0hYGa<7*v&2xp?WOwtuBzL!0kOH}J=C9&8<# z3Bu2LNRD1ifnjb%DVu7I+|>SnmS`dn9eKvAx*BQgxTh~Yvw@X}*C+)##!Pd&D?pSM5HwS;;o+j}jcZ4KULeA>zuRC?Tz^7~?pFTn%W%C$W5O~C_;!=_BY zafl6}&<)dD?)H0nhH9T2q3);RmuQulW;VmJv@el~KR8D}rgWaqtFWi3caoYTYW-*o zlbJ{p5_!z4p?X?y3EK?c=?A5nlSAweqOGokckiLk?Gkq4$rVk;wginp(63~V;eEsQ zc zSq{H#hD(x`9WGK+KK8L$eX-Q~p&mquV&R$7Do;a!`*gvP=5T)%HHtP^y@ckps&!8^ zZ@R1RrsNH7E^cdj;Ix32-fH^R^=ERr|A!zhz2t3Gv?@gl z1pbbgIxAsEfe)9bh=9%!w;)YO6kS@z%gL^mGt4i+{{q{|fBzkYD=&WCx7u@kx390J zOdB_*Otm5mQeS^iQqwU%O^m`YkHWp2C*FX>!9Hmgx<`HEXmCfdrq00gEIE zq&RYYEe{{hN&Yn2ORK~6-+v@foC~#g&Z1}8W&q>=E2ZDc5^2g1+IZ&pmxP^gn6z+9 z{f;+cZC~IKWg7eK)inB|{pE;7{vb0tg_JZ43|anQ#ZBf+D)|E4&b210*Gf%}Ace3! zRU}KG!m&@8wOm7m2Zp|?#TIPGQLBr&DADm__W{LQ#&W4J7(T4CqzWBHO|Fezu|m(0>7_)-Uhw04WZ@De*E=&mt;~G%8FFg;N(n!*=ky0c8S^ z23C$w_p1r@3w%F`n_ds^8;ou+ioI88_0>$oK85sci8!=`#!i|hlb|;b2;?HlrEKna z_+tvSNToukM=}A;8^oQ8x<$pe$bhE8{Kv0K-ab(81__j66Nd?j?Oj_T&hac$Q4>?@ zKLkNG&00~q?(FMVXo-ohL~{$jlV+rZdM#$)+vlcG8rnuHE^j*%Vo%2%8Bu({^^1gx z(!(yX8}qCzWY^yf;=()Hc^!dO&hWQ%k!=A)ti0((XLOF)A1@Qo-5Vu?`NJT0#T_(E zAm*DISDa{Cp`JEbP-OTxqQWWwTAVMI%Mbl-gs}s@6yjO1<<1Ru?uk7gv3Wk#ry?i= zLUpa*nRNT2q^1WdXh|c;Ee9;B+c@3Z`?wR$B*xG`qhMCZTF#%&XHey6 za&8jKzSs{fX?V{R2DP#;c1=GLYpVH|N?#akIbEJSzq_TuJH>$c4!iYXEyLOi;N1>y zcE(je?6cj+!77kv{*&N+GK`9H=0XX=K2LNQBZb{QAw-^=M5)amG zyZgE1)tat}%Cl0!EnD)Udt7IzZ3}Ww)vnsAX_oU>Q`Y9ey-4#G-j#39v>y217fwQI z>38?>>mzIln4xI~OpOLA@pxR2GoQ*l%+=6oFhG^;+ij7&Th<7 zhEzXKuQ`RRj(0gKR}Cmk7%(6Axp&>f?~)uhMxTLH-}e4xeG$fPKoBvHNNBS4F$oR` zsf#q|)L)TwgG1@(h{4!Q!**3)0&w+zIFXX3l$05?f63XdFAhok8Lnc}nkUud%C~}An^xWZHpnPJJaj%fluS4p?m6I=(w22?} ztfLqb+7sZ~u&Nax4Wl!luj&)yxQLN|aB%S1#rbZk{}(JCqR{K<`>2U9hSuF*$JtS! zWS5AHu-Km-O5E0eb!jRrYM0r;J$LDj3b^(gBY(|*X5NY*Z zSN&sye}~$oXFKMxTiIAvLg_(t` z;A^c!myaF1@ogYZ6bA#^DE*lhvTr6arI11ua&i3;0h##8F^k){Op{p-39@60CH~sJ z^Oo0jrvIvTW~K9!*$%R+`p!mj=-afTaH9gn>RmRGQKJk+|LAiMbD&owsraOIXKyK4 zQ@IH*FGXA5vFm2kEr88fEhp+J9SBZbo?eR1S)-zFf)QxRvfuQnO#dxtdf%e#@>`u7 zwF}7AQ9j*CA-_Ek97SJ+B%Z@Civ0GWxZVOMhJN{?2(4XALELg7@zuCXBN}8V8n={#G(bpjKG0EfQ6lbMn+A3wqnqD1f{`n*Ellga4 z2G0h4-5L5Y(|~N6nuyNby-u?Vy^i?<mQNZDsn zx$<8W@j8v0ag0bQ;MT%N3o|StX&EZZzeyaU3 zGyxe-@Wih5b-X3ml?U9JwF4dplyo?%%=eq*KM z<$sWc^X*g@d8wa*7yE@t$}oZd>M%?LFXXsejZ!vmxe_z{o}xlEb2D;pxWwqvnSS-^ z^Gb8guvi~?rAe+9Q%|v6%0#qp2JHknR)$tLH|DTS4XicU|0|gU>5fk9&zikLgLq_$ zAkOTOAM1qE*Ie(<9)2!X;)yL}+~|0D>DqxOYif{rUzCx)CeMu@(<+9Evgot90p-J+ z2CREQl5vdnS@!Gmis6IX6kMbK43(juV`!JIT|iMK7Z_vy^O4Xx>N@H>VoXPkY?Lg- zmhg;<;jy}5d+u)0u`reCMNI4k?FcW`BBm$yVL%MJx-RQmJ5bz@N8(YMgKik=vwZdx zkRCpqP*QTR<7p1N6*yW{$X*T&45527X@CRh{mt9&VT1+BYWWhgK?dW*Q zdz}5$5YUrqYQDHoPfrFa8jh5stBm-*pKnNj&>Y;d&1EdGA?&5ksAt^*{!tK07@xoEXkn0{3wW&QuQBZ4&+Z|ok?{pDZ4J&#YaS#bJb zd2030ysD|{*YkhKV55hFuQ-glcPe#f`QvqU{cd6I1_fb5e1Te6feC*Hxqb7+DkCJKIl8j%Ko_Sdjc!38{1BkyZdl}KG{YayR)?fB*R+N36jf^<` z9$`uw*mSpbHyO#dpU4U|I8Da@eH#^#)DbZckkf=-hYYR=gFbAD72ue{42c=>fprw2*Ee}g7 z;TA9~BGJea4>##scVEc9x#R$i+0dP7bca$$Ae@5uK<9V9W@owy^mVC#$|l7z(~&;a zdVj_X%fiifxJ5zWJL6A7gTk@%`(_zr*UBGsICDnsRetWH{UsC zNn{T_CW3ycH$yKBJC2JqbJS%rJ{`>d3K2BIaHx{wCSQE@2d%%U>B8d&ad}NIae0q& zb+D8v=5C-L#Ajp;S=?ltybmtkV1@x%Z+o7GvC&($*jJ29>OhgY-S@f>MBh>IaTb5Q!-uC+}H zRVTZkSsLXabHFp_`-v9+x4VR>OT7;(#+V#lkC(B=LT!Z<)9}G+L(Ag6fcFj7_aPY< zl?Uq7-9DK{4*bqR{T$Y-tcln+#4<7iCY=Pm6!R;96aLIK@ynV0C--@~m_b z7_faE>H1xhX!6);f&w*WayE*?L&hHO(~MAn0|8CebEQ0X%wx$RQ>%%*S2_+Z!lJDV zyyy|uxq5vK(oBQZAw5DOzwf-csS=&)w___X-;!pw5wJ~spBIW|qF>XsO;PRX6Y_)k z#x?oHu;NjZNQt04yR|HnGf{kk8&{#5v3o-kA>XN^##`KgJL?whi3{QSP# zRK}sLW32%C9c_;`qK7WNLa5W^6-nNo!{c=Hw@;l*7d2IXEw~p@2uD5`j~IG_b)T(d zfBS$T(Kn-Z^Glgo5%)`0geaJaxCAOzxSO&MWD@`NeVcs__rPapuG)hI?(zd|7*3O< zP~E=lCQwI8p3Q|CRGP~f{45#URIuTc$kL$3uNq_5;iOQ}Ow*sq=hx98Epqxrv!DZY^jMTKW z2QNzSkzJL18OuNZJ}!BqqRQX?qQ2|i*Jk^>F9?aQPY*4i_M@t4^O6P;gUF!fu|E@9 zkF6XlP2w^S?^P^KHHycpjaO(FMGUQXl)M(_%RBc2l)Lw}rYE3EG$Y6-k9H_rd0d%J z#h$g`lS80$^7y$u(jjGfo#b6Pqm*_yota&-cY9wuD8q=-^E^Alm;;Y-S8*`N^qqe7 z+uQ9p(8TZBP_(W1;Z!dLL5k4Su3i~rZ(pjy?~1nf=dIC)4Rr3}j@8QEZ$oAs)sIXU zCD~hOQlRf|-X>*jwVnPk$}~8X;1Dj1-^Pp&AxlfCJBe!G#)|f=NXoEXX}B^MqvPQ{ zsCmuz;W;LFs@A`1S^EvTAz#zH+$ynDJ=7^?i}J0*v*T8(rE0Z%;2WS*8MS`cC>ifO zHi*;n*B1!FxcSq>USEhmQsuApbI4;wz-k>!(3S)J5)x@zX@AiOB1Rq`^PebK;0$_X zh-_{!0t7U3aDT$p)s+tn4DsQIZcjGA12a(YVqZdjX(>L7a$I6%+<>1LQ_9URSdGrXd!TLb%>q@8020vjWs zg1+8*@_fYO6{g#f0DkLP$|fnQv5_!2qW;nY|Ez*4G_}d}On^dSr@K#cpLJW zhYzQUf4VoHpjj+-@YFU=+~eEgDw)(b${iZdFPAA)?)KLClR_JfX`H-Wc{3X^CG=V8 z^?_N!9ItoyU;$Kb0%HQu!dZZh+iRHd1YVl4fEg&Br$2rzkaDnIk`bn-V3v8$83Q zMuT?Aua?AWHf~v5MEQ{smDLk%=J_5IQfC~a2L&zVEFJKrcUE;WU$d9S__4b@eftVGI@!nm z5-t3{riH4GJU7@aH3 zaFTa&;wjX~iUFD{v+^q3sL7^q7TpZd{GU;P%+dk2HQNm=q`viA~4ysEsWltPcHV{8|38a_8ovs>!bQ-lhrfx?)Ws8_SL9x z6rmc5&(?zgql^LfW)23>#@m8qfHuwr2r?`|2h#P$dt2t#Szpo=55i|3)==wV43ElZ zUHO9voRzOd^r>E@q`Op4q1CCq-J^^uBsK{<&VAZmM^Y~sOJSVoy^t*1O*yd0X0s)! zgAelZbZHy9jRT?zJx;=g>+{%=P^?n$y@okg*o`|T6 zgh&-~uV_1S*+OxbF5O7AY5^7Ij*!Usfku59{Ee7m`o#NIv7VZL>-)h=`e|OGtm;Q9 zzdl)bcxyR()HOm&N_0$~R)^vC(2?RB zLi*X5te^aA$RFs;;aMS=^8+29G*Im~sj!oX1u;~}*G)tN{@UgDT;vKFW!zDx&O4{2 z%JlqWsi^x$N{G+LV2$BdS+o{U=gK2AoLY#Twk{7V6c60%rB5>rC)*e<(VPG_IMHvy zBI3Os?vGgBxcn>$7miT%6{@9SGjRe*{P#)^@-D;3cOg_n$DUOB|GosqZ6#0UY+@&h zZeK5j-2@zrvgo1FVudKsd1K(2JCFx!8*R$x9uvFe!1m~95DvlY9X33;SPrf43Cld+r+C^b&l1@QT+!dZJiKHHDkm={lDo0>ta} z0Ta2+UJUcfvv_hBnYpJAKIQ1%LG7nIF^@UM@|e5CeH_`rx$93Bj%s=TkH4XwOFzO| zNmcV#Go#&rIA}^2^GoDwL>w4*7?15cY^wOGfj&Q&GMeuqlIaE^+hsZB$pSoo4a7v1 zey2{KdsPJQgM!DFxDFBwi#6tEaMCs7jV~XBSkMxk-F)hftIHE$uCfFyR^YoTGgq)A zRs060k6E;AwKjTzJc9B%qhuVdKY&3-xu8j+1}R&LG1c85x1+PWQUWH0OZseZ0j_gpLpksMo1Xyrwm&t1?jZ_B-~Km>mgWe*99Nm@Y8{dF{P?J92dk$=H7 z*Y=M?{xTtP`PLDidIA%fXeudRa7A1cFSh9?eansU9gDH$go5dHyA-8J1?E>xwXBuM zN14m?T&W>=%ng*@o7wthZ%i)U1gU;3N$5aZtC6mcP|P_A1GWa{nmX<4U~LaP(AaTq zDg@7J0{y90(y~7GVD)%qhTBa9u8uQ)nKF*Fu=G?{thHhD>9ia(*<<@(A;fcZN9-T9 zKZSLt#43B(jTD%L;JhLuGd2i51N(4I+IM=`usiRwv)67gs2FoY!eAoDZ<_Q64PVdc zj*d=p<94=4UJaA5LhjhdFoVC|&)jRc@S18qTe)8mT`6i{%=eW*IYeaW<9}bvUW@7? zpni=s)275WCkL+Y#rI=9{Nu-MG>BPg9=wL&AAi3DBTpoam};e&tCgF!hs9PC6+J9}*< zX$_+^esAHm1ALwWW|6W%#GBWD727>}lUJKXb(ZiS59Ai9=-WK(H zqm%@oIpkR+@&R)H(tNfTsQ@Mr*}JMk*!c8m9EL{zI$VddJX(seFx2-(Ek9?^{ks)s zjP`PJk)qTeG_8`9Hk(NZ7zGD#bQR)d^gDR**Gak|;gjm0$AF-l zYaL-t!TU}LRK_Q1=(68L@B>(`g1zWUf+tp#^*=In;nsAOQxQ~Qt~A(muCx*)Hb+L|`ip>CH*sXnFZzw#tx+Ub)W#lv@VtQHas<_%j%mH6 zU@EJj5xee1YqU-|(n%!UwP~I%Cz$V1jIwqF$lLMm5eJ0A0Ta4?R&rC}cm9e88^s6R z#P>v!4aI&aT7d=HK%!3ql>M-*JxA*fELVi*ZGd(Vy)MMT8h|>o>33)xIX$k`R@!7b zp7-I50MuR_=+jA{_yy0vH+ygtGuvGI@vc`-G3e4iuxmDHx2)p!Orik2!Lr}yxqgAT zZ@xx2pIif}4RLU;5?zq`P^;zerdJA+NLO%2%cT(CwuOE7z#}8A*9n<>hUG~|QmN?1 z!@CkBrS0>!8>X)_KZH-LXhdm66plAn;Df09;ax4Yh!%sU$~#poBvUgAEos(kgtI`4 z_s_bG`5%!h`rFqkzTDIxtAoensPQqI!L&E%cf*5oFoXN+P+{?>Slcx|*%njye5x(~ zVp(ZqT~=KbVGER$tNZp~gRP(C6YKuGdnup&P~oBqvN`WoOPOFcC;+l3Cb|U+F|?mp^2rdz#x)YuQ~zd}HcD|{oG_LTJHIw1h=12af8BT`D1A0hJY!NPV@@xIyP+)K z93vN7W3otMMvd#I6{2(77%H1eqco1E%bNm_kLjyL~Ww$XA}{LR?-{<3o)0+p(}-^H1EtmU-82KBVnt+*nvo);T$ zMc;cLmKMr~W`=F8g2KxgneT0FYfRfF5#VSqVB5qX3g!Qr8f9eWFKUg(L0Daf2WAgJ z!bfoTy4jQ$o{s_Q(a)X_`oDeeN&#(BaqEmQgK7g}u3))Nr$OoLiw52?F=b)AoLz*K z{R94ByMe$b>Lt7xzl+D19<4puhFEcgWIJ@ZXi)Whn^c z5cY4mBQ3_F@6K$}4y=t%(hv{2v(bek8~Q`%&J%p|N~I$1d>{d_9PU}xhnkUz7vC1G zX}e7arvF$ z^BgWsu4F?Ipf4qaA zulu9LdLbU13{K`C_fR0kaF!|oZGvcuN&els_#qxNL+#l$t=p*;`NjHohnbTHUzC@x zI&h!&*+;pNV)LeE@>G=esYqf)Sfg_pnnv_k?Y`&=t#FR$yO$jvL8bS(_4=!4(UXId zEGORgSGHJ`LDdiS9~QRY;8nCzkl&}A9n3FVq`~=r*!u5qEdM|LA3v|l-m}ZzWX~ug zWoIQMdnOSjGBa}7WGkbPS=lRl&nPJ}B4mrAC>0^!$N75yj?eG&J&x~jy#DGXUFUh7 z=kxh|JRbM^?Y;r>hxL0TLBh=UG5YMF5ke>HoRZsrso??1)V z0#^flmX;m}Qf)=J-xWrh3L5bt-&*oII(Ag5uJkShs-}*SGv7Rci+dhCQ0B22&*C(3 z+9FQlC+_d2N&AR^wkz-8lS1oyY?PCcE#JI(RzUZnm5pxjjWmj^-f+$1x!CWT$`gJZ zCA;%OFIIhyu_{r6x||h)DrGuBn7L0Nzao_g&ySo=wR*M@k;VU~x<+v}?7+`MG9*EM zS`2^j+PC^EGQpFj3z-e$@-IJH6qX+eM17AuFuT#dZQ<3QzZ0Xk7V|ZAhjKk7HqtM? zJMBRLF=IOstJS3(^uR-6TR1n1`O;{6JBYLMCj1Ku6qApzE)IYmy} zhh!F0p8neV;`q_lnY&EYnb(={yl$Sw(S=Z4Yu&dUBwc$s7|YW!Yv>ip+Q&yN1t;B% zFb8H_=XYVcb5*HE$bGj9Kd^?nO7hV|e6v+ZUW2Vc=SIS!Ddb1FF;j09Osq*jjJA7?qh(d#%u(b?(n^A+pHhFc6q}q)M*`jx z+2i%9a+>j{!sv1S6ved98CTUsJT`l=ri!RxCcA$1+cS zx1heMDq!LNb-Me39L5JD>bmt~YiuLr#)8rfZBNYiv&O>XGK4G2=Pvr3AU`obYiyFm zA#ZI>f>(MO^uwS@G2;%;Fm{~*&smF{B z`&U)1K-uzYum32$@TiiV6sMvfZhg+P>yN|g=Z0xB+00|AE3dy`e-BJN3X;U&$QH@0 zf*n^YV(-|fQx1_oE$gvpIFxJ@f6y%vCAmxKaTL2h-)i_-#sF*hd`Iwce>PDzH_jxC z(7yG8J5%Wt)_>bX90n-H@vPqOE|HlhUBY6J!1yyJ|3a^iMEY*jJF%K0zd~_cF6E3f z)DH_^Z+7Jll(N+me$1|Eoco&nfU?3e_MFX_blVvwSHrnYiG{%znWr>@FSXk~n+`M> z=p}mN-29_G%k66pbTDVAJ+5BuNlrxYx-8=OMe8ogp`Ia)KTFO~HeLPodGDpjhn*TF z<%Oz4j}OrjT3-Xs(hjI%?_JXM;_u&CO)aP-7<9&5X330D^~LN#sk{V@sOagNxO10F zOi<$@us9_Cd?Sq=+>)Uc^xLi{BKh^k)lk~D#6+9A)V+$O3o$dhl${`A4n(-~MSIa? zy|oD~pNnGh;PJu@pJV%DEo~^&_}*B;UY(Gpa)n(JBGRZ1I@&~L7Q-8wAxG(GN?E&YncW%3xeCXOB7llLT#w$g5y}O5b zUT4JounZjZjX12&zako$j_+RA?5s#Hce4WNirv#+h9ZYgXg*Pi-4jk^g32*0l<3j= zj5uHE_ZxC1q>7_3P97Q>`p-8G9$*9y<~%MlYfmC{9*VlC0bGQe6c-T*8+D;<6fTIY z9@>;yAc}#l`B}U5?M1qFb-|47f>TXy+C_acb18!!WE50!wSR}UHGK8IiouR|J*fzWTG7VMMTEmS|K#KmA$t^(t9?3EDdh72)%rFOSHdOvqeZx(OA0Sv&)IK z&K5clBF@@dG~q(8?#<)k(oaZt9t1S}*-DofkFQf|TKaOBAM;t+)4TKRtXF^DluZ{I zt-6i}6t!rFIg#spA{2Re2j;fFU&>INNypw21)$Fu0LRh>MeS0=CQfDk;``O>FjPv( za#xxEmOsx(ML*L$z0AIyy?*UkjN2WeW<1~7XEQWcR1OczUqs>9eLC*&lkY8`aTFL{ zx$X2J+vY?;h2vmrOX(MO`7P0=VTvUG-d6nA0$TZt-JP4O&Ymm<(8IL~o}7O{va0_4 z3QxcD)3V|;ccN<=xDx($%WC8aZ5sCevo{IyaarF3x9FNbXDuC62zF!TeP7PnKa#^z zRB06wejjit(V&GDF4xaPAP|}zOyBZPKff?&a%nu%MT9WNU%N&3^v$XNKrO(eL4_5D z78bG4c;;*m{PPn0((&LbdL?JTYp~6$TWRXrhAcjkEx$Y!wb`#@REy$>upGb%TLP1M}7D{hl z@IxL*nKw-ohx%0bIO` zFm}KqC}V67<`HOX-hx=CFUg-@mdU#+kjv&OiYvkf9YOsd;EdBMp$TaytSBr6yt$Eu{GDV;!hHaie<(P9= z3<)0i`{(?TjbiC=4Tofn=5XFm!KF;f$4H}Z`uC>=YUl-9$qg5&g9QgxcYT)W6DsOE zzPoiSt8%{Mmex`v7KPzkK9qyo<^GG#G zZ21Dyxqo}I6Eu5`%Co4!DWx^6tuNSJ5q)wbwLH56i`(%obZ zONB9nil?=iXEPC)VxXNgr^rw7tzm(=>+&k@p~-Zfsj&2>*hYK7-H5#kW^v0J+FSJ6 zmbLRA@0xzz#qUk7af>%QysR;y;6Aoe@bh;rdhE^2vhx1j?`FK{mrWQc8_TE`_bdkK zsn~jd%;A)uv+Y)_yD7xzpa0KY3SS-Xn z$D|@&VSQWL3`I`xP}JV%(%qUPVkfsP@^2G6YkRUQfWP4j`?m6SfR6#RjTyhh5>cph zWd6Z(veb6)Z%?B2`6)5BUlas(l~F`ed3kr|IuHNd1uJW|#O*gar@DiasTAuC_bl|a z?sJlRxVM0+QkdTQUjmtXxB(HgNHeljVJMpI%?HYU`HdHS7%Fx3usHS$@5NX3)2Qlk zOm(gT0lo$&zHr{}^n!8<6y9Kv$+@Gyc$z40^)H6&?5jw(>Z%np5jpXGYz#zCB#kpv30mRf<0kZYvUqVJiQ;DIs6ni6bNk*q zE2}(EzD~VKF%&sE)9U(yfa24q`-|;f9w0UJ^t5aA_17cs;xG$jrdYt(9opqqX7`6D zCDbY@dq7jN>$gO%=5-H4N#_z$i>_Y=uhO4sd&sx{Gqs~T$2}n;pm#lLYEhsL2p+}ET=r0mxBrg)!Fti=&KUghd z+j%~CL?L?>GfpB9Dtkx&_fh{Z-tRMf43_mG*Jkso4H|c=1#J7Kku$SWdzrCc+y&__nVH>DYVN5Q*1Yfm1 zeas~!fQ6Xk5)rvdM+56ZBX)9J3FQ2oNLUT1y8h`9V)ZFlH z_HM(7a-qUvQi|nM+HxPcbKUIXqvk{V^718~_|y4fI_nh0VASI#>+=hG z!}Gdjd-FK1_3d2@*K60NcZ~-86~mTbU|4pFNED8=d5=ve8pr7GF{^x=suAmXB3W=Z zWp_LT=qo756-8f&q#Zv~ym#n78~kU^yv@I61rzljj|22etU>pHY=~kA)uSl8VPdfZ z!Ty((U0q#C+CY3Z`S=A`XtIMF!)CpD@C0lc`P4|{zRPt>)D{tFFR`$t8okBFERY@>0N4odh%F=d#-{K^b zGv*YfXq(WFKU9@=UVHirow{EZ!TEh{B=5pK*RFGSDHggP)PrnKVIwN$e$atk* zh|cdh6ABffagS-{z%;{f1u1=~TYP19PneEh8cHWXX(gZ|WZT;due`yb4%|}|BC8Y5 z;PwB42e1)Kb{_vb0D%fTiP8bTH)Byj2LKDuw-X3bL#sVN$%$0(T3g8WdaL^VQ+o}- zeS!Fg)}a}oLK~{VYk&BIRluq+NCmAbI}S*S1*C7?5*};k?;j za$2c+-ucENSKZmRE-9-VSh~VAuNz*1Mf+?RLOK?#Vem1m-u%9O!v!9EBoiqa%|>s( z5A;iGjej`|sm9uL1zmXj$>zO=a?jC+%DwregDZ}n_`_c_RaPzA1-(pN4T??XAKKLp z?XH>H+E6ftttoRw+OU$}sG*ojUC`micXF_&h3QbjnFA(IT-V=b$HK$HwEQvw@N}4_q~h zq07d`BaOH1ZqBuwfHO_(O~+f}b>8%mO%a%dck-*JB+K3`l}|jze}}eE)fFQ18q$zP z?DHYfn4o`|Pb%xkaghr>FR!XL9BWX4nh)v=Z+G5PGHae+9!utRh>yp=(H>o{djB_5 zw|iT_f>$_9{6g!gPp{eE{w0a2@RV5WuX27a%j0X94YL*h1WOh}4sM%=`i$}1h$e?M zrJ@|{WbkY2P0jGy@eyn8M8LLy1`kD^1D155GrATj4dUU9JxnbeD+TFRF|&6V_lB;p zh)53rm%~s&DoW^db#qI3@+1+3cY@GT1GK!Wtb&!zYmc=uxX#~We;|12<>gDtk-!R~ z20RYjD^3*91S;@{>38~7l)OndFJ?V>z$fN*yRVSgUUs{CkvfA34r*8rd)1QwUm^Fv z{4CJ?PcsmP=!1GcU5&l?ZSHb5CEx4PTYKP5K5P3{hObhPSY=$GJCY+>!R#qeGzp|Q5M_CmDdW$jvo{MPtm1AIy^R_NNJ=xWQIqWfa_pbts5ImSeB8B<@F-dc70 zb(0yGdj>MI|7^}Xh$#;w&z)%krCO)%8=;a~)zFubrOd&n1Vhozc=S-*wZfAtahX~b zjNf8=6bu#u3)0^aKJ)b;3oQ~|g>J+EO1-}Jie4uig)9J8s8?bhP`5HNtY=28#BeCh z5(RRh_+4Ou5GN`BW=4lJ@LZ9-;}d}yU_oY zH!`I`)<5v^ZJw41{wZ8ii&^MX{d363Xy(y*D|$vWD5J{Eb)4u^S?yT!Et3yQ*mLJ? zU84quc&Cf$=mq!op9*?mJ(gkM*1<1$xwl{@f5FZ&r=X^v;onn#e}_cF3ssAmehj-4unb0oYPPPlA72Wcz)(n@XGlu78mKMA$re{P^R_X<)>m zq*}10AP9h{XsSNM1%7KL0X9sy?Ynm27Hf&cd4#FTMM{?Akd6AOap>;uURsQ{PHgba zi``vJOb=XRzOwf$IvuWx`TqSfO!f6aob6mwQ8;TH!^Vb=ywO!HFudlNMw0a^I>K$| zaTin2nc;Ozit>Nbn|$z7`3*bg@s4tt8!?F0N$gawy~#_YO0*i7WkkCEb(VHl&-VK4 zE*M;FnR3jrd;C4HoVTNsN9Aw*r`gX^j5dlMe^g)0ar|Q6TWVFXcvd~X`Z@E-ni~^o zpLaR+kp&zw6t8C)j>rXJQ?$7DWbT=M@V@3Oz$Y3$^E_kcyPZ!I!^7^*Kkhm2AqoO# z*7e!h*X!uPf$uvF*HUTwdkT+q_CExNU` zx|$ETeoXF8Nbb2{OOGSa^`aQk9>vwwRe-L?-|a-H9S!}5M;^r{xASZD^N^<^uyD1U8bMt<=7=+PRH}a!dZR6V|HH&7JtUn$@0Y18#cakae z%1lomOz}NcfG5CeIZVo@&jHGW_aV;&|9~#E@ zYdXGXe&z5yA1!zNpQUr*M>D;gUc>E-dlqSOUzVL3?({_N__LzVcYO2<+@w{GbWVnN zpu*0TDTVsc?=Qqe`<5{(f7-5%kDD+4vTz$NILa{deD`Q!zV%ba6-(1w6njC9@9s>> zeIR@>%_()h@Vkmk2St0H`klU?-uqXDD}4QCtEP`at`x%6q}nDJJc_D57>j*fwk|6& zp0&mEL62~+R(Ybnp*SgbwzK~sqk3!ONnLsr2`GTl^ERhy2*5(3t?OF6?))Z`$BBvV z)YU#xp5=@r3#g!Jq0&(F`9k>M75o~6+=i@tz4Pl^Dshe_S&kMkDB|w3wl4hJnvgzmL-p7CuH}`u1ZCr;yVUC4 z1Jm1{M(}f_=_E~e=vlAydbyK}OevMx*=j5&`rHeW>YUr4Iyf3Tfh(WC5*9b$t$E)_ z%}S=VYQ6bn!`G+H?;M2o_CJh!S$w?cQ$gE1FtRbe`1##Cqvb#$MOFpLgqlC{8RkY) z0`0H9KYv_TT)bL27Iw(!e>UFZ=zbMN+`Aqp(!cFL{}7bTB?OdF5a$5TbtzfWv*1EB zqpH~UPrVa17cA@P=YFR0J$e37&_26zD)FN1&FO*q3byy6Z1%n9o%^oP#s~Ps**#BK z>})tIopg%sUfeAr9qjhT^IT%&@K5J4RWms7WU~-hq)(y-CP0@TccT<|7~rDZyUcUJ zEwtzTQBmPyPvqd>pvpiZ#||vxJP>37-T8Yj;-yDP-7CiF(LUVa>U~#Fr=oR3@H^B` zhdMepF%NU@muTy}S1U9nmqV<)3`5!$2qyL|o#DQ&e?w&7{9Dz*DKkS;<5n_1@0ox6 z$=h-h9dmc+JGX>2Eo*U136%OG2cCh_zuC)rpzT3Y*F_OIa-rcw2Bogvq+0%hb@=r% z(L6H`M}L-=cIuL;GE(&P9B4n+#vxK|@w?0z^No`^c8Kqa^{iS!WO0O%2bVo(xIqFa z?!d)*rVX8Z^WH9n>6WN8wyn?}?Am>9SA4EH!4k!lHPqWRB<1-vudiCHfn$kq zp}Obg4DJ0Soq~Cq{i`FxbGk{S2}NbA|M|SwQ#Sx`kEVx!{R;>3iwl63M;!y;5HmA( zhBM~2|5?=KwcsHy1&?vt{#w?E%VUXz5u8rMN0)$6g667XYjvpH1+JVvykaVOmK%zZ zsQ>0~oK6$jZmG3+wjK)64%sN9=W4a8(2FIAo8xGx$bxN}^O+;@N`G*+;;pgiXKky3 z@OxqM2OpJ=Fe9FjP zjnAKwo>zY6JYbSZd2!xseb%lK27J&=oka7= z{G&|f9nZL;gJ|Y#v<*-c6q`=)BT}J z`MFO`?Rd`J3FWOBIljDa4nlqP91LJ3&b7L;coLghm5xeu|1*kOhb=f-;7(^zDfxZt z13abxO==8Hn-e#*baf+n^G*@j&BxsqoG1)GcF1@Hij_HThNGwt^y~FhbJviOp$zG1 zW^ifZqUj>FxKz!EY}*K#{wf=9O3v{&c*xb~O#bTu#}digOm*BjY7)r;Du>rGgbcAx zrx^`0%!Ck*8wXuF>Pi6G@^CP6UOZKk^=a`(SMdi~*2s4C1t3Zmf9A#e_&MD(6SCuwLd}Z>FF3fL{VtF{C$=EDz!z)zpEpFwRrxzDSpud zYgl2t6ldQX zaI;WNW&-Q{-tmziig|_3jhkV5q&7QfYvbQtok{idKAbsN;Le~sR-l=G!?8WTjk%AZ zjIzZ2<8ENG~tB4VPVz2ha9;fF__U*bY{P{b@^zhTC`_jQ`66AM4j`8Frb4X+z@ zj7&)zQA)?R5in3HEO_kApG z5j(+u9z{Pb(U!f~?L{2_p+{KE3+ zpiw%^sxop2ORRydej94j5%ze6_9-lkWmfrT`9Uj_FlBICQfp$( z1qvms{i@B4D!4;%cJCLgtAj?Mm~M`Z5j%Pwk5ZZep1W{K*>i?e$|r}qV)l5wF**xuTJI7|9P|`u7Xfe!NFKE{H{Q6z zmog&Z6lXt7Dj8WjgbodN6<;oFt&%mo?1NbK4jIT^+s0OZ0<@Xp)p`V*Vu4(GXbA&$ zhw&1=*Omz`#|6F~YLw4U22nn5k~KNIeB9?)_Org4kkz*|_C$V^1LI_$X&ND~>*ZI+ z?u9xoyepdTC+>jCo)?JlV6Gd02ro2jhB;wpi%WM<-6~LsK6Jfaq!ZD%PpNV%Vy+vW zmLg7WOlI`fKf&pH(E^!KAL-8QcqtA z$xXV5vh7$0Fm}*cXg;Mabq%xrPke`u@_d&71L>61qDUA$mkQT77Swm_8Sdy=$&y`+ zXwz=ty9bdP=AHMH(Z)RL|_RLG&uI>0Q zS#fh0L_8MmNp~Ldq9s4KIS_u_L*o7R`TRRF|i>NBW>Gb** z{K_AT(NpJl-?RcqnQaqHQvpZE0dGmZrs+F_8vyYg$1+=U)zqh^Y>E;wEQXKGlN;P) zs)kwBXAJ|4(7DExw({#m>(bvpI@E4;O80rj!0;P}#BoH`1(VdRV-zq+p|%*k`#xah zIk&PhnVg*ItK}HM{PO2O`ck+idjE=@9Zl9San%P3$XiHvGP1N3`LIUzXn*LlYu>_4 z1DT|+H|v!*95j!^Uy5Bk3_pLSmlT{7>8s^Lx{=s9C4LH;s~K50>iF;TVFGN2bhIAg zy8P2a6?|V(W<;yrH)8NSXw=>wKmr&ftTktaovN$W0e(RsHdCE>S9bf`yuq{%*-=&+ zHkXJJ3EH=4U1vu%(stu0p8+Hl4sa-w2i7*kVW6=PWtA=Dfa=#c{&xgzJ{~?_&}d|S z{S-=QZxzwFz+d}|hE{o?20F1clZQ) zylTri#qc0*GQQYy@`IoyS6dqIs3y(#Qg_yq+$z(u!(Q5{_j6GY>K>a8I7w= zPI|IP5h55R^(8rt5QJ;Mm$M%)OG$G@5EI=Pf@>D09+*Za3hssD;on=2zums29m_2q z2D=>`_E4lS(gis;H4yi4^J5(uz>fKW*f0VqB4FXRO!TCexif2~oiW>ai>duxZTfn_ zz;~>>(8Au{sdj@CBWx{Z1G0v$nyIy75WeafeQ zK;W?lUOQFgCiR)uZd=GolE4}i{BzNYQDCN$*jN_33=XS)@X~Opo>ScS(Y-{ucpll<6V$Of13y)^g2e6iKzg+%seO zuzm>%38_G22gK>1q9Q=!HlMyUNGgf6rVv#R_gHz*EANE*$wk%5PHRl(Zk)qp!V{Cq zjd=#!cybnEHE; z9f*Y317qzD%vT%_es4i^&ibczB{bFoU5|UCw>UaZVZT4o zHDT4mdd845|D4QKRepg@rJ|%8$KG_);YJQCU!0T)<&eg8C-Rf=Kam((@S5N|Po&H8 zK!1gQ%uk{S_UD1x;QsEN51tp>)r)t?kkxu$?}E&(CcbH+@(EWXaO%Ow;evz#G;?j0 zm5q+%-;e&|)$7a-lnk<$>h8Ve9KnDzgwfZ)Z6jY+7nWB~O8cZkMzP1rIN_IF+=1sR z#j}av5S;&2WriMqZb%2tZRY*A`E|Gjhn5(QNn|(ovxL6Q8-n(etUqs`a-ks`p(pRg z3Vr!OfH+O?BUuEn8;0G(`?K~hJbs}`rb)L4Tk`6B%)l-P7C_eBlh$Yo~#=-oDP z(_~02`R!Yu0cB`K9qnYn{&Oy4CIG7~wGk#TBiwX=$t!<3X{_#Qru`cG1R}HG6-R>r z(C9w2JBLz>(VT-;zwha8@e%Q)WZZXS540}UaUH7h8Ftl(iC+7C`g*%-DH|yl!E?ii zZ)zi!uk=1IE$WsX(!BoDaXyB`cAB)TS3Kw?SFhpL5Uctimf8_hr=%=Yw)UH&>gtcH zqV~LIVhc81)EQ?~`ZRPkD>%R}3!TonkB^9wleTV+wY0FJAu#Ax z2)R^P_+U}Ji(QhPhhbkUTd4sFp6r$#q5tsjJ@cG9gKY+NXIrGC@gQ#qa*TXQnAhZ} zArwJKTVXk=)-QfBTHgRM9iLwO?GL!Ld-Ip?i@Z>e5hS=O8OrBA%2e9hUvej|Grc(C zqhCU|mH1DYc(S=#<1!<%U&mKt30AB&e1`Pg{bFep6GT>;#mi!q^P^(eq3Z@5lt{?Z zgIv#TaD!2txsMLGA!5~dfI%bZlP1IIh0vE0&q zm>;ibl$8W3vy`3?KJ@>=L2w6ih9;G80ZsFR940oKR$nUr*2xX;y@B)pLP2Y&%gN0n z*`~?=xS*PlPO|UU8gt6iS9UF$6UD0r+E_9M0+%EsL_iUe-m0-rN@@$5dPKxt+$ZD? zu`U?K;#!B)1;Vmp9I>P{$ElA8$+*u>-^fP9lDhBo3!dL)oM^mxsVI(c0c=+YUNKJe zra1`@S1MuN|7{{`R9cZKaN3rkw08e?tD}OkU%>K=;;7F$Jz0XbxZl5YhuObAIKj5~ z;tL*ZZ;-W(t(fwbD)Mp^>pxmt$qewW!oREi zx47=4e2sf0mh}FPlTVZ9#}66pW`Xs{v%S_sO0hwD>z z3yuR%Z$3$8*-1G2G0!6`h6K8lzbiMu0?PeRvz>3=eO6s9QFKY_<|+I zQ(N#-*f*Oaf5ioTjik3+Aj8YArColRL42nUp$0dA#pQ$g`(7EJMU8D(oqqHfmL48Ir>Q3ul#%M9Ns)`Zw}k_2NYtOMCy$WB$#Iu{ zSvuuZlP<{CM59uA?WGnViU$FB8B9M7jf_Ik5CBkbro!7sS=XO#uJKjy;ZtGb4^QRE ziu%mxpMKo*BcQ-_oo4>gWrgUK-o&W>T#}Jm5?gm6`#`0!`R|tAqY2}M3R5sG7hnCb zmyu?h^L|OX+*EbmoyC8xVRWyx>iD+1qMz814)T&iN7o+4*=V>LDAF7uw|IPFqWhW* zk8sJYGcVjLwlRy{SALTf2#mU!6sz0wlH^u=x<;Az)~+(bPftcHj`anD#SP*RdJVRq zjaRx8>J`SM{i%1=oG}C6u+#?CbTas##Sa-TrP}_l*P8HyHBh6TPT5wgcfHK6D=^P43)!-rpV*Ke#*FB2F-yA{}_t0d2 zE-$F_YXdt$v9U;Gv;g8FH@jsmhHyyxVljOzA472!YeJYY*4We3)zFq6>IK;kx8&H= zF4IS{HVPPr_i^c9r33_s0@^z^PQ*rZ@$hiQa4$uk(>QM*7*T0uJ9W2>^3Cba?ULdb zB<|0t$W@SaZhCxskSV_>3v(+ljU_ZPaE;M)wWiCDkoT-~sZ6|#_$8)00?qGR!0O>kNQf7$??ibkQ%WKN)(zY00OFpG(Z*S^b4tI@U)88tP*e53uf z$0B9W1>y^A6$FF5X<;P@l06~75qMl0I=l!XSWvvB5_%N#Cy%A!fYPWFP;Ypcxv*`8 z@Ojx7Ya6)0$lmxt9m)(fb<|rwjjw<&cj5f;J`G~Ov(%5!($c;;)BmY6BxLYA{V>g( zM~nvlLyD=j7p7;fbZ9&^QG*156XO*H1?dd0%Xhc0wE=dLg9+e^f8AagSXecuOG3hi#H!M-{quA|m%)ltHWm zx|OBT3tXB&mMhv!O;)jb8^doYnII6VVcca7n8?kcV`lT@*k7%>hDM*eN_-8gD!mfP z0L96pG>o*HQaw=RBUSmN@_ei`&qV8X#ZL;a4_Mr0$%utSj zASc8vqxr9>WDB15B!Ep>yc}nRkh+wZy*Pz4Vgw926sJ7(zv4NqrKdjzJRfn&w_@`( zg9g~F&$Np5YFU2z3IkxyXL2#@%ioo!KRkk(f)J6S6lKg#EPA68s9t8oGxlMEH&x%h zg)3U{{FvQJb_`cVDF^iB8EmuvN{0?sNw zSzZR+&3Ub;G|Nd0wXZ@!%dLpqS)tjkdr6dJUH1N{#=2cKM^Eh>#Dkpue}n$0(yO3A zhnTDv&hNC~9Ek>}#JPJRl80m^cww^r3m{(6{IR_I8aCzajgT1Lw%EN8TK=*D!tC$GEDos%5FfuZt z{E&5M8i%iwP} z0g!ZNGV42Y3xQ1xgiPKoU0Du*+k2?>&OkU%UhcMr->dCk)$*j4=3>?xY zG@QH8yf$F9F5S`GN}9UI67^u8EbI)+}!uaaXx@_dZt=Tw?5(fhIGKU&$TymsXYL&N>XE7u+^ zDXzIBd)*td46kBh{@PT%x=7-a(}geBw3^?Q`j~!r z6VV)^q3)I4n=STl@6<(3KD$`0YtPu6l%7->Kkl%Z1NfBetG0 zn~2{#j)_`38x4wxmdE0iCzFiYCo*idc684@sn~+6^v;z#s5<3STvGG;+`#`N3nwFx zag+illw6kp@5wSGX_M~VgcK$i_<}x43zQ?EBwM`Gj1>z7We7N>)9P*mVC=knRYuCK zgCN5ut*0?xGYeJU?hAL1H;{-$!| z&^uw&$hq!SW+dvwX6Dvxz!#eIT&$wDd-Zo%h->3hg$CJS-VjKKg@`5f7W-9RKng-$ zH|5?YBzA)$fBj>9CngY5XFB3~Gyu+S8kSXmBpS_;d)6pd5 z#S9ck`Ls7S>vx*NSceQ!AS3mVkUq6sRvDPz)|^`FTNel8#B}W;5fE({7}?q;qAUKv zpYIns?;VZQI9@>T#wC3aUdTUC*>h*?;+aKsCr#p1mhxQEKs)_tt|1CyEqeBhS5EE( zn%j;pzh_}Lfo$QucOn16A+iajvQ|3k5%x_SZbYf`v*rZVT#k-&>kea(dG&JY@1Mt% ztkyEmM9p!7+M`4Aulodrh1?WP>4qQVT*vE{;4>Ec;+y_RjnWoA2`ma=!Aa2YnG<3{ z%qU)@QE0+7B@`Nqq+~htfqPK5w0xa=$MPgA@5bvFGh6?`GNJF#drhX>wI0nBe|do` zI0AB07vXv@Ks3+_t6L$Oc{Q@(?GM@WH7=vPz_eKc*UU@t##!F-pHq%Wi)g$&;B7Dn z+HzN?Q63jtcDu2cl>ncuC1*gHHkJgeVhJbrA8F~#DM@fhiWe2t_hf`FridV*ov$6E zR3nyBj$pg++=wh}dTpB&I|5SjZ)MKT^*?_}lt{Q;_8!#lflvRsv;=2=7RGf<5DNyy z;}YZ$c0*k-3THH=>(slm;VAtWO`=4Jz(Xqi|C{;eN;?u?f0Ie~I}mn87`e!Eh8%iM z4?J9-(!3S@(bY<<;MY~?TRtjKPkZDgr+Y$T3t(3#>}!TH@~_*01=kKqC8{<8OamMk zp(h4CwD-X}vf#{F%!bGadvnuq@cPOCd7U z1YZo0!0xTac~08f7wW{QV{he?@_zDu^E<0 zyaNPk8i)axM&mwVnx`FsO@zrF}X;TXKgxO+5D>MTUZZ5Ax_5` z4%DEe3$yP`XP+f~8_>|>g=R2F4gCRRyA7NkM|edMJiy0U;XDBhQjA2~wi zzvS^(4A1DLMoUO{ChURA9_7NJ7#}E+VACyp?~IWhp->nN({A|-3CGczakzZ1&u^R7 z3*wUhi#pdWw`s)zm#zoWfq^O-y8rXDdf})&L^R(?$cmu{L_g#)aTQ9E^?ixMtcc_H zAL*zab&|uMli~U0Pbw>O5jSe|&iA-@iYd(cT1hV8(+8GI0boU_cye%tISG z`W-7o=f4j^5rUKQdndk1WFJL$(k|-sJTB38Fg9HS9)D&^A#ri4=1n-fjJPz#;i4m?=Fq%$lh3#f20du9MIc2?cM4XMy?+hoC^11;JJa=d zPf+JkU7hUs_;}aXUsvB`N~77qla)4c@U+w2Zrh2nc073%pQ-}!hD%AKpC_F#*nMbD)ZD(9U*0ymfju09FHx{Rn%IeWE6?LC1KlAQC51WzoDHz9rOqQh?! zjAjUb3ONqW_L;PRc;zTiVQXm-L!37uL@LATFeGQ7hCMB4mTdCWM5UsDa~SH+w)WABh@LfPp^%B9k5X^FqggM0;i}Xi3p8 z#3e$IRd2&L2zKON=`Nt6-^Ep+BS))=X#HkQiAh9_3SJqL9`MH0RX-miO)jkGp3?BrZDmn?ut#>?p;NCaZnBbnD zLKguYuWfKSsX&=G>)vQcXh~_2ZOQowo0+Dy69UiZaH#6@mtKDHp;4B%>B-`O90y~^ zS8~+6253|=E~Wd~+r5^DA?P~X869X1ouf$L-}fF^o~(T7_^8$t8x z?m8@g0_cti&}W#sF2L{Vhs19}SW-aq3jTCcm;_4qd_amMxZ$r5s&0b?qtfC9F|6tR z#YTnb`c*APfye`#sv6BcwQA5$SEa9k3|xpQ!2I`-;6Xm0DuzdeHI*%2L?9j&v8^)O zJFFd&Q1|hX`v;}c66~odidwu{r9qRO{OyW)GRo*bM!UtPgX@CVWf>kgisqY8o@7}Q1vdoLspxC}Z$ZnEa}>(3qzlNcHshoNU?csu(6JcU}V*@38K zp93la;>*wUyI~jyW*16W?xgMS{(r^B&N#6-78q%=bp3bT5g<6rmT@9Sp?v7q3kx=4 zcJLkM3uxZF2c&wxmeI}_iUeA4en9~iy;yXL#1HxAQEcuiaGi)fLnPTzAw z{wbiQaQJy5(s9&;1wst8v%C$j&s8{8z+oa(%u!#XG*}rwcG+9}EIr)EFm8G>cs}56 zbwj1%2>=Ou5GWydbnt@`G{8q61>+8@bX9iiJPah4CA%| z@;1=?`AHngU4Z!3OeH@Fcu1n*#K?r83GX+jYl+a>9Q{LB#h0PD=!XpW>FYKV6W8Bj zGgI_&|I2tj)P7Al;#!Y-(6(XYb$}~`riv!0f$!hHk5>89ilOK~J(MAN!QH)b`;qah z8)h%2!K=3oLSlP}M90jtK|p!O@xMSMJLb*Xw_0E~sBQzZIK0|uT=_%c%hy=kc)P8T zQ~#|c@Ys^-U_G`z)}uM%sKzFqL&>yKT8Ew(I zrfP%#wM{VpCq(v6g=rk@nhzg7)Mm}K6c1_TN~?-Y)>RYDx6DP}7@X;IiZ@PnyccU= zmFxIlLiSCHIy5l*0`F;9fnfvTgWVr}kl-96?J|;=*>Ks~Iv#S&qis4sumV{pq#?&3 zxAF(sjVIing6e8R+PmGF&wUg*vJDIfr?-A5YnJqX?F%z5fgo1nH}kjeKYTbPf2WXBi=%%7>jQu}_eR({U@3;129wJkjGV@g#G9;-K zNm0=tL}tnup%kUeG9(&AB9vJoBBE?V6b&jf$oanN3&4^$6n`qO8okB;VFwSv^#PxQ-1gP zGzO?+ZY)*Svk)D^f6YSd07jdWCBt5uP77>VZkT50kx}&QR?#z_j5QT3y}#zD6elGV zfb`y5wfj8v@ntR#P)!&iwYu-0TxVWv8^@zF$4kbAVhgJQQd;|Um>GK+Tz}5o_%31u z`?3K|{X&Qw4@PFOBiG9pFYGl$5d=$=oC*l2;$5Ablyth>ql;DPSd}%|Zg{p?dlp7F z3)D)ccC|L%{{2OC$Hkn>N9;vt4RY^{r8|F?%lG~g>!V+q6)qN6%Ku#Y%AC07L18k- zCJ=a|@?DAtL6_QJ9?JT9+VTbw3x~R0Mt&niU_>+n-k3Si1vN&bH6LY<>8}8Q526K@ zhQFQr707zn>ROW#$6qTMzU9)qJxm0_ndFZB#ydkCgpE?QNUy>qr>_{Rv~s|Igqt)k zO-8XV{)Hbvkhpd0*2>YGE2gh*IR1U!HnBhgE*QZzq#5zL?Ybnk~Pv7%5{ zV<}Zhh?!v1Z=S)g`qxy!L0jMP5+`3wARwlbpz}f#?nU)L%f;Zz_4#DiP)R>$$v{=5 zE9*~ae!4rpBK72SkN=lPOK%A$_#YvR& zI95+g={ZgUI0TC zw|u~%M<~d#FT{85q_0ZqYMC$Lsqgg0=JqlD_g(HJEh`&+UN=;8Zkc{!&ACIo9@a&5uGpkFvE=Db^U6AbfpMTJg z)hE@9$e=}7U%hw{VqF#_V%?Q7{*HJZeOH|D2eCr3>(`5udcOO=#uS$&ZnHisI&f-{JIyn2wWU@Shyqs69V3Lj2+`L??*;g<+j&Xj3_O zw0f#Vv6vLb`^F_kC5#;pnoBn^RXIogn4K}ff<47SI5W}~;Lc}e(!rsJMaViB%*fUy z;(P*uJcC@@C^8V8U4|KzT1hKxyzy0(?vGEe9Pae_eC$@Ef}2M|I#MityYwySaQ^q3 zwUJo`?|sXANRJf3lKK{8d#4DCg6OrrRi*aK)%7P@(0PY*W`)$~MGDa!R)QTXLAZ^* zHhznbPV}-+bn1xg$Fu7`(Ga6f(wKN2svF9z4d+*FXFW?_0A9mwjJp*Q;Z|-={y=Nd zlA{y*$nc}}$G-(X+RuN<6J@lRdKLEE^PH~nLqQ4`Whl6Gw z^KycPf~t1cdyiSxDD~hAe!F(@xzfF^o-SiaV*LVLO3SzRb!=5ij4lSJ1K2XlQC7=u zLTz6{nJ}{d{W58W?rlDIMTTBWD+m938HEk03X{|owJfAjV!y$dJZ3UNZQ>KE)j{p1KMl@n6(|l9^vHaXNjJki*k%gucRs>NJrd3&o{F$x&bD>mGhJAq1-#pj!3<6?-g5C~E8p&LunEH6I--aQSNTmdv?dF!7?0gvU+xg?rJ@bhAr*4MEFE}w&_wQDAGK^tJ zg@6$?)S{_ij7a8QT^$o(%_7p)9g|tUoP&(M0>YX?G~-kk%A(GFnYW8-cQZx$Sa@I^ zn~s+XtL{JcFiGvtCvi8=o&$bi|Tqqrm0>zOo8^aG`Nw4n~b^Cf1 zLUCg7e9!f~oo7o@|GlWf=RG1YbZG5*D4$?w|wY)RhU-8P!aM`Cd6~A7vHs{)= z9KOZn3y(b3EN^f7`}Hh_g2B!4lFh)E_GLXZRU?`@WEn(?F}5N~3I=0s(Y6_*{9S_~ zwLBpmLmSur%RG~HoP=#@g!7@59(?##jv5JjnZ$78Wgg>(ovTI@+-0Wzo`VsKmlcLwS~1MD_8k3@!c7^4*$aqgrK zUazbaCXS=R>lG))NnioQh#=Iopwr1%cEMkxWC8@2YkWn%ODm=Et*-;-QjiA-hs$}- zHa^MrI0tdHWMtTxGh8(&@+8M;@}X>e2D&qMqX1n{$pY0QVbGh>CXPCxbsk{=h%_Ws zJAnTWxUEc61+*neb-og7I-_J?bO|%QiN$#?yOnx+b-mS1AB{)wkt75s;_9lZDk}K> z)e{RL3nqz$aB|U-C%^HLVRwX`qk>o1+_i^OvZ(U?2aqF#v;x5A*9HBVwL_X=_(s`N zJ)9C!vrST#2n*u4r5&XHeY;WnC@W5UYxzWD|Hd6b)d-M=CPp+-q+S)w&p zYR^H|237xemtEQrLf4 zT1^g0f^IwG4Mjx9bYTnwMMp6$(dfvo|Sxm z3CHr~k*w*r?x)0#xGYIrZVr^o2`mk=_^nFxH97ArQ;$}Vz9~n!*7O<=l11xFsMpN>CW{& zeYy}2xx-NU=FOY%C3oM?yvp@FHqjdq9?pD5Qbz*F-?P-q!9n`n)3gORX-Ff+WrZkB=`TIXPKAUH3eqiiZykEAQTwS-;*UTOM=V-n@Tbc*D-r zl$mnxu(f-AiY-;|dE5Tk@<0772Oamf-_)s=)#yskRQo2ueNQKNy(r_R&ph_=?Q7j1 zyhe?7!>d=~%a<=_=jPt5ug^UF=~e8Q`;%u;41c(T)YQ~0Dh^s+m^}9Dn;TJ@N=Qf` zUNyL|>;31?@$kl(rKKj;(>Q~)-rjvqD=&+0gdQqBL|R7Xn&vJ=>MWY5EzvwkBl5WDK8dc1?gcxDHgt4!l%0piz`{Z}CN}ngj+vQRUU6|Vyu{F( zH{npzEm6O0B&M=_Ip4V7(W6bFEDOAc>RCws5Cgs%Kx}`1$EQk3GHue=*B{$GzNqAU zV&Y;l6A2P2GCzt;J0ds%z##4wOAY=*#T}b>c6Kf}vw8Do>1E53fVHg*Ay7-1!*z6NY9W8N5SG~mym=6;Ruh4it5!ZqLNcn&tU2$t-fAw&-YymE_VH42p0MKLEP%=2!Sk&$sq|;A}hCOIC`Vn6-yLfdphEkD|4x$Yr zddb4Q#ZASv^D!tl-nqx`h0YAGE55)aX&-|(`UFJ9#MA>wI~?p6HZ(FaB6(u{&6|hd zZ(bOl`(~$J^@UHBD;UqYUDKU~hM_Ir#=DApZk_u5YokJ9L0N!%m@rf0Ba*%YEJpM@Ql#dQ?~96! zZ9u(jasKfS5(Vz#QpFyFtH`QlY2rDSm#;eh?L%h%z7HGBJ)dpb?Z*A_hB1RG#gF~i zm+vRx12;+nFEg{moUu&j_Kwwq=37^ZGBX@V^ril_xpowZ(17-b@g)X^hU~|`kFjju zzCF<=T0ayjbi*P>j=UTBOq8Kq@V#=87KOLoM@tS4nc)ibpX^bjR@mJa+k4ZRG;?xr zaA4TTYufbZ#|if<>pJ4fPE}mWu~_B88?()0GNCZ;QXzJS%t_p~cHoTawd>b^(%z%h z2E*-J>S5Vc91=&%I(%Wb^s}C|-(_uk{Fn=;vCCBX2u};;>fu)Kb{n3?LtdP+rKn%P zv(3!R+=#QV@{_5e3nfC%l;KJDG{%bZ@&^!7@rjCZN=iyvSXmXG*)GQ~Cof-MCgsCQ z9;wFmBC68mnFNdhI;~z^-?!gd=3HJ`z%PS;=qJiBto=Smc<<}9l&0!nPo*cftvT>; zMHo+I+>qF1%k*#$ja(%MSMc${+V~I$N)EU6U5y%Jn3CsZ)x{4lC{|tZrR?=Vl1vSM z-^{=jymp6quI{~SQ)^-?{;s@6FvG6q&)z|tdtZrH8qu&pFbM)rSD99Fl@by@yl3h zSyHRou}{`05SE3K1LgGL*k?IA)6XJdCqG^cE*`;_@uk`?EsB*#CqxPF5w~RZ@WXSm zXd=Ct?MU0v#G1bgZKT3zkC|r>y_`!;@^8!bxg~PGwW0m%qxDr7Gftmod-3AM;MkbL zik0f_O82f^)3Y`Q4d2~uAtxtCd;Wa)fhB;M-bar{;-pq8;fDF6nUPSO=-=39_GJ;V zZ*Ixa6$|`%pFVxc&cU(U^3vtY(QtrR!RS`opx=I6OEkH#(PqG_nsp{^%LeAX(t=rF zE48$=29a)d?{IOv_EXFgtp1aAe*zblgvA9^&xv{Np3a>smRA37ep+)aA9bj|G6V_E z*M||Ej(m8L9Xs$va0%mxd=os8ULV9 z9r5$qY;NAUzIkF|;z99$g+?sYB0)hC9YQl#0wi>FiJ+ihLhD=OORf7$PuzdEQA2|r zmdxwx_~!@R-Rzp0f_ZuFH!SlC4cy!kn}W_(2rpSu_w*_M;>D|W&3(0Oj%@m`7f=zA zmUbXF-MBrPa>dXMU(bPi$Wcgx>B8zqMMv}Lh$<^8E&x)%F6Qkjff#l^tzLN-57{_D4&;)@7%i&n<;IdVP*p6BqYw3 zl&IpU#5$Rqn|phE2Zx1)wRk8gDcO5^Do5TUV+>E7Iz^^plI|st^D4n&LL_2ZRc(>9 zZ0DbSR+9_uiOmqZ#~zFtEv7dA_lJ;CYOydiU4(HTuZK0^J%~zkX2#zreSiwy5W+-PdPA8E9ov~E3B5$8m5O7aj_|lR9?d; z(^a-iuAccqKgP&PT(zg#9a0%!0IyBc@Uk!+*{oNk#!A-B$?@X0+}ZFM+st!==hAs< z-fwgC7JiFl5sxZSyir{aZ!9Q%SDVf#bI$O#H8F)Smm9AYFecDf#a z@6VZxZPvR0moRKY?0CB^-f{8E1>J*xT?p>MZ_!RVqC4S0wQuAO4KCP6x9aYa_{O{~ z<~$o+=Tf?ek3E+It1tC-)Na8_r{olGAzbn~XEmD-QU|Ep<(e;j|H0?)kHQBge35Re zF#mhq0r(WdHB7F}^i`dJ6JRszXlEK+PIdwPJ05mhFjC$Vj@kcmd6!+QDR+g3)k{8l zK341g{3r9K`OOJm+{QziH|s98%U495>~;2TU``=-#zJ3)-AfzjAK(6n4hH!A)ahTY zpLS+|nFbK;h@Pnc@1fZE&QDSz5FzE?IE=`Ev=rU2VFOHI9g0cY+S;Vfw(eJNY;KlS zRpq^Z|9;fjvzTeQ)!>dEZY|5~I3M-acMZa-SoAbPNbU$URZ>yWgbdXK>e$W6ypobU04gAohY@3F1$>dCbQKaEfkq6CjUNC7 zGf);tO#G`Ec3oH3UXS18EBxee+7JSP0TF1Bq=ZFQ?XWdBHKizmZINo*By%omynlUl zQc@BdC9L6^P?eBMhqJqvlVK=l>85vTh=H}Nx##B^P zkj_r3{*(4ZJ>=%*29+lz>OzT&i#s4OSt>3hB-DS`udv}bal0=x(~=o#d`4I?R`=91 z1UvDh*V*t7Om!6}!Wu%lw6<>N@+KphNSSYu)tzBzdx~Zo{{=u*tJbT(t)DXfcvTETn9C+zw{ly?gf}Sb250e_+6N z?l@v6v^}K3FOlYgRB-fGrzNCJ_u92<6cw-ig&n-WBzU~xj=gs19mewJOHO*B;)O@{ zZf-sAdgIQ>c^|nAKVjwQ(ly=tjfBR+r~dCa*}z>qjXgLgC&&BPu|q!hva;kr4B}`r zB03%ZeyU|p_0_9a6~<5a`)8o!5afsV;lrCihQ9HwYB93kz585Cc|=i1n^eZNYj>X% z*9ti~$#(Zx;_6sAH*acHXZ6W^o&rLNyZ)*$2h;?RGRz}yrBWFw%B5G@E z_my{a-FeNByG!Ht_;mS`|HpEk)d$(txB2!Pq}7u(Jw@vq8q^LAXeX*EDk=hnj^Nig zpSt_^%aQt9lr1E1q(-zj*;x)9%|NbDIJVZpcnqC!sAp-kP0t(WBOmm&!;>8hAx-n6w=B5k?--g2k zAk+kyACCgkz1|M$ zm9y{PzFk$lb7!j7^XG5xfN7Il1}e%E}#H&x^i+>0=)l7zj00FdMy|le1+RSQplXV#^wvnmEDU*CR+` z0VH=oBCmJFY{;Yi>WTLuq6mlB#2l;4KTD<lc7XjL6|5UB}o2xwb!qY`1<}?;f+GEu8P@vI;f{1 zw^WblKRh&)5g^j$LsxP7BsO(yv0cT%%cS?4^wOmUGf?D)BT>!?y~J}zgI^I0XnX_d zHyi+1uhW$`YHF+}r>6KwqE*?vQxnF0G5NCoerq4gO`F2V=QyB|em!;(%g&uUhro(- zIVO%FG8O=(lOn#|*myA%ib}}nMz<33;EdRs((5fRD+>w~9H5X z92a~^71qE3CCT-W$C?dTSoOO6@=YBmZbmfb0OYSQ9t7b=Jrd6ftQjx?dq^s1-R*as zm3Beg+}!op*5uJt^mK{VZOqk8f>5cCuWRilzkVH$GO;Sc-djE3zbRQe zptQw9P|Y?p*pD6i;oOYE zOg>&-NlIlu}nW$#$_BIIVn72lk@iqh!XE*5lUJFe!EnKoLk<{vFC7ki=`tdHgPK zZ7tkoP~|r+NM&G5h(fE4wRNM~NkCuksLFVO@!dPkTw!0V#oN@p(y$ z?VovwkPMNNX%kj#7y6~Ycwu6gZ2})w-``*JXzktGJbqv%{Q$tYDGd%C#48Dp_V+H^ zdVR-L?P!GNI4S&_PA}Yi>eL3@XkcJq0@^@>2M?U?aRJ-)@@PKKjr;c{a6!vdRGI;D z&Rx0`iL!C~PyJP-G6v;7S6-!4-+a^Y3jqSOkS}XI(6ZVJr;~_@3(br4!1lwl51I&&A;VZFe{^kU&|rN9W`p1i@Yvm@2Nv8tIuQfob}b`Aw{`IyC9DG0 z$=kwvl#qSS9ldsz}ZLb1^YdT3cHTK{RS079l#j z1!<46*@;7cX6M`bee&jPS0up-=k!D~p6ox}TQ8z3?g+vxV@l=D7mti7<7OL6hjj_jRCgtW9cFiNpyC!h}81mFu(?cnatNli{qH$m@}0Imc< zspq9v*YNmAh8;VQxozf;po@!(Hl~Yf9e#HPYXvQk-ijor7g<}4o2DoF*pL{0 zuEIi`p%+m^;sWo`jA17UDJcr`iXDxO`dmTVfa|G@y?bUlJ3AE)$>=&sn&dA6kMQIZ z<~rQjsbXCj45k@`*o{ZsuZDPBwYf(I2Q&80?#|CX>AbAjZTD`z9HYyjX!x`kPt$lu zGm>}FcwfzyHsn{pL|xzRxk^@6R&8$itKWYFH}#y>b@J!r;0Q@ev$>!K?inux96vtR z?h{b_<1|u`tEz);+_+)y;jsW29_*7<93j6ddCG}TBAP2eJ%wjI1$lWitm)wA&&3Z~ zdc6=x5hxBZA`!VJE}xy8^oHXuxDoX3u}E@C$~Bi~SH-Q}`mFCB;Q+s2d^PUq^hZm? zU2OC7^DuT{dYQbydU~*~r^?V6|7juA3Vv z1$g=VKtT~!fxX!+AYjd3%8#Fv%x--Jp=(5OadFGxsj=~KA0%z=b?0IiK0tJ1dMOQk z$SKkjF|7OawkNNY7&N8@czLBZ#G8&Hr{gHxNu0O#RHMMdr%%l-|3KLp0$6wE%o&n- zzYZR^Mg(o}t*aRGO$(0A?y^G29Ci7!NY0M57%0!h)*fLOT47Ct!5Vt^F7lkLfqQk0 zdA09bP5|bq_B}ftAnU9=Ijf13({4y2ajxw#t`%ejn2kx0P z;EreGF+KEj=lbu9z|il!VR4I*P~bQq;A?nvbaX)H>n}(w$fd93=vYUg&+lJ;AiXk4 zOy^^1ZOw%vfcL>>%D^AuQ9gk9ix06$X=$l^-8P{((N&y8{Q!r7{s2LPz=8B=(yL#q zvbuUn;|6BY;trff&oA-n89uDXkT@bbF;cLAq>K!7qC{nlt0|6fH!J@(&kLFgIzU-i zlq40qCKPc86IC*T5Y{%WB{~3IjSn6S!9I}m4lqM_a4-c#u3PefrzWog)BWkpKtCDB}SQeZ;Jr zmCnR^?<=VMj)#uJ8bjz#NKim5>Y~7qz@(UC=W}v%iS)-GhL!vkG1rJ?I(^?3?X|X6 z8u)qQ4ifNA$P^Me!qtFxBFUF86Ic%xF+^WxbVje^&6_vv!y8_{A2H3`B?VT|&(9BS zmXBYUg2Tzg7ADic!1Sp>?g%(Y^l~%Uf!~LF`$5S%0q_w?1n?;wV=Q<*XdZQ~4bp#P znjn!*X`HZT)J4Pus6Gir$S|r?2(LUdy0mv%>NAg3#lek8@e;8fDWC#jp-`5_!NGy- zmp-^W3Z~Yg*h{8eGurz{z!DNN?{61K zMhRa%F@G4Ts|VnKSUsUCA{sg-5DuP6diq%_XDn&@``e(G428dNt>%)ENrO9*dErL1 zPf#Yrl2yiE8E)N*&Ye`7f6FR(Hgx@If~6fCACDbTLqjJ!tqx`0y}M7W7-VqFVntptu`}eFu&iK@+S-fbqw*{X?U?o*ahwyB zeMHgc7ri^a&_9KbU(-Z{Olo+TMbQ3 ztfXInqod;>49vzb)=ZpwQqMz%m{eA3!QeWAo5faIyJ2RKiJ6%hK{*4CPZPjUbaJvV zvH|GPCk}PW?w^;*d^tfC+cSSR5CvGjw6oYQ9sx_>%+TosLpfYqBb1E1IPgej4Zw?+WlREZ_I!>C-0U@=3~=q8J$&2L}f!BrPZ!R>r~EITB$FxoO=Izi{NB z8&C;El*j}el7e|006sA>E{dIt%e0CCyoTJ;rA`kMqz!lM5KQ`kW{4}DAJbrlRgZkw zg@mXq((XVgrKNg?hEX$z;ema|JCz?_S-ms+R8UY*cX#(7QJl7AZc@Y8 z8hUaCupcxzFF$`Me350EojBj_SP;gBOF=v^P#`q>KKcU(P_&MY@<+)RE(oAM@egOa zJEwjhC(0v~F*G4qx8J`%93xHmF)BzOQ8cNV#`Dw+umO=K&CUo9f?qAf12dH4PxMPo zOS{sJlw|zO%*=_-KkzLL80$?8^r@v*(Fp~TA2z=vVRHQ&r zLCRFyeCTwP;d)3zqK>=(wZRHJ3h?iL;zVo^lKcd#Ox+xS4;udRwsm+s%Varu`ZO9% zz7M%<9X>2LaXb`ht4ew>5Oxv5W)&(f*R>WU8DLLiiuWvA)Lk2-Q*-Yg*{X<0;d(|O z-5*{H!H%|aQGW#EVu2BaEg5cRM-IXN91s1YGqejc7frB6VW zkY{!1-giL)3)(jE4511fwVUiXPiz#CI)LL*^X%1lj4DYI%fhP=rw@LU$+c$43H=I4 zA|H`%96pQm;v;N~i$q*p91%#9oDe`fHaQvPLe!pERPA3Mu9uXQ(7*`95OEJSI)ts2 zfIS;fhjB)9RYBOPm-_7@TcNSLZNtp>{2uO>iF7}QbG1KoC>|@PwC^_ipI=?IC6L(T zq&lHdJ}GtFjj)YuT=1?iK5W5F?P;DnGL0i($DBErvOs}Pl+ym3l6z-j%%ys4~* zU=_*BID2|B=ZNKjutH(=6%yP7Utp7*Hj*c*O8Wx`BCs2WP_{mN95xp+oMyOm{F(*W zhhCIr3+fD!)IkhGg1k}>P8KOElo!xP)8gJg&|Yis`Nh2ciXA`GllM_;Md;a@Yda$81ZLiazX|%W{qs86oMl%zL*J)R__uZQ4*i>Y_M!g= D6!dOK diff --git a/codes/ddpg/result/moving_average_rewards_train.npy b/codes/ddpg/result/moving_average_rewards_train.npy deleted file mode 100644 index baae56cac5c0f6bda199e4b0047aa29f90e03198..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1728 zcmbV|`8(8$0>(u+wh}ryQOKGs;nY=;>PRJ(I;f1YgbL9`GxHtBd}qcsV{a^VBv(?F zPGt#o#T%Yb*+!N+t}W5RJvp*(XYRjn-(TM6{k%WC&+`h7J0EjAyGo2I7N+m*6LKL~ zf48Q-m9M3~k*2wVeT=Kl?BgzKm+qWBSHPU2i{@;@Q zmTw)fB%X>{f!Dj<2?6~5+Y2spQjxxr?JOgohJ*@*d(#)vP@))u6bpRAg=fSM7xW55@YeRK*1N z`gpMEL(O&QUwXtEbx476_{Agn+mm5vQo6i$F$t?%xvB%MN$8O-KBJYFh`Iv$tj5m? z@N4LAb^98JRNI3V&gyaaJef=r3*n=2Uwd(xkcSgWmK9Qac$mx&y&Npyp*eqjae8(v zGBZl`3Pc{H;nd^Q9)o<}pAN0##^71MikrilSd1ErJFJ!GLAg>@ukQs9+k)*Bl~wuZ z3i5v~?Z`*}&8<&69eFTfzU;3(#e>Ak2EQkId}P#2JZrxjhi4uJ=garUgOO5oN31v= zt&!E)ZcA}kv(0G7tVJAtG^0x-1@Lj^fbHQga(vh+oHQK2Bgzi9GrK(bxVrbXu~kAW z2DTI%Hn_*2R=LTGXBmy$wkO@+g;7wdu{|{)5ev%tfp^IVW56{#VXA#Q29F;&)$Upq z3#(Pdr#+Kn;LCSOSZ<0&Y|9^SXEsNpMXB~}Au9@|YNab)RZ*z#SvcHm6AhM@j$>zA zB%Fu4%*IYc!u}O`q+oyx`GyG#b)86m(!E)I-$HYig}*s$o&$o{ZM z;?r!_o0q*LUic|05#LA@J{k)@DJSBk5|XrwBz8^@=M+eikUpyK*=EDSPc*8t@e~WH z&K}xx&LoEAba)r(Y{-9|E>zgeLGJpG_2J!YQ_2$)5(k7f?_EM!C~h#h-K|AJ=X8Cd zQXLZ|b}r$9-Qg(dS?bM^4TFT8Uh2X;1M@4d3|GrAp+rc%PtOg5u%c|diN(Ojs!wi| z>M$H{sp9RCWx~|DW1sD=2)v3pHF{kRLXs84h#J|&JUiOWFpdjq;2#ti9>-J8_k3)P&rf4-ZT6`?v89)Ha3R&nD%_mX4o4Gj+T?%b@I*vLg)U9I`| zTWok;&JouX{cdyD%4%tpjr1%ck8+TM*V_Vb#9OnmQ}LbiucG~`mtR>W?;{ZLZrs$i zf(6+@?Q>b1BH&)w{MLfbgo9%+Wy6UGe4jSfi4SKXSmpTKc_k8zE82UztC_HsRO#6} z$Hcz5rI~98L$bB>EYqKfv*lX`0wlw6Mr~4#zD&ULyjGr#_^Szn_5J(;p6WloAO1m{Zng z%RujpznXXf1D*D+3@aA~7R*dHkro8DW^^2?mnUF5uVFdULr3*-qaO|92yEUU1)`gQ zmYPm4W(9%DsJ0_677T1=WtE2*5Kw7-6qjQ}heGAi<)JPbj+7GPi%m3$+m!f8SyGW* zX#Jf1jS9W7@1EQ*RP4@Z*EP_iLXaM{kRkG=Ruxxg6DlSTPks1TStwi+9@RYvpyE%r zUsjqbsVEug&Y2maqRA+C)t0SPaBsY9l~bg_>t6iyS^*tuz9X5hC+H}?Yrw5EXP{@K zt*l6wfYp|w>-Q)GuG`CNOC&MSq^jrjMl%dSNrSWuZ3d*Z+!fBQBk-T1@=iX52B`=C zRMbnOLdj-%aG?1b&P4i5>X=_c*3jI%fjJeHg+uLePifdN8bqtgqak%Jz0vzV4c{6_ Y;n52;G`l(t+5bRCQ)33@tuGaS1O9?_&Hw-a diff --git a/codes/ddpg/result/moving_average_rewards_train.png b/codes/ddpg/result/moving_average_rewards_train.png deleted file mode 100644 index 666e14de3544d2cacce2bea7eedc49449135076b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 40678 zcmeFZRaBMT7e2ZHk&qAp0VPCKknRoz1Cj1drMo)>0i~4gRJs(D?h+A@?v71&NT0dC z-x&XKZqCKIIakLq&@Hgvz23EEJkK-dd_Ty`zQo79gNr~Q@Lx$jQ$!%peGv$>S?ufZ z9iG0)MfgX+@wvLAl8v#Wi-G-Hgp7fst)-2lrJ3P9=ePC_W;WJbtX!;|%=b(k9c>*1 z+1RZ9&o8jr*qgAieI&X87s0WW)Nnu`2n|qQXt`oJW(Y*8(yM1rm0goJrd(VHmc|=* zZ6deo_*lNa=ak9_{r)B^{g>^Ipn`z)bCN@b@GOROYD|S;yL*f;pGO4qKcURs82Zi^ z&8b;^EIs~Uo5l=11Hb&M%*4T^c3j+Ig}qpcOPZY+Zk=w)OKjSJo8sjZzn2M~{P$8l z?t!m3>XlXK|Nr9u#U}J!UpYKoCU}b7_f8U>p;cw{n-LZV2gk9*t=7=%~7`+fs~X2?dAYHMm0d zRkh=)c$%nJUP1G}DP5lnr|}A#UM-ut=lc5TZR>#qRKJZPM6N$kQ6W7!IXU0! zViUeP-=`F?4l|igW@bF+Tinl| zKPxLMmm0KOpLSiq=d~JdjePi8o`FQ|VwWg0;{h7UJY!{5RbQD&?=pb|c7dI(ZRy&G z=hLTX{@3v{^%}h6>Uugla$abU=z6eRUS4`0jhSe>OgSBFP1PurY>$-CP*6}5YX100 z!DW2&=FKPe_MB|BJLvvcgv)iu(=9z)%_U z1AU(t@ENvZ-)7Nly=znZw88r#I3fa>V3L|qULGAGdKyeC5%{;p#U|Bt9%pZVU*_2C zhi3ix-s|?TyDzo1DO&>ZjkYGMvgeZ1yiY&G$CHQCh*=+b`<(BhEP+zgv$Fl>PV@U4 zsB=3x+isxXv!?v^?OQ0dNOgOuA}p0q^xwTY_d~XR%+ii>vbycfdwDvzfqfxx6?VDAMA)PDuR+j3F;Kmwif0 zQL&k+q_)`?4Fk5p95&==Zlb5Fb8#nDjcHI#}uR4+yxH>T~I~x3`B-Z}6^L-8V0HKQuQqH2eqa zwD8;r6)~@I-kiTY+s?6>sc&s>=R_R^t9Gz#4hAb;g7@iaPACOeAhn45&XmgxTB!q4 z*1Bes*Zp9n3GQL6+Q}m9==^-YHEwH)KTj(?~1{A6Fib?4sx za`(dD42f&kuCZGTGb<`7C2*M#czb)-o~{)jYWIFKo$s^|3jdq+KUf_IY6&7NbKNxz zrxa-J|N5GO$DD+fm9bqaQ1|?lfW9IXOLKVhX9*st!pN@z@*IvYDHmZ3KrpIT(<` z!N#7=2%<)x{nkOf@ar?3bed?&r%yNQPuG~1yOT_YV^Mx)lI9g_x6r;js3i9pf(~jI z-S!^9Pt59qx=^m%#nvGG{5j_C?(W9;kC4Yo*?${+e5O6NMR0H2aD#KLLZ*7CSJ^+r zxQ^G@)Z|yBRnh;$LJgsGKP5i?*OymOh|x+rI#E$klo4mWjIf{aI_5C`L%!Ub7NJ{$ z%t`Y$1j}+<`Rn)1s3UP+qtcd^t?uBKwY4?s4H7{FyAeL;{@`C_`c3F?oNi#q-Q%C4 zqgx$%MLHm!z5t`^{Pk-##btU9V$EC#TYc_8he7|BS8v|DDYajcsy|u2`|jO4X{6}C zS&US-Ws3WBbU66L365I0DmMlcGSFc{l z*n3Gy;Ud6#Fz|dN54LA$^z`&Xj?d3#u8IfB-kVBAg89xaFQYd7TUnVA#4S(Q&^N}$ zdk~-Ix3&lxACY(sSU`;B1rsV>UJu2;!5j3t`!*pK%_=yq(NY5pNEihp9m_pJ+i(8Fb7YTz>(g;^MiPph-;9yMBp2O+^)Epd zT_~>Ex=%~%XEpJ2w-JL7QED~8TkW*oUaV6i-8)upMhsT=JWtvFU`63N0p%~D?OK0D zGje$fZqu7SmnZbFNcPw9#SNG4)>TWl2iEzfT`}MwFZa`~^lfYieJd&|RxR-HaMGiq zhzUgwZo;-8T;1I4W*gBC+`UpF=hM^gDfPRo(vW+d9vJ+New;m0pjJ}s0OmKc?zZu* zL;98d_H^9|_&6%9u{`oc-N^m>?;vOWIyk9ZPPC|ml&4XukG9=#RsVQ8Jw3hPj`Pv} zzR}g?g_;wbF(;L5WR(jIM#E33E9p!`Y7LE ztB(dih%cMFEhZ)g&LGoCL+)*Nn~V%2FoQ3>ovj=^F;g*5TEv6+k@PI&vuwTV>mwyE zv-;S*&;NC`JM6MCEwJe=$S*?*{SXnsm-LtV&K)UFPtUq>yghMwMMiXa#B7JmEoZMMNI1U84ubGJv*@d)xr%JXlwg98`-+;B(Rx7fJ2GMgDurHGu}6YxhmM#kR<=LRi-pQED# zUS!ceeE1&TNA0#q)ZgDP`TBL%moEV#9!K$!eUNJQb~|X4G&DK^8=e48K%D~sir>Gb zLUw&=tL_TBmOehgsNAYv{}cJH-s?(|B+WOMc zn+P8tpRxsKXJ=OrkEB~|-WR7ty^eKIP!Es}HUR-32Ld?J0Um(C z;3)~B1TV-4Ka-M>Aa=$rN_OFE=#GS!4yA>H0+C=!c!bzxJbYEQ|7dp&!oS-N7C8n% zF-JD#KDavojfMI7W^iU(JG-YD^0wVPBM5l~g(k@3|K@^da`W@=Gc$+&`{%l`v0*+q zRdZmZrmh|gUOUFIFp{R==_yR(bwHHnbwmMK?=k8%zy;yGUv!75Y??{0jq>F@SeF(T z-yCV?DQni|R92GL>B9c#g*m|QWp6jMM4C$6cPI9Aux)KsWl)qmi=JKx5$eEWuhRV3mgZ|A@OG5ep98~FGIiwCy8_IV`4|!clqE$&hTp}-MO#~2z24KUXq%Xb$bjRzk^LU* zwH<`q1b1zlx%i$%DpZ0f&EJ;BMP>$K?FB z>5nrw39j_QsH7wd z-T(ksPc$?r0KEa7O1gv-;13~VtGDbM|MKNQW>!|!QmmGAr=GF#qmBp~zB(UqadZ_G zmGcv1TJ{-WT_8F^t4=`#R6B=<4|#Zom;)OdpP+!+PtFS3$;ru;@gGdE6iyFs*jvC! z8Doa25W*l>6GTQvN`HNcLMh=?LZjtoQDcU87I@k*B@kGI)DPI$dgpD^`+$g`pco*6 zY@;MzE6%&-7sm}(-7FQ8?{rH#z+zF59S|*s?dAE2V8vDcwA$<9Y>~q`Fknkd=7#gV z8?bGTwUw3efLkXv&bH0H0D>y3s@hLjRq%8k#<{O#1cAHFFU9Hc%J^5R18hV>(*6rr zN4g(_Vf+hhpLO->qub2tPu$!Dyv~l60G2XqmIp&@N|4ds9?T<#xIb4=Qa=xQti-9Z zN_49VNsWpeTMbv<1E2bV?&cO27LEvi{q;){HU)q@VQE=eOHWU@p3lV)_n@Plp@H`9 z*^rtZ5e<#aZ~-4sxYMJ}Egg#U5?Bi`P2%ygM!1eCa(+5H1Q!Uo+ge{leRLN6D0ctf}H_RBRww<|_ z$Bc}Ioska#z6}e$(bba^yWmE_fnMQ#yoHX4mjy%LfvG^oG*O*(0dHm2`iWP$6C@5f zT&5tFO%?%x;vejs`Zq&N1qB645%=h;bEFsp32s@0j}^7gx!vWz1wzy|pb#nWKv!_6 zKg-vSwrA4dv!Vf!L3(y&WMa~&c6_X>s|$d$p~s5vsPqyJ6~J^$x#6Lr+Cb{5`*MOw z<<;ex8yr{VeveRIVc}v{gs6B{pSJVon1_(Mv&AyYHCd{vs?OmUvZv2pdu*?HcaSP}h=oubI8wP++7Z(@fZ{NY`(*`BNY8V_pI5>C~g}?v< zJi2%9KNsqt_9%Q2(Fwli3hytj{FlWlEG!IRNx)(G&m6FcmZ6~-z+l8CCdjTHt=j0C z8ll&*%yR&Vmw|J&!cS31vW-k{2hKhcNJcOb-JkItz`N`aGs}<+F;b|boc6i$5zGoPs!(evEJgur|ofPDv0OCY4Fu(mG8Za_>4LN2Ubu`FCH=POe+d|h#D zB_r(fP9r)U0Dv2T>sKBQYb6Lc7#EG`$at(-H2R`>0(W9oFZG3$-NC}b0!g9;Sb&Y7 z^M?91(rUES53&a$P{18_0XT0A=8fBf)y?(wBO@KaFFu5Yy>0tQ3MnkIyqp{272v1^ z2!XS}hDw~imfjrx^0$j%PF#HmKoA21gFe`Jwh;t4yt}-i;4#Ca@A7}Ve*M}Aux==& zK)+@4dAZpDzsnZo44f3#3wqE@qkzyGyhZk=q2v-_uy=qc@_?sMvYMS8$JMdVRgi8; ziIQB1)K_y-j}MG7QpSJco8XM9;AR!_lr6{0Kg@Wag~1!jdV2fJf2e7H7>_kC7#kn? zaI?Ak3zmGaaj9V&E{X&9qzDB;vJ!DWm<7A~0&yRduYB1$U)aiq`O93EHgHy%nnGn2 z6(Um7HelS9yX|+^&qImmUJNpn*yVvFa|v8d*Q&Cp8RBjw5aD9isU(~F&ThUL%lE+n zH;X=i2wct%Fvn?pf3On!OA$Zpbx{E$+w$6)6omRh5`}%n$B#LzB%B2d3=DYI@NsDa z{*Q1xh(?0al1+`ko&KL*d?A=s>0duwag-?wf03umJyxcLu4O|r>V4O$&g-64Ip)u4 z(NDa*iyBsSqS+68)n4TcM8&C%uk`*XQ<~r0lu}TjP*Dl1!0~u(u)c{gVUtx3C>2{!_X+fV2L8{GupSw#20S=K!T>%E)9!u&UIpC$NId zm@$w0LEF5^^9yMNStIL7LX>^Duh1D#ay+L;xCw^5dOj^rO?g7rH|CsD$`sjKgRzqT zdnak%n&XB@f|0uy!@~-StZy45DJE`PViW(4wxhbKKIXpv?*N`L*>nE*)c=ujU|r%d ziw*Vche7oE3nmI*F_#<#=6dPew5J#G zS+DTXua5U;?T**+>U`Ivthio2Vl^I_MEkFPT_>#YZ)A3XCMe zoEdjBE{o6054i>2lUfRV>Iv30Q2ijGod8}4JKVhj>*w(5GnO?WNuUx-()e?JwYhL6 z^VqZD@%tDb`u(XuC4{5JwttrY$Kp*d#Hh>tns$d{dgM;eh=<#H*Hm;tfqAlxrHUq% z-h~~dFHxNY4x!`AugaW)w3NPLx0KdZzP|u#RFR*4@D2AB;{8qWU}Ggsh0ZObF=f+o z&!0yOnkfdXX`m8?%tU03NId%_B;kIIi=8((wa?ped$#MJ#W=>_A9Z|)j-KWH<5X^? zcVCB1Pqs?}-xPkSjTF1p%j2dsO#d}9RV%P2M1;8H12+{7`Q3mNsi!Y=DJb0DI(bjC z3H7iq_*-oVM~;!q{dD8J#ta6;9VPMDZ6!bIXPL&s^PlUKBgY~76B&52*|+EQOBO#Q z)hsN`DX(96r}iAIE%t6Lj4^9D1QcQQQw*>rOFTYVysa{;pYu%V>%vG1l6*`EkBt88 zk=aXw4~aCqISAXXzYJx^cFyHl4wZaZN_(RooI(0C)%Y*B`I$fHDMeEMXWa=KLT0&h zWQz;vjf6>x|K4;P)a%;hrtn$odxUhR^_6Qa{OhQ+<{y15;QrJ1xPGd4dq~7PLN@f_ zU~dek6KTVyd9`k1%-zVmzouq1i#=mZk|MTbW zCpjYyv(dD)iNb<`J#)II`Ho-^PhYt`^qcO{9^pIx*sH)uI?2tPC_s2Fmo4){wR&@O_v`YVyn8CSn7RdJC8`F7n%fqOC(6IqWk)X z9S=EMG5C<#t3NE)L5VFD9d_JjzoSeDiYNl>_(s(<$~5TlwRA znc~70bv?ZU3G6;#RqxpraYuUh5b#v&JEGju(B+w64})*10(d&riwm8 z(&hgJkHXyY%*c&*_DWBYl?)A!e0o!x|BK9UW>n zeu!jVsF!Wx)kK)=FTU&kL4X-oP!L~ZNceV*Q9ETL7|*$6=~X5N)X>0=)%|31kVvbX z6SFR}^6DFhJJl|xrv^O)P1F!`l(bblKMaajKXc{#?Le5u`@nZL^NI0WgcwpFzMwRSN*hg@N{zDUf&{)*7Z>zs2yf_x7x5 ziQ(RgEM91l2IJSf!_XrWu=b;rKXXT)`xwkMinM56_L3jb5bV3O3=Cz+9$!1F*8NE^ z+ca&7Pv*B3#RLw~fpq z`L(n(_u&D>A&?3nt$^}C$Ido-0d>b~*ROwvB3L%QHu!9JZvWcf)wTMZ&1xzWMDX_F zjAbW{ZxR~e49Ax`@ z48J_hJf1v304)XKAu1u^Lq!E&cz8HZG5plDe-yGpxi|8=l={zQ?1;J=zmu7*0;OB= zYRXMV5`iq;#oI1RnLRR_!v+ej)qy~nPu&G!->fV; z^B<@A^A!azGkU5ORoME}c={DDV%q^B{hWCLSWEJ*)l;j@fz^Zb^kFI{RuxELr>)A) z)ScWct_X>fsD`6#4#By-S5v1`d8SV8hRt=sW?y0|;_`cu?3}IsBU^I%O}{Ua1@&6V z8mNqp`~yFKqs!Unw||uObjly6a5}Lkl5S}KN-)rEey#sN$Z7O+#LU5z2uELE{~nyk z57$dje6nk6lR>j@p67whGv&ThX4F2?)6>H*ATY#F7#Pz8ukk}COY=J?&eoO{w8Mj5 zwisF9Th@8$pIMb39{H8`-6o%KxhD|h(l8zt5=B)a`Zo=+-9<0B?OhsEM~`=S3K1Ej z8jE;wq1nYJWpSb*l44vaS^tK^>TgEI6OUdugmpu)L)2xlZ?z9WU7b$C;jepJURG2l zT(24O|K3_zXl~vnkXO|0j7U-Zbp0UIORiw3~m1s;#fC^d+%7e>Rx@i8$_ch~nf8d*IcA&uer=lxol@gX&J5Bw)6fi_)U|4N`{fQ+4J#3N_Xp8o!5B0{&I?)BcS)KkqLvKaLq! zpXoKwj;28c@UB>;e;xu#in<^CQ*Oz`gm<6yETk*i&fx2qPr96IqviDDeydRG&xx{$ z`mt^pcHy)(H#fQLL9F!*-Sy$s#kNmges!sz69`HWi;a&q#_;ZNWBZDFouaC{WoJKa zW>A%6dBzy1@83<4eW|DzY4%MLYEn>wJlLE#&Yv&HH?O8i)GR7~l{Pc^e=~+}4^J%Q z?&zJni+@%~4aAE> z9EpM<3@1JQ{+ovvlmsice*vbl6p8nX^2hbn3Vbn#Ty1Su!5VdDh`PE<9p+#6d!t^@ zg?xOd!Qx&IfwSsGwHb?EPSMi>NrZ%iM7M5%av)nfh-aQ&_-EIkZjg{Lrx0j{%14G+TUrfBW@^G*JQlfa?kE!Lw+PVSFQc1u*9edZE1#{QcP!N@Z|4g?dB2Jxkn`9DLnjdhuJ>nP;@1By5~yFNlGM|KI-Cjj~> zr~&B|S+~Wp7067uLS#B;!Z7H9ad*?Tb=vyV2u7;!xEy9H)t+^Wa_)ES?%FPdFBDF$ zdbW1pemQNFt0KfKO49M#{jVmjhtNYWwza2q*&gfw_83TUueaZctd}_(=-xuvpI}|8 ztU+o3)^E|eB8`F-v|43#b#jn63+z09eWJyq;B1}u0x9NCsz}mUnF-%pS0KrE#=fnw z3>wmTRk}%%XiRmv9uDYG%CWo|xZKCvbjyg71;uu~*umG}-(geIynLL6IUd!ihrs?y ztNOB6SsV)%*N&~jY;1;tvg)dO+8gpqs(!lGdGk3|qUr1lr??`4ciDn*Kgbd^#AbcKVCmv2OkrgOdl;=j{ zZq@!IW|fWYigvWxZlR(RLf`2+Dr44l@*NSIXj=_6+}Mo93oomEo0KB;YNiJbvGKYG zQ{UB-fiPmb{qUlt%0=3wb}Gp`ZKi;Tbgk(MKVrFlU5MDV@1v<0n+ZU`EG%9c_5*b5 z=`>lu{Fl12Kx{^&i9*`%&0l79-^r6PHGvL&j2 z0?Dq&Je#j?d`dOR{WH706skj|>K?u}5biVi7c)k&DV12@3o;fsXk%1G``oJY$+cpi zksJF9lp8U4E4KscQX*fqWL7P6b{f6TkY^wV8r38sZl285-e8T?=y^l3Z*iCz+lMok z8yzWH?z~33z1W)!%Qu!EKydTq+9m0OMLSCZ)#XG}JB zw@KIh(sB$i?HXA9D*1o>PEh$FwQ}o89JUR2jNtUCIUhjcN`VQkT#qg}%eI)Y9<_Yf zsrxCqy?{VICwgVHC!kjryCbpSJMCUb8D!7f7$6_&kJ|arjJEY^5PXzWf5?1Pyo%x&8(!vr2Oub=ba&&(%DN+C6UK_7;P5y{QC+LW6s z(@pZ><`cB5n3lLd@UQM*o>kwvyXsH<&!fV?Ph7$sQSt%|=nv#NG~J&Suiqz?i744@ zg=f{_lD!mqA-PJHM2j+s!DjVKL)SFt?5UfPy<`cu?~`*U=WPaY_N{%9 zv@&{KEQ`o$7B&|V`{I5%UcX4`d;J*kar`}2HP@M+ckNNcwaMfp?-@MVa=vx zntL!tuz1~qfh#j_(4M#Kn(xY|L=j(v&bUXG{1bO;3bV0?B(da2UW9w!WC``PX4f?w za!C5BUlGEsXd5CwOLMCTieG52l5B#C6Y`jMkUX&xqp zI5#g!-I%|XbaeN&3*M^PC=WVbfe2dUz(?si|Mok!zGlb(5qf*Ld-1`U)zJF`)>R-3 zAo!h!<)&3@6^ z;i-=i=`NuStDa}~T;6%<6?bN%X~! zjMRN|dfZob0&Z>psEqtQ`n=GI-mzu1ju4p0PAKfz4T8{F+qqeokz+zJZ{X?eSK z%|qy`SrWgmz8D4i?RoqEE@}R7DJD6WRiK~lx97tW@eKAubo7HN)62Ba5kbT{`N&MG zDBVW)#|#QldWA304mM0B>yOp8OD1w+-_-DuZBNpQ_=;<%qDa5OW@DcAfjjo0OIt~7 zX1&7DK0@L`n`Jn@#+7_jol9Oj!R}J8G>ys2koCa`Zu$smpih_~9X?JvxW)8V+)RsF z@K4#{UpHu<@eJ(PMC%nHgATAkp;-Lxk#V%P7?E{h_Z|25D_N%df`v!pPCp_0D9LB$ zIovl+z9OSowASpq@t5Ndv0O#92pw}{SjVIG`PF6HG13-s>{XQJi^wk*BuM2f6yBuJ z@jzdhf75%x=lsFExBuCT@F~n2dO;v!}I6wUF|_G+t^fA4bchy`Ru<>=y^+VloW<- z->_!#7!ZRa*8w`OqeUe~XVrP#vGB~f+bta?P3gTQn+^un0tkUISRGE7vlS`GUu>!) zl}Fl#)D7VTfe+Xi2bFG#(iZ-A(OGfy(c)^XHFFB$MvR<2=^CZMj{3D*3~N#>5az>f zDJd}(jsC?q*xS&g))!$x$~8WWe{WiV zGSzaor8UOy`8W9ZRME-jksrZq0Mvv|es`ZL7+DvvU2Fbpr|JAEt95XYAgxCtXM}iV zK^$~Wpy*nG&ItYW47{=`U!;Q+Xh9$u(t#{IDyjE)>V5zzO6xY=@BjW9ZO7iB@d8&! zb}-0JZ2X|M-+ju3wV>7V7dKCh_pw%pZVCN~XNFlu2#49GcVB&7%D5ZR;sU^!jvl&% z>;;p8AfFbD$uDn0ZgxL`4Sts7!aBi!?s2$(#d_ON8sV@uf?-N|$zz@;;tRrYLYeRf zLT~;6P-XQ$W`xRW2i>U2g(79(0ej)%RQXl2=dZGa!0&8xeqm=EWa5Ki;AX+sVfmw8 z+&7A3LBZGNSvYSf^=+RLma$u&c>C0wDDZ6mcW(dB!e?3_fBth! zT|N9LCX4th&|K3lrAw%W<*rONGF>i41u0x(A>RUAGE)O3t>soIAwxz>M@m~-^gR0c z-5)h1(B-Fn|0tzcxXP737F^^*% z;v%-rPNmi)yt?hVd-dX{Y*_X+fr?GH%J)~)+Na(5#y z<85tT91(C)ZBwgwpp)NSeVv=e^p#YF`SKEhfSSQ*-r~roo83)Y_Vg9dn*x>h=TOhD ze!YAGmH?gUVUO@-vHQ+(Uk_H+@W(rMjJn_Rk3P7cOsV|G%O0DJbxd57;of+#H`y0v%-x z0M-*5GW1$=xlHH|Bn)2%rHB|l7jctz|0=+g_cn3k+pbtt*Z0E83J7a*VKjx`E%mS` zT;TG24U(BIp<;l!zG@e}T?%}Ic!U@JfVnZnqh$M!$JInfiBQkyzXGKS&i%O&hp+NH z4?A$EDMyBsp`XQj!YSO|i4?ZYF>GhaFejbAFbb=w?NHIRDI+ zT7-ll?hbNGnOh}Ltd(y=s5cB_f=_E(<84g%!jKly$!gmlf`|k4hELmBGsaYvnIx9# zWs0RcOModg+yV%e@1UKR!=#6jlJZUoYwXR;LrLM-_tfxLcX5`+moH=r0IB|Vyazaq z0F*BWXm3L>u`Q>8a!&8~$m}4sylc#ER9C6RI26ie%*s@-phD1D<{c z3ex>kf&vtKUJZ2eMWdBNA-$mY_ks$#avjZ)@9R?LjL20*u31W7M&n|>e|YC8^;d=* z(l;CXwin{;0mSOF(CB9nS0%AuPh>6*XNseY`Xh0n4l0Mebta! zd)%sz?)3&O_-1#TA^IrvJj*8Y8+5A&++>k_<@PmCG&LRO`} zogn&7%QDGeVl|86-}S@7bD;z%FxJnwezXeWTq9k8&4#j5ZfI@)9URgps@@bqa>y)1 zYT}?jayt~6=5p{%Bc-zS#p&L!0CiCN*AJ(i-fo~t_txFi(^bG6n4W3<&ht`wL`8L# z-?`@#!a1b&6QWvRVt};~UnnNBbEJ)(S@ara;G%FH_0ror1ASbW2*(dQ)_*UgzM_-m zbjdy?6X)iDLx&#fU(oTZ4sHD~7?UjKQ{V0*jy>VDQAkUHv+JPPmC=X(sNvOUF$G;0C(O1P)}!^05U!0J58Fm)WHm9DlH; z@(d2yd-!PbZrmfOBXbZH-=Q-Uwde$MKHE~NAJLxvQn@5$Bsnq7)`}~d?#EX9mO3D>^^t(bK;F~p{*x51H1DfY?>SM zV)l!YMIG;N7Nv1itx;}0&vDj0-#<#_A1%NxFO5{mkpCo8x?}A*UR;^+ z1O+1S2#@2Bg-}9E=43f-BN-WZgk3kkpZLzd z4p;9#VFs9RTg#9iaULcDNdFsT9Axz7i~%y$A>C81k?t{SKIDy8>rf6jO8vv}+PCQ8 z!#eCD*@&D1|2EPF@!;6rdAU)IGUHAuJ=*cotf2zouoh39HFkpruTM3!z{~6jXMrIQ zWG`kYGgQ|5T-)k7`g86`KZZ%_*|1CEqC1h-E&{0K>e8N1mVoinPJ(Q}`qrlZq(F*- z^b6gDvC_q9VgZsEmHE}RClM>->jN4RZ%VNMWpEumjc`GP2_6&PyYSJd?>mNUq$`Uwc(;;%I_WTp(KF1>@i69BtW{ z#`ow=itOTRn8YXl{iQX)!%i@3)KYfxa*&jT;0|$9xMa6U3Fbw%WmY z1k~g|GuDZgx>ncPn4Kt851n0F2ZsD0q9Qq82NUdD=KrWN|40H#zwV7*Q+gwUN(93nE?)M;j5C7vNKoS0^Zd7Ii>GDt+D)RMxXo>NL}*a z{;yA^Zx>?~ii`7|$X)vKF`$J2!?z)hm`_LfZ>823La2s*zmR{Fc4Z&!Gv$);MH)i3 zlTc55aW@-pw8JXpoRy~O=g(S!fSej2q;0RMeD_Y3H5O9g4yt4jBf)L4rk-HaSONOF z*j$>QgmIZFtLB*sIhu2neKHjY*NvMHRGd(>G zP4Elf`4~x1we(Un%!lTp|K>iyfhR~y*eE024=()-cuFg3=uXAShc!s&XRGjw>|+E{Ofy1g`$XIKc{olLJ!LLRb< zwt{8GhW2)HBTIPUH;mVt@WB6O7t#oofK}+o`$4Lg@CZQMoasyZ7al04K9#a*=kz_R zJo97s8U9+QTU2FSoQqRozqA+2<@R_C3Eja>;KBq`k*$s=IO2^&|lsftTbd!h0C ztBTY_GCM2c^NEjmxqBQH8ERle$YtwUR$u%r(K=l@XkCRKsJ9F4VX8Qa*nR&%q<*H8 z_mHvGfAwl4tM3-}f^g%&j|1r;9zPf*m=t;xs3tmQCUu93N?Dqk%0Ek@o3sRY%RN1^ z$N@ZuRblOo?vIZvt~J%OLXiV*=4ozPK}MrP`d!G$z8PKyXihV#-BWF74QqRxIb0vR zoe9lw-Rq_Y{h3gB?1K4`FASQYhJ&DePDw@OJrsnXmwj<*DMOhtf!i#SX8~N`yV4M5 z9M&=O+{wHu0`c2}=e@WQfnQ_fGEkOG2garroewsfFE{o@mC&6@ULxZBkQsENl7Jzhs% zRzc&TGowV^OWJ4a#=AM)$1^^?tsjWTsvPK#r(9@Yp3G!@xCnaWZn3ek2|8N}I9LSS zJj@zem2L@FP~(`?x(lqrQ<$>PUqhr(33;P$9iPdkZi^oD+=q5*ABv}9#OBP3o!L! z_9iniHbym$li*@PAFV-est5um0il&WVh7qMHCZHSpDl3SzUl0&OthhPY|v57NkFtE zkZL99TpPZBb%(LG8p-izCTyoMwn}`cvnl*@U5oS?K@gU9a2f6X+WmrcR^E20S?F{* z0U2Om*fEaNx{r+XKAcx6=5699P=r$wco!Uu4RcyB1Bpm~9mo15J6n@poc39kkkj-h z_Gi~U(kJPF_#NcA?OQ`5j;ca?}~}0g#|fc%_giCEK~(@P5(^e_=$g$&MfrT~`Gc!cxz z^prB5ASdT7=*#_SHGzFlzloI+k8oyi`sQ^{gk z!K8dFdB6h|4hZieQy)#}3JrbeN0W?ZP2Gd?k&6R-L9;42oyhYaB*?a44&qfo=)=H@{%Flp+Oq zG_CDgDGY_8S~p=N3T@{%Q%SlqBWi}is6Di5UX~U%Ca*9v@?es4c5UrK2c%BF^B?qK zIxovcz4?iKIWC&Dx_2xsh?ck8FBi3;o2JC`8>ZP%org%K=PKz!FJY2Wenl?RvRDBj z`#oNA)A15A+5jgFX+#{eMlGK!`!luf_^(0KTA#NJ2xNhXb$>jQp-|<%IS~8a~I* z(+!XGC!_dyYDi#`?el=!pHtz_Togaz0z2Vy!*Q=rFiOlu1Ydgv4R5cCU3eR+TvH=$ zi1=l!-{)eqmO*XT*kK4JI-10y-Trx+=N=B-%kT%Rtl`l3nE)dUNhtt1v0Y}o_+WzQ zO=~a_vtIq=My+g)(f@kR<57c}U=H?MlL8jJPlJtJ4lG6WQ>K&eVm-6H8f6uB@Q|at zQ~K+vw#KK38&dDz0e6Iqt!g7n`>-xJEkCLzgf!M1RcZWw1F!BoD5&W$ZgWGDRThCZ z563YffIvXc!!!9V<`TMqT(J;|MhHttn8bQJkSzoA$FuW>m;O+`+xfQ;!RO}t0@Yj% z{n^IQje_d>UFwS4U&)HtgKza0>j=T1b^;8Zqb4hUjOe18cWYr7t+Kk>zKf+IK6Muw z?RR19l!%0+6`HnNFbIVkp&R`{LE`fy(C+8d51lRT6zXLzy$OyOuR9T1?;V?Ufy{C3 zq}oMWvWPP~@J}WHQ^v-gnDxBB-H)sFj}nOhVK7G138F=qCfo%~>4> zzn+vV!N>%?7dh-~8=DV4kTt7nJ2Ub7vS|G*1@e9eS(Jc?jfvTXiLL#OvR?ZZd_KfZ z|7*6-@$r(1inmZ5%P6dLbaaH8XG9@q}{Yp}@v1dy>3N@9D>QtANC4eUB9GLWk!Or*| z4_DW}z(1jt=pjzJDRE@DG1_1HcF?4V!XB5q^Tj2LxBRtEui#2JS+W$0HjqLPCjWj8 zTI1TbRD8qTK7-W2YqmauzR^gc%&>3#ShkRJQBw@=tUNq1BYHk{o$soZp=%&DHI-7x zIaFw?(jPvS-EHp;gj%cWM|5=l>G$?8#4ynD9Mt*;2B2{VagU$BvYn^hL45Q(9Bg

32MDi%FnKoCtGu{`;h%V5 zc9XnrKm7{Wm%WJA%;@g|NrNMsPL%laJ z;;{e&5V5)o{XTmUJv31h*kq!k=U|?j6f%f1{k~a(M#zft|<3vY^JoK z$Iid;IwzonZ-*GCut;JcGkp&!jS0vsCj&JJ^)o{<_U}Q}3@Zdq&;gv=b13P61hYv5 zPv2yu!3=uT1s`mbKxV;P1`m0@D=@8Ezt#+XolQzW?Dz!Aa3eGYM?}#V6Nk>ZMcE`i zDJoTY^K4I|(DRS|yb&c0Js00vY-Mrj|6<%{>ql75{ zjfp1j?X{!1!5Kt*Ct&9yC7(DIzX$a_je}aThchC0ekz^-4<3pX(+h6^3>JiuPZu$d5w%_io|IClf0Zmh`_>!8u?V?QF z&Me`oqM>!);h9RijeV4SlUi5#-7873>2areuhPHm;jh^ue=Bm@M{aUgP6CmP&(6_c z{wc)4M~m`H6AgaacRF=;f7p{2HMU7jW+Ub3=-bKzJ}PDAiCJhA(>IWT%S)%B0pkhx z!)~)q%(}hshWVYj>wNTe1v`se#drI#NhqpWuBXJWQ`+FDMy$Ba%r|WSrZ|imm2RZQ z8!2t5_PVs;g?$63B#UFv_e-m4zS&zjAnd7IP`(MMtKbLoaZPpNxj zkyG#Y!A=I^dxWZg-`Icd6U!Rhm)gcXRC&gRszyK%OKvL?>hN__W}Gl@*kqAxXHL1v z^b>AIL+_&f%4KoSDqWN`4jJx@zbRfjTwaoZJ?ZdS3X1o8amI$%?kTI$*24Zi3u$Da z`r+*E+o@80(!ad+V=?*O*SWBVJ?-Ag^Z-zge~9g?Fn=S_UBr;bl25L|{EezjGcC1S z_#bQ4!3NIqds{dIq11nYGTK!CXnIwvikRmhdMjI0_x1{p(zVZhi*|4Q5>&X3bCR0e zXP~2Ec_`LW6R~t@AjI?e*7)MIw?}N%9<+6BW5>mVXsG+|oB8*X`S&*aZ+2#^1Jk}8 z@K`g~nD70?4I?wx(!9%{7IsZ!#NAWc;G{-GVJ2CwjlB;e9P3ypY$E?J(b}N5l2a|$C&ZAx8VcDLkLC@ zZ^H+cG51YF854_a^@fm}PXwjL+f19tmliyl|E}IsdRr0LI3A{+0RdG>16rOEn?X;u>V-r4S{xCjJ0uPms;`z7M&gCy-tp?GL-{o5D}NVU3j}@#YR=n3NjXCebC&d6# z|E1U_8vG2aGej;4?%Zpp4aeV>CI~d@yZuQuV2{ghvr}<-r6}HVcD!9{$OI_q@6q%$ zdYcK5G|GSf^!Ep@9m*0V-gST1=@X>_k>-XTP2Qrn)dkX`{EvSu{GHJb_bNhhV)=dX z$t5|@FeQ6u?a4RZ$Ajs(Kd8Vzv+YiAt*chGeYbq^skW+3)5?ybY`USC%dj(FrG@R) zu;1=gHx|9RY!5(kzuT{Fx5hp*9UFKdILH3T6_C(BBHCy4eCzuUcmL{GR7NQ-EVTad zf7DmrMMeS+R?ID8-T+aSe+N@B>t2DKuKrYMRqY zUyo)LL*Hk`LkQ>6vy*}R|HP}s>y6P{i(X_`04HVq$Q$ep{aC+gn)1ro4~xn-j*5>w zZ&U888FQF)Q0JVSG8hmUmJo-K>S>Ot^WJo2ODl-#WNBu}a1+78=v5T?&d!#hhyYzd zss-gR(dF7cJHI+?a!R&NhaL}u(?l1BCY!RI0iKMS!b9v8`1%+xdpuZRyYj4m*~ZeH zZ6?(#Wu%uYmGyr3^zw*x_ga;v6bVz^E1AtSdv%a7*BBxF7?+;`QlJRTy`kLVguO5? z%!}D1hMJEdny%#fg>g+)ZH98+3HJu~Bs(d))?0PIx|YE)wG!#Z(KU+Lib>dPu-VJ7 zz&ift-%6GgA5xw1lKt|;N&g;wE&hz#|M8V)hq}~!%B4#x;)bnc*5`{itQtP|O?)-L zac3d6QBRLavgF6;Y9-f@Tza@oh#{B#FyMeOe3%p?h4Tr9>Laf(ubnwJDwnv7)kLxZY=($st6DOF2vo|zp?}Lk$cgaO-5J*7|jz4 z;J^QF`0L9v&|l|O@0e6(6=>IepTEk@e(nOLOVc;YL#!2dxMBEQG_B$wLa3 zdA^Ks z$6z{En;m#0rj|sdm|W+aU)OY#({mXfP2JD(G%+SPAQ$W%AH#8fG;ZxNKNa~TXtL9F zAGl(X#7Yy$Mwh1d?KHD|6+3uEW7Vo3*)BO1o4ny!9r~)ta6#8DWf8+nGq85!sPLcW z3vN;m7c*yu97-~!297H4=nhh5Y94AQ|D8Fn!6!+keB(&bNduLp{IjR2xb9E@xu8i! znYr+g;?fdf#>pbwZSM_Q`SaJ4lPLUcGXMp;TgFoEi#*Sel<6t=;W(7ZZoSOlxOT!c zW5Kx=r7~RzD&^A7lbWABT=;-QXf!wulBLL%0>HAIVETKe>P9I@v!W!J>J*LgK#bCN z^J>Hjfl*bEIZ;=R1Vo(jS;p!3l?TTJp4_gYQo!ukXavtPK~t{c?ki_maordc?;z{7 z0^mCS*u(iGuTlvQcpJS6v24 z=(&i*p`tk&j`U(2?@+;I5RCK-jh;+C3fCU5P*$nEJ@~}K2ndgPBdoEYha0RK8t}@k z+ovP2ph_)?x|mpETz5RT`1y2FCP-^xShvCy93WUNKpkKev+er#xaJBfjbkO6pgtsJ zf|Ume!O*07#ax7$usI-0&5sIteo_@6-~)hrk<10jOH3~Qo#M(Fvje_0+X{CG3hML>u{xpH7 z;=mNh@coIqmRE%}a4L$f-P5Y*H-{M-<`{e7qDVlVKNc7+%i3r6N&JT&j1*NPgjF)Ki>dcl)^3Es+}!vjz%q$Up+?Yqo=iBVbeu@ zC9`y`vy#$mk3dI~{e#L0iQA(@9ADD`)PelPTE}1hv^7S8unl}f(6fsP-|`Rwh;wu7 zXm3@<51t_C7rgu#z*h>4RL3}Hc;v87kzt|tK}`Dm`;)_ZG1`-U(eIwJU$R>TEN{ldF6z|H z&=WpUuF`<)kV>xKI2yjI!yRoTA0f7pKxJ=M^aefY{DmV=Hp*D9zMt%5eCSzQ%!du5 z)wl4xpbTziaj|a_rRLbaMGYR$U!NRST{@I;ayYyK3@OMJ@Xv=vp0KNbc%>(_P;Cld zI#2G$>{>J#AOebu@#e8i_mG>E1|r7BV=p(38ZYcheVdq0w{POM9v}6e9pVEgZ4Gih z2!#*-r~PWQ(?(H}$_89?*8D?>m!3l!+RmW#)(Bh?3=?PaV_cfpQ8HC60ZtR#uIeRP*0@^=XsY$ZzV{PcD zejHC2e0Xv=d7EyJy3|5B00P2>O4yLGm0JN%ebt`$hMIe^0GRP_%(X!_3mUk9oydkM zjygMOE|Aa1=NFvs{BI;Khqgh(L33gqSDG2F9Nt-ZnG23qDLDzvyPo z%Sm1%&9Ua?;VQj}cJMe4eg;)$K0LXE`%huJ?#$wD9DOEvFj;^2u5*fY;5P?r%p3JS zWt=?GHz{UF1WvM{GTg_V=Q{{S@0GikQb2}DN;rD&V*tPR9XR%2xJ@yDu?!GF0DLs! z0B$3BYqMBQ3yfi!pMNbA%Cqq~N2oi-shoG_GAhE5MfI z=H|A2Jagl|Z(U11x^-5+^bW_Ma{W~fF66l~Nj_3xW0}$65 zcNS5PN%9vs>do*kDF17ubhO_VAo~G@e1Oys{}3GwovhjW2tvf$62K2qXn{iYCpxlp-pz%%ad?Bn{c++K!OLwc=V zhlhan@sSOKohP@>ylpXKM#6>Q{Xpbs>w>a(-aP}=%ti1EpUqDEDL5XYl6xBc@2#Z| z){8zXb%$7S0PKkVD2f77@lZo2>Tyrlta@1$E{X&p{LT1~H;>0D1rZ9Jh4Sp`{G!%A zRxuDxK)8&I(#GlC*E=v2y!4Tv3i1ll=7LYjQ5wLvTWP?@<|1b<@aiJTE2v{ziMrt4 z1;%2HTHiC8#yxAKZ`fcY<~=v`b23U{t{LQdM#5S!J?Yg-gKEZ%TYeB0UeCZ`)@(a+ z&vlaNi;pe9@SyW1V!_4Q=wJVHwP)b-@b8Dd3ZT{64T0&;Zr9c$sJ;a(eQ~YMMp;6B z!IL9k9W$4>A=b{{h9;WNo7<~(2r?hW=1n}e*Ma>X&HrRhzm1ZzmA zw}rsUWN@UbUSkdG%2Y5H%H{00R|KDjebENk_4gR8j~NdkLOH3vDQGgO!3CfIIZ~@m zXn@CJ=2uE(CeNUJ@#AkaR+?uHsNVhNk~XDsG!eWr*X;eM61L77Gt1C0l^8HHds}>> zwjcWTkdgNCuKBSab1wafKL7o2sjZ)>?X(_Ev&0>4?`B~LRN}oIXT|?INkQtsDS}5# zIteG|3nn9T{648^9#`J68@nZ$_@6UUV3hjYe(e3+Ok?6MV!j*u)8bq-MxFD1j0(@hT!5y?=I{Ib ziO+9gKfK=%lQYiOdK zvFZIpdsc9hJAB%&f}Z~k)rooT{P}y(G<)CT-)<2cni~IVdniwg*w4*KMU(8b3-2e{ zfCT=c3KL`BgV?Mb8-=_buYYyA7EQ7DzMo{Lems|Mx8WI8yrBrM{iD)5q1op=i8CILnCZmpCEYfm(vLDkn{7fe=>{QK|!|60F;?{vMR z+?&eRQ%krfr>m*^`l*A|{vDEb6i`u5F#h%voib$HkPin)Ud6`RDEh3yvWyjiwcss& zud^#+u+j3k1h9U;M>KM3j4k*_Ms3|dl|~!C@z;b5jGKVm+TVbQ?{D#$zM@rM6rHfH zZ1GF7`&gxaHOzjF7|s|AN}?R1HTfsW92RtOU@E-h)MRtCLF?}O&XER@;NtFz2IFL1 zq07=DN6Y}2?@U4rY65Df#$9V49}rt8gcc-ZS(q0702$*FFrUqNwR{e6pBo4WhL~lV zSN&eBb!Vpu_)FJsC0kgo7!Ky!8-g_+?q8^g57uuO5EA7K*YRp9+M-z!BGo9Kh$(cA!X)^o8= zF-0^Sii4`sO+huesjPHKQ{JCleRXx?^k5KLmvVsWPe*#Lj8>@)FVhLHhFp46Ibdg% z4J`G+a-6;oC_2-^K{T0MgxqZ273k0?Aw&F#iAF>S>a+XmWXT$k5o4~{PPkxekT76g z$yf2Bo8^Gk_Ze+i80<0l}B>A9PNyq|MH9IgocF;lEhvmqB zT#r$@M~KN&a`r4V2XkBU`iJV|eZRgibe+g%MQglkn@0pncXpV)=}cx=e@(fje2@S# zs+K?hcTc!_LPYH50Yp^u*Zxe_pFcSFF@i+?+&vR|^@O{(YV749Sc`zf#4!aRG0-2o z|B;{12-1IYKxd=S6M#y?j}`!~eC!s-Q!`m1VE$=1EccBIXbU0%GuK^|Wql;Kj@1IA zbdX+ofz3Jr8&-_tr*wDFKiJaJ(sQ=cY+98QkF%DOAK3OB`~Is zm0)(?PT*&c@z#q$*2#CuZX@%fCEshCB!h~C6l=F{TxG3aB78$@2{#1>;b}?4!R$WV^?2+l;O*-^21D}-B;NmpgFb0Rg7Wg z*vJ~01_$*B4J{IT4Ah=`dA`LRbLh)3%W9gRfe}q=L0{5Y(zDBZg`i9smmY4A_bWlE z(b!-)I~_dDN@4%UN_s4)g-8|b4~BINBxbT1b<6t+AF2in3y)Zv0A8J4|M6JN`;1$@ z^F;>>FMn2z0i;Z`!a%9=+>9qYKdnNO8UjN->7!mGfB-3MWK%{Y zL*t=KWU(w!AxR`?g2@3$5UYYJeOO~)P`D4wG^K|G()biQ0M3*dV;DBSii%`JTUqJB zug`F8LECiwUz}x^;rwb~!7TI1DcS-?hztVX-xoW4UcTBOHyn+UAPaE($}9Et6&3Yv zRp5r3B2>5a+znQK`K6)^0^j*qMeu89O`nn}ObV z93zf1{gd}HyN;e(#U>uJuy$B-r}T3nQvTpf^KMEDYeaLdY2S*xBL@v5SaTM`Y)wai z3@L~QKF8cX$HefMA{x-J;)-5Xbp==w%%na>geZPr)5O>Ly6?FZg-K%G7Yn{ds61VX7Sr znm4qaFy{^ai_e0F&Vt1(BB+q>{QXbvgdNhGtwUf+J`jaPG(atp0*8mRT5yx}peG(I zlac4AU|5f|*d+6@5f^_DtM({0uhf>hm-hjhvy)aA-Tp`rojaL4zS0Dtz1^?TCf5mv!Vm21->w#ra2DZ2u@-%Z@LlQp1#^=de_9CXG2Hh(FtkT=T zPXg3zzSyBga%b=eCteLrdc0#dZ5ea{%EtG`F~8UlHS0+jg(~BYyJR zYR3l5o$JQm1p^pSK0ZQ%nQ`Pbd%=DI$)3Y1-l|FI`4ysjwzt_%=bX#H3MF01pAHfcRQf6}FgM7^)JG^VV4n z%PRv)Epgy%Qng|-+d!A`dGS>+wf>v|uWtdzTXu-JsND|ZB=AlFbBsU*mvT6+02KOR z1|x8c!Mr%1K!=1+wyw2u%^a;m#><1*Ve1-QE)uGMivxtfU%MA@?3V^&b9R2T5m|Cfcbiv-Neb2I!S0zk{+aI%YTKk4^ztW?DL_~BaA(Xi z#|(4D1=}S$2fdU8(4tDrgBtlqaLb<~dvPCN$ilBDNNZDK5GAh`3L(riMY_Ikh{sYV z=Wt(zBBu!+lCYBReA%lK44PJ5pN`z7KT)3BBml(Oo2Eaudl+2fHxqT?6&MiF<^@y7 zu14^$9Go48t{UlgS5WQ@4vMBYZp?8oO z8ES9TmNvtiwaV6y_aYVe;3$c=V%QsY3)t`U5^zQ@FF5z+r6Rg~rsZIc*poHp8pUY0_NXs1OQ0$)fZx~)0%!&dZ)lIPR)mkG`~j2$G- z=)IcC7hLD=I8MN;5!2o=^d}IPcP}R+f9aWQVJdk^$OrdzSd&6h#zJmSTG(7W-`!ww zgQ6=3Iq#F&x=h9MfiH$~Pc%B?(MIvyqy!z??!y2uE*CHoWuDNYVXo2+$br~MPOG8< zPX~m^{1ZJ6XQ#+k<8M%dmvs5&qVhioA~^)yCh$gPjlGFw9>B$ZO_6m;zvi9UX9F+4 z;ioO(x?RV*iu5Wj1$k>2wSkMrejdC_!w&W{kYrE>f<_}=Um{KKftuwwZMOdTTc%n8 zlwAXJp)3HUJ{S|FPu4MFuRcTlUFPAvl#-6ei;&2@eye^J2iX)r9eO#oR-^xDI9O%e z;2RuAsdfLznPa?q^}<_4!a~DR;2Hv#fbiZYpXb5_tLRBfa1 z?QZd_=O1njM(mH3J~{DJ83Wmyvk#ylQhMw|-&*$3v4n1 zysRwE^vWp8RP1yrTeP|vGa$lvAc*L}j@wBw8Acutt|e{eT~9|Rr$1va(912>jR*5F zm(#_LP7;^NI0_)ZL9g)pFY|7>4_H#8*9F>q@?Y|GfgqOpZ~BJBihFv#CEis?PCIU4 gVQ1|Wrob@;p1w~LdWzvqno8TYn17kM$??1Y2P^9?X#fBK diff --git a/codes/MonteCarlo/main.py b/codes/MonteCarlo/main.py index 545c2a4..bdd5ca4 100644 --- a/codes/MonteCarlo/main.py +++ b/codes/MonteCarlo/main.py @@ -5,7 +5,7 @@ Author: John Email: johnjim0816@gmail.com Date: 2021-03-11 14:26:44 LastEditor: John -LastEditTime: 2021-03-12 16:15:46 +LastEditTime: 2021-03-17 12:35:36 Discription: Environment: ''' @@ -35,7 +35,7 @@ class MCConfig: def __init__(self): self.epsilon = 0.15 # epsilon: The probability to select a random action . self.gamma = 0.9 # gamma: Gamma discount factor. - self.n_episodes = 300 + self.n_episodes = 150 self.n_steps = 2000 def get_mc_args(): @@ -58,8 +58,8 @@ def mc_train(cfg,env,agent): one_ep_transition = [] state = env.reset() ep_reward = 0 - # while True: - for t in range(cfg.n_steps): + while True: + # for t in range(cfg.n_steps): action = agent.choose_action(state) next_state, reward, done = env.step(action) ep_reward+=reward diff --git a/codes/MonteCarlo/results/20210312-161601/ma_rewards_train.npy b/codes/MonteCarlo/results/20210312-161601/ma_rewards_train.npy deleted file mode 100644 index 57349866290c3ebc1e7421a475014fd411b04ec9..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2528 zcmbV}`8yQ|AH~avh*30#RJM?!2^C6LBw13IySVpSvRqu-br<_ymWpgyvMZG=Wh7Zr zoJ1+fz9h?}i5aCR-YGNmn)gq5&oAHSd!Enpe80~*=_e^xMEcq_fosClm~MPmp4veL zH3N4&H4OzdcR!v#&zXJNkH>WT*Ee z75|%-kCB^`lOyZY0)pt!wW_p7DExHuiFY-yE!$iE!Y zaVu*2Vx?#g>fq=cC_!F5u{uNgI+_e8g&I1Fp&_IluR3!DF9rsukW+e6`%9>_E{+TYCv5o%as@ERu%S z4V$~w%~P<<31;(tO~UWlMOo1kiO3cC&#bD|1rUl;4F*Z)pw}kXeS~ukCst(6`#wDf zNtr6m@W~v)+tb#Nb0*`Q`S` z7&KO#psaO?L2|C6`@V%Uh@MxpcS(u{nyni)tck`Km2@jJtN7>Twp0;`(UTjX?Xeq?Q`(tt~fz@2hHd&hWkT@9JZL%;R z!iCYopq+R=7wiBdA0C+xY2ww4HT^ui$@r^YXCMHViz?`0IsRaeMi-o)<6&=l65~xJ zAHjmM-b^bVgkrPO#sA@;H&9qlY&#coGy2~}-}3OP!757GlZzmR#zlP^2j14n%+6UZ zew#dTbKS`xFu$isuS*PucuwuojCv4M=MIOFB!Zz#v!<*N0}(HfB`eb(fMWu}KZk$y z2jSj_<04ahSPv?y4aD#fF(Sx$^^6B@ny%&8FdtF*mJUlrfe<_L7s)v}5ZrjjY+F}< zXy5uc@KTKr&6m`qEA2d}lh&SaNaKRX+?VFt%0+I{PoBS=;$zq?eSECcAAzN@VHssS z6kgut*W1TI?O4>FHwXMMe_L#9IoAiD1yn+R*Yd^4y>r4fB7O*-dm^MH?+2gZC?D@? zAM7a;Gg~V0LQn^HB-Gp!^13>XjeonN>-Qz$6dNym>~y{#y^V#3Me`$Hy4}z!!LRu7 z78B3a&UBVMWkO&m$;N!v3#WdZa@~2Fh0u~e=-2mqU?4MgMoQBIBk|=Q(qw$_m!!`5 z+6hmLJ7k2~nzIm2w)wdBvnPgRER;k#nM=L4~osrFdptCK|37fh^F^4&2|SZG}PjfpSGcEt~gt}x1t3l5^V;2^g`J}%G|HPzAi zCJRgy`-dSNwt(ws1^Wl}La?ueh99^Nf(w@2t;D*Ms`9fua=mTNQV$lIAywL_eSrlAXZ z{qJcw9WbfQ^Ps}uhwo0&F=TA5mD!P0M#t2(@GIHbH2nF^z~RDH2IM!-^i_t~Vyk3B zQ%olnTO9ab?I+0S=<~SMcaMZZ!Y;YtL0j1Ay^3t{u*3Uz>by)21G6War#>{^=$SwN;b`Jjgg6s<@7Sn2aNeg|X8cNr#uI)`Jd$ijJFHj4kT>LyfdOsW80w@!)L&6+)IAxh?`3@keF8 zlT>WbX7EqP%Cs#kyMM8EOQ52hz3JJ4F%>!y_Ht##G=v@Q>(Kg61*LANAViyr+@{wf zeNtp3?$!w2u#SYwNelIJ2_&qS9ThW7C85#$+r0N72c#^1yLeo{9{W;5v-zw2xX2w6 zVQsd@jcmDr)V9-T_tRGG(sIDsj`V>m4GuWj-9shUNXnRXxwCU@l+Xu3SZd(Pc;0 zhaFTjDpFee8Dz8w-mUt~w1HWyaFO^)87G z=+f~tAUA?UqhXB~*ETYRfn3R{Gfi7gBVkOgbbOV&qg>Llyxj>rej3|lwcqLKv#vKz zIijw6(J+i`ha2m6kp{9EXcvC<{9+jmc?zkuE8A&kjyZYVQi%$uqrXX+tRqA8n)I=U zu~f{pEhUUSq~LR8Wmae_12=~~$!t*umW@wWKkH(^;sIqgZ#BQs6rE2h2DXsOdo%a3 zg@RVX%7!5d8E*@<=5La0;2sdtT$M(IO`mx4(CJgyOQ2sW4L^al*chVLoCPdfNB4Z& sVFnWmr?HTJa|{`CLJu}uqGdpfeMZs(9r~_>`yYuAtZD8Uk+#Nv0nCW^NB{r; diff --git a/codes/MonteCarlo/results/20210312-161601/rewards_curve_train.png b/codes/MonteCarlo/results/20210312-161601/rewards_curve_train.png deleted file mode 100644 index 7288729f8b61c629272250311757eaf1ec10347f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 40882 zcmeFY^g;CVXabQnaJIL$bGEiHeCulB=wxAM%f`sY$WH&(+}YXQiI<7V=Koy4 zXy<6g^q=xT6S&E9dkGCE2n5Rj@dv3$sL%oe$s&^!`K0WgzQ5p>j_vXQJDJL}{nd)k z`+|Pd>y<)B6z1HFSL+yAVNPad<_5i*h(JQk`^g%7di|q7Mp0gR7XvS*8RNK=C9;_T zO061{XKBM{Ckn1{1M6us`$K$Lc7&p1?3nMq|M&UXD^85yCZx~Lz<*YkV|r z2s+}`?}X3&|M!xC*pqB<@jH>^nE(Hh{}Y#&M6zQqU9eN1b#n$j;bB}zd-`$2W_^AA zM?yk38kx6!QQGUbbadf`nV!1}Tx(TVf61en4gNe8izMp)6Zk^QJH3BnwRTE(ZQg0v zWFVO(f{-nUZJ0j}-SJ>D#uPtt}2_kI@g1v04zbo zt<%#AKZ25J)M>u|WclW2-nH}fT(|#tW%Na8^*L`(LndElx z_F=G1EOm(&n`XFW6`qeF6(+pnnE&N8d)*$?OG-=gjSq5{*(@|A+?;Kl1qZr`7&QN#&Mpi?^?U>iPO2_`%J^Mc8FXL#+PerXbV z>CV5u1kHkx`K5<5Hid|W&;PuC*pc^J9hGJ}C^4jZj!RLR{WKjN9rAL#lAOVOg9C%$VMX(y;ar_f z%f+M?1}VQf)Mt0RINhO#P}{x(W!`hIyybG%O2_q&_1)PUK3DpkogHoG5mE2!m0)eJ zgW5NvE+(JQ?jwe$qU}(%|Nbusj{+5Xw5QQ z@F2oL7#33xbGPn~2X%H!Lt9yXi+MUrK38uz(;}0Tll|xL88o|IFtxO2xGfS^4dzM4 zal^NBdCmsdJhp!ZCv(~9h7aE+LGJ=vTKE@zZ*Ab02c=8C11zu~F)f^J7YYT z(?)#fO(NH^jLWupb#;m2WIplOa@=1HI)hkD2M8(}R?#_aW}mu0+MAk~RJ-g=`X97C zz^y>8PB%D^FAK~pf`caUSdYOV6HFJnTfw5&`1L_Qt*nfGb1)62VV2Py@{0UiNS{u% zY`LVg!tn0;1cR6pl!WQ=xRU(Ol9D!?PoI#umb}@pDP{D*tDsB;_#dv3_+I-+P(8mWpH60gRY$`cp0E*gv_ZQ`^*j$HCCfOsC^n6o5I;OlL z7qh=Rft{^}Gv!ziE%`kP0GPbHI~zv2Rc~~p0RJh|tSwQhEIjdAkCkRznbfi~x!j+L zAmRw4t7v%QFE4Z-4|baY?!#;``oXsKLiP0Q?7}9INpI+MqrbPW&v53K34`F$j9Jzo z{9C zY3aY|r`iV9v1`4+10gj7fx8263_<+Rc3%mMc*Bc2S1bmYA6 z?Lo`q!z}^_=+&$I`HouRK!0HYm$A#Pf!5GzTVG>7lH-3Mcz>>h`jX`Dk9WfMycvjO z^*$Tqng>4y(zv33|7NdfgYQzlI|c#U_&p}K2EYQ*AdJs82ekpnc6E23T(3m~02pSr zo##drpjnm=syoa~2i)oo)W+RKrQZhG<270umz`-^0eO>$#fhwy?xqE_ z&GNePa+`JF?({&ML_|c6 zvmWn)p$`|8^m=XS(oC)Kv$L~!S$jK$S(}Mkwg#Z8`ESG8(T+-eA%wwST;hhhFR3^hF; zj#Aa~RdDEA-?8QXmFh|-F`5je^FZdkj#@DQ)p;izbPQf)bKd@kcjePVXr|Aaa=jiW z|HO8w#e)qb$R>bd8`tK#*?-BEw-4a_o^SWr^@8|b*y?AMl+gO#oruc`T#Wm}@bK_{ zd7PO>@oXmJl@5Y7{0?A?O88a%MP{95IUG&Y|6s1(X;Q;1CN8cMbnrpYzX8+eXKaqx z=ubkk1}nN6%@xPW^o3i1Dy3cYIugkA*d)AfOY~I*$-M>$){CooCoIq_5xdv+*ht7L zEIgYwigwt_aQo$XVL1eb7Njf>+s>B81%ac4pF9mvGQ#Q!(}IBbab`G~mnVoQqKqDOEHx%d*Fn4J&_DLAO9lY4J6go zJrj&a^CU?C=Yadt($RUqcM1`>+yK%Z$qrvvTbl&2PS7GykkMXRpCz||ZWN!8aI%?Z zhlt62?LazD995?KH<10YI?b*ziHSWRbD2CZcJu4a4rXg*AM{O)jqUf!>vxxKX$e5b zsPMg`l+PRhJZSK0$!}@b|75aGeTv$hhhd9N_3Y~tx$6LL7 zcezyd&{nUjU(P$Ds?Bo5PR$ETkI7%S`T+=a=O?}Ix&q}n3ffPm z*C9`Y7&!#NSP|R5zgpVL31_rC<=@!Y;0J&Nh=JcfVbb>OPXP@8Va^XwF$f^-{z%B0 z`+v@4Gmr1f(y)n%rLC>4Kbpvmu_K^h=cnQRbhY=zgc_o`ev0%0i-Awo*484FN0Id ztE&2eOQ&kT;4-)>V7x=Hq z$d(M>YSvn+l-ih+{PsSOkd}U7S%hFT0fVM5woxB;ODiR0WUOER^1-c|Y?_=KUGxEX zj}_ki2awkivOS|Ho*=+|62K8HwOlQF!HuFp6ZDCN0n7#`p?CdodjtSSu2iTL(7_*Z za=g!veeIL^+!&P#nqiS+Mycv5}}2k$0802%}8r~&nDU1UI8 zbP#?p9Zc;8pZrlr=M4fk!kOBZ0akadohYcOp}Et&YxTSs?IioCtc(NN<`h(~)sq86 z8njRH?Ds3Txkr1h<_O)x4XCk%tn9><0W$&jZc*;_#gyK~)Nv27-9JzWh*pgybk`2< z{x|9k-?`D`=-vgPfTwf&m4$_cr<#!6L>ICg620dRUsSHbQh&`$lbeS6FH)5h7{i1aFK5?vT2=x|n_7=h?bzsT@}J zAivR`WHlePr2(miyl6WHE(Q&suALYx%`%z8N;U1)4$RqjKd{8`?2fO&X-f|M#f!ANhs(nS1Z%3_yHX?Z{(`hG<_q7UBK5sCaNVE& z1WGIb4Qmn>bS>u&sOJX`js)cMU zY0E@3kZS%Q?Vr`p$qr`<{O{bK*Z=+<4?;+JdjTEfT88HLiGKR@NdcByRu-|)>{frR zN%9g6h@~W5&rr}B6My|;1tgn*)0zPMvahetAI9a|D){QvE2Jf2j3CY=Q*)cN(a|p; zLC$GQrumRAp`kBXEBQ%EO3M18mY=9RTpr9#?Yq+)yG|v<$Fmo|uDd*I0JITV&KPKz zWnfQ?L9Z%Hk_Syeb3*o2O-M*EPn|5D+P=+@kdQDxVF5{E0J<2xcEb;i8q*!z8=!?b zuY}D1WxJ}C5JANeasj~;fIt}lbfydZTOKSDbbwaDpqgrciGtZgUI?%QO%VH7wKXm- z4iFr90w8;Y9`D#hMMW80A647K#0SD;uEjbZB@Vtd<4w~$tVQ_6}d3Ol_<*> zP6Kuz0NjG`wn_Yt&d%&Ux0fb|^NoXo@>W!#!K9ucOl{ZS9)b8lNKiN#`qDLy|M<8v zz={cDt;g#3Z7I%9TSGRNB8&56X`3SA2sZy6ulX$~)hzGR=ZJSU9@Nco@0Hb@WA6h} zXa=hDDm$~VG{2zWi>78+NePlcMfnN)$jAt2${ahpvq1Ky7VLa#aNu~CEPuaz&qGN? zbp~iFa6=*{EGOu`#Kgo8NL5@D6w# zHgz3We2U9VT~@df6G zsb2lu!6rZ(eE|0e9njU&Q+F+RR!cLD^{?Z&)lJJ&?lG(InZPK@ylj~sl(cZH7nFlE za7!+PINOf59(xbLyWcV~MI+cfL1d4=Z9b69Khn~q4GrIS24hV<-hx;s3;Fqe#8))} zoY!!*D->>wt=B9iC3SB5195R&T<)+8s@=vvp}Z&(p4T-qGQPgPABklsv7-eplLaSB z84y;&)=UD}b@2V!1J(gS^7V?gViw4~FjUTB??7P83(94J9)hJh81$ zvxDBNLS@I;fhV%3T2IVnOXA|j z&fcSan1_}&3{deZpo;vB1nieT0w1#&&&(UKPQU;PvwVr{ZvmtuJP&}<&r58U4`TT* z#+5vP8c~P(`o!H{9WL|(Mh!5LJ&sb=a?1B!Pf6P9zq&5ldN%86X2IM28vkP*4UJv| z8Qgq|=?@gSK4)558ArW-#}nJe4ZQoSQ=lWeOlus#!d?*)5;8|Df4rT7K6Hb`jx4a4 zw&pC5&#H)KnFFi%7`N-Js;b&vZF7fowqG+`(9nTNebTeovu0+8qdYK`agFS*v80w36U6z?vzuKNlKXd!d! z4}ix;0W|h`Hhg`ub_1NlC$v7K(ZPs*;eCCK*F2PlJ>al2RY?YXA6Z{NL=Zp|oxQlF zdns59am5x6e%WozdII>K{YHY?s$=8zasbvj#mBo+{s2_WQCM4s_h~QEnkd3;(e=A` zL0DZC&BEZIGePpey7Rf*7{kY^E8Tnj*vwLZ9G>j#ReW10Idg zdQJe(j<<-621A4|DNSj?7U*G`TfZO(h4opK$z1)qjmseCIQ7QMv zdJPtB))!AR4pTp`k1F zOTI?kVYm^*T#QB4-++!>Z`!Nq)Mwttp3wB1uY^AI0sa0L;j-=I#Z}E6lxfvRAwKc? z+MN_&sA|?8pygY?`We@-{H~F~D>OhI4hub|Bbe61&DLHVt8L4P7(#*{a<7KU1SGF-v~$g7rZV<1qtN{_8f3=Af~3hJ*HH91CdT4m~3-zY1%GFx94;A+>yTsOB}!zUt=TKx897N!QXPXyfsI z=`kigzH6@%Is`IJ76^C5{DEu1St)#tQS0@aH-iY~b$bLI2I}-Lpz$D9Kkb&!MiorjZXKl@pW z!rI0q;Jp3M>p~dS3{eSI^29{VpkE=Jh{nxSEAW5FiImAglKCrN`0Ar>8=4u7O z5&&AY03i#f~bM4<_DM$21^Lf4)y!$ zS7fwPAlku_&5?tl-etZFdVVO>I-2~PPFjK|-=%6qG=0^yCMr0IV#H2vSu6Bn59qZFh z6aNzg zE8Yaqx(Z_aqJcg2zt8OA|7QSfqK}vnzxxyM^dn+M9KuYFq<|P7zaNl*;2@^O&)C4Q z>i@o^40&2Iwcuw7n(6!6j%<=DA2%+?vTszd5}$Q<6!|EX+rKC1x@u%}0iT}l{_npkQoR7}30KZU5C$#@}l6Op?;em^EB}9@PVK7@a%Xsyf97 z5kvMMH%L6A{{QP@{y(hu|G5O)6-hxwCDZ#6+eF09x;}v` z5MIhAfP>|)Xr#;K^^2cXRDcU^sm(a`(-wpban&nTq<l|8CY{1cs;F$)~5M z5D9sCtOfxJ3Q=e!xlBRD@Q7IMyX7T?6-5=ndlP(()-}R;ss{xwG;U^C-+`h7_kzeA zgHGMB!oSJtQFcsBW@@R@+Y$Cifg6?er12k_IFgm|MRK*JIkSN!mR+J+$hK}?%Gxfp zmm!yr#k1AWZ+EdolvvVMj#+cLrx$%BK^M~5W>Po_9E|&~C?kT}*Iw^?mHr;>jk@26 zAdHU~9jKoBRT%NzoUZqz&J`M^KhZQ#KbJh5_tQdsut$}w*+ibEq{KmF>AU~jlr58? z-6z~!)DI&yBg5l6r^h$H7Gy|L#WcUYsTc2FchkO$o`ApU-XADmZ*UN()|h*&8Do!3 zNPDrJK_qMWt#x5;3s3EAF7a~-iOWFhBw1{;q3 zLg1u(vZ6|xW=vQDS=%2nxr3HfHWup|3F zGP0RVWIk%j&Grmt%`dtec~t`){+SN4hgvnY{#Sm}NbRj^@`m%TiqRTf81_nx@=J*P zeD}RvH&lNR5O<(Z89S`zwdwpiQW%-9cH~}|=f2_t8@aiyjnldpeq6bl(>U%$h0vRl z%MbDdQ8%Lme0tYsYJ1T*WzDd>b2a5~pF&PB%Jg+gaIR}r&&`mN&|@{xNaBi*W#Kf7 z>@Qu#N~l)U^Jns@1xUYVdu~bZi2Sd)`Qn1ne7Ci(J6#vAE$KSh;u=gRnQh_2@-lBy zI&AQx$H?N86nf?990^$7hW@P{c9_^w@i1kGg0 z+MUQMa{Z#!88djk#~{aDz*Km_FnCCFcb-5-deeKpQ! zrQTZW|MwZ2c;sP+#TeX(h0x=AV}pKfnL*_4+>24tffI2qo2?snYw}9!wT=DzQqNl8L;162be z53U;`q+V-WQ6w>+jK7DP;Z;!4aDIE7cf`Ln6j>^yuhMtTKVH+1VQX-svnbOYR?g0Sg%Cbdm7H18QAaq zTBBM3lqeJ&IPv3EcUSiqmK647!;DYbjg{>uJQ}WUDB_jJUz>29O-CxRTxWd5fA}4c z{*4y(BFyNtiv8ho{xw8brzNIZqu2W`?g}|@Zf!HP-goWtg?KJCI;o1u+#)L^)5i~! zD^uX}($*N+-O#1ahPI#+GdXLVrqAFK{n8-(Akcb2sc&#A@{c9wX>au6)_iqkgx=J? zunLE-c5C!n&$+&q9FH{TdbI%T_UCa%C9Yh`d{RE~SufMcLxt7=s$A-Hu*MkNfR*Ul zMTZdrDldaDm#r!}(i8XaiUGx(Xn(NMc&Eu{e|l@-XkQ$Ef>lK;l?h7?DC zb=lbPJww@a{IC<5P5Xu_3pKi0rsGrb$UgH+j*^m|Xsb)4|etZMyfbZ@OH% zntW2_B2ReLTJ_yeS19E?k2)up+(n zZTkE%uPEyd8P>W&Tfxfo7-vx0FVk67ZT@Z?F_nKT$GU$3U6K>64cD96a(t*pzS%C! z80TK_uJy)RLo58D_9b90_q9z~XCBW?U19ti9ux02YpgNY`Eo3F4FYsCw~}&@+V+br zXvzFqqryhN4Ds1A6Ub7BA*p2qXEY{Y?BfzE5c-{k58j=6F><`b53PRX-O3vLsdaTa zQ3R$be zV*i?5*=kQs5J)WIJwH3Q_4u=iSRMMgA29g-`=Il)hgMqJ$_@F)hr}>Te6fJf+VKgi zVVXD}k$p94uu73sZD`gb;8$%07J!cr?_Hk#ff0{Dg2y`1mb`?F)g4&M>p#c-Opk5h z&ndMEjVz&%a`>;DJEUGE7peON-j}2wA5DBIsH|)`p=|%1eXkxTJm|t85Vh7ePRhhG zGPE|(Q^WvWcMr}$O`Yv_vyK|ulH%f%gPd-e5&Icc=#$E&63$ySs7zO$efhGywr z35+sZ)u~AoZ@n$m8|z+DbSaXuY3+|Pd4Z32OXJyDM}w91rw4Yo4V&Zd23;qR%9b<+ z3ZeU}zv9s1GN&DDYuR8@W9*r??#LXqwgT4}2gJkKx(?pgV{(F8O=*(CU$hQ(z3=Cv<-EwRTy*25U{NIj(~@%gt&s8Ft%CnNd@J2v1RZL_ zVAwhI+E*i~AJ8`CarS`$z3O8BmQ~AGLz~6JlE@p#fR7WV+7SP@V)7@YuPbDxbs9|UKm zbRBT@?tcXi@|`wrd^-VeROV@c68rhCQt_Ac2qZ-o%4@RUqL-fEKi1VMJkB1BsMo#A z%9K>Jo>h6`F8>Q^Lu0%f;_Q1bfR&`xZOfs!