From a17a236f67039eab6481ab93dd78a8ba5976b533 Mon Sep 17 00:00:00 2001
From: Mirko Birbaumer <mirko.birbaumer@hslu.ch>
Date: Wed, 23 Mar 2022 20:18:20 +0000
Subject: [PATCH] data augmentation update

---
 ... - Object Detection and Segmentation.ipynb | 613 +++++++++++++-----
 1 file changed, 467 insertions(+), 146 deletions(-)

diff --git a/notebooks/Block_5/Jupyter Notebook Block 5 - Object Detection and Segmentation.ipynb b/notebooks/Block_5/Jupyter Notebook Block 5 - Object Detection and Segmentation.ipynb
index 03f9606..8f8f6b8 100644
--- a/notebooks/Block_5/Jupyter Notebook Block 5 - Object Detection and Segmentation.ipynb	
+++ b/notebooks/Block_5/Jupyter Notebook Block 5 - Object Detection and Segmentation.ipynb	
@@ -97,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 95,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -134,7 +134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 96,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -151,7 +151,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -168,7 +168,7 @@
        "       0., 0., 0., 0., 0., 0., 0., 0.], dtype=float32)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 96,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -256,7 +256,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 97,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -298,7 +298,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 98,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -346,7 +346,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 99,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -360,7 +360,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 100,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -373,7 +373,7 @@
      "output_type": "stream",
      "text": [
       "Epoch 1/20\n",
-      " 2/24 [=>............................] - ETA: 34s - loss: 2.1133 - accuracy: 0.0500    "
+      " 4/24 [====>.........................] - ETA: 23s - loss: 2.2787 - accuracy: 0.0750"
      ]
     },
     {
@@ -388,9 +388,45 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "24/24 [==============================] - 33s 1s/step - loss: 2.0931 - accuracy: 0.1250 - val_loss: 2.0772 - val_accuracy: 0.1500\n",
+      "24/24 [==============================] - 31s 1s/step - loss: 2.1227 - accuracy: 0.0979 - val_loss: 2.0783 - val_accuracy: 0.1375\n",
       "Epoch 2/20\n",
-      "18/24 [=====================>........] - ETA: 6s - loss: 2.0769 - accuracy: 0.1333"
+      "24/24 [==============================] - 29s 1s/step - loss: 2.0774 - accuracy: 0.1479 - val_loss: 2.0719 - val_accuracy: 0.1625\n",
+      "Epoch 3/20\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 2.0655 - accuracy: 0.1417 - val_loss: 2.0479 - val_accuracy: 0.1875\n",
+      "Epoch 4/20\n",
+      "24/24 [==============================] - 30s 1s/step - loss: 2.0295 - accuracy: 0.2104 - val_loss: 2.0195 - val_accuracy: 0.2625\n",
+      "Epoch 5/20\n",
+      "24/24 [==============================] - 30s 1s/step - loss: 1.9806 - accuracy: 0.2104 - val_loss: 1.9734 - val_accuracy: 0.2625\n",
+      "Epoch 6/20\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.9266 - accuracy: 0.2688 - val_loss: 1.9223 - val_accuracy: 0.2625\n",
+      "Epoch 7/20\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.8778 - accuracy: 0.2438 - val_loss: 1.8354 - val_accuracy: 0.3375\n",
+      "Epoch 8/20\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.8005 - accuracy: 0.2562 - val_loss: 1.7621 - val_accuracy: 0.3625\n",
+      "Epoch 9/20\n",
+      "24/24 [==============================] - 30s 1s/step - loss: 1.7497 - accuracy: 0.3333 - val_loss: 1.6562 - val_accuracy: 0.4000\n",
+      "Epoch 10/20\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.6707 - accuracy: 0.3333 - val_loss: 1.5198 - val_accuracy: 0.4625\n",
+      "Epoch 11/20\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.6633 - accuracy: 0.3958 - val_loss: 1.5632 - val_accuracy: 0.4750\n",
+      "Epoch 12/20\n",
+      "24/24 [==============================] - 31s 1s/step - loss: 1.6404 - accuracy: 0.3729 - val_loss: 1.5778 - val_accuracy: 0.4125\n",
+      "Epoch 13/20\n",
+      "24/24 [==============================] - 30s 1s/step - loss: 1.5924 - accuracy: 0.4021 - val_loss: 1.5459 - val_accuracy: 0.4125\n",
+      "Epoch 14/20\n",
+      "24/24 [==============================] - 28s 1s/step - loss: 1.5209 - accuracy: 0.4292 - val_loss: 1.5800 - val_accuracy: 0.3750\n",
+      "Epoch 15/20\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.4475 - accuracy: 0.4417 - val_loss: 1.5742 - val_accuracy: 0.4000\n",
+      "Epoch 16/20\n",
+      "24/24 [==============================] - 28s 1s/step - loss: 1.4813 - accuracy: 0.4187 - val_loss: 1.5788 - val_accuracy: 0.3875\n",
+      "Epoch 17/20\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.4735 - accuracy: 0.4437 - val_loss: 1.4948 - val_accuracy: 0.4375\n",
+      "Epoch 18/20\n",
+      "24/24 [==============================] - 27s 1s/step - loss: 1.4049 - accuracy: 0.4563 - val_loss: 1.4764 - val_accuracy: 0.5000\n",
+      "Epoch 19/20\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.3805 - accuracy: 0.4917 - val_loss: 1.4958 - val_accuracy: 0.4750\n",
+      "Epoch 20/20\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.3101 - accuracy: 0.4667 - val_loss: 1.5749 - val_accuracy: 0.4375\n"
      ]
     }
    ],
@@ -406,14 +442,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 101,
    "metadata": {
     "colab": {},
     "colab_type": "code",
     "id": "wt_ONw5PGhJm",
     "outputId": "e75d8a73-da49-4dbe-ffcf-7cb316be39a2"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.plot(history.history['accuracy'])\n",
     "plt.plot(history.history['val_accuracy'])\n",
@@ -489,9 +550,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
+   "source": [
+    "# General imports\n",
+    "import tensorflow as tf\n",
+    "tf.compat.v1.enable_eager_execution(\n",
+    "    config=None, device_policy=None, execution_mode=None\n",
+    ")\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import os, datetime\n",
+    "\n",
+    "# Shortcuts to keras if (however from tensorflow)\n",
+    "from tensorflow import keras\n",
+    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
+    "from tensorflow.keras.models import Sequential\n",
+    "from tensorflow.keras.layers import Conv2D, MaxPooling2D\n",
+    "from tensorflow.keras.layers import Activation, Dropout, Flatten, Dense\n",
+    "from tensorflow.keras.callbacks import TensorBoard "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "from IPython.display import Image\n",
     "Image(\"./Images/feature_extraction.png\")"
@@ -551,7 +648,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -560,30 +657,6 @@
    },
    "outputs": [],
    "source": [
-    "# General imports\n",
-    "import sys\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from sklearn.metrics import confusion_matrix\n",
-    "import tensorflow as tf\n",
-    "from tensorflow import keras\n",
-    "from tensorflow.keras import layers\n",
-    "\n",
-    "# Shortcuts to keras if (however from tensorflow)\n",
-    "from tensorflow.keras import applications\n",
-    "from tensorflow.keras import optimizers\n",
-    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
-    "from tensorflow.keras.models import Sequential\n",
-    "from tensorflow.keras.layers import Conv2D, MaxPool2D\n",
-    "from tensorflow.keras.layers import Activation, Dropout, Flatten, Dense\n",
-    "from tensorflow.keras.callbacks import TensorBoard \n",
-    "\n",
-    "# Shortcut for displaying images\n",
-    "def plot_img(img):\n",
-    "    plt.imshow(img, cmap='gray')\n",
-    "    plt.axis(\"off\")\n",
-    "    plt.show()\n",
-    "    \n",
     "# The target image size can be fixed here (quadratic)\n",
     "# The ImageDataGenerator() automatically scales the images accordingly (aspect ratio is changed)\n",
     "image_size = 150"
@@ -591,7 +664,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -638,13 +711,67 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {
     "colab": {},
     "colab_type": "code",
     "id": "M7Bk7t1MGhJ6"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model: \"vgg16\"\n",
+      "_________________________________________________________________\n",
+      " Layer (type)                Output Shape              Param #   \n",
+      "=================================================================\n",
+      " input_1 (InputLayer)        [(None, 150, 150, 3)]     0         \n",
+      "                                                                 \n",
+      " block1_conv1 (Conv2D)       (None, 150, 150, 64)      1792      \n",
+      "                                                                 \n",
+      " block1_conv2 (Conv2D)       (None, 150, 150, 64)      36928     \n",
+      "                                                                 \n",
+      " block1_pool (MaxPooling2D)  (None, 75, 75, 64)        0         \n",
+      "                                                                 \n",
+      " block2_conv1 (Conv2D)       (None, 75, 75, 128)       73856     \n",
+      "                                                                 \n",
+      " block2_conv2 (Conv2D)       (None, 75, 75, 128)       147584    \n",
+      "                                                                 \n",
+      " block2_pool (MaxPooling2D)  (None, 37, 37, 128)       0         \n",
+      "                                                                 \n",
+      " block3_conv1 (Conv2D)       (None, 37, 37, 256)       295168    \n",
+      "                                                                 \n",
+      " block3_conv2 (Conv2D)       (None, 37, 37, 256)       590080    \n",
+      "                                                                 \n",
+      " block3_conv3 (Conv2D)       (None, 37, 37, 256)       590080    \n",
+      "                                                                 \n",
+      " block3_pool (MaxPooling2D)  (None, 18, 18, 256)       0         \n",
+      "                                                                 \n",
+      " block4_conv1 (Conv2D)       (None, 18, 18, 512)       1180160   \n",
+      "                                                                 \n",
+      " block4_conv2 (Conv2D)       (None, 18, 18, 512)       2359808   \n",
+      "                                                                 \n",
+      " block4_conv3 (Conv2D)       (None, 18, 18, 512)       2359808   \n",
+      "                                                                 \n",
+      " block4_pool (MaxPooling2D)  (None, 9, 9, 512)         0         \n",
+      "                                                                 \n",
+      " block5_conv1 (Conv2D)       (None, 9, 9, 512)         2359808   \n",
+      "                                                                 \n",
+      " block5_conv2 (Conv2D)       (None, 9, 9, 512)         2359808   \n",
+      "                                                                 \n",
+      " block5_conv3 (Conv2D)       (None, 9, 9, 512)         2359808   \n",
+      "                                                                 \n",
+      " block5_pool (MaxPooling2D)  (None, 4, 4, 512)         0         \n",
+      "                                                                 \n",
+      "=================================================================\n",
+      "Total params: 14,714,688\n",
+      "Trainable params: 14,714,688\n",
+      "Non-trainable params: 0\n",
+      "_________________________________________________________________\n"
+     ]
+    }
+   ],
    "source": [
     "conv_base.summary()"
    ]
@@ -697,9 +824,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Found 480 files belonging to 8 classes.\n",
+      "Found 80 files belonging to 8 classes.\n"
+     ]
+    }
+   ],
    "source": [
     "from tensorflow.keras.utils import image_dataset_from_directory\n",
     "\n",
@@ -707,12 +843,14 @@
     "    './train',\n",
     "    image_size=(150, 150),\n",
     "    batch_size=32,\n",
+    "    shuffle=False,\n",
     "    label_mode=\"categorical\")\n",
     "\n",
     "validation_dataset = image_dataset_from_directory(\n",
     "    './validation',\n",
     "    image_size=(150, 150),\n",
     "    batch_size=32,\n",
+    "    shuffle=False,\n",
     "    label_mode=\"categorical\")"
    ]
   },
@@ -879,11 +1017,20 @@
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model.evaluate(validation_dataset)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We reach a validation accuracy of about 32% — much worse than we achieved in the\n",
+    "We reach a validation accuracy of about 46% — much worse than we achieved in the\n",
     "previous section with the small model trained from scratch. \n",
     "\n",
     "The learning curves indicate that we’re overfitting almost from the start—\n",
@@ -905,8 +1052,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import datetime, os\n",
-    "\n",
     "# Load the TensorBoard notebook extension\n",
     "%load_ext tensorboard\n",
     "\n",
@@ -951,7 +1096,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -975,7 +1120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -984,16 +1129,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This is the number of trainable weights before freezing the conv base: 26\n"
+     ]
+    }
+   ],
    "source": [
     "print(\"This is the number of trainable weights before freezing the conv base:\", len(conv_base.trainable_weights))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1002,9 +1155,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 43,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This is the number of trainable weights after freezing the conv base: 0\n"
+     ]
+    }
+   ],
    "source": [
     "print(\"This is the number of trainable weights after freezing the conv base:\", len(conv_base.trainable_weights))"
    ]
@@ -1031,7 +1192,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1046,11 +1207,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [],
    "source": [
-    "inputs = keras.Input(shape=(180, 180, 3))\n",
+    "inputs = keras.Input(shape=(150, 150, 3))\n",
     "# Apply data augmentation\n",
     "x = data_augmentation(inputs)\n",
     "# Apply input value scaling\n",
@@ -1089,7 +1250,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1104,9 +1265,116 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 47,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/50\n",
+      "15/15 [==============================] - 170s 11s/step - loss: 40.4872 - accuracy: 0.3104 - val_loss: 22.2523 - val_accuracy: 0.4375\n",
+      "Epoch 2/50\n",
+      "15/15 [==============================] - 163s 11s/step - loss: 16.3431 - accuracy: 0.5542 - val_loss: 23.0516 - val_accuracy: 0.4875\n",
+      "Epoch 3/50\n",
+      "15/15 [==============================] - 162s 11s/step - loss: 16.4505 - accuracy: 0.6062 - val_loss: 30.8938 - val_accuracy: 0.4125\n",
+      "Epoch 4/50\n",
+      "15/15 [==============================] - 165s 11s/step - loss: 14.6992 - accuracy: 0.6229 - val_loss: 21.7834 - val_accuracy: 0.5125\n",
+      "Epoch 5/50\n",
+      "15/15 [==============================] - 167s 11s/step - loss: 11.4793 - accuracy: 0.6729 - val_loss: 27.7946 - val_accuracy: 0.4500\n",
+      "Epoch 6/50\n",
+      "15/15 [==============================] - 168s 11s/step - loss: 12.4257 - accuracy: 0.6729 - val_loss: 25.0661 - val_accuracy: 0.4125\n",
+      "Epoch 7/50\n",
+      "15/15 [==============================] - 164s 11s/step - loss: 8.7416 - accuracy: 0.7250 - val_loss: 26.6285 - val_accuracy: 0.5125\n",
+      "Epoch 8/50\n",
+      "15/15 [==============================] - 162s 11s/step - loss: 8.3796 - accuracy: 0.7250 - val_loss: 24.7431 - val_accuracy: 0.4375\n",
+      "Epoch 9/50\n",
+      "15/15 [==============================] - 163s 11s/step - loss: 8.1311 - accuracy: 0.7417 - val_loss: 20.8759 - val_accuracy: 0.5000\n",
+      "Epoch 10/50\n",
+      "15/15 [==============================] - 161s 11s/step - loss: 8.5853 - accuracy: 0.7604 - val_loss: 27.0080 - val_accuracy: 0.5250\n",
+      "Epoch 11/50\n",
+      "15/15 [==============================] - 161s 11s/step - loss: 7.2803 - accuracy: 0.7750 - val_loss: 25.0368 - val_accuracy: 0.4875\n",
+      "Epoch 12/50\n",
+      "15/15 [==============================] - 161s 11s/step - loss: 8.3474 - accuracy: 0.7708 - val_loss: 24.2293 - val_accuracy: 0.5000\n",
+      "Epoch 13/50\n",
+      "15/15 [==============================] - 163s 11s/step - loss: 7.2649 - accuracy: 0.7937 - val_loss: 27.9647 - val_accuracy: 0.4875\n",
+      "Epoch 14/50\n",
+      "15/15 [==============================] - 161s 11s/step - loss: 5.6787 - accuracy: 0.8000 - val_loss: 25.7642 - val_accuracy: 0.5625\n",
+      "Epoch 15/50\n",
+      "15/15 [==============================] - 161s 11s/step - loss: 9.5175 - accuracy: 0.7750 - val_loss: 25.2030 - val_accuracy: 0.5875\n",
+      "Epoch 16/50\n",
+      "15/15 [==============================] - 159s 11s/step - loss: 5.8167 - accuracy: 0.8125 - val_loss: 27.7553 - val_accuracy: 0.4500\n",
+      "Epoch 17/50\n",
+      "15/15 [==============================] - 160s 11s/step - loss: 5.7371 - accuracy: 0.8375 - val_loss: 33.3951 - val_accuracy: 0.4875\n",
+      "Epoch 18/50\n",
+      "15/15 [==============================] - 162s 11s/step - loss: 5.5106 - accuracy: 0.8062 - val_loss: 24.9338 - val_accuracy: 0.5250\n",
+      "Epoch 19/50\n",
+      "15/15 [==============================] - 160s 11s/step - loss: 5.6374 - accuracy: 0.8208 - val_loss: 31.7434 - val_accuracy: 0.5375\n",
+      "Epoch 20/50\n",
+      "15/15 [==============================] - 181s 12s/step - loss: 5.2847 - accuracy: 0.8500 - val_loss: 27.8406 - val_accuracy: 0.5250\n",
+      "Epoch 21/50\n",
+      "15/15 [==============================] - 160s 11s/step - loss: 3.9255 - accuracy: 0.8604 - val_loss: 24.6560 - val_accuracy: 0.5500\n",
+      "Epoch 22/50\n",
+      "15/15 [==============================] - 162s 11s/step - loss: 4.5439 - accuracy: 0.8667 - val_loss: 28.7081 - val_accuracy: 0.4875\n",
+      "Epoch 23/50\n",
+      "15/15 [==============================] - 157s 10s/step - loss: 5.1945 - accuracy: 0.8333 - val_loss: 28.1471 - val_accuracy: 0.5250\n",
+      "Epoch 24/50\n",
+      "15/15 [==============================] - 157s 11s/step - loss: 5.4685 - accuracy: 0.8292 - val_loss: 27.2732 - val_accuracy: 0.4875\n",
+      "Epoch 25/50\n",
+      "15/15 [==============================] - 156s 10s/step - loss: 4.9645 - accuracy: 0.8458 - val_loss: 28.9958 - val_accuracy: 0.4625\n",
+      "Epoch 26/50\n",
+      "15/15 [==============================] - 158s 11s/step - loss: 4.2419 - accuracy: 0.8604 - val_loss: 31.0298 - val_accuracy: 0.5250\n",
+      "Epoch 27/50\n",
+      "15/15 [==============================] - 177s 12s/step - loss: 4.6601 - accuracy: 0.8667 - val_loss: 35.1135 - val_accuracy: 0.5000\n",
+      "Epoch 28/50\n",
+      "15/15 [==============================] - 158s 11s/step - loss: 4.3568 - accuracy: 0.8729 - val_loss: 35.3589 - val_accuracy: 0.4750\n",
+      "Epoch 29/50\n",
+      "15/15 [==============================] - 182s 12s/step - loss: 4.6585 - accuracy: 0.8479 - val_loss: 39.2265 - val_accuracy: 0.4500\n",
+      "Epoch 30/50\n",
+      "15/15 [==============================] - 165s 11s/step - loss: 4.8581 - accuracy: 0.8583 - val_loss: 30.4833 - val_accuracy: 0.5375\n",
+      "Epoch 31/50\n",
+      "15/15 [==============================] - 165s 11s/step - loss: 3.3673 - accuracy: 0.8833 - val_loss: 31.5158 - val_accuracy: 0.5125\n",
+      "Epoch 32/50\n",
+      "15/15 [==============================] - 160s 11s/step - loss: 5.6675 - accuracy: 0.8625 - val_loss: 29.5487 - val_accuracy: 0.5375\n",
+      "Epoch 33/50\n",
+      "15/15 [==============================] - 157s 10s/step - loss: 3.5243 - accuracy: 0.8771 - val_loss: 29.5125 - val_accuracy: 0.5500\n",
+      "Epoch 34/50\n",
+      "15/15 [==============================] - 158s 11s/step - loss: 3.1388 - accuracy: 0.8833 - val_loss: 31.3419 - val_accuracy: 0.5125\n",
+      "Epoch 35/50\n",
+      "15/15 [==============================] - 164s 11s/step - loss: 4.4508 - accuracy: 0.8771 - val_loss: 28.2114 - val_accuracy: 0.5375\n",
+      "Epoch 36/50\n",
+      "15/15 [==============================] - 159s 11s/step - loss: 3.7561 - accuracy: 0.8667 - val_loss: 27.7479 - val_accuracy: 0.5250\n",
+      "Epoch 37/50\n",
+      "15/15 [==============================] - 160s 11s/step - loss: 2.8535 - accuracy: 0.8958 - val_loss: 30.9036 - val_accuracy: 0.5125\n",
+      "Epoch 38/50\n",
+      "15/15 [==============================] - 158s 11s/step - loss: 2.7719 - accuracy: 0.8896 - val_loss: 28.7516 - val_accuracy: 0.5500\n",
+      "Epoch 39/50\n",
+      "15/15 [==============================] - 162s 11s/step - loss: 4.3758 - accuracy: 0.8562 - val_loss: 30.6686 - val_accuracy: 0.5500\n",
+      "Epoch 40/50\n",
+      "15/15 [==============================] - 182s 12s/step - loss: 3.4704 - accuracy: 0.8750 - val_loss: 26.9565 - val_accuracy: 0.5750\n",
+      "Epoch 41/50\n",
+      "15/15 [==============================] - 169s 11s/step - loss: 3.2676 - accuracy: 0.9042 - val_loss: 33.6229 - val_accuracy: 0.5000\n",
+      "Epoch 42/50\n",
+      "15/15 [==============================] - 167s 11s/step - loss: 3.6569 - accuracy: 0.8792 - val_loss: 30.1333 - val_accuracy: 0.5250\n",
+      "Epoch 43/50\n",
+      "15/15 [==============================] - 164s 11s/step - loss: 3.4009 - accuracy: 0.9062 - val_loss: 30.1136 - val_accuracy: 0.5625\n",
+      "Epoch 44/50\n",
+      "15/15 [==============================] - 157s 11s/step - loss: 3.0915 - accuracy: 0.9083 - val_loss: 33.6270 - val_accuracy: 0.5500\n",
+      "Epoch 45/50\n",
+      "15/15 [==============================] - 177s 12s/step - loss: 3.6787 - accuracy: 0.8562 - val_loss: 32.5366 - val_accuracy: 0.5625\n",
+      "Epoch 46/50\n",
+      "15/15 [==============================] - 160s 11s/step - loss: 2.6454 - accuracy: 0.9042 - val_loss: 35.2887 - val_accuracy: 0.5375\n",
+      "Epoch 47/50\n",
+      "15/15 [==============================] - 165s 11s/step - loss: 4.6315 - accuracy: 0.8771 - val_loss: 26.3066 - val_accuracy: 0.5750\n",
+      "Epoch 48/50\n",
+      "15/15 [==============================] - 179s 12s/step - loss: 3.1069 - accuracy: 0.9021 - val_loss: 27.8295 - val_accuracy: 0.6000\n",
+      "Epoch 49/50\n",
+      "15/15 [==============================] - 163s 11s/step - loss: 2.7718 - accuracy: 0.8854 - val_loss: 35.5000 - val_accuracy: 0.5125\n",
+      "Epoch 50/50\n",
+      "15/15 [==============================] - 159s 11s/step - loss: 3.1988 - accuracy: 0.8938 - val_loss: 33.8036 - val_accuracy: 0.5625\n"
+     ]
+    }
+   ],
    "source": [
     "history = model.fit(\n",
     "train_dataset,\n",
@@ -1124,9 +1392,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.plot(history.history['accuracy'])\n",
     "plt.plot(history.history['val_accuracy'])\n",
@@ -1144,11 +1437,38 @@
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3/3 [==============================] - 23s 7s/step - loss: 33.8036 - accuracy: 0.5625\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[33.8035888671875, 0.5625]"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.evaluate(validation_dataset)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "As you can see, we reach a validation accuracy of over 98%. This is a strong improvement over the previous model."
+    "As you can see, we reach a validation accuracy of over 56%. This is a strong improvement over the previous model."
    ]
   },
   {
@@ -1378,26 +1698,25 @@
     "%tensorboard --logdir logs"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Confusion Matrix and Missclassified Images"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 111,
    "metadata": {},
    "outputs": [],
    "source": [
-    "validation_generator_no_shuffle = validation_datagen.flow_from_directory(\n",
-    "        './validation',\n",
-    "        target_size=(image_size, image_size),\n",
-    "        batch_size=num_valid_images,\n",
-    "        classes=class_names,\n",
-    "        shuffle=False)\n",
-    "\n",
-    "\n",
-    "prediction = model_fine_tuned.predict_generator(validation_generator_no_shuffle,1)"
+    "prediction = model.predict(validation_dataset)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 112,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -1409,14 +1728,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[  8   1   0   1   0   0   0   0 ], brad pitt\n",
-      "[  1   7   0   1   0   0   1   0 ], johnny deep\n",
-      "[  2   0   8   0   0   0   0   0 ], leonardo dicaprio\n",
-      "[  0   0   0   9   0   0   0   1 ], robert de niro\n",
-      "[  0   0   0   0   8   0   1   1 ], angelina jolie\n",
-      "[  0   0   0   0   1   7   0   2 ], sandra bullock\n",
-      "[  1   0   0   0   0   1   7   1 ], catherine deneuve\n",
-      "[  0   0   0   0   2   2   0   6 ], marion cotillard\n"
+      "[  2   0   1   0   0   2   0   5 ], angelina jolie\n",
+      "[  0   3   0   0   4   0   3   0 ], brad pitt\n",
+      "[  0   0   8   0   0   0   0   2 ], catherine deneuve\n",
+      "[  0   0   1   6   1   0   1   1 ], johnny depp\n",
+      "[  0   2   0   0   7   0   1   0 ], leonardo dicaprio\n",
+      "[  2   0   1   0   0   3   0   4 ], marion cotillard\n",
+      "[  0   1   0   0   0   0   9   0 ], robert de niro\n",
+      "[  1   0   0   0   0   2   0   7 ], sandra bullock\n"
      ]
     }
    ],
@@ -1427,7 +1746,7 @@
     "for ind in range(num_classes):\n",
     "    Y_valid[ind*step:(ind+1)*step] = ind\n",
     "    \n",
-    "confmat = confusion_matrix(Y_valid,np.argmax(prediction,axis=1))   \n",
+    "confmat = confusion_matrix(val_labels.argmax(axis=1),np.argmax(prediction,axis=1))   \n",
     "\n",
     "for i0 in range(num_classes):\n",
     "    sys.stdout.write('[')\n",
@@ -1441,7 +1760,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 113,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -1453,14 +1772,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "wrong classification for: marion cotillard\n"
+      "wrong classification for: sandra bullock\n"
      ]
     },
     {
      "data": {
-      "image/png": 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2pFzec1mB/TV7zi96/6+KyP6yCPMrZZyfW5nJC1EMtXJsU4x45+nalq7t6IeeEANCpmsbJEPjHGerju++9x0ePbjH+ckJ8bBHcsKQcVZLI5IzMh7YbDYTjW3JolmtVkc3aTXOLLNRhBQVhCJPJY0QFQSq6GgNI5MIESlUxIF+DByGnv1+YAiRMUWGfmSMkdWo3mXf91zvduxLbdaIYT8O+l7MqHYIikzDXCsdJ+JBom3bKWev55dyJsU4UQmX9cDbxlmjiQrIVTrhMAw40ff69NNP2Ww2OOd5/ulTPvjgZ6zWG+7eu19CaJnTlTc0pIVX3TjL0pta87NxnHf8zWbDyckJfd9zOBywYsiSC9iSWLUr3n3nHe7dvcvJ5oTGN/jGIylAijSNU8ApZ/Iw80ubppluxNqDWdd0M8n0gIa8OSNmvq8nWpwxDCIMpdaaUgJjMCJ0vlFaXslhUwKxAZccBsj7yG7oOTk7JZHphxF7YkHUWyYjiHW4WvuMiZwgSZqON+dM3/c451itVlO4nVKaSAtTjXgqXVWvaYA5RK/dNuSZ0ghMm08kTdft4cMH7A8Dl5fPGceBGAbi2GMbr4b5tdwpr9Z6LYwzZ20XyzlD5dACDx8+nHbvq8sXgBpIYy1379zh7cdv8bd++Hvcv3POplvRNQ0uR23UzhFnS29hzuDkqNdx+W+94ZYhKzAZJoC3bmIp1T6TDFpCaFpFgp1XAMgIWURDQat1ya5p8I3jMIzsD30p5zQYaxiGEWuE09MThnGcapn5+pqQDsRUw9HjdrLKQ27bdvKsy/B02ag9/6yXY+7cmcsz9V/feJx3UyNCNfyx32GM4eRkQ46RHEMp4XhiDGx3W86bO+UzfbO9JrzyxplLNLsotBduKSJcXFwoiJGidvmXvsk7J2u+8/bbfPe99/id7/8mK2dpvaNxHpuKcRJnDmrOGD+Tv2vI90XtWMt8bMmuCTW0zHN5AgFrLMlanFXPmaVweUU/oJw1x7TO4v1YXt/gnQVJfPbZM6xYfNcgouUOYy03+z1mQj+Pj6UaUyVeVK9dkVlgqm/Wc1GuMdNr3V71nFwh8x8OhyPqYQy2nIPj6uqSYdDGeGeMlpn6w3wt+fXnml/3+nnn94obJ0CaaJGphGgpZ4wrXSLO4IxgcsJa4d7FOf/4f/X3ee+99zg7PWXTeE7XKywgKeGs1iUFR4wjGc2BvNVLJSK0bTuR4pfNyPX3czvZMShgjZZLDIaQ5xvfGEM2llRoiDEFUg40riMmiDkpQQEFqk7WHVeXN0hKnK7XpPPI9e7A9VY9kzNCcgaR+ZisdaRGfx6G4UhqpZZGKrm9Hu9RHryodRpjp1QC8lELWgiB/W5HyomTk5MppL26uuLhg7sY4MMPP+S/+q/+r7TtCmMM2+0V5Id0Xau4QM3Zs/Jrv5BX95qv18A4lzeSclWHMSiQ0vcc9trv2fd73nnymPfeecJ77zzh3sUZq7aldRZvwIogRonpQkYkY6TS1DKlxKfex2g5gbLDG3OcI02MnHzsYXLOSOkdraWMudEZVTIoPF7JRkNI0ZDUGou3Vuuv1rJedRz6nv2h13Y0gbZtGIeRvj+wOxzK6wEpcRgPjENY0P5K9QklZaSUCClO/FZEiGOaOkTMrRxavzXl2pjJ83qvrKqY4hTSTpzeCiqlyE9+8j5t09K2KyRHvDO0jZ82FDIkKZzXr+Ge+Sasn4fivj7GWWhuMSYlm4fAGBQ1HIaeGEYuzs949OABdy7OtQnaWVyRF7GixOciHqJA0NQAnBGzMKIp15IpxHzpSnMoqX9XkN/Fz5PHLV/Keqr9phoNGGHSPTImY7M2bIeoqDQ5aY2XTEpaxqhN07nIt2gvaljkhlWfR4+n9pLmyuxAa42TadQQ/chUZrJ4jSCmvFzmMPeYcK+kiOurKw6+Yb0aCeMA5ELKWLaLfrPN8quE3S/Lnb9qaeW1Mc5liBmLF00xMow9fX8gx8iD+/d5+/ETVm1H461yc3M1DO1BlMzUCJxN5XgCYr7wXrnNXa3lhkp1Wz5Pb/DZMJe5MuXmJNcOF1PEvDQkX4IvTdMwljKKM5Zd6NnebBlCUvQzjuwPW4YhlEZ0FS1TwbBMTCUUL56qNq0vGUSVBF9vprZtVU4kHt9cyxy8qigse06num6RhlFaoUBOpDDy/Nkz9jstAZGylqAAI/a19ZpfZb3axlkYQSmptxwL4b0v0iXWWm6urrl68YLvfec7vPP4LR7cu6BtLFa0LcwBIlVISkBSbfKf/kW0mXrGh/LiEPKxUcIE9AjHYJGUnFNKg7dYg2+bSSxrMr6sHsYYV1QBM8TEerXGupFxu1UvmDXfG6Mes7WWeDjQ73fsdtrbue8DY4iEnIrmUuIwjKoIYVQSs9Yk67Ev88ylplBtwTOlK6Wmg7U1bVLri4FYcse2bWfRMKMboliLQVlY1gr//L/5r7m6uqHve/7Wf/L3yWJICDmWjpeFhb7uINFyvTIyJV+4cp6UCybNHfIsfwE4a3nvvXe5c3HOqmvVQ5bcUiOw+WdgjjEXX0fB3O1Q9SU3TDXQ6fv63NJiVY3eWPu5fFW/zHJ3mECSqucqYjQP9U2pv3q8cwuW1LgITvV65FTD/zQ1lafFtVseK+X6LWuYtZRyfPnz0TWovbHVU9YQW9v30pS3p6QhN2SeP3vG+z/+K/7dn/5pAatUSeJlocrX1c/517mWKP6XbTavtueEz99gAtZ51YD1lvVmzb179/g7f/tvcu/eXS2M5zjxUMGqCLUpQAyCubVlicicf03uc/7d8nnT94tcDYpXQ6U/KDKdk9GWHK0W7W025JyUG5zmfHoYNUQ1xuF8QTQxjDEiVrWDLq9QEn5OrNZrouzJ/UgYI0NSA7GlFlwbzeux1+OppRTvPfv9fqLirVYrnLNIruF6LiH3HLoeDgft8lmoLgzDUBqxraYMRhiGA+RE2zhOTs/48KMP2P7LA//b//0/Y3N+jrcOZ1wpax0b5FGE8itcv4zZf51+/JU2zmlXzxAzhAxitJhv2hUPzs7Z3bvDzgmPTzec2EzLiMdjU1Fgp3SOAJCK8WrOaKVcHslgdJeHz4etKabJcGXyVyDx2MptVoRTrCMb9fgxRZpapqnnJUIyBpszSEBigWligBiQAhJVQGoYAn3f0w8H1icbTu7cIYvwwcef0Nzs2O0PXF9r/hlTghTJUVu9anfLkkSxrOdWVtR80SERiSFOx9zYFiktZ75VNUFTpDmtU/aUel8YBSKZFIV9GOj7Eec9Z9053Ur4kz/+n/neb/w2Dx++hcsNYvlrie++aYYJX5Nx/qp3tK9GIp6wfg39xNB4z6rtYKXylM4I+lnnCQSSxZ9LeX3Jty+83H6LclylFe1W+Apqzy9D6YSisg4k0cTW3H5eZRBNPNYMpCnKiyEQ0lxfdc7r+AaT6bIa9xi18O+snXpBrbOYGKFwfKeu5pesGV099lI1HJ5PdBaVhpcry1evXAEhW0L2XBq++6Hn0O/Z77c8f/aMJ0/25boYWFANf966nfv/QuuXuGXz5+6TLz6mX2a90p6zrslr3QoxnXN0XUsOK5WINKZo/Sws6taemVIq+j23eh0XBvgyBLZ+D4ubo3jSz9/gHG0K1U6W/192kdR/K9IbQqAPIzFquLtadTStZ5PXJDFcb7cM1zeLm7S0s3mHjYk8xFKuqDzjeS25tLfJFcvzW7KNlqnFkjFVqYLVQLW0kzHeT219ldsr11pnvrx8oeLeInhvCQVDeBPXa2GcKUdyihBr/596mrZtuHv3LuO6VcRTKuijv9dlFBgqP+kNp0huLBKYwucNcP7+WJXg2KCnVy2HVSr/SeeapAIKackmT0ZaW+EEPcyc8pQfhqhN2jk7+jQSwsD+MHB1c83zyxdc3lyz73t2h55Pn71gfxi1q+VwYHcYtCe0zDi5PYekGuJtj7nMRb/o8eX1qUa9rG9Our6FYeSsU6UIK5ycbAgxcn19zUcffcyLFy/Y7/dsNhUU+tY4X8mlN3JSeQ8loU6hWi7gB9aSYwSnjBbtuDcLlFbV4WqRXVBAJoRhQli9aO70MuNcrolYIEKVj1s+YzLeenOLHPlwDa31GwNKgp9eRzcRFZCWIiqWGId+Kl0YMYSQGIr3mUJOUfEtkUTKEGMm50isyn8LT1a/zC1kbDllbSmePQmsLc+f47JMLiSJbB3e6rSzqmzY9z1jCCSEjz7+iM+ePuXq6orzi0cYR3nem7deceNchn2zuLQU5xijKiQYEVIMkKwaTE5zlURKIV709aB6ENFyRAVI8JNBHecRx8Y6hXwIKZd3KTQ/yu9yKRPUsHBZxqh5KVBI60U5EO0tNUaxqarpSk7EUTWEvPe07Qq774EiDzpGXMxkY0HK9LKYEFGAJuV4dP2WXvN2l81t46zHfFvO5HaedVsAvPVNOWeDzcJ+f1C2E8KHH33Ex598zNNnz3jr7YC3Ot3tTVyvuHF+PuFWbmYi5UAcR1IcIWmRP4WejAXTYLIGtAYmllDN/9SebnmIl9akPp9rzsYrGjnn4kDLvxXfMdaQjSjFL5vjDeaorlhQVSd0uYEMN7tL+l7VDyQn1q12lexiYtV6HpT+1I8++4zzO/cxzhNC4oMPP+L55SXPXzzV6IBM1a1dtolNfaUce8V6fkux65zzpHhgjKHruin/DCFMdL6JKJ8z+/0eA4wijIPQdqrq1/iGq6tr/uiP/oSUHT/8/T94Q81S1ythnL8Q+lZQUmsMY7kZyJkUEjjlgorUzK40aeeSV+bCBCq21bZFVMvqeMCkT8SKagSRmRqPJ+9Y1hSelkfTwsNXptDLDGDK3cpfiqiXdMaSbcY3js1qhbcNQwiYwtpZAclYVUrf96QMXdex63sO1zfcbHdcXl5p07kpeHWeRbSW+XI1VBWb/ry3rJzZaTNhputVSc5xHKchS/OmZVQIO4UplxxjxkZH426Ng4hRn88xC+tXdp+8Ausba5xfFRa//fs5Cyxi01m/cozU01UvWWLfgoQWuFcH1JYn+cYBMuU8U/mhIMNHJY/bx3XrGFMFg45PElByu9RznvLe8n3xuGIMyRo8llXb4VzCjQEpHSEYh7jSl5l1jsuq67je7thtb4ph9qSY6ZqWVPi1IRwfUwV9lkoGSyS2esplProcDTHxm+sM0kX+aYzVZvOsYxhTCcszTKMXOTLCN9lvfoON8xdfmTpqXm+QQBh70jggcUQaQbLqqZJRlks2JdbUfjDd2aW0SZWbz8h0wyzzqZTSEYoLt+uxSm7QFql6A85DlqTUOjEa0uWF8RqrvaApFYnlgq6qx87kxtFgWK3glA3rdcduP7A9DOz2exrvWa9WhJjYH/akFGm7luubPSnBarUi5czusOfF5eXUw1nPr0prLvPhJSI9n6N61JOTkwlNPhwOX+jpvPdEkwhDKDpB+rzVaoVvGpqm4fTiHqtVt8h131wDfU2Ms5ZHoNQeIEeGwwHGAUfE6MhcBVESytCpIIbINJtEHyutUNUwy/2xrOEBiqiWxuOXrVTpd4sC/e11JPQ8nU4Ju2+VLXSMn8EWtYQpFDe1F9LgreF6VwYJecvZZoOIsD/0nGxOGMfIzXaLM5azk1NOz854+vTpESe25pLDMEzvDzMgVI3WGHMkcVL/rpZNYA7ZK+rtxOC8LyoT6jlr+eXQD7Rj4Mnbb/O7P/yBajhJ4jgOeXPWK2+cleM5PwD1Q49hRFIkk0rNcWHEc1Q7hcGqFzT/enq5W0SCyThvbexHobjMUexE9zMVxa1vXPtGRWeFHIW9eXr/mnvWfNqIaI006/5RxamNaME/FHnQ9arjZBzBqBKCdQ39MNAPPUYstmlwbcvNzc0EBFUwqP5cSQTLDag2ileix3TEi/yzhrhLT1uvQ9UfAkXWc6bMTVX1/fsPHvDkyZM3toRS1ytvnLpm1NSi4lix5JySEtkkRPKEzFKMMFdbreOsplBM5ucw29/t3PLLwIpagsl2riFOYE+CPHlqEAxGMml6Iw2Di7YdFJrhJE1ZvGY9sNY3OAvRgYsB6x2r9QppHNZ7VvuDClUPkX3fEwqIlRBCVsbR4XDg5ubmyIN2XTcNParoaz2vqgtUQaN6zktAackwMsZMOft0DqIbSkpK3HfO88477/Lee+/x+PFjhiHiXP5cI8Kbsl5t41zUHY2Zi/pVNUBzUK1pWjEsu/iVQ3trV2dhcDmTpdYo83SDHtH1yt/eDncrsFGZcUuaW84ZuxhqW//uyMMYg5S8uTyh/F5DPCNGvW9ZTeOh1FVTblijE7qakxNOzi/Y9wMR4dCP3Nxs+dmHH/HixQuutjueXl5PA4/attVhTU0z6Qn1RYXeOceDBw/IOXNzc3MkAlY9rvJ83XROlThfw9yxjJ1o2xZnRYkjKbFarcAIq80J/+yf/Zf89u/8LpvNCamGB2/o+lLj/BwS+hXg7L/uVVFOkQrWzDXJlDImzx/vF7E0b3u2fPuZU6lFf6jvMxlq1u79CeadNg1z/B5pVpWToqyQk/JNq3fMBUAiV6J7noLxydODbh7lBx1hUDYpBCfKecqiDc1DiMQM19s9VmC/PUVKaSQCcRzYOcveqhczxuomZ+xUHqn/5hixKYPVsk2MsfBfoTYcGIw28misQkaIOZfXNlhniWNUxpNoOUp50B3f+c53OD87K2JodSP8azDQX+Itvm5r+MZ4zi8y/NuPH3mYcrMasYhkRTKNIYsliWFMGScUBfVcOQGzUS1yxAm4sJXQpyPaoRhmyhMhXpTcMnnEUCUjTamjGn0NZ9z02jGEMm9SV5XqSEFVHPRGFciRFEYd3CtSyrSVC1uYwSmRc5xZTjGAGJ2hUo7Yis54OW02KrM5BmTooXHIvTtcnJzQh8DNGHj//Z/w2dNnfPb8uY7mu7nhcOhpuzWr1VpHOuTMfr8jDyN+TIhvCKLzaMao3twag0kGLwY1LUPMhiFBDCNZIs5YTDaM1zt8ESrbbQ+cNi2b01Pu33+gA5hCoPENifzSIbq/6jWX4L456xtjnL/UUjRl+hJZhLkiZGpYa3QwUXlqnSUiVSyo0PdqTqQN0QJi0THo2mhdDdg5d2TYy5AYFghlmumFQkKSAjWH/WExUwUt8ZS/T8XQE4YwlmFBhUyRU63L5smriDGLGmqEKoUCZMmEsSdqHYfzs1PabkXb7ri6vubp5RXXV88LhzjTOkt75w5n5xcFEMpcX+vw3zpm0CDYrqHPOv3MtQ2rIpTmxTAW9o8Vg3eGgaRkkDSSRYnv1lra8zNcEb+2jeHJ2+/wO7/zu1xfXxPGhPctRlqw+aj0+TmA6TVer7RxZoVAoYIjt/Ac4dbDUhlCUIWtKlsIIEs1ylkvqNQs9Nta8qg5aTmKKgS93HtzVtWDWl6IsRqp3mwphenxYThMQEupqEL1kjIT8bX7ph63vptZcBukIkzT9dHQ2JTTsEY3KWetGoaztE1TSjENJ6en+LYjhMgYAjc3u6N+zAJDkY0o+8cZxFrCflsI+SoJQ4rq2cWpXjB6fSLz5uKcvi8lP2+ahs3mhHEccLZBxBYig0wo9Zu2XmnjBMhiplwvTx9gyeFEpqxHn1Fu+4VBzlQ+jsobiJnYObWUsmypUq+FGk0hGWS5dRPFVMbMx0m4OaPj5SvF7XDoubx8UWQ8Gh3P5xzWukkraAKkcpimcJGLQEA+9izTdclKT7RisUZRWcm1rqhC2U3TcHp6yrOnL5CNYbXe0KzW7A89u92e6+stxszlkhRKHRQ42Wxw3oERtoedHgeJtnWkQRu6G6fDgE0GJ8I+5CmaMMZq+J8zISWt0TpVFPRuxBhHCCPOumkY8Zu2Xm3jFJlyTExCxGpJIieIkdY5vBi8k6nxRG/kiJhcABsh56i2agSR+ZKIqbqtVZFPuaghqDByBUqUnpeIhcBQxxBO+WaMbG9uePrsGdubG65evCgzNjXEG4ZQABhT2sC0vLJed2w2G7quo2tbrDUY8Rg7j+RLQOsahAQpsKzlGoQYVaUPMbTO4WyLF4tJiZASz7c7njx5ixeX1zx9/oIPf/oTxpAYy7CnmlcLpRHdWjanZ+x326ItNNJ6gxdojPD2wwf87m99n++++w4PH9znz3/053z8yUd8+OFH/NlPn7I9qFTK5fZmArS6ruHqesvz589pnCelrB7UWxAmwkP14K8bh/aL1itrnNV7qNEcp/O139E5h8lhDkvRdk+lxKXSC63qCBVoUWLLorP/FnBUGUS5FCVjjFzfbFXAOsxK830/EDJTmaHfH7i6vmToe8Iw0nQdm9Wau3fvYpyWQmoZJ44jaRwZh4H9/sDh0KunK2UJ7+xUonBO28CMJKrsijDzgRW7Kt/nIsEimc47Vk1D13iur64Y+j1xHGmbhsxYPL4CWWEMUzidUmK73dEfdjrJG3hw94LHD+/x+OE9Hty54De+8y5vPbgPOfLb7z7hnbtn7L/zLud/+mPe/+gzfvzBx+xTIItBbFG2X9SblZkU9LOdUgZK2C/Lj/q1Xl9qnN/EOP+Yy3q73LMIX43grFVwB9WJjRliykhMZGM03DUJwU6oKOQpbdOG4KVebZq6UHI2pTyQePHiBbvDgUM/cH19w3a7VRAlGxVyjpEUAjFpDrVqO5puxen5BY+evMvm5JQshpgKJ/iwY9xtefrZU3a7HcPQE8IwGaS3ls1mo10z0hBMwErGSO371JKGUhNLUGAUvSZp3ts4R9fo9LL9fs9hvyeM+h4hJkYJk2GGIjY95ciHLWnY40To2oYn9+7x+7/92/zwd7/PZtXw4O4Fm67ls48/4r0Hd/FvPaBrO4w7oWt/xAcffcQuR7Io0l7DdluokOMwkrKWX2pKcuQ9mZsOXuf1ynpOQPOclHQ8fE6YHDE5EZJOiS51DRKZ6/2BMFoaZ2nDXBw3JmFMnChnKeiclFoSkQqCAHNjNyCZ7XbHxx9/yl/9+H2urq+53u5IMXNzs2W332NXp8XrJLyF3/+93+Ptt5/w3nvvaQuW87TrDc3qBGsbHSUfAww7GPY8fPCQvj8QgkpTDsNAGEeGvifnRIyBm5tBiePW0jidPxqzjtbz1h2RJgxgERxCFoOzjlXbcX6y4eb6muvrS54+fU7MQsyw72e92ZxzISQkQsw0wGbV8vDuXf6Lf/QP+f533ubtR/fIObDfXvH86jNaMl122CSw3/G3f+u7kEb++3/9LxlDz6jK2lycXtA1K842Z7x4dsnp+TnrkxOGONI1fso5Y4xkyRNv93Vfr7ZxCsWQyigF1B41rDWMIUIasTliJRGMwaSMCQmIpKgftLF5moRgxRSC+a23MgKRyXtgVCn96kp7JMdxJEUNIkMI9IcDnV+x7lrWqzXvvP2Yd995m9PTE/bbG3wZwBuHgWAHstdhSinGUspRL26MTPxWI0K0tmgIpSm3tUbz1ypPOfMhlhOWyjnJrNRgCrPKiNA4z7pbsev2XG337Pc9Y4zT1OuJEK/Q6ZQDD/2BdduyaluaxrG92eG9pfFrXAabdEPw1hLHxMY7Lk7WfLIfCOX1MnkGxIoUp7W2XKN5c5ne/w1Zr7Rx6k2Yp5uxdpaQVVVut9+Rw4DJgWASMTgtH4wNjXP4MqXae4fOAIRktLezGmhVIqhsnyVhIYQ40dty1lYvazxt2zKGwNlmzenpKedn53zvO+9xcX6KNYb9bosz6r2yCcSxn/LhGCImBCXspyU3VfDOYY1grRSgaea6at3W6s18ZJCfv5m1DlyabowyjJxztE3DarVid9DxDKk0PR/pAIkSNeoMzpwi61VH2zhNM4qwWuMFCQmGgMnQOE8bejaN49H9u/zlsyv6EEu5R5Hjk5MT5fMW+qBzDsnHSgzfGucrsoSMLV9ZKJ0aif1uy7NPP+GP/+RPCIc9OY54iTiB1jnONyes12vOTk949PABFxdnCjaMgRwjzlmsNWWytSVxzCPNmdK8rcN9rHE0XvDNitVqxXe/+z3Ozy+4f3E+0fvS2GOGHWKEjQUbe7yFzrQMw57h0BOTvoczGWeqXEiYiA7anuWJY9AZnknBIaAYppkiBwCmYbdzfVapiLZEG4bGqhEYaxAD5+dnWN+y3uz57NkzbrZb0jiSs9A0liSK2wwp0jUdd+7d4bvfeY9VK1zfXPHw0QN8YxASV8+ekseq9udYSeS7j+7yz/53/5Q//On/kevDjpQtq67hvXff5W//rb/No0dvId4jzhHr9LRFfTmhQtyf13J6/dYrbZzUG6/wUVOKxBT54MMP+Q9//Ef8+Mc/1pyUjIk9pEjnHcPd+zTNNc+fv+DFi0t++7d+k65rcc5ipCsvXNuiKo5a6XoWERhCwFrD6ekpd+8NZATrmqKjs6LxntDvJgDGO8HEIs5lRENrEfKwx/lOQ1VrGMSS01BI73kqY2gJZ1QopHBxrTH4tiVGBbxCIeDaySuqwiAFYaaE/tbMBX5rhdPNiv1hw+HQ8/T5C1JU4885Y6zD5cq8giEnhjhw52TDnYsLHj95TD8OqrJvHdvDnvP1Ge1qhb25ot/1xGFk6Efuna6423geYwpNMWCc4fHjxzx+6y3u37vHqusYclZKZKp0jJmJlXOeJFBe9/WNMc4vq119kWSJ2uYc3GYFZhn7gf1uy8l6jUFlMw9b1Wztx8C2H9iPI9v+wPaw496D+5yebOjaBl9qaxNxfiLwzjd7NQ5jDF3bcHZyQhbBWg8lf7KSCH0/MXbikMqNVjpojMX5QIhgu6x8YISxeEtypC03oJYUcslpZ4KFGB1mJIgW8gvSXBUEVHkhTZGt/lTAIdEc14kocusbusIWmmiQxmBLMm6MhtI2QevgpGu4e3bC4wf3IUYkO5x3yl+2FpxHrCMlIYyRMI7YO6d03nKySlh0/KIRy/nZOav1GuOcXuMYkcIPvm2cMLei/So95y8bLH+dvvsbY5y/1MpCzp4kkLIQQsRkx92zO/zOb/wm/5t/8PuE4cB2d8OP/vIveHF1xf4wMMTMOAzE/YF4OdCdnXH34oK7F+cghpO15mFpzGQMIlY1egwQI+NwgCKI3DaW+3d0vPpYlAPIAQaVCLHWEWPik08+IyfVoE1RsN7hm5bVekO7WTHGOI3Ya5qG9WrF48ePGfsDsarb2ZpbF26ws1AoeSKa4038YK0SkSPayKwHVqKARCbhc2KVBRciDULnGk5Xa8aYGVOi6RqypOLFE+PhwMrCg03Dk43jt+6f83e/+x02MbESQ7ta4U9WiG3pI0RpiEEIh8Sw7clPHMZ5vAysZcXarBDTsd6cMST47PIK222Ue+ssK+uJKLe4lodq3fhXvuSXMND8rXF+4cqSySaSc1DeqWgY2rWe002HhEAjBrde84Pvf5/9oacfBm62Oul6HHVEuxcIhx03V7BpHc5mvBeGxpGNalE3tpv7Ma0lRGUYOedIYXGzVDX3lGjaNZ9+9pTdbs96c8L11Y7DMNKPkUfnjxHnuQmRB/cestvv2Y/PCiMG9vsD77//Pudnp6xWHVYMMY7ErB7SWKUtuqqmboRcgKJc6pmZ4z7R+ftZEc8Y5dpOOrglfEUyY38gp4BOyxRc2+IMtMbw9ltPePedd3ny9hOyMYSUcDGR+h7bOrzzNMYxOEdwRueDJvWw1qpcpveeZr2mP/Raaz0ccM7gnMcYqwN+ZZEvS2X3vhnrlTZOgCSJmCNpagpLGBKWjMSIQXNO5z2dMYSm5cR3pFKG0NmRByUtGGEcew69VZ3YlVchMGy5aVWJyDndzXMZLTCxlXRstJY4xkAfR/Z9YAgZGzIfPXvB1c2W/Ri57CPWexLC9aiefLu9wVrHykJnhab1BahRacxUxuEZETAVtyxYtQjGlIJ9Trpx3XIFlYEk9QdK6ckajNX801mjg4WBxllC0JmcVpSh1HnL+arl3Xfe5tHDh6w3axgHpFARnW+wWZCQaZuGuF7BGDjs9gzjiGhLENY5nPc0TcPl1SUvXjzn8upy0YSu+f3n1m3+8mu8XmnjzJKIJhDoiYwkGUECKY7E/oBtgTiSYyCPo+ZWxnKxXuvfg/YjEokxMI4Du/7ATY6McWB9tkKwGONJYmic5pRipLJtIWV66Qs3sAwAGgO73Z73P3hOt9lg/ZpPL3f82z/7ER9++hn7kNnue5z3nJyecX15ReM9m9WazWbD/bXj/knLW2+9BWIYhrGUfdxUD5RsyBgQS8pLATAmWmMuE69nzaNZ1Eydo45kcNbQeKfG11h8mfh9frqm3++JRYnv4nTDnZMN796/z9/5vd/n7p27NF3LgYRttQxzcnZO6A+kw8BmfUJzV2i9ahdd7/bgItmf4tuGbtXRti0/+9nP+PGPf8y7777HD/7GD4il/uyaFs2Z511GCgPqdTDQn3cOr7RxgkJBqQ6alazjBlJkCIGPnn/GZtXRek8aA89fXKt0hnXEHDU/M8L53TtYZ2lXa7COPgzc7Pbs+4BrwOey27eNgi9jwPkGgyVmQ+q0C2M49IRx0Hx2GNmsT3j2/DnPXrzgz97/Kf/FP/svka7j//bP/zkYx3a359NPn/Lg3fdofUvrHI3zWBSo+jf/y7/lxeUljx4+5N69ezx8+IBu1dK2HW2rA2p905ZOmtKOlgv3IOvGcwSi1X7Qck8YI3hrcE5ovWXTtYS4Ybc/MA4DJ6sWzs8wIrTec+/ijIvNmien56ysQ5JuYtI6Xmxv+OzpZ1w9f8bDi7vcPT/n/HyDcYbudMW7v/VdfvoXP+Kw3ZM3a8YxsN/v2YfE9WHkj//4j0gp8Qd/8Ac8eviWynemVDrKDIlCWJBfLRD0TV6vgXEuVlZlO7EO17TsU8bHRMojN5dXWOuxzpONzLmLwKEfkKDMIOc9EoKWE8ZcBivP6GX1SoJqyGI0R6otXvVFM7C7ueH506dcb7e8++47PHj4gOAcJ2dniHVgLdfbrXqRpmPdtjhrObGeNQ1936uuT9exXq9p2/ZozHwdUjt5QpgYQnlxbZZ9qJQ+1IncUJ6vHTaGpvG0jadtm9L3qaHuqm25c37KWdex7lpa7zFlEpv1CvxkUIQ5Z0LfM/YOJyrZiRFi0hY6irB0TJkcAs5a+r7n+fNnjMM4j4MwZjqLL9IHfpXXUmL1ZeuVNc5cOyyyVsUla+dmzIL1Dc1mw/Vnhn2ISBr58NOnvPX4Cc1qTYyhtF8pMHK121H1WO/dvwdiycmQQjHOdFvWpHR+lFyvslmcc4TRYZz2Kr549pSnn35KFOEf/dN/ytnZKZd9z/nZGUkMYgxD39O6htVKkVJnLPc3jvNWDeb+wwfcvXePe/fusV6vdaR70+C8VyCnylaWmu+ko8ScY05hbq4g0Xwdq/SKyppYGu/omqbQ8Rpab2m9Y92tODtZsfGe1jo678EY+hjxxuCbBgvcOz2FfiCGyNgPJMlIUvp6TNpWV+uuVcFhvV4jArvdtqjQB8YQVHG/aAinPIuhvSnrlTVOKGWCHgiWFBJhEJI0NKd3ORHhX/2r/55xOGAF7t65y7/4wz/hs6dPeXFzTYgBbx1nmzVPHj/iwb37PH70iP6T56VjoyUPBpdbGrPSCWWx8FbFlqFEVQ3dcXZ+wfn5OYfdjqdPPyPGyMVJy+p774C1bK+ekX6ayd7z+7/1HS5vbkjxAvPdd3n88C1iP7C73rJer+lMopHIkyePuTg7Z7NeT32dfmGU9Uv7UVNRhtd+0DqJQiuFlaRR0jehGAna74pgMxASeQxsug7vHCln7t8552S9oms8J+s1nQhdTKQ4kMoY+8afc/74Lc4u7pKfv2D34jn7m2tudlviLmKssNqswHpiiNzcbHHe0zYNAeFwUOZUjJHz8zNtg4sjJnpSjlMzea2/LrVyX+f1jT3LL9KC/ZwiYJY6DkVZNEmredFYkvVcHy7ZbW/4y59+wGZzyvrOPZ4OI6uu42S95t6dC4wRbvqRn378KRfrNaerFdY4QojEkHT6c6kZgqrKaUlDEdyUos7LLIyd1WbDSd9z9+65egdjca1H0kjoAxx6uhRx3rFercn7a9a+4f6ju6SccSSc0ZF+m/WGrmtpvPKCbRURK5Cr5FzNb1GnK56zlHUmPnAxyPqMykN2VXWBMnmthLrj4YBwpuFtmRLeCKTDnjGOGHF4YwmHnnG7Y2g6us2aLkest7Qrz/OnnzLsB1rnlDuchTHW8RRFGT6rvIktiC+lFVCOznU2zjdlfWON86uvqlCn992YVRakD5Ekws2+59Onz/nJ+z/hf/2P/jPu3rnDx/s99+7d5/zslHsXF+xePGO/23N5/Yz12x0hZW3KTnVmZS7GWVHP6a0LWFHGuIuSC9r1ipNwxt17F1O5YxRLIJHGALstnbF0jee88zz99DPau3d5694ZNzdbRJSa13UdXdfReK9zKq0pXRp6ELVx2og2VVct22p4dSL2bJyLq1aICjllnLFF11dLJpIzKUT6w0FZScUevLM4K4xBCCnis8EbRzz09DdbvPW0bz3En2zwjSP1nqvnT7WEEqKGsqDTtTNQSPsihqZtVM+o6CipcRpMPdfX0Chfb7RWIJtUvhTJC2Hg2Wef8PFPfswf/eEf8fzTTxmHnh/8xvf5m3/jBzTrNX/8lz9ivdmw2x34D3/6r/mNdx7TOMtms+Yf/+P/jGG3ZXd1yb237nByfkK3biFmYj8CmRQyKeYp9/Rti3MO7x3j2NOWgPfs3l0OhwNDPxAPPc54rLG4zZqm3Igmjnz/ySNc48n9Decrh3EN1nnt0/S+6OjIoqZ6S2WwcIsBDW2jevvl3JN5zRS/nDImTpaNpEzjPE+fveDZixcYaxhHVXcIw0DXOM7O1tx9+yG7F9faNRMCK9vSicNby+XTp6xOOvy6YXfznHW3YmMcd0/PuByuuBr3bPc3DCEQUsJm1RR6cP8+P/jB32C1Wiloh5TpaYsS0Ru2Xmnj1FKIBnQJVacLUXOUxjta59isOpJXfdTGWhpjOVlvMGLomoa33nrI/fv3WDXaRvbRxx8xHnbE/sC77zwikwgxYE0zNVsvh/aolo++pzGLsFtKLdQIxtXwTT2wE4PDYMXiradxWmNsWo/zHowD4wrzp3rLEuLBRGAvOObPBUmWaG0mT2MdckVuq1fNwjgOE+G/aiNVlXpQ7xyljKTPWkt1pXYzjgGzaRFnSUY4DMOkSBHHEdDRhNvdjnHQBnKxFusdFxfnPHnymBQDxlqkaP5+vQS5X+96LdDaL7v5lAauzKAqBVnVwy/OL7Bk4jDQeU8aBqK1nHYdbWnBurd5xKO7d+gaNZLd9oo4DljmsXepND6nhW4sedak1cbnhDV6k1danHUOD6XcoQLSGmrmksfZKZdUJQOn4wDFQgk1TR0jkWstPs8tYdUD1mPSizVdlSmOnX5VyyiLr/rM8r8wjkjWUDfmRChaRl0Z+aD8QjDWKVUxqer7OAYYB1ayIicdbX/Y7elUNJdhGBGEHCM319eEMGqvaM54Yzk9O+Phw0fz4U+fu/79r5ro/iqsV8I4X7ZSSoXdU7imZJxkTtZrfIbWNPz9f/RP+fSDn3H57DOGq2f85Ed/Ttc0fH+9ojXCvbMN33/vHbrWkSWpl2gdrulw7Qrr1xi/wjiPIReR5yIYnZW/GsOo6GGEkKOS4V1Hs2lxb8lE1B6GQSUyS4M2UKREDK7kcoaMxIC3BouhEUuKQipAVKKM3Wt8uQa5gFEGIUIeSy6ZkKnUVMc8QIzFaxo1smSE5AypN6XZPDEcdjQmc77yHIaBF598wu7yBf4734GzcxwNfnT4pmFgYDtsefH0E87GM+5I4mK95vD8iu31DZ++/yEX52c0ztEfenx7ghwiP/4P/4Ew7CDrrBTfnfDg4bv8xm/8AO83kCGNRXe/SlTAG2eg3xjj/KoX/agYTdVunT0ICVUMWK949OA+a2/YXpzw9APDadfSFKX1VdOw6Rr6/sBhPyi4Y4S1P2cYB8YEF+d3dQ5JKmFzCWf1GKr+qymhrgopwywp0nVrVWxPqmBelQXqTEsRKXMqmccZGIMxyqlVmppV9TyZv2bytxqeTrNWec96jClpU/L0c0R/zpmUSp5qhGw1QvDe03Uddy4ueHF5SdgFzk7POPQHUkp8+OGH7Pd7TjcbHt45V4XBYWC/32OM4fzsjO3NDbvraw2TU+L09ISh7znsdqSY2F7t+MkHP+OvfvI+qeTq3WbN3/qbf4vvffe7nJ6eznpHRdPpTTLG2+sbY5y/9Moz86XGZ0Y0z9us13giKwfD5aesG1/aqyyrVhHQGEdSLDMsxSLGlJdJ5ebgOGysbyozz3MZWk4/L+RDKpE7W0uKCWtnFbk6yKcOIZrlRvRYdMyEOSJBwBzqi0gZ4TCH2akCQWk+rmWeOY0SRIW4a+2wbVtyzhyK9IpvPGJEGwTCqHM8Y8CJKuRVYey2bRjHgbHv2W23KqVSVORjGKdc9zCO3Bz2PL++UjHwcq2/+73v8eDhQ5qmBeZRGfMczzdzvdrGmZmQxlL7YCpIxsjKW1Yna1Y2cbXySI6IJJrWqz6t0XkgXdviGodttDCejFMKoLPF46QiOF2MkVkmwxgzCUgDk7J7pckB082fo6LKVYi6dGahTS/zXEsdzKR5pylzYIwxZJGpdjnRftDzz0VZPiUmhfnalFwvUy49i1WDFqoCvuC9osMAd+/cYbVa8fzqkrOzM5xz2l439OScub65Yd2pJMtms+FkveL87IzzszO6tsEWgGjo92w2KwSh73tuTANtyy5GcJZhHNm9eMEPfvAD3n7yNt674jELCPZmiOx94Xq1jROOPAY5Y6pXEC2tUEYPnJ6eEIeDekSn9cG6KxunVDoRUfTQWIxzaNuSIFLfQ0GnWexqgaJKUWqvFD+YhLZmHq+ZPLE+XtQJ0vK1hOVgpiUVTxQSZhr8mTM5akdNSqEYaZ48VUrKYU25zGq5FQVonbROBJs3m6ZpkDI9zXkFqdq25dScsl6vePLoAVeXV4RxIKbIvfNz7t65w907d5AM4zgQwoCz6kERwTjHhz/5c3728UfshwF3ekFjPSZm7t69y2azKemAnldKGeIMyr2J65U2zlyK6FTgI88GUd1qlfw43awZjOoM2baZpmJ11tJ1nTYvl4nN1qqnqzMitVczTs3LEyi0MMz68/HBzT9WpfIlqFGNVqpcZSXklxkpYszxy9TwvXyfC6CSK3UvpcKWyoXKt0Rn8xK/LVeozMyUojkEeO+mYzk9PVGRLUQH9AqTQt84DMTGIWTuXNzh7PSUVaf6S3Uzi7aMqCiSln/xVz/mRz/5CUOMnPgG8YLPwvn5udY3rcVZO7Od3uSYlr9m41zmSV/0u6/6GtNKIIXBQyXBl/QspkAae3IcuXvnnL3TmqVfrWiMo7GOdaMEgqred7U/4JqOti0j17NATqRRb23Vra1j1gvi6muZgenxYzNgzo2Pzr/4TpMV6KlhrbWad1qrGrkL0gAFJc6VLxuDMn1ynmiGVFYQc20zluPJzBtEzplYplarphA065U2oAfD6dkJN9stIUaapikC04o8e29ZdS3rruOthw9pvMNZzSNTUm++H4RhHAlRObj/3f/wP/AnP/oxyTfc7Tqsb3G+5f79B5xuTkmjin2n0rWSF/Kk9bq9SYjtr8Vz/ioucGXFVGPRNqNIJmKyck6HQ08OEZuVlvbg/gOsNURjZoGplMsAIk1b29WKbrWmbTtFZqtXluMbZa5xznIftlDsaieIF5m6QFJONF7netZxgCDT2IRlDivWYoyGk8Yweesca5gaCwsokmMkjL2ee4qkWMSXk0p5hRQ1ZxZZgEJ6DcUI3irB3U4RhBIfmpxw3rPZbECkDAjOOG9p1y2n6zu0ziu10KtxkzJ4S9OtyBg+fHrJR599yvs//Rn/z//6v+ann3yG61aY1Zrtvuc3Hr/L3/t7/wCTDWTB+7akJMp8ilIph/O1f1MME36FxvnXedGW6GjKOl055URMcwwoiAInSX9ypcjvnCVap0CIMrHV01BuAWfwXkWNa7aXp278PHnLJTNHPWk+ZgnlTD+OU4+ldU5LDAXFPQqNmedfVr4uVo1UtD6CSBndHiNxDGS1Qkg6GTvneBTWVsS4gkH1vcrFUfCp8lb1lxMd0FqLwaqUSBkULCGQUlJN3zLb03lbhhJXMW8I/cAYIvth5KYf+F/+3Z/x7//sz3n/o08ZYsZ4T9N23Lt3n8eP3+Y7731XQ/gs08aWmYKgKa04Ov43ZL3SOWc1zNrEG1MqXkF7O1PNQcXgraKIVizWt2o0KYPNmJipQv+2TPDyzutgWmbQCdQw602U0iw0XUPe6QbKmcP+ZkJqN80p4zgqydv7AgwVQxc7/QxozmlUWY+c0DaweZzgOAxQiAYma2g7dZ0we3XKDV6sr/B7SvxKfe8SLs7bUzFcHaFgSjmJbAho/6epJVd9Nx1lURLaYd+zGwPXhwPPtzv+1f/0b/nDP/lTDdGbFuc8bbvi3Xe+w3e/8z3ee/e9QrqvaHWlY+byOd6qbb9BBvrKGecRT7SGe3mp16prchJiCuBiyGWSsqVMkC4MhiypEA3AeK+GQS07pEIqvw2nHB3V1L2fihpe5cOmlBiGAZEbJRRYe0vaUdFgJu9ZRKfLsUodvQcllysjGiqhPWs4T5G/rLq0Mln7jPjWC1M9tSo5zGHuBBkVoEvnqCwf1w0qJZ3PYuvvkw6/RYRm1XHIe3b7nv/2v/vveXa9Bd9yebOlFY9xGnb/9m/9thIPTk4LdldALVvfj8V5fJU74/Vbr5xxwrIcMMs/Vs+XpQKlsjDMrL2DpbgPdUAtFAh1Mj3vfKllljCWPJc3ON4UZlGtY3JAjJGcNJROojfj4bBTmRTry7Fpl4mtspRL5LeEoxPQkyvZ/pgMkUuJZEZusxb3WQA/pua1NdyuKHOVwJTybP03FSOvNdc6PCiVHLaGvbUWiVCkQDW3PQyBn374CX/50w94+uKam8NAn0B8i1iVVXHW8+Defc5PzyEztavllNSri2gprJznm+Qtl+tXZpzHXuuv52LqvVY+xDx7toyQspSR9GqcFGMwYicCuwZ5hgkEhSmnKnWaOXwzKo9ZjW8aD5iLhGMuE7WLQcWUcCVMSykzDCPWZoyNxALAWKvDfypKqx7NFmPLkwZuTrGEt4maI9ZzrrXMCc01BaXVAykymqK8jAXqacqJ5cnTzte0nptGI7UTp+TUYspAJTN1psSYGMZR55PuDvz0w4/4y5/8lKvtjv0QGBOYtsM6j3cN69WaOxd32Kw3hRVVN6Q5tC4quiw3vjdt/Vo853+M8R6rIQiSLL4ISCGJETWyiGEUBwayKbM7Q8AUHAURkrFk6zjEUW9SUyZim4yVgGSteYoxBLfWwUApkONATOpNnVHFPCXBB1LMpDJ+4Pn2UFBcx/rsLpeXzwiHHW1zUHW57IhpYM0JKcEQI841GBsQqyPyJhg5JST2SIpABEkkiQSJjGg9MWVgQoLLKh5PRIqKwlxbzQKhbGSV25tcAERlpHNRqE+JFIpRO8PGtDhU0zelzC4kPr3c8snTZ1xtD3x4s+cqwyfbK6S1bM43GpXYjot7D/jhD36f9WrFqms5Pz8lSSYbyM5qyxiFY1zDh28959e/vswov+h3L6t/3mbmvPwFs4axxdsoMX36JTWMy7mMuAMooV8NB6tWTymaksag+R1ZSzHG6myVyWtKmUeiHm2/3xfdH21h6/uOwz6x3x8KMJRpGyEMo4a4xk4asUZUNSDGSssLxUumozLOF9WHlxtY9Y+zYd6+7jWnRuu65fezEkSiTpZWNFWmsfY5Z252W262OjA4ifaxarlIc35TOLSVJnjnzp0SNdTX0NC5zqcR0Xio/t2bul7JnLOuqQTxOYaOhrjWGiTKFP7llMl2zh/r86Zx8gIxBKzYQsy2Ew4UR50qnVNCTJ7GF4jR6V8pqTpCLW1U0Mdai3M6ELZpGmII9H3POAYkC06MTqK2YKxAijMIlbLWLlOcjJKFUc59pce38DHZ4RhsWurwqMFARZpv908e57uaY1eE/NDrDM9xDFxdX7M/HAgxgXXa45mivm+JHIw1NL7j9OSEu3fv0pThwUAJy6ejv7XpvJleE15h46wFe1MmbUVjEQm665YSStM4Uj+oqlyMJBNJWcA1ijxK4XKGQAiBECM37gWrriM1DaEirjFx82I75ZraT5lIqIB1JbsbY0rjsRrro0ePWa1WOOcYDnu6ZkVjPeu25erFJcOwJ+wOnJ0C1pGtxbuW0B849PuS0xUQBz2n6s0mcCdrSUhpi8eb1MzNzUePz9fwFjhUzmlRfyGU+uZU002J6+2Wv3z/pxyGnn4c2fcDzXrD6vSE7U6nfPeHASuOxrV4L5ydnfP48RO+973f5Pd+7/d58OABXbeCrN4x5WU73ssjpjdtvdLGiZGp77F+QdFiLU26MUViCjStwaDAiiEjRXMo5kgM6hWHcWR7LYRhYGiaKX/LKcOQubq6ZH/YczjsSSkoGGXg3v37Kmm5XhNTou1WtG3H+vSskBK0RBNTBGPp1hussYx9z2G35/L5U7qu43SzIZJIxoJYUgjT+ca45NHW0LYQ8an13WX9UjCmqDgsvNLtkHYWwp4R3rpSqR1XBT+RxO7Qc7m9YrvdaV3YWtZn52RjGMZATAUZ9w3ONTw8u8Pm9Iy333mbe3cf8ODBwyLCXfpVrYpyq4phwjg3AUSpHvMb6j2/8cb5UjnMabfXsElMIY1PIZt+oKJFutIiVdFApvIKxUsUO8cI7Pc7whgY3VC0XjV0bLJl6HvGYWAcB30PK1ijwl7We6x3kJS+1q5WiLUaspHBWu3qF1WV810Lop7psNsyjD37Q1Gj8x3i/FF9L0VVfFArXEx8Xl6aqbZbHzg2xvq7CZmtUHSpZcotZzWFtFlz8pgzIQZu9gdiSlOebJ0jlLKOhso64CnFxPn5HR48fMQ777zHnTv3ODs9K50mn1dzzyhSTP0c33Dv+bUY55eFJL8I8PNlayoHgPZamuNcKpG17asQAfox4p0+NxfNWXImx8yqa2i8IwTPzz74uIASyiqqzJvGeZy3nG3OeXL2BN+2tG3L5mQDpoA3AGKmMQm7sZ82DGcE8Z4UhSEE7dP0HrfuWKUT9rstHz39BGMM680pq/UJ1trJIxp0InXNEdUrUqjzUsk007WZQl8RzWUXv5uuk0CsG1X+vC2kUkJJWa9bzImQEmPKdKv1RAEcYyBm7WQTY3QymsDV1TW/f/8Bv/mb3+ftJ+9y9/49JbanyjeurKeE1OZy5tquM2aiHr6J69fuOV/mFb/q31UE8Ig0LjJ5PIv2ZxprGUNPNEIUIEVMyGWHLkwXozzSx0/e4vLFFdeXNwxxmMK+m37Lxm+w1qs2bhh0qM7eYLxVHqx1IJlAKk3UxTsUkotYgzVOjTmMkARjLaax2OgxwXM4HLDjgBvHLw05a7dJLrpCL7umNfT/smuYci5qDTMokwoNsqLYFcCtKvKmzjCp190ZckyqXYQU2ZOG09NTvGsQVJs2hID3ntPTU7rViqZp8L6l67oSAZkjBH5BQ/hK98Trtn7txnl7/UKdB/nWx1aK6rnEbmIdzjek2NLvd/RGObfOyvy3goaI5abwzuown64hpfkmSQKRxJgC/TjgsiqTuzjiLXOjsJ4EOevI+mWIuTzQuctNwFlM4/CpJZb6Yz8csK6Mla/SKVLyLzl6Ke3NznMkcYR2ztjO0ZqA3OXmOJVoCm85KUCUC6w7ddKYqm9kJgaSEj1UhSGj1L/VaoWIzJRDdDNq2q40F3gN483c7H78Wd66bG/Y+sYZ5y+2NICtN0aubBiVksM1K0yGiHDz/GOcODKOtTeFgVLu0HJD5lJKaRrP2cUp45AUxU2RIJkgiRx7Yj/SJE8m0TQO53TAroGioq5H5ow2Kqv9L1g8pQaYRXWFsA7XdZjG49crDjdbdocbrBfaptOCP/riGZRYkfRcpdRmjVCmch0bZykWHd34k2elHGx5Zp4gGDXOsKgN16dlAWOcsq3MzO6ppaUqeSliOD09BSjodSoeVUcYNk1bWFL2jSUZ/Lz1ShuniN6PtZdSSxoO1coT+hSVy+pbDskwSIMXyxACNjPdXAkdOZATDGFfcixDt27I0iJGaFYOJ0Z7RWNUTVkEGyKrIdGQacsGkQUlonuZ2tGqFlHKiZAzLguIJzce73VqdSo0va5pGPd7trsd1nuc1XF/NcYUjA6+TQIWcpDpcZiBnPp9/fd2RJKPvqvPq2WT6nln4CYXuqMj4bJMj+acSHEkpRFjKFPBW77//d9ktTlXVb87d1itNnjfzEBeEY+W0pWD3A6F3uz1ShunAiU1rNL8pxpHKhQ0MGAd3ckpYxrYHnrwUWVIyuDYLLOXEQM5FvkO4zRss0JrDN5YFS3IaF9LTOR+wESDhAwh6/tVEHU1d7cUyoQCO1Lyt/K+VQ0+o7VX5xy0HnMQxOqXeklKAihKnTMJEyFn9aCCmbi/UIGhNBnm59KF6s0XddCJzJ9VN7ZYjfrVqEZrRTtpdIhUBin55uK9bAGFmqahbVucd9NcUVMaEExReyiXZz4+WWwOb/B6pY2zplNW1EgVAAFi6X9ER7Mb4zg9v8vlpx+w73dIm8uNYmmwVHxD63ZG5TJTJCQlp1sEGxNeVEFBMtiUSUPgcL0l+Ui0nsEdyGXqWQLkxJeDFCjha3H1ahiiGrJWLCRIsXbQCNZZrNfuj1oqmsgI1ZulWgfRL4OZ2DzTyrcZQzOaW8Pt5TK11pJBSlheKzYp63ZnnXaRTOPdijEJymgyAtboaIeqh2usxXlXNkVFs611kzZtDdung/52vdrGuVxHPNsS7xoBiRmDY7U+4WlI9PsDa2cnVkwFfaR43BCCZl7WqAdOGoaOIWC8I2YI2z3xMLC7vuH5R59wuN5ijcO5Zs5lRQgrRYMRgzivvaLWkp1jtVlrXdRZ1mdrcLqxKCgFVtLE8bVldEPVEyonWZ0a2WRMNpjiOT93XRax4lHjcokKFJmdowetbVK4rXN3Sn2ZY2y4Ho2+WUyhvK5lGAaapmGz2ahOkZkjnDe1DewXWa+scc4fcnV7GtrZXEjuqeSROZFEGFyHv/eE1K64vvqQVRNZSaaLSuSOCDHDfgCHw8XEZ3/2p4zbGxhGTo2nMYJJGTOMmJiRmDgZAqsx4ZoG367ACmPKhJwYtsquiTHR73v1jggB4VlO2K6lvThjZxJnD+/z4J0nnN+5UIOxWfs/q+J7KQ1lUWS2+ioRC6WbNeWqOr8Ag2oZR8yEYk9SIIX7GqOOtlBVCRa/U+pizAoVWVfG8x1B3YaUQ9HL1TeMMTGOkUM/YJ0SNPZ9j3F7QGfUGCloNmlqX6N486XjzPVtvqHr66zD/tqN85fdQefdd/GVVcjO5IQt4wnqjTjYhubuI7JvuXz2EVki1mSkE3LS0sYY4TBa2pThMPL8T/6Mw7NPydsdg1nhcsbmjI+J1jg633C2WmN9i19l2mxJ1nAII4cwQh51ulY/Ep+9II9a1O9j5sX2BrtasXn8gM+I0Ace3n3A6tySxBJtxlawpBhn1Ruq5IIaMudCqKiN0eUCHf1bmTdZitAXtX5ZukjIZVyD9sGW1FZb4HKaFeyFsvHNNUhlFOaC6BpSDIQxEkLCWIdxjn0/YG2Ps44YA+QFKiCLeu7C86t8yjd4fc2bxq/dOP9j1+cQyEV+VXOrlBJjKeo3XUdzcof99gXOAk1HDgMpBWKIODw/+6uf8Mlf/BjzyVNWObO2Kx7tGr15JYPVvHMfAlfb56zPzlmL5aRdkcbA5dUNV9dXxO01ZGXyjH3P+uwCu25pnCGfbgiNI56s+M//yX/OxZNHnDy8Sz8GjM+Iq+QCJQrYz51nKdNkNZpMAWVESBbqGG5rLHZBgTy6PuU/sioZpqVhUDwuUwqq11qOjyHnNJEWoIBbot06d+6e4xs/gVR1DMUwDFxdXdEUDdwvGiMvpTzzjTbQr3G98sb5ZasCI7UPEUCMY3PnkT7BjBwCXJydAppXPv3smtjvOVxf4/YDDhiy8GIcCsU8EYaEGO3hGGNkbSzdGLje93jjSDGzkpZm5ahqWNEIZrMmt56+8xjJNBdnXHz3XS7efUxzdkJqPaZ1iCQyI8a6ErYvjKMwd5JU/kCV4lzewmoc2mG26GKpYE9BY9XqlABgJr0imd4vFX3cGm4KlQQhc6fK4vUn0kDSlrq7d++yXq9YdSs2J6fcvXuXrm1VD7hsGNvtFmNMAYrs9DjMUc83Oaz9Otcrb5xfBjAsa3sTQmks3eac4bBD4o4+9jRtq6P7UuLq+TWWjORECsojNRmeBWX7ZFHU0hmnXFCnYWxOkEOmsw2N9bTOc1I0X7FCahtC5xkbR9o0uNZz8vA+b/3m95CLU6T1JKtdGkJACrG8Hn/KOmqinldtei648PT48cWpJCD1vqIQrE7Dhsk1LtvGjl+ilDSEot07VVbgyDDT9HM1ZCNCt17TtR1d13F2esLJZqP5Ztksx3FkGIYigDYzj5bnOOe2b956xY3z5Qb5hc8Wndlh2dCenJMO0A97EtB51bQ93ay5d/eC8eEDPvnpUw6HPduxZ8uIMzoN+97ZOXfu3eV8c8L903Pe/5M/x0U49Ss64/BYGvGcPbg/TYIeG8e1ySRvMadrurvnrO/fxZ5tGF1pfbOOmJJqXFE8vhQAJtf2L62HTrOIShkiVyNmrltOsSnHz63XqRrt7F1BSQX6OrJ8jVqu4jgPrMaZC1trSfHLObPerDk/P2O9Xk1hrfdK21NurfKJKed7myf8Jq9X3DhvqQLcWi/1pgjJevz6lCCB/f4puyFirGUlOuHq/v07dGPm+i8+wJ+c40XwZuTi5JSV9zQJvBh8FOzllvcePdL+zc1GezidA+eg6ejHgRgDA4H2/IT12Yb14/vkxmHXHeZsja8C0qX9qhb3beORMlPTGDMZZ5XAVk+Wi5i2gjQpzvq66jXVcEyVXKFMTYMpFwyxqMKTiXm+djElVQC2qqObqaLVcz8pKDZkUG8Z00hMkZwyq67jsN9zdXXJarUixoRzeSqpWGtp25amadjv9zx/9pyHjx6WyWoUQuG3Oedrub4ICU4iWN+QxoZkPIc+4Iq4V9s0sF6RT09oz06RMWFj5iQLZ75l5Rx+TJiYMSlhUqTtWpquoTlZ4U5X0HpS4xltQ4wN5ETjLe7uGf7shO7BBcEAzpK9UxZQFVDWA6cOMmLSzJ293ed5stVbLkLBGcxVr1eIDHlBSqieczmNLC2AYCont3Bnl56W5ftR36h8i4bAVaVPRI7GJC430zrDdBgGPYvaBzddjDd3vRbGedR8/XNKMxp8oeJdvsV3J7zYXjGGQMqZB2fn5D5y7a85e/yIZ598xvbFFc3VJS9e3DBYz4VvWRmHQxlDQ69gUVx5rq8DKXYk6Ri7C5qzFd16xaMnb2FPNyRv2RMmYk8UZThRZqHElNRYlclOpqigF0S15mYVhY6xGNBE21OvmovrtNZNN3nNP6FOwz42lpgTaWoJY3otzSFL3iuZyNLA0vT+FA9vrcUBzjku7tzh/OKCcRynz6AKcNfnGjGsV2t8UYuox6jC2nJk+G/Sei2M8xdZehMGLYAbg+tWhOsrxgDjqASBZC2mbVndPccfDoQx0IYRkyCLJRtl+WAsxmpXSnKO7TCwCwPOGxqzYvPoPu2qo+k6zOma1FqCwBh1xAJUtk25GYuXqiULVQzISrCoIeeRQbH4fi6RVNeX0nxfq9ebNW5r47Q2T8dpoO4SmIkpVbLV59ZSNWEZdhpEubfAfr9nHFRRol0Iek3HUxDfGsZaa+n7fupWUTRY3lTbfPWN8xcnMWRUsyCpXEjTcRDHEBK7PrAfRuWve0d3ccZp1LF0dt+TY2LMsLNCsoL3lrZrMacr2Kywpysab7GnG9z5Kc3ZCa5tVD/IyjRmcCIGlK8Z3VEDrUN89GZ2SkAvszhTnG/qGlqmOsBJajA692SaUotISRlAOWuOGgsHN9ZxFhP5fb6mlQQ/NbEXQHa64nn5TWn9jlHV90Lk6vKSfhjK8aYiT/r57hhV6lODHYaBtm3f6KG5db3ixjnfRF85tBUQCWQKZ7VdsxdPH3rCzYHOi47X6xpWj+7i7pwTLm8YPnpOGEdiTowWvDP4lWd1sebkyUO6exd09++wKbVMmoamUSmPbAyDSueRDYUnGyfjnIAVdPZIQr+MtTrUlwwp6HGlueskl/JGjLF0pZQNYEJiFcAREUKKU26phqlGdDzioVQz8/FYw3k0Q611zt0sueSXarmpDHYKjMPIZ0+vOex2kyLhOI5YqxKhS+Or9eg6V6bWQW+THt609UobZ93lf5GcUyiNyYXI7XzDanXKYZfZb6+4vMl4J4iBbRxJkpGLNWf/h38MZKwxrNpWXwcdq77yHc46nPU0vkEwSBDGFsbSo+ldo4RwY1QYrKjNxTHgnfYzSiUYFGAkVaS15Js1H7POFCPNhBCUFZSPjXbiz2Zl78ScpjmmY4wK0CCkQnKYyxizkqGIlCljC5G16lllnmo25bQZVquOgGPMlnS5V6oeidVqReMbAA6Hw+Qd6wZQP7fT01NyzvR9T9d1v7qb5RVcr6xxzr2bM+tFqjr7VGRf5GFUMEQw4qB4mQGgO8ECDXA4XEJjaZxVPozVbgqstkpZa7S7BGXBuNIClq2QTCbYhDEZYyzZgpY8yvEVT6BQTzmmevy55oXFCQloO3eta1YItoSYUrRyRTQszCwGH6Uy1Zoi0KVhboyJkFQlT51VBkmTwnylCBqZO14MVS9Cxw1SQ+BKPkDA2LJZ6XKS8ZJpvZm4uGMIuBjxRvWEahlnmlNq9FpZZ7WsswjTX7t1uzb0Baf5tRjnr7od6Atfr+RnWINEZddMGpe3CvDz7i+Y7MhiSUDIGdOd4qxOkr7+2WdYMt6ovKM4BTLisC+zRjSvMoJ2TRsh20iyIF4YZSw1RcBStHHKsdUoLRfGTaYMTaqGBNM0MCmE8Jz1MRJZDGKK7GdBSY0IYwzkbKjN1rMOUEVGS+dNCWNjrHVOjSRsMcx52tlM1zOTIeapoVo/jlqBLMoMmNKInnBEGpNYtxYjKqd56A8415VJa67krzV3TtMGa4wrWkgViXo9q5wT3vAl65X1nFDreLPy3jIcm4p1C3JCnYpVb7xUwkhvfUFvE5/FSJPUX8yj5C051Dat+lqFWA+ElHEGHGb23kYgG3KSafrDEq1cTraGCqeo+1MkU+UvBRWHjqmguRNCqx6phqpKr1h+3GqEU8lElHxQR97P6gjzOS77LfU9FvXQxfFOX/m4PCOiwJM1lqYxnJw49oc9ly+ec34h9K7MiGlUFUHzWz1G9d7HINCbTXt/xY0TZuhfbhmn3mD56OaBElLmqPt+1udoG6JBjGd1eo8w7ri82dE0narJ5URTVcqtwflSXDeCMbkQBopQVRFUNsZP0pjTMZZjmNXo6oYx1zErCiukAsDoRpKrwkFS+ckYY0FGy+MZRCryWsLbFIkhaJgoy8FEKsC1BH2WwE9d1toJGa6jEl7WBVS3F9Dw1HuLWOiSMOy37G+uuX/vHiKQcuQw9IsN1c5DprKG+7GEz4aiBfyGrtfCOG97zgn6XzzviN43hVMKgMQK74hndXaX3fPAdrvF+06R0AS2a1Th3BXRaKOhq5Fcyg1Wcy8xiOjv6yDbqTRRjiMtNH7qseW0MM4i+zGR1XMmxzqrU3sgl5O0K+tHclXPm40wxDCHsZMfqrM2ZZqzqUZaw2K9TKZ4wmo5VXpzIi9UwkP5m4oeO2swWWhCJhx29LtrDAlThN6VLhinHLyWaKYyzYQgL2aRvoHr1TbOcrNUWF5QQaka6s251bFhaq+jejtrLVk8GY/kxMm9x6XxOrHve5wI3jkwDbZV7ynWTMird4bGF9BoQj4V8smx3oAqdD1W40tLVo/OQ5k8YExkKV85k0KcvGYMYxmkq5PNSk+YhpMxE+I4EQxiKUuMZRDRchNrnMqeGGNxzuFdEXMmkxdFTD3WQE5a9rGmDA8OYRqeVK9sBaIkUxQOMi4H+sOWHfD845/yztkd1psVzjdQcuBxGGidB1QixltX8vEEMWje+boCQz9nvdrGeSs0xNpp1F5KiRxmNHDJAa3ZmSK6qVTu9Od9FPzmggsxfPL+n9F5pzv+Qg4l5Yq2SgmNCygis4GSF8roQA6pzPBcKOEVjxlTKOGh9ovmMvIvxlBGAKoX1IFCGtpOBf1SdoixIr25TEwLhDBLlpAFYx3WGXzjcFa9u7UOV2uOWb2hUgeVlmhQ1Xyoagfze4N61xCibhoFsdUpi4ZN6/HZkiXw/JMPefs3flfnl8ZA03ZUiZk4aupAOXbl5spMcfrWOF/dJVJ0UItw8TKHuq0AUMsRunIxzlJkBxKG1nf4DcQsxASxeohcSvCFdVNfot7/U/CaM1mKysASXDnKfesNl0nFeyqiXDo+UiTFMIeui39zGTuYC8Q7jiOxILI5Z8agBf+c8yIHr8J/OhRYp3zpICKVCZmbpSdF2oLMypT5BvLROWgpaNoops9D36txFrLmkIftFTkGfZ8YMVMN1RDGoqRQclsjM7r+poa08Iob523ywZLRYs1snDWsmwy1/j2lXFA0ckAQ61VTyETa7pQcB8a47MQ4fn9rTVGuS1AhjOIVxdoZP5UqxgUVk9Q64SwRpYBPZtmOlZJOtq4sGw0d5xphCIE4jsX7y/xYCamPGs6ZJUQrNc9ajSFmB1XGzKfb51vrmrVTpb5izZ1ljkdymtQQ7ETcR8cmxhHEqsxmrZOC1m9zaWczUmiHb7JpvuLGCbMESa35ee+nGzeOSgNboqM5Q1QdOxRwiFrqn4StDNk4xHbcfesd+t0NcThwOBxwpswjkdLKVeaEmAKuKDGhsF2MUbGscsvaqQqyrIVQaxEFedU8WXsidaxBCPPjadF2FcrA33EcJ0Q2xjydq4gUFo4pZR+DcxbnLd4ajF0QyvOsAVTJATElDXfLRqMerc7MTCWvrlFImHJOL1rDNVlojFUjLbXMYb9jPBxYrU8xkywgGGcV8MqZMA7gNR9+U8PZul5544QFGlrblZwjxngkHDUZqKhxGhKGhOSo9TTRXDLWfn/jaDdniLGEgyNc3xCjSolgi9J5Uq9QRbKqwSKqDF/BDPUuMM8loQhqqVfMxTuGEsbGGIgpTAaYolL39Lm1VSxOxqmeMk0AmLmFwGokocbprcVZuxiZmBeI6TFKOhvgMiLXvLNed/XW5bGcwNXNSk+/+sacM/1uy3A4cHp6PhfhS25e5KvJYaHQ8Gbb5qtvnFMxHd2InXMlv4M0himEq8aZMgRxOCKSM65U0lKuKgEBxCHG0XWnNO2K2K94/ux9xsHiBLKruWecZqEgQiqorDWZbByumTmjwEQ0Z8FzDWEkRjWwcRimY0g5Kto6DMQQ52ggRvq+1+dNBjpXA6tQVlNmsNSfvbWTyr33+rFnZBKPrnMyIc9jKia2kRpszrHkuxrCl8i2hN4BUgDnMGJ0HqkBL4ryWhGunz3Ht6c8fvsdIloxUjV7RzKJKEJKOoRqCqrfYAN95Y1zWsVAq8eoN2W9uSbmECh1L6eFcrkW/UUEL56M7uRjBpOEOt0ghMBghMbp2LoqOalj31WmUkR0uJAWI4+MMxbPSJGTjDGUCVxhyhNBjTOGkX5/mDxjNcyaewJTflkbpI9V7PTsrDH4AgA5tyQblKG4uc7jnFk+9evYOOfrbEvIrvzdokxfGFWkrLTFkpaaEsYnEbY316y2N7UJDkoqkgp4ZozB+0YBJni5tPwbtL62yda/an7tF63pfXIuoItMRmmdU83XnOYZkEkFp82UPdlCEtO80whkmYIsvQGNxa829GNP6ke6poWsnNQ4xjKQSHOoXGhtJgkuz5OtjRFiGAvYEjWVi5EcA3HsiSFMIe4QRsYwst8fSs6ZilEOEyWvXue68WgI6ybFPkE7aJw1U95pRCZxaSiAmDFKbCjPrfxjgQlI+9w1N4KpzjonpJRRtDykw5jUsDKmDHayQBpuCP2WEEeCdZANKdcyjtY2nVH1fUqYXdj8n/+834D1KzPOo7aiv6ZVw1mouEqeB+OI4Bo/Ny47CzFgMjSpn14jiRbAp7odaS4lANkIOMfq4i6ffPghu9CzWa3JqAEGGbEFKEnoLNBcyp3tfpg9mjeL0DQUQ4gQRsb9Tr1qTIQwsh8Cu2Fku91OxxZj5HA4TIYJ8+jDOhzIFeZSRaEba3FWhwUrxbHgOzUeFR1+FMlT+UnLNWoQNdydOl1SrdOWSWNJCRU2RZCsYyQKP5hSgpFUNqsMMlwRD885HHaMqw2Ig2TxkrApYnLAlUHEKUNIojXTN8cej9brE9YuVi2rLJt2vffaw1hyxCNZj5/3etbR3XlEux043Fzx2YsbztcrxjGwu7li07XqcclksaUrxZKMGncSQwqGfhgZQ6AfR5xTQxhDYLff0vd7+v5QapSJMSSG4TCFu7U0siwXmSIvuV6vZ1BMwHtH23iVnnQW60p5yTkQM52/MYJzlrb107mOY9SZK2nRfVLmr1Suxww45+nYjC29KaWMZa1BCvFfAaWMc5bdzQ3/9n/+N/zuH/zn2NYwDAe61Uo1nUpeq+MiCjVwURF+09ZrZZy3uymWOefkGWIkvYRO/WVGmjMMONrTO2SxXH/yISFu6axw0hhs35fusQxGiKNu96kgolJCzsMYGIpxitH66BgjV1fX7HY7trttGcJUxr6XmSL1fLwrdDvfFCKBKiXEFCdEthINTAFkqmFAqaNKJpcZoNY5mqY9Qn9TMUpZeM3lNTJlmna9zqoBNLebVVkTY6xKfJY0VES9YIgjN8+fkcce27Q0dmF8YqbNMxVQyJR05U1cr41xLgvut0kJumsrUBKtxZiZ1vdVVkY4JEN3dg+xnk8++ojtbsvaGxp/AsOAE20bE5kJ7INU/R2DcZ7DGBli5DAGKEoIQxj57MUVNzc33NzclJxZZTpBG1uMCM45XKNKC23bKge1hKkhjjgs1nhqt0llBS1BnRyjxttW8/L6Wn3fT8BTznkiwy+vUb2eoASBUASkc1HRM1amTcFaM/WpJlMMDIPNmRAj/faKNByw6zXetcwtCnP1OQOxtOK9qeu1Mc7lWhpnBUxqbpZiJC5+99XyZCFLgzhDuz7l0ZP3uHn+GWF/w88+fsp5a2kcNMWo6i0WqggsQpKBXd/Tj4H9EOjajt1+zyeffsJ2d6NEBWvxzrHadKxXLVZqnqo53Wq1wjtfNpq5fatpGkVGhamuOfWblrJNSqFway1dpyMSEB0qtLxGwAzG3LqmFeW1pRxU65EaNpey7i1jEql6uUpGsJLxVnjx7BOywNn53dI0UHRxixKfgUJJfHPXa2Wcy9C07vzLEkM1zmDtEeL5VVYSwxgzgqU7vaBpW9LQkw5b0uGGEHqGMJCDcl9zgux07IB1jm5zyol1nIiarjWGTz75mO0HH7E+OWPVtay7lhAjXevpWo8xMiG4CEogcFrDdIvSEOSJpeRKp4yzqkuUa6+nM7RNi/MeZ6w+viDmTz2nIsSw6BNl3uxyAYOMUSqegliqlq9GmaYIVKVMCu4rRiOAnNRA88jP/urP2N1cY96NXDx4gog2uIvMIxlCDm9svgk/xzhftnt+1ef+Olc9zvoh3/actzm38NWOPybV9fGrDW5zgkkRxp6r55/S73eEw04BHCKZhPgO6xy+aVidXrBabQoRQEeAbUPGtGvaTcPJesXZyZrD4YD3VkW/DJPie9HWw1opxrkcchRKN4iCMraUT6aPq3hU7z1uMeGLWyWvZZN6yrNhTr9f5pupjmSoNeS5BENpN6u8W0EpQzaX4cMp8PSjnxJD4GS14vzufZCmNLzbSRHBSORNZiG8Vp7z9qrGqSCKcm5zShOKuxSY+nmrKTQ3rRFYgr4B0ni6Rycc6cTlwtq1i5YxgQPQ54xlxDnh7K33+Af/Wccf/Y//kqubLTmOtI0jZyFmwWWLcU7zOESRVyPK8TXF+CRjpVMSeaoi0KoD5AT8qiu1T4CoLZI2Y8UVbmuZBF5I7bVhuvak6lj6krMGVWdIZcPQXLjkl6hXFSigW6LzHZKVkZFzprENxEQ4jLRkts8+4j9sr3n4+G3akwuk0atYdWwb92Zr174SAl//MauGa9VAyZnRD0cF/J9noNq5EieuZyqc0tvfz50ZhXPKgh9a82AyZEMII4KnO7lgfXJB2F9zGEYyqgLYiKg0SkFC66wTWRimtl0ZvHWqyFAI6bZyaYuomLZ+Fc7w5B2lENrzVJqZaqg5TyHsElDS5gLNBxVoq61oBpHKoo3lKiy4u+g/qtmUIY20xmqEMe75y7/4Mx69+z3uP34PMa5QPxKzgtDPlzx9Hddr6TlfVsOcw9p0VHD/qh+6lBxqKuBTSH9ijowTjJYQUKbRzA8t5ZVq1HnEisU3HadnF9ykwOGmR0zC2IRf5HtGhKP/CjVODdQUdJSCshYqnJQw9PMnMl+n0so1jT5gZgUtQ//pT4tRT0h4Ab9qc7aCOi/9RJRYX2VbclKJzJwIKfD0s485vfugdPywuJqJlCsB8M1br6VxvmzNpZVFEf9IDOyXzJuFWa5DmDpPJvHq6XmmFPBVvcAYlY002fPud7/HB+9nnj//jIzB2Uz2S69VXiLnQr7RHE+1Zit1D9zEhCtTw1Kd4jV7srmRWpHkeh1ugz/L63bM/po3PsWTzLxTUL+Y3kNyFVLTUYIWizNuIhmknLm5umTo9yCZEAdc4S3Dstv1zVuvvXEuby5rLdl52rY98g7DMBz1fH61peUSU3ohDVrPK2mggjdxpNbuEpaoM7PJxbOBEGKm6U7w3SnGbziEgBtGnEQ9Xu/I1uCMIRVPCcVjSuHOitFJ3EknlU0yH2UOEimTTSrIbTEgU6VVjsfzqYC2gk0zdW+pvmemeqbOfqAIetfeWtFNRwqNjxJPiLCPiZgzbeuIIWEwGCxDinz68cdk/6f85m//thIlMhgJCI7Mm5l7fi0l3qPC962vX9daek5XUEvfNPjGl6nSs+ZsVa9bHq+GqbdeE/VmpvSxmNrdUr/P1dspqduU3+nvC7ZpDNk2NJtzzu4/gWZDxDHGCCmSwwBhwBGxJKyUskkxEFOZSeSp13MSWMiUxxYzUaQCW3km9sPcGGCqtKeZPK2GyUa/CnHeWoNxSpgwprSFTVGJRYyjyrTUWmdVha81WAGsaNve/voFTz/6mYp6TdfdLlKG+b6S6QO5/VU2jFckDl4wIV+6vtRz/iJJ+K+D+P5VVj2uSU/IOWyT8EbAGmJODCGU0Q5FoDnl2y9CWoZ6LIM3ufWv3h8RiPL5HX8hK603rG3pe9jcf8JvXDzkD//wD8m7jwnhBTYHTBgxKbPqTrCu0c3FgjjR2qHNOAnEBCEWRQNRw48RnfUiYLJgnVIJjVWwKhWGj/d+Cm9JiUgZshQLrFWAHWcsSZIKqYlg0uytK23vaL8vBlgbu9sQVa0hLTfwRCcju6tPeba9Jo//CeIcYj0Rh17JwrPNsXjhmocus9Oln5kHDn8j11fcP177sHa5pm6VpUJCCFNpZerCYIEyfo3HAnOe671ntVrxwx/+kM/+KnP14RXGNazbltbpuEHXNFjnsdZPowpSSoRYBMXqa6ZMyEEZR94fqbmnnFXuREQHKk2aS9o8XRVup64USk0z1ZqmNhFUkkJKiWzSUfpQN69lD62IYLWJs5y30gAjEJJ63pgj//Jf/Avefu873H/4iM3FPcR5bWtD83RyZkwZy0JmpR7zS79/ddcbZZywDG8VrT0a1Fp+n79+2/wcobzexOv1mqZpMUY7SJZiz0s2z9Frlf/NktFzMLgMzytAM3m0GnJ+LkKq4eitR6ec8/i4a6AxGWL9kuPjXdIqxWQkQa0EG9Gc/fL5Z6zWK5xznN25N6USSrCvHTVJW/ngKG55PUxyXm8Urfjo5hApujruc3KaX3dNrQIs1WiqJ48xlpKPx7umIMDF41VF+Jo7Lhk4t/Lk2wY5K8PPj8sXnOcXGuwC2Z2+xODMjHz/vNdZXvtlzURzVrCSOOxueP7ZJ3z2yUfa27kwTmBGm299Qc39Xx8TfaM8p4h6BIoRAPicadsW59zUOzkihDx+rTn0RL1LSeuvxYBEhJPzCxgec/Xx+3hpkOywkrCTkl29+Rf1TsqNmvNEXP8iQG7p1SZvSnkhFLDJSRjLwN1J0KuWOFLJwc1sNBXtdrdC2eU1TDkVcCqR4jhNPcvZQFJq4No17F98yke7K/78dMVbv/FD1uf3ijSKTjbT19fNoBrm60hReC2N8/auf/Tzgk9qjSEXckLd5bWtTIfffl3GeWQYpWRRH885s9qc4tMjXnz0E8aYGGNEjM7XNDZhU1XZk6Nph1PJg8/XK5dIZ/VyM4tnsQrCW4/HmHnyZs4ZSjOB5JnWN/XNfo6wQPH0aXrtyoLUY6hzXxSBdoBIhhxgSHz6sx/TnT8A69lsTjALdFkxotcxmJ3XL0R8v71uf/hf1/qy1/5FQ9BluJVh6lZZGueRGNhXPK9fpCngdg4WQphCwxAC6/UJxhtiNoSYCEEH98aYMCESbR2EZAqSqtWHapza/DwTLKbHOfaaSzZOPc7bdD0tLzEdJ0Z1mJZesTZcp5e81tLzUkCcOhFcj08jAv2tlqTE6IiK5x/+lPX9txHfsm4bTJmpMuNK1ePPEcPrRPN7LT3nly3dcOdkR8rOT3l8mX++rK3sV/3h1zLP8vuYAsMY2PcDK2NoTMaSCTZMcayGwhacsm1SVcGTmQW0DJWXG9B0TqVs4r0v2rlputGXuenxXNDMba+cQig83cWYwLwoOdVIRdTDBpIKaxaDclaQBJJgSAGTU0GODT/5q7/k2dUWZ+D8zn2atqOxbiqwkPVs60bgnf259cNXZb1xxgnHBrYEM0SKYnwIRBuOGrJfxtet6zZh4Zfx5svvUzZk03B2cR8TbxjDiJWEi1F7PCu6vMwhl6WFRc75skgg1V7OnJGkU8OqDzViyHJsgKl6JVsNVd97ed5L1Ykad6Y0e1agDDuagaH6fYylm0ZyHRauXIKcGPotV08/4d/94cjv/I3f4/zuPVan55UaAQIhKdneGEtIRe3hNfCgb6RxLtftG8Vai7OOuACIftHX+4/5PRTc0TjO7twlXI7EYZwYPkeAz9ELMz2uP86h85Fxcoz2IpDiywfjTsezMMBKJE4xTgZa38M5RwyR2mg9vVd9naSdKxWsNUVHSemGSpawk2GikqPjgWEc+fDqBQ/v38M5Q7tagfFlV9LatDUK7Wr++nrIgr3RxllDrqoSn1KiaZqp6B5CmACb2vv5RR7yi76vN+8vslRes+HRk3d5GrYcxp02bbtG28CygigUJk92xx0kUpLJKhNaj2H2agujrcyp8lgNheumdEQuqPl6yvp3C8OfcvZiLPVYltfMlDxRxajnr2XHnhEKG0v5tQ0jlog0DX/6h/+GTz7+iL/5dy3rO/cxttaCLZlMTBFvm0JMfPUD2zfaOCkh2hKgcc6RnCc36UiWsv7+y0Lc20DPbVDpdq3xSw4MxOLblpShHwM2B7wkcip12Zwh2zIu7zh8xBy/f/1d9ZQsQCLL3HO6NKoaTSwbApx3+hrp+PxFtK1Nh0DN7wcK/kxnK3WGqPJ/q483VlnJVTdIjFptypkz35CNZQgRg+GwveLf/pv/iR/+wd/n5Owc366YXDEwxjBxd1/19WYb561VvYmxs6xJXUtwaNkHuvQq9ef6/bIwf9tAv2xV9TlrPVmEmBLjGBm9mWZXmmTIpiKi+SjFelmJZKrxFiCm8o1uk/uXukvL857+fuF5jzepyqM1R16WEmIq6V7J7xThrlz6XsWY+tfFr86AlXc62yElIYrQjwNXn3zM5eULjPOcOBVeE9Ej0NGCXz+R5K9jfWuct9ZkoMZMIAdwhKgun1v/XRrly/K320b8ZStTpnMZnXkiVB3bSCzcVtA2rCOtoNuvc+v9Ko6reE2d8ZKnMHh5rPV4l/n4l5VdltdjqXq4LMsASnioyG+xdSNTkWfy6vU1h8NBj9x5JCVMFpzzvP/+++z2A4/fFk7v3FUwiqL4/3Ov8KuxvjVOjg0vpUT2XndrUc8RQwRrppqder/570WODbT2PFo5ft1xHIsnkmmiF9r3cXQ8rpROYjJkvyG1F4xxT5CEz5k87snZEbOnp8P6prwf1JxO0NeA6lUzOQdi0tkw6q2SFvwnNQfBWAU7MZBjVTlY2G7OR+FvDZcnoy/f20WYm2VmEYnoZG2HcpgFIZfunVzaNSqQFKIwOq9UBRFMFjzgcyBdfcKnuxc8//DH/P4f/APWpxf4bk0US85xim5qFm7KJqcr1nfTdj6l1U9KDV/7ysf15S/aTX4h43wdQoXPncGtc1p6y2WIl5n5sLcR3Nse05TaoDPlplv8jZYOZoUDNfJbXrYYVcyC69Y0m1MOV0N5tI6lLwYSE8YZJodUrSTr68gcwFKpevWm1JVLKCilD1O9mIah01P0NTKf85b6mrevcTF0udVqV5JeY+brhdRxiuU9KlILZGNUx5YFo6kc1hAHYgiEYeDTjz7gbsqcW4u4dib+54wUsrz2GtUjqysv/v3rB5B+njV96zlvrSUhQQ0pTt0r1ThfJgh27Dn1yy+MsyK/syRIRUXzxIutK6ZMzNq1sTm9wOTIT148JRZGUM5FcDnNkidCmuqIkwJCXdWYUh1sWz2Evk+KEeddybf9kWc8uoFS1gnUC2DryGPKbNS3w/zlNaqvmkHBq6wT3qa6qCxfkxIR1DhDFfRjREcauoZ/98f/lu/udzTOsjm/g1gtq6Ssc0EzME4EibkTJqM5MSx1oL4561vjvLVqrXN5Q1UPmm+FdPX3t8soFb1chrX1NatxVsPPeTg29qz7fhaLc8Lq5AxnMpuTC0L/gn0YcQ24aggpYWLQjowcsdWAgRQVGZ3C7pQRSZiYoIx1rwi1MY4qYQks8sVyWGX04MuArWXAWCeRVUR3mXcqwFby2QodC5BN+RNFaE15X2PUK0cKZS9r87fJQitShg6PnK86nn30Ey6ffsrv/c2/xfriPn69wYsl5EjOulHWq5yLL50M9BuqVPStcX7BWpIT6s+3qWtf9q8aaEEuS5Jh4zxput7c09+U98nTl4aZ1jmSa2hXK0J/qZ0cGVIWSBmpbWR1RouguZ4sQ06ZiQEvJSrMbVyf4wFzS7blVtRQyRDHYe7nQ8TqtUQEjLn9y6qLtihtzSBTfXbM9eokRBT4MSV0H8JAGEeef/ox0TjWYtisTwpnol7RRVlnccXngPebtb41zi9ZS6RyWUK5bbS3vz9Cb0sCZYzBlhB52SI2h7kLlb3F+0vW0X3des32ypKCar9GUYMkJlVnz3ka21fFt5R0IEeWf5QfSj3HUgopx58WHlP/rhrmS1rQirdbEt3L3NyXXBf9n5jZ1072xrGBT5tEQYlNzgv/pn9kikhZTEU6TYSPP/oZo/FEsWxWG6TwdHOu5Z76ziUbl8X3L70Lfn3rW+N8yVqWEpbg0DTo59b6QlLCpBqXdeZl01An/czvoUOGcsoTkOEKN3Q49KwdON9wdnpB//xDwrhjDLXmKqQUcM2o3iqFopynb2MSqI5uCc9tLnVSFeGqMwKPGsyXRlkavEkVRFIPF2KYr0vOhHE8ktjULO44moAKyrwclNPhZ/bY8CmkhfKcabNMRZyaGjprWQkg72/4yV/8B376wQfkHx649+AtfLtiDCPGNSC3JaKmTtiXfra/zvUrE/h6HdYX0e5+Xn3ydlg7rxl4MRmMSVhrSNaU4bmWEGzRz5EiIQKSI+SII5JCIIUBctQJ2qVgr15KxcjGYUSK4nsAjDPYbDR/q8dVQ0qZ28AoXuOYzbRAZAsAVPl2VYlBZJbTvE3Tq3XTuSl6vi7WmCL2tWiUzpmcZenc53/V5ZV/qjeXon80e98ERVpGjcwSSWPPRz99HzKcnt9hdXpOzhFyff95M5q85jfsdv/Wcy7WlzF3ft5G9Tm6nD46/SBYjElkqwbqnCVnRwhuVgYsxyApISkiJOJwII49KQwYtDwjubRoZTWWYRzLHE+9zVw1lBJGaqw712BzpbfJ/O+EoOZZYlNLNZQ5CpkUixKBkWnQLqAg1MJQpyzu1jWzVX50Qmtz8f4LQ2VBJ1x+HsWI61gnY+3imEtaUJ7aWEOQyKcffYCzOrxqc3JKTIksBmP8VGT6fNHxm7O+Nc6vsH75CGKRyUgloqvx6etCioFxsEAqCgQZEw7IeFDaXr8nDD1ht8ULOG9x2UKMWnKRRBwGYpmNGZPOy7Sgo/6sTMaYrSVbBYtS0aGtBgsFZC2E/5SUBlfIsOSUGIaBlCLJHIfxR2lsQannSdfH4E+l8c1/UH7MkGQ+huqFY0zTnM5YlH+zCCnKpI+d81yM0lpowuWMbyzPPvmAm6tLxr7n0dvv0K3WGIPqAqMe1/x1kQ9+wfWtcf6c9fMM8+fyZG+jn7KYuJ3cPHE7BKCUImJAwjghn1YgGSGqmjQeSywoqdZh642ZiRInQGdZUyzvzmwNn8+0Pk/JK+MUiiedE8Bj3nAMYXpcpKK7xwj39P6yAKhY0AmZI4fb3rueT659mmK0lrk4/lyg6FQEvU3OxJDBOFIYuXzxArGWk/ML7tx7NG1I3+T1rXF+Tet29WwylDzLoVSQqe7cU6tWitikN7yikJCtkKyBZHC4qVxRCQv1hlbieVoEeYsDqofA0mSP5UamzaT8U0WjK6J8e9X3ref4RZvZXNtcbhywZB0ttXBTytPGoyH6PJNFjNE6LeXnW5uKoCUkRdctKUW2N9dKx8yZ9eacdrXSED8vt4Zv1vrWOH9F6/M3pcygRvEQpurx5KLBkxLBKp1nHEd2ux3jOHIiAyubVBmdrH2TyWK7BvHQSiSMo2oP9QP7YWTMiZgiiUxIrTJ/skpFZpk9VMVLa7Ef5jByGU5mlDk0HA6kUXNcN/WHJvq+n25sb92kuJBzxlDHFh5LZiZSKZMu8tMMKWZCSoSo/ONUJFOGIWCM04G6DjCqBJ9Ng1hfZrSYI6JDjBFiD2nESVH8G0cOwzVjiAxDoO8jv/W7fwPnDTGXg2Dp0b8Z61cm8PWmr8+XUzIOoyAEGawl6hMUcZUMYyL3O4bPPsb3B+6GkRwDYhKYXEohtS5iwTvEgfdgo8eOAXGOzAHGnjDGEjkarHVIaUaeGKVqCeRY8yyrOVyunmpB7E+pMIxqjiiEBHXUgcNOntig9VhluefymqoBtNihmOQsM0UWMxFToh8GYiyek1ntwXlVuDfWTK18YjJigvZ8VuJEKEr25RxGEaK0iMlTx4vPhhwDh90N4ziwXndsTk7ZnGxYrTckcYuRDstm7YIPZKbrWGvFdTTLL3W/8PO99beec7F+FZvNMetHJoZKpnyYpYfRIOQUGQ97wu4GG0ZayZATgUyofw9U0Q0xFisZ22ipRKwhJ/B9YIj///a+pUeyIzvvOxGRmVXFbrKHM6QoSgJGsLXxQuOVYMBe+DfZ8G8R4N8gA7O0vTFgA9bGGAMjSBDGkIYcDl/9qEdnVmXmvTfieHEeEXEzq7pJds201BVkdWXdvI+IuHHifOc9OSEECogWbjY3G6hyR8x7RpgFOReUqeaplSTWEPOJjqaVQ7tSC0qM3JRbAOkx1gdDFrhxuEkhfM7CzazYEhqn+Bgj0iK562OMVrYRqMV6JR+EEKYo2ybNlk8O4QkxkHDuacQ4jTh/8Qx5GhGIcXp6ilrHsQ6h9rweaoqnyfffZ8m85jUPxHmfjUgd1fvSgNCKY9Owx+XlBaZpRECBJ6E1+VRL4Zm7TgzCEZfLCCAJAWbCsBuQptjEnkappzJTBrk3jjqaM0My8OWMMkloXJX9ZLFyrvZFQMwWBsv9vkViQxEq0bb9ZmbhiOrNNOXsGuFpmqSOdTF/2uqDHGPEIiXEJit/a3vuNp1SYBkhSJlqqxhmIneMKAycn7/Afr/HMI744EdPUCuatQhIkmszGByCbqpGnHPL7JtvD8R5T01U/4L0wLIsqEwgzqAy4fzZU1y9eIaXz77BaQJQGPs8YJESCpNGnEgirVJkIZ+uFlgmYLkAiBkZAbQijKsRY2EsMmOxXGK5PEGMCxAFhBi9YrTIekJgluiZWXLv1DIP5OttmrJyW/i5EtViCb5M66s2VA7IU9aC8VXB5dwyT+7qF6M43oeUsIjRIWm06JgQcHp66tpsy3cErnDY4C9YATMFIKi/LWdNkRLUg1Hc/yIJPGYi7G+u8e12i5QCPvzoU3zwo49ARCqvl5qzt/FrMocHBR732h6I8x6bmuwBsvqcDJ4m7NZXWL94ju3LKyCPoBSlRD0xJs6SGpPrQuQi/qEpBiyS1BWRbZyQEkut0alguQJOVidYLE8QYnIuZJu8+eCKQb8vjMt+XMG0ciNuiBPQy9UwadzLvIGCQl+TG/OMOAsDMLiqxGmOEMwFoalXY2liUkyq9Gltqp0BpesfucpLvyAAWgm8XiMsNbOkBb26uEBanCItVnjv0aPqLdRy5waF2P51oBF/w+0HEeer3Npuu+ZY+77y3pu+36ueMXfxu6tNGq4VAFAuiAHYD3s8/+I3ePHN1+A84HQRUPIgqVYTYTcOIE4ISEoYGcwZKQhxSsEfyI4eAU4JMS2xOglAXGmVsoWGgQmBW/m+XHqiBBePMuk8fNRqcuArzIYI2nHLEg1qwgHIfXIL96XsY4pIC6ks3j5zu90CgAeohxjFkUIJFVRTl3ApyGWabRoWdwLhj1peEDA/WlbuGlCQpezjyQKLEMELYH15iVIIu/2If/Fn/xIxJRCpJrexhzKbjF39hO+zPXDOe2ykKTOYi2Q13+8wra/w4usvEcokcmbOoCTcJ7MqRDKDy4SAgEQEihEpiH8ugZBSlNIMQWI+KWQslyukVcBytXCTzTiOymSEW+QsJgouU2MXlBjQ6s1DCEmAXJvP1rhZDAGJgiaarrxDCDlgyJO6HxIWbMoc4XysxXspWCyqclm93ipqBzX9oAjktlZKVgWWxZW2xlvdOUpGhGioC0SUYNIqbdJRxJAw7W8EARDhbHUClAGbly/w//5+j48//gM8fvwBwmIpO6sHCegW8DsyUjwQ5xtqxzj1PEYwjwPGYY9pGpGIG6gljdudmhkhSFhUQEAKkjJSPHBU0USSpwchgpiQWihrnEVtlsJBbXlRhdtqeiEir0BtfrFELXESYkyIpCXoUZGDRXmYc0EldFXiKCwt1R1Wr6tODwcODGz3r+FrtZRhEzatyhnj9vqX2JVR67dYOSb3qTXWSwByRiHZyG6YsV6dgEB48pOPFTabZrjvD9BnPXzT7YE477F5HS2CG+73+50cJVTiZHalCgCQqlRCICQOiGDEyIhBFoOtQyM0hIAAUf5YELLIVQESiVEhoAQ7R+c5lmqz/THORcnEFvKEZUFlS9kktO+shMOzeFcSiOoaXAXEjN7hwTTU8w3OIlGMgEV+FeJ0varphFQQJN04AHgRZKFfM2eJi59tYCiEPA4O/8uUcXV5jlIKfvzxH2h2BqBw7sRPMxHdp63/gTjvtRUElesyj/j66y+wfvEUFMVbhsny40RdKHJVBCNFxtkiIZGU+QuREcIIoKBkBigiM7CbgHjyvqbJhNstUQoiIqAmADczoJoX5kTpihA9JykRux1If4WGwzOAMo4ok7rlxeD21ajFk6wFkryynHP1BCql64N5+XjqFq52RS5a6gGlJ2bT1iokrk4QQqCFVXNOOu+lIEWJ7bSNQiJ/9lgsT7G9usC4vcFiscBHn3yK1cmZ+v+TIwxQQZVA76c9EOd9NYZH4QNSietme4Ob3Q1SFIN7IOF6bHbHApWJGMsAJFX+BDUFsGVMCAGlAFORONCYVhIuxjWJGDRLgGlhnTipWU6NttS5JqDmg/5cUlOMsWzjaJamRKqRiZwtGuKAGC0rIPuciNZW3QP1s3xl7oZwIpWsCmpvnCnfHAY7dyTVbossqqNHZvsLYL1bhASpe9Y/UqMLM/J+C6YI5oLzZ09xevYIhIDl6VlTG9RsqvcrfD4Q5z02YvbQqTFP2O232A17vLcUFa4pKEomhWWyjCIFLCIjUrUrEsSrhjVbXC6MXAgZASkt3X4qhnwLBZMNQh5TidOdvRvitGsafyKw1mIho1aTATVxGEPlRgjHDAjiC+uEQ0CpOX47B3clUJeHQTq2WW0Xg/pEaubhbkORLwFLy8LspX79HVg+XHL4DNR6EOr3LP5DmKYMigmZC15eXODxB5eIcYHV6XsSHQRG5lqg+D7bA3HeUzOZLil0mvKAzBlTmbAdGe+drhAQkMeCYRgRKWGZVkhpiWXaYxkHURQqYQJalQviYbPbT0A8wcnZe2IXRUaIBEJ07Wspk3IFkWOrEzr7v9zk8wEMWQsRChetglZBMa2VcmaRRUMSTY8oYF249d+mGBuz1p8Zx/pA07Iek31DQAotNDZHyKr9aWVScV6AOFR4LhKTzgOI1QBCos+1Pafo/WIAYkwAJTACRmZ8/ut/xIvzC/yrkxOcPXpP5mgakZbJ+3Bf7Z8tcf6QrAYH5wOA51GvRywFpWgBq9bF4aDJO9OE9fpaUvyEJU4WERERVDI4ZylSFBjLSFgkIAVVPoSoIZT6vLDAVDJu9jswVggQU00IIwJPoCLZ5GGQi4wr6ZyQjf3I+J1D2fgIfYEkuwupEwI5obqbuF2rXDNYxgQu6pgOcAlgjsh5EjMrkzuVE6Abi9yn3TbsnYkyKoiChk3pk9u9wEl3yllkZOjWQvKcwOQwWmY3oAQCF/EwYjbIW5AWSxAGbNbnODldIKaFlBss0RVN36dZmuz217z9IOJ8Z6JSXLSpC7T7EoDt6t2MKFPIOeN6cw0wsIhLLFOS6l7q/RNRkKgghYwUJoRQNZjZfGARUAphyoRhklqYolkqoDDBSwxQ7Y0pJA0eimJICb3ZvEx6ahVF+gGWs7J6A8mYW++gulmh44AgiRbJpSBzUddBdakr5jdMLiGGJoMCAP1cpzMEQwEGea1yGvX9D2rjzCJWuPnEQYA4ZKDddEpEFjnA5WjhpgnEI67XV/jgyRPRBlN0h4QfIna+6tJ/tpzzd9UYQhbgdqdnVxxEjde8vLhAoICTkxMsEqGMO3VQkDjJlPqqZoyAacriZwupp7Ld7dT5QJQtUReruPfNihY1slp77CBb/R0brK7/KqMqBG2hpN8m9ClJTOs65QmTal8l8iQjl7FmlCfCIi0kr1KskLzKwU30i2vXGFFLZDAzEJN6OlWoC0D8dFW4nzR0zzaX4M6xjd2SGRrg6c8recJut8XTp99isVzh8Qc/wuMPPtRB3zp1b6Q9EOd3aFanoxxFhbL7kytOxF2PWLyAOE9YpgjKjGG/VUgrpoS4XEr8JYkLXHalqDphF1FUmNlhuUhIMYjLHzKC2jaVNXbyHgCHtrca/HE7CjLuZhXJ9Oz+JHUyoFAzOpRSMCphZifOaubp5MpFkogbdXgn1GDt2leqyiyC1qaHamiLQG2ddy9MNSnXJ4l2cZuszq/YbAOmUsSriblm8VMUUMYMlBFT2eHFi+coILz3/hMUZFWg3V+6kwfi/A5N9tn5Md3VO8irsl6ZMIwT9tsbXZBa0SpnNbMIt3MfUr1L0ZhPZqlgnTW0igHEqHGNSo1ErGYUVFlQvnEDAnzh9kqX+djm9GneSN2om1AM18gG6i42E0mXWcEcDpT7eolFRwGxIU6RLUMMHWH6bBvx6CQx4KlK5CzJA9/oskSehYamldJtLx5pUyzNiYntDKasSqSMm5trnD56dO8c09oDcf6AZqRQOYoukKKG9uuXuLi4wGa9BnFGmQaQOrGjSIrJtEhISfxPVeeoMJaQi8Q9Zo19TIugCZSlMrS42wFgVQQ1mQbqorYk1rXfvdb2mEKjHhO6Fi2wEHpzDyNMoLNN5oZjmlmkOsYrlF0snCAXi6QB4o0JiKyolI1jBtMb/+AYqM8UbXJ6IhiYdYZIrNE5dfzRNLwAwAVFlVGBs2qvJcxs2O0wDQNCJARKev79aWwfiPMHNuZWtc8qo2WUPOHi/AVePH+B7c01ErmwpvY29f+kICnLTXsDAJplrpRRuCZXA0clDl3Ayk3mpXjmEUPfX3lX4aQTIKTkwzG5tnW5O9CYN12IBoWpctGq2KHm/nVzMcKV5/TPtE0CgL8OikGKIqHNWWRyaUFL9M4u2fCLYg9JB6EODZK7t0wTWLk6va2w9ncRrvVWNB1m9XapENZhFhReloLd9gY31xtcr19i3O9QpgmUCOYza5U5ApH7tqIxgchigms5jTDIF6/8Y7/BBkHbRrPPM6VK8zc7Fzl2rR4h05AeHpcpYFfQuNrFvrO7uz2yJv+qxHk4PqmLav1sNxv2gRDUYb/RGgPwwk42QDELNfOoUBdkHNWIn52rShY/MalwnlAKMA57XG82OHv/CUD3y9seOOdrN5JQJcB36UDQMupiZwtg5Dzg5fkzPHv6LfLmJQCxXxJPCCy+tlEXFxEhRYWilpJEZR+RMzXEi1lDqaB+nezyXq1TRADFprfyr+Ufst9yXhsvU3Sd1+pgbkgwvUhnfqnFb+2YZ+tj7qp024Zh8ieKODbElDTKJTiRCsH2nD6k2CixQtcHmz9AuKMp60S4FIrjcdRKElIcWM4vCBwQ3VkCGjxtlW1CTdNSbG6Acb9D5oDtZoOn336DP330BDHSrO7Km20PxPkazXZ+SgsJmTKlCxeUMiKiYHN1gfNnT3F58QKcJyBnLFx5b3UlpWguUImtlfsY4hiesxBmzloDJRBSCggpgqIlVhZuKPu7pnunWDWzSo4BwblMBWuVk7nl0pVJqszyPla4HaMCvhn3LDiEskQkSbxMQwvlmER96hGy3vRuhKYoM3InCtUBnlkrZqs82iiGfPwFgD6PWiVWCIA5eRinZ5bEgRCLjE2vnCIlKZhHMAdsN2t8/dsv8Okf/QlW9J6k6Lyn9kCcr9m4ECiqg7pzB1nc07DH7voa66sL7LfXSASkYDBWCcWhkrSG98gZbJnSG60m4PC1/zEYXH9zaz4xBwE+JCRTjMjnRoPbnDGHxwdSSvP3ASLWPgi9cEewcOhI89NRu99rk3sbp/P+RqkVXGsrhKkQN9jc9fcJAIrLrrOBECAxrJU4SUWWkgtCDEApGPcD8jSK1vd44bk30h6I8zUbs+7GBI1bNI7H2N1c42a9xs36JcDi4xo0mrMqODWwmVld0Cp01Ceokb64hwpBvWSMMQY4nBXiE1jXmVCO6AEOc+raE9ER5ZzKPOZx1lpZ0uS49hnVw6ZVwFTu2MLk2xwnDIKCyMv71S7WLc7hbtHSEVyVdHfVUW37jPaWoR4Qpq4QuWSktASTuCRO44ScM8L9Mc4H4nytRpIlDmqIl0VQsN9tsb58ga8//zUoD3i0SoIKpwG8nwBa6g0MfHLdkW0Rs0VpiGyWc82ERwSESIixessIV+q5G7Nxy0Piui3PkyzQxoTeXBooVm52m6mg08308ZheVmI2zuoCDx+fKXqcswU5BmrlZH8NInMjIKCRr8ny5sr8zfvNs89yflZ3Qva0nJ7Dm2ofAkn8alCEVMKEklb45svf4sefFPzkk7Pj8/MG2luT8f1NOqrf+RwAmdiTA7sbKwBwlakYAn8Mii2geWjyiDLucL2+wu5mg5v1JSjfgIrZxERG4hAkjAvGAZtFDKMFB71glM5oD2bJP9sY64msNqdkW1fdpiuSbClXbWnokNscMpq2uNZWUUVVO/cBDTeyg3IqzzcDCIEgFyAXUC4yv8LIZEthkb9jiGYxQg3fMiWUckQWp3TbzKy2p9Q/kScKaNBAt8AaLaP9tXQmRT5LPCyJiaVEABlF3b0SpJ+FJfKHQMgEjEUiWRYpYSwyEOIJN5fP8f7j9xEYkilfK40XADFoFiN7vjsdo1tf8/mbt3eOc+o6EYLRY0aoBLVlE7RMnioc9FzOE8q4x3j9EusX32J/s8awvUbiQRQXBWASmMkxIOVKnNQoOuYbURWZehlNtJhioA/BLJr6I1qS7iZVvmzhYQMCD+S5fuNrbymbSNUgA7rgFWZaZr32idzIfiiSkAzc+gfIRIuSy+Q6hucEYg31itEJixwKV25PVBc6iKTimBK11LBQzXPRlC1UALaiRSyIIVjCLmhQt/R3svson2eIg0eMAVOZVKmXsV1fYtheyyZUCkoQ1dUEViWcyMJBhXKLKfXao3Vab23vHHGKkC+fufmxv4tqKVMIUouS5QIGsH55gfXlOb797WdYJpLg5mkQjx8i3W/JTS0RppfoX0NnM3SO0RvtW0LyQOhZrcu2yRqo3jj+0xDggczJGblkX/idjObn9JsFmntVd7kq8/pzY3AIafddxICo9sw2PYncTzi9HXf/WJ4vYu2LZX8nydrnCMIgPhcsl0tJfq39TSl5LZhK7PKTuWqW1eoDAEgxYWJgmiaM415KYsSI7eYa66srXF1d4MMf/xiRNGWo5hoqyDDy/7647/7cG97iRizqdZu0QvLDxLrhSfQEFynXGpiRxz3Wl+fYvLzCarnAMkVNw1EdwgMsdlCNGG5onztxG2ea/T373F4/J9TboH5bw0Rv1o+9uZdxkNbbxxrP+uTX2/ct959tLLA5OFDCoO6MaAm/bpGH45ppfNHPEbWfzcvo2GbTcd/bf9yZwnZNMlTQ++MyM/b7PTYv174JEagrxPtDM8K/c5xTGjkH5VmwrMlAsmMLJislY7heY3u9xrC7wSqSls9r01v25giBf6HhKdrmW2kju5mJhKiFc+Qc4hgB6dOOLrRbR99tEObzeig/tue7YokawmQcXNeaTeZIwAZ/m/bY+9RCbYPKzaj7vaebdfnb0u7JCZUou7mvm119bvNQRedkYWUiNAMQGAwSb6H11RXGYUBcLiSPEoKsqWYeXiFa3trePeLkHi5onIjj3QBIRoHCOE1LbK83uF5f4Ytf/x1SIEQwpmFEmUYEME6SVE5mRvUcgnHFiCDUB0AIv82YIM8vCNSUJoh1sQTN+WqhWP0SbRrVpM/1ENUTWzmy5dAIaBO+Vo2pprJsEjofcFA+SpuqzRZZK884atF8Qm1BIiGQ4ygBKo9yEYcE8fY3IbrAcIoN9JhSsZVTSUJP/F20XDgEAmKU+jAWcM01wsY2p8KMPOwRlyts1htsdp/hyZMP8P6Pf4TTx48QKMFyBBLwg9jnO0ecBFk4VWvGAFXlhmRaZ3Ce8Nk//AP2uy2mcYcFaZgXM8BSkEjy+xgp1mXSc8tmR7Yj1JgXZgTRymLtIm7bfAnOIbE1d4s7Ap3lRhrVMaveZVrj4/KqRIEwTEHUj7moFoRVVq++qpCA7E7GPEDdMIjrx0N9tsnVJWdJwXkwDwC4OOGJWaVuXJzLwdzZmF0jrQPx/skw1AGeXcEVygTmEeAdfvvrf8SfhD/Fe4/OkKkgjyMKM5bRTGnGPtunH2Cqg/bOEScAVZzIxyYDDgBGySOm/YBpu8Xm6hzTsAd4wnKRmxckqnOye6HKkC2M4nZhNtDwLrNRD7NeD6Ledu4Bpzx2r9k5rdMAN/dpLhC438DD9lM91aJvKq4jP95ivV4GtWOiGO65YtW2tgOwRd9C9ba3tVMt/O+noIXBrXzKQKVXtBmkxKk+g3nC+uoCw+4PfXz9sGbP6np7d/vOxHnXQvmn02TGhbiKy48gxm57g4un3+Lq+XMsmHGSzNaWYWYCMymIelc1kmruAAEUBKZWv1ppbXn0rjdHZLDXlRmPKZ16pdDhvV1RwpAK0QdKF7gTetuLA6UPkUN0hpokQnAHhABqKwpCUm3Kwm83AdmwzMYbu/ngIhnamSdELBBC0qwRJguKsiaoC1XUawwRFI0pVWo/mFcLKuBQwEVMPPpwBFKTjCfUZkkORgQuE0ARFDKGmxsRc0hC+DhGlFDnava2Zzjr9vZOck5LRSHWpwKy7N2l4OrZU+yv1wjIEgtYxK4VAw73ep3f0OS5aTlF244rP+Qmxxb9qzbB27jkXFtLd1xTzzhCdMYhtVUI3hCObVKldGMwKNiO2zyEjjXWMg6uZ2plcm6gaPM9a6ZBkyXNlQOzOTGYDojDRfE56MfSI4yGSyo0r3c1nQEJgioZIUXkccR+u0M6e6z9E+UGE0AHy6Hn9re1d5A4lShJjeyFsbveoORRJvh6gzLsETgDRTLaQZUcpts5hEWNeYOqjNmCOTjHaPVBzbncLhJUjFgv99fZwdiZEuUobG2u6b8SKD5H2XNo6DPH/YhsQKW9AdczDCnYPas82N0VLYw1tz7btHrFl5zvSrUOHatGVeuaen913AWsJRUON87eMV8/cqPlNWKyTd3HqJs7B+y2N1hfXeHJ6Xu3Qtrv2t454mSIgXgZogr3BZdPv8XNZo3d9gaJJwTOiChAGWCaPF+u3PIU3WnntsdGHiP/Fw1nsO/suGkQTavY3IOaFaP9J83ZQ5ZBQI+18iqay48rhNj7Nl+vlsenhbtzu6YRcKfiIFuwFXKbggsAuMyvuF32FsePWiPMuTaJzA9qHP/tGUyaH0j7xtUJImdortzjz2S9tyN15Z42R5Wbsv5fxAYepD+bqys8/eZrvP/Rx5D0mcY2jXXOn/tqdPTOEactuMv1FbabNV4+ewbsd4hc8ChF8DhAaoMVxGVC1vqagRduEy3M6oCtLTQhW/oMabbwGyXLDLLlXPPqzNtd8LaFr7cpfdxF7agCyqDgoazrf3N1zG+VNfNrWLWY4pvay7jV04eh6dgxI+lOUebqOT4+Jy1MtZqZdbsR7hjQaF+bOQ9B4kNzzuLBpLQ/TRNsXeijvR+tEorQcFFmME8omUBpgcvzF7iZJvzZn/9rNYeR3//7tu9MnIeG5bvPmbcDgbz97shBag4cu2swR3M/uy7S6lAteU7HYcA47LDbXGC/22HYbVF2a6RcVF7hZreE2usET7oyB1qAyNdvzdYmOqI5MdiLbD6X6ksKg9gGofT3MURkhNMGKtefoBwcDmXtHq0s1RKrL7QGXlPzEqzcnuENu6XQW/ExETGYCsS7VLMMmu9aq2VtteShUYsoEdXCufqfiXZkhCeO9Kxcss6vbYKG/auboS0am4/GB70XUbh+6e8f/TsJQVaHZLwQRRUoC2fmEXHao0wDIq1AIai9s7F5OuKqmv7aucP21nLORtTq13oz56QczuGi76Y6Fcxe6SsB2O2vsV9f4eqrX4vNiwsWjba2gBF18sEAZyHONrExUGEia5mByAA1XiHsxFiTShlBVmVGhV2AvfzZ4O3P7pzgdsmOYwZJJVmvN4VXT3CdGUSJwmQ8u64KxsYlBMJB79VqZEXbafU5J9vRZO4hqT0t6iVo8DmIEFu4zpbsrFqNBUqKt41JnjaH1HJgInCu7nPVnKWyZnMebONQX+kq47aEHOU8SCGpTCxlHJw4JS1KRgEHRgnF02cyRuT9FikEEC0BymB3lGheqm1qr5BJ31rirLtN/fuwKTGaOALAYpwsN6mp+3fbazx/9hQ36yssiskzVnKuuV9pAnztxTkxHsoN7fG61nw5VXg1H98d6OJ2T5fjMPdQc6t9Y37F628hdqP0aO9rTKi03Ldf2O5bOkdFzXGDtQ4dG6WTVekugOcxsg2V9F0wG4e/e0TzRujRxRx2u2xMAUSlvvPZ/Ph8UK0cV8dZUDSN6W63Q1qeIL0Byno7iVOJ7UCMPvJeWOW6SiA1sLlMA/bDHsOwx+biHPubDTANQJkcYISgC0J3s0DqwK6CPClHOU4wjVwHeD/8B31AtctVjRw0l91kM5GxzrWwcxc3awfO7i4bEfoZNHmukZua8gwd1NL+oNT40vr1Yd+tf9349ccVVV3dFTiHa+9VTExoNsUDE0nzb9sYLLoiNETWKbLquNp3YBriEMJhH+262bttIXkuGUxAHidcXV5ieXqGxepEMvcd7errbTC/d+K8tZuv6L99bfVobC6DevFwyRh3N9jdXGN7c42LZ98iRRItrMIrg1LiCCJvQKBVkwZVuVALQg537/5FCzEKd54Tp50zb5330JFF3/4+pgByE4z2x/veblztdweyccM97W8ttMQzzUalrcN+ArUcAwDX2IYQusTP8zEcmw8fgr4f2yjrWPQ83zyPzG9DhHOkMN8kWy7f9YkqIfotOimggJlQcsbl1SXe//BDnL33CIR4ZBm/Puf/vRPnD2lqZRKoYcqEMuFmc4X15TnOv/0GnEcEFJwlic8kzlhQfxeZaJGTUjBuo8oke3mzWEqDjr32VT5bakUGjhJnvccd9snZOfa55Z7z79shdUR4gEGU2AQcNJdx/f4WpNA20+K2hNj2p43NdM3pQfrr2xsz90HdhioYch9TCoVmQ6MZ1w2kuWc1yBpASglTqe9FFDos2fqU1RUmEGXxTQYjJgLlBCKp5pkATCxrJlLQOqeM50+f4smTD3GyOsPy7PF3ocWD9vsnzl7McRhwTCKb05QdFC4oE7Xb3mCzXmPz8kq8fIK4kSGPSOpEbc4Hdk/3hCEhTGoWtCkYSsP1eg51u+xoHHXuqnYwrjmBCq47IML5+Uce5/0Rhcfxvjm34MNjtb/clTzoNb79dXPuc6yPRJZjl3qCPTIX7b1bzbWhgzpMFU38YgCWn9YVAPJPB/pv45DtOai2XCmqpOezuGpaKhOrp2QFp3a7Lfb7PYZhwOrs7tXxqvZGM76/yrTisK05V7R49bPP+eEq6I5JBTfydA+sNTpuNmvsbjYYdlssiBFVhkQuiAgOVy0Zs8sOM4Krop8pInyU1kEdh3VtNrbG6d3m4BiBzRejfHfo9XPsp793fw8bS0vvdXz2iVU207+Y4aaTGexrx2zP6WSwGQzsn08zAq+/bzvezlm/MZD2tXlY07UDdIK6hXZiCfXvrG+zzaaRMYmaAgysr5mEUAszxmHEfr/DMOzr8/upe+32gznnMcXGdz03qFEsl6o2n5+TS0FKSRQ1pWCRkogAeQTKhGG/w81mjW+++AyBJyyJkSCFaQMVpBRcbihwJim/jVAbOYeofxGM6niQs8Je1Bd8sFFVfuxjv437zRd4IIGIKaWOex6TOdvr5/Ns96qLWrMHau9KLhjGAavVygsQmdxtd69O8sWTYGclYPmvVI0uMSTnTgGoAGrvVNICT+Scba4sOjZH1tc6Z+rQkKvLoHFgifpjhBhvxTPtvCh+6u4BwMPMiICEKOUB5WKYhl9Qmm7cmjiMIiERsB/3uF6vsX55hQ8/+kSeRHUtODN4jfa9o1JuU2rMIy9amaSWuusXpP1OMYKnyY3ODCFKFCkwa7YzyRkDcJ6Qdxs8/forjbvcY0ETEjESMRbMHnMZW+haiosr8iIM5hnRCeejjoMb/mZQ4GbhHGopAZG3xil3yhMv2HNkPmtfjsugx47ftvO33NLy5cj4WvlN5LEYo6bjzF35Afizqm20FCPKRsN7wNnqWNv3DPSpJ7uxGwwl0jhN5WzGJYtBdTlH5Fddh6V4zKfUN228jPS12fMDNXGoR/ruYoCiIbZzQgCVgmiwOgSYi0EkyWGUAS0UDFxvNrheryUqZ7ZJf5f2gznnfBHNd/Bji2deXbnCS8XzWjfEEja6No7czCy7/rDDdn2J3eYlxmEPLiNOIiTjOqRkBnWQFA6ZzfvEOGQdS7O7dnh3frz23f6dQ71S+kVwF5zrvz80lxxDJrcTpq4ukz+5yly63H04pk01ObPWJFFC5W6pHyy0OQKYH2vTfTrHnE9iP5mHv4+O9xArOoSm/qx6K4PECplmsNn67n2EhQNakLg4RQTLCq/cM4SoOXClItmw22G33c06fzjcV7U3qhBquWS78NpdVPwYe4hmuXaYgJQixlJQyiQ5QGNEoIA8DKAQvXbHfrfD5uoCT7/8DKsUsVhADOXjHjEIF27hKXwHY3hZuUYakVMKYHUogSqLMns5BYBcxrRGJF4qNv6cRVvbOqIfQwzt8ZarhlhTk7SL55iNs5ocxMPIIRhZf3WD6jZNrT/CEn9YctXOyuJU84lBN2dwMl8tjbTKlXkzwten3nnuwXh8A6vHfdT6Ymz+xBe+IDNjtVoKsNZHePYDHZf3jQiI0d8Zs+RSEucjBb1ap4YRECKrI4ZsbJFM32FiAEs6UGLsdltcbzZou9sKSK9LqW9cW3vXDm9uZ3VC5Ph2t5XdKUYM04iwSIhCbTB1+mK5QskZ4zgCDHz79Cn2m0skMChPkGS/RQuxNjlpK07zX57eH6IAce5KoTveSSh3CQqMhjBzwy3mXBkHxDU/dptceey6/h4VgcxfvSzsykV9g2BDFg12od5Zf/YU3fC4ITpSbjvj1MaBuNxKjMeQwzGEYdyuQKqFifDbzgeDNRFXzlnMGlY0OAbPBH9bH+bKLApoM9fYYU91Wa/VA5KuX+cmuPzeypqHd3s1gb5RhZBxQSOorNWNcxbXptVq5XKnL0JAC8Qw8jQhhICLi0s8vzzHb7/8EiBgsVjgow9/go9/9CFOVytM44Tddos8jVhwRrIKyCw2qUDtotN+Uo2WJvd5tYly/umcElR9bOxwvaaHV8zV8O42Tuaj8PRYu21x3nbu8b9nrnrW+WZxH7uvly8gAqFNfN3I4n5d0c2tcsRjiqh2A65zVJU7t8H1YyLSrcub6vO40ewNwx6ISVCWhr65eMWsThW3eGjB5mEmuhDcFlqDsMnHU4rqFlTZZejJ7tOtFu7ve1d7RTmGujiPaRvnShAACEmcoodxwDAM2G632G7F9nN6dorVcoWTkxM8evQIKSWACCcnJ05wpydn+M1vPsf/+F//E//1v/83pJTw/uPH+Nmf/wz//t/+O/zRJ3+I7fUNiAiRC4gzlmkhYUKFAa3uJqiQfABMAcSW4r90Y2yzb1co20s0pkwQeNZAu4ZrTtOEaZqc6L0grLE17pVmNo8txK3n3yaPwgmv3SiM99UjRqyMGrtEvqiICGXKKDljsYwdBzUu0cuTDSS07HxHOWKVtZnZU4ZYn12LPSeOI1C9Pdz22xRxXvczBMQk999sbhAXS4SUsFgsqsgkO6j2qefm7TquHk3WN/Z3aSkx2wgdYkhYYZFZCwDGnIVzNm+milTt77vb3cRZoKE9AYypm8wYAoZxwPnlC/z85z/H5599jq++/gpfffMFtvsdxmEASOsjUpA4uxBBJHF0n376x/iLv/g3+I//4T/hertGCoTV6Qp/+Z//Ev/nF7/A3/7d34ICYxwHvPj6N/ji73+JP34/4YPwMyxiwElKSJGQTrTAEAmEidFyxVqxW9EupsBgnlQJYLBO1eK6aAJIQ52aTUiXwmQQuDCSnmIIoQwZZZpQpknMLLqoS1B4bXuEJW8OJPU0SH7P5U80m2IMs4zvxGCuuXjckbuuNNXKKqdyhQ7XVJdk0R0FtChSNU0ulWcEjd5A5Z6+ETBQpiy26SYo2yI5SsmCHIpEyQSSOJ+sqUhaZDInTCaVt31DqE4IVUNb300gmeCUkjjVE3D2/mOR70gzvDfFh4mS9k+1zg1jCTEghaRIQiJTQhA7ORVGziqPshSWSpLmX4x144ikNvURAyIlrChjyDuUcAKEhBgssyLPtRq3tlfCWtn0aunznDP2+z3++q//N7786ktcXF7gl7/8JZ4/f47z83O8uHqGcRzcXiSFUhMWixXGccKUM/JUsLne4pNPPgUghA4A4zjil3/zN/j888+w2WywWAaM+z3ABR9/9BMtkTAhLVYiVxLXuECDI6gE1e58rljQf4PJLaEqGywm0ybN76mKEbL1wTYxwhkMxoi8qaYeRdFeebohwFoq4TA5V+WoujFSqzSSfmVU5NJDWe4+Gyx0UOoQ1yBpG/jc3kkImprjRPX2XD/MsBl7OQOZnxoD55y5g4uHMHf+3bH128uI1PSB6ntVkYKbjrc29MI94us4s+yksNxS8oj6nf8O5LKpjwUANEolTxOwZANNco2jnVdgWryCOF3bZoNjEayvr6/xV//lr/CL//sLvHz5EicnJyilYD/skTH4TmX3SCni7PQUm3KDcZpQSsGzZ89wfn4uZcgXC+RpxG6/w69+9Ss8e/4czIzdbodx2GOZEn7605/i7OwUBLgzglV9doJsiAks3xWuC8C0f/UlCLc0ecTNK6iLLkBmNKBC0cJV3jLNphGoLP/gXk/tyzcCNMWYVA+LPk9zqGiyTr+Ie4WJbSakY6j9UpjmHKp+V/1V74ZXrcnlrrO6vxzKaj0i/TpUVfKs/8cJs8q+xWExH91Ieg5rJOL3gO2lXCNsoO+Q6/PMNaPOqfaDK3Hqwa4P9h0r3CGImS/njClnD3sjv7bXdt/V6C619kN7aA/t99feyUJGD+2h/VNoD8T50B7aW9oeiPOhPbS3tD0Q50N7aG9peyDOh/bQ3tL2QJwP7aG9pe3/A9KCPKfgjklUAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 288x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1477,7 +1796,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1487,16 +1806,28 @@
      },
      "output_type": "display_data"
     },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "matched to: sandra bullock\n"
+      "matched to: marion cotillard\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1506,16 +1837,28 @@
      },
      "output_type": "display_data"
     },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "matched to: angelina jolie\n"
+      "matched to: marion cotillard\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1524,13 +1867,6 @@
       "needs_background": "light"
      },
      "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "matched to: sandra bullock\n"
-     ]
     }
    ],
    "source": [
@@ -1540,62 +1876,47 @@
     "pred_labels = np.argmax(prediction[clbl*step:(clbl+1)*step],axis=1)\n",
     "wrong_labels = np.transpose(np.nonzero(pred_labels != clbl))\n",
     "\n",
+    "\n",
+    "# Get the validation dataset as numpy array\n",
+    "\n",
+    "import numpy as np\n",
+    "def get_images_and_labels(dataset):\n",
+    "    all_images = []\n",
+    "    all_labels = []\n",
+    "    for images, labels in dataset:\n",
+    "        all_images.append(images)\n",
+    "        all_labels.append(labels)\n",
+    "    return np.concatenate(all_images), np.concatenate(all_labels)\n",
+    "\n",
+    "val_images, val_labels = get_images_and_labels(validation_dataset)\n",
+    "\n",
+    "\n",
     "print('wrong classification for: {}'.format(class_names[clbl]))\n",
-    "for i0 in wrong_labels:\n",
-    "    img = validation_generator_no_shuffle[0][0][clbl*step + i0,...]\n",
-    "    plot_img(img.reshape(150,150,3))\n",
+    "\n",
+    "for i, i0 in enumerate(wrong_labels):\n",
+    "    img = val_images[clbl*step + i0]\n",
+    "    img = np.squeeze(img, axis=0)\n",
+    "    plt.figure(figsize=(4, 4))\n",
+    "    plt.imshow(img.astype(\"uint8\"))\n",
+    "    plt.show()\n",
+    "    plt.axis(\"off\")\n",
     "    print('matched to: {}'.format(class_names[pred_labels[i0][0]]))\n",
     "    "
    ]
   },
   {
-   "cell_type": "markdown",
-   "metadata": {
-    "colab_type": "text",
-    "id": "KaLGByZgGhMD"
-   },
-   "source": [
-    "## Tensorboard"
-   ]
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "colab": {},
-    "colab_type": "code",
-    "id": "RdVEKygQGhMF",
-    "outputId": "2161da8b-9605-4bcc-e60a-6ea83fccd401"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Traceback (most recent call last):\n",
-      "  File \"/opt/conda/bin/tensorboard\", line 5, in <module>\n",
-      "    from tensorboard.main import run_main\n",
-      "  File \"/opt/conda/lib/python3.7/site-packages/tensorboard/main.py\", line 27, in <module>\n",
-      "    from tensorboard import default\n",
-      "  File \"/opt/conda/lib/python3.7/site-packages/tensorboard/default.py\", line 33, in <module>\n",
-      "    from tensorboard.plugins.audio import audio_plugin\n",
-      "  File \"/opt/conda/lib/python3.7/site-packages/tensorboard/plugins/audio/audio_plugin.py\", line 23, in <module>\n",
-      "    from tensorboard import plugin_util\n",
-      "  File \"/opt/conda/lib/python3.7/site-packages/tensorboard/plugin_util.py\", line 24, in <module>\n",
-      "    import markdown\n",
-      "  File \"/opt/conda/lib/python3.7/site-packages/markdown/__init__.py\", line 29, in <module>\n",
-      "    from .core import Markdown, markdown, markdownFromFile  # noqa: E402\n",
-      "  File \"/opt/conda/lib/python3.7/site-packages/markdown/core.py\", line 26, in <module>\n",
-      "    from . import util\n",
-      "  File \"/opt/conda/lib/python3.7/site-packages/markdown/util.py\", line 88, in <module>\n",
-      "    INSTALLED_EXTENSIONS = metadata.entry_points(group='markdown.extensions')\n",
-      "TypeError: entry_points() got an unexpected keyword argument 'group'\n"
-     ]
-    }
-   ],
-   "source": [
-    "!tensorboard --port=8061 --logdir=tensorboard/"
-   ]
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   },
   {
    "cell_type": "markdown",
-- 
GitLab