From 1662d58f050b78609177e8b4b1e95d900eba3835 Mon Sep 17 00:00:00 2001 From: jung-geun Date: Fri, 9 Jun 2023 09:38:44 +0000 Subject: [PATCH] =?UTF-8?q?23-06-09=20=EC=9E=90=EB=8F=99=20=ED=8A=9C?= =?UTF-8?q?=EB=8B=9D=EC=9D=84=20=EC=9C=84=ED=95=9C=20=EC=8A=A4=ED=81=AC?= =?UTF-8?q?=EB=A6=BD=ED=8A=B8=20=EC=B6=94=EA=B0=80=20=EB=A9=94=EB=AA=A8?= =?UTF-8?q?=EB=A6=AC=20=EA=B4=80=EB=A6=AC=EB=A5=BC=20=EC=9C=84=ED=95=B4=20?= =?UTF-8?q?=EC=86=8C=EB=A9=B8=EC=9E=90=20=EC=B6=94=EA=B0=80?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- auto_tunning.py | 126 +++++++++++++++++++++++++++++++++++++++++++++++ mnist.py | 60 +++++++++++----------- plt.ipynb | 11 ++--- pso/optimizer.py | 25 +++++++++- pso/particle.py | 9 ++++ 5 files changed, 191 insertions(+), 40 deletions(-) create mode 100644 auto_tunning.py diff --git a/auto_tunning.py b/auto_tunning.py new file mode 100644 index 0000000..5357ca0 --- /dev/null +++ b/auto_tunning.py @@ -0,0 +1,126 @@ +# %% +import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' + +import tensorflow as tf +tf.random.set_seed(777) # for reproducibility + +from tensorflow import keras +from keras.datasets import mnist +from keras.models import Sequential +from keras.layers import Dense, Dropout, Flatten +from keras.layers import Conv2D, MaxPooling2D +from keras import backend as K + +# from pso_tf import PSO +from pso import Optimizer +# from optimizer import Optimizer + +import numpy as np + +from datetime import date +from tqdm import tqdm + +import gc + +# print(tf.__version__) +# print(tf.config.list_physical_devices()) +# print(f"Num GPUs Available: {len(tf.config.list_physical_devices('GPU'))}") + + +def get_data(): + (x_train, y_train), (x_test, y_test) = mnist.load_data() + + x_train, x_test = x_train / 255.0, x_test / 255.0 + x_train = x_train.reshape((60000, 28, 28, 1)) + x_test = x_test.reshape((10000, 28, 28, 1)) + + print(f"x_train : {x_train[0].shape} | y_train : {y_train[0].shape}") + print(f"x_test : {x_test[0].shape} | y_test : {y_test[0].shape}") + return x_train, y_train, x_test, y_test + +def get_data_test(): + (x_train, y_train), (x_test, y_test) = mnist.load_data() + x_test = x_test.reshape((10000, 28, 28, 1)) + + return x_test, y_test + +def make_model(): + model = Sequential() + model.add(Conv2D(32, kernel_size=(5, 5), + activation='relu', input_shape=(28, 28, 1))) + model.add(MaxPooling2D(pool_size=(3, 3))) + model.add(Conv2D(64, kernel_size=(3, 3), activation='relu')) + model.add(MaxPooling2D(pool_size=(2, 2))) + model.add(Dropout(0.25)) + model.add(Flatten()) + model.add(Dense(128, activation='relu')) + model.add(Dense(10, activation='softmax')) + + return model + +# %% +model = make_model() +x_test, y_test = get_data_test() +# loss = 'binary_crossentropy' +# loss = 'categorical_crossentropy' +# loss = 'sparse_categorical_crossentropy' +# loss = 'kullback_leibler_divergence' +# loss = 'poisson' +# loss = 'cosine_similarity' +# loss = 'log_cosh' +# loss = 'huber_loss' +# loss = 'mean_absolute_error' +# loss = 'mean_absolute_percentage_error' +# loss = 'mean_squared_error' + +loss = ['mse', 'categorical_crossentropy', 'binary_crossentropy', 'kullback_leibler_divergence', 'poisson', 'cosine_similarity', 'log_cosh', 'huber_loss', 'mean_absolute_error', 'mean_absolute_percentage_error'] +n_particles = [50, 75, 100] +c0 = [0.25, 0.35, 0.45, 0.55] +c1 = [0.5, 0.6, 0.7, 0.8, 0.9] +w_min = [0.5, 0.6, 0.7] +w_max = [1.1, 1.2, 1.3] +negative_swarm = [0.25, 0.3, 0.5] +eb = [True, False] +dispersion = [True, False] + +if __name__ == "__main__": + try: + for loss_ in loss: + for n in n_particles: + for c_0 in c0: + for c_1 in c1: + for w_m in w_min: + for w_M in w_max: + for n_s in negative_swarm: + pso_mnist = Optimizer( + model, + loss=loss_, + n_particles=n, + c0=c_0, + c1=c_1, + w_min=w_m, + w_max=w_M, + negative_swarm=n_s + ) + + best_score = pso_mnist.fit( + x_test, + y_test, + epochs=200, + save=True, + save_path="./result/mnist", + renewal="acc", + empirical_balance=False, + Dispersion=False, + check_point=25 + ) + + del pso_mnist + gc.collect() + tf.keras.backend.clear_session() + + except KeyboardInterrupt: + print("KeyboardInterrupt") + finally: + print("Finish") diff --git a/mnist.py b/mnist.py index 3140b52..8962435 100644 --- a/mnist.py +++ b/mnist.py @@ -62,39 +62,35 @@ def make_model(): # %% model = make_model() x_test, y_test = get_data_test() -# loss = 'binary_crossentropy' -# loss = 'categorical_crossentropy' -# loss = 'sparse_categorical_crossentropy' -# loss = 'kullback_leibler_divergence' -# loss = 'poisson' -# loss = 'cosine_similarity' -# loss = 'log_cosh' -# loss = 'huber_loss' -# loss = 'mean_absolute_error' -# loss = 'mean_absolute_percentage_error' -loss = 'mean_squared_error' -pso_mnist = Optimizer( - model, - loss=loss, - n_particles=50, - c0=0.35, - c1=0.8, - w_min=0.7, - w_max=1.0, - negative_swarm=0.25 - ) +loss = ['mse', 'categorical_crossentropy', 'binary_crossentropy', 'kullback_leibler_divergence', 'poisson', 'cosine_similarity', 'log_cosh', 'huber_loss', 'mean_absolute_error', 'mean_absolute_percentage_error'] + +if __name__ == "__main__": + try: + pso_mnist = Optimizer( + model, + loss=loss[0], + n_particles=200, + c0=0.35, + c1=0.8, + w_min=0.7, + w_max=1.15, + negative_swarm=0.25 + ) + + best_score = pso_mnist.fit( + x_test, + y_test, + epochs=200, + save=True, + save_path="./result/mnist", + renewal="acc", + empirical_balance=False, + Dispersion=False, + check_point=25 + ) + except Exception as e: + print(e) -best_score = pso_mnist.fit( - x_test, - y_test, - epochs=200, - save=True, - save_path="./result/mnist", - renewal="acc", - empirical_balance=False, - Dispersion=False, - check_point=25 - ) # pso_mnist.model_save("./result/mnist") # pso_mnist.save_info("./result/mnist") diff --git a/plt.ipynb b/plt.ipynb index 4a41947..e852161 100644 --- a/plt.ipynb +++ b/plt.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "metadata": { "tags": [] }, @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 28, "metadata": { "tags": [] }, @@ -28,12 +28,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "(201, 100)\n" + "(165, 100)\n" ] }, { "data": { - "image/png": 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", + "image/png": 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ixowZvP/++xxzzDEALFiwgLFjx27L9gkhhBBCCLHNbFXl98Ybb+TAAw+ks7OTv/71r9TV1QHw1ltvcdppp23TBgohhBBCCLGtbFXlt7q6ml//+tfDbr/qqqv+zw0SQgghhBBie9mqyu/jjz/OSy+9VPj7jTfeyN57783pp59Ob2/vNmucEEIIIYQQ29JWhd9vfvOb9Pf3A/Duu+9y2WWXccwxx7BixQouvfTSbdpAIYQQQgghtpWtGvawYsUK9thjDwD++te/ctxxx3HNNdfw9ttvFya/CSGEEEIIsavZqspvMBgknU4D8NRTT3HkkUcCUFtbW6gICyGEEEIIsavZqsrvIYccwqWXXsrBBx/M66+/zp/+9CcA3n//fVpaWrZpA4UQQgghhNhWtqry++tf/xrTNPnLX/7CzTffzKhRowD4xz/+wdFHH71NGyiEEEIIIcS2slWV39bWVh555JFht99www3/5wYJIYQQQgixvWxV+AVwHIcHH3yQRYsWATB16lROOOEEDMPYZo0TQgghhBBiW9qq8Lt06VKOOeYY1q5dy+TJkwG49tprGT16NI8++igTJkzYpo0UQgghhBBiW9iqMb8XXXQREyZMYPXq1bz99tu8/fbbrFq1inHjxnHRRRdt6zYKIYQQQgixTWxV5ff555/n1Vdfpba2tnBbXV0d1113HQcffPA2a5wQQgghhBDb0lZVfkOhEAMDA8NuTyaTBIPB/3OjhBBCCCGE2B62Kvwed9xxnHfeebz22msopVBK8eqrr/KVr3yFE044YVu3UQghhBBCiG1iq8LvL3/5SyZMmMCBBx5IOBwmHA5z0EEHMXHiRH7+859v4yYKIYQQQgixbWzVmN/q6moeeughli5dWljqbPfdd2fixInbtHFCCCGEEEJsSx86/F566aWbvf/ZZ58t/Pn666/f+hYJIYQQQgixnXzo8PvOO+98qOM0TdvqxgghhBBCCLE9fejwW1zZFUIIIYQQ4t/RVk14E0IIIYQQ4t+RhF8hhBBCCFE2JPwKIYQQQoiyIeFXCCGEEEKUDQm/QgghhBCibEj4FUIIIYQQZUPCrxBCCCGEKBsSfoUQQgghRNmQ8CuEEEIIIcqGhF8hhBBCCFE2JPwKIYQQQoiyIeFXCCGEEEKUDQm/QgghhBCibEj4FUIIIYQQZUPCrxBCCCGEKBsSfoUQQgghRNmQ8CuEEEIIIcqGhF8hhBBCCFE2JPwKIYQQQoiyIeFXCCGEEEKUDQm/QgghhBCibEj4FUIIIYQQZUPCrxBCCCGEKBsSfoUQQgghRNmQ8CuEEEIIIcqGhF8hhBBCCFE2JPwKIYQQQoiyIeFXCCGEEEKUDQm/QgghhBCibEj4FUIIIYQQZUPCrxBCCCGEKBsSfoUQQgghRNmQ8CuEEEIIIcqGhF8hhBBCCFE2JPwKIYQQQoiyIeFXCCGEEEKUDQm/QgghhBCibEj4FUIIIYQQZUPCrxBCCCGEKBsSfoUQQgghRNmQ8CuEEEIIIcqGhF8hhBBCCFE2JPwKIYQQQoiyIeFXCCGEEEKUDQm/QgghhBCibEj4FUIIIYQQZUPCrxBCCCGEKBsSfoUQQgghRNmQ8CuEEEIIIcqGhF8hhBBCCFE2JPwKIYQQQoiyIeFXCCGEEEKUDQm/QgghhBCibJg7uwFCANxxxx1ccskl/OlPf+KSSy5h9erVHHLIIdx+++2MHDkSgDfeeINvf/vbvPPOO1iWxd57780NN9zAPvvsUziPpmnceuutPProozzxxBOMGjWKn/3sZ5xwwgk769LEdrRiyVxeffIvAKSzOTLZLAC5jIvmbu6zvdoBrfvoFOA6Lktfm4O2sxuzi5A+GU76ZDjpk1K7en/opsklV/98pz2/hF+xy0in0/z0pz/l7rvvRtd1vvCFL/CNb3yDe+65B4CBgQHOOussfvWrX6GU4mc/+xnHHHMMS5YsobKysnCeq666ih//+Mf85Cc/4Ve/+hVnnHEGK1eupLa2dthz5nI5crlc4e/9/f0AWJaFZVnb9PoGz7etz/vv7P/SJ2uWL2TFFy5g74GektvbmmayaPczt0n7hBBCbHuhzPLt9jv2w9CUUrtmCUSUlTvuuINzzjmHpUuXMmHCBABuuukmrr76atrb2zf6GNd1qa6u5t577+W4444DvMrvd77zHX7wgx8AkEqlqKio4B//+AdHH330sHN8//vf56qrrhp2+7333ks0Gt1Wlye2g9UP3c3h/1yAo+lkA6BpLi4Gc/f5PvlQLbqTQ1Puzm6mEEKIDQTyK6k/edQ2PWc6neb000+nr6+PeDy+2WN3qcrvc889xw033MDrr79Of38/kyZN4pvf/CZnnHFG4ZiPf/zjPP/888Mee8wxx/Doo49u9LwvvfQSl19+Oe+99x7pdJoxY8Zw/vnn8/Wvf32jx1933XVcccUVXHzxxfz85z8v3J7NZrnsssv44x//SC6X46ijjuKmm26iqakJgO7ubs444wzmzZtHd3c3jY2NnHjiiVxzzTWFF6KtrY3LLruMN998k6VLl3LRRReVPAfArbfeyl133cX8+fMB2HfffbnmmmvYf//9C8esX7+eyy+/nCeffJJEIsFhhx3Gr371KyZNmrTZvjr//PO55ZZbgKHAuTHr16+nsbGRs88+mzvvvHPY/XvssQcLFiwo/H3t2rVcfvnl/OMf/yCdTjNx4kRuv/129ttvP8ALmX/84x9ZvXo1wWCQfffdl//93/9l5syZhXNEo1Hee+89Tj/9dObNm4eu66TT6cL9v/jFL7jkkkuGteX4448vtBfgoYce4pZbbiGXyzF16lSi0SgdHR0bvc4rrriCSy+9tPD3/v5+Ro8ezZFHHrnFfzwflWVZzJkzhyOOOIJAILBNz/3vamv7pG3NUmquWg3A0wdM5LZZK1CazpeXnoLRWUtYT/DJb0ylZcx4lO3S9fO5uH159IOruO+e/wGlOO1/r6dhzLjtdWlbRd4jw0mfDCd9Mpz0Saly7I/Bb24/jF0q/P7zn/9kr7324vLLL6epqYlHHnmEM888k6qqqkJl74EHHiCfzxce093dzfTp0znllFM2ed5YLMaFF17IXnvtRSwW46WXXuL8888nFotx3nnnlRz7xhtv8Jvf/Ia99tpr2Hm+/vWv8+ijj3L//fdTVVXFhRdeyGc+8xlefvllAHRd58QTT+SHP/whDQ0NLF26lAsuuICenh7uvfdewPuavaGhge985zvccMMNG23vc889x2mnncZBBx1EOBzmRz/6EUceeSQLFixg1KhRKKU46aSTCAQCPPTQQ8Tjca6//npmz57NwoULicVihXN9+ctf5uqrry78vbiaeeqppw6rhp599tlks9lCkPzFL37BddddV7jftu1h/d3b28vBBx/MJz7xCf7xj3/Q0NDAkiVLqKmpKRyz22678etf/5rx48eTyWS44YYbOPLII1m6dCkNDQ2F4/7rv/6La665hk9+8pM88cQTXHTRRYX7HnnkEaZPn843v/lNWlpaCAaDzJo1i9bW1kJ7AWbMmMFtt91GdXU1t99+O6+++iorVqzYaF+HQiFCodCw2wOBwHb7gbE9z/3v6qP2ycPXfI/D0/30hitYOC2C0hT79k2lsmcKaYDqxYyb+BkAUnPbveBbGeBfK+aAUkz82AE0T9xt+1zMNiDvkeGkT4aTPhlO+qRUOfXHR7pOtYs75phj1DnnnLPJ+2+44QZVWVmpksnkRzrvpz/9afWFL3yh5LaBgQE1adIkNWfOHDVr1ix18cUXF+5LJBIqEAio+++/v3DbokWLFKBeeeWVTT7PL37xC9XS0rLR+zZ8jk2xbVtVVlaqO++8Uyml1OLFixWg5s+fXzjGcRzV0NCgbr311o98/kEdHR0qEAiou+66a5PH/O1vf1OapqkPPvigcNvll1+uDjnkkA/9PEop1dfXpwD11FNPKaWU+t3vfqc0TVO/+93vSp6r+C1aUVFR0rZ33nlHAer0008v3Aaov/3tbyXPpeu6Oumkkz5Su/r6+j7S9XwY+XxePfjggyqfz2/zc/+72po+6epYo57d5wC1cPIU9YszT1R73T5N7XnHnurn3/2++vX5T6vfffUBtez9BUoppVzbUet+9LpaffkLav0j89XPTj1e/fRzx6r2ZUu21yX9n8h7ZDjpk+GkT4aTPilVjv3xUX5/71KV343p6+tj99133+T9t912G5///OdLqp1b8s477/DPf/6TH/7whyW3X3DBBRx77LHMnj172H1vvfUWlmUxe/bswm1TpkyhtbWVV155hQMOOGDY86xbt44HHniAWbNmfei2bUw6ncayrMKErcEJWuFwuHCMruuEQiFeeuklvvSlLxVuv+eee/jDH/7AiBEjOP744/nud7+7ybGsd911F9FolM9+9rObbMttt93G7NmzGTNmTOG2hx9+mKOOOopTTjmF559/nlGjRvG1r32NL3/5yxs9Rz6f57e//S1VVVVMnz4dgJUrV6KUQtd1ZsyYQXt7e2GVh0GTJk3i7rvvZr/99qO/v5/TTjsNgL333nuT7XVdF6XUJt8fO2rC26++fymVa73X746/vb3Nzvuf4qP0ScBS1I74JN2mxtrRAWaunEadE6SyewoZQI8vJvmAxjzex7RN4gNV2IbNi/+8E6Vcxs7Yj9rRY3bJiYcyKXI46ZPhpE+Gkz4pVY798VGudZcOv3/+858LwxA25vXXX2f+/PncdtttH+p8LS0tdHZ2Yts23//+90tC4h//+Efefvtt3njjjY0+tr29nWAwSHV1dcntTU1NwyZknXbaaTz00ENkMhmOP/54fve7332o9m3K5ZdfTnNzcyF4D4buK664gt/85jfEYjFuuOEG1qxZQ1tbW+Fxp59+OmPGjKG5uZl58+Zx+eWXs3jxYh544IGNPs9tt93G6aefTiQS2ej969at4x//+EdhCMeg5cuXc/PNN3PppZfy7W9/mzfeeIOLLrqIYDDIWWedVTjukUce4fOf/zzpdJqRI0cyZ84c6uvrAejs7AS8scHXX389Y8eOLYzJ7unpoba2lttuu43zzjuPffbZh9GjR5PP56msrNzsVx0//elPAUrGSxe79tprNzrh7cknn9ymE95UxiEf/r99CBKefBhS/uIerV3Q6t+eAUJ6PzO0PantrSp5zPzOF1nXtxAAu2EUjz322I5r8FaYM2fOzm7CLkf6ZDjpk+GkT0qVU38UzxHakl02/D777LOcc8453HrrrUydOnWjx9x2221MmzZtk8FmQy+++CLJZJJXX32Vb33rW0ycOJHTTjuN1atXc/HFFzNnzpySaurWuuGGG7jyyit5//33CxOqbrrppq0613XXXccf//hHnnvuuULbAoEADzzwAOeeey61tbUYhsHs2bP51Kc+hSpavKN4PPO0adMYOXIkhx9+OMuWLSusqDDolVdeYdGiRdx9992bbMudd95JdXU1J510Usntruuy3377cc011wDemNv58+dzyy23lITfT3ziE8ydO5euri5uvfVWPve5z/Haa6/R2NjIoYceyi233ML//M//cPLJJwPeP9qWlhbuv/9+zj//fGbMmFH4cPLKK69w0EEH8eabb7LvvvsWnqP4+u+9916uuuoqnnzyyZKKfbEdNeHtV28+Q6D3mW12vnJnmxrdTUHQNGKuQZ1tggIVUhhVk+llaPkzx3SomNrCvloLDWPGsdsBh+zElm9eOU5S2RLpk+GkT4aTPilVjv3xUSa87ZJjfp977jkVi8XUb37zm00ek0wmVTweVz//+c+36jl+8IMfqN12200pNTS21DCMwn+A0jRNGYahbNtWTz/9tAJUb29vyXlaW1vV9ddfv8nnefHFFxWg1q1bN+y+LY3J/clPfqKqqqrUG2+8scljEomE6ujoUEoptf/++6uvfe1rmzw2mUwqQD3++OPD7vviF7+o9t57700+1nVdNXHiRHXJJZcMu6+1tVWde+65JbfddNNNqrm5eZPnU0qpiRMnqmuuuUYppdQzzzyjAPXiiy+WHLP//vurb3/72x+5vffdd5+KRCLqkUce2WwbNiRjfncs6ZNS0h/DSZ8MJ30ynPRJqXLsj4/y+3uX2974ueee49hjj+VHP/rRsJUYit1///3kcjm+8IUvbNXzuK5bGOt5+OGH8+677zJ37tzCf/vttx9nnHEGc+fOxTAM9t13XwKBAE8//XThHIsXL2bVqlUceOCBm30eoGRc6Yfx4x//mB/84Ac8/vjjheXCNqaqqqqwusKbb77JiSeeuMlj586dCzBsLG0ymeTPf/4z55577iYf+/zzz7N06dKNHnPwwQezePHiktvef//9knHBG1P8Guy7776EQqGS81iWxQcffDDsPFtq73333cc555zDfffdx7HHHrvZNgghhBCivOxSwx6effZZjjvuOC6++GJOPvnkwljaYDA4bHeu2267jZNOOom6urph57niiitYu3Ytd911FwA33ngjra2tTJkyBYAXXniBn/70p4VltCorK9lzzz1LzhGLxairqyvcXlVVxbnnnsull15KbW0t8Xic//7v/+bAAw8sTHZ77LHHWL9+PR/72MeoqKhgwYIFfPOb3+Tggw9m7NixhXMPhtBkMklnZydz584lGAyyxx57APCjH/2I733ve9x7772MHTu20A8VFRVUVFQAXvhvaGigtbWVd999l4svvpiTTjqJI488EoBly5Zx7733cswxx1BXV8e8efP4+te/zmGHHTZsGbc//elP2La92Q8St912GzNnzhzWT+AtAXfQQQdxzTXX8LnPfY7XX3+d3/72t/z2t78FvI0m/vd//5cTTjiBkSNH0tXVxY033sjatWsLS6bF43G+8pWvcOWVVzJ69GjGjBnDT37yE4Bhy9htrr333nsvZ511Fr/4xS+YOXNmoe8ikQhVVVXDjhdCCCFEmdkBlegP7ayzzlJ4W1KX/Ddr1qyS49577z0FqCeffHKT5yl+zC9/+Us1depUFY1GVTweVzNmzFA33XSTchxnk23Z2JCETCajvva1r6mamhoVjUbVpz/9adXW1la4/5lnnlEHHnigqqqqUuFwWE2aNEldfvnlw4ZKbOwax4wZU7h/zJgxGz3myiuvLBwzuIRaIBBQra2t6jvf+Y7K5XKF+1etWqUOO+wwVVtbq0KhkJo4caL65je/udGvAw488MCS5cI2lEgkVCQSUb/97W83eczf//53teeee6pQKKSmTJlScmwmk1Gf/vSnVXNzswoGg2rkyJHqhBNOUK+//nrJOfL5vLrssstUY2OjqqysVLNnzy5Zzu3DtHfWrFkb7buzzjprk20vJsMedizpk1LSH8NJnwwnfTKc9EmpcuyPj/L7W7Y3FqJIf38/VVVVH2p7xI/Ksiwee+wxjjnmmLKZgLAl0ielpD+Gkz4ZTvpkOOmTUuXYHx/l9/cuNexBiJ1t8LPgR5o1+iFZlkU6naa/v79sfhhtifRJKemP4aRPhpM+GU76pFQ59sfg7+0PU9OV8CtEkYGBAQBGjx69k1sihBBCiI9qYGBgi3N8ZNiDEEVc12XdunVUVlaiado2PffgGsKrV6/e5kMq/l1Jn5SS/hhO+mQ46ZPhpE9KlWN/KKUYGBigubkZXd/8YmZS+RWiiK7rtLS0bNfniMfjZfPD6MOSPikl/TGc9Mlw0ifDSZ+UKrf++LCrOu1y6/wKIYQQQgixvUj4FUIIIYQQZUPCrxA7SCgU4sorryQUCu3spuwypE9KSX8MJ30ynPTJcNInpaQ/Nk8mvAkhhBBCiLIhlV8hhBBCCFE2JPwKIYQQQoiyIeFXCCGEEEKUDQm/QgghhBCibEj4FWIHuPHGGxk7dizhcJiZM2fy+uuv7+wm7TDXXnstH/vYx6isrKSxsZGTTjqJxYsXlxzz8Y9/HE3TSv77yle+spNavP19//vfH3a9U6ZMKdyfzWa54IILqKuro6KigpNPPpn169fvxBZvX2PHjh3WH5qmccEFFwDl8f544YUXOP7442lubkbTNB588MGS+5VSfO9732PkyJFEIhFmz57NkiVLSo7p6enhjDPOIB6PU11dzbnnnksymdyBV7Ftba5PLMvi8ssvZ9q0acRiMZqbmznzzDNZt25dyTk29t667rrrdvCVbDtbep+cffbZw6736KOPLjnmP+19sjUk/Aqxnf3pT3/i0ksv5corr+Ttt99m+vTpHHXUUXR0dOzspu0Qzz//PBdccAGvvvoqc+bMwbIsjjzySFKpVMlxX/7yl2lrayv89+Mf/3gntXjHmDp1asn1vvTSS4X7vv71r/P3v/+d+++/n+eff55169bxmc98Zie2dvt64403Svpizpw5AJxyyimFY/7T3x+pVIrp06dz4403bvT+H//4x/zyl7/klltu4bXXXiMWi3HUUUeRzWYLx5xxxhksWLCAOXPm8Mgjj/DCCy9w3nnn7ahL2OY21yfpdJq3336b7373u7z99ts88MADLF68mBNOOGHYsVdffXXJe+e///u/d0Tzt4stvU8Ajj766JLrve+++0ru/097n2wVJYTYrvbff391wQUXFP7uOI5qbm5W11577U5s1c7T0dGhAPX8888Xbps1a5a6+OKLd16jdrArr7xSTZ8+faP3JRIJFQgE1P3331+4bdGiRQpQr7zyyg5q4c518cUXqwkTJijXdZVS5ff+ANTf/va3wt9d11UjRoxQP/nJTwq3JRIJFQqF1H333aeUUmrhwoUKUG+88UbhmH/84x9K0zS1du3aHdb27WXDPtmY119/XQFq5cqVhdvGjBmjbrjhhu3buJ1kY31y1llnqRNPPHGTj/lPf598WFL5FWI7yufzvPXWW8yePbtwm67rzJ49m1deeWUntmzn6evrA6C2trbk9nvuuYf6+nr23HNPrrjiCtLp9M5o3g6zZMkSmpubGT9+PGeccQarVq0C4K233sKyrJL3zJQpU2htbS2L90w+n+cPf/gDX/ziF9E0rXB7ub0/iq1YsYL29vaS90RVVRUzZ84svCdeeeUVqqur2W+//QrHzJ49G13Xee2113Z4m3eGvr4+NE2jurq65PbrrruOuro6ZsyYwU9+8hNs2945DdxBnnvuORobG5k8eTJf/epX6e7uLtwn7xOPubMbIMR/sq6uLhzHoampqeT2pqYm3nvvvZ3Uqp3HdV0uueQSDj74YPbcc8/C7aeffjpjxoyhubmZefPmcfnll7N48WIeeOCBndja7WfmzJnccccdTJ48mba2Nq666ioOPfRQ5s+fT3t7O8FgcNgv8KamJtrb23dOg3egBx98kEQiwdlnn124rdzeHxsafN039nNk8L729nYaGxtL7jdNk9ra2rJ432SzWS6//HJOO+004vF44faLLrqIffbZh9raWv75z39yxRVX0NbWxvXXX78TW7v9HH300XzmM59h3LhxLFu2jG9/+9t86lOf4pVXXsEwjLJ/nwyS8CuE2GEuuOAC5s+fXzK+FSgZbzZt2jRGjhzJ4YcfzrJly5gwYcKObuZ296lPfarw57322ouZM2cyZswY/vznPxOJRHZiy3a+2267jU996lM0NzcXbiu394f4aCzL4nOf+xxKKW6++eaS+y699NLCn/faay+CwSDnn38+11577X/k1r+f//znC3+eNm0ae+21FxMmTOC5557j8MMP34kt27XIsAchtqP6+noMwxg2U3/9+vWMGDFiJ7Vq57jwwgt55JFHePbZZ2lpadnssTNnzgRg6dKlO6JpO111dTW77bYbS5cuZcSIEeTzeRKJRMkx5fCeWblyJU899RRf+tKXNntcub0/Bl/3zf0cGTFixLBJtLZt09PT8x/9vhkMvitXrmTOnDklVd+NmTlzJrZt88EHH+yYBu5k48ePp76+vvBvpVzfJxuS8CvEdhQMBtl33315+umnC7e5rsvTTz/NgQceuBNbtuMopbjwwgv529/+xjPPPMO4ceO2+Ji5c+cCMHLkyO3cul1DMplk2bJljBw5kn333ZdAIFDynlm8eDGrVq36j3/P3H777TQ2NnLsscdu9rhye3+MGzeOESNGlLwn+vv7ee211wrviQMPPJBEIsFbb71VOOaZZ57Bdd3Ch4X/NIPBd8mSJTz11FPU1dVt8TFz585F1/VhX/3/p1qzZg3d3d2Ffyvl+D7ZqJ09406I/3R//OMfVSgUUnfccYdauHChOu+881R1dbVqb2/f2U3bIb761a+qqqoq9dxzz6m2trbCf+l0Wiml1NKlS9XVV1+t3nzzTbVixQr10EMPqfHjx6vDDjtsJ7d8+7nsssvUc889p1asWKFefvllNXv2bFVfX686OjqUUkp95StfUa2treqZZ55Rb775pjrwwAPVgQceuJNbvX05jqNaW1vV5ZdfXnJ7ubw/BgYG1DvvvKPeeecdBajrr79evfPOO4WVC6677jpVXV2tHnroITVv3jx14oknqnHjxqlMJlM4x9FHH61mzJihXnvtNfXSSy+pSZMmqdNOO21nXdL/2eb6JJ/PqxNOOEG1tLSouXPnlvxsyeVySiml/vnPf6obbrhBzZ07Vy1btkz94Q9/UA0NDerMM8/cyVe29TbXJwMDA+ob3/iGeuWVV9SKFSvUU089pfbZZx81adIklc1mC+f4T3ufbA0Jv0LsAL/61a9Ua2urCgaDav/991evvvrqzm7SDgNs9L/bb79dKaXUqlWr1GGHHaZqa2tVKBRSEydOVN/85jdVX1/fzm34dnTqqaeqkSNHqmAwqEaNGqVOPfVUtXTp0sL9mUxGfe1rX1M1NTUqGo2qT3/606qtrW0ntnj7e+KJJxSgFi9eXHJ7ubw/nn322Y3+OznrrLOUUt5yZ9/97ndVU1OTCoVC6vDDDx/WV93d3eq0005TFRUVKh6Pq3POOUcNDAzshKvZNjbXJytWrNjkz5Znn31WKaXUW2+9pWbOnKmqqqpUOBxWu+++u7rmmmtKguC/m831STqdVkceeaRqaGhQgUBAjRkzRn35y18eVmj5T3ufbA1NKaV2QIFZCCGEEEKInU7G/AohhBBCiLIh4VcIIYQQQpQNCb9CCCGEEKJsSPgVQgghhBBlQ8KvEEIIIYQoGxJ+hRBCCCFE2ZDwK4QQQgghyoaEXyGEEEIIUTYk/AohhBBCiLIh4VcIIYQQQpQNCb9CCCGEEKJsmDu7AULsSlzXZd26dVRWVqJp2s5ujhBCCCE+BKUUAwMDNDc3o+ubr+1K+BWiyLp16xg9evTOboYQQgghtsLq1atpaWnZ7DESfoUoUllZCXj/eOLx+DY9t2VZPPnkkxx55JEEAoFteu5/V9InpaQ/hpM+GU76ZDjpk1Ll2B/9/f2MHj268Ht8cyT8ClFkcKhDPB7fLuE3Go0Sj8fL5ofRlkiflJL+GE76ZDjpk+GkT0qVc398mCGLMuFNCCGEEEKUDQm/QgghhBCibEj4FUIIIYQQZUPG/AohhBDi/yxnO6RyDvGwiWl4tTXXVfR2dxMNhwjFYiQSCbLZNIl0O3396wgYNSxakyeXchntKGKrlmKn1tOp+ug3HYKORsg20JVOImiQMCoZMCMkQwEGAlFMpaiwLOJWngrb5tZ5CzGUS44wWVVFf9CgN6qRCIdwNB1ddwlEB4g5KSrsFGErR86OkrNjWIaJG3Jwwy6WbmBjYmkmyjHBDoAdRHd1dHQ0NPD/7+Li6BZaKIVmWmDYoLso10A5Bii/zjg4FFUDTVNoho1uWmiag+t4z+O6OqChlH+4prxjNYWG9380hdJUod83PsTVu/8vj/xm4y/WZh6zRSWPVWiaC0XtQWkotJL/ozT/Wrxjq9MZfvX5b32459sOJPwKIYQQooRlWSUTpZI93cx95Wl6Mx3ka+rotTUC4QQdC17B7gsQMnLoehjDqWFsd5xRqdEECKFZXaQNh8W1Md5tqGVFdSWWadBn5ugNR+mojOFGKyHqPY/W1ICmFO4W1mkV/94mRJbt1OeX8CuEEEL8h1FK8f6rLzP3z/cwYkQLrdNm0LF8PpHWJl5alaN32Trq94jyVu4V4q5igl1FS7KGaKCSqF1LMDWGrvA6PnCTRAZSTMjVUBNsocmcQEAPoekG/zJyrDTH42qKHDDKqaU6PJG3J1RzY0OQ1VGdlDGZrLn52ffxjFeBTcQqyBtB1CZm62vKJWzlCVt5Ku0sDdHVaKblVXkJkyPk/dmJormgK5ewk6dGJag31hML9QJg2RH6nFr69UpyWpCAniOkZzGxMR2FaStM5RIgj4mNZuT9Cq272etw7QCuHUI5AZTS0XQHTbe9qmihMKoV/qycAK4dQLk6uukdq+mDVVTlH6uhlMZgNVgpzask+7cNf+GLbv6QhdzSx3/EzZ0G21eobntt1wavwa8Ie3/XUK53TVWp9FY0btuR8CuEEEL8mxtILuf9VU/hrm6n8p0JhJP1BDWLfeJHksxm6X51ORWZAfpetzgqmUIPV6FnR3NMfH80zSCLxVvmMmqzdYx2GwBoyjYwFSDk/+fr0Pp4PrCQPt0LMNVOhHn1cR4YO5mOeO1G2xfJ52jq76Gxv4eA4xDMQ7S3k8aO94nbNsowmHLoW7gNYOWCLJ5zFAGtAWVU4GKiaQ4xvRvNacPIJRh/6BtEzH4cy6B/VTPp7npqJy8nUtUHBt5/G1DKZGD1CbS/eSDBWJSqujBV9RHqRlVQ0xihZkSMyroIhlFadXZdhZWzyWbXkMq8RSLxOpadwDQqMMwKKmKTqa09mEhkDABWzsHODwVlM6ATCBs7dNdQy7J47LHHOOaYY8puqbMPQ8KvEEII8W9GsywS99xD8skneGd8Pb8efQydo2Zw5xs5KnJDJb8AEAGgBQyoah5+rj7Vz0PRhTyw5170RypwNROlwdlvzGdWewZTC9Kf78TkA1KVOeZWjEVpOkY+R49t8bd992N9o7ejluE4NCc6GdvdTlN/L0HHImDbhO08moJAvgrXHcO80SN5ZfpU+sOHMjmd4LORp6kKJLwGhWCPLxxGMLs7lbUhakbGiMaDhfC4+P2rWbPmaUyzioMOfJhIpMUPe4+w2255Er0vYlm9WHYCXY8Qi00gFp1AQ8ORRA8fizpLfaQgqusaoUiAUGQcVTXjaG7+7GaPD4ZNguEPfXqxE0j4FUIIUTaU+nDBx0lZOH059GgAIwyaCZhD5c9cLseqVauoq6ujtrao2qn84LmR51BKkUgkSCaT1NXVEY1GUf7xTjKDbppo4UChfa7tkk9n6eht440F3yOsVmKkqhl46Qu09nWQdF20EV9gfztOfmSUzpjBS/UWocSrPBj9gAmZIP9jvULPutH0cRKqYiSa1cHy2vnEHEW6bYAeu5velmbmjdydNbVNJe29a+/dqPzL3dRVruMTTe/yrPEJljEegBG5Pu6eFGL5mFNReoCAlWfG/FfZ718vE7FyuKEIKhAk0FCH0TqGxtrJHLDngdQ31BCrDfFKX4pl6Rwzq2OMpp3X37gU1wXDqMBxktQ0rKR19CeH9eH6jsdYs+ZOAKbu8TMikeJtbHVGNH2G0S2nbva13ZEVWLFrkvArhBDiP5bjOLS1tZFvS6K/ksBYZ6EZGlpARw+bGFUhjKogmqGjHBeVd7HaUjh9uZLzaGTRqyuxTZc0Fu39XaScDCswCGIStKAmEKLK6QXNIFfZiq0UruuSUAnmuSuYaI+iwomgNMUaBT0qQqXSadF0gnhfTVs45N0cph4k5P+K1oGZfGWoMVEgOqrwV6UUnUHvz8+rRRz6ryc4XnWQjOV4KA2z5vew4MDPkc84JKIZDk7+mbfXjsdFIz9xD9xAmLV19QBMX72E3dd28fcZMxioqOSlAz7PS1Nq2XPdUg5ZMh9TwbSWvfn9bjUsc6sAOCSu84N4DYn+Rt6cPwbbhVHjapm0/1SmH3kMuj58DMIhNZUcUlOJUoq33/kfXDdDTc2B1NYcwrLlP6G391VaR5+zwWuZ5b33/geAMWO+Qn39J7b6fSHKm4RfIYQQ/9bcrE1+1QD5Vf1gaESm1tNLknfefoc17yyjNVnLZKcZfXAmkKNQjoOTdXASuU2fN9ePFoii6SaKME7CQgNi6EygsfRgHXDApQYUBPoh4C+HNd/sZa3ZT1SLMUs1FyYijYZhc5YCGAT06Kbb5Drk0emzU6xPvkVndjVvNi6lL/QzANZXxnCMADm3mQMXtlGfzJALVpEPVaOUItL9AW9lJwDQWu+wMBBFGYoPakYCsPu6VVTnBvivjMUtoTBvjaumri/LgSuW4Gga/ZMP5Zuj6ul3XFAOBwXe4/59TkfTNBb3VKIHG6luCHLytw/CMLe8YkMu104i8RqaZrD7lOvIW92wHBKJ11HKQdOGgnNf31vYdj+hYBPjx319i+cWYlMk/AohhNhlOY5TGBpQzM07ZN7tIvlGG9bKgZKZ7f1PrKRXSzJeBZnKtMLtK9QKHql6jbrcKKLd3URcg5a6sTSFq4nl8pidHTirV+L2ribbv465E8dSPSFJ8PAOjHyctkUH4wyMJGLrjG3voWEgh+va9EaCDNQGMIJpZkZfQ8PmtdVjqV+ZBU2j56gmyNTQHl3B+kUv80z4YBbXjGV2JoirFGuTD2NmVqChEzaijO23aW1bj55PkZyZovuAAPut6iXxbBVLQp9g6bgjyPXfBSrDmtZezm7o5n7/GjuaRtPfPIHK9g94e3wTs9IrePqQCwmtsLDTz6DyCwDQtUoC1UcCK3m/ehRK06nrd2jqjZGLDNC+ciHxwH70xwzGdvezoKmF+S0T6Q9HwHEx8x/Q2H8/vzv+V2iaRm97ilceWArAtFktHyr4AgwMzAcgFptEJNJCKDQCw6jAtvsZSC4iXrln4dienpcAqK09BF2X+CK2nrx7xC7vxhtv5Cc/+Qnt7e1Mnz6dX/3qV+y///4bPfaBBx7gmmuuYenSpViWxaRJk7jsssv4r//6rx3caiHER9HT+woLF36DybtdSUPDkYA3Y/22226jp6eH0aOambb+n+Ss6fS81YeerUArGoNLpYE7IsT6VetozMWpURUA5HBYZ3Xwz8B63qu5kTdHBjjlXxMxOi1ywNoKF9eo8Cq3TRCqqsQNTCev74OmQVPTYha8NJZMIMChjW+ytm03zEQXDes6CCXzPLznxxgfDoI9nhMi3yZieMtpDXT08VaDNzRhZXYqz844mAOXv8vSGTn+sb6FiMoxIx/Atdagp5diaYqmvgG64hYLovDOFJdZ72l8sH539vrpQpZVVlPZb5GaWImVfhJUhkzU5RsVS+nSWwvd0B+OYtfUk4zFqFj6Li/Gx9Gz6l/UJpYANqBRP/ZYDpo+hTnvveP1/Uhv3OzktXm6ImOopJ3GRDstPX0sjNWyqLkR/Ep3Q9BkZPpx1rXfxdnTvkRtuJauNUke/sU7ZAYsaptjTPtEC9lcOwDh0IjNvu4DA14Yr6yYCoCum1RX70d393Mkel8rDb+9LwNQW3vwR3hnCTGchF+xS/vTn/7EpZdeyi233MLMmTP5+c9/zlFHHcXixYtpbGwcdnxtbS3/8z//w5QpUwgGgzzyyCOcc845NDY2ctRRR+2EKxBCbCiTyZBKpaipqeGvb69jWksVZvJZcrl22tc/Qs/SCAtffJaRB32Czs5OGt04ub+tpcPdFwCDOjDBSXawuuEtslOew7VO4bUVSRzNodq1OHhpHzXpBI9WRjjy3Zeon7IXqWP88rDbC3jhuL6vAz0UIWEYZIFc2JumbzgO41YsZ/cn55NrHo1j6PTkK7Cr6nCDYbonT+CcA07hxPcfZo93G+hwRvDn/El82bwd1wGjP4iq9MY0vN8yno54LUsaRjOw0Pu5daVxD92cj5191WuTMcD+KzpZ1BJgeV0Ewi1c/K0zWF03imtv+jEHvOsF1SUNWQLpFYDB9KYgvxt3DvsmFgx1rqYxEK2k1nWoqAmR6lHUdi/y7tKrMCOfYK/DjyCyqptOrQ9H01jWMApcxeS1FtmqTkKxkeQ62zh0+Qv0xA+lvaqO2nSKb03fjY/F+vncw3diaDqfnfRZPpjXxVN3LiSXsmloreT4i6ajGf28+uqxaJrBwQe9iGEUfUjZQCH8Vk4t3FZTcwDd3c95435bzwUgn+9hYGChd7+EX/F/JOFX7NKuv/56vvzlL3POOd7Eh1tuuYVHH32U3//+93zrW8O3Rvz4xz9e8veLL76YO++8k5deeknCrxA7kVIKdyCPlc5z31330JtMkDYt1tsh/lE1nm8c5VVMUz0LmffYX2lfsZQ1fXmOUPswxl931kWxXnVRtfhlVNt8kkYH2av70XT4YOGrOM7ujOrsZObzL9A5poI1P72E6v/nDQgYv3YNS2kEEuAMDbS1MgNceOWVGKbJ47/9NfNeep4FjQfxvfk3kf/ApDcawvHXfc23R6AFlGHS8e5b7DF5d65ru5GH1LV06S5RzVtULN0ZJGd6E9hiuSS26c1Gy5sB6lQP1fEO9kkv5Ql7La69CleDWQu863f22oN8VCdn1rC+ygvKLxwwi2jnet4dGac6swQAM3IoT4xq5Z+1ddSl+0r6OhJqhWSCioYoayprqekYSdCcjGY0oWkauaTFihUfoAKQbBlH0lXE8jajum2s3Vw++8ljePTRRxnoG+CYd1+lP1TJxFXjqFu1jof3eIqwFePjVUfw5u0drF7YA8CI8XGOu3A6oWiAZcvvwLYTAGQyK6mo2G2T74tC+I0PVXhrqg8AoDfxOq5ro+smvb2vAIqK2GRCwfoP85YTYpMk/IpdVj6f56233uKKK64o3KbrOrNnz+aVV17Z4uOVUjzzzDMsXryYH/3oRxs9JpfLkcsNTXjp7+8HvK9bLcv6P15BqcHzbevz/juTPim1q/XHiq4Uedtl8ojKwm3W2iSp59ZijqogMr0Oo6Z0QdPMvHksv/dCKuv3ZfRl16NpGvlVAww8+gH2uhQAR3pbJ2DnHfq0NEt61tP1z6dhIqTTK+hbbBCOVHNo/mPUGrUo1ybd/hbP1ffRFjc4NDOX5r51aKNMNH9oaaAiS3xpHzOffwFtdBPfPqGd5qV/5Ev9AwCMGOghlqwhEYJwKlhor52zWD73LcZO34d8cgAjl6Ep1Eu6O4SJw4LplZCGkGVjDW65q+vkbIPfvfotYpEM9wdreSeY41zDC6Hr10dIh7zw+35LDsvfZCBvBhjvtLHnbi/xdr4Re8Ur/ukM4lmbaGOOUP0q8vkZJAMh8n6AXlVdx5WHnsin2x9B6w+im60YoRm0a1Ga2zQ+COxe8ho4kTgAy/UxjJw1Bf4+suT+7qVdpEIfgAvrR3tLl41rT6EBo5ubGDFiBOee61Vcu9JdfOvW69CdKXzwr24q/jWDs5kBwGp60E2NaR8fxT5Ht6IHIJPpYfXquwrPlUyuIBQat9H3Vz7fSS6/HtAIhyYW3vfh8CRMM45t95NIzKOychpd3S8CUFV94Eb/fexq/3Z2tnLsj49yrRJ+xS6rq6sLx3Foaipde7KpqYn33ntvk4/r6+tj1KhR5HI5DMPgpptu4ogjjtjosddeey1XXXXVsNuffPJJotFNz7j+v5gzZ852Oe+/M+mTUju8P5QilltPKtTIYJp0Fdz8TDeu43L+4Q0EDYgmDSYtrMR0dHLv9ZJ6ejUDlRarxqXJxhzCq1bRMOe39F6Spm/146z/Vg2x5lnUdXlfeysUtuZiKZsQAUwM6lQldU4lqfb/pn3UzTiBJNWV49mn4VNUGDXk7RTWizcQibzPrJFjeZwZ5O0sAEavhWNp9K2oJPdBltiqxSwYN5L2k2aSNh8k0ddJU3+qcJm7r8syL2pgpAKgKWom9dH7fjXP/uWPNK1tZ+0HKwCYri3AzuiYOKyIxKlLQ2t3P53RKlYDyg/Bq5LVVIYdcEMcn9JpqPA+SCfbwqQavOD63pgoecP7c84M0KgNMDbwAT3Lx+LaqwCd3Tq9IRh1uydJ570PGgPBoYBOwOYTAw9T3x9GaUECsaPQNI3KjMvMzjRvTxwNQNjOkTVDrK+wmEgH7TSy9t3ljMILv8Fqm3zCxG38JXWtrxF58zje1rznmbLS25Gsv6OLxx57rOTtMba1mofCv2D2krOI57yqq2Yowg02VZNzdAcWMedpb2hFIPgUodBA4bFvv/04lpXd6NvOMBYRiYLrNPLEE8+V3BcOj8YMLOC1139NPncC0dhT6DosXRJg8XuPbfR8ID9LNlRO/ZFOf/gtkyX8iv84lZWVzJ07l2QyydNPP82ll17K+PHjhw2JALjiiiu49NJLC3/v7+9n9OjRHHnkkcTj8W3aLsuymDNnDkcccYRsN+mTPin1f+0PpRTZed0ERkRRbh/dP/8F0QNmUnn88Wjmpn/ca/+6D/OR/4fzyStxD/xvlFJ03HY7ratuwAlpNE56kPqKevruXIxyHDq0PgLRIDWpMJUDAaYurCY8zaT7zh+S2iNARccMqjo+TkVwOnQBGoT3aaDi8NH86rabSKVSnN7aQdv7Y4ms6qG+9Shi6Ym0vnQtpjLZrdkLlwNOHys/puPUhjg234N92m/5rxVzeecZL9AG0xofPDmagTUx70ICkAwEmTBjT3j3QSpsl1h+KHjtscZifa13bLQ2S/3uCXrfrya7bjVHzj6cP7/8FF16mEOduaRsr/8DaW+IRCybI5ux/Q7TUcC72RZuts5gT8tkhKMzKl+DZesEEgbpFq+/VWw3bMNbritvBiAYYtGfxqMp7zYzchBhZwVu3CE2IkcP1d6xdUOrVFiBKOM7KgCbcGwWmu4F5Pp+hxkOPBH0/j61bylv1U3lg5jOV1lEO40Es0NLhR1y4lSeuXMxeuVa74Zai4QZREcxcb3C1RxO/8znhq3U8Cn1Kb76zFe5t+KHBJ0Q5+9zHufsefaw95HjpHn99R9g2RCJjCGTWcnYcRVMmnjMRt93K1etZOVKGDFif6ZMKT2ms1Nn0XuXEAw+z4QJu7N6dS+aFmD27K9iGMMLE/KzpFQ59sfgN7cfhoRfscuqr6/HMAzWr19fcvv69esZMWLTM4h1XWfixIkA7L333ixatIhrr712o+E3FAoRCg2fjBEIBLbbD4ztee5/V9InntWrV7NmzRqUUhiGga6XhhAnmaT/kUeJHXgA3SNGMrc/zVH1Vej+jlV9c9sY+MtS8kGXsHqW5GOPkXzsMRJ33kXjZZdS+cnhO2YB0L0YAGP9u2i2Tdt3vkvi+Uf48Y++TIoY3/vbvWRyB1HpRGnXEjwRnIvtulww8l9kOg9Hs/ci+45F5NCriYUqYK53WqVclhiLGHHMVEKT63j+jZdIpVKEVI7KRx7BWRjD1TT+1lrJobFRNKe89WfTdj8d2dUstN/hR43nkWq8mj8u+zEfn3Q4da0fo/LK3xeanmn3glDV2H5SbQ3YuRy5tBeOK7pLL3P3tTaLRnn/3lsjCUJNGcyohZWGVfPmkksmMeMhmnK9LKeRvmCEeMZ77PraHMbg66FpoOn0pzRez09isj+PLqq5JNvD5E0D2zBQwIzMJB4fDL+GCYaBq0fRrRx6oAUjvC+22c6ISQM86+5Nj+FtHNEZG/q5lAmGWFU/mpVNizhq9VAobuh3aKitIBHyKs4H9M7zwm+0liks4Ul1GGh5HCNDQ1M9Y1q9D/TKyANgNXrfqtW6eQIO5CrThCMbn5z2/YO+z8l/PxktoPHZ3U/e6L/XtvYHsOxeIuFWWlu/xOLF3yWXW73Jf9vptFctrqqaNuyY5ubjSWfeY+XKW1i9+hb/uH0Ih6s2eq5B8rOkVDn1x0e5Tgm/YpcVDAbZd999efrppznppJMAcF2Xp59+mgsvvPBDn8d13ZJxvULsql544QU6OztZtmwZr7/+Ovl8nvPPPx/DD0+999xL5w03gK4z/9BPcN0njyV2xCEcVutV/tY9tZhKDIJ5neyyBABaMEhb+1re/t8r+Xh3N+YxJ2K5Lo2VQ2N1e/r6eZajOaQ7gfX//h8Dc55i4OMGz+uHA2BlFlOpoiwNr+ZltQxLc0DB1xqP4YVp+/LY86/SkJmCHvK+vs9H20nW/4sn+t/mrpGrOe7ZOvZYcS7Lli0DYHTvGhILvQqsPk3jZaOa5VN+wtruMezmJml63gtpZihMSumgwdcnXMTzriIeqSZU9C266+iAYuT+nax6otULv8kkANUJr9/WxOppSXXR2gnN3d51j4n0sl7TqB7fT9f8Ot57+TkyyX7GNuXID3iPWxv3glYybLOwRrF739Av1754NdV9PTTn2gmpagCCyqW/PUQ66P1qHYhUMKNnJH+f6P3d8oc/OOEIupVn0omL0YwfkL3jIGrGZkj2xLEbAmi4rIi5hefKBoKsmLA/HS2fgNVD1x7NKaKuS3/QO+9++51IqDtLzgjTFR7ByFQVbUY/2XAnMw6fQfKhZYQ10Ezv52F/pTeEoTI9AOiE6za9Nu/o+Gj+evxfUShqw7UbPaaj4x/esa1fJBb1PshkMis3ec6NrfRQbML4b5DLrae9/W+ALHEmtp0Ptwq1EDvJpZdeyq233sqdd97JokWL+OpXv0oqlSqs/nDmmWeWTIi79tprmTNnDsuXL2fRokX87Gc/4+677+YLX/jCzroEIT60wTFrbW1trFmzho6ODhKJBP3Pria7LEFuiTfTH9dlz+ef5vc/uJzEAi9AOAN5Yl1DP9K12n0gEGDCk0/wwV5TWFVfxYJf/Zwzr32II65/gazlFI59dGWYd9mdF9ZWkX0/R/Tj/0P/pycX7g+GRtFnDHDdyN9j6y4HH+yFkPnxiaBpzOl8j6eW/5pn1t5NzykPs+KQb9E55T56pnlBM9XbSd/KoRDUuMhbA7Z6psXue6zhK+b95DWXZZHVDNjJwnF2LkvIH7bQRpjvLlmLsiz8QieOpuH6G2AEojaa4QXGbMo7R12fF2IX17SyqrKBTMCgIhNAoRhnepPTanfzvipdNX8edi7HXqHVJDPeqg09/geEruoc88Zq2IGhelFfvA6A+nwPYb/yq7k2qfYQKX+yW3+ghnewh4Y9BAK4aDjhKFpoBJG6VYSr15IbaaIHFDnN+0AQ01P0RocqnJlAiDotyZSkV9HWcPz/g5VLkw561dqm0WNxnDYA3m76Ac1Ws9cf0TaqFnWQXzWAGcyg6d7EoI5ANQDRhNcXDSOGV1XXrfszb719OpaVYHR8NK3x1mHHDHIcr33R6DgiEe+4bHYdrruxCWq9ZLPe8ItNhV9N09h9yrXU189G1yM0NW58+IQQH5WEX7FLO/XUU/npT3/K9773Pfbee2/mzp3L448/XpgEt2rVKtra2grHp1Ipvva1rzF16lQOPvhg/vrXv/KHP/yBL33pSzvrEsQuTLkuuaVLUa675YPZwmxiKwP3ngpv/K7k5lQqxfLlyz/U+fN57+voNWvWFG5LL+2h/4kP6L5jAfm1CQDqv/Y1Vo6fRNC2qHr4Qe953mpHR6NHS2LjEKgZR/RjRxAYMQL8YUJ52+L05+6kP50jkfauZc3ilZh9kzjQ2g0tszuB1gNRjTWkjFWFNuR0+HHzHXQGetlrr7049NBDMXTo9yu93ZFKeowcnfl1pHNDj8vmk+y2qgJH00n3eSFTc10C2RryRx3OXz7xfQBa1WrygwEyV/qFZHwgQcxJowF/au/hqRVDpc9swAuVmqHQgy5oXv/lU14Iq/dXAGuL1TG/fjQ9scFQq9Aw0LIQqcuiGRr5TJqQbrG7sZJU2guTqYg3nKS7Ks8HTZANDVV+Xf8r1qibL2ybbCc1NEunu9K7L02Y98hi60PjbvOmiR3VGGkPXWOoyvtVnDGrAbCiBkrTwQ/2mUCIpr417NHxlNcnkQEGt7Rba2SxDa/PAqQwrHUAtB8wjWq7Dt0J4ho55q1YCLpGqmk9mu6F59WuV2Gv6fH6bXxrCxtas/YeEonXCrurbY7reufR9RChUBO6HkIpm2x23bBjB9fsjUTGYJqVw+4fpOsB9pp2C7MOe5todOOrRgjxUUn4Fbu8Cy+8kJUrV5LL5XjttdeYOXNm4b7nnnuOO+64o/D3H/7whyxZsoRMJkNPTw///Oc/OfXUU3dCq8UuYyNb4w7q/etfWX7c8XTe8pstnua9997jmmuu4a233tr4AWvehPcfh1dvLrn54Ycf5q677ip85b85g+G3vb29cFuu2wtyynLRqg6mraqC4EEHc88hJwFQ/dwzuLkc/a95AWO+sYplhjdOPjD24wA4thd0nWCYmSP25YG8jvWbebRd9zrcvopD7d2Z6ozmAPMg9JqxuGaKEW98v9CG+aHXeLtiEY7mcNhhhxEOh2mtzhdCV1d1TeFYKz800Da0KM9B8+uoVs3k/a/mK/v7WbzHObycP4mlbiuugrn9jeT8zx9a0QQtgHiyj0mZdZw3yqu0/mHR0AeJ3GAlNuINw0X3qsRWyqugN/V6CbM9VseChlH0VHjht63G4SbreCr6bTQdglHvyetDKQxN0ZHxrscOeKG2qyqP0jX6KofGw1bhhfmQGlozOJPwKsUr670VFFwzgKlZhcoveJPewlRRkx563OBOvRnDC4H9Fd44ZrPPK3E7hkFAhRnph/pIVMPP23wQ8t4zIdchY/UWwu9S5dDRkiOa9Cqw/wqvwjxnLJ3WGnTdRQErHa9PR3V719XYXM2GBqu5uXznsPs25Lpee3U9iKbphepvJrNq2LGD2xpvqupbTNM0dD24xeOE+LAk/AohdnmJ9Wkeu3ke61d8+Nm8ALx4PfxkInRvPHiue/hhANa89toWT/X++++jlOKDDz4oub3/8cdJ/OUvYPnL7FhZMnmHh/+1jp5ktlD1Xbt2beEx1vr1LD3qKNb/6Mcl5xocm15cYbb6h8arm9UTGJh2NG/84wVe11voCVUSHBig77FXoNfCwmGF0cECw6uOuplq7L4cjuUFpFEHfIXgxNk0hOJoPTmcRA6FYr3Wx3v6ajLk0XSTYHokjj0UaN+s9YKKqzlkenu59dZbiTgdhft7aqsLf7ad3sKftX4vVJqRKmx/tYk6w8LRQiilM5AN8FLPBPoIk/dD5PDwm6DSzfPZRu85kl1D4TpnesdaUT8YGd7sNCflheARvd7/22N1LGgcSX/YO663wuLz5nPMWNKP5ioCld5rFzO9fu9NV5A3dDQ/YcYj3jCKZHSo8luZ6yerB7GNiqH2ZL3Qmgx7xxlBjbBmYxlD1ey8YZKJRknFh25z/MpwzvTCeWfM6/uZMZuw7rUhEwwRsLzbw/FI4bFrw14VtxpFT7YH0w+/S9JZ9FGVhDMjQJmknSz3/v3PKOWi6w79VJEkCihae7xrqG4cvoqCbfvhN7d+2H0bGgq/XpiORMZ4bd/IuN/+wnjfPYfdJ8T2JuFXCLHLW/Lmelb8q4uF/xz+9enmHzgH0l2w5o1hdymlYPH7ANgDA8Pu31Bnp1f5Kl5L0s3nWffN/0fbd76LtdqvSNoZ/vjGKi667x1+8/hbhSDb3T0U2nrvvQ9r5SoGnniicJvjOGRtRVaVhj8n6QVXLeyFoL1qP46dzGO7Gi+Mmg5A6hVvmMQKfT2unaVHT9JlrwcFXb97lwY1mr1rP0kto1HKJfvO3STbH2bBlB7+EHqB99RfWZB8lT+GXqYz3E732MdYMeHeQhsGK6xKg9dv/S1r165lff9QFbSzcXDHLYXLUF/qOe9aVN72S7PQNMKlydRoDmjYA/283TUCI+wUhj0YG4bfgQQVyqXJn0Sm+csZdVcWtSvsf+0f9frKSWcxHEVDwh9DHa2lsyJCNuj9ymtIZmjRugg4LkHLJdbkHbcuE+cu63DcjEZf1Lu+vqjFNMcL1dnQUNt6A7U8cNyZ9NQNrUPuGCH+NVYjmvPCb8S0iWOXDHtImV4/zN9tKPxauontauT8DwhrYt66vCfWQo2/7FgmEMRSXmU4VBX3XgxgfdivWps63dnuocpvOkdUVaGh06d5FXBvKSiFrruswVsbuMLpJ2ybYCgqqoev9DBY+c3nPkzl1+t/oxB+N135TaW8f3uVFVO2eF4htjUJv0KIXZ6V86pbds7ZwpEb8DdDKFRli8+5di2GH6S07MYX4R+klCqE31RqaNMEa403AQsg++6//OfM0TngVcD6OoeGLwyGX2Xb9D3wAABOXx92Ikfvg0tJrU3wqtWK7o/lHD3aCyduyjt/oCFNf/9yAnqQRrcF13F5vmUGaAbK9QLY+2YbI9q9Ct0boQ/QIiZ2Z4aJlR8nO2YmCvh1vovk6ldIznuGVz94h5xmM/7FRVQl+nA0l/aRz9O125/pDQ5VnK2ikSMDa7yqcm9maB3s7gqvImkEXdC81ygW2w0j5/2KcbJDA1xVLsN+MYN9owYVvW04rk5lNFuo/Jp5LyjG6r3qZmWyj6jSqTYNwrpGPOmF65UNGumgd2yVH04DlV5fuckB6vrBcBU53aQ3XImmW+T9SnFVZuj1NhxFZUsKDUXSDvHT7Gepy/XT5y/51VWdZ++cF+qUNhRiF7ZMY23zWNaObS7c5uhBXphqELS96z60GloMVQj+AOvj/jmCQ7fZusEAUbKmN5J3RcUoAKbn1xMfnMQXCNGne32ix4YmpvX4ebUpFKQn24Nhr0fHIeW49DpepTthpKip916jpibvg8o6vOeIZLwKfqwugKYPtQm8peocx/u34+3EtnmDlV/N3zhjMPymN6j8KuUWqsHR6PgtnleIbU3CrxBil2dbXgBwrI1PTFOuy+sP/YXVC9/d4IGD4Tcz7DGZd+YW/qxvIfwmk0my/jHFlV9rzdDkq9yidwvPlbO9dmqpLsY7jRyVn05fRy9KKZIvvIDtB2k3lSL12hpSr7aReG0NEc0iqLkoI8iUKX5FLOOdyx3oYt36lwGo0KpRtuK9mlaSo6ejmWGyWCQiWSYsXQrA2kCS6ov2JH7kGH64e4BzZ8Z4qGk9fwqFuWfKkfTU1aKA2kSC6u4+GlQXAE7te6AgOzChcG1O0a8Ky59klgsMVQn7gxW4aJhRL+QaRgWVlVMx/cqvVjS5y87bmJqGrmmE/FAZieTJ+y9tMO89V2WTP+QgmSCsm2iaxohQgKqUF377Y9AX9c4/KtUDQCie91+wNE0JL7Gvj9V6k8e0vPd/oDJjM/gxyrQVkbocQX8yW3O2jXgmVZgcNxDPMskfi20UVeXz/g5sbtEKEE4gyJJm7zwVZo49tSRZs/Q92x/w3j9Bfeh2R9cZiI7H0VzSgTB9gRiGspmYWEzEn8SXCYTo100UCs1fb1ih6A95fx4Vi9CT7UHDYYQ//GOJ8jo+G0gz6eBJtLS0cNRR3lrPa/3Kb23W+1DWMHL4Sg+Ok2FwYl0u1zHs/mJKqaEJb4b33ohuYthDNtuG6+bRtAChUOnWy0LsCBJ+hRC7PCdnU2W0YVv2Ru9vX76EF++9g2du32Di2mbD7zuFP+tbWAd6sOoLXvhV/iS6/Oqh8Gu3+X9WDpaVAxSBVDcHWLsx2q2nMVNBOp0m8ef7S5vYmwAgm83RpHtjS51wNRUV3jhMI+c9l93dRiLtPUdUr6TCdkHT6Jp8KADr9QQNmTRNHR1E/ep0V38P8U+28p7pBZz5IW/5gwcmziIx2gsm8d5eIvU5Jo31hk5Uv9RF0xUB8n1D4dZRQwFPGzfWuy00dJur66SrajEj3usTDNYTi00i4Idf3RmqKM6rGM9gITngj0UOhG1yfuU36Fd+Q3VeVT6e7CPoVzxHBAPE/TV8ByKQ8tvQmPQnn8X9sdJZi0avW2mLepO6goE8g7PE4imHjF+NNW0wQi4EvF+HY9Or6YsE6YpHUSgC8QHi/mogpjsUfi3TC7/KLLotFiCa826vDmaosntJ6qUTLpNB7z0Z0Ie+xdBMh4GgF0bTMa8yOzG9inDvckzlheVs0MTWNaxgYjCP4uo50v4mPS2VMXoy3oeAcSHvdVhqeM+RM9P0R/r50pe+REuL9y3BWryVHVqyXt/VNMXY0OCQB4B8fkvh12KwYfoGld9MZjVKDYX9TOYD//7R6Hrp6h5C7AgSfoUQu7z6vsf5QsPXGDdwz0bvz/R6k6zSHRt8NWttJvzOnVv484cOvwps26b7L39hxamnkntv8dA5jKFf7m4uS6WWY5QdI4oXToIqwPolS0i+8IJ3kL9UltvnBdK8lacy4IXU/oBLNOrP+Le8H9N220ryboZ+fzWFaY4fLGu83Qzb9QStL/8TXSlifvjt6OhAuS55v1KY9UOcoxt07rUvANWREKMP62GE4V1jdFEeo1/DGRiqhjtF+yFpE7yvqV1TR3cc6hJe4OqrG0Eg4oWtYLCeaHgCQctvY1HF9F9V4/jx7iEcIOR4YdUsGvMb9sNvoMobMlKRGiDsh+/iyu9ARCsMYwhnHTTHwPAnf+mWUaj8tsfq0IGw4b3GpuNSm4a03ycBfxytFvDO25rtYEFLAwBLRidpDqW88KvAKPoQYAW8gFeRH3rv5CMB4invmOpAFsNJYm2wVXDaD9mmPvRBTjPydNMIQH/M20Bij+RytMQKNMcLp8GI9zyZ6Bps803MSA+OmSEd9FaYaAoF6Ml6r8UUvyK+IuRXbc0MK/u96utgdXYw/E4d8NqzscluxeHXtgcKQyA2ZvC8MDThLRwehaYZuG6WXFF4Tqc/ACAaGbvJ8wmxPUn4FULs8qJZbzJZhb3x3aKS73pDDqxksjCkANhk5ddNp8kuHgquxhbCb0dHByOdGr6QO5TxThOJvz5A9l/zyCz01io1GxvRjKEKn2tlaNIHGO8OTYYKYrDmmWfAdYnsty+BZu/rXqffC785K0/UP0WP0UUs5lXign7Iza9ZxtKW8Zz6yRG80GAwHQMNaLW9ENauJ4jXVVE1OU1V3AtynZ2d2LaFbXpBO1+07FvK/+k/4XNHYQQVlaQIqyy67Ve1iwKvw9AqB1bGC2NKaVx27+/4yxUXMHH1CvprGosqv3UYamgL8uLQaLgu97cG+e5eYcJ+GNeCLpYC3aUwXjZck8bRdTQUFWnvekaEAsT9Ku9ABFzNO6+ZdgmlLMzQYPjVaUh452mP1hJQEFbeaxxwHKqTipQ/vtVQXoU9XOu9V0JuPwORILrr8vZuCSbmLaIumO7Q6g8Alt+nYTUUYi0jTGXaa1NNMENOy2BtUNm0zABZI4teVPnVzTw9eGOo80EvhI7KrUcbWIlrex92YoE8KAjWL0Vv/D4jP3YHjpkuhN/G4FD43bvSe++sjmooIG+kWTXgTTpz3RwDVNCneWOAR+FNkKtqHFpBYpBdFH5h80MfBsf7AoVlyXQ9QDjkjS3OpIcmvaUHK7/RsZs8nxDbk4RfIcQuT/MrTro7vIILkPMrvo6u0Xv/0LACJ+89Lp/uKzk+8+58cBwcv/pqWNZmN7ro7Oykxa0lTJCxTgNOxl9Sq8sbJ1tzxhnohqJL17Hwwu8IkoxzGgvnCCqT9Qu8sFxzyikYVdUAuANemMvkMwT9kJgkTywWw1A6Ab9q6nSt470Ju9MZC/Nig8leGIxBp9LVsHHIVSrUcXvRPCPB2LC3rFpHRwdO3iqsxztUm4NcynveWn97Ms0M00ACf/Mv8kW/HhyG1lgdDL+6qxi7zhsqMXH1SlIV1Rj+lrzBYD1ufqiSWDxWdlL/ejSleHJkANdfPcEKKhQaIb/qi6Ywwg7JCm8caiTpvX51hkFVaij8DlaUk9k4sZw9VPlVOg393n1tsTo//PrDDWyXmiSk/WEPTt7/ir4uh6MPbbYQyQ+QDbm02jbLAqOpckpXoRgMv/nA0AcDxw0RT3t/rw5myFK6xi+A0qMkgomS8KsZeRK2F2Jdf7xspZNGy3biZLwKeE43CeWrCYW8QGpEe0nHVhd2d2sMmkPht6qGkK6RCWj0xnSyZppV/YPhN886v+pbpzqpCHqP2Wjl194g/G5mrd/iyW5a0QS/SHT4uN+MVH7FTibhVwixy8ouXIjd04PhV6AMtYnw2+mFUFfX6f3jn7wVGJRCc7xfyP3dpcMhBsf79o8ZU7jNTW/83IMrPYT86mdcRXBzXpCye7zgUHnEEXTWxziidRSXNtaDneVjmkm4qGIaxCQBaIEAlUceiVHtBbvB8JvIeWNZ83qevGYTi8WIDIZOHbCz5PwqX9bQmILBfn51tkPvo7ahDj3vV0jxQkpnZydOUeV3cPVgEwcn511vbcCPxPWTaCSB5ld+c9pQxdJWQ9dh+9cetG1C/pjdynSSdCiMUen9SgkG68n0D21TrBetktCUGSDuLx8xOG44428mEfYnu2kBcDSDRKVXnQz41d7cQJ4qf7WHwWXONKUw+hVRS0c3FWjeuWv9JaHbY7UElEtscEUIx/HDr/dcVta7tlBVHkP3ns9UEdJhf4tkx+Ff4d02GX5T/msCoFSIysFhD8EsGc0ZFn7djYRf3cjT7xeQbcPfOc727g8nvdDYZVYTTo1GN/wDAylswyLjTzysNhVJy2tzU6yO3WNeu9pqTXJmmjUDa7BdG9fNFSa7jWI16arlTJvdTGwzy5wNym9mrd+h3d1KN6MYGvc7FH4HK79RqfyKnUTCrxBilzTw3nvc9j9f58GvfYleB37LabS5w6tTALneoo0PujoZeOoplGMVlg1zsqXr+A6G38To0bh+lcpNJdmYVCpFJpMh5AfAShXBzfpf8VoWaBqBllGsaa3B1jSWBIPo2QGmuf4mEf4Yz6AKMFBZSXjaNPRIpFD5dfxKZsIfmpExMljKwjRN4qb39bXyJy7l/SpfRnMIonGKH47btQR1dXWYlneukXQU2t7flyhsMGH711qpee03ogYhx++b2vHUayk0PyFb+tCvB7e48ut4fWool6AffquSSdLBMGaFd59p1pHqSwx1olb0q8bVqPKfw/bX7s372XpwvK+ja6SooN+v/Br+ON/e7g7i/nhmy187N2Q5VKRShGsPRtPACHjV54CfLdujtQRch6gffoOOi+lC2n+uXMZfWq0pgxmciB6YQDV7k4h7J6h1XBbGJhN3Sn9dDobUTHAoNCrbJmwZKLzKb1oLDBv2oPQofcE+9KLVHjQzx4Dlv8Z+lT7qD2eJD3ihsTtQQyBfjelXu3XdJm/EQNPQoTA22NRNKgOV7Bnxw2+NASEHW9m0Jb1VFtb6y5yNYi1GdTeHfXbja+1uzbCHTYXfweXOXNcmk1nt3zd2k+cTYnuS8CuE2HGsDN2//zy5F3+9xUPnP/U42WCAVW6OVW6MdYxgmVa/0WPziUThz66m0XPPPSQTXYXbVG7ol7hSqjDZLTGiCWtw4lmq9Bf9oMHJbjF/960QAbSiKqA5YgR6MEi2xhs7mtU0KjJdjHW9IQ+xvb3/BzFIVlYQnrE3AEaVX/n1w2+/41VUM2YGy6/RVoe8r+Ed/yv7rL9FcL8fXkf5P8JXm53ocR3Tr/zFyBL0j+1oX18Iav5wWuJalrSR5q+Nf+Xy1Y94fWjEqI+ahfCbL9qYwaX4q/2hccOGP1SkMp0kHQxh+hPe+vsjrFjyXuE4VXQulE61P7vN8pcXy5ve3wcrv7YLKbeSgYpq7znT3nUl1q+gwl9qzhkc7+t6ldBApbeE1+DQB8sw6InFyZkhTGUT9cd/K3+Rs3zWe66BjBcSAzGbYEUVwYoT0Y0mev3wW+M4LK2bSsWwyq/3/G7xb1HLe891V1eg6SYpIoXKr+avdqC0yEaGPeSwlDepLusfH7a9D3rjsv45g1VoaAT8D2G6YRO39wCgGp1EzvsWojZci6ZpTPFXo2ivMxlV5a1FvHJgJa6bL2xwMYrVVBmla/sWGz7sYXPhd7DyW1pBHhzakEot8c6RW4dSFroeJByWZc7EziHhVwixw/Queo5frZrMH59buMVjs/5wAMXQJgtFuatAKUV+YGjbYydgknnzLTrmvlm4zS3a5CK/4gOcvj60UIgeU+OfE0bSURnFTW688jsYfqPa0C91LTC0JmrQ34wi4299m9U1pgy4/jCHPOHJXgU4qExcw8DeYyoAtr9ChesHu5Q/RCNtprH9SVSVfuU3b/nVTj/QpLSh0bsuij+1PMjVq6/GtYf6IeSvx7u+swPlV3Ed//+VWo7+YD+O5jDfr+a98e5igobG4KnzRV/XO9pQNc8pWrbM8Cvr8VSSdCBEMOQFzKUPd7Ho7blDnVhURXbQqPJf0GwwgKa72Ppg+PUrv9gwEC1Ufu1UEqUU9rpFGIOT9hy/Ku5vqqHe9ULi4KS7vKmzuHkccVdjZi5M3B/V4virctj+TnJa0WRH098pzjFC9FRAQCmC6HQ0TSW2iWEPbtFSZq7dBkBbQyNZvZoU0cLubpX0+8fHSAaSaFrRGPOA9/pWECZteH0Vsb3rO6nPO2fWCJE3KPzW1jWFCnofjqpdrbDMWV3YW9ptN//DQVuNyehKr/q6sn8leSfHUnYDYCzLCZErWYas2PBhDx+98ltVtQ+gkUotIZdbX1jpIRIZg6ZJBBE7h7zzhBA7TE/HekCjyxm+puiGckWbSdiDwxc2UqRyenqwnaEqWviQQwDoeOWlwm1a0WoP2QXzveN23518+xoyQZP2qtgmK78dHd4vfLPoa2+jKPwGRnuTh9J+5SuraYzIe0F5npZCC/uVPP/xqeaRZBcvZuDRRwFYUhHiyx+LsDzuVSDTZtoLf0CF4VWbc/5Y3sHAldaGrrdD76M32EfaSZNxhwJ82A9l7V1DQ0JsPQBKEdey2P7OE2nX36GOMDYBNH+93VzREl2uNlT5ddXwFyGeSpIxDAIBP/y6HaStoaEmxZVfB53qwfAbDmCE3KJlzvzKr6HID1TQ71d+7XSStYks8Yy3MkE6BKGc18ftNV5fDNz+V/QBCPrXZRkGfzj4WPbMGUx0otQnKvzr8jcNyfhLnfkVYcsxUK53TtuM0FOpUeM4rA6PpCIWI+gO9YHXxsGgPBR+leMF1fbGZhy88Gv5x9XQ4/eF95qaRatpuOEEAKOcWtL+9scRy1v9Ye9sPyE/WKZDOprptVc3bNL+ltdVlipMdqsNe0uljbZ1DEeRDWhU+VsIr+pfxfy0S1aLElFJxrASDRfLSrAxg8MeDMPvu81WfgfDb2nlNxisJR7fC4Du7heHVnqIjEGInUXCrxBih7HSCQCyBDa69m6xfLZogX3l/ahy0VAblH/zq1bhFG3LGpwxA4C+3qGZ6bqbw7b93a78FRfCU6ei+r32OLqGs4XKb6Ao/Op+wIChyu+AH34dTSPqfzXdgYvtj/kN+Ss59OZy2O1D2x4/O2Es79SavNfoLQ2WMTK4/rCHwTWCM7nB8OudI6tD2v9AsMYcCiSOGvrAEPZLuG1dQ8M/bNPEUA5xPYftrzObUl54zBIir4Ymb2XMoT4tDb9Fvzb8Q+KpJKlIDMMfm5x2Mmh20ZbGxZVfTafKT7uZYAgj5BQ2uAj7m2LYhiKZitNf6X3IsFJJlncmaXK9ID8Qgah/7LKRLutGj8QdSBL/e5hIu3fuD5oaWNw0tjBaOeBPIMv6y6Hhh9+IypJ3AizsmYxrecHUMUL0VnjjfT+IjKIqaBJwvNfCRaEoCr/+e08pG9f2JoStbRoLbnXJsIeh8BvFcAOYRf2omVkMTPazJ+CvlEbIqi50cX0+AUAqrKGZQ5XqpL86WUVuePh1Mg5NCX9b8OA4wBv28HrSa88YdyFpx/sgkN/EKg6Dld/BiWmbH/O78WEPAHW1hwHQ3fP80Bq/MtlN7EQSfoUQO4yV9r76tQjiJrs2e2x+cFKZppFn8OtwDccu/YrWWrMGp+jrU32EFyLTReE6gE2fv5lE1l+blwnjIeuPH9V1rP6hIQPFOjs7MZSOURRWjOjg2GONgB9+U65VuN/0q3vdgN3rjX0N+F9Dd3d3l1SZ/QyG7YeojJnB8auXg6tFZPzJWoOVX9s0ed0fGrEwNDSL3nUzDI4KiPhBuKfouiwzSEBZVGpZ+sLeuXK4OHjhN1u8iYNZVJkcDL8KVNGyZY5/TGUqiRUIkSGM4xi4ronhFO3GVzx5Thsa9pAOBUs2uAj5ld+86dKtahiIeeFX2TaJvgEanAQAA2GI+MemIw7/+LRX7Y+87BLp8N4fi1vHgqMw/WCt+2E842/84Gb8CYyk6c1W89LqA3D88GubYVIhqHEdPgg3EzcNDP+DQd6wC0MZAGxDQ6EIqtWAhWUoumtaMZyqkmEPNXjDXNBMDBXDKPr1a+gOo9zdiBAk63/oCNl1hftrrT6/v3R0Y2jIS9Kf/xnLuMPCbzZlMbLXu+aE5m3asap/Fa8nvY8Drc67ZJT3500tYTY45jca9cJzbitWewCoq/PCb0/Py6TT3prdssyZ2Jkk/AohtjvHtrHyOazMUHU117fpX6QAVvHOWQyuVmBg5/Ilx+VXry6p/GqNXjDNBYcCSgCLRCKBct1C+O2NFW3fq2vYA6UrQoC3WkI6nS4sc1Z4jpgXJrRwNW6mguSrbSRdC6WFUGgYujeso1NB6I3rATD0IJrSvPBbNKQj639tPjgeN22m/TgKIce77rRhYTQ2FoXfAD9RSf5XX8WCyLLCuXKOyV2dv+Wl/rMJWAPEYjHsoo0ZbNMk5OaIaVZheTHwhmpkCWEVzd4anCQHQ+FXVzoUb/TgTxYc3HWtjxpy6QCr7JFE/Nl1rqY2GPagFYY9pEJe5Tfvf54ZHPObD7h0mjXYgSCuP/yiP9FHjT+meSCqEc35HxZCDitGR4kfeyyagqD/4SgbDKE5qjC4QPfDeNZf19jI+MFdy9CTrWbNwGgYDP+agaGCVDsuKyItxE0dEy/8Wnq+ZPkyx9BAWTiOt7ZyX4VOtYqgVDVpIoUKcZw+NLy2VQdHYxSthWtoisrsCGwNLH8CWsSOF9ZXrvSr+OmQhmEMfcjqC/nHJp1C+K0Je2PMc2mL5h7vmlfkvbavTa5nrj/Br8VeiDL9jTVyGw+/g8MeohEv/DpOcpO7vG1q2ANAPD4d06zCtvvo7X3Fa7MMexA7kYRfIcR2d993v8HvLz6PfEn43fSC+QBWfuiXfN6fcGVjFGb+F45bvQa3ZEIVmC0t5KNDFajByq+1Zg1uMokWCNDhD3kAL3ja/cPD7+CQh4aK2pLbdT/8ousMvJYm8eBSOvQKukbdyEDdVwnghd/16ND/QeFxQYxhld+sP8HJ9QNixsjg+pXfwa2Nk4aDMWpUYb1e2zDJKptuvY+0ORRG0rlmkm4DK3P7YdhJWlpaSj4Y2EaAavyNP4q2Y+4zTLKEsIeGEuOYReHXX66reLMKGAq/4XyegJWnlxqsjMnz9miwvdcvGbE3mPCmCsMeUqEgWpihYQ9F4bcn4AUzN+Q9Njewgng+5Z8TIvnB6rGDbfXR+I3LUGED06+Im44NjmJwSK7meAHSing3BFPec1aQoTtbSyZbXXJtATdEreOyJtxEpWlgEPH7LVsYxwvgGCautRTH9oYE9MXD1OTAUtVkiBSWZAuTJaD8VTzM0RT3pImBlVekilZFizoaab9iGwtH/P7SMYq2Re4N+7vh9Vt0Z70hIYOV31zaZux6G13B3KSFEZlMLjiWrNKJqz6q3dWEg95KJJse9uC9V0KhRgzDKzNvaujD5iq/mmZQW+tV55X/+siwB7EzSfgVQmxXruOwfvlSkj3d5DNFoW+gezOPAtsZCr85BsOviZPZMPyWVn6tfA5rt90wiiYiBbBJJBKFqm9o8mTWLRna3nhTY367u702NlR6gSLj75GmR2pAD4BuoPlV3vXBZtBDWKGJBJUXFHpsG2ttD8r2t9ZVphfCi6rMucFAqxtk9Syu7uJqNo7jYOS8axgwFVpD/VD4NQMYyqZKy5Ixh4Z32H6kslUA3c7Q3NyMUxSobDNAlfJeg3zRKgXrAlVkCWI7Q4E4XzzsQfd3wtsg/NpFx8RTSRJUY2dMXOXi+GFzIGqjija5cDVVGPYwEAqgRdSwCW+5gEOvP6lQ9zfCqMv+gmjWO2d/GKL+OTIhB8tKEBg5ksAvTiRzkndMMJ/zhj2goZSLprzbVdQLX5GU9/gKMqzqH4Xplq7HG7TD1LgOCTNO3CgKv3qmZNgDQN55D9v2hvEkY5VUpxxSyl+pYnDpMl1h4r0P4hRtVgEYhk3edkn5Vd+gqzAVrDSO45FYlGitt1RZOqxhGkOfUBL+DnnBhE1Hygul9RH/m4+0TXXa5TDH3+Ck+jPkQ97SaLszHweorRjrHbvJYQ9Jv30xgn5Q3nT43XTlF6C+blbhz7oeIhQasdHjhNgRJPwKIbYry98RDEqHMuQGejf7OKdoBYd8SfgtrdDm16wpCb+5dIY1jVMwKQoXuPT1dhUmuwWmTGH98iVDz6VrOMnhld/B8FsT9YJMn5Ym71fv9Fg9mmEUtnJNDQ4NIILuf9l+9HtzGHjPQvnjj+Mhb9Z8qrtoU45g0G+DPhRkNRvbttGyXhgdCCm0uvrCsAdrcOKali2p/FrKCx4OQULkaWpqKlmH1jYD1Or+uOuiTRbaQlVkCeMWlX5LxvxuofILUJlKkaAGJ20UVicAr/KrSjbMUMT9cQ7JYAAjrMgrDU1ByK90Z4IufVGv6hmt8jZk0PJpdP+zUypsoCtvGbxMyMGyvTGx4fGT0Eb6O6PlMmiOi6kANdSeUIX354qUi1Jgai6rEqMJbbCMXsANUeO49JkV3phfbXB3vUxJ5Rcg564vBMVkRT3xfpuU5i1Dpvz3ZlTTMPz1mkNuA1rR8AXNyGM5amilB/9l6HP344rGemo3Ufnt8Yf2xNIOHT3ee6o17i1rlkt55z/NXy6vO7A7udjBAOzBfHarncrYmunApiu/g8MeTLOCUGiwSryJ8Ks2PeENoLb20MKfZZkzsbPJu08IsV3ls0WVSbuompvq2+zjHNdfvxUN258sZmGiiqrHbi6HvX59YbwswNr3OpnXV1MSfgGSvV2Fym9qZBOONdQWR9dxksOXOhsMv/Ggv9STZpHyK6darAGKxm06rjdBSfkhKa8sTlr6HP3LIyjb64OGKu+YdHcPLl54y/k7hNm6UQi/Srexkjn8IaL0BUFVVRcqv2g6Ac2mQsuTNobCb86flOWoAEHy1NbWemNSfZZpUmt4/W4VLZfWFoiTJQR2vujYomEPxpbDb1VqwAu/GZ2IP0EvF3DIB9ySYQ8AcX83s1TQRAu75F1vspvmjyfOBl2SAa96HvHX+u1LNqMnvfvT/s5wWdNE6ZDzdzcLhpow/NUcItk0hmVjAsoPnZbhUhX2d3qzwfbDdl+ymuAGS7gF7TC1jsOAGaPSNNB1r28zRmbYlsW26a8ZrFehAtVUDzikVIXfd4PhN4jub8+tqSq0ohCrG3ksBf5CDPj7dBDwy/YN/oYl6ZCG6VeMs4TJ+O2oyLpoORNDM2iu8KrE2bR33O6xMEfXxwENJ+BVW6fyLns2zBgKtJsY8zs47MEwYoS2VPl1Nr7O76BQqJGKCq/yLEMexM4m4VcIsV1ZWS94aCisoq/Vc+nhwwyKOf7uYRhFk7AwcLNDj7PWrgOlcIqOyQxkcMwMgQ3CbyoxFH67A4NfL/vPpWkl43DXrl3LihUr6OnxJhFFB9fb1SzS/lq63rjfwXKhwtK8sOYYJrbmDZF4Z8REwjV5dH/lhTp/3dqBRA9PTx3L/JYGskWV38EqrtIcrD4/QGLh6pCpjOMUVRwrTAtXc8gVLX2V9yu/tvIqvwB60fa7thGgyq/82gyF/45AJRYmmjN0ruLw6+gBUBsZ9hAYak9lerDyOxR+s0EXyyyd8AZQ4YdfV9OwIiHySiuM980GHOyASyrg9Uu0wguRC9oOpL/DC8I5fwOPlOF/0PBfk1CoETM8WPnNgu14qz344TcfgDrDJu13yUDeq4rGyBN1SlcRCbjhksrvYKhLmzlyRZMBB/sVQDNGYLoV1GZc0kT9+3T/OYJorvcec91IaeXXzKOAfn8N4pC/hfTg2sJNIa/B6ZCO4YffBNXeMbYiZEPYqqC5opmAP0Qll/bOH4oGuKi1qfBcdXqGEbSh60GCIa+6vslhD4V1fqME/aCcy298ouqWKr8ATY2fAqAqvvcmjxFiRzC3fIgQQnx0+Uya7jWr0fyqX9iwsPxAAJDNDK+0FnOVAq10gwQbE7doq2JrzWrv2KKv6K1cFscAk6LZW0Au2Uu+rw/DMOhIeBXdqAX5kBc8lR9+lVLcfffd5PNeIInHO3h75SoOpJYceXAyYHrh1+kaDEwWlhYpPFfaUPSiuOfAozg99AKd+QQ5F6r94RO9A/1YQYOuigi5QFHl1xgc9mBhDXhBNEee+s5OeptGlVxP1LRKxvt6/eOFQZcAAWWTy+UwiqqzthmgwkgzADiaxeCw365QnGo0dKe48msWPc4k6mgY7sZ3OQOIJwdYRS12xqTCXyIrG3SwDRdUaZ1FUy4xW5EyNXLhMHlVNN436GIZkA15/VlZ6W/xnM1D3+AmGH74Nb33U96vxoeCQ5VfDUUkl8YgWKj82qZOnePSUwHRHGTyUWCACjI0Zvqg6DUM2mGqXZekEaXS1NG0IJDD0m2yemn4df1+0M2RmG6EurRL1h/u4Pjv3xhhlJOCAOTdAHpJ5dcGzSUR8Mcr+7k45I/XbTDCQJJUWEP3P9T0+eE37o99jliVNMcrCufM+ZXfUNRkn6oYh9ZU8GJvkn1CXWhpr0IbCnrhd5PDHvyhHCXDHjZRJd7UDm/Fxow5n3jVDKqr9tnkMULsCFL5FUJsF0/fdjP3fucy1r63AICoYWEVLRmWKxoLvDGuX1UtXSbLxC3e/GKVF35LVjTI53DMzLBhD6Mm/IvuLzkEJo4vTHYzzLH+c2jY6ZTfrhzZbBbXdYmEe5i+9xPExt8MwIHai7j+xCY92oDyl89yyeLoQxtE9BsufThUa36VGO/c8bAXTqy8H8YMfaOVX3QbZ8ALObaV4vCnn8F64vGS64mYdsl4Xxga8wveJL9cLocqqha7hoGpZ3EVKIaCbk/Aq4Bq/iRDBUNDLPBWlzAdbbOV33g6SYIaVDZMzBkMv4OV39JfNQ5uYcWHbDhCTkFosPIbdMgGdYK2hQbE/fCr8lliVtZvn78EnO7dZ+lZLMciFGpAN8D1NxaJ5DPemF/X+5DgGDq1jkOiwnu/WDmv7yu0DCMzpes8B9wQAUIoTSduGoX1jW3NLpkMCFBV2YAKhDCCk7zwm3HJ+ZX1wfHBMRVGOd77IaOMksoveON++4Pe+ylg+RVgfx3eRv+9lQ7p6Kb3ug1WfqvtwR3hKmj1tzGGoTG/oaj3/D/abTSfbarhC7F3Aa9COziJzbb7cYqq/uB9CCwd9uBVjze11u/mNrkoXKNmUFtz4GaPEWJHkPArhNguEuu9Xcx6270taSOmhVX0ZVNug/V6NzRYU93wK3O7KPxaq1d7QU0NzVayrRyOURp+FVAzaiX23ha5aaPI9PehmyYBvaFwjOOvvZsuWoM3EvECkRnyKsUmfWi2V/nSYg3gh9+cPgAM/UJPBBwSuNTgh1/NO2fM9DdR8Mcb27peGPPrFI35RbNxkt4xrr+1cW6Dpdgihj2s8uu4QwE8oLwgb2ul/efq8I7dgmIo7CRMrw2G64d5TSusTwveUA7T0Tc75tdb7aEGcjFifmjKBh0sw4UNXkNHcwsrPmSCEfKuVqj8ZoMu43J7cPbLj9GS6iMS8wKubmWJ+GOSlb+qRVqvRPljddf3r0fXQzhaFCs0uARbFlMNjfl1jAC1jkuvv7u25e8wUkmahlzpNxEhO4TyV/KIGwY5f2dBW7fJbTDhbWQ8QN/48Wh6JSE3RMz2hshAafh1/bHJGUDTS8OvblgMmN5zBHLeuz+oAuhKo94Pi5apkfPHECfw1vOt8cdJh+0YY+Le2rmuq8hn/eEfMa8vxkdD/HqPMbQY3ntZ14OYZiXa4Hh6q6ekPa6bZfBfoTfsYfNDJAqVX23TlV8hdhUSfoUQW2X+gkt4861TcV17o/db/kS3zID3C9+r/A6Fhmx+448bVIizG0wusorG/ObXrMHVSicq5XNp0CCghsZwFk/6yo/y1o+tqGsAwgxu2mD7Y5MzmaKd4YLebYO7aunaAPghQY/WFcJv2hiAol/6fYZDN6pQ+dX8ym9AGYTDYW9IB17FubjyOzTswcZJes/p5r1zZPUNJmQZ7rDKr1O0PbGhlB9+Sx9nmSHedUagFVV+B/xwOlj5dXStZJML2zAx7aHKr+v3WfGwh8pUkqQWx85VUOFXOLNBF7doPHbArxTnOuYz642XvGMCEX/Yw1Dlt9KOo6MYnegiFPMCaNDOYPj9ZvhLWKSNKMrxhj609bV5bTPi5PzVEUJ2zl/qzK8Y60G/8uv3hd99VVqOSrf0m4hKO0TS9A6sNA1y/uYZtm4X1u4dZAb7SPvvkagbxNCGwm/OHyIRcUOFym9KB80off9rRp6kP+bXzA29d6v1KiK2RthfIaPb8Jbd6/PDb73flohVwehKb7fBfHro3MFoaVAvVGi1IJqmYZr+FtJWouS4wZUewAu/W678bn6pMyF2JRJ+hRAfmVIu69f/nb6+N8lm12z0mLw/rCHrr58bNTcY9mC7UFSxLT2/GppKtmHlN1c04W2DNX4BLD/RBItO7RT9pHMbvTBlhEJ+YPXa5PjLsBWH32DAn6w3GH4ZwMj1oFwbzQiAvwpEWh8AbeiXfr/p0g3U4FVrByu/KuvQ0NDA0NUVrfZgFFV+dRsn6Vdhc9450qHSUGGaqrDSQ0Dzrsl1h44x/fCbp7R/3EAQ0NAYCntJTcM0zcIuaHnTxC360GGbJhF3aMxvZrDNRcMeqvyl4tKBOka63tCQbNApTEZUShH0Q2lm8cOc+tdbaOzpImPEyCuNSM4/d8hB9381Vaf7Cce8Pg7a/vvJhKA1uCFIBGV797f3e980OERJh73+CNk5b5MLP/xqWogq16XXH/ZgpxXraCQWCNHd6l374GtTaQfpNyswXEVY17As735bs7FLuxTdyJM0vbAbVgbhiEkWy1vNw/A+3ASdAJrrvV45U9tI5TdP2u/OoD30DqnW49iWS03SC7/rGQkMDXto8F+DiFVZqPxm/clugZCBYZT+mt9weEIw6IVpyypderB4jV9N0wn5lV9vl7fSbxxKzmtI+BW7Pgm/QoiPrHiL0w0rRv+fvT+Ptiw7qzvR31prd6e7ffSREdkrM5VqU0ISSMiSkQDJmL4MtgvMK+NXNti8gcvPhW3c4KqBUMk2uMrGLrAMFAYJTD1Z2JIKIZTqUJdIKaWyU/aR0d6+Oc3u1lrvj/Xtfe6NiBSSSJSZ4nxjxIh7z91nN2vvc/bcc81vzvZ1YVIL0dJ2Ltf8+mhKvV1WLs/xwlheCX6njWmXe/wC1LYJlJgCTLeP+fXzYtsVJ3gVg0z72qrCe3+Q+RXwiynxeLTaI6tq/FimjrOF8B4zwu9jfncjx6qHBRX2tdH8urzm0KFDONkdp3QbFOGVbllspSxONJvkwZpskk5Z3TAuU1/gbnRcxmQKPAyKPM8pL/NTbbTUTegDwBhHHMcoAb+jy4A2StPzpmV+G/BbxXGr510ch/3MOwOWnPyc2NbmTHlH3LDccvwv/uJ9DBlQeujuA7/NdnrjYcv8Nt7Bw45uWeKxzlrmd30YAHdpU/bSIJXIbHHA6kyrDAPs9CRVb2xZQxLRZHjHAko7dcpu1COrw7WG+E4H5veyMY0sew34dYb5pZRCVVil8TL+aR2jBfzmsbqS+Y1KRgJUk2qatDyv5qhLy9Je2P4lgl1Z2/CWiLVb3W9tzorRtNnt8rq8MS2OwnqqevvAclO9b1f+7+3725XNqjPZw6yeSzUDv7Oa1ay+4joIfq8eVtH4+5aiob1c9lCQwGTzivd57ym2tmjkCP5yT9UyrM9ubeHHY+zl4E4cCw7IHvY3xDVWZXGM0wlKwimcAj8eX1X2AOB1iVZD0srihmHqVw+Og6sZ6zF+X5f7nvFcQrOgAhuq1EHw24C/+rLGKdT04cBPAoBRuehE04OgwmrNUMBvqo7LwU9BqxbNb3HZ+FReoZU7IHsofI2OE5QAvDy5kr3r+LQFpePGoSKKqOeCjGR+JPvZ6ZPIOcgTN314cZZENMJWzumLHrqfPfrkTtHJZd2ZxYg7RGcyJm2YX2EW97KpPniSdNFyzGu7QYu6XXcYZmEqP7VB9oBIGowPAG63AYVjxx59ORaPx7MnY9qxGbtRn7R0lOV0rGpVH7DWAyiMZSINbKlVzC2kFNQH/IDjOmqZ3zxW6CuY34KRXA9J7WmMNeZUn6qwLAnze7FlfoPsIY3CtTWwi1fanPUOulLAlTHEcbwAPLXsoQG9Smm0Dsz9l2R+Z7KHWT0HagZ+ZzWrWX3FtZ/52X/TrFZXOf8P/yGThx6iLgIT1IDgzmWyh5wExldGHK//0j1s/+rj0xcub5aStLTq3DkA1Mrygb97F278xu8Lsdgf9GADK6mjGKdTGsfHJujiqswv4EyJZpe48oyHsu3FU+AqJmaE2wdcR5HnInra8NYyv5aVxcUWjO/XzAKBiW5qEsCOGm+HXy9jfmulWuY38hIVuw/8Gq8oioLqcs20V2TJZayjzyk7XZQkvDVA29h92lHiK5hfrzXFQgBhA7GKm3R6lILc8tSSSDqcso5EwF2jA37RQ/cL83tQ9hDJ+5OyaGUPERYP7HWm+uBJ2uOl/gkA9tYfAOBcNcdE5BVdAb1ewiViApDb7oTjiyaqBb8o8KpmGIttmk3ZNT3S0rMxlvARHE456stmG0YR1EZmHGpPfy4lV1Xb7Ja4Cl1FKNmPIpkyv1o0OdqU5LJ8Wnms+NDNqQF16a5gfhvZA4TPUKe60uYsuyrzexCkxnE4f08le4iiKeNrzJcCv3+81dmsZvVsqRn4ndWsvp7qKTS0T3ftb4bZP12683///9j5nf+b8295y3RZAcEdU1EeYH5T1Pgg8+trR/HoDna7Rl3F6gyCmwPsA7+HDx1chzTg7Xd72A9+6zowlA3z27CtVoegi4Oa3+nP3oxQFCSV53EjQGHpOrytGevJAeZ3aGATplZnjeZ3UrPS67XBB1V0ECjsl0402RVqHLZ1OfNbGsXhfBk8aB8sq5SbLqO8oshzKnUQAJU+ZpAddI5QLoBfBPzmIntI6pJIHBYikhb85lHSXmujucCy9kYT8J5R1qVqwG/iiMWZQXmLFha68b49sXYJvekpHQfAb7OdyDvsvoa9ymj2OgotDg/jtMtJH45lNAwNb5fqOfJU0uEa+y6RPUQ+yCG2u+JuUcHGcK5dvzMlwySsL7YZO9GAtPLct7YtA2VBBb/g/bUXQ6XDOJna0+kZSipqOc6unUDh0BJykcdTzW9j26aiklzcQJLKU0v8dF/1guxhH/Pr0OwSxn3igt1fVGZ4caTYH3Bxefkvk/m1lzG/4WcBv+5Lgd8Z8zurZ3/NwO+sZvX1Uo9/DP63G+Ge//ynvilbX132YLfCz7t33dW+VpdT8HtA80sCk4PMr5s0vrlTycLlsodG1lCdlUa7QysHd64Fv+Jc4NUB2UMpN3kVxViTtrKHAH6HTEZTYBgn+7xPzSZKgalhrQqyh6R3BGzJSE9w+0DmMHLkwAIH3R5cXtEzpnULqJ+C+U1dTCxdVcle0LIWl0kR6iTjmy59E4dGp7B1AHt6n+bXEmPzvSuY35KUQfcgy6d8wSTJWtlDw+xGtmrtzyI/Bb/WKIwk8E36YdtxbUmrkiIyeJGsFImlI7cZ5Vz7QGP37dOphy6SVhojgDaPXdvwBrB64ULrVVwZzbAzfXBQseKoSAn2qiHWWlbrfsv8Zi3zG/5PfACM47jDx24N29vK59ttOV0ySrYBMDYNsofK88hmI18R3e9lY7obJdSmAb/gtcWr6XIdlxPlOygBjWWs8Q37TwCh2lQU8jCU1p5axqpPl7q0LA7DtjfUITZYximD8p6N6otyDhWFfH7yL6X5Fa23ugL8Xsb87vP4baqRPbgvKXuYMb+zevbXDPzOalZfL/Xw+2G8Dg++5099U08le7DS8W/3MdC2lhtxZPH7vnIKkiuY3wb8WjeVLFzO/DbWaqUwvyyGaVvdABIfQELsKyakPGRPYfetohLmVymNNem04U3rwPyOGjcJRxzvB79BLqGsZujHTOohShk8MDZ5iACWGolf6+JlIRduUuMnk33M72XMnIDfY2Vgcn05QheNbdhB8GtFQjCXH+KJOQG/dh/49Qku36W6LI2sICW7CvM7jmKUhCs020pshZFzoVzauj1EGkwDlDvgjUzRD4eUAurqyOI0ZBLRi3MtK7/f/uyGh85MWV+dotXB47x07ixefIgrYxinkvIWdzimN5h3YT9KXbG+vs66HzARt4dePcR7Bz6cx8gvyq6k/Ovv1Dz2TQtMOtNUN6crRsmmHG+H3ahHWnme3JKHGBXGp2GuU3GA2DVpy/yqKjQahuXCsXdtTlxssTQctNuaELY7luNVpkRsh0lqTyUPgD3foyoc3cKT1eFcPMTzAJj3E86OH6cQ14+JBKN8Sc2vsOHmCtnD9oHlmtmd6GrM70z2MKvneM3A76xm9fVSe8HqidHVTeifzjoIfqeMkZMghtqoy97hiQ5iWCwR9ejqzK/dp9e9XPPbgN9G9uDnw7R1ZyDT1wKGjKr5b7yed0Tfw0U9ZYedAFGFCuC3sTpTInsQd4oDwBfAbMv2FZXRbJWB/VXKMNYFVk9ZtolRKO2Yl21paXjDgt0dUgn4uyrza1NOlEHK0TTWAUwuc2CoG2BVzTHsBfAb7ZM9WB/j8z0qfZD9q1RCHF8Gfn3BMIqhbsBvWHdSlxjx/sVmRML8mli14NfGJU7w0dx4SCWx0kUsgQ3CRitnwTU+wtNzettDj06b3UyXyB08zo3VVWzcgF9NLtZeLulxjV6n6zS9qkepLJcuXWKbARcPncBpxUK9jaufbNcVuQWc11jXwSvFPS+dI+9OtdROlwyz8PnxLjS8ZZVndbfRv0pksTxoZQJ+90zaan51bZgUE1lf2O+uzYnG27zpgb9OVItcRPTHe/LwpaN94LfyVNKw2fUZVWlRwHIeQO6D3BrG2+3y5N6T5KJTnuyJt/D4q2F+tw8s11qdXU3ze1XZw6zhbVbPnZqB31nN6uulWvC7/scu6r3nsZ3HsAIUv9Kq/zjm9zIrqETX1K0sYJ/H7d72geUa8Fv7felsDUsobLITUFCdFeZ37jLwK3+PKdkSXeTuPvZKCUjx1oPSreyhNgY3HDKZBNZuv9ND2A8B9lZhjWarCOPttWJIfgDQTSLNIJ6gVdjn/YZu1fawdQu4suEtAdflRBkCBdxoFWTZIj7IqDnTsIpdvEpQXmP8vmAKn0Cx1ya1qYYhVQlR3OyRWKv5nKHRSC5DK7FI6qptHHQ2JRL/rShSRMLo27jC9Rrmd49a2NFxHNYdSUQvzuGbEA1joHcYpxQn19Y5tBOOcWR6RO5gY9/GxkVsI3uIdCvj8GmXU+4iq/mr+daz30pULXDx4kXGZsCk02PveDj3Nv+0rClBKUPpe9SEh4UtleD2JeA5XTHOVmV3O+zq0PC2NQzXQicWuYppmN9wPEOdTJlfaxhLk6cTVrfjcvTmFnPFMpnoqsd0wcFEdLrKlAgBHmQPNrzeIaMuw3sOiedzA34HfptJPWESS2zysGF+v4yGN9GXR0/V8HYV2cOU+b3SonDG/M7quVQz8DurWX291FfA/L7nsffwF9/1F/nle375q9rUU/n8NsyvvczCK9V2n95XoRt2ULxhzz6wxQd+7X7yHXGI8FPWtZE9xNLA5rzDez9lfoX1zAZhSln5EJ5hqClFT5nvm/qPkobJbHYn7GttIuxoxEQa9JL4IPglCnKJxvRqswzjXSnPmt06oAMtjGHFhOWHPiNXCUogcLG50y53OfOLT9FuH/M7Wp+C3+QgqGibqVyC1ymxvcwKjRhVDKkEJHdK0ZuSgGlCH8TGyuUMtWnBb5M6F9sK3bC1dqr5jQ0YAb8uqXHhFDAYj6h9w/yG/7ejo7IN2zZbOaPR6YCHT4ZQhlOrwvxGXYw/yBxubp/FCrNZGdM+ZFSdPqfcJcb2EArFwuRaLl68SB4H0Ds6HdwPXH0mrEgYyYlaxKoA4rb9QaBtdUmRhodHT8RQB+ZXl2EM5oV9rwTgZQ34NVmr+VUoxnINaWlS7Nqc1G0yiYaYJJyHMT28V4yFQceUFMIsp5XHChve8Rl1IeC3DNfUWUKS28DLtZSFc9Ewv/noqRveLm9M++OszqKran4v+2wwY35n9dyqGfid1ay+Xmoo4He80U79P1U9tPUQAA9uPfhVbcrWV5c9NMxvdPvzDyyfaHvA41eLnrGQ5rK73/8kD/zhBe79TGDdhl7cEaCVPUQCqjweu7GBLwpQCpcJuzaYdu3jHZGqKQRwF2Y/+LW84fgPcc3oGnmlYX4j7N6QSSHpWPHlzK8AMPm9YX7TZB6n0haMApTGcFhkEtv0KUla3W+xtW/srmB+uygfcUI0v/H1r0P6wFo2VrkmZjd8ffecxqv0gOQBguZX21EbU5yJP3KlErwOAMzogFqVL9g9AH7DtlJbtuDXuwTTMr8QCfBziW1lD/OjPZwwxVXUaHEH7X47cY6wxuBizwM3XQfA4e0wdiNzJfitbEYtjhGV0S1TW3V6nLKXKH04hsX8KBcuXKBMFsL+LsHI7HNykAegiTqEkoei4WUsc21K6mh63scMSCtHKlrbuaxH5D22Bb/heHajLrWeegGPSnGXmAvLdVxBGq3z3lv+Pan4AY/oYR0UorOu9kUSJtZjxc4tcwmVLHNIAGoTnDHvw2cv6Ylmeu8g85v2vpTVWSN7CMxvXe/g/fR7o/mMX1X28CWZ3xn4ndWzv2bgd1az+nqoKoeJgFDvpj8/Re0Kg7SZX7ZcvguT7T92c/s1v2W5zXvf+17uu+8+3F6Yfk1edseB5SPtDjg9NF3/xUQAoXSnP/LwDt57Rg341aZ1ezAiZ/BMWd/o6FFqmUY+AH6dJ1JVy/yW+1hZHTsWshUO10dkZ4T51YZiNEJmoa+QPTgd9knyFZjYIXk9QilNX193gPmtTMSKDmM8st+Iq34CpcL6yr0pcLic+VV0BPyGfdNJDyVWXw0gzURP2sgZUh/AUmQ7B9ZV+5iEsl2uU4yn2xSAmkjTlcIz1KDKxqVBwG9doGRZu8/nN9KOWPSuPvZ4kT0MRsPWGq2U5LHICQBzDi/NVlYbbFzz6I0nAeiL2HVsuhjR/NYyzrXOsOKFWxsNsg9Fb8Bxu05NWF5jGOY5NgpgO3UlT/Zua8fDyTgUehkjU/61ML9ari2nS7zy1LqZgeiSVp6kadpMO5ys6hZIN+B3rNPwPiUMbBXOtRN9ctdOiM06q4Mz9HRYZsiACqhEA1zKMBngyJEeonogdUnL/B6+TJqwpMPDY39eYqOHjeb36syv9w4v53Oa8Na4XXiqat+shJ3GGzc11fx+KeZ3JnuY1bO/ZuB3VrP6eqh9jVHAHyt9uG83TO0+srdvuWII//418L/fAeWV8aX7q97H/GxvD/jkJz/JBz7wAeyeNFItLx1YXuMpBfxud/qM4nATzcVTt7FoGo5qNq1nLGEARBEIyyUuU1ivKMXmLD5xvLVSSzpddKNv9Q5DHezU4AArC+DiEbGwmK3VmTGMR9Pjvpz5tabEeyjVlKHbLgJTfag61rJxIOCXMBbGvhHsC2m+buvRlCG8wu2BjL7tsmAHXF6N7KEBsft11f183KaXtfvrE1KKVvaQiQ61juLWdSFlytINtbuS+a3LFvw64pb5Naoirhv9boQT+7HFvSGpsJ4N89s0ySlnp+DXGFxSUyxItLPMCoxMl0iY373UBJ23MigBv5UxGBd+Lvt9Fn3jzBHqk9fdJtvM8dZzoXsL7bjLw8mERRK5FpUN211oH7bCuam1PKjQYZB7YpEmpINlrqnDPjXjAzDWzexB+H1Sh+N04gfctTmxDy4SA9Hb7DFH7hV1Jccjl0LfGI7fsDAFvzZuNb+H3cHP9ZFowo+9+Mf4hmtfCkB+OfN7mea3AagwZWi1jjEmSEQO6PflM37A7UFfnfn13uP9TPYwq+dOzcDvrJ719W/+zb/h2muvJcsyXvGKV/CpT33qKZf9pV/6JV7zmtewuLjI4uIi3/It3/Ill/96Kb934eALfwz43cwDwzMqp0wPn/i3sPV4sEvbevxLvv8g8xvYs3wyAZkKry9bXivfyh6KKGYvC1PVZVWC95ST6TvOlK4Fv7oBh97T9MB5NfX4TU6coBJ9ZZym7fKd4QSnfGutZg9iX2w8wigjfxXgojWbj0zH7XLNr9U1rlJUB8BveOiYrw8fWLYyEQOxOVO+YdbEIzafHmt9WciFUhmnq4WDOyubKwWQdvOR7O/0oAb5mOhy8EtMTDmVPQj4LXpzHF09DB4yr+jI+nPtpw1vaeM3W9IIPayKWuZXMSKWyN9axRAF8LQ8HJIWAhzjwKZGrmlYdPh6qvm1adlKSJpjGZkeWgB5aTxKlk+Fjq+MJq5F9pA28RmQ65xSw+evuQmAxG1RuQRn+uj4+rCNOOxH7hfoCtsf1+H/xca9QNfgwYsmWtcRg7EjlaS7ZP4wR0QqApBJ4ErR6JCFMc7Fi7oJw+i4nMhvYbxnWTyy9xiQM7WnK2TZntEcu3G+/QzFLqIS8Dtgl46ffvYW1Bb/44v+R1aWgnRhvFeRjyoqYYqzy6zODoLf6bXX2p3V+yRMVwm50Obqmt+nWu+sZvVsrRn4ndWzut75znfykz/5k/yTf/JP+MxnPsOLXvQivvVbv5XV1dWrLn/nnXfygz/4g3zwgx/k4x//ONdccw1vfOMbOdd4wj6L62xe8uDoyunEL6fy9c8efOEq4Nc7x8d+69d5+NOfYFIFVrKqd4N7wmgdPvYL04UvZ5Ivq4NWZwH8FgKG0JraHtQce2jBb2UMQ2F+Sx9hbE6ZT5c/X3omEkpg4mbK3Db2vVRE1OdDE1N84kSbIBclU/D7zR/+AzYemcogjD64P00DVaI44PN7bp/mMZbGJCWNZLWpGBUppZ6C3w2xO5tzB4M2KhORIbrPJj5XwO8kD9KC2PkrmF+tUq6v5g68psTloojDsj2xu9oPfvvFhNh1D7yv9jFxNaGW5sNUXCzK3hyHdo5w3d51ZB56bQjFBCqRPcRT5reZJnc6Rrtmm0OSsnnQiVBmAYClvb2W+S2jBvyKo4SzbUCJ1QaXVRSucb0I+/iK+EHiJkhDeyLRrmftGERttHEnGjMUu7BhvMfZ/hS4GbtLYROMh6jzzbjuaTaXwmxE7uZYaGQLAqQHwoQr5YldjBJNdFp5BhPHQDTqSZqyMCeSFOeIBPR5FTMXTe3OCnldVk/HFijlWLaWw3n47O0xh1MaI9dXKc1uPa04duNC65Udl4a6DNs3UcFRpg+6CwQ2uTuQxs5hyQMfD39fPtG/Evz6BqSqdsYDrt70VjeaXzO9rpqfr2R+r2SUZzWrZ3PNwO+sntX1L//lv+RHf/RH+ZEf+RFuu+02/t2/+3d0u13e/va3X3X5//Sf/hN/62/9LV784hdzyy238Mu//Ms45/jABz7wNd7zr6y893znZx7iW+96kN366s1qj9z1CX73597CeHdn/xvhI/+S6ov/JfzavH4Vu7NzD97HJ37nHfzXX/g5zO40yGG32IUPvRXKfVPIe38M+K3HVETkpFTC/NZ1jVMK3e9TFQ2Il2ltr1rNb60N40RkDyRE+ajd8U6sqYGJgLAoaqbMHd5KoxcR9fknAIhPnKQqp8yvEk9bqzTD4VQDq81BLtoJ+I3VPtmD1pyfbzSwrpU9RJMV2W/HRbfS4EMANosANOLLWNfKRMTUOJ9hGq2zHONWLtZsqCvAr1Ipp6vLJA8N6ynL9kWaYY3BCqAe5GOiy8DvZK/Dwn9Za7WusTwkNNP/t2/dTr8ydIWpM3aCyFEpG8BclbiG+Y0ijG9Y3N0p80tMJD7K86P9zK/H+xhRP8g5FCBtNL5TUMeKWqs29OMtnbdzvApa6Vo5UgkLUVEDEA2pyAQGapc9Ab/WTHhibuoZXdVDVseLRIA2C9SH7mCvJx7Gts9h0zSiheNMrEHJz5nN0CJ76Jce46EjmuAkSegsBPeKyNaY5mFJxVzTGbR2Z4WAwVL8rjORbRytPYcn4fO7xwBUhLGZjJe4d6AZLGVMImGjx7plcnVUcoSL7XHOER5ys0G4NsZ7Ffd+5Hw4v689weXVBFxonbRacrh6ylvzgBtF/fY1o8O+Xu7za93UnWU/qJ7VrJ6tdWUr6Kxm9Sypsiz5oz/6I37qp36qfU1rzbd8y7fw8Y9//Mtax3g8pqoqlpaWrvr3oigoiukX9+5uuPFWVUVVVVd9z1dbzfqutt6d2nJOXAbODMc8r5ddsczqf76PF/lX8dj7P8nNf/F1AKhH7yT6wD+jrzVPcIJ38hf4du7ktt1LuMu2s34umP3bquL2L3g+9KLw+v2fez+v+PQvowHXP40ePoHdOX/F+/dXXQ/5x7yFHRb4ieo/TF+PIpJBn8lQgiT0HN5tYr1umd/aRC24Kkgx0sBlYs3puZgHNgrqqjH+n3rUamGTawz1apA9qKNHKL/4ufBzFLXOEE4rcp/wyMpxHjh2muvMH7L/ChjpVfpAohWN7GEcJ7xvcAuv5EkGjEik4S2eLFP1z1Mby1q9QLEvnWzsdnjCrTORVDPjXEiK0xrnHc4vtMtamaSPxFu3GyVXNLx1yogTl8keGtBfCQAcDMNDSq0Ne9mQhXyeQTFm9zLwW5bZgUjkF5y9wCdfHt5X6oLEpRzfOEp54jzUOWkxffgp42lDl1NNMEWMFvDr3RZJNQW/ib8G+ByD8fAA8+t9RCzuFDiRPUSN5rcAPHtp2JZXjkRberJ8pS2dVDGswccJCpjEBi32F0t+jT1h1Z2esNqdArKkHPPEzjWckmVrXVNEkoJmexyVYe8I62pchHYxVtekNiVRYV2dQjyjfU0FGGMw80tQQOwsRphpr2JOdTqt40PpK1C0swSZ6G5uKxwnNp6EpcD8QkTUgN8mOMOH74jN7hrUAxh7CrEuU2YKfmNfkKltqqoizsJxTnZLJrslcWq47iVLV3zXlKLlVyo58DdjgjSnyDfa1xvw6326b1lpRqxHB95fyrWjdUpdXy56+trUl/p+/bNYfxbH4ys51hn4ndWzttbX17HWcuTIkQOvHzlyhAceeODLWsff//t/n+PHj/Mt3/ItV/37z/7sz/LP/tk/u+L13/u936Pb7V7lHX/yev/733/Fa+d0DP3jALzvox/jEXswXcw7x7V5F51pLnzmMR4WVuiGs+/mFxZ+kztGn+cm9yHGdHmIaxk88Bk+Nw4xx90vfhEznvC4mn4xXHcu5d7TCesLJWc//PO8ylvOZbcw2H4+c9ETPPG5T3LP9lPHJOvuBmeiYFO1Wy22r9dRxNB5nnj0MWAKftHzFN6DAqugFB1qQUJXHj68rjnsPQ9AO1/sGss2a1Giu6yJqNcuAJqPfvGLXLoQmK4v3Hs/lbDmVitKYr5w4nouLKzwyfzlnOQRdNXFxWPKaBu4XPagiGV6e469lvlN8kOMCczvdtlv2bym3pd/iJ3eaeAm+mXNTiYspU6xLLTLVT4iUhAJUFb2StnDwjjiUD3f/u5d3YZ7VAJI58QertaavWTEQj5PP58wVgfdHqxPGKdT/WXRlylr4LHeI9y8dyv98SK93SXobpOW06nsUgI10qrACvNbmynzWxaXSBsm2SV08ueT81/pTEZT8Bs7cBmxgHflLK6mBb++U6Fr246XjmqUgkywslVWpte72CQND2fS5FcYxcn8Yit70GqCM9PjN64gotve4GpdkkcBzO3lEWpviBooMrGH0y5FuwTLhMxmdBkzBtIyjH1dTEDBPffcw/DYEGJhft2U+V3MJ2xLw1spbtAjAftZHc7dP9y8xHs7QYI1ZEBVQ1zLLEjTkLe5yXve8yAXsidheD12ZBntWEBhsryVPSywjXMl73nPf8NbBUxnDJIjE37/D36Py0vr83R7QZr/nvdMP99Juk2SwAMP/BGf//xRwNPrD1EKPvShT+B9+L6NogfIOrC6eo73PDF9v1Kr9PpgrT6w3meirvb9+me5/iyNx3h8pQXfU9UM/M7q67be8pa38I53vIM777yTLLuSSQX4qZ/6KX7yJ3+y/X13d7fVCc/NzV31PV9tVVXF+9//ft7whjcQxwdBz51bQ7g3TOXf8rKX863LB7e9df4cGx8NDOc8PV77pjcB8Af/8Y/43duO8/HdQ/yvn7krsE0knFo2nHjTm/DO8ejP/HP8eMzwR36QLSBKM+oi5+X3L/LeV17C6KAbXDv0Znp7gfk+NZ9wjWzjavXfPvkfQh+U9/jJFGDVUcTh48dZ6A8YE8CvxvDKlR/lfnsBonOY/OMovQgMKEjoiXZ0brHHkvcYcirpbutIgEVgfqcaU0NNZTq84Qd+gN966B4mly7w8le8gvc/8CDFKEgYShJKAZf3x+ICkC9RxmNsMtX8TqdpHalYVc3pHYwJwCYW2YPVilHRpTQHH0ziYsTDnaBBz2zN0GqsiZiYFOenDwaVi4kMxOIKcWjlcMv8JnVFGcVEep7F+tB05XafM4Q8MMwL82u1wQ087AbZw2Z6mWctcZsKp23N5spyeJ9zFH7Iw3MPc9PuTZwY3sxnuo+SiuzFa9XqhJOqxNM0b03PcxJNNb9lmWHiwKtnk2FrxRaY35hoH/PbBItYbfAx6FIx7ITjirTYczlwgFU1h07Ms3kWbJqx/xNTxJoTxQXOckLeO8Lp5fbv2lk0CiNSk0qXLfPr1RwvvCHjAxfCeCkc3nbRNmwhtSn9BvyKv642Chy86lWv4gPrd0MBkbUYOTavYm47tMBHTY3HU4s1iRdgn+wL00ii8NneZY4sG1DU4RpvvKhPLCzxple8nP/22H+FIeJuEbazeCTmlvJ+Ymd5nrofpTzf9m1vQOuEX/nIH1JOwna//a+8kqXjB6U4AHt79/DZu6HTGfDnXjv9fD/xxKM8ceajnDq9zM03vQnnCj76sbDNN7zhO4jEPm5jI+Pe+/4vFhe7vOR10/cPRw/ymc9Akky/m77W9aW+X/8s1p/F8Whmbr+cmoHfWT1ra2VlBWMMly4d1J9eunSJo0ePfsn3vu1tb+Mtb3kLv//7v88LX/jCp1wuTVPS9MoGjTiO/9S+MK627jVhxwD2PFf8fev8WRKxGYqrJPzd1qyOwg19txOx7ZdABTZVjZ8gjmPqzU28aES3LoXp0rOvfi3Ld76XI1sZpy92KeIwvut7Ha5pprX3VvnEf/4NkqzD7a97A72FxQP7s+MiXrXxAf7B47/Bp0bfSNNeV0cR0fw8pTRXKT3gSPc6OtE8FQEgWjXBuRFwKzkp5NLR34nxW00ksHiR7pc9SNhCRYSKNfGRIySdDlam37Nur7VFs1pREFOK3vUhfVNgmfMlysFZXBLGLVGqZX7BkQo6m0u2w3qsQZfhxu+0whUZlZkC0nA+JiiZDq5UiXHB/muiMuw+2UPpg6tuLDZZWX+uBZRpVVJGMWXWZwQ0MLPVyKqpJ/DcSGQPxqD7ohOtChKZuvaRRdUG62NyubYja9ukOKsUunY8ufQkN+3eRFSJf7Awvz7WVI2HcFnhZcZgv0TDlJvElWi4bYqKpw8pHQG/VezARa1NWGh4k5E2Gh9DXESMUgHa4m+QOc+YAH6z5R6chSrNSFGtP3QeR1yTn+d+bpbzOMar6UxN5D3a6/YGV5kp+C1syrFen44wrhEllV9ECQuc2YwFRqwCbRigPIx1u13GosGOrWsb8jwxh2OLj1w7XgCFSFwMt5DbF/BrCyOOvPSHAZioHl51SW0AqU0KYQcNBi5lQdqj98WBowsOc4n/cvddbLzk/wjrNo4oiun0E8rJhGM3znPk9AJXK60FzOvkwHdMmsmDkd0ljmPKcgoismweJddskojMxOUH3m9kvcakzzjQ+tP87n4u1p+l8fhKjnPW8DarZ20lScIdd9xxoFmtaV571ate9ZTve+tb38o//+f/nPe973287GUv+1rs6p+4LhbTG+Z2NW1489aTP7zN2qOPksq0buZlevfSF9iUG34ZKzbVQviZGC9uD/Xa1PVheyP8/JFexv3Xhqnz6853GYoTwqXdCOsDg/fg2SGfetdv89F3/Bq/9GM/wnv/j3/B3ua0iW6r0vzaff8rLx8+zIjpdHOdRphBnzJvwO8cpyVooBZgaZXFEgBcQYKTY09SaW5TntbXTKaClbV4N9X8EiviE4H1a9wedBy1XrtWKSo9ZX5rlfAgtxGLRGMKfgGuZH77caP9zvCt2wMkuabSB2UPSVWAmj5AGWn+yU0Xu4/5LXzYTiy65Kw3Ty2a3LiRdGjD56PH8eITyz7LrAZ89qShrNaGbtallPWl4lnrEokdJmYi64+8CwCYAGJN7aiEaVWiR00l/tjv21ZS7mN+TdNMaDFV0fr8Om/AJKA0TqnWnaKMHMomGPldOYeXQAdrDD6BKI/JpdErlXOetLKHCrUYhbRCpVD7UvrKyHDNPtlDxgi/z4JMeYX3hkg0v6UuyKXJsaxj5jvzZKK19VhK10U7AZ82ZUHS+OJmf5t9SxImLfidMr9KxeDGEFucdA0mPiIX8BubY6xXP8sHu9cy8FmI4AYKs0RaXwZ+LUzqCROZYdh/uXkJlxgUGY3piBXbsYUj4fhf8OdO8lTVpLCZyxwZWqszaXhr9L5aZy3whf1uD1dveJvZnM3quVIz8DurZ3X95E/+JL/0S7/Er/7qr3L//ffzN//m32Q0GvEjP/IjAPzQD/3QgYa4n/u5n+Onf/qnefvb3861117LxYsXuXjxIsPh8Kk28ayoA+B3n9vD+LOrrP/yPazd9VD7WlcP8M7Dk59kO5rqQzfi8HNJghK3h3p1DXP0RZjT30Q9CYBvvWc4vxxumMu7CZtGMyFlu/Zs02eVZb5wSRqeen1sXXPfRz7Ip9712wA4V1HlMHCWGs2IKejwfYXuD6gE/Brd53j3xrAvKtzwrbJtiEBBii+bTnr5OlLTFCrfBDk4y1im9WsiSAzxiRPcu3Ev40kA8r/xjndSSuqY05pCxW1jHcDneRGmXgjrTcPNO1GqBTBgSYV97MQSBVxl+AZUGuiUvk0eo2lgqz1KCZBSqgW/I93D7dP85gKuYpFZvHf4ESqxFGu0o1ZrHtaX2HMiQWjAr1FUImHoibtFrQ091WEonsmZ2IbVSePLm7QNb8ZNWco6ijHVfvCrwNNqfp0xrRY5Lac+vw0gtspiyppIxhqtQgRzlLauDeCpIn8wqtg5fOXb8+NjKKseZeuFW8m+ynGoiqofowXsq33Ney7WRM6SE8Y9Y4LX+zTPKg3gV34tTE4uzG9lI3pZj0ElnxdVU/guWpjfQd0hkTS+l3TkvIqrQ5IkjO2U+d3f8FbXI4g9vpFv+Jhc9qCrm2NMiW1MTzT9hVqiUwn4VY23MoyrMbkKyyim6LdxWdA2Rcn11ADa1/7l5/HmH3shN73sYI/E/mr8eNVlILWNOBars6nN2UHpROvze5nbwyzaeFbPtZqB31k9q+sv/aW/xNve9jb+8T/+x7z4xS/m7rvv5n3ve1/bBHfmzBkuXJj6Xv7iL/4iZVnyfd/3fRw7dqz997a3ve2ZOoQvqy7sA79b1bRbuloNN+zh1mb7mlaGanWEffSzrMfTJpddsQ8riFHlCKoJ1aVVspf9dbov+WEy06NIUsqoZnMu3AQHk5htF7PDHCNV8F+Ss/yf/gc5my8Annw05ORtLwj7sBn2wdoxahIAwGPJSQ7woD2DnhtQS9PT8XSeqEm/aphfPQVeOQlKDPxTYQDRjiYmo2FylbNUibhFEKFiMCdP8Dd+728wHAeWNi8rrLByViuGSe9A6to9vIiqEDATh5t3rGnlFChIZco6SsLNvCoznIBfbxyd0mIbjK7D2EcOvAgVPFPwOzFd6n3Mby6gLpbxeCxabxvLtDC/Go1XnktG7OwE/E46U7CSNR3NShGRtoEhncYVQvbdElMkYVvGOTJhyKsoxtjpOQCIXdwyv2UcT72B82oabxxNmV9dQbyvs7rGQpRSCfjVxoKC2If9dlgUvklVxhoDkSevu20QRFfGQEmKnKVkpD2mJ4x0MtXN6ti3Tg+1V6Te4vYxv151qFzUan5LXVCaphlGYVTCgoDOkSkp94Hfbp2SqLBszyvmjcPLg5txkIsPcWwdMVOfX2tHqMi3zG9KRNGAXznGzKWo2tATtnZilujU4TrKZfYgqT2TekIhzhHNo7A2qgWd2iYg1myuYYOXMq59wUG/6cvrqSKIL/f5ndqcHQS/04S3g+DXt+udgd9ZPTdqpvmd1bO+fvzHf5wf//Efv+rf7rzzzgO/P/7443/6O/Q01h88cInf+vRZzt48vcnsZ37tOGdr4S78hYPev2tv/wLsfRcXbp56/o6ThKVxYH4BGK1TXlxDR6GBqmsGnBmA9mPKxLHXqRlMIvJxl20MYwoQGYCLE9KypPaGs/fdE1a3vcVDDz3EH/3Rx+mNpuCXfRJY19WY/gAryVcnswBQtopL1HEje9BUAjILEkRpQCwuCk7bVvZgaZwRLFEU7KZqDCrS7J2cZ3dnF2MXwgq0bqfcrVYMezKm3qPwnFWn+Xz+h1wH+MbJQTGVWACZgG4dSzNXleGEYcPYYNslaD84WWwHrC5gwiuF8SJ70B2qfY1Okya0QJbd6bnWwUGLPZQXaUElYKtJRMu7U1ARu/3XQtIyv83rRVzQB6yKySUSOXKW5c3gg1ubiKh2OOUIjVSa2MV0BfzmcdKmwsXVFPw2r1lloQohD8o5vNaU1BAn1LUEg5gmnEIeWKQBrHnOqOKMC9tvJrcpVmk00KlrCmKa25JTBUPrcIs1bIBNu22iWxrZ1uN34hMOeXNA9uBVl9JFra1caQqcdkRqTO27aB8zkEaz3SgX2UM4P4lLiCXkQleeQ/09Hgb6PiPKi6BTB/rxFq942f/Nr/OmwPzaESqh1fxmKiH3CSjIRL7TcSnKGvpqwiUWKfQC3SoEHk9kBiWpAvjNJS1OlBfEqWqBrrIpyid4xi3r+uXUUzG0cTRNePPe70t36x9Yzpgp+PXet17BrexBzWQPs3pu1Iz5ndXTXt/7vd/Lz/3cz13x+lvf+la+//u//xnYo2dv/dsPPsL77r3ImfH0Bra9j/ldU+/h0ZNvJ9l3YwdwOyXe99iJpsxvLlPoJXFokRmtMbw41emmpsfOYBHlwo1tYz4AkjPdV/D/ff5PMkmmNy5vIubinOtf+nKMALStC+d417vexQMPPMqp82Efz8YHGw9d17DXNzhbkuiMI8Js3rv9MWrpWPcYamHHClKcMFhxo3DAtrKHBuYpZ+ml20BoeHt85QQ7d9yMcmBE1+m1RnuLQtEZnGavG27ckbNcx6MAfLYjxv9RA34V1ljA4IFEQBqp2ItVGU40scrUrXQAYhBrMeU1Tm76VumW+S1054DVWS7qCqMMRkXs9KaA0lRN8pk0zrWCzvD6WKbfta1ReqqrrX3CXiqNWzI1nwur7XTcXhPGWQ5tiBQmTogEUSmJao5dTL8M8pFxnGIFhEdFSUPX2n2aX4KNLbGA9krVqHjK/CLpbqmwpLXoypvhrU3EpdXvxNdx26SYlo5H1DX4hvlVBet1RClBF3VnKmvoxWWr982JiW2E32f15k1G4Q3yVgqRECRaIqdtRMeFMd2OhweYX+0yYmF+692CvTg8YB5zC9TDIYVILQbpJqmSJz+lsUSYeMr8JiqmEKCcSVhLYH41fWFwx2qObsP8ynqTyjGuxjjlqVSNbcBvNn3o0S7Fy0OCdV9+KuQfx/w6V2LtmLoFvwe/d0xrJ+cORBrPmN9ZPddqBn5n9bTXhz/8Yd50Fbubb//2b+fDH/7wM7BHz956bH2EVzDa19G9n/kdmXuZbKZts1tTToDkKJ6+nsfNFLMJTWGjdUab+7q2TY+duUW0gN/1xfDeh4+/gU+tvIAzS1OtYBLDUjLmld/zA9zxpu8EoMgnjEYjjNEsqACUVs3UXgrg0YWU7xy9DXCc7N6MVortcpsL40eohOLtud6+KXfFRNLRJN2VWgV+F6BuErScpdMJzTg1EY8sH+eBnfNEdp/oQimMd1w/eCG33/Y3maycAsD4mhcQbOIemAteypgcjyNRUBkbHB+UbpuLfCqxu2WGbcFvNf3G1BlKAK/yCi9gotYGLVR4ZRJqL1PzyjN2vo2s7UeLuLTfpq1lEllspXmtEha80fwWoneObUWZpq3WtPRRK3vQMmaTBvyqiKJlfh2H1qYPQrqVIzRRyzFd0fyOk3Ta8FaUU+a3kT1oC2UYx6aJrsKikoxatK1eYt06jX5X3AAaz2IaGUEdHh7CQUasM4fbB35XbYeJNFyVWRcv+9uPypb5LX1C5GK8ns6eOJ1SXub2AJDpcN36WhNLI+NeOsJjWqszMDTTEeVexUUdrrujbpFqb9QC2l68Q8xU+lERofdpfiOT4GXfxdCCru/gKujLZ3Ci5ui7LsomTKRxNC4D8wtQmgor3w1xZ7otZWOaRk1nvwLm118d/BrTba/nqtrG1uFauFz2oPfpqvfrft2s4W1Wz7Gagd9ZPe01HA5Jkiu/BOM4/op8+L7ea2dSsTEq8ak58Pp2uc/b9eLD8P90SPVB8HvR1/wWBfk+79VJPGVdShIYrZGPpjfGzHTZHiyihNVZXQ7ODrVMbe5f1+F+ziCp2V1fZeHIMQBcHQIXXvWqG0mTAAg29MLB/eqmxBJQcaIXbKjOTC7gcJTC4y7Vc1hlcXJTb27626NNzuoNKqqWbawE0ClroWrijQ1dCh5YP0MkAlwP/IT6j0S25lB2DQAjYX5jl/MC7gbg0YUTAfApcNGYWEEeeyBuJQeGmjoREFplWNekzVUtKFUqA9XofDVOmtgqHWEEEFUmopSJ+osJlB5WRSd7qncLfbtALWC3O5FIX/m9aQ5EmMWJANzElpRZ1oLO3MUMU2HnBLCNTTi/Tsct+DXOcmR1tT1PihSPohKgGbuYrAoM4ihOqQToZkWJ8le6PTSEpxGdcalqVBK1zK8E9JEJsK20w2qPapoLFXg8WT1BIUx2HrPq53ANo8mEtbrL4S9+E1FVgdY4aXrr14t8ZvJtAKQ+QdkEt+8zYnVChW7dHqwA0p54WhdD18YZlyIv8NDKcSphxEtXs6rCuTnmFrDDScv89uJtogPgN8HErmV+1b7PY2zCcQ/oUZW2Bb8j+vRsB20T8gb85q4Fv5WxU+a303wWEhS6ZX6fDtmDUmqq+623sDYw5Fc0vOmoBckhgKRZ74z5ndVzq2bgd1ZPe73gBS/gne985xWvv+Md7+C22257Bvbo2VmPr4cbIFkAPFpYzgb8em/R968y1FPmd0+siEZ4/jUFxT5fw4b5hSB9YLRGWU0Z5cz0cEqxXIZEtEsrQQJQCnvcxKsCLHYruqbgo+/4NeYF/Cog0prd+5ZZsQEQ7KmDN8fcxPSKAMYWk8Akr8t0eilAdqWeAwW1TO03071/dO7zvC+5G6dqvJ+muUFjk0X7WoeCM7vnpsyvgUW1h3GWheQwAGPxuI3dNjfxRYyvmaQd1ksJrYhHaKWoMoNSEb7RZVJQJaIVrTKqfR7MZdbIBTKUNCg5Y1oGFzRGdrSKIgpVkeO5YKDw8GQRzvmp/m3MlUttYll/FIBpw5yW2NBEFjs5FtH11iVlmrbyiwlxy/yiKjyOcRSAi9Mxe3PSlGcr5vd2MY3nro9BJYyFAY5dTCrSi+25O1o5RlJUTyF7CK81Hr5jVWCSsh2HXJw7sjZe2FEZB346lijHYhl0yElt8WXEVt3Htprfku2iz8J2jzl5aHYi8ag2vpsdglvDcZ+iXHpA82uNyD3k90Zms2RCutr2pRGIJMO3uuCc3IQHgErujJN4F688qUsZ+A713rhlfjt6EiBo+6AWo2OHl4cQK/9H1C0TPuf71KVl4MM5GrkuBoNyU/AbFZaxMK+1sa3mNxILO23lulNfDfgVkHoVbe7+prep7OHKoAxjwue1sVjbvw8z8Dur50rNGt5m9bTXT//0T/M93/M9PPLII7z+9a8H4AMf+AC/+Zu/yW//9m8/w3v37KnHN0YktiBTE1Y5xA3jszzUO82uN9TOU0zOoEaOvSxpAy7W1OOU134cffKD/FMb87/E/6pd337wW5DgR2tYNwW0memRVjlHJ2d4NIJx7zCTxFIIoNgf3eCimH5UMt7eZrC8jFca5R2djSNcuBCxfLgmzzSxTLFX2hA7S05CvxiQ6A6dKDCvu20scQAAh8sFeY8jcZrcN1rlCXhYjFK2G3stad5Trm6dAjyKrhmzWVzC2Ebv64Nmt/YM4iDFGInTQeL2iKgZ+F221RLb1QKHkzXKeEgyOUKdxaBivDRpdchbnWlVZtT7wEUDitnH/DqjW8a2Vzu0HGelIwoC+N3ygVm8WOxS9Xr04wUOVcfb9Z4cN2xxWH+laoZmQlfGIRfZQ2pL8ixrZQ85MeMkxRuPsopx70lGRqb2tWE4CGlicRXiFuKqxJpO2HeVsOMyFkxO7OLWvaHWnVbi0JkU+xre9rs9hNfmR2M25+c4pze50Yxa5reQO0tKI3sI1mfpvoexqribW0cfAWBhlEMFm35uqmVVlnycEVdDkp1dNpeXcWkGe+D8Ik6Hh7h5n4FLD2h+a50A41bza1VF5hyLUXjPxqVduZZ8cE4AqiinMgXUAwrRIZdJ0PvO1/MoFPXeLkVXtLmE6yKmoiamIqEoHyDWLw/bbJr+lKfsWDJguZ6nLlwLfnddAniwcTsDEu1jfuvItbr3OBObMpugkjDboPkqwe9V5An7vX7zSQjYiPb1FDRldIeaXazbz/zOZA+zem7VjPmd1dNe3/Ed38G73vUuHn74Yf7W3/pb/N2/+3c5e/Ysv//7v893fdd3PdO796ypR9dGvHbjIzy//iIAzxs/1v5tp6oY7jxIPopxWpPpDtsn7qR4479h/ebfwnbXuGZwnjydal7zy2QPfvs8PpmyYanp8oLJQ+DFFN/V7MyXlGIhVerp18GILoOoppxM2J1M8AKG4nEPUDyW3MonXrbIm6/9NeJ40rKPFTH9vMdCEhwmNvUWVhhS24Bf8dqttGMSJxQiGTjRXeYvlHdwzKTg6zAN3QRQtAEJnufd8lHUn3uI1J0hcuIQYSw1hnkzjxbgMm79Y8ONuQEc2zbc5IsosFs2y9gve+ioIZUwhVWV4dUerhZZQzplfnXT6b4P/M4VFi3sZmUMharZxLHTNqjlnBs/hMeTWImw9p7n1cvyHmQcLUM9bgMmJsLOpy6A3yYyeEwMSpEuiF63f+aAFnPcDcxdLO4bDbuLSlE6IW+CN1xMLLISq8HJWHT3W50JqxvAbxifxb0wpmf1JlpvTcFvHMYmM1PwWxtRGMu+18UfonGsLYx44dk1ktqxwYBaznmta+pJQlyNmN8JINSlnbDvSuHECmyRBGuzA8xv61bRgF9dkXrPgoDfrbWwPm9KOnUj+xmjxd933OhfBfz2q4Ww3mHeMr8pYdnG7qwkxvlVvFw7uhPObz/uMOmGMVyq5qlLS58AvrfFRq90HawwuWZiW/A77hatTtzsY37NUrhm4StrePNfgqFtmN/x+HEuXno3ACsrr79iudbr9wDzO5M9zOq5VTPwO6s/lXrzm9/Mxz72MUajEevr6/zBH/wBr33ta5/p3XpW1eMbI1aqTfa64SZ5Ir/EXB1Yu+0L9zHcfpBxHoBptLDJpVv/L3RUE++eZHDhFZTELeiCK2UP+dpZSKZWRZnp8gP5B9mTT/3hasJ4YfoVUOwDz2M69OJws/3MZz/XAkNcQdy/yPodj2MjRawrlpbOMRIA7Yjplh3mBfz264soleEBLzrKwxIu8Oih4/zqN76JP7wxyBS+ZfElHPULeFsANSiNl68oZS2ugiNHHuHw4cdBweFotZU9WO0oSFmIltpjmEiHfVc0q30XxnbLhWV2IvFONskB2cPc3AZeQV10KMsOVg3x0gxVp41mNSNqQjuMbqf75ydlG0dbRTGFqtjEM2lm+33BmeF9bKlR+564LrlBnw7vkdNRqZo9M2676CcyvoktqZKklT3kMj4r6QZJvgzKc8P2El4aIidZA37F3aJqfGkTtIqp9zW8aWFl630S9KwsMfZKza+WFMLepCRyikJVbHRMG3KRy6XYGBTUGsr48qY3Q9V/BZ+4bY3YOrplzqYftFIXqyxZURHXI+Z394Ff3eHFg9/ASRPbYd+hUAutawRAZYLjSWN1Vus6gF8dPMH3diXBzJQsjwMDv9W5SEeJHl4vg3JUkvTXkWvWje0+8DtlfgF6C9/E0tKtuKbhrRucUDpGM+6EZRfLAWVuGVwGfpumTwA9toyr8DCztTRuNb8mmTK/ZjlrXTGePuZ3AYCzZ38V53IG/eezuPDKK5ab2p3NmN9ZPXdrBn5n9bTXpz/9aT75yU9e8fonP/lJ7rrrrmdgj559Na7GPLY+olcPGfYD+D1WrrNQCfg9cxej0RcZ1wnKOHZf9jugLWtPXsvcnX+TI/f/ELv14oF1Ti6TPVw4dwa1zw0iMz2e784yErL4eDmknJt+BeT7QgSGrksvKvBKc98DD0ybwTqrnHrtv8KnNYKvWFo+S9H83UX08k6rux3Wq0EigAJhSo/ZeZRXXJoLAPn8UgATO489DoA6/wBAC0aVD1rRKLVcf8On233s67pteKuNI/cpc/HUfSIX8DuQG35fdIzbcdAi39+7jzvje1F4kT0I2zkfQHG5fQJQOPZAQIpNRDOrU4wwfM6o9iFkabKNYPzA/FKxhScXD1nvSy7kT3Bn9IX2PUltOaLDWFSN2wOWoRnhxBg3b8GvpKCJlKQBvwvVkMHuTSgXM6g6jOYexqmqlbREEjqSNs2UKkErg9dTqzNdNkBxOpuQVGUrh2icKKy2GLE4q5XhkPjlPjl/vGV+J3FIjeuNwrU9Sh2fv2EH3Ztv/XSjwfeQZC9iLJdd4mr26n1Na8rSKXLiaszcjmh+k4ydpWs5Ej3cMqxHfcqOmeNAKQVGTWUPuqLjPZkOgcNO9LhJXLI8Ctr39d45Bjpor+/2tzOcewiUJ1IpNPs1UVeA30SY31PX/88cOvxynDTN1aI57xnDniQK9osOmxeGLfjdETeMkW8aGmtsMWV+dw81SnmIxHv6cuZ3PwP7x9VTJbzBlRHHp079D62P7/5qwe8Bt4enBtWzmtWzsWbgd1ZPe/3Yj/0YTz755BWvnzt3jh/7sR97Bvbo2VUfPfdRXvWbr+LM+L10XMFeT8BvscZCHW6KW+fvY5Q/Qu5ijr9ilXpwCVPMc//H72BU72DqHk+uv/zAevM4wfumYSpmSe8Rm4Oyh8c/cITvuTPcRK+pdqG/j/ndB37HvkOmC+zcAlVVtZZNx7/h/cS9TdSwy875mwBYXLzQ2mxFPmKuTJlPQlPZpXyHymSwT1LRJWGlXmC3E/SEwywiUjmp38O7Gn0hePL6BhxSovAc+4Y1oqhuicM541vNb2U8e35APw0gcmxHU/Ar0/ZzAn53fRjvKC542FzElHdTLHRa8BvPi/PCdrBKc3rURhzXkUARlRFFDShUrSTg2PhxFI3DQcRD5gJr8b14dS9FuoF3OZNjp9g0I5RMEc+RkQggdMrgUFTUDM24BTYNK586GWcBn6Wwf3PlBO0SBjvhnEy6F9lcuatll1UtwQsSjexUgtEGxH/3yE4P7HU8tjLfxjdrazHek1RTza8ngNLGD7nWhmN1GM8zg2vahr1J7Dk+Po6pu3hlOLMy5tzhnOjI8ZatV6ZHbDvkSfscRVVPGzitsmRlTlSN6I7HYVeVYnexg40rjp+4j7nBOnNETCTaW9theFgCiFTb8GZ1Teo8qIxEq7YpLYtLVsYnAdjonuNa9QCv4LPhGDqXAOhHy1TSuKfytHV7yET2EMm1XzhPEkeSUDjVnC/FhmE8oaJm5BTlxDKnA5Odo5kYGHmRtdiaah/4nRyaan61RIJrlxAtZ/BVMb9hWfMlZA8AaXqUw4evtKsM770y5a1Zr5rJHmb1HKkZ+J3V01733XcfL33pS694/SUveQn33XffM7BHz6769Oqncd6R+KDxHe4Hv0Ibbm2dY1I+jjtpOfQC8Rm9938g29xmWG8DMNm7DoAFH5hKpw1Opk9LEgZmQmIO3ozKfJFvv8uTVJ7r8g3idAo2imS67ERneAXxQpBNmDom6lYMToSHGnPXq3ikvpmi6GBMzck0HEvkIvplzHwcQOiTo10mcYYXUKS8QqM5UR5mlAXAMkoNqRrRNdv4cowSFsmLbjOlZPGmXfrHJlhrePLJ2wFYAvrS5FREnlV/iG4msdfjhyjl/fPCnp4U+6ZhGdipk36e43YR8OQrGdXCIcCh52Q6dzuMr2OCEq9fKyl1SmUg4NebqUXZ9aO7W4a7iiK29AjMJsass7t4LzvX5NTzy+A9L/QBqGbWUxXTpD6rNZWyDM0YWwfA00hamhS3pG4cBkSqIZrepFji44c+jrYx3lTYZtzFsSIVIOtVQoQiEt3sQOQ1jxxeoJZGrcbJIdkXp+yU4vTCGq/6vpzRN1sqpWQMYbVzmFzYTkfNbVvB2WUYHYfGlcTmNPkdKIfGkNo+hVx6VdU4PdQhbrosiOsRCshKYd/NhK1rR9xwwx/xope8lyde9Y9JjkqynBuTyIMBRmFa2UNJ5j3Od4gVLWsc65r5PFyrG71znLQ138adXJ9M9feDeIVSnriiakChhIV3FUXRaTW/hXMY0aArZ9iUsV+OIyZ2wma8w5ZoGPrpmFjkONuxYiTNbpmrqIup7CHtZLhMJEdNep5Ng+yh1fx+5bKHqzK/0XQm6ZqTP4zW8RXLwH7N75Xg18yY31k9R2oGfmf1tFeaply6dOmK1y9cuEAUzQxGVsdharVXlXhg2A0MaL/awMgNc7XTh6Ki8+LAVs6dezW9tds5tn2WUbUNQFRcC8Aim8RyUytNkxYVYVNPqqdsLoBK54gtvOSxk/gH3oyuntf+rYjTadSGUoxdRq8bbAoit8jijbso7Rmv30C9e5hzyVE2NwNrdnrwUNgnH7Hs5ol0jPUVO+U6e0mn1WM2rOhKfYIyDkB9lMbEekTHbOLLPRBQYPsLABzyWwxOiBbz4vXs7gRJxbJXHI/Cz7nxbPrTRHEP5x3n8kco5VqbFwu5JRm3PR1AdxTVfHv1Epb0TUGHagz9/iYYj3IJ0TBMh1tV4MU1wyVT5td3JLFO+1ausDDexMggTiLHN1Q3MonmWVlZRzmFlySPznrO+1beG5abXOL9T/y79jzU2rQNb3U1ac8NTMFvLLHHdcNtFgK4dcn5/nmObb+QbHScuhl361FZh1SYXxvFvPwzilvO3y/HYFDeUsYRhXsijE99EDBDkD4c7QdpTv4CR6k0A9XlsJyzyUIAUH23xHw1j6LiEkdITMotmeXY8z/bykW8aKZ75QKFhIoYAYde2NRkMiKuwrmPbLiWlS7Jl6beJOXgLINTwcJMuTGxSEKSqL2asbom8x5PRqKmsgcl0dXDZJs8HnGsDk15J7vnOTq8iSRfZik5SSFksrYZpTC/ajhHVXZazW/hfOt/rG3KOdFFLycR43rMerTFlviWRbGlj0icEsUl8cvu2RznPHkRzlMn6kBXQGg9atdtljKQZsWviPl9ipALgCQJkiFjehw//gNPuY79EcftemcNb7N6jtUM/M7qaa83vvGN/NRP/RQ7O1M2a3t7m3/wD/4Bb3jDG57BPXt21KWxTKeWFZOsi5U0rb+3ZPi0DTfxtc48fhf614Yb3vy5b8aXQ07trLXMb6QCY9xjxJxoCEvx5Sxv3Oajr1qG5QsHtq3S8J5bL72EcX6Ssry9/Zs15kAD3bmkz3y6SVQtofQySzeF87n7xCspfYdLZoXNjQB+T8w/BnhiF7OoFgAY11vUvmIYx20CWiPLSM117XbqyODiCZG+gC+GKF+R6C5mMTQiXW+fT2dFAhiGC5RluPn2YwdPhrGojacwQaYwrLbYrjdb5ndJAOOKaBn3xL7JRSMUipvHx+ldVKi6Yn5egiDG12AEWK6VKVaawZzIHpTq4NKwT16bVvZgqprFKjDMlYl4oT3NTTd9kFtvey83zJX0L+2RnX+MeKjZTULiWlSV4Yt4n6uCVY49PcJKo1oh14gRp4RYtLtWvsLLKpNxEBBiYbB3I34c3t+zOTrydARU1VHMtY97Onm4vsZd6JU7sg6RVlhHbdLLwK+mG0uC3SlPpRSRSrjBB7/efH4Zm3VZrq8H4JB+mHV1iUTHvHm+ZPGaCyysBMeF/eC3Eq/rJXEi0SKryPVZYvG8NTZc23PaUw/CPn3+D/8qrN7OmCDvUX5MLKx4bPaBX1UJ+O2Q7mN+Eb3yRjd87jazcF2WZBwtjjO//Xw0MTXg8FjEQxtQu4vYKjvA/LqxJNfZjAuS1LgSRwzLIevxNtsC7nVUTZveYsUDcdju9eOL4bjzsM5O1MHJ2PhxuK60T9GDGNqQi69E8/vUbg9LS9/IsWPfx623voU4nrvi701NZQ9XNrxdjVGe1ayejTUDv7N62uttb3sbTz75JKdPn+Z1r3sdr3vd67juuuu4ePEi/+Jf/Itnevee8WrAb6+sW8lDZzLkTKJx4kiwns5jJzEmddhJQmf7RqoqJ61qhsJgetHz9hi1N9KJSBd8X8DRQriZjuoAbBrwuzwMcobyMhP7BmT1epuc/UbPykvuZr7uc/pYSmelwFnF7pMvp/IdNvQ829tHsdbQyUb0elsoFAMdtjGsNimSlLEBhJFu4IiLThzY7ma/wqiL2HKHwfINvOLUDzAxlsgbjvlryRbDzXW0N9eC3zR1ZAI2auOJVGCBt8tVCnJKOZZl0cku1wGgDeXG7pMA/GIUySSm+9h9HMkeDuO2fZpIwO+lYp7JJLBcTViB0ikqDmDE6+lDgyprViTUw+kOHuh3A8hdvP4jdLe2iHc2QHfIJGAiEhZXucZnN3wtD/UEJ0xtE2bSuDw0rg3ItH5eSfiDgN8mFrmJKX6ePo/2wxbIbhyveOT5mosngjZbq4j5yS7a+fY9kXWU8YC0hqhZnzb0RO7hBmB7FbFOuJHHw/bnlxhfdxsdN6BSFTfFn+TciZ+nzp/giDCxcdqAtXDu+sUCNgtjcSQSSzZhU3f6T7TMr6oDY39osI1SMJn0KXeu4VeqC4wl6jgwv+K2ICy7x+OUI/Ue5zM6+5hfV4RrYb13lk41x6d6Qa6Vs0Qq8hUneuxaO/L9YYw7y9RVh2Qf81uPGjuyjHU5vuUkYm28xrreYcc2Vnk1g33M70NJAL83lcFftyzCerpRFxc3jZ9h3EzSQynVyh6+onjjLxFyoXXKbbf+HEeeQuvbLtc2vO2zOhNG+Wpa4lnN6tlYM/A7q6e9Tpw4wec//3ne+ta3ctttt3HHHXfwC7/wC9xzzz1cc801z/TuPSPl65rdd7+b3mc/y9p4DYBe6Vrw250IOJXY07V0Dp+EG6U9cxSFZuRrEmvJ7RDra4Zx+Pj22GMgEayNNtQL0PCZNHlJkpYX79FMvE0n0bQhDgiA0XvmBTSrpOaWl7+T088LsobhuT6u7FH4DiPVxbmItb3A/i4thxt3Lw7r3Cq3yNMOQ+1QEnjhXdMMtHJgu+fmIFIXqctdTtz0F3giDiztaXcI2x+hNFRjQznOqKoU74K0tq8bey5Pzy0AAfx6bVrZQ48wBotFGPdh0g8gPNsGkN59ha5LOisSELF1nLhJANMa18heG7suleGiLSCBfVZnw3KJrXxeltEUGnpJODfZwjmyQwEIK9UhFeYusSVHXrKOEebXNeliusSJlrc5FiPa0xb8es+gHrItx16LzZatGoZXGFX20LEnqcPr195QcOkFnvxYOPrIxWSV5dDQtUlukfWUyRxJ7Yld09yn6cVTJjhaGaKV4ZR6kAWZkVB1xWayzieOfILDhAeEgdtAQt+IkwCanOjbe+U8XkI8ViQGuLGnW+s/QVSN8ICqlunv3Eh3KTygjDaupTs6yereMnsugN8eYyIBeI07H8qCgo5zeDp09ZT5tXtBI77TW+WarVu4b/Uwv37zHWTDb0aUGDjxP66omZip+4HfPoIru63sIXeOchS2nbmMUTLV/F4aX2LHhSCWNNZ4ivaB9eG+Zi1aQXnHzTZ8hqpCAlfiDk2IoZIHg6iJs/Zfuc9vC37NVw9SjTx0H2B+7Yz5ndVzq2bgd1Z/KtXr9Xj1q1/Nd3zHd/DN3/zNLCws8N73vpd3v/vdz/SuPSO18+7fZfUf/iMOvfc9bTRsr3St00OWB/CrXQALl5J59GK4AZonw3T+2JXEtcXjGdd77EmQQJA9hPdPmsYiaVqq03CDHQn4LeYXObsMZSIWVJeB3yJO0K5mbrDevqaXH2br9PsB2PpieN+EPokEHZwbhinuxaVw4+7EAchsFjsUaRas1YRh9gKiNrODjPP5bkahtvFKgzY8ogP4Pu1WyOceD9tcz7ClBjSVGMnOxVPmd0lcB7bLjQB+RfbQUQHQLhRB0uB0xMj1Mb11yu5FOigUmmyxQKcObT1m9zhR8/WoNV4sEHTkAY3yiic6JUrFOG1aG7CL5UkeHk8f8LayCd14qo2cv01kKLpDIuzbYG7IsW9YoyOCUSvJDBNVgIDYQkBsYxPWaHdRMF8X7LhFGQcBpgJym7CHOcZo44mjsA2nEpZMQZaEfdNoImc4umeoGtcL6ymTAXFN25xltaLXOF4A8eERUBCrLf677d+h98W7GTx4Nx879jFWO6ssWYfynmVJnYMp8zuKhPktF1Cd8HC0IMfe9xWxhzKaoO0eddRBE9OZHOfYfJAojC/djHYJ33fpzayKD+8hPWx9iZt+LScSitR7vM9ItEZJ46LLw7j9tf7f5nWP/GUmeky6coaj5aGW+a0F/BbUTERKkfqccvc41QHZg2eyF8ZzmQ7jLLx/OY5Ym6xRluFzsdTROFe2zO8fHAk7eorHGZiRnL6wf92oS13KA5ew+lG3mUX5KjS/jezhKszvl1tG+ggONLzNmN9ZPcdq1n00q6e9Hn30Ub77u7+be+65J0zPeX/AL9Ja+yXe/fVZc29+E6s///Mkq6u89h7NB16i6BXwpIDfpNym1FPmt1J9dOaxpWZneJqyW9Pza2jp2h/XO+xGxwDoMWyT0HIBv0oYNJtuU7mSqtgGoO7Pcc+1irk43EDH8cGbVRHFOKUZzAXw23+wy/B5geHRZY/RE0uovqfwPTrCPp4tTnMH0O9tA57YhBvrZrVFnnQYKQ+mCxQoX1DgeaLXeNyWlFHCKOnwOXWSI3GHC3qLXFco6+hoRSHgd7ye4QoggTJPSLolaeYoAK8VCw34rTaxadTqcDMdQEZclSRFTplmrO7cQn/xLoYrn2Nw5o0or+kdC8e5sFsxst1W8+u0xtXh+tWxCzZnFDyeFqzQp9o3hrqeUI1ScDnojK35bfbPlM/dsIX5+AqobvgHdDthu4k0eZXyhpwKRNvbML/aXgZ+UQzqih0/R48p+DW2ombK/HZdjo4csYQtlKQs6ookHrefT+NjUpfh0sDkR9YI8wtJ4xKQWvbZAJOs7BFthoeKsQFtaxLrKIVZ7ThPz3tWJDwCIGrBr2WFoPlt5DgD4wFFQs31peHB1BJXY8o0zBSUySadbg0otrdPkACnJqe4JPraY2bEEwLwYvEcdrIvc87hyIgUqMiCB+0iokShrEahyOMRKZ75ajANHBEgWnjLbm8DGJBSUA4P4a3Z1/DmKPfCuTyuO4yEOl6MNKvjVbTMCCwYi4eW+X2yF5a7lfswwqrXpYdO0PxWosVWRo6rK8E1T3PIxZdbLfPrrnR7mDW8zeq5UjPmd1ZPe/3ET/wE1113Haurq3S7Xb7whS/woQ99iJe97GXceeedz/TuPSOl05TFv/bDAHz3xx3GerqFbmUPURXsypQwvztiH7WxfYp7lzSfiR5lTq2iCaEPo3qXXWF+u3bSskjjJAY8WpqW6mSHyuWoiYQEdOa457Rqmd88Pvj8W0QxSVaQZSO8g0OfeiGLj38rAPPnX8NifBJ8QeUzOsJKrqkVnFMYY0nSMbVyTOohuXOB+cWBNMlEvuAMrr3hv8DcHfY7zbiLF3JuMeZeE+zU4mFJz2+RzwX3gcl61nq4jmthJ3vhOA/pwxg0pfNMbN6GO8AU/Lpa082FWd8MLhejQ5+ji0JhGJwIwGV+p6LjOy34LRMofcP8OpTKsKrgfDpCYaj2hYuYckw5SdCiz9ycD9uuRsvkW9egI8/SzdsoengdQEwnCyAilXCEQtjFW869ji887/+DUxF5M4cvfrNpLs12SjGwlqELDzNWwG+j0W0kDB1foGNP1GuieBPmdEU3nuCawDUdY02K670kjK2LKZM54hoSkWSoZMr6AqTLe0QqsPQXW62wRYk8I/OenvUcifexxRL4UJpmBmQekwWngUya4GIqbikUndyT2JoiDcDRHLkftCLLLU4FQDxXz7Etx3/cjIhEBtBofiuRgpysazwdDFNArHzE8skeE5Er5NGIrusS+4gmObzMa0y6x+jG/8JjL3o7EAI58BFDbMv8juuaySgc2xHToZTP5+TCFoUt6E2CJn1ewjEa8NvULdyLbpj5MoxfN+q2LDDyt2ggmvWvivn9k7syaBOY36u5PcxkD7N6rtQM/M7qaa+Pf/zj/MzP/AwrKytorTHG8OpXv5qf/dmf5e/8nb/zTO/eM1Zz3/d9THoJh3fg1fd6OoVmV+y8lNsGQAvzm4smb3M1OB6s6V26RtwBnGVc77In07pdm7c30nGqMaZqrGap021Km5OMArjWcZ+HT/TwWmJVEwFTZeMqkDAQyUO108P4F3Doiz/A6Y//Uw499H2spCfwfoJzSRuYMIp7DIuGxdyhUpadao24M0+edhh7h5ebra4t93QclVZEvuJGvhi2GyfsMMeHlnY4I8cZ7znm/RpFP8gpJmtZG427J3HDUTeAmGsI0pBt61EYcgG/aW1RJhybrTTdiWiq94JUY7z4INZM6PQnzJ8OQHV5o6Jne0QCeJ1RiH1rkD2ojEKXbEY7KDS1gN/IVihXUlYGLQDs0kCmsSfzbD/8qrD+27bRuo/XYcxS1TR5CYgSanUuX2HSOcrO4BS2sQiUGfBOIZ6vQN86xjqAv0o3Tg1Nw5uk1rng9hD1G+Y3YaDKAH5b9JtgTdoy5pGjZX4b+zCVii55VYGDuF/g0vBwsi7XbGwdiagvUu8ZlN222Q2m4NfpJvVskUg8Zo0X/11qnp97Tga1Drv9AI67KyEAZWGnotsPx1x70IjFmhoxF2+HfY0kbEQY05NVjfeB+bUNWHMxh66ZJx8K4xpPSMuF8LMJ+1fVu1z7hn+Ove4DTORhQk/C9bWuxuIFAbsTcapAkafhmtDOc/7uC2RVj34RYrXn5cH0SvB7/xT8VmKJF3eoSwG/InuI58SJ4auxOnsaYogb5vfqPr8z5ndWz42agd9ZPe1lrWUwCDemlZUVzp8P1kanT5/mwQcffCZ37Rkt3enwmVeFKeX/7iMxeFhdCdIFJRZnSoIYRvSorWFyt0TyqhHahOnPuLaM6h12hdlKbd5anY0TgzHThiSb7FG4MWa0DUCmBqCnNka5sFNHN0IzWBFFLfgdby2gFm5HodjcOBVYsvQ4+AnKa/pj0V7GCTt5AAPd7i41NTvlOlqlFEnG2Ps2sMLXnovz4TiO2DUWEcY7NlRmjyXX55CbI91cIyoUO9010BZfppTDGCUNc0PxZ40F/F7nQrf8Ru1RKEppoMpqixfwY+sp+N1xSxS7R0FbxitfYPn5n0cZGJ/rwl6PXt1r3R5Qmq4EJ6jIoXSGVTlOORSKKkrkPATwq1AYAb+baWCT63yO4WPXYytFtlDSO3QWK36xTUxupuQBRJqqvKSvbc9f3zoweAnb6EyaJidPz1dMsnBOS92EYAj4bSKbfU4Zx5j5qexhyU3oRhOqBlEL81vL9tuGtwpiccxotLJqHSKx8i7mQiDERBLCIutIq9CcFwO9ssvRplEQiNIJ4NAihYhdShQHFteJlCam4rZJzYmNAJrXFsLxzS+HbS1sGw7NBUBceYhUYIa7jFlJwjXVeCqXOhzzNXWNo4NWHivez9pFrJzsU4hLA0lJVEj4ijQqLt3yLuLuFn68THnmLwMwtxvG9WKy1TK/O+MABjMitqXZrVt4Hv3ALn/x3r8NQD9SGNFMz6t9WvDqHAP20J0zHL3j13j1sSc4Gjm6UZdKNL96XtwyBs3n9yuPN/ZPh+yhsTq7SrzxjPmd1XOlZuB3Vk973X777Xzuc58D4BWveAVvfetb+djHPsbP/MzPcP311z/De/fM1kfv6DNJIg7tFmQuYdLpYZzD+fCAoF0AS14ZNrdXYFyBh0LVlLGkPlVOmN9wc89s1RrmT9Kojd0FQHmKeINkFNwTevTolfvArzC/RzalIS5KWr3v3t5RdDZP7T0Pi8v/cnocL8CuV4rDBOtsSGpapyvMb7mOcxGTpIO3nrFpkq8ce8thX074CywQft7opawvXOJ7ylfwhq0TJJeeQKmIi/0AlP3uYUCByB72LgO/N9op+MVDkYQbdKe2OGHM6sq04HecpAwvvBCAnWMfo3fT5wFY+9wKe/4GFAon7KnxEUdkOltHQfNbN2kGaCoBpqlzaFeSQgt+h7E0nuXzuGLEzqMC4q79OCPxmUgE/DYgqtH8No1aO/OnWvBr5Pi7uTC/SpGmF1BpeNgssCjniRvZQ8v8Fjx25BhJPJU9HCnGdOMJlQBmr2OsSahk+03DW2Ih9g04FPC7o4iflCjjQZA9OLMs77NkJSQi0ThETKoDQxtcOjxxXKD1iFwavKwOzG0lzaAJNcdsznUXwwPC1qCPMgULC+GBa7DVY6Un7/GADg2UXcYcztbl2MP+1bpCe8+R2uLJcEwlGMoblk/2KcfSXNrxGGF+d+IdkuUnWLzhgwCMP/PDXJAZhpXdsPyleLPV/G4Nh7IPKVvyuZoXK7qlSXjIXerHeJFhzKkpaF0oA6Oto10WbvgILz56hr93NOfs4z+Pldkg3Zd9lIYzLy07X1HCm/+Tyx5mIRez+nqoGfid1dNe/+gf/SOcMHQ/8zM/w2OPPcZrXvMa3vOe9/Cv//W/fob37pmtS9GQz994AwB780EDeHh7RCH2Tx7TprVt7i6QlhU9H25220kY004lzK+A36Su9vn8Gkw0Tb8CqJItsuEW3js0mpVyRbY1ZX4PbQe2rIwMg0EAwttyw16rHNvWU/uaxGTMSyRuYsONrqzvY026g7qdXSqC7MFayNMMBQwFYOEd693AYB1XZ1vwu5t0eN7kWgCGo7Oy5zG7/W0Aot2T8n5xQqjEoqtb04sWWPDzOO/Ysh7nfRvVnNUOJ8yfrTS9iTDracrofAC/o8N3o+OKyXrK3pM9JsIij6sAvI03LI6lkSzymPg60I3m1rTAtGs9qXe83kfEAkjGouOt8zm83WDzwcAqDk7exUhYspQSV6vWL7YS2YNvwO/gRAuwI2upVU0kscdOa9LscfrCApY4OiVoV+GZ+vz2yNk5qqYAm4S5umLB71I0+vA4uYz5DbKHtDIkTZOqMLjRtiI+E5YbDmScRIMbucD8xqIVOSoODmu1wubhOkmSCRETRml4byESkKpqZA8VXcZcuxrGKM/myRafQGtHWljiyRKpNPPVHgqxdkj9iIUoPAjW0vBmdc0ha4kA7zvYVu+ryfqKuZUOQgST9FPiMsgTtqIdjr7kN1Das3vmZUxWb+Mx0aqv7FqUgZGfPrTsjMLD6YBOC36vOzYg+u8f5xOn3k1+apXbrhu04HdeTT+ncX2WX1pLGK//IGv3fCdPbh7FKHjyyf/AtW/4aZLBBVzj82sOWp19dSEXXz1Dq68Kfmeyh1k9t2oGfmf1tNe3fuu38j3f8z0A3HjjjTzwwAOsr6+zurrK61//+md4757Z2rC76EMvpP8X/ncu3vgNAJzYWKVoPDzNbfS8SB12B3TLmkUfWK2tyOCVJ6kte37STo/H1RT8FrFum92asvEmkbVUcrM6XB4CoIyCSwLAyu52WDbxGFNT1zE7xQIez2odgPJqFaQRS3GMNRNSF26grv4sT0r4Qqe7Q4UNvsLek0fhRjkW8Kuc48lkAYDj5rEW/Oa6z02TMCuwNwoNb6gIIyx0d/eG9v0AtYDfuFtzOAvWYlu1xQHWe8okPDAklcOJ7KEq9zG/Wcx4/QYop/HPlz63jAVyK9ZypUgyUMQC/vq6g0mex3E7puNvwibJPl2t55re8/huYmKZEm5gic3ncW6d4YUu5bCPSSa4rpy/SclkI2sZxMocBL9VFE/Br7OUumy9bK029MwWhyXEpHKaThHAb62mOtuuy8mPVq3EoiRBRXDr2ga5sNNVfHXZQ8RK6y/sBchGWxA/GZYbDUSq4ANojK0jq8CIZnpJdMIXK40di8tHMkHrnFGyLeMkIR12qvntqxHHtsSPN5onGUgy4sjiWSKWa7fynpE8xFX1mA7SUNeAY11yRNwgPBnONNdixJ//a8dbTa1VNVmW0dcvAMAd/hzdpUdxVcr6F76L0nkeb8DvnsMkirFT7XnbK8LZnlPdFvyuJBFr5jx3n/gAybevsXysj2uYX5uTWo/xcDha4948YjT882zc/xf4yH3fzG/sLJOl1xB3tzj5mv+dWnyUW/DbNrwdfNj9UvV0yBMa5vdqmt+Z7GFWz5Wagd9ZfU1qaWnpgN3Zn8WyzjJhl6Pd56GilMdO3wTA0vl7OL4ebhrz7gZ6Egywk8/TrTzLPrgCbKguZUcTW8dYGmqU90S1o88wsKJKUabm4IaTLc4fPslEJBUrwmxNRJcY1ZaBgMJSolT39lbwSlFQc6ly1Hg2bfCoXYy7jPpPoFBc7KxTmCEP6W0A0nTCRG9S+xKPYyLgt2wAuXNclICLY5ynZ/M23GEuCdPYO5PA/CptyObDlPrcbnBnaHSw37glrgCdmuUspMVtWGH6mDK/qnQg264qQ7dhfrMoWEVdvDHs1niR7Ufm8ICrw/r20kvtECqZvvaieV3wJZ3o+3Fx3Ka7pdZz++I3c5uKSZup6MYrNp/H+S1AsfPIbQDoTEJKLpTYoWnlD1aF172kkOGr1q83spZKV2gvy2rDPDsMfBj/Ck23BO1qKjPV2fb9BLWck+xjfl2kOH1xhInFXi+JqU1CLZdPZD1Ox8DR1r2hCU+JNnULfstMU0aKL2w14RiOrPQYSeuYF3u1i5XGCfiNkxxU3YLfQljMuolvpsJZmB/KlD9zJP3w8NWZWKxfQDJeKJViJPreST0ha8HvlPk9IZpt5zMqAavKxfzev7/Ee37xHkCcHpIuXR8etOaO3A/A+v1vIl14kj0DlzoSXLFrMRnkHuImllr2Z9732E6mHr9NouPhzmHMfNIGbMSl4+funvCLyTyH0nD8TXNe7FLOuSWef/NvUg4PkfTXsNIPoBvZQ2t19uUxv95bvMhX/iQM7eWa36drvbOa1deyZuB3VrP6GtUT25dAOXrRIh54cDmA2iNr51nci3Gqy3LeY6ADi7tbzjPnEhYkvWrNr7Dbi4hr27oZ9GuPr2MMrgU2RRIf2K6e2+H3X/3d5JLItCgxsbnIKOLaMxQpQhOju7Mb2OHhZJWJh4mC3IeufpXGFFnwdv2ja8JyE68oSpFBdIIuE+8oxAO3meotI8MwCds/xjn8eIV5sXdbW76IryaM6gBy+scvoKMaXWf08xMYFZN1AzjwVQoelIHlObGFqz1ZvkGtdbvdbJ+n9KRKp8xvGoBD/uA3EI+OYO/77qmNGIfZjeCxQ2tYhCVsHtwk3tirmjxKsfE04EI5Ry8Kmt5YEq+8/K2azFFbSdt79I4w1qL5nTtTsLhWtgxif9yMmQXv8L6Yan6dpTQlxjcNbTGHucCRW9/JtW/8p7zg1GdYsD4wvwJ+lbPs+C69hfE+2UOKTTRJ7XmRAOcyTqiitGWeo1ps0/wRhPDFN3rkvQidK/aG4VyeG8xxcTiRYw+yh0NFuL4H4mN8sVK4UTiOJJmgtGOYBMa6bMCvgOzKG8q9CIVnmCqyep64H665Tm5xfrE1qW+07wBDm9MhbK8JBqlVxSmRU3g6lKL5jYynrhwbZ8P1N0526cU94nIJj6eThc/h8PyLSObOsX0yyCnmCke39Jiux6PQoplwMm7zvtcyv020McDh7mHMfNp+FigMr96wvPmFJ5gT68FSdMCxTehEHfDznP3I38ZWU+u+K5nfL0/zu58hVn+SkIvLZA9P13pnNauvZc3A76xm9TWq9zwQnC7mVIfzHcVOojHWsrJ5if4kwpkFTrudtnltSJ+eSlvZw5paZKsXkVjXgt9uZbFi+9UwXsVlwRVRZwu8ZiKNMws2gJIiEw2h13zmeUHfW0SBVdrbCb/vlZuU8Q75yic5182ZUHJ/dgkU7CSazUMvx8vXSDlZAMB3V4NOwleU4oSQCGO7JdZuS/WQDjlqskRfghwuLK5itx/HRdA9NOGab/49ADoXX45C0zE90gVpIPMJphIv2R44PJu1Jy6HWB1Riv1Y1jJ+ikvlQgt+R5K+tb12iOs/9nMsrN0exkJF2HSRH/zGHr/wsh8mF0bR03aBhfVpRx5l1JFpo42rel/sr7BxVsBAPYnx3oP3FJNjjNdupBTw2z1T0910LfiNK3F2UJb5nUep3RZOthGL7EEJgKuiiBW3Qe/IA2QL5/imGz7OX7sjx9zxMLWMeWRrziYrdNK6ZaRLEqpY4YGXjoPGu0pi6ihtmd+maS9xfTJhZK3oaHNJ2BusBanKxZUBqYCgwPzC4eEyHoh7YT33Jt/G/3zD2/hZfpoPrLyGS4MjU+bXGVl/+L/wEaU4Kpydu57YJSS9hvl1WBZp3NOGjeuJq1B5uU/2IA1huuZaaaRzKqEQHfbKNSN+8J+8gm/+72/h46/3/N5td9GNurhhjU12iY3Fe6iGh/HVIoe+Pcw+nNgT94Ve2AHVjo2AX9thK54yv6vjANoP9w5j5qbgV7uY5PQcZi5hXnyMcz2W85xKupul3DvG+mf/NkpFGNMjkgeshvn13uLc9Np7qtoPUv9kVmcd2W6Fc9Vl650xv7N6btQM/M5qVl+j+uAjD4OHvjLcPxdu8ie2d4icFfC7yEkuBgkDkGddoqjPvIDfiYpZnesS17Z1M4jqgrpumpoCsCsEcDbmtDob0bGXGMp6521Y31mZas0qyysGAZiP6cIE3NYRAIZ2xLj/BJiSteww70w/xlmzAV6Rz91AbDIWxrfxmruX0cPQwKd7mxjv0b6glJtsJHZaa/NB8nDKBQlFlC/RkfCvS3N71JuPYg97rn/Tk5i4oj57Anf/XwHgcHqa7HAABxURnUarmW5z3mxSA5GdUBtDKQ8AHSsNZz5h3c+3sodJqvFYHpP0rEO6D0QM4iX+3c0ZlzqaIhqw3u/LUMpXpYQ1fM6fIo8zXKRa2UPuarz3PO4m9KugVT7DtWH7YqXVLWuccew8/o0t89u7VGC2dcvKNkyyV5aVjXuo1FZ7DUU2gF9RFFCbmGQY2PdqtMSl3SWMBv26L+KysVwjFRflODobU9kDSvHJk6e51F0mj2LKOIDfhvnVMlOQ1oae+ApXxNhKMfExHrjw6OvCdXO44rAEaATNr2JufIwi0ajY4xysdt/IZrrCF9SL+eDca3nf8/8i28IK5xbUPv302HcoBPyembsO8MSD/czvAlrO/1Ao4L7NWZrULfitjcEpsLrihqqRJuiW+e1251k61uNDJw2/f2iZx05/P2k0wO5VlL0gtxmVHbyLyeKXsdGXGYuhzCakzayCb9edJAlpHbElkqKUnI08PFxMZQ9T2UXndgnqEOZ3LJ/h2KZ0ok4bbWyHL+DlL3sXL33pb2BMAzCnMzxfDvs7Bakapb76cFetp5HozuX7tq3RehYaO6vnRs3A76xm9TWonXHFgxtPslQtEivF/XPho/e87XBD6o8jEr/EUrLean7ztIOO5ogxDKR5aHOxR2KnsgdVT1rmt+cCY5w3zO8kaHvp5HT9hRb8Dlxgd8+LbnglPsvLlz8JQKVS7v29LnNFAMirSU6VboOHJbtBLQlcR4pjrKgl3vj/vIvvvnOPG873yfaCVjbubWOcpzfZaWOXE5EPrC8I+PXBrzXJl0hHAextxAlnf+hdnPjL54gyy3jtOO4938KGMFwvO/ytdEUCUhKTCjCo0x2eMAFgRPUEayJKkW906nBjdj5lN+6TFZPWLi03FU/4MYWekKqEhfQ4u4dv4neumYKKzW6wEEPAghKP1oc4QhmnWKNb8Fs4+L3zv8K/mDzMsXHQiz7MzQyLJdaWgu6zV5RUpmL3iVdSCQOflRVmy7eyFavDuX7Pi27jf/2r38ZuEgCi8h7tHaUpKU3YL681798K2vHh+Rdx50fuYHtboSJHdurecD5szbAvTXnnRX5Cymd4Gd99/X/kb778p/mVb3oz//y/+3/zlh94KU8cluOXmYJrRxGqaB46EqpRzDiJ2esdZWfjluCXbCwrJ+WBxjoODZeZ2DlG3TA223s9bBQeqP6K/xX6bg+nDReWABy59YwWTvHk8hEccI+7mXJX7Oz6RzDJEBMHBrmTW6xfpNgUOzkB6/264Nph2c6AABSRotZB9uBQ/PxNh/gnr7iB9d4c/f4Ka2XFzz8Rzo03czzmrsdPaspuAL9bhXyWqmM8NA7bOyrMrxfbNy2NhU4bFvpzwRdbnj/Xh4/gvMMow1K2dID53Q9+G+Z3rIYyhgmduNNGK8epYTC4lbnB7UxrCjS/HN3vfqeHP0n/RWCNw/utncyijWf1nKwZ+J3VrL4G9aGH1sDscGoSLLvunw+g4IVCW/XziIVygW53e8r8ph20MEJLMsU76nZJakcuIQ5JXRJXAUTN2cBijqXJjHFgBF1asajX2IqChrEjgLRpylmILwW2TPSWH7h2nkx0hWcWw8239vD5+Q9y3bbhtvokzy9OM//x/8jpxx/FKYWJO6TjAH6z3m6Y+s43sNIFFAk7trYYANBJH3xNO8Uyx0qRILCIna/wHvbO9njizh9EFYZ1eW8BZMKCFyohacHvFpcE8ER1ThknLfs9EGaXKqXWGu09WRVA3SSxJMuPc3f3YQAOdU7zO698FU4ptKSebUv8dDMdryILOHINVZzgI93KHnIbsVWuUrgxi9Uac8UuVkV8wb2ULw7CMfaKiiKq8C5mIm4ZWVmgt2hlD7UxFCbmkSOHeejUCX739d8Sjs3WKKDUFXt7U6/m49IUONm4noV6h3OPhP3JrnkAgLiu0PPizSzgNyfjF/k7eGVImuY5Y9juJ20sbzcPbhe5s3iRj1TEVKOIcRqzvnwLoNh5/BsBWLk2gN/YOY6PV9ijy+4gXN+Pj68DpennI76d3+VG91DY585RugLuf+vV38GvvP47+aNrb6GsDzHaCdf4ywYlsTS7JYXFOAL43QjHNBIMOCgLbt/NiamJRRNdxgqUI/OKv3vz3+PXTy1zdtDlPS94FeXcCX720QsMrcPIw9ld5TU4oOyHMV0rJQlxr+KLo7C9w+Lxa8VPuwGStdb0ffjsbQoOfHIrNNMtd5Yx2qBiDZ1wbZkkI1oQ3bd8zoduV8YwML8N+I2Sy5pYgcDgiuPKl+H44J6GgAsIx9vojq0dzzx+Z/WcrBn4ndWsvgb1HS88xmtu1ty4dwwP3Cdg6CWjDrFOMU5xZC+l291pwW8ZZ8SdAPYk3Iky6xLvY37TuuRYeRSAOd+AX7kJjWQ6PHUcNVtc7GwDkMkU/lDA78BsofGkkgp2fvkQPSVNLXLP3dYlnx9EJDsbfGP9PJa0Q1VjhnNz/Mr3/zhzh28hHof9yHojjLfsHZ7nhx67k9N6E4PDA+uLYZ9OugB+e8Uyt0pAxs72NSz/fMRn3/58Hvlvp/DVHKV37ApTe764RNx4C6sYk4dQhTrdYV2ab4ydMOwOKKVBbHEcwkMoYvqTAPIG46YRaody8Dnu7gbJx703387DKwt0a8+LnwzM9HY3MHIqnoIPFZVoPwlNaPtkD4WNGZkeqS1ZXv3z3Lodxvuu5EUsbItlW1GRx2JpJg1ZaVliNqd+sc5o9rJpg9PqoaC/jkRbWrgOW2qxZbCPixxgsnkdg6M77DxsYGLwXdHsmoLDKxfxHgb3hW14pRmrHjf5B/hXez/Bj3743fwPH3wXf+N9Z/m+j+5xzRP/kWs3Hg/rNUnLfFfEVOOIcRKztRg0sLtPvBLvFfNHhyRzJZG1XDNeJOpNePxUAEmPjwM7fXxzHQWcVuH82/gUK9JNd9fNNwNw37FrubY/T70nY9691Do9dCfhOnLMw1gaPOOm0azm+qJmaFXL/uaxRyvPTzzvf+Y3j70Z7T0LecE47fC/qEV+80IA+K/hgyg3ZtVn/OGKoZoLbPAFUTYMhxWPT8L2GvDrZBbACPNstaG7q6kUjOXcfnHt0wAc6R5pzyeiFY7m+u1LDfP7hZ0QthLbJGh+qy8FfqeA034ZKW9PR8DFdLvhwcTukz38SUH1rGb1tawZ+J3VrL4GNfrox/jxf/AH/PlHDnOuoxgmhsR6bhg6ltIAbg6PPJ3uLj1peCuTDt1OmN5uAKuP5zDOUwgoTuuKU2VgXJdVAAibcXA/cCJ7cEZxItngMQFJfQNOFRQCfnsM2SvmSYXdO1UfJ/PTG5myMW/cvcg/3V5lpwzbGEQZCs0XX/JiNpaO0Jk/TTpZwVqD1o6sX7C7cpjMVfy5+BESLDudHlUcY+qK41Hw8o3yJU4V4ca+nndIv6hxdTjWi4s9/s2bX8bHToV9MToiz8WWiwibvwaAPN3ACXts6py9Od2C35WdwLz5OqWbh5u09F8xt30XO0nJQ50nWEsVb789nIe//kiBqj8BwG5nAQDLFHxoU5IwRFc1KprKHm4bxbjON/IK/3wWLryZW8ZnAHjYXMuh9QCmumVFnlRYFQIqQJjfXDXSUXymGGYBNKblVMsZWUccTzg+bxk9b4m4YWNNjC16VMPDHL1ui3QC5jNLQdcLdHuBWf3wRkT/zNQDes5v83f4F6TRBOMdHVtxctNz67mKLP8CA7HGs3Ef0w3jUIrsYZJE7A6CTVw9WWR4PngjL968RVpZlhy8/oW/jzOKxU3Hrns1AMfXwgPadTqA3zo5xSnTwwOPHwns5yTJuHjoMMo5lPaUJmuZ305uxfbNkCqN0qoFv73ODgoYF6bV/Rax48zxG/nPR78V4y3/6InP89f/6G66xYRLXuOB7z68wEL9MNkwJLn9+rVJK3s4L5rxC8pSeU/Hw2AsMw5iS2ZU8zBl6OUJOyIxwVse3rwbgEOdQ+24pzcH0JssD9rXXrDyAg51DpEr0Wm7lKVsiVqSFePL7QulmrS3L0/z+/SB1Ib5dTPmd1bP0ZqB31nN6mtQ0dICaekpusf4T9eGm8+120NiHyKDAY6pXbR2dAR0DHsDtIDcVbl5RnoOBRS9AGxXSkOvXgDgOv0IAOdMAHF10UPV4YZ0PFvlC8tPMlI5kVJ0DVgxSu0yYne00jK/P7QzT2cf+M0mRzk92eVNkxG7do/KlRgV0e+cYv10kHHMmUViYiaTAGCSxZK8G26QSgWF4EYvsFuHti4RS8xuXCyzXATUt9cNPru10XzoFW/k7d92LZ+78Rgfvm2OP1o09KKSrZFE1/ouKg9+rGvZedJKmChKomxCaQIA0U3anUpBmK9eHfTBo0xTRnB78WL+6fMT9hLNrTuWv/xExbb5DACTtE9hImoSlEg4tCnp+F36OwGIN+C3V1ccjl/AQA0wZsSp5HdR3rGmjqNEK22jikrXVNFUc9kA3Fo0nD7V7An4vf2he3nxvUGPPR+v84pX/g5/6dpP8uIX3tVakZUkTDauB+U4vbDDqcoTfXK+Bb+JKnl0uMx7dyOSqmJxZxvtLX+bf8kSm0QyRnUcUwkwen65yxGbg66xWQcnwKYiphoanNY4bcmjEZNom80HwsPGodu32P2rNaPv+izLvU3SwnLb/UNWhfE/fmmIsxHX8IRs8wRzOqHsa0bZ9Hb0UXEd8XMdxn6JRGzOuhNLkYSxaRzOmojuOA/L6EkytTtLPBeXwsPh/3T+Hbzk9G+R1tu86Z6P07WOvtb8T77D6x94EX/j0QTjPXctRzwo2zjvS1CwMQjn+DplaNyTN2y4FmPxYK5VxLzvMrotPHwqNwRZ+nD3cHts5rBcm/GU3T/UPcT7v+/9/MIb/xUAfeb4q7f9VaqyYX6vfqtuQiW+koa3pwf8yuftgOZ3xvzO6rlTM/A7q1l9Deo9//U3+bH/6R/zV773hfy2MJnXXwxT8gudo3gUCyJLWNrbIKor1pcOcec1Ib3sd68JU8IxHR65/nqG/cAaHcsNug43oht10K5umBXGdKltjCnCcrtdyyS1PBZJSlYcoxrGjBGj4RKJgKknuZFsXyd5Z3KUqBTG1aTsluGmP5h7OZkkuy3aHrE3jMcB4JrDCq81uYr4bBXAfdMtf3RPfIDLDG1TlvMAEHb6c7z7pbfyju/+UT71km/Ga8XyTgAxP3N7ho0GKPHt9S4jKhbCmKQjMkl8q1WBivM2Ec2n4YZvrAMstUnopKEZbXswj007XMq+hU8eSkis52fuyRmrEbvqEroOU+Lb3QEVEVUd82H+HEVWscAug90gT7ECwrars+zqCRvuHLff+rO8KrqX6wgM55mT16OdY7tXU+uKSog87S2REwZXNMA2idhLA/gaDHf43tXf5Af8/8VfM/8nSpqrbl38PJHbB343r+ea5fOYpOAmZYlWNcNtkUv4il/fGZNHCgf86Huf5O89+p+5jXupxguYfYmAjYvEz2+cpXvDGW76jr/L8e/9txRFONaKBCcNit7ucHHwRYbu02w/ZqjGEVHqGX+jo7h2G+s0t9+/R2ZLzswFoHd8Y0ydz3GYS8S2BJVwpmfYPSJRz1U4X184vcwo6zA8ljK0R4nF5uxSeQ31694GQKLBO98yv8k4rGMxT8kkW2+Uwno/AO/XDu+ld+haxukGK6NdfvGjF3jHB3dJf/2LfOO52/nvL72SN1wIY/Gr6kcY+4htB3FXsy7uLDdGMbUw9J/a+DgANy3dItdexEm3zPimcJ1ru9eO65HeVPbwVA1iRhtuOBSitVVtWEwX2/S5+ClkD1Pm94+XPfinkaGdan4nM+Z3Vs/JmoHfWc3qa1DlNddz3w23orznjs2a7/3onbz60x8AYCU5jo9iut0wJZyuj3n55z4KwC/dcohKwSX7y0wkYOGub3g5uQRZHBpV6FqAkhrRHwVbrDOcpqojdBWY4893AiO7oQKgO2Qiuh1pgmLIaLhAKnZQF6MTHHJzWJfRHS5hbIcoH2M1eNNlW2KOF5LjdMvQKLdSZsRELfNrDgVAO/ERn7MnuM8NWvB7YhwkD24UAFG+/UXwDmcMv/0Xfoi1lWP0JiO+/yO7/P3f/CRJUXOuq3n7zUsckxhniyMtw9R2Ek/IxBt3u2OxUT5lfoVhrsYBvN1zy0vatLStwRwLR/8i/+WGsB8//lDBdSPH4/EmKDBVAOmbvTkqYn5Xfyf/Xv1t3v2CY2g1oi/pYw0VuDh5gnfPn+d8fRfbw4rz1Ty38zkAnjhxA92iYn1eoVXZ2onFtkIbscqqwz7XUdxqfnv1DqdeeZ7v4F3Mn6v51Ke+i4ujG4iUJTNTz169dZwX1tdQlCk6V2hXs3Hu1nAONmHTKVx9hHxwhFSdaB0Lxms3c/GuH0aLntjrmmzxce6+IyG54wlMOibq7nBsOeiiK2IGhXjmuh26wzN0dr6It5o//NArefDTC/T/m6b7+UX+6xf+CnM7lrV4ga1Ug3cc2yyo8zk0nkNFeIg6//pjbL88zGTcsHqWhdEeVRTx4Zd8A/VpOMPRVvO7c8PfYHDbd4Wxk0azXMBvPAzruE5nLfP7+OGU2sQsl1tca9e47dafw6sFAI77mKO5xyyk/MHhu/jN5ffy/9KOnrc8pG7hnfxlPArT8y34vSFN2iCOyMNrTryG5y0G8GtVhJ5L2V0OIFBL8xoclD18KQY2EnmDdx5X+9bq7I/T/H5FsoenIYhiqvmduT3M6rlZM/A7q1l9DeqWGwte8+m387t3Dvn3n55w6/2fYC+/iHU1Hd0jyxZb8FutR3zDZz7M0u4OZ3uGd56K2PP3sJUE1jYuS6zIEtLJ/7+9N4+zoyrz/99VdevuW+9bes2+L2Qh7JhAEBQQFEQcUBRGBQdFHQRHEfjOwE8FGZURdVTEBRRRHBbZCWsgZCP71umkO73vffdbt+r8/qjbt9N0JySQpAM579erX3277qlT55x7+tannvOc54miWHrOZFfaa++4b6SGtOlANW0R9bKvGoDujC2gx2kqujsb75Q4iUgo5/aQdvlxodOUmka3ZwaPz/dy5Sdu5KvTbmJg3FR6s36/eYqGOxkjPy3wmhoOoZJM2P6MjlA2M1rCvkYUB13ZyAnjMrYvbI+icn/BVn6c34eWsss1l9XgNNP86+uNTGnJ4LQ0Knfb6Y4fqXLTHc4KDSw8xmMAqJqFS8sK9/wBmv2dQKOMXAAAWwxJREFUubTC7qwPZTJh/147fSFadkPgGzPm8kLJuaQdGgu6d/LpPVnLd9Y9wpEVv71Zy+8b2mIANpbk0RkOURbvQlFMNK9d3m0kKOtrx51JsHVDEbgFM7A3MO0ZZ4vfWmeKj8V7c24PqmmiDuqabJ6CjOokmt3QWFHThMNtkogp1NcvIJUM0Lf5bAA8zmwyB5zMNP5JRtVJN1/MrmANPX4viYT9sKFHILrjZjxNXyQeqgHASmXTJbuixDsmo2X9h70lm6g684fE/A5EWqN70zkIS6UgZM+rFC7a9HG8PXU+r0yxWDV+MssXLWXVrDMQ+Z+hNjYf35M6BQ+X09O2mCgetvrsRBiOTCdO00Emac+DsrTtV1tf6mZXwJ6/JZFeJnXYD0dPn3gavfknoAoFh6cfC5WJs84i5VQH3aNR2Ef8Zo2fhYoj5/O7s8wex5P61pFxuNA0H6mseB93zTxKvj6P0hsX8L/lf+eB4scoOyefm0t3A/C88nHS7hm0mI058Tu1IkQma+m/pvNCrp/6VVwDQyHHtDlF9GT/xzwMCdJ93R4OJBb1fdwbjJS5T6iz0W/VgwLaPKhQZ/Y8VQ6rz690e5B8MJERqSWSo4AjXMCZu9dSGvwUGcsgqWVQTIv+ZCv53kr8nlK8XlsoJXtdBJNJvvjc8/zgoov41XgXju7prCtYR7O3me/+qZHfLb4AgBQxFBQwXOBKUBLdzU6msYdqppsaStYlIt/dCwbsNQrIqAKvopDJ3nzdKUFPyo0r6/ZgOHX69DSvLSgiEhj0SyxnN+VwFjwaSfPHNWnCcQ2XCXN7s+HQzDSpZFb8BrKpevsHIAyKQyWW9WOtzKZJ1r1pnj/BQ1XDHpSUBXZTuXXjfcS67MQWpuqkpKedKU3lPFHp5JmSS5jYuxJLEcSMbXgSgoRHw1vYRn/nePYWRlEU29VDs0xcWjaCQkahtbSG3rxizs08xmpOojcUBuCsrte4deOvSVn34FEVmrIb7gYtv72+APWucvZq9qYuoShsnjydf0n9hbqKzbzgsi2shZU91NR3o4sMiqWiezNMYiuOTJqYL8jPP/NVirUBBpylRLDHQs2YuZTBetKCAGRUR87nt7a8AWHBCx0egqggFETDbFKTS3AGbdFxr/g6PznDQULzABdD3cUAKNlwbXraQmSCqHonA9lU0N7suGiuCGYyiKamCJa1UT3lVVTNJL8nzZ435xFaC23uBejj7WvVK5P4f+d+d9Q5/iLwK76MfsoXqejpoajLw0Cnly1Z8etJtmJprpz4HWe2sJp5rI/E2ZBNjVw80IvD7GZl7TTenjSNb5VOJu20MPgDScUDW/qAPrSz/PgzoGQEsUG3h6x7tyc+lOgikU1jfXLfWtIOnVQqZWfaA/zFIfRsPOh4xn448uk+TlJX8xGxkxeUZUQKr+f+kyzi7uymtswe4oqBik6NUUrw9xH6rVZYbEcecZxQTHfMdncI60ou4vAw8Sv2b/lVNRVNVzENCyNt5twe9m/5zbo9mAfv86sdFreHoRTHiqJn2yLFr+SDg7T8SiRHgfLCSk7T7ID2sUw/oWy4q76I7aebP7kVn992WUj2uggmkpy7ZQ8TIyYxXWWg5N8x875KU+VZXPPvdzPgt29g3dn0aFrW9WF81F6ebqSGdEbDym4Eczvsm7szk09P1mkxkQ1n5hgIAEpO/A44FP5SrhEJeHClLebWJ/nu337M0uQz+BJxBgJO7pvgwq+qhPUyzm+2z+uNdZMatDZ64oCgrNPehJQOZF0zkn2EPLY4cEVT/Ae3sEBbjSe7eeySpx4jueNCW9ADpuYknI6yoNW+uW8IlubGtF2UktdnX9udtdY1hN3MTdplXEYaNZsD18qonKTP4afb1zAvvQbFsghGI/zPptt4YNPNFJhRdiQtBkzByrSGMN04Ddsnu8cb4LViO7lAkbCt700VtRTV7cHlSpC27M+idEIXNVP32ml+VRea20QnQ13zdgB2VY3njYq5bC4qo6nIFgzhgV5E1gXCFbf7ElW8JJ3251ZIJx2bQ6w07XFFqCho9Gw/mxJsy2lUDWSFL6hmBm88gmKZCDWb/CHrm9yfDhH12pu/VMW2rmquCMLSyQt1MHXay6iaSXzvDGZvGsDI+Kna+wLdm4sJZKNsADgNQV1rggWbdnLClpdZvLmeKU0pivoy6JaBoevsLilhzZQA9XoF67wz7c8+0UpGc5NJ2n2ptOwVgNf6oiQsgQ+DUyf9jSpPA+NbbaHWHdSIuHVb+O6DqSr0OxX6vCpGVvyWZLPouZJJ3GK4JfTkvrWkNZ1kMpvSW9NwZLPJZawMqax49Dq8xOMN/Av3M8mVxlLdxLxehKrgTUT43otXoWTzP2seFbMvhTPtQxHZ2L9hF92G3Y4i55AYHCZ+zQO7CQz69xpJc58Nb4fP7eGwWH7VIfEr3R4kH0Sk5VciOQrk55/ECv+phAXEMn0ERIIBnAx0baD9tBb81S8B0LOnnPSAk2Aiih7I5z82Jrl+roc+t0pz3sxcfY6MxbQmg3ZtFxaLcZg+TLqZErOtqnupIqXsxcxafn2aicPy4DRcdGuCoAuMrMVG6wsD4DRtwTGgK2wot9/7yPoEJ27t4cTNbzF94atc9IeX+Mq3/5OnyhxcXa8woc/NiV32Dbqpv5l0UQAhFFTVwulMUNvaBBMhlU2vG0x0o/uziRb6Xbjz00w1G5mwaiufe/hZilo72bLg5Fw/Lc1JKBElbGTQLEGHRyXq8uBPJVhXlOKCvjQtZW48pfWwARb311HltKM5aGYGVbd9Ji1ghl5LVP87/al2fn/n1wnEYpQu7UTxwe5YGQ1pi4a0RdJjEt9zNaeXvc4/SyHm9rKydDYAH+MfvBY9l+3+cTwhzuek7ZtI5fugyI7TO+7kdsy0Sl9rnu15IeCuTXfy6FunUdYXR5lZzHOFF1LYbdHisJi+9R8oikCg4Ina4xJXbT9tr4jhiBs0rMvHudAWP6rQeGRhivbiZfxX/BpO9S4nscZJYpuOO5nAmU7hS2UY8LrpDhcR9/opb+1gTeUEUqaTuNu2wros2/dbc0UBQWFlE4oi6GuZTmrlhaiFy8koLgQQ9Xixtldz24xvE+uegP/Raip6WlBja2k87wQm1y1m44v2A81JWhe9637Gf131b2ysm8B/l91Ig9ve7BWKtWNqpYiEPd+qaQAhMLMPOrViM3mhdgLTl/M9pYqn27v5p9XEQl+EswP9jMs/iQUz/z9MIWj4xTr6epJsqfCxfc8A7rTgpLogNIOSjuMe9IsAwkaECYlGtmrVOfHrdrtzySlixpCw9+k+4vEGnKT54xQX20UtjW820/hiO7HQBrZPrkPJ2owqvjiL5JtthGdU42xtIYVG3EjQlbbFb7nbRyPgcXjw60Mxfd/NTUB3aSRjBkbKzPn87i/U2aGJ38MX7UEdtPxaCTThPWz1SiRHC2n5lUiOAis3v0KNaltfI1YXwdmtTPj4HtxfXktf9bMANOyaS/1bdjIAf9JA8eYxfcDiZ49v5Xf/9T1m7drG0tiz3Prcf/HdP23jgpUxWlztPBF8DTVj34zqRCcukSStuGj3utgRtTfaBDSBlizCbap0m4JI1lqmCJNMr22RHtz0tCWo0hh0oFmCaU1p9EwcrV/hH/qFVLe1oGUEpqrwu1onc/f60IAdwTjptIZi6qRS9s0wbHVS1duGbmaI++ybf0UmgjMrftsbKujXL+Jl5YtU9rcya+c2Um6dFlc727MJBEzVSTg6QATBpOwmrfbs0n1a8ZHXb9flCu9Fdcb4tv4APQ57WV2xUrgUux53OMm1C/1sLd2GkoaKrg48aYsner7JE82TeaXNm/usApkkVqoCNVGdy5rX47WXtU9gJZ9wPgDAi5zFzt7ZucgSXR22X3Xl6W0UTrD9ouMpL/Mce/ns8y+yZPWbBBpm8y/rUsxpSDOxIUU6rZPNXI0/MlzAFNJBy8Yq3LEA41PZOMaWi12l0O3z0PtMmLItjbjXRggN9DHd2cxFlT2cvq2JuvYeSrpbqW3agdsS6AJ0AQnNtrr6kvZmLFXLoOoJ/IV2ezv2nICuZNMsO93E/D4Mp5P+3lKUlz6O6+WPUdL5GLV7nkK14pRkypi2eHKuzanKIsq6O/n8E/8A4I3qcjqy2QwLI22YDhdmMmz319lPodmTO3ei0kQsFsLhSONxP0ITT+AwNnN2GEppo8xXjFdTCTg0Sh06dTGLGZaDuvYMVTHB5FNsYU86ikcMicWTujeiADvLp5NI2I4IHs+QJTlu2P+XuqqjiCTprE97WbCOJQVBFoVCFEYsTgufxh/PftCeWwp4KgPkf2oSvimV6Er2wcUYyFl+a3x2P4u9xcPSCb9bsgk962JhpE0yqQOHOssluTgYn9/DmORi0O3BkpZfyQcUKX4lxzT33nsvNTU1uN1uFi1axMqVK/dbdtOmTVx88cXU1NSgKAr33HPP0Wvou9D1z19QmlU5+vyncc2K4y+Po7gFakqnfeO57N07A7KbZQLJNPiysX1bN1DVtIOlnVu53HE/cwfWoWaXgdOOJH/Mf4yUyPrvjhvHOOzl5Fa/j73Z0GZBTRBN1uAV0JsR9Or2dXzESQ0MuhLYN+iubLzV6d0ZvGmBw4ihWRY7zCnE9sk89liFDtlUyi9XRAAFRWgks36/QaUHTViUxzqJZEOzjc+0oftscZBIF6AlplIaTFAVtV0M+gJBXlSivO7Jil/NSTgyQK9mMavPbnNbyBa/jkwNSdNHsieIogh8hVtxKil2erOxh51dBLy22AkXxPEFXyXsbkTJJsRIOZ10BaazyvwUKUtDyYYOCxj2zbxNLac0057r78TkTvLoZaa+mgliG4bi5NE5pxL12ML5jf6JvNU2B1UVVCy0BVRnOp+OtB1yTPG6iChldJvZaAFAh7MIKyuMQrHh4jfP7KNjdxkFpPnX3uyStamT0e2HlUhLkL0vl2EZCjvG93JOeQM17s0owmJacyea+0RAw+kN47UUikwVFAVnqo+C3km563gK6nF4k1iWSrS/FF2xhZS3MEhHoR2mzp0wSXdORmQcFEWyG+00jfLuErzdiVxgvE7FheHwIFynU9tmYGkKpqagZyx80d6s24P9cOL391Krbc+1Y1Hh+WzauATTdGMYvUz1WGiKQq3Xnk8eT1WurOqxFy0HwyXXzi4iVG6PC+l4LvoHwKLejfwh6GdPfiWJRAxdT+B2u3Pv7+vvG4/bmf2cziIcDnvOegO2RTMRSWMkBzegaTlBqygKOvZ8jaUjdGctv4tLprG4bDFXTLti2Of6bpbfQRcHI2WSyK4GOPT9WH61Q0hyYR74uodCzu3BShzWeiWSo4UUv5Jjlj//+c/ccMMN3HLLLaxZs4bZs2ezbNkyOjo6Ri0fj8epq6vjzjvvpLS0dNQyY0Xp5GVERA3JwB6MSvsGu/fVEiK/ClJ+xyQ6u+wbu5oxUITAl0qT8tuiyRVpw3A4EPTidCZJeX0YDltwpRxxks44mzz2DcjKV6nKJhBo8/vY4NoNgE+Fpd4IgYq1aKG97C6yxaaPGPlp26pZmL2xDxIzB9eO7boTyQARnx9Tg0mdBhlV4YFaJ3FF8LzTwFAFitBIJe1le0dWeH6keQ2RrOXXuXYlqkMgBCQo4LnVa7k3+iBk5VOzr5h2d8lg4AOsrOX3bdFLSda/ty1oi5zX0zM5+4RfckPwHpK48Rdv4lHrFJwltttDqd4P1XafNFNwmfUHXEoGMzt9+n0uPuN2sLR4AdNrTkfNLgsHs+K31VVMqdmWG4+5MTtbnAJclfwVoXiEqNtLIvtAsNf3KM9EM+zqGxJp/akg6dlft/teOwGXrpLODqtDQKevDCvrmzu9f9ew8Xf2K6A4ONO/lXh2N6ClOO20yoAjLx9/Ms2CXa1UdYR5I3oFlpGNIoHA6VmAK3wt4ZJq/EKhKBuQ2B9txtVckYsQEqhcBcDAQBGmUNAUu/95FQXsrplnj2XbXpypCMHuJwn3R8moCnsKg+TpRfQ+soO8rAptb02xds7X6A/VsWTT4HYvKBwwcSaSmJor5/OrqlZurgL0d64jlfKxcfcCAE4PZLi9IkM6vhUAj3uk+B2UuOlEBpz2vMMy8PYMxdidnmzgnrwwG7rWs6P5G5y4+K8UlD7Aw2tv4Q+bHuBvO/4GDPn7Ani9dbnzPVnxG4+kSSdtYau7h3sMOhV7nsUysZzlt8IT4Jdn/5JLJl8yrGzO/WA/IccGXRyatvTQ2RhBURWKqwOjlh2sIxbbSXv7EzQ3P7Tfn/6BtfY5h8XyO5jkIp6zOkvLr+SDhPT5lRyz3H333Vx99dV8/vOfB+C+++7jiSee4De/+Q3f/va3R5RfsGABCxbYN87R3h9LCh0JUmI8XZN+DAr07gjStSmfjYXtFNTXE1cWApCv5hPXktz3yS/z1bQdt9Tf10g6X1Baa4uAevOTCNWBlm4j6uwFBdrVJFMBw91NFbsBaPMHMKOdpC07IcAnJq6EibblfI01H5iK3zQoccJWoCo25CipmRYF/fYN3aXaS/95AxE2jp8MisJp2xJsL9J5dJxO7c4ojW8HQelBERbJlC10o6W2NJlstmKpKmqmj9K0vakvE9dIu70UpHTyMiF8pn0DjRhuTDQ0KwG4MTUnocgAA6KPX/QFAB9d/hCGqrEqNJNej/2AsEfUUFlcz9+iZxPy2ddIZFIoKUAHNQKF4QEcbZD3J/trb82UmUxBoRoN94xzaXxxOyYQzIr+Dk8hJ5tv5cakKr0797qusY8Lu17h6ZkLc2JcS8yiJdXOMy3VXOIaIN/ThyVcBHATB5wVFZxS7OblvXEMwIFCt7OEjKKiYVE70Dhszjj6NMJJgwJ3grUuH6QgkrUKBoWCPz8fb30DRdEEZ69q560F1zK9+DWgF1UXoICCA1+en4IWheJshjp/rJkODKxoCWqwlUCFLYr6+0oxnP3Es1bTkooqHqtYTdD0UtDThUjeRXmn7aawvTSfuM+FS/VCRlDhUujICFJJQco/Dmd6gPOtAC907mFXUTUlfRbf623nH5oLJenAEqAqEOxJQQFoRhdP7XiQRSxiZ7eXxgKdj4YMvEoKM2tZdI9i+RXN9ma+ZH+KyMo+/DhQyFCYtD+rPNFDy9TZpDqaiPW+gr8w+4DjbYbeP9CYVnmk0wUohFxB2tr/DwDfMPGbjQjRl+bZ32wGwOkebol1KQIE/OeudvoyFShAsXPk7dWy0iQS9uc8GC7snQyK300v2dFGpi4uJVjoGbXsoOW3vf3/aM+2/d3Y33UPBTVbRzzeQHe3vV/B4x73vuuVSI4WUvxKjknS6TSrV6/mpptuyh1TVZWlS5eyYsWKw3adVCpFKjW0ZDgwYPtCGoaBYRj7O+2QeXhDEecVbiZesAVMhdaVRSiKyT/np3lmgYNP7LatReOctazPqEzvmo43lA3iLzS0UoNxRTtIR4qJRheiAEWtDw96KpDMCoSMs5vqrPjt8QfxxAt5O95CqdOiNBMik8hDD7USc9hWskBaoc20+xkx97H8WgJ/Mrs8r9sCo7Cvh1VT7agHeV1paiMmDQGNv9Q4UZtioDhQhJlzeygqaOL3U85GqbFvlHVt9VRNzYZT63NTlOklnXBzZd8kxg3YbR4IBTCmhTm7LwObTVBUCvojTNE6aFb9tKSLEU6VzkAYs2Zo6bqRaiaHn+ajE5/kUT5h19VcTf4DDpztChuutigOm+Tfq+NIKGyqreG3H/skl7xp4hAauxu3o2SXrgvTthAXFvRYRXYSj2g/hSlbVBtpF1s6FuGx0lyw+Tla0wVkNI2uhmqaAguZOeMxOroqadLLye+ZQvNzr+AAErss/F6DWV6V1XELh4B+xUOP6aOMCNuUymFzJpBMEEoarAmWUB8ugXboC2ejRPQk6e3toqsgxPj+XnyxGON3/R9bo6UU0Ivl1BGKBQI6+7opVWsoTNuiyh/dy4AzRDJaiD/YipaNF9zXV4Kpx1gtprHZuJLKjc34svGkw319FHbZFvWeoJvdhSE0jwdTtXAIDSXYDzHbOulOdDNn/U9ZO/t6nJrFCVUDLNpmsc44EVQVYam4drlpdfgxm53MG7cNj7GdPMuOiFCgG4z3ZjBilUQjs3C6m+jr0/i/HX9ByVrJC6JhplKH0m/P+3hzlP5/pjDUr+LSVjG+Lc3SqqeZ41iFI9nJsq5TOW3GCwC0NE8m7khRVdRIldPi+kL4Z1stS9NxurvXICyNDW8K1r5yT3YeKMAMLAv62u0oJkllFw/+6o3cZyWqZoATNmXsaBrn9G/iqfuX80684VX4C5qxMh6e/7/VCGvjiDLRpkogD8sSoFg0D7zAg796elgZYQk6ujpJ92UIlQYRQsUyPQjLPaK+4ec5WftKklUv3nPAcu+GO7CZYDEMDNhJXIxkMa8908tr4v3V+34YHJOH23bl5snxzLE+Hk6Xh/Mvu+qw1nko92wpfiXHJF1dXZimSUlJybDjJSUlbN269bBd54477uDWW28dcfyZZ57B633/FpJBfI276TzrEQA6NhSQjjqBNIpq4Tbs62hCpdozkW2xJL7sl1XKEqyc/2101qL3P4i54WIUNAq6N1HesR2ECgr4+gbAB2hQmV1Kjrk8ODyLWBF7jE8aIdrqlxLbdSZvTHIyENwI4yF/oJCmjJ1pqyFtghCgKJi6RkEqBmi4VfuBoKi3h+cW2pEYDNVicqtBQ0BjV52PutJ2rJ1uFJHMuT141AR/mnwWFRNta9s5r2+geGYbaaD09SQTXnxxxDhNLEhiVvr4XYXgO5ttsRmKJwiaCX7uu5cLnD8DYFN5bS5mrd32aeB8moJABw3YVrvpfW7wgmIpzPqFhlBUFKHQk6fwnS/fhCIcrImmmOURNLaFsRT7epM690DVPDAFL/tO4ZPbnqJEbcXqKYfqTTQ2zaTLsv2xexx+rnvgd+hinweHp/bt0U4Gn1A0TyFJS9CVDTWnY6dGTjqKgAirlBm58QcIJGMYDp3/mP+f1Pa1Uksb24ttl4HwAJiJMiy1n6bpM5iwcj2VzS9BNnN0v1oJ2RBsRvcpFKsWBVa23mgzVr6HbmNoKV0YDmIdpeAWJJwpHjeWcc0WA61gACwVbWIcuuwYx1urTgdlJ0qyim1xqHQKtrYN1TVrw8/xJjrRzBT+ZB6T3k5RkNHYmFlK1oOAdF2KCZsuYW/XFLwZO920x1lKAihxGQRbFrHnrStBjH6L6gGa1QyF2TBxhoBOw6LNOIMW4zT6nV3MfvtVZs9dhxqyOHViFJ9ukIwHaWiYh3uglr2Km6qP/IBiV5RP53XjCtouLq0rP8dA44mjXtdGIdFaSqJ1yLVK9wWgDIqtDq5Rfspk7072Nv4b8c6hzYC6t4vCc1YD0LbqMww0LjjANQY/GJX+DVNHfUsHOpqgg3PevZ7DTGBcimCxnaEyk/Kz57kbyMQLjno73okO9DaNdSuOHY7l8XAldvFk6MnDWmc8Hj/oslL8So5rbrrpJm644Ybc3wMDA1RWVnL22WcTDAYP23Wez/yUtL8VJeWlba3tzqDrtkh0pW0R5xFOAnoeQVcFPd4eoIR+KwPCwlDmknh6Fg40hLAYX/93vHELl6ERjll8ZGca4yL7Wl4S5Gd66HHkY7rns6vnSf6WUJnZUUsJ0Fyg47XsG1U4rSKyERE0lw6mAA1QFCrT7UA5JG3rWml3J9Hs5iNTsShpSsMkt72JKmqQcbhRLINkyu6XoghQBPVVNQBMb95K+hO28HNtVREOMBWVuMdH3ONlIBQkpDYyvbuZTQUVmApowt705o3FicQglOyj3x2mvtheYnUZaVK6kz3CvkYGjUbs1zPTbaSmW7jq7eV+RSgYYcHvl82ktN/N+DaDVkPQmvXRFLobBSiMR6gaaEN0e9gxXue5ySeSRzeXPNTJ1uaP0+1dD157TJyxIn4z83xObn6b6lgv/lQvyj5htmzsUGZr3dW0DWRyR3WRtew7S4FdeEwf2ehoAPiTCTK6gwG3B0/WD9lpaFR2GszfmUT3nkXBvL00bb+SYOEDBKJNRH3lxHzltJUuGtaCIkvBgYIlTDyJDpxU4RBBerPvp9vHIRJBcPfj0nvJTxeS9Nhi0GMGSF7cTzztYG/sk8TDs1ATKRyuWexMWexMWcOu5ci6sGhmigKh0qfaPSpTPEQBzUqhKIIWRzc+RcVXtJu2zhoSaXtpPxMtpnXj2bzblpS4BY3ZRB5JAa/Hhh5AtIyPgWg+DbvmMX7CKvzZGNr1u07Ashwolk46XkbTy1+j6owf5YRv99az30X4js45a2LsKdaZ3ZKmaqFALU0z7tSfsPeVIQFcPPchVEeaWMdkBhoXvUuNxzZWNoSiEAotb1x9TAhfyQePc88997DWN7hyezBI8Ss5JiksLETTNNrb24cdb29vP6yb2VwuFy7XKGlGdT2X/elwUFK3iPUvtqOmXQi9H9L1mKESYCfurPh1mLaIMIJFmJq9FN1l9DJn7S/45/xvUGbZ7dmr9LIkbqeb/eVPDRQB1mzo2+d6VYlmegL5pFxVuFHYpcQ4M2YLxpZ8BwWmffMqTQoU1V4qynMkwGELDo9pEY6oGMDewHjqeJmKzqHNX0JkGNedwZtOEXe6sDIapuZEtVIkUz4soaAqAk+eQVJXcWRMms6dzHTHDhLJII8uvQJQEAKM1AAObVBAeTh5wzYWK9tRmAFomKoTXyzGa+MuoGwgSf8+K7snb1vHCzMW0qIXY6HQZFZjOhxgWEyseJXoAotomcJa/QxeUF4i5hec6armPH0r1EBWJwPQuiofox8yDg/L9qxkb1EpUauVVrWMPvIIJNpJqR4SPXno3nZUBDPKDbyTp2KIqbTrgl7P33A4NmDEzySTOBE1baCmUlhOJ86AShV7MWIOWt8oRc+qZLNYQDNMbd+IP54g4vOiZ0zcmTQZh4NPJf6CnvETJ8y/iFa88SitPSWg6KQGTkcIFztO/SQl84bi1RZi0PpmGiPqpGhOJ8JU6NpQSMqMowoLMimENZR4Id4xiUw6D5V+PHo/tXkR0ol2sKB62l6EF7qvKEcdmEwNKWAxtkzfO2KuqxtVSEHZnGbq1DDrmrOiNhsZRMtu+HLW7KW27rc4nNvwBXuor58LKOieUqqWtAzNNdNkz57dVFfXoGjDfW3NlErzq3ZEisqP7B00mpNJaChvLiDVPZ9M1QAO53Z6eyrp6bH/BwqnDFCYtxfQMOKfRg08jGnU4ClaRNWSkX16N6qAuQC1ABdhpv+M5txJ5Rn3YKanoag9aPpehFBRnUuoWtK837qiLV56tuQTrBkgPH70m/mBxuToECCTmoWZHk/hjCDMOPQxO9yM/ZgcWxzr4+Hz5B3WeyxwSPVJ8Ss5JnE6nZxwwgk8//zzXHjhhQBYlsXzzz/PddddN7aNew+8velnbG/6OBWJUhLhAS4vvIBfBl8GoCxmx4c1TfsLaqHDz8vZfezpZD+VA02c/8pNPDP9MqyiUrZ4o6wunsQJHdvxZFO6tjiG+3Sd3L2adYGZGLqLlHcxlR170YSDuFOhz6dSkE28Wpa06FWzu9PdQ4H4z2vO4FQrMDCZecpcWP5bKjvahpblhYEqoKIryo5yF3HdR8ah4U64ea1IMC0ZIt/Th6vIFnhTnRoLZmeIJ6Ag7xQuvvDsbJ9N1qxZg2VZNDc3c9ZZpxMKhVAUhVd+1UY6ZmFptvhdfOJsZpSN47rOJEJRcadTfPu+n/Dyf/+OtOZkffPJbBEzYBx4+w2qgjvpBvx7Db5462388e9nkbEyfOG8f6MyMNy/FuCffevYtbqHlCvEkqbX+NO8i/jGwMN833k5BUYnLtNBCmhxBDhz7kQynQ186tOfxu8fGrc1a56mtw/mzPk4paUXjDoXBroS/P6NFehZy6aWb2/aK9+zB5dhEAFCsSQK0FRYytS8Z9mz91QAlpxzPmVlZTyZWE/D213EWm2r4oKPhZl98sXDrvPXXatojw4w/8SP0NkUoWvDbqLCXhYUZopgcU3ugSnaNQNDhHGbOppmMCucIRYThEIhps7spKsLJk66iNra4WG7RqPhz4+R7OrmxIWncMYpp/LiHzezY0UnScV+atFENiufv4FMZgBFcfCJT/yIlhZ4/fXXWbJkCZWVQ5+PYRg8+eSTfPTcc0fc3DKGyS9etTdcLfvYZbi89vs9LTEefP1N3D6dpWc9QnvHkyicwI4dD5FKpTj1I+cwYcKEXD1C3IyiHD6BYJqXs2Hjl+nufgmHa33u+PjxX6O25toDnissQX9nglCxZ1h84H050JgcPQ6vv+b75dgYk2MHOR4HRopfyTHLDTfcwJVXXsn8+fNZuHAh99xzD7FYLBf94YorrqCiooI77rgDsDfJbd68Ofe6ubmZdevW4ff7h93oxgK1ZC6deZuoSJRimA4cTp02VwI942LCQA2mpw1HcIBEn0GhqnMatjVaSXVgFAsCHQkuXvcbTFXlovwMStDCDCrcO0ej2a+hVcK+jwRFsQh1Hc3sKq4gHjyf4vrHAWjJ10BR6BO2tVlN9ZLW7bBQ+et245s8nYTbzad2DbC9PQKuENo9P0AA3mSCUDRCfyCIkhUwtR0D7CgvoM8XQqgpVAHri+o4O1FAvqcPM2z3Y/Y//kpq8VNQAK67nkHZ+BxgfwEtzLbZUhTUP/4JgW1T1BbeAt7inOU3+ZOfMGVnPepPf4/pUJnSthXdNCnpjtBcHGZ970m0Ftj9Ko6YJB22s5s74ifsL+SnH/kpMSM2qvAFCBb4gB6i3iJq0jHKdq/DV+3Cqo+QSIKhhwGIFuTz2Y+diUNbMqKOZMq2jrtcJSPeG2Qwjqti2R3dFqpkKhCrrcNw2OPlTNkPDamQnxJvBzsN+/hgcoZ5y6ppeNv21XaFmhg3ZfzI6+i2uDYzFl1N2RTHwnafEJkU3qIySIBluIj1T6Qsz0UsnUfK00Esm5J51qyZ9PXZST3y80/db5/2Rc22USQS6A6NhR8dz44Vnbn39ayVP5OxrZrVVVfj909i0iSYNGnSyAoPgEPXUB0KVkaQSmRy4tfM2NfQdBVN81Je9kkAvvCFL7Bnzx7q6uqG1XM4hS+AprmYOePntLQ8RCYTweutweebiN8/+V3PVVSFcMnh228gkUhGIuP8So5ZLr30Un70ox/xve99jzlz5rBu3Tqeeuqp3Ca4xsZGWltbc+VbWlqYO3cuc+fOpbW1lR/96EfMnTuXL37xi2PVhRynTb+QLp+9NOjI2M+cbXo/J+w9Bwf2jTpUvJnuTnvzT2H2X9OsbKXjOxl2XFpFfagczbLQulTUXQ60nRpJodJQphBXhv8rW4aL+Xu22uljnRXka5PoD28i5munrmMvvcL2O95sbiCjpVEsBzH/Yu58ZBX3vZWgavdWjKxPstOIDQaVYFyHLe4GY+JOaLXDoEV9Pnp9dhtSQY3uZD4CiPhtMTqrZzNmAWCAa5uCAiN+NCGG/529hpm1/Bq6ExVY9ubLBEQ/N664B4CCbPzfZJ6b/gJb/Ey3TBI+e1y9ui0MT6k4hWU1y/b7GYUKbcHRGbZ37M/Y8wZv9U7AEhq1sb2kXGEALjxzIg5t5FenEIJUynbTOaD41YfOdQDPFkxh8upV7Pj178ho9o4wdzwbZk6ksCwHIpuxbFD8ltaFqJhst6dg2hM4HCPFkpa9Trw/TdNmO0RZZzaBBZkU+TWLcaul9G77CAgHIRw4U/nD6pgwwU0mM4DDESQYnMnBoGY3ilrZzSfBAjfqPrvN9zVCedxV1NS8v5UcVzbsWTox5PObMYbE774UFxezYMECVPXI3/o0zUVl5ZXU1l5HScnHDkr4SiSSo4O0/EqOaa677rr9ujksX7582N81NTUIMWK30THBrpYo3V47u4LfcmDGuujS+zmjaxmG347O4I3Hce1+HUpmDZ04aS+OZ0ppqruQ/zmjGF8izgXq63w2+hSBeIq8gB9wkRy+5wjL8JEfjzCxYy87SipZVTuV4tgblMe6Cda72VU8DkVYBFIpZmbGkfA00G966HFO4fSuDN3ztyE2TQOg5z96Kbjf3jg2rqOVTeMnoWU3NQUZChO3o1xn/o4Y/mCSrqZ8uigiqfvAEhR9akuuXMdtBxeOxnwjBf1k3R462HthkLYr0szte4sOfBTsiAMqgWw+g96QnxbdFq4fYQOWQ4E0eMMTD+p6vqyVOuGxN+/UdWzjgc6PgQoXel4hnpoDwCWnjC5sM5kIlmW7k7hc+/dL1/ZJVesQ0NQTx3J78ETTOAazv8UHk3OkyRi2IFZVFadzKDHCR/91Ji8+fRl6aC2qOjIOrJb1396yohUzY5FX5qOrxZ4olpbBU1rKlI1fY8saBdwQ7UvhJC/n2VJVVYVp2TGA8/JOOmjrqOLNpr6N22OhaiqBAjf9nfbfukNBVV1YVorJk2/NJUx4rzg9DhIRw050kSUVH8yMJu07EolkJFL8SiRHgZZAN10+BUNNo1tO+lrW46tz4zNCdGu2gPR2JTH7WugSJoVZoREz0/hWa/Q7G5nkdrNWKaa3/ESqe/4EQFFJJRAnKYb7Bur9teiG17Z8CUFjQSmmMZ6evB46AtlwWWaaS1MnEhAenp8cQ4lEyfT5WRHLkOk/AwChWrzBtcwKL2cCm6hqszfqODJJUMFUQqgig6U42F7uZN7OAfKdA0TSIbZhh2jSImmSnmKc7KUpczIdYvZQQy1BX18f4XDYznqwD26tGA0wVSeBSIxWcy7dYjHJSJzuWCGOFrt8MJoVed4qDEVHyVjMNh+lHdDbFFyVNQf1Gfmz4ldTXDQEy6gdaMXV1gHlpZTHk+zUwMEAqClgZMatVMpehXA4Qmja6EkJADRNRVEVhCXwaCq9pkVLXxKvpuJJC/oBPWYLOSWjkErbllSPZ7gPqMur487fgWkyqoAcFH7de22Xh2knl1HwYhiw0+EqioLSmcaZTpNy54MAFZ2kGsIj+pk7dy49PbZLUUH+KQc1hjDS8gsQKvYMiV9dYebM/8E04xQUnHbQ9e6PQctvMjb0ULV7ve0SUlJz+CK2SCSSDw9S/EokR4HFgfHM65lMT2gLoUQJ2zyCqgHbSmllxa+/JUbGVcw2EeN0JUgCwc7GWWw/TSMMXDS7mHUroarjhex/roq/vxXyQiMsv0oqTCBeSvWEauo7BjAcYORP5JF5bjyqApZgckEBQd1CpE0+c8Y1xOcbPPz/rSJuAXttdwV/wM11n7qO7oiPjtWbmLLHTsHrNuIIFxQFi3BaaVKqRkOpTkueRlBE8LrGsRV7Cb0800/I2YoQcMmZt+L11ubaObgp49xRNmU80bae3T1dmJoTdyrFlIIaPnnR5fz85z+nZlu7HbqsRFAZjwMFGKp9vm8gg9uxBXDiaFFwzhndx/edDFp+HZaDjQV11A60Mr2rgV0Ti1DqQ1AAut6LmYmBs3DE+Ymk7dbidpe/67UcuoqRMqkKeejti9HQHcNb5GbR9iRJp0Jne9rW10Jlw/qzAAgEhgtuIUTO0jxa1q59l/xVVWHSwlJqdtrtFgn7vExrG05j+G1AKZ7HRSfnMXVqDa+8ug6A/EMRv56s+E3sK369sMl2vXA4FAoLzjjo+t6NgnF+OvZE2LWuk7o5RZimRf0a28d44oL9u59IJJLjF7kmJJEcBV7Y2ceEvhCqq59IeDubJ0BNKh+Bmd35BP7dSSwd2pV2kgh2qzGCnSZCVelVVerXv0WF2ssF6usAxE/5NrrbvrlbKKTEkHi0DC+aBZ8pzicYt+vfVmhbkx1Z6+E4txPVb59jxQyccYOPBBzMK/VQM7MA3aVRN8dO5uCssSNSTG9s4IonHmGyYVsTNUXHJdLM3tEAwGvTAhhxSDnLeBXbqnee/xGEMCkuPneY8H03HFn3ADMbhcJqa8c0TTo7O5m7bRMA6UkWZZkE/sSQ+i/vT5DwZxNJtCjolQcnfj1+HRSBgsL2Qts/c3r3LorNJEbEdoXQvb2YWcH5TmLRbQD4fO/uZjEoTKtCtoV4d1cMr6pS3Zlh4Y4U/ftYeC3LQUVFOR/72MeG1SGEgcgm1xjV7UEfclOonlmAN+hkQqX9eWpGGpHJYDS34ExHhp03rryIWbNm0d+/GiFMPJ4qPJ6DG0MYvuFtkFDRUPt0/fBmm5p2iv2wsXNVB8mYwd6tvSRjBp6ATsWk8GG9lkQi+XAgLb8SyVFgYXSAv/mT9CUsihNlGM5+VEcM05H1i1QzeJozaBVR4lovf9NfZSoFlHtPYcFT/0lPQQHmlVfg376W6kwHMeHih69EaQhMA88aAJLCjUuxl34twxYbm3//v5SUnEZ3UGNn0BYdSjoFms7Arp30JxX86Lz23Mt4Ew7GqT68/hidlZ2UVan0M8Bjj21Hb2ujGnAmE3z+8b/ScKK9ez7SF0O3dD72+hrWTapjZ7mbks586j2FGIqL6WI9pzifw7J87KpfSP3OR3NjoigKlmXR1NTE448/jqqqw5b1e9pcgE4qK37juxt45JFHsCyLmfV2NILURIHS7KK4zyTqsQXlnL4GosW2qHe0KDgPUvwqqoLuASMOe8M1ANT1t1AX7UEo2Sx8oV5MMzbq+dGY3Sa/7903Ng26JIwL2u4KDV0x5oui3INKnwq7g/nMUTcxcVKMcz96y4iwV6Y5JC5HdXtwDNk2piy2w6lNrhuK7Zvp7sFobsaZHn4bqCmxx7un137Iystb/K792RfVN9LtIVw8ZJl2ug6v+C2pCVJY6aerKcrWFa05N4/x84pRR9mYKJFIJFL8SiRHgXhmD1WxCl4teIpPNC+jt3AVpiNBT2gbCuB0pFGFQoG7HUtLEVfS5CfKUBdNoayxlry1aylJJvnYnAysgmes+WwXJfgYSjyRsjygRsjgIKVoOIFoP0w0E2yucmE40izZvJatpdUM5BeT3NtITzKMn0LaGpopt/IBH/V9Taxfs2dY+1XTpApQshsK26xshIV4Gt1SqGvtYfLeNNvGOekIVSBcDjSR4XP8Lwqwdds8ujrr9zs+PT09I475B8bjoYKYbgs7R08PmzdvRk+nqWqxfY9TEyzM3R5K+jPsKrMF7xnJ9cS9DsDC1e9HDYUO+nNy+jWMuIWl+2nxFVAe62bhno2knLafsiPUO0x07ks0a/k9mF39g+HOSv1233Z3x2DAQAEMBDEFWuvc/EvwOSoqLh813uugBVpRNBRlZBzPQeuyJ6BTPdO2XE+rLuLNQDFVkQ7qv/Et1OZmnO53RHgot/1ke3tXAO9B/HqGb3iD4Zbfwb4fLhRFYfqpFbz0p21sfLmZxIAdJWTifOnyIJFIRkeKX4nkKLDWmkKe5xl6vK0IBO54ObFgPehRQMGVTWrr9MSxNPvmrZoeqnwOPOeeS2LtWgaeeJz8+fbu+3+YJ9FfOpvrLp7HG8+9gU/3obvzINNBHC9up8BKQHW8jkzGFk6GW+EbPX/kS9X/DsBHUisoYDpQyCya8QpbIFUpKylgJwIVECgIFA0sr4YWN0mXOBlX0syOCPhEGk/KQhUOTt2cYNs4J8Jlf60sTrxEuaeZzo4yZnc2omDH3RWMbvkbHqdDoVXR6aICh9N+JxCLUEkzZieoCNqKCzD9XWA5KO7LLv+bgtlLTmZ37B8ocXCHqvebKGA0vCGdWEeKgKWwsaCW8lg3E+rr2T7hdAAcntEtv5aVJh63/aF9vnePVTsoTEt8dvSG3V0xrF77c+9TBShQ6bV9iEPB2aPWYZmDqwajJ0PIL7OtrdNPq0DLWkDDXicvfvLfuPSBW3GvWokJ6MXDs4jVlAZIp3uIRu0IHYcqfpVRNrwFCt0owkIoKrr78GebmrSwhNcf2Ul/hz0mvrCLsvEH/9AjkUiOL6T4lUiOAif5isnrOQ2z+K/0edoJJ0qI+RtQVHuZ221kY7J67di6CJV+w4G2sYvAZ8+m/Y47UNveglgPlieflZnZxFsGWFtfgkN1MLtoNi7nAGTAwosDF2kyRBJ55KdMVEsQc3h4xfhP2ly2OOnr+hc60ha1DuhLfISgQwUFNvdfTDKnRIdE1Qz3T8mLb6Oh8BLaEycCkDbzye9vJuNwU9ZrUtifoSvkIJhIkNoiWF50MpHNFzAtEc72K5vCQmSrFnbmPnt5+p3L+vbvuGL7G7tjSTrS05nSsRyANZNmMDW9EoDqDgM1I5jaauBeosI20JsVnJVVh/Q5+cMuOkkREAobC+o4u3EVvniclCubgto7uuU3Hm9AiAya5j/oDW8ARV5b/Db1Jkh02eHj+lWBcKqMc9jiNxCcNWodZjbc3P4iS0xaWEpRVZC80uGb4a6+ahm3bt7BTW/+DgCXMhSuzlTA7dRo73gDsIW8a5TNfQdiaMPbvm4ZKh5zgLgjjNNz+LNNOd0OJi4sYfMrdlrkCfOLUdTD614hkUg+PEiHKInkKDBzUQXNmkIgHabb14wqHDjS4dz7ngF7+bs3aPtbaqaL9ozA6IhjtCl4Fy4kVJu19E3/BDcsmw7APU93cPeih7mh4Hs42ux/Z2efc1jMU4cFedHspjeXIJ1NhezuMYgbtsoNKyqqomAIQSStYhiDP0ruJ+a2N0u5Ip05azIoFPYOYGZ9Tse3GUzam+bsDetJ9hby+y2X4o0GMdKK/WOoGIaGkdFyv01Lt18b6rAfy7L7k9bsBwJfLEZaizBury0KV02axWOtdkpflyFYsj7O1+NuIlHbOq43KzirDn6jFkAw3xZuQQs2F9pZwASQctviV/f0YprxEeflXB58Ew/K0jy4mc+vabh1FdMSdLXaFuV+VSB8Diq0KOPGXYnPO3p2QtOy26GNstkNbB/m/HLfCBE4vsjPhE+ezx8n21EkXEVDFlIra5QddHnIzzvpXfvyTkYLdRZfs5ZQ5yYQFmWLphxynQfDjFMrcq8nniBdHiQSyf6Rll+J5CigBZ2sCTkJpfNoDu5gYtd8Wt1dFGWfP/W07UPbWhAGwGHqRE1oTAv0FxoJfWQOwZ1/syubezlXldWwaVMXPVt6WfXfe/CaCqXzNZxBcCh+wiVe+trj1M0tYvZHxvFadycvJOKYy8ogEiFf07jiPxaR2dxF+tlGwllB7Krw89lvji5Oog/tZODeV5kywWLev5/AX+9cDcCyN1eScdjn6ELh/5ZN55f3v0SeI853z1/M7Lr9C9CMkWH58uWcccYZOPThX0fb3mzjrcd3UzSpBN6wxW9pexP+WIyk28vrs0+gut9gBmlSTpXzL5jIubWFvP7Gl+2+bFLRLzk08Rsuth8+xpHioq8sQ1nzKzJ9MUwtGwbN0zeq+I1lN7v5DjKLlyMbicHMWNQU+NjaFqGrfVD8WlheFyWiiUkT/7xfMW1lLb/qe0gScf2SiZy55lz2BEtoD1RwQTZYhm538z37+wJo4TAA6Z07Mdrb0UtK6Pntb5my7TnmTjMpmbX0kOs8GIqqAiz8eC0Zw6K4ZmQcZolEIhlEil+J5Cjhi1j4lXy2FL/JgLuLtkAD5zR9FI/lIqXYa/zdgQBEoFTdS5w5bEmZlLfFyLNeQFEh0uzFaPfw0kPrmLAjCthLyGkN/MX28nT5+HJOXzKPjj0DVE0vQFUVZmtJXtgTZ0XKth5Xep3kl/lI9Cbp3qeNnnEBQkUjY8YCqNMnMACItr0UVPhzx2es38DmqXMBcHscBAs9JBJxNEUwZ2oZweDo9YEd59fhEwSLPCPi/AYLbIum6rZ/u1MppmzZCsDLkxaTcrowTQVIk3IoVOWrROObSaXaUAwF17ZDt/zmFduiyW1pzKvw0j5zJpGVtlXX4UyjOtKjW34HIz0ctPjNhnEzhsRva3MUP9CnCXSvhdfqIJMZQNdH910ddL84UEKN/RHy6nx92VS+mzBt15N+gYpCwGuSTLYSjzcAKuHwwkOu2zN7Fu7Zs0i+vZ62226n5N+/ReS551AQlF91+SHXdygsOO/gQ+lJJJLjFyl+JZKjQDJmEO9KEnIWgiJoCe0EoM/ZiydZSkbYbgoxy15er3NsoklfRL9RRH2qi9rIcoRQ2Bv8Ea//opGk4kR1KBRMDPGHli42YXBBZ5rz/GAKL56ATs3MIV/NST7bOtiRtq8zzp1NmesbLjj1Ut9+++Cstn1vjd17UDUFh66SMSyS7jw68ktRAb/XQSKRyKWZ9vn2X9+7MRgVIGMpGE4nejpNcaedvOChkvl2e7NJvVK6gie5ia7+twFwbVZRMgcf43eQQL49TqrpIhqNwtSppN5uB8AdtC82utvDYJizd9/sBkMpjjNpi7oie4y0hAko9KuCglAEBUil2vYvfq3BDW/vLT3w5QurcDlUigMudvxiNem4C0vporHxfwEIBmei64eeIU3RNMpuu52Giy8m+vzzGM3NIAS+00/DNfHgUk1LJBLJkUSKX4nkKNBa3w8C3EbRsONuy15n7vU4EEBfz1RwxcjzKFT5fsWTfTezI+UnGLmUATGDnfEyTAV8Kpw+M0x+XT5z5xTy/fVNvNU2k+kFG/jx6nJ2P/I0NWEP08pDzKwMoWazlw1SjIoZS5MWw2MspAI6IpoiaVgkMxZOTcHvcuDRNbSSclBVrHicdFsnxfkmLe0KnUWz6QoXUzwAPreD3m47eoDH40G1FIRlkTHtdXXHO+KuCsPCykAkmkZRTXwuB3q2zGBRI2WSCoXQs8K3u24irb4iHBmBK+uznHQqqJFX6Bp40x7XtwGHA7209JA+J1/IHicFlb6uCF2V40h47SgYnqDdB8PoHXZOJhMlmbQjWRxMpAcYcnvIGCafPbmaju44nlf6AOiYn8/Com1gQjLZsl9rspXb8LZ/y/qBUFWFS+bbDwd7Aw7ScRB007T3fuC9uTwM4p48iYIvfoHu+35BaqttrS+46gvvuT6JRCI5nEjxK5EcBSomhTnnS9PZ83zDsONu07baJbweEl4PltMWWKEL/ouqV77JuI3r2Juew1uxT+fOKSTJAr8fvSFKpCGKB7gTwRNM4Ddv3EgLAoHJxo4oGzui/GVdM0IFlpZD1n/09y838OAfNuIDnmbIunfmH99i4B1Bx/blt+4QpfFeXv/YxXjyZsLET7G98iQ0oQEWKxs6+OQbGzjHCW0xwfTv/pMUkA3cgAvwotibyBCkARMHvLU8dw0noAFFhsqluNjZPIBX9zK47euh4jkABBNmTvyajgy9nY+TTncACq6NKnp5OYrj0L7iNIeKopsIQ6O3M8rOvj66Z5+INw6BfNsloqfnVYQQOV/cWMy24judRTid+fute1/2dXsoD3u48dSJ/OWVt0i6VdLFbqqcKUhAMtW63zoGLdDvxe3hnQTzC+lv78UbKMHhCGOaUUqKz31fdRZ++ctEnnqa9O7duKdPx7twwftup0QikRwOpPiVSI4CTreDqun5TN0W4p8JBRQBQsFtujGUFLpw0T2uEktLgQXh8vEon3+SM//yHd54K4KjdCK+aSeSV+qlwttDy9dvI+UpR/EWoHoLUf1FnOfO42NqgBSCFjPNbstgu0Njm2LRYQl2xk0yPvtfXknacjSGnVRBR6ELa5jw1YEMw+Pv7gpVUBrvpSzeTdJcR/3ET6Fp+QSy6YU1K40D2z0ggc47HQRS2KL3QKSzvzs0CxNB2FLpCtUyoWUPMa+Xl0tn4QEqUwJ3Vvyip7LCF9xtPrRoGufsQ3N5GERzCzIGdLf1s3fvXrxiPAD5JZXEVQ+pVBuR6CaCgRkARGODkR4Ozt8XhuL8Zgx73Aa6bReGdND+fGpdQAJSyQOIXytr+X2Pbg/74gnabjB5+dM49ZQVmGbyPbk87IvqclFx9110/OguCr963SHFW5ZIJJIjiRS/EslRJN+t44l4SegxXKYLXyxOU6CNAjGe5spKO+atqhIIBEBVCV5+F2df0AG+opzVFkqpuf8u+h9/gugLL5BYsT4bP1dBcfoQmRSFlkEhMB8FdDeK4uA7ZV/itVnzALj76f+mor0Dp2mgLfk+uMOEO7bx6Fu/RCgKTiuDikAASc1JwuFEFRYOK0PK4cZUNQxF4I61kvSV4cxGVlvYsZH5295i86ypzGyr55NvP4nTNHCZBgKFhMNF3OFCQeAyDZxWBpeZxmVmUIVFwuEk7nBjKQouM8Pu8ZfQlz8dKzCJlPN1Nk2fzn3P3I3fSHF38EpM9wkAOJRkboz1FQlAwzX54MXovjh9KpkINNa3YFkWLtXe3BfI9+EJnkpn5zN0dT43JH4PIbPbII53it9Ou/01pT6WpfpZEsrQ2ndgy28uycVhsPx6A7b41V0aqupEVZ3vu04A97RpVP3m14elLolEIjlcSPErkRxlAiJMghge001ZSyvN1d3gHE9zgb1kHgwGUdV9fGP9xSPq0CsqKPzXayj812sw+/rI9PQiUklEKoXidKK43ShZ/1wzGsWKxZiR1ngte/4JV36GsGVbfxM7vYgkuKdWUPWRrx9SX5J7/Gxq2qep5Xl4S0+C3l7Kpk5k3mknH/B80zTZvHkTtdOmo2kjM38Ful28sgXSgWk8+olPUOZxM2XZMgCqgsW0bLEtvy7XkFVx3MlfwXv6OALZcoeKJ+Ag3mYR7zcgAC7VhwH481zoeUvp7HyGzq7nqav7GrBPmLOD9PeFoc18Ztr+DAYtv1Wlfi5KNRJ0l9KKveFtfwxueDscbg+1c4rY9XYXtbMPLaGFRCKRfBCR4lciOcqUOYvooBlPxkN5awuBcAyKIJMVvKHQoaVl1cLhXGzVAzGzrQe2NOLVVGovuzS3DN31240kt/USWLoA39yRQvtATNszwKY7VuX+ttQMVnUt9PZSMG8e+aeffsDzDcOg78knCZ977ohQZwAh02LVt18jEQFnKp/ak6eQf/bZANTs7aR7vb2ZKlxkJzXw+SZSdun172uJ3Rty0k0SNbsZUaQ1QOAPu/EXnAmoRKObSSSacToLiUbtNvj9By9+R7g9dNlCNljopqsXXE67P8kDuT0MbnjbT5KLQ6F8Qph/uf29b3CTSCSSDxIyw5tEcpSp89ixSEPpAMXtHRR3R3CmhlLMhg9CyL4XFoR8aArMCXiHicPQR2sJnlODd+ahW/2KKgNoAVu0Ghpkutvp7bWjIbyfMGeDaJrKxAW2EJxUvIDT9xHTpS49t+EtL5TP3Dm/Z/asX71v39LB+MKa6UIRGpmUfQ1/ngunM59wyHa16Op6ju07bsUwetH1fHyH4PM7wu0hm9p4MNSay1UGQCrVmgsb906s7Ia3w+H2IJFIJMcTUvxKJEeZ0wpO48zmMzlzTwUO06SkDwq6hlJNHKrl92Cp9rh4fdFUfj9zeCIAvdRH8IxKFMehfx0oqkJoShiAtEPBYVk0Ndl+EH6//wBnHjxTFttCsHNXEpEZamOJU89teMvzO8nPPwmP571tctuXUKEt2lXLSWl+FQC6W8PpsRfKCovsDGUNu39GS8ufAYXp03+MprlGrW80cjGM0ybCEjm3h2DhoPgtAVQsK0X/wJpR6zicG94kEonkeEKKX4nkKDN3zlxOnXgqC7v6ACjtFRR0D4nfI2X5BVsA+xwjfWvfD5Pm2rGLDactRDMZe/fb4bD8gm1dLqjwY2UEz/9uC7vWdWKkTEr2sfwW+A9eeL4b+SV2lAMt48HaMQ6AYOGQdbWocAkAhtEDQG3t9RTkn3JI19g31FmsP42VEaiqgi8bj1lVnZSVXgjAli03YZqpEXW8nwxvEolEcjwjxa9EcpQJBoN86lOfojjr41o4wDDxe6Qsv0eKeXNLmPvJ8UyeYww7frjEL8DsJbYI3b2+i3/et4HffPMVNv1xO/6kLX6LA4cnOgFAYZk9/goqVkahpDbI0s9Nzb3v9dbi89mZygoKTqe25tpDvsagz286maG/03Zf8Oe7ULUhl42JE7+D01lEPF5Pw+6fDDs/FttJJLLRrks7fOMskUgkxwNyw5tEMkaoIdvCqAqOmuX3SKAoCictrWbt2h427hg6frjcHgCmnlROsMBD/bpOdr/dRaQnyc63Ohhc8K8MHT7rpy/gwVWQwYjBmZ+eweRFZSP8iCdPuo3Ozqeprf0qinLoNoRBF4ru5hiP/dROybyvdRlA18NMmXw76zd8iT17fkk4vIBw6AQikc2s3/AlMpkBPJ5qCgpOe489lUgkkuMTKX4lkjFCCwwlEdAzGU6vrSVVUkJ+/sFlCTvWKC4eihSh6zpO5+GzxgJUTM6jYnIep14ykY7dEbauaGXHqnacbkduo9jh4gv/76wDbpzLy1tIXt7C91x/SU2QmWeMY/vKNlJx200kr3SkBbeo6CxKSj5Oe/tjvP328PTAoeBcZs36JQ5H4D23QyKRSI5HpPiVSMYILThctCyaPh3v/Plj1Jr3T1FRUe714XR5eCeKYrsilNQGOfXSiQjsqBCH+xpHEs2hctqnJ3HyJyfQtKWHzsYI004uH7Xs5Em3YJoJ+vtXYxh2JI3i4nOZNvWHaJrc7CaRSCSHihS/EskYoQaH+/ZqHzBf33fidDrJz8+np6fniIrffVEPs+g92mgOlZqZhdRkw8wZhjGijK7nMXvWLwDIZKKYZiwbDUIikUgk74UP9p1DIvkA807L7zvF8AeRkhJblB1Of1/JEA6HXwpfiUQieZ9I8SuRjBFaMDj871BwPyU/OJSV2TF5P2gRKyQSiURy/CDdHiSSMULdZ8Ob4najuj/4/psLFixA0zRmzpw51k2RSCQSiWRUpPiVSMaIfS29H3R/30E8Hg8nn3zyWDdDIpFIJJL9It0eJJIxQg0M+fx+WMSvRCKRSCTHOlL8SiRjxL4+v1L8SiQSiURydJDiVyIZI7R9LL/qh2Czm0QikUgkHwSk+JVIxgjF6UTx2CltpeVXIpFIJJKjgxS/EskYMuj6oIXCY9sQiUQikUiOE6T4lUjGkMFEF9LyK5FIJBLJ0UGKX4lkDBnM6ibFr0QikUgkRwcpfiWSMcQ7bx7oOu6ZM8a6KRKJRCKRHBdI8SuRjCHF37iByW++gWf69LFuikQikUgkxwVS/EqOee69915qampwu90sWrSIlStXHrD8ww8/zJQpU3C73cycOZMnn3zyKLX0vaF6vWPdBIlEIpFIjhuk+JUc0/z5z3/mhhtu4JZbbmHNmjXMnj2bZcuW0dHRMWr5119/ncsuu4wvfOELrF27lgsvvJALL7yQjRs3HuWWSyQSiUQiORaR4ldyTHP33Xdz9dVX8/nPf55p06Zx33334fV6+c1vfjNq+f/+7//mnHPO4Vvf+hZTp07l9ttvZ968efzsZz87yi2XSCQSiURyLOIY6wZIJPsjnU6zevVqbrrpptwxVVVZunQpK1asGPWcFStWcMMNNww7tmzZMh599NFRy6dSKVKpVO7vgYEBAAzDwDCM99mD4QzWd7jr/SAjx2Q4cjxGIsdkJHJMRiLHZDjH43gcSl+l+JUcs3R1dWGaJiUlJcOOl5SUsHXr1lHPaWtrG7V8W1vbqOXvuOMObr311hHHn3nmGbxHyBf32WefPSL1fpCRYzIcOR4jkWMyEjkmI5FjMpzjaTzi8fhBl5XiV3Jcc9NNNw2zFPf391NVVcXixYsJBAKH9VqGYfDiiy9y5plnouv6Ya37g4ock+HI8RiJHJORyDEZiRyT4RyP4xGJRAAQQrxrWSl+JccshYWFaJpGe3v7sOPt7e2UlpaOek5paekhlXe5XLhcrtzfg24PtbW176fpEolEIpFIxoBIJELoXRJHSfErOWZxOp2ccMIJPP/881x44YUAWJbF888/z3XXXTfqOYsXL+b555/na1/7Wu7Ys88+y+LFiw/qmuXl5TQ1NREIBFAU5f12YRgDAwNUVlbS1NREMBg8rHV/UJFjMhw5HiORYzISOSYjkWMynONxPIQQRCIRysvL37WsFL+SY5obbriBK6+8kvnz57Nw4ULuueceYrEYn//85wG44oorqKio4I477gDg+uuv5/TTT+euu+7ivPPO46GHHmLVqlX88pe/PKjrqarKuHHjjlh/AILB4HHzZXSwyDEZjhyPkcgxGYkck5HIMRnO8TYe72bxHUSKX8kxzaWXXkpnZyff+973aGtrY86cOTz11FO5TW2NjY2o6lDEvpNOOok//elP/Md//Ac333wzEydO5NFHH2XGDJk+WCKRSCQSCSjiYDyDJRLJ+2ZgYIBQKER/f/9x9SR+IOSYDEeOx0jkmIxEjslI5JgMR47HgZFJLiSSo4TL5eKWW24ZtsHueEeOyXDkeIxEjslI5JiMRI7JcOR4HBhp+ZVIJBKJRCKRHDdIy69EIpFIJBKJ5LhBil+JRCKRSCQSyXGDFL8SiUQikUgkkuMGKX4lEolEIpFIJMcNUvxKJEeBe++9l5qaGtxuN4sWLWLlypVj3aSjxh133MGCBQsIBAIUFxdz4YUXsm3btmFlzjjjDBRFGfbzpS99aYxafOT5/ve/P6K/U6ZMyb2fTCa59tprKSgowO/3c/HFF49I2/1hoqamZsR4KIrCtddeCxwf8+Pll1/m4x//OOXl5SiKwqOPPjrsfSEE3/ve9ygrK8Pj8bB06VJ27NgxrExPTw+XX345wWCQcDjMF77wBaLR6FHsxeHlQGNiGAY33ngjM2fOxOfzUV5ezhVXXEFLS8uwOkabW3feeedR7snh493myec+97kR/T3nnHOGlfmwzZP3ghS/EskR5s9//jM33HADt9xyC2vWrGH27NksW7aMjo6OsW7aUeGll17i2muv5Y033uDZZ5/FMAzOPvtsYrHYsHJXX301ra2tuZ8f/OAHY9Tio8P06dOH9ffVV1/Nvff1r3+dxx57jIcffpiXXnqJlpYWLrroojFs7ZHlrbfeGjYWzz77LACf+tSncmU+7PMjFosxe/Zs7r333lHf/8EPfsBPfvIT7rvvPt588018Ph/Lli0jmUzmylx++eVs2rSJZ599lscff5yXX36Za6655mh14bBzoDGJx+OsWbOG7373u6xZs4a//e1vbNu2jfPPP39E2dtuu23Y3PnqV796NJp/RHi3eQJwzjnnDOvvgw8+OOz9D9s8eU8IiURyRFm4cKG49tprc3+bpinKy8vFHXfcMYatGjs6OjoEIF566aXcsdNPP11cf/31Y9eoo8wtt9wiZs+ePep7fX19Qtd18fDDD+eObdmyRQBixYoVR6mFY8v1118vxo8fLyzLEkIcf/MDEH//+99zf1uWJUpLS8UPf/jD3LG+vj7hcrnEgw8+KIQQYvPmzQIQb731Vq7MP//5T6Eoimhubj5qbT9SvHNMRmPlypUCEHv27Mkdq66uFj/+8Y+PbOPGiNHG5MorrxQXXHDBfs/5sM+Tg0VafiWSI0g6nWb16tUsXbo0d0xVVZYuXcqKFSvGsGVjR39/PwD5+fnDjv/xj3+ksLCQGTNmcNNNNxGPx8eieUeNHTt2UF5eTl1dHZdffjmNjY0ArF69GsMwhs2ZKVOmUFVVdVzMmXQ6zR/+8AeuuuoqFEXJHT/e5se+NDQ00NbWNmxOhEIhFi1alJsTK1asIBwOM3/+/FyZpUuXoqoqb7755lFv81jQ39+PoiiEw+Fhx++8804KCgqYO3cuP/zhD8lkMmPTwKPE8uXLKS4uZvLkyXz5y1+mu7s7956cJzaOsW6ARPJhpqurC9M0KSkpGXa8pKSErVu3jlGrxg7Lsvja177GySefzIwZM3LHP/OZz1BdXU15eTnr16/nxhtvZNu2bfztb38bw9YeORYtWsT999/P5MmTaW1t5dZbb+XUU09l48aNtLW14XQ6R9zAS0pKaGtrG5sGH0UeffRR+vr6+NznPpc7drzNj3cy+LmP9j0y+F5bWxvFxcXD3nc4HOTn5x8X8yaZTHLjjTdy2WWXDUvn+2//9m/MmzeP/Px8Xn/9dW666SZaW1u5++67x7C1R45zzjmHiy66iNraWurr67n55pv56Ec/yooVK9A07bifJ4NI8SuRSI4a1157LRs3bhzm3woM8zebOXMmZWVlLFmyhPr6esaPH3+0m3nE+ehHP5p7PWvWLBYtWkR1dTV/+ctf8Hg8Y9iysefXv/41H/3oRykvL88dO97mh+TQMAyDSy65BCEEP//5z4e9d8MNN+Rez5o1C6fTyb/+679yxx13fChT/37605/OvZ45cyazZs1i/PjxLF++nCVLloxhy44tpNuDRHIEKSwsRNO0ETv129vbKS0tHaNWjQ3XXXcdjz/+OC+++CLjxo07YNlFixYBsHPnzqPRtDEnHA4zadIkdu7cSWlpKel0mr6+vmFljoc5s2fPHp577jm++MUvHrDc8TY/Bj/3A32PlJaWjthEm8lk6Onp+VDPm0Hhu2fPHp599tlhVt/RWLRoEZlMht27dx+dBo4xdXV1FBYW5v5Xjtd58k6k+JVIjiBOp5MTTjiB559/PnfMsiyef/55Fi9ePIYtO3oIIbjuuuv4+9//zgsvvEBtbe27nrNu3ToAysrKjnDrjg2i0Sj19fWUlZVxwgknoOv6sDmzbds2GhsbP/Rz5re//S3FxcWcd955Byx3vM2P2tpaSktLh82JgYEB3nzzzdycWLx4MX19faxevTpX5oUXXsCyrNzDwoeNQeG7Y8cOnnvuOQoKCt71nHXr1qGq6oil/w8re/fupbu7O/e/cjzOk1EZ6x13EsmHnYceeki4XC5x//33i82bN4trrrlGhMNh0dbWNtZNOyp8+ctfFqFQSCxfvly0trbmfuLxuBBCiJ07d4rbbrtNrFq1SjQ0NIh//OMfoq6uTpx22mlj3PIjxze+8Q2xfPly0dDQIF577TWxdOlSUVhYKDo6OoQQQnzpS18SVVVV4oUXXhCrVq0SixcvFosXLx7jVh9ZTNMUVVVV4sYbbxx2/HiZH5FIRKxdu1asXbtWAOLuu+8Wa9euzUUuuPPOO0U4HBb/+Mc/xPr168UFF1wgamtrRSKRyNVxzjnniLlz54o333xTvPrqq2LixInisssuG6suvW8ONCbpdFqcf/75Yty4cWLdunXDvltSqZQQQojXX39d/PjHPxbr1q0T9fX14g9/+IMoKioSV1xxxRj37L1zoDGJRCLim9/8plixYoVoaGgQzz33nJg3b56YOHGiSCaTuTo+bPPkvSDFr0RyFPjpT38qqqqqhNPpFAsXLhRvvPHGWDfpqAGM+vPb3/5WCCFEY2OjOO2000R+fr5wuVxiwoQJ4lvf+pbo7+8f24YfQS699FJRVlYmnE6nqKioEJdeeqnYuXNn7v1EIiG+8pWviLy8POH1esUnPvEJ0draOoYtPvI8/fTTAhDbtm0bdvx4mR8vvvjiqP8nV155pRDCDnf23e9+V5SUlAiXyyWWLFkyYqy6u7vFZZddJvx+vwgGg+Lzn/+8iEQiY9Cbw8OBxqShoWG/3y0vvviiEEKI1atXi0WLFolQKCTcbreYOnWq+K//+q9hQvCDxoHGJB6Pi7PPPlsUFRUJXddFdXW1uPrqq0cYWj5s8+S9oAghxFEwMEskEolEIpFIJGOO9PmVSCQSiUQikRw3SPErkUgkEolEIjlukOJXIpFIJBKJRHLcIMWvRCKRSCQSieS4QYpfiUQikUgkEslxgxS/EolEIpFIJJLjBil+JRKJRCKRSCTHDVL8SiQSiURyAJYvX46iKPT19Y11UyQSyWFAil+JRCKRSCQSyXGDFL8SiUQikUgkkuMGKX4lEolEckxjWRZ33HEHtbW1eDweZs+ezV//+ldgyCXhiSeeYNasWbjdbk488UQ2btw4rI5HHnmE6dOn43K5qKmp4a677hr2fiqV4sYbb6SyshKXy8WECRP49a9/PazM6tWrmT9/Pl6vl5NOOolt27Yd2Y5LJJIjghS/EolEIjmmueOOO3jggQe477772LRpE1//+tf57Gc/y0svvZQr861vfYu77rqLt956i6KiIj7+8Y9jGAZgi9ZLLrmET3/602zYsIHvf//7fPe73+X+++/PnX/FFVfw4IMP8pOf/IQtW7bwi1/8Ar/fP6wd3/nOd7jrrrtYtWoVDoeDq6666qj0XyKRHF4UIYQY60ZIJBKJRDIaqVSK/Px8nnvuORYvXpw7/sUvfpF4PM4111zDmWeeyUMPPcSll14KQE9PD+PGjeP+++/nkksu4fLLL6ezs5Nnnnkmd/6///u/88QTT7Bp0ya2b9/O5MmTefbZZ1m6dOmINixfvpwzzzyT5557jiVLlgDw5JNPct5555FIJHC73Ud4FCQSyeFEWn4lEolEcsyyc+dO4vE4Z511Fn6/P/fzwAMPUF9fnyu3rzDOz89n8uTJbNmyBYAtW7Zw8sknD6v35JNPZseOHZimybp169A0jdNPP/2AbZk1a1budVlZGQAdHR3vu48SieTo4hjrBkgkEolEsj+i0SgATzzxBBUVFcPec7lcwwTwe8Xj8RxUOV3Xc68VRQFsf2SJRPLBQlp+JRKJRHLMMm3aNFwuF42NjUyYMGHYT2VlZa7cG2+8kXvd29vL9u3bmTp1KgBTp07ltddeG1bva6+9xqRJk9A0jZkzZ2JZ1jAfYolE8uFFWn4lEolEcswSCAT45je/yde//nUsy+KUU06hv7+f1157jWAwSHV1NQC33XYbBQUFlJSU8J3vfIfCwkIuvPBCAL7xjW+wYMECbr/9di699FJWrFjBz372M/7nf/4HgJqaGq688kquuuoqfvKTnzB79mz27NlDR0cHl1xyyVh1XSKRHCGk+JVIJBLJMc3tt99OUVERd9xxB7t27SIcDjNv3jxuvvnmnNvBnXfeyfXXX8+OHTuYM2cOjz32GE6nE4B58+bxl7/8he9973vcfvvtlJWVcdttt/G5z30ud42f//zn3HzzzXzlK1+hu7ubqqoqbr755rHorkQiOcLIaA8SiUQi+cAyGImht7eXcDg81s2RSCQfAKTPr0QikUgkEonkuEGKX4lEIpFIJBLJcYN0e5BIJBKJRCKRHDdIy69EIpFIJBKJ5LhBil+JRCKRSCQSyXGDFL8SiUQikUgkkuMGKX4lEolEIpFIJMcNUvxKJBKJRCKRSI4bpPiVSCQSiUQikRw3SPErkUgkEolEIjlukOJXIpFIJBKJRHLcIMWvRCKRSCQSieS44f8HzQKRXrN52QgAAAAASUVORK5CYII=", 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" ] @@ -43,7 +43,7 @@ } ], "source": [ - "iris = pd.read_csv(\"./result/mnist/06-03-18-30_50_200_0.35_0.8_0.7_acc.csv\", header=None)\n", + "iris = pd.read_csv(\"./result/mnist/06-05-22-40_50_200_0.25_0.5_0.5_acc.csv\", header=None)\n", "print(iris.shape)\n", "\n", "loss = []\n", @@ -75,7 +75,6 @@ "plt.show()\n", "plt.clf()\n", "plt.clf()\n", - "\n", "plt.close()" ] }, diff --git a/pso/optimizer.py b/pso/optimizer.py index 9274692..5690081 100644 --- a/pso/optimizer.py +++ b/pso/optimizer.py @@ -56,7 +56,7 @@ class Optimizer: self.c1 = c1 # global rate - 전역 최적값 관성 수치 self.w_min = w_min # 최소 관성 수치 self.w_max = w_max # 최대 관성 수치 - + self.negative_swarm = negative_swarm # 최적해와 반대로 이동할 파티클 비율 - 0 ~ 1 사이의 값 self.g_best_score = 0 # 최고 점수 - 시작은 0으로 초기화 self.g_best = None # 최고 점수를 받은 가중치 self.g_best_ = None # 최고 점수를 받은 가중치 - 값의 분산을 위한 변수 @@ -74,6 +74,22 @@ class Optimizer: else: self.particles[i] = Particle(m, loss, negative=False) gc.collect() + + def __del__(self): + del self.model + del self.loss + del self.n_particles + del self.particles + del self.c0 + del self.c1 + del self.w_min + del self.w_max + del self.negative_swarm + del self.g_best_score + del self.g_best + del self.g_best_ + del self.avg_score + gc.collect() """ Args: @@ -160,6 +176,8 @@ class Optimizer: check_point: int = None, ): self.save_path = save_path + self.empirical_balance = empirical_balance + self.Dispersion = Dispersion self.renewal = renewal if renewal == "acc": @@ -180,7 +198,7 @@ class Optimizer: print(e) sys.exit(1) - for i in tqdm(range(self.n_particles), desc="Initializing Particles"): + for i in tqdm(range(self.n_particles), desc="Initializing velocity"): p = self.particles[i] local_score = p.get_score(x, y, renewal=renewal) @@ -364,6 +382,9 @@ class Optimizer: "w_min": self.w_min, "w_max": self.w_max, "loss_method": self.loss, + "empirical_balance": self.empirical_balance, + "Dispersion": self.Dispersion, + "negative_swarm": self.negative_swarm, "renewal": self.renewal, } diff --git a/pso/particle.py b/pso/particle.py index 7556544..780ffa7 100644 --- a/pso/particle.py +++ b/pso/particle.py @@ -21,6 +21,15 @@ class Particle: del i_w_, s_, l_ del init_weights gc.collect() + + def __del__(self): + del self.model + del self.loss + del self.velocities + del self.negative + del self.best_score + del self.best_weights + gc.collect() """ Returns: