{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "executionInfo": {
     "elapsed": 2450,
     "status": "ok",
     "timestamp": 1615991459232,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "TGIxH9Tmt5zp"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tensorflow as tf\n",
    "import tensorflow.keras.optimizers as tf_optim\n",
    "tf.get_logger().setLevel('ERROR')\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import seaborn as sns\n",
    "import random\n",
    "import pickle\n",
    "import json\n",
    "import math\n",
    "import datetime\n",
    "import os\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "fig_dpi = 70"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fksHv5rXACEX"
   },
   "source": [
    "# Neural Network Training\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "l4zqVWyRAM0Z"
   },
   "source": [
    "## Load Dataset\n",
    "\n",
    "Read CSVs dumped from MatLab and parse into Pandas DataFrames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 331
    },
    "executionInfo": {
     "elapsed": 2441,
     "status": "ok",
     "timestamp": 1615991459234,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "Hj5l_tdZuYh7",
    "outputId": "fbfa9406-f662-4ebc-8ba2-67950714627c"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Clump thickness</th>\n",
       "      <th>Uniformity of cell size</th>\n",
       "      <th>Uniformity of cell shape</th>\n",
       "      <th>Marginal adhesion</th>\n",
       "      <th>Single epithelial cell size</th>\n",
       "      <th>Bare nuclei</th>\n",
       "      <th>Bland chomatin</th>\n",
       "      <th>Normal nucleoli</th>\n",
       "      <th>Mitoses</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.441774</td>\n",
       "      <td>0.313448</td>\n",
       "      <td>0.320744</td>\n",
       "      <td>0.280687</td>\n",
       "      <td>0.321602</td>\n",
       "      <td>0.354363</td>\n",
       "      <td>0.343777</td>\n",
       "      <td>0.286695</td>\n",
       "      <td>0.158941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.281574</td>\n",
       "      <td>0.305146</td>\n",
       "      <td>0.297191</td>\n",
       "      <td>0.285538</td>\n",
       "      <td>0.221430</td>\n",
       "      <td>0.360186</td>\n",
       "      <td>0.243836</td>\n",
       "      <td>0.305363</td>\n",
       "      <td>0.171508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Clump thickness  Uniformity of cell size  Uniformity of cell shape  \\\n",
       "count       699.000000               699.000000                699.000000   \n",
       "mean          0.441774                 0.313448                  0.320744   \n",
       "std           0.281574                 0.305146                  0.297191   \n",
       "min           0.100000                 0.100000                  0.100000   \n",
       "25%           0.200000                 0.100000                  0.100000   \n",
       "50%           0.400000                 0.100000                  0.100000   \n",
       "75%           0.600000                 0.500000                  0.500000   \n",
       "max           1.000000                 1.000000                  1.000000   \n",
       "\n",
       "       Marginal adhesion  Single epithelial cell size  Bare nuclei  \\\n",
       "count         699.000000                   699.000000   699.000000   \n",
       "mean            0.280687                     0.321602     0.354363   \n",
       "std             0.285538                     0.221430     0.360186   \n",
       "min             0.100000                     0.100000     0.100000   \n",
       "25%             0.100000                     0.200000     0.100000   \n",
       "50%             0.100000                     0.200000     0.100000   \n",
       "75%             0.400000                     0.400000     0.500000   \n",
       "max             1.000000                     1.000000     1.000000   \n",
       "\n",
       "       Bland chomatin  Normal nucleoli     Mitoses  \n",
       "count      699.000000       699.000000  699.000000  \n",
       "mean         0.343777         0.286695    0.158941  \n",
       "std          0.243836         0.305363    0.171508  \n",
       "min          0.100000         0.100000    0.100000  \n",
       "25%          0.200000         0.100000    0.100000  \n",
       "50%          0.300000         0.100000    0.100000  \n",
       "75%          0.500000         0.400000    0.100000  \n",
       "max          1.000000         1.000000    1.000000  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('features.csv', header=None).T\n",
    "data.columns = ['Clump thickness', 'Uniformity of cell size', 'Uniformity of cell shape', 'Marginal adhesion', 'Single epithelial cell size', 'Bare nuclei', 'Bland chomatin', 'Normal nucleoli', 'Mitoses']\n",
    "labels = pd.read_csv('targets.csv', header=None).T\n",
    "labels.columns = ['Benign', 'Malignant']\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "executionInfo": {
     "elapsed": 2436,
     "status": "ok",
     "timestamp": 1615991459236,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "qc1Mku6h041u",
    "outputId": "94e38c34-0419-4a02-ac8c-17bbc83f777b"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Benign</th>\n",
       "      <th>Malignant</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Benign  Malignant\n",
       "0       1          0\n",
       "1       1          0\n",
       "2       1          0\n",
       "3       0          1\n",
       "4       1          0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "h9QsJjWEMbLu"
   },
   "source": [
    "### Explore Dataset\n",
    "\n",
    "The classes are uneven in their occurences, stratify when splitting later on"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 2430,
     "status": "ok",
     "timestamp": 1615991459237,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "rjjiSYAZMa4k",
    "outputId": "ae0c3772-00be-4f2b-80d2-9cd62a6b6e08"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Benign       458\n",
       "Malignant    241\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels.astype(bool).sum(axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "E9lVYI14AUMf"
   },
   "source": [
    "## Split Dataset\n",
    "\n",
    "Using a 50/50 split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "executionInfo": {
     "elapsed": 2604,
     "status": "ok",
     "timestamp": 1615991459418,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "L83Ae5l9wM35"
   },
   "outputs": [],
   "source": [
    "data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5\n",
    "#                                                                     , stratify=labels\n",
    "                                                                   )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Qf2U199fNjmJ"
   },
   "source": [
    "## Generate & Retrieve Model\n",
    "\n",
    "Get a shallow model with a single hidden layer of varying nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "executionInfo": {
     "elapsed": 2598,
     "status": "ok",
     "timestamp": 1615991459419,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "SgoQ-NjWB0T5"
   },
   "outputs": [],
   "source": [
    "def get_model(hidden_nodes=9, activation=lambda: 'sigmoid', weight_init=lambda: 'glorot_uniform'):\n",
    "    layers = [tf.keras.layers.InputLayer(input_shape=(9,), name='Input'), \n",
    "              tf.keras.layers.Dense(hidden_nodes, activation=activation(), kernel_initializer=weight_init(), name='Hidden'), \n",
    "              tf.keras.layers.Dense(2, activation='softmax', kernel_initializer=weight_init(), name='Output')]\n",
    "\n",
    "    model = tf.keras.models.Sequential(layers)\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get a Keras Tensorboard callback for dumping data for later analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tensorboard_callback(path='tensorboard-logs', prefix=''):\n",
    "    return tf.keras.callbacks.TensorBoard(\n",
    "        log_dir=os.path.normpath(os.path.join(path, prefix + datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))), histogram_freq=1\n",
    "    ) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QT5B9PTUN3pj"
   },
   "source": [
    "# Example Training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mQGAUtIPAd6e"
   },
   "source": [
    "## Define Model\n",
    "\n",
    "Variable number of hidden nodes. All using 9D outputs except the last layer which is 2D for binary classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 7889,
     "status": "ok",
     "timestamp": 1615991464716,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "fYA34P0Vu_pX",
    "outputId": "aded18b8-aa7f-4362-a614-837c8a0f526f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_2 (Dense)              (None, 9)                 90        \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 2)                 20        \n",
      "=================================================================\n",
      "Total params: 110\n",
      "Trainable params: 110\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = get_model(9)\n",
    "model.compile('sgd', loss='categorical_crossentropy', metrics=['accuracy'])\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KZSwFe-AAs1y"
   },
   "source": [
    "## Train Model\n",
    "\n",
    "Example 10 epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 11304,
     "status": "ok",
     "timestamp": 1615991468137,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "s8U9Atu3zelS",
    "outputId": "8439e8d2-7a5d-495f-a192-a34f01e95bfa"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "11/11 [==============================] - 1s 2ms/step - loss: 0.6257 - accuracy: 0.6607\n",
      "Epoch 2/5\n",
      "11/11 [==============================] - 0s 3ms/step - loss: 0.6226 - accuracy: 0.6651\n",
      "Epoch 3/5\n",
      "11/11 [==============================] - 0s 2ms/step - loss: 0.6326 - accuracy: 0.6424\n",
      "Epoch 4/5\n",
      "11/11 [==============================] - 0s 3ms/step - loss: 0.6158 - accuracy: 0.6696\n",
      "Epoch 5/5\n",
      "11/11 [==============================] - 0s 2ms/step - loss: 0.6228 - accuracy: 0.6534\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x2cd249f3400>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(data_train.to_numpy(), labels_train.to_numpy(), epochs=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 11294,
     "status": "ok",
     "timestamp": 1615991468137,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "VnUEJdXovzi-",
    "outputId": "02075086-352c-4a23-fac5-ad54d11e0e35"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['loss', 'accuracy']"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.metrics_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 11285,
     "status": "ok",
     "timestamp": 1615991468138,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "r0vxP3Ah42ib",
    "outputId": "061113ba-52db-4fbe-c7f9-b5d3d85438ed"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(), dtype=float32, numpy=0.6561605>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.metrics[1].result()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "z7bn8pKTAynt",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "# Experiment 1\n",
    "\n",
    "The below function runs an iteration of layer/epoch investigations.\n",
    "Returns the amount of layers/epochs used as well as the results and the model.\n",
    "\n",
    "Using cancer dataset (as in E2) and 'trainscg' or an optimiser of your choice, vary nodes and epochs (that is using early stopping for epochs) over suitable range, to find optimal choice in terms of classification test error rate of node/epochs for 50/50% random train/test split (no validation set). It is suggested that you initially try epochs = [ 1 2 4 8 16 32 64], nodes = [2 8 32], so there would be 21 node/epoch combinations. \n",
    "\n",
    "(Hint1: from the 'advanced script' in E2, nodes can be changed to xx, with hiddenLayerSize = xx; and epochs changed to xx by addingnet. trainParam.epochs = xx; placed afternet = patternnet(hiddenLayerSize, trainFcn); --see 'trainscg' help documentation for changing epochs). \n",
    "\n",
    "Repeat each of the 21 node/epoch combinations at least thirty times, with different 50/50 split and take average and report classification error rate and standard deviation (std). Graph classification train and test error rate and std as node-epoch changes, that is plot error rate vs epochs for different number of nodes. Report the optimal value for test error rate and associated node/epoch values. \n",
    "\n",
    "(Hint2: as epochs increases you can expect the test error rate to reach a minimum and then start increasing, you may need to set the stopping criteria to achieve the desired number of epochs - Hint 3: to find classification error rates for train and test set, you need to check the code from E2, to determine how you may obtain the train and test set patterns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "executionInfo": {
     "elapsed": 11274,
     "status": "ok",
     "timestamp": 1615991468138,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "mYWhCSW4A57V",
    "tags": [
     "exp1",
     "exp-func"
    ]
   },
   "outputs": [],
   "source": [
    "# hidden_nodes = [2, 8, 16, 24, 32]\n",
    "# epochs = [1, 2, 4, 8, 16, 32, 64, 100, 150, 200]\n",
    "hidden_nodes = [2, 8, 16]\n",
    "epochs = [1, 2, 4, 8]\n",
    "\n",
    "def evaluate_parameters(hidden_nodes=hidden_nodes, \n",
    "                        epochs=epochs, \n",
    "                        batch_size=128,\n",
    "                        optimizer=lambda: 'sgd',\n",
    "                        weight_init=lambda: 'glorot_uniform',\n",
    "                        loss=lambda: 'categorical_crossentropy',\n",
    "                        metrics=['accuracy'],\n",
    "                        callbacks=None,\n",
    "                        validation_split=None,\n",
    "\n",
    "                        verbose=0,\n",
    "                        print_params=True,\n",
    "                        return_model=True,\n",
    "                        run_eagerly=False,\n",
    "                        tboard=True,\n",
    "                        \n",
    "                        dtrain=data_train,\n",
    "                        dtest=data_test,\n",
    "                        ltrain=labels_train,\n",
    "                        ltest=labels_test):\n",
    "    for idx1, hn in enumerate(hidden_nodes):\n",
    "        for idx2, e in enumerate(epochs):\n",
    "            if print_params:\n",
    "                print(f\"Nodes: {hn}, Epochs: {e}\")\n",
    "\n",
    "            model = get_model(hn, weight_init=weight_init)\n",
    "            model.compile(\n",
    "                optimizer=optimizer(),\n",
    "                loss=loss(),\n",
    "                metrics=metrics,\n",
    "                run_eagerly=run_eagerly\n",
    "                )\n",
    "            \n",
    "            if tboard:\n",
    "                if callbacks is not None:\n",
    "                    cb = [i() for i in callbacks] + [tensorboard_callback(prefix=f'exp1-{hn}-{e}-')]\n",
    "                else:\n",
    "                    cb = [tensorboard_callback(prefix=f'exp1-{hn}-{e}-')]\n",
    "            \n",
    "            response = {\"nodes\": hn, \n",
    "                        \"epochs\": e,\n",
    "                        ##############\n",
    "                        ##   TRAIN\n",
    "                        ##############\n",
    "                        \"history\": model.fit(dtrain.to_numpy(), \n",
    "                                             ltrain.to_numpy(), \n",
    "                                             epochs=e, \n",
    "                                             verbose=verbose,\n",
    "                                             \n",
    "                                             callbacks=cb,\n",
    "                                             validation_split=validation_split).history,\n",
    "                        ##############\n",
    "                        ##   TEST\n",
    "                        ##############\n",
    "                        \"results\": model.evaluate(dtest.to_numpy(), \n",
    "                                                 ltest.to_numpy(),\n",
    "                                                 callbacks=cb,\n",
    "                                                 batch_size=batch_size, \n",
    "                                                 verbose=verbose),\n",
    "                        \"optimizer\": model.optimizer.get_config(),\n",
    "                        \"loss\": model.loss,\n",
    "                        \"model_config\": json.loads(model.to_json())\n",
    "                       }\n",
    "\n",
    "            if return_model:\n",
    "                response[\"model\"] = model\n",
    "\n",
    "            yield response"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "r-63V9qb-i4w",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "## Single Iteration\n",
    "Run a single iteration of epoch/layer investigations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 313592,
     "status": "ok",
     "timestamp": 1615991770468,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "ZmGFkE9y8E4H",
    "outputId": "243fb136-bc07-4438-afb7-f2d21758168d",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nodes: 2, Epochs: 1\n",
      "Nodes: 2, Epochs: 2\n",
      "Nodes: 2, Epochs: 4\n",
      "Nodes: 2, Epochs: 8\n",
      "Nodes: 8, Epochs: 1\n",
      "Nodes: 8, Epochs: 2\n",
      "Nodes: 8, Epochs: 4\n",
      "Nodes: 8, Epochs: 8\n",
      "Nodes: 16, Epochs: 1\n",
      "Nodes: 16, Epochs: 2\n",
      "Nodes: 16, Epochs: 4\n",
      "Nodes: 16, Epochs: 8\n"
     ]
    }
   ],
   "source": [
    "# es = tf.keras.callbacks.EarlyStopping(monitor='val_loss', mode='min', patience = 5)\n",
    "single_results = list(evaluate_parameters(return_model=False, validation_split=0.2\n",
    "                                          , optimizer = lambda: tf.keras.optimizers.SGD(learning_rate=0.5, momentum=0.5)\n",
    "#                                           , callbacks=[es]\n",
    "                                         ))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mdWK3-M6SK8_",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Train/Test Curves\n",
    "\n",
    "For a single test from the set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 517
    },
    "executionInfo": {
     "elapsed": 314527,
     "status": "ok",
     "timestamp": 1615991771417,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "F9Xre1o6SesD",
    "outputId": "d6b817aa-58cd-4510-807f-e5e6bcf62f18",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nodes: 2, Epochs: 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1050x490 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "single_result = random.choice([i for i in single_results if i[\"epochs\"] > 1])\n",
    "single_history = single_result[\"history\"]\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(15,7))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "################\n",
    "##    LOSS\n",
    "################\n",
    "ax = axes[0]\n",
    "ax.set_title(\"Training vs Validation Loss\")\n",
    "ax.plot(single_history['loss'], label=\"train\", lw=2)\n",
    "ax.plot(single_history['val_loss'], label=\"validation\", lw=2, c=(1,0,0))\n",
    "ax.set_xlabel(\"Epochs\")\n",
    "ax.grid()\n",
    "ax.legend()\n",
    "\n",
    "################\n",
    "##  ACCURACY\n",
    "################\n",
    "ax = axes[1]\n",
    "ax.set_title(\"Training vs Validation Accuracy\")\n",
    "ax.plot(single_history['accuracy'], label=\"train\", lw=2)\n",
    "ax.plot(single_history['val_accuracy'], label=\"validation\", lw=2, c=(1,0,0))\n",
    "ax.set_xlabel(\"Epochs\")\n",
    "# ax.set_ylim(0, 1)\n",
    "ax.grid()\n",
    "ax.legend()\n",
    "\n",
    "print(f\"Nodes: {single_result['nodes']}, Epochs: {single_result['epochs']}\")\n",
    "# plt.tight_layout()\n",
    "# plt.savefig('fig.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0IQ7HfJCSDud",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Accuracy Surface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 705
    },
    "executionInfo": {
     "elapsed": 315450,
     "status": "ok",
     "timestamp": 1615991772345,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "X3MWHLxJElbc",
    "outputId": "134671d0-bfd3-4ee6-aa02-1a2a5b23f3ca",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x350 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, Y = np.meshgrid(epochs, hidden_nodes)\n",
    "\n",
    "shaped_result = np.reshape([r[\"results\"][1] for r in single_results], \n",
    "                           (len(hidden_nodes), len(epochs)))\n",
    "\n",
    "fig = plt.figure(figsize=(8, 5))\n",
    "fig.set_dpi(fig_dpi)\n",
    "ax = plt.axes(projection='3d')\n",
    "\n",
    "surf = ax.plot_surface(X, Y, shaped_result, cmap='viridis')\n",
    "ax.set_title('Model test accuracy over different training periods with different numbers of nodes')\n",
    "ax.set_xlabel('Epochs')\n",
    "ax.set_ylabel('Hidden Nodes')\n",
    "ax.set_zlabel('Accuracy')\n",
    "ax.view_init(30, -110)\n",
    "# ax.set_zlim([0, 1])\n",
    "fig.colorbar(surf, shrink=0.3, aspect=6)\n",
    "\n",
    "plt.tight_layout()\n",
    "# plt.savefig('fig.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "C793_RHvSGai",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Error Rate Curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 668
    },
    "executionInfo": {
     "elapsed": 316211,
     "status": "ok",
     "timestamp": 1615991773109,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "tpClZMptrq-q",
    "outputId": "f9fe93f9-7b67-4772-83e4-9e3567fd9318",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x350 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "for layer in hidden_nodes:\n",
    "    plt.plot(epochs, \n",
    "             1 - np.array([i[\"results\"][1] \n",
    "                  for i in single_results \n",
    "                  if i[\"nodes\"] == layer]), \n",
    "             label=f'{layer} Nodes')\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.title(\"Test error rates for a single iteration of different epochs and hidden node training\")\n",
    "plt.xlabel(\"Epochs\")\n",
    "plt.ylabel(\"Error Rate\")\n",
    "plt.ylim(0)\n",
    "\n",
    "# plt.savefig('fig.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7mJaKjlCxEkt",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "## Multiple Iterations\n",
    "\n",
    "Run multiple iterations of the epoch/layer investigations and average\n",
    "\n",
    "### CSV Results\n",
    "\n",
    "| test | learning rate | momentum | batch size | hidden nodes | epochs |\n",
    "| --- | --- | --- | --- | --- | --- |\n",
    "|1|0.01|0|128|2, 8, 12, 16, 24, 32, 64, 128, 256|1, 2, 4, 8, 16, 32, 64, 100, 150, 200|\n",
    "|2|0.5|0.1|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|3|0.2|0.05|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|4|0.08|0.04|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|5|0.08|0|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|6|0.06|0|128|1, 2, 3, 4, 5, 6, 7, 8|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|7|0.06|0|35|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "\n",
    "### Pickle Results\n",
    "\n",
    "| test | learning rate | momentum | batch size | hidden nodes | epochs | statified |\n",
    "| --- | --- | --- | --- | --- | --- | --- |\n",
    "|1|0.01|0|128|2, 8, 12, 16, 24, 32, 64, 128, 256|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| |\n",
    "|2|0.5|0.1|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100| |\n",
    "|3|1|0.3|20|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100| |\n",
    "|4|0.6|0.1|20|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| |\n",
    "|5|0.05|0.01|20|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| |\n",
    "|6|1.5|0.5|20|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| |\n",
    "|2-1|0.01|0|35|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| n |\n",
    "|2-2|0.1|0|35|2, 16, 32|1, 2, 4, 8, 16, 32, 64, 100| n |\n",
    "|2-3|0.15|0|35|2, 16, 32|1, 2, 4, 8, 16, 32, 64, 100| n |\n",
    "|2-4|0.08|0.9|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| n |\n",
    "|2-5|0.08|0.2|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| n |\n",
    "|2-6|0.01|0.1|35|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| n |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {
    "id": "-lsKo4BCP3yw",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 1/30\n",
      "Iteration 2/30\n",
      "Iteration 3/30\n",
      "Iteration 4/30\n",
      "Iteration 5/30\n",
      "Iteration 6/30\n",
      "Iteration 7/30\n",
      "Iteration 8/30\n",
      "Iteration 9/30\n",
      "Iteration 10/30\n",
      "Iteration 11/30\n",
      "Iteration 12/30\n",
      "Iteration 13/30\n",
      "Iteration 14/30\n",
      "Iteration 15/30\n",
      "Iteration 16/30\n",
      "Iteration 17/30\n",
      "Iteration 18/30\n",
      "Iteration 19/30\n",
      "Iteration 20/30\n",
      "Iteration 21/30\n",
      "Iteration 22/30\n",
      "Iteration 23/30\n",
      "Iteration 24/30\n",
      "Iteration 25/30\n",
      "Iteration 26/30\n",
      "Iteration 27/30\n",
      "Iteration 28/30\n",
      "Iteration 29/30\n",
      "Iteration 30/30\n"
     ]
    }
   ],
   "source": [
    "multi_param_results = list()\n",
    "multi_iterations = 30\n",
    "for i in range(multi_iterations):\n",
    "    print(f\"Iteration {i+1}/{multi_iterations}\")\n",
    "    data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5\n",
    "#                                                                         , stratify=labels\n",
    "                                                                       )\n",
    "    multi_param_results.append(list(evaluate_parameters(dtrain=data_train, \n",
    "                                                  dtest=data_test, \n",
    "                                                  ltrain=labels_train, \n",
    "                                                  ltest=labels_test,\n",
    "                                                  hidden_nodes=[2, 16, 32],\n",
    "                                                  epochs=[1, 2, 4, 8, 16, 32, 64, 100],\n",
    "                                                  optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.15, momentum=0.0),\n",
    "                                                  weight_init=lambda: 'random_uniform',\n",
    "                                                  return_model=False,\n",
    "                                                  print_params=False,\n",
    "                                                  batch_size=35)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Accuracy Tensor\n",
    "\n",
    "Create a tensor for holding the accuracy results\n",
    "\n",
    "(Iterations x [Test/Train] x Number of nodes x Number of epochs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30 Tests\n",
      "Nodes: [2, 8, 12, 16, 24, 32, 64, 128, 256]\n",
      "Epochs: [1, 2, 4, 8, 16, 32, 64, 100, 150, 200]\n",
      "\n",
      "Loss: categorical_crossentropy\n",
      "LR: 0.01\n",
      "Momentum: 0.0\n"
     ]
    }
   ],
   "source": [
    "multi_param_epochs = sorted(list({i[\"epochs\"] for i in multi_param_results[0]}))\n",
    "multi_param_nodes = sorted(list({i[\"nodes\"] for i in multi_param_results[0]}))\n",
    "multi_param_iter = len(multi_param_results)\n",
    "\n",
    "accuracy_tensor = np.zeros((multi_param_iter, 2, len(multi_param_nodes), len(multi_param_epochs)))\n",
    "for iter_idx, iteration in enumerate(multi_param_results):\n",
    "    for single_test in iteration:\n",
    "        accuracy_tensor[iter_idx, :,\n",
    "                        multi_param_nodes.index(single_test['nodes']), \n",
    "                        multi_param_epochs.index(single_test['epochs'])] = [single_test[\"results\"][1], \n",
    "                                                                            single_test[\"history\"][\"accuracy\"][-1]]\n",
    "        \n",
    "mean_param_accuracy = np.mean(accuracy_tensor, axis=0)\n",
    "std_param_accuracy = np.std(accuracy_tensor, axis=0)\n",
    "\n",
    "print(f'{multi_param_iter} Tests')\n",
    "print(f'Nodes: {multi_param_nodes}')\n",
    "print(f'Epochs: {multi_param_epochs}')\n",
    "print()\n",
    "print(f'Loss: {multi_param_results[0][0][\"loss\"]}')\n",
    "print(f'LR: {multi_param_results[0][0][\"optimizer\"][\"learning_rate\"]:.3}')\n",
    "print(f'Momentum: {multi_param_results[0][0][\"optimizer\"][\"momentum\"]:}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "#### Export/Import Test Sets\n",
    "\n",
    "Export mean and standard deviations for retrieval and visualisation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [],
   "source": [
    "pickle.dump(multi_param_results, open(\"results/exp1-test2-3.p\", \"wb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [],
   "source": [
    "exp1_testname = 'exp1-test1'\n",
    "multi_param_results = pickle.load(open(f\"results/{exp1_testname}.p\", \"rb\"))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "np.savetxt(\"exp1-mean.csv\", mean_param_accuracy, delimiter=',')\n",
    "np.savetxt(\"exp1-std.csv\", std_param_accuracy, delimiter=',')"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "mean_param_accuracy = np.loadtxt(\"results/test1-exp1-mean.csv\", delimiter=',')\n",
    "std_param_accuracy = np.loadtxt(\"results/test1-exp1-std.csv\", delimiter=',')\n",
    "# multi_iterations = 30"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Best Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nodes: 256, Epochs: 200, 1e+02% Accurate\n"
     ]
    }
   ],
   "source": [
    "best_param_accuracy_idx = np.unravel_index(np.argmax(mean_param_accuracy[0, :, :]), mean_param_accuracy.shape)\n",
    "best_param_accuracy = mean_param_accuracy[best_param_accuracy_idx]\n",
    "best_param_accuracy_nodes = multi_param_nodes[best_param_accuracy_idx[1]]\n",
    "best_param_accuracy_epochs = multi_param_epochs[best_param_accuracy_idx[2]]\n",
    "\n",
    "print(f'Nodes: {best_param_accuracy_nodes}, Epochs: {best_param_accuracy_epochs}, {best_param_accuracy * 100:.1}% Accurate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Test Accuracy Surface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {
    "executionInfo": {
     "elapsed": 2653358,
     "status": "aborted",
     "timestamp": 1615994110345,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "ZGJVhz6iJU-7",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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r/wA/VnXrBS6uwbqEi8G/6Iwx87g4UyrAe/P9e+JiKIF0kL5syO6zJzp6jxlHn/JR9nOHMWb9iFuOrS7r+tV5bP+msTeZkOy/zVG7fhtjyhj5fzVboZ7vobKrpH9MundG5v/pGWttXYGOIyIik5QCqYgMMMbMZXCAGK3rbC7Z2//hCB9afw40919faYy5gcGz6462JEjGJ7Ou/4sxJu9KkzGmUN1WL3BxKZRZ/ePeRjrmjeQXSH8CZGYwrQA+Nso+fcC/j7VDa20U+M+sH32uf4xhXnJMNjMev8/FnjidwJP53tFauxM4kvWjoaHpP7kYvK4H/nYiDbTWvkw6tEO6m+sjxpiJjpN8hXRVD2DbaOHWGPPnwMYJHmcs2bMFv6a/e/lIPsXgWXRH8p8U4PnO4X+4OHb6dxk8a7YmMxIRmQEUSEUk2+8D3v7rPQxfimEs3+DiB/JlwG1DN+gfD/aNrB/9v6S7AEJ6NtBv5XGcr5EOtpCekOV5Y8y7+kPaMMaYKmPMHxhjfkl6SZFL1v84spe3ebh/eZOhx35T/3ZuBk8wlGufCeAjWT/6c2PMJ4c+rv4TB98h3a03mkdzPwUc7L++GNhhjPldY0zO9wBjzBxjzP82xuxi8MRN45VdbX+sPxyPR3a30EEnOPq7g38q6/aPG2P+yxiTc7yqMWarMeZhY0yuEPgXXHwerwN+ZYzJ2WXaGLPAGPPXxphhz0v/MkaZv0sDfMMYs2TI/T3GmA8AnyG/391E/JyLszSvAb4ydObr/v+JL5Jeo3TMLu8Ffr6z99tLesZdSE/Qtan/+gXge2O1S0REpj5T2qFEIjKZ9QeQzf3ffsVa+44J7ONZLo5Je8RaO2yCI2PMVaTHSw71PWvtb+V5nNnA01nthfQYvhdJV2CTpNfPXEd6CZtMpe471trs7qCZ/dVxsfvryny6CvaPC93BxS6Gtv/4x0h3J76eixPlfIn0khuZSupt1tpf5tinIf1BPHv24Auku/O2k+52exvpyX5OkZ4o6q/6t/s/1tp/GqGtq4CfMXjinvOkx1C2kA5QtcAG4DIunrD8lLX2r0d8EkZgjLkS2Jv1o5yPd4x9rGRwte/27Al6jDEe4LsM7oYcI/07OE16DPQC0mMUMxPxbLbW7slxrD8AHmbw3ApHgd2kK+GzSD83m0g/N/dba/8yx362Ab/m4vMX5mKvgFrS/xvzSFcFP8jFEyTPWmtvzbG/W4FfjLZNLsaY/w/4x6wftZMeT9xM+rm4lXQATJDuKvuV/u3qrbUrRthnwZ7vIfvdArw85Mf/aa39q1zbi4jINGOt1UUXXXSB9AQrNuty5wT386dZ++gFKkbYbv+Q41ngt8Z5rCDwedKzmw7dV65LiPRsuLn2VZe13YpxtOENpCtMox33/wJ+0qEy87NbR9mnn4vV5pEuh0iH7Y9m/ewvx2hrLekKdCrP56sDePsE/w4+lbWfBvpPgE5gPy9k7efhHLe7+p+DSB6PJwFcPsqxbicdgPN5bv5llP38Uf+xRrrvGeBm0qEw87NfjrCvMbcZ4X5u0iFzrN/vG0lPVpT5Wd0Y+y3Y8z1kv7uH3HfjRP5edNFFF110mXoXddkVkYy3Z10/y8Wuh+P1GBe7IpYzeHKabEPHinYyjjGGkJ6111r7Z6Qrev9AupLUTPrDcgw4R7oq9EXSS4cssNZeyiyqudrwOOmq2WdJV0YjpIP4MeAh4BZr7bvsOLqrWmuj1trfA14NfJv0Wowx0stvvAC8D9hirT3K4CVVOsfYb7u19k3AlaTHp/6a9O861t/uFuB50t1JXw8stNZ+ZYTdjai/kpY9Lvgb1lo73v30y+62+ztDx3daa1PW2g+T/hv4R+A50o8pTro6WU+6y/QHgOXW2uxxqQzZ189Jh/y3kQ7up0j/LuNcrCb/B/Aqa+3fj7KfL5N+jh8kXTmMkP7d7Ab+HrjSWvtcfg9/Yqy1SZvunfA60l3v20g/jjbSVf1/IB36vj/O/Rbs+R7iu1nXX7LWHhxxSxERmVbUZVdEZAozxrwA3ND/7XZr7W9G215kMjLG/IJ0NRjgT6y1DzrYHBERKSEFUhGRKcoYsxw4Sbp7ZgyYZa2NONsqkfExxqwGjpMex9wDLLLpyY5ERGQGUJddEZEpqH/yo/tJh1FITwilMCpT0ftIh1GArymMiojMLKqQiohMMsaYfyI9s+7XrbXnc9y+gvS6kG/o/1GSdHfdHaVqo0ghGGOuIz0u2kd6sq2N4xh3KiIi04Bn7E1ERKTElpGedObfjTH7gSOklx6pAC4nvdSNO2v7f1EYlamgf93SfyTdQ2s5cC8X1z5+WGFURGTmUYVURGSSMcY8zOBZj0cSBv7RWvvvxW2RSGH0V/dP57jpGOkqf0dpWyQiIk5TIBURmWSMMdWku+PeDmwE5gJzSFdF24GjwDPAg9basw41U2TchgTSBOkljR4H/sla2+5Uu0RExDkKpCIiIiIiIuIIzbIrIiIiIiIijlAgFREREREREUcokIqIiIiIiIgjFEhFRERERETEEQqkIiIiIiIi4ggFUhEREREREXGEAqmIiIiIiIg4QoFUREREREREHOFxugEOsE43QERERESkwIzTDRCZCFVIRURERERExBEKpCIiIiIiIuIIBVIRERERERFxhAKpiIiIiIiIOEKBVERERERERByhQCoiIiIiIiKOUCAVERERERERRyiQioiIiIiIiCMUSEVERERERMQRCqQiIiIiIiLiCAVSERERERERcYQCqYiIiIiIiDhCgVREREREREQcoUAqIiIiIiIijlAgFREREREREUcokIqIiIiIiIgjFEhFRERERETEEQqkIiIiIiIi4ggFUhEREREREXGEAqmIiIiIiIg4QoFUREREREREHKFAKiIiIiIiIo5QIBURERERERFHKJCKiIiIiIiIIxRIRURERERExBEKpCIiIiIiIuIIBVIRERERERFxhAKpiIiIiIiIOEKBVERERERERByhQCoiIiIiIiKOUCAVERERERERRyiQioiIiIiIiCMUSEVERERERMQRCqQiIiIiIiLiCAVSERERERERcYQCqYiIiIiIiDhCgVREREREREQcoUAqIiIiIiIijlAgFREREREREUcokIqIiIiIiIgjFEhFRERERETEEQqkIiIiIiIi4ggFUhEREREREXGEAqmIiIiIiIg4QoFUREREREREHKFAKiIiIiIiIo5QIBURERERERFHKJCKiIiIiIiIIxRIRURERERExBEKpCIiIiIiIuIIBVIRERERERFxhAKpiIiIiIiIOEKBVERERERERByhQCoiIiIiIiKOUCAVERERERERRyiQioiIiIiIiCMUSEVERERERMQRCqQiIiLiiGQy6XQTRETEYQqkIiIi4ohkMqlQKiIyw3mcboCIiIjMHNZaUqkUqVSKWCxGKpXC7XZTXl7udNNERMQBCqQiIiJSUNbaQcEz+2KtHdgmkUgMXE+lUrhc6rglIjLTKJCKiIjIhOQbPEe6ZEKo2+0mkUjg9Xoxxjj8qEREpJQUSEVERGRUI4XOVCo1aJuRLhnGGIwxuFwujDHE43GAgX3F43GFUhGRGUaBVERERIDiBc/sS0amipr5WeYYCqUiIjOLAqmIiMgMM1LozITKRCJBKBQCoKysDGBY8MwExrGCZz6GhtJEIoHH41EoFRGZARRIRUREpqF8x3dmb5u59PX1sWvXLgC2b98+ULHMBE9gQsFzNC6Xa1g1VqFURGT6UyAVERGZwjIhMplMDvqa78RCGSNVOL1eL16vt+iPIxN4s0OpMQaPRx9VRESmM73Ki4iITAHFHt+ZuQ0YtPxKKZdiyQ6lmWVhjDG43e6StUFEREpLgVRERGQSKUTwvNTxnUMDbCll2phZEiazVqlCqYjI9KRAKiIiUmKXMr5zaPAc7XIp7ctwYgxnpiqbPclRJlyLiMj0okAqIiJSJPkGz/GM78yueGZuK0a7s49dTCOF5+zuu5k1S71er0KpiMg0o0AqIiJyiUo5vrNUj6fUxxwq+3Enk0ncbjeJREJrlIqITDMKpCIiInkqdvCcLEGr1IF0pONkV0mTySTAQKV0sjxXIiJyaRRIRUREshRyfGfm62QNniMpRSDNDuijybUcjEKpiMj0oUAqIiIz0lQd31kKk6HLbrZcoTSRSODxeCZNG0VEZGIUSEVEZFqbbuM7S2GyBVK4GEqj0Sjt7e243W7mz5+Pz+ebVO0UEZHxUSAVEZFpYaaM7yyFyRhIId2eaDTKvn37ALjjjjtwu914PPo4IyIyVekVXEREphRrLclkcuDr0G62mW2m6/jOUpisgXQoY8zAGqVut9vp5oiIyAQokIqIyKRTyImFsiueQ38muU3mQJqr4p1IJAAUSkVEpiAFUhERccxEJxbavXs3oVCIVatWMX/+/Gk5sZCTJsuyL7lkt83tdg+a5Cj7xIOIiEwNCqQiIlJ0hR7fmbmvy+XC5/MN3CaFMZmWfRkq8zeTOfGQmX3XGDOwHIxCqYjI1KFAKiIiBVOI4JnP+M7M18ztUliTucvu0O7YmevJZBK32008HtfMuyIiU4gCqYiIjEsxxnfmuohzRguk0bPn6Nl9kJ7dh+jdfZjevYdZ9bEPMP937y1J27IrpJk2Zqqk2aHU6/Xq70hEZApQIBURkZwmOr5zpG62Gt85dQz8/rr7aP/Zr9Phc88henYfItZyftj2x973T/gXzKX65utK1rbsv53sUJoJrAqlIiJTgwKpiMgMV+z1OzO3FbrNUliJ7l569hymd88hWp/fgXvfESJtHRzI4742FufgH/41V//oAco3rClqOzN/l0P/pnKF0kQigcfjUSgVEZnEFEhFRGaIYgdPfeifOpKhCL37jtC75zA9uw/Rs/sg4ZONkP17Hu8+u3s58Ob3c/VPH8K/aN6Y2w/9m8pX5n65Ji7KFUoBhVIRkUlMgVREZBop5PjOzFcFz6ktFYvTd/B4f/A8RO/uQ/QdPQ3JZMGPFW1u5cCb389VT34JT1VFwfcPw8eQDpUrlGaWiNHfrojI5KNAKiIyBWl8p+Rik0n6jpyitz989uw5TN/B49hYvGRt6Dt4nENv/xs2feszuLyF/5iRzwzA2aHUWksikQDSlVIREZlc9MosIjKJTcXxnVIa1lrCJ+rT4z53HaJnzyF69x8lFYo43TQ6n32Z43/5L6z774+Mut1E/gbHqpBm7zuzZq3L5SKZTA5USkVEZPJQIBURmQQUPCdmOj6mkUQaztDTHzx7dh+id+8Rkt29TjdrRK3f+CH+xQtY8aF3F3S/41kjNRNasyc5yvx/iIjI5KBAKiJSQtZaksnkwNeh3Wwz22h858wWbTlP7+6D9Ow+3B8+DxM/3+F0s8at4d8fwL9kAQvf9saC7XOkWXZHkt19Fy4uB6NQKiIyOSiQiogUWCEnFsqueA792Uw2nZZ9ibd39gfPgwOz3sbOnnO6WQVz4q8/jn/RPGrvvKEg+8u3y25G5n8lE0qNMQqlIiKTiAKpiMgEaWIhGa9ETx+9ew+nu97uPkTvnsNE6pudblZR2USSw3/0d1z5xBepvOryS9/fKMu+jCT7/ymZTOJ2u0kkEni9Xv2PiYg4TIFURGQM4xnf2dTURCwWo7a2loqKihk9vnOmS4Yj9O472l/1THe/DZ+oH7TW50yR7A1x8C3v5+qnHiawdOGw2yeyDul4/2dyLQeTqZTq/09ExDkKpCIi/QoxsdCZM2cIhUL4fD6qqqo0vnOGSMUT6bU+9xxKz3i7+xCho6ewicKv9TlVxVovcOB3/4KrfvIg3uqqCe9nvF12s+UKpYlEAo/Ho/9PERGHKJCKyIxSjPGducZ6ulwurXk4TdlkktDR0wPrfPbuPkjvwRPYaMzppk16oWOnOfTWv+aK73wWO8H8N9EKaUauUAoolIqIOESflkRkWnJqfGfmZ9Np0p3JrNgBwlpL+GRDutvtroPpALr/KKm+cFGPO511/XoXR//8/7Dqcx+Z0P3HO8tuLrlCaWaNUoVSEZHSUiAVkSlN63fOTMUK/JHGs+nJhjLVzz2HSXT1FOVYM9m57z2NZ8Fclv7Dn4/7vpfSZTfb0FCaSCQA1LNBRKTE9KorIlNCsYNnoUKnKqRTR6z1fLrbbWbJlb1HiJ9rd7pZM8bZz/8P50yChX/8u6xZsybv+01klt2RZP73Mz0nksnkQKVURERKQ4FURCaNQo7vzHwtVvAciQLp5BTv6KJn92F69xwaCKGxM61ON2vGi3/h29RVBAi+400sW7Ysr/tc6hjSoTLBNnuSI0ChVESkRBRIRaTkZsL6nQqkzklPOnSCnt376d13kN799XS/tM/pZkkOJmVx/ec3OFxTReDNb2TevHlj3qdQXXaz5Qql2ZOUiYhI8SiQikjRzMTxnZOtPTNBoreP3j376d21vz+EHiIVCg3cHlixDFd5gFRfxMFWykhMLI7r4w+xd1YlW9/wGmbNmjXq9oWukA60I2tMqTFmYI1ShVIRkeJSIBWRSzYTg+dI1GW3+CINTZhf78R39ARnznyJ+rpGyPpbG7Z9XQPV2zfQ/vO9oN/LpGS6+7D/9EV2VJZz/avvpKysbMRti1EhhcFd/ZPJJG63m0QigdfrnTKvPyIiU5ECqYjkLTPpR+br0G62mW0m6/jOUlAgLaxULE7foaP07t5Hz+4D9O7eT/z8BVyAC4jnuZ++A4eoves62p96pYitlUthWi6Q+qcv8kpFGdff8ip8Pl/O7Qqx7MuIbcixHEymUjodXp9ERCYjBVIRGaSQEwtlVzyH/my6ms6PrRTiHZ307t5Pz6599O45QO+Bw9horCD77tu7l+qbrqLz+b0F2Z8UnjneQPTjD7KjLMi27dtzTixUyFl2c7ZBoVREpKQUSEVmqJkwsZCTVCEdm7WW8Mm6dADdvY/e3QeI1DUU9ZjRxlOUb1xF38FTRT2OTJzr5YP0/udX2fvBIJs3bx72OlKsMaTZcoXSRCKBx+OZ0a9rIiLFoEAqMs1pfGdpqcvuyJLhCH37D6UnHtq1j969B0l0dZe0DalIFHdFGN/8WmKtWnN0snL9+Necm1PD4fcFWL9+/aDXmGKNIR0qO5RGo9GBaq1CqYhIYSmQikwThQie0318ZykokF4Uaz2X7nrbXwENHTmOTSSdbhbx8xcIrl5JoquXVKQw3YGl8Fxf+xGNc2YReGeAVatWDfy8FBXSjMxr4bPPPou1lq1btzJ37lw8Hn18EhEpFL2iikwhExnf2dvby+HDh0mlUmzevHlYt1oFTymEQWt/9o8BjZ1tdbpZI4qcPE31zZtof3qX002RERhrcX32WxyrqSLwljeyaNEioHQV0mzZJ5iSySTGmJzjW0VEZPwUSEUmoUKO77TWEupfk9HtduP1egduk8KbKRXSRE8vvXsPjLj251TQt+8AtXdtof1pzbw7WZl4Ave/foX9syrwv/E+Zs+eXdRZdnPJ7mVijCGVSpFIJAAUSkVECkCBVMRBpRjfmQmg2dtJ8UzXQBppaLpY/dy9n/CJ06Ou/TlV9B3YT9X1m+h+8YDTTZERmN4wrn95kN2VFWy7966iz7I7VPbrsdvtHjTJUfYs4iIiMjEKpCIlUOzgOVrIzP6wlJoGAWKymw6BPxWL03fwCL179tOzaz+9ew4QP3/B6WYVRypFvLWJ4GVLCR9vdLo1MgJzrgP7z+k1SlO+9EcXJyqkLpdrYKIjY8zAcjAKpSIiE6dAKlIghVy/M/O1EOM7FUidMZUqpPGOzqzJh/bTd/BIwdb+nApSfSF8Cyrwzp5F/EKX082REZjTZ0h87EFSH3wHuN2OVUgzr8XJZBK3200ikdAapSIil0CBVGScLmV8Z+Y2KN36ndn7mkohaaqa7F12B9b+3LWPnj376d21n0i9KoOxljY8q5cQ7+qFSTATsOTm2nMUvvhdUn/2uyX7H8s+Tua1eugapZlKqUKpiMj4KZCKjGC6rN+pCmlpTbZAOrD2Z6YCuvcAya4ep5s1KaXqm3Bfs5LkyyecboqMwvXMK9g5NdTPns3cuXOL/jo6tMsuoFAqIlJACqQy402X4DmS7EA6WULSdOZ0IJ2sa39OFZ76BoI3X0nvc/ucboqMwv3Np2ifW82xqirWrVtX1GPlCqSQO5QmEgk8Ho9CqYjIOCiQyowxNHgmk8lB3Wwz25RyfGcpZLdLFdLpZaqt/TlVxE8ep/K69fTsOOx0U2QUri98h7qaKgJvCbB8+fKiHWekQAq5QymgUCoiMg4KpDKtFHJiodEuU0mmzZnnRYqrmBXS6bD255SQTJLsbCWwahGRU2ecbo2MwCSSuD71NQ7PqiTwv17D/Pnzi3KcoeuQDmtHjlBqjMHj0UcsEZF86NVSpqRLmVgoVzfbYk8s5DSXy0UymVSX3RIoZCCdrmt/TgXJnl78iytJzKog0dXrdHNkBCYUwf2xL7O3qpwt995FTU1NwY+Rz7qn2aHUWjuwRqnb7S54e0REphsFUpnUpvv4zlLJPEZVSCevGbX25xQRbT5L5eZ1dDx3CJIahztZmfYu+JcH2FlRxvV33EZ5eXlB95953RxrmZnM+0oqlcLlcpFIJAAUSkVExqBAKpNCIYLnVBzfWSqZD1IKpMWXb4U03tVNz449M3btz6kidPgotXdeQ/tPX3G6KTIK09BC6mNf5pWyINfffBN+v79g+843kGZvkz3JUeY9SUREclMglZIp9PhOQMEzT07P/DqT5PNc9/7yaXqe/C6trzQRbVUVdLLr27OXmtuuoeMXu5xuiozCdeAEsU9/lZ1lQbZu3VqwMZzjCaQwuPuuMWZgORiFUhGR3BRIpeA0vnPyUYW0dEYLpIkL5+h46PNED+wBYP4Na2j4Qae6g04B4eNHqbh6Lb17jjndFBmF61e76P3Ct9jr97N58+aChMDsiYrykf0+lUwmcbvdJBIJrVEqIjICBVKZsIl2s/3Nb35DIpFg/fr1VFdXz/jxnaWgQFp6QwNp7y9+Stc3H8FGwgM/S56pZ/Hrb6D5e8+VunkyTjYex4Y78C+ZR7SpzenmyChc3/055+dUc8jvZ+PGjZf8PjLeCikMrpIm+084ZSqlel8TERlMgVTGVOiJhTL3Ncbg8/n05lwC6rJbOkP/nhPn2uh46HNED+3LfYezJ6i94Urafz3C7TJpJDq78C9fSqKzh2RveOw7iGNcD3yf5toqgsEgq1evvqR95TPLbi65loNRKBURGU6BVAZJJpOEw2E8Hs+Ex3dmvo40vjPTfclaqzflElGFtHQGwn8qRe8zP6br21/FRiIj38FaygIh+hbNJXrmXIlaKRMVrW9k1rYNtP98L+gEz6RlUilc//k/HK+uJPC/AixevHjC+5pIhXSgHTlCaSKRwOPx6P1PRKSfRtjLgMcffxyfz8eaNWuIxWLEYjHi8TjxeHzgeuZrZk3LzDprXq8Xn8836KvH48Htdg8E0wyFo9LTsi+l5e3povq7X6Pzq18aPYz2s329zN+6EuPR8hBTQd+BQ9TedZ3TzZAxmEgM9yce4sAzv+L8+fMT3s+lBFK4GEoz+0omkwMnZUVERIFUsvj9flKpFH19fcRiMRKJxKA34qHBM1fozOeMb2ZNtqQmcimZzIchfQAqLmstrt88x/InHsXXXD+u+ybPNrDo9TcUqWVSaH1791L9qqudboaMwXT24vqXB9j9qxfo7u6e0D4uNZBC7lCq90ARkTQFUhmQWUw802X3UoPnSFQhLT0958WXaGvh3Cf+AdePv4crEZ/YTs6coPamqwrbMCmaSN0JyjetcroZMgZz5hx87EF2vPgS4fD4x/6Od5bdEduRFUqttSQSCYVSEREUSCVLWVkZwEB3omKt66kKaelpUqPisakUPT99gta//ytiRw9d4s4sPtOJmVddkLZJcdloDJMK4Vsw2+mmyBjMkToS//YVXnn5ZeLx8Z0wmuikRjnbkTW5n0KpiEiaAqkMyFRIAfr6+op2HFXrSk/PeXHEW85w7hP/QNc3HsLGogXZpzsWpfbKhViNJ50S4hfaCa6cjSvgc7opMgbXS/uJfP5b7Nq1a1whsBBddge1w+UaNNFR9vAYEZGZSIFUBmQH0lAoVLTjqEJaegqkhWVTKXp+8gPa/vH/IXbscMH3H+jpYOkbNJ50qoicqqP65k1ON0Py4Prhc3R+7Qn279+fd4+RQgdSGDz7rrWWeDyu12cRmbEUSGVAqQJp5k1dgbR01GW3MKy1hBrqOPtPf0vXow9jY7HiHavpOHNuvbZo+5fC6tt3gNq7tzjdDMmD6ytP0Pr9pzl69Ghe2xcrkGYumVnr4/G4XqNFZEbSOqQyoFRddjMVUp0NLh1VSMfHWkssFqOvr+/ipacHz8vPUbPrRVwlOpkSoIPgykWET58pyfHk0vTt28esG66g69f7nW6KjMKkLK7PfIO66koCgQArVqwYdftCTWo0rB1ZVdJkMonb7SYej+P1erVGqYjMKAqkMsDn8+F2u0kmkxOaiTBf6rJbelr2JTdrLZFIhL6+PkKh0KAAmv336etsZ/6vnyF4vrW07QuHmLtpEY1nzmOjxavGSoFYS+xsA2XrlhM6Or5lf6S0TCyB+5MPc6SqnMBrAixYsGDEbQs5qdGwdmSF0kzwVSgVkZlGgVQGGGMoKyujp6dHkxpNM5kPNjP1ObfWEg6HB8Jmdvgc7Tkx1jL/+AEqX3kBk0yUsMUXJdvOsOR122h87DlHji/jkwqF8VZW4J1TTfx8p9PNkVGYnhDujz7IvooyfHfeRm1tbc7titFld1A7coTSRCKBx+NRKBWRGUGBVAYpLy+np6dHkxpNMzPlJEAqlcoZPEOh0KiP3eVyUV5eTllZGeXl5ZSXl+Pv6iD89QeInz5RwkeQW6rxOHPv3MK5n73idFMkD/HWc5Rfvpqul/uwsQmuSSslYVrb4WNfZldFGdtfdTMVFRXDtil2IIXcoRRQKBWRGUGBVAbJjCNVhXR6mW6TGqVSqWFdbEOhEKFQaNTH6Ha7BwJndvgMBAIXn6Nkkp4ffY/ux78NickTJvyxc5StWUroRKPTTZE8hI+fpObWK2l/aqfTTZExmBONpD75MK/4/Vx/4w0EAoFBt5cikELuUGqMwe12K5SKyLSmQCqDZAKpKqTTy1Q9CZBMJkcMnqPxeDwDYTM7fPr9/lE/2MUb62l/8LPE604W+qFcMhuNMOfyBTQ1t5EKF2bNUymuvr37qb3zOtp/tsPppsgYXDsPE//vR9kVDLB161Y8nosfj4o1qVEuQ5eDSSTSQwWy2yMiMt3oFU4GKUUgnarhaCqb7M95IpEYFjz7+vqIRCKj3s/r9eYMnj6fb1wfHm0ySc8Pv0P3E49BwpmxovlInmth8X1bNZ50Cuk7dJCqrRvofvmQ002RMbieeomeuTXs8fm45pprhr1uFrtCmpFZDmbv3r3EYjFWr17NggULBk7miohMNwqkMogqpNPTZOmyG4/HcwbPaHT0ip/P5xsUPDPh0+fzXXKbYg2n6Xjws8TrT1/yvkoh1XiceXdvo+2p3zjdFMlHMkniwlkCqxYTOdXsdGtkDK7/+QkX5lRz0O9n06ZNGGOKOsvuiO1wuejq6iISiRCNRkkkEgPVUxGR6UaBVAYpKysDVCGdbkr9nGev4ZkdQGOx0Zcu8fv9OYOn1+steBttIkH3E4/R88PvgkMz6E6UL9xCxbrl9GppkSkh2duHb1EliepKEp09TjdHRmGsxfXf3+JMTXqN0ssuu6zkFdKM7K7CqVRqYDkYhVIRmW4USGWQUkxqlF0htdZqsoYSKMayL9baEYNnPD76ZEDBYHDYxEJlZWUlGycVqz9FxwOfJd5YV5LjFZqNRaldM49wU5BkX/HWDJbCiZ1pofKqtXS+cBibUO+Qycwkkrj+9RFOzqogEAg4HkjdbjepVApjjEKpiExLCqQySCm77EL6DVfjYoov8+FlIl12rbVEo9FhEwv19fUNTLiRizFmxODp1O/cJuJ0P/5ten70PZjiXcaT59tYdO+1ND72vNNNkTyFjhyj9o5ruPBTLd8z2ZlQBPdHv8yhijLcc9PrkzoZSI0xJJNJ3G43iUQCr9erk7kiMm0okMogpZzUCBRISyWfLrvWWiKRyLDxnaFQaNTxvsaYQYEzEzrLysom1Vn8WN3JdFW0afp0c001nmD+vdtp/fFLTjdF8tS7Zy81t19Lx8+1HMxkZ8534vrogyT++c8gGChpALTWDgqkQ5eDyVRKFUpFZDpQIJVBSrkOKWgcaalkT2qUSqUIh8M5l1MZ7ffhcrlyBs9gMDipgudQNhGn+/vfpOfHj0/5qmgunp5mKjeuoufgKaebInkKHz1M5TXr6Nl11OmmyBhM3Vlc//41Uh9655hDEQopuzeLy+XKuUZpIpHA4/EolIrIlKdAKoNkAmk4XLxxadkVUc20WzypVGpgzc7z588D6Q8wzz777Khdd91u94jBc6p98ImdOk77g58l0dzodFOKJx6nelk14cZyEt3FO5EkhWMTCZK9F/AvXUC0scXp5sgYXHuPwRe+w/H/p4x58+YVZHbvsWSfHMyc8MsVSgGFUhGZ8hRIZZDMLLulmNQIFEgLIZlMDlQ7s6ue4XA4Z/DM/Mzj8QwLnuXl5fj9/in/4cbG43R/71F6fvI4zIAqfKr9HIvu3kyDxpNOGcmubvzLlpDoKCPZW7whElIYrl/sID6nml3BIFu2bCn6UJPs98bsHii5QqkxZmCcqYjIVKRAKoM4MYZU8pNIJAYFzsz1sarZXq8Xv99Pb28vAFdddRUVFRX4fL5p+QEmevIYHQ9+lsSZJqebUlLJxhMsuO8GWp78tdNNkTxFG5qo2rqejl/unxEnTqY617d/RtecGvb5/Vx99dVFff3MVSHNGBpKM5PLlWqWchGRQtOrlwxSikCa/WaqCulwiUQi54y2kUhk1Pv5fL5BXWwz130+Hz09PbzySnpmz+rq6mk5kZSNxej67jfofeqJGfvh3t3ZQNVVl9G997jTTZE8hQ4epvaua2nXzLtTguuL36GttorDfj/r168vWijNDqS5Xq+NMQPrk1prSSaTA5VSEZGpRoFUBinFpEZAznEwM008Hh82o21fXx+xWGzU+/n9/pzB0+v1jnif6T6zcfTEUToe+CyJlmanm+KsRIJZC32EGipJdPQ43RrJU9+evVTfcjWdz+5xuikyBpNM4frUV2mYVUEwGGTlypVFOc5oFdKhP8+e5AhyB1gRkclMgVQGKUWFFBhYS226V0ittSMGz7FmbAwEAsPGd5aVlU2oW1b2WfyJrEU6WdlYlK7v/A+9Tz0Jduae3MiW6rjAotuvoOE76ro7lUROHad802r6Dpx0uikyBhOJ4f74lzlaWYbf72fRokUFP0Y+gTT7tuxQmumFJCIyVSiQyiDZs+ymUqmivanlsy7mVGKtJRqNDptYqK+vb+Cs9Ugya3YODZ6FPMs9HcftRo8dTo8VbT3rdFMmnWTTKRa+7kbOPvGC002RPNlYHJK9+BbOJXb2nNPNkTGYjh7cH/0y+8uD+G+5mdmzZxd0/9mv02N1C84eBmOMGVijVKFURKYKBVIZJDPLLqRDaSagFlombE21Cqm1lkgkkjN4jvZYjDE5g2cwGCxJ96rpFEhT0Sjdj32N3p/9WFXRUbgu1DHrmsvp2nXE6aZInhLtHQRXLifR2UUqPHrXfXGeaWrF9YmH2R0MsO2mG6msrCzYvjOv05k1SEdtR//txhiSyeRADySv1zstJ64TkelHgVQGyQ6goVCoaIF0sldIrbWEw+GckwuN1maXyzVi8HTybPV06bIbPXqQ9gf/m2Sb1m4cUzJJ1RxDaHY18QudTrdG8hQ5XU/1jRtp/9lup5sieTCHTpH6z6+zI+Dn+uuvJxAIFGS/mROc+b5v5FoOJlMpVSgVkclOgVQGyQ6gfX19zJ07tyjHmSwV0lQqlTN4hkKhMYNnromFgsHgpHzzn+oV0lQ0Qte3vkrfz38CUzhQl1qqq4OFt66n4bsv6XmbQvr2H6T27i20P6WZd6cC1wt7iT/wPXZ4vWzbtm3UCebylV0hzZdCqYhMVQqkMsjQCmmxlDqQJpPJEYPnaBVDt9s9bGxneXk5gUBgSr3BT+UKaeTwfjq+/DmS51qdbsqUlGw6zaI33MiZ7z/vdFNkHPr27WPWDVfS9et9TjdF8uB6/Jf0za1mt8/Hddddd8k9YiYSSCF3KE0kEng8nin1niUiM4sCqQwytEJaLMXqsptMJoeN7ezr6yMcDo96P4/HM2xG28wantPhTTz7MUyVCmkqEqbrW4/Q94unVN27RKb1FNVbNtD5yiGnmyL5spbYmTrKLl9O6Ei9062RPLi+/AM6Zs9iv9/PlVdeeUnvHRMNpJA7lGbWKJ0O72ciMv0okI6gvr6ez3zmMzz55JM0Njbi9/tZvXo1b3rTm3jPe94zaPKfiTp9+jSf+cxnePrpp6mvryeVSrFo0SLuuusu3vOe97Bx48YCPJLxcbvd+P1+otHomCHuUo8DE6+QJhKJYWM7+/r6iEQio97P6/XmDJ7TvUtTrg8ok1nk0L50VfR8m9NNmR5SKSpnJQnNryXW2u50ayRPqXAEb2Uc79xq4uc6nW6OjMGkUrj+8384W11JMBhk7dq1E95X5nV6opPeDX3Nz8z2PpFlw0REik2vTDk88cQTvPWtb6W7u3vgZ6FQiB07drBjxw4eeOABnnzySdasWTPhY3zxi1/kfe97H7HY4JkUT5w4wYkTJ3jwwQf51Kc+xXvf+94JH2OiysrKBpYwKZZ8K6TZa3hmB89oNDrq/fx+/7CJhTLBc6bKBO7J3GU3FQ7T9c2H6fvl0043ZdpJ9XSx4MbLaPj+KzAFTkpIWrztPOVrV9HV1ZdeGkYmNRON4/74Q5yqTA/tWLZs2YT2cykV0oG2GIMxBmst1lqSyeRApVREZDJRIB1i9+7dvPnNbyYcDlNRUcEHP/hBbrvtNsLhMI8++ihf+tKXOHbsGPfddx87duyY0DTvjz76KO9617sAmDVrFh/4wAe4/fbb8fv97N69m3/913/lxIkT/MVf/AXz5s3jTW96U6Ef5qjKy8vp6Ogo6RjSWCyWM3gODexDBQKBYRMLlZeX6yxwDi6Xi2QyOWkrpJEDe+h46HMkL5x3uinTVrK5nsVvuJHm7z3ndFNkHMInTlFz65W0P7XT6aZIHkx3H+6PPsihsgB+v5/58+ePex+FCKSZ+w8dTwoTr7yKiBSDPrUP8f73v59wOIzH4+Gpp57i+uuvH7jt9ttv57LLLuNv/uZvOHbsGJ/61Kf4yEc+Mq79h0Ih3v/+9wNQUVHB888/z6ZNmwZuv+6663jzm9/MTTfdxP79+/mLv/gLXvOa11BRUVGQx5ePzDjSQgdSa+1A8Ozt7QWgs7OT5557jnh89DP/wWBw2MRCZWVlCp7jkPlgM9kqpKlwiM5vPEToV8843ZSZ4exJaq6/go4X9zvdEhmHvr37qb1rC+1Pa+bdqcCcPY/7Ew+zNxhg6803Ul1dPa77j3fZl9EM7ZGUSCQGuvSKiEwG+jSf5eWXX+a559KVgz/+4z8eFEYzPvCBD/DQQw9x+PBh7r//fj784Q+Pqxvoj370I9ra0uPi3v/+9w8KoxlVVVV8+tOf5q677qK1tZWHH364pF13M4F0ol12rbVEIpFhkwuFQqGBs7MZ2d8bY0YMnjqbe+kyXXYnU4U0sm8XHQ9/gWS7qqIlY1OUl0cILZxD9Kye96mk78B+qrZtpPs3B51uiuTBHKvH/sfX2BHwcf0NN4xrXe9CVUgH2pI1ptQYM7AcjEKpiEwGCqRZvv/97w9cf+c735lzG5fLxdve9jY++MEP0tnZyS9+8QvuvvvuvI+xY8eOgev33nvviNvdeuutBAIBIpEIjz32mCOBdKwKqbWWcDicM3iONlmRMQav10ssFsPn87F27VrKysooKyvTm2MRFWtm44lIhfrSVdHnfu50U2Yk29vD/O2raPhBBzi8FrCMQypF/FwzwdVLCJ9scro1kgfXywdJffG77PT72bZtG36/P6/7FSOQZr4mk0ncbjeJRGLaT+gnIlODAmmW559Pr9NXXl7OtddeO+J2t9xyy8D1F154YVyB9MKFCwPXRxtX4vF4qK2t5cyZM7z44osD64iVwtBAGo1Gqauro7a2dljwHC3cuFyunBMLBQIBWlpaOHLkCB6Ph3nz5pXkcc10k6bLrrWEf/mkwqjDkmcaWPyGG2j+rsaTTiWpvhC+hZV4aqpIdHSPfQdxnHn6JcJL57PL62XLli15vZdf6iy7OduRY7b1TKVUoVREnKRAmuXw4cMArFmzZtQ3jMsvv3zYffKVPRa0q6trxO2stQOz/MZiMU6cODHouMUQjUY5fvw47e3tLFu2jGeeeYZvfetbNDU1EQwGeeSRR3K+abnd7pwTCwUCgRHf5DLhaKLLvsj4TZouu91tVC6tIbR+I9HD6nroqDMnmH3T1Vx4fo/TLZFxiJ1tpWzjarpf6oOEXkMnm8CKxfgXzMW4XMQudBI+1Qhf+h7dFUH2+nxs3rx5zMpnoSukGQqlIjIZKZD2i0QinD+fHk+1ZMmSUbetqamhvLycvr4+Ghsbx3Wc9evXD1x/9tlnR6zE7t69e2DiH4CGhoaCBtJTp07x4osvcujQIQ4fPsyhQ4c4ceLEoIDY0NAwcL2np4fe3l6WLFkyLHj6/f5xv5Flzvo6Ho5mkMnSZde0nQZg9m3X09JQT6qvd4x7SNFYS9DbQ2DJfCJNrU63RsYhevwkrmtXkvrNCaebMqN559YSXL4IV8BPoqeP8OkmInXNROqaB21nANd/fZNz1VUc8vvZuHHjqO+bxQqkkDuUZnphKZSKiBMUSPv19PQMXM9nRttMIM0Ojfm499578Xg8JBIJPv3pT/O2t72NOXPmDNomlUrx4Q9/eMT2FcLXv/51/vEf/zHnbYFAALfbzZVXXsltt93Gpk2buPLKK1myZEnB3hwnSziaSSbFOqTdbZhI+m/ZE/RS85pXc+Hb33GuPYIN9THv2qU0tl7AxhNj30EmDW9dA6mt64i/fNTppswIrooyylYuxTOrglQ0RqTxLLGW88TPted1fxNP4P7Xh2maVU4wGGT16tUjblvMQAq5QymgUCoijtAMMv0ikcjAdZ/PN+b2mYkJwuHwuI6zdOlS3v3udwPQ3NzMjTfeyOOPP053dzeRSISXXnqJ17zmNfzkJz8Z1I7xHmcsGzZsYOHChdxxxx28733v4/Of/zzPPvssbW1tvOc976Gvr485c+bwd3/3d7z2ta9l2bJlBX1jzF6H1PExjTPEZDgJYNpODfq+fNk8gptHHq8tpZFsaWLx629wuhkyAe7mBiquLe5wjhnJ7absshX4N19O6vIVuBbPIxWK0Lv/KJ3P76T7lf3EWsY/S7XpDeP+6IMcf2UXzc3NI25X7EAKDFr6JZVKkUwmNYxGRByhCmm/QCAwcD0Wi425fTQaBdLrY47Xv//7v3Pq1Cl+9KMfcezYMd74xjcO2+a6665jy5YtfP7znwegsrJy3McZzW/91m/x27/92zlvu9RlX/KRPVFDKpXSsi4l4Hgg7T6HCQ+v9NfefA1nT58i1dnhQKMkwzYdY84t13D+2V1ON0XGwSaSpLrP4V++gGh9i9PNmbL8SxbgXzQPl89LvL2L8OlGQsfrgPSZ+0K+apq2Dtwf+zIH/jmA3+8f1ksKShNIYXCl1Fo7sEap3pNFpJRUIe2XHfjy6YabCWv5dO8dyu/388QTT/ClL32Jq6++elD3mHnz5vHhD3+Y5557blDlsKamZtzHGc1oXXIygbTQVdls2W+y6rZbGk532c2MHR3K7fVQe989JW6N5BIwnQRXLHS6GTJOye4e/HODuCvLnG7KlOCpmUXlNRupvulaKjdvwFMzi2hTC90v76Pz+Z30HTpBKhwtahvMqWbMp77K7h07ByYwzJapVJZiKTRjDMaYQaFUlVIRKSVVSPsFAgFmz57NhQsXaGoafX23jo6OgUC6dOnSCR3P5XLxJ3/yJ/zJn/wJPT09tLa2UlZWxoIFCwbegI4fPz6w/YYNGyZ0nIkoK0t/qBlrHdJLkX32NZlM4vV6i3YsSXO0QtpzHhMeeVbpsgXVlN9wI32/fqGEjZKhbDjE3CsX03j2AjY6dk8RmTyijc1UXXc5Hc8eAJ3kG2ACfspWL8NbXYWNx4k0txFtbqGnY+TXo1Jx7TpC6v8+xk6/j+3btw/qcVWqCulAW4a8P2QqpVobXERKQYE0y4YNG3juuec4ceLEqOt+HjlyZOB69qy5E1VZWTmsS24ymWTPnj0ArFq1KmeXnmIpRZddVUhLz8llX4aOHc2lestGoidOkGjTbK9OSrY2s/i122j6jtYnnWpCh45Qe+e1tD/1itNNcYYxBFcuwTd/DsYYYufaCZ9uou/g8bHv6xDX078hNqeGnV4v27ZtGzg5W+pAChe777a1tZFMJqmqqqK2tlahVESKTq8yWW666SYgHcR27tw54nbPPvvswPUbb7yxKG35xS9+wYULFwB485vfXJRjjCQTSEtZIZXiy3yoKHmX3d4LmNDY1Qi3x03tfXeDPvw4zjYdZ+7t1zndDJmAvr17qbl1s9PNKAnfgrlUbbmC6puupeKKdbjLgoRPNdL14m46f72L0PE6bGLyzxzt/sZP6PvRr9i1a9dAEM18LeVYzkzX3bq6Ovbv309bWxuJREITD4pI0emTX5bsyYUeeuihnNukUikeeeQRAKqrq7ntttsK3g5rLR/5yEcA8Hq9/Omf/mnBjzGaUgRSVUhLz6kuu/lURzMCtRVU3lr4/ykZP3/yPGWrJzYkQZwVPnmMiisvc7oZBeWuqsB7+UpSG1dh1yzBVVNFrOUc3a/sp/P5nfTuP0qyr3jvWcXm+ty36fzVK+zbtw9rrSMVUmBgLGn29Xg8rlAqIkWlQJpl69at3HzzzQA8+OCDvPjii8O2+dSnPsXhw4cBeP/73z9s7OMvf/nLgbOM73jHO3Ie58KFCwOz9A6VTCZ573vfywsvpMfSffCDH2TlypUTfUgTUoouu9ljU1QhLQ1HJjXqbcf0dY7rLrOuWoN3ybLitEfyZiMR5myYgwmMvQyWTC42FsfGu/Avmut0UybG66H88lVU33gts7ZfTWD5IpI9fcSPnMZ18BTmRBOpjuETAU1lJpHE9W+P0PLyHo4ePepYIIXB1dnMOqUKpSJSTBpDOsT999/PjTfeSDgc5u677+ZDH/oQt912G+FwmEcffZQvfvGLAKxdu5YPfOADEzrGL37xC9773vfylre8hVtuuYVly5YRiUTYt28fX/ziFwfGjt577718+MMfLtRDy1smkMbjceLxeNEmHMq1KLcUjxMV0vFURzNcLhez772dloe+Dol4EVol+Uq2nWXJa7fR+JjGk041ifZOAiuWEe/sJhUq7oyxlyqwfBH+hfMwLhfx9k5CpxrpOzL+146pzoQiuD/6IHXlQVxz0zPrOx1Is7/PzK0x2iz9IiIToUA6xObNm/nmN7/JW9/6Vrq7u/nQhz40bJu1a9fy5JNPXtLaoK2trdx///3cf//9w24zxvDOd76Tz33uc/h8pa9OZGbZhXS33VmzZhXlOG63W9PLl1DJA2lfB6ZvYmuL+qqCzLrrLrp+/KMCN0rGK9V4nHl3baXt6ZedboqMU6SugeobNtL+zB6YJNUt75wa/EsXgt9Hqi9EtP4Mkf6LgLnQhftjXyb5z38GZQFHAmnmPdntduc8caxQKiKFpi67Obzuda9j3759/NVf/RVr166lrKyM6upqrrvuOj75yU+ye/du1qxZM+H933zzzfzbv/0b9957LytXrqSsrIyKigrWrl3Lu971Ll588UUefPBB/H5/AR9V/jIVUijNxEYKpKVR6i67E6mOZqtcvwzfmrUFao1cCl+0lfK1y51uhkxA3/6D1N7lzARVrvIg5ZsuY9YN11B53SZ8C+YSP99B7+5D9L60h9D+YyS7x173e6Yx9Wdx/ftXIZEs6tCZkWRXSLOH16RSKZLJpN6zRaTgzAwcEzDjHvB4nTt3jnnz5gGwa9euSwrfo3n55Zfp7e1l7dq1LFmypCjHkIsaGho4ceIEVVVVXHddkT+ghjpxnbz0pSfifVFaHv4GNhIuQKPkUrjmzOfML4+R7NPvYsoxhsCay+l6fm/xjuF2EVi5BN+cWgBirefTVU8NyZiw1K3X4vrLP2D79u1UVFSU7LhPP/00yWSS6667bmDJucxES5k5Mrxeb0lnAJa8qXQtU5K67MowqpBOT6XssmtaCzP+y1vup/qeV9Px/e8XZH8ycanzrSy691oaH3ve6abIeFlLrPE05RtW0nfodEF26Vs0H//ieRivh0RHN5HTTURONBA50VCQ/Qu4frmT1Jxqdnq9bN++vSS9pqy1g7rsZmSCaCqVwuVykehfTkehVEQKQYFUhgkGgxhjsNaWZOkXTWpUGiXrshvqwvReKNjuKlcvJLzpSiIH9hVsnzIxqcYTzL9nO60/ecnppsg4pSIR3JURfPNriLWOb2y3p6aKwPLFuMqCpEJhIvVniJ1pJXamtUitlQzXY88Q6Q+lW7duxeMp7se27PeHoeNXh75nJxKJQV16RUQmSoFUhjHGUFZWRl9fnyqk00ipTgBc6tjRXGpv3UZLfR2pnum11MNU5O5uwrNqEYlTmoRmqomfu0DZ6pXEO/uw0VjObUzAh51XS6o8SHkgQKqtnWhzK73TbJmVqcT1pe/RM7uaPT4f11xzTVEDYPb7ca7qZyaAZrrvZmbiVygVkUuhVxDJKTPTriqk00emQlrU5zvcjek5X/Ddevweau67p+D7lfEzyQQ1y8uhzJlJ1+TShE+epuZVV6S/MYbAyiVUbbuKquuvJnjZckgkoaEF1+HThHcfJtqsKqjTTDKF61Nf5fzLezl48GBRe7lkB9JcITPTddcYQzKZxFqrNUpF5JIpkEpOmXGkxZzhTxXS0sp8uCjmB4diVEczyhfPpuy6rUXbv+TPF+ph4V1XO90MGSfj9VJ2+WW4gx7m/q9bcJUFiJxuovs3e+l+cQ/h4/XYhF6PJyMTieH++Jdp3nOAkydPFu042ScsRxofmqmSKpSKSKEokEpOmUCqCun0UfTnO9wD3eeKs+9+NTdsxl07u6jHkPy4WupZ8JrrnW6GjMJ43ATXrqZq22bKN63F5XMTOXGC3p176H3lN1RefZnTTZRxMB09uD/6ZU7s3U9TU1NRjpH9/jBaN9zsUJpZp1ShVEQmSoFUclKFdPop9qRGpu1U0eebd3td1N73atCi7JOCu6uRqiuLsyyUTIDbRXDNCqq2babiystxB31ET52id+cewkeOY6PRi9taS6K1nvINKxxrroyfaWrF/cmvcHDPXs6dK/wJwLHGkA5qy5A1SlOpFIlEQqFURMatpIHUGFNhzOBPkqZfKdshYytlhVSBtDSKWiGN9EJ3W+H3m0Nw3iwqbrq5JMeSMSQSzFrkx1Nd6XRLZiaXIbByGVVbN1Nx1QY8FUGidfX07txD6NBRUuHIqHdPhSO4vTF8C2pL1GApBHPoFOa/HmXP7t10dXUVdN/Z7w/5fDQbGkqTyaRCqYiMW6ln2f0h8LwxZhdw3Fq73/a/ahljXADWWvXfnAQygTQcDhftGJmzr+qyWxrZY0ittXl92MhXKaqj2aqvXU/k+AkSLZrp1WmpjgssuvNKGh57wemmTH/G4F+2GP/8Odh4nEh9I7HG9GWi4ucvUL5mOYmuPlLh6Nh3kEnB9cJeUnNq2OnxsH379oGJCC9V9hqk+b5HZM+8m3k/N8aMax8iMrOVJJAaY0x/8HxV/wXgRWPMDuAA8LK1dm/W9i7AWp1ic0zmza2YXXY1hrS0sj8YFDSQRvqgq7QzcbrcLmbfdyetD38dVGF3XLLxJAtfdwNnn/i1002ZdvxLFuJbMB9SCaINTcSbm4k3Nxf0GJHT9dTcvJELT+8Gve1OGa7Hf0l8bnqN0m3btuHz+S55n5n34/Eu45IdSq21JBIJgKKvmyoi00OpXyl+CmwElgDX91/iwAFjzHHgZeApa+2BzB2ywqyUUCm67GoMaWllf8BIpVIFWzfOnCttdTTDX11O1e130P30Uw4cXYZyXahn1tVr6dpzzOmmTGm+RfPxL1oA1hJtaibe0kK8paXoxw0dPMjse7Zw4ccvF/1YUjiuL/+A0OxZ7PJ62bJly5jjPseSeT+eyPtDZjmYzPtLMpkcqJSKiIymJIE0K1C+jXQI3QKsBi4DrgY2919eA7zTGNMM/BJ4zFp7ohRtlMFKMamRxpCW1tAKaUFE+6DTuXUKqzatInx8FfG64i03I3lKJqma5yZUO4t4e2HHtU1n3nlzCCxdBC5DrPkM8bY2Em2lGY89VGjfXqpvuZrOZ/c4cnwZP5NK4frP/6GzupJ9fj9XX331JfV+yVRIJxoih/Z8SiQSg8aZiojkUtIKqbX2HPAD4AfGGA9wJfA64H1ADVBBuoK6kXRwfa8xph54Evi6tba+lO2dyUpZIVWX3dIYWiEtBNN2GoNzHRhcLsPsV99C60NN2FjMsXZIWqqrg4W3baDhuy+p6+cIPLNrCS5fjHG7iJ1tJdbSSl/7BaebNSDWcAKzeiH25FmnmyJ5MtE47o8/ROvHyjns97N+/foJh9JLqZAOtCer+y5APB7H6/UqlIrIiEr+6tA/qa7bWpuw1u4CvgFcAAzpYPqnwFNAJbCIdDD9e+CoMeYVY8zfGmPWGGMq+0OtFIG67E4/BQ+ksRB0Fr8r4Vh8FQFm3X23082Qfsmm0yx8/Y1ON2PScFdXUbF5E1VbryawfBGprg769h2gd/c+Yi3O9S4YiY3F8bkjMHeW002RcTDdfbg/+iANBw5TV1c34f1caoUULnbdzR5TGo/HdfJZREZU8kBq05JZS71UAJnSxovW2geBPwE2AX8M/Bjw9V+uAT4OHAN+Afy1MWZuKds/U5Ry2ZfMG5YUV6G77DpdHc1WsXYJ/nXrnW6G9HO1naL6ug1ON8MR7qpKKq7aSNW2zQRXLcX29RLaf5DeXXuJNU+NqqOrL4RvURmuiqDTTZFxMGfP4/7Ewxzdd4CzZyf2t1aICilcDKXGGJLJ5MBER3qvF5FcHOs/kTWuNAJk5ppf0n9bk7X2EPAw8Kb+n/8+8BOgE0gAVwAfA24pWaNnkMwsu6WokIK67ZZCQSuksTB0Tp4P1y5jqL3jBkxZudNNEYBUisqaFN55NU63pOhc5WWUX7meqm2bKVuzHBsJETp4iN6de4g2NE3Zrsvu8+3M2nYZqJvllGKO1eO6/xvs27OHCxfG3xW8EBXSgbb0V0kzEx2lUini8bhCqYgMMxneaRKkQylAAMAY48nMrmut7bPWtlhrH7XW3gfcCvwG8PbfpzCLb8kgpZzUCBRIS6GQz7c5dxozyT5UeIM+au59tdPNkH6p7k4W3rRu2gUaVzBA+aZ16QC6diUkYoQPHaF35x4idQ0wjV7LIkeOMufV1zrdDBkn18sHMA/9gN27d9PT0zOu+xaqQpqRPaFRJpSqUioiQ02GTwrZgbSi/6sLBq8kYYx5tTHmB8ArwI1crKpqAGIRlHIMKWgcaSkUrMtuLAIdZwrQosKrWDGf1Jq1TjdD+iWb61g8xceTGp+Xsg2XUbVtM+XrV2NskvCRY+kAeqpu2q+D27dvH7V3KJRONa4fvUDyez9n586dRCKRse/Qr5AV0oyhoTSZTCqUisggk2FSoAQXx5BWA1hrYwDGmBWkx5H+LrCKdFC1QBfwLPAF0mNJpcBKOYYUVCEthcx4HmvtJT3fk7E6mm3BnTdyprkJT7h4f7syDi0nqdm2iY7fHBh720nAeDwE16zAM6uSZG8vkdP1RI7N7NXHIicOU3Xderp3HHa6KTIO7keeJDqnmp1eL9u2bcPjGfsjX+a9odAz4mZPcpQ5RmaN0ktZpkZEpgfHAmmmSy7pgJmpdib6b/t94LeArUAtF7vl1pEeV/qgtba5lO2dabK77Fpri/KGoQpp6WUWK59wII1P3upoRqA8wOzX3kvXt7/jdFMEwKaoqIgSWjCHaMt5p1szjPG4CKxagbdmFqlQiPCpeiInTjrdrEnFJpKketsIrlpE+NTk/v+XLNbi+q9H6ampYrfPx7XXXjtm0My8FxeyQpoxNJQmEgmAvIKyiExvjrwKGGMyr4gWOAd093//NmPMbaSD6MKsu/wQ+BzwjLU23r8PY9Xfo2gygdRaSzQaJRAIFPwYqpCWXubEwkT/dcy5Ooyd/L+rWcvmkdh+A30v/drppgiQ6u1h/vWrafhBh/NdXN0ugiuW4Z1dQyoSIVJXT/TU6YGzopJbsqcX36IK4h1VJDq6x76DTAomlsD9iYe58NEyDvj9XHHFFaOeYC5WhXSgPf09dTKz6yeTyYFKqYjMXI6MIbXWpqy1KWPMQuAtpGfMhfSyLm8gHUbrSa8/uhH4XWvtTzJhtH8fCqNFlJllF4o3sVH2uBJVSEsjexzPuMWj0D51OiZUb9uEe848p5sh/ZJn6ln8hhtKf2BjCKxcRtXWq6m4egPeyjKi9fX07tpD6NARUqFw6ds0RcXOtFB19TKMVxWtqcT0hnB/9MucOXSU48ePj7ptMSukGS6Xa1ilVJ8BRGa2kgdSY0yNMeYmY8xfAZ8lvXTL1f03p4DHgN8jvZzLp621h621OnldYpkKKZRmYiO9GZVG5sz4RALpVKmOZrg9bmbfdzeYyTB3mwBw5gS1N15V9MP4ly2mauvVVG7ehLe2ilhjI7279hI6cJhkb/FmDp8JwseOM/vOzU43Q8bJtLXj/vhDnDp0hIaGhhG3K3aFNCNXKFVPKZGZq6SnOY0xK4GPADcBK7NuOgz8CHgaOGCt1SAVh5UqkF5SxU7GLfN8j7uDQSIG7U1FaFFxBeZUUnHLLfT+UnOfTQrWUubvI7R4HpHmtoLt1r94Ib5F8yGZJNrYRPzMGeJn9DZSLH379lF79xban3rF6abIOJiTTbg+/TUO/a2HQCDAvHnDe5AUetmXUduTNabUGEM8Hsfr9Zbk2CIyuZQkkBpjXNbaFLAW+MP+H3cBLwLPAy8AO621vf3buwFjrU2Uon0yXHYgLeZapKqQltZ4TgCkUilCoRB9fX0EOhqomULV0WzVm9cSPX6cePPUC9TTke3rZd6W5TS2tWPjE3uJ9y6YS6SiDIMl0NNHvLWFeGtLgVsqowkfPsCs6zfR9eLUmD1Z0ly7jsAD32OP18PWrVuprq4edHsxln0ZSabHjjGGZDKJ2+0mkUjg9Xo1867IDFOqCmmmHNMG9AA/IB1Cf2qtPT1sY2sH0okmL3KGz+fD4/GQSCRUIZ1Gck1qlEqlCIfD9PX1DbqEQiGstXiN5cbZqSErA08dLpeL2nvvoPXhr0NC57gmg+TZRha//nqavvNcXtt7580hsHQRxmWINp8l3nYOb/+EvfqNOiSVInG+ibLLlxM6Uu90a2QcXE//huTcGna63Wzfvn3QCehSVkgh93IwmUqpQqnIzFGSQJoVKOuBd1prv5u5zRizGdhCuno6DwgCIeAY8JS1Vn2CHFJeXk5XV5fGkE4T1tqBIHr+/Hm6uroGwudo53xWVhg8U/xzgX9WGbPuvJOun/zE6aZIP9t0nNmv2syFX+0edpuntobgiiUYt4tYSxuxsy30tV9woJUymlQojHdeOd55NcTbOpxujoyD+xs/JdG/Run27dvx+XxAaSukGQqlIlLSMaTW2nbguwDGmAXAnwJ3AZuA6iGb9wDvNcbsAt5jra0rXUsF0jPtFjuQqkJaeNZaIpEIfX199Pb2Dqp4Zp7n9vb2YffzeDyUl5cPulQE/fhP/SY93dgUV7lhBeFja4idOuF0U6Rf0NVFcPlCYp19BFcuxeXzEm87R7TpDH37Op1unuQh3naeistX0tUdIhXR/INThrW4PvdtwrVV7PR62bp1K263uySz7OaSCaXHjh2jra2N+fPnc/nll+PxeBRKRWaAks/dbtKvLHOBT5Ne8iWjhfSapClgPrAAqATuBX5ujHmdtfZgiZs7o2W68WgM6eSUWSM2Ezgz4TMUCo35fPr9fmpra9Ohs6KC8vJyfD7fsDd+03ICk5oevxuXMcy++1W0PNSEjUacbo4ArrJyFty6mobHfkXowCGnmyMTFDl5mppbNnLhp7ucboqMg0kkcf3bV+maVcken4/NmzeXbJbdnO0xZuA9LRqNDlqjVKFUZHpzYjExF/D/cTGM/gT4IXAEaAeipEer1QC/D/wZsAL4tjFmo8aTlk4mkKpC6ixrLbFYbFC1M3MZLXi63W7KysoGhc76+no6OztZsGABq1evHv3AyThcaCzwo3GWt9xP9T2vpuPxx51uyoznX7eB5Jl6kqcOsfi122n6zq+cbpJcgtCBg8y+ZysXfvKy002RUfjmzyawdCGuQIBkb4i+Uw3wsS9z7uPv5XAgUPIxpENldxnOLAcD6R48IjJ9OfEffjXwLtITHX0F+Ji1NmcfOmPMHtIz8T5CeozpnwP/XZJWSkkCqSqkF2WC59DQ2dfXN/CmnIvL5RrW1ba8vJxAIDDsrPKZ/qUw8jqvc74Bk5p+U8ZUrllEeMMmIoc0O6gTXOUV+BYvJn766MUfnjnB7Fddw4VfqcI2lYUO7KP6VVfT+as9TjdFAE91JcGVS3CXl5OKRIg0nCXWeoFY6+Dx2AZw/+tXaPzIu8DnBUrfZTdjaJdha+2gSqmITE9OBNI/Id0t9yTwV9baLmMGVq4f+JRs0/qArxljXgO8GfhtY8znVCUtjVJ02Z2pFdKRgmc8Hh/xPsaYnMEzGAzm3Z0ps92Yz3cygbkw8uLpU13tbdtpaagn1dvjdFNmFO/K1dDdQbxu+DnIMk83fUvmE2lqdaBlUhDWEms6RcUVq+ndf9Lp1sworvIgZSuX4qmuxMYSRM60Em1qoWf34bzub4414Prvb5H6y9+H/vGcTsgE0szY0cx7VeakrEKpyPTkRCDdQrrb7lettV0A/WuUjubrwP8CrgF8pLv1SpFlAmk4HC7aMaZ7hTQejw8KnJlut2MFz0xX26HB81I/JOR9AuBCAyY5/aqjGZ6Al5rX3MOFb33b6abMDF4vgcvWEj95FEY4n2jDIeZdt5zGlvPYxPR8PZgJbDSKKe/Dv3gu0eZzTjdnWjI+L2WrluKdXYNNpYi1nCdc30zvgWOXtF/XC3th0VxSb76b7u5uKisrC9Ti/GV3GR76fpVIJAYmPxKR6aVkgTRrPdE5/T/aOY67HyG9FEwN6WVhFEhLoKysDChNhXSqB9JEIpEzeMZisRHvY4whGAxenNG2f5xnIYLnaMeEMbrsJhOY89O3OppRvnQOoWuuI7xrh9NNmdY8CxfjclniJ46MuW2qtYnFr7+Rpu9qPOlUlmjvILh8GfHOHlJ9mkDskrhcBFcuwT9vNhhD7EIn4dON9B05VZzDfftn2EVzOeR2U1lZSVVVVVGOM5KhXXazl4QxxgwsB6NQKjK9lLJCakh3yc2UZsbTR9NyMYQGCtkoGVkpx5BOlS67iUSCUCg0bIKhaHT0cyTZwTMTPsvKykr+pppXhbS9EZMcuYI7ndTeeA0tp0+R7Bi+DI5cIuPCv34DibrjJEcZAz1My0lqb7ya9hf2FK1pUnzR+gZqbljPhWf2wRR5fZ8M/EsXEg76wO2i3LiI1jUTPtlA+GTpThK6PvdtknNr2OnxsH37doLBYMmOPXQd1MxJVGMMyWQSt9tNIpHQGqUi04wTXXYbSc+au8QY48qjuy7AcsBNehZeDSAokZk8qVEymcw5xjMSGf1sfyAQGKh0Zi5lZWWTZtzLmIE0lcScqy9hi5zl9rmpfe09nPvaN0bsSirj566pxVNTTeJEfuPXBrGW8rIQfQvnEj2rLp9TWejQYea8+jrO/1gz7+biWzCHwJKFuAJ+kr19hE83Em08S+Y0ZfEGy4zOxBN4/u0Roh9/Lzu9O9m2bRter7ckx861Dmp2lTTz3pWplCqUikwPTgTS3cDNwHbgm0DvSBtmBdYtQDXwc9Rdt2RmwqRGyWSSUCg0LHiONW7W7/cPC57l5eWTJniOZMwuuxdmTnU0IzhvFuXX30jfr593uinTgm/t5aRamkg0TfzEhu3rZf72VTT8oB0m2ckqGZ++fXupuuUqup/d63RTHOWpruqf8baMVDhCuOEMsZbzxFrOO9203Lp6cX/8IXo/+h527drFli1bStKjJ1cgBYVSkemulIE08wn4R8Af91++Cow4WCirevpbgBf4MXBhpO2lsKZThTSVSuUMnmM9Nr/fn3Nm26m6JtqoJwBSScz5mVMdzVa9ZQPRkydItLY43ZQpywTL8C9fTvzUpU2skpFqaWTxG26kWeNJp7zY6WOYtYuxx5qdbkpJuCrK0jPezqrExmJEmluJNrfSs/uQ000bF9PYiuvTX6Pjg3/Evn37uOqqq4oe/kZbBzVXKE0kEgMz8orI1FWyT9VZS7X8HPgE6Rlz8y293QMkrbWOrNFQX1/PZz7zGZ588kkaGxvx+/2sXr2aN73pTbznPe8ZmPznUtTV1fH5z3+en/3sZ5w8eZK+vj4qKyu5/PLLueeee3j3u9/NvHnzCvBo8leKQFroCmkqlSIcDg+bYCgcDo86kY/P58s5xrNU3ZRKZdRlX9qbMImRJ2GaztweN7WvuYu2r3xd490mwLt8JYR7CxZGM0zLSWquv4KOF/cXdL9SWiaZwm/7iC2aTerM9DqnbHxeXIvnEQ/6IGkJhKPEmlrp3X907DtPAa49x+ChH9DyJ28kGAyybt26oh0rlUoNvE+P1NsoVygFFEpFpriSl3mstQngo0N/nrUWadam6Vcma21nCZqW0xNPPMFb3/pWuru7B34WCoXYsWMHO3bs4IEHHuDJJ59kzZo1Ez7GV7/6Vd71rncN6yba0dHBiy++yIsvvsj999/Po48+yl133TXh44xXJmhPxgqptXYgeGZPMBQKhUYNnl6vd1i1s6KiYtoFz5FkTgAMe45SScy5utI3aBIJ1FZQedvt9DzzM6ebMnV43ATWrid+8khxxuBaS0VFjND82URbp1eQmWlMKEzlkkX09UVJdI04Umdyc7kIrlyKb34tBkPsfAfh040kTzcPjPucjqf0XD/5NXbxXE7fm54nYfny5UU5TnbAHG34S65QaoyZsj2XRMSZMaSZ8Omif9Zdm5azLJG1XEzJ7d69mze/+c2Ew2EqKir44Ac/yG233UY4HObRRx/lS1/6EseOHeO+++5jx44dE1qz64UXXuAd73gHqVQKl8vF29/+dt7whjewaNEiGhoa+MpXvsITTzxBe3s7b3jDGzhw4ACrVq0qwqMdrtQVUmvtsDOc1loikciwWW1DodCoVVWPxzNoKZXMxefzFe2xTAUjVqTbm2dsdTTbrCtXEzl+gnhDndNNmfTc8xbg9nuJT2TionGwvT3Mv3EtDd//jarXU1ys+QxV166l41eHpsZas/NqSdVUUl5ZiSscJXyqgfDJesInZ97QBvfDT5BcMIfDpIeyLFiwoODHyD4xPdZ8DNmh1Fo7sEbpZJ/HQURycySQWmtTxpiBMaLGmAXAtcAyYBbpJWJagRettcX9tDOK97///YTDYTweD0899RTXX3/9wG233347l112GX/zN3/DsWPH+NSnPsVHPvKRcR/j4x//+EA4+K//+i/+/M//fOC2LVu28Nu//dt84AMf4NOf/jThcJhPf/rTfPazn73kx5aPUkxqlP3mEQqFhnW37evrGzV4ut3uYet4ZoKnuu8Ml3NSo1QKc77OmQZNMi6Xi9n33EbLQ1+D+Mya3ClvxhC4fAPxhpMkO0vzHKXO1rPo9Tdy5vvPleR4Ujzho8eoueNq2n86nqXIi8+3YC6BJQvSM9729BKuayLR1o6rrd2x2W4nlWQK93/+D4l/+TP2ufbh9/upqakp7CHGEUgh/X5mjBk4oZ/oX15KoVRk6jFOFB8zVU9jzCLgbaRn3V0NzAH8pNcoDQFJoA74J2vtUwU6fF4P+OWXX2bbtm0AvOtd7+ILX/jCsG1SqRSbNm3i8OHDVFdX09bWNu6un7W1tXR0dDB79mzOn889215XVxfV1dUAXHPNNezcWZo38meeeYY777yTQCBAW1tbQfZprSUajQ6Eza6uLs6dG3tph+zgmX3x+/0KnuNw5swZjhw5QllZGdu3b0//8EIjrjNHnG3YJNN9uIHOHz3pdDMmHdesWXjnziPRcKr0BzeG3kQ1nS8fLP2xpeAC6zfR8TNnQqmndhbBFUtwlwVJhsJEGs4QP9/hSFumGjN/NvGPvQfvnBq2bdtGRUVFwfbd09PDCy+8AMCdd96ZdxfcTNddl8uFy+XC6/WWfI3vSUQfiGRKKnmFNCuMrgM+DrxxhE0z/V8XAd83xnzUWjts7GmxfP/73x+4/s53vjPnNi6Xi7e97W188IMfpLOzk1/84hfcfffd4zpOLJbuJrly5coRt5k1axZz5szh/PnzA9uXQqZCGolEBhakzpe1llgslnMtz8xZzFxcLlfO4BkIBBQ8C2BYl12bmvFjR3OpuHwp4ePriB6fHhOTFIJvzVpSF1qdCaMA1lJZnSI0t4bYOYWHqS5y7BBV2zbQ/ZvizjzrqiynbOUSPFWVpKIxos0tRM+00dPeVdTjTle29QKef3uE+P/53+zcuZPt27fj9/sLsu/sCul4AmV2911jzMByMDM4lIpMOU5MamSNMfOBTwP39v/4WdJLuhwHOoEI6UB6N/CHwFzgQ8aYXmvt/VnrkxbN88+n1yQsLy/n2muvHXG7W265ZeD6Cy+8MO5Aum7dOnbt2sXp06dH3Ka7u3ugelrMGe6GygRSYGAcbS5Dg2dmvOdYwbOsrIxgMDhQIb3qqquora1V8CyiYV12O85g4hEHWzQ5uYyh9s6baGlqwI6xJu10Z/x+/KtWEz/pfDi3PV0seNV6Gr77YnEmUZLSSaZIdpylbO0yQscaCrJL4/dRtnoZ3ppZ2GSSWMt5wvXN9O5z/m93WjlSh/vz3yb8F7/Hzp072bp1a0EmFMoE0kzAzFfmfc0YM3DyPJFIaI1SkSnEqSnJfp90GO0GvgZ8xlo7bL0AY8wzwHdJz8p7C/A7xpgfWWuPF3uyo8OH00NX16xZM+oL7eWXXz7sPuPx7ne/m//9v/83Fy5c4Atf+ALvfve7h23zz//8z4O2L5Xs5WxCoRChUIjdu3dTWVnJ7NmzBwJofJSxdsYYysrKho3zDAQCuFwukskkzz77LIDGfZbAoAqpTWHa6pxt0CTmLfNRc889tH/ve043xTHepcsgFp0UYTQjdaaO+a+9gdYnXnC6KXKJUn0hfAsq8c6pJn6+c3x3drsJrlqKf24tALFz7YRPN9F36EThGyrDmF/txrVwDt2/exd79uzhmmuuueSKZKbnzkTGgGZXSTPBNlMp1ecKkcnPiS67K4BX93/7FPB+a23SpF8xMq8ameVeksCvjTH/BHwHuBK4i3Ql1ZDneNDxikQiAxXJJUuWjLptTU0N5eXl9PX10djYOO5j/dEf/RHPP/88jzzyCO95z3vYuXMnr3/961m4cCENDQ189atfHeg+/OEPf5g777xz3McYr87OTg4ePMivf/1r3G43y5cvZ8uWLXR0pLvJveUtb+Etb3nLoPsYYwgGg8MmFwoGg6O+SWXfVqi1SGVkgwJpx1lMfGZX/8ZSsWoBoSuuIrJ/r9NNKS23m8C69cRPHZ2UM9t62+txr1tK8uj4X3Nlcom1tFK1aTUdL4ZIRUcekuJdMp9oeQCXx0O5NYRPNxI+Xkf4eF3pGiuDuL75NHbhXM7fdDWHDh1i48aNlxT+MkFyopMS5VoORqFUZGooWSDNqmjOAW4AzgHf6g+jXmttnCEBM+s+u4BvAu8CNmduLlZbe3p6Bq7nM2A/E0h7e8e/tprb7eYrX/kKr3vd6/jYxz7GAw88wAMPPDBom9tuu40PfehDRQujjzzyCHv27OHgwYMcPHiQ5ubmQbefOnVxzJjL5SIcDjN37txBYzzLysomdHY011lNKZ6LXXZTmHMjdxOXi2pv2UJLXR2pnpkx5sw9Zy6e8rKiL+dySVIp5iwqo/VsOXQXbxZwKY3Q8ZPMvv0qzv34FQA88+cQqyoDrwdfPIltOU+8qXVgrU/9xicPz+cfIz6vhibSa5ReyprslxpIIXcoTSQSeDwehVKRScyJLrsuoAI4BbwC0B9Gh8nqktsN7Om/PnrJsgAikYtj6vJZtzIzoD88wbFmhw8f5pFHHmH//v05b3/xxRd58MEHWb9+PYsXL57QMUbzyU9+kkOHBk8sYYxh1apVnDx5kpUrV/I7v/M73HXXXVxxxRWDxpYWgtvtViAtkcxJg/neJCY28hhfucjj91J73z2cf/SbTjel6PyXbyDZVEeiu93ppozJGwlRvX0VnU8f0HjSKc6/ZBGugJv5b7qd9md2E289j6s1fZtepSY3G43h+7evEvvYezjBCQKBwJg9y0ZSiEAKuUMpoFAqMok5MQVZJu25gLxKiv3BNLNt4eYYH0EgEBi4ns+sttFoFIBgMDjuYz333HNcf/31PPHEEyxevJivfvWrtLS0EIvFaGxs5L//+78pKyvj0UcfZevWrRw8WPglD+644w7uu+8+/vZv/5ZHHnmEnTt30tvby4kT6TeX06dPc/PNN7N9+/aCh1HIMfOrFE36ubasKNMH+PEoW1xL2dbtTjejaFwVlfjXriNx6ig2FnW6OXmr6LnAgvtucLoZMk4m4Kds0+VUbLkK/9IFxFrP0rN7Dz07XqJ8w1KnmyfjlOroxvevj0A4wsGDB/Nayi2XTCAtxOy42RMjZU5466S3yORVsgppVrUz09umEqgGLox1X2OMh/RMu5CehReKNH4UoLKycuB6Pt1w+/rSD2m863FFo1F+7/d+j66uLhYsWMBLL73EggULBm5fsmQJf/7nf84tt9zCddddx5kzZ3j729/Ojh07xnWcsXzmM58Z8bby8nIikciEq7/5yJwN1ZtF8RljmO+3lDs1ndkUVnP9lURPniR5YWIftiYr36o12M4LJOqm5mQwns4Gqq5eR/eeyTPxkgznX7YY34J5JPv6iJw+Tfhojt9XKkXiQhNl65YROlqYmXelNFKnm/F/5ltE//qt7Nmzh61btzJr1qxx7aNQFdKM7EqptZZEIoExpmD7F5HCcaJC2gXUA1XAFXnexwtcRzqEHun/WdECaSAQYPbs2QA0NTWNum1HR8dAIF26dHxndn/yk58MjNd83/veNyiMZtu4cSNvfetbAdi5cyd795ZugpXMTLuZx1gMqpCWjssYVqo6OiFuj5va++4GMz3WtjM+L4H1G0k2nSbV2+10cyYumaR6gRdPdeXY20rJuMrLKL9qI5VbrsK3aC6xs2fo3b2H8LHj2PjIHXFToRC+GoN39vjCjDgv+coBfF//Mclkkp07dxIKhcZ3/wIHUkiHUmPMoFCqk98ik48Tn6x6gJ8ANcB7ID150Rj3qSa9VEwU+CkMqrgWxYYNGwA4ceLEqOtpHjlyZOD6+vXrx3WM7GVirrnmmlG3zV4LNfuYxZbpojveN5bxUIW0dLyhdipUHZ2w4NwqKm6+2elmXDLPosV458whfrJ0ryXFlOpqZ9GdVzndjBnPv2IplVs3U7bhMmwyRujQIXr37CN+7vy49hNraWXWtcsxBVjbUkrHO6eGYEMbnp+/QiwWY+fOnXkNe8q4lGVfRuNyuQaNKU0kEjoBLjLJlDyQWmujwIPAL4FWY0wwj3AZA/4X8Frg58VtYdpNN90EpCuDO3fuHHG7zBqaADfeeOO4jpG9vulooRcYtNZnIRagzlcmkKpCOg1Yi69Dy2Rcqupr1uNZVPjJxUrCuAhs2ITtOEfyfJvTrSmoVPMpFrx2fK/BcmlclRWUX72JiuuuxDu/llhzU7oKevwEXOIJxtCxY8y999qxNxRHeGdXU7l5A9U3XUfVdVfgWzCH+PkO+vYchs99G9d3fk5fXx+7du3K+2RzMSqkGUO778bjcX3mEJlEHOl7Zq3dAfwO6QrpmK8I1toL1trHrbU/t9aW5BXkjW9848D1hx56KOc2qVSKRx55BIDq6mpuu+22cR1j5cqVA9efe+65UbfNDr7Z9ys2VUinke42XLHi/R5nCpfbMPveO8E9tao37ppa/CtWpJdzmab/a+7OBnxrNSlO0RhDYPUKKrduJrh+NTYeIXTwIH1795No7yj44Xr372XOq7cUfL8yPp7aWcPD54VOenYfovP5HXTv2E+sZXAV3PWNn+D6yhN0dnayb98+8unUVuxAmrkkk8mBUFrkznYikifHBkNZa9uttV3W2qhJc+W4mDy68xbF1q1bubm/a96DDz7Iiy++OGybT33qUwPdbt///vfj9XoH3f7LX/5y4AXwHe94x7D733HHHQNjND//+c+PuOzLj3/8Y773ve8BsHjxYq6++uqJPqxxU4V0mrAW03Zq7O0kL/7qMqpuv8PpZuTNv3Y9Jhkj0VzvdFOKyiSTVC8JQPn4ZzyX3NzVVZRv3kTFtVfinTOLaEM9vbv3EDlxqiQnNsInDzFry/iGw8jE2Yoy/BvXDIRP/8K5JNq7Rg2fI3E98Ryuz32b1jNnOXLkyJjhr5Cz7OaSqZIqlIpMPo6e4jfGuK21yf4uu5PuFeH+++/nxhtvJBwOc/fdd/OhD32I2267jXA4zKOPPsoXv/hFANauXcsHPvCBce+/urqav/u7v+Mf//Ef6enp4YYbbuB973sfd911FzU1NbS2tvL444/zpS99aSCsfeITnyjai3UumUCqWXanuJ5zmEheqyxJnqo2rSRyYjWx0yedbsqITFk5/qXLiJ8+5nRTSsYX7mP+HVfQ+oOXnW7K1GQMyYVzCcydjScSIVLXQOhA4Zcby5dNJLGxC7gXzyXZPL1muHaap2YWwRWLcJeXk4pE6T7VgGnvInrwBIVa/Mn181cgFKH+/b9HIBAYtYdXMSukGbnWKI3H43i9Xq1RKuIgRwOptTYJYIxZDywFaoEyINB/8Q/56gVmA39qre0pdvs2b97MN7/5Td761rfS3d3Nhz70oWHbrF27lieffHLQUjHj8fd///e0t7dz//3309vby8c//nE+/vGPD9vO6/XysY99bGC23VLJVHDVZXdqU3W08FwuQ+3dt9D6UNOkXLvTu3wVhLpnVBjN8J5rYv5rbqD1R792uilTgrummuDKpWCg78RJPOfOkTh3jtFnNiidRFc3wSXz6OnwY0KT739tKvBUVxFcsQR3RZBUNEa0uZXomTZ6OrqKdkzjdVO2diXxZILo/zzJ0bd7CAQCLFy4MOf2xZrUaFi7coTSRCKBx+NRKBVxiNMV0tuB1wNXAgtJr03qA9z9F1fWVxfpKqoP+FvSs/UW3ete9zr27dvH/fffz5NPPklTUxM+n481a9bwu7/7u7z3ve8dCG0TYYzhP/7jP3jrW9/KAw88wPPPP099fT2hUIiKigrWrFnDLbfcwrve9S7Wrl1bwEeWH3XZnQa6z2HCJfl3mXF8FX5mvfpuOp94wummXOTxEFh7eXoG3RncFc3b00zlxlX0HNTJmKGMx0Vg9Uo81VXEL7QTbWikb/8Bp5s1qlRrG76rFxN/6TSkZu7fdT481ZUEly/BXVVOKhIj2tySDp97DhX1uO7yIGXrVuKdVU6ip5fwyToip9L/f54DkLpmPfuMwe/3U1tbO+z+paiQZuQKpYBCqYhDHAukxpi3AJ8Alo2yWRJIAHHSM+2GSC8BU9J2L1++nE9/+tN8+tOfHtf9br311rzHJlx77bWDlnaZLDSp0dRn2k473YRprWrtEsKXbyB6pLgf9vLhXrAQt8ednrhopkvEqVlRTag+SLK3eEMOpgrPnFoCK5ZAMkmkrmEgKEwl3jNn8N66idDPc8+3MBO5Z1VStmIx7soKUtEo0TNtRJtb6eks/muAZ/Ysytcsx13mI36hg9CpBkKHR15Kyve1HxL96Cp27drFtm3bhvUsK2Ughdyh1BiD2+1WKBUpMUcCqTFmFfBJ0t10zwI/BF4B2oBe0sEzBIT7L5H+S9RaG8+1TykOVUinuJ7zmHDxumRJWu3tN9DSUI8NFe//ZFTGELh8A/H6kyQTeonMSLWfY/G919Hw7dFnMZ+OjMdNYM1KPLMqiZ8/T7Shib69hZ8Jt+ROHaf29mto//kup1tScunwuQR3ZXm62+3ZNqJNLfTsLc16woEl8wmsWIRxu4i1tBFpaKZ33zgq62fa8D/9ItF7b2bnzp1s376dQCAwcHOxJzXKZehyMJkl+Eq5vJ6IlDiQGmNc/cu2/BEwj3S3248BX1TQnJxUIZ3aNHa0NLxBLzWvuZf2xx4r+bHds6rxzJmT7qIrw6SaTjL/nutp/cnwmdKnG++8OfiXLcYm4kRO1xM5OXkn3LoUseaTVF65mp590/PxAdiyAGbBHKoWzMUkkkTOZMJniXo/uFyUrV6Kf9GcdFW98QyxtnPEL1zaxFKu7z2D54bNRICdO3eybdu2gfBX6gppRmY1hFQqhcvlIplMDlRKZfIwxniABU63I4cWa+1kGXI/ZZX6FFCmD8Ry0hMVfRv4srU23v+HlimRDfRztZqP21GlmGVXFdIi6b2ACak6WioVy+cS3nwt4d07S3ZM/5p1JM+fJdGobtmj8YbOUrFuBb1H65xuSkEZr5fgZStxV5QRP3eOaNMZEh0XnG5W0aWiUbwVYXwLZhNrmfqP111VQXDFYjxVlXSeO4+90Ik53wmnmug+1VSSNhifh9SiuZhZZVQFAkTqGok2pS+FlApHqP3Bs5x722vp6elh9+7dXHvttQNVSih9IIWLn0Pi8TipVAqv10swGCxptVbGtAAo7B9kYSwFSvOPOo05FUgzZxIOkO6Ki84uTE6ZCZuK2WVXFdLiMK2qjpZazU3XEj19ilRncbtGGn8A/8pVxE8dLepxpo14jNrL5hFuCpLsm9rjSX0L5+NfvIBUPEbkVB3h48edbpIj4hfaqdywko7OXlKRqTPzrruqguDyxXhmVZKKxYidPUekqYXefRf/l0sxetFdWU752uV4qspJdPcQOlmHq7UVWqHYAw+6nnqO1b99DyfK3Fy4cIEDBw6wadMmxyqkGcYYzp07x4EDBwgGg9xyyy14vV6FUpESKHUgzVQ7G/q/ziY9a+7UeTeZYUrRZVcV0iLobceEOp1uxYzj8bmpve8ezn/9G0U7hnfpcoiFFUbHKXWhjUWv2ULjt3/ldFPGxfh9BC9bhbssQKylldjZFuLn25xu1qQQPnWa2XdeybkfvuJ0U3K6WPmswMbiRFvOEWlsoXd/6f93vXNqKFuzFHfAR+xCO+HTjfQdcq6b/4V/+xJrv/KvHDt1ijNnzuD3+wduczKQZj6HuFwurLUDa5QqlE4un/IvY45xbpzveZvgA9GGsTeUvDkVSJ8D2oF7gC8Ap40xPtKz6aqb7iSiMaRTk8aOOqdsQTXBbdsJ/+alwu7Y7Sawbn06iOrkzYTYphPMu3srbU+97HRTRuVbvBD/ovmkohHCJ08TPqqTDyPpO7Cfufdt49yTv3G0Ha7KcspWLMEzqwIbTxA9e45I49lBlc9SCixfRGDZAowLomdaiTadpXfv5BnCEe/uwf30r1l66xYaGxs5ffrisAMnw1/mc4jH4yGZTOJ2u0kkEni9Xs28O4nMC/qZ6/I6dnxXKq5SWoGVNJD2T2iEtfZnxpj/BP4J+FtjzHustbFStkXyU4pZdjOBNDPLnV70L1FfB6ZvGsymOYXVbruSukOH8fYU5gOge+583EG/lnMpAH/0HOWXLafveL3TTRlgAgHKLluJK+gneuYs8dYW4m0tTjdryug7vJ+am66g4/nSLAfjqigjuGIJ3urKweHTgcpnukEuyi9bhm/BnPSEVg3NxNsm199QYOlC/EsXYFyG2NkWomdaqf/kf1H1zFXMedtvcT5w8eOok5MJZXcbzq6YZiql+nwyObjcBpfbud+FK6m/g0Jzcl7r7wLrgLcA84wxjwOnSC/74iLdldfbf/FlfV8D7LHWvmKMMaqmFlcmkCYSCWKxGD6fr+DHyD4bmkqlNLPdJVJ11Hlur5tZ99xO32Pfx1zqS9TK1djWZpJdmoi8EGwsyuzLFxBuaiEVdu4Ut3/ZYnwL5pEM9RE5VUfoiGZJnrBUinh7M2VrlxE6VuBudEE/FauX46muwibi6fDZcJa+A8cKe5xxMAEv5WtX4qudRTISJnyynkhDA5GGSdKF0BiCq5fhXzAHUkkijc3Ez7cN62pufF5Ixgj+8EdU3vEqemqqgfQJ8GAw6EDDB1dIh65Rmkgk8Hg8CqWTgPEajIOB1Lj0N1BopV72xVhrrTHmduDdpLvwxoE3AncAdUCSdPD0czGIZi4GKAe+RHrdUjcXJ0iSIsgEUkh321UgneT6OjG97U63QoA5yxbQc9Vm3Hsmtl5iwh8gVV1NsLmusA0TUudbWHzfNhofK914Uld5GcE1K3D5vESbzxA7m75IYaRCIXwLqojXVhFv757QPlwVZelut9WVhLp7ibacw5zroNfB8Anpsahlly0jZOOkevowrecJHz/BZJmey3jdlF22Eu+camw0SriukVhzE7Hm4ROP+hfNpfyyZRiTIFJfR/zsSeJnYf6V6wcC6d69e7n++usHJlUspaEV0qGhFFAonQRcboPL42CFtCRTj80spa6QukgHzrXA7wy5rRK4Is/9ZEa/qzpaZNlvCKFQiOrq6oIfIzuAJpNJvF7nxgVMdaqOTi7LbrmO1nPnSDSPb6b6yNz5+CO9+Dsubc0/GZltPsHcO7Zy7pnijSf1r1iKb94ckr29RE7XETqkLtfFFGtpYdZ1a7nw80PYxOjnql3lQcpWLsUzqxKbTBJrOU+44cyg8OnUR05bU8GstSvxBP3Ezp0nXNdEqH8CoskwtY4r6Kds7Uq8sypIhkKET9UTOX2aSI7Vp4zPS+XG1fjmVJJoP0+0uZnw0eFdq8N79sLay4B099gdO3awffv2opwEH02i/+8m87kkVyjNrFGqUOocV8Dg9jr33+CK63dfaKUOpJlTTHuBZ0hXROOkZxnvI91dtxcI9V/CWV8j/V8TQAeAtVaz4BRZdoW0WONIhwZSmaBQF6Z36q/JN524PW4q77iJ9q9/C5PH37b1eDBLl1OuqmhJBJLnKVu1hFCB1np0VVYQXL0C43ERbWwasUokxRM6doy5915L2xMXJzmyfi/Mn42nuoqKYBmxtvOE6884XvnMCKxYTGDpfKxN0VNXj7nQRd++g043a4C7qoLyy5bjLg+S6OomfLqe8LHjI1ZoB6qgriSRutPEz54ifnb0Y0SOHIVYDFcggDGGUCjEzp072bp1a0l7TeVaemZoKM2EVo/HyVFvM5txO9xlN6VAWmilntTI9n99EbirlMeWiRnaZbcYhnbZlYlRdXRyqpxbzYUtWzEvvTjqdp7FS3ClkiQVRkvGRiPM2bSQxuY2bHQC8+oZQ2DVcryza0j0dBM5XU/o4OQJEjNVrKWZBW++g3D9BWKt6fBJQwvJhhacnmfWuF2UrV2Bb34tNh4nUt9IvPUs8dZ0YpsMH3O9c2oJrlqCO+Ajfv4C4fqmUZeIybcKOqpEAm9dPWzcwJVXXsmuXbvo6upi7969bN68uWTVyOwxpNmMMQOTHFlrSSaTA5VSKT2XS5MaTTc6vSOjCvSfrbTWliSQqkI6QeFuTM95p1shI1h2w1WcbW0jefrk8BtdLgKXbyB+6hjJlP7+Sy117ixLXnc9jY89m9f27uoqgiuXg8sQbWgg2lBPtGHyzNg7U3lrqylfuxob7iV86hTxxsP0Hesh0d7jaLtcQT/la1fira1Md289WU+kro5IXZ2j7crmX7IA5tUQiUXwdPWSOt9O3/7Ro/tEqqBj8Z46RerKK5g7dy4bN27kwIEDtLW1cejQITZs2FCSUJqrQpoxdM30od17pXSMyzg6sZAmNSo8xwKpMSb7PzjXb9YO/aoZdUvPGEN5eTm9vb1F67I70sQBkj9VRyc3lzHMe/WttDx8Bhu52NHNPXsOnspKLefiMNt8nDm3Xcf5X+wYfqPLEFi9Am9tNYnOTiJ1DfQdOFD6RsownllVVFy+BhsLEz51itCBvQO3Jbu7mXv7FZx9bPSeCYXmrq6kfO1yPOUBEp3dhE7VEzo2OboGA+kZcFctxb9wDlibngH33Dm4cG7UD4SZKqh3TiXJiVZBx+A9dZpEf7hbsmQJ4XCYkydP0tjYSDAYZNWqVQU9Xi6jBVLIHUozn2GkdIzbhXE795w7eezpyrFAeinjP7XcS2llAmk4XLw5/dxuN6lUShXSiQj3QLcmv5nsvOU+qu+5m47vPw6Af916kmcaSJzRmrGTQZAOgssXEa4/g7ummuDKpWAgUldPtK6OaJ3TLRRIz4RbuWEdJGOET5wgdHDfiNuGjx+ibO1SQsfGN6nYePgWzqFs5RJcPnd6bGpdE337DxXteONlPG6Cl63AP6eGVDxGpK6R2JlmYmeax7xvMaqgo3G3tmKzPmesWbOGSCRCc3Mzx44dIxAIsGjRouI1gLEDKQw+ia6JjZzh9rgcndTInVIgLTRHAqkxxge8tv/4Ff2XMtJLumRfyrIuQdKz61YBF4BrFUxLIzPTbrEqpDD8rKPkz7SdmhTjjmRslasXEblmC6m+HhKnJ1HVRLCRMIvuuZYzvwwQOV1H335VQScLd3kZiUXzcJHCc66N8KE8K3PJJLM2zitoIA2uWkJg8XwwKSJNZ4mdbaNn9+RZassV8KVnwK2uSncRPp05oVI35n2tx413zRJmLZ1XtCroaIwF94mTcHf/98awceNGotEo58+fZ//+/fj9fmbPnl20NuTTDTcTQl0u18BFSsu4cXQMqVEv7YJzqkJaBjx2CfevKlRDZGyZiY2KNYYULr74q0I6TpFe6G4bezuZNGbddRvn/+8XnG6GZDGBIOXr12GbTzDn6uU0ncqxfoWUlCvop2LDOlxuCJ84gfvsxGYrDh8/Su3NV9D+3PiDlXW78K1cTMWS+dhYLL2+5iRbP9ZdWU5g9TL6UnHoC2HaxrdGqX/hXMrWLiMS6cGePYPpPEuos4hl0BGYWVV41i6nvGbwsm8ul4urr76al19+me7ubnbv3s22bduorKwsSjvyqZDCxUmOVCF1huOz7Dp47OnKqUAaJr10Sy/ppWASWZd4/yVFunK6FvD2f38Q2EN6KRhUHS2NUgRSVUgnRtXRqSXlC+I2KapefS9d37uUc3JSKN7FS/GXebDN6RBaluogsGQ+kaZWh1s287j8Pio2rsPldRE5eZLI0cJ0ffUEoxiPZ+y1SYN+ytetxFtTSXdbG6nmVlLNzXQ3j929tVS8s2soW70UV8BH/EI74bpGIkePkW/BZvBY0AtEm5uI9FdBS/5eYgxVV26k9vLFVPhDuIzhXHD4x1KPx8O1117LSy+9RDgcHlijNBgMFrxJI82yOxIFUmcY48I4WJk2RlXxQnMkkFpro8aY95JeWzQCRHNcYqRDqBvYAnwCuBz4b2vtF51o90yVCaTF7LKrCukERPqgSx+apxIbqIJoL8HVS4ms30T0sLqFOqnsyqsw55qwXVlBJRZl6R1XcvwrTzvXsBnEeD1UbFyHJ+AjfOokkWOFn+ArduYM815zHa0/eGnQz12zKkguqMUEvATiCRKNZwgdvdiVfjJEDf/i+QSXLcK4DdG2c0Qbz9C7f3xLC2WqoK4SjQUdi6emhtlbr6Rmvg+fiZKuUfR3gx3hPn6/n2uvvZbf/OY3RKNRdu7cybZt2/B6vSPcY/wyS7qAZs6d7Nxeh8eQJhVIC83JSY2+MY7NTxtjfgU8B3zeGHPQWvtCkZomQ5SyQqpAmj9zTtXRqSTlDUD04kmdqttu5vzpk4Nm3ZXSMMEyytddhj1Tl/v2c43Mu2Mrbc+8XNqGzRRuN+WXr8FbWUa07jTRE0eJFvmQibY6ytcvx1tbi/G4iLWeI9LQjKch3RU4XuTj58UYUvNq8MyrpaqqgmjTWWJt5+lpH9+SXtbtxqyYT8XCOXjCvYOqoI4xhsorNjB7/RIqAxEMFnL81l2jVBwrKiq45ppreOWVV+jt7WX37t1cd911BRvDmf35Q4F0ctOyL9OPk8u+DH0FGdT9dmh3XGttizHmY8D/Bf5fY8wOa22x38OE0o4hVZfdPEX7oFPV0anEBmdBtHfge3dZgMq776H7B99zsFUzj2/pMnx+14hhNKN6tuFCZRnJnuK97s0objfl61bjrggSa2wgXn+yJCHQ+H1UbtqASUYpd5fR/K3nSnDU/Bi3m+CaZfjnzyYVixE6VU+quwu6uxjv6qn+hXMpX5ueETd06iT0nSd54jxOn+LNVEOr5/vwD1RDR+Zi9JFYNTU1XHnllezZs4f29nb27dvHVVddVZCusxMJpOqy6wx12Z1+nKyQTiR5PAd0AncBleQ6vSYFl5llV4F08jBtp/vPMMtUkPL4IDb8/6ds7Qoia9cTK0I3RRmu/Kqroa0RGx19LCEAvV0sf/1NnPr6U0Vv17TlclG2djW+mgqijY3EG06VrBIZWLKYwNKFxBrriZ08kv6hx0PZ6sWETjozJtQV8FF22Uq8tVUk+/pnwG1oINrQMO59Ga+Hik1r8GWNBS3ljLijyrMamvOueWyzYMECLr/8co4cOUJLSwvBYJB169ZdUpPh4gy7oArppOdyuEqpPFpwjgXSCYqTntBoDulAOr5+LDIhpRhDqi674xANQWeL062QcbBl1YO662aruv0WLtSfxkYjpW3UDGLKyilfuwZ7Znyz53q6mph11Tq69h4tUsumIWMIXrYK/+xZxJqbSDSdJjGxCXLHf2ifj8pN6zE2TvT0KSKHLwzeIJGg9prVJQuk7opyyi5bjqeqnER3D+FT9YRP5D8D7lDZVdBIfR2Js6dIODgWdChPTTW1W66kZoE/r2poLvlmjBUrVhCJRKirq+P06dMEAgGWL18+7uNly/78ke+kRuIMl9s4uuyLk8eerqbEf1zWeqPbSC8ZA+l1SdFapMWnZV8mF3NO1dGpJGncEB85bHoqglTc9Wp6fvh4CVs1c/iWr8DnsWN20c0plWL+FQvoOnAC9No0quDqFfjn1RI7e4bEmXpCJVwZJbBkEYFli4k31hE7NfrJg+ipo1RvWU/nK4XvleCZPYvyVctxBftnwK1vInRk4iczBqqgsytJdkyyKmiGMVRuWs/s9UupDI6vGppzd+PYdt26dUQiEVpaWjh8+DCBQID58+dP+NiZzx/jWc5FXXad4XK7cXmcq2K7VEEvOMcDqUn/N5tMF96h38Og8aTfAb5jrU3muE2KRMu+TCKxMDiwRpxMXDxQhTcVG3WbsnUriRxeS/zksVG3k3EwhvKrroKWBmz4EsJkeytL3/AqGr/7i8K1bZoIrFyGf8FcEm0txFubCLWWqBQKGK+Xyis3YFIJoqdPEjnUnvd9yxcH6Nxh4BI/PvgWziO4YjEuj4tYW3qSpN4D45sBdyhbU4l/9SIqK4OTsgqakamG1i7wZ82Ue+nG0xPSGMMVV1xBNBqlo6ODvXv3smXLFmpqaiZ07Ow1SBU0JzdNajT9OBpIs6qb1hjjBsqstT2Qu/yTHUSldLTsy+Rhzp3G6BzMlJGw4LZjj1c0xjDrzts431AH8dHDq/z/7P15mCRXeacN3ycics+sylq71q7q2rqru6p3tbq1SyAhLCMDBmRj1mFsvOBXxvoGWzDffB6PPbwMI7C8v8a8whh7wBfY2CCPzeBBDAg1olu97/u+1V5ZlWvE+f7IyuysPZfIjMyquK8rr9oi45ysqowTv/M8z+9ZHuEL4OtZl3OK7mJ4jBE87U2Er9ip8q61rbhbm0gM3SZ+4zrhOyUMhQLO1mZ8HW0ztaH5RR9jVy7R8PgO7nxnX07Pc3e24W5bA9Igeu0GsVt3CB0cXv6JS5CKgrrqq5i+dR15+zZcvUBZWmkJQWBgI7X9rQTcURRRWDR0wSFyzP5RVZXt27fz4x//mFAoxBtvvMG9996L3+/PeexMQWpT3tiCdOVhpcuukFJKIcQA8A5gPeCbiZCeAv5ASnkj4zgVqCFZO3pTSmn3SigRKUEaDhfvV25HSLMgFoHR0t782RTGuOEgmKV/mxbwEnjzE0z+z28XeVYrG2dnF04lgbxxybyTxqK0PTbImb9anYLU2dqEZ20L+sgwsWvXCI+U1uFbOBzobc1oqkQZukP4+GjB59SYQHE7MSILbwBJRUE216PUBAh4PcSu3iB+K/kolHKvBZ2LFgxSuyszGlq8evd8bvMdDgc7duxg79696R6lu3fvxuVy5XSelKmRLUjLH1uQrjwsEaQZIvM+4DPA/Qsc9oAQ4teklAeFEKqUUhdCfBb4IPAJ4L+Xcs6rmVK67NoR0sWxo6OVhS7B68qtabt3Yw+RE93EL54r0qxWMEIkXXRvXkQWYWMr2Zv0Xm7/249NP3c54mxqxNPZhjE+SvTKFcJHSu8h6GppxtvZRvTKRYzR26aeOzE8xJq33sONf0i2NFdcjhkH3Gr08DShM+cRI8MwMlxwtDIzCpoYHSJ6tQxrQecyUxta299OwB0pSjR0wWHz9EfweDzs2LGDH//4x4TDYfbv38+uXbtyMidK3X/k8hw7tdcaFE1BdVhYQ6rZNrtmY4kgnRGjfuA/khSjEWAvcBjoBN4E7AF+VQjx21LKVHHID4H3A08KIf5BSnnONjUqPqV02bUjpIsQt6OjlcYETqpydOITQlD9xJsY+n8vQ6JUDTIqHyVQhXddB/L6+aKOE6yVDFf50CeKdy20Eq2+llhdNVosAnfuED6afV2mWQhNwz+4CUXoRC+cMyUauhiaEqHuzbuJD48xff4S4XPnCM/sBRUqM5xNDfjXV04UNIVaXUXdrq3UNrtxighm1YZmSyG3+VVVVWzbto39+/czMTHBoUOH2LZtW/r+YjnslN3KwY6QrjxKLkiFEMqMYdFTwD0z3/4SyYjnEMnr0bPAp0im8v4j8PLMcXuB/STddvuAcyTXDVuQFhHbZdc6EokEoVAIx+1zBPJq3WtjBQYClyO/y6tW5cP/2OOEvvPPJs9qZeLq6sZBDHkz916OOTM1QcfT93P+KyunN6mjrgZvTydGeIrohQu4r01YMg9XSxOejjbi164Qv1DcNjvuzs5kW5rzZ/DUdTH26pmCz1mRUdAUQiDbWwluaKWtyY0qJMVMy11yKgXeztXX1zMwMMCRI0e4c+cOx48fZ9OmTVlFMm1BWjkIRUFkudFQrPFtzMWKCGnqqtAE1AEHgT+RUp7PSOV9CdgNvAUY5K4gvQKcJilku+ecz6ZIZApSKWVRUlRWe4RU13Wmp6eZmpoiFAqlP0ajUZxCcn+dYf+nVxL+WlxLtHpZDt9AL5GTnSQuXzRvTisMKQTxjk580yNFSdFdDG30CtVbNzB+8GTJxjQbLViNt68LotNELlwgfMwa4SQ0jcDgRhRhELlwjsiJsaKO513fi8PjJHbxHLGZXs5ONf8I4N0oaILIpUsVEwVNYXg9eAb76OhrwK2kammt3d8XJgzf2tpKJBLhzJkzXL16FbfbTU9Pz7LPy6eG1E7ZtQY7QrrysNJlN5WPdhK4mPrmjCi9LITYT1KQtmc8ZxJIuUo0p55S5HmuelKCVEpJOBxO15SayWqJkKZ+h5mic2pqinA4zGKZ5x1eid2DuXIwYNG/ZbYIRaH6iccZ/tJLkFjepXe1IfxVyIYaaqZKn1KKlKzZ1Mj4kTMV1ZtUDfjxbeiBRJTIuXNEjlsXvXOsSdan6jevE7tQ5FZHQuDbtBFVxolfu8xcC6PErWtUb+ll/NDyUVKpqojONVS3r0GExisrCpqBf6Cf6t4Wqn0xNFXAvN+KdZjVY7urq4tIJMKVK1c4e/Ysbrebtra2JZ9jR0grByEsFqT2RoTpWClIU17pntQ3ZqKjqb/ytZmPdRl1om7ulhjk7ultkxcpQQoUXZAahlG0KGwpkVISi8XmCc+pqaklo8BOpxO/34/P58Pv9+N3O6m6drDgfnk2JcRXC4nCzT8cQT/+h99E6N/+1YRJrRxc3b2oiSnE1Jh1kxi9TfvbH+LKN8q7N6nq9yZFqNSJnjtH5MRRCyej4h/oRwiD+KULxE4dL/p4gcFNEJ4kcfUcS8XQq/tbFhWkzqZ6/Os7QCSYvnAeMTVE7GTpDZ4KRauuTjrlNrtnnHLjlOV+vklrnRCC/v5+IpEId+7c4dixY7hcLhoaGhZ9Tq6CtNLvUyoZRVNQNNvUaCVhhSBNXW0uASMka0H7gANCCI2ZAAPJelJICk8HyS28AJC6msTnnM+mSGQK0KmpKerq6kwfI9N0wDCMitqhjMfj81Jtp6am0uk/C6Gq6izhmfrocMx2ZRU3TiPs2tGKQpp4k+LbvIHIyeMkrl0x7ZwVi6IkXXSvny+LDRpPYrgse5MqXje+/l4UIZOR0JNFFn7L4GhswNO1lsT1KyQunS36eMLpJDCwCWPsDomL2UVfjduXUP0e9FAY4dDw9q8j7JCo4RDqyEg6ClqJ8sO/aQN1GzsIeKMoGJTCKbcQzIqQQvK+YsuWLfzkJz9hfHycgwcPcu+991JVVbXg8fm47NpYg11DuvIo+btuxtAI4CjwN8CvA/8e+DUpZUII4SQpPlM2hl6SkdEYyfTddwETJA2NwBakRSczQlosY6NMAarrelkK0lSd51zhGY0uvsArioLX602LzpTwdLlcy++uJmIwctXkV2FTTAxvMOmIbBJCVah+8i0Mv/QSGJWTHmo2SjCIt70Vea2M2uHEY7Q9OsiZL1svSBW3E19/H4qmEDl/juipE9ZOSFVx9HQhFANx8zqxk8eKPqTi9eLftAH91jXi53N7/TIWpfWdDzN15SaRSxcxbl8itw6W5YVWXUXNPVuobfHgssAptxDMbm2maRrbt29n79696XYw995774KZXnbKbgUhRPJh5fg2pmJlH9KQEOK3gRbgvUKIBPBFKeXhmcNSXc0dUsoJIUQ78Hskxek54J9hlsC1KRKZgrRYrV/mRkitZLE6z+XEuMfjmRf19Hg8WVvOz0UMXUKsYhFSiUhVA93cdi2OmgC+hx5l6pXvmnreSsHd24can0LeKr/NGTF0hTVvvpdb3y19b1LhdODr70N1aUQvnCd6xnqTJRmsRq6pxzU5inqrNFF9NRjE39dN/MoF4mdyjwY7O9bhDXrRNY0737E2mlwo/k391G1cmxENtcYptyCKkP3gcrnYuXMne/fuJRqNpkWp0+mcdZydsltBWFxDagtS87GyD2k18CTwE5J9R38duF8IcR4YA9bMHL5JCLEX6Jj5XhT4GynlJbsHaWlwOBw4HA7i8XjJIqSlQEpJNBqdV+OZa51nKvJp6q5qIg7DdppmJWF4qyFWnEiEf9tGoiePk7i5inrRKiq+LVvKJkV3MaprJMPVfhLjoaKPJTQN38ZeVI+L6MULxM4Vtz1KNkghMNa2oTkVXEO3EbeuLf8kE3A0NODtbCd+6Syx07lHYNXqIL7ebpSRq4jJaZSGjiLMsvho1VXU7NpCbXPlRUMXpEgxBp/Px44dO3j99deZmpriwIED7Ny5c8F7DztCWv4ommpxDan9P2I2VvQhTYnINuB/zHw7pUC2zzwyCQK7Zj6fAJ6XUv6ZLUZLi8/nY2xsrGIjpPnUeWqaNk90LlTnWQwSI7dw2tHRikKqTtCL44grVJWqtz7JyF99CVZBaySlphZva1N5peguxtQEa992X/F6k6oqvv4eNL+X2KWLxM4X3jPTDIzqKmhuwD05hjJ+p2TjulpbcTc3ErtwmlgeEVFUFd/AIM7wyKySCIXKut76N22gtn8tVb5Y5UZDF6KI17dgMMjWrVt54403GB0d5fDhw2zdujUd6cyn7YuNNdg1pCsPK2pIUyJyguQV9BZJr4BYxiNBUqTGgHHgKvAj4F+llHfmnKekXLp0iT/8wz/k5Zdf5sqVK7hcLrq7u3nPe97Dr/3ar+XtQHvx4kXWrVuX03M6Ojq4ePFiXuPlSkqQhsPF2X3NFKSFREh1XZ8V6cynzjP1Mas6zyIwHlY4NtbB/epZhMnpnzbFwXAHIFac7IEUzrpqvA88zPT/KW9n10Jx961HjU4ib5cm0mYG2ugVgts3MPaGSWmzioJvfTda0E/s8iXiF89RDlcCqShoPetwujTk1ctws3R/o0RjA85qP8rQTWJnh5d/wgK41nXjqXIiJuc3CxUmOGMXG7UqQO2urdS2uHGJKCtGhGZS5CqsxsZGNm7cyPHjx7l16xYnT56kv78fsFN2KwmhWNsLVNh61HSstBK7TdLMaIJkGu5CjxjJK24YmLY6Ivqtb32L973vfUxMTKS/Nz09zb59+9i3bx9/+Zd/ycsvv5xVA2YzWL9+fUnGgbtOu8VK2RVCoCgKhmFkFSE1DINwODwv6rmcYPZ6vbOinT6fD6/XWzYLS8KAY9edhA2FG571tIQsbNNgkzXS6YFocbIHMgns2Ez05An029Yb6ZiOOpOie628U3QXREoa+5O9SWU8zw01IfD2deGorSZ+9UqyJrJMsva1+jq8PZ3ot26g375WUidB74b1GOiIm1fhzmRe51CDNfi716GMXkt2M1+IcPHfv/ni37ie2k2dVFWIU25BlOC9v3btWsLhMBcuXODSpUt4PB46Ozttl90Kwu5DuvKw7F0npYwCf2vV+Lly4MABnnnmGcLhMH6/n+eff55HH32UcDjMV7/6Vb7whS9w+vRpnnrqKfbt20cgEMjp/K2trRw5snyD7U9/+tP87d8mf20f/OAH83ot+ZAyNipWyi4kdyUNw5gVIU3VeWbWeIZCIaanp5cUri6Xa15LFa/XW/apOGduOQnHk1tvxyLraHRdRotOLPMsGysxXL6SiFGYcd1965OMfPmvKk+0LYFaV4+nqQF5tQJSdBdj9DZtP/MwV77+v3N6mqd3Hc76GuLXr5G4dolEuQSGVQXfxg1oTpXohXMlccpNoyj4N21E0aPEr1/Kv92KquEfHESbHkKMLv2LlZFphMuJjMbyHc1UktHQLdS2eFdGbWi2lKgkoa+vj2g0yvXr1zl58iQul8uuIa0kFCX5sHJ8G1OxdBtIiFlBbwEoJLNxEwscJ62MkD777LOEw2E0TeM73/kOe/bsSf/sscceo7e3l0984hOcPn2aF154gd/5nd/J6fwOh4OBgYElj9F1nVdeeQWAQCDAO97xjlxfRt6kBGmxIqRwd8fpzp07DA8PpwVoLnWeqY+lqPM0m9uTKtfHM96SQuGkOsgmXq3I/nerBVlCQQrgbKjBe99DTL/6/ZKNWUzc6/tRw2PIO5Vv2OSJD+FZ20z48vyU0FnHdXXgXFNH4tYN4jeuEL5RJqFQwKgKoLY34w2H0K+cL2llpVQUHL3deGScxJWzBY3t7u7F7VUQE9n/X3maGpi+ZO2OgGxroW1XPzX+BIqQrMi03KUoUeMEIQQDAwNEo1GGh4c5fPhw+me2IC1/FFVFsfDvZOXYKxVLBWmqZYsQQpFS6syYGwkhmoAGwAGEpJTZdbcuEq+//jo/+MEPAPjIRz4yS4ymeO6553jppZc4ceIEL774Ip/61KdMF0Xf/e53uX49ubi+613vwuPxmHr+pTAzQppZ55mZbhuLJXemb96cn46oKMq8VFu/34/T6VwRqRPRBJy86Zz3/Rvxejp9bfinyq/lhQ0YJUrVnUvgni1ET51AH7pd8rFNQ9Pwb95c2VHRucRjtD06wJm/mi9I3R1tuFoaSdy5TfzmNcLlVCOrKPg2rkcXBvLqZcS1yyUVosLlRutZByO30W5doRBrMLW2Ht+6dtTR63e7mWeJq77GEkGqBgLU7BzEU6tQ41egLCqGLaKEnfwURWHr1q38+Mc/JhS665Jt15CWP0KxOGXXypYzKxTLE+Vn3HINIUQt8B7gQWAtUE2y56g686Y/DvyxlPJfSz3Hb37zm+nPP/zhDy94jKIofOADH+D5559nbGyM733vezzxxBOmzuPLX/5y+vNSputCfhHSVJ3nXGfb5eo8nU4n1dXVs4Snx+NZsRd/KeH4DRdxfeHXdyixifuUmwijOA6uNvkj3QFLBKnQkq67o1/564pM3dXqG3A31q4sMTqDuHOFNY/v5tb/2ourrQV3ezP68B1i168THi6v2l9HfS3ennUkbt9Ev3oBoKTZGIrfR6B/A4kblzGuXSjoXMLhwDcwiBa6hRjNL9ruDOZWalMovv4+6gbWUeWJzERDbWSJXcQdDgc7d+7kRz/6UXpTfKmsLJsyQQhr02ZX6P2olVguSGd6kt4LfBx4C0khuhBrgTcLIb4BfFRKWbK7wB/+8IfA3T5Wi/Hwww+nP3/11VdNFaSTk5NpYdzZ2clDDz1k2rmzYSlBOrfOM7Pec6ksa5fLNUt0Xr58mVAoRHt7Ox0dldkTLh+ujmqMTC2+IzttuLnpXU9zqIQ1XDbLYjhcEC2us+5SuNbU4dl1H+Efv2rZHPLBvaEfdWoUOVRe4sxMansbmL7WRfTyZcJjZRbFVhR8/evRPA6i588SLWVt6AxqMIivZx2JqxeJnSl8fHffBtxOAzFeWHTT4XcXPJflUAMZtaHKKqoNzRYLNtjcbjcbN27k4MGDABw5coTdu3fb5kbljMURUuwIqelY/m4TQqwH/gC4d+Zbp4DXgEskE268wADwDsAFvBeQQohflVLmZ7mXIydOnACgp6dnyQvUhg0b5j3HLL7+9a+nxeD73//+kkcLUy67oVCIf/7nf+bw4cNcv36dD3zgA0xNTS3ZqkXTtHk1nn6/f97v8saNZJpbIW1fKo1QVHD2zvKp3UcjXTS6LqNGS/Ivb5MF0hOEaGjZ44pJYPcOoqdPYozm1wajpGgO/IODldFbtADU+jW4RRRvcw3Ry5etnk4arbYGX18XiTs30a9dsKTrptbYgLutGf3yBeJnC18jtfpGfB2tKKPXKSjPdwbVVTzvAV//euo2day8vqFmU8KU3Uzc7rubEaFQiAMHDrBjx45ZLenmslKztioBoaoIC+s4rRx7pWKZIJ1J1ZXA/01SjMZICtN/AM6TbAejz8zRBfx/gD8FngB+Yea4vy/2PCORCENDQwC0tbUteWxNTQ0+n4+pqSmuXDHXpCIzXfcDH/iAqedeiKmpKY4fP86RI0c4evQo//Iv/4Lb7eZrX/saX/va19LHveUtb0nXsqbqPFOiM9c6z1TdRjZtX1YChoRj110YMotFTSicUjfTbxsclQWG5ix639FsUBwq1W/9KUb/9q+tnsqSaI2NuOuCK16MSq8Pxe+CaBjRvFiyTwmZqQ3V3A6iF85ZEg0FcLa34W6oJX7xLPr5wi0hhNOZTM+duJF3eu5CqKq5V1fpdqP1d9HW20C1ZxUaFOWDRet/aiNcCIGUkuHhYY4ePcrg4KAtPMsQoSgIC1N2rRx7pWJl2xcphNgN3Dfzrf8G/P8WcNJNkLyKjwshngb+FXgT8ItCiB9JKYua9zU5eTci5ff7lz0+JUgzC+QL5fLly3z/+0lHzfvuu69ofU4PHDjAf/7P/5mjR49y/vz5RdNtFUWhvb2dnp4eGhoaWLduHT6fr+A6z5QgXS0R0nN3HISi2V/UrsXr6fC24psuIzOUVYr0Bi2pHV0IV0s9nnt2E/7JXqunsiCejZtQJoaQw7esnkpR0VUNtaEe58xGRdAnGLFoLlpNMhqqD90icdWaaCiAu7sLZ8BD/OI54pNDppzTs2EjLjWGGDPf6E2R5tQO+jb0UTfQScAbRRUSStq5tcKxKEKa2YO0q6uLU6dOcf36dTweD729vZbMyWZx7D6kKw9LBOmMq64BPA3UkEzT/fMZkarOOO4u+BwhxJ8CG4HHgEbgZka01XQikbs7mk7nfBfUubhcLoBljXty4Stf+UpaHBYzOqrrOv/4j/8463sdHR0MDAwQCoX48Y9/zO7du/na175WFIffVGrMaoiQjkwpXB7J/e13UB/gPuWWbXBkIYaiQby8Ih2BPTuJnj6FMT5q9VTu4nDgHxxAXj1v9UyKjhQC2tfii93dwPToMaoG1jNx9FRpJiEE3v71OHyuZG3oKetqzj0b1qNpkLh6ibhJ2eTxQBW+9mbckSKmpxfwvlb9fmp3baWm1YdbCWNHQ/PEsEa8p4yMVFWls7OTcDjM5cuXOXfuHG63m/b29nnPsUWJhQgBwjY1WklYFSFN/SVbZubwj8A4wEJidOb7KZWyF7gCNAO1GecrylUss64g5cC2FNFoFMBUwfbXf51Mx3O5XDzzzDOmnXcuGzdu5GMf+xiDg4MMDg6yadMmqqqqAPijP/ojvv/97zM2Nla0djOrJUIa1+H4DSf5+FlOG25ueftoCh03f2I22eGvLZvoaArF6aDqrW9l7Kt/a/VUANAam3DXBVaFGAXwDGxBHZ6fuVC3tbfoglSrCeJd340xdJvE9YtEizraEigK3k39qPEIiZuXzCjpBMBwONHbWqkTYdTImElnXRgZzv197VvfS93guozaUNukqCAWvgUsOpkRUiEE/f39RKNRbt26xfHjx3G5XDQ2NloyN5v52G1fVh5WC9JUVfBwDq65Y0AqDFD0Ip1A4K4NfDZpuKk+ndmk92bD66+/zsmTJwF4+umnCQaDppx3IbxeL3/0R3+04M/yafuSK6slQnryppNoIv+dvaORbhqcl1Fj1hrqrEYMRUXGLbvlXxJ32xrc2+4hcuAnls7Ds2kAZewWcrjM3GWLhHtwG+rwwumjbneRoj1C4O3vw+FzE71wjphFtaEAQnPgG+iH0Bj6lXOmCVEAT/8ALjGNiJRoAygWQfX70ENLj5eMhm6ZiYZGsKOhJmJRhDQlSFMb40IINm/ezE9+8hPGxsY4dOgQu3btorq6DGrDbWxToxWI1S67EzMfAxlpvMvhB1J380X/j3C73dTV1TE8PMzVq0vXrIyOjqYF6ULpHflQajOjxUi57BZTkK6GCOmNcZXbk4W97aRQOK0N0h97zaRZ2WSNv9bSVi/LUfXAvcTOncaYGC/52MLpwrdpI/La6oiKArjWb1pUjAIooRG869qZvmCOyZ0WnImGjtwhcf2SddFQQLjd+DduwBi+hX6xcKOiTBxNLXhbGlDGSt8ayN1Yx9QigtS3oZfagXVU2065xcPiGlI1Q2ioqsr27dvZu3cv09PT7N+/n927d6fvh2wsRCgW9yG1TY3MxqrfaGoL7OLMxy7upt8uiLibrL+WZLruFFCSENHGjRsBOHv27JINk1ORTID+/v6Cx43H43z1q18FoLGxkSeffLLgc+ZLKkKaEtzFYKVHSMMxwalby9chZ8PVeCPT3mZTzmWTHYZQkIm41dNYEsXloOrJt5Z8XEdTM76u9lUlRh2d3WhTy9cz1t8zUNhAM9HQ6nu2omkJYqeOkbhjXfRZCfgJ7NyGp85P4vxJU+uWhcdLYOdOfD5piRgFcNUHZ32t+n00PHY/fe9/gu57m6nxRWbEqE1RsEiQZtaQZuJ0Otm5cydOp5NYLMa+ffvS5Vt2Dal1pFJ2rXzYmIvVgvQIcIdkK5ctkDQvWuQ5qe9vJtmXdD93BW1RczweeOABICnG9u/fv+hxKSdcgPvvv7/gcV9++WWGh5M3PO9973stbdJcipTdlRwhlRKO3XCiG+ZdxA4ZA0jFThspGf460MtbkAK41zbj2ry9ZON5BjbjVBPIkTslG9Nq1KYWnDIKxvLXKl8wv96WarCaqnt34O9px7hxmeiZk7DEhmix0Wprqdq5DbdXJXH2BHLKxP1gIfBuGqS6cw3ayBWERaIEwFGdLLcxWpuof+sD9P/sPTS3qzOpuTZFp0xSdjPxer3s2LEDVVXTkdKVunFeMaRMjSx72ILUbCwRpBmpua8DXweqSIpMFkvbzTA7igPfBb4gpTw987OiXsHe/va3pz9/6aWXFjzGMIx0em0wGOTRRx8teNzMdN0PfvCDBZ+vEFKCNBqNFk0wruQI6cVhjfGwueIxpHu547Xt6EuBgUBWkLNx1UN7EP7A8gcWgHC58G/bhnL7EsSXN3xbKSjVNbj9LsiylliZHMK1pj67kwuBd0Mf1bu24tB0y6OhAI6mJqp2bMWhxIifPYGMmpso7GhtJ7h1EFf4NqIM0uH93e10vOdhtr65j5ZGxY6Glhy5aMu5YrKUIAWorq5m69atCCEYHx/n0KFDlszTJkmqhtTKh425WJoELaUcAT4HfAD43hLR0Uz+Vkr5hJTyb4o7u7vs2rWLBx98EIAvfvGLvPba/Nq9F154gRMnTgDw7LPP4nDM3hV/5ZVXkn2ThOBDH/rQsmOOjIzw8ssvAzA4OMjWrVsLexEFkhKkULy03ZUaIZ0IK1wYyi9KshxHIj3oTt/yB9oUhr8WEpUjulS3k6q3FC9119HSiq+zbVWl6ALg8eBpboTpHKKDUlK/Z8uSh6jVVcloaO9ajJuXiZ62NhoK4FrbTtX2zWjRCeLnzJ+P8Pqo2rkDnzuOGC+DHrWaA/ejTxIY3EC1xxYalmLBpnSmy+5iNDQ0pEu4bt26xZUr5tSG2+SBIqx/2JiK1aZGSCnPAedyOD59pVqsZ2kxePHFF7n//vsJh8M88cQTfPKTn+TRRx8lHA7z1a9+lb/4i78AoK+vj+eee67g8b761a+m6xSsjo7CbEEaDofT7WDMZCUKUt2Ao9edyDxavGSDIVTOOAbZENtblPPbgAEVuRPuWddKZNMWoscOmXvewc0ow9eRo6vM5VnV8Hb3wEjutY3+xoVd170benFU+YhdOEfMwr6hmSSa1uCt9qPcukZ8oghp2ELg6t+I25hCGVnaKLBUiKoavA8+iuJzQaLy3usrDmlQAs/KWSwXIU3R3t5OJBJBSmmaeaVN7gihICw0NcoufmaTC5YLUkjXjcqlUm+FECL18xmDo18A6oE/yMGhN2+2bdvG1772Nd73vvcxMTHBJz/5yXnH9PX18fLLL89qFZMvqXRdVVX5hV/4hYLPVyiZrnLFipCuxJTd07cdhOPFvXBdia2hw9uEZ9oaE5AVj68WEuXZ6mU5qh65n6HzZ/PqrzgX4fbg61+PvHbBhJlVGDM1jmIoPwGlTY2gBfwkJkOo1QF863sxxodJ3LxCtBzetkLg3bCBeGwKz/BtiBTHpVlrbcdT50cLDRXl/PmgtnfhvmcnipYSInbkw3IsjJAuJ0gBenp6UFXVNjWyEiGsreO0//amUzJBKoRwA4aUcl7e22JiMpXCK6U0pJRSCFEN/DLwIWA9yVrSPyCZelz0K9jb3vY2Dh8+zIsvvsjLL7/M1atXcTqd9PT08O53v5uPfexjptiBnzlzhh//+McAPP744zQ1NRV8zkLJjJAWy9gotRAYhoGUsuIv9ncmVa6PFSdVdy6HjAHuVe4gsjBZsckNWcH/h6rHReDJJ5n4h28UdB5Haxsun3N1ilHAM7g1bzEKgJ6g4c33M33tNrELZ4mdPm7e5ApBUfANbEREp9BvXCjaDYHiD+Dt60EbvY4IjRRplNxxbt2Fs6drtmNm5b7dVw4WmFrlIkgr/d5kRaAqYGUdp2pHSM2mJIJUCNECfAI4IYT4i+VMiFKpuCmhKoTYDvwK8DYgyN1cDjnnY9Hp6Ojgc5/7HJ/73Odyet4jjzySddpfb29v2aUIljJCCklRms3CUK5EE3DipjktXrJhUvcx5O2hIXSqZGOuBgxvEOKV7a7p7V5LZMMmYifzSwl1DwwmU3THJk2eWWXg2jiIUogYBURDC66xGKOnT5g0q8IQDge+gY0wPox++WzxBlIUPJsGcMbGUMaul4/Y0zTcD7wJR+MC3eZssWE9Ftz/LNb2xaZMUaxN2bW0B+oKpVQR0jXA/wWcAb4khIjPjYrOiYbqM9/7eeDnge0k03NTd/ivA39I0qGXUtWRrmYURcHj8RAOh4seIYXkbmUlLwwnbriI66W9sTkc6eUR51XUWPF6xa42pKpVRKuX5ah+7CGGLp5HRsJZP8dwuqCtFfX25SLOrLxxdq9HGy/Q5bYqiKpKfH6ZFDsWbjYqHg++jRsw7lxHv1DczSvH2k68NV6UyTIwLMpAVNXgfegRFK97kQNsQWo5ZZ6yC3aU1HJS7VesHN/GVEolSFNb6yrQkWrXMkeEpqKhncA7gZ8imZbbOvPcOPD/AF+UUu4r0bxtMvD5fEUVpHMjpJXKlVGN4anSi2lDqJxzDNAX+3HJx16JGN4qiGUv4MoZ1esm8MSTTPzTP2R1fLy2Do/PiSs0XOSZlS9qSzuO+GRh6YMuD1p1NWJqHIcAV2cn0QulT3tWq6vw9vagX7tI4lxxo7RKVTW+ni7U0euIyfJ6/6jtXbh37kRxLHV9toWG5ViYsmtlv3ebHBAWO93aGxKmU0pBOgK0Ab8lhPg94HJmZFMIcR/wFuAB4B4gZUt4CHgJ+AfgjpSysvPnKhifz8fQ0FDJIqSVyFRUcPZ2aepGF+JSrIl27xo80+UVlahEpOoC3fq+iGbh7ulguHUtjmtLRzwT67qoDo+WRU9Iq1BqG3C7FYgUsNwoKlpLG2L8rlOtf11bSQWpVl+Pt7OdxOXzJM4WuW5VVfFuGsAZGUGUU3ruDM4t9+Ds614+slVm816VlHkNqY31CKFY6nRru+yaT6kE6SjwJeA3gQ8D9wF/I4Q4AOjAm4A3A5nN2r4KfA14A7gppaz8vLkKJ1VHakdIF8aQcOy6C0Nae0dzWB9gl7iDsGBRXykY7gDEVpYgUxRB7ROPMf7XX0FZqKekx4u/rwd541LpJ1dGCJ8fT30QQmMFnUdd14cYvTHre746D6WIOTtbmnE3NxK/eI742eLXrTo7u/BUOVFC5WAZPIel6kUXxFakllPi9V9Kmb7nsFN2KwTb1GjFURJBKqWMCSH+M9AJ7CaZivu7Mz++ATTPfH4b+BzwCskIahmubquXlNNuKUyNKjFCev6Og8mo9RepCcPPsK+H+tBpq6dSsUinB6IrrxbXV1dD4k2PE/7X/znr+861nTidctWLURxOPJ0dMFpY3ajS3Y8yR4wCuLUYalUV+sREQedfDFdHB67aqqQQPTdalDEyUYI1+Lo60cauQ6gM3y/+arwPP4bqW6RedCFsoWE9Ja6zzrzfsCOkFYLd9mXFUbK7ZynlpJTyXcBHgb8F9pFM5U2J0QRJgdwH1ALpFVvMUKq52ixMSpAWK0IqhJjV+qWSGJ1WuDRSPrUnh6J9GI7CWxCtRgyXb0WK0RRVA+txdPUmvxAC35ZtOGITyIkxS+dlOULg7d+IKFSMru1BXUCMAihC4O3rKej8C+Hp6yWwuR9l/BbxC2eKn/Koani3bKWq0ZcUo2XIdHU9zkcezU2M2pQFRW4rP49ERsaILUgrBEWx/mFjKiW9gxZCKFLKl4GXhRDdwOMk60UHgZ0khei/A34auCCEOAG8DPzDYr1KbUpHsQUpJKOkuq5XVIQ0rsOx607KKdXLQOW8c4Ce+OtWT6XikCtckAohqH78MUb+bgjv2nbkjfNWT6ks8GzehrhzpaBziDVtKNNLRyb9LXWY0kBHCLwb+1FlnMT1KyyQhF0UnF29eLwCZXJh0V0OqJu2U7+hF9VOq6tMSrwhnXm/YZsaVQi2y+6Ko6TvvAwnXVVKeQ44B/y5EGIzSUG6Fbgf2AY0AvcCTwK/L4R4Ffg7KeW/lnLONncpdsou3E3brSRBeuqWk2ii/C5OF2LNtHkacYcLbFuxijBWaKruXNSAl8Ce+0ns+4HVUykL3ANbUAoUo1TXoooEwlj62uXzGcnd9XxvulUV/6aNEJlEv3a+ZEJUra3D29mONnYDyrW8WtVwP/AYjjV1BZykfDYWVy0ljj/kk7JrJ+1ZjGJxDakdITUdS7aCMvqMKskv5WHgsBBCBQaAHpLC9GeAdUAT0AX8rBAiBHwL+DJwSEpZrkvjiiMlSMPh4ln5V1rK7s1xlVsT5bujelgOco/4nm1wlCXSHVgVgtTw1iDa14EtSHH2bUQdKTDa5/aiBfyI6eVrQzVh4O5aR+TsuZyGEE4X/oF+jNE76JfP5DvT3NEc+AYGcIRuI8bKNyoqAtV4HnwU1e8p6DwS6/rE2sxgWFdDqthCozKwa0hXHJbeSWdETAWgzAjVQ8AhIcS/An8OdJNM4X0vUA1UAf+eZC3qsBBii5SyPItYVhgpl91iRkhTgrQSIqThuODULafV01iScd3PiK+bulAJb2ArFMPhglXS6iShupD1DeDxQnh1vOaF0NauwxEehUJEiKqhNbUgJoayfoq/sy1rQar4vPj612Pcukbi/Ml8Z5kXrp4+3G6JMlHeS6za2ol7165l+ovaVAwW1ZCqqmpHPisFq+s4Szi2EKID+L+Ap4B2IEoyw/TvgD8xIzAnhOgEfoVkx5NuwEfS5+ck8C/An0spi5puVxZbQTJJKmoqZmpNQ1LK01LK/wn8Fkln3qeB/0HyjxEH6oCa1POsmf3qoVQ1pFD+EVIp4fh1Jwmj/P/tDkf7MByFRQ1WA9ITpCBhUiEYnmpkIo5QFNR1G6yejmWoDU24lATohSS9CtTOnpzEKICvdnmjHTUYpGrndtwBF4mzJzAmi+PMuyA1tVRt24LXGEfJIuprJc7BnXj23GueGC3/S/rKx6Ia0lwMjexbTotJRUitfJTkZYq3AYdJts1cD3hJ6p6dwH8DDgghCnLKE0K8HzgOfALYTjL4p82Mswf4z8AJIcTjhYyzHGUhSDOZEaeZkVNmxOltKeW3gQ8CLcAzwAFmlg8pS+wTvgophSCtlAjppRGNsXBl7MYn0LjgHLB6GmWNoTpWXN/RxUhod92XlU7zHV8rAVFVjTvog1ikoPOo3RtQRnPvTuZSo6g1NQv+TGtooGrnVpwOnfjZ48hI8Uok5mKoGrHOdVTXulHHy7zrmqrhfuhxXP29CBOjFfadRBlgUQ2pbWhUQaRMjax8FPslCrEN+BrJzNAQ8CngPuBNwBdmDusjaRQbyHOM+4EvAR7AAF4C3g7sAt5FskQSkqaz/yiE6MpnnGwo63ffQiJTSpkg2RLmmzMPmxJRSlOjco6QTkQE5+84rJ5GTpyPtdDmacAVvmP1VMqSiObFJUtlD2MdhsuHkYilv5ZNLaBqBUYJKwynC29rC4znFtWci9LRu2Cv0ayeKwS+3m4mXt93d1qtrbib6olfPEv8bGlTcwHcfRsQxhRuY7rsEwWEvwrPQ29C9dstXVYiejxe0mhJPhFSG4tZHaZGL5IUigngCSnlaxk/+99CiDMko6R9wHPA7+QxxvPcDU7+upTyTzN+9hPgG0KIF0hGaD0zHz+WxzjLUnYRUpvyxY6Qgm7AsesuZAXmdR2Rg0jbqnwecQNUI271NEpCwlU162vhcKB2rKIoqaLiXb++YDEqmtpRQsMFncPfnIyQutd1UrV1AHV6hPi5U1Dia5/WuIaq7VvwJEZxG7Hln2AxamsH3sefLJoYLXMtvio4d+4spUx6swVpBWJ1dLTI91JCiF3AgzNffnGOGE3xAnBi5vNnhRD5RErum/k4PEeMZvK7GZ/vyWOMrLDvTm2yxq4hhTO3HUzHKvNtM6oHGPWts3oaZccEDjSl8jYYcsVweDDi8wWHWNdnwWyswTO4GTFcoFNsTQOqjBXsXO2pcRPY3I8YvUn84tmS54oKlxvf9u34AwrqWJmn587g2LQNz57dtnnRCmd8dJSTJ0uXJZBpapQtdg2pxVhdP1r8v//bMz5/aaEDZsobvzzzZRB4NI9xUs6cFxY7QEo5DqR2cYvm5FmZd9Y2lpBy2V2tEdKhkMK1scpK1Z3LoegGDIed5pbCEArVPu/yB64AdE9w4R+0ri3pPKzCPbgN5c7Vwk7i8aN53Yh4tKDTSEXB0dSEMVpYlDVf3Bs2Ut3dgnPsWkW0hDKEQnhgB+5NG0ytF7UpTwSSS5cucfny5ZKMl2uE1BajZUDKZdfKR3F5YObjFLB/ieO+n/H5/XmMc2rm46LRCiFEFVA/53jTsa/sNlmzmiOksQQcv+GyehoFk0DjknOT1dMoH/x1CGPl109K1YkeXzgtWXg8KM3tJZ5RaXFtGEAdLlCMag60NWsQ4cmC5yNau1HjYbRFjI2Khbammaptg3hiw4hIhfTb9fqRDzxK48bVE8lf7dQGgwAcP36cO3eK73tgp+xWHlJRkIpq4aPo8ql/5uPZGe+cxchMJehf9KjF+fOZj3VCiF9e5Jj/7wLHm05ZmxrZlBeZpkZSyqLsEpZThHQqKhidVhmbUogbENdXxq7o2VgbLe6LuCLWRGfKBUMoSH2V1I76amERQQqgdG3AuHGlhDMqHY51PWihQm9qBVpHNyIPR925yIZ2tERyU0+tDgKXCj7ncgi3B9/GfrTx64jxoraSMxW1ZS3Oe3ahuUqXmSIr0iFgZdHR0cHQnRBjY2McPHiQ3bt3EwjkZSKaFbYgrUBK5HS75Ph3aVruflhKmfWOqBDCzd2I5JLPk1KOCiGmSPYNzWdn+f8lGY39APAnQogdwD8BN4C1wPu5mz78+1LK7+YxRlbYgtQma1KCVNd1YrEYLpf5EUMrBKkhYSKsMDqtMDalMjatMDatEssQoEIYtNXqhOMrI6ngCJvZLr/HKiidXBx/LcRK11LDKqSioSeWiQK3d5ZkLqVGbW7FaYQL7muodm9A5Omom4n0VaM4RNo5R6vyF3zOJRECd/8m3MYUYuxacccyGeem7Tj7+xCr+iK1OlGA7du389prrxEOh9m/fz+7d+/G7S5OuUmubV/slN1yQCAt/TvMGvsnuT5hGTJ3X0JZHJ8SpDkvKFJKHfigEOJbwCeBfz/zyOR7wH8tphgFW5Da5EBKkEIySloMQVrslN24DmPTKqNTSlp4jocVDLnc7pbCVESiqJLcrivlyahexaVELescI1ZPxRIMBNKwPgpfCnRfHSwjSEV1EBGsQ46tnKi5EqzF7XVCOJv1fInzdPbl3d4lE6lqKLX1KIm7vU81v2+JZxSGo6UNT2MQdaLCWj2pKu77HsXR3GDN+LbNrvVIA6fTyY4dO9i7dy+RSIQ33niDXbt2FaVXqB0hrUDKK0JqNpk7L9lYn6dMDTz5DCaE6CcZIR1c5JA9wEeEECeklEXb2bQFqU3WZArScLg4kSWzBKkhIRQRjIeTEc/xsMJEWMGQMBXNb9EZmVLprI8Riq2MReu8axdN8X/Fo67COzB/LcQjyx9X4UihkMjyvaR295PY/8Miz6hEeLx4mhpgorANF9HcgTJZWIuY9Llau1Dis+s2Na/5m3rC68O3YT3a2DVEhYlR4Qvgeegx1IB1RmOGNGxzDauZMdry+/1s27aNffv2MTExweHDh9m2bZvpEUpbkFYgpXG6XXr8u9wDmGlVnnlzko2rbWohyfnGXAjxIPAtoJpk/ch/BP4XMAKsAZ4G/gvwc8BDQognpJTHch0nG2xBapM1KZddKJ6xUT4pu5G4SIrOaYVwXOH2hMpEREE35l+sqj06yS3w/C5kV0c0Gqt1Ynrl37IYqovT8S62cM7qqZQUA0ra485KdH8dJLITpGJtF6wEQapqeLu7YORWYeepbUTVw6a40MqmDrT4fBMhh9vEJVgoeDZuwqlPolRYei6A2tyOe/duFIe1tyXxeNy+MbKajE20uro6Nm3axNGjR7l9+zanTp1iw4YNpg6XT9sXG2uRqoq08O81Z+ybudSIZkGmc142abipaFFO6UBCCBfwP0iK0ZvAbillprC+CvypEOL7wD6gBfgrYGcu42SLfd21yZq5KbvFIBdBeuiKk4t3HLgcBuPhu//KNV59QTEKMB5WqfcnGArl96+fMJSycwAuhNvuAablEN7EuNVTKR2+WkgU1rajEpAIEou8DxY8vr4BPF4IF89Fu+gIgXfTIGKowHsDbwDN7URECkv3BZBVdSiKvmAqqOY0Z2PL0bYWb10AZbJyDIsycWzahqt/fVnUi66WzaqyZs7foK2tjenpac6fP8/Fixfxer2sXWteuyq77UsFIoTFKbvF+x+QUkaEEMNAHdC29DREDXcFaa7OhE8CrTOf/9EcMZo5n2NCiK+QrC3dIYTYIqU8lONYy1L5YR6bkuFyudIptcWKkOaSsru2NkE0IdANBZFxtxdNCBSx+E3FeFjFqeYvKm+Oa/hdK6f+8JjYvKp8Ja01Qigdhq8OcqiTFYqC2mVu5KHUeAa3Fi5GNQdaQ4M5YlRzolRXoywicjRNIFz5G7Uo/gD+7dvwOaKmpRaXFEXF/cCbZ/qLlsf7Uqyia2HZssD639vbS1NTEwAnTpwwtR1MrqZGNtYjhWL5o8gcn/nYI4RY6h8zc9E+keMYmW1i3ljm2MxeqEW5UbAFqU3WCCFmtX4pBqkdSsMwlt2prvEZ9K6JE4oq1Afu3nhPxxTq/IvfiMd1QcBTWJTz1piKpqyMnfQxarkUD1o9jZJgeIOro3YUSIjc05mUjh7zJ1MiXBs3oxQqRoVAW9uFmDTH7Eu0dKIsE41Xa2tzP7Gi4BncTKC1BsfYdUtLqfJF+AJ43/LTOFosMi9aBFWz0zYtZ4E0eSEEg4ODBINBpJQcPHiQycnCewKDXUNakaRqSK18FJdU/YwP2LHEcQ9nfP5qjmNkuh0utxuT2XurKM3bbUFqkxMpQVrsCClkFyUdaIvicRqMTKl4nHePHwqp+JaIYg6HNILe/KOc4fjKEaSQNDiKrJA+q0sh1dWxA254a5B67muGbGqBCvwdOXs2oI0X7imhdm1AjBVYe5qipQt1gbrRuWjBYE6ndaztpHpwA+6pWyjxykw9F2ta8T7+pKXmRYuhFr/hvc1yLFK3raoq27dvx+PxoOs6+/fvJxIpbINRSmmn7FYgUqhIxcJHHhu+OfLNjM8/vNABQgiFpDsuwBjJ9iy5cCHj8weXOTZT+F5Y9KgCsK+8NjlRbEGauSBkU0fqUGH72ii6IXBrdwWilAJNgaU8/GPLpPYux9URFZ9zZdST6qqbm1WbrZ5GUTG8Vaui7yhAQs3PvVU4HKgVFiXV2jpwRCfm1Z3lirJuvSntXQBksBEhs3HrB62qKqvjlKpqAtu34VPDKJOV255HWT+I98EHUZxluvFhaw3rMRZ/L6fawWialm4Hk1iuz/ISSCnT2Vh2hLSCSNWQWvYo7oVCSvk68IOZLz8ihNizwGHPcTft9kUpZTzzh0KIR4QQcubxpQWe/29A6mb+V4QQC7Z9EUK8FXjHzJfXgINZv5AcsAWpTU6knHbLJUIK0FaboCWYYHRapc53d2FKGhgtLmqXS+1dHoXRkIIoQNSWE2dincTdNVZPo2jIPEVapaF7qpGJ+PIHLoJY12fibIpL3F+FyyFBz//1AojWTpQJcwyBpNOD4veiZNnQctlepKqKd/MWqpqq0Co0PRcARcGx+2F8WwZQyqRedEFWxuW8opFy6XU51Q5GCJFuB5OvGVWmmLUFaeUghbD8UQKeJdnKRQO+I4R4XgixWwjxqBDi/wH+28xxp4EXcj25lHIM+L9nvgwAPxJC/NeZ828VQrxFCPGnwD9xVy/+tpQmWM8vQJluUdqUK+UWIU2xvSPC7QkfoaiCpsi0u2jKwGixNi1DIRW/SyeUZ2/SiYhKhz/G1ArpTXpUbGEr359lErUSMNwBiFWwe2wO6A4vxLOLzi1I69rk7m+Zu40mnG48ddUQLTDqXdeEGptCmPB6pRCIpjaUePb/a5pvcVMjZ2cXnionSsjMFncW4PXjfvBRHNXZdDCwWfUsESFNYVY7mMz7jGxNjeyU3TIgFam0cvwiI6U8IIR4BvgKUAX81wUOOw08JaXMt6D694BakuLXDzw/85hLHPiklPIreY6zLHaE1CYnim1qlE+EFMDnkmxqjRJNKNT47i4wyxkYSSlQl0ntXY4rwxpux8pI3R1KVDPh67B6GqYjnR6rp1ASDJcfoxAxCgiPB6W53aQZFQepOVCb1+Aq1KDKV43mUhEFRlhTiJZu1BzEKIDmdsz7nhKsSabnKlMooVFT5mYVyky9qC1GbbImywBMW1sbXV1dAFy8eJHLly/nPFSmILUjpJWDRFj+KMnrlPJbwGbg8yTF5zTJetF9wG8B26SUZws4v5RSfhy4B/hz4CjJPqg6ME7SXfdzwICU8r/n/0qWx46Q2uREKU2NcomQAvQ1xbk45GBoUqXKrTMRSS4uKQOjsemFF5tCe5MaUiEclQhFshIKkA7G+3lIvY7QCxM25YLh8kG0OBso5UbCFSgsOjqD0rUe43ruN3clQVFw9vbiHC+w7YPDhVZXizBJ8Mm6ZhQ9nPMlwOHOuC5pGt5NAzjDQ4ix66bMy0r0devxbtuMWlHtNMo7M2BVkMNmdG9vL9PT09y8eZMTJ07g8XhoaMjeudkWpJWJVDSkYt11pZRjSykvAb8588jlea+Q5YokpdzP7NYuJceOkNrkRLEjpEKI9KKQqyBVBOzsjCBJ3VLcvbGIJcSSNV3jYRWXln+Uczik4netjChpTDq56ulf/sAKQbqWqdFbIRgOT8HR0TRt5Rsl9wxuLVyMCgWtvdM8Merxo7id5FMaqWoCVA1nVy/VG7pwTd5AFFADXA5IBNP9Wwnes73CxOhK2FJcAeRQopZqB1NdXZ1XO5hUDakQYtaGuE15I4XVdaRW/wZWHva7zyYnUoI0HC6eW2lqUcglZTdFfcCguyHOZESlwT+nN2lg6d6khQrKy3cUMCqzDcNcTkY7ibuDVk+jYAynZ9VER3VP0LRzieoaRLDOtPOZhXtgK8qdKwWfR+02r72LVBREQzOKkZ/Tp1AUqnffg48JlOlxU+ZkJQnNiX7fw6wZXDmbWjYlxOFCacytZKCQdjD59CC1a0itRwrF8oeNudi/UZucKLbLLpB3hDTF5vYobofByLQ6q7ZzOKTicy7Rm3RKo6aA3qQGGtNTK6etyHGxpWR1EsVCugNWT6EkSNWFHjc3qqZ2l5egcK7fiDpSeBqr0rUexYTzpMinbjQTo74dLbEyrhuJmnp8T/40NW3NVk/FpgIRbT04f+7jKB3rc36uy+XKqx1M6j4jW0Mjm3JBzLR+sehR4fdG5YgtSG1yotgpu1BYhBTAqcHW9mRvUq/zbpquIQWaCkvVCEXiS6f2Lse0rMOtrozay9uJIJO+tVZPI28Mhwuiq8NZN+GtwezaN7G2y9TzFYKjowvH1AiFvkbRtg5l3Jz2LgCyoQ1VL0CM+oIYQoLTadqcrEJbP0j1Y2/C6a309kp2DWmp0RUN7eF34PyZX0RU5d96LJ92MPlESG2sRwoVw8KHFPb/i9nYgtQmJ4ptagSFR0gBOuoTrKlKMDKlUptDb9JwXEFNFNZ0fiTkRFVWxk3NwfhGpFqZN8vSU81quLmUioau598YftHz1jeAx2v6eXNFbWzGKeJgFNIzGERDM2p00pT2LgDSV43iyH8JlYqKHqgBIRCOynyPASAUnHsewbNlAEWt/FsKO+5RWkY9QS7ueAp1YLcp50u1gwHS7WCWwhaklYnV6bp2yq752L/RArh06RLPPfccGzZswOfzUVtbyz333MNnP/tZ0wXbd7/7XT70oQ/R09ODz+ejurqavr4+3vWud/Fnf/ZnhEIhU8dbjEqIkKbY0RlBFZLpmIIi7p5rJCQRcvFaz7hai2rk29IJpuMqjhUiSKPSyTVP7r3drMZQHRBbGWmQy6H76orSM1QoCmqXtX97pSqIu8oDsQLbuwSCqBoIk4S7VDWU2noUWUCKf337XfOWShWkHi/uJ57C1W6n6NrkiObkVvdODjZvRfqqTT11Lu1gUmm9dg1phSGwNmXX/hcwHTtpPk++9a1v8b73vY+JiYn096anp9m3bx/79u3jL//yL3n55Zfp6ekpaJzR0VE+/OEP84//+I/zfjYxMcGZM2f4xje+wZ49e9i6dWtBY2VDOUdIpZTEYjFCoVD6EZANjMW70RJDGFo9AAYONGOYhLpIaplQ8Hm8TETyb+NydURlbb3OdKzy93xORDpocl1Ci1aO4Yr01awKMyMpFBIFbtwshdLRg37sjaKdf0lcbjytTTBeWMYCTjdaMIiYGjNlWgCidR1KIXWjgToMDFLXF6HN70Va7igNzbjvux/VVXlzXwr7PrP4iJYuHI+9i+Hzl+HWraJEJ7NtB5NrhNQWo+WBREFaGFOzcuyVii1I8+DAgQM888wzhMNh/H4/zz//PI8++ijhcJivfvWrfOELX+D06dM89dRT7Nu3j0AgP2OV8fFxHn/8cfbvT7YGesc73sG73vUuuru7UVWVK1eu8P3vf59vfOMbZr68JSkXl11d15mampolPqempojPMXbRuI3qbSQxE/XUleTfIqHWUeWKMRFdODIxESmsNykojE1JXE6JrHR/cKFwXNnMID+oiJs1Q9EgXmBErULQffVQQGr7csimFlA1KEJK8JKoKt6+Phi+Udh5FAWtdS3CzLrRpk60AsSoVDV0X9Ws1hbCWVmiTusbwDW4aUWk6NqUEM2BtuetKIP3IYRA1y8AxUmXTbWDCYfDjI+Pc/DgQXbv3j3vfsxO2a1MUu1XrBzfxlxsQZoHzz77LOFwGE3T+M53vsOePXvSP3vsscfo7e3lE5/4BKdPn+aFF17gd37nd/Ia59d//dfZv38/LpeLv/u7v+Ppp5+e9fOdO3fyjne8g89//vMF1VvmQsplt5gpu5kRUikl4XB4nvhcShArioLP58Pn8+H3+4kpU+y/HpgX9dSlhkAu6iQ7Nq3i1gwiifxuuibCKh2+OFOxyr9w3UrUss63lsDU4qlPZYO/dnVERxEkipwZLhwO1I5e9PMnijvQHDybNiOGrhZ8HrVrPWKkQFGbgQzUoiiJgkqT9bp25vVZrJQIqRA4730I19oWq2dSNASrofK89IjmdTje9G5E9d12Uqn7lmL1/0y1g9m7dy/hcJj9+/eze/du3G73vDnYgrSySJkLWTm+jbnYgjRHXn/9dX7wgx8A8JGPfGSWGE3x3HPP8dJLL3HixAlefPFFPvWpT+Fw5HbD8cMf/pC//uu/BuD3fu/35onRTIQQJbMsL2bKbjwenyU2b9++zc2bN5cU2263G7/fnxaffr8fj8czb4EbjsW5OOSYFfWciik0BBLcmVz4d5cwBFUeg0gBwaErwyotNXreoracOBjfyAPqDYRubnsRMzEUFRlfGb1gl0P31xU1OppCrOuFEgpSz+A2FBPEqNK1AcVMMao5UYJBlET+/19GVQNSzM/8CMfj5b8Yu724H3oMR3Blt1ISwhakpqI5UHc/ibr5/nnprqksqGKKwVQ7mL1796bbwezatSt9z5Rr2xc7Zbc8sNpYyDY1Mp+yXwPLjW9+85vpzz/84Q8veIyiKHzgAx/g+eefZ2xsjO9973s88cQTOY3zx3/8xwBUV1fzsY99LO/5mk2mIDUMI6+dTcMwmJ6enpVqGwqFiEZn3+hlpt+qqpoWnJkCNNtFZGt7lOtjKmPTKi7NIDojEFO9SadiCy+IKZfekan83iqGVIjEDRD516OWCxHp4oZnAy2hI1ZPZXF8tRBb+a1eJKCjAiVIpW1dO3OXXvzbdFf/IMqwCWK0vRtl7KYJM7qLaOlEiecfeTdUjajLs+CiG9P1sl6MRX0TnvvuR3VXqPlSjhgU1v7LJolo7kR77N0owfoFf16q6GSqHcy+ffuYmJjgyJEjbN26dSZt2I6QViJSWJs2W+mVWOVIOa+BZckPf/hDICnMduzYsehxDz/8cPrzV199NSdBGovF0iZGjz/+eDq9RNd1rl+/jq7rNDU1zUo7KRUpQQrJOtLMr+eykMnQ1NQUU1NTS/YG0zSNRCKB1+tNuwq73e6CdiZdDsmW9ig/ueCh2qOnBakhBQ4NWKJ16HRMQRUSPc8r0NCkRmdDnFC08q9gxyKdNLouoUUnlj+4xBhCIMs4emsmhq8WWaK6TuHxoDS3Y1wvbrq2Y10v2mThtZ6ioQUlPGbu9k9LF2oBYhRg1FFFlbLwrBxuT0HnLiZKz0Y8WwZXV71oiTZgViyaA/XeJ1C3PIBYIpJUSjGYagdz9OhRbt26xalTp9iwYYMtSCsWsWi5VanGtzEXW5DmyIkTydS1np6eJaNzGzbcbZeQek62HDp0iEgkacoyODjIxMQE/+k//Sf+6q/+irGxMQCcTicPPfQQn/rUp3jkkUdyexEFkClAp6en019nazKUidPpnJVq6/f78Xq9XL58mQsXLuByuaivX3hnNR/W1Se4OJRM0a3x6oxOJxegsWmVOn+C4UUMjCJxhfpAgqFFUnuz4dqISn2VQVyv8IuYUDipbmYTPyy/y7G/btW0ekkoTjBKJ76VrvVFFaRqSxtOYxoKdQyuqkFVJSJmXiqzDDaiyCV2rLJgVLipql481dVfXU3ZJZoLgXbPA3g626yeScmRigJ68dyrVzKiaS3am96DEpzvaDuXUovBtrY2pqamuHDhAhcvXsTr9ebV9sXGeuwa0pWHLUhzIBKJMDQ0BCQvbEtRU1ODz+djamqKK1eu5DTO8ePH058bhsHOnTs5c+bMrGNisRjf/e53+bd/+zc+/elP81u/9Vs5jZEvHo8HVVXp6uri937v97hw4QJnzpzh3e9+96LCeK7JUOrhdC6c/pVv25flEAJ2dEb5zlGVSEKgCIkxE/WcDKs4VIO4vvBu7vCkSsCtMxnJ7yIU1xWQOithV+1GvI5OXxv+qcJTK83CQCCN0hh7WY3uCSITJY4Et3UW7dRKTT1ujwbhAo2oXB606irElHntiaTTg+L3ohQQeddVB976NUseI7TyurmRTjfuh96Es7bK6qlYgt3SIQ9UDXXXE6jbHlwyKppJsU2NFqKvr49wOJxuB+NyJdu/2W1fKguJxTWk9jXCdGxBmgOTk5Ppz/1+/7LHpwRpKBTKaZyRkZH055/5zGeIRCI8+eST/O7v/i6bN29mYmKCb3zjG/z2b/824+Pj/PZv/zYbNmzgZ37mZ3IaJ5t5HDlyhCNHjnD48GEOHz7M0aNH0XWdM2fOzBLJFy5c4JFHHkmbDGXWeS5kMrQU2bR9yZdqj8H6phgnbrhmGRrFdEG9X2cotPA876aG5F8LemPMQWd9jNAi9aqVxMHEAPert8rH4Mhfu3pavWgeSBQWscsVUR1EBOuQYwX2BJ2L14unsRYmRws7j6KitbQhxu+YMy+S7/RwVS2BAv/HZUM7ilx6s0SUUXQm4qvC98BDOJeI6K50pCJgdexvmYJY056MitY0Zv0cKWVJTI3mMrcdTCobrVTGkDbmIC1O2bU2XXhlYr8DcyB14QIWje5lktp5y7VnZ2ZLlUgkwuOPP863v/3t9EW7oaGBX/7lX2ZgYICHH34YwzB4/vnnefrpp03bvXvb297Gt7/97UV/7nK56OrqYuPGjQwMDPDAAw+wY8cOUy7qxYqQptjYGuPyiIOhkIrPpTMVTY43FNKo9iQYDy/8GiYjKg3+BHfy7k0KdyZU/J7861HLhbDh4qanj+bQMaunggHIVWJAYrj8GCUWoynU7n4S+39o3gk1De+6Lhi9VfCp1HV9iFHzHHUBxnx11BfYjcWoaUYuI0YBKJMIqdLdT3BwE44K64tqOnYULDtUDXXX46hbH0LkGOWUUqa9JEqdLju3HQwUZwPcpngk+5Ba6bJrXyPMxhakOZBpIhSLLX9TmHKN9XhyM6yYa1b0mc98ZsEL9gMPPMA73/lOvv71r3PixAmOHDnC5s2bcxprMZqamoDkhbuvr4/NmzezefNmBgcH+dmf/Vmi0Sif/exneeihh0wZL5NiRkgBNAV2dET4P6e9aApkRj0ThrJkb9KRaRW3wyASz+9COBVTqQ3ECccr/2J2NNJFg+syWnRy+YOLia8WVkmrl4QrAHFrBKlY2wVmCVIh8G4cQAxdK/hUSnc/isliNOSqojbgKugc0ulBd7rIpolIrjfzpiMEzl0P4lzbYqckYqfjZYNobEtGRWuXTkdfjMwNZyvqN1PtYFJGlefPn6e5uXnZudjvj/LAjpCuPGxBmgOBwN0UpmzScFORzmzSexcbp6GhgW3bti167Fve8ha+/vWvA/CTn/zENEH6m7/5m/zqr/4q/f398wSy3+9ndHR0ViTXTIodIQVoDuq018a5MjKnN2l06d6kuiGo9hhECsjiuzqs0l6nM52nqC0bhMIpdTMbedXSS/Nq2ak0HF4Mi8QogKxvAI8XwoW31fEMbkWY0Gt0qnYNQZPFqHT7CNTVoBiFuRjrtc0zdeNZYKWDrcuD5+E3oa3w/qK5IBdxQ7ZJ1uvHBu6n6sGnCtpIsVqQwnyTxsOHD6fbwdiUNwYKhoUbR1aOvVKxf6M54Ha7qaurA+Dq1aVvpjIFW3t7e07jZB6/nHlS5rF37phXP9Xf38+2bdsWbC2T2Yu0GBQ7Qppi29ooDlUyHlZxqnfHGg6peB2Lj53qTZovEoXx6WQkttK5Hq9n2tdq2fiGN7h6akc91ZaOLxQFtau/4PO4N21BMUOM+oJULdWvKQ+kUBCNLYWL0brW7FJ1U1gkSJX6Jnxv+SlbjM7DvjVaiGlvkH1tO3k95iZU4IZ0OQjSuZveqXYwNpWAkjQ2suhhXyPMx/6N5sjGjRsBOHv2bNoufCFOnjyZ/ry/P7ebuE2bNqU/Xy5KmPnzUhXle71eIPfa2GxJLU6GYSzZr7RQPE7JYFuUuC4IeO4KUEMKnI6lx52OKWhK/nMbD6v4nJUvSCFpcCQVa5ItpLo6kjyk5kK3MDqaQnR2F/R8Z88G1LHCI5oRlxefW0UxeVNHtHWjxgvbaJMuH0au/5eKUvK6Ra13I96HH0ZxL++HsOqwI6SzUVTUe5/A+/O/gRFsQNd13njjjaxKlxYj896llC67i80htbl/8eLFJTsj2NHT8iCVsmvlw8ZcbEGaIw888ACQTMfdv3//osd9//vfT39+//335zRGR0cHa9euBZIXx6VE2blz59Kft7aWJlKVipAWK2U3c3EqdpS0pzFOrU9nOKQR9N5dnFK9SRcjEldmHZ8PV0ZUXFrlGylMG25ueftKPq7hqVo9fUe9NVZPIUlTC+S58aW1d+CIjkOBm0wxzYEW8OPIJQKZBbKhDTVRoBhFkAg25mzErQgBjhIJQyFw3vsg7q2bEVamCpcxq6UMIBtEfQuO9/w62s434XJ72L59O6qqEg6HOXDgQN5rdLlFSLu7u1mzJlkPe/z48XSLP5vyxGoxagtS87FXoxx5+9vfnv78pZdeWvAYwzD48pe/DEAwGOTRRx/NeZyf/dmfBWBiYoJ/+7d/W/S4v//7v09/nhLLxabYKbuZi1Mx60ghGZTY2RlBIIknxKw02smIgmOJKOhwSKXKnf/8dEMhnlgZF7WjkW50Z2nT/qSjMNOZSkEqDvQlsjFKidAcqGt7c36eWt+IS5OgF/Y6DEXBsaYFj2Fyqq6vGsVR+HKYqG0h6fucO8JZgv9nlwfPm5/C1dFmR3qWwEr3zrJBUVF3PY7j3R9DqWtOfzsQCLBlyxYgWZp07NixvDKZUkJWURTL/hfnZpht3ryZ6upqpJQcOHBgVqs/m/LCQKTrSK152NdPs7Gvujmya9cuHnzwQQC++MUv8tprr8075oUXXuDEiRMAPPvsszgcsy30X3nlFYQQCCH40Ic+tOA4v/Ebv5Gu3/zN3/xNJiYm5h3zla98hVdeeQWAp556Kuda1XwpdoS0lIIUoMZn0LsmzlRMoT5wd7xYQqF6iSioRMzceuYf8bk9oeF3VX7DOykUTmmDJRvPcAcgWpwNkXIj4astOKpoJmJdjoLU58dR7YNoodFsgWNdH87weIHnmY1UNZTa+mV7hS6H4fYjHfmnkBdbkCp1a/C95Sm0GrtedDlWe4RU1DXjePfH0O55M0KZH71sbGxk/fr1AFy7do2LFy/mPEZqbbcqOgrMKrtSVTXdDsbj8aDrOvv37093S7ApL6QUlj9szMUWpHnw4osv4vF4SCQSPPHEE3z6059m7969fO973+OjH/0on/jEJwDo6+vjueeey2uMtWvX8ru/+7sAHDlyhF27dvHSSy+xf/9+vve97/Hrv/7raTFbVVXF5z//eVNeWzaUytQIStcbbKAtitdpMBxS8TnvjjkUUqn2LB7VCUVUGgKF3cjeGFWXjMRWCtfiDUx7W0oylnTm1kqpUpFCQdfLLK27bW3W9Y66oiLr61DDy7uSL4fa3Y8yerPg88xFtK5DSRRmjCWFIBFsKGzPvIiCVOvpx/vIwyjuVd5fNEvEao1+KArqzjfhePevo9QvfS3v7OxMlwmdOnUqZ1PFchCkqTlkRmlT7WA0TSMSifDGG2/M2hi3MwvKA6vTde2UXfNZHY4gJrNt2za+9rWv8b73vY+JiQk++clPzjumr6+Pl19+eVYLl1z5D//hPzAyMsJnPvMZTp06xb/7d/9u3jGNjY1885vfpLc39zS6fCllym6pBKlDhW0dUV4948GhGdw17xTL9yadUvE4DcKx/PZ3ogkVRcTJufCsDDmoD7BHuY0o0KV0KQyXD6LFic6XG7qvHkqQJZALwu2BNW1wc3HjD5hpXN6+Fn+8cDGqdPSijF4v+DxzMdasxVGgiRGAUd+OkIVdq0QxakiFwHnPAzg7Wu0b6RxYjW1fRF0z2pvejdKQnReFEIJNmzYxPT3N6OgoBw8eZPfu3Vnf82SKQatYTBT7/X62bt3K/v37GR8ft9vBlCFWi0JbkJqPHSHNk7e97W0cPnyYj3/84/T19eH1egkGg+zcuZPPfOYzHDhwgJ6enoLH+fSnP82rr77K+9//fjo7O3G5XFRXV3PPPffwX/7Lf+H06dPs2bPHhFeUPSmX3WIJ0syLfilSdlO01SRoCcbnGRpNRWen8s5FNwRurbAI57VRx6zIbKUyZXi47S3u5oh0+ZY/aAUghSBRpoHzUF3Tsseoff1UmyBGRdNalNBwweeZi+GvQVULf89JXxDDBAFjuiB1ufG86adwddr1orkiV9GtkYEgMXB/slY0SzGaQlEUtm3blk5xzcV5t5wipAt1KKivr093Vbh16xanT58u6dxslsbq6KgtSM3HjpAWQEdHB5/73Of43Oc+l9PzHnnkkZxMAPbs2VNy0bkUxY6QCiFQVRVd10sqSAG2d0S5PaGlDY3iRvKiMxxS8ToNpheJgo5Oq9T5EgxP5f+WGp5U8LolRoXXJhyNdFPvvIIaK1yMzMVwelZRdLSu7KKjKVw96+HYTxb9uXtgK+rItcIHqmlAldGCo49zkZoDJViDohdWHyaFQiJQC2Y4/jrMS6dV6hpx3/8gqt3SJT9WSYQ05PRxorGfLdsfReTZQsvpdLJ9+3b27t2bdt695557lo18prKfykGQLjaH9vZ2pqenuXDhAhcuXMDr9ZoSaLApHAMFXVq3cWSsok2rUmH/Rm1yptimRnA3jadUKbspfC7JptboPEMjQ4qkS+gShKKF9SYNRdWCI63lgCFUzhTJ4Eh6qopy3nJDAjrW3agth7epGRGsW/BnrvWbUEdMSK/1+NG8bkS8CKYizZ2oBYpRAKNhrTliFBAmCVKtux/vI4/YYrQAxEp32RUKbHmIfW07CbkCBYvCuc67x48fX3bTvZwipEvNoa+vb1Y7mNu3b5dkbjZLY3V01I6Qms8Kv+raFINiR0jh7gJR6ggpQF9TnKBXn2doNLpMb9JowoTepMMqHkflp+5eiTcy7W1e/sAcMDQXRFZHdNTw1SELbJFSbNSe/nnfc3R0o00NU4jzNACaA23NGkS4CG0XWrrQCuw3CiD9tRh5tnhZkEIF6Uy9qHv7FoSFN/krAWlhXWOxETWNOH72V9G3P5pub2NGHWem8+7Vq1e5dOnSkseXgyBNuewuNQchRLodjKZplta82tzFaodd22XXfOx3lk3OlEKQWhUhhWS2VrI3abJXqMi4uQ4t05t0OVfe5ZAohMKzx6xUDhsDyAVaBuSL9FZTsNCpEBJK+buhirVds75W1zTjFFEwCtuUkQiUtV2ICfPrRgk2ImThPUylopHwB7N2G84GoRXwN3e6cb/pp3Cta7frRc1gJf4OhYK6/REczzyLsqZ91tpqlijs7OykpSXpznvy5MklnXfL2dRoLql2MLt376a+vr4UU7NZBonVUVIbs7EFqU3OlCJl18oIKUCd36CrMU5ojqFRdJnepCDmidhcGZ1WV4TB0aTu5Y5JBkeG6oBYoX0sKwPdE0Qm4lZPY1lkXQN4ktcCpboGd8ADscLTYJWu9ahjtwo+zzycboTfh2LCrYTR0G5aqm6aBYxVskGpbcT75FM4aldHOntJWGEpu6KmAcc7fwVtz1vTtaKZa6tZolAIwcDAAMFgEIBDhw4RCi3sJVAOEdJc5uByufD7/cWekk2WGFKx/GFjLvZv1CZnUi674XDxBEJqgbRKkAJsbovidhjpti4plu1NuowrbzZcHdFwaZUvSo9EetCdhbviSl8NmGxsU67oWmX0WBWKgtq1AdwePM1rYNqE9NqOXrQx83uNIgSieS2KbkJ0tKoew2wxSn4RUq1rA95HHrXrRU1GrJS0TCFQtz6E4z3PojStnfWjzAipmVHKlPOu2+0mkUgs6rxbToJ0IZfdhbCzD8oHq9N17ZRd81khV12bUlLKCKkVKbspnBpsXRtdoK3L8lHQlCtvviQMhXii8i94hlA56yjM4MhQNIhHTJpReRNRXBiJwkVTqRDrevD29IAZ6bXNa9GK0N4FgNZulFjh1yupOkh4A0VJ6RRaDjfmQuDceT/uHVsRmr2Mm84KEB4iOBMVvf+pBTc7MlNmzRZaLpeLHTt2oKoq09PTHDx4cN5aXgkuuzbliwQMCx92yq752CuZTc6s9BrSTDrqEqypSqTbuqRYLgpqSIGzQMfc2xMafld5tv3IhcuxNYS9y/etXBR/bcF1iZVCSK+sTlzxjvUwWrjrpKhtxKFHTG/vAkBdMyJhTjaH0dBWvEh9tm03nC7cj70VV9daO2JTLCo5ZVcI1C0PJmtFmzoWPazYgjDTeXdkZGSe8245iMFymINNflgdHbUjpOZTwVddG6tICdJYLJZ2qTMbq2tIM9nZGUEVcl5bl7mpvHMZW8aVNxtujqoFtZIpFw7r+RkcGUJBFqPtRxkypQt8HpfV08gaQ3UQ1TzIhpbCTuQLoHmcUIzIsMePcLtMaSspg2swipk2nkWEVKlpwPuWn8ZRV128edhUbIRUVNfjeMcvoz3w08umgKcEaTFNhRobG+nr6wOSzruXL19O/6wcxGA2LruZ2BtA5YPVLV/sti/mYwtSm5xJCVIoXtpuOdSQpvC7Jf0tsXltXean8s5nMqLiUPO/iY0kVFRR+YJ0wvAx5O3O/Yn+OjDKu/2JWTiCayrqhifqSproJJo68z+Jw4lW3wDhhY1PCkIoiIZmFKNwgyipuUi4i1vbu1yrFtHRg/uRR1A9dr1o0TFjB6OUCIG65QEcP/cbKM2dWT2lVIJw3bp1aefdEydOMDQ0NGv8SnDZtSk/rDY0sk2NzMf+jdrkTKYgLVbabjnUkGayoTlGwK0zHFKpct8VpXNTeecSSwiqPYW9hmujjhXhuns42ofh8GZ9vCEEUi9/t1kzkJoLowKcdVMk3AESRnKjJL5m8bTAJRECbW0XYnLExJllnL6tGyVuzvXJqG8FWeSNoSVuiqe6N+K9Zweqo7JSuiuWSkrZrarD8faPoj3wtpyMsUolCIUQbNq0ierqZFT/4MGDhEKhshCDuZoa2ZQPhrT+YWMuFXTVtSkXUi67UHxBWg4RUgBVgZ2d0Yz+Uxm9Seek8s5lKKQR9BT2OkYmFZQKj5QaqJxzDmT/BH8drBJBmvDWWj2FrJFCIarcTS2OVDWAI/dUY627HzFaBEddYNxVhZIwSYzWNBXFVXcuiQUyAXRFI7rzfpp2bLE0krTaqAyXXYG6+X6cP/cbKC3rcn52KU2FUn08M513y0mQ2hHSysPqdF07Zdd8KuGqa1NmlCJCWi6mRpk0Vul01seZjKg0zOlNGlyyNynEDVFQb9LJqIpnBbSBuRhrJuJds+xxBgK5SoyMpOpAr6ToqK929vtSUZBZpgmmULs2IEaumzuxGaKam0C1Of0CpdON7nKbcq5lmSOCYt4ArsefpL5r7SJPsCka5Z46X1WL4+2/hPbg0whHfincpaghzcTlcrF9+/a0826qFUwlCdJKKqlY8UhrjY1sm13zsQWpTc54PHdrqVZLhDTF1vYoTi3Zm9TtmN2bNDOVdy5TJvQmvTyi4XFUvig9rA8gl0uJ89cWx+SmDEl4a4ufDmoS0uEmkpj/PxjPoY5UaV2HMn7LxFlloGq4mlpwqObcOOq1LSX722iuu8JC7eyl9q1vxVMdKMnYNnMo05RdCUy0bcD5cx9Hae0q6FxW1HBWVVWxefNmgLTjbiWZGtmUD7oUlj9szKU8r7o2ZY2iKOm03WKbGpVThBTA5ZBsaU/2Jp3dZ1SQ/Grp3qQ+Z/6iVEqFqYiy5BiVwLjhZ8S3uMFRssdXZb/GbJGKiq6X1//4Ykgg6lxYIEXqW7M6h6hvQo2HiibyRGsXqm6OK7NR14IsQapuClVVQVVx7rgPzz07ljU5sikiZZiym3D7Odiylf2uZq7fvlPw+azqA7pmzRp6e3vTX9++XXjbqHwwDKMsRLFNfkisi45KaafsFoPyu+raVATF7kVarhFSgK6GBA2BBCNTGrWZvUkjKg3+pXuTOlQoRFCOTKn4V4DB0aFoH4ZjEddSXy2sklYvuq+ueH0tTcbwBokv8n6M+4LgW6YVib8azalCsdKTmzpR4uZskEmXF10rsZutELjf/NO4ujvs1ECLKa/fv0DZtBvP+/8Dzo71ABw7dozx8fGCzmqly+3atXfT0C9dupR23i0lmfcW2Zoaldf/xepGSusfNuZiC1KbvCi2IC3XCGmKnZ1RFCGZjimz2rKMTKtLptWOhVXqlxCt2XB1RMNZQCuZckBH4/wiBkdylSz6hhAk9MpY1aSiEZZLRxGMpYxVHC602lqIFCejgqpahDBn80oC0UA9Jc1EEILR6j5EfX3pxrRZnHK5BgVqcDz973E88g4Up5vNmzfj8/kwDIMDBw4Qjea/cWdVhBTupuumOHjwYNGyrRYjU5DaEdLKw2pDIztCaj62ILXJi1TK7mqMkAJUeQzWN8WIxBVqMwSmbgg8zqVvZMfDakGCMmEoGEblXwwvxFqIehpmfc/wBiEesWZCJUb31FZMdDTuDc67iZxLbLH2L0JBW9uJCI0WYWaA5kRUB1Ew53c5ovpRTapBzYoZMTpGACnsG+OyoAxqSJWNu5K1ou096e9pmsb27dvRNI1IJMKBAwfy3rS1MkKaua67XC4SiQT79+8nHi+duVuqfhRsQVqJGIZAt/CxEu7Byg3rr7o2FUkqQrraakgz2dgaw+cyGJpU8WcYGo1MqbNSeecS1wWBAnuT3hzX8LvK93eTLYfl4KyI6HSsctxmC8EA9AoRH4bLS3QBI6O5ROpaYYFdY617A2K0SCZGgGhdh5IwJ8V7GhVfTdCUc2VFhhiFZE2xjfUIxcKbTX8Qx9MfwfHozyKc89sp+Xw+tmzZAsDY2BgnTpzIaxgrI6SZgnTLli1p592DBw+WbM3PJ0Jqp+yWD1an69opu+ZjC1KbvChVDWmm8UC5oSmwoyOCRMy8ke7Oc2qZ3qTDIW3ZVjHLcWts6TEqgTE9wPlYsgfnhK7gWSX344a3FiqgrY0Eoppv2eMAdKcb6ppmfa+Y7V0AaOlCiYVMOZUElIa20t2gzxGjgB0hLRcsipAqG+/B+fMfR2nvW/K4hoYG+vqSx1y5coXLly/nPFa5REiDwSCDg4MADA8Pc/LkyZLPwe7xW3kYCMsfNuZivwtt8qJUghTKO0raHNRpr40zEZldGxpNKNT4lhYcsYRAKaBOLRxXK16QAlx07SJsKAiX1+qplAxDLbFhTp4Y3loSOaTN6xl1pEp7d/HauwAy2ICQ5plfyYa1qKVaEYVgtLp3lhgFW5CWC6WOhEVUF5P3vwPHo+9COLPre7tu3Tqam5sBOHHiBKOjuaXEl0uEVAhBU1NT2nn38uXLeQnsfOegqqod+axArI6OlmmcpKKxBalNXpQqZRfKt440xba1URyqZGxaxa1l9CadXLo36XRMoa7A3qRXR1R8Fe66a6hOrgfvwauujiu84a3BKJbTrIlI1UE4x15r0YZ2AERDC2pkvGirdlzRiDscpi1g0luNXqo0zbQYrZo/D1uQlgcljJjdqm7h9fZdGC259RUVQjAwMEBVVRVSSg4cOEA4HM76+eUQIc0Ug11dXbME9vDwcEnmkK3Drk15YWnLl5mHjbnYgtQmL1KCNJcFMBcyd23LXZB6nJLBtigJQ+Bz3b0BTzqxJT9bjKGQis9VyOtTGA0pCFG5Ys6tGZwPNxF3LtM2ZIUQFQ6rp5AVMc/yRkZzCQfXQE09mgboi9dRF4IEItX1eDRzbgikUEhU15lyrmVZQowCSDt1sCwoScTMV4X21Ic5tWYjuqrlJQxVVWXbtm04nU5isRgHDhzIer20MkK60NgpgV1dXY2UsujOu5miOFvsSGr5oBvWP2zMxV79bPIi5bJbighpOafspuhpjFPr0xmeUqnJqA2djKjULxEFlVKgKVBIi4mJiIp3iVYz5YxLNYgmBHFdcCyxdN3USmAioSAqoHbUcPuJJXKfp1Q0lOa1EC1OKj9AuLaFoNu8m2ijob009bzLiNHkMfaSXB4UV3goG3bg/PnfRO3cUHCk0uPxsHXrVoQQTExMcOzYsaw2ksolQppJSmC7XC7i8ThvvPFG0Zx38xGkNuWE1S1f7M0Js7FXP5u8KGUNablHSCHZtm5nZwSBJJIQKBkRy9EpFfcSgnHchN6kV4a1JccoRxyqQdwQxPTkZehWNMiUe43Fsyoucc1j9RSWRSKIKNnVsc1FcXjRPUsIrkKpa8bnNO9GIKx5MErRbzQbMQoYdspuWRCNxYpzYm8A7akP4XjTexAuz6zN1kKEUW1tLf39/QBcv36dixcvLvuccqghXWhst9vN9u3bURSFqampojnvptq+2A67lYkBGNLCh9W/gBWILUht8qLYgjTz4l8JEVKAGp9Bb1OccEyhbk5vUu8ydZ7jYRWXlv/rNKRCJCooJNJaSjRFIqUgmph9CToU7kWu0CiR4fLh9eQn9EqJ7qtFz+M9JxSVcAymXUVKvXb7EG4nZpV66lIQ9wWTu0nFRAjGshCjyWNX5v9+pZGLkVe2KH3bZqKi/envZa5thUYq29vbaWtrA+DUqVMMDQ0teXxqbCsjpIuNXV1dzebNm4HiOe/aEdLKxmpDI9vUyHzs1c8mL4ptaiSESC8UlRAhTTHYGsXrNBgKqfgzakNHprRle5P63YUJ76GQhr8CDI5UIRECwvH5l5/JhIdhZ7sFsyo+uru67JN8pOYkrOe30o5P6UhgTBRBdAsF0diCYphXlzoVqMfjLrbbcVKMjmYjRmHFbsZUHGZuUngDaD/1QRyP/xzCPdtJ3ExBKoRg48aNBINBAA4dOrTkhnE5puxm0tTURE9PD1Ac513b1Kiy0Q1h+cPGXOzVzyYvih0hhbsLZaVESAE0FbZ3RJFSzLSQuHtzPx1TUJcwHxoOabPqT/Ph8h2B1CMFnaOYKEKiqcnfxWIcmuqqmLYo2WI43Ogx81qUFIuYO7/o5kQoimOmbY9R3WLmlAAQbd0ocfOuNTJQh9tb7PRpwViwJ2sxCrYgLRdUzZyomdK7NRkVXbdxwZ+bKUhT59i6deusGsxUaupiY5eLqdFCdHd309SU7G1stvNurhFSO2W3vLA6OmpHSM3HXv1s8qIUgrQSI6QArTUJWoPxebWhkbhC7TK9SefWn+aKIRyEp8tTkAokTlUSii592UlIjSvKuiWPqTQMT43VU1gW3VOVl5FRQtfR3HdFl/D4kG6/eRNrbEdJmChGVY2Er6rIN5gpMZqbwJf2klwWeDwF9kT2+NHe+n4cT/z8vKhoJmYLUkjWYG7btg1FUQiFQhw5cmSeyZFhGOnvlVsNaSZCCAYHB9Otbcx03rVTdisbq8WoLUjNx179bPIi5bJrR0gXZntHFE2RjIdVnGpGb9KQSmCJ3qThmELQU5ihxrSsw+8sMxEvJS5NZzKa3eJ/crqNhMNEUWMhUnWSKPO+o7qUTOQ5Rc1VhVBm/12NqnoTZgX4qhAOc4Wj0dAOspjXlPzEKNgR0nJBKUCkKL1bcL73N1G7BpY9thiCFCAYDLJp0yYAbt26xblz50oybrbkIgZVVWX79u2mO+/agrSykWYYExXwsAWp+dirn01e2BHSpfG6JAOtUeK6IOC5u/jLdBXh4lezkSkHij5Z0Pi3x1VUpTyumFJKvE6dyWgu/TcVThvrizanUqL7ast+9RqOq3nVUgnVSTg2/7Ul/LWFT0rVELWNKCa2ZJHVDRhFFqPjeYpRAGmnBZYFeUXPPT60J9+H44n3Ity+rJ6SubaZLQxbW1vp6OgA4OzZs9y+fbsk42ZDrvWrc513Dx06VPBGte2yW9lIKSx/2JiLLUht8iLT1Cibnmf5kFqsKlGQAvQ2xQl6dYZDGlXuu1HPyYiK0xhd/IlCmXESzf/3Oh1XcZaBIJVS4nfqjEdyEaNJrkRqibgbijCr0iEVlUQeabClJGwI3IE8onkS4sbCf9eYr67QaSFau1AS4YLPk0JqThKeYkbdk2J0JE8xCnbKbtmQo/hQugeTtaLdgzk9r9iRyvXr11Nbm9wcOnToEKFQaN645Zyym0l1dTWDg8nf79DQEKdOnTJlDrapUWWiS9ANCx/W316tOOzVzyYvUoLUMAyi0eKYtaQWq0pK2Y3H44yOjnLlyhVOnTyBd/oNkJLQdBzkXWESF1UIY/Gb7YQSKLg36dURddl2M8Wmym0wlocYTXE40lv8thxFRPfXFzk9tDAkIAL1ee3+K04v8UVW5UihNbNNnShxcx28jfq2Iv4tChejkJlBYWMtWf4d3D60J96L48n3IfLY7EitbUKIokTgUiZHHo8HXdfT6a5WR0jzNVRqbm6mu7sbgEuXLnHlypW852Cn7FY2VtePlnnSU0Vibw3Z5EVKkEIySup2m9/qoZxTdqWUhMNhQqFQ+jE5ObmgOHe7LhJxrMNpDBMTyciRFBrVHoPxJfyHxqZV3JpBJJHfDYNEYXxK4nRIS250q9wGw1OFXWJG4z7GA21UR/K/8bAKKRT0Mt9GNTxB4nm8v4RQCC9R6jztDuY/qUAtQpj7npc1TRiyWNcRc8Qo2IK0bMjiz6B0DaA9/A6EN/+oeymcbp1OJ9u3b2fv3r1MT09z6NAhent70z+vlAhpip6eHqamprh58ybHjx/H5/Olo8ClmoON9VgtCm1Baj62ILXJi0xBGg6bl1aXSbmYGiUSiVnCM/VYal5erxe/34/f78fjVXjtqkFcr8Xr0JmOJRfA8YiTWl+CkUVEW8IQVHsMIgW0XhwPq3T44kzFSnujW+02GJoyZ6E/MNXNw86bCL28jYHmYvjrkGWcrisVjQgq+aSG64oHuYTYNlQn0luFmJ7I7cSaExEMoiTMy7qQDhcJpwcoxnVEMB7sNkWMgm1qVC4IZfHrZUxxMNZ/H+2P/FTB46TWkGJHKQOBAIODgxw8eJChoSEcjrtZK+VuajSXlPPu9PQ0ExMTHDhwgD179qSNFos1B7uGtLxImQtZOb6NudiC1CYvMi/+xTI2KnWEVEpJJBKZF/WMRBYPY2qalhaeqYfP55u3yG1Xo7x2zoNTg+mMyFKqN6m+SIH88JS6pGjNhivDKs3BBFG9NDvBVSaKUYCo4eCmto5m/bRp5yw2EkhIheKIIHNIeIMYidznp2iuBY2M5mJU1aPmKEhF6zqUWCjnOS2FXtcGsoBdnUUxLzKawo6QlgsL/x2mGzt4w9NGPKKg3bhBc3NzQaOUSpACNDU10dXVxfnz57lx40Z6XCuEVq6mRnNJOe++9tprRKNR3njjDXbv3p1TPWiupkY25YWhg5XJcyZ67dnMYAtSm7yYm7JbDIoZIdV1fcGo51Li1+PxpEVnIBDA7/fjcrmyWtDX1iW4cCfBzQmNen+CoVDyrReJKzQEEtyZXPytuJxoXQ5DKkRjAlRJ1rVReZJM0zX/5upIqJ013qso8eK5OpuJ4a9H6sUQQeZgOL1E8hCjIIgkNLKJqiZ8taicz/7ULV2mi1GjtgVZJDE6YbIYBVuQli0uL9pDTxPs3UrwjTe4c+cOR48eTa8F+VJKQQrQ29vL5OQkd+7cAayL+pmRLpvqt/r6668TCoU4dOgQ27dvz+o1SSntlN0Kx07ZXXnY+UEmcenSJZ577jk2bNiQrmm45557+OxnP1twBPFLX/pS2vRguceXvvQlc17QMjidzvSFzniOIwABAABJREFUvJwjpKmo59DQEBcvXuTo0aPs3buX73//++zfv59Tp05x7do1xsfHZy1Q1dXVtLa2sn79enbs2MHDDz/Mnj17GBwcZN26ddTX1+N2u3Na0Hd0RlCFZCKi4sjsTTqp4l+iN2kkrlDjK2w7bmjKgb/IBkcBl8HIlEIxRK9E4Sy9yx9YJoQT5btaSSDqyC29LY3mRc8yVymai9NusBEhC+u/Oxfp9KA7nKaeM0lSjA6bLEbBbvtSNmT+HdZuQPu530Dt24YQgs2bN+P1etF1nQMHDhTUE7PQSGGupObvcrnS4xfLlHApzKqdDQaDDAwk+73euXMna+fdzE3ubKOqdspueWG1oZEtSM3HjpCawLe+9S3e9773MTFxNz1tenqaffv2sW/fPv7yL/+Sl19+mZ6eHgtnaS5CCHw+HxMTE2UTIdV1nampqXlRz1RqzkK43e55Uc9chWa2+N2Sja0xjlx1Ue/XGQolX59EkPpsMTE3HFLxuxKEovm/Za+PatRVGcT1Irw2l8FoWClqhOfCdCOd/lqc0ZGijWEGYwkVdxnfuxjeWhJ6Hqm6ioOpLFJ1U0S8NVRlc6DTjfD7UHRzBale2zzL2dosiiVGAbu3XZkghMBwupH3Pgm9WzE0jZR0cjgcbNu2jddee43p6WmOHDnCtm3b8lozSh0hheT8Ozo6OH06WQJx8OBB7rnnnpLOwczoZEtLC1NTU5w7d46LFy/i9/tpa2vLanyz5mBTegwsriG1bugViy1IC+TAgQM888wzhMNh/H4/zz//PI8++ijhcJivfvWrfOELX+D06dM89dRT7Nu3r6D0HoB//dd/paWlZdGfL3chNpOUIC11hFRKSSwWmyc8p6enF+2JqijKvFpPv99f8h5k65tiXBrSGAqpVHsSjIeT409EVOp8MYanFo7o3BV6+afdxnQFUYTLqM9pMBFWSnIzfTTWx3Z+TCE9WouN4cwz+lgCpOogLAW5/v6khBjOnJ4XdgWTkaZltpJF81qUmMktXupakSaLUQlMFlGMpsawsR7hrUJ59/9FwulBkKw3VBQlvSYFAgEGBgY4fPgwt2/f5vz58+l2JLlghSAFZpkajY6OcvLkSTZu3Fiy8c1Ol+3p6SEUCnHr1i2OHTuG1+td0nk3c5PaFqSViZRy0fu9Uo1vYy62IC2QZ599lnA4jKZpfOc732HPnj3pnz322GP09vbyiU98gtOnT/PCCy/wO7/zOwWN19fXR2dnZ2GTNolUHWmxBGlqkY7H49y4cWOW+FwqTcrlcs2Leno8HstSblI3HVJKDMNgS1uIH5ytIq4LBHdbsoyHNVyaTjSx8AIZis6uP82H66ManQ1xQlFzboC8DoNQVMm7vjVX7sQChALN+CPXSzJeriRcAbxKMdJEzSHuCebl/Ks4vERyiI4CGIqG9FUjQmOLH9TWY7oYlW4fuskbTYaUXBUN6ARNPe9c7BpSi1FURFMPoi65sSsTCXRdRwhBPB5HCJFel1paWhgfH+fSpUucOXOGqqoqGhoachquFG1fFiIlCF0uF9FolMuXL1NVVVWSDW3DMNI382a97pTzbjgczsp5N58IqZ2yW17YpkYrD7uGtABef/11fvCDHwDwkY98ZJYYTfHcc8/R398PwIsvvlhQvUm5kbrYmyVIY7EYIyMjXL58mePHj3Pp0iUg2VbmxIkTXLlyhdHR0fTvUFEUAoEAzc3N9Pb2sm3bNh588EHuv/9+tmzZQnd3N42NjXi93pItJoZhoOs6iUSCeDxOLBZLf55IJJBSUu9PsLY2ynRMpc539/8hYSh4l6nzHJtWcTsKi3LeGVdQlcJ399wOg+m4QsIo7UJ9cLoHqZTnrrbhKiwDopgYbj/RfNrQCIVwnpctPVC/+A/rmhEJc1tGSQR6TZOp5wS45WhGD3aaft652HvuFuKpQvTsSotRSK4xiqKkozHxeHxWCcn69eupqakB4PDhwzmvhVZFSFPjejwempqS75djx44xOjpa9LGLlS6raRrbtm3D6XQSj8d54403Fi3XsVN2Kx+r60ftAKn52BHSAvjmN7+Z/vzDH/7wgscoisIHPvABnn/+ecbGxvje977HE088UaIZFpd8I6SGYTA9PT0v5TYWW7yGzOl0zkq1DQQCeDweS3qoweyoZyrymfo6RaYIniuIB1vD3JxwMjLtwOPUCc/0Jh2ddlDr0xlZpG1KwhBUeQwiBexrTMVU6gJxpgsQki5NEk0oRalHXY4p3cWQt5OGyLmSj70UhsuPES+9QUg2SAQRxQ15OFbLZXqOLkXCX4fG2fk/cPsQbieKYa4DrqxvQ5p8zolgD5EiR0ZT2BFSKxCIxnXQ2DnvOp1aXzKv8/F4HIfDkRarW7du5Uc/+hHRaJQDBw6we/furEWOVYI0M2V2YGCAqakpJicnOXjwIHv27MHtdhd9bDD/dXs8HrZv376s825qDpkRb5vKwu5DuvKwBWkB/PCHPwSSwmzHjh2LHvfwww+nP3/11VdXnCBdytQoHo/PE55TU1OLGhWlzJL8fj9CCG7cuIGqqjzwwANFeQ3ZkEoxynzAXfG5lPBMfS/1SN3EuIDtHXH2nnPhdkA4Q4uH42LJNi8jUyp1fp3hUP47u1eGVdrrdaZjuS/GDlWSMCCWsO7m+VCogze5ryESi/eILTW6qwrKVJDqvlr0fIyMNFdORkZziXprmHdrKxREY4vpLXykpwpdNffmMmlgFDT1nEti3+SUFpcX0bYJ4V3cfktRFDRNIx6Pp0WprutpIeNyudi6dSuvv/46k5OTHDt2jMHBwayycqyOkKZeW8qkKSWqd+3aVbTIYebaX4wxUs67hw8fTjvvbtiwYdYxKUFaag8JG/OwOkppR0jNx343FsCJEyeAZEH9Uhe2zIth6jn58uEPf5hTp04xNDREVVUVPT09vPnNb+ZXfuVXaG1tLejcuZIZIU0kEhw/fpwbN26kDQZCodCSlvIOh2OeyZDP50svziMjI9y4caNkxeNzo565is+5LXhSTccXu9noatQ5f0fn9oQ647qbXJzDMYXGquT3F2MqqqApMu90WYnCxLTEocmcojKaIpEkW9FYiS5Vzhmd9HDS0nmkMBwe9DIVo1JzEs4rwpl9z9HFiHhq51kAibZu88WoEOjVDWBiz9GSi1Fs58aSUtuGaO5BZJH+nxJuqRTQlCBNCaqamhr6+/s5fvw4169fp7q6mo6OjmXPa7UgTc3f6/WydetW9u3bx/j4OMePH2dgYKAopS6lSJdtaWkhFApx/vz5BZ138zFVsmtIywvdkOh5Zu6YNb6NudiCNE9SvS1heWfbmpoafD4fU1NTXLlypaBxX3nllfTnw8PDDA8P8+Mf/5gXXniBP/iDP+CjH/1oQefPhomJCQ4fPsy1a9doa2vjW9/6Fn/+539ONBqltbWVP/mTP5l1vBACr9c7T3w6nc4lL/KpxSIVoTRzQcgl6rnY15mP1FxzvbG4pyvG/zzkZjIyW2DemVQIuA0mIwufLxIXNAR07kzmv6CPTaszBkfZ/V5VIVGUpBguB85F26mTp6kpcn/VbDC8QVgi5dxKYu5qyKd2VPOiFxAdBQi7qkEoIGf+Rg1tKAnzTdBk/VpkhYtRsHfdS4LmQrT1IwI59MkluR5JKdNiZq7JUXt7O2NjY1y/fp2TJ09SVVWVri9djFL3IV1q3Lq6OtavX8/Jkye5du0agUCgKAaKparf7O3tZWpqKu286/P50n+PXAWpLUbLEKvrOO1rtenYgjRPJicn05/7/f5lj08J0lAolNd4XV1dvPOd72TPnj20t7cDcP78eb7xjW/w9a9/nUgkwi//8i8jhOCXfumX8hpjIUZHR3nllVc4dOhQ+nHhwoVFj5+cnExf+DOjnvksPJnP0XU97/SaQlJuU19nRjvNrDup9kj6WxIcu+aYJTClFChCslSbl6FJhSqPzkS4sNTdpqBBdLn0W6nj0BQmy0SMpjgt+9klj2Hl/YJUnSRi5WlWpruriOUhRoXiYLpAMQogFRXpDyImR8BXhXAqptsTSl8Q3cR/y8nqbkvEqE0JqG5EtGxAaI7lj10ARVFmucRm1pMKIdi0aROhUIiJiYms6jHLJUKaoqOjg8nJSa5du8apU6cIBALU1eUm3JcjUwwXU+ilnHenp6eZnJzkjTfeSDvvpiLdtqFR5WIYEsPCKKWVY69UbEGaJ5HI3do1p3P5Ng8ulwtIOsbmyjve8Q4++MEPzrt433PPPTzzzDN8+9vf5p3vfCfxeJyPf/zjPP3002nnvEI5fvw473znO+d9XwhBdXU1iUSCe+65h/e+973s3LmTdevWmba4Zp5nsZrTTFLHZApQyN5oKNeUW7MYaItzaUjlzhyBOR5WloyCSsRM78/8e5PqhkI8sfSFVRo6eizEpBHMa4xiMqa0EPEM4YncsmwOuq8O4uUXHZVCEFGcORsZSQl6jj1Hl0IP1KNNTyBqG1HMdtUVColALZjUc3SyupshsXRUq5jYEdIioWiIlj5ETXNhp8lI3V2onlRVVbZu3Zquxzx48CC7du1adA2x2tRo7rhCCDZu3EgoFGJ8fDwtqhdrn1LI2KUQg5qmsX37dl577TVisRhvvPEGu3fvLukcbIqDXUO68iivcEcFkbnruZQ7bIpULaXH48l5rOrq6iV3En/6p3+a//Sf/hOQrOf84he/mPMYi7F582aqq6t54IEH+LVf+zX+4i/+gr179zI5Ocmv/uqvEgqFcDgcPPPMM3R3d5u6sM6NkGayVHsVXdfnidDUI/Pr1M2F0+nE5XLN+uhwOFBVtSQ3CqqSTN1llsBMMjat4NYWFxSTEYXGqsJSVm9PqATci5xDStCnkY5gQWMUk4OR3mRaqAVIRV20tYDVJHy1WW3kzEV1eokts0mR0zz8dYjWLtPFKIDRsHbFiFGws8CKgq8G0XtvwWI0RWrdgORmZyKRmHUN8Hq9bNmyBYCxsTFOnly8zt2qPqRLjauqKtu2bcPlchGPxzlw4ICp17hSi3CPx8O2bdsQQqSdd1OvxzY1qlysbvliC1LzsQVpngQCd/sNZpOGm3KizSa9Nx9+6Zd+KS24vv/975t23kAgwOjoKD/4wQ/44z/+Y37xF3+Re++9F5/Pl3fbl2zJXLDi8XhaeMZisXRfz8XEZ+bXKfOJlPh0Op243W5cLtcs4Wml/Xtz0KCjLpEUmIG7IiKuC3zupa98wyEFT4F1lNdHVBzq7HGklPjdkoSyuANlOTAR9zDqardkbN3fcLc+soyQDjeRfESlUJg2OdgbrWlGiS/uxJ0v0l+LYZIN0GTQejGaQlq0ubLiEAqiqRexbhvCaW4bk0xDIyC9FqWor6+nt7cXgMuXL3P9+vUFz1NuEdIUbrebrVu3IoRgcnKSo0ePmmYuaEV0sqamhsHBQQDu3LnD8PBwTnOwa0jLD12Xlj9szMVe+fLE7XanayuuXr265LGjo6NpQZqq/zSbxsbG9HyuXbtm6rkXuxhn0/YlF+ZGPTMX+JTlfuaclhKfDofD0qhnPmzvjOFQJSNTCm7H3Rvt4ZBKjW/xKJBuCDyOwi6O0YQy62IgpaTKIxmdroyUpgNTXUh1+dR5M5FCIZFHK5VSEHUGlj9oAaTiMXXnV1FVwsL8TTipqCT8QcwoHp4MdjNEeYhRAF2W5/Wpkpg2FOjaiWhYWzQxoWkaiqKky0MSicSsjISuri4aGxsBOHr0KBMTE/POUW41pJnU1NSwadMmAG7evMn58+dNGduqdNmWlhbWrVsHkP5b2Cm7lYtkti9IyR92Povp2CtfAWzcuBGAs2fPLpnSkpmy09/fX7T5lHoXL98IqWEYi6bcZkY9M91rR0ZG0s9fKOrpcrnSUU+n05m+WShX8bkQHidsXRsnYQi8ztkXu2g8ZXK0MKnepIVwbVTD70reqFR7JCNTlbNYxw2N61p3Scc0/PWmG/SYge4JEtdzn5eiuojETVxkhWA67iIqXOadcwajod2UVN3JYFdZiVGAuG2WkTcSuBiS7L2d4PRlczdmF0JVVYQQ6XrSeDyeFntCCDZv3ozX68UwDA4cODCvvMdqQbrcuG1tbaxduxaAM2fOcPv27YLHtrJ+s6+vL71JAJRtuYXN8kgjaY9g1aMME6Mqnsq5Wy9DHnjgASAZIdy/f/+ix2Wm0N5///1FmcudO3fSbWhaWlqKMsZcUoJ0KaOmpWo9UzvKi6XcCiHSvVWvXr1KPB6vuKhnrvSsSVDn1+cJzOmYQr1/6StgaKZ1TCHcGQOnnGK4gsRoiqOhFnRncVLi5yIRJGT5pXFJRSVC7n87KSGim1dPJSUk8BDXMV2Qyqp6DBPuBpJitNaEGZmLzKIvps0CONwoXTsQTd1I4MqVK9y8ebOoQ6bqSTNFaWZmT8pUR1VVwuEwhw8fnrXeWd32JRtRuGHDhnS7lMOHD+fdKSCfsc0mtUmQGvvOnTtZGU3aKbvlh6XR0QzTTBvzWBl38Rbx9re/Pf35Sy+9tOAxhmHw5S9/GYBgMMijjz5alLn8xV/8RfoN8vDDDxdljLmknPdSKbvZRD1TLJRum4qIZkY9e3p68Hg8SCk5f/58xUU9c0UI2NUVQwjJVFRBzRCYd0LK4uZDQDQhqPFlf6OuYOBWp/GIMZzGCKoxyVRMZWQiWtBrsA6FM0ZfSUYy/HVIvfx21xPeGow8FkrF4TW10bfQ3IRngkExEwWpVB0kvIGCU3XLVYwCOFy5G9+temqak8ZFviCdnZ3U19cDSZf4QgXUcixXT+r3+9P1i0NDQ5w9ezb9s3KtIc1EURS2bduG2+0mkUhw4MAB4vH821xZJcJTaJqW9vIwDIM33njDjpRWIFbXj5ayhlQI0SGEeEEIcVIIMSWEGBFC/EQI8R+EEOZZYCfHerMQ4ktCiLMzY40LIU4LIb4uhPgVIYpQgzPDyr2zLwG7du3iwQcfBOCLX/wir7322rxjXnjhBU6cOAHAs88+i8Mxu//ZK6+8khZjH/rQh+Y9/+LFixw4cGDJeXz729/md3/3d4Gko9yHP/zhfF5OzqQipJOTk6YZDc2NeqqqSl9fUmRkRoFXMjU+yfqmBJG4oDZDYCZ7k8JSXpx3JhWCnvmpjKpI4FamcDOKpg+jGFMYUhDRvYRlkJhSi64EQChERD1Cjyxw9vLnUriOqLu+qGNIICHKz51R19xEErlHDpM9R82bh6I5mYxktGwSKlIx5/eVTNUtLDpazmIUQAo7Qpo1qgOxdjNK20aEmvwfE0IwMDCAx+NB13UOHz5cdMGhqiqqqqbXvczUXYCmpqZ0/eK5c+fSqa9Wp+xmG6V0Op1s374dRVGYmpqaF+kt5tjFJGXaVMjrsbEGqx12S/XvIoR4G3AY+E1gPeAFaoCdwH8DDgghekwYp0YI8U3gfwEfBLpnxqoCeoGfBf4UKHisxbAFaYG8+OKLeDweEokETzzxBJ/+9KfZu3cv3/ve9/joRz/KJz7xCSBZu/Dcc8/lfP6LFy+yfft27rvvPj796U/zz//8z+zbt499+/bxd3/3d7znPe/h6aefTtem/Pf//t/Taa7FJpWKHIvFGBoayrq9SmatZzYptw0NDWnDppMnT+bVyqLS2Nwex+s0GJqcHRVN9iZd6vULYrEILiZxGcNo+giKEUaXGhHDR4QaEmodhuJbIsokkMJdsb7mhyO9ppjdLIb01SIT+UcIioEhJeNG7qIvmVprnhmUoqhMRBaYh6PwKKkMNmIUWDcaqi5vMQq2IM2aQH0yKlrdMO9HDoeDzZs3pwXU8ePHiy44Utk7qXS+uaK0t7eX2trk/97hw4eZmpqyTJzlE6WsqqpiYGAASG4OnzlzpqCxrRSkqTmkyptu377N6dOnFz3eTtktPwwpMQwLHyW4PxJCbAO+RlIUhoBPAfcBbwK+MHNYH/CyECI/J8PkONUkhejPzHzrH4BfAHYD9wDvBF4ElnZwLZDy2+avMLZt28bXvvY13ve+9zExMcEnP/nJecf09fXx8ssvz2oVkyuvvfbaghHYFF6vl89//vP80i/9Ut5j5MqTTz7J7//+7yOl5Pd///d58cUXZ4nQ1MdCEUKwfv16XnvtNcLhMJcuXUrvNq9UNBV2rovzf065EEKSjMslF8WxaQWnohMzFFxKBGFE0fUEBhqG4mVa9+FIDBHX8o8UjocVWmoSTMUqbyEeifuZCLRSFSnOtTOhuMAwuTdKgYzEBS5P7sJScXiIxMxaWAXTCdeC+xiG5kKN5u/GLTUXCbevoOhoqLqLO6K8xSiAXMElCaagqIjmXkTt0huvVVVVbNiwgePHj3Pr1i2CwWDaoKco05r5u6UEqWEYJBKJWQZ7W7du5Uc/+hGRSIQDBw5Ylr6ab2S2paWFyclJLly4wPnz56mqqqKpqSmnc5SDIE1FzOvq6nA6nVy4cIELFy7g9/tLtqFvUyBW13GWZuwXAQ+QAJ6QUmaKgP8thDhDMkraBzwH/E6e4/wRsAOIAu+RUv7TnJ/vA/5BCPFxyMOkIkvslc8E3va2t3H48GE+/vGP09fXh9frJRgMsnPnTj7zmc9w4MABenryi3Lv2LGDr3zlK/zar/0a9957L2vXrsXr9eJ0OlmzZg2PPfYYv//7v8+FCxdKKkYhadD0Z3/2ZwD8zd/8DadOnSqa0ZDP56OzsxOA8+fPE4lUZkppLrTV6rRUx5gIKwS0EG4RwiVHkbERZGwIpEHU8BAhSFytR1eDSJEUJQmtFpdamGi6Pa7iVCszSnpgutu0NNFMDE81RqK8xKhUNJyBYM7PE0IhEjdnw0FK0EXSxGghDK2wCKlR37oqxCjYfUiXxFuN6Nm1rBhN0dramo6CnT59mrGxsSJO7q7JESSFqa7rs+pJnU4n27ZtQwhBKBRK31CXUpBmGrLkIwr7+vrSNbpHjhxZsJ3NUpSDIM2cQ19fHw0NySj70aNHGR0dtWxeNtkjDesfxUQIsQt4cObLL84RoyleAE7MfP6sEMKxwDHLjfMA8P6ZL//jAmI0jUxStPoHsQrz5lfdCy4muq6zc+dODh48yAMPPMC//Mu/FC29Rdd1Xn31VaLRKGvWrGHz5s1FGccKDMNgenqayclJJicnCYVCyY9RjcuJ+zDQqK2WSOVug3eHHCcuqhc9Z41PZ7RAt9w6v16WbrLZsCVwkaZIfmllixGrasaIl5cgjfnrieZROyo1n2nRUaG6mYgsflO9cexVXMMX8zq3UdOE7sxf0E5UdTKsFLeu2Eya4tfwThY1M6ryEALRuA4aOnNeX3Rd5/XXXycUCuFyudi9ezdOZ3F7Fqe8FFIZQ6lN2hRXrlzh2LFj6a/37NlDdfXi13Kz5/bd734XSG4q55O5FY/Hee2115iensbj8bBnz56sf6c/+clPGB4epru7m97e3pzHNoPvfOc7GIbBzp07qa+vJ5FIsHfvXkKhEE6nkz179uDx3DUX0zStLGpes6QyF+wsEEK0AVcAfvH3ThGosS6aPTl6jS/8x/WpL9ullKZetIUQ/xV4fubL3VLKHy9y3G8Dn5758i1Syu/kOM5XgWeAcaBJSmlZtMfeirUpCFVV+cM//EMAfvjDH/L3f//3RR1r/frkBeDWrVuzepNWEvF4nNHRUS5fvsyxY8fSNcevvfYaR48e5dKlSwwPDxOLxXCKaVSRwMAB+uy6RYcrsGRv0tEplfoCe5MOh1R8zsqs2T0y2Y7hMM+x1HD5y06MGm5/XmJUUV2miVFVdSwpRgF0NT9BKZ1udJd7+QMXeq6Ea9RWlBgFO0I6D5cX0b0T0bgur81OVVXZsmULmqYRjUY5cuRI0VP9UgJmsXrS9vb2Wamhk5OTRZ1PJpnzyDcy63A4ZrWzOXjwYNbeDlZHSFPp1EA6mp1qz+N0OonFYvOcd+0a0vLD0vrRmUeReWDm4xSweF9J+H7G5zn1lRRCOLlbN/q/UmJUCKEKIdqFEJ1CiPwW4DywVz6bgnnwwQd55plnAPjkJz/J9PR00cZqbGxMG0OUu8GRlJJwOMzt27c5d+4chw4d4oc//CGvvPIK+/bt49SpU1y/fp3Jycn063A6ndTV1dHZ2cnAwAB79uxhYF3yejAU8hH05tabdDKi4Cgw7XZ4Up3VfqZSMFC5gHk78Lq7yrRzmYEEIkrua4WUEM3DAGkhhKIyEV0+SyiRpyDVa1vyqtWRUnJVBokFu/Ia10rsPqQZ1LUlU3Q9hb33vF4vmzZtAmBkZIRz586ZMbslSfkoLGVylOLUqVMlK0PJTCEuJFXY7/ens5RGRkY4depUVs+z2mU38/VnzsHr9abTqScnJ0uycWGTP1Y77M7512gSQrQt9cjjJfbPfDy7TJrsyQWeky1bgNRNxBEhRJUQ4g+AIeAycAEYF0L8LyHEIzmeO2dsUyMbU/jsZz/LP/3TP3H16lU+//nP86lPfaoo46QMjvbu3cvU1BRXrlyho6OjKGPlgq7rTE1NpVNuU2m3S7Ub8Pl8+P1+AoFA+uFyzb9x724y2H8++fntEfB4JbqR3LEdCin4XQah6MI3FtGEoCGgc2cy/8U/mhAEBRQWa7WGs9NrWOuvwREtrC7IcHjQY+XVn1X31aLreURHHV4SJkRHBRBJuMhmozih5C5IjdpWZB6uulJKbqkNJKo6c35uOSDtfWLQXIi2fkSgzrRTNjY20tnZycWLF7lw4QLBYDBdC1kMUvWkiUQiHZXTdX2W+VGKeDzOgQMHuPfee4teT5opigsVhWvWrKGnp4ezZ89y6dIlqqqqljUFsjpCmrkmz51DTU0NmzZt4ujRo9y6dYszZ86k287ZlBdSSmTxo5RLjp/BT7J4StZh9pmo5P+fvTcPj+ss7/4/55zZZ7SvlixvsuVFXmQ7tmVncRIClJ0kFPh1oUBIKLQX0JfQNCzdoCklhCSsb0KhUN5ACZSyla00wSGx5FW2JEuyZHmTLGtfZt/OeX5/jGc8I2mkGUmjkezzuS5dljxnznNmpDnP833u+/7e0ZvTjKnAQogxSZI8gB2oSnWMa2yJ+14mYl40eRffBNwDvEqSpEeFEP+S5hgpowtSnQWhqqqKRx99lL/927/lC1/4An/6p3+aMUdDh8NBVVUVly9fpru7m/Ly8mmFXKYIBoNThKfH40m6m6ooSkxwRgWow+FIeUIuzRPYLQKPX8LlkygtUBn3RT66mpAwKIkuvJMZcink21TGvXNfAAw4ZcrzVXyh5bdYPhOqoY5pyy9SRrXmwxJK1xUGE/457BBIsmFBeo4KAapsJZjiNaQrSEOKCVWW07bzE4Anfx0+aeGEzGJz06fs5pUiVW5CUtL255iV6upqJiYmGBsbo7W1lX379iXUCi40UVEaCkXKLcLhMJIkYTAYpmT3TExM0N7eHovkZoqFipBGqa6uxuVyMTAwwJkzZ7Db7eTn5886/lKLkEZZuXIlbrebixcvcv78eRwOR8xQUWfpoKnanDZkF3L8DBJf2O1O4fioIHWkOU68098jRKKlvwL+lkjv01wi/Uc/C+QBn5UkqUMI8ZM0x0kJXZDqLBgPP/ww3/zmN7l48SKf+MQn+M53vpOxsaqrq+nv7ycYDNLV1RXrj7aQCCESjIaiX9Ger9NhsVgShGdOTg5Wq3VeNSiSBOtKVVouRz6uF65KVJVdj4qOe+VZo6AhVUJCIObsdyDh9skYDPM5R3YYCOTiyVmB3X91Ts8XBjNqaGn1HQ1a8hDh9BVpGDML4esmGyy4/an/HQTTEKRCgNuSh0NJf7HsyVvD0DIWo3ATC1LZgFS5ESk/vTYiaQ0hy2zbto3GxkaCwSDNzc3s2bMno1FJWZZRFCVmchQOh5FleUr6bldXFz09PeTl5bFy5Vwy/FJjISOkEMla2rZtGx6PB7fbTVNTE/v378dimb6cYKkLUoCNGzfi8XgYGhqitbWVvLy8WKmQztJAaFmOkCaOvQfoX8DTx394UtlCjqZvpbu7Zp805v8AbxTXU5OGgP8rSVIrkVpVGfhnSZJ+KjKQz64LUp0Fw2q18vnPf563ve1t/OhHP+LBBx/kjjvuyMhYBoOBmpoaWltbuXr1KpWVlRQUFMz5fOFwOOZsG+9ym6xGVZKkBNEZ/d5oXPhdfYB1ZRotlyPfa0LC59ciSjWuN6nZIAiEpxcJnoBMaa7KoHPuiwB3QGaFNYx3gVqFLCanfOu5VRkELX0Rp9oKl1R0VLPkEJyDGJUNFnwLkKorK0YmZjExmoxfpD7VjBkc5Dhs6V4Wnry1y16Mwk0qSO0FSFVbkIyZ988wm81s376dEydO4HQ6OXv2LJs3p1t6lR5Rg6PofBIKhRJSR9esWYPL5aK/v5+2tjZycnIy5robFWRRB+CFIGoK1NDQQCAQ4NSpU+zdu3daoZ+t3quTx4fkglSSJHbs2BFz3u3r69MF6RJDE6RULpLJ8ePoX2CX3fiC8lTsq6M7vr55jAPwiJimTkYI8bIkST8C3kakTnUbkQjqgqILUp0F5b777uOuu+7ixRdf5OGHH+bw4cMxJ7uFpry8nN7eXsbHx+no6KC+vn7WCVYIQSAQmBL19PmSf46NRuMU4Wm32xd1Qq0s0jAZBMFrgnNwXGZDpcbotTTckCpR7FAJuJMLzmGXjN2k4QnO/boHJhSKc1QC6vJaNLvDFkasqynyn0/reUI2zFgHvNgIScInmyFNMy9V0wgsQLq1LCu4UjAxmownnNrYmtlOTn76otKTt5bBG0CMAssuA2FeSDJSeTUUVS2qk2lBQQEbNmygs7OT3t5e8vLyYv1KM4EkSQmuu5qmJWTayLLM1q1bcbvdsSjjgQMHMtKeJlOmQjabjR07dnD8+HHGx8dpa2ujtrY24fcaL8qzHSFVFGXGv7moyB4cHMxaexqd5CyxGtKFJt52O5U03GikM5X03mTjDAkhmmY49tdEBClEIsK6INVZ2kiSxNNPP01dXR1nzpzhm9/8Jg899FDGxtq0aVNsF7O3t5eqqus13ZqmTWs0FJoh/dJms00Rn2azOeu274oMq0s0uq5en8QvD0BRwfWo6LBbmbH3qCYkjAaRWgJIEjQhEQxfS/5dZlb4p9yrudtyBSmcujmR6iiGJZSuG7YVzql2xelRsdhnP242fGpqJkaT0YyzDy4kCa2gDNI0MrqRxGiE5bXZM2csOZGoqCXdsqeFYdWqVYyPjzM4OEh7e3vsvp8pJteTxkcKo3WldXV1NDY24vf7OX36NLfccsuC32czGaEsLi5m48aNnD17lt7eXnJzcxO8JBY6XXgupJMybLPZWLNmTdaiuTrJiW7uZHP8DJ7bL0nSCFAEzJi/L0lSAdcFaU+aQ8UfP1uEN/7YkjTHSQldkOosONu2beMDH/gAX/nKV/j0pz/N2972toylu+Tk5FBVVUVPTw+dnZ2EQqFY3edMRkOyLE8Rnjk5OUu6+fW6MjVBkAbCEkZJJRD3MQ6GJGQEWpIoSyr1prMx7lWoKAjjCS4vQRoWBnrk9azizOwHE0mdDGfRNGEymtGMX01/EvQHVcy2+bXNEEIQCBuYszQ3mBGygjRDyrQorkrbVdeTt+YGE6MRYX7DU7IaqWwdUhbTkyVJora2Frfbjdfrpbm5mX379mUsowcSnXej4ixe7DgcDrZt20ZTUxMjIyN0dnbGem8vFJmOUEbTj/v6+mhvb8fhcMTm/1TSZTNNujWsy23j9WZBU0WWTY0yLobbgNuB9ZIkGWZo/bIp7vv2NMeIXwzN9oGIfzwjaWP6to9ORvjHf/xHCgsLGR0d5TOf+cyCnVcIgcfjYWBggHPnztHU1MTg4CAQmWi7u7u5evUqbrc7JkbNZjPFxcWsXbuW7du3c+DAAe6++2727t3L5s2bqaqqIj8/f0mLUYA1JRrypH6glwZl8q3XJ3lPUKY4d+ab9IRXxjTP3qRDTgXDMuxN2u6pQDWlFgXRHCVzqjnNFEFT+qJSCJBNOfNeVE24/ISYp5O1MfnzhS0XVU7vGiNiNHNtO7LFDV1DarQgrduNXL4+q2I0isFgYPv27ciyjNfr5cyZMxmLfGiahtPppL+/n+7ubi5cuABEBE985LCsrIx16yL9cy9cuEB//0J6pWS+hjMq9HNzcxFCcOrUqVhJzFIQpNESjKU+3+vMTNTUKJtfGebla//agd0zHHcw7vtX0hlACHGJSL9RgDXSzAuF6rjvr6QzTqroEVKdjFBYWMinP/1p/uIv/oKvf/3rvPe9703bCVdV1QSjoWjKbfykNh1FRUUUFRXFIp+ZqMPJBiYjrCzUuDycOJEOjwvMFoEqrqXuumTsZg1Pkt6kQVWiOEdleB5R0pAqLdvdrA51I7Ucn/EYgUR4Celt1ZpPaJa/++mQjTbUefoxud0+ZMv8Mxw0gwUl4J3y/0KSCecVpyX+b1QxCjdwDWnBCqQVNUjK0lp25OTksHnzZs6cOcPg4CCXL1+ed2/rqEme0+lMmLumE7t2u51QKITRaIyJxA0bNuB0OhkeHqalpQWHw4HDsTCpzYtRw6koCjt37qShoYFgMBjrsbrQLWfmQrZdfnUWhiXmspsJfgw8eu3798DU3nVSZFfvXdd+HAdenMM4/wn8FZEWL68CfpvkuPvivn85yTHzYmnNDDo3FA899BDPPPMMzc3NfOxjH+MXv/jFtJGaqNHQZPHp9U5dvEYxGAyxNNuoyVB7ezsul4tQKMSqVatuyFSbdWVTBemEV2Z9vspYXG9S4yy9SYddM9ebpsKQK5q6u7ykaa+/gOqcEiz+oaTHaI4ihLo0zIyEJONHId12LZKs4JunGNU0DcyFSAsgkjSDadqcIK2kShejcdxwglQxIq3cjJSbkbKjBaGiooKJiQl6e3vp6uoiNzc3Zdf2+L7UUQE609wV3xrMZrORn5+PpmmEw2EMBkOspnT79u00NDTg8/lirVQWIp14ulThTGC1Wtm5cydHjx7F6XTS2tqaIPSznbKb6nt5I64jbgQ0BFoWa0i1BWifNhNCiKOSJP2eSNruA5IkfVsI0TDpsI8Scb0FeFoIkVBVI0nSnVwXqd8WQrx7mqGeAj5ApO3LFyRJuk0I4Zx0nj8B7rz2438LIdKtVU0JXZDqZAyDwcAXv/hF7rzzTl566SV+8pOf8LrXvY7m5maOHz/OypUrqaioiInIZFit1in1nhaLZcpEsXnz5tjk19fXR2VlZaZf4qKzrkzld2cMTBaa5/slVpZej4qOe2WKHSrDM7juzlZvmgqjbhmb+Xp0drlw2r+RfdIIiKnpzQIISwaYe8XkghKyF6KF06+VcftBnucdPiQ5Fmza1QxTW3oIe8G1iT21v58bXYzCDSZIc4ojYtSw9LNUNm7ciNPpxOl00tzcTH19PWbz9TRzIQR+vz9h09TpdBIIJDdJi5rk5ebmxuaw+IwdTdMIhUIIIWJ9SqNC0WQysXPnThobG/F4PLS0tFBXVzdvgbSYEcKCggI2b95MW1sbV69eTRCBeoRUZz5oqjYng7+FHH8R+DCRNFwr8BtJkh4jIjCtwDuBqGNoJ/DEXAYQQlyWJOlvgc8RaedyVJKkfyHioptLJDL6gWuHO4lEUzOCLkh1Msb4+DgAdXV1nDp1ikceeYQ/+7M/i9Vw3H///fzpn/5p7HhZlhMMhqICNNWdzLy8PCorK7ly5QpdXV2UlpZmrC9otrBboCxPMDCRuCjRNIlQQCO+LNzpi9SKBtUkvUmD8+9N6g/J5NtUfEsjmJgy4yEr47kryfddnvKYsBchwktDjAqTlcAcxKjTHcBom3tfXiFAKFaCqRsSz4oqJ9aQClkhnFOQsqvuzSBG4QYRpLKCtGIDUuHy2RSUZZnt27fT2NhIMBjk1KlTVFVVJWTuJNs4ndyXOjc3N6W5S5ZlFEWJiSRVVWP/B5Cbm0ttbS0tLS0MDAxw4cKFWH3pXFnsPqCrVq3C5XLR09NDT08ksDJby5VMogvSGwOhCbQbO2UXIUSTJEnvAP4fEXH42DSHdQJvEEK4pnks1XEelySpEHgE2Ah8c5rDBoG3CiG65jrObOiCVGfBOHToEC+++CKnTp3i9OnTXLx4MeHx3t7rrtIFBQU4HA7WrFmTkL4030ly/fr1DAwMEAqF6O7uZtOmTbM/aZmxrkxlYGLq+3R1TGZDpRrrTZpKreiwS8Zh1nAnqTdNhYEJmbJ8Fd8C9LlcTE6513HQdBVJTVxkhhUTaPPMdV0ABOA3OiDN2tGwqiKb59e+QjGYmfAvcLsJJVGQaiVVaYjR1TeFGIUbQJDa8pBWbkEy27J9JSmhaVqC6DSbzYTDYZxOJ2fOTHXkVhQlYdM0On/Nde6KitaoUAqFQgmR0srKSiYmJrh8+TKdnZ3k5uZSXDz3z8JipezGs3nzZtxuN2NjY4s+9mR0U6Mbg5ughjQyjhA/kyRpO5Fo6RuItIEJAueAHwBfFkIkrxFIfZxHJUn6KZFo6O3ACsBPRPD+FPiSEGJivuPMhC5IdRaM73znO3zjG99I+D9Zltm0aROyLDM+Po7NZuPZZ59lz549GbkGk8nE+vXr6ejooKenh8rKyoz2lssG68o1Gjqnf6xnEAryrkdFh10KBTaVMW/y3qSGWepNZ0Mg4fHLyMrcz5ENApqRq4Z1VKhnY/+nWfPRQtkXowBuzGmLUQDFlIMyjwCvrBiZ8C/8Yi2kXE9VFDlFaEKDFKIk3rzVDEpLt/5woVGzWBc1LyQJqXQtlKxZsnV36ZgNRXE4HBQXF8fEp81mW/DXJ8symqbFrmOyydGmTZtwOp2Mj49z+vRpDhw4gNVqndNYi2FqNBlZlqmrq+Pll18mFAoRDodjNbOLjd725cZAiMz2Ak1l/MUbS1wC/s+1r3Se9zvSWJRdq1GdXKe6aOiCVGfB2L9/P2fPnqWuro4dO3ZQV1dHbW0tVqsVr9fLpk2b6Ozs5Mtf/jLf/va3M3YdK1eu5MqVK7hcLjo6OjLSXDybFDoE+XaNcc/UXWZ/SMKsqATVuN6kqoSESBp5ifQmDTPkmvvtwOWXWVEQxrvMepO2uFdSbutFDnkACButsAQEaUDVUC2WWRuDTUZSTPjmIUYlScYVyEyae/hayq5QDITtudPW707Gm7eagZtIjAL4/QuYJ71YmG1IVbVI1vn1u11I5mo2FI14Xrp0iYmJCfx+P5WVldhsmYv4xvcnFUKgaVosfTf6eF1dHYcPH05wrZ2LqFzslN0oZrOZqqoqzp8/jxCC5uZmdu7cuehzc7qmRjpLEyE0hJa9GlKRwvylkx76J1JnwXjggQd44IEHpn3MZrPx+c9/nne84x388Ic/5MEHH+S2227LyHVIksSmTZs4duwY4+Pj9Pf3s2LFioyMlS3WlWmcPD/9guLigMy6CpUJX2Sx4gnIlOaoDM6QujvuVTAbBIHw3BcHg+MKRTkqAXU5pe7KdLGBjZxCs+QsmeioS7JiTnOxKQSENSPpuvHGE9AsZCoTKXRNkGrFVboYnYFwFhdZc6JoJVL5eiQ5OymQUZf2+Kiny+XC7/cnfc5sZkMQKStpbGwkEAhw+vRp9u7dm9GoYlSURutUw+EwkiTFhJPFYqGuro5jx47hdDppa2tj69ataQu6bERIo8S/x4ODg5w7d44NGzYs6jXoNaQ3BqqqoWbR1CibY9+o6IJUZ9H4wz/8Q7761a9y6NAhHn74YV555ZWMTQr5+fmsWLGCq1ev0tnZSUlJyQ21I7quTOXk+eSvZ2xCYDALtGhvUreM3aQlbdESUiWKHSqBGVx5Z0MVEqEkBkpLmYveEtbmFCKZzEsiOqqa7JgnGQClgmyy4Q/MXU1qspUZDEPnTVAyI/JK0NDF6Ewsmw6/BjNS1RYkx/x71KaKEAKv1zsl8rnQZkMQEU/bt2/n+PHjuN1uOjo6qK2tXeiXlEC8yZEkSYTDYWRZjkUzCwsL2bhxIx0dHVy5coX8/HyqqqrSGiNbEVK4LobNZjOBQIDu7m5ycnIoLy9ftGvQU3ZvDG6WGtKbiRtnha6z5JEkiaeffppdu3bR0tLCt771raQR1YVgw4YNDA4OEgwGOX/+PDU1NRkba7EpzxfYTCJpiuyYR2ZDvsqoN643qUGLlMInYdg9/96kY57l2Zu0Q9tETShJYe4iIoCA0Qpp7r5KkjyvnqPjTi+KNbMmNAHZQtjqmDU66s1bddOKUQB5OURu8sqQKjciKZlzMdc0DY/HMyXyqSapq1YUBYfDkRD1nI/ZEEQ2Nmtqajh79ix9fX3k5+dnvJ2YLMuxtF2YWk+6evVqJiYmuHr1Km1tbeTk5JCfn5/y+bMZIY3+7hwOBw6Hg5GREVpaWrDb7Yvm9aCbGt0Y6IL0xkMXpDqLyo4dO3jooYf4v//3//IP//AP3HfffSk3IE8Xs9lMdXU1nZ2dXL58mYqKChwOR0bGWmwkCdaUqbT1JP8In78qUVGi4Q1Ge5Mqs7ruBkISsnQ9sjoXhp0KOTaNsLY8dpbzrRq9TjsrSwqxhUeyei2qvXBOqUCqbEWoc5sgQyEV2ZLZKJdBlnCq+QiDCSmUPJUyIkZLM3otSx2jKf3o+KIhGyJCNH9hI1qqqk6Jes5kNmQ0GhNcbnNzczNiNgRQVVXF+Pg4AwMDdHR0xMbLFFHhKYSICdN4USpJErW1tTFn4KamJg4cOJDQM3Umshkhja/frK2tpaGhAZ/Px8mTJ9m/f/+UtOlMXoMuSJc3Ai1ijJfF8XUWFl2Q6iw6n/70p/n+97/PyMgI//RP/8TnP//5jI1VVVXFlStX8Hg8nD17ll27dt0wKTjryjTaepI/rmoSaji93qTe4Oz1prMRVCUUCZZ6a1JZEjjMguFracqnRis5kDeWUn1jJhCKCb8mkW4NqGww4wvOTYxKkkxIsmXUG9mkyDiDBlRNwmsqwR6a/o/Wm6uLUSAl5+Gs4ChEWrkZyWiZ12nizYaiXx6PJ+nxZrN5Sr2nxWJZtPu4JEls2bIFt9uNx+OhubmZffv2ZbTHdXw96XQmRwaDgZ07d3L48OFYjestt9ySkshcChFSWZYxmUzs2rWLxsZGfD4fp0+fZvfu3RkXynrK7o2BFhZoc+jRvZDj6ywsyyuvTueGoLi4mH/8x38E4Nlnn6WtrS1jY0XbzgCMjo4yODiYsbEWm6oiDaMy802xb0Sm0HY9xS0Ylsi1zXwTH3LL5Fjmd6MfdCrYTEt3B9Fi0DDIMBqXnuxTjZwbn99iez4ErXlzsLGX8Ifnvq8Y0CzMMbCaEiaDwrg/IkYBhpm+f6I3dxUDsi5GYXHbCaSEJCOt2IC0pi4tMSqEwO/3MzQ0RHd3N6dOneL3v/89hw4d4uTJk3R1ddHf358gRm02G2VlZaxfv55du3Zx8OBB7rjjDnbu3El1dTWlpaVYrdZFFwkGg4Ht27ejKAo+n4/W1taMt5yIitIoqqompCvbbDZ27NgBROa2zs7USg6WQoQ0KgZzcnLYtm0bACMjIym/hoW4hhvJU+JmJJpBkM0vnYVF/0TqZIU///M/55lnnqG1tZWPfexj/PznP8/YIqOwsJCysjIGBgY4e/YsxcXFN0S6jkGBVSUa3f0zv5YrQ5CbK2KGQ8MuhXybyniS3qRCRNJ259ObFGDCI2M2CrQl1pvUINx4/FaENPX1X1ZrqAiewGZa3L8PzZJDMJx+z1EMNtQ5RkdFBk2MhACTyTCl/21/KJ9VigFJvR4/18VoIktqmWPJibRzsdhnPGwuZkN2uz0h6pmTk7OkRYLD4WDLli20tLQwPDzMxYsXWbt2bUbHVBQFIURMRIVCISRJionJkpIS1q9fz7lz57h48SJ5eXmzOspnM0I63djl5eVUV1fT3d3NxYsXyc3NpaKiImPjR4XEjbAGuJnRNC3295St8XUWlqV799e5oTEYDDz99NO86lWv4ne/+x0/+9nPePOb35yx8WpqahgaGiIQCHDhwgXWr1+fsbEWk3Vl6qyC1BuUKDOohOJ6k4Zm6U064ZMpyVEZmkfqrjcok2sL4wstDUEqNA2CY/iNxUl1tpAU+qVq1nFx8a5LkvDLZkhzgpNlI545ilFZMTPhz9zvxWAwMu6dJgIjyQTNRZi9AwD4dDE6haWx8S5ByWqksrVIUuLvMV2zIVmWE2o9F8JsKFuUl5czPj5OT08P586dIy8vj8LCzNZfy7KcIKQmmxxVV1czMTHB0NAQra2tMVfhZEQX0kshQhpl/fr1uFwuBgcHaW1txW63k5eXt+DjRw2NprsGneWFEFk2NVoaN+obCl2Q6mSNu+++m/vuu48f/ehHPProo7zmNa/BYslMyqTFYmHdunWxneQVK1Zgt8+8678cWFOqpWRCdKFfYm2FijON3qRjXhmLQcMfnvvCZWBcoTRfxR/K7uJTqAFEOIBmnD5lNJ4L7iJWlQxjCLsX4cpAtaVvZCQEBDExl3iarBiY8GdmMSZJoGHCOYPYHZVLWMEAvtwq+nUxOi2CyIZRVjBZkVZuQbLnXzMbGl+SZkPZoqamBqfTycTEBC0tLezbty9j8xZcT90Nh8OxetJwOBwzAJIkie3bt9PQ0IDX66WpqYn9+/cnrXHNpqlPsrHjX4PH44m9hlSNmtIdf7prSMaN9Ld7IyGEhsimqVEWx75RWX5blDo3FJ///Ocxm81cvHiRL37xixkda/Xq1VitVoQQnD179obY4bIYoaIwlRujhNMlkKTrrznamzQZYVXCbpnfeySQ8AXkrIZ9THIARTGiGVLfcT/jTq+331zRDGZ8cyjilI02QnMwVZBlGXcwM06WBlkipJmStiKK0hcqxJu7in65LCPXcSMwXTr5YhCwFdJjKqf1fA+HDx/mhRde4NixY3R0dNDX14fL5YrdN81mM8XFxaxbt44dO3Zw2223cfDgQXbv3k1NTU1s0+9GW9DLssz27dsxGo0Eg0FaWloynr4XX08aTeGNj/YZjUZ27tyJoih4vV6am5uTzm9LoYZ0urENBgO7du3CYDDg9/s5derUgr+vcxGkOksTcc3UKFtfQjc1WnB0QaqTVdauXcvHPvYxAB5//HGuXLmSsbHiDY5GRkYYGhrK2FiLybqy1CbtEZdMgfX6hKwJCZNx5pvqiFuh0D6H2sY4nD4Zuzk7N+98q4Y/bCaoprf4GPbZ8BqKMnRV1wma59A+QpLxTV+aNzMC/Kol3RanKWFUZNwhI4HwLOJDCGSDiavyzHVuNztCXtzFclCD02MaL58fpvNc97IxG8oWFoslZsYzPj5OV1dXxseUZTlBRIXD4QSBlZOTQ21tLQBDQ0OcP39+yjnizViWUspuFLvdHjNqGhsbo729PSPjg25qtNzRhJb1L52FRRekOlnnb/7mb1i5ciVer5dPfvKTGR2ruLiYkpISADo7O5PWPS0n1pWl/hou9EtYjddvpGMehWLHzM/3hSQUaX6CcnBCwSgv3g1cQpBn0Rh2K3PuqXpqtBKkzN0iNWseoTn8/QnZOqeAs1CsBDLQi8dkVJiIc9JNhiwJZFm55mysLwZnYjEF6ZBf0DisMRyIpCc6HA4qKirYuHEjt9xyC3fddRe33nor27dvZ+3atRQVFS1Kv8ilTlFREdXV1QBcvnyZgYGBjI9pMBiQZTkmLMPhcEIUsaKigtWrVwPQ1dU1ZdM1/tilYmo0mZKSEmpqagDo6emhp2eG3mZpEp3vJUlKefPkZtlkWW4ITWT9S2dh0QWpTtax2+187nOfA+D555+noaEho+Nt3LgRWZbx+XxcvHgxo2MtBjlWKMlNTeyFVYnJITKXX56xfYwvKFPkmJ+YDGsS4UXqGWYxaJgNMOKZ34LLpxoZkcoX6KoSEZKMbw6iTDaY8YfmkKprMOMOLOzCSggwGQyMeQ1JzbGiGBVBSFVw+iNTjqpPPTOyGCm7YQ0uBs2MOipZv3Ez+/bt4+6772b//v3U1tayatUqCgoK9EjSDKxdu5bi4khd+pkzZ2bsp7pQKIqCJEmxetJQKJQgNDdu3EhBQQEAzc3NeL3e2GPxG7BLMUIaZe3atTG34La2NsbGxhZ8fF1oLm+E0BBaFr/0COmCo68KdJYE73znO7ntttsAePjhhzMaubRaraxZswaAixcv4vP5MjbWYpFOlLR3RKYgrjdpICyRP1tvUtf8e5OO+0yEvQuzsEhGjkUjEJZxBxbm1tY8WoZQFj4aFLYXoi1Sz1FZMTDhW2CBIyJOumMpnNdsAHfAgC/O2EoT+tQzE5kWpKrZgWHTftbtvo3NmzezcuVKcnNzl6XzbTaRJImtW7disVhQVZXTp09nPOsmWk8aL0onC826ujrMZjOhUIimpqbY49mOkKYqSKPva25uLkIImpqa8Pv9izZ+/HXoLE00Vc36l87Cos8+OksCSZL44he/iCRJnDp1iu985zsZHW/NmjVYLBY0TVuUZtyZJtU60ihXR8AgXxdEQy6ZPGvyG6xAIjI3zy9NxaflgFj4vFEhBPlWjTGPHOu3uhBoQuZysHLBzgcgTFb8c4kWG2yoaaYJSZK04CZGkgRCNsWinTNhMcKoV5nyOwlr+tQzExlL2ZUkpLJqDBv2IpttmRnjJsNoNLJjxw4kScLj8dDW1pZxw7zZ6knNZjN1dXVIkoTL5eLMmTMJ/Uyj51hs0jFUUhSFnTt3xsyjTp48OW+xHzWC0g2Nlj+aBpomsviV7XfgxkNfFegsGXbu3MmDDz4IwN/93d8xPj6esbEURWHjxo0ADA4OMjw8nLGxFoPiXEGuNfU7pMcvYTfFT+4SqjZzqwmnTybPNL9osiaZsBgWdjFgkAU5FsGwWyFpg9F5cM5ZiGpwLMi5BOA3pn8uSTbiS7fnqICgsC6wiZGakpOuEAKzUWLYbUBMU8M7W73pzU4wnIHdd7MdqXoPUukaPfKzwOTm5sYM8/r7++nt7c34mIqioChKQn/S+AhoQUEBmzdvBqCvr4/Lly9nNUIa30s11bGtVis7d+5EkiScTmdMWM+VqKDV09BvALKZrhtRw9l+B244dEGqs6T4zGc+Q15eHsPDwzz22GMZHaukpISiooiT6tmzZzNu3Z9p0o2SXrgqJaThugPyrLWozoAJSZufKB1wKtiMC/Ne24waEjDuzeziqs29ckHOo9nyCae5yy8EhEk/yikMVvxzceNNgt/nxh2Y3UlXQmA0yIy4k/9OQnqEdEb8wQXOIiiqQlq/B8mas7Dn1YlRWVkZq3s8e/YsExMTGR9TluUEk6PJorSqqorKykiGR0dHR8Im72JHSOcqhgsLC2Niv6+vj0uXLs35GvSU3RsHIbJsanQDtA1caujbRDpLipKSEv7hH/6Bj3zkIzzzzDO8973vjU1GC40kSWzcuDHWUPzSpUusXbs2I2MtBuvKVE5dTP0jLZBwuVUkgxQzpRmcAEl4ELJ9+udIBiyyD/8878VOn4zRIGY1w5mJfKvGqEees4tuOgz67PgchVjDo3M+h5AN+IRCumnPismGP5Dec2TFzIR/4d4XoyLhVgqQZnEdVmRBWFNweWc+biHTqm9EJMUAC7FnYzQjrdyC5ChcgJPpzIQkSWzevBmXy4Xb7aa5uZl9+/Zl1JE4KiqjglTTNMLhcMyNV5IktmzZgsvlwul0xspTJEladEE6nx6gq1atwuVy0dvbS0dHBw6HI2YmNZdr0FN2lz8+d39W6zgDvhujbeBSQhekOkuOD37wgzz77LO0tbXx13/91/zkJz/J2E6l3W5n9erVXLx4kQsXLrBixQosFktGxso0KwoFFqPAH0r9vRpxKRTbRsB8bXKXFBQtxEzxGb/IocihzhgBmw1PQGaFNYw3jWuNIiHItUZTdBePU+Mr2Z8zDnN01wvZ8hHp1o5KMt5gek+RFQNO/8K9N0aDgXGfwmwfQaMi8AYNs/ciBYIpHHMzY3PkgHN8fifJK0Oq3IikGBfkmnRmR1EUtm/fztGjR/H7/bS2tsZSTjNF1OQoFArF6kTjBaeiKNTV1dHQ0EAoFEmZyEbkbz6CNCqs3W434+PjnD59mv3792OzpVcHrdeQ3jg0v/yBbF+CzgKj503pLDmMRiNPPfUUAP/7v//LL37xi4yOt3btWsxmM6qqLmuDI1mCNaXpi6VRby4KgdjPYSWfYsfMKYOegJxgijQXBiYULIb0rtdkEFiMzEsMzxVvyMjoHNvAaGY7gTkYGaXbc1SSJDxB0zytp6KDg6IYGU/BSddiAKc/NTEKkTZAesZTcsR8+t8qBqSqWuRVW3UxmgXsdju1tbUAjIyMcP78+YyPOdnkSFXVBAFos9nYsWNHxq9jJuYjSGGqe/DJkydjAjPda9BTdnV0lh66INVZkrz61a/mLW95CwB/8zd/QyAQmOUZc8dgMMQacQ8MDDA6Ove0zMVECIHf72doaIjz589z+vRpAqOtaZ9Hw4B5ktGQy69gnEFw+kMSBfb55RRqQiIQklOuxcixaITDEq4U3F0zxenRMkizDYwA/AZr2mPJSno9R8U1E6OFaPearpPusEdJ36hoEXptLlfm2vZlLAihVTuR8jPTP1cnNUpLS1m9ejUA58+fXxTTPIPBEDM5mq6etLi4mPLyyN+Fpmn09fVl/JriWQiHX4vFEos4u91uWlpa0qrl01N2lz39QNUS/OrP5Iu+WdBTdnWWLE888QS//OUvOX/+PF/60pd4+OGHMzZWWVkZvb29jI2N0dHRQX19/ZLqySeEwOPx4HK5Er6iKVhRjEJBYiuC9CbcniGZ9ZUqY9fMgQJhiZIclSFX8vMMu2RyrSrOefS4HPfKVBSE8czm2uofYVwtmlfN6UIQbQOzSrmQ8nNUeyFqmla3QoBfNZBOvalksLIArfowyBJ+dXbzIk3TkLQQw4Hp641nQ0gyktB7uU1HuhFSIcl0uwWXXCqFZ7vYtWuXHt3JMuvXr2diYoLx8XFaW1vZt28fVmv6G1PpIMtygpttKBTCaDTG5rKioiL6+yNr59bWVhwOB7m5uRm9pihRMTjf+tX8/Hxqa2tpbW1lYGCA7u5u1q9fn9Y16C67yxMhRBjIvIW1TlZYOituHZ1JVFdXx0To5z73Oa5evZqxsSRJYtOmTbFecj09PRkbazZUVWViYoKenh7a2to4evQoL7zwAg0NDbS2tnLp0iVGR0djYlSWZfLy8li5ciW1W2qoLJybterAaMSUJsqQSyZ/lt6kkZYe88u9HHQqGJXpz6FIAkITqMbirIvRKF3OQlRDaiJMKEb8c2hxIhvT6zkqG0y4FsDEyGiQcIdmF6NoKl6vF486NzEKoAk9SpGMtASpNQd5/V4KqrcBMDo6Oi8nUp2FQZZltm/fjslkIhQK0dzcnHEn92g9qSRJMZOj+MhkdHxJktA0jaamJoLBNIvU50h07IWITq5cuTIWgT537hyDg4MpPU+PkOroLF30bSKdJc2jjz7Kt771Lfr6+vjUpz7Fv/7rv2ZsLIfDQVVVFZcvX+b8+fOUl5djNpszNh5AMBicEvX0eDxJjzcajeTm5pKTkxP7stlsCdEQp1DonUPWscsnUVqgMu6L3hYkwiLSmzSZGHT5ZUpzVAZniKTORliVptW0VqOGqkkE5Pw5nztTtLur2GrpmPW4oDUfkWZPSUk2pmVkJMsGnL7538pNRoVxrzKr8DfIgoBmBOP8PhuakDPRNvaGILXNFwlKViOVrUWSZEosdlatWsXly5c5d+4cBQUF5OXlZfxadZJjNpvZtm0bJ0+ejLncZso1Pkq8yRFEjHwkScJgMMREod1ux+fz4fP5aG5uZvfu3RmPqC+0GNy4cSMul4vR0dGYyZHDMXOP53RNjfQsAx2dxUOPkOosaRwOB5/73OcA+N73vseRI0cyOt66deswmUyEw2G6uroW7LxCCLxeLwMDA5w7d46mpiZeeuklDh06xMmTJ+nq6qK/vz9BjFqtVkpLS6murqauro7bb7+dgwcPsmvXLjZs2EB5eTl2u33KpLm2TEWS5ha1vHBVwmGO603qlynJmXlXf8QjYzXNb+d/2KVgiztHnkXDG5TxBpfmLWrAZ8dnmLmVhmbJIZimGE2356gkSXjC8zcxMhoMjHkNswohswE8QQO+0Px/L6pYmr/bpcCsNaQmK9K63cjl1QmteDZs2EBOTg5CCFpaWtI2fdFZeAoLC2MppT09PRnN9IkSNTmKpu6Gw2FUVY0JUpPJxLZtkYj68PAw586dy/g1LbQgjZocWa1WVFXl5MmTU0pYMn0NOjo6C4ceIdVZ8vzRH/0RX/3qVzl8+DAPP/wwhw4dylh9p9FoZMOGDZw5c4arV6+ycuVK8vPz0zqHpmm43e4pkU81Sc8sSZJwOBwJUc+cnJw517lYTbAiX9A3lv7uriYkfH4tkvJ1TZyMeGRsJi2pOFQ1CatRwzfPzK8xt4zVLMi1LH5Ll7lweryS+iRtYIQk4ZfNkGaKnmy04g+mJi8j4tVKmpp30klAMRgZ96VmXjTiUa6lac+fsCbrW6JJEDNFZgoqkCpqkOSpnxFZltm2bRuNjY34fD7a29vZunWrHunJMqtXr2Z8fJyhoSHa2trIycmZNZo3XwwGQyxtFyKiND5CWF5eztq1a7lw4QLd3d3k5eVRWlqasevJhBg0mUzs3LmTI0eO4PV6OX369IzRXl2Q6ugsXfTlgM6SR5IkvvjFLyJJEidPnuQ73/lORsdbsWJFLNWto6NjRhe/UCgUq9lqbW2loaGBF154gSNHjtDW1kZPTw/j4+MJZgoFBQWsWrWK2tpa6uvrufvuu6mvr6e2tpZVq1ZRUFAwb9OFdWVzVymD4zIFtutCStUkLMaZRdKoR6HIMZcxBQ6zRrFDJccisBmXhxgF8IRMjEpl0z6m2gpR0xSjkiSn1UNWMljxza1c+Np4QApOukIIzEaJYbdhwcQoRFq/6EzPtJFqgwlp9Q7klZunFaNR7HZ7LC20v79/USJyOjMjSRK1tbVYrVY0TeP06dOLEr1WFCWhnjTedwAiEfXCwkimR3Nz84zlIvMlOgcu9GZybm4uW7duBSLR3plat+ltX3R0li56hFRnWbB7927e+9738o1vfIO/+7u/461vfWvG6qOiBkdHjhzB5XLR29vLypUrCQQCOJ1OXC4Xbrcbp9OJfwZbU4vFMiXqabFYFmWSW1eu8fLsJY5JuTwARQUiZm4TFZwz9f90+yO9SZMJDVkSOCwa5mt3nUBYwuOXcAdk3LGuPoLSXBVPcHmI0ubRMu4sGgH1enhYM5jxqekn0WqKFS3F58mKiYl5mBgpskQgBSddCYHBIGek72tI1fdDkyEm7xXnFiNVbkYypJbOXVFRwcjICAMDA3R0dJCXl4fdPncDKp35YzQa2bFjB0ePHsXr9dLW1sa2bdsyOh9MriedLMiiaa+HDx/G7/fT1NREfX19RlxoF9LUaDIrVqzA5XJx/vx5Lly4QG5uLitWrJhynO6yq6OzdNE/lTrLhscee4wf/OAHDA0N8dnPfpZ//ud/zsg4mqYhyzIFBQWMjY1x9uxZzp07l3RHW5Ik7HZ7LA0rNzcXh8OByZRev8qFJM8mKHJojLjntugPhCWMkkog7hYxm+CMbxVjUgR2s4ZRAU2ALyThDUgptIiR8AblGY2UlhKqULgcqmCVfDH2f0FLLunm0cqKGU+KqbqyrOAMzP3WbTRIuAPGWSOUiixQNYVxb2aEY3A2J9+bmNjfvqwgrahBKqxI6/mSJLF582YmJibw+/20tLSwd+/eJdXK6mYkJyeHzZs3c+bMGQYGBsjPz2fVqlUZHTMqSv1+f8xRN14ER9NeGxsbcbvdtLa2smPHjgUXyplOl92wYQMul4uhoSFaWlqw2+0JLW2EEHrKro7OEkYXpDrLhtLSUv7u7/6Oj370o3z1q1/lPe95DzU1NfM6ZzgcnlLv6Xa7E+z5hRAJtTeT6z0dDseSnODWlWuMnJv7AvTSoEx1hcq4b+bepFaThs0kUOSIDit2hBl2Gwh65/aeuP0yK/LDOP1L7z2djq6JIipLhlDCHjRrHqE5GBkFtBR7jkoS3rCZNHrBJ5Cqk65JEXiChtnbv8yDYBg0TSDLujCdjJBksOUhVdUimebWu9JoNLJt2zaOHz+Oy+Wiq6uLjRs3LvCV6qRLRUUF4+PjXLlyhc7OTnJzc9P2KZiNqHt7NKPH6XTi8/lij0fbvkQ3KPLy8mK9Pfv7+8nPz2fNmjULek2ZFoOSJLF9+3YaGxvxeDycPHmSAwcOxDaG4z0c9JRdHZ2lhzRTfdwNypJ6wcePH+cXv/gFL7/8Mm1tbQwNDWE0GqmoqODWW2/lgQce4LbbbpvxHN/61rd4z3vek9J4//Zv/8a73/3uGY/xer18+ctf5gc/+AHd3d0EAgGqqqp4wxvewIc+9KFY/69sEAwG2b59O2fPnuU1r3kN//Vf/5XycwOBwBSjIa/Xm/R4k8mE0WiM1dVs27aNsrKyZTNJDU5IfP+V+bXmyLNpmC0KqpAADYtBkGMVSEgEVfAEZEJq4vvhsGh4/NK8IpyyJChwaPgXwM11MSizuam1duG1FKCl0T8UQDLYUmrzIgSosm3O5lFGgyG2uTATZiOMexXURajxrLAOYDHr+6JRzEYZs1HGbhTY7AuT3n/hwoWYi+rOnTspLi6e9zl15oeqqhw7dgyXy4XZbKa+vn7OGTXxpSTRf2cqJXE4HGzcuJHc3FyMRmNC1Ly1tZXe3l4kSeKWW26hqKhoTtc0HdFzV1ZWxhx+M4Hb7aaxsZFwOExBQQF79uxBlmUCgQAvvvgiALfffntKKewmk2nZzPdxLLsL1tEBPUKaVe644w5+//vfT/n/YDBIV1cXXV1dfOtb3+Jd73oXX//61xclBfTcuXO8/vWvn9Ly5OzZs5w9e5Z//dd/5bnnnuONb3xjxq9lOkwmE0899RSve93r+M1vfsOvfvUr/uAP/iDhmGiLlcnic6YG4DabbUq9p9lsRgjB0aNHcTqdXL58mbKy6U1sliKleQKHReCeR63hhFdmjT3IiEti3COhahJFuRoWqxEticGN2y9Tkqsy5Jz7TrgmJFQ1YsaxHBYEg147VfkVyFryDY7pkGRDyj1HJYMFX/J1ZnLScNK1GmHYPXsEdaFQDCZgfi2DliMSYLomPs0mJSZEM/G3vmbNGkZHRxkdHaW1tZX9+/dnvL+yzswoisKOHTtobGwkEAjQ0tLCrl27Zvz9CyFi4jNegCab16Lu7dG+1bm5udhsNoQQMZOjcDiMwWCIidItW7bgcrmYmJjg9OnTHDhwAIvFsiCvebHSZR0OB9u3b+fkyZOMjY3R0dHBli1b5hQh1dHRWTx0QZpF+vr6gEgKzx/+4R9y++23s2rVKlRVpaGhgSeeeIIrV67w7//+74RCIb773e/Oes5f//rXVFQkrzdauXJl0sdcLhdveMMbYmL0wQcf5J3vfCdWq5UXX3yRf/7nf8bpdPKOd7yDV155hbq6uvRe8ALxB3/wB7zpTW/iZz/7GY8++igmk4nTp0/T3NzM2NgYH/rQh5K2WJFledqU22QmB1GDo6NHjzIxMUFfXx+VlZWZfHkLytoylZZL8/uY+/waIy5j7OcRp8ymfJUJf/LzjrpmbhWTCuNemRX5Ks55COrFwGFWCakygx4b5bb0BGkYM6kkbSgGU0qCcjKyBJpkmvU9jDjpygwtssOxrBiBwKzHLWckCUwGGUtUeJpkTIbMiM/px484vDY2NhIKhWhtbZ1V/OhkHqvVytatWzl16hSjo6N0d3fH+pUKIfD5fFPSbpP12ZRlOTafRQWow+GYtmY46rYbramUJCl2XNTkqKGhgWAwSFNTE/v27VuQ2uNoGcxi1DGXlpayYcMGurq6uHz5Mrm5uQkmiLqpkY7O0kP/VGaRTZs28dhjj3H//fdP2bGrr6/nT//0T7n11lvp7Ozke9/7Hn/+53/OHXfcMeM5a2pq5lz78fjjj8cs0z/3uc/xsY99LPbY/v37ufPOOzl48CBer5ePfOQj/O53v5vTOHNldHSUU6dOcerUqZidfVdXF29605tix8iyzIMPPojJZMJgMMQMhqKTtM1mS3tCzMvLo6Kigr6+Prq6uigtLcVoNM7+xCXAujKNlkvzO4ffFwYSX29nj6B6pYY7kKQ3qZAwG7WUo3/JGHLJOCxiSlrwUkCWBLkW7VqbGomesJ1y23DqzzdY8KVgZCTLyoziPxmKDAHVNGsdqCwJkBRGPYufHq0JGWXp/WrnjCRF026zIz6TYbFYqK2tjYmfS5cuLXiNoE76lJSUsGbNGi5evMiFCxdwu92Ew2FcLldSEz1FURKEZzTymeq8JssyiqLENm1VVY39H0SE8o4dOzh27BgTExO0t7dTW1s779e62IZC69atw+Vy0d/fz5kzZ9iyZUvsMb2GVEdn6aEL0izy85//fMbHi4uLeeKJJ2KC64c//OGsgnSuhEIhvvjFLwKwefNmPvrRj0455sCBAzzwwAM888wzHDp0iGPHjrFnz56MXE+UV155hccff5ympiYuX76c9LiysjI2btzI1q1b2bRpExUVFQvaYmXDhg0MDg4SCoXo7u6O9flb6lQWapgNYl7mNG5PGMUgEmoKNSEx7lIxmqWkvSnHPArFDnVefUXDqoRB0ggtsbKYHIuGPxjpzRklpCogm0FLJeIn4UulPnaOJkapOukaZEEgrKR2LRlAFTLGpfWrTZkE8WmSsRgVjAZpyS5iS0pKWLVqFZcvX+bcuXMUFBRkrHWWzvRomobH40mIfLpcrtjjQ0NDCcdHN1Xjo582m23ef2PRCGFUJIZCoYRIaVFRERs3buTs2bP09PSQl5c3Y3ZVKiy2IJUkia1bt8be7+hmuyxnf4NIR0dnKrogXeLcddddse+7u7szNs6LL77IxMQEAH/2Z3+WdLf13e9+N8888wwA//Vf/5VxQerxePjJT34S+9lgMLBlyxbq6urYvHkzTz/9NE6nk3vuuYdnn302Y9dhMpmorq6OTdCVlZXk5ORkbLyFQpFhdalGZ9886jk1yLEIxr2Jk/jQuMTmVSrjM0TvXH4ZozK/COewW6E8X8Xlz77BkSILcswiqch2Bq3kGlIQpAYb2izRUSFAlayE0jPtxWRQGPcrSTcKomhhH+MhM2SxFUhYU5jccnMpIkvEhGdUhC5l8ZmMDRs2MDY2hsvloqWlJWM9J3Ui4jParzreyyDewX06TCYTNTU15OXlYbVaM/Y3JssymqYRNbYMhUIJJkdr1qxhYmKC/v5+2trayMnJmdcGRjZarhgMBnbu3ElDQ0Ms3TnVSPJy+2zr6Cx39JloiRMIXF/cZvJG/vLLL8e+P3jwYNLjbrnlFmw2G16vl1deeSVj1xNl165d/OVf/iV1dXXs3LmTLVu2JJgsVFRU8Gd/9mc899xzPPjggxkVyCtXruTKlSu43W46Ojq45ZZblsWkta5MnZcgBTDKKtMph85ewdpKDU+S1N1krWLSZdwjYTKKRXF+TUaeVcPtl2aM+F6ZsJNbND7jeWTFlFLPUdlgwZ2miZHJqDDmnf22HvCME1IKQM6uucdsEdxsIEskGA2ZTQpGZfmJz+mQZZlt27bR2NiIz+ejvb2drVu33hCvLZuoqpogPp1OJ263m2RdDMxm85S0W5/Px4kTJwgGg4yNjbFixYqMXnO0P2k4HI6ZHEXTd+F6hNHtduN2u2lqakpoo5Iu2eoBarPZqKur49ixYwAxUyf9b15HZ2mhC9IlzqFDh2Lfb968edbj3/Oe93D27FmGh4fJzc1l/fr13HPPPXzgAx+Y0Yynra0t9v1M6agGg4H169fT3NxMe3t7iq9i7hQXF/OlL30p6eN/8id/wle/+lWOHDnCww8/zIsvvpgx0wRZltm0aRPHjx9nfHyc/v7+jC8aFoLVJRqKPHcxJzQIh1Qm15ECqJqEx6MiGZK3eRlyKeTbVMbn2JcUwB+SybOquIOLv4gwKgKrSTCSQurxmM+MJCsIbfqwZqTnqJHZjIxkxcREGhHhyIISxkKz39J97nFU49Jo/RHKsiCVZWL1nlHTIaNhGYRs54HdbmfTpk20tbXR399PUVHRjEZ4OolEazzj0249Hk9S8WmxWBKEZ9TBfbrjampqOHv2LFeuXCE/Pz/jv5eoKI1GD8PhMJIkxaLmBoOBuro6Ghsb8fv9nD59es4bsVFBuhimRpMpKiqivLyc/v5+VFXl8uXLWW1fp6OjMxVdkC5hNE3js5/9bOznt7/97bM+J95oaGRkhJGREY4cOcITTzzBU089xfvf//5pn9fb2wtEFiuzNemuqqqiubmZoaEhAoFAVlsIyLLMF7/4Rfbt28fx48f57ne/y5/8yZ9kbLyCgoLYxNbZ2UlJScmST3kzGWBlkcalobkJQoHA6QpDko3xq6MSW1arjPmSvw8hVUJCzKudyIBTpjRPxRNYvB32fKuK06cw6k59ERXQrJhwT/uYbLQRniU6KssKzkDqf1NqOIQ3oCGbcmc8TgiBIrFkxChAaB61zemiyFJC1PNmEJ/JqKioYGRkhIGBATo6OsjLy0upL+PNRigUmuJ0O1PvaqvVOkV8phNRrKqqYnx8nIGBAdrb22O1o5kk3uRIkiTC4TCyLMeEo8PhYNu2bTQ1NTEyMkJnZycbN25Me5xoqnK2Wq7k5eXR398PQEdHBw6HY8Y+q3oEVUdncVnaK+mbnCeffJKjR48CcN9997F79+6kx65bt4777ruP/fv3U1VVBcD58+f5z//8T374wx/i9/v58z//cyRJ4qGHHpry/KixgsPhmPW64hcubrc76z3t9u7dy7vf/W6+9a1v8bd/+7e85S1vyegkvmHDBoaGhggGg5w/f56ampqMjbVQrCubhyAVMDASoniGzfrOXsHqFcnbvHgCMqW5KoPz6E0KEh6/jCTNT9imgskgMBtEgmlRqgy6bax0TBWkkqzgm8V1WIK0TIxCQT/+sBHZNPPnNhIhV3AmSa3OFsEMuSfHxKfpuuPtzSo+p0OSJDZv3szExAR+v5+Wlhb27t2blejVUiEYDMZEZ1SA+ny+pMfb7fYE4ZmTkzNv93VJkmK9QL1eL6dPn2bfvn0Zd3WXZTmWtgtT60nLyspYt24d58+f58KFC+Tl5VFeXp7WGNlK2Y0SL4hVVeXUqVPs378fm82WlevR0dFJREqWZnIDsyxe8KFDh7jnnnsIh8OUlpbS0tJCaWnptMdOTEyQm5ubdEfv5z//Offddx+hUAibzUZ3d/eUyaS6uprz589TVVU1o5stwLve9S6+853vANDT0zNv972FoL+/n5qaGlwuF3/1V3/FZz7zmYyOd/HiRbq6upAkifr6+pSEfDbxBOCb/2uGOQg51TVO56UQW7cV4pshZbayWKDJhqRjyJLAahR45tGbFMi4wVGBTWXMqxCeo1hSJI36lZempPBpip1AKPntRwiBL2RAlVLb4FFDAQLYEcy8wDMqAm/QMC+n5UyyNm8USZr7bVmRpZjLbVSEGpSbV1ilw/j4OMePH0cIwerVq5fF5tpCEAgEEoSny+XC75++YFuSJOx2e0Lkc6be1QuB2+3myJEjaJpGSUkJO3bsyHjETtO0WD1p1HE3XpQKIThx4gTDw8MoisL+/ftTnveEEPz6178GYN++fRQUFGTsdSTj7NmzXLhwgcLCQjweD4FAgJycHPbt2zft7zL6+pchS/NGr6MzC/qsvQQ5c+YM9957L+FwGIvFwg9+8IOkYhQiqSgzTVZvfOMb+du//VsAvF4v3/jGN6YcEzUKCgZnbxwZb7RktVpnPX4xKC8vj73GL3/5y3R1dWV0vFWrVmG32xFCcPbs2aT1Q0sFuxnK8+d2jdFn2Uwzu0NeGZYosCW3hNWEhNEw//dpcELGYpz5WuaCxaDhMGsMuQxzFqMQaWWiTRKVssEyoxgFmHD5UxajJoNCQMqZVYxajOD0L10xCoCUesTEoEjYLQqFOSZWFFlYU25j7Qo7FUVWCnNN2K0GXYymQX5+PtXV1QBcunSJ4eHU++guB4QQ+Hw+BgcHOXfuHE1NTRw6dIiXXnqJU6dOcf78eYaGhmJiVJIkcnJyqKysZPPmzezdu5e77rqL/fv3U1tby6pVq8jPz894mYbD4Yj1zRwaGuLSpXk2k06BaD1plKjJURRJkti+fTtWqxVVVWlqakraK3Uy8c7C2YqQRl+LyWSirq4OSZJwuVy0trZOO3/rKbs6OouLPnMvMS5cuMBrXvMaxsbGUBSF//iP/1iQ3qMPPfRQ7AYbb5QUJZri6nZPX/sWj8fjiX2/lCKDH/rQh6ipqSEUCvE3f/M3GR1LluVYHc3o6CiDg4MZHW8hWFeWZv+Qa0Qna1nM/vzuXjGjWBz3KpTkzO06omhCIqxKC7YJIISgwKbhC8nzMl6KZyJwPQ1MaAK3f+Zrdbl9KNbk9UzxGI0KY77Z27pYjDDiVrLqTJwKWhJRHROfuRHxubbczppyOyui4tOii8+FYM2aNRQWFgKRzdD4DcflhBACr9dLf38/XV1dnDhxgkOHDvHyyy9z+vRpLly4wPDwcGzTVZZl8vLyqKqqYsuWLdTX13P33XdTX1/Pli1bWLlyJXl5eVkTUCtWrIiV33R1dTE6OprxMaOiNHpvVVU1QZSaTCZ27tyJLMt4PB5aWlpSug/HnyNbaeHxKcMFBQUxwd/f38/58+ezck06OjrX0WtIlxB9fX3cc8899PX1IUkS3/zmN3nLW96yIOcuLS2lqKiI4eFhrly5MuXxlStXcuTIETweD+Pj4zMaG/X09ACRRuvZrh+Nx2Qy8eSTT/KGN7yBX/3qV/z617/mta99bcbGKyoqorS0lMHBQTo7OykuLs7a4iUV1pVpHD47hydeW2/4/WGSOhtdIxCWUEPTt4iJMuGVMSliXvWDE16ZFfkqTv/8xFYk6ivNuy3NZM4Pmth1zdR63BPGYk9+fk0IJHPh7LUEAhSDkXHvzAs6IQQWozxje5qlhCZkzAYp5nIbNR1S5KUtpG8UJEmitraWxsZGgsEgZ86cYefOnUs6QiSEwOPxJBgOuVyupBE7RVGmtFmx2WxLvma2pqaGiYkJnE5nrG9spudcRVEQQsQEXCgUiqXwAuTm5lJbW0tLSwsDAwNcuHCBdevWzXjOeEGa7QhpNApcVVWFy+Xi8uXLdHV1kZOTM2Mmmo6OTmZZ2nfjm4jh4WFe/epXx3bqvvSlL/Gud71rQceYaYER3S2EiANdMsLhMN3d3UBqbWgWm9e//vW8/vWvB+CRRx5JKQV5PtTU1CDLMn6/nwsXLmR0rPlS4BDk29NPdY1ugI+OpZaedXlQosCaPAoaVCVybfNPuR1yypiUOZ5HCApsKm6/jNO38LdBv7Dh8wXx+gKYbcndbyUgJOyzmjTJEqAYcc5SOysjMCgyI54lLkaFgMAw1YVuqstl1pTbKS+0UJBjwmYx6GJ0kbFYLNTW1gIRd/bFSBFNFU3TcLlc9PX10dHRwbFjx3jxxRdpaGigtbWVy5cvMzY2FhOjBoOBwsJCVq9ezbZt2zhw4AB33XUXe/bsYePGjVRUVOBwOJa8GIVINHH79u0YjUaCwSDNzc0J6a+ZHFeSpFjPzlAolDBuZWUlq1atAqCzs3PWVO+lJEjjx9+0aVOsnrW5uTmlDDEdHZ3MsPTvyDcBExMTvPa1r431Av3sZz/LX/zFXyzoGENDQ7FJY7reZrfddlvs++lSeqMcP348lrJ76623Lug1LhRPPvkkRqORrq4uvva1r2V0LKvVytq1a4GI0dFMLQGWAuvK5i5I+wZDKZvPXLiqYZ6hXnTYpVBgn1/qbliTmItusZs0LEYYchnQZkl7nQ9hJRejtSDpRpAQEJasBGd5GxQZgpoJzywOuQZZEBYKE76lK0ZzrRobSoPYXIeRRhoZunQCg7y0669vFkpKSmIpoufOnWNiYmLRr0HTNJxOJ729vbS3t3PkyBFefPFFGhsbOXPmDD09PYyPj8fEhdFopKioiLVr17J9+3Zuu+027rzzTnbv3k1NTQ3l5eXY7fYlHe2dDavVyrZt24CICdW5c+cyPmY0dTcqSqOGR/Fs2rQplkl1+vTpGR2Jl0INafT648eXZZm6ujosFgvhcJimpqZYT9bl/Dejo7Mc0QVplvF6vbzhDW/g5MmTAHziE5/gkUceWfBxnn322Vitx8GDB6c8fuedd5KXlwfAt7/97aR1Id/61rdi3997770Lfp0LQU1NDR/+8IeBiLgfGBjI6HirV6/GarXGDI6WMtVzqCON/imEVcixpCYefEEJSZs5ohoMScjzNL0ecSvkmFN7TRKRWlGnT8adyfYnQpBnVRnyF6LOIHhlgwXvDK7FAEaDhDdkmtWUyKSAJ2hI2nYnm9jNGutLw9y2IUD9uhBrSwTbtmyImYos9cyCm4kNGzbgcDgQQtDS0pKyac1cUFWV8fFxenp6OHPmDI2NjbzwwgscOXKE9vZ2ent7cTqdMTFjNpspLi5m3bp17Nixg9tvv52DBw+ya9cu1q9fT1lZGVar9YYUEkVFRbG02EuXLmV8ToNEk6NoCm/830NUzJlMJkKhEE1NTQmR0HiWWg1pPGazOaEutrm5ecmbFOro3IgsvdXLTUQwGOTee+/llVdeAeDDH/5w2u1KLl68SFNT04zH/PznP+cf//Efgchu63ve854px5hMJj70oQ8B0N7ezuc///kpxzQ0NMQceg8ePMiePXvSutbF5FOf+hRlZWU4nU7+/u//PqNjKYoSMzgaHh5maGgoo+PNh7J8gc2c3mQbPzmbDalHWC/0z+y66wnKFOfOP/1szKOgzBZlC00g1ABDLiVjPUytJo1Cu4pBEYx6FK6MW+hz5k17rJxC+q3JoDDhNxKexZTIYoRxn0IoQz0954LVKFhbHGZ/dZBb14dYV6Jiiys/zsvLi2UWXLhwISvROJ2pKIrC9u3bkWUZn883Y/lGOoTDYcbGxrh8+TKtra0cPnyYF154gWPHjtHR0UFfXx8ulyt2r7FYLJSWllJdXc3OnTu54447uOOOO9i5cyfV1dWUlpZisVhuSPGZjHXr1lFUFDE+a2trSzAXzBSyLCcIuHA4nCAuLRZLzLHW6XTS1tY2rZiLF4PZ+p3N1Ac1Ly+PrVu3ApFssky79Ovo6ExF70OaRe6//35+9KMfAXD33Xfz1FNPzXizNplMU/rE/e53v4vZ0r/pTW9ix44dscL88+fP88Mf/pAf/vCHsUniK1/5Ch/84AenPb/L5eKWW26hs7MTiDjzvvOd78RqtfLiiy/y2GOP4Xa7sVqtHD58mLq6uvm+BRnl3/7t33jve9+LJEm89NJL7Nq1K6PjNTU1MTw8jNVqZf/+/UvW4OiFFgNnelL3M/OMjHL5amQy37PDwag/dVMNu0VQXGBIamAkSwKbScw7Ylmaq07b31SWBGbJjytohQwshBRJkGfTCIYlJpLUoq4v8ZBvdl2/JlnBFTSjzXAnMhkiTrqztZSzGLlmXpT9hbnJICjPVSnP08i3zX6b1TSNo0eP4nK5sNvt7Nu3b8l+Zm42rly5Eishqa2tnbbMIxmhUCjBbMjpdM5YymCz2aYYDi3T/o8ZJxgMcuTIEfx+Pw6Hg7179y7KZyZaQzpdf1KIbIxHNy+2bNkSqy+NMjAwQFNTE0ajkVe96lUZv97p+N3vfoff72f79u1J/56jvUoBdu/evSR6rM+B7E8GOjpzQBekWSTdncLVq1dz8eLFhP+LCtLZsNlsPPnkkzz00EMzHnfu3Dle//rXJ90hzM3N5bnnnuONb3xjytedLTRNo76+nmPHjrFv3z5++9vfZjRdyOv10tDQgKZpVFdXz+o8mC0uDsr87PjMbrnxuIdH6emPCNLN680ElfRa/VSvEHjV5AvMfJvGuFdivvNoaW4YTzCuPkh1EdKMCHlhe+UKIcizaigyjHnllNqqbKtwYpYji/KAsBFMlgkpwGA0JhW38QcaFZmxBWpTM1cMiqAsR6M8T6XQLtLW/G63m8bGRoQQrFq1KpZpoJNdoim7AwMDKIrCvn37sNvtU44LBoMJwtPlcs1YS2i32xOEZ05OTsZ7et5oTExMcOzYMYQQrFixgtra2oxHHaM1pEKIaUWpEILm5mauXr2KJEns27cvwam/r6+P5uZmLBYLd955Z0avNRn/+7//SygUYteuXUnddIUQnDhxguHhYfLz87njjjuWYxR+2V2wjg7ogjSrLIQgdblc/PSnP6WhoYHjx49z9epVhoeHCYfDFBQUUFtby6te9Sre9773pWxp7vF4+MpXvsIPfvADzp07RzAYpKqqite//vV8+MMfZvXq1WlddzY5cuQI9fX1AHz961/nj/7ojzI63rlz57hw4QKyLHPgwAGs1oUVQwuBqsLX/9dMaJa6xCiuoVF6ByKCtLhAIa80P+0xN6+WGJ/BbKckJ8yQa34LU1nzYrGYQKgQdqEaiud1vsmYDRoOs8AdkOZUq7lr5RhIMp4kdaOyBJpknNW8SJYEAgXXLCm/mUKRBSU5GuV5GsV2jfnu8Vy8eDG2AbZ79+5YT0yd7BIKhWhsbIxF4+rq6nC73QkCNFnPUkmSYuIzKjxzcnL0CPgC0dPTE4tIbt68eVEieZNFqcFgSIhkq6pKY2MjLpcLs9nMgQMHYi1qent7aW1txW63c/vtt2f8WqfjN7/5DZqmsWfPnljq83SEQiG6urqora3FZEp943YJoQtSnWWJLkh1bnj+7M/+jH//93+nvLycU6dOkZOTk7GxVFXl8OHD+P1+SktL2bFjR8bGmg+/PGnkXH9qi0Pn4ChXBq/XDW2uLSSYopiNkmMV5OcbCCdJ3TUqAlliVvOepAiBLLyYtAkkSxGatDC9+iQE+TYNVYtEQ+cy10sICh0aYVVQme9FnaZsVpEhoM5uXmRUBL6QAX9ocdcckiQodkREaEmOhmEBtbAQguPHjzM+Po7FYmH//v161CyLCCHw+/04nU6Ghoa4evXqjMfLsozD4UiIejocDl18ZhAhBK2trfT39yNJEnv27ImZEmYSTdNifUkhUkYU/3v2er0cPnw4tiG+Z88eZFnm0qVLtLe3k5uby4EDBzJ+ndNd929+8xsA6uvrZ+yzHsVkMi3H6CjoglRnmaLP+jo3PJ/97Gf50Y9+RH9/P48//njM4CkTKIpCTU0Nzc3NDA4OMjIyMuNubLZYV6amLEgnb1o5zBqj4fQWmy6fRHlhGHeS1N2QKlHsUAm4UzjvNfGpaH4UgwyymaCwoAk7AcVGgVngmWf7WYdZw2QQjHvlazWa6WNUBPlWDVdAZuTaOcrzDEBivq7RIOEOzG5eZDbAhM8w63ELh6DQLijPUynL1TBmSF9IkkRtbS0NDQ34/X46OzsT+iLrZA4hBD6fb0rabbT1xWRkWZ5S72m325dFT88bCUmS2LJlCy6XK+YMW19fn/Ha26jJkaqqSJIUE6fR37/NZmPHjh2cOHGCsbExOjs72bRp04yGQovBUuiDqqOjMzP6LKJzw7NixQo++clPAvClL32J7u7ujI5XWloaE6EdHR2L0sg8XdaUasgp9hSdnEShSHPrH9p1RSLPmvy5w24FRR2bMriseTCqo1gYx6p4UWSBJtsJGYrwU4Bfs6GJaC2ThKpNFdGpYFQEhXYVm0ljwicz5Jqbc63drFHsUNEEDLmVhGjmpWFLQu/UdJx0Rz3KoojRPKvGpvIQB2uC3LImxMqCzInRKDabLWbYduXKlSXtVL1cEULgdru5evUqZ8+e5fjx4/zud7/jlVdeoaWlhYsXLzI6OhoTo4qiUFBQwKpVq7DZbLH/27FjB5s2baKyspKcnBxdjGaJ6O9CURT8fj+tra2L0q5ElmVkWUYIgRAiZngUpaSkhPXr1wORdPyrV6/GBGG2W76ALkh1dJYqesquzk1BIBBg69atnDt3jje84Q08//zzGR3P4/HQ0NCAEIINGzawZs2ajI43F358xEjPyOyT8+jVEQZGri84dtbacIbnVhtrNwXJzbu2iy9UJAQSKpIQgEASASTpWv872URQM6OK9BcxZXkq46kY/oiIS65EJCVXm6Fv6CwnosAWeY9mMxqqrfAQVtWUnHSFEFiMMiOezC6iHGaNFXkRcyJrlsqmhBA0NTUxMjKCyWTiwIEDutvqHNE0DY/HMyXymWxzzGAwTKn3tNlssZRFv99PY2MjoVCIoqIidu7cuVzTGW84BgYGaG5uBlg0M73J9aSKomAwGBJMjk6ePMnQ0BCKolBWVkZfXx+lpaUZd7ufDo/Hw+9//3sg0tEgldpQPWVXR2dx0QWpzk3Dz372M9785jcD8JOf/IR77rkno+N1dXVx8eJFFEXhwIEDWCyWjI6XLs0XFQ61zb7gH74ywtDY9YXs2pVGZHvunMcttgxizE3eRqIkR2XINT8BZpAFdrPAH55ezMqaDxH2oCk586o3lSVBoV3DF5JmNSOKUmgLU54fmrUPqYRAlmUmZjCDmg9Wk2DFtTYtDsvSuC36/X4aGhoIh8OUlZWxffv2bF/SkkdVVdxud4LwdLvdScWnyWSaknabSk/PoaEhTp06BbBkN9luVs6ePcvly5cB2LVr16KUiUTrSYFpTY5CoRANDQ14vV4MBgPhcJgVK1ZkxVfB6XRy+PBhAF796lenFCWNGjItQ3RBqrMs0QWpzk2DEILXve51/PrXv2bTpk00NjZmNAITDoc5fPgwgUCA8vJytm3blrGx5oLbB//24uwieah3hOHx64tbiwkq1xYy13lP87lYX+3AF57+vZcQOCxi3i6yRQ4Vd+D6wiOVnqGpYjFo5FgjNaappvXmWlWMCox7ZFYWBlFnuBMpsiCsKtP2Vp0PZkOkJrQ8TyPPujRvhVevXqW1tRWAbdu2UV5enuUrWjqoqorL5ZoiPpPN42azeUqbFbPZPOfIT0dHBz09PYtqpKMzO5qmceLECcbHxzEajdTX1y/KBmg4HI7Vk0qShNFoTBB7LpeLxsbGWMpsZWVlVubBsbExjhw5AsBrX/vaWf/+JUlarg67oAtSnWWKbmqkc9MgSRJPPfUU27Zto6Ojg2eeeYa//Mu/zNh4BoOBDRs2xNwQKysrl1RLC4cVSnM1Bp0zi57Ji11/EIz4CTHHljaykZGRELY8A9PNnQIJSYqk8M5nbh1xK5TlqqgCDDKMe+V5R15zLSpGA4x6ZPyu2cWiSRHkWjW8QYmJuFTeUFhBVqavpzUbwOU3EJxD/ep0GBVBWW4kHbfAln6v0MWmvLycwcFBBgcH6ejooKCgYDlHK+ZMOBxOEJ5OpxOPx5P0eKvVOiXyudCL6g0bNjA2Nobb7aalpYX6+nrdEXkJIMsy27Zt48iRIwSDQZqbm7nlllsyXrMZ/d1HBedkk6OcnBxqa2tjKcVutzuj15OMcDhiJKcoynJNw9XRueHRI6Q6Nx3/5//8H5588klyc3M5ffp0yv1Z50K00fbY2BgOh4N9+/YtKROQY+cUGjtnjhJf6ryCN5i4sN28AYLy3NLCQl4/Ti8c2GnGGUg+9lxSdy0GDZtZYFAgrEbce0OqNE8zoEharqqlGFkVggJ7tJ5URkxTl2o1aRTnTHUyjZoXzb2WNYIiC0qv9QotcmgJRkrLgWAwyOHDhwmFQhQXF1NXV3dDLyRDodCUek+v15v0eJvNFhOdUQG6WPW2brebI0eOoGkaK1asYOvWrYsyrs7sjI6OcuLECQCqqqrYtGlTxsecXE8qyzJGozFhnjt06BA+nw+I9BouKSnJ+HXF09/fz6lTpzCZTNx9992zHq9HSHV0Fh9dkOrcdExMTFBTU8Pg4CDvfve7+cpXvpLR8VwuF0eOHEEIwcaNG1m1alVGx0uVcDhMz4Cfn58unvG4i2ev4AslTs51W0y41Ln1c/W7/Xj8kQhtzXp70kigQRYYDQJfkrRVi1HDJEeijw4L+ELytH08S3JVxuZgCmSQI8LS7ZfwhWYXojZjRAy7/HJKfULXFAcS0nYtRq61mJnbekKe1CtUWTr7HnNicHCQ06dPA7BlyxYqKyuzfEULQzAYTBCfTqcTv9+f9Hi73T7FcCjbUcne3l7a29sBqK2tpaIieU24zuJy4cIFzp07ByxeyvtkUTq5nvTIkSOMjUUc1A0GAwcOHIg5Ny8GV65coaWlBZvNxh133DHr8bog1dFZfPRcG52bjry8PB577DHe97738e1vf5v3ve997Ny5M2Pj5eTkUFVVxeXLl+nu7qasrGzRUxCDweCU2rNoBMbI3YSwJ32uYjDCpGBeOCzPedoLX8tUdftACwZAmb7WKaxJ5Bo1fEGBzSSwmgSyHHm+JyDjD8n4hITFJOH0C0JhmM6rYsgpU2BXcflTE6U2U0RYjntmT/GVpYi7bliTGPfKafU/DakysqyBEBgNc+t3KsX1Ci3NYK/QbFBaWsqKFStibUoKCwuxWueYJp4FhBAEAoEE4elyuQgEAtMeL0kSDocjIe02JydnSbapqKysZHR0lIGBATo6OsjPz19UgaGTnDVr1jA+Ps7w8DBtbW04HA4cDkdGx5TliDN61OQoHA7HhCkQM9iKmhs1NTVRX1+/aH/b6fZBvZGzMXR0lip6hFTnpkTTNPbu3cuJEyfYv38///M//5PRSSgUCnH48GGCwSAVFRXU1tZmZJzoIji6+I1+zRSBGZV3MBhIHrXtPT+My5v4sSkrVnAU5c/pGsdH/ajXPJIk4OAeMwIZROTDqQnQNNCERFgFh1Vj2D393pmEwGSM/N6EEASCkZNO/l3mWCJOuDOpaFkdx2Qw4Bf2GY+DSC2pyRBJyQ3PsdbTZtIoyQ0iUNI0cBLk2wTluSpleRrmG3hbMerUGQgEKCgoYPfu3UtysSiEwO/3T0m7DQan36GQZRmHw5FQ7+lwOJZUOv9shEIhGhsb8fv95ObmsmfPnmV1/TcyoVCII0eO4PP5sNvt7N27d1Gi6slMjl555RVcLhdr1qzh0qVLCCGoqKhg27Zti/J5vnDhAmfPniU/P5/6+vpZj4+mHS9Tlt4NUkcnBW7gpYyOTnJkWeaLX/wit956Kw0NDTz//PO84x3vyNh4RqORDRs2cObMGfr6+qisrCQ/P39e5xRC4PV6ExbALpcrtks9mWQRmP4JAz9qnGmcqf83OKKSXyrSF2NCi4lRiAjQQEAwOkNrE19QwmHVpjjOCiEwxa0ZJEnCYgZVFQRCAkW5fm0uv0xprsropNRdCUGhQ8Pr1/CRj3+G7SqjIsizRoTtfFqxGBRBjlm7du2pi9EcSyQdtzw3e71CFxuj0UhtbS0nT55kbGyMnp6erKe8T/e5czqdMeOUyciyPMXp1m63L3vxZjQa2bZtG8ePH8fpdHLu3DlqamqyfVk6RH4327dv59ixY3g8Htra2hZF/BkMBoQQsYhoNFIajVDm5OSwefNm2tra6OvrIy8vj9WrV2f0mqLXAalHSHV0dBYfXZDq3LQcOHCAP/7jP+a5557jk5/8JG984xux25Onrs6XFStW0Nvby8TEBB0dHezbty/lBYKmabFeg9EFsNvtjk30k1EUJSY4owvhZIvgFQWRdFhfcPpr0aZRpEJAjkUw5klvgTPdeiAYnL5fYpSwJqFpAgmBiNv81bTpU6sURcKmQCAo0ATI1xx9RtwyNpOGLyRjNkTcbyd8MiNuBUiyUBGCfHvEFGgshRTeyUhE+qFaTQJZAn9YwhOQcAUUCIAsyZTkqHiT1JzaTNdEaJ6Gw3xzJncUFRWxcuVKent76erqoqioKKOf03iEEHg8nimRz2SfO4PBkPCZi4rPpRjVXQjy8/NZt24d3d3dXLp0iaKiokXpgakzO7m5uWzatIm2tjYGBgbIz89flM0cRVEQQsSEaSgUSkiZraioYGJigitXrtDR0UFubi4FBQUZvSY9ZVdHZ+mjC1Kdm5p/+Zd/4cc//jF9fX18/vOf5+/+7u8yNpYkSWzatIkjR47gcrm4cuUKK1eunHJcOBzG7XYnRD1n6jVoNBqnRD1tNlvKk6oswZpSlfbe6W8HWhIdZJBUIL0ojzLNJU24VZRZSgOdPpnyfJWRuAjnbK/ObIoIWX9QYFAEVkMkymg3C0anEZeaKlAMkbPKhLEYZYIqjHunjplMGhoVQY4lUsupCnD7ZfxhGf/0wTM0ITHsUijKUa+lFF/vFboiTyN3ifYKXWxqamoYGRnB5/PR2tqakfRQTdOmFZ/RaM9kJn/ucnNzsVqtN91idu3atYyOjjI2NkZrayv19fU3ZZuepUhlZSXj4+P09fXR2dlJbm7uvDNzZiO+njQqSqOCUJZlJEliy5Ytsc/YqVOn2L9/f0b7pqYrSHV0dBYfvYZU56bnscce4xOf+ARms5kTJ06wdu3ajI7X3t5Ob28vRqORPXv24Pf7U273YLFYpkQ+59PoPsr5AZn/PjF9Huj5s0MEpskC3r3NzngwvUWE2aDR159YV5djEaxc5Uip1UlpnsqYV0ENR/qUmkwSQoAsgzJDb5NQWKCqkehpcc7U1N3ofdAwnWJOghACRY5EMYscGpUFEWMhVYtEdVUtYsCkahJhLe5fNfrz9eOEiLSCKc3VlkWv0GwwPj7OsWPHAFi/fv28PqeqqsYyDuI3fpLNhyaTaUrarcViuenEZzL8fj+NjY2EQiGKiorYuXOn/t4sEVRV5dixY7hcLsxmM/X19YviIKuqaixl96WXXkIIwZ49e2IRdK/XS0NDA6FQiPz8fPbu3ZuxNPbm5mb6+vpYuXJlSm2KFEXJupP1PNA/eDrLEl2Q6tz0+P1+amtrOX/+PG9+85v53ve+t+BjxJsNjY+Pc/ny5aSL3yg2my0h6pmTk5OxhURYha//1jxtTei5jiFC00T41q82IyzpuTfaTBo9fYmC1CgLdtTaUnLBNRkEMiouv4yMYGDAx8pyE+M+A5IEBgUMhoiwjPwb+ZIkKWZ6ZDIKTAYp1iLGYdbwBkCadTEkMCmQZ42YCa0qCt80tZxLha6uLi5evIgkSezbt4+cnNlbD6mqOqXe0+PxJP38xW/6RNut6BG/2Ylv01NTU7MotYE6qeH1ejly5AjhcJjCwkJ27dqV8Q0DIQQulytWogKwd+9eCgsLY8cMDw9z/PhxAFatWsWWLVsyci1NTU0MDAywZs2alHqzGgyG5RxN1QWpzrJk2W4B6STn+PHj/OIXv+Dll1+mra2NoaEhjEYjFRUV3HrrrTzwwAPcdtttKZ/vl7/8Jc8++yzHjh1jaGiIkpIS9uzZw0MPPcTrXve6lM4RDof513/9V5577jk6Ojpwu91UVFRwzz338KEPfShjrrOpYLFYeOKJJ7j33nv56U9/ygsvvJBS8+xkxJuexC+E0zEbcjgci7pDa1BgVbHG+YGpk3Ay3dw/FKSsKr1xpMn7QUIQUkFBI2kdZxyKpHF1RMJm1jAaNPr6fKxeYYhdZyjMNfGcOI6iiJg4VTXIMas4zBFROuGVIqI14bIECBWLEmJFkYGV16KfetAnu1RXVzM8PIzb7aa1tZV9+/YlRFVCoVCCu3RUfCbDarUmCM9Mbvrc6JSWllJVVUVPTw9dXV0UFBSQm5ub7cvSIbK5WVtby+nTpxkdHaW7u5v169cv2Pmjc158eyOXyzXF6EuWZTRNi31mi4uL2bBhA11dXVy+fJm8vLyM9BvWTY10dJY+eoT0BuOOO+7g97///azHvetd7+LrX//6jIsvTdN46KGH+MY3vpH0mPe9730888wzM6baDA8P8/rXvz6WbjcZs9nMl7/8Zd73vvfNet2ZQgjBa1/7Wv7nf/6HzZs309DQkJLt++S6s+jXbGZDDoeD4eHhWMuEvXv3Zj3Frb1X5rfNU/8ezp4ZSlpHum17Id5A6tedYwlzsff6IsWgCEIh2LXZhFebPQqVaw5xeUimKEdD0lQaT7qo3+lg1J9+BKuqREVICt6ghNEQidQW52iU5akIdzeXL3SlFYnTWRycTidHjx5FCEFZWRm5ubmxhbDP50v6vPiMg+i/y7i1w5JEVVWOHj2K2+3GarVSX1+/nFMfbziiGQYAdXV1lJSUpH2OVMVnFKPRiMPhoKioiMrKylg6bHTNIITg1KlTDAwMIMsy9fX1C76R0djYyPj4ODU1Naxbt27W4/UIqY7O4qPPFDcYfX19AFRUVPCHf/iH3H777axatQpVVWloaOCJJ57gypUr/Pu//zuhUIjvfve7Sc/1iU98IiZGd+7cyV//9V9TXV1Nd3c3n/vc52hqauJf//VfKSkp4bHHHpv2HKqqcu+998bE6H333ceDDz5IYWEhR44c4TOf+QyDg4O8//3vp7KyMuWI60IjSRJPPfUU27dvp729na9//et88IMfTDgmmvoXH/Wcj9lQtCbO6XRy9epVKioqMv46Z2JNqYYkCcSkWs5kYhTAZtTwBlKfuCeXeRoNEAqB061isM38XAmNwXEp9jy/R712fXPbY+oZUjAZBKomUDWJP74jQKEjci5NW8Xo0FXcbjft7e3s2bMn6xsGNzOBQCDhc6coCuFwmIGBAQYGBqYcP117I10YZR5FUdi2bVusB2ZHR0dKNXs6i0N1dTUTExMJBlRWa3JHuenEp9PpTLrhajQaEzZ9cnNzsVgsCCFiJkfRPqVRQSpJEtu2bcPtduPxeGhqamL//v0Lmqmgmxrp6Cx99AjpDcYb3/hG3vWud3H//fdPe/MdHh7m1ltvpbOzE4BDhw5xxx13TDmus7OT2tpawuEwt9xyCy+99FLCxOX1ejl48CDHjx/HYDDQ3t4+bQrQN7/5TR544AEAPvjBD/KVr3wl4fFz586xe/dunE4n69evp729PasLx4985CM8/fTTlJeX84//+I+cPXuWlpYWzp07x+OPP550Qpur2VC0L6nJZOLAgQNZj9j8qNHEldG4aLfQaD8zkvT4+l0OhjypRycLrGHO9VzfSc+zC8Zd4LDCylUzRyHzLGEuDUbez8pClYEBPx3nA9yy3YYzNItN7yxIkuADrw2gxL30eBOdjRs3Zr3/5c1AfK11vAANBAJJnyNJEuXl5eTl5ZGbm4vD4dAXnlmmt7eX9vZ2ALZu3cqKFSuyfEU6UQKBAI2NjQSDQXJyctizZ0+sVUu8+JytxVFUfMYL0JmMvsLhcEyMSpKE0WhM+Jy63W4aGhpQVZXi4mJ27969YJuAL730El6vl61bt07rbD/da1vGfYL1nVOdZYm+ZbyIRI0FxsfHuffeexNqKRaKn//85zM+XlxczBNPPMGb3vQmAH74wx9OK0ifeuqpWArOl770pSm7qDabjS996Uvs37+fcDjMk08+OUVsAnz+858HoLCwkMcff3zK4+vXr+fRRx/l0Ucf5dy5c/zXf/0Xf/iHf5jai10AhBBcuXKFkydP0tTURFdXF7Is09/fz0MPPZRwbG9vL6tXr8Zms02Jvsx1N3f9+vUMDg4SDAY5f/48GzduXIiXNWfWlakJgnS29YDXO/1iJSmTzme4NpTbB1ZjpEdo0rH8InYCAYxORP4+I4678yPHKhLEKER6LEZr4s6dO0dJScmM0QSd9BBC4Pf7p0RfktVay7KMw+FISLdtaWlBCIHBYKCqKs2CZp2MUVlZyejoKAMDA7S3t5OXl4fNNksKhM6iYDab2bZtGydOnMDlcnHkyBGMRuOCis/piG40R8cIhUIJkVKHw8G2bds4deoUw8PDnDt3jg0bNszz1ZIwpp4loaOzdNE/nYtAOBymu7ub559/ni9+8YuMjIxw4cKFrLkQ3nXXXbHvu7u7pzwuhOAnP/kJAJs2baK+vn7a89TX17Nx40bOnj3LT37yE7785S8nTFCdnZ2xXfK3v/3tSRck7373u3n00UcBFk2Q/u53v+Oxxx6jqamJ4eHhaY9RFIXVq1dTW1vLjh07OHjwIGvXrl3QSc1sNlNdXc3Zs2fp6emhoqIiq/WKa8s0ft+e+vEjYyEs+akfP3n5Eh/IMhmSC1KbUaVv5PpjmiYxPBpZZIRVkW471Cnk26YXtevXr2doaAi/309HRwd1dXV66u4ciI++xKe9J6s7i9Zax2/82O32KRt4fr+fzs5Oenp6KCkpibWU0MkukiSxefNmJiYm8Pv9tLS0ZKR3rM7sJIt8Rpls+hUvPhe6xVHU1CiamRcKhRKikeXl5axdu5YLFy7Q3d1NXl4epaWl8x5XT9nV0Vn66II0gwgh6O/v51e/+hVf/epXOXHiROyxH/7wh3z0ox/NynXFp79Nd4O+cOFCrBb14MGDM57r4MGDnD17litXrnDx4sWE3oAvv/xywnHJKC8vp6amhs7OTl555ZWUX8d8CAQC/M///E/sZ5vNRl1dHTt37mTHjh08+eSTdHZ2smLFCr73ve9lVISsXLmSK1eu4Ha7OXv27IKmKqVLnk1QlKMx4oosEGZbPvYPhakujNRgpsYk99v47GBVS/osg6wlXo0QsdrWBRGk9ukFqcFgYNOmTbFd+4GBAcrLy+c32A2OpmkJ4nO21D+DwZAgPHNzcxNqrWdi1apVDA0NMTY2RltbG/X19VlPe9eJYDQa2bZtG8ePH8fpdNLd3b1gES+d6Uk37TbaDgsirXpKS0sz2l9XlmUMBgPhcBghBJqmoapqwkbFhg0bcDqdjIyM0NzczP79+7Hb7XMeUwiRtsuuvumoo7P46II0QzidThoaGnjmmWf48Y9/DESaq9966628/vWv5w/+4A+ydm2HDh2Kfb958+Ypj7e1tcW+n61nV/zj7e3tCYI03fNEIx0ej2deE1Aq7N69m4cffphdu3axc+dONmzYkDBZbdq0iTvuuINXXnmF//zP/+Rtb3tbxq5FlmU2btzIiRMnGBsby7roWVd2XZAizZwOq2rgsAgmvKlN4FMipHFC0uNRYRotIUsaA+OTjJa06+I1FBLI89QgyQQpQElJCWVlZQwMDNDR0UFhYaHeGuQamqbhdrsThKfL5Ur4/cQz2fQkJycHq9U65wWgJEnU1tbS0NAQi5Zms4WUTiL5+fmsW7eO7u5uLl68SGFhoR7FXiCEEHg8nthnL52az+iXoigcPXoUr9dLb28vFRUVGRdjUVEaTc0Ph8NIkhTLPJJlmR07dnD48GH8fj9NTU3zcmuOvxfpEVIdnaWLLkgXmEAgQFtbG9/5znf4xje+EUuN2b59O695zWt485vfzP79+7N2Y9Q0jc9+9rOxn9/+9rdPOaa3tzf2/WwGAPF1Wz09PfM+jxCC3t7ejNdSFhcXT1vTGuX222/nne98J//xH//BJz7xCV73utdlVCQXFhZSXl5Of38/nZ2dFBcXZ63epbpM5di51Mc2KZOilzOSKPziM/iGxlQKp8nOyrFojE5cXyQZFYEavr7ICIYElpSvdnpmEqQQMTUaGRkhFArR1dV1U4oeVVVxu90Jkc+ZXKZNJtMU8ZmJ6IvVaqWmpob29nb6+vooKSlZkDQ/nYVh7dq1jI6OxpxdF9pB9WZgIcRnMpO97du3x0RpW1sb27dvXxRRqihKzOQoHA4jy3IsUmoymdi5cydHjhyJ9RzesWPHnK4r/j3SBamOztJFF6QLhKqq9PT08KMf/Yivfe1rsdrMlStX8qpXvYo3v/nN3H333eTl5QGRCSYbaSFPPvkkR48eBSItWHbv3j3lmPj6EofDMeP54kWa2+3OyHmyxec+9zl+8pOf0Nvbyxe+8AU+9alPZXS8DRs2MDQ0RCAQ4MKFC1lLbyvJE+RYBC6/lJJdXzgYZq63kvjzD40LSssF4Unpvx6fSDjSbhb4fHGCNKhlXJCazWZqampoa2ujr6+P8vLyGzrSEw6Hp4hPj8eTVHxGXabjBajZnH5v2LlSWVnJ0NAQw8PDtLe3k5+fr4ueJYIkSWzdujXm7Nra2srOnTv1tMgkRMVnqinvJpMpoc1Kqg7vUXJycti8eTNnzpxhcHCQS5cusWbNmgV8RdMjy3IsbRem1pPm5eWxZcsWWltb6e/vJy8vLyEDK1Xi3zfd1EhHZ+mifzoXgJGREV588UW+9rWv8eKLLwKRSeKuu+7irW99K3/wB38wxcAoG5PxoUOH+Ju/+RsASktL+drXvjbtcX6/P/b9bIu6+EXn5Kb0C3WebFFVVcXHP/5xPvWpT/HUU0/xrne9K6NGVBaLhXXr1tHV1cWlS5eoqKjIeOpyMtaWqTRfMszqsgvgcoUh1bX/JD0Tf34hwGbScPqv72JbTSpXhxOjr2ajYGjwuhlOMDQ/l11ZFuRYZz9HRUUF/f39jI6O0t7entVMh4UkFApN6a872egkHqvVOiXymW3xJ0kSW7ZsoaGhgWAwSHt7+6JEenRSw2KxsGXLFk6fPs3IyAiXL1/OmqnfUmKxxWcyKioqmJiYoLe3l3PnzpGXl0dBQcG8zjkbUeEphIgJ08midOXKlYyPj9Pb20tnZye5ublpbwTOJUKq3zd0dBYfXZDOg2gT52984xt85zvfie30ybJMMBjk7rvv5v3vf3/s+GxFRSHS7/Lee+8lHA5jsVj4wQ9+kDStzWK5Hm8KBoMznjfeIGlyS4zJ54n/OZ3zZJOPfvSjfOMb3+DixYt8/OMf57nnnsvoeKtWreLKlSt4vV46OjrYtWtXVv5m1pVpNF+CVNr2DgyHKKpI7bxilvPJaMD1RYNRmpoOrCgSg8PXW4P4g/MTpHlWgZzCWxx1Dm1oaMDn83H+/PllZ9ISDAYTFr5Op3PGDSC73T6lxdFSNQ0ym81s2rSJlpYWBgcH6e/v1/tfLiFKS0tjbZS6urooKCggNzc325e1aMSLz/h665nEZ/zGz0KJz2Rs3Lgxdm3Nzc3U19dnPMthcj3pdCZHW7ZsweVyMTExwenTpzlw4MCMa4nJpCtIdTGqo5MddEE6B0KhEOfOneM//uM/ePbZZxkYGAAiKZf33nsvFy9e5Pnnn+fHP/4x7373uykuLo41g84GFy5c4DWveQ1jY2MoisJ//Md/TNt7NEp825HZ0mfjIymT03Inn2emSWSm82QTq9XKE088wf3338+Pf/xjDh06NKvz8HyQZZlNmzZx8uRJRkdHGRoayko9XGWhhtkoENN35Uhg3KVRaRT4Q7P/fSfJ+IzhD6hEnY1kSWNgbOo5ZQS+QPxz5idIZ0vXjcdms1FdXR2LYpeVlS3ZRXUgEJgSeYnPWohHkqQE8Zmbm4vD4Vh2KW7l5eUMDg7GDKgKCgrSWrzqZJYNGzYwNjaG2+2mpaWFffv2Lbu/sVRY6uJzOmRZZvv27Rw5coRgMEhLSwu7du3KeKueeOddSZJigjQqHmVZpq6uLpb90NTUxL59+1K+rqjDbnzPUx0dnaXHjTcTZJBoG5df/OIXfPWrX6WpqQmIuHDeeeedvPGNb+Stb30rOTk5vPDCCzQ0NPDtb3+bhx9+OKVzZ2Ly6evr45577qGvrw9JkvjmN7/JW97ylhmfE29AFG9MNB3xRkaTG9NPPk9xcfGs55EkaVYDpMXm3nvv5e677+aFF17g4YcfpqGhIaOLqKKiIkpLSxkcHOTs2bMUFRUtemqoLMOaEo0L/amJNbtZwx+a/RonC9LJP49NqFiv6btcc6KZ0fUnJTq4ahoocjqtZxJJR5BCJIrd39+Py+Wira2NvXv3ZnWhI4SIic94AZosu0GSJBwOR8IC2OFw3BDpxxBxyB4bGyMYDNLW1qbXKy4hFEVh27ZtHDlyJJYFsnXr1mxf1rxYjuIzGVarla1bt9LU1MTY2NiitepRFAUhROw9C4VCCQLSarWyY8cOjh07xsTEBO3t7Skby+k9SHV0lge6IE2DF154gccff5zf/OY3QCRFLNrG5Q1veEOCM+znPvc53vve9/KFL3yB173udUlvnpqmIctyzGnOYDAsmDgdHh7m1a9+NefPnwfgS1/6Eu9617tmfd6WLVti33d0dMx4bPzjk1vITD5PXV3drOepqqrKWt1kMiRJ4umnn6auro62tja+8Y1vJKRiZ4KamhqGh4fx+/1cuHCB9evXZ3S86VhXpnKxP7W/Q1moxKfaJmOyANUm/dw/rLEuVyCQcPsTzYyihMNTW4oY5EgLmrmQriCVZZktW7Zw5MgRXC4Xly9fXhQTEIgsfn0+35S022jK23TXGk21jS6CHQ7HDR0pMJlMbNmyhVOnTjEyMsKVK1eW3CbXzYzD4WDjxo20t7dz9epVioqKlk1q9WTxGf0MJmtzFBWfk82+loL4TEZxcTFr167lwoULXLx4kby8vEXJ0pFlGU3TYsZpk+tJi4qK2LhxI2fPnqWnp4e8vLyUPtdRQZrqJvJS/t3o6NzI6II0Dfr7+2NidMeOHbz2ta/lzW9+M/X19bGbpqqqKIrCu9/9bp555hmOHDnCV7/6VZ566qmE2quoEI0+75e//CW/+c1vePLJJxfkhjgxMcFrX/vaWC/Qz372s/zFX/xFSs9du3YtFRUV9PX1JfQsnY6XXnoJiLhcTl6U33bbbbHvDx06xDvf+c5pzxFtdQJw6623pnSNi83WrVv5wAc+wJe//GU+/elP87a3vS2jLqtWq5W1a9fS3d0dMziy2WwZG286VpVoKHJqu8p+f5hUnI0mC9DJ67hACGwmgRAafSPTiyZ/YBpBqggC4cWJkALk5uayevVqLl26RHd3N6WlpQv++4lvch8vQKMpaJNRFGWK063NZruhxWcySkpKYvewzs5OCgsLF/3zo5OcyspKRkZGGBwcpL29nby8vCX3+9E0Lfb5u1HFZzKqq6uZmJhgdHSUM2fO4HA4Mv77iU/djZochcPhBMO0NWvWMDExQX9/P21tbeTk5MQ6FyRDj5Dq6CwPdEGaBn/8x3/M97//fcxmM3/6p3/KnXfeGasfi0Y1FUWJRTqffvpp6uvr+drXvsa9997LPffcE3OUiy4SW1tbee6553jhhRc4duwYBoOBxx9/PCZY54LX6+UNb3gDJ0+eBOATn/gEjzzySMrPlySJt7zlLXzta1+jo6ODxsZG6uvrpxzX2NgYi2y+5S1vmTLx1tTUsHnzZtrb23n++ed54oknpp3UvvWtb8W+v/fee1O+zsXmH/7hH/je977HyMgIn/nMZ3jyySczOt7q1avp6+vD5/Nx9uxZdu7cmdHxJmMywIqC1MKOY+NhDDmzHycmKdLp1nZGRUNVBdP1NpUlgdM99UnKPDRXvn1uodXq6moGBwfx+Xy0t7fPy4Bq8uJ3trQ/g8GQYDQUFZ/LcfGbKTZu3Mjo6Ch+v58zZ85wyy236O/PEiHqiux0OvH7/bS0tLBnz56sbZ7MR3zG99i9UZAkiW3bttHY2EggEOD06dPs3bs346Iu3uQomsIbXU9Fr2vr1q243W7cbjdNTU0cOHBgRpfv6AaeLkh1dJY2UrK+cjcw83rBQ0NDeDyeWVP0ogL1ve99L9/61rd47Wtfy//7f/8vFlUbGBjg+eef5yc/+UnMCh8ikbijR4/OeXILBoO86U1vikVyP/zhD/PUU0+lfZ7Ozk62bNmCqqrccsstvPTSSwnutz6fjzvuuIPjx49jMBhoa2ubttbkm9/8Jg888AAAf/EXf8GXv/zlhMe7u7vZtWsXTqeT9evX097evqRNLr72ta/xwQ9+EFmWeeWVV9i+fXtGxxsaGuLUqVMA1NXVUVJSktHxJnP6vMYzP0zeAiSKyQirqgsRYuYFv0320zN4/efSPMHAWOIxu2tNDDkVgtNEPHMsgp7LTobHEoXa3t35jHvTX3AYFcH7XxNIqb3NdIyMjMQ2fmpra6momN1uWNO0hB6f0a9ki99ok/v46KfVatXFVQqMjo5y4sQJIGKos1ip1TqpMT4+zrFjx4BI9Gsx6hV18Zk64+PjHD9+HCEEFRUVKddtzpdwOIyqqjEzSKPRmCAoPR4PDQ0NhMNhioqK2L17d9LNjO7u7pir8759+2YdW5blJeskniL6xKCzLNEF6XxONEOtZzR1d2hoiIqKClRV5bnnnuNtb3sbP/3pT/n+97/P0aNHuXz5MgD5+fl8/OMf573vfS+FhYVzvqb777+fH/3oRwDcfffdPPXUUzMuXE0mEzU1NdM+9uijj/LZz34WgJ07d/LII49QXV1Nd3c3//Iv/xIzdXr00Ud57LHHkr4PBw8e5JVXXold34MPPkhBQQFHjx7l05/+NIODg8iyzM9//nNe97rXzfm1LwaqqrJr1y6am5u5/fbb+eUvf5lxYdDU1MTw8DBWq3XRe1/6AoJ/+jcPo87ZPzY76wpw+maOcJjx0zd8/edCh2DEmXhMzWoZZ3D6BV9Jrkrj8Ykptaj1t+Qz6kn/fSnO0fj/bp+5tdFstLa2cvXqVYxG45TdelVVE8Sn0+nE7XaT7L5rNpunpN0u17S/pcLZs2e5fPkysiyzb9++JeXirQPnz5+nu7sbgF27di1oKYSmaXg8nthnTxef6XP58mXOnj0LRHwhKisrF2XcUCiEpmkxc6P4elKAwcHB2Gbg2rVrEzw84uns7OT8+fMUFxdzyy23zDquoihLelM8BfTJQmdZogvSDBIMBjGZTHzpS1/iwx/+MKtXr+aOO+7gxIkTdHZ2xlJJHnjgAT72sY8lFYbpkO7CdfXq1Vy8eHHaxzRN48EHH+Sb3/xm0uc/8MADPPvsszOmWg0PD/P6178+thM+GbPZzJe//GXe9773pXXt2eLQoUPceeedAHznO9/hvvvuy+h4Xq+Xw4cPI4Rg/fr1rF27NqPjTab7isqT3/VOqf+cTP0teQy5Zp7IjZqf/tHrP+daBROTArA1q2ScoekXgeX5YV4+4pzy//tvyWPEk/4iYn25yut2TW8IlCrBYJDDhw8TCoUoLCykpKQktvD1eDxJxafFYpkS+cx037+bEVVVaWxsxOv1kpOTk3VXZJ1EhBAcP36c8fFxTCYT+/fvnzEFMxnzFZ/RzR+dRIQQtLS0MDAwgCzL7NmzZ1FaXUVrSKMb/9OJ0q6urthmRl1dHeXl5VPO097eHmvRlUrZiy5IdXSygy5IMzVIXPT00qVL7N69m9HRUaxWa6wR/cGDB/nUpz7F3XffPeW5MDe3t4UUpFF+8Ytf8Oyzz3Ls2DGGh4cpLi5mz549vP/97085ohkOh/n617/Od7/7Xdrb2/F4PFRUVPCqV72KD3/4w4uWCrRQvOMd7+D555+nqqqKkydPZtzw4dy5c1y4cAFZljlw4EBC+vRi8ItXAvz8lZkjiXvrHIz4Zl7QKWE/g+PXf7YaBd5A4jEbVgpc6vROyyvygvz+6NTeuAduyWXYk36a1e7qMAc2ptBsdRKhUCjBaGhsbIxAIJD0eKvVOkV8zmXRrTM3JiYmOHbsGEII1q1bR3V1dbYvSScOv99PY2MjoVCIoqKiWVv1pCs+4zMPdPGZPuFwmKNHj+LxeLBarezbt29R0loni1KDwZAwrhCCEydOMDw8jKIo7N+/f0oGRGtrK729vVRUVKRUYqMLUh2d7KAL0gUm3ozI6XTy/PPP84tf/IKXXnqJ0dFIaGjVqlV88pOf5E/+5E9mTAcaHx+np6eHbdu2ZfKSdebA5cuX2bRpEz6fj0984hN8/OMfz+h4qqpy+PBh/H4/paWl7NixI6PjTUYTgqe+5+Nc7/QmOwCb15sJKrOkQwb9CSm6BkkQmnTKtWUqPnl6h6Ria4DGU1NrWvfvzmHEm77Au2d7iM0rk78miERAJ7dZiW4qTYckSZSWlpKXlxczHVrmNUk3BNFNHUmS2Lt376JEeXRSZ3BwkNOnTwMRQ7zVq1cD18XnZLdpXXwuLm63m6NHj6KqKsXFxdTV1S1KKYGmabG+pBCJbMeXrQSDQRoaGvD5fNjtdvbv358gKE+fPs3Vq1dZtWpVQiu6ZBgMhuVugKQLUp1liS5IF4jJrri//vWv+d73vscrr7wSSykxGAx85CMf4SMf+cis5ieHDh3iF7/4BT/72c/4wQ9+sOwiiDcD//AP/8Df//3fY7VaaWpqoqqqKqPjDQwM0NzcDCx8rVUqjDo1/vlbHjz+6R8vLlDIK82f8Ryqz894TE8KxDRryvL8EFint/K34aH57NRIZP2uHEZ96QvS++sDVBRevyUEAoEpC1+/f/oXLEkSdrs9Id22tbUVTdNYtWpV0pomneygaRpHjx7F5XJht9vZt2/fcl943nC0tbVx5coVAMrKyvD7/br4XEL09/fT0tICsKjlI5NNjkwmU8J6y+l00tjYiKZplJWVJYjlEydOMDQ0NGOdaTy6INXRyQ66IF2IE8al5zY3N/Pcc8/x29/+lvb29thi9r777uPjH/84u3btSvrceB555BEef/xxAG6//fZZ+4HqLD5er5fNmzdz+fJl7r//fv793/89o+MJITh58iSjo6PY7faE/reLxanOEM/+OIkiBTbXFk7rjhsl4PHjvhZcNBkEgWmygAutAexF+YTUqecJOp1cvjo1xXZfnYOxQPoL0bfs6CXoG48J0GBw+rRkSZJwOBwJZicOh2PKwuXSpUuxnrp79+6dtUeezuLicrk4cuQIQghWr169IHX7OnMjPvIZ7zg9k/iMT3vXxWd26OjooKenB4Ddu3fPy4QxVTRNQ1XVGU2Orly5EhPLNTU1rFu3DoCjR48yOjrK+vXrWb9+/axj6YJURyc76IJ0gbh69So/+MEP+PGPf0xzc3MsPXfHjh186lOf4q1vfWvCzXNynejVq1fx+Xyxm2hLSws7duzgNa95DU888YQeIV2i/OAHP+Dtb387AL/61a+4/fbbMzqe2+2msbERIUTW2lh87zd+fn9qeiOgPbtmdrv1Ov34rmk+u0Xg9k49xqH4KKsqwBOYLLYFPRfGphWxe7bbmAilV1crE6TG+Oup/y/LU5xu7XZ7SuJfCMHRo0dxOp04HA727dunG+gsMS5cuMC5c+cAuOWWWygoKMjyFd34pCs+o+Tk5FBdXa2LzyWEpmkcP36ciYkJjEYj9fX1i+JEPLmeNFrrGX9/bWtri3UuuOWWWyguLqahoYGJiQk2btyYUkR3stBdhuiCVGdZsqwrt5cKzc3N/NVf/RUXL17kwoULABQWFvLII4/w4IMPkp+fn3B8fHqv3+/n5Zdf5vvf/z6tra289NJLGI1Gtm3bRnNzM1u3bp3yHJ2lw9ve9jYOHjzIoUOHePjhh3nllVcyaojgcDhYtWoVly5d4vz586xYsWLRF2r332XmXK/K1eGpi0lF0oDkgjQcV65pTHKYPyAwKFP3jcwGphWjAOrMZaDTYpI8KIoyRXzabLY5f9YkSWLLli0cOXIEt9vNpUuXFt0VWWdm1qxZw9DQEBMTE5w5c4b6+vrlbmKypJgsPqOtjmaLfMZ/BoeGhmhvb8flchEOh3UxuoSQZZnt27fHTKhaWlpm7AO6kOMaDAZCoRBCiFgKb/y4mzZtwul0Mj4+zunTpzlw4ADqtclhmUc9dXRuePQI6QIQCoWorKxkeDjSYPHBBx/kYx/72JT0kMmisqmpiZ/97Gf86le/4sSJE4RCIR555BH++Z//OeF50Z6mOkuT5uZmdu7ciaZpPPXUUzz44IMZHS8cDvPKK68QDAYpLy/PiulV35DKv3zHS2hS9uyurTNHKkdH/LEeosW5gqHxqccE3S7q6ooYndTGJdeicvL0xLTnrVktwFaczktgXWmA1+/WMmLM0dXVxcWLF5Flmfr6euz26V2DdbKDx+OJ1ZxVVlamZHaiM5WFEJ/TiU0hBM3NzQwODqIoCvX19Rl3MtdJj5GRkVgf0MWsmZ9cT2o0GhPWR36/n4aGBgKBALm5uQSDQfx+P9u3b5/VuwP0CKmOTrbQBekC8dWvfpWvf/3rPPXUUxw8eDBxwEnpuZcuXeJXv/oVP//5z/n973+P0xmxHf2jP/ojvvCFL1BaWpqJS9TJIB/84Af52te+RmFhIadPn854Xc3Vq1dpbW0Fspd2eOhkkO//NtFgaF2VEck2vXuphMbw8PUQZ1mBoH9k6nFjgxPcdqCYkUltXOzGAKdbpzrsAqws9WMrSq9h+94NIfZtmENoNQXie18WFBSwe/fuRXGk1Emdnp4eOjo6ANi5cyfFxeltaNxsZEp8JiMUCtHY2Ijf7yc3N5c9e/Ysd6Fww3H+/PmYaeP27dspKytblHFnMzkaHR2NtXmSZRlN09i5c2dK16cLUh2d7KAL0gUkGAxO6S0Yb1o0MTHBCy+8wE9/+lNeeOGFmDHAnj17ePrpp6mvrwf09NzlyMjICBs2bGBsbIw///M/54knnsjoePHN5LNZq/h/f+Sj+dz1MKnVLFGxpoDp5kSDrDEweF2QVhQJrgwlHmM0QF/PBLfty2UilBhV1PyjnL80/XWsLAtjK0xvMfSaHUE2Vs5cwzYfRkdHOXHiBACbN29m5cqVGRtLJ33iTcLMZjP79+/X2/NcYz7iM/q1EH12x8bGOH78OBBJtd6wYcO8z6mzcAghOHXqVKwP6L59+xYlG2RyPel0JkeXLl2ivb099nO0pnQ2TCbTct88XNYXr3PzogvSDBEvKlVVpaGhgZ/+9Kf85je/ibXuKCws5PHHH+c973lP5MKEQNM0PT13mfKVr3yFv/zLv0RRFBoaGjJuROVyuWhsbARg48aNrFq1KqPjTYfbJ3js3zyMu69/rHbsKMDtnyqOTYrG1YHrgrSqWHB5MPEYsyFIb4+PrRsFkj0xvcrvHKP36vQf37UrjRhz0usr+fYDAcryM3s7iLaxMBgMHDhwQK+FW2JE0/vC4XDW0t+zTVR8TkxMxNymZxKfFotlSquVhRCfyeju7ub8+fNAdtpd6cxMfCR7MdspTRalBoMhYUMpmvZ99epVALZs2ZLSHKkLUh2d7KAL0gzT3t7Of//3f/PLX/4yVvcH8NGPfpR/+qd/ik3k4XBYN9ZY5oTDYXbt2kVLSwsHDx7kv//7vzM+sUUt+A0GA7feemtGF4bJ6Lwc5unv+2K1oft25zHsnvq3bDGoXOm/7s5bYJlg1JsoIq2Kh8u9YTZXaxjyElNw3RMe+vun9iAFqCw1YC9Kr8XKQ6/2Y85wQCwUCnH48GGCwSClpaXs2LEjswPqpE1fXx9nzpwBFjftMBtomobb7U7otbuUxOd0xGeDmEwm9u/fn5X7nE5ynE4nR48eRQhBeXk5W7duXRRRp2kaoVBkTonWk8avowKBAC+++CIQEZq33nrrrJuCuiDV0ckOugLKEP39/fz2t7/lpz/9KYcOHWJoKJKb+LrXvY6nnnoqlnoUDAYxGAwYDIYpqbrJepTqLE0MBgNPP/00d999N4cOHeKnP/0pb3nLWzI6ZnV1Nf39/YRCIbq6urLSHqhmlYHX1pv4VUNks0VoKtPdWoIBX8L/a9rU+k2rxQCEsdlzmWyo6/YkT68NhATpJIpZTSLjYhQi9UibNm2KGbQMDg7qNeJLjBUrVjA4OBhzds3Pz78hItnx4jO+1UqyTWiLxTKlz+dSEH6SJLFt2zYaGhoIBoOcOXOGuro6fW5cQuTm5rJp0yba29vp7+8nPz+fqqqqjI8ryzKKosScdMPhcKwlzGSCwSCnTp3Sa5F1dJYouiDNABcuXOCTn/wkp06ditUwrF+/ni984Qu88Y1vBCI3Tk3TYhO+z+fDarUyMjKCyWTCarXqEdNlyF133cX999/Pf/7nf/Loo4/ymte8Bqs1vf6Y6WA0GtmwYQNtbW309fWxcuVK8vLSixTOByH+f/bOOzyqKv/D70wmvSekkBAghTRqGhBRwYKriCKgKOv+BGkKCsquiFjXRRFsWHAVUBQVRUFFxbKWFVyQEEogkEoapADpvUy7vz/iXGaSSQEyKXDe58nDJffcc8+dzL33fM63STQ1NTE6tIajGVacLrfmzOlyrF37t2qraOGc4ODgQGWjaRt7OxugEbVa3+rp1NjQdgKipqbziwV1c+w+Rwlvb2+8vLwoKSkhPT0dd3d3EavYizCU6vnjjz/QaDSkpaUxcuTIPiV4LhXx2RZ2dnYMHTqUo0ePUlpaSn5+fo+EKAjaxt/fn8rKSk6fPk1GRgYuLi7d8i5SqVRyuBOcE6VKpVIWqgYqKirIzMwkPDy8zf760n0vEFxKCMVjAQIDA/njjz84efIk9vb2/POf/2TZsmXy/qamJnkFXqPR8Mknn3Dw4EGys7PZu3cvgYGBDBo0iMmTJzN9+nQ8PDyEtbQP8fLLL/Pdd99x8uRJ3njjDZYvX27R8/n5+VFYWEhVVRVpaWmMGTPGIt8VSZJobGyUXf0ME1+DG/pwX1tKq4ZTVaOgn5l5iL2dLXBOOJqzQhlEa0OjDnsH099rtW2Lzkb1+QlMN0fLJTNqiUKhIDw8nPLycpqamsjKyiIiIqLbzi/oGBsbGyIiIkhOTqakpITTp093qkRET3Cpi8+28Pb2ZsCAARQUFJCZmYmbmxsuLucXNy6wHAqFgoiICGpqaqitrSU5OZkxY8Z0y3fNysoKSZJkYarRaLC2tjYRpEFBQeTk5JCXl4erqyv9+5tZNBVzLIGgxxAxpBZi+/btfPrpp6xfv17O7KbRaFCpVPJD7+uvv2bNmjUcO3YMtVotx0IYc/PNN/PKK68QGhoq6pH2IZ5++mlWrlyJg4MDSUlJFs+wWlVVRWJiItA1GV0lSaKhocEk1qympsbsdxSaXaecnZ05U+PDfw67MyTcE53e9OXuZq8lO/9cRt7B3hK5Z0z7GeCpI+l4LX7e1ngOOJcR0UqhJyO9st0xh0d6oJc6N6GID9UQG2KZki9tYVxmJC4uDjc3t249v6Bjjh8/zunTp1GpVIwdO9ai3g2doaX4NMR8diQ+jQVoXxSfbaHT6di/fz91dXU4ODgwZswY4UnUy6irqyMxMRGtVounpydRUVE9Ek+qUqmora1l//79ANxwww0kJSVRUlIi17Z1dnY26cNQQqaPI1S1oE8iBGk3oNPpUCqV8kO5sLCQF198kffff5/a2lr59+PGjWPMmDEUFRVx6tQp9u3bh16v58Ybb+T7779v1W/L+qaC3kNdXR3h4eEUFBRw++23s3nzZouf05DR1dramnHjxnXaLVSSJOrq6kyEZ01NDVqt1mx7Kysrkwmvs7Mzjo6O8vfwox8a0Fg7U1FnGqfjbq8ly0iQDvKWyGshSP3dtRxJrcPFScmg0HPJZRRoOZFR3e51DBvugVrbuXvhpig1If27z0oKzZ/zgQMHqKqqwtHRkbFjx4pYpl6GRqNh3759NDU14eHhQXR0dLc9X4X47BwGkaHX6/Hz8+uRuHlB+xQXF3P06FGg2TIZHBzcLefV6XSyyy40Z6I/fPgwSqWSG264Qb6/6+vrcXBwaFXqSQhSgaDnEILUwrS0amq1Wp5++mk2bdpEcXExHh4eXHfddSxcuJAJEybI7aqqqvj44495+umnqaio4Msvv+S2226TEx8ZJ0AydgEW9B62bt3KzJkzAfjpp58YN26cRc+nVqvZu3cvWq2WAQMGmHULNa4vaCxA28qyqVKpTCa9zs7OODg4tDtJb1JLfJNoxakyU8uFh4OWE6fOCVJzZV98XNQcz2hAoYDhUb5If75bdRoNuTk17V7/qJHu1Ks7J/BmXtlEP5fuf/bV1taSkJCAJEndOlETdJ7S0lKSkpIAy5VTuhjxabgXL4GJ8wVj7G0wbNgws+6Xgp4lMzOTkyebC0dHRUV1qgZoV6DVatHpdCgUCkpLS0lJScHa2prrrrsOOFcuTafT4eXlZbLoZKhn2scRglTQJxG+LhbGIEYNMaBvvvkmq1evBqBfv368+OKLzJ49W26v1+tRKBS4uroyd+5cKioqePrpp9myZQtTpkwxeXBqNBo2btzIL7/8wpdfftnt1yZonzvvvJN///vf/O9//+ORRx5hz549FnW5trGxISQkhPT0dAoKCujfvz8KhcJEeLZX4sHGxsbE6uni4oKdnd15W4hsbRS42Js7h+lkW29m7q3VNP9SksBaBeo/9au6EzGiVp02NkrdmtTIGCcnJwIDA8nJySE3NxcfHx+cnJx6ZCwC8/Tr10+OVTxx4gSenp44Op5PDmdThPjsegYMGEB5eTnFxcWkp6fj6uqKg4NDxwcKuo2QkBCqqqqorKzk+PHjjBkzpltc4A0L9pIkyTGkxu9dZ2dnhg0bxtGjRykpKSE7O5uQkBCLj0sgELSPEKTdhEKh4OzZs7z77rsAjBkzhs2bNxMaGgqcs6Qau/DZ2dlxww03sG7dOurq6tBqtfLq3c8//8xbb73FH3/8QWlpKS+//DKPPPJI91+YoE0UCgVvvPEGMTExJCcns3nzZubMmWORc+l0OjmxibW1NRqNhgMHDrTZ3tbWtpXbra2tbZe5JzrZthakLXvWmQnhbFKfO85GJckuuO0lNDJgpeycyHSyA1UPhmIHBgZy9uxZ6urqSE1NJS4uTrjd9zKGDBlCWVkZDQ0NpKSkEBsb2yn3ar1eL7u8C/FpOQyZkaurq2lsbOT48eOd/hsJugelUsmIESNISEhArVaTnJzcLSVXlEolSqWS6upqKisrgWZBauxV1r9/fyorKzl58iRZWVm4urri5eVl0XEJBIL2EYK0GzBYR3/55Re5DMzMmTPlREWGWlrmjnF0dKS4uBhra2usra3JyMhg3bp1fP311xQWFqJSqRgwYACVlZUWz8RbXFxMYmIiiYmJHDhwgAMHDlBWVgbArFmz+OCDDzrs44MPPuDee+/t1Pnef/99E+uxOerr61m3bh3btm0jOzubpqYmAgICuPnmm1myZAmDBg3q1LksxahRo5g/fz7r16/n2WefZerUqbi7u19Un1qt1sTqWV1dTV1dXZvt7e3tW1k+LT3pDR0ACdktfqkwnZTrzGhM42y51bU6lCrln4d2LEg7+9Xvzgy75lAqlURGRsrxpAUFBd1Ss0/QeVQqFUOHDuXgwYNUVVVx8uRJAgMDTdoI8dmzWFtbM2zYMPlvlJ2dLdf3FvQObG1tGT58OIcPH6a6upqMjIwuzzBuyIFg7IHQMgxFpVLJcy0DYWFhVFdXU1FRwdGjR7niiiuEt4pA0IMIQdoNGESiIS5pxIgRLF68GKBNF07DMTqdDltbWyIjI3n11Vd5//33yczMRKPR4OXlxQ033MDixYsZPXq0xa/Dx8en40bdSFZWFpMmTeLEiRMmv8/IyCAjI4N3332XLVu2yLVfe4rnnnuOzz77jNLSUlatWsVLL73U6WM1Gk2reM/6+vo22zs4OODs7Ex9fT01NTVYW1szZsyYbo+L8XJTotPpsTL2o20xT9easZDWG9UaravT4ezaPG4rzGf3NUbZyfBwN4eej5t3c3MzcQv18vLCzs6up4clMMLd3Z1BgwbJVhQ7OzuTxaD2xKfxIpAQn5bD3d3dpJyHh4cHnp6ePT0sgREeHh6EhIRw4sQJCgoKcHNzu+CYX+Ps79XV1VRVVVFTU9Oq3qgBW1tbnJycGDhwYKvFf6VSyahRo/jjjz9oamoiKSnJ4nkeBAJB2whB2o0Yx0+UlZW1GeRvcN9tbGzkxRdfpKmpiW+++YaioiKqq6txcHBg3LhxLFy4kDvuuEM+ztglxdIMHDiQ8PBwfvrppwvu4z//+U+7tf7aK11SU1PDzTffLIvR+fPnc9ddd2Fvb89vv/3GCy+8QHV1NXfeeSd79+5l1KhRFzzOi6Vfv348++yzPPTQQ6xfv545c+aYXSVWq9Um4tPgjtYWjo6OrRIOGUogNDU18ccff6DRaMjJySEsLMxi19cWKoUOibYFqcasID23qm1w05UkCSs6Y9XspCDtofjRlgwZMoSSkhKamppIS0tj1KhRwnW3F2CwfFZXV6NWq+WYtOPHj5ttL8RnzxIYGEh5ebkcqxgfHy8+/17GoEGDqKyspKSkhNTUVJydnTu0RhrqXhtbPqurq9vM/m5jY2PigeDi4oKtra2c5EiSJDQaDQqFQp4n2draEhUVxf79+6mpqSE5OZnY2FjxHBYIegAhSLsRgyC1sbGhrq6ulSA1rLYbVvA+++wzfvjhB6DZ6gcQGRnJrFmzmDdvnlzH0Fz8qSV4+umniYuLIy4uDh8fH/Ly8lq5sZ0PoaGhDB48+IKOfemll8jMzATgxRdfZNmyZfK++Ph4JkyYwPjx46mvr+fhhx9m165dFzzOrmDhwoWsX7+e1NRUHnnkEd58800SEhI4dOgQJSUlzJs3j6amJrPHKhQKnJycTNxunZ2d202QZGtrS1BQEJmZmeTn5+Pv79/t7kgudnqq1Of+31IGalrMK1RWRr9TgE7XfIRWq+9kwqK+JUhVKhXh4eEcPXqU0tJSiouLe50XwqWOTqeTEw51xvKpUqnw9PQ0EaCXQFbOPo1SqWTYsGFyrGJKSopY3OllKBQKhg4dyv79+2loaODo0aMmNWQlSaKpqamV+Gyr7rW1tbVZ8Wnub26c5AiavY6sra3l+ZKbmxsRERGkpqZSWlpKY2Njj9cfFgguR4Qg7UbmzZvH888/z8GDB/nPf/7D7Nmz5ZVc4/Iw+fn5rF69mrfffhtofvj6+vpy66238sADDxAeHg6cy8hrycytxjz77LPdcp6O0Gg0vPHGGwBERETwj3/8o1WbK664grlz57J+/Xp2797NgQMHiIuL6+6hIkkSeXl5HD58mJEjR5KamkpiYiLDhw+X2yiVSmbMmIGtrS1KpRInJyeTeE8nJ6cLWmwICAigsLCQuro60tPTiYmJ6dZJmo+7RNXZc/9vOclvKUjtjYwaCkD3p4VUp9Vj1Qmx2dkKVr1FkAJ4e3vj7e0tZwv18PAQAsdCGItP46zT7bndGu7D2tpazpw5g1arZeDAgfJioKB3YG9vT2RkJMnJyZSWlpKfn2+Rcj2CC8fa2pqRI0eSmJhIfX09SUlJeHh4yPejWq02e5xx6THDz/lkf1cqlahUKrRaLZIkodfrW8WTBgQEoNVqCQgIEGJUIOghhCDtRry9vVm1ahVLly7l+eefp6GhgQULFshCpK6ujvXr1/Pxxx9z7NgxlEolnp6exMfHs2jRIm644Qa5r+50z+1t/Pbbb1RVVQHNyZTa+hxmz57N+vXrAfjqq6+6TZD+/PPP/Pzzzxw+fJjDhw9TUVFhst8QA2pnZ0dISAhDhw4lMDCQgQMH4ujo2GV/V6VSSXh4OIcOHaKiooKzZ8/i6+vbJX13hkAfyDQSpMaaUqmQWmXZtbE2lHyRUCiVssuuRqvHujMa0lwdmRYoFBIuvSCG1Jjw8HDKy8tRq9VkZmYydOjQnh5Sn+dixKc5y6der6e+vp7q6mpSUlIYO3Zsty0ECjqHj4+PHJedmZmJu7s7zs7OPT2syx61Wm0ShmLIeFtZWSlnwTVgZWVlcg+6uLh0WPe6MxhEqcHiqtVqUSgUsoVWoVAQFBQk/18gEHQ/4u7rZh566CGKiorYsGEDS5cu5b333pOD/H/66SdZaNnZ2TFy5Ejmzp3LrFmz5MlRd7nn9mb27Nkjb48fP77NdrGxsTg4OFBfX8/evXu7Y2gAfPHFF7IQNuDi4kJ0dDTBwcF88cUX2Nract9997F8+XKLjsXDwwMfHx/Onj1LZmYm/fr167aX7pABCn48ei7zs7EWsFa1LvtibTS/VwC6P9PwajV6tJJER/W+9Z0QpC720nnUK+0ebG1tGTJkCGlpaRQVFdG/f388PDx6elh9hpbi05B1uiPxaSxAO7JKK5VK2eWwvr6eEydOyJ4qgt5DaGgoFRUV1NXVkZycLBYOuhmNRmMiPqurq2loaGj3GG9vb7y8vHBxccHR0dFiXjyGhEY6nQ6FQoFWq5VLxAgEgp5HCNIe4LnnnmPOnDn8/PPPvPbaaybJMuzt7RkwYAAzZsxg4cKFctIfjUaDlZUVVlZW8kSrr8fI3HvvvWRkZFBaWoqLiwshISFcf/31LFy4EH9//zaPS01NlbfbmxSqVCpCQkJITk6Wy+10B1dddRU5OTlER0fLP0FBQfKLz8fHh1WrVvHKK6/wf//3f+0mduoKQkNDKS0tpampidzc3G4rjWBrrUDS6VD8KYCN9aKNChpbhMwahKIkSaBQyC67WrWOJvRA+xNLQ8xpe7j2InddY/z9/Tlz5gwVFRWkpqYSHx8vJtJm6A7x2RZOTk6EhITIcdne3t5i4aCXYWVlxYgRI+SFg/T0dOFxYCGMM04bftrKAK9QKEwsn05OTqSmplJbW0tVVRURERHdkohKqVTKbrvQOp60r8+pBIK+jBCkPYBKpWLgwIGUlZXh4uKCvb09arUab29vrrvuOh588EG5jIvh4WmYRDU1NWFra2vSn6Xrj1oK40RDZWVllJWVsX//fl555RVee+017rvvPrPHFRQUAM1ZZjuK5QoICCA5OVnOZtrys7MEd999N3fffXeb+1esWMHmzZspLCzkySefZNOmTRYdj52dHYGBgWRlZXHy5En8/PxwdHS06Dnlc1vrMZQWNdYMKjNaS2GoUyo120INLrtqja5NwWFMZwSpey8VpAqFgoiICBISEmhoaCAnJ+eyr6l4MeLTIEC7Oh534MCBFBcXU1lZKbvuipjf3oWTkxOhoaGkp6dTVFSEp6dnt4YqXIrodLpW4rOt2teGJHzG96K5PAijRo0iISGBpqYmjh07RnR0tMXnMYYxSJIkz61ailKBQNAzCEHaAygUCs6ePSsnCXJ0dGT8+PHcf//93H777XI7g9BUKBQUFxfzwQcfkJmZSW1tLfX19YwePZqpU6cSHh4ux2X0hYdqUFAQ06ZNIz4+noCAAABycnL44osv2L59O42Njdx///0oFAoWLFjQ6viamhqATmWNNRZetbW13SJIO8LJyYkXX3yRu+++m88++4wFCxYwduxYi55z0KBBFBUVUV9fT0ZGBlFRUd2yiOHhKHGmtnnb2KXWrCA1CA0FJll2NU06NLqOy75odVJHRlRce1n8qDGOjo4EBQXJCwe+vr6XTQxcbxSf5lAoFAwbNox9+/bR2NgoYn57KQMGDKC8vJzi4mLS0tJwdXUVyWo6iXHZo87ci46Ojri6upqIz854d9jb2zNs2DCOHDlCeXk52dnZhISEdPXltKJlPKm5JEcCgaD7UXTG8nCJ0WsueOnSpXz66ac89thjzJkzBxcXF6A5CYDBfSU1NZUtW7bw9ttvU1lZKcdAGAgMDOSvf/0rK1euBLrXWmpc9mXWrFl88MEHHR5TVVWFi4tLm2PcuXMn06ZNQ6PR4ODgQHZ2dqvV7eDgYHJycggICODUqVPtnu+ee+7ho48+ApqzF7dX27Q7kSSJq666ir179xIVFcXvv/9u8RdiaWkpSUlJAIwcORJvb2+Lng9g11E9h/LsALBXNFJQ0vx7X3eJ02Wmbf3ctRxNrUOv02Fta42klxg6ypfU5LNIOj12Drbt3rxhgbZIdu0vUkyJUzPQqzM1TXsGvV7P/v37qa2txcXFhdGjR/dJ74f2MFhbjCe9vVF8tkdBQYEcBjBq1Ci8vLx6dDyC1mg0Gvbt20dTUxOurq7ExsYK0dECvV5PXV2difisqalp8150cHBodS9ebE6CrKwscnNzge69l3Q6nZzcSKFQYG1tjZ2d3aXwHbm0XhiCywZhIe1BXnzxRRYtWiS75hlqZRnE6NatW3nuuefkmElfX1+srKzw8/OjoaGBoqIicnNzef7553F2dubRRx9Fr9f36tgzV1fXdvdPnjyZp59+mqeeeor6+nree+89nnjiCZM2dnbNAqetNPHGGNf27E0r5AqFgjfeeIPY2FiSkpL46KOPmDVrlkXP2a9fP7y8vCgpKSEjIwNPT0+Lf1eG+MOhvOZtYyOnucRC51xumycIOr0ejUYnx5La20F9Y9vn0mj1HT7QemsMqQGlUklkZCSJiYlUV1dz6tQpBg0a1NPDumAuBfFpDn9/f4qLiykrK5NjfrsjBk7QeaytrRk+fDgHDx6kqqqKnJycbrHA9VYkSTIrPg3xlC3prnsxODiYqqoqysvLOX78OGPGjMHBwaHLz9MSQz4OwwK/RqPBxsbmUhCkAkGfRAjSHsTa2pohQ4bI8QyGB2FdXR1PP/00a9euBZoLN0+ePJnx48cTGxvLyJEjaWxsJDk5mTfffJMtW7bw9NNPc/fdd+Pv799nXHfbYsGCBTz99NNIksTu3btbCVKDG2NtbW2HfRnHuXTGxbc7iY6OZu7cubz77rs8/fTTTJkyxeL1DcPCwigrK6OxsZG8vDyCg4Mtej4/TwWSXo9CqcR43qM0s4ZriBmVjOygTQ3nCqPb2yqob2xbUKo17T/QlEoJF/veLUihedFm4MCBnDp1iqysLLy9vXvVYkpbnK/4dHBwMEl00lvFpzkUCgWRkZHs27cPtVpNeno6w4cPv+Ss2X0dd3d3goKCyMnJITc3Fw8Pj8siEZUkSXKZImPxqWuZ2vxP7OzsWtX67K57UaFQMHz4cDmeNDk5mbi4uG5ZWFcqleh0Ok6ePElSUhInTpxg5cqVfXr+JBD0VYQg7QUYXEYMbN26lc2bNwMQFxfH7NmzufHGG2X3WGh+gYwePZo1a9ZQVVXFzp072bBhA88++2yrh2lKSgqJiYnce++93XNBF4m3tzeenp6UlpZSWFjYav+AAQPYv38/dXV1VFZWtivi8vPzAfDy8uoV8aMtef7559m2bRulpaW88MILrFmzxqLns7e3Z/DgweTk5JCXl0f//v0tuhqtUChApwGlrYmF1Nz7vknd3EBxzlBKQ4NW3m/bwfxIrdbT3pW4Okj0Fb0QHBxMcXExjY2NpKWldVvMb2cxTnJi+PdSFZ9tYWdnR3h4OMePH+fs2bN4eXnRv3//nh6WoAWBgYGUl5dTWVnJsWPHLjlrtiRJNDY2Ul1dTVVVlXxParVas+1tbGxaic+efjfa2NgwYsQIDh48SE1NDRkZGURGRnbpOQzPpqKiIg4fPsyhQ4dISkoiKSmJsrJz8SPz589n8ODBXXpugUDQMUKQ9jIyMjJ4/vnnKS8vx93dnQcffJA77rhDdlNtGSPav39/7rnnHr777juKiork8jBKpZKKigo2btzICy+8IKdWt3TynK6ivcl3ZGQkX3zxBQDp6eltXpNWqyU7OxuAiIiIrh9kF+Dt7c0zzzzD3//+d9555x3uvfdei9c3HDx4MKdPn6ahoYHMzExGjRpl0fOpJC06TAWpFTpaZiBqbGqeMEh//ukVQEP9OQupdQdPK4OgbQu3XpzQqCUqlYqIiAh5snTmzJkeEztCfLaNr68vJSUlnD17lvT0dNzd3eVntaB3oFQqGTZsGAkJCajValJSUhg1alSvWuDpLJIk0dTUZGL5rK6ulhP0tMTa2rqV+Oyt3083NzdCQ0PJyMigsLAQV1fXdsu/tYfh2VRSUsLhw4flnyNHjnD69Gmzx7i4uBAVFUVlZWWf9zITCPoiQpD2Mvbu3UteXh7Ozs6sX7/eJOsutBZqCoUCNzc3OT7E2toarVbLl19+ycqVKzl27BjQLHwMhcJ7OyUlJZSWlgKYrdF55ZVXytu7d+9u85oOHjwou+yOGzfOAiPtGh588EE2bNhAeno6y5cvZ8eOHRadLFlZWREaGsrRo0flz7pfv34WO5+7s57SJjB4i6ms4GRmAR5+AZTXnnvpNzT+2UC2kCpMBKk5N19jDIK2Ldx6efxoS/r164evry9nzpyRY34tbdlpWd6hpqamQ/FpXOPzUhaf5lAoFISHh1NRUYFarSY1NbXXWbMFzZ4hkZGRJCcnU1paSn5+PgMHDuzpYXWIOfHZVu4ElUplVnz2pe9iQEAAlZWVnD17ltTUVBoaGjqM+zU8myorK0lKSpLFZ1JSUptJDx0cHBg1ahQxMTHExMQQGxtLaGgoKpWqT31eAsGlhBCkvQyD5W/gwIFMnDgRrVaLlZWV2YekoX5WTU0NKpWK8ePHk5yczFNPPcW3334LgIeHB1OnTmX69OnExsZ267VcKBs2bJBfMuPHj2+1f8KECbi6ulJVVcXmzZt59NFHzX4+xll/p06darHxXizW1ta89tpr3Hjjjfzyyy/88MMPTJo0yaLn9PLywtPTk7KyMjIyMvDw8LDYinCwn5LSXND+qTf7OTaRX6BFWVIK9ucy/dbV/+mya/SnVDedi3lSdJAgW61pbiO1kWSwrwlSOBfzq9FoyMzMZNiwYV3Wtznx2V5c9uUuPtvCxsaGyMhIjhw5QllZGYWFhb0mm7fgHD4+Pvj7+1NYWEhmZibu7u69qqySWq1uJT6Nk/IZY2Vl1Up82tvb93kxZYjNLioqYvXq1RQUFLBv3z45865hXlBbW8vRo0dNxGdWVpbZPg3uwNHR0cTGxhIbG8vQoUOxtrbu85+XQHApIQRpL8Hgimt48Hp7e3eYkdYwGdy5cycqlYqvvvqKBx98UE5cMGnSJGbMmMGECRN6xWpwXl4eFRUVREVFtdlm586d/Otf/wKaV7XNxb3a2NiwZMkSVq5cSVpaGi+//DLLli0zabNv3z7ee+89oFnUxsXFdeGVdD1/+ctfuPXWW/nmm29Yvnw51113nUXjehQKBWFhYezbt4/6+npOnjxpEqPclYwKsWJ/rsSfOYvIOH4GBxXsTyji+lv7UVajRGUFmj9DnozLkRpLyDaSQcpINFtfNebzdvRJQWpjY0NoaCgpKSmcPn0aX1/fC7JmX6j4NBagF1ve4VLGy8sLPz8/ioqKyMzMxNPTs08korrcCAsLo7Kykrq6Oo4dO8aYMWN6JCu9RqNpJT4bG82nEFcqla3Ep4ODwyUrplQqFV5eXiQnJ9PU1MTf/vY3nn32WTneMykpifT0dLPZga2srIiMjJQtn6NHj2b48OF9zlIsEFyOiBlGL8HwsDSsALq5uVFRUYG7u3ubx9TV1fHBBx+wZcsW1Go1P/30EwAxMTHMmDGDG2+8kYiIiC6bSO7Zs8dkFdLgVgvNtcRa1iGdPXu2yf/z8vK45ppriI+P55ZbbjGphZmTk8P27dvZvn27/Bm8/PLLbcaQLFu2jM8++4zMzEweffRRsrKyuOuuu7C3t+e3335j1apVaLVa7O3tee211y7+4ruBV199lR9//JGcnBzWrVvHP/7xD4uez9HRkcGDB5Obm0tOTg79+/e3SHyRk4MSK3TodODjouVIbjVDh9gjSVB1ugScfLAz8kSV5w0KU0mq1emB9q247QvS3lt/tD369+/P6dOnKS8vJy0tjSuuuKLdSXRL8WmI+WwLIT67hrCwMMrLy2lsbOT48ePExsaKSXAvw8rKiuHDh5OYmEhdXZ1Fkue0RKvVUlNTIyccqq6upqGhwWxbhUJhEn/t4uKCo6PjZRHPKEkSarWatLQ0jhw5wk033cSOHTvYs2cP06dPp7Ky0qS9YVHVID7j4uIYNWoUjo6O4r4TCPogirZigy5hevUFf//990yePBkXFxd+/PFHRo8ejVKpRK1Wm8SPaTQaPvvsM1544QW5QLuvry933nknt912G9HR0V3ujjR79mw5+29naPnd2rVrF9dcc02Hxzk4OLB27VoWLFjQbrusrCwmTZrEiRMnzO53cXFhy5YtTJ48udNj7mlWrFjB6tWrcXJy4siRIxZPZKPT6di7dy9NTU34+PgwYsQIi5znra91FJYqUNac5fDhYoaG2JOcVgPADVNGoEdBRma1PCZbOxt0Oh2SkYYc6KeipKp9a0Z0lDu1ja0nb9ZWEvf/xbz7W1+goaGBP/74A71ez8CBAwkLCwOE+OxtlJeXc+jQIQBCQ0P7dA3ZS5n8/HzS09MBGD58OL6+vl3S7/ncjwqFAicnJxPx6eTkdNmIT51OR2ZmponbbXJysomlODg4WE5M2L9/f8aNG0dsbKwsQl1dXVtVKRC0EbMiEPRyhCDthUybNo0dO3bwl7/8hccee8wkjrK0tJS8vDzeeustWRza2dlxyy23cOeddzJu3Dh8fHwsMq6LFaQ1NTV888037Nu3j4MHD3L69GlKS0vRarW4u7szdOhQrrvuOubNmydbTjuirq6Ot956i23btpGVlYVarSYgIIBJkybx0EMP9bkJYU1NDWFhYZw+fZq//vWvbNy40eLnPHv2LMnJyUCzdd0Sdfre/baBinprfvsuBYDIYDuOpTe7jMbE+uA9yJfjqc2CVK/TYWNng1ajxfjd6u2hpKap/ZjFuGg3qhpai9Z+znpmXmU+GUhfIScnR56ceXp60tjY2GnxaRCgQnxanvT0dPLz81EqlYwZM6bX1T8WNL+bDEndVCoVY8eOPW8Xa71eb1Z8tjWnMic+e8JduLsx1FnPyckxyXh79OjRNsMGBgwYQHR0NKNGjWLr1q1kZmbi4+PD4cOHzSY6FJggBKmgTyIEaS8kNzeXe++9l//97384OjoyZcoUQkJCKCgooK6ujp07d8oP8vHjx3PnnXdy3XXXERISIlYKLwE++ugj7rnnHgB+++03Ro8ebdHzSZLE4cOHKS8vx9HRkbFjx3b5Kv1H31VTcEbD/3YXABARbMfx9HOTkdtuj+BQSvPKuEGQahrVKIwmbI72CvTK9rPMjolxo6K+9SQvxFfHTdHmSyP0Rs7X8uno6Niq1IoQnz2DTqcjISGB+vp6XFxciIuLuyysXn0NjUbDvn37aGpqwtXVldjY2Db/Tnq9ntraWpP7sba2tk3x6ejo2Gox6HISn4WFhRw6dMjE+tnS5daAl5eXSbbbuLg4+vfvL1s+T506RXR0NGVlZVx11VX8+uuvIpla+4hJoKBPIgRpLyUvL48vv/ySL774gvz8fAoKClAoFPILMDw8nBkzZnDzzTfLQfvQPBmysrJqVa9U0HfQ6/WMGzeOhIQEYmJi2LVrl8UntLW1tSQkJCBJkkVcDbd8Xcz2b8/KtULDgmxJzTgnsMbG+1BY6QCcE6QNtY04OVvT9KdhUwE4ONmib+cOHhvrSnldayEWG6wlPsx8ofiexhBjZixA2xOfBvr168fgwYOF+OyFVFZWcuDAAQCCgoIIDg7u4REJzGHsYh0YGEhISAh6vZ76+noT8VlTU2M2iQ40J99rmXTocrgfDXOR4uLiVuKzuLjY7DHu7u5ERUWZiM+BAweiVCrbna/89NNP3HjjjUiSxCOPPMJLL71kkWu6RBATP0Gf5NJ/avZRBg8ezN///ncmTJjAfffdR0FBAZIk4e7uzvTp05k2bRpjxoxplfTIsApr/HA3iFRB30CpVPLGG28wevRoDh06xMcffyxbTC2Fk5MTAQEBnDp1iuzsbHx9fbs0y6+9DbIYBUxiQwHQGonFP7+7ep0eRzsFTermiY8E2NtBnfl8IM2HtvH73pLQ6HzFp8HSYlxqJTc3l7y8PMrLywkLC7ssJr99DTc3NwIDA8nNzSU3NxcvLy9cXFx6eliCFri7uzNgwAAKCgrIzc2luLiYhoaGNsWnnZ1dK/F5OVjrDOKzvLycpKQkDh06JGe8LSgoMHuMk5OTXOvTUG4lJCSkzTJ27XHDDTfwz3/+k2effdYiISUCgaDnERbSXsz//vc/OX5UoVDwl7/8hZkzZzJ+/PhWZVwkSaKgoACtVsuuXbtwd3dHpVJx/fXXWyRzqsDyzJkzh/fffx9vb2+OHj1q8QmtVqtl7969qNVq+vfv36U1L/+7t4KX158rUh4yyJaMrHNCLGaEC8UaT6DZQmxja01NeS0hQY4UlpybHAb421Fa2fYtfEWsC6V1rSeIt8c30d+9e299g/g0WFguRHyaE5s6nY59+/bR0NCAh4cH0dHRwhuiF6LX69m/fz+1tbU4Ojr2WIkRQTOSJNHQ0NCq3IqhTFpLbG1tW4lP48SClyqGOWFNTQ1HjhwxsXzm5OSYPcbOzo4RI0aYuN5GRER0aa1PvV5PUlISMTExXdLfJYx4GQj6JGJpvRdz1VVXMXjwYKytrbnvvvu44YYbCA8PbzVJPXr0KN9++y0HDhzg999/p6qqCmtrazQaDUFBQdx9993Mnz9fFGvvY6xatYrt27dTXFzM6tWrWbVqlUXPp1KpCA0N5fjx45w+fRp/f/92yw6dD+6upt9ZqYXfbV29FlsHaNL8WX9UktDr9Vi3eELZdmCMaGuBzdI1SC0lPs1hZWVFRESEHPdbVFTUZnkkQc+hVCoZNmwY+/fvp66ujuzsbEJDQ3t6WJcFkiTR2NjYSnxqtebd9q2trdFqtUiShLOzM6NGjbpsFnINQv3o0aMkJSXJ4jMjI8Ps81SlUjFs2DCio6Nly+fw4cOxtbW16MKYUqkUYlQguIQRgrSX89NPP3Hq1ClGjx4tZ2vU6/UolUpqamrYvn07n376KQcOHKCqqgpALhVTXl5OZmYmK1eu5MiRI6xatYqhQ4cKF94+gq+vL8888wyPPPII//73v7n33nsZMmSIxc9ZUFBAZWUl6enpjB07tksmGW4tBKmuhSBVq/W4eSsoqWj+vcFlzqpF6Kyqg69tS6ELYGstYd+Fho0LFZ8G4dkVMZ+enp74+flRVFREZmYm/fr161IXa0HX4OzsTHBwMFlZWZw8eRIvL68uW+QRnMOc+NRozCcxU6lUuLi44OrqKt+Xtra2FBcXk5ycTE1NDcXFxa28kC4FDLU+U1JSZLfbw4cPk5aWZlasK5VKwsPDZfEZFxfHyJEjcXBwEF4ZAoGgSxGCtJcTEhJCSEiI/H9JkuQENzt37uS1117j2LFj8n5fX1/27t1LY2Mj1tbWvP7662zatIlvv/2WhoYGfvrpJ5H0qA+xePFiNm7cSEZGBsuXL+fLL7+06PkUCgXh4eEkJCRQW1tLQUEBAQEBF91vSwupvoWXXH2Djv7WkmEQ6HUGN11Tgans4CurN7Oi7+Zw4dZRY/FpEKDdLT7bIjQ0lNLSUtRqNRkZGRarISu4OAYNGkRJSQlVVVWkpKQwduxYEfd7EajVavl+rKqqorq6GrXafEknlUplkn3axcUFe3t7s+8+Hx8f/P39KSws5MSJE7i7u3d5Le/uRJIktFotGRkZJm63x44do6nJfE3mkJAQ2e02Li6OqKgonJ2dRa1PgUBgccRbsY9hEJKfffYZ//d//ydbkhYtWsSvv/5KRkYGr7zyCo8++igAS5cuJTg4mCVLlvDLL7+wadMm5syZg16vF1bSPoCNjQ1r165l0qRJ/Oc//+HHH3/kxhtvtOg5nZ2dCQgIID8/n6ysLHx8fC46dsrFSYVSCYZcIS0tpLV1WhTogObvpEGQ6nWm7RQdhIC3bA+dd9e9GPHZE6UdrK2tCQsL49ixY5w9e5aSkhK8vLy67fyCzqFUKhk6dCgJCQk0NDRw4sQJIiIienpYfQKNRtPK8tnY2Gi2rVKpbBXzeb6WvLCwMCorK6mrq+PYsWN9Ju7XEOKQnZ1tUuszOTm5zWfYwIEDiY6ONkk65OHhIcSnQCDoEURSoz7KzTffzA8//EBYWBivvvoqN910Ex999BGzZs3CysqKoqIieXKqVqt58803WbZsGaGhoSQlJWFvby+spH2IyZMn89133xESEsKBAwcsnlxDo9Gwd+9eNBoN/v7+REZGXnSfdy9OoaKq2S3Mt58VhaebV+mVSgm9TmLsFf4UVtoBEpomDepGDaFBdhSWnZsQhgfZcvJs2+eIirSnTnIw+d2YIRpGDzE1ybYUn9XV1dTX17fZb0+Lz7aQJIkjR45QWlqKra0tV1xxhbC+9VJOnTpFRkYGANHR0Xh6evbwiHoXWq22lfhsaDCfUlupVLayfDo6OnbJ+6ympobExET0en2XPfu6EkOtz/z8fJNyK0eOHJHDdlri4+MjC0+D9dPHx0eIz0sT8QcV9EnEzKUP8t133/HDDz8AMGXKFDkT780338yNN97Ijz/+yKOPPsr777+PJEnY2Nhw4403snHjRoqKivjll1+45ZZbxIuoD7F27Vp++uknsrKyeOutt1i6dKlFz2dtbc2QIUNITU2lsLAQf39/XF1dL6pPd1eVLEh1RpZMFydrKirV1NU0AXaAAt2fFtLGRtP1I61WD7Rdk1Wrk1rtdrbTUV5ebiJA+6L4NIfBxXrfvn00NTWRlZVFeHh4Tw9LYIaAgABKSkooLy8nJSWF+Pj4y6JkiDl0Oh01NTWyy21796RCocDJyUm+H11dXXF0dLRYbWZnZ2dCQ0NJT0+nsLAQT09PfHx8LHKujjAYDM6cOdOq1mdpaanZYwyZt41rfQYEBAjxKRAIejVCkPYhDBbNrKwsFAoFwcHBLF26FAeHZouQh4cH//jHP/jxxx/ZvHkz999/P2PGjAHA1dUVtVpNY2Mjjo6OPXkZggtgyJAhPPzww7z00kusWbOGmTNn4uvra9Fz+vn5UVBQQHV1Nenp6YwePfqiJjTurtZAs7udsSB1dFBSUQnl5Y0oXFxQKs/FkNbW6zB+TBlqkraFRqOHFrl9stISKVCYtxz0JfHZFvb29oSEhJCRkUF+fj6+vr64ubn19LAELVAoFERGRpKQkEBTUxMZGRldWlqpt6LT6aitrTWxfNbW1pptq1AozN6TlhKfbTFgwADKysooKSkhNTVVjj21JAbxWVpa2qrWZ1FRkdljnJ2diYqKMhGfgYGBF1TrUyAQCHoSIUj7EIYXTFFREZIk0b9/f3x8fNBqtbKb3tVXX82iRYv497//zUMPPURCQgIAXl5e2NraotVq242LE/RennzyST788EPOnj3LM888w/r16y16PoP1LTExkerq6osuL+Lmcu5xozXyoLW3axaAZ4vr6P9nDhFDttyaWh02RusnDY16DHGm5qiorMHVxzQRiTXN33cnJycTN7++KD7bIiAggDNnzlBVVUVqaipjx47t9km8oGPs7e0JCwsjJSWF06dP4+Xl1WPWN0ug1+vNis+2QoN664JQy8WDY8eOERsb22X3lOHzqKqq4siRIybiMy8vz+wx9vb2jBw50iTpUFhYGCqVSohPgUDQ5xGCtA8SEhKCQqGQ09N7e3vL+6ytrVm0aBFffvkliYmJbN68mVmzZvHqq6+SkZGBjY0NUVFRPTh6wYXi4uLC6tWruffee/n444+ZP38+sbGxFj2nq6urSeZJb2/vC3YzNC790ux624yNTfNkSqOWsLeXqDdy09VoJVxsoPHPJJq19ToU7ZxfqzOdmNmqtIwdHdVrJrqWwngCXVdXR15eHkFBQT09LIEZ+vfvz9mzZyktLSUtLQ13d3eLx4RbAr1eT11dnYn4rKmpaVN8Ojg4tBKfvTne2cbGhmHDhnHo0CGqqqrIyckxyXh/PkiSRF1dHcnJyRw+fJhDhw5x5MgRTpw4Yfbzsra2Zvjw4bL4jI2NZdiwYdjY2AjxKRAILkl679tA0CZOTk4olUqampooKSkxEaQAkZGRPPLII/KPi4sL27dvR6FQ8OCDDzJgwIAeGrngYrnnnnt4++23SUxM5JFHHuG///2vxS1hISEhnD17Fo1GQ3Z29gXHKBqXfjF22VUa1XKxVUFti0y5KqUaaJ6wN6oVONjokSTz16y0Mi1m7+GsvGzcV52cnBg8eDC5ubnk5OTg7e0t1y4W9B4Miwf79u1Do9GQmprKyJEje7XQMAiqluLTkOW9Jfb29q3EZ1+Ml/Xw8CAwMJDc3FxSU1MpLi7miiuuaPcYSZJkq6pxzGd6ejo6na5VeysrKyIiIoiOjiYuLo7Y2FhGjBjRZnkagUAguBQRgrQPMmXKFAYNGkRaWho///wzkZGRrV5cd999N59//jmJiYlMnz4daF6ZN2wL+iZKpZI33niDsWPHcuDAAT799FPuvvtui57TxsaGkJAQ0tPTyc/Px9/f/4Lq8zXHkDaj0Z4TnVqjAvbqxlokvWmslpVCg0GQAthZ62lQmxek2hbzPXdH8xPmS5XAwEDOnj1LfX09aWlpxMbGikltL8TW1paIiAiSk5MpKSnh9OnT+Pn59fSwgGZBVV9f30p8mhNT0HwtLcut9EWLb1sEBQVx6NAhnnzySZqamti/fz/9+/cHmj8rjUZDenq6SbmVlJSUNmujhoaGtqr16eTkJO5TgUBwWSPKvvRRNm7cyH333UdAQACfffYZY8aMQaFQoNfrZYvZtm3buPPOOwG45ZZbeOWVV2SXI+N2BkQZmL7D7Nmz2bx5Mz4+Phw9etTiBdwlSWL//v3U1NTg5uZ2QULnwNEKnnnlFAB6jVa+Ef281BSebV4bGxLuhk5pT1X1udt0SJANRWXnxOygAXYUV5i/je3tFAQEesj/jw/TEBtsfiJ9qVJRUcHBgwcBCA8PJyAgoIdHJGiLY8eOcebMGVQqFfHx8djZ2XV8UBciSRKNjY2tyq1otVqz7W1sbFqJT1tbW7NtLyUyMzO58sorqaurY+zYsdx7770cOXKEpKQkkpOT28wQPHjwYGJiYmTrZ0xMDG5ubiLjrcCSiC+WoE8iBGkf5oorriAhIYFbbrmFZcuWceWVV5qIyrq6OpYvX469vT1z584lPDwcrVaLQqGQ4+nS0tJISUnh9ttvF4K0D3H69GlCQ0Opra3l73//OytXrrT4OSsrKzlw4AAAw4YNk60E5tBoNK3qfOYXqflopycKhR6t+pzl0sdDzZnSZkEaHOZB0GBnDqc0yftHRDqTXXiu/ZDBdhSUmL+NlQoICT9X3/GmaDUhvpeXlRSQy/X0lNARdA6NRiOX7DGU67DUM9jgStpSfGqMPBSMsba2Nis+L4d3hKHWZ15enhzzefz4cf773/8CzS7JLWuk+vn5ER0dbVLr08vLS4hPQXcjvmyCPokQpH2YAwcOcNddd3Hy5EmioqJ49913GTlypEmbqqoq9Ho97u7uJr+vqKjgiy++YPv27fzyyy/88ssvTJgwwazlVNA7efHFF1m+fDk2NjYcOHDgghNunA/Hjx/n9OnT2NjYMG7cOFQqlVnxaa6gfX2jgvXbvFBZ6WlqPCcS/X2sKTjdLEAHDnZnwd/8WfvBuRp7IyKdyC48d9tGBNuRd6bt2zhiqAc6ffM7eeaVTfRzuWRu+U6j0Wj4448/UKvVeHl5MWrUqJ4ekqANDGU+oGst2ubEZ1tupCqVqpX4tLOzuyyElGEOVFhYaOJ2m5SURHl5uUlbQ4I3gPj4eK655hpZfPr7+wvxKegNiC+goE8iBGkfZ+vWrbz++uvs37+fiIgI/vWvf7UbJypJEj/88AOffvopu3fv5syZM2i1Wm699VZ27NjRfQM3ori4mMTERBITEzlw4AAHDhygrKwMgFmzZvHBBx+cV38//PADGzZs4MCBA5SUlODl5UVcXBwLFizgpptu6lQfWq2Wd999ly1btpCenk5tbS1+fn5cf/31LFmyhKFDh57vZXY5TU1NDBs2jKysLG666Sa2b99u8XPW1dWRkJCAXq/HwcEBSZLMik9oXVPQycmZ/1t6EntbJdXV5ybG7i5WlFc2W2ncPOzZ+lYkC589TXVts2gdGupI3tlz/Q4dYkdOUdu38fARHjRpFIDEwr80obp0k+u2S3FxMUePHgVgxIgRl1R5kUsNg0VbqVQSHx8v15buLGq12mRRqKqqiqamJrNtraysTMofubi44ODgcFkIKcN8p7i4WBadhoy3Z86cMXuMq6urXOtzxIgR/Otf/yI7O5uIiAgOHjx43n8rgcDCXPo3suCSRCQ16uPcfvvtREZG8vDDDzN69Giuv/56eZ/h5WuYaCQlJbFlyxZ+/fVX0tLSUKvVeHh4MHfuXJ5++mnAfGyppemqibJer2fBggW89957Jr8vLCyksLCQHTt2MG/ePNavX9/uNZaWljJp0iTZPdVATk4OGzZsYPPmzaxbt4558+Z1ybgvFFtbW9auXcstt9zCDz/8wE8//cQNN9zQZf13ZPk0jpsyV9DeycmpVakVV+dC9PpzYtLGWoHWKKuutUqBUqlkRJgdew7V/zkOHca1RztaRFMpJZpQ4GTHZStGAby9vfH29qa4uJj09HQ8PDz6ZKbTy4HQ0FDKy8tpaGjg+PHjxMXFtSkQO+uRAM1J0FqKT0dHx8tKfFZUVJjU+jx8+DD5+flmj3F0dGTUqFFER0fLls8hQ4aY1PocNWoUo0ePJi0tjaVLl1q8HrRAIBBcDghB2sexsrJixIgRfPPNN3KJB0MqfoPoKiws5LPPPuPrr78mOTmZqqoq+djy8nKOHTvG888/z/z58xk8eDDQcwmOBg4cSHh4OD/99NN5H/vEE0/IYjQqKopHH32U4OBgsrOzefHFF0lKSuLdd9/Fy8uLVatWme1Dp9MxdepUWYxOmzaN+fPn4+Hhwf79+3nuuecoLi7mvvvuw9/fv9MWV0tx8803c+ONN/Ljjz+yfPlyJkyYcEEZLjUajZxNs6NJrsEtzWAlHTp0aKfrfLq7qqisPhezNiTIEY1aR3VNcxIVJ4fmPkYaCdKGJj3GglSvk2hvEdjqz7UGt8ssw645wsLCKC8vR61Wc+LECSIjI3t6SAIzqFQqhg4dysGDB6mqqiIvL4/AwEC0Wm0r8dlWAh2FQmFWfF4OIRgG8VlbW8vRo0dNxGd2drbZY2xsbBgxYoRJxtvIyEisra3bffeNGDGCV155hQcffJANGzYwceJEbr/9dotcl0AgEFwuCJfdSwy1Wi0LkoaGBr755hs+++wzEhISZJekIUOGcP/99+Pg4EBTUxMffvghhw8fJiwsjGXLljFnzpxutZQ+88wzxMXFERcXh4+PjzwZg8677GZmZjJ06FC0Wi2xsbH8/vvv2NufKx9SX1/P+PHjOXjwICqVirS0NLMxl5s2bWLu3LkALFq0iLfeestkf1ZWFjExMVRXVxMSEkJaWlqPF3dPT09n+PDhaLVaXnjhBZYsWdJu+/MVn+Ysn1VVVRw6dAg4P3fQp17K4VRhA2fONgJwxy0+nC1uYve+5lit4UPdeOXpIVTX6rj/n0VIEoQG2jI01In9x5uoqpUIDrCmqLzt7+boGDcq660YNlDLNcPMZwu9nCgoKCAtLQ2AmJgYPDw8OjhC0BPodDpSUlI4e7bZP91c4hwDCoUCJyenVvfl5SA+4Vx24OTkZDnm88iRI6Snp5utjWplZcXQoUNNxOfw4cMvOE5WkiRuu+02Dh48yJYtW5gwYUIXXJVA0CVc+u4PgksSYSG9xDCI0d9//50tW7awa9cusrOz0ev1DBgwgH/84x8sWbLE5CU8depUPvzwQ5566ikefPBBrrzySkJDQ9HpdJ2yel0szz777EX38dprr8mlCt58800TMQrg4ODAm2++SXx8PFqtlrVr17YSmwAvv/wy0FwQ/aWXXmq1PyQkhBUrVrBixQqysrL46quvuOOOOy56/BdDeHg4S5Ys4dVXX+WFF17gzjvvlAViSUkJpaWl2NvbX7D4NPcd8PDwwMfHh7Nnz5KRkUG/fv069V1xc1FRdPbcdy8y1Em2aAI4OzX34eJkxWB/a3ILNEwe70TccAduv96etFwtx7M1FJW3va6k/LN7N8dLeu2p0/j7+3P69GkqKytJS0tj7Nix3XJfC9pGr9e3snzW1dWZuKMb36eOjo64urp2eF9eikiShFqtJjU1VY77PHz4MKmpqWYzBCsUCsLDw+WMt7GxsYwaNapLXZUVCgWbNm1CkiT69evXJX0KBALB5YwQpJcYaWlpbN++nW+//ZaUlBQaGhqws7Njzpw5PPHEE3KpDq1Wi0qlQpIkAgICeOCBB0hJSWHr1q089thjfPnll31mwiNJEl9//TXQLM7Gjh1rtt3YsWMJCwsjIyODr7/+mnXr1plMUDIzM2VL0owZM9pMVjF79mxWrFgB0CsEKcDTTz/Nhx9+SFVVFffffz9arZbU1FTOnDnDpEmTWLBggUl7g4XF2MXvfCe5oaGhlJSU0NTURG5ubqey/Lq5qrBSGgnSIY5UGbnwOjueeySNDLdHrZGIHda8uKBUKhgabM3QYGsaNI0cSjdfX1TxpxOEm4MQpND8t46MjGTfvn3U19d3+m8l6Br0ej11dXVysqHq6mpqa2vbjIW2s7OjsbHZg6B///6Eh4f3uBdGdyFJElqtlhMnTpi43R47dkz+TFoSHBxsEvMZFRWFq6urxTPeenp6dtxIIBAIBJ3i8njLXSaUlZWxYMECUlNTqaioAOCmm27iqaeekkWaXq9HoVDIExzDC9vNzY2pU6eyY8cOdu/ezZEjR/pMqYjc3FyKiooAGD9+fLttx48fT0ZGBoWFhSauwQB79uwxadcWvr6+hIaGkpmZyd69ey9y9BdGeXk5hw8f5uDBgxw6dIhDhw5RWtpcKqVl/G1ubi7Ozs4XJT7NYWdnR1BQEFlZWeTl5dG/f38cHR3bPcbd1Vq2iPb3scXN1Ro/H1t5v4uzkSANs8O3n8rspPLO6205ebqB0ipzk/o/BamwkMo4OjoSFBREdnY2eXl5+Pj44Ozs3NPDuuSQJEkWn4afmpoas26k0OyWa+yR4OzsjLW1NdnZ2eTk5HDmzBkCAgJwdXXt5iuxPIZanzk5OXKtz6SkJI4ePUptba3ZYwYMGCC73Rqsn56enqLcikAgEPRxhCC9hPD09CQsLIy9e/cyYsQIHn30Uf7617/K+9uKCzW45jY2NtLY2Ii9vX2bq9G9kdTUVHk7PDy83bbG+9PS0kwE6fn2k5mZSX5+PnV1dR0Ksa4iJyeH66+/ntzcXLP7FQoF/fr1IyAggFtvvZUxY8YQGxtrsdIEgwYNorCwkIaGBjIyMoiKimp3YujuqkJp1bw/ckjzZ9bfSJC6uZx7JA0ZZEPIIPMJmuxtFcy62ZbXtjaiaznXlyQUCgkXYSE1YfDgwZw9e5ba2lrS0tLazeQq6BhJkqivr28lPnU685Z7Ozu7VrU+28p6HBgYSElJCTU1NRw/frzPu1kbxGdBQYGJ+ExKSqKystLsMV5eXrLwNFg/+/fvL8SnQCAQXIIIQXqJ8corrzB48GCWLl0qiySD4Gwr4YVhonP8+HGUSiUajQYXF5duG/PFUlBQIG8PGDCg3bbGRedbpv6/kH4Mk6ywsLBOj/di8PPzk8dtbW3N8OHDZYtBTEwMdXV1TJgwgZKSEhYtWsTVV19t0fEolUrCw8NJSkqirKyMkpISvL2922zv5qKSYzwjQpuzQvfzsMHaWoFGI+Hhdm6CbmXV/qRzcH8rJl1hzbd7TOPIJEnCxV4yiU0VNP+tIiIiOHDgAFVVVeTn5zNw4MCeHlafwFBvt6X4NMStt8TGxqaV+LS1tTXb1hxKpZJhw4axf/9+6uvrycrK6rZnzMViXOvz4MGDstttUlISxcXFZo9xd3cnKipKtnrGxcUREBCAUqkU4lMgEAguA4QgvcRwdXXlySefBM4J0Y5W1ktKSvjoo49444030Ov1XHPNNQQFBXXHcLuEmpoaedtQ+qYtjC2ZLd3CuqofS2JnZ8eWLVsICgpi+PDhZie5f/vb3/j444956qmnuOWWWzq8loulX79+eHl5UVJSQmZmJp6enm1+59zdVCiVphZSpVKBj5ctBaeb8PM9v5I1E0dbk3lKR8apc2ZSSS/h5iKso+Zwc3MjICCA/Px8srKy8PLyapUA7HJHkiSamppMxGd1dbXZBDrQvDDUUnza2dld9DicnJwIDg7mxIkTnDp1Ci8vr16XIdkgPg0hBMYZb40X+IxxcnIiKiqK6Oho4uLiiImJISQkBCsrKyE+BQKB4DJFCNJLFEmSzIoC4/qiarWa48eP8/XXX/PJJ5/Q1NREUFAQS5cu7ZIJVXdh7F7cUQ1OYwHXMttsV/VjaWbMmNHu/jVr1vDVV19x+vRpXnrppS7JYtwRYWFhlJWV0dDQQF5eHsHBwWbbubtYo1CAvZ2SwQPPCaH+3rYUnlET4Nd5KxI0uyjfM8mWFzY3UPvnn0Gnl0T8aDuEhIRQUlJCY2Mj6enpjBo16rIWAubEp1qtNttWpVKZFZ+W+vwGDRpESUkJlZWVpKSkEB8f32MJjgzis7q6ulWtz7ZCCOzs7Bg5cqRJ0qHw8PAOa30KBAKB4PJCCNJLlLZe9obf5+Tk8Ouvv7Jt2zZ++eUXoNl6snLlyj5XU81YPLc1kTTQ1NQkb7e0DLXspz1R3l4/PY2fnx9PPPEEjz/+OG+88QazZs2yuMXb3t6ewYMHk5OTQ15eHn5+fmY/F2cnK1RWCsKCHU2y7fr52OJgX4eTw/k/klwclfztJlvWf9mEBOh1ksiw2w4qlYrw8HCOHDlCaWkpZ8+exdfXt6eH1S2o1epW4tP4XjbGysqqlfi0t7fvViGlUCgYOnQoCQkJNDY2kpGRwdChQ7vl3IYY2Za1PjMyMsxmCFapVAwbNsyk1uewYcOwtbUV4lMgEAgE7SIE6WVGSUkJ+/bt44svvuCrr76S3U3/9re/8fzzz5vERvaVSYRxttCO3Gfr6urk7ZaurC37aU+QttdPb2Dp0qW8++675OTksGLFCj777DOLn3Pw4MEUFRXR2NhIZmYmI0eObNVGqVTgYG9F8CDTz9bXxxZX5wt/HA0NVDE+Wseuw1q0OmEh7QgvLy+5jmx6ejoeHh4degX0NTQaTSvx2VayNqVS2Up8Ojg49IpnoIODA0OGDCE9PZ2ioiK8vb3x8vLq0nMY3JRTUlJk8ZmUlERaWprZOFlD7LjB7TY2NpaRI0f2ms9MIBAIBH0LIUgvE+rq6jhy5AjffPMN27ZtIy8vD4AxY8bw5JNPcvPNNwPnysL0pUmFcQKituKWDBgnMjJOcGSun/YKnhv6USgUHSZA6gns7Ox49dVXue2229i5cye//vor1113nUXPaWVlRVhYGEePHqW4uJjS0lKzn6GDg5KIIaYi3u/PEjAXw5Srbcgu0KPVCkHaGQxu1hqNhhMnTnSb5c0SaLXaVuKzLVd6hUJhUgLJxcUFR0fHNpO+9QYGDBhASUkJZWVlpKamEh8ff8ELCIZan+np6SQlJcmut8ePH2/TWjxkyBCio6PlpEPR0dE4OTn1uXeFQCAQCHonQpBe4kiSRHJyMrt27WLr1q3s378faK6l+fjjjzN79mwTC19vnpS1RWRkpLydnp7eblvj/REREe32014dVkM/AQEB3Vby5Xy59dZbmThxIj///DOPPvooCQkJbZaZ6Cq8vLzw9PSkrKyMjIwMPDw8Wn2nHOysiBhi+pn5etvi5nJxZS1UVgpmT7bly991ONsLQdoRtra2hIWFkZKSQlFREb6+vnh6evb0sDpEp9NRU1NjIj6NPRaMUSgUODk5mYhPJyenPvecUygUREZGsm/fPtRqNXv27OHaa6/t8DhJktDpdOTk5JjEfB49epT6+nqzxwwcOJCYmBiTpEMeHh5CfAoEAoHAYghBeomjUChYu3YtH374ofy7JUuWsHTpUgYNGtSDI+s6AgMD8fPzo6ioiN27d7fb9vfffwfA39+fwYMHm+y78sor5e3du3dz1113me3jzJkzZGZmAjBu3LiLGLllUSgUvP7664wYMYL09HQ2bNjAAw88YPFzhoWFsW/fPurr6zl58qRJrVeAwIF2ODuZPnr6+9ji7nbxYtnbXclfRkuIeXPn6N+/P6dPn6a8vJy0tDTi4+N7Vb1LvV7fSny255ZvTnz2puu5GOzs7AgLC+PFF19k8+bNvPTSS8ybN0/eb6j1eerUKQ4dOiS73SYlJVFdXW22T19fXznm02D99PHxEeJTIBAIBN2KEKSXAfHx8Xz44YdMnjyZxx57jCuuuKKnh9SlKBQKpkyZwttvv016ejoJCQmMHTu2VbuEhATZsjllypRWE67Q0FAiIiJIS0vj888/55VXXsHBwaFVPx988IG8PXXq1K69mC4mIiKCBx98kNdee43nn3+eGTNmdHn8WUscHR0ZNGgQeXl55Obm0r9/f5N43OjhrWvc2tlaETyo9Wd9IQT2vzQESHegUCiIiIhg3759NDQ0kJ2dTWhoaI+MRa/XU1tb20p8mkugA83fM2Px6ezsfMmIz7bw9fXlxIkTqNVqnnzySUaNGsWZM2dk62dSUhKlpaVmj/X09JRrfcbExDB69GgGDBggxKdAIBAIehxFWy/7S5jL7oIBfvrpJyZMmGCRxCWG71BXTWry8vJkq9qsWbNMBGBbZGZmEhkZiU6nIzY2lt9//90ky2tDQwNXX301Bw8eRKVSkZqaypAhQ1r1s2nTJubOnQvAAw88wLp160z2Z2dnEx0dTXV1NSEhIaSlpfVYGYbOUllZSWhoKCUlJdx7772trskSaLVa/vjjD5qamvDx8WHEiBEdHpObX09gQNeIUsH5kZeXx4kTJ1AoFIwePRoXl9aLBl2JXq+nvr6e6upqqqqqZPGp1+vNtre3t2+VdKi333ddheH5WlpayuHDh9m3bx/r16+nurpatnC3xMXFhVGjRslWz9jYWIKCglAqlUJ8CgSXNuIGF/RJhCAVXBQ6nU62Suj1epRK5Xln6N2zZw9ZWVny/0tLS1m2bBnQ7BJr7JYGMHv2bLP9rFixgtWrVwMQFRXF8uXLCQ4OJjs7mzVr1pCUlCS3W7VqVZvXM378ePbu3QvA9OnTmT9/Pu7u7iQmJrJy5UqKi4tRKpXs3LmTm266qdPX2ZNs3LiRBQsWoFAo+N///kdUVJTFz3nmzBmOHTsGIMehtYfh+yPofvR6PYmJidTU1ODs7Mzo0aO77G9hKB/SMulQW+LTzs6ulfi0dOxzb8HwPq6qqpLjPQ2utydPnpTbhYSEyM9Ma2trOdGQQXyGhYWhUqmE+BQILj/ETS/okwhBKrggjIUowKpVq8jLy2PDhg3n3dfs2bPZvHlzp9u39Z3V6/XMnz+fTZs2tXns3Llz2bBhQ7uT7dLSUiZNmsSBAwfM7re1tWXdunWthHJvRqfTERcXR1JSEvHx8fz8888Wn6xKksShQ4eoqKjAycmJMWPGCMHZi6murpaTng0ZMqRVjHVnkCSJhoaGVuJTp9OZbW9ra9tKfF5q5WfaQ5Ik6urqSE5ONon7PHHihNn2NjY2DB8+nOjoaI4dO0ZCQgJOTk4kJye3itUWCASXJUKQCvokQpAKzouWZWG+//57nnvuORISEgD45ZdfuPbaa8/L2tVVgtTA999/z4YNGzhw4IBceiQuLo777ruv0xZNrVbLxo0b+eSTT0hLS6Ourg4/Pz+uu+46HnrooT5ZImPPnj1cddVVALz//vvMmDHD4uesra0lISEBSZIIDQ29ZBJpXapkZmZy8uRJlEol8fHxZmOoDUiSRGNjYyvxaa5uJTRb8lxdXU1iPtur9XupYfi8jh8/bhLzmZ6eblawW1lZERERIScciouLY/jw4djb26NQKKiqqmL48OHk5+czfvx4/vvf/4oFH4FAIASpoE8iBKmgU0iShF6vl62i6enprFy5ks8//xydToetrS1NTU0EBQWZuN8Kehd//etf+fTTT/Hz8+PIkSPdUrImIyODU6dOoVKpuOKKK7C1tbX4OQUXhk6nkxMceXh4EB0dLS8+mROfGo3GbD8qlQoXFxcTAWpra3vZuJBKkoRGoyEtLc3E7TYlJQW1Wt2qvUKhIDQ01CTjbVRUlFzrsy1+/fVXrr/+egDWrl3Lww8/bKlLEggEfbFM+NMAAE/USURBVIPL4yEruOQQglTQIcbuubW1taxZs4a3336b8vJyrK2tsbe3lxOSqFQq0tLSCA4O7uFRC8xRUFBAWFgY9fX1LF++nKefftri59RoNPzxxx+o1Wr69+/PsGHDLH5OwYVTVlbG4cOHgea6spIkUV1dbVZIQbP4dHZ2NnG7NVjxLgcMtT5PnDghC8/Dhw+TnJxMQ0OD2WMCAwPlmE+DCHVzc7ugjLeLFy9m3bp13H777Xz++eeXzecuEAjMIh4Agj6JEKSCNmkZJ/rRRx/xwgsvyKVTnJyciIuLo6CgQI55evnll/n73//eI+MVdI7nnnuOp556CltbWw4fPnxBsYLnS1FRESkpKQDExcXh5uZm8XMKOodGo2ll+WxsbDTbVqlUtor5dHBwuGxEkKHWZ15enhzzefjwYY4ePUpNTY3ZY/z9/YmOjjap9enl5dVl5Vbq6+vZsWMHM2fOvGz+DgKBoE3EQ0DQJxGCVNAKw6TLEI/0xx9/8K9//YuffvoJaE5EMmjQIObPn094eDhPPPEEycnJXHvttXz22Wd4enr25PAFHdDY2EhkZCS5ublMmTKFTz75xOLnlCSJAwcOUFVVhbOzM2PGjBGT5x5Aq9W2Ep9tWfEMODg4EBgYiIuLC46OjpfN383wbiwsLOTw4cMmcZ/l5eVmj+nXr5+J221sbCz+/v6i1qdAIOguxING0CcRglRggrFVtKioiOeee47NmzfT0NCASqXC29ubG264gSVLljB8+HBmzpzJ9u3bcXR05Msvv2TixInnXfZF0P189dVXTJs2DYCdO3dyzTXXWPycxllcw8PDCQgIsPg5L2d0Ol0r8VlfX2+2rUKhwMnJSbZ6urq6UlNTI1u1o6Ki6NevX3cOv1sxvAeLi4tlq+fhw4c5cuQIZ86cMXuMq6srUVFRsvCMi4tj0KBBotanQCDoScTDR9AnEYJUAJgKUUmSeP3113nllVcoLCxEoVDg5uZGXFwcCxcuZMqUKQBs2rSJRYsWIUkSTz31FE8++WRPXoLgPJAkiYkTJ/Lrr78SERFBQkICKpXK4udNS0ujoKAAlUrFuHHjLqsSH5ZEp9NRW1srC8+qqirq6urMtlUoFDg6Opq43To7O7fK0CpJEklJSZSVlWFnZ0d8fHy3fEcsjeGdV1FR0arWZ35+vtljHB0dGTVqlIn1c8iQIaLWp0Ag6G2IB5KgTyIE6WVOyzIuO3fuZOXKlXINTgcHB8LCwpg9ezZz586Vy0D8/vvv3H777ZSWljJs2DC++eYbBg8eLKyjfYiUlBRGjhyJTqfj5ZdfZuHChRY/p0ajYe/evWg0Gvz9/YmMjLT4OS819Hq9ifisrq6mtra2zXJI5sSncWx4ezQ0NLBv3z50Oh0DBw4kLCysKy/F4hg+k9raWo4cOWIiPrOzs80eY2try4gRI+SkQ7GxsURGRmJtbS2ebQKBoLcjHlKCPokQpAKg2XL17LPPsn37dvR6PdbW1gwYMIDbbruNBx54gKCgIJP2S5Ys4e2336Z///589NFHjB8/vodGLrgYlixZwptvvombmxtHjx7tFrfMgoIC0tLSABg9ejSurq4WP2dfRa/XU1dXZyI+a2pq2hSfDg4OrcTnxVo1T548SWZmJtD7/16SJNHQ0MCxY8dMxGdGRgZ6vb5Ve5VKxdChQ+WkQ4Zan3Z2dkJ8CgTdwMGDB/n+++/Zs2cPqamplJSUYG1tjZ+fH+PGjWPu3LlceeWVne7vhx9+kOuQl5SU4OXlRVxcHAsWLDivOuTvvvsuW7ZsIT09ndraWvz8/Lj++utZsmRJb69DLh5cgj6JEKQC1q9fL1vHlEolnp6eTJgwgUWLFslC01BXz8bGhjfeeEOud/fXv/6VjRs3Ymtra7YouyRJ1NfX4+joiF6vF4XbexkVFRUMGTKEsrIy5s2bx+uvv27xc0qSRGJiItXV1bi6uhIXFycm/zR/LubEpzkhBWBvb99KfFpbW1tkXIa/l5OTE2PGjOkV97EkSajValJTU00SDqWkpKDValu1VygUhIeHy263cXFxjBw58rJK1CQQ9Cauvvpq/ve//3XY7p577mHjxo3thnjo9XoWLFjAe++912abefPmsX79+nafX6WlpUyaNEn2EmuJra0t69atY968eR2Ou4cQDzNBn0QIUgH79+8nPj4eJycnoqKimD9/Pnfffbc8STMWkuXl5UydOpU//viDq666ii+//LLNEh41NTX88ccfbNy4kbVr1xIQECBcensh77zzDgsXLkSpVLJ3715GjBhh8XNWVVWRmJgIQGRkJP7+/hY/Z2/CsFDTUnzqdDqz7W1tbVuVW+nO+Nuamhr279+PJEmEhIQQGBjYbeeG5s9Lq9WSmZlpYvk8duxYmyVqgoODTdxuo6OjcXFxERlvBYJeQkhICNnZ2fj5+XHHHXdw1VVXMXDgQHQ6Hfv27ZPzWADMnDmz3YzwK1asYPXq1UBzErZHH32U4OBgsrOzefHFF0lKSpLbrVq1ymwfOp2OCRMmsGfPHgCmTZvG/Pnz8fDwYP/+/Tz33HMUFxejVCrZuXNnpy2u3Yx4uAn6JEKQCgB4/PHH0el0LFu2THbbNE50pNfraWpqYu7cuWzduhWAN954gwcffBCtVmviFtjU1ERaWhoff/wxmzdvpqysjMmTJ/PNN990/4UJOkSn0xETE8PRo0e58sor+fHHH7tlwp6SkkJRURHW1taMGzfOIta93oAkSTQ2NrbKeGvOigdgY2PTSnza2tp286hbk5WVRW5uLkqlkrFjx+Lo6GiR8xjKTmVnZ5tkvE1OTqa2ttbsMQEBAa1qfXp6egrxKRD0YiZPnsw999zD9OnTzca1l5aWMm7cODlkYPfu3Vx99dWt2mVmZjJ06FC0Wi2xsbH8/vvv2Nvby/vr6+sZP348Bw8eRKVSkZaWRkhISKt+Nm3axNy5cwFYtGgRb731lsn+rKwsYmJiqK6uJiQkhLS0tN6Y6E088AR9EiFIBYCpFbRloiMDv/76K7NmzeLs2bM88MADvPbaa636yM/PZ8eOHbzzzjtkZGQAMGTIECZPnsw///lPnJ2du+V6BOfH77//Lrtnf/jhh0yfPt3i51Sr1ezduxetVktAQADh4eEWP6elkSSJpqamVuJTo9GYbW9tbW1WfPZGEaXT6UhISKC+vh53d3diYmIuepwG8VlQUMChQ4dMrJ9VVVVmj/H29m5V67N///5CfAoElyA7d+7klltuAWDx4sW88cYbrdosWrSIt99+G4B9+/YxduzYVm0SEhKIj4+X27cUm9DsrZOWloaHhwf5+flyEkdjVq9ezYoVKwD4/PPPueOOOy784iyDeAgK+iRCkApMaBnnaXCxzc3N5ZZbbiE1NRUfHx+++OILrrjiCrldWVkZu3fv5u233+bXX38FwM3NjWnTpnH77bcTGxt7SdcxvBS46667+OyzzxgwYABJSUlmX8ZdzalTp+SFi7Fjx/a5BQtz4lOtVpttq1KpWonPvpY8p7y8nEOHDgEQERHBgAEDOn2s4V1z9uxZWXwayq6UlJSYPcbd3d3E8hkXF0dAQICo9SkQXCbU1dXh5OQEwKRJk/juu+9M9kuSxIABAygqKiI8PFxOmGeO8PBwMjIy8Pf3Jz8/3+QZkpmZKWcRv//++2WB25IzZ87Qv39/oGM34h5CPBgFfZJe52sg6FlaBvsbHtgffvghGRkZ2Nvbs2bNGlmM1tfXc+TIETZt2sTmzZvlGLibbrqJO+64g2uuuYZBgwZ170UILoiXXnqJb775hoKCAl599dVuqSs7YMAACgsLqa2tJT09ndjY2F4rNNRqdSvx2dTUZLatlZUVzs7OJuLTwcGh115bZ/Hw8MDf35+0tDQeeughXn31VbP3t0F8lpWVkZSUZJJ0yBAT1hJDDLux+AwKCsLKyqrPf24CgeDCMH7GmnPrzc3NpaioCKDDbP/jx48nIyODwsJC8vLyTGLhDXGjHfXj6+tLaGgomZmZ7N27t9PXIRAI2kcIUkGbGKyjP/30E6+88go6nY6JEydy2223odVqOXHiBNu2bWPDhg3yCyEqKooZM2Zw0003ERERccnGBV6KBAQE8Nhjj/HMM8+wdu1a7rnnHgYOHGjRcyqVSsLDwzl48CCVlZUmq889iUajoaamxkR8NjQ0mG2rVCpbic9LOXNrSEgId9xxB3l5eTQ2NrJz504AqqurW9X6zM3NNduHnZ0dI0eONHG9jYiIQKVSXbKfm0AgOH92794tb0dERLTan5qaKm93FPZhvD8tLc1EkJ5vP5mZmeTn51NXV2exeHqB4HJCCFJBmygUCkpKSli9ejW1tbUMGjSIJ598EkmS+PDDD3nnnXc4ePAggJwlb8qUKcTExPQ510tBM8uWLWPTpk2cPHmSxx9/nI8//tji53R3d8fX15czZ86QmZmJl5dXtyaK0Gq1rcRnfX292bYKhcKs+OwNZVC6C2trax566CGWLl3Krl27+Otf/0pGRgaZmZlm66NaW1szbNgwk4y3w4cPx8bGRohPgUDQJnq9Xs6cCzBjxoxWbQoKCuTtjkIIAgIC5O38/PyL7scQ/25w9RUIBBeOEKSCdtm8eTO7du0CmmuO1tbWMmfOHL766iug2dJx6623cvvtt3PllVfi6+vbg6MVXCz29va8/PLL3HHHHXz11Vfs3r27QzeormDIkCGUlJSgVqvJyckhNDTUIufR6XStxGddXZ3ZtgqFAicnJxPx6eTkdFmJT0OSppSUFNnt9vDhw6SmpjJkyBBOnDjBd999J7vqK5VKIiIiiI6OJi4ujtjYWEaOHIm9vb0QnwKB4LxYu3atXB5s2rRpxMTEtGpTU1MjbxtiTdvC2JLZMmN3V/UjEAguDCFIBW2ya9cunnvuOQC8vLw4deoU06ZNo7KyEoCrrrqKO++8k+uvv54hQ4bIE05Ra7RvM336dCZMmMCuXbtYtmwZf/zxh8UtlnZ2dgQFBXHixAlOnTqFn59fh5OCjtDr9WbFZ1uJ3BwdHXF1dTURn+Zili5VDLU+09PTTdxujx8/bjZWtqCgAKVSiU6nY+zYsaxevZqoqKjLTrQLBIKuZ/fu3Tz22GNAc2bttpIMGdch7qg2s3H5rJYhGF3Vj0AguDCEIBWYRZIkNm/eTHV1NY6OjlRUVLBlyxYAQkNDmTFjBpMnT2bEiBHY2dkBzQJAkiSsrKxkUdpWCRlB70WhUPD6668TFRVFSkoKmzZtYsGCBRY/78CBAykqKqKuro6MjAyio6M7/b3R6/XU1dVRVVUli8/a2to2xaeDg4OJ5dPZ2bk31pOzGJIkodPpTGp9JiUlcfTo0TbdlQcNGtSq1ufWrVt58MEHSUhIwMrKChcXl26+EoFAcKmRkpLC1KlT0Wq12NnZsW3bNry9vc22Ncw/gDYznBswXlgzrlNqrh/j/59PPwKB4MK4fGZggvNCoVBw5ZVXsnnzZtml0dXVlenTpzN9+nTGjBmDh4eHyTEGq0hFRQVqtRp7e3sxQe2jjBgxgvvvv59///vfrFy5kttvv73V37urUSqVhIWFcfjwYcrLyykuLsbHx6dVO0mSqKurM7F81tTUoNfrzfZr+B4ai8/LKdmWodbnqVOnTGp9HjlyhOrqarPH9O/fX475jImJIS4uDm9v71aLSwsXLuTTTz9l7969zJ8/nyNHjphYDwQCgeB8yM3N5YYbbqCiogIrKyu2bt3K1Vdf3WZ743wVHbnPGodntPTAadlPe4K0vX4EAsGFIQSpoE3mzp3La6+9RkpKCpMmTWLGjBlMmDDBbObVoqIiTpw4wVdffcX333+Ps7MzBQUFjBs3jmuvvZY5c+Z0S13LC6GzVrjx48fL8bRt8cMPP7BhwwYOHDhASUkJXl5exMXFsWDBAm666aYuGG338a9//YtPP/2U8vJynnvuOV599VWLn9PT0xNvb2+Ki4vJzMzE09OzVa3PmpoaOWaxJXZ2dq1qfV5u4hPg9OnTJuIzKSmJsrIys8d4enq2qvU5YMCATnk2KJVKNmzYQFRUFOnp6axatYpnn322y69LIBBc+hQVFXH99ddTVFSEQqFg06ZNTJkypd1jjBMQGScmModxIiPjBEfm+mmvbrqhH4VCcV61mAUCQdsIQSpoly1btrBjxw6mTp0ql2WA5sykKpWKuro69u7dy7Zt29i+fTtVVVUmx+/YsYMdO3aQmJjIsmXLGD58ODqd7pKLzdPr9SxYsID33nvP5PeFhYUUFhayY8cO5s2bx/r16/tMfJ2npyfPPfccDzzwABs3bmTOnDkMGzbMYueTJImGhgbc3d0pLi6msbGRXbt2tel2a2Nj00p8Xk7WOcPnUlJSIicbMojP06dPmz3GxcVFrvVpSDoUGBiIUqm8YLf6yMhIHn/8cX755RfuuuuuC74egUBw+VJaWsrEiRPJyckB4M033+See+7p8LjIyEh5Oz09vd22xvtblpBp2c+oUaM67CcgIECUfBEIughFW5O9S5jL7oIvlsbGRhP3Fb1eL4uqjRs38vLLL3PixAkAgoODCQ8Px9HRETc3N44dO8a+ffsAuP766/npp5+A3pX4yDCOhQsXsmjRojbbOTo6mtQtM2bFihVyevqoqCgeffRRgoODyc7O5sUXXyQpKUlut2rVqi6+Asuh1WqJjo7m2LFjXH311Xz//fdd8nczZG81WD0NsZ9ardZse2tr61bisz2XqksNw3O6srKSI0eOmGS8PXXqlNlj7O3tGTVqlFzrMy4ujtDQUIvU+tRoNFhZWfWZxRaBQNB7qKqq4tprr+Xw4cMArF69muXLl3fqWEmSGDBgAEVFRYSHh5OWltZm24iICNLT0/H39yc/P9/kOZiZmSmXb7n//vvbTKJkXCt75syZfPLJJ50aZzfSOyZWAsF5IgSp4IJoampi+fLlvPHGG0BzLck5c+Zwyy23EBQUZOLGsm7dOl566SXy8/N5/fXXWbx4ca+ykhpeSs888wz//Oc/z/v4zMxMhg4dilarJTY2lt9//90k0UF9fT3jx4/n4MGDqFQq0tLSCAkJ6arhW5xdu3ZxzTXXAPDxxx8zderU8+6jpdttdXV1mwkoVCoVzs7O1NTUoNVqcXd3JyYmptcsYHQHhjjZo0ePmlg+DQs/LbGxsWH48OGy+IyNjWXo0KGi1qdAIOjV1NfXc8MNN7B3714AnnjiCTm7f2dZtGiRLCD37dvH2LFjW7VJSEggPj5ebv/WW2+1ahMZGUlaWhoeHh7k5+ebDTNavXo1K1asAODzzz/njjvuOK+xdgPigS/okwhBKrggPv74Yx544AFqamq46qqreOihh7juuutwdXWV26jVamxsbGhqamLjxo0sWbIEf39/UlJScHFx6TVW0osVpF31MuzN3HHHHWzfvp2BAwdy+PDhdjMLqtXqVuLTXNkQQM7MavxjqFlZUlLCkSNHABg1ahReXl6WuLQeR5IkGhsbOXbsmIn4TE9PN5uoycrKisjISDnpUFxcnJztujfcTwKBQNAZ1Go1t9xyi+w59dBDD/Haa6+ddz+ZmZlERkai0+nMLgo3NDRw9dVXy4vChjrKLdm0aRNz584F4IEHHmDdunUm+7Ozs4mOjqa6upqQkBDS0tJ6Y3Z28RIQ9EmEIBWcFzqdjoqKCq655hpSUlJwcnJi48aNTJ06td3aXenp6UydOpWcnBw2bdrE3Xff3Y2jbp+LEaTn4y4UHh5ORkaGWXeh3s7JkycJDw+nsbGRJ598Ul4hLikp4cCBA0RERMji07iemzFKpbKV+HRwcGj3c0hKSqK0tBR7e3vi4+N7jVX9QpEkCY1GQ1pamonbbUpKChqNplV7hUJBaGioidvtqFGjcHJy6lPfH4FAIGjJ9OnT+fLLLwG49tpree2119p9rtnY2BAaGmp2X8uwmeXLl8thM2vWrOlU2IxOp2P8+PGytXb69OnMnz8fd3d3EhMTWblyJcXFxSiVSnbu3NlbExWKF4OgT9LrlnYEvRsrKytyc3PJycnB1taWVatWceedd3Z4nKenJxqNBp1OJ2dINY5F7avk5uZSVFQENGfhbY/x48eTkZFBYWEheXl5bcaj9kYGDRrEQw89xJo1a/j000/Zs2cPGRkZcvKcDz/80KTEj0KhwNnZ2UR8Ojo6nvffOywsjPLychoaGjh58iRBQUFdel2WxFDr88SJEybi89ixY20WUw8MDDRxu42OjsbNzU3U8hUIuoni4mISExNJTEzkwIEDHDhwQM5QPWvWLD744IMO+/jggw+49957O3W+999/n9mzZ7fbpr6+nnXr1rFt2zays7NpamoiICCAm2++mSVLljBo0KBOnau3YRCjAP/9738ZMWJEu+0HDRpEXl6e2X3PP/88xcXFbNq0iaSkJLMJ1ubOnduuO7CVlRU7duxg0qRJHDhwgC+++IIvvvjCpI2trS3r1q3rrWJUIOizCEEqOG/27t1LQ0MDvr6+3HjjjUDb4tLw+/LychobG9Hr9Zw9exag14nRbdu28fnnn5OXl4eVlRW+vr5cccUVzJ49W46hbElqaqq8HR4e3m7/xvvT0tJ6tSCtr68nKSmJgwcPyj8ZGRlAs9tSdna23NbKyoqKigoiIiJk8enk5NQlf18HBwcGDRpEbm4uubm59O/fv1cWIjfU+szNzeXw4cOyAD169Cg1NTVmj/H3929V67Nfv35CfAoEPYi52sc9SVZWFpMmTWoVP56RkUFGRgbvvvsuW7ZsYfLkyT00wt6BUqnkvffeY/r06XLptdLSUvr160dcXBz33Xdfp0Rkv379+OOPP9i4cSOffPIJaWlp1NXV4efnx3XXXcdDDz3E0KFDu+GKBILLCyFIBeeNp6cnVlZW2NjYyEWh2xIfht9v375dtqZde+213TPQ88RYXELzRCArK4sPP/yQ2267jQ8++MAkRhZM6551VI/MuO6ZcT203saNN97Izz//bDZ+UaFQYGdnx+DBg5kwYQKTJ08mLi7OoqnvAwMDOX36NI2NjWRmZjJy5EiLnaszGMRnYWGhifhMSkqioqLC7DH9+vWTrZ4G8enn5yfEp0DQixk4cCDh4eFyjOOF8J///Ac/P78297f33qipqeHmm2+Wxej8+fO56667sLe357fffuOFF16gurqaO++8k71797ZbqqQ3YomQsUmTJjFp0qSL6kOlUrFw4UIWLlzYRaMSCAQdIQSp4LxxdHTEysoKlUpFWVkZvr6+bbbVaDR88803rFu3DkmSGDt2LOHh4b3KXdfBwYFbb72V6667jvDwcJycnCgpKWH37t288847lJWVsWPHDqZMmcLPP/+MtbW1fKyx9csgztvCWLTV1tZ2/YV0EXZ2duj1ehQKBeHh4cTGxso/I0eOZNKkSfz++++oVCrWrFlj8bhOKysrQkNDSU5Opri4mLKyMjw9PS16TgOGCVNxcbEsPA8dOsSRI0dkS39L3NzcWtX6HDRo0EXV+hQIBN3D008/TVxcHHFxcfj4+Fx0eEVoaCiDBw++oGNfeuklMjMzAXjxxRdZtmyZvC8+Pp4JEyYwfvx46uvrefjhh9m1a9cFj1MgEAh6EiFIBefN5MmTGThwIFlZWezcuZOgoCDs7e3lrLoG9Ho93377Lc8//7w8eb/33nt7XSHpwsJC3NzcWv1+4sSJLF68mJtuuomkpCR2797N22+/zZIlS+Q2xgl82kvqBM2xJwbaiiHsDTz22GMsXbqUqKgok7hQA6+//joxMTEcO3aM999/n3nz5ll8TN7e3nh6elJWVkZ6ejrx8fFdvqBhEJ8VFRWy8DTEfRpbwo1xdHQkKiqK6Oho4uLiiImJYciQIVhZWQnxKRD0QZ599tmeHgLQvJhrKKsWERHBP/7xj1ZtrrjiCubOncv69evZvXs3Bw4cIC4urruHKhAIBBeNEKSC88bGxoannnqKWbNm8fLLLyNJEvfff78s6vLz88nPz+e9997j/fffB5qtbk8//TTz58/vwZGbx5wYNeDj48P27dsJDw9Ho9Hw5ptvmghSOzs7ebutupoGjEuf9MY4SAPmytYYM2rUKBYsWMA777zDv/71L6ZPn467u7tFx6RQKAgLC2Pfvn3U19dz6tSpC7Y6wDnxWVNTw9GjR03EZ05OjtljbG1tGTFihEnG24iICKytrYX4FAgEXcpvv/1GVVUV0JxMqa0FuNmzZ7N+/XoAvvrqKyFIBQJBn0QIUsEF8X//93/s2LGDr776iscff5ytW7cyYsQIzpw5g42NDXv27KG6uhqA2NhY5s2bx6xZs4DmlV9ra+teU4e0I4KCgpg4cSLff/89WVlZFBUVyTFBzs7OcruO3HDr6urk7Y7ce3s7K1euZOvWrZSVlfH888/z8ssvW/ycjo6OcpbFnJwcfHx8Oi3sJUmioaGB5ORkE7fbjIwMs7GyKpWKoUOHmmS8HTFiBLa2tn3iOysQCPo2e/bskbfby+AeGxuLg4MD9fX1crkSgUAg6GsIQSq4YF566SW8vLzYuHEjycnJJCcnm+wPCgri+uuvZ/LkyYwfPx5bW1skSZJjMPvSxD4yMpLvv/8eaHbxNQhS44QUbbl1GjBOZGSc4Kgv0q9fP/71r3+xZMkSNmzYwL333tstmQcDAwPJzMzkgw8+4N///jfbt29v1UaSJNRqNSkpKRw+fFi2fKampqLValu1N8TKGoRnbGwso0aN6rBGqkAgEHTEvffeS0ZGBqWlpbi4uBASEsL111/PwoUL8ff3b/O4zmZwV6lUhISEkJyc3G4dbIFAIOjNCEEquGCCgoJ4++23GT9+PP/973/57bff8PHxoa6ujpkzZxITE0N4eLgs2pqamqivr6e4uJj//Oc/+Pr6IkkS8fHxDBw4sIevpn3aEiaRkZHydnp6ert9GO+PiIjomoH1IAsXLmT9+vWkpKTw6KOPsnPnTosLOJVKRVFRkbw48P333zNx4kQyMzNb1fo0dpE2JiQkRC63EhsbK8fKioy3AoGgqzFONFRWVkZZWRn79+/nlVde4bXXXuO+++4ze5xhgdPR0bHdsBJoXuBMTk6mpKSEpqYmk3wFAoFA0BcQglRwUSgUCmbOnMnMmTMB5LpfLTl8+DC7d+9m9+7dfPPNNyb7lEoljzzyCHfccQcxMTHodDqLZ249X4xXq41T+AcGBuLn50dRURG7d+9ut4/ff/8daK4/eTHxj70FlUrF66+/zvXXX8+uXbv49ttvufXWWy12PkO5lauvvprIyEhSU1N5+OGHqaqqatNdOiAggJiYGJOkQ56enkJ8CgQCixIUFMS0adOIj4+XPWJycnL44osv2L59O42Njdx///0oFAoWLFjQ6nhDBvfOhHe0zOAuBKlAIOhrKCxRB6qXc9ldcHdgiAc1/GvIuFtRUcF3333Htm3b+O2332Th4ObmRnV1Ne7u7pSVlWFra8uwYcP49ddfcXFx6VVlYXJzcwkPD0etVhMcHExWVpbJ/kWLFvH2228DsG/fPrNJgRISEoiPj5fbv/XWW5YfeDcxbdo0vvrqKwYPHsyhQ4dMEj1dKAbxmZ+f36rWZ1VVFf379+fs2bMm8Z/e3t6tan36+voK8SkQCC4Y47Ivs2bN4oMPPujwmKqqKtnrwhw7d+5k2rRpaDQaHBwcyM7OblU+LTg4mJycHAICAjh16lS757vnnnv46KOPgObQkI5qYgsuacTLTtAnERZSQZdgePEa/jWUQNm+fTtr1qyRM5eOGDGCv/3tb/j5+TF06FDOnj3LJ598wq+//sqhQ4d46qmneP3117tNQHz77bfcdNNNqFTmb4WzZ88yffp0OYPuokWLWrV5+OGH2bBhAzqdjsWLF/P777+bJNtpaGhg8eLFQLNV8eGHH+76C+lBXnnlFb7//nvy8vJ44403ePTRR8/reMOi2NmzZzl48KDsdpuUlERJSYnZY5qamvD39yc/Px8HBwd2795NVFSUqPUpEAh6HFdX13b3T548maeffpqnnnqK+vp63nvvPZ544gmTNoaFvY6yt0PfyeAuEAgEbSEspIIuR6/Xo9frWbVqFf/85z8BcHd3Z/ny5cyePRtPT08Tl9z6+nq++OILZs2ahZ2dHUePHmXIkCEmrrtqtZrjx48TGBjYpSVGBg8ejEajYfr06cTHxzN48GDs7e0pLS1l165drF+/ntLSUgCuvPJKfvnlF7PuUCtWrGD16tUAREVFsXz5coKDg8nOzmbNmjUkJSXJ7VatWtVl4+8tPPnkkzz//PM4ODhw5MiRNpN1GJ43ZWVlHD58WP45cuQIhYWFZo9xdnY2qfUZGxtLUFAQNTU1hIeHU1xczL333sumTZssdn0CgeDy5EIspJ2huLhYzqMwceJEfvrpJ5P9Y8eOZf/+/Tg6OnaYwX3y5Ml89913QHNtbOGye1kjVmQFfRODa9xl9CPoBk6cOCGFhYVJCoVCGj16tPTdd9+1aqPX6+XtmpoaaebMmZJCoZA++OADk3Y5OTnS+++/L40ePVq64YYbunScgwYNkmhepGj3Z/r06VJFRUWb/eh0OmnOnDnt9jF37lxJp9N16fh7C7W1tZK/v78ESHfccYdUV1cn1dbWSrW1tVJRUZH0/fffSytXrpSmTZsmDR48uM3PyN7eXho7dqy0aNEiadOmTVJycrKkVqtNvivGvP/++/Kx+/bt6+arFggElzq5ubnyM2bWrFld2ne/fv0kQIqMjGy1b/r06fJ523v3SJIkjRgxQgIkLy+vLh2foE/S03Ns8SN+LuhHuOwKLMLKlSvJzMxEoVAwa9Ysrr322lZtjF0r7ezsCA4OBs65O509e5YDBw7wxRdfsGPHDrlI+OHDh4mOju6ScW7evJndu3ezb98+cnJyKC0tpbq6GicnJwICArjiiiuYNWuWHP/ZFkqlkvfee4/p06ezYcMGDhw4ICd4iouL47777uOmm27qkjH3RhwdHXnppZf461//yrZt2/D09KSiooKkpCROnDiBJLV2TLC2tmbYsGFyrc+4uDiGDRuGjY1Np91u77nnHtavX09CQgIPPfQQCQkJwmVXIBD0Cdp7VkVGRvLFF18AzRnazeUmANBqtWRnZwOXRvZ2gUBweSIEqaBLkSSJ2tpaDh48iFKpZObMmWbjLo3R6/WoVCp0Oh3Q7HJ04MABvvrqK7Zt2ya/bMeMGcMjjzxCVFRUl413/Pjx7RYdP18mTZrEpEmTuqy/vsRdd93FihUrOHnyJO+8847JPqVSSUREhEmtz5EjR2Jvb39RAlKpVPLWW2/xj3/8o1tjjwUCgeBiKCkpkcNBjDO3G7jyyivl7d27d7cpSA8ePEhdXR0A48aNs8BIBQKBwPIIQSroUhQKBVZWVlRWVqLX6+UVW41Gg7W1dav2hmy6er2e//73v/j5+ZGbm8uGDRvk+m1eXl6sWLGCOXPm4OLi0p2XIzgPFAoFy5cvZ9GiRTg6OnLDDTcwbtw4YmNjiY6OxsnJySKCMTo6mt9++63L+xUIBAJLsWHDBtlzxNyi6IQJE3B1daWqqorNmzfz6KOPmn1+Gse0Tp061WLjFQgEAksiBKmgyykoKMDV1ZXS0lJZhJoTo4Bc2mXTpk0kJibi7OzMM888g1arBWDhwoX84x//ICgoqHsGL7go5syZw8iRIxk7dqwotyIQCC478vLyqKioaNeTZ+fOnfzrX/8CmrPi3nvvva3a2NjYsGTJElauXElaWhovv/wyy5YtM2mzb98+3nvvPaBZ1MbFxXXhlQgEAkH3IQSpoMsJDQ1l0KBBpKenc+LECRoaGuRU9IYVYYNQKS0t5fPPP2fNmjXAuWLgEydO5Mknn+Sqq67qgSsQXCi2trZcccUVPT0MgUAguCD27NljUmva4FYLkJWV1SrL7uzZs03+n5eXxzXXXEN8fDy33HILI0eOxNvbG4CcnBy2b9/O9u3b5Xfhyy+/3GZW8mXLlvHZZ5+RmZnJo48+SlZWFnfddRf29vb89ttvrFq1Cq1Wi729Pa+99trFX7xAIBD0EKLsi8Ai7Nu3j3HjxqFUKvnkk0+45ZZbTOqj1dfXc/z4cb777ju2bt3KiRMnAAgMDOSpp55i5syZInW9QCAQCLqV2bNns3nz5k63bzmH2rVrF9dcc02Hxzk4OLB27VoWLFjQbrusrCwmTZokvyNb4uLiwpYtW5g8eXKnxyy4pBFuSYI+iRCkAovx2GOP8eKLL+Lo6MiMGTOYNm0aERER7NmzhyNHjnDo0CH+97//Ac1Zdv/+97+zePFifHx8enjkAoFA0LMUFxeTmJhIYmIiBw4c4MCBA5SVlQEXVg/zhx9+kDOAl5SU4OXlRVxcHAsWLOh0BnCtVsu7777Lli1bSE9Pp7a2Fj8/P66//nqWLFnC0KFDz/cyex0XK0hramr45ptv2LdvHwcPHuT06dOUlpai1Wpxd3dn6NChXHfddcybN0+2nHZEXV0db731Ftu2bSMrKwu1Wk1AQACTJk3ioYceYtCgQed1jYJLGiFIBX0SIUgFFqO2tpYtW7awYcMGkpOTUSqVSJKEVqvFxsYGtVoNNGdnfeyxxxgxYgTQ/IIXsYcCgeBypr1n4PkIUr1ez4IFC+RYQ3PMmzeP9evXyzH95igtLWXSpEkcOHDA7H5bW1vWrVvHvHnzOjUugUBgEcTkSdAnafvtIxBcJE5OTtx3331s3bqVl19+mdDQUHk1Wa1WExsby9dff82WLVsYMWIEer0evV6PQqGQ2+n1+p68BIFAIOhxBg4cyA033HBBxz7xxBOyGI2KiuLTTz8lMTGRTz/9VE688+677/Lkk0+22YdOp2Pq1KmyGJ02bRo//PAD+/fv54033sDb25umpibuu+8+fvjhhwsap0AgEAguX4SFVGBxNmzYwAcffEBCQgIA/fr1Y8WKFcydO1cu46LValGpmnNsNTY2olaraWxsRKVS4eDggJ2dHXCuTIxAIBBcyjzzzDPExcURFxeHj48PeXl5BAYGAp23kGZmZjJ06FC0Wi2xsbH8/vvvrWL5x48fz8GDB1GpVKSlpRESEtKqn02bNjF37lwAFi1axFtvvWWyPysri5iYGKqrqwkJCSEtLU1+ngsEgm5FWEgFfRIxsxdYnH79+slidNGiRSQmJrJ06VJcXFzQ6XQA8uTlo48+4oEHHmDGjBkEBgYSFxdHVFQUjz/+OGfPnpXFqLCcCgSCS5lnn32WyZMnX1RM/WuvvSaX0HrzzTdNxCg0J9Z58803geZFwbVr15rt5+WXXwbAw8ODl156qdX+kJAQVqxYATSL06+++uqCxywQCASCyw9hIRV0C4899hh/+ctf2sw++Ouvv/Lcc8+RmJiIWq2WhaqLiwvV1dUAxMfHM3fuXObMmdNt4xYIBILewPlaSCVJYsCAARQVFREeHk5aWlqbbcPDw8nIyMDf35/8/HyT+NXMzEzCwsIAuP/++3n77bfN9nHmzBn69+8PwMyZM/nkk0/O5/IEAkHXICykgj6JsJAKuoXVq1ebiFHDQkhdXR2vvvoqs2bNYvfu3TQ2NqLT6bjyyivJy8vjhx9+YOvWrQwePJj9+/ezbNkyfvzxRwB55V8gEAgEpuTm5lJUVATA+PHj221r2F9YWEheXp7Jvj179rRqZw5fX19CQ0MB2Lt374UMWSAQCASXKUKQCnoEwwr87t272bRpE0VFRdjZ2cllA1JSUhg4cCDx8fHMmDGDbdu2MXPmTCoqKli8eDHQ7OZ7GVr4BQKBoENSU1Pl7fDw8HbbGu9vaUm9kH7y8/Opq6vr9FgFAoFAcHkjBKmgR5AkiezsbObPny9PeJ577jl+/PFHrr76aioqKli6dKncNiYmhkcffZRhw4aRnZ3Nq6++Ku8TCAQCgSkFBQXy9oABA9ptGxAQIG/n5+dfdD+SJJkcJxAIBAJBewhBKugRFAoF//vf/ygpKaFfv358/PHH/P3vf8fPz0+2gL7++utkZGSgUCjQ6/UMGzaMBQsWALB9+3aqq6tFxl2BQCAwQ01Njbzt5OTUbltHR0d5u7a21iL9CAQCgUDQFmI2L+gxfvrpJ7RaLQMHDmTixIlAc/bcSZMmcffddwPIVlKlUolCoWDgwIE4OjrS1NREZWVlTw1dIBAIejWNjY3yto2NTbttbW1t5e2GhgaL9CMQCAQCQVsIQSroETQaDYcOHQKai6x7eXmh1WpRKpXY29uzZMkSnJyc+PHHH/n222/l41xdXamrqyMzMxMHB4eeGr5AIBD0agy1mwHUanW7bZuamuTtlqVhuqofgUAgEAjaQghSQbej1+uxtrZm+PDhAJSXlwOYFFKPiYmRraOGfwF+++03eX+/fv1EPVKBQCAwg7Ozs7zdkfuscQKilm65XdWPQCAQCARtIQSpoNtRKpU0NTXh7u4OQH19vUmckqHNnDlziIiIICcnh3/+85/85z//4Z133gEgNjYWwKRenkAgEAiaMU5A1FGCIeNERsYJji60H4VC0WECJIFAIBAIDAhBKugRbG1tueKKK4Bmq+eZM2datRk0aBDLli0D4Pnnn+fvf/87xcXFXHPNNTzyyCOAEKQCgUBgjsjISHk7PT293bbG+yMiIi66n4CAAJMERwKBQCAQtIcQpIIe49577yU0NJSMjAw+/PBDs3Xrpk6dyk033YROpyMtLY1+/fqxdOlSfH190el0PTBqgUAg6P0EBgbi5+cHNNd7bo/ff/8dAH9/fwYPHmyy78orr5S32+vnzJkzZGZmAjBu3LgLGbJAIBAILlOEIBX0KKtXrwbgjTfe4IsvvqC+vh5AFpuurq48+OCDANx+++0kJyczefJkAKysrFr1J+qSCgQCQbP3yJQpU4Bmy2VCQoLZdgkJCbJlc8qUKa28TkJDQ2Wr6eeffy4/o1vywQcfyNtTp0692OELBAKB4DJCCFJBj3Lbbbdxzz33UFNTw3PPPSfHiBqLzYkTJ5KUlMTnn3+Or6+v/Pvs7Gz+85//8PPPP5OUlAT0fRfekydP8o9//IPw8HAcHR3x8PAgLi6Ol156qc2JoEAgEJjj4Ycflp+lixcvblWKpaGhQa77rFKpePjhh832YwiRKC8v59FHH221Pzs7mxdeeAGAkJAQIUgFAoFAcF4oLkOL0mV3wb2dgoICli5dyldffYVer+fVV1/lr3/9K97e3mbbNzY2snHjRjZv3kxhYSFnz57F1dWVZcuWcddddxEUFIROpzNrQe3NfPvtt/ztb3+jurra7P7Q0FC+++47QkJCunlkAoGgu9mzZw9ZWVny/0tLS+WY+nHjxjFv3jyT9rNnzzbbz4oVK2RPlKioKJYvX05wcDDZ2dmsWbNGXsxbsWIFq1atMtuHTqdj/Pjx7N27F4Dp06czf/583N3dSUxMZOXKlRQXF6NUKtm5cyc33XTTRV27QCC4YPr2qrzgskUIUkGvICsri3//+99s3ryZ+fPnM3v2bMLDw822/f7773nooYfIzc1FoVDg6OhIdXU1jo6OXHfddezYsQNodt/tKxbTpKQkxo0bR0NDA05OTqxYsYJrrrmGhoYGtm7dysaNG4FmUXrw4EGTUgwCgeDSY/bs2WzevLnT7dt6l+v1eubPn8+mTZvaPHbu3Lls2LABpbJtp6nS0lImTZrEgQMHzO63tbVl3bp1rYSyQCDoVvrGpEcgaIkkSZfbj6AXs2fPHqm6urrN/Q0NDdKkSZMkhUIh9e/fX9qwYYOUlZUlLVy4UOrfv7+kUCikNWvWSJIkSVqttruGfdFcddVVEiCpVCrpjz/+aLX/xRdflGheTJGeeeaZ7h+gQGAGw3eyo5/x48d32Nf3338v3XbbbZK/v79kY2Mj+fv7S7fddpv0/fffW/5CeiGzZs3q9Ofb/Cpvn++++06aMmWK5OfnJ9nY2Eh+fn7SlClTzuvz1Wg00r///W/pyiuvlDw9PSU7OzspKChImj9/vnT8+PGLuVyBQNA19PQcW/yInwv6ERZSQa9AksxbM1v+vqysjJEjR1JUVMTatWt56KGH5N9v3ryZRx55BBsbG/Ly8vD19UWv17e76t8bSExMZMyYMQDcd999chytMXq9nmHDhpGWloabmxvFxcVYW1t391AFAhM664Ewfvx4du3aZXafXq9nwYIFvPfee20eP2/ePNavX9/r72WBQCDoYYSFVNAnEW93Qa+g5cS2rq6Od955h0OHDsm/kyQJT09PuS6eoUi7Xq/H09OTe+65h0mTJqFWq3nppZcA+sQE1uBiDM2lcMyhVCq55557AKisrOS3337rjqEJBJ1i4cKFHDt2rM2f999/v81jn3jiCVmMRkVF8emnn5KYmMinn35KVFQUAO+++y5PPvlkt1yLQCAQCASC7kXV0wMQCFpSUVHBuHHjSE9Pl+vjGSyddXV1DBw4EICzZ89SXl6Oh4cHAP369ePee+/lxx9/5IsvvuD+++9nyJAhbVpfewt79uwBwNHRkZiYmDbbjR8/Xt7eu3cvN9xwg8XHJhB0Bm9vb4YNG3bex2VmZvLyyy8DEBsby++//469vT0AcXFx3HrrrYwfP56DBw/y0ksvMWfOHJHUSyAQCASCS4zebz4SXHZYWVnJovPXX38Fmi2EkiTh6OgoW02OHTuGRqMxOTYsLIyYmBhqa2tJTU0Fen8pmLS0NKC5XIJK1fYakXGSJ8MxAkFf5rXXXkOr1QLw5ptvymLUgIODA2+++SYAWq2WtWvXdvsYBQKBQCAQWBYhSAW9DmtrawYMGABAfn4+5eXlQLOVFODuu+/GxcWFo0ePyhkfDZPa0NBQbGxsKC8vp7GxsQdGf340NjZSWloKIF9zW7i7u+Po6Ag0fy4CQV9GkiS+/vproHmxZezYsWbbjR07lrCwMAC+/vprLsO8BwKBQCAQXNIIQSroddjb23PNNdcAsHv3bs6cOQM0W071ej12dnbceuutAHz++edAc1F3vV6PjY0NM2bM4PXXX+fOO+/smQs4D2pqauRtJyenDtsbBGltba3FxiQQdAe5ubkUFRUBpu7o5jDsLywsJC8vz9JDEwgEAoFA0I0IQSroldx9991ER0eTnZ3Ntm3baGpqkvfZ2NjIFlGtVotWq0WSJDmB0eLFi1m8eDHQdm2+3oKxFdfGxqbD9ra2tgA0NDRYbEwCwfmybds2IiMjcXBwwNnZmSFDhjBr1qx2k28ZXOqBNmsOm9sv3NUFAoFAILi0EIJU0Gt5/PHHgeY4s507d9LU1IRSqZR/oDkpilKpbDNOtLfHj9rZ2cnbarW6w/YGYd4y1k4g6ElSU1NJS0ujoaGB2tpasrKy+PDDD7n22muZOnUqVVVVrY4xZMmGjt3VAwIC5G3hri4QCAQCwaWFyLIr6LVMmzaNW2+9lW+++YbHH3+cP/74gzvvvJP33nuPTz75BIDhw4ej1+tRKBS9Xnyaw9nZWd7ujBtuXV0d0Dn3XoHA0jg4OHDrrbdy3XXXER4ejpOTEyUlJezevZt33nmHsrIyduzYwZQpU/j5559Naueej7u6wVUdhLu6QCAQCASXGkKQCno1r7zyCpWVlezdu5e1a9fy2muvIUkSVlZWhIWFMWfOnHYz0/Z27Ozs8PT0pKyszMRiZI6KigpZkBpbjASCnqKwsBA3N7dWv584cSKLFy/mpptuIikpid27d/P222+zZMkSuc35uKsbXNVBuKsLBAKBQHCpIVx2Bb2a4OBg/v3vf/Pggw/i6uqKJEkMGDCAmJgYHnzwwTYzc/YlIiMjAcjKypJjY82Rnp4ub0dERFh8XAJBR5gTowZ8fHzYvn27bBU1lG8xcD7u6sYx5MJdXSAQCASCS4u+a1oSXDZERkaydu1aFixYQEFBAZIkERwcTHBwcE8PrUu48sor+d///kddXR2HDh1izJgxZtvt3r1b3h43blx3DU8guGCCgoKYOHEi33//PVlZWRQVFeHn5wecn7u6wTMAhLu6QCAQCASXGsJCKugzREREMHHiRG644YZLRowC3HbbbfL2+++/b7aNXq/nww8/BJqtUoayOAJBb8fgAQDNLr4GjBMZdeSubpzISLirCwQCgUBwaSEEqUDQw4wePZqrrroKgPfee499+/a1avPKK6/I5S4eeughk+QwAkFvpq1kY8ZC1dgd3RzCXV0gEAgEgksXRW+v02gBLrsLFvR+kpKSGDduHA0NDTg5OfH4449zzTXX0NDQwNatW9mwYQMAoaGhHDx40MTdUSDozUyePJnvvvsOaLaE+vv7A8jx4EVFRYSHh7dbXzQiIoL09HT8/f3Jz8/vkxm1BQKBoBsQD0dBn0QIUoGgl/Dtt9/yt7/9jerqarP7Q0ND+e677wgJCenmkQkEF0Zubi7h4eGo1WqCg4PJysoy2b9o0SLefvttAPbt22c2SVlCQgLx8fFy+7feesvyAxd0G5IkkZWVhaurK97e3l3Wp16vR5Ikk7rVAsFlgBCkgj6JeEoLBL2EW265heTkZJYuXUpoaCgODg64ubkRGxvLmjVrSEpKEmJU0Gv49ttv280KffbsWaZPny5n0F20aFGrNg8//DBWVlYALF68uFVJl4aGBhYvXgyASqXi4Ycf7qLRC3oDx48fl0t4/fjjj13Wr0KhwMrKCpVKJYvRqqoqk2zNAoFAIOg9CAupQCAQCM6bwYMHo9FomD59OvHx8QwePBh7e3tKS0vZtWsX69evp7S0FGjOJP3LL7+Y1BM1sGLFClavXg1AVFQUy5cvJzg4mOzs7P9v796joy7vPI6/vxNMgCDIHZFLKpGbgHLzxnZtdRePbW1XrNajGKtW2FMXbaHVZY+LlnXZtgu2clz3gOBaFbdqd8VaFlcRBYK4QIjcKhcBIYoRAgEDBgPJd/94fr9hEiYCajIYP69zPDOZ3zO/eWZ6QueT5/v7Psk/xMTjpkyZ0nhvUBrc7t276dOnD/v27WPq1KmMGzfuM18f7+7JUu7t27fz5ptvsnz5cjZv3sy+ffto3749F198MbfeeisdOnT4It+GyKlEK6TypaRAKiIiJy0vL4/t27cfd9w111zDrFmz6t2ztKamhttvv53HHnus3nPcdtttzJw5U6WXTYy7881vfpPFixczduxYHnjgAdq3b588HpfdmtkJ/W9fWlrKvffey7PPPlvvVkILFy7kG9/4xhf1FkRONQqk8qWkfUhF5Cth+/btTJ8+nXnz5lFSUkJOTg69evXiuuuu44477qBly5aZnuKXyu9+9zsWLVrEsmXL2Lp1K2VlZXz00Ue0atWK7t27c8kll3DzzTcnr/+sTyKRYPbs2VxzzTXMnDmTFStWUFZWRocOHRg+fDhjx47lyiuvbKR3JY3JzBgyZAiLFy9my5Yt7N27l/bt259UCI2VlJRw9dVXs3btWrKzsxkxYgQXXnghvXv3Jjs7m7KyMt59912tjoqInIK0QioiTZ4aRomcmp566ikKCgrIz89n9uzZyS2wKioqWLVqFYWFhWzbto28vDyuvfZa+vTpk/Y8P/vZz3jwwQcBmDRpEgUFBfTs2TN5jbLIV4RWSOVLSYFURJq0ulvqTJw4sdaWOo8++iigLXVEGsLxym7feusthgwZQk5ODrNnz+aGG26gqKiICRMmsHjx4uS47OxsqqqqmD59OmPGjCE7Ozt5/kQiwdChQykuLmb8+PFMnTo17Vyqq6sVUKWpUyCVLyWV7IpIk3bXXXdRWVlJs2bNePnll2uVkF522WWcc8453H333WzatIlp06Zx//33Z26yIk1ATU0NZnZCZbd5eXl06tSJXbt2sXv3bl5//XXGjBnDO++8w+DBgxk4cCB79+7l9ddfp6qqijvvvJPWrVtTUFAAhJLv0tJSunXrRnFxMc2bNz/mNeJAnJWVlQywIiJy6tC/yiLSZC1fvpwlS5YAoTFOuusZJ0yYQL9+/QB46KGHOHz4cKPOUaSpSSQSmBmHDx+muLiYxx9/nClTpvDwww+zZs2a5O+Yu3PGGWcwcOBAAFasWMGkSZN4//33+dWvfsWLL77IjBkzePrpp5k9ezaDBg0CYM6cObX2tG3RokWy3P75559n7ty5lJSUsHXrViorKzEzqqqqqKqqIpFI8BWsDBMROaVphVREmqy5c+cm799yyy1pxyQSCQoKCpg4cSL79u3jtddeY+TIkY00Q5GmZ+nSpcyYMYP58+ezZ8+e5ONmRn5+Po888giXX345NTU1ZGVlMXjwYF599VXmz5/PkSNHmDx5MhMmTEg+Lycnh2uvvZYjR45w4403snbtWhYtWpQMoW3atGHUqFH85je/YePGjYwaNYrOnTtz7rnn4u6UlpbSoUMHLrroIgYMGMB1112XdgsiERHJDAVSEWmyCgsLAcjNzWXo0KH1jrv00kuT95cuXapAKl9pNTU1ybLb1GsuU/f6rO95zz77LFOnTmX16tXU1NSQn59P//796dChQ3JP0PLycoBk6eyQIUMAKC8vp3fv3owfP75WaW38ut/97ndp3rw5u3btoqioiNtuuy352iNGjOCJJ57gvvvuo6SkhMrKShYuXJg8nkgkktUSCxYs4L777uPss8/+gj4xERH5PBRIRaTJevvttwHIz8+nWbP6/7nr27fvMc8RyTR3T5aXNuZ1j4lEotbrlZeX06ZNm2S5a91QGofHRYsWMW7cOPbs2UOXLl2YPHkyI0eOpGPHjhw+fJjq6mpyc3P55JNPAJLnGTBgQPLnvn37Jq8/jZkZ7k5ubi7Dhg2jsLCQLVu2sGvXLjp16gSEz2r06NF861vfYseOHRQXF7N//37atm2LmSW3KNqwYQNPPvkkvXr1YtKkSccN2SIi0vAUSEWkSTp06BBlZWUAdOvW7VPHtm3bltzcXA4ePEhJSUljTE+kljh8unvyGsy6wayioqLBukDHwayyspJVq1axYMEClixZwvvvv0+7du244IILuPDCC7n++uuPeW4ikWD//v3cc8897Nmzh549ezJ37lwGDRqUnH+LFi2S4+MOubEePXrQtWtXdu7cSV5eHgcOHKBVq1a1xqSW9xYWFvLBBx+wfft2OnXqlJy7u9OuXTvatWvH+eefX+v5BQUFrF69mtGjR7N+/XpeeeUVJk2a9AV9eiIi8nkokIpIk1RRUZG8X/fLbTpxID1w4EBDTkskqbq6ut7wuXfvXt566y3eeOMNli1bRmFhIUOHDuXJJ5/krLPOOu654+1WgONudRIHusOHDzNt2jQeeeQRSktLk8ezsrJYtmwZiUSCZ555hjlz5tCyZcta5ygqKmLlypUAjBs3jvPOO++EP4fWrVszaNAgdu7cSXl5OQcPHqz3d3bYsGFA+Hy2bNnC8OHDk/NP/fzcnZqaGuBok6XevXvTt29f1q9fz8aNGwG0OioicgpQIBWRJunQoUPJ+3VXZNKJm5xUVlY22JxEUsVBsaKigtWrV/Pmm29SWFjIypUr2blz5zHj3b3WH1pSH68brE6mxDd+7ujRo3nuuecAuOqqq7jiiivo0qULRUVFzJs3j3Xr1vHCCy9w0003MWvWLNq2bZss1507dy5ZWVkkEgmuuOKKeudVn2HDhvHSSy+xbds29uzZQ+fOnWs9P34/gwcPTq7Ibtq0qdb8676nukH8448/Zt26dQD069ePgwcPkpube8Kfk4iINAxT+3MRaYrMrCOwK/rxGXc/ttaw9vgPgU7AOncf2NDzk682MzsNuBe4E2iTZsgBYAOwBiiO7m8Edrp7TT3nTLh7jZnlAAOBEUAf4EPgeWCTux+q57m3AtOBlsDvgfuBzQDu7mbWGXgMGAlkAWPd/dGU15wB3A4si46tMzPzE/ySYWZXA/8FvAf80N0X1jMuG9gKnAk8CdwSv0Y0x4/cvTIalwUcAc4Azgf+EfiL6FQ/cPfnTmaOIiLSMLRCKiJNVepS0vFrdiFeKlHNrjQGB7oRwugnhCC2BFgPrAW2EP6gcuDTAlMUPs8DWrv7AjPrATwIjEoZdgi4D5hlZpPd/b2U58eB7HpCGN0M3F1nTDN3/9DMfkH4PflL4Ptm9oa7rzezZkC8v0sOcBhCkD2JzyPuJtYV6FHPezV3rzKzDdG47kAX4INoSH/g52bWiRDiy4H20eP9gdOBncBMYN5nmKOIiDQABVIRaZLc/ZCZ7SF8If3UrkZm1pajgVRdjaTBufsRM1sG3EIIjP/m7r/9DKdaDAwH/s/MyoFphMC4EVhNWCG8khAUfwScZWZ3x0EymscQQsADeMnd3zOzbHeviucaHSsC/jM6/wDgYkKAbgaURWN6cGJ/AKqrBHgXyAO+ZmYt3f3jOmMSQDUhbF4GdI7Gx4G0MppXN8KKaN265UXALOD37l79GeYoIiINQIFURJqyPwNfB/LjL9/1jOubcl/7vkhj2QzUEFZJO5lZ1okGpZSxKwmBFGASISw+DvwLIeTlEFYRfwqMIYTTMjP7YcrvQ3PCCuIhwqoiRKucqdy92sz+J/qxA6EsOP7jz3agKnq8n5kV11danI67HzSz1YSA2QtoDdQNpLEV0e3pwNmEMmEI4XgsMJQQSmsIIXcNUOzuH8YnUKmuiMipo/E2NhMRaXyF0W0u4UtqfS5Nub+04aYjUss2YHt0vwdhNR87udavRdFtb+Aq4E/ufqu7b3b3Q+6+3903Av8EzInG/lU0NrY75f5+SF/KGoW4EqAUOA3oambtosMbCNd2xuc/83O8l7OBjmmOxwF3bXTbHRgcH3T3CnefD/zS3f/W3X/s7r9295fiMGpmifren4iIZIYCqYg0ZXNT7t+SbkD0BbUg+nEf8FrDTkkkaS8hyEFY0esS3T+REBeHs2JCWW5bQsnqE3BsEHT394FfRz92Aa6Ow1l0rnLCSmlu1BAonfica6Lb5kQNmdx9PUd/d74HfCd6PG3wM7N+ZnZRdD+eR3F025VQjltLyrk2Ar8EbgL+Nc24I/F5zSwr5fyczKqtiIg0DgVSEWmy3H05oVEMwG1mdnGaYROAftH9h9z9mFJFkQZSSSgzhRDC4muda4U4C1qZWS8z+0szOy0lnG3g6ApnAngFjg2CUTfctcAqQrAcDPSMDn8MvBPdzyN0pT1G1E23OaExEITLfvalhN+ngU2EkDrRzO6KXrtFFAyzzay/mU0mVC/cEZ83ev7G6LYHoew3bTB39xp3/wd3n5NahlvPuGqFUBGRU5uuIRWRpu4uQhluC+BlM5tCWMlpQegsOiYat4nQEEakUUTXZMbXLHfkaHfZXDNrD3yNcG3nedF/fQnXVg4HiqIS2koze4dQInuAEAb3p3m5ONwtAoZEr9ebUDa8j7A6OZxwXWgfYFe8pQvUuuayNXBOdK7W7l5uZlmEZkNvAhOBp6L38oCZ/ZjQ0bYCyCeUzvciXK/65zrXzZYAvyV0HP7DcboLGyGA16j8VkTky02BVESaNHcvNrMfEL4ktwampBm2Cfi2u1ekOSbSkDYTGgi1Af7GzAYROsWeSyjDresIYXsWqN119uuEINoD2JEaJutYFd2eFo0lCrUvEf4405ewZcwSwneEuNNuHPq6AxdEr7s8Oladcvu8md1M+EPQCEJ4/UmdOawh7Gk6O7WJk7t/AoxP/zHVFs1HnXJFRJoABVIRafLc/cXoi/5dwLcJpZFVhDLF54CH02wxIdIY3gV2EFYNR9Y5Vk7ooruU0El2lbvv4Vgro9tcwqpqYZoxcTjdEt1mUbs0+FVCOD4HGGNmf3T3WtdTm1l34O8JQTiLsIUKdcYk3P0PZrYcGERYdR1ECMurgTeANe5emWaO8cpnFlCtlU8Rka8G07/3IiIimWFmLYFnCH8o2Qu8QNjr8+2oEVG65ySi6znN3d3MzgXeIqy0znT3n9S3rYmZfRv4I6GE96/d/dWUY9cD/05Yrd0FTCeE4Z2EoPsj4PvR8F+4+y8+bX5174uIiKSjFVIREZHMOUQoYY0D6WPuntx6KLo+0wjXStbA0SZAKYFzE/ABcBbwPTP7ed3mXCnB8EpCdUAOUTOk+Ji7/97MegF/R+hy+wAhjJ7G0W1YPgBmcLRj7zFSA2hKMM06+pACqoiIHKUuuyIiIhkShbO4sVEXQolrctuWqEvskfpCXLQSepgQSo3QOffWqBturdcxs67AJYQw+r+EcuH4WPx6/wzcAPyJsOp6OiGMlhO2UboH+K27HzrJ91mtjrciIpKOVkhFREQyazNhpbQV0N3McqIGPycitbHRZdFjU4GWZvYfhDLeauB8QkOv8wmNkZ5y94/ik6SW90bXjr5mZr2BDsB77r7jM787ERGRT6FAKiIiklk7gK2ELV66A+05utfniYobG+0nlOROA34KzCescJ5P6Kp7AHgC+O9PO1m08rqJsPIaPxaX3WqrFRER+cIokIqIiGTWPkLZbn9CB+izgJ31NSZKlbJtSjFh5TOLEDa3EDri3p4yvBSYCTzg7keOc16HWvuPpr6WiIjIF0aBVEREJLM+AdYD1wBnEkLpitQB0TWeuUAn4GzCPqUt3P2X0ZDNwHtAHqH09yFgDnA5YcuXt4H17l51MhPTSqiIiDQ0BVIREZEMipoKxY2NOgJfM7Mc4Ewz60kIn+cR9vPsT2g0BICZPe7updH2L28TAmlPoIu7lwBPpb7Wiay6ioiINCYFUhERkcx7h3B9ZyvgRmAU0Bdol2ZsKbAKWAh8nLKlyyrCti4dCauoJWbWjLBC6rEGfyciIiInQYFUREQk80qi//oBg1MeLweKgDeApUCxu5elPjGl2VDc2KgdkA8sImX/UhERkVORAqmIiEjmfUQInjXAPEL4LHL3tN12oxBqhC1d4sC5mnA96unAOZDc51REROSUpUAqIiKSYe5+CChIdywlfCZXO9N1vHX3d81sGyGM9jjJ/UxFREQyIpHpCYiIiEhgZllm1iylDBd3r3b3I5+22mlm8f+ff0jY+mUg0LVhZysiIvL5mfobiIiIfLmZWZa7V5vZd4DOwGvuvjXT8xIRETkeBVIRERERERHJCJXsioiIiIiISEYokIqIiIiIiEhGKJCKiIiIiIhIRiiQioiIiIiISEYokIqIiIiIiEhGKJCKiIiIiIhIRiiQioiIiIiISEYokIqIiIiIiEhGKJCKiIiIiIhIRiiQioiIiIiISEYokIqIiIiIiEhGKJCKiIiIiIhIRiiQioiIiIiISEYokIqIiIiIiEhGKJCKiIiIiIhIRiiQioiIiIiISEYokIqIiIiIiEhGKJCKiIiIiIhIRiiQioiIiIiISEYokIqIiIiIiEhGKJCKiIiIiIhIRvw/VeSDi91OS5IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, Y = np.meshgrid(multi_param_epochs, multi_param_nodes)\n",
    "\n",
    "# fig = plt.figure(figsize=(10, 5))\n",
    "fig = plt.figure()\n",
    "fig.set_dpi(fig_dpi)\n",
    "ax = plt.axes(projection='3d')\n",
    "\n",
    "surf = ax.plot_surface(X, Y, mean_param_accuracy[0, :, :], cmap='coolwarm')\n",
    "ax.set_title(f'Average Accuracy')\n",
    "ax.set_xlabel('Epochs')\n",
    "ax.set_ylabel('Hidden Nodes')\n",
    "ax.set_zlabel('Accuracy')\n",
    "ax.view_init(30, -110)\n",
    "# ax.set_zlim([0, 1])\n",
    "fig.colorbar(surf, shrink=0.3, aspect=6)\n",
    "\n",
    "plt.tight_layout()\n",
    "# plt.savefig(f'graphs/{exp1_testname}-acc-surf.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Test Error Rate Curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "metadata": {
    "executionInfo": {
     "elapsed": 2653349,
     "status": "aborted",
     "timestamp": 1615994110347,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "Jrn3hKQAlGcc",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1000 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(6, 5))\n",
    "# fig = plt.figure()\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "for idx, (layer, std) in enumerate(zip(mean_param_accuracy[0, :, :], std_param_accuracy[0, :, :])):\n",
    "#     plt.errorbar(multi_param_epochs, 1 - layer, yerr=std, capsize=4, label=f'{multi_param_nodes[idx]} Nodes')\n",
    "    plt.plot(multi_param_epochs, 1 - layer, '-', label=f'{multi_param_nodes[idx]} Nodes', lw=2)\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.title(f\"Test error rates for different epochs and hidden nodes\")\n",
    "plt.xlabel(\"Epochs\")\n",
    "plt.ylabel(\"Error Rate\")\n",
    "plt.ylim(0, 0.6)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'graphs/{exp1_testname}-error-rate-curves.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Test/Train Error Over Nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x2000 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(math.ceil(len(multi_param_nodes) / 2), 2, figsize=(6, 6*math.ceil(len(multi_param_nodes) / 2)/3))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "for idx, (nodes, ax) in enumerate(zip(multi_param_nodes, axes.flatten())):\n",
    "    ax.set_title(f'Error Rates For {nodes} Nodes')\n",
    "#     ax.errorbar(multi_param_epochs, 1 - mean_param_accuracy[0, idx, :], fmt='x', ls='-', yerr=std_param_accuracy[0, idx, :], markersize=4, lw=1, label='Test', capsize=4, c=(0, 0, 1), ecolor=(0, 0, 1, 0.5))\n",
    "#     ax.errorbar(multi_param_epochs, 1 - mean_param_accuracy[1, idx, :], fmt='x', ls='-', yerr=std_param_accuracy[1, idx, :], markersize=4, lw=1, label='Train', capsize=4, c=(1, 0, 0), ecolor=(1, 0, 0, 0.5))\n",
    "    ax.plot(multi_param_epochs, 1 - mean_param_accuracy[0, idx, :], 'x', ls='-', lw=1, label='Test', c=(0, 0, 1))\n",
    "    ax.plot(multi_param_epochs, 1 - mean_param_accuracy[1, idx, :], 'x', ls='-', lw=1, label='Train', c=(1, 0, 0))\n",
    "    ax.set_ylim(0, np.round(np.max(1 - mean_param_accuracy + std_param_accuracy) + 0.05, 1))\n",
    "    ax.legend()\n",
    "    ax.grid()\n",
    "\n",
    "fig.tight_layout()\n",
    "fig.savefig(f'graphs/{exp1_testname}-test-train-error-rate.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x2000 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(math.ceil(len(multi_param_nodes) / 2), 2, figsize=(6, 6*math.ceil(len(multi_param_nodes) / 2)/3))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "for idx, (nodes, ax) in enumerate(zip(multi_param_nodes, axes.flatten())):\n",
    "    ax.set_title(f'Error Rate Std Dev. For {nodes} Nodes')\n",
    "    ax.plot(multi_param_epochs, std_param_accuracy[0, idx, :], 'x', ls='-', lw=1, label='Test', c=(0, 0, 1))\n",
    "    ax.plot(multi_param_epochs, std_param_accuracy[1, idx, :], 'x', ls='-', lw=1, label='Train', c=(1, 0, 0))\n",
    "    ax.set_ylim(0, np.round(np.max(std_param_accuracy) + 0.05, 1))\n",
    "    ax.legend()\n",
    "    ax.grid()\n",
    "\n",
    "fig.tight_layout()\n",
    "fig.savefig(f'graphs/{exp1_testname}-test-train-error-rate-std.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eUPJuxUtVUc3",
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "# Experiment 2\n",
    "\n",
    "For cancer dataset, choose an appropriate value of node and epochs, based on Exp 1) and use ensemble of individual (base) classifiers with random starting weights and Majority Vote to see if performance improves - repeat the majority vote ensemble at least thirty times with different 50/50 split and average and graph (Each classifier in the ensemble sees the same training patterns). Repeat for a different odd number (prevents tied vote) of individual classifiers between 3 and 25, and comment on the result of individualclassifier accuracy vs ensemble accuracy as number of base classifiers varies. Consider changing the number of nodes/epochs (both less complex and more complex) to see if you obtain better performance, and comment on the result with respect to why the optimal node/epoch combination may be different for an ensemble compared with the base classifier, as in Exp 1). \n",
    "\n",
    "(Hint4: to implement majority vote you need to determine the predicted class labels -probably easier to implement yourself rather than use the ensemble matlab functions)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "tags": [
     "exp2",
     "exp-func"
    ]
   },
   "outputs": [],
   "source": [
    "num_models=[1, 3, 9, 15, 25]\n",
    "\n",
    "def evaluate_ensemble_vote(hidden_nodes=16, \n",
    "                           epochs=50, \n",
    "                           batch_size=128,\n",
    "                           optimizer=lambda: 'sgd',\n",
    "                           weight_init=lambda: 'glorot_uniform',\n",
    "                           loss=lambda: 'categorical_crossentropy',\n",
    "                           metrics=['accuracy'],\n",
    "                           callbacks=None,\n",
    "                           validation_split=None,\n",
    "                           round_predictions=True,\n",
    "\n",
    "                           nmodels=num_models,\n",
    "                           tboard=True,\n",
    "                           exp='2',\n",
    "\n",
    "                           verbose=0,\n",
    "                           print_params=True,\n",
    "                           return_model=True,\n",
    "\n",
    "                           dtrain=data_train,\n",
    "                           dtest=data_test,\n",
    "                           ltrain=labels_train,\n",
    "                           ltest=labels_test):\n",
    "    for m in nmodels:\n",
    "        if print_params:\n",
    "            print(f\"Models: {m}\")\n",
    "            \n",
    "        response = {\"epochs\": list(),\n",
    "                    \"num_models\": m}\n",
    "            \n",
    "        ###################\n",
    "        ##   GET MODELS\n",
    "        ###################\n",
    "        if isinstance(hidden_nodes, tuple): # for range of hidden nodes, calculate value per model\n",
    "            if m == 1:\n",
    "                models = [get_model(int(np.mean(hidden_nodes)), weight_init=weight_init)]\n",
    "                response[\"nodes\"] = [int(np.mean(hidden_nodes))]\n",
    "                \n",
    "            else:\n",
    "                models = [get_model(int(i), weight_init=weight_init) \n",
    "                          for i in np.linspace(*hidden_nodes, num=m)]\n",
    "                response[\"nodes\"] = [int(i) for i in np.linspace(*hidden_nodes, num=m)]\n",
    "        \n",
    "        elif hidden_nodes == 'm':\n",
    "            models = [get_model(i+1, weight_init=weight_init) for i in range(m)]\n",
    "            response[\"nodes\"] = [i+1 for i in range(m)]\n",
    "        else: # not a range of epochs, just set to given value\n",
    "            models = [get_model(hidden_nodes, weight_init=weight_init) for _ in range(m)]\n",
    "            response[\"nodes\"] = hidden_nodes\n",
    "\n",
    "        for model in models:        \n",
    "            model.compile(\n",
    "                optimizer=optimizer(),\n",
    "                loss=loss(),\n",
    "                metrics=metrics\n",
    "                )        \n",
    "        \n",
    "        if tboard:\n",
    "            if callbacks is not None:\n",
    "                cb = [i() for i in callbacks] + [tensorboard_callback(prefix=f'exp{exp}-{m}-')]\n",
    "            else:\n",
    "                cb = [tensorboard_callback(prefix=f'exp{exp}-{m}-')]\n",
    "        \n",
    "        ###################\n",
    "        ##  TRAIN MODELS\n",
    "        ###################\n",
    "        histories = list()\n",
    "        for idx, model in enumerate(models):\n",
    "            if isinstance(epochs, tuple): # for range of epochs, calculate value per model\n",
    "                if m == 1:\n",
    "                    e = np.mean(epochs) # average, not lower bound if single model\n",
    "                else:\n",
    "                    e = np.linspace(*epochs, num=m)[idx]\n",
    "                e = int(e)\n",
    "            else: # not a range of epochs, just set to given value\n",
    "                e = epochs\n",
    "                \n",
    "#             print(m, e) # debug\n",
    "            \n",
    "            history = model.fit(dtrain.to_numpy(), \n",
    "                                ltrain.to_numpy(), \n",
    "                                epochs=e, \n",
    "                                verbose=verbose,\n",
    "\n",
    "                                callbacks=cb,\n",
    "                                validation_split=validation_split)\n",
    "            histories.append(history.history)\n",
    "            response[\"epochs\"].append(e)\n",
    "\n",
    "        ########################\n",
    "        ##  FEEDFORWARD TEST\n",
    "        ########################\n",
    "        # TEST DATA PREDICTIONS\n",
    "        response[\"predictions\"] = [model(dtest.to_numpy()) for model in models]\n",
    "        # TEST LABEL TENSOR\n",
    "        ltest_tensor = tf.constant(ltest.to_numpy())\n",
    "\n",
    "        ########################\n",
    "        ##  ENSEMBLE ACCURACY\n",
    "        ########################\n",
    "        ensem_sum_rounded = sum(tf.math.round(pred) for pred in response[\"predictions\"])\n",
    "        ensem_sum = sum(response[\"predictions\"])\n",
    "        # round predictions to onehot vectors and sum over all ensemble models\n",
    "        # take argmax for ensemble predicted class\n",
    "        \n",
    "        correct = 0 # number of correct ensemble predictions\n",
    "        correct_num_models = 0 # when correctly predicted ensembley, proportion of models correctly classifying\n",
    "        individual_accuracy = 0 # proportion of models correctly classifying\n",
    "        \n",
    "         # pc = predicted class, pcr = rounded predicted class, gt = ground truth\n",
    "        for pc, pcr, gt in zip(ensem_sum, ensem_sum_rounded, ltest_tensor):\n",
    "            gt_argmax = tf.math.argmax(gt)\n",
    "            \n",
    "            if round_predictions:\n",
    "                pred_val = pcr\n",
    "            else:\n",
    "                pred_val = pc\n",
    "            \n",
    "            correct_models = pcr[gt_argmax] / m # use rounded value so will divide nicely\n",
    "            individual_accuracy += correct_models\n",
    "            \n",
    "            if tf.math.argmax(pred_val) == gt_argmax: # ENSEMBLE EVALUATE HERE\n",
    "                correct += 1\n",
    "                correct_num_models += correct_models\n",
    "                \n",
    "#                 print(pc.numpy(), pcr.numpy(), gt.numpy(), (pcr[gt_argmax] / m).numpy(), True) # debug\n",
    "#             else:\n",
    "#                 print(pc.numpy(), pcr.numpy(), gt.numpy(), (pcr[gt_argmax] / m).numpy(), False)\n",
    "                \n",
    "        ########################\n",
    "        ##      RESULTS\n",
    "        ########################\n",
    "        response.update({\n",
    "            \"history\": histories,\n",
    "            \"optimizer\": model.optimizer.get_config(),\n",
    "            \"model_config\": json.loads(model.to_json()),\n",
    "            \"loss\": model.loss,\n",
    "            \"round_predictions\": round_predictions,\n",
    "            \n",
    "            \"accuracy\": correct / len(ltest), # average number of correct ensemble predictions\n",
    "            \"agreement\": correct_num_models / correct, # when correctly predicted ensembley, average proportion of models correctly classifying\n",
    "            \"individual_accuracy\": individual_accuracy / len(ltest) # average proportion of individual models correctly classifying\n",
    "        })\n",
    "\n",
    "        if return_model:\n",
    "            response[\"models\"] = models\n",
    "\n",
    "        yield response"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "## Single Iteration\n",
    "Run a single iteration of ensemble model investigations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Models: 1\n",
      "[200] [20]\n",
      "Models: 3\n",
      "[1, 200, 400] [20, 20, 20]\n",
      "Models: 9\n",
      "[1, 50, 100, 150, 200, 250, 300, 350, 400] [20, 20, 20, 20, 20, 20, 20, 20, 20]\n",
      "Models: 15\n",
      "[1, 29, 58, 86, 115, 143, 172, 200, 229, 257, 286, 314, 343, 371, 400] [20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20]\n",
      "Models: 25\n",
      "[1, 17, 34, 50, 67, 84, 100, 117, 134, 150, 167, 183, 200, 217, 233, 250, 267, 283, 300, 316, 333, 350, 366, 383, 400] [20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20]\n"
     ]
    }
   ],
   "source": [
    "single_ensem_results = list()\n",
    "# for test in evaluate_ensemble_vote(epochs=(5, 300), optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.02)):\n",
    "for test in evaluate_ensemble_vote(hidden_nodes=(1, 400),\n",
    "                                   epochs=20,\n",
    "                                   optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.02)):\n",
    "    single_ensem_results.append(test)\n",
    "    print(test[\"nodes\"], test[\"epochs\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "ensem_x = [i[\"num_models\"] for i in single_ensem_results]\n",
    "\n",
    "plt.plot(ensem_x, 1 - np.array([i[\"accuracy\"] for i in single_ensem_results]), 'x-', label='Ensemble Test')\n",
    "plt.plot(ensem_x, 1 - np.array([i[\"individual_accuracy\"] for i in single_ensem_results]), 'x-', label='Individual Test')\n",
    "plt.plot(ensem_x, 1 - np.array([i[\"agreement\"] for i in single_ensem_results]), 'x-', label='Disagreement')\n",
    "\n",
    "plt.title(\"Test Error Rates for Horizontal Model Ensembles\")\n",
    "plt.ylim(0)\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.ylabel(\"Error Rate\")\n",
    "plt.xlabel(\"Number of Models\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "## Multiple Iterations\n",
    "Run multiple iterations of the ensemble model investigations and average\n",
    "\n",
    "### CSV Results\n",
    "\n",
    "| test | learning rate | momentum | batch size | hidden nodes | epochs | models |\n",
    "| --- | --- | --- | --- | --- | --- | --- |\n",
    "|1|0.06|0|128|16|50|1, 3, 9, 15, 25|\n",
    "|2|0.06|0|35|16|1 - 100|1, 3, 9, 15, 25|\n",
    "\n",
    "### Pickle Results\n",
    "\n",
    "| test | learning rate | momentum | batch size | hidden nodes | epochs | models | stratify |\n",
    "| --- | --- | --- | --- | --- | --- | --- | --- |\n",
    "|3|0.06|0.05|35|16|1 - 300|1, 3, 9, 15, 25| |\n",
    "|4|0.06|0.05|35|1 - 50|50|1, 3, 9, 15, 25| |\n",
    "|5|0.06|0.05|35|1 - 300|50|1, 3, 9, 15, 25| |\n",
    "|6|0.001|0.01|35|1 - 400|50|1, 3, 9, 15, 25| |\n",
    "|7|0.01|0.01|35|1 - 400|30 - 150|1, 3, 9, 15, 25| |\n",
    "|8|0.03|0.01|35|1 - 400|5 - 100|1, 3, 9, 15, 25| |\n",
    "|9|0.1|0.01|35|1 - 400|20|1, 3, 9, 15, 25| |\n",
    "|10|0.15|0.01|35|1 - 400|20|1, 3, 9, 15, 25, 35, 45| |\n",
    "|11|0.15|0.01|35|1 - 400|10|1, 3, 9, 15, 25, 35, 45| |\n",
    "|12|0.02|0.01|35|m|50|1, 3, 9, 15, 25, 35, 45| |\n",
    "|13|0.01 exp 0.98, 1|0.01|35|1 - 200|50|1, 3, 9, 15, 25, 35, 45| n |\n",
    "|14|0.01|0.01|35|1 - 200|50|1, 3, 9, 15, 25, 35, 45| n |\n",
    "|15|0.01|0.9|35|50 - 100|50|1, 3, 5, 7, 9, 15, 25, 35, 45| n |\n",
    "|16|0.01|0.1|35|50 - 100|50|1, 3, 5, 7, 9, 15, 25, 35, 45| n |\n",
    "|17|0.1|0.1|35|50 - 100|50 - 100|1, 3, 5, 7, 9, 15, 25, 35, 45| n |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "metadata": {},
   "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"
    }
   ],
   "source": [
    "batch_size=35\n",
    "test_size=0.5\n",
    "epochs=50\n",
    "lr_schedule = tf.keras.optimizers.schedules.ExponentialDecay(0.01,\n",
    "                                                             decay_steps=1,\n",
    "                                                             decay_rate=0.98)\n",
    "\n",
    "plt.plot(range(epochs+1), [lr_schedule(i) for i in range(epochs+1)])\n",
    "plt.grid()\n",
    "plt.ylim(0)\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Learning Rate')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 357,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 1/30\n",
      "Iteration 2/30\n",
      "Iteration 3/30\n",
      "Iteration 4/30\n",
      "Iteration 5/30\n",
      "Iteration 6/30\n",
      "Iteration 7/30\n",
      "Iteration 8/30\n",
      "Iteration 9/30\n",
      "Iteration 10/30\n",
      "Iteration 11/30\n",
      "Iteration 12/30\n",
      "Iteration 13/30\n",
      "Iteration 14/30\n",
      "Iteration 15/30\n",
      "Iteration 16/30\n",
      "Iteration 17/30\n",
      "Iteration 18/30\n",
      "Iteration 19/30\n",
      "Iteration 20/30\n",
      "Iteration 21/30\n",
      "Iteration 22/30\n",
      "Iteration 23/30\n",
      "Iteration 24/30\n",
      "Iteration 25/30\n",
      "Iteration 26/30\n",
      "Iteration 27/30\n",
      "Iteration 28/30\n",
      "Iteration 29/30\n",
      "Iteration 30/30\n"
     ]
    }
   ],
   "source": [
    "multi_ensem_results = list()\n",
    "multi_ensem_iterations = 30\n",
    "for i in range(multi_ensem_iterations):\n",
    "    print(f\"Iteration {i+1}/{multi_ensem_iterations}\")\n",
    "    data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=test_size, \n",
    "#                                                                         stratify=labels\n",
    "                                                                       )\n",
    "    multi_ensem_results.append(list(evaluate_ensemble_vote(epochs=(50, 100),\n",
    "                                                           hidden_nodes=(50, 100),\n",
    "                                                           nmodels=[1, 3, 5, 7, 9, 15, 25, 35, 45],\n",
    "                                                           optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.1, momentum=0.1),\n",
    "                                                           weight_init=lambda: 'random_uniform',\n",
    "                                                           batch_size=batch_size,\n",
    "                                                           dtrain=data_train, \n",
    "                                                           dtest=data_test, \n",
    "                                                           ltrain=labels_train, \n",
    "                                                           ltest=labels_test,\n",
    "                                                           return_model=False,\n",
    "                                                           print_params=False)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "### Accuracy Tensor\n",
    "\n",
    "Create a tensor for holding the accuracy results\n",
    "\n",
    "(Iterations x Param x Number of models)\n",
    "\n",
    "#### Params\n",
    "0. Test Accuracy\n",
    "1. Train Accuracy\n",
    "2. Individual Accuracy\n",
    "3. Agreement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_tensor_data(test):\n",
    "    return [test[\"accuracy\"], \n",
    "            np.mean([i[\"accuracy\"][-1] for i in test[\"history\"]]), # avg train acc\n",
    "            test[\"individual_accuracy\"], \n",
    "            test[\"agreement\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 362,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30 Tests\n",
      "Models: [1, 3, 5, 7, 9, 15, 25, 35, 45]\n",
      "\n",
      "Loss: categorical_crossentropy\n",
      "LR: 0.1\n",
      "Momentum: 0.1\n"
     ]
    }
   ],
   "source": [
    "multi_ensem_models = sorted(list({i[\"num_models\"] for i in multi_ensem_results[0]}))\n",
    "multi_ensem_iter = len(multi_ensem_results)\n",
    "\n",
    "accuracy_ensem_tensor = np.zeros((multi_ensem_iter, 4, len(multi_ensem_models)))\n",
    "for iter_idx, iteration in enumerate(multi_ensem_results):\n",
    "    for single_test in iteration:\n",
    "        \n",
    "        ensem_models_idx = multi_ensem_models.index(single_test['num_models'])\n",
    "        accuracy_ensem_tensor[iter_idx, :, ensem_models_idx] = test_tensor_data(single_test)\n",
    "        \n",
    "mean_ensem_accuracy = np.mean(accuracy_ensem_tensor, axis=0)\n",
    "std_ensem_accuracy = np.std(accuracy_ensem_tensor, axis=0)\n",
    "\n",
    "print(f'{multi_ensem_iter} Tests')\n",
    "print(f'Models: {multi_ensem_models}')\n",
    "print()\n",
    "print(f'Loss: {multi_ensem_results[0][0][\"loss\"]}')\n",
    "print(f'LR: {multi_ensem_results[0][0][\"optimizer\"][\"learning_rate\"]:.3}')\n",
    "print(f'Momentum: {multi_ensem_results[0][0][\"optimizer\"][\"momentum\"]:.3}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "#### Export/Import Test Sets\n",
    "\n",
    "Export mean and standard deviations for retrieval and visualisation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 358,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [],
   "source": [
    "exp2_testname = 'exp2-test17'\n",
    "pickle.dump(multi_ensem_results, open(f\"results/{exp2_testname}.p\", \"wb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "metadata": {},
   "outputs": [],
   "source": [
    "exp2_testname = 'exp2-test16'\n",
    "multi_ensem_results = pickle.load(open(f\"results/{exp2_testname}.p\", \"rb\"))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "np.savetxt(\"exp2-mean.csv\", mean_ensem_accuracy, delimiter=',')\n",
    "np.savetxt(\"exp2-std.csv\", std_ensem_accuracy, delimiter=',')"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "mean_ensem_accuracy = np.loadtxt(\"results/test1-exp2-mean.csv\", delimiter=',')\n",
    "std_ensem_accuracy = np.loadtxt(\"results/test1-exp2-std.csv\", delimiter=',')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "### Best Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 363,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Models: 5, 96.4% Accurate\n"
     ]
    }
   ],
   "source": [
    "best_ensem_accuracy_idx = np.unravel_index(np.argmax(mean_ensem_accuracy[0, :]), mean_ensem_accuracy.shape)\n",
    "best_ensem_accuracy = mean_ensem_accuracy[best_ensem_accuracy_idx]\n",
    "best_ensem_accuracy_models = multi_ensem_models[best_ensem_accuracy_idx[1]]\n",
    "\n",
    "print(f'Models: {best_ensem_accuracy_models}, {best_ensem_accuracy * 100:.3}% Accurate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "### Test/Train Error Over Model Numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 364,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(6, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "# plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[0, :], 'x-', label='Ensemble Test')\n",
    "# plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[2, :], 'x-', label='Individual Test')\n",
    "# plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[1, :], 'x-', label='Individual Train')\n",
    "# plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[3, :], 'x-', label='Agreement')\n",
    "\n",
    "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[0, :], yerr=std_ensem_accuracy[0, :], capsize=4, label='Ensemble Test')\n",
    "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[2, :], yerr=std_ensem_accuracy[2, :], capsize=4, label='Individual Test')\n",
    "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[1, :], yerr=std_ensem_accuracy[1, :], capsize=4, label='Individual Train')\n",
    "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[3, :], yerr=std_ensem_accuracy[3, :], capsize=4, label='Disagreement')\n",
    "\n",
    "plt.title(f\"Error Rate for Horizontal Ensemble Models\")\n",
    "# plt.ylim(0, 0.2)\n",
    "# plt.ylim(0, np.max(1 - mean_ensem_accuracy + std_ensem_accuracy) + 0.05)\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.xlabel(\"Number of Models\")\n",
    "plt.ylabel(\"Error Rate\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'graphs/{exp2_testname}-error-rate-curves.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FSZq1mNiVZq_",
    "tags": [
     "ex3"
    ]
   },
   "source": [
    "# Experiment 3\n",
    "\n",
    "Repeat Exp 2) for cancer dataset with two different optimisers of your choice e.g. 'trainlm' and 'trainrp'. Comment and discuss the result and decide which is more appropriate training algorithm for the problem. In your discussion, include in your description a detailed account of how the training algorithms (optimisations) work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate_optimisers(optimizers=[(lambda: 'sgd', 'sgd'), \n",
    "                                    (lambda: 'adam', 'adam'), \n",
    "                                    (lambda: 'rmsprop', 'rmsprop')],\n",
    "                        weight_init=lambda: 'glorot_uniform',\n",
    "                        print_params=True,\n",
    "                        **kwargs\n",
    "                       ):\n",
    "    for o in optimizers:\n",
    "        \n",
    "        if print_params:\n",
    "            print(f'Optimiser: {o[1]}')\n",
    "            \n",
    "        yield list(evaluate_ensemble_vote(optimizer=o[0],\n",
    "                                          weight_init=weight_init,\n",
    "                                          exp=f'3-{o[1]}',\n",
    "                                          print_params=print_params,\n",
    "                                          **kwargs\n",
    "                                         ))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Single Iteration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimiser: sgd\n",
      "Models: 1\n",
      "Models: 3\n",
      "Models: 5\n",
      "Optimiser: adam\n",
      "Models: 1\n",
      "Models: 3\n",
      "Models: 5\n",
      "Optimiser: rmsprop\n",
      "Models: 1\n",
      "Models: 3\n",
      "Models: 5\n"
     ]
    }
   ],
   "source": [
    "single_optim_results = list()\n",
    "for test in evaluate_optimisers(epochs=(5, 300), nmodels=[1, 3, 5]):\n",
    "    single_optim_results.append(test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiple Iterations\n",
    "\n",
    "### Pickle Results\n",
    "\n",
    "| test | optim1 | optim2 | optim3 | lr | momentum | epsilon | batch size | hidden nodes | epochs | models | stratified |\n",
    "| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n",
    "| 1 | SGD | Adam | RMSprop | 0.1 | 0.0 | 1e7 | 35 | 16 | 1 - 100 | 1, 3, 9, 15, 25 | y |\n",
    "| 2 | SGD | Adam | RMSprop | 0.05 | 0.01 | 1e7 | 35 | 16 | 1 - 100 | 1, 3, 9, 15, 25 | y |\n",
    "| 3 | SGD | Adam | RMSprop | 0.1 | 0.01 | 1e7 | 35 | 1 - 400 | 20 | 1, 3, 9, 15, 25, 35, 45 | y |\n",
    "| 4 | SGD | Adam | RMSprop | 0.075 | 0.01 | 1e7 | 35 | 1 - 400 | 20 | 1, 3, 9, 15, 25, 35, 45 | y |\n",
    "| 5 | SGD | Adam | RMSprop | 0.05 | 0.01 | 1e7 | 35 | 1 - 400 | 20 | 1, 3, 9, 15, 25, 35, 45 | n |\n",
    "| 6 | SGD | Adam | RMSprop | 0.02 | 0.01 | 1e7 | 35 | m | 50 | 1, 3, 9, 15, 25, 35, 45 | n |\n",
    "| 7 | SGD | Adam | RMSprop | 0.1 | 0.9 | 1e-8 | 35 | 1 - 400 | 50 - 100 | 1, 3, 5, 7, 9, 15, 25 | n |\n",
    "| 8 | SGD | Adam | RMSprop | 0.05 | 0.9 | 1e-8 | 35 | 1 - 400 | 50 - 100 | 1, 3, 5, 7, 9, 15, 25 | n |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 1/30\n",
      "Iteration 2/30\n",
      "Iteration 3/30\n",
      "Iteration 4/30\n",
      "Iteration 5/30\n",
      "Iteration 6/30\n",
      "Iteration 7/30\n",
      "Iteration 8/30\n",
      "Iteration 9/30\n",
      "Iteration 10/30\n",
      "Iteration 11/30\n",
      "Iteration 12/30\n",
      "Iteration 13/30\n",
      "Iteration 14/30\n",
      "Iteration 15/30\n",
      "Iteration 16/30\n",
      "Iteration 17/30\n",
      "Iteration 18/30\n",
      "Iteration 19/30\n",
      "Iteration 20/30\n",
      "Iteration 21/30\n",
      "Iteration 22/30\n",
      "Iteration 23/30\n",
      "Iteration 24/30\n",
      "Iteration 25/30\n",
      "Iteration 26/30\n",
      "Iteration 27/30\n",
      "Iteration 28/30\n",
      "Iteration 29/30\n",
      "Iteration 30/30\n"
     ]
    }
   ],
   "source": [
    "multi_optim_results = list()\n",
    "multi_optim_iterations = 30\n",
    "\n",
    "multi_optim_lr = 0.05\n",
    "multi_optim_mom = 0.01\n",
    "multi_optim_eps = 1e-07\n",
    "multi_optims = [(lambda: tf_optim.SGD(learning_rate=multi_optim_lr, \n",
    "                                      momentum=multi_optim_mom), 'sgd'), \n",
    "                (lambda: tf_optim.Adam(learning_rate=multi_optim_lr, \n",
    "                                       epsilon=multi_optim_eps), 'adam'), \n",
    "                (lambda: tf_optim.RMSprop(learning_rate=multi_optim_lr, \n",
    "                                          momentum=multi_optim_mom, \n",
    "                                          epsilon=multi_optim_eps), 'rmsprop')]\n",
    "\n",
    "for i in range(multi_optim_iterations):\n",
    "    print(f\"Iteration {i+1}/{multi_optim_iterations}\")\n",
    "    data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5, \n",
    "#                                                                         stratify=labels\n",
    "                                                                       )\n",
    "    multi_optim_results.append(list(evaluate_optimisers(epochs=(50, 100),\n",
    "                                                        hidden_nodes=(1, 400),\n",
    "                                                        nmodels=[1, 3, 9, 15, 25],\n",
    "                                                        optimizers=multi_optims,\n",
    "                                                        weight_init=lambda: 'random_uniform',\n",
    "                                                        batch_size=35,\n",
    "                                                        dtrain=data_train, \n",
    "                                                        dtest=data_test, \n",
    "                                                        ltrain=labels_train, \n",
    "                                                        ltest=labels_test,\n",
    "                                                        return_model=False,\n",
    "                                                        print_params=False)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Accuracy Tensor\n",
    "\n",
    "Create a tensor for holding the accuracy results\n",
    "\n",
    "(Iterations x Param x Number of models)\n",
    "\n",
    "#### Params\n",
    "0. Test Accuracy\n",
    "1. Train Accuracy\n",
    "2. Individual Accuracy\n",
    "3. Agreement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 467,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30 Tests\n",
      "Optimisers: ['SGD', 'Adam', 'RMSprop']\n",
      "Models: [1, 3, 5, 7, 9, 15, 25]\n",
      "\n",
      "Loss: categorical_crossentropy\n"
     ]
    }
   ],
   "source": [
    "multi_optim_results_dict = dict() # indexed by optimiser name\n",
    "multi_optim_iter = len(multi_optim_results) # number of iterations (30)\n",
    "\n",
    "#####################################\n",
    "## INDIVIDUAL RESULTS TO DICTIONARY\n",
    "#####################################\n",
    "for iter_idx, iteration in enumerate(multi_optim_results): # of 30 iterations\n",
    "    for model_idx, model_test in enumerate(iteration): # of 3 optimisers\n",
    "        for single_optim_test in model_test: # single tests for each optimisers\n",
    "            \n",
    "            single_optim_name = single_optim_test[\"optimizer\"][\"name\"]\n",
    "            if single_optim_name not in multi_optim_results_dict:\n",
    "                multi_optim_results_dict[single_optim_name] = list(list() for _ in range(multi_optim_iter))\n",
    "\n",
    "            multi_optim_results_dict[single_optim_name][iter_idx].append(single_optim_test)\n",
    "\n",
    "# list of numbers of models used in test\n",
    "multi_optim_models = sorted(list({i[\"num_models\"] for i in multi_optim_results[0][0]}))\n",
    "\n",
    "##################################\n",
    "## DICTIONARY TO RESULTS TENSORS\n",
    "##################################\n",
    "optim_tensors = dict()\n",
    "for optim, optim_results in multi_optim_results_dict.items():\n",
    "    \n",
    "    accuracy_optim_tensor = np.zeros((multi_optim_iter, 4, len(multi_optim_models)))\n",
    "    for iter_idx, iteration in enumerate(optim_results):\n",
    "        for single_test in iteration:\n",
    "\n",
    "            optim_models_idx = multi_optim_models.index(single_test['num_models'])\n",
    "            accuracy_optim_tensor[iter_idx, :, optim_models_idx] = test_tensor_data(single_test)\n",
    "            \n",
    "    optim_tensors[optim] = {\n",
    "        \"accuracy\": accuracy_optim_tensor,\n",
    "        \"mean\": np.mean(accuracy_optim_tensor, axis=0),\n",
    "        \"std\": np.std(accuracy_optim_tensor, axis=0)\n",
    "    }\n",
    "\n",
    "print(f'{multi_optim_iter} Tests')\n",
    "print(f'Optimisers: {list(multi_optim_results_dict.keys())}')\n",
    "print(f'Models: {multi_optim_models}')\n",
    "print()\n",
    "print(f'Loss: {multi_optim_results[0][0][0][\"loss\"]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Export/Import Test Sets\n",
    "\n",
    "Export mean and standard deviations for retrieval and visualisation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(multi_optim_results, open(\"results/exp3-test5.p\", \"wb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 466,
   "metadata": {},
   "outputs": [],
   "source": [
    "exp3_testname = 'exp3-test8'\n",
    "multi_optim_results = pickle.load(open(f\"results/{exp3_testname}.p\", \"rb\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Best Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 468,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SGD: 9 Models, 96.5% Accurate\n",
      "Adam: 7 Models, 96.3% Accurate\n",
      "RMSprop: 9 Models, 96.3% Accurate\n"
     ]
    }
   ],
   "source": [
    "for optim, optim_results in optim_tensors.items():\n",
    "    best_optim_accuracy_idx = np.unravel_index(np.argmax(optim_results[\"mean\"][0, :]), optim_results[\"mean\"].shape)\n",
    "    best_optim_accuracy = optim_results[\"mean\"][best_optim_accuracy_idx]\n",
    "    best_optim_accuracy_models = multi_optim_models[best_optim_accuracy_idx[1]]\n",
    "\n",
    "    print(f'{optim}: {best_optim_accuracy_models} Models, {best_optim_accuracy * 100:.3}% Accurate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Optimiser Error Rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 469,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2400x600 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(12, 3))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "for idx, ((optimiser_name, tensors_dict), ax) in enumerate(zip(optim_tensors.items(), axes.flatten())):\n",
    "    ax.plot(multi_optim_models, 1 - tensors_dict[\"mean\"][0, :], 'x-', label='Ensemble Test')\n",
    "    ax.plot(multi_optim_models, 1 - tensors_dict[\"mean\"][2, :], 'x-', label='Individual Test')\n",
    "    ax.plot(multi_optim_models, 1 - tensors_dict[\"mean\"][1, :], 'x-', label='Individual Train')\n",
    "    ax.plot(multi_optim_models, 1 - tensors_dict[\"mean\"][3, :], 'x-', label='Disagreement')\n",
    "\n",
    "#     ax.errorbar(multi_optim_models, 1 - tensors_dict[\"mean\"][0, :], yerr=tensors_dict[\"std\"][0, :], capsize=4, label='Ensemble Test')\n",
    "#     ax.errorbar(multi_optim_models, 1 - tensors_dict[\"mean\"][2, :], yerr=tensors_dict[\"std\"][2, :], capsize=4, label='Individual Test')\n",
    "#     ax.errorbar(multi_optim_models, 1 - tensors_dict[\"mean\"][1, :], yerr=tensors_dict[\"std\"][1, :], capsize=4, label='Individual Train')\n",
    "#     ax.errorbar(multi_optim_models, 1 - tensors_dict[\"mean\"][3, :], yerr=tensors_dict[\"std\"][3, :], capsize=4, label='Disagreement')\n",
    "\n",
    "    ax.set_title(f\"{optimiser_name} Error Rate for Ensemble Models\")\n",
    "    ax.set_ylim(0, 0.1)\n",
    "#     ax.set_ylim(0, np.max([np.max(1 - i[\"mean\"] + i[\"std\"]) for i in optim_tensors.values()]) + 0.03)\n",
    "    ax.grid()\n",
    "#     if idx > 0:\n",
    "    ax.legend()\n",
    "    ax.set_xlabel(\"Number of Models\")\n",
    "    ax.set_ylabel(\"Error Rate\")\n",
    "\n",
    "# axes[0].set_ylim(0, 0.4)\n",
    "axes[1].legend()\n",
    "axes[2].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'graphs/{exp3_testname}-error-rate-curves.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "authorship_tag": "ABX9TyNAMGLKzaoWaq1wvQ+w0w8h",
   "collapsed_sections": [],
   "name": "nncw.ipynb",
   "provenance": [],
   "toc_visible": true
  },
  "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": "3.8.9"
  },
  "toc-autonumbering": false,
  "toc-showcode": false,
  "toc-showmarkdowntxt": false,
  "toc-showtags": false
 },
 "nbformat": 4,
 "nbformat_minor": 4
}