=FIju7CB8XCWd8MRA-SYW|1Fv_XQ1i zVsR}&Z#TQB&Cu!3wXSy!ZE)npZFF5)X!tM3@oZ{e&AM0lZ?irH(GG+K3rN?qj;Rj) zo3@PL=-y{M=m@h5o4&XuJ>~2+qOaV%4tf6`Q_c_vt(81Oq^ZA1>E~TqWS4yUkQhh8 zoq!i1nc~1q?tALl`mEX0&#Up4s~8;A=HqQ}-rkZwLOCr5<#0G#Nji~aY651^**2f^ zQ>!|BgFgWBe)?IX}Zhgefc%iL6uWefIr-ZFLl< zIA957yJFRD-z%2x6;hx_NOfwv$>9ctUDN@8jF{Y_=)OvDaTpK!K!bb_@G|W99m$mn5l6SQP`8pY7c$XmmQcN^LzB(l z^n$mx*a3qZBs0>vg|+DNJHCee`RW1_%eT1Z!8wkeaL+wDRfV%!H|vMQ^s{8< zJuI|)@9Bj=6$lBxJF}vqBE43f43KBdcjuy`O}cDP7Ok zykc6R-&|(8L8V)=Ko0v#^-bID;;7*Ut!w9|T#!udX+Wi?3ZEZ44brK6N8cK&niac)-Y&x^{W2+XD?O?9#`h^jT? zGN31?dvN|mxF@mG5Lvz&2a-Vgg>3XnUyAtgiag)na=WF&7IXm!yu>_|MOAr_Pj#rU zXJ-;hHp}#tR5Ip&Sa$7zwuV}$aA1C2^>YGRP%20GEmskDuh8W-?P)tL)TY#mm=tPY zCfV)-Npnru)#FPijX({oi5@au{h_>SMDGpXphd5%emZ?e25pTd5>;a%c&2Ul+8t?>0z<)G@e|& zrZpsMYU8vY-r^6r1~PT=&QvST)-Adu=C$1#*4S+vt{!YRVUHkf)llCU#d1aNcVxGW z`Hs!X6PX`!Jp1#1tEfMs5D6{1sbhZZKra#0_=Ik6r+t5*^%I}nDN(Wd8dn#jSJ$|Z zm<~_$uX3NpUR|l6>UgQap0PThC`?>I3jXkT@chIilvtll!w z#xSX_S6ME|y-(1@KqU{`HBB~Qk~Bq|uq9Vi^hvWz+K#V6_XnmMsHfycr>)o@KR$v- z6A;c6c*bN6JmteZKFGIDYo%Q_Kdq}hI`Jjva-b>iffQ@Grrd+ZDA`|=n&)Dcc#bt{XHe) zdJ;F0UCyng$@1rQue+w14!#tF*^mf-dz~%SnO}uv-H--TuUCxqeU*D>=MZ(xoezDs z1^MLK3bX%un!tmrn$`H2>TNVaZy||l9&@j;EmlGVPa=rZ{}AihZ0xD&hjs{5h0`?jzuY_w0)$M5;bs|d3AzfBW+#TB$`Qxna-5?JZk$9qQ} z0|aBvUpf}Q(YDT}v_jLry+#v=O~aZit;b(+_E7N8q*2^wC>n)PT}Ve4f7bm-vlX6#=dkSNMW^=tGIxp{v+HC4xxqCo#i&-E8= zlb~P1l$vW_OT*t{j7Y+dGP%YrNoJ-7hFSy9nG@~3t$8LYTZbTK9LUFY(4UMY{sMS~ zmVbzn{#Ja(cd6wV7yZEMxk~VGr9>LQuO-2$tdOe_%EJ8*;-*aozdVY3{VMWx+(6wI zwk+>kKJlJ?BWID9nl==qvK`oC0e?x66>{R3MJTdGC=5d)w$>=TX6l+luwhsF+u51? z$9+=P9E%mZl9LA!)rap(4AB%XgjUtNKb5@`x2u(|)*sPsU?;Z}Az{Rgs3R~OV`Ubh z%1yE6=10w8gDV)xt{gGl{l(c+r4LIZqKF;OBPc{J5?Q;hiC$U;t4e+{i|0B zTAzOXjQuhprz|F9=ygs`OA%Slqe8DyAN{ivjoEo!A^z`of2=<*gl7H%erWs9DPetK zbknAJ&!(4vN!7hw{yEcFOWM!rol9!Wv;3F2Ig0rrhO!b=RF&x%N;H#wpMw;hiAiv% zGN-4T&PDfrd&l^un>5(4+DKyiE6Y!+O7D6ssmtu_82uts$1Yd;@s$!kIegQI5y|OT zFZ~c{*ne4HLCFhS(}v|=NYYc0WpykYi2qR9J`ixu9>nx*= z^3flBabV508Szb%;_`A6@VGqU%OuHz%Fk_G0UCU5C|0ma$-MVeMwMkmT zWU>}M7v@GjE>;_xPY_IAAeP+Ybdpe+XP224-4sf=--f>YqwU0cUZsx;x<6WKGIL9J z4x4CH@uAl!TM`Kov{=k;Q?wce(yEVxB}~*rZUTy70g}DA=aEHkp;g}|^!ClBBT^tAV98Z{=)INUc|`-C zq*^kzgcd&kU?_KY#aH{$Tuf}=#KHo_w7b)NPcA6sjrj;gl^FT5 z1hFguwwF=J(TYHEH<)jmo3P9_$#XB(k;dhGDG`eqFXifXc@=-OBul2mQc)YugPZN3 zUWAOn9BZvDWagxsdz%27v5@Rt~85ZHr7luONKzuTW_O86j*;$g|prQ?OJb;;x5yP~=8N*Aro z!LfY5x5gJgk{UEd0xNuZG~IwCV3@*g^xswM@6V49UC)iuto`640e>YT*LDKMXjjqJ zXqfW;TJ)4Ogw~}Mm%Fh3ZNLIg>ULlJDYtCE#52v{MKKcj5XOOyA%^GEm;h|5twDm2 zLCf_-52(V{rG7N?S(n9Fm3l;1mw4<9G*wW%ZoYiywtb&TpkpY}5+B$0Xerqv!2-@L z(7f6ek+viLa^rXLz58lD?mBL~gQ6;hNAuN>HOcJg;*bx*6g-(vbBx~8(7HJeJQp8h zvU*D}IC$Ch;WBzob(FWrBoH*{B~@JEqNIB;D(v66bNRx5 zQBOit@%oI1Tpe2T9UtH3kIL2v8p>@r2uj(>;ntvCox>bT?uCLeE0MjIGUu(z>wAiB zv2CN&#T!>Xq4NIx$&HoiYJs_XqHsFPi(TB0at0i8j(s#0MctMxtfu;`z(ZpBt=Cz2 z+%^5o^Mm-W%Boc06{oPX+n23I&7-pq&JB8ueqTiRBY`HhIEfrjfA=6MjIjg%6|bgR zvc8dtU6wSlr+LYwrm~7CcuZC!p}u+Clw-xdiKh4&hCkHyZ*Emt;)K?V;v%6*o~YKE&3l*a;U4P_cm5 zRs7OR#&j`K3|^<0MX6%tV}osfXd~PSicHq7;R5^~S|gTy+!HU^YB?I1v44(#tvt4l z%AVZlsNj~=yQjZ`O&BsL_OF8r5_5j?K}d>?W55cQo&Pe%1KC zmN$$@piT=+(LfDzvo-bm#N#6)8c{kQ{Bxk!9%?IF-WIGFD%X=78_L3gEe(gnqLO^l z$S>`k&Yhmt)OCw6sF_ScPkQBKh>DfY8uO<`iqy}82RrxD$@lR+y6cg#mJZQLkR@wG zzO`E+i!I!F@vhci8TJxYOl{3oS&48VsVU^?dvs3bfmq@6pFLV5I|5IQJn@8V$~$7} z;}okmx_F!%?Cw*9J}yr)2fV6(_l?(zq#9Y=XkXxokrZXv&kJmG&2JeqTkJBwc4A0+ zo2-w5Q_u4xWZ#{U!5|^Ou$&)>=4Rse z!AY6DG3RoTruIkNoJTZ95qfH#MxhsRWt<7>#SWf+OJuDE=$xf7uqBOt7|$a5l|?Sx zaZ~X=Z2?9>g&IXi#>E||H|6zM$4;s=r@IsCS~o8Ld zE3&fG-A3yP>BKFPmyZrp`>oUC9*PkSW95WUd#&+!`v<`r6MVwnn0OW53#<_%GzzDQ zVp(BJGmJy*;i=LV+`drZ&u00dhm`wIvdvR!e3!lB2W2c<+>USC{#ZgG+dn5a?(?IM zZ$TYvkUFksqB)Om zqYO!#Ok)MB3xGS*d`5f0*!xLfO(G&RyCEkrqY>9rVLyv>Fi0mqUYR|j5c&M$^mSL2 z{t0C}aZngtI(=DINVSU{A(+YF)x_-1^4?>4W{sOulEm~4L$`Ks{~ZUFyz{|6mok>g zLkY-PrkRspfLDgjz}c{1Ud>y5LK>3!0s%Gq&4gA9kt>CoK7R=|pSey^{1cy%f9eun zq?jkmP3pAyAwC&rQ}B`8&)!eQPKkwD!BUEn;_O+X9fN5@Q)pfo!-olc(mk9PrrIJ2 z)&-lL(6hp#XC$eCxG3Umf8${hf1d=2CFNEuZ7j6oC-N^xNl`!t0!1C-$oL{o*b2Ow z%dA=8dz>j4)Rb&bC!ZpPM4z^y)lGRemjsWi2`gb+n^V)5?{<9uN_Dp0LMfwaq+T7qJ_lY)(5m{fdJIw7@(!RyQS>~)|etT?- z0Dfn#VJ>kqddhc8yYeIsuC{W(aoD&G!hmdGu5fPi;tK(cg3A{rRliMzN zIAk7lF8j|fQ^2~GyUqOxcpeLB*hG>4M}4OIq?59bU%FvXxYI~`mI%L+m#qDHEaWx)1};KOQ)}k zm)kMp$1Of{&v*iEyUwKVW7)(4{v>}YXX+nI@98Hp`5w3_VZAtFzWg zU25_Z*b{ozBc{P)>Kv_F571WLb*8 zaU0YN8Z=ymvjwd>d)U7wp!Hdsk6p7Szz8FK0GvhmmV$kT%Ad-QuWrHW+G<#5pDKx8 zoW8N~9(?&eZ>ap2j~`05!_&E9-y@CjSQ0S^`TLWhc;)P*;-_`@9}nut{=J6V{}dJG zpu^elf{9#2Q=3Rl9CgiDvE;D!Hockj_zPjBZ*LR87{!Tj9pv+s`5Ic5zgYvT%5uP` z@U5}(K^o>t9J6M%A1oHG;tRi7o91<_seh$blk`RY>BbD+?|2$dh)iVdmwG2$!e+lU zGM`Js%6ViCW(xG_OSYF++}et9DTWJw=&$S=+`Nd5cG=L+jPHxE#Jjf8oa! z<<_S4>5g;MgNfDLP->a zf2|f8fJ^p?-r~6{$Y*%j62M-ZL>}r&*BD(gsXMdyEFT%l5m)Ir*AMVO8L#gt zT1*7pVDc|#>wszJdyqksNkBZ35Bw-xN4<-3JK`0q(|_zZCZ$6=Pw(q!UhY)yAgYPDOPkweUY?-46*-v^k2%cAYPrnF_ z3;vv{2O*hcQamEu8TliH42#_BRl9h>dL33 zN;4;eI&Fp+Ld-CNG>Fy?*qpM;3j*o0ez8yP4XN|0jmS+#6%0el z@>Ei(yu9mXkGP@U3!jnmNo&Nves!6H%HdPZK?3x!e!@>2;@!3smL@;jz9qfRhhVp^_0<3ENiE%6I~(d+vHJL&H$ z9|)QLu2O6S<%=4psZl?^uw@K|hlYH!o}cNbVc{sJk08StUY^$UY_7w;JrGt-Iw-{V zm3B(@znI~kk^SoW!6zb6dl#NOTiFL$iq%1{=#sfyS7C0~_V?P7LamAIxbQoREJm&- zbwTNIKl=W)H%O}Ojv+efvJ3gXT1%E+&_XJX#rz@3+sga(h03UR!pL7Z7Ix?$e}$PN z4*CzZ;_4yxSc)N?GUrRPG8Zboy;vU0arGdK-LduQ>vS%ox4_qAE(<(fN;PlRc>IU_ z72EI&_CDxQ1%B6((!b+~>~dRX^Rrse&Lb!UM&umRBXh+}w<~-7TCCUN^p}1U4Dpr- zF)_~OVFgI=L#U*}XZ~7Cb;;|KR18bTP@%FxF4_zyI0^vZStSH6 zM@xY_19w)gGBg4un+73{XW{q^BWgrGl@49 z)8A!K8JoXEOwxowvU+hhroiH^$`k4feVny@(8+8=@sC@x$%7A$+GrabuiL>+F2>9! zDEz!?q>G;u;O8jegqt1JIZ@HMfA?Dg3sgUi_8);Z(4dxhMOZC~-%?HfuE+cQE z_Yb`?-es5yJ08!d9nqDZs-$GeBFN_~1F^sx;e@zGx-_+Je@9Z(=abFRzlq-4(h zFFvd!88m(U-m1OVEV6oJSw*wMV|E5|t(tAhNxhT*17O2B~iYNM9O?!(E+~I=_c~g zH5anA2M+FBzxxb2F6?|*elIuq{U}Cr#vk+1LTrxjYq0=dxy>6>cLqf>&DF(kK@dc* z?%i6QQ*(T*Ti-bk#WM3QCFYT~%y-x{NIptYmKWx7A?<70A6$r^@MQvq9~Mc9&k=3F%u0riw*%8O1z$&rwC%*^qNQ zWVakV+`ipnIVa0fa{9rqUn=c6>)+QCh}F1#-Lik2)_NwUnIh;aefsj2CBDjpw8k>I zc*DVQ>EzwTGE0Nkc}d#MVf*$0*G$B61{wZ{aiz1ZB1xf^es&NKbxNV03;xrHWIuH*y$faK z50yy_1&%Cn+53>K8%bK{_i$r}6T1)G`Ms2%xob3fCh$?KT2AHDldjKguK1*F0dbT^ zokVvoAR@GFL7UXVE$<{9&wol@*j2P~zAokPH=Y7jCDKWwCa$2xlnVCD{HLtmzwa1IQPnN_-%V@2goQpQPz2hnZXRD#i;xlAU*OT1b zAW5XnspEcn<qX_Tnr3M>`S-$m8ze2t(JY~ze7dF7}@=gT+!sXzni`yTrt4w^; ztYM0?IXaYl_Jk$*&1cfwFR$Y9(MJ;5Ij5@yTBR~-Pi<8N{pcQ2D6V*ef6J%g;?>o+ zbEwE_xxl=oj>64hQO91`f;*8`{|MPpQ9D}!-rK?L937FI>b4n_0~;&>{#^MhQ~peq z%h7Ca=bX-Wn6#f+mY3I@+|GWoV~LQhhaG8l&UEpmQm(kMJsSJVdrD$yoz%s=y*>1r z)3%t>(ML>jEKd7-~9{pgLzyjGH5hy4{f&l}Bl zy(iA#n4n8Mc}=>!*$7m-Jw^0rQ*%W zYu?lKE9?&L_ABw+YZMDar^(8F&VGMpRa-(vImi7wPwc5oq}o}^-WTm0qW)#{Q1&vv z6=J4j7>7cLA8&WYZ4$e@%i*YZwY9)MCpqET7VKn8rQ(h%(pWYwWMh(zSQ&2-VG zgGGhM>FL;CWccO-7yU_B!+OUKq;g!k<*Bsnv!Hiiip<-;-Aw<7LjFDbVr4&-Uk4U> zU^hxydm?M5@9giPbR1LoTlFw*!s}t<3ZDamRj=;MJ5* zGT=AuQ$O3{Q}~be>r*_KyN-28$n@R~?@)7QLFSL+e%CFT)wjL0%T^oNJmD%F#H2$T z@}f>j<2AG89L~nfTO%OlJ9}JnZ+2g)lXa>!?{nd9C%PbXzR;o(p?9)cI_tEXN;yR$m*~&L1C=-I@U=Qp37%-z2F;E z4X>!EBn}Cxm=0zk@+pL%g3pf+J!fsM1TU+}+r*@{R_bt75dllww|bhx;(6`AeB%6V zeJzUP{TUR?TCLxwaMf7#onVs<&}cNeTDK&(%X1ws>-<5gty`yl_sb@JJZFX>uK$Ym ze6y`4^V6qITM7&N2JRJLXIOXR*j&!JSHBusJ?)uTuPn57i9>XaRk>-^K}$o3EOF+7 zZh^S~PF}TWf0MHD+S5-v{+IzrG4Vq#U+VquF8}s#NG~mByx6m9@1VCV4Lb|0__EL8 zvCqCx2thtFoe^~rlW)puqD;9kU~=fqby5#zb_(8BnHMd$A(1zm>Ux>|C7 z|GXRbGm`z?muq%ZD~Uc6vaM3jh$mMP5sQ3<2Ht-C?-cLZY!fms@4Qoaa8#m!<3=xu z?JH!nkA30L^*1Y@(|z13d^pXEt|fcOPv@31^*FKlvUuy4U(h;;7KB2EJ7DD8^FH3= zFE&ZoYAFYpker&hxu3e>ZS1gIWN@_LXHIG;p^t5C0 zck-umI&C~wjBK51X`y6;_Nqiz^~`IJZFZ5KAp;Sk(8i~zTP&G{NOJB=nBO7URXzNS zH}2T&ko;Qy#HXnNMExc|bwydo@G{=#9{$6Xm>VdnKTC_Ny^^*{VWfKZ z_K`eeEv;8>O_;*^S3tz~7HUu@j*XGnu=bIEGv^Q?f6FpVUgKJpaoPkwp4?RIXel4i zV>wX#Qseo=uu;6&A?j6)2n+AP3{&>7Pc0gKvn?``-De?o{aQ+cJp0F2N};+|g*?wg zL`l9@X5t;jx~z#$x+jD?&71mQA88oaNIhDmMF*RBD-`HVrsw&3j|4x%P>ovts%UFw zfAqAH(fw!rJ)l{nLe~f@k!{xV_O2_3ZAFoU?J68>2X*&JojjwCIgwKgemABEMD&-YE_bOH#xmW08xb&_ z$E-bA(P!90VZMbOe>^b@C8lBTG$vQP`(`Hc@(SHn?%y7$%z4ZeFh#^+W@4;tr@Jll zaIJxFK=OBf`FKy?6{hWO%lLrK2E(nk4Hj;v;Gi`BxKVq#mBx(#|HpTw$H>BOf07vN zYI{u1)s%{YG$U4`nffII_mjBPRPG5kzg1W7n2^jOs{jtTePR@_6rwoQoSyC5pIqS3 zV@0(vCu46#TA%;H@^>bd+llv}PRNs8rH(fR(kytabC{3#-De9eWxvdZr)4i2rx!kV zV{LvBTR_)E?^0pW=u@&zLnC#FI!Uf;tENlxAqT=rmfS3M(t?O|XRE4RBJY}`rC-Y} zo@OQUGGSC{DVe??_y$ot7|M=dX=Xrcv)#5HFQVqU2JN1}00y zC8LAM-rw@~pW|m+T_x+0fh$ZmdQ=Z@_gMaFT*WwBRtud0h%uuiSScoXGXIz zHFR!f=owMqc48F$pXA+%55=jsmNnVJwa_Ek_AL1$#{K+A_LIBP`u;e-ewSg~fj=d< zQ@291;w(6Pj=Cz|d=kT57TPbst1UK5D`;AkXqWCQR(yNn17EWkpaz#V*?HRL-Ol=hqAKW6u0Ar z%}72vilv;&$ubmY%HtlZj_$f+abKxuuxNuL%ym^z$Kf3Js>vS{qVnYerMDk>;^Keg zk=RPG%6h)Vjy)0QKGM#fpt;}fr1sT`qZI?Jh-@)i=0bSBsZ1~A5Q&j`F$JPbZfIW zPI@!4(f7;U%K7UU<1m2;m*?kl-YMT#Yw}v)6n$X@4ghaVFyMJL^&G8{z_#XJo-xjC zS@rMynFRYM5`zani`vvlkjTmy_g0wPEXxTDS{#d99&CSrb?p+fxdeCX?h-3v#05zv zDP86DpZgLsJs06Omvnw;f?t~uEvV!EYGP2iwq#aT^>}dk8_-AddPEnmVlzd}%;#+p zN4Ya;M@;ar2Z$urJn15;wRr~j`aW`@L(`9}Y8@m=?ES=#l#h~Jom%ZgobA}p1eGb& z-qJI^&s9X5=xfr+I<{n9SR1C0nSb{9*yZ-v^GTeB7lYjJR&Txjgr9+YRmjmXpQgvs ziSn;gPWn&nOv)HyAX*g-m#Ww##L~|VNzp{GXQ9UYtEDVPruT^u(9wQB!ugxzqX&6> zv&Mzn@@*AgDa^-*vNF_Le^DbiO( zNnO~HbUUm6yH~C7E=e>Wjq2i~9NsX_q&E;Tvk9C1oV5+G;q_Lxs|I`YXzC*C367C2 z^;T<8QbyN}=1;}}it)6#Ku&Y0?;KFVGNJ^1@OfGpg$jRu#sjw;DzMYW2)~9efgj!Y|&hcAyv$gN^ z*;gH>)VPHp)gLZ;`;jqq`Mu-2hIp;+?c;ao(%4^MnR!2LT5I~ZrHW_jBgTg1Z|x<^ znRom*wjR28BwsBnrfZ4296a6d_!N0t<;ld6%e$Kt;}OFTLhh!7vj^pPwR|TFX28$T z2=g3)JF0T32-ShQ@oy`}oo~(5+wi5zQ^MoTZFp&YA>xVymUD{WP_mr2+gbcJkL?u7 zPfcsCe&;&nfO&{F#Iq-31kp#d8cJxC>S8=z&%x@K*@?Af>vjy(r&@Wu)Ka^szwEA2 zhrAv5F>{-_`tBEL7oSy=hQ{Fr;qj$*j%#nE7B1T$lw5agX;0;ZkehwiHlD+Jc?0gg z9E_9LxLO}ToDc$TZP>Bxq2apA2^AETvIX=}6z1+!57Huu7G`>tP+Dd_!jBP;3LOlU z1>+6BUnf-4^cbc_i{4ZR)$^Dc9nc=jFw_rnGK*2Qsg!J~_*mwFA-t3vckS#lcD+;+ zM1V=fcD*BYh* z<87ZpTy2io2x*lF&&xI+x36~tia-ZK(fVV9kx!x<% zH7z(U412Zu#--7C`6{xd(+;&G^@>fUZJJaK^&{M@-k3H)^vZ8qn+l1DMy0OH-GU6n zK<_KDOnuV3yl;`*6_p`%S<#;_2$V-(R#%lX{aPei(mND4E{ zBOrB%1DZqS&$+yt*PF&amr>-&app!Fv^?)!+7^FC%x!`Pi&yH8F0qf-G&UqFOlimX zTz_=IK*sD~pEz}Y!eyk8>NL&U;T_G-m014&`1Z#WBrheCiLYqRQR9xemJ8p^uM$#7 zV_YVQVQ4EHzrM2>qk0&TLrz6 z{pqRKhMyBID5uT8I~pa@HOQ=3i)9{LL0;JjbY{3{S4^;KjxhUCy%qcMf@b-$)Wd{v3y*tOsUiI;6;7oU}wns{0Xh4zb$+8oYcIcG9>tzVrtP{YQ_#Ki{5L*#Dw) zF*Ucln$+Bl>^LqVbMkXFBcfgJnrv%*c$XsODy0FK#*B=c9`%782E~dorKmT>M&jsg zkU<+~o3`?-yVW1r7|bK^@sh7fF82ODK?0}Kzo+1P!Dd#VC9+)|#E@ZmKxo)+E+^>p zy;SCEXPw~PDRhKDi1LnOfdo_DO1hgHi7%u6!-=n>hP$Y~X(Lg=Ea`8!z3 zKGx{oX{W%uBbmWLaOjkHwmovvuw<0GlecTjPsy3t}D zxu`^$NU?y8t;j|POZQ7I3-7Ry4l?2liJ1Z826tRl5QaO0&{gTf=%;^<<95upZlx9x zF(`Iu-;=#ggk;K-aU;IRaTjjiYB>Ba!^DVal!}wTNTsaYb|JYuDtSXzYr&P7e#@gS zI{X)Ju*yaO`ogj=YKO0-y@eQ?h^?5%VPt8H7$-UvN^^p%Cjm-50?%)=T(YyQCxq2#M6BFBn zDu&+x%P+G+pd3n$15^i;KJ7qN)(q?vheR!iOKdtUfPo9M5f>Ya(#keRa()1oG?a86@LC)jbZxw^Kms!UNpb^?$yeKq;H`O>dImdUNzk{C~Tl zlo+DGE`<_V0)K+H{N~INU@E)~eeN4>H=FSx`5048f>`?YVGix`p}P$c-%;#1`X(S& zQN8H&>gb_4J{}z%9pKZh-(F`0<_($wXP~smH7LS<4|(_HiqFps8F0VyblD$Udf>si~!P=Hf+aARfd- z0?QlMi4(NAKY#pzJBVnh!axw1c%u^&SwG3k%qd>YY&YP17iLmQ{9w0<_Pm{KiSo}; z=OX4?f$Ry{b5py5r;BNRTMt%k8hBoJ%N#t?W&c@e0*NWyk|2-=9oTp41Wa(N2c$*p58Q$Ke zM>=fW@dGuna=<0k{#@ZX&`;k&ZEEw&Enq2H@REhAh?vL|{QSTaoSBia0`yK~!^>{3 z`Hvqz!o$M@^Zt0*w~FjmOS+fuZbBvrF~ma}<>%*iCHNcaBdV@0|Bws$(oVEFIFxfd zLbvk2j}67sU-OhfLBHF~P^N#ZO{~C!H$d@bQ0IRWF9}S6mcx~<2+%Y>11ff}<K~#`8v$vOHj8L>VjmQz>l+`F*Ae-kWEez$Ein7S1 z_vw=Ph}R#r!?05z{9Ucgj-n=?&O!&zvT1N>Vf=yD!w3Ew^dHVOEI~OgA8zpR^8NsB zLN9yH5v?h-6yu_zc9cGL<>1Zgf$-Mts#l(beP-Zn8kV0Xw;A)XUcItYA4BCPq);Z0 zusquI(3*$m?{h5#97+`4g7{(uaEl9A;rs$bjliBlV@!`UD#jqpBBX_Z^eS{F_=L7# zy`|dxVy+@@rg8$)3Rw*7=i|;9*nwvdHJdz*@JEx2VU!4X3w>^$CuZx-H4#f>Z6)Z+ zHcBu;hfSh zKVE@55gaQ_^3Cj!c$q5?9f0jJIog9nkXkhvQz49$IH9@6gFlg-tuV7L%%e#0TlPi5 zjy>h?dnfF?x8d^w?8NJ@IQ$xA{WHt~Ue7!nY?lI%1&Nx6#)J*>_C>5Yv#lItMrsSN zulUVvt?5HEt6Z0d5S%K3c*b=AhJ;iOMof|d=cKp$qa-z-k%!wz7=!-ag9vTK6h(^5 zqJmlf4P%UEo*6P2FN2(qt_VYiyE3NaCOn_C(3R;%;z^vk8zORaRSwBR$EK-)7afMD zB*V7!Dv2iej4ec@X+!!S9|GvpBKbHlNKAL}oKO}m?g|EFx~U?8j-_NA4<;m*v~E8qo;$2Xj4}3t01lnW z3NGlvuPT3`I^-3J6uHvR$~943v(js9D2f$K01FXOGbpBS_(h&T-T2(tY1|yC!%;Pl z?lZPoghQDWoumF<2T@jRU4K8uF_m&ayL8Ae=nCh-jJ2G*U|Zmjqi=Z?4shuzMSeJi z`Ghb6fdyJeB9!gNRTDKmjsU8Z3d(_so#!vZ9WZ_myfEfbdmT7Vm?A^GJ)J(bOGnDS z)f7KOKv2*-^189gOV zW9--8rT1$iCZN5lnJapeXiPuL)edt5=bg>*v%wcZi((vFkR`jhbCx{oTJM=N)QrXDd0Y!@| znp79i)!$W%KDWaY*%%e6&P4~e`qqz{m{0ca z&#d7r6pKKW=XKov3xxSKhEPL^=MZh=myrB|Ld9<|FFl>K49Dsb9dtmBP9Z=D1PdOk4(su zS54=-^$0WMgBpGi)Az!<`(f`KUoHKAQ~}WdW3Lpc=H9G1sUizD z5851lx6J1ll;o+@=e-ui33dH-YZlQ@s9o&?4DOjj~65>O@c%4L}iSyQpKh_?M$De6cGBDb8oma=d z`-M8aX~r=ibCTI~0@3UHw6dMBjcBku>YFYvCPw$K{T%T7BhHa(=gTN@4wqQdB7Z~e z;-SG4bsdY=L-_ZXOgX zs!g_}lYUnP9Z1Uqnup4UV{)E7T1j$Qmo#mhQJCKOTqVkn@nc&iNXkqr)&Z?@TvXJR7U%msnSpf?A z1BVWM{;~sLs=FI|y*Ts53jn?RLP9)1Lk#qbxq1#UEg%_0QWkmV&K;Vv5v#dPHYafw z><;w>!zbQYl`FYfvr04*H@+4B6v554D$4nE?w8$n%M^oQ1W$l=8FQNqIoAq7Yeci z_s=}b>RNQxzG%n5fIB7p^v<1EUQVn6gYLO+lK;uP=9XL4cZM97m6auET2uLUYs`0E z2zY!!9b>nD(h}`u)b!S*#PR5qvETQ*{w6rGh zQ(8l#$h#ByqC)k;(6_jNVWqwD!GjM!>oOItneo6{bJ#q<{n!z;! z!sH3J*Vt@-fZs61*wWXL5pLDA!zT(_(j`9!!7{s^eD6yo{-e>=iDY7WRy#ZI#Nn@N z4#)*wwvYYphb6pom45yc^+WT@&RS57gQFTUG;)J_2%Ihy90TL#nM{qRSbU}H6ajU6 zp>h{MIm}E&+8n|DFgqKyw&ycNz*7!hOrJ%Xv*f7{>h;@M;tg%8;pwHpd|V2$+B_aGy_J) z!+PvQse%>OQ56JOWHz91gA#+H{GC8VEMouZ6S?Ss82@Qe-Bnw6!|Me&%UJHQP(dJ}y3+QR1; zA>(rK*W0hsBPQWLdso@&kxrD<6#g5Sv>Zeqmi3(y*Gp}tFH?gNfw<9zyhH_M-k@Kr z9FJsKj1YP%D!r0*6u`Y{^Dd*^my782>Lclki?lfV^V?0#52<<5redz4$FZwV6yg(q zY%K?g)!p*M$kv!Ce@@81JHS{b$BCSC9K2SBpgrf3xquzNmieMPh|0XNUw6#}uf;xt z?ISV|^Vmg^#)KmJ@uw3=ti(z37Z9;Bx?6ya?{4iQhYu$qW%pfVN`bWSjSGFK3ss5^ zfg-VsksNpLX*bRgFT9<7tWJ15;v#lM7vUkCK@*3M#s%;1$nkugNh&S`>G0|JbkkU$)1K zv^u=kE|gVZ`KNZ#St>ljfNu<4mcc_^zZ^$i>ox@)Ll+>=C+Y+j=1sT`LVKi+{4kKz zK-I#$oVdu^&ozF+Tz!T>iL1v>e7*^UGX@g4lNoL64V*m$9DxI7bcwq@b-3^ zNabZYo0w=QV?~rIyh(4|^(JS2%W~Hud||K|og!{4RYWfAR~0V6q)t92z04U z*G<~`rHBlo=bocSt=K12vq8o&t0L*k}#o++qY*+U+&cjkLGIfB4VSPx&+_qrqP zuL3{&l^yf|tM{;|XUl!rgw~l!O@}+=*R$kNv?W|Lob(9o0h;qO_D)L)n%?3L@l)3t{|~e4^2}uNV_omB?*L1-AvmeUSKs&$HVEOZ?6a zmY8ZrR!J#m!c9`B8G9hd>{s_^)wFw7@$>JN3{xUgN+A$w!ke^p11O{BNX)4#}rcI#nw zaHlTP+r4coVQnsMslop7JYjh^O#lcFHC~-}mf!Y_+X=WXfO{4&`qeCK){vi9{dyuV zq1}%?F!w4K0={C#yfd*gov=z+2eTyiMgkypQ&u+P_WOI5YL8!k#z56%RB zfyq*;j1i|x6VIEVzwsc|T^(<`hgi8_&Z)Gr%@A=9UuwLV;+}i+Mja;XM_Z6bG4e_u zq2BYNiJ>{M*_)miZ+NvgX6Uc>DAxQPMK0nciNs>|e3*SFpp63NROWm^YT4&__jbNu z==oPpM0Ski>hwtD-lhtFi|W1NPjYfgQ z0Q{m_o)Z068%JyXhRPx}Cye(QrMjEo?e|>csuW#x0nE^x>>R5YRsOily*i%2hj)I+&F=1Qg*qVWC`~Nire-C2}&GDc8UQhx<+P5y9~f< zP`@~@rL`ZVcrt-*9CQ%pH(Eew#_AoNUarCZPw;RTDsx!JM#%@t1euU?SH|*f352^< z!BMXekk^PA7%(Vz{QM?p=O-sT>@DatRRZ%ph&ECoH*emgViD&zuLivj1Z3`jW0&ag z>C?5Xmi`-MWsxslyr3x?LjiZ*C$rs-6n^&6`sy1eQc{(gE$^$&yy?5knBGPAy}wieIk0h*{JO)DBsGux7( zMG(dU@3OYmW18hLlX~K?M<2i8 zN<}~U$k`jzbmkxa2U9fAKj$;huXuyM2OcCyDy$9xpYPWC;_B>Fa;;3@A0O0xYnkfe zEb*AV0=kXLpu+(a>bxLi0paS|4SgM*Lf5GakgMWEZ4Hvyx7`)Nn=A9E_vZZ9#&t&t zX@B=_92UbgFpYl!#&lGE16_n5?Rx{X0$)jYC1 zQ2&?n=m*5O3qg(n70~VO?v|dobKusXGXF{kc4@|X{L|#=lq~*o=GUZXCXx$#r%BKp z2jnS{!0_%0I>+`xM;So%5unWu7CIB(Y3`@i*CY(WO}fpzn@>GX-ezZ zvDr;>MnB4&%8j>Qk182I^=o|W1IHhK+0MC$RH70^aot`%9I%j7 ztk|Oa)g4yY(z8>s1Hn!?4-`FbcZJcj8 z5e7?DW}jAa7Lsi}s*XQ2**)a*0{!!wXgCZq?5X>)&Ku=>6y#kL=nGC#p2@MkIqI|r ztJ4m_funPs@m4GaLDSmk2u4I{)&#$(firSqFmlT99vUbWcG){CgW$W5VZ$30#nsI{ zr+kq-9|@yA3(-)I?9Z<`iN2l5h$WM8>)vk(@41r z_qS2EAn30op@R$+h3~PQ6Q6-ov76}@jTpv0A;gIHp(2{(NpnJ<)F?PU&QWkm0Iy5* z;1(C}SGqvpSKO;@L%Jl<9C9D?<5)~-M3#5zNprFf~3C_ z*>fKDb)o%L>p4NfG(6So_7vep8#zuGOIa980;s2JfbeOWPVbhB2;|Ba&*lh1VG|1A z_gdv=gUR{&8%Nrw@;G#cXjlw2CAK9P*;ngVDF^DeDo)2mpg>Z|2Yt+{1BOhLR8wdO z;<|cOL1?qOB%uxOD`?C`+!a4{2O!J`#AvKy(1Go`h_-~f4Nt6v5nLfvJm()tG{}p- zz=M`BAZI`3DO~zlInNi2V02@FuA7(F9PAZwR={O;H7zaSAsfBd!B zfeYlCLai(E!m0P#5i}>Sq=|kY@lL&A_JHE#zvc!tMUrZ|QX?bS3N;V{GKoUJI3_0I zxFHedbkc|3}m+nIK3pN^E#`P2m$z2l!70<>T#%=lQ&^t}|85*a#%PI*MH>{zm0$eI7zGZ{MXdAk)E zqPT=~w&6>PXYOB;v0bExrZr7mMs08~o@60s=a?2b|An6o_Iu|(27Z;DcQ@tl2+63y z7wsJw3k5My&UH340-fQ(D#pSS$b0UOXfJIGqR4R|oH-n{yN!x2LNLs=L!v(_Ihp-? zJfx{nXot$nT#}hR3es)|Z`Ak9egWKd{l}NqFi_6}e5QHjN_Rf&odH}kjPxnX0*Chi zXy`h{Q{)$(h_=x2vlyxkfFApxnuH3P!ZDA7NDJs5%b;)xbZhXaAO*TdgM8p>09vAe z3KXOANT`e^sv7}}S@RoYC6St`eV2)x?dU_p2w5d1<)<{BMERl>g(fsAl(I#yG))o~Shgx*&8_C7;d2f^PRa(406XEDRWM1$0jLGchTH zY6S+>vHjl!NB654B@$20@4RKXZxJpR-+|7lk`$d710EGZgSv`jkaM9=?+P7pz7E>H zAa+I+6&I%rY8iORW5Z%}2g}`L(PJmy4$`_-`M+SL)yj&d{wH-D`xVh6l z(|tn;$Q=={oRlfU}5$z$O6EDG>#qrAvDttvVufW&z@ZZok6@8gf#~iz0%Ut;i5li4pPOnF=&20 z&d(3ZH4;!$a0f2k>U{FB9qRk^`ZOZV<_Q;q$%eo2576S;==;Ca-LU#cc=mAE{}h7d z5+xN85()<~ED8z=71fmp2T&OXMctFA$QtNTwt$*8QMobX<3S*-!CXYdYr#NA*Sa@b zcT*`cS=Rf}^XI6B7E~K3zaBB!ZOh57Q$1!Bv+ei(XYGa(FDE(}H|4U~A`kzw1pq@G z?kfFB25BeoXe*RA_pBjb|1fYKn1MzrQsCYuWh!P&_!jJ}&k5ls!*bM)IBJBuAv0s%n2^ zW3_jK+d89;>(t{m%f4M=L@XfTg=NmVy#14fA@R_(Bn=P^Xh%0I>lJ^8q9L3URu%a`d!`p`U4${9kaj!Q-b z-I$Fk48sLM4fQl7&R%Ru`6W zi_7-E&RI3MN=~BK>#~2Q*`yKO@%PXIH0Rehxr@&+Y~K5fj-qG7(pj`UCrGY;hmzNe zNHig^d1po%JyBj8;$Nz zkVi2?i>dH$q_h)`KlnAV?WF`9P6B!UczFhXZNAhAsMWsGE4 zgwjBmh){Ep4^1T|(L-u?=i-86_NvM*q0fVo6jBnXP@H~+{6$?qVV(}}TALqasR|NJ z(8|@im#Kx0{EQ^}!I+@=?a5@~G`%MX&~VPgoF$kOdQ$KE!GN&#A*+C+tlp&BKO%H( zKXgr{0AZPn!$Bp*gFO)Hfu8g4q)0UjkUnn=YubOlxNOJFa{IC}ClUYOzM$V#akz@f z{fpqMBA|0G=1Oox)i{Pdv@wGPV~g4qG|%h2Kb?!UVkCH3RUz=jPa>4eI%C`)d5;?` z+$-D*&ueCQ8c*cH!fX*#^G zF&mnqF}aNnT2~(W_?;45S%TYg|6l*${J+LH4a|oyf=TFH!d)``t0`3&O~=3Alla?* zv{x&E*TR)V4gc}bItug0lMpnV-65m^n9zxaeJ6lH@hwLXeO^O z>k0bAJbBCo`(E5%yp<0NlNhQ9q7(iu>NWH`0f*u@p{|z%EkU9)nN1oM^nLg=6YP%q5Gpxn97F zRqC*TL+!{}cE&m6Z$Qj}{V~OOH(XQ!Ni9(L%YgE;i%VvZoJR{iE1f`d9a4T2AS+a6 z|0FQ+a(&=7XiHmzqMu1QfI&N!BGP*stnS1QPECH4R6&Py5EjvlFLLlnm64`RDX<|p8 z_1~nkd~xHDREtdsU5*b?iiB_xhnnqnOI9!( zJZN4qbUz}37qACNC&TL$844i%3(~{FL(0k^baDReZiV;q8Lg3TtoY|7j3gvS>5kfU zYo*%~J*1qNB$X(1rD8bgs*$aVV-XrOk_gXXh>sFCwUB+_(;y&fE2gqgYARz%`m!U+ z_vs4(rjxdhamPmwFzqMS5-#4_*%@!KlZ?V0TXH`A;kwQBFa94+Z7rQNizxWEaBB2- z*U-j`*RL<0BC=guJ#(&cF>qw}cJs&xbzPmQt-XD4uf4n1DdBL#5!UHm@AkP-k%GEv zPQ%}uzF9kAY3J&Q1`=Pr;)kk?0U=qh1!kyo{N7uO zGaeou^@~$2b2BqzW}`GY7wr%U)4=VzU9u;=_Lh19O}R_dKj&m^JYC}T$3$~>zS1wc zfQx)4=ob3Og&bFETPPGd1l=k00O3%@t%*2xQ~C{OnGv)maSEy8?p`oFhiR$9G^b6rA?7s2q`!$V3NooinH-p^dBFB8O+gCM6Y=c5C zUHxWnfe7elI}Vm+nQcr6I7$XD?*@@Yd1DUj->((aqtYKFr>^jz*Zy2Uz;2-Oa?B(3 zeF{Ysw}%HOwtm=$x@_FL-V@~GQ`s;UM90G7{PTz6iTK{yYo-A$gq~GzMfaYgrM|N5 zjr4BMnmjgGwumzR#@+@32oUky4yR6`>>jNpK??1MQxD;l@pSOgT??X_TXKW4ta!}U4h||cT)&E>RY<1$OJULUFf9ho)M!oAy=it?}Y|r4!M71?^2~qpZcDXu*@1l=X zbVTmMzd9k*hhb4fzc0ibg(qJ*B#DFHCrPHiP=s*`q+Vfk3$0q|KlS&^ zZdyt!xfpgpiPBKb=K8R0hDtrJ^|C z!i5lx1aVbxuQSrp&O&H{7j#T7{ZZQZKx@szZ6U&J)t_(T^)ov)^~`6}i-z|@+mlXd z2d+E>y5IA6LG<0Q)HWKb!%ZRe(l`}MREY85f*}MGBCR)#jbA~t(#yg+ z{~BBqK?R35q+{da_&@|W4t55Cw!S=LJ~;ZkbZ%bqTpX164fiL6d}~eV4;)xzNf<5G znyT4Kt#Oo0oLTclmEV1b^)B8tsl0LK?Afy~a&t8dZAv~{!J%1vt&#NRd|t&DaPEqS znytiIVceBoocsm?x$jcX-Fv(Oi7#^SaSrfZlAb;%t>R(`aUf9W4NZ~{sA^g4ef%W! zT}Pr6XfLbk>OLvXEiS%-z9KE{R*MkXIFC8g56G`gfE9``Q@s~6Gc!XASD<*y6S|g~ zolS9BZbd25(%RZO^#1+ed-v`Y14?kMyfJ~Do10_PP3wWzuo&erZfz{LKneX~vv1pl z@SjWfepGqP(!&7WhQ#7(WnRLM9~&DjJ+qIkS;Ao%l3u)c5lptE4KtHu44XXN z{>O1~$J?r?IOW+u=T+B4PghqL_A6$2f1k*qoMXq4?>~Pwf@@1hPme`j6%@2UmLha~ z+#D_TgT9y(&793QsU}5G!G(obG7^$wmiBrkCgEU*U{q5eT-gkO=N8ERA~Ws6($WLY z+mNL}@Bn|Nz8kT3*ot#YNijt#?D$j^{cD1mwIkimyuc6IjL9v&Ty zh>eYPp2EqLWasB!Fg9idYma{ZJQA>>CEP-SY!?>My)NOZzy(L|Cc zD2;zL>o%#P!H$lO(iHSRS&gOsmRt)jn*z(cTVJn$96oxKm{#GBh)sKZFuX2HvS4!3 zLeQk@AY8n7*V#$>@ps&!_cy)%52mK3r#nw8CL89#rJ~u{S+E$QkEaSsjf5Can1(?* zEKBk@!hFi@C^A0cJ$C;5c@nt7adX%Wfzyl2U{MXPvOH54c{^N;iJL5Xr>h0Te3Jd8TG77=+!h&Gwy3W`3kiPud%fn0vEJI+8oz+RS!LyW#qAv()L@@VPEJCR z#x!`+k9Wfkog{^9Uh~RS%M)u@G1BhSR1o4yHhB6o`LrJ+41m{X1P__&`_V^~xn*Qn zU?mkA<-Lcs*dpTp>jp6~v2@kdxNc*~B=2=VFCqP=ejU!AVNXRoo@Hqon^t=*zJWY> zbW&1SQW9IWx-%3j!hN(N<6U?}Xjs@CxH$F9ckURN%U4n|L^^0kPLT28T(R24i|1`@ zGDkLFUP`{Dm-DvpTBA;!u89e|2JZnd!)(E7zYSriwY|;v%m=m_eXB++FK#{xPxvq%EGz<`r(WpiWdcW(xP*kNr)SxnkdXI);@&z+wt+ELpCyG6 z6zf?%M0=(>MFIP0483 zqU?GyRRJu*^|sdMJF9$lPENYby^s3g=;1kf^hJw4j8AANo4mh4=A~qTYuBzlijU_9 zqxagX4A?5Kff53G1_mCOZws-fFY4+>4{?60n^V_=v-t<8d0+i~8n(I|sGYUuv~SH; z*Vc~tGeH{^1y{JpX=&piWuOA%C)PRDx1F(nzw5f83JTub*aFG^FF~EoBG@A{xX3Ue z8)nPLj~pSokY2=@&COj^FPCJ3?2kSP9?=8{haV5z?0GIzeUO{`9*P;Wr)Ou$YfYCI z#Guy?;&AuhWh{=?vI5B1M@f0k-(L>uBd(PhVLVLTU?shMcG?fF@8Lp2_n}oAW&vwY ziXm*>2r2Yy;w<|a8A%~_4?)riaF-F^I%5BcHzYNn(;fQo;ce3bWpFFrx3w+K**iL- zMJXmdtP3?cj@Ih5GF@6^l*sqPvzz1p<>k{u9Hf4?%w4R z72Q8n;j-LMbw9N3;dSKxJL_5ieFpV`r>|VO67}@y{rB(HzD!R~Cc4x$fH7eZfPipm zGq~02*7N6_l1_tnpz4E7`UV2=Z=c=mjg`3iKP0g2`9LKKOl$DkeE+$e-buJ$x4i!B z|Lf~oW12j}=!XT0gW6Wdgp|=xE{f=^vXz@D1xo=5pumucaVU#JBo!Fr4y_OXv^F6U*Gq6p7WgNoW6&z zLojkji#R=V_N+xi?8%~{Rn&u{BNCzMNfB@`uupyU=g0MzE+zJyaq8*o>qeSD<*1*Y z0@mq5b8iC90h>Fbg)5Z0*&JXg->9RbO2l+iPyu zl-(}@xn{)Y4*wEERPU%08&YJxyX=*G++YbwEP$YTom%V`q^!YoI})1hCxDWPCS zzy*bduGZ`Im4`RExmhC18%?I?rUI{HBQ}wdk?*24Hje2CImG6ee%T_@blBX~r#Db*Sp65$*0LWyc1_@=hklxGve*|Nj}tO5FraL?S@S*UbqB%-N2vQbr<0TIDFRpZt=Juy zAnb{awZz6inY?idRbw1VhdqUjmoMvZtZoi+alUlLbdOivU0qL5!8y+i=TE{+y#JSc zd*n3{z{QGrsQ5mu4qaAN#{9EzLfeuvpX+e7p}~THq4$U3IFX2mxFBRu5|#Fg0mV&O za|iG{IP+&%2Dq$x` ziMwIKcLPhZ84SjwE`Z6(uY)D&pQdR{T#X zIt(Uv$HcrWFtONg_hzrIF5CYr>YQ>g`QWuU3Y%6b6m)2KQYU(CiSt?0b$(e94-JQ| zjbZR4*Ch}HWx)o8Wh*y$79+revDTWJntnj6nF5tcm1Z0Z&}_RhSPmSAe4d?~t54ux zRH}?zx^oOMyg7h_?8_oqBJ?c@HH|vAWjYb&ZaOU~= z*duo>EKXg0vn`y*%iDn*_rWbZImG-!&1ufq7dD4u4PXL`NT6z9V^wgFc^i56SW~v? zP_ssp2pcF6&`zW(xuH}FM~an=4YtO7^Ly5mfu*CPV@#=VROh)^6BKzt1?^TD83x53 zb6-O&DLnwciQK>uLOWCemIT0`=1<;=#NW%y0jekNs5BZs3Rq$6$eEp;4G9SmMMtlL zRBaX3)Zf3`#=)DVR4RvBay$XSBo&UQ<|q5c=VU8>)PvH$4HqY?P&zW%V)5vtszRs- zeor+$30fdY%+0i)ZGQ}%SCB+viLj*PflFkcOcEAmU01kx1c_!GtR#&9C6qArpkb&@ z=1;+YE|+U}O0xMAwK>j5bNa+Pl-GXAR3Ynl`TU+)hH#(Th7EMIGssz1OlG&f#Ck?5 zzz-UbnJFkQF9*Udg`r$KJj|gix0LPOed>LrSdt{Y^ZxoLBiP%Y@EXac!AxXHeCXws z*j~z5fD0z=?c$e!TM50D?hB9R3Khp`bYK1vUer3A{g?h|B$hJUgT&(2@vQ%nBL7kl eMw|a7NtT(mWp^rErSTsTc!dTvut~Bxd~=}usZS4G8J79Z^f-Y>62ySXUjRz0W0B}LEFAKVOa}v zVaE^aPyc0EWMQJPbJ+fI4_Q{>mymaq!~VMPAHXfJ4bCHfoPJg0J(ZMq0r694KM1em zXTt<}PQwoJr?H+3#O7<;ci=LZ23z3);;Z39)-#oM?VrwD{ql%ENn8VrCgq9XSHmIl z@8cZW(Ydq_qifK8p_=RkJ&^{ejOivC=)_L@yYoN|AhF%Xfj{+9517GV>{XfCyvtxW{?MEH@HPm^i{&gQl z>wCcf+OJFWTLF8Z=ErkrG>NlHwH}G|?=g@<+>paWxRWD(*?$Ivvaj5-XitdN1 z$1b$)8J}-6gntdH9&|1`U!9-Mt(Ey|KkLv9dol%`(n>X~=d`oG-HhO1X w;9r4ShxUIJemm4Sm(e@nJvabkQ11!y-~MR*dJnX2)wkAthK^cC2D%CU28@QYV*mgE diff --git a/codes/MonteCarlo/results/20210317-123623/ma_rewards_train.npy b/codes/MonteCarlo/results/20210317-123623/ma_rewards_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..5b5a10a4aa5823bdcba6d0cc0906994628fe53bb GIT binary patch literal 1328 zcmbV=`8N~@0LMqqmEBEi9qBns8L~N>C#;H{sR_dzj2Y)N#ummgWLC6tM3bhHW2JEo zMnt1)DOz7T?2Cj|WVKKGy4$g?vMRN;`ycG*m(TlrifDm;0UR|#Dk0rEN|4MKS-V+S zdqlfh+gVsgCx}u+y!eO&QIz1*r|{yE1s{L%ZeF6`V-p=WIoR3QS?ss?-{=rN5mg1X ze_ipPe=diMv$OLBb`7Wx_vuerRwK8>yP!Fs3bxgfRyExUbT#fcm{lOd2|@RD>kU=N zc00UE!{7{7oKo7G%{78M_QLj*;c1xJR4WQ*8nC5 z8RemNUtNx?(&v8HoN91LP&a#Hu@W1Jz34NM!M4u0*EGKz>-Q~vxXmrYUn&RZyq%?( zk&}6P3&l|At($qRTZGcE8c|_KA>y^dSCdSSqgAuR$f&yz8hIflJjdhkm>K=t&`OG& zE@J)UmBR>Yt}AwMksx1Pm8)x8|?yP72QW|o%ZDkbcWgxsp^Hy7X8r%!3mTjpN!(>lrw#K9w z(Hoer)CsBZ9=|ma6P<$E1(UBMdqrqIToFj7A*awOno` zfWe%=DuT_&qLirRv4f8{=SSmY<2Opq+hYep(M40wv(X9# zrDbq~h{DB@O>!<_k&XB73h4))gurJ>mXWN>!S&X;&Wq*2c=R%5 zx2BOdhsMG~#zsjFg#pJ$6TDP&I%aQ!s$E6Hbdl(RkR|_XDF_0eXxQp_Djy2mCXM)FBkS%6t zo+k2;+)_L2V8+9pAHr5hJqAO`^sHXXZ zknteg4aO7txggB>PiB`!u+Xi)blQ!|fc~OkSyl%f5nrXt=iQm`2-l7{rlccgO6Bg7 z#K28S=Q8Cm3;jF1{bQPf&_2IL|7KMn6kdP+-lt@v^sbgNrjUb?`^*@Mgac924|Ye~ z*%G;`bP7m!=ge92yw~+! z=MOj^&j(RqX3yI9y6<1Dt-(qP(vNV+a3B!KBboP-A0ZG_e+UF+R=-w^o=C0{Jh5(248laYL*>XEv)=zFl zH(t{Z=y@fXpVt=Uf2a4F48@ST4{mw5qxR%sre~dkgDF6L&btW33^xyYB zy@C)Szs3F(8}jur_!I6sRB`a)w+{lM{{KtrikmqJ`c``b7ALv#DczZG0=6dd@E?*e=U+J5)up&Ec?QX{ zHU#?J-;9+Rh_N;wyl22vs-L*Tn&EhbUMUW<$1axm}U>Z zyUxzbtMb0IgB&z$QYnbtpJ6sFC8t+4LL-Dv9w;qMy*yuZUv|7)bf3OTEKtcCFVW$< zI9xW^H@0g&eg|IfqN?`qY(jA}-TR>6oJZB?ZZL@}iOXCetVh>%QVm@EGy;0}Yp!R( z?{**jO~aEVDJf~eX@CWnQZRO@#oPH}*8CJ)!1-vUU0bhe;GfaKLW8c$nAF+fa>kng z%wzEO0E~wu6gAIFc*Tn5tnx1-EHvZ0TOl;z?x!0=FL`)sD%gI>%vW0yR+*1%jLWi_ z{>fK%*&6-X-$P77;&gvLU1ivT$qKu3qLWV!%%U&WtoWj#@A(x0zl04Y^Ax>-Qi1DC zz%H(R_7ca~n(Dg44{J933I_?ifo;ODk?kjFy(x2XTL?M#blQ<6<_FKJ@*`%lgCC+wTz( z=4;(yV6~xTFnF^2vTs6lb+uK-W!q;oUH3)Tz4^L`qSD3?{T8pEg^bHkgvjNBGd`1g z@yeJqwUlzKb}MR)N=inY#T*#PRr=kDJVj%Jw=oF`30Q3no9P4oC}@Sg3%-|&JsU$Q z*DC?|TXQuYRV`(9{$!>3k=pc2`dE~8%SiP!`cMZJUaPfSeAR$Hp{IxhR&vTSc}7aPE+ zj+SkxJyuW@M6XS}F82Ds1b#3xGwbC5KORiv2mm)RTBN~tk3VzrZy<@?5ETszFIzf- zD%J01yZLNfHovftIwdBiW4~^B7)V6n;l^~;w53@W*i zDJex_8_4ksex3dayzp#iGW7PKDI!NUAv!%>!OVw*EYZ8ajf z`T5_ms670C{J_1r*dIVHaG}8&U*{bIBjYOQ8B;JmXWJ7&p{$MHsr{~g_FH4;Yo>$M zdOzi}qrexvdVYU%ZoJ+b^@CbWANCisX*)Nie&x%(CXm=)Z7;k}g0F$xt8H?(RBwf`i2S zBht}UUvImXbM<&OgW+geSqK!nTBpvgSidECfVJsIx`?;aoMj$m?JEy{5wA1Ir;&7# zo7x)dX->o6=nBHek~inOJz;!Hn#M`>M%bDY++a=z1U6G8%Jf_KcZ;hMxysOaqGoYiB1ogM?FjM<<n|1-oM%v%CxUjZSllB!TNxx~i=cNn_PLp(nyh2ndA-}}yA?9V50 zTM~dm=Yn-3p_oPtA+C`GZZldYhHk9R-T?CvS?8Yu6$SRzQi$=)_;ND-#P={;PgB(0oT=7+hrijK=<#70v&kN_d0{!aa9t@HU}-2 z`n>i_gX?`UW87g}Bf>FYDI~1APn{M>4Se2g4ySETm5{S0go4dJMzYH7ejS)%+>a_M z4F`?8j2NHGT5lKu{)&PUzd%-ioY!V0*}9ZQR5Tq4%ShBlLBnJR?`gd|k!@QRvj#nX z2fsbMTSnYdD~evfLcRm+`2&GV>#~;a`^#m;ckeKfmo@GQH=QchT7V+%Yy3p;C=6Kpo8Vplnooy~FZO1UT)?A0|2Mn=%*NHp0NeF64BiDm zP|?wmV?^}UCT#QU+DF%Wzs3iCy}97f@n|qrAO{9<}3e#K#!n9JkyV#JZXm^?(N}+2zZ3)K)mDmq=t&N zw)VdB5V)|=L4AOz@6FL_C>xUhPr*tZC)G5RwYB?^OooOp3~2*jlx%C)L8&qGE0z~} zqh2Z#eFgNRu$)`SShwg#{!%)89odiuFhAkbL9UzYotKa6(JMV<U+0FjTl`H4FazlIRd{NZnpDIcZ$lKj=M;?0KMr$?_Iy)QGRf8;>_^7vFzml zVkT3s$qn#6tlPP$Fl2i7(KYGa&k{xhziV1$W##6RekLT@73(%cgU)03xpENMtug5% zpi@l8Z41B`eP3s{xCJ^4u=y|V%Y(^uZy*FTnMp(ucc+p2pff&oe0!wp)JLmEg&iix`Yp@&s4z#+Y zJ`l03n?J`7f#}rQ7y=sDTWU!G%7_!(6Ooi5Xh>$ATITf`ENY)f00*4T8**Sk+j^*> zgG^=3S%*aj<~*Q*4_a^Sr~tPh;r9#1!}^OkYZ+PDH2|?|OWud3lZ9%!ZnLH}2W#|X zL9zZ3gh1r2t{UYkr1gVsK|ykZl$4b4`5zSueh2^T>{r8}qmT#-pd3#ebQn?u@Gbjr zK|paCkW&G0F5CTZ36kp6&w#`OxeU=XFfo$QVK7o#8F%f_DuL_um?U0XGP)Q_Xj#@V0~nyH*82+`zpKANWI{itUE~0{0i68@ zNZIJ>=!ei~d(8$iQGHYe8MQ|fGc zo}8X~{)^M72kd_S96u8*06?y~SSf&Lh|A8Of;j^HPe+m~=6Z4U_57==t8Y1-lXD#> zp&vy(G;^QlUI8FCh#WpfBI@{Z-8WEM9ueJ3As`Y%@ z3<$7P*D0-L(5B5tzaR35O22u7Vh_9L1xQE>Mu8OaI>U$a_VUpD`s5!HLUcX;eg)kt zL_|tTNK7ncX~_VF$F$_bsCk;JdXBBcH{1daLaQ2WPq2uJSsQ<`d18PXoxz0XwqV*y(&t`0Rm;7#R?`x=l*a4hL zH6nb9OAWoNfX}EXil|YqM@2=o11;8%FLu`k(9Zf!OV6>3_{UQY)FY@vqNuMRSUvW& zKUqEnfZZT~0DsDkSMy_VR~&zvRdJXPQ@jhOka2V4MS>APgHa*6rbW9pM4uNRo?@*k z%%g}ir>4c5Fh(w}7%(u6?uVu3s6L|9NSU}hRWdQ)v~tKtWOKGP26Xnrh#oNbhl-hZ;#NV6!I-s&?kcN9*jDBM((nRL(zs zaJ3RN>x-tPx}yAk)mO#oU{?LEaT8sYgPB`Jvx0Nm^SGmpQ&zot45 z3&agmdr(uc#%Ra1-R9Kl8GzgEw#-W-;q2`)s&D|Fx6*D=FeDUEI5Aq&+}+}rQCI+w z2z+3s%Fb@*bLGhaK@=R=jS>J70Yesd9$*zkTz+F@0CM`&~YcBjEsyS z_*A3>|N4-W(_-}by;(*=LJ#1PB9@W8WmpD)1pi3C*DE7_!Z%yLd;lSOwCHQsSV;l8 zl(4IBXlOtV&bVhl9fshYMnXexUthuGZWOpiIHgdbZRo^y=U;~-P{tF`meC0b(tzo< z$9`eq1qJ;6{X4Qp!^U1*Qc|+_k}hVuT!rh8i=3SuE0}995}wS$X%Tm)oEM{f5s>JJeJ!I&_I9N zTq#C;!yYJYwTlE)Xu|<;z;Tsu$c!1$PI}E5|R4*o6g2iI%o?TXIotE;(*q_8awq^_^8HJRfXq05vzK_4Uz*y!G?*t2yM7p8&#OyiR~3JhJD{#vw@{oD#R0t;l;g1fhcv>~e2*a<|e1K%TyIn?Xtj8!$A(YT>@*tps<-WHUA9^q^iLrlVr-=G` z#qpgK!e>-z>FB~h`1KK4_lZu%l(1=RV9Bgc}cdj6RV;?!^jxY6-r9@ z?3qlFddXWxvUc0;r4}JE#2pu)R*kr4z0bJJw&Ict;iZqBaiaSpxvJmIyG8$97?~8z z?>E9{p=lX@Kuo`OJ5O=z_WNKc>uT7i~`+y}wbCornOXO^i?W5T1?JvY;OkbVuk zlW~8!#+npNMIJD@sV?I(u7dUsDTOHk<$^#U0CElh7MAnX6)Q9IdJwfA{~qKK(uo_^ zXfqA*T!QX%=%IAqf+ZmBBf!NVDzESP`T3D{=+g5Oief`jq4-TKfW*u zA)VZ(iCp<+khsKM*v?jd1$sI#Mp3k34! zyKCTCB{+RWGa>+0jDzjAlHF7*7}^~Ni3dm>8Smi-b2Xu2@T*@6Fxcu0QsiU-O9RXd zGW`YW6i_g-vu}u=w`--d>NRfpE(0P?jfB4dTI(+`*QR$@#|s{7Vc9u3$Mg0u4(loA z(&m#7#p>2I)5y>YX`q*&2w$KHdV$dK0HRijNXp>zUmzdX07Pv9n%S7rv8UzbjR!s= z1|$hP6M{hfIV`$PAOC*HrlhLc3GCi`0G4dcN2noLssdfoYJdjFMDNd3kiVC^ai*df65{YZ-rjP`jCGIj-yE4#++T*eVnYU&Z7gFV4q zR%n+XV-TdTBh~l#tdJ(?2;9ol%^ZZvYm3Io$*CSV(T3F!rl-Ol>~t}~YDMbDpi*Pa zp3WczZ@^@TneGAt78wW&{5~pd%5>-$~J2I1P_B^e>I~mw@=@9$)I?aW^zV(_8nd*}2I-pQR1OYT9q^2&z zTBxX~CQa8M3RkK4?01rV1L;0&OpsQvFv`_u**V+fFDm&;J3M*xa1Q{5LsI-H{K z5#NG;pUF5@q1t6V827LqD(@daQ*jw}K6vr+C7}OD$WO$^#umPqG3F7SM!KbX$2Fw$ zX}H-b+Foqp>+0$Pp=}~);S-S3OHju;4zSc6fiXiy4_qJ>DpqF#@d0a-+y3}%$dr0l zhMF44yWJNYv5?IG_s&R389>J3p`j0-y`uje0YarNfn^}(3?jd(B1V80A+;isfWChH3LIv1U(9Rg{hH}1k4MOYfntH| zZMlBY4oIyoF~qfEtsUA>K4}p}V z$?>J9<`D#CL>_xgTIB%zXa@e1C%pU)BvDd8J9>g+og_YcDj*So&H6HL*Hkj+moN!5 z+TS6*WuQSs{{li_qxL;}0+7mWf6fuuQZBc>8LNRYX%$cmWQQQLI%H7*K7t_O2yo4` zm84Lcp8KK{SUs{ri6Y*-CE7Ks0Q1VY=X_?$4F^;B%KAOYBXYqu#%)jJoq|!^3Shmt zJRAX7Rg!=MiZcM(xgLJA>v_`mS^(%LeD9@Dw$?=3^-XKK*5o|j$^a{i##M7a(1;+)T z7;7bUOF*Kvt^n}sF{>K;DS-u2!P&^ndgsmIX0VAjF3cfWNazGMc3*G^6%q$k2QpDj z)DDC|l2TH~bJk^!!2A+YQVs!GjEwMiT5!Vod5PrJy-9jT!O_Yr2v9nL@bRy+eSxWr zNlw;Y`*HQI!hD1Zh(G*c{_8p+mjANZs$s#086!PeQlUU^==D-~zcb@Zss}m%T#Tz8&@Etn!1n+B4gmxQc?A6Q2fF`%$Hka0Q8NGMCB4G_((fm@RnNC@vw4$Zf4Lnvm{ebU zIi9omzrOkiS5KRKw5r)#K9)mmdzoEG7KBI4cjd`KLWqs6OhgpBa$fkz5AI<6f4%2_ z-tW^~&BwukQ#Ct-k{Rp&|MEP#+W{rBun-y2Ak`@lnGVP^N9*a*?p9{xy?!?auUG+0 z=Lrt7JOEoEPuP^y;&w}$@apClXA`8@C+b_0raXpIAy{Gr~u5a?(Iy5$0B!BBO$#S(~?sIgDCZwPkWHX&# zLaoG$8_iR3_HwgP-)~4|WpgWP=;oznq&Hn|CukNWE>p~rI;9^^mZH26Ec#_h1}mNo z8dzI9^DD8s_rgjXqQjA0C|-1n3=?v4^i;#lem#-nO7UTKcgMxkvB9^qXJ*$o4MOg= zUg_e?E2@UpX2mg9WX#oAr&xS)pI=DU

wE=!=m0a}NdVU3=%;4)#ge%&F1&vzuZcKgP4$r`awH+i?Q#4%1f zd>0AX+tzmKgIN;17*8@fiE0nMHdni851q^lA~wyW7R?H*E@sBO zg06e|lDzo3w&7Gj`6tSEy68M;Y&6Z@U#y%JX9mpc4UUek29&&i-+nj(=2IiVjM)7z z+A{BY8}AXf7Ox&ezWJY)dBz?U)esR*s~!zwwE$~X^t1p^jvz5nt+S%Q($I}ExwpLQ z83Ju`W;>`%#^P(2XBFEOCFvogIr-fEwFImwf|)-DQ}}W)Ogs)NMcgqy*(Psi19hdZ zm!-@mwEFeY9Hu4_7(kr2zDAemRk4YgyT-C=^fY>hA|vvYFB|Q)J~*ewA005`<*YeV z;0I^Ya#w5F>=lg1mWWvAh$AF3f2#gGom!bL`1@{lVGE2xpuwok(4nukHW^m<2Q!}2 zdq>#eD=?!_X%=~#9Cs=DU8DeIkTfNg`dghRKUXa9ibL_VC<054WKUhe^u9 ziqU|4105tAZBQ3?2wrSU3O71ECBhvt0Mmh+o6h#>DgFIg*df^?Fy|eLofjjnsa1=8RooI81(}12yLi+kW{yEu4 z@I)C^J^42&5tL|$;S!vgErPCUFoEp~lH+VB5&yp_kf0M!>19tl>sU0l)vI=9G3tFvz4d~ zRmf#;*>(eQy^`vtW}T#=DhhAVE2Dwc$ejH#5K??-T~&gh*yVR035kbZ63WY9bUEKd zQt&{f)pLZ?*4Q%$VCsmbS_>pS?4b!TsV?zVS|pU^F8M;}tCqEQzS%u^Vd(Q9h^L47 zCZEAoGlXTB{hnR2Qo!nNN|1t_8NA-_Am z_#;Yu4~a9NRC_>vx||2Xo>xI%G)w}jPqhm61;KNUPEa>@@> z-&&x{Vt6wsccu^Kspt?hO;UuEeMAp7X$9i6T7qsWuu!oU#}W4k?Jq+oMVheEZO20L zvU%vu4^QONJVNb^=qr}#E07+7i72!s_0&pE2CfN5bmW{|}))PB+$Jr2h^p_GXsnYzuuOzjrzp z@GYD+#8pv4cVhb3!&Au{bTJgDpIFfd`kpAi$K8S z)fnmD?t5v7i2kR5G?p2+wLCBLX0W0uGu}tfUH)1{tUP~2)Qy*#3kj{#67g9e_Dz9cFGTZh_jyt8+N8>Ny~p zY~*6S?REUW`oZ7f8BQ2b1F`K{;eugnjC@;qHRngTcZ@uT1Ulx2iI$FGIR7;M7&~O$ zC~L`YZAfa72Z%F2G6TN{#`^#!_F_-nH`gbNC90OnTZz~tQoTRrQ|t7?QHEH4O5rV{ zkti0(#>3)V0=>KKa5GnuZ9qy%^c~4_SKf7>Ee>)u8rPlFmjrxec{LQXL?UNN64fZo zJCk>}6?9DwZ`~!$87a9VAgmukcB25aE^gupE=Y1RF#fBjncRLppw?YVA0baf;QNjT z+;1Qpp+GmAXTK@NR|cy2AiiYoM=js9MV>ddM`xBhLIq?jT>hWtde}Xnc8T`5crFos z6H;0+Q2|rXed4~UG={lvhO=&VSX}k?DjPJvBuW{F_#gKwLaSt*6Qdy|7D*ZjJS*GA+9;{ zo*GS=p1nyP#TPlGNhV5OMK{Bmln9mtIhw6xa$yT~VZ#2DqHAH_Jsa&muafyakiipt zhu=1uve?(KCmA&L&HT{qmrwCoO}Hl9?dhRDjGYBG@WNj-wDNGa zN%r_0c6Pn`+ZfHxmavpO*VH%vPAQ0&uP zRtuSUMAz4lawhpxx5h1ImVM;UBh|qJKOwO@`qcI-qhbWg_mEa{lOheSJ6OuoY;RCS5HWv2x&; z6l}BC&mur+Lz19&>1THQSWhBwxB140ZPd= zYJt8ZeXuXmmv|9q3Cj;^DEXl<5xg>^@6{7`M!js*OumfhV@$s58nQobbRsg=79|wq z-aMG#-YQcaypJb!$c;tOC4Y+ka?#O#GhU#W zPnF!#$$~Jvj4koc16b!3oX$GA!WIcM<*>>o^+Ts;LYO!-$_UFfl`vPJ_mLC4c zs)I3ejahD)H`9oE6XQe{1h@>KvJg56=b z(|C!CP%o=nF z1FLlA$uhxIA5-@p_fy+%oIT`yuzwp-mJS8aU!nhL343AE(AW%za)QfLNiAqVv!sa* zXsiWWrWlUI$gETHrl9rA)Z6`$*6InNME$T=A|6_0HT6^Eg25G}Z^jb0#nC4CsRLdf zg-U8r!~rZUFyr9_P}6l?vs4Fro$jCWI~#%Rx$N=0=kdnq(3a@OIoA#3#Fu}&qPzrs z&SnocCb>NM#nIbGWYW3JP%GC1at7$}d6Gg$lk;1%E(1YPn^Pvm)^?@lhLmr3OiqIyfN<(dFEBrg`5H*=GQ&7-V2h{^ivq%y2&P)&Lg3s8AGN!A?ch?-7dl zz?i)E6j^f%j8tq!l(_O!FG96pw~R&krd0IG&XY~=6o@$9`pEuUHV?GZakxPH2x!;} zI-jL6vI&q#>?yI!V=WO;5yE&D269^OSK&eP_a~C2624GdsaSonwsPXR4^_?x^AQ#1 zA%TcFg@4>a{Peh*-|m&D;Cep82>wI1g?oWCf?RV)PRQ`g<4zeqOJCNz`WVvsr5pHc zJ(RoG$czM;%um;Umn&g(85LsVnRJXuSU0G*%>EOSQ2PnT6|MQ17il?FE$h_!U zf1sGFyg0B*Drr?F=Ze=D3N5_RC@T25o9>JxjqFON%xybb*Dzhzvr3t_GaRHdp{4~G z_;%W-PG99WmJglTSMW)5sz`{4pYn`uEcKC|pCO`<^#6_%`v zfCKCL>+?ksJ*2S61+DH01x@|IF{|Lk&lir;6;;{j(Q)l<-T`-f^_uvz^2aZ^EqZpP z^7@{G#)|8xG^m-#dn_$&FA@YtPg|4&B}nV9y_3D;0WskvmW10zfX|Zx6{5S3~@<*L*jK#bQtK#V7MS|0InwmiC zWtLDBMt8$LFzDjTozw3kID@lMn6jWvj#T_!WN;*F$r{#(G-lhl$+}f;^igQ^b+WDCd|V_*cT*>-coG6I_WCj;DwyP z6&$Y0Vf=pB^Ko2Ge;U`1oh=q6SyyvOG;~OF>^PVfA%EA0pH`+~2W~FDu5lyqfJnNT zA5D?F;z*!v0h}q2vIvFZ%z$GRQE%fVzwM3qEoc7s854Xa)q{RhBAWlJ>MjRI;pV_$ zM^RbusRsVck_taj=A;(uLp~Edg+l z4=jy)OXA59-EpBjG6Zd4SmIKEF>ZKWFoXk?L9<_h5^3~W^4U2DV7f(QIb||j$c*>o zg0nWtji=a?MjP_mBJf zA#7(?>82X2Pl=x(-rCPfpp(^tAeAq34pg-82i(<4yJO`n)TVcs56fx}g;N<#N$_=Mj(L99H(rv=P9KEr+p133Tga}jq%7#Ga; zF1rD}dhVy5c02YYCir}dt8(CseHr-759$3uB_&r;q^?w8Tu!7h=rMcf9<~zEdsjT_ zK4~ORUlf4rN+{@qa><9+_-MF*_oEzXAS>Fe1-4K%5UZ?03+KcmN1t9C6`^aU0%__W z#N>&uRRon$pm$O7mjRFOCnCBkhsR#J#y<-WnIso9CF<)1YCrY>`^#>QWL~3CQ}5CC zy@^QXr%~XTqDDHWc9~hF;}!66A?0B7S2DrN+uI79H2rrXW@w%>%730ZgnCQ(W+$uX zdEU&2OkkO8UUobkJsR_DnFlz%o4LvF@WYq~9=t%%=aLXNf#bJxGu84GV;H0+{QD6b zc>!Un^9jTS+3rENSrZ+@Y1bUE`PeCZY!(gZZ9VzQ}mHm>|XbiGwvlwJS* ze@y^GgR~5dh%|zvQUam^(jiESDBU1AARyh{pdunlr^HZ#NC_(45{k4EQvZG3&-dVW z@;`cfJ@)|WXRY;KA7+#3LbNE@5iu2f^I-h$>-NtlP1u|Q`Y*%{T$>8Ojto4u zQX4g+!ypU{(l!W4V#+~m$QOk5UGn%DjCIHESel>3%9MNn<9FUIti0LO^IPVJjOM4m zzpwpLOK;m-4CoXWEg-_lZ2ng5|YMYry-UiZ>3;KX%* z=6L%_?+Tew)RY-lrdFa_iP|N{gD~evBxKOL&LMlt^@Cyrg~jw1@$4sSD~Z&vFQ;z5 z7GGV}>v+JE>0xfZdhMQX{D&{{(Tc09w80ol18_?jq^#&{;IShd!vc{N2&c!lY%H9sX$`a!n=QltP3b*;TmC;&da5n# z`N0?O?X_q&>(2u+uG_11f`0jY$4Pp)_wOYf*1Y+lQNcG!V`WRY$9A7=K0l@WW_2j8 ztFAS6;r^%7ni}rh^V&tJhPr)vpa4ksOid;!OW1;-jI?A2$XURC_w;)Gd>h2=_tfq@ zy8r&p4<)wL<+2DCuJ3TIUx*wjf1y^&`|IkvCy!MWhiB8$oG$kePwsnpXKFLMci*C0 zEtdDyd+Wg*duB{K6i>_+DD>V2k(u_=`cgcrV9>jwB&vU=b+qLllt)@-C;omNd~naP zySe2dAGQ5Cn6%f>-fDX_y4my~SMczmqr7@|tNEqTecLzJlFNRczNHuc=Xw9$MO7%z zW8^l>RvG^GjQ|=4899-_6CbSCxFrm&0E!O?(GonAM=1!U-{jFfBe2P$2RT4KSs&u8 z;-YG?XL)%J#!uNhbK!w?v-|W{*~jN|ViB90XH^HepMOF)rFLa7X_s(vEB`XvIx_Xh zveHzO(zGt=K*XHaV1eE_=Gn8bq@J&1&e2RaC3DaRvDt*fc{-xNfw5BY=P#wq@!Hl< z;fD`wrvdx+Z<%={{yxmz*#AS=##-f$?Vqsn6=4qSj~ercJrAU(n<~x|AdD*fpk&s1 z&&z55>ZafKIcIsZ;Ta^ZwN=r>`-Ax@_$bM)%YRpjpnF`xM-mPcf}Cnob7%S)!K{W) zy%l#YM4Zj@fhy%TM)5(j8YR6d+LAFcJeD8rF|)lo-t*pl#^w6}?Rkb#Z5@cWoUZ+> zEe{&4;ro~O=JK~zO<7qnjV&ID7)Ve58+A~OV|^`43iy3W7tVn^hs9^XdXF?1DDH#W)6it&*~z5G{k5Ww6SOq?P6Lt@TgAZ|gQ&AJz`OG5DCM;-8-q%85S-tZv3 zGTq#)Gi9+CxN(IdYA+)oaDV-~PV<+aO+Q1QzFV}%lUS;cDhWCJ)G@DOjeE5e4{gnX zS!txE!KBcty`3uhcA#(G3c zkT!hR$M2sD5Z@T&mD1ml@FX;4czr3=C5?_>x}_S&{}}CRm8CQA z`p9k&ZJ68NruqAl&}+^{YU(-pKt7FcQ3|03Vz)p2-4u6P@#>!K+~o1~1Db)hK z!GyXz$?!gh;YNUH0*AeqfU~~~B#z@i-k-r7z+^RYVDL3H)ffKISlI(M z{kj{j+-YFa?s%(x;`m(!dCVy3poi0VaBRViYTRkZs4R)lexW#bAj0T(X72%_Y`fO& zEpFoPrddAOL@51hY7glE=+YF;>tJv=#u1Vrw(92s8vs}7Kcp2L&zF&r*-kC@CxB5k z8v^biVX8FdnFEsNAivj@Bkk@2mK=Z&P|O6=pr13+^QGSb_q#ZwcemP~*ht~5m>D}g zl7Aat6JXobLlX^$czc*mBrDj>5Po!zTR8rT1ZU%Blv=XF^@#FkvT4IxtcFdLJPk&1 zd_e=1@x>0brl#H(UHk%f0|=&olf;?b{5q>0S|i2+;nPiLc*uIZ$j}x61EPZ00lEZ) zX=rToo<0(!jAic&pW)@BKvc`&t`b#r)jb_6d<4XZDGfKt86BymMm;dcGwa_0(zzTC zx(>`7D(_jr2;P9}adI{RcG&-Za>Fg$`ujiW ze^&#)#7T}|cpG)fVbMgN#RLwQqA?bQx8HVPZRL*Gwr5@L%;?21T2-2kd)dUg-hKDt z%6rsfV%-}fw}s-PugTG46(B|dmuj4K_|%Lse!)Edn*;j6ukd%gQPuKi4TnE3S4Gkc z#PALtQdL|cev$S}xF0)$$qF(b_cI6A%l;M*H#i6FGW_8lRVU^(=4H4v?$vZ%gYM0~ z_9r#WT5{ad30`SjV@NRD+}?$=f4@nFmNr*IhY&R^ z_}1W%873T70SU&_4YTFF17oMt2lojCo}fBsS4F(DYUO@03;3|6 z)1`9LlGhBV5aH6?D$GJwSiI+E#L|rQC0k+q>HYQ_jh~Rnas~iia$34~UAxksu%L&yTgr*59}4Ts_$Vs)IWsBo&f~m3V`JW! z8~Jb9iA3zE)t13uV^c67z&7W4jClFz+}4Ed(7&dth~-VdN@h`}k8z*{>}3YJf;fIm z3NUV7o6h%qpdk7;IPuCLN8L^QD_xR^kG5UFtQ4_;cXxiTD&%Z&CY1cP>c)4Gx-5!< zD^j>ek+W9I;kasP)akSR{!!C*7bmZgB^r_oi&D7K(uQvG;^okeB=D}Sgz_w(x=|DpgVRM?yf-pZdG+FP7;Z5 z|Gw^bOq|hjiXO7AauEhI9pZ}wh67YC1+YKt5_ywJ^ui>9qb>e<{-e=!PkBE@jWTfC z)^xPMkRWK3Cm6#8#|5C4Zi-_%$MUERLjg;ZN^mt+9Tx3)(OklpD%%@(OM>|tCfa@W zA@B#@9?-=C=iZN?74!H8LGKKOh*c;pAJr?{@Ty~wa~F#re?F3cCc*O=sDp{PS^CUb zKIQHD+HtFQL0aDET+AHQ5~KyZb^EzjoZKz6yrZH@$kp9%f;)O&=)GoEMlyeuU`d2fLXj3Vrc<6|P_W5T&z@d{>rLYe5~laot3o{_5@e&hKi=;8VDX3`jFb)q z(8n~$TaMA%Jgf-Dq_?_*`=#G77jfm37FQ~}=O97lAymw$${@8+=kiG33B<7ARl%HTaQ)mTC@Kr)oAnhr=OiAnC80GF}xCWqbjxuHkb9HC}58$ zYQi-`UvGY|YXJmAa!omc7&3iBS*<%oK*?#6Iy1^P(r zzSmOHF(M59}--u|B7)U)@OIEt5* zhzTdO$c7?TbTNEkr0U=DN*}K|C%4tH`GexfI~thfH?M*W0XuIlRYiMka3N_?CTwB0 z>7cX&3?aIweo0;1Zd6mMhs=s#i^En?v;}#gt_t#3%!D=M8KFDeAYI~mFdO1*>qkWI z-Cq|)TP#x)c;}W%;a);4UFjjGqD6+HXo1$}z#vy;=ZSYDprJ*suqe!4BAd*+Of>v| zld!&UN-={M*QCMUmE0j1UOAh}*Bth5pxb6!@_3Cv{bl&Hsr*$PTX)S%=la*?ZpP1i#%YHcOk3}Whfq*wDn9ji zwF^yX+|{KU$`GI6m73L9-g*oE+!toW4`NU6&PnlmLPvj-iRoTU>QvTqI6X%fMDsMu zpLj480JXJ(@~jESa!wOCEWY5+g;@l)pLq~g{`wJre$0bC{_B6Mc@d1qq=_mzpnGo^y~Ctpz}h%6}@b3h%WA=f;G7{h!7?qC&$9OiYTaY=t)Bt%P*4E|7RJkb#T<@yv| zK=6aK4AW&!fTdkYX1PZj!?;+m2z)s*OMU(4s9pq_l7Gq;6AhxxX_wkh`Tnw+K#FvKuo^oHpBt%m6Hj%T5BU1&jw*Ab)j?$ob2jszO+3D-j6^wCx-3^?FS zcL!MnQib1332eI6Trw{PYnQ}B-nXJK_~f=eO2$4|j2}vPvYq1l zH;5|!7}~y~U~kiG6tsY{&=*2q%iQ-oFLA*tn13{7I!-vD#xrDZk2SB2*Sb>_{1*E> zf>rf?iE!btu=P7z+96Q@mjD)c)8=VncjFsC{Q*AxAXy+Oq|HMgbJ3jQ?^^x}J6nAj z%J1m=dz!a=onszISW0n8?n{CbL={HC%!Qax>NHe_=EOpUn`%2qU%s!Q_OPK~Cstr; zj<9tS$AbuEE9JyBeEi{(Fo?HFO(AM5>Yb=RF?mRWhFT`ok!%ta$bGPn^=s?T7L zClUOjzmV^I+b(hcGtFDf%Mq#y5HY+%!5*+A8*xfKL*?Q^@!-<&aOnDsh~RtM{2=pB zp}#`CyOpTq$_+h0N{|%gB&+~#1^?S>j0Ciw2;;%^HM{Z{ih^bNfC=QLuTLW|`Nm5u zIuH3nQ19}KRq`kbm1(SkzU$PJweX+U^X}LsfxkqpCc`v``0+Y1rD%joBs(eTw!NmJ zg7h#qm2{DUt#9Omt#7OZJ^MYcg)7#tJT@%5VB{dy&45D#C&-UYO$zpQ-Lv{T$`TIa zxVyqFwC9IC@(BZv0zPd3m<^cKm;AM)QvUYkFP|(9I0Ei~qfFZ~!&s_qXEr~g8>del zB$cTsi`R91!w%}48e;+1;B zoM8ma*hn`EtsdR-cfgf@+|455=yuu6w3U7Y`4+9;4eEPzBE$+rUzq4rylO88tG&hD z?79fmyqb`b+VUp7>jy+{mTqFv0BR*X(|d9JPBY&5YBiiw&z2>LkEDcX!6tBGB1OSMw#YHv_b}? z&ZEa0wMg>_czzC6-LQC_xL9xV)Mdzk^cRY^XYQr+;gQ|%XQztu#0c53Wd8tg5AueR ziN7&1jZK+1QL^hJXs%y7r-7k}(Smg)f1Q9)$0?y1aF< zVtBN;6-!94V*>83lJ%c*C-J_NRS%Cw^zoZJ>0ldbNbP-90?YvSc~4x2Z_FuTzg;%t zzvc~*3lWJFEXRmZX!aun8juw&ychhc%P85W@`L=q5z5CdkidU|)Ep1fnD1|ev;U%S zZ!{8ByygxGrg(LQ0Hr-DM8ILRib~|O_a71k*&}~z^Ff*@n{~7$ffP>Lon}LI*o;U- z-=9+1vKZ55KZ3w+<8ssSE+g$tyk)Y2GLeWC zHAWa4fJ^}Clk5g><~#|JH_AIkOZCB#I$uRiu?neJg)2o02O#maZIxPz^y<#?5Aeq3 zG?Pdr4r3ED2AGCpw>y#y+#uq(CIBPA1H@STYJSk{fxk3z8>VH$0S7=0mW^)#v{4wI z0n^hKVY+P;9lr~}rCS3eB+P?FK(H=WH|=(J8jS1mHexScaN} zo#k}6^|T*>?0u2Qwv@l4g+Nd459h}(qB!Qy91sC0f;pMs9z*{-)MyK% zXtMn2RSs`RMUmGYWo=w%f3bVVa_cFl_P-Tr@CIEM2`sq`5Mxc4E>9>L#Q&*W@Pj$7 zE=qJRdCVxFG2xK1cEDsU#W6pUte^%-$bt<5Kuq6G))|zW#gYm&KtpoJ0>zrSzn*Tw zJYtx=NOSKxH6-HsOAjW#No_Un!HhbN)H{|(yUQ?#9gN@)OIc{XG>f!viMK9nLy_&9+h9H*fP?NV6y@kE9e1D;sfCM)I!;n03)m-k9>n7-WJWP&q# zpqS%jvH;QW2Qy%fp+^!HeR$_!YMzq)dZqD*a%RAQI+Vh432X$e7^xZ(DG@Xl=w`9< zdUOC}7Ukcr+-i}6LAdMVsm~%fE@o4E5;ULvTL&OqqpF9*0CmDJ-QsPymVOAOLQMEo2l|f+~J6x z^#!%ZnDNC@+%qM7CU}<33?R_c#R~+TQF6qg@572;^H9tKqUwJiKTO32|7K|_E8+#* zTUky=Z;)s)YH%t1(+KdRU-tY8wf>{;!}=vC7eGMGr~6ZDzkYSV4155PwFW@WP8ju? zDQ2rW8AMfkc=rx}U_mWm?N8=~lN@dJZmWp1_K?;45q@z+k9EHOGBxp1j64uk(MQ$~ zII+J8jcRu42wBHpqA9J;D}J-~%b`7MQ^3I6c4LG7z_y)4ZhtZ0*643XX#%=C+ef=d zk=&64b>H;6uf_dL(inI3Z%qAQ={Im{QXO9BXnp>>_BKy#(iVA8%$t`o593IMCuy?I zuQM-HGpY_By=st$e%pUpkFe*+Pb}G9zZ^9t>nAU;U8EHlAQfav@hflj=%-|4=r7Z; z;^n5O+n=tDnZ+1vugB3|Je6S~vEzh}reEniRbO6_4g&$7L78;{_`_%buyX{&Z}?u> z*;$y7kkDoJ>8j$W_%vv0klO9#ay>siumE!__{rkhGjrQ%qph+e!K2ypxu=gPLV)?e`A+i}xQ#es;n0QQNqM(W9Q{3feM z5bL-5qg#<8BRT7%BS~b};}TDdV?ulab6HLYhX70GOGopv9^c``xYm0IGB)|SX^Y2+ zpSZt#eflrSqFX-&)!>df($@}E4fMpEylICEb ztJ5$%@X$6s7SjL#G1M!Dm`JdMe)ku=zP!#{{S71DaYRnvdG+Gu8Mz0wpN`(%*p!ZH z`6J_u_3hY&}UUKzSrM=b!JJ2HlzC> zbfZ&Ra`T$dj~Pd&@nOmvtL2OIbDgbcSV&dUu>QQrs;PG@v+=uMyd~Rck2668tWfYU z5w-wuqc?r~-vKiX=I$PXd?YN0z#>%Ms;sQ+jkdR?Fjp96dC_ec<`A1`{9pP8ELu&o zoKnu@?+F7;Yd?qlb{%kQtGrP){_)2O`F$5b3< zI*ZGrU@|wn&h{N=sGl;jMP4ubxoqP=85scb3>s@2L$X4(dr$Q?*7Jxv{bvP{l>&F02GnH`e^v_K=u5S6 z6nrTk_0@4l90H#1Jos?Bz(e%8znt)c6~GxS^O1)mnQ(@$wN-8!^fP3LT8FP5UC#4C z!i@lM8-VTA$oK0;z$5_}k>^nd_r%$nbQuc^uH^#B`>^zH-vsLm*g?xlF<~9NE=$+8 zSt34@8N5DF$vkx>)G8V&GRWH?rNUnJ;CUOSYhZ4d``~#$Qje~U~EO!<3$-tO55Q`%PIZz3}3pNEg%#&Y+ZGd6LyaNlH`qG3&jV{WGj}8{^&!Haj zKPFhB!P&$;OO^hPopbx|jIrD9!4dMQVm%@|Hs>*4*@yo{^&N4$ib z((an~f}7(sy*uPspZ}LW#W|i>VW(PMob6g065cLev(3Q|DG!-gSYB%bZ6l(#gV^i9 zx~tXLxKC%c|q_V4kA5HZKqzKoP`2-T(A@X!VKDVsNv8nc)x~W zVwbYW%TY$Z$ITV_8O@n9_^yRWlx0v9{3J*01wh?r-qvWu_=*&c13n=p3?M0JV$;Tg z{}3y*{*zJmiKMXjD(XST6^D{izo@9orXaoOsY6Pnm1v4`kUvr1tdK|)><&ylX;67h zu0FyK-K`Bq;NlF9<7+&0W{FZBv)XM!`v(WI3*%2li{WAsA_%C5a03cpB-$8HwJb*Q z=j310=ma>r`);{#wSfHb#8BTPn_>iG4zJY)ZP)cysWo4ZMEdX=%7R0qh;ggcZaz|g z$3X=mda?Ln)!}O{Pz%SrMf(d9q{uHu8N&Pn8T5o#${S{3upVHz(gSypf3J;&UlPaJoA+cbe&CmJj5;P-4j_k^!%}a-I=F| zWe2*4Spm^j<)-HxcB15i^SIX;|K4-HRfSI^HSP0M5Bm|$jWy{NA)js(@*jxB@ zcIyTyTne~$?VWusp{{A5gf!>w%3gcXV4495Xm0fa_TZO`J}16g(q+U0T~v{~}T2#lL4Eav%IJ-a5F!1VN$68`GW z(a)y9=EfrC__p0QTT&hio@89=5#N&+7L_R^57U+2YGaJ<6Z9`bs?_#^Dnu>`?vODx z=5v6Clwfv4#nqNEWn#NLloZI1PXj9-pm>r)^DtPR=U!e6Sh)mnq;9&=-97+=)~3M{ zY3b)wfZ$ib;NOo+x%F-qlDN=f1xbOSSTHB=bb~a?$Hf{YM2b+D2BenuG)ZU0So_r$ z$s2N)`3^IhDGD+^r;)fo-Pr|gu4hMxpT>OWY2K%+cR0m2u` zOy6E|YPurKGqfx*QkhzX%(E+f%_Yh2KM!2ca1DS8i45DSTs;NfD07Qmp8b=N$?zJZ zOsn^)L>i~Az*iT|>kegBq&GHNDj6x$GTsau-wdq)EEnY-VWr%AKLfzMBE4@61=1wh zsI`r6KV6}_f9Sa}s$diEOXW}eH2hnxsB%8cOi4dC;pO;eVZP>y2$Kvd4~IH6(d$QH z{_eIvn@ravmT7}CDx#bsrV#>z#F|eMbF_4O{gN786j!^P>{>Y!fSdHUH&5tM8kTI| z_fyq%?3yw$kIY?MKR6QQ6FudneVOPq?JfF)(F6dC!QPN@+CdTWh|6I&%E-YzhFR!*5xp8N=d(2 zh41f2F{Uu(;AciGEC!-xsR5XyxBkmPJ{Uj&S~{p&?7`^H@SC z4ple6CO=0QE-2()#S>dAKl);7G|`Mmlt?7%vA_f-OBfkBOq7tDEr9NqEj}ZhbegrL z1q5rAm&uzfKS6@lAwqZtz4xOxbuV)h9TcqaW)K!`+CF)y>0GkIQ4_A=Hu2B7ymAK}=f0`LG zZ%~azcd2bIL@Z8IO}M7d!LMjXV(zcg^Bb$7IAFbP7`sdMlL2|riqiJFis%nWrliAj zF&nJ|<}$5Cm%)lpL&4X1G;OfUn2E^HMQr_KTb4#WPxCf6;;ds-4; z$wVrCrOgKbl&QW+Go?uGhz=LuGh$1Q)^94ei4wA%tg_N{8MW^mDpPj=u@<8u9L@+U z6Pz+QNThTi*OXHjNepb-qlAwd6etR?Uvl^EA>XLdxm2JSub~CvLaGHmAF00v)_pL0 z@hy*Z0as3Q;2DEWn~;P3F(??rn5OXrQ*lw>q(Y_+f}l9S@x;++{}iyO#Dp^76noyt zYGyM>NeGZOF?~V&;KM$nI!;k>z2419CFh?$-?4(bzQwogbE({uqYJzajBkU8DNhoa zWY@39Uqs(Npc7$0(w|i%wy#3>(=G}A0?zgZc{AR*WL^~w^gJj7a{===fco-3+sp5P zJ26RaI zj6m?Y{aS4NRbuYkkpif~Vii%vKa%%Ice)rjpJ(mC@BN%U`>M^I+n`7v$Sg2PyL%h)O z!L7)wv=7dIikRovv>*2*crZsT#y$JYteGL1I-Fze0lw(WMKJumqi9Zq)+P*gwBY9a zn8%FWB%?pP&3>t)W~jCDqVxN;kM7Q8iE=|jyekX*ekj0|?a^4~@d&LCURa1$4v91O zxG{e8ivw99uMC0KGmd#3$#x(WDO514QCL{xKY&P>V~$QP$ixPS_Q(tkYzTVh$~?tM z&y1ljZZiZY9C8(jxV3hJmXLN?FC6pt#4ud>*#Q4xyKw%_kJZEa)o`Gi{i@0=aKNTS zfTttnlhh08aXz#pszr6d3*D*(5ba97%uzDO!rqzU2NMNm8XQRel%v)Jk;FGlpLEyO zlNimixhT^GYtgx|Td|fF=@|kR2sH6GOPDc-nYEQAjYuj(Qj0fm^C=>ORtf*(&jsy* z&!Oyn3RvP|>1wH#qRWON+n`CI67a$8CCLe$hJb@Xrs$Fyv=Sv9peShDg;fYI<}+Pd zVvH>yPqs(tDnWd&2nwV~gzl_o1Q(&kzgxXd-j;0G2I4hE0k^j|2$I;J^55Y z<-!LXOs*h!d@O_pcE^PwwO}mX0)%N}7g%qpI6O#MVZldm%&SK&L%&QZ6*PfLkJi80 zd?9wI_a6^egk^}-g?>lW65Wmb_sawpE)mJzVJooI#$U5wpdsO*Ica=iRxXIz8bQ7rn*Q=g>!>CshFb;Wzqf4w>+S|rk~(@ zUWST|DGE%`i^PcIksEySPDMNa`5X#lyDz9PMB8U}RJ%RM-*cB!hujv6^zv9~aK8Bc z9M$0vBVF28WyW}a`$!!Xc7>l&kAcL@q{5Dqe`DrvdSVQ2J{DSZ6(VQOFBK>(M68_U z?qM44Befa^fiDB(ib_`tvQZ^|E8${Y^8IRSG}?^Da}Uv?>K21qRmzydQO_Kd5r!Uj z;xMH1V%`WN#S6lR||PEn1#Wt>?;fxA1jF-N0Gt!6~Q&X068xzp%) zEo2Ix(nM)@VPTNeJ|6X00*6wYJ7mqdR}>y9b#!tyt&PSM zeL)C5DcgkfxMP#3M7Ro%USI0vO|@P70g(`hgWAK-Rm1s$^uZ5J5hYS_caCBUY_FY@akOAclcjVBCnZtUvRYdN4cf)XEWz^#7sNUCdhb(wLtkjq7uP65=K<^UP z95mMLfEGmx2o_G3V6_3(AOO092$as4|L>f!M)+xWc9#IP-tb*my}~#xEPm|I?WtI9 z8oN(eyniI1uPTHUx)lle&{xQ#`y&LQyBbKKmuU57(BZhnyO;8Mv2=lc`*KAr{K667 zQXStVjfa+@aP4@$`P|pB?Vu?_{o*JIKF+IBDWR95fCibi3Pm~HAP(RpxpvNT+$|g! z49_CqimNZ9qt8GFhjH#`(0d#7HX;7|2dGSH`u<#jO25bD-#*X*f-bFRZI;=x@Ccas zIo}v;`zw92e?IG)5BQ$FrZS^7SR#er(!IjgY$g#XMsOLvg0xf~2;g5{Ym6q4a!USk z0LhwqhCLJ2VAqMWWl3vp@qH#pHs*#*q(oE;I~$`@%X`Ux@vrqG>8D=szUpS0BP@0x z(jxU{0%oTS6yqB7j~{pR_jHx%#;V3jL|>NtRQw0)UDXRID8_z-dp&+r?4$L+6m2M! z%7w1G>agiGxJ(Mmv9-$OqYhm~-#xT4{8$}x3yLedo5IKmuA~{7uM5}rRnEZp)9Uwl z0tia6yAzuoM2Gn@IpaJAgz>aGxO`?8FUDHJ^xTZ)^aN^0b36`#i-$o77{^S#} zRqr$3H?IsHrLJpY8bXmC%!1ax+~6|@9b%Yy%E2j81LyWUW}k61v@6F$X^GcA84CcljCj}J)>ebPc1VjmR!J#$5S3G;G{OGf3F(`aO`f8Gwt7(P~4E?fzs1f`#iMxfS_UhsbC z72V?bm&uw)2(E?#+XGxT{J)nNaufgF$LIkWBA)ph67PuKpm*&hCF|&@=@+dSqh!GC zf(8AJ{~p*>Gb6loiS42`u=$rlad$&s8B?p--^HOAC5X98QH+3cVde6&Hh6(w{WfE$ zu5e|4l!6=BXb*SGNHPNMImi`~KjAn?-FkkzF;AHm49%S24mHrX8S;01%o;RK4lc=q zPE5EnRcB7#O4$md5uBM&Az-3jQo4x24_vOXo+(zmY&#^lI3F4=M2xtrd{I745b$sS zDg|VF^-GXK`rZBFRl;a2)m1M)2+W==t8rWm!Q;nu*?Vpv8E+{y5~Z-%%sLRK^BO#C zA7L6)T-si1ur8bMEL=gp`GbjkR3H@82WULhpr956D-F2MK>MI7%qPt2nf2e(fRh&E zKt-x_Sx_<$t9+7mI589$ezdo04c9gU44Wgo{o1ghzBC_V6$a_9s?z|cJ9&#Vgr{Gc zLL9QdMB0YZMUljh&vE3VNm0sjF`ws%4*O<#10a2;S)ri!ujW~9e69kWPPkPmfW~tI zC)sl&2?8|q$U*v|qaZQ(AZPY`qyh0kxqG-lfGA-SFD~@AG~?0xT8Yy$KJ9T=N6poZZD8>^3r$a02g21-AG-+Sn4Qjb^d*BK|Ak4$OyoR-+=xxwZH(wMj z1Oo&qq<>IBcyh^U99Tm{hNi9raGnHi4+s19b+}j9jWg2d@DalOeS(wG_^|cCxxM}E zg12JiIDX`nLuTo{nbS@fWNd-=LZ}eMlvnBNhkf{@T!LHyq<;E3t5)kP(|i^*a359n z`3VojjJHf{LyrM;sO=JE`_yYNYkTGkgBF2*fAG|jiTSvY2Zi06Ee>re29K?ED{&>R zwTpl1?Das@GL4h(ivOd#8_}=AD~8?~K}g&ro~rUqB$OlT{oY+MyEqac8>v7qjZuXK z;$u7;Af!ny0ybVpI5{)ioPBF{^VhexaBb*3C+!(0L84OD< zpb+g4RF;R`q>x4*`Lou~`trkFMsW8Ogv&qqaT%^#V+Dna{-9p@{r8_V8n|*yC=Ee4 zu&Gps-M2NFBtB?>Q$qxiAS)0WA42mwaxGjPnmn)0k-te5syI~_4@BXbb3=U7K*}ii z>35W^+@EDc09vhJgK{o-)_JufYT`c$-)Z3(+P0=Mr*v)3Yo?qBTQN_&<^`G^8I%s_oiV|8fc>DOmw;TB>u)e9*!k@u76(uJ#;ETLGt_4 z?)O%YU|JcFt9`(e{5Eu8|&1VpPgYF}RKv8M>sD6!Tb8f>IL|X=_GTcH?Fq~DX=Sg( z)N^mQ=jS;S+zEqqdM}4A3hPbCA=5Q{%_+6%Wu+6de$kJmjIX#n^N!HHJs{8VC^U%v zF7@ikp}lBg$;|OI=Z`;^YDSLxXh{|8GOynG#~P)N=lXduR_TTL>zhDtVuu_iYi|EL z1VuMd9x@M7139wm9Z@Pk_pe+VNpRT2?&DrnYGd8=4OtN##*TUIub1u z@zwkI^qhv6PIXqn#E*33h8IFjM_07TC$5+n&XN`ZO9%YFqYz|q(m>(iF&=BCukrVR zNz_V<9Ey-^Q189`9I2b6x3?=e^WsV1p&pDTbXrYd4elb%h5f3L`mwM+t_=euanl_&XzWm<;^&!e_lY1L`CC0V? z(cYy4&#z}wmJ3e072V?ob5(VyUOHW-m53(Q7g`(ZHPvFHf1Iqq2@7VHf@B~OEcxlY z0ZZm$7{DSjh6lqZS2&obzc2P=gc}^SKJGCd2P}3)4oWrsUu^Y{fEZ9qqxM<8#=pDB z7;ZeeL3xeq@5#d>zcMQBbV-p6a1G29>1X)uzPxuxNaRUI&myFP5TJ=`;q`N@lHMBd z6M5~Iwm?u|b3eFIAsle`oy$A3VvVmKtl0HWxpG35WWX@D`}5&es!vY;0{>dLyHnGq zP^Z$H;wRGaZ?ce#UU6J)?^+$&T}?)B3y#!wFx)dqqidotF_8Sd>?R$QdQJ8gkLfeB z=L;nHK~FN<%X`#L1ynEf9qr`Pe=eKx_EYLTimobG=L>c$jv+DC?Em8U^`PqimgM-v zMC9Dre!b7hP7mB^Yy~7c*!}}-b_-W}OHyF53BF5_b-HvI4PD(c{MV1~s1;JFX z2l$`XG5EYZR#2?W4Etf;dSR8_=V^ntrCq1dWCrR9cSL{ zl8J2|CInQ*p87cL=$4bixfvw+Xl6xweVV9JltSN6RPV>xFuGu9pInsa{124@0&o#4 z4=9xZT4~Uvzw#@pxHg9SD`WYsYTbHcJPTkyuL^gms3aj_DD_qP~xz!4M5r%f{ z9M7>Ku;dLlce;Xixdgh1yJ2kuZZpT_9((^tyahLkGm1STD^|}8fe$9hJQ^LK=*+x& ziSr`O%#-vE!-=MW2M@GgOKX_Vs1DDb1^H7dxXQx4n=@)W;_BJck%|D=z}jl3uTQ&h zXsY-)BaOy)Um{(oPG(^eFJe_6EGlsM@|SJ#kbNPd?G{uEQpAZsgsMEVe2Va+d~UZK zYY=lrBEa)C6GmA40-!g^)(Vp2UGb3OgUkp8u!4a_STDUzrYDXi8h$fC>AylDv&Iez zv{`L)J?Y_p+h*$CyFu6VehDrjo1bTgtGG>^8iAj!t&LGJv|Wj+nYn8S^}Vq*@ON}$ z!BqSn=WC0G&sA;n6W;YtjC+^KO#`;t64ZGQCk|GRr|;sR0+OhCQvdTGb{Eu zqh9!8@$(WQR?!#n!uWrvVq9puWKx_gsS%mr(~ljoS};Ifi}tt{kp36GI$ls?aH=k#uzSU2i8Y3{le~pix2yAq-j83wDY_SsOat&8!Ed$%kibTqSdvT|D&wA zzfn5z<<6Rur9y0A!svOnSPJm zkO`CNlPa(+6>+~>2D^S#tNoTIdoz5>r{S_v$F(NznoqtJ^jvveE zb#m|21cTX=a={AlpJ`fuO1g9i?%}XK=0)wdsdiIsT6jcXD@PVm!dFHzumsV63wO$j zOHjLXZOHuiv^&Zm{QWVYavDYrF-(8W2aeEy5S5IoLLkAZwA;S*s8H5FyB{yOI!|UUvCZGbpTqy%83w#UpjdZkac2gj7LJC%V>cH-xCIR5Yq9Z0=|E7ELWs^@cuh3HZ zC@znxV)=$@V9;Xdg%zDTo1$BkeVJ&^xDfl>ml6b<%E>AxvmakS{QN4f8V6c))CvQ^ zWP5-GPDgLzRtK*azWDRnzT3p^LRRywI<@vRW1vTLrc@yd9F$y0UpYknelUG z1){;y!j;}d8gx_T{w|m^et1k@ztQStcB|SO@6(C_IOo-*`#Jfq0doL!&vk$P*d<_mKTmJhhLe2&6 zF8%y5|D>aGeEk+3Zr`mL?~x^Ml2&bQ>@%S&U}fxMts)6oMDJ`Q?h88Ae~s00XzZM= z_t+uapnk78dwIr`ITe7W>}LtXg|s=5;41_s2x-_j1b009fU5I^PY>a1>wotffIN2v zq~34;sDQ32!co9$rv36s;A&jJm1<%CO3cdwlRzR7c64*A?JzZ;z-7%bjeE=t^xtio zo{z~lqj-}9ojTb-#0>w~o301Ze{>VyT(H~hRYp#>+7M7t#W2$%{ZjX$T(zg+%Yf(} z;Q8-bG;MCw?yhmZ60BSerr~}>F=j~W8OO!#353%&+duALVErk|1?-ir|M51){ zXQ=ZjNN)md^AE!_HD*P3TK&zT(zTsY6eYFFGqvy57U3IkSrHvbRh_4{R z1_-Fjaq%eJHRkHUK$Dyuw_-7G#(9E*Uq|^Y=2~jv>0_2z^i|!Cwe$oQfQm37gL-y> zX!yt88*EcNqK!@9U??v@J4tud&^$FFjdAI#Xep_ zPNp3Mj4uoVMmWIEriY8k;b$_;p8sy*tYU7?76>L}*5H8lzpvNH$B+tF#b+_F4n?W3 zR~h30MPt-$g=p`kZWhhv7xGaq_~Eq-k;JJE2k@jzVta(THH5FcrYz{^ur4&WCClOb zg8;aKjaB1A@7M2oq!z|Ywu`RWF*ABOl#Q7;@j`-!CS6(-7E2xfA7gJF6=mD~kKQv3 zFm#7>NQi)-q;z8;C$cv2uOzr3euftkMH~a{?0mQ zowd&M*MrP(U-y;!+WQkXD@&*|-e+?Zz590sKD^`&(7JRm2`BhBpb&yi2Ei7yGvN#= zjp8yAt+YA#pMD%oh~tI2eKGDixDc9Pp#vu|WS7ro$y*nuQc$PH5(!6}T}7MYAtC;A zL2~P|VrzLZ?%u^TtfuGXW|0ZwvC<5Zs_saZL#8e65-etU)8(g@kpD%QgD^YMKhk8F zW#$lJqw=>`K*cWdTvrYbJkVX?&T7@gws&ebKWHN-Uh&>(FvDOXoVFgbUp^Ajv_@aO zDrj9-2cJxcSl*<0U{u7vMTre@6A(hwR@s2)WG8P6&b$E$RWuHAxZ7(=ac0S zfjn)$CE+rrxIn-sKyF9yV!S>94#X2vyDeFH_FLh}i@_86sVA+s8>n5dCYpeS0=LEM zm5RR^mk7u?Fixtc<~h}Kg^X#(`ji?7TvthIdDY%Z?_eZOEqKza{$URJ6LOL*;+A^j zBt=>9-3qFdMtvhFLonfhrRhLOw@(0J zM~L~9#S`F>a4Ren5Gij}bX&nlH-qts`FtY}Hezv%V=>5A{@Xb!6&0s9gZIU%nvr@Z z%VZ8!FeTL$F#1XH9vDdu7%?~GY5-FKFdi^A`b-jafe35wj}Rkv5(yJ57Uh4Nvo#6R z(8wm%@e5holcb~wzk60)(ta$h?a-s_Nww&>&sVY~Aw#=tdkW9dkJKc>qy2(f7dhdY))>=C_D$yhe(&3-z8G6=v0(*=#xIjy|3p+p@C9ZZyt zbDU3Vg7j77Y7+|OM)?!g#pgR$sqO+JMKw)$(YL;@fhia~pD4?)P2A{Ba=a9>Cw(k7 z95+pYPfa@J(c82(d7s5>JhGvJ+4uITVse*DUX2Up1~m6`HKz@3k`@f{T8f}~rwlwu zX_3_(Mc@YApCrJ~34|OdW8DPBEJBG3*eS*_8a!Civ99aADb3{u3GwqCk5MDHTkR0x%>_L`|DRs;@_Jk7{9No>Zvb7S1bKAY`KH&R7{&L+&109x zx=@_}!qKEgkz$WGN)hGYr1g4$;$T3EYTI;j|Kh|qdF{gdh<}qv*29*!d7uj-K9uQw zQ!RZZs{&DkyVMG#S9#xb+YrS10Y2w8mlk0?R(+3E*4g}{&t+O=U)eieKFkVwVlIJ& zthg{qD6BG49%m5oY+UX-bUaz<2n_FPoVCqZOO(AEvE^qFg`w;P-%${o{^{aq^BCO& zKPcduZ5d2GCm9TVt>Uj)GP$Zxfs^h#alP=)z)zg2W%(IuN=OoVY4%;|-m088C~tcV z2qyGF+Fkq~dgZ6Pe88_WZ~hep@2&l^f{k$1kcD1TX$6a?A}So9p(pD6KBZCA9!jn> z+imOMrH*$lmwOs3hr1_;oIzyJ$hULfhq09tK8US6?u*TcTg>kQ4SYoiFBPhz|Aba7 zkzHaO1De^zckG0Sg_^koz%g&eHb!TqCh576GvTCUHlV=qyxKA+;O1toOI0%ikn9LM zP5=Z6E0Bk_{Qd2nFJ#hJdfyx}{`O=mzTHLWO`wM0l2c&NB zu1lNvn3^XI5;egLIMLQ#3DHFKx8r?4N547#eaJ}ts#QEm81A7i>^twToajtZV1eDZ zd8_UyaD8iQI*i2v58(3%fcCNh1(bkH2MTB?kxGoWmrnqxzHGzE>j^x)hO#jiMQ>Yb z@eq%CQqUyx(fY{85y{1|;6{YY0atp7evwH7FLt6UYrAX4>(=8bZLoc7-FY;Hgd3q) zLX+D}rxPX`!lr*rSL*_GwlK?qe-0?7I8LoLCQ6X`c$#^E4vP>Fyq8rDq~gSHJbHKG zmG$>*Bf=rVENY^k4+{jbAa(uQBH9_x%OD$bi4rW*dYErjo4ueP5f!Xnkm284wdS|O zccD1GzgAZ-W@jFzwv<#nMvIQC2(&gS|0poI-p=01u5UDqa=auo>IIIepEd9S;wdhS z$)Ys*7N9`7_d31T*pY~6aOo*s?AAFc=KXhO^Ah$Y!+6BCmPHstC`zH1i#o&`LC$Ig z_CJC!VCk^)c7IuI81y0w7(O}uXN^G5i4ry#BQg#~>RWZ7DoVjxnD~7fA%Fdx1JM92_+PK=N1-nH^j;K z7{@^Q=lp~(x6Jz?;WO$tIrCzADokUxS8DFHhm-29I_biUM z(MdI>hp~)?=M9nWm-8Bpq4DW`RoJ&@hi{EjK&bk!1Al*b<1OAYHfB)`B&R{3q^90w zllrK9ZVXf3XpAEA=54$4Ui;=a6WOYTcju)G;h{KA(w>3DlX(^{OEE8e`xx=y+Fuz71kif69-0rXuDP56L?HSqgSnhP>$uN1#Un15CYqxv1C~ty28{+lAL75|&@%6=QT_Nd< zbM`NtX$q3G9?!4IGP}|1nh9DN18Pe9D$`weKLHqkkCch&Q-&j}fylfl2*7u=hboXY zNnFH49r3eKe0M_}j+6(|v6{((nzUAZ`|RGZr^rFLM{tEY^F@y6nxu9KaK)wv>JFvh zVqQv!{Cp>bf{_)oddwE;1qJuYZ0P&5b^f60sNPvD)?T|Uz=&iF$)SYXQJ_B-yTNzM z$`WaN%kVnsCLeFUHMNG~=EbiDPri}rbBBmndW(vVKg^ zGCERn(nsNeYhAK#ZM+f4^8L(B$omAWwhIvg`DMKGud6L3C|9$3&6_HjFCT7g8RCfI zr?P$F?pmEn>A^5MQ-jv;ue;ojO=LW!LCmVr1xnAGeClc$ZtKM;mp)}V2gMN% zA}}@t`#)(L<~2bF;*RD&f6LZ{e$4*~Uk7=B8uN43c9!DzlsG|E1TTtrJ&08vHV|M{s3J(j<6rw^0>Mec#rewkK;2Q2nNdRqR55H7FJ&-4n^O{>HlZ z>u6Ib$vT%?nIeAD>j1#>!p=?OT9bn8`EfrncP@NmN5_GEbIc{ylzNt5j+2JS8nvav zg&6|wo(u%=AdlJm;OnW^5qUHdpW3}0vYB#rk@99C3({D@U@0Ovd0|!Dnu@;`V71BY z#h#)2#L@ncstU06PasDe!RZ~(zp1Bk;K|`T5v@oSMn9->FQtYm_Je@7YGBYMEYH^!rZExq^;$`LqytozbO%M;Y(nJ(OtQhkaBmXO{hRHX?- zD8;qTGlS)B{2(6)={TLqi3c>=f($h%7ghpQIa+zw?zabISmg=&hX5(6BM?O9{SUzd zFZ;73Ek99Ec4OY~lg0-Zj3-LA`uU9|lE2znVT?i_}5LCmL3xT)IO*MEe{FX0QR$HS4+l^sp&#wV-6hT+U@33QxHZsT19YPD?T6` ze!j4plwxY&O0zw-RU5Gsv{i*Trfrqv2T~Dg99_{5SPz$F*TjTMZALPgbBCoO@7I-~ zs=8T0h#!BuMPPOF3K`W-$lWUI>^})3PifU<_TO*o)5U=Cw+5bkukKUE*DEu$5)-w| zSuaTV@4R{YJAqjA{@-wGW(muPU`|xq`!@xjZ#mOrXAl{gN6Qsi0*TpE=|_oXYfn8e zbedgtUEud6OBjHXF)Ap-Km~niA3P5m3EZ^@)MwkWK)f_S-h0GNr`vtH^;PX8LliN1 zL_7+)KKx?<|F~m7(_AHh9?LHbg0N@DelS2DNtN6kVF)3bOPQE-!m>-fVWG{&1zaFMecbRSCad`VqXa0ZbeKiBRBEZ399%Q%^S-_m*_s);Jwd$Qs? zw-d9R@6)d)+xe_3=s`oUwO(pDrw+nAS_@mg%?N1VG?%^B{RT=_E+=^%Ncpe)6|ux8 z5e?>_$D}Tmcxd2v&TgSF)o2Njy#xLKHk9M7Kk{UuJmHBDNf01nplz(0roU{6K4ZV4 zHe6suM4+&Vnts9p?|}q?9GHRxCDA|V5ajLnUUgUj%To@zSrWJ#k2Z}TKQ&5>jU2Ok z;Sp46H5FYa-uR`r#dURP_^Q27bP1||K7m~W zPZA<#`U^d71)|Kp0gdD>`A_`-J%&fxp|!!!9G=inmAz+}v-9wH_>63CWbkxiHpb$^ z$75R#sTpESJATyuG~fVnPH5!s30JmyA%@j~FA}167W3|mvYiS1ENqvJhMN9BlF^kv z;lwgZu{C*7n81PZWu^)K-+|8STeNo39=WoRngpDH$w!~bX#gRq>FAIWNPDw|pn^<< z5bl$^y>F}!b~nm@B{~rB>(ep!_xVjtO+OF4$`+aXW1sWctz&K>SMO=3tH76?n$0g~ z6%RjuFe$90Azipp`@BQsK-=qf@|N?~U!kc&7UhP|RM!{GrVeh^B7NK z*(LAah&|1EuCTJ$n$(k6cynoU%1)_KB8}PQEJ!DNDZTeoAD33usS4!A?p0IXVLMR5 zBu;b8YiX2H98Gf{{X=DP8EnA?mve8Sm zuQ#y^FcV+8`t?VG+U3jr?JD-iKg-v7u{%mW=LBkWRoz119a1N?XVaz6MZ)(g{Yfr3 zE8I*zmc-e1FRshoW)#7TzGhL-VGfg~A_6sF_4JCFA93w9f{&Jyi^JP%oZmmJ4^F;n zayq`G+bLCLR+Qe;Lc4w--N?}tmUca9Wy8W z-b@#LZ=$Z=TM;yQf8fWmx+(b^w7OQLMSf<~Df1KW=D8hf8+yaiL4H_GsYB?3?EBGx zFL>|6z^?ZXqsSe&PDh~LY`>mv=0*rY*|1Pr;E)s<5^^vzpx7>DjnYkCV;6lCsvee4 zmUG&OX{*L&$Mb=F4Tugu4M9)VlvPjvG+}&|!r#Gt!QOtw2b=;8n~TLPI0Oxi{4QFj zMOvA(y`^v7X<+so^`t&$^a8&&8#KY}3%?i)P~DMVDJd>D2)IZY z&gmgG7&z?ayFYVTBG6q3zL-No#e+YXh0%L_lC*Mu#)rA z+HC5KoUADJ17F`jr-|d@LKoRZc|d>BVKq8sAKk!Q84=8x`X2gcJktpOQJuBQTrnzD z`aZ%EN=U0L1upr=OFJVBhw(K+7~Chzm|aHAFT_M)m59nSf( zoSR?7)Lot=#zdv=aof|k9VOY$e25WK<{nu{VA0J&P{O6bD05Vs^DQ&I1-y7~>(pA6 z3zx65;|*f(;PcX!`BWg=2(n#!I^%_BxJ1JTAMA4X(_6eKw&|l{NZNHo4W2_6q#67f zAqnRRe-=)G%D++7pS3^p1GFq$doRgO5;&FA%G;J8c}&Rq$-#2@onJ$Trl|RI`yIMx zyd~^mlrG4CE)ih|#d(Hn>aot|11og zMaSBiZzmMJw|)8dTD#!Aa^4C0b5qw`&)DF_e_48!r4!AW$uyzX!=GK~M&FKZ?mL$P z{I#o<0jxKLf7KX0{wO=&)SvXDH4XHP;YwZ9dcG#8Bz(pSQ_Ybw6egLV}ne@hK zgxbcc;gJnxZ^$w5EZgSn1s1dOLa{*Los$*!!7Pg!P|I{0!3=>f4bc~X>|lgH>qB{( zRDZ49Z!*18fuj70$VBXkknA63E@MP2cw=sSR)TvgLy^>Pr=pw&V7@i*C!etwJ3QR$B z)=`Fhp|}Lqb2QWYDyqV0GCK^F@6D>TIh62}2Qu7Fu!eVI-F3Mh5*Z0Hfr@acbA`wn z#q)}W4)?we7utFi1FQ{Jeo~1Pwz1}YJ?!8k3u48-$(z95APcc`3_moByE!I@9N?f#=oYsrKcX;=pEDd7df@LZ+|;yhJ>HR>CtHbjyQu{ zj_xaplK$DFbj#VhHX2)!9QqZs1IYEBR1pMY?*MQmxwaqVhaA#BJ*nu`=nuBxCJ znULGVv7?<}p?!t8GxS4l4Cln7cwzMWZz2;4+AgfgXSmZpplL&R*rL*o z;shci89fIQPL|PqVrY1YEf?-p-3B%BLGR{t>SI=DiSta$x@t1u7Q3O((PD(pol4}v zrW^cEYuVI_H*WEc*uhdJ=#EDL^wQJtx(X&``@P-p23JR z;j*yk9!lm|gasYVWBH6XwC%qPdG!CtecCQGQ8Kd2Jv?9Lf_(Vl!7~OUB0+ zCen$f_E=6gL@8)d3J3;kg5`D=+8G2!{V%PK>y-l>cl0IXzyq-NugH|&`vS>+E z^Qysj+5%0(cQBtXY@ja68Q~>85F&MaqG@GHr)xyYg<3oX9+cY}Q^{GuR^$XJ`0%w@ z`v!E-Ym!m+hTg5nySbAw5s!N=k89?O1xxaG?ud;X&hZ!+(gm&n%|J_++Go(=3YN8T zR$R7v7eVLgegMinZB)zhHuNt2T&3~y_XZ$Pl1dbin>-dDG5Nyl!F8{XRo%UO8mpT3 z$gCfG*75Xb{rXU0NH$}>+Vu#_S!?nz2O5eZ9iWw7Nn^P#GU1kCy8KS5v>`O_$&$RZ zwq(1j4kha3BiYuck|WtT)I?9W(}NNvc}MxenuY4CAv}?jSXk$p_}L?r5f;_Kfj4}i zj9V17I_9=ZxCFT@C@6U=X^Ay{q@q-VWuP%$)D($dLi&s7 zJay@GA1dRXw|rtg+KTX+rv30{!Zm`dwg491mb4RQ_BjvMT26!4(pobW7+oBENTWLb z-7fOwM-ciwEZXv~FUj!QaK&mPS8bXJ*WiYU6sZlyPLh1I8hGtyEgq;yrGvieAEHcQ zazW3MI4?)VUZI$V_%Bl4quv3{!)*4N^(=#${;b!aZ`Gtk2>W<2D_ZU}V6{wf*}O`rN2F2~(P9)9_5T&LZdES;Ry`?KGKQ0MIX#$ z(_3kdLLU5++^5AD$g*Wq zbr#un#Oi%m0V=%eWWz;(>dh@Kwt!y5V}L790W81aWPWuB0srRYxe~5J9DQ0Zv5%HU~96-Ts z2E21X_b33Q03BVvJ@xph?r{n5lE^hFMAz+p&(}qwA)_Jj5{W$tM6ghzc=6JZ_E{nh z)iZJtv9Z%Wgr<)UNIm6=cnRB7oK)Y91xU6utpDzP*GC zd9>1xlg~gfcf~`nSsg!f7AJtQdU#hD7dT^1T&k@7D>0;Qu&JmJZHV7hT<2nbRSas=WJbyl-w7{1M|IN> zM;&sZqwYsX1qC4~{03Z9{D{|$R{y1%2&d8?Br4nWG(BTu(F7_1f%4@F4X|=`rOh(@ zT&#CC1+on86-8S)|B%xnXE!CzDx8rX-gM>pvy;_K6L=@$;Po-V&wiuVC(0ebALpR- z+8*22XJo(Ea#hyna2vLO#jWzYsCdWp*|!0`OM*<7#?C?2X0;miJ7=KW(2RN@HZ4fVfL~ScM7;bgNc>Wyu{?d(2(h7&?P_~cdPD@ za^e0*fr}!e^L=Y$Liy~#fJ>c^sB~^BJIu0}nsIZ}wSiIC-deE|(z88I<>^9Z(Xw%GD*_83WidC7juLhhZn|B+3+t!LZtEg#J z24!!D#diJvHhWz>J!Ec4p(bKXQPt>a-6kU8_UT~Yz}3Iz|J57!$H70TGf|oX@_@Os zD};2)KRH6s6sm?b3bYqzbdVN&}7dB$yL=GF8|V~cu1k%+(r z2@DL}o}{@SNkA%t+lmSy%R``8X#~z`V$4x3H3vQCrT86atS1ga=88{{~7=PK#ivID!cQMU-T_`E7fh|wzr~n z7el2PPkhnoymkF!W%tWuAw1!)3Bw`bJR)Zvv@;Xj-ThzCCTC1!CNp@LB;W24U{_-y zwp13znDd2RZ2JoJIe72fRF&q3bSMVg@3$l}GnZqolij|4t^FJqu$=Fj0+_?Sa4HS< zcES@FJX!d)F?x$P)V-R_;MS)QK7&;ax_{hys-EJu-(LuU!@1~jO_5M(J$K2gAz!qkA1>c6Iw6dH7CTLby1JeGZ~LxdmE^NL*m?#;-pIemDq272cQM~{wFE>; zo-|hTq9|05kItw;6Qw|YS{qZ@iu!bFc$+%4raD_V_@nNi=!B!imeTAxV#q`G1tHr@m+@Ieydg$GcSITN-~?@2xC<#9g`n`d<#7-0HOk&?y8gxwY0(Dw5Nu10l^ef#NZ?ya>W&UUMUZWD6X8t_vm3eHql6?cgNlji`P2(CTt9#fE)$h~`%{5jeu9 z5VYzARo=*}7*k?G@tu8s$>_&ei-j5E!yV^FvLH&13G#ySsMPU2U~?91+~!Q{AZ8AZ zx8Oam8SzM!Fk4wXh1jh`%?jz>+sa$Nzaj%!6)oe!A&InB3{MB~lWEZ32-`9q%K!1H zJwyE!6+NyGTNxk)AQi%J_sFhbGpc-Ok)Bsw#oP$`0`kG@V4a7e%ZkP#d!zWS4h2pTAOR8xi!?&m{^DOb7re^xS zQw*R!rBvJkvV5oHsJnH<^l=h84)lAFQvW}L&L25;Sp7WWni#6Q@YL*nGW&aRo(_n@ z<#8*J%|OXH6@Piwar>JVsf3UZ#NHChB7_k5-vG;m%>8OI9ao*l)~ut+U{D0&{*?yibgTvLe!# z0q9KUsSN2FM1%pCd&;tMTak_+V-Aalf*!|@9Yf`6V|_IWQ$r<3I8_U2Ec3J0VdqR5A?<2qV%Y!kxis- z;+Xg?(!bNz756|9I$+z_;C$8PPE;p(i0{=x6E)EEekqOoY|Z0}~8WPoYYo zI&NtzK0)#Z;do7Ld0BG2u=u<87))^E+@i)hGaX?BWuA7u=hBB&7FUYfx=73a%#VMs z9%4D4BSEQng#$m9jx5*}>y*p$PDD}*GsM~`nDL2?H_U8H8aTR%`D&M3#mb2XjBzu4 zrG>6mB77UZ@v(qDzWW3wyqL(2;s$6geK`(}x)Z9Bp(FjzB0mMFU*&w-POd`YUU`*R zF%e_wC+Cc{v*T3Ma0b%xyC zg=Hr2Mdf5hh*kYtyl13ZQKDjqSVx0up~-vc8?{8`?I)15Wfyq~R3@U&Z)i=3@k#`C zIo&V?ZqwT49$nHPq<$C-QjVSRl0=W0#To!-h(cPq{6${}?cVJ^OTgTu_>9RjMzB-- z>W^B~&8T5T=e<4Vd6c?{&FpF^MX|ot;;GS^{V4X_Q#}HZubRT>6Lar-Pf1+E%H41z zxzUO8Bv&13Ly3}t7w1+CZ2P`F`sn5L-pj23)pP5T96{vZBuX#uNA=vRaX#rn6kuEV0VJSR-!x^~uc;J475%{%0B2_>p?jO$H zCkP!e{DYz@uIlFAtmCR$D58Lxn@W=oJNGZdyW~R(Uo3b%2qINyzqP%c$>Z zV}A2uKp2JS-47d66yRI`3yX*H+;u%GW1S%;g~kH%^0GP;;ulu+Kbry()imM_4y5%V#IIWq54Y+FbXhsT&KE-Q*3;8-0!T_NgqMXn9ighc zz35Z-*f6^&$&b$W7axe(0OMqDZcVLDM)(leeYZnAcri#vAQa)9ZPDtCYbQgl}XsXBY&ly&j z)Ha~)gc2ku;NqdO2{IJPFhp%L?(y;-f&dUUsowdOw7n8@{|SJt7*!5eVmiiR{!_G? zdg}jsp%Zb{NHf#p3Oms(BLUU~+A+>v>Ph$aXZ`0mg(n>LoWW?2jiGY1R&Dr4qGBNt zL(7lhj``a^W>=Sd1}58$ji+9g4NNW{_(WE7Db(?}H(T6iXf07_egDp}-v0XLZrV-k z5DDVF7biE{Fa23roPwP21kA*>tCiMu+V8%&y=9o$2eKT39A_}Sr1JlK#i_5c=w$+b z@z|Z@U=R_tf-*aTBPcTwq(tF+|MAoW-KKw7{oLX&4drgrP?x)FI`{in=1}38|DiEn z2ZJjwcCamdYhC~CufCIoY@z)n8q+IeKPkd{S(YEf$XZ+9@y&zk&B9Lk-@8;h$u(oD zr8t7qX7tvE&j7kW>-QgNrRZsfjr|Z4GsV|$(X)fw_A@2(d$H6%28K2^&t`?vFO57> zB9Yyop6WGHYGcxq`i)J-8*bHE6Ka93 z2ZE`PpugcW8b$pFjqmpy4spMz!7%+Dg_y_LV@ITiXNx5lC>26ZlDx&?f+x}TB60UTejCKF$Htv}`Rf_q4d-{vUQA_D z{7h?=ql;bnPR1^I@9HYwrFu6Lqk=VGpl*54lEll`sf2s{lxxhEZ0y|I@!b~wB7dfu zhC6y~b8V+u<;_M&Mc~THithRI^yY6~z9h~vd<3KeFORn=SAQg9&I#}h$`}{BUnp~Z zi8m74+^D&FHUCIZOzQ5ZOgnM3o7bmb6kJlKr5cYkk&WNKv{dGqVdfsQ3Gs{MTSU(YAc|+r=i_al39P%M8E!rFk-jqQ2 zV@OUq>m>rB3;Yt450v~jc?1NAot>Qtd&sXZDGqNV6{6=qUj3x&xlqA{|AomaVo<`3 z1gIP9$RDLS3NUGmW~v2hJh%Kh6D^#T$&lM_yc6k%e2-!aTD;L=Yl)lfE|gZi^TChfI0B+^e`jsDT2MxYxv;Qsl<{lE zRWIXLIAPP{Jm%_60=Nb)d?`c0>aU%UJU#crc=HwkT*^(#%FOk=iFuvxL~R?+=bI?& zOr$@QRdEJ&oYZ-G#dhwUVi2e5y;<*or)4G_N#n$!rNR86wAO;1_SC5r*>;6?XCj7a zOpICua9hunjc)Ldd)(H&?m?59G<~2RMOvmjPw9NfE!$vx0IyZ?vwuwcy>a}vs(UAr z<2-1ne(!SN_Y{JA_<9I0K_!4wLT-jyy4Yb&1}_k&%cDaM5oU#aUl&E-qnD($AukK$B=HR|8X*vHAMuaJtRvjzJ{Q}uUMr2&S zh|#Nt)rjAlekPx%AKchQWO!|?clb=%h$>C0*W=I+#pM_YJKW=XlcDtQMFEO5QzE#( zP8$&}qsh5e0t^}FGPK%L`Uk8Q{(xr{`?2a9OQ%dkUp<^0PM)Aw$MPzr`~Ww`JLU#j z9bBrXjM)+V$6sO57599;P+!Z;G{{KTj_L?wGTCZ&S@tezp6?Br_?_#2DFJS#H|9~f zSx%}Y*(gd}{Xxpg#?i^SJ`Q}wG1-D66Y(jVeM!MSGuOquU~W44YJu}O(HTdu=8>b*ks(;*ic`RpA|NCzX7cmB(%Cm`tw>Rn|vYYy38g~lqR$BL_ z;GX=v--m1?s?02>iCHxD+&i;{%JlbKvmTyR9*nOBtiR_`nzxBPs5EG#`B#c;hN1~WH{uX&95wE~ zg#GfpPlhF!l@(2bQ~t{s;<|Qp>k1t=3v3|j!YHYG=8_T5Q<$3gtUT^j%=w`zETnYI zj+t|M)`aeq*}Lw2QIeos9!Qv+o3@H*5fr0-T}iDvus2XtRGOp31HD4wOiJyFYLwWw zZa3m&CF!@jUdwk3(Mvu_pX^dcTJRTBkXP%lb_9C@t%nX->cbpI8}=fLE-iBN%Wt07 zP=2AVoOhOG(O%yuhC;7gb$ziw(4)ZE%dO^N$6L=t3DCE!ej|MKMs)}VSP zrvOec+N|%#54<>Ijk%}C;`t>1ugQ)dC#HBVE^sa73=8m2x%mtZk6aEl{c=RK$P( z9Yy(RoGA0;0`2P#M?Iu*e*`0maGFspdwUQUM>LQaXjCJ}t5vTxn8L1jN0ug!4N2uWJe7C{JUP z# zz6f?YIXIO&Q5?(bV=n(H9l&&*buQ{+SF-m~`&PhnxV&qA04p>+DXH*h-q{7W|W+I{Xk zmH~Wg7jyn)st}zu^}gicnJy(CL*urt>fF)qor#AIWO60>fA zvtq?;`m_wDDep5ob9IGr5c$bZe0W^urG&FJr%4S=ayz;3(emW0)KU=Q`0Vg?VC`^Y zL&rEQMP6r19lD>=$D;!@Pw2YE6@fOibKa z{*X{P&d_iBDX3=Hx~*2{Z7sc9iK+i$Dp$Qb@l5PK+gBQ*Kn{Zs{S)fW@?U0OSam;j zXsb1NC>X^|FWI={dK!PBY`|I1fay;k8!X&v^U#`b8f(_~-|yi-Fc6x;stucipJ36c z-K}o|nx*dNa?GB(t^I1^(>`@Cm;X!ni0^wxAgE9G3q!~i`8XL*x_(tku_DR3e8 zT|ip9jdJvMZ`+~C;jI4gi)5MsPgHjO<#FH{XhMzPZ&(o-tZj@rm&Tsc>an|iICi$^ zLB!>gWISM<+>bgAQz#U+LIe6jEX7T1n7Ls1O_vYX^5>Uk5Qmdw0X3Yw_8F$7N~NoN z!~(BYPi{{eS6~YA(N;mub2Ii7{_H2Fgtpmpzc5Ks?)xd!UlXtI{6NHG%?hh8l(gLD zVy5h&R5~{@q3!WBB4X{p{#K!GXwYlw{eiz-NB+x|>7+1~bvzI<*diayJ^va?weUAI zib6+?&snJuVm`i&lF5*%h&+|cLk z3g6RN<)am0e005kr1`?@uWAHt=PPk%QvUjdLUUe5{40i3n=GBQW>qJlaK1zI4mh)^|%v-U7ecc@Ke_R zIXV9qi&*xoVDv@k8as@(l#^&~TXlcsu=^w$zFWb2LY&f??jVr?wj!~wgRFF{vVEj1 z?j3HtWgNJ?Y@ct-K{4z8gKYx3@$`{qFTJpHIk;<$tFw%o*L?4#t7uXZ`6u<4;r#Vo zd=y}vO>I4^qLrk4&HeXreB@Y+l$!wI@E{hzY4W7zqiaV0>KkUOt8xo<`is*>mvUZi zIxEuGO=ZJWnwgs$#+*AbGRN%C?DN9ql+M22buv=3WAv}tDUXzQA6pU{s2M@8$_HYD z%ykkN;xc<$#h!Pqly9`DRzg0OU}Cns4mIen!N;1C_0hWPazC!~t_O>aT}(0LYkB@a zF^ZD}rpGt_^(Tv*@S#xJ)i(GT;eV{Hg#XQ8Y@q~nDB*V|tmpqtCUsFt0YcD=OvHSYbIvKj-@tpzm5B_@bq!4*`vo)XdDbK`T1KM?KjeUqH&7M;{&R zZ4um6pmuaB^}D^K|E8mqloYFi6yZa$&Q=CwmKqvF-isp-2^v!1k$}Zw@gO9of8|OD zz!ljP6#vf$y}f1Z9USP69c$FEk_wETrMa3s{^n}LhmKA4W zBzSlTIUYHWUzGQA-@hj@&NEl@^)094C&V1s-^$F=r22x-dBw%4v$C>Wy}iTB%4GZV zZctpld>O!;^@EfD>1c|_=Mj`8D9+j0+pD{~pZ+sHPsha-y}s_L`|gTOgf^im-+;_) zd)pd zdh~?z+AAX?qe)0Csu>zGHZ(LW&#D|9OGrrA-ys+v93CEqsKA|9`$_rQi}UZsl(zTw zrYGtjAUG)f^TCV4pJG+;7WG~lbNU&nFbgbllBMqPac;1HU_>TB98KD{R%jbg=<7kV zLk`8SH?T$Vlf z{mzX!KyHJ@vD|KuzH zBEY1?)M=ro@+Z_ctpIy`U520kL05P89T@6%5>nFQf&80yuE*K(^Yj0JbyEE9-Mjra zpFf|UCK)}aa=6XU&dAs#^74FrVBh!eg-lFL3k6niaU|(V)~%bMnc@BI?YZ3Z@2ugC)>c#5nKB7t#m)KM1%`OO8$iw!=3Lkg`7`EjiK#b8 zUoL=;&5zYpcf!Bd1nd;iWd!&Rmpa)9U4HGjY;J1Grr`clx3sYEsYxe#fMmtti@nF4o0c;ALt5eTry?q;+BJ0A%PEX&Umn>(nTt8%ywDDs0(?@^v zO3xDt9=|TuZ`=&rU{dg1wp2#>K~?()2w3_!bf$dmKY#|w96uhafo&ATBt(|3{&bW|gv|J$?H06V~ek;K%1U zTuP;;rnWB`ZUu*jy}iBb-yvy8p&TCUu}glA@PVJUcX!zoUnL|wjEuzU9^Wb(4FU>{ zfr&}v>gwtu`O4Gt7cOYrxWP%!z<@%isHlWRMVoLaq9+{JTW{0`90LjqU%Oe>2)@RD%k&^cDniCFD?J^}F6*qR zt{yV+`cehe@LoV$XD1_=_V`nGrznud*}5%`$RDzPxPNrGyu2)tB_n0~Z1WWF=)1RX zG04QsjDXzY;^LP#^XE7?I6#t8OwRjf8{IyLR{8GzEqnU>Ig!7=KLOsNa%92|=&_9cCdTBa3|WNd4S7vi<#i%s^FD6%pb* zUQ1duEel~1xH_BUrPW|`7Tz>9%jZWZ(X$Vg5M z3wS+G@*VUm_b#f?GzRjg_wSn(bkRWgL(Y)#S7TV1TEokZfkE3HvOpW>Iz`| z!QjwPOaP!aboKOPyfZob`}#un_X7-}tDtHzSn9;CuC6ZOvuF;^ou@MM^JNELBYwA% z7RT$j;SGFOnpt*iMj}3zlt{}s4TTaqaA#-77ycfx7O|3+zte5!?z`|#ai?xZkBpcT zsJV#e!^P1mAGf73rQgAFkv(=U>e9%pBZG_|(!D=BeGN=iZ=wjr2^^a&%3)qa4) zI*0pBSt+U1yu2@#I%=04HEhx#xCK@bYA&dv;)v9f`)q%Ie+&8iQ@NmhIYP}RG%So) zTAB$du>US{Tu`v#>sLBtVs@4k^11|pQ1JCsO82?Q_jCeIHQL9`0ZGIpBz&^6EWdyM zj_sJSv$LbE4&Uo&Z)tfyJRN9q^ZtP}Xuj}mA0&hO0~|HmulW(*g~C=^CZ;er@umQT zBdMKvqu(Maq1Pk(N*2M%Ct1m#*{sxY(toSEx*B356wt~b2tZWz^=Sdv6#{8f%bCwF zTPUk;z)UB|8^QEP<_?|RJUki+lBBu0qQ&-&Ak3JNmWBe?%mIZh*qzzgqDV?hOA#Cn zhm2HuQ9z3cnxs_Rq*Z1h;&7n^7*S+7qU1@4*nF7d`hM!;M zm}~Nb2Sjh+WAY)jwYB;pFGo4;KRndrQ{I{Wv|rV1K1ACia2Z&wuCA^<3XtpG`57}k zJA3B}XfnK^v9Pcp8E$Q9A%PjXyuPk!Wc1R4evo0f#{}+oyeJf^0F-WWi;b>ceE`y? zJc^1Vkx#uwVJj{4+pvdL5Exh?;(OcMzQ+Xw$nv^Be-1Ge(W(nNsFeSf*WT5oWnvOP zHe~lo{6+&ln1~RjL6D-B@pXAN=wQQmeQBIqTwHvVb5WzcvorMZV+u4HjcJtyZ|wMZ zRwz|-SKV6^6ghcP(scsANWGQ@o6E1|hjs%9x?!%H z3)ky6AV4|^K^!b93C}rwSVgt07=)ahJk?Od-<+L|0@7ld{~MvoxlLh;ii-e_9sBHA$jWr94QO@}-QYwiM1I<-vdfodi9_7LbCZxOwwtv7LshtZ{Ks(Um1`TU;LL7MLzJ5d@O| z^qpX2X10b{WE*&vg_iYbe$A78W3w6o0gB=l)scODhJ^Q2@L6mE^ji!VBNO#(v|LV< zB5QANC)^bX9}>6#Bm_P*gv%{86YnKBZ@65k3Tat&Xp++_&CdVhu^9=BNBR zJ%fXhHm%W<5dMaE5WuQnfQSjVD!9|l_4e&sd{-CMf33-)7~N)Jt-$KE0$D7RPj++= zFi6<-@DNl)0t9|Xb1DGyliTu7UzRIu8H8E&e^qwv(NN}L_(N^PhB}o?7;LhrOl=Ke zW|~}vba6=vF-m8Za%oGs+n<-ieH8R-e z*LK=H``<7T%VGX^88k!1Ig$Znzh#A zR5y&FIiaCudV*I|Y?Hjq%=NYVo}Mc4!NYAx*DeDduH1d^p+iznqlQAE2zgc&#NDu= z2^OTKeid{C-C$R3wcEY>iDZByIvYqe(^(yvURUQtrmDGQE*O3`+PAvz$NYSiWJ&*A z%G=xf>XDJ%1TJb0^v_91OdRjplvQb7q8(7ZzlnGV!D+;Z$z=N19;z&@J^*UUb$6Fw z(5ear=zs0y!f$TAy0m5AC#EFqC^HQq1XSlA=KC)i^#2I7a2x7FnsRayy3~D^GQJWB zg;kksxUFr5 zB`B^+crU_Q3%c8i9S8{<92|TLXBZltu8X3E9Qe*HEKEmNi3;-XI&fedX9I`K)?c|h z1ot5n3X}aRh(o(qU|?2bqqCj8Jr7%o*w~z#@Bj{}bI4rr&+&A&rbdr^LezH5Y2^V_ z%Ge22qN|1L>B+CCutqJG4NqM0-Mbn9$e|l0t4te3L`$K&#|}xGo>m4B16ebBdwt3l z6a$ws#m`r6zMGvC1lj>N3Jr>l0t);j9mPy9`a~YZzkm~14~)WFz zLXC>(5Y5Et-rCq9L2DO!_dKyYS6=?EWnyd~9aF1&V8gEG6!%@*8K+FFeh8=30Zsv4)E-MM}flhwGrYVYTmP;;1jz(?{2*^YlM@0hJ;P~xkTpB>E`~XJmhLRh` zQ%i&_#2G{p#dv=S9fK4RELy<{!!tcRJW$?e%jMsb0p!{vW#;^ohyMPw5F9AtrEcID zynXv@3N+!NLw`?CYHQ(g!-OuR+>-?bf@x(x%Pyu*-Puf6fGzkf6@HS=PQ&*0c2tn< z@x@qI|AI7+^PGbRR}~c%iEXoF1`GzHP648xfqT1QFdaPgZXs~3r!(?)6T*}LKAu7k ztdrNV*~yZ48vkUv3)Hd3Z|v>tC<;q}CQVk|NL5wU^XuXBfZAhi`GtkmYxsL2BXbbU zybe(q33j|DR}T*OT}I z93V#GhWh1lbqZXD%jL2;990|%NCQ5qkW2@>ik3e->vwbww7w|x?&^f*fugBi^qqa) zJEOFeHkIRSCiyrvFn&o2`V7b^PAc}k*a#TW(bvED;Y?FglkmieW?+yuMKGB7=yo@x z_aeZlAJ$!GDc`F3TFswcgG3GrYl>`wIL*z?g$h*)GVU|^u&h5uO>6c`va@^Zsk zrLnQGfAxMNQiy*17zgkt?Va&Od^Xed#G;J8zFqLxnI)A< zpV!4RtgNgQXWVcZ6!Eqb_c&{`h=r zQg{*bMBuLre*_%;mL-Ev?)AG;uZq&BSj=yQBzYRBWD0myJ`FyD9vVtbA*ctEI!&9 ztr617&xF7^fyPOqbPChH;N?Rd+t0r-{;!(+qx!kj}6pH$h zgL`+Ka0>6Lb#*(UIyK!_Au(^>+VxkDei3^3aPHCzi<5lypPxD@rE`w|LNfLFA^xJr zXGCl=7gYyt{`OFC1O4+N)0&5;Pma9Zt}uJ;ZeCkk56@AFuCTqUo5S~xjE^}r>%|Y( znZ*p*Z0o5q>){IeW}3)L{#?=f(8F+*{ITPwT*qG=zKr+DkMB19|L;fXyw|79JXm+_ z-OIgaz8A0mi)9;?KBm~UO>pl&A8S&^Jux|1m0(h~ZYU@$tWd)$eV?xGnq9kgb=IYi zXSDt7QZ2o+{p{z*^Q_YP=4@1saC&0& z?lLsqjo+!6etpg$@8TkvInmGJ!?yL|@n=eIqYd6)UmVXr_{bq#>7HcY=fgq_)@>iS z0s{j_CkD#CSH$pGWlrwEMJ09J4G4I5bM2l=s>N!dj8R@0*WsMn+Iu{n69G>Shs3)K znYNZi`e$Zl)=CI!rxm#Nr01vhWORH@xyEr1@l-JF*j2rqBI(dspflAULa$9abbGVI z+8EsH8_U`|eq2)hFJ$#ew4v0 zOw1(Sg0_QAKu!M4ndcVMH*YT1c4}aH>(EtX7L%UGuH$w-H8s^D_1UwHuTDiZT6vDI zzOj0zLs8n^y@#`SnaUsR@pc;erusr7N$~vn^Mmc5F7{+jb9<>L7>l?Lo7Z=XR=-wH zpcE7p={LN;EIm*n_Vu-TPU%jyyc~+=;P)vtOStIoDBcl;y<`F6UWC zRmR#j<=uF6_RCZ9mK_$=u}*!B%n{inqFDq?6{BMsg>Dv$OrjMhwH%*t>d zpUcX+QCvLq&UUka(s8ukeUD+3l>+TiX zO^buK@|dpt_T@`ZUAn8?&%v|9-L+4Qt}NuFcWZ7I4suEr$-0GJSLp{I3;!`S=K5XK0HgeG3S~&J>y%iw*(!a#CS z&I7H-Vzgz9%OXmj9=U5P6C7udFM9U#`qNbN!ZhcB_RmjPL_|cefhe!O6?rktYNuz) zQLyb>?>W{v-%qKt>)BkM?&a9ud=T-h;N~X%=zzcRkFPI675TK?hfb#64AsE>G(L;; zXiOieTPG?S=s7)3AN>A>*(W!!X)0w>QTl4p?JdVM+?;8gj@>ndc*tj~;#=JP=Pg|L z1Q%&u6`vbjTUvVKU=Uxx&6`=xg+V+nioE^0Z)OXqQ0_@P2R1hwzIE(TI(l@m^@w*j zJ}kv~fG;B>WAx`w#>(J!rAXOQe0@=@UUoYzNeHirE;Q7CcY!Ibzi5k-vopiZ;NUzw zd5hxk+gnsyFSBdwc2y_Zch`iayN-NLwlSzqG-H;(IA`Ie({DCCIdr>dh|^XqVq=8U zh5CBk9p;s~EOBig?loa+Vm%jn;r>5AKeq0vV%UW$w~^_D9hNnrF_}|$kR&SeMh^^4 zAeT8c-PmbvaJD8{L{?VTmqX+NZu-k>b+HJy{)3bVkDq60pIa|(Mx0R&9z2*;E3BSu zt%nFa6sMm{Ia8M=fv6M++Ney`+E=_)NJt3JU-8q!eHL_9PVt-MqaN;KNpFAK@wl?g<)oyYlRt+HIxFMckSJ~mYTemMcl*LNF-7aHO^rJpb?NfufUvN$ zZB#HCa)fqog6&=bMX5fMa2aq<<4SW^caDc z60yfJf1t*$EY6B9tD#$+Y_l%+`igY|0t>traY^>Zcux9Yk6I75AJaE52$QhmWAnL; zUo@Kvj6}bgbW}61h~^R$6!f1M?6srUE=obi+5Vp zx!s?-yWPx~#nXDEP*+t|l}4|%k|{80+@&6MipFVIY`%l;SmjZ0bM1-OYR3-0<5hY{ z7T~70H#12)s5b^*o*sFvnX=T;(J{hv${9QT2r^;vOM`KE_JEejSH)+F1Ucy(&4s$D^sQ}vs(drq8Kj=k~Fb)?(8 zCOH6kmBzhXL0Ng@=FQhpRxV)oZa(o`9%VH;Iy%LJwK3hfHdWHm|JAE4+S=Oquyv}F z&HH!nX7t+nTqo1x-sdNWO=vOp-#@EGl`}7rnwDWssPYX7Vdv-PuNrp0S(bD0kb=T} z({C>+w}f=KlgEFs$;oAMjwGFq%E`}Pws`T)CI{RfpHjF&MYI;mOnle%C%-4NlPR`F zB%*Wm8xZGieYxyz{e>H)$C`r%yKALrQxOpn6t}@o2b`Ro3~3%c-rH_ANmU8zWSDC( zZq-Z{M%I1iIX$JBY<=D;W9$k*M1S6Dt61bc%^Pw_P5jzv;wWk6)o-p{S-9G^F=t+$ z?@9xj)%#2Ha`N&--GADz+HPu?`g6t7rGc+(D7Q8pV@ysJ7^fK(AsTLmhfjPgzArIW z<~cP>-r730t7atlkY`8T3T14K4-qmfH@kjRmfqc&@U2_>d1}6X9NrP$)IV|2jgLF0 zFlgh!Lx&z74iU_%ZL!DglYHrKTzaQ!7@y6#;c##cii-RAa6ovtB7&fYW>x$4-1qXR z)p$#~)zRevX%9B&1~8sMkZd!ry!rU?dK7JQRl2l{jKzpXZ7NT9gv-zm2FGkId3mp{ z4&<4VP?2mw@lJXsU2rzHr2W;=QK#LzcjLJ~Lj@I3kDr~qdg)vH@4FGc=4~HtFt02d zD3dE2p?j8XjC9*Q*5C3%Co`i~ZS}S@@+f;24Lu(p?9ohj*8&a-;;VPj)HptAyM&&3HY>8pSojosZJScK9j@<>PRpB^!r zmA}>-AMT<~k~|c|cO+EKQx?TPyP~3ExcBqqg4H{Gapi%ygXsr(e7q@-$mTkVbgizg zz5p2ub-%Hp;T_6PGHPSg=|o14^tTCm*>g-QqHkno%9Y8Ca2n+KHUMW3;PB;{vY18n zHnKI4Ei5LVJ$dpe)zRwbNKYA_a@Y=wRVQDaYN;}bd}7`3{_FE&7lBfbKR>z_cvZsv z=QdpJ11xk(MD|7BXQ(N+1k?kO_dnw!QeBI&J92R$qs>9ey#oVHxV@6QJ6VGY4P8yg z{7<}4L3MCCk2MGk4&HBVEquU_Q*XGlYTKEQUVKOHG`nbzgiAXw-MMoo#gd*;3Xq~k zHD6g+SV*4v4)0wT=ft^>JCI^U&v55I@%(02MiKH=mFdZ7O^Mc$usv8&bJnxV`Bm1_ zoPz=bIi#J05pGQ-VPbm^9QcCe;f%Q|TR`8Xv~=lG^BC@;l9KfzA_3dY%6q$#=>7hl z6WQG!U-30IttBh5Aj;2_?#*Rkd1OJOhD$kq7?v*^@5zj83is$pLY8Y3=X>Q5_FUn- zeQ*6Px(e5@ z>Ez4hTTj2yMe4*lE=?Y{lz8>+5Kxgt&qWp%7K5CtOQ=si0zW-fj{JZGNA?<4@r?y7 zxI)LXwtGW{=lY#ZDQ&fmbfc%9X&n=R>qzuA$`h z4^`+S0P;3AHn!KLOJNh1_8sD=N&i8$ZrCk5Jzh0@$fE^3WlEv1H?x3_FU|rSQ za~{XP57<> z?{U1bWZt7CO9H%+%9c2<>Fev0$k^YS`F%S#FE3Nb?;UWvj2CH<=RBfp!e9ErXbJ!L zqszjQb@8X842>jOB~~R=HOFS;MwoUUjE_HX(?sxuhr%|swRsLu2Z47?NwJl z6|J2f);9U}?HxemH5*#k!opIT!x&d$qTpA(2RM9PqxxxgWPIB7w@ow9{Pzf`fy*Mp5_ruwO|>EBmv39a@uIv}+FZ zfm(DNy}j0yQ?J$DVY8Dg6e?z-RHv+jTYXF^4xu;=cd9!8CF5V8tHyBO-h5IYxn*>8 zG}dF%g+dxZZ23*c9`2&MHs#yag`jA@DjtpHRMCUT*F&w05cTRk3<|RE{5)ux(a|C^?Kf zX|}1q!?ST{aPToYO$Up(xVUf`*I>MuA=dQUW(pE&P}gWq&fc`NG;2G%1hbL8zP0$1 zZ^yTOeSJsAT?Y%{3o+Chqsgi1RnS=h(l2GL_VmG46-G z{rTm|Eq8WWO?i)_VjKe?Ht({uw5-W+m&!Nz{N+pE;9v<=&YEsun{B?Mp{1qoWB&9K zt3nGFwc)9DaJq5ZJrlmgtX%^89%Ro{CG4qX5KQs=9m6})__jP(~BD# z8csxOhM_W7Q+col@gkZlLv2ls+M6>=fHTr2`iseyR@HXC%rI+?xS=2UXr|kRrirHq zTo?O``E2lcrE1mcoEaT$oR%i7pp@}q9K^tHS?ITvv@yoCtE)?I)LY(H#ufWx$t)Gh za{ML2!6Z+9ym;(?&5xmOEM8~=NZ+^3qWaeT`)ec}yA?Gx!!5=Uf9;iV>rl#olXjqD zf1+9p{rHAL)i(MK9rJjE9UzMY_c9)yo{uSnL|wiyxRQWdxAxlGZ$l5Qk79qx z+dBa$;`OO5Si3>&c@QhTJ)YBdm#o`g-_>2Xcb-_s*v`~^rY3SgsNz8}|Xoy>?Ws?qg5J!JsP3B3r5J~>F6G9m?QeUW{dwg406&e2ZrOCsCN*b%teZOH zFbEy=ezRxKuB=w%TgDf34MiJpWbV9qaZ*olmq7MBufE-h%EbNDH#O}6)bkuk!&PLL zl?hq#twr4RhZcow@j}xCG+Gk9b;piiFe;+I737OCF)_6cJUl#~KYvzGQle_a%K#&+ z-eIo$AzT7jeKeyj&0|vX+O=yrxw&y}W40hgUz~i!hQ^8y`Pb#~Sn}IecRvRk5!xib zA1d$P(iX~a+da2b=H8?Xu%P?>I1hppBy_^}@87H5*QED|iHdes%T4s|0aPCA0Hc)J zCT`O>n{w*aZ7hC3M8pR$LQXBWRn;;*WPpV{p2yuS<-=~_{!v-eJ1Efj=c4a#I@#VY zL$R!izub`Ry=?jN93UqKNwl!-j~6eG5ES zi0I7H1?jMiPmvHDY132V)K_j`-I~xWJB(|;wZHaopN~qKlZ^%qJr5ewMV{j{y6w4) zX^-k8g#caxJ#%t$4%|6l{IqH6orZw=qAneeC;zyra&O&yGK)imNaHT3^>#5Amqk*u z23R%1LMBavDVaBa{(JMOa|M7JU;q{h3B|}s)4^1o{dk`t$#T*qQE>bA+hQgkj$&^} zhX!EN6f~{XVXXiD zqb`5}c({gFF&Vtuwtek3Ll-VR^!0ejJ*g1v$4?LTFyoVRZ}A_GPhZ7{WFNTUaI2Fa z3Ni@Bq7WUAc{N(6rh2nkQ_gj;-IH>Biln|=NIM+y(%9PC+RpDoQUV8`nUYX>kY<8f zJg}8<#7M^v)4by1i_Oh<-TQ!CQ+QA4dnT8 z9meBA)I79n`+$93MeV6h^no$}&|?AWC>uR~mmfXTQ*LT%swxAB$&PN92Nq|^l3i%5 zA3S)V7%9u;liL_8F_VG!{&zDl1;No&xG~ZYyo1AJ@TOzD`M*%==2Nc=uCLf44w{6p zUB(Gv722+)4FfCii1;@VcmPm`0EkD9`cWRmk`*dqfXvMd;=c`{PdXd>_M?=Ei3xGH zQDLYs@l07w`TobB99mIyi$CaDSoQ-N5X>gVTa_9~1~U?F$f6rO3$0oGpJHrlo=1U{V%g1Reou#2nzS)GjoR zkDojNA><2obfZ#u7QP#gCNMNq0oS-v(tcB->9?Z3@Oks*Nes`k?rYo!B4hI7fX%tm zan7zred_pe&fnXcUvd6HYRrMP-pYNX*3p+!A`lzwQ<}3KP-()}!n$$Ub?Yu-f7v$W zEwrqCOE?$gk+pn$S5S+I+Vt|oi@+{UBvL0Am+HinloSSQ@G;)psa57kqfHO|r`I7H za+W7m9{*coHS^6pS{ck)TQ#V{Zll)dYCGZRz!@XkNX!Jx>MSzI983)qP?zIXSd%P+<3= zL#x;hpNbd}%2fH|Hy6G-?drlNGI27;ZJ`(B1;tR|^U#QTr^b6|(fwd!{D4lYx?I11 z-f*35>!H5JT!wh9Qn9z4zoXe^r$P?t>fFPd}u{o!}N65odEHnrN&e%x)R7%5Y#>v zu3){8xJqrt*w;Xi%Jyarx^u_0;@NK?xVWi`py1`2V@oN@kQZ{UEpu)SGr_OwfjmgU zy>%-GoIpExLS|NOL+BwB&=5iHT>?e*1ymCS%iY`G&kH?dkM|;*&Poy9b?Z_bx>iA& zp>zwb-1sk{u~0hWeuV0R4gX2HHjlZ&f9f>{sDib~#eCAz;hEEuJ(_5T(P%&?SeS*z z5RGjM{s!+epMC4;y{AsG31v=*Vq3P|R@K&nyf=1?kyHvdgZMhvxCrUx{|7f?IsOLy z|0CSoJ&H|Dy6#mwEfql~qK83cZgeb@a2Y%U2-cPH{{4GSQ8}{S7mBuLDoNwDDE=U+ zo`OUZ(4hK)EC7dd@tf%eUfv7Hx1vTx%cmxLJjL{L=BA~mBLl5P?f}865^s2rh|;O4 zQUKkJAfb%Vu{*iCwmE$;$oB)VmV;_+YG#MbQhsX&>|R3KMN%KcEdia3a1dyW!p0>W z4xN?nehzhzRE*lQfJ<^YMNUp`5sz#MkQ6}hT0ucS#7hE*PHat-WQEOYLzkw9+T2WZD7 zypF6`{(%flhQa^JF~p(gK=$aOj*pH)`P*-6i$%Lt=r95KhLG?eXCxv9&{9(;kr4c< z%%4KU#%kVG~~_@U3JGDr3H9vf)0!;KIf7k%|;`y+pI z)x|uweoy0mr3?REK4JxB=guVaT|IRp`>t0`Kk-)@PiHgeSShe{6G|#cyzj%<}c)f4c zUlOi1#PGJ7QGBmm(*s<5bN0&>u>Ew0+cDrZHQ(A7TGElwkG(l_EVZQ?ZBgu*PrNR} zod*pK*YgE^&uA09TT1P9EW?9klHa}i{T^m{uM)-l$%{#9@toC}6NmoTg&#=tupeXd z3=z^%0!6Cz)_$#|WVK~s5;(5T+SCfmX*e{{X&7p}OlO}$Qg!Z#O7hq_!9ZkIEO}+( z0OoN9d&8*h_wXDEqn`<(@B=4DAS=bt~;=i3}E8$ zUA6tXNu)aw-zGL)M9omh5QYxfF}b6gmeg}zl4a4N58pfn+R97-^du}@8!odu^`wtf zf~Y$FRIveC0BK5q-M>&RH0ryhW`UXh!s*Wg7UUu`t1)_U0wJO_l2jh-W}=|1=3ujc zg zv*-)G0C2{$pPWn{4>SrY%mJ&`Z*T2CizzEV@{d8`&!}5BR_iSf&HBe{8{Fd6t3eZ% z6tv+U(NaI}v0NkMi;9=@M>E}wiT=ZAlMaK@+S-d{AOMGGT|gaNq6#Fp7D}Zo@Y{T=N|RaOz0dhLevBJYeh2+zj^!+#9nXt3E*qC$#$XM4O!3 zaFq!(iqFF;M&wiZD{Z+bph(ZsGi1=i!ys@6sx;+jg7Fb#xBQnUUvcjE``3fVOH5zd z>ItRbs=xn685u4w@(xIM`M!jP-rIj7dX}!dJjJXcn(4mElS9eL$+2b?f)tObF_ToC z7Cv%yOsdg5jKoI-HVhcyGIl!=zn83Bc@XY`(P5euj1N!N<@1vlJFl-`5C-yq)bEP~ z%^(cdQi-t`NiJvr8lsZwY%AB0)VaQ=S(1X_zYXc?Sk&q5l$x5FtJkmFR%Vgw$`P@3 zXVpb7@g2U6yF0D;)~(A9Fjz`ffVt=#1z=8GHCj^-`pq`@6hsX27PGUr6~xVOe6yNe z<|ShVi7!aUW9;(6)jN7yLUiK6(H4aWl@XBwFtcx9z^++s=1N#YUypda=-ER^gGjgj zd7xa@Z`tC5WZ2wN$<4xcm`ydNu4KSNORE&Vi<{wYK_w-xrF;I=PY0C4+HPgIpr+fe6HSNJml2ptRhrFhIM5`zSa^Nkcyjije3>i13ES#@%Xa9B7>g zdxS?J{XU%h%?{SJN>Xdj=okCIpBAMtQO~*3I_0$?}&E>Ku*e5nmmd| zT?8P$h@uIR9Uq1ke=lq~1g(K^d2c8xVSbamF3^#?eeF&78sc={F#@}bgeel%9X)(d zcz6lgK6?Ly;-^k%xs1@)me6R3VqtuM|D2 z9;Jy`S70NNBwb75PP1~~wR^7gLJX5KoY7$dlMv2An#uB@SM6#}L9U1T9&U1R=1J!l zo}&n;MsqSl$+MwB<=cb>jaYbS=9V{Bu%5U7@%0+0_=fIoCFs};$>`j%ngVLEUceNR zroJ_X`ahd8S91VX4v|>8>UC z5|wiqxK!j0E{Xl*krnP?9pskxLieZw#dF*;334@*UBr4x_gOvi3VsgT$;Aa1lSlk! zs8xO^&ZQK)COC0?xuk+YJT6_nd@u6pHFS6u^h7guXjqROx{xrxTmkN`=JJF&EYF`u z86+Z{ZE1aZtC8r29LrYn@F*j}1MpwEa)mex1lWA`v~I+;s~m07pm6Rm=fEnhk(9hs zCN~{U_BbFG5oqwEBHno9&Ne+{*tEgVhe<&Jy9ASN>DLe2r}dU2?u z!mg!g1z;d)C@JV#N#lh)v}Ebh-TL~xNHj*oN%u;Xl?YCR6Cm(?!GaQp50#Z_f||)$ zxcWoamTq`{I&m}EKu~%HJ1YE945VTxx^P@67kMZ#vlDPemFPpEBZ8_zW$(n$xtBryR)W8;<)>#45->Ms)$ zev<-0NQz%(3B&dnlkt^%0+{)4F`*D9mcY@0^cLS0bo1uTCW&QBm)dqNt4DbGFQ;f} z4LEG5HBIdA{yZ5z+HyK#cngZVxbw^1^Y&++E@NZV(kyZCEXsz6HcI~s0yNmL$2~G2 zVAtu>r~M97esGs*GVJ<)aSv3LH%$n}+>N<O9rGVcS?ii>v%1+#ve{RviBON|0kbSFJ{E>dK_|F>Ayg*EB=kVvH9 z1uI3CBnS~5)gzC|pV`QY~ovy%%w* zC7P}PJY2heeNH*?4nQwmuxi^?WG`%fbN1b^2Erq}3CWGpU8kB103IJ7?=;pDvQo}N zIwq}u{;W9*3WkzNahh77SgtwMSm)(M2^LV_jn0&~;Gm)k(%l9Y!qo9eh+De7 zy^l@&zt;8RBNF1FzXJ7Fmq4Rs_p+XEb{Vd#s{@n0(hCuB426p3It2D?|M$;NxWsnP zREOg!9`lnCkrM-v(}q}M*j#Ie&8lTb>t_*@4B@N)hRre<#i1+1AC`kIca%OosROB= zDGR0LO!@1Td#)_7`O5JdIBEGg|Nh;(tEWfv<>C`#pbpVu3<-b;xX^K4dp2N$MR~MV zF<^ZPO!fpBqi6!1ZmJ}rmi01bJEn%4(2+5qd46H}YHW{OhEV58e zh=2~VvY{Z3@U9Bnz$W3sdW=vYK_6a0My@XRX#cntevT3tS;K_&F6^1}8{Q*z7;=X< zsC(LFIWK@%QNx18R2ahBF3wzLT1W?_y|wj>n6%4VsB*>gt@LjG1tu1B-1&y0$KZ;DLr4i% zcQ{z!-Ip(4jx`ZwH9$JBd zvSoHP!`ZBI@KL;!UVV%Fqxgp&ZH5W5F+4^am?@B3i2=JO)kF>ih@a_0Iv9}AW7gv zfEi@*vSrz1d7Q0Ph{0W7U!M|+9f4e>2L+4t7HCx^e<5f@ z6Fdlhk&!%vcRYLcEb*HD@?yU@z7ZT&Pl3&Edkc?z0`mjJk?uKGtW%j{w-HvV*0Huo z=KIJk;L_gfU7QJ{w4e^knH_g+?CfUgB71-)S3$&4U`hdj?b*JIAYE*Us>CiJFWh=S zR+c=TSQ-2Z<}^6S;6n8D(;4xQI;aE_TS$`#EK;m84rDpn#z)ZvY%&8$E)AHA2M`w+KbqJGnmjrlBNbI6#B1C?E1RG7b9=PjPiWx5m3k$Pv z|9Bn={WBIT)q@POJU$rIUJ*lgFFOZ{_(w&Ivc3Hqt<q2-tRcnxi?bK5<~N<=A@E)eh3r%!B-==LZ?35TzuBwQj0 zj_dmFZcE2pk+o~j<8p*`vnWWb_H;XLIS)?E*?=P&kT)PPFeX+wwA32VZ}i8j7_}7J z4Jf5?m#JXR;-G&sqhrH9JqF7q7V7}$q%P_`NI@VFs}qSY9Mpy#6m)a`gF2QDe*TPH#yYbaXHYOIQx{^)&$UIarKze@O)k zi5;Aj$Rp+8i~dv?n*eN^8+||vy&5b;5a!i@tYN_#1Ml3&v$p%Wh03g3KV2VD%l)BM3L_nP}3xK|JcoO1f-^fTC{OKJ%!_GbY zMxZqDppeT<>e8GEuSN_9P?+Vus+Afq1Fyn*&fF5V9~(8gzVe^REGAKk10Fk8MGW*R z7%P6XYVJP=^%pBxoH&wKhqmu^9awR0Bf@c_P@}X7R z&SXVtWNJqpK60dmuv{-xa@P*PShR%y>U=}W;J|<#q3Fv#kMEc0KJYik!9lxbr_ z=Xm{3?2Z4Qe(zKH*;%Ak!k3;(MZezL=p(e0gF^uv5*&gTYlo4znm~wmnSl@)kx>TE zfQK}jiD?OZ1sE8Dr+raa5bBA-u9iFWe?Orzc!59bgO!p9(Wz5FX8}!+3sUwtIf<{> za>@`v1#`4t65V5ULRATjn60s6GwR;9F*d>w{+>En@!B^u>R%?$FKiT;g_O`8Z$e#* z{=kkfLK!3mU;bkcXA?gB=`geh#Cn((4kPJRh4Z(q4rdW#@#Xm|NSgT?twpn> zq2R;36s@I!JuTrmB@M($>DFez1}GjHLqdCg?9r9l74K1;0`J@@0td^jH^VRbhq$FO zagu%K$IdeZpoKLFWrkV zLkDhRtu$tN!215%_8z-8K0a05$~K&E;{KAVVat{5X&#sHl5n0HYg@V9bUC=N8HYJs zCBP*V$DWo{r#{}DmNoU*Byj(&VrOSZ*>A5-+yW!dQzYQ3pNhbJfO*lSrKJnKXh~Lb zgTFGR`veb^0-9C_EQBCcR{jj-8LmSVjte>%m*R1G{d=+;>>FwNLl3R)T=yr#A7{ zDYH4mt=E8NYeLrwaq9{~xgLZg1m=GfsSP~QDsjqr)I@io6i|S-hyMo|Gy5W(rOP-t z3V@6BrTE~&M?2Y?Ji)SA5;HNp9M$FL*ce#0`RHyA zBNkxhHAJYTP5tbkU~|Fgx(_l8I><(tGq9$l|92T|XOQ2&e-1Jr)rbzKtIAWwl~)$5 zd=I1o=N`+aPoD;Vd^;RNSkWbW_-`@@qgU!{$`?aF3I^x^OcUS{NiR%UzU7oJtK7s* zEWt8v?ho|oDMtcz;mHE`FsB|^8$_IKeHKG~_beWmKzM;#U?K{`rwtTsi2(}na=ZJC zY!(lql3*aY(Z)E=&}QgIsdP`pw{IA5VlFJ)c`owe#Xmb~)6-=ZOfS9~XCj2OtS|p3 z!}|Z8ACIqLtVb&av%y_08d_;5KxS0g$LNL3D`VeTjspd*1hENXln;smAvD9q`%>Fh z%D8NUgzKOKSmi9sgGU)~p=5g|b1#ae7^qS3FD7O*c#Hr>9zee%`3pfO3X~!$CiWdW z5xZ%yixvWETNM2!`l2xOY4GT7hFvj>Mw807!{+cs7<@v8qk zii*t`BGp5-$JpH`OBz5OF*3rl$&gi6<`4RwOvOstx67lM%=hOpL8ZVhV)Ft-`FMZV zEYjCW!d>6x27@AOL7$VXbO2JDdVfpbC&s9=C;kl}$`s-9gCBU}42vhlc%b$L{O!$7 z8TfXaj`FQ&5ySJvNSHgPHPcpP#m2^t*Lk)zHDzN_yQ&+Tni!ISLE(!bR!+-t5Iny` zFBBy@#Qskc@mG z&#Pe!9<59Z3?^hU%nLJVhO}u|^BNl0~P><;xPM>in_xrqhvN%mNbmW+QcY~k!MA|FYe(dfCHiBFz6pkSdVW!-+?`w+hz zEaav}*HKQsJYiEHO`7HT4{@QB6BBB2`b;3sidRDsRiLOGGwc}8T}ue`j?YL|F<|5JDSYmWAXrUOY@DL zb@j-UnXVCNOOV^<&Yut8>@BRlL7ZB@n=F3C%cKsU9lRBx_$}>M_kZ-65|`|Frx@wG zPB5k?|1=upx9%yNKfEfsDXkTMX!HLSRwa%8&Ct*S)aft`Y64@< zB61gmP-|3S%sVCA69TIRn9%$ES)>XKfG#pxRD=K((-PsJnMY)u zQ~%Q7&bZPOG%S1t?{jl6Bk$<%xO?r!jSa%Wi-9-)T9t91!^~_q+N%ea&B7wpu_rG( z`yzNJ2{)ygEwK-41it6BTHFQ9k}T!nDFeSuj(s62xAn+%NUL2OKq#)mon+>mOc7(J zKzZh(K%P=KbSQr7IMuu=5QRb*B(ER04D4na#2W`&hzpZ10+izrz5}sA27h4f{|vQ; z93-&QiW}-`QrEH-EA~MjhWCOOW=K3CF~AMlFdPPp(Q!ge^-5)RBSRwK5wtzVjG!lz zlJ_2`V1&!gxbh|p|KH1@gLmb*10b_*DHhpaZzEz5*B;gX;r<^76N1Y75zKaH+u7YP`?Y_0#tJv>VGq_0<%WM(yKike zGtG%JJC2|%qg|vXazR!`%bZTl=%Je!XRS;1$UjF+?hSay~2p<}{!&B#t$k zHeJQ|7xVZlQPqG<6t6?Grb1>It4BXk>;PM6AYKEHgyoRsXa1j9+d(4N{v?Uo!|J!V4IxAt1NF^yA}tK#;2xEfW8BOXw!67YQ8IIEh<{@Ebu2{dKNARf+IP9?SG_*VNLoumBa^3|M;m_k_u-9)B*k zaxbGi9Ar6}vKZH|UCZEQ+fr1O2y1I4wJ;katz^QMj7pTVfsz8TL{8+wAL#tmTun_) zdm#OR8~?!FZLk%NG)&$JqxUzDY#INylK3i=RyRfF;#tmEg5XcSbm>wrw5UEvY_ncE zYP*hiCE*x@#UR3U=FOd}3l|EJ5^&msN}|VJw3XOPKI9mfD(d7h5>E}A5KmBbC=P3x zvT&vkpj2D_&8atk;m7#l(KC)3Il<9rU zG1g-uMhub#ko6Onwm7tdWU32taW)eBcML4T!rz920A41}`u$Rpr}_jN1t5H8)n?iB zcxKnKI$_MA-%QO@l2`*qdmBKHh@AUzqQ2X6)09+u?YMSgSvsjz?Ckm2SavmdZ$#9G zk*Qf)aJG8;_mn+7`d~K&bBzP!7^7KBG>cJr zG9Mb&OGoaXP|%X?+WczWb11mCR&*tQUn26fK&(GPuY=#`mj?$1z6aL?k@7=+z@!AR zg`+7Xhm}B+~}rxk6@AcMNWXaMHEe3+@X+AKyy@BQox z7cXKXW!Ad3W48DRL4{~=WN-ZJJBgWbX=!Pk#>UfGjmGvvkh1JSco4i^h7tMr^5@60C82tB5DQEOhJ{{(VMvBqI-ujouM6@!Kve{P8Wu@KZ-%u}G)giHNYYfT44{v~-P2 zbHNgtE5)Sr&TXXPP8fsDpsYkeijV8APAqnT{kQ|(wb#mWlW&G#0I4vMV%@iYe|7pC zzMYBR%04ig#GfAW^SO|tABX9}QY5Q`I41~X4o)(F&G+&IceQ~9>|i*7YHPlQP+Bh| zk|#HImk9`wa0$CBK`sJ5*G zn|Q2v+Dmi|X<>eHD3+Rq1z7GU&-by59fZnGO&=nw5VaK_)}T zy>{tC_dQ0Vn~D@E(XCL$In?i7AE4%LSiB&hGOW$7>AyaKuFG!n=Q%Qfi=u|jWQ>Od2_Tk94w9!T%rB{hp zIec*T$Z`dgbzSH+6PRl;fnR_E!kCP+kVCk@9a@Z+M#@E!jCvHBJ~_4yRP#z%Hz%qG z?5D*bm}jCEu;m#(8nuwaiyR2__Y>8;Qb(4c4^JTUCUIM%sN3PJ0>YYn0&7P>pWn$% zfiHqg+Tzd)VUz?7SFFf)oP7lL<`Lw6Odf=w0DVD+L4l4b52A`6`7EOR_}=Cu1n6UV zBCL0S3|j|>|B1N`@{7VzLag8;_wz|$1ax;yi`$e9xNq1;wcA#Gic^!Ul2 z-vp$chrYJz&Dmver9smr-YdDOKGq1Q#(4mRN_dtDT&jTSu$sUXO0oh7VtvuD&S4O@ ziqt+N^$5`WbjOK*bxK;k1e_zAG3m>H6K82Lkl92ia3xf@6+c7$!K84rISnRfH~NOJ zKq><;LG-c@ZwaD&**Vr z7$Th!Ur-@c8Yf|p;RK8$Li)c<_6X8D+JoSzG8}fu2scoj`-m30d1p)$Nx&Y3*oTFY z(d)k)Yqc0f1Ia}Qy)!IASqGq<6R`^UmmEAOp!N0^+L-ES>9@(r!WaR@v@?_e7Sf&p zgQ8IIYs&}Mp;m cz0({e{7b0+hi9~MmH7J0T&4A<|5l~n7w9;Ab^rhX diff --git a/codes/DoubleDQN/result/steps_train.png b/codes/DoubleDQN/result/steps_train.png deleted file mode 100644 index c56a232ac288790b7f87bfbe2b5f72cbdd30c7d7..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 57428 zcmeFZWmHsO_%?iI7?=TM=#oJ~1w>M5kPd@X=`Ka-2C1PtR0Nb31qErPW2B`KmF`p; zr0d<|@BcjSm-oZ_<@xrk1q;@3IA@=|?|t9bb=}uCQd3=pjN~E-1VLnXZY$o0AUGC+ zVACifa7B1vd>;G|cT>`Hd*JxU&C}e)8d5WNbFy=EvwLE}>S68T`oz)UCf`lI8$7Hw zZf;Jl68!x3|N8@cjxLY+`J*UF!A*#rZtJ^35V<-28}>ma?+FA=eZ8Y7_s}bCHQloc zV?A-U@p{DLsmu4@Y{Xa0YyveEqqJbO4@Ye;vj&l%P)G3lCQ1qH%CeeoXr6DE2W8bo zMHHK57yO`jMx5ZUu0B>?`@lb-Te?qbr~794O+)pOQ~#pty1gUm=@sRY`_+wVu9$Y1 z90dY=4cu6^tS7+#CP&e-EDuj$MFp{<-nO#BZvXf1775T5{G}ip!P^kkzYl(9xB?O5 zFR>b2pu+z5x4cBevi~kc&;=t{|J_b8TJHbe?n(r4)SQ@QJt^&L)G?USfhaJa5yTx` z{Eabv{(I$?^-RxC{^&L~?KkY#*L+&}Q&8M?a=5cnR&+NdH`396Cw165*|@}JfL-cn zIVaHilFzDOcc#qLzT-?&=*5nTm=1Q{{i&N% zS*cqcd%8cx5*!>HxTI5L6nVI_G*?u+o`0x^3fg>mafO)`#V#IjGRLyD5peGF$@B6H z+v0k<+KmPu<6rLc&s8ik{q{a~)o^cBHlC7sPWg$dOZ>i4cYeCj4u--~vs&4(%UieM zw?P2K#KcUmRZg|VicUscjuV5+oc`7*-RYH#@01pOfxn<~$@>bF^^n_qZS>1QkE4Gu zwYnH=DZ_^^PWs5E!LC%V9|gYQTt(+!&unJ#Rww%OAydRvaB2K~Ole2SdfMMRbSt zQcvmuDW$m8`|@-TBDCr75fPx|F>`8`XPV+M8c1sWrd5o^6N zD`Jr;UsnjHt!o^LAJvd)z%A*`K=RFn{ZU(f%(LZeu|FSjoc?^wo6Yc9m*Y#G>+|&V zoYQSQqLn@xh_~3N-@o)~jy*yrTpouIM0>ASFFAD!wwr;sXyvP24dVBmAwB2|I3vK3 zg`X{}$iSz=`idHkoRWizzRzI zTLkb+)Jt^<;*Gi;wCN)&E5uS}fb`ykrzww76$O&njl!Ykcdp`bqt!R6IqT|?La%l$1^{UGrlirVg7jI^6 zg_D0j%Zr0B1*@FLs zbyrfhCKm)X9QHVFZ~h6FIho0C`YY`{O|=SY6Ad zbk8>Mq^%zhG`5!X^$tthFYOd+(Dw4ax_hwh*%;j#O>bE_;nA%BI6ah%NhD-r=RT?LPxf+>qu6?)Y9qYD;{Lhc4jx&z`=E=ks zR!&|756iegqe`K8$_5hUT+G+6a+rXVt>xdpzy8!UjlEt}1wZt?1YQS2L`38S_QWiR zZwLZAuyJ~(dZ$l@Mc3G!R(dN^W4dOgs96rl91_jnz#wzB74Nqau=y3~3|4#wOnqZm38?KKSt4gZh}k|8EY9`O)9s z!;X!oo6)8x@SBgip=pwmRL2HJdSf@rUg=}I?sQ4|t|Z=O;US}7jew)UDlm`EGokcv zi;Kxkk4J|Nq(4@jpB-;a2b0g@$FPuW8t1<9YbNo5dZ4v_cJbk_%7)N;eANh+v(0el zwJ$@nJDKNF4vnWCX>Q-|IAM^S>26f&Qd^4t7pBhkDlJ*cQLd#aIG=@Ax=zF9;pPjS zuf#y~mDr8kuz3?^87JPxNj0|(RvFeOb1ubK|Mz~H`!D^271Q%5e!t)MvfD51kKS%d z6L&57otwICdD1R(7AT*MB@Z}g27|#NrLo^$a?XKmQNFQdClZYxS%FSr6G)soyV8^h zN){3rb&J^CD_s*gM@N2q>fkZ>jKcbqpSJS*2WDrpnTjQbE}8_Kx}R((H?|Blp1J!T zc9{}QPudBqHSZ3Y#`pQHyMo1qLGwG_uUt%s|SO_3@F+RZqWo%z)oBRyP<`U*EV&AuTl%LR|u;cV}wolYa1^hRnp0i*>nv znoH+3y;2J$n@j0W-c*4X?H?H-h8QkhY{EzELRYdS$oQQ*M_^ViP93y~9*B>E94=_t zb|KAs@ijgqN~ipf&AWIj5s)1Sbg9p;6Mqlp5kS9+j7f2{FJG$?$sCXL9h|K3e zU3ve4yK(!YRQpBOG{)N1GSWElMTT*gE?%+atl-VF{l><8KXw%RrFn>|Ma(kQzT#`* zwFgd3#GKQHQ%7`{yryBQsUl>L)0~xUE{*5JOOv!amw;rGlKbtPSHBDqD*u)KsnKVf z=lqrS$7_}CbcS|;oEctl?DYeGuqw0nOpmDWu~v7wH+BHV`-j^8OUZ=C*rEUVS8{(W z2qz*Y5j)&V4e7|KlSR=guqLo7B|`J=RMGh8Yfy@~D+d%(6W0C2vMFh6D?R`dW{!|A z{(>8wvU$^1c?#~)U)lKaAqmU*LHpLYYoED|4cEZY{+Oc--x(x2pK^!J$cv62A0L!D&nZK=>ZOcmP?%;wmTe8CH;EwS zucN@vb+631FOObH*5Vv>C@J)>)b)Bc1Op^MXK!zxBIGSUm?+xQ&vol}2pk%FL3=ReK;qgGV>k@aeCkA<4x2OdzxtirGo!m7u8_nOQrNSKA z#aA06nS_x0!2$}bAo}&q$LI!7`kTvm@MyFO)b7pmv#ImuBtwVDxp*1r5?@bGQE2*? zp`((DipsRNhbvLmYHNkVgv6zzZmSz&TP@Vivyq&$pwhISpH7|6ys<6%D%!9`HV%-* zu7o0F(l7@Alk=3{zIkt&I2bzlt-lob7_V`#{r>I_G+y$FA(!XX-Q~5lLWv9cvzg~7 zoRHbpY^(1W&qMAe`4;f1UOPRaFa+Uhf4}DRE$g>&=K6Hce0*M+A6*$zrZVwfp#5ZA zO9%dN305`p7px#2r{ELpfs14PE**zPM$G!UgA^Dlct~r*@j6q@q_O7&Ey&re_|%}8 zeVamYO%s*E+Qx{-O{HKKEC8YrxDZ_H2&$S?UsSbm3~VG&0%B*Gvoow z)E6{v?IvmD2-XJx=LTbH#;+|1;vhRW61zYP6gCw?6mJaF`e&eRd1W5PI7}a?Ro^70; z^)3C?PYT5&9m&-af*Y?dkdxosr*KMd);0ALE{Vmzfq>e}bN}QpCAUKPePMX~7jOnho^2-&3=9O~_YVUD0}h77KsZ--d^xtv zOZR93OAm^uFZ_H*<~-PQ(i@2fKP$zJarhDpYM%I`zKous%)TXOke=sSs5M&p`zea5 zW=ZU7*DCN?@cB2ZO#r>gWdQt2P|w37ow~E56+G&3o(@EENW_7qt=nuO{g>YXP~lD< zdA3qGFftN}e-)4?z}Nm%fDC_BL_S=-v(9@5KLNA(1x51GneDT!(WSnJE++u1H396d zrJeIz*TkD}#EuTquY8q~8^5+|8W(>G90m!cGabmM59*})mj)&Vf!ET(1 zx?Ti9z8gMM4=%loU?AZ@y%oe$7w5JZ#+y!av7)n}UbFSy+BX6v(XPBlr0VET0Y0$d z5L#>+0(tY+KfsJf@%Z)TtDdJa3OL<8IP43E(=O04|MTPH!En2D*r2*(&rpmP9-0A2 z9Ek^9SVLK-#n+Fw$D2s`svt05R~;G-AK~}lgFN+CN)=3CvEQ0)WZWFUH|%^32NoF5 zap$UqB*VlmH+T1c83NS)F#Ly>mzQxKWA@==j*ZNwN8gh-=U-}A0G{+SP5CMw4podk zy$*^*<5!TBsk>7I3Gkc<@RfIZaqqhc>5Xs!>Uo1Hf|f*hp5(i5-Sn%Dp?z!S7^r?u z00ho%ck#E6JkBIj8!Q2_G5c8Nn9+0jLi0ZYfJbzu=SM?=pn_sty9Mz(a}$8q zryBwB_y#P02To)M)^r6#@ce@arM9H*8r20`~dc(5WEs?xGm?A6mlu*RP=D zV;B2Bdj#1q>J`w|e5A5$1>hsL@pR2m>~Q{N`!ikC+xKk91lEY*;R@#K{QR9GYzC?6 z9;3vPYo7=8Hi+atOa0|lqfoT#6<@-P`|VHACL5Mov~sPI0lu%rO9SUXv5SDB@UY_f z^XxrlAPmeg{lEIaF6{rGj_@V$BW1g@*;wqyoB{Vj^OZ~FLdRRMo`9Ghe_x2%@@D^P zJF;I;r@W}-n|L9d7vnHJO z?9WF_FU9{PoSeRp*MujFsgAQC!ywn|cGOn^H-WI{hneSJ0ge|v0W_-lXm}g_LUP5lx*rRj+R(vJpqqy0}S@Yqju$g z!jj+{RR&~9ULI0(+=<{{%}dFB(l11IdV1=${f)D9$i(N+q#Wdv*^hY{L33hWfHNOh z#^A}<&BwhUkxL0mAphx10A-{Ipv?e`0P=#&lqEhHPx|htrMdQs|0A!qzj&s001c9r z&Qt-3R;Sn`HY4MbRrv_+2FQ;2Pp0mFJX*17?)N(vWdcDayTf8x*uKA*50g4-;`X)J zC>%(NJ=gx5$2lplYe?k7o2KnNl03EEY3PxSpT^q7a!P;;@l zvFRm9;BmPFro`(Wgu^*e?%&$x*qeCrz)qsDxw7Y#Epn?}Wh&^&NJG2lh=;`9us;W6 zwi{+XzTc6`mBh1L6LvLPq`j_(^VNP1eZc8{Ens3JF@Xw`GE6t~YR0_g54F9H7Tinw zdKBdbh29Mk-Mva0H@DgDnIcK+vr$3}nSl|IOI1@Lc_!fxI2Rx&z~{&~B`KDiZxjRd zi|XNS1^6%@1~K}KMOUT<8ZY&Is2V3NcEn9(c+-k~FDF9*jdPO8KfezowPhdo$~`u` z2yM2vPqr{^kR2pF>B`;wMs64T@#PpKw6XtNPrw|J)!lfu%b(`AHzGETCBPFYOQ2!A zR&A@ia9pp)!=BlP%s^rR4V2H;-1P^Ol93VDNvdMJ1r6L!ypr{a&k#~NwUh5b;3*mrjBH%fk+<$$lqtFaqGl(rF3jB)odV$QSa=C zX#9A8=&>Q)|r+e11udwM{dYgj>DR$VA?l)GyK+ZoqlQ%`SIyG4Qsaeja z4+fq5$sXDS6V#l^gb{R}(VZlRs#f*_%nzANX2ufl*dH`~-3YdqJor}6j|j28xziGD zySe4JC_gB4vi@9jD_mu&Wquta?KutCONuo-^AzV9`wDI>=ff8(bH2hXb?~E8am;J0 z(8SlPukbqGenF;mpsudNd}H66(ZIe-RjgZrr7M4*FW5RwU3Ro+`RqLUm`l3mhU&2Xlc~I%Zy_|; zfU}*(Xj5P>DINFDxXhHsafqn${tz{GuHoH&PLNb~cl5$`WS2 zyu9uJD%&L;YX57Z{}qBSm!@zD$Kkq;Qv%O?!Y%3_O|(%$ve`D~&0%sjZ|JH|rb~`r zXO5;fADvO!VHhIod09^whWm_X2Zg%s-sf);bi=m z739F!Sm4hUqh!mwx^$<_N-0UfKW&N3l2t$P7aM*lJ`G+MAM>kaOsPD)GEYjk?tdT* zewbDiPr1|PsdbuzVO)qje(t$%c{DHbX|2n$xlQWmc&B6jyV1$%&v9zbJ0&*q(Jq}=*coe z$$+kJ!|rE)JM7UHUTxL}Gz9v7jd8ChTe=6;?SHCltXN50vo(#`ttQ%T8;2f{PaQ{u zZGUCe*E1U%8>a}{(g875lZVbvefo{Ct$^!d_nW5{QtQnP7ui(G6!WiXa{uUcIEAcqAlUHnu46cd=S9 z_rAolXA)p;5QCour7UKL0{mzpO`g%)dAL@7pUitrhYXB@=8NCC5{v7_Q{Cp8Yn3H` z*&b~lOvp@O?b~Z*O7=tRAHRR0J?P#Um#3HSTTi|)k>K&zklV><;}cU;W`-A2aI;cF zMs}Irgkzps>9-$$a!i{qbC~!RkTZpo2&ggD6Rfj{f<&CSH1uNf@>>sp0q}|}UaGVB z{r$Zd;DmkwryGDk;K_+!mkekT;5V0>aXS!sNdSeyi=h_JfeOuxFU^3AsO*ZNf}qZQ zsbP;3BX$+NUmlp{2s*6Y;lo4z(<@_9K@%~fWkh^O-!m94T{FL*mulLr`0?u6btn-r zKngukP^n2%=yn)2is9OOWuMF(&-H_6EUbvh$S(ImnBy4M^Q8LovC)8){8#Q`4O{N5 zJb5W859x#Rxbpznt&G-=Ly^zZ!W4vEd6tLsk79?e8Jd3k%*{hg6IBFtTL-yh-CU9u zk+P^+YH(ZOuX;><%3S$ zh9IC%;+q6|wH~}c;3#qXeIKtk=vCM;n)vN%kNfWQ8~|Z10!R*^$ht17`T`c)?!A;A z-hRpF0_c=oXgJ#~wgd#Jy;pKWssgD(!HcT>-By36v#ZUUx%PQ^YK3-qi@Wn!O%YrA z_v!jiuaFsP=s628gd$ zp)Ax`=awGDb_yd)zJpHAuzG8YK!O0%PY3XXQ%Z_T%_cr3gWuaHhLBMV~L{Q!@_;#7i;G$kdJ!Eb2Pf2O@v@jkNTgu(Uq{jf`3ai^K; z$;KKpCpQE;9QL|lRx>@Sq$pWIdmM>7RKGCd)7ljGk-^(C-*}&!XNnCf2|8ymwnbLgi|*F9J2eGqb2LMHy^yF+s*6%WfLv{^b~7Prx#NVSc{ z>ykIF%Bj9<#>j?}wxl-Y{igog-}d!*1@atiT0*SH7`RB~I$@Yw95DnycXHK=C0Hhf zwRL2L)UfCX8KSP^;t05Y==}9 z=MLj-r<8BxIxj}SbZ4L_!l;Thh&D!h{UMXTpegTae1Sz8g;S(B_Nh2-8)~Hh6=dyu zb`CEg**bUlc5bb|Cdy0bNvwt>pn_=e4Q@2I7A+xpVd?yl1brYwRKH0g0RtD8<~&rk z#1l$tbw`O6%juxMz;!H>9`&3+Z<`dSN*aOoSCnCC?RPZMhYugRuX&nD-Cl*I7E*M@J_;DVJOOZm1 zYlTw?KyDRzfn@6+#6>J$%j0s8{~jOm^rBpJSKGBq&mBMQ=EENyXMck02*Dn8l{5KV zV@C>%!mN5N`(YOf;W~>@z5?zy1!cdT7yHENEeaC4-q-mqwX;VH7#vB-S}BE7k2v-| zN|Ji3fsXqjELw@x?o0YEh}PNddiV7M1>?b|>-@J{!h40}C@kT%zpsAldJy?qtSgVk z;safGndIXuh47?{as~O=o(PO=HCfDYx#@V>`AuJ{i2Y~c$o{ekc@!UHXeE+=a_O5k zF8>beBRG=6shF(GW0v+hczilW*84mMVfJ1`pnHuvTK3O#0+g4-l+Vh9cyqe_$0%Oc zh$Fn+AVN^Cw=rt>V(5pc$*|)_o)=GBU7_ns&}dw9I<>y4;x6nVv5`AUFP-2639Q^b zYNp}slPwHR$A*Bw%kQWuN~Wdj-5Y5v_WBLpvB;l;#gl%JHu@1mXv7^>tZw2=?*)$` z!$u6QjG$`L9g@6uBAJi(M}Y8BhByl0d-6DUKDZW2Fie!Fd!nJRiczHp&UZ(?x6;^} zGC~3=kduOFatqafl2(&!2`q1Wzu8u#$i&|7c8m)yI&ALN@*?Zfr@UQ=&f0gq3KP5k zkz|-2?xAZ`eAk!`Zt}%^cwbUb;=czbIMz6C>V9tPE4(ZGfh;B;rRV_vl+Q&=N}?C) z@?IKSu_hiVjnwRgeIBVf)y4symr16;zfbO_DYOQj-5kX}ucNqn(kbpHyG>ETO)DEZ zC+6G02ey?vRYb}8t7kAeFIp!z7F>2+GJ)O@JB8QKGfr(No*VD|V4!~53yX1%pMNR) zCyn3(cbi!UZB|kf?4fW_Qfv0LwE_mZzv9@1HNgSg_~mMpqEt^9sG2v-3^?xQE~vqu z2qFdS=t{hbR0nB$yY7Zcb@hL_hewCA{{@75o{GS{W z_cR~-vJdWYUhIj^5+xNIg}FsTL1^3# z8}GDa@FT{##j#SVeTb~%Dk&xg=x)*iX?r^vtg9zit*gzj0O_liyI>DOK|&X%GNT43 zCWX~XKd%}BLB5a?0P={j!Q7xaMN3r<2#;?}ayPTJr!cq=>=f0+C0z4&?=vx!Qht6i zQer15Bzm8wILwhIjnkpkdS1DI_DHB_MP`{U@Usp|FBv0y&*hFa>}u49DmJs~k-zol zUIa^1+lWi14Q-WaITYBk<5U_g%QBOAZq=^E0KE{}z;_oWIMHKeVP&UU!X4Ei__5%v zID#AxZxSnBpx32xm45tw9c`w_#L%+=88kSh`P^JQvRD(2OdFMgn6~+TG1CKNIc8yyizwi9$@V|4P`qO37wVyA zxKD}lgbuGzWRt~M@3b$hK^aiuL~>$+C`VYNk|5_s__`~!mXwO1`i1P*3c;!k?$w)W zJrMRCOCVK~$2k6E;m%z^$hY3n)Xpd{Q_Fe~MmI8TaN+P*0g`n(N`33i%F`SSZs47; z^cpa6NY>RATq)k7D-t4BtP9M&@9qJ4GcoMye&7<|xuXi5Q3#M9-^o^XmYi+Kdw1BJ zF=*wwbUV0FvnA;w6;sXP0`!J16ZOL36@>u(dZ?+TYN##)3DpwJZGxJHCtxX- z=__p80!U3dj|T2(31V55PV)=F;#jR2Q&|$&P_?Fl-I=O3F6W-D?2wo zD{IC6as8$2g)b1;c=zw2+nqx&vc{dT3*<1vAR8J%FWM4bp{QT)ygyGK_6zACW_t)6 zswtcfe{`^!TGN(1InJ+`W7ma+@7B`<>;qAC8=4EpPF%v8)8Z~@{r!0pNwKMW_N(Bl z5M}(YgU{3m!JQzEbp%w8X!D2 zg!cQovzhJhmtbT)(*L|6 zQX8ymoBSe%y^pqJxJ>&Dx}i8!JSmP%UuYtCIakJaG38<;)PppOZoiPmo`EIlgBP(v zN=Qv<>C#>0&VIjFnR3Yf<8=Cr4kcD)C&O#awA88uqw)$*IsCsrp@UZ#@FPAI?Ci)Z z;2v#LI4z6F%j4|4*HJ^)kpl9!J z7c3?TZoz`<1u$?`B!EcdZ@k&S38T9)zt(@gEQz;}>i0KSwNQE}@6H`>TQ&FSH;AT+ zZ+lvkeZKlonE-D=8!Z!hXYIfR`e}Zf-^vCV^+1Y~Dv(0J6$)3r>uX%N2uZx)dg%&- z>B^S6n#N0Gw|7|=A^4=vV-B16E7YEJo2UY~It{$2*skNz1x(rgFLz_k{~g_$+Lavs z#;p`3$Bji#&Z34T=3zQd3Fcg(_or5DW*ikQbiyuGy#X0N-rl?_rkp!ZRW|2gr%hYp zGsx0;tnj@MYecwuo6SsLR{OzKUdPKnV4r`oO&jE6{VpRc|H3d`6as=C2>_nAe3-l9 zw0%p9Lyco!%?=YoVu6ER73M#9D3(p_?VO>1LF-hp$i!ZgT{7fNXq$ zXPwFRs2hX(oP8|6&=a%NTixjToP$`7$fu7=9D7Frcc1dMy*PHV?|C`)p7R*)UFpbY zv~14PiAOBzr^w&V%&Bb)ty=_=mKpP&Ysrfe)R|n`gGB&_EnS;tA`DmmD((9 zy~5TR6A&seO%F4FJ7{}_R~@dU4fBcPn%+HO;wHuEJb@7$TzAv%X>I1N98^A;*IIAT zd5U1Bf)};IXePEgq_I2*OwIx4r|HO)s(#74V0Is@T}e>X#&zpIpD1~T!fp46tE2Q9 zW|pE=RjW)J-{fv(60n&mU0&{Ir*Nh#aqEr?mIY(+?S5|eilbll$2&TJ73tRQRIt&% zc}N0da_@k}7!qPUsZaxH|8Urkj}>I9R7;u;KJ1leA42bf6s*Q80GYj;?t>wu%qd?J zFx>ZIuZi8RGpq0cu+}csZo}X`gxJ)D6`XxYDCS*+IIh75=GiH}5nFYznK^zoB|~R1 zz~hz)^rm0Raxn}?eeUJVV2yBAc;UgewmHw@p?u0PhOqHv3)k$`vBZ@jzwgI&OXQgtoJm4_n;-XhK8R$Nb)O+FH~@2kaD|!+u#AP; z2rA6;c7G%d+Kd*ANXsc(8+RYgdOVk%D-AY=GlEqdTZk8?LGu_{1RS)hKu9|&#rMbF zzZe>rbjIMDT*Fn)m!-F#$3xJh*BluQ2_e3-og(4RZCX)Z@AuaugB3NUR$?xWwQI}w zwJdymc{!o;wsD8(1qtle3>PV6370M`+7HraN=Z=euVCh)*%HUfn<}z$9T*5AcywVq z%Kd^yV|P1-m^`7Y=Izn1yiiqWbk^nwYK34~C$_fhIb^2>gg>MDXTlAjRXYdl7R{?8 z<$ir?8B!zrz#ugh_c+6w2xx)i5)u*+;P9VhA3x@#jP#j>S+P?B~3giP8P$( zI;wn74rkyG0NS4tP=l&%p!^^<=p{#>fWb8cMu*TYJOn!ulB9?>>!_-hMWvi(-){#i zeFWXuC$~vw><`H#-sPME{>6CEjK*7tL2LNIvJ2jC1>AL!pesiS)ZUr+V!cwh>ryXs ztnpP8JKS`~xP{)j!MBiv=uTF>@-2W%ndoyU-AYJ?r%)F+LqerU)PJHR7~pg+&{d@7 zRk!&&tT8$yFk7RvLqf)5K|5*pw-_7+Qh)-UG`hnOlw-)d?Vcl%5hU$XFx>NUY*kO;x z|D~uK*~dh_DvK?da`X0%7HbYmt|3}?9-b@7YCgqe)TZb5?`?aGh50iZ2=-l}ApUF7{)ot{g`AN{Ja={qFfqCbjUlG4a>_k?4)`3qm z%zg~-h!q4qPbnY)ih*XZ7WXTs7D|^$!ke#T)B>pP2Yn;vSFuUqXCbagJw8 zW89s!Qf^A&ucvqO$fh1|d|N2^*FrM1CE7YOu8{R<&vLAOI8y&)ql4qDyR*F`M5k}w zW1(iWbLW2fh}(y`;eqEf#rBR}2O0MmB~-hVIbJSyEia_H=|1kQ> zIn^03nN;RTZF+a-Ov=@nd5xK1z2V*XN@6{qwtwaeiaq_+<&Ny~i2zmGqX~7FuQ!~pB5Q)7=y@Wj__d7HQ#>rr1B%(aa4 zE(V6~F$T=VnXU`uwMq`HLFZNBM8<-~H|#Hv(NARF;{Yu#v*i8q05e2u8T6UgvG$3= zQrtVsvC_USMfu%Jbe-l0Grp95ev@Bp#$+8gD8j->I^AhIhjcK*UnGQ#T58CGPqtqC zmgze^J>0ICSov|I-Zl>eRWFNCtpmk-zDBk(kNVnm)w`J#8$R`o8nv}!29s)bcVSh) zPMTd?E4gXJmrN>E0Sth%z>HY29Bc;Wx)mkYOZa^@!AO)BOVaWlN{ z@UqHSN7h^)tvVQ{-bPqo9R=|*-80k`IFIXbXKu77HRfEL zE)bagWUFywMDnSD2>sO8Q%H62I-Ih2@IKkl$ERm*k4IiTx{&->_VHj_$g`=`(_=TG zClZIpcn45%{T_+bCx-HCLzR4L3s3{_sRH|; zc7^xv_4PKq6$)=*!yBG}<0usGIK(?yok8a#{_7-_;tKne+gw!H2Wjl5ARUK=0U%Jl zdIT!X;_%*$C&7ItgeSyjWe4|3a0&KN<~)m!zLjH{CG}{@4h$PVzkq(wY>+FglK~qm zCNgLGEyu9ens;Y0HAn5k=sL1jkX8HuO~SAD9}&}|Uue>tP|-U_Z#Vi=~WN<5I}g=g~8dD*E(4ZkT)~SoRl=wqR3r14NL_ zL1*l?mIoAkoPCIqm4hl~uTYE;8!c`|Ly>*$3b@UsfSZRZr2h5-%Kzu#3Z#5>F!?U%Ra`O{406!pjbLlOk~3|E6nG^7 z7(V$l{fQb@Mx>+{xu_s4`R?ojKP~G@ZKr&3jj3WUECQd&QiqR$P z9-*CXCHOXLPK07RS}y+~gPvT(*b5T+YZ$%nl7Z$*H9LBt#cl@0(t> zUt|E|@~vv{?yRj10o47$Ylal^41Ik@!J#Ay@)GXz(jV zi7w*pn_HjO$v#lA%|k~M;^MDlX}T7y@UDM9~g^}HgFA#$#U~s=eC%uDM zmD8Ux$*HKpuXO@w>l0g}4J(hlNZA{?ETGQ@7kG7F1AZsZO#=}D7bru$3nJipSR3_H zwxuavhZ}DGO#c>fORco+lSF&PFf6SS>k9%s`^z?4UI4}`F)O`{zu;6=9MX- zj9P0#^W0{|%dmy>l|f`eyj64u@`3i0vLyD+hVxG`f$Q%mKmQS2L`AKsV=@T1>WZ{g zzG|cTBz94-@R%UW_^nJJ-mlgdh#*!0|9?uLfHvz=*Z}jCqn>z~YTtePo?c29Y{jSD z;S*5sEdOfk2wzNkRwn2>d+!rU-5cINMAY^O^aj`y?uui-CWuXwALklgLzaB!nJzQQ zzlQi^L)fCZP*&y#IP#BT5-|y6iTk8y6ZwDZ9JpAkEfj>N3-mJQ8*u;Vi8gx=dR7&) zV%RcPZH>icn@mX6%m1xW+XoEpA!vfgqr_-| zwo(LlU|UMw{GajvAQSv6Ebr3rM|f6Ez1!RJ*+-LdY#{?&Qy3|dLhu3InEOD2-usNP zjMCohou7H*F=rrGKDO&PQJpcHwx=gTFN-p*8$?&`Pxf2rH;dK9fLkqiC_Q@hk;LM* zIQ36tf;g6PNN`~MKhF7F#lDr&Ixv!q4d`Qy^(qqu*lOs)`H|2=C05Xt0z~7Q!qSX& zQnAh0z)tu=yBCYB++T@>!5nZ`@z$O=ejz?%bew<)zabK-dF{sKQQQv`!c}A7BgtW8 zgI+F*Q1uY}H)}s1!jMJ^-c%8qzn8l}4AVLtwlV%BQr3nNz6)oLQT;+mfM$4byCOD) zJlDm}3fZrz13QkkXjyyoz3>6-!Utx9Fg=jCXa$Oeiu&;ozeod}mHWguGe;hG1u~@n zFK6a664H14e9>f+J1jJU4wG8RAYjl!G*vDfxNe-NXEtsR`52L}7I@idy_7xJ0OT@c z9;$)o{X}Gm(Hn@94x_`cFD0->g6&amM zB4KmeWZyPfulwY9CP6uNg%%#y@%n*UpnzN7^E-?+{7dS+$i!&blbvvFwrK%m|LH9r zWJ$p-GH7|dBjnP(n>XIXW=+^5iZz^luwo=d6&^~n$K8ASJP8&~u-i(ky!W1d^2D-6 z{8DfqR6DsiLv$^?%9pKg`?Tl71JtnUEJR{&W`ykbGg>`H-o6DR16>0jqi(YA!fK4q z(5i4Pnm{oUq*HJ1gxH=XX~|BI{tR+FBm!=H)+}#_NT+Sz)gD6`XcO{O`A8vn7N8rP zH@JVwhUz|iyM@vCLa_XvgQAf5P5?eNU{iIK&{;MK9q90UGS&Kg>@5}kla-sGNuO;X zZk3u85{7|Su(#o=S9UImy7BfO10}u%rhCQLX<#v>eB|9GfrEU?qE_sa9dYdIKg_af zAB52J5ceqKw~r*U?%r4vbvEvK=mo*>pMFUVywsw`l)^Qn+3;20qT|8-l-`OqA?7jY z^6U(SQk3v;w50lvZbm7kJh0jdITe6?DB{}tBKbTmS0{|rk~1Zfv!?x;@zPRB257iZ z+t*Q)RHi=#E#(#IBq-)UA`ZP^{1vyDP$FjqD_4gO0c|Z_aMMJx;Kl9N}DYH&iUbEVHMgyo1kc&-76HF5(tbP z!DTV5_B<@A*OObFRzMufi?0d;AyV5X+`cQh?asjW7PDK#^?bv&^axV^i{`o8ybii) z>z4VyFaDfXoBzNAl;HmUdZw~YHLB)j6Li+xv5XLc2c@7e1C5F#f;tn$Hm{stbX{fU z?bRYUT~yp#pz+%q4zE1Sf#zll`wF(>o+8w=afPIyXKN!599vcAj+mMF`oA758NSYH zpN96y=r)rB3Kbj7M6Ax=j#`9J{v^tM7{v|$=t%4ILd)sxagJ>e!3QVfALy(`)D<2h z`ae)o0F6TWGsRt(0t(?gT{}eKlgUHXKZzfW%)*|&%k~oYhL?~aHLKRg${o^|Hg8`` z@a#gEU5|yXoZ#0|4OROwQZ&PM!y7$xwkK|f;nwjz#hVo!&Ij+|ZKPx)jWr=yKXg_i z!3QolV-HY`wII!JFx8vcYbP3{qBc3;G zWD9UFpYv1aR!CKdL%AC!G5FG&a~@RTO4m{Q1pcO9eGn~C$joXZIEp*+c--gfioKz zHQU>#PvpXr?=7ZGf=Gl zCqg?c`Y0Xb?~GR%G{4V21{fQ~3RdMVqWm2j_*uMa^yR#bk?0OQ!6aBVL9J{@-eWSd#%8s0o6#9iH<#ry zx+%|X_?&Q?1zfgCmz3ld{F?a^BRlAFa7?-Q3&@V4Of?);nu!F^Ib=)$lvkV!1eJqJ~QzLy%xY|e=70NifeaE<0%-(ERP53kAXZa567H%`S zmdF(psbqBgu|ZRWd}2OU{O#hkJM3N0x37{W9LMIl9(m4DloF8L5vjg zIBzzDT~y}Px7zsQzG^6X{}&X9*~pp!64=U{+||}xUovXBAh9xgWKA~VDDDG?X@sbi zpjFymhC`ldhMegZ_haR+*D$zKkI4&Y?7sc2R?hD{V_O&H+MS?Nd$SgH3Kxj60fUo8 z>0RimiPyfIn6k6VDmKu(0Uf#SK^iSXptZRZ4t5;tIS&v7twH}+k(wP`@M~{VLRI+^ z+TxOw+>+QtGXrVw-V^ zM_Jvlc{HmrY2k%`;a~;Rvqx2dnj0yupi*kZIm$Wk#jHsu1M!x``v@a@edKU+LuG-T z;#J3Yce3NP&)4k6zBWkO8#qgj%f(kzbgb`ypy0gtGkuH4W@nx z;_!f&CXoHl5oR$xC8z4g7}@>vw-z*M<0hA-kOEJbQVz6nuP#LgRX=+aBO(9<;)dsL zAmoE94Fpf=Gc60QyS}7afDEE!I!@T8FSj?cM_C=$FjT zP7WIa?j`Ze^o>=-78KQx;178GJ7NF(o@o;}*mP^OR-J;36Bwby5K;!>*lyS-o~9Hm zWoU9Mv#d4~!~WyK6W+XIL>8@{%6C7FS?KBQ^*ZPF?`5G{POmrv4_u*%bM2fh17?nd zM7C*(wCh_JHMKw99M;Ik;PQ{4yDM{S(^8>WVj1e~iAMZUeQ=JO=#puv1);jw4B`YB z3YX6D2k3W}imMkdjssIA{`k=r5Zy2p_Hzew@hYWy-Xh#`s#oT@O|Czo?BLRd<$0I+ zoKTdQFE@;fu-Z{YoO4|IMa1EZ8qQyR_q&Ej?daCEw?6F^jK7H51m3zr%&A9EC&Pj( zH7)$t(<+6i(b6ll#$3#@=7zh!36{@#<#C5W3&Ju>Y}3ToU=b36*^{R~3v}l~sMT?0 z)?ETVdv;T;T%W`?EV>|02?~#E1Y&+ZSY`aL}VBx>y9?ty!H8M2h3{4w(tFc ze~CZ|Jv`So`_*er_~zkKriw&*TmAlIG&pYhof6$p4o#z)5?B{Zv+ECKJT{hQ1G&@Q$HmLX|muM7n|2M_3Wz(P}BTnFqN$ zjS}muSH&9)jsawywaDWH#5%myhJadxxP=0A%4r2A{=(#-d;?Tz=lI3e8)HPr!I#rX z&c5c5^e{;wjDiU|qB4cZ((N7UIjyMk##_7hp^y3ogl-XUj!ax zaMCmyoG`%@se}2u zzOw{|IeFI&Pusfo$;Lbq?*2aWe`K&=n^YO-oYrq`>rMW;xyd0yy~RUpLE--)>%F7l z>i)3rGiJnSgXlrjAi6|P^co?0NpzwmdKbhHy+tP>Y9c|R1<{Qz(TUz$h)zTg@1Fbj ztoMD^djGiB%5txTInFtI@9%Y8pG&}_Z*Aj)wnTHwuRGTca0%mnRgJ5B^mwl=amRi< zfXpZlLX*2n>2`6JiV^_>;F%<|gs)n!&2X5TtXxdiv#zpqh0T>fmCgA zuc?DnEcC&js#aCc=QVe3TKHJm0C~ny-kEXaxK6iFVHaz$rd*knzQ4Jui?19MOGB)mvr8xj7 z!2D*#B#(&GjNxA|PZN0!4Q2K7n~MKeSS68R`O0sP5`;BW9cmwlqRtmY^qh5U%@S{b zVSW&?yeY1^NLry!pBrBLAUB^;pWmmnwvUdh2v1gP-I+&xX}_-MR$W~f-iaR`dhGpk z9QcsHZ`f^f_d;o6b{1q~P()NFqibR^Pwd)f#`I79Bf7f#9lZ_s4m_8->vW3_e3QQ? zE1DSjQ7Jtp_3(O{vUwXBT>W*#$VS^N_u^Bh^H~x{75DhiR<`2lN%|hy+L8onF!iB3 zx9`EzzqL^hRX5z-SrYYv>5fnd7-%zwEJT96$0{+v}fV zo_OomtZF+upzUW=mwQ~QG`KbX+iqA0XAc|OU6VQnpWqOJs%O27)Uu@*uKt=`g<^-c zwZD9?&lUDVwjzET;ClqNWr@^XAh!3MfW;m;jBAX z|5(?z8H!#^hX&(AoGA{6N2pxqeD7Ekk-n)YVKgOy&3Z*uLwJXFEx|W`D|*`7dNUte zm<@Uj3p&VW&P7o9ck`{@`#1Dj(1OYRG|dgJoNwMp`Byu&!n|~J=YRYg|G^j627iJ zq;zy{R~L8$afnTnzgGx~=`QpTqgIA8?yl%{hMC~7DjuIb9d|UX@tW{_%gDFa)$69( zwxG#8=E-_jOtj@LiAA^UJhoKt)b{c9O&M$X^{-BcUg$F2&wt0aC&k&L z!2XXwsg4xhXVT7U28yUu=f($d386&73V}zSxA6pii(3k_cO-^tpPqQAH{Ntjt|;(5 zzZHi=LHJ5{)9z>>&)?sT>%D~?=i{Aoqu<6Iiv4%h2ut!WZi-if?9eiEf7NZ4oB7vv zpZw;mU!%h#+*$ju6-M{OYS%0_XR>r;=)L{Q?i<^zNGv<2sVghs=rM!=DeW@z790;R zuO*-6ZG|4F-N zoN3J7k(R(eG3nu&wXW2-r9e2z5<_P1XWRR~5e2+;0ZRkD-iJlC-ehE@J zF9@+X18m@y-hZzp{hl`;$m7RJY;f`zRTGg&oiJflO{`9hP2GUtHM)E*AQ)Ph<#hO{ z52G1E*0t6-PA{HX#unimMaf*q@wqjJ6q$OtTfL419^QZh6`m`eh0eHO_isj4bTo5> z{l7%F29*Yz9%Ez|e>38y`53%S%z=20)hN!PF`tqKu!=PLjdREg=Z1;~mlTlXSOy#j zk%B|gpaSy(Nx-^%&A|_D*EV9&1rF&`{JOe2EZ1kDa^%r+4>oKHq*#!ezNw_7ROYj9 zIpZ;+uJUoj>f17cnJGN9=tHW~U>@t(x|WL)B`Rm;T4zNgo1Z>0ci4U5?=X)AMh1hw zZ1GCpg7z7#4n<<)A27XLhlbfm84rB-IUq|!x$^Zf9uNo;3^9p3Wr%N#N6%2(As7Wb(^q86j_Ky zy_Ls&Cdv5$`&{NUdGF5W>BQ5x`AWy zD*`xC&s*otpSeMLJGTa4?@0xiWp<@xV_1F2RN%lQUF-PZW0)@7xiW(Z!P9R`DUWd= zPyzn7%|Box@pp;1nUeq$!WT_B@}PJWw$f!c2}Yq8+!+jhs^a+Vi@8c%IIj31XwP!w zd#TgJ1L0PAj3ugw+*srh$~^b!V#U3yQ0eILayINY+ct!Sl%-=HT~jL$aBXRX?Vh_wmKmw=&ZB?HSL>9W204p zz8ehl%cdnCj}2`nVU-McASm{MLM{F_lY&)_cQ#We85re10)th*yX1kT#)#|lyq~G6 zNoLBU%NYd2W5Y#4=`kKpsO7Tc`kBblt;E$#5@_&rQ88eiO<|B--G5N5^mJhQa|gzH zll8ZBnmHrJ+^718wCu_o7%lUNiTtwjXY9w$>|EZj_!;ZzCO-PzAotR|2DoM@hiM{y zg@Ff{MmgQn33x|~RVH_}PX6E~tui&%J0ZEpQTlVzz^GA79Pj zaK>KcTGAecYvkIUy5Z_En`53|lN8cs!Hb7vfSJCN(gyhMCp+k3Nz1IKYgUdvy6ih@ zoD$sC-QzM>)O)&q7OF`*B38Y;cboQ2@?vqOUTEvYpHOg^S*8m52{ZsO3(~_ZZhkK? z3FkXg=4;agxdj!r%CQN!z$(l|CZLlh4>aLAG@n@DG%A=#QogD@9X!!1O!y_*cOj6fl zwW~$8gV|Ij=?*lejc7ff=Kcj;Q?9rrJBcU2vehshOgrJ&LNsqx7KOqAZ!%tIFY;GjJDx=u~sh&Lw}?`+IIBhIBUsYjcvw=yFJ6Ipr|J z)zd#V>2C`9YLQh1**jtf6Dbjq<87>qxo>MCeBJ-{!qmXAWcDQ+e(?d<0vlM9PsG&! zguaL_$V0Ykaf}yd)~GV?V_q75FGd&B;jRh8ZN{mKS7M^KaO`hT1_=b`FEr%QDK*-_ z?hc2E7R4`$d(F9hHgBt7Fl#D`7=Y1(;lI@?b`Cu}Sg%2%l96bkUuzvbrxN>9HkCovxDo%BYorpVFlLm<3eh` z``Mp_JJ4vKjI$cz(tmFF^4A}?2t87yG}sdF$i8jTV-aYass>d2MF@;56k#;{u|alD z|NHPJXW=Yvo<)z%GCR91CgR}xqmk~=Em?|jTnZpx@83{PS4}8l0e7f1UKu@@2+OEV z|5}qNW@=B2aGXBschr>)Yxwdk1mX8@W6lD?B=0x?+ptP5oXkVccULkSZny>>z8`S@ zDbhJQ^${N$L!LcSGS+KLcgo$MLSzU8<}#md?3bSSOM*1YTMRRyNG*Zb1EkpZrjsZc z7B@(-F~yD|a~Kw)iCC%%5>&5>2D(sENNvZz&+8CZltv;3@%`=GeaL+3z44M~L?cO% z`DT(n`%joIg|+TOJ4%;OY~HA{TrM8C)VpDaRY6+L8Tc3ra1&au&vHa?k>O5jG9Yp| zpFDd2OU8}e!a5wa{@v_U>HYO%$^AD-B|QhLb~!N-Ihwg~Mt9pV@kruuY;=Kzbe3PG zK;7wK14_mOA&+QVZXg3*o9t32x|Cvc+u2doA34%0xFL}%q*q7+4R%grkj&=S(Y(Zs z=LoG^OKComZqOzW@(6EC?;F54?BQ*ujNvtXDII_P6q!=So$(bJwtfM<0F{$2dMnC( zU#Wx$#?cL{OcFzT{(wDID{X}(AHO1!Avt{=l+0GMsl~&Z?QBgcusgkGHjy!td+8(? zfHP>+*#k>P+ycgWU_h+Gh_sK-qhOYdjY#cb zxs&A9R)+e4t0>o^pYzNheYUvO0FjtO-0RX3Vh<9MSR|~T)u=e0CXvyYF0OGQ^1WR5 zT_z@OAy1o_2FV9R7?bm zc68yyi)YOy9FTM}CX3*#X}1?H+K%kY(F>^x!sq59o5t*ks8QfJ+5h)MC2xQ^Tg>jT zqSkj<40mPXPIM`mM@TnOPkwPSUboYeu#(fx_k~I=kxoTEW_ri4n0e$>#&@IB&d0@Y z&L*jM!-9pZNj?k*FI1oxG{fhtkJ4ZpE0F3mX(`<}j3SlzJB;WdKN$liA+IBlqzCpC zmBWvhMvqCwuEd|N2O?|w#nHk?FbY?C4goqbg2$vCyKqjnJg}+~#6Ih2@^bwcjyQ)Z zSV+O-r`2aEc2IL>G$~@c#vL6rbq*DTxZicuF4@RK1ftCKitSVtTnq4-1MUX(WIUy- z+Y2XLxD;f5`Do=h48$)EVHEBV%)IP=+?~(FY9dxLQY_ceU;cN0>o+R5j6Q^bMStF5 z0Z8Cc<6XI=?i884A#NQRrZfKz@MZ8gQ$cj1j6jU1_v2Kym?3_5ql&u)Bxn> z2rfY&+gIuC;9NFTy`TzWb42iJ?0>SkuEGQ3MAnL(fB1}(8ZEPOpYJyx$T#XJlBv+k z8Vt~5p1qa%A7<7&^e>*8$Pb`K5tpB66- zcA6t=v?beImsX|J6qGplj&9aHQ_XS!m!w(&&v*BV~%nKmr zm71^HBp&5tN@3}g^aG|w$ZQ_wuk!`Gj!%of>f>qpt5@-wLvIn+!%8Kd9AAD~K$$aH zl|(smULr}O)!Uz&dTmMI;%WYUV{MO0s;_`TNCnKyTmmm};!8sH!~grtw<9y3{DJ<( z<`kQ0TEJ(fLX(55!e3I*rOn%xiH(mB^5+ zTzCQ*u5A{hF~JX?;2J+?U7w2R$A6&LHD@~5_%M*P5d?81y(*k%QKw% ztX7c@uAo&B9ZQ%BaBJM&*#YEAmjB%jHt)bUp)lrEWO_8%Qml+TNelGF{U@*JaHk4P zpjvz(boS*X?&o>2C2ok!EI)YL)DooQD|7vT&!+4v$c#;?vN50J)Bp(w z9!=eg;W(bFV;7AA=@k(0>mIjl1Yrzl8%@Wz{1@jiu&G^|io?5(xYZX(tXA9r%S~E% zIiMPB=c;Bzg|4Cuib#@qMvME=0iN`U%tKQK^*a5e>+3EIiu*d+5cbQKM(Qn~JJxo^8+GPnob2(=_X<05Q`gih83V$+`IiHRqQtSblO6;})kx5r% z_LKAz&pS}4ano^q?p*1H{nA+0S{u6ReZr$f^rx~unK|` zoCypp!9gtXVC{Ndgj1r4NEAXiOrs8P$x$;6xxN`1!6nZPE4Mu$OkFH%10|uEvamQ> zusErMg_Io{xy|sl05{}u8M6Jn_6A;AqSf-eK8UaU4L*a4@I~xVflW83%>zkK57jl+e|bffzz8KB z>3Pf*t~bYm{fb*gLm@HGVQ=Cpw*k!W+zbRJR`pm6^2X>fFLEQ#Wsm*i?iXn^>EGCa zo`9^CN)PQ#oK$z{VHUK-6Wtzke-qwaO>N8w1QD`29AutqdQV3b{>B^ldQJr^RTv0f zP(9Tu)(=HLZpt@<>b|c9yuvl(Ol@Q*;%JA(WMr(11Rvc)zd7(@BD|}9HmmsyQWEXd z-;r+>5wQ9VoyiX!rVPXv=ff$N|9U~Io3pO|jl6muD?gVP(&6b3ey`iPE6y?vz+$Ga zg z?`0v?61#?Aa);oeu2&NNj^=j?51QDW;p87bSv82ECB)IHPlIkEVdINW^}x8P{q5P` zIWaL$N*69`mxOeFLxC^rt%+W45PlH;V}u*9@W0EYBAzv+N*ns9jC10RWVM%?u&?;ZHl#L-dBmkWE>&^ZQ@)GU6Z0 zrd(ZG=w+%niDqBR(9wj~CoK^>YKtT8C-Yml)KK`SuV1EQ53|8&^iH?L;-vB731yBm zKk7UKf3lDw5rMenx&l{v#-pr{+9}Ri%N?*}4pUM-H%gcMXc-XXm_a@vf`vQ8yndBb zgpO{dsW~zxxH0po#k{Fq9s_i=c*wz%{U>GFi@(n@0qqux9s%&lZNHs0=__%-c2P`n`LHvT&zERJ!|lV9iO4~mL_6&fz;(GrHdU>j15ndCh*hq8^f!c z&4v|RA?Q%91)9Ki(mwSz1{r|n1^7xp0Oe+g1qAIb)A9c+{DH+)?*m-Q-dYo2+g>{` z@-R^@)NNf@U@B016HLjikL8wsxim-0VJPTja+>ro=(OH<6yh`7)Ird9IZW#IUI2OM z>jHbg4C??#4t?i%gt;!IiwaU~N2>7p(TIg26PbmiKBD#byNqHDoTeDrF8$2mGwDD| zCi&!#?rql<9i7(?m=c)Hl|SL22w~qsSD?41D5eDwV*XTzWFC%7Hqtt(Cs|*mM8W{6=ex*}k|B!Dt<+32|@;kZT%$7#tMV)&IwAEL?$?H52MBcQ!dLCy{ zv$=#z`Q&6j3P&JAux6QADpmEj0KNE1@%h+oiS+GOkJz$5%+29jGw(-~I*yfQy40R9 z-tAJP*uKr`li9cTIEH2Gk3ug7gcoCKrecvs7A?T3>5 zkD4ER@OWu59k<3+Ksjz~TTi|HqrE1qi@fjUyEt58V6irK!`CjPz@j^Q0m$hm*C61C zVn^wK>PL%BO+gDlrfkDtps?_8SD;n52oTMHtN0(|9{lMo<{EtU93PGg1L^6f`*DDW zw}CX=gGC_W_3PT(Ukki(T-p-enK()%z}lsiCa*SjoYvf>lH#BL`6%?X;y31wiHYO- z8~O?}>oul~2f21s34H|#yrp;3)K5!}Z_kQDn6sDPCW`WTV_W?3m3|=q8CQO*?@E49 z-}7{MXI#_BPvlV8^7_TkLWcE?-qWmI3e)1v8{V{&A~XyPbG2_II{X@n>xoUa7YmuT zB-K&~l_jR{Qc52u`8DEHeovaBJCh_+)OQJRtMyoaskSm;Nx!nZxpQMl+V<`>_J@B` z@4nf44&u*^o5=xQZmY-nUwC8VP{*gqx!m8X9@L6oxU?KfX7ibaGpugLM@~A3^u6oZ z*%4Wln69|JLdYJtt&snpI+6RI zpXIZJUs+Yf{Lafc0t@Cf^;yK70esIBz<<^mJ#v_q4ZLz$#U;0-k*KSm9-Pl!v-oI} zM;qt-o<3C&@%w0}DE6ZC=zSOG@$mHEJw%to7B*6;@6)Pi^a>pq^ z$X+_H9X^O{z0*kG_?2R2*XD#riOkEttqu3`t0PFo90oe^^pu=R(%n2N(W#cICiw?v zwOb2SiE}g3KfTdMt@hbO6f@h_biio*==97c_gB;9ebv=tKfAIVV_Tz6nI`kjI&eS# zZF=;7QZ1jLOc328VpXzKe+Rf_#7&1E_!r-K&$XzF&Qf&qZ|&?H{VUm&_|^X|8u$ms zD@}aa9VE;DM=fJN*xzpuGf_4g1K&3{@Y8zFSJ)C`KF@HJVsVi>D|J$O0r7NPvs3MA zwEYv#WJQY~gZ`zPzmM)EJFb>JySH2Inz$#9$kfKRLF?S%xdNRm=sWSJ^_(t8e zWNO>#1tkAnA@BE@*7pDqDSh%&E6uTwA>7ntgsWM!wVJ-Ze4hLPa{6`T#p9S){{EIj z3DN(|sM8N1Yo#rzTqHgaPRDu6lgf2_BB9u->mq8-9rFiw}?~2z7oLj<31lRSshRZ|A?mI z#X`~hB{q4mz)&DZVS6;N+YYQ==sAg(SGADW?c(S9Wf$*2xH1?YiFqLs{Ads_K9YCr ziQ*O*E{h(i;KcvsjlN!bp#FLQC+@D)qwBFTF`6!m#V=y*;7NBpXzIeWLmi_dc71Pk zK4i7C%0v$Bhs`h7rgNo zxSj%2BggU=aa>x0aWA~Z9dsP?jc9u+_L{HGn*sMr>{q%K&VV$)S^tOl8p*z-!1gdX*S&Nc})rn-9Rt-}VJ zXkoyBJW&O_+Xki_snoSAa}AMW7{I{X0FoX%G!kJc?J#($)9vGNEjUtVykIR$T7={X6(;?zMn&6f3=X;{7ajqW#+fh_~Ha{Or7uo z0ZNvX!3T+CiZ{5`K8YYczg>NfZ^7L407zJ1v{ruR%w@7o+tdu5n4gK|FH8{YN4xGc z&|?msf1tAwVOWBcLjDei-Q>O+{Km+HhD}c??uoD(|Mbbd;4!l9Fq<;BiP^X;J5&4c^m)BeZnmOd^RjI zmt6^084<$b$^Xvb2GdZslM3`~7V1M$i}Mas7?+mMW=O-Dq4zpF?dVUWU%tOsPjTj} z-aeUmL}oHBPUkcI1bTyo6!R{m6~WXK zs-}zE3o_iVAH0mcZzTE|`Cc1ocuQ*DL^Nd8`Dkfd_?0Y-GqX!o0e@)dX@gk8GV#7H z4KV?X8~Ch%6~U6%zzb4F;Kfr0mCcOns&e93SXjR(jU@PK0%iFhe7{)32FmA(f#M4H zhCE}#J&Qac^<2@c^#(n7J?uRZalz_|lhFOobSZGV^NuXu%Af=W84O+MM|;yyi=VzO z4p-_Ly^#d-9L?a_udtS*mpNspae$M1IK8RQleiXr4^7UApx2_D{c)m$TPdRXkf1o&F%@ey+TA2#o^-9A2u zj^^Y^q+$=*&fwPOF?*RiG4uHJ3A0DWq9T(>W(8fI7u4e(d{>Ew<7etYmM)+1gkX8b zlN=uORkK@nw`>D%sX$~v9uC+|gP0=5yZPJ%5Gxs5z@GUf z;Ne;||2t{}JLYih!VqkU7Jy;Pvw8mq-CrO*vq*t)}fiZc1fA&{sIQ zUUi5FIJl-H2|s^!4-%yo==Y6xhn6EcqksjQC7vb#nk+8_l7ZC?hn(%zfX+p9hf({J zl7yJF1dnCn$CfKRJkb(gsC=C z>jXoj2!4ML+0W1HYE{dD-Ee`8bim?|==|T(aLF!t3^;7Jo+iqleTWa6Sf(}8A`(Z_ zo76qR0XVUo9RG34ob?AttZH2}g;CKvwGW-vKrw;G3K2gJ}LfkstRL<>JmGjw!G= zY%sr8py3pq(#-j-DdNvt8I*YnY9S^|1T56*AH8b23UNd02Vj+8xqC_0?GpsXbciA} z9X)mqv>b*8bSW?se6S5sA@Is>>h&tPj|`ITF^AI!gW{?dS9&aP->}AonXh3_j>n{q z0vv@He)VOHclVJiw8gu(JS)X1F(ZqZI0Qx_nEW_bn4ND1`2$Ev9L-W5CG)bBRk7dilm6?S0PR~2E5GpbED(T zru~FRmI8P8lp{2>U7wl~xNGYo9q%;=4 zWGX%=^F$GWWn6HPx_69SuB%8Eq1zZR0B`0?kqIht?!HSemAn`*?)qcVC%a+ zf9+pt-YsiGonWK+fb~ucuo1GhwzjOI8l=Q+i6JsyzM|hiYIG9bEYIHIf*%Poj1JQ3 zJC(k4c2AVxUsyLyY zQ7{)DNa83MVF#}8J+vDg4f_+JFM0B|_?B7?T5klS8FhD*CN2w|B2wZaMct^J(rIt= z4+W0I&X{~S;SqiZ=e$(QLu&~lj9)7ag0u|?ngN0%aIw-GEKpJ^ngF=c04!51jZ;ub z=qF6=;|M62vR`2bFhPM2nKdu^z!N4x{c;q%nHgkK1xhwk{D=T6=R(Qax8xPT{V7nG zRWF~+i0!+|3|(WF+jAo;J|7TW;D-{ji`Su|A~f&c0n6dbkn3pter4`ld%!%U)OR9N z`3D|9EtlK5_Wqdg_x2zR0V3Z0^d6Y;#uV-QS<{}~kn(vPi4aqQ4dRCFiwsQNI_#HJf z%Chxq1fxI6Ig`1-I(46D_FdYx1p0Dq;|{)p7A_B!t@z%R;Ctin0_HT~c;IBE=56X% z`>}A|9W4{`W(kO+Ttk{LpUcxV&^VOo+DV(+1I9cJ3H36h#LSh%F>>uS?ynsAsPvKn z!KRvlmz~kiLO8W~G8&-4^C{3vF_vWI6{0_3E8}*0H z`Y13s_W+ERVReulq9@(C28;*vHEV5)%;vu;YX?Rx{zcv9=`H6YaQEXj`BLmfZdIx4zMS=TxBrMrpB>x zGD=smx+^;=#z_lYW;DY^x-Kmp`MLtvzY)i9ipb&S2wf$wX()vZ0N@owYB!IAV2}Y2 zu$3LIKfEBMwsDCjFG7YCq2&|)XbP*7bGg&$;P#e`TYkSjv$y`Y>^@fTe5a}f6?`BS z5N}kV2W#sw7*k@+wZAmP2Zn8s!tC>w@sdwE_Ol^b0x%;lcN`t9j`&7sTRsF!xyopQw(X-cO61LS{ zJAZ45n6D0-N&eJ5DIhMDCN(D~ap;N5h_em!qfc`2k7<_(3^iw#LxHKbKKy0d{>s;A^x z9t&wl^+RSIl}CL?-S=#_cY&lhtS+=7s(WIHv?RpwwArv9j{) zI6XQ(VCNMZU8v1oWs(vnmBSNcXrQ^Ca^+UTiEC+LSvX}0H zsu00ao_5wva^cd|Lh{DznaKHNGFu+a0 z)Ab0XVILi9<`Tf7yC^>Xi`-m)oEzNV1M>*f*k_3czaO9-u9DyVD9A8$tzbA{P!s8` zWeDOr_4xFd$PXrTs8R)66w?MHPU^Wyg|wlAMUgVtzlo64*zGTsR>q$(f!|OM10Ihv z&%Lzfi(9EDUwH_z%`23lq~zCp*=VwH9ePkXOc1MFrsYf8o_TzJoJcAxG?S}kd74BK znVxVbc;vdS?vJ~`fV6kVbU=sm19dV2(?e&I_TGYN!Xy z)U?)UnRcz`MGZm;WTuEjAX-?GMerlG0t052@CJxu=bCHuFszEv*@S|?Mww)cNCZ9% z$7!u_GUhy{b`4}-xYGKo8Frv3SB9xhgX)Hqc3{57TPtv4*>Y0FYglEBsz z!_SlIkkwE2jks53Xem#t7xq(#7|iyYt$=mKHQg}q2k1bQ^?Id?S|}oJYZ@-A2W!Cf>1fu)0L@${@o0@dd0h5z9uxb`Wl zm5Fa89h@NKsR{7G)HSUY73C20RA#1cA@Qo2P+vr@;yX^mYfPI#*z8=bM9p?LF ztVj&;2B`q!Dm#++CeEYZGsK#q_Ww}ke-)W5EFWg#@({|@a%Hl^z)LZZCZ%3eViGe%x$RFSEr z$RObpsfz^VZo&02ij3WC)=)He$OnLE_TvL$E^vE{!-&YxT!LalQeqVB-;yLecawA4w3AkpwG$YTt{v1jWt+MXxq}eej?FC9`>`3VByWC_oVR!D2?P6`(+luqgeF5-J2OFV|^Gf(4;HqjK3|A@!bi zayMnh(_|*%ctWO<_-AOtE}sIYpN$B%#&+!2Uyy{;6QO8!C_?T^Lye<3?uqRy{qd&7 z0^7r8Sm#l=TMlYPmp|plwE__@28dt_pug!_ZA1*mau!Tt|y2dfVN&2737 zDLf~0fp87FD`q#Eh~c;phHAtF#(58&2l3$Rb!f4u6TytC^C==NX$%@jB2pRwIc{Us zw?1Yi0Ac{8)1!1@0q3-zv7GFpmpMhZnIHksYqH+`p$224yA0h?)-U-H@O$Fa%6*@j5KY z(0=8nZr^WBfNX))mp|D4O_2Kg?f3cHH)>Gzz*9Zr_VB;LH_*APhYe9QgO1^oJ7BdY z##UY#`z(fHE9y|-8UXp_&p)P!8iWmuuq57I+;DvD*Oljr_WJLB9MUKm)fT0GOYf^s zN`sb28qIpNWy%*bqK;2ERP-_!eupFj*nf>nV&`GXu2)vh`)dpUgl$;5k&Y){gnlh< z2P+X^Z6zIri=Ur$S?wuHoN8*y=xQ z|1Y*LyJ;_!e*v^ILl8x@BDNv}i;gSDHY$NJbIno|HxNs?E`DnS7WM33|017*R3ODo z-DWa#34P+NoEq*2(jdoIiLK!5lBeAAeMCWbdBG<_k834@5=-)%y=ojc7{S|{^>m`~ zuNpk)Bmk*}pT4hpVOz=cGTzz2W)_!LaiCGjzk5w*7SF{}9Q_1GxpGwN?;8iiW5wtK zP9b%9BXOdcRCSB7pGTNGKd*(UsLJyvnf==^z!pJcdqFKhmoT;v`xUm)8l=HQn)YLz z7eMmxVPzAj9lZJ5;|8E+@dGuDW8Pgu>XglEKEV6EcGkl(Y_%BZEyL7#Ztj8dQcF8K zq~CTGbzoC{Jsmbw3*@%QDO9qZ_)03%QtW62L)LDZ>hA`1d~)ae2nQ}VNJr^udNmV1 zCXp?jzH6WIafE0f$b^V^wgF?i14B%WqqzdC`^exv6~NtZW&H^G3nR*ZOIk+D0;MF$ zuushDQBYIh#MvB1$+U8hw{@qqVT_!IKg@_0;jkwT4~ht2>s7%AA%uKDpJa~x4IotG zKfA*Pg_ih? z*Ej23T_LjUR(r?ugTjW@aCLZkO!s@wr#-y%YSXe@AI{l*L6Fg5dU3PIns`S*9BFFg zwpzL@)@0o-7v(S&Pk;ZN0RiBIjpNnmMHMDXZvlW!(|AZ@_|hH!3xky_K6Q3iEetO5ARgBptIFO1vVdbR# zxnRn(ne)sfw=->}RYyTQmpPlHlxce{j zvCoeoG}dP@RcY@zJ=Wcgyh9tvrzx`e%aoD;cjb>0QnjkLGnTG+uB7BSI9`7``38`5jJ@@8OaGicya$&I%U{`lGnrISNyg&q0BI-8d|lgbOi9hSJ4C`6+V{@0Q)PO>V zVVidK`O0w_?`GJuuaiRbscUI>PM$wbchvT--%IBvx>r9nIP&h#m)Cz`Gf!>2!PTmf zo;7hyD1Gx&virCY&=3Eyz6{snuMYqzMuFk2nWuDTZ%RcKyU2wlB^lCZQuO#lwWOn6 zBi;S;40m?on!KJ(rSV+}&(SWwopMm(m@~Z_A?Y=vTl@LsaoCJL?=yj1RCsAY0G%F}-h=}-?V4`>FvRuo`rp@8s^Nfe3^8z7Wxzc8` zoY#Nv4xAVHJiJBTCLek*K$Z2l{D$WG-fy!eEl@;L24+Mn&H)c{KPgKF#3BaSV} zN*-^WwU$u135$F(XPKATA+`wrq-su_sVID!m2v={t8b(2t^ z41jOmJzi!Ved~B)>|xI@!ky~#^FK5<+~(7?1y7n{Y_FXup8$knn~U1W@rA+_k3P%y z{YX@uPrw+R(T(Nw0cvii=f7domf!g@ETRjygRD*PG&u_@w(vb;J9Fp8?Lnfqr#=!K z{;@A9zPfc5Y+dk4udUQ8Am>B_8zE@%#a0TtfF9{lN29MceXYQ9;s3gP-nKsz|Letv zZ#I25uqs)T^{;_!vytkyv+_}RPX%4wWjVN)v$+CaQwD>Kj1mFxzmSJ@B>H`}ygA<; z5t&fY_Q4))^=dl0$UTYw#CeVtcjQ|PC&Vy~--lblgQwBlfC9Bu*oe(m`9C#im_}#> zwK7sT$L%Zqrp@3E?@Nb*-@I*dh1J`8T^{mq9?>o><8femnjLePitzjr5!xQNtk4w3 z`~1m{TWE0IkEsd=KI69jHXp^_W{<7CKZ5_~7G3(-QBHR}o0aHxx#UpHo7CFS#~#YZ zv9=D-rIY_feKld}eKxKwxYUT7&EQ4m>r-vYW7NHmS_n?#{99Zk=ocw{PYPX~(2 zY%#1;qaSdigP!*JH;M?f{N~xYL`-AUDuLuGEE96~$yYRdnQ*g=*NoNfMfQK&53nZH zi-EsHx!bC$LwN@k7KV&vBmY-)A_8>- zFd}C->$gv^U>pa|rvxe#O2PU!-Fg_rD_7_UMP(TPL0x`i#$DFYJdd^tgu}pz0#Oyj zoHz`oh@k7PrP>kObUOiDiYLq1vB@LxRSILTN$Z;Ryy&7QSQYz*j|1>BwqqaT!Eu_f zpu7EIaBP{c-ZUHX+9n-Gon_viTVbAWTq+zm#JA1%u{SckHoTe%>KH7c#yK)27s(B&O=i%$haTzyRAeByiU&S#Na~{z zJHwnh6(``cn<{4vW#DcFGH#H)JqEu$Or-rZ_!V^5)Wa8)WM^AJE7pG#n4(`JlA7ea>_JQ;ll!9;KR`yZ_?cn8z$0*?w0 za)H_W`zU#HI^Hc9$iA%>vQ)=EL_)xKZK~UH<9k>r`ZUwzw(=0b=7b;g!VbBjS4qpv z-gnd&@7LRbPFFmdmg9UKraFt0`Z; zIAIMad!X3hSQ-R>@WUbHWuSO<-P>(g_VZuvjI9Ahx-Q_WqS(PAX}iD&&M56Lj*^;B z4>t#eW2L*?rf7<|%x~g&UEsJZYbH?Zd8Fc!k>`OlyWCJwJe*U^G&K!wN1)f^hMXX^ z{PchU)4<6CkQ_xzA?B1W;H)PYW3Z^i353Ser#RDq_7f^GZ+na3voz`q&U)g(7trr1k7Z-8>a;HBn)wKc_0YNQNZh3IT zt{w!Ihdhms9xH?x^SSx%#~zSQ6bq?10$`_hl)pW#_4O(isTr|5yB5_HFmx+T{les; zn=*<@!p%PGm95J8Qj=5(%kF%+CFWmWv{zAT*zUU5n$ZZMc?-Ndr>Yy~R7K@# zS5bcR6~A-f>#G67eN~TXzmU4LO=AXcse(rZXAhv?pRa7-TdJAM$&6g&bqfUdGn{MN zn4P$hseJbUAXgQnPrwzDnu~{{U&zsnj+$!Bx=#70GzexT@t3j!bU6dY$D48oq6%g< z*U~)wPh1vra&8bs&jsOB(8718>o~@$R|6htBbJbB)9w(*OIAA;sY{mlPDf=gX!AOb z$R~ny6{R*hS-4aGJgDW11eKZ#pv+If%#5*m?#1&BRSh+j))44<;8L}tMUvcoJW}Wy zz;{K3;#;QdPML!79Xa||&yn7>ucYoiNJC!J^oXap%#M?~3x6NDLm(>3z;jJYB$x`Z zq{BU<6?d=i-NtiQt;lClGSE0#3YZ)gtwc^C-$o2fh@-1Y?<$I;736O4L4cL~1UoSR zKJuUf`w3twas>b&>*45eM3+mwT1}W%dL6KUVs1yns zJ6t{WaKxf(!?`Zc1WT{5`MQPAY%F*P8tPV0=MMb{( zyHoQ&FD#{44A`yrffqh;?UVs%vDo3oejDRuSppbxhhg3^JwTpJVUk1T*})9CBnJs{ zdPV3}7E*nPrN2X%cY3_*b(OkSsLSe*3k&P5o^ezGI|y~$(0gSs_`ZmnLFU-UpoF0n z7?!oe;uzK*#a5Ywr831}2}=y0a6~9kOskLx|BVoWgKJHFZwnp-$4+5L^EJSx8&qP4 z@duvvoM6SZ{Ut?Wg~2^sVH-D`tLRPYXOa!h~YHtB_JC_EO2lM?4+5Mjd@i#|`=by4hylQZ3=c zQSfGc?V6E3rAg|?p(+Oo!K5TeZeIPVIG-)sym-23=6miMEdvE!DQS5e+>DI+&9C4t z_#_E@g*ie${2`Zo{z60uSQ8uoDX69S>Ywu}C|fwD7nuxEA}1p!8PO$#Wp&wv8o=