diff --git a/docs/source/_rst/tutorials/tutorial1/tutorial.rst b/docs/source/_rst/tutorials/tutorial1/tutorial.rst index 4eeb930..f78b2d7 100644 --- a/docs/source/_rst/tutorials/tutorial1/tutorial.rst +++ b/docs/source/_rst/tutorials/tutorial1/tutorial.rst @@ -215,26 +215,26 @@ calling the attribute ``input_pts`` of the problem .. parsed-literal:: - Input points: {'x0': LabelTensor([[[0.]]]), 'D': LabelTensor([[[0.8569]], - [[0.9478]], - [[0.3030]], - [[0.8182]], - [[0.4116]], - [[0.6687]], - [[0.5394]], - [[0.9927]], - [[0.6082]], - [[0.4605]], - [[0.2859]], - [[0.7321]], - [[0.5624]], - [[0.1303]], - [[0.2402]], - [[0.0182]], - [[0.0714]], - [[0.3697]], - [[0.7770]], - [[0.1784]]])} + Input points: {'x0': LabelTensor([[[0.]]]), 'D': LabelTensor([[[0.8633]], + [[0.4009]], + [[0.6489]], + [[0.9278]], + [[0.3975]], + [[0.1484]], + [[0.9632]], + [[0.5485]], + [[0.2984]], + [[0.5643]], + [[0.0368]], + [[0.7847]], + [[0.4741]], + [[0.6957]], + [[0.3281]], + [[0.0958]], + [[0.1847]], + [[0.2232]], + [[0.8099]], + [[0.7304]]])} Input points labels: ['x'] @@ -296,19 +296,16 @@ If you want to track the metric by yourself without a logger, use .. parsed-literal:: - /u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:546: UserWarning: Can't initialize NVML - warnings.warn("Can't initialize NVML") - /u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:651: UserWarning: CUDA initialization: CUDA unknown error - this may be due to an incorrectly set up environment, e.g. changing env variable CUDA_VISIBLE_DEVICES after program start. Setting the available devices to be zero. (Triggered internally at ../c10/cuda/CUDAFunctions.cpp:109.) - return torch._C._cuda_getDeviceCount() if nvml_count < 0 else nvml_count GPU available: False, used: False TPU available: False, using: 0 TPU cores IPU available: False, using: 0 IPUs HPU available: False, using: 0 HPUs + Missing logger folder: /Users/dariocoscia/Desktop/PINA/tutorials/tutorial1/lightning_logs .. parsed-literal:: - Epoch 1499: : 1it [00:00, 143.58it/s, v_num=5, mean_loss=1.09e-5, x0_loss=1.33e-7, D_loss=2.17e-5] + Epoch 1499: : 1it [00:00, 316.24it/s, v_num=0, mean_loss=5.39e-5, x0_loss=1.26e-6, D_loss=0.000106] .. parsed-literal:: @@ -317,7 +314,7 @@ If you want to track the metric by yourself without a logger, use .. parsed-literal:: - Epoch 1499: : 1it [00:00, 65.39it/s, v_num=5, mean_loss=1.09e-5, x0_loss=1.33e-7, D_loss=2.17e-5] + Epoch 1499: : 1it [00:00, 166.89it/s, v_num=0, mean_loss=5.39e-5, x0_loss=1.26e-6, D_loss=0.000106] After the training we can inspect trainer logged metrics (by default @@ -335,9 +332,9 @@ loss can be accessed by ``trainer.logged_metrics`` .. parsed-literal:: - {'mean_loss': tensor(1.0938e-05), - 'x0_loss': tensor(1.3328e-07), - 'D_loss': tensor(2.1743e-05)} + {'mean_loss': tensor(5.3852e-05), + 'x0_loss': tensor(1.2636e-06), + 'D_loss': tensor(0.0001)} @@ -347,19 +344,25 @@ quatitative plots of the solution. .. code:: ipython3 # plotting the solution - pl.plot(trainer=trainer) + pl.plot(solver=pinn) .. image:: tutorial_files/tutorial_23_0.png + +.. parsed-literal:: + +
+ + The solution is overlapped with the actual one, and they are barely indistinguishable. We can also plot easily the loss: .. code:: ipython3 - pl.plot_loss(trainer=trainer, metric='mean_loss', log_scale=True) + pl.plot_loss(trainer=trainer, label = 'mean_loss', logy=True) diff --git a/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_16_0.png b/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_16_0.png index 9488d70..ff9c1ee 100644 Binary files a/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_16_0.png and b/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_16_0.png differ diff --git a/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_23_0.png b/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_23_0.png index b9ad3d4..8a05c5d 100644 Binary files a/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_23_0.png and b/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_23_0.png differ diff --git a/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_25_0.png b/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_25_0.png index 87d8889..63f4091 100644 Binary files a/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_25_0.png and b/docs/source/_rst/tutorials/tutorial1/tutorial_files/tutorial_25_0.png differ diff --git a/docs/source/_rst/tutorials/tutorial2/tutorial.rst b/docs/source/_rst/tutorials/tutorial2/tutorial.rst index c08c03a..80d2d03 100644 --- a/docs/source/_rst/tutorials/tutorial2/tutorial.rst +++ b/docs/source/_rst/tutorials/tutorial2/tutorial.rst @@ -115,28 +115,26 @@ These parameters can be modified as desired. We use the .. parsed-literal:: - /u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:546: UserWarning: Can't initialize NVML - warnings.warn("Can't initialize NVML") - /u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:651: UserWarning: CUDA initialization: CUDA unknown error - this may be due to an incorrectly set up environment, e.g. changing env variable CUDA_VISIBLE_DEVICES after program start. Setting the available devices to be zero. (Triggered internally at ../c10/cuda/CUDAFunctions.cpp:109.) - return torch._C._cuda_getDeviceCount() if nvml_count < 0 else nvml_count GPU available: False, used: False TPU available: False, using: 0 TPU cores IPU available: False, using: 0 IPUs HPU available: False, using: 0 HPUs - Missing logger folder: /u/d/dcoscia/PINA/tutorials/tutorial2/lightning_logs - .. parsed-literal:: - Training: 0it [00:00, ?it/s] - + Epoch 999: : 1it [00:00, 152.98it/s, v_num=9, mean_loss=0.000239, D_loss=0.000793, gamma1_loss=8.51e-5, gamma2_loss=0.000103, gamma3_loss=0.000122, gamma4_loss=9.14e-5] .. parsed-literal:: `Trainer.fit` stopped: `max_epochs=1000` reached. +.. parsed-literal:: + + Epoch 999: : 1it [00:00, 119.21it/s, v_num=9, mean_loss=0.000239, D_loss=0.000793, gamma1_loss=8.51e-5, gamma2_loss=0.000103, gamma3_loss=0.000122, gamma4_loss=9.14e-5] + + Now the ``Plotter`` class is used to plot the results. The solution predicted by the neural network is plotted on the left, the exact one is represented at the center and on the right the error between the exact @@ -145,7 +143,7 @@ and the predicted solutions is showed. .. code:: ipython3 plotter = Plotter() - plotter.plot(trainer) + plotter.plot(solver=pinn) @@ -214,17 +212,20 @@ new extra feature. HPU available: False, using: 0 HPUs - .. parsed-literal:: - Training: 0it [00:00, ?it/s] - + Epoch 999: : 1it [00:00, 119.36it/s, v_num=10, mean_loss=8.97e-7, D_loss=4.43e-6, gamma1_loss=1.37e-8, gamma2_loss=1.68e-8, gamma3_loss=1.22e-8, gamma4_loss=1.77e-8] .. parsed-literal:: `Trainer.fit` stopped: `max_epochs=1000` reached. +.. parsed-literal:: + + Epoch 999: : 1it [00:00, 95.23it/s, v_num=10, mean_loss=8.97e-7, D_loss=4.43e-6, gamma1_loss=1.37e-8, gamma2_loss=1.68e-8, gamma3_loss=1.22e-8, gamma4_loss=1.77e-8] + + The predicted and exact solutions and the error between them are represented below. We can easily note that now our network, having almost the same condition as before, is able to reach additional order @@ -232,7 +233,7 @@ of magnitudes in accuracy. .. code:: ipython3 - plotter.plot(trainer_feat) + plotter.plot(solver=pinn_feat) @@ -297,17 +298,20 @@ need, and they are managed by ``autograd`` module! HPU available: False, using: 0 HPUs - .. parsed-literal:: - Training: 0it [00:00, ?it/s] - + Epoch 999: : 1it [00:00, 103.14it/s, v_num=14, mean_loss=1.39e-6, D_loss=6.04e-6, gamma1_loss=4.19e-7, gamma2_loss=2.8e-8, gamma3_loss=4.05e-7, gamma4_loss=3.49e-8] .. parsed-literal:: `Trainer.fit` stopped: `max_epochs=1000` reached. +.. parsed-literal:: + + Epoch 999: : 1it [00:00, 84.50it/s, v_num=14, mean_loss=1.39e-6, D_loss=6.04e-6, gamma1_loss=4.19e-7, gamma2_loss=2.8e-8, gamma3_loss=4.05e-7, gamma4_loss=3.49e-8] + + Umh, the final loss is not appreciabily better than previous model (with static extra features), despite the usage of learnable parameters. This is mainly due to the over-parametrization of the network: there are many @@ -328,7 +332,7 @@ removing all the hidden layers in the ``FeedForward``, keeping only the output_dimensions=len(problem.output_variables), input_dimensions=len(problem.input_variables)+1 ) - pinn_learn = PINN(problem, model_lean, extra_features=[SinSinAB()], optimizer_kwargs={'lr':0.006, 'weight_decay':1e-8}) + pinn_learn = PINN(problem, model_lean, extra_features=[SinSinAB()], optimizer_kwargs={'lr':0.01, 'weight_decay':1e-8}) trainer_learn = Trainer(pinn_learn, max_epochs=1000, callbacks=[MetricTracker()], accelerator='cpu', enable_model_summary=False) # we train on CPU and avoid model summary at beginning of training (optional) # train @@ -343,17 +347,20 @@ removing all the hidden layers in the ``FeedForward``, keeping only the HPU available: False, using: 0 HPUs - .. parsed-literal:: - Training: 0it [00:00, ?it/s] - + Epoch 999: : 1it [00:00, 130.55it/s, v_num=17, mean_loss=1.34e-14, D_loss=6.7e-14, gamma1_loss=5.13e-17, gamma2_loss=9.68e-18, gamma3_loss=5.14e-17, gamma4_loss=9.75e-18] .. parsed-literal:: `Trainer.fit` stopped: `max_epochs=1000` reached. +.. parsed-literal:: + + Epoch 999: : 1it [00:00, 104.91it/s, v_num=17, mean_loss=1.34e-14, D_loss=6.7e-14, gamma1_loss=5.13e-17, gamma2_loss=9.68e-18, gamma3_loss=5.14e-17, gamma4_loss=9.75e-18] + + In such a way, the model is able to reach a very high accuracy! Of course, this is a toy problem for understanding the usage of extra features: similar precision could be obtained if the extra features are @@ -368,7 +375,7 @@ features. .. code:: ipython3 - plotter.plot(trainer_learn) + plotter.plot(solver=pinn_learn) @@ -379,9 +386,9 @@ Let us compare the training losses for the various types of training .. code:: ipython3 - plotter.plot_loss(trainer, label='Standard') - plotter.plot_loss(trainer_feat, label='Static Features') - plotter.plot_loss(trainer_learn, label='Learnable Features') + plotter.plot_loss(trainer, logy=True, label='Standard') + plotter.plot_loss(trainer_feat, logy=True,label='Static Features') + plotter.plot_loss(trainer_learn, logy=True, label='Learnable Features') diff --git a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_11_0.png b/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_11_0.png deleted file mode 100644 index 6e39b2f..0000000 Binary files a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_11_0.png and /dev/null differ diff --git a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_14_0.png b/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_14_0.png index e449191..1e0370b 100644 Binary files a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_14_0.png and b/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_14_0.png differ diff --git a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_16_0.png b/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_16_0.png deleted file mode 100644 index bf73720..0000000 Binary files a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_16_0.png and /dev/null differ diff --git a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_21_0.png b/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_21_0.png index eb9a6d3..216c404 100644 Binary files a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_21_0.png and b/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_21_0.png differ diff --git a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_23_0.png b/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_23_0.png index 45729bb..642b280 100644 Binary files a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_23_0.png and b/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_23_0.png differ diff --git a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_9_0.png b/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_9_0.png index be52d7e..69a6581 100644 Binary files a/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_9_0.png and b/docs/source/_rst/tutorials/tutorial2/tutorial_files/tutorial_9_0.png differ diff --git a/docs/source/_rst/tutorials/tutorial3/tutorial.rst b/docs/source/_rst/tutorials/tutorial3/tutorial.rst index 313b1da..2b16113 100644 --- a/docs/source/_rst/tutorials/tutorial3/tutorial.rst +++ b/docs/source/_rst/tutorials/tutorial3/tutorial.rst @@ -139,27 +139,27 @@ approximately 3 minutes. .. parsed-literal:: - /u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:546: UserWarning: Can't initialize NVML - warnings.warn("Can't initialize NVML") - /u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:651: UserWarning: CUDA initialization: CUDA unknown error - this may be due to an incorrectly set up environment, e.g. changing env variable CUDA_VISIBLE_DEVICES after program start. Setting the available devices to be zero. (Triggered internally at ../c10/cuda/CUDAFunctions.cpp:109.) - return torch._C._cuda_getDeviceCount() if nvml_count < 0 else nvml_count GPU available: False, used: False TPU available: False, using: 0 TPU cores IPU available: False, using: 0 IPUs HPU available: False, using: 0 HPUs - + Missing logger folder: /Users/dariocoscia/Desktop/PINA/tutorials/tutorial3/lightning_logs .. parsed-literal:: - Training: 0it [00:00, ?it/s] - + Epoch 999: : 1it [00:00, 62.13it/s, v_num=0, mean_loss=0.0268, D_loss=0.0397, t0_loss=0.121, gamma1_loss=0.000, gamma2_loss=0.000, gamma3_loss=0.000, gamma4_loss=0.000] .. parsed-literal:: `Trainer.fit` stopped: `max_epochs=1000` reached. +.. parsed-literal:: + + Epoch 999: : 1it [00:00, 53.88it/s, v_num=0, mean_loss=0.0268, D_loss=0.0397, t0_loss=0.121, gamma1_loss=0.000, gamma2_loss=0.000, gamma3_loss=0.000, gamma4_loss=0.000] + + Notice that the loss on the boundaries of the spatial domain is exactly zero, as expected! After the training is completed one can now plot some results using the ``Plotter`` class of **PINA**. @@ -170,15 +170,15 @@ results using the ``Plotter`` class of **PINA**. # plotting at fixed time t = 0.0 print('Plotting at t=0') - plotter.plot(trainer, fixed_variables={'t': 0.0}) + plotter.plot(pinn, fixed_variables={'t': 0.0}) # plotting at fixed time t = 0.5 print('Plotting at t=0.5') - plotter.plot(trainer, fixed_variables={'t': 0.5}) + plotter.plot(pinn, fixed_variables={'t': 0.5}) # plotting at fixed time t = 1. print('Plotting at t=1') - plotter.plot(trainer, fixed_variables={'t': 1.0}) + plotter.plot(pinn, fixed_variables={'t': 1.0}) .. parsed-literal:: @@ -260,17 +260,20 @@ Now let’s train with the same configuration as thre previous test HPU available: False, using: 0 HPUs - .. parsed-literal:: - Training: 0it [00:00, ?it/s] - + Epoch 999: : 1it [00:00, 48.54it/s, v_num=1, mean_loss=1.48e-8, D_loss=8.89e-8, t0_loss=0.000, gamma1_loss=2.06e-15, gamma2_loss=0.000, gamma3_loss=2.1e-15, gamma4_loss=0.000] .. parsed-literal:: `Trainer.fit` stopped: `max_epochs=1000` reached. +.. parsed-literal:: + + Epoch 999: : 1it [00:00, 43.25it/s, v_num=1, mean_loss=1.48e-8, D_loss=8.89e-8, t0_loss=0.000, gamma1_loss=2.06e-15, gamma2_loss=0.000, gamma3_loss=2.1e-15, gamma4_loss=0.000] + + We can clearly see that the loss is way lower now. Let’s plot the results @@ -280,15 +283,15 @@ results # plotting at fixed time t = 0.0 print('Plotting at t=0') - plotter.plot(trainer, fixed_variables={'t': 0.0}) + plotter.plot(pinn, fixed_variables={'t': 0.0}) # plotting at fixed time t = 0.5 print('Plotting at t=0.5') - plotter.plot(trainer, fixed_variables={'t': 0.5}) + plotter.plot(pinn, fixed_variables={'t': 0.5}) # plotting at fixed time t = 1. print('Plotting at t=1') - plotter.plot(trainer, fixed_variables={'t': 1.0}) + plotter.plot(pinn, fixed_variables={'t': 1.0}) .. parsed-literal:: diff --git a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_1.png b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_1.png index 39c1f7a..5116c02 100644 Binary files a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_1.png and b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_1.png differ diff --git a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_3.png b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_3.png index b0f251b..8c081cc 100644 Binary files a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_3.png and b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_3.png differ diff --git a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_5.png b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_5.png index 796ddf7..014137c 100644 Binary files a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_5.png and b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_13_5.png differ diff --git a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_14_0.png b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_14_0.png deleted file mode 100644 index 17adafc..0000000 Binary files a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_14_0.png and /dev/null differ diff --git a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_14_1.png b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_14_1.png deleted file mode 100644 index 45beb6c..0000000 Binary files a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_14_1.png and /dev/null differ diff --git a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_14_2.png b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_14_2.png deleted file mode 100644 index 8eebb42..0000000 Binary files a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_14_2.png and /dev/null differ diff --git a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_1.png b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_1.png index a61ba73..c9ed12f 100644 Binary files a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_1.png and b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_1.png differ diff --git a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_3.png b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_3.png index 72d499a..f618a4d 100644 Binary files a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_3.png and b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_3.png differ diff --git a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_5.png b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_5.png index b8e9589..822ce57 100644 Binary files a/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_5.png and b/docs/source/_rst/tutorials/tutorial3/tutorial_files/tutorial_19_5.png differ diff --git a/docs/source/_rst/tutorials/tutorial6/tutorial.rst b/docs/source/_rst/tutorials/tutorial6/tutorial.rst index 06d0aae..770ead5 100644 --- a/docs/source/_rst/tutorials/tutorial6/tutorial.rst +++ b/docs/source/_rst/tutorials/tutorial6/tutorial.rst @@ -306,3 +306,10 @@ To sample from the Heart geometry we simply run: .. image:: tutorial_files/tutorial_36_0.png + +What’s next? +------------ + +We have made a very simple tutorial on how to build custom geometries +and use domain operation to compose base geometries. Now you can play +around with different geometries and build your own! diff --git a/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_11_0.png b/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_11_0.png deleted file mode 100644 index b253ffa..0000000 Binary files a/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_11_0.png and /dev/null differ diff --git a/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_14_0.png b/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_14_0.png deleted file mode 100644 index a64e90b..0000000 Binary files a/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_14_0.png and /dev/null differ diff --git a/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_21_0.png b/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_21_0.png deleted file mode 100644 index 42862ad..0000000 Binary files a/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_21_0.png and /dev/null differ diff --git a/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_23_0.png b/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_23_0.png deleted file mode 100644 index 5a573bb..0000000 Binary files a/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_23_0.png and /dev/null differ diff --git a/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_37_0.png b/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_37_0.png deleted file mode 100644 index 8584602..0000000 Binary files a/docs/source/_rst/tutorials/tutorial6/tutorial_files/tutorial_37_0.png and /dev/null differ diff --git a/pina/plotter.py b/pina/plotter.py index 397e9c9..179a025 100644 --- a/pina/plotter.py +++ b/pina/plotter.py @@ -227,7 +227,7 @@ class Plotter: raise ValueError(f'{metric} not a valid metric. Available metrics are {list(trainer_metrics.keys())}.') loss = trainer_metrics[metric] epochs = range(len(loss)) - plt.plot(epochs, loss, label=metric, **kwargs) + plt.plot(epochs, loss, **kwargs) # plotting plt.xlabel('epoch') @@ -243,5 +243,3 @@ class Plotter: # saving in file if filename: plt.savefig(filename) - else: - plt.show() diff --git a/tutorials/tutorial1/tutorial.ipynb b/tutorials/tutorial1/tutorial.ipynb index 8e3d1ac..b4fc318 100644 --- a/tutorials/tutorial1/tutorial.ipynb +++ b/tutorials/tutorial1/tutorial.ipynb @@ -123,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "f2608e2e", "metadata": {}, "outputs": [], @@ -196,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "09ce5c3a", "metadata": {}, "outputs": [], @@ -222,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "329962b6", "metadata": {}, "outputs": [], @@ -242,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "d6ed9aaf", "metadata": {}, "outputs": [ @@ -250,26 +250,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "Input points: {'x0': LabelTensor([[[0.]]]), 'D': LabelTensor([[[0.8569]],\n", - " [[0.9478]],\n", - " [[0.3030]],\n", - " [[0.8182]],\n", - " [[0.4116]],\n", - " [[0.6687]],\n", - " [[0.5394]],\n", - " [[0.9927]],\n", - " [[0.6082]],\n", - " [[0.4605]],\n", - " [[0.2859]],\n", - " [[0.7321]],\n", - " [[0.5624]],\n", - " [[0.1303]],\n", - " [[0.2402]],\n", - " [[0.0182]],\n", - " [[0.0714]],\n", - " [[0.3697]],\n", - " [[0.7770]],\n", - " [[0.1784]]])}\n", + "Input points: {'x0': LabelTensor([[[0.]]]), 'D': LabelTensor([[[0.8633]],\n", + " [[0.4009]],\n", + " [[0.6489]],\n", + " [[0.9278]],\n", + " [[0.3975]],\n", + " [[0.1484]],\n", + " [[0.9632]],\n", + " [[0.5485]],\n", + " [[0.2984]],\n", + " [[0.5643]],\n", + " [[0.0368]],\n", + " [[0.7847]],\n", + " [[0.4741]],\n", + " [[0.6957]],\n", + " [[0.3281]],\n", + " [[0.0958]],\n", + " [[0.1847]],\n", + " [[0.2232]],\n", + " [[0.8099]],\n", + " [[0.7304]]])}\n", "Input points labels: ['x']\n" ] } @@ -289,13 +289,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "33cc80bc", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -331,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "3bb4dc9b", "metadata": {}, "outputs": [ @@ -339,21 +339,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "/u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:546: UserWarning: Can't initialize NVML\n", - " warnings.warn(\"Can't initialize NVML\")\n", - "/u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:651: UserWarning: CUDA initialization: CUDA unknown error - this may be due to an incorrectly set up environment, e.g. changing env variable CUDA_VISIBLE_DEVICES after program start. Setting the available devices to be zero. (Triggered internally at ../c10/cuda/CUDAFunctions.cpp:109.)\n", - " return torch._C._cuda_getDeviceCount() if nvml_count < 0 else nvml_count\n", "GPU available: False, used: False\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", - "HPU available: False, using: 0 HPUs\n" + "HPU available: False, using: 0 HPUs\n", + "Missing logger folder: /Users/dariocoscia/Desktop/PINA/tutorials/tutorial1/lightning_logs\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1499: : 1it [00:00, 143.58it/s, v_num=5, mean_loss=1.09e-5, x0_loss=1.33e-7, D_loss=2.17e-5] " + "Epoch 1499: : 1it [00:00, 316.24it/s, v_num=0, mean_loss=5.39e-5, x0_loss=1.26e-6, D_loss=0.000106] " ] }, { @@ -367,7 +364,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1499: : 1it [00:00, 65.39it/s, v_num=5, mean_loss=1.09e-5, x0_loss=1.33e-7, D_loss=2.17e-5] \n" + "Epoch 1499: : 1it [00:00, 166.89it/s, v_num=0, mean_loss=5.39e-5, x0_loss=1.26e-6, D_loss=0.000106]\n" ] } ], @@ -405,19 +402,19 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "f5fbf362", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'mean_loss': tensor(1.0938e-05),\n", - " 'x0_loss': tensor(1.3328e-07),\n", - " 'D_loss': tensor(2.1743e-05)}" + "{'mean_loss': tensor(5.3852e-05),\n", + " 'x0_loss': tensor(1.2636e-06),\n", + " 'D_loss': tensor(0.0001)}" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -437,24 +434,33 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "id": "19078eb5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "# plotting the solution\n", - "pl.plot(trainer=trainer)" + "pl.plot(solver=pinn)" ] }, { @@ -467,13 +473,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 14, "id": "bf6211e6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -483,7 +489,7 @@ } ], "source": [ - "pl.plot_loss(trainer=trainer, metric='mean_loss', log_scale=True)" + "pl.plot_loss(trainer=trainer, label = 'mean_loss', logy=True)" ] }, { @@ -532,7 +538,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.9.16" } }, "nbformat": 4, diff --git a/tutorials/tutorial1/tutorial.py b/tutorials/tutorial1/tutorial.py index abf7041..c6a6f68 100644 --- a/tutorials/tutorial1/tutorial.py +++ b/tutorials/tutorial1/tutorial.py @@ -77,7 +77,7 @@ class TimeSpaceODE(SpatialProblem, TimeDependentProblem): # # Once the `Problem` class is initialized, we need to represent the differential equation in **PINA**. In order to do this, we need to load the **PINA** operators from `pina.operators` module. Again, we'll consider Equation (1) and represent it in **PINA**: -# In[2]: +# In[3]: from pina.problem import SpatialProblem @@ -133,7 +133,7 @@ problem = SimpleODE() # # Data for training can come in form of direct numerical simulation reusults, or points in the domains. In case we do unsupervised learning, we just need the collocation points for training, i.e. points where we want to evaluate the neural network. Sampling point in **PINA** is very easy, here we show three examples using the `.discretise_domain` method of the `AbstractProblem` class. -# In[3]: +# In[4]: # sampling 20 points in [0, 1] through discretization in all locations @@ -149,7 +149,7 @@ problem.discretise_domain(n=20, mode='random', variables=['x']) # We are going to use latin hypercube points for sampling. We need to sample in all the conditions domains. In our case we sample in `D` and `x0`. -# In[4]: +# In[5]: # sampling for training @@ -159,7 +159,7 @@ problem.discretise_domain(20, 'lh', locations=['D']) # The points are saved in a python `dict`, and can be accessed by calling the attribute `input_pts` of the problem -# In[5]: +# In[6]: print('Input points:', problem.input_pts) @@ -168,7 +168,7 @@ print('Input points labels:', problem.input_pts['D'].labels) # To visualize the sampled points we can use the `.plot_samples` method of the `Plotter` class -# In[6]: +# In[7]: from pina import Plotter @@ -181,7 +181,7 @@ pl.plot_samples(problem=problem) # Once we have defined the problem and generated the data we can start the modelling. Here we will choose a `FeedForward` neural network available in `pina.model`, and we will train using the `PINN` solver from `pina.solvers`. We highlight that this training is fairly simple, for more advanced stuff consider the tutorials in the ***Physics Informed Neural Networks*** section of ***Tutorials***. For training we use the `Trainer` class from `pina.trainer`. Here we show a very short training and some method for plotting the results. Notice that by default all relevant metrics (e.g. MSE error during training) are going to be tracked using a `lightining` logger, by default `CSVLogger`. If you want to track the metric by yourself without a logger, use `pina.callbacks.MetricTracker`. -# In[7]: +# In[8]: from pina import PINN, Trainer @@ -209,7 +209,7 @@ trainer.train() # After the training we can inspect trainer logged metrics (by default **PINA** logs mean square error residual loss). The logged metrics can be accessed online using one of the `Lightinig` loggers. The final loss can be accessed by `trainer.logged_metrics` -# In[8]: +# In[9]: # inspecting final loss @@ -218,19 +218,19 @@ trainer.logged_metrics # By using the `Plotter` class from **PINA** we can also do some quatitative plots of the solution. -# In[9]: +# In[12]: # plotting the solution -pl.plot(trainer=trainer) +pl.plot(solver=pinn) # The solution is overlapped with the actual one, and they are barely indistinguishable. We can also plot easily the loss: -# In[10]: +# In[14]: -pl.plot_loss(trainer=trainer, metric='mean_loss', log_scale=True) +pl.plot_loss(trainer=trainer, label = 'mean_loss', logy=True) # As we can see the loss has not reached a minimum, suggesting that we could train for longer diff --git a/tutorials/tutorial2/tutorial.ipynb b/tutorials/tutorial2/tutorial.ipynb index 7a04393..62f2e36 100644 --- a/tutorials/tutorial2/tutorial.ipynb +++ b/tutorials/tutorial2/tutorial.ipynb @@ -131,30 +131,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "/u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:546: UserWarning: Can't initialize NVML\n", - " warnings.warn(\"Can't initialize NVML\")\n", - "/u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:651: UserWarning: CUDA initialization: CUDA unknown error - this may be due to an incorrectly set up environment, e.g. changing env variable CUDA_VISIBLE_DEVICES after program start. Setting the available devices to be zero. (Triggered internally at ../c10/cuda/CUDAFunctions.cpp:109.)\n", - " return torch._C._cuda_getDeviceCount() if nvml_count < 0 else nvml_count\n", "GPU available: False, used: False\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", - "HPU available: False, using: 0 HPUs\n", - "Missing logger folder: /u/d/dcoscia/PINA/tutorials/tutorial2/lightning_logs\n" + "HPU available: False, using: 0 HPUs\n" ] }, { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ad89e036986b443d912ab0dd6e427250", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Training: 0it [00:00, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 152.98it/s, v_num=9, mean_loss=0.000239, D_loss=0.000793, gamma1_loss=8.51e-5, gamma2_loss=0.000103, gamma3_loss=0.000122, gamma4_loss=9.14e-5] " + ] }, { "name": "stderr", @@ -162,6 +150,13 @@ "text": [ "`Trainer.fit` stopped: `max_epochs=1000` reached.\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 119.21it/s, v_num=9, mean_loss=0.000239, D_loss=0.000793, gamma1_loss=8.51e-5, gamma2_loss=0.000103, gamma3_loss=0.000122, gamma4_loss=9.14e-5]\n" + ] } ], "source": [ @@ -196,7 +191,7 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -207,7 +202,7 @@ ], "source": [ "plotter = Plotter()\n", - "plotter.plot(trainer)" + "plotter.plot(solver=pinn)" ] }, { @@ -256,18 +251,11 @@ ] }, { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "317bf4c6dbf3477e907fdc93d11140c2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Training: 0it [00:00, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 119.36it/s, v_num=10, mean_loss=8.97e-7, D_loss=4.43e-6, gamma1_loss=1.37e-8, gamma2_loss=1.68e-8, gamma3_loss=1.22e-8, gamma4_loss=1.77e-8] " + ] }, { "name": "stderr", @@ -275,6 +263,13 @@ "text": [ "`Trainer.fit` stopped: `max_epochs=1000` reached.\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 95.23it/s, v_num=10, mean_loss=8.97e-7, D_loss=4.43e-6, gamma1_loss=1.37e-8, gamma2_loss=1.68e-8, gamma3_loss=1.22e-8, gamma4_loss=1.77e-8] \n" + ] } ], "source": [ @@ -320,7 +315,7 @@ "outputs": [ { "data": { - "image/png": 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+4IMPyjAM/etf/6p132tj48aN2r9/v+677z63e1v07dtXCQkJ5Y6lknTPPfe4/fuKK67gWAoAsKWUlBRFRUWpRYsWuvnmm9WwYUMtXbpU55xzjvLy8rR69WrdeuutOnTokCtm+N///qfU1FR9//33rukVIyIitGXLFn3//ffVfu6y8/jTY4ay2Q9q69RcTkFBgQ4ePKgePXpo586dKigoqNO2AaCmKFjYzMSJE3XixIlK72Xx/fffyzAMtWvXTlFRUW5/27Zt0/79+2v93K1bty63rLS0VNOmTVO7du0UGhqqpk2bKioqSv/5z388ctAbPXq0IiIiKr2XRdmBv2fPnuX296OPPqrW/sbExKhdu3au4sTnn3+uK664QldeeaX27dunnTt3au3atSotLXUVLA4cOKCjR4/q/PPPL7e99u3bq7S0tNw9Qyp6/cr069dPjRs31sqVKxUeHn7GPp+qXbt2bv9u27atAgMDy93z4fTnP3DggPLz8zV79uxyr11Z0qfs9Su7r8bpBYaK9v90P/74o+Li4hQZGVmj/arMTz/9VOFzh4SEqE2bNq7Hy5xzzjnl+n3WWWfp119/9Uh/AAD+17x5c4WEhNR6/e+//14rVqwodzxMSUmRpCrjiR49emjAgAF67LHH1LRpU914442aO3eu232efvrpJ8XFxalx48Zu65ZNM3n6scvbKjuWSlJCQkK5/pTdf+pUHEsBAHY1c+ZMZWZmavHixerTp48OHjyo0NBQSdIPP/wgwzD06KOPlosbyi7SK4sbHn/8ceXn5+u8885Tx44dNW7cOLf7ZFbkp59+UmBgYLkpkqtz7l2VtWvXKiUlRQ0bNlRERISioqJc9/yiYAHA17iHhc20adNGf/zjHzV79myNHz++3OOlpaUKCAjQv/71rwqv5m/UqJHr/yu7ur2kpKTCdU8fXSFJTz/9tB599FHdddddeuKJJxQZGanAwECNGTOmWjepPJOyURZTpkypcJRF2XP87W9/U2xsbLnHg4Or9xXo3r27Vq1apd9++03Z2dmaNGmSLrzwQkVEROjzzz/Xtm3b1KhRI1188cW13peKXr8yAwYM0FtvvaX58+fr7rvvrvVzSJW/r6c/f9lr98c//lFDhgypcJ2y+3dYWWWjWowz3OQUAGAdVR1jK3L6zaJLS0t1zTXX6KGHHqqw/XnnnVfptgICArR48WKtW7dOH3zwgVauXKm77rpLL7zwgtatW+cWe9VGVfGar1R2LAUAwI66du2qLl26SJL69++v7t2764477tCOHTtc59F/+tOflJqaWuH65557riTpyiuv1I8//qj3339fH330kd544w1NmzZNs2bN0vDhw+vcz+rGCD/++KN69eqlhIQEvfjii2rRooVCQkK0fPlyTZs2zSO5GwCoCQoWNjRx4kS98847euaZZ8o91rZtWxmGodatW1d5ci2dvDIuPz+/3PKffvrJbZqjqixevFhXX3213nzzTbfl+fn51bphdHWMGTNG06dP12OPPVbuhuFlVx1ER0e7roKsTFXTD11xxRWaO3eu3n33XZWUlOiyyy5TYGCgunfv7ipYXHbZZa4T9qioKDVo0EA7duwot63t27crMDBQLVq0qPY+PvfccwoODtZ9992nxo0b64477qj2ut9//73b6IkffvhBpaWlio+Pr3K9qKgoNW7cWCUlJWd87Vq1aqVvv/1WhmG4vY4V7f/p2rZtq5UrVyovL6/KURbVnR6qVatWruc+9XNaXFysXbt2nXFfAADOUVGsU1xcXG5qzbZt2+rw4cN1OoZ069ZN3bp101NPPaUFCxZo0KBBevfddzV8+HC1atVKH3/8sQ4dOuQ2ymL79u2Sfj+2VbYP0snY6tQ4qKJRGbU5lvbs2dPtsR07dlTZHwAAnCQoKEhTp07V1VdfrVdeeUV33XWXJKlevXrVihsiIyM1bNgwDRs2TIcPH9aVV16pKVOmVFqwaNWqlUpLS/Xjjz+6jaqo6Ny7qpzOqT744AMVFRVp6dKlatmypWt5XaYMB4C6YEooG2rbtq3++Mc/6q9//atycnLcHrvpppsUFBSkxx57rNwV5IZh6H//+5/bdtatW6fi4mLXsmXLlpWbyqgqQUFB5Z5n0aJFrjkbPaFslMX777+vzZs3uz2Wmpqq8PBwPf300xXOG33gwAHX/zds2FCSKjygl0319Mwzz+iiiy5SkyZNXMtXrVqljRs3utpIJ/f72muv1fvvv+829VJubq4WLFig7t2712hqp4CAAM2ePVs333yzhgwZoqVLl1Z73ZkzZ7r9++WXX5YkXXfddVWuFxQUpAEDBuif//ynvv3223KPn/ra9enTR/v27dPixYtdy44eParZs2efsX8DBgyQYRh67LHHyj126menYcOGFb43p0tJSVFISIhmzJjhtv6bb76pgoIC9e3b94zbAAA4Q9u2bcvdf2L27Nnlrjy89dZblZWVpZUrV5bbRn5+vk6cOFHpc/z666/lYqHOnTtLkmtaqD59+qikpESvvPKKW7tp06YpICCgymN22cUZp+7HkSNH9NZbb5VrW91jaZcuXRQdHa1Zs2a5TV31r3/9S9u2beNYCgDAKa666ip17dpV06dPV3h4uK666ir99a9/rfDeoqeeR5+af5FOznhx7rnnuh17T1cWE8yYMcNt+fTp08u1bdu2rQoKCtymmfrvf/+r//u//3NrV3bh5anxSkFBgebOnVtpPwDAmxhhYVN//vOf9be//U07duzQBRdc4Fretm1bPfnkk5owYYJ2796t/v37q3Hjxtq1a5f+7//+TyNHjtSf/vQnSdLw4cO1ePFi9e7dW7feeqt+/PFHvfPOO+XmSqzK9ddfr8cff1zDhg3TZZddpm+++Ubz58+v9giN6ho9erSmTZumr7/+2lV4kKTw8HC99tpruvPOO3XJJZdo4MCBioqK0p49e/Thhx/q8ssvdyUHEhMTJZ28eVVqaqqCgoI0cOBASSeHbMbGxmrHjh2um1ZLJ4dwPvzww5LkVrCQpCeffFKZmZnq3r277rvvPgUHB+uvf/2rioqK9Oyzz9Z4HwMDA/XOO++of//+uvXWW7V8+fJyVz1WZNeuXbrhhhvUu3dvZWVl6Z133tEdd9yhTp06nXHdv/zlL/rkk0+UlJSkESNGqEOHDsrLy9OmTZv08ccfKy8vT9LJG1q/8sorGjx4sLKzs9WsWTP97W9/U4MGDc74HFdffbXuvPNOzZgxQ99//7169+6t0tJSff7557r66quVnp4u6eT78/HHH+vFF19UXFycWrduraSkpHLbi4qK0oQJE/TYY4+pd+/euuGGG7Rjxw69+uqruvTSS91usA0AcLbhw4frnnvu0YABA3TNNdfo66+/1sqVK8uNAh03bpyWLl2q66+/XkOHDlViYqKOHDmib775RosXL9bu3bsrHTn61ltv6dVXX9Uf/vAHtW3bVocOHdLrr7+u8PBw9enTR9LJe1VdffXV+vOf/6zdu3erU6dO+uijj/T+++9rzJgxVcZe1157rVq2bKm0tDSNGzdOQUFBmjNnjiveOVViYqJee+01Pfnkkzr33HMVHR1dYSxRr149PfPMMxo2bJh69Oih22+/Xbm5uXrppZcUHx+vsWPH1vSlBgDA1saNG6dbbrlF8+bN08yZM9W9e3d17NhRI0aMUJs2bZSbm6usrCz9/PPP+vrrryVJHTp00FVXXaXExERFRkZq48aNWrx4sescuCKdO3fW7bffrldffVUFBQW67LLLtGrVKv3www/l2g4cOFAPP/yw/vCHP+iBBx7Q0aNH9dprr+m8887Tpk2bXO2uvfZahYSEqF+/frr77rt1+PBhvf7664qOjq6w6AIAXmfA0ubOnWtIMr788styjw0ZMsSQZFxwwQXlHvvnP/9pdO/e3WjYsKHRsGFDIyEhwRg1apSxY8cOt3YvvPCC0bx5cyM0NNS4/PLLjY0bNxo9evQwevTo4WrzySefGJKMRYsWlXueY8eOGQ8++KDRrFkzo379+sbll19uZGVlldvGrl27DEnG3Llzq9zfqp5r8uTJhiSjYcOGFa6XmppqNGnSxAgLCzPatm1rDB061Ni4caOrzYkTJ4z777/fiIqKMgICAozTvx633HKLIclYuHCha1lxcbHRoEEDIyQkxPjtt9/KPe+mTZuM1NRUo1GjRkaDBg2Mq6++2vjiiy/c2lT1Hpbt04EDB1zLjh49avTo0cNo1KiRsW7dukpfq7J1t27datx8881G48aNjbPOOstIT08v11dJxqhRoyrcTm5urjFq1CijRYsWRr169YzY2FijV69exuzZs93a/fTTT8YNN9xgNGjQwGjatKkxevRoY8WKFYYk45NPPnG1GzJkiNGqVSu3dU+cOGE899xzRkJCghESEmJERUUZ1113nZGdne1qs337duPKK6806tevb0gyhgwZ4vb67dq1y22br7zyipGQkGDUq1fPiImJMe69917j119/dWvTo0ePCr8fFfURAGB+o0aNKnf8ruy33jAMo6SkxHj44YeNpk2bGg0aNDBSU1ONH374wWjVqpXrOFPm0KFDxoQJE4xzzz3XCAkJMZo2bWpcdtllxvPPP28UFxdX2qdNmzYZt99+u9GyZUsjNDTUiI6ONq6//nq3GKRs+2PHjjXi4uKMevXqGe3atTOee+45o7S01K1dRX3Lzs42kpKSjJCQEKNly5bGiy++WOHxMScnx+jbt6/RuHFjQ5IrFiuLr049XhuGYSxcuNC4+OKLjdDQUCMyMtIYNGiQ8fPPP7u1GTJkSIWxV1kcAgCAXVR17l5SUmK0bdvWaNu2rXHixAnjxx9/NAYPHmzExsYa9erVM5o3b25cf/31xuLFi13rPPnkk0bXrl2NiIgIo379+kZCQoLx1FNPucUVFR1Pf/vtN+OBBx4wzj77bKNhw4ZGv379jL179xqSjMmTJ7u1/eijj4wLL7zQCAkJMc4//3zjnXf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"text/plain": [ "
" ] @@ -330,7 +325,7 @@ } ], "source": [ - "plotter.plot(trainer_feat)" + "plotter.plot(solver=pinn_feat)" ] }, { @@ -361,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 14, "id": "ae8716e7", "metadata": {}, "outputs": [ @@ -376,18 +371,11 @@ ] }, { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6a053d5d0430499aa83a8df69ffb19f6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Training: 0it [00:00, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 103.14it/s, v_num=14, mean_loss=1.39e-6, D_loss=6.04e-6, gamma1_loss=4.19e-7, gamma2_loss=2.8e-8, gamma3_loss=4.05e-7, gamma4_loss=3.49e-8] " + ] }, { "name": "stderr", @@ -395,6 +383,13 @@ "text": [ "`Trainer.fit` stopped: `max_epochs=1000` reached.\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 84.50it/s, v_num=14, mean_loss=1.39e-6, D_loss=6.04e-6, gamma1_loss=4.19e-7, gamma2_loss=2.8e-8, gamma3_loss=4.05e-7, gamma4_loss=3.49e-8] \n" + ] } ], "source": [ @@ -438,7 +433,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 19, "id": "daa9cf17", "metadata": {}, "outputs": [ @@ -453,18 +448,11 @@ ] }, { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a99e60c9aa61432cbae59b914ce973d2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Training: 0it [00:00, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 130.55it/s, v_num=17, mean_loss=1.34e-14, D_loss=6.7e-14, gamma1_loss=5.13e-17, gamma2_loss=9.68e-18, gamma3_loss=5.14e-17, gamma4_loss=9.75e-18] " + ] }, { "name": "stderr", @@ -472,6 +460,13 @@ "text": [ "`Trainer.fit` stopped: `max_epochs=1000` reached.\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 104.91it/s, v_num=17, mean_loss=1.34e-14, D_loss=6.7e-14, gamma1_loss=5.13e-17, gamma2_loss=9.68e-18, gamma3_loss=5.14e-17, gamma4_loss=9.75e-18]\n" + ] } ], "source": [ @@ -482,7 +477,7 @@ " output_dimensions=len(problem.output_variables),\n", " input_dimensions=len(problem.input_variables)+1\n", ")\n", - "pinn_learn = PINN(problem, model_lean, extra_features=[SinSinAB()], optimizer_kwargs={'lr':0.006, 'weight_decay':1e-8})\n", + "pinn_learn = PINN(problem, model_lean, extra_features=[SinSinAB()], optimizer_kwargs={'lr':0.01, 'weight_decay':1e-8})\n", "trainer_learn = Trainer(pinn_learn, max_epochs=1000, callbacks=[MetricTracker()], accelerator='cpu', enable_model_summary=False) # we train on CPU and avoid model summary at beginning of training (optional)\n", "\n", "# train\n", @@ -502,13 +497,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 20, "id": "96e51c43", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -518,7 +513,7 @@ } ], "source": [ - "plotter.plot(trainer_learn)" + "plotter.plot(solver=pinn_learn)" ] }, { @@ -531,13 +526,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 21, "id": "2855cea1", "metadata": {}, "outputs": [ { "data": { - "image/png": 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8+XIVsiS4+Pr6qtqf77//HsePH1dhQwqn8woMDFStVIZCa6lHEnKcpLBbtsOHD6u5l6Q4uygvv/yy6rqTuik5VtI1t2jRopxi6T///FPVDMltMsrul19+Ucexdu3at3QMLBWDkIW3CAknByc831xf4Dbj0Aycj8+dfJGIyBZJvUqrVq3w5ZdfqpFK0kUkXWNSPC2Fxwaff/656gaTomNDIe8XX3yhgkXbtm1Vd5PUvUjrR14yEkpaiapXr55ThFyQDEuX8CU1So0bN1aBwzByq6Skq0taqiT03HXXXWjQoIEqUpYWFunakm3mzJnYsWOHeq0ytP/TTz+9rnVGgsl3332nHs8QCEeOHIlhw4apofFS6Cw1PUW1BhlavNauXauKtaUVSo6fdH/JYwvZNwmU8rql3kqK1iUY1qtX75aOgaUqo/UrFm8soxWT5lHp45Sit7lz55boZ+Pi4tRkWJK8pXitVBxaAszSiqIraoVsj60q9C7yaxq1chQ2X9qsJlv8rNNnpbMvRGRzUlJSVIuKzEMjNTdE9vC3HVfMz2+7aBF69tlnVZOexY8aK6RY2kAmz3qh+QtqksXlp5dj9xVOsU5ERHS77CIISfOmDGm0WJ7lc7vGbtJAV9uvNvrV7JcznN4OGvOIiIhsOwhJsZr04Uqf5I0Wz5s0aZIqbJNmL+kzvtU+WouvEcpIAVLjb3rXpxo/BXcnd+yJ3IOVZ1aaYOeIiIhsl9mDkEwpLjN1StgpjEz5LZXzUrUv8xnIfaXw7cqV3G4kKWKT4rKCm0zEVVIylbv0K+bdSp0MYXXK7ttMvnbTu5b3KI/h9fTzZ3y540ukZ3KSRSIiIqudR0gWoJPtRqT6X0YJGOZxkKp1GSIoU4+PHz9eXSdD+4zlww8/zDedusm4+wHxWnBL0oKQr3420RuRIDTn6BycTziPmUdmYkj4EBPtJBERkW0xe4vQzchsmjKUUCZyMpAhhnJ506ZNpfKcsrKxVJgbtnPnzpXK81zHQwtCxWgRUnd19lBdZOK7vd8hNlU/lwQRERHZUBCSSa5kzoUKFbJHVWWTyzJ5VnFJcLrvvvvw119/qRWHbxaiXF1d1TC7vJvJVqEXSfoJwYrSt0Zf1ChXQ4WgH/dxkkUiIiKbC0LG8s8//yAyMlItFnf+/Hm0adPG3Lt0Wy1CwtHBEeOa6Wcd/e3Qb5xkkYiIyNaCUEBAABwdHdVU4nnJ5aCgIDPtVSnWCAmpESqm9hXbo3Vwa7Uq/YSdE0ppx4iIiGyXRQchWWCuWbNmah0ZA1nnRC5bZKuOCVuEhEw3IEtvyCSLf5/+G/si95XSzhERUUnIagbyHn2zNb+mTZtmU6u4WyuzByFZFVhGfRlGfslU2XL+7Nmz6rIMnZfVeKdPn64WvZPF5GTIvTFWA7b2FiFRx68Oelfvrc5P3J27/g4RkbWTFeT79u1r7t2waG+99ZYKXAU3KQkxVaCzdmYfPr99+/Z8i8MZVtuVBeQkLQ8aNEjV98hCcFIgLXMGycq7BQuo7bFFyOCJRk/gr5N/YePFjdh5eSeaVsi/uCARERVPeno6nJ2drepwySKoBYOPn1/2Z4oFSbfQY+tgCctfyFIRBTcJQQZPPfUUzpw5oyY73LJli5pd2tpNWn0cAydvxOrDVwq0CF0t8WOFeYXh3hr6VYjZKkRE9mL//v1qHjpZqV6+HA8ZMkSNNjaQL83t27dX3U/+/v7o1asXTpw4kXO7rD4vrR0yca+s2i6rF/z22285LVGfffYZgoOD1c+OGTNGfZAb/Prrr2jevLlavklqVh988MF8E/0ayIrzssq7PHbr1q3VPt/MokWL0LRpU3V/WUVe5rXLyMi46c/IqvSyD3k3KS0R//33n1pZ3t3dHWFhYXjmmWdUr0pxXsdp7fgYGip8fX3VsZJjI2S1h6+++irffkhDhbRQGcj9J0+ejD59+sDT0xPvv/9+ka9RPv/lMSpVqqRGccuqE7LPNh2E7NWJKwnYfiYai3ZfQHJaZm6LUDGHzxf0eMPH4ezgjG0R27Dl0hYj7ikR2SL5wElKTzL5Zqw1EqWrpkuXLmjSpInqWZDQIwNp7r///pz7yAe+9DLI7VJbKvPQ9evXT9Wa5iWT88ri3FJ+ISsXiNWrV6vQJKdSmiFfzvN+QZdQ9O6772LPnj1qaSgJDYaQkNeLL76Izz//HNu2bUP58uXVklJ5A1Ve69evx9ChQ9W+HDx4EN999516TkOAKCnZ/7vvvhsDBgzA3r17VeCTYCSNC8V5HWFacJo3b546f+TIEVy6dAlff/11ifZBQo0c83379mHkyJFFvkZ5vi+//FJdf+zYMbVPDRo0uKXXbzVdY/aqemBZdbpw90XsOR+LufeVh/8tdo2J4LLBGFBzgJppeuKuiWgZ1FKlcSKiwiRnJKPV76ZvXd/y4BY1KeztmjhxogpBH3zwQc51suKAfHgfPXoUtWrVUgEgL7ldwoh8AMsyTAbPPfcc+vfvn+++0gIizyEjl+vUqYOePXuqMCUrHQj5UDeQVo0JEyagRYsWqu5VWqgMZHmoO++8U52XQCVz2S1YsCBfYDOQlhEJZVIaYnhcCSkvvfSSepwbkZCR9znDw8PVmpyyUsJDDz2kXp+oWbOm2k9p/ZKWGmmRGVnE6zB0sQUGBt5SYbe0MOWt6ZXnu9lrlPpgaZmS+f+kG01ahlq2bFni5y0JtgiZSY3sICRORSWiy+Ts5tK0BKw7dAE7z0aX+JvTYw0fg6ujK3ZH7lYtQ0REtmqP1oIhrTXyYW3YJLAIQ/eXtCgMHjxYfdjK5LjSnSMMg3EMpGuosLobCUEG0kWWt+tLVj2Q1h35oJZuJQkXhT123hHOEipq166tWp5u9JreeeedfK9Jgpe0xMg8eDcij2kYdCSboRVHHk9aW/I+nrR4SYuYDEwqyeu4VQWPbVGvUSY/Tk5OVr8zuV5CY1Fdg7eLLUJm0rSSLzxdHJEo3WKaOHggU1cGjmV0eH76akTCF43CyqF9DX80CfPFHbXLw8nx5rk10CNQzTg968gsTN0/FS2DSzdFE5H1cndyV60z5nheY5AWC/kA//jjj6+7TUKLkNsrV66sRh5LrYkEAGkJkuWb8pL6lYIKFvVKC7uhS0263CRQyCY1RdLKJMFBLhd87JK+JmkVKtg6JaT15kakHqhGjRqFPt7jjz9eaI2NBJ/beR0OWjdjwS/rhXX5FTy2Rb1GadGTbjgp/l65ciWefPJJfPrpp1i7dm2pFVozCJlJeS9XbH61K1ycHLBP6xqLiEuBbqnW7JgajUb+WVgX44A952LUJkJ93XF/8zD0bBiM6uVzW5MKGlZvmFqQdcPFDTh87bAaXk9EVJB8sBuji8pcpNhWWj6klUeKhQu6evWq+kCVECTFwkLqY4zh8OHD6vE/+ugj9cEtpA6pMJs3b1ahQ0RHR6tuu7p1697wNck+FxZqboU8nnQD3ujxpEvtahGvw1B0Lctd5SWhSVpxDOLi4nJamYrap6JeoxR2S4iVTYrUpaVP9lV+tjQwCJmRl5s+3Tavkl0ovdZfBaEf76uGK37NsWTvJTgeX4GMM1vwe0wbfLEyGV/+cxQ9GgTjua41UbOCV6EjyLpX7q4mWJRWoU86fmLKl0REZFSy+LVhnjkDwyguCTnS9SX1JdLtdPz4ccycORM//vijqvGR+33//feqhUhaOqQ2xRgk2EhA+Oabb/DEE0+okWBS51IY6QaS/ZBRba+99ppaMeFGcyPJNDEysk0ef+DAgarVRbqS5PHfe++9Eu/nyy+/rEaqSXH0o48+qlpnJBhJS4vUPxXndVTWWtQkNP/555/o0aOHCinSnSWF6tLtJmFFaodk3/N2Jd5IUa9RHlNCl4wO9/DwwIwZM9Rzyn6UFtYIWeikioHebngk9AKGn34Jj+rmYan3h+hVw0VrigSWagHprq/WYfy8vYhPub4pcmQDffHb8tPLcS7+nClfARGRUcmEflIUnXeTrhXp6pKh6fKhedddd6mRRVIULB/K8uEqm4QiqYGR7rCxY8eqLhZjkNYQ+cCeM2eOKkyWFhUZal8YuU1GSMkqCTIX3pIlS3JaWQqSLikJHCtWrFAFyxJiZATVrYYAGbYvXUrSCiWtYnLsJIjIsSvu66hYsWJOEbeEOcOIs1deeUXVE0mokUJyCXfVq1cvcp+Keo3y+5OA265dO7X/0kUmx0zCZGkpozPWWEYbJc19Pj4+6ltJqa9E//sg4OgyrWP7a6DZcGDGQOD4ytzbO7yAQ+HP4ut/jmHZgQh1VcVy7vhkYEO0qxGQ76GeWPmE6h4bVHsQ/tf6f6W730Rk0VJSUlS3RdWqVW9aa0JkS3/bxf38ZouQJfHITryJUdpvNxY48a/+cpfsILN3NuoGeWHKkGaY/XgbVPLzwIWYZDz04xa8vnA/ElNzK+tH1te3Ci0+sRhxaXGmfBVERERWg0HIEoOQzC59dgug04rT/KoBrcdo1VzuWmf5WeCyfph9y6p++PvZDhjSWt+c+OvmM7jn6/XYnV1c3SKoBWr61lRzhSw6vsgsL4eIiMjSMQhZEs+A3Bahc9nDWiu1BVw8gBpd9ZcPL829u6sT3u1bH78+0hLBPm44ey0J903ZiB/Xn1S3D64zWJ3OPDwTWbr8M6kSERERg5Bl8cgOQklaEIo8rD8flD21eE39zKQ4ff3wzw41y2PZcx1xT/0gpGfq8N7SQ3h0+na0DOgGL2cvnI0/iw0XNpjgBRAREVkXtghZaouQIQiVr60/DcueCv/CTiDz+lk2fdyd8e1DTfHuvfXg4uiAVYev4J6vtqCSi36W0D8O/1Hae09EFo5jY8jW6Iww3ovzCFlii1D8JTWEXimfPSFigBaIXL2BVK3w+cpBILjhdT8ucz0MaVMFTSv74n9a8fSuszHYsqcOPKsvxfoL6/Ho7ysQ7BECb3cnuDs7wk3b3F20TU61TeY1ktu81akzPLTbJFQ5OHDNMiJrZpiRV5YwkDlZiGxFUvbSI7cz6zSDkCXxNIwai9SfuvoAXkH68w5a413FZsDJ1cD5rYUGIYN6IT6YP7otlu67hGkbTuNAYnU4lT2OdRf/QlpUdhdbCThpQchZC0TOjmXUTNj68/rLcpp7nf6ya777yO2Gn3eAk3YfeTwn7fWo0+yfc8w+r79Nzue/j+E6uZ88jjrVbtdfzn99zs/meS65DxehJXslE93J/CyGtbJkojr+eyBrbwlK0kKQ/E3L33ZxJnO8EQYhS2wRMpBusbwryIc21wehS3uKfCh5k+vVMERtMw+OwPvbXkNA8B70bzAKCak6pKRnIlm2tEykZGRppxmIT8lAXHI64rTThDxD8TOydNom9zfWCzUPadjKH7YKOa9CVW44M4StnFCVc7/rQ5vcT1rRyro5wUsrZJfTsq7O2qZdVuf1p+U8XNR9iUxJVvQWeRcOJbJ2EoIMf9u3ikHIkrh4ar8RNy15pOgvl6+V//bAcP3p5QMleth+tbvjmz0fIy4tCm3qR6NdxXZF/kxGZhaStKCUoRVfp2vn07SwJKdSjC3n09T53C0tQ5f/svxcRv7L8nPyuPpglYVM7VQeT3+a93L2fTL198s9r8v389ddZ3gs7bbCuo21m/T7XqKjZ3ySbctpXY9+ni7w93RVp35l5byL/rqyrggwnGrXMziRcf7uyqilJgIDAwtdHJPI2kh32O20BBkwCFkS+YSUVqG48/nrgwwq1NOfXtEKqWUVZOkuKwZXR1f0qtYLvx/+HfOPzS9WEJIWD+8iVru3ZFnZgShv2MobmPIHrDznCwta14UtfSA0hK5MCX3Z95FWtoTsFjXZpJVNf5qurk/UWuAkpEUnpavtRGRika9FGo8kIAVowchfBSbXnPMSlPTntU27jyzmK7VfRDciHxzG+PAgshUMQpY4cuxGQcivuvYu5gqkax+eMaf1ky0WU/+a/VUQ+vfcv4hOiYavm68Rd9rySIG3q4PlvdlLWJIAdC0xDVcTU9WpOp+gP5UtKiFVu01/GqPdV1qyorTbZSsO6Z7z1brffD2d1amEKHVZndeuy3dZWpycGZ6IyG4xCFnqEHoR0jT/bY5O+u6yiH1a99jBEgWh2n61Ee4fjoNXD+LPk39iSPgQI+0wlYS0tEmrjWyAV5H3ly7DaC0URUo4StCHp6h4LRQl6i9HGa7XTiUoSZdlktbqlJSWrJZfKS6ZfiGknLtau65iOTdU9HVXl6sGeKJ6+bIMSkRksxiELE2bMcDxf4DqXXNHkRWsE5IgFHkIqNurRA/dv0Z/FYQWHl/IIGQlZCRcoLeb2oozikIK3WOS9C1L0dppdKJ0weW/fE2dZl/WWpykiy82OV1thy7FFdo1V9nfEzUCy6q17ppU9kXTMF/4aC1JRETWjkHI0lTvAjz6L+B/g9Ye/5r606v6ZTRK4u6qd+PjbR/jaPRRtdXyLVCMTVZfDCstO7JJcCkOFZ6SM3A5PgUXovWtSLJd1Lbz2uUTkQmqe+5UVKLaVh68nPOztSqURZtq/ugWXgGtqvqraRSIiKwNg5AlCm1249sMAenaiRI/rI+rDzpU7KDqhJaeXIpazRiE7J0KT1rLjmy1KngVGpSkW+7Y5QQcvRyP/RfisPNstApFR9V1CZi+6YyaLqBr3UAMalEJrav5cY4aIrIaDELWxr+G/vRqyYOQ6FmtpwpCf536C882fVbr9uC3eLp5UAr00rrmtK1djdz6NalN2n46GmuOXME/h66oywt3X1RbtfKeGHNHDdzbOETVRBERWbIyOmMs1GHD4uLi4OPjg9jYWHh7e5t7d4DUeODDUP35l88A7uVK9uOZqbhj1h1ISE/A1O5T0SKoRSnsJNkTmapg17kYzN1xHot3X1BTBIhqWqH1/3rVRZc6Fcy8h0Rkj+KK+fnNr2vWxlXrvigbdMvdYzKn0J2V9ctsSPcYkTGmKmimFVB/2L8BtrzWDePvqQNfravtpNZ9NnLadjw7cxditTojIiJLxCBkjfyr31b3mEyuKFacWYG0THPPs0y2RJYReaJTdax/uQtGdaymRpwt0rrLek/8DwcvXj8ijYjI3BiErJFh/qBbDELNg5oj0CMQ8WnxWH9+vRF3jCg3EL3aoy7mP9kOob7uOHstCf2+3YAFu7InCyUishAMQtZcMH0LXWNCCqR7Vu2pzsvkikSlpXFYOfz5dHt0qlUeqRlZGDtrD+bvZBgiIsvBIGTVXWPHb/khZPSYWHt+LeLS2GVBpUcWjf15eAs81KqSujxu9h78tuUMDzkRWQQGIWska46Ja6du+SFkMsXqPtWRnpWOVWdWGWnHiG5cUP3OvfXxaPuq6vIbiw7km5yRiMhcGISskW8V/WlKDJB07Zbnh+lRrYc6//epv421Z0Q35KiFodd61sWApqFqWQ8ZTXYyMoFHjIjMikHIGrl4AF4h+vPXSr7UhsE9Ve9Rp1sitiAqOcoYe0ZUZAD/eEADtTSHLA776C/bEZ/CofVEZD4MQtY+cuw2glCYVxgaBjREli4Ly08vN9KOEd2czDb91QONEezjprUIJeLjZYd5yIjIbBiErJVf1dsOQsLQPSZLbhCZSgVvN3x2XyN1fsbms9h88ioPPhGZBYOQHbcIie5Vuqvh9Hsj9+Jc/Dkj7BhR8cjaZYNb6keSvTxvL5Kzl+YgIjIlBiE7D0IB7gFoGdRSnWfRNJnaKz3qIEhrHTpzNQlfrDzCXwARmRyDkJ0HIdGjanb32Mm/wDV4yZS83ZzxQf/66vxP/53CrrPR/AUQkUkxCFl7jVCSVluRHHNbD9Wtcje4OLjgROwJHI0+aoSdIyo+WZ2+f5OKyNIB4+ftQ3pmFg8fEZkMg5A1r0LvFaw/H5ln1I2Eos2TgS3fASnFmzHay8ULHUI7qPMsmiZzeL1XuFqx/sjleEzfeJq/BCIyGQYhaxasH3WDS3v0pwmRwA+dgWXjtYKfl4AfuxZ7wkVD99iyU8vUcHoiU/L1dMH4e+qo81+uPIpz15L4CyAik2AQsmbBjfWnF3frT5e/qq8ZkskWy1YAorRurlXvFOuhOoZ2hKezJy4mXsSeyOxgRWRC9zULQ8sqfkhMy8QzM3exi4yITIJByFZahM5uAfbN1i6UAR74TftUmaa/bYd2euVQkQ/l5uSGrpW0FiTN0pNLS2mHiW6+HtkXgxrBy81JK5qOwVf/sF6NiEofg5AtBKErB4GFT+jPN3kIqNgUqNwWqNNLu0KrQN32Y4m6x1aeWakWYyUytVBfD3zUv6E6/+2aE5i9nXNbEVHpYhCyZj4VgQr19WFHusS0omd0fTP39paP6U/3zAJSi17cslVwK/i5+eFayjVsuaS1MBGZQc+GwXioVSXotD/rl+buxYtz9iAiNoW/CyIqFQxC1q792Nzzd3+o1QYF5l6u0lGrQq0KpMUDx4peS8zJwQl3Vb4rZ04hInN59976eK5bTXV+zo7zaPPRKtzx6WqM+W2nGlUWGZ/KXw4RGUUZHWfQu6m4uDj4+PggNjYW3t7eRjnoRnduK+DoAoRkF0/n9c9bwH9fAuF9gfunF/lQu6/sxpC/h8DDyQNrB61VtUNE5rL99DV8suwItmqneXm4OGJY2yoYoW2B3vwbJaJb//xmELKFIHQzF3bqh9Q7ewAvntC6z7TTm5BcfM/8e3Ah4QI+6/SZWouMyNyuJqTicEQ8dp+LwbL9Edh3IVZd7+xYBv2bhOLxTtVQrXxZM+8lEVnj5ze7xmxdSBOtlqgSkJ4EnFhV5N3LlCmDe6reo86ze4wshX9ZV7VI65jONbD4qXb4fkgzNKvsi/RMHWZpBdXdvliLMb/vxKYTV7lMDBGVCIOQrdOCDcL76M8fXFysHzEEofUX1iMurXizUxOZioT1u+oFYd7otmrrVjdQLc+xdO8lDP5hM7pqoejH9ScRnZjGXwoRFYlByB6E36s/PfK31jKUXOTda/nWQo1yNdQQ+lVnim5FIjIXaRX6cVgL/PVMBwxuWUnVDp2MTMR7Sw+h1Yer8NzMXdhwPApZkpSIiOwxCMXExKB58+Zo3Lgx6tevjx9++MHcu2R6FZvru8dk9JiEoWLoWa2nOuXaY2QNwkO88WH/Btj6Wje8368+6mmX0zKysHD3RTz04xZ0+GQ1vlhxBGeuJpp7V4nIwth8sXRmZiZSU1Ph4eGBxMREFYa2b98Of39/+yiWNvjnbeC/L4CaWvHzQzID9c2djz+viqYdyjhgWf9lCC6bvcArkRWQt7W952PVhIyL91xEfEpGzm0tq/phYLNQ9GgQjLKuTmbcSyIqTSyWzubo6KhCkJBAJG+QNp79CtdosP5U5hOStckytQ+Gnb8C07X6oe87A8tfA+Ijcu4e6hWKVkGt1AKsc47OMdNOE916HVGjsHJa61ADbNNaiSYMboKOtcqrkrmtp66piRpbvv8Pnp+9B+uORnJdMyI7ZvausXXr1qF3794ICQlRb14LFy687j6TJk1ClSpV4ObmhlatWmHr1q0l7h5r1KgRQkND8eKLLyIgIMBYu289ytcCGtynPz9nuHZQWwCLnwJOrdWC0U5g00Tgm2bA9p/l67S626A6g9TpvGPztA8KLrlB1snN2RF9GoXgl5EtsXF8F7zYvTaqBngiKS0T83aex9CpW9FCC0Uva+FobXYokpqiXWejcfAiBwsQ2Tqzd439/fff2LBhA5o1a4b+/ftjwYIF6Nu3b87ts2bNwtChQzFlyhQVgr766ivMmTMHR44cQWCgfhZlqf/JyMht+jZYsWKFClgGly9fVs8xf/58VKhQodD9kVYj2fI2rYWFhVl/15iIPqO1/twBJGdPTufuB7R9Giin1Q9tngxc2K6/vnpXoM83SPcKxN1z78aV5Cv4pOMnOaPJiKydvO3t1ILOvJ0XsHx/BK7mGWHm5uwAF0cHxGV3p0lwkmH7RGRdrHJCRWkRKhiEJPy0aNECEydqLRaarKwsFUyefvppjB8/vsTP8eSTT6JLly4YOHBgobe/9dZbePttrZ6mAJsIQiLmrH7tMU+tRqrB/YBr9iR0WZn6MPTvu0BGin4Cxto9MNkd+DZqKxr7hePXXjP1w/GJbEiG1gIk3WVL913C8gMRiEq4fth9h5oBKF/WFWPvrIUwv5tPSmpt1hy5gtEzdqJL3UBMerCpuXeHyGhsIgilpaWp+p65c+fmC0fDhg1T3V2LFi0q8jGlFUgew8vLSx2Mdu3a4Y8//kCDBg3sr0WoOCKPAoue1Kqlt+kvat+Mu4dVRLr2u5kWGYdmPto344paF1poc/2pXzWGI7IZmVqXmIwsS9PCURV/T7y6YB/ma61GBn6eLmhRxRe1K3jhkfbV4OPhbMa9NY4X5uzB3B3n1fl9b90FLzfrf0238/tftPsC6oX4oHaQl7l3x2qtPnwFr8zfh68faIxW1Yo3MMmcQciih0xERUWpUV8Fu7Hk8uHDh4v1GGfOnMGoUaNyiqSlJelGIUi4urqqzW5JLdEjK7Vush3Akb9QPvII7o3fj7kuWfjB0xnNpPtMtq3f6e/vVk4fiPJuZcub9zUQ3SJHhzL5lup4r299BHq5qckZN56MwrlryVqr0WW1Td90BnWDvdAwtBwGtQhDdStd4uNiTO7cYle11jB7DkKfrTiCyWtOqEL7RWPamXt3rNaIafov0s/N2o1Nr2ilFhbOooOQMbRs2RK7d+82925YF+n+khYf2TQj489pLXW9scHDHbu7v4XGsVe0FiMtDF3aA6TE6JfuyLt8h9QcqVCU3WoU3KjINc6ILJGHixPG31NHnY9NTscCrbg6OT0LC3adx9HLCdh88pravl93EiE+bqhf0UfNet21TiB8tdajokQlpGL8vL1qfMKX2rdnbzOEkDNXk/LtTxWtkNxezdis1VFq9pzT3tfoluSdvFT+zVgDiw5CMrpLhr9L91ZecjkoKMhMe2V/wrzCcG+NezH/2Hx8fHUrfuv5m5pfCDKS7PIBfQuRLO4qrUhaC5KqQ5LtwAL9A5Rx1JrxwvO0GmkBqXxtwEG7nshK+Lg7Y3i7qur8Yx2qYvuZaFyITsZfWm3Raq3O5mJsitpWHLysvktU0wJF00q+aK/VF7WtrtUYeeVvaZYWahmptkrrRhBTtJaIl+7Why5TSc3I1PY5t0WosPooe+saM5DRg85aaQCVTEye8ONoJTWlFh2EXFxc1GiyVatW5dQISbG0XH7qqafMvHf25ekmT2P56eXYf3U/Fh5fiP41+2t/5dq315DG+q1F9h1TYvXzFBnCkbQcJUQAEfv0245p+vu5lNW3FMmisIbNV/uQceAbD1k+J+0DsnV27cOAZqGITUrH0Svx+O9YlCq4PhwRjxORiWqbk11/U0erOZGfkVNpdVlzJDInBAkJUO1rBOBKfKoa7u+gddOVtvNakMtbJfrEjB14V+sOHNK6cqk/t6WRYCqzkRtc07pDK3i7mXGPrFOU1qpokJCWoY6r1P9aMrMHoYSEBBw/fjzn8qlTp1RXlp+fHypVqoRx48ap4mhZJkO6uWT4vMwQPWLECDPutf0JcA/AEw2fwOc7PsfHWz9G8wrNUclb6wIryM1H+yrcSb8ZxF7QtxYZwtHFXUBagtYmv0G/GbhqPxtSIByV096QLfwfEZEUTbeo4qc2GVkmHwZ7z8dgi9Zt9t/xKBy4GKfCkWwFyfD8L1cexfErCXjwxy3quvjUDNxTPwieWtecu0vptZyezdMtZvD6wv2qILxOkB0MDslDgk9GnhahSC2QMgjdXhCSkJ2idSWX5t+wTQQhWe6ic+fOOZcl+AgJP9OmTcOgQYMQGRmJN954AxEREWrOoGXLlt1wHiAqPUPCh2DN+TXYcXkHnl/7PH7u/jPKSstOUXwq6rfwPrlD9aUL7dJufSiSTVqLUrXWpFPr9JuBu2/+YCSbt/ZYDEdkwQLKuqJLnQpqE1e1D4cNJ66q2pOjl+O1ousk1dX2QMtKeEArtJaFYTdqt+cNI7KF+bnjj8daqw+UiuXcjd5KdPoGa6+duJJod0EoIi4l3+W8c0tR8RXsXk3SWoUsPQhZ1PB5S2Qza40ZSURiBO5fcj+iU6PRNLApJnadCC8XIwwzlXqjyMO5wUiFo/1aaCqk2M6zfJ5g1FTfNefFmjGyXhtPRGHY1K1qhJq0TCSna18WCmgcVg7PdNVP7CgtT8YY3fW/hfu0AmGtnq8QnWuXx0/DWpiki84S/Hv4MkZOy55UViPdk7Isi6xLR8U39b9TeOfPgzmX17/U2Wxzb1nlPEKWiEHoegevHsQjyx9BQnoCKntXxscdP0Y9/3rGP/gZqfpi7JxwpLUgXdH+gemu/5CAV0iBliMtHHna4VIqZLUitELrcloXm3SjffXPUYSHeOOPLWdzZrjOy9vNCf2bhqKyvwfCfD3Qtoa/GuFWUg98v0mNemsU6oM957UW2QLM+SFmar9rx1rmjSpo66tdEchaoWL7dPlhTFp9IufyirEdUauCeeZksol5hMgyhfuH48fuP2Ls6rE4E3cGg/8cjH41+2FEvRGo4lPFeE/k5Kr1B2gtPrIZpCfrW4rythxFad1s8ReBI7Itzb2vT6XsYu484Ui62ogsUJCPvjC3WWVf/PpIK3X+sQ7VcPhSPILLueHtJQdxTOtWk/YZGZ02bePpnJ91d3ZUwSnM1x11g73RQAs20oJ0s3AkI6QMa6k11Z6zsCDU4ZPVai6lh+2geDoiz+i5vKR4nUGo+KLi83eN7dX+rjy0rrFQLbBbKrYIFYEtQjcWnRKND7d8iL9P/63/Y9L+a1+xPfrW6Is7wu6Ai2PR86gYRWqCvsYobzi6eqzw+8rItLwtRzJyzY1dnmQ9JMCsOBCBraev4bJW17L/QhzOajVHhU0OKRM+Nq/sp0KRBKRq5T1zhoTvOHMNAyZv0rrYnPDpwEZqxNiNjOpYDeO0InBZwNZWvTR3D2Zv14/wy+vHoc3RLZw1qcX16PRt+OdQ7mhIA1nwOESrczMltghRqfN188UnnT7B4LqD8dO+n7D2/Fqsv7Bebd4u3uhRtQf61uyLcL/w0h0+KeulVW6j35BnGP+lvfnDUfSp3O3A/Nz7+tcsEI4aAi72O6kcWTYJOPc0CFabkOqGI1pL0cnIRJyKStS61mKx62wMLsXqQ5JsBi5ODlo3RVnUCvTSWoD0kwbK5I/SJXczMmGkbG/1Ds+ZS8nWRMTpRzvJW1XegpGCRdR0c5E3mItKCvNNHYSKiy1CRWCLUPGdij2FxScWq+1KUu43gtq+tVXXWa9qveAjQ+TNJemafjbsvDVHsYUUispkkQG184ejoPqAs2X+Iya60dIZO85Eq23/hVg1dD8hNX+9kbQGLX6qvRrVNnDKpmIdyHpaF9wILQzZWhHxXV+uVbOFS6uZhEoDaU37/P5GVruEiqm1++hfXND+9iR0552X6adhzdG1rmlb1lgsbeIDSbkyszKx+dJmNfHiqrOrkJ498svFwQVdK3VVrUStg1vrZ6c2t8QofSDK23Ik9UYFyezYgeH5a44q1NPXMRFZydIH56KTcOhSnJro0dmxDHporUpSu5GRmYXRv+1EuNZ9JsFJ5j4qiqv2Qfdst5oqKLSu6m/1o8savrVcFaZLC1neiS4NNmhdOzKFAd2YtE7WfWOZmjuouhYo5e/MYMLgJmoknikxCJn4QFLhYlNj8efJP7Hg2AIcidaKmvMs2/FA7QdUKJJuNIsSH1EgHO3UAlPk9feTGigJQ3lbjsrX0c+4TWSl5Fu8TvtPFpY9cSVB1R8t2HWhyJ/rpn3bb1/DXyvULqcKvq1Jclqm+gAXj7Svip/+07rPC/hCaxWSkXp0Y/Ep6Wjw1gp1vosWKP8tEChlSoapw1uYbKZpBiETH0gq3rB7Wa/sr5N/IT5dP8Ouu5O76jJ7oM4DqOVbyzIPoxQMxF3I32okW3L09fd1ctO60RrkD0cB2uviumpkxU5EJqiV6WduPatqj6TVKE1rRbpZHZMsJSIF2nJaL8QH1QM91TxJlkgmubzry3Wqq/CpzjXw4d+Hr7uPtGb01rY7WTh9Q1Kj1vmzNfB0cVSLDxcWoHe+fif8irEgsTEwCJn4QFLxJaUnYemppfj90O84HpO7vEqLoBYYXGcwOod1hpODhc/sIOEo5kyBcLRHPzt2Qc4e16+r5led66qR1ZIWFPlSL4EoLjkdKw9dxvlrybiamKpWs8+7VEVesvBsZT8P1An2QhV/Ty0clUUNrfamNGbNLgkZhTfq1x2oX9Ebg5qH4fVFB254382vdM2Z6oDy23b6Gu7Tas2q+HugldZdOmv7ufx30Cx/riNqa+HYFDhqjCyWhxYM7qt1HwbWHIjtl7fjj8N/4N+z/2JbxDa1BXkG4aE6D6F/rf6W121mIJ8CvlX0W71++uuysvQj0vKGIynOlnXVzmqFqLIZyGzchgVr8y46y6VDyAoYlkxoV0M/aalhBJuQwmtpNdp1NhrXEtOx61y0CkcyakjW75JtuxagCtYbVQ3QByMpSpb6EjmV6zxdS/9LkWH6gcpaOCtqioA1R66gk9bFE+zDeqGC5HdrWGJGiqULcyU+xWRBqLgs/Gs32TLpJ5ZWINlk6Y7ZR2Zj3rF56rws7jp5z2S1yv1DdR9CqJcV9M07aP/w/bWWHtkaDMxdV+3q8QLhaK8WjrSuwdPr9ZuBW7kCE0Bqm08YwxFZFX/tQ1C2+hXzjxCN1VqOZJHX45HxOHY5QQUjWdNMulNStbqkGy1KG6y1vlTLDkbVtGBUTYKSFpiCvd2M1op06JL+eatrj+9f9ubdNuPn71MBbfULdxjluW1xwdWAmwSh+TsvqNZAS5qxnMPni8CuMdNKzUzF0pNL8cuBX3AiVj9Nu4wuk9FmQ8OHonGgFhSsXWaGfjbsfOuq7dOuL2T+DQ//QhadNe3IC6LSniDyfHSSqkOSYCSnMnxd1SXdZOFTN2cH9YEqIUmCSdUAfQuShCXfEtagdP18jRrhNHV4c5Qv64beE/8r8mee6VoTPRoE2d3itDfzxYojmPDvcQxpXRlltXqryWtyl9oo6PRHPW/2UEbBGiETH0gy/jDMjRc34peDv6hTg4YBDTGk3hB0q9TN8uuISiJDe8OPPJQbjC7s1K+rlnX9OlMoWwGo2Cx7+ZHm+nDkrrUmEdmYmKQ0FVBOSjjSWo5kFJucntFak9Izb7xMpkwQqQ9FZfMEJU8VnAquhG4o8JXGpe3/u1N73Cy0+mBVsfYvzM8d00e0VI9r7dMHGMMrWmvZH1vPYmy3WsjS3sO/XnWDGf41O/7XTbUcliYGIRMfSCo9x6KP4deDv6ph+IY5iUI8Q/Bg3QdV15mX1NvYovSU7EVnd+YO55ewpCtktI7Mjh3aPDcgVWigdXybaIkTIhOTeY/ORyerECPB6FRUgv68FpqkPulmQrSutqrZ4aicuwvWH4tU66zdodX9TNNCjTx2jdf0ywYV1/h76qB/04oWOyrOVB6dvh3/HLqM9/vV10JsOj5dnjtlSkHTR7ZEp1rlS3V/GIRMfCCp9EUlR2HWkVmYdXgWolP1xZZlncvi/tr3Y0j4EAS428Fq82laUWfEXn2L0YXt2rZDK9DOXXwz3xxHQQ31wcgQkPyqsd6IbF5SWgZORyWpYCQBSR+U9CFJ6pQKI4vWzhvdVi1cK6qMz7N4czFJg5DMQC1dZTJtgD3qO2kDdp+LwfdDmqkC9PeWal/cbsBb6zr7YWhztKqmdf+XEgYhEx9IMp2UjBTVOiStRCdjT+bMWi2LvQ6vP1xN1mhXEq/qA1HOtr3wOY6kGFu1GOXZypbuNzIiSxKt1RydlHCUvS5bYmqGqmUZ0DRUFWEbHNGKti/GJiO0nLsaRfaJ1rKxZE8hM87fgMydJPPoPNy6EjxdnEwy8s0StHz/H1yJT8Xip9qpQPTGTaYhMDj4Tnd4aMeoNDAImfhAkullaV1Ea8+txY/7f8TeSK2VJLuw+u4qd2Nk/ZGo7VfbPn8tMseRDOOXVqPz2a1GMoxfK0S/TrlK2aEou9VI5jtysZzRHESWUrMoE0i+Mm+fKuKWrrTikqkBmlfxVUPzZTkSXw8XNArzgZer83X1StYsUQuV9d5crs7veeMu/L3/khphV5TZj7dBg4o+pXIsGIRMfCDJvG9SMh/RT/t+woaLG3Ku7xjaEY82eBRNArViYnsnxdhXDmS3GGUHpKij2g2669dUqxCe3aXWQqsGbaXVH9VglxpRgQVtpTttsdZKVMHbFUv2XoKT1je2VwtIsuBo3sVGb9aVJlMC+Lg7q1OZbDLU1x2V/DzUhI0VvN2sqiXp4MU49JiwXgt6ztilBaH5O89j3GztC1gxtNCC4pwn2hp9nxiETHwgyTIcunoIP+3/CStOr1DrJYmmgU3xRKMn1EKvplrjxiqkxOqLsFWtUXY4Soi4/n7uvvpQFNpSC0Yt9CHJ1UYL1IlukxRb67LDkgz/l242fb1SohoFdzEmRYWl4vDQWkkkIJUv66o/LXBeirPlVOY+cnY07yLWC3adx9hZe9C0UjnMf7IdFu66gOdmae8vxXTqwx5Gf3/mzNJkl+r618VnnT7DmSZn8PP+n7H4xGLsvLITo1aOQuPyjTG68Wi0CW7DQCTcfIBqnfSbQdzF7O40bTu3TT9iTeqNjq3Qb0LrfkRgPX0oUuFI21iITaQ4ZQcS6QqTrWkl3+tasGXo/zUtJMkaZzFaAbdMCyCXz2gFxhKgLmlbYlqmVvidqWbllq0osn5XvsB0XWjSn0oLVGl8Idx5JkadNg7Tv16ZhqAkopPSTbYGWUGcULEIbBGybpcTL2PagWmYc3SOmqxRNCrfCKMbjUbbkLYMRMXpUru8Tx+Kzm/Vn8aeLXziR0OLkZzKEH4XT2P/OonshtTcyEzNhmVJIrPPX4nLPS+b3OdGa7sVxtmxzE0DU3mtlUlCk8wOXdy6nSzt+Tt8slq1dE15uCnurh+s5hOSeYWK669nOuSM2jMWdo2Z+ECSZYtMisTU/VPzBSKZnFFaiNqFtGMgKom4S9mhSNvOS6vR7usLsVWtkbQatcxtNZJ12dg1SWRUEkKkVckQjGQtr4LhyXBe5vYpCS+tRknCkbTUyCSVPu7603Jaq5K6rBV+l3V1xPpjUfh5w2l4uTlh22vd1Ei7XzefwesL9xf7uX4e3gKd6wSW9OXfFIOQiQ8kWU8g+vnAz5hzZA5SMvUTrzUIaKBaiNpXbM9AdCsyUvXrp+UNR3EXrr9f2SCtv6ANUEm21lpQqq9VjNrOqBkiS5eakam1IKXlhqOckJSSHaJyr5P130rq7T71MKyt9oUnT81QYfo0ClHzDMkQe4MP+zfA4JaVbu2F3QCDkIkPJFnf5IxSQyQLvRoCkbQQPdP0GbQKbmXmvbMBsRdyg5FsMnw/e1bwHDIjuLQUGYKRTPzozBW9icxNp9UxxWtdc4auOCnyllYnaVGKSU5DbFLu+fiUDNVq1K9JRRVwDPVHMnJurFYs3bq6f07L0Af9GqB+RW80DC2n1ph7Z8kB9TxPd6mpFteVliRjYhAy8YEk6w1E0w9MVzNWJ2foR3JIEHqmyTNoWL6hmffOhqQn64fun92kbZv14Sg1Lv99HJyBkMb6UFSprf7Uw888+0tERiMF4FLzVLOCaUebMgiZ+ECS9QeiH/b+gNlHZ2uFh/qFTu8IuwNPN3katXxrmXnvbFBWpn4dNQlFKhxpW7xWe1RQQO383WnlKrPOiIiKhUHISBiE7MvFhIuYsmcKFp1YpGauLqP9d0/VezCm8RhU8jZu/zUVmA075kxuMDqjbVGFLNjoFaIPRlXaa1sHTvZIRDfEIGQkDEL2SdYw+3b3t1h+Wj9lvGMZR7WWmUzMGOSpFf2SadZQO7dFC0Yb9QHp4i6tJUnfWpfDMzA7FLXTB6MArfWOI9OIyNRBSJ7s33//Re3atVG3bt3bfTiLwiBk32Sm6m92fYP1F9bnLO46uM5gPNbwMfi4+ph57+xMWpK+zujMBuD0f/o6o4LD9j3Lay1G7bLDkbaVr8NgRGSn4kozCN1///3o2LEjnnrqKSQnJ6NRo0Y4ffq0qjSfOXMmBgwYcFs7b40Hkmzbzss78fXOr9Us1cLLxQujGozC4LqD4eroaua9s1PpKXmC0Xp9MMrQjwDM4RGgBaO2+tYiaTUqr31RczDvUgREZANBKCgoCMuXL1cB6Pfff8ebb76JPXv2YPr06fj++++xa5fWhG0jGITIQP6p/HfhP3y580sciz6mrgv2DFYF1T2r9YSsfE9mns9I1kyT1qIz2nZW61bLHgmYw90vTzDSWowCwxmMiGxUqQYhd3d3HD16FGFhYRg6dChCQkLw0Ucf4ezZswgPD0dCQsJt7bwlYRCigjKzMrHk5BLVZXYl6Yq6rq5fXYxtNhZtQrRCXrKc5UEuZgcj1ZWmBaP0pOuXBqnaMXvrxDXTiGxIqQahWrVq4b333kPPnj1RtWpV1R3WpUsX1SrUtWtXREVF3dbOWxIGIboRmXfot0O/4ad9PyEhXR/+ZbkOCUS1/WrzwFmazHR9wbUhGEkBdnpi/vt4h+oXoTWEI+8Q8+wrEVl2EPr222/x7LPPomzZsqhcuTJ27typdbs74JtvvsH8+fOxevXq29p5S8IgREWJTonG93u/x8wjM9UcRDLkvnf13qrLjCPMLLzFSGqMTq3TtrX6GqOCs1/718wNRtKdxgkeiaxGqQYhsX37dpw7dw533nmnCkRi6dKlKFeuHNq104oSbQSDEBXXubhzmLBrApadXpYzwmxYvWF4pMEj8HTmSuxWMSpN5jAyBCNZTBZ53x7LaAWSDbKD0R36CR5d9e99RGSHQSivzMxM7Nu3T7UO+fr63u7DWRQGISqp/VH78fn2z7H98nZ1OcA9QC3Z0ad6HzhykVHrkRytdaFt0IciCUeRh/Pf7uAEhLbIrS+StdKcOIKQyC6C0HPPPYcGDRrgkUceUSGoU6dO2LhxIzw8PPDnn3/ijju0b0s2gkGIboX8s1p9brUKRGfjz6rr6vjVwUstXkKLIO3Dk6xPfIQWiNZr2xrgpBaMYvW/1xxO7vpZr6vdoQ9GQQ05Io3IVoNQaGgoFi5ciObNm6vTMWPGqLqgX3/9VU2suGGD9i3KRjAI0e1I1wp0fz/8O77b8x3i0+PVdV0rdcXzzZ5HmHcYD641u3YqtxtNThMj89/u7pvbWiThyK8aJ3ckspUg5ObmhuPHj6tANGrUKNUS9NVXX+HUqVNqbiF5clvBIETGKqietHsS5h6di0xdJpwdnPFw3YfVDNUyOSNZOXkbvXJIH4pOrtF3qaXpg2/+EWl3ZNcYaZtXBfPsK5GdiCvNICS1QD/88IMaKi/D5ydPnqyG0h84cADt27dHdLTWt25nB5KoOI5HH8en2z/Fxosb1WU/Nz+1oGv/mv3hJDUnZFtD9SUUnVyrn8Oo4Ig0meXaEIpk1ms3LtlCZDVB6K233lItQMHBwUhKSlKTK7q6umLq1KkqIG3atOm2dt6SMAiRsck/OVm77LPtn+FUrNa9oqlRroaqH+KEjDYqLVE/Ik1CkbQaXdqrXZnnrbeMI1CxaW43WlhLFl4TWXIQEnPnzlXD5++77z7VRSZkiQ0ZPn/vvffe2l5bIAYhKi3pWgvB7COz1Sr3cWlxOfVDLzR/AaFe+n9TZKOSruXWF0mr0bWT1xdey/B8Q1eaKrzWwhIRWU4QshcMQlTaYlNjMXnPZMw8PFPVD8n8QyPqj1DzD7nLByLZvphzuaFIWo0S9Uu35HArpy+8Nsxh5F+dhddE5g5Ca9euxWeffYZDh7QCQY2sMfbiiy+iQ4cOt/JwFotBiEzlRMwJfLj1Q2y5pNWTaGRWamkduqvyXShTpgx/EfZC3pJlziJDKJLlQAotvM6uL5JTryDz7CuRvQahGTNmYMSIEejfv3/OLNIyZH7BggWYNm0aHnzwwVvfcwvDIESmJP8cV51dhU+3fYqLiRfVdS2DWmJ8y/Go6VuTvwx7lJmhXzzWUF8khdeZafnvU75Obn0RC6+JSj8I1a1bVw2bHzt2bL7rv/jiC1UsbWglsgUMQmSuBV1/3v8zpu6fitTMVDhqxbSDag/Ck42fhI8rRxfZtZylQLK70q4rvHYAQprm1heFaoXXzm5m210imwxCMkJMhsrXqFEj3/Uyt1D9+vWRkpJS8j22UAxCZE4XEi6o2alXnlmpLvu6+uKZps+gX41+XK6DcguvT6/P7Uq7diL/kXHSQlClNrldacGNWHhNdiGuNIOQBCCpB3r88cfzXT9lyhR8/vnnOHbsWMn32MoPJFFp2nRxEz7a+hFOxupHF4X7h+OVlq+gcWBjHni6QeF1dldawuVCCq87ZHeldWbhNdmsUg1CMoGirDc2cuRItG3bNqdGSOqDvv766+sCkjVjECJLGm4vI8tkuH1CeoK6rne13hjbbCzKe5Q3896RZRdeZ4ciWSvtusLrirlF13LqHWyefSWypiAkpDBaWn8M9UBSNyStRLY0h5BgECJLczX5KibsmoAFxxZolSE6eDh5qNqhB+s+qJbuILp54fWu7IVjb1B4HVBbH4pU4XV7znhNVqvUg5A1qVKlijoIDg4O8PX1VQvEFheDEFmq/VH78cGWD7Aval/O7NSvtnqVq9tTyQqvz23OrS+6tKeQwusm+paiylrrf2gLwF3rWiOyAgxCBYLQ/v37UbZs2TzXFg+DEFmyLF0WFh5fiC93fImY1Bh1XY+qPfB88+cR6BFo5r0j6y28zu5Ku3q8wB3KABXq62e9lk3CkXeIWXaVyORBSFpSijup27Vr2j8mC8IgRPYwO/U3u75RS3ZId5mnsydGNxrN7jK6zT+s8/pQdGaDtm0EovVr4+VTrpIWitpmh6M2QHmta40TgJItBiFZR6y4hg0bVuz7rlu3Dp9++il27NiBS5cuqdqjvn375rvPpEmT1H0iIiLQqFEjfPPNN2jZsmWxn6Nq1arw8/NTXWNS5P3QQw8V+2fZIkTW5MDVA/hg8wfYGyVzy7C7jIwsPkI/h9HZzfrTCK1bVmuVzMfdTx+KZOHYis31XWuuJW+NJ7KJrrGPPvoITzzxhFqI9Ub+/vtvNeKsWbNmaqbqgkFo1qxZGDp0qBqa36pVK7Xq/Zw5c3DkyBEEBuqb/hs3boyMDK0IsIAVK1YgJCQEFy5cQMWKFVXQ6tatG/744w80bNiw0P1JTU1VW94DGRYWxuHzZNXdZT2r9cTzzZ7n6DIyrpQ44Py23HAk5zMKzCMndUaB4VooaqbVGDXXhyNpNeIismQPQUieePfu3ahWrVqx7i9dbwWDkISfFi1aYOLEiepyVlaWCiZPP/00xo8fX+J9kpFt9erVw/Dhwwu9/a233sLbb7993fWcR4issbtsws4JmHN0Tk532ZONnsTguoM5uoxKR0aavuBagpGEogs7tE+jC9ffz8VLC0RN9KEoNLvVyCuYXWpke0HIy8sLe/bsueUglJaWBg8PD8ydOzdfOJKut5iYGCxatKjIx0xMTFThSfYlISEBnTp1Uq1LEq4KwxYhsjUHog7g/S3v5xtd9lqr19A8SPsAIiptcRe1ULRdC0Xadn6Hfvh+euL19/MsDwQ11M98HZx96luV4YhKPQg53fIzmEBUVBQyMzNRoUKFfNfL5cOHDxfrMS5fvox+/fqp8/JYjz322A1DkGH5ENmIbEW9gHqY0WOGmnfoq51f4XjMcYxYPgK9qvXCuGbj2F1GpUtGlYX30W+GuYxkkkcVjCQgaeEo8oj2rTUSOLFKvxm4emeHo+xgFNQA8K+pfXK58LdGRmPRQcgYpDVKWqWI7JmDVqcxoNYAdK3UVY0uk+6yP0/+idXnVmNM4zEYXGcwnBxs/u2ALIGj9ncWVF+/NcsuUUhP1r61HtSKr/fou9ZkIdnLB7Qmeq0G6cx/+s1A/k79qmt1R3Vzt/La5ldN/9hEJWTRfzUBAQFwdHRUrTp5yeWgoCAz7RWR9SrnVg6vt3kd/Wv2x3ub38P+q/vxybZPMP/YfHaXkfk4u2u1QlJMrW0Gmelat8DR3GAkpyocxWrXay1Ish1cmHt/Rxf9rNiBdfTF2BKW/Gvo11Jz8TT9ayKrYdFByMXFRY0mW7VqVU6NkNT7yOWnnnrKzHtHZN3dZb/1/E0FoK93fp2vu0wmYwxwDzD3LpK9c3TW6iDq6bfGD+qvk5LW+EvAFa316IrWvXblkP68dK1J3dFlrQ5OtoKkENsQinICkrb5VtY+BVkKYe9KNQh16NAB7u5a0r8JKWA+fjx39tJTp06pkWYy70+lSpUwbtw4VRzdvHlzNXeQDJ+XAugRI0aU5q4T2UV32cBaA9GtUje1dtnco3NVd9mac2tUd9kDdR5gdxlZFpmoUWqOZKvRLfd67QsyYs9mh6OD+hmxDVvSVX14kk1mzS4sJMmkkLL5hOWeL6eFJJ9QrbXKzXSvj8zilkeNScuMBJgrV66o83l17Nix2I+zZs0adO7c+brrJfzIavZChs4bJlSUOYMmTJightWbAidUJHtau+z9ze+r7jJR07em6i5rViFPdwWRtUmO1gLRydxgdO1E9nntNC2h6J8vq5Vh+FTUByYv7bw6zT4vgUxOtS5nzqZtZ8PnN2/ejAcffBBnzpxBwR+XIfAyOstWMAiRvU3GKN1lMrpM5iESvav1xrjm49hdRrZFPrtkbbWYM9qmtSYVthU2zL8wTu7ZIUnbPPz1UwF4at3LHgH605zz5fW3s6jb+oOQtMrUqlVLTTwYHBx83Rpk8sS2gkGI7FFMSgy+3vU15h2dpyZjLOtclt1lZF/ko1Fak6JP67vVZD4kWWJEbYbzl/T3KSlpQZJwJKfu5fSnbj7Z57XTwi7LeZlOgDNyW0YQ8vT0VEPSa9TQis1sHIMQ2Xt3mYwukzXMDN1lr7R8BS2CbjwXF5FdkaH/hoCUoG2JUfq6JJkXqeD55GvXr81WUtL6JGu3yUg4maFbnXpmX2fYDNcZbi+rH5nnpNU73ezUwdE4x8QeglCXLl3w0ksv4e67776tnbQGDEJk7zKzMjH/uH50maG77O4qd6vRZUGenMaCqNi0f0uqBUkFJG1L0f49JcfoT7VW2HznC96WnlT6B9rBOU8wctOHrnynbvrRfI6u+ukKZGJLOc27FXqda/bP3eg67bxXBX1ws5YgJMtg/O9//1PrdjVo0ADOztqLyeNGC5paIwYhotzusom7J6rJGKWWyF17cxzVcBSGhg+Fi7yZEVHpruOWGq8v8FZbYvblxNzLcppqOJ99m7qcoG+5kgVx1Wmqtmmn6drlzNxFxs2q3/dAo0HWE4QcHByufyCtTkgeisXSRLbt0NVD+HDrh9h1ZZe6XNm7Ml5q8RI6hhZ/tCgRWYisLH1AyglJNzmVLTNNH8rk1LBJsJIJMNXl7PM516VmX1/IdTmPo11378TcZVisIQjJaLGbqVy5ckkf0mKxRYjoevK2IXMOfbHjC0Qla038mjtC71CBKMw7jIeMiMzOIlaftwUMQkQ3lqA1uX+39zvMODgDGboMuDi4YHj94Xi0waOq64yIyKaD0MGDB3H27FmkpWlNW3n06WPc5i1zYhAiKtrJmJOqu2zzpc3qshRRv9j8RdxZ+c7rptcgIrL6IHTy5En069cP+/bty6kNUg+W/YbHCRWJ7I+8D6w6uwqfbvsUFxMvqutaBbdSw+2rl6tu5r0jInsTV8wgdH3VczE8++yzqFq1qlpew8PDAwcOHMC6devUemCyZAYR2R/5ItStcjcs7LsQTzR6QnWTbbm0BQMXD1Qr3MfLKBYiIgtzSy1CAQEB+Pfff9UweUlbW7duRe3atdV1zz//PHbt0o8msadESUT5nYs/p1qHVp9brS77u/ljbLOx6F29t1rwlYjIaluEpOvLy8srJxRdvHgxZ7TYkSNHbuUhicjGhHmFYUKXCZjcbbIaYn815Sr+t+F/GPLXEOyJ3GPu3SMiuvUgVL9+fbXEhpBV4D/55BNs2LAB77zzDqpVq3YrD0lENqp9xfaY32c+nmv6HDycPLA3ai8e/uthvLzuZUQkRph794jIzt1S19jy5cuRmJiI/v374/jx4+jVqxeOHj0Kf39/zJo1Sy3BYSvYNUZkPJFJkZiwawIWHV+kFnN1c3TDyPoj1ZB7DrcnIqueR+jatWvw9fW1uaGyDEJExieLuH6y9RPsvLJTXa7gUUHVD/Wo2sPm3kOIyIaDkLQGnThxAh07doS7u3vOEhu2hEGIqHTI+8WKMyvwxfYvcobbNyzfEONbjEeD8g1K50mJyG7ElWax9NWrV9G1a1fUqlULPXr0wKVLl9T1jzzyiBo1RkRUFPnS1L1KdyzquwjPNHlGdY3tjdyLB/96EK+ufxWXEy/zIBJRqbulIDR27Fi14rzMKi3zCBkMGjQIy5YtM9rOEZHtc3Nyw2MNH8Of/f5En+r6WemXnFyC3gt7Y/KeyUiWVbKJiCwpCK1YsQIff/wxQkND811fs2bNIhdkJSIqTKBHIN5v/z5m9pyJJoFNVAD6dve36LOwD5aeXIosXRYPHBFZRhCSEWN5W4LyFky7urre9k4Rkf2qF1AP0++ejk87fopgz2A1xH78+vEYvHQwtkVsM/fuEZGNuaUg1KFDB/zyyy/5+vqzsrLUfEKdO3c22s4RkX2S95S7q96NxX0Xq/ohT2dPHLx6ECOXj8TTq55Wi7wSERnl/eZWRo3t379fFUs3bdpULashq83LemPSIiQTK1avXt3uqs6JqPRcTb6KKXumYM7ROcjUZcKxjCMG1ByA0Y1HI8A9gIeeiEw/fD4mJgaTJk1SM0wnJCSoUDRmzBgEBwffysNZLAYhIstxKvYUvtrxFf4996+6LDNVj6g/AkPDh8LD+frueiKyX3GlHYRSUlKwd+9etQK9dIvlJS1E9nYgich0dlzegc+3f459UfvU5UD3QDzV5Ck16szRwZG/CiJCqQYhGSI/ZMgQ1RVW8Melb18WZbUVDEJElknee5afXo6vdn6FCwkX1HU1fWvi+WbPo13FdmbeOyKy6SAkw+TvuusuvPHGG6hQocJt7ailYxAismxpmWn44/Af+H7v94hLi1PXtQlug+eaPYdw/3Az7x0R2WQQkgfctWuXTRVF3wiDEJF1iE2NVWFIQlF6Vrq67u4qd+PpJk+jknclM+8dEVnq5/ctDZ8fOHAg1qxZc8s7R0RkbD6uPnixxYtqyH2var1QRvtv2elluHfhvXh307u4knSFB52IjNMilJSUhPvuuw/ly5dHgwYN1HIbeT3zzDMlfUiLxRYhIut05NoRTNg1AevOr1OX3Rzd8FDdhzCywUh4u3DgA5GtiyvNrrGffvoJTzzxBNzc3ODv759vxXk5f/LkSbs7kERkuSPMZMj97sjd6rKEoEcaPILBdQarhV6JyDaVahAKCgpSrT7jx4+Hg8Mt9a5ZDQYhIusnb3Nrz6/F1zu/xvGY4zlD7p9o/AT61egHJwcnM+8hEVlVEPLz88O2bdtYLE1EViUzKxNLTy3FpF2TcDHxorquincVNQfRnZXvhEMZ2/5iR2RP4kqzWHrYsGGYNWvWLe8cEZE5yGSLMunikn5L8HKLl+Hr6ovTcafxwtoX1KKuGy9svG5uNCKybbfUIiTdYrLoaqNGjdCwYcPriqW/+OILo+2gtSRKIrI+iemJ+OXAL5h2YBqSMpLUdU0Dm6oh982Dmpt574jIFJ/ftxSEbrbCvBRLy0KstoJBiMg+FnX9cd+PmH1kNtKy0nImZZQus4blG5p574jI4oKQPWEQIrIfEYkR+GHvD5h/bD4ydBnqujtC71CBqLZfbTPvHRGVBIOQkTAIEdmf8/HnMWXPFCw5uQRZOv2i0t2rdMeTjZ5EtXLVzLx3RFQcDEJGwiBEZL9OxZ7C5N2T8ffpv9VlGVUms1Y/0fAJhHmHmXnviOhmGISMhEGIiGSW6m93f4t/z+nrH53KOKFvzb54vOHjCPIM4gEiskAMQiY+kERk+/ZH7cfE3ROx4cIGddnZwRn3174fjzZ4FAHuAWbeOyLKi0HISBiEiKignZd34ptd32D75e0565gNrjsYI+uNRDm3cjxgRBaAQcjEB5KI7IsMuN0SsUUFor2Re9V1ns6eeLjuwxhabygXdiUyMwYhEx9IIrLfQLT+wnoViA5fO6yu83LxwrDwYXg4/GEVjojI9BiETHwgici+yTD7f8/+i0m7J+Us7FrOtRxG1B+BB2o/AA9nDzPvIZF9ieOEiqY9kEREhoVdl59ejsl7Jqt1zIS/mz8eafCIKqx2dXTlgSIyAQYhEx9IIqK8MrIysPTkUhWILiRcUNcFegRiVINR6F+zP5wd86/RSETGxSBk4gNJRFSY9Kx0LDq+CN/t/U4t4SFCPEPweKPH0bt6bzUEn4iMj0HIxAeSiOhm0jLTMO/YPLWWWWRypLouzCsMoxuNRo+qPeDo4MgDSGREDEImPpBERMWRkpGCWUdmYer+qbiWck1dV9WnqlrH7K4qd6llPIjo9jEIGQmDEBGVhqT0JPx++HdMOzANsamx6rqavjUxpvEYdAnrgjJlyvDAE5ng89vmv3ocOXIEjRs3ztnc3d2xcOFCc+8WEdk5GU4vS3Ms678MTzZ+EmWdy+JY9DE8t/o5PLD0Aaw7v07NUUREpauMzo7+pSUkJKBKlSo4c+YMPD2LN8kZW4SIyBSkVWj6gemYcWgGkjOS1XUNyzfEU42fQuvg1mwhIiohtggVYvHixejatWuxQxARkan4uPrgmabPYNmAZRheb7hav0yW7hi1chRGLB+B7RH6dc2IyLjM3jW2bt069O7dGyEhIeobT2HdVpMmTVItOW5ubmjVqhW2bt16S881e/ZsDBo06HZ3mYio1Pi5+eH55s/j7wF/46G6D6nh9Tsu71Bh6LEVj2FP5B4efSJbCkKJiYlo1KiRCjuFmTVrFsaNG4c333wTO3fuVPft3r07rly5knMfqf2pX7/+ddvFixfzNZFt3LgRPXr0KPXXRER0uwLcAzC+5Xj81f8v3F/rfjg5OGHzpc14+K+H8eQ/T+LA1QM8yES2ViMkLUILFixA3759c66TFqAWLVpg4sSJ6nJWVhbCwsLw9NNPY/z48cV+7F9//RXLly/HjBkzbnq/1NRUteUNUPJ8HD5PROYks1N/t+c7LD6xGJm6THWdjC4b02QMavnW4i+HyBZrhNLS0rBjxw5069Yt5zoHBwd1edOmTaXSLfbhhx+qA2fYJAQREZlbxbIV8U67d7Co7yL0qtYLZbT//j33LwYuHogX176Ik7Enzb2LRFbJooNQVFQUMjMzUaFChXzXy+WICP1U9cUhaVDqiqRLrSivvPKKur9hO3fuXIn3m4iotFT2rowPO3yIBfcuwF2V74JO+2/Z6WXot6gfXl3/Ks7GneXBJ7KVIGQs0rJz+fJluLi4FHlfV1dX1YSWdyMisjTVy1XH53d8jrm956JzWGdk6bKw5OQS9FnYB29ufBMXE3JrJInISoNQQEAAHB0dVYjJSy4HBQWZaa+IiCxHbb/amNBlAmb2nIn2Fdur+qH5x+aj54KeeG/ze7icmP/9k4isKAhJC06zZs2watWqnOukWFout2nTxox7RkRkWeoF1MPkbpPx6z2/olVwK2RkZag1zXrM74GPt36MqOQoc+8ikUVysITZnnfv3q02cerUKXX+7Fl9P7cMnf/hhx8wffp0HDp0CKNHj1ZD7keMGGHO3SYiskiNAxvjx7t+xNTuU9E0sCnSstLUbNUSiL7Y8QWiU6LNvYtEFsXsw+fXrFmDzp07X3f9sGHDMG3aNHVehs5/+umnqkBa5gyaMGGCGlZvClxig4islby9b7q4CRN3T8S+qH3qOg8nDzwc/jCG1RsGbxfWQJLt4urzJj6QRESWHIhkEddJuyfh0LVD6jovZy8MrTcUD9d9GGVdypp5D4mMj0HIxAeSiMgaAtGqs6tUIDoeczxnjbMR9UZgcJ3B8HD2MPMeEhkPg5CJDyQRkbWQofbLTy/Ht7u/xem40zlrnD1S/xHcX/t+uDm5mXkPiW4fg5CRMAgRka2SkWVLTy7FlD1TcD7hvLou0D0QjzV8DP1r9oeLY9FzrxFZKgYhEx9IIiJrlZ6VjkXHF+G7vd8hIlE/a3+IZwiebPykWs7D0cHRzHtIVHIMQkbCIERE9iItMw3zjs3DD3t/QGRypLquRrkaeLbps+gU2kktjE1kLRiETHwgiYhsRXJGMn4/9Dt+2v8T4tPi1XVNAptgbLOx6pTIGjAImfhAEhHZmtjUWEzdPxW/HfoNqZmp6ro7Qu/AM02fQU3fmmbeO6KbYxAyEgYhIrJ3sl7Z5D2TsfD4QrWWWRntv97Ve2NM4zEIKRti7t0jKhSDkJEwCBER6Z2KPYVvdn2DlWdWqsvODs4YVHsQRjUcBV83Xx4msigMQiY+kERE9mJ/1H58teMrbInYoi57OntieL3hGBo+lJMyksVgEDLxgSQissd1zL7a+VXOsh3+bv54vNHjGFhzIJwdnc28h2Tv4or5+W32RVdt5UASEdnzLNXSZXYu/py6LrRsKJ5t9iy6V+7OIfdkNgxCJj6QRET2Pinj/KPzVVH11ZSr6rqGAQ3xfPPn0bRCUzPvHdmjOLYImfZAEhERkJSehOkHp+Pn/T+r+YhEl7AueK7Zc6jqU5WHiEyGQcjEB5KIiHJFJUepRV1lpmrpPnMs44iBtQZidKPR8Hf356GiUscgZOIDSURE1zsRcwJf7vgSa8+vzRlhJqvcPxz+MNyd3HnIqNQwCJn4QBIR0Y1ti9iGz7Z/hoNXD6rLgR6BeLrJ0+hdrTcXdaVSwSBk4gNJREQ3J11kf5/6G1/v/BqXEi+p62r51sLzzZ5H24ptefjIqBiETHwgiYioeGTdMlnUVVa5j0/XL+raNqQtxjUbh9p+tXkYySgYhIyEQYiIqHTEpMTgu73fYeaRmcjIylBrmN1b417VZSZdZ0S3g0HISBiEiIhK17m4c2qG6hVnVqjLUkQtBdXD6g2Dm5MbDz/dEgYhI2EQIiIyjT2Re/DJtk+wN3KvuhzkGYSxTcfinqr3cIZqKjEGISNhECIiMh1Z9UkKqr/c+SUiEiPUdY3KN8JLLV5Cw/IN+augYmMQMhIGISIi05NZqX858At+2v9TzgzVPav1xHNNn1MtRURFYRAyEgYhIiLzuZJ0RQ23X3xisbrs5uiG4fWHY0S9EfBw9uCvhm6IQchIGISIiMzvQNQBVT+088pOdTnQPVCtXyatRA5lHMy8d2SJGIRMfCCJiKj064dWnlmJL3Z8gQsJF9R19f3r4+WWL6NxYGMefsqHQchIGISIiCxvQsZfD/6qJmRMykhS191d5W41IWNw2WAz7x1Z2+c32xOJiMiquDq64tEGj2Jp/6UYUHOAmohx2ell6LOwD6bsmYKUjBRz7yJZkTJaU6PO3DthydgiRERk2Q5fO4yPtn6EHZd3qMsVy1bEi81fRJdKXTj/kB2LK2aLEIOQkQ4kERGZj3ynl1YhWeFeRpqJNsFtML7leFQrV42/GjsUx64xIiKyF2XKlFEzUC/puwSPNXgMzg7O2HRpEwYsHqBGm8Wn6Rd3JSqINUJERGQzZG6hZ5o+g0X3LkLnsM7I0GWowupeC3phwbEFyNJlmXsXycKwa8xITWtERGR5/rvwHz7e+jFOx53OGW7/SqtXuFyHHYhjjZBpDyQREVmm9Mx0/H74d0zeMxmJ6Ynqunur36smZAxwDzDz3pG5P7/ZNUZERDbN2dEZw+oNw5/9/lQBSCw6sUh1l00/MB3pWelm3kMyJ3aNFYEtQkREtmVv5F58uOVD7L+6X12uUa4GXmv1GpoHNTfznpExsWvMxAeSiIishxRNLzy+EF/u+BIxqTHqut7VemNc83HsLrMR7BojIiK6AVmotX/N/mq4/cBaA9Xs1EtOLkHvBb3x26HfkJGVwWNnJ9g1VgS2CBER2b59kfvw3pb3cPDqQXW5jl8d1V3GxVytF7vGTHwgiYjIumVmZWLu0bn4etfXORMw9qvRD2ObjYWvm6+Z945Kil1jREREJeDo4IhBdQap7jLD6LIFxxeo0WWzj8zmZIw2il1jRWCLEBGRfdp5eSfe3/I+jkYfzZmM8X+t/4d6AfXMvGdUHOwaMxIGISIi+yVF0zMPz8TE3RPVZIxSVH1frfvUMh4+rj7m3j26CXaNERER3SYnByc8HP6w6i7rUbUHdNp/s4/ORp+FffDnyT/Vqvdk3dg1VgS2CBERkcHWS1tVd9nJ2JPqcuvg1ni99euo5F2JB8nCsEWIiIjIyFoGt8Tc3nPxdJOn4eLggs2XNqPfon74bs93SMtM4/G2QlxrjIiIqIRrl41qOAoL7l2gWoTSstJUDdF9S+7D9ojtPJZWhl1jRWDXGBER3YjUCP116i98su0TXEu5ljP30Lhm41DOrRwPnBmxa4yIiKiUlSlTBj2r9cTivosxoOaAnLmHpJh68YnFLKa2AmwRKgJbhIiIqLh2XdmFdza9g+Mxx9XlVkGt1NxDVXyq8CCaGFuE8vjss89Qr1491K9fHzNmzDDxr4KIiOxFk8AmmN1rNp5t+ixcHV2xJWIL+i/uj8m7J7OY2kLZfLH0vn378Pvvv2PHjh3Ytm0bJk6ciJiYGHPvFhER2XAx9aMNHlXF1O1C2iE9Kx3f7vkWAxYPwLaIbebePbK3IHTo0CG0adMGbm5ucHd3R6NGjbBs2TJz7xYREdm4MK8wTO42GZ90/AT+bv44HXcaI5ePxFsb30JcWpy5d48sJQitW7cOvXv3RkhIiCo6W7hw4XX3mTRpEqpUqaLCTKtWrbB169ZiP750h61Zs0a1AkVHR6vzFy5cMOZLICIiKpR8rt1T9R4s7rcYA2sNVNfNOzYPfRf2xaozq3jULIDZg1BiYqJqpZGwU5hZs2Zh3LhxePPNN7Fz50513+7du+PKlSs592ncuLEKPAW3ixcvIjw8HM888wy6dOmC/v37o3Xr1nB0dLzh/qSmpqoCq7wbERHR7fB28cabbd7E1O5TUdm7MiKTI/HcmucwdvVYRCZF8uCakUWNGpPkvGDBAvTt2zfnOmkBatGihartEVlZWQgLC8PTTz+N8ePHl/g5Hn30UfTr1w89e/Ys9Pa33noLb7/99nXXx8bGwtvbu8TPR0RElFdqZiqm7JmCn/f/jExdJrxcvPBC8xfU/EPyOUjGYROjxtLS0lSRc7du3XKuc3BwUJc3bdpU7McxtB4dOXJEdatJi9KNvPLKK+qgGbZz587d+gsgIiIqQEaTyaiyWb1mIdw/HPFp8Xhz45t4dMWjOBt3lsfLxCw6CEVFRSEzMxMVKlTId71cjoiIKPbj3HvvvaqL7OGHH8bPP/8MJyenG97X1dVVJce8GxERkbHV9quN33r8plqD3BzdsDViqxpqP3X/VGRkZfCAm4hFByFjkdajgwcPquHzzZo1M/fuEBERKU4OThhWbxjm95mPVsGtVLfZlzu+xINLH8Shq4d4lOw9CAUEBKjC5suXL+e7Xi4HBQWZaa+IiIiMK8w7DD/c+QPeafuOqhk6dO0QBi8djC92fIGUjBQebnsNQi4uLqoFZ9Wq3CGGUiwtl2VuICIiIlshhdL9avZT65bdVfkuVUgtBdWciNHGg1BCQgJ2796tNnHq1Cl1/uxZfcGYDJ3/4YcfMH36dDU54ujRo9WQ+xEjRphzt4mIiEpFgHsAPr/jc3zd+WsEugfibPxZNRHje5vfQ1J6Eo+6rQ2flwkOO3fufN31w4YNw7Rp09R5GTr/6aefqgJpmTNowoQJali9KXDRVSIiMhcZUSbdY3OPzlWXQzxD8Ha7t9E6uDV/KUb6/DZ7ELJ0DEJERGRumy9txpsb3sTFxIvq8n217sO4ZuNQ1qWsmffMctnEPEJEREQE1QI0/975GFR7kDocc47OQb/F/bDxwkYentvEIERERGQFPJ098b/W/1PLdFQsWxERiRF4/J/H1WSM0oVGt4ZBiIiIyIq0CGqh5h16qO5D6vL8Y/PRb1E/rD+/3sx7Zp0YhIiIiKyMh7MHxrccj2l3T0Mlr0q4nHQZT656Eq/99xpiU2PNvXtWhUGIiIjISjWr0Axz+8zF0PChKKP9t/jEYtU6tObcGnPvmtVgECIiIrJi7k7ueLHFi/jlnl9QxbsKIpMj8fS/T+OV9a+wdagYGISIiIhsQOPAxpjTew5G1B8BhzIO+PPkn+i/qD9rh4rAIERERGQj3Jzc1PxCv97zK6r6VMWV5CuqduitjW8hMT3R3LtnkRiEiIiIbEzD8g0xu9dsDAkfomqH5h2bxzXLboBBiIiIyEZbh15q8RJ+6v6TmnfoQsIFtWbZx1s/5or2eTAIERER2fi8Q/P6zMPAWgPV5RmHZuC+Jfdhb+ReM++ZZWAQIiIisoNZqd9s8yYmd5usVrQ/HXcaQ/4eggk7JyA9M93cu2dWDEJERER2on3F9mrNsp7VeiJLl4Uf9v2AB5Y+gCPXjph718yGQYiIiMiO+Lj64KMOH+GLO76Ar6svjkYfVWHoh70/ICMrw9y7Z3IMQkRERHbozsp3YsG9C9AlrIsKQBN2TcDQv4fiVOwpc++aSTEIERER2Sl/d3981fkrfND+A3g5e2Ff1D7cv+R+/HH4D+h0OnPvnkkwCBEREdmxMmXKoHf13qp2qE1wG6RkpuCDLR9g9KrRiEyKNPfulToGISIiIkKQZxCm3DlFrWrv4uCCDRc2oP/i/lh1ZpVNHx0GISIiItKHgjIOeKjuQ5jVaxbq+NVBTGoMnlvzHF7f8LrNLtHBIERERET51PCtgd97/I6R9UeqJToWHl+olujYdWVXvvvZAgYhIiIiuo6zozPGNhuLqd2nIsQzRC3RMXzZcP0kjFm2MwkjgxARERHdUPOg5pjbZy76VO+TMwnjw389jJOxJ2/4M9aEQYiIiIhuysvFC++3fx+fdfoM3i7eOHj1IAYtGWQTw+wZhIiIiKhYulfpjvl9bGuYPYMQERERFVsFzwo5w+xdHV1zh9mftc5h9gxCREREdPvD7Fc/h3c3vYvkjOQSPZa5MQgRERHRLalerroaZj+i3gh1efbR2Rj852CrWs2eQYiIiIhua5j9uObj8N2d3yHAPQAnYk/gwaUP4rdDv1lFITWDEBEREd22tiFtMa/PPHQK7YS0rDR8tPUjjFk1BleTr972Y5cmBiEiIiIyCj83P3zT5Ru82upVtV7Z+gvr1YzUGy9sNMrjlwYGISIiIjLqavaD6wzGH73+QI1yNXA15Soe/+dxfLbtM6RlphnteYyFQYiIiIiMrpZvLfzR8w88UPsBdXn6welqRupTsaeM/ly3g0GIiIiISoWbkxtea/0aJnSegHKu5XDo2iEM+nMQ5h+bbzGF1AxCREREVKo6V+qsCqlbBbdS8wy9ufFNvLD2BcSmxpbq8xYHgxARERGVukCPQHx/5/cY12wcnMo4YcWZFRi4ZCB2XN5R6s99MwxCREREZLIZqUfUH4EZPWagklclRCRGYOTykZh1eJb59slsz0xERER2qV5APczpPQd9qvdR4ah++fpm25cyOkupVrJQcXFx8PHxQWxsLLy9vc29O0RERDblVOwpVPWparbPb7YIERERkdmURggqCQYhIiIislsMQkRERGS3GISIiIjIbjEIERERkd1iECIiIiK7xSBEREREdotBiIiIiOwWgxARERHZLQYhIiIislsMQkRERGS3GISIiIjIbjEIERERkd1iECIiIiK75WTuHbB0Op1OncbFxZl5T4iIiKi4DJ/bhs/xG2EQKkJ8fLw6DQsLK+6xJyIiIgv6HPfx8bnh7WV0RUUlO5eVlYWLFy/Cy8sLZcqUMWpSlXB17tw5eHt7G+1xicfaXPg3zeNsS/j3bP3HWuKNhKCQkBA4ONy4EogtQkWQgxcaGmq0X0xB8ktnEDINHmseZ1vCv2ceZ1vjXQqfhzdrCTJgsTQRERHZLQYhIiIislsMQmbi6uqKN998U50Sj7Ut4N80j7Mt4d+z/RxrFksTERGR3WKLEBEREdktBiEiIiKyWwxCREREZLcYhIiIiMhuMQiZyaRJk1ClShW4ubmhVatW2Lp1q7l2xSp9+OGHaNGihZrxOzAwEH379sWRI0fy3SclJQVjxoyBv78/ypYtiwEDBuDy5cv57nP27Fn07NkTHh4e6nFefPFFZGRkmPKlWJWPPvpIzbD+3HPP5VzH42wcFy5cwMMPP6z+Xt3d3dGgQQNs37493yy5b7zxBoKDg9Xt3bp1w7Fjx/I9xrVr1/DQQw+pSenKlSuHRx55BAkJCUbaQ+uXmZmJ119/HVWrVlXHsHr16nj33XfzrUXF43xr1q1bh969e6tZnOU9YuHChfluN9Zx3bt3Lzp06KA+O2U26k8++eTWdrjAzpGJzZw5U+fi4qKbOnWq7sCBA7rHHntMp/3SddqHNH8XxdS9e3fdzz//rNu/f79u9+7duh49eugqVaqk0/7R5NzniSee0Gn/UHSrVq3SaR8outatW+vatm2bc7sWeHT169fXaf8gdbt27dL99ddfuoCAAN0rr7zC30MhtLCu08K7rmHDhrpnn32Wx9mItA8AXeXKlXXDhw/XbdmyRXfy5End8uXLdcePH8+5jxZCdT4+PjrtA0a3Z88eXZ8+fXTaB7ouOTk55z533323rlGjRrrNmzfr1q9fr6tRo4Zu8ODB/HvO9v777+u0oKn7888/dadOndLNmTNHp31J0n399dc8zrdJ3j9fe+013fz58yVV6hYsWJDvdmP8/cbGxuoqVKig08KSeu//448/dFqo0n333Xe3te8MQmbQsmVLndZSkXNZ+5ai01K0TmvlMMfu2IQrV66of3xr165Vl2NiYnTOzs7qjc7g0KFD6j6bNm3K+Yfr4OCgi4iIyLnP5MmTddq3EV1qaqppX4CFi4+P19WsWVO3cuVKXadOnXKCEI+zcbz88su69u3b3/D2rKwsXVBQkO7TTz/NuU6Ovaurq/owEAcPHlR/39u2bcu5z99//63Tvp3rtNYmI+2pddNaf3UjR47Md13//v3VB6vgcTaOgkHIWMf122+/1fn6+uZ7f5Z/O7Vr176t/WXXmImlpaVhx44dqlkw73pmcln7gDb17tgM7ZuCOvXz81OncozT09PzHec6depAazXKOc5yKt0P2jeMnPtoLU1qAUCtpc6Ee2/5pItRuhDzHk/B42wcixcvRvPmzXHfffepLtomTZrghx9+yLlda72AFtjzHX9ZQ0m61fP+PUt3gjyOgdxf3l+0ViYj7al101qEobUQ4+jRo+qy1jKB//77D/fcc4+6zONcOox1XOU+HTt2hNajku89W8oioqOjb3n/uOiqiUVFRal+6rwfvkIuHz582NS7YxO0bxuqZqVdu3bQurrUdfKPTv6xyD+sgsdZbjPcp7Dfg+E20tO6crFz505o39SuOyQ8zsahdYVBa43EuHHj8Oqrr6pj/cwzz6i/4WHDhuX8PRb295r371lCVF5OTk7qywH/nvXGjx+vvujIlyJHR0f1Xqx1l6m6lLz/7nmcjctYx1VOpb6r4GMYbtNai25p/xiEyCZaK7T+YvXNjozr3Llz0LrBoHWJqeJEKr0wL9+EP/jgA3VZWoTkb3rKlCkqCJFxzJ49G7/99ht+//131KtXD1p9ofoSJQW+PM72i11jJqYV46pvIgVHL8llrQ/V1Ltj9Z566ilohY9YvXo1QkNDc66XYyndkFo/9A2Ps5wW9nsw3Eb6ri+t/gpNmzZV385k0+qwMGHCBHVevo3xON8+GUkTHh6e77q6deuqUY15/x5v9r4hp/K7yktGQMpIHP4968moUGkVeuCBB1S3+JAhQzB27Fg1CpXHufQY6++3tN6zGYRMTJq6mzVrpvqp834blMtt2rQx9e5YLanHkxCkFeTh33//va65VI6xViyd7zhLP7J8sBiOs5zu27cv3z8+afmQoZsFP5TsVdeuXdUxkm/Ohk1aLqQrwXCex/n2SbduwekfpI6lcuXK6rz8fcsbfd6/Z+nikdqJvH/PEvwlvBrIvw15f5FaDAKSkpJUzUle8sVUjhGPc+kx1t+v3EeG6Uv9Z973bK1Y+pa7xZTbKrWmWx4+L9Xy06ZNU5Xyo0aNUsPn845eopsbPXq0Goq5Zs0a3aVLl3I27Y0u3/B5GVKv/WNSw+e1f0RqKzh8/q677lJD8JctW6YrX748h88XIe+oMR5n401NoLWwqeHdx44d02ndNzoPDw/djBkz8g0/lveJRYsW6fbu3au79957Cx1+rHWrqSH4WlexGunH4fO5tO4vXcWKFXOGz8tQb5ky46WXXuJxNsLIUpmGRDaJFl988YU6f+bMGaP9/cpIMxk+r7XkqeHz8lkq/044fN5KffPNN+pDWuYTkuH0Mm8CFZ/8Qytsk7mFDOQf2JNPPqmGW8o/ln79+qmwlNfp06d199xzj5qLQt4Qn3/+eZ32bYO/ihIEIR5n41iyZIkK5vIlSSvm1X3//ff5bpchyK+//rr6IJD7aK11Oq0VKd99rl69qj44ZG4cmQZixIgR6gOK9LRWCPW3K++9Ws2brlq1amrum7zDsXmcb41WnlDoe7KET2MeV5mDSKaakMeQUCsB63aVkf/densSERERkfVijRARERHZLQYhIiIislsMQkRERGS3GISIiIjIbjEIERERkd1iECIiIiK7xSBEREREdotBiIiIiOwWgxARUQmsWbMGZcqUuW5BXyKyTgxCREREZLcYhIiIiMhuMQgRkVXJysrChx9+iKpVq8Ld3R2NGjXC3Llz83VbLV26FA0bNoSbmxtat26N/fv353uMefPmoV69enB1dUWVKlXw+eef57s9NTUVL7/8MsLCwtR9atSogZ9++inffXbs2IHmzZvDw8MDbdu2xZEjR0r3hRNRqWAQIiKrIiHol19+wZQpU3DgwAGMHTsWDz/8MNauXZtznxdffFGFm23btqF8+fLo3bs30tPTcwLM/fffjwceeAD79u3DW2+9hddffx3Tpk3L+fmhQ4fijz/+wIQJE3Do0CF89913KFu2bL79eO2119RzbN++HU5OThg5cqRpDgARGRVXnyciqyEtNX5+fvjnn3/Qpk2bnOsfffRRJCUlYdSoUejcuTNmzpyJQYMGqduuXbuG0NBQFXQkAD300EOIjIzEihUrcn7+pZdeUq1IEqyOHj2K2rVrY+XKlejWrdt1+yCtTvIcsg9du3ZV1/3111/o2bMnkpOTVSsUEVkPtggRkdU4fvy4Cjx33nmnaqExbNJCdOLEiZz75Q1JEpwk2EjLjpDTdu3a5XtcuXzs2DFkZmZi9+7dcHR0RKdOnW66L9L1ZhAcHKxOr1y5ctuvkYhMy8m0T0dEdOsSEhLUqbTeVKxYMd9tUsuTNwzdKqk7Kg5nZ+ec81KXZKhfIiLrwhYhIrIa4eHhKvCcPXtWFTDn3aSw2WDz5s0556Ojo1V3V926ddVlOd2wYUO+x5XLtWrVUi1BDRo0UIEmb80REdkutggRkdXw8vLCCy+8oAqkJay0b98esbGxKsh4e3ujcuXK6n7vvPMO/P39UaFCBVXUHBAQgL59+6rbnn/+ebRo0QLvvvuuqiPatGkTJk6ciG+//VbdLqPIhg0bpoqfpVhaRqWdOXNGdXtJjRER2RYGISKyKhJgZCSYjB47efIkypUrh6ZNm+LVV1/N6Zr66KOP8Oyzz6q6n8aNG2PJkiVwcXFRt8l9Z8+ejTfeeEM9ltT3SHAaPnx4znNMnjxZPd6TTz6Jq1evolKlSuoyEdkejhojIpthGNEl3WESkIiIisIaISIiIrJbDEJERERkt9g1RkRERHaLLUJERERktxzMvQNERERE5sIgRERERHaLQYiIiIjsFoMQERER2S0GISIiIrJbDEJERERktxiEiIiIyG79H1aBcO3UQ1tJAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] @@ -547,9 +542,9 @@ } ], "source": [ - "plotter.plot_loss(trainer, label='Standard')\n", - "plotter.plot_loss(trainer_feat, label='Static Features')\n", - "plotter.plot_loss(trainer_learn, label='Learnable Features')\n" + "plotter.plot_loss(trainer, logy=True, label='Standard')\n", + "plotter.plot_loss(trainer_feat, logy=True,label='Static Features')\n", + "plotter.plot_loss(trainer_learn, logy=True, label='Learnable Features')\n" ] }, { @@ -590,7 +585,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.9.16" } }, "nbformat": 4, diff --git a/tutorials/tutorial2/tutorial.py b/tutorials/tutorial2/tutorial.py index 9fec43b..6db4b56 100644 --- a/tutorials/tutorial2/tutorial.py +++ b/tutorials/tutorial2/tutorial.py @@ -106,7 +106,7 @@ trainer.train() plotter = Plotter() -plotter.plot(trainer) +plotter.plot(solver=pinn) # ## Solving the problem with extra-features PINNs @@ -160,7 +160,7 @@ trainer_feat.train() # In[6]: -plotter.plot(trainer_feat) +plotter.plot(solver=pinn_feat) # ## Solving the problem with learnable extra-features PINNs @@ -177,7 +177,7 @@ plotter.plot(trainer_feat) # where $\alpha$ and $\beta$ are the abovementioned parameters. # Their implementation is quite trivial: by using the class `torch.nn.Parameter` we cam define all the learnable parameters we need, and they are managed by `autograd` module! -# In[8]: +# In[14]: class SinSinAB(torch.nn.Module): @@ -212,7 +212,7 @@ trainer_learn.train() # Umh, the final loss is not appreciabily better than previous model (with static extra features), despite the usage of learnable parameters. This is mainly due to the over-parametrization of the network: there are many parameter to optimize during the training, and the model in unable to understand automatically that only the parameters of the extra feature (and not the weights/bias of the FFN) should be tuned in order to fit our problem. A longer training can be helpful, but in this case the faster way to reach machine precision for solving the Poisson problem is removing all the hidden layers in the `FeedForward`, keeping only the $\alpha$ and $\beta$ parameters of the extra feature. -# In[11]: +# In[19]: # make model + solver + trainer @@ -222,7 +222,7 @@ model_lean= FeedForward( output_dimensions=len(problem.output_variables), input_dimensions=len(problem.input_variables)+1 ) -pinn_learn = PINN(problem, model_lean, extra_features=[SinSinAB()], optimizer_kwargs={'lr':0.006, 'weight_decay':1e-8}) +pinn_learn = PINN(problem, model_lean, extra_features=[SinSinAB()], optimizer_kwargs={'lr':0.01, 'weight_decay':1e-8}) trainer_learn = Trainer(pinn_learn, max_epochs=1000, callbacks=[MetricTracker()], accelerator='cpu', enable_model_summary=False) # we train on CPU and avoid model summary at beginning of training (optional) # train @@ -234,20 +234,20 @@ trainer_learn.train() # # We conclude here by showing the graphical comparison of the unknown field and the loss trend for all the test cases presented here: the standard PINN, PINN with extra features, and PINN with learnable extra features. -# In[12]: +# In[20]: -plotter.plot(trainer_learn) +plotter.plot(solver=pinn_learn) # Let us compare the training losses for the various types of training -# In[14]: +# In[21]: -plotter.plot_loss(trainer, label='Standard') -plotter.plot_loss(trainer_feat, label='Static Features') -plotter.plot_loss(trainer_learn, label='Learnable Features') +plotter.plot_loss(trainer, logy=True, label='Standard') +plotter.plot_loss(trainer_feat, logy=True,label='Static Features') +plotter.plot_loss(trainer_learn, logy=True, label='Learnable Features') # ## What's next? diff --git a/tutorials/tutorial3/tutorial.ipynb b/tutorials/tutorial3/tutorial.ipynb index eecc8c5..1c3442a 100644 --- a/tutorials/tutorial3/tutorial.ipynb +++ b/tutorials/tutorial3/tutorial.ipynb @@ -177,29 +177,19 @@ "name": "stderr", "output_type": "stream", "text": [ - "/u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:546: UserWarning: Can't initialize NVML\n", - " warnings.warn(\"Can't initialize NVML\")\n", - "/u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:651: UserWarning: CUDA initialization: CUDA unknown error - this may be due to an incorrectly set up environment, e.g. changing env variable CUDA_VISIBLE_DEVICES after program start. Setting the available devices to be zero. (Triggered internally at ../c10/cuda/CUDAFunctions.cpp:109.)\n", - " return torch._C._cuda_getDeviceCount() if nvml_count < 0 else nvml_count\n", "GPU available: False, used: False\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", - "HPU available: False, using: 0 HPUs\n" + "HPU available: False, using: 0 HPUs\n", + "Missing logger folder: /Users/dariocoscia/Desktop/PINA/tutorials/tutorial3/lightning_logs\n" ] }, { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a0d1db0bc4b445e49c45e078c9c12aef", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Training: 0it [00:00, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 62.13it/s, v_num=0, mean_loss=0.0268, D_loss=0.0397, t0_loss=0.121, gamma1_loss=0.000, gamma2_loss=0.000, gamma3_loss=0.000, gamma4_loss=0.000] " + ] }, { "name": "stderr", @@ -207,6 +197,13 @@ "text": [ "`Trainer.fit` stopped: `max_epochs=1000` reached.\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 53.88it/s, v_num=0, mean_loss=0.0268, D_loss=0.0397, t0_loss=0.121, gamma1_loss=0.000, gamma2_loss=0.000, gamma3_loss=0.000, gamma4_loss=0.000]\n" + ] } ], "source": [ @@ -244,7 +241,7 @@ }, { "data": { - "image/png": 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3JdXv5d4gKlr0LjR79mzJz8+XrKwsGTFihJSWlja6/axZs6Rfv36SnZ0tPXr0kOuvv1727NnTogOGW2zoeh3lcSHDGguSKmIEjXbNfoSP7jPlHgcZuEe5khktR5tmTvWjCprCCrkaOhZTjifsa2DSdTDxmEz8e4L9mv0KWrBggRQWFsrUqVNlxYoVMnjwYBk9erRs2bIl5fbPPfecTJ48WW+/atUqefzxx/U+brnlllYfvIlcDE6YhblhYYSQ3A/AW7Rr9lc/mhJMwX9MLAQ0jjbNHCaHSTaEXVEL9+JsO17A1wBy5syZMnHiRJkwYYIMGDBA5syZI+3atZN58+al3H7JkiVy8skny09+8hNdNXn22WfLpZdeetCqSbg/a7ErFYSEkIDdXGzXolQ1RfgYTWHfdxOCdyAqbZpt1Vo2hUcuh10unJeJ5+DX35XLQzDgW8169dTU1Mjy5ctl1KhR3+6gbVv9eOnSpSmfc9JJJ+nnxBuxTz/9VF5++WU599xzm/Or4RhXwsc4187H9nAbaCraNbtDmLBDKISL+w8ko00Ln2lhke1hV0u4ch51uXhOiKZmTUJTWVkp+/btk65duyatV49Xr16d8jnq2zT1vFNOOUVisZjs3btXrrzyyka7YFdXV+slbvv27c05THiI7r7mTk7j+oQ0ajiD7Pc3hX0YcFwQ7Rptmj8InxD25DQqgO/wWSyQiuZOa7/9/8VAQ/isFl71o0vhUPxcbJoYxaXrb8O98XNGbLjN91duSUmJ3HPPPfLb3/5Wjxn5/PPPy8KFC+XOO+9s8DkzZsyQTp06JRY1cY0Nwhr/0bYKNZerBYM+t6ACYtteY4BJ7ZqtbZrJ1Y+Ej+D1ALj1Wc3m7peuhl+2VN3ZcIxei+I5I4IVkDk5OZKWliYVFRVJ69Xj3NzclM+5/fbb5bLLLpOf//zn+vEJJ5wgVVVVcsUVV8itt96qu3AfaMqUKXqim7oVkK58YLMJ1Y92VEICaLkg2rWg2zTXx3+McviYf9TWRn++fuORAR2JecKqhAyqChJoCj6rBV/9GIUgSJ1j2BV3Ub32JldDUgUJ3wPIjIwMGTp0qCxatEjGjBmj19XW1urHkyZNSvmcXbt21fswpj7sKarrWiqZmZl6gXtcrn4MK4R0uSs23bDhtyDaNRfbtLCqH10OHw8WLnq5D1eDyjC7YwMm4LNasKIUgIUddkX1utscEAOtDiAVVcUxfvx4GTZsmAwfPlxmzZqlKz/UTGvKuHHjJC8vT5fmK+eff76eje073/mOjBgxQj755BNdPaLWxz+wIRpdY6MSPrr8Wuu8xt0P/4gu2jU7uBQ+ehE2evn7XQokwwghg6iCZBxINBVtWjCiGoKFGURG9ZqbfF+8roJUQzF0WLfbs/3BgQCyoKBAtm7dKkVFRVJeXi5DhgyR4uLixAD+ZWVlSZUht912m7Rp00b/d9OmTXLkkUfq8PHuu+/27iwiPP6jX+h+3XpUQQJ2KKBdM7760fbwMezAMWqBJJWQiLKot2lBdL8mCAu+6o5r3vTrRDUkTNYm1lA/aIOo8bLUAMejuv2rpLc1s+LPtQlovA4go1z9GFRX7KC6YQddBWnSTNh7a2vkr5t/J9u2bZOOHTt68r42afFFktn+EI+O8BvVO7+WR055wZPjhPfi9/60U4okPT3LujEggw4gbQ0fTQ8dm8rWMDKMrth+V0H6MRP23r175K3F01vdXsTf125bdrZkedym7dnfpt31T6/Sphksfv/POPHWFrdrXk1C43cASRBWn5+BF9e7ZYIMIb2eDbu1FZCqXSv5+92etWv3/v30/e1as+v2GrVn516ZfOKbkWzXGCzAYjZ1v46yoMJXqlYBED6GHzrGF1fYek62BtdAFNkyAzZhWLDXhettx7ULctKnqJs9e7bk5+dLVlaWHt6wtLS0Sc+bP3++rnSPj3cft3PnTj3m/VFHHSXZ2dkyYMAAmTNnjh+HnsCrBc5WP57dc03SEiZCyJZzbXgDAO4FSDYGdFEII4N+DYU1ORMA/4MQwrBgrw/Xm2uIZAsWLNBj/E6dOlVWrFghgwcPltGjR8uWLVuSNzzA+vXr5YYbbpBTTz213s/U/tQQHc8++6ysWrVKrrvuOh1IvvTSS43uszUIID1AQGKWhgLHsENIV1B5C0QT4Up9NoVxUT13m4LssCucAaRGGNb063Tg0lwtfR4avp5BoArSfzNnzpSJEyfqyZ/jlYrt2rWTefPmNficffv2ydixY+WOO+6QPn361Pv5kiVL9ATTZ5xxhq6svOKKK3Sw2dTKypYggLQUIVB9Tal0DDOEpAoSANwIjWwJ34Jgw7Uw/fUEwFyEYa2/fk0NJLnW/rDtutoyJIMXtm/fnrRUV6ce67mmpkaWL18uo0aNSqxTk4mpx0uXLm1w/9OnT5cuXbrI5ZdfnvLnJ510kq52VBOQqalh3njjDfnoo4/k7LPPbt2JNcLb0TRhPRu7Xzc3VFTbv1rWz6ejMWdmbACwkclhkelBmwnXxtZJa7ysFPZ7MhoA9VGBZWcYFp8sxbaQzDbMjt1yb35xrByyx9u5N76uUv9f903p0aNH0nrVvXratGn1tq+srNTVjF27dk1arx6vXr065e9YvHixPP7447Jy5coGj+Phhx/WVY9qDMj09HQdas6dO1dOO+205p9UExFAwlqtqWaMPzeMINKFEFJV4AY5G7Ya5sCk2bCBqHXPDKr7tanhI8Fj866ViSGkem2FMTM2AHsRinGNXeJ3CKm+BPB6RmzXbdiwIWkW7MxMb/6//I4dO+Syyy7TYWJOTk6jAeSyZct0FWSvXr3krbfekmuuuUa6d++eVG3pJQJI+Mav6kcvu1GHWQ3pdyVrh7WMsAAArUHw2LrrZloQGVQISRUkYD/CR7iISkizdNwfPqrlYFSImJaWJhUVFUnr1ePc3Nx6269du1ZPPnP++ecn1tXWfhMOq0rHNWvW6JDxlltukRdeeEHOO+88/bNBgwbpiskHHnjAtwCShMJCfo3/6HX3az/4MYZjGONChjUzOAA0V1SrHwkfvbmGXEcAfo/35nX3a8JHACbJyMiQoUOHyqJFi5ICRfV45MiR9bbv37+/vPfeezpMjC8XXHCBnHnmmfrfquv3119/rRfV7bouFXTGw0o/UAHZSsyAHRw/g8IwKiH97ortdxVk0N2wAbjLpPCRwMyfa2pKNaTtXbHVUAud1qYepB4AgDCrIOmG7Z/CwkI9Y/WwYcNk+PDhMmvWLKmqqtKzYivjxo2TvLw8mTFjhmRlZcnAgQOTnn/YYYfp/8bXq1Dz9NNPlxtvvFGys7N1F+w333xTnn76aT3jtl8IIGFFhV8QVYqudscGADQN4WM0umUHEULSDRuwE9WPiAK6YtunoKBAtm7dKkVFRVJeXi5DhgyR4uLixMQ0ZWVl9aoZD2b+/PkyZcoUGTt2rPzjH//QIeTdd98tV155pR+noBFAAiGGkLZXQQaJiWgAN7tfm1L9SPgY3HU2IYQE4AZmvwbcHJqhw7rdYR+GcSZNmqSXVEpKShp97pNPPllvnRo/8oknnvDk2JrKjWQiQmwY/9HG6scwfx8AmDwDtusYpzCcax42U4JvAOYwufoxvfuuxAK4/nqHuwgggZBDSL8npPFzciG/AnEA0RB2CGRCEBZVUbj2QU3ghNRmz54t+fn5eiysESNGSGlpaYOX6owzzpA2bdrUW+Izgyo/+9nP6v38nHPO4fI7woQwpm7IeODS1O0IKBH2656qZDSGABJGC7Ma0aUQEgBMC08IHxF2CBn2axD+WbBggR6wf+rUqbJixQoZPHiwjB49WrZs2ZJy++eff142b96cWN5//309E+iPf/zjpO1U4Fh3uz/+8Y/cRrSKH8EhgSQAUxFAtgIzYLsfpNEdGwDcE3bwBXO6wBNCuknN4Dlx4kQ9O+iAAQNkzpw50q5dO5k3b17K7Q8//HA9FlZ8ee211/T2BwaQmZmZSdt17tw5iNOBz5VWYVU/BlWtSHUkTK/+RXQQQFrEhvEfXQz/gjoOP8NbumEDMEmYoQ/ho5lcvS9+VBIz5mvjampqZPny5TJq1KjEOjUzqHq8dOnSJl3jxx9/XC655BI59NBD6w3y36VLF+nXr59cddVV8sUXXzT39gGhdpUmjGz9dXOx+7vXISTdsNEQZsEGYA1mwgbQGq6GXK4Ia4ZsFYhnljGmsem2b99erxpRLQeqrKyUffv2SdeuXZPWq8erV68+6O9RY0WqLtgqhDyw+/UPf/hD6d27t6xdu1ZuueUW+cEPfqBDTdVdGy2b6TZq1V8mhVTxY9n7ebuQj8Qcrb0/DT2fawz839/IN/8BzKrgM6X6se7xvFrWL5BruHNdJ99/DwCENf5jWNWPhI92CCuEhDfeqDhW0nfWDwVbY29V9f7/fVV69OiRtF6N7zht2jRPf5eigscTTjhBhg8fnrReVUTGqZ8PGjRI+vbtq6siv//973t+HHCLScHjgaIeRAZxb+r+DlOvswrj222kgyz8xSsMsDQUdaWrPYDWoTvmwRE+2iWM++VnMM5s2N7YsGGDbNu2LbFMmTIl5XY5OTm6IrGioiJpvXqsxm1sTFVVlcyfP18uv/zygx5Pnz599O/65JNPmn4SiCSTw8e6bO9G3Bxhdpt2ocs20FIEkIBhIaSNE/n4NT4pALeEUf1I+Ggn7hsO1LFjx6QlVfdrJSMjQ4YOHSqLFi1KrKutrdWPR44c2eiF/fOf/yzV1dXy05/+9KA3YOPGjXoMyG7dunGzQuDFGHNBdL+2MWRyNRwzMfgz7XhM+hs1YYgGeI8A0hJRmoDG9kpDk5l4vwGYxaVqLUIsNAczYrujsLBQ5s6dK0899ZSsWrVKTxijqhvVrNjKuHHjUlZQqu7XY8aMkSOOOCJp/c6dO+XGG2+UZcuWyfr163WYeeGFF8rRRx8to0ePDuScYB/bgyXbj9+mkM+UY2RGbPiNMSBbMRkG7K7aM3k8SMaCBOCaoMMdwkf7MR4kWqqgoEC2bt0qRUVFUl5eLkOGDJHi4uLExDRlZWV6Zuy61qxZI4sXL5ZXX3213v5Ul+53331XB5pfffWVdO/eXc4++2y58847G6zEhNn8DlpMCJOiPj6kjffA5usNNAUBJIxiS/VjUJPSoD5mwgZwMISP7gg6hPRrRmxVWdzhs5inY792WqsmZ0FDJk2apJdU1MQxB+rXr5/EYqnvUXZ2trzyyitcbDgbfDXlnGwJxVy4/mFebyajgZ/ogg0YGpbaVlXKOJAAAD8QKAPwevxHv7gQftl8bjYco23dsl39W0U4eEUAEcM4kACCHv8xyO7XhFVu4r4CML37te1hkc2hmKnH5YUwzouxIOEXAkgLmF5Z5lWlni3dr+uy8ZgBwFWEVPACk9EAaC5Xwy8bztekY/FLFM4R0cAYkBFGJZz5mIwGwMHGgTNdUGGOS+HjWbmrPd/na+X9Pd9n0GyflMbrcSABNB+VXe6MCxm1UC7s6w14gQASiOCENCp87rCWAmgAcDVwPNjvsDWQDCqE9GsyGgDf2NE725lLEbUgzIRQLKrXPMjrzWQ08AMJRAtn4YW3bO/K7Ofx2zQZjenDBQAIdvxHqh8bDwTjSxjC/v2t4VK1KwC7J7WIahAW5jWI+jW37fxN+5tFuHg1IDLhGNzBlwDemz17tuTn50tWVpaMGDFCSktLm/S8+fPnS5s2bWTMmDFJ62OxmBQVFUm3bt0kOztbRo0aJR9//LEPR46osymMMjX0M/W4AMDk7te2BUEuTALDNQ/2OjBkAbxGAAlEtAqSMUARt2DBAiksLJSpU6fKihUrZPDgwTJ69GjZsmVLoxdp/fr1csMNN8ipp55a72f333+//OY3v5E5c+bI3/72Nzn00EP1Pvfs2cOFR+TYFO7ZcqxBBM9+VPD6NdM8ALgejBE+Ru96uDRUA75BAAkAETdz5kyZOHGiTJgwQQYMGKBDw3bt2sm8efMafM6+fftk7Nixcscdd0ifPn3qVT/OmjVLbrvtNrnwwgtl0KBB8vTTT8vnn38uL774ot+nA0ME0f3a9OpHW8I8W4/d9PvvNxsmoQJcFYXwx5RrE1R1pY24LrANAaThojCmnu3jP9bl0rnAftu3b09aqqur621TU1Mjy5cv112k49q2basfL126tMF9T58+Xbp06SKXX355vZ+tW7dOysvLk/bZqVMn3bW7sX0CroRPNoR3TeXSuZg8jikAe7qSEvoEd4241uFfI7phw0vMgh1RdL+1j+qGvXNdp7APo0mheec1fGBrqtc3HiNp7bytYtm365ugsUePHknrVRfradOmJa2rrKzU1Yxdu3ZNWq8er16dOnRYvHixPP7447Jy5cqUP1fhY3wfB+4z/jOYhW6h3nA5qFPnZuLM2UHNig0ACHbGZsLH4K51EBPRtN/k7RissBMBJFqMCWgaroJ8tayfNUF0h7UUQrtqw4YN0rFjx8TjzMzWB507duyQyy67TObOnSs5OTmt3h/c5HfVmInVjy6Hjweeo4lBJAD3mTCbLqFYMMEY19m9EBJQCCARKrosA/5R4WPdADIVFSKmpaVJRUVF0nr1ODc3t972a9eu1ZPPnH/++Yl1tbXffKOZnp4ua9asSTxP7UPNgl13n0OGDGnx+QAmikLwaHo1pN9VkCpQzyzL8LTiuMNnMc/2BwAmSz+gizAhGRBd4X+NBPjsss5LEovtwSpVp/BaRkaGDB06VBYtWpQUKKrHI0eOrLd9//795b333tPdr+PLBRdcIGeeeab+t+r23bt3bx1C1t2nGoNSzYadap9omahOQGFS9WMUw8e4qI8NCcAeXo1hd2CQhpZfx/jCdfaWX69RxoGEV6iAbKbdA/O8uvYIwIGho3r8zJcnce0d+VvMfn9T2IfhhMLCQhk/frwMGzZMhg8frmewrqqq0rNiK+PGjZO8vDyZMWOGZGVlycCBA5Oef9hhh+n/1l1/3XXXyV133SXHHHOMDiRvv/126d69u4wZMya4E0MoojBpB8GbedWQjAUJwE+Ej/5e13hVJNfZm2tKlSlMRQAJZzVU8RhUCGnLWJCMA4mCggLZunWrFBUV6UliVDfp4uLixCQyZWVlembs5rjpppt0iHnFFVfIV199JaeccorepwowYRabJqAxofqR8DGaIaTX3bABAN8ieASigQASofGrm3KQXa3DYMNs2MyEbZ9JkybpJZWSkpJGn/vkk0/WW9emTRuZPn26XgAvED6azZQQEgBcCseOy00eo/tgVpV/8+Uxos2PKkjVDbvdxpaP4MdM2FAYA9LwEMevijdXxyJsavgYVEjJJDsAosTl7tdUPjbtGoV9nUwIql2rPAZsngHb1rHrVPDY3PCx7vNa+ny4g6pSmIgAEs5obqjoeqUkALgi7FAp7FDNNlwvAI3Z0TvbmgsUdIjjdXBIGAnAJASQcILJYaIfVZBeV6B6URULAC4iTOO6mVzhu61vZtiHAMAjflcsEkZGD1WQMA0BJCIdPpocXAKATd1ATQxnWovw0c7rF3bFLAA3BBXehNFdmi7asGVIA5sqpnFwBJCwuirQiwCREBIAzBVWmET4yHUEYDcbxn8Me5xGgkj3UQUJkxBAAgGI4mQ0fk2iBAB+I3y0n1/BtYuVvgCiGT7WZdKxAHAXASRgaRWkqTORA4DN1Y+Ej1zToDATNhDdqjETAz+qId1lShVkS2ezhzt4BTTD7oF5ft2HwHgx2YgpwZfXoaGNIWTUJ6Jx4W8ScIErVWGEj25dW8aCBGAiE8PHukw/PoTLhqENYC4CSCAgUeyGDcAfUZj5lvDIPQS8AFqCqqngUQ3pHlOqIBFtBJCAxVWQplSjAoDtCMfcvM5+BNmuVPwCLmtNlZafQY1t1YW2HW8QoWzdBUDzpDdvc6D1olwJqM791bJ+YR9GoBPRdF7DBzXARIw/9y3CRwCA32wNrNRxryrvGvZhGHmfUm0bpWsFNBcVkIZiBuHwKhVtq4IEgDD5UQ0WZPdrwsfgcc0BRI2t4WOc7cd/MF5WNZpcIelVdS/jQIZj9uzZkp+fL1lZWTJixAgpLS1t0vPmz58vbdq0kTFjxiStj8ViUlRUJN26dZPs7GwZNWqUfPzxx34cegIBJACrJ6IBANgnyBCS8UQBhNn92sQgqiVcOY+6/A4KTQ4jYZcFCxZIYWGhTJ06VVasWCGDBw+W0aNHy5YtWxp93vr16+WGG26QU089td7P7r//fvnNb34jc+bMkb/97W9y6KGH6n3u2bPHr9MggASCroL0ugs640ACcAnVj4hS5S9DIQCwiStBWhihoCnXjslo7DRz5kyZOHGiTJgwQQYMGKBDw3bt2sm8efMafM6+fftk7Nixcscdd0ifPn3qVT/OmjVLbrvtNrnwwgtl0KBB8vTTT8vnn38uL774om/nQQUkAACIHLoBh++sgCekARANJnUPNSV08pLNFX1hH3vYv98EzGr/re3btyct1dXV3/6wjpqaGlm+fLnuIh3Xtm1b/Xjp0qUpn6NMnz5dunTpIpdffnm9n61bt07Ky8uT9tmpUyfdtbuxfbYWk9BECN1rm18F+cyXJ/lyLwDABcwGDC9CyNfK+wdSWbt+45G+/x4A9vK6MizqQZNJTLsXUZvYx2ZrKo6UtHZZnu5z365vujj36NEjab3qXj1t2rR621dWVupqxq5dk18z6vHq1am/zF28eLE8/vjjsnLlypQ/V+FjfB8H7jP+Mz8QQCJQXnQ/dmGSmKjNhg0AJnW/pvIOLtnWN1M6rU1dNQHYjmopc9kSopkWPh54XGFcQxW27/28XasrjdttpENta2zYsEE6duyYeJyZmdmq/cXt2LFDLrvsMpk7d67k5OR4sk+vEECiWaI23iBVkN7M6N55jfez5AJoOcadQxSrIAEg6qFXlEJIW+6BydcQ/uq4P3xUy8GoEDEtLU0qKpJf0+pxbm5uve3Xrl2rJ585//zzE+tqa78ZmiI9PV3WrFmTeJ7ah5oFu+4+hwwZ0qLzaQoia8ABXgbDtnXV3z0wL+xDAGARqh+je1+8rrBlCALAHV52v7Yl+HL5fE08psbYdrwIVkZGhgwdOlQWLVqUFCiqxyNHjqy3ff/+/eW9997T3a/jywUXXCBnnnmm/rfq+t27d28dQtbdpxqHUs2GnWqfXqECEgAARKL7NeEjALjNpAloosSkKj5bw7ygr6EX3bARnMLCQhk/frwMGzZMhg8frmewrqqq0rNiK+PGjZO8vDyZMWOGZGVlycCBA5Oef9hhh+n/1l1/3XXXyV133SXHHHOMDiRvv/126d69u4wZM8a38yCABELqhs04kABsRvUXvEZXbMB9O3pnh30IvjrO0vDLlRDS9utvwjWEmQoKCmTr1q1SVFSkJ4lR3aSLi4sTk8iUlZXpmbGb46abbtIh5hVXXCFfffWVnHLKKXqfKsD0CwEkAABwHtWPMHU2bDUma4fPYmEfBgBYHaDZHj7GEUKm/uKiw7rdgd8L00yaNEkvqZSUlDT63CeffLLeujZt2sj06dP1EhTGgGwixpkzQ1gzYLsw8zYAAKYjKAZg6/iPrgRgNnLt2gd1Pq197TPkAZqLABJwRNRmKAfgDr/HfyTUgl8YigAAwg0DXQsfAZcRQAIhUuNAAkBzbOubyQWD0/wOjIOY8AhAtBCChXM9XL7uLp/bzjxiqKjiziMwtodtUeqGvaOvtzMIftkvw9P9AWjdeHNR4mr148UdVyQWAACiFqC5HNDFReEcES1MQhMRXgdKAIDo8rLbKdVoDWtquNjQdn/Z/t0W3BEzMCM2gCDGo/Ni/EdCouBF6Zr7PSmN+hvY+3k73/YPJL3e6j4AAABwhY3Vj15WNNbdl81hJIBoopum/ZjRGUBddMEGQu6G7WXXdCaiAQA7+d2dmi7byai8BQA7qxWjVP1owzkzEzaagwDSQIyXl1qUxmAEAERDGOM42jJupC0VrMyEDUSXycGQi6J8vaN87nAHASQAAHCuCs308CrsCWTC/v2I9uRQQZg9e7bk5+dLVlaWjBgxQkpLSxvd/quvvpJrrrlGunXrJpmZmXLsscfKyy+/3Kp9AvAuPCOAA+zHGJBACyoxn/nyJK4bAKBFTAr+4sdi6hiRTEaDlliwYIEUFhbKnDlzdFA4a9YsGT16tKxZs0a6dOlSb/uamho566yz9M/+8pe/SF5ennz22Wdy2GGHtXifMF9rJ6AJKxD7Xk7jX7C9Xtk/oCNpHsaDNPcaMhENgkIFJGAAL8eBBICodzc1ufrRpPCxLlOPy0+MA+mumTNnysSJE2XChAkyYMAAHRq2a9dO5s2bl3J7tf4f//iHvPjii3LyySfrKsfTTz9dBg8e3OJ9An4EjwcLH+tu19TtbUD1I+AGAkgAKe3oW2vNldk9MC/sQwAA67s8m358QFOoasbly5fLqFGjEuvatm2rHy9dujTlc1566SUZOXKk7oLdtWtXGThwoNxzzz2yb9++Fu8TwXJ9IozWBIkmBZEEiVxDRBsBJODYhDimzoTN5EoAolp9ZlOwZ+KxmlzRiuBs3749aamurk65XWVlpQ4OVZBYl3pcXl6e8jmffvqp7nqtnqfGfbz99tvlwQcflLvuuqvF+4TbggrSvAwPTQoim4PQEnAHY0ACABARUZjowrSwysRArynHbOqYkCYPTZBZlhHa79/WN1M6rU0dyAWp7PMcaZud5ek+a3fv0f/t0aNH0vqpU6fKtGnTvPkdtbV6HMfHHntM0tLSZOjQobJp0yb59a9/rX8PEAa/wsL4fsMaK7I54xgSPrb+GjYV40AiCASQAAAAPrAxfIwjhIRpNmzYIB07dkw8VjNVp5KTk6NDxIqK5Ao19Tg3Nzflc9TM14cccoh+Xtxxxx2nqxtV9+uW7BPuTkDjSiimgsgwQ0jFjwlVEM4QCO02Nq9z7c68ttJ+k9tDJ6A+umADhmAiGgBwh83ho4nn4Fdla5SGArCdCh/rLg0FkBkZGbqCcdGiRUkVjuqxGucxFTXxzCeffKK3i/voo490MKn215J9Aq0RVFfpsLtlNxbmuhL0+oXrAxsRQAIOjgMJAFFkSvdrk4K71nLpXBAdhYWFMnfuXHnqqadk1apVctVVV0lVVZWewVoZN26cTJkyJbG9+rmaBfvaa6/VwePChQv1JDRqUpqm7hPwShiBYNghJGEaEA10wYb1k5sAAIIb584LLleduRjYXcyYkLBMQUGBbN26VYqKinQ36iFDhkhxcXFiEpmysjI9i3WcGl/ylVdekeuvv14GDRokeXl5Ooy8+eabm7xPwPYgMMwu2QeOa0ggCbiJABJWoNoQAIBoh5CqwvW18vA+HMMukyZN0ksqJSUl9daprtTLli1r8T7hLTU+nIlcD8ZMCiHB9YJ7zHxnBwAAsKz7tQrpXOb6+YUtCrPUAzCz+rGusI/D9ZDX1cmZAN8CyNmzZ0t+fr5kZWXJiBEjpLS0tNHtv/rqKz2GihrIWQ0Yfeyxx8rLL7/ckl8NGMXUyky6ywPNQ7uG1iKcs5fLQwIgmmjT7BN26Hcg044HDSOwhdMB5IIFC/QgzFOnTpUVK1bI4MGDZfTo0bJly5aU29fU1MhZZ50l69evl7/85S+yZs0aPYCzGlsFgNkzYe/o++1skICraNcAe4JWEypd/R4jFWiNKLZpu46qDaTKK2pBDyEkgNDHgJw5c6ZMnDgxMePbnDlz9Exx8+bNk8mTJ9fbXq1Xs8otWbJEDjnkEL1OVU8CAGAC2rVguVhtFnYoF8XxIAGkRptmH5ODvrDHhAQQ4QpI9Q3Z8uXLZdSoUd/uoG1b/Xjp0qUpn/PSSy/pQZ1VF2w1S9zAgQPlnnvukX379jX4e6qrq2X79u1JCwD7fdkvI+xDAAJv12jT3K6Ki1r4CMBcfFazj8nhY5wNxxh1JlTnNrcSGdHUrACysrJSf8BSH7jqUo/Ly8tTPufTTz/V5fzqeWrcx9tvv10efPBBueuuuxr8PTNmzJBOnTollh49ejTnMOGTnes6cW0BOCWIdo02DS4ieAXMw2c1+IUQEoAVs2DX1tZKly5d5LHHHpOhQ4dKQUGB3HrrrbrrdkOmTJki27ZtSywbNmzw+zAB5yaiAWBGu+ZKm8b4dvURwrlT8eri0ABAU/BZLTy2hXq2HS9ahpmwYcwYkDk5OZKWliYVFcklvupxbm5uyueoma/V2I/qeXHHHXecrixR3QQyMup3yVQzZasFAAA/BdGuedmmbetL2whzMBYkYBbTP6vt6J3d7OeYwoQuriZgTEizX6OrypN79ABWV0CqBkhVeyxatCjpWzP1WI2HlcrJJ58sn3zyid4u7qOPPtKNXaoGDQCAoESpXdvRq03Yh+DU+I9UPwIwTZTaNNtRTQggiprdBbuwsFDmzp0rTz31lKxatUquuuoqqaqqSsyKPW7cON3dLE79XM2Cfe211+rGTM2YrQbrV4P3A6jv7J5ruCxAgGjXgJYjiAXMQpvWOLqXth7hKYBAumAraqyrrVu3SlFRkS7NHzJkiBQXFycG8C8rK9MziMapCWReeeUVuf7662XQoEGSl5enw8ibb765pccMoAna997GxEFAE9CuBceVcfYI3cyofH2tvH/YhwEYhzbNfC4EeHTFRtDUEA4d1u3mwkctgFQmTZqkl1RKSkrqrVMl/8uWLWvJrwIAwHe0a0DLMRZk8mRNmWV0W0W4aNOAaGIcSEjUZ8EGooCZsAEgGuM/Uv0IANHCBDTuVnIiXDvziKOihjsOAAAAiXow68oQAUCU7Drq28lzbOBaaOfa+QDwFwEkAEBmz54t+fn5kpWVJSNGjJDS0tIGr8rzzz8vw4YNk8MOO0wOPfRQPRbwM888k/j5119/rcf5PeGEE/TPu3fvrico+/zzz7nSsJoLIRsAAEBjmKwJfiGABOCE3QPzwj4Eay1YsEDPmjl16lRZsWKFDB48WEaPHi1btmxJuf3hhx8ut956qyxdulTeffddmTBhgl7UhGPKrl279H5uv/12/V8VWK5Zs0YuuOCCIE8LgOMBbRhd8AGgpVytFnT1vGwV5pABtlUkw5JJaABEx46+tdJhLd9VuGzmzJkyceJEHSIqc+bMkYULF8q8efNk8uTJ9bY/44wzkh5fe+218tRTT8nixYt1cNmpUyd57bXXkrZ55JFHZPjw4VJWViY9e/b072QAwGI7erWRDp/Fwj4MAAAAz5EqAICjtm/fnrRUV1fX26ampkaWL18uo0aNSqxr27atfqwqHA8mFovJokWLdIXjaaed1uB227ZtkzZt2uhu27BzZl/TxtcLuvqN7tcAEAwmprAPVZAAmoIKSMBAZ/dcI6+W9Qv7MBCAqs86StusLE/3Wbtnj/5vjx49ktarLtbTpk1LWldZWSn79u2Trl27Jq1Xj1evXt1ooJiXl6dDzbS0NPntb38rZ511Vspt9+w/HjUm5KWXXiodO3ZsySkBsIQKav+y/bthHwYAeDKunVfdWQnoAIAAEvDMZZ2XyDNfnsQVPYgv+2VI5zWtr6bCwW3YsCEp8MvMzPTssnXo0EFWrlwpO3fu1BWQagzJPn361OuerSak+Zd/+RddKfnoo49y2wAAABykQtbXK/uHfRgADEYFJAA4SoWPB6s4zMnJ0RWMFRXJ3/Crx7m5uQ0+T3XTPvroo/W/1SzYq1atkhkzZiQFkPHw8bPPPpPXX3+d6kdYi+7X5lJd8V8r5wMvAAB1K3dXlSf3bgJMwBiQABBhGRkZMnToUF3FGFdbW6sfjxw5ssn7Uc+pO8ZkPHz8+OOP5a9//ascccQRnh43AHMR2AJANLtfR+lcgaDNnj1b8vPzJSsrS0aMGCGlpaUNbvv888/LsGHD9Pj7hx56qC4YeeaZZ5I+q6khsk444QT98+7du8u4cePk888/9/UcCCABIOJU9+m5c+fqmaxVJeNVV10lVVVViVmxVWM0ZcqUxPaq0lHNcv3pp5/q7R988EHdoP30pz9NNGgXX3yxvP322/KHP/xBjzFZXl6uFzXpDQCYyuvJkgAAAFprwYIF+jObGtN/xYoVMnjwYBk9erRs2bIl5faHH3643HrrrXpS0XfffVd/rlPLK6+8on++a9cuvZ/bb79d/1cFlmpS0QsuuMDXm0UXbMBh7Xtvk53rOoV9GDBcQUGBbN26VYqKinRIqL4hKy4uTkxMU1ZWprtcx6lw8uqrr5aNGzdKdna29O/fX5599lm9H2XTpk3y0ksv6X+rfdX1xhtv1BsnEjDZxR1XhH0IAABYw7WxIBuq6nTpHGG+mTNnysSJExMFInPmzJGFCxfKvHnzZPLkyfW2P/Dz1rXXXquLTRYvXqyDy06dOumCkroeeeQRGT58uP7s17NnT1/OgwASACCTJk3SSyolJSVJj++66y69NER1DVCTzgB+jvsHmKq6Z41klmWEfRgAAB+7kse3cTWIVLPG7/28XdiHgf1UD7Lly5cn9UhTxSGjRo3SFY4Hoz6XqfH4VYXjfffd1+B227ZtkzZt2uhu234hgAQAAIDnlaN/2f5drioAqyfyaK2ojoloaxVkS+6X60Ek/LN9+/akx5mZmXo5UGVlpR7SKt47LU49Xr16daOBYl5enh6nX006+tvf/lbOOuuslNvu2bNHjwl56aWX+jpxKAEkAAAAAACIrNaGxbaGrmjcvvJ2EsvK8vQy1e75ZmirHj16JK1X4ztOmzbNs9/ToUMHWblypezcuVNPMKrGkOzTp0+97tnxyUNVpeSjjz7q2e9PhQASAAAgBcZ/BADAfV5VqpoUQqoK3lXlyRVzMMuGDRuSqg1TVT8qOTk5uoKxoiK5Kls9zs3NbXD/qpv20UcfnRiXX00eqiYTrRtAxsPHzz77THfT9rP6UR+Tr3sHPPLMlydZcS0v67wk7EMAAOMwszD8xJigAGAeW7qfe32ctpw3wtdxf9hXd2kogMzIyJChQ4fqKsa42tpa/XjkyJFN/n3qOao79oHh48cffyx//etf5Ygjjmj5yTQRFZAAADhuR682YR8CIohxIAH4addRtX7uvtUIoszHPYItCgsLZfz48TJs2DA9U/WsWbOkqqoqMSv2uHHj9HiPqsJRUf9V2/bt21eHji+//LI888wziS7WKny8+OKLZcWKFfJf//VfeozJ8vJy/bPDDz9ch55+IIA0UOc1NfJlPzNnT9y5rpO0770t7MMAAABAHdv6Zkqntd9WNgBA2EzqkhykqJ43/FNQUCBbt26VoqIiHRSqLtXFxcWJiWnKysp0l+s4FU5effXVsnHjRsnOzpb+/fvLs88+q/ejbNq0SV566SX9b7Wvut54441640R6hQASAAAAAOCs9O67wj4ERKz6kRASXps0aZJeUikpKUl6fNddd+mlIfn5+XrSmaAxBiQAALBGUOP9MQENAABuous1EA4CSATm1bJ+XO1mOLvnGq4XAAAAYBkCLq4FrwOgPgJIAAAAAAD+z3G5FVwLRxEOA+EhgAQAAA2q7lnD1UGL0ZUdABBlBJ7AtwggAQAAgP+Tf9RWrgUAeIgQLjqVvLuOqg38d8IeBJAAAAAAAMBpBKFAuAggAQAAAAAAfEDwCRBARkqHtWTNAAA0BeMW2ues3NVhHwIAaIRNZuK+AOEjlYI1nvnypLAPAQAAAADQTASAANK5BAAAAAAA2O3c9h8m/v3yzgEhHgkA1EcFJJpt57pOXDUAAAAAMDB8jD8+cB3CQwUoQACJgL1a1o9rDgAAAAAeaSxoJIgk/Gup9O67WvxcIBUqIAEAAAAAcJgJ1ZBUAQLRRgAJAAAAAIDjwaIJISSA6CKABAAAgG8u7riCqwsAhiCEBBAWAkgAAAAATpk9e7bk5+dLVlaWjBgxQkpLS5v0vPnz50ubNm1kzJgxSet/9rOf6fV1l3POOcePQ4fF6GIMXh9AwwggYZVnvjwp7EMAAACAwRYsWCCFhYUydepUWbFihQwePFhGjx4tW7ZsafR569evlxtuuEFOPfXUlD9XgePmzZsTyx//+Ec/Dh/wvZoxzCpIQlogugggAQAAADhj5syZMnHiRJkwYYIMGDBA5syZI+3atZN58+Y1+Jx9+/bJ2LFj5Y477pA+ffqk3CYzM1Nyc3MTS+fOnf06BcB3UemKTeAJmIMAEgAAAIDRtm/fnrRUV1en3K6mpkaWL18uo0aNSqxr27atfrx06dIG9z99+nTp0qWLXH755Q1uU1JSorfp16+fXHXVVfLFF1+0/IQAAIiY9LAPAKl1XlMjX/bLMPby7FzXSdr33hb2YQAAAMAQGRsyJC3L2///um9Prf5vjx49ktar7tXTpk2rt31lZaWuZuzatWvSevV49erVKX/H4sWL5fHHH5eVK1c2eByq+/UPf/hD6d27t6xdu1ZuueUW+cEPfqBDzbS0tOaeFmBEBaPax8s7B3A3AASCADJCOqxtKzv6fvN/4sL0alk/ObvnmrAPAwAAAJbYsGGDdOzYMak7tBd27Nghl112mcydO1dycnIa3O6SSy5J/PuEE06QQYMGSd++fXVV5Pe//31PjgUAAJcRQAIAAAAwmgof6waQDVEhoqpIrKioSFqvHqtxGw+kqhnV5DPnn39+Yl1t7Tdf2Kenp8uaNWt00HggNU6k+l2ffPIJAaRjjstNfu24LowqSDUu4+uV/QP9nQDCxxiQAAAAAJyQkZEhQ4cOlUWLFiUFiurxyJEj623fv39/ee+993T36/hywQUXyJlnnqn/fWDX77iNGzfqMSC7devm27kAAOASKiBhnWe+PEku67wk7MMAAACAgQoLC2X8+PEybNgwGT58uMyaNUuqqqr0rNjKuHHjJC8vT2bMmCFZWVkycODApOcfdthh+r/x9Tt37tSzY//oRz/SVZSqavKmm26So48+WkaPHh3syQEAYCkCSAAAAADOKCgokK1bt0pRUZGUl5fLkCFDpLi4ODExTVlZmZ4Zu6lUl+53331XnnrqKfnqq6+ke/fucvbZZ8udd97p2ViUQNAT0By4PyajAeA3AkjAUGqyHgAAbPeX7d8N+xAQQZMmTdJLKmrimMY8+eSTSY+zs7PllVde8ezYAACIIsaABAAAAAAAAEAACfPsXNepxc+lug8AAAAA3OzWDQAHogKyibLf39TUTQEAAAAAQAO+l7OaawNEDAFkxHRY29aZmbABAAAAAGjI65X9uTiAIdxIowAAAAAAAAxlWxi69/N2YR8CHEMAabDOa2rCPgQ0E5WZAGA/Zm0GAEQR40AC8BMBJAAAAKz2WrldVSUAzLWqvGvYhwAATiKARGiYCdvsmcoBAAAAAAC8QAAJawMuujsDAACvrd94JBcVAADAYwSQAACgQZllGVwdtBjjaQIAwmbb5C+AqwggAQAAAAAAHApBGc8UpiGAjKAOa7ntAAAAAADAO+02kjWgYbw6EComogEANAezHQMA4J9z23/I5QXgCwJIWI2JaPxHxSyAKGLsQgAA3ME4kED4CCAN13lNTdiHYPRM2K6iMhQAADRHp7XVXDAAMBDhJ/ANAkjAI1RjAjBVh89iYR8CIogqUgCASQgCYbPZs2dLfn6+ZGVlyYgRI6S0tLTBbefOnSunnnqqdO7cWS+jRo1qdPsrr7xS2rRpI7NmzfLj0BMIIAEAAAAAQKC+l7OaKw40wYIFC6SwsFCmTp0qK1askMGDB8vo0aNly5YtKbcvKSmRSy+9VN544w1ZunSp9OjRQ84++2zZtGlTvW1feOEFWbZsmXTv3r0JR9I6BJCwvrsxlYcAYLb1G48M+xBahAo+OzAxEYCoeXnngLAPAU1E1SW8MHPmTJk4caJMmDBBBgwYIHPmzJF27drJvHnzUm7/hz/8Qa6++moZMmSI9O/fX37/+99LbW2tLFq0KGk7FUj+4he/0Nsfcsghvt8sAshmyH6/flpsKyYWAQAAAABECYEgTLF9+/akpbo69VjONTU1snz5ct2NOq5t27b6sapubIpdu3bJ119/LYcffnhinQokL7vsMrnxxhvl+OOPb93JNFF6IL8FAAAAAAAgIgg77Ze9qa2kZXpbt7ev+pv9qW7Rdanu1dOmTau3fWVlpezbt0+6du2atF49Xr26acMY3HzzzbqLdd0Q87777pP09HT55S9/2dxTaDECSHg2E3b73tu4mgYxdXZyG2Z2BwC0TpS7r2eWZYR9CACAgwSDjD+JsG3YsEE6duyYeJyZmenL77n33ntl/vz5elxINYGNoioqH3roIT2epJp8Jih0wYYTGAcSAKIjyDH/ohykAQCah4o3e/h9r8J+LawqT66Wg3k67g8f6y4NBZA5OTmSlpYmFRUVSevV49zc3EZ/xwMPPKADyFdffVUGDRqUWP8///M/egKbnj176ipItXz22Wfyq1/9Ss+07RcCSDgxEU3YCEDD59IYrWGYPXu2bmzUt2IjRoyQ0tLSBredO3eunHrqqdK5c2e9qFL+xra/8sor9Tdrs2bN8uPQAUCiPmESgOjxayIaJrixP3yEWzIyMmTo0KFJE8jEJ5QZOXJkg8+7//775c4775Ti4mIZNmxY0s/U2I/vvvuurFy5MrGoLtpqPMhXXnnFt3MhgLQAXVajxfYwFvZZsGCBFBYW6nFHVBn+4MGDZfTo0fpbsVRU+f6ll14qb7zxhh74WI1fcvbZZ+tZ1A70wgsvyLJly3SDBiAaqBoFANiAoLBhez9vF9h9wMGpz2qqCOSpp56SVatWyVVXXSVVVVV6Vmxl3LhxMmXKlKTxHW+//XY9S7YqMikvL9fLzp079c+POOIIGThwYNKiZsFWFZX9+vmXRxBARhgzYQNQZs6cKRMnTtQN2IABA2TOnDnSrl073WCl8oc//EGuvvpqGTJkiPTv319+//vfJ76Fq0sFkr/4xS/09qpBAwCbu+MDANzjdQhJqAk/FBQU6O7URUVF+jOYqlhUlY3xiWnKyspk8+bNie0fffRRPXv2xRdfLN26dUssah9hYhIaODMRjeoGfVnnJaH9fsA027dvT3qsxhU5cGwR1TCpQYjrfmPWtm1b3a1aVTc2xa5du+Trr7+Www8/PLFOBZKqtF+V8R9//PGtOAvAjIq+izuuCPswAABwiilhnVeT0phyPnDTpEmT9NJQD7W61q9f3+z9t+Q5zUUACaO6Hp/dc03YhwEEqv2nbSUt09ti9H3V3+xPdY2uS3WxnjZtWtK6yspK2bdvX+Lbszj1ePXqpv0fsZtvvll3sVahZd2yfzWY8S9/+cuWnAIAS9H9GgCCo8ZrPLf9h1xyA0JIwkfg4AggATSIbvp227Bhg55RLa6hmdVaQ82qNn/+fP2tm5rARlEVlQ899JAeT1JNPgP7ZZZlSHXPmlZP7pF/1FZPu96eldv6agUAAFLNIHxcbvKMs3BfPERsThBJ8Ag0HWNAwilhzEbNDNgwlQof6y6pAsicnBxJS0uTiork/5OtHqtBiBujxhBRAeSrr74qgwYNSqz/n//5Hz2BTc+ePXUVpFo+++wz+dWvfqUHQQZsRGUfgtDhsxgXGkCzMGu191SoeLBgsSnbhBmgAyaiAhIAIiwjI0OGDh2qJ5AZM2aMXhefUKahMUaU+++/X+6++2555ZVXZNiwYUk/U2M/1u2OrahZtdX6+ExtANxDSAvA5Bl907vvCvswjEeYmczUgBGwFQGkJTqvqZEv+2X40sV2R99aZyaicWEcTK/uA9BUhYWFMn78eB0kDh8+XGbNmiVVVVWJsHDcuHGSl5cnM2bMSIzvqGZge+6553RFY3l5uV7fvn17vRxxxBF6qUvNgq0qKvv18+Y1DoSByWjMwgzYAEzk1YQmAOAaumA3U/b7m/y4D/AwgKNLNNA8BQUFuju1ChWHDBkiK1eulOLi4sTENGVlZbJ58+bE9o8++qiePfviiy+Wbt26JRa1DwCwlRqnFIA92m3ko2wclYswAX+TOBgqIIFWIOyEK1R364a6XKsJZupav359s/ffkucAB8NENOag+zUA2I0QE4Df+NoIAACgiQjacLAZ4wEgDASI8GoCGjVmKuAHAkh4rrXjD77q0TiIAADAf4SyAGAGQkjYpP0m7+aigMMB5OzZs/XEA1lZWTJixAgpLS1t0vPmz58vbdq0Scy0CjOoiWhcQ9doAM1BuxYMV8bYI3ALHxPQAA2jTUNzEVwCCEKzk6cFCxboGVOnTp0qK1askMGDB8vo0aNly5YtBx3/64YbbpBTTz21xQcbdWombLgrCpWfvIZhIto1oOUIYwGz0KaZMxN2WAgT4aIO63aHfQgII4CcOXOmTJw4USZMmCADBgyQOXPmSLt27WTevHkNPmffvn0yduxYueOOO6RPnz6tOmDAlCpIU6ssW9sF3uXKWMD2dq3T2uoWP7fDZzEPj8QcYVXCEbwBMJFNbVoUxtKzIYQksAQQlGYlDDU1NbJ8+XIZNWrUtzto21Y/Xrp0aYPPmz59unTp0kUuv/zyJv2e6upq2b59e9KCaIlCNSCA8AXRrrnSpjG5BlwOYV0ZHgDRxmc1NDdYDDN8DLNK1FU2h+aIhmYFkJWVlfobsq5dk1/Y6nF5eXnK5yxevFgef/xxmTt3bpN/z4wZM6RTp06JpUePHs05TDhUhQcAfgqiXaNNc5dLAZxNGP8RSI3PajgQ1Y0ATOJrH8sdO3bIZZddpj+k5eTkNPl5U6ZMkW3btiWWDRs2+HiUcLm7rV/dpE3tfg3AXy1p16bQpjktqiFkVM8bcAmf1aITQh4YRKZaByh7P2/HhYBv0puzsfqwlZaWJhUVFUnr1ePc3Nx6269du1ZPPnP++ecn1tXWfjPVenp6uqxZs0b69u1b73mZmZl6MVX2+5tk98C8sA8jEt2wz+65JuzDCARdzoFwBNGumd6mhdHVNf+orZ5XxJ2Vu9rTfaJhhI+AmfisdvBgJb37rkDuhYkIHAGErVllbxkZGTJ06FBZtGhR0gcv9XjkyJH1tu/fv7+89957snLlysRywQUXyJlnnqn/Tdfq5mMWYQDwDu0avEAgB8AEtGlmYYxDBInxH+FcBaRSWFgo48ePl2HDhsnw4cNl1qxZUlVVpWdaU8aNGyd5eXl6zKusrCwZOHBg0vMPO+ww/d8D18PNcSDb994W9mHo7tKXdV4S9mEAMBTtGrwKIS/uuML5ixl22Gry+I9M1AQT0KYBCEO7jW4O6YaQA8iCggLZunWrFBUV6QH6hwwZIsXFxYkB/MvKyvQMorBzHMgdfb/pSgg7x39k8h+g+WjX3EA3bPfDR9dnwO7wWSzsQ4ADaNO8ryo7Ljd5mBa0HtWhQDQ1O4BUJk2apJdUSkpKGn3uk08+2ZJfiYjyahxIqiCbx9VJiYCG0K7BCy5XQboaPgIuok0DAJiIlAG+oiLv4JiAxpuJoQDYw5SKMz8Q1EWz+zUA77Tf5E6PLCr9EATGf4QtCCAtxEQ04TG5+zUARH2MO1MCKtdCSNfOB9Ewe/Zsyc/P12PSjxgxQkpLSxvc9vnnn9fj26ux6g899FA9xNQzzzyTtE0sFtNDUHXr1k2ys7Nl1KhR8vHHH/t9GjgIxp0DvJ0pHvATASSM73rrVYUg4WG4CM4BRIkroZ0r54FoWbBggZ6MZerUqbJixQoZPHiwjB49WrZs2ZJy+8MPP1xuvfVWWbp0qbz77rt6ck21vPLKK4lt7r//fvnNb34jc+bMkb/97W86qFT73LNnT1CnBQCA1cxLmwC0CN3dAcAstod3Jh2/X9WtLg8HEGUzZ86UiRMn6hBxwIABOjRs166dzJs3L+X2Z5xxhlx00UVy3HHHSd++feXaa6+VQYMGyeLFixPVj7NmzZLbbrtNLrzwQv2zp59+Wj7//HN58cUXgzw1wHp0S/cW3a9hEwLIFmLMOTuDsdZUQfpRQcn4jwCCFIVZdk3phm1iiNccth53WEwfnsAF27dvT1qqq6tTbldTUyPLly/XXaTj2rZtqx+rCseDUWHjokWLZM2aNXLaaafpdevWrZPy8vKkfXbq1El37W7KPmF3F9PWBjwEbgDQilmwAVtnwwYAmEFVnuUftTXswwiEbbNjEz7ap9Pa1GFc0DpsiElahrdfdOyr+WZ/PXr0SFqvuldPmzat3vaVlZWyb98+6do1OTRSj1evXt3g79m2bZvk5eXpYDMtLU1++9vfyllnnaV/psLH+D4O3Gf8ZwCAaE42haYjgLR4PL0v+/Fte0srGS/rvMTjO+IOE8cBBQDb2RJCmhg+mlbVinBs2LBBOnbsmHicmZnp6f47dOggK1eulJ07d+oKSDWGZJ8+fXT3bABwvfv13lZMQMNkUGgqkgYEEkCZ1A27JZjABgDsYWpgZWK4V/fYTD4+PzD+o11U+Fh3aSiAzMnJ0RWMFRUVSevV49zc3Ab3r7ppH3300XoG7F/96ldy8cUXy4wZM/TP4s9r7j6RrMO63ZG9JHTD5joAIICERbwcL9GEQNHL87E94AVgD8a6cy/oM+14bAiTYa6MjAwZOnSormKMq62t1Y9HjhzZ5P2o58THmezdu7cOGuvuU41DqWbDbs4+AQCIMrpgAwAARLBLtsnBI9Aaqvv0+PHjZdiwYTJ8+HA9g3VVVZWeFVsZN26cHu8xXuGo/qu2VTNgq9Dx5ZdflmeeeUYeffRR/fM2bdrIddddJ3fddZccc8wxOpC8/fbbpXv37jJmzBhuFoDAMfs1bEQAiQa7Ye/oW+v0ZDRNHQvShGpJAHCRnxPRqMq5s3IbnnDCBPEAMIwgkvDRLFGYoT5IBQUFsnXrVikqKtKTxKhu1cXFxYlJZMrKynSX6zgVTl599dWyceNGyc7Olv79+8uzzz6r9xN300036e2uuOIK+eqrr+SUU07R+8zKygr8/BBO2HNcbnIX/JZ0w/5ejtntEgD4iQDSYrZNRKO6CbfvvS3swzCCl92vbXmtAgDCDyJtCh5t6X7NsARmmjRpkl5SKSkpSXqsKhvV0hhVBTl9+nS9AGg+xsE0t/qxNRPQAM3BJDStkP3+ptY8HQY4WHVj1KofmQEbgEtsCbD8Hh8yvl+bwke/MQEN4I7mzsBL2AIA4aACEtbxshu2C5iABoDN/OyGbasDg8LmVka6EDTaFh4DQFPQDRtR/wIA0UYAiUDHgTSxG3ZDY0FGrfoRQHTGmtvRq02ru5xW97RjaAUbxoKMQqAIALbzYhzIqKL7tXeYfAY2I662HGPr2Sdq4z8C8FantdVcUjjN7+pHul8DAPANhiRAkAggYSWvQzxV7RiveKz7b5iPsVgBHAzdeQEApqAaEC1F9SNsRwCJwCclMXnMQtuCRy+vJRPQAAgLFWmwNSxmBmwAaByBqzcIH+ECAkhYy8auzDYec2sxTAAAE9gWbAFAlLXf5O049F51O/UqBCKUQ5T5/fcNcxFAOtD9k4AHABA0Kr9gY0hsYrWtmhgKAFxE0Gp29SPjPyJoBJCwuutwFCsKAcBFQQRDVEECAExBOAfbtdsYTJzUYd3uQH6P6WbPni35+fmSlZUlI0aMkNLS0ga3/eCDD+RHP/qR3r5NmzYya9aslNtt2rRJfvrTn8oRRxwh2dnZcsIJJ8jbb7/t1ykQQOLgGBtQjAxLTR5LEwCA5iAcBmBDEAIEjbEfoSxYsEAKCwtl6tSpsmLFChk8eLCMHj1atmzZon5cz65du6RPnz5y7733Sm5ubsptvvzySzn55JPlkEMOkf/+7/+WDz/8UB588EHp3Llzyu29wDs1AEJmAJFB0BVdXlfZMgwBEE1eBkIuV0G6fG4uhI90v7bLzJkzZeLEiTJhwgQZMGCAzJkzR9q1ayfz5s1Luf2JJ54ov/71r+WSSy6RzMzMlNvcd9990qNHD3niiSdk+PDh0rt3bzn77LOlb9++vp0HAaQjbBwHkm7YABAOU8ecM3F8PviPUBhAGEwJYAjqmh/KxReXuX5+ENm+fXvSUl1dnfKy1NTUyPLly2XUqFGJdW3bttWPly5d2uJL+dJLL8mwYcPkxz/+sXTp0kW+853vyNy5c329NQSQaBK6YbcOY1UCcJGtFWAEXubgXrRep7WpP7AAgGuh6oGhHCEd/Hbo5lo9a7eXy6H796mo6sNOnTollhkzZqQ8hsrKStm3b5907Zr8+lePy8vLW3xun376qTz66KNyzDHHyCuvvCJXXXWV/PKXv5Snnnqqxfs8GAJIR2bCthVVkOFeN7/ZWJkLIBoIvqKF6loAJqMKsuVcDCFtOCfGXW29DRs2yLZt2xLLlClTPNhr09XW1sp3v/tdueeee3T14xVXXKG7eavu3X4hgHQIYY+ZqH4EgKYjKIoOm0NgW6t/AUQnIIpSmOrS/QjiXEwZfiDqOnbsmLQ0NFZjTk6OpKWlSUVFRdJ69bihCWaaolu3bno8ybqOO+44KSsra/E+D4YAEs50wyboc/O+AoBfbA7AbMe1N3s8VgDBc6EK0s9zOFgw50II6cI5HIzqgozmycjIkKFDh8qiRYuSqhfV45EjRzZvZ3WoGbDXrFmTtO6jjz6SXr16tXifB0PygNDZ0p3YFFyvbzH8ARA+2yvBCMLcR1UtAFsqwVwIIcNkc4AX1LGb9ppH0xQWFuoJYtT4jKtWrdLjNVZVVelZsZVx48YldeFWE9esXLlSL+rfmzZt0v/+5JNPEttcf/31smzZMt0FW61/7rnn5LHHHpNrrrmmaQfVAgSQcIppVZCmHQ8A2IDAyG2EvgBcGJPOr8DI1hDSlOO2cYZs244XwSsoKJAHHnhAioqKZMiQITpMLC4uTkxMo7pNb968ObH9559/rsd1VItar56r/v3zn/88sc2JJ54oL7zwgvzxj3+UgQMHyp133imzZs2SsWPH+nYe6b7tGaGNA/llvwxfu+vu6EvZNAC40PVzR682YR+GMYHYWbmrwz6MSAg6fPQjzLa96heAHWHe93Jol1oT0KnnHJebPGaeiWwMH5mAJhyTJk3SSyolJSVJj/Pz8yUWO/gwL//8z/+sl6BQAekRuoKa063YlKpDP47D6+7Xfo7/yKRIgH86ra12/vIGXQVJVR4AmIWx4uxhSvWjTeFeGJWadL9G2Agg0WxMWgIAcLEijBCS6wsAzeFngGRqqHcg04/TxC7Zph0PEBQCSAfZWnnmUhVk2L8fANAyhJDuXFfTxxJlBmzADCZXhZke7tkU1pkQRJpwDECYCCDhLNdCQGa/BhA1pgdIiF6o60q1LwB7mBxCmnxsJoWAJgSPXgXtjP+I1iCAhFHdsAnZAABhcykwi+q1JLwGzNRh3W5f9x9GOBJEsKSCPtPCPtOOx8RQ0ITg0SSM6woCSEcnorG1G7YLVZC2VF4yAQ0AL7uA+lUZFlaQRAjJNQQQHSZ3wzYx9AvqOIII7+IhodddvU0KHm15fcN96WEfAOylAqwdfWvDPoxIoDLU7MAfgJtUCHlW7uqwD8NKYQa4VD8CCJoKm47LrQgs/PteTnhtkykhqB9ShYYHu68mBY2A6QggYWTY1r73Nk8rEs/uucaz/R3sdwEAvA+U8o/aGsplJYRs2TVzkYnjP3ZaWx32IQAIMQQMOogMMnw0Jdgz5ThMEMYQB34P24Bg0QXbYXTD/hbBYHDdrwHANa4Gai5eK1uqH5kBG4BtgaDLlY8uo/s1TEIKgVZhMhr/Q066XwOwhZ8VYmEHSypYCztcMx3XB0CUg5qwKuWCmKAm6PCRqkPATQSQHmNcumhWQVJh+S0qbwG4jJDN3OviZ0htYvdrIApaMmtuGN1ETRAPIr0MC02cfRtNR/UjTBPNd+cICSIMogoSsN/s2bMlPz9fsrKyZMSIEVJaWtrgth988IH86Ec/0tu3adNGZs2alXK7TZs2yU9/+lM54ogjJDs7W0444QR5++23/ToFRKAraNhVkCaFbSbhegCAWZV7XoSRBI/wMthvyZcJcA+T0CBS/JiQxs/qRz+6XzP+Iw60YMECKSwslDlz5ujwUQWKo0ePljVr1kiXLl3qbb9r1y7p06eP/PjHP5brr78+5QX98ssv5eSTT5YzzzxT/vu//1uOPPJI+fjjj6Vz587cAA8nn9jWN9O466kqxap7+v/lV9iYnMas4NGUcBqA/RVj6d13hX0YnkoVJDY0eY0JoaMpIa7tqH6EiQggEakZsYOeFRuwwcyZM2XixIkyYcIE/VgFkQsXLpR58+bJ5MmT621/4okn6kVJ9XPlvvvukx49esgTTzyRWNe7d28fjh5RE+aM2A0FcGflBjsLqQlMCh/95nX3a5uqjgG0LEA7LrfC6EtnQtAIIHrogh0BNnfD9otXVYu2VT8iWrZv3560VFdX19umpqZGli9fLqNGjUqsa9u2rX68dOnSFv/ul156SYYNG6arJFUV5Xe+8x2ZO3dui/cHmCxKYZyJk/FQ/QgAbqD60RtUP8JUVED6NBHN7oF5fuw6kvyogowqv4PioCagcWmyp8M+qZH0dG/vy96939wHVYFY19SpU2XatGlJ6yorK2Xfvn3StWtydxf1ePXqlld1ffrpp/Loo4/qrt233HKL/P3vf5df/vKXkpGRIePHj2/xfmEHv7thm1QFGaVqSNOCR4XwEUBD49XtOiq8MedsqII0DeGjueFjVCd2gvcIIOFpuLWjrz2Dy7a2KzYzX8N0GzZskI4dOyYeZ2YGN15gbW2troC855579GNVAfn+++/r7t0EkOZRXUJ39GoT9mFYH0K6GkSaGDwGhdmvgehxcRxIADABUXZEBFWZZlt35JaGiH6Hj3S/hhdU+Fh3SRVA5uTkSFpamlRUJH9Lrx7n5ua2+Hd369ZNBgwYkLTuuOOOk7KyshbvE3aJenDjQmhnYnfruqh+BGAyKvq4VkEztes1M2AjjgASkR4LMkqVjDbeG/hPdYkeOnSoLFq0KKl6UT0eOXJki/erZsBWs2jX9dFHH0mvXr1avE/AtgAqHuCZHOKlYuMx28LLCWg6ra0/ri/gIpvDC0JI2I7u1/ASXbB9wjiQ7o4FSfWjm1W2UabGaVTdolWX6eHDh8usWbOkqqoqMSv2uHHjJC8vT2bMmJGYuObDDz9M/HvTpk2ycuVKad++vRx99NF6/fXXXy8nnXSS7oL9L//yL1JaWiqPPfaYXoAodMW2rWu2bYFjEOFzZsSreIEojwNJN+zgENK6Xf0I1EUAGSEqIPqyn///Z9q2sSCbMx5kVKolES0FBQWydetWKSoqkvLychkyZIgUFxcnJqZR3abVzNhxn3/+uR7TMe6BBx7Qy+mnny4lJSV63YknnigvvPCCTJkyRaZPny69e/fWwebYsWODPTmEOg6k35PR2Khu0GdCGGlb8GhD5SsA1MWENA0jfPSGq+Fjh3W7wz4EeIwAElbxswryYCFkEOGjX2M/0v0aBzNp0iS9pBIPFePy8/MlFjt4N8J//ud/1gvgN1uqIE0II20MHMNA9SMAL6sgCSFhI7pfw2sEkPCFjVWQdUNIKh3NHt4AwLdjwG3rG9zs5iazNYRsLBhsbSjpYthI9SPgRlXTjt7ZYR8GQkb1YzSqH20ewxXeI4CM2DiQQXXDtnksyLDCR5tnvmb8RwANoRt2y7kYIEY5fPRyAhoA/o8D6TWqIJOvBcwOH6l+hB+YFhe+8bPbr81hXdDofg0gKmwPqGDGvaX7NQC/Ah6CN0Sl8hFIhQAygqhWMw+BKgCXK7SCDHQIIQHAPXTjdMcqqh+ByCKA9FnUx6ujCtJ9BNoATEMI6RaqH1OP/wogGFRBeofw0Y7qR7pfwy8EkPAdIWR41Y90vwZgiqC7tRJCusGV+8j4j8GbPXu25OfnS1ZWlowYMUJKS0sb3PaDDz6QH/3oR3r7Nm3ayKxZs+ptM23aNP2zukv//ozTagMTw5QoBnFRPOeod72mchkHMu/dGIGgag0AkApBCaIaPjL2ozsWLFgghYWFMnXqVFmxYoUMHjxYRo8eLVu2bEm5/a5du6RPnz5y7733Sm5uboP7Pf7442Xz5s2JZfHixX6dAiIQ+hDIwYTXoQ2BPdzBqwuBoAoyNaofmyfqQxoAtqMKElGrfEQ4Zs6cKRMnTpQJEybIgAEDZM6cOdKuXTuZN29eyu1PPPFE+fWvfy2XXHKJZGZmNrjf9PR0HVDGl5ycHL9OARERlRAyKufpJ5sqH4GGEEBGODShCjJcLkw8w2sICB9jwTWOIMs+YdwzP8NxqoqDVVNTI8uXL5dRo0Yl1rVt21Y/Xrp0aav2/fHHH0v37t11teTYsWOlrKystYcLOB/OuX5+QSB8hCsIIBEYqiABAGF0cyWEtAf3Cg3Zvn170lJdnXoinsrKStm3b5907ZoceqjH5eXlLb7AahzJJ598UoqLi+XRRx+VdevWyamnnio7duzgplkwnpwX3Ur9DIFcDelcPS9Xw0cvu1+3dvzHDut2e3QkMEl62AeA6IWQO/q27s2osYrC9r23+bJv26ofmXwGQKveQz6LyY5ebZwLtvKP2hr2YcDA8JGxH73TcV21pKd7+96xd+83QWOPHj2S1qvxHdXEMEH5wQ9+kPj3oEGDdCDZq1cv+dOf/iSXX355YMcBd6mw7rjcirAPwzOEj61H5SNcQwAZYDfs3QPzgvp1zepC+2W/4KtR/GJTCGk7ul8DaE3gU92zJvALSAhpLiofcTAbNmyQjh07Jh43NFajGpcxLS1NKiqSgxz1uLEJZprrsMMOk2OPPVY++eQTz/YJOwKh9O67fNu/KyEk4aN9wSOTzyAIdMFG4KJenUf1o1tjqQKwC0GXecK8J35XP/ox/mNUx31V4WPdpaEAMiMjQ4YOHSqLFi1KrKutrdWPR44c6dnx7Ny5U9auXSvdunXzbJ+wI2DxOxyyPbwL6/jVfam72MrmYwcOJtpJEJysZDN5cheTjw0Agpw4I8xuryrwIog0A/cBfigsLJS5c+fKU089JatWrZKrrrpKqqqq9KzYyrhx42TKlClJE9esXLlSL+rfmzZt0v+uW914ww03yJtvvinr16+XJUuWyEUXXaQrLS+99FJuYgswvtvBQzwbg8ggj/lggaNtQWSYx+t19WNrx3+Eu+iCHSBTu2G7NhZklLtiB1Vd6lpoDSCa6JId/vUPE2M/uqugoEC2bt0qRUVFeuKZIUOG6Mlj4hPTqNmr1czYcZ9//rl85zvfSTx+4IEH9HL66adLSUmJXrdx40YdNn7xxRdy5JFHyimnnCLLli3T/0ZwVLCxM6+t812xDwz0TO+WHXRY2pygLr5tEPerJWwKSYHWIoBEaGNBRi2EpPoRgF9Ul8xtfVN3RzRZWGNB1kUIGd51d53fVcRo3KRJk/SSSjxUjMvPz5dYrPH7NX/+fC65A1Sl166j7KvOMjmItKVSs27QF3YYaVLoyNiPCBIBJOBI+Bj1sTUB2DkbNiFktJgSPFL9CMCWKkhTg8gwx3r0ch9B3UOTQsc4wkcEjcQiYCZPpBFGt1q/QzOqDt14nZj8dwPADYwLGcw1NgHhIxBtLoQuYY8RaXP4GNTkNa5MitNcjP+Ixtj/7gvruR5CUv0IAPYEQqaEZC6JYrhL92sgGsIOluJBZFCBYNjBZxAODA5bupjO5CCeSapSmz17th4yJCsrS0aMGCGlpaWpN/w/f/7zn6V///56+xNOOEFefvnlpJ/v3LlTD1Vy1FFHSXZ2tgwYMEDmzJnT6D5by9xXHULh6uQiYYWQYYefXnP19QGgYVEMUqIYmPnFtOtoUtjd0vFegagzrcLKlLCpbhjpZVAYdMhp+nUGwrBgwQIpLCyUqVOnyooVK2Tw4MEyevRo2bJlS8rtlyxZoidOu/zyy+Wdd96RMWPG6OX9999PbKP2pyZoe/bZZ2XVqlVy3XXX6UDypZde8u08GAMyBMyGHfyENGFMShNU+MjYjwBcYMJYkAdigprWXTvTBBU+RjG0B2xj62Q0zRV2aOgVwkc7qh9N+3LAJTNnzpSJEyfKhAkT9GNVqbhw4UKZN2+eTJ48ud72Dz30kJxzzjly44036sd33nmnvPbaa/LII48kqhxVSDl+/Hg544wz9OMrrrhCfve73+nKygsuuMCX86ACEpGqcnOtIhEAXGJidRrVkC27ZgAQJQRkXFtbmNz1GqnV1NTI8uXLZdSoUYl1bdu21Y+XLl2a8jlqfd3tFVUxWXf7k046SVc7btq0SWKxmLzxxhvy0Ucfydlnn536QDzAqw/GCKqSL4gQ0sXqx7CCaSagAcLvmhlkRZeJIaRCEGn3Nco09HUFwJ0ghhASQHNs3749aamuTv3/5SsrK2Xfvn3StWtyRbN6XF5envI5av3Btn/44Yf1uI9qDMiMjAxdManGmTzttNN8u5F0wQ6J6d2wVdj0Zb8MJ7ti+90dmypLAHBXPGDLP2pryEdiDlNDxzDCR7pfA4B3CHXtqX50tft1h/W7JT3d2y/i9+7do//bo0ePpPVqfMdp06Z5+rsaowLIZcuW6SrIXr16yVtvvSXXXHONdO/evV71pFcIIGEcm0PIIMPHKFQ/AjCHClZ29GoT2fEgD0QQaX7w6FrlIxPQwDVqptsdvbNbHHbszGtrZGCW3n1X2IfhBMJHb9H12jwbNmyQjh07Jh5nZmam3C4nJ0fS0tKkoqIiab16nJubm/I5an1j2+/evVtuueUWeeGFF+S8887T6wYNGiQrV66UBx54wLcA0rx37QgxvWtpFEInLwNDKh8BIHrBkcndjv083yidc1NR/QjYx49QhuCMa2gam8JH9cVEVHTcHz7WXRoKIFX36KFDh8qiRYsS62pra/XjkSNHpnyOWl93e0VNQhPf/uuvv9aLGkuyLhV0qn37hQpIRLoK0qtKyKDDx6jMfG16SA/AXzZUQsbVDeRc7J5tY+BoS4gNwD1UQrbu2sEurna/NklhYaGesXrYsGEyfPhwmTVrllRVVSVmxR43bpzk5eXJjBkz9ONrr71WTj/9dHnwwQd1heP8+fPl7bfflscee0z/XAWe6udqluzs7GzdBfvNN9+Up59+Ws+47RcCyJAxFqT9IaTr4WMUKmEBl7pobuub+ttT27ph28yV7tk2ho5xhI8AmlMdtuso7z9zEELCBDZVP6JhBQUFsnXrVikqKtITyQwZMkSKi4sTE82UlZUlVTOqGa6fe+45ue2223RX62OOOUZefPFFGThwYGIbFUpOmTJFxo4dK//4xz90CHn33XfLlVde2fCBtBIBJIydkCZoLQkh6XYNAP6yqQryYAGeDYGkzaFjmOEj3a+B4Jk6DmRdhJDNv16wK3yk+jE4kyZN0ksqJSUl9db9+Mc/1ktD1HiQTzzxhGfH1xQtekWqqbnz8/MlKytLRowYIaWlpQ1uO3fuXDn11FOlc+fOelGDWTa2PRBmtV9TA0W1XRjhI9WPgD9o18wOWlypZqs7fqIJQd+Bx2PCMbWWK6+VAzEBDZqDNq35qBILH+Gjt3hNw0TNTncWLFig+5+rKcJXrFghgwcPltGjR8uWLVsaTGIvvfRSeeONN2Tp0qV6qvGzzz5bNm1ibDebxrkLsxtuGCFkPFyM//vAJQxRGffRpr8LuIF2zQ4uBkupAkA/QsCgfk9UXyNUP8IktGnmIVjjGgWN8BGmanYXbDUg5cSJExODXc6ZM0cWLlwo8+bNk8mTJ9fb/g9/+EPS49///vfy7//+73pGHjVQJmDaeJBxUe9ezdiPiAraNXvGgrS5O3ZzuBgO+s3FgBpoiai1aV52w/ZrLEiFrtiNXxvYGT563f06SjNgR1WzXp01NTWyfPly3Y06sYO2bfVjVd3YFLt27dLTfR9++OENblNdXS3bt29PWlxnQ7VX2IFU1CoA64ryuQN+CqJdC7pNc72rJkETTHpNUP0Ik9j4Wc20wMHP8EYFbYRt9a8JvEPlI0zXrHfYyspK2bdvX2KmnTj1WM3E0xQ333yzdO/ePalhPJCaOrxTp06JRXXbhhnCDiGjKIzwkfuMqAiiXXO1TQszeCGEBK8FoD4+q9mB0I0w1oXwkcln0BKBvkrvvfdePdX3Cy+8oCewaYiaCnzbtm2JZcOGDQEeZXhsqIIMG5WA0cDfAmzRlHYtqm2a3wghEfZrIKgQ3vWqZpiDz2rBBTlRDiGjfO5+ofIRTo4BmZOTI2lpaVJRUZG0Xj1WU3g35oEHHtCN2l//+lcZNGhQo9tmZmbqBWZS1XFf9suI1HiQYaH6EfBXEO2ay21aWGNBRm1MSJgXPgImiupnNS/HgQxSFMeFJHx0I3yk+hEt1axXa0ZGhgwdOlQPShxXW1urH48cObLB591///1y5513SnFxsQwbNqylxxoJtlR+hd1FNwqVkISPgP9cbdeiVDFFEBU9Jtxzxn6EiVxt01wOdaI0LmRUzjNIVD7C+VmwCwsLZfz48bpxGj58uMyaNUuqqqoSM62p2dLy8vL0mFfKfffdJ0VFRfLcc89Jfn5+Ykyt9u3b6wVoKZcrIaMQsNoewsMdtGt2V0HWDaSohnSfCeEjYDLaNO/4OSt2lKohCR7dCh79qn40bUIqGBJAFhQUyNatW3WoqMLEIUOG6G/L4gP4l5WV6dnW4h599FE9I9vFF1+ctJ+pU6fKtGnTWnn47gYwuwfmhX0YxnfFdj2EjFpVKxAW2jU3QkiFLtluMyV8DLL6MUrVzPBGVNs0W7thpwrqXAoiCR+9R9UjIhVAKpMmTdJLKiUlJUmP169f35JfAUsQQnovytWPQFho19xBCOkeU4JHha7XsIFtbZqqfNrROzvswwi9CtKlIJLg0c3wkbEf0VokHYayqRuqCZVzroR2YZ2HCfcQgN2VUyYFMyYFVmgd7iWAsMORsEIfG0O8KI1pGST1Ggw7fARCq4AETGR7d2zCR7uCdwBmY1xI+5kWPpoUsgNwvxJSqRvmmVwRSejoD5NCR6of4QVzXtGwOowxpYLO1kpIW48bAEwPaEwLsdC0e2bafQvjtc34jwBSVReaFPaZdjyuMK3i0e/wkQloosOcVzVSIoR0P8wL83hNCY5te60DtggjwDA1hDQt0EJq3CcApgYlJgVCdcPIoENAE4PQgwV5Jt27xth0rEBL0AUbzk1KY1N3bMJHAAgO3bLNZXLwaGKoDiBaXbGborFAsDndt20IFlM5WHBX9+cm3UPTA0e6XsNLBJAWUJVhuwfmhX0YTUYI6WalJgA0J7DZ0auNsReMmbLNYXLwGGb4SPdrRI2XM2GrwGRnXttIhpCuhYp+hXepnhfUPTU9cKyL8BFeI4C0hG0hpClMrYQMO3w0qeu1QvdrwD02hJBKdU+z3g+jwvTgEQBcCyFd43WQ19j+mnuvbQoZw8b4j9FCAAmnqyBNDCEJHwEEXUm1rW9mKBfd9BBSIYgM53rbgK7XABpDCBmeoAO+KAaKVD/CD9H7S7KYbVViJlXZhR36xZlyHACAZExU4y/brm+Y4SPdrwF7wpMoBlNh45r7j/ARfuEd0zKEkK0L/8IMAE0IH00KhW19TQNwu4osHpTZFJaZzMZradtrFkC4CMS41i4hfISfwk9E4DzTQq8wgkDCRwBhCruiytZAx8bwzAQ2h7i2vlYBF3g9FlyQQQohJNcYzcf4j9FDAGkhGyvGohxCEj669VoGEL1gx+ZALUi2XyMTXqNhf1kAoOUIIf3DtQ0G1Y/wGwGkpWwMbkwMIf0OB00IHwHAlGDDhICntQgjU18Lm4NHAO4KOlAhKPP+enJNg0H4iCCQjliMENLckDDs8SZNDn5tfv0CaD0XQsi4KIZvrp6zS69LAOFqx8Q0XEfLhBE+0v06mtLDPgBEjwrEvuxn1geXeFi4o2/r33xNCR5NDh8BRJsKe3b0ahP2YXgqVSBX3dP+92DXgkaTw0cTqpSBsKlQYkfvbM/DlZ15bUMJIXcdFXyw4wJC3OBQ+YggmZOUIFJVZKYGY60NDwkf3X7dumz27NmSn58vWVlZMmLECCktLW10+z//+c/Sv39/vf0JJ5wgL7/8ctLPd+7cKZMmTZKjjjpKsrOzZcCAATJnzhw/TwGWBRymhD5BdlE2Pcyz7Xi9EIXXIYDwQhaCNK6ZyQgfETQqIB2gwpzdA/PCPowWh5A2VkOaFDTaFPDCTAsWLJDCwkIdEKrwcdasWTJ69GhZs2aNdOnSpd72S5YskUsvvVRmzJgh//zP/yzPPfecjBkzRlasWCEDBw7U26j9vf766/Lss8/qYPPVV1+Vq6++Wrp37y4XXHBB0KcIQ7lYCXkwjYV6QVRMRiFUtDF4NOnLAQDeh5BUQjbtOiEa4SPdr6OLANIRtoaQpnbJtiFktBXVj+aZOXOmTJw4USZMmKAfqyBy4cKFMm/ePJk8eXK97R966CE555xz5MYbb9SP77zzTnnttdfkkUceSVQ5qpBy/PjxcsYZZ+jHV1xxhfzud7/TlZUEkOEHHdv6ZoZ8FNEOIRtCOBjN8BFAMMLoih1Hl+ymXR8Eg8pHhIW/dIfYHOxQsce1hPe2b9+etFRX16+wqampkeXLl8uoUaMS69q2basfL126NOV+1fq62yuqYrLu9ieddJK89NJLsmnTJonFYvLGG2/IRx99JGeffbZHZweXEAghyq81qh+B4Kqjwg5eCNrqXw+uSbDC/htAtFEB6RgqIaPN9CDX5pDcL9kfbpb0tt5WAO+t/eZ10KNHj6T1U6dOlWnTpiWtq6yslH379knXrl2T1qvHq1evTrn/8vLylNur9XEPP/ywrnpUY0Cmp6frUHPu3Lly2mmntfi84G4VZN1giGpI+P0aA4AwUQ1JEBvl4JHu19GWHvYBwHu2h5CKiV2yTWd6+IjgbdiwQTp27Jh4nJkZXOCkAshly5bpKshevXrJW2+9Jddcc40eA/LA6kmgLrpkI0rhI9WPQLS6YtcV1SCSisfoho8AAaSjbA4hTR4X0lQ2hI9UPwZPhY91A8hUcnJyJC0tTSoqKpLWq8e5ubkpn6PWN7b97t275ZZbbpEXXnhBzjvvPL1u0KBBsnLlSnnggQcIIA1hYhVkHCEkvHwtAYCpIWSUgkiCx3AQPsIkZrzrApaGaibgOqE1MjIyZOjQobJo0aLEutraWv145MiRKZ+j1tfdXlGT0MS3//rrr/Wiul3XpYJOtW+gqcER4RFaw/TXD9WPQLjdNE0LZuLjIboU1Ll4TrZQr2/TXuN0vwbvBA5zoeJMhWsEbI1fHxu48Fp0WWFhoR6f8amnnpJVq1bJVVddJVVVVYlZsceNGydTpkxJbH/ttddKcXGxPPjgg3qcSDWu5Ntvvy2TJk3SP1dVl6effrqeJbukpETWrVsnTz75pDz99NNy0UUXhXKOsDcAMT1Egpl43WD27NmSn58vWVlZMmLECCktLW30ovz5z3+W/v376+1POOEEefnll5N+riZUKyoqkm7dukl2drau5v/444+50JYzLaCJsz20s/34bWfq6xrgXcFxrgQ/tgRtQbLlmrjyGnRZQUGB7hqtPlgNGTJEd5VWAWN8opmysjLZvHlz0gzXzz33nDz22GMyePBg+ctf/iIvvviiDBw4MLHN/Pnz5cQTT5SxY8fKgAED5N5775W7775brrzyysDPD/ajGhKuvVZsCP9ttmDBAv3lmpp8bcWKFbqtGj16tGzZsiXl9kuWLJFLL71ULr/8cnnnnXdkzJgxenn//fcT29x///3ym9/8RubMmSN/+9vf5NBDD9X73LNnT1CnhQiypYKw7nGafqwuM7HqMY7qRyiMARkBto8HGce4kMnXAvCSql6MVzAeSFUxHujHP/6xXhqixoN84oknPDs+RHMsyAMxNiQae20AcTNnzpSJEycmKvlVaLhw4UKZN2+eTJ48ud6Feuihh+Scc87RlfvKnXfeqYcWeeSRR/RzVfXjrFmz5LbbbpMLL7xQb6Oq+tUXdeoLuEsuuYSL71NgsaN3dqTGg2xMQ8FeGGNHEjKaxdTQETgQAWREuBRCKlGdoMa24DGb6kcAPgVNO3q14doi6TVhC6of/VVTUyPLly9PGjpEjUmsukwvXbo05XPUelUxWZeqblThoqKGEikvL0+aRK1Tp066a7d6LgGk/WwJIb0IA+sGlgSJdrMleKT6EXF2vstCoh4G2RbEecG2c3bp9Qa4zsZAxJautvCPja8BG//WTLF9+/akpbo69bWsrKyUffv2JYYRiVOPVYiYilrf2Pbx/zZnn7CPLWFOa9FV2n4md7UGGkMFZMS4UgkZtS7ZtoWPAOxjU1fsuqiIjB7bQscoyfjoc0lv6+3/N2tb+83/B+rRo0fSejW+o5oEDW4Lqhu2C5WQcJ+NoSPVj6iLADKCXAshFZeDSBvDR6ofAQSNINJ9tgePVD+2zoYNG6Rjx46Jx5mZqb8wycnJkbS0NKmoqEharx6r8YlTUesb2z7+X7VOzYJddxs1eRvcDHkIImECG0NHoCF8vRNRrgVENoZ0TTknG8/LtdcWECUuBCQ2dsuF+/fUhb+tsKnwse7SUACZkZEhQ4cOlUWLFiXW1dbW6scjR45M+Ry1vu72ipqEJr597969dQhZdxvVDVzNht3QPmF/BRXBD8LuYm37a5DqR2/Nnj1b8vPzJSsrS49BXFpa2uj2f/7zn6V///56+xNOOEFefvnlpJ+rCdaKior0F2vZ2dl6nOOPP/7Y46NORgAZYSoocikssjWwS8XW83Dp9QRElStBiQuhVZTF7x/3EC2hJpSZO3euPPXUU7Jq1Sq56qqrpKqqKjEr9rhx45Imqbn22muluLhYHnzwQVm9erXu2v3222/LpEmT9M/btGkj1113ndx1113y0ksvyXvvvaf30b17dxkzZgw3yWG2B0BIHeqZGO6ZelwtRfjorQULFui2TQ0/smLFChk8eLCeLG3Lli0pt1+yZIlceumlcvnll8s777yj2yq1vP/++4lt7r//fvnNb34jc+bM0V+oHXrooXqfe/bs8fjov0UXbDjVJduFbtm2ho8A3GHreJCp1A2wmDnbfC4Gjq6E+jYpKCiQrVu36soONUmM6iatAsb4JDJlZWV6Zuy4k046SZ577jm57bbb5JZbbpFjjjlGz4A9cODAxDY33XSTDjGvuOIK+eqrr+SUU07R+1SVJXBvLMi6GBfSHs0N7xrb3o8u+K6EiwjezJkzZeLEiYkv0lRouHDhQpk3b55Mnjy53vYPPfSQnHPOOXLjjTfqx3feeaeu7H/kkUf0c1X146xZs3S7d+GFF+ptnn76ad1Oqvbvkksu8eU8CCDhZAhp4yQ1tgePVD8CMB1hpJlcDB3jCB/Do6oX4xWMByopKam37sc//rFeGqKqIKdPn64XRA/jQprLr1CPsLDlqH5smu3btyc9VkOLpBpepKamRpYvX55Uua++RFNdppcuXZpy32q9qpisS1U3qnBRWbdunf6CTu0jrlOnTrprt3ouASR852oIqZgcRNoePCqEj4B7XKqCTIUw0pzr7yrCR8CdKsg4qiHNQUBoJtfCx/R1myW9rcdZQu03n/979OiRtFp1r1ZDgByosrJS9u3bl6jij1OP1bAhqahwMdX2an385/F1DW3jByogkTJIIogMBuEjAJO5HkLGEUYGf51dR/gIuItqyPARPsIFGzZs0JOqxTU0uZpLCCARmWpIkyoiXQgeFSofAfdFJYRsKCRj3EjvriUAuFAFGUcQGd41h5lcq370W8f94aNaDiYnJ0fS0tKkoqIiab16nJubm/I5an1j28f/q9apWbDrbqPGTfYLs2AjkuFSWDNmuzRTt8uvDwDJolzNVXc2ZgK1pl+nKF+rKP+9AFHk0szFpuIam4/w0T8ZGRkydOhQWbRoUWJdbW2tfjxy5MiUz1Hr626vqElo4tv37t1bh5B1t1FjUqrZsBvapxeogEQkKyGDroh0JXSMI3wEoidqlZANSRWsRa1KMsrh4sEQPgLRqoKsi4pI/64pzEb46L/CwkIZP368DBs2TIYPH65nsK6qqkrMij1u3DjJy8uTGTNm6MfXXnutnH766fLggw/KeeedJ/Pnz5e3335bHnvsscTEatddd53cddddcswxx+hA8vbbb5fu3bvLmDFjfDsPAkhI1ENIP4NI14JHhfARiC5CyOYHcjaHkwSNzUP4CEAhiGw9gkd7ED4Go6CgQLZu3SpFRUV6khjVTbq4uDgxiUxZWZmeGTvupJNOkueee05uu+02ueWWW3TIqGbAHjhwYGKbm266SYeYV1xxhXz11Vdyyimn6H1mZWX5dh4EkIj05DSNBYbNDSNdDBsPRPgIgBDSnxAvyKCSYNFbBI9A8EytgmwoRNuZx8hnzb1mMB/hY7AmTZqkl1RKSkrqrfvxj3+sl4aoKsjp06frJSgEkGiWKFRDRilQbA7CRwBxhJDeIxS0E+EjEB4bQsg4qiKbdn1gD8JHtAQBJJotSiEkCB4BpEYIiagjfATCZ1MIqVAVmfpawC6Ej2gpAki0SFS6ZEcdVY8AmhLAMDkNoobwEUBrRTGMJHS0H+EjWoMAEq1CNaS7CB8BNBXVkIgKgkfAPLZVQTYlmHMlkCRwdAfBI7xAAIlWoxrSLQSPAFqCaki4jvARMJcLIeTBgjsbQkkCRzcRPsIrBJDwDEGk/QgfAbQW1ZBwDcEjYAfXQsjmhnt+BpQEi9FF+AgvEUDCcwSR9iF4BOAlqiHhCsJHwC6uh5CNISSElwge4QcCSPiG8SHNR/AIwE8EkbAVwSNgryiHkEBrETzCTwSQCCzgYsZssxA+AggK3bJhC4JHwA2EkEDz/2YAvxFAIjB0zTYDwSOAMFANCZMRPALuIYQEmvZ3AgSFABKBI4gMR3adalQAMCHo2dY3kxuBUBE8Am4jhAQa/tsAgkYACSMCMbpnB3OdAcAkVEUizNcdgGgFLYwLiagjdETYCCBhVEhGEOn9NQUA01EViaBfZwCih2pIRBGhI0xCAAmjUBXp7TUEANtQFQk/Xk8AoFANiSggdISpCCBhLMLIll8vAHAtOGK8SLT0tQMAB6IaEi4hcIQtCCBhBcLIg18XAHAZ3bTR1NcHADQF1ZCwFYEjbEUACesQRhI8Aoi2TlRHRt6BrwEAaCmCSJiKoBGuIYCE1aIURlLtCACpEUi6jbARQNBhDzNmu6m5gZ7frwMCRkQNASScDehcCCQJHQHAm8CKMSTtQNgIwARURdrFryCPgBDwFgEknGVrdSShIwAEF2wRTIaDoBGADaiKNBfhIGAfAkhEgsnVkQSOAGBuEEZA6d+1BQCbAy+6aYd/DwDYhQASkRR2IEnoCABuhWhRCSoJFQHgGwSS/iNwBNxCAAk0EAi2NpQkZASA6PAymPM6zCQ0BIBwwjKqJFt/DQG4gwASaAABIgAgDASGAOB2oBb1YJKgEYgmAkgAAAAAAAwJ4FwIKAkZARyIABIAAAAAAEMQ3gFwUduwDwAAAAAAAACAuwggAQAAAAAAABBAAgAAAAAAALAPFZAAAAAAAAAACCABAAAAAAAA2IcKSAAAAAAAAAAEkAAAAAAAAADsQwUkAAAAAAAAAAJIAAAAAAAAAPahAhIAAAAAAACAbwggAQAAAAAAABBAAgAAAAAAALAPFZAAAAAAAAAACCABAAAAAAAARKQCcvbs2ZKfny9ZWVkyYsQIKS0tbXT7P//5z9K/f3+9/QknnCAvv/xyiw4WAOAPr9/XY7GYFBUVSbdu3SQ7O1tGjRolH3/8sbG3j3YNAKLpH//4h4wdO1Y6duwohx12mFx++eWyc+fORp/z2GOPyRlnnKGf06ZNG/nqq6/qbaPaVPWzusu9997r12kkoU0DgGj6RwvatD179sg111wjRxxxhLRv315+9KMfSUVFRdI2f//73+X73/++3mfnzp1l9OjR8v/9f/+f/wHkggULpLCwUKZOnSorVqyQwYMH61++ZcuWlNsvWbJELr30Un3i77zzjowZM0Yv77//frMPFgDgPT/e1++//375zW9+I3PmzJG//e1vcuihh+p9qgbONLRrABBd6oPaBx98IK+99pr813/9l7z11ltyxRVXNPqcXbt2yTnnnCO33HJLo9tNnz5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hthHXEBUKkHXAMGz3Rdn96GPx0aZCJJ2QQLp8T9RIztLZ174nbCRrgJ18j2mKuJbe/vY5thHXEAUKkEiMj/NA+l58tKkQCSB5viZqJGfpCyFhI1kDkBTimh18j23ENRSrfrEPECrfCmmAzUVX5uuM38SJE6Vdu3ZSWloqvXr1kvnz51e7/JNPPikdOnQwy3fp0kWmTZuW8/tMJiOjR4+W/fffXxo3bix9+/aVDz74IGeZzz//XAYNGiR777237LPPPjJ48GDZsGHDLo9z++23y6GHHiqNGjWSVq1ayS9/+ctoNhrBFR81MSBJs/d14bWB63ENdvMtrnHstBtxDVGb6EFcowCJ4ERVzAqp+zHftie9/VG9bjoPJHJNmTJFhg0bJmPGjJGFCxdK165dpV+/frJq1aq8u2ru3LkycOBAUzB84403pH///ub29ttvly9z2223yYQJE2TSpEny6quvyh577GEec/PmzeXLaPHxnXfekRkzZsizzz4rc+bMkSFDhuQ81+WXXy4PPPCAKUIuXrxYnn76aenZsycvYcx8StJI0NziW8Lm02fJJWnFNdjLp8+ib8dJ3/n2PcSnz5JLpngS1+qVVT2ju8JDTNavXy9NmjSR4/qMlpKS0rRXJ2dIMZLvHC22gBRFISvk4mM+SQ3LjuqCNE3+uaVOf7d9+2aZ89LNsm7dOtO1F8Vx7fV3Wsiee0V7LmjDFzulx+Era72eegbtG9/4htx7773m5507d0qbNm3ksssuk+HDh++y/IABA2Tjxo2maJh19NFHS7du3UwA07BywAEHyFVXXSVXX321+b2uS4sWLeSRRx6Rs88+WxYtWiSdOnWS1157TXr06GGWmT59upx22mnyySefmL/XZY444ggTKA877LAodo0Vsq/9qFdOkdI9d0t7dbz9cunLF334MYzt5JaL016FvDZv2CZjj36h6LhmU0xLK66FzPa45kNMU8Q1fxDX4kNcszuu0QFZBIZhA8kWZBmKXXhCUPG2ZcuuhdetW7fKggULTMt9Vv369c3P8+bNy/u4en/F5ZWeLcsuv2TJElmxYkXOMpqYaEKYXUb/1WHX2eKj0uX1ufUMnHrmmWekffv2JnAedNBBZsjBT3/6UzN0G/FxPVHzqcsA/rymrn+uXIlpacY1IA6+dc/hP3hNEWpc4yI0SJQPF6Kh+7Hq/cIFagr3x/VHSunO3SI/81fWT2i6PSrSlv0bb7wx5741a9bIjh07zNmuivRnHfKcjwarfMvr/dnfZ++rbpnmzZvn/L6kpET222+/8mU++ugj+fjjj838JY899phZzyuvvFJ+8IMfyKxZs2raDQisSEJy5r/sa+xD54ivpn7RVUozccS0F2oV09KMa7CTq3GNmBYGl+NaKBekIa5FiwJkkbSYxlBsd9BB534RUl/DYodi6zD+ug7Ddsny5ctzhqvpRVxcokPm9EygFh/1IjTqwQcflO7du8t7773n1bBs1B1JWnhcTdhCSdbi4npMQ/IoPsIVxLUwLQ8wrjEEGygA3Y+120fsJztoQKt4yxfUmjZtKg0aNJCVK1fm3K8/t2zZMu/j6v3VLZ/9t6ZlKk+avH37djO8OruMXpFNuyKzxUfVsWNH8++yZcuq33h4n6gxfAkUn8NSm5iWZlwDikVcA++BsOwdYFyjAAkgFnEWIelkjU7Dhg1NR+HMmTNzOg/15969e+f9G72/4vJKr2SdXV7na9TAVXEZnddE53bMLqP/rl271sxnkqXDqvW5de4Rdeyxx5qi5D//+c/yZd5//33z74EHHljMZsPh4iNfzuHy+8Glz5qr0oprsItLnzXXjmOIn0vvB5c+a65q6FFcYwh2BBiGHcY8kFEV1GoaMuZSwKkJ80K6YdiwYXL++eebC8L07NlTxo8fb66aduGFF5rfn3feedKqVSsZN26c+fnyyy+X448/Xu644w45/fTT5YknnpDXX39d7rvvPvP7evXqyRVXXCFjx46VQw45xAS4G264wVxprX///uWdjKeeeqpcdNFF5kps27Ztk6FDh5orrulySidFPuqoo+QnP/mJWScNtJdeeqmcfPLJOV2RCIdPx0eEO3yNodh+xjXYw5WCCDENvsQ1xG+YJ3GNAiSQoNoEkOqWcfGLSlxFyCjmgsR/DBgwQFavXi2jR482k+l369ZNpk+fXj7Zvg531iutZR1zzDHy+OOPy6hRo2TkyJEmaE2dOlU6d+5cvsy1115rguKQIUNMp2OfPn3MY5aWlpYvM3nyZFN0POmkk8zjn3XWWTJhwoTy3+t9eiXsyy67TI477jjZY4895Nvf/rYJpAgrUXPx2If03iska0grrgGFHKsAX+IaJ9biN8CTuFYvUya2R4+ItoLqJcGP6zNaSkrsDfJcjKb2iumA1AuIpDFsN4oOyDiChytfYOIoQhZbgCz0QjTbt2+WOS/dLOvWrcuZMLiY49qIeadK6Z7RXzF0XO/pkawnopd97Ue9ckrkr72PBUhXjnGwj+0Jmw0XpNF4MfboF4qOF3Ee16JaR4QR12yPaYq4hroirtWMuGY3OiABh4uP+R43pC81dEEC/iZqIR3LEG7XCIBwENcQxXuIuAaXcRGaCLk4ryGSkWSg0OfK3mzClbEB1BZJGkJ4L9l8AgBwkc2fKZuPRXCLze8lmz+DsAMFSKTCpeHqLhfObCtEurwvAd/Y+iXR5i/WcBNXmAWQJuIa4nhP8b6CiyhAAjGzoQBoU1dk1EXIYuf2BGAPvkwjtPeXrScCANfY+FmiSIQk3mOASyhARoxh2LCdDYVIOiGBdNmaqAG8zwD4gJhW+4tU1nSDW+81G79jwh5chCamIqRLQ4wRn7QLfbVZN9uCVpL0iuqFXgkbQLRCPgZlpZFghXwiyLZJ/DVZs+GK2ACiEXpcizqmFfJ4ocY22+IaUBUKkAl3QlKYzN0XtneMhhDENFil8UVJ921UX1C4GjbgppCSNNu6OKpanxDiniJZA/xhU8cVcS1dIcc2m+IaJ9ZQlZLQup2qk0QnVG0LbhQq3WdLALC5GzLKIiQAtxI135M0V49t+dbb18TNpmQNgPt8jmuuxrSq1p+4BqQjiAJkTYXHysvZMCSzNoVKipS1x4VKaodh2QCS4GOS5npyFmriZksRkm4RoO6fHRsQ19xCXIsfcQ1BFiBrW3ys/Dc2FCFrQjelvWxIZlwZlh1VFyTDsAF3EjVf+Fx0rO12+1CMtKUICcBNvhQfQ41pirgGJMP7AmRduVKEDLFQqa9LXQrLhfIhqXJxbkgAfnP9uBJyguZz0mZDEZJuEcA9xDT/ENeA+HhdgCy2SOVTEdLWYd8uXIimUGknMC4OyWYuSCAMriZqFB0L20+uFiJtKEICcKer39WYpohrhe8nF2Nb2nGNE2sIpgAZVYdcaEXI0Lop4Vc3JMOwgaqRqBWOBC28hC3tZA0A4kJMi2b/EdeAuvO2ABklipCF862rEfEXIdPqguTzDcTPhRMYWSRo8exP1xK2tNAtAtQOJ9Vqj7gWLeIaUHf16/6n9opjfsAk5hyE+3zvmvB9+wCEW3zUhIIkjf3r0nsWQDpcOUYQ19i/Nrxn0z5ZALt4WYCMC0VIIN4iJB0yQDz48lc1ErRkubK/XSkwAEiWC8cGV46zvnBlf7vw3oX/KEAWiCJkGCiEudsJqfNAArCD7V92XUgYfOVCwpbW+5cTBoCdXIhpth9XfebC/rf9PQz/eVeApECItNhclHNpeyn+An6w+UuuC0lCKHgtABSKIj3HUZsR13bFZxbeFiCTQJETCLPoCrgojS99thYfSQrsZWtB2Nb3MoBk2XossPXYCXtfG1vfywgDBcg6oggJxIcuSAChJAKwv0BMsgaEzcZjgK3HS7jxOtn4nkYYvCpAJl0UpAgJ0AUJwO4vtbZ++UfVeL0YrgZUhaGcHCNdRFzjswsPC5AIR5N/bkl7FXKEPhQ5ju0vpguSC9EA6SRqNhYf4SbbCse2vbcBhPfZt+24CLdfP5ve2whHSdor4DrtgrStGAa3nNji/Sp/N2vloQmuSfFFSFcDGZ9jwD82fclHca+jLdNyaIwL/YQjEBKbvtcS0/xBXEPI6tQBOXHiRGnXrp2UlpZKr169ZP78+dUuP378eDnssMOkcePG0qZNG7nyyitl8+bNdVphGzEUG3EUH7O/r3gDEA/imj+Jmm0dBiheqK8nQ01RV8Q0v4R6DPQZrylCVXABcsqUKTJs2DAZM2aMLFy4ULp27Sr9+vWTVatW5V3+8ccfl+HDh5vlFy1aJA8++KB5jJEjRxa98hVRBEQIbC9GRt0ZYkvXC/xma1xD4fhC7y9bXltbCu1AiDEtyaK8LZ91W4598PeEaZLvdU6soeAC5J133ikXXXSRXHjhhdKpUyeZNGmS7L777vLQQw/lXX7u3Lly7LHHyjnnnGO6Jk855RQZOHBgjV2TrqEAikIVW0S0tRjJ8DS4xte4FlqiZsOXeISRrAE28zWmhYbjXTiIawhJQQXIrVu3yoIFC6Rv375fPUD9+ubnefPm5f2bY445xvxNNoh99NFHMm3aNDnttNOKWG07UYQMkw0FNxsLkWnjQjSoDeKaH/jyHpa0X28bCu5APsQ0Pz7jaR/jEN5rnvZ7HuEo6CI0a9askR07dkiLFi1y7tefFy9enPdv9Gya/l2fPn0kk8nI9u3b5eKLL662rX/Lli3mlrV+/fpCVhMIdthvtgiZ9sVrorwgjb4eaQdl+CuJuOZ7TEv7SyvHhzClPYl/Uhek0U7mk1vmPxYBlZGruY+YFq604xpg7UVoCjF79mz51a9+Jb/5zW/MPCR/+tOf5LnnnpNbbrmlyr8ZN26cNGnSpPymF65xBV2QqI24uxVt6Ii0oTMUsCGuuRzTakLxEWkiUQfCydWSmlYkzbjGMQ1pvgeSeu8zD2TYCipANm3aVBo0aCArV67MuV9/btmyZd6/ueGGG+Tcc8+Vn/70p9KlSxf53ve+Z4KcBq6dO3fm/ZsRI0bIunXrym/Lly+vdr0o+oWpyT+/6iiCvYVIwGZJxLVCYxpqh0QNab8P0i7AA67kaqgZMQ28FxCCggqQDRs2lO7du8vMmTPL79PApD/37t07799s2rTJzBNZkQZGpUPX8mnUqJHsvffeOTeXUBCFbdIqQtIFCdslEdfSiGlJnF2mSwS2IHEH/oNczc24FvoxbK+PM3lvIUvrPcGJNVg1B6QaNmyYnH/++dKjRw/p2bOnjB8/XjZu3GiutKbOO+88adWqlTlrps444wxzNbYjjzxSevXqJR9++KE506b3ZxM2H2kRMukOPV8Kn3HsNw1ioV+URIuQac8NWVfMA4k4Edfc4nuiFmfS5XMcTGvurKTmggRqi5jmFmJa8fHQ19jGnJDwUcEFyAEDBsjq1atl9OjRsmLFCunWrZtMnz69fAL/ZcuW5XSGjBo1SurVq2f+/fTTT6VZs2am+PjLX/4yuq0IgC/FxdrwfVvTHBKdxkVqorwgTaH0C0noZ1BRM+KaO3xK1NI4NuV7Tp8SN1+TNS5Eg9Bjmq9d/T7FNJXWd26fY1sacY0Ta7CqAKmGDh1qblVNZJzzBCUlMmbMGHMLTV26IH0vvsEOLndDAnEgrhWGRK1ubDwhUnmdXE/afC1CAoUgptnPh+KjjTHNx9jmY1zjxFq46lSA9E2+A1ISB1SKje5zedhVkkXIKLog4x6Gnca0CUAcfLy6oKuJms3JWW3W2eWELUl0iwBuY947v+OaIrYVhriGuDhfgCymiFfdF+uKvyvmQFu5qEHRETahExKA7Ymai8VHVxM0XxI2H7tFAPjDtbjmS0yrvD3ENcDyq2D7pJADji5bzAFKi47ZG8KW5vyPVbFxnQDAtSTN9yt3urZtSb936KAC3MRJNX+O+77HbeIafBBkAbKuxUSXzpIAthUhXR6uDuA/KLLsyqXkJbSEzaUCdohTKwChvfddOCa5dIyPkivb7MJ7CKhOcAXIYouIFCHhKxc6IRlSB4TD9i/ZriQroe+DJN9HFOgBVIWY5gbiWnJ8OrmA2guqABlV8ZAiJHwVdxEyjS5IPq+Ae2xO1FxITpLGPgHgIk4acPyuCnGNzwjiEVQBMkoUNeArFzohASR/NjmpRM3W4iPJSO32kY1sfU8BCIOtxyBbj9k2sTX22/qeAmoSTAEyjoIhRUgAAPxma/Jhq9CTNTqqADeEfFLN1uO0zWzcX8Q1uCiYAmRcKELCx87CONeVi9EA7gk1UbMx4XAFCS4A2IXjMvsPSJvTBch1BzeyokhIERI+srVgyoVoAD/ZVHwkSYt2X9rCpvdYXTBhP0Lj+nvepmOOTcdi19m0L216jwHeFyBtQhHSfjYFCwCAnYgVfu/TJJI1hmEDdkviM2pTYcimY7Av9rJoGLvLcc31kwwonPcFyCQLgxQh4Zu4uiAZhg24I6REzZZkwkc2JWsAEAKOu8nsYwC1530BMmk+FCF1G1y+VbddLiXCtrB1KDaiNXHiRGnXrp2UlpZKr169ZP78+dUu/+STT0qHDh3M8l26dJFp06bl/D6Tycjo0aNl//33l8aNG0vfvn3lgw8+yFnm888/l0GDBsnee+8t++yzjwwePFg2bNhQ/vulS5dKvXr1drm98sor0W24RziLXHckaWEla8R5FBKL8tm8ebNceuml8rWvfU323HNPOeuss2TlypV5l/33v/8trVu3NvFr7dq17PwA2HCMseFYGwob9rUN7znY4XPLYxoFyMAUU8Bzha/bBcRlypQpMmzYMBkzZowsXLhQunbtKv369ZNVq1blXX7u3LkycOBAE9DeeOMN6d+/v7m9/fbb5cvcdtttMmHCBJk0aZK8+uqrsscee5jH1ACXpcHxnXfekRkzZsizzz4rc+bMkSFDhuzyfH/5y1/kX//6V/mte/fu0e8EBPul2YbEITQh7HOGYbujtrGooiuvvFKeeeYZczLur3/9q3z22Wfy/e9/P++yGiuPOOKIOFYddRDCZzOEY6xtQtjnIXx2fDDI8pjmdQEyraKTDcUuinCwvQuymGHYhV6IxobPpM3uvPNOueiii+TCCy+UTp06maLh7rvvLg899FDe5e+++2459dRT5ZprrpGOHTvKLbfcIkcddZTce++95d2P48ePl1GjRsmZZ55pgtRjjz1mgtnUqVPNMosWLZLp06fLAw88YDou+/TpI/fcc4888cQTZrmK9Gxcy5Yty2+77bZbvDsEiX3ZpPgYrrSTtbTfe7BDIbEoa926dfLggw+a2HniiSeak2IPP/ywOTlXuUP/t7/9rekQufrqq5PYHFgg7WNL2sfWkKU9miLt9x7St8iBmOZ1ATKkuSfp9gNQF1u3bpUFCxaYIdJZ9evXNz/Pmzcv79/o/RWXV9rdmF1+yZIlsmLFipxlmjRpYgJhdhn9V4cF9OjRo3wZXV6fWzsmK/rud78rzZs3N0H06aef5oVGJEjS0keyVjimWohWIbEoS2Pmtm3bcmKcTknStm3bnLj57rvvys0332xOwOnjwf/3epoFoLSPp/gKRUikZZ4DMY1o6GARkmIj0sBckO5Zv359zm3Lli27LLNmzRrZsWOHtGjRIud+/VmLiPno/dUtn/23pmW0qFhRSUmJ7LfffuXL6Bwkd9xxhxkO8Nxzz5kCpA71pgjph7QTNdjD19eD4WrJx7RC1SYW5fubhg0bmiSvqhin66ZTlfz61782SRzs4Otn0tdjqMt8fU18/Qz5EtdWOBDTSor6aySC4aOwqQg5a+WhkQ7DtimQrTu4kTT5Z/EJTSHmrPq6lGxsFOljbt/4n21o06ZNzv06x+ONN94Y6XPFqWnTpmZuyqxvfOMbZviABj/tigTqwtekwIfXJY3vO1oIL3RaD1TtxbLvCCUb4ohpLxQU04YPHy633nprjUPV4jJixAgzRcmPf/zj2J4DdknrpBoxzV7Etdp3O5/ccnGsr4XrcW24RzGNAmTM9Mt0XQIDRUcAxVq+fLm5AlpWo0aN8hb5GjRosMuVzvRnnW8xH72/uuWz/+p9ehXsist069atfJnKF7nZvn27uXJbVc+rdBi3TqqM+MV5coBEDTYla/AnpmVdddVVcsEFF1T7eO3bt69TLNL7dfoSnQerYsdIxTg4a9Yseeutt+QPf/hD+dzI2Zh7/fXXy0033VTtugG1QfHRfsQ1RBHXrvIoplGAtKwIyRdvPzF8GWnQgFYxqOWjLfc62fDMmTPN8Ga1c+dO8/PQoUPz/k3v3r3N76+44ory+7QoqPergw46yAQsXSZbcNRhBTr3yCWXXFL+GBrodN6R7FWtNbjpc2uRsSpvvvlmTlET7s6VlTQSNTekkazF2QWphfxiLrqGwmJaVrNmzcytJnWJRbqcXgxNY9xZZ51l7nvvvfdk2bJl5XHwj3/8o3z55Zflf/Paa6/JT37yE/nb3/4mBx98MC9rCnw7qUZMc4dvcQ3Jx7VmHsU0rwuQrpxxcGEdgbiGYdeVBlWu9hYNHeZ8/vnnmwmLe/bsaa5gvXHjRnNVbHXeeedJq1atZNy4cebnyy+/XI4//ngzP+Ppp59urqz2+uuvy3333Wd+X69ePVOcHDt2rBxyyCGmIHnDDTfIAQccUF7k1DZ+vZK2Xn1br7qtkx9rwfPss882y6lHH33UFEiPPPJI8/Of/vQnc2VuvbIb3EWiBsAWtYlFn376qZx00klm4n2NkXpRtcGDB5vYqfNqafJ42WWXmUTt6KOPNn9TOSHT+Zazz1d5ni2gUBQf3eNKXaI2OLFmr44OxDSvC5C28+UgBPg0D2SIBgwYIKtXr5bRo0ebyYa1a3H69OnlF5HRM2AVr3Z2zDHHyOOPPy6jRo2SkSNHmiLj1KlTpXPnzuXLXHvttaaIOWTIEHMmTi8go49ZWlpavszkyZNNUNQgqI+vZ90mTJiQs2633HKLfPzxx2YCZb0i25QpU+QHP/hBzHsEPn0mSdTcQ7cIklRTLNIETrtBNm3aVH7fXXfdVb6sTs7fr18/+c1vfsMLFyBOhsPW2EYXZJgmWx7TKECmhOIjXGZLFySio4GqqiHXs2fP3uW+H/7wh+ZWFe2CvPnmm82tKnqWTQuZVdGuTL3BH0knahQf3eVTtwjsVlMsateuXfl8V1l6Mm3ixInmVhvf+ta3dnkMoC6IawBcjmlftbQAAAB4giTNfUm/hnEVyKPuKGbOV/gu6vd4XF39nFRDofhugtDRAZmA0A80cU2Ay5CHdNEFCQCIG52QAEA+6ZMk41pcw7CZBxJ1RQESBbHpalrFrAvFy/DmgSzkavRAyHzoFOGz7heKkABCRkzzD3Ft167nk1suTuW1QLIoQMLaAmOcXNjOAU1eN/9OWdcj5TUBAHeQqKEYTNoPoLbHCsAFxDXYhAJkoImQCwW4kGWLj7YXIhmGDaTPhfngkkrUbI25ddXkn1uKfox1BzeKYE3S53q3CMPVgPQ+ey7zJa5FEc98i22uxzWgLihABojio5tsLkSm+V7mDDQAH0SdnFX1uC4nbUkla3SLAKjpGJEEl4uPccU032Kby3GNE2uoCwqQMXI5aMBethUi6YIE/BFHpwiJWnoJmo9JGx0jAELgYh6ZRkzL99zENcBeFCABhwuRthQhXbkQDQA/uZSopZmgVbc+riVsAID02RbTXC9GAr6rn/YK+MqlZAh+zBUJALCXJkQ2JmqV18/mdUzyO1YcnbucZAOS5WpXvwt5pCvxwpX1dDWuAYWiAJkSFwIL3EAREoCtSNTcSX4qcnGdQ+PCxaeAugj9vW17juhqfHBhvW1/7fPhxBoKRQES8EDaRUidBxIAkmbzl3UXkp2a2Lz+dIsAQHJ8iGnKl+0AXEUBMrCECP5KuwgJwG2cxY6Gb8mNzdvD9y0APnX123hMszkG+Lhdcb8HbB6GHXr3cygoQAIeoQgJwBahJmq+sjVZAwDEo0kAx/wQthGwifdXwdYE5YsD6yX6fCj+asiudPbo40a9vsUWEdO6OrYOw5618tCiHoMrYQNwUUgJjG6rTVcVjft7nhbSt7TdavX3BgD5P2tRCumkWkgxreL22hLbkq5fAEnyvgAJqNp+2fdlCGJaRcg0aGJo83ACIE6hDlchUUuXbckaACAaoRUfbT7BFhdOrCFNFCA9TYgQfaHSl+IkAMQtlJMCISdqNiVrdIsAcJktOWToMU0R14B4UYAEasm1IVMhdUECKI5LJ1hsSNRI0uwrQrrULQIANsU0RVyzL65xcg0+4iI0ngUP2KnYuRFduSiNzgMJAD7HWpI0O/eJDe8NAH7yuatfj982HMNt4/t+8fk9DbtRgAQQDCZ0BuLn85dan5ORYrFv/Ow4BuDviROO2/bvo7TfI0DUnC5ANrEkEXDtwOBzcoj0uyABwEe2fOewWdr7yLXvYwDiQZHf/uO1S9hXNeMzhyAKkAD8k/ZcmzbM+QLAruISyQf7ysaTtzNWdEh7FQDv39M2fvaLRUxjn/n63ob9gihAxpm0cLY9epxBiR5dkACSOOb6+GWWRM2tfcb3MgAuSOtYRUxzb98R1+CTIAqQtuJggnxcv3I1F6IBEDUSNfeQ5AKAXTgusw+BtFGALAIFRLiELkgAqD0SteL51i3iY4cvgOQ/8+SQbksjtoXynrFxGgZEiwIkAACwVhpfuik+si/jxnQzAJJEXEM+nFhD0ihA1lEoZyHgF7ogAcSFL7GoCt0iAJJie3Gfk2p+IK6599mDHShABsr2RNHHA9islYemvQre2tJ2a9qrACQuhGEqJGr+oPsGADj2+oS4BhQumAJklEkM3Y+oq1CKkFyIBnCDjyd7ikEywf51/QQugGj48FknprGPAdsEU4CMCsVHuH4lbIZhA8CuSNT8w3c2ADbhmAQb30M+FNvhDgqQKSMQhdeZE0oXZDHatV6d9ioASPnLa5LxkeJjctjXAMCx1ifENaD2gipAFpvMUCyEL12QIfviwHpprwIABC3JZI3vbgBswEk1vxHXgNoJqgBZDB+/wNJubX8XJEVIACEiUUMI3598HekBpIXPFNJEJyRQMwqQQEC0oOlrUZMrYQMoFMlCetj3AGzlcpMGx1bUBSfWkJTgCpB16arwsfvRFT6fyUyqCzJbdPS18AgAcFNSibLP3+NmrOiQ9ioAsOQYRPExfcQ1oHol1f8aPn9phR1FyBNbvF/jclo8rM3Vq20qMup2ccEdwH9Rd4qQqAEAAAD+CbIAqclNbS5EkVQSVNv1iStxtH3oqnZBclVku4qLSdDXvNAOWH0v16YYop83Ti4gdD53mMOtbpF1BzdKezUApIxu3uLQ/WgP4hpQteCGYNcWxQkkhS7BqlF4BhAHErXwRP29zuU54gD41dVPTLNPEq8JcQ0uCrYAqR/Yqj60FB/t43unjo9FSJe3iW4cIB3E3zCRPAMAAPgv2AJk5UJkxRsAd7sgbZ9SAPCJi11gFLvsxOsCABw7fUJcqxumY/Bb8AVIuJlA+sjljsHKfNoWAP4gGQibjSeZfR/hAYT8WbLxmAO/8B6DayhAWoKDh5tfLLArio8AgLqgQAwAHDN9EmJcI2dHdShAAhZxvXhny/rXZhh2WleeB5DOibgQkwDEixEkgF/4TANAvChAwqmAG8IZFVuKeIVydb0BFzE/DnwVd6GYEScAfMBJNXe49Fq5UhOAu0rSXgEA7qP4CLglhJM5rn75BwC4j5MdhWm4+JOcn7d2aB3dixHAe42RXXBFSdorANQlcS70ysguFvRObPF+2qtRKxQfgTBFeZacRK3w5Kw6JG4A4C+XT6rVNpblW47YBrivxIcD8LqDG6W9Gl6cvdBksjZz59mAIqQdKD4CQPoFx+r+1sWEzafvdgAQumLimS+xjbgGeFKABJAOio8AXOBap0hUiZoPCZuvJ3wB+I2u/njiWUXENsBNXIQGzgphDjNbi3y2rhfqbuLEidKuXTspLS2VXr16yfz586td/sknn5QOHTqY5bt06SLTpk3L+X0mk5HRo0fL/vvvL40bN5a+ffvKBx98kLPM559/LoMGDZK9995b9tlnHxk8eLBs2LAh7/N9+OGHstdee5nlAB9pMhVnspbUc4RWOGbCfvcVEouyNm/eLJdeeql87Wtfkz333FPOOussWblyZc4yr732mpx00knmMffdd1/p16+f/P3vf49zUxDAZ9mFY2PSscaV2Bbna0fRG67ENAqQcDL4hsS2Yp9t64PiTZkyRYYNGyZjxoyRhQsXSteuXU1QWbVqVd7l586dKwMHDjQB7Y033pD+/fub29tvv12+zG233SYTJkyQSZMmyauvvip77LGHeUwNcFkaHN955x2ZMWOGPPvsszJnzhwZMmTILs+3bds283zf/OY3ebk9FOeXZhI1t5O1UIRwQtVmtY1FFV155ZXyzDPPmJNxf/3rX+Wzzz6T73//++W/12Tv1FNPlbZt25oY+NJLL5mTaBoHNaYBvkozthDXokE9wG2DLI9pFCAtw9mLwvClPdnCI8VHP915551y0UUXyYUXXiidOnUyRcPdd99dHnroobzL33333SYIXXPNNdKxY0e55ZZb5KijjpJ77723vPtx/PjxMmrUKDnzzDPliCOOkMcee8wEs6lTp5plFi1aJNOnT5cHHnjAdFz26dNH7rnnHnniiSfMchXp42i35Y9+9KN4dwQQWBEw7ef3oYAMtxUSi7LWrVsnDz74oImdJ554onTv3l0efvhhc3LulVdeMcssXrzYdKHcfPPNcthhh8nhhx9uTvJpR8nHH3+c5CYGIZR8wOZjog0xzab1cPE1hPsWORDTKEDCeSF86Uiz8Efh0W9bt26VBQsWmCHSWfXr1zc/z5s3L+/f6P0Vl1d6Biy7/JIlS2TFihU5yzRp0sQEwuwy+q+28Pfo0aN8GV1en1vPrGXNmjXLnI3TIeKwB2fHi2NTcmTTuiSJE74oJBZVpDFTOz4qxjg9SaadIdkYpwmaDmXTpE7j7Jdffmn+X0/a6XQn8FeIxxYb44iN6xSSEPJzG81zIKZRgIQXiWUIB7mki5AUHt23fv36nNuWLbuedV2zZo3s2LFDWrRokXO//qxFxHz0/uqWz/5b0zLNmzfP+X1JSYnst99+5cv8+9//lgsuuEAeeeQRM48J4EOXgY1Jke0dI0BtY1qhahOL8v1Nw4YNd5mTuGKM06Fps2fPlv/5n/8x8yDrnFralfLnP//ZPD7gC5tjh83rFocQi9+uWx9xXHMhphEBAZRjiHXyln3WVOo3Lo30MXd++Z95Ftu0aZNzv7bK33jjjZE+V5x0WPg555wjxx13XNqrgpiE9mXZ9mRI18+2K2VrIXndwY3SXg2rzVjRQU5uuTjt1bAqpg0fPlxuvfXWGoeqxUW7Q3Se5GOPPVZ+97vfmRN9t99+u5x++ulmIn9N4ADXT6rZHtMUcQ0+xLXhHsU0CpCWJmRfHFgv9S7ILW23proOdemCbNd6ddqrEXuB8MQW70f6ePDX8uXLczoHGzXaNYlv2rSpNGjQYJcrnenPLVu2zPu4en91y2f/1fv0KtgVl+nWrVv5MpUvcrN9+3Yzv0j273X49dNPP20CXHZuyZ07d5ozbffdd5/85Cc/qXknIMiOcRI1v5I127n4ncnXmJZ11VVXmQ766rRv375WsagyvV+HoK1duzanY6RiHHz88cdl6dKlZviaDn3L3qdXDv3f//1fOfvss6vfWMByLhQfs4hrcD2uXeVRTKMACa+EUoQEakMDWk1Dl7XlXicbnjlzprmStdIin/48dOjQvH/Tu3dv8/srrrii/D690prerw466CATsHSZbMFRhxXo3COXXHJJ+WNooNN5R/T5swVHfW6dK1JpkNMzbFka4PTsn06K3KpVK94EcIZLiZoiWYOrMS2rWbNm5laT2sSiynS53XbbzcS4s846y9z33nvvybJly8rj4KZNm0ySVq/eVw0F2Z/1sWEXF6efSpNrMU0R1wrDiTW74lozj2Iac0DCOyF09wBRGjZsmNx///3y6KOPmvZ9LRJu3LjRXBVbnXfeeTJixIjy5S+//HIz78cdd9xhroqmQwVef/318oKlBiMtTo4dO9Z0ML711lvmMQ444IDyIqdOWqxX0tZh1vPnz5eXX37Z/L2eQdPlsst07ty5/KZFRw12+v96xg1wgYuJmm3rHVdHa2hTAGBXtYlFn376qZmQX3+fvaiaDkXT2Pniiy+aRE/jpSZqRx99tFnm5JNPlv/7v/+TSy+91MTVd955xyyjHfwnnHACL0WeaQR8ENcxxaaufptiQ6FsWnfiGkKNaXRAWoph2MUJoRMSiMqAAQNk9erVMnr0aDPZsHYtaoExexEZPQOWbbdXxxxzjGm7HzVqlIwcOVIOOeQQmTp1qikMZl177bWmiDlkyBBzJq5Pnz7mMUtLv5pDZfLkySYonnTSSebx9azbhAkTeGFRFBK16NAxghDUFIv06qDaDaIdIFl33XVX+bJ60YB+/frJb37zm/Lfa3L3zDPPyE033WSSOF32yCOPNHGw4tQkgEtsKuDVFXENvptseUyrl9FJtSynQ/e0Mntcn9FlVdZdJwD1dXLytOeBVK7PaUQRMtyu1toMp6nuTHW+Isb27Ztlzks3y7p164q+KnP2uNbmtzfGMrHx8ktujGQ9Eb3saz/qlVOkdM/dEu8WKbZLPKqhar53iviQqGXZMCdkXN/1ovquVez3pWK/r9T1IjSbN2yTsUe/UHS8IKaFrdi4VmwHJHEtfj7FNEVcszuuFXNhNeKa3bwYgm1LsuEj1+dEYTg2ACBpviVqNuC7HoAQ2XDs8zGm2bBNNry2gBMFyIkTJ0q7du3MUDqdzDI7frwqOvxOx4tre6Ze2efQQw+VadOm1WmFQ8LcRNGgCOm2uLofgYqIa/ApqYmaj9tkG76rIErENESF4z/S4Mu8sIigADllyhQzQeWYMWNk4cKF0rVrVzNGvPLlvrP0kt46aaVetvsPf/iDGW+uFzvgCqbu8KGYwxd7AFUhrvmDboL4+JqEcrIXviGmpYNjiXt8jWuAzQq+CM2dd95prqqTvTrqpEmT5LnnnpOHHnpIhg8fvsvyev/nn38uc+fONZf3Vto9CSSNC9MAyIe4hqj4nsykPXm/FphtnfdbT9a6Pm82/BBaTPO5ySDtk2q+xzQb4pqvF7MFIumA1G5GvSx33759v3qA+vXNz/Pmzcv7N08//bS5Uo4OwdYrqupVUn/1q1/Jjh07qnwevfKOTmZc8RYqW86m+dAF6fuXFACFSyKuEdPCEEKiBsBu5Grh5jhRI6aFUWSO87NB3o2iC5Br1qwxCZYmXBXpzytWrMj7Nx999JEZeq1/p/M+3nDDDXLHHXfI2LFjq3yecePGmSupZW9t2rQpZDWBanEwBJBkXCOmJXNyzeYv8T4hKQXsRa4GFI64Bnh0FeydO3dK8+bN5b777pPu3bvLgAED5PrrrzfDAaoyYsQIWbduXflt+fLlca9mtUhq/DtDqEVICpEAkohrtsU0RC+05CW07QV85kOuhmiFeIwPcZsB6+eAbNq0qTRo0EBWrlyZc7/+3LJly7x/o1e+1vlE9O+yOnbsaDpLdJhAw4a7FrX0Stl6w38wj0N8mBcSCFsScc2nmObTiaiokLQky+Z5IIG0kav5gwaYcBDXEJKCOiA1qdIzYzNnzsw5a6Y/63xY+Rx77LHy4YcfmuWy3n//fZPA5Ss+2oaDv//JJ52QQLhcjGszVnSI/TmAkAqvtsy3DYQY03zg0zHEp2N7oULedsDaIdjDhg2T+++/Xx599FFZtGiRXHLJJbJx48byK62dd955pi0/S3+vV1a7/PLLTTDTq7DpZP06eX+UKBQmx9ciJIVIIEy2xrU4+HqcS+s7AMkKANuEFNMA+F8UR8BDsJXOC7J69WoZPXq0GW7WrVs3mT59evkE/suWLTNXEM3SC8g8//zzcuWVV8oRRxwhrVq1MgHuuuuui24rEkho0m6NZhh2ssl5u9arE3rGwoU0bNzXYgnsElJcA6IuwG7t0JqdCliEmIa64qQacQ2wrgCphg4dam75zJ49e5f7tOX/lVdeqctTweIuyC1tt6a9GsEV+bIFOVvXD3AVcS05vpyVJ1FLT9onhQHbEdPcxsg+AL6K/SrYrrLxwO9L0uYKm4Zl51sXW9YNABAuCrF+T1EDIAwcy9PdFzbWHgBrOiCBELog8xX6ku46rKnISCckACSPRA0A3MdJAwBIFh2QBZyB4MzErkIL3El1RRbyPHRCAggZsRkAgLrjpBr7pCqh5fqIn1cdkCHMCcTFaOxQuegXRWckhUQAgIt8uBgN368A1PXYAQAIsAAZBTopChfKUGybi4cMxQaAZNApYocQTjoDCA+5KKLCiTXYiCHYDh7wOdOGECzlIjsA4AwKswDgHo7d9uwbV2oRQDEoQBaIA0N+zA+RPgp2haGQDxSG4zyJGuJFHAcAAD7zrgBZ1wKha4VFG4snJKcAgCRjl2uxGwAAAAiVdwXIuiCBiQ5FyHTRPQEASAtD+QAkie+9xeGYzT4CkkYB0uGCpY1dkEDaKIIDAAAAAGCX+qEXCG0pJvqEAlC6fDgb7MM2APALnSL24TscAJ9wTAPgOy8LkCEd5G3tgqQICQBAeCjUAoD9OFbbua98qE9URFMJgilA1vTh9e3DDVTEwR4AAD9O6gIAAPjA2wJkVUVGvS+K4qNNBUxbvzDTBQkAiEuScZhOEQCAKzkYkMV7FLYpSXsF4mZToTBEWoTc0nZr2qsRbBdku9ar014NAACCwfceAACAADsgQ2Lz2Q06IdPj4lBsF9cZAPAVOkYBwF4co9lnQFooQBaB7sraowgJAAAAwAbkJgCQPAqQHrG5C1IR6NNBRyEA1B2dInbjZDAAAIAbKEACsAbFUsBftp8kAwAgLZxMga1oIkKUKEB6FixsT/A4gKWDwh4AjgMAAISNrn772VZfAKJEARKJowiZDooPAICkkOQma8aKDgk/IwCEhbgGFI8CpIds74JUFCHB+woAAAAAgDBQgPS0TZoiJFzrgrR53QCEiW4HAAAAIBoUIJEqOiGTR6EPgOtsPPEHAAAAoGoUID1OhlzoglQUIZNnWxHStvUBAAAAAADRoQAJK1CEBAB7cYwGAMBtTCsCIG0UID3nShekIsFNFl2HAIA4kewCAHxCXAOKQwHS82HYiiIkbC5C2rAOAAC49p0JAADAJRQgYR06IZNFARAAAAAAAMSJAmTE6IKMBkXIMIqQFD8BAADgGrqlAaBwFCAD4lqgpAiJuN4vrn0WAADunfwFAADAVyhAxoAvwtEWlShE+tmNSPcjAJsx0TwAIAnkjgBCQQEyMK52flGE9KsoSPERAAAAAOLlav4PP1GADJCrByGKkMmgOAgAAAAAAKJEATLQVnqKkKipCBlXIZICJwAAAAAAYaEACecwL2Ryoi4WUny018SJE6Vdu3ZSWloqvXr1kvnz51e7/JNPPikdOnQwy3fp0kWmTZuW8/tMJiOjR4+W/fffXxo3bix9+/aVDz74IGeZzz//XAYNGiR777237LPPPjJ48GDZsGFD+e/fe+89OeGEE6RFixbmedq3by+jRo2Sbdu2RbfhAICg1RSL8rnvvvvkW9/6lvmbevXqydq1a3N+v3TpUvM4Bx10kImBBx98sIwZM0a2bt0a56YA8ITtzUyw1+eWxzQKkAEfOFztgsxiSHYyoioaUny015QpU2TYsGEmkCxcuFC6du0q/fr1k1WrVuVdfu7cuTJw4EATiN544w3p37+/ub399tvly9x2220yYcIEmTRpkrz66quyxx57mMfcvHlz+TIaHN955x2ZMWOGPPvsszJnzhwZMmRI+e932203Oe+88+SFF14wxcjx48fL/fffb9YTAIAo1BSL8tm0aZOceuqpMnLkyLy/X7x4sezcuVP++7//2zz2XXfdZeJhVcsDABBCTCsp+C/gFS1CfnFgvbRXo6gi5Ja2nE2OW7Z42K716qL+Pi4Uo4tz5513ykUXXSQXXnih+VkDynPPPScPPfSQDB8+fJfl7777bhOkrrnmGvPzLbfcYoLcvffea/5Wux+1WKjdimeeeaZZ5rHHHjOdjFOnTpWzzz5bFi1aJNOnT5fXXntNevToYZa555575LTTTpPbb79dDjjgANPxqLesAw88UGbPni1/+9vfitxiAACkVrEonyuuuML8qzEpH42ResvSWKYn0n7729+axwUAIMSYRgdk4F2QvnRCUoCyc27IOOeSRM3Wr1+fc9uyZdfjkbbOL1iwwAyRzqpfv775ed68eXkfV++vuLzS7sbs8kuWLJEVK1bkLNOkSRMztDu7jP6rwwKywVHp8vrc2jGZz4cffmiC6vHHH8/LDwCBqU1MK1RdYlFdrVu3Tvbbb79IHxMA4K71Ecc1F2IaHZDwBt2QyaGoGJ2GyxtKg9KGET6iyI7NO82/bdq0yblfhy7feOONOfetWbNGduzYYboTK9Kftd0+Hy0u5lte78/+Pntfdcs0b9485/clJSUmkGWXyTrmmGPM0HANyjqE4Oabb86/4QCAoGNaoQqJRcXQE2jahUL3IwC4xaW4tsKBmEYBMqEuyHUHN0riqYIdip2V7YRkWDYgsnz5cjOZcPnno5Hdx6Hq5qj84osv5O9//7sZ9q3B7tprr017tQAAlsY0nT7k1ltvrXGoWhI+/fRTM3Tthz/8oZnuBACAQuKaTzGNAiS8K0IquiEBMQGtYlDLp2nTptKgQQNZuXJlzv36c8uWLfP+jd5f3fLZf/U+vQp2xWW6detWvkzli9xs377dXLmt8vNmzw526tTJdGtqF+RVV11l1hsAEIbaxLQsjREXXHBBtcvoHFaFxKK6+Oyzz+SEE04wnfx6lVEAAAqNaz7FNAqQCXGhC9LHIqSiGxKoWsOGDaV79+4yc+ZMcyVrpVc505+HDh2a92969+5tfp+dsFjpRWj0fnXQQQeZIKfLZAuOOq+Jzj1yySWXlD/G2rVrzfyT+vxq1qxZ5rl1rsiq6O+3bdtm/qUACQDIp1mzZuZWk7rGotp2iWiipo/78MMPmzm4AAAIOaZRgITXRUhFIdJvXICoeMOGDZPzzz/fTFjcs2dPcwXrjRs3ll8V+7zzzpNWrVrJuHHjzM+XX365uRDMHXfcIaeffro88cQT8vrrr5efCatXr54pTo4dO1YOOeQQU5C84YYbzJXXskXOjh07mvZ9bd3XK2drUVELnnqF7OwV2iZPniy77babdOnSxQxJ0OcYMWKEDBgwwNwPAEAxahOLNOk66aST5LHHHjMxUulcWnrTebDUW2+9JXvttZe0bdvWzLWlf/Otb31LDjzwQDNtyOrVq8ufM4ouFAAAXIxpFCAT5EoXpI9FSMWwbCA/LehpIBk9erQJPtq1qFebzl5EZtmyZTlnubTt/vHHH5dRo0bJyJEjTZFx6tSp0rlz5/JldI5GLWLqcGk9E9enTx/zmKWlpeXLaIFRg6IGQX38s846SyZMmJAzabLOd/L+++9LJpMxQU+Xv/LKK3kpAQCRqCkWaQL33nvvyaZNm8rv08TupptuKv/5uOOOM/9qV4gOk9NRAZrI6a1169Y5z6fxDACq40rNAPaZbHlMq5dxIArq0L0mTZrIcX1GlyWkXyWvrnLpgOJbETKLYdlhd0Bqgb02Jwwq2759s8x56WZZt25dreehqum4dvDIX0mDCkW5KOzYvFn++auRkawnopd97Ue9coqU7ll4J+eMFR0Sv3p9FJ3Gtfnc1Va+z2fUGi7+JPbnCMHWDrlfVF34blXsd59ivmO0a/1VV0GhTm65uOC/2bxhm4w9+oWi4wUxLWwhxjXXYpoirrkT16KuF7gY1+oS0xRxzW5MRoIg6ZcOhu6GKcovjAAAAABgK18biuAmCpApSOosVxR8L9ZQiAQAAACQFpdGxwFAMShAQkIvQioKkQCANIYOo3gk7wAAAPajAJkSl7ogQylCVixEMjzbDXG9Tq59PgEAAJAchrUCQOEoQKbItSJHKEXILAqRAAAAAAAAxaMAiYKEVoRUdEUCAAAAAADUHQXIlLnWBRlqEdKlYqTt6wcAgK0YVgkAqArzQwPFoQBpAYqQbrKpGJlvXWxYrzj5vn2ATba03Zr2KsBBJGoAYA+OyQDSVpL2CsBd2glJp0DVxbC4E3YKcAAAAAAAwAUUIC3qglx3cKO0V6NgFCHrViCsbXGy2CKj/j2dSwAAAAAAIE0UIC1CETIcdC8CQN3pCbskpi/R4WoNF38S+/MAAAAAvmMOSEQi5AvT2M7HYqeP2wQAAAAAgK8oQFrGxQvSZFGEtBcFu//gPQoAAACgUFzEBygeBUgLuV6EpMgDAEDYSNSSdXLLxQk/IwAXcWy2n4vXhQBqiwKkpVwuQiqKkPahCxIIW7vWq9NeBQAAkAdFJ9iKC5oiShQgERuKkPbxoQjpwzYAIfriwHppr0Kd0C1iN5J2AAAAN1CAtJjrXZCKIiQAAAAAm9DVBQDJowBpOYqQiBodhAAAAABQO4yGAKJBAdIBvhQh6Ya0h6tFSFfXGwBCQqIGAPbiGB0OV6e/gb8oQCJRFCHtQTEPgMuY+w82YlgnAABAfhQgHeFDF2QWRUgAgEvoFgEAVEZ3GQAUhgKkQyhCIuQuSJfWFQBC5XKxlmICgFC4fKz2eV/5NrqjXevVaa8CLEMB0jG+FSHphkxfKIU93msAAACwlW/FJwCojAKkg3wqQioKQ+mzvQhp+/oB8B/dIvYhWQcAAHAHBUhHUYRE1CjyAQAAwBUM70TcOPkIRIsCpMN8LELSDQkAgJtI1ADAHRyzASSNAqTjfCtCKoqQ6bGxC9LGdQJCtKXtVusu8pH0EFySNQAAAKBuKEDCSnRDpsemgp9N6wIAqBrF2eIxnBRA0jh227NvmNcYIaAA6QEfuyCz6IZMB4U/AIDNSNQA+IhjG6IS9agTIAoUID3hexGSQmR4Rci0nx8A8qFbBACQRZEHPoti+h2gIgqQHvG5CKkoQibPlyJgIe8d3z9HABA1H4qyFBEAhMqHY3jU2CdAPChAesb34gndkGEUIX0pfALwc7gaiQkAuI/uLgBIFgVID/lehFR0Q/pbEKT4CADuoBj7FYoZAFzFsTzdfcHcnwgFBUhPhVKEpBApiRYG4y4OUnwE/OfLUFeStfSQqAHwGcc4AL6iAOmxEIqQikJksigSAgAURVgA8AfHdPYBYGUBcuLEidKuXTspLS2VXr16yfz582v1d0888YTUq1dP+vfvX5enRR2EUoRUFCLdLUIm0V0JVIe45ra0ukVI1gDYiJgGhM2X0SbwT8EFyClTpsiwYcNkzJgxsnDhQunatav069dPVq1aVe3fLV26VK6++mr55je/WeeVRd2LkKEVIhG/qIqGcRceeT/At7h2csvFdf7bdq1XR7gmCBnFV8BOrsU0H/hU7An52B7ytgPWFiDvvPNOueiii+TCCy+UTp06yaRJk2T33XeXhx56qMq/2bFjhwwaNEhuuukmad++fVErjLoLrQhJ4cnuQiRdj7AFca32uMjGrkhY3O929al4ABDT/MA8kOHgtUZICipAbt26VRYsWCB9+/b96gHq1zc/z5s3r8q/u/nmm6V58+YyePDgWj3Pli1bZP369Tk3RCOkIqSiEJmcbEGxpmIkhUfYJIm4RkyDbyi6AnYiV0Mk76MAOwFD3GbA+gLkmjVrTDdjixYtcu7Xn1esWJH3b1566SV58MEH5f7776/184wbN06aNGlSfmvTpk0hq4kahFaEVBQi0ytGVr4BNkkirhHT/O8gIHEBYANyNQBAsFfB/uKLL+Tcc881SVrTpk1r/XcjRoyQdevWld+WL18e41qGKcQipKIQCSDpuDaCmLbrfmTIq7MotgL+IFdDVUI61qe5rTYPvy522h3mHUc+JfnurIomWw0aNJCVK1fm3K8/t2zZcpfl//nPf5oJjc8444zy+3bu3PmfJy4pkffee08OPvjgXf6uUaNG5ob4i5A2H/TilJ0fkiQYCFsScY2YFk4C03DxJ2mvhtcJaajfWYDaCjFX0yLH0k+aFVVksXWEjh7z0mwaIa65ifwW3nRANmzYULp37y4zZ87MCVL6c+/evXdZvkOHDvLWW2/Jm2++WX777ne/KyeccIL5f4ZWpy/UTsjKHZFcsMZPvK6oCXENPhXokB4u0AQbENPSQ9EHiM7JLRezOz1VUAekGjZsmJx//vnSo0cP6dmzp4wfP142btxoroqtzjvvPGnVqpWZ86q0tFQ6d+6c8/f77LOP+bfy/UhPyJ2QFdEVCYSJuOaPtLtFfO4Y8bW4akvRgKFqiAoxDVHyNab5HNcArwqQAwYMkNWrV8vo0aPNBP3dunWT6dOnl0/gv2zZMnMFUbglm7BRiKQQCYSGuAZUjyQNcAcxzS+cWPM3rpF3I0QFFyDV0KFDzS2f2bNnV/u3jzzySF2eEgmhGzL/8F1bOiQAxIO4ljw9rvo6TYJPHSM2JGmKRA2oPWIaokZcAxAFWhWxi7SHr9mIuSIBwI257mwpVNlSuCuGD9sAwH7M9+YGH2KCD9sAuIwCJPKiCFk1ipFu8LWzKi4TJ06Udu3ambl7e/XqJfPnz692+SeffNJcaEyX79Kli0ybNi3n95lMxkzVsf/++0vjxo2lb9++8sEHH+Qs8/nnn8ugQYNk7733NvMDDx48WDZs2JDTUX/mmWeax9hjjz3MlB+TJ0+ObqOBmJHoAParKRblc99998m3vvUt8zf16tWTtWvX5l3uueeeMzFV4+C+++4r/fv3j2MTYIm4RkzZcmLNdTbF5LheU0bt4XPLYxoFSFRbhKQQWT2KkX4J9f0+ZcoUM2n9mDFjZOHChdK1a1fp16+frFq1Ku/yc+fOlYEDB5qA9sYbb5jgo7e33367fJnbbrtNJkyYIJMmTZJXX33VFBD1MTdv3ly+jAbHd955R2bMmCHPPvuszJkzR4YMGZLzPEcccYT88Y9/lH/84x/mYmd6oTNdFnCFTQlPIWxabxI1xKmmWJTPpk2b5NRTT5WRI0dWuYzGrnPPPdfErr///e/y8ssvyznnnBP16iOAzn6b2BQbEB8+E+4aZHlMq9MckAgL80LWDnNGwlV33nmnXHTRRSagKC0a6hmuhx56SIYPH77L8nfffbcJUtdcc435+ZZbbjFB7t577zV/q92P48ePl1GjRpkORvXYY4+Zi5VNnTpVzj77bFm0aJG5gNlrr70mPXr0MMvcc889ctppp8ntt98uBxxwwC5B8PLLL5cXXnhB/vSnP8l3vvOdOHeJ1/Rqu0s/aZb2ang/ab/Lc2eRYBaGRM1dtYlF+VxxxRXVzn2/fft2E7N+/etfm5N1WZ06dYp4C4DkEdMAOy1yIKY52QGpX+KzNyTDpkTOtc5IhgIjLevXr8+5bdmy6+d469atsmDBAjNEOqt+/frm53nz5uV9XL2/4vJKuxuzyy9ZskRWrFiRs0yTJk1My352Gf1XhwVkg6PS5fW5tWOyKuvWrZP99tuvFlsPF4Q0VMiFop6uowvriTDnz6tNTCtUXWNRTXQ0waeffmoe58gjjzRTiXz729/OGSkAuDwM25V4YeM62vZawp+4Ns+BmOZ8B2S2CGnjwcXXIiQHzcLlK0ImnXhn1yGEhN+lou9eyzPSoGG067tj638er02bNjn36xDrG2+8Mee+NWvWyI4dO0x3YkX68+LF+ZNaLS7mW17vz/4+e191yzRv3jzn9yUlJaa4mF2mst///vfmjN5///d/5/09YDubu0Zs/R7Fdw63pB3TClWXWFQbH330kflX109HGegcy3fccYeZY+v999/nRBq8QVyzRwg5XhpcimsrHIhpzhcgsyhEJoch2ckUyeoaRGp6XP09ASoMy5cvN5MJZzVq5O4Z1xdffNEMEb///vvl8MMPT3t14ADbhmFXLvTZVIi0tfgYJ+Kg3zFNpw+59dZbaxyqFpedO3eaf6+//no566yzzP8//PDD0rp1a3MRt5/97GexPTfSP7a4dCLc1yJkiHHNtul+EF1cG+5RTHOuAFnTwU1/zwEnfhQh4xfalxdETwNaxaCWT9OmTaVBgwaycuXKnPv155YtW+b9G72/uuWz/+p92qJfcRm9knV2mcoXudH5RfTKbZWf969//aucccYZctddd5mL0MCOOe8aLWuY9mo4zYaEzfbvS3Q/otCYlnXVVVfJBRdcUO0y7du3LygWFSIb+yrOj6WJpT7nsmXL6vy4CHduY5tPrNkS07LrYTPiGuoS13yKaU7OAVkT5odMBlfJdhfFTWQ1bNhQunfvLjNnzsw5y6U/9+7dO++O0vsrLq/0IjTZ5Q866CAT5Couo/Oa6Nwj2WX037Vr15r5J7NmzZplnlvniszSyZBPP/10c9avpiu4wU1xdqLZ/kU/zTm0bE/SgGI0a9ZMOnToUO1N419tY1GhNK5qcvbee++V37dt2zZZunSpHHjggUVtG2CrtOeFJK5Fgwur2aeZRzHNywJkFoXIZNh6Jg5hFiF93a44DRs2zAxtfvTRR037/iWXXCIbN24svyq2dh2OGDGifHm9CppeYU3n/tB5InU+kNdff12GDh1qfl+vXj1zNbWxY8fK008/LW+99ZZ5DL3yWv/+/c0yHTt2NFfS1qtvz58/X15++WXz93qF7OwV2nTYtRYff/GLX5h2f527RG96Fg/wSZJJW9oJInbFULX01CYW6cT7mtzp77M0Fr355pvy4Ycfmp81zunP2fikHS0XX3yxmc/rhRdeMEmbxlb1wx/+MOGthE9FF9tPrKURZ1yJa3G+dkwrAldimnNDsOuCYdnxY0g24K4BAwbI6tWrZfTo0SYA6TBpLTBmLyKjrfV61bOsY445Rh5//HEZNWqUjBw5Ug455BCZOnWqdO7cuXyZa6+91hQxtWtRz8T16dPHPGZpaWn5MpMnTzZB8aSTTjKPr0XGCRMmlP9eC6KbNm2ScePGmVvW8ccfbzojAd/EOT+kC8mZi4maK0ULVK2mWKRdHppsaTzKmjRpktx0003lPx933HHlc2Jlh8n9+te/NpP/n3vuufLll1+a7hPtRNl33315OTwX4jyQacx57FpcA5Jge0yrlylTzAYmQYfuNWnSRI7rM1p2/3BNUY/FgSp+LpyZg79nzIr5wldTN+/27Ztlzks3y7p162o9D1VNx7Vu5/5SGjT8qigXhR1bN8ub/+/6SNYT0cu+9qNeOUVK99ytTo8xY0WHotYhirmyopwDMu5EzeVO/WISN5e/84RUgCy2A/Lklovr/LebN2yTsUe/UHS8IKaFjbiWbFwLNaa5HNfizo+Ja18hrtktiA7IirhadvzohnQLV8UGkDa6RQpLtvIlcK4mZflwIhMAqj9GulqErByraipI+hTbAARYgMxiWHa8skGRJMINvhQhGe4CJMelK2G7nKzlQ0IGAPAB8ax4PuRwCIfXF6GpCRepiZ9PCR8A+IKLXsBWLg1TA4C0jjU0ebjDpdeKeY0Rt6ALkFkUIuMvQlKItB/dg4A7ipnzLVQuJQAAgORRfAGAeDlXgIyzTZtCZLwoQtrP5SJksevO+xNIF51pcK1ITLECQJpcO2aGKMTXiFE28KoA6cLVuVA1uiEBAGkJMREAgBDYWPTgxBp4jwG5KEBWgW7IeNFtZi+XuyABJIsOMLhUHLaxGGBj0QSAOzixZi9em7phmiG/UYCsAYXI+NANaS/XipCurS+A9ApEJAQAAABA8ihA1hLDsuNDIdJOFPUAAEmgKAzA185+TqyFycWufka1IAkUIAtAN2S8GJZtHxeKkC6sIwC7UPAKD4kaYDeGXRaHuGYPXgugahQg64BCZHzohrQPBT7AT7bOPZfUPH0kCHbgdQAAAAgDBcgiUIiMD4VI1AbFUSB9DNlBXVF8LB5dY4D9OLEWjqTimo0XVQNqgwJkBJgfMj4My7YDhT4APqIAFgYSNQAA4j+ZbOvoGtiDAmRE6IaMD92QdrCtCGnb+gCIDgUj/7lc/KXrF7BTVMUPlz/jLh9bXce+B2pGATJiFCLjQyEyfRT9APiGhMHvfW5zMZtOESAcSR6LiGvJI64BtUMBMiYMy44Phch02VCEjHodGOoPhNstokjWAAAA3yGAeFGAjBHdkPGiEBlmEdKGAigA/zrXKEKynwHAF8Q0P8Xx3cj1k8hwCwXIBFCIjBfda+kVAikGAm5jCCh8TohJ1ADYVJThxJp/KPQChaEAmSAKkfGhGzI9SRYhKXgCYSFZ8wdJGgBw7PUJcQ0IpAC5tUPrtFehKMwPGR8KkelIojBI8RHIdXLLxVbtEl+G8JBQ+MHmi88ACLezn2OTH9alcLVx2987tn/2YAcnC5A+oBsyXhQikxdngZDiIwDfEwufsT93RaIGgGMw0ubLyWO4gwJkyihExotCpPvzQlJ8BMKW1hl/imbsx8pI1ICwxPWZTyOuEdPc3pe2dz/6OroH0aMAaQmGZceLQqSbhUiKjwDSRMLm5v4LJVEDgEIQ04rHPgSKQwHSInRDxo9CpBuFyCSvsM1V1BG6KIeC+tQtguKQpAEoFN1P8ePY7N6+4zsQfFKS9gqg6m5I1y+2Y7OKRScCcfwqFxMrB1I6HQHYSmMEJyoK32dpIVEDECU9sdZoWcNYjlVpff8lrtVtn/mGaUWQBjogLcaw7GTQFZm8bIdjkp2OANyWZmHJx8QjLr7uKxsTNbrFgPy4yFO4x+o4cFKtZnzmUFsUIC3XsKwbUm+IH4VIAEB1CQgJW/XS3j+udD+SqAGw4ZiV9jHbBewjIFoUIB1BITI5FCIBwM5OsbSTNUUywn4BAF8Q08LcNzZ29SMMFCAdQyEy+UIkc38BAEJJSlzdH3EWp0nUgLBxYi0stox4sOGkKxA1CpCOYlh2sihEAvCZS0NCbflCbkNykjZbkjQAQHE4nn+1H2xgy3cdIGoUIB1GN2Ty6IoEgJqF0jFmS6KSBpu2nUQNgMtsOobZdGxPWijbHvV3NJdOYiN9FCA9QCEyHXRFuo/h9XBdqFfBtS1ZCyVpyQppe0MppgO+ibooEvexgLiWHtviuE3vBSBqFCA9QiEyHXRFAgBsSl5CSdJcTNToFAHgCtuO93EIYRsBmzhbgNzaoXXaq2At5odMD8VIAAivW8TmAl0UbN0uG98DAODTMc3W43+xbN2uuN8DNnf1hzqqJzTOFiBRPboh08cQbQAucbEzy8ZkzebEpi582Q7fEjXAVzYXIUI+JvgSC3yKz4CLStJeASTTDUnHqD3zDBL0AIRCk7VGyxqmvRqpyR7vXZxv1vZYZWvxGQCKPbbt9XHGyp3ockxTxLXouXjyGumiAzIQDMu2B8O0ASCsQpRLHRcurWvIiZrNXWKAz8WRJLogbY9r2TjhQqxwZV2TeM1D7uCFPeiADAjdkPahO9KefQ/AXTZ3jLjQPWJ7YlYZiRoA2IG4BqAQFCADRCHSXhQkAaTdLbL0k2aRPmbow7BrKvilVYx0rejoSmcQAIR0Yi2LuFZ3xDWEhAJk4IVI5oa0GwVJAPAzWauqEBhXQdLVgmMaGKYGwIYTa8Q1/+NaUsXHOOIa8z+iLihABo5uSLdUlZj6EIAB1H0uuBkrOrD7HE7WanM8L6Qw6WtMoEsEgA2d/ShMvphU6Mk2X+MaEBoKkDAoRLotio4ZAjuAuDAMu3ihH6NdLz7SKQL4hS7I4oQe01zvfgTqiqtgY5dCJFfMDpNtF0WIU0jbCoTG9UIV0n1NSdQA2Ia45h9e011H8yAMFCCRF0XIMFGYAxBXp1aShR2+2AOAuyhG7Iq45g9OqiFkFCBRJbohAQCuIlnzA4kagGL5cGINfvDluwnTiiC4AiQdesnua/Z3OOiCBBCXpJM1X77oh8qX1y/qRI3uMCBMvhwTAYTL2QIkkkcRMhw+FyF93rZiTJw4Udq1ayelpaXSq1cvmT9/frXLP/nkk9KhQwezfJcuXWTatGk5v89kMjJ69GjZf//9pXHjxtK3b1/54IMPcpb5/PPPZdCgQbL33nvLPvvsI4MHD5YNGzaU/37z5s1ywQUXmMcvKSmR/v37R7fBCObMNgmbm5J+3ehkCldNsSjf8pdddpkcdthhJr61bdtWfvGLX8i6detyllu2bJmcfvrpsvvuu0vz5s3lmmuuke3bt8e9OUgYJ9ZQW8Q1JMH2mEYBEgWhGxLwz5QpU2TYsGEyZswYWbhwoXTt2lX69esnq1atyrv83LlzZeDAgSagvfHGG6YwqLe33367fJnbbrtNJkyYIJMmTZJXX31V9thjD/OYWlTM0uD4zjvvyIwZM+TZZ5+VOXPmyJAhQ8p/v2PHDhMINQhqARN+oNCDmlA0RpJqikWVffbZZ+Z2++23m7j3yCOPyPTp001MrBi/NFHbunWriZmPPvqoWU5PzAHF4hjpHp9eM59OUvtokOUxrV5Zl0qmTluWoPXr10uTJk3kuD6jy7pgSunEs8jWDq3TXgXEaN3Bjbzbv8V0QG7fvlnmvHSzOSOkZ5WiOK51O/eX0qBhaVGPVdmOrZvlzf93fa3XUzsev/GNb8i9995rft65c6e0adPGnA0bPnz4LssPGDBANm7caIJa1tFHHy3dunUzBUcNKwcccIBcddVVcvXVV5vf67q0aNHCBKuzzz5bFi1aJJ06dZLXXntNevToYZbRYHfaaafJJ598Yv6+Iu2EXLt2rUydOrXO+8UW2dd+1CunSOmeu0XymDNWdIjkcSpa+kmzyB8zq9GyhrE9dlX2+tj6rztIKUmLsygeR6IW5RDszRu2ydijXyg6rtkU0wpRaCyqblTAj3/8YxMbtWP/z3/+s3znO98xSZ3GPqXx8brrrpPVq1dLw4bJHwPjRFwjrqFqxLWaEdfCiWl0QKIodET6jeHK/tMzWQsWLMjpMKxfv775ed68eXn/Ru+v3JGo3Y3Z5ZcsWSIrVqzIWUYTUy10ZpfRf3VYQDY4Kl1en1s7JuH3nHBpdEH61H3gK14jJC2qWJQtjmqiln1cnT4km6hl46QW6rQzBYgCx0z78RohSfMciGnOFSCZh9BOvC5wQWgFVQ0KFW9btuy6/WvWrDFt9RUDitKftYiYj95f3fLZf2taRucPqUiD3H777Vfl8yJZPg6xIRGwV1qvDVMC+BXTChVFLNI4esstt+QMcasqTmZ/B/+kdSwhrtmLuObnSXSb49oKB2Laf0qaQIRFSIZl+1e083Eoti32XrKlLDBEm3hv3/6f4KXDqCvSOR5vvPHGSJ8LKCZZS2MotiYEDMe2Cwm0P2yJaTp9yK233lrjULViacKo82LpkDfia/RFiainF9ETa3FOL5IW4pp9fI1rPp6cdiGuDfcopjlVgGz4/mdlPZt+zZniIwqR/qEI6ably5fnzJfVqNGuheSmTZtKgwYNZOXKlTn3688tW7bM+7h6f3XLZ//V+/Qq2BWX0Xkis8tUvsiNXklNr8RW1fMCUSFZs0eaSVrcHUu2z//oY0zL0jmIde7g6rRv376oWPTFF1/IqaeeKnvttZc89dRTsttuX83pq387f/78nOWzcZMY56+0Tqwp4po9fI5rSCeuXeVRTHNuCDbcwbBsv4Q2fNkHGtAq3vIFNZ00uHv37jJz5szy+/QiNPpz79698z6u3l9xeaVXWssuf9BBB5lgVHEZPaOmc49kl9F/9aIyOv9k1qxZs8xz61yRCONMd5pflDVB8LVDwRXsf0Qd07KaNWsmHTp0qPam8a+usUhj2imnnGIe4+mnn5bS0twL7+jjvvXWWzmJoMZJXW/tLAHiwDE1fRQfEUdca+ZRTKMAiVhxkRrYggJq1YYNGyb333+/PProo6Z9/5JLLjFXPbvwwgvN78877zwZMWJE+fKXX365uaLaHXfcIYsXLzYt+q+//roMHTrU/L5evXpyxRVXyNixY00Q04Clj6FXXuvfv79ZpmPHjuYs20UXXWTOqL388svm7/UK2RWv0Pbuu+/Km2++ac7c6YTI+v96A6JCwhbmfqdLBLWNRZ9++qlJ7rLdH9lETePkgw8+aH7WObD0pnMqK/29JmXnnnuu/P3vf5fnn39eRo0aJZdeemm1hVPEz+cTazYcW0MVwknNEIdfu6ajAzHNqSHYcBfDsv3AUGw/DRgwQFavXi2jR482wUaHSWuBMTu58LJly8zV07KOOeYYefzxx03gGTlypBxyyCEydepU6dy5c/ky1157rQlkOoGxnonr06ePecyKZ9QmT55sguJJJ51kHv+ss86SCRMm5KzbaaedJh9//HH5z0ceeaT5N5PJxLIvENaQtSyGriW7r0NAouaOmmLRtm3b5L333pNNmzaZnxcuXFh+NdGvf/3rOY+1ZMkSadeunZna5NlnnzUn9LRzZI899pDzzz9fbr755uQ2DMHGtexxlvmOk93faUq78A17TLY8plGARKIoRLqPIqSfNFBlOxgrmz179i73/fCHPzS3qmgXpAal6gKTXpFNC5nVWbp0abW/R7wT9ic1aX/ayZqiCJnMPrYBiRoKiUWafFU86fWtb32rVifBDjzwQJk2bRo7G6khriWzjwGb7Gd5TGMINlLB/JBuc204s2vrCyAdIQyhSost+5XiI4AkOpRtOdbYcuz1kS37Non3WlyfmZAvrBYqCpBIDfNDAgBsS9ZsSip8EGJRl+HXQDQoTkQjxONwKPvTpu9OQG1QgETqKES6yZWuQlfWE7BZiAUVmxIMV9m2/1xP1CjGAG6x7Zhj2zHZRexDoDgUIGENhmW7h+IeAJ+TNUWyUbd9Ztt+s/G9BcD/E2u2HXtsPD67wMb9ltR7K8ST0IgPBUhYhW5I99hchLR53QC4kazZmnjYKvT9RKIGwAXENbf3k43flYDaoAAJK1GIdAuFPsD/IZpJFlZs/WJtayJiA5v3ja3vJwBhsPkYZOtxO202x7QkcVINUaMACatRiHQHRUgAoSAxcWdfbEkw8SdRA9zCiTU3juNJcmFfJBnX4sS8xmGiAAknMD+kG2wqQtq0LoAvSNbcS1Ti4sK2+5KkASHzqUhh+zEpe1y3/dgeB1e22/b3EFATCpBwBt2QbrCh8GfDOgAI54u2K4lLsUJOTtPmUxEGsAmdy/mFcqx3aTuT/k7EZwNxKInjQYEkuiG3dmjNjraUFgDXHdwo7dUA4AH9wt1oWcO0V6NWKiYxe32cSXFNouVKclYRiRoAG7kU0yoe/4lpAKJAByScxbBsu6XVhUj3I0IXd6cUZ8TD6BZ0ef1d6ZwFECYXj1EuxwTl+vpzUg2+oAMSTqMb0m5Jd0JSfAT85FrHiIudka4mZTYk9hTlAbfpZ3jpJ80SfU6X41rleEFci5eLBeuaMK1IuChAwgsUIu2VVBGS4iOQHJK1aAt9aSRvvhQcfU/SAPynWDFjRQfvdsUWh4uQNhYkiWvR4KQarBuCPXHiRGnXrp2UlpZKr169ZP78+VUue//998s3v/lN2Xfffc2tb9++1S4PFIML1dhJi4MUCGEz4po7yZqPKg4Ni3qYWJyPbZO03htJJGp0iqBQxDR3ii4+xrWq4k4UsSfOx7aNj+8NoOAC5JQpU2TYsGEyZswYWbhwoXTt2lX69esnq1atyrv87NmzZeDAgfLiiy/KvHnzpE2bNnLKKafIp59+yt5HbJgf0k5xFCEpbqJYxLW6IVmLX3WJVm1vISBJA75CTHNPSMcwYlrthPSeQFgKLkDeeeedctFFF8mFF14onTp1kkmTJsnuu+8uDz30UN7lJ0+eLD//+c+lW7du0qFDB3nggQdk586dMnPmzKJXHqgO3ZB2irJgSFclouBjXPO9Y4ov5rDhvcAwNdjIx5gWwmeauAYb3gvENVhVgNy6dassWLDADKMuf4D69c3P2t1YG5s2bZJt27bJfvvtV+UyW7ZskfXr1+fczPMfekAhqwsYFCL9K0TS9YioJBHXqoppPiBZQ5pI2AG7crU4+X5iTXFMQwjvgRA+y4ioALlmzRrZsWOHtGjRIud+/XnFihW1eozrrrtODjjggJzAWNm4ceOkSZMm5Tcdtg0Ui2HZdsoWE2tTjKTwiKglEdeIafEJ4Ys67Hztkyq+k6ihEORq7neApX1sQ7ivfdrvfYShThehqav/+q//kieeeEKeeuopcwGbqowYMULWrVtXflu+fHmCawmf0Q3pTjEy3w2wTW3imu8xLe0vrGl/YUfyeM2BeJCr2YFjXHjSfs3T/i6HcJQUsnDTpk2lQYMGsnLlypz79eeWLVtW+7e33367CWp/+ctf5Igjjqh22UaNGpkbEHc35NYOrdnJQMCSiGtpxTTtnJqxokPiz5vWF/dGyxqmvRoIIElTJGqwFbladJ/xpZ80i+jR6oa4Fg4b4hpgZQdkw4YNpXv37jmTEmcnKe7du3eVf3fbbbfJLbfcItOnT5cePXrUfW2BiDEsGwgbcc2fgox+gedLvN94fYHqEdP8i2vwmw2vcZLvdaYVQUEdkGrYsGFy/vnnm0Jiz549Zfz48bJx40ZzpTV13nnnSatWrcycV+rWW2+V0aNHy+OPPy7t2rUrn1Nrzz33NDcgbXRDAmEjrvmFrhE/2ZCkKRI12M7nmBZSZ3/lYx9d/n6xJaYB1hcgBwwYIKtXrzaBSgNUt27dTGdjdgL/ZcuWmautZf32t781V2T7wQ9+kPM4Y8aMkRtvvLHgFdYhs3StIQ4UIoEwpR3XfGHDkLUsipD+sClJs6EjCqgJMS06xDXEgbiGkBVcgFRDhw41t3xmz56d8/PSpUvr8hRAaihEAuHxNa4l3S1CsgZfkzTAJb7GtNBxcs19xDWELtGrYAMuodMWANzGvJDusi1Jo/sRsEPSc8jZ9tknrrnJxtct6fc28z9CUYAEaihCUogEAHeTNWXbl35UjSTtP0jUAHsQ1+DbdxAb39MIAwVIoBYoRAKA219sbSxsIRevDwDUHnHNbrw+wK4oQAIFoBsSgGvopMpFQmAfm18TG4vpAJJn87HA1uNnyGx+TdJ4L/NdFFkUIIEC0Q0JAG4na7YnB6GwufCY5nuYRA2w8zNic1yz/XgaCttfB5vfwwgDBUigjihEAoDbX3RtTxR8xX4H4CriGlyNa7a/dxEGJwuQWzu0TnsVgHIUIgHYLs2OKhe+8LqQOPjApf3swvsWAHw43rqM/VwzuvrhfAESsBHzQwKA20gk2K9pFx9J1AD7PysunaAgrrFfXXvPwm8laa8A4GMRki5dAMj94rv0k2bO7JKKXSONljVMcU3c5mL3DUkaAJ/jGjGt+H3oGuIabEIHJBADhmUDsE3anVWufgGme6Ru+8vFRM3V9yiAdLh4zHD5GJ0Wl/dX2u/RtL97wj4UIIEYMSwbAOz5IlwMkja/940N700SNcC9z4wNx46Qj91x8WHfuPzehL8oQAIxoxsSgC1I1qLhQ2JSLPYBAPhT6OGY7tc+8OE9CT8xBySQEOaHBAA3586qTuVExef5tXxIyvIhUQPcPrE2Y0WHtFfD27jmc0zzNa7ZEtNsOOkN+zhbgNSLfDC8FS6iEAkAfiVrvhYkfUzMKiNRAxDl8cS3uJYvDrga14hpQPqcLUACPhQiuVo2gFC7RXxN1lxN3kJIzGwtPgLwB3HNDsS0dNH9iKpQgARSRDckgNCFkKwVmhjFUaAMMRlzpfhIogb4c2JNEdeSOelGXMt9zwEuoAAJWIBCJIAkkazZjaQqPiRpAJIQYhGyKsS0eBHX4BKugg1YhHlNAYSKL9AI8T1G9yPg72fJxmMO/GLje8zGzyLsQQESsLAISSESQIhfEG38Ig0/8N4CwLEHPiGuwUUUIAFLUYgEEOoXar5UI+r3FAD/2XhiTXEMQtTvJ1vfU7Z+BmEPCpCA5ShEAgjxi6KtX67hDpuTNNs/fwDCOh7BDbyH4DqnC5BbO7ROexWAxDAsG0Bo+KINX987FB+BMD9bth+bYC/b3zu2f/ZgB6cLkEBo6IYEENoXRrpGUJf3DADYirgG3i8IFQVIwEEUIhG1iRMnSrt27aS0tFR69eol8+fPr3b5J598Ujp06GCW79Kli0ybNi3n95lMRkaPHi3777+/NG7cWPr27SsffPBBzjKff/65DBo0SPbee2/ZZ599ZPDgwbJhw4acZf7xj3/IN7/5TfM8bdq0kdtuuy2aDYZzKCqhNu8RF94nthf9Q1ObWFR5+csuu0wOO+wwE9/atm0rv/jFL2TdunV5l//3v/8trVu3lnr16snatWvj2gw4+Blz4XiFdLnyHnHlMxeCzy2PaRQgAYcxLBtRmDJligwbNkzGjBkjCxculK5du0q/fv1k1apVeZefO3euDBw40AS0N954Q/r3729ub7/9dvkyWiicMGGCTJo0SV599VXZY489zGNu3ry5fBkNju+8847MmDFDnn32WZkzZ44MGTKk/Pfr16+XU045RQ488EBZsGCB/PrXv5Ybb7xR7rvvPl74QL84ulJgQrJ4X6AYNcWiyj777DNzu/32203ce+SRR2T69OkmJuaj9x9xxBG8SOD4BS/jmivfIUMxyPKYRgEScBzdkCjWnXfeKRdddJFceOGF0qlTJ1M03H333eWhhx7Ku/zdd98tp556qlxzzTXSsWNHueWWW+Soo46Se++9t7z7cfz48TJq1Cg588wzTZB67LHHTHCbOnWqWWbRokUmuD3wwAOm47JPnz5yzz33yBNPPGGWU5MnT5atW7ea9Tj88MPl7LPPNmfkdH0RNpe+mCNerr0PSNTsUptYVFnnzp3lj3/8o5xxxhly8MEHy4knnii//OUv5ZlnnpHt27fnLPvb3/7WdIhcffXVSWwOHP6sEdfA+wAhxDQKkIAnKESiLrTAp92FOkQ6q379+ubnefPm5f0bvb/i8kq7G7PLL1myRFasWJGzTJMmTUwgzC6j/+qwgB49epQvo8vrc2vHZHaZ4447Tho2bJjzPO+995783//9Hy944MmaImELF689olCbWFQbOlRNh7uVlJSU3/fuu+/KzTffbE7A6eMhea7GNYTJxdfexc+Yz+Y5ENO+ekQAXg3L5irx0CHMFTVq1MjcKlqzZo3s2LFDWrRokXO//rx4cf4vFVpczLe83p/9ffa+6pZp3rx5zu81yO233345yxx00EG7PEb2d/vuuy8vcgxfJGes6ODsl/alnzRLeU0QNxcTtCwStfhjWqFqE4tqonFURwJUHOK2ZcsWM1WJTh2i82l99NFHRa0nwkJMC4vLcQ12xbUVDsQ05wuQWmRhHjxgV/q5oAhpv4bvfyYl9b/q8ItC/Z1bzb960ZaKdI5HnUMR8BVJm79cT9BCKT7aEtOGDx8ut956a41D1aJIHk8//XQzfUnFdRkxYoSZouTHP/5x0c+BME+sKWKa34hrbrAhrg33KKY5X4AEUDW6IcO2fPly0z6fle+MWtOmTaVBgwaycuXKnPv155YtW+Z9XL2/uuWz/+p9ehXsist069atfJnKF7nReUb0SmwVHyff81R8DkTP5WQti6TNH64naEg2pmVdddVVcsEFF1T7eO3bt69VLKrKF198YeZD3muvveSpp56S3Xbbrfx3s2bNkrfeekv+8Ic/lM+NnI25119/vdx0003VPjai5Xpcq3gcpNPfbb7EtFBOqtkS167yKKZRgAQCQCEyTBrQKga1fHR+xe7du8vMmTPNlazVzp07zc9Dhw7N+ze9e/c2v7/iiivK79Mrren9SodNa5DTZbIFRz2jpnOPXHLJJeWPoZMY6/yT+vzZ4KbPrXNFZpfRoLZt27byIKjPc9hhhzH8OmauJ2tZFCLd5EuClkWillxMy2rWrJm51aQ2sSgfjWk6J7Emi08//bSUlpbm/F4n9P/yyy/Lf37ttdfkJz/5ifztb38zk/wDdUVcc5NvcQ3JxrVmHsU0CpBAQBiWjXyGDRsm559/vpmwuGfPnuYK1hs3bjRXxVbnnXeetGrVSsaNG2d+vvzyy+X444+XO+64w7Tp65XVXn/9dbnvvvvM7+vVq2eKk2PHjpVDDjnEFCRvuOEGOeCAA8qLnNrGr2fZ9OrbetVtLTJqwVOvdK3LqXPOOcecURs8eLBcd9118vbbb5srcN911128kCgI3SNu8DFBo/hot9rEok8//VROOukkM/G+xkhN1E455RTZtGmT/M///I/5OTuPlyaIOqqgckKmc2pln08vEIDk+XJiLYtCpP18jGmKuGavjg7ENAqQQGDohkRlAwYMkNWrV8vo0aPNBMXatTh9+vTyC74sW7Ys52pnxxxzjDz++OMyatQoGTlypCkyTp06VTp37ly+zLXXXmuKmDqBsZ6J69Onj3nMimfUJk+ebIKiBkF9/LPOOksmTJiQc+XsF154QS699FJzFk/b/HUdK06KjPj4lqxlkbTZxdcETZGkuaGmWKQJ3HvvvWeSM7Vw4cLyq4l+/etfz3msJUuWSLt27ZJbeUjocY0TbPYhriFNky2PafUy2QHcFtMKrCaix/UZLSUlue2giovQAHXHhWpqb/v2zTLnpZtl3bp1tR4GVtNxrW/zn0Y+sfH2nVvlL6seiGQ9Eb3saz/qlVOkdM+v5lexlW/JWlWYVys5PidnrhUfN2/YJmOPfqHoeEFMCxtxzT7EtGQR1+xBXLMbHZBA4BiWDSC0jpF86CJJbv8CQJpCiGuVj7kUJOPdv75z5aQa7FfiSwcXXZBA3TEsG0DoyVpFJG7R78OQkKgB9gs5rlGMLG7/hYaYhih5UYAEEA0KkQCqElqyVhEFycL2T8hI1AB3hBrX8h2zKUrWvI9CRExD1ChAAtgFhUgA+YSarFUWcvJGUlY1EjXAPcS1/yCuId9nA4gaBUgAVWJ+SACVkawVXphzsThJobEwJGqAu4hr/sc1YlphiGmICwVIANWiGxJAZSRr8SQ+cSd0JGDxIFED3EdcKwxxzV/ENMSJAiSAWqEQCaAikrXoUSB0C0ka4BfiWvSIa24hriFu9eN+AgB+4YrzALL4oopQ8d4H/MRnG6HivY8kUIAEUDCKkAAqfmHlSytCwvsd8BufcYSG9zyS4s0Q7K0dWlMUAQAgJQxdg+9I0IDwPu8zVnRIeU2A+BDXkDQ6IAHUCV2QACrjiyx8xXsbCBOfffiK9zbS4E0HJAAASB9dI/ANSRoQNuIafEJMQ5rogARQZ3RBAqgKc0PCdbyHAVQ+JgAu4z2MtNEBCQAAYsPckHANCRqAmo4PzA0JlxDXYAsKkAAAIFYkbHABCRqAQo8XFCJhM+IabEMBEkDRw7D1KvQAUBMSNtiIBA1AsccPCpGwCXENtvKqAKlFEOakAwDAnS/GJG2w4X0IAFEcT4hpSBNxDbbzqgAJIB10QQKoK5I2JI0EDUASxxeKkUgCMQ0uoQAJAABSRyESSby/ACApxDUk8f4CXEIBEgAAWIPuEcTxXgKAtBDXEMd7CXARBUgAkWAYNoCokbShmPcMANiGuIZi3jOA6yhAAgAA576AM7cWqnpvAIALiGuozfsC8AkFSACRoQsSQFJI3MJFcgbAR3RHhomYhpB4V4Dc2qG1KYIAAIBwnEyHZBCvKwCEeuyj898PxDWEzLsCJAAAAMmbe0jKAKCwYyRFSbsR14BcFCABRIph2ABcSwRI4Ox4HQAA0RxPiWvJIq4BtUMBEgAABK2mxIFELvp9CgCID3Et2f0JoHYoQAKIHF2QAEJMPEIoVJKEAYD7iGuF7QcA0aAACQAAYGEiE0VBk+QKAOBLXCOmAW6jAAkAAGAhEi0AgE+Ia0DY6qe9AnHY2qF12qsABE+HYQMAAAAAAHhZgAQAAAAAAABgB28LkHRBAgAAAAAAAOnztgAJIH0MwwYAAAAAAF4XIOmCBAAAAAAAANLldQESQProggQAAAAAIGwUIAEAAAAAAABQgKwrhmEDAAAAAAAA6aEDEkDsGIYNAAAAAEC4gihA0gUJAAAAAAAApCOIAiSA9NEFCQAAAABAmIIpQNIFCQAAAAAAACQvmAIkAAAAAAAAgOQFVYCkCxJIF8OwAQAAAAAIT1AFSAAAAAAAAADJogAJIFF0QQIAAAAAEJbgCpAMwwYAAAAAAAAsL0BOnDhR2rVrJ6WlpdKrVy+ZP39+tcs/+eST0qFDB7N8ly5dZNq0aXVaWQBAuj7//HMZNGiQ7L333rLPPvvI4MGDZcOGDdX+zebNm+XSSy+Vr33ta7LnnnvKWWedJStXrsxZZtmyZXL66afL7rvvLs2bN5drrrlGtm/fnrPM7Nmz5aijjpJGjRrJ17/+dXnkkUdyfj9nzhw544wz5IADDpB69erJ1KlTa71dxDUACFOhcU2Xv+yyy+Swww6Txo0bS9u2beUXv/iFrFu3Lme51157TU466STzmPvuu6/069dP/v73v8e9OQYxDQDC9LnlMa3gAuSUKVNk2LBhMmbMGFm4cKF07drVPPmqVavyLj937lwZOHCg2fA33nhD+vfvb25vv/12wSsbFboggXQxDNtdGtDeeecdmTFjhjz77LOm6DdkyJBq/+bKK6+UZ555xpyM+utf/yqfffaZfP/73y///Y4dO0zxcevWrSZmPProo6a4OHr06PJllixZYpY54YQT5M0335QrrrhCfvrTn8rzzz9fvszGjRtNTNLEK7S4BgBIJq5pDNPb7bffbo77Gq+mT59uYkKWJnunnnqqSeReffVVeemll2SvvfYysWXbtm2xvlTENAAI1yDLY1q9TJlC/kA7Hr/xjW/Ivffea37euXOntGnTxlRNhw8fvsvyAwYMMEmhbnzW0UcfLd26dZNJkybV6jnXr18vTZo0keP6jJaSktJCVrdKFECAdLl4ImD79s0y56WbzRkhPatUjOxxrW/zn0pJ/YYRreF/bN+5Vf6y6oFI1rOiRYsWSadOncwZsB49epj7NECddtpp8sknn5jOw8p0HZo1ayaPP/64/OAHPzD3LV68WDp27Cjz5s0z8eDPf/6zfOc73zHBr0WLFmYZjQ/XXXedrF69Who2bGj+/7nnnssp8p199tmydu1asw6VaQfkU089ZQqDtsW17Gs/6pVTpHTP3WpcHgDisnnDNhl79AtFxwsXY1pd41o+eoLtxz/+sYkNJSUl8vrrr5u4ot39Gk/UW2+9JUcccYR88MEHpos/LmnmasQ1AGkLOa4tciCmlRSyQdqdsmDBAhkxYkT5ffXr15e+ffuaRDIfvV87SyrSSml1Q+O2bNliblnZ9s/t27+6r1j1y150AOmp/+5HsvXQ2h0EbZE9BhV43qb6x8yUHYt2RvZwXz3m/x84K9Khy3qrKz2ea9t9NqApPf5rHNCzYd/73vd2+RuNGXpmTJfL0ik59AxatgCp/+r0HNniYzZOXHLJJeYM3pFHHmmWqfgY2WW0E7IYScS1qmLalo25Q8wBIGnZ41BUcc2lmFbXuJZPNonURE3pUDadduTBBx+UkSNHmk5//X89+abTWMUl7VyNuAYgbSHHtXkOxLSCCpBr1qwxT1YxSVT6s3a05LNixYq8y+v9VRk3bpzcdNNNu9w/95VbC1ldALbLP8LVev/+97/NGbFiaFdfy5YtZfaKxyJaq1w612L2DFWWDjG+8cYb6/yYetzW+Rkr0sC03377VXlM1/t1WzUYVhUHqooT2d9Vt4wG7i+//NLMWVIXScS1qmLar0+aVad1BgDb4pqLMa2ucS1fHLnllltyhrjp0DSdt1i78PV36pBDDjHThmQTujiknasR1wDYIsS4tsKBmBZfBCyCnrWreCZOh9gdeOCBpuWz2KTfZppI65tw+fLlkQ8xsUko26lC2dZQtlPPBmnnnh7Ei6UX5dJ5DbVbIQ561k+HIVdU1Rk1HZJ166231tjSj7oJNaaFdGxgO/0TymsaVVyzKaYlGdf0faLzE+uQt4pJo54Y0/mzjj32WPnd735nioI6v5Yuq0Pj6nrSzBahxrVQjgsqlG1lO/3jY1wb7lFMK6gA2bRpU2nQoMEuVy/Vn7U6nI/eX8jy1bWeakDz+QCYpdv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8B8K7776rgwcPhlzm/fffV7169XTzzTcHPX7rrbfKsix98MEHtV732li+fLl27NihG2+8MWgui8GDBys1NbXCtVaSrr/++qB/n3322VxrAQC+lJ6eruTkZLVr104XX3yxGjZsqMWLF6tt27bavXu3PvnkE1166aXau3dvIKb473//q4yMDP3www+BIRebNm2qNWvW6Icffgj7s8vzAEfHFOWjJtTWkbmggoIC7dq1S/369dOPP/6ogoKCOr03AG+jWOFxkydP1qFDhyqdu+KHH36QZVnq2rWrkpOTg/7Wrl2rHTt21PqzO3XqVOGxsrIyPf744+ratasSEhLUvHlzJScn6//+7/8icsEaN26cmjZtWuncFeUX7d/85jcVtvejjz4Ka3tbtmyprl27BgoTn3/+uc4++2ydc8452r59u3788Ud98cUXKisrCxQrdu7cqf379+uEE06o8H7dunVTWVlZhTlCQu2/chdeeKEaN26sDz/8UElJSdWu85G6du0a9O8uXbooNja2whwPR3/+zp07tWfPHs2bN6/CvitP6JTvv/J5NI4uLoTa/qNt3LhRrVu3VrNmzWq0XZXZsmVLyM+Oj49X586dA8+Xa9u2bYX1PvbYY/W///0vIusDADBfmzZtFB8fX+vX//DDD8rKyqpwvUxPT5ekKuONfv36aciQIZo+fbqaN2+u3/3ud5o/f37QvE9btmxR69at1bhx46DXlg89efS1zW6VXWslKTU1tcL6lM9HdSSutQAAv5ozZ46WLFmihQsX6oILLtCuXbuUkJAgSdqwYYMsy9I999xTIa4ob+BXHlfce++92rNnj371q1+pe/fuuv3224Pm1Qxly5Ytio2NrTCscjj37lX54osvlJ6eroYNG6pp06ZKTk4OzAFGsQJAVZizwuM6d+6sq666SvPmzdPEiRMrPF9WVqaYmBh98MEHIVvxN2rUKPD/lbVqLy0tDfnao3tVSNIDDzyge+65R9dee63uu+8+NWvWTLGxsRo/fnxYE05Wp7x3xbRp00L2rij/jFdffVUpKSkVno+LC+8r0bdvX2VnZ+vnn3/WihUrNGXKFJ188slq2rSpPv/8c61du1aNGjXSaaedVuttCbX/yg0ZMkQvv/yyXn/9df3xj3+s9WdIlR/Xoz+/fN9dddVVGj58eMjXlM/X4WaV9WaxqpmwFADgHVVdg0M5emLosrIynXvuubrjjjtCLv+rX/2q0veKiYnRwoULtXTpUr3zzjv68MMPde211+rRRx/V0qVLg2Kz2qgqnouWyq61AAD40RlnnKFevXpJkjIzM9W3b19dccUVWr9+feA+/LbbblNGRkbI1x9//PGSpHPOOUcbN27U3//+d3300Ud6/vnn9fjjj2vu3Lm67rrr6rye4cYQGzdu1MCBA5WamqrHHntM7dq1U3x8vN5//309/vjjEcn9APAuihU+MHnyZL322mt66KGHKjzXpUsXWZalTp06VXnjLB1u8bZnz54Kj2/ZsiVoaKOqLFy4UAMGDNALL7wQ9PiePXvCmhw6HOPHj9esWbM0ffr0CpODl7cWaNGiRaB1Y2WqGnLo7LPP1vz58/Xmm2+qtLRUffr0UWxsrPr27RsoVvTp0ydwM56cnKwGDRpo/fr1Fd5r3bp1io2NVbt27cLexkceeURxcXG68cYb1bhxY11xxRVhv/aHH34I6jWxYcMGlZWVqWPHjlW+Ljk5WY0bN1ZpaWm1+65Dhw5avXq1LMsK2o+htv9oXbp00Ycffqjdu3dX2bsi3CGhOnToEPjsI8/TkpISbdq0qdptAQCgXKhYqKSkpMJwm126dNG+ffvqdI0588wzdeaZZ+r+++/XG2+8oSuvvFJvvvmmrrvuOnXo0EEff/yx9u7dG9S7Yt26dZJ+ufZVtg3S4djryDgpVG+M2lxrf/Ob3wQ9t379+irXBwAA/KJevXp68MEHNWDAAD311FO69tprJUnHHHNMWHFFs2bNNGLECI0YMUL79u3TOeeco2nTplVarOjQoYPKysq0cePGoN4Uoe7dq8oJHemdd95RcXGxFi9erPbt2wcer8sw4wD8g2GgfKBLly666qqr9OyzzyovLy/ouT/84Q+qV6+epk+fXqHluGVZ+u9//xv0PkuXLlVJSUngsXfffbfC8EVVqVevXoXPWbBgQWCMxUgo713x97//XatWrQp6LiMjQ0lJSXrggQdCjgO9c+fOwP83bNhQkkJejMuHd3rooYd0yimnqEmTJoHHs7OztXz58sAy0uHtPu+88/T3v/89aLil/Px8vfHGG+rbt2+NhnOKiYnRvHnzdPHFF2v48OFavHhx2K+dM2dO0L+ffPJJSdL5559f5evq1aunIUOG6O2339bq1asrPH/kvrvgggu0fft2LVy4MPDY/v37NW/evGrXb8iQIbIsS9OnT6/w3JHnTsOGDUMem6Olp6crPj5es2fPDnr9Cy+8oIKCAg0ePLja9wAAQDocCx0938S8efMqtCi89NJLlZOTow8//LDCe+zZs0eHDh2q9DP+97//VYiVevToIUmBoaAuuOAClZaW6qmnngpa7vHHH1dMTEyV1/TyhhtHbkdRUZFefvnlCsuGe63t1auXWrRooblz5wYNV/XBBx9o7dq1XGsBAKiB/v3764wzztCsWbOUlJSk/v3769lnnw05F+mR9+FH5m+kwyNlHH/88UHX5qOVxwyzZ88OenzWrFkVlu3SpYsKCgqChpb6z3/+o7/97W9By5U32jwynikoKND8+fMrXQ8AKEfPCp+4++679eqrr2r9+vU66aSTAo936dJFM2bM0KRJk7R582ZlZmaqcePG2rRpk/72t79p9OjRuu222yRJ1113nRYuXKhBgwbp0ksv1caNG/Xaa69VGNuwKr/97W917733asSIEerTp4++++47vf7662H3zAjXuHHj9Pjjj+vbb78NFB0kKSkpSc8884yuvvpqnX766Ro6dKiSk5OVm5ur9957T2eddVbgxr9nz56SDk80lZGRoXr16mno0KGSDnezTElJ0fr16wMTVEuHu13eeeedkhRUrJCkGTNmaMmSJerbt69uvPFGxcXF6dlnn1VxcbEefvjhGm9jbGysXnvtNWVmZurSSy/V+++/X6E1YyibNm3SRRddpEGDBiknJ0evvfaarrjiCp166qnVvvZPf/qTPv30U6WlpWnUqFE68cQTtXv3bq1cuVIff/yxdu/eLenw5NVPPfWUhg0bphUrVqhVq1Z69dVX1aBBg2o/Y8CAAbr66qs1e/Zs/fDDDxo0aJDKysr0+eefa8CAARo7dqykw8fn448/1mOPPabWrVurU6dOSktLq/B+ycnJmjRpkqZPn65Bgwbpoosu0vr16/X000/r17/+ddBk2gAAVOW6667T9ddfryFDhujcc8/Vt99+qw8//LBC79Dbb79dixcv1m9/+1tdc8016tmzp4qKivTdd99p4cKF2rx5c6U9Sl9++WU9/fTT+v3vf68uXbpo7969eu6555SUlKQLLrhA0uG5qwYMGKC7775bmzdv1qmnnqqPPvpIf//73zV+/PgqY7PzzjtP7du318iRI3X77berXr16evHFFwPx0JF69uypZ555RjNmzNDxxx+vFi1ahIw1jjnmGD300EMaMWKE+vXrp8svv1z5+fl64okn1LFjR91yyy013dUAAPja7bffrksuuUQvvfSS5syZo759+6p79+4aNWqUOnfurPz8fOXk5Gjr1q369ttvJUknnnii+vfvr549e6pZs2Zavny5Fi5cGLiHDqVHjx66/PLL9fTTT6ugoEB9+vRRdna2NmzYUGHZoUOH6s4779Tvf/973Xzzzdq/f7+eeeYZ/epXv9LKlSsDy5133nmKj4/XhRdeqD/+8Y/at2+fnnvuObVo0SJkwQUAgljwlPnz51uSrK+//rrCc8OHD7ckWSeddFKF595++22rb9++VsOGDa2GDRtaqamp1pgxY6z169cHLffoo49abdq0sRISEqyzzjrLWr58udWvXz+rX79+gWU+/fRTS5K1YMGCCp9z4MAB69Zbb7VatWpl1a9f3zrrrLOsnJycCu+xadMmS5I1f/78Kre3qs+aOnWqJclq2LBhyNdlZGRYTZo0sRITE60uXbpY11xzjbV8+fLAMocOHbJuuukmKzk52YqJibGO/rpccsklliTrrbfeCjxWUlJiNWjQwIqPj7d+/vnnCp+7cuVKKyMjw2rUqJHVoEEDa8CAAdaXX34ZtExVx7B8m3bu3Bl4bP/+/Va/fv2sRo0aWUuXLq10X5W/9vvvv7cuvvhiq3Hjxtaxxx5rjR07tsK6SrLGjBkT8n3y8/OtMWPGWO3atbOOOeYYKyUlxRo4cKA1b968oOW2bNliXXTRRVaDBg2s5s2bW+PGjbOysrIsSdann34aWG748OFWhw4dgl576NAh65FHHrFSU1Ot+Ph4Kzk52Tr//POtFStWBJZZt26ddc4551j169e3JFnDhw8P2n+bNm0Kes+nnnrKSk1NtY455hirZcuW1g033GD973//C1qmX79+Ib8fodYRAOB+Y8aMqXB9r+xaYFmWVVpaat15551W8+bNrQYNGlgZGRnWhg0brA4dOgSuQ+X27t1rTZo0yTr++OOt+Ph4q3nz5lafPn2smTNnWiUlJZWu08qVK63LL7/cat++vZWQkGC1aNHC+u1vfxsUo5S//y233GK1bt3aOuaYY6yuXbtajzzyiFVWVha0XKh1W7FihZWWlmbFx8db7du3tx577LGQ18+8vDxr8ODBVuPGjS1JgVitPP468npuWZb11ltvWaeddpqVkJBgNWvWzLryyiutrVu3Bi0zfPjwkLFZeZwCAIBfVHXvX1paanXp0sXq0qWLdejQIWvjxo3WsGHDrJSUFOuYY46x2rRpY/32t7+1Fi5cGHjNjBkzrDPOOMNq2rSpVb9+fSs1NdW6//77g+KOUNfbn3/+2br55put444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"text/plain": [ "
" ] @@ -292,15 +289,15 @@ "\n", "# plotting at fixed time t = 0.0\n", "print('Plotting at t=0')\n", - "plotter.plot(trainer, fixed_variables={'t': 0.0})\n", + "plotter.plot(pinn, fixed_variables={'t': 0.0})\n", "\n", "# plotting at fixed time t = 0.5\n", "print('Plotting at t=0.5')\n", - "plotter.plot(trainer, fixed_variables={'t': 0.5})\n", + "plotter.plot(pinn, fixed_variables={'t': 0.5})\n", "\n", "# plotting at fixed time t = 1.\n", "print('Plotting at t=1')\n", - "plotter.plot(trainer, fixed_variables={'t': 1.0})" + "plotter.plot(pinn, fixed_variables={'t': 1.0})" ] }, { @@ -367,18 +364,11 @@ ] }, { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c13be1fd7a9549e8855489ce4b5ffaaf", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Training: 0it [00:00, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 48.54it/s, v_num=1, mean_loss=1.48e-8, D_loss=8.89e-8, t0_loss=0.000, gamma1_loss=2.06e-15, gamma2_loss=0.000, gamma3_loss=2.1e-15, gamma4_loss=0.000]" + ] }, { "name": "stderr", @@ -386,6 +376,13 @@ "text": [ "`Trainer.fit` stopped: `max_epochs=1000` reached.\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 999: : 1it [00:00, 43.25it/s, v_num=1, mean_loss=1.48e-8, D_loss=8.89e-8, t0_loss=0.000, gamma1_loss=2.06e-15, gamma2_loss=0.000, gamma3_loss=2.1e-15, gamma4_loss=0.000]\n" + ] } ], "source": [ @@ -423,7 +420,7 @@ }, { "data": { - "image/png": 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5LF68OIwfP75lWu/evdPnCxcubPN9k/dJLnXe3u677x4efPDBbr8n+StyYVFbVx1F/q6L/BsrSkxLiGsAkD03dKnQAWJRD8ap7s1fqnBzl7tfHhUG1Har63u++sprTf/9SRg2bFir6cklyldffXWraevWrQtbt24NQ4YMaTU9eb506dI23z+5vDnpFfK2t70tHXdx/vz54c4770zfp7vvCd0hrlWXuBanvGNaQlwDgOwpLlagsCj5oshFxioUGBtl5cqVYeDAgS3P+/evT9v1la98Jb3keeTIkaFXr15pgTG5/Nklz8UlrlHkuFakmEZ8MS0hrgFAz7gsuuQUFrFfVFeShG3/aCsRGzx4cOjTp09YvXp1q+nJ86FDh7b5vvvuu2+4++67w8aNG8Nzzz2X9kbcc8890/EXu/ueUPZLYmmcou0XRSvmFymmJcQ1AMie4mJJDwiLdqBN9oq0jxTld1dE/fr1C2PGjEkvbW62bdu29Pm4ceM6fG0y7uKBBx4YtmzZEv7jP/4jvO997+vxe5K9ovy+itJekR9xjYS4BgDZc1l0CUnA6M7+4rKy6po6dWo4//zzwwknnBBOPPHEMHPmzLRXYnKpc2LSpElpEfH6669Pn//iF78IL7zwQhg9enT6/2TMq6R4eMkll3T6PYlDEQqLYhrd2WfEtGoT1wAgW4qLJUrCJGCUORkz9mLjTJw4MaxduzZMmzYtrFq1Ki0azps3r+WGLCtWrEjv9tzs1VdfDVdeeWV45pln0suh3/3ud4fvfOc7Ye+99+70e0JniGuU+cSZuNY44hoAZEtxsSQkYNRrP5KIVdOUKVPSR1sWLFjQ6vlpp50Wfv3rX/foPcmfE2ZUQexxjcYR1wAgO8ZcLEESprBIvfcn+xSQF20QjdinYhXz8SUAQGcpLhaYBIxG719AOcVa0NDu0Mh9y/4FANAYiosFTcIcIFPV/SzG3yNQzvaG8olxPxPXAICiM+ZiAcV4YByjTQdt3uU8/Vf0y2BJis14VVAuMRYyxLXOEdfqt78ZhxEAoH4UFwuWhFU9AetMYtXI96tqMTK2RMwdNqE8qhzX6h3TuvqeVY1pMcY1AIAiU1wskColYI1IuBq5XFVI0CRiQD2JafmrckyLLa45aQYAFJniYkGUOQmLtZDYk3Uoa2ImEYNii6U3fpljWhniWlvLL64BANAexcUOSMIao+hJV9WLjTEVGAFiIK4VWyxxTe9FAKCoFBcjV5beHVVIvDq7/mUoNMaSiAGd54RZfYlr4hoAAH+huBhxElb0wmLVE6+yFxpjKDDq5QHFIq6Vk7gGAFBtiouRKmoCpqBYrUJjDAVGoBjEtWrFtSLGtBjimpNmAEAR9c57AShHApYkEwqL1dyGee+vMfQyhtjl/TvJu52oUpsc2/Yr4jZ8uYD7KwBAnvRcjCwJK9oBbRGThtgVsddHst/qwQi01z4UhZjW2O1apLiWJ70XAYCiUVykWyRgjVe0S6YVGIG22oUiENOy3c5iGgBAubgsOiJFSMKKeolT0dnmcV/yCTHz+2ifmJaPomz3IhyXAQDEQHExkiQs9gPYoiQCZVaE7yD2/RjITuztQeztaRWIawAA5aC4GIGYE7AiHPhXTezfScz7M5CNmNuB2NvQKvKd7EyPYwCgSBQXaZfkK26SMSDGAkWshUVtZvxiPe6IdZ8GAIiF4uJ2JGF/IQErlhiTsTwSMb08gCK1kxTrGESBEQCgfYqLOYrxQDXGA3qKmYzFuH8D1frdx9g20jm+NyfNAIDiUFwkJQErB8kYkJcYC4sUW2zHJrHt4wAAsVBczElMB6gxHbhTru8z6/3cpdHg9xBbO0i5vs+Yjt8AAGKhuFjxokRMB+yUs7eHRAzKL5bfeUxtH/XlewUAiJfiYkWTMAlYNUjGgKrQ3pVfLN9xlsdxVT35DQBUoLg4a9asMHz48DBgwIAwduzYsGjRog7nnzlzZjjiiCPC7rvvHoYNGxY+/elPh1dffbVbC1x0sRQWqY4Yvu8Y9nvoiLhW7N93DO0c2XByFHZNTAMg+uLi3Llzw9SpU8P06dPDkiVLwqhRo8KECRPCmjVr2pz/e9/7XvjsZz+bzv/kk0+GW265JX2Pyy+/vMcLT9dJwKqpSt+7Xh50VRnjWpV+B1Vq34jne4+hqA5ViWkAlLC4OGPGjDB58uRwwQUXhKOOOirMnj077LHHHmHOnDltzv/QQw+Fk08+OXzoQx9Kezu+853vDOecc84uezuWMQnL+0A07wNxQqW//7z3f6hSXKvK7zrvdo18+f5hZ2IaANEXFzdv3hwWL14cxo8f/9c36N07fb5w4cI2X3PSSSelr2lOup555plw7733hne/+93tfs6mTZvChg0bWj3oGQfg2A8gn7gmpjWGuEbe+0FWxfUq9USmZ+RqAOSlb1dmXrduXdi6dWsYMmRIq+nJ86VLl7b5mqRnR/K6U045JdRqtbBly5Zw0UUXddjV/vrrrw+f+9znurJo0cuzd4cEjB33h/4r+uX2O9jruZovhGhkEdfKGNMS4hqxyDOuQUzkagCU9m7RCxYsCJ///OfD17/+9XTcjzvvvDPcc8894dprr233NZdddllYv359y2PlypWNXszSqnphcfgb17b7qLKq7xeQZVzLOqaVvZdTlduvjmKauLa5kkMDQE/J1QDIvOfi4MGDQ58+fcLq1atbTU+eDx06tM3XXHXVVeG8884LH/nIR9Lnxx57bNi4cWP46Ec/Gq644or08rMd9e/fP31kIYskLK8DzzInYPVIojr7Hsuf37fHnxWjvHp6ZNF7MfldD1q2qaGfQTlkEdeyjGlZEdfqT1zrOT0Yqboy5moAlLDnYr9+/cKYMWPC/PnzW6Zt27YtfT5u3Lg2X/OnP/1pp6CUBL1EcjkZjVGmwmLevTPy/vxGKtN+At0hrhVHmdqrvONKWWNaXvtJFsX2svdIpj7ENAAK0XMxMXXq1HD++eeHE044IZx44olh5syZ6dmt5C6biUmTJoUDDzwwHWMqcdZZZ6V3LXvzm98cxo4dG55++un0DFkyvbnIWGZ59O4oQwIWe7Kz4/IVuXdjHj09jL1ITMS1rhHXuk5My5YejFSZmAZAIYqLEydODGvXrg3Tpk0Lq1atCqNHjw7z5s1rGQx/xYoVrXoqXnnllaFXr17p/1944YWw7777poXFf/mXf6nfWlD4wmLsiVdXlr+IhUaJGFUmrsVNXMte0WNaHpw0IxZiGgB56FUrwLXJGzZsCIMGDQpvO2Va6Nt3QKEuM8m6h0fRkrCiFxU7UsSELOsejI0ee7He4y5u2fJqeODBa9KbcgwcOLAu7dqVD78zDNhztzot4V+8+spr4bq3/qQuy0n9iWmdJ6bFpWhxTUzLLq6JadXW/P2PPeva0He3+uZqAF2x5bVXwy/+71V1i2sfnP/3od+e9c2RN7+yOdz+9u+WLlfrcs/FMlFYzEeZC4rb0/MDoBqFRXEtTln3ytd7EQCoqkoXF8ukCElYVZKvjtY99l4fLo8GYrtDdMzENXEt65Pi9e6RDwBQD4qLJUjCYi8sVjn5KmKRMcsCo14eQHvtUMzEtZ23hbgGAFBdios0jOSruMmYHoxAnu1PrMS14sa1rDhpBgBU0V9v60whxZiEJQmGBMy26iyXWkL84whn9TuNMaYlxLWubasYxbpvAQCUgeJiA1Q5CYs1qYhdjNstxv0rtps2AeWmqFiu7ZZVXHPSDAComspeFl30okNshZ8Yk4iiifGSMpdHA1U9YSaulTOuAQBQf3ou1lkVz1ZLwGzPnqri7waIs7AYa6+7Iotpe8a0r1Xx5DgAUE6KiwUUy4GxBKwa2zaW/Q2g0WJpd8uoanHNSTMAoEoUF+mWWBKEsotlOyswQjVlUSCJpX2Jpb0tO9sZAKB8FBfrqCpJmMTA9m4EvTyg+1wqWY4edVURw/aO4XgKAKAsFBcLJIYD4RgSgiqKIfmNYf/rDkUXiFfe7Ure7WqVVWHbO2kGAFRFJYuLig3FLG5RjWSMfMyaNSsMHz48DBgwIIwdOzYsWrSo3XlPP/300KtXr50e73nPe1rm+fCHP7zT388888wsVoWCFEYUFsk7puW9D9JY4hoAZKeSxcVGKHMSlvfBP/F8H43eD/XyyMfcuXPD1KlTw/Tp08OSJUvCqFGjwoQJE8KaNWvanP/OO+8ML774YsvjiSeeCH369Akf+MAHWs2XFBO3n+/73/9+FqsDuySuxSPvk5cKjOUkrgFAthQX6ZAELE6+F+ppxowZYfLkyeGCCy4IRx11VJg9e3bYY489wpw5c9qcf5999glDhw5tedx///3p/DsWF/v3799qvte//vX1XGwKzAkzqhLXGnHSzBU4uyauAUC2FBcLIK8krKwH+mWR1/ejl0dxbNiwodVj06ZNO82zefPmsHjx4jB+/PiWab17906fL1y4sFOfc8stt4QPfvCD4XWve12r6QsWLAj77bdfOOKII8LHPvax8Pvf/75nKwQ9JK7FTVyjpzEtIa4BQPb6Zv+RFIEErDjf0/Ln9817Merey2Ov52p5L0Zmfrb68ND3lf51fc8tG5OE6ydh2LBhraYnlz1fffXVraatW7cubN26NQwZMqTV9OT50qVLd/lZydiMyWXRSYFxx0ui//Zv/zYccsghYdmyZeHyyy8P73rXu9KCZXIJNXFr5BAFTphRtbhWJXnHtIS4BgDZU1ysg7IlYQqLxZJHIpbsl/1X9Mv0M+m6lStXhoEDB7a6TLnekqLiscceG0488cRW05OejM2Svx933HFhxIgRaW/Gt7/97XVfjipzieSuiWvFUra4VrWTZkWOaQlxDQC6zmXRtCIBKybfW8eqWnxJkrDtH20lYoMHD057Eq5evbrV9OR5Mk5iRzZu3Bhuv/32cOGFF+5yWQ499ND0s55++umurQSl4oQZnSWu0Z2YlhDXACB7iosRyzoJcyBfbFl/f8ZeLId+/fqFMWPGhPnz57dM27ZtW/p83LhxHb72jjvuSMe8+vu///tdfs7zzz+fjrm4//7793iZaawy3bVdXKMrxLVyENcAIHuVKy7WuwdTmZIwiq8sibTfVbamTp0abr755nDbbbeFJ598Mr35StIrMbl7dGLSpEnhsssua/PSsbPPPju84Q1vaDX9lVdeCRdffHF4+OGHw/Lly9NC5fve975w2GGHhQkTJmSyTsTHCTOqGtPInrgGANky5mKkJGEUgbEXy2HixIlh7dq1Ydq0aWHVqlVh9OjRYd68eS03eVmxYkV6B+ntPfXUU+HBBx8MP/nJT3Z6v+Qy61/+8pdpsfKll14KBxxwQHjnO98Zrr322oaNkQXbU5Qqj6zHX2xUXKv3uIvJyfJBy9q+WzLiGgBkTXERSVjJuNMm3TFlypT00ZbkJiw7OuKII0Kt1naivPvuu4f77rvPFwHUhbhGd4hrAJCdyl0WXQRZ9lrUu6OcsvxejVEF5dGoIQnENXrK8QoAQLwUFys8LlzVDtTfMXRp3ouQqaJ/v0X/fQHZK3q7RxycNAMA6BqXRVOpomFn571/1cjuLk4lLyUz9iKU4yZlRS7UlKmw2IiTYWWIa0W/PLre4y4CAMRCcTEykrA4eiDu+BllSMoAiJO41nlOmgEAxEdxsYKK2Lsj70uat//8ohUai97To17cWROyH4rACbP2iWvdJ64BAMRFcTEixviJK/EqU6Exi0SsEZdGu4QMKNMJM3ENAIAyqlRxsZ5jUxX1ZhNFSMJiTb46WtaiFBkByJ64Vn9OmgEAxKNSxcWqi72wWKTkq4hFxqImYkAxZdEbX1xrHHEtfob7AABiobgYiSpfEl3komIRkzGAMoi5sCiulYeTZgAAu9Z717NQBjEmYUnyVaYErAjrFuN+UNYhCKBI/M7K3fbXQ6zrVcS4BgBQNoqL3SAJK2+SUoX1bHQiVuVeuEA27UCMBaUY2/t6K3PxFACA7lNcjECVkrAqJiZVXGeAqqhiGx/b+hbtpJmT1ABA2SgullxshcUqi2n9Y9ovgO7fzKGKYmq/YmrXs1bFoioAAG1TXCQTEpBqbQeXRkN1VeH3r7DWelvEIKaiMwBA1SguljgJi+VAO5bEIxaxJKWx7B9ZXkJW1Z5eUJZLNGNot2Jov2MTyzZp5P5RhaI5AEB3KS5S+iJarGwbgM5TWIybmAYAUF2VKS7Wq8dSUXp45J2ESTKKsZ3y3k+ActlU4t5debfXRRDDScWixLWiHE8CAHRGZYqLMSprEpZ3YlE0Zd1eZd2/geoVjMraTjeK7QUAUC2KiyWUZxImoSjedss7aQeImbhmu8V80sxYwgBADBQXqRsJmO0HFEs9L82MsfDSU+JaMbefk2YAANlSXCyZvA6oJWDF3o6N2m/qWWwwPhVUk7hWbI4PAADKT3GxC/TwaJvEob5sT4B8aYeLrwgnzQAAykJxESKUR2LrMjIgNnm0SwqLtmlW9MgHAMpCcbFEJGEA5KEsvbkUFsu1bZ00AwDIhuIi3SYJa6yybN+yFB0gJlW4Q6zCUPmUJa4BANCa4mJJii1ZJ2EShHJuZ8k8UFXiWjm3cyPimpNmAACtKS7SZRKwbNne9VWFHl/QGcZ7+yvtLAAAdJ/iIlCY3ouKIRCfovfGV1jMnm0OAFAuioslKGpIwsqv6ImYS8gAyCuuxXzSDACgDCpRXIzpMsgiF1mKXuAqOtsfqAInzCiCeh3PxXzyGgCgsypRXCwzZ+OxXwF0nRM2+fMdAACUg+IinSIBiIPvAYhJkXvjU6245mQsAEDjKC6ySwpacSnq96EIAcRSACpqOwqxD/8DAFST4mKBiyvOwtNI9i8oL+O8ERPFXgCAYlNcpEMO+ONU5e9FUQToiSq3n1X/Xup90kyPfACAv1Bc7ATFDAAofm9phUUAAKg/xcWCkoRRxF4eQHnotUW9Kf4CABST4iIUWNESMcUIIC9Fay+pzkkzV8gAAEWnuJiRohVVJGEAgOMPAAB2RXERCq7RheAYe3kA5dLodsYJMxqlaCePAQAaQXGxgCRhANW1fkT/vBcBGspJMwCAYumb9wJAFv7nwCUt//7hhuNtdKCyqja+W1l7LYprAADEQnGRUiVh2ydb3ZmnqIXH5Hu7f9XIvBej05eQ9V/Rr8fFkb2eq9VpiYA8LwU19ELPYlpH8xU1phUtrgEAVJ3iYsFIwrqffHWGniDt73fLn9+3bts5hstKBy3blPdiAA1WxBNmYhoAAEWjuJjB5WNFGey7SElYPZOvXX1GUXp+6OUBUFyNjmtOnpX7pBkAQJ7c0IVCSZKjLAqLeX8mANWQV1wrgqKc9CzKSWQAgEZRXKQw8k6GilBkLEoiBtDooT5ibw/zjil5fz7VvtESAFAupS8uJmOrlUVVk7DYEqCYliVLxvsst1mzZoXhw4eHAQMGhLFjx4ZFixZ1OP9LL70UPvGJT4T9998/9O/fPxx++OHh3nvv7dF7QlXEFEdii7FFOj4hbuIaAGSn9MVFii3WhCfW5YLumDt3bpg6dWqYPn16WLJkSRg1alSYMGFCWLNmTZvzb968ObzjHe8Iy5cvDz/84Q/DU089FW6++eZw4IEHdvs9KY4iXAIac0Eq1vgR63I1kpNm5SWuAUC2FBeJNgmLPdGJtbdHrN9n0YoTVTJjxowwefLkcMEFF4SjjjoqzJ49O+yxxx5hzpw5bc6fTP/DH/4Q7r777nDyySenvRNPO+20tIDY3feEsos1Zmwv9uWDzhLXACBbiosNpohS/gSnSMtKtWzYsKHVY9OmTW32Qly8eHEYP358y7TevXunzxcuXNjm+/7oRz8K48aNSy+LHjJkSDjmmGPC5z//+bB169ZuvyfVU6VeY0WKEzEuaxFOmhFHTEuIawCQvb7ZfyQUK6np7HL/cMPxeS9GJsWA5c/vm/dilMqK3w0OvXcfUNf33PbnV9P/Dxs2rNX05BLlq6++utW0devWpUXBpEi4veT50qVtJ/TPPPNM+OlPfxrOPffcdJzFp59+Onz84x8Pr732WvoZ3XlPslGFm0bEVogqYlyrSkyr98nk/iv65TrG+KBlbRfbqhTTEuIaAGRPcbHiPTxiSsKKmIDFmowl3+v9q0bmvRjkbOXKlWHgwIEtz5Mbr9TDtm3bwn777Rduuumm0KdPnzBmzJjwwgsvhC996UtpsgcUP67FFNOgkTEtIa4BQM+4LBrqqMiJZNFUoQdWTyVJ2PaPthKxwYMHpwXC1atXt5qePB86dGib75vcITq5O3TyumZHHnlkWLVqVXo5WnfeE8qmDPEgpnVo1MnQKl2eX4WYlhDXACB7iotEIaYEpqfKtC6UX79+/dKeh/Pnz2/VgyN5noyr2JbkJi7JpdDJfM1+85vfpEXH5P26855Qpt74ZYoDZVoXqkFcA4DsKS5WmCSs3GL5fonf1KlTw8033xxuu+228OSTT4aPfexjYePGjemdnhOTJk0Kl112Wcv8yd+Tu0V/8pOfTIuK99xzT3pDl+QGL519T6p9k7Iy9xYrYzGujOtEuYlrAJAtYy52wGWXjVfWhKXMY1XV66YueQ9+z19NnDgxrF27NkybNi29tHn06NFh3rx5LTdkWbFiRXq352bJoPr33Xdf+PSnPx2OO+64cOCBB6aFxksvvbTT7wkUSwxxzXjCdJa4BgDZUlxsID08qllYjCkRg86aMmVK+mjLggULdpqWXN788MMPd/s9oYy9tcU1enpSe6/najZinYhrABD5ZdGzZs0Kw4cPDwMGDAhjx44NixYt6nD+l156Kb1cLhmPKxl8ObkRwL333tutBaY8SVgV5J1o+p6hc8Q1it7e031lvkyfahLTAIi+uDh37tx0HJPp06eHJUuWhFGjRoUJEyaENWvWtDl/cufQd7zjHWH58uXhhz/8YXjqqafScbiSy+ioLkkYEAtxDYoTv2M+aVavK1agJ8Q0AApxWfSMGTPC5MmTWwblnz17djqY/5w5c8JnP/vZneZPpicD/z/00ENht912S6clvR6prrwTk6y5PBriJq5lq4y9xMQ1IBZiGgDR91xMeiEuXrw4jB8//q9v0Lt3+nzhwoVtvuZHP/pROjZXcll0MpD/Mccck95VdOvWre1+zqZNm8KGDRtaPaDI8kw8G9HLo4zFAaopi7gmppW7N1vVCotAvORqABSiuLhu3bo0edrxbp/J8+RuoG155pln0suhk9cl4yxeddVV4ctf/nK47rrr2v2c66+/PgwaNKjlkdyZlPqRhAFkF9fENMpIURXiI1cDoFA3dOmKbdu2hf322y/cdNNNYcyYMWHixInhiiuuSC+nbs9ll10W1q9f3/JYuXJloxczWmXqIVb1RKTq6w9l0dW4VpaYZjy5nWnX86FHPtSPXA2AzMdcHDx4cOjTp09YvXp1q+nJ86FDh7b5muQO0clYi8nrmh155JFpj5Ck636/fv12ek1yR+nkAQCNlEVcq2dMWz9CbCQexhSGuMjVAChEz8UkYUp6acyfP7/V2a7keTL+VFtOPvnk8PTTT6fzNfvNb36TJmdtFRYpJ7078t0Osd5dU08o8laluPbywb3yXoRStW/iGhCbKsU0AAp+WfTUqVPDzTffHG677bbw5JNPho997GNh48aNLXePnjRpUnoJWLPk78ndoj/5yU+mgSq5s3Qy8H0yED7Zi7XIBJAXcQ26T5EV4jJVrgZA7JdFJ5KxpdauXRumTZuWXgI2evToMG/evJbB8FesWJHeabNZcjOW++67L3z6058Oxx13XDjwwAPTQuOll15av7WIkB5ZfyXxaM1lZPXtibXXc7U6viNVJK5lpyzjCItrcZwsvX/VyLwXA6IjpgFQiOJiYsqUKemjLQsWLNhpWtIN/+GHH+7ORwERFwmWP79v3osBdSGuQfc5adb65HL/FS4lJV9iGgClu1s03VeWHh7sTK8XgGIO9aH9BgCA1hQXaShJWDyMt9mau+4C1E8Z4r2TugAA3aO4WKG7aiouAUC1C2gAAFBvios0jCTM9gGgOrKO+06aAgDEQXERAAAiUMYrZwCA8lNchBzp3QkU5Q64sY1nl3WvNe01AAC0TXGRhpCExcklZAA0kvgPAFA9iosVoahEI9SjJ1I9ekQBAAAA+VBchJzp5QEQN+10vJw8BQDIn+JipOo9NlWWJGEAUF2OAwAAqqXUxcX1I/rn8rku8wQAKJ4in9wFAMhLqYuLAAA9oRceAAB0THGRupKE2W4AjWacPWLmChYAoGoUF6FiJOUANJqTjQAA1aG4WAGKSQAAAAA0guIiAEAb9L4DAADFRSgMSSxQVu7ASyO9Y+hSGxgAIEd6LlI3imMAcXr54F55LwIV5LgAAKAaFBeBHtEjCQDyt35E/7wXAQCoKMVFAAAAAEBxEQAot6zG13NJLwAAdI6eixFymWl1SWYBAACAIlFcpC4UxYrFnTUBAACAelBcBArNXXChsTYdtNkmptucfAQAKD/FRQAA+P8ZngYAQHGR7bj8FQAAAIBG0XMRAAAAAFBcBADoKeMEFo8rNQAA8qPnIpA7N4wAAACAYlJchMjoMQMAAAAUheIiAAAAAKC4SD70tAMAAACoJj0XAQAAAADFRQAAAAAgO3ouAgDQMIZPAQAoN8VFAAAAAKBbFBcBCLNmzQrDhw8PAwYMCGPHjg2LFi3q1Fa5/fbbQ69evcLZZ5/davqHP/zhdPr2jzPPPNOWBiAT4hoAVY5rd9xxRxg5cmQ6/7HHHhvuvffehi6f4iJAxc2dOzdMnTo1TJ8+PSxZsiSMGjUqTJgwIaxZs6bD1y1fvjx85jOfCaeeemqbf0+KiS+++GLL4/vf/34jFh8AWhHXAKhyXHvooYfCOeecEy688MLw6KOPph1BkscTTzzRsGVUXAQoqQ0bNrR6bNq0qc35ZsyYESZPnhwuuOCCcNRRR4XZs2eHPfbYI8yZM6fd9966dWs499xzw+c+97lw6KGHtjlP//79w9ChQ1ser3/96+uyXgBUT2djWkJcA6DKce0rX/lK2tHj4osvDkceeWS49tprw/HHHx++9rWvNWp1Qt+GvTMAu9RvZb/QZ0C/um6pra9uS/8/bNiwVtOTM11XX311q2mbN28OixcvDpdddlnLtN69e4fx48eHhQsXtvsZ11xzTdhvv/3Ss2H//d//3eY8CxYsSOdJiop/8zd/E6677rrwhje8oburBUDk8o5pCXENgHp5duYRoe9uA+q6Qbe89mrD41oyPenpuL2kp+Pdd9/d08Vvl+IiQEmtXLkyDBw4sFVPwh2tW7cu7YU4ZMiQVtOT50uXLm3zfR988MFwyy23hMcee6zdz07OlP3t3/5tOOSQQ8KyZcvC5ZdfHt71rnelga5Pnz7dXCMAqqozMS0hrgFQ9bi2atWqNudPpjeK4iJASSXBavuAVQ8vv/xyOO+888LNN98cBg8e3O58H/zgB1v+nQwgfNxxx4URI0akvRnf/va313WZACi/RsS0hLgGQJniWl4UFwEqLCkQJj0JV69e3Wp68jwZJ3FHSS/E5EYuZ511Vsu0bdv+csla3759w1NPPZUWEXeUjMuYfNbTTz+tuAhAw4hrAFQ5riWS6V2Zvx7c0AWgwvr16xfGjBkT5s+f36pYmDwfN27cTvOPHDkyPP744+kl0c2P9773veGMM85I/73j2CHNnn/++fD73/8+7L///g1bFwAQ1wCoclxLJNO3nz9x//33tzt/Pei5CFBxyWC/559/fjjhhBPCiSeeGGbOnBk2btyY3o0sMWnSpHDggQeG66+/PgwYMCAcc8wxrV6/9957p/9vnv7KK6+kd5H+u7/7u/TsWNLb8ZJLLgmHHXZYOpAwAIhrAFD/fC3xyU9+Mpx22mnhy1/+cnjPe94Tbr/99vDII4+Em266qXMf2A2KiwAVN3HixLB27dowbdq0dJDf0aNHh3nz5rUMArxixYr0jmSdlXTb/+Uvfxluu+228NJLL4UDDjggvPOd7wzXXnttuwMVA+X1ww3H570IVIy4BkCV49pJJ50Uvve974Urr7wyvbHmm970pvRO0Tt2EqknxUUAwpQpU9JHW5KbsHTk1ltvbfV89913D/fdd5+tCkBuxDUAqhzXPvCBD6SPrBhzkR7TIwEAAACgmnrnvQAAAAAAQDEpLgIAAAAAiotQBlW8zLz/in55LwIAAADQDXouAgBU/CQPAAB0l+IiAACFdv+qkXkvAgBAZSkuAgAAAACKi+zMmXwAgM5b/vy+NhcAQBfouQgAtMsNl+gJ41cCAJSf4iJ1IXkgL3s9V7PxAQAAICeKixFyOQ6N5nJ5AAAAoB4UFyEieoACdMzJEQAAiIviIgDADpzsAQAAxUUgAy7jB4D8DVq2Ke9FAAAqSs9FACg5Nz4iD3p/AgBUg+IidSOJAAAAAKgWxUWIhOIsUFZFHT5Bu1wMbvIDAJAvxcUKcNANAAAAQCMoLgIAAAAAiovkzyVk8dOTFYBGq/LxQP8V/fJeBACATOm5CBGochIGEPNJEu0zAAB0THGxAZyxBgAonqLefAgAIE+lLi4OWrYp70UAAKgUvT0BAKql1MXFIivymXNJhe0FAFkwjjAAQP4UFyvCwTexMowAEDsnzQAAoH2Ki1Ah9S4yF7mHLQD1pxALAFA9ios0hOTCdgLKox49jOt9MkKPfAAAiIPiIgDALjhpRhb2eq5mQwMAhaO4SMNIxACgOsR9AIBqUlyEnEjCAIpFux0Xl8YDAMRBcbFCl6U4CAcAaJublAEAdI/iYsTKcJCrl0c820VxubVByzZl/h0A9aVdi4d4DwBQXYqLAACdpIhGo++sDgBQNIqLNJxErJzK0LMWgJ4T5wEAqk1xsWJnrl1Clj9JWP2UcWxUKLOynJTQjufP8QwAQMGLi7NmzQrDhw8PAwYMCGPHjg2LFi3q1Otuv/320KtXr3D22Wd352MpMIlYviRh0DFxDbpHfIf4iGkARF9cnDt3bpg6dWqYPn16WLJkSRg1alSYMGFCWLNmTYevW758efjMZz4TTj311G4vLBSdJKwYPXypliLFtZ7ciKisPX3zOnmiPQdiVKSYBkCFi4szZswIkydPDhdccEE46qijwuzZs8Mee+wR5syZ0+5rtm7dGs4999zwuc99Lhx66KG7/IxNmzaFDRs2tHpQfFVPxKq+/hCrRse1ssQ0JwMoc1wryyX7IFcDIPri4ubNm8PixYvD+PHj//oGvXunzxcuXNju66655pqw3377hQsvvLBTn3P99deHQYMGtTyGDRvWlcUslUYc7LpEFiC7uCamlVeZimtF4jgG2iZXA6AQxcV169alvTWGDBnSanryfNWqVW2+5sEHHwy33HJLuPnmmzv9OZdddllYv359y2PlypVdWUwiVtVELM/1bkQSpocHZZFFXBPTyk1cA2IhVwMgL30b+eYvv/xyOO+889IEbPDgwZ1+Xf/+/dMH5U3E/ufAJXkvBkAmcU1M2/nkxPA3rq37SZR3DF1a1/ekfVUtqELZyNUAyKW4mCRSffr0CatXr241PXk+dOjQneZftmxZOjjwWWed1TJt27Ztf/ngvn3DU089FUaMGNGd5YbCkIRBvMQ16sFJMyAGYhoAhbgsul+/fmHMmDFh/vz5rYqFyfNx48btNP/IkSPD448/Hh577LGWx3vf+95wxhlnpP+u8liKVR+vqCoFt6qsJxSVuEa9VKW9z3s98z5+6YibHpE3MQ2AwlwWPXXq1HD++eeHE044IZx44olh5syZYePGjeldNhOTJk0KBx54YDqA/YABA8IxxxzT6vV77713+v8dp5dRcpC56aDNeS9GtPT0qHYSBrEQ18rBpdHlLyw2SizjCO/1XC3vRaAExDQAClFcnDhxYli7dm2YNm1aOtj96NGjw7x581oGw1+xYkV6p03iHp+KxitrEgZlI65RL2U+aSamQTGIaQAU5oYuU6ZMSR9tWbBgQYevvfXWW7vzkbmdQX754F55L0ape3mUNRErcxJWrx4eLh8jJlWJa7Eo80mzssa1GOiND50jpgGQNV0MyV3ZCnGxrI8kjK6YNWtWGD58eDqcxdixY8OiRYvanffOO+9Mh8ZIhrl43etel/Zg/853vtNqnlqtlvZw33///cPuu+8exo8fH37729/6Ugou9pMCsbR7scSBeinb+lAN4hoAZEdxkSiUJXEpy3pQLXPnzk3HaJo+fXpYsmRJGDVqVJgwYUJYs2ZNm/Pvs88+4YorrggLFy4Mv/zlL9Mxd5PHfffd1zLPDTfcEP71X/81zJ49O/ziF79Ii5DJe7766qtZrRbkqizxoCzrQbWIawCQLcXFioull0cZEpiiL3/RGPi+fmbMmBEmT56cFgiPOuqotCC4xx57hDlz5rQ5/+mnnx7e//73hyOPPDKMGDEifPKTnwzHHXdcePDBB1t6LSY3+7ryyivD+973vvRv//Zv/xZ+97vfhbvvvruOSw5xK3pciGn5G3W8EsvNXKgvcQ0AsqW4WBBVOfiNKZHpitiWO6aiMfnZsGFDq8emTZt2mmfz5s1h8eLF6WXLzZKbciXPk56Ju5IUEufPnx+eeuqp8La3vS2d9uyzz6Y3/Nr+PQcNGpRebt2Z96RxqlCUj639iy0+dFZRlzsvsQ8ZUJWYlhDXAKAgN3SBRiraYPhVSsCqUuTO0l4ra6FPv/oWfLZu/sv7DRs2rNX05LLnq6++utW0devWha1bt4YhQ4a0mp48X7q0/Rs+rV+/Phx44IFpctenT5/w9a9/PbzjHe9I/5YUFpvfY8f3bP4blPmmLjsS12i0QcvaLrRVLaYlxDUAyJ7iYgZnsjcdtLnRH1P4u0YXNRGrUmGR4lm5cmUYOHBgy/P+/fvX7b332muv8Nhjj4VXXnkl7bmYjNl46KGHppdMAzsT18rTG5XyxbSEuAYA3ae4SLRiT8RiLSwWIQlz+Vg2kiRs+0SsLYMHD057Hq5evbrV9OT50KFD231dcun0YYcdlv47uVv0k08+Ga6//vq0uNj8uuQ9krtFb/+eybxQxZNmsce1WGNaI+mNX76YlhDXACB7pR9zMZbLROqhigfBSbITW8IT4zJBd/Xr1y+MGTMm7X3YbNu2benzcePGdfp9ktc0j391yCGHpAXG7d8zGR8ruWt0V96TODk5UL4YEtvyFO2EGXER1wAge3ouEnUvj9h6e8ScgDU6Caticbsqkkuazz///HDCCSeEE088Mb3T88aNG9O7RycmTZqUjq+Y9ExMJP9P5k3uFJ0UFO+9997wne98J3zjG99I/96rV6/wqU99Klx33XXhTW96U1psvOqqq8IBBxwQzj777NzWE2ISQ1yLPaZBd4lrAJAtxUUKozkJyiMZk4BRZhMnTgxr164N06ZNS2+4kly6PG/evJYbsqxYsSK9DLpZUnj8+Mc/Hp5//vmw++67h5EjR4bvfve76fs0u+SSS9L5PvrRj4aXXnopnHLKKel7DhgwIPP1o5o3dYn9pFlCXKNKd3LPkrgGANlSXOzEwd7LB/fK4rvIXRESsayTMUVFqmLKlCnpoy0LFixo9TzpkZg8OpL0XrzmmmvSB9Axca3Yl0QbKiBO4hoAZEdxsWB3jG5kL4+i2b7wV89CY1ELikVJwmJQprFYgeKfNGt0kbGoca2RlhvqAwCgbhQXKYUdE6euJmYSr+ySsHr08HD5GJSrfXHSrDUxzQkzAIAiUVyk0L082lO1YqFei0CWw33Us0d+o5UhrlUtpgEAUCx/HaEfAIiey/opu0afMHNJNABAfSkuFlCjD4r1gisWSRhAvu0kAABUmeJiRtxJEADapicZRS0EO74DAFBcpCQH91XlewLQXgIAQJ70XCwovTwoIj08oDz8niniCbMYj5+SmywBABSZ4mInVPWgT6+4uFU1CQPKKYv2RlwDAID6U1ykQxIxAKDRHG8AABSX4mKBLyHTq6y6qpyEVbUnMVAfVW4/q67ex02GBgAA+AvFRXZJIlbN70MSBuUVa5HeSbNqcpwBAFBsiosAQKV6bilmxcN30XODlm2qw7sAAHSf4mLBZdXL436XkUXB9wCgPaXr9IoFAGicShQXndGtD4Wt6pCEAdofGq3IxxVF7bULANAIlSguxsTBKFVMwgBipF217fMW6/inAABdobhYgoO/LHuZScTykeV2b8T+pKgO5VX037e4Vn564wMANJbiIl0mEcuW7V3fIr9hEiB+ikHlJq4BAJSL4mJJZJ2ISQwAii3mHvlZE9PKu631xgcAaDzFxRwU/RIyslOGJAyovyr0wF3upBkAABSC4iLdpqdHY5Vl+yqmQ/mV5XdelnY3VrYvAEA5KS6WSNa9PBIShfJs1zz2H4DYiGvl2a6xxzVDEwAAZaG42AUOAtsmEasv2xOgGMUhqhfXytJLFwCgnhQXS3ZwmlciVqbEIU+2Y/sU94GsaIuLvy0VpgEAsqO4SN1IxoqrUUmYHh5QnaK9k2bsyHEBAEA1KC6WUJ5n6yUSth1AWYhpxdx2ei0CAGRLcTFHZe3VJRkr1jaThAGxc9KsWMp6HBDjcdugZZvyXgQAgOoUF6t28JV3waisiUUjtlNZt1WMSRhAd5S1nS7jtsr7+KezjCMMAJRJZYqL9eJgsDgJRuxi2D5FScKAYmjkSYW826synwyqF9sHAKCaFBdLLO9ELCHRsF3qQVEfiIW4Fu92aeRxj974AADtU1zMWRUOVmNIOGISy/aoYhJWteERoGzF+xhOmsXUjsfC9gAAqDbFxZKLKRGTfEjAgPIXy2M9uVBvYlpcsT2W4x0AgCrqnfcCUC2xJCFVTsASkjCgqGJqv2Jr27NUpfWud8G8SL2FAQA6Q3ExgoPCRvfyiCkRq2IyFtu6Nnp/qEqvJYBY2/mqxfDYjnMAAKpGcZHcxJacVCEBKyI9PKB4qnbSrCptfozrF+O+AABQNX3zXgCyO/ge/sa10SYq7xi6NOclKXfy1UwSBrRXxH/54F6F2jjiWnZijmuNpjc+AMCu6blYoYPXmAtLZejxUYZ16ClJGKA9+IsyxIPY41rMxzUAAFWi5yJRKWJPxpgTr+1JwoCyibX3YlvxQVyj3kN9xHrHeACgeipVXEwOwtaP6B/tJWRJr69NB22u63sWLRErUpGxKEXFhMIiUFbiWvViWlZxTW98AIDOqVRxkWIlYjH2+iha8pWlRiRhbuYC2SnqSbOiEdd6zgkzAIC4KC5SGDsW9rIqNha9oCgJ+wuXj0F5FemkWd6FxqLHtKzotQgA0HmKi5HJqpdHUROxXSVIPUnOyphwZVVYlIRB8Yf7KLqix7V6x7T23rPonDADAIiP4mJkl5BlqeiJWFUSqe6SgAExcGl094lp5YprhvoAAMqqd94LQL69wIp+oE55ScKArhLTyivL71ZvfACArlFchBKShAExFfWdNAMAgPJSXIyURIzu0nMHqDrtYLk4YbYzNykDAGKiuNhDZbl0UyJWDll/jy4dA2JtL8S1cijL91iW40UAgLZUrrjoTG/5D+CrqkzfnyQse7NmzQrDhw8PAwYMCGPHjg2LFi1qd95f/epX4e/+7u/S+Xv16hVmzpy50zxXX311+rftHyNHuuFSEfj9EQsnzOgJcQ0AslO54mKR5NErrEwFqirJ43srUq9FJxU6Nnfu3DB16tQwffr0sGTJkjBq1KgwYcKEsGbNmjbn/9Of/hQOPfTQ8IUvfCEMHTq03fc9+uijw4svvtjyePDBB3vwLVIGei/SWY5H6AlxDQCypbjIThzQQ7XMmDEjTJ48OVxwwQXhqKOOCrNnzw577LFHmDNnTpvzv+Utbwlf+tKXwgc/+MHQv3//dt+3b9++afGx+TF48OBGrUKlKZ53TEwrnrKdMNMbOHviGgBkS3Ex8oPGvHqHScaKQxJGezZs2NDqsWnTpp3m2bx5c1i8eHEYP358y7TevXunzxcuXNijjfvb3/42HHDAAWkvx3PPPTesWLHCl4Ve+XTI8Qc9iWkJcQ0Astc3+4+kSAf4w9+4Nu/FoAOSsOIb+Oymph5+ver6nlu2/CXhGjZsWKvpyWXPyViI21u3bl3YunVrGDJkSKvpyfOlS5d2exmScRtvvfXWcMQRR6SXRH/uc58Lp556anjiiSfCXnvt1e33JbuTZi8fXN/9Mm9iWvzyimlFGuYjdnnHtIS4BgDZU1wsgOSgd9NBm3P5bMlYvCRh7MrKlSvDwIEDW553dAlzvb3rXe9q+fdxxx2XFhsPPvjg8IMf/CBceOGFmS0Hccorrolp8XKyjJhjWkJcA4D2KS4WpJeHAiPNJGB0VpKEbZ+ItSUZB7FPnz5h9erVraYnzzu6WUtX7b333uHwww8PTz/9dN3eE7pDgTE+eca1RvdabMTQOVUdZ7UzMS0hrgFA9io55mJVD8p6QkErDnl/D0VMwuhYv379wpgxY8L8+fNbpm3bti19Pm7cuLptvldeeSUsW7Ys7L///r6Sgmj07zHPS1GTtjTv9pS/8D1Qb+IaAGSvksXFosp7TCAJQL5s/+5xMmHXpk6dGm6++eZw2223hSeffDJ87GMfCxs3bkzvHp2YNGlSuOyyy1oNlv/YY4+lj+TfL7zwQvrv7XslfuYznwn/9V//FZYvXx4eeuih8P73vz/tIXnOOed085uE+tOuVnv7531cReOIawCQLZdF11EZB8DfkcvJ8tvueZOEldfEiRPD2rVrw7Rp08KqVavC6NGjw7x581pu8pLc5Tm5g3Sz3/3ud+HNb35zy/Mbb7wxfZx22mlhwYIF6bTnn38+LST+/ve/D/vuu2845ZRTwsMPP5z+m8YU0dePyHb8saIP+dFMXMtvu5ed3vj5EdcAIFuKiwUTSyKWcCfp6iRgWRQWJWH5mjJlSvpoS3PBsNnw4cNDrdbxJbO333573ZaNcp80iyWuiWnZbesYOGFWfuIaAGTHZdEUPkEoK2OCAWhzyySW4waFRQCA+lJcLGDvq5gOimNJFMompu0a0/4GlFNM7UxM7W9ZVPFkmd74AECVVLa4WPSbPMSWiFUtaajKtsxqP5OEQbyq+PuMrS0usti2Y0zHT1U8fgUAyqmyxUXKn0AUje0HVFmMRR/tcs+2XWzbzwkzAIDGUFwscC+PWBOx2JKJ2MW6zcqQhOnhAcUirpVDjDENAIDGUVwsuBgTsZgLZjGJeRvFul8B+RTT98rw0uhY25+Y2+xYxLyNYt2vAADKoG/eC1BWSSL28sG9Mjtg3nTQ5kw+q6uak4zhb1yb85LEI9bEC4BdE9fa3yaxyrKwmGUhHgAgFoqLZEIyFn/y1UwSBrTFSbPWxLVixLUy9Vg01AcAEKtKFxeTg7T1I/rnvRil771Y9WSsCMlXGZMwoNjEtTgVKaZlTa9FAKCqKl1cLFMvjyIlYjsmJ2UsNBYx+cq6sNjoJEwPDyg+cS0e4hoAAO1RXCyZIiViZSs0FjHxaqbHIpRDo3vkZ33SrKjK0ktfXAMAoDMUFxssj0SsiAXGohYai5x4ARRBWWJaQlwr7wkzl0QDAFXWuzsvmjVrVhg+fHgYMGBAGDt2bFi0aFG78958883h1FNPDa9//evTx/jx4zucn/ooQ0+0JCnb/hGDGJeppyRhIK7FXkQpQ0yLMYbsuDwxLFNPlWVf2ZGhPugKuRoA0RcX586dG6ZOnRqmT58elixZEkaNGhUmTJgQ1qxZ0+b8CxYsCOecc0742c9+FhYuXBiGDRsW3vnOd4YXXnihxwtflIM1Z7MblwQ1KhHK8rPyVNYkDKoc18qqjO1VVrFGTGssx3nEREwDoBCXRc+YMSNMnjw5XHDBBenz2bNnh3vuuSfMmTMnfPazn91p/n//939v9fxb3/pW+I//+I8wf/78MGnSpG4uNmW/lKwrylj0K3OinkUSpocHXSGuFWfsRXGNjvYNQEwDoAA9Fzdv3hwWL16cXtrc8ga9e6fPk94bnfGnP/0pvPbaa2GfffZpd55NmzaFDRs2tHoUXV5ntR1sY7+AfONa1jGt7MV1cY2Y9gm9FomJXA2AQhQX161bF7Zu3RqGDBnSanryfNWqVZ16j0svvTQccMABrRK5HV1//fVh0KBBLY/kkjO6TyJGLPuDJIzYZBHXyhrT8vw9i2vYF2BncjUACnVDl+76whe+EG6//fZw1113pTeDac9ll10W1q9f3/JYuXJlhkvZOBIx8iYhh+zjWlljWt60Z+S9D2R1XFf23sjEo+q5GgAZjbk4ePDg0KdPn7B69epW05PnQ4cO7fC1N954Yxqw/vM//zMcd9xxHc7bv3//9JGV5KBt/YjsPi/vg/AqjMPIziRhkE9cyzqmVWHsxaqNwUh8MQ1iVNZcDYCS9Vzs169fGDNmTHozlmbbtm1Ln48bN67d191www3h2muvDfPmzQsnnHBC95e2BGK4LNQBebUk33fe33kM+z1UKa5VqadT3u0b1fzOxTViVNaYBkAJ7xY9derUcP7556eB58QTTwwzZ84MGzdubLl7dHIH6AMPPDAdYyrxxS9+MUybNi1873vfC8OHD28Zw2rPPfdMH+RDb49qiCEBg9iJa8XuvZjQM786xDXomJgGQCGKixMnTgxr165NC4ZJoXD06NHpWa7mwfBXrFiR3mmz2Te+8Y30zmX/83/+z1bvM3369HD11Vf3cPGLKYZELKHAWG6xJGB6dxA7ca3nxDWyUMW4VqVeyNSHmAZAIYqLiSlTpqSPtixYsKDV8+XLl3fnIzJXlXEXd6TAWE6xJGBZk4TRXWWMa1UlrpVPTDHNCTOKQEwDoNR3iybOg9MYxuSjnN9lTPs5VE3WxfaYfu8xtYP0jO8SACB+ios5iikRSziAL7bYvr/Y9m+gWmI72ULXxfb9iWsAAG1TXNyOSyolY0UkgQZiEWPxJbYCFcWMa3ns245LAYCiUFzMWYyJWCK2g3qK9T1JwiAOeRQnYoxrMRaraJvvCQCgIjd0oZx32WzvAH/TQZtzXhKKlHzFWFgASIhr8RLXAACKS8/FSMRckNHjIx6+C6AIYo5psReyqib2uJbXvuySaACgSBQXd+BgrrgJQNkVYdtLwoC824POEtNsfwAA6kNxMSKxJ2LNJGS2d5H3X6iaPE+aFaFdENNs7yLvvwAAMTDmYmRiHX+xLcauavy2LQoJGFB0Ylo227co8oxrrqIBAIpGz8UID+qKVqjR68O2rPLvFShnTCtaMSxWRdyWRdtnAQDypudipIrUg7HZ9smDO0x3f9sVjSQMilGEXz+if26fX8SYltCbsWfbrYjENACArlNcjDQRKzoJWee3UZFJwoCyFxgTTp51fTsVUQwxTW98AKCIFBcjVuRErJmErP3tUXSSMCiWGE6aiWvlUqaYBgBA9ykuRq4MiVh7SUgVLp0ua+IVQ2ERKKayxrUqxLSEuAYAwI4UFyPv5VG2RKzsxcayJl0xFhZdOgbFVca41lb7L64Vg7gGANAziosFUcZErOiJWRUKibEmYECxT5olxLX4iGsAAHSH4uIuSMTiTXSyKDxWMdFqj8Ii0Ih2pewnznYkrsUhtpimNz4AUGSKiwU9GK5aMtYWhb/sSMKgPGI6aVbVAmN7xLVqxjQAgKLrnfcC0D0OjMmKfQ3QzlAWMcY0vRYBgKJTXCzwQV+MB8iUR7J/xbiPxfp7hCKJ8XcUa5tDedi/AAAaQ3Gx4Bwo0wj2KyAv2h+qtF/FWOgHAOgqxcUSHPzFesBMMcW8P8X8O4Siifn3FHM7RLHoEQsA0Hhu6FISbvRCvfYhgBiIa9RrH4pVzAV+AICu0HOxZAeBsR9IE6ci7DdF+P1B0RThd1WE9on42G8AALKjuFjSRMxBNfYVumLWrFlh+PDhYcCAAWHs2LFh0aJFHc5/xx13hJEjR6bzH3vsseHee+9t9fdarRamTZsW9t9//7D77ruH8ePHh9/+9re+FLpFXKNs+0oRjieLTlwDgOwoLpZYEQ6uyU+R9g9JWGPNnTs3TJ06NUyfPj0sWbIkjBo1KkyYMCGsWbOmzfkfeuihcM4554QLL7wwPProo+Hss89OH0888UTLPDfccEP413/91zB79uzwi1/8Irzuda9L3/PVV19t8NpQ5t9XkdotslWUoiLZENcAIFuKixVIxBxsU+R9oki/t6KaMWNGmDx5crjgggvCUUcdlRYE99hjjzBnzpw25//KV74SzjzzzHDxxReHI488Mlx77bXh+OOPD1/72tdaei3OnDkzXHnlleF973tfOO6448K//du/hd/97nfh7rvvznLVKKGitWE0XtH2B3Gt8cQ1AMiW4mJFSMawD1TPhg0bWj02bdq5ULt58+awePHi9LLlZr17906fL1y4sM33TaZvP38i6ZXYPP+zzz4bVq1a1WqeQYMGpZdbt/ee5KuIxQ5tGkXcB4r4WytSTEuIawCQPXeL7sHB4foR/ev5XWTC3Terp2iJV9WSsH6/+V3o27tfXd+z97bN6f+HDRvWanpy2fPVV1/datq6devC1q1bw5AhQ1pNT54vXbq0zfdPCodtzZ9Mb/5787T25iE+4hpFUeS4VnZ5x7SEuAYA2VNcrGAillBkLD/JFytXrgwDBw5s2RD9+xezvYLOENfKr+hxrQonzBpJTAOAeLksuuKKeEkR1fhOJWE9lxQWt3+0VVwcPHhw6NOnT1i9enWr6cnzoUOHtvm+yfSO5m/+f1fekziU4XdXljaQcn2nZfhtFSGmJcQ1AMie4mIPleVgsfnAvegH71VWpu+vLL+rIujXr18YM2ZMmD9/fsu0bdu2pc/HjRvX5muS6dvPn7j//vtb5j/kkEPSIuL28yTjYyV3jW7vPYlHWX5/ZWoTq8hxCd0lrgFA9lwWXfHLo9vi0rLiKGPiXJbCRpFMnTo1nH/++eGEE04IJ554Ynqn540bN6Z3j05MmjQpHHjggeH6669Pn3/yk58Mp512Wvjyl78c3vOe94Tbb789PPLII+Gmm25K/96rV6/wqU99Klx33XXhTW96U1psvOqqq8IBBxwQzj777NzWk2rGte3byZcP7pXjktAZ4hr1IK4BQLYUF+ukTIlYMwlZnMqYeJGviRMnhrVr14Zp06alN1wZPXp0mDdvXssNWVasWJHeQbrZSSedFL73ve+FK6+8Mlx++eVpAfHuu+8OxxxzTMs8l1xySVqg/OhHPxpeeumlcMopp6TvOWDAgMzXD5qJa3Eqc1xzwiwf4hoAZKtXrUm2H9l1yeV0gwYNCm87ZVro2zfuxLRsBca26PmRvTInXkVKwrZseTU88OA1Yf369a1ulNKTdm38fh+p+501t2zbHP5zzbfqspzUn5gWH3Ete1WIa7HHtHrGNTGt2pq//7FnXRv67hZ3rgaU25bXXg2/+L9X1S2uNaJd21KnZYyNnot0mZ4f2ahC4lW0JAyqpoy98tsirmW/nctOTAMAqkRxsc6qkoi1lyjo/VG/bVklkjCIl7hmnMbuqnJcAwCoEsXFBqhaIrY9xcbub6uqUliE+Ilrf+UkWtvEtNa/FwCAKlFcbJAqJ2KdSTaqlpxJutomAYPiENfab8/FNLb/nQAAVE3fvBegzCRi1So6KiB2jQQMikdc63r7L65Vh7gGAFSV4mKDScQaU6DLMllTNKw/CRgUl7jWNeJa+YlpAEDVKS5meNDpMun6UfArLkkYFJ8CY/2Ja8UkpgEAhNDbRsiOA1Cqvv/7DUB5+D1TdX4DAAB/obiYMQeiVJH9HsrJSQOqSlwDAPgrxcUcOCClSuzvUH5+51SFgjoAwM6MuZgT4zBSdooNUC3iGmUnrgEAtE3PxZw5UKWM7NdQXX7/lI3eigAAHdNzMQJ6e1AWigrA9m3B+hH9bRAKTVwDANg1xcWISMYoKskX0FHboMhI0YhrAACdp7gYIckYRSH5AjrbVigwUgTiGgBA1ykuRkyRkVhJvoDuthuKjMRIXAMA6D7FxQKQkBELyRdQz3ZEoZG8DdpufwQAoHsUFwt4ACwZI699D6ARbYu4RpbENACA+lJcLPhBsYSMLPYzgEYS18iCuAYA0BiKiwUnIaNR+xNAHvRmpBH7EwAAjaO4WCIKjfR0vwGItW3SU5/u7jsAADSW4mJJKTTS2f0DoAjENTq7fwAAkC3FxQrQ+wNJF1Am4hriGgBAPBQXK6itA3KXm5WLpAuoEsXGchPTAADiprhISsGxmCRcAJ1rG51EKwZxDQCgeBQX6fIBvgQte5ItgMa0o2JaPsQ1AIDyUFykrgmBJK37JFoA8bW94lrjti0AAOWguEguiUSVkjXJFUBxiWvd2x4AAFSH4iKFT04aUaiUPAFQlrgmpgEA0EiKixTeIL0oACgRcQ0AgCLpnfcCAAAAAADFpLgIAAAAACguAgAAAADZ0XMRAAAAAFBcBAAAAACyo+ciAAAAANAtiosAAAAAgOIiAAAAAJAdPRcBAAAAAMVFAAAAACA7ei4CAAAAAIqLAAAAAEB29FwEAAAAABQXAQAAAIDs6LkIAAAAACguAgAAAADZ0XMRAAAAAMiuuDhr1qwwfPjwMGDAgDB27NiwaNGiDue/4447wsiRI9P5jz322HDvvfd2a2EByNcf/vCHcO6554aBAweGvffeO1x44YXhlVde6fA1N910Uzj99NPT1/Tq1Su89NJLO82TxJTkb9s/vvCFLzRqNXYirgFUUxnjmpgGUD3Lly9PY9ghhxwSdt999zBixIgwffr0sHnz5g5fl8SzHePVRRdd1Pji4ty5c8PUqVPThVyyZEkYNWpUmDBhQlizZk2b8z/00EPhnHPOSVfy0UcfDWeffXb6eOKJJ7q8sADkK0nAfvWrX4X7778//PjHPw4PPPBA+OhHP9rha/70pz+FM888M1x++eUdznfNNdeEF198seXxj//4j/Vc9HaJawDVVba4JqYBVNPSpUvDtm3bwje/+c00rv3v//2/w+zZs3cZqxKTJ09uFa9uuOGGLn9+r1qTrrwg6an4lre8JXzta19LnycLP2zYsDRYfvazn91p/okTJ4aNGzemwbrZW9/61jB69Oh0RduyadOm9NFs/fr14aCDDgonvfXS0Ldv/64sLkDdbNmyKTz08BfTHgqDBg3q0Xtt2LAhfY/T950U+vbqV6cl/Isttc1hwdp/CytXrkx7VTTr379/+uiuJ598Mhx11FHh//2//xdOOOGEdNq8efPCu9/97vD888+HAw44oMPXL1iwIJxxxhnhj3/8Y9o7ZMceHp/61KfSR9YaHdfENKDsca2IMa2scS3PXG3MmVeEvrsNqPMaAXTeltdeDYvn/Uvd4toJTe1anzq3a1ublvGRpmVsRFzb0Ze+9KXwjW98IzzzzDMd9lxM2vyZM2f27MOS4mJnNQWRWp8+fWp33XVXq+mTJk2qvfe9723zNU3BrNZUMW01bdq0abXjjjuu3c9p6hWZFDw9bAP7gH0gyn1g2bJlXWk62/TnP/+5NnTo0IYt45577rnTtKRt7Ylbbrml1pQ8tZr22muvpXHhzjvv3OXrf/azn6XL0ZSE7fS3gw8+uDZkyJDaPvvsU2sKbrWms2XpezdaFnFNTMv/N+thG9gHGhvXihjTyhjX5GraOm2dfcA+UO24tqMrrriiNmbMmB0nt3LaaafVBg8eXHvDG95QO/roo2tNJ6JqTSedOnxNW/o2rUSnrVu3LmzdujU0BcpW05PnSRfMtqxatarN+ZPp7bnsssvSS6+bJVXnpgAdVqxY0ePeQjFLquPJmcUdK9hlU5X1TFRlXauyns1n5psShR6/VzIG7bPPPrvLMTC6q6l9T8fL2F5Pz4Ql7fZ+++3Xalrfvn3T7dFRm94Z//RP/xSOP/749L2S4TSSOJB0yZ8xY0aP3jeGuFbVmFaltsF6lk9VvtN6xbUixrQyxjW5WmNVpV1IVGVdrWf5VD2ube/pp58OX/3qV8ONN964/eSdfOhDH0pzk6S3/i9/+ctw6aWXhqeeeio0nWTr8HU76lJxMSvtdQdNkrAyN27NknW0nuXiOy2X3r27dS+sNoNW8shbcpnUF7/4xV1eOtZI2xffmnoAhn79+oV/+Id/CNdff33dA23Wqh7TEtrAcqnK95moyrrWI67FEtMS4lpjVT2uVaVdSFRlXa1n+ZQprn22k7lachPlZi+88EI6NvAHPvCBdDzFjmw/znByA+b9998/vP3tbw9NvT/Tm8I0pLjY1FUy9OnTJ6xevbrV9OR5U5fRNl+TTO/K/ABk65//+Z/Dhz/84Q7nOfTQQ9N2e8ebd23ZsiW902a92/RkzKjkvZO7nh1xxBF1fe/tiWsA5VPVuCamAVQ3pjX73e9+l44HfNJJJ4WbbrqpeXKX4lVzz8eGFReTniRjxowJ8+fPT+/43DxIcPJ8ypQpbb5m3Lhx6d+3H8w4uRtbMh2A/O27777pY1eSdju5pHfx4sVpLEj89Kc/TeNAcxCql8ceeyw947jj5Wr1Jq4BlE9V45qYBlDdmNbcYzEpLCYx7dvf/na3enAm8SqR9GDskq4O0nj77bfX+vfvX7v11ltrv/71r2tNXSjTgZBXrVqV/v28885LB4Bs9vOf/7zWt2/f2o033lhr6qqZDlK522671R5//PFOf+arr76avi75f5lZz/LxnZZLVb7Pjpx55pm1N7/5zbVf/OIXtQcffLD2pje9qXbOOee0/P3555+vNfXISP/e7MUXX6w9+uijtZtvvjkdrPiBBx5In//+979P//7QQw+lN0hpCmTp4Mvf/e53a00BNL2pShayjmtV2o+qsq7Ws3x8p9VRtrgmV2ucqrQLiaqsq/Usn6p8p21J4tVhhx1We/vb357+O4lVzY/2YlpT78TaNddcU3vkkUdqzz77bO3//J//U2vqBVl729ve1tZHdKjLxcXEV7/61dpBBx1Uazo7VjvxxBNrDz/8cKs7zZx//vmt5v/BD35QO/zww9P5k7vP3HPPPd35WAByliROSdKV3OFs4MCBtQsuuKD28ssvt/w9CUpJopXcQXNXd0tuOpuW/r2px0itqYdIbdCgQbUBAwbUjjzyyNrnP//5TA8KxDWAaipjXBPTAKrn200xqK3YtH2fwh1j2ooVK9JC4j777JN2tkiKkxdffHFt/fr1Xf78Xsl/utxPEgAAAACovPrc8hQAAAAAqBzFRQAAAABAcREAAAAAyI6eiwAAAABAsYuLs2bNCsOHDw8DBgwIY8eODYsWLepw/jvuuCOMHDkynf/YY48N9957b0ZLmt163nzzzeHUU08Nr3/969PH+PHjd7ldivp9Nrv99ttDr169wtlnn93gJcxvXV966aXwiU98Iuy///6hf//+4fDDDy/E/tvV9Zw5c2Y44ogjwu677x6GDRsWPv3pT4dXX301o6XtngceeCCcddZZ4YADDkj3w7vvvnuXr1mwYEE4/vjj0+/ysMMOC7feemsGS0rsqhLTEuJaueJaVWJaQlxrm7hGleNaVWJalfK1qsQ1Ma1tYlqG6nTX6x5paqBq/fr1q82ZM6f2q1/9qjZ58uTa3nvvXVu9enWb8//85z+v9enTp3bDDTfUfv3rX9euvPLK2m677VZ7/PHHM17yxq7nhz70oVpTI1F79NFHa08++WTtwx/+cG3QoEG1559/PuMlb+x6bn9b9AMPPLDWFKRr73vf+zJa2mzXddOmTbUTTjih9u53v7v24IMPpuvc1ODVHnvssYyXvLHr+e///u/preyT/yfreN9999WaAnStqcCY8ZJ3TdOBQ+2KK66o3XnnnbWkebzrrrs6nP+ZZ56p7bHHHrWpU6embdFXv/rVtG2aN29eRktMjKoS0xLiWrniWlViWkJca5u4RpXjWlViWpXytarENTGtbWJatqIoLp544om1prMDLc+3bt1aa+o5VLv++uvbnP9//a//VXvPe97TalrTWYjaP/zDPzR0ObNezx1t2bKlttdee9Vuu+22Ri1ibuuZrNtJJ51U+9a3vlU7//zzCxGsurOu3/jGN2qHHnpobfPmzVktYi7rmcz7N3/zN62mJQW4k08+uaHLWU+dKS5ecskltaOPPrrVtIkTJ9YmTJjQyEUjclWJaQlxrVxxrSoxLSGutU1co8pxrSoxrUr5WlXimpjWNjEtW7lfFt30ww2LFy9Ou5E36927d/p84cKFbb4mmb79/ImmZL7d+WPQnfXc0Z/+9Kfw2muvhX322adRi5nbel5zzTVhv/32CxdeeGEWi5nbuv7oRz8K48aNS7vaDxkyJBxzzDHh85//fGgKdFktdibr2XTgkb6m+bKDprNG6eUETWcBM1nmrBSxLaKxqhLTEuJaueJaVWJaQlxrX1HbIxqnKnGtKjGtSvlaVeKamNa+IrZFRdY37wVYt25d+mNNfrzbS54vXbq0zdesWrWqzfmT6bHqznru6NJLL03HgtvxB1L09Wzqch5uueWW0NTdPItFzHVdkyLbT3/603Duueemxbann346fPzjH08PRKZPn57FYmeynh/60IfS151yyilJ7+jQdKYzXHTRReHyyy/PYpEz015btGHDhvDnP/85HW+SaqlKTEuIa+WKa1WJaQlxrX3iGlWNa1WJaVXK19ZVJK51Zz3lanK1Rsi95yKd84UvfCEdPPeuu+5KB6Mti5dffjmcd9556YDIgwcPzntxGm7btm3pGb+bbropjBkzJkycODFcccUVYfbs2XkvWl0lA+cmZ/m+/vWvhyVLloQ777wz3HPPPeHaa6/Ne9GASIhrxVeVmJYQ14AqxrSq5WtViWtiGqXsuZg0UH369AmrV69uNT15PnTo0DZfk0zvyvwx6M56NrvxxhvTgPWf//mf4bjjjmvkYma+nsuWLQvLly9P79C7faOe6Nu3b3jqqafCiBEjGrvQGX6nyV3Hdtttt/R1zY488sj0TG7Spb1fv34NXeas1vOqq65KD0I+8pGPpM+TuwRu3LgxfPSjH00DdHJJQhm01xYNHDhQr8WKqkpMS4hr5YprVYlpCXGtfeIaVY1rVYlpVcrXqhLXxLT2iWnZyj3DT36gyVmB+fPnt2qskufJeAdtSaZvP3/i/vvvb3f+GHRnPRM33HBD2ttr3rx54YQTTshiUTNdz5EjR4bHH3887WLf/Hjve98bzjjjjPTfw4YNy3LxG/6dnnzyyWn3+uaAnPjNb36TBrIYg1V31zMZc2bHAmJzkE4uky6LIrZFNFZVYlpCXCtXXKtKTEuIa+0rantE41QlrlUlplUpX6tKXBPT2lfEtqjQsr1/TPu3Tu/fv3/t1ltvrf3617+uNfVuSm8R33SGIP17Uw+o2mc/+9mW+X/+85/Xms6S1JrOEtWefPLJ2vTp02tNZxhqTY1eXqvQkPVsOgNWa2osaj/84Q9rL774YsujqWt6XqvQkPXcUVHuPtaddV2xYkV6F7kpU6bUms7y1X784x/X9ttvv9p1112X1yo0ZD2T32Synt///vdrzzzzTO0nP/lJremMZnr3wJglv61HH300fSTN44wZM9J/P/fcc+nfk3VM1rVZsm577LFH7eKLL07bolmzZtWaiqi1pgPMvFaBCFQlpiXEtXLFtarEtIS4Jq7RuN9LUeNaVWJalfK1qsQ1MU1Mi0EUxcXEV7/61dpBBx2UNtDJrdQffvjhlr+ddtppaQO2vR/84Ae1ww8/PJ3/6KOPrt1zzz1ZL3LD1/Pggw9OCxw7PpIAHbuufp9FDFbdXdeHHnqoNnbs2DTQHXroobV/+Zd/qW3ZsiXrxW7oer722mu1q6++Oi0oDhgwoNZ0RrP28Y9/vPbHP/4xj0XvtJ/97Gdt/uaa1y35f7KuO75m9OjR6XZJvs9vf/vbeSw6kalKTEuIa+WKa1WJaQlxTVyjMb+XIse1qsS0KuVrVYlrYpqYlrdeyX+y7y8JAAAAABRd7mMuAgAAAADFpLgIAAAAACguAgAAAADZ0XMRAAAAAFBcBAAAAACyo+ciAAAAAKC4CAAAAABkR89FAAAAAEBxEQAAAADIjp6LAAAAAIDiIgAAAACQnf8P7vn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5pzzwwAN63IxnnnlGXnzxRZkwYUK5fzN27FjZtm1b8W3dunVhL6Z1TEmqTEkAXGNScgUgt7hGTLMrprHvDW/bmsCUzxpgCptzNYoO/oi7wOUatifSkZfOg5IaNmwo1apVk40bN5a6X/3ctGnTlH/zy1/+Uq688kq5+uqr9c+nnHKK7Nq1S0aOHCk333yzbo0vq2bNmvpmoyi6pEw40DXloN91ajvvPqYw1mVQn7e85rtD/960a1p6vwJEIYq4FlVMC6vryJfuX+JadNvYh7gGxIFcDS6isBXedj36g4MhPTtckFHFp0aNGtKlSxeZO3du8X2FhYX65x49eqT8m927dx+WOKnETEkkEpkur/fiLhTSdeHnNo/7c5ctLtlCZYhr8Yt7/2LCPtY3tQzY3mF/7nwpssMsxDQANqAr2MHOQmX06NEydOhQ6dq1q3Tr1k0mT56sOyrU7MjKkCFDpEWLFnqMJuXiiy/Ws3Kdeuqp0r17d1m9erXuylD3J4uGcaCIYOfBve/bP85ujLA7MeguRFxciWs2FjxMKBTC7y5DwDW+xDSKDX6gqzD87Ut3IQIrFg4aNEi+/PJLufXWW/Xg7507d5bZs2cXDw6/du3aUp2Et9xyi1SpUkX/u379emnUqJEOPnfccUemL208l5MqEiozkFwBwSOu+YeYZo44T4TZeBJMnezu1XBloM8JtxDT4AoKhdFtZwqGSCWrU+qjRo2STz/9VPbu3StvvfWWPgtVcpDc6dOnF/+cl5cn48aN02epvvnmG11MnDp1qtSvXz+bl/ZWXIVCdRBPUmWeuN6TuLuAEL8tW7bI4MGDpW7duno/Pnz4cNm5c2eFf7Nnzx659tpr5eijj5batWvLpZdeetgYgUuWLJHevXvr5zzqqKOkb9++8q9//SvMVSmFuOZXXINZ4nxPiGtwMa4R02A7CoVsb8SPI2aUi4TKbC4WDBnjyXwqoXr//fdlzpw58sILL8iCBQv0xB4Vuf766+Xvf/+7PP300/Laa6/J559/Lv/3//7f4t+rpKxfv37SqlUrfQLq9ddflzp16ujEav/+/WGvEmL4PlIoRFmcnERciGv24RLkcIpz6d7CRqHQD3yPHbwMGX4kVRQK7RD3OIbwy4oVK/SwE6pbQo2FpEyZMkX69+8vkyZNkubNmx/2N9u2bZNHH31UZsyYIb169dL3/eEPf5B27drJm2++KWeccYasXLlSd3bcdttt0rJlS/0Y1ZHesWNH3cV+wgknRLeSlmIc3soR1+wQR1wL83JkxuM1G3ENrguj8Jbuc2ZzaSuFwvhwOTLKorPQcBQKYWICbNNlWz4XUbZv317qpoaOyMWiRYv05VTJQqHSp08fPU6t6ghMZenSpbo7UD0uqaCgQHcRqudT2rZtqy/lUkXFffv26SEr1P+rgmLr1q1zWmZkx6UTYHSs2YfCLqKIaQpxDS6JowuwsuUJ8/EIHu8BxPfOwqCLBy5dOskBup1cmvjEty6M1746SarvqRHoc+7ftU89c3GXXpLq1hs/fnzWz6smtWrcuHGp+9S4tA0aNNC/K+9vatSocdg4tWpSrOTfqEuO1Xi3AwcOlAkTJuj7TjzxRHnppZf088MdcRQKYaeoOwzDnuzEFzbFNIW4BpvZUNhJLiMTaNiDDkMkcRRtMJIqmJwY29Rd6Kt169bpy4CTt7Fjx6Z83JgxY/Ss9RXd1KXCYVGdhGpA+Z49e+pLk9944w3p0KGDDBgwQP8OyAaFQvtF/R6GFdeCPqnsa8d8ujFNIa65y/dxzkzpGsxUZctr2/ogGL5/n01HywY0kip3RNmNQSeG2dTMjupWmRtuuEGuuuqqCh/Tpk0badq0qWzatKnU/QcOHNDjDarfpaLuV5cWb926tVR3oZo1Mvk3ajzDNWvW6MvB1CXNyfvU7JF/+9vf5LLLLqt0HWB+t3yUJxiIae5gbF5kGtMU4hpc4kohrbyONVfWzyV0F0KhWGgokir4nFz5dily3Bo1aqRvlenRo4cu+qlxCLt06aLvmzdvnhQWFkr37t1T/o16XPXq1WXu3Lly6aWX6vtWrVola9eu1c+n7N69WxcJVQdjUvJn9dxAJigUuoeTYMgUcQ22c7WAVvayZFfXE3ABlyF7Pl6hS0lV7fWFgdxcEdV7y+XI/lATjvTr109GjBghixcv1pcLjxo1Snf+JWdCXr9+vZ7ARP1eqVevnr7EePTo0fLqq6/qQuOwYcN0oVDNhKxccMEF8vXXX8u1116rZ6Z8//339WPUeIXnn39+bOtrCxsuSYxqP0FMI6aZyvbjRVcR1+ziwyWLNl5inA0f1tF2vEegs9BAJFUVC7ugl+r5d7Zwp6jqazGlV8PwxtzzyZNPPqkLhL1799bdf6pb8P777y/+vZr5WHUOqm7BpPvuu6/4sWr2yr59+8oDDzxQ/HtVXPz73/8uv/rVr3QRUT321FNPldmzZ0uzZs0iXT/Yy+ZCYZhxrbzntjGuRdVhyBAbfiGuwQQ+FmZcXOc9BXvK/V3+yvwIlyQYXI7sN4qFnrIpqTKh26/sMtiSZNWyOLHiUmQzqZmP1XiC5WndurUkEolS9+Xn58vUqVP1rTyqu1Dd4F73UxQnwNS+ziamxTVbYlqUcQ3+IK4hTi4WzHxTUYGwvMfZWDiEf7wrFgZ5uRZJlduJlCtJFokVAMTP5Lhm2wmxKOIaJ8EAhIkioT9Fwor+1oaiId2F/vKuWOg707svTE6mbC4c2ppYAbCb712FNsa0ksttakxTfD8RxvAa8I1L4xVSKPSzQFjZ89lQOIRfKBZ6lFSZmlDZmkzZlmD5nlgBcG8CBuKa3yfDwo5rnAQDECSKhHYLulBY3vObWDSku9BP5h35WcLGpMo0rs0+bMO6hZ1YB13w5nsG2MvHE2Cm7vuD4PK6AUDYKBTaSxXxwi4Uln09n7jUNewa8460PeVTUuVTwuHTugJAVEyKab7t601bV06CATC9SEih0E5RFwlNee3y8Dn2j1lH23A6qTItwfB13U35PAAwa9Iu28YqNIFJ+/aombTetYhrAAxEccVephTqTCwawh9UDRxPqkw5gDYpqYiTKYllmJ8LUy9FNrWoApjApkv+TYhrpuzL4+bLdvCl+A2YysbLFCkU2snU4pwpy8Tn2i/xH3FHKKhigU1JVdx8SSQyZcI2MSHhBgDb9lsm7L9NY0KsN+GzAQAKBRU7mVKQs62QCXdxZBUzl7sK404cTGdCchUWujAAf7n6/Xd5nx2UuLdP3Mc96eKkM+Amxie0k21FuLiXlWK4P+w4qoJVB8wkVJlvr7jYklgBQNxxDelvKxfjmolFcIbXAMxBAcVOcRfesmXrcsMuVAoQKBIq+7abDYkVXRhAeIL8foVVUKFQaB+OBwD4gkKhnWwvuNm+/DAfxcIMkVSVj8TA7m4MAMAh7JNzF1dMs+EkGAA3JjehUGgnVwpte2JaDz73fqBY6Jg4ui9IqILfnlHjcmQApoorroFtGSY65gH7UTCxU1wFtjDXx7V1ghkoFiInJFThcGW70oUB+DNemSvfd1f2vyaJ46QiJ8EAhIlCoZ1cLqpFvW58B9xHsdChpCrqA2MSKre2L4kV4B/Tu5uIa25xIa65UhQHAN+4XChM8mEdER2KhcgKhcJosJ2DLWqY1okFoHwUCt1EXANgOzqq7EMRDcgcxUJHOjCiTKo40I9WlNubLgwAPnZbEdfc3d50zQP2MnFyEwqF9vGtUBjl+vJ9cJs3xUKTOopsTqpIqNzf7iRWAOLGCTD32Xw8EdRxnMknoQEcjsKIfXwrFCb5ut4IljfFQpdFlVTZfGDvArY/AASL/aof29/lk2AmnQwHXEah0D6+F8xsWn8Tu4hBsRBpIqEyg62Jlc3dtICrgupqCvr7zQkwv3B8AQDwuVAWJrYDcuHuqVZD2ZhUcSBvFp/fDy7ZAhAEn/ejvuIkGIBs0VVoFwpkbA8Eg2JhmihSwLdE1+XLtgCYiRNgfqJ4C8BUFArtQqEw+u3Cd8RdVAMsRlIFm3ApMuAe277XFKXM5etJME5GA0AwKBQCwTLvqMlhJFUIEkkvAJeYWMhBtGyLa7Yd1wE2MWHCAzqm7EGhkG2E4HFkbqmwkyrbDth9Ffb7RPIOmIkZUDNHXLMDcQ2ACSgUwkUUVZGJvEweDD+4lFDV+eSbCn+/47gjIlqScN+vnS2o+wOI9tJHm7qqXIlrPsQ0AAAyQQEs8+2VvzKfDxkqRbEwIkEmVXR7ZZ5AZfp3JFylP2+7jykM7HuQ13x3zkWOdk035tSR1avhypyWAUCwwoxrNhYKfY9pnAQDECe6Cu1BoRAID8XCNPg0+LQtSVW2iVQ2z29DkkViBQB2CzOulX1u3+OaaSfBAJiDQqE9KBTmtu3oLkRlvCgWMraTG4XCsAuE6byuyQmWLYkVAJTdv4SFuGZ3XPNFrh3zAABkioIhKsNAZ5bx8RJkldTEVSgsy6RlsZVN45wBsPd7bHKh0KRYYtKyRPke+ng8BaBidBXag65CtiPCx5FSBEiq3EtgTF02k5NjAPC5YJOMGybGDsXUZSOuVY4raAD4hEIhEA1/jtIdEFZSZdqBuKkJiy3LGtb76VNSD7jMh3F4TYxrtjAxrpnOhpPCgE12dGkR+WvSVQhfUXyF12MWwg42JyfJZWfsp2gwvhMAGxDXzB6Tl/F4ASDYwlHYk2ZQ2AKiQ6uQ5x0YpnRf2JxQmbgepncX0oUB2Cuo76/L3fIudeeZsh4mvK8A3ORjV6EquqW6BfW8YaBQGJ5ct62P3yEf0FnoeVIVN1OSkCDRZQgA/haUiGt2MaW7kI55AGGJo8jGTLuA/dysQMGKpMrFhMqk9Yv7/QUA38S93w9b3OtnclyjYx6wk6sdUUF2C+ayDCY+F4D00FkILxMOX7oMwxjnyZQuDAD2CqNbPs5Cki8xLbmujM8LAOYxsaCWXKZcxjI0cb0AH9BZaAGSKvv5lEgCcBfdU4fzcf8e5zqHURR2dagXAH50FcbdQZgO05cPwOE4OkJkXBrwPRtxrbupl21RdACyM29zQdabztVJu+LazxHTAABxsaFIWFI2y2rT+gGuoVjoYTEkjqTK54TKxe1gQheGq0UPwHUm7D+C4Mr+PBecBAMQtB1dWrBRHSsSlmTrcgM+cuOI3eFihAtJFQlV/NvD1O5CGzuzAJiFE2Dx8v2qARtOEgNw4xJkm4uEJaW7Di6sK2Az+ytRMDqpIoFgu8AtW7ZskcGDB0vdunWlfv36Mnz4cNm5c2eFf/PQQw/Jeeedp/+mSpUqsnXr1pSPe/HFF6V79+5yxBFHyFFHHSUDBw4MYxWAnBDX3DyeceHkLLJDXIMNXCucVbY+rq1vKuecuDruRYBF1q9fL9///vfl6KOP1rnSKaecIm+//XaFfzN//nw57bTTpGbNmnLCCSfI9OnTM3pNZkNGaEiozJpRMoyZkeEfVSj84osvZM6cObJ//34ZNmyYjBw5UmbMmFHu3+zevVv69eunb2PHjk35mL/+9a8yYsQIufPOO6VXr15y4MABee+998JaDcTUNRV0QYYTYOZgluRgrmhp13RjAM+ETBDX/GNTV6HLRTO1brnMkuxCQTCTguGCD0/IdXFgqa+//lp69uwp559/vvzjH/+QRo0ayYcffqibK8rzySefyIABA+Saa66RJ598UubOnStXX321NGvWTPr27ZvW6zpfLLT5ckPbkyq4nVypz+fuYwpzLj7kNd8d0BKhrO3bt5f6WZ1VUrdsrVixQmbPni1LliyRrl276vumTJki/fv3l0mTJknz5s1T/t1Pf/rT4rNbqajC4HXXXSe/+c1vdKdiUvv27bNeViBonABLbxtxEgy2xDSFuAaTuVworKhgaPN6h9ktmHxuiob+xbW7775bWrZsKX/4wx+K7zvuuOMqfO5p06bpx9xzzz3653bt2snrr78u9913H8XCuPk+bg1JlR8FQ+Ru1cZGUq1WsGdVD+7+9iBLBZWSxo0bJ+PHj8/6eRctWqQvPU4WCpU+ffpI1apV5a233pL/+q//yup5ly1bplvr1fOceuqpsmHDBuncubMuHnbo0CHr5YXbojwBRkzzI6YFcRLMdzbFNIW4BhPZXCzztcMwykuK1Wu5WDBUkxvVWbo+7sU4zMKP2kjVgONaYYZx7fnnn9cFvu9+97vy2muvSYsWLeTHP/6xviqrovim8rSS1HMkmzjS4XxnIb5FUoXk54BLkf2xbt06PU5gUq4dGKqI17hx41L35eXlSYMGDfTvsvXxxx/rf1VwvPfee6V169b6LJga5/A///mPfn4A9rC5YJgrOubtiWkKcc0/pl+C7FuhsGzB0Lb1j2vcQVcLhr5Zl2ZcU7nSgw8+KKNHj5Zf/OIX+iqv//7v/5YaNWrI0KFDy41vTZqUnrBX/ay6Gb/55hs97mFlGMAMgaL7wq/txoDwZlPBp+StvAA0ZswYPfFIRbeVK1eGtpyFhd928tx8881y6aWXSpcuXXSbvXrdp59+OrTX9XE8tDjZur+wdf/sy3ZjiBX7h90JOqYpxDXYyLZCWdBsW/+4JyiJ+/URXVxTuZKaqESN7a6uwlLjxauuQnWpcZjoLDSUjUkVCZUdnRgudRcyGHwwbrjhBrnqqqsqfEybNm2kadOmsmnTpsPGG1QzSarfZUsNtFt2jEIVLNVrrl27NuvnhbtDa0RVICKu5b79fO0wRLyIa7CNbYUyn5lUpAuyw9CFy8Fd1awoVyo7lrsag1BNEFkelZtt3Fh60jT1sypKptNVqFAs9ABn3e3hY2LFJVvxUzNqqVtlevToIVu3bpWlS5fq7j9l3rx5+mxX9+7ds3599VyqOLhq1So566yz9H1qpuU1a9bIsccem/XzArmgUGiPIE+CMW6hG4hrsOUSZIqEdjGpUJjEJcnu69mzp86TSlJDNVWUJ6m8bdasWaXumzNnjr4/XW60Fxl2uZZpHRhRIKkC3KfOYPXr10+3vS9evFjeeOMNGTVqlFx22WXFMyGriUoKCgr070uOmfHuu+/K6tXfHmAtX75c/6w6EhV1huuaa67Rg/q+/PLLOhj+6Ec/0r9TA/kCJXECzC4cH8BkxDXEiUKhPVRBzsRCYZLJy4bcXX/99fLmm2/qy5BVPjVjxgx56KGH5Nprry1+zNixY2XIkCHFP6vcSo11eOONN+rhpB544AH585//rJ8rXRQLHRdFUkUiYN/2DPJzYeMl88jek08+qYuBvXv3lv79++tOQBWsklRHoCr27d69u/g+NZ6GGl8jOWPXOeeco39WM3slqZmPVdHxyiuvlNNPP10+/fRT3bV41FFH8XY5wLb9BHGN7ZmLXE4axz22qI+Ia4gDhUJ7UIhD3FRu9Oyzz8qf/vQn6dChg0yYMEEmT54sgwcPLn7MF198UWr4puOOO05efPFF3U3YqVMnPXnkI488omdETheXIRvItqQKwfPxcmTYQc1MrM5mlUfNZJxIJErdp2Y5VreKVK9eXSZNmqRvQJwoFNrJpfF4ES3imh9MugSZQqE9bCoUcjmy2/7P//k/+lae6dOnH3bfeeedJ++8807Wr8lRFXJCUmUvLuUDYBv2W/ay6XiBk7YAAJsKhUAYKBY6LOykyqYDfxuxfQGYwKdxeNnv2r19KSYDMB1dhXagUGh39y6CQbEQMJgtiWuuXRg+FSMA39jSpWXL/hYAYGcRg0KhHSgUAt+y4wjeIyRViBJdGABswf7KDRRlAfiIQqEdKBQCh1AsDJgpHVIkVe4gsQKQNG9zQVYbgxlWK8Z+1h1BHf/YcvIWgPkoFNqBQiFQGkdCyBhJFUxCEQQA7OLDcYQpJ48B38V9CTKFQjtQKAQOR7EQ8DyxogsVQFiC6s4Kcz/lQ+EKAACkRqEQSI1ioYOdSiRViINtl2xlezknACB3FGkBuI6uQvNRKATKZ1d27zjbii2IFokVgKi5fikl+1U30TEPIG4UCs1HoRCoGNUppI2kCmFyvSgBIDsUftxl+nFFXCdxbb/CBQAA2I9iIWCRsBIrknEAvjG9UAUAsBNdheajqxCoHMVCxzqjwir6kFQBADLB0BqI8/iCk2AA4kCh0HwUCoH05KX3MMBOeR+tL/d3B45vEeGSBJtY7TjuiLgXo9ziwO5jwpu1FAB8PwFWXlyzNaa5fhI5r/nuuBcDAPC/KBSabUeXFlJnafn5O6LldLHQptlOTe7AsCmpqqg4WNljSbQAwCx0h6Uf12yOaSafBAOAdNFVCJ8d/cHBuBcBAXO6WOgbn5OqTIqE6TyHTUlWkJ+fnS3MLVoDgC+IaeagYx5AOigUmo+uQiAzFAthdVdhEAlVRc9ratGQLgwAyH7/aSpfY1pYOAkGAFAoFAKZo40IVlKJT1hJVdnXAQCbrdjQxNpJu3wSVUwzNa6ZXMQFgIrQVQjARVXjXgAgU1EnOqYmVyRWAFwehzeMoTVM3G/GEWNMjGnwa6xuAIiKL12FCz48Iae/z1+ZH9CSwBUUC2FNUhV30c6H5CqI5DyXIkG2nUzZdk4BQJzijmmmxTXTjjsAoDJ0FZrNl0IhEIassvqpU6dK69atJT8/X7p37y6LFy+u8PFbt26Va6+9Vpo1ayY1a9aUk046SWbNmpXVArvI1A4Mk5iS0JiyHACCRVyDr/HElOUIi+vHR0AqxLRvfdW+Gh8QAMhSxlWqp556SkaPHi3jxo2TZcuWSadOnaRv376yadOmlI/ft2+fXHDBBbJmzRr5y1/+IqtWrZKHH35YWrRwa5BtxnbyJ5ExaXnowgByR1zzg0n7S5PiiGLa8rh4UheICjEtOnQVmo2uQiDi2ZDvvfdeGTFihAwbNkz/PG3aNHnxxRflsccekzFjxhz2eHX/li1bZOHChVK9enV9n+pKNBWXM5qVVJmawKjl8m1WScBVrsc1mIW4Vvnxx47jjojkvYjqZHJe891xLwY8QkwDAAQho1Olqktw6dKl0qdPn0NPULWq/nnRokUp/+b555+XHj166MuQmzRpIh06dJA777xTDh48WO7r7N27V7Zv317qBv+YmlAlmb582eKSLfgkirhGTMucq/sh0+OG6csHoGLkatGhq9BsdBUCERcLN2/erJMhlRyVpH7esGFDyr/5+OOP9eXH6u/UOIW//OUv5Z577pHbb7+93NeZOHGi1KtXr/jWsmXLTBbTOy4mVbYkLCYspyldoICNoohrxLT4mbCfNCFepMOW5XQdV7ogG+RqgJ+FwlxnQgZSCX0QlsLCQmncuLE89NBD0qVLFxk0aJDcfPPN+jKv8owdO1a2bdtWfFu3bl3YiwmDkirbEhXblhdAtHHNt5jG+G72xwnbltfHk6pAUMjVMkdXIRDehEI7ujDUl5VjFjZs2FCqVasmGzduLHW/+rlp06Yp/0bNgKzGdFJ/l9SuXTvdsaFa5WvUqHHY36gZk9UN/rE1QWEMw8OLBbuPITmD+aKIa8Q0v9ka1+Lk2riFQFTI1RBnh54J3W0+dhUCRnQWqgRIdVHMnTu31Nko9bMavymVnj17yurVq/Xjkv7zn//oZCtVodA3dGAAQHyIa+VPyuCKOLvlbS4U2rzsgK+IacilyFb2lu1zxIVCIRDzZcijR4+Whx9+WP74xz/KihUr5Ec/+pHs2rWreBbJIUOG6EuuktTv1ayR1113nS4Sqhkm1UDwamB4mIekys7EKu5LxwGbEdfMwiWj5qBgCNiHmIZ05VIYrOx5o0ahEIj5MmRFjc305Zdfyq233qovuercubPMnj27eHD4tWvX6pkkk9TkJC+99JJcf/310rFjR2nRooUuHN50003BrQWs50pC4srlyCpZ39ki9CFNy+1oymu+O5bXhp+IawiDK3EtLqZdiszwGrAFMQ0mFNbUa0R1WbLvhUITLv8uOW7h0R8cjHsxEFexUBk1apS+pTJ//vzD7lOXKL/55pvZvBQqQQcGAOSOuIYguVQodOUkGOCTUeRqobF5chPfi2oAMhNP6xDgaFKluLY+AGArhmgIhgtxjZOrAHwU1qXG6b62C68B+IpiYQBcGQiepMruxIr3DwDi50JhDQBgt7gnGym5HDY+NwCKhYgZSRUAuEON6wY3cRIMAMxnSpGwJNOWxyUmjVdYctxCuIGjeiAkvhdCKRoA8Vux4dvJx2xh+6Wivu/34fYVKEDYdnRhfFRXi3IuzLhckR83mVd8A7ye4AQI5MNHUmW0OGdEBoBcMTRD8JjsBADMY1rhLOwZkk1aX4qDcBmVAIs7r2zvwPBB1AVRkmMAiAcnwAAAUTOpcBbF8pqyvnQRwgdV414AmCHqIhNJFXy/3BLI1LzNBWw0xM7m+M1JVgCuMHFswnTZutymFQlNHK8QbqFYCAAA4GkBzXQmdcwzFi9gD5cnWbC52JbLOsS93ukUCR/Y2CuCJQle/sr8QJ/P5e+fTygWInK+JVW+rS8AAADgmj0Fe+JehNgLZnGtS9zrbUo3IRAlioUAAMApJnWjuYiTYAAQvbgLZmEwfZ0yuew4yq5C1y9BZmZ0M1AsBBxLrEiSEaYtW7bI4MGDpW7dulK/fn0ZPny47Ny5s8LH/+QnP5G2bdvKEUccIa1atZL//u//lm3btqV8/FdffSXHHHOMVKlSRbZu3RrWaqACBz6vFcv2sXU8OQpngN2IazCdzeMTpqOydYtr3ekmhO8oFiLS4hJJFWA3VSh8//33Zc6cOfLCCy/IggULZOTIkeU+/vPPP9e3SZMmyXvvvSfTp0+X2bNn6yJjKur+jh07hrX4AAJCPIcriGswmctFwlQF0bLra0uh0NaxCsO8xJ5xC+2XF/cCmITZVIHDO312tuCcAv53H7lihS70LVmyRLp27arvmzJlivTv318XA5s3b37YpurQoYP89a9/Lf75+OOPlzvuuEO+//3vy4EDByQv71AYevDBB3U34a233ir/+Mc/2OwAik9q7jjuCLYGAkdcg8l8KRSWt95xXWpLRyHwLaoAQETowjD/MkjXbN++vdRt7969OT3fokWL9KXHyUKh0qdPH6lataq89dZbaT+PugRZXcZcslD4wQcfyG233SaPP/64fj7Yx8eZYtmvA/bGNIW4BlP5WiiMextkUyiMuqswrCKqCRP4wCx0FlrKxrGdSKpgmnmbC6RXw5WxLsPBDbUkkZ8f6HMW7vm2aNOyZctS948bN07Gjx+f9fNu2LBBGjduXOo+VfBr0KCB/l06Nm/eLBMmTCh16bJK+C6//HL5zW9+o8c0/Pjjj7NeRgDRxvUDx7dgk8PKmKYQ12AiCoXxoKMQKI1iIYBQO412H2NfYdsV69at0x18STVr1kz5uDFjxsjdd99d6aVauVKdIAMGDJD27duXSvDGjh0r7dq105cmA7likidUhOE13I9pCnENQBSFQtvHKgQqQrEQcLALg/GdoKikqmRiVZ4bbrhBrrrqqgof06ZNG2natKls2rSp1P1q3EE1k6T6XUV27Ngh/fr1kzp16sizzz4r1atXL/7dvHnzZPny5fKXv/xF/5xIJPS/DRs2lJtvvll+9atf8YbCOHTLA2bGNIW4BlvRVRg9mzoKwx7HUV2KnL8y2O5w2ItiISIrkgEwU6NGjfStMj169NATkCxdulS6dOlSXOgrLCyU7t27V9hR2LdvX90F8vzzz0t+mUvU1AQo33xzaFZ2NYHKD37wA/nnP/+pJ0QBAF8n3mvXdGPci2El4hpsRKHQrkIhXYXpzYh89AcHs97GiBfFwpgmYjBlIHgu1wKQLnWpsOoOHDFihEybNk32798vo0aNkssuu6x4JuT169dL79699UQl3bp104XCCy+8UHbv3i1PPPFE8cD0yWSuWrVqhxUE1biGyddTE6oAMBfjFsJmxDXAX7YVCuOaHRr+olgIAEjbk08+qQuEqiCoZi2+9NJL5f777y/+vSogrlq1ShcHlWXLlhXPlHzCCaUPcj755BNp3bo1Wx9ApRheA2EhrsGEmWLpKoyWTZceR41LkZFEsRAAkDY18/GMGTPK/b0q/iXHHFTOO++8Uj+nI5u/AaLE0BqAO4hrADLB5cfwhRnXwgIeIckEgMNnqAVsYMowMgAAPy4/VrgEGXHgiAehozgGAAB8lu0Y1wCA4HD5sRmX3cMOFAsBVIiOHwBARTgpCABwvVDI5cfwDcVCAADgzCQYAAAAQYqzUMglyIgLxUIAAIA00UUHAIBduPw4c1yKDIqFgKPJJh02AAAAAHxm8+XHdBUiThQLLcQYcgAAAAAAhIdxCuEzioUIFZdrAQAAAABs6iqMu1BIVyHiRrHQY1ymCgAAgsDJQQCAK+IuFLo0buFX7asFsCSIA8VCAAAAAIATKE4gl65CCoXAtygWAgAAwBuM/QzAJOecuDruRXCO7YVCLkGGCSgWAgAAwHgMnwIAgH2XImdjR5cWsbwuDqFYCAAAAAAArEdXIRAMioUAAAAAAMBLplx+DJiEYiEAAAAAAPCuq9CkQiFjFcIkFAsBAADSkPfRerYTAAAOUEVCCoVmj1uI1O666y6pUqWK/PSnP039gCLTp0/Xjyl5y8/PL/fxqeRl9GgAAAAAAOC1dLr4oizGZdJVaFKREMjEkiVL5Pe//7107Nix0sfWrVtXVq1aVfyzKhhmgmIhAAAAAAAItChX9rEmFOlMWIayuPzYT9u3by/1c82aNfWtPDt37pTBgwfLww8/LLfffnulz6+Kg02bNs16+SgWAgAAAACAwGcZrug5gircpbtsJhYKYbaaH+ZLtZqZXb5bmYN7v/23ZcuWpe4fN26cjB8/vty/u/baa2XAgAHSp0+ftIqFqrh47LHHSmFhoZx22mly5513ysknn5z2clIsBAAAAAAAoRQJK3ruqAp4phYK6Sr017p16/SlwkkVdRXOnDlTli1bpi9DTkfbtm3lscce05crb9u2TSZNmiRnnnmmvP/++3LMMcek9RwUCwEAAAAAQGSFwpKvkUshr7JlNLVIaBs1yUn+ymA77HxXt6hQqG7pFBWvu+46mTNnTtqTlPTo0UPfklShsF27dnq8wwkTJqT1HMyGDAAAkIYDx7dgOwEAnKcKcFEUCku+XhhMLxTSVYh0LF26VDZt2qQvJc7Ly9O31157Te6//379/wcPHqz0OapXry6nnnqqrF69Op2X1OgsBAAAAAAAkRYJc+0wLG9ZTS8SKhQKka7evXvL8uXLS903bNgwKSgokJtuukmqVatW6XOogqJ6jv79+6f7shQLAQAAAADwWVxFwqDZUCgEMlGnTh3p0KFDqfuOPPJIOfroo4vvHzJkiLRo0UImTpyof77tttvkjDPOkBNOOEG2bt0qv/nNb+TTTz+Vq6++Ou3XpbMQAAAAAABPmVIozGX8QpuKhHQVImhr166VqlUPjTL49ddfy4gRI2TDhg1y1FFHSZcuXWThwoXSvn37tJ+TYiEAAAAAAJ4xpUiYbcHQpgKhC5jkxBzz58+v8Of77rtP33JBsRAAAADG23HcEXEvAgAAOTvnxEOTTNBlCFMxGzIAAAC8sbMFh78AYGJXYZLJyxZG4TB5c9VX7SufgAPm4WgJAAAAOTlwfAu2IAAgMD4VDJNcLxrCLhQLPcblPAAAAAAAmIOCIUxAsRChotMAAAAAAJApH7sLkygYIm4UCy3EWDv2o4gKAAAAALCpYKhmRIYfKBYCjuIycwAIHid7AAC2s6ljz6Zl9aVgCD9QLAQAAE7gJAkAAHANBUPEgWIhgApx2TsAAAAAxIeCIaJGsRAAAABZ49JsAEBYHtjYi43rqR1dWsS9CF6jWIjQkUQAACpCBzNssfuYwqz+Lq/57oCXBACy4/sYgDajuxBRolgIRIziKQDYjf04AAAAXEaxEAAAAEZj8hoA8A+XIB+O7kJEhWKhZZexAAAAAAAAP1EwRBQoFubI9jFoojpTzyVbgBu2bNkigwcPlrp160r9+vVl+PDhsnPnzgr/5oc//KEcf/zxcsQRR0ijRo3kkksukZUrVxb//l//+pdcfvnl0rJlS/2Ydu3ayW9/+9uwVwVAAIjvsB1xDQCAw1EsBBxMqrhcC2FRhcL3339f5syZIy+88IIsWLBARo4cWeHfdOnSRf7whz/IihUr5KWXXpJEIiEXXnihHDx4UP9+6dKl0rhxY3niiSf0c998880yduxY+d3vfscbCcBb7ZpujHsRvEBcg09smtyES5CBeOXF+/IAXMbl9m5Rxb7Zs2fLkiVLpGvXrvq+KVOmSP/+/WXSpEnSvHnzlH9XspjYunVruf3226VTp06yZs0a3XH4gx/8oNTj27RpI4sWLZJnnnlGRo0aFd4KwUnqZEmdT76J5ORP3kfrQ38dBIuZt1EScQ0mWPDhCVxWiqwuRVafnajlr8yP/DURDzoLAcBR27dvL3Xbu3dvTs+nCnjq0uNkoVDp06ePVK1aVd566620nmPXrl26y/C4447Tlx2XZ9u2bdKgQYOclhdAuLgEGTbHNIW4BgBAanQWWnxmvPZ6uyZJoQsDpunV8NC4eXE5Yn1VqVYz2PM2B/d++3xli3Hjxo2T8ePHZ/28GzZs0JcLl5SXl6eLeup3FXnggQfkxhtv1MXCtm3b6suYa9SokfKxCxculKeeekpefPHFrJcV8XQS1/qMc5CAz2yKaQpxzU1Hf3BQvmpfLe7FQA64BNns7sJsqO+k+m7CHhzVAxGhA8OfiYNMsW7dOt2hl7ypcQBTGTNmjFSpUqXCW8kJSbIdE+qdd96R1157TU466ST53ve+J3v27Dnsce+9956eAEUlgWpcQ8Bk7NejwTi8yCSmKcQ1AAByQ2dhmYGkV2xoktsWtVBU4zvBPoztZDc1Y7G6VeaGG26Qq666qsLHqHEEmzZtKps2bSp1/4EDB/RMkup3FalXr56+nXjiiXLGGWfIUUcdJc8++6yeBTnpgw8+kN69e+sxDm+55ZZKlxtAfCiUwtSYphDXAADIDcVCRMrXS5FJqmCyRo0a6VtlevToIVu3btWzF6sZjpV58+ZJYWGhdO/ePe3XU7Mhq1vJ8abULMi9evWSoUOHyh133JH5SiDQzt4Dn9eKfIvaOLwGADMR1wB7Z0LmEmR3L0WGXbgMGXAMl2shLO3atZN+/frJiBEjZPHixfLGG2/o2Yovu+yy4pmQ169fLwUFBfr3yscffywTJ07UBca1a9fq8Qi/+93vyhFHHKFnUU5eenz++efry45Hjx6tx5BSty+//JI3E8bvBw8UnQQDYCfiGgAAqVEsBACk7cknn9TFQHW5sCr2nXXWWfLQQw8V/37//v2yatUq2b3723En8/Pz5Z///Kd+7AknnCCDBg2SOnXq6KJhcrKUv/zlL7ow+MQTT0izZs2Kb6effjrvDGAgCqRwCXENAIDDcRkyYkkyfLoUmaQKLlEzH8+YMaPc37du3VpfYpykOg5nzZpV4XOq2SxzndESiJNvcc3nGb/hHuIaYA4uQc4OlyIjDHQWAnBmgiIAgFsnwIK8pJxJuwAAANJDsdDiM9RBHvRGPc6dL912vqwngPD1ariSzQwAAAAgdBQLAYcwuQkAxLM/5OQQACBbzGbLJciAaSgWIjauJ1a2r1+unauM7QQAbrE9rgFAtvJX5lu98X7cZF7ciwDAMhQLAQBwVNRjeZo0vEYcKKYhlbzm384ODwAwZ2IT17o51SQnQJDsPiqH9ZewuppYubpeAAA/9/9xrBdDawAAwigSqhvFNaBieRX/GumeMT7weS02FmJFUgUACIOrBVAAgD9c6yQEwkZnIWLnWhLi2voAgK3iOolCHDCP7Ze4A4Crwr4EOdlJWBJdhUDl6Cx04OC39vrcxogygUqs8j5aH/diAAAAAwqfdMsDAHJBJyGQG4qFOOzgvM4n37BVPO8mibMDg4HgAbjAhZNgrsQ0EybvAQBE01VIkRAIRlYVgalTp0rr1q0lPz9funfvLosXL07r72bOnClVqlSRgQMHZvOyTuLg052k5ECMy08HBpAb4po5RfugT1bEuX+MMy4A8BcxzU5hFrnimG046mVKdblxKi5fguzyuiF6GR+RP/XUUzJ69GgZN26cLFu2TDp16iR9+/aVTZs2Vfh3a9askZ/97Gdy9tlnZ72wcJ+tiZWtyw2AuIZw2RofbF1uwHfkarBBUIXCZIGQbkLAgGLhvffeKyNGjJBhw4ZJ+/btZdq0aVKrVi157LHHyv2bgwcPyuDBg+VXv/qVtGnTptLX2Lt3r2zfvr3UDf4gQbEfHbOwSdhxjZgG28Qdh4PuBmVyE/iEXA0+FQozRecdEFKxcN++fbJ06VLp06fPoSeoWlX/vGjRonL/7rbbbpPGjRvL8OHD03qdiRMnSr169YpvLVu2zGQxvePSJVs2ci2pAnwSRVzzLaZxssC8OJEJm5bVZe2abox7EWAhcjWYLs5CIYDMZFRl2rx5s+6maNKkSan71c8bNmxI+Tevv/66PProo/Lwww+n/Tpjx46Vbdu2Fd/WrVuXyWLCAbYkK7YsZybowIBPoohrxLT4mXBSxYZ4YcMyAigfuVq48lfmW/3xi3vcwrhfH4BBsyHv2LFDrrzySp1QNWzYMO2/q1mzpr7Bb6bPJElSBfgnm7hGTMvupEXt9e7NPmtyXDMlpplQ2AV8Qa4GGwuF2XYVcgkyEGKxUCVG1apVk40bS18aoX5u2rTpYY//6KOP9MQmF198cfF9hYXfHvzn5eXJqlWr5Pjjj89siSO47GPFhtIdJj5SB+t1Pvkm7sUwNrEiqQLc4ENcg1lMjGsHDCkUunhpfZwzi8M/xLRDjv7goHzVvlps7wUOoaMQ8OAy5Bo1akiXLl1k7ty5pZIk9XOPHj0Oe3xBQYEsX75c3n333eLbd77zHTn//PP1/7s0blMuB4OM71R5EmNSImPSsgDIDXHNHyZ1rJkUR0xaljAwtAZ8QkyDaSgUAh5dhjx69GgZOnSodO3aVbp16yaTJ0+WXbt26VkklSFDhkiLFi30gO75+fnSoUOHUn9fv359/W/Z+5EbVy/ZMqkbw/WECvAVcQ0+xrTkMpjEpIIuYCtiGior3v24yTxri4RMbAIYXCwcNGiQfPnll3Lrrbfqwd87d+4ss2fPLh4cfu3atXomSdjPlEuRTUiuTEuowkqqgujAiONyLWaNRC6Ia8FT+4Fan1U17iSYaXEtGVuIawCCQkxD3EzsJmS8QiCiCU5GjRqlb6nMnz+/wr+dPn16Ni8JxJJcmVgkBBA84lrq4v2Bz2vxcXPsRBhxzV29Gq6MexFgCFtjWp2l62VHF469bRZmoZCuwvQLo2wrBIEWQFh7SVDYYxmSUAFwAZ23dogippkc10ztlgcA14RV0KNQCLglq85CmMmHcQvD7jQ0OZGypYgLACYz7VLksLvnbYlrpmISOgCoHIVCwD0UCx0a38l3JROiTJIsEqlv0YEBwDS+ngRLFZtcjmucAANgi/yV+bKnYE/ci+HN+IRBXE7LeIVAdvJcH7tl3uaCuBfDeqZ3YbiQKGWCpAoAct+PEtcQtmwn7QIAG2ZFtqFQCCB7ThcLAUSLy7UAlNwf0DGPuNAtDwD2znZMoRCIH8VCx2aODOuSLRu7MFxEVyEAwCXENQAwv7swigJhEoVCwAwUCwEY0YHB5VoAUuEkGHzDDOYATBBlgTCJQiFgDoqFSBvdhfGi+wKAjx3zcJfpcY2hNQBEKe6JOOIoDoZdKIx7mwI2o1hYzhndFRuaWDu+k8+zRwKZTIAEwG+cBHOTCd3yAOJ39AcH5av21eJeDKPFXSBMoqPQntnA4Q+OpuBUF4CrwtzuQSVVdGAACGu/QPHHPRxPALBVWAUTXwtmvq43YDqKhQAAwFsUrQAAiAeFwnBw+TWCQLEQGSOxihbbu2IMBA+fcPk8XGBDt3yumLQLACpGoRAwmxlHVA7J9eCQS7YQJVOSKgDhoqheMU7KRMeWbc3QGgAQHgqFgPmoFMDpg33b+ZJU0YEBIO6TG7bsbwEA7vKhiBblOvqwPYGwUCxE1kisAMB9pnTMw347Qi7I0i0PAGajeAfYg2KhwzhothtJFQC4td8FALghrBmRXRZXoZACJZAdioXICYlVONiuABDPSTD2v2xXumEBIFgU7AD7UCx0/CCV7kIAABCnKAqwJh3v5HLpPpMRAXCtsOba+gC+MOfIyiG+TdZAF4bfSRUdGACi3E/QXQgASNfRHxxkY8XIlEKhKcvhM76L9qFYWA7O7GaGgmEwfNyOvhXXAdjBx/1xGGw7AQYACAYFOsBuHF15IKqDaBIrO7iUVFHUj96WLVtk8ODBUrduXalfv74MHz5cdu7cmdbfJhIJueiii6RKlSry3HPPlfrd2rVrZcCAAVKrVi1p3Lix/PznP5cDBw6EsQrIAkV9+HJcQLe8f4hrMHGSE5sLbWrZTVx+E5cJSMeDDz4oHTt21PmXuvXo0UP+8Y9/VPg3Tz/9tBQUFEh+fr6ccsopMmvWrHReqhR3qgaO4WDVPyRVsIEqFL7//vsyZ84ceeGFF2TBggUycuTItP528uTJulBY1sGDB3WhcN++fbJw4UL54x//KNOnT5dbb7016MWHIzgJZj4bYxr8RFwDgkNBzl3MAB6fY445Ru666y5ZunSpvP3229KrVy+55JJLdE6WisqnLr/8ct3U8c4778jAgQP17b333svodSkWeoLEymwkVQjD9u3bS9327t2b0/OtWLFCZs+eLY888oh0795dzjrrLJkyZYrMnDlTPv/88wr/9t1335V77rlHHnvsscN+9/LLL8sHH3wgTzzxhHTu3Fl3H06YMEGmTp2qC4hwoxPX1pNg7J/N5lK3fC56NVwZ9yJYF9MU4pp56ixdH/ciwOFCoQ3LCH9sTzOuXXzxxdK/f3858cQT5aSTTpI77rhDateuLW+++WbKx//2t7+Vfv366Su12rVrp/Oq0047TX73u99ltHx5Ga8RkEZiVeeTb9hOBiaiJFXmOfKLQsmrHmwR5cD+b5+vZcuWpe4fN26cjB8/PuvnXbRokb70uGvXrsX39enTR6pWrSpvvfWW/Nd//VfKv9u9e7dcccUVuvjXtGnTlM+r2uObNGlSfF/fvn3lRz/6kT5jduqpp2a9zHCX2p/VXh9NAZK4lvn28pXvl+zbFNMU4hpML2ydc+LquBcjLRTh4KoGKw8WxbVgJ0o6sP9g1nFNXZGlLjHetWuXvhy5vNg2evToUvep3KrsMFDie7FQnWmdt7kgloPFA5/XyrkLo9Zndp4xJ7FKfzsBYVm3bp0e1yKpZs2aOT3fhg0b9HiCJeXl5UmDBg3078pz/fXXy5lnnqnb5ct73pKFQiX5c0XPC0SJuJb+drL1BJit3a++CDqmKcQ1wL8ioU1FWLhtXQZxbfny5bo4uGfPHt1V+Oyzz0r79u0zyq0yzavsrETBiq4yCmFmbR8TkyrfOzDClhwEN3krLwCNGTNGjyVY0W3lyuwucXv++edl3rx5erxCIOhiDHHNLMR9mBDTFOIaED4bC4WArXGtbdu2elgndTWXuvpq6NChehinMDnfWYh40YlR/nYBTHHDDTfIVVddVeFj2rRpoy8h3rRpU6n71YzFaibJVJcXK6pQ+NFHH+nLl0u69NJL5eyzz5b58+frv128eHGp32/c+O34euU9L8TKjnm4y/YTYCaIe1xRlxDXUNLRHxyUr9pXs3KjmNoFZ3uh0NTtCpSnRo0acsIJ337vunTpIkuWLNFjE/7+978/7LEqf0rmUknq50zzKoqFlRy0rdhQun3TdlGO8ZREwfDw7RE1F5MqBKdRo0b6VhnV+r5161Y9E5cKUsliYGFhoZ7wpLzujquvvrrUfWp8wvvuu08P1pt8XjVQrypEJi9zVrMtqzNs5bXXA3HFNWJa6m1iOy5BdgtxDQie7QXCsigYwmaFRflXeROiqNxq7ty58tOf/rT4PpVblTfGYXkoFhrO5nELSyK5OrQdXGB7UuXDrJFhULNpqZm1RowYIdOmTZP9+/fLqFGj5LLLLpPmzZvrx6xfv1569+4tjz/+uHTr1k2fwUp1FqtVq1Zy3HHH6f+/8MILdVHwyiuvlF//+td6PI1bbrlFrr322kDGpAKCRkwrvS2iZuoJMIbWsA9xDfCrQAjYaOzYsXLRRRfp/GnHjh0yY8YMfXXWSy+9pH8/ZMgQadGihUycOFH/fN1118m5554r99xzjwwYMEBmzpwpb7/9tjz00EMZva6ZR1uOMPWgMa6DbFcKZbatv6lJVa64XCseTz75pBQUFOiCYP/+/eWss84qFXhUAXHVqlV6BuR0VatWTV544QX9rzrj9f3vf18Hvdtuuy2MVYCDJxvi2M+pfTpxze+4DjcQ12C6qAt26vWSN9f5sI6w36ZNm3RupMYtVDmYugRZFQovuOAC/fu1a9fKF198Ufx4NbGkKiiqHK1Tp07yl7/8Rc+E3KFDh4xel85CRMrXbgzfE0qbiumomJr5WAWf8rRu3VoSiUSFz5Hq98cee6zMmjWLzZ9mZ+y8zQWxDK/BuIWHI65FK4zCsO3d8sgNcQ2+o2CGyuSvzGcjxejRRx+t8Peqy7Cs7373u/qWC4qFnl6KHMfYhb4mVnEWCkmqAPiCuBYdToABgJ3j61EYDG/bmoT3GUGgWIhYEw3Xi4YkVADg7ni8vp0IizumuTqsBgC7O672FOwxqqhFoSi8bQv4hGJhBJdaHvi8VtgvY10XhuvJVdwJlUJSBcA3ccc1l0+EmRDXwrA7oEuQcx1ag3F4gXAd/cFB+ap9Nes3M4VA2Pr9g304RWvJwVtQB7MmFpRcS0BcWx8TkyoA9gsrrpnApThgykQuJhyvAADcRSEWKI0jLxjBlGQkFyatA0kVgLCYXuw3Zf9nUkzIlu3LDwBAJigYAoeYcUQN8b270ObkyrRlNun9dL3jFwAqY1J8SJcvcc3l7lYA0WGmWAAucr+qYADTuzBMZFqiUh4bljEoJFWAG0wqtvtwEsy2mGbacpr2Xpp4nNer4cpYXx8IWp2l69moiI3t3YVBLz/FcH8xwQmMGBTepsHiTUukSiKpAgBz41rJ+EFcixcnwAAA5WF2ZMCTzkKXzriGeXBrcqHJhG4HE5YhLiRVAEzqpHJB3DEl+fomxzWTj0sA2CfMGVnpvnKP7R2GQK7oLIRVou7KMDmJKoukCoCtJyNqfVbVm+7COOMaMc1MJg0NAAA4hA5D+IxiYZoHcSs2NMm5C+PA57Vyeo4k3xOripKeXBMtmxKpkigUAoB7cc3XmGZTtzxdtgAAU9ANiSBRLITViVVZPiZGYRcKTUuqcu3AcGlYAiBOtpwEs5mPMU3hBBgAG6lLkfcU7Il7MRAwugvhK47MkRIH6gBgrlyL3r5d9khMs4dNJ8AAAH7wtWOPsTj9RrHQUhzsQiGpAuCKsOMaBUPz2fYecQkyYJ8wJzmB23wtGOaK75y97Doqs5xtB5W2HbT7xrb3x7bPPwD32LbfRLA40QoAcLVgaPKywU4cNVt8yVYUB70kVmaK4n0hqQIQ9UkA4pq/fD3eMPH4EkD2uGzTfRTl4As/j8yQEV8P4E3F+wEAcImNJ8DolgcAvwuGFA3DV2fp+gheBeWhChQxG7swFApUfjG1q5AODMD97xPdhX7h+AKAa+gu9IcpBcMwloPPMSgWIm0c0MfP1veADgzAXbZ+v23dn7okqvfA1BNgJsyMDpiKjiLYwpSCIRA0jpQdEOVBMMlVfEiqAPiCrnn3cTwBAHAFBUO4yJtioUlnXm3twkjiAJ9tDgCuIKa5vc3DKDwHdRxn6lAAgOuO/uBg6K/BJZz+iatgSKESYfGmWOj6QV3Ul9iQXLm5rU1OqgCYK4zvOV3zbuL4AQDgKgp3cAnFQodQMHQPSVWwxXqTOowBE5h8Eixq7G/d28acAAMQJ7oL/RRlwTCs1wrqsxtFFy/CQ7EwJq50W5FchbddSaoA+F785iSYOzheAAD4gg5DuIBioWPimPGPBMD+7enyTJEAouHSSTDiWvDbNGrENQAmdDypDq3kDX4Ju2BIQRJho1iYIS7ZSo3EKhhsRwAwo+jD/pjtGGZBnONJwD8lC4dhFBApTJqHgh5slhf3AvhMHXQe+LxWKIlVrc+qxpJY1V5Ph1ou28+lRJykCvAPcQ0mFFvpKgRgi7A6DtXz7inYE8pzI7uC4TknrraiCEkXLJLoLHRUnJ0YdGOwzQDYgw6nihHTMkehEEAQ6ixdz4bMAUUfs6gCXxBFProVERWKhTFzZYynskiu7NhOdF8AsEWc+ytOhGW2rVxk4vGaD5McAWFiplbYXDQEwubmEV3IB1W2dGHEXQgiuTJ724T5+TAxqQIQjTC//ybENZS/beLePnF/Plw7jgRgP7oL3Soa2lRkpBhvP8YsdFxc4xeWxFiGh28PpI+kCoCJ+3DG6C29PeLGCTAA8Hf8wmRR1Mb1LFsALG9swygKhRSXURLFQocHhDcJyZU5CZWvSRWXawEVF+VXbGhiRVwz4SSYQlwzJ67Z0lEIAHFxuWBYssDlwnra1D0It5lxlAdvDqJNuEwpaqats0mfBwC58bUIbtJ+zLR9fBR8WmdTT4ABCIZPl0q62DWWap1cXE8fMcFR/Pw40rPg0siwD0ZNSqx8STRMXMewPwckVQCiQlyLno9xLWgMrQEgTq4U0tR6uLIupmB7oiyzjvjg3QG1iYlHrlxcp7iQVAHRse0kmKlcjAGmrpOJxzUAYDqbi0LpFgltXkfAFOYd+XksisTK1APrZCJiYjKSDhuWn65CAK4xNaYppscE2+NaFO+9rwVvwLdLEX26FNnmYlqmy2zjOrrCx++Ui5jgBMYpmZiYPtukqUmUTQk1AHdFMYGXKROelIeYFjxbY1qQ3bu+jlcKIDi2TAaSS9HPlnWMG4VVpGLu0XVIgjy4CuMSSZ+7C23obCi5PKYsk6vdF1yCDMC1uGZiDDFteUxBVyEAH5hcJGJcQiBedBZ6yvROjFTKJjJRdB3anjzZkkCHjQ4MIP0i/YoNTazrLlSIa+7HNIW4BiCsyya/al/N64KhKR14QRcw6S4EskOx0EAkVsEkPekWE11InuJMqOi+AOIvhs/bXMDbYGnBMN145HtMU4hrABCeOItqYXc4UjCMb9vDXu4eUUbE9kslXT5DX/Zyr/JuLnL5fUW8tmzZIoMHD5a6detK/fr1Zfjw4bJz5860/jaRSMhFF10kVapUkeeee67U75YsWSK9e/fWz3nUUUdJ37595V//+lcYq4AYRHlSwdX9n88xzYVCoe3Hiy4jrgHxFY6ivNSYolg0mNzEHe4eVVqOxAo2JMokVf5RhcL3339f5syZIy+88IIsWLBARo4cmdbfTp48WRcKy1LFxn79+kmrVq3krbfektdff13q1KmjC4b79+8PehUQU1GDuIZsuVoAhhmIa+aLYkZkhSJHdF1+cY1HSMEQSB+XIcOJS7fwLRIqhGnFihUye/Zs3QXYtWtXfd+UKVOkf//+MmnSJGnevHm5f/vuu+/KPffcI2+//bY0a9as1O9WrlypOztuu+02admypb5v3Lhx0rFjR/n000/lhBNOCG+l4CzimhtcOAEGcxHXgPDHMTStQMclyaW3BVAeqkMBcKELQ6HQZLeo3z+SKvNt37691G3v3r05Pd+iRYv0ZcLJQqHSp08fqVq1qu4ILM/u3bvliiuukKlTp0rTpk0P+33btm3l6KOPlkcffVT27dsn33zzjf7/du3aSevWrXNaZpiFuAYfj0uCPk70ddKuoGOaQlwDgi0mlewaZDZjwG5edhbaNBh8VJOdJNGJYSdXEiofx3Wqs+YbyctLBPqcBw58exY42aWXpLr1xo8fn/XzbtiwQRo3blzqvry8PGnQoIH+XXmuv/56OfPMM+WSSy5J+Xt1yfH8+fNl4MCBMmHCBH3fiSeeKC+99JJ+frgxK3JciGt24gSYnWyKaQpxDWX5PCuyT91ndBeaLaqhB1AxOgvhdOHJB3G8XzZ1FfragaGsW7dOtm3bVnwbO3ZsyseNGTNGjyVY0U1dKpyN559/XubNm6fHKyyP6iRUE6X07NlT3nzzTXnjjTekQ4cOMmDAAP07uCWO/QdxzR7qveL9Qi4xTSGuAfCxCBr3+jPup1to2bCgCyPq7kIleaDOOIZmo1CIiqgZi9WtMjfccINcddVVFT6mTZs2+hLiTZs2lbr/wIEDerzBVJcXK6pQ+NFHH+nLl0u69NJL5eyzz9YdhTNmzJA1a9boy8HUJc2Kuk/Nivy3v/1NLrvsskrXwXc2dczHGdeIaWaLq0gYZgHbt255E2KaQlxzs9NoR5cWkbxWsuBBhyEAn1EstEQciZVCcmUmV7suSKri0ahRI32rTI8ePWTr1q2ydOlS6dKlS3ExsLCwULp3715ud8fVV19d6r5TTjlF7rvvPrn44ouLxzRURcKSMyUnf1bPjXi4dClyEifCzOVioRDxIa4hCBQN3efr5ci+d1UiPVyGDG8LU7aK8/0gqfKbmnCkX79+MmLECFm8eLG+XHjUqFG68y85E/L69euloKBA/15RHYfqkuKSN6VVq1Zy3HHH6f+/4IIL5Ouvv5Zrr71Wz0z5/vvvy7Bhw/R4heeff348Kwun9yfENbO4+n5wAsx8xDWkWzTk8kp3UTgDUqNYaNFBYdyJlasH8zZxuVBIUmWHJ598UhcDe/fuLf3795ezzjpLHnrooeLf79+/X1atWqW7BdOlnu/vf/+7/Pvf/9bdi+ry5M8//1xmz54tzZo1C2M1YIi44xriFfexhY0nwHwehzcsxDWki6Khu3wqGIa1rhTU3ZNVsXDq1KnSunVryc/P15eeJTtIUnn44Yd14qfGnlK3Pn36VPj4qNh6sBX3gS3JVXzbnW0PE6iZj9V4gjt27NADzD/22GNSu3bt4t+r2JBIJOS8884r9znU79XMxyWp7sLXX39dX+asxkCcO3eunHHGGaGth4txLQyuF/HZt8a77X0+noI5XIxrxLRoioYUR9ziQ8HQh3VEjMXCp556SkaPHi3jxo2TZcuWSadOnaRv376HDXqfpAavv/zyy+XVV1/Vg9e3bNlSLrzwQn2pmotcT6wUkqvot3fcbE2qbD0pgGi5Etds/bybsH8xYT/rCxOOIaL4zPlwPAgzuRLTbCwcUjyEySgUIvRi4b333qvHq1LjSbVv316mTZsmtWrV0mfhymvt//GPfyydO3fWl5o98sgjesB6dXYN9iZWStwH+64zIaFSSKrgOuJa/EUPE+KaKftcl7F9gfC5HNPUjMi2FQ8pItqFghqQZbFw3759ehZMdclVyRkr1c/qTFQ61DhWakwr1fJfnr1798r27dtL3WBeYqWQXLm9TU35nAFhiSKuEdPs2t+YtA92hUnblBNgcBm5GpA7FwuGYa9TkF21NpwU8EVGxcLNmzfLwYMHpUmTJqXuVz9v2LAhree46aab9KyZJROzsiZOnCj16tUrvql2eJtEdemJKYmVaYmArUzbhlF9vrhUC3GKIq7ZHtN8/Z6atk+2kWnb0KTjJp+GGkB0yNXMxSXKdnGpYOjSusDh2ZDvuusumTlzpjz77LN6EPnyjB07Vg8wnLytW7culOVx4aDLtANf0xIDG7DNAHulE9eiimkuMC2mKeyj3dhmnAAD7MvVXEPB0C62F9nU8tu+DrCoWNiwYUOpVq2abNxYusNA/dy0adMK/3bSpEk6AL388svSsWPHCh9bs2ZNqVu3bqmbbXzswjA9UTCNydvIhaTKhZMBCF8UcS3KmBbm597Hrnlb9tmmMHUbmfqZAoLmQ65m+yWKFAztYmuxLcrl5jPtroyKhTVq1JAuXbqUGvA2OQBujx49yv27X//61zJhwgSZPXu2dO3aNfulhXUHwaYmDnEyfZuY/HkCgkZcM5PJ+yHT9+FxbQ+2CSeKET9iGhA82wqGti0vzJWX6R+MHj1ahg4dqot+3bp1k8mTJ8uuXbv0jFvKkCFDpEWLFnqMJuXuu++WW2+9VWbMmCGtW7cuHgOqdu3a+uYy1YWxYkPpcbDCTKwOfF4rktfKRskkotZnkV79bgRbkqgoE3Tfu29hDuKamYhrZiOuAWYipplPdWJ91b5a3IuBLApwewr2GL3dKBQi1mLhoEGD5Msvv9QFQFX469y5s+4YTA4Ov3btWj2TZNKDDz6oZ+b6f//v/5V6nnHjxsn48eNzXPxgLtmat7kg7sXwIrHyrXBoSyJlQycPECbX4porJ8FsjGsuxzSFuBbfCTCG1kC6iGl2oGBoJ1WMM7VgGEehkEuQ3ZZxsVAZNWqUvqUyf/78Uj+vWbMmm5dwBomVX4VD2xKpuAqFJFUwDXEtfcS19GMAcS0+nACDz1yPaWrcwh1dWsS9GDmjYGgn0wqGdBPCqGIhzGZLJ4YLSZatxcGSSKgAt7jUMe9SXLMhpinEtcwxrAaAbFEwtJMplyW7Vii0fQIj11AsdLALw+bEqrKEJe5ky4UkKu5CIUkVYD/iWuaIadHgBBgA21AwtFdcXYYmFAm5BNl9FAsj6sIgsQq/WBdEIdG1YmBFSKgA2MaFE2GZxBzimvkxLYoTYIxXCLiPgqG9ou4yNKFQCD9QLPTk4Nml5Ko8PhX6ckVSBcDGk2AuFgwrQlxLDye/AP+4Mm5hSRQM7RZ20ZAiIaJmxwA6jojz8ksOpJH8HLhcKATgRycSMQ0mfBaIawCCxqWd9lNFvSALe0E/XxD4nPqhatwLgOiQXPmN9x+AayfB2K/5jUIhABdRiHFDssiXbaHPxCIh4rFgwQK5+OKLpXnz5lKlShV57rnnKny8mvVePa7sbcOGDRm9LsXCiLsw4j4LTWLlp7jf97g/9wDc/X7HvX9DPHx5313vEgaQGgVDfwuHphcJw/psMhNy+Xbt2iWdOnWSqVOnlv+gFFatWiVffPFF8a1x48YZ/T1jFno0zpOP4xjCn4RKIakCop28yxQ+jWPoOxNiWtwFcgDujltYEmMYusnkQmBlKGIHa/v27aV+rlmzpr6VddFFF+lbplRxsH79+lkvH8VCj5Fcuc2EhEohqQLcF/dJMIUTYe4zJa4BQFQoGALxqvPu55JX9fACXi4OFO7V/7Zs2bLU/ePGjZPx48cH9jqdO3eWvXv3SocOHfTz9uzZM6O/5zLkmLqSTCmgMOaTm0xJqEz5nAPw5/tuyv4Pbh6rRPk5p1seqJwPly7SzQUT8DkM3rp162Tbtm3Ft7FjxwbyvM2aNZNp06bJX//6V31TRcnzzjtPli1bltHz0FnoeSdGEl2GbjAlmYqjcEBSBSCJLkN3+BzXAKTH9cuRSxZqvmpfLeYlgY8oFIajbt26+ha0tm3b6lvSmWeeKR999JHcd9998j//8z9pPw+dhTEz6cDTpDP3yAzvHQATiugmxTSFfaO9THvvTPtsA/Cvw1ChaAMXP3O+fH/j1K1bN1m9enVGf0OxsAy6k8w7QEfFTHyvSKoAf5n4/TdxP4nUOAb5FsejQOZ8KThQMASQqXfffVdfnpwJLkM2gEmXI5fEZVxmMzX5jaNQQFIFmDUrsolxjZhmNlNjmqkFcAD+XpKscFkyovycIV47d+4s1RX4ySef6OJfgwYNpFWrVnqsw/Xr18vjjz+ufz958mQ57rjj5OSTT5Y9e/bII488IvPmzZOXX345o9elWGgIExOrJBIss5BQAbCBqXGNmGYWk2OaQqEQsI8vBUOF2ZIR5mcLZnj77bfl/PPPL/559OjR+t+hQ4fK9OnT5YsvvpC1a9cW/37fvn1yww036AJirVq1pGPHjvLKK6+Ueo50UCw0pAvD5MQqiQTLjO1vKhIqADYhppmx/U0WV1yjWx7InW8FQ4XJTxD0ZyoKvgwfkAs1k3EikSj396pgWNKNN96ob7lizELD2FBwYTyh6Le16UlVnJ9bkirA3O+JTTHN9P2sK2zZ1jZ8dgFUXoTwqRChCjx0gyGIzxGgUCw0kC0HqLYc8NuIbQvAFbbENIV9b7jb1ZZjBk6AAW7xqWCoUOwBnx0EgWKhod1KNiZXtiQBprJ1O5JUATB5P+HT/tg0Nm5D2z6rANJDlyFQMYrMKItiocFsPGAlwfJre9n4GQV8xUkwP/fTUbN5exHTAPf52GVIEQjpfE7i4Nv30TZMcGLgRCc2TXpSkbKJwoHPa8W0JGaxMYFKhaQKgE8xrez+m5h2+DaxmQkxLe6CPuALnyY/SVUM8mEiFN/WNxcUk1EeioUWsD258j3JciWRMimhUkiqgOy+N5wEC4avJ8Rci2kmxTUA0fGxYOjq7MmVFbvU711Z16BRKERFKBZakFi5VDCsKNlwIdFyMYkqiYQKQJD7EuKa+Yhr0eAEGICo2VQ0zLWoRcEw2O0JP1AstIhrBcN0ExITi4iuJ0+mFwpJqgD7T4L5GtdMjGkKcQ2Ab3zuLjThkt2oC1YUDOPZ7uVhvELzUSxMA4mV+QlMkMmXjwmTTYVCAG5xvWCYbYwhrvkT0zgBBsSHgmF4hUNTilK2dlMGzcT3A2ajWGghFy/fyhUFPj8SKoWkCnCru9DHgmE6iGv+xDUAMJHLxSXfugxdfi8RnqrhPbVbTCxQcMALPl8AXKFiGnENYX/GTGPi8SXgGy6H9JMPBTS1jiauJ985O1AstBzJFcL6XJmIpApw//tk6v4H9uJYCUBlKF74ydRiWq5cXS9Ei2KhA4mVQnKFoD5Hpn6WTP7+AfBnXwS7mPw5Iq4BZqFg6C9Xims2rAffM3tQLHQIyRVy/fwA8IvpxQr2S8jls8PnB0CmKGT4zfRCm81FQtiHYqFjiZXCwTEy/byY/pmx4Xvniy1btsjgwYOlbt26Ur9+fRk+fLjs3Lmzwr8577zzpEqVKqVu11xzzWGPmz59unTs2FHy8/OlcePGcu2114a1GrDo+2XDPgrmsOXzYvr3zifENZRFwdBvNhXebFpWhe+WXZgN2YFZJFNhxmSk+xkBMqEKhV988YXMmTNH9u/fL8OGDZORI0fKjBkzKvy7ESNGyG233Vb8c61atUr9/t5775V77rlHfvOb30j37t1l165dsmbNGt4cHLbPYtZk2B7XKBSahbgGIJVkEc60WZNtKg7CbhQLHUdyhfI+E7YgqTLHihUrZPbs2bJkyRLp2rWrvm/KlCnSv39/mTRpkjRv3rzcv1XFwaZNm6b83ddffy233HKL/P3vf5fevXsX36+6DBENG06CJRHXUN5nAsgUcQ0VdUDt6NKCDYRSxbm4CocuFAjpKrQPlyF7UsCw5bIchMfGz4Bt3zPTbN++vdRt7969OT3fokWL9KXHyUKh0qdPH6lataq89dZbFf7tk08+KQ0bNpQOHTrI2LFjZffu3cW/U12KhYWFsn79emnXrp0cc8wx8r3vfU/WrVuX0/LC7e+bjfs0BMvGz4Bt3zOXY5pCXENFKG4gzst+k6/lQqEQdqKz0JNOjCQ6MvxjWyLlW0KV98kXkle1RrBPWrhP/9OyZctSd48bN07Gjx+f9dNu2LBBjyVYUl5enjRo0ED/rjxXXHGFHHvssbrz8N///rfcdNNNsmrVKnnmmWf07z/++GNdLLzzzjvlt7/9rdSrV093Gl5wwQX68TVqBLx94BTiml9sjWm+xDWbYppCXENl6DBEVN2GLhcFKbzbiWKhhwXDsgfbjP/kJpsTKgRDdeapiUiSatasmfJxY8aMkbvvvrvSS7WypcY0TDrllFOkWbNm+nLjjz76SI4//nhdKFTjH95///1y4YUX6sf96U9/0pctv/rqq9K3b9+sXxt+xDSFoqHbbI9pPhQKTYlpCnENYRQ6uCwZ6RT50i0eulwchBsoFoIEyyG2J1NJJFXBUElVycSqPDfccINcddVVFT6mTZs2uni3adOmUvcfOHBAzyRZ3niEqagJTJTVq1frYqEqHirt27cvfkyjRo30Zctr165N+3kRDJsLhgonw9ziSlxDdDFNIa4hDHQZIh0UAQ//3sBOFAsDYHtilUSCZSfXEikKhdFThTl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" ] @@ -471,15 +468,15 @@ "\n", "# plotting at fixed time t = 0.0\n", "print('Plotting at t=0')\n", - "plotter.plot(trainer, fixed_variables={'t': 0.0})\n", + "plotter.plot(pinn, fixed_variables={'t': 0.0})\n", "\n", "# plotting at fixed time t = 0.5\n", "print('Plotting at t=0.5')\n", - "plotter.plot(trainer, fixed_variables={'t': 0.5})\n", + "plotter.plot(pinn, fixed_variables={'t': 0.5})\n", "\n", "# plotting at fixed time t = 1.\n", "print('Plotting at t=1')\n", - "plotter.plot(trainer, fixed_variables={'t': 1.0})" + "plotter.plot(pinn, fixed_variables={'t': 1.0})" ] }, { @@ -528,7 +525,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.9.16" } }, "nbformat": 4, diff --git a/tutorials/tutorial3/tutorial.py b/tutorials/tutorial3/tutorial.py index c49a0e6..b2ff8e4 100644 --- a/tutorials/tutorial3/tutorial.py +++ b/tutorials/tutorial3/tutorial.py @@ -131,15 +131,15 @@ plotter = Plotter() # plotting at fixed time t = 0.0 print('Plotting at t=0') -plotter.plot(trainer, fixed_variables={'t': 0.0}) +plotter.plot(pinn, fixed_variables={'t': 0.0}) # plotting at fixed time t = 0.5 print('Plotting at t=0.5') -plotter.plot(trainer, fixed_variables={'t': 0.5}) +plotter.plot(pinn, fixed_variables={'t': 0.5}) # plotting at fixed time t = 1. print('Plotting at t=1') -plotter.plot(trainer, fixed_variables={'t': 1.0}) +plotter.plot(pinn, fixed_variables={'t': 1.0}) # The results are not so great, and we can clearly see that as time progress the solution get worse.... Can we do better? @@ -196,15 +196,15 @@ plotter = Plotter() # plotting at fixed time t = 0.0 print('Plotting at t=0') -plotter.plot(trainer, fixed_variables={'t': 0.0}) +plotter.plot(pinn, fixed_variables={'t': 0.0}) # plotting at fixed time t = 0.5 print('Plotting at t=0.5') -plotter.plot(trainer, fixed_variables={'t': 0.5}) +plotter.plot(pinn, fixed_variables={'t': 0.5}) # plotting at fixed time t = 1. print('Plotting at t=1') -plotter.plot(trainer, fixed_variables={'t': 1.0}) +plotter.plot(pinn, fixed_variables={'t': 1.0}) # We can see now that the results are way better! This is due to the fact that previously the network was not learning correctly the initial conditon, leading to a poor solution when the time evolved. By imposing the initial condition the network is able to correctly solve the problem. diff --git a/tutorials/tutorial6/tutorial.ipynb b/tutorials/tutorial6/tutorial.ipynb index f439120..198405a 100644 --- a/tutorials/tutorial6/tutorial.ipynb +++ b/tutorials/tutorial6/tutorial.ipynb @@ -500,6 +500,15 @@ "fig, ax = plt.subplots()\n", "plot_scatter(ax, pts_heart, 'Heart Domain')" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## What's next?\n", + "\n", + "We have made a very simple tutorial on how to build custom geometries and use domain operation to compose base geometries. Now you can play around with different geometries and build your own! " + ] } ], "metadata": { diff --git a/tutorials/tutorial6/tutorial.py b/tutorials/tutorial6/tutorial.py index 5ac2a2b..a1e40a8 100644 --- a/tutorials/tutorial6/tutorial.py +++ b/tutorials/tutorial6/tutorial.py @@ -203,6 +203,7 @@ class Heart(Location): # In[14]: + class Heart(Location): """Implementation of the Heart Domain.""" @@ -242,3 +243,7 @@ pts_heart = heart.sample(1500) fig, ax = plt.subplots() plot_scatter(ax, pts_heart, 'Heart Domain') + +# ## What's next? +# +# We have made a very simple tutorial on how to build custom geometries and use domain operation to compose base geometries. Now you can play around with different geometries and build your own!