{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"GAN_MNIST.ipynb","provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"markdown","metadata":{"id":"ahIDpzwk4Pff"},"source":["# Παγαγωγικά Δίκτυα Μάθησης με Αντιπαλότητα - Generative Adversarial Networks (GAN)"]},{"cell_type":"markdown","metadata":{"id":"ylNh3I_84oWp"},"source":["Όπως είπαμε και στη διάλεξη, τα Παραγωγικά Δίκτυα Μάθησης με Αντιπαλότητα - Generative Adversarial Networks (GAN) είναι ένα παραγωγικό (generative) σύστημα μηχανικής μάθησης το οποίο [προτάθηκε από τον Goodfellow το 2014](https://arxiv.org/abs/1406.2661), και αποτελείται από δύο διακριτά νευρωνικά δίκτυα:\n","1. Τον γεννήτορα (generator), ο οποίος προσπαθεί να δημιουργήσει νέα δείγματα δεδομένων, όμοια προς τα υπάρχοντα\n","2. Τον διευκρινιστή (discriminator), ο οποίος καλείται να αναγνωρίσει αν ένα δείγμα δεδομένων είναι \"αληθινό\" ή \"ψεύτικο\"\n","\n","Η είσοδος του δικτύου του γεννήτορα είναι μια σειρά τυχαίων αριθμών (θορύβου), τα οποία καλούνται λανθάνοντα δείγματα (latent samples). Όπως είπαμε και παραπάνω, ο γεννήτορας προσπαθεί να δημιουργήσει δείγματα, τα οποία τελικά προέρχονται από την επιθυμητή κατανομή των δεδομένων. Ο θόρυβος που λαμβάνει στην είσοδό του διέρχεται μέσω των διαφορίσημων συναρτήσεων ενεργοποίησης του δικτύου και μετασχηματίζεται, μέσω της εκπαίδευσης, με τέτοιο τρόπο έτσι ώστε στην έξοδό του να παράξει \"ρεαλιστικά δεδομένα\". Άρα, στη συγκεκριμένη περίπτωση, ο ρόλος της εισόδου είναι η εισαγωγή τυχαιότητας στο σύστημα, η οποία επιτρέπει στον γεννήτορα να παράξει εξόδους που θα καλύπτουν όλο το εύρος των υπό εξέταση δεδομένων.\n","\n","Το δίκτυο του διευκρινιστή από την άλλη αποτελείται από έναν ταξινομητή, ο οποίος εκπαιδεύεται μέσω επιβλεπόμενης μάθησης σε ένα dataset και μαθαίνει να αναγνωρίζει αν η έξοδος που παράγει ο γεννήτορας ανταποκρίνεται στα δεδομένα στα οποία έχει εκπαιδευτεί ο διευκρινιστής ή όχι.\n","\n","Η εκπαίδευση ενός GAN προσομοιάζει με ένα παιχνίδι minimax. Ο γεννήτορας προσπαθεί να μάθει να δημιουργεί δεδομένα με τέτοιο τρόπο που ο διευκρινιστής δε θα μπορεί πλέον να αναγνωρίζει αν είναι ψεύτικα ή όχι. Ο ανταγωνισμός αυτός μεταξύ των δύο δικτύων βελτιώνει τη δυνατότητα μάθησης του συνολικού δικτύου, μέχρις ότου ο γεννήτορας μάθει να δημιουργεί \"ρεαλιστικά\" δεδομένα.\n","\n","Στο συγκεκριμένο notebook θα δούμε πως μπορούμε να χρησιμοποιήσουμε τα GANs για την παραγωγή εικόνων ψηφίων, παρόμοιων με αυτά που υπάρχουν στο γνωστό μας [MNIST dataset](http://yann.lecun.com/exdb/mnist/).\n","\n","Για την ταχύτερη εκτέλεση του κώδικα, στην περίπτωση που χρησιμοποιείτε Google Colaboratory, συστήνεται να επιλέξετε τις κάρτες γραφικών ως τον επιταχυντή υλικού (hardware accelerator). Αυτό επιτυγχάνεται επιλέγοντας το μενού Runtime και στη συνέχεια το υπομενού Change Runtime type. Στο νέο παράθυρο που θα εμφανιστεί επιλέγουμε GPU στο hardware accelerator και κατόπιν Save.\n","\n","Η εκπαίδευση των GANs στα κελιά που θα ακολουθήσουν θα χρειαστεί κάποιο χρόνο, οπότε ενδέχεται να εμφανιστεί παράθυρο σφάλματος με τίτλο “Runtime disconnected” και μήνυμα “The connection to the runtime has timed out”. Σε αυτή την περίπτωση πατάμε “Reconnect” και συνδεόμαστε ξανά με το περιβάλλον εκτέλεση του κώδικα."]},{"cell_type":"markdown","metadata":{"id":"cGnrlzdR4o2E"},"source":["## Βιβλιοθήκες"]},{"cell_type":"markdown","metadata":{"id":"kwWhAx4x4rwA"},"source":["Ξεκινάμε εισάγοντας τις βιβλιοθήκες που πρόκειται να χρησιμοποιήσουμε (κυρίως το submodule *keras* του tensorflow και δευτερευόντως το *scikit-learn,* το *numpy* και το *matplotlib*)"]},{"cell_type":"code","metadata":{"id":"KMUh7XVTB9cZ"},"source":["from tensorflow import GradientTape, ones_like, zeros_like, function\n","from tensorflow import print as tfprint\n","from tensorflow.data import Dataset\n","\n","from tensorflow.keras.datasets import mnist\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import BatchNormalization, Dense, LeakyReLU\n","from tensorflow.keras.losses import BinaryCrossentropy\n","from tensorflow.keras.optimizers import Adam\n","from tensorflow.keras.initializers import RandomNormal\n","from tensorflow.random import normal\n","\n","from sklearn.preprocessing import MinMaxScaler\n","\n","import numpy as np\n","import matplotlib.pyplot as plt\n","\n","# Θέτουμε σπορά (seed) στη γεννήτρια ψευδο-τυχαίων αριθμών για να λάβουμε\n","# ίδια αποτελέσματα\n","\n","np.random.seed(2022)\n","%matplotlib inline"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"mNiHYFnC46mx"},"source":["### Dataset"]},{"cell_type":"markdown","metadata":{"id":"ykgfTWAg4_Fz"},"source":["Αρχικά φορτώνουμε το MNIST Dataset"]},{"cell_type":"code","metadata":{"id":"1bBkp_s_CXSI","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1642515011470,"user_tz":-120,"elapsed":1066,"user":{"displayName":"Γιώργος Αλεξανδρίδης","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgfDSCm-2HDq--FfHt6Ft2fto7zbGbX0DAJENzBlw=s64","userId":"16422904839632337525"}},"outputId":"0a654a57-89bb-41f0-fdc6-830aedcb5274"},"source":["# Φόρτωση συνόλου δεδομένων\n","(X_train, y_train), (X_test, y_test) = mnist.load_data()"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n","11493376/11490434 [==============================] - 0s 0us/step\n","11501568/11490434 [==============================] - 0s 0us/step\n"]}]},{"cell_type":"markdown","metadata":{"id":"RuFbCgzw5F0d"},"source":["Ας δούμε μια χαρακτηριστική εικόνα (ψηφίο) για την κάθε ετικέτα"]},{"cell_type":"code","metadata":{"id":"blRzwHQyCaik","colab":{"base_uri":"https://localhost:8080/","height":248},"executionInfo":{"status":"ok","timestamp":1642515017273,"user_tz":-120,"elapsed":1101,"user":{"displayName":"Γιώργος Αλεξανδρίδης","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgfDSCm-2HDq--FfHt6Ft2fto7zbGbX0DAJENzBlw=s64","userId":"16422904839632337525"}},"outputId":"08f6ed4b-41bc-4111-9890-0268c1c59524"},"source":["fig = plt.figure()\n","for i in range(10):\n"," plt.subplot(2, 5, i+1)\n"," x_y = X_train[y_train == i]\n"," plt.imshow(x_y[0], cmap='gray', interpolation='none')\n"," plt.title(\"Κλάση %d\" % (i))\n"," plt.xticks([])\n"," plt.yticks([])\n"," \n","plt.tight_layout()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"6ZtELO055Vbj"},"source":["Μετασχηματίζουμε τις εικόνες από πίνακα $28\\times28$ pixels σε να διάνυσμα $784$ χαρακτηριστικών. Επίσης τους αλλάζουμε κλίμακα, απεικονίζοντάς τες γραμμικά από το $[0, 255]$ στο $[0,1]$ με την χρήση του [MinMaxScaler](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.MinMaxScaler.html) του scikit-learn"]},{"cell_type":"code","metadata":{"id":"AIKGvszwClO3","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1642515042985,"user_tz":-120,"elapsed":723,"user":{"displayName":"Γιώργος Αλεξανδρίδης","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgfDSCm-2HDq--FfHt6Ft2fto7zbGbX0DAJENzBlw=s64","userId":"16422904839632337525"}},"outputId":"5763a278-b3c5-4d5c-a451-ebf5c731d323"},"source":["print('Μέγεθος X_train:', X_train.shape)\n","\n","# Μετασχηματισμός εισόδου\n","X_train = X_train.reshape(60000, 28*28)\n","# Κανονικοποίηση εισόδου\n","scaler = MinMaxScaler(feature_range=(0,1))\n","\n","X_train_scaled = scaler.fit_transform(X_train)\n","\n","print('Μέγεθος X_train_scaled:', X_train_scaled.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Μέγεθος X_train: (60000, 28, 28)\n","Μέγεθος X_train_scaled: (60000, 784)\n"]}]},{"cell_type":"markdown","metadata":{"id":"HFFToN2aza_T"},"source":["## Simple GAN"]},{"cell_type":"markdown","metadata":{"id":"Juam1nPdTv_N"},"source":[""]},{"cell_type":"markdown","metadata":{"id":"3hSHeVNOVGuM"},"source":["Η αντικειμενική συνάρτηση που προσπαθεί να βελτιστοποιήσει το απλό GAN είναι η παρακάτω:\n","\n"," $ \\underset{\\theta_{g}}{min} \\: \\underset{\\theta_{d}}{max} V(D,G) = \\mathbb{E}_{x\\sim p_{data}(x)} D_{\\theta_{d}}(x) + \\mathbb{E}_{z\\sim p_{z}(z)} D_{\\theta_{d}}(G_{\\theta_{g}}(z))$\n"," \n","\n","* Ο διευκρινιστής $D$ θέλει να μεγιστοποιήσει την αντικειμενική συνάρτηση όσον αφορά τις παραμέτρους του ($\\theta_d$), έτσι ώστε το $D(x)$ να είναι κατά το δυνατόν εγγύτερα στο $1$ (αληθινά δεδομένα) και το $D(G(z))$ κοντά στο $0$ (ψευδή δεδομένα)\n","* Ο γεννήτορας $G$ θέλει να ελαχιστοποιήσει την αντικειμενική συνάρτηση όσον αφορά τις παραμέτρους του ($\\theta_g$), έτσι ώστε το $D(G(z))$ να είναι εγγύτερα στο $1$\n","\n","Ξεκινάμε ορίζοντας το μέγεθος του χώρου των λανθανουσών μεταβλητών $z$, ο οποίος πρόκειται να είναι ένα διάνυσμα μεγέθους $100$ χαρακτηριστικών "]},{"cell_type":"code","metadata":{"id":"t1uF-PKzCwDQ"},"source":["# Διάσταση χώρου λανθανουσών μεταβλητών\n","latent_dim = 100\n","\n","# Διάστσαη εικόνας 28x28\n","img_dim = 28*28"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pr8P9d7JZd9n"},"source":["Το δίκτυο του γεννήτορα είναι ένα πλήρως διασυνδεδεμένο βαθύ δίκτυο $3$ κρυφών επιπέδων, μεγέθους $128, 256$ και $512$ νευρώνων αντίστοιχα."]},{"cell_type":"code","metadata":{"id":"IQQCQqH1xxu3","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1642515191171,"user_tz":-120,"elapsed":3026,"user":{"displayName":"Γιώργος Αλεξανδρίδης","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgfDSCm-2HDq--FfHt6Ft2fto7zbGbX0DAJENzBlw=s64","userId":"16422904839632337525"}},"outputId":"38d3cd0b-9627-4237-b128-b0d4f6cf24e2"},"source":["# Δίκτυο γεννήτορα\n","generator = Sequential([\n"," # Πρώτο κρυφό επίπεδο\n"," Dense(128, \n"," input_shape=(latent_dim,), \n"," kernel_initializer=RandomNormal(stddev=0.02), \n"," activation=LeakyReLU(alpha=0.2), name=\"hidden1\"\n"," ),\n"," BatchNormalization(momentum=0.8, name=\"normalization1\"),\n"," \n"," # Δεύτερο κρυφό επίπεδο\n"," Dense(256, activation=LeakyReLU(alpha=0.2), name=\"hidden2\"),\n"," BatchNormalization(momentum=0.8, name=\"normalization2\"),\n"," \n"," # Τρίτο κρυφό επίπεδο\n"," Dense(512, activation=LeakyReLU(alpha=0.2), name=\"hidden3\"),\n"," BatchNormalization(momentum=0.8, name=\"normalization3\"),\n"," \n"," # Επίπεδο εξόδου\n"," Dense(img_dim, activation='sigmoid', name=\"output\")\n","], name=\"Simple_GAN_generator\")\n","\n","# Εμφάνιση σύνοψης δικτύου \n","generator.summary()"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"Simple_GAN_generator\"\n","_________________________________________________________________\n"," Layer (type) Output Shape Param # \n","=================================================================\n"," hidden1 (Dense) (None, 128) 12928 \n"," \n"," normalization1 (BatchNormal (None, 128) 512 \n"," ization) \n"," \n"," hidden2 (Dense) (None, 256) 33024 \n"," \n"," normalization2 (BatchNormal (None, 256) 1024 \n"," ization) \n"," \n"," hidden3 (Dense) (None, 512) 131584 \n"," \n"," normalization3 (BatchNormal (None, 512) 2048 \n"," ization) \n"," \n"," output (Dense) (None, 784) 402192 \n"," \n","=================================================================\n","Total params: 583,312\n","Trainable params: 581,520\n","Non-trainable params: 1,792\n","_________________________________________________________________\n"]}]},{"cell_type":"markdown","metadata":{"id":"1XHoltUOZy-e"},"source":["Το δίκτυο του διευκρινιστή έχει αντίστοιχη δομή με αυτή του γεννήτορα, με τη διαφορά πως αλλάζει η είσοδος και η έξοδος."]},{"cell_type":"code","metadata":{"id":"_Tg3cZJuDeGD","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1642515205827,"user_tz":-120,"elapsed":299,"user":{"displayName":"Γιώργος Αλεξανδρίδης","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgfDSCm-2HDq--FfHt6Ft2fto7zbGbX0DAJENzBlw=s64","userId":"16422904839632337525"}},"outputId":"715e4c83-1f56-40b4-c139-a5390c0442da"},"source":["# Δίκτυο διευκρινιστή\n","discriminator = Sequential([\n"," # Πρώτο κρυφό επίπεδο\n"," Dense(128, \n"," input_shape=(img_dim,), \n"," kernel_initializer=RandomNormal(stddev=0.02), \n"," activation=LeakyReLU(alpha=0.2), name=\"hidden1\"\n"," ),\n","\n"," # Δεύτερο κρυφό επίπεδο\n"," Dense(256, activation=LeakyReLU(alpha=0.2), name=\"hidden2\"),\n"," \n"," # Τρίτο κρυφό επίπεδο\n"," Dense(512, activation=LeakyReLU(alpha=0.2), name=\"hidden3\"),\n","\n"," # Επίπεδο εξόδου\n"," Dense(img_dim, activation='sigmoid', name=\"output\")\n","], name=\"Simple_GAN_discriminator\")\n","\n","# Εμφάνιση σύνοψης δικτύου \n","discriminator.summary()"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"Simple_GAN_discriminator\"\n","_________________________________________________________________\n"," Layer (type) Output Shape Param # \n","=================================================================\n"," hidden1 (Dense) (None, 128) 100480 \n"," \n"," hidden2 (Dense) (None, 256) 33024 \n"," \n"," hidden3 (Dense) (None, 512) 131584 \n"," \n"," output (Dense) (None, 784) 402192 \n"," \n","=================================================================\n","Total params: 667,280\n","Trainable params: 667,280\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}]},{"cell_type":"markdown","metadata":{"id":"B-179zf0aN4n"},"source":["Με βάση την αντικειμενική συνάρτηση που ορίσαμε παραπάνω, έχουμε δύο εναλλασσόμενα στάδια εκπαίδευσης.\n","\n","1. Ανάβαση κλισης (μεγιστοποίηση) για τον διευκρινιστή
\n","$ \\underset{\\theta_{d}}{max} \\left[\\mathbb{E}_{x\\sim p_{data}(x)} D_{\\theta_{d}}(x) + \\mathbb{E}_{z\\sim p_{z}(z)}D_{\\theta_{d}}(G_{\\theta_{g}}(z))\\right]$\n","\n","2. Κατάβαση κλισης (ελαχιστοποίηση) για τον γεννήτορα
\n","$ \\underset{\\theta_{g}}{min} \\left[\\mathbb{E}_{z\\sim p_{z}(z)} D_{\\theta_{d}}(G_{\\theta_{g}}(z))\\right]$\n","\n","Ο γεννήτορας δηλαδή, προσπαθεί να ελαχιστοποιήσει την πιθανότητα ο διευκρινιστής να είναι σωστός. Αυτό το επιτυγχάνει παράγοντας κατά το δυνατόν ρεαλιστικά δεδομένα, έτσι ώστα να \"ξεγελά\" τον διευκρινιστή. Συνεπώς, σε αυτή την περίπτωση, η συνάρτηση απώλειας που χρησιμοποιείται είναι η $D(G(z))$.\n","\n","Ο διευκρινιστής, από την άλλη, εκπαιδεύεται κανονικά όπως ένας ταξινομητής, στο να αναγνωρίζει αν η είσοδός του είναι αληθής η ψευδής. \n","\n","Πλέον, είμαστε έτοιμοι να εκπαιδεύσουμε το συνολικό GAN για 50 εποχές και για μέγεθος δέσμης (`batch_size`) 16. Ανά 10 εποχές εκπαίδευσης, θα ελέγχουμε οπτικά την ποιότητα των εικόνων που παράγει ο γεννήτορας."]},{"cell_type":"code","source":["def plot_images(imgs):\n"," \"\"\"\n"," Εμφάνιση εικόνων σε πλέγμα 2 επί 5\n"," \"\"\"\n"," for i in range(imgs.shape[0]):\n"," plt.subplot(2, 5, i+1)\n"," plt.imshow(imgs[i].numpy().reshape(28,28), cmap='gray')\n"," plt.xticks([])\n"," plt.yticks([])\n","\n"," plt.tight_layout()\n"," plt.show()\n","\n","\n","@function\n","def train_step(images):\n"," \"\"\"\n"," Βήμα εκπαίδευσης (επεξεργασία batch_size το πλήθος εικόνες)\n"," \"\"\"\n"," noise = normal([batch_size, latent_dim])\n","\n"," with GradientTape() as gen_tape, GradientTape() as disc_tape:\n"," generated_images = generator(noise, training=True)\n","\n"," real_output = discriminator(images, training=True)\n"," fake_output = discriminator(generated_images, training=True)\n","\n"," gen_loss = cross_entropy(ones_like(fake_output), fake_output)\n"," disc_loss = cross_entropy(zeros_like(fake_output), fake_output) + \\\n"," cross_entropy(ones_like(real_output), real_output)\n","\n","\n"," gradients_of_generator = gen_tape.gradient(\n"," gen_loss, generator.trainable_variables\n"," )\n"," \n"," gradients_of_discriminator = disc_tape.gradient(\n"," disc_loss, discriminator.trainable_variables\n"," )\n","\n"," generator_optimizer.apply_gradients(\n"," zip(gradients_of_generator, generator.trainable_variables)\n"," )\n"," \n"," discriminator_optimizer.apply_gradients(\n"," zip(gradients_of_discriminator, discriminator.trainable_variables)\n"," )\n","\n"," return gen_loss, disc_loss\n","\n","\n","\n","epochs = 50\n","batch_size = 16\n","samples = 10\n","\n","# Συνάτηση απώλειας (δυαδική διασταυρούμενη εντροπία)\n","cross_entropy = BinaryCrossentropy(from_logits=True)\n","\n","# Βελτιστοποιητής (Adam και για τα δύο δίκτυα)\n","generator_optimizer = Adam(1e-4)\n","discriminator_optimizer = Adam(1e-4)\n","\n","# Δημιουργία συνόλου δεδομένων εκπαίδευσης από τις μετασχηματισμένες εικόνες\n","# και παροχή του στα δίκτυα αν batch_size πλήθος εικόνων\n","train_dataset = Dataset.from_tensor_slices(X_train_scaled).batch(batch_size)\n","\n","d_losses = []\n","g_losses = []\n","\n","print('Παραγόμενες εικόνες γεννήτορα (πριν την εκπαίδευση')\n","plot_images(generator(normal([samples, latent_dim]), training=False))\n","\n","for epoch in range(1, epochs + 1):\n"," for image_batch in train_dataset:\n"," g_loss, d_loss = train_step(image_batch)\n","\n"," g_losses.append(g_loss)\n"," d_losses.append(d_loss)\n"," tfprint(f'Εποχή: {epoch}/{epochs}, Απώλεια Γεννήτορα: {g_loss:.3f}, Απώλεια Διευκρινιστή: {d_loss:.3f}')\n","\n"," if epoch % 10 == 0:\n"," plot_images(generator(normal([samples, latent_dim]), training=False))"],"metadata":{"id":"HTfJO0gUJQbt","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1642516188786,"user_tz":-120,"elapsed":883021,"user":{"displayName":"Γιώργος Αλεξανδρίδης","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgfDSCm-2HDq--FfHt6Ft2fto7zbGbX0DAJENzBlw=s64","userId":"16422904839632337525"}},"outputId":"25574741-0c0a-4d4f-9b4a-6385b7a9fb1a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Παραγόμενες εικόνες γεννήτορα (πριν την εκπαίδευση\n"]},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1096: UserWarning: \"`binary_crossentropy` received `from_logits=True`, but the `output` argument was produced by a sigmoid or softmax activation and thus does not represent logits. Was this intended?\"\n"," return dispatch_target(*args, **kwargs)\n"]},{"output_type":"stream","name":"stdout","text":["Εποχή: 1/50, Απώλεια Γεννήτορα: 4.628, Απώλεια Διευκρινιστή: 0.110\n","Εποχή: 2/50, Απώλεια Γεννήτορα: 2.696, Απώλεια Διευκρινιστή: 0.286\n","Εποχή: 3/50, Απώλεια Γεννήτορα: 3.560, Απώλεια Διευκρινιστή: 0.299\n","Εποχή: 4/50, Απώλεια Γεννήτορα: 4.282, Απώλεια Διευκρινιστή: 0.320\n","Εποχή: 5/50, Απώλεια Γεννήτορα: 2.944, Απώλεια Διευκρινιστή: 0.124\n","Εποχή: 6/50, Απώλεια Γεννήτορα: 2.816, Απώλεια Διευκρινιστή: 0.270\n","Εποχή: 7/50, Απώλεια Γεννήτορα: 3.025, Απώλεια Διευκρινιστή: 0.153\n","Εποχή: 8/50, Απώλεια Γεννήτορα: 2.777, Απώλεια Διευκρινιστή: 0.212\n","Εποχή: 9/50, Απώλεια Γεννήτορα: 2.215, Απώλεια Διευκρινιστή: 0.171\n","Εποχή: 10/50, Απώλεια Γεννήτορα: 2.631, Απώλεια Διευκρινιστή: 0.218\n"]},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Εποχή: 11/50, Απώλεια Γεννήτορα: 2.698, Απώλεια Διευκρινιστή: 0.230\n","Εποχή: 12/50, Απώλεια Γεννήτορα: 2.689, Απώλεια Διευκρινιστή: 0.209\n","Εποχή: 13/50, Απώλεια Γεννήτορα: 2.102, Απώλεια Διευκρινιστή: 0.372\n","Εποχή: 14/50, Απώλεια Γεννήτορα: 2.172, Απώλεια Διευκρινιστή: 0.453\n","Εποχή: 15/50, Απώλεια Γεννήτορα: 1.870, Απώλεια Διευκρινιστή: 0.386\n","Εποχή: 16/50, Απώλεια Γεννήτορα: 2.122, Απώλεια Διευκρινιστή: 0.446\n","Εποχή: 17/50, Απώλεια Γεννήτορα: 2.482, Απώλεια Διευκρινιστή: 0.328\n","Εποχή: 18/50, Απώλεια Γεννήτορα: 2.268, Απώλεια Διευκρινιστή: 0.446\n","Εποχή: 19/50, Απώλεια Γεννήτορα: 1.730, Απώλεια Διευκρινιστή: 0.576\n","Εποχή: 20/50, Απώλεια Γεννήτορα: 2.238, Απώλεια Διευκρινιστή: 0.495\n"]},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Εποχή: 21/50, Απώλεια Γεννήτορα: 2.240, Απώλεια Διευκρινιστή: 0.413\n","Εποχή: 22/50, Απώλεια Γεννήτορα: 1.946, Απώλεια Διευκρινιστή: 0.753\n","Εποχή: 23/50, Απώλεια Γεννήτορα: 2.083, Απώλεια Διευκρινιστή: 0.521\n","Εποχή: 24/50, Απώλεια Γεννήτορα: 1.894, Απώλεια Διευκρινιστή: 0.539\n","Εποχή: 25/50, Απώλεια Γεννήτορα: 2.167, Απώλεια Διευκρινιστή: 0.505\n","Εποχή: 26/50, Απώλεια Γεννήτορα: 1.942, Απώλεια Διευκρινιστή: 0.460\n","Εποχή: 27/50, Απώλεια Γεννήτορα: 2.084, Απώλεια Διευκρινιστή: 0.403\n","Εποχή: 28/50, Απώλεια Γεννήτορα: 2.028, Απώλεια Διευκρινιστή: 0.359\n","Εποχή: 29/50, Απώλεια Γεννήτορα: 2.136, Απώλεια Διευκρινιστή: 0.346\n","Εποχή: 30/50, Απώλεια Γεννήτορα: 1.734, Απώλεια Διευκρινιστή: 0.484\n"]},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAagAAADPCAYAAACgNEWWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOyd6ZNcV3n/v/f27X1fp3t69lXSjBZblmTZwjZewIaYODGQKlJhywuyvqGSyov8C6lU5U3yIoQKUITUDwMFNjZlsI2xLNlaLcmakWbfu6f3fbu3+/5eKM/R7dFIlqyRptVzPlUqhDVL9+lzz/c8u6CqKjgcDofDaTXE7X4BHA6Hw+FsBhcoDofD4bQkXKA4HA6H05JwgeJwOBxOS8IFisPhcDgtCRcoDofD4bQk0p18sSAIPCd9cxKqqvrv9Jv4et4Uvp5bC1/PreVTrSfA1/QWbLqm3ILaGha3+wW0GXw9txa+nlsLX8+tZ9M15QLF4XA4nJaECxSHw+FwWpIHVqAEQYAoihAE4RO/7pO+hsPhcDitxwMpUIIgQK/XQ6/XQxRv/hYEQYBOp4MkSdDpdPfxFXI4HA7nbrmjLL5WgYRHFEWIooh6vX7Dv9P/SpIEQRBQr9dv+DpqlKuqKhRFgaqqEEUROp0OqqqiXq+DN9PlcDg7Ba23if7eaDS26+U8mAJlMpnQ1dUFi8WCoaEhDAwMQKfTwWAwNFlU5N4TRRGNRuOGhVYUBYqiIBqN4ne/+x0SiQTGxsawd+9eJJNJnDhxAolE4n6/PQ6Hw7nv6PV6eDweGAwGGI1GmEwmVCoVJJNJVKtVyLIMWZbv62t6IAXKaDQiHA4jEAjg+eefx+c+9zkYjUZYLBbmyvukuJOqqqhUKqhUKrh48SImJydRKBRw8OBBfPnLX8bMzAyuXLnCBYrD4ewIDAYD/H4/bDYbnE4nHA4H8vk8Go0GcrkcSqUSF6jbQVVVyLKMWq0GQRBgNpuh1+thNBpvGZPaDEEQ4Ha7sXv3bhiNRjgcDqTTaWSzWSiKco/eAYfDuV3IVS+KIhRFucFVz7k7KKxht9sxNDQEr9cLm80Gm82GYrEIs9mMQqGAubk5zM/P31eX3wMnUIIgQFEUZDIZAIAsyzCbzTe4924HvV4PnU6HoaEh/O3f/i1yuRwmJydx/PhxRCIR5PP5e/EWOBzOHSBJEtxuNyRJQqFQQKFQgKqqPD68RZhMJpjNZgwNDeGb3/wmRkdHodPpoNPp0Gg0mKfpe9/7Hr7//e9zgboZFFNSVRW1Wg2VSgWyLDfFl+4krZySLWw2G4aHh1GtVrG4uIj19XUkEon7bs62Kto15QcD535B+06SJJjNZhiNRjQaDfbM12o1vhe3AFEUodfrYbVa0dPTg+Hh4aYSHlVVUa1WEQgE7nvJzgMnUDqdDoIgoFKpQBAEnDp1CoIgwOfz4eGHH4bb7YbZbIbJZLrjn62qKhKJBCYnJ5HL5VCpVO7RO2k9aONJkgRJurYtaJP6fD54vV5UKhVEo1FUKhWWFcmzHTlbCZWQiKIIu90Oq9UKn8+HI0eOwOv1ol6vo9FoIBKJ4De/+Q2i0eh2v+QHnlqthkKhgGg0ivfffx/r6+sYGhrC4OAgqtUq1tfXkcvlkEgk7vtz/kAJFPlKAaBaraJer+PUqVOYmprCwMAAPB4PO1SNRuOnUvtEIoGrV6/uyNsZHQ60dmTm060qm81ClmVkMhnUajXUajVmve60tfq00EWIszmiKMJgMECSJHi9XgSDQfT29uILX/gCenp6YLFYYLFYcOHCBZw/f54L1BZAz3I0GsWJEyewuLgIURTR39+ParWKpaUlJBIJpNNpLlA3QxAEBINBdHZ2sliTTqeDx+OB2+2G1+tFLBaDoijMgrLZbOjt7YXFYrnlzy6VSrhy5QpSqRTW1tbayiLQ1oQB1/zNfr+/KaGETHhVVVn2jk6ng16vhyRJ6OnpQW9vLwqFAgAgn88jkUiw9NNkMolarbY9b3Cb0LqfrFYrJElCrVaDLMswGAwsXVeSJBiNRqiqyoRclmWWgEOfQSqVQiqV2rQcYidhNBrR2dkJi8WC7u5uhMNhdHZ2wuv1wm63w2g0wmg0srWVJGnHr9lWYTAY0NHRgXA4DLvdDuBaKU42m0U6nUa5XOYCdTMkScJnP/tZfPWrX0W9XkcsFkO1WkVfXx96enoQiUTw+uuvY21tDfl8HoVCAbt27cI//uM/YnR09JY/e3l5Gf/2b/+Gy5cvIxqNtk2WENWA0R+dToeuri788R//McLhMAwGA/R6PUqlElZWVlCpVDA0NIShoSHmkyb/v9lsRqPRQLVaRa1Ww4cffohTp04hFovh1KlTSKVSbSPqtwN1KHE6ndizZw8cDgeLXQaDQTzzzDMIhULw+Xzw+Xyo1+soFosswSeTybD4JwC88cYbePPNN5ss052I1+vF5z//efT09LC9aDab4fP5YDQaWUG9Xq+H2WyGxWJhexLAjtqDW43b7cYzzzyDAwcOwG63QxRFlEolLCwsYHFxkbv4bgYdroFAAHv27IEsy7Db7ahUKujv70d/fz8ajQbi8ThmZmbY7R4AisXiDT+PFpniKJlMBleuXMGFCxfaboOTOJEYORwOtmZGoxF6vR7FYhGSJKFUKmFoaIil3NtsNpbeS65TyuyJx+NYWFhArVaDXq/f7rd535EkCSaTCVarFX6/H263G41GA4qiwOfzYXBwED09PQiFQggGg1AUBfl8HrVaDclkEolEgn0eAHDhwgWYzWaWpboTBYpc852dnejv78fg4CCGh4eZq5kg9zudC3eavctphp5vi8WCzs5OdHV1AQCLL+dyOWZB3W9aXqAMBgNLfKhUKpiYmIDFYoHX64XRaITZbGYLGI/HEYvFUCqVmPhUq9WmhaX/Jssyzpw5g7Nnz2JlZQWRSGQb3+W9gWobDAYDDhw4gL1796KjowMHDhyAz+djVkC1WoXL5UKtVoPT6YQgCMwd1Wg0mDhps/lIwKxW6445IARBYK6lw4cP49ChQ7Db7RgYGIDVakU+n0exWITdbmdWFa0PHaZ6vR5utxsWiwWiKMJms0EQBDz77LPw+/1YWVnBq6++irW1te1+u/cVWiOTyYRwOIy+vj643W6WFEV7cW1tDUtLS5ienkalUrkh24xzZ4iiiPHxcYyNjWF4eBhut7vp3wuFAiYnJzExMYFIJMItqI3o9Xr4/X44HA6USiVMTk4iFAphZGQEgUAA2WwW2WwWmUwGiUQC8XicLaKiKKhWq03ZeLIsI5vNolQq4c0338T3v/991Go15jpoJyRJYgV3R48exVe/+lWWFUVxEaK3txeqqrI6E6D5gd/YQkqv18NmszV172h3yBI1m8149NFH8a1vfQtmsxkulwt6vX7TEod6vQ5FUSCKIsuOtFgsrIGxyWSCKIrw+/144okncO7cOXz44Yc7TqDIOrdYLAiHwyx2TH0xG40G6vU6VldXcf78eayurqJUKnFxuktEUcTY2Bi+8pWvwOfzwePxNP17uVzGlStX8NFHH21LiUnLCpTJZILJZILdbkdHRwccDgc8Hg9LgKCHPZFIYHZ2FgsLCyiVSk31UADYxibrqlarIZ/Po1QqYW1tDdVqFYqiNNVYtQsGgwHBYBButxt+vx9WqxVms5ndSun9KoqCYrEIWZaRz+eRz+dhMBhgMBjYwaGqatNhUCgUEIlEEI/Hd0TGoyAIsFqtGBgYgNvtRmdnJ2w2G4xGIxMb6lVWq9WQTqdRrVabLHiKbVosFhbX6+jogNlsRr1eR6VS2RFruRl6vZ491/l8HslkErFYrKmUQVEUTE9PY2lpCfF4nNcpbhFWqxVerxcul2vTyyZdELaDlhQoQRDQ0dGB7u5ueL1e7Nu3Dx6PhwWcHQ4H9Ho9FEXBBx98gJ/+9KdIpVIswYEOYACsEvqtt97Cr371K5TLZRQKBSiKwh4AbX0V1Vk86FALp6eeegp9fX04cOAAvF5vU50T3YiKxSKmpqaQy+XYH4fDgfHxcTidTgBo+p5Go4Hp6Wn85je/QaFQQDab3bb3eT+gGEhXVxe+9a1vYXh4GP39/XC73czF1Gg0kEgkEIvFEIvFcOLECcTjcWbVk6vaZDIhEAggEAggFArh2WefhdlsRiqVwurqKpaXl3dU/R1wba/a7Xbmtr969SrS6TRmZ2cxPz8PRVGYlyMejyMej0NRFFQqFSbm7Xa5vF+Q9b5nzx7WUYJohTl6LStQZrMZbrcbHo8HgUAAXq8XTqeTuZVITFKpFObm5lAoFFCtVpnYUIo0HajxeByTk5OoVCool8vsRgZc+5Ao7VqbEfSgYzQaEQwG0d3dzdKetfEkEihFUVgcj9ylVKlPsaiNFlQ+n0c0GkW5XG77myylijscDgwMDGD37t1wOp0wGAwAwJIaSqUSUqkUYrEYZmdnEYlEEI1GEY1G2WdhNpvZmkmSxNaOLPtisdg2WaR3gl6vh8VigV6vR6FQgCRJWFlZwdWrVyHLMsrlMhRFYS5ocrfulPjnvcRkMsHhcLD9DFy/vG73Zb0lBQoAbDYbOjo6EAwGsXv3bgQCAZaJJggC8vk86vU6zGYzRkdHWW++UqmEw4cP45FHHmFuLbII9uzZA51OB7/fD51Oh9nZWczMzMDn8+HJJ5+Ex+PBu+++i/fee68tDgmDwYDOzk4WcNaKE3A9PkKuqEqlgqWlJczOzqK7uxuPPPIILBYLjEZjk1VKoka32u3exPcSnU6HI0eO4OjRowiHwxgaGoLL5YLRaAQAVCoVxGIxFAoFnDx5EidPnkQmk8Hs7CxyuRwKhQIqlQoURcH6+jrrkiCKIqxWK2RZZp31qWM0/d52L4CmWKYkSfB4POju7kYgEGDWqaIo0Ol0yOVy7BJKmY5U/kAuqe3IMGsntNaSqqpYXV1FJBLB5OTkppnQ94uWFCjy9/v9foTDYYyOjiIUCrHMvHK5jLW1NZRKJZjNZoyMjCCRSCCTycBoNOLJJ5/Et7/9bTQaDXZ4aOtVKM//t7/9LQqFAkZGRvDNb34TAwMDqNVqeP/99x9ogSIRMplMTKA2u22SlSTLMouVLC8v4/z588x9YrVam1J56dCs1+vse9v1EKWD8NChQ/jOd74Dq9XKEiLohlmpVLCysoJ0Oo333nsPP/vZz1ivOPoaWp9isciy+agBKsWcSKCKxSJLoW73vofkudDr9fD5fOju7kZHRwf6+vpYVxiz2Yz19XXE43FUKhU2uYBq0HQ6HRN1ztagqioikQjOnTuHubm5bV3flhUoSiXX6/WYnZ1FPB6H3++H3+9nNSjUODKZTKJQKMBgMMBut7NNXCgUsLS0xPz7mUyGjYq3Wq3o6OjA0NAQQqEQqtXqtuX6bwfaQzGVSmFlZQXr6+soFousWl9rNQHX43nUpLedD1ByFUuSBIPBAJPJ1CTyJNJUyBiNRlkSzs06kdB6aWunyCNgNBpht9uZ+7pd13UztHuMGpeSy53cTDRmgz4HsqDI1bfT1uxeoqoq0uk05ufnWSLZdtFyAkU3zGAwiH379iEej+N73/seEokEvva1r+HP/uzPYLFYEAwGUalUkM1mcerUKUiShGAwCJvNxoomI5EI/t//+3+YmppiG3xgYABPP/00vF4vHnvsMezevRuKomBxcRFXr17FwsJC27istOm52oeXEkFisRgWFxexsLCA1157DcvLyyxDLRgMwmQyNYlUrVZDPB5niRTtLFBUuEjdCqibNq0pWY/Ly8t45ZVXcPnyZaTT6U9skyWKInp6enDs2DF0dnbCbrdDEAT4/X7mOjUajW3VbutWaN3GtC8tFgtsNhtEUUS5XGbZjbIso6urC319fUyQKEOXs3U0Gg18/PHHeOWVV1AoFJBOp7fttbSUQNFtiG6TLpcLmUwGy8vLrNUG3WypW3m9Xkc2m2VNJClTCrjWUHZ5eRmzs7Msbb1SqUCn08FoNMLj8cBmsyGTyWBtbQ2pVKrtZkBRnzJtPIMOWQrqx+NxrKysYHl5GWazmRWYbrSgqBtCNpttyqBqR7R7kaxJutGTe5Ms0MXFRczNzd22YFPpBHkIyB3rdDphtVp3lDWwsasLAJbktNHNqU2eopE7lGzCuTPoHN3M9a+qKrLZLJaXl7c9YaylPtlQKIQXX3wR3d3dGBkZgdFoRCgUwp//+Z+jUCjg0UcfZYcmHSBjY2N46aWXYLVasWfPHjidTgwODrJbWCgUQj6fZ+3jOzs70d3dDZvNhgsXLuDkyZOspqdYLGJxcfGBt6DIjSlJEorFInK5HLMgRVFkVtWlS5fw+uuvI5VKIZvNQqfTob+/H0888QRCoRBrGEmHRDwex6uvvor5+Xl89NFHD3Sc7pOw2+146KGHEAgEWAyv0Wggn8+jUqng9OnTOHPmDFZXVxGNRm9bnARBgNfrxdDQUFMmIBU+W61WmEwm6PV69jm1KyQy1G4sEokwgaamxoODg/B6vdDpdCgUCnC73XC73SgUClhdXW2y5jm3j9/vx9NPP41QKIRDhw61bDZkywnUN77xDTz88MNIpVLIZDLo7OzEgQMHmm6xwHVf9Z49e2A2m2Gz2TA6OgqHw8EEzG63IxQKoVKp4LHHHsMTTzzBREuv1+Pq1av4n//5H1QqFTa+ox0KJck/r9frmRu00Wiw5AlRFFGr1TAxMYHXXnsNsiyz9ezr68MTTzwBu93eJFDUoPe1117D+fPnWSJAu2Kz2fDQQw+hv78ffX19bC0pFf+tt97CD3/4wzvuQiIIAjweDwYHB1k8RVVVVvBrtVpZt246vNsVaj4sCALS6TRMJhPcbjcTqEAgAOBahp7f72exT1mWUa/XkUgksL6+3vZ1ePeCQCCAP/3TP8X4+Dh8Pt+mAtUK5+B9ESiz2YxwOMz6j1HVPd3srVYrbDYbs4AoKE0PMFkEN/vZ1NuMRIwwmUzo7e2FXq9nFgHdTrWBaUEQWG1KOxwItMb0R5IkFtCn9vnFYpFNDW40GjAajTCZTLBYLE0dJ1RVxfr6OtbX1zE9PY1cLrejum1rH1I6UDfGRW4XuhzQZ6J1oWrT/SkW0woHxP2ChubRYDxy75fLZdRqNZZRWalUUCwWUSqV2OfQjm3K7jWUIUkjTMitTBm9rVLbeM8FShAEhMNh/NVf/RVzvVksFiSTSXz44YdIp9PYu3cvxsfH4XA40N3dDeDaDdZkMrGNqS0UBa4fHDQnRhuXIgKBAF5++WVUq1XmPiH/dqPRaErEOH/+PEvxfZCh9aKqcOrFVygUWBHpiRMnEI1GcfHiRdTrdej1erhcLtjtdpYpSZlS9Xod7777Ln7xi18gHo9jdXV1RxyelOVYKpVYxqIsy0ilUkgkEne8V7QDICkzUHvpKhQKrMs5/c6ddAmguKYkSTh58iRWV1cBNHfjp5qo5eVl1rEjkUjsmMzbrUSv18Pr9bKsaABsFEyhUGiZNb2nAkVtdVwuF4aHhzE+Ps4OTKqwt1gsGBkZwUMPPQS9Xs988tqCUlJz7X/THg5UNEkHJ91UjUYjax1PiQL0b6qqskaf1BW5XQ4EbedxKs5VFAXlchm5XA4LCwtYW1tDMpmEqqrQ6XRMzMgSpcNTVVXEYjFcvnwZ+Xx+W4aWbQfamBLtCxKpO3G9aT8H8gxQAoC2HVe1WmWdJKj4eSesM0Hei3w+j1gsxgRcOyaGPC/U7WUnWppbBXXmp7MTAJtZls/ntzW1XMs9EyhJkvCZz3yGBdxHR0dZ3QdtPErh1caXqIXRe++9h+PHjzf1xtMO4KNOx+VyGeVyGXa7HcPDw3A6nQiHwwiHw03ZQNrDmnC73ejv72dZfe2QPaWq16bj0o18enoaiqIw330ikcDa2hpWVlZQrVZhtVoRDofx4osvoqenB/v3729yk6qqinK5jHQ6zVyEOwGLxYLh4WHWNZ96NrpcLqiq+olTmgGw9HGqedq7dy+8Xi8LSmsz2C5fvozf//73WF1dZcMfH/S9eCdQZmk2m8WHH36IyclJluhjMpkQCoVgNpvR2dmJp556Cvl8Hn19fUin0zh79izOnTvXNhfMewlZ8VQ7piUWi+HnP/85FhYWcPbs2VtewrQ9KO/lPr0nAkVupieeeAL/8A//wALA2gWh26TZbGbuJDoY6/U6jh8/jn/9139FtVpli0DiRCniBoMBqVQK6XQawWAQzz//PMLhMA4fPtw0cptek/b302HT19cHWZabbhIPOhQjSiaTmJqaQrlcZunSiUQCq6urWFlZYfGmrq4u/NEf/RHGx8fZ+AfguhVBAkWfxU7AbDZjaGgIY2NjsFqtbC4WdS+ggtpbQQK1e/du9Pb24uWXX0Z3dzeLewLXE1AuX76MX/ziF8wVu5PEiVBVFZlMBqdPnwYAdmmlmVtutxsDAwN46qmnUKvVMDY2xlyDH3300Y7Zm3cDXcYpDq8lHo/jF7/4Bc6dO3dLFzO5q0VRZNnB94otFygyx61WKxwOR5O7iKBb/vr6OtbW1tg4ce2bphHk2oA8WUGNRgOFQoGNK69WqygWi4hEIqjX6+wAcLvdLLNvMzKZDJaWlhCNRrc9338roUOvWq0iGo0CQFMsippDUq/DwcFBOJ1OdpHY7OfttBs9NdDNZDKoVCowmUzsQdTr9QgGgxgdHWXCBVx3aRM6nQ69vb3o6elhRbmUXblRoGRZRqlUQqVS2fEHrXadKZGpr6+vKT5KdVM7KVZ3twiCwCbm7tq1C1arlfXdi0ajmJiYQCaTua0kKLJ47/WZsOUCZbfbcfDgQVY/slGl6Y0lk0n87ne/w+XLl2G1WlmGHz3sy8vLN9zYtR12U6kUi60AQDabxYkTJ6DX6/H73/8eNpsNY2Nj+Od//udNBYpurT/96U+RzWZZPKYdILdoMpnE8ePHYTabEQqFEAqFIMsy/H4/vF4vnnjiCRw7dgwulws9PT3Mzanldmt7bvdrHxSKxSLrfk9uaZvNhv7+fjgcDjz55JPo7u5mU2BpOKTdbmeZetq1pEF85JrWdkKgDMtsNsuy+HY6giDA4XDA7/djaGgIX//61zE0NMRmwpXLZTbjLZ/Pt9Xeu1dIkoTnnnsOX//61+FyudDZ2QlFUfD666/jBz/4ATKZDBYXFz9x/9G+pb/f09e81T+QJuCGQiE2zloLiQxZUEtLS01dtunvN1Nx+v6NFg/FV5re3P8Vqm7MACRoZAQN62snaI3j8TgkSWoaKUIHajgcxu7du1ks8GbFetr06Pu1MbcbRVGQTqdhtVpZLKRarbKyBb/fz/671WplyUBOp5NNzxUEgaVES5LEJunSHtdaptRZfqfE+G4HvV7PEpn6+vowPDzc9BzXajWW8cj5ZARBQDAYxP79+9kZIMsy1tbWcO7cuTsqH7lfz/+WC5TT6cSRI0cwOjqKwcHBGw69jeMetNl1G//tblEUBclkEuvr68zFRYiiiIMHD+Jb3/oWVlZW8MYbbyASibSVK4t6u9H/yrLM0pyBa3FAq9V603Yn9Pn4fD7s2bMHpVIJ6XSatfmhwXra9WqXtcvn8zhz5gymp6eZ6667u5uNIrfb7XA4HKzAmYSf3He0nnTIkndgYxyUhJ9aHZVKJZbJt9OhOVCbuT0p85GKdzm3B12eNu7FVj33tlygHA4Hjhw5goMHD96wCMRG//u9gjqdx2IxNsKDfrdOp8NDDz2EgYEBXLx4EWfOnGkaMd0OaEVGG8ykDDLtkLjNRj3T5YEmbmazWSwuLrIpulQfpE3Dbhfy+TzOnj3bVPS8e/duPP300wgGg/B4PKzrAXDz6aNUv0OB5Y3JOvSzLRYLs76o+HSnQwJVrVZv8IJwgfp0aPcz0cox5nuSxbdxAbTcq+Aa3UJ1Oh2ryC+Xy1hYWGA3Br/f3ySOiUQCc3NzWFhYaNvmp/Rgy7KMYrEIu92OcDgMp9PJZu5sdriWy2Wsrq6iUChgbW0NuVwO5XKZ1fNQmrWiKG05BZasTm3DUppDZrVaWecRGvFCrZAosYeCzbS+JpOJdYgnGo0GsxC0Y0x40P/6ZYfOCupLSAJPnfXX1tbaLgaltcplWb7ry4rVakVfXx9cLhfC4XDL9t3bjC0TKNo4NxMmgm7zW92exGQyob+/HxaLBaurq1hbW8P6+jp+8pOfwOVy4Vvf+hZ27drFPhxFUfDuu+/iRz/6ETKZDFZWVtrKetJClfqKomB0dBRf/OIXWX0Pibf2a6m90SuvvILFxUXMzs5ibm6OpVk7HA64XC4IgoBCoYD5+fltnbp5L6BDUTt4MB6P480338T58+fR39+P/v5+eL1ePPzww3C5XIhGo6zLwfvvv49kMskSgLq7u/Hyyy+zwnHgWgxlfX0duVwOkUgEiUSC9fbjXN+L1COzWq2yTN9UKoUTJ07g448/RiqVaitR1+v1bIJ4Op1GKpW6q5/X29uLf/qnf8KePXvQ2dn5iWd0K7FlAiVJEst2upVCay2ordhUZK2ZTCYWZ6KxHDRuI5FI3JClRx0SJiYmWLFvO4oTQe4S4FpT3v7+/ptO2VUUhQ17nJqawvr6OptWTBX9VOFfr9cfqA1/J9B+oL1aqVRY13tJkmA0GpkFaTQakc1mkUgkEIlEMD09jWg0ymJVgiCwmB1B60y9EVupB1oroHU9bYxV12o11iy2VboebBXariOUbHM3Z5PFYsHu3bvx8MMPf2LtXquxJQIlSRKOHTuGY8eOoaenB8FgcNOvU1UVpVIJuVyuqcP2rRZfEIQbisqo5Ywoiuz3lkolzM3NIZfLwWAwwOFwMAGkVF7tJtem+LbT7WszqJ0RXR4URUGtVrtBWBqNBmZnZzEzM4PFxUXMzMww9x6l/MfjcfZ50CWgXC63dcsZem/k9kwkEkin05ibm4PNZsO5c+dgtVqRTCZZt/PZ2VkUCgVYLBZWkL4xqSSdTuPtt9/G4uIiJicn234f3ilkOVGsUwslpVANZTvVMcqyjHQ63ZSFvBU8aOIEbIFAkVvv8ccfx3e/+13WgfxmlEolJJNJZDIZ5lMGbh5gJ38sHabUColu7seOHcN3v/tdLC4u4t///d+RyWRYXEBRFNaeRzu4T9uiQ3fmtagAACAASURBVNvPqx1aHd0M7TpSP7mNnxMJ1Ntvv41oNIqZmRkkEgmWAi3LMiqVCqs/I5dou64ZoY1BURNTbdbpZtlQJDbkVXC5XE2HqKqqSKVSeOedd3Dp0iX2PHCuQ8XmGwWKusqQQLWbBaUoCqvz3MniBGyhi4/a5auqekNcQwul3Xo8HoyMjECSJDbOgWp1dDoduzlps060PfUURWEp01SL0tvbC0EQmEuPBEoURZZxpc26otlQhUIBiUSi7TY6sVlqs/bzaTQarFcfrTsJEP3ZKEQk9jsNrdvvkxCEa8MJOzo60N/fzxIktCJGFiiPOzVDiSU0ZVi7X+my5XQ64fV6UavV2nJo4b18P1QjSSPdW3Xt7lqg6EGLRqO4dOkSPB4Pdu/evWn3BkEQ4HQ6Waudv//7v0cymcQrr7yCn//85zAYDOju7obFYkE8Hkc8HmebkUYUGAwGKIrCRFCSJCiKAo/Hg5dffpndcldXV9mtXxAE7N+/v0k4dTodhoaG8NxzzyESieD48eNIJBJtd/BuNqJEr9ezmh3g+o2tXC4jn883WUx069dmVWn/P+fm6HQ6PPbYY/jSl77E2koRZL1T92gee7oOXUhJ2Pv7+2E0GtFoNFjPTrvdzoaVnj9/Huvr63xP3gE0HXtpaQnnz59vWev9rgWKNhMNIKSNdDNIbCRJwvDwMEKhEI4fP84EiOY25XI5Zj1RjzhyH2p789EhazQa0d3djUajwQL4ZAUIwrUpphstCbvdjkAgwIYm5nK5tkzz1VpNZHVuNu6hVCqxMQabjTK4E+uBc71Z7OjoKFwuV5MFpe0cQS5oTrPr1GQyweVywWazseGZ9DWSJMFut7Mekpwb0c4e2+jiowSymZkZpNPpbXqFn8xdCZTL5cL+/fvh8/nw2GOPYffu3WzQ4K2gDeZwOGAwGDA4OIiDBw+i0WjAbDY3zWzyer144YUXWHokxaLosH3kkUdYpT75bAOBAEwmU5M1RGONtR8UHRIejwdf+cpXoCgKTp48iZMnT7bVgUEC3dvbi97eXtaah9aYXKFU8zQ9Pc2apG4UIy5Ot4/2kKVhmaqqYmVlBUtLS5icnEQ2m90RiTp3CvXiCwaD7HkmNz9wLZY9OTmJK1euYG1tje/LDYiiiEcffRSHDx9GX18fAoEA+zdKVpudncXk5CRisVjLrt9dCZTT6cSxY8fQ39+P/fv3Y9euXbcs0m36xf8nUBaLBf39/XjooYdQKpWQSqWaBgj6fD689NJL2LdvHxMcasxJVfobhYe6HmvZeIOgRIlarQav14unnnoKLpcLsizj1KlTbXNgkNj7fD4MDQ3dIFDANQuqVCohn89jfX0dMzMzrIAU4KL0aSArgHrJmc1m6HQ6NBoNLC8v4/Tp06wrR6u6V7YLWjsqKieB0qZcF4tFXLlyBRcuXGj7EpFPg06nw+HDh/E3f/M3sFqt8Hq9AK6HZCjreXJysqUTne5KoKhBq8ViQbFYvCH4fjuIogiXy4X+/n6Uy2V4PB5Uq1V28xweHobb7YbJZEImk0E2m2XTX2nDbiY+t3rNmUyGdQWIRCLsNuZwOFr6NnGnkKVK7lGbzcYsVNqUWjcfjS+4WWov5/bQ6XSwWq2sCe/GBrGlUgmxWAypVIonR2wC7TuqNdt4EaV9S/PM6vV6y4wobyWo4wt5mIDryU06nQ4ejweBQACFQgGFQmGbX+3m3JVAZbNZHD9+HC6XC4FAAI899tgdpzOKoojx8XF0d3dDURQ2boC6QNtsNgwPD8NiseDjjz/G2bNnmcVD3bnvpFCUxnJEo1G8++67eO+99yAIAn77299CFEXE4/G2udHSQWk0GuH3+9HZ2Qmfz8e6kmtT/LVp5IVCgcWiuEjdORaLBUNDQ3C73QiHw6wjOrWuWVlZwZkzZ5BMJlv2YNgutG2NTCYTvF4vXC4XEyn6d71ej+7ubpRKJczPz7dlFt/dIAgCK6wn9yhwPXXfZDLh0KFD8Hq9uHTpEiYmJlrSa3RXAkX9sIrFInK5HKtNulMryul0wm63s4NSm/ZM7jyqxE8kEiwNXZvNB9xerj+1l1lZWcHa2hqi0WjbHsSU5aidXqwdba/NzCPLida1XdfkfkBZZi6Xi1lQdLiSBZVMJpHL5bgFtQm076ijgta1R390Oh1sNhvLCm7nGsY7gbwmlCi2cQgpiT+1LfP7/U1THlqNuxIoSgE3Go1YX1/HmTNn2OyWO3nT2qQISZJu6HwAXFtYj8eDoaEhGI1GLC4uIhaLwev1wuPxQJIk5ue/WQNUVVWRy+Vw7tw5XLlyBYuLi23bAYEyHL1eL2sBpZ23RTG+Wq2GWCyGt99+G/Pz85icnOTidJfo9XrmPqEO+tp2PeVyGZlMBqVSqW2s9a1EK0Q0zHF+fp5ZVF6vFxaLBYODg9Dr9UilUpient7ul90SdHR04Nlnn0U4HMaRI0duMBbIS5VKpXDx4kXMzMxgZWWlZZ/3uxIoOgT1ej1isRjOnz+PUCiEjo6OO1ZliiVtNpeIrCq3243h4WEUi0UsLS2hWq2iv7+fmbOUkr5ZXIo2fC6Xw9mzZ3H+/Pm2FidBEGAwGODz+ZpSdemGRaUBiqIgHo/j7bffxqVLl7hrbwuQJAkej+eG54Bur+VyGblcDpVKhQvUTdAKOgmUKIoYHR1lU3UHBgZgs9kwNTX1wHZK2GoCgQC++tWvYt++fXC5XDeEPxRFQaVSQTqdxqVLl3Dp0qX2TZKgGziNX56fn2dNNbUBeGKz//ZJUF+qSqWCaDSKSCSCcrnM5hFFo1E0Gg0YjUa43W4YjUaYTCaYTKamVka5XA7FYhETExM7InOKRDsUCiEQCLD4k8vlYiY/+aMVRYFer2c1ZtRpvt3X6F5BFwMSqJu1QmpFn38rQBesfD6P1dVV1vGFhmtqu8xzmqFuPNq4E0FTDZaWlhCJRDYdBNlq3HUWXzKZhCiKyGazuHTpEvbt24cnnngCwWCwKR5Ft/KNmX43Ey3afGTxxONxLC0tYWlpiR2+oihicnISpVKJ9TszGo2sdqJeryOfz6NareLjjz/Gxx9/zLp0tzOUOOLz+fD0009jeHgYPp8PXq8XRqMRVquV9ZajjEaPx4NwOIxkMolkMskPgU8JpUc/8sgjGB8fb0rv1cb8NiuE5lzv7SmKIqanp1Gr1TA0NISDBw9iYGCAJZrQ+A0+nqQZEiiz2cyaGBCNRgOXL1/Gm2++iUgkgmw2y0ofWnUf3pVAqarK+tdVKhWkUin4/X7k83lUKhVWE0VuOgBNoqWtDN/sZwNAsVhkvfqohZEkSXA6nZAkibVE0uv1LGOFBr/JsoxsNotKpYKJiQmcO3eu5W8MWwHFBi0WC4LBILq7u+FyueB0Opvcn7Iss+4R2vZHFA/k3Bm0rrQ/yRUFNMdVtH84zWg7SZRKJayvr7M6KJfLhUqlwhrIUlIPt/Svox1ltFmRfSaTwdLSEpLJ5APRAX7LmsXSYkQiEfz3f/833nzzzabkB60YbexgfjO3n6qqbCBeoVBAJpNBJpNh859oExeLRTajSJIkrK2tsXEbJFarq6s74kDQ6XQYGBjA0NAQBgYGEA6H4Xa7YTabm7J56vU6lpeXceHCBayurmJ+fh6RSISlmLfyraqVEQQB5XIZly9fRrVaZZ8DAHZpIhcqX9/rUPKO9k9XVxfGxsYwMDAAk8nEahgTiQTW1tbwhz/8ASsrK5ibm9sRF8/bIZPJ4K233sL8/DwOHDiA/fv3s4Qoij8VCgUUi0UW22/lfbilI99VVUUkEsGPfvSjpq7hm33dJ6H9Pu1U042ittnP2kwEd8KBQBeC/v5+PPnkkwiFQgiFQixYuvGysLq6ig8++IDFD2kyKX/YPz2CIKBYLOLy5cvIZDIwmUzo6elhI0qo16N2T3Ouu/a0/z8cDuPw4cPMgpJlGalUCisrK5idncV7772H+fl5VKtVvo7/RzqdxjvvvIOLFy/CZDJh7969bEQRCVQ+n2cC1errtqUCBVzPurvX3GphW33R7yVkdcZiMZhMJvZZ0JpQ2i6lmtKQPW41bR31eh25XA5Wq5UdBNpD4tMkC+0EtHuv0WigUCiwibnUCSUSiSAajWJ5eRmFQgGyLPOsUw2KoiCbzUJVVUxPT+P06dMQRZF1iVlYWEA+n2dDRludLRcozvZBvueZmRnkcjmMjY3hM5/5DILBIKvFKZfLmJ+fRyaTwcWLF3Hu3DmUy2UUi8UHYsM+CFQqFSwsLCCbzWJ0dBS5XI6NhaH4idaVxQ9X3HA5UlUVU1NTKJVKAMCKx6n7O2X1cuupGXq+KdTxy1/+sqkOjy6lNK241eEC1Waoqop8Po9Go4FAINA0DE8QBNRqNWSzWSSTSaRSKaRSKRYX4WwNZKXq9XrWugsAO1yBZjc05xobLah8Po9IJIJarcasfEq8ohIXbvU302g0UCwWAVxr67awsLC9L+gu4QLVZqiqClmWUSwWEYvFcOrUKSSTSdZxIxKJ4I033sDq6iouX77MXSRbjKqqMBgMCIfD8Pv9CAQCsNls7EClKdE0koZSznc6m+0/6lJOt33ap5vFpDntCReoNoTSb2OxGM6cOYPV1VX09fWhr68Pc3NzeP311zE3N8eyyjhbAx2WBoMBnZ2d6Orqgt/vh9VqZSUP5N6jQnIaacJphtzRG7uUczf0zoILVBtDIkU3z0qlgpWVlabgMmdrUVUVtVqNNTW+evUqzGYzFEVBMplEqVRibqsHIYuKw9lOuEC1MblcDmfOnGFtjIxGI6rVKuLxOD8c7yHZbBYnT56EXq/HH/7wB+bioxhUOp1GOp3mKf0czifABaqNURQFqVRqu1/GjoMGeQLXCtc5HM6n484GN3E4HA6Hc5/gAsXhcDicloQLFIfD4XBakjuNQSUALN6LF/KA0/spv4+v5+bw9dxa+HpuLZ92PQG+pjdj0zUVeCYXh8PhcFoR7uLjcDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JNKdfLEgCOq9eiEPOAlVVf13+k18PW8KX8+tha/n1vKp1hPga3oLNl1TbkFtDYvb/QLaDL6eWwtfz62Fr+fWs+macoHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JFygOBwOh9OScIHicDgcTkvCBYrD4XA4LQkXKA6Hw+G0JHdUqMvZeQiCALfbDY/Hg1qthkQigWq1ClW9Vm+oqir7O4fD4WwlXKA4t0QURRw6dAif/exnsb6+jl//+tdYW1tDvV5Ho9FAo9GAoihcpDgczpbzQAmUIAgQRbHp1q7T6SCKN/dU1ut19vX8EL1zRFGEx+PB8PAwzGYzHA4H0uk0FEVBvV5nQlWv17f7pXI4nDbjgREoQRDQ3d2Nzs5OyLKMeDwORVFw8OBBPPzww5uKVDqdxoULF5BOp5HJZJDNZlGv11Gr1dihyg/WmyOKInQ6HXw+HwYHB+H3+6EoChKJBIrFIvL5PBKJBE6ePIlEIrHdL5fD4bQZD4xAiaKIrq4uHDp0CIVCAZOTk6hUKvjc5z6Hb3/725CkG9/KwsICfvzjH2N+fh5LS0tYXl5GrVZDoVCAoihMqABw62oDZK3qdDp4vV4MDg4CAPr7+1ksKpFIYGpqCpOTk1ygOBzOltMyAiUIAoxGI/x+P4xGI/sjCAIEQYAkSRgbG0N/fz9KpRJEUUS1WkU4HIbRaIROp7vhZ9psNvT09ECSJNhsNng8HiiKglKpBEVRIMsyFEVBoVDAwsICSqXSNrzz1sRisaCvrw8ulwudnZ3sAmA2m6HT6ZDP5zE3N4eVlRVUq9VtfrXbgyAIAK5dngRBYDE5URRhMBig0+ngcDjgdDohyzJyuRxkWYZOp2PrSa7nUqmEYrG4nW+Hw/nU6PV62Gw2SJKEYrG4ZWdpSwiUKIoQRREdHR340pe+hK6uLoRCIXYwmkwmSJIEq9UKm82Ger2OSqWCRqMBn8930xiUz+fDF77wBVSrVdRqNdRqNaiqyuImFEeZmJjAv/zLv+DKlSv3+Z23Ll1dXfi7v/s77Nq1C729vdDr9QCuiX6tVsOFCxfwX//1X8jn84jFYtv8au8/tGdFUYTRaIQoimyP0UXLbDbj0UcfxeHDh5HJZPDhhx8imUzCbrfD6XRCVVW2DycnJzE1NcUses7m0IVVi9b7wT0hd48gCLe9jvR52O127N+/Hw6HA1evXsXVq1e35LNoCYESBAE6nQ5msxnd3d0YHBxEX18fOxgtFkuTC09V1abMMVmWmZWl3bwGgwGhUGjT30lCRSJlsVju7Zt8wDCbzRgZGcG+fftgMpkgiiIajQZbt0QigZmZGdRqte1+qdsCuT8lSWJWJSXsmEwm2O122Gw2dHd3Y9euXUgkElhcXIQoinC5XHC5XACuJfHIsoxIJAKDwcD2404/aOngoz9kpd5KoLSJUDy+fPto15Qu+9q13Cwhjf6dvs9kMsHr9cLj8WBlZeWORO5WbKtA0cJ4PB54PB4MDg5iZGQEg4OD8Hg8sFgs7JYKgFk+6+vreOedd7C+vs4WKhQK4bnnnkMwGLzt360oCqrVKhRFYSJJh/BOxWw2w2Qywe12w2q1wmw2QxRFKIqCSCSC3/zmN1hdXcXJkyd35AFAB2UwGERHRwfcbjfGx8fhdDrZXiWXsslkwsDAAPr6+uD3+2EymVAoFGAymWAymQBc39M9PT0YGRlBLBbDqVOnkEqltvmd3ltuJjL0HFLMuaurCw6HA8PDw3A4HEystN+nLXcol8uQZRnnz5/HRx99xFz5O/mZ3gztOnu9Xni93iZvFbmcyRgQBAEjIyMYGRlBvV5HLpdDrVZDMplEKpVimb4ulwvz8/M3fL6flm0XKJ1OB7fbjd7eXgwMDGB4eBhDQ0PsRqql0WhAlmWsra3hJz/5CSYmJpig7N+/H/v27UNHR8dtLw4lStAHIEkSu8HuVEicnE4nLBYLzGYzi9Wtrq7ixz/+MS5cuIBKpbLj1kmbONLR0YHx8XF0d3fjxRdfRGdnJ6xWK6xWK9t/2tu/qqrYtWvXDbdS4Nq+HhgYwNjYGKampjA9Pd3WAqW9sWuFiW7kOp0Oer0evb29OHLkCMLhMF544QWEQqGmCytdThVFYc9yJpNBsVjED3/4Q0xNTbF9utP26idB6yxJEjo6OjA8PMyefb1ej0QigWQyybKeRVHEc889h+effx61Wg2rq6soFou4evUqZmdn4XQ6MTIywmL9D7xAUSBZkiQ4HA50dHTA4/GwWIcWuiGtr68jGo1iamoK2WwW5XIZkiRBkiTmJnE4HOxmYDQa4XK5Nv2ZqqqiWCwiFoshkUjwWxbA4oC7du3CyMgIc3tWq1WWVl4qlVCpVKAoyja/2vsPxZYsFgv6+/sxMDCAYDAIh8MBi8UCk8kEg8Gw6fdqb/5aK10QBBZTjcViSCaTO3JtSbTI1U9r3d3djY6ODlitVhgMhhsECgA7aHU6HTtMKTlFkiTUajUuUP+H9pJlMBig1+vRaDRQKBQgiiIsFgusVitKpRKy2SxMJhOCwSCMRiP0ej0ikQhEUWSfUTgcRqPRgCAIiMfjiMViSKVSW3aWbptAUYaT2WzG6Ogojh49ikAgAKPRyALN5HKj4PPvf/97vPbaa0gmk5ifn0exWITf74fP5wMAvPPOO/joo49gNpthNpsRCARw7Ngx9u9aGo0G5ubmcPr0aSwsLCCdTu94kdLpdHjmmWfwl3/5l3A4HOjs7ISqqkgmk1heXsbi4iIKhcKOWyc6PH0+Hz7/+c+jq6sLe/fuxd69e9mtk7L2bgdyS9HPVVUVU1NTeOONNxCPx5HJZO7xO9petPENrZVJB18wGITNZsPBgwfx/PPPw2KxwOVyMfcqQX+nCyl5XWq1Gnp7e7F7924kEgmUy+UdGyvdiF6vZ8Jks9mg1+tRKpUwNzeHzs5OHD58GMFgELIsI51OIxAI4JlnnoHf78eFCxfwyiuvIBgMMouWyk6mp6fxH//xH5idnWWW11awrRaUJEnQ6/Ww2+3w+XzMj7+x6wP5l2OxGCYnJ1EsFlEsFtkiGAwG1Ot1RCIRZDIZ5mppNBqoVCpNwTxCa0GlUimW4bdTodtrR0cHxsbGmCXQaDRQLpeRSqWQzWYhy/KOyzQjK91ms6Grqwv9/f0siUd7o9cGhunvZP3TfwM271+Yz+exurqKTCYDWZbv47vbPrRWJYmLwWCA1WqF0+mE1+tFIBBgltPG9SToM9DpdEzwrFYrXC4XarXabV8cHmS0CST0fmm/UVMCVVWbhJw8WNVqFZVKBdVqtSkOBVwTtEAggFAohPPnz2N5eRmiKEKv17OYIFlP8Xgcc3NzW3o+bJtA1et1JjIU2Gw0Gky06AEnH6h2ERVFgclkgl6vR6VSwcrKCiRJQiKRYN9vNBrR39+PXbt2oV6vw+l0wul0Nr0Go9EIh8MBm822IzbxzTAYDPB4PLDZbGzTEY1GAx9//DF+9atfIRaLIZ1Ob+Mrvb+Q6+jIkSM4cuQIfD4fHn74YXi9Xvj9/hsyysrlMiqVCjskVFXF1atXMTU1BZ1OB7vdDqPRiJ6eHnR3dzdlRVFG6U7oa0iCYjAYWMyDnkOn04nx8XG43W50dHQgnU6zGrN6vc5SmCmuJIoiDh8+jEceeaRJoOx2O0KhEOr1+qYu/naB1jIUCiEUCsHlcmFsbIyddYIgYHV1Fa+//joikQiL2ZE1qtPpYDKZoKoqarUaPvjgA1itVqysrGBlZQVLS0vI5XKw2WxIJBLMKKB1rtVqkGUZxWIRiqJseZLZtgtUrVZjAkUbTpsuTi6+arXKRIoECgByudymdTik6o8//ji7Ddjt9qYMIBIoq9W64wWKMtI2ClS9Xsfly5fxs5/9DNVqdcf48unhNRgMOHr0KL7zne/AYrHAbrezC5R2nVRVRblcRiaTYTdMVVVx7tw5vPHGG9Dr9QiHw7Db7Xj88ccRCoXYJYwuYpSMshMEispHyJ3n9/uZu/7w4cPw+/2QJAnJZLLJzf/WW2/htddegyzLkGUZoijir//6r7F3715mEWgFqlarwWAwbFnacytBFqgkSQiHwzhw4AD6+vrw8ssvo7u7m33duXPn8NFHHyEajTJvFJ139FmQa/TkyZNQFAX5fB6FQgEAcPr0aYiiiN7eXvT29rLfTQKVz+eZQG11z9NtzeIjkz2VSmFhYQHlchmdnZ2o1WrsRiXLMhKJBHK5HPR6Pfr6+pjLiVwhN1uUUqmEpaUlVuTb1dXF/k0QBFgsFnR0dCCfz8NmszVlrO0kzGYz+vv7EQqFmGVQrVYRj8dRKBSQTCbZBWKnoM1yIqucAvHaywxlliqKgmQyyTq90wE6NzeHRCIBo9EIi8UCWZZRrVZvqPOxWq3w+XwQBAHJZBKVSmUb3/29xWQywWazweVyYWBgAC6XCxaLhWWNVqtV5urUdnupVqtYXV1lrcpkWYZer29yz9OlwWg0smf6Vs2kH2QoqcFoNKKjowN9fX0Ih8Ow2WxNyTpGo5E1OaA1JdEHrrtXFUVBpVJhX0PPOxkOAFjSyezsLMrlMnMZlsvle3IB2PZC3Xq9josXL2JpaQnhcBj5fB7hcBjj4+MYGxtDLpfD6dOnEY1G4XA48LWvfQ3RaBRvvPEGotEogJtXjycSCfzqV7+C2+3G17/+dYyPj7PDRafToa+vj2UPvvPOOyxzZSe5sQCgo6MDX/va1zA+Ps46c8Tjcfz617/G4uIiLly4sOPiTpQFSkW45LrYaDnV63Wk02mUy2WcPXsWp0+fRiaTwfT0NPL5PDKZDDKZDMxmM4rFIpxOJw4dOsTEj2IrPT09ePTRR7GysoL19XXk8/ltfPf3DlEUEQgE2G38T/7kT9DZ2YlYLIZYLIZarYaFhQXUajVEIhFEo1EUCgVEIhFmoWYyGfbMGwwGlqVHe1QURTidTnR1daFYLDJrtt0wGo3o7OyEy+XC448/jpdeeglWqxVut/uGhgXhcBjpdJqtc7VaRSKRYOKk0+lYNql2LbVQfDCdTuMHP/gBBEHA/v37sXfvXkSjUWbRbqWbb9sFSlVVpNNp1mk8EolAkiT09fUxczSTySCVSmFwcBD9/f0sYE0P+EbznQ4RRVEQj8dRLpc3feBtNhusVis8Hg+sVisrpGxHd8DNEAQBJpMJvb29GBkZaTLdl5eXMT8/v6Vpow8KgiBAr9cz98dGtF1MKGknHo9jeXkZiUQCExMT7CBVVZX14qO11WakkQXV0dGBUqnEMgLbtWjcYrHA5/Oho6MDvb296O7uhiAIKJfLKBQKTaK0sLCAQqGApaWlG/q7kYtro1tUEAR2mNIFox2hEh2Xy4WOjg50d3ezcMZG7xJZUSTW2r1FAkX7dLN9R3WiJpMJlUoFq6urqFQqCAaDGBoaYq3n6GsfeIHSptrSglCn8Xw+z3ygkiTh4MGD2LVrUoS58QAAH15JREFUF9xuN1wuF6xWKz7/+c8jFovhxIkT+OCDD5qCd16vFz6fD4FAAI8//jg6Ojpw+PDhGzZqoVBAoVDA+vo6K0wrlUpteShshFycFouF1Z/RxiKXytzcHCYmJhCPx3fEmmgh0fZ6vSx2RD33Go0GYrEYy1w6ceIEYrEY5ufnMT8/j1KpxFwe2tY7dEmi5rraFOuuri6Wyj4zMwO73c7qStpp7XU6HUZHR/HFL36R9SOkVHAq0LXZbOyCGYvFmNtpM2htKLtvo8vU5XJtOumgHfB4PHjuuedYkbckSchkMjhz5gxb01KphGg0igsXLiAWiyGbzTIh0VpJdAZvFCdKZjEYDBgfH8eLL76Ier3OUsmDwSCCwSBKpRIkSWq/GJT2zciy3CRQ+XweJpMJDz/8MCsoU1UVPp8Pdrsd2WwWqVQKp0+fbnLB+Hw+1pHiL/7iLzA4OHjDYENVVZk4RaNRJlDtdBh8EvQQUyYV3Ua1AnXlypUd2RuO4nKdnZ3o7OyE3W5nt8x6vc5KHubm5vC///u/WFhYaMrC27he9XodhUIBjUajKQYFXBOqcDiMUCgEr9eLS5cuwWKx4PLly211OSAxHhkZwQsvvIB6vc6evUqlwg5DyqqVZRnr6+ssO+xmbDxY6fLl9/vhdrvbVqBcLheeffZZHDhwgKWGZzIZvPXWW5iZmWEjccrlMhP6zRrr3mptydVtsVgwNjaGL3zhC6zjTqPRYJ3LU6kUJEna8lBAS31ysiyzN0ojNbRV4nTD196y+vr6cODAAZRKJWQyGdTrdfT29mJ0dBQ9PT1NWVdayLW4sLCASCTCPrx2OQxuBZn0fr8fQ0ND6OnpgdlsBtDc20w7MXenIUkSXC4XvF4vLBZLU1EtAGSzWSwtLWFtbY1lo25WowNcdznRxYr27savIeusUqmgUCi0XXEpPV+VSgXZbJatp06nQ6VSQSaTQblcRiQSQbFYZLf9zZ5LasprMplgNBqZu59+TywWw+LiImZmZlAul7fj7d5TaP+USiU2OLRSqbDzjAq+8/k8a+d2p2cbuf/D4TB7FrQXWbJ+FxcXsbCwcE8Se1pKoPL5PM6dOwer1YqxsTFYrVbmVtEWoFF6ar1ex5e//GUcPXoUsVgM77//PjKZDJ588kk8+eST7Ba1WV8oqu/55S9/yYp1dwJ0IzIajXj00Ufx0ksvsboe4NpNn8aT7MS+hCRENpsNu3fvxvDwMOsBR/9O9U2vvvoqMpkMc3dsdgCQ8LhcLhw9ehSdnZ2s1+TGerNGo4FSqYSFhQVcvXoV6XS67S5MqqpibW0NZ8+ehc1mYz0Mp6encfHiRaRSKVy6dAmZTAbpdPqm62o0GlmbKZ/PB7PZzAp6FUXBO++8gx//+MdIp9NYW1vbhnd676Dap0qlgqmpKciyjImJCUxMTCCdTuPSpUvIZrPMoqdY/p3+Dp1Oh0AggBdeeAG9vb0YHx8HcK2HabFYRLlcxttvv41XX30V6XSaJa1tJS0lUNReo1gsslRSCuppM6ioX5eqqujq6oLX60UkEsHKygosFgtrPHsr015VVWQyGSwuLiKTybTdbfVmaHtxuVwudHd3MyuTgqRUEL0TLSfgeoKE0+mEx+Nh1iWhqiry+Ty76d+qCwmlqNOlKhwO31BrBoC5/sh6orRqej3tIlTkWo/FYpBlGX6/n7XbSaVSSCQSiEQiSKVSt6yr0el0rLCXEiFEUWSF/ZFIBJcvX0a5XG47C0qbHJLNZpFIJLCwsICJiQnkcjmWGPZpfi5dnKi8wm63o7u7G/39/XC5XE29IwuFAtbW1nDlyhVWpL7VtJRAkXtJlmW89957kGUZXV1d+NznPodQKASDwQCj0ci+XhAEZmF1dHTg6NGjKJVKGBwc3LT2YWP7pNs9ZNoFOhSp3uH06dOQZRm9vb14+eWXEQwGcerUKRw/fhzLy8uIx+O3/XO1RaftgF6vh9/vZ/En4LqLitxSJpOJpdZqEx60D/jBgwfx0EMPwefz4cCBA3C73ejs7LzBepqcnMTly5cxOzuLtbU15uJrl/UkGo0Gpqen0Wg0YLfb0dfXB7PZjMXFRSwuLrKGxLfqSiAIAkut7unpwfDwMJvkOjU1hVQqhbm5OZRKJeZ6bSfonCwUCrh06RJWV1cxNTWFSCTCOjt8GrxeLx599FH4fD44HA7Y7XZ4vV4cOnSIzXrS6XRIpVJ49dVXsby8jNOnTyOfz9+zFmgtJVDAdVfH8ePHcfLkSezbtw8jIyOw2+0sk0oLpQKbzWb4/X7Wb2qzmJP2fxuNBnK5HKLR6I7qkEBZevV6HWfOnMFHH32Ehx56CMeOHYPX68WpU6fwn//5n8y3fTtoR563y4EqSRJ8Ph9CodANhbmNRoMJVLVaZbdObdNSo9EIk8mEo0eP4hvf+AYrZyA31EaBunLlCl599VXEYjEmUO1Io9HAzMwMZmdnWWNYi8XCOkVUq1WUy+WbxkzoIvD/2zuT37au649/n0hxJh8HiaJkDbTsSrYD1bWjxIgbe+EGCLooWqDTokAQwChQdFn0vyhQoNvsWqBFkA5oG6fpoq1rGXbjOI4GT5osUqIk8nGeB3H6LfI7x4+yPMoiafJ+gCC2REvU1X333DN9j91ux9mzZ/Haa6/B4/FAo9Egl8thbm4Om5ub8Pl8KBQKHfdcqxV2yEAZDAbub9qPkXC5XHj33XcxOTmJgYEBuN1u1kolhQ5JkpBIJPCPf/wDCwsLXMx2UM992xkoghL06gmjT1qE3Q2UAFiyg25j1WqV3VZK/tN/nXKwPg1K2NOhS0nrra0t3uiFQuG5Qny7jf+rDu01OizJAKlluNxuN1577TXkcjlWP1GPgSfF6LGxMe7HUfftqb9XtVrlEBflDjoZ2lflcpm9JXrWScHgcXtJ/XuwWCywWq2QJImb7Le3txEIBBqaeTsF2oeUQ7bZbBgfH4fZbOaS/L2gghJ1YYk6p0/hOQppO51OWK3WhknRkiQ19PtlMhmWqDvIdW5bAwU8jL3T5n3e20Emk8HCwgKSySQn/u12O77+9a/zra3Tq9R2H4ZarRZOpxN6vZ4lTXK5HD799FPY7XZ88cUXnP971nXppPVTGydFUbC5udngFblcLuh0Orz99ts4ceIEh6TVOVJ1uM/pdLI6h/oWSt+rXC5jZ2cH4XAYS0tLyOfznHvqdHZ2dhCNRhsmGJCH/zioqtdkMsHtdsPj8SCZTGJjYwOLi4u4fPkylpeXkclkOmpfUnGTVqvF4OAgN+Z+97vfhdvtxm9/+1ssLy/v+TMbDAYMDQ3BYrFgdHQUo6Oj3HQrSRJ8Ph/8fj8mJiYwOTmJiYkJDlGr0wIPHjzA/fv3sbq6inA4jEwmc+AealsbqP1CKhTRaJSbJ0ulEqtFdGKMfze0weiQNRgMMJlMfMOneHUwGEQikeDkdCc93C8CVSql02leO6PRyIni/v5+DAwMAEBDhd9u1J7/XmFnyifQUEh1R36nQ835zwIZ9t7eXhgMBp75ZjQakUgkkMlkkEqloCgKgsHgAb/z5kMGikJuLpcLHo8HR44c4f653ftL7c3LsgybzQaPx4OxsTFOi9A5mM1mWSzaYrE0REUo+kQeKhVhNEPYuO0NlEajgdls3jP/9KzU63UEg0Gsra2ht7cXt2/fhlarxY0bNzouRk2QC0/G6PXXX8fp06dRrVYRiURQLpdZoj+ZTGJ2dhbb29sHGk9+FaCDMJ1OY2ZmBsvLy9xJPzg4CFmWYTabH5kD9bSv+bg/q9UT+vv7G/pWBF9BYs/UGvHGG29gZGQEHo8HAKAoCm7fvo21tbWOq9gj7HY73n77bbjdbni9Xni9XjidTh7yurtiWZIkDA0N4dChQzy41e12w+VyweFw8L4DgEOHDmFqagoOhwNms5n1+NSqMsViEfPz8/jvf/+LWCyGdDrdlHOi7Q0UKfbuHpXxLKiry4LBIObm5jjW38nhPfq56cE2m824cOECLl68iEQigStXriAej+PMmTN48803ce/ePWGg/h8KzaXTaVy9epU9TrPZjMnJSZw9e5aN09MME309Cv/t9TkKWVksFg4FxuPxrgnzPQs0fdtqteLChQv46U9/2qBXGA6HcffuXWxvb3e0gTp//jwr5IyPj/N5WCwWG8JxwEMDdfr0aXi9Xvzwhz9kzUN1xa26aIrSKTRzj6p9w+EwF2RcuXIFpVKpaUM128pAmUwmjI6Owmw288N7/Phx/vvuyid13F8NyW9QeIb6WCgZuJ9SzFcBOmTpUHW5XFyNptfr+dYlyzLHomk4XK1WQyqV6lojRQ8tDdKsVqu8F/P5PGKxGKLRKBst4GGIjx50dV6Kbqq755ypvx+9Pp/Pd1WI71kxmUw4evQoV1XS3Cf6PWUyGYRCIR4L00nQRchgMMBut6Ovr49HtQPgilKn04nx8XHkcjnEYjEeSkhfgy5CVIhSLBYRCoV4v6mV4KlR3Ww2o1AowOfzIRKJIBQK8cW+WedD2xgoSZIwOjqKX/ziF5icnERvby8rEg8PDz9S6kuirjSnR11+6fP5sLy8jJ6eHlitVgwMDECj0SCRSHR0+ITWgDaj1+vFz3/+cxw/fpxnwRgMBrz55psAwIUSZrOZb2f/+te/sLW11bGhz6ehzgklEgluiJQkCdFoFHNzc4hGozhy5AhrPNJhkcvlkMlkGuYZ2e12yLLMeQB1KIZuryTxtbGxgUKh0DVN488CeQLvv/8+Tpw4AY/Hw5JQlUoFpVIJPp8P165de67WiFcFrVYLvV4Pu92Oo0eP4sSJE9Dr9Q06jlqtFtPT06hWq9jc3MQ///lPKIrC2nhkUKg0PZ1OY319HX/84x+xsbHBl3y9Xs+qHBRKDYVC+MMf/oDFxUWOPDWz37EtDBRVjNjtdhw/fhwnT56EXq9vGLqlhoZtlctlLoVUq0Zns1lEIhEYDAbIssxafFS11snegbqCzGg08hgNKhHV6XSw2+1cIFEul6HRaOBwOFCr1WCxWFr9I7QcegB3dnY4iVwul1EoFBCNRqHVauFyuVjBmbwsKqooFouIxWLY2dnhwhTg0WpHdQK6VCpxBZ/woL5CvY/Hx8dx7Ngxno5La0a6ftFotCPXjrwfKo6w2WyPvIb6wsbGxlCr1WA0GvnSRBcgmkhOBioajWJpaQmrq6vs3ZtMJuRyOVgsFjZGmUwGfr8fKysrLTk3W26gtFotzp07h3PnzmF4eBgjIyPQ6/VPnOESCoXw17/+FaFQCOfOncM3v/lN1Go1lizK5/OcOKR4aSd2lO9GbaQBYHt7Gx9++CGuXbvGhkuWZRw/fpyremw2G5LJJK5evYq1tTUsLS11tAF/HshQkbdeKpVw5coVWK1WfP7553C73XyASJLEIeRKpcKzi6anp3Hq1CnY7XZYrdaGS1e5XOaekm7P/e2FLMuw2+0YHBzkYh8qSQ+FQrh06RI2NjZw/fr1jr14kpe4uz+M8kgUHt7c3MStW7cQj8dhsVgwODiIbDaL+fl5+P1+RCIRyLLM0k+xWAwPHjxAMpmEzWaDyWSCLMs4duwYnE4nAoEAPvjgAwSDwZaOfGmpgSL39Pz58/jlL3/JRuVpyWdFUfDhhx/i7t277N6SND/ln0gCiVxS2sCduInVUFy+Vqthe3sbf/rTn3j8NZWZUgWf1+uF1WpFMpnEzMwM5ufnD0yy5FWE9gp5n7FYDIFAoCHvubvPTA15Vx6PB5VKBcPDww2f39nZQSQSQSKR4KqoTt+fzwpdpoaHhzE4OAiz2QydTsdrFAqF8Pvf/x5zc3MdHbanZ5ku2Or9oe4R3drawpdffolKpcJz3tbW1rC+vo56vY6ZmZmGr0v/VpIkFtolA+V2u/GXv/wFf/vb39hLbRUtM1AmkwkjIyOQZRlDQ0Nc478XtCm3t7cRCoVw9+5dJJNJFItFKIqCpaUl9PT0sIu/O6xCfT3qQ6UbDgJSKKB+BdI/o34Suo3SGgnj9GTooX4eSHSWZhzt/no7OzvcU/K40RLdCPWaHTt2DF6vFwaDgYVms9ks9zZ2g0wZefErKyvcB0Y6kKlUCoVCAaFQiIsicrkch0CfpMJDFy2Xy8X9VDTkUafTcWi7lWdCSwyUJEkYHh7Gz372M0xMTLDY417QoVAsFvHxxx/jd7/7HSf5yuUy/ve//yGVSsHtduPMmTOc5LNarSiVSjwllxLPu41UJx8G1WqVx4ynUiloNBrodDoeuW00GjkHoi41FbwcJEmCx+PB1NQUTCbTI6ropEadSCSQzWY7tu3hRdBoNDhz5gwuXrwIm82G/v5+LoC6d+8eVldXkUwmm9Is2kroZ9va2sIHH3wAh8OB0dFRDA8PI51OY2FhAalUipuWK5UK1tfXkU6nnyhEQJWp1CP54x//GDabjcfG2+32x843ayZNNVDqvg+bzYaJiQlMTU1BluVHwnrqYXlUj7+xsYHZ2VleeKqsWl5eRqFQwMmTJ1nOh25cVClFC/2kkEynQaFN4Kt8ByX8qTKIKtSeRetQ8HxQgp/Kg9X6h4R6xAbtdfE7ACftaTK2uucpnU6zmkE3KMEQ+Xweq6urMBqNrIGXTCZx584dJBIJHD58mIskqFjnSakSqtqjFpMjR47AYDDAZrOhVqs1jG9v5Ro3xUCRGoRer8f09DSmp6d5cJssyw0KEXSbv3btGq5fv84NY/Sx3TcmqkwplUowGo2QZZmVz2muVL1e5/i1+kbQyZt7989GFwODwQCHw4G+vj6Ew2Gsrq5icXERuVyuRe+086Cwntlshslk4ssWhVTUwwlpjlkqlWr1224LDAYDPB4PZFlGX18fF6BQuGl5eRn/+c9/WM2gW6hUKkin09yInEgkkM/nkUgkeApxsVhEsVjk1zzpfBscHMR3vvMdjIyMYHp6Gk6nE9lsFp999hni8TiWl5fbQvKsKQaKPCaLxYJ33nkHFy9e5DJytToEeTulUgkzMzP4zW9+0xBH3R0CoRg+SXHQDYAUeamcslKpNNwIuhEqVTUajbw+KysrmJubw/r6esd24LeC3t5euFwuHqa32zuiSxgZqEAg0NXN0WoMBgPGxsbQ39+P/v5+Dv1TmT8ZKGoY7RaoIRn4yjitra0BeNi6EAqFoChKw8eexMDAAH7yk5/g9OnTPFQzlUrhxo0b8Pl8WFlZaYuQf1MMlDq0R0MHKUmvplgs8sOqKAqKxSKXVz4OOnjVApL0tSkkEI/HW1qJ0moo4Tw0NITDhw9zLiSTyWBra4u1+QT7h0InQ0ND6Ovr4yFvu1VQ6MCNx+MsJdPqw6Ad0Ol0vFdJqaNcLiMajSKdTiOdTnNYulvZ66L9rJdvmp9nMplgMBi4r4wu+7FYDKFQqG32Y9MMFBkRMh579TkpioKPPvoIa2trXPL8pI0oSRIn/Pv6+uDxeHh4WU9PD/L5PO7duwe/34+tra2Wu6utQqPR4K233sL3vvc9VuGu1+tYW1vD5cuX+cEX7A+SiXG5XHjnnXdw5MgR7vxXa/cVi0VkMhkoioLZ2Vncv3+fe626GUmSYLPZcObMGXzta1/D+Pg46vU6kskkbty4wYLP3foc7xdq6CXpM4PBAI1Gg2q1yjmthYUFzM/Po1AotMV+bKoHpR6NvRc7OzvY3t6G3+9HPB5/po3Y29vLgqhGo5HLyykkSB4UNU52I5Ikoa+vD5OTk7DZbJzzy2azCIfDXIou2D+km+bxeLiNQu1B0b6k8vJkMolYLNbid9161EUldNkkVRPqFxNixvuHinYsFgv3nFJahXJa8Xi81W+TaYqBKpfLiMViKBaLT0zGy7KMs2fPwuv14t///jcCgcBjPShq8j158iS+/e1vw+PxwOl0Nnxe8FAqxWQywW63w2w2o7e3d08lY8GLoW5doD9TXH93jrVer/NU0kQiwTp/3b7+DocDDocDXq8XIyMjOHToEBeYpFIpzM3NYWlpCYFAoOvX6kXRaDQ4deoUn5d9fX2oVquYnZ3F559/Dr/fj2g02uq32UDTDFQ8Hucmu8dtMDJQ6XQafr8fly9ffmr+aWpqCj/60Y9gMBheeF5Up0K3Uhq2J8syu/VkmER58/5RT9EFHlZMqoWM1X13uw1Ut0OhJ6/Xi7GxMQwPD2NoaAiVSgU7Ozvc7zM7O9vVhU77hQzUe++9x6X7lUoFs7Oz3F/abt580/qgqLSW+hjMZjOLlhI0+6ler+Pw4cN4/fXXWdC0Vqs1hAipZHp0dJSLLtTjialKKh6PIxaLtU1MtZlIkgSdTsfJUK1Wy7k/9ViJbk44vyzq9TrPiaKxJgaDgavQ9pKoEbmUh+F/t9uNiYkJeL1eLuIJh8NQFAU+nw+5XE6s1wuiVjMh8Wz1viyVSkin08jn8213FjS1UbdWq2FpaQmXLl3C0NAQzp8/j76+Pv58b28vnE4nZFnGD37wA5w7dw6lUomVdWlMuU6ng8VigU6ng8fjgcFgaLjB5nI5pFIpBAIBzM/P4969e11poGg9aWPSganOg9B8LPHwvzi0r2i8NhXuuN1ubhhXQ83nanmjboQumjQp9+LFizxZuFqt4rPPPsPHH38MRVEQDodb/XZfWWRZxltvvcUNuburp2n6A1VNtxNNNVD1eh2pVAqbm5vQaDSPzL2hGz8AjI6OYmhoCKVSCeFwmPucqH+KZuyowyf0wNOwwlQqhXg83lZJv2aiPgC0Wi3f8Elck27xwjjtD1I1oZCq2pNS55f2mmbazZBBJzWDo0eP8vNPSu+Li4tIpVJd3SayX7RaLZxOJwYGBrh0H3jYj0cX1Xac4tx0D2p9fR21Wg2JRAIXLlx47GtJ7gQAnE4nN9vSQbtb9TwWi+H69euIRCIIBoNQFAWKoiASiRz4z9WukNZbuVxmAclCoQC/349kMolQKNT1h+TLgi5IwFdjTj755BPcvn0bp06dwje+8Q3OSwHghmmDwcBh6278Pbjdbrz77rsYHh7GG2+8wd49SZvRHs3n8213s3+VqFQqiMfj0Ol0yOVyqNfrSKfTPISQzuR2pOkeVCAQwNbWFiqVChdM7FVxR7Fpiuc/7nVENBrFp59+isXFRQQCAQQCARZC7VYqlQqSySQKhQIbqEwmg6WlJYRCIWGgXjLklSqKgk8++QR2ux09PT04ceIE5wCpJ5AaJXeXoHcLkiTB7Xbj+9//Pk6ePAmbzcZ6ezs7OzyVOBQKdeysp2ZRLpeRSCSg0WgaDNSXX36JjY0N+Hy+tj0nm65mri6WuHPnDmq1GgYHB3Ho0KGnihsS5XKZ1XoplOf3+xEMBpFIJJDL5cSm/n9IfzCZTGJjYwPJZBI+nw+KoiCRSIg1OgDo8tXT08OjNGjq825jRJewbiz1p7E4pP5CQx/X19eRSCQQiUS6Okf3stBqtZBlGQ6HA0ajkaeLU7Qpm822+i0+lpbNg1pfX8evfvUr2O12vP/++3jvvfcaKvGeRCaTwc2bNxEOh3Hz5k3cvHkTuVwOoVCIk/5iUz+kWq3izp07+POf/4x4PI6rV68iEokglUq1rWv/qkKSMTQpNxaL8a2VJkWrZ5RRDoa8hm5AnaszmUzcmwcAkUgEH330EVZXV3H79m2xP/eJJEmwWq2YmpqC1+vF8PAwJElCJpPBF198gYWFBSSTybZd55YZqFwuh/v370Ov1+Nb3/oWisXiI0MFH0c2m4WiKNje3sbi4iJu3brVlTfQZ4XkYtbX1xGLxbCxsYFoNCrW64CgMBXdVPfqNVMf0ru1+jodKhYh75HyygB4rM7Kygri8bjYoy8BrVYLh8OB/v5+mEwmAA/FE8LhcFvn91o68p3mFc3MzKBcLj/TuHfgKw/K7/cjk8mwNpfYyI+nXq8jGAzyZE6h+3awGAwGDA4Owmaz8f/Je5IkCQ6Hgxt2e3t7u27/qqsYyUgTNJyUQqOCF4cuAiaTCV6vFxMTE3A6nQ1tDk/TO201LTdQlUoFV69exbVr1xo+97TBguSSdtvD/SKQgaKiCLFeB4ter8fIyAhrytlstobLl8PhgNVqRTwe70oDBTx8psmTpI/VajU2UCKPvH8kSYLRaMTY2BgmJye5B5IEENrZewJabKAIoWZw8AjD1DyoWlKr1cLn8+HWrVvcvU9TjCuVClZWVnjUezf9btRGqVAoIJvNIp/Po1AoYGtriweQCg/q5ZDL5bC0tARJkvisXVxcfCUEtNvCQAkEnUQ+n8fKygq0Wi3W19fx97//nVWke3t7uSmSqk9LpVJXGSia4VatVhEMBmG1WrG6uooHDx5gc3MTDx48QCQSEZfWfULekt/vx69//WuYzWY2UNlsFhsbG61+i09FGCiB4CWjnn6ayWSwubkJvV4Pl8sFnU7XEMLKZrNtW0F1UJAHpR6HEwwG4ff7oSgKstnsIyozghcnn89jcXGR15w89ldh3wkDJRAcIJSQrtfr3CxJIb5uFYwlHUhFUXDp0iU4HA5WfaFwn+DlQbl+Uix5lfacMFACwQFCjek0FE7wMOccCoVw6dKlR/QJuync2Qwo1PcqIgyUQCBoCa/ywSloDs9roKIA1g/ijbzijL3gvxPruTdiPV8uYj1fLi+6noBY08ex55pKwp0WCAQCQTvS8/SXCAQCgUDQfISBEggEAkFbIgyUQCAQCNoSYaAEAoFA0JYIAyUQCASCtkQYKIFAIBC0JcJACQQCgaAtEQZKIBAIBG2JMFACgUAgaEv+D7yR1T4kenMDAAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Εποχή: 31/50, Απώλεια Γεννήτορα: 2.232, Απώλεια Διευκρινιστή: 0.370\n","Εποχή: 32/50, Απώλεια Γεννήτορα: 1.913, Απώλεια Διευκρινιστή: 0.433\n","Εποχή: 33/50, Απώλεια Γεννήτορα: 2.212, Απώλεια Διευκρινιστή: 0.311\n","Εποχή: 34/50, Απώλεια Γεννήτορα: 2.207, Απώλεια Διευκρινιστή: 0.359\n","Εποχή: 35/50, Απώλεια Γεννήτορα: 2.086, Απώλεια Διευκρινιστή: 0.382\n","Εποχή: 36/50, Απώλεια Γεννήτορα: 2.884, Απώλεια Διευκρινιστή: 0.252\n","Εποχή: 37/50, Απώλεια Γεννήτορα: 2.216, Απώλεια Διευκρινιστή: 0.340\n","Εποχή: 38/50, Απώλεια Γεννήτορα: 2.221, Απώλεια Διευκρινιστή: 0.319\n","Εποχή: 39/50, Απώλεια Γεννήτορα: 2.449, Απώλεια Διευκρινιστή: 0.485\n","Εποχή: 40/50, Απώλεια Γεννήτορα: 1.937, Απώλεια Διευκρινιστή: 0.385\n"]},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAagAAADPCAYAAACgNEWWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy96W9c133//7537uwrZyeHq0iKlKjNkmxtluw0kdMkLpJ6SewWSRMjKFCgQNOgAfonBAEKBOmCPmqTOt+kaePGseslilw7lmzFjiVRlESKIsWdnJWz79v9PeDvc3SHIiVSJqkZ6rwAwYnEGc49c+95f/YjyLIMDofD4XDqDfFBfwAOh8PhcFaCCxSHw+Fw6hIuUBwOh8OpS7hAcTgcDqcu4QLF4XA4nLqECxSHw+Fw6hJpPT8sCAKvSV+ZiCzLrvW+iK/nqvD13Fj4em4s97WeAF/Tu7DimnIPamOYftAfYJvB13Nj4eu5sfD13HhWXFMuUBwOh8OpS7hAcTgcDqcuWVcOarNRqVQwGAxQqVTI5/PI5/MP+iNxOBwO5wFRVx6UwWBAb28v9uzZA4/HA0EQHvRH4nA4HM4Doq48KEmSYLVaYbPZEI/HodVqUa1W7/qaarWKSqUCAOCDbzkcDufukOHfCPvllgiUIAgQRRGCIKBarTLRob9Tq9WQJAkejwdHjhyBz+fDsWPHkM/nV1xEWZaZMH3wwQf48MMPUalUIMsy+8PhcDic2wiCAKPRCKPRiHK5jGQyiVKptK7XE1u1x26ZQEmSBFEUUSqVUK1WIQgCVCoVRFGEVquFTqeDx+PBY489hr6+Ptjtdtjt9hUXRZZllEolFItFAMAf/vCHGnGqVqtcpDgcDuf/RxAECIIAk8kEp9OJfD6PXC6Hcrm8rr1SFJeyQlu1x26JQKlUKphMJkiSxBbGaDSio6MDRqMRGo0GOp0OHR0dcDgcMBqN0Ov10Gg0K76fLMtM3Nrb23H48GHE43FMTk4ik8lsxSVxOJw6Y7VIzcOERqNBU1MTtFotTCYTDAYDALCCM4/HA7fbjVKpBJ/Px/5+LWJDIkc/r3xNoVDA4uIiCoUCMpkMstnshlzPlggUiY/JZMLi4iKi0Si6u7vx13/91+jt7YUoihBFkXlROp0OKpVq1fcj70un0+Hpp5/Go48+iuvXr+P73/8+RkZGtuKSOBxOnUAbp0qlgl6vhyiKD20VcFNTEz7zmc+gubkZe/fuxZ49e5DP5zE3N4d8Pg+fz4eWlhYAYNGs5ciyvGLkitZ5JTHz+/14++23sbCwgJGREYyOjm6Ih7UlAiWKIvR6PYxGI7LZLLRaLex2O/r7+7F3794aZV4r9JqWlha0tLSgUqnAbDZDkm5fkizL63ZhORzO5rDSM74Rz6ZKpWJ5bGpTqVarKBQKD82zL4oiE2ifz4f29nbs3r0bhw4dQjabhc1mQyaTQWtrK3w+37r32+WitZyZmRmMjIygWq1idnZ2VSFbL1siUIVCAXNzc9DpdLDZbNi5cydcLhdmZ2cBLLmdn7as3Gq14tixY+y9PB4P/H4/3njjDfj9/o26FA6Hcx9oNBo4HA5oNBoWfiuVSojH4yiVSve1mVFu+8iRIzh69CjUajXMZjMA4Ny5czh//jyKxeKqnsJ2QRRF7NmzBwMDA/B6vTh16hTcbjcTIo1Gw8J6FovlrvssrdNyp2G111Cxml6vx6FDh9DR0YFIJILBwcENWfMtEah8Po/Z2VlIkoSDBw+it7cXZrMZc3NziMfjEAQBbrd7QwSqt7cX+/fvx969ezE4OIhPPvmECxSH84DRaDTweDwwmUwol8sol8vIZrMsUQ+sz5uifJNarcbRo0fxV3/1V9Dr9TCZTGzTvHz5MkRRZO+/XRFFEQMDA3j++efhcDiwd+9eWK1WJjIkUMDqQgPcro6m91zLflypVFAul6HX63Hw4EHk83l88sknG9bDumV9UHTxRqMRLpcLZrMZDocDJpMJer1+Vfe/Wq2iWCyiUqkgHo8jHo8DWLrhRVFEsVhEsVhEPB6H3+9HMplENBpFIpFALpeDTqeD2WxGoVBgVX8czmajUqnYBiGKImRZ5q0QWNr4mpqaYDQakUwmkUqlIAgCCoUCCoXCut9PlmWo1Wro9Xro9XpotVpUKhWIovjQFEpQ+bjD4UBTUxPUajWrtlP+zErIsoxwOIxIJIJqtcrE3Ol0wuVyQRRFSJJ0z/BsLpfD5OQk4vE4AoHAht3fWypQgiCgtbUVR44cgdVqRWtrKwwGAwwGwx0LQDdXPp9HMBhEJpPB+++/jw8//BCSJMHpdEKr1SIYDLIFKZfLEEUR2WwW+XwegUAADocD3d3dCAQCCAaDD+3GwNk6KBcgSRI0Gg3UajUqlQqy2SwqlQoLOz1M0PMtCAIGBgZw+PBhBINBiKKIhYUFBINBhEKhNT+fynYStVoNk8kErVYLSZKYMUBG6XYXKUEQ4HK5sHv3buh0Ouj1+jW9jsKs77//Pt544w3WuiOKIp566imcPn0aer0eVqsVarX6jtfSdyWKIubm5vDDH/4Qw8PDCAaDbHjCp2XL+qBUKhU0Gg3MZjOcTiesViucTueqi1kul1EsFpHL5ZBIJJBKpTA7O4urV69Cq9WiubkZWq0Wc3NzmJubgyRJMJvN0Ol0iMViiMViyGazUKvVrJSdc/u7oCSmckOQZZm59kqLn7M2VCoVVCoVS9aTQOl0OmaZlkolVrVKoajt7lGRJylJEtRqNex2Ozo6OtjkmHg8fscGuFbonpUkid3X9Dvp+9iohP1WQWslCAIqlcpdN3vy0PV6PSwWy4r73ErFYsrolN/vx/DwMItGiaKIffv2oVgsQqVSMWOKWnvo9cBtkUun0xgZGcGVK1c2cik2R6CWj9JwuVz4oz/6IzQ3N+P48eNoaWmBVqtdUZVpkT788ENcuHAB+XweyWQShUIBY2NjCIfDUKlUSKVSkCSJhQncbjeOHj2K5uZm7Ny5E/39/ZiYmMDbb7+N2dlZJBKJhrpJN4rlyU6Hw4EjR47AbrcjlUohm82iXC4jk8mgWq3C6/XC6/UiHA7j/PnzCIfDD/DTNwa0QZ44cQInTpyAWq2GVqtlYqVSqVAsFrG4uMgEShAERKNRfPzxx1hcXEQymUQymXzQl7Lh6HQ66HQ6tLa24vOf/zxaW1uxc+dO+Hw+loOKxWL3XRJO97eyB0qlUuHRRx/Ft7/9bczPz+Ps2bMIBoMbfGWbh8fjwVNPPQWXy4ULFy7g97///YpeILXlmM1mNDU1rRrGCwQCePvtt+H3+2uMIgrpDQ4OYn5+HgCgVquh0WigUqlgNBqRTqdx/vx5JJNJ7N+/H/v3768R/Vu3bmFsbAw3b95EOp3ecGNgUwUKWBIpt9uNZ555Bnv27IHT6YTD4bgjRgosCVQul0Mmk8G7776Lf/7nf0axWKxRa+XFKxejpaUFR44cQX9/P9ra2uDz+VCtVpFKpTA3N/dQihNwZ7LT4XDg85//PLq7u1lYJZ/PIxKJoFQqYf/+/dizZw/GxsYwMjLCBeoeKKMDp06dwne+8x0mTsp1p1B1Pp+HwWCAXq/H+Pg4stksxsbGIMsyUqnUtrtPqXK3ra0Np0+fxq5du1hYPxKJMIHK5XL3fe1KcQKWLP1Dhw6hs7MTQ0NDGBwcbDiB+trXvoZdu3ahUqngD3/4w4oCpdVq0dbWBofDAYfDsapABYNB/OxnP8Pg4CBKpRKrmlQKVbVahVqthtVqBbC0b5hMJgSDQbz55pu4desWvv71r2PXrl0sbF2tVjExMYGzZ88iEAgglUqxyEBd56DI7fZ6vXC73ejt7UVTUxP0ev2KCTwim81idHQUkUgE8/PzKBQKd63AobwWVeoEAgEYjUaYzWZ4vV62UNs9Br0cWhOqclKpVLDZbLBarejq6mIh1kqlAkmSUCqVYDabUS6X0dzcDJvNBpvNBqfTCafTiVwuh2w2WxMerFQqbF2326a6FqjvxGg0or29HRaLBa2trdDpdOweX26oGY1GqNVq6HQ6aLVa2Gw29PT0QK1WQxAEpFIplMtl5PP5bXHPCoIAp9OJnp4edHd3w2q11qwPsBTKL5VKG5azIPL5PIsQbPR7bza5XA63bt1CtVq9a95cq9XC5/OhubkZVquVVUbOzMwgn8+zfNTMzAySySSrmKRw3/J7jMJ11BZ06dIlzM3NIRgMIh6PY2JiAhcvXoTZbIbP54Narcbi4iICgQAWFxdZPpB+x0awqQJ1+vRpvPDCC7BYLPD5fCxxvBozMzP40Y9+tK5EmyRJLNT31ltvwWq14plnnkFLS0tD3pyfFhq+S1aOxWKBTqfDyZMn8fjjj8Nms6G3txcmkwnt7e13VDtRNZQsyzh06BBsNhvGx8dx69YttiFLkoRcLses3ocxV6XT6WA0GtHd3Y2//Mu/RE9PD9rb21cUJ2DpPm1qamJzKAVBQHt7O77+9a8jk8ng1VdfRblcRiKRwPz8PHK53AO6so1DpVLh+PHj+NrXvsbyTkajka0NRUzS6fSGPqeyLCMQCODy5cuYmJjYsLE7W8Xs7Cx+9KMfQafTIRwOr7o2drsdn//857Fr1y44HA7kcjmMjY3hH//xHzE+Po6uri5WIEb31N3ynZVKBel0GtlsFq+++ip+//vfI5/PY35+Hvl8Hr/4xS9w9uxZdHV14cUXX0RLSwsuX76MDz74AOVyGYIgwGw2s7TBRrCpRRJutxsDAwPQaDRsWOxKAkWLRuGOoaGhNc+GIi+hWq0iFAohm80ikUigXC4/NBunMjFMAqXVaqHRaKDX66HT6eD1etHb28vCK8rS3OVJ2Wq1Cp1Oh6amJjgcDgQCAZZLIQu4XC6jUChsC0v/XijzeOSZ0mQUh8OBvr4+7N69G5Ik3fPBJPESBAEGgwGdnZ0ol8vw+Xyw2WyQZbmhwlF3QxRFOBwO7Ny5EyaTCUajsWaEGeVA7nfaizL/pESWZRY6TCQSDWek5nI5jI+P1/yd8hklg1Kn06G5uRnt7e3sddFoFDdu3MDw8DA7DYJCqGt5VmktA4EAAoFATc4qm81idnYWmUwGCwsL0Gg0iMVirJfVarVCkqQNbefZNIGqVqsYGRnBr3/9a3i9Xhw9ehQOh2NFgUokEqx+npLIa+0XcTqdaG5uhtPpxLFjx+ByubBnzx7odLpV6/e3A0oxomoxi8XC3P62tjbWqU+lzVNTUygWiwiFQigWi3C5XHC5XLBYLOjp6YHBYMDw8DCGh4eRTqcRjUahVqvh8/mg0Wig0WjgdDohSRKGh4cxMjKy7Y0AQRBYjN9sNqO3txdWqxUOhwN2u50N5gyFQrh27RqGh4drYvD0X0mSYLPZoNPp0NfXh97eXmYkAEB7eztOnTqF+fl5RKNRFvpqxCZTURRZ9SIZNMpnka7t0xg4FB1Y3qaiTP4Xi8VtM+qsubkZX/rSl+D1ejE4OIihoSEWjjcYDPjDH/6AixcvIh6Po62tDTabDdlsFiMjI8hkMmvyyJXFGR999BE+/vjjO+7larWKxcVF/Pa3v4XD4YBKpcLXvva1mnW/evUqUqlUfU+SqFaruHHjBorFIvr7+7F///4VS8plWUYikcDs7CyCwSBKpdKKFhGhLIygzaO3txfd3d148cUX0dnZyVT/buHERocscfKSDAYDfD4fzGYzDhw4gP379yOZTGJwcBDxeJwJVCQSwblz5xCNRtHV1YXOzk5WVel0OnH+/Hn86le/gk6nQ3d3N0wmE1paWlh+xev1Qq1WI5FI4Pr16w+FB+VwONDT0wOfz4cvfOELaGlpYdWOZFWGQiGcPXsW//mf/1kzWkfZoN7Z2QmLxYKnn34aDoeDzY2TJAnt7e2QJAljY2O4dOkSEokEADSsQFH+g6p1lUUjpVIJuVyOCdT9CAgJvtlsZhO7gdv9k0qB2g73aHNzM77xjW9g3759+OlPf4poNAqPxwOr1coMy5dffhkWi4X1mZ47dw4XL15k0aR74fF48MILL2DXrl2oVqtMoJTIsswESqvV4rnnnsMzzzyDSqWCSCSCdDqNZDK5YUO7N3UHJ5czHA5jbm4OWq0WVquVVYoASxccj8cxPT0Nv9/PBjyu5D2ZTCY2KiWZTKJarbJG3Pb2dnakB3VGLywsbOvpEcp+JY1Gg87OTrhcLnR0dMDtdkOWZVamT2dxRaNRpFIpZDIZxGIx6PV6VKtVDA8Pw2azsXgzhfQ0Gg2sVivMZjPrKZNlmU3y2O5nb1Hoor29nVmsZrOZ5VPL5TKmpqZYw3g+n2dWu/KPSqVCIpFAtVpFLBZjXhLdszqdjq0zhcMbFbonlYU0SqOTwm/JZPK+BVitVsPlcsHpdNbMl6P/5vN5JBIJpNPpbSFQmUyGVXtSmC0Wi2FsbAyFQgF+v5/1fWYyGRZqU34HSihkqFKp4Ha7WTEb7QfUy0fTepS5U5PJhK6uLtZ3Ojs7i2KxiGg0ylIsdV3FByzdpJFIhPUpvf7662htbcXRo0dx9OjRmoOvhoeH8eqrryISiSAaja5YHSaKInbs2IGBgQHE43FcvHgRqVQKBw8exNe//nWYTCY4HA5Uq1UMDQ3hvffew9zcHKLR6GZd4gNDWVZLFqLFYsFzzz2HgYEB5lFdv34d8/PzGB4eZpZssVhEOBxGsVhkCVC1Wo0LFy6wir5SqQSDwQCTyQS73Y4DBw5g3759KBQKWFhYQDKZZE2BgiDc97DPRkClUmH37t34yle+UlPso9PpIMsy/H4/fv7zn+P69esIhUI1E7SVa5LP51nc/saNG2hpaYHb7UZTUxN0Oh3sdjusVisymQz0en1NU2SjQcUPlUqFNXkqW0WCwSBGR0cxPj5+38UgNpsNjz/+ODo6OtDT03PHWoXDYYyMjCAajSKfzzdcs+5yZmZm8IMf/AAGg4EdWRSJRFAsFmG1WjExMYFMJsN6kwwGA8Lh8KoGJHmger0ezz//PJ599llmGIXDYUiSBJ/Ph3Q6jWAwiEKhwBqte3p68J3vfAddXV1455138PLLLyOfz7NIDRliG8GmelA0XysWi2F+fh6yLDP3UdmRnEwmMT8/z7wiSZJYmI6gpLLT6YQoijAYDCiXy3A6nejq6mJNv+Rdzc/Ps1zLdmW5B9XW1oaenh727waDgVmSlNyvVCps86CyVOXYGCpHp5OODQYD7HY72trakMlkkEwmUSwW2c28XXN8BHlQra2tMBqNMJlMrFKvVCohlUphcnISN2/evGs4iTZtmhsZiUSg1WrZeC6aemA0GtnInkYVqHt5UOTVf5rqPfKgKKy9nGKxyCIFZP3TZ2tEstksbty4UfN3lUoFY2NjMBgMSCaTbM1J9JU9pATdZ1qtlt3PnZ2dOHjwIIrFIiYnJ5knRgNno9EoSqUSC0ebzWZWGHT+/HlMT0+zvWGjQ9JbPiyWNkytVssqyGiArNfrxZEjR6BWq3Hp0iUMDQ2xh75arSIQCODKlSuw2Wz46le/iqamJpw4caKmMkgURfT39wMAxsbGMDo6uu28KNoA6MGjUBsln0mMlNVmhUKB9dco+8OWe6larRYWiwUejwcHDhxAR0cH2tra7ng/SZLuOYalkaEQiEajYZ4kFd4AwJUrV3D16lVMTU0hFAqtOddRrVYxOTmJarWKvr4+HDp0CC6Xi3lMJpMJu3btYvmomzdvNtymSv1y1AKyfAwRhTNNJtNdDya9G3RKNxUGKX+3KIqw2+3o6upCOBxGKBRi3sV2olQqIRaLIZ1OQ6PRwG63w+v14rOf/SwcDgfeeustzM7OolKpsO/k5MmTOHnyJAvXq9VqPPbYY6yIhfJaTz75JNra2rCwsIAzZ84gEAiwZ53WnMYgZTIZVjG43FP9tIbBlggUxeFJoJLJJDvSnbwhmjDxxBNPwGazAQBGRkZq4vjBYBCJRAIHDhzA888/z8ZuKC1NURTR19eHnp4efPLJJ/iv//qvOz5Po1tTwO1zW5RHXNOwR2r8FASBCQqF9JbP46Kbiv7Q9He3240DBw5g586dbHOhIailUonlX7ZrFZ+yn4wEijz7YrGIoaEh/PSnP0U8HmcCtRZkWcbU1BRmZmaQSqXw4osv1gzdNJlM2L17N8xmM9LpNMbHxxvOCFAKlFqtrqnio3vMYrF8KoESRRFGo7Em1Ey/myamd3Z2QqPR4Pr16xt5eXVDqVTC4uIiRFGEz+eDw+FAV1cXnnrqKbS1tWF6ehrvvPMOM2QlScKpU6fwd3/3dzVrRnso5aMAoLW1FSdPnsTNmzfh9/uh0+mQy+WQz+dhtVrZOCQak1YsFmtK/pWFbLQ/3VcxzAat1T2hfgd68JWbqN1ux44dO2C1WlnpKHXbk7cALFWZdHZ2or+/HxaLZdUBk8qZXMtv3O06mJOuT3nN1CNGVVTA0jElNJKfmm0lSYLJZIJGo4HP50Nrayvcbje0Wi2ziOhGnJ2dZbnC7bqWwFKXvtfrhcViYaGOSqWCZDKJbDbL+j/S6fS6wxr0sJLHS0M5ybsl77hRk/vKwbC0+SlDfHSNqyXw10K5XEYkEkEgEIDFYqmx3mVZZtWnZLBtZwRhaZr5rl27WKWowWBAR0cHHn30UbbvUrWoMhKw0nsBYPuFyWTCjh07IEkSS9l4vV4sLCygUCiwPBe9VilGG+EIbIlAUVw0k8lApVLBbrfXWFUHDhxAV1dXzUmbVqsVdrsd2WwWi4uLqFar+MIXvoBvfetbsFqtaGtrW9dnIGuYvLhGffiXo/R+6Brp78kip+OeKfTxxBNPwOl04tatW5iYmIDZbMbu3bths9nQ0tKClpYW2O12VjFJ+aqZmRm88sorbEBko1n266GpqQmf+9zn0NbWht27d0MURaRSKYyMjCASiWBkZAQzMzNsuPF6IYFKJpOIxWIs91osFlmpbqMeWU5REaPRCJ1Od8dUcbpGyn+uF0EQkEwmceHCBUxNTUEQBHR3dwMAE722tjYYjUbY7Xa8/fbbG32JDxSlp0KtJidOnMBLL70Es9kMj8cDrVaLP/3TP8WJEydqPHSv17sur5XmAlJLQLVahd/vx29+8xvMz8/j2rVrbHKQspF4o84+27IQHz3IK21qNPuNJj5nMhk2DaFcLrNNt7W1FQcOHFizRUQeBFWw0cSJ5YMSG3leH92sZKmSlwiAlYmTN6pWq2EwGFgfTzqdRiQSYcJkt9vh8XjgdrthMpmY10DfHR15MjExgXg83pCb51rRaDRobm5GR0cHa4ugMv1QKIRYLIZMJvOpRZrEn+5DuhcbOXRKuUyy1FeaS0jPm9JwpFzJ8j/K51WZc6VjOpSDZmkNjUYjRFGEzWZj3kKjV/Ith9ZHFEW4XC709fWx0BuwtF+2trZ+qt+h1WrZpAol4XAYt27dQiKRYOFC+q7JYFte6HY/bIlA0WmL4XAYoihicnISPp8PTz31FLxeL/s5srxo4XO5HOx2O55++ml4PB48/vjja1J/ehiam5vx0ksvYW5uDtevX8f169dhs9nw2GOPwWazYWpqClNTU0gmkxgfH0c6nd60NdgsaBqBTqdj1osy/0TueW9vL5se8fjjj7MG52PHjrGEM303H330ERwOB7LZLJxOJ+LxOGumTiaT2zq0R0JvtVqxc+dO7Nq1C06nk3XQv/fee7h16xZu3rx530YNGRI0TsrpdDJPQ6/Xo7m5GbIs4+bNmw1ZJWkymbB37154PB7WgKwUKafTif7+ftYWEgqFcP36dQwPD0On07GZfdTnFI1GceHCBcRiMVZ55na7cerUKXi9XuzYsQPA7RmgABCJRDA7O4uZmRkASxWt2+WgSOWzpwyh0n21WVBY1mq14k/+5E9w/PhxpFIpdswGGQ6XLl3ClStXkMvlsLi4+KkqqbdEoPL5PKanpyEIAmZmZvDee+/hwIEDOHDgQI1AqVQq1l0viiJyuRy6urpYB/V6Sm8FQYDP58M3v/lNFAoF/OxnP0M0GsWOHTvw7W9/G11dXTh37hzOnTuHubk5BAKBhhUog8HArBhlclKv17OGOqvVCpvNBovFgoGBARa3p7llVOb/+9//Hq+//jpaWlpgs9ng8/ng9/vh9/uZ19Co3uZaoDE9NNZoz549zIKPRqM4d+4cBgcHP1WDMnn2dBSFw+EAAFZAQGEYyn01GkajEfv27UNXV1eNQAG38yWU0O/t7UU2m8Urr7yCeDyOpqYmHD9+HG63G/39/ejr68P4+DhSqRTGx8fhcrngdrvR2tqKz3zmM/D5fDCZTMwro816cXERo6OjmJ2dhSzLbADydhAooPYkB2UIdTPvF4qmWCwWfOlLX7qjUZ/6Ml9++WXWq0VtKffLlpaZU6iPautpbpnX64XH42G5qnw+D4fDgQMHDqC7u/uOSp21/j4ALC7a3NzMzoqiDmiHw4GOjg5UKhVWEKA866QRclV001DsXdkQSRue0Whkf+ikV0EQEA6HEQ6HkclkMD8/j1QqBb/fj1wuh2QyyXIswFIYtlqtspl8jdqjsx7o4afQE4CacNNKKHMDgiDAYrHAYrHUHFhIB8w5nc477utCoYD5+XnMzs4iFos1pKdaKpUQiUSg0+nYTLbleRPKWdC0Ap/PxwyntrY2NufQYDCgqakJvb29zOO02+1wu92wWq3sCB9lSBBY6hsKh8OIRqPs2J56f5bXi3L+3fz8PC5dugS9Xs969Vaa2rM81CrLMhYWFuD3+6HX65n3CtTey/Rf8tKURodSoFQqFZqbm7F79274/X4EAgFkMpn7vsYtH1ZH87Fu3ryJH/7wh7Db7XjxxRfxwgsvsIczm83i0UcfxZEjR6DX6+Hz+db1O5Qxbtpkjh07hr6+Pmi1Wng8HqhUKvT396O1tRVXrlzBmTNnsLCwAKfTCZfLhVwuh9nZ2bof1U+jdahRD7jtisuyzIaZmkwmNqKHpj+8++67ePXVV5FKpRAMBll1GiXo33zzTZhMJpw+fRqf+9znEAgEMDU1hVKptC1PfyWWl8gqy3DvZiTRw6sssz5w4AAOHz6MUCiEM2fOIBwOo7u7GwcPHkRXV1fNBgIshaZ+/etf4+rVq4hGow1ZiBKPx/G739/vDSwAACAASURBVP0ONpsNbrcbR44cYbkR5WZH1aMGgwGnT5/G4cOHWbiZPEydTofOzk5861vfQj6frxmObLPZWNP0coNpfn4en3zyCRYXFxEOh7fNyCMl5BFWKhW88cYbGBwchN1ux759++BwOHD06FE89thjzNMBaquZybh97bXX8PLLL6Onpwff/e530d/fX5PfIoOW+tkA1Ky38pkQRRHHjx9HX18frl69ivHxcUQikfu+xi0XKKoESaVSGB0dhcFgwBNPPIF8Po9isYhsNotsNov29na0tbXd02uizVhZVr68zJFK2ZuamgDcLqEk6zYQCMBkMrEeoKamppovo54hz4mOvygUCizxXiwW2caqtHbISKAqnFQqhXA4XFM1RiNp6OgSh8OBQqFQk/je7iwPmdDDqtFoapqUSZSoKVVZZu1wONh9rNVqWeKeRh1RwY8y3EqFKI3oPQFLHhR55olEgjWPA7XHjdA6AUvVYh6PZ8X3oxmc64E8KDK2GnHo7logoZmfn0c4HIbT6YTBYEAqlUJPTw8KhULNmW+0F1ABQz6fx8zMDC5evIh8Ps+O5lB6S8oTou/13AuCwA46TSaT0Ol0n+r6Hti4bwqhVSoVnD9/noVDOjs7WQUZgLsKVLVaxYULF/Dxxx+z4geHw8HCWQCYaz85OYmpqSmWg1Farl6vF9/4xjewsLDAHobp6WmEQiGkUqnNXYgNgNz0n/zkJzhz5gzznkqlEtsgKDRHeT5BEHDp0iU2l2/5sQQGgwF9fX2smMLj8bADIPP5/LaJ5S9Hp9Mxb3O5geJ0OvHlL38Z+/fvx/Xr13Hjxg0WFjGbzaxqSulJFYtF+P1+RKNRSJLEjjY5fvw4K+UHgGQyiUQigWAwyEbUNKpAUTMz5ZwvXbrExmZJksSMRaV1vpb8idKzvdvPVKtVZDIZRCIRVmm5HXoglVWNy6+D1jwej+P69euYnp5GLBbD4OAgALB5mcs9qHK5jA8++ACVSgWBQAAvv/wyfvvb37JUh8FgQFtbG0wmE9ra2tDR0QFJkpixtdk8cIEqFAr44IMPcO3aNXR3d+Ob3/wmm068Fu/p448/xr/8y7+gvb2dJbY9Hg9LnFIz5NjYGM6dO4eWlha0tbXVTED2er2so588kkuXLuHNN99kVUD1jt/vx3/8x3/UlJkrb+SV1lI59mg5RqMR/f398Pl86OnpgdfrZf06FFbcbpCXQ1MOlj+ATqcTTz/9NJLJJBtubLPZcPz4cXg8Hhw+fBgHDx5kXkG5XMbbb7+Nt99+G9FolJ3Z1dPTg2PHjrFNQJaXjpyh47Ubtf+JqFarzJOfnp5muRE63bmrq4udE0WRD2B14Vm+Fqvd08q+m0wmw4wv8hwauXQfqJ0aA9SuC3n0iUSCGdVDQ0PQarU13we9h3KtaM8LBoP46U9/ykaa6fV62O12HDp0CE6nEydOnIDD4WDf3bYWKIIs/Xw+z45/TqfTzIpcnkCmmXI0X2t6ehrpdBqxWAyjo6PI5/Pw+/1wOBwsvCXLMgqFAlwuF2sSVr4vbUw07y8QCGB2dhaFQmHFh6AeoXXcqF4PjUYDr9eL1tZWmM3mmrDpZlcLPSjoYS0UCiseVUBl4JVKBe3t7di3bx8sFgs6OjrgcDjYZHLqHwPANkplqInKoZVVUIVCgR0s14h5p+WQJxOLxTA9Pc0qFimvRMeMUJEITTVR9oBRmF2tVrOfp35G2kRJ3JT3vCAIrJk/nU6z8HUjQ54MHYdRrVaRzWZZUZMSumfJa6LhB8sH964k/GR40j6iVqvZOX00aOFuQ6JleekUi8XFRUxOTrI9VFm0ZrFYIEkSMpnMPQsoHrhAAUsLmc1mEY/HMTMzA0EQ2CwtQpZlhEIhVuH0q1/9CrOzs5ibm2Plzz/+8Y9ZU6pOp2OH+JlMJhw8eBCf/exnWcm1EoqFl8tlXLhwoeboD41Gc4e1Ua8iBWycgFosFpw4cQJ79+5lw2ZpivndRqU0OplMBuVyGbFYjOVFaaOkSc5arRZ//Md/jCeffLJmTBS1SNCU+Fwuh4mJCXz88cdMnCRJYtWhJIBUwk4e1HYIn9KzMjw8zM6Co0Ma9+/fj1AoVDNd4saNG8zApO+AqtCampqwf/9+VsFnt9thNBrR1tZWc1ghIQgCBgYG8Oyzz2Jubg5vvfUW/H5/XT+3q0Fi0Nraipdeegk7duxgJy1PTEzgxz/+MaamplZ8rfKgQqWhtZZ1oLB/oVBANpuFwWDAI488wg6hXM17qlar+PDDD/HWW28hEAiw3lcyxMxmMx555BFYLBaMjo6yeaurURe7DD2k5XKZeVIrhZAKhQKL0w8PD2NiYoJtnMVikakxbSg0cNNms2H37t1wOp3soLnlkEUQj8cxOTnJ6ve3o6ewFuiE3ebm5prZcNt9PciDyufz7A9Z+srjC5TTNpSvpWZQKvZJJBJYXFxEuVxmnvtyg4fyeslkckOmU9QLsrx0lE4ymYRWq0U+n4der2e9TBTdqFarGBsbw9DQEHvGS6US80op8kE5a2Bp8/V6vSvek4KwdKhec3Mz+/4aQZyU/UwECRSFhnft2sXObAPA8skrXd+nybkp703aW3O53IqfcfnrYrEYJiYmEIvFmAdFn5E8KKfTyZyRuhcoSro1NTXhwIED6O3tRWtr6x01+1TlR8dFU1xV+TMAmJeTyWQwNzeHSCSCwcFBNqX70Ucfhd1uv+NzqFQqHDx4EAAwNTWF//7v/2aNfso/DwO0cVCFJPWJLS4uIhgMIp1Ob8u1IEuTDiL83e9+xwpMKpUKO7bh8OHDOHToEKvck2UZly5dwuXLl1EoFJBOp1EoFPDRRx+xPruWlhZYLBZWJUr5wnK5jFu3buG9995DJBJpiMKc9UKtELlcDsPDw4jFYuz5pvlusViMWe3VahXJZBKlUomdG6Xs52ttbcVXvvIVtLa2wmQywWg01oSubt26hd/85jdYXFxEIpF4kJe+JlQqFU6dOoWTJ0/WFOfQ5u52u7Fr1y64XC4mHJFIBBaLhZ1WsFln361n7xNFEQMDA3jmmWcwOTnJDq2l12YyGYyOjmJmZmZNXm1dCBQdoNXU1IS9e/di3759K8Y5KQ6azWZZ+GUlyNovl8tM9S9fvgxZlrFjxw7s2rVrRYESRREHDx7E3r17cfHiRbzzzjuYmpp6qISJUE6cprCpIAiIxWI1Z8NsN8hy9Pv9+MUvfsFmOWq1WubpCIKAbDaL1tZWFk6uVCp499138fLLLyOXyyGbzbIQS7VaZQJF43uoeo1yhxMTE3jvvfeY4bXdqFQqTHjj8fgdh+8pexcJGqMDALOzswBuRzp2796NgYEB5pUqm0tJoM6ePYtCodAQIVM6q+l73/seSysAtcOglSFRAAiFQrBarezaN/Nw1rXuf6IoYteuXejo6MDly5fxm9/8puZ7zWazGBkZWbUacTkPXKBo2gFVTlECdCUXkspS19OfRItAXehms3nV+KksywiHwwgEApicnLzv46i3A8pDD5Xfxd0q/7YTVPmknOZO4T9RFDE/P4+rV68y76parWJubo6djUNeAEEz5mgoLzVLUwFFPB5nuYWHYW3XijIqsvw9qIBC+TwrjVP60yjrqWzwpv+/0j5IYk69jspc02Z+Nrr/lT19K322YDCIqakpjI2NrVgEsR6D/4ELFLBUvtvb24uOjg72sK8kUlSXT4M114ogCGhra8OxY8fgdDpXPCIaWHoI3nnnHbzyyiuIRCKYm5vbdt3na4F6Jcg7UFZKPWwCJQgC8vk8C8dRzuP//u//cPny5ZopBhSeW+ksJ5fLhS9/+cvYs2cPnE4nVCoVIpEIPvzwQ8zPz+PmzZssZL3d13YjWH6iLlnk1FayfPRXI0A5eAB3HSdGOdJkMolUKoVEIrGp+5RyNuri4iKMRiMcDgc7ZULp7ZXLZZw5cwb/9m//hng8jvn5+U/1ux+4QFEFHZ0do2yoWy0RR5aGsruZbs7lNyT9u8lkgsvlgs1mW1XcqERyeHgY6XT6ofaggNtjohql1H6judtDHwwGEQwG7/keZBFTo+OOHTvY/VcsFlllajKZbLgN9UFC+4ZyI6d9Q2lENdJ6Kg+svBvk0ZMYb0ZPonLUkUajYUZAsVhkB8kCuGOvlmUZgUAAV65c2ZDQ6gMXKFmWsbi4iBs3bkClUjFrdaVNcXJyEu+99x6SySQbKNnR0YH29nYEg0GcOXMGgUCAvUatVrPTJZubm+Hz+WA0GqHValf9PDTKX6PRIJFIbGpctx4hUaIcCYA7bkbO2lCpVHj88cfx+OOPo62tDT6fryaPkEwmce3aNYyMjGB+fp6v7TqgPiia5E80sodPgnuvKQ20f1HP3UZC9ycN8KYSf4fDgUOHDsHlckGj0dSEIQkKOW6kN1cXAhUOhxGPx2EymWrmdimpVquYmprCuXPnoNPp0N3dzbr4jx49imvXrmFwcLBGoCRJQlNTE6xWKxOo5U26SpTlqZIkYW5ubtOuu15ZPrsPqLVMOWuHBOq73/0uKzRRhgrT6TSuXbuGS5cucfFfB2TZU6+j0pBqxNAeQdXM9zqQlZqVV2uZuV9oXSVJQktLCwYGBrBjxw688MIL6OjoWDEnTa9TFlVtZD7sgQsUsBRvVR66txKCsDTwtaenB1qtFjt27IDFYoHL5YLBYIDD4cDevXuh0WjY+UU0J83tdsPpdN61A5p+h8PhQE9PD/R6/R2VRtsdapB2OBzw+Xxs0COVsNIsPs7dIeuepibQSCPynCg8OD4+jmw2y4V/HSg9fOXgWSWN1BIiCAI79Xo9YqOMaqyGcv4mpU9oUg9NMxEEgZ2iTR6cJEno7u5GT08PG3SwkmjKssz2WuXJ2wsLCxu29lsmUKuN16BNkTwcKrFcftOpVCocPXoULS0tUKvVcDqd7BgJmhv393//90ilUvj3f/93/Md//Afcbjeee+459PX1obOz856FFSqVCocPH0Z3dzeGhoZw6dKlGo9suyOKIvbt24cnnngCra2tcDqdEAQB8XgcgUAAc3NzLInLWR2dToe2tjbYbDY4nU4At+/7crmM3/3ud/jVr36FcDiMhYWFB/lR65LV9goArHDHaDSumh9tBGEiaOK9cmL73fLvwNpyVWTQezweGI1GtLe3Q6fTYXBwENeuXWNNsxqNBl/84hfx/PPPQ6fTMa+MZvFptdoVW3KApXv5zTffxE9+8hOWC6OhsxtlyD5wD0oQhJrqvNVir+TdkAtssVjYoE0aoTEwMIBisYizZ8+y0vX29nb09PTUDIe9G9T4FggEamLbDwOCIMBms6G9vR0ej4ddfz6fRzweRzKZ3JZDYjcaSZLYiB69Xs/+njYWmoRCjauctUM9k3ercmskkaIihLvtfStBIkZ9evR3yvc1mUzsFO3m5mYYDAbMzs5Cp9NBlmX22ra2Nhw4cKBG+Nf6GRYWFlhz+mZUoG66QN3NGqK/j8fjkGUZNpttxaIEiilTtR9V8Cnfn/63JEmsG5uOiqApyveiUqng/fffx7lz5zA7Owu/338/l9ywyPLS0NJUKsXm7xUKBYyOjuL999/H3NzctpxysFFQuMnpdOILX/gCduzYgT179rApFIuLi8hkMggGg4hEIttmMOxGs9peIYoi2tvb0dfXh507d654RlQjiROw5IXE43EUi0UWnbiXIU1VzD6fDy+99BILsdHUFypwEkURarUaRqMRHR0d0Ov16OnpwZNPPgng9milxx57DAaD4b4mlCtnSm7Gum+qQK3FY5HlpaMGEokEPB4Pm8it/He6eLVazaYfLxcmgjqyjx07xr6stS56pVLBuXPn8IMf/OCOMUoPC8ViEel0GplMhgnUzZs3cfbsWeZFcVaHBOqpp57CwYMHWb6EpmpTuJSOf+esHWU/I1XkLke5STbC3EgSKJrmvhZo/2tpacFf/MVfsGkkVGBGJeHhcBiRSAQ6nQ4tLS013rwSyuvdD8qy/s1gUwXqXrFU5c8BYGW3ZAkoq3XII1otHqqExssDYCEpqny5F5Tse1hDWZlMBqFQCGq1Gslkkq2by+WCSqVCKBTiYalVsFqtsNls8Hq9zCKl4pJYLMZmk0WjUV4YcR8IggC9Xo+mpiZ2ZIOS5dMVGolqtYr5+XlcvHgRNpsNHR0dd0xqXy6+5CEBtdW3VJBjMBhgNptZsYSydeRekCdKRxpls1n2e+nfi8Ui5ufnN/Ve3vQQ33rcvpmZGXz/+9+HyWSqOd6gt7cXNpsNTzzxBE6dOnXPapdkMskO1yMcDgccDscdn41+ZjucuPlpkWUZs7OzqFQqrL/M5/PB6XTi9OnTmJmZYU2lnFpUKhX6+/vx2GOPobOzkxlSkUgECwsLmJ6exiuvvILp6elNf6jrHWUERPm83evZEwQBLpcLfX19aGpquqOfkeb9pVIp5PP5hnqWqeDgypUrGBgYwPe+9z309fWxf1cOIlgpxaEcAUcRI4vFAr1eXyNaa6VSqaBUKmF8fBz/8A//gNHR0Tt+hob8bmak6YEXSSjJZrOstJsOJ7PZbJBlGU6nEwMDA2zG2fJ4KX2BdJAXjf8gL44OSVM+GBQ/pfr+RrS8NhoaoUJHP+RyOWi1WrhcLqRSqW17DtRGYLPZ0NbWVlNgks1mEY1GEQwGMTk5iampKTYR/WGGSu6Vw0/vdfQCAHbisdFoXNGDyuVyyGQy7LC+RkGWl867SyaT0Ov1NVEK6u+ivY/ESNmXRB6VEpq0v57PQPkkOjYmGo3i+vXrGBwcrDk2Y6vWtm53GwrTpVIp3Lp1C36/H8ViEdeuXUNLSwtOnz4Nr9fL3NdAIIC3334bfr+f5bSA21aZ2WxmM/jo75SJPZoj9cEHHzyUuSdgyfLav38/Tp06BZfLhd27d8NiseDSpUu4cuUK5ufneXhvFQRBgNlshtfrhd1uR6FQQCwWw5UrV/Duu+8iFArB7/ezYbIPO8vDVWvxnmhDXn4mEW2YoVAIr732GiYnJzE4ONhQXio1dT/xxBNoa2uD1+sFAGYshsNhfPDBB4hEIuw1drsdjz76KIsO0RBiJSu19axGKBTCO++8g0AgwM4zW1hYYK02a+m92mg2RaDuVbm3Fijxlk6ncevWLQiCgOHhYdar093dzXoHNBoNgsEgfvazn2FwcJANU1SKD93UyqKLlSyB5cd8P0yIoog9e/bgxRdfhMFgYFVS586dw5UrVxCNRlksmlMLTSFpaWlhFZClUglXrlzB66+/jmw2i1QqxQsjUDtcdHlB1Gooj5xYXvikFKjXX38dly9frjnivBFQqVQ4ceIE/vZv/5bl3Gkc1sLCAkZHR/GTn/wE4+PjbA5fd3c3AKCnp4f1k65UYLbS5IeVCIVC+OUvf4mhoSEkk0kWhVrpzL2tom49KCXLR+0kk0mMjIygXC7DYDDAYDBgdHQU0WiUnRO1fCOgUJ7yfVZb7I0Q2EaDNgAKrSoTqlR6vp1Oe90o1Go1rFYrDAYDLBYLRFFEpVJBPB5HpVJBMplEPp9vuA1zK1jNur/bc0e5EQrnU0g/k8mwariNnge3FdCQ1cHBwZop4eFwGOFwGFNTU+xeomGxqVQKk5OTKJfLyGazWFxcXFG4lax2hAcA3Lx5E+FwmIX268HT3xSB2uyNfXZ2Fv/0T/8Eg8HAXP5MJsNCUCvdnGudbkzvR/HYh0WklHFs5R/abKenp+vmpq0HaL1sNhuOHDkCl8uFnp4eSJKEbDaLubk5JJNJTE1NIZvNcoFahjJcpLzv6LlT/gyttSAIKBQKrG/SarUCWCqumpiYwNjYGNLpdEPO4iuXy/jf//1fXLx4sSbkSWeS5fN5BINBFItFto8Fg0H88pe/ZHMe19LreTdyuRzbQ+vFEG0ID2o5uVwO4+Pj637dWm7au1kY253VrpssNLLeOLfRaDRwOBzwer2sL4eSy9FoFKlUio2AabRNc6tYno+6W06KyvbVajVyuRxr9A+Hw4hGozUbeCNBUxnWM/qqUChs+4HWDSlQm4ky/NdoN/mngUKfhUKBDZOkhr/lp+s+TOuyGso1AW4X9VCoZXBwEH6/n5Xt8zW7O8ufu+Xl57S+ly9fRrlcZidkq9VqhEIhhMNhxGIx5l1xtgdcoJahDDE8TCgFKpVKsfAVJaSprPVh9S6XQwl7Emwqzc3lcohEIhgaGsLExASKxeJDeT+tl3s9d9RGMjQ0hOvXr9eM9FF6qHyttxdcoDg1rGTB6nQ6WK1WSJLEjtN+2FHm7OiQOVmWkc/n2YgovlYbDxVGCILAJs5s5qgdzoOFCxSnBmWzHomU2+3G7t27sbi4iGw2+9AXSijFSavVwmazweFwsKqrxcVFVk3Kw02bA92nPOS8veECxamBZpmRF1CtVtno/lwud99DJbcLy4cUK3vsaGBnLpdjZdCczYWL0/aGCxSHUalUcPnyZVSrVeh0OpaDGhkZwY0bN5DNZh/6SRK0IdJQ4Ugkgg8++ABms5mFmqj7n8PhfDq4QHEY1WoVg4ODuHr1KkRRZElo8gwetsrGu0Hn70QiEXz44YcrdvBzOJxPBxcoTg3KAbvKZDTfcFeHrw2HszmsV6AiAKY344M0OB33+bq6XM/lo6UeANtqPesAvp4by/2uJ8DXdDVWXFOBh2w4HA6HU4+s7wB6DofD4XC2CC5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy6R1vPDgiDIm/VBGpyILMuu9b6Ir+eq8PXcWPh6biz3tZ4AX9O7sOKacg9qY5h+0B9gm8HXc2Ph67mx8PXceFZcUy5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lLuEBxOBwOpy7hAsXhcDicuoQLFIfD4XDqEi5QHA6Hw6lL1jXqaLMQRREqlQoAIAjChrynLNdOFKlWq6hUKhvy3hwOh1NPiKIIURQhCALbQ6vVKmRZZn+AO/fFeueBChQJ0969e7F3717odDo0NTVBo9EAuC1W9F9a6EqlgkKhgEqlAq1WC7VaDUEQIIoiZFlGIpFAIpEAAPZeV65cwdDQEMrlMkqlUsN9UVuFVquFVqtFpVJBLpdDtVp90B+Jw+HcBZVKhT179mD37t0wGAxwOBxQq9WYmprC9PQ0crkcgsEg8vk8stkscrlcw+x/D0ygSFDUajX279+Pr371q7DZbOjs7ITJZAKwJGDK/1arVVSrVZTLZSSTSZTLZRgMBhiNRgiCAEmSIMsyZmZmMDs7C1EUYTQaIcsy/t//+38YGxtjwsa9qZXRarUwm80olUooFosbKlBKQ4PD4Xx6BEFgAvXcc8+hqakJvb290Ov1OHfuHM6fP49IJILh4WHE43EAQC6Xe8Cfeu1sqUApPSKDwYCWlhaYzWa0t7fDbrfDbDbDYDBAq9XWuKpKl7VarUKlUsFgMKBSqUCv17OfpzCh2WyG3W6HKIrQ6XQAgK6uLjzyyCOIxWK4efMmUqnUVl56XaJSqaBSqdhaC4IAk8kEq9WKcrkMURRRKpVQKBSYWFUqFSYwynCsIAhQq9XQaDRQq9WwWCyQJIn9jmKxiEgkgkKhgHK5jHK5XPNZGk206Dp1Oh1cLhd0Oh27ViUk8Pl8HoFAAPl8HsViEcVi8UF87IZCacTabDZIkoR8Ps88+0Kh8FB7+AaDAe3t7bBareju7obT6YTFYmF7qNPpRHt7O2w2GwAgnU6z6FK5XEY+n0e5XEY0GkU0GoUgCNBqtRBFkT3zD5otEyjazGjTam1txZ//+Z+ju7sbvb296O3thUqlgl6vZx4TQTchbWIqlQoWiwXAyrFXh8MBs9nMbnAAeOaZZ3Dy5EkMDw/jBz/4AW7cuFETm30YMRgMMJlMEEWRfS9erxcejwfA0qZarVYRCAQQDAZRLBaZ56pcc/rfbrcbDocDTqcThw8fht1uh9FohNFoxMLCAl577TUsLCwgmUwyA2G58dEICIKApqYmuFwutLW14dlnn0Vrayv0ej30ej37GeD2dU1NTeHnP/85pqamEAqFEAqFHvr7724oDR6n04ljx47B4XBgamoKU1NTyGazLGxFuZaHjba2NvzN3/wN+vv74fV60dzcDJVKBZ1OB1EUMTAwgPb2dhauJ8OwXC4jk8lgZmYGqVQKZ86cwdmzZ6FWq+H1eqHT6RAMBhEIBB74um65B0WejsFgQEdHB7q7u+H1emE2m2uEiR5eCunJslwjQiv9LP2bRqOBVqut+d1tbW1obm5GuVyGxWKBRqNZ0ZJ/mFCpVNBqtZAkCTqdDpIkwWq1wuFwAABKpRIqlQoymQwLDywXJuB2mEGv17ONu6urC263GxaLBWazGXq9HjabDdFoFLlcjuULGxWtVguLxQK3242+vj709vbWhJuJSqWCcrkMvV4Ph8OBSCSCRCIBURQf2o31blCoXhRFaLVa6HQ6WK1WtLa2wu12I5fLIR6PQ5IkxGIxK6IkAgAAIABJREFUlEolAHioQvYqlQqiKMJqtaK/vx/79++HXq9n0SLCYrEwQ375fZZKpWA0GhGLxTA4OAidTgeNRgOTyQSDwYBUKgWtVntHocVW37NbJlB0UWq1Gnq9HoVCARcuXMDU1BROnjyJ5ubmmp/1+/3w+/1Ip9OYmJhALpfDrl270N/fj3Q6jdHRUaRSKXg8HrjdbgBL1ipZ8m63+44QlCRJ8Hq9eOaZZ/DII4/g8uXLGBwcRLlcrgld3Q3anBvd+hUEAUajEU6nEy6XC0eOHGGeJ+Wg4vE48vk8JElCOp1GPp+HLMsoFAoolUoolUo1YtXf348nn3yShRxMJhO0Wi30ej1SqRR8Ph9KpRKq1SoSiUTNjd9IaymKIlpbW/Hoo4+ivb0dbrcbRqMRarWaPcQUEk2n00in04hEIpAkCWazGS6XCyqVCoVCAbFYjIWqGmkNNhp6Vj0eD5588kl4PB6YzWaYTCaYzWb09PTAYDCgt7cXx48fRygUwvnz5xEMBhEOhxEMBlGtVrd9AZQoijh06BAOHjyIjo4ONDc3Q61W3xFaBpZEKJlM1qyL1WqF1WpFqVRCJpNBNptFf38/vvrVryKfzyMej6NSqaC3txdOpxPFYpHtAyMjIxgdHWWG/XrXmfbN9bClHpQsy5AkCXq9Hvl8Hh999BHLRZ04cYItMgnUlStXEAgE8P777yMWi+ErX/kKPB4PAoEAzpw5A7/fjz179mBgYAAAmDckCAJcLleNQJG17/F48OUvfxmJRAIqlQojIyMAsKYNQuk1NPpDQALlcrmwc+dOPPvss9ixYwf791wuh7m5OXaTUzUQbb7pdJpZreRB9fX14Ytf/CJ0Oh2LZdOfdDqNlpYWlMtlxONx5kE04sYsCAJ8Ph8OHz4Mt9sNp9PJinGoyjSXy6FUKiESiWBxcZEJFIVUTSYTE33ysh4mL2A5ZOh4PB4888wzGBgYgN1uR1NTE7uHgNvP3fT0NMrlMqampnD9+nUkk0nm8W/ndVSpVDh48CC+9a1vwWKxoLm5GVqt9g6BkmUZyWQSCwsLKBaLKBQKkGUZbW1t0Ov1KBaLyGazyGaz2LlzJw4dOoRwOIxz584hFovhiSeewGc/+1nk83lMTEwgHo/jtddew/T0NCs0W89zq6wnWM/rtjzERwJlMpnQ0dEBm80Gh8MBQRBQKpWQTqdRKBTg9/sxNzeHUCiEWCyGRCKBmZkZXL16FfF4HOl0msVSKcFH7v7U1BQqlQqMRiO8Xi/0ej17AIrFIkKhEKLRKLMu1mrBLw8lNiL0HUiSBLfbjZ6eHrS0tKBarSKVSiEejzOLKRwOs1h/JpNBPp9nydNyucxyRvRwUKiwXC5jdnYW+Xye/d5QKAS/34/FxUVkMpl1rXu9IIoiCx9brVa4XC7YbDaIoohyucys+WKxiFQqhVKphFQqhVQqhWw2C7PZDEmS2BrGYjGEQiEUi0UmbA8bZPS1tLSgpaUFPT09cDqdMJlM0Ol0rIWE7hMKMRsMBrS2trKEPhXz0L5AhlUj3V9rgSIYmUwGkiQxoaDrLBQKCIfDyOfzmJ6exvT0NGvLkWUZ0WgUgUCA3ZvlchmxWAyxWAyLi4sIh8OIx+OYmprCtWvXWHFTNptFOp3+VOt5P1W8W15mbjKZ4Ha70dnZieeffx4dHR3weDxQqVRIJBIYGhrC4uIizp8/jwsXLiCdTmNhYQH5fB5vvPEGLly4AK1WC7vdDq1We8cDXq1W8dFHHyGbzaKrqwvf+MY30NnZCbVaDUmSsLi4iHfeeQcTExO4du0aswbWSqMk8leCEs9WqxUGgwEnTpzA888/DwCIxWIIBAI4f/48zp8/X1OxF4lEEIlEavrP6N+V1q1arYbRaMTExAT+9V//FaOjo+x7oVABWW6NGIpRq9Vwu90wm83o6+vDI488ArVazTzEM2fO4NVXX2V5klKpBK1WC41Gg5aWFpw+fRoej4c9qDMzM4hEIqhWq0gmk3VRNbWVKAshnn76afzZn/0Z8wpInJReKUVgVCoV7HY7nnrqKeRyOdy8eRPj4+PIZrOIRCLIZDK4fPkyLl26tO08KlmWEQgEMDQ0BI/Hw3qeNBoNBEFAOBzG66+/jtnZWdy4cQOjo6M1a0DRDZfLhZMnT8LhcOD69esYHh5GOp3G/Pw8crkcRkdH8T//8z/QarXMCJudnV33/qfMU9d9iA+4nZg3m83o6upCT08P618qFouIRqMIhUIIBALw+/3I5XJIp9PMTQ0EArBardDr9dBoNDVNZxT/X1hYgN/vR6lUQiwWg8fjQblchkajYV/C9PQ0otFoQ1rya0VZYUf/mzwAaor2+XzI5XIIhUJYXFzExMQErl69imq1CkmSIAgC8vk8q5ZaHnte3qVORRVjY2O4evXqtgpdUYjOarXCZrOhqakJAJiHNDc3h6tXryKbzTKBoiIRSZJgNBrh8XiYB1ssFmEwGFhRwMMC3Yu0F+h0OrS3t+PgwYPMKyAjiPJz9JyqVCq2GbvdbhZyprCq0WhEJpPBxMQEVCoVy0tvp+c7n88jFotBr9czQ4/SG+l0GjMzM7h16xZu3ryJGzdu1IgK7QXt7e3Yt28fjEYjwuEwbt26xd6X9mEAzFPV6/XMI72f3NP9Rp22XKCSySTm/r/2rrQ3yvNqX7Pv+2Z7vIyNsVkNBAwhWG9CUgRS1ESt1CZV0kqV8qXqh/6M/oFKVaV+aJoobQpq0lRqklYBshGzBC8YDN7tmfF49s2zeWY87wd0jp8ZjAPGgGd4LgkFgj3M3L6fs17nOj4fLBYLzzQRNz8SicDr9SIcDiOdTvPBCmnQ9F9igiWTSS7ntbe3Q61WY3FxEbFYDHfu3MG7774Lu93OkUM4HMbIyAhCoRBSqRSArZNX2k6QSCTM8rFYLLDb7bDb7Uin07h9+zaWl5cxMjKCP/3pTygUClhcXGTHks1m2RhQ6bS2lEAQkgIuXbqESqXC5byHrVNvV5BBdTgceO211+DxeHDw4EFIpVIEAgF8/PHH8Pl8uHbtGjsm+uxELEkkEohEIjAYDEy9p5meh83i6xkSiQQdHR3weDwwmUzo6emB2WzG8ePHoVAokE6nMTIywhk9kR/oHlFG6nK5cPLkSTgcDhgMBng8HqysrMDlciGXy2F6ehparRaFQgG5XK4hzpcMfTqdRiAQYKayXC7H1NQUpqam4PP5cP36dfj9foTD4fs+f8lkEoODgzAajVhYWEAymUSxWLwnAC0Wi4hGo1AoFHxXH8ZJ1bZFtn0GlUqlkM/n4XK5UC6XIZfLkUwmMTc3h0gkAp/Ph0gkwv0h4G7WValUoFAouCadzWZRLpeZJeVwONDb2wur1QoAiMViiEQimJ6e5pq1Vqvl2quQgQZsjmGyXUGfy2Qy4dixY2hra0Nvby96enowPz+P9957D7OzsxgdHcVXX31VVY8WziPVXqr1zkdYfhkcHMTQ0BDK5TKy2WxdEiDWA0X7TU1NePXVV3Hw4EFuTIdCIZw9exbXr19fdwC3UCigUChUOahyuQyZTMZDuzS8/CxAKpXC4/HgxIkTcLvdOHXqFJqamnjwOZ1O48qVK5ibm8Pw8DBGRkY4C5JIJFCr1VCr1di/fz8/70SnFgZLV65cYcp/owQA9DwuLy8jEAjAYDAAuOugpqen8Z///AfBYBBDQ0OIRqMbOpJUKoXLly9DIpFsOG5D2ZREItnU8/yoGoBP3EFRI51YXsCavE4ul+O/Ex4cHQz1PWgKmv5MtepwOIxcLsfOTWhshXJJwJrTq0ea8w+BHmK1Wo1cLsfREZXsqGyayWR4gI+ifgAc8dSeyf3+n7BERfqIbrcbSqWSo+B6PV+JRIKWlha43W7s3r0bJpMJCoUCAPjcyAltZASLxSLC4TA0Gg0HSxaLBR0dHQDAZelGceq1kMlk0Ol0UKlUcLlcaGtrg8vlglarraJJU8S+tLSERCLBEXutCOry8jKzI/V6PQ9I0+u4XC7s3r0b0WgUExMTTKCqZxBb1mq1MsWc7KjJZEJbWxuAuzb2fr0i4d0qlUrseDaC8HuetFzZE3dQNAdit9uhVCq5dGI0GmGxWODz+QAAk5OTHNVT2kkHSmwy+mHZbDaUSiV89913zKCqPXQywFT3lkql3FtpJINA59na2gq5XI7Z2Vn4/X44nU7s27cP+XweXq8X09PTVfNfteU44e+JCLHeoB4N6JLzk0ql6OzsxNtvv422tjZ8+OGHOHv2bN1mCHK5HGfOnMGvfvUrGI1GuN1unishFillQBvdo1QqhatXr2J6ehoWiwXt7e2wWCxMQvnss8/w3//+l+fLGulOAnd7GT09PbBarRgYGMDp06eh0WhY8QW4e+eoxDcyMsJsT/o7AMzYi0QiGBsbq5qPpABKqVTixRdfRFtbGyYmJvCHP/wB6XS6rs+UAkGVSoUDBw7gjTfe4D6oVCpFX18fWltbMTo6isHBQQQCgfu+ljAgf5DKUS2Dcj078LjwxGnmKpWKp5WFGZRKpUI2m4Ver+ehRwBVGQ4diLBhurq6CoVCwfTKTCaz7r9N30NGlAxqPV/aWlCUqdVqYbVambBAdXiK9jOZDJaXl/l7fiiDpN6fkCQhvLSkKE9nrNFo4PF4sGPHDh4hqFdIJBI0NTXhwIEDUCqVbDBLpRIbywfJwGn+q1KpoFgsQqvVQiaTsZaazWaDTCZDuVxuuHsJ3GVAksqIy+ViWR66M5Th5HI5xGIxRKPRdSN7+nqS3UomkygUClVBFAVpZBe0Wi2A+i7jC4lOZrMZra2t0Ol0TBgxmUzQ6/UIh8NcgXrQ0Zn7/XtCtReh7bxfL/px4Ik4KIlEwjXmvXv3YmBgAK2trSxiSNDr9di/fz/a29shl8thNpsRiUTw/fffIx6P89cJI/5EIsGllo3SeOGQLc2hNELaLwRdop6eHpw5cwYAkMlk2JieO3cOi4uLSCQSVY5pvctFjD+5XA63242WlhZWlxAKyBqNRuzduxd6vR537tzBxMQEfD4fPvzwQ5jNZly9erXu6//CEQY6t1AoBJ/Ph8nJyQdShzYajTh8+DBaWlrg8Xi4r6XT6VAulzkwo5mqeh5nWA9GoxEDAwPo7u5Gb28v5HI5Z0K5XA5jY2O4efMmfD4flpaW7huhk6SPy+XCnj170NPTU0XdF0qhkSQQPfuNcKak6/j111/D4XDg0KFDMJvNVfvuzGYzHA4HMpnMfQP2+4HOzO12w+12s8gxDenTc1DbenmQUuFm8EQclFBXa+/evXj11VdhMBjucVA6nQ779+9HuVzmeQhipwgdFLAmwinc/bSRF6f6rZBZVa/R1EaQSqXYuXMnzpw5A6lUimw2i0KhgI8++giffPIJ0uk04vH4hpkTnRX1A7u6unDw4EHk83n4/X5ks1mkUiksLy/D5XJhYGAANpsN+XweY2Nj8Pl8+Mc//lFl2OsZRHumfidwd/D45s2bmJ2dfSAHZTAYcPjwYXR3d1c5KI1GwyxUnU4HANwXbCSYzWYMDAzg4MGD0Gg0zMQNh8OIx+P4/PPPce7cuaqRhvVAQ9JOpxO7du3C3r17IZffa8bIKQnHLOo5gyJUKhXMz8/jm2++YTakVqtleyiRSNhBAWBG7oOAnnu5XI6Ojg4899xzSKfTGBoa4n6gsNcq7PHXdQZFhorKF3QItRBeJIPBAKfTiUKhgL6+PpjN5nUVdh+G7rjehslGhDB6VCqV/HnJWW1UP6aHWq1Ww+l0Qq/Xo7W1Fe3t7UzXTafTrMoB3DXW+XweyWSSL22j9FEqlbvT9xMTEzAYDGhtbYVSqeTPm8lkNizLyeVyKBQKaLVaGI1GmM1mqNVqPr9AIIB4PI5YLMYKHY1wbkLQMy9k4RIDd2ZmhnU3qQy9nnOiO01qEzt37uSMEwD/DKgERVTsSCTywGXY7QwhSWx5eRnhcJjX4gjnHXU6HUuWUX9zvc9NAahMJuNetEajQWtrK/R6PXp6euDxeBAKhfhrALDdpvsuLP8/jvUnT8RBra6uVg160nyNMD0U9imIOWW1WrFr1y7s2bMHqVQK77//Pv72t79tqjQnNMr1fFE3Aj3ERCghgwCAlzxuZASAuxdQqVTC4XDgxIkTaGpqQn9/Pw4fPoxUKoVbt24hHo/j9u3bKJVKWFlZwYULF1AsFhEMBhuuPFUul6uUSd544w00NzcjHA5jcnIS4XCY73QtRZ8CLZPJhJaWFnR1daG7u5sHdxOJBD777DPMzMzg9u3biMViDaewTzuySMmFepW5XA7z8/N4//33cevWLcRisftWNihgUqlUOHXqFN566y0YDAa0tLQw25dUTVQqFSqVCiYnJ/Htt9/C6/UikUjUPTuSnulyuQyfz8damIVCgVm0MpkMHR0deOutt5BIJPDee+9hZmZm3cWjarUanZ2d0Gq1SKVSSKVS8Hg8+OUvfwmPxwO73Q6bzYbx8XFcvHgR6XQaGo0GOp0OKysrXPIjBX+S7tpqNZQnRpKgDIp6RTT/AaxFmULQbh2KOnO5HC5cuMDR53qsswdlozQiaksaQpYO1YfXG8SrBTGF9Ho9mpqa0NraipaWFjQ3N0Ov17PoaSAQgFqtZm1DEj5tNFQqFUSjUUxOTkIqlXLGVCgUkM1mkc/nWd2gVlaHSEE6nY5VufV6PTe2SXOSZgDJkDTSPaWFgzRgTz02mpWbm5vDxMTEut9Lzo1KoRqNBm63G3v37q2yFxTo0u8pg1pcXGRtxEY4UwrmyTmQPFapVOK5PJ1OB4/Hg2w2C6fTybuhau2lRqOByWRiFmWlUoHdbkdPTw96enq45ByJRPi+CiszBPr50nvbajxRFl+5XOamOa1hUKlUGBgYwAsvvMASMMIPSmUqqVSKl19+GVqtFktLS/jyyy8RjUb54q+srCAajbLTe9Ygl8thNBqh0+lgNBqh1+u5PEWy+sLofj02jlQqxZ49e3D48GE4HA709/fDarWiubmZo9i2tjZYrVY2psFgkMVk6eckXJBW7yBjt7S0BIPBgIWFBZ7l6+vrQy6Xw65du7CyssJNaeHgc3NzM5qamphWTiUuCtSo5yIckm4EYwqsqb57PB7s2rULBoOB55TImd+PoCOTyXDs2DEcO3aM9xQplUo8//zzXGYSakLWBqtUBovFYg1FhiLGY6Vyd+5zcHAQ4XCYB/HpOZXJZDh58iS0Wm3VOAndO2GJj5y/3W5HZ2cnb8OuVCqwWq04c+YM9uzZg5s3b2J8fJwzJ+p9EVHtcTzvT8VBXb9+HcAau291dRWHDh3iA6st9ymVSiiVSrz00ksYGBjArVu3EIlEcPv2bR5IJdXoZ9lBmUwmzjh1Oh0KhQJSqRSrv5NDEpZUa2ea9u3bh5/+9KcwmUzo6OhgKitd/NbW1qpMQafT4fr161XaapQdN0JTGgBnhzqdDl6vl3ea7d+/n8tKUqkU0WgUsVgM2WwWfr8f+XweHR0daG1thd1uh8VigUqlqqok5HI55HI5dviNVB6lvVlHjhxBR0fHPQ5qvc9Kd1OhUOD48eP4zW9+A61Wy2VRqhDUMslqf2UyGd5a0EgOCgA7A3JQCwsLUCqV6O7u5mdQpVLhxRdfxPHjx6vISpT1EztvZWUFXV1d6Ozs5GxVWDa1WCw4ffo0kskk/vrXv+K7776DTCaDw+GASqVCLBbj8YnH8aw/8UHd2oewUqnA6/Xi+++/h8Vi4UV3takkUL1Jsqenh3ssKpUKmUyGd+wEAoFtsa74SYJqyg6HgxfiEY03FAohm83yBRTSpemBp3M0mUywWCwwGAy8bVdYNiS6Lql5UPRP0lEAGq7RT1E6rcleXV2F1WqF1WqFUqlkdQnK9hOJBBYXF9ko1DLJ6Pyo5Co0tI0EymQikQg39IE1Ik7t801N/vb2dhiNRrS1tUGn0/G2V6qUUA8kFAqhUCjwz0IYeFFwRuWwRkSxWEQsFoNMJlt3FYZw1lPYG6JKldlsxsrKStU8FYHUZkiRn1jV3d3dLHpAIr2Pk4DyxB1ULUqlEj799FMMDQ2ht7cXv/vd79Db28tppxB0AVtaWvDrX/8auVyOD7VYLPKFfP/99/HBBx80RInpQeFyufDmm29i165drCKRTqcxODiImZkZzM/Pc52anBSB1pcQA6i7u7tKwl9oSOgyJhIJzM/Pw+/3Ix6P86Q+/WoUoVhgjWATDAbx0UcfQafT4Uc/+hFeeeUVaLVatLe3Q6/Xs/FcWFjA2NgYkskkZ1/kwKVSadWeKCq/NgrrUQia2UkkEojH43j99dcBrPU5hUaRHFZ7ezt++9vfore3l/fFCYPVRCKBcDiMpaUlnD9/HrFYDKdPn8apU6c4SCiXy3w/SXWmEZHJZHDjxg3o9XocPXq0SowAWGNPCvtzarWaZ++MRiOPOAidE22EmJychE6n4x1dJ0+ehM1mg9/vx6effopAIPDYlXieuoOqVO7uN6HhvGg0yioHwiE7YG0IT6VSobOzk7+fItxCoYB8Ps9kCmFztBHmcTYCrSzo6enhBY0UYdGgHTU0qf9EDp8yJ2KcUTlFGB1RlE8DztlsFul0mhdMNgKVdyPQ/JzX64VSqUQ0GuXPrFQqodFoOAtVq9Uol8v39JYAMMGHnBllUPU+zHw/ZDIZ7g8LMyiiJ1M5ipyQ2WxGb28v9u/fD61Wy2MSVFbOZDIsvDs3N4dQKISjR4/es3WXeoKNvGOrVCqxkga1N2pZ0WQfiblLw/fUewJQ5cToDGn9O/29VquF0+lEV1cX08uF+p2PC0/dQQkRDAbx97//HefPn2daqUajQUtLC9MZdTodDAYDlwKBtUiBIrKTJ09CrVYjn8+zAb1+/TquX7/ecE6KMh2dTgetVsvrnGmjqFarhd1uR7FYRCaTgc1mwwsvvAC73V5V79fr9VCpVOjr67unnDc7O4vZ2VlkMhleyzE+Po6JiQnOEhrZORHoMxaLRYyNjaFcLsPpdGJxcREWiwULCwvwer2IRqMYGhpCKpVipW7q4wF3e1qhUAjhcBjJZBLpdLphDalQfUDYA6WZprfffhsvv/wyM/2ampp4+FShUKBcLiMcDuPbb79FOBxmUd1UKoXp6WmW7qKzpVm/Rus7rQcKHPP5PL766iveDkFEHGqBULBULpfZRhiNRvT29sJoNHKQpNFo4HK5oFQqoVar4XA4qmTncrkcbzd/UozTbeWgQqEQPvzwwyrKtNVqxeHDh2Gz2VhklphRQgdFmQCRKU6cOIFcLodAIMDiscPDww3noJRKZZXz1mq1zGBKp9Osy7e8vIxEIoG2tja8+eab2L17d1V5RSj2WisbMzs7iy+//BKRSAQjIyNIJBKIxWK88LHRznQj0OcdGxvDnTt34HK5kEqlYLfbceXKFVy5coWzJrlcjr6+Ppb5IsefyWQQDAYRiUTYwTcqhA16YRYpk8nQ3NyMt956i5eJkhOnvidlTaFQCP/+979x+/Zt7i8TeYoU+4UyZqQ/+SwETORcvvnmG1y9epVJEpT1EIuPhuz1ej30ej3a29vx+uuvw+12I5vNIpvNwmQyMQtYrVbDbrdzH5pm1+LxOFKp1BPrM28rB0UHDqw5HVrjTJRcUjiOx+McZdUaVyoXrK6uwmg0sqNzOp3I5XJMAa53SCQS3orb3NzMxo9U2ym7UiqVaGpqgtFoZBoplfronIldRSW8UqnEm4y9Xi98Ph8SiQQzAikia3QjcD9QuTObzWJpaYm3kQqn6Yk0QTp7dMa0udjr9TZsf6QWpVKJZbaE63aEA7y0FI96G8QGnZ2dRSgUQiKR4H4dDZSTkj4AJp80GknnQUCfmQSHqWxH5WPhvaRsyev1YmVlBcvLy8hms1zaNxgMSCQSSCaTvCJFo9EwM1en02HHjh0wmUysAtKwJIn7QThwd/PmzSqplJ07d6Krqwv5fB42mw0Wi4UvrHDGh9ZpWywW7Nu3DydOnEA4HMbw8DDXV+sZMpkMBw8exOnTp5mRs7CwAI1GA7PZjGKxCL1ej0KhgOeffx67du2CTqdDU1PTulpllUoFyWSSjcH4+Dji8TgGBwdx+fJlNsi0k+tZMwJCUK0/Ho/jypUrkMvlWF5ersomJRIJrFYrenp6oNfruTc1OjqK9957D+l0GtFo9Cl+iicDGi6dmJiARHJ3o257ezs7KDKsEokEkUgEZ8+excLCAktApdNpXr8j7Pu5XC6YzWbo9XrOtvL5PDuxZwmUpZIIAnC3lCzcg1epVJBKpSCVShGPx1EsFqHT6araAW63Gzqdjh2b3W7nlkAikYBKpUJ7ezv27NkDAPjnP/+Jjz/++LEF/NvWQRGoEQislZz0ej2i0SjvlKIGNV1y4S+1Ws1S/01NTQDuTlGTMan38pTFYoHH44FareZGvrARSk7IZrNhx44dzOIj1DL08vk8UqkUYrEYvF4vIpEIvF4vk1hErIH6URs5GVrGqdFoOKuPxWINzzCrBa0biUQisFgsHI1TFk5yUel0GrOzs5iamkI4HObhezKoBJrLE2ZQwpLXs3ZXhT3gjT47neHq6ip8Ph/UajVLHanVamSzWajVav76fD6PWCwGhUKBYrEIhUIBnU6Hzs5OKBQK7mU/Lmx7BwWslftoG+nq6irOnz+PoaEhbvo5nU4MDAzA4XDAZDLBZDJV9VJoyjoYDMJoNCIYDGJychKTk5N1fZmJpSOVSpnoQDt1FhcXMTo6iqWlJQQCAVy6dAkulwsvvfQSXC4Xq0oDa+WR0dFR/O9//0MqlcL8/DyLbj7L2dJmQIGBQqHgkhYAZj3V6k82KqgHFY1GcfHiRdy4cQNWqxUWi2VdSa5oNIrvv/8e0WiUeyPrORyJRMJVEypXA3dJElSaFu/s+qBZPOGuOCI9hEIhDvYpCKCSYXNzM8xmM7Mwn8RoRN04KKlUCp1OB6vVilKphIsdIVxWAAAQ5ElEQVQXL1ZN3+/cuRMGgwE9PT086CckAXR3d6OrqwvhcBgGg4EHeaenp+veQRHjjspIsVgMc3NzWFhYwI0bN+D1ejE4OIhisYg9e/bA4/FwT0Sj0VRRUUdHR3H27Fnkcjk2Ds8CQ2+rQXdWmOGvJ8vT6KC7E4vF8NVXX1VtZq6dsQPWentC1t96IAdFxpREkqnH/Kxkpg8L4bA4lQBJ1YSUTYQMQCqfSqVSNDU1oaenB4VCAYuLi0xEaeg5qB8CPeTk0ekgiUpKD3w6neY15qSJptFo0NTUxOUVKvlRWtra2srCivWo41ep3JXTn5iYgF6v5xoxUXEXFxeRSqV4hws5YuGDTRCK+dIywmexVLIVkMlk0Ov1rDVJgRIFU7WstmcBVA4VbjEAcI+DetAhb+qFNDc389bmUqmEWCy24WZtEWutEvo5rOdk6J7m83mEQiGo1WpWjyc+ALEFn+kSn1wuZ0mZlZUVJJPJKtokHezi4iI++OADaDQadHR0oK2tDZ2dnfjFL36Bjo4Ofj2dTocDBw6gUChAoVDA4XDA7/fjs88+qzt5JNI2nJqa4qFHqVTKEkTFYpFr96RZqNPpWM6I2I9Cde5sNluV8ot4eKjValZBsNvtbISpgU3stGfpjIUMXfozsH6/5EGeQYfDgddffx379u2D0+mEVCpFOp3G8PAwZmdnWZJKRDWEpWU6n9pzEo4GRKNRfP3117DZbDCZTDh06BBkMhnLewn7VY8D295BUQalVqv5ASeGifBgab+MVCplHSlirRQKBS4DkAZVuVxGc3Mz2tvbWe5DqVTW3VQ/zSMBa5dvvYiIVmWTrhnN5QhVOIRZaT2dwXYDUXUtFgurepCBJgr/s1bqA9Z3PJs9A5VKhdbWVnR1dfFdpgwqFAohk8k8c+e7EYT9eGEGdb8SHZVgac8TCc1SO4EyqNo1SVuNbe+g5HI59Ho9tFotR/YbPdykE1epVFAoFPDBBx+gubkZR48eZUkUACwFlMlkYDKZ8LOf/Qz5fB6XL1/GlStX6tKA0Putfd8ymQx9fX04duwYOjo6uCRCKgbJZJKXxtU7aWQ7QK/X4+DBg2hvb0dbWxskEgnS6TRGR0eZFdmI4rBPCsLdRDTUC9wNUhcWFjA1NcVB27MOckjCIWhSl6AVPBvZUoPBgP7+frjdblY8JwV/ACyOsFG58FGwrR0U1Ttp4VskEvnBCXGa5UmlUgiFQlhaWmJ19P7+/qp6KWnKmc1mnDp1CkajEQAwNDTEaW69Yb2zkUql2LdvH37+85/DaDTCarUCAFKpFLxeLwKBAC5cuIBAIIDJycm6/NzbCQaDAX19fdi9ezfa2toglUqxvLyM0dFReL1edlAiHh5kcMnYCoVkC4UCvF4vpqamnvk5PSFIBk6ofSjcirvROen1evT396O3txednZ3MTqXeKlVjhHp/wNYth922DoouHkn50MKyBwU5GGKlCJlBdMkNBgOam5thNBp52Z/H48Hhw4eRSCRYf65eQRtIaXWBwWCAVqtlxlMkEsHk5CQ7cqL2inh0CAegCc8ii2+rQbNPtFtKWNKm8210YeiHhfBsiKjyoOLOKysr8Pv9UCqVsFqtVV8vkUjQ1NSEAwcOIJPJ8Mp3aifQXrRcLrfp977tHBQ90EqlklW2aRtpMBismp34IZRKJe5B0aZTodbXzp070dzczGVEmUyGn/zkJzhx4gRu3ryJ3//+97h9+/bj/LiPFS0tLXjnnXeYYt/S0sJlkVKphGvXruHdd99l7T4iV4gGdPOoZTTV1vlFw7l5SCQSOJ1OtLW1YceOHdBqtUzyIeP7rEod3Q8UqNNgNAXstaSV+yEcDuPjjz/msZ0DBw4w+1cul+OVV15Bd3c3IpEIrl27hkQige7ubnR3d2N6ehp//OMfMT09ven3v60cFJX0aMaBUlK9Xs8Chg9LaRQaiNqIwWAwsOAs/Z3L5YLdbkcul2OGykbkg+0IIoQYDAZ0d3dj79693LAH7jrulZUVhMNhzMzM8MyTWNp7NAjLT7WCu8IaveikNgca1qeFmkINvmeZfPJDICdFpKiHOZ+VlRUsLS2x2oQQEokEDocDGo0GwWAQi4uLUKlU6OjoQE9PD7OHHwXbwkFRVE+DtjqdDn6/H36/HxKJBG1tbWhpacGNGzceykHZ7XYMDAygqakJhw4d4nkqeo1cLod8Po9cLoelpSVks1lMT09jdnYWPp+PMzan0wmHw4F8Pv/IKevjhlQqxZEjR9Df34/W1lbs3LkTdrsdarUaMpkMwWAQX3zxBfx+P7777jtkMhlx3mmLQA++QqHgSJ8iz3w+j9nZWdy5cweRSEQ0opuEXC6v2hNVLBYRCoUQiUSwsLCAfD7/tN/itsRmg2uHw4FTp07B7XYzxVxIU5+YmMDo6CjC4TCuXbuGeDyOyclJfPXVVwiHwwiHw4/0vreFg6JMyWazob+/H3a7HV9//TXm5uYgl8vhdruxY8cOnikROqmNDt1ms+HVV1/lZnXtWmNayhWPxzEyMoJIJIILFy7g4sWLXCqgKGHPnj1IJBKIRqPb2kHJZDIcOXIE77zzDvfYhJuJI5EIzp07h9HRUSSTSaaOitg6KBQKuFwuuN3uqgVw5KCIZSri4UHKHKQ9WSqVEI1GMTU1xercIu7FZu+b3W7Hj3/8Y+zbtw8Oh6NqsHp1dRWTk5P4/PPPEY1GcevWLV7FQX3AR63KPFUHReUQl8uFlpYWOJ1OtLa2wmazobe3F9lsFi6XC/l8HsFgELlcjkt/RqMRcrkcqVSK143XllWUSiWMRiPMZvM9qSbR0efm5hCPx+H1ehGLxbjRJzxYWqWQTqfrogymUCj4IaZ6MW2/DQaDSKVSyGazol7ZFoP271gslqrNxVSCoo3PjbDq5WmBNuXS/V1dXYVCoYDRaIRer79HmULEo0EqlTIppTbAp3U/HR0dUCqVuHPnTlUfcCvw1BwU6T0plUr83//9H1577TUYjUa43W5oNBocOXKEJYiuXr2K4eFheL1eVkLo7++HyWTCtWvXMDw8XMXOIwagwWCA2+2Gx+PhYT7C6uoqbty4gU8//RTJZBKzs7NIp9MIh8NV5a5KpQK/349oNMorp7czaHEjMfZIQXtqagqjo6OYmZmBz+dDPB6vC2dbLyDprB07dqC3txd6vZ7Zo4VCAcvLy0gmk+K5bxL07BK7VqlU8rZsm80Go9GIlZUVaLXap/xOGwsKhYKXxVLPjyCVSvHcc8/B4/Hgxo0bGBkZweLi4pa2C56qg6IMym63Y+fOndDpdDCbzVwiUSgUmJ2dxTfffINIJIJSqQStVguz2YyWlhZYrVbMzc1BrVazojc5KBJCpS2zwFodliLaaDSKubk5pFIpXmWey+XuySpyudy2LuvVgia9aStpqVTiLDEYDD6T+3IeNyQSCbRaLRwOB2dQ1JQmBQlS6hCz1s2DFpcWCgXunZLkjphBbT0okaDBXALZUtrCSyroDTOoS8ySYrGIQCCAsbEx6HQ6WCwWqFQqJiao1WocOnQI7e3trGOm0+nQ0dHBcz4nTpyoKvHR67a2tsLhcAC4u7yL1p7fvHkTsVgMly5dwuzsLO9Aom2y9QhiPpL8iFQqRSKRwMjICPfYRkdHuVQpYmshkUg40Gptba3az0Vr3R/HpP2zApLYoX5wV1cXzGYzNBoNQqEQQqEQZmZmRJLEI2I9Ehr1kigBKBQKCIVC3HoJBoOYmpp6LL3Vp+6gACAYDOLWrVvQarWwWq28g4So5QcOHEC5XIbZbIbZbK56nePHjwOo1phaXl5GJpOBUqmExWJBpVLh/sv8/Dw++eQTLCwsVE31b/UE9JMGTXXTxDg5qPPnz2NmZgaTk5OYmpoSdfYeEyQSCWw2G7q7u+F0OjniLBQK7KDE3tOjw+FwMOmJbEU8Hsf4+DhmZ2frqtKxHSEcqSEIRyNkMhkKhQL8fj8H+zdv3kQ4HEYikdhyNvBTJUlQNJlIJOD3+6FSqZBMJqFWq+FwOKrWEwhFXIWzJvRf6g+RESDFBOBuRrW0tISxsTEEAgEEg0HE43HWohLOBtSjg6o9D2BtxbNQCkacsN96kNqJSqViGSmj0QiZTMYCm7FYDIlEQnRQjwiJRAK9Xg+73Q6z2Vylxk/Vj3p8fp8Wauc7hdkTzYg6HI4qQVj6OrVazctj0+k0MpkMZDIZk9HoNR/1Z/LUaeblchlTU1NYWlri3gmx0A4dOsSromkSWrhIS8jJz2QyuHHjBpLJJLq7u9HZ2ck9gHw+jwsXLuAvf/lLlSTHDwnP1gNqhTPlcjkqlQrTbU0mE+x2OxYWFgDUpwPezlAqlXA6nTwUvW/fPqjVal6R7ff7MTw8jPn5eZHS/wigO97S0oLnnnsORqMRWq2W7zr1j8UAbGOQU6JePYB7KkgSiQQ7duxAX18fl1LpayuVCpRKJVpaWmA2m3H58mWeP9PpdFCpVJxxraysIJFIPFLb5Kk7KGCtPwSslaoikQhTcmlHkVar5dIdNeSEr0Fppsvl4gMnam8gEMD4+Hjd9pjuByHZhJw3KbmTk6JIU8TWg+6rRqNhzUjh+odMJoNoNMp7zERsHqQkYTab71GSqK2wiIHAD0OYQdUq5QgJPxT0UgWmVCpVSaZR+ZqqCfS1tVnZZrAtHJQQNHx3+fJl9uw0/EWMPEolhUO72WwWPp8PuVwOly9fhsvlAgDm5F+6dKkhey8UCZnNZhw+fBhWqxXRaBR//vOfkUqlMD4+jng8jkAgIEaXjwHEkMzn85ibm8P4+Dh0Oh2sViukUikWFhYwPDzMJWURmwMZT6LsS6VSWCwWrqIIS9mic7o/hGdDQgS18kerq6vw+Xy4fPkyIpEI+vr6UKlUcOvWLYyPj2NlZYXn0IaGhng0R6gwIRTufRRsOwcF3C37DQ4O4urVqwCqD7XWI6+3fKtWRZpesxENNJU+TCYTjh49CrfbjfPnz+PcuXMskkt0XPHB3XoUi0XEYjEoFArMz8/j9u3bTORRqVSYn5/H2NgYVwFEbB7EilxeXoZcLufnmSoIIsX8wfBDTNJKpQKfz8cafC+99BKkUim++OIL/Otf/+KfAWl6UlWKEgZhyfBRsS0dFIAt/ZCNDKr3UhmzVCohEokgl8tVCWiKeHygkgZJ7hgMBmSzWSgUCiwuLiKfzz9T690fB8ioRqNR3LlzByaTCYVCAWq1mmWOgsGgKHW0RaBS3vLyMqanp1mHNJPJcNuEMiQhwWyrxygkD/NiEolEDMHXx/eVSuXIw37TVpyncGOmzWaDQqFg5eE6dvJP7Tw3C4lEApPJxA1llUoFqVSKSCSCaDS6Jbpkj4C6O8/1IJFI4HK54HQ6odVq0dTUBJVKBb/fz4FAJBJ5Ek5qU+cJbL8z3QjE1nO5XFCpVIjH40wlfwwzfeue6bbNoEQ8GOiSUIQj4umAxiUSicTTfisNC8qgUqkUVCoVYrEYlEolotHodggCGg6VSgW5XA5zc3NP7T2IDkqECBF1A3JA5KxkMhnvMhNVOhoPooMSIUJE3YDKS8VisWo7rIjGhEh7ESFCRN1CdE6NjYfNoCIA5h/HG6lzdGzy+8TzXB/ieW4txPPcWmz2PAHxTO+Hdc/0oVh8IkSIECFCxJOCWOITIUKECBHbEqKDEiFChAgR2xKigxIhQoQIEdsSooMSIUKECBHbEqKDEiFChAgR2xKigxIhQoQIEdsSooMSIUKECBHbEqKDEiFChAgR2xKigxIhQoQIEdsS/w8K4c5fMiUINQAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Εποχή: 41/50, Απώλεια Γεννήτορα: 2.323, Απώλεια Διευκρινιστή: 0.353\n","Εποχή: 42/50, Απώλεια Γεννήτορα: 2.742, Απώλεια Διευκρινιστή: 0.289\n","Εποχή: 43/50, Απώλεια Γεννήτορα: 2.175, Απώλεια Διευκρινιστή: 0.412\n","Εποχή: 44/50, Απώλεια Γεννήτορα: 2.668, Απώλεια Διευκρινιστή: 0.406\n","Εποχή: 45/50, Απώλεια Γεννήτορα: 2.283, Απώλεια Διευκρινιστή: 0.388\n","Εποχή: 46/50, Απώλεια Γεννήτορα: 2.147, Απώλεια Διευκρινιστή: 0.380\n","Εποχή: 47/50, Απώλεια Γεννήτορα: 2.094, Απώλεια Διευκρινιστή: 0.302\n","Εποχή: 48/50, Απώλεια Γεννήτορα: 2.217, Απώλεια Διευκρινιστή: 0.360\n","Εποχή: 49/50, Απώλεια Γεννήτορα: 2.224, Απώλεια Διευκρινιστή: 0.398\n","Εποχή: 50/50, Απώλεια Γεννήτορα: 2.057, Απώλεια Διευκρινιστή: 0.443\n"]},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"vtHrts8jeZxP"},"source":["Τέλος, ας σχεδιάσουμε τη μεταβολή των συναρτήσεων απώλειας για τον διευκρινιστή καθώς και για το συνολικό δίκτυο"]},{"cell_type":"code","metadata":{"id":"KFiIX4T2y-cX","colab":{"base_uri":"https://localhost:8080/","height":296},"executionInfo":{"status":"ok","timestamp":1642516203359,"user_tz":-120,"elapsed":303,"user":{"displayName":"Γιώργος Αλεξανδρίδης","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgfDSCm-2HDq--FfHt6Ft2fto7zbGbX0DAJENzBlw=s64","userId":"16422904839632337525"}},"outputId":"3f8cc5d5-e404-4e9c-ebf9-e91954542052"},"source":["# plotting the metrics\n","plt.plot(g_losses)\n","plt.plot(d_losses)\n","plt.title('Απώλεια Μοντέλων')\n","plt.ylabel('Απώλεια')\n","plt.xlabel('Εποχή')\n","plt.legend(['Γεννήτορας', 'Διευκρινιστής'], loc='upper right')\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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