From 6fc461a3c5c9cd1d78202b2df7bbdc698d5a8eac Mon Sep 17 00:00:00 2001
From: Mirko Birbaumer <mirko.birbaumer@hslu.ch>
Date: Sat, 3 Apr 2021 21:00:52 +0000
Subject: [PATCH] Minor editing

---
 ...k Block 6 - RNN and Image Captioning.ipynb | 856 +++++++++++++-----
 1 file changed, 646 insertions(+), 210 deletions(-)

diff --git a/notebooks/Block_6/Jupyter Notebook Block 6 - RNN and Image Captioning.ipynb b/notebooks/Block_6/Jupyter Notebook Block 6 - RNN and Image Captioning.ipynb
index b01ccf6..b5b726f 100644
--- a/notebooks/Block_6/Jupyter Notebook Block 6 - RNN and Image Captioning.ipynb	
+++ b/notebooks/Block_6/Jupyter Notebook Block 6 - RNN and Image Captioning.ipynb	
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -99,7 +99,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -128,7 +128,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -177,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -227,7 +227,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -248,7 +248,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -301,7 +301,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -351,7 +351,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -373,7 +373,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -409,7 +409,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -432,10 +432,8 @@
    "source": [
     "### Sequence Inputs and Output\n",
     "\n",
-    "Now that we have encoded the input sequences, we need to separate them into input (X) and \n",
-    "output (y) elements.\n",
-    "\n",
-    "We can do this with array slicing.\n",
+    "Now that we have encoded the input sequences, we need to separate them into input (`X`) and \n",
+    "output (`y`) elements. We can do this with array slicing.\n",
     "\n",
     "After separating, we need to one-hot-encode the output word. This means converting it from \n",
     "an integer to a vector of 0 values, one for each word in the vocabulary, with a 1 to indicate \n",
@@ -456,7 +454,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -496,15 +494,11 @@
     "The learned embedding needs to know the size of the vocabulary and the \n",
     "length of input sequences as previously discussed. It also has a parameter \n",
     "to specify how many dimensions will be used to represent each word. That is, \n",
-    "the size of the embedding vector space.\n",
+    "the size of the embedding vector space. Common values are 50, 100, and 300. We will use 50 here, but consider testing smaller or larger values.\n",
     "\n",
-    "Common values are 50, 100, and 300. We will use 50 here, but consider testing smaller or larger values.\n",
+    "We will use two LSTM hidden layers with 100 memory units each. By means of `return_sequences=True`, each hidden layer of the first LSTM (each hidden layer consisting of 100 units) serves in turn as input into the next LSTM hidden layers. More memory units and a deeper network may achieve better results.\n",
     "\n",
-    "We will use two LSTM hidden layers with 100 memory units each. By means of `return_sequences=True`, the first LSTM hidden \n",
-    "layers (each hidden layer consisting of 100 units) at each position serve in turn as input into the next LSTM hidden layers. \n",
-    "More memory cells and a deeper network may achieve better results.\n",
-    "\n",
-    "A dense fully connected layer with 100 neurons connects to the final output of the second LSTM hidden layers to interpret the features extracted from the sequence. The output layer predicts the next word as a single vector the size of the vocabulary with a probability for each word in the vocabulary. A softmax activation function is used to ensure the outputs have the characteristics of normalized probabilities."
+    "A dense fully connected layer with 100 memory units connects to the final hidden layer of the second LSTM to interpret the features extracted from the sequence. The output layer predicts the next word as a single vector which has the size of the vocabulary with a probability for each word in the vocabulary. A softmax activation function is used to ensure the outputs have the characteristics of normalized probabilities."
    ]
   },
   {
@@ -1402,16 +1396,14 @@
    "source": [
     "### Save Model\n",
     "\n",
-    "At the end of the run, the trained model is saved to file.\n",
-    "\n",
-    "Here, we use the Keras model API to save the model to the file `model_goethe.h5` in the current working directory.\n",
+    "At the end of the run, the trained model is saved to file. Here, we use the Keras model API to save the model to the file `model_goethe.h5` in the current working directory.\n",
     "\n",
     "Later, when we load the model to make predictions, we will also need the mapping of words to integers. This is in the Tokenizer object, and we can save that too using Pickle."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1428,9 +1420,7 @@
    "source": [
     "### Use Language Model\n",
     "\n",
-    "Now that we have a trained language model, we can use it.\n",
-    "\n",
-    "In this case, we can use it to generate new sequences of text that have the same statistical properties as the source text.\n",
+    "Now that we have a trained language model, we can use it. In this case, we can use it to generate new sequences of text that have the same statistical properties as the source text.\n",
     "\n",
     "This is not practical, at least not for this example, but it gives a concrete example of what the language model has learned.\n",
     "\n",
@@ -1446,7 +1436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1479,7 +1469,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1508,37 +1498,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 29,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: h5py<3.0.0 in /opt/conda/lib/python3.7/site-packages (2.10.0)\n",
-      "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from h5py<3.0.0) (1.14.0)\n",
-      "Requirement already satisfied: numpy>=1.7 in /opt/conda/lib/python3.7/site-packages (from h5py<3.0.0) (1.19.1)\n",
-      "\u001b[33mWARNING: You are using pip version 20.1.1; however, version 21.0.1 is available.\n",
-      "You should consider upgrading via the '/opt/conda/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
-     ]
-    },
-    {
-     "ename": "AttributeError",
-     "evalue": "'str' object has no attribute 'decode'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-58-7352f2d33ec0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# load the model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"pip3 install 'h5py<3.0.0'\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'model_goethe_generator.h5'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/tensorflow_core/python/keras/saving/save.py\u001b[0m in \u001b[0;36mload_model\u001b[0;34m(filepath, custom_objects, compile)\u001b[0m\n\u001b[1;32m    144\u001b[0m   if (h5py is not None and (\n\u001b[1;32m    145\u001b[0m       isinstance(filepath, h5py.File) or h5py.is_hdf5(filepath))):\n\u001b[0;32m--> 146\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mhdf5_format\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_model_from_hdf5\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcustom_objects\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcompile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    148\u001b[0m   \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstring_types\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/tensorflow_core/python/keras/saving/hdf5_format.py\u001b[0m in \u001b[0;36mload_model_from_hdf5\u001b[0;34m(filepath, custom_objects, compile)\u001b[0m\n\u001b[1;32m    164\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mmodel_config\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    165\u001b[0m       \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'No model found in config file.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 166\u001b[0;31m     \u001b[0mmodel_config\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_config\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'utf-8'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    167\u001b[0m     model = model_config_lib.model_from_config(model_config,\n\u001b[1;32m    168\u001b[0m                                                custom_objects=custom_objects)\n",
-      "\u001b[0;31mAttributeError\u001b[0m: 'str' object has no attribute 'decode'"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# load the model\n",
-    "!pip3 install 'h5py<3.0.0'\n",
     "model = load_model('model_goethe_generator.h5')"
    ]
   },
@@ -1546,12 +1510,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We can also load the tokenizer from file using the Pickle API."
+    "We can also load the tokenizer from file using the `Pickle API`."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1572,14 +1536,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "gleich in die hölle springen xenien als insekten sind wir da mit kleinen scharfen scheren satan unsern herrn papa nach würden zu verehren hennings seht wie sie in gedrängter schaar naiv zusammen scherzen am ende sagen sie noch gar sie hätten gute herzen musaget ich mag in diesem hexenheer mich gar\n",
+      "nach alter weise in brudersphären wettgesang und ihre vorgeschriebne reise vollendet sie mit donnergang ihr anblick giebt den engeln stärke wenn keiner sie ergründen mag die unbegreiflich hohen werke sind herrlich wie am ersten tag gabriel und schnell und unbegreiflich schnelle dreht sich umher der erde pracht es wechselt paradieseshelle mit\n",
       "\n"
      ]
     }
@@ -1603,7 +1567,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1611,10 +1575,10 @@
      "output_type": "stream",
      "text": [
       "(1, 50)\n",
-      "[[  86    9    3  337 1409 6293   42 6294   57   38   37   17  635 6295\n",
-      "  6296 2294 1254  149 6297   52 2405    8 1249 6298  250   25   12    9\n",
-      "  1715 1403 6299 1004 1557   75  261  167   12   51   88   12 6300  421\n",
-      "   169 6301    2  117    9  166 2472   22]]\n"
+      "[[  52  506  592    9 2853 2854    1  252 2855  821 2856   12   17 2857\n",
+      "    21  952  399   16 1733 1734   34  448   12 1735  117    3 1259  659\n",
+      "  1260   57  512   25   75  390  132 2858    1  822    1 1259 1256 1261\n",
+      "    19  513    4  215 1736   13 1737 2859]]\n"
      ]
     }
    ],
@@ -1635,14 +1599,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[183]\n"
+      "[17]\n"
      ]
     }
    ],
@@ -1661,14 +1625,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "liebe\n"
+      "mit\n"
      ]
     }
    ],
@@ -1692,7 +1656,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1709,7 +1673,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1746,14 +1710,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "ringsum gegenwart erstanden erstanden erstanden judex judex fremder fremder fremder seltsamen seltsamen moralisch moralisch wiederholt zittert zittert wiederholt wiederholt zittert wiederholt seltsamen seltsamen wiederholt wiederholt zittert zittert werden wohlbekannte wohlbekannte wohlbekannte einzunehmen gegenwart meinem meinem meinem himmelslicht himmelslicht himmelslicht hieß hieß hieß hieß damaged damaged samstags genoß genoß genoß genoß\n"
+      "tiefer schauervoller nacht es schäumt das meer in breiten flüssen am tiefen grund der felsen auf und fels und meer wird fortgerissen in ewig schnellem sphärenlauf michael und stürme brausen um die wette vom meer aufs land vom land aufs meer und bilden wüthend eine kette der tiefsten wirkung rings\n"
      ]
     }
    ],
@@ -1802,7 +1766,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1818,22 +1782,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1506b9be0>"
       ]
      },
-     "execution_count": 64,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJAAAAEYCAYAAACz0n+5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8GearUAAARqUlEQVR4nO2de5BU1Z3HP19Qy5JRwNfIS01lXbLR7OBK2LV8FK6KaFFiLJbFPyK6umNSuokVk/jYStRYtaW7G60YdtVZpYJVrknUEElEZGIlpSRRGRB8AeIDyxl5REEEQ8IO/vaPviNN04+ZPn37zL3z+1C3uu+59/Y5zXzqd859nF/LzHCcehkWuwFOtnGBnCBcICcIF8gJwgVygnCBnCBcoBwhaYKkX0t6TdKrkr6elB8uqVPS+uR1dIXj5yb7rJc0t191+nWg/CBpDDDGzFZKOhRYAVwEXAZsNbPbJd0AjDaz60uOPRzoAiYDlhx7ipltq1anR6AcYWYbzWxl8n4HsAYYB8wEFiS7LaAgVSnnAZ1mtjWRphOYXqtOFyinSDoeOBl4Hmg1s43Jpk1Aa5lDxgHvFq13J2VVOSColf3D+8i9qHjlVt064P+bW7jlKqC9qKjDzDr2qURqAR4DrjWzj6S91ZqZSWrY36QZAvHek+81o5pBzdjzxzbkcxJZOiptl3QgBXkeMrOfJcWbJY0xs43JOGlLmUN7gKlF6+OB39Rqj3dhMVEdS7WPK4SaB4A1ZnZn0aZFQN9Z1Vzg8TKHPwVMkzQ6OUublpRVpSkRyClPcdfSIE4Dvgy8LGlVUnYTcDvwU0lXAO8As5P6JwNfMbMrzWyrpNuA5clx3zOzrbUqdIFi0mB/zGxZlU89u8z+XcCVRevzgfkDqdMFioiGNTwCNR0XKCJqdAiKgAsUk+z74wLFJIVBdNNxgWKSfX9coJh4BHLCyL4/LlBMPAI5YWTfHxcoJh6BnDCy748LFBO/Eu2EkX1/XKCY+BjICSP7/rhAMfEI5ISRfX9coJh4BHLCyL4/LlBMPAI5YWTfHxcoJh6BnCBcICeMFPyRNB+YAWwxs5OSsp8AE5NdRgEfmtmkMsduAHYAe4BeM5tcqz4XKCIpRaAfAfOAB/sKzOwfi+r8PrC9yvFnmdn7/a3MBYpJCv6Y2TNJapf9qysYOxv4+0bV58kVIiJpwEsgZwCbzWx9he0GLJW0QlJ7hX32wSNQTOrwIfnDVs0PVIVLgIerbD/dzHokHQ10SlprZs9U+0AXKCL1RJRa+YGq1HUAcDFwSpXP7klet0haCEwBqgrkXdjQ4RxgrZl1l9soaUSSmBNJIyjkB3ql1oe6QBFJYwwk6WHg98BESd1JTiCAOZR0X5LGSlqcrLYCyyStBl4AnjCzJbXqy30XNufWORxy8CEM0zCGDx/OfdfdF7tJe0nnLOySCuWXlSl7D7ggef8W0DbQ+nIvEMBdV9/FyJaRsZuxH0PiSrSkz1HIM9yX8rUHWGRma9Js2JAg+/5UHwNJuh74MYWv+kKyCHg4yXg+6JHEt+79Fu3/2c4vfveL2M3ZhwjXgRpOrQh0BXCimf1fcaGkO4FXKSRvHNTc/bW7OWrUUWzbsY1v3vNNjm09lrbPDrirT4fB58OAqXUW9glQLsHxmGRbWSS1S+qS1NXRMeBLFg3lqFFHATD60NGc8YUzWPvO2qjtKWYoRKBrgaclrWdvGvxjgb8Arql0UMnFLouVaHzXn3dhZhxy8CHs+vMuutZ1cel5l0ZpS1kGnw8DpqpAZrZE0l9SuCJZPIhebmZ70m5cKNt2bOM7878DwJ5P9nDO35zDlL+aErlVexmMEWWg1DwLM7NPgOea0JaGM/bIsTzw7QdiN6My2fdnaFwHGqx4cgUnjOz74wLFxDPVO0EMiUG0kyLZ98cFiolHICeM7PvjAsUkDxHIn0h0gvAIFJE8RCAXKCbZ98cFiolHICeM7PvjAsXEI5ATRvb9cYFikocI5NeBYqI6llofKc2XtEXSK0Vlt0jqkbQqWS6ocOx0SeskvdHfWTcuUERSeqj+R8D0MuV3mdmkZFlculHScOC/gPOBzwOXSPp8rcpcoJyRpGPZWsehU4A3zOwtM9tNYT7gzFoHuUARafK0nmskvZR0caPLbB/H3pk3AN3snUhRERcoJnWMgYrn3CVLfzKJ3QN8FpgEbAS+36iv4GdhEWlWgikz21xU5/8AvyyzWw8woWh9fFJWFY9AMUnhLKxsNdKYotUvUT5x1HLgBEmfkXQQhXxCi2p9tkegiKRxHShJMDUVOFJSN3AzMFXSJApJNDcAVyX7jgXuN7MLzKxX0jXAU8BwYL6ZvVqrPhcoImnMyqiQYKrs7MriBFPJ+mJgv1P8arhAMcn+hWgXKCZ5uJXhAsUk+/64QDHxufFOGNn3xwWKiY+BnDCy748LFBOPQE4Y2ffHBYqJRyAnjOz70xyBxp5fLtW04xHICSP7/jRJoDh5xgcXZYKwX4l2wsi+Py5QTHwM5ISRfX9coJh4BHLCyL4/LlBMPAI5QfhPHThhZN8fFygmebiQ6DNTY9K8/ED/IWltklxhoaRRFY7dIOnlJIdQV3++ggsUkSbmB+oETjKzvwZeB26scvxZSQ6hyf2pzAWKSQoRqFx+IDNbama9yepzFBInNAQXKCKRfvb7n4AnK2wzYKmkFf1MG+OD6KjU4UPyhy3+43YkKV/6c+y/Ar3AQxV2Od3MeiQdDXRKWptEtIq4QBFpVn6gpK7LgBnA2WZmFT67J3ndImkhhbR3VQXyLiwmzcsPNB34NnChmf2xwj4jJB3a9x6YRvk8QvvgAkUkjTFQkh/o98BESd2SrgDmAYdS6JZWSbo32XespL50Lq3AMkmrgReAJ8xsSa36vAvLGfXmBzKzt4C2gdbnAkXEb6Y6YWTfHxcoJh6BnDCy748LFBOPQE4Y2ffHBYqJRyAnjOz74wLFJA8RyG9lOEF4BIqIz8pwgshDF+YCxST7/rhAMfEI5ISRfX9coJjkIQLl/jT+xjtu5NQvncqMy2fEbsr+NOmR1jTJvUAXT7+Y+++4P3YzyhJpWk9Dyb1AX2z7IiMPGxm7GeUZyhFI0uWNbMhQRHX8G2yERKBbK22Q1C6pS1JXR8eApzANHXIQgaqehUl6qdImCtNAylIy+c08T3R5BuOYZqDUOo1vBc4DtpWUC/hdKi0aSmTfn5pd2C+BFjN7p2TZAPwm9dY1gG/c9g3mXD2Ht999mzP/4UweeeKR2E36lJQmFpbLD3S4pE5J65PX0RWOnZvss17S3H59hwrTpBuJd2HQ91MH+xjwzPXPDPg//8w7zqxqkaQzgZ3Ag2Z2UlL278BWM7td0g3AaDO7vuS4w4EuYDKFLB0rgFPMrLT32Yfcn8YPZtKIQOXyAwEzgQXJ+wXARWUOPQ/oNLOtiTSd7J+oaj/8VkZMmjcGajWzjcn7TZQ/ARoHvFu03p2UVcUjUETqiUDFl0iSpV+JoPpIUrs0bNziESgmdUSgOvMDbZY0xsw2ShoDbCmzTw8wtWh9PP04UfIIFJEmXoleBPSdVc0FHi+zz1PANEmjk7O0aUlZVVygmKST5rdcfqDbgXMlrQfOSdaRNFnS/QBmthW4DVieLN9LyqriXVhE0niovkJ+IICzy+zbBVxZtD4fmD+Q+lygiAyFWxlOmmTfHxcoJh6BnDCy748LFBOPQE4Y2ffHBYrJYHxEdaC4QDHJvj8uUEx8DOSEkX1/XKCYeARywsi+Py5QTDwCOWFk3x8XKCZ5iED+QJkThEegiOQhArlAMcm+Py5QTDwCOWFk3x8XKCYegZwg/KcOnDCy749fB4pJo7NzSJooaVXR8pGka0v2mSppe9E+3w35Dh6BcoSZrQMmAUgaTmG++8Iyuz5rZg1JnO0CRSTlQfTZwJtm9k6alXgXFpN0s7TOAR6usO1USaslPSnpxLranuACRSSt/ECSDgIuBMolhFwJHGdmbcAPgZ+HfIfmdGFjm1JL9kgvP9D5wEoz21zm+I+K3i+W9N+SjjSz9wfeGh8DRSXFMdAlVOi+JB0DbDYzkzSFQi/0Qb0VNUWgW1Uxqf2Q4Wa7ef/CFPyRNAI4F7iqqOwrAGZ2LzAL+KqkXmAXMMcCUvV6BIpIGhHIzD4Gjigpu7fo/TxgXqPqc4FikoMr0S5QRPxmqhNG9v1xgWLiyRWcMLLvjwsUEx8DOWFk3x8XKCYegZwwsu+PCxQTj0BOEHl4qN6fB3KC8AgUEe/CnDCy748LFBOPQE4Y2ffHBYqJRyAnjOz74wLFxCOQE0b2/XGBYuIRyAkj+/64QDHxR1qdMNKZWLgB2AHsAXrNbHLJdgE/AC4A/ghcZmYr663PBYpIimOgs6rMdT8fOCFZ/ha4J3mtC78bH5N007tUYibwoBV4DhglaUy9H+YCRaTRKe4SDFgqaUW51C/AOODdovXupKwuvAuLSR0RJZGiWIyOJOVLH6ebWY+ko4FOSWvN7JmwhlbGBYpIPWOgWvmBzKwned0iaSEwBSgWqAeYULQ+PimrC+/CYtLgMZCkEZIO7XsPTANeKdltEXCpCvwdsN3MNtb7FTwCRSSFs7BWYGHyuQcA/2tmS0ryAy2mcAr/BoXT+MtDKnSBcoSZvQW0lSkvzg9kwNWNqtMFikgeZmXkTqDDxh/GRQ9eREtrC2bGyo6VPH/38xw8+mBm/WQWo44fxYcbPuTR2Y/ypw//FLWtfjN1EPJJ7ycsvW4pm17cxEEtB9G+op03O99k0mWTePvpt/ntHb/ltOtP4/QbTudXN/wqbmOz70/tszBJn5N0tqSWkvLp6TWrfnZu2smmFzcBsHvnbv6w5g8cNu4wJs6cyOoFqwFYvWA1Ey+aGLOZQGoXEptKVYEkfQ14HPgX4BVJM4s2/1uaDWsEI48byZiTx9D9fDctrS3s3LQTKEjW0tpS4+gmEOdWRkOp1YX9M3CKme2UdDzwqKTjzewHDMqvs5cDRxzI7Mdms+TaJezesXu/7QGZbRvGYIwoA6WWQMPMbCeAmW2QNJWCRMdRRaDiy+333Xdfg5raf4YdMIzZj83m5YdeZu3CtQDs3LyTlmMKUajlmBY+3vJx09u1H9n3p+YYaLOkSX0riUwzgCOBL1Q6yMw6zGyymU1uby93Py9dLnzgQt5f8z7P3fXcp2WvL3qdtrmFSyRtc9tY9/i6prerlDyMgWpFoEuB3uICM+ulcCm8+aGlH0w4bQJtl7ax+aXNXPViIVn70zc9zbLblzHrp7M4+YqT2f7Odh6ZXe53SJrM4PNhwKgJYwHznzr49KcO9lHmg2c/GPB//hFnHDGotMvddaBMMahUqA8XKCKDcUwzUFygmGTfHxcoJh6BnDCy748LFBOPQE4Y2ffHBYqJRyAnjOz74wLFxJMrOGFk3x8XKCb+UL0ThA+inTCy749PbY5Jox8okzRB0q8lvSbpVUlfL7PPVEnbJa1Klu+GfAePQDFpfATqBa4zs5XJHPkVkjrN7LWS/Z41sxmNqNAFikijx0BJkoSNyfsdktZQyP1TKlDD8C4sY0hql9RVtJR96DyZRXMy8HyZzadKWi3pSUknhrTHI1BE0sgPlHxuC/AYcK2ZfVSyeSVwXDJV6wLg5xTyJdaFR6CYpDCxUNKBFOR5yMx+VrrdzD4qmqq1GDhQ0pH1fgWPQBFp9BgoSeH7ALDGzO6ssM8xwGYzM0lTKASRD+qt0wWKSePPwk4Dvgy8LGlVUnYTcCx8midoFvBVSb3ALmCOBUzNcYEiksJZ2DJqaGlm84B5jarTBYpJDq5Eu0AR8XthThjZ98cFikkeIpBfB3KC8AgUkTxEIBcoJtn3xwWKiUcgJ4zs++MCxcQjkBOEz8pwwsi+Py5QTPLQhTUlyWbaFWSIfY15r47/m7GDK241Q6BBgaT2kt8WdRrAULqV0fyM50OAoSSQkwIukBPEUBLIxz8pMGQG0U46DKUI5KRA7gWSNF3SOklvSLohdnvyRq67MEnDgdeBc4FuYDlwSZlsFU6d5D0CTQHeMLO3zGw38GNgZo1jnAGQd4HGAe8WrXcnZU6DyLtATsrkXaAeYELR+vikzGkQeRdoOXCCpM9IOgiYAyyK3KZckevngcysV9I1wFPAcGC+mb0auVm5Iten8U765L0Lc1LGBXKCcIGcIFwgJwgXyAnCBXKCcIGcIFwgJ4j/B7Kh0mnDFTyUAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 108x324 with 2 Axes>"
       ]
@@ -1864,7 +1828,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1873,22 +1837,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1507bdf98>"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 108x324 with 2 Axes>"
       ]
@@ -1915,7 +1879,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -1924,7 +1888,7 @@
        "927"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1947,7 +1911,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1963,12 +1927,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -2006,7 +1970,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -2015,7 +1979,7 @@
        "array([927., 397., 148., 929.])"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2044,7 +2008,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -2054,7 +2018,7 @@
        "      dtype=float128)"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2083,7 +2047,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -2097,7 +2061,7 @@
        "        3.99001076e+001]], dtype=float128)"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2120,12 +2084,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -2153,7 +2117,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -2162,7 +2126,7 @@
        "array([ 3.88079708,  4.0728263 , 45.26423912], dtype=float128)"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2177,22 +2141,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x150a69c88>"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 108x324 with 2 Axes>"
       ]
@@ -2241,14 +2205,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2.2.4-tf\n"
+      "2.4.0\n"
      ]
     }
    ],
@@ -2263,9 +2227,7 @@
    "source": [
     "## Photo and Caption Dataset\n",
     "\n",
-    "A good dataset to use when getting started with image captioning is the __Flickr8K__ dataset.\n",
-    "\n",
-    "The reason is because it is realistic and relatively small so that you can download it and build models on your workstation using a CPU.\n",
+    "A good dataset to use when getting started with image captioning is the __Flickr8K__ dataset. The reason is because it is realistic and relatively small so that you can download it and build models on your workstation using a CPU.\n",
     "\n",
     "The definitive description of the dataset is in the paper _“Framing Image Description as a Ranking Task: Data, Models and Evaluation Metrics”_ from 2013.\n",
     "\n",
@@ -2323,7 +2285,7 @@
     "\n",
     "Keras also provides tools for reshaping the loaded photo into the preferred size for the model (e.g. 3 channel 224 x 224 pixel image).\n",
     "\n",
-    "Below is a function named `extract_features` that, given a directory name, will load each photo, prepare it for VGG, and collect the predicted features from the VGG model. The image features are a 1-dimensional 4,096 element vector.\n",
+    "Below is a function named `extract_features` that, given a directory name, will load each photo, prepare it for VGG, and collect the predicted features from the VGG model. The image features are a 1-dimensional 4'096 element vector.\n",
     "\n",
     "The function returns a dictionary of image identifier to image features."
    ]
@@ -2339,16 +2301,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Downloading data from https://github.com/fchollet/deep-learning-models/releases/download/v0.1/vgg16_weights_tf_dim_ordering_tf_kernels.h5\n",
-      "553467904/553467096 [==============================] - 16s 0us/step\n",
-      "Model: \"model\"\n",
+      "Model: \"functional_1\"\n",
       "_________________________________________________________________\n",
       "Layer (type)                 Output Shape              Param #   \n",
       "=================================================================\n",
@@ -2400,19 +2360,8 @@
       "Trainable params: 134,260,544\n",
       "Non-trainable params: 0\n",
       "_________________________________________________________________\n",
-      "None\n"
-     ]
-    },
-    {
-     "ename": "FileNotFoundError",
-     "evalue": "[Errno 2] No such file or directory: 'Flicker8k_Dataset/'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-60-9545493bef71>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     39\u001b[0m \u001b[0;31m# extract features from all images\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m \u001b[0mdirectory\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'Flicker8k_Dataset/'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 41\u001b[0;31m \u001b[0mfeatures\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mextract_features\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdirectory\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     42\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Extracted Features: %d'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfeatures\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m \u001b[0;31m# save to file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m<ipython-input-60-9545493bef71>\u001b[0m in \u001b[0;36mextract_features\u001b[0;34m(directory)\u001b[0m\n\u001b[1;32m     18\u001b[0m     \u001b[0;31m# extract features from each photo\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\u001b[0m     \u001b[0mfeatures\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 20\u001b[0;31m     \u001b[0;32mfor\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlistdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdirectory\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     21\u001b[0m         \u001b[0;31m# load an image from file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m         \u001b[0mfilename\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdirectory\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'/'\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'Flicker8k_Dataset/'"
+      "None\n",
+      "Extracted Features: 8091\n"
      ]
     }
    ],
@@ -2469,7 +2418,7 @@
    "source": [
     "Running this data preparation step may take a while depending on your hardware, perhaps one hour on the CPU with a modern workstation.\n",
     "\n",
-    "At the end of the run, you will have the extracted features stored in `‘features.pkl‘` for later use. This file will be about 127 Megabytes in size. You can download it from Ilias."
+    "At the end of the run, you will have the extracted features stored in `features.pkl` for later use. This file will be about 127 Megabytes in size. You can download it from Ilias."
    ]
   },
   {
@@ -2485,9 +2434,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 53,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1000268201_693b08cb0e.jpg#0\tA child in a pink dress is climbing up a set of stairs in an entry way .\n",
+      "1000268201_693b08cb0e.jpg#1\tA girl going into a wooden building .\n",
+      "1000268201_693b08cb0e.jpg#2\tA little girl climbing into a wooden playhouse .\n",
+      "1000268201_693b08cb0e.jpg#3\tA little girl climbing the stairs to her playhouse .\n",
+      "1000268201_693b08cb0e.jpg#4\tA little girl in a pink dress going into a wooden cabin .\n"
+     ]
+    }
+   ],
    "source": [
     "# load doc into memory\n",
     "def load_doc(filename):\n",
@@ -2516,9 +2477,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 54,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['A child in a pink dress is climbing up a set of stairs in an entry way .', 'A girl going into a wooden building .', 'A little girl climbing into a wooden playhouse .', 'A little girl climbing the stairs to her playhouse .', 'A little girl in a pink dress going into a wooden cabin .']\n",
+      "Loaded: 8092 \n"
+     ]
+    }
+   ],
    "source": [
     "# extract descriptions for images\n",
     "def load_descriptions(doc):\n",
@@ -2566,9 +2536,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['child in pink dress is climbing up set of stairs in an entry way', 'girl going into wooden building', 'little girl climbing into wooden playhouse', 'little girl climbing the stairs to her playhouse', 'little girl in pink dress going into wooden cabin']\n"
+     ]
+    }
+   ],
    "source": [
     "import string\n",
     "def clean_descriptions(descriptions):\n",
@@ -2608,9 +2586,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 56,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Vocabulary Size: 8763\n"
+     ]
+    }
+   ],
    "source": [
     "# convert the loaded descriptions into a vocabulary of words\n",
     "def to_vocabulary(descriptions):\n",
@@ -2637,7 +2623,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2718,7 +2704,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2762,7 +2748,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2801,7 +2787,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2823,9 +2809,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 61,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dataset: 6000\n",
+      "Descriptions: train=6000\n",
+      "Photos: train=6000\n"
+     ]
+    }
+   ],
    "source": [
     "from pickle import load\n",
     "# load training dataset (6K)\n",
@@ -2862,9 +2858,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 62,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Vocabulary Size: 7579\n"
+     ]
+    }
+   ],
    "source": [
     "from keras.preprocessing.text import Tokenizer\n",
     "# convert a dictionary of clean descriptions to a list of descriptions\n",
@@ -2926,7 +2930,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2964,7 +2968,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2983,9 +2987,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 65,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dataset: 6000\n",
+      "Descriptions: train=6000\n",
+      "Photos: train=6000\n",
+      "Vocabulary Size: 7579\n",
+      "Description Length: 34\n"
+     ]
+    }
+   ],
    "source": [
     "from keras.preprocessing.sequence import pad_sequences\n",
     "from keras.utils import to_categorical\n",
@@ -3013,7 +3029,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3023,9 +3039,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 67,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dataset: 1000\n",
+      "Descriptions: test=1000\n",
+      "Photos: test=1000\n"
+     ]
+    }
+   ],
    "source": [
     "# dev dataset\n",
     "\n",
@@ -3086,7 +3112,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3133,9 +3159,47 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 69,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model: \"functional_3\"\n",
+      "__________________________________________________________________________________________________\n",
+      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
+      "==================================================================================================\n",
+      "input_3 (InputLayer)            [(None, 34)]         0                                            \n",
+      "__________________________________________________________________________________________________\n",
+      "input_2 (InputLayer)            [(None, 4096)]       0                                            \n",
+      "__________________________________________________________________________________________________\n",
+      "embedding (Embedding)           (None, 34, 256)      1940224     input_3[0][0]                    \n",
+      "__________________________________________________________________________________________________\n",
+      "dropout (Dropout)               (None, 4096)         0           input_2[0][0]                    \n",
+      "__________________________________________________________________________________________________\n",
+      "dropout_1 (Dropout)             (None, 34, 256)      0           embedding[0][0]                  \n",
+      "__________________________________________________________________________________________________\n",
+      "dense (Dense)                   (None, 256)          1048832     dropout[0][0]                    \n",
+      "__________________________________________________________________________________________________\n",
+      "lstm (LSTM)                     (None, 256)          525312      dropout_1[0][0]                  \n",
+      "__________________________________________________________________________________________________\n",
+      "add (Add)                       (None, 256)          0           dense[0][0]                      \n",
+      "                                                                 lstm[0][0]                       \n",
+      "__________________________________________________________________________________________________\n",
+      "dense_1 (Dense)                 (None, 256)          65792       add[0][0]                        \n",
+      "__________________________________________________________________________________________________\n",
+      "dense_2 (Dense)                 (None, 7579)         1947803     dense_1[0][0]                    \n",
+      "==================================================================================================\n",
+      "Total params: 5,527,963\n",
+      "Trainable params: 5,527,963\n",
+      "Non-trainable params: 0\n",
+      "__________________________________________________________________________________________________\n",
+      "None\n",
+      "('Failed to import pydot. You must `pip install pydot` and install graphviz (https://graphviz.gitlab.io/download/), ', 'for `pydotprint` to work.')\n"
+     ]
+    }
+   ],
    "source": [
     "# define the model\n",
     "model = define_model(vocab_size, max_length)"
@@ -3173,7 +3237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3193,9 +3257,106 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 71,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/20\n",
+      "\n",
+      "Epoch 00001: val_loss improved from inf to 4.06795, saving model to model-ep001-loss4.516-val_loss4.068.h5\n",
+      "9576/9576 - 918s - loss: 4.5156 - val_loss: 4.0680\n",
+      "Epoch 2/20\n",
+      "\n",
+      "Epoch 00002: val_loss improved from 4.06795 to 3.91073, saving model to model-ep002-loss3.851-val_loss3.911.h5\n",
+      "9576/9576 - 912s - loss: 3.8505 - val_loss: 3.9107\n",
+      "Epoch 3/20\n",
+      "\n",
+      "Epoch 00003: val_loss improved from 3.91073 to 3.87354, saving model to model-ep003-loss3.643-val_loss3.874.h5\n",
+      "9576/9576 - 913s - loss: 3.6425 - val_loss: 3.8735\n",
+      "Epoch 4/20\n",
+      "\n",
+      "Epoch 00004: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 918s - loss: 3.5364 - val_loss: 3.8739\n",
+      "Epoch 5/20\n",
+      "\n",
+      "Epoch 00005: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 917s - loss: 3.4762 - val_loss: 3.9316\n",
+      "Epoch 6/20\n",
+      "\n",
+      "Epoch 00006: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 919s - loss: 3.4382 - val_loss: 3.9394\n",
+      "Epoch 7/20\n",
+      "\n",
+      "Epoch 00007: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 919s - loss: 3.4121 - val_loss: 3.9871\n",
+      "Epoch 8/20\n",
+      "\n",
+      "Epoch 00008: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 920s - loss: 3.3940 - val_loss: 3.9694\n",
+      "Epoch 9/20\n",
+      "\n",
+      "Epoch 00009: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 922s - loss: 3.3832 - val_loss: 4.0410\n",
+      "Epoch 10/20\n",
+      "\n",
+      "Epoch 00010: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 948s - loss: 3.3772 - val_loss: 4.0002\n",
+      "Epoch 11/20\n",
+      "\n",
+      "Epoch 00011: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 1061s - loss: 3.3732 - val_loss: 4.0305\n",
+      "Epoch 12/20\n",
+      "\n",
+      "Epoch 00012: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 952s - loss: 3.3690 - val_loss: 4.0839\n",
+      "Epoch 13/20\n",
+      "\n",
+      "Epoch 00013: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 982s - loss: 3.3685 - val_loss: 4.0725\n",
+      "Epoch 14/20\n",
+      "\n",
+      "Epoch 00014: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 957s - loss: 3.3699 - val_loss: 4.0941\n",
+      "Epoch 15/20\n",
+      "\n",
+      "Epoch 00015: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 960s - loss: 3.3666 - val_loss: 4.1236\n",
+      "Epoch 16/20\n",
+      "\n",
+      "Epoch 00016: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 994s - loss: 3.3629 - val_loss: 4.1124\n",
+      "Epoch 17/20\n",
+      "\n",
+      "Epoch 00017: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 988s - loss: 3.3607 - val_loss: 4.1472\n",
+      "Epoch 18/20\n",
+      "\n",
+      "Epoch 00018: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 955s - loss: 3.3627 - val_loss: 4.1314\n",
+      "Epoch 19/20\n",
+      "\n",
+      "Epoch 00019: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 979s - loss: 3.3627 - val_loss: 4.1662\n",
+      "Epoch 20/20\n",
+      "\n",
+      "Epoch 00020: val_loss did not improve from 3.87354\n",
+      "9576/9576 - 962s - loss: 3.3629 - val_loss: 4.1717\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<tensorflow.python.keras.callbacks.History at 0x18b80c198>"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# fit model\n",
     "model.fit([X1train, X2train], ytrain, epochs=20, verbose=2, callbacks=[checkpoint], validation_data=([X1test, X2test], ytest))"
@@ -3246,7 +3407,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Then run it on Colab or run the following code:"
+    "Then run it on Colab."
    ]
   },
   {
@@ -3261,14 +3422,15 @@
     "\n",
     "First, we need to be able to generate a description for a photo using a trained model.\n",
     "\n",
-    "This involves passing in the start description token `‘startseq‘`, generating one word, then calling the model recursively with generated words as input until the end of sequence token is reached ‘endseq‘ or the maximum description length is reached.\n",
+    "This involves passing in the start description token `startseq`, generating one word, then calling the model recursively with generated words as input until the end of sequence token is reached `endseq`\n",
+    " or the maximum description length is reached.\n",
     "\n",
     "The function below named `generate_desc()` implements this behavior and generates a textual description given a trained model, and a given prepared photo as input. It calls the function `word_for_id()` in order to map an integer prediction back to a word."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3317,7 +3479,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3362,9 +3524,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 75,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Description Length: 34\n",
+      "Dataset: 1000\n",
+      "Descriptions: test=1000\n",
+      "Photos: test=1000\n",
+      "BLEU-1: 0.537660\n",
+      "BLEU-2: 0.284404\n",
+      "BLEU-3: 0.190370\n",
+      "BLEU-4: 0.087817\n"
+     ]
+    }
+   ],
    "source": [
     "from numpy import argmax\n",
     "from pickle import load\n",
@@ -3426,7 +3603,7 @@
     "    features = {k: all_features[k] for k in dataset}\n",
     "    return features\n",
     "\n",
-    "# covert a dictionary of clean descriptions to a list of descriptions\n",
+    "# convert a dictionary of clean descriptions to a list of descriptions\n",
     "def to_lines(descriptions):\n",
     "    all_desc = list()\n",
     "    for key in descriptions.keys():\n",
@@ -3498,16 +3675,16 @@
     "# prepare tokenizer on train set\n",
     "\n",
     "# load training dataset (6K)\n",
-    "filename = 'Flickr8k_text/Flickr_8k.trainImages.txt'\n",
-    "train = load_set(filename)\n",
-    "print('Dataset: %d' % len(train))\n",
+    "#filename = 'Flickr8k_text/Flickr_8k.trainImages.txt'\n",
+    "#train = load_set(filename)\n",
+    "#print('Dataset: %d' % len(train))\n",
     "# descriptions\n",
-    "train_descriptions = load_clean_descriptions('./descriptions.txt', train)\n",
-    "print('Descriptions: train=%d' % len(train_descriptions))\n",
+    "#train_descriptions = load_clean_descriptions('./descriptions.txt', train)\n",
+    "#print('Descriptions: train=%d' % len(train_descriptions))\n",
     "# prepare tokenizer\n",
-    "tokenizer = create_tokenizer(train_descriptions)\n",
-    "vocab_size = len(tokenizer.word_index) + 1\n",
-    "print('Vocabulary Size: %d' % vocab_size)\n",
+    "#tokenizer = create_tokenizer(train_descriptions)\n",
+    "#vocab_size = len(tokenizer.word_index) + 1\n",
+    "#print('Vocabulary Size: %d' % vocab_size)\n",
     "# determine the maximum sequence length\n",
     "max_length = max_length(train_descriptions)\n",
     "print('Description Length: %d' % max_length)\n",
@@ -3571,9 +3748,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 76,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dataset: 6000\n",
+      "Descriptions: train=6000\n"
+     ]
+    }
+   ],
    "source": [
     "from tensorflow.keras.preprocessing.text import Tokenizer\n",
     "from pickle import dump\n",
@@ -3623,7 +3809,7 @@
     "            descriptions[image_id].append(desc)\n",
     "    return descriptions\n",
     "\n",
-    "# covert a dictionary of clean descriptions to a list of descriptions\n",
+    "# convert a dictionary of clean descriptions to a list of descriptions\n",
     "def to_lines(descriptions):\n",
     "    all_desc = list()\n",
     "    for key in descriptions.keys():\n",
@@ -3676,7 +3862,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3695,7 +3881,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3714,9 +3900,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 85,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "WARNING:tensorflow:5 out of the last 13 calls to <function Model.make_predict_function.<locals>.predict_function at 0x1976c9400> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n",
+      "(1, 4096)\n"
+     ]
+    }
+   ],
    "source": [
     "from PIL import Image\n",
     "from pickle import load\n",
@@ -3734,7 +3929,7 @@
     "    model = VGG16()\n",
     "    # re-structure the model\n",
     "    model.layers.pop()\n",
-    "    model = Model(inputs=model.inputs, outputs=model.layers[-1].output)\n",
+    "    model = Model(inputs=model.inputs, outputs=model.layers[-2].output)\n",
     "    # load the photo\n",
     "    image = load_img(filename, target_size=(224, 224))\n",
     "    # convert the image pixels to a numpy array\n",
@@ -3748,7 +3943,8 @@
     "    return feature\n",
     "\n",
     "# load and prepare the photograph\n",
-    "photo = extract_features('./Bilder/example_10.jp2')\n",
+    "#photo = extract_features('./Bilder/example_10.jp2')\n",
+    "photo = extract_features('./Bilder/example_10.jpg')\n",
     "print(photo.shape)"
    ]
   },
@@ -3763,9 +3959,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 92,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "startseq two young girls are playing in the water endseq\n"
+     ]
+    }
+   ],
    "source": [
     "from pickle import load\n",
     "from numpy import argmax\n",
@@ -3903,7 +4107,7 @@
     "\n",
     "Given an image like the example below, our goal is to generate a caption such as \"a surfer riding on a wave\".\n",
     "\n",
-    "![alt text](./surf.jpg \"Title\")"
+    "![alt text](./Bilder/surf.jpg \"Title\")"
    ]
   },
   {
@@ -3913,7 +4117,7 @@
     "To accomplish this, you'll use an attention-based model, which enables us to see what parts of the image the model focuses on as it generates a caption.\n",
     "\n",
     "\n",
-    "![alt text](./imcap_prediction.png \"Title\")\n"
+    "![alt text](./Bilder/imcap_prediction.png \"Title\")\n"
    ]
   },
   {
@@ -3929,7 +4133,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 93,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3966,7 +4170,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 94,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4004,7 +4208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 95,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4040,9 +4244,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 96,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(30000, 414113)"
+      ]
+     },
+     "execution_count": 96,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "len(train_captions), len(all_captions)"
    ]
@@ -4063,7 +4278,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4089,7 +4304,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4137,7 +4352,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 99,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4173,7 +4388,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4212,7 +4427,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4225,9 +4440,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 105,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(24000, 24000, 6000, 6000)"
+      ]
+     },
+     "execution_count": 105,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "len(img_name_train), len(cap_train), len(img_name_val), len(cap_val)"
    ]
@@ -4243,7 +4469,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 106,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4294,7 +4520,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4407,7 +4633,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 108,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4441,9 +4667,140 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 109,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 5 Batch 0 Loss 0.3814\n",
+      "Epoch 5 Batch 100 Loss 0.3410\n",
+      "Epoch 5 Batch 200 Loss 0.3449\n",
+      "Epoch 5 Batch 300 Loss 0.3490\n",
+      "Epoch 5 Loss 0.331366\n",
+      "Time taken for 1 epoch 988.7862877845764 sec\n",
+      "\n",
+      "Epoch 6 Batch 0 Loss 0.3216\n",
+      "Epoch 6 Batch 100 Loss 0.2769\n",
+      "Epoch 6 Batch 200 Loss 0.3141\n",
+      "Epoch 6 Batch 300 Loss 0.2854\n",
+      "Epoch 6 Loss 0.307609\n",
+      "Time taken for 1 epoch 951.7496356964111 sec\n",
+      "\n",
+      "Epoch 7 Batch 0 Loss 0.3109\n",
+      "Epoch 7 Batch 100 Loss 0.2835\n",
+      "Epoch 7 Batch 200 Loss 0.3177\n",
+      "Epoch 7 Batch 300 Loss 0.2684\n",
+      "Epoch 7 Loss 0.285442\n",
+      "Time taken for 1 epoch 941.8737199306488 sec\n",
+      "\n",
+      "Epoch 8 Batch 0 Loss 0.3137\n",
+      "Epoch 8 Batch 100 Loss 0.2587\n",
+      "Epoch 8 Batch 200 Loss 0.2631\n",
+      "Epoch 8 Batch 300 Loss 0.2541\n",
+      "Epoch 8 Loss 0.270834\n",
+      "Time taken for 1 epoch 937.0108370780945 sec\n",
+      "\n",
+      "Epoch 9 Batch 0 Loss 0.2966\n",
+      "Epoch 9 Batch 100 Loss 0.2479\n",
+      "Epoch 9 Batch 200 Loss 0.2477\n",
+      "Epoch 9 Batch 300 Loss 0.3154\n",
+      "Epoch 9 Loss 0.278430\n",
+      "Time taken for 1 epoch 935.6570699214935 sec\n",
+      "\n",
+      "Epoch 10 Batch 0 Loss 0.2911\n",
+      "Epoch 10 Batch 100 Loss 0.2805\n",
+      "Epoch 10 Batch 200 Loss 0.2520\n",
+      "Epoch 10 Batch 300 Loss 0.2428\n",
+      "Epoch 10 Loss 0.244478\n",
+      "Time taken for 1 epoch 936.9659938812256 sec\n",
+      "\n",
+      "Epoch 11 Batch 0 Loss 0.2545\n",
+      "Epoch 11 Batch 100 Loss 0.2229\n",
+      "Epoch 11 Batch 200 Loss 0.2406\n",
+      "Epoch 11 Batch 300 Loss 0.1905\n",
+      "Epoch 11 Loss 0.224084\n",
+      "Time taken for 1 epoch 939.693124294281 sec\n",
+      "\n",
+      "Epoch 12 Batch 0 Loss 0.2524\n",
+      "Epoch 12 Batch 100 Loss 0.2096\n",
+      "Epoch 12 Batch 200 Loss 0.2023\n",
+      "Epoch 12 Batch 300 Loss 0.2001\n",
+      "Epoch 12 Loss 0.207246\n",
+      "Time taken for 1 epoch 938.6867680549622 sec\n",
+      "\n",
+      "Epoch 13 Batch 0 Loss 0.2057\n",
+      "Epoch 13 Batch 100 Loss 0.1764\n",
+      "Epoch 13 Batch 200 Loss 0.2069\n",
+      "Epoch 13 Batch 300 Loss 0.1905\n",
+      "Epoch 13 Loss 0.195355\n",
+      "Time taken for 1 epoch 936.9286298751831 sec\n",
+      "\n",
+      "Epoch 14 Batch 0 Loss 0.1985\n",
+      "Epoch 14 Batch 100 Loss 0.1956\n",
+      "Epoch 14 Batch 200 Loss 0.1942\n",
+      "Epoch 14 Batch 300 Loss 0.1838\n",
+      "Epoch 14 Loss 0.186863\n",
+      "Time taken for 1 epoch 938.264533996582 sec\n",
+      "\n",
+      "Epoch 15 Batch 0 Loss 0.2430\n",
+      "Epoch 15 Batch 100 Loss 0.1711\n",
+      "Epoch 15 Batch 200 Loss 0.1629\n",
+      "Epoch 15 Batch 300 Loss 0.1778\n",
+      "Epoch 15 Loss 0.178408\n",
+      "Time taken for 1 epoch 935.8445379734039 sec\n",
+      "\n",
+      "Epoch 16 Batch 0 Loss 0.1948\n",
+      "Epoch 16 Batch 100 Loss 0.1835\n",
+      "Epoch 16 Batch 200 Loss 0.1481\n",
+      "Epoch 16 Batch 300 Loss 0.1509\n",
+      "Epoch 16 Loss 0.169811\n",
+      "Time taken for 1 epoch 934.3378350734711 sec\n",
+      "\n",
+      "Epoch 17 Batch 0 Loss 0.1968\n",
+      "Epoch 17 Batch 100 Loss 0.1730\n",
+      "Epoch 17 Batch 200 Loss 0.1485\n",
+      "Epoch 17 Batch 300 Loss 0.1653\n",
+      "Epoch 17 Loss 0.160810\n",
+      "Time taken for 1 epoch 936.9373528957367 sec\n",
+      "\n",
+      "Epoch 18 Batch 0 Loss 0.1906\n",
+      "Epoch 18 Batch 100 Loss 0.1625\n",
+      "Epoch 18 Batch 200 Loss 0.1444\n",
+      "Epoch 18 Batch 300 Loss 0.1760\n",
+      "Epoch 18 Loss 0.153978\n",
+      "Time taken for 1 epoch 953.2385861873627 sec\n",
+      "\n",
+      "Epoch 19 Batch 0 Loss 0.1547\n",
+      "Epoch 19 Batch 100 Loss 0.1520\n",
+      "Epoch 19 Batch 200 Loss 0.1440\n",
+      "Epoch 19 Batch 300 Loss 0.1248\n",
+      "Epoch 19 Loss 0.148576\n",
+      "Time taken for 1 epoch 984.3804199695587 sec\n",
+      "\n",
+      "Epoch 20 Batch 0 Loss 0.1881\n",
+      "Epoch 20 Batch 100 Loss 0.1328\n",
+      "Epoch 20 Batch 200 Loss 0.1318\n",
+      "Epoch 20 Batch 300 Loss 0.1335\n",
+      "Epoch 20 Loss 0.139696\n",
+      "Time taken for 1 epoch 1061.3220851421356 sec\n",
+      "\n"
+     ]
+    },
+    {
+     "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": [
     "# adding this in a separate cell because if you run the training cell\n",
     "# many times, the loss_plot array will be reset\n",
@@ -4525,9 +4882,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 110,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real Caption: <start> person carrying suitcase walking towards a white airplane <end>\n",
+      "Prediction Caption: a man standing in the air over the stairs <end>\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "def evaluate(image):\n",
     "    attention_plot = np.zeros((max_length, attention_features_shape))\n",
@@ -4599,9 +4977,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 111,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Prediction Caption: a man in a suit is throwing a bat <end>\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgAAAAJYCAIAAACbx8k3AAEAAElEQVR4nGT92dMsWZIfhrn72SIil2+/S9Xtqq7qbboxPSswwGAAGQwkRYEyQgYZARIvMiNIo0wveseDTGaCXkTqX+CLKJO4CRIIgaSGAIfAAAPMYLqnZ+nprurat7t+Wy4RcTZ3PXhGVPYgH67lzS8z4sRZfPn5z93x6tG/7X3jXUA0tWApAgAGbd/vlstut7/nOl5enVZO19fPyUAan9cqTVjc3u2vLl8/WV8I0/39vu/7/8X//N/4y3/pLwSPp2fL/+z/9p/+i9/6TYG6kZfOeRBLGEJzChJKJkNN1673fQSApmlYyjiOTddcXFxAHV++erbv7xeLpls0MaX9fihZDLVtd+JdywzGmBACcxnjMNw/995bF6pAyoJofVgE34KId7jfPH/98fI/+g//xq/96ncePVrt+9sLGcPZAxnij3/yyd//b//Rf/frv9lnXJ89ymxfXN/e3O0KgLW2CtdaRYS5aZtFCKEUTrEiGuOCc6HvB2stEgEAIhIRM+ecuSxi2lvD65UB2fX75xbHkxP32munVw9Ov/LG429+8xtvfe3t9Xrtm7BYLLpyTbVgTsgD2oKNd4ur4M4XNsD4FO5+d/v0N+7vPkB3evLgl5Zn34LFd8o+70YaUvPR081v/s4f/I+/+ds//MlP+pzJeQRnTdvYkzJ6ybZt1s5vxFIiKWJy5v3tDZXb9UltVzRUJLgwufPjzXcf7f/tX1v86s+t3z4ddryJi9X71xf/6X/1+a//8100q+vxOdA2+AXxqvMnoWs3u+0wwMnpYzG+ZJZaLy8vx3Ec++Hhw6uaMwD3/a5rPSDfvHrpPC2Xy91us7y7/et/46/+1b/2l956+3x9aozlu832+tX43/x//9n/8z//h7Eszq6++u5Hn7Unq4I1lVyrGfab8/Xq1bMvTlbr84sHV195++LJ1z6/HQdwJjRNFwxkifeByqr1Iyz2+z1ZY4wZhgEREXGz3zVN470HABERgBijiHRdJxVEJOdMREQ0jiMArFarcRzbtq219n2PiMvlkpk3m02t9erqar/f393dnZychBBKKfpNAKi15pxzzojonPPeA2Hf9yGEi4sLRLy5uck5LxaLpmn2+30pxTmHiCklEXHODUNsmma73RpjELHWul6vh2Fwzu12O0RsmgYAdNeVUmKMq9UqpZRSattWf9K27W630ycCAGYWESIyxtR8+NowDKUU771OS0rJe2+MKaXol0WklNI6T0S11pRSrdUYo58bY3TkzGytNcbEGHe73cXVZd/3wzCEEJbLZc6ZmReLhXNO76jz471vmqbW2qccQjDGbDab9Xpda7XW6tETkWEYuq7LOY/jeHp6OgxD0zTGGB1JjJGZu67r+77WysyI6L3X8VhrnXMvX77U//Z9f3p6qiMXkXEcrbU6XSJijNG5WiwWIrLf7/Wpx3FsmkZEYox6zL33+uA5Z53AUgozExEiGmN0Spm573ud29vbW2ZeLpfGmPu7LQBYa733iMhSiMg5l1Jyzug8hxBOTk4Qcb/f18x93z9+/Hi5XH7++ee6eYZhH0KIMdZakUQ33uEpTNDBhBBCCCLS933f9wDw6NGjWuvz58+fPHkSY8w5O+esc46ZU0rGBEPOe1NKKbm0beu9N6PJqQ7DkMsYYzQWSylN04UQFgsEgNvNfdusq8gYxzHFVEva5/vN9YsXr4yxy+VJHDYAOA6pllKqcxYNtTpHSE4X0jrfNE3M8dmzZ2nYCBTdizHGMUZEbNuGsDHGMDMzEFEpJaVxu9s6xH4YbK7tYtm2PmUWEQAU4diPwzAALImwlMxS2iaYKGW7vbvff/rp5++885OX16/AdK9uPzDN6u5+t4/FN21oG4tYSim1GnHWWj1KxgAA6abXfQaIuvP0XxHhGoFZIA67irBvnb26unrttbNf+/O/dHbaXV6dPX79wYMHD5xzFSQEF0oDOdVahIGZkaGUQpCLkC0FmBHRWkvOIaIwYq4sUDLf3d1/9tnTjz765LPPnz5/8fL08grAMAMjiAiiCDBz0c0Rc67gRUB3/DiO9/uN7dbOLMoun2BaLBbe+81mA5etqYYZVKaUUsCA99641rtGslORGkJANN57QEMCTFBSRGFrqaRkDBIi15KiGIMG0YCBysAcWhcaIsO5DGPEhuxi0Tp7+s1vfv3x4z/8ne99EBYPjDFPnz41zrrG+dAi1xx74WSJrYGax93m9sHVa7tKSUgQSi5SmUoZkatrrLVoSMWBntjz4PW/pRSVESpErLW5FiLSJdYDrOJP522+CDPruVoul3qSjTGLxQIAxnE0xozj6JzTU1dKmawHLqWGEIjo+vpaRPRqu91Od8ss/VNKOgY9/7O6qrU2TTMPTDeDShy9lIrLWqvKd5Wb868QEaaX6gO2Rt8sl0t9QGttCCGlxMz6Tb2Cvu/73hijH6rQn20dnTG9o0qxtm0BQEeuCky/XErZ7/fzvay1ABBjjDGa0Oi8xRiJKOc8HyidQBGZr6YyIYSg+lXnR4fUdZ3+BABKKcMw6IBVDYQQ9On6vteJCiHoz/WyKgb1hyrcdWlmSd00Td/3OvO6Xsys39HHnNVtKUUVqqpSvb4KDSI6PT1VBaB3HGOvsnixWOhp9d4T0X6/V2UAjNbavu/v7+83m81qtVIzRUdljM6f0y+rLaJ7Vc2aWSMOw6DWCSLe3t7ql733NucsgiAFkQkzgKm1cpHVaqE3UGnLXKy1PlhLjXVuiGPXLc/OL/p9Xi6XQx8vrx4imvu77W5/f3fz4vmLVzFXV0qtNYTm5GThbBea01rs0NeUEuHofKtn0lhsmqZKvb+/h1qb1jetZc4xjrkUYxwexPGIYK3181wDwMnZ+v7+vgobZ5vQUWQQ670f+6HkjCxd0y4XrXVEIM6hZFur7If0+dPnH338aSp8fnqyf7U1goKGUIiI0AqCAAOI7n6dUGMMogEi3ZGqAPS06M5DRCOVLANU4rRYmDeevPHdn/3qN7/+2q/82Z9fLm3busWya9ugtpuBUmrilEqMUiKYjEREkctorbRx5HEshREMoQUxpVSqbH3jGrzb3b3/wUcffvTpfjd27WkTlkKmFjYUQghoAwTjrCNytWauICTOeQkhF6tbxDlnySaurnGXl5dXV2GxvAFmAFCbK6VSCqOnEEIqu1JKTakwVhBBADAxjsF6rMURxWFvrW2sGfa7k/XaO+eQpFSD1lsHIjklyDLEmyx7Y9l4ESg5Z0CH5N5666s/93M/+7s/eG+32yyWbQG2TXCN2++3RKWmjByl7BHGYKs1+eXzT0ZsEjlENAgOCqEMYxn6+6ZphKvanipKutWylFJKGceRiHASYbVWAqPncxaUKnd0EvSszrIshJBz3m63emiHYdCJUsNWhawemfnW1juVNTFGAJiNRzUPjTHzdUIIzjm9FDPrZfVVa1Vlo4a5Sh9rrYicnp6qFLPWNk2jnoQavCqa51GpsCaQWQuq1NAhzVbkn3AawBAQAgAICEDhClxFpAojV0QstSAjECKicXa/36tEPj4XajDps+hEzfO5j3H2QlQE6yrMGnpWzPogKoLnJVN3RGdMv6YvlcvOuf1+r2/08XPOTdMsFota6zyY+e6zmT+rHACY9Y0KdJ12leZd16mInydZF11tLOecrsVqtVK/R0RyyTozumo6jFJKCCGlUU0rtQN0mfSyfd/HaaJKSTq9B4tzenDVMbVmXfdSaoysI7fWNo1nLkTw4MFlrVXFe9M0drVaGeMITa2YU60VQggGbYyDdWgMOudEioiQAQBOJVaG7bZfn4RSyma3ta7tx7EJ3Y/eeXe73dY8AmUWatrVMEbd7vsYEcamFcKWqzVkSik+oDEmpdT3vT7GYrEw4MlIKeM49izFOkdkcs4lVyS0hnRpdWM551IdU01jzLmI84OwJQzjUNvGW+OxaRaLdrFouyZ4i4XT7auND+3Hn734wR/+6L2PPtmP4rvLwrBo2lCgYgQ0Y4rMavJgKQWEaq0AREjGGEHSv+oY5je6DE0LIBbYOOdfe+30F777tV/55e+8/fbjh+ertiEyQmXkPuUYc8libR+3kIrk0QhbZ8kYJAuCKSUcxzrsVdagg1qlFtxse9/Y2/v4zk8+/J3f/b0f/fiDXYRuebLdjMYHZkYYkK2BasTp4TnsDzLWePCeSkByWaiUwpBqhRjTfr9ndsvlssaXbIGR1ajUzW2tBWoILbHDahHRBy/SlIoljyJiXTv2Q+OWIbjt3b2BlUfT+IAs3llgjkNfcq6Zq+xYBsBIphXMmVk4i+DF5cmv/vlf+Z3vv/Ojd76gZnl5frGLw357v1q6pW8l7Xlk4L2FfRvKcmnsshnNslAj6AiYauJxyKm3ZBeLRRVWQayyUi0+PYG6bUopakbUXPXk6J/U8tXdqGrg4OoB6Hs9yXo4dfWdc03TzLbhbBTPQkSF7HK5VNktIrNRr+dfh6R3OT8/VxwmpaSfz4a22vt6WX2iGQVSeTQMg8JKs/s/IwP6w1qrt0YdBd2xaorOSkvF2Xy+VEbPPsEscebpmuX7vFsYgKwF5pxzKgUAWASZF4sF5lyYq4IwAIIYQri+3+h4hmFQKa+XVWWm2lcXQv9VlaBTrTpSBfdyudTfziJ4Vns6RaUUnQTnXNd1m81mfoT5J/MM6H0nSVqOMRadn6Zp1JsZx3HWB/r92fpWUY6I6hipU+Lswfg72Arm8ESzu6AX0TEgIsEBc2uaRiG1vt+HEFRplZpUi8/Orn4+y6VZKarfwMyr1erm5kYBrlqrHcdRJAoDgBVGABRBFGBmm5GIjMWcS8ox5TiO9fR0tTo5O4vi/BKExhSN85dXD0Vwu+t/8v4HBnl90rXLEzva8S51qw4ACSuCb9vWUMfVGmq86xRAd86VKiklIHDO9dutsVBqTCmR0b1uhdl7b2zjXetcYOZhGEpJAkKWTs7WXYGSATA42xEGKUhkXWgz9FwKl2SIEUqK+3Z5YZz94vn1+x99jrbzHe1jEmNuN/dD4spIhDXXWisaY1zgzBUqMwOQISJiBmAGY+zxes8zHhzWWgV40dlHl2dPHj24OD/pvDHCJAw5pxIJuJQEtaJzlYtFCE3jKbgGMTTiW5IGYhI4GCm1CrMgWERXwd7cb3/0k8++9/3f/+N337+527n23Jou10JMIKYyxxgNVofeOqpFxBARyUGiERFZ5yzbGKMzpWk7SfH58+fX19V9/VKyWGsd2RBC13XeycigAFXlaiYjVEQAuJQSSIwha5AMWEJHhgBrLklGA2QMWnLO+Awx5wKV1ifBB64wlNIYx84aMgGwSYW/+tZrv/Zrf+bz5//9Zj+cnnb7Z/cOxUK0XmIaL8/8atk9ee3k/DKIj9shx1xGCYjBGIc5lzjkIS7PO0Ss5SACZltpNhLVzFTzXyXjBC2ynslZMs626gwHqUxUjaJyUz9U5HeGXOZ/EbEfB72p7hMV64pcK5IgIm3bzlI4pTKj8F3XKeIvImok6dlW7XUsufQp1GzUp5gRkvkx9fuKaaiJyszqdsyAEk0xrRlymZWByhF9r2OYrXL9uf5Qwxv6CLOGQMTNZqPiabFYhBCGYdjtdgDQtq21dp5/fRBFKtRJPXYIVAGoTNc11U80nDDfa7aLZ0WiF1FxnFLa7/ezNNfL6oQrfDfvAb2FXke1uEpqvRRMgNKsIOcBKCCmX9YrqNEgIhfnVzlnhe9Vus6/9b7ViVVddbDoS1XnSR8qpVGdGGNM03pmO29LnStDVl1GRHTW6nVEpGvaHJMxtGi72I46Yzln2zTNOKZSi7VusVw651MqaYx9v8sZnUMiQgJj0KOtFXbDtjBUJoTR2EXOebPb5cyPHzwOIaQxptyPiS1RERJ019fX1joQ651RxTj0Yy39g6tmHPa6Qm3b5pxjjmoILJZN27bWYi5RTW9jLNdDgMVaN45jzlmEQ+Ovb582TUfoihBytQZL5TzWRWhRakm57/t+t89xrOykxn6QV5+/+K3f/sEfv/OhgEOim9ttYvBhUYCcb7z3VbDGKAK1IuIc44WDHAFiBue8iPBk6+lhK6X0OdWSCMtqsRDglNL27t6bFOypQWeJsbI1QoSCxlmzryZY21oTDJAFdq6SNWgtkilBnCECRkRwhN5Sy5Wev3z1Rz/68Q/feXe72y9XZ013wejb5kQXtZTkrDVIJFUg1YLWBmOMwAE0I7TWWkxYcnEGmqaxvB/Hfru9H8elbYIN4oCcDV238D7vY825FC6lJE++sSGnWLgYgynjwRIpSTETQmOM2e+HiGSMAUOQC4ixrq0VRXKBMcsoUK03TReMQWFk4ab1y5X52e9+/cfvff0Hf/DOfvdi2L9an57cXX+67hoD4zfeevK1t9/8+je/gc36xa7CXead5D6Bdc4ZNNY7ZzoY67Df78d0sPhUqCm2O9tZddIHzrngA06RQO+9nkac4HVVdSpG9Sez1a/Pqx/OkPGsQo7tUA26KoKs/oTeIsaoYK5KfzyEBzbMrHLfGLSW1KifwPQkIsyFyNaap8gtNo0GHsti0TZN45zbbrc6/loLcxGpKsVQeAZ/ZixFhdosdBToUMExxzNmj2c2KmcDaDbPAaAeWUUzluK93263Kn+dc8459VoQ8fT0VJVZjHEGo1RQxBh1MufI8Kz2VFvobHddpyi5ivJZjanaO5b+GpYXEY2Q6zPObh9NQZRZF842waw7NVqr/p9uicViMaNGszWg/pxOrAbP1TwnIlV783zOSJRzbo4v6l91j+3iXkPot7e3u91G3Rci2u7uddvIl6+Dh5RLHMdR3RSkw/Z++Wq72+2stWQgxshSjDGlZp040YjhOI4pZWaopXjvAZin5bTWNs7WWmLZ7/o9oS81X16cXj18bI0fh+HTz5923aKmVHJChOBtqRCa5dX6qpS63QwxRuti27Tr9cK7xW67r4yzYTJvFz0h1hKir6xqE521pRTA7F21FiaAz3ddlyAAggB674kaZz2JbxyJ4KhRJiRrLZdaE6DAUM37Hz395PNXFZ1rW0LbObGZybdUgciS9QaNyEFpO7LmwBDQGYbZylBRoqaELj8zZ4m1ZkLe7HeffPopyrDdvnz88HS/fXhxsThZhuBNF6yxiILAYgw647z1Fpmh1MpCiITeWwoOWh+9l2qILJEncvu+bPrhbrvd7ntmaLpgjB1jATElY0qlMnsLRFBrHePG4RmiOnYHLwVE1MoAMKWm3W634tI0DRHd3989aSwgllwnkMQAEAC07aLvB++arumGNAqC84asr7kgUI4Z0cRc0PDq5HS37TMLOZNZUqreWx86ZimVDwFMY7xvrCH1chjS+uwSTHnrq1e/+ue++9Gn73308TsCsGgXD95+/JXHD5ct/elf+PZX33z9tddf3yR5/+lGnu3i82GshckgwDAMdSzOoG+N+su67/XYF2E9fgfD1h6spKZpSjpAQGr1q7iPMeoBxik2oOiBMm1mbLrWqjj+bOBPvtEBzi6lNF2r0kTt4tk8nOWszvwwDACgsoyZ27bV+VeTUETW6/U4juqIaFRzNlFV1en51a2o8YYZEJ81FiISHB6267rZKPbeD8OgTswMiyuARlOUC4/ivbOHpKiaPpTOVRzHOdox4+bqzWgoUi1iRU6apok5zzDX7DHAUSD6GJ3TR54tdJzGllJar9ezqD0YmsMw+xD6iTpDeiNVDDRFa3B6HYdweDrdutb6Zr6gmXhQujdkQsn0Irr6+p2cs2rBWuvt7a2q/IOniJxzVvdC4+q6nfS9rjIAeG/bNugYjDFIkgvMsBWARiaImVerNU+UJDUFVH8/fPjw9PRUNaKu8oErRWQXizb4plbc74aUkvdNt1rVmkuNLCnnOI69dYBkK+dhGCrDarlKu9j3PaCMwIVl0a1PTk7GcUwjWYdIFHMV4bjbARxwZN1hKaWcwBi/WC7Vu+mHXSnFBRdCiM6llGLKAJWlzoeKyBzvhlkQO+d2uz6OO2OW3oEh8KZr/UKBNhFcLpfr5coYwyxEdH0zvP/hF69ue8bmdjOOpbbdKlU+a7t9P6ZSMGfnyJBl+vI8IyIRysG8sAB0YCmIwIRLqrnk/SLnWPJ4v+3vNtdPn336+fOrN59c7fZvvfb44uHlyenJ8uxk0QRrAG0VszRWNZ4ws4AQobXWEzJY45xxzuZIIChMIHZ1cvbwETx5/Y0Hjz652zEaR4YMGSIjZACsNdi1y651MfU559pXyDUhZ0FCyzlzjFiGk5OTakJObbyvPvjXX3/w2muN9/takmQZxzyOrmQAAARjjGOOKSULubqaUqpSyDRIHqwDa3NOnfciaHw4u3pQ4DqNkXwoMcWaHRkfQiy5DONyddK1ayI/JmZkJHbOdb4BHhZdc/mg/aVf/vr3//BRrndvvf3266+//uaTr3zra2+tGvqZrz2xWMDY57fbV1sz7G739/uxR79oyLQCxAKCdr/fisjqZB1CUCqFiOyGfrVaHSMSupdyzjkVPQ8ztJVSUi9blxUmzoYKF4VuFIPOObdtq+FZRXjnLTpbyrXW/X7fNI1yEG9ubtTs1ciBGrDKh1E8RDWTKiEVUrVWNZn7vlfpPFkk0Pf9er2eLVAdqprDqsPmh5IJ3C+5qAJr25aI1BJXhXRsxuqX9U/6OU3xJD3IB3MnZ5kIpgd8fFKHaslpBEsjFjMXRW1nldevXr1S1ChPL72OmrdKeZoVwPyYOpI5grLb7ZRjqv7WDL7XWme2j/I+VeurLzjDVjppqilVT+jY1H7Xkc/u4+xTWmuXy+V+v5+9pdm0R8TdbiciyqWcI9vKatULqo8IeNA9XdfFOKjqjTHu93sl+ALwdnvftu16vVbuQOXcNM3FxYWSGmIcVVWo5hjHodZqjIJpVGsZx3Ecx6YJiGit2e0iEYlwCN4YY3U3c5XtdujapWqqYRjGsT85XVau7ekpUrm5fRbCWdd1Q7Sc6ziO3oftdkuGV+uLxem6Fu6HaAitb4RTztn5pnJuXJNzoWCcbWuttUSEQIRq2uheOfCIc9xut4vGCWBlqZUNGWeMMY7QIpjQtCCgM66sqVLKOKbLiwc583abnHWEhIBN0/SbzWKxuHn1yloPQMb4nMaU0hfP73/rt3//i+d33i/RdLaWMRcke7/ZkPOT9UQgyMwGTLdoNAhcChM6YwyQqVV0i4SmKaW0basWnIhkgbFU7/3J5WkaN7fXz3bvfXJ7d3d3v33jKw+/9fU3T9bto6uzh1eXofGXZ+uUXtQ+D0IX61NBLIW7ZWBmsAiLJj2Lu/2maxrjQow5dEiNOzs7+/bP/qkvXu0+/PjFp59/enb5Zj8Ksyfnz87OnDP97j6XwTtKaQx2aaxNnL3ztWApxVs7pjwM6cXdy4vzt7tueXf9Rdc98sGF4ETibrdD1zRNk9KuVvE+3MdN6MjZsNvtUl/bZbfoFpVLHHex0ldee926st8NIpi325hriclaG6hhg2ywIuxTv4uDWCLyq/VZKWRNu766SNub7fY++mpNbjq8ulps9zd/5d/81T/7K985u7x47fGTy9PHqzasWmxMIYFdP+bYk5TWAUh+cPVol+x2e79cnEvT1ZQbs1yv1/uhv76+Xi6XIQQlMmqMUQ+5QsBq6KlDrSCknurT01MVQDMWpKixbtTdbqefK5yteIIqA7V5Z7Gi5s5mt1V5cX9/771X0s4wDHd3d5eXl/f3969evXrttdceP358c3OjJKWu68ZxXCwWKSUdnnrJarOrVNLHOTk5UZWgd18sFrMfMGPQKn3UGl0ulzkmFWree4VS1bxV1Gi9Xp+cnBhj2rbdbDallLOzs1evXmlUebPZEBFZ++rmZrlcCqL1Xv80DIP6EGQNCnHOhas3oelajMQguRbjbLvoRMQ4G9qGrPFNePTokSo/pcrMdn0pZbFYKJClgvvk5KSUst1u5yi3ysoZh9FcDTVyx3FUn+P+/v78/FwpqjlnpVHudjvN85iV7na7VY04gW9mxm1mu2F2g5RhRUTb7VZdmRl6UmWQUlLtpUpUr6m6TX+ugj6EQOZAG53DHmoftG2rKtyvVrqm6lStT5ZqfNzf3zvnUoqzPyEi2+32dLVufSilcKkMKCIG8GS54lystbEfLFIttfWhpsxYrIikmBGSUjNzLiLIJS+WXc7x9u7aWWaJzjlAjnFwzmkqlrPeWU9mMfspPJFjEAAIQUHzmpmF0B5hiICI3nnr/CHuj8zMQPrXikgsqlHl4OeW2O/LCpx3LcBhf+QcyWDJ3PdDTsJVxFQBYSmlJJYCgCEEZ0PKUjI5Y/e78u57z17e7EsxLvgCqTALEBrKKVsyals4MiKKvOOrV6+cDdZaRIPGKoSCR7w0OCKJOucqJjE2IwypCDhqlqWOr+5jluefPXvx0cefv/b46ltff+t2E1ddu+urXd13phV045jIovHe+0bYAveQx1yiSDWGnHPWtsY3Xbvwjp+8xj/3sz/z3nufpPKOC265Wmx3NRdMUVntLuVUSkJCZA3ckXOOEIsxRoz3frN52bYL733aJuHyySefuD//M23bWkoBmk3FFIuIgFDlaowreWzbdtEssVIFTik5v1gsFh58n9Jus7XWd4sWKjDUCrUJjRhoF75dWGvMOA5AJcUhxepc24RVqcRDAXRttzYGwZDx0Abz5Mm5sV/rx7Rarc7Pz9vmEXFuqEAdJJV1F3bLxr7cc6k1poIjgK219n1vyTrvoMa+72OKKjgUC2KE/X4/G84sokjCbLsde5ZqlChmrZT8OePJGKPwMU6cQplcQBX3MBET55CmgrYanhmGQdPKjDEqs3QMygmZQ6kKf8uUnqZG+nq9nuMKM+Ry/P74QcwRYX/iDhZN1HLGHvtAM4Cj5JCUkk6RGuMqHBXOmje8sl9UNJuJfZhS0nGuTtYzqDJffDau1b1Q50ZExnHMuaoyU39IMRZNC1CFrZ6EGubjOGr6gjpqenENI6sWUbNMX8oRUjbUHLmVKaqhUmsO0qiT1Pf9drs9ZPABqE1AU97AjCgqPqaexDH6BxNZaMbfZmhrnnOcWD0ahHf+8MjGGI2z6ec6yNmzVKgn5TGXQ3aIBkEVNlSdjSje291mY+zCeYNoVfEocgjIpSZmZmHrTNMcsjFs13VcxfvGuWCNH4bRWotG+XMHmMwaL5ByjjEO1tSUkiGD4Ml4EsgxpRzXqzMAEBbmQlBFOOVxGAagTGQAVTWwMGvq2jHkx1x104/jGJYBCSpjrRVJFYDEmJxrvPfBB/WxAECJZwZsGlLJgNZ55wiNMLAkAK5VQgg+dClKzoiEn3128/0f/Ojlqy2TB3Jccym11OqNXSwWxjuogGicdSUVYAGUWquzqt6nTQwVgDRqokulLrzGl/YxAVeowiLBu255nuJ+iL2J+PLV7aub7dOXtze3+wcffX6yXr755ptfeSs9uXo9tC1Xss4Z1xnyRU9mGnMelCNgD1EjEmYC7Lrw1ldf/8533v7J+x88f/ncuNOafSmYUpK6cI0TRhZZtgveM2cpUD0YRCmlImfRMJfBnLOIDSF8/PHH2+3r1nbA4L2HITNzCK21wiMYZ/bD6FxwVKFALCNjdkVcMElqLimX1DRNKWlzd9c0zclqjVT68bZx1nkzjCmmASiiGcnZ0C7a5UrQ5cTGBu8pcxTOJffW+5PTplu8LozGWONdrS7u+1Iy5XHY7hBot9l//MFH93f3aRjBcLMMTbYlV0HjvYu9xBjJkIL1alPPZBI9kHxkss1wop7h2V6ej7rKAoWJeGLLwITy45T8iUdcUhU0CrN4YWZWua+xQb2RMUbNupl5ohZo2wb9vnr0Xdc1ja+1ilQAQRRrCfEQGq216CHXZ6m1AjAiTXFmDReTtURkc46lqJUDx7iQ/lZJ6zoSDUsS0XK5PITNJ7BltnPrRD3CiaKqyb1zNHv+1TxLagLPJB+FQVQ5zdj3vBaKunypsyfESSn8s7umX5h1jI5WV0RvpF7aDB+V6XVMl4QpAC4immimagOncPcc8z/WbaqTZrsBp2yAWYvP+lgmfud8I50fVdvzPjzGteZpPwwMDop/9mJXq6Wa/MMwIIpurZyzOhazvaIGhGKJs0JVnaqCy8YYhQHRhNAiEADEOBikYRxCMKvVgqikvNOHcc4FB7UKoffeIzpNjDIowpVZmKtAVgtJUVaiLx+sckYwhiYHmQ4YqwAioqDGgct8uozF2SgzFtWGqvXgvJeSibHxi5QSojQueG8NWWZEYLSSU7JoiGxMMkTY78Y/+uGHP3nvk10fm6YFxMKQCxeuDrjULFGUUsVF0pjjmIxxbdt6p9qSaoFaKxAS4YzrzRt9phBUIJFKgIAGrEUWI5AqCy1SqZ9+cfvi+W3buLP16pvfuv6f+YtHp4+781XbLpz34BwAMRdLAFwEGIlzyTwMFnKT2SIJiTPy8Or053/um+/85N1d/+7N3Q1zR27NBVIqrglkgzBa39WRqlQB1R+Sc5aa0JSzs7Pr7X5f9ifhssGmlPL555/2X3t9TRnDQSyGEKxNwkJkTk7OSimcxRAtFgtyAuCrAMRoTTDBtA0BgDXcBDhZ+3Echv2NFAPihnEPwMulXyzCt77+9YvLkxBcCIGsA+LKOcZsLeWcAdi64IIHBi6c+r7adkjReSTrCQ0z7O6Hjz749ONP7oa6Wiwp+HbZyX4YQSSXqCvSNo0x5vb2drfbdV3HCHMC6iyjVYYOU0mA+U96TtQGL6UovUQNlJSS5ujr/lQ5ZY5I9PMxholVAnJg+1hrFf9VU3oYBuW9aBauiCjCc39/ryCPylmegslqJM4xzNkq1PoQZmI0qjBVKSCHVOQDp1Atdy4HE1jlsp1YsAqttG2r/50l+yyL50nTn5+cnKjKmVF7733btgwyi+NZcKs/pNCTahqasuoUuYKJN6WqVAsw6PPO7sWcv32st+Yx6C14YgfNPpnO3hwXVfGtJr8a9cy83+8VHVoul3rl2Y2AiU3EEwFslvUaKtBNNeN+cBSdnod0vCtmN+KwjlBnpaXLQVO2hz5UHHs7pT7M1wSQtm1ExDlHdEhl0JhEjlGpSkoEmvXcLK9gohXoBS0zC0NKyVpfvwTl1ag5JE+PcYdUnMG2a/MYUQgJkaXUTMZY54yx6qqIVGcEG28NsbPOGw2cikgtpVS05mBPvXjxAvDwtGQAAAoXEbHusBUmp+rgdeqOBwERnGakAIijUEShZkIWY4QQSxmNocgZpOaK+yHf3Y1316++//0f395uAYN1TapJq0qgoKKlTMyFDTkdcxtC0zS7NNZDWjyBGCLjQgih3WwONT0U+Z0zgE5WC/WFrTUiMPSRha1pDUl70jnD99cvtrt9ioUrPn122/cL59quW3rXGktFUBgNOcAoXKyDEJyUUrl4IjSGmDPXHHsy9o2vPPilX/zOze397e+9R+hPlm3lZky1FjEmEFFlMsYaAWIwxoigMcaAQWNEKgA0jbfGjrvx6iuXm81mtzuB9YFZkXONY8q5aKRqHMcYcx6SAes749gK1FJLsA7KuNtua9wvusZiKmN+9sV9TD1wevz4wRtfebBcPT47Wz96cBlCePOBffOt141Da8l5X8oogoeBGbRoQQCKQJUSaykSfSycGQMQieA45Lvb7Yunrz7+6EW4fDtkzrlO0GPa7HYnbaum2WyLlVKKsJ75Y6hH99gwDBqpo4ncokJKk0LV0IMpgxfxT/LW5myAWfSoTFFzdRgGNKQnEyZsRxMs9OK6f469fhVbCuA0TaNW18yJnA3P2WxX9TNDMUoU0ciH2q2abaBKommaNOaZyAhHmcmqcjS6i4haOyHnjIZ8E/TMWkIAGFOMMV5cXDBzzKnW6sAJggCkknkK6ekdeSI7qTxVO0nHP5m6vVqsilSsViuNFaeUVAfMYmsGVea4tJn4OXopVa7HrpjGfnjK28CpcpFCTN57Vb114mKqZzDLn1ndqgo59gnwiPI7S/ZZOc1/nVXCbOOX/KWhwMyVqy5o27bGfPk1muLqTdPMWnPSJQe4v23btg3qAioClnM2KDlTSjHn6L0VMUTgvSVSx5RjTCmNzeG1sG3bgmDOlZlzLopjtKHZbG9jGohEAxqhcTHud7sdpFhSNc4kSSlXMtBCIKM6H0QQSUByrZxLzHF0DYqOnWF2IUXk7Oys8uFEIUmtNdcMACXuKueDbWUPkQBrbU5CRM4GxAMeJ1IFuKYKlYyhWqsmFhjjxji2oUUUrjyO8fZm9xE+e/r5R+/++JOUT6x1RD6PgwB530hW/iyhEJAYIoPIXBFIAdN6SJG3CF9mYM/20bF6Z2apYCZNnkouha2uoiOLbInr8rSGJnjjLQEY7xrvAoitBcgYMIRIpvEwblMaRaoPVsiSbbqug6axZGrNNSfOQ7D1q29cfvWrj370zgd39/taIhhfa61jbBet852IpJQqCYsy34mIDBhBvL29dd3y/Px8vKub/u78/LX1OpdSjGkyZ7WqttvY96PIAgGcC84FbFtkqpjIovOdsUuPJVjnsZSaa8pYo/fBGbg8XVxdPvn2t7/xnT/1rSevP7x6cH52dhKC6+zYdV1OBQ0DshqMwTc5RxEiZsgglWtBYUJwuZQKknPmnDb3/cuXN598+Nmzpzf9ZmwubImchrGA1TR3gaLrosQbjaCWUkoczVFCKR5hIKvVSgXHTOpXfX9cn0DNVbVA5xM+v2Bic2vUUc/LzARnkDlorIaCRoxhGoMqjBnBUINOjyERaYwxT4UiZmmlMIV6OTLxcOYAQJl4/SqLdTVnq3+2T2fsQu+oFzlGNpgZEWbYSg1hBTfU81BRroEWFe43d7c6MGMMAjGIIKAhayhIQ0RAaL0TkVyLIJSUZxNbJiKNGtcqXucqDrPrME/47KmoyjwG5XmKlxzSoyZVMWPrirYr/1KJQ8aYvu81NmOnDBI5yoSgKcarM2CnWnLzNpjRHpxKhM0+B06RgNkz02EIHGi1+pp1D0z5BDebO/X/JmlzWBc7ZafrXPV9r4/vw4GZihORQeMiuv1oyk1jZt1aNqXkrNctMgyjMbaUIpV1GQ4QmIe29eO4yzmdtV00xdqGTGOIBJwxBomMsQDAjAKFuTLnHMdSE5ZCZBRcUr9M93qtleUwxVxrjHFMIzNbLJWLumlIUibhW2uZvDPu+z6llHM0lkwSJOOMyTUPcbDeOeeYS87JWltBhjE9e359e/3i6RcfvXi1c/6B86YKpHQovRRzn1IiDTgXERIpNQ6lFkEWEywfFsMj2Fo1ltXbiUtephRz3QHD7q5pGmN8KamW7Cw550ggDrEv0RnhzAiUUgVmruRcAKAYo3EmdFbtXEQsadztN3G3ayA7i85b4ywgYuMDltUixJJiHR9cnnzn21//9NOXv/077+37e7JGxNXCzOJcI8K5RiQLoKVvDkCkAgU44ZKePDM/evTImD7nPPJIZEMIzHvdspXqdr93zjkMyJBq4pRdAeuw3113XZeGAYCts4tg3nzy4OGjy7/4a3/2tdevXnv9wdXlyenZ0jkiYGNwsV6CwH67tw4FikglQ1ixFCaBzAJca0EoRumn1FJrl1a4jqmP8YvPX3zw/scvXlyPA41Dlv1gV2K8YS7G2qbxKitzPeC8NDH2tDbLwSieEAMi6pqFHtfJ6TxUa5Ap4UhdaT11albPAm62BvTnas6rLaYKo5QiCBqNNMZoxT3lwqtsUmmCE5d8NibcVKxiPoPzn1Ssz/kHcyHSeUH1O3UqbDDLUAVSLLkZdC5H1WYUkJnFmf5cZ09JoorXm6lY3oznzMMzU8xzHolOC0/pUcrDUexlxrVQSG+qVt0M5uDEBZofalKQdKx3j2+H/8qLmWc0f7asNTIEU6gGpsxnVZZaB1Rfs6aUif05K4DZ4chTHVk5CgYYYxR2nwc2m/zB21nFmqMM7RmynxWzbrnFYjHTeQFA+ZPTdw7BeWNM13VnZ2dN04y7LSKiAW+dITMMQxojERlPBIgCBGiQaq0xjjlnm3NuQus9et/kVA/4UcrLVQtYrJNxzBxzaKz3frlaYNwfRoBcq1TOlQeuY2g7IiACQkYSY9F7XznEnK0FQkOkmcmWiGqRvu8FzLSHbK3Vsq211hwrV+cpBC9QcymlVGvM6enpyempIb/b9aoAECGEkGM0QN77EgszE6B1dNi4oUGQnPPtzX2J21cvr2OqYdk4Z7LEUgoaJCKuNeZ4sloiIlkTrDfGOVMky3K5vIk9AKkvZsjnXGOuojksMeqhpInvAQC5T261stakMdaUQwhQedsP1kjJybTO+1AL1Ngb156dnalJlVJurUBoiZhFMJeU0m63i7stutE2VrcDjGOU+5wHrkWgxjhYB288efQzP/PN9z+8ub0DAjbex8xcAREFyDlngi8VEQ0AExEJSZHz8/NXm93d3V1HJ2dnZ/v9fr3+mjFxv98kl9zibLlcti03DRnbDDQegGABY0ywgYFYIMb46PREgKHaR48efP0bb7/x+mvf/s43v/LG4+XCv/b6g64xSGW1bJwngYxNA2kD1odgrTVygG7gYOGSQSDlfgFZwkBoh7jrrKtcU8r73fD551/85Cfvf/LxZ8ldmPtt4zarB+wdlVLIiHNm3I8XFxcNwixnc86uCbvdTiNgAFCZ5zCvIg9qTs5Wv+oMhUFUHmmRxToV+VJjamaJHJuHCr/qh+M4totOvQEiUha8IkJqsqmzAlOmUkpJM/gUnSAiRSoAYLfbKVQ1w8TKFl+tVsfm/GxB6/AUyNJUUpXFVSpN0QUVQ3MYQ9F81RY6J03T5JTpKFvKTuV01OLmqSaPTrW1drVaqfsyO8o4UWlVLcFUXk0fk0gUPZ4jAYg4U32U5alSW+d2jmHOqkg1wXa7nbXpsfjW6p40lcfQbCz9mhJta60a5lksFrObKEdULn1YZZEdKzl1wmZ1VY+qAs/mxawAaE6Ui1GVH01Yv0ylIJwz81rMqJSZcqEnT8LM+skYmh2+cRy13Ozl6ckMtdEUFFHIcRxHTRBRhdG2bdd1ViTv+401ISe3XJ4govc+yW4Y7xiGIfbWJ5Z8vxmYeRj7AEQ2lMq19Ma1jpBQQlgbakVARJAKQhYZyLAP6GiJKIimQpa6yTGjX3u3DGEJ4ljMMGSRSla6rnHOxB1stxkq7De7qgIL7LI7yQk+/vCT9erMObfomkXnbu9vkCw2able73c9EXnbbu9GkgYKIpqUaozpo2fX95H7fjeOI5y8/WKzvbw6LwlWp2e19Lc3T43Bh5dn1tJu1xep1vsisss5Zt7u9tbCMPSB62bfn55cDENsm4XIIYjnvV8uFjFGrhWsXXQd0MOnn3zWLgMSX16d73a7WsyiXXFx69MFl7rf3S4WKx/6WO+v+1dx/xDJSoiD3y6b04rLXR9rf3336Y+2n/zRKb9cL9BwM0bYxOvm9FUqJ227DtSO93crOj07NTA8e+th843X6TO7e3ZzU8rKNOeJ5NmGiZoTA33aRalSswHjHUGswdBuc9+F1e39Pvv2cbv8+Omn73z07PU/d3Xih/sybMu99efnFytn0+3+Dtq0aJvYx5IjERjLiOKDbduzN99aPL66eO3h+vWH6zefXDy6Wp9dLk7PzersRAxb1xi3lgxDLCTWV4f+FMZsmSCBSMHKNbM3npBy0vrmQAbQItm9tfZ1ae/vNttRuPoXvf/ee3fvfDG2Z0+wOpPjCVU3XIsMC1NLrWLc+cVJP2yJbHCeGchZ77pSSteuUyxb6GOMtWbrTK5JqOkLGWOaZbPbbQjKoulyGgUyoKSYuqbFxiGDrdLves90viYXKloeaLyr21hKaJtuvYy53qVXtWAxYhYdmyYyiV32KQpgqTn12TnXNN4Zk9JYa95u42KxyFm7Yvj77YaFF+1K47He+9vb26Zp1uu1aouZtq+KR/XZLCZwAmQUxdZcNtU0s83eNI0IAGIVJkOL1VJESq2K5nfLBSKmkhVBQsIxRRVSKtNVRakZJyKbzQancIVWY9ZsCQLUBgZN03jryAeuzKWmUg2RtTbHVGt1xkplItCQ02Zzp+JSI8Dr9TqlvFx2qmZ2u10pKQSHCNZqrm+sX7I5s3PGe3t6up7VRowDEeTMx5WfVS2pC6J9GubYgKofYw70JE3ZjjH2/c65oPopxphTRSTv3H43vHp5ExqndC+cqv4tFguaGkvMKnl2tpw3lbNR2gFy03REpNxTnEqSEFHTBH2Q7X4gAyGE0LQokHOEUo2hmjI1ziHlYSSCq5O1Dq/f7ZxzIFJqRRGNLJNyImt9cHkZQri7u4sxVl3N1WpVCmuKEMCBImatBRRhPEBR5lCE9sDkVXyNAagCFwQiygVIFQCZSlhEcsoxl0RcNf6AhEr4jzGmiMYaZ9F5b60pJRWOwxDHUagWIgrB1Qpjjsy6ZBJjUs2fUioVQrCHWf6yqonz3uR0iMMYY05PT/u+3+122+0WgJUvfHa2aJomSsklT+q6vnq1f/TogYiUUlNKgKI+adsuShmVDF7KgaYtIoiUp3ro6lmroh7HcWlt27YhuJj6vu/HcRS2CF4qAAwE6JyzjlNMhbXtAe72m6urlfd+t+tNCMz0ySefvfu7339ItxcXDrHmlKLEu/62v34fVovlctl1oRSJuWSApl2+8ZW3f/4X9ze/+bvDZ3ft6rRbrTY76Pd7Y+vZogkuOGsFSYrUvlaRIpxLtbYuFuvOdfvdtanD5vZuHFe4Co1tfDUYcXKNqUA6GG6uxUqFCzlzfn7+8OGb3/3Og+/+7Ld/5mtfOVmaZSOLjhaLpl0tYykp1RQHpEpAJIBIUhFj5An1pinRBg2WlCaDRYsEgggy8367TynFyE+/uPne97737rs/2W53qXq0fhiG+/tNc3K+aNdN8NUY451U0doVDFJYPSFOlZ1zxogzll0xFqy1mMUZ+9qjhwBaIs1Kzc45QmnbVirXWsk4KCKIjBCZORcfsOTCWVJhAYtElWmI2VovgEJIUBEEOAkQV+lWDaIwe6lVcYDZSFTpMIPUKsTVs6SJdUNz8FCFMh5OkP6klHJyciJTeQaZaD8qR1SSTuLs0KAmpXIcuJ5xZDfVI5plut5LA9RzihZNUe4ZpFbxqq95tDjFz9O0rHNJ5BmwUqf5/v5e0SGF3fTzOf9AYTe12fXoaf4aH4XcZeIUyZSUNztwzrndrld1RRN7dUZu1Xw2E7NIFYBzB+IpHFUHUocMpppxMxzUNE1ovsTc53D0jC/Nr9kLUfWsY1CmGQDs9/vT09M5NjADkoqSaU1MRISJwGatJWONQWCZ0T+99ZwUJlN4aXYm1COEozoWxphDrhozWIPzEzrfbHd9rqnUZI2EiZOrPFOyzphaGaxvkAJhCKHLSavNgLHGkBFhwCiQsRplAAkhAiJUkQxCHquzWkTBIkpNCQFFDlsthJAzx6JNFQ6c4m6xnHbGgeowxr7mvN/va+Guc8aYSgcqt3pnajQZY5iLPvxYJOVRaiJTAeD09NR7c7+5rlMHDGbW/AOamHBq8mjQd5qiwzlRzHf+zjiOiLZtW+sppl53qmixXJSUkkHy9nCurIf1en11cW7JhBC8Dde3W9v4fp+//y9//0e//bt/4Tu+fbJoGzOMBSr02/7dT9/9/U8+f/jo6me+/Y0nTx4FvypSGHKzWF1ePX706MnTl0MWW1KqFRvv2sUijQMGp3BQrYWZAQjBOOdyKU3rG+e3w/DaSRfTsLvfwLkYYwwYZi7lkM3ERIgGSRBIKjAzVKlFSinAEpzvuq7xZCDXxLs6Dn1xbVeF0GGwNjiPiMAVQMBaUkmBCMi6p+FQNcEaI0iHCi21VmYUIQAahv699977/vd/8Pz5c990yEFMt8twv9l1+xhOKtkAQlwpp5xLtRahSs65MBhjANBaQrSazyjCxiBCsQY3tzfM3LQ+jn0pOecEUheLBQuXwiOmwtW7pmuXgFo1c3/oFmeMa7xFqCAgULIgEohYJEKxJACVoI4je8UriJR5NVuFOJG11bCwZKoccGqZ6lnO36QpLwGPQnyz0Jxl1vwTJcB8aTNN4d9aq6a2zUWkdbY1f1h/Pkc4ylSEDqeuKTSxbsxU/2quwDN7JPTT/P0ZMOGJO0tHOP5kabWKjylc1nXd9fU1TgwcFcGqMJS9bow5Ozszxtzf3+vIzZSnNgN0apzhT0e8VS3NYdVZlMNUu1sVQPnpXi7KGoIpKWpeuBAC4OGh9L7zM86pIcf4Pk0db2ZRo7pKVdTx8s1TqsdEf4Ly5eZxzgtUlp+q21Gnlm1wRHeeJ3wOvsJRwObQEMY5510AMDFGALYGjcUqgIyapQUAOvQ+DsYXZhYgIG+sQzoUV9KzbEXACvNB57z24DKlMcZchAm9s50xC8J2t5cJ2zoEo5x1xvjtsAf4suY4Tq2tdND6L0+8V1MMWltK0YYUxhiNpc2QKzM/ePCgaZpXr14cIkKHhF+rpTqdE0XHQnAH28cYAQRQEHBgzkQ254x46FChp85MBLX5tOhE11oNWURtqsdN05SMROSsEybhkvIokGutixBOT0+6rmnbICJxTHGsm/3244+efv97P3z/D9/52unDzZPzNQEKktA4pM8+/eK//UfPz07W3/nws5//7revri7azocQkNqrh09++U9bsOsf/NGHr25u0K2d92ncmQqSgaVWIahkiJxvrLTk8W6fSuEkCVjeeOONkxPIOe7vkyygAqVYxpFLZgTjXIh5J6VCJQvOOMeY7+/vh7E+POVgzO7m5ePL9ZPHl1fn68WyDbaphay1lhpPFtEAVAABYTBWtzAgQ52I1cwK3IoQIoLoGRAAqRV2u92zZ8/e+fFP3vnxu9tNWp6sarRCtuSS+nG/75dDcVSZBADaxYJcMsZoyqWpoEexcpZapCLUClCRSEoWPGQhioPGuWoREUthDfn00FfmMcZcmAH3+6HW2rRUNbFCUFCJDyxQRcQdPF1whrw1KFwQ7sdkEBG/lEEGDyDyLN1m8BoRd7udwjs4xVH1dEw06wMVZ1YSM1Q924Yqzqy12gtF36gMUktQr6Pv54C2BsxnAMBM5Ze/ZIJMHQtmyVUnNqd6w7MzIT8djzVTOtLMTdKLa/Bg5m4qP0rvNX9zlsX6+SwT6KjhDE2JfioxZ2B9yh5o8F8h7OFUpgmP+JpTUAHn7886QOfwcOrl0E1IJ8p5M9eVm6Uz/CuVi+bJgQPQZGjKFpxpx0RfboxZibJILoewgbfOWkNzePwoo3YW67MTMHsGx3NCh2zBLwvJWSKras2QSUn9l2qNCSGQyZRrLVJyFmCuQmi0OYwICqDyPueHlKMybTQFPa6vr1MaUyoVxFDwLhtTCBPSspSClBG51sKgyUqEiKXUGGPOkafKf3NEqBaw1qLIOI5AYoxxRDFGaw40be89s4QQbm5u1P9Vx1ArsWiei3UkVUpVCCgac5gOxCm/V6o+1/xEKSXnAiBb62uRnLP3QW0o3T3qBxhjck7MzKUSkSA0TTPw4ZD7EITN2I+1VuuoaXwIoR92zrkcSyHj3eKLp/e/9/0/fv+9zww0KHboM5867xtfG0su9rFPbvP0/nrz+3/44w9Wy+b11x9997vfffPNN9v25NFrzaMX++6D53abFqvW+fZu0zvbisGEgGCMNU4QYYijGG8MWdXoJHJ+dnJ1YZaLOAwb4x0bTrWkVGJOgg0RFa6I5K315MXYKlSYh2H4p//0t773L3/3cr1868nDb3/jrTefvP6Vrzz5yptvXFxdmWBQaMwFZPDE1hM4CymBCCCC+fI4giE4HBitYp+VyAQA3llv3bwN6tT9ahPHUoCppGEcx5GaxlhrjUdm/R4AxjiggDVCRJpfQAKGE6A4MIxioXRdGIbsnRChiEkp9v1uV5MNPsaMZEstIpKS6cd9zhn9CpGQnBLbBMhZIgMpJUfa90IsMWEFrihl2XUzdaTWCiBgDjaKms80NfnSI6M5wMfIjxq8mg1Qj6pyqkc/G49wVNesTmm65igvdxYBOCWy1QmLs9ZqsFSOUuHmQMIsT2cg23uvpfA1vU4xWJyQ9D8h9fS9/hyOACIVauGocY2ObQ786jdnd1A/Xy6XGhXQjDmagrEq2jRZD6dack3TaANBnpg8OLXcmieTp242cqi9cfCrZi2Lc08kBeXwpxphwgTxzw+oH6apf8A8A2rUKmXWTolNMxCnG2BestkFnA0FIkLnD/h+yeM4WkdugnAqACI2TTOv458YoT7jfDtd0FrrAR+stdaSRLSqHFhb7+5vWUaWIjoOtM4SIgoV453GAKy1eBD02ktBSQVirRxYyNUKq3MUwJChYKhBbEFCLjipX0sEudZaU87xeHNoIUodtB6YWGLTNIC03fbWG2NMSakyW4ep5MrgXKjCghCaZrFc3t/ff/7FF9ZaF7zz/n67ScW3XQDOAlrehIhovV6LMIAwSy5RwDrbet8Y42LcTx6A8haoSGE++O9yBCPqtpMSRaSWokITAHKOhFRKUcjLe09UmS0RAbIxuFovQ2iYfeXw0Ydf/OD7P3rx/PZXv/2Nx4+Wwe9RihRJMY893F7fRVkb10XAjz+/3W5uT979+PnLzVe/+vnXvvktQNt1qwcPHtzdxzj2hP58vah7QGvAUmEyYrGkOObtdt8hGBO4Uq3Voux2u+Avzk8bH2+FUHswGIMAqVahCs4Ga4yHlivkHAsnNMF5V5LdbOP+bre5uf/8kxfrRffmG29881vf+urX3j6/vLh8eHmyapqGJIgFAyKFDs4cAsjc04NnZFVPOzETAFlrGx8IDVf61s984+0fvvujH32S0oje24xNa6qxuaSx34Vl54IXzuN+UIlprXVQjDWtZSLomjCOxRDHkgnYgUXIjowzGUz2gFrr21jIji3WfnPHQIvlql00LrQhtGQkp1KlGjLGIAiKGIQD5uAwEbJA5XpIIa415ZyDWyBI5cpSZ/GnyeRSIcfSmKAnvGkaQKFMCncws1J3VOxqtJMm6HyGFGbT7xjoUKE2M+hnWo47Kjo/m6sq4zRnYlYSbuono0pIYRMAUDq5uguHVNUYD6lCR87ELG11qLMmkKNGhqpIVHm0bas0djsVEPXe66EzU8NeHeowDKvVSulbOGUya3z72ACfLV8l985zot9RS1km/uVxLKTWL4vyz3+qR2Rc4QMcpwJBoM5oT5nbzNWqOvhYBcpRhEa/hkfwlGq12UGZFQBPERc+5IQTqkHMfCi6RqTNHmangX46fWGW8McsLF1fZra6H5kZhJtGo525729zjixRIBk6eG06G4rml8xVQLAgJQIDELlSKVJrNoWrA4BxHMdhHIyMxqAxDhCEC2NGtIT2eLcZ44Cq5FKr4ETXRUSAL9smGOOQTK6MEzpPRKUmxdmNMTHmCuJ9oxvl8vLSWquN35bL5fpkKSKvXr1qmqZpwrBPLGyMGYZUShTIRGDM4aYwpfga4/q+msm9KD/dsPQY/JlLcODchdHaOIy6DE3nETDGwRoiAmvtMOTK5Jxbnqyt80g2j/LxJ09/7/t//N5PPo1DdbZbLU+8yUO/T3m8y2a/766vb/fp9PRk1S4Xgn6zz/e78ns/fP8P//j9P7+NZ2cXAs65ICJ316/2YVitTmxu6VD4CIQZD5Y1VhbjqMQSTFitFi+fPR32wZqT1epkA30pbI3vOvQ+9xGrHKyhMcWaoXJCI0jIICYsrQdIaR/z/vNbji/e++DlH7/z7OGTnzx8ePWVN19/7bXzxw9OHl0tz06axpM7aSY8gWqtJWeRKtWGpkEygMYglyQolYiCa1AKGVmumm9+8+1f/KXvPn9x+8lnd8aL7y5AXM91HG77PqzzCsVKxmUgB2gtBWerF4PoTBGuEseyu485bbZ3JUYyMPZ7Y8yDR49jztw0Vdi50HTd5cK2XdePtrD4xqZSEUcr4iCRqSklFJJsKyNXEjI1haw2O6GA1CpISMYIWJEqNTNjqbVWAUIDpgpzZmu9croP2QAlWWdQQMKXiVdzVqrimYoXz6LcTeXeZjMZjkBkpeuoVTsjorp781TEXyXULOP0r+WoeqiIaMnM4zCAigKF4+ew5+yy0BH0rwdkhmuOhwcTyqGqRS282co+QHB9r3pR8w9U/t7e3vKUmqeflKkpplpX+tR6Wmutim/rfM6B5dkGn/2Mg2L+aegGpnp5ShnS5UixGGO0bscwDE17IObORFh9P19wRp9m/6ZOiYHHTpJWBZ+XZv68lGLsoSy24mZWYxXek/lywmlSfsebYXb75umd4wQ68wBg23aBQLWiMGra8b7fvHjx/MHD01xMqQNh1SWPMQ/DsHStMQ6hGkDrPVFrqAlNkxMAVADWbIBZAxMb9UhqKSBgyHiP1tqUOXNmicxgLQlO0N5UfKNWo1qfmYWEma05dOEhPtQYmfkA3nttnu69B0BjzMuXL7VarHp82+322BFLKQGW4N04Yq3FeZNzNMZZawFBwM5h/XEcjXHzPuADocLv94dUe7WAtJJXSsmDISJBa8whpo+ITRO4mn4fM0gbUECZS6ZtA4LZbvfJym4n7/z4gx/+8P272/3StymVpumWy2XAXqCuwsmVnF9ePAzPL8T4PspuAKG2bWzh+vLm1f/wD//xw4ePl6uTfh+ttQ8fPgSglHJK5LyBSqUIM7ZAoV0Yewa2L0Axxq5dn63Wu+17/e4+jR4vOhmGUhjRhCYEnyCjCKac4hDzAJbCat00qwDoUob7fenatgnBo2ms45Rzqs/vyodP31muPj09+/HV5ertrz749jff+NpXH56dLi955Q4FMv2EUWpsFoEsGAOFQRIIGvLWNmCjl8qt++pbr//pP/2L77336Yvr388cc90yNDVxTvsSO0tj6ztmaQhRRsgMlfI49GPMaYxDv+ya+7vb/X578+rFfrupte53GyI6OTthgbZtU2Xn/fnVg8VyfXp+cXp+IVniuB1iJONwuW6EbePaVVeLxMwpSy3CgAIMgPv9gIbAAJBYQnLeoDPsW9TiCpIOzXE555JzXa/9wU7wziDFZJ2xImJYYGpXovTtPPUqwKlLVD7qTTbDpLP81VlVfF+3upIUJypIneXRbIQBwFwF6NjQOYZKVBDrhte4q4ioxFB/PeesUQe105UGOhuh5aj00Kx1REQVyfF9iaht29VqVaZ2WuXLEjVW+ab39/czCm+mROJZk803rbU6p3XwD+19Zk/iT/gls70vhzrEP5Xer5FzDXGXPIV/AbQKpEoY/un4hJmirLNipqNucce31gfRuZqLdswOsbW2WxyC9nEYlbFmrbFILAUPrAGD0yTDUZxjvuOsVvUWGtDWf+04jqoAcqqbzZaIkHi9XpdyqH2oy5lSAqCuW0ISImuME0BBG2NEEKQwDtX7Bg5BHimFrbVlX1Zt0DwARshJSi4iESRcXDwCcZVJBGvNpZbKVURCCIg+piGlpHkAzrkUU9s0IvLgwQPn3GZ7p76nMUbjAS9fvlwu1975/X6vZTtFRGtvscKFNT18+JCIXt0MxmIIgQWIagihVjw7X93f3wKgtZaFQ9Ndv7pD49t2cXJyAkDMPAzD1dVDZri9uT49Pde8f915y+VSw0Tq/A7DgA5iiuoT6Ife++123zVt5YFq1VZ/4zha197dD6er9vOn1//TP/ntTz95tlyf5+0XP3nvgxcv2m880N0gKZWc5Pz8QWW63/SrZZeqId+Rd/d3r0J34nx7v+k3+wRAwoalIoL3PkXMMe72O9es16uLvN/0m10TuOb88u7m9Sff3r3Y1cZ+59vfkLpPcVv6hsh0nb95dkv0JOcM4B88eHB7P6YxXVxcpjHf3N2c2ZNu4YWhO31ghHOpKZZcuGvWbdeIINV9RvdqUz599sHHn37yzrvvXl0ufubrb/3yr7z1p372O6pNl8slEIBITolWq3y3QTQlV2ZYn1xIBWCEMgzjvmlPrHFXl6s/++d+Eaz/ne/9EVlMXGLNJYvkuzJe97fDbhhPnLl9dX1z++rm1csQwv3tNaE4Y/rd5s03njjCsnl2vlh88+vfAoCPPvjAL5yI9EO/8LYf++cfvLS++aPtfnV2Xhm71frk9NwF/8UXz+42m5/5mW9fna5ff/LG6WL99Nn1oj3pVuv77bg+Pfvs2YvNfmuCX56tgCTmBISMuCQJwRGRc9CPIxp8dPWoFH7x6pW3VjOexjhwqX3fh+C0kD0i7na7PFW6n81bRNzv9+fn52otDsMwyz496prvpsRlmJopagBZz78KcW1Ptt1uF4uF5grM5bJnuGnuOqDehm5svc5yudTwQ85ZlYFKydVqpUlwp6enChYpE1oxB+WRz4C7gkUq69WKqlOhNC3SoDtEf6g52Cr9NXAKRzEhPAT/WKaKEXO9DTXLZiWBRzVZZ3h5xkO897V+2Qha/9R1nXNhv9+rC6Ugvqbvee9ZDv7HgWswQcEzbjNj/fpfJbwaY7Q+4OnpqSbr1VpVkajQ1zRGYwxMvWWMMcF7Y5Br7fv+6vyiMj1/+uzRo0cpjfe3t2+++ebd3V2tVTM/dC1mXzCEoFtLFfN+v18ulyJicyrWemMMuEOQvdRY8uhDGFPMebRGFAxRZ23hmhjjOEbr3Pr00oemZAIg5lwOdTYOEWdjTNu2Md4jijFOCAE0Ga9pm+7+/t7ZzoeFMRaAc9U1i7bxzKUeGrBpPORQjBcrzu0XnHPGESBXrShS6hhjyhXRBN9UZt+EmJOekHbRte3Z5dXVbrd7daP1gQMgWVNFhu12uLm5iXEQwVKYhZzXojnGGDMMfdN0zrmcx81mI4IaMxjHqFZPjFHTtZm57/ulJhx2jsVU0fhh4rpdrzwzqwInysaYxcKvVgvrF93i5OX15vd//0effPK8H8vSkXXeOtr12/sNL89K6NqAATaGKzrrrbUsaIwFDFWgaVeIUgRACAsygHAVQWMQgAnReLsITsjhVBGsbUqf9k3b7vc7RIlpuDg7Xa9k6De5s+yBAbjCyxfX/RiHKNsNxZxyLbVWrW6mGN9uV9y6M8YbEsGaK/cJqVQG4xbnxhmWmHG438fh05cfffTJp58+B3Nzdn76jW98o+s6sLbGA7lFdurvewRLZME1yKkUJqPRoTH41VtvfbWIe/b8+l/89r+8vr1xzXqxWK3WQeru4/f/QCOh77x8iSitD1QGQ96W+/VqcXG2esF3p4FzHFe+nC+ov/lit9u1RgKVyrBYmeV6heg2230s5WrdsOD9dr+iYNP99Yvb7fUtMm+evv/sx9d/CLhYXpxfPPjGN7/LkMsumaV/7WrRNTjUWuOQgck7533mmtMIwijgjPPWZoFhGPb7QWENq/TiyiCHFCSaopoqpzT2O3MHzUTVpymFYg7M/gn4uE6lIGiqmK/2/jimGYifA4wzdYcmcpGOTd2C+bKzxaqMHYWt50jmAfmcUtKU9qOiXCYe5/TIh5C4VslWDEejoHNalnotM+6k06WuvJnKNsxTgVMtOT6KbajUK+VLEawbTU+2ggezdWy/LAf9pe0PE881pTITWI+dLWvtGFM9qp8xexKzWzALw/kLcJT9O46j8n9+GhI3s4ra7feaB6AmL6IQIgDc398vV50mM+ecV6uVZgKvVit9OtXfXdfpBB7PwOwtIaKd5rdBsKLx5cgg2lAFAFkbsCASogFha108RGiNSkNdgOVyqQHwpnGIMUYmFOdMHhhRACqiQUSEAzJYSrFm7lwBVVxlhyjzNDnn0Go0Q5yzIFSnhJQ68bcAwdrgnKuVS2YRtNY3QZv5ge5UVbClpFLK3d2dtZ262GPcWlNFMjPHNHRdwwzOuVwOcV0BUE7VRH/WVTTOhsVisd3u6kTqml9qJRkrxhipqIUTzKGmlZni2IPIlnl80F6u1stSiezio4/e/+e//YMvnr5gaQpD1/rTi1MxZT/s5Mw3jcNo+zHe3u2sO7M2jP2eiJhNitGHttYMhAIIiFKlCAAIHAha7JwRsrHyMO6VhJNrAYDQuDj2S7ckGB8+OH/rreXCfcQMglAYrHUvX74U7oi0Y4klshUEmAgNM6caY+EyRAjSOo8OQbgAEgAgVSQAI+jItuBc5f397h5o1/d9yQf2BaRUtE96CJwrka2FY6zOovcEYg1JLuxdozmZiPjg6uJb33z7u9/91jvvfJgFjc1gYLPr7zb3ZMzp6enV2m42mzxsg7WvXZytfBEuZbh5dLHc3z/ttztnrZEx73squWmau/vn3jfG+1fP7moRIONs8+jhY7TuKaSTtXfW1F5WD9cueGvx3LRPn7149tHT7atTiFvXrCK73N+Ia2y3PlmdFjLbIQkDFCwp5jIABzTWB99gg5URMdcarEekKopu6skEnEzXGStQkGFG5GFqBqLiUtXADBrouZhBgPnAz+KplKLcqpk8qgZKmjqny08HaY8hi1l2z4B+mHqtyEQymdtpHYsY/eGxDrNTw/Q65RPIVBh1tt9n7EWOugSrpDt+xtlan5mOMoVV5agK//GLJ3bTsUycZfdMRTVTYsGX4uhwyy/7JchRXhhNWWMqyhVg4SP20TxL8+DVg+GJQEUTDVTvPvN2NAYAADWXWrOz1jmbUur7QzSbiIL3r1690h5zc1HrOUhZp2qA6g/hlCGBiDbGLGKEDaKmjZUYY8ojaGvasOCSU0o5V1XGqtxAiEFijGMshE3bNTllZigl10rMab/fo0ki2u2eiawQCh80KsKIeEguZwbmOQpEkGOtlaUac6jywQyEtm27mPhoW1TJLFD7fh9CsNbN21ePkDbN0HIraiXpTl2tV6FxNVOpA0gNIViLKdsQXK2CaFgOMfoqGhArWvgw52pa75wd+vjy5UsNCs3Xh4mGlXNWyCjGWDgrT87ZRr0W70mqHwbNMoUY4+0mNk3/x+98+O67HxUOru2qsHH06LXL80sTuqFASiWOOd3dpy+evYT60DoqeSCDIHUcR+cXOVfnDBASGkbWlGwQEBaoKWVbXchZhCUAkDW1ViEkQWvJoDDnmPbnp2crs6hZuELhaoy53+2b5jxxW7Gfz7mUWRwEH8L9UCuXWskhgUVhBjSCwiK1FuYq6Jp24alBgdVqebpeN95zLnmMWtUFvQdjqAhJTeO4345NYG/aktla78+uYNdv9zEnDmHx2uOLn/3ZeHO7f/7sxd39fre9BTLIvPIc2nC2coFx2ZJBiDFK2Q+7a2epW3Zn6+bF8/vl0rc+7O+v1cZMQ1mvGhFJabe5vV+tzx9cXqRU47BxLhiOdX8Hxp0E6rqlHvt23Tw4//owjNtdz+P1tr/dDenVyw+75ZlpT84fPjm9erhuV671FdAUQIHKmWuxzguSQaM+eNt2AIAoKEKAhdAZ1B01By35qK1YOSrkqcCL2iV2StKEo1K7il3MptJhN5ZSSmnbxewrzMXdVJrPtq2+OeaQzFc+SA1r1Vr/E0a3SjSakmBxAt+1BN4sZ2XC7mcs5VhKqumqNY7miKWdejbYo+ppcBTnVI9hlsU8Be1mz4a+zC7kGKOaxopq6NzyIYfrkFRx7ELpGA7zzzhfh4iso2OFNKslnRyYuLnmuBjtT9eU1vWdHwSO4sa6LtYdHKMsoLmEROQat9ncdU2r7tFc1kJbXc4eoZmSJ1Tlz+7aHLFQL8+BHPK8mKtI1a1D5hCPPtaiKRat6sagMBloX+OUkspcay1iCCEAgQhymjwmYwRNlcNE54zCsTIRZQBmyIAVUXAyQEphrrqE5KwlIpwy4RA1BUG0mra11lo3P7NOn2p4M5XrUyBe/2sdee9bbuOYlUGVUqo1qwOhlbER0ZABIADK+UC+Pg6K6Kac9/E8S13XCdS5aF8phRkB+P7+XrvuOGMQ9zkPxpjr65fXp5fb+4//+EfvXd9s1qdfqehS7gVLu1ydXDTLk6bKXT/uY17nZPa7mGNvSYCzMc5MfF8AYEEEC2jIOIYqDALIgkY4x8gsAt4YbFywUHJyzFBLbttl2o5j2X/4/rubP/P1k4tK6JnVf+cYo7Xess+8047kngABjHfGeuNc056AiSgCHEWQwAgAcyliXLBFgKUWrjkXkZIi5wTaRvVgYHqj1c0hxjTG7XZ/d7u9v9+frM9zQmZYLleQNqmUEBarqytAd/vZ89/73g9+4x/9j08//axUERFy1HpvmkAEZX+73Y/GmMbZMfbiHfOI4CqPn3z6qg2NtTamfSoxp8TMJycn7334oyZ03jeF893dq2EYahEit1qeOOc4jTHvl8uO4/7u5sY5VxI9fPiwa1fOQ4yZRRadH2L2IX7+xY9efP6TB0/efvLG1y4fPlkulsuF6W1XuA5aeaVIFuqMASAFRgCAgEuKtWQmEKmznCpTF0aYElxVarijmg1marM1C5f5pSJvRrdhYvfra/5EJZ3i9TND0U4NScqU1jtDEPWokMNkwB0o2rMwlYl2OWuFNLVWP05D4yNe5vxeTdpa6+wNaPBDv2aMub+/n+XsLO5xqsGnz6IJQH/CeyhTYzLVeepQznNlp3QK5w6Jaep7MbP3vmkOtfmstSA0ozQhhFwOczIB4Id7aRgAj4qV8lHLoGMpf/xGZ2+en8mzOVB3rLUiFactwVPDGWbebDYPHz58+fLlxcVF27ZagHZO3dDwdZ3yhGdni4jser0GoJIZQPPZkIy3lnPZlVJSTiiHSiklQ0oZq2SupRTrw2K1ArRc9aJqTWgPsxpCqFKnUAyLoCEktNZaImeNZbGGdEN7RGGgUmOtmTRqCkYkM+ua2QOqlSX4uVGckEViOD09VfcLhEQQgKxxxpiu6+7u7uZAVtc1ZerqMAxDMRDTuNtuiZL2PNAai8cupO4xY5zWRh7HQ7vREIL3DSLNVpJaUrvdru/70xBKqcTkvSeLAMCVEXEcR++bcRyjjPt+6x14b3e73WdfvNpvtu998OmY6gLtmFMuKZa42d9VPjUOodSUCgja0DTtUrZ9huyQCaslbINTM4GM1uW2AESG69RLpyPa5yxQjUEQYK6FS9/34GpKcdnZIW8Fy34/brd3zWMTbFtBKEFlJjwWQAGFnHNQQYyUUvohpWw8mVKLlIzGEBKRYTCGTK2DNlkATa2siGKtPXQ7OVCnNcnTkrYk+uyzz/7wD/74iy9eXF48fvTwyXK5euurX/OLen5+7tan8Wb3L377d/+bv/ff/v/+4T96/9MPzheXy+WyaXzhkkvkMVaRUlJFW4pwMTEOq9XV2dlJKWm7vTfGWG8+//yLcRxee/Sk78dXuy9izj/3C7+w2ew2m91itU6pQKXLi4ucy37fn6wfNE3X97vgrZRqQU5XbUTc9fs49ohQSkkle+8D1bNuuW/zdj/0Lz/8aHPz8pP3Hzx6cnpy5h686cShrWRC2g0xRuN9rZhKFhEUIOCaUy2xIHIxWYw5SnlVIau8+BnhmaWemZJmZyEyQ8mziJefxnxVxKukViGl0naW4H+CnqihCDMVzNHrzH6GTNyk41vQlHemH86yzBijqNEslJl5vV4rQDHrkj8RMZ6TwmDKSzgGo2aZPh/G2c+Yty5PXdV0APqAxwWXJtkqM5o/W/SzhT4L95mnDkdZ07OHNL9mMhIeVX+SKfI8gz/qVtapxECe2o7Wo8pRpSZEDCFoDjmIMLNa+tr5Z6qdJRra1QDAzIidH0qOYj80MZTsZrMjIq6Qc6m1IgJLZs4srDxTzcsHIIDD2leutQrNW4FRGDXWXEpCKkRpHMfCw257t2wNszAz1ArEhBPP1zQInowa0ciAkoqulPfOWJ8z1KyGjCM0KWYRc1DCyLWyNpdH1PbFYsghGmaohnVetFqn/kRbgy6Xy8pNP+xE6mRMgXNEhktJqhVzkcnYFwCt1ku6xVOqRBaEmCGE5tjhOFbvKSUxREbmkwbhkALGzHHo+763K2LmV69e7e7w5tX1q+t7Y5taJdeCiKmM13eb+y2ns37RkANbezHWrs/O3Q1yTSGEKixQvbe51q7rWFCAhKFC5SqaRUXWdI6GbSZC420aeRxHrMM49o0DAKhcECUE9/jReS7RuhaTMWSNqVoIKMZYKVhv12en43bPGZjZuAMtKlezDFZK1mVFJGBytjVBGS/ekEODBtEa47vF5fnV48cX6/Uald1oHBGBSIzp5ubmxz/+8W/8xm+8+86HZ2dXV5ePz04vv/vdn/+lX/nus6d3n37y2T//57/9P/3j3/zxj39CaN9+9DYRhRDIAA+ZYxZOSGARhzw+evRosWyfPXu62d6VkrquaxcdIt5u7r/6tbf/tb/0r/3iL/yyiORc1uv1z/3Zb/7whz/8l7/zvauLq6vLx8tuFWP+f//Xf/e3futf3N1tTk4EKqdhdN4susYgpVyGOMahPzldkpT+/nq/k81ms+zcaQsnzWKI+fr60+3L5/H2+n59YveyWK+Wq7N22cYiY9EmGOicFxECNChcXC2WgC0ZR4d+rbPbOovd2Uyend3Zrj/GFuYzD0eNAGdrV910ntIL9EO1tef9fIxdzDtcx6MuBSKWqUslTHDHbGJP/Zp+qnGjCneakqT0IiroZ2VTpwaTcFSroB5VgoMjnn6dWp3QVD9OnQycMklnSQc//eIJY5gdrFldlVIOXQIRYYLFaCqUPZ1xmSe/1hoaZ47SrWdNPBNP58fhqb/CrLDpqGsYTcwoc8Qf5ake1DzOWiuIIAKy+OBmv+Ts7Gy73f78z//8hx9+qE83dxBSP0Z1yQTzfMmXtX3fW2sJD11DiVCrIez22y44512O4zAMMVZCa4wx4tA6xAyEOWdOFcETfZnpoI/RdZ0g1RqbQDnHWoWZhQuhQayGGFBKyTVWY7JzBqjmknJOeRisXVi0R5a4lFqInJYws9ZW1u7MtXJupn51IQRjXM4Vgay1pdQQwsnJCQBst9vr62vd6JXLbr9ZtL5bNITLWve1pmEYRCqisdbPupqm4yTCqDxoh03TjUNKKeVctKC2MUYjKgDQtu1isRjGfSmZpFYp4zjGsTjbItqu65rgUoPGDsHncRw//fRTR+Pm5i6n6tulGi3Wm1rrOA77fptzcSuHrJsPQwhNgGEYfLBDH6UUNKbEBF0XY2TBIlALVwFjjHeN977amnNG46y1bFGkOHJN03jPDUw1p5Curi5j//l+z6F2yaZaqzrUu37ILjStcd73sBvHsaa6DI33PgT2TWskgiFLbBBqibUKijhDXdsxembJJUUupWZP4MgodWQcx6bxdrEA52C/3Ww2n3zyyQcffPDOOz959533l8vn1rxH6N5774Pf/K1//NFHH/3BH/xRX9NJe/bGV75KZOsh6X8rrKCtIBGAIIj1LuY0XvfPnz9frRddp6S9ftF1d/fbf/9v/Yf/h7/zfwaA8W7fnCxkYFyMb3z9m3/pL//r7eIUGCDDF5998V/+F/+vxWJx8+qWmbvgAaAJa9u2u91uL8hctpv7YdwhFEty9eDidNVxGTjlXEcp9mwRnF+ClFdPP31xT49ef+2NN6ldnTrnnCvGGEFKOYuIQQICNQhZKpBQCDr5M9k/TR2D1YXnKQtM5cssI3iqCDQbsHWq9HDchQnRaG4XAKhXAQCLxUK/qaIWpxqI+smsLWYrkqd8IpiSzpRtoVp5Hs+xv6InRR9Nk3jN1L5RkyjnwahwnKs70FEsWmWrtgSY/6uW3N3dnQZX7JQzdaww3FQeDgDUQJ4dCPnpdDAtRIZTEFUHHGPWKUJEZwMdxd6Z6yxeZxdEE8dkKkEqU5jQTt19Z809u0T6Zo7ozEl2auUc3KxSVQEYQ8F75rLf7s7Pz7uus0Tvv//+X/7Lv/B3/+7dfr9XDrEGtOsRwXR20czEGrCE7ury4TgOJUfCOvYbhOItrJsOpZpCu10CgPWy62Ofc67cE1ljPRovgM4GYwMRr9beedpuBudN19nb681me1NKbvxOkI11vlmNQyX0p6fn41Bv728I3XJ1xpyQfNO2eZO5Gmn9ro5mz4aL54ICwsxkyVk0hgJlqrGWWgGBOMOIO+1b1+8zIiy6tRC+urlv22Cs3PcbsdAsF2MRQi/VoXDbtl0XYtzllGpNd3fXLEkrsu12O0Cbc3bOgVY5zwMiGpScy3azK2loF6vK9eLifByScabFTkvsWhcA6OX9fZ9z29nlyTKloUpxwQIlhthHrNBWZjbrXc7l2jWth7FutyWSzRQH2FCwnTeXTfezj68uYzzbRVvGVOPpcmk6+Ojmg2F8Qsbd322LZmMyBNdw5sa3uXAgKpbHIRGZtvHGmI932ftTl0mudw0mMjnRUL256dG787jbrWX7+hm/+ah588mbIMU/+OLmusvlrY8/uL+7xcWKpKPnN8/rzWBImmCo9SiQMzfLgCaWV20scbFasSNqDIJsdr2tYG3ugmu9a7s2j1uQ4X5z69vH3p70Ywldu7xoY7m32EpYXI/9H3wg/+R36+e3X3/rT/3as+efZxkQh++997l5/0fDuO/OV+fBl5KiXBsww7A3xtxsN84F67wlX9mkymdnZx3cfPr5j2ut1pi7u4HzMlp7fXvz8z/zXctQdv2Ldz948OBhQwTXG1yvs+lKLJsR/JJyKT7Y/8f/57/6zd/9Z+fn5+dfuey3u8rVGrN59ZQA9/v9F9efvf3mo8q7z77YnayWDx+8VovN2W3udg8vH5yfXX768WdnZ91i0e42+3L74nyIefPRJ5/9GL71sw+/+q3Ti4cfPrtuTs6tXYwpSi3LrpOE43a/CFZqHuF2HFNN8cHZpTFye3vfkkUkxwlyhUyddem+x1SNcY3xvjUqeRiQM3AVZ3zjOkQslFNKJafIYwjeGGMIRep2cysizprKqXJFoM3mjpmrMKKx1pIarSJZWLXFrBjUnOy6Lh91VStHBTuttRousloteerzpfEDFfEa6FZhl2vJOVdhEUklO+e6xYKIbm9vD55KPjQrNsYggEEYU7zb3K9WK+tdKhkNFa5XDx/sdrsqXFLc7XYKJWkfhSoFEX0zkf0b1y3b3W7nG5dzTjGigcLEwi7Yrl2rPqusBV+MdYGMM9bm2HNl48hYV0rhyhZt41uV+8vlUkMUOee2bVX4qmKYc+I0JUJp+CklTfhQpq9mrc4xAFUqKSXmAkAIwMLG2HV7AiLMpYyplLzuFnXYZ+Ll2cmf/vlv/+Bf/qiPPRAZ54xzxODbJm37IbFzts+U9mMILY5ozGpMORc8hKcPEQziSWPDYrHY9/daqQPoUMGubdv9Zv/TCvPgQA3DUFnpX6iOSdd14zgc3M+qfa8KgU0p1Qpt2wpT27YhNMaYMtGhnHPCIgddxwbJWosuZIaUUuEdWZtjIgFDB1aAIcMVcxXW4ETwTdMgArPGtEXTwZ1tnAtpjDw5p9ZaY3zbtkieCKz1IojkrAslQ2HRTPRD7pwcao7r0o7juNv1uWqkmnX9apWHFyeADJhTLGMcZ4918v6i6t5cat/nlMezdm2MCSago8wMwLXCfr9fLh+uVt45FhnUl+/78lM4qQbxctXczqHvSxXnnHHOew+Gcs593/ums0IGkIRpmkwEc/v8FQiddF2TYwhZRNszad+Iw6uUEmtEl40xzjeETAIl1ZQjGzRsfOOWXUMZnDdVezkaspZCcFxxHPvYs4VqIDtiRNEmbo3zIpLHmEqubPZ9+uyzz3/rt37rj3/4w5To1fXLnOPp+aJWBjTDbtOEZfBWgHOucRiJSKAu2+by6jzFcnu/abtutVqP99svvvhkE2+ePHn0iz/38xcXF87a9WL5/OmLf/ab//TZsy9ee/3R93/wg//t/+4/+gt//tf+3b/+N7z3u4/eN69dvvnmV9rmPOcax75p1sGanMa72+snj18b9tuh352enu42fYzx/Pz8b/4bf/X09Nw5R2A+/ujT733v+0+fPvXGP3r0WuZyfXedayqcmct2v9n12wevv7Eb4scfv//5y5ffGeKf+Yv/+vl6cbPfGt+crE7yGG9ubqTE8/Wq65rnX3xeq3G2BbGFCci0izURjUMCsmAEgLRCtvGmafxytXx1f61QtyUSwlprPw7ca6cwJiIDBgzM2M6MUYiIGlcyJStphSK1HAEOfO3tdqsxXsUwlWcyDANNiQgaaTRHPHeZ8mA1qDBvJ5riyeao3pkGbxVHMocSAFVhieNY9Iyv6rGdfZoylfRBxPlXKmQV/p2BFJ4ec3abFPPQR8OJJrvoDjEGPjA+Dk+EUxr2fJz17lGijmSuSq2AmAr3OTRSpor8c1aH3lQrfDjnlMVvD7XCSFdBVTsiGiRmV0oxgKhQ/ATNGevUY3i139/e3hpyglP35lpkPIigrusYtFisln090HxtSkVDxtYYFamllGEcu873fW8MhRCsN0Q05nFaaVL4/RhWq7WWomXxTSkjES2Xy1o19GwRjDHGWpCqudFkrU2xzjhdneA8IBIgNIbAGgFtNyyTUwnMqMX3kQhBuDiHhgJXRKilQK2VUxKRxWKZyxBzqrUimNkttdbm8mVMRt1DY23f7xAN0ZwyXnNmgHHZeVXdhlwIQRdmsVgezglpX0Oc/GLWRPnKY85U6qglwIqUpulyqgBFQ6Ax9SmlUqH6hYg479BRGg8u8L7fK+iEuFHVy8wpFXVv52QZZs65lsJAGEKAVIwxTdMQWrSGmff7fa7VIADMdcZzwZIle3/Y+rvb3X0zXl9fG/NYyzOEEFperFa8WCz20QFR27al9s5aR6ZappgKSgjOtZ4KW0BrUZgLVxEEFMRamSELAhMJcEZOAsU5YwhCCME6awxakzJ//tnz3/v+73/w/ke3t7cPH77Z9z1LQnAx7UsdOGMILldAhuC7alPNyTnf933T+NDZFbeCcru92e63Z2dn/6t/72/+xb/4F/+Xf+XfevzaawAAgi8/+/zXf/3X/5P/y3/8k5+8Vzhzqf/4N3/jv/yv/4vz07Mvvvjif/9//Nt/82/+zW61MlKMFODqHXoDqy68fPFFKeXtt77KzM+efvoL3/25v/W3/ta/8x/8dQCAKoD21dOnv/lP/tk/+Pv/4L/7B//9ex++t16sHz58ePX4MqX0+Ysvtpv7J28+3m5vrk4vbHjwyfObP/rdfwaIp4/ffPyVr23HMmzvci3L9armdhtjlrHYloDaZgkyxLEWU53z3vl+n2YwAZAqlyo11zym3jiDCkqDERGsRiSmVFIajTFIYskKHWoXlpKYv+xqYgxZaxGIiMZxNM4qvDbTmo0xfIR34xGfRDOBaSoJ56b+xrvdTiEdOqo9OWPfOowZ3QIAoC9bbsAUN44xKmgzB7Fn0Hxi/dmZ0GKn4j+qdWYdAz8V+fiyzzv+dM/e4yCKHpl52KoAdEIUpJq/plKilAKcZ7uw1qoYlJZKlaNw90/p3SmgYq3VkvWqVvXLM0Qz1dRjIrJ0oLkTAJE1SDkOquoQhauMY9rvdwDAJsCUv6bp4lzBGFNB5oDEIQ4BhIh2Lveq7brmWVMnxXunlDNjjAiOYwrWAZAmGekszIEROBQLpP1uy6UYq90FYtua6ZFMSaZqDwDOpXDf9zEmYwwedqQZco9QnZJnBaRySilLZgwCzjkX2pZLRRbhKiK73b5tEMQAoHMOBFNK83h08xk6QG+lxK5pUz4wK7hmxFRKQdKC7MYYMGCQ6oRysm44PHTSMMyseUxERglnIMgMU+slQBTnnEdqWsNiWYqI5FSttTklOHDvDsEx58x+v48xts7RFNOzlgDg9vY2xkWt1aJYa6mQtXa9XtPU/WeMUUQKA5E1xgCirrogGnKuORSPTHEkEywYANZ+O7H0Q01t25bCzpk+j/2w22zuSrmsXNNwkBGIBsjmnNN+X7D0wzZ40zhPU9u4GGOqycWKKK2xhIxQK0MpKSIiAxkTnA0W8zDmFEWq72xwLniLAlKByPTb8aP3Pv7D3//jcT92XbfoGq65cr67f8mw7/tt509KxXG3t5auLk4Ju93+HoCX63B9fd11zfnVycub65u766997at/+2//7f/Nf/Dv66Hrh77f7du2vXh09df+nf/1d7/7s//X//g/+Qf/4B8I85M3n2TIP3z3h8aY//z//p/93He+/Wd+9VcJpA0OuC6CX68WeRwePnhwenr68vnzd99998/9uT/3d/7O/+mX/sJfePX8s9PTU2ttLfH0/Pyv/Xv/7r/5b/2Vf/5Pf+sf/vr/8Pf+3t//g3f+4Jd//pcfPHggyDf3r1bnK4djyfcLa99+cv7spv/8/d9/9vyzksdHX/3GbnufKl6eX2Rf7jbbVKXpVi2FENqcTSljLhUQyQALsSALCoExaC1JrrEOaTeSCYjIVa171FNkgy/CAAr6shFEFpSqtuuM8qM2BkGjZpD1TlvOHpx7IphqBGnCqlYvoCnzdtYBM+JPRzUe1DlQU9dN3VdmW5inZGNA7Lpurn4x29FzVZw5nixThvOxqpiteJjK6uHUyOw4LiJH/MtZzs7BjDrxZOxRY5ZJW5hZfBtjVdAr3jXHot1U9vk4QDIL9FnrzDFzOuJQzXGUk5MTJT5pBpkOxjm37+8sWSFm5loENF+KTK1sEAltqSml0SUSprZrNkM8mIaVjTHC2l8P9/t9LQfdU2tlkINRfnZ2VmuNcay1ck3M3DYBiXMeQvAAvNvtQ/VnZ2dt2+acUeBfya2b4zM4762cM0uK4xgaIKKSS5UobEuBlBJh0OCPtXYYRmPMcrVSuPBgqDITMEiVyqVyqod4Cs5NgkpFEBHZbre1oDCBuOUyIBgSNoZ2ux1L0qf0ziOakkURoVKKIOechf//bP13vG7nVR6KjjHeNstXVtu9SFtdlmRbsi1LcpObbByabXDoGBJCEkqAUJJADnACgRu4Obk3Ib8kJ+eEkoAhGBzTXMC4Wy6yiiWrl63d96pfnXO+bdw/3jnnXva56+efvb3KV+b3zlGe8Yzn8Yjeey9kO15O5M79pUHy3TbG1JVNgy8RwXuvtdRaF0URAzdNqzoipSROFTohMsf2UlRVo3UWYyTiGH0aYktFRZEttudpEwXCFW6Z0Xpvb2+xgLASSBN22SIJEKUqzHofY1Qi2axKH9uj1qU638KsriGCxACNwaMAQUIL7bt+syjy8ZiyXDvfVJUtVpWBHBuRKNtt3SHIGE2YVmMAAJDB++idl6gRgTmhbZEEKoESgZS0tXXRK1IADBCFwDw3q+MyNzrGWM1tZd2zL5x74qtPP/fs6cWizpSez6dFYQL7cxd2Nw6WDEKwRMTI6H201gP6uq4BYlGONjbWFtXiiSefKgbm73zjW7/3e7/73e95z+58aq01ShVFMV5f5RCBqBgOXnrnK3/yZ3/6wOGND3zgA+cunz9y5MjKobV6WX3lkQc3L1+AYCFEgQDEa6ujQZnVAhq7fOyrL16+tP2Sm67/iZ/4sTteezfUi2I0DkgISEpPlhOqq9Hq+pvfft9rXv/ae97wuv/+O7/78ENfubR58cSJE+P1la297XWpL188DzI7cvJaxGxzOrt0epOjGw3z9XLVoZrPd6omZoOyGI5m00WOyjsEkEUxYg7OOReQpA4ALgaIEYi11kK1AAsKEIKQIHCIIQghtVJCiPl8Dq38XOLaCyQUQhiddf26t94hIvW8II4p3qXwFxLaqU1fxrbP2BF5Q7f9mwIuMyulkl5/vyMW9omA9lFVtN5bSilV26avI/tKPx0832nA9fG638xPbUT6SgBIyiii22vrxxJJVrrHf/o5RO8K4DstjT5FpRfQJZ4rgsQAV5iaopOjcJ0nc2rTE3WC99Fw+wSQHj81N6nL6Q07k0pPf51jx1MCgOhdEAAgYoyRI3ZadczsvFtUVfSeBAihAsfgAVEEjoDEzFmWeRdjjC4G38S0wQCEDMCRE0Iol4s6skekLFO2Cd4Ga8N8MTVZYkmi9z7lIhvSWh11i6b7G5ykAYcAydE4c80yxqC0Lssyy7JJvfCuliJnpjZXR5lnZVGOUsztV2rLsvSuCk0dQyRgItJCEpANAvZVEBhZK6m1Hoqh0cVy0YQQ+9htjGmaCrCN493pCc55LJK1Y2/62DaMWmshWvXwdqoWoS80+mFXSuOuNQi7sr4RWzVwSdFZ6xgarqwPjZBt9900TYyYnCmdb5xz2rT+TUQ6BA8ehchCCE0I4yzTumXmSSl9K2aSNIHbk9TWQUBJoxtIptZbKOVsYOqsASUicvQxWAvBSYzKKCH1dLmUUi8Wc+dcURQrK2MikIrywYjrkic4X9Ytf0DnLFmFGHzNzjOjICGVZgERo3Gt/VAIgdlrlYNBowxHMZ9Ml42lWCgJQksCMMZoJQqTpWLiwqWdRx9+7KEHH7tw9lJRHlCDbDpfrKzm1rMPNWKmDTZLr4QoyixGv6grZIdERuu6rqfziXP24OH1d33bu3/sx37kmuuvD8HnZTkcjDgRnCIgido2TdMYpW+/81W33/mqd3/7t//X//pfX3zxxaaqzpw7+4qX3X7i2HGQKtolMwtjTpw4cfLkyS996Uuz2Wy2tPe+7u6f//mff+2990IMs/lscPiw9U1jfZEXKyvri+ViMZ8vFou1lZVveuc777r77v/7//q/fvu3f/tLDz1YmOzGG2/cPHfBh6osTAgLV81LpdcK1mF+5umHTl5363D9iEUMgUEJIqiapfRBSAnIw+EQUTRNE31MsSxwsNaFJiZ17gRiColCCWL0HEFEoQQSJUsMRgAIMUaOEYklC0ktYbFHYIgIoavYgBFjj6ukajmtHCNiT3jrMeU0DFOdnGcq6cS+jYEeeOkrxXQz9oV2qqiSYJzozBdjjGl4ux9FgY4EKTqWJHdWwMlFuYehvq4GSv8XOo5i/3/7dqEvYWOnfrG/Qk8lY1/XQrdYEPstrciITATpOlhrE69adPaFHeriejQsZcc0V08ZyzmXNI7SlIWv+No3JlOCEtNUMLMAEkJJEnVdLxbBNh6Jc11kJpsvptP5gjKdgHrvolbkvQ0AzjljTBvROrdhAAhRyMViARiVEkopZ5O5DDdNI5VhjkqZPM9JonOhrq33UcjWo7Hfy02fjdZaSHB2GaMwxswRfQh5ngPMoGvBjDFRtFQBDi1IpzojzTRwFt1HwsxISEhAAlAEoLR7nOAzYpCCvIuZyvKsiAHrqt3Hc94VRa6U4kQMbAM0pAzRilJhRFLph+kchBAAKEZgCNw6LmCMMR30rhuN3nvGLgF4ds71aFh6IiNQSonEPjCDN1ppI7XyMUJCorqBWHuSsiwDkIt6EkLIMrVc1jbYcr08enQjyyopPck0SQlN4zY3N2M8ke63ljHdbr1HRo6MQghG9D642HqoUS4QmQiZIAaIMUH1bWrc29rWrsnz8YED61JWeW7me7tVKLd3dzc3N+fzpdfjpmmaqgFsOFrwgWMgEsRRKEESiZIaJYQQEQmRkDkEjt5hBKN0nufA1lqWkhKlBAmApLX1mRfOfeHzDz35+FPBxxZAYx+ireqpNrisJiQioHIejJKCwDW1ElgUBQkIodmdzO65686f+Kc/+da33VcMy8ViHmOMkijX0Ye69kqLQhuZ6yIfLqs5ADZ1fc/r773nDfc+9fjjH/vYx86fP//ym2+98aaXABCJtOxD1153w1vve/v5C5fuuufukydPvvzlL7/nNa8BIaO1w4OHFpUt8jKKuKwrAJBSGW3KwTCGsLl5+cDhQz/9Mz9z0823/PIv//JXvvJo5X0QrMscJMwm265xR06cGizdZDndfPFJiXAcw8bRa7xzl3cnqhmUBmV0ktgG7ywys/MLCZIhArCUktm4YK313T0C4BrnGudC07gUTRpumqbJlOZ2iSdCV1Mjcr8AlcCfNANIGIjUihlTiI8xIpEQIgbXczpSdP46wCRxV3qIo/XB7oAgsU8XKEGUX1fn6syk85xKe7GPm4/73AX2h86+J0g9bmpBqNsHplYcvjW/9J3xWT8e6GfLKdYnvnzsdMaS2Cde8eO0/SIbdlsO1DFKhRABfXqc/e9aSpkgINrHne2ukkmvPF3A9NqUUmlsgPvMwrrMVDNzZCKUiAKYQ2ALoKVRyguBEGJgdiE4zzECe44BBJH3LoTQdDWrFNpjSH1Qn54BQI5Go6qqYrR1XS+XixDCaFQKucoQFovpchl8sICiaZwNPs9z9q6t/rtT1f0vxBirqhIyZgattY2t8jybTqfM4JxL7JSAqqsWqaoqBpm25Jz3SblzNpvF0IB3ClLC4uCDjRBAM6JKjR4SMQTvrLXTamd1RaTgzszet6k1xsgQIzAAEELa5gWg1BUie4ySow8hTbDTjEswI7SrasCIQojBINva2mLmzBSpcUaB/YGOMQpqdxeJyPvIwRORkJrBO5/24GNd28FglNaVWxxJaCkhRq+VQaR5xdzK0tYxxjzPDx06lGUXiZbQUYyd83t7e0pdQ0SJqSalVEYKIYBQmdz53nuaJbVlHSIrJXOtUAjXsA+htnXD3gOVpQSA4XB48ODBQ4cOIZ4OwS1t7TpjV6VU1Lr2UNfLwdAIIgkInlyMIXU8gGADYyQpiAmIIKJrYhOr4KNW2drqeH11NNm7vFjsCERjjNQyxricTs+cufDgw48++OWHN7emBw6c2N7Z8gG8d7OJX1Q7w9I0dppnhpDn8zlHklIGbjQZwLhcLi9uXnz7W+/7lV/5ldte+YrgrK9jWa4CwLwOyCQEFYVUhInUZLQUZJZLi4gxQtM0p6694R/efGtK8kAE1kKWiRCid8X62pvedt+9b33L1adOySQ7bK1zTuV5sJajBADbRASVZ7ppmuWyjjEOBoPBYBQCe4Zv/uZvlVL/1m/91kc++tdXHdwYj8cr47XFYrHY3lou9gTKTMT5bNJMLi62hlriZFovF/UBfXy4uqqGBSJOp03wE+s8BK+yoYhcL+ckpVE6RY0Q23WkbEBp3MccpFR5mUFEAPYhUiscCYARWQBEZPS+dQrra+rgnXNuZWVFGe19C60AgOhILwneSTdOKl17nYMQkrNFVJ1NmOwcIvthbJoYJ6DGdwa/qjM1S+VqCpo9HJ/YFrRPpJO7vYTEr+8wZ/De13U9m81Scqqqqt/17ZryK6tnPUYPAGlXNiWVxNFMIX4ymSTAo3t3rTD1eDzuXw92nKKUcvYPgVMaA4BkzZiyBewbQoRO9D+NSRaLhfd+MBikka/tfCVjjLLVgl32GZE5coRUD4JBIjImWy6Xu5OZFpKZB8PCcSAirU2MjFIKIfI8TwZc1idbty79J1+mEJiIpNCTyV5mVPQ0nU5ns90sV8zsfENEonvb89myyKSUiokSp8g7H5myrJBS+tAMBgMhYlUttNZKozEasSSiwWBQW57NZkW2lqA3IEHUSstJKUOMqcHMdOYdmzwT0dfzCYdo8qLMswCaUYvU5QlydWObBhHX1taAUSmVbBelVKO8rQgYSGu1XC6zXMcIWpmmcWfOnCkHOcRAghbLuix1WZaRLbZb8u1it1KCPS+Xy6aa9ZMT0TllF0UBQFmmnHMsIOllhhASsa5paiFjlsucitlsL7LPTJE+VCVVVVUmk9Z6IaRz1tW+aRaendYmxri+vu5me48//vil28o33LC2WJzR4JQa71zcYR4ePXr08jnqW2PVKb0Y0wJo3nsgCp6FbhV0vXCENJ/NyYVBodlaDLgyXr20vbO5uTkyBvz84sWL584NTr4kJwqj4dpzZ2dNk0XA6Xzm3JxNMR6PrZtB8Ns7k9XheuM9CcUI0XNhBsaore3L4/FoPp/OZ3Wel0aKkHSrAmxvbjm7dM4dWF83eTZcGQOJqrHnL156/KtPvnDmzLzx87l3Ed/29nfcccfLH3/ikb/80J9WTX3s+Prm1sXAC0AuykFVLYqi8E2zszNdLKpvuO8b/tW/+tXbbr/dLmsfQjEsJ7vT8XhUamrqIKWwjfWIxmiIyBG0NhCBmZeL5WA4AIDNS1sHDm7E6JABTQEA1rkImIE8cvxqIiKtq7pxzo1GIwFQVRUADnINEaKHLNOLWY3IMbLWJnivSAiUwujtS1tvf9s7jh45eWDj3/3hH/5BzaJYWTPlAIWytraVJWnGOdW755+ZbH7zjd9907XXn720bcriwa98mUW2Ml4tyzII0AJQqsjWNn53ezocr5nhWDBOFk3TWG3ysiwVeJ1nmdJVY5mZo3c+xhiLImcfEEDnBpm9bbz1kZJye+wpG1LK4Nv57Xw+T9OspCbWONc0Ta50CpFElNy40k97kHo4HBKloDFLOpRFUfTLVgkv7eNjnucpNyTeS6pdoNslps4SsqdCtkhFZ2eY8KgESqd+IuFOKysr0+m0KIrxeHzx4sXt7W1EHI/Hia4qO6ewFP378V4PdvUD7SzLOPrEzGHm8XgMEI0xqW1K23kpF/YeO32P0g/nktLcyspK30ZQZ35ZVVUiQKbRer+nncp/2OfSg53ixc7OTGutlBEklFKKpLW+WjaNtbEViEYpdYSIRIuqQQHOeRfnSftAkGpqZ3KxWMxTq+Scy4sihJDsDaS1VgjMsoKjU5JjWCJAXhitVYyCQSIikgQAIClFjNES7R+UQwzAySwCvFZXbGhS5g8hIFIMHAIzBudcZOldkg7gyAIAQwixGzExhqqqmhgygdhJy1aLhcpEBM/oUQjklh0cg6vDUslckEYUyTlAKZXG13XTCudmJiYx6j4JR+8ER+fcctk0zRIp7aArIogxBmuBJZIyxkC0oZN9TpVImgsJIYO/4lYW2yUGmWWF1tK6hXMWMCZDj1SzM0MMYF0tZMYQmAUzI2CWZSAkKHTOeR9FjFmWPfXUU7OXv+TYxir5LRfCoUNHN2GU52fSScVuTT/E6H0g51B0yiRKeYzYfQSVWwQwoWlUBO8SAqullEUx4IgKvF36yaSeTCbLZVFKmxVGkBuNV9fXo1ZzUEplWR0qIpIkO4wSQEqUiAJHw1XnrXfgnJfSGJNLqYJnSbg33QuuWV0pR6NR4KX39vLly5PpVGj9zNMvfOCDf/6Zz39hbf3A2+58zcmrr7vj9lfd/Zp7VlbKH/oHP9Q0laAwm8yPHz1pw/zChQuRVWbk6koRfP7M08993/e891d/9VfXDxwKtQs2FCslABSmBAb27Ota5XmZGSCAANY6FAIE7O1MiqIYDEq7dFLKAwc2XOVDopHYdihHyR6rKBjB2oikh6N8Wbm6rldXh8ywfXGR56YcysWsKkd5dIFUDgDNYtY0jTFRKbW+vg6At7/i5b/4L3/xnje98Uf/8T++9MDDr7r99tUD60ooJUS1bA6srO7OlsMie/LBz3zwQ7//zOnq0SeeftVtpx57/sXnXjh94ewLSpqVtXURjbPRW77phlOT6aKa7gDK0hSjomRA4Hjxwrksy7TJBYrGuqVfJtVe5xv2ARlQKoGcZk1SEoR2enRlXZaRiCaTSRoCpxqWiBL3WgnZx6krTUOHxbdNcEf7weTbsW8BuOe99OBP7OjX6Q97WsdisXDOpQHyYDBI6qE907QPpskJMpU7/fMuFovQKVskt5zUEPTIDOzzvEyvKlkR9BORcEWWmVLOSKB0Ij5Bp+WQMIC+pfDecyLbfK2PIwAMBoPUnaSckX5HCCGl7iF+7swa+0qOu80G6ObeaVCMSN77EBiUUUqrkZnP50l+LbFbASDtB1TOFoPWRDM9CxHJK+J6COj69qhpGtk0TmvZ4Sfee68VGGMQIxIyCwCIzACECEJIHxpOomvtF2BMYRERCfHrpthJhI+SPIMgpZQSUgkStWX4mivWZhTfTVqkFIiREiKTYCb8ml8WQgiCpvGCohTYU92hZR1gCMEF39c7KSFlWUYCOPQS6s57rw31nSmDcJ4RUugrbD0P7VC4Oz3t5FZ452IIUjB0mgpKKdck5DHWTSVkyLK2HyzLofdX+lDvvXNsXWM411qpTHsMy8bF6EoBg8Fgb+/y5cuXbz6ghRAS5frKejZpFRn7hZQQggvsfeQGioERYp8WWAjphtFGyyhJRXLBex+i9xjr2hLKAJEZg/d1XS+XS++TZQdJIwoaFHltjEGTBymjawd6WidhrIgkUJJQMkbgCEIoQsnESmlkYADmsDIaGC0Y3GK5QIzrG2ura4MHHn54tLK6eXl3tLb+/T/w3lff9brXvO5e3TIg4PlnLr7/T/5oUJibX3LDhYvn5ntLixOl5InjRx575Ku2rnd3F//bz/+Lf/gP/tHakaNgnciVBoAIy3mVFXm9tC889eRXvvKV+Xx+1VVX3f6KO1YPHTCCXFV5F1fG46RopUl6HwglAQYCRlCGrCepMUasbUhaBaNRUVXOOcqyhO/BfD5f3xiEZeAla8D7//ZTx48fta5G5FM33GCKHIC4stFZ76NS6vihI9/7A9+/ub3z/vf90ekzZwuty43BpXNnB0V59syLo9Fosn3+0sUX7STeeDI/tvHSLINL9q4Xz1z86lefeOyrTz3z9PObe/PhaP3IoRNb554GkQ2LlTwrG8fT2SQENsYcO3SwrmvrLCqdZ0YFVTsbgjNmwEjRh8geIiADckCUAK2qc4wx2UIIkgmsYIREA+2rUa11sK4ve3uQOhWS6R+Jtkid4W0qkvoH2T8Kxn2Uzb7CTQNtpVSqWBOClFa6elimfz095T99P9HwvPez2QxbO5cm9R9CiAQp96qr/Rd1RGrstF46gIVDCN61oqT962whihAYRHpA6NbBhBBCilQXMzNADCHJ7gMi+87oBhEBJCISQVKMT6mXOmdj0YkW9xVqn66EUEJIjpiceCBwlpFWWUIuhRBXhIeD9d5jt2TXlsjA3js/T7ifiB2htv9QUvLhVsoDvXNOSSkEee8BW42kFmDvfIf664WtBXokojzPIztgF2PjO5PPdA4QkZAkyTQF7RLvlYn8/phuQ9Ral0Ybgmbhow9K6cLoZROh7zwStwcYgTTrDihs64u0B5D4Niiou74heGutLfOCIdm2pRUSJ6U0RtV1WxGk9NFvuvUVBFxpeqgvhRiv/LtP2ojCGCNkJOGFaD2b2uuWWBl8xTmou5jA0B5EIaTW+vjx47PZbG9PbIxRKbXwfnt7bzKZEB1sy6u2WEApJQmhtY7smNlZ29QORCslZnQuIiErIMfexggB2C0bmRVN4yNAUZSDge46YtU0jVJ5Na12d3fTm51XVVtAKSmRECJ3mojIsLu7a4wqisIYvawch+BDUCSEUYOyIIqLxW7dLF2Yb241n/r0x/7O2191fG39lXe/9upT14PSwAAA3kMIQAR1MwvQaFPWi8ounfeeVXPw4KEXnz9NRFqqf/xDP/TDP/QP19YOzC9fjkCjgxtCSyAoRvne9s6f/dmffehP/ujxx5/Y3d1dX1+/57Wvecub77vttttOXXutGpepgoXagdYSyS4WeliSBOcYGQVSU/kQQlmaTJfOMTIUmZrPKlYqeL+oZ+sbKzB1Qqvl3s6DDz7wMz/7kz/1Uz85mew++NADt95663XX3iCEuuOOVwDT+PBRqBo9yGob/vnP/eSxg4f/63/+T1/6/OeNkISSGfPcDAbFaDTY2dv9yR//4X//H/7DYGAAYKD4jpsO337T4Z23vP78+csvnjn/1LNnzpy9YLOwt7e1PdkejtaKcjQuFZFUWu7NpkioiaxtbKhBqkFeZFkxr5bYSs21wa1dk5TUx9Dufu4ki6EtAdvDnDy996lM4z5x474ESYBMquVdZ0DPnQqm72x+U7hPtQt3/ipJ03C5XCYkJ4FLly9f3tnZOXToUOw0iBIElNZuYucS0xfv3JkP9kPmBA2ldAIdQaO/Q7lTENp/U6ffVEqFTjOYu9nmlY6BrhBV+xzQBzTY51HDzIvFosdp+wK0LSW7+JsCV1cOtqr1/dSkjaLRYkQppSIVyVsf/bImsgGYEEK3ZBajT4RUQ7Jp3HJZdwly4JyrqgogRK772NV2V0rKshg4XyMyESmpvGvbQ4aAgMwBusJ7/6FpmaDd5evfPwCmWxo7GdErNSlHjp5DwxA5SqAMIbYA0b5LjojQXcR07NL765cMoFs8jiEQJmoEe+8RKAnGQbuBkhYUW+KNc04Kk4ZLDKmP+xrR1/QJee8BIbFukya+rav2DTIl/VFuSVSRmZGucJZSWRQCR3ZIrLUOMdR1E4IjoqqqQojyytYiaq2RQEUVgg21B4VEqs/eJ09eW5YXY1xyZGvtbr27szNbLBZfx1JAobIsQ0H7ky72QqlETdNIFjkZqbXnCGgYsWGvdbZcWJK0Ml47cCCW5TB5QiyaBcJg8/L286df9HEQgPdm03KonW/SqDxdJYECPXn23vtU70T2wF5ICs6CUMCRhA6xXix3dvbOr2+Ur3vj6+57yxvf8Y57jckBCbT2LkwmsyzPjTHRW2N0Y5dXHTsWQnz++dNFVmIko8q97enm5uIlN97w937gB3/kp34mTbEGBw8CADTVzs72Q488OJtN7//C5//nH//h9Nzl1dXy2KEDuztb73/f737qYx+5+eabX/byO+688y6l1K0vfVld1zHC0euvbxbTL37usxcXsxjj61//+vF43NRNnufAUC8qrfWzTzynlDp5zdXAYLQsiwxqf+bZJ774pc8/88zTf/VXf/HEY4/93v/9n6p68ZWvPP57FsYljoYrb3rTW4t8cNNNt5w8cfXx48dPvfrO0MQfeO93fsNb3vwzP/FTH//Y3952662nn3tuOBjt7OzdfPONgf3v/4/f+eF/8N7bX/VKDqHINHhykUcGNm46fNtNh9/0+jsubdbnLm09/8KZp546ff7i5mRyLgCujFdH5bptNABY5yOwzo3SWRPi1tblVK8JJEIkAkFKAAKAJ9EHJp08l3xMRw4FpQon3RfKGKUUhjb0Y7c5laJVURQJfuFOwzJV9/sqPOJ9uqSJHbSfqYmd4mZVVUmMIEE3+4H1PoD0Q9c0KUzISRfaIMH3aUKQCv/lcpnnef9QPSzRv6peey7u8zvLsoxjq8GQIrK1Njnd97Vh/+7SPxIk2w820rChM4a6sirrOiOEfr0m5TYi6sijV8Jsf/UQMZG8EYSUylDybODkTiiEIEp1MwqRZ1nmfONdC3YxAoqW86KUsvtk/qy1IFqTmbRTB8SslMoMOSu9X1b1UhtK7jMAxMm6O0YASlYU3At/R2SOzDyfz6VCJa+UySEmnNETMSFBp7JAJFAo3x6qfZ4myVTLZMtFU1UVCyQiqQUiWueUKkkaZYzUOjjvO55PSOYnMRK2phkgCIARORky+u4rM2WWFfPpTMgrzys7uzWlFJHoOgxioNB9WildQysPKoAEMzjniYTolhKx31CL0QcfoyPpvG+sq4iga/RkgiaVUuA9CZRAilVdN945ISRJihFC8HWovfeHDh1aWdnluLOslotqIYTIsoxnnLhuPgRrrTLtlkNTVQyU5zlJSSgjtt4a1jfAAIoQIHhmQFIUHdsmKd9KpeJgoNfW1gYDi7h0LoTI0/lib2+vaRTl0Hc2sVub5BBZcozRBz8YHfC2tq6KFXC0eVF6u+TYoFJPPf0V65Z33vnSv//Wb7vzrpfdfc/tq2tj2zgSclk10TbGmLUDKwAQOeZKXjh/9t//h/9jd2/70PphOTKj0eqlC5dzNT579uzxwyd//p/90ru/+zuBwe1NL148v729fXnz/Okzp184/cwf/+kfn7+47TxICQVDrBfR5blmGhq33Pvkxz72Nx/5GCNsrI9vf8Ur11Y38jwXStd1feTIkfGJ47PZ7MyJo+svf3k2LADpsS8/8ImPf/zuu+9eHa88/tVHv/rQl9mH+XxujPnc5z73lfs//fgTjy0rFwFeedupJx/78mQWX/ayU7fddpt38cKFi+//wz+qAgDAPa94xaAcXfOqO2699aWvvfuek9dd9//+zd949ateff/997/kxpv29vaGo/HZcxeWzbIs89/8t7/xu7/7u6LIY71MdwGRCh4WjTVanzqeXXX8+J2vOL6ze/dTz5558OFHnnry6b3ZpcsXNrW5FlGIzJRCosqaEGeL2WI+z4sCEZEYAQhJCEGdxVjoVEKh00BOIYMQldL9Zw0Jee0ib//Vl5B9Z9zXal/XH/RBLbH7ILmody11AmdSkEppIEV2IhqNRrFb7k0pIbR+lrFHS9LrT2zOsixTpkl8nhR/ZaebQvuY+32/nka7sVtV61/z1+Ue0Wkc5XmOdOUt77+M+LVbbP2j9SBS+n7KEFIq7sip2E3y+qF0P2noZwMefIsQMBMJrTMiEkL1ahPOOSJQulezACmlMjp9slVVZVk2GAy2d3ZS2iOiiKCEyHNDRLJjfSViE/IVh9IrvigkCFEEhhBir/zc0vkjM/t2oY5IECaUo7/WVyoCIaRQApWQhtA0DgUpIRUiMXPs5x7gY4wcgmegGABJShSCeB9uiAxeiBgIAQiIU4piCCEAewRBhEKIyGL/ke27NqUUQUh7DEII7zFdGkQBQAwIgEgEIBCFizZNCzh2mbk71lproXTwMcbW9DnGWOR5ZOF940JQSplMEqXrIIVIpUHLOAohgfguhIAiWRy31x8ILl++nGWnpJTESkcBFYxGo/X19XAxeO9Tq5i+ENFZG4F6OY0koNLde5pC66HmnEMKICl4dsulUkoIWiwmTcNlORiNInKltZ7NrDGmLEu37QohxuNx4Lqv2tJ7USRi4jVpET1IKSLbyB7Z+1AR4IWLp++4/aX3ve1N7/mOb7nltpNAHqBZLLcjFwNTDIba+bC1N2EOq6tjwsgALjR//bcfsbau61pR2VR2PFoDWBw5eFVmsje+/i3PP/rMRz/8oYvnzz3wwBd39za3ti+dv3TJA4yGcPvt19x447XHThw/rvMXXnjh2WefffyJp2Z7rA0UBtRYvf51b9ja2f30x/9mPF4pBsMnnjvz9je94V/90r8cHD9+4exZAGDXMAc05uknv7p54RxFf/WN13NT/cqv/MpHP/yR5L+R5/l8e+u+t7x2a/vyQw89deaF5+9727133/3qt771rRuHDsFgNH3x3G//9n9//rkX//ZvP3Hp4tnzIXzoU3/rGL7nO77jda99w1PPvFBVy/W1A2fOXTh06NBLbr3105/9lFR49alrP/jBD37s4x9761vfakwWmjpWFRkQJAxB8A5IMQMJOLAK66888bKXnTh7dufhrzzy1FNPPfLwllBqMBqjkJO9nb3Z3JSD6667djKZIhECBOdTL96H6SvDxgDOuRhauCa0d3w7Hw5pHq607+Snehw/FdrQLdzGzvVFdMIGfQDt+4n+H9wt2abRbgpk/ZZZnzD6ezb9bfhaeed+eqxav+6QcP8EJTHzYDDoE9X+bNQXnSk99PE6dgPe/a1GCtn97idD6GfFRJQWtTbWVvvA7Trxu/S8/ZgBu6UBpZQQrSpGP1qn7it0JpT91UPElDAAgBmDj4islCmKYj6fJzC5aSoASOvCzttcjyODYBIkYmzSOoJUKg0eWr0D3yIQkEYTKc2HELxvp9IZZkJyjEncXwmpiaQL0fsYXEPEopXSFL6VB2BjDAlm9s47Zy13zhV5XsbIwDICMbMP3oeGEEgWfYFwBfzpBvqaKEZfL5cEOBBSZ8VkXiuWQnnap9eBgFppYMmRvEPnvGfGIKQUSokYo9xnv+m9Z276zy/GNIrBEILzNinwpBMWIgMzSRKC+hsmeE4UOiAZI6fxCQrhXbvKQUQhsLVWKgAAZz2JmOUmhLTmp5TS6YNPbZ33yJw2hIOUKIQIXcrUWs9ms6ZpFovFcEWXxUgtVZZlw+EwbWimjV8ppdSZ1pkLXgrF0CoUWmsDsOqMRrtTxTFGKYRUpKO2EYfDcU5+cWkx2WuXEut5nQ0Lt+MGg9X1tQPxhR0p5epguLl9vsd5iUiIKKX0yBCgqhaCuMxy52E+m9f1sqoWmdHv+bvv/t7v+a633vdyFLBYLBu3t7Y2yAtlgwnATeO01qsrYwZG4MZbJXA4LBeL+WAwCCFAcHvbixMnrj595sX19fXV1QM//U//2c725l9/6iMKsNBmZifDTBeFEDK+9+99z3d933fc/PKXQlNDFODc7MyZ3/m9//G7v/t7exN/331v+N7ve++r73ktjFf+j1/85d/7779/4dzZN93zyn/1S784OHKIXXPkqhOxqgjQeyuNPri+9s5v/eaX3vXq5vKlU7fd+rJbb/ni/Z8bHjl85syZE9ec+ns/+4/f8Y53PP/Cs3/0R+9jcL/wv/1CcdWJ57/whc98+hM33njzsaPHf/xf/CzU/ud+6mc/8IEProzX7nn17c8+8/wnPv43H/3wRy7t7tx0za1CZdb6RVU/f/qFqqllECtrdPWpa9/3vj+88847x8ORyHIABGdjCCbLACAwkIAI4Bl8gEzBDafWTp26dzq75yMfuvz5L37h6WefH62uDjc2SOlFY6d7E9lVvqGLMiK5Fe2DbX1I1vAiFeZAmE54ikftEm284lISwpXZFXfLRKJbnSWiVFb3sa+PZd77tOqfzmRfIEJHzeDOslF2xljpJaUCP3S27Cnsqk54Lr2SVMKm9JycupfL5Wg0SnQJv88SB64g2O2bip3Ja5/GsJVTSiLbIbUpKb7FzmVPdrpyfULtE0Mfmvqw08/MO8SJ+vuoTzzpTe1PmSmROOdkm7QEM/vGBmAimWVZQrcSIzF1UUhADo02VV1ba7MsMzpPt3/CqVJmRSm4bqOE914Oh8J5W5amyNcub55tfCUVuFiTDUKgkLio5kKIMi+M0seObIS5IakXy0obeWnrgtIjY/LJ3tKovByUzXJKFDhMlXZ1vZMZmNUCIDJGRIvAKFCm3egQCYlYCqGBiDACBAAYZ0UNUDdzJshW1kjKygY7afJsJChXWISK9/Zm3ru8MFrLeXhhOFjlkNnIAg2hJlRSau+tVoPgGgJECGWhvF8CSJMpKQUKtVhWiMJZzlQZo4ocRAvoeyFQKRAqMlc1VswWWAEAoETUgASMMUofiJlrGwFAkIgAla0N1ECaIZBIChAWETKjiMC5xfb2TpHlwQWMQWEeIrIiiMAcvG2YIESoo5vw/OKieXHv4qEVn4caAMaDg2arEsu9mociUzWyr+vgUcSggyc1WMwrY4ySA0ZAZMEsQCBizJzzceEqFVBmshxkLKNfTrKijL4O6IOvZnu7O5svxqtXxwPRiN2VcuP8phjmo7VxUzXnljZYtshmMrUrqwcF+SpOpTZFcchNfZOZ+Wx7JTOrG/nucv7s6cff8ubX/+APfN+3vfNbhRAggInVQAlYqyACKCMcgEvcdGSBQASUyxw8h0ooHBRl4a1XBu1islO9uH5AAs2fevahzz/0CQA6uHqoKHNr62uOnnru2ceX8/Bvfv2nfvAHvktKv/XkFzYOrMzG4tLupcPXHfrhf/1DB29fvXT2/Du/6ZuPnzjO/hyK6ff942/8wuOf+vO/2rnl7juvv+cN9XSZYQ0cuKr+5pOfvuGGG07cePMfvf+P77vvvpfaxoxyIH/fO978/g/8AYJH4d7+jte+60ffpovBy269a+2m44UeFKtr//bX/vWDD37qta+941Q2ijk//+Rjp268/Sd/4gcunT/3xc89GPKVwfjw3t7e8auvVtlIFRogEnuIzdmzz6yPMhJw8fRz42F59oknx1JYgQo5xoBKkBAAPsQgSAAAAwuMWiTMlSVzlvH3fvvxN9y19sADD3/pwa+ePvOV4OXacCPX+WRe5YPxvLbV3Ku8iEJFAJPlfnYmycoOBiOjxHzeOFu76Ip80CYMgaYosixrnJ3NZsbkiEmroEoFspTSGGNtnWWjZAzQT3GlpEXl0n4iMxNhbrIYo3VNjDHLMh9dYA/E1lmSlBWmrutk2jObLQaDQVUtiMi5xhg1Gg3quhYCiUTTNIgyRh9CGI1Gk8kEOpHR9fX1lJySDcBkMknh21qrlOIQSWKyKEjLXGk5YDaZQuf5VVUVAUoSrrFSyrLQ1lpBUVAcDcumaRhYK2FtACRAcI1NIXU0GC4Wi7IsmS0zDofjpmn29vYQW8DdGCOlbuv31vcxWuuwJeEkrhFKaVIH0yU5BiBjTGI0OediDHmem7KYTCbz5URqzEud8odQEhGdS0AWLusFIpIA51t2lhCCY8yzbDabIYCvG1fVqPUizIUQcrFYVFXlXOWsSVcksvXea4lN0yhu6eSLRTUe68OHD5vIUuqvPvHUfDHNc2OyfDJtvHeNrXRDtW0kBc9RxOichxiZTIwcW/mapD3SGp4BxnZZCEIa7gJGW9epNfM+xBhQCASVwC8f0DkvpR4Oh8wMGJqmcTHUlQMmAEUkkrAJIvtgqfXObjNqVdWImJlRjFFgu1kO7EPaFnCNlC1lSBsjpbTep30WIQQhxAgkMFASl5YJgtdap2YzhNA4y8yAaSQASqkYOeFyfVebhsNfIwPiY4dNETMjoJRSq+zIkbW2TS6waZVdcT6fI45ijMwQIye8h5ljCOko+85JPMaY+jlrbc9oaue3kowxgOi9b2KTGo60TjlY69VxkyK5jxpQCmAajUaLaWOtJXRNU9U2OJ9JObz44rOrh9YHhXz8sYeh2f3pn/6nv/DPf3o0yEN0gGl0j8QQEQAAARgwTXEZEIEAkNMukBC7u7vW2tFgiAqMMWk9UiM6H8uyzPNhjJEjNE0jBG1tbQHAN33zG77jO74jRPfZT3z86quPwui4Fk4gnT975uSxk+9+57sEA5gS6mVVVX5aP/TQI5vbOwAwXl0BBFPkEN1kc0tK+dG/+eu//MhHDx89srq+9uq774LcACuAeOq6a68+derTn/qENLh24MB8Pi+ZTJmfOHrEO6rqxfETxw4ffts3fuO9o6NrAFTNnvzrP/vgW97+d3/mZ3/qh3/ox7dmS5Nn3vtq2aShZToPdV0brQaDgZQyOD8aDS9cuDCdzLPBqNtZuVImp+jPzACIgPvB6J1pOHasOHrs7ltf9tLPf/7hBx56/OyFna2d3Y2DxwX54SATWlXOV8tFYAjOaaFGo8KYHBHns4W1Vko9GAxi6MgzhDHGqqqAsF98pU51J3YD4bQMnMJTqm0TAKI6acx4heHW+oXIzot8P7aT53ly7V5ZWVlZWdna2krtQqr9+9/si+UkN52CaV9cx5ay4RNTqD/tnDzXujjYg9s9CJNWlPs+JoEk+0GhhEwYYxJPMr3Bdqxq7Ww2y7KsR/D9Picy1fkkh85MLb39xJrtb0be5wGwvy1I7yspsPbTlxSy+hfWDzZ6oAkRrfXdLdxegR6SSvEhhYjURSmlpLU2z/P0o/QEzntjjFGiqgKCMEaEEGztsiy77rrrrjt6CFDsTncff/xZYUhpEgKGozKG1BgGQqmUTiouEYIUOmKMMbYsYwYSRCjzPAc2iAaRYjdYAsQYvRACSXtvvXfArKTS2qQNsu78CWbvbFgul6yktRGZCYWQIniO0UUm5giIAG2XCoBZRkKIJJuemt/2bHVMhiT8JDqdv2ht2vMWQiCoLjhLkopQx6rx3gohVIYIotcIzHQGAIgMKJwLddN474Bdgph6IBK6xQtmQkKAK8MlIpAkjh49mpklQIXd+rhzIi3lY0y7d5h0H4AhOJ8Xg3Q3is6UFZFjjJacNtqA5uAa7xcLL6MIIQipmEMIrszz9fXW1J7HMi2P1HU9my0Wiwr1kElCpO2t3WNHrppsb27tbR47fghlfvHiduOnN73kmuV875lHv3z48Pif/+zP/6Mffq8yGJtaMjADMnMETP4VQAgcQaeOnIEx/QQIAIOPTz311GS2u7oySqGjzDKVtpqJVF4SSe9aG1hkvnjx4pHDK9/5nd85Whn9zn/7j7s7517/lp+A5dxl8eojx2eziW2qrByD5zhbuMYCi8/df///9z/858987szaGt728tsBo49ecSSjygOH1g4e+OCf/0Vzv/u2b3vP2sFDwBG8D8GZweDI1Vdf/LO/yRU8+Ohjd164bjxyK0MYrByRuZJOvOVNr187PAADzc5pk5lilF3eunDp7LMnrjp85OjG1guTPM8TB4aImsYlfCOl+RAYsbWnfvHCxfvvv//ed78LWpyaUqZEbHVH9h0e7EQeYGUkAgMAXHeqPHbsnltedtNn73/w4UefvrR1JnNrKht6h8HH8WCks6JpbFnohEDaxsUIKRPUlZVShhBBkNaqh9SLouijjOxUnRPcURQFd9KYCVlOkIUx7RgZvnZW3KLPnYgC73ODSRG/B8GllEVR7O7u7lf+4VaZx+d53qMl/ZOmJNSHyBQKRevnyn35lb56RCudpf2ATM/Q5459lGo16iQr9j9gev1JBqafkcjOBy0V7z31cz8SRR0xKXFMqNtL6GHw/kVi570MAL21r9ynhh26dYGuiIT+OnC3speeNMuytL3MzEnWKTUxkiGurKwghuViWjeV8y5yNMYgt5eGIyAIAGeMOXjg8B0vf4k02fbOpgv+xRcv1ss9KbQQsrGx3QJDQJIoFJIiIYDaKaiPwbsQg5cclIxlWQIrZs0MIQTPIbKPIU3VWaBqs343txFCDovVlZV1YNqb7DSNU0oNB+MG5swYAgkpiKRPQ1RgY5SU4H3wPhAJRKGVMiZvremcdc4hcBoXSylJKOeaRHHDuk5dZCp8iAiYYqTIxMzIESgKIRjaWgkRGVhLBYRCJAOjKLoNvXT6U+aP7L3w/TKhc06KjKBVVyVBCArAWWsh8ng81noW7FyLQkrJnDbpPZEkwNhilwFYpNatk6NggcStQ3WAyCSIgGI7THO+bjxE0iyEECxylR84uDIel0jbzjeVrZqmcTbYxvsYFGC6esaY+XzOzINhsaymld3L8tGpI6d2Lj+7s7P55jfd9TM/9SNvectrhQBolr5udJYhMERGAkAgBsbkAqAAgAAYOIJIbUE69c+dfiHdGI2tRXpzzoGHsiwZaTFfAtBgMELkxXyysbFx112vfMsb33j2xRc+85lPBT8998IzBw6s52WBgIM8s5UDKUEoaOYxCEB1zbW3vOtd33XzbS8cOHzVS265BRAqZ9WoEN4Dh3d/53cevvqawWBw9TWnWInlYikVSalAy7/zzd9MUgwGxTXXXHPk4JGyGE/2lhi3jc7kcLB25CBou7z8fOSmqSafu/8L1153cm1jeOnCToCl1rosh9Z6IsqyIqkTZlmWZZm3brFYxOgRYrWsAeBP//R/veFd7wQAJOL+3mYCpLYBIEzr7gyA6bJxHbzjSGiKXOMtN68dPHTv615/51//7f1f+OJXti9uHjxy9Wg4WCybZlYjCmtlCKGpbdOkDZgcmKx11joQZLROCSAVc97bENF36jR94ZkiVF/tphq2bw764hT3aeb0Y96+6E6/NpvNRqORMWZvby813IPB4OsweugmqACgdZbK234hK3UD6V5LUZK6La0QAsd2rtmnT9VZzbjO1TK97PTTBBBB5+qeBgNpXppifVVVVVWlB+npntAtFgghkhnZ/jYCuj3krhi9kglSbkilW//NvhuIMaaElxQNeJ+TTDcDuFJQtvd+Z/nSNw3ps6BOSo/3uT0jYhJgcojcOWF6wBgC2HqJCGlSqrXOTJGZwhgzHJqV1bXXvfZVIPBP/vTPL1zeQjGM3AjKYmh8sOg4+MAcXUAi4ZsgFRERxGCtR0BArwQ55yASoo8MMYYQrIsuBCfYAQCgZ44pUyNgjBCgvYIhRO9iCKyUEEIoLGNARubYEnWEIK1liEEI8iHxE5ijQJQxiMg+xghp0oWCMCb/k1SXQDczQUROs/7GpiVoZhEDMHghglCMILTJOIJtLBMmcQ9nQxqtIDKgTEdEiCLP5ObmJSIibD/avgwRQkBMIBgKkowiuqaq6jNnzqpX3yilrut6MF7J81ypuLa24p/yxgghiGIvkEtSSpW6lgj9XRpCsN410QklRQRkzrIsRHIcYzcQizE2tmIeD8oiz5cxzhARSQghjMmNtELmgaQg1iqf7EwGpR6Vxe7s8mA4Mnnx3AuPu+npv//3f/Cnf/rHr7v++HK655rleH1VDwfgAwAxI0TEVoU8YksphgjAXeiPCAggFO3sbCGwUsJWvmkWUkpCoXWJKL1z3ketk6JftEqdO3sagXWZjcaDO17x0v/yn3/ne77nB779Pe94x7d/a2bytbWNLB9CYODIUdR1UxQr17/0lde//DWTzT3ShdBF4AgKGZBMtjOdXXPDTYdPniyysgmOUeSDsrGN0Np7d8fdd996+8tWRmNUEvwZEBJ2qqa27ONAEUDVzLYZ/Hy68/AjDz3wwIPf970/pA6ufuwP//TMpdMhXBVaAd62aJBGKakRKAV354Ik3NubXn30qs985rPOuQTQ9ZXd13SNKSOkg8qpNF7mKgmDV5YBWB5e04fWhocOvvXggdFnPvPlsxeeC0GPVw+tjFZtE89vbpZlKaUKgb2PUrApjCmK7e1toyQAWOsQIc9NQkiQrrid9BWrEMLvc6/tg2CMEeLXLLLyPlHPFOlSPE3kzhjjaDTK87zHmqBFa6uEtHDHQE05BhFTkugV61Ko7TNKS3rpwr1zTkvVv4aeP5piH+3zRsdO6XO/ZEUfiL+um+kxGQBYLpd9+d9PjNNcpI2wHXsi5Z6W/Np9P/UcqSnsgYH036lBGY1G6T3u3yeNX7tvgR23KsaolOmvf0+BTZP2xEHvUaB0GaUQYjabxei9a6CdAWDdLNLFDUEANIPByCg9Ho+Hw5HJKM/o1NVHJ/PrP3v/6qXLWzGmHVoNGJIVV2CEwJEFkIzeAhOhFARSIoIy0mitq8WSCIQApFYtRESOCDFEhgAQEUFKSVIiGARVL/0kTp2FJJIuJIXgl8ulyCShREhzhw5CUbCYVNpIgEgCCCmyACZmTMFdCVRSEVIMyXgzRB8QW2PrCBRCSAmgqWoCQoFCUACMAEKgFtR4LxBQyxACU7tMEKKT7cJ6YgUkmRQlZbvjF9knxah0oJ1zhEQkGZJKciqOkZkvXbq0WJzwxoP3zKy0yI3OtAGo2sInxlT+IyIhLJdzjlEIBd2WPBGJuq6hJiIODMxaSI7OORcliSRvYutJPdneFt6vGaPT6AIRiaTWRknjIzobY8CFrVZWVrxbhuiOHz24M5ucOfOUMSu/8eu/+Pd+8L2j9eF853KWq2K0GquKyIDQwASMAQGTAgNAj2szADBEalm3ALBYLC5dupROskhMJy211sQ6oedGZdqYqmqCr51zIfLp06fPnX7+2HVH3/ve9x4+NHz2mccPbWxcOvfi6ur64cNHAXFy4RwHnZnReLRGooyLwBR8FOvjDRcjIwpF0/liNBhJk0cAkuryzpYQYjweE1DV2Exni7pRQpbDcSRBjGCJgze6GI9XXVOxa1B6Mx4aaZ575tHd3d23v+Mbjhw9Gmd7n/zkx+eLqDLhnAOmdnLDEVFMp/MYvdFaScmcAYf5fH7j9dd9+ctfdjbEACQImIGpu1ptUw94BVVPUwAjJADXboFEmcgYQwPVsvJrw+Hb3nLn1SeOfOJTDzz08BPL6QVDQZt8NCiVMmlHJkkfJkJInpVSysjeOSel0NoQUYgOQPSNbHrqFLySPlraxkqhPL1C5BbJ6f+qj5jU0TfTXZbwn7Is06aVMWZ9fX13d7cvmXuUHLp9hfRcPfiD3YqZ6Pia6c6SVxx9uR8k9DE0QTepC++jcB/ZE+SbJBzSQ6V0lcJlAmSSL1PaX+u7DWx5hlfMy7ATrO4xsf5H1DlTQrdkQ91mw35kHzpWZI8UpQ+Lui/RuSNgR0Dan6h436ylv3TpOqQ2xTkn8zyfzSbJyLCxdYyRBIUQcqNTzwVgjDEEhEjGmMxglgvP8rprT7z+dXfVtX3muYsAAcgLqZQSykgfRGQRQSBpLUAAxgiIqKUi0Ws5BSGdEEoKBYghBmYByDHV+6HtIgWAkkYIoTVhu6jFWZZpQzEG6+qmCXmeSSHTZ5quhnMuRNdZG6IQSgotyOTZ0Pkkr5pGFj74tqhJZXF7RuHKcnLqLqVUJFQQ7B0TgZAE3nnvkROxrCVEA5OQQggRAjhvQ2ikIubobLv1lwJBRwiLIQSlUEoFSC6GEBgoCiRj8rKA6e6eK22ZsJ3opVKT6a6UA0SO0TMAopACJRIjtkxTaWLHyk3zIoMm0xkHz9FHbDlzJBQE75xTgAJ4MZsvFjNESUSCVJL3kUILoRrPAQERy7yUkoJ1SmJj55cunnnp7Xf+4i/92jvf/upoa+BmsD7mpgKMVJRuXiuVcyTPwJxgfkK44iCR9IJS9CcGRKirxWyyCwyNrYQgiAzAAOxsKmcIETlASGTr4A4e2HjhhRd+9Vd/9Ru+4Q3f9G1v/9b3/gC4KUS3fe7FNA+Pe7sUeDAcoBxAsQbREGoQZj1fBSAfvedGSSWLsgmtn0+Zl+PxWAnlo0dCLSQAjgcjAAgxAAfngjYr6ON4fQW0rHb3nJsR2dXDJRDfeutLr7766uHRq3dfuLB6/Nir777rgS9/VZks3UIoBQAm16Lk/tEuMQKkD85aHwGsq0MsqAMK9t/G2Ik79z9pUypSpnIGjuCYrUAa5spzNTDqrjtO3nnHyS8/vPkH/+NPHn/i8bW1jY2rXl5V1bJuKIJQGQqwTbNsmtWV9Z7LCAlgwTYM7Q9AfQSBDtDogSDY16zsxx/6nyastTWqjbF3QGx5FvsMWxINOlFCYye9nmKf1iaF6R4xT2yf1G33hiopxiW/29A5sMP/v2lwC5WGkMKraftrSuEyDSfSm0o5Q3d+9LzPlyk9aUokKWymFj/tEKRXnp699z2EjuuZwJle5LFHclJKSwt0/ZVJHUMP7KQ02TdAzGxt3UND7c3eGVKmh02dChENBoPlctkKpWotEd101sS6yQsVYwyeLLimqZm5qmrX2J2dveWybuxSyJjldMONp94R37i5vfXC6Renizo3CKwExbSdzJFDYB9ZdokxYiSSHKJl6+wiRi1iFxAwMnPkEIJLpzvGVmecpMyMMFp6L5Q2QiIw+mC9J4YQow8eCSUKTEUDM0YOXGOWaSmpaRrnYgxCEAmdCyHSgri3zgcbfA3slUBjTN3EEFyC0SOQ9z7ZUBKk1aeIEL0PTeNQuCQubV0NlkgqBHKuAkFKmrqeSym71++QJAC70KS1ah9cxNC3gVVV5bqUUhASO6ysJ6Gk1gM1OHx4VFXLEEJRlnvTxrIFyLa3N6UYIkAIjrl1gyQEH9l7L6VGRGdt4iNJKReLRRxGiN1uDrW7b0Ve1M4550qtB3KAlKYOkKQ10umRUmptmlZuUAXn93ZmG+v5Ynl+d3Luvd/3Xf/sF37p6lPHwNVkRLR1iE7lOYSwWMzL0SoHCgiRO5VCbCOW2CfMhQAEEYEBeFhm2ogsk8QsSHj2VVU5a2WUg2IQgBeLKoRmMBgoJeaz6tChw4vF1n///Y+ujNQ3ffe7HvjoB7/4hU+/5S1vPHb0YL66BsgXzp3Z2plLurhsaG3t2LW33wNeVfMmH42td0oaH2oEEICRGQGFVE1dKaUIQCEhQFkUScEkhTAhTWgqCBpiACXidL65uau1J6qHc5KGcbhRBDr72FOPPPzkW9586BWvenVW/EGMac0wywelEBJQCCGqqsrzPPqwmE2IKDNqNBpNJjNJuh17YvoPpiaA940HO6mU7pqGMiFqiEGAEK3xj5dIWioP4Gq4/bYDB37k+z784b/9whe+NNu7xIzEAChcswwAUuUrK2PramstIJpMQ+TFYhGiE0JIKfZPerFT+Okje1+uYufStR+a6HNYioCJXxBjTHE2SbmtrKwopXZ3d3d2drz3RVGkwNqLHvZBnDovM+60fVIJr7VumibJAaWolxAPpZS3LnQru6Kz3HLODYfD/aU0tGHnigd4Sm8JN0+jhfSWU/eQAKjULsfuK2E+6ZvpwVOy6cM0EeV5ni5gu68TQg92cTcYj52/Qt/K9+kzvZGeVrC/XcAOQDPGpATZDwX7Xbb0HtPIoZWCSJk2ROddXZYlgwmx0lpLQT5YAEzCGkZlKWwJwXmhVJSzxWRltbjzVS978czZv/yrT2WmGA02zs0mkV2eGyG187Vzvsilc4zEzFRbL0hoSRxj4ucAQAguuuhjE5NHpRDpFElFhJKk5KiapsnNSjkok4+5875u/Pr6mMTw0uU9KeXe3jSt43ofVlYHzL4o9XI5J6LBoEDQTR3n8/lyUedlu8rhQyOl1EpDtE2zWC6XaTfaey+UGY/HIelbCBlj9N6yYGQUMtnr+roOQmVr66t1E5aLypjce++apjC6qiqiNI6HdBSMFlIqKeVkWnvvVldXm6ZJCuYhBNt4rUVZlp4bQFkWuZ1cXl9ZP358Takz8+m2wFKmtizPnbPGZFoq79J4Y6FkLoReHY0DoA8WAIzSHGKkOBgMJnFvNpsJBwYlERZFJnxcVBUnnkD0K6ujjQ1UnTbfclnP59K58Oyzz+b5ybmNVVUNxsPJ3l6Zmbqab25d+Omf/dFf/3/9Wu0gOAAhAIGMpkTvEbIcFZEJCZBguYxKUW4AABpXE4FkaJrGGAUY2YfAXDdVORroXGVGKMHONxGkc05rQ0LW1TId2cF4JXXiw2GpJc6n09293WOHzK23vhSAnn/+9B++78/f9ra35uM1IAWT6f2f++wHP/ghFyTJ0Q/8wI9e+/LXgpCEHFwEpNlyZoqMIcbAWukUpRwDxjS1QGDgEJq6JkSTDwARfNRZCd6DInA1mfIX/7dfnkwunDy58eu/9ovDlTWoK0HlyvDgM09/9IbrLt5x730HDx49e9aPBuPFYhGAhZDO++FwnKqQE8eOP/dMlbhk586dP3RwI8boXNOPEIP3QsrFfDYcjtum/usUdAEwCmABCEARyAMGAUjAABgh+GAFCUPm2qvyd37Tm2+/7br//mcPPvfcCwcPHS6Hw8miQdKOQUuaTpfr6xvLqprNZmVeSCnZcVkW3hN1nioJbEkxtEpCqUS9E0uK0YG/BsHo/93jM6urq9D5/aYkkar7wWAQY+x18/czJqGTV3POjceraTiRqnvnXAJkhBCLxSJ2W2zJczRhOKJTWVCd26IQIm0gp1iMneSn6swaUwgOISwWC9inniY6ZYiUTowxiJjSQ0KKUn+T3m8f6Jk5ZbU0GEhdRboyiWPSD3h7SIo6pbksy5JBZpoDp9C/vb2drnyave/nAqXvJDnVfg9uNBpNp9N0AQFgY2Njd3c3uTdL772UBJhoTwIQiBUAh9Ck/JN6VUTkiBzRJRN6o4ejXBl9/Q1Xv+xlN58+fe7FM9t1M1tfLWfLarGshsNiZWXFe+vr3chBAColUQgiLYicQ0mJCRJSjlckIwAzzGdzAI4xhugQhNQagWMQgNEHGwIrRUIixGDdYlntCcnW1SE4Y3KldNPU1bJxvkIq69rGGAG8FIqItBaCDHOd0mme5wieo3MupLQJHZeZUYQQSMqiKNh6Jkw09pbbAAgYOUL0znsvEPMiy7O8rm0i7aaSQgiRMKWUnH0niwjU0hLSwSUg71yMgaQSQjkfq6rxi8VkMrG2UCsqV3ntwFkHrLMsdb6glBCkZODIqT7yCAKElFKCaFEmb51jSyUxQepjQohELR+gco3WKoZaCHHs2KH1dePcdlBOahN8WnnES5curJ66drI929y6MBgMRkX27HNP/uIv/Nwv/aufa+ySREaCOPJ+XkoAAEBGCB5ihNGI6gZcEyLX1i1WhkPgRkoLFIB5uZwU47EmALt44bnnn3j0kWoRBgWXZdk0lhmdC4hifWPVu+hcSJBrsG5vMjmwMW6qPY7L+ayCJr7mnntPHjt+4ug1MFqtTr9w7sL5p59++tz5zTff9+ZXvuoNN9x0Q1xMaZCbcggIwXmBUgA6X6mg0sSLiJSUwOCrOoUnY0yeFxARrANEYPY+Sl3Mt3cHo8xV9S233PLlL+9+4P1fOH/m+37sx//hm978RsgGg/Xxe979PQcOHoO95UtuuO3BBz+ZFcYYg0IsFvO6sWU5HI/H29vb6cYWIh8NB83GhpTSQpKxDMjtBomAdu7d1vuJPbv/i7vRcCQADeQAI0J0wUlBRiiBzDEKokMHzHhwzYGTN3z8kw/8rw/+5Wy6mw1WGNzhI8dfPH9ZSxGCp6QQQMiBASA5XsC+BdoeBYodJTFFup4DE7shQarfe3WEXhSzR6v7ott3ro3QAeLpAXtafd9PpEq5bwt6fgvsw76xI8X3OHvqCWLn5J6+2Q8tUixumibVy6mZwM7MK4XmPiXDPvZOqtZ7QCl0fP/UKiU10JZhuA9KSilhP56GnTdkf2Vwn19bP05ItWlKV8laVXW2ZaGTXUBEY3JmThY3KScl4AgAktdC+piKokgLE0l0OyIFjiHGABhCWl6AhAILIYQDl7wM69oygvVOFUYrrTO68aZrp/PFzvb0fe/7X1ub548fOzWZNpPdbeRRlukYvdHCtrVqwqpEjB4ApRSMHKNP7SIiYOw/UURi5FbTUkmBSkspQnA+ROtiZIcYnF9atyCRN80yshWi0FolGbjIIrbyVmm7GpSSCFJKSSJPVyeJV3N0BJxlmQ/OuSZ9ZileU+LJJDwEMSIDRgImiUaphoP3tqoWiIJQdy0wpjE4UUvXFUIkn2PnfAI3Pbj02SThqsKUVTWzroqhHUVE54Hx7Nnzm5vja4YNamTm4BwRrYxGSC0njxMwwMAYOALImESRvmZ9qGVAIwUgHyG2XXMmZG2b3GR2MrU1jAfD0VgzX2YOMWJRFHvTSVVVJIaTybbSMFpfmezuPv/c8//uN//NP/knP8hcaS19gOgTNysCYvIf5ATsM0gJTQWkQBMrzQCgMdbLy5m3ICUEgFznouJ5M5lNV44cN5Knk02je4IzAyOzAG6lcatlk4g0wbrpdJ4ZWRSjne35Rz788Xd9yzceufn2I9dex5Od+vTFy5s7wcc33Hvvm+57652vuRfMKtQKiKCpQ4iiyLWSzFKDkDITQoG5UmdCjDLPE2k8LBZgPRgNQoNnkEJqAIbBaAVkUEX+Iz/+Y5sXv/HTn/zQdLL55FefvONld6wcKEJVHzxwjFYO2c3JfFYnO/vlcil1JqUspJCSqqpaLpcc4spooLXWSq6srHD0GWWDQUmCAEBIEW0AiFJRZE+YXhT9P3qAfV8RABVgBAiEjEAEoAisbSyjUmY0lKzge9/zilzz+/7nBwTFrFh99tnHrzp1w9buPAQnsBVWY1ZaCiKyzvdFTI/zpOyYjneKhn2A9vFr+OzwNdML2P/9FONSEb0/tvZ/vn+WkAIRdjr+fYjshxb9ImT/ClPsLrK8R2/6IJ76gP38nB6BgU5uKCEwqboXnaYkdHTPHvnBjurq95mXSSk3NjYS6pV+lLqZJKDUc5D6aXmCaPo31b/BEEISME4ZKJnkpP5mNpvtz2HpQYgoxZn09mVrKukmkwl34tjpVSX8ua7rhP5j5NblFTA5n/si0+niAACRRAbnwmKxAHGo5doHxwzjlcFLbr7+3NmLn/7M/Y88/KQ/fNhoyoywbgmYaLYW2Ed2goTJMhTS2UgxCoEcOcQIEBACc/Te+mCVUlIKwNiuySlltCE0UpAPkdnVTcPs8kIKiVkufGBng8kkg2uaSkqttRZOELEUOrKHlhIf0paZ0t1kCbu6FVFrHZsrVDAg6ZxrUivXLuN0l0KAUsJkCoWolk3C9whBd6soYZ9GYGoG0p+mz0kbXTOk6iCNg9LhJgsxhBBFXVuVyUE5nE43J7s4m/r1nBJnLMv0aDQQMInsrWXvOQaQ0iiZgxBEBBxD4MAt81pKRUTzMJNRUFerhxCQWMi2TrEAs9lsa+tyCEfKcQEw8z4qZZbLOUA0ubw02Tx4zZHNvc3dncu//mu/9kP/4L0g/HK+5wIXgwOU2D1M3XyXIK31IizmblgqW1uj2M/3AJayFDI44Dkwzy9dQqG2t7effPqZs+cvfsM7vknr0tfLMkdk8D7YxkuVS6nKTC0WU2udFO1MDwBGwxWORFKtrKx/8f6Hf/9//M8f/4l/BLnCtaOZ9FcNhjFWNDQQPKAFOwMaeVc98+zp8xcm6wePINGL518IwWalWuxWAIAE3rrp7l5TL9fW1o4fPfY3f/M3Tz31zFVXXfV33vGNGwcP7e5MqqaOMa4eOvGy217CzTLGenRobXS0uPb2a6FeTM6fzU0BjRcHjgPohz7yib/68Mc++IEPHb3mZiKaz6cqc2UxFEo7b/f29kJwe5PlgfXVEPzObBpsk8RmtaE0HZRSJQEIRAghkohwhUx1hWDT6q/342EGYAJgQdoHz+ylVEaTdd7bZUAsZTFfwrd+wysF+7/6609GXq4MyuViIogaW5HMhNDd+TGIiBj2F9f7E0CKgCm69dA5dfrGKf7GffwW/lqaCnfibv1dg/ss0bGD4MW+pYGEeIt9ZmRf99qupMKusRDYZqY+vPp9iv/QNRPcmQQkjKsfYPT/2F9o9wp0fQLr30U/ku2hpPTgKRZTx5uCbk0hhePEDIR9qtf9WCL9Tmo1+sdMl6gvMbGTHkoQbvpOmoFz5z5WlmWCoVKOTOW/tVbmec7MzsfgERGhJSclGX0fQhBCSSmlSJMNVzfOxxCBo/c2+EKI1dXRNddedfddrzj9/ItNNSvzjNbGe9NpUy+1ltYtV1dXVlZW1jbWV8ar0+ny+RcuTvbq1kiMI3OA0Ff/cV8yjjFGJO+9JaQ0qNNG1HVDIqysjopSDay6dHnKEA3ldeWWy3pQrgghvY/MmC5mgJAyNLAjcj6IxOXK8oIw1NXc25axC710BlLf04V9DIcIDECQKJ7MRJRp7SMGn1bWQEoZfJVeeMJquhN/pWXuD0fq4CaTiRbQ+8XburHEMhcH1g8UhQSYxhilaN2o04YBRkZkgJhofEIIhFQ+ICIh45UbAtE1HoDT2lgMIbIDDsAohAjRGWNimJw/f36xGBbH8zAPJLSPPBgM1tZXL5xdDEfFZHp559KLP/Lj/+Rnf+4fLGbVdG8yWh0ul7WWKgRIZyapPsRW8YGIcTxQwKDBAkXh93CsYOc0DAyE6ef+4kPPPPfszbfcdt0NN957z0u3dq8Z5eLBRx6+eH4vMJSjZHGDiDKCbpplaBf02XubPlZJRCR3trdWV3ME+o+/9V8Lk935qpePx8PK7S7t7PiJA2rJH/nYhwDFu9/93ZEJQMboYnDBOiEEBUZAGUGXWVIAcU1V18vINst0Mcjz3CglSAidmdF4TELVzsYI64cPePaMXukI3EA9+fJnP+5dc+rEydnu7JmnT+/uLL2nP/j9P33o4ccFwGIxH62smEy54La2L/vAhw4dYYjjldHli5eWy8VyuZxN97SQUojaLefz6XBYVtViOBwLQQARAaQQALwv+l9JA4kpyh0rFNs+QCBCWsdRkgDAKO0gGSuGgSHP+J533SWN+sM/+YtsQMQFgWRgH2xg6JeSoJM0SEGzD4iImJbS+zI83S/OOUbof7m/ibgT4ueOJdnH3z5thK+16OrRfOqWWhMBRgjVpxPu7s00hPCd43wKhW1kDzGV5NDBL9wtpvW4Vv/CUpBNkdp3Og3YbaLF7h7vHy1B/7Bvz6vPIv1F2I8R9VBYH+V7FKjvP/pOqM8c2JEy0lJYuvLpbxN21D84d3J7UsrEiUq1Zpo8x30mOWlUYIxJfx/6HyfYGkCEELwPzjVaY5e+RIxxUTc+QgREAmII0ZMQhw6u3X3XKx9++NHnnjlXV4vIGFwV2Zfj9auuuum66685derUsWPHTDZ49CuPb+/MNy/vIeZJjye9EwQEkCTAOYxJ6L97Yw4cACM4kxV5XvqAg2Fx7XVXj1eKuplvbn+xmi8yjczE3ObhROEBRMS2AO8sUqJr6Za+rgNhizzGGIVsm9mmaVC0QhlCCHAh7KPHBQjOIWDVNC5ERGSlZGcoF1Pj2h/KZMPkvcfuvPY4YzoWUsrZdGlGZRqsoVJVFRCBGQ8cOLC6CnnugJeJdTCfz7e2LgMURCClUhIjSCE0AsUYQsBECkIUMUbv2mKBDBEQAQkByAIixUSBBXQuFEoNioKIog/JBocJVlZWsqwRArWhmsLF8y/8/R/94d/4zX+9vTPZWB8CjKv5TjFYA4AQQAvsl7oQGCBy5FQyLSe7hWIAi8LCfPtDH/i93JC0i2efe+41r3ndxuG1L372I4PxxqvveQNqcvWszGF3D9gH54L3IQJS5MV0c2P94MrK+ubW9nS61DrzPkBkH3SWlbtbu+trh3e2z/+X//zbf/LHQyI4eHLtrfe9YXV9lEuxsjJiBDnMt8/tjYbDl9x03XXX5loPgORLb7sZMwXofbppEYDZVsumrjMl9WBwxz13b1+4AEDj1XUhJAoFJAGAEU6/+OygpDILGpaC/Cc+87EDo9EN11z95a9+5Y/+x5/+7SeelQRKU5kbAKrqReFLaC3qKutC01QxxqJYYebd3V3rakTURmqpFKkLF88fO3Ysy7Ie3Y8QU3TueLOh6wACAIBIRQYyMySaV5JAYRDSJHnDFD0Tpafa28rHazKKAPjNb3/F1vbeBz/8qVUywozKPG8CWueFEIQi0Z+MaZdO+WvZqKkmTShKGja2t4loxTJTKE8zgD7O7i/S+7i/v8zvf9RzftLD9sE0/UIf/bF3RuqCZo+lpDTAdMX5IIVp0cmX9vMD7FQctNaTySQB5X2935fYfc8R9qn27x8w9AG9T2b9uk8a4abJ+f9zrNLvJPfXmbuFu/6/iVp5uBTi9/b2+k6oz2ExRqXaDbvQapzZlO1ms1k/qE+Yauur0zQNIofYCQYxxxBC8ATpVSZGlLiSz4WSygSOGNsuBgFXV8fX33Dd617zmgvnP3DxwqYx+fFjRw4dOXj99dff9tKTV1111dramjGmqu2Lp88ImZC+QIRKUrqvIDITIQhmCcCxS31CagQRI3KMSEwCQnDD0cpLbrnh6LEDdT1/8dzZRx56fFlNlRymUb53zBEjplogeWSmg0sAwBEBwDV1VdeEwWghKaH9lFhW3nuIVwRDSHRMBgJBknotLuYQorUWBYSAQnQfKl2Z58QY0LP3Hro50mKx4BDTsnu6hRLfq7GV917ng+FQQKhaCE+UWZZJaWubYPHQNA3RINVxHIm7bikEJqTURWEHSkKIkaNSSkQkbgEpTsI7HCFJDMW6GBdHj60qpebzaSllCKyMaZrp3t6OUqPLs91Xv+bVv/y//7ySnOUyKffFGG1VqSwnhA78YeBWdR6ZkcFVy2JlANUu71zyzdYjX/6EnV46cuLQhYtnNSyvObmOw/LogZEnQEOhmt1w3dW33Xbqc59/npmb2jGLtDY8HJYmU1mmtdZFAcPh2DlPgBDD6ngwIxgO8vW10XPPPLF5afqSW05+yzu/7R3f+GY1kqBqlM3DX3lksnWhsVjVc7V2ROsCAkXXIDIwh8UijAbAITBIBFMUpjDRe9/URLR++BCgBEDvA8TgnbfW5qNibX08KiXA3C63hY5vuPc1L7n22uzQ8TstH944dt9bT3/4Qx9/6OEnZrP64KFDde2qajGbzVBIY4xQIUY/mcyklDH6xlbYMUZIG6XUAw988ZWveJVSyrqaUAghIkMESyhTnAfGNvSnDgBrSIMvEIBILNPCIzOkaBkiOMshMiLECPkoW2xfKNcPNTXKTP3ge99MpvzTP/vY8IAcrgyD5cb6LDNCqrqugVtaOuwDQ9KZ65aE2ta25zsK0YbUnnvToxm470t0Ruq7u7upVuVOWSg9ZiIFQc+86FCOTvbyynSamX0nQrcfrumfq58ky05FJ9191LFuYB8E1I80+pfEzH3Ftv/xQyeB1+sFUafqY1v1RtdLxaUHTO2U7NwOqK3Y2rl3nzX3j8R7Pcr0gnsWaezdmbrMSt2GNnS823hF+j4Oh8P0V2VZQkd4zfO8VW0VQgBLxMDgQ4QYoxBXZi/QCk1AYukaYxLNxGgZYxSEZVlsbKzd8YqXf/rTn9vZ2VtdHd91152vfvWrX/mqV6CYr6yMF4vFzs7u9s7e3t5ejLEsC2sxPS9jSzILHBgSnYChS/hCKgD0DoTUCZVqbKWUOn782PU3XOV8/czzL5x+4czOViWEIKGYOXn+SaaUuPgK5SCJmJOUUlIuHBAGJZFD45wT0qSM7Zzj7mR77wupU+4QQiglgQQAAEqlzHxRxxjZ28BCa0iLG7E9fFe645QAhsMSAJqmIcD0KSYRxOSDulwuobZjWUqpGERowu7OxDmttVbGBA6GTFFkg8FAdEZIzkYAJ1QUZADaROWcY/YAkEAeIVTNdQiRXQw2QHSRfQTvKQijQ4TFYkEHR4cOHZLKzmaz0aGMqnDx4kXveTab7TpPhn7zN3+9zA1DaOo5BaEkl6MhgGnqACxkSgDIABEh2Q4wAigjIbo//G//5/b5p68+Pv70J/78O779HdefOqHcZG/74uc+9bcHjhx7ySvuBDCAYbGYr4xXjh4+TPS8UgrIKJWhyHzAYT6cTqd1Za3jPB8UReGcH5YjV1cXLpy94fqr93Yvbm1ujkbjt77l3h//8R879srrABuwW4Dy0a8+9ld/9RfXXn/TVcdvBc4gOLBLkEPSBqIHQEG0DFYmGRnvNaEkSVK0sDtzDC4CSaVDYAQejIbTajIsy6XdgrhHEIKrbrn1pssvnjtGevXmG1dP3fyylzff9I3v+vBHPvUrv/Jr585c8gMjpHSukYQEEEKo6zqpKkEnUlbXy/l0ujIaz5vppz/96fe85z2j0Whvb09KORqOUVCMyTI6cKuihFc6AGwAEn8vcFQBAiJRuoEYiAARTC6RJQOEECnW5foQosuzYhmAJLzjG+6aN/iRv/1CVq45x9baIh9KKZnTnPNKMOoL+dC5biVphz7KeO8VcF87M1/5t+zsefc/Tvq+MSZR+EW3VsbM6e74uqzTgyR91OvBkyTJ1ZM+U4pSStXLKiWDxI4HgDT83D/+TSG7h3QSCzPdpAlvaRv01vEbe7wI99nc94T9hB0NBoMEv/QGxWKfsQF3owjqJOd6RGh/t4SISYE1KWekB0lPVJZlv2XWZzgA8D4mfD92nmJphJCwozSqSSMHrfV4PJYiBIlkXW2bmVSQVkSUGTa1K8tR09hqWa2Os2o5z3I9m+xUi4ZAalkE9EaZql4wU1lkV53cmM823vmu177k5o0jR46+4fVvvPHGG5Uyw7A3X5wNy7mcz5aXt3k5ywibakFiiBSQAgExsIiIUSDKqd1WQmhDSojG26a2KiuL0VjIfDabVdU8Q38oDwfi9rV6XAzg9PUHnrxq7cubz3C1iCiCVIMia+x8NDYkgnXL3d3J+sohI1cuntsrixWRzzgGJYlDEJKIYO68WV25uLNVDMplYI48KEYKNTQ+1/nCTH1oisKEpqoXu8YYAAlCOzSktU8JzIZgrcmRrWM308zeRR2ZSAkCk5vGzjEsXbCKHKPa2dlrGgQutBwvcKdulpAH9vVkclrJgSGJiJe356fP5S+9agUE6TyMRJFP/Ymj+egpqhunhWYEFFmWj6raeg4WFl0nq5XMEGTT+GpWDcyM8oKHWRNwOW+4DjmJkSol6Zmdl6ONqV1cni/Gh46PeTfOLizl+m49Ga5mJ47z+acv/9Zv/PvXvvKVrtnhalYOUKmMsGyiZATOYGlhLnSG4D0YBsMQprsKA8Tq0oOfgupi88CffPPdN2+MN+XoXP7En37pb7Zmp179pvve/snPPrhEe312DUD+2GPP/eVHPvHQo08+/JWn9GCostFsWgfXjEupkaqJcrXGXJpMLJvZcmeujdldbsYYj1yzYXXz9PmnBzm893vf9e3f9o3HXnl4UzwPwMOsEIBf/ML5c8/wtQfvnJ3fffTRj7/8FXflKxtVtZevHd9bsBLKl2uGPTAQMgjT0nsBEIEEAxMREgoIKBJM5AHzlV1rV/Uq2GW1O88Gutn2v/1bf/R3v/0Hb3jNKwEUjOriKLxpvHzkwss//8VP7754XAh1YHVjZ3vXFGVkFkIB83Q61Vrv7GxpLbVSxTDzsRGIi4e/PLp81l2Yf/zP/vDg0dV7v+XtwN7NFmp8EPQ4OmlZgSjIDARlla9ryjLQSzsf6gIxGkRvl1LrJL8HQMDEgB4BGFhSE9Y0EpMLblkqBSA3tP+me68/+8wDz5x7ZLRxTbmxvru3gIUPARE0wTxvxWWRlJzP5421o9HIeoeEZBQk23mBAAIlQkherl0sky1WM5tM01gSGUIXsyLisBzEGIPziMghShL742MIgYETYcF7Xy8rIUTjrJRSXwFqONMqgRsxRo6BEK2zwVlJ2HuhJMvJNLNNpV4qpbMsK8sy1dp1XQ+Hw1TFpxXclNjSXkLKcInA7b1PnG/eJyBGnYpcSkIJxcLOgCx9MxEZ2gG1EP0KGHRL1z3dKCWbRbUkIrYNEQHColq20BnHejFPlr9AGGOUKSGhyPKWCeo6K00ikgDD0ahpmsVyOZ1OsyxTWocYZZ6XQjCDt44YIyELgUrJlH4TqREECIlaK2PMYrFILEbZ2eJIJEBG5KNHj77xDa+/4+W3b2wcOHXqVFkMl8slzSkEbpqmapz3PgaoazuZzDYOrLRPwYiIQEhAbSIFYI7eB5+w4KaJXCOFENgoVchyPB4Ph8OiKApNJ08ev/rk8a8++uJ0ssyyYYKzEcXu7sRkgJSAIIWIKIg5TqdTAMi0gtAINIQEMcQQ8kwrQZLAYfTBCgyECOiQ93PXUnMdGThSxAQ4CklMkFQWGkvskq0SM8fIxAmXlI21QmJWFFJmgjKiGLzQRi6qICUKKRk4EVUlaQ2Zc7shhPl8HgYslBQkisL0cKGg1Bo76T0R5doUg9y3RqMCgRKpNMsyJWsbQvQeKTHKWXFIPUe6DRbzanNzczIZbgyRtM50trZaVq64cGH+ve9599/9/h+A4FWWgVDz5YzZapVJkhGgajg3aC0IDRJARot2qUYCJpv/5Vf/5Vg6tjuEsQn8pYeeXD92S9TyyTNbJ29aIbkym4UHHrn/qednjz55+oFHn5ou7Lyye3NYGRdKqTzHILGy1e7e3vGNwybPlRaIkaQIHUl8OBzGCLu7u+trK+9659t/7Mf+0frhVZhMVteGAFGCrhazUPtm2Sx3pwLlB//Xn3/yM1/4uX/z7/IgFot5Wa57AAlAqZpmROJEoUmzovQT3E+6RAAGCRA5VvVsIMg2jWcriP76I598y5u+BXZ24MBRCAyT2Xh94wff+/euueb4//nvHuHOLSvPc0CRZZnOiiOHjznf7GxuMXNmlNayzPKVlZWbXnLTzt5MZ/yqV99z6Ojq2See/uznP7tY1t/z/X9fiZKykveqfH0NogdoZKiHcgAApcokECAykNK5tVa1AsjMEPr9MWRwIThiwdBVstFotbE2ett9b37hd/6krmaZKJrGDkeld+gDG2VijI13QogMVVmWlDaVpCAiLSSaVnKnLV3t12iWQYewj8dj7/1yuewjY4qnZVmmYJqK5QSJcEcC6cEQ0S2g9Vv0feTdj970tXnfLvTm9fuB77R3lrj/CRnvx7bz+Txlu3YE2I12XacUnYDcFOuvyMV3b7mfFyb4qMeU0lP0ghDQUVHTd2KMaTcw/WaPBflOvacb0LbNR4wxJaT9qFrKHN5d4ZVCh9t3mv8txzT1Rum5ZGSWQgolhZIMLceIyE2nc6MyKfVoXAxH+XS3buxib28rXUchhFQSoo/ONxxCcMF7o+WJk8dOMA0Go7wcQGSBzBHruq4bh4jW+q2trfl8kWVZCBEgcvAAMXgIIUBkAAJJkUOIQQALRFCKpBZCOM9SSq2EUSHLsjwvTVaUuTh54sitt9304ANP7mydVyWWeVE3NgaZ56XQHKIldM77EBpERgGr4w0OHoKv5tY1NgYMjSUBbF0QRBxIMkLDIAAhIHofvQusZN+/BkYEQCbGdioXGRAZISIHbsfOlGS7AkcAQqKqWppMiE5RnfmKnUt7JoRI0SdFG60zrfViufReCUG1rZnLxWJRVcxAMsuJKAT23kdGiTotf6dD7713lhGl1oaAnHXORZEXQoiI6J13EZxzeVEIgulkdva8v3RpcJiWowEgisFg9MCHH3jFq276Jz/xk1Dmvp5ZV6GMiJibPAZGZkLE2BjI/AIygvn2rlnTMD//8fe977mvfoHnl1973+vv/9RzB4+vP/3CuXPnZt/13d9rivITjyweevjcU8985JOf+dJXHrcsn9pagAc4fGRk8nxFOJJqZ2/X1bwyWh8NBwktLjIVIQTgLMuscxFB5/l8vtjdqZp6fujg6NZbb1s/cRWEBQhTV4tQ20xkMuCxA8fA8fkzl6678848z9///vd/+3e99+obb9OipJ42gyLtUCEQYKtbwUD7p5WA6bcREFwVRrleTpvnzjw5kFaWg8nmtimAJEKeg63BOsAIHlaHI7e0aemEAZfLZeOD8zHP88Bth651NhgUZZF5711dTSaTx58987//2r99w72vfuWdt56/uHv+woXbbnllnufo6WP/6y+UGR6/6ppT46Hdm+rVlUzC9uXzg8EghuhIZ3npAwhFHhSAAGCCCOARAnIEiASMNOLIQC1OFCIrkmsj+dq7b/zSgy/57Jef9F4OilVEFooAsbJtkPLeN9YmJGS5XOqs3QMQ0Dpq9EeXOtmyhFpQZ8SdIux+7L7/5T7A9ZjM/rnu/oftH6EHgnjfNHg/OJOwKedsqr77aarsvroq7coD9qCT6Ba4+tc8GAwSfpIaggSkJDmjfuSL+3Rb+6FuCsTUfSVQXSmV53kCZ1JxkKblPQyVGpQYo1I6vYD9j8adp3G6YulV9RPp5XKZ+EJ9jZ4+wdQN9G8/8XflfL4swTCwEILBWxestdY1xijCmBzp6hpqPzeKQqxtVduqxiTjwxyDAwDbVEII4qgIpVRKMPgmdWfL5XI2XTSNcy5cvrT19HPPTyfzw4eO7Ow2zDEIDywhMHPiMzMzB+9jDBGDlFIqLYRmFFmmldDI1trK2WC9j5GF0oOBvunG66659sQTT55LHL7I4ConSBMFhqiyPCIE1wCxC7aezSSRRIjBIQgpyAjKpJrsbXNohGotbgQHDtGxtzb5Kct0tIikJIGkPVOISeHERc9aaEWStPDYbU2jD9H5GFtTLBQ+gqstgBeUxSCVFKI94jHGSN0hboJju1y7am19fV2pS0TknJvNJ9aqql6EYFI5J6VklKk2gYbm83kqjqRMjh9BCEJEQQLAcbc+6r0n67yEpMELFBCF92G+qOaLypmYb4zmNTbO//Q/++fHbr9jvrk1OLKxWFTgXbtrY2spmJSSYSGCz2oNJAaa4Nyz/+k3/sXmi4/IuFuaCNUN4wG96s47P/P5r5iNGx6/LKbL6qMPL+b1iy+ctiyACeYLWF8d5IPxznRCRgGp5JwHhBFCY6u6XmoSQLrxTYSQlzmI1OGhi8H5yEDLRf3hD3/0scceWF8rv+M97z720mtBBHARiuErbr39ff/t9z/xsY9fd9dd3//975VZMZntIYFUtKzmJh/MG8g1tLsLSWqho9gzALbz7ZQSuLVsa2qR66HRj545Yw4PQK888sgje3uwqCvQYnn5YnH4ABi5PPfkl7/0pce+/Mjhg4dmizkAluVQmXy+XGRZgULMZosY/Xy5tNbOp4KZhURE8fTpCx//4qOff/CBAwcG08mlE8cP/ezP/ORN1123tzNdLcbG5COC5szzX/rSF4Siu+69d339FNS1KYdgAyAAhxgFk0i0RAYSDICROAB7wCgkcuv1LSH46BwKVGRKBd/yjrc8/dyZ81tbRzcOzRYVioKUAo8my1J9Op1OEwCSOtE+CocQ2HNo5aCvGNv25XkqwIko0R9SsBNCJKJ6X26HbqEsRdUUB/son+ax/SB3f2Ig6nkZrUTo/nlsHyLTJDaF9SSWkEjwoZMdpU6AYX8HA90wNrSejtwLt/WVNexTPIVutajXGsJ9FsFJsDpRP1LU7keP/XXr+4k+I/ZtUPpOIomk+YrvFOVSkySoharSj/qVbO6otGklInVgzjnpObrADByAqX3zAQC0ShkeSHDkBtAFhEUz9dZVy2VT14WSEBO2hcGCtU36eDKtpBQc/HI+r6rKVU0IcT5bPn/64tNPP7u9tQdAQhihmFCiUAhSyE6yNXIEBcwh+BAZMaBAzz66Ji9zpZRrbN1Y54K1vm4a65VAf/TI+nXXnhwNHtzb2xkNDpAoQoh7e3OVEYmYHHtsjNKIGB2IIAUZKchpLaHQSqLXklaLrMFAAkggg2NmpHQCFAAl7hAwdjLuyIwhcGSPjBAiSwHSIzsUkjktLRCwYEiqRyIvC4BomyrGqCQIElJIwCiQmF2IAYCVJCQVg7NpVmOMMYYohGhjRC2pzIvRqKwbBx2LoC+LEmSZ6AoIGCQmthIiaSEZlSARYyBs19OzLKubRiCXxXBlNc/yIQonZGxsvHBx55u/9V3XvPwOnk6zwaixtZAyz4ummXvbROspk8BR2EXT7JnRVdBM9776hccf/ORzD3zq3d/42np+aW/7/J//yR+fuOYmF9U8ZE9f3P3Af/zjizvNI89euH612PF2VRlpBrGea3MggNiaXBgOB5E9SsqUUbkhosbawLGx1kZXN0sUKJRwwdfWMpDReWEyKcA308/e/6XNzfmr7jj8Pd/1XeHMllDm+aeevXjh0vbmzmRr8uijj0IIV113zb/4hX/O0qDgvb1tFMMiH8joiVuvKE4LbFe+eB/jPukVBgYel6bZvWzG4qW33FQaD6PRYFRuT+Fzn//cpz//5Ycf+uov/tK/fOkb7ikOHNy+uPnXH3pmZV0v61op1dlOJIaF2tjY8N4DUPTWeR+9K1WZl0PAeNVVg1k9Of/YmbWxmD525td/7T8cO3RwdWXln/zojw2vvaZ58bnTjz863zw/m+/C3bcDv7j14vmNm24BhyBRS7NoliYvfLsWgIiK2lUxBE7gMjCAJAIiAmZvmSgGdcv15dvfePef/OWndi6fN+UBRh8RMFHhkuwIQoS2llBKqTRDi8wQoS3AIXQFfs8fwY6UifsU4rgTvOzJKn0HkL7SKe0L4dgtFoh98s59sO77ib7OhW7ltRfeCZ3KdIJ9emZOgu9TsE4aR/1t1Zftqelh5qSsoPZ9pYFqTwpKJTwi9qmlf+o+E/SKeLhvBM3dBkO/UQz7aK/QMUpCJyTcz5AT4yglMyllZvRyuUy/0/MMrbVFUfQP1ScYZpZ5UUpNtmlCCCCjlICkBSJisNb6AEg8UNn6xmg0Lg4eWtnY2GhdN0PkECSSQGyCa8c4GH1w4Dj6aJuqWs6N1FlWTCanH3nkK88+94IxOUmzmFcIklEkcg0iUqu5yMiCUAohkUFKlWnNoD2Luq6VNDEAMwqthJJJNVrJOCz1DdeevOrk4c2dZ/Z2t8ZrR4BjWZYBXN0skjMiAA1HwxCiMgwxonOWl0bkK4MssswKUw6y3dnu0lWOg7N1OsGBvVImei+EjBwiY4wQGZDABx+jkBQlSURUgglcDE0QkGbykCpLTjsIAhAEodIZMBttgGXwwTd1jJGQCQCTHJsQJBGlvnR5a3NTXT201vrIXiujohiPRysrw929qbPB+4hCp+MojZ4tpqm6YWaARMsDay36mkEgofc+OgcAUpEkcHUzX8x1xsNMFuVYZ6WQC5SwuTlxLO+6406ompBj5W3tXT5WDOCCJxDZcAB1zfO5zgCEgEuPf+lDf/HRP39/qezBYcGN05C/9c3f+gfv/8Bsaf4///l9T52fP3FudnbiZ04P167anm8fWD3KqLZ29hxkezPLEo4dvRopLJtlYysbPKFMQqorKyuusZE9CiQhHDsfYyrBvPdaKqMzoQtCV5r5kcPHD119PcQaIj76yKO/+Rv/lojOXYSdye7Fpx8/eOQgHTiItQV049Jglke3LKXsvDjb2M/cLdZikqzmrgOIDIGBBQRTFlBtl6MhiAq2Lm0cOfT2v3PDX33sr554Mhw6CBsH12ExhdBcc/W1Rw/ApHGpKI7MkkiSSKIOu7t7eZ6PRqMyy733k+kuRG6aqhitRrbNfM5AsyXXc5hPn/tieO7wRsaNuPuuV62M8qraedtb3wJswVef/evf253O7sLp2qETSA2U64pZgGSQ0HnOABtgBRwBYiRITWmHliCHgL7OtZpX8I77XvHi+Ut/9tH7DxUDQGWdRQTnXTOdYGzdppbLZV3Xw3LAnQsudgbX1BXv1C1S9QVKWkpKIakHuFMIS1HSdwL9qYjZPyeI+2R8UjLYjzhBxzrFTrG5r3+ZuSgG/XOlP0/xd21tLZXzPZFfdupp1HH5U5uS3nVyx0zPkibJqQfqcRvcx1b6Oqiqx4hCCOPxuPf/6nuX1Kb0HUDqdVLjIrXqswJ1I2UASJBvmiv0F0QI4Z333ieduPRBpCRK+wbUYd9Ks9RaI6XqJCCCEAieEWOZ5TEsrbVayBPHT956602nrr/6lltuvu6qIxtra7nWQAQhJg0Y19gs00IIiBycjd4JobLMADDMXW3tpUuXTp8+s729q7MNoXRofLJWRGDEiCCgZbWGKFrOLzJKUoIkkMSobGPTDYqIRudFPpBGS2VKrevF/Nprjt995+3PP3u5cUstwSg5XBlW1aKqp8wicmD2ykRu3O70jAIa6OzwgeH1V5266thxay0TPvbEY7PZJPqkSp2Ka+nZJX1/RNFNgJEZGYFQCoyILARrIUalLowMDjdtSvtMJIkosIwcAUKwPsuV6NZJYvDs0SEiBxKkpUaICQBBQKnVzs7FzU1pj2fWWhKg9f+PrP8OkOyszsTh88abKld1nO6ZnjwjjUYZSSiAAJkok0ww2DiBc1h78a5/xvayttdhYZ3ArPEaYww2ySLLoEAGgXKcnKdzqnzTG78/3q6rtr/6q6enuureW7dOeM5znofLgaQYRpOx/yCugkeu01v3pSWEeAghoZQB45qSPM9Ba44QtkgpZY3FGBNKjIZcaWOJAS6VUJYfPnIUsxDCMq1Ue6vt8lgFsBlkQ44ZBwTWQp5CFkPg986fvvzdB7//4IMBEbtnd16+EF+82LnjjjuWN9VmXH741MVvPdumAaxnAOVKVAkk0W2hy62KMTio4JCQNM9klhOGB2mX8S2LjFxpnSulLMEs9Kk2hnse8YiQ0hiL6RYcJ4QSVCKkjQHGAGMKSQpIAKXc5wurcnKavOOdL3vFq39kcuckRH7eWZLaluqTIovlcFiqTQC2YPhIQWGr7N8GBdnRjq2y1mV1A1kOzAIB8Dggk3TSHbtmfvcPf/+Df/vRtf435vbt9UshUGSSjDGv2wHFpDHWKC1yaS3KstxYpAFcC6+UEqFExohccUYo5d1eXypRLtd37969PH+BojTyvI21ThBNfOTj9377Oz+84bord++avP7G68OILJ05V22garOZ5ktZRrLealSf4pWJrNvzy+NgGQADy7bSgPNiM4AxYESsNQgcw8GA0aBTLFW9Un7pbTccP3NptbceNX0pROBXXMhAFPks1EI6XYGtsnqEP1BKCSBlTRGICxk1NJqIjlZ5nxdyQKMNLDyaixZAintsn3MWeH0xWy4qZfdGRQC12yj2TvuzmBM4uMltHrhk4GKrK+cdHO+e74ihMAKy3NB1OBy613dB3IlOF/Edj/aZ0WiqURwSHq2eJUlitglEk5HAw1bvvk0vD43knbe3AsX1KTw4tdbu4Mloh0CNnJPdubtdBDPS5EAjyQp3KagyGoGxViNkGUEImVxlVot+Z83z2M7Z2cNX7L/9Rbdff8NVtVq50ax5WgVBANi50iLGODDilPcDz0cj9X/GRpRhpdfXN5eXVwfDJEmyYdLhIfa9aqw1AEGIgMWAQMPWoWOGkQUwRCmZb60nK2Gw55cYpsp9upQwj3MvYIFvcWyNmJ4cu+7aI9/7/pOLC0Pfw1LhXndTW0WQLVdCTEyWJUL2u/1uWMqb1frBuX2H5w5cd+TqVrV54cKl5ZW1J59+Ik9yJRRmlGJEMaOYCasd/mOttQYsIhhRwAgww5hapRAYBIYRHIW0USkRGw42+nZrxgsWYWSVdVYxW3wqbLVWSoLe0vS00jJKGQOjtJBKG0kRZRYBQdJo6nGMFSGWcybzTMq839dpmhLsE8LQ6CN3N9AI35QYEc/zrMXW5Bz7wJjS1kqJABjFRFslReD7fqnMAySSvpBGGaQtlVpJ8Mdn9gIvAQ/WV5aZV5ZGDweDckgCytL2IPIApERlH9LBvZ/79GOf/6eZHbOt1mSu5PiO/c8eO60eu/SN7z58bn714lD6Hq3t2NVbX+vnabNZW29vlsLySrstcuWHATIIEdusV+N8KETmBxFCKElSoyUFj1E/CKI43jTGlP0Sxtgpc3lByVpULpfTOPE8jxM2yOMkAWsQeGHeXfHqzatecPVdP3r13N49P/NzPz2xbw/kQ5luUp96hKXd5a/9+7c2N4bvfNevWmlReScY7OY0YAAj0KP4P9pwMwgMgAEwFvRH/+FDp04986Y3vfqqI7vTrIs5hLXyjrGJ9/zR70/u3sNJSAMCUaB7RlvDA5CZRiMJGsJGpt7WuFSdpqkxBsBmceIKPT8Km/XaYNjr94aYBuVKSUvVHPNPnJ2nQJfW489/5TtXXjl7fnkh8O0LX3jTj/z4LWDxySefHl44ubLc3jm3f89NL/INgNoECAACAB/A12gLzKIAhMJWmNQaGQVgwKq0sxI2Jwe94dHD4y+6+Zr/98kvlxtjVoveAKIoQhiBBa31IImt0q1Wi2LidHSttRQ5KiBgjJ03qtrmGOOCjkNdSqVSsQTj8BlXZW/XVSYjv8kCOHKRRG0ZwvCilt+eAIoCHEZrB3RLIzotZqfFITnJT5eT0Ei/05XeYjToLtLM9tK+2MYyI9ul4njItn1j92QzWg+220zNHC6PRntbrpDHI6YQjAYPz0O7w6G7hnib0cL25+uRCoXDfHwvdPxUY4xbd3A7BEUeLQ7DNRDUGF0phwilWYaDkBiZZ0Zyjhu15v79+6699tobbrzmiiOHm60K86jnMW4xIMeL0EAIKKnTNAxDx6ZCW/OcLRt7rXWn07l48eLFS5f6/b41CFGqlBkkfUIiAwaQQRQAtFJKqy2OVJ7n1plVEmKMUUpqQ3CIt0bYaGtiDgRLJQ0WHmc+92emx/bM7VhdebbTXrDIM1L4oV+t1rTJkjRGWHucHDwwu2MWjl55ZO/Mnr1Tu6tBhWiq5eRTTz016MdaG2uwzsFYpAARizgOrIUgCMzIOCxXkhAKyEidMe4ThPNs2BibPHxgdyXkocfXnznT67QJ9b2Arq22NdhKpZRmghAap5nPSZZlyOJSUHZjZkczzbKUEUopMxpzynWiZ+d2ci7iOBaRZIBYRKMSS+KB1hXGWBSWV9e7gJEyOaHcIKCcONoZIUQr0+12jUFgMfeNkWYYJ4ARpcRaRSnVNldKaZ0pa60ynV7c6SZ4zBNajO84AKQEvAzKlsrVgTbGKEosoxgjEpVLkGowBnr9Zx795nNPPL575wymnlC2txlfmJ8/t9C997EvraVSA6G8BlF0dnENEWhWa4ON1YhRiyCJEy/glkiEMaFkeeWy0ML3UK/T3blzamO9M9GaKEX1M5fmZ8uNMAylzKWUGjTjhNHQYiISqZRKh3E54BaDMaZa5lMTExAEOkNKD5u7xn7r995da9SazTqAMJAaqjrttWat6XH20Pce/MK/PYSl/Nlf/nU97AulOfdJVAYKeSKYz60FV7dtbK41mzWjtVKZlvknP/kvf/XXf261OHbqkT/7sz/Yf2AnrwY6zwnoUq36Ez/zdmyo7/ugMtaoVBr1qenyRqfSaffyPAtCT0jBOccEVKYKKBkAfN+rRKV+v2+Modikg369UpJSWoviJGvUx2WuiCdr1Wq3txFF0cWV4SPPPVStww+fPX2he/GFN9+yvNA5tG/fbTfv31xbf/oL/3ppfmlu7tDRO18OrAqsprMYB3UgOFOAMmEp8jwGCGV5zpAi1GaDfuAH6fpyVB5DFF70wusefeb4xbW1cqXVS0ie5/V6nVPW6XQIIWEYZVlGEM6yTI2IMW62iRDKhXKFSCGIDyOGu6PAD4dDtz7mzt2h4VmWuY0nF0Y4526RyiHyhTpbkSfcL13VLKXs9/uEEKcWXiqVirC4vUZ2FgLbGf1oJHe/vS4Ow3A4HLonu0bHUX2yLKtUKpVKZTAYDIdDMrLWqlQqhUDb9iEzGa0aFE2Paykc/dTNtx12z/kWau9YsC6Ou+mC1joIgiIDoRHD1VF93DWp1+sY436/jzGOoihN8nK57I6hXC5ba5MkEUK4BWDHiHWDa9ec0VI5NFrKPDNSxAMlsraSccCDl7z41muvvubq647Oze1qTTQIA22E0jlYDyyAdYp62loN1iK01daBNk6tCWMipbIW4iyN43hzc7PT6RgoeYxZzDyPpUJbwMgYjIEQhpCVGMBoITNjjMNDQBtOWSkqMb+a5VobJUVOQFFKme9hDFIpA9JVH7Oz4zdce8Wzzz63tr6ye+/hTLJhMhz2Uos141BvlPfu3bln79x1143PTM2MVVqNqBWyUtxJnz2+sbK2GqepUGA01gDGEmYYaKqEQL4CawEZ7LYqAZytIwBYq7WVGFS55M3OjE00KqHPjy2sLi9CmvQZxZRYLZSUOcZYqdxYSbF1UKmT31AKcc6N0ckwRggRGgGmmgDBhHJeq5YqFUVpT6k063W6bZrnKSF1bYAxFkURImEmDMKUcIYIjPBKTDDmjCJEMaIgJEKIICSNUUoTqy3fkhE3GGsF2BIEuBenm12otUhU3QFBE7CvLdEIYYwZQ4hwK0QmEh/7kAmo1j7xp3/xwNfuCQN014tfcnFh6cL82oXljROX1pYGoAHjoCYBh43W4vqyEmKsWUXaVJivlUioiKo8HqaUBJVK+dKlS1cc3nvl4QNCpt/61rcuXFiu1/ww9NfX12cndw6HCSOOxYHDUinNM0KwyLUFrUSutNBKYU4IBiFFr9O2a6vhdDSMhx4P9h3ZhzEXcmBkB5DyIm/11JIS+dTYdKXstTvw0Y/83YXTp/+/P/77sFpXmRisL4flmhcGAJCnQknrB16r2ZLZIEkH1Xr5vge++t7f+91ds+PPPbN2xdX+/oMHeImeP31iemYHwTwVfd9nUVABa00S6yzJRJqKfGNtlXl+4IfKWiFSkWTcl4gwY4zvlwGhNEniOFZKEUZb5TLSQ0zZ2uqS1nqYpBMTU/NLi5j4PKqUW1OG+WHEqlXeFccur8frg82FD9/7v//iC9ce2fV7v/0bsxOl3saZ+TOnB/0Onmz1Tj9Kw0Y0s5dELQtSG88CjsLIKjUcDDnnfhRkw24eJ2Gt1l24VGuMD7prOhEzk807Xnj92U992XBeCufyPM/TDAcoCAK+NZqlIss553zENzfGYAuEEI2eV+uEbeqbRRnuQPYiSDlVUTyi8Lsk4SIyGzmCFcWvC/cO7igaBbTNIRKNxqquWHQj0AKfsSNpCve+RWAtFnGLGYAL0AVW45qVAt5wuadovt3DjtR7tncD/4m9A6NFAZd+9GhLyxjjVLjdL7cPITDdJsOz7VI4BYFiXa74gRJeAGUFwgbbXDyLJsldE6qUMFowjpHFw0EHbLJ7147Dh/bdfstNVx45PDMzjZDqbq5Sji1IgyziNWOMMQqMWwEHQjHGmHN/a4cNYUAULDIaS2GNMRZBkiSDeOAFAZYykQMLYVRpakMIZowxyrBCRmulrAHrtqEQAm21NkYDAKd4GKcU+NY5IKOtAowoQ2lsPeZJaWvV0gtecPSHjz6ysfGoFBtKmLjftiB37Jw+eGjvvn27Dx3Ys2tudsesVwrLJV5RsR72+6fPXvju97936tx5Syj3COJIWzDGhH7EMME6SY0Bq8EaMvoIjTVaA6YEI6uk0DLzOJqcqM/tGA85vfLQ7uXFSxeHSxhUuRSgOMMA3OcAVGnic0IxoZgFXpCDAMAWaYq2zH0IL1sbEERUovNcekElDI3nZVproRQArVarQogsl4EvCSGEMef+iDE2tpDzI2ABgXW3itEGEe4uqDXSKuHmBxhjTKklwGgQlTyEuVS5F1VZeQpoVSqSSmW4sgQwIhQZDNrjXLaHrFQ/881vP/Sd74+PT+6ZmzpxLn748bPHzi70FWQUbMTACzXjlHtrcQf7rFzy0zhBSlbCgGqeByjLUqXTXOiV1W4Uwv/4g/9+7TVHlM5PnHjz5+754pe/cj/BIKXklOR5bkjeaNQsApEmg0F/emaWM9PvDj1GosAvBUHo4YzgoQSZp0ari/PnxsbGGGObvQ2tNQbFKRkOul/43GeWLs+/7kdfP73n0E/91E++4PoXnj5+/mMf++Sx829673v/8OittwUxEJ+CBZWLIOCg7bDXKUU+8/2qT77w6X/5/Oc++8f/870vftnNTz75GMNKWbV4+vzHPv6xA4cO3vHil8zu2mctAnDrwpqFPqW02xVJOiwTkotUGShFgSVUSC2UopRLvSUQ5jT+tZa5wkwM46EIPfzWt7397LkLX/rKfbM796xt9GSO19ptypkEurjeB17ZfWCMUjh/YT1LpUqWfuVX/miiSu++65afeddPQkgG50/f85l/Pju/eNdrX/+i178VYZ9Tn1PfDAVmrBT6gJHWyoC1ACaLhczASpH2RaYmm82X3X7NN779/QsLy+WZvQDQ7/dFmvm+L4RwNHNknyf22IL5Q6nK0u0RvAhzbgJpRnt8jgDqCn8XnpwNiwPiHTOngFBgRKuHkU5cQcdE6HnjjWKmWsQ4xpgQCm3TZYMRU85ll/80BnAzVbtNOn+0soPd37pA73b6tpN5yDYRC3cYxQIB2kbodNCNO33XIW2fFhSvUEw4jDGcenabM4weqau6dsGhiAXeVSTd7Sg/Gml0w+hRZCOMMZUikyKmRAIyYcCmJ3fddvP1Vx+9ctfsVK0cGpkNk6E0ggc0DIMg8oXIto4SGYwAYQqYYIK5RwjVRLlABFKZNJNZruJ46EQ6MWDf9ynnwhLKQ0KIsUhrrY3EhoHjyhsrRU4pppxQTLXMpTB5EiuNslSVytT3OULa3R8WGR5FaR97vpelqVRydqb1sjtvXl1dPHv+rFC62Rw7fPjoC266/siRQ7M7pycmm7VahZFMZpJYGKTp2lr72edOPPbkM+3+QAKVFilLpJRWWQ/nhFCdZxAx68xXYMuhxtntaQ2UYmuVsYJRXSv7k2OVMOBXHzlw9uSxpfl5q9JSUNVaC6kZ5hoZEEZKo6S0xGQAaZoiIApZ8IrNYaO1VmBFLtvdYZZFUmF3wwni+QFvNRvG9Nz+iNYIEaOUsoCpMdrqEetAgyVg3QYQYdpQDpxzoAQUUUYAAHE+OcwTNrcGhVGlXC0HURxGNUGrgIJcEQUIAUZWYWMApEqGXnWccfbkAw/+3d/8jRbqwPSe9c31Jx/unb24sWkBAWKlEvFpLLNBv8fDQGR5s1YXg4SCKUeVdBBXo5K1AiEUlYJaVI4HHZ/xVr20a98umw72Hti9Z9fOT3/qviwaVitRliXVaqRzgQCMUZRSZKzIUqUMQhDHscyzLI2t1HmaCAkiS8HoaiMyWipIm9W6MbLf7YCUrUp5ZnySA2aEm05nYmJq576rX/5q/PJXv/ZzX/jGBz/wf+6+dOHut/8kWL25tFypNgE4EFSqVAH0ueeeWl64MDc99Z53/9aBG67Vtje7a2pjbYEQMjk+9SMvuWtubueOXXsBjMgyqwadza7OxMz4eBh4QQhhGISRnwshlQpLEWU8FwMlcoyxEE4dVhLOkQUhlBCijNLxVv1tP/H2t/z429NM3P/1B7u9jUajlaQKEaSUimNlsCaExcNMqqwczTVKBunhxUurZ5RYXfjSrp17AybSrHvllVfecvut673+t+75GPbDq667oT61A+N9Nk8RbwAiuRAGE+r57fZauVLJkr7PEUV40Om0GvVXvfT2D/z9P6lchJ6PzJZ2pqt8CcJSye2hBCEEaKTwPprcFhWx3bbF6kKS2qZS4CKaA5EcbFJMbrdD8EUs3j7sLUAeMtr+/U9gtxkpym2fMJPRUq570JFNWHFGRVx2/4sx7na7RQJwVXye54PBwPf9Yq3MbGN2FpPhohVwCaloU4pg7VoKR2wrrtL2MUaRD4oS3r1+MQmgI/FnhJBW1m77FAooDI8IuEXod9eQBj6Twog8rpTZ7oOHb7j20FVX7K/XSmBEMuxh0JyRiIeYYsZQyFmuiLPzRQhhAs5vARC22BLsEQJKGilVLpRUxlhSq1UmJiamZ6dX2gkgnhttLXY7rkJaC0gbz/edZrFhjMhEGAsUccwxxQSoMcZ59LjPxhKCCUVAACEEhHAeaqlBG6NlGPg333x0ZfVyv7fqR6UX3nLby+56yaFDB8qVwPdZ4BHGDYEojjdzmca9fHWlc+bC5cXVDY05cK6lsQastdYIrcBYio0EYAhZY7TZmuMiAIQxzvKcccSIpRyFAa9W/GajXI283Tmem5185mkyTIceDzAYKTLCgXNqwWhttdZgLQFijCGYBEHgMTA6U0obnVtEoqDkVyppenk4HA4GKGc5pXRkJanK5bI2QCmVemRqsV2tACGMCVhiNDLGaq0YGukpWmyNQQAME+zhXBoMIIQSJs2koixgntWWaFTSNjSIUBpQz1NgGJbYCswoyEz2B//4Dx8tRZXG7OSp06cuzZ++sNCyXq3usxTyXtZTWmIfhSUGoKZmx4edgcjieq1lhI5NAjEITMIg7GxsBphWy5W15c1P/PPHbrv9xjwZZN21udlJDICwooxaa0BDGAVxkhCC6vWqNnLY6wuhwrBUrdXymDBiOSPjrWbkqVLkG5W1yuNKxnlvYKnHCK1FFTAaGHrlS1/OwjIQamLjRWUwSGl04ObbfufIDRsra08/c/yjH/zLm26+/YobXghA5DA2xoCVXsAnW62Kh8YmxyCk0O2ROjNW1soVr1KBpHvrrXcARfHiPFBCuefXW+Padjc2wdpyKZpoNPptVioFVFDZHyTJ0ABK08wC1kZ6jFMauSpSGYkIBL4nOsurq9m73vWzwCgemjtuv/Eb334oqpS0zsuluhBqOOxXqmWlbBzHY42myCpJ3Pe9SnnC4zjvdBf/8H1/L5L4la+86ad/8s2zN169ec9n7//qF7XWPBncfOedUJ9BnELczRFjfiCVTdOU+T7BGoSlCGuZ9TZXIxLddtPR++6benJxdWxsjFOW57nVhhKCuOfkeqRWUkk7Mj40Wlm1xZQvqhk70kN0iI0LVUWBv5VOCHGFuSu97YgBWaAWReuwHQxxs9xi/mlHwnMFAKVGyijFMbit7IL3CSOFiWJXwEFDLqq6ZFNIVaMR07RoQVyWKgidRSFfZKZiu829sns1919xHBdnwRjzPC9JEj1y1iwgGvd8vI0ohUesWcf6355jHADjSMYF6lVQg4oRQpFQXb6hSolquRQE0c4djeuu2XfNVfumJmoeQcmwb0QuBS17USmMEAXMEGHE41vYGbYwMnWx2oA1lhIMhCCrkUGEAGOB5wEtl1utxtzc3OpGvL6RxUMFQJxEdv7MOQABAABJREFUD7VgLCCCrNXaGLAWkI2iSCuhtVQ5AowQwoQiRBD3I8BWSomx9UIviiJEsZG5z8J23MEYV6LQYjQ707rzzpsB5bO79hw+fPjgwYOVUkQpptyKLO2215luEu1ZRAb99jPPnXrq6eOJULWxcYWRwMJq7RFqMo1AE2s9ZlKrkZNqKGQRXa/p3JqwZYwwDphojBQlvFUvHTqw+5mZ6eOnLsosBouR1VabIvESQighlFLwwOMBYOQxjP0QCNbgaetxzonloPAwybIMWdAIEUao6/jCsC6kZozFaWpHZtDbO0eXAwimWoMGSzHXFvJMgpRgJJISeZRTrowGAISxyFSvO4jjFGGOCcsNp5pKgxliGCFkNCgJIDGjaydPfuB9f3fh7Lnrr73u4oUL5y9eOL0oM8g96vkECYm0wR6jURRZpIbDwWBjs9+Tu3a00mG62YsnmnVkbC/VEqzHwkE3zgcDpOHMieNP/OAH1734Fh/XNy9cJgiUGCqtARslgVhCEcYEr6+uaWs8zmrVqhQaWWOU7PeGObG1MlVCnDtz6usPPnBEzk1N7YhKDSAM4gw8BiaHVLBSE4QE6uNaYIYSM4/Wq0kvDoluTdRvesF1e/b0JnfMQZ6ur7fHZnYCAIi8t75aLflRdRaGHTAYMBoMO8QaYi0kMfgBIIDuRjQ2AQRDtwfDftbttFeWUJZnw3jY7ypV7fV6WmsLhlDkMQ9TKrUGTNy4TynnXe5prRHGlJEjV18JJT9vryfp8PAVe775nYcI5D63ly4cq1aaJT+wIq5FPtV8+cK56R0lEiHf5xcuzlcrYVibeubiYr0EX7zvsWOnFq/aP7djvPaGl74BZHr+keeee+C7173hl6979d3Avd5qp+r51PP7g27VD4edtUa9mne6WSwoqXTXlyfndt1xyw2Pf/qsVop6HsHYsUocPB1EIZJb4pcIIYO2No98wopydTsaU5ThZJtMdBAETsWzCFVFxCcjH5X/hFq4AbIbFJsRMd+O5Knd6+ORFoXWGgqBgf/oNOnyEGzj2ziV0Gq16nAhF8GLlDMcDt1gACHkugdHGSq86d0qr2sICpS/iLYFFuRmGFsDWErVyEeBjGQqzJam79YBF8yO7R1VkfZcn+HenVIqhAgDVmTBYpMORoKjdtuOgnsLmsaDykRrerIyt2tqZnqKMyrztFIte7VKqVSijDGCOKMk4kBc6N7alTcwkqK2FgA5LMhNIBH3wCqmkVC2H8cAMD09feCApGwdtVOlA+qFyipMEGBEKUXWSJVrJQFMGPlSICMMjFI+oQ6Do9qCBUEZZoy5jGgRYOojREArQgjmwDG/8sj+8Yna+MSOIIgYoWAFxhghjEFanSLNfOqtr3fOnZ5/8onnllY2yrUm8bxBkiRpCsh4hFiQIssQtsSCppxRTBABg5TIjTEIUYQMIVjJXFtBueYEI2u0yY1lgR9dcWDvoYN7L15aSPMU0YAxwhnJ0lgIwRixxihrscVKKkpplkqtsJYp4QwIlVomOtPxYLzpa63demDxxcjTNM9DpRTBKssyyhnGGBNafN+MMQgZTFwrgIAARlg7CgG429EaY7TVlFINEAQRhqA3GG5sttH+adpsGeRrYMaCswbVWlkiKbaQxI898uhjjz561aFrFxdWnnjqqWrNBwC/VRZZIjLhpLyJwqKbpFmslK5UAl7G85c2/BBmdjWHw2Gnl1NcS5Sendox7G/qPC5XVGez+z9+7z2//Cvvevkr7jJaXHVV/bljnaCUGwlhVNVJbsD6Pl/rtqNyyfXL8aBb8oNSqYQMsyKmBIOBXnewcPli+p3lc2fOb6yuNeutjeW1wbA/t3PXXS9/2e69c5eXloNqbf8tL8alcmdjUGV17EVge+BHJWP9MKK16ic/+okPfOD/vvRldzVqzYe+9+0D+3f/2i+/q14OBt211twseL5KNsu1JoB68htfn6xXVTL84Q++Ozk50e/3T589YxBQwjzPe+FNL9y9c9cVBw5dnL+c9lJMuReELlhhjEWaGlCYSpFveXxThrNMS5lXfP5TP/VTkCfGKs5wp72WpuAxMzU+0aqXKfJWlpc3uj0CEHGYnWxduvR0WAoXh0mp0apPjA3SrDI+NbVjYuHsmfTExpM/XNg9gX7+x994+7VXrecXNhcHjzz07fHJyZmrb6hEoRACAXhBJGXmGlOtVeCxzAIxSiTm2quu3PeIEUIAweVy2fFY0GiaukXfpKSAJhBCWZY5W45iDoxGAgkF1FOsNcFIIsJh7ttBniJS25EIRFHVom2i/C50woj6abYtZDm4yZitcthxruxoY6Co9LfjUS74bofg9ejhpOgKoKkYDLCRw1eRqNyLFHQdPdq6cq9TMLZd4R/HcRzHRSYrJHpcvC6mAkX3U3zN3TV06cSlYdfNFIlze0X4ny4d2rY7TTHGSubD4TDPU21Ue2N9cyUZNKo7picZI77PHSgCCIHI0yyhpTFrrdPWH70WxQCYMgAMBgBTjLEHRAiJgIyNNxGhlviIlnNxupcutjuyO9hQliJglHvWWucxoq0CY5WyxVwFrLHG5T1kjKGMMh5wrs3I8ZlwCgn4POhmSZrFlaDMOQ0Cb3JqTArD/BAYgyzNkmEySCiFeq0Mw8rmZueRhx//znd/ePLUOaUhDKL5xeXaeAsIJhSHnmeQ0lYQYzyMtJaUcEIpIKu3BMGNW2SRIgOTBszzfBaEXuR7pdCPu3piYmxmetLjtDuIiWVbBvHYGjC+z8FYsBZbDAYopRHlYEUaC6sk4QRTzhijnhdFBmOJMQYMWZblKImTvN3eiGM/zwVGnlKKMMsYo8xDlJCRBOno7nd7/mC0sRgRQrjPkVXKZMaYTGbMKymlvCBC1k/TfrfbNWga6k3PD6jnE2UtRgCAwVBMgNNP/P2HP/4P/3LF/quzLJufn19PZCeRIYfUs0IoZCwFpKWKs9xn1Cfee977uz/zcz/91HNPvO4Nr/uFX/3Fn33nz/zYW36sLy7hjGUyvTy/ZCE7uGtm0F1ZWxksLw5+//f+4NLlc7/4W+/+7//t3T/zzvdwTnNhKMW8VLqwdNH3p+bm5qq1ysOPPLa2toEARJq1atXI55kYZlkmBAQBBIH36rte/tz4c2dPn2s1WsOd/XgwtGDEMBt0BrM7dn7805/56oPf//lffXd9fDpOpVTgY7N88viZsxfPnL0kFX3s8WdOnjy5sb4ZBMGw33vikR984757G9Uw8vC111z1ypffdfhHrkv67TAMn3n6abFz9qbrrqU33bK4MF+eGPc9Nrd77/jkRJZkY9M7oFLfM7eTkMUgIJV6AxBZWFnr9gYGYSE1YNIcGy9XSi4rO0jE9/32cnLvvV9+5WtfxTn76w/+1bPPPbVnF1ta3IyHw+mpXc89c3Lvrtkv/9unNzfWfuEXf25jaeOb9392rd376Z//hSTtrbZJPzF79uw9fXE+4LUw4plYaq/m93zyy6e+9+hMo/JL7/iVL6xfvOezn7y1n9xw1906s71h0qiVsl7mhVE2GGCMw0YrXe4GfkWJrFEvV6vVS5cuaa1rtZrDDQilRaDHjHKCHdEDMKJgtTIu2roy05XSjl7pUKAkSRzS4qJ/gXHjkZh+Qd3ZXoCbLe08XsjmFGWsixVq5PRbhGwHubg3cjRQGJmjufD6nwYDYRhGUeRK6aJwLroZOpIp1boYtsH2eOoiuAtNcRw3Gg2lVLFj7KJ5nudu9uv2P9xQ3YxWH4qEVyQ2F/S2F/t65JPoGiC31Oaum+d5jDEEpFhOLobMBevpP+UqjDENCM16yWaSPrra2by0maS9IKSVZrjv4N4dOyeb461yGNTLccUPfco85m2sLHGfI2z90GO+B4gQnxnARjNkMaEAxsh8gKzgLOFeW/fiEKuJmr9ZxzMzoTDNMxc2yBD1h1hbgoATGoBRFhRGhodEawZaM2R8ionWSidEY44twnEus0wPSuUy4d3cbBhWV9ZQLzMysSwTGuWZCbwy0MDmmvk+ZKlJpdZGSUtZwDnVWg7VwmY2OLe28MSZiwNbDqoz6VCVKYkks2qoszjprZcqQd+miGDmB2O2lCQJGMS8KLc4k5YAZZgga0qBL7Mcgw1LFRqUUvByGnmVNZ3oQ1fNXHHVvsHDJ5UhoVeLeLU3GHCF9TD3GKbEaJUbk4tBrxQO8hTX/YZltcQQEviIgs2o1dHc1Gyz3EHyXFjK0wxqtT3Uq/hemAtNAq8RRN1BSqi2OMcWUYuMlB7mlFKpEWBsgKVS4BICa0MKWqdaa8S8WBtkTYVaG2+wdAPyjbGddd6YO5fvOBreDLi8vtGJAr/ebGUb64N+p1Ldffx73//C574/MXPkuaWV8xcu9eJMEUYor9Tqmb3ciwEbqFdKxmCP8HJAbr3t6C/+witJa/OFEfvUP//qS17zGlCdb37u/b/667/5jQcW/t9f/+6B/Vd+8lOf+9d/ucda4BzqFX5pQXz6s59/3eve8Jo3vfHT1H/3b/2+sQhlwwuDzg0v2PVn/+tPds7Oxv0BaBX3Bwvz81/72r+fOnF8ff1yHENXw+xs8Kq7X3XbK17FG5NHD6LrbrgNfA/iFPwAmA9CQVROVzef/MHZUlj2WR0urzzx4NePHTtx8vTC6vrGwvxSbzjEhPlB+fDUHAAwyvcfmMmydBh3z51ZHAySS5c273/gh6962Sve+MbX7rlln+5X/uC9H3r7T77tta+7++COa8q1CoQhGKH7G+VpBCgD233o2PfU2tAQSJXcHCZXXHtg7sAt195848WF+aWl5fNnL5w7cb4SVGpBTWYCKeitbkIOP/eWN0OcPvi1+7/0mS8lIh8k0iJY6+Tzq6dvv33X337gr/ccmAV/z9/w/1UphYdfsO9wGH1Y/eFb3/Ge6WrGfbq8fCEXwL1mN/Vrrcl4c+VMEj/z2KUDs2X02JNXzu584unvXogaNxw5FDUbYY2vrJ2dGt8JGe8urdeiZtLNciUjL8PeWi3wbjhYOfPUmbHZPRKU5qHltWHuljPzKg+4smkyAK2C0MOIaJFXgqoxxgrAiBCELAhECOc+plhIqazmke9jbMBqqxFCIK0feGmaep7HETPG9Pv9Wq2WpDEayS34vo8wSCUgt0ZbF51d6CwwcafLZq0NgmA4HDo8hDGmlKCUbm6uU0oJQdZqa5HnMc9zc1ft+JAAYK2xFhgj2YjIBAAYO2N6VPDuOeeEsDiOnaMWY8T9XBB7AEwY+ghZjIExgvGWKqfnsTD0Xe5wCcxNRIp84EYaAFAul8lILQMhq7UyWiOnKgwWEGCCrVYYIaNkniaMMZ8zRrDI0jQXURQxTkScGau4RxFGOpOYeABWKfn8joIxaSboYBh7nCELvc3uoN/udtbCMmuO1b/6wP1z+3bt3793bufMjvHJgHNQmiJcm6xOTk80GnUv8BljCFOXUgjCUmmtARkNAJR5CBsSe5SHWWY8TlvN8bGxfGFlmOd5HGspudYA1rUtwChWChmjUqGsFEBx6PmeRwimWZbk/SHipFQNpqZn5/ZM7N01V6tUOWLEAIw4XlJuVRwMsDFArB61mYRSxx2CPJd5RpcWVy5cuLS6tj5MeBD4zA/LlYhhqZRvtMFSYkwZY4RyqXWuUmMMwxhjwAz71kcEMAajAROgDHs+8zzmeR5lGFNCDI0if25u7uqrj547t7aynmAM6+srWmuENWXWGpGJXMscY/A9ximrjDV8fyzTvklyYbQQliLT7/fX19fpId+VLYSQZJCEfuB5nu524+FQYy6lQpi5GwpGtp0jIGhrOGwNQgiPhO3AWosRopS2222fWsp9oxghJAzDMIiUtphSC4ApEf3+IInHds0tnzr9kY98pFwub3Z7y8vLwzRjjGllkjxVbTuwMN5ElWgsH9j6eCnk3oXLJ33uDft9NOx6gX7J614H/baWuNKq/eov/vyhg99701teQUjpiit+FwN69NHHTp26uLEhGIann+r/5m/+xv/6oz++9dabPvZPf/fau98xyOPqFNx661W33HE1cB+GQ50LUj18bXrV3W942YVTp+9/4Gv33nvv/Hz7dW965W/9198CZC89/uz73v9/WuNjd7/29dwLnn7u2IXzl3bv2X/p0vwzTx/7/vdPHzow/ue//fvnz17YXNu4ePGiMMitlUelCsKUcM/zA+YFeZ7HWZrnmR+VJqd2ML5uAA/i9C/+7z+02xtv7HWeO37syec2ex/60NceuF9rWa3XPM42N1ff8tY3vuqVd7KxMvQ2MCVtBVfuGX/Ry158yx23HrnuaFSv8lYj7ff6/f7Kyvpf/u+/uP/e7y0kHQJQC7iS4oH7Pr73jhf//R/+z0/fc08cD7sxvPruF/3J//6zM2dOf/Bv/+otb/mxPQd2ieEa196dd78UwEAvBqt/5K6XTY+/5+LZHvagObaTIYKMbm8uju2ZQ30ljaw2KucW+v/7A589tIO961d+6fLG+j2f/dytP/Ly5sz0RK1x4qmn9u7eixhNtRRaEUZ7vZ4ZoJnduw4f2D89NdHudUmAUi0U8igLypVqnmFQuca2HAYWtBBCKPU83R4sRggjTAgxYAFMlrl4jQjbWvB0OIWrjgvIBUZ6NY7nXlTQRbXuyM1kZKVSTBScvwUe6b5Za13IdubvBSBeSD64lguPtHfcV8ypNOORBrWDnlwhb7eZ9BbNh3sdF2fUNmeuApXajlbZrd1gVvQNBdDvRt/bOazFF7lcjooDKP6qmE9sDWBGiFCe51obOzKgdSfoUkuB+RSI0BboxP0QgcmlypXGAlkgcawSsVaq1xcX18+cuWSsqpcqrUptotmaGBsvN/n1N1535ZGDfuRVSAUxKoTECGktMcYAOE3S4aBLqOUUKY2xwbmy2uIwLFcrjcBfsQaklL5fyXMExiqRA0NWK6OlVdJi5IXYp0iqYdwfapGEYdisVSZ2TE/vnNq7b9fOXRO75yYnag0OGEkLmFLCOfetFcYooQRgBICJzLTRruPBiCJMRJ71e/Gl8/Fjjz93/NiZPLNRuYyJr6TKjBBYDId9yrQyGqRg1POikhgMjTGIgkFWqFwbSSgQSo1VYAyAIQT5Pgsjz/MJZghhzQPfGhaVxczMdBCyNO5VKzVKNaVGG2m1MFoRoktVr1YulUqliQmvWZ+xprSwMlDrm5v9WAjBAW1ubi6taK13GoQxYaEf0iEdHx8vR8GiMXmaAgPHjzLGIErRti/SVouH3S2FwBpjtnQorTEIEEK40WhYmeSZEJn0eNhsTFDPX1hYQs2xVqNFCRoOe63WOBj9yU996tzFSwihhcWlpZW2RVCulYEAIMl8z2RJszK2ttwdxopAd8/ETh/I5fPnPvy3H/y1X/+J7sbq5ScfMlbddNuLQWUvuP3m628+QFg/6XbC8T1//pd/1F/rP/jgN772tX9vd5aljKcmx9/ze//tr/7qr6+684YPffi9x44dn76qeujQIWvXRDcDY716HXAXSGxltvsFe3/hyp9+41tf/u1vf5tzDpEChMZn9sUC/eBrP/jU536AMYxPVtc2epQ8QKk/6A937pwgtPqvn/ryZre/e3oHIlU/tKVypVyuWkTSTKa5TKURkA+HQ9M3xqhWs87DqGQUxQhhuGN610MP//Dhx37Y6W/MTOJqo3nuwvl+XzZaUbsTr67AO3++xqZ2wHDj/KXLew8e+psPvujAoUOTM9O1/fsAA4hcpV3PpxOVmWq1+hu/9etZllSC8nVXX/fYw4/dcN2Ne2+67gef/8xHP/YP55Zgdhre+tZX/ua7f7O2Y/zGiepHrv8Q5QhYxgM96Fy8eP70xMRYtibPXVy8vLhRjUKtZa7Y5QuXJ8cnohKOe/1nTj0cAuzfOZ0NB7XJ8SQeLA/TB7//yAtuf+H3v/VQkqiffPe7QZv9u3bnWe6VQillnpuoWqF5nqY5E0CRqYT+8sra7h27Ms16ichlajNMlZAiU1YixixALoUygCkbpknBxkGFnzayW1qHGBFAyIyiKuiA+tujnovClNJCldNF2+eJlXgLnIHRtoGD76MoclW/o/o4WiTn3Gn7FCyaYsxQAOvuXdBIqTRNU7U9k40gFzMimNpt8tEO5XcHXGhcu3+6teSCFFQcsBkxMrehtf9hT82M1uLcE1xyKg61gG7Q/5+FpEsMLpcUvVGhhr0d/HFP3iKkpEpRhLG1hIeE4ajSEnIYi1T1EgugLAm8UNlweTVenO8H3lJrEqJyZXp6ulKrKKUYI8YoyikCqxVkWdZudzY3NzgjQeAZKUiik8QIY+JEW6BhWClFUb9vwjDCyChpwCpsgCADyFhkmWeRUYlITTI0ImlWK1cc3rV//74jR68an5rcsWOiUStHES2HhCFHmVKEgRcYvWWELo3FBDMhUmPsKAkjsCjPdKcdHzt+8aknTly6tEZYvVEfT3LoDzbybFgO8SAeRiFRRmqrMPco5VLoyOPuJhB5nuUZ5Qw7aTeVUWIJ0q4JYAy7ewMIIoQasGPj9V1zM6dOnweb1so0y9JcZMZk5RKbnpqcnd0xOT5RrkStRtnn9YXF7urGgGNEMCAwjNE8z5M42+h0ar6ijBlCyuVytUwIcVN3wwjRgABZY6wxo7i+9aWxgABhTIjllEspjXbDGWaxJgYwwqurq5XQq0RYGbO0srq4snrk6P65PfuhvgcIAqkYIwihB7/275/81GctaKVUp90DDJx7FmHKSSWKwqjcKNcvXVrIYvGTr/+J554+fub8sQDTU8fPVSsqaP6Xxfnj2OhLF88/8/iT7/qd90C3+7kvf3ByfO72u960efGZuE927r/uDT/2uh+9+5Vnz50Yn6guLpzt9tbGWgHkq6/4sTtf+iM3yFIHY4xwt9dfCXzfE9nKwlJ7Y3PP7r3+MI6Hw9Zs4+7Xv/TkyZNLF5+dnp1Z7dm+0DQKjhzamQm1trax1gFj1K6dfrVRpmGp3U+AhDsmG4h5AUHWE8LY9X7fGmwsMoC0NVYaLygrLaTMu8NYa6llxjnlnK9urHfavbDs1RsNS/Ta+mZvqMfHQ6E0wkA9yJRW7c7pMyc32qsvevHLDu6/vja3B6QA3QUNFiFMMSbQ2VyqN1tXX3fFH/7J/5ganwj96M5X3LF3bvfxH3zro//8/wYJ3HT92C/+6q/8yCteySZakCXpYCMYb4AamP768WOPSzGcnm5Zu9nvJz986MGLF9rz55Lde8aOnV2/8cp9F+cvXFpbvenmPX/0x//z+NPH3v/nf9XpZnMzY6Ra6wxO/8u9P1zqDg/u25+sDx7618+/8OV30XKolCIeyZHRAiOCy1GF6ri/vDE7MXZo765zZ876SFqjSlgzpD2wgC0tEa1hmKQaUBSUEONCaWpgqwHdZs7uIrUyugipRilkLEbPy4KiYjVpm2c6GklJO9iHUmq0LdDtohw2I318Jz/jgrIdKfAUGHpRMiOEnKexUqqQlHCv49CYgsFZRHzXl2w/SD2S4nF/Xqi2FT0N2kYBsiN60vYy3G7b73VLyMV5FXV6MdIorkkxFi7sJLdCOaWU0rBUdleguNSu79H/UVW72DmgudLM9zyPW0b7/TYGBYQFIbUUpFZaKGW4gRCIRcxgHqyuXlxdaaeZklJlWcYCZrVwWqpKiXa7Pb+43N3sBkFQCiMhRMmKXBGpoD/I0kQwygM/QigReQqaEIQYAowsAgvIGGvieNMKwUC1qtG+nQeuuuLQNUePzOzauXN2rlQpVyoVz2MUaUAaCABGoCRGhFHOuVZKIaQR0pgQC9rdPtZaAGyMHfSzleXNEycuzs9vpjmUuJdkMkm1tZb7PIi4nwZegCBXyhqtbS50LjTykUUEIYSJu4/BWq2N1EZIaQBLhDQhFojVVkmj8iyt1yphGBw8eODOl9x2/NjJ5eWFIAgIMrUKazYmds5OH9g3t3tuZ6vVivwglWpzbbC5vraytNgfpsY5C1Dm12uVenUwTKQyFmiSJIziOB6kCRglKA8550YZDdhY6+ogMMYW1YAxxGhkrOcFxoBSkoxM3Kw22EK9XmfIMIbKparRYmFx5eKl5cnJxS9+/JsPfO2+jfVVjyKwemH+ssozj1MhBBAaVatS6SzPmR9hROIsnaqWfRztPLDvjtvuSPrp/PlzlRJd6+fD/qB3eXHv3v2LC1jJfP7Swjc/85l9+/afPffYDx763rFnnzu475Z0EIzXJ7Wk0dzcoejoueOPPPvc42/7ubeDGOb9rtdqsQmPGbqyvAzWrqysNGr1cr2EkdizdyaO235zJqq0IE14LTx60zW9jY21jSWBW3/0vj9uNseqlXqc5WDJ/PziF79w71e+/NXuZn+jvenxqFlveZSvLK1aaytjZSmlEEobhCnHlBnA1mpwbj2UJ1kMWgVhiDEoC0LJqR3T2oqFlXllYWqmfv3NB646evQlL3mJFwb9QXtqumUxaU2OV5rh+PgYLwcAMaA0HuZRuZZnCizJckkwtSrHjBw4vAcIBq32HdlFOD9waM8f/OHvhlFZWxjbexDSdPnkiV6vc/bc8Szt3HXXbXnW9pjK4u7EvishSxuk9afPPnn2DIQcTp9dP7Sr9Xd/8z4a2K9/+99f94ZXT++ba7T8p4+97OMf+0o3ByWQIX7QgPu+/5yPSzWv9uVPfW5uZm76hqN+VMp0jigKKqVhN+Y6DxBPhgNWgql65IEQvTWtccRDTgyz2ljDgGlkNTXCEoRAG2MMIAKMjWaeUuRSIGQBOKUUjDVbyjGIjdAYx5E1oxWqgjAjRypDLpoXQAclTI+sGWHEGcUYD4fDIAiCICiXy07/0okOuT/fLvpGtsl20pE8cjHydeygAuop6nS2zRTe0Z/cEAK2sTyLFWWXMIoJtssNW1A5Yf8JzNk+ai7ifvEDxs/jPNunuO76uN8UKURr7Xme865BI4UMlx7yPC8u7/a+hAZRpI2KhWIIhNScYYyQBaQNEOoFFBj1qFfSVmVpkue6Vo6SOLcWE8yk0FZra7XSudbWGKqknr+8/OSTz4DCk5OTpVKpwTMAsBitrHc22v3BMMtzKbLcGIuI71EPWSlzoVWiVWpBW9Mfq9f2zu04vG/nFft3H9q3e/fuXWNjY35QRpRxRhCngCgoCUaCAWUwIQQzRLRyYRphAKQZp862RQojhU7TfH5+6blnTz35+MlOL6tVJmhQiYd5nOWUUY8zIIpziqhBmlBEcmlzoRDxhLJaa8a573HAxFpjkUHWIGTBGmM1xpiw56sDqa00knBS9sNDB+Z2z00uzZ+Vebr/8P49czuuvOLArrmZVr0WBh5jHiFkeXWwsrJy4dz5teWl1FjDQ4SJyPX0+PjEZMMvdSiX1uo8l4aqbBDHAy2l9D1L0IhhbS1CSCkF2lBiETLWgrEKDDYWtGJSaKU0BaKtNkoapSlYjKDb66ZUl8skE/rRx5565pknCVGLcbi+vq5UjsBEnOUinxpvLa1tVEohpRghLJWUxnqEaLCdzXakM4a5yM0HP/Ch9eW1yclJRgXA4LGn2+3NQbU5MTO3f2bn7mZjGgGZPXDV7bfeNjm+22fjPptOBlwJ0e10/u2zn/ryVz53aXHprW97ieht8Fow2Gh7JdLe3IylzHPRajZ37yxHfgCsUoqqfrlmNH7qoUeFkox5zbGxnfv3+UG0tLx2+OrrgQZgNGCPZcgYfM2ua6Zmmr/9O7/+xc9/5Uuf+8qxZ48trZ0/fPCKI1fvi+M4zpUfBtYioXSW60woY7SxkGYZ4zQIPIRQVA7r9VqWJXmWVSqldnez2+tM7Ki//DUvf9VrXrn/wIGoUsacASFA0WB9ifi0SptpxjTYRHVEvp6n0uNl5yvve4FHPWOg3+1VW63BYHOYDFoTYwpEAIbuHJ8pe8ACwMwOeoiwqT17vvfP/3TH7S/otJc5oSsbmwf3zUF1f7Z40R9rpNJMTk+Ojfm/8su/c/HS+l0/8gqIGHB58Og7NtbnAcvpmXqpEQXV0movrlWmo9p0SDk1S9/97sODtc4VBw+cP3FqenYGJptW6SAKGS+ZVOXdpFlvRDQaBLBzamxmrEZMCspyotUwBkqRtd0kA8KDajPwgl6WpcpawpXQW5ALGDcFpZR6nkcQlkpojQAAWUAWMCCKt2KxHRUxBa7iIp1DitBIzMBaa+hWx0C2OYgRQsrlsqMebYdHCsAEjwxq3ANjnGUZG9lypWnq+DlO/a3oSPC2TWb3SxfKnUyb+41LNgghB7sXb+oWmwuUv6jQESLbO54CkykUk4oJhHs1KfMiQRbAvXt+ASgVmQNG1scFmOaaniJX4dE2cpEMqKUw7A91mjYqFYsMYJqJPFfCi0KCsVIghAKrOfX9yCcIETQc9HOtEOehtdZdXqt0rjIlyOZm5+TJM9/+5g8H/XR6eqbRaFbZACHkhcEwToeZGMZ5t9N3TQzHmBAE1lglKcGVqOz73pGpqb27Z49ecWDfrqlWPaxVwnqZBdwSKqRV0hhuARABa0BpcCZdgBEQQpix2iKrrDLGeISAtcagPM8H/XxtdfOZp49/73s/vDw/QNiPahVDfJkkhFBMcSaGQqRC5RZZrTX3gjhLsYIwjIhlIlcIG5eVjbEIAfcYVRqBJKAJIZx6lHBKOaGMIpYkCSCrRMI9dM01B2TetVq++EW37JmbOXBgrl6vWm3SNBVplqVyYWnt1KlTCwuXZZ4C5RiURVgImWZKGFutNRAfaptyyhJjwsCnOOGMEISllEoB9ThCIKSkCGMATFyGt3ZkZ5hluVIGAIO1QgiZx9gYRNkgHvgUNcda9aq/uXF5baODIVdarytvanIiT7M8Tfwo8H0lNdSqFWOM0BobpCxYwM4501hIknw4SMB2JZhWOBbnmY6HrdZErTl445vfdcuth6+/7sjOXbMve8MbII51LG97xdtMO8GsBah+4oenf/NX3rGysnF5QUmAI1fCjS+4ho81Fk4+k+VJruSOAwdKfcJLZZvFiLKk27Yy4bSpY3v8uQvGosmpXTt3z6V5trG0UW+0Dl97szZ9kW0oocrlGvGwyTWAmZhrQKZ+/J1v/tG773zw/m/+7z99/xNPPVsOwfeJgSomBGNqABuLKSaYc0KYUspa7XGqczMY9JXMkmTIMLmwsrFrqvTWt//Yj//Emw/fcA1wDEqB0UBRFg/8wCs3qkCAiJwj3h/0MUo49zxgtVJFpgMKHhiENCaAqq0pm/TLtYYfsF5/s1UfX+uvlDrJV//9vk9/5p5KbewdP/nOG19wS1CuvfF1P4Y9MtFoAdcHr6nAYA0ye/KZs5fnL3z2y0/ddefL3/Gzvwylsf3XpEAtmB7E3bMXj++7/pqlM8/8+1e/d/H8eaVUqVIe5vFgpdssl4OwrnN04tyFcrn8xFPPXl5fec2b31iZmgBLAaBRrmUQGIS7g44fTWKVMMhXFxezTCAgjqUjhOh0Bxp74zv31qd3R37JKKQsdlsCCFtCGfV4aLYWWfMsJYQQhIuwbqTSQrqK1QXKYo6qtS6VSowx91+O4FgY8BZVs0sVbm7sROXiOM6yLE1TJzrtQJLtUEyRbIqpAPqPJM4CzHFPcNnCbREXTUCBpaCtVYPnHdu31mu3sUhdIN5Gw7fGPG/iaJ2dOLJKidEA/HmROIyheLvtg4oCa4L/+CgwpeLiuNJQSumuDxptABT9BAWig1IQ1Uqtem1eDVSeGyspJy6HGEBSgQJELTbIKgUUo14/llIRzAAsYEwplVJ7nre+unnyxNnjx88uLm3kmYnjBWMWPLumjSlXIkyYRURpGAwSxnywzOOUUmqUJB6rV6tT062x8eY1R8bHmtWZqdZYs1QOCWMIdNrrCa9UFQYwDXwwHvWsdmYsxChn0eXWhreurzGAMUYaKwVpmna7/aWlpdOnzz715DOUHEKEa42SLBW59MsRY7gTb3K6JZpht4SZrMilH5V8EmWZkrkBkEpJraXnU8/jGhkwFkBzwinljHFKfEp9AnGaZKFfMhjKJe/mG4+O16N40Lnu2oONerlS5gSkNBKMVFrkIjt+8vSp0+c3NtqY+JxgoAQo1UZdXlhcXEaI7ZbKprnkvJykulYtlyIb+p7GSChhFAALXJvM/YCAKzSwtRYsQaMBGiGEEY9gLbIs1wpjYBzVvXI6GCwvL25uQJK0Cbb1Wl2qtI5qg0Hs+/7cnr0ba6vUZ0Jk2iDGOGiLGGUIZUJpYxjnXuB1+91ma8wISJKU+HS5vdKqV5c3Olk2NBq+ev+J+x48Ua3Cz55a/6Vf+iUyOQGx7G6axx95+NvfePTBB74/7No8B07hztunf/k33nnzK++wvc2VlfWpHbNRWIYEOJqEBD395OmjRw6F44chT1YunvvMZ/51dufMq+9+FfcYMC+IWtzrEt+3uUrkervdFUKsruFmbaxUqsSdblSqOcvHqIRf+/bX79458dnP3POdb30njpPBMI9jkecSYRpF5ahc8X3KGO90YqWEYTYe9nq9HsPgeaQ1O/Pbv/bOPfvnrrzqiubuaTBSDwYk9IEimSXMo7nIKIM07kYlHvKGlIIEtkTrnby9sbp6/KnTB/ccmRgLgPgQlqDbR+XIJgPKaKve6gzWxitNyM2rXv2KwTB97x/+y3e+/d9e+tJbrr76ure85S31iQmoV6C9Al4IJv3Ol+89uP/geGOPqdx4w7XXA8GgBlAiEG8AyG898IWV9ZU07q13sqcee2rhwrLPGWNWK1UOx9ZXlserFer5G2nv6dNnzi5cvuPO268+f+nKmVlITdbe9KuNoOzPX7r86KOPP/bYZxaWVp58+mmwOAiCPM8XFxcb9fpwOBwkQgCpLc3vuyqZ3HMFpcFgmJWb9TzPnV60q+61kMYYzhjGmGJCCKEIGwvaaGttuVTbEpHcNjOwI8eVJEkcdmFGxo3lUqWolAt2jdbaVbt65CTsxNoopRsbG242gEZayi4uh2GY57kr/J1TsavBoyhyX6jtM4ZCxAJGaqZ4JNVQHDwa2eAwxsIwLJVKRdHtYq4bOThnse1YP4zksvFI6RNGoqGusyn2CYomqUg/29sI93OhEuqm2Xi0gudmHma0KlFow1Hu01ik7X7HqCSO+5VS6IGvrNEIlJYGCCFcGSktRZZqYxChxoBWdjiMJ2pVMBZvKUPg4TB57LEnN9b7lAReJWI0yHOVJ2t5LnvxBuWMMaYtMpoCkmCBEpnnudGyXi9PTk7u3btr566ZFxydDDxaiXjALQVDwVDGwfOUtZRzYNRgpCnGnIoszdMhR8RaiQlCCAHCSkswFsDkuayU6zqXbtFOKdXpdDY2N2rVHLAd9mJLw7DcyIWI46xSqQx6K8YYYySlOMsE5xyAaGXTXDDqWWsxAi+gCFtjpBEpRkAoTeJBo9FAGmmFPC/ME6mJZhSD0R5jY42SyVseVmlabdaCUkSRyYxmg0FsNKKEnzl94ocPP3b+wmUErFqtxkJ2BwOvjOuVWpKsL69vbPaaE1WfkJRSWg58n+pmrbq0vIoJihPhRxVtrdvyEEqGzHPfE2vdbM1oA5yHjPkWcmvyoFYKQyzSBGMr08QYobVMjaScEQyZUox7IhYAOM/zhaVFZCFXFhmDENYWlNFSGEp5EPEsyzKR+77vsYayRmOLPJqorD42YZFB2AYei+OORkhb2+nD3/3j5z77+W/v2rVrYoyeOn4mHoqFS2udGMYrRCi9f1/wZ+/786kdtXx9k3KyY2Z/szXFq2OQKfCmv3vf1973vveDES+7606j06/c+0Xuwbt+/md5qZb3ex5hOu9JpU+fes6PQhyk3c325OT0xOQUWCyGAmmzZere78ncwDA7evXRo9ffYOOs1+shPDHox2ub7ePHTjz1zLOPPf70+XMXKpWKxzlD9Oz5c41y8HPv+PGD+/dVq+Vrr7t6/75ZoAgYAi0BW+JxLYVSyiuVrdFeGBqVlkpVwDJNNoMg4DTsx516ZQcwVQnWf/UXfv0tr3/7a179uq8/8IXjJ4//7C/8XHP/rry7yku0Xm4YLTEG3/d/+pd/+UV3vOyd7/qNb33rBz946Imv3vvNt77lLa/8kbvyLA7W7aXzl86d6s2MR3tuvuElhz0wQlNCIn7u0e8sXjyzY6KpdTo7NbVnx57xJvk/x/7xxNP9eiOMB+vWkt4qverQkaXl+Vyr1uSOVCRS5srAV7/0tcvn5l/542/za5Pf/dpX7//Ody+trpw6dz7fMFJKpS1CKBlspEkCKttc6SmtAGi53FybP6MJ27l3f6XSBAA5orIwRh3mbgm11jqOhBQSAGSWu5o0SRLibyEnSZKEYehAeUejdB4ylUqlkAlCCEkpnSt9gYOHYdjv950ntivSOeeFdZfT+anVagXu7yq8brfr4vJ2SVGttdNycJL9hBBnQVNo+Di+f7HS5ZoSt75bKpWiKHKBNY5jNydwOSPLMocIufPyfd/JoLrhhDNscQi+i++EEJc/HL0Vjx7uCS76u9U2h+24dxkMBoSQwWBgjHErEcW0wA0DCscFR111mZIiMFk2TPpdBopxEvgsE2meJgYTwMoSDyOEMUcEg7YGtJQyz2Qcp1mWKVUCi8ASrdT65vrlS4vnzs2vLK8jFCDia8ujUoWVZ+NkkCRDaaS2SFsABBghKYUxgZteUMoNAmlMLnXSi4NGhVpilASw3PcJobmG2kTLYJpbJI3NjMIAiGISccgMIpQw5BzvtNa53PKpyPOcEFYulwkWzVZ9enJicnys3e0FUcXz/VTqNEsIZY495vu+VspoZN00ywCAsUZqgQCssz+zCgwoqWKt8lLkWSllkuWpMMZSzDj1FBAnYo21YBz5Hm3VSx5pahkanWuVZ6n0g1LgR0mmz19YePixp5dW2xazoFQGTAEk95i1ttPrqlz0YrnRHQybWVglbvAfecya2BpFMGAMyIKFEcsCAI2kw41RgBjGAAjF8ZAxYkxmbMapVnmSJn0wmhNqrEQUU0IIRZTgIGRBwPtaGGOMUWCtAY0BgFBAVhmrLQILymhkkbEWGaSUlSLGmAJgg8BiDKCwRRoQNpRHY5VKKc/SXruz1o0vLMZnzm9SY1utsVIwVq6EjA67vY2xseBDH/776cNXmP6KN73zmW9++4mnjr35ze/APSoEfuh79//zx/75kYdPCA1nz54PAjQ51fzt//YbL375yyCPKaVGi+eOPbdr1+zh667TcQ8ITDV386gKWdLvDirlJq+GoCFtd4P6ONPq4pnzC/NL1Wr90KEranuvBOlVCZsBfN1tt//o8srHP/7Jj/7TP+d5jsCKNH3pbbe+62d/6pWvey0EHgz74PPu4vnVteU4HbQmGrO7ZlClRDQBQGAMwgyktAaAeSCyPJa1sfHNtbOVSiPe6EVh/Zorb9i/6/CH/urDX/zsVy9duLy8MmDYe9VrX37gyH7wSpD3Rap8L0Rprnq93Tfe9PGP/8sNN9xdrZiLFxb/9E/+6v/+7T/unJ46cuXB1aVL3/vOt55+4sJv0YnJ2283OvvOd7+W9BdbFRxVvFq9/NIDdwEtwwCsRFfsO3Lh7EOUQD/tSwX1cOqZ5x4vRZVqq+aX/aXLfZUO7/vGt64/fARyu7H4gdPzlx96+qm1PO0bdXl5sWXrhBBKOXLguJYBx74fAYC2xFKCaKnfXn768YcOX3sLWGQwCXyO8Ra5Eykwo5LWAdAONMdC+Iy7ktnRVNCIq1MIMpOR3JsZKZ1prX0vcEHNjEzPHQ7j/qrgjBaD00ql4v5ZcGx833etTAH7FDW4eX7bABfFdTFwLg6jeIJSyiWMLMucObvWOggCzrkjpDoHMRfT3V857xp3tE59yIEzYRgWDZBLnGi04VwMvUcEjy2vNLytxS+wJmWsE6JwM3aX2NBI7sL9ufulu+wUIRRFkYdsQGmap1kSa1Cc4FxrixACSinmnHmMGWGtNmCwxTZXUmtLLAGLMWFgVJroxYW1xcXVTjcJwpYFLgVwzpM8T3OZS22QxRgRQjDhGFFjDWHUWiSlGSbx4tJKJvKNzU1vUN+ze5edmSyVKC35jFeYz43WKgcceT73iAVlJUIWWWMsIm7MjRGQYnpOBM7yVAxUGvnY8zyEyI4d09ddf3R1bfHBr58DJClh1CCpMsY5oyxLY4yt1cYYY8EAYIIwEIwpBaERQgQhQizCxloFGAi2edrHSBNkfEo8SikmBIg20uc8U6lWQlpDrEGgPQIWcKKMUTbPBSCFmb+00nnkseOPPH5ypd2vBlXuRULqXGnqexKjfj85uGtXrdlTGjKhCGdI287m5sZ6LnOm8ox6JYaJMto4tichxokOusm0IQgTRAxGuNmsW9DxMBO51EpayAk1BCFkFMV2q20ySoEEaREf0dQA7Ejj17XqhCLAz/MWjDHWLdYLyRhgp+YKSmuDgBhjfM8z2maaIcrqY5Wq0u12N8mUNBo6kGUm8GvVen0Qp0FQ3Tl3EBQexqr7xPH3vf9DTzx5eW0Nr60NL88vp7F88snHMYbxOgcQt91+x+///n9vTdZ76yuMIcIRRfjqq48ao9PNtaA5DgkFrQBqYAMGHuha9+L6sWOnHnv4sUq53u30H3vsiVOnzjDKp6dnGo1GWA4Z86TQMzt33XLrbZVKZbw11uv1ut1uFEUvuu32gwcO3P+lL33z6w/MX7rY63eWN5aVkVNTEzfd+oIX3Hz9nn17p2dmKuOTJsksUiSKeovrvf7G7isO1sbCztKFKGgyWmOtsH12oTF36I//558/88SxD//ffzi/cKwWwD2f+fwg7r/5x3+M+Hijs/6Nbz54dPf4q15zN62NQZJPT+/gDKanpzu9tLPe73XT9bX+00+drFUjhOv33//E+sb/ed1/V69//StvfuGdnY1zU3WKTAJSgsL9+fVKY3Z5caG9ttnrg+0n5TL8zM/9ZHfV/9fPfrIXt1ObdC/F05NjU2NjephtdhN1/NxTTx5f63YGWqY272QJ4swmOaIBpWARgFaIAA94uRSWS6UkzYa5CSvl4VLn3MmnZnfurI1PisK1KstdgOacU0KSoXC3lipEFSnBjGKyNSUueOsFAOI2thwy42JWQRbaDsS7oEy2KfIX4Dsd+cgXCYCMVKYLFB5vs2x0Q1Q02i2w1hZ5pdg4c7Xz1mAjz13D4Z7jqKguz5ltgjxuF8FlJu4xzjn3mCv8LRjfd2IVFGuEFBhjtFGgbcErKc60GAO4C+L6iUI5bjQXMWakg719YhyGYbFV5w5may6NgQQ8MNZiJRmhWgoAQzmWxlqEwBqwGiOLMSCKMcZkJGqKEALAVlogROQ2S+W5s/O9TgKWGU2sBYNIb5BEPsGEYsqMMdoYqZTWQiuoVlpAsDUgtU0HyWavu7i2Ui5HF57sXXH40A3XXLV/367ZmTHslTxLJcJDlQcoCAixSINGgA3BgAGM1UopjRC1lFLKwwrnkdF6SAZOdQRjYq2u10pXHT0UJ92lFXPp8nI3Hvheg2GPUEAIrEVWudkVMhZZsIAMGG2VRGAQIGu1ksaCAiOsyS1Iq0W9UZloled2zTTrVQxGiEzmgvlUIqxV5vyy00E3Gfa1yq3VlHuM+9KQjZXOY0+efOSJU2vtzBDPsiBXNksSYbTne4AIIlQaG0TVoFwGElsLWimrsU8IGKOExGAwQcbJujGGMdaOsrYV0y0hCFEMFmV5grEFZBCWxmbaZMZmBBPmUWMAjLJWGyulzLTFykiREbdBVqCK7mtZrkSjGcnzKKQ2QAhDhCIM1lptlFAWIUKA+FGUxtkwEVrIwPPDMIxKRghR86rxYKgSKQwaWtUcnzVIvO/9H7zhBVcgIr761XsfeOByruAjH/lkv2+UQb5nKadRyFdWh7/97p/6nd/5r0CNSrvVien5M8dnrzwMWubdrjcxEdD0G1/+2t/+zeeOHDnyjp/4qb279104Nf/ID+//3ne//+xTz2aZYNRXymSpAEJ9zzt7di1NLyGe1GvNOE47vf4XvvTVUrm6srLKOR+bmGhvbD7w9W8+/vjjp08dE2k6OTEmRD7Wmu71OpcvrZy7+G//9tl7JqYmr73+uquPXvvSl941vWMWcvydBx966PvfuvtHX3H7a15Rn9wLaaJ6ghJRjhoP3/vATbfcec2L7vz9sR13vOjbf/RHfzwcJl/8/Fe+/OUvH732CMbwwDeevPOmFmjymh99Q5x1v/3th62FEycuTc+MM5+tdQcTE5NWm5Pzl1tBtVSfevSpMyt/9//yLHntq140PXcEhquAfbD5peMnvvi5r2SJvXh59W1v/fEPf+SuMxcuPnf82Jt+6h1gZt72028+u3Dp2JnT7/vLv5jbvbcelWmuyyRYm19aXl6ORZZS6Jo8xYb6rF6vIUoxYRYB5gQDeJxYbCknMhZZmoac1yve5mC4tnRuerrVN1qkW7HexUGtNbLAGLEWuTJ5S+ABEKHMginEeYpC29WnAOCsLxymX8RZs41z6W5Op+JZaMy5qOcCnEOA7TYa/nZ8vKDcoJEEv0s8hZhdgbMXVMuCie8eRRfiBD7RSNSoeMcC0ZLORN7nxZm6Ot11OcWTt0+PMcbOKLc4PDRyJcuyzFGYijbFvXsBE20XR8KjPYMiTxRQEjXCJsM8HwypEdXQt4QIkcg0J4QobbRRYKVEObHcamysEjIzVrmZtTGQpYIQNhzk585efvqp40msOK8pDZx5kR+1213PaAPIulMmmHFGLTKa5EoiIQAxwiimRAgklRhmIkl67cefOXX+4sxUa3Zmcv/evQcPH9oxt9MQUrI8E2BAWhAeB2AYgRomCgAYca5ADBEGHLA2lbGIbLa1kVZppSRntNEs7z8w96IXZ/fd963O2SXGa1HAM4lErjAgj3nIWmNA6VxqpY1RJtcmL4cBgAGjtM6tkZgajxFGSblU37t3d6tRueboobFWBaxUMkUYTC6t0sQCxmCtBqOMkkoJa60lzAtrMoPLC+2nnjt/9uKaxbWgTAGxJDfGEsqZxcRaCKJwrd3G+ydqrTHmd4fxhs4s2EY5KpVCYBQTgpklYmTykyu3KW4JIQgjBARTghE1gNY21ktljzMgPrNW5YlWVoBFxlKlHfMMYYqYZRZraRT3vG1Fh5Nm3Nq3BADHH0PIUrr1zeE8BACLjDFKa6mNxsgChuFwCBZz6mVZlvW6QmSc4kazEitJLeKUpmk26Pf312Zzqe/5wgOfveffGs3o7IX1RhONj+88duySATY2NhOVpJD5pcvrVx6cuOGGF2ysbTRbVUrCp3/w+Kc+/a+vetWrbn/FK7zQv/jEmUcfffzj//IvD/9w+fFHTj/z+MVKpXL+7PnVpVWZK879UlTTBgil1YYHgIVS2hi/XMrVqsG0NTltqb++2bWIl6pNa9HaWjsX8vL80uZmm1C/3iynUm2ud0uVGuOl6akGJiZXeTLIvv31h7/zjcf++aP/dmDf/sFg8NQTj3gcrS+snX7m9Fve/EYa+v7YBGC+fO7Zm266FSgDhKcPH7y7Wf/ewz/40pe+Xi5DpRp85d4nIx84hYe+s/HID//um9/4Xm+YffWBs4RDpqHdWStXGruisWE+BIOmJ3eUwzKy0Euy7zz4g+NPPP7It+7+iTe/bnq86hNt83RhoXfd9bcePXr02PFT11x7Pa34h2+8+vA1V4DOAeJrXnLzNfrGmYcevu+++yLm5YniPFzrD9eTNCEkRniQxVG92qqVhllCEFNGC5FaQqnHCSHKKJGkuRRxHEupZReCUoNjefHU01ce2kvL0yLLMcaVSoUxFsdxkmSZkc7HwliLCcHGGGMtAovA9/wiAbji1MUsh8qS0a6vE4AjhBSLYNtZ8EWxbEdbV0Vz4O5bB3fAaBPYGOOQfbxt55aMJJRdwV6QLDnnamQg7J7pMH06MvV1lTUebWMVTQkeydu5NsL9EEaBGwhv55iakYF7QfTEI+2KLM1hmw9akSCTJCmG4cWl4Jyn+RakVlwKPJI+dV9qlwYKViuVucGGeDRQqQRN8nRgjMaEIKCACcbUfemN1ggwQVTK3BglpQSLCWbGIKNtv5cce+7MwvwqYz7lAWhKCPU8D2GcZEKqPMsybXLPY1EUBUGEkLe4sIaxRiM/BKo8pQVjBPtjG73O4tmLz509Xw296cnxgwcPzu3ZMzW7Y2xiYnyqVakGlQqjFU9RbZSUljLGKGeeFyDqgcVgLSgLjHHuK4UN5IwThLTnk8mp5s03XbW0stDuD3OlMbZgjFaKALbGEowAU2QEIQQjRAC0hTztYgKEYEqNz2mpzGvVUrnk792968CBvdVKZW5uZ60cEqQIMpzzVGmwBiPARksllZBKCq0U5Z4QinLodNNLl1eXVwdxRjgvUZ9oocFY7gd+yFKtpVS+H1IIB2nW68fjnuGhTwnB2ut18mZ93PM4xYRSgo116txCiEIFEQNCgMAYC9IgPDbeYAxJOcizzMhYqhRhwzgRIlFyqzICAha01gq0bVYntdZZlqUqGRUp1JgthrXLAQhhSrY4Egx7xmptFQaCsaQWABRBKI77VkMpLDFi/ZCFPrFaAWQ57jWmW3kikzxjPk2EHHaTgKOJyZ1J2p+YaMVxvLzSjspVTPyNjQ2hUafTn9nROHlq9R8+8rEPffADF88v/8n/+qMf/ODhQRce/f6pNz2z8uIXv+RDH/rnj3/6q5NNv9FqtdvtH/zwcasNIawclfzA59zHxDPWAKWIcal1ZrTnBdVqtTfMNzpDoSnzywbJWEI2GPb7/Va90ajWwRoDCoBs9oZaq2pjLB1KsBgBIoxQFCDu4pfO+uqR7z89HAwwkGq1ee7EwrOP/sOD9379Xf/ll17yild97Uv3fOXL/37w4OFf+y+/BYyAtZv9zrHTJzAFoaDVas3NlRbmL1Uq5SN7mgjhg4ePnDx77qojpdtf/JILl5c+96XHNvrtHTuizX7MCSnhyubiZhAEQOH6q3YvXFr4+D/c8+AXHzg4N9eollTej4drt99+420/evfNrTIanwREQVsISmAxEHzxxFP33/+Nb339O3oQd4cqLNX6Aj35zLGBiiOv1BxrQeZjDFxDCbBFoLROhLLYMIQotXmWJHGfY8QJ5p6fZDFkzMik2++uLV6oXn29FFgpJfLcxVYX1LQ1AJiOfBlzpaTRmRRh4I+QW7S9wk2SxPM8pyGaJEkcx660Z5TbkUC0e3Hn1gujBx7ZC9sRO6gohAvKDcY4iiL3vo6cU1TuTjvBjXZhRKx0gd4lDHeoZKR46oxZnKtPMa01xjiTV4SQk792TUwQBO6vtlOAzDZbSvfLrfZ69NjeVRS5zbVERSdht2lEF4dR1PsOSXOpwl0c1z1Ya6mSltOAET7MBbYoTxShEAVBqgTDFDHfIE4wQ0AIIoiAM+/NskxZQwi1xmRZtr7WPnnijFY2DCpJbjn3jLX9QYwxjqJQ5EhrobIsz3NEBrlQAIRSqsEirSn3MGUYjFFSKujkCSU8aI77yIJSi6vdheUf4O88fOjw4YnpyV1zUztnx/bvnd63Z6pRC5HJvSjg3Pd9HzEGzqtAAVhssxxjSohGlngeA6uwtY1mxVr/hbdc3+5lTz13OU36CEoYY2uQUUohY60y2iAMzOMBYwZAmS6nxA9o6NNyKWiNVSYnWo1q5YrD++d272KYNJsNRiijiGBNsGEYa4SVUVLJZDAcDnppmgIA41hJm6Ty/IWFZ46dbvcyRCODwlxnxBKEDSAEmGRZmgrDfWwRvnDx8plzyWwZwomQkYCTyqCf+b6P3BcAY4QQJRRhkknBCEEEW2u1MdZqbIFgMMgGUSBV2ut1hoM1ZBOwGcGGYq6UtGARJghbbbXUwlqDkJUy3xojG4upq4O2pF0IIY7iAVZbSwCs1tpYUEobbAgBRilGoK0BMFHod7v9Yaw9RjjnUuT9QQd3obTfV7zX78SW8nKjYSwM44zzyupqXC57u3bNXbp8uTsYEkaF0rFOTR98L+h04nIl+O63H7n9tpcxTNZXu8rCWDW6cLbzJ+/90N8372n3+jXWDGmzbzeaYy1OPZULSjkYmyVZWA7BYgki17kQxoDNjUzjvJf1KdHUD4kXZrnMJOQmtwa1xmc4ZRp0POwjq0uRbxA11iAa1KoNKYUUuci1MtIYzblXCiq1Sn1zbXPH7p1g5frqAgDyaPncicu/+V/+29Gjn5BSPvL4s9/+3vf//f4Hbr311uFw+NWvflXmolSnL3vJnf/1N39j5645IKi9vNyoc8hS8D2Vpakx5WZLafP//cHyRz/+r5/+zD2pgLlD453Nflj1Dh48eObkmd7a0lSjEZOsuz48Ha/WSv1udyURGfeegKSbyeF3PvvR7jCv16cRLtXrk3/7Lx9fnl967vHjNb9+9aFrNjeGG2vt04vzU7N7qEgNBh14nodFv5cP4moUDqy2GFmMMilSpRHBSuYizw0jjPkAhmGcxj2rTCkKLp09sWu242rVOB5AjJ30PQAWWwL3VlmjR+NMY0yv1ytmqq5SdkHNsWLUyKLd0V2stWzk207+o3mW/o9CbEWgdEybAv0YYdfPK7XBNp19B9RgjF2CKQKrG6sWE1eHERV2u9tDeQENFQV70VW4eD2MB3i0Y6yUcnNjR+SjI9XoAqwvYKViLuIO2P0Xxtj9eZHtiqtqR0Ia7lzc6TheU/GzO1mKLc5zkWapTPKxarNcKhkjrAYpNCMGc0QKkzNrrEXWaqVUkgzdxEMpNRjEKytrF85ddKbY/X5/bKwqpI6T2E3blVYWOSMtGM1kNGYRWLSFXCMCFkttwGgalDhGoFSSp57FUVTzMNVanz59fmVlZf7SuR07msPOwTK3jXBXpRQORi4NWigw2hpMgCBEEAZCGRJWqBw50pFVnNMw8q648uDZS6vHTixsJkkUlX3GhNaAGUJGKaSUAgxIU0wJIHz10Ss5p6HPfZ+VIq/ZLE9NNOu1cqNRq1cjrbXHMSGIMgzIaCMIIQRjaa0SUgohpUTGYubkDCET4uLlpZOnzvUTyngdSCBk7CGGNORaWWSzVEhj7ZbQoESIUM76/b4cbmAzhWyw1S3iTDEMiBPnkIlQGIaMEifK70SQCCEYk3a7rU2W5SmhuBSUEGJSJABGKUEIoZRRSsCARRRjRDlpt9uuWUYIMUIJIUpJIUSpXMMYtEbWKG2s1lstJEJSawVEYx9TTACsVRrAGqsIBp9jRpEFZayKQl6tltf1Zm8jy4bQiBoGaQDkBWWjUZ7nYegvLW0oBdVKXSj10z/+k+965y/cd/+973//+xcuX9yxe/fi/KXVtQEG2DE+QQgbdPtWh+Ot8eEgI6Y8s3NPloqwlGVJ0ht0A89vNutJkvT7fW21lLkBo6wxUgKhzMPagpQyF6ZSqQ3ivNPpNptjUbm+vrax2eligGq16vklJdM0k1oBQSyXKouT4bCPsGk0auVSKc1iKTRoAXqoFYhcc4KbtQmj015/g+HAq9ALFy6lIp+b2zEYJsdOnGn3exsbG6HPB7EsRfiZ5559z3ve86Lb73jnz/5ctVJfOf1kqVIBRkrVSrleHbbbG93e3iuu/OP/9Qe//l9+7S//+oP/+JHPxn2oVcmJU8eMNgFIYs1Ua9qHtN/JNpLUAmUYLi8sf+ITn3j5a15058tedO7i4pNPnf3q177Q3ox/cOb87h3jAFCNwrMnTy2vtAkpl/zKaru9Y/+eOI+X15bHylG1Wk02Nofr7ST0LCLGWCmlMAIIpggIYwhjZbQc5pz7aZIA9caajcX5i/r8+bm5uWazmWVZJtUWDJBkmBJrrbIGpNRaWwSUM8/4SKrtyA9CyPd93/eTJMmyrN/vu38611xXnrvBskNmHMjj0oMbBdttvowuEJttig5Fpbx9yKxHuvnu3d1EeovDOrJrd9HTTX23zxKstQ5gcWHaDbHVNkd4V5UbY9yOrmtKfN8vaD+FgETRuNiRmw3n3OjnFdzMaB8YY+ySpes8/sMIwT4vo1Q8010i988it7lkQ61OCLaWSlbnm3IgqHCIuQEqwSADnHFMPG2IVBYAJZnf72ulaRCVDLLSKKHg9OnLK2spo2Pl8liad+Isq7Ui8KQ2MdN1pXqgBcHMQp5mQ4I5oyVCmFE89CKCyLA7NCj3qJUyD1PpeWxtc5NzXh2f2GgPkjhp1acJmxjmZHBxuLq00qrPZDd4g1T6kV+iXi4VZQyIr7JMykyCiZM+ozaMKOPUJxZyUOAbaVSmwyDiKL/mwKHuC/rf/PoTcdxlQSNRpp/lwKBSqyOpRb5RCtK5Hc3Dh/fOEUIZ8TzP8xghiHuo7OUR45FNsUyq1RqhmHhebmxurM+p1pvALbUmy0VuhLHIIGQ0gALiBSurnfOXLnaGXU2qFjKRZZaYPJcRLpX8UKGY0MQDYfN1pNMj+/bMVCZ0tx1Vx9fFYlDRedZdF1Z4iBKUaUCcWtBKDX1m0mGsTNnjVY+HFolErqdmg3g5QC+JB1JKz+eZApULTCAIAo4oxthqkBqMoelQgNHlclAqY8dxVkopnSNppMjCwPMYBwAtszzT1iLf9xknGMlM9D3f8zx/i3AGGmFPKZUnyvdKmBBlba60tZQQTwyw7NYRgE2SgZQUd9p6w/O9TEhhhEpA9ZVHmTE5pfTSwuITTz1p0nbIVCWiWdL3wsAvYcAsJpQyrut1pcwqFqwVAMEXxKqyivc0gIeILy2ZX+sDAC03esJai4Vwe/yetdZBq5xzZZWjWteqJaOzfmeJEUOxm+Clxlq3+yysNMaIFBAhMgRrkdE5F1ZbpKw1Ii1xktt8mEvP87TRxiJan7LWln2eJEm55GWpylN2YPdBSulqYhKBPFYql2prm32h4y+/9wM9yX/913/17FL6G296Z60evOSuO97zZ/9DiPY3vv5vd6I7dx88PD4d/Okf/dbb3vTqv/3QP33+nm9ZOyhFtZLf3NjsnO6fKIel+kxraWmlUqvlOXtmofM3H35EwNHX/+gLszZ75MH7zz4+D1bP8EPZuo3CymJfZDJXlRIQhKluViKZrBElKswMe5spsoghg6Aft12A9j3EtQMcGCGetQgAA+e9NFeAqlGU5wOCRD5/srVnEoZtkVtL/c4wI54PhAacZ8NBHg8VxqWo4nmBVogZIrT0Qr8o1YUQBFMpVJ4JJbXWOjWZklu+XVKqnGVuHzgXmSuZ42TooBgPuIvjubMKIJhQrLSMk6HDmbMswwQHQahGwm1CCGO1G8wihDzP6/b6VgBjDBGsrdFaq1whgqVWBiymRCplpCGEECBBtBXECaPM4wghwijGuFQp93q9sBQZY7Q1hBDGudYaWeyxICqVKKVpmqZZjgm1gCy4UQbFGFOEKeMuOg+Gca1WGwwGhXOOm+j6vs99D2NMOXMbav1+P0kSypm1GmPQ2vUQvlsz9n2OHDEEASFIa4OQdRZn1F16TpGQiRRplmUIASGe74UYE4Q9C+BaBh4FhDBIQjc/SZIkjpMsy06ePP3440+22+0w8AmNlFIaaSGElNpYlQtVXG5AFBDBiFFCpZRgKLBRZoYt+m29Uh8MepVKBQCWl5c9Hs3OzoLmIBHDRBtKqXEUV8/zmO93ez1CGKOCYJwmea/XS5IkF3EYsVLmlyOPYEAGEBBMGSMoTobNVtVocvH88tjE+XShJ2SCrK5VS8OsnyRDAFmt1OdmGzsmatVKM0A6CIJSKQwCHxMAML7ve37o+SGl3ADGLt9ia61RSnHmg7GgEELMGmSMsQZhioyB5cWVZ46fP3fuXJ5LFhEL2Pd9aROrkdU2z1NDJGPM4zT0uNoY5HleKpUI6aVpUiqVUiHyXGon+uYmVwYZ5NhVRkoThdTjzColTe55zHKuUe4sOX3fZ5wqJbTWUikwW8Z7Vjt5EK9UKikhXMfqNu8LOoEroIrFGTTawXGNalHa4G2aJAWeWxRfBS5JEXXfNM/zkAVXo3mUOag3y7JWqxX6Ybvd/sIXvnDfffd5drDWjlvVKJNiMBhEpYrvMUxJmqaACSEUEYIJaGvdZjgjzB2Aq9GcOLBSqtFoFIVSAZU6/vh27NUNGF0DXlBW6EhiV0pJ6RaiOhgMnHy8S5bu+WI0YXPzQEKIUyaQUhtj8ky22+0gCCqVSi5SAKOUCoJoaWlpYqxyzz33WGvf/WvvfNvb3vqPH/vUJz5x3+133nzHm+9+e+XtmcxW5udLlUap3Ljqxhv/8v1XHjrwiT/9k7/OWXphuUsp2bNrrtcfZFm2Y3ZWCFWp1CYmJjqdzb/+mw/+679+Iul311cXfY+Nj4/1EpPneZwkSZYqq5nHfR56PjdadzsdpYTDIkSWGaMCzy/o5MaYXEmllJQaY8y5T7fUZnDBwszzPM9SJaQflIlznd4yVpQeo4wxUirhES4hpBFChKHvZk7ulnMy/Q7jdvtNBcziPgKnvqW3ySO7h8sQBRBfDDzdNtb2MYP7NB2AU8yHtdZpmhZl8nYIXo+kePRI/hNtY2eGYVjgS+74XQfgCP7uZtg+anYdvCverbWuuXGtg4ureuRZVgwG3PXfmp3kuTsM1wG4UbBbe4aRmJ3rM9zpYIzjOHbLa+4iuKMdsTyARlEkRJYmiTa5x1mISlkWp2magaCUWZBSYUz8MEKaA0LCXT7fC5XUxiKj4ey58+fPn/e8wN06nudJK0Znu9UNbX3HMAZkESB3jTA835oB2oLn+v3+2toyEFyr1UqlkscjIURnozM5No0RVvh5PW6tNVgTRj6jHsIUABHCur3k7NmzvV631azWG6WxVq1ajnzueYxhIBYs40AJaY6VDl2x+/L8yjB9bnljQJknbUYoIIbz1Oa5ErlVmhjNMqMAG8KsBYWQpQxzjxDqW8y0Aa0NEM2sxQhpY6QSyCIM2GiqFVLKSGEtWGqAYNjc3Dxx4sTly/Ngy5z7QmJGgzTtUsuNMbmUlgrkAcZb7bAbfFFKkyQZG6/014ZCZsi4dIkZ5kCpIchaBADI2FIp8qk/6KfGak7BEpRlW8pQWmsLxqOElUpCZjIXbkNSCKmUYszzfV8SAsYkSVJQ01xH7Npq10gW4yM10kuBEVu0uL/dNxCNTGLJSAXF3XaMUmstxYRiIqVM0xRb4JxXq9Vut2uzrbvWj0LOeZZlFEizXimVy4NhgjC1CGeZECrWylLuEeZhbQQIhysjhGKV0ZHioztavE0YHY+UJh25sKDKFQCuHol8udN0OgTOTs9dAUDa4xxG7uSUUrtNht5amyNrlCqujBG5lFJry5nv+36e55Ty8fHx5eVlz2dCZNVaCQA36q1jJ8+vf/jv90+Uf/O//qZXZn/xlx//g/f+zz9m+rbXvdID7W+0z1+cn57C1Xrk+/6bf+wN3/rWdx95+AnOmQUYDodKKQ2oGYZSDy0CQogGu9nu9PtdBAoTqgAtr69vpJnL6hgjj3qYEqWUiqXneWmaCpEBgM+9rVJaCgcyFNB8kSyVUtYUvwNjlLXIWhvHcZ7nZcaokrnWCG3VrUmSMAQUY4Ix2C2WpMNb3IzXzXsLoKMwi/9P7+v53GWjIoShERHIfUCswIS1Rgg50MaMlCRc7imQk2INuKgAPI9vn8TCNi2HImEUE2AXhYpstH3oOjEx4aj3Re5xt5ZbHi6gKmOMu2IOj3KBsciCjDH3yRaThiL0uUwWhuFWdT4a6hakIBfx3RuVSqUkSdxEAUbipi6Sby1AC6EAaZcgMcbWWLcP5V6Oe77neWAhTVMQAgAjhKTUWSY22p1zZy/FcVoq1Rj1hNNCIhQj8CgzVhKKLBADVhsDViMMCIw1CmPfEVccyxBhDGCUFhzD2NiEQYZzHkSlfi/pdftjjR3u/Av0TQiRpGmSsLBeB4TzNBUy73fz06cufvMbD12ev7hjx/TEZH1u18zO2R3TE+PNZjMKfEKIH/SSwUDmama6ceONVy6vrq9323kuNSKYACZIa93rxgsEiTQb9rLpAIWRXyuXS+WQcxqFPvVQoLAYpoQHiGmPMmPA8aqIZUJZSgkCTolHMEeEWuUcfLZoy0oZ5nuc8DQFLLUQgiCKMWCLAZABkFKKVPmIZFm2udHZVQMXxBljCOVu+o8pNZZYg7Qx4LaCsVVaCJMaKxDSFpQQaZYl7m6wWmshhdFuDZJi4u4GJbQTXaGEYYwNgDPigG222u4eCoL/H2P/Emtbl6WJQeMx51yPvfc5997/ERH/Hxn5inxWugpbZZsOtpBl0UCAaECjJAss0aRlIyEhJKCBhBECCQkkJEyHTmG5hRAIYWGq7CqqXJVZ+c6ojMiMioj//f/33nPOfqy15pxjDBpjrXnWjSwQW6HQ+c/dZ++15ppzPL7xjW8M1+v15+pvXdc1lRXfzW1+xZ7N5qS0tvVrravGr5qJOAXw66+/LqUwBzV78/YtIr58+VJUv/3xx2+fHl8/nFX1eHdvSCVLDF1MTEQIJGawUgoJAbtxWCHXklcwlIl8OBqAmJqCggGhmC4lHw6HdipsN1LDk24P5L2xvnEKibkLQc1qKW5N3Lt4/MjMVUFrxXkWEVBJqTckI0zDmC+X6zwd7++q6bHrnq5PQ5WPvvs90fIL3/3WTz758t/7X/x7/7V/+9/67/47/86L98b/6f/sf/e//z/8+7/113/rvY++DUC//Mu/khf4/NNP7+8+/OiXvvcv/Y2/0YXu3/wv/ld+7/d+7//yf/2/3Z3uOQ5Pl2ut9eHt0+nuwCG9eG+MkcoySZ2llmm6XeYrI4UYU9+HFKtpzvMyZ/dzRJBzRoM+JQC93W6wzdFlihvNkRBRpFUd18wppXQ4HN4+PZwvj++beppoTLZ1DgqYiVUA9B7LyMxJN6V+H97iP7g1h63zC3bzsxrA3Swy7ihAXh5wN08bg9M/1nF8x/d9N7oDgI3gsHZI2T+n4dZzvvalbVqAr0xrKcCNydp13ePjo6eeTtj3hMOtazO+fs22tSz4rvOk0z+k9TG4A2t1Xd6UUP3CWvecT6Hxv20uE3YDAFqe5P8pIuF6vaYU7u7uSr2WskzzBdGOx6OIIAZADrEbD4fU9XkRVTWRnOuUy+PD9Wf42Q9+8IPf+4M/utyWwwhlnqZ5MsTYJwzEIUYJqSNEEaNSq6mw53OAMcaiK0RADMisVkVEAZdlzpKX23W8f/nyxQevXvXH47Eu6taEKXIIyJtLrJVjRMTpVj752Vd/9Id//o9/988+/fTTP/vBT1+8OH38nQ9+4Xsff/9XfuXXf+P7v/gL37u/v+/SWcRCDPcv+l/+le/+9u/86j/72c/++Ef/7PTqw0vOUhEAYhxqwU8++earz97+mG6n0+mD9169evXidOxPd4eHa357vd3fn2J/TANEgVKKVVBVjZriKXCMTHbCPGXJZbqdFcQt2re//e3T6S8vs+Y5l4xMGsgYgRWYETgISwVRVY5RJP/s00/++i+9CEO4Xq99f4xxOh6GPkVB0qLLnOdajGqMDIpv334d8ZpSH6Pl5TqVx1JuY4h935vZ+fw0Tbda69An30C+Lz2Wb7FwC59to2O7Tb+/v/d907av7IYrtd3cmBKw62D0l6fSVsX/RwYc49APfjbu7+9FRBH6vk9Lb2YUw/S0fPrl1wAAxHenl33fn89njXw8Hud5rkVLmUUUEYHXE7gs60ClJiNMmx5WCxj9aK3/yc+TmNYb8Vk6GKIDHETIJLUaAgV2Z8bM4zjmnG+3Wy0FAPxfA4fmDg25qgSgEFLOeZrOXdctcy41I2Ktej5fCcOyFOdKvHr54e02n2+P5y8+O33ng//Gf/Nv/T/+X//R3/t//8Xf/Tt/77/+3/5vdZiAEjzcYIAvPv/qV15857/37/67UuF09+3/09/+D/7h7/6TZSlLySJGIR3uTmI25zqXDFKvt7OpDEOM3XjkwS3XPM8sFXgF/VRdvTmigarmWhEohHQ6DrXWWtZKI6J3tFrXdaUUl2BUXbWO+x7gaTo/PJRSzK0MRVSLFFNk0KK1qCoYqEKpYrh0cQVkXFOhZYopJd94zW66q2gETV3zGGpwX1t52HQ6Pa3x/d/+1R25Kz83S9r2bWtJa+F828ANrtCtultrHYYBN1pRiyF0R/JxH+P/hFu/mDe4tYKwA0HulupOi9QxItjJ5Pk6+1378XQ340lAA1o9zLJNeLX1M7fj4AdEREJKPRGIVMT1KdaanQuVc65SQkQOi2ioxVQghhAC3K7zl99883AOf/ynP/ri82+6fkypF4nXaSJKiFiLdkwITLROblNVA4kUQgiE0YCVqflwRGRiZn58fAug3/+N77958+bLL7/6+KNf7NLxpz/+4sXpVUHymSe+3Jxi7JJqZaLU97U8/uSfffaXP/r0cpYYX+ZFvvpy+fLLH//xn/30Wx/+0+9//1d+7Vd+9f333/+1X8sff/ujVy+/vRTtU/iNX/vlv/xnP/vLz36Wy1WqpL4bxs5ES9Z8M43wdDnzm8snn78ZD8PdsX/16v7jj7794bdefetb71fgCnBXT0cVjp4tEVNi6kIIg9nxeDfdnnKZal5EyuE4fO973/34o+/80x+/uV4vUjvsNQbSUnOxYIxWhCoECDEFNSSepmma+2/dpyWf+/EUY9RaTMRQyRDRAdWYUuhTt1wqWu0SAteny+UyPxrOoRt8F0qp4zB0XVdrvlwuRIQGRDQMA3NUeVZAlN3EO99hqupt1bh12Pu/+uFpKoNtizsQ2aDMsE1TciOdYvQh17j1tS/L4hPNHEtZR0eZAuHjdX7x4kVMiCkZEseEBLfr7N8u2wg9NiIDBJjmaVW52sRkcFPE1Y1/7Sn8/jbbC7fXOI5N61E3AqJzl7NmLTVwWlOcGFNrKUJQU9lRzkUsl3K53qZpcpQDkJZcqsj59eX9D16VKp98+vnd3d2nn3+euvHhzePh7iVwCv34t/7Wv/0P/uH/8H/zv/33/4W//je//9d+B8LQv/fi9pNP/4O//R8O/f/9ww+/84//0e//vX/4h59++ilz6IdDNx76bvzxT36KQKnvplyYuUspjYdSlmywzCV1R0ExHxNaFYyYGQgBwFGXsR9UdZqmyHw6ncT8vXXDQxzTX5crhHUlPXotpQDiPM8uaddlAA7GIcYoNYMRInMgBDbDJZdcc6ChJZTeK+s0FY9B6054xx0ACTaLD7upkPuIuEUkuikoyNYOBhtK6ZlBGyzsgfwebGkfYjti5d4BNA/Rft5DVe+//z4R3W63sGk2tJwGNrxRVf2Xeyi1zRVo9+iQrG/ghsd67cHPWpPckE3roiVPflodIGppypqQea0rxjjPt9vlQqzHQ0Iaz+dyvV7v718AaODYe7VTDJEPh748YQjx9euHEKnv02eff1MqjP2JOHLqx4ox9UaWywwQcHPUq1cE942iJoCyzl5nKrUgSkw8DEOdbx9//J1/89/4N37ys5/9R//P//jp6WnoIfXd5loFrBap1ZSIOMaqNp+v87z87Gef//Gf/PmP/uLzaUKk0+kw5Jqv18e3b89P5y+/+ub2gx/8dBiGf+VfHL773e/96i9+fxzvVOgwnn7t137tNz757M9//DOo4uJHRXKuVdRSN0b+sJQyleX2MJ2v8/lWblnfPF1++rPPv/jqq1/4hY8++vjD73780cuXp8Nx6LtohqaeRsRuHI7HYy5XpYwMMdL3fvHj3/qtX3t7/sEXX2eCEFgpxKVUqwa8zZ0A6AMjBWZ++fLVsmSKATPebhcEXaZbWWZIysw99oJEQfs+HcYhYkYJMVoui5SryhI7q7k4+slMYZ1/hIjI6IM4dIsmqu8nRGydma3zxSucvp/cXjfL27a+H499lIE7Ad72NtdT9F0u21mda7YJ7+/vOQY3u28fHh4eH82MKtL51v6KAMZxnPIyDMOAw3r2NtI3AAxjcv/kc5Hce3lFriEJdSc+DEwIEALvozwAyFIVQUREJRAqghEC03y9MrORFZ0AIHUBjFS11IqtC4nJIaZcS+Q45ZylApOidxQyBrZKimDIonpbcio1V1CwpwX+03/wu//av/5f4O7ub/6r/9pv/Ob3/tO/99P/0f/4f/4v/8v/yq//2m/+2Z/98O/+nb/3J3/8w5KNOb0954+++3E/ji9fvPfV6zfX1w9A53nJMUYt2WuwtyxVjDghQcl5ns4hBA4hEgm08bYSUlRVgue6vSEC0XS5tDURMdXVIvsmYVoZnBsdswLBMt/ApE8hRq6IpVZPm8CMAImQkA2pJw4qvOv1bWiMG+L99nOfbWal5maFGzovW7eUbdiO29x5nsdxdKAybIpDqhpjnKZp38HbMgl6Fu5/biZolp02fQjY4KZWA2jv9Le9efOmFZm8hgS7yWJ7l+ZHyTkF7by04+Oypp6pNMfj9+hjDw6Hg221q8bL8PDdv1d2Ckt1U4FuWz08PT0BuBWwnEvOxRfIP6vr4jiOxGmaxI3arZSUwtdfvZ6W6XA4fPP1wzQLQsn18TCSqA0hVKu1VtBIGFQWg20WKEitGYHAmDgx9iESIedipkrEMfVntR/96Efn//Dx6XIRNTP75ptvXr74dsAUORRZK0gAgEwYQuwP01ePr18/fvH515998eZ8WUQTWLpcjUMax/f74c6giumX31xrfcyXWww/+o1f/+Q3fv23Xr364Hi6v79/7/vf/7Vr1r/42c8ul0uMaeh6oHTNT8tS1NAgYgqMVrR+/XD95uExkN3f9V+/fv3w9JRzHsfh/v6QUhqGfppRUYkiURjHvt4dq0whQq45IH744atf/41f/sknrx8vn8mtMOU0RCxoxn3olWopRSQrsYEhhfc//LCUHwNwjPH8eFHt1LJajWhqpAYli9UCWBAEqgXUUuu8XE1Ln7gf6Pr2No7ji7v7XJa3b1+r6Tj0H7z3vieb0+QlMvDnTkR933vY1Xaq70XdOoH95NhWevJ90nChljHYVo9qjmEjJ8z+S//9isZ40dL06ekpdd39/b3L4RJRnS2kDpnH43Gapul6DSl1Xb8sC6XOs/vsKY5PQE3sG90FeF10t9mRFlg1zOfrr7/eQwcthfdz69EZbuM1nFzhZYN1lbpORJbzQmu1rAvMeSnu6mqR43A3z3MMXd8x0nMLPhHd3d3VWon45Yv3rtfrL3z3Fz/77LPvfve9//7/4H/yv/5f/S9/+6/9+t/+2//nH/z5p9//tZe//wc/+rt/5welACJ0CQP3Xc99d2SeHs+XlPpPv/pCBVLqv3z9zfsvP3i6XmzSkCIFnuf5Os/D0PWpRyNZJgQkIkU1VQAlAsSgVcZ+cMeJW/Hff44xMkfdGlaJ3EgSABg8l2E98r3Oy+XylKdbjAcVybLclgoAx8MAIlqyqgoIMsYUEnVa12zJ8ZDD4eD22h8f7Og9bds0WKZZZDesbiXr1jvWdqOZ3W43x4I8vkkpefm0jYBvNrGJNNBO8wc28s8+M2h4i7SEaFOLa4mL+zO/SD9xtBHz3X+ETaMCNi1rB11pKxW03Fo3RSP/QEcgfaM22kIIwREn/9iN6JFV9Xg8+uPzK2yZSuj7XrUKWqm3WiWE0GPvENU43FWRx8fH44kROefCVF69elVK+fzLr7qHiIgPTzfC2I2n/Dgj8fGU5ulWTYdhENG8lMPAahQCHQ4DUseMTAlhmBdTkGmaEJjYDGCaJkDx7NvdF4mq6uFweHp6GrsT9b2ajYcxdEnNiOh6OR/ocLku58v8+3/wZ7/7u390vmqpkYgphlxEIAMCugY1dZz6pye73W5ff/1nf/mjtx999NEH3/5W6BLj0PXj3d3dvLyutRRiNkhDD2qAKS/L4TAGpCXPtUrJ+eXd8ek2/+N/8gev337z8tWLX69rOByJryBI4Tpd6jwhFiPkGDrob29vp9OJZvjux9/6l/7mX/vZ519/9tWnhyFKQAA+P57p9Cr0UFW6cSi5zFYR8Xabf/l3fmUc3yDodbbLbQkM45CeLlca7uc8c4gYAFFyngOgqtUq18ubaX5KY0mhlz56LNwP3cuXLx3qvV6vvk23jZVDWEEMRPAD0+Ag2wRyPSxwfp4LmgOAc1VrrV4w9AfnrTGyDaduRwUR4zj6FiyliGoIoehKVyilbH1DN0Q0wiyVORapqvb16zdScouttNbwInRrYAGHw+B5tAWa57moxL7z6HKpxc/8PN1asNaYoNW5IpeLmzy/QSS6Xi7zsnjsebleW7DGAW/zlXBVjPGaeUwdEZUlPzw8DMPowuuSNaSY+u58vRyOh9Pp9ObNNyZyd39vZkuegRDIMz0+3cfXbx9cL+SLLx7+1r/13zGQ6/VspqI5hIFi7iJECoRBlea5XK9nRFwYpnxVVQDKxQ6H01JL3/eu4C9msevuumSmVQxDTKgAMOfFRPchaou4PXB2QfwQgoiJmEhuMLRzsP1hAcD1dgFbay0hBIjBuR7npwfE7sWLFyfg2+2WlwqS0XRlBNRcao0xaRWPzZdlcRl9Jwj49cRtqKHj6QDAYdWTCCE4ZLS5KPYn0uysk2TcJbjFH4Yh53y5XGybDuYf5YbSWWelSrObZtZqs7KNCvA4ALbaeAOCbKsPO14qm1qRZzZE1HXd8XjkTY60kTJhq0v5LJdm4v17/cLaafVQzP2Wfz4AnE6ny+VyvV5Pp5ODn35s29hLpwB5AtFtYl8rQPT0eImJCbQWLeWKqKlbxYNCCMRUBEopMSZmvFwuGMs8T/q1AQCFUMQUEoduOGz6eWQRkAHNiIFynlZ8TatBBgCVWWV+8fIjhIQQERiwKpgBGkAIoUoupQAREscYY+hM1wcmtda60Q8cmpjheHz/9z75ye//0Q8ut4I0cOiGw93D4xkYQuw4GKKCK8IWLeH+Nss8QV4ev/j6+sEXDy/ee7FYud0WqeAtuyI114rVGFBCKlUv10lEwKSL3fHU3b+6Pz9+YxjP5+vlfO37/sWLV0PqVLUfIoK5aq4VnOpTCOnu7hhSuk43ZvjFX/quYvzBD/7ys0+/mOc3xH2Hh8CoWlXJzMQ0xoi5zmV+upwfHpaRzuNgMfLhOLy6Px76OM9EISTtCpoiIWqVBcDAioogaeocWltSOOV5rjlr4MAEKajWxo3zA88cmNYGetkGlvKmjeX/7/vSU+nWeGlmzkEWERdFaQmmn5/2OS1LHVMHAKXWvDGX1woZbs3u21lS1aoiAoiIACFQSqM3JwfCp6cnd2w1zyLieC4BCq0F7XaWPBrySLBdjB+eGOPj01NjgMBWPOSt5xN35BPbRgk6dFbqkvPKqg60Co2FEM3AD+3xeETku7s7MR3HcRi6OR+maaJAqno8ndyk5lLqNJVS/Zi8/97d7fqkc04pcbonsDnL9Dh1XUcAiq7lC1WDmhKSgBiirjQnI0ctCHNZDJGEDEG3yhkiEgszR2DqYgihZHRwT3Yc9tUZBFawFvnCJp+gunaBuNHXbb6VR6xQJlXpU8dhsAWXnKcs0zTdHY8qfi0aQnCQM4RQ89qI66C2m9T2jQ0rh60uer1dPHz237Sszs33w8ODg/tu+p2qixuFv2yyP3GbH+Dezu9lRSPnWVUdb5SdKoN7F79C2ohwXkx+hrjNbKNFuF9pRwk3gdLVTT5rq6x/4k3F7v/8G1ty4Aviya7/PI4jbc0KDfZpFQU/j2WbGu/buwU9utGd11X94IMPiEHrfLmY2axaRMysApCqxjQAsU+D67v4Or9R1RgTEYsCUEoUZYhgAQiXWvzZJV4T/74fz5c3peZaq6FxcHHwDqGrIgiKoER+i2JmBpZSkrmUUhQAiJkWUc4ZuhQRUcAUPAFDZAKm800Y+z/8kx/90Z/8ueoxxF6Bu76Hy5kCcgwhABOoBqBaSumP71XrxqFPhI+Pr7/6+notdl3OlzLPuRAyMZtUESE1ZjQTisQxSjYy4hgF6uU6iXFIXal6uU1m2JK1ro+ImGfN87JMt+u1IuBIfd8fl6xdhy/G+yr0O7/z65988tmf/+jHOMs4HlIKJkUkqKpmSUM3LY+P5fz2Tbcsd13XHQ641EUv88uXhy4xoqUQEiQRUSiIyEwREaqIZoKamMz0dluO3R3veltQFVDRTDeWGzMzR4Q1lWZ6HiLhu8pPYyPO2yYl6BYhpfT09ORnmLfW8xbaNASp/Sv5KVLxKo4REqLz1tdIat9NhoRxLTM4RwAQRGsVM7MiVXSVeaGyvm2ppZkq2+p1fiabJ/MD4Dk4dymE4FqMHlHGvgshDPUA747g8FdKG30IEW3VtfFqVlmyiArY0/UCF2JEIvLAVqTUOszzlPPiOhkr1iQAm1yMIwDnacmKIQwAIedSqwBgkcgS11zK0MwEAJGAeK7ZDL07BNEfyiqNyeiDoQ0R2g0ICIAfOeXGW2cgABUpW7GU48olb0+QKOzB8b2ZdvPKqySnSllyns1iKVAMAsfT6b5LQQhVVhsEhK6XbmJOXnTwp6Erza+03NF/9jAZNoFMzydqrd731Iy1m9TL5eJpBO4Gu/tzdwffbCgirpBmXR2en2iP3z0gbs2PG1lmHbGi27wB3am8tS/do0PuGHBDI3nre2irp1ttthErPMn2s+MurVEbiMgTIw9Z/PnSjpXXgNYWme2X198WlmUpdan5VuvSpSHEXq3mPItozrnrT4lTKabq/J8gWVJKalirQwMgxtdpCSH6do6xB4NSChrFGE+n023S5enpttwAckwhpTGQz/GNHngiOvfOwPBwOBCDWFUABexS1/VjFzgvKmtESc3t51rOZ/ns85/+49/9k4eH6dUHH9ZqFfVWptRHQBNZqgjzCqgR0cO0lGqHNIZI8nS+TDmDvr08KksFAQ7MZmAWiMgCsSG69IiZmCHHsEzlXG4xwOl4dzgwYShZbrcbQRqGHgBiSnkur988vX39RpbcD8EFrPruPoHlaqr6y9/7+G/89d/64stP3l4X62oKoRY1VTMrOY/9SERLyefbNddj6ns8df2CzEuKhpBrsWTGjGRkZgYCYMRmIiDVTEJA4EgqNZcupr7vzfR8fRKR1K2FVtt1aYEBEII997O0mN0DkyZp26y5HzN3IA65trYXpyU02MTMnJPnmEk1NTOv98ZtFFQ71Wb2fNwRDdDjVzP13nJvYxYQkQLM5OJfhN6nWrcuXA9mYfdq2G5DQlXVwPZ1PA+E3dv5X+GOqIaIS74CAvg1EoXAZEAU/I7cEks1kZWY8c2bN1WykQnoUkuFCgpmEkIwQDVRAauCKABgihQBCA2xgE211KIhBORUFD1HJlAAUDBiwkBdHNez7XUXe27U8iVUVAUgWyf8WAygmiWDqGk1RSLqYxJyLG1t/7EGkrArCRuRtZBfNyGdZohbnIsxMQJoBVRCJISQUupHNAmEKqxaiTwvkbmIS5K4IW6xqsewtNHe25e27eQPq83bavw0J3fCRrnxClALXHBX02r4ifu59kXOiPViT90mvIcQHOHEjV3aPtMj92ZPm9mV3Wt1ve8O9mp5if+tdz/Y1h3WKrr+ae1x7NEnd0uOBbnv9Eev21yzzSUDbGQc3Fpz2seGdlnMzAzMqLWKOPiFZhZiWJby9PQUQxGRwzDE2F2u05wlmMaIXRpdHTjQJh+21DwviG4b1k4KIjLwEJADh1IBQBH9qeDG4sPPPvtMtITEFEJVK9nUAsEgosprd1w3DmnoDWFZlqeL/J2/+w//+M9+2B9fxNRfphkpzcuEDGal6FJrDsTrBHm1a73mMsMjJMTL7RoCBQshdrNMikxmABZCJAOoBdSngFmVsuQZDMc+xS4RRtIlDf3p2B8OB4pBdc3UqrcaCV7Oy5//0598/cWX3/rw/d/+7d+8uz/0fSiSjXTs88cfffu3f/P7f/aDP3n84Wfzcot2QFwvspoQ0Xg4HcrJt+Ptdht6CZFevXqJf1FLmXKBUGbjoTn2ebmBIKlVmVUqRkgpIdHlcc2XzcxUcYuOERE2EUERM1gPQ17mfdjF22w53ApuvM2fa1FVjNFbDadpOh6PnoS28N+3ewvoBEzAjDAwN0cOG2TUzna7LycgMjMi+RFIKY394eHhoZq6zWJ4Ht6t2zyNlhdvkXtqdnxlsDADwCIV0aXoxhY8NnuxuaFnnt86KA1WKiRAMUOzGdfDRYiM2EZ+c7VCgRV0WualzKUuWFBV1+Hg1WvOYM6QE/jO+x++fv36fLswBebYH4IZzvMcV/6JMaKBGqkREK8IjbsqU1NTRCRA04re+oBqZgrmbhIICAkIAQiJEI1gdYqIFkLwgmYpxefgbTtklZwMWwvIMAx78Mc1Z0RKCCFESilQ1xcirVRqlcuVmWPwvipg5pBiVcG8BA3NkHmgIJsyRAtUmwvHXYNr+3beeMm4Df9y59F13el08vSiBdq0tYLvPxn36ia2vsehMK8MeVTR7FhLeprna5uk7RnH07bkac2ciGhPtm72uiFdtBsS0CInXwqHnpzYY7sunGbiYdcuYBtp1UMi2TRdcCPytXMRUkocOtRhyZdlvtxui+jSKhgiQqohBNG1TF9KCSGpQt+NqT9UxcCdmtQqxM24+HV3x+H4zdNnuWRmGscxxKHrYkojwfD2Ie+8U1UTtapahmFQi92QOMalVMKUUmLspCxEhCEMh/H+/v50OsUYVcs339z+wT/6w7ePt29/+5cVAiB2Q1BVtWKkbGJgTEYMajWXcnh11+VIaiY23I0EpoyhS0kAtQhkd+fNYuYyIWI3HHykkUjNORNaCjjPsx77bhj7fkwpEXEpJQ4pL3K+zF9+8eZ3//Ef/94/+r3vfvTxfLN/9T//N1VMAe7ee9UNJw7d9753+2u/+RuffX19+HoiiimeBC2lZKYUeLrOr7r44sWrw6Er5eFyngW6EI4xYZcC2iwlFy3AawSN6LPgxEBFSpkVQTlowEFKneQKjF7yQoaVqPOczqPB8za1XUf7ZoW1Mc/a9D7/EN+IXdddr9fbdPMyVzs/YRNV94gGEbGLTvlHIjUTb/bZsSwIdoCFgSvIxuinQkSUiELi1EfQFcoUIAYmoth3eZoNQFTbjfjLCRBVViWZKqJmSASMBuBqtRyDmBpCVUEfFAco8s5HERkiGoBYBX1eIjFjW0saTgCFKrVqzjmlmHNWrVWyq3QBQK3ZPQRTDCExB88AisyGypEIqUoxgRi6ru+ripEBmRKYqYIYCoJMhRmJAcFEq6ApIjIBooEPswMlMAPz0XfzUogIEXwWYy2llGUG3Gj10R1wVWHGmBLqO9zH5qRhS5gAdHPPKiIlz6WUZZ5Fnm6SlHrEpKalFBoiMvkjQyZvuV2WxaNXx6ybwXX5GrfUsA3PYuaocatOy77Xr9bq7JqwSSXrVozlbbIu75oGWpzRdqlv0cPxFLZBY7z1i/jAeje73le1uvddR24LvdsStZ9b8LRtoZ8nMrVT1vyHbhu4+QPYQToOQzUf6fGTnyDHiPaEN90aPJsr8hVwfxPevHnDARlMdAYrxCvrttbqw3pyvfb9XUx9LSCiT09PIjbdZDh0hJyXXAVrzX2fAKCqQK0mEqMr6kdmJnGfWUSllAVxAb0BHrwGgKiIa7eJmTGR1JUOX0o1VVEmkD4dEFHhua5YSrlNlz/6ky9+9KOfEg0hDefLTAERDdhMjVCFFEBsxfqslEXkPAydLGIm3RjzPD89XSFQSNEbyEspoJlM2ZAQqyxMIQWioVuKrDAcQaA43TIy3d/f930fOKYUEKlkmW75pz/97Pd+/49/93f/6E//9Eef/uybeZKc9Ve+/4v3L8ZuOFHglPqPP/rod37nt//8p6+f3vwADEKgqpWZCUkFrpfbTW6lFKKBmc1qLllsevXyey9ensYvKasWLUCBmACRiGu5QVlrXKBLzplVmQ5uo1EMCBCRdl2UQIiI7gDW9DB2DeNuYXXrJMxlRTbaTtJVIi10XUdI+0PbNneDSgGALZiZIQhYlQryDIASUaC1XEFbR74G8zCWmEmcGjExIzMbGdAaQa2NuCFYlf3Bw51agL2rzOXneSlrBuB35Ocn53x3d9fiLNilTc5UwTV/dwVsUtVpWgi5izHF3i0pudiceNRmpThmzWaynWr0qWttiUzRux+GoUfk82UueUIXxF+KrWCpKVbRggAKmOJLZmYCVFMpphIQmEjygujNJaQoaOuwDFEBAFQjeha/q9gEuxS2O22vFuHSboDi9pQ3mYf2iKUwGCLWWnOBMAxd1xnQPM8xdoS6LFOtVUyRqZQCAq3FpHmauGkR7p9jSyU9VG84nv/e5TpCCMMweJfy7XZzKM9fzcLabiQAbNo+fhe8ytuBI5y+Yeqm9NCuZ2+7XdOtBeB7Iw7vTgjY/xNtvWn7VW1xhu3aiT3qso3n2iBZeq7NrH3vAOD5QUsj/Ln4PvS0ibZZ9g31Cu+9996SpzzdELHr+hCx1GmaJof5prlcpxmx66m73ebbbfrOy5chpGm6AJCrggzDQHQIAQyklJxztiqRKWC5ybNwh5kRYYwhxoFxvFytuV8iMiI1VSWdnWFiDlM5VQB0vcmS52mK0zRdbtfuYXo6f/MHf/jDr756w3FYluV2uwHSZboZ1JTIixnLNDFFEzCDUsp8vsHprtwWXcqL472AGsHxcLjNk6AD36pVGCSEEDglC6pQylKK1GxElFI4HY9lubr1f//99/u+R6a+7/ux//LtZZnlk599+od/8Ceff/51ioeS4ff/yR/VWv/L/9X/0i/98kcUv0EGDPjy5cvvfe97H3/3oz//0x9jJmbWmlUBGB3Xu15vX3755Tff5O+8xO7UKdqU9cWLFy9evBgPUiaTUhgGIjK0ZVnydKWqx2Ecus6MFQCp1sU8Yqq1XOaLqqb0jH7SyopBz3wREay2UAW2SoCZvffee54Ie2eNB19+5C6Xi1MUXL1O32U+tNzTUc7JqoK53oB/gXuUacNYHSu0LQsoyyKizJz6DlABVcQ8+XAj6/Gayw7aNjCkGe5mO5zU8VdvrUptEJn/vqHGza7hVm9k5qaOV0oxQyQCRfOWfVuHZ4hIretQpy2gq6UuAG6A1uRd1ReBCANRQCQkqqZzXkS16w59n8xQTB8v5xijoQKAoXqVAUxVsS5z4hAYUU1qBlMFY0ZUIwIUNVJYDZAhYtf3BCi5NNvqzrvZ0zWYhY2EU5+7o5ut163Pozn4hjsDyPF4/PDDD2fo+aKVewFacl0jVnzW9okxGmHXdy0S16342aCSZrxgI++24qob6/ZXTUnCraTv1cPh4AzgfUkWtr4qxHeyXv/b2+3mxjRuIyRjjC9evGj9ZV7KavF+W4Rm3N3Uwsaw0E2vYh/1t03Y1rZukqLtzf7nfr5U1esZvj59318uF95IRP5RfjZhI0d51q7bVMuWtdiG6fldhKeHbw7HgccwzVOWea65lExEyEAB+75PMbz/8v0UDlzPUVPtZgjh9K3DNE2P80M/9MBZDadFzNAMQzeGMa1mHVCuigmihjLDMl9KpsOIaRzHFKWillqAgKzqbFA4AN7KsT+GGKvKImIYUEP0XhTCp4wB0yG9//CFnOKrH/z+D3/8F1+VhURNlKqKmLx48WqaZ1USEdPQdXddF8euR8QyZu9dGu+GeZ5znofhyKEryxyJe6ZsQkiKuORyq+V0OswFhuGg2CtWjMDEoPnx6euxx3l+fO+9v/HB+3daqmWwMugtyVVul/Kf/ie/+/f/wT+5LRgOL0vgh+ny9//8h3/5f/z6N379l/5zv/Mbv/PXfvN7H30nn+dv3733W9/78OG3f/EP/uCHb58eQ3fQG/Z0f3f4Fh2+Vez0Z5+//msPh1/vX+b8lt8+vg/p8PjlewDXt3MZUvf+8eny6Ynkg2M/WXiYOhngoo9POd+f7gY7dXj4avmCgGSZnEsQY6iAuWqMnZldLpfvfe97pZTPPvvs5cuXyzI3ENwDIqcnA4BjqY5I3t/f3263h4eHruum6dp18cc//gs/QssyIZpIDSGYrcimrci+AeiACPTcd6NMZlrmKTIRoaHOOTc6R4wxF0BkUMqLMnPfHVsKDFsqswWJBKCLl4wDgTkI4uaGpppDCOjkDRUKZABFKjMSwTB0ZlqrEEHO8xaXAAA6PCtSvAlWym6WSCm0ii+aagGAamhQOXEIWmtdagXCWUhEiimv7pYhhNkPJDEAVC2olZk5cNWOU6qqkksgd6KaghFWBkAALUYWemVERMXEBaCAACByAAAwwApAgdfiIxASAoDHmXEBIkrUiUhZKgDH2CtFJSRe9fRrC04RMQbPkESk6zpABMTUde453G3E1LtjSClZlbdvv/zk6wd+9UsX4pIL17eyPByPQy1dxm7pYhhPKcZYCs7THMo8z0RhHEckFCjI2I+9XrVZ57WAgeCjxT2ecLvv2oi+YfbBbwu63R/ghn23KNgLyM0Wux1X1dPp1HBzEQlMXdelGJZ5AlNCLHm5leI6pjkXJjyMg9OKFhVaY3NzOwOmTKjiEplERBhjKcVMxbSUEk1DCLk8Myy6rosxiIjL0pUlH8dDzvl2ucYYEQANai596pw6Y4C1ViZKIUqpkUPJJc8LMwfmkHx2KwxdP88zEpRSupTyvADSMs1hmxdc+75HCrepOnXn66+/KaWosFSbpknj6sqenp7MzIVQXIg4hKDiJ3CtGqmoN/IhUillybO4IAwNjg5P0xTo5IfWzGopVUuIEEKAFFV1nueKpgbIq2ze+XIZN92lN48Pf/nP8JvXn/+jf/SPPvvsYVmWPkRZRZ1WQcda14qKuBwSrqnGNE3X63W63nLOzuzKZa55IUZmEy0iQmteZqpKiDUXQZCqRAGI+5gwna7nb1IIbhlDCC9evAohPD4+3mb44Q9//JOffqIQxrGvwIYQQnr99qvz+e3rrz//9Gc//dlPfvo7v/mbH3/00aEfPvzw2x99/Auffn7+5vVTETWDucz6+KaDSDUD2Pny+MUX8+GVvez7AEP+Orcw1ml+t9vtq9tThCAi3KfIsZrUWi/T5VZzhVXzxLe+N6q0VNc3uoc8ts1QbdGWnzHcoSjepugP6Ha7ectMM/G2FXv38AttWmz+yvPcPnD/hi1PXsPSljg6FiybSnOrxcmmt7OHdFo81MIi26YswYb52iZ41+KgBuDuY7TGd9p7Gi9X/FUcYIvo33F4a1QL1qJmh84cvtCN+PTsCzeIYB8Grr95N2Y0MyBcKykb/+//x2u/GkTPs9TDNrNwPcXbq11YKQVMGjulReK+hu3nZnYRsZRyYO66Tol8ee8P9x0drrcHZCYgE1uWBXKOpegy8/3B6/P7VW1F2m2rPENPthOBIKLWwtZcQtsYHqy4hK1veLc8rUTsN7tf/5atehDtt3O9Xr3dr9VXWzLkwfiKPQA0QX8XaPu5/en/2eAX2MQkfPyGt795YtQeGRFBXRvW4janDzfyxT5XgK0u3VagwUR+j09PT6rqlYx248wc5nkOkUSyzAuSllLUSltoAFbVeb6BRgCIkROm6/XKFLuuq3VFuJyOGkJai0grOZqItpwIEzLUslYe+r6/npcYuhCCEWsV2FLzEMI0z7kWDEy8io4B4jAcui5GtuPpZeBumss3X332J3/652/eBCdmeVaYa77dbkgUYwcAAKoipRTHlDnQ6XQqpTBSSkmVQghqgcAAjdnINIQucoqVRWpKqbe+Fm15nJQFFFKCwNz30dWVj8djWFsE9dPPXv+9v/8P/+SP/zwX60K3TLmKVND3X32nlPPlNv3ohz9++83bn/z4k9/4/q999+OP+RCG4fjixcun8yylDiGKRpmEOHQcXr46jT3mea4LUnewefbupzXgIhqGASXDUltaWrVmyYwUNNJmofy4emnLNn6nb3EfwwKbA/AN1Gxls4m8jV0tpVwul3ZEmVdstB0Y3MRb9la5+RjcMSUAAHcUbzPz8Um89QTsX/puHbJZgd1eXRGV/292sBEn9ryR9oG2g4waRLu3nn6o+tTVTTxg/57mRZoD85ePRWnf2xzP3ii0DxER2JowGJ+xU9i9uV3PdrX//JvdG/39f9IOx2/rrNvAE9kY/bT17slGx2yL1ppXYXMA+5+ZOaUQIt1q9WnYVOyms0FmoMqkSiLmDy+kUM2cy+9X2FhGexouIrbtwLTyZ9yK+cU4F163Fqf9I3CbaNtQBxe32EDR53aWtrbtQ2jjDtHWPtLu+nm7btdJW+OuT5fzRrP2Vy3+MLOYOiQDAAEzNRD1/6FaQGJmNKi1enJJSCHGaZo843RylHdNt4fSTodfrQf0sAlLeMlaNoqtLwJuIZGZBWZ+9eplrcs3r78ws+PxWOpyu62VrhDWFiHRQtQZ4GE8+Nc7CUd3TRC1VlXPHMNWiWaDhFRNTKy61uPdaby7u3vzzZcINSXilDgSFRVdSilWa5EKABSYQjAgQyQKZrjkusz5tuSn8wRYPvv0i59+8mWt33LhRg/8qdRlWUKMfT8CgJlv5Q2ptFXfmGLijc4YLHAM03wTkVKzmUKAXJZas5kEJjFhsK7rwGhebnnJZBBjjAyHfnjv5SsfyVaW0nXd51+8+eFffnqZpB/vYxqXQsbK0HGklALAoUyXTz//5qvP3/zkn33x7W9/+6Nf/s7tWnKxIiZaQuwChKUoYjHNfRdfvBwPB4yhSi6XN09E344xEkPOGXx2StcRicxiZp67BAwhhGgxWsoywxbRlw2ycAVB3wquv+gt495Gb7sq097AAUCTVPPTxdvEYHy3VNhICA2isS05SLtuYVyjWNwbYtiN4LBNXCXsNIWaAcXd3+IOk92bSHjXjeFOhwu2SL8d7J25gbhN/GixUvNMP2eFbdOK+TnT7F9Uirjegzr1BQEIEQhMHdNARAT0O3dL7xX5dkRR1649f75tlZzFa/rOzf5zX/sLawlK88HtGbUFbP/KzAWkWRncfXsrjbanXNax72vI2aV4dxeZuYOcr6W4QJhVsBhCTCF0qFQt1xpjhDXl4ma2kMBLjM9phwLuqDtu2d2ge9DdNp5bpK1QtDaFtFbwVs4pm05Ju8GWXLZYwd/sOgqtbNt2Zt107mgrrjohwjmy7crbX9VaOTy/3zbYp2yCWrZpsMvGdnUhB3+IXnBuJh62wjVufCQ/oe0It7RVRFwHqT3cFqKF9qRjjEjcdRFQmYOvWgiBKUolMwM00Vp9Jpm5xvR6EUT04sWLUqSU5yCr7ZJaa56nqrcmIXC9XlvUQGbM3FFXqlZZ5rwgIqfY9b0Sia5uvBZBI6n2dL795Y9/eneXvv76q1yg3bxBiV1yt9SWQ1dqbUocAEC0+oSdsR+a4YgxRqYlz973IFpqfWZKAWqtFYy6DpiAkZg4MpYySXB7wWYgBvNSHh/Ov/cHf/rTn32uwEjdNGlVBApE+Pj0kCJ0ESkehoFrWd48TLfbZ5+9/ro/nPIMRTSXAssVUKbFOI7Xy5dff4PT/G0mI0KrhorD0B2OY9/3MOs8zwoXS0vIy3yZq+CpO3YdZYmMVBeZl7libVsEtt5dL5y2gNQz4tbuyFv/SNs9LWdsDDHaWMY+HR431aAWQDW7j1tCvUaLu0AbEXWX9YusoWGLQPcB9d7c//9j7JqZ2//cTnizI8/2dJdf+/mBnWNoPzuz0CMy2TQJYHMz7WA319V8Uoud97nL3oGty2Wwv00ygM1j0e6dsN0PgP7cLe+vZ3/luEEQ6ydvnlI31G4P8rRnDZFop8Uvm0RzznkYhn0OAQDMvPYkEhiRmZiIkTFz350Wsyyr9SEiqaXm7B1121U/g2Atn8CtX1d2DHf3E81VM7PTt5oph60CH2MchmHvD8zser3e39/jjrnfvGBLZ73bVrfGgrbtede+6+vssNLhcDgej4fDwe2vt0a2poTGh/Zsu7Xy0rtYX/NDzUa38sYe0mkVY9xqxW3/PKsihjUKb8/dr9kVUj2TUNVQSvnqq69UC7Ex0eVyqzL3fW+6qWyji9WpmSzLolC6rjPFWqvDLLXWwM/AMQAQKq39bJI6cOjNMDtgogKvX7/u+xeEXGutNlNAjhZCQNJCGEKIXYKW4zC7bvnYH7quq6o//PFP7w5hXp668QWUEZz3jc+xoap6WGrmcNj6AFAhhhRDOh2PyzL7OoqKVqcccAgBVZlUjRFj10dCqbnUCjVnJQYVQgMEyYX6lFJfpJYs7798eXmY//Hv/sE/+M9+76efflUryC3PWQCjkcbIIfWi83VeUsDjeNfHVHKebvPDV2+PJwjcITGnCGRmGQmHMSyX8vh0efua5l84wNAxheN4oEyeZQ845MTzYrVWFIkxOnOm1lpqUSRTQFjNk28FR5/3w/Y2Cs1KJTazNtaqGZrmYnXX/7mFtyVuOqC+d/d8Oz9UtI3T89/vM4D10O8U0n/OlO8tVBOfwU2QB3dhcruAf24NYG/KbeO2bmcstC/CjSPRorYW9duGh8RNp6z5vIanNczhOXoAQF6/t25SAc3U7r/3ndUG9LGpZqs38CiK3s2TcAMinl3Czg383F23H3SrNNjuBbvRV7pVLLZPezaCuM2KoK3g0RyAb5iu68p1InRvl8/nW835buAxWghxcZ0fwkBM25Jy7PAdYL36NxKRmQI88x1xC1V9/W3DFRuLv5lv28g5Xpttm98DHQ+x3fy1K2+hRhO4dQPSsqKfe3CwJYW+JTyo2i91Qyzbt/iV51LbMfk5mLFdf0umReR6WzWCvK+tbfX9srSnT1sL234/NICrHZm2PqoaxnGsklULUfDJeWCUYl9KyVkQlhSjqmLoAaDWolxfvHhRy1qCr7XebjN1fLvd3MfQrqYHO20psRICpJRKtummRBQ4mFGu1USDQYiAiMNhDCFU1TkvRNz1HdLK51EgIF5yefP67fUYVG7D2HVdN88zwEr/8g5GZlb1x0YqUn3+lBs1XZuwr9fbNN3GcSwl5+VqoCGAmoiKSV2WxUw4YN8xM5spmqEaIxlIzcXMwGgcjkN/mhZ5fLr9+Gef/sd/5+9//tU3uUrqTwaho45Tt5Q5dXG6zUAkVR/PU17K6XAExTkXSt00F2YCxpSioqhYTIRRXt4fxzGLFCQIkbAgx06msixTzhnJuq4TYwYMFmJgtVrKcp0uc7n2qetx7Lquat6DOS2T9bpTC2f8LLVI33ZBcSuZttlGfj79E3ArW7WfdRtf18x3C8r22329nt3eJSKHRGiVqFu7Pfb2vX3OPtbenwrvDf6rL9r6e9vJ2e5l3ah7QKP91f6AuS3oup62sauty+bnUoH2jQAQuuRoQwPT8d2Qv10SrJpY63q1m2JmQqR/3gKqKsAzxN8OnT/f9suf+6f9nbavwF3c3Ran1lUroq0JbS+nFfiGacklEYnW8/nxen6M3bde3p9E7NSHY9Lz+a0qBCR0T+nKHDEs9KwvAjuExz/cKbO4Bcvudx3h2f+Jbth3e3Mzo7Tx9/1n/+XhcGh7u+Wm/r2+gVuiA5uh3997OwK8TUv1UN2F5Pw9tdZWE/ZPW8EoXPd281Ww097w/2xEZIdkm35n+7SwSQnRDoJr6wZblgk7hu4e+2qLpq5r1A/peoXr7ZFIkVRVL5fLOB5FbgUKUwGLxC7bKNfr9dWrV0RgZq1g7dcRY1wVo4Db9r3dbiHyMAzXaVqWGQBiGMYx1FwDQ4xRUXJdSqlqhqSncTTEcrsty8Ih9gMSUclyPNy5WQ+cUjcMhzHPGGJcbnmaptD1zKzik6bHfhiu1ynGCKCLSM5ZsaaUQuRSqpnxRjQ+Ho8i3e1qS567jgFZlEGzSBYVZn58fDADpo4DxhjRos9sROSca0rD6fjieitvXv/0D//4z//JH/7Z+ZqmUimKGARmZCi3hYNep8uLF2M/HM+Pdc5LKmnsD+PdCchutzznJSYMKBWWvAgUfnysHxyiC0i4AjNVATMkW5bpej3P8QUPTjYQ0WJVRCRiH0JgJSLSqgJGvDYE+r503g4zX69X2Xjf+wCn8QQancA2nVuHJs0s5+zMDQBoutDOq2vV5n1s6DJb/lG3y2VvyGz3M250l70J1q0KF3bNjY69bha80UDdItje8LXrp01iZf9RZrZs0hcthG+b2d4lNfmJchacs86b9QybAG9LF9r5TEO/t55uX2hHGWqeZr3fjSLy7NUQbWeC99iae4q9fW8/NPHI9v7N2fDOvJrtotoGs+zRBm+E9m9qQa5vJER0uc32GGutXRfn5fbw8Pb+fu66V7Xq7XI+Lw93d2MkMkg1RAQUyaRrSmFWEZGpCZJjCFyKtPKM+3W/Kh8VgJuYz4omibQNxlubnu/hw+Hg6tYeiHjQw8w+1gI2/Krxsm63m23SVW7HPW9uLKlSissEuQu8u7tTVe8eiDG6puntdtOt/FBr9anR/r01FwCAYCJiosyhT53F5CWKFbbiEEM0Ua3SsJpW7VDVNuGrXVVDvHnrqWzuwV9PT0/NZ79T5JiXW5AgInd3dwB1yXOM0V1ZjDGGFGMEiyJSS1ar9/f3Dw8PhOF0Or1+/fr+/v7+/n66zS9fvpznnHMVEbAVhOq6rtSgm7YE2K6JYxgIGXwGdKRcbyKLST1XjTH2fc8xTPOiqs4aPxwOl8t0fTqrlb4fRQ05Xm5Lua2iLtM0GYKqPT09vX14uL9/KSKOKhKRiuacRUkq9H0/3RY3hcuyeJfc8Xi83Z7U8jAGgk4kV0EAHcexVvHmZDMkQJVapUi17/zid8fji08+/fp0uvv666e/85/8Z9ebjPenNB5EYF4k54JMw9A/nb9BUrEMal3PMfJcllrr8XgXQmSyrgOOIFqR8e7uRNrBXJZ8NrPf+u3fIHqjqrfpNuLBe/QA4HAYnnK+Xa+Q39wP6dSd+uHEh5SMy8O0LEvinnElQfv6e4Go6XqmlM7nsxt0ETkej5fLxdHMJo7vZ8P79T2hbmOGvFd2WSbcKsleRvbz43uxhRtee1+WJWz+BnfIPm2znGpZsRTf1s0t2Tbj1wl2Pkb16ekJAFyP2otvtHH1wm4Svf/Gz3DaJobbM85rDh+3JfIfPKjccsqVJzOOo9aVUOEX1iCRlk61D3eowXhlYtzd3YUQfNSBA7XM7MFj3aRm5nkOMXqmpaqHwyGE0Fp+ZBt0Dts085SSSNk71AaBTtPUwA3aBqSUUgBWGKfZ1uYjV8h3ixxXdyUVNsy6uUMv4zka5layrUlKYVGtNd8fD5+/vQRKXde9echDisq8qKngeBhiQNTKaGPkZowAQGT16inyYXjh2yaE2EU2MwIjotPp1LZH2EhTfgv+uF0S7nq9+sq7PdlXEXLOvoU8bHeABRH9bR7K+Cgufw9sI8Z8Mb0X0gsP/n6fNuPPxc/O4XDw9XdP2VIK7+HymY7jOLpvePXqFTO/ffvWf/P69ev333/fQxwfI9pQOD8al8tlQz7W7t+WirmfwB27oYGWfmG+zWhT7V2n1JspgOuyyDj2McaVygo1sHjM5PnX0/IWEXXt9PEYKpdSzudzra4QnZji5oVC13VV1IRAN3VvJAQ2mZlCjMHTuxhjAAAMVsQ55grGHGKMgXnRfLtc6iJEhBZFa52WJV+XZXp5+ICIgANSQKaEhMgGwBwREUBd7ABEiYgDWaAYo5SqYiJFVbwQkigyc81yPk9o1UwM6rJY3xEzISCIiRRRBDVEHoYDUno63x7P8+s3tz/9kx/+5KffXCe81iciCuyBNri+i4GkjgCl1EVUIjMggGK1wsaAakYqUrWaKkIhxZ4iVKq1Pl0v8b1IgQ1xmZd5viFZ6mJhDsjDOAh3iLAsiy2CulRefi4Oajxr3XGcG6PftzJsdYLj8dhaBNrW561NHzadRUR8enqapsmzSdyQItq1BcAO6NAdecP2/MsdrdN2YKttHIxm0baN+syn9DiobuOiPN30bMGDU9vIqW79WyTbYK72pW6F3S778WhvaB4UN2k82BFAm1nkXW3QGei+CFKqiZooGqABIxERkAViVRUfjFCK88EDMeOqh6GqjOR/Re/qMLcMoF3JfsEbKR7flcFoQMHe9Lc3NHyMdnxW3ZU67d3Swj7xgl1lssOQ52lebr5cpkZEx+Ox65KGUCoWjKYqtWjOwQrE8d3PN3+CqmqwaVPv9PSxPhNg2gPFTcOjrYltrcK8sYCa2qC/ZDe3ucF3AODjYjzDCyF4vZQ2RJ63KS7u+9vwGXcnjQ/pvla34tY+e0N4PoP+zmVZzuezHzffeC733/RXWtbV7sX3s29F2vBS2HU4tydFGzFvnudpmlrg0s57aNpeJqWUMs+LP8sXL14gZG8bERHCwkyAhohd181T9uArpbQsawtDCAHxeZZNzlnVDsc1ZxcRc3iTrOGZqmq1KohYNihqBaqpSgghMnOMjKS1llKenh4QojcniohoBVuRATMTVZUCgoZEFACxFPf2oiK1ZlRjZlYi7ELY8OIte/InESKJhnmZ0TREBAg5z2KKxOQza0RBkQiZokBZqv7kZ1+Mh/def/P4D/7h73/95prGV2NAJ7svc5nnJSWNCfu+A1xElrxMqhK6gYhFZc6LFlmWisCWABB8hjNKGrrRpscln7/4/Kvy0UszIuZqSuS9gpxBVDGEEKBLYJChlKqLWFq5CmysRYdh8Bi5tcD4BvKQ0J+mZ6llm4vtJ6RuQ7fXqY2qboXnefaS1/l8RkQiaEF3i+j3h7MFa+s23fVb7U++fzjys/VxY9ToE22XN5PdVCR5U25xPrgP4nBH1QjUeyC4WUDazQnQDfn1VWqFuHYjqzcNsR1y/71bkyYjDLu2UkQENbf7bsrb/5jZxZlE1T3E6ifoHc/n1wPrQJftyOxK3O4F9xGxe8d5a7hryys77lOzm+0R7O9ad5UA3I1VaM5j74rwXdkPYAMpeZ4MhBBzzcqxj77ZOBAWAxGxWkGVEeuOK7xdlNHWLldrZVqnUeoGnbUrcUvVQI8WELRWOzduewfZnr5t4PvPIenNCrcn21xs3dQyGsLp/9qksdyIN6KE7sA6aEVvWucb+y6tW8txayDwr/ZAxMOXtq/C1nznj9L/04tkbgkRsamQ7r0jIjbKbAvv/BaCn5Oc8zB049gfjyMSXC6XEIJGc4Mu4hdqy5I58DiOCBxjTKnb0pzu8fGROcbYERE/l2ueaRKiAqaIiKBIFmMkDK7PI1YVCmBVq1EpUui7TsyWaZaiKR5daBrR8eUiIgYWuzDE1IXOzKqBKBiC9yEAIqKnbAZmIQSXouZA18uEiGaYUmRDM2UmdZUlWFuxCQJgFSlEVK2YGiqaIlBg4kBMBEuWKvjJJ1933adffPnmh3/xCeHQDe+pzqoGQIUAoKgqYoiRa13bdpg5RAZjkeobzMQwICIjMBESJoCoSmWR8+X2s0+W17+Kv3B4eTf0yfClvuy6B9981bTKHNG6PlYVEjN8Lqv6nl6nOGws9RZBtF3Om3aK7yFvNvH4Ys9s0W3yauPb5ZJPxxPAKjjVTlE7XfvLaAYXdlEk7vKD9V93NV5YZ2ytDgB3EAQAnM9n3+vt6/wDPd3RrXHPP81XAHaMo/Y5zQe4IfBT4ZFjY3+7PWpWoB3s5kjamW/328K3FAIQmYgvInjyIWIAjJhihBh9dIyJ1JwxIAKwS1BUKSpuzuCvlAr97tpc8manWti4f9tuiZ6vs92F7di6uBvmE0JQqe0J4rvKxu0R01ZFQETVukkemVOErUrOGaswskKwrUgTGVNIWUVVzN7JVESKozErNsDJ7y6ldNlYMbQDuFtS2ByDbCVWZwHZjmCDW0Ho546Am2OHXA6Hgz9Bh1+cRNTSTff3vPGR9sA6bB1Y+2xj/5/tMekme+eR+DzPDqdfr1cHskTEFe720FxzVHXTt3BnwBupzAO7/YnwNbm7u3P0uDXErY8YtlwAEWvVnNf1ul290NEzwXo2AYggb7kwbL0VOefAXjMJPlq2JZJ+6tsOc+GH/fW5oSCilPoQAVDqdU3DSynztPT9yMcucBqHDiFWlWUpVqRqBTQkvi5XRHQICNZKHcIGKz97wl02tK0pmYFu2gOAOs+LSE4d+a2JFGYEJi1SKpBxZArkTthi6AL3b94+4V9+9tU3j0+3en833DK8frzEGI/jcRzuEaJaNqm1CJCrh/doFjiqgkuAdUEIEJAB0Ke5ZJU6g6DqVGTAInK5TlMe74d7MBplDW8pIRnlKRtmGjvVAht3sJQiIBE7gOBSgg74OF+NNtnL9hxtK/8SkUciDUFy39B8RjtLAIDgmOlaK/Yoo0Uxzei0M+B7kTfksIWg+4DODUEDr1tY2s5Y3QQhVvcWY9/3rUzn0wg813Hv1WZkb5In2s6hv2J8viPe5H9xRwD3b4EtgqtSaEfmsY1w3XyYvVtNdV4/AYLL8qsRrf+JtIUqSAgIBiYKbLAzhbBKwhgAEKDRLnkC0FWTzvaITaOv2LutCbCmJtychL2L6tBfaWbeO2nYPSnY5ivsn9F2zRUwxMTwPKudllpTFxiJMLBicyEhBKtrxB1C8PqErawqa9dZIZe6OPW87uat7+/RJ3z5ynt1x799j/y0PflXcbNmHHyD+XnZrgoQsU08bUknInotAQC8AuRZYGshbB/eFg0RfROriO0SGhUhxBQjIeZlEZFxHH16B25lLd5Env2jPAuJm3DLfhPun2x7fM1l4rv5U6B1yACIlMvlMs+30+nQpd4Nx3YDLemT5nzaSfNNMI4joivmi9RV26iUGtPai0wBY4iIyNTFMC6TED4/gBA4BDCAIpCXBRFTisOLPqYBjG7XKVJnWJzYHkIAyQa1lGp1BfmRAAjFqhmq2fF4t+ZKIj5BDwAM0Lm0Zcl+cmqtRKwKx9OYy60UrbUSSM4ZUbpusKAi4jJ34DP3VKUqEeVSb8v1fPtsnizEE8XjNGkX74iIsEdAhIqqQIYYJM9GroJpFbVWrRVCMIOiSkzB14KMAIIKcuq6/vTBt9Iv/cohpqsB1FpsVlVdltkFyxInmqjWNeF1uN6YSYiAAgfGLtdbYzjgNgul5a225WfNGdDGBIctw21xkx+wRo+5u7s7HA6Xy1PLAHTHMW9GZ2/9zYy3dOTZB+wF0PEd9r1squV7m9Vcgl/MMAy4wbIppVq1xUS0o362e6GNxLl9b20fvg8ecWvUtK0y4e8v5XmtdlZ1LQKHre/GNgxap4WYQdSqIBEDJg5N7NqqiGpdsqdcXYjoYemO5h9xvVkiMnz+UlivUPZXsrdr7YfmhtvzbTZxbw5k18qHz9jdO+L1zaA0dVVfN9lkQjpS4Odgiyl0KZYYh66jlKqFKmjb56jVsAXjwbefgaqigZaMQKgmuRgRiLof29v9sLWDtCeyB69sg+aaxW8O0sOFtiabCXqmh8lWJ3dASbYaj4dQvA1otK0XwQ+UX09tGhjvVm78Wzg8K5vuz8U4jk5Vcr5Qi9MP40jruB4UkYZu2eb71320BWreOPYcf+wQvLYIuNOgDg2gZ+bj8Xg4DPf3pxDCJ5980qyGhxemJiIxxVorblOEnBxiZk9PT8zRxeCY4hZsci7r51OA/UESkcA+49QVbq1WqbL4baSUDocxhEAYawWmMs8zmI/9AGbkkKqZaj2dTohoxAakYFVNFXRrmCby0U3CW/pLGMQKADBHZgRUIvPRrCklkWywmJnn5QBQavWJtWjgw5V8dkoWfbrMagSmyOPh+AKxK3V5+fL9UoopVCl5EUSIHBOnqZDUWsWDSlIBEUCwYjNoAlY0ZuYYE1JnETl0icb3Xr341V/5To8/oBByKct1tuCQrtWctQshBDXeKChk22Fg5MCBgAOskxdlmxfhb3a76aUa316tErDfPW7dGjOn1hp9nKTZy5cvw8ZW/jnEvBlQ3XVUtY3YjiIAwA5JYGYg3FsiP8A/F5baThTed3+D+JdlOZ3uWy8PbognbhrozV63W1uW5xGS7YL3xd5mUPZLsT+67dpsk59sibmIMCABEqCJqhqoESAjAYKImKiKS5JjIMaYarvZXRNGK+4hPZ9nW+3gz4eZzQ3sHcBmzXH/RGD32qtjNpdca+3SAO++2qNpN84b39EPEUxSyjpyXWq1GHwiqYiIoSohsauENZPdLq99YIwxhOTWiba2g3EcF9EWvzdj0nyA7sqtsgk+7x1G82GOvTQf1pbrxYsXvusc3oibxJAb1pZ9hk0CqG7d3S2n9I/lXWNd3env90Pfyr/tLDj09PDw4PeYc3aKTiNt20bTajmQOxvZqhGtYtdOervftqudBbSB9r3fbxjHUURut1uMHCKVkr/66qvz+TwMg7fk+dIQEfmns5VSCK0xmpljyXUYBqLgsuy6schLqYdjn0symRHNY1XTHNi0dikaM0diZIgdGhSDSl1HhYhWUxVjOh1fvvfee9Nca7EsarbFR4ZeuQYAI0YKQIhIIbABuF3Lef45B8BISIaI4zh2XZxmVi03KZfLBVCZuQogYtd1qjWXZcGJMDIyIYkagDExhRCKlyKoqiamEPu8yJzL+XzV6hM+Y+SkZlaXKtJ1A+BS6rJt8YCAIaSeOhFXPWJQQ1yBqcvlluVSyt04jvXmsT0Sg3tWAJimKdtqk1SVMajqSiRSRcRqFTIoPtvBWqtnyt7BZ1tjum1SWb7t3MztGZO+sZxPvT/qq3YQbDtks63NILbNs9+I9lfwB9g0KoBW0qT/oYjc39/LpmHn29rjoNZMb9sYEER0nQY/8w7++l14pLIv4jXLjri2Wfrb/DKcnenf246Aro1gXbt42vUlNKJhszgePL7oxj1grduLdmJetuFIbvfb22jzwc0uw+aK1AzeLfbsg1ncOvLaCu+87zuT1puraH++f4iyo5Q0nwcbzNgernc8ubHrugh2deupannOC2HH8Xp5AJHJglBKYR3kECNKvrVdgYhg6/1er9e+X1Umffu5F3cZq/qunKpHNm0uLmzRt3OFW/7qZa222ZwL50st2yyX9sRbhO7csG9961ttBF7LmFsb/B6I86wUNgEr38910+ex/llywy+1MafNzKfZfPnll4+Pj8fj8f7+/ny5NHyyRSphUzfyJBi36N4hr723bo/sfD677CjskktVDYEO83Tu0pGDlTKbGRIcT8OyLH0/2sqZPZjyshSEFOYsAMwADO+/eF8BTCyExMwAVHJWtT51YIYIw6G/nH8WAKkbTadlLirYpTR0vVDoE5guecoGpLUHwGkhKFdEJCMFUzAkKpJvU+nH+1zzOI7LMi3TkgbOi5Yq185F0CwEIAqqggDMXCy7PGfX9YfjgIjn8+Pj4+PhQCklIrhezw+PCyIcjyMRMHXZW9WRTTXnwoxDP46wSlhXraa12JyNTdkwsDJTenH/ap6MCQPr3SHF3rkfU5VsXBCUIw3x5fn8ttRidkwdMIGqhGjMNVNQpFqWXBfRBTKlcOrDqyEeMM8//cvP/v5/8vCv/4v94+Pj0PfH48A3+s7LD37lFz7+8SOVnqacY4SgakWZOwUgRmbRmqd6S9wj0lKya1KqKscQUhRTJKylclwDTDOblrkbelW3kqpa0VBzEZEKkBHV0MxyLcBkhF8+vnl8eDgW+M7hFTJfnm6IGIeUtc51CcECM6JBlSVPeYHIPIS4QMimENjMskgiDiHUZWGmKUspSwjh7sU9AS7LBAC36TGEEIOZKGvmKh3AKXCd57IsuVYEOKQUnH1fK765DSkeIS5ZFSwqhMgA4fYwj+MxdHHOecmFaE3kj1xFRM4z14qugYNoy5VS0lqPQGpBb6Xve+66aZo49mJrWXhZ5hjo2PXVclDLJasJC4RAfQAIxkR1vtpiB8RIHIjZSJdZ65ozMTAwhEMkplrnRXKaJXYJRK45y3LjrscYl9vEZTEOSqxIRhg5GqOqXjGJqwvEQIxaxcwCkiKqTioCgoEwWHSxyT65M5BalloUACimwKwUCAMYrnUHQoMIEZv/1h2uDVvxwzYl4BYFv36AEA9xOffly28f7j/L80V4wk76V4ehT/OVUW15nOYZT4fYHTpdDRkQx20wupnFvitagGA8jW5hb5fb26e3/XCwDdNTXWnyl8uF2RBF1VHB7nK5zPOUEt3djU1bzax4IdRDczPOedlgDMq51jr3QzKDJZ+JKMVBtXQdpzQA1JRcQLQyo2ptnsPjRdrGDDw8PLjvcaOvqq2tjLzVIwR3Nh6GFynIKCan+9PT5QmveDgdPIv95s03qhrWhhXwpoEYIwfKOaspMRKvxId5ni/X83uv3heRaZo8L/fR09fr9XA4qKr7sHY9ZtYEwQlgmwdEIGKHw4Eo5EWKLIiBMBFR4EiMAmssVmst7jkp5Jxj7BA4hBBTqLm66yOiKtWXynaYo+8Y2IrDW4KTx5QAICZWeIey1oDjfbDpUIaImK5zwxHRdP0K3l6yUT6c0YiIDQRtwRG9W+wytVKqCMTw3Kiyzc9iU0ZOCAkhIWKtZVmWWkzEMAARgTZ4VEWsIjCzGnvpbss6HeAuCJEopJQACZgi9x0MQxhypZzz7Qa1huPxeOjH5c3ldruGyMfjER6Xp6cHwVt/RKoUUioSBFTexRz3gLvuyPj7aNHehdf94vZxmT9rpFUZMZdSag0aQ4xDYAxYtBQtFQwqAVHomzQKxhC6mMgAzEAtAuRSfFtH5sCMolQLQ1gX2ASXrGYohYgCUSKqIKKWGCEwiGIpPdP93R0zO+Rac0amsUsc+/V5dcnM1BSlhhASEdRctFgVNiUjNNOipmoiWiua8cYXALNEGMIK9eacSSUw9YERkGJKXag1TGCIlgIaEKD1fQITAAUwDuiU/2VZKFIkTiGmGAMSmKKOeV6ISEFU1aQgqn9Mn1A1E4X7MQlgES22eIpZDEStQBVF124JRMJYCESqFanZzBF55og7aRpiAhAxqVaCP1Y0ZOeecQyB09z49WBggAAAyn+FtdFeewh7/3OMUQS9o7AbuhBqSKEquMXxkDOlDhFT6hCp5UwNNvDMw4uruBOoWKlZ3WpYW6Tv0GUDIW3re/f++X0O6ufOo3X3HHUbHmc7irAbjX3BGREvl0tTJ92Qz9Ja4nVjCnhuQZsidNmGi7UCsg/t8g5qvxLY8Zv9vuo2pcMzXQ9AvZ1e30Xw904I3i3wNOKs+w9vDPQr93/yxChsq8NqnuwTYKNMmdk6SVyFlqVIVTYxcnqD2dZ4EmJ3vV5DSBzAy1kEK5O3PRKwZ264PRfWKMYI+KzPrrqJfCFsiZgL/Lyjve5/7r3Xy7LU4nVINp+bt+GntBtd63vicDgCQGVi5iAE4PPrY6l5Te5IGb3VxWqVFbo0QyYKnrCDbRAtPpfHV+spMqkq7QQJRARMmdkgIAJgJQCXcEFEBEZkokDIBqYIIpYl9zh4WpeXer1eRSKEUKuEQNN0LSXHGFCySmXuOyaZwUzX0crrhzMRWTV7l8fdlrEdWt2VpJCZZC2ZKiKAAbqAMSJZDKHve1Gty6pMy2oZarGqAQCgWiXg2HciAgKgFgPFkAJgXfKSlxedACpF6rooIlAzAMQAaLULnSqLSKdOttOAZFIjYqlVShmYuxirFaslEnfMASirqFTUmkLqAwPQNC1qGmIEwJyL1hI4vX8cqqOxDJwiBTazWu0QQkWosGLErZZYawmIAUkQVCqBRaZAuNzOMaUhjAYKVsksCakZqHRdJI7LMqnUBCHFgIh2SJE4hOCzmxmRgBlROjdJNUs15w4GNjOal2VZALEfe0O+3K5TUSXshjSVWmqtgFl0KRmhpNCnFAqvUK2IyDqKA8iUTAE2GQw0VRGVYAQABqaAQKyIhKwIiGgA2OrJ5mQkMXuHRdpiL93K7K0yyTsBic8+++zt27fvH79lVcIhSIFAqK6wZhwCNTNHW5dy3cTyYAeCtRPU4lbYjjNsPWK0VQhchNmBypYlXK9X2wREHaqyHUOhXTBunQS5zO5pHLdpZeF5nlUhxng4HOKqRbp2nzRvZDsUbh9stQNIu/KM7dq2aeM1+Fe7+a7byBfZmgBWWsHWc6c7tmtDax8eHtpqbFtiHdPtv3dQyyOw0PjRsAsb25+pAhjHQMxsugbsJc8YuOs6D5cCc9d1XT9O05RS5w62hECA7rKu1600D0DECGtbitbKQZmgfSOipZRkWRAxGAG231fPVHjr9GuPLcR31hcRiRh3Wkjbij93D3m6KiWn5CWmYiaXyyXEbZRosBC8ROb1ho3KsrlcEatFGJiQA6cWeiBRCLHm23olSADsUiot3jez1aQ2Hy6AAIZiLjIKAlqtlku5BNXD4XA6BdV8Od+sP4WQhrH7+usvP/v8pzh+7+7u+ObxXEoeYj/Pt6pdJTQy2FTmEbgtGuwAQXi3kVJ2LUJmPmkdDQzMAJEAFCw80zcNycyEwDjwbb4UqcgUx2QISy1VjJARUU3BQ1LfYoqgaOfHJDKOfQdymS5zqR3hmFJkSmQGIGaR1u8gAAVJyBVVGU4pjH1XIpUlM7PVZZkvwexl4tgdHYa+FU09iRiRElHloKqGdQxWSp0tqypBQCAzi6qhmpVitSJixMTgjqG61FEkNTBkCwF6b1W/1lhtrAwATBqII4Ogaamn1MUYbloqSB/TOPSImA5I5N4TQA0AEgcO5DUMEVnq4svr9fAo/bIsUo1jMOK7zq7LIgYYcSCTxEhhqeV6K0VrxOXN9THhOlahmBWtImYIceiVsKqpiSoBERKbqBJ7YqSgXkI2pyWqj9EEoi22ce3uHZtr//9uqnCjomOr/6sx4NPr149v3776WN1PRF3Dvma2SikmK//KS50e/jdI3W2r7jpIWtV6bzo9enMX0iyvbrK1y7I0XrxtnC7baRTaDgPwg+zMzhYHtCi767qc13DWsY0Qkis3NBPqL79U76dp3V4uVeKFNNq06jwe34ePtOtJ9FtruooO/nhicbvdfNwx7Jrt/auXOTePaJscZ3PPvrz+V14FCVtN41lfUE1U9e7uTsTyIjnnEBaf1JRit2jFsJkVRA85Vd1VQilSyowAKUTdycQjIkEAAs8DzCznmbiHkGpVMSVLrjZRyjZBMJCIgGGMEUJCxBCjM3Nom9eIyF4xr8XrJIb4DmrUyvFmBqC0Ve093FOrpeS1iDd03rulqqqItKk58iYAS8i0jk9AgJZnNAxdRQBWzTVC70YARFNTMK21qomqGFRDJ2+omakoWAUgZOBgzJE4Bkq2GBil1N3f393fzwDLsmQmKsssmudZZrrB8Q5QlyXfaq2VFKKX8AzJDJ211UDVFvXvnX07t+1oFRFcfQAg4Tq9XTWkVHKWUlLutAoBoE8QQyumBBgYDUGzikiAlDgQMYGxqZWqhmwwcDzZpAgH0j7COMTMkkIkQkZIpGJiqH1A5lAzmFnqx5SSxmSix+OxT6ksuabkrTo5ZyCMMfJGTn073cI4OtzJzKnvzWya5nFgSVAS1KpVRLUQE0UCk2JQzIgwkPrAqQrVD2cEDDEIxRhj3ycAACQzi4wAKphiCiFQXayQ3PcxpTRDrZXGcfC+ii648QMzI7AQQp86RwmATFWXWlwAVEBE5JhGs2PJMpcMyBQPVWxalus8lS4ZMgUuNZ2D3pZFtQpWRDaEIhLUooFFVEAEBTRFkyqCSBiAkDgKopoqoCEBAgApIAKKKYH5GDIfNiuqWgXSz8+thC3v3wIa2JvmiMBDN4uq1iF1Kc2q6osWXBYwOIWi4NY9i1tB1Y8SbaOn/TPDpnmwgRurtJFuumyuMdUwTDc7jjh5+L/Fbe9wwFrEQ7uK9xb4rkwwhOeBOU5ywY3+Pk1TSr0bdNuYS7DBR3GTU/PP31OJWgjbvtr/tr1/H846Huu+0P/WMf3z+ezyQc0HbOEvdan3lXFD5ysZtvFn7mWbp6y1rmUcRAsRmVm0qq1eFxERQuA+xpgXbUsMuM71aw6gpW9Ebn9ty9vUzMAxGyADbJ0+XpkHACJ0Z0xEyFj+Cn/Z43pdhzTB5gCccbFqFu0VD/FdMjs/d7evlSsiYoRhGIhBpMbI3uURYxQJ6qPMVyE5j3kREW2LnokoRr7NRawg1Oa9XfbEwMkVbU+oKZpBCMHARFBUcJtV7nmZCpoykBABEhESKhIzCJzP53lOp9P90F2XZQmZbtPTd77zrW99++mffj1J4BAIwUpZQjyoEYagLAbkg5nExMj253Yf9bTTixtNE3FTI3ZKPgAQoqFslPxaa54X0UJgZlJySUOnK+lFzExLRQAmRalsQGYkaFIQKRAz0QuCWqGHOlKNpy6mkQyWaY4x9jGpSK31MIwxRslFRA5j13nabtB1nYmWSETkgl9AKCJLyXPOIqJAQPE4DKp6vSoRnY4jAFwj9L239YZa1fcMrcJqq6BbW4pmBQpBCNx1SdeOsw4AUkilFM9PRCRGDIyzSOjT2HGMJKH3S3UbdHdY2/dRfUusXBREp1IjEFIMzCymOWfSwhxF5DbPRKEbegOc5/n120cxEDMAUrD52J+vl2ma7vGFqk7LcrmVa8kGhBg1cNYCax8KiAggISEwVoBm/QM+t3opgm7jI7bnbwjPUUJ76U5QqG2ntqOq1L4PIUFZMjMOw3CZJlFiCn2XeAuYQggYGPnZCDZtEtpU+1tUy7s2wCprMa/Jf/rzchvXyFSwUZXaY/UvaoSl6/Xaft98m++Kdi6Ynh3PsiwuUkQbqt6ow/vcqG0eZyu5bkqjqE3T9PLlS49OWuTOzF3XvX371lem7OYht9mL1rovN5Jeq178nHvm4IWdZ7BktYo7Fql/qRvttfObGUNIAFLmSU1DCLfbLcYuhr7v+hBSyUuzsCqCKKyKG4mt1urxtacYjnjWOqtWT+DUyNREBcGnhiat3m9ZEUNKCZkNtJYV1SqlMLAT6plLDMnwebISEelWshbxc/UshI2AvE3S2XBJxxMNEa/XGzMHQkS8Tdfr9dr3azO9fyACg3lflRKtMvcAYAhFvChkvGJz2piFz+dBDQBW/AT2LTmGu+FHzGwGqsoUEVDMzMjUFKRqprKMfIgxns/nr76SWg/dXYfz4njM+x+8Oh7H/OlbHHq/uRgTFD+tXnywVgm3Hcm6BR2wEwqnd5sq2195DSByoMAAUCUTY0QmBjKMIQSkXAWVWYNq9Ua7DpmIOmI0YNAAwCQBMZEGwsB4NEgjj+MQQyCCw9CnwHNHr169Oh0OJlpK6WIXQrAqZuaiXMwciBFxut1U9XA4qPcEES613KYp56wIRHQ/39yUzGM0s77vInM9dsuyqLgWA+YQSjFGSomrkSqacTtLqmBG3u7g59ztyDimEALesggxo4GUQq6XkTsYxo6IIgfmobEPEPHl3dBOIOJG/UaPSwCZYkqHwyH2nUhZliXP0xqyIICPqDPIh+E4dGKQcy7VR4R30zQ9ns/nOVXTy236+rW+tTyVknPRAkwxcugJVaUogLEZAZjPTPbr0ZVWamor5VTWnhzwHR6JWwC0zx3dIK7Vvi3Y8qy65iXnpWb7+puvputt6Ien6w24zzl7dgUQiAj4WfXPJxQ1pnKL35thdbPloDyHtQENd/PTVdUbwptUahNndRFW2HjhzUDjrtmbdsNVmvg+M8ewcurdXCKuGtrMvPW9WoOaaZOw9dVwXMtvUHbE/L96GG3Tu20OwLZ+N+/e3wUrK2d0HMfWqOufYxuPo8lhOdrhdw0AYZMVwncbv59/y8xmzwOk1nSozioUgtRqMcbT6XQRqbbBZ+aNLMVWqyGbualGAKiAjsUH06KGIuIxboxxsppzNhXkLhKZai7LNM89r/O4149q3B949nVtOxKRqk/MWM+bqvfHPE8LIiI1dwDatrJtWKRsc+NyzlW8EEqg74Q8/id1qwaHwAh6PB6XWVVWJrhBKVlrVYq2mnswgGehq3meXP9RNIdV80bN7HabzBCMKCCgOv3Ct8146OFKLnpDNKSU+tSHOajmy+VSIfeMS5W86OmIZVERqQBCVXCF3Zii4XPgwLtuct9JfoO0a8nxm9VNHWzt6gyai3Zdx4ApRDIVsEhIpuVSETBgikhEQBwQJBoMiVAxmEWCjrljCkAA8Isv3nv//fffe/WilHK5PI19ujuewKzruhenOwKc5xyQmCN4RqU1cXCxTBN1CehXr149Xc611qWWXvDumDBwiJGZv/j6q82BDVbXhxtDyDlL3gQaq5RtfM3jNe8D2BbQuRdpSIKIHA5D13WZL0Q0dBEAcp5j5NRFEYlxVd7u+9GLhCqGiJ1z0Jk99uSA4sGsqZkoWAzEAQOBCZjI8Tj69/Z9L2JP18sy50MXDsNLEZmmZVmWfhxd7fzx8bFKrwi3afnym7svvv7mzdP54Tadl/o4lYQGxIJgJmoFLZkqYSj43LbWLFQfk8P9KoIGhMiAxlzs58em+8vpjG5Wms2KMRrXmgtUe/31N9fbeXz1IsbSDcfz5drObAghyGoKT6eTS/C75W2CZbqJnfG7Sj4vX750tf26629vt+N2zOt8zhB5enpy/nvDVVpygIhNIqWF9khrC3rLPIia6OSzFgUzm72jqr2vgRORQ/beNeLc0xjj8Xg8n88NF3Lj7oF513XjODan2DAuzwNCCF5O8BLC4XDYpBiphRor5mGr/rOIONcohOAgUgOpVvcWIxGFrdL93EvGCOPYn8/ncRzzIs0XpcQusc0pxhiRqNSqju9w8LJDrZPbtRZgDsNQSn46P5VlDpER1nI/M4eYasEiigiH00F14OtTvjz1fc8Bi5QYYxwSczQ1A1cYre6crvOlJTjMDOYdHMAcEayU8tFHH7kA3jRNBqtWQd3N0vS443Q6iRSpRU02w1FBq8HaYxlj9AnGsUsb6yCVLMuyhDCk4egOuVTwdEHrDACMQAzM68hWXwfAKlJzqaa+jTxyGWMYzGzOU5UZEQOlEKksRURf3d+9fKnLslwucuwOYHZ3d/f4+Bcxxld3rz5/eBjvIie4XieSAaknoqJarYIoAwuIbZwuj1C888szJP+Nw4IOZZ5OJ1VhIo6xhTPMyMx935MBEZhWNlDRMs3HfrBlCASqlRQjQS03KTMHTBSwZjY49PjB3f0HL1+cjmMI4YMI9/d34zgSWkrfur+7i5G11LJkMxu7kTFcLjcROQyHlFJkqLWWJceIXTcOYxCRYUhdf69gSy2l1tilNPRF6u12+5XxI+cFAgCq3W43Ez2dDiXHGCMZzPNcc6Gtp/eDCtfrVVVbbe3u7s7PgufsanZIxNyFAJEVgt7dHcfDoFrNuhhjTIzYZq5ijHHoD103hBCIgslaTui6zhBKKacXp67rlpKZ+Xx9cuFFTzX6vs+yhBDGcfT6XH8Yl2V5ePvYj0OMkdkHrpVSSuri3cffOT9mRLSXJ5IlkvzqL/3Cw/ny+ZuHT77+pkA8l2pWGEiZRW3WQhZEBVQ5rmNvl1pyNnAKEAABMlNAEpGaizC2LjnbZkDVWsdx9EpGzvlyuVSpfdfHGPsYL0VC6r/66gtZZ57wskxgKuvg3PF6PT9dzqfTKcVUt1GOrcjpCElTRHh6elLV4/HoEbQ/LD9Tbpqc9lNKcVTQ4Rc/+F7OlY1SCZvMn0OvjiO5Ldoe3/PsXBG5LJe6TVJS1a4bPO52yH4YDuM4eplBNtXC9vIxALANz7Gtfb3F/vM8+8gBfwpO/Pekym+n+Qk3v+45eBP077rucDgg4vV6dQ/hUR3hcxO7m37//UZdXXuMm4hsEJGUkplM06RakAzAfFPi1pXuXc260zhUVaceuP8FNP+ONRBIzEjOrVfxQkS3TJdatYtBFS7nmynFBCklx0YdROKt5a95ftjaBXRrcA0hMK/xSK01Z+u6LsUuxug6zI4j+d062svB8x1rIcNGj+OVBinYpc4ARLCKalUDzxjeYb9pE/Rg8mbjvFyYagxH4i6lFCP2h4OqmlS1qiq1ZhGRWlIiL1AzM6AhrgmTmYkWU1RzCUYIkZOFvJTb7foLr4bvfvf+eMQYhYjefP3m68W++ebN4+NjzidyDT6tgYGkN0iVWbCKkKmLd1TaFJV51/rvDkk3IfsGMiKiKRqiWm0SxKYqAFZFTMxAEdVpI4hUpS99CGSGUDWpJkWK4f7Qfev9+wAlkg2J3ntx/OC9++M4MtKHd3dOITatfZ/GQ0xMNViMUbP2Qxz78XgapRoAaLXUUdAQ+9jH5M01qjqO49u3b4Gpo94AgAkIrUAH3YDBbfc8z4H5dNxGuBwPIRIa5NznnK2KczNSCN2Lg+fmbnQ8LgOA0yGp3m1tOLgsy7IsY8/H43EYOkBFBGYUkFprNw5E5JXFw+Fwf/+Smec5oyIzT8vCKRmCMYWuhxRV5HR3OtzfzXlZQblSzWzK51qrmDJC7PoQAscwL6tOQ4wxdKkXWebVnCWMIhK7LtB37t52inQY0t39IUY+LzldZkS8Vc2mi4qZ1FpYlcx0Wea8iKfCBnFgMCNzJa3nMWq48mVXMQPblIcvl4s3cHlAahvhJBEe+gEtXUVrLhwoxXBbVgWFjRrOIQQgrLWCPqsweRRCm5Zwy8Z4m7lGRPVdXUw3oB7huo1zDmjZRpw6GOL5hG7kQPvnvdzWTdPUStC6k0/fg+lhh7M72xI3WLVuQqpuZ38OOoNNRA+2yoT/fh2+8ldebvp1V0zmnSqXn9nGwV0PsoJfiQd2nv34FBrPSOIW262N/Yg4joNIeXy6qsph6Azq9XpulXfYStuqVmsJG22cgHG7GjPLeVGLDd5yYhoR5bn04bnBz9+8LAthDNGIiRF0nSK7es7VXRMgoqgQoWsgqioRu2Ywbt3M+zzIHYDPI/NeOHeDqQtE5LZ4XfftvojWwfE5Z4Mskqtkk6KWEY0IfFLdCsuu/QSGSFVEqpmiEjMpB2RiABIpvps2Mj4SETADOFyIBgENAUwV2oK0XNypj4h2PB6mt98YSNdHs8XMXKhDFUqWtWcZ2QxrVSsSoTNQRVxBm2jJUrRUbNmnyW0j7qUR/ICt8T6Rqbb1YSQAA9HAaBXBqSzEAMRozJSydIaAgKAJMXR8Gvr33jt9/K1XxyHEYInl7jR++P6LwzCA1tNwBwC1FtGSmLqIzBg4mgU80t3hbhyOtZoKIHKtNee567ouJS/Unx+fnp6eppoXrTGkfhy6oVeEXApLGk/HAUMI4fp09t73vu9rWUopPmWFNo7/Ms3X61WvVzI6Ho8tdtFtPHKrMfqe9LjsfD53hzFGJiLRCmQhkGP3a5TKYbotIaZuHFLqKc6EEQCEyAhUtRItAFjqIlVDGPuBu16t+kYNIci10Dpgq/MQuB/HkDqvaaXUeyfRNM8euinzsiyn0+F46k/H4brMp+NsIcVAXz9cmN8ywtNUzkuRukhVQ4xEQJhNS1U1DURdSghGCLrWkHwfruITbZPANjfGMRMR2ettrIrzBrEPhGhlWZYJ1UIIQdRFYpoj8fSrZDGtDcX2D3cj1SCdhpXrqhq0fntLXsM26pa3KQh7bL2x6Wl7NXu9i2WfS1+e7DomTGQtDq47dU/ctafJRoFtdUSnpTpsgLumLX/t6NTPLTit0Li/1PbntBNRl01jysGr1XBthxoRbaOt2yZpxxsBdB8C8tY/EWBXWd7IKmt/nQ/VauYPXanDTJtDM0NwVb9nfSgicoFvkefkTkRCSBzco2KMUQVFBCELsKiaIjMjQ0s1gFYmlsvlBg624vvrBJJNh+5ZjxvA9YoiM99uN38YXdeFuKq8ikgIvF757uUP3oCJIrGCIiC7AzBd0cC2BYnUFEUMkWNKMfQxxO1sYFmuAICmxKujCiEYYa0ziHpVAFRwk3VcTxwaIiCYgdSaCZah6wzq+fx4uQzeBuF7fYx3fT+m2EVLkGspokuNYoHQnASNatAoS9By2LZlbXtYsGODtY0ViNUMFBmJiXGV8AZGVEAkiMQRAdTIxa1gSpiIoE90Og5jH+7u+g9f3X/w/v3dIfUdE5RxiB+896pPUbQk6DlQjAygosVEkIxTIKIuDff3LwjT+Xw102EcU0qv337TDUNKiTgUkSkvj5ezqrocRUixGwdApJKZuRsH8xGhxBaoT52DsKhWJXu25Sse+s4iQ2QQOxxGX4HxOACAo9tNWfp6vRbJw6Hvx7t+7CAwAOS8LHlRqx1EDhS6YIjj/SmlPnZzLlrRuhQO3QtVQ8QFFRHFhLQbj0cAwI6R6ZbnZVkCMRNQDCGlAxx0UxzLSy2lDMNwvDuq6jwvABASI2JVZsWUwjwDMABDIBqGGDtKXTCgf+E3f/XLN4+vXr14c54fr8vXD+fXDw+3afl6EkA0BDYgBCZEIkAFQyAmVH237ctp6rxNR3A1AsfN3XrK1qXlQbHlBcliYJaIZssy1RojxwJe6mwdWIEwIFbYeEG6tX25qfJZjLSbcr5iOKlvFsnj3Kal4xfQxjXvx0W0O9oy+Oevsx33AQB83ONqtaq1mZ3aOtF23QbNwbTztbewP2dh7F32XXMnzTrjxiVt14nbfDfbgeqyjS2yjUHUrsSV+WFThfOn44wjRCzbkLJWvUcvAi/LYrZi/Tlnl+R0k93cKREhcmC0UtpyuSU1MwVrU0PXZEpWThVzLGWpRR0hkToD2DAOtVgVyzkbRUA0A9VKxPOyrJV37zaAdTDIOKRlXnVQay0ew3ZdWhZVVV1pUhQCeHOZbrqMvjRNOMk7s+D5YTRnBt56tv1KicBsdZXNaJoZkYChqqXIMcbAq3U2NQBamwOlGgiAiYhaNW3lcalS0ISZHIaqtW4iHEDEAkW0VF2u9RwCLct8vV7G8aMYl2m6MiNaMCWvpSEqGDDHMaWOBrHOTAtkJ1zlmlXB+HnnwY4WVrcJMPs4iJmhqomgGTESAJo4lFQrwKptCQDozgyZO5z7IF2fXt4fPvzgvfvTcDoOL+8P7726P4ypiwQqQ8d396eUgpR6nw4O93V9RLS5LKWuJbsu9SEEFagqVWzOSy4CgYvpfL3UWkF0WqYwdH3f+0SONPQxparCyqFLwzDcMigixjQc7kMgQ+RIw9jVWrU4B07MDLuIXepOR8glxni73Vj1cH9i5jTPiNj5ANUUBE1VIVAcujh0VZWZU0nIkHXuuuQ6esgUQiTi8e7+gCGGruuGGNO0TCGEEZWIjBAR716c2pE+Pz2Yic/m8y7ccexvt5tIUQXRYlVwsSrCzLX6dGKhwMiIiIamjNQFYJhuV4N6dzrEwNfbdPfyLsY49sO3pvJwW9578/TF0D08nucv39Ralyqs0iNlwKqlCMSuX8W4cT0G6O3f+I4CRLNcDtmHbVKKbVLJgSmGmPpeYt/3XSmlZklDWopEYqNVmbXBuSrvKLvAJt3atug+LkbE1lrVrKRfT5M11K16bDsxwRb/6V+ZbOMv2gTJPfp0BqfPHPSSkqvItPa0ZmRlmzwhm7Bow2TairWoC7YGtGY/ces/90K6bGRr3omJtsidNiXzhn25WW9wkKpieIfq0zxce5tXm8zMfXno+77UbKu0Eyx5zuWd4ZnwTkTAUivRKkHrxt7v01kTqopoiGaozmnpum5eGiHHioJj/YHDbZJSFQmYWRG8ucoxuL7vKZA7gFq15FXLyRvUSynAK5y3qiPR8yOvRXWT5lgfZ3ERJe667nK5+WPZHskKd6qKOYgnReuilh2KeXF/t63DO647biJ8pgWBkdLqIwOpqprKZvRFxVT6PgFWVQKsaK4zA2Z2u17BiIhDAGIEQDAgBDIYDj0HXJYll8Wd/Hg8whOVIiU7VS8g6jZ1Z6OCudy6R0kIsEGN+9inlYVxGxrOWwNOXm6O/6AhmotpG4EhIKP3gACoomkMoU/di24+HPl0Gr/9wYuPP/rW8XgY+3Qch+98+0MiYARGSCn1g8OA8mF/9+VXX5yvV4TheBwRxKTUmvvxIKrTNBkEBCKyaZou51s49YeBOMRIIYTQj0dmPo4jM4sZABSpWkUV8lIvdvNmPQ4R0FkcAkQch/7QtH9rrZWWJYzjAUAvFwAIKQLAeDiklFLfOViRYnfX33dD75xCj8o7jF3XAR+H46BWUwphS6OfLtdpKUOf7l+8HIaTVC1FQuKuSxXEzIpUQRMQBDzdncq8LHNClb5LJjpNk5Z6OIXr+THn3HVd342x91GX+fx0A8KUUi6YoGd2bEF5SBFSiEmnCzIcT2OIlPOsZR4CvDr2XYx96voQO4RD4ofLfJun8ySMBCkMgReDYpZVkcgACMwQ1SOvHVTdJmQ5nWmeZ68D/3/I+tNm2dLsPAxbwzvsITPPeG9V3ZqH7kZ3A43uBtAEQUikqIGhsOXwB0fY/8H2f1H4o3+Cw1I4wiFGyHRQJC0JFAcABNDoea6qO58hM/fwTmv5w5t739NQfqg4dW5mnsw9rOFZz3qeEEIdjZ5q0pwCBMWg7BfSxElc2rCpi5wr+44MS0lrcFxDXlr8INdgvf5d731d/sJFeqhWweM48m8L+Ky5JD8Q/NF1a+d/VY/jos3Ji/Q/6GkFtzYT3p+0fR7W7w9/NotlY308fMLafJtlF1feoNBUafeyDCoepjdZtsNWII4Xjr8uirNrK2CtlaIPe3peJEvr0vJJB2FxG1VV471HgpRU4cRhACylnJJMTZ7Wav0EqWRWBUAiOgnX1gNqKkO2AAizYWZ9oPdb9RJyPin6ntIanfLKqUgvGUBQCU7aSRRzLKV416zf6oQjMWodZqUkGpktM1ewoir06FL+P0z4azaWRQVp7QDqleedE8VSKGUVhqrggAthrpRS7WqXSQtb36UIORXF4h2zsSrVO7PKe5UKxjEzsVWhZQagxhgCqgSh0+fMCqA1jisQKDIwAxky5+fnbcfH4372dN2fUwRjnAiklNWANZ45p1jmHARtrvZjnJWViQySUVvoTXVgHsj6P6xZKoPrBHBVIQnDzBVzVFIwzATIqobAILGAZ9pttrvd7r2ed7vd+fn5o6vr6+vrxjlD3HXdo0dXMQbJ2SzK0vWRQgjjNB8GRjCMOaecE7MBAK2E4tOsrGHSYDMb1212Xdc5NkwUY8wxGecAwFUGuoJhJW+ySkrF9r21VojzPIMx3jaqGkUMe2OdMVSrRSE2qsaQMqSUXHsSDECDm2ZTC0CyxIZ735c32tGYZwWiuo/KZJ2zyJhzdm3TCQLMyGyt79o+pRLj0Ta26RpgiCmlOWspRTMpzvPIiF3XiGMCDNOsJYuWHAVEnDF921Zygyowas6RmZEppSCSvfc18WRgZjbeusmWhGzJiekap4Jd47uWmzH0LZ7vzi62m+tXOzDbu/39i5vXd+MYVBMRqTJQGEaq9vOnUfYprJUHg1Bd9ijXGnMFvmuQSilZ1ZTinPeRUHLpmnYup8FsrYPrS9aieA3E9VLkxTeCFtbywyIaF+KmLiZFsgxI11l9WudjzLRQeGHR0lkr95XP8rDMXX8+DTnyaZe+7/saCetm1sqlfthY6ELkl0Vv7mEZvh602jSUB2vJunBS1zpMFxysLC4C9YPVc7EWcLggUfVA1b8eJa3pxyxiaKq6amWvX7nSZN+YxKeUEMVYQ+xTOonnrGerftsUc2MMVRIOnu5VWrQv1r3Ztb0SkbwMecKcVMFZs06TRNbqtSalgkxVQahIqnyv8zOuCPAazU8nvkiMUULcbt9hZtDaVwJiLThOSxn1srBQr5W80kDptGai6//mnBXKei7hhMGdzp+I1KlMPdYq3DSNSpYCho33ntiFOccYO1/Vo+qevSKSgoLSMNyzUUQQzVRdj7SUUpwz+TQPENWiWHcQZBgGdvP19eWTJz3Ay3op3N7egPk4xRxjBgPONcbmPHHOydk3naZAAVEUFAHb2RXfXw9L7THXJRFeNmBV1S469cZQVoFSLdgox8SIqMCIlqFt24uLi0dXVx9c48XFxcXZ5dnZ2abrVBAB2s5572IMqQgyFIWcFaBYSzevXs/jbMha5hziMI/GULvZVME/IlOy5lyMaXa77Xa7y57Otru6GJxTCiHkmMoiIlbLLuecsTaWPE0TW990nQCNYUbDTb9JKYzjCDM1jfe2JaKoBRIjADvX0GkRKaU0DIMi9NuNz7np2hWpqLJutfzUgAplDFMIygbb1gNBSonJnJ93fV+mOS0Rxxlj2GHXdda5lIPxRkR252dEdHd745p2s+lBRHLBkrVrDDFh8PaiaTq2dp7nFCJb4717fH2lhPM87w+HGNUYbhpPRMeQABSJrHMgpZQCRYyhaQoOGgUFFQPkmpYRtci3Lt558eqV/81v8NmXL/b7NIe55FmU3uDOsF72qhBTrBjXGiIrR0OWuWglL1aJtJzzrmuCcBo1h1BrCxjy/f29b3tVLVJoqfzWqnaNFWuFTkSV8VWNWVb+IgDk8kZgWRcco9bp9XM+rJFhmV3T4tssD6D//3US0t8eDcYSqypR13UpJWNcvVQWUzCuNBtdtpHXOBlCqDRQesC/gEVDSZfRMS8iBWVRP63/yos9NS2G1bBscj1EpNeeY23RSim0rKetb167gWmaKoRVT9M6IDH9hYYBcjScGsiz0uDM1Jn48ubV2aMP+7PLYTRxZjCkZuourDvO1iFbLIAxSSw5pqCJ6sTYuWY8DnFO57sz8ZBCoGSP4yFlbewOTU45zDnPaXK+T8SilHNhNsY2dep7O9wMx8mQMX7jbde4DYEnKGFImpW91s7Rc+sbr9pVkMdaa62LMVYpXUCZQzDGIXFMcww55+ycs6Ztu7TZbI77IwI0TTsMQ86FEIuUEAIbYcZcBLGwgVLKNIema0FKLpEIGssqeQxxPGTmHqhl36LhKY1jHNGBiEdEtgZAUkoxJCSwbIzdEAGxgqZSUspJFACQNGdERSBFDOJyigAH4/rr62cvXh8O8cP2vU9pPsvH17evhhaPw5066XZ2n2IhN81Hw7Rpz2VCEHXeGQchRwR1oJJCTtEYo1ypPTkmJTLXV2/FGMfj8N7jd59/+SWWtO1bIjOOo27qJCBOY2SFzjgHqFPcdA5LYc2XW994Pts2n3xyvenbT84/9r7tdmdN227PL1KW13f3BZsh6yxIxhaVaTieb/rWN/v9HeDc9JSzhDABEJJxtmdoU0rEzGiNodaRNb7xxniXQzRz1JhUgIi2m/NU8hSSMHUXl8fj/tWrV13XnHmPgsaY4XgHEud5JpXOOwYF4sdX17FkIsq5GIOWfOdP80YDjdFWRIyD1m7Rmhk9WACjJNlUMhsAiDpnvPeDRgBgtNZ01lrf+VSKlCHMyVu0tj3fbRwbzHMJkdNk/FmZFMCkOXtz3p9vjbUpxm1vEbWkyAibrTHGJHk5juO2a/vehxDinFKSnNVYV2JOSYwxZVJTfNu2DTXzfUwpjfPUda3vtomb7dVuGIaQoulaFaDedcbdjvfWc9e68Xh7tcWrxr9/9eSDq+YHP4af/ize7IfALgMJuzGXSXDSEgpQ49DwOE+eCqQRjW2tLUo5CyJ3TXtq30GndDjvuifvvBXDdDjcH+c5QXOcwe3eNn43JZxmObu4IoaUZsxzLmAsGXIhBET2TbPubdW4DwDDMFRK6DJHPDlihhDavqthOsSpZgVmZoNIOk5HZjaWVEVOLAyqo5QQQ5G0QjQharWGJXY1QFcroabdaFAmG+ZYS6I6iL67u6tNw3bbG2NijEsDcCLsM3OVVqsx2rlWVUOYV4Lm2ltUqZGqCFKRZ2bw3uWcD4dDZaDWNNO2bWXnE4lzjkhyTill55z3JsYCD3mGoFWHHABSjMYYYpNSPPX9jBWsI8aUo7X2OMS2bZ235ngY65qU9xYNEGeAIJLb1uccBVLl1aiBnOZhmCCJaMBcBEEUEalpPBuTs8RYrR+ZiVPKMSZGZmvarrFFABMQWkdKyGTHKQE6a62xnogR0dQbbHpljGFkKZRznnVmVhWoGFZKKeRKJT51ZyuJCuFE9eFFHTe/8YPV+r/zPE9hZOZKX1thNUKoktSA6fSGVJAw59z0vTzQiYICKqYUbtsdUVP0tLcSUmXpWVqoDvhGaEUW0K1ozoSFCKy1oiiSicQgA6JldabqyDs2ba0RKsnBX/rNBo5x1JLrvoW1VsLC4qfKmVMRFKm701B3DqpJsggs9YJT1ZLLOI4l5Zzj8+fPnjx5cvf6lYjM87Tb7e7TrTGeDXl0rXXbrjelTMdDY4wx2Fr/ztuPrs+3F5e7jz5831q+9mq96zY7Y13T9Kbknej5xUXFMRvfeMNaMjPN8zgcj3A8LM04ycn7s2+6ljjJQoxCxKwyxYApoqAqGtcYQ2gMsbXgjBNkYu+3uFVVZmRj6mb3SeNwMU5aZx4ruroiwtbatm0pZFUV0FhODWIpJZXirfW+NYaqPHrOOaUS4+BcE2Ms1Ybb2SxQZzMxRm+tZao7tKiAhq21gFwUVKWKDoWQREBAclHQMs9BcphmLjHkosZadnZO8TAcvW/Z+ao5TG07jqP33hg3DAM9cGq7uLg4rcw/QBUejitrAGqa5uLiopQCzZaI2Jo5RefbV3f7l7f713eHIRVUYWILpmghUCRwxlagEhXe0DKAkExJOabZOLvZ7VzrhmHY39/GOHdd1za7SUtGDCFsEeug2OKpEj8FLGJAA0DTNK5ldUV4KkZXn1lBjPpYw6guqD0/2GxfZxWy8lBURWS3263PXBOALvoT6/FZMZYVrarmXGYxm6v+57X1qQHnYatRP2G932lhmubFvLe23frAJg+WheEV+akLZfVzPsyFp17kRAI+CRDVruvBMOI0T2bmGN/AlevFUL9abYbqF6mvmqbJxBgZXI1ZxmjbeaY255zSHOLgbO+8KSIliyqmkAFdLkiqgiggQFRKAWRchf3IrIAye3d8/Rqw5BJTHgsEa5mdzSAhZCYEaxRyKUFE2LL33jljjEPFrFCSJEmqSGiZ0Xs/jsck9WbOVbi1LvtZa61xtAzNRd5IciOidSTlNJSvJ7UeYj1NnzSXDKhEJKdBcHb+1LiFEIpkVGHDiFSXt/hk+4mEpAs5d2nQTsJ769EvkkGrVkmIKZWiYBQRipScE/82dXe9uutZ3O8Pz58/DxfGWuvAtWD5wI233nvZS87ZEqhqSJOB9uGbICEhIVOpq8iCVRtaCsQyl1II8Xx3dr+/C/N4dr5N4zxJYtSP333n9ctX43E432zfe3y9bdvpsHdpKmFuDG0b93jXv/3o4vLq/NFZLyLOUT3+YE7UurqYM02Tteyd8dZCRi0lhhDCRFIa3zW+K6UIaNN01jtAtN7lnGMuoAq6AHZSzncXtvHGN8AMiEDMQM4IW6ulkHGbs12JiRmpaYuKNacEICcFx0VGmN/AX3lRRxERVCQyRIqI4gQr0YKL884Yg5VNKMVbS96LiBQsogBovDPGFBU2tm3b4/6emBUgF8kihoAMN30XgEAJCJ2jIpBSUjxVuzVuFGRRVGL2vjUdE4/TIUTxDVvXBA1ZAFWtb/u+b5pChtcLjJnRu2kaZVEsoGXRyZwkjE5xxHt/dsbH43Euwfm+b9tHVxfGuIvruXv6EvCZj4nG4FRa4CGmUEqc5zxNZKsDqIgisyuKqqhQtttt3keyZtM1jHgYD4fj6JyBGuiRz88vnPMVL0LrTmjMkgaATtKQC+OeHuo219hK9AbLXcNo052ajze5ZBX3FZEHqwP1LC919xviTf1N/aNrBV2DQz1QNR9UutG67FbfcJ1O12tszRzrJ1yxsrZt7SJoig9YGNXgRZYJqzywa6/o9/q2eTFTWcGx9eeyiBzjogChb7B3rfFtzRDrWIIXnucKpIcQDLMlpZBSHKdtjxdnm/OLDdDur//qtszJOvSN3w8SY2Jnveuw0raMc9YU0FwUFEQW+2xYzoezvqpSMBpjWGwuqlIQK7eHu84hODKe0GYuOWcE1LL4VguoErMxaIwxhGYcx1MCVHKNm+dxjpMsj1IKQq5UJ2ZWPe0613sMAITqHcJY3kBpCzKOpZRcAkAmBjjRrcgu2wMiYpm8d4ia5pSLIuFwHEQcGeZa6DGt9IN68tYrGNEiKOLpjlVQ1Swi1SAeoC6GgKAUKZpzAooaTevrvfHq1avbW/v21TlZ2vZde6gbp4JoSKFIymE0sTjfrxcxVpYT1Y28SqWVxeEZiYiJUPRst9EU9/e3H7z75JfPv3h0fv7hR+91TbE5yLZ7/+0n55v+eHefU7jsPDa069rry7OP3n18dXm223S7xsQYfdeJCBtrfMPOWjYm57ZpEEQSi5QUAqtITiK5sa5pLna7nXMupGq4YYvIOE7OOVEAwqp2WXe/VVWBclFJqYQQc0lFFUGRz8/Ph2Ewhowxc5it5U3bddDjMhiEhXK3IqS0jDfW2ynnDAUQkY1l1qJIhtkx5Vzp5ClFnWdRQLbG2pRSSgENW7JsLBIRMhkDRFPKnIsWAcmo4JxrfcPe0ySIzMawMbFIiBGU2DgDiqhAGy/ZGVMkxWlERJXs+75VdV1HxlAusZQwz23bhJK1iK5OwkTGmLCsVlUWZiWT1OlaKYWorBt/9YYf8swGCcka7FvbNM5a4xv78v7oX9/eT7Gw6bWdU769PwwpWsdILHjKo7UNrrJoMRWAkFIiKGEeQwqubWKM83g7Bv/pt969vLy8m9MU4sXmTDQiEiIvY7YiUErGvnOVybPyO2tu3u129VTWmLuGv/UihwdCv2v8LeXN1k4N2XkRgIMHo2ZYBqRr6KzojTHGLpvP9cvWGQMR1WJizR/4gP8DD5wD1lhfY9EaatZMsI4KHsZ0ebCiXL/C2ovkxQusLMtf9USvTNP1oNX/rd/LLpb3a7exfuA6M1t/Yyp9sJSUy+z95t33Hn/8ybn36fbu+Zdf7EuJCmJMFbYhooZOk15mtsxERQGArdnv985651x1SDDswKKIeM/GUi45ZJZUhxtIaNJcVDJBdtYuK11KhFOCGKNkYfLeesOEgApS13OYuWb9BWtzp+y9kCDlpPMHS3pXgKpccNq0PB6PMUYtWtc9ak+QSeIwVeEHYwyqreUmAHRdl3JEPemExBhLJlJrbbP2EERk+XRx1BlLXhRF6olGhHGYkQqRQVO333X5OgVPm7SMyFUjuF7Wjfe77a7rOoC67YLgHQNM0zQOB9SdtTbqLA+YwjWViAiCFi1aQA0hGxTVJDkJAhjmvmnH4bC/vWkbQw5fvnhKAN/+/W9+8MEHP//+v/3Gpx+9/+Tdzvlnn3++n44tycV2AzleX5298+jRe9cXvmHH2jCyATYuTlOS6qfISAQA0zQ01iUpYUpSsmdSyQTaNr7feF8t1wnIOGaOucwxGOuQybBRxQXNcIwoiEkEYiwKMUuWgmzZYkhxCrNTB4RFBDPGkhUhzXOdhlUkYb39auPIywbQWmMaYmRCY7QUolIbehFAMuiscxagtrY0TvMwHpmc9421toAqgHVMRCGlmHO9NI11BIjESgxIOQuQNpbJekeSiwAhAJBxqgUgEVvft1qkqiWKUN9uyLWqqqLsGwQYQ5xDVEApJedk+dTU62mP5I1YGy3KZUx2CYxQ59um6mjmxCjG27YxpSRi33Xd2dnZxasbYwy9fJUUuenJ2l3fGM0DkBgkMmhsEVQsRhHJ1EudGFOKAGJdY6ztNv14fx+yKTlvt1vjrIaTdMQwzYaF4MQWBSIBKEVD0HWYvEC4rKpVrlkWRk2NegAQc9IHjzVJ6EJ1e5jmV3BmjY/LXQl1YrxKIq79xDydwm5dpFrTzPo+K7pSA6tZPLX0wQBZVasAXL3MYOGGEtHxeFxJO7TItKwpp7KM6pC5XsY1lNMDWo1ZjGV0kRHVB5hPznFNdSuPtn6R2gTU9fjK3DWVf+q5UVVmPDvffPTxu9/45ttdL69eP03xBz/7+W0qXds9FrBjnLLkR5uLOYaUS4YEAFkKM1usc3ZjnQkzlFIUikhOqQBKlpJKVBDVEotgYsMcQpCSgaQ4sNkqwoJTQCml5ILGnixTpMgJ9hEAEJUcUpHknLOOCaywridpOdNviGyqKpJFigiontx2GJkXVTzvPUKuO2JExGRBUs6hLCK3iJhTDjGVklDQWs/Wdc0FYjsFSLnknE/ytnDqXteILAIiRWClSxGoqDDAyhmQLIpsqvLOCe4km0SY+fr6+v0PLi8v99aWIQ/DXZ7n83kcQhBVJQYSMta27MqcS2FhqJRZBC1QJKuSAyUEBjhh7AbJMLbOxjAVFGft3Tz/5//w73/vj7774x//+Pps89n7715eXLz44unx5mXvaLs5a6wpQS833fnWN45AspRCWJxlMi7LVASKgsZIakKY4qTu8gwRUAuBsGFNkEUtIRIVEVEUYjJEZAmicY6dJSIkIyI1vvDJMkmh1NUn6xp0ZIyzzjaKsGNyzlnLTXQ5ZwFFADSsGY1xRBRCKKDGGgDo4GS2F3ORlCsGJymDeGOW5Q1VQsNkiQsAaBJVFUVEVEI0bJyXQmw9W6uSAMBYr6o5Ztd4IvLWeesYMJdUikiKWYAAi6opJ/FtRRBR17iUUpa6a8dkmL1HkTwKWY+phHnSIlW+ZSOQU1CikpICIhOo4rJ+VXlvFWxZqz9rLCJWWb2ccwy569B7P8RRckLLloGwgMzMbtPy7pMPrGVD8vr+SI76s+2mcZTjT17eSS45FcgiQCAIdFKHJCLnfEIEzE01ASWjxJvNZj6iKE5jcG6z2dhqdYCOFHTJ7mCIgd8wPuvnXH+u1oa4ZDhYNGtXYEcX1LsshPc1Oq9QSf15BYXWN1kxkIdNgCzywLSIEeDCMZPfZig9TCcr5rNGm4fdyfr8slCu/86HpIXjv4qhVu4TLr4UbdumlKrI87p7tMo/rAdhzUk1hdTfrMdzzUBrqluxMhNjZEcgGVB9w5dXmydPrtte/ujvfevufnz65Q9Snp3lVEqcAxkyznOp60EgIinGRCiSDbOWrKWq62gKIcaISMZxLgFAnDPErixiT13HKobQITtVlVIUpK6ZEgHwyThUpPrTcNO0dUAkqHOcAcV6E2OUfJImJ6I6KqlDj76v9EetVs7raajShoaMtXal36qq934cg4gYPu2DIAkADMNAfOqzVMUb75wDYhExBokQoOJXrKpIuPoQ4KLlVC+LpmkUimp+c60IimYFKQIIpQDWIa4oCIlrmzDelcKN75ybnSsRY5pCTsEZ23rCUXJMgAXfsOjeYJpESkCAKKIiCoDMxrIBKZJLGKfG2W3nj3d3Uxy/882v/MP/+B8Mh/tpuP/9Tz5l5me/+c3zL75M87zr2q33WPLZW9dvP7q+uNhuuy7lyRjatB0SaL+NuXSbbbVVYGbyjUJB1SrRhqiWOZe6I2KTQk6ZuU5cUEpGprbvybACKagisa04lSWiOUyqSoDOALFVoCKQSnZts+l8TbK2a2kOuUSzkIybpmFjDvv9StTTXMyyRVlOQ90kIh2pcw4Qs5SUCp46ORSBlOa8uGcQkHON9+00BkQUUGMcMiGSYDHebey55oKkyKQKUk7K5N53yMTL2ppzDqhejVUDwBXNogpKSM4ayqJgrCIb16IWACC2tvF88igtlAsZ1iLCRKeGGHHx9axlzTRNzuYqL1wnNMd5rGCC9zblqQwhxYglpSICs4K53G3fe+tKSiZ4OoTYM/nWj5vuxVTuDvvDcCxCbBqwRgpo0RhjzKktWbUQas45hNk51ztLbEWTMUbgBOqdaBqIQASVYs7AxCcJqQemCzXMqWrf93W8t+7wP/yOK+oCC9GzBusVolnjfr0fH9bm9YeyyILVGF1fWHGV02r3ohBTo+rfiafrQ36LNY5rPlgg6L/7nM1mQwv3vzzg9Vf91wry1BxZ/1tRhzVeryDSCiut2Wg9Jn8nwcAyhKibdFXTUBehJLN8xJzTpJIMi2+wb83Xv/bJL3/+9Mc/enF7Z73nIURG2G77nERVyRrvLYAaiyLZGBaRECbCwjUB5CmX0rZtntIc5pyDcpbTZIMNF9WFwERQkuSSiIDZJS1EZBxbYxdvLGS2xvI0FWKkk0kFiMgwDF1zsTZ9vKyz1i9Vp/YPu6cYywmpt2/cG9aDKCKimc1p84vg5JvTWG+9R9JSUv1NKtNYtO8NULu+P5xUpsNSvdpFC7pABf5LzjkQqrFkTCNSiiQtAEKASCQIpHoyWdu07c3r6fY2HY7nUz/hpe+6zovWs7DdbnHSEGY0WTWFko12p0uEuaAxqAaMWCxFSAUWuXbJEMNUQsauudxejZCJ8f/0f/w/lBT++j/85Td/9xs94M3rl/v9sWmahlhiiDFuGn++O+v7vrbhWQAUkhRUlJxiTrKojhhDSMqIlg0IzFX0DgBVGNAYE2qdDopIRUplLjvnikDVP2Bmtp6tq9fu5fVjEUEm4xpkyklSyYIQQmBuYow5zs4ZlVxK8Y2fYiwqzAzGrNeAqg77w2azaZpmXRdKMcZSLC3DtFxSSgqQl+qvFhPeWyLKi+9g2/T1FnXOoeGSMyA1jQWAcRzjNAcIqFCnWY5N23VQRUVUgQiqVglqGAY0TESoVUNQS1EAOdtdiEhp1VlW1Xk8AiCSyRoNggIVyJSlOvcZrBqZp7izRqubmxvv2hrIKjPteBjr6PLibBdCmOdZS7asgCBFRcv+5rkx/uqs2+9bvU0WxVjeOPvO29eEGqc5JHGW0VpRSqJt28ogS4UrRdIJAQcYphEidP22bftXxzjMxTpvrbWWFHJZyPh42sfXtVRaFYVX/swavFb6jfWOHkDqZllMi4vb4sMaHBdVCXogHAknI6mywj4rjFNKwRM6yGtxXZ9ccV18MH74O1lnDdAPk9DD4QQ+IA6VB/tG9StU8eoT1/CBCcE6IeeFz8bMbdsOw7DmuYdppj6zrpvhA00hRKwX/4oZ1hGjsYTjODTGMrpSQoxzKXGz3aY8/Mk/+KOc+v/mv/0fv/jiF5vdo66xjGU/7p1znXPTPDJjY80cgreOmeN8KOlkQWCsd6352tc++f73X/a+H4YyjCOiLm148n4zT2Uaj0TGWuu9RVSkYtmWEuspDzk3tnXWlpLGsShIzkooXdcpFCBt2xYUarJdq/tK99SFA4cPALuHqFx1ba6HWFVjikREbFI6LUzTSUXWz/Pc+pM/gyQh1LOLt+LMqjqNY9NuYoxN38UYBaDhNi82Q0sfpyqlepYhWpVcrWnqBWfJFhU2pmstF4gx5JLR4ovnr7ZtG+Pw+W++/MMnF1UetdrMbvvWWy55sq5xrdGYoGRENIazqKhaZw0IZCKqGqUgoCmEEoK3rvNNlKOmeNzf5ZT/q//yP/u9b379v/1v/h8ff/je46vLz3/8M0Y7jnMYju9cXd2P06PLi8vddrPpi0qKxbeIbNjZpt8IQlTe7XYpJdXSNI0xhCCSs+SYU5AUH11fkeiru9vtbtv5BkDGcYw59b1zTVtvKuOaeZ6NawCgDmwQsW1btg5sW/cNQSCmGFIGplrIjOM4hxFKVvUpzgDa9V0FjoZp1FEro6OWb2VVuzOm6/s4zyXnWldaa9kYK7LBDpjYUhXYapo2hDAcj03TSMolpr7vQRVVrXHIDCfOQrm93atq13WbzaZIKilPw5hSKtZ2G47TFGN0zrq+B8YyjcNwGOdJRIyzbdvO41SLsjpAstZudzsQGYaDc44ARUpmBlFjjJR0nEYt2TknoIfDoW2b2vRUBcqu65g5xYKIZ2dnwzA+XJJSyiK5lESEtvW2lDmmFIsIHO6H/X6wCNdXl2xsSOXx5cVhTHG7aZ1/+fruy5vXfbPrzy6+fP6835xZa5nROZdzBBTfNlOYpVjfngPltm2BaJrGrjubQ0TSLAXhZNJHehJPBNBVt/Hs7ExVq+lIJZI1TVPzbt2ratt2nKe8rJfXIe0ahR+WvfXM1meuP68LB4gnXvwqu18vmxjjNI2r181KyKll+xvBu2UbrmaC+/v7qhlXP0lF/435LZ3NtSofhqEqVFcmWG19Ku11pZyGECpSrwteUvWca2NUFsvJE8hZymrMUHNwPTI557Zt4Q1Y5yoBtKaBapWjqibloKIZNM1jTB2SNM54Z5+88/Zuo3/wXfvDHzz/n/7s+ykOjXcpT1BcmgtISmky7Igop2mUuXHmbGNLKbfTYbO5/PrXP+27bQjhG9/4xudf/PpwuKu3ioj4ymIs4r1vWwNa+VUTgBjLWbOIGGImJoDViuANhxe0SFItoFj3kesprL3SG4SOQBdWALElomrQRUhrJljKhxMry1prrFEARgG0bCDnDMq5nMhF2+3WG58iLLn3tFaOZOpJRQaN+hB8PD2IvPeAOWfNknXRfwYlY7jub6SUSsoVpitFrXWEhIhF0jzPVfvuMIeucTnnOAcAYEaRrCKWmZVFTh4JgjEXoZwg4Vjk4uoqhZCkNF2vKc7zdLHd9o01rP/Jn/6T//g/+vv/4p/9s2dffP7Jxx8+/fLXOcmL1y9DzLvN2RTqJW6992ydcySgKRdlEuI5FzSn3XpzIsyLihCisTTPI2ip/2SIN7uztmmJkUGMs6UUZCbDjBBDTuPYtr2hahmbAWqfB1pKSWMIIeZsrbfeOW+ySM6xlJSrQRtzkZRzEs2H+9siWAt8AIAGCE4evLt+U6vjaRzrzVNVoCmaYRzKMLRd1/d9LDGVxQNEM2rRXOIwAQABSkxFT1z1ellmKYrCgG3XIWIuUXI5adwXIQNpnkKYSylEKoc8z/M4HWtZ6pzTBId5DimqqnE+G2OyUetYIaWwv7/PKRBRCuFwvGdAkSyl5By5NlELInyiJ5QEALnEeZ6ZbNd1lSBtrZ3GEGMAgLajxnmQE721cdYYM+Dsm36z2VrfCNwmxX5zroDDMP0v/+YvQPH3vvE7f/23P3p+89oaunv9+vHV1f4wqIIWyjnmEtc6um3bggSCBVBECqgBJMMAhFgQTi6UiEhIp9X9xeqgttdrE0/LQkOFziq7pO/7VT2/kkdWUeha29YOr5zM+8zDIcF2u60fsnYbuHhPLoVaUdWq7/8QSKn13KrjX3+/Ui1rCF4g4pNUJyx6Ow96nVPQqMmD6A1ppX7mmlHqrHuVOK2c9VrO8mLMNU1TLeQrcWat/WuTFOObUFkWt4/qq7N+kpoIa8limsahEgNKHqy1u93u4uJsu+2MMYbg97716B99fvzVr1/88vPnWQ0bLbJxzhnSKClMc8mgebDWH/a3RXLbtl//6ofvPnnvg48+fPz47fv7+xevbr58+nk9QymVUgoZJqJxmAmLc50xSCwkoCB1flAbhUUyh9cDV7/AorNWDFtrbQqyMrrSYgPJ5lTy55O0uql0INUCQCKi5bcUoMoboSVNWUspSCKpTNNk2OecLdNK3Mq5KEbEdoX8anMQY0QGT41ZDFgQq9MyqFSeMgBERIST6H8dYSkAiug8RSPRETnjwJggAkybzabvmlx9b8DXBZCSY0wzAlfibJFE7EiBgTK8aQkRkcj6hu7ub7ddv9vtxv39pvEX57vb29fn/ZP/4h//w6989vEXv/7N//Kv/+yzr3yEKjevXpvsXr1+3TrL243M8/vvv3+2aYmoaVzb+jmMSUrbdcA45+KIS56NMcQIoqEEAmCDrtJ+FLTy6K1zzpHhIhJLETgNEpnZsJMyTVNdTK8a5Z4eUNpTCqUkRGJGZhRAECkiCiWE4A1bb3OMoAVVxvGIpkHEFCMsjDdDxjlHTQuqLWI9hjHGME4AsNs9nuc5pdB0XrVMxyGW3HWNc06SECAWmcLgrfPep3mKSecQJGVGqJZkzEyIJcd6c6KCQYrzlFJiQgApEqSUnMo8Hl+/fp1SqGqmAiXMZThOAtq2vYgOpXSbFm0ilZxjnMaUkiHMOVtiy0aU7u/v7+5uNJfNZrPb7dZp5BrmatDMSVJKREFEl3rTtG0LEGrgeIO5EwsgEqZYSooxxv1hPBzn7e6s7zd/8K1v3u+PL59+8eE7bzXO/8X3fxAB58HUWp4JSo4pJ+estTbnaJ2PcwFiYwxyNWR9yHqUVYGrRr91oxMXtq4smmjywLN3DZfWu4fBdA0LlTaDizpCjXE1aq9j3vpzBcFXds0Kx9c3cdbXP7TOBuoLV9ZNRRRrdlmTgXmwbFVfuJaA8NuGmiu5CBeRMWNM3/dVzdQsK0qrNhwi1paiTkTqMmztgGlhjsKyYUBEAHHV5Vwr3fryNVdVxKzmIVMkEpAWTClAyYZYRMZxPNtsRcqjq7f/5B987xe/fn73T//7p8+/vLy+sILOomtQBQkJIY95SvPsWF1nPv74vX/0n/6jx4/eJsPn55cvXpjv/+inr16/nkJoGiuAyAaUxnF0rg1zPh73zjljiFiRgKri54m3w1qAtChWIaAoIgAiCEULERjD3vswxb+TsXWZD9VcclIkErOGe0SsckbrFaaqooIoKeU5zGGe2RSFHKexWCAm51xM8zAMk05SuOmcoWZF91JKZKvf0KqUfdJ+Ol31J4JBXuZR9doqADANBzJeEVAEgJwz4BpkPxyGJKnruqvrM2vv53k0kwsh5BQQ0RIjoEJRKFR7opKKsBAqnXjNzlhjvW0pTEPO0RoiBkayxAbgs08/fuftx5//+pevXj69vrw62+5ev3wukp89fW6NOdtsQbKW9OjRFZVIKMzovAlRAdQ6k0HnGAQKaYOohKQgIgVAULGoMcZIyiJyOByDc5aNpqyqSFhvS2QrQI7ZGMecj8fRULDW1XsAlDQrAMTq5dh4QhNiPCEnxszTMAyD9I3hvuRoDDXO5ZyD1MESSj5d65UH6QHBGDDGEoFqmsPhcBCRXXduDDE3AHA8Hu/ub4wxZ9sq0RMZiUFLTEjGCMQ5FIESgzpjkQQ0q5AiE4c55BgkRkSMosf9IYcIqXjXzeMomjng/v7u/u61M9xse4t62N8dDoOI9JutAykpxnGEEgbV0XvnrEVs2paZQ5gyU47zcDgc7u7jFJkxxrjf7xvvSzlR1+uypLFUSpECADCOYx22GWOMoa7rxinVeEhvSMzovQM0h+FAht9665Hy3ZdPX4aY3n+///TD93/681/+q3/xL7/y9W987dNPnj9/eZjjnMUbo4aBMCeVnMGYWtOIQIgZTOt8S0SENZQDMyEKwEldmk4L82+02PDBTlMNo7Uorkv7K+Y+TRMswjgV06BFFYqXTYV1DKALvbJG1do6rDhJ/fo1FMIiAKcPeDWwoPy8sIcftgtrWOfFsGx9fv1ffSCVtr5hLYnqyysTYe145GSmIusXPMVoY8wiikeLeUDdgZVlCQCXRZBSTnpzvMjq1R6xbdtpmmperI43J0Q052jIVumy019SSnPSXrd973zz3rtv/6N/+Pe/ePbrf/k/vrQ2ARjVlEOUEn1LhnCkmFL8k7/3va/9zlc+++pXP/vss6brnXO394c/+5+//7Of/ez+/gBQeWtV1IKmab5+8s4wTHGOAFByyGU2hk3rqjsSagZgzWSsIwMsfCLCgyjV1VlcD2hZNpsrf0Bhte+RtT5KKSEqM5YipkpNvJHxE0REQBHBpTC3lthYAGBySGCMiYtAXnVBLqUsbpVaL0HnnGvsdB9VsW7mVy+VnHNJpfpnQLXCIFFYaWFUExKhMyAIIIIFinNuPr4+HgHxvOs6a08ifyGExrnttre3cxS13qpayCq5SD04i8lfQSaRYRguH10e7+7HMV+fX9y8eF6M+Sf/6X/2tU8/+tf/0/9MKP/JP/rTm1fP/+Iv/n3TusbZ169efPLRx2e7Lo4DW0rzEKfjO4+uCQuhEEodZBYpRSTEtGs2VSTaIAMTgSIpopJCgROnGwDYuCqr07aVR7HWVpUStjnuD1ly9WJAwYKn4yOk1dJVEOYQUkrGWWNonudpHhCKJRDJ3rIzjTMmzYum7oPZT0qpKg+AalmMAZqm6bqulGRtRXVDmCcAsJaJINTg4iypUhGJsSDlOfi2BcONYTTEpVigkkvMSUUsG/aEWuZ5lhimcQAtwFRKYUCVPI17iROA1TAOKd3d3BwPo/GNAZU5pFJKKYe7VCnw27PdZrPZbDYFcRwGRN3v93f7ewB4++23d7tdKeV4PK4LSbhwFq3jOsysHtpE7JwDTSnVeTiEEHJOREa1TGE2xbmmEWJkavruanPen1+TaW7uDi9fv+5ULMlXP/3o5uWLvt9+9OH7f/lX32eySJCreUxlBUEBRdBSqtZs64koxawIzJXvq1WxRqv6OVsUWMnQazHOi1OVLBz8ta2pgTvL6WZfQ3z9oTKFakCXhVoqD4TeVvh+XSlY93XWUJ5zRnijF70uWK0kpYfVvS6OjDUf1Gi+tjIP//RDsAGXcdT6NHmgXVELfGaun7CW+fUDz/MsIt77Os5ZhwQVkFxHXCG82QOoz6yfvI5SzLImVucEiGiQCqJhYm9rmmIi4z0jottsQQggf/zx+3/6D773+bOff/70V2keiKFIunn9nDFfX529/+7j9z948r/93/yXH3/84ePH177tkFkEfvijv/6bv/63x0Nqms6JEU3W+KbxjW9EMITASLvd1hgzh+PhEBWSKlprVdCQMcYgGe+89404WlarEFAJCUAr7ol4SnS4zIJSjktDdyoKVIuq1JyhD8gAy0lSRGybNgRREGstqkNKiGqtdbaJKVSY1TnX+S6GB4T9056RrGeaHvCuELEK3mipuR0RsF4/Iqdz770HssRskCmnnEJI00TQnV3e7+Xly9evXjX04Xnf9+jZhIiLFKK1JRMxAxgiUXZO0CNpwSIARSXlBEKRIk3Qtr51fhyPWeWjjz76oz/6o7/+9/82hPDR+++Gcfr1r3/9+tWrb33rd4fh8O6Tx11jwjQ0Bh9fPzakMQcpc+c3FsU7alprGJWJ2GQpkiMBIRogQVAgJVUiTDmmlNqmY2bv26bpQgiG3ZyDCDADMxskRHbObTrTNW2MSXMhMmuRVbKSg9PuHqG13jrnrXOWt5vOGjRVoVRymOIBSmMdc7fWgxVCrV67WDmIAAwA5cSyaLfb+e4YY5zjVF+y7TtmDtNcciIFSIUVHGEO8xSjlsJNa5AwiwxjlhJzCinO8yxQqmkliGoRw+gsG0aR3DiLKsNxynFSSdMwfTkeckzjOOecXQxxHEpWIuPbJmu8v7vLOR9ub5qurTf5cRq3261z7nx3Vr9Xvd6IqG4vLoWeENE0S4zRmrrnWB2M2wMOIhMiqmCKpUixzgFgSbloIud2u01Wur0/7o+ja/tPvvLZ5uXNs2cv4nR8fHlx99Y1M3umEqfTaiZIjkmqYx8zSDl5gIsAU99tEGmYJ1Vk68iYFEYRUSlwAkBOq+nrzVhRb1p4lmvlvgzRTqVx27V1eFulnHSZxy5I7xvaTw3ibdtWcj0tW1e1IsaFC1/HADWSxhgb3y3wlKwbyLr4i62j4DV60PJYQQh4sHkrywLBur6wQkDrW9WPXTuG+l2MMVXAo57WqkpU5epWOtB+v1+RUmauEHTOuZTTx34IitQSuW3b7XZbXQFqxnLOmZQiMCJICOHubv/q1athePf8fINKZZqYG+fto+uLb/3+N//2x199dfObu1dH69gQGoNnm+3vfPXT73z7m3/wh7//O1/7zBja7XbIFFP5xa9/8W//zf/84vkXpVw552LMJasxp5GvtfZ43DvTnp2dPXnytrHw4uXTZ88+H6ej7TsVNGSZDcppX05F33RVp/JR6/Fi7pi5XnkP20miE2pPBCdbw9OB4DXfLjCfFD1tlCgUY1mIYkqQi4gQ5lIKnejhbxyT6IF+Nyx7jEWzQb+eeyI6CWip0GmY8VsmRMwsKedSFE+e47oAAQAASURBVMA5YrK5jFkAHKSU+r4nur27uxsG+/jCVWy3DrvScrdITloK4xvPICYuWF09EACcc9N+2L7zFgncHw7f+frX/+R73/vxj37wk5/85Ht/8O3ry4t//s//+etXzz/6+IPtdpvCdP1oqzmXGH3bbPrGaj5/5zFJMqQ5zQSFUFIYlck1roQ4DgfvPTZeCUQzqRhjLJ7utFrj5yzTNB3HuW31GA4nKk7XNbYByETGGa33QAoBICGi5FJlOOI8hxBCTIiIZmRr6ujPe9e1HkBQCxIN8xDno2w20LdlOdcPG+Ekp50PqK49RFoEYhLNMc2VduK9rzsfJSfHhgBRC4B6547TPKXct63kDKWkGIrkokqGteR5HEKKWoQZS85E5I1FX3cdMrMJc7i9vZmPB2dIpNQFBRBFxTr4JzTsGs2p5BlLJpCSwvFuHqoXI+A8jH3fX5yfi+o0TdM0pSoloictk9rjjuOYS5ym6Wx3AQDGOGtdKeVwOOYsXdcJIFsHpUZVNs7VqrntO2A3ZzneHAuYzdnl47efsPWH/SvnXZjHxtlN39r7/Qfvv1uUXtzcTvOsBM57UlJVlbrLmojc+fl503VlkURcoqioCKyyBA+g9trarlhNDU8PY2i9PPDBfGuNbmuBX3GVuuFfI/hDSOfEP4zx4ZyZl6XcsjxqabwOVNbPUOWp15foAxObhyl5lfrhB66Ta7MiD/igazFe75QaxHGZbNevVo8GL5vAtcNbR8Qr8rHmSADw3j78CrpoYsKiNTSO42oLk1Iyfd8bMhZcGI6VQAlAfbcl0tevX19cbPrL6z7Bk/ntDz/84Oy8f/ZliXPmxnz4/rt/+Aff+tM/+d7HH7/7/ntvd50nhvPz3eF4HI53T5998Yuf/fj+/m6c2yI5hLlIsJbqqNr7zruWibuu++CDD64fnX/x5W6c7p6/+PK8vVgObtGsUMacS4oFcdn0IyRT9ShUVQ2zMdWpXh7ibgv3uu5AnRq6Sgtbo//SWhYpOM/zOI7ExVjLzJCgnuwQgrHctm2RFMI0z7OKcY2JcyKSBfJ7c6lVJpIuJFRaMJD1ClBCopPgPhHdD2MsYqxt7EmZlpm5ae4Oh3cvtxfthch8PB6nqe0arIyOFMIwDKWwaskpSYrOtMM0AKI4zjYLCy6NTi7x/NF5Kenls5uzvvnH//gfX/T9//2//W+++3u/N47jHWgNRmdnZ/vbOxHZ396en20fPb6GHG9evWgIvvKdb4372xTmGOcMWUmzFPbOtjaGScIbBz5JOUsmRiJX2QullBBSKqMqjuN4dnYuXCqMq6rFVgaLGOJSZDwc5zkys2WzmsfeDTfGGLamZDlO4zRNZLhp/PX19W7bG0OW0TKjaM4ZSad5VtUUQu2mG+frMMAbG2NUkUr8FxHDDM6ZEKy1xLzZbKwzMUYQNd47NkhQ5oCgbN2gUFIw2x4RhQgVJBc23DTOOq4TPGtOFGTHhpkJsKR8f7zLm81wPDx99gWW/OTRW3Zj4zzGuTCbWje4pt9ut8a4mMr9OIBKd6JsF+Ps5eVl2/fGWe/bqkD36NEjY8zxON7c3U7jvlIncs6ISkQh4iquME1hHKec8/7+2LZ97ScqfVNEENR7H3OaY3r+/DkYb9g1TXN/nI7TM7atb7vzs3eHYfrkk0/++f/w/7s7ju+8+/Gr1z9tzy66uTvOAaV46xRhTnMpAqrjNNrO73a7zWYzqTPlJOfgrQUQFYDTxW+JVOCEoZdlZacuhdUSYa2d1zxhra1U11o711MMC5W+5oy2bXPO1U3EGFOVnKt5WbUSY+bNZrNC57DsT9Wx8EoPrRGzfpi8WFSujCBcnFW22+3pTn+ADtVPsmC8D0aPRA/TWH1UfmrNWzWFENHKJV0xnIqPycI3uby8rET+Vb50badWAkX9fc1w+/2+kk0r6bZt2/q9jMg5Wz7sXyYdh6Cu8dZu7+7VkHTtFnQqw5fsu0cX5uufffi7n33zz/7s//nknbe/+Y3P/vi73/rD7/7e17/y4fXFjrmoTF1/+fr13TDhr34d/j//7Cc/+DFO6eNddz1Mr7IZQSdgYfYWWoM+zinq/uOPvvInf+/tq6vu1TMp+18en/78OAAI3+zvz3ePLi+uRcR5c1fuRYOaLKoKpJGLEoJFxGQnTZlAvMG2NxZoGufxMD6+enw8zjFEsJYcFSgIpWuspAgFUlEAUHDGtmxQlHLGbtOXPKU5gYoBlqJEqORUZDhmhK5xHSkoYgzFN84YiTkoRGJlslEkzqBaNFcfH8glprF4bzdn3d3NrWrp+q6U1HbdMBylyHGaKAtWeULRVGKSpMwOEUSxyHuP335yPZIOKaVjChPA4Nuf3919fhvAXaYMx/lw1mOWIExgtDiNkEqORtWQ6a2NU7Przl49e/52e/2/+yf/hA7xf/j//g9dDi7e+Rh/85svZXj58ZP3rppOBG4O8fH1tuubeTqE+Xh1cfbOO0+Okni3mafxWD0V/Gba70MIm6ZoxLYphudt1xPj65cHVbXMWsYs6B2M4w0gA5thGqPKMWo63Nfb7OVvXiFA13XjYayeq9Nxyjk7YwhNSinMc0rJcENETde2bdtngJRLjJTLMT7LXXd2dmY3m0LitHXc5iODDaDQMFvf1Bq/okTzNDFzLmUQITIF1HvvQQlK600qapjYNU5x1sTOzylhEWDjW4uoJg53afj8/uWjzVXf9+78LE/HopmsxONgvVhvVfM8DyXFw1i8dWebs/1+Tze3+TgcX9/SMXrflYm56UMMBTcRIGDeXGyO8zROGOLeWgvCbJyx7e7y0nt7f9jfDIedJS6hY5U8Fkld7DebDfX0aHcxhQtVTSHO45RDxAJMXceXrW/DGNRA41pLnLciojySMckYUwDmOBXNaBgL5Cz3L1+T79F0Xbvtt2/PWb98/vLzXzy97OSDDz/+vW98+9e/fv6Xf/tjoGc3d8e3uvOzs6tffvH86uoRkHn68mlr226z896zvjqMIyWDwfb9+X68RxyNTWRtmlWzb8wFEeQ0KA5Nk2NqRRMRbzY9GUbEIqWoKIJvW1XNKgoIbIz30zw7Yyo+Xtk4q3hnnf+tAbG2AnWuS4tgnLW28uhrH1DJ+7UkXZmE43QspVhXbZ2KKCjINA/OOTZVNJC50n8ES5FKz6+2BKtlPC7SyGaxIaslOQA4e+oqSo5p6SGcZSmp8v1U1TASUkoFtGz6fp7ncThISaDl/u7mFNklp1hKziXHksFaaxhDCE3DJc8i9Z/LAhtg11qEPI17a4DZlDyXUnJK5vb2NZ5vaosU43w4HEIIRL33tmquISqIIMFut/vog/e/90ff/fo3vvYn3/vD3/36x+88vtz1jWUgonnKMc4iMk3xiy+//PLZ05xz120IeE1HIsIkzGzZoiqTI9TNpnv33Xe3TffRRx98/6+//+LL4dH146bpVE7yIDnnru2Pw70oimgV7DVkESwAEltiz6SWwTOBlMXJ86SAWM9BzjHnlErCos65uleCfNrDTilaa4qQEsEpIC9NKuQKea5pHJFO3plQWdjzHFTUhpCQuG18XjREaRkVEJFzpk6mSyk5J1lkC9naKlihWgwzWBsFakCc58PhUJjd+fl53+sMJ29r71trARSstU4ck1pGFc5ASQQI6hYyCeacL8/Pnz7/kkB/52tfdc79+Z//u1/84mcfvPu467pnz57d3rw+Pz+/uLi4u7/xrv/qV7+6aeKr1y9SSpeX148fXSDi4XAg1M47eiB+t8KdMQuyhpQbdtuz85xzLjLNAQBiTmFOxjfOQyxyf9jvD8fLrh2nEGIO81wZI/M4MZsyTEjofUtEIYThONapl7WiqlMYj5O31iKTZ8vWhpTKMKSUxnHs+77ezEW1qjaexnq02vJpjCcdXQWwFh2bxju2BrwHgJhjCAGQ6h14whYqdpTAWSbDqjqOc3SRnXVhmuc55sAp3B/uxjA/efJkGIaY5pJKDlmLOHbzPNt207TtVkhtW4rGLFgyW5NDaPtua3rfNKWEUrJFaRsTS7PdbpumEaUQBdlbdoD2OEzKlpgLICfRKeioqro7PwPAkiCVOM4DKbVN07atFomU52ka0+Scc+yAIArmeez7PpU0hRlAJEGWwsameTLkAGNKpVAWMn3nn7x9dfPsVy9fvmy6zbe+9S3XbaLylOSvfvg3H3381Y8+/GgOcQxz7/saPZ89e3Z2vpExsDXW2lBKysFBSydxZq4/SMpFgmLgkmMiZjbLdtVSNZ9A/1rAVqJELYEXP/Lfiq21kcKFCimL6HcIoes6eUCT12UIXMcAK1QCv20VqQ8mt+tYYp0Vl8V6wRhj2K1D3TVErLSlFaipXQsASEkL8ny6zFYo4mEvUlvJOuCteWvlL9UEtuJLZtk4k0X4YUWNagCUxTLr4TxgbU1MCCFGZzAjg4hM01DJVc61IhlASEFzMojvvPX429/5Vnt59dlnn3zjq58+vtqRxJwmUAEA5+v5KK9vb374wx/+6le/iiVvuu3Ny/0YhjnNAhGpIGhGE0lI4eKircDi5W7TMn3za5/9/Mef/e2v/0ZK7NrueKhezDQM4+ZsA8qgoCCgKICGDBKrgkWnRTTFqEVIDSOj7ZstADEwkABqJVwigeJpFHxiB8Fpy0MePGiBa1QVcbGvW2FHQABEqF32aqurgGKMsc4z11OrBIyo1VW4YnyiWbUsxNPC1UWInEpJIKrKBm3TaIJjSP12M94/v7+fpTzq+77tIOmosZSi2653zpSxoKtNZQRjrLU5QSlFUeuZqIIt+3n2ZD/58IPHj69//tMf/eRHP9z27mtf+fTu9fO2a1TOreOmcX2/8671rXv29NfW8SeffHJxvhuPd7e3t40zu21fMdB6kS3SrYSIUaCxfhaQmAlMyHkOMxFVVCRXk2TKMWVAYuOAzBQGkRCnUK/jFGPXbnbb7boll3MGMk23QUTRWKs8AQVQ2zjvWramQ8w5x5z241EZTeMAKaVklk2cehNWs2haNL9ECgJYw8aYKuMkJxZHUlU+Ze7TFiWCphhBBZi7rmuaZhzHECYlZUvjeJzjrKT74yHkVA0qSkxExjqjWVIOotlvtgloFCjAgpJEHID3VrVAyXOcDKljUZIwjvtX94cDMPmUYZ5nYPJtY52bxsy2M2aDBgnB2BbJlJxVNYS5bdt+24uWXFKOCUjEimutBTvkYQqjl5TNSatja6DtWwo0xYmNmeY55NA3PsYAxnLBkHSOB2WH7LqO/eO3ssD+7u7y8TvOuTDFr371sy+evzjs71y7ffXyRdf3F5dnNzc3rLjd9a5t6L70fd913TSfTgQwhBC8bRhcnrXEXKCQgQr9V94HIqaSF2SGqgtjvdgATpQNZjZ0CsHrtK/eqrUGX2O0LBy/rutW8F0fjEbpgakOLnqZKz68YvcrqIIPmCNrAlhHCw9HEbQo09CynbqiSSIyxZPXzfpua1KpV/66YlbvjtUACh/o4q1tDS0U2PxGEfq3fGnWypse7CI8nEKb84uN8yxRmJFNrYhTLX9VChJXoWVCeuvRdePcR1/9ZLfd7DYNQc5llBxTjqWob/qc5pu7/U9/+rO//tsfvLq5bfpLYAOEzjnjezKEVEoEKYaEp+HYtxcXZ7veGynBW/zs04/+9I//6N//6PXLlzdaCpFnAt9swpzHIRjnmBSrSUwW0VRNPBpjFIuIKVkERRlR2RBYNoWL5FJKEVRENdayQUiAi/GQgK6w+4NaQOChJzCsgJ2oggIDqIKGENigas32b94nxqmOJ4AAkQA0phDDyAZVi56E7qscBxhDpGCJi4BCAhDrDCAGPa0pzFMcxzGEBtA507iixpjtdtu2LYxQpw9aQuXjrVCgSBagUoALZAkfPvng/Q/evX39/Ad/81cGwkcffOAbc79//clH75+f9YfDwXv/+PGjENPTp19oCN7vSil3d3dQ8uXlZePMcNzz+VldPymLS/ipVnOtazeCeD+MOcdpOKrq1cX5+UXPzqaUxmk+TuPxOAJRt+mmeUxZVSEWESTbeGvbtm3bbpNS0gLW2tZ5ERmGcRzHftNfXFzUVfj9cERktoSobd+q6hxzjDGLhJLBcEEAxZKLiIA77eLVgqvC3yh68mTOcQpTClMeRyKDqkRkLEuhHEtKwVrGxX3JWrZdd319ba0tUwCQUlLRkjWjIIA4puPxGMYBQFrvUirjfJxnzDFFzDHGm8NQGzMRPU7zNA3TcCwpjtNx23eixRu+v3k5TdMUtqSEhsdxNM52241vGrZme34GOFfR2ZKRzMkxXEtAKc45kGKZ2Fvf+rZtrLXoUI3eH/Yp54JDKOE4H2Mx3dkmpVRUvG0gzalERTGWrCN2aEoWmVMcFