notebooks/model_accuracy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install --quiet python-path dicto pyyaml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pickle\n",
    "import heapq\n",
    "import dicto as do\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from python_path import PythonPath\n",
    "with PythonPath(\"/code/traffic_sign_classifier/\"):\n",
    "    from german_traffic_densenet import model_fn\n",
    "    from german_traffic_dataset import input_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = do.load(\"/code/traffic_sign_classifier/configs.yml\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"/data/valid.p\", \"rb\") as fd:\n",
    "    valid = pickle.load(fd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "validate_input_fn = lambda : input_fn(valid['features'].astype(np.float32), valid['labels'].astype(np.int32), params.train_params, training=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Using default config.\n",
      "INFO:tensorflow:Using config: {'_model_dir': '/models/paper_densenet_normalized_augmented', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': None, '_save_checkpoints_secs': 600, '_session_config': allow_soft_placement: true\n",
      "graph_options {\n",
      "  rewrite_options {\n",
      "    meta_optimizer_iterations: ONE\n",
      "  }\n",
      "}\n",
      ", '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': 100, '_train_distribute': None, '_device_fn': None, '_protocol': None, '_eval_distribute': None, '_experimental_distribute': None, '_service': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x7f940bc2a2b0>, '_task_type': 'worker', '_task_id': 0, '_global_id_in_cluster': 0, '_master': '', '_evaluation_master': '', '_is_chief': True, '_num_ps_replicas': 0, '_num_worker_replicas': 1}\n"
     ]
    }
   ],
   "source": [
    "classifier = tf.estimator.Estimator(model_fn, model_dir=params.model_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-02-04-23:06:06\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from /models/paper_densenet_normalized_augmented/model.ckpt-55937\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-02-04-23:06:51\n",
      "INFO:tensorflow:Saving dict for global step 55937: accuracy = 0.961591, global_step = 55937, loss = 35.9667\n",
      "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 55937: /models/paper_densenet_normalized_augmented/model.ckpt-55937\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'accuracy': 0.96159089, 'loss': 35.966679, 'global_step': 55937}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier.evaluate(input_fn=validate_input_fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/code/test_images/35.jpg', '/code/test_images/30.jpg', '/code/test_images/21.jpg', '/code/test_images/24.jpg', '/code/test_images/22.jpg', '/code/test_images/25.jpg', '/code/test_images/39.jpg', '/code/test_images/1.jpg', '/code/test_images/13.jpg', '/code/test_images/6.jpg', '/code/test_images/31.jpg', '/code/test_images/38.jpg', '/code/test_images/3.jpg', '/code/test_images/29.jpg', '/code/test_images/16.jpg'] 15\n"
     ]
    }
   ],
   "source": [
    "test_images = [file.path for file in os.scandir(\"/code/test_images/\")]\n",
    "#print(test_images)\n",
    "test_images = [ x for x in test_images if \"jpg\" in x]\n",
    "print(test_images, len(test_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict_input_fn(file_list,):\n",
    "    ds = tf.data.Dataset.from_tensor_slices(file_list)\n",
    "    # ds = ds.batch(batch)\n",
    "    ds = ds.map(tf.read_file)\n",
    "    ds = ds.map(lambda x: tf.image.decode_jpeg(x, channels=3, dct_method=\"INTEGER_ACCURATE\"))\n",
    "    ds = ds.map( lambda x: tf.image.convert_image_dtype(x, tf.float32) )\n",
    "    #ds = ds.map(lambda x: tf.image.resize_images(x, (32,32), align_corners=True, method=tf.image.ResizeMethod.AREA))\n",
    "    ds = ds.batch(len(file_list))\n",
    "    return ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_images_ds = predict_input_fn(test_images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_images_iterator = test_images_ds.make_one_shot_iterator()\n",
    "iterator_ops = test_images_iterator.get_next()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['35.jpg', '30.jpg', '21.jpg', '24.jpg', '22.jpg', '25.jpg', '39.jpg', '1.jpg', '13.jpg', '6.jpg', '31.jpg', '38.jpg', '3.jpg', '29.jpg', '16.jpg']\n"
     ]
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 20))\n",
    "with tf.Session() as sess:\n",
    "    images = sess.run(iterator_ops)\n",
    "    for i, image in enumerate(images):\n",
    "        fig.add_subplot(1, 15, i+1)\n",
    "        plt.axis('off')\n",
    "        plt.imshow(image)\n",
    "        \n",
    "\n",
    "plt.show()\n",
    "print(list(map( lambda x: os.path.split(x)[-1], test_images)))\n",
    "labels = list(map( lambda x: os.path.split(x)[-1], test_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/models/paper_densenet_normalized_augmented/model.ckpt-55937'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier.latest_checkpoint()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = classifier.predict(input_fn= lambda : predict_input_fn(test_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from /models/paper_densenet_normalized_augmented/model.ckpt-55937\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "prediction:  35 label:  35.jpg\n",
      "prediction:  30 label:  30.jpg\n",
      "prediction:  31 label:  21.jpg\n",
      "prediction:  24 label:  24.jpg\n",
      "prediction:  22 label:  22.jpg\n",
      "prediction:  1 label:  25.jpg\n",
      "prediction:  39 label:  39.jpg\n",
      "prediction:  1 label:  1.jpg\n",
      "prediction:  13 label:  13.jpg\n",
      "prediction:  6 label:  6.jpg\n",
      "prediction:  31 label:  31.jpg\n",
      "prediction:  38 label:  38.jpg\n",
      "prediction:  3 label:  3.jpg\n",
      "prediction:  29 label:  29.jpg\n",
      "prediction:  16 label:  16.jpg\n"
     ]
    }
   ],
   "source": [
    "for i, prediction in enumerate(predictions):\n",
    "    print(\"prediction: \", prediction['class_ids'], \"label: \", labels[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/code/test_images/35.jpg', '/code/test_images/30.jpg', '/code/test_images/21.jpg', '/code/test_images/24.jpg', '/code/test_images/22.jpg', '/code/test_images/25.jpg', '/code/test_images/39.jpg', '/code/test_images/1.jpg', '/code/test_images/13.jpg', '/code/test_images/6.jpg', '/code/test_images/31.jpg', '/code/test_images/38.jpg', '/code/test_images/3.jpg', '/code/test_images/29.jpg', '/code/test_images/16.jpg'] 15\n"
     ]
    }
   ],
   "source": [
    "test_external_images = [file.path for file in os.scandir(\"/code/test_images/external/\")]\n",
    "#print(test_images)\n",
    "#test_images = [ x for x in test_images if \"jpg\" in x]\n",
    "print(test_images, len(test_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict_external_input_fn(file_list,):\n",
    "    ds = tf.data.Dataset.from_tensor_slices(file_list)\n",
    "    # ds = ds.batch(batch)\n",
    "    ds = ds.map(tf.read_file)\n",
    "    ds = ds.map(lambda x: tf.image.decode_jpeg(x, channels=3, dct_method=\"INTEGER_ACCURATE\"))\n",
    "    ds = ds.map( lambda x: tf.image.convert_image_dtype(x, tf.float32) )\n",
    "    ds = ds.map(lambda x: tf.image.resize_images(x, (32,32), align_corners=True))\n",
    "    ds = ds.batch(len(file_list))\n",
    "    return ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = classifier.predict(input_fn= lambda : predict_external_input_fn(test_external_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from /models/paper_densenet_normalized_augmented/model.ckpt-55937\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n"
     ]
    },
    {
     "data": {
      "image/png": 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BL4EIIYQQQgghhBBCqgC+BCKEEEIIIYQQQgipAvgSiBBCCCGEEEIIIaQK2CY8gfy2tRB37vWuETlu45Ln8B+00UyGIVat76D2MjtzD4jbLe3iuBx64MTp6CXSL6jpuSch9lrRu+btQCKNy7EnLfOIUOgg+3Oov5ReTGFUV0rX12LmHgfjNVvyO9Ou6pvGQ94/n+6AeIcpLRA//Jgp1+QmLONfjzwe4trmcaX0wXf/CPLWr4JQNbXgvvrUulL6c5/ZHvJe+Pd6iHeajZreA95h9KeZRqzjlcuwHmfMMXE+hxretjVZiGsa0MshspaOdPzJaiSRy1jasfTiGQh7qXfpqSEl0GFoLd3oiyUunfhl3+04zpdrc/I3d9uB9pNI4L3SkDH3USaDnlfSE6inB9tH3HHl9bL9O0LhITOcuDFGMnL1cellUuavZKXFCp/KE6eUsJZf71vwNOQd+Nv1YmPUj2vLW+zUBxdjmRuw/4ps3wR5qgGWv+1NHOdeD809nDnlJfxpgGXqvwL7pNsWmLbiesILK4oZ56SXTuUtlVL4162Rtnjxi9Inx5xnEMh7fYAl4p3Q2lYa/cjl5E3sS58nHe/d41i+DNIzR1q5YDmEv0FZ31a57yu7T6IBymjF5UvEI3bf7kivIeHRUO7DxL+N/odp06ZBPFC92wzGN1Jue++990I8derUzf7t8uXLY/PJGETOn879X4gTBbNB4vmnIM/vQ4/NYgaXGK91pVci+Q9uiOO17TkprWwSSvblwr/G+q2rxX6lf53VjxTF5Lnu6uMg/tSVayD2leW3I8Y530HfU69ojrtsnXgGL+D8I3JxLP7sz0yc0uMg79aLPgCx+g76n0Wh6XMccX5yGHddM95Iz9di2ZxIjJHWOOcO4HFaCY52hBBCCCGEEEIIIVUAXwIRQgghhBBCCCGEVAF8CUQIIYQQQgghhBBSBbxtPYGk941NKHXqMa4A2Qj9KqYNQk8s/StcS1cvX6+lFPpmJN54BeLWJOpYbdpn7ABxOAhddsdeB+FxU0ZP2bQIyyA1+oPxGxlOMsI7IpUx3hfJDGpCp6XqIO7agNrU+kajH85m85BXV9sI8Unf+Xop/dKzf4S8ubN6IS4U0a9jx52NoHbdMvTjyDRgGR3X1Ptznz8P8n7Y/QuI/3jPaohnzjTts6NnJeRNmT4J4nxrF8Q1tabML77cCXnbzcQyPvus8UB676FzIK/goz9SoR3bTTZr6mJc/cjq88NQtmH/Lbd7K6RnkO2VIe8Nqd1NxHhfSOLusy25J4tCK59uxfadiOn+axOoo6+trYU4kzLlSHiyP8J7LpUy5yD9g/r6+iqWQeLrkRuutDT+sfPKYuldInxRrPHHUwXIm9mH9/Nh5/7VBEms8yCBdaf68L5bdPuHSul5330T8noDcY1snfoAw0n7bv8FcZi3fhDi+SiN/WLNN+dDPKnB1M3LJ2H/dHfnlPiC2GUYIN/2j3H0yLoCyTlDnI+K68nWFO+LYyP7Avs4roP3Sij6p8DHuUtoeQa5CXmfVe6Dyn18pG8Elt+FewO3LasKce7YH+Nvi8J7yC6XL85du+L8xDkkrMmbLP+2yPTp00vpgcYqiV3PK1asgLzBjFUDeQ3ZnkAD3V/Sx8guh/QLIqNHoWjm3wUHxw33LzjftmwlVW2Iz0rZDxwOce0jT2ylEm77yOEFxk1PeM6J36akp6Y2Y0r5/Yxxl2O2nXDxpyHv0fn4LJURHk9dOfNb+SzsivlVZHkG9QdY3jAS44CYIwXWs0NtE85pj/w5Pjveevknscwn320dSDzba3wGifzKPqVF8SIhJayWClZ37Qw0kavA2HjKJ4QQQgghhBBCCCHDCl8CEUIIIYQQQgghhFQBfAlECCGEEEIIIYQQUgW8bTyB4jyAJNIDKLS0chOWL9pqZZL6vcGQjPEAkrQsez02f90MUzeOkAVqoRP080YzKeu0dflCiMv1/qOjj0/XiuNG9aVk23r0FJkwATedPq0G4s5lxuumow99EZIJPM7aVbeU0rkk+ulsPwV15489hJ4679h7din96z0+AXlSd+9HxjPHS+B72f4celYd/j70F1r0xpJS+oWnUTBaV4Ma/Vw/ttfDPzK5lG5pyEHefQ+sg3jKeOMns3oDepHM3QHP53OfPgDitW3Gq+gP97arkSQXov42qWyvHsyTHgZbyyNroP3K2PYak31MnGeD9Cjzzz4T4pUenu/0y35WStfX10OeL05VHjdftOqxTC2O1NcbLxvpCdTeju1BHqdYLFp5I9f/yK4uru8Lw0D8i/A6icy9tWMWPSnmnfs0/jRh91dlFwHCrtuPhTjIbiilO6/YE/JqT3sN4rztCVPWz4vD5oSPlu2xUiZDF+Oah3WzJmviiT9YC3n9F+Fxbm0zfagWHjYD34l2wUZ23IqEj0xolT2RiL+fZXXa+ZkM+nT5ok4KBVN/Wm9+v7Fxe1Pm8m0r94MD9W2eh1NMx7oWcg4UKXGNxb5l/2aTENc4CIbuA2X7TGwLjkByHmf76ygV37dJD53h8okcaG65atWqinmyzdkeRzJfnrv0MRqtOW414lrjuXvoxyAvGWHfEAqvF5tMgPPe3mceg7jxgMOGWsRtHjkHdl1T72UebWWjk/BCtP03tfCcE2PI3Cu+Wkp/7S70rlzfgX47rtODcWSeRZrq8flubTfuK5Gw/esgS4XCH7SlNg1xtmh+sKYT218+KEL8uWvwt3/5ifFR7P/O/0GeL6dT1nwhX8DjOI7wJQ2xrQeheT4sDrHv4pdAhBBCCCGEEEIIIVUAXwIRQgghhBBCCCGEVAFjRg4mP+lcPWM2xCm9+fKp/n78LGrGBiNzGimJ00hKqTKv/LuULk7ZHfJCsbRdHC/vvivEu71UeQn5kVw+fnxrE8SLFppPlGfOxHJkanDZ4UI/yqk6rLbhiM/ycgq3bYiM9Kp5At4qTzyOnxGnavB6v/iyWRrZORSPo8WS99lddiml84uWQN7qtXh+K1agNHDSJLOvDV34ieK+++0C8bhWPOGVK009/uOfeO5JoXQcP818kvnUk7h8fOTjxnfd+w8s85sNpXTbevy0c7iREoJsZOKU0E5uLfmXUkq5kf1pLNZ7nKxhSyj04DKrfeIaeqJPKmTNtXAacfn4jCeWYfXxtyjqwnYnJWy2JCQIsJ3V1ODnvHLJeLwmI9fnyP47TlzkyCWLRf64XHcpvdfZD+FvHVwGHle6lrosbJ+dBZSoNjq21BFLke8VnV268ngUieNoUe9QNwMs7Vy+c5MMXJTQpk/H+6L9IrNk/O9XY5tyBmgLkXV6emgrpw6Z3WahJnlNuznPXiGtk5KofAHvpWTa3Gl94lP3qa0NEGfSRi72xoo2yIuU+Ky8TDZuKkxKuCT29ZfL0npe/HwDvm7XQrI1wHWKK1ckloF37QNFov0K2Zkvvs9vrDX35NQJKJN9u2BfI7lkupyL2v31smXLhrdgw4Acp1euXAnxzJkzS2l5rWXd2PIwSsO2LmUy+DYz/0z52O8FSax7/5KLSunsaadBXnMR95s69VT87QNPldJeesw88o4JHEf013afLOT37gDSX9t6xBfyr5pLjoL4S7810vX+HF6TTAqlVX0FMfY7Zt9d/Thf9KSC3jfbhmKA0WJMXC8kX7622qQYQ7SH0uyiqKtPXmfG/MszKG9rzeP5Wiru8j4nEvIvIYvU1iuc5BDnOfwSiBBCCCGEEEIIIaQK4EsgQgghhBBCCCGEkCqAL4EIIYQQQgghhBBCqoAxI5CUut7BeAA11KAGv3X5ExW3HSmd70jqiWF5554lkLds7jsgrrH8KSSThCYyEr4SI+kDZNPdhv4GtbXGJ6GjvRny3vmuIyF+480FEDfWGN+UvnWoHXdEm+vJGb1pJkBd54o3WyDO1OES6411Jl9WW9P3ULMcWDrl/AWXQt41sz4H8f+kLoJ4yXzjgXTIwajD/etDuCz0Pnvj9Xz1NXuZaHR5cZKoRX1jvvFy6cmir8+khokQFzuxLnbdxfi+vPz80JfuHQpxSyMXiugNoYVmOJGo7G8xkH9QLsY/S4dC/67wOAmnsmeQ3Jftk5E99/u43zRqnrWPZV535lml9Ozb74S8miTqsnNiKVEsh/DjEJ5AtgeSveS7Ukr196PPSRxyuczhRLuV+zrpMVMUXX1C1PNx1z5eSkcJ9F6S/jt2Z+EJ07JnL9gfj5NFf6UoZXTqofj7TuGaeRAnT37BHFJ4D4VlHkfihO0ltAcY56IoZszQ6AelktjHTj3p4VL6/nMOhrw3stg+ZTl0xWD4mdqKZZs6YXIpnSviGFsoYt329GMd2OfVX4c+BJkU3g/dfaa9FMR9Jj2BZKXY/Zm8f0Ph3eNZbSvp4H6yoj1nHOknZXmyJXDM0R62d1k3tm9Rma+a6DNTlq+ELzxDIo3n19SI7XBCvZkHTJso2ujbBOl1Y3PsscdCfMEFFwx3cUaVpUuXltJnnHEG5N1yyy0Q2/UmvYXIluHLJcX/6/OldE54AMlZm7vvIaV0y33oq+d/4D24rVhGW33QLD8fPXQvZFW775PnCl8f258mITyBxDTAEfOTyDLiyxexj738QZznBYF5PnJ9HCP6CjivCRM47unAHEe2k50a8TgLjPWQ8FtUSgwDKpCeQY6ZW/sFHF+8lDh34YvaZfkYTbrks5BX/ObtuC/HPh85XuI47vh4TQLL11R6Hm0u/BKIEEIIIYQQQgghpArgSyBCCCGEEEIIIYSQKoAvgQghhBBCCCGEEEKqgDHjCdQ2fe6Qf5t8rbIH0JYSDcL/YCwyY+GzEA+mnjfM3AHi1uULt0qZBkskmqmtk6wRkv0XnrsR4pbGcRDn8kZv2jAZdZzrF9ZDvKB9VSm9XRH9Cz733+Mh9n3Uj1/eeFwp3ZtHPWlR6J+Vb/SlkYfvZQOhRZ0xeTrEk5qN/vm225ZA3pFHzoJ45frlEB/2buOb8MBf0A9pXCse941F5j4oBqg97atBn4ud5qBP07q1xlupdSrW43AT5wkUSo268JwJI8z3LI8KVwqk5b49U59eme0LapzL3sTbPioRlslz8Tole4zH1wYP9cMpYZuRFNrrXmX004vmPwN58/Z8Fx5XnoP1D9Kfo6cHNd3ZwJSrs7MT8nwftdVjBen7A3liHEgq9HHZS62AeGmbdY5RmbBe7NzaNMDr2VKLXjNKVfZsi8RxogDrOV0w3mhRGvebD0SZZJmt40YDjYkyP6rsdxWFeF/015m2HzlYx77CMie19I8ZPco8sSJzr9geXkop5TlY7rTw+cnlzG+1xt++sXIDxP1Zq72IbcvqQ15S21tAByILb/5i0vL1EV48LWLHtWn052ioqy2lEw04eBf6sb339AnfBdtbTMwJXEd6HJlyJGqwXfXk8Di+uDdqM2Ye4I2cDdkWMWXKFIjtPkr2BRdeeOGIlGksIs/9pptugtjuQ2Wdrlq1SpHNJ8rjvFB/+TjMt9plUow5xScegThjefQVXez7++ftA3HtCziXiYqmnyxm8d5P1my+9+y2SCiMcpLW84erhbeS6EfCAPtcX5vrPfta9B1bewd69bx/T9Ox3vkkXpNQHkfMEe35ppiiq/kdYk5kuwaJ/XjJBojz4rkmsMweGxM4p+0q4JjiyXmcNU//7M/Rh/dc8bw0udOMZY6HdV7myyueOwKrrqTn0ebCL4EIIYQQQgghhBBCqgC+BCKEEEIIIYQQQgipAkZVDhblhi4FGLfs9c0/TmTLOLbe971xUpPBYn++O1jZmb192dKpAlvSNVgJ3mhJ47r7xbK6eVPvqQx+ZrhyGX4T17R7L8S1KSOnWvEyLj2frMW6+8gRs0rp5SvXQd6rr6KsZeViXDa9/eD2UjoSMg6viO1eW20ycfI3Ia/n7PMgPqPxixDvfuuVpXR9bRPkvfz8eognT8NPGB940HyG2dOH9RR5lddTnDQBsxyN+311EV6TObPM9epa3aVGkoGWch/Mb31bbuNg11m2X+u3hQg/8UyLd+/lfZJpH1rIR+S2Hd8/3QTiy+a2FpTl7fShj0Ocu+W6Urr9+z+EvOjuv0Asz8+uG9kXbOjBeyOfz79l+q32K0kkTN0N1LdtTQYQ3u3lAAAgAElEQVTVvxXwfp5zxtMQu9Y3y7psyWy8zxKh2Xbp9cdAXtCLfdCWjN59V5sl190Tnxe5A9XzEL873gLe+6MXIV5+/t4Q/20dykxDWP91643Tm4OXFJ90W8u1Rz7Wre+L/kl8Dp6who58L95XCQ9v+MA6T6EGU574dD8ppK/ZtOmzG35xA+TViPaQsNpsJPrIoridfR/bymor35FL8qIqQNUdtC/E2x13tAnasEyLuvGT+5qUVTfyk3ohSUwJeXZt2tRNoTiybWeoyP7K7p8HkjHZ28ql5QfTDy5btgziLZlry7HXLtdg555xS73Luok7juyr3472ECNKEm/oYM1rELuWSDUSk8oo34H7qjH5boBto+GSKyFe/6H9IG4OTGcYHXkA7vfBf79FwasHNxT3qNWmXdFvyiXVw1DYKYSmz11b3wJ5kxrwGeiYfc1vP7M3jmNLOnA+dcqvcxDbrcoP4iVqniVt9nx89giCOoil3NqWH8vjRBFuG0ZS0mYqq7uA5777RV+CuOMbt1nlF+cTxY8/2jqOq4b2PoVfAhFCCCGEEEIIIYRUAXwJRAghhBBCCCGEEFIF8CUQIYQQQgghhBBCSBUwqp5AG+buvNnb5pPoMxKnx5Xa3a3pA2QT55Mx2N9uib7YPl/bQ0MppYrFotzcINeQzsfXU8d0s2R8y4qRWy5++5m1EK/vNHW1x+54rTs2oKY9n0c9+Pp1ZrnI5omooQw70FdilaVxXyg8f445aneI//yjeyB+6Xs/KKUbrrgC8hqFz4tv+UTI5RGTNbiMrhaa0fccZpazfeBvSyBvyky8no88iW2stdm0wYZ6PPcowDhhLZFY9DFvp90xfvUl1Nn3TTDnMHNaqxpJIrEcu93i5TLgToT3pOPi/REo+97CugwC1DU7rmlb2UBojcW9n3bE0pWe0RBLla+nUB/tW2WU3kxzTzkd4g7hm+HbzUNomp/+52MQ773vQaIkpq8rFuM9YgbTL6ZSeA62h9BIegK5MWvE+0Irv7cWfaEn2g34IOH5SX+dMGd8fwq96OnlCB+X8jEjqpBWSmsxVkWWPl6uszogW+CFYRkLyCqO5PLxVrmiEPvBf61AfX9tCu+UHmWWf/X0yP6tqy6D/WHWWr48kcC+IOuiR1ZOeGYFluZ/XD16GCiNc6JcwfLOE9e0pQ7bXfbyH0Nc32PGtzdFGY689gKIQ6urcNNimWC5Tm0Rr2lkXX+5rPtLP78V4r5//Qvi5558opT+8A0/xeOIcTJnLe/bV8AyNNfXQ5xK432VsMqVLWJdjBWmTp0am2973QzkbTN9uvFJlJ5A/xLXQP52/PjxpfSMGTMgb/ny5RDH+b/FlUkpnMeuX4/9ovytrBs7XrFiBeTJurF9jeT5yP1yyfh4wnd/FGLXF+2wzsyZnLvuhryamEcRx8PMQohz85qbrodYf+6EUjq1CvvmwoMP4b4PeRfE0t9tWyNwcG4WhvY9KnzGAjFPFcuVZy3/nZ/dgf1mthuXWI8icx0ccZzZLVjnvzsB+42PXWPGOUfMnVOibeTzlh9UZjzkqUIfhF5S5Htmrh1E6OsTynmbiF3PlDkQvj6HXoX+q3c55reOGD512VwLxzLX+o4n4QytrfJLIEIIIYQQQgghhJAqgC+BCCGEEEIIIYQQQqoAvgQihBBCCCGEEEIIqQJG1RMoDn3s5yCeev65m/3bwXgAbYmPj8TWJkutse9Ld4+hlymZRP8Re99f+MIXNvs4rYvehLht+tz4cm2BFcSWsHAxeh801Bp/g4ULhFYzaIN41nbYxNetNTpQx0OfhITwW1my1HgHfOyD4yDvrrvRa+i8AnoCjc+YNljQeD0d4deQyphy+AX0Zqk55WSIvSvRC+GqT55XSu/6wNcg78kn8Pyaa1AzumJFRyn9yU+iT8KTj3dAvGadqZuUh94y4yaidn668HBat8ZottvasO0ON46WXj2W6DbCfkK6wATCkce37v9cAX8baqzbKDJ1n4qk7jrOa0gpJ6jcz6w/9aSKeStc3E9tP943NcI3Y0na+DNN7cP7JnvRDyAO7vgTxtYpuG68J5Ddb8q+eTD9ovQLGk7ifDQCD8v88ctexh8LDxJttcEoEH27h8dZdJPVf+dROy7HBUcM33aZB/IBUZbHTv7yPSAr9Y2ncduEaI92/yXGhBgrpfJySE+jqHK7LwrvgiOuwv73zlN3gzhp/31rhD2BevvxumXzxsOgKDxzasRYntfY/7uWB4Cbwvu7WXiAJRPG06Bx9VLIe/mSiyBe1o59+OFXnV9K76gQX7S7wCpTUBA+amKO5KXw/MraocW+x/8/PI5od8+fYvqkPx37Dch732XocdRuje1uBvfjilmvJ+dqVuemN396OKLE1aNS8R6T0tvG3lZ6AA2037Y2M27I/Upfn5Ur8Z61kV5EEukDFFcmeRx73489hl53hxxyCMRxc/wt8e3cVun1jfdL/uX5kFcXoFdPmBFzpJNPLKVr5DOPi9fB9gM88cQTIe+nP8U5cXLmPIj76sy+5X2TOPVbEHc9+yLETWrbJiG+A9G2T5sjxqJAzinwms277thSOvMnHAN7PdzWtXbli2sSyaYgOuw/f9uMKUddvAzy8ml8jtGWR1Ag5t2RmC9HDpb5XVPN+T+0BOfOk1rxudP2qVVKqSgwY76ncc5b1PjbldqMxVMV+v45Gs89CPGa+FZdRdHmz6XhGEP6FSGEEEIIIYQQQgh5W8GXQIQQQgghhBBCCCFVAF8CEUIIIYQQQgghhFQBI+oJJPWY/TsaD5rEglcgL3HLr/HH55+72ce5//77If7gBz9YSjc0NGz2frYm0sdnS+jtRe2i7ZVx0003Qd4NN9yw1Y47WkyZiMrcDR1G++gF2KamtEyEuD6NTTznLymlO4T/Tn8ePRZ00vaAyUJeXxdqQMMN6yCeNGVWKT1573dC3tJVb0D8ifeZ9rnTzntB3sWX/wjLlEG/nb6HjQ77gx+agHn5PohfWYhlfM/upq5qPGyfE4VEf948c994KbyHamsKEHe1t0DctOPkUvrRxyv7AgwHOoVaXru15IpCpxxhe9DCTyhfMBriPmGQ5RfxfXrW8n6pTwvNcx63bRIa4YTlRTQzgV49XUL361oeIwdefDHkdXahj0JzczPEB//E+Ggs+uZxkGdr8JVS6tUFqJWftf1OpXTSx/OpTeB9VCyaevU8r2KeUuW+N3bfJss0nMT5PyT7sL2/vEx4AMliJsy+XGmvU0BvlqRv+vbAifdbkXWXyZh2JOtK1jsgtPKOwjgcpr8VDeRrIjaGUCdRZ3/UVDy/36+2yyyNXYb3b1/5At6jBcv3KhDtu18YILjiGtt1FAbCLy6B55xf/Hwp/cyPfgZ5e3z2aIh32GcHiIt54+2RSKBXQlnd2/dGVNm7QymlXAev06233lZKP/HEE5D3q1/9CvdVQE+zPX58din975PPhLz7vv4diA+8/ReldJ0f32/Iez0ITZkH4y85nMh6lWUejF/NqlWrtkqZBmIgD804BuPVKYmri6OPxvtA1sVgfNXKPNq24HzfLpR56vSbOPkV9OnSSeyfkv3Yhv3DjrB2FN+PPPnkk6X0tddeC3mXX345xPKeTd/3iNnvYTgXVwWcT/cfeQTEtXf/wRTRGxt9wdakIMbGpN2fi25T3lahg9e3ZWfjJpf++2LIqy/imHjMz82zyW+Px3rNF8X4IyZUYWD29buTJuG2wsfoI9eafe0xA58FnhPPQ2d8dDLER+xijnPYpThP68JHK3XgLviM+q/XceyySYp+Y8+ffrGU3vC1uyAvkuceyj7JxEGMp2Ic236vRQghhBBCCCGEEEL4EogQQgghhBBCCCGkGhhROZgWnzLVvLbQytx6cqn3ve99EA9GRiA/dxzMZ7bDtYSkLJOUlm2t47pivd+gbNFsw7IAJREz3OFb+ttN47vKCa1GInLIQbisfeCjJGr1+mcg3m6WWUIw5eUh76X54pPrglni8uFH8RPFRZ/+CsT5dWsgzv7wnFJ61+dfgrykkGbccMsvS2n5SXHZtU1lIFy71hy3o4DfKM7aHj9/zOVRdvTiS9Ynjg5+Gjlv3vYQP/nYolJ6j91xGcPVy9shbmnFMvf3GYnLIftPUSNJUTThXt/U/bg0fpa5phvrPu/jZ6qudT/Iz2jTLn7uWuOY69STw3YmCYrY7mpSpoztl54OeWJVe9WTNte0uYAy0ZYWlOXJttWf7SqldeN4yEu1o5Ss97zvQly80Xy2KmVLYjVQkJfk81gXAy37brf/etH2hxMtZDp2i3Y7cFnSSEqtXDGG2JIe0ac6Dn5GPOPr5tN1JWRF//NplPCccQTeo/Y4Ia/1wjb8THrPixeY4opPm1MebptV4vPsMYAWS637aWxHfR1rS+lMPcogh3vaU7ZMutU+irkc5BX8eImJZ8kk5FiQC/CT80X/e00p3dWK935i/50hvu2uOyB+7QUjK5bzJVmmK664whynewPknXziqRCPH4/j8Ve/enwpPXkyfn5/0snfhninnXaF+DP/77OldK+QmbVkMN5Om3prq8W2EQh5WLnUyjrfMSIHO/nkk2Pzn3rqqWE57kCSzSlTzHgu2/3y5cuHfFy5dPuWYLffwUi2ZJ3ut99+EJ900kkQ2/dFtaD/x0jAojQuCa9DnH+GTzwOcU3S5Mtl3y+77DKI7XbY1ycGrAFwcuaa94/DMbPbfxXihk7sU7PWPC+hxkZfsDWx5URKKVW05xBiDhSJPjfU2DfUWlYrMydhn9vRjXMZ+z486mqcbxQ0jpH/92WU7DmuKZcWE2JX43H/+g1L0nUNliHp4fPQR3cVEnplnmmP2xeP87N/4rb/eA3n3nZ7LZOVijlgKm3mgJGoUyWuj+vKJeMDO1BDgV8CEUIIIYQQQgghhFQBfAlECCGEEEIIIYQQUgXwJRAhhBBCCCGEEEJIFTCinkCdZ/3PVtuXrbmTuuUtWapR6vfsfX3qU5+CvDvvvHPIx9mSMg2G8ePR62PNmjUVtlQqEks9K6+yl5J7Cuqh1WVXD7psm8u4RvQ3qE0Zj4rXF+IS2jO2Q13yuAnoI5LpMzrQJcvQ20Np1J56lhWGk0NfjFwW9aVr3lgIcdLSLff3o570iCO/CHGd5Vlw0Lv2hLz/+RbeM+FX8ber7jbeLD/Z+RjIu7nmWYinTMNl7rM5oyEdPw7r6YG/4BKPH/6Q0VI//jDW+fip2D4LfifEzS1mvfk7b8X2d801aljJB2IZ5cC08d4iXpeM8IjqzAs9rrUrrXG/3QXcNp0wdRsIT5WyZdCFv9D+400bXi6WhK8J8B6deZlZHlXu94Svxfe3P/rx+aX0pO+dAnlrzzpdbI3HbWszfg8tLVMhD0uMyOWnHV8skV0jlne1liEtW7p6GJFDiD3GzC70qKEjfNfkevLWgROJRshKCx+2OL8OmZct4m8Dy4smkLZMoh90QtToO3lzzcIE7lfreogDLXTqMcuLl2vng4rbhqLerv/HUsz3zb7yBeyvlJqmhpNsAevLtzxoAuEBFIXxS3/b97QWnhSPfPlbEDeljYfBwWd9E/JO/Bb67TQ14Zh61llnlNKuh2U45+xzIT72C18opX9/9+2Q19CAbfbMs3Epd8fyPJgw8VDI++M9d0O8YMECiBNWPe74ngMhb90DT0N8x/U3lNIfPhnrIpcVvkse9iuRbbMwCD/J4eTGG2+EuMHy31Cq3F9pazFtWvy9Ys+Pp07FcSDOX3Mgr6Hbb789Nn+oDHRcG9vv6K246aabIK4GT6DOEEf3+jdsTx0xfw7Q706F6BuayZg5Z3c3LsFdthS9Nfan0+jlMhA6Y45bc/tvIC99yEGxv+0+7IBS2v87ekR50gvwbYj01vMs359IyedOeT/jmFzQxuNp/x2nQ97zC+crxLSjPl/ek3jcY67H8fTG4027qZNzhlDMKVzTbh7GYUC5AT7zaEfMVSLzPPD5w3GSdPkT+CwVOfIdhJWnKr9TUEqpTNLEYSjrWMUCFkJ6aO89+CUQIYQQQgghhBBCSBXAl0CEEEIIIYQQQgghVQBfAhFCCCGEEEIIIYRUASMqaowSzVttX4WC8SJIpaSpweYjtaeui7p7W78nPYCkB8fWIp9Hb5ItOT+ptZXnZ1MM0d/BVZW3rWtoHXKZBks92kwoHRmNaDqJTTiMihB3dWJdBpE5p5VrUKOsPaHHLJp6Dz3hx5HrgtiJ0Y93tOO2dttVSqmGBnOC9/zhUcj7x6PPQPyb390M8f777V1Kp1N1kHfFxc9BPG9f9DdoHmfOt6cdPQb23Qf39afft5fSq9vaIW+vfdEL4J+PY53vuOvaUvq9H4zX2W9tpjThvbNgvd0+8HonHdSay1sl6Zjf+hG2HaWw3dl9g+wmpCZYWFSo5ZY/h9w2bJqAR/X7S+mTT/oe5Pk+6vflvr73PbP9L679GeQlPNT3R/k+iDec/t1Suv6qm1Ucdp+TFH93cMT964nKsss8khp8t8wTyKT1BKybkSJSm+9nUfbbcAt+m6+BuOuSmaW0n0a9fuN3N+CPfdTOS73/UJFeBhfcvx7i41tfL6X7m7F/UgcOrydQ0sPGk7LabU5h31gIhCeDaOOO1fB6QzEvEPf3hpy5z9wQ6/nHP/4x/jaFfginnGz8hZpasI+RXlzXXnttKX3ZZZepOMo9jswYJPsjGcu5mT08L/j3i5DXLOrCazJt9va7fgd5H//IxyGW863AuiaD8ZAZTpqbce4svYq2xAczjpUrV8bm2/Uj/YOkp87q1atL6YF8LuP8hAaLPf4M5noOdMzGxsbY/G2BAKc1qmn/QyD2M5XrM//knyFOivGrs9N4R8r2vc8++0Dc3o5zzqHiSH+WG38Ccfjpr0HcUG/6kdwt6CdU9+X/t1XKNJq4rrh+kZl/OY4Yi4S/nxi6VJgzfVJHZwfktTbgGJItmuuwphs9FlMZnFvnRN/+yat6S+k6F+fsd39L9IPWM22kcMyTkzwd4oTftcZxR2P5f/gx3PbMe/AcImueGzninYLGiut3TLnK/Y3l+CkcN61+X0dDex/BL4EIIYQQQgghhBBCqgC+BCKEEEIIIYQQQgipAkZUDtZ85g8gbrvpNxW2HJihSqSkhGsgiQHKOoZH/iXZEvmXJJfLDbzRJtxkZfmXpPH75w2lOENi7Uqs92lTjHSpv4Byg442/JyuWMTru6HTbB+K5cPtZb2VUqrFWl7+hswukPf6v1+AeO9nnoC4T8jwbDwXP3csFMw3t6mUWG49j+fX0yM+nfy+WYI3d96PIG/+Z78E8VHzr4f48YeN5Kt+Ai7rvsduKAmYNMt8Fv7+j74D8tatfhPiwz8wEeKONeaa5CMhFxlmGuvwXmrosiRwvqjropAUiK6hOWk+CZ3YhL9d2Ymfi67rsb+jFn2OxuN8YHY/xKsDlF7ZtJxxBsSetdRmWd+WkJ/6SvmFyZf9YP2ZKC3rOw/vd9dSI/StWw55qRZcrhiXucYyxMlTN5ZxdP5OIUsVWdKAWi8vcyHSstpjJAhlkgNr06L4VFteT7nf2CXjK+a8BaIdRSmM3VrTbyQUanXDy7DfOPIClAQ82mn6hm5f3GBSsma3V7nUvLinUlkhO7Pa8+w526uRJFfA+9tu/7I9e1p8ci/ytXV/NyTSIg/bzqxddy6lffFpeCSamR+izuNHF19cSrsu9mXf//65EH/9618vpW+8CWWkp34X+6eGRlwmuqOtrZSuq0XJcW0dSpK/8pWvQFy0ltJt3YB9ZEG0j/ZJZl9pVF+rXB77W9kv2vdRsSj0MKPEE0/g/OKAAw6A+JxzzoH4vPNGZn5m91/77rsv5D399NND3u/cuXMhXrRo0ZD3BePPIGRlsk4l8pq8XYkbN/IP/w3ihJB/FSwpZc1ppwzquB/+8IdLaWlb8ctf/hLib3/726X0QFJIKYO35zYFX9g67HAgxIk09leBJd91r8e+ruezKCtNJ4x0LOFt/rPUaBJIeZyVDsUYocUy6K6QSKUtWwuniONxbw6P091lnku1GAP9Il5fabxgS9aKwobh/Zfh3OzBE804EIl5dyjKn0xIKwKrTCGW6aN74m/PvA+vtz0HdDQ+g0chPpNkPHMOgZB/yVaUEHUVWvOgiEvEE0IIIYQQQgghhJBK8CUQIYQQQgghhBBCSBXAl0CEEEIIIYQQQgghVcDILhGfrKw9LRRRy5dMbD1fHHsJ0HRa6OoH0AgP1QdoJLXktqa3fElW4ecwgAdHHAV72dkRlLwmMqjH7Ow3SwR6QtOaacE21tOG12HaVNOu0mlUm65ciT4D3Z3muOOno89NIos6T9vrQCmlGhqMFvWV+Y9AXkH4NBVypn0e/O5PQN69f7oP4q4OXCoznzW3cLoXdbheBnWrLfV40V6yvBGOOGA25LX34L7m7b2bKdMfnoW8OXNwec9JPr5bbp5ojrt6Nfo+DDcTG/GcewqmTlprsX7683ivLF+H3hFLe8x5TS7ito0pbGcdOdO20hp16GkXl6pceuq3IfYsf4uci+1b6vd9aUADG+P5SS297bMil2Dt78dzzwl9eNox++44/3TIG/ejX1Qski/6HyfEtiKXkLfLPFKebEqVe+hYdiSqK4v+BWV2NTHI/jl2KWRxbd1B+AyUjWuijJ611OgRO2Lmce+bAXFbXvg4WWWWp14U68be+b0PQGz7N0w+8RnI6xK6e9TH43zAzeP5fXwvLEfXQuNHEhSFB8xBX1bDSS6Hcxn7Gg/kXyGvW8K3fLvq8H7WAdb+oueNT92U4JOQd8YZp0FcW4NeTsccfXQpff311+G29ejdc+3Prymls/3YL7S3oefbyd/Gvs2+n2VdXH7FFRD39KL/3fyrbyqlC0XsU7uTWMaGXlM32SQeZ8169L8LRbvz1NCWFB9Opk6dGpt/3XV4zQbjCRQ3fxwMv//97yGWS8bHHUfW82C8LIcLWaeyvU6fPn0kizNshHFt/KxvYezi/C3bYOok8+H3Qp5sSfKa3n///aW09Hw6/PDDIT4a+if0tjz++OMhfvLJJyE+9NBDS+ne3l7Iq9HCceZ+9EByjjS/dXqxz+l731EQpx7+i3q7oYVZXN6a1yalP52WfjU4/qxf+nIp/XIbzlWiAOvOt149RKHwzBFzxNoEjnt+0TynzWrGuXRDE17PA39q+vrjD2qBvK8dIObDAR7HXubd0+J8hF/jtV/ZA+KvX/+K2VaLdw4JrMca2z9ILFMfKLEkvKgbe+jSQ3wo55dAhBBCCCGEEEIIIVUAXwIRQgghhBBCCCGEVAF8CUQIIYQQQgghhBBSBYyoJ1Cc3nhregBJMhmjGxwuDyBJQugYCwXURCaTQos6CLJZ9GuJO6ct8QCSJJ1R0sdr9B3oajc6yaYG9Dbo6RHXL8B6fn2R0ZPOmSPanMZ4VYflJSGMP7b7028hXtONPhDaM20u14ceBFL/3pc1x+kXmmVhCaNq6tD7IGFdX+dd+0Je8e9PQPzmS1hXjU1dpfTjT78OebNn10LcvSGy0lhP6e2aIM7nsNCvvWZ8InbdDX0ChpuUqMA9p5qySj+O9hA9oVJTWiEON5hr01ZEv4oJSdT9Tqo393skfG/2bMVrvFLjcW3mXHQlxCeddBKWyeqvyj1/pC8Z9km2Z9Cpp50NWckU1tuNP78B4vnf/JpVCLzHutuXQZyum1RKS18FGUfi7xJ2/zWSnkDlfapp/329k0TeymEvz1sxmPpojLCtZy/dpZQuinbhuPKaYDuKIgdy45B9nd1G1172DsgrCN+pplPnmzKKw/ii3Vz8+TkQn3H5DqV02Id+bcNNQfiFQVsSPj6+j7H0EgztMXcDeifI+70emixeb+kR8+Bf0fvimWeNz9vlV/wU8uTYB/1miBfmpz/F38o2qq22Je+xrg70E0qvXQdx8NJrpXR/Bsegns8cittaTVo7WIb2ji7cNsS6iixfq7HhCDRIL7EBmDJlSsW8VatWDa5gFtIDSBJXRjkOyHYzGN+isjZnbb906dLY38b5d21JnY9lwoKYX3/s46V0vYdzxkKIzx7j/mD8LsMU+gU5on5OOOEEiHt6zByqpqYG8lauxDH1wgsvLKXldfjoRz8K8UMPPaQqUSfmz7K/dYSHZKLWeIH64WrIyzg4rmTXrymlvYl4j8m2NGYQHZy2iul4wp9OegIl8Jz6u41X4r/ni7op4G+TnuXNWiN8ibLo4ZcQ3qa+5eP0egf23eEGfM6uTZrj/PZR9L388r743JJwcTx1rbFK9imOuPXfNxHnvJ5nngciB/fr57GMkTbn54s5u/TM9IvCN9G6gL4S8//NZIy2TEIIIYQQQgghhBCyNeFLIEIIIYQQQgghhJAqgC+BCCGEEEIIIYQQQqqAEfUEyuVyA29UgfWzt4N4/OI3K267JfrLLfmtrZWX+/G8za/qrakfzefRqyaVMhrJ5XOxTlNaeENEI+fBEUd/HsvRMMHE2W7UKK9egrrIHXbAes8Fpm672nDb/j48zu2FCaX08vkLIS8ToQ/Kew87CuLHHrurlG5rQ33s1KlTId5v/w+YMnQuh7xI6s6FNjXTaHSt4SewDI9cfRXEN73zwxBfnflXKV1bm4G8bG4txLWeKfMXvrQj5N1x+78gXtmBdVPsbiyl/7AQddWXX6KGFdsPTJJIYttodVD/Hiqs62ZLT/76amw7QvarotDsOx9h5usno68Pui8ppS1PEdkXSB8QW9Mu+5goEh5AMVx99dUQF4roU7RkWWUvBVmmwkU/gtg958eltDwf6VnmqMreEGWeR8OIp2TfZ+7DYPudISeKnhnycWJ9JYQ3j5K+IOKntlWCsE1Q281sxm2t9MAjk/ROs5ND9yrx5bYK20L3JbuX0s+/hJ5lB96Mvi6OaOvpSWZsW/KP31Qsw3BQCPCc7XYrvQXCoPfz764AACAASURBVFBxW6WUiqyLLOsy8x70gOt5yPTDr3wXO9bdr0HPr/e/770QJy2Pnf4CejIkNV4Xew5RDNCTQfqsKZEfpk1vV1fEvD8ceyLEUxuxZyz2m+1/llsDeambfg3xMV/8Qikt+5gNnR0Quy62ndA310CPkb+TDuQJJPvVY489tpS+5ZZbIE/6rdjzEekXJD2CZPucPn16xTIuWbJEbS4rVqyoWCal0G9o8eLFkCfHPbtMSmFdDTQPt+tNIut8WyErfEaa2s39ESXxmjppUbe1xgdI9vSyrfz2t+ijefPNN1csk+xH7Lo/99xzIe++++6ruO1ANDSgj9G6dehD5t3zO5M+ZE/Ic8R80fv4x0rp4IlnxLabXaQRpehjXXmu5YlV1ufgbwt5vEarFpl72M9jn5rNYQUULC+5fA7H8mKI842VneihaT8TRcLPSvblU5uN19T1n0bfTl94wbliyqd9cxw5G4xEay8m8bh3Hz+zlP70Tfj8V6zF8bWQNec/kM+YzA+sZ/SiT08gQgghhBBCCCGEEFIBvgQihBBCCCGEEEIIqQJGVA6WTuPnWOnlRmLTNn1u7G+1v/WWOh8LlC05Z30vKD9fHkgGYX/+OJhPITM5Wafx8q9xy16PzR8ukkK207bOfD7napQeNdbjOSx6AyWILY2mDeYi/JQwEFWXqrU+9+zDT/jkZ3lnn/5FiA877OhSOhTLM3/6aFzS8r+//NlSum0Dfqo+c8YeEE+aOBPi0840S3W/9/D3QN777/0LxH8+4yyI50w5qJTOC6VmoR/lQB2dpnJ2mICf6X/jBLx3X1+Ey6dra0npcOQUPUoppTyhiHKKld97F11sD6kE/tizfjq3Ga//C6tR1pGw7qUZDkoW+yNsS7IvaPzB/5bS69evh7wrr8Ql4/v7zb6++93vqqFi70cppRzxbWzz+FaImy68rJRe8b1vQZ4vPkvt7jcSx7o0fuYvzz0Q302nQtNHjeQyq45cO9X6fFmLYoxrwGvf04fXuxAYOeRA/TMuJ455SSdeEoLLKKvYbe3jSFlZQpx7XpywZ12yMKq8lPNAeOK3WQ+XCY5808//6AnxSXiEn+J3FfBeXfKmWV5+t6NQfjnclEu6TJ2UL32NdZtM4njmOJXlYNOOOhriZx95vpRO9XRj3hdPgfidp34D4vxMIwPyvPi5ln0OUrYh5y5yLd3nLry8lK5bikvCT21uhDhXi+3hp50vltJRFust0YjX/7e33VFK/+Dc8yGvJ4cS+UIBz8GxTsH3x4YkXiJlWnJ59gcffLCUHkiiacvD5syZA3lxy8lLpKRrS5ZQl5I1uxyzZs2K/W1tLc5PFi5cWGHL8rqx602Wf/VqlLK/XQnFXDbzwcMgtp0O8lrIV/96J8RCKIz7EXUrZXw2ss985zvfCbHdz5x/Pt7PW0I2i2N1fT2OK/ZxwyuvhTzvJDHfsiab2SuEJP6kUyF2nLHxPKu1HK8dK09OIkRfGGL+69+7vZTue9cnxaZ1EGeth639dt0B8h546Q2IaxWOifa0PKPxWWOfGeMgPv0DJt91xNiq8bkynxNSZm3mdUtXoExQzkV33QXPYe5EY6dRSOHDVSaPdX73MdeV0tuJMg0ksVSeNT8Y4tscfglECCGEEEIIIYQQUgXwJRAhhBBCCCGEEEJIFcCXQIQQQgghhBBCCCFVwIh6Am1NbA+h1uWo+ZW6+7GI1Mt2dnaW0nLZwq3JQN5LcWyJxntLyIvlBWstr55cF2okwxpUKQcBettkfeMH0NuO3gC/modL7iYXm2sy6ZE/4XFEGzv48PdD/KGPfaKUlm9a5TKl++xjPIL+9uBtkHf1T38Mcdta9Ig55TSz9O/DDz0OeV/60jEQ1wivh3d3mOXl7wxR7y7suxQskS3MSlavxnoc1yKWh8ya7ft7R7YNedKDyDHXTV7DhDAQyufxvFAHjOchV0Zenzd1XbwCteMtAV4HrSp7iIwfPx73KzyC4vo66c+REB5HccvLp9N1FbdVSqmcNJGKKZNz4U9K6fyZF2LeAEvG+1Z+cgT/ZlHmbWLneXjtH/nO3hDvd+bzEBeGPMpiPXriuIMZ52L77hDHoh4xLUhIsXmx3SoU+rYMBsfDNnTWXS9DfMXj5r5wi1j+kw5Gff8dC7F9fvyY/y6l+8R9PNxEYqn7KLLOQ/TBkVhOXrY7zzIiSyXwOmTqMxC/65fGLyzx7IuQ99yl10D82MVXQVxrLa3rCl+igovHjaw442DHV8jhNU2mcCBJWX5hWXGLXbruVYj1Guyv7G5TrFpf1j/li8ZDqicvl5vGOpd9X2Tdd44zNueS8n6ePHkyxLZ/jVxuXfoJ2ft68803t1YRtyqyzENFzrull5JdF7JO365Ewogxuu23FbZ8i99+A73D6sV4HTcESd+biZMm4b6tayHnAQ/9/SGIbZ/BSPp0lQ1tYhlt+34W900hj35+qaR4frDGxmge+hTlhZ9Owtq27va7IK/72+ib2OQMfdzcmmgXzyHpmD7XER5A0l9T+tNkfLPB9jXobfpKr3ymNV5MT81fAjkNYowMfTF+B6atdPp4Pf/22lqIH3/TlKmQRw86N4FjU1DAZ0WlTX5RPEe6WfTcq52C5eitt7xbhe3Sdz/SBPHkx602JoxpQ2nLJOPAXCPpabu58EsgQgghhBBCCCGEkCqAL4EIIYQQQgghhBBCqgC+BCKEEEIIIYQQQgipAsaMJ5D09RmMd03H5D0gbl6NenjbO0FqT6VGeEt8b+x9yf0MdJzh8gFaM2d3iAdzweU1GS2WLe/Bf7AuYRTh9Uz0ov5/UgvqPhsbjeZXalontaGvwNpu430xXng1lF2/OvRQ0ZZvQkJ4OfT39kL8r2fuLaXnzkHd8YLXH4U4mUHN8glfO66UvvHGX0Nedy/WW5BFv4aC5ZXQE+C5t4wXfgyWDnvlUtxPTkh2W8ZhXMiaaxQMVbg6RHJCPp4Ega68G+L9H3q6zXl3CDH8yn700Zjb3F9KO4Us5MmjTPrxlRD395vfrlmzBvJqalBLXl9frypx1VXo+/Gtb6Eu3e4LpReJ9EOK85+Z9pNfQLzs21+D2A/NviYKv5H1wkPEF+ZKnmt8T9LpEfybha58voGPbbh3wq4QZ/NP4g+8ytdIguNEF+SlvQm4bRg3xgivmQj7jc/faPzDbl+A3heh6oTYFd4AvZeYMcURt3Ne+AsVI+zr7vm30ex/6TbhK1Xmv6KtVD/kXHTULhCf8+tHIG59z4dK6ftu/x3kfX7el9Vw0tGNbbimxrrPAvSgcLRs06L+LM2/L7wRih7+tmh5DxV2xXH/rqk4v3Ai9DR4v2/aR7oD61o7wkPHMf1mewr7jbqGZoivWvwviPPW/dxbwOvtuthGI1e0Yeu4ZT4gYh5w1gUXl9KFAo5t4nTKxnLbygSOOYZ55plnIJ4yZUopPRj/oG0d6Y8UN0+Xdfp2pSfCfiN5E/pMuho9Smzqfv4ziAvXXAGxVpW984pizuCKG69oeRXJ6yD7nExg5qPZJO5XyzmlLzyQUpbPTSDGGBFL9zi7XIHwIorE/NGzzicQ/ovpQ9AzVP0D/TtHC+mRpJU9donxpYD1HAmvwFRofvvNj2wHed++HT110nVmHruqE8dEP8TxM4xkOUy+HD+jLM6Z+gtmvlmbxGfBvoLw/BTP6DnLVy6Vx/2GLo4pHQrneI315nnQF/6ZH5m8BOI3tRkT3YTwBBJ+XkoLv1XruS2dGtpYxS+BCCGEEEIIIYQQQqoAvgQihBBCCCGEEEIIqQL4EogQQgghhBBCCCGkChgzguec8IZI5vH9VCEV49HgoedG5/iZEDetX1pKZ7O4bSaTUVsLWz8qzyedTsvNtxodHR2mDHPQK8GrrZObxxD/TtA+p+E8H4n07inmLN2kFl49Crdt70DNq22j4QtLiu58G8Tjx403vxP65j7RjmpqaiG2/VZ6e1EPK31PkpbBgaxX6dVSLOJvv/bV75bSsp4uueSHECf23x/izLkXldK7LoMs9dX2ByD2AtNVzGxFXxq3Cb2HFr6CdXXx6XuW0vXJeN+drU2xiNpdjIT2WFzjXBbrM2d5wWTRNkPVCo1w91VnlNJSce86uG17ezvEEydOLKXHjUODpThvnp/85CcQ9/TgdbngggsgPuecc0ppz8OhQPZf0ovIrtdVKxZjQTSen21zsvj80yAr8c3vQyw927wae18jN1zFOcO5oowJB+/RFy5/D8R7nP2sCYRnjhI6dGVr9EUhEsJnQPrMxXrSOdgH3fma8V+JwnV4IIXH0eJ8tV0w4SV2/3xsy5+5aRXu2tqXo/H+i0Szsc1bPrRDK2T98LbHIJ628zsgfuoR46U2bfpsNZKkE1j3todUqNH3xhM+SJ5oDrY1hieuv6NxY9falbDFUOddcCnE55xzCsS/D4wPVF+IfkEtUydC3LbK+JRlcFPV374CYq8efayKlj+aE2Ifo4XHhLzPQt80kMuvuxXyOntEh2yXwYv3eSy7j6x7x/b2ezuxcuXKUlr64Mg+1vYPsn+n1JZ5ZI4W8npOmzatlB7Iq3PVKtFfbQP0HvZBiMfHeABJ/CLWj6OSFbYsJyn9gsTUxbXGc+kVubAHx6ud6kzf54p5gBaedfKZQIHljPQwquxppJSCuYsnNpU9Q+RWfn6KxDNq2+uvQjxuxs6ltE6P3D2XEp5ntkdQJOomEs9WcirjWM+PC76KPpHeYf8N8bouc339EI8jLZ5ktWaSZvte4XMqLFNVztpZVxbbVEp46BTLnn9NwwlT6Pkzb689IX56A85lbB/QQoTX8/7PoXfrHM+ai4n+KZBewuIJRltjm++jt9Lmwi+BCCGEEEIIIYQQQqoAvgQihBBCCCGEEEIIqQJG9VtXW1IgZTCJ1fi5XHHajhBHMZ/4+mmxDLG13Px4sey5lIvIT+4HQ9z5FAr4qVYyufmfVUqk7CfYY79SOqzFz9YcseRsHK3LX4NYfiprn9NIyt3kp6K+FctqlGdbEBqDIDKfEv51/FzI83O47fj77yyl5flG4hokxbeivdYy8LUZlIoVQ9nGTKn/8c8/YJnEd/0psdz83x68o5Sub8TPfHN9YqlfUcbQWooxyuPnqs+9iHUxrcnk77wrVnpnJ/52/Ez8PPfca41048wv7gt5+KH61kfKP0NL6uKLa+i5GK/rxSUk85YMUYvljCcm8FPTxCqUFtpMvfSa2DLa97eUq3Z3o/5iw4YNFbdtaMBloWVfd+qpp5bSixejpGvmTJTUyv7LlqXNno1ym64f4BK0a848vZR2c+LzVh+XEA89lK/mc+Y4YTC0z12HQsKp/PeRhCM/0UXyk7Bf2bXOSJNe6UZZnYqRW2ghBU0k4qUMdhyJT+QfeA3bZzG0zk8PMBa5eE2eXrW+lD7k0iWQlxFyJyXli1YZ5efk2sX7ICqa87/1c1inJ13xd4i7u7AdHX7Ex0vplesr34vDQVtOLG+cNCc6sQ7zEimsL1fHSA011qVsogk7WyyrK9vKuedfAnFYNH3dN776BchrqmuE+FNfM/KSiRMnQd4f77kP4pcWvAmxzpnjCCWcckR7v+HW30O8bI1pd31FbLO+WE4+EZq2JCXUsi5CuUS8VXfZgtQovj2wZU9S4iSXiLflYbZ0Su5HKaWWL18emz8SyOs3ffr02Py4vG1R/iXxz0fJtXvu/0KsY2RMZZ30IBBqVeUXxDOCa6TDrth4+ww+x/h95h5OpnEOXHCErF/ItpK+6WNdYUfgqPjnFnscjaQsOk7+VSYxxXE/OQnvs8Azcz5vBB/L/RDvX9caY0KxVHtCzHmDAPPt4anWw/758v/CufQXbjZ15wqZWVGUKRDzvqJlFZMW7aZQFBLihIm1eHaKikKOnMT5cm1k5hSReIZ7di3ON5w05vdYdbHyFCzTHfeK9mvVs182XcK6KAoLi8gzzzPZ4tDuVX4JRAghhBBCCCGEEFIF8CUQIYQQQgghhBBCSBXAl0CEEEIIIYQQQgghVcCoegLF+e/IpbHHrV4E8YZJc0rpKBH/LstW1bVNn1txO6WUahWeQYMh7ny2xAOobZooc4wMeyAPoJzlZzFt6aKYLeP13iO5RLzU3iYdoyGtqcV20tmFGv6aCJt4Nml+W2jC85syA3W6zgsvltIP/Rf6JOw1ZQbE7Qm8vqG1Hma/8BVwxBKW+bzRy2px/fqEt0dNPWqLC5bPi9PcAnn9Qku78LUFEO+0996ldGcnes0UUPKqChPMcV9+GT02dtkZPWGWiXtoXLO5LxatwiVod1fDS28WNbSFvKnPLiHA3ZDF9tCRRw10Lm/2lfHwt5P+foeqRKCFr9OClyGe/9g/IW574/VSukb8dqrwzMlZ17+nC31fupLC00is0erZfZLQ1S8VniLKQc0zIJb6diuvYl9G7zU/xTJ943SIA2vfofSXGSUCUYyE0KU74m8rV5367lL6sNMfhDw3KbwPLD18Iovtr9aJ998IrL5CC2+Zrj7hp2TvS3pohNKDrQfigy/tsg6KY15WaNZVKMtsYtdHD6tA+Pytu3KvUvqky3BJ8KKH48+atashXvSmGduG7moxNBzh3VOwxqD1fXg/T0nJsQ3Hhpy1LHogpmtF4clgL+cciOtf9KV/A9ZKbY2pzwuvwLpe+PyfIU5Zy6YXi9iu9tpjJ4inTccx1Ws2Pf7c3faGvITo65a3o2eDa3k2dObwuFqMqa617K4SyyBHAdaNL25oe2nkpDQu2gZYvRrvFdu/RC4nL5GeQTZyvvjkk09CHLfvFStWQHzQQQdVLONgkfuuNia96xCI9QPvxQ1ihpUtcXySd44u+xfLr0XkSMvXibNMv7FPK3pa3fvHuyGWfn5g4Sf2O5Dlkd3syp4yB1Vv2Lc1yGXsRwlXjFW+NSd2xFiUL6JnnxJLyNvzwISogVe/8TuIL7/0M6X0l2/E/aYzOLbn81jzcyabcWC1uLeLop9IWP6auUInljeJ84+WEOc53UXzTBQF+AwXtu4AcV0e595/Pdn0kzce+gPIaxLvNnyrERZFHxpKTyAxvfItL7/QG1qb4pdAhBBCCCGEEEIIIVUAXwIRQgghhBBCCCGEVAF8CUQIIYQQQgghhBBSBYyqJ9CWMG7NG6V05KMeb8PseUPeb5xnUCgEeeMXPYcb1DZW/G1Ooe6xd/oeEDuR0fNFUoe+BcLchqWvQNzqDN2baLQQEl8VWRr/XAG1tnX1eH4JjbrPCS1zrTzUea5Y9AbENWdeVErvMRH17L29aJojbEFUY6NpC4HwHMgV0avFblee8LfKuOgLEvl4oELB/Hb5OtT612TQr2PGVPQxcuuNtnbudqhx3S54DOKZs5tL6e23w7r4+yOvQtw6Du+T7Waaff/mbvQlOuq/1bDSW8CyhJZHyYpObCtdAXaHuUDceJaPSj7XBVkTn3ocYm21LanUfeP6n0HcIHxV6l1slza+aDteZH7r1eK9EIaiLQlvDDBLEeeu5U0X4nFtHLFtKHysQFoeYG1kCujt0ToBvYdWr7P6dm8k/2YRVQwjkVcUN39K6P0bJ29XSp9yEPppXfIP9ARSnrn2ReGh0FiLdRPn2SbZ0CH6K/gt7idy5LkHIrYrQ/ipRJV9HyRBsh/i4qXYB535G+OV1dqCfdeq5djnbL/dTIjTdaau/nz1GZD3nQ/dWbFMWwOnrJ2aOikIr601nXhfjavHvqDP8jTLir7fEe0u7ppqhX1dUnRKxcD477jitwkt+g3Lb6jM/0u0/UIBr3E6ZfkJBej544eyf8JyOJbnhCv8KqS3R6rGeKe1rV0Fec8/j/O2UHgEvWP/fUvpusYGta1jt5tVq7CuggDv/enTp1f8rfTtOeCAA7ZWEQF5nOXLl0Ms/USrnaQWc/4tMfoZBOU9/+aP3/IK/vqX15XSq5ctgTxPjIOD8e4ZsC62Ul0ly85obNAhvOIc39zvrvR6FD5zrvA5cq3rkIzEPE9su/i0m0rp2lnot9qucP7bmMByvGl5ZtYKH94mF4+TS5gxxRHPgklxPpmEGE8zxge1O4vjdI18NAjxfG/+1Kml9DwH3wukRXuNrHKEYs4n3wV4KeEL6Jv5cyQ89TYXfglECCGEEEIIIYQQUgXwJRAhhBBCCCGEEEJIFfC2lYPZaA8/k5fLvPfN3rGUzvpDX/LTSWB1bdh53wpbDoz8lD/SW2cp0i1Z4n6sosWnhBMnGAlFxmmFvFQCP98e35wSsclvewGX6m5tHQ9xV7uRbiTEJ8b1aVyqPZHG49hyMbnEvYxbWsaV0lEB20EqiW1u8URcPvE3+Y5S+rl1KLUajwoJ9fhT+Lnj/hPNZ9RvLESZSjaHx9l9FyMH+7/bUXbm1uHnmgfusxfEfSsXl9JL1gn5yzDTlcXrtiJrPh/Ni299HaFt8Bxsd37RfFa9X9NaPI44LkikIvxkVS51HsXIv8oQ+7JxPZEndpsX0sJUYNqolHQ5GrctQ1cus9yXXeZA1LFcFnzlinUQh2nTt4/kYOWJc7AlCKHQnkj5jC8kUdqSrnziK2dD3o673QvxdXfOL6Wf754EeUf85AUsk5De6IQlKZ62PeQ5QkKBv5Xr5Er5l/j22ZaIhFK6LNfgrYMwafVXS6/dFfKOOfMmiCfONDK6iZPHQZ6zBj/tfviRv0L8yg+/XkqnM7jtcFMrGmouZ6TgnrhHQzEf6ejA+8pJmj6nRqo6hOzMs5Zud8VlqEljHQSiPRTyVh8eieVw5TW2fyfuhUAsW++ItlWbMuNKgyiTEhKCoEySac4vFH+/LIrjdlsyukT9RMjb76D3QRwKuaNvyezau8WavFWGlFZJuVgcUkpmjwty/iu3paSL2ISWNN9L49y0bMwhm00k5WDWLMsTzymuI+bLonv2rHmOI5c2D/H+rg3MNTy+8zeQ98DOH4D4xeW4L8/SYjliPuxJyZpjxhjXxW0bxZLwbhc+Ax249+6l9GMr8bfNEf727GmLIG5/2Mx7UkmsKE+Mp17C1EXBR9mZVHjJubVr24fI9eM3E34JRAghhBBCCCGEEFIF8CUQIYQQQgghhBBCSBXAl0CEEEIIIYQQQgghVcCoegLZOmCpAe7pQc1dff3QvURSC80y6TXiOBumiSXhnaHrS+0VmeUq76HQKjplS+lWpphEYWDzK7g8btrSyOZyuYp5gyVuXwWxtHMyOXxLz09sxuWBE9rWW+L1TCXRy6Qzj9dz7ZLOUvrUqeibIZdAzHnGPyghTBYWr34e4gN2xFtp5RJzfXNRO+S9+/AJEM+bc5wJdDfkff4rP4S4qUV4SkTmOkzfHvc7txWvfaKmA2Kn1lzfXXbCc1/fgd5KK1abpX51EsvYu74J4uUrcDlqpYyfx9zJ0j1neOkQ17/Ht3wlYrwuNoLXNG01tX/l0PfooO+fBnHkGM8oN4MeG4l+0dflsb4S1n3mOtie82Jp5DWrjTdRMo/366sLXoL438+hB1bNVOPJMmfvj0Je03j0YEnVoe9avt/onJsUtofAwfN1rWLVib6sIP4OEQl9v20h9P/bu9cYK8o7juMzc267C7q4KCAVsmJRV6sINVBFTY3U1NiKIH1Ro9ZoSUt6S7WxJjamptQX1lSbtKkNfaHWqtWK1tZLtVpBTVFBqr0IXpACymVRcG9nzzlzZvqq8zy/P9kVCLtU5/t5Nc8+5zJnzswzc2bn/5tqOHo5EaHJCfHnys5jYurdTXSc5JfYpKUZnzlf2kunufVq17qHpO+Ku3SM7a9ohllb4saC77TeK3039n9Z39gv6Lf31za186fUnpb2m8Gnsum4oY8drOiyuX+R3iK86mU73Lpc92OvrX5G2sfPODmbvvPH35a+U8++QNqTJn1C2snMM7Lp/h4df0daqWKyt7xMIjvm7BmppMuv4q1MlYoua5u34xuo6ljQY27Hbm+z3VZx89ifaraAuYN6kHizmMR6HBCV7P5Jt9kO75brh47R5RSGNkvM5A15zdhkWdioR3+52mXcbJrt1+RKxN4TksKByWrMo33J9SEDCHvL/vbYYxgkImivlUwmYzH1+3SbNA/dc7z2voiCudV5e2p+hyZufxR362Pn73pK2kt/ovv6S5e5+WrW9PhioKy/Wwre+8ZFXVEGAs2TLRX1uds2dWfTK6/R36DXXXSTtN+pHCbtirdsypHZb5uxzt/fFEJz8Gj3vea4VHZP0YfkeA6BK4EAAAAAAABygJNAAAAAAAAAOcBJIAAAAAAAgBwY1UygBx96XNp++XutNjoZM7aWvPiLn+/3ayWmjLnvrruz6bSvX/palnxN2hVbxL4P6g8/oa/d6paViac4oPxlVyzqqrPgws+P2PuWDzH5JF6JZaGgtaZ1UyDcGDB5LF7GQt+ArnOpLSYO3WvtHtDvc+cuzVhITJ3nybPdd/L2Fl2XN779rrRPPNp9aYMDmoVlIo6CWl3nsexlMAz26jz+5a8bpD2jS7N7xhQnZ9MrX9LcjOO69POsX7c5mz5yitbSjp2uWUPP/k3n4+JFs7Lpx/+xOxhNvWm7+Ustm4pC/V78fKUgCIIo0nPkda92Nwqq0reqMUNfyw/SqOqY82GK/jpr8ipqpiY4qbjv8MhgvfTN69KclHlnnSbt5wbdPNusEt1qgqBRNX/wVsNqoMuxLTC15Ie4B6epLtOmyaOx89GM3edNo1HMBAqHzlspmnr35tAPDYIgCDZt/E82vX7zRumb0XWKtB99YFk2veLxW6XvnImd0p57+iXSPnzCtGz6+VU6TkRl/QITv0Y/Hf4DbN+l39msLvd93/sVzSF74pnV0r7jsW36vg2XH7V9zWPSt+hq3Re/+uKqbPrMi74lffXendJ+8nat0V+42GV0rVnxZDCaqnVdnqmXsZOY/VPBZBCWzDq+e8DbzwyYjD4TPlUpD304VzL764IZ25LYzVdbSfe3RZuT9zX5+QAAB89JREFU6G3Did1+7fGH+TfjoWNdVlprxeSBmfyguKnbmR9jVTQ5C4kZg/xxZM8cJjvmmLY3uPm5lSOtY/z0D38QPpLef++Ngz0LHxvhwY2y/ZjRMbhYcu3UHGsGNpPRZMf543dqAoQKJlO14mV1huZ3V6Our/vgd++R9i2Lz82mp8ycIn2vbNF5vv5R91tkVtcs6Tt76mvSPvc4zb3s2e3m4/IFN0hfZ02XRTUwOXre78Huhu5fwqauv94iD+qxHnmnZpmn5rg0Tvz33bffGf/DlUAAAAAAAAA5wEkgAAAAAACAHOAkEAAAAAAAQA6ManHl0qU/k3bYdPVuD/zhNumbOvVIadva7Dlz5g/5PmtWa9bAiy+8nE0v+cZ10lcum9yP+v5n9Qzrh7eMzOv+nxjJTKAZJx4l7Suu+n423TVRM4HOPW+xtG1da73ucl8aJpcpTk3WR93lx+zue1v6yoFmEqxZZXJRxrmMnc5OrdVcs1pzas4/x6vDNdkGccOep9XXKhRdf0+vZtocNVmXzfr1url/8tjXs+nT5k6Uvj8/oZ+384jDsump0zukr944QtqzZ2sm0LPPr8umt249JBhNXe2ao7G5z405u5pai1yvmxwyG5Xirx+hqb9Nddn6kRtJMvwwWzS11VHkgqDqoRmPTJn20d1urNu1/A7pW2vmf4zJ0ZjszePGK+7TefKyk4IgCOJh/l0QN3V9rhU0f6bFy/6oNbTmuWqD1UzN82DBff7W0YvnCArDZAKZqJKg0dcn7bigC+ut11/Jpu/51dXS90BZ18HNb7r8oK5pul31VN+T9rJluj8dE7Rm0++81yN901vvl/aXLnN5Qp87+3Tp27RJs6UGJmuGWe/Rc7Lp8y6/Vvo+e8HF0g573pH2Bzu3Z9Pjj5ktfeue+q20D594XDa9fcdW6Zt75lxpj5uo+UnLb3bL+YSzzg9Gk93a/f1KuazbYNzQlbrfHOc0Gu65YajrStXmG9bcc4s23q6q22S6Rw6U2w4roc3qGXpbsHk7dh5t3k6Pl/dQMvur0OQhRea1Im++7PsEwdDHbXb+E/O/TzOLQei9T7FwMPNH3Gf86c2aSXHNtdpuNGwehPtQX/jiPOl55E9PH5jZ+4hY8vXLs+nu97ulb86pc6R9w49uzKZ/c+cy6Vt44WXSfujhO6W9+KtuzNnRvWO/5hX7wQ4F2Gs1M37HNX9/Y/KCouHzG9PUHdulg+axJhMo9g6Q7fhbMRl0kwL9HfPP29z4tS5Q7WbHd1PL2Gy6dcvz0tc0OcSvNof+rXjl2KnSN9iizy2Y/YRm0uk8ppGO1WHZz2c0B7k2u88efHrfUWzfaC9xJRAAAAAAAEAOcBIIAAAAAAAgBw7qvfbSgrv0aeHCxcM8ct98+tTz9vqxI1b+hQNm7Vq91fkPlnwzm24xl/9VB7U0o2guMfcvT2/U7aV3el3i1m2uDGJap5a89H5gLsVP9ZLFY9o6s+lKReepv2dA58m/DNHMb7lV260tWk7QMc61wza9/fpJJ+itflet0XKSN95y73vEhC3SN/OEydJuNt1n2LBRbyc/eVKbtMd3mHa7K7N66eUPgtF0aLsur2Nb3ZD39+1amhQXhr/cNYq84dJcKhuYW5/7z40Kw48xxdC+r3+LeP3+p1S1vGbn8ruz6TZzO8lnOvWW8PM2rpJ2nLht56ziSul7LtDn2v8W+J+vbsqfxpjbUSdN11825U/+LeCDIAhq5truOHSlcf1Ne+P6EWQuUfY/77tvaLlUzZQYdEzQ26Y/eIcrQa4U9POOba1Ie/sO/xatOm7MOk3HmG2vaNnl8VNcSWcp0jFmzHgtw9zw+tpsemWi40ZoSqQnTNSxYMOb7vPPOeNM6Ttp1kxpl8zn3fmuG1PHdeiYeuJsLc349wq3Tj77wh+l718rfiftefMvkfZnF12ZTT96/6+D0dRIbS2W2x4SU4LaMOOGvdo79VbEpnndxJQA+ZfcRyUdCyr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      "text/plain": [
       "<Figure size 1440x1440 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 20))\n",
    "for i, prediction in enumerate(predictions):\n",
    "    \n",
    "    fig.add_subplot(1, 8, i+1)\n",
    "    plt.axis('off')\n",
    "    plt.imshow(prediction['features'])\n",
    "    plt.title(prediction['class_ids'], loc=\"left\")\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = classifier.predict(input_fn= lambda : predict_external_input_fn(test_external_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def take_n_largest(array_elem, n):\n",
    "    return heapq.nlargest(n, range(len(array_elem)), array_elem.take)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from /models/paper_densenet_normalized_augmented/model.ckpt-55937\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x6480 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 90))\n",
    "plt_count = 1\n",
    "\n",
    "for i, prediction in enumerate(predictions):\n",
    "    labels = take_n_largest(prediction[\"probabilities\"], 5)\n",
    "    title = \"Class: {}  Pred: {}\".format(prediction['class_ids'], np.max(prediction['probabilities']))\n",
    "    plt.subplot(8, 2, plt_count)\n",
    "    plt.title(title)\n",
    "    plt.imshow(prediction[\"features\"])\n",
    "    \n",
    "    ax = plt.subplot(8, 2, plt_count + 1)\n",
    "    plt.title(\"Probability distribution\")\n",
    "    \n",
    "    labels = take_n_largest(prediction[\"probabilities\"], 5)\n",
    "    plt.bar(range(len(labels)), prediction[\"probabilities\"][labels])\n",
    "    ax.set_xticklabels([0] + labels, rotation=45)\n",
    "    \n",
    "    plt_count += 2\n",
    "    \n",
    "plt.savefig(\"/code/resources/results.png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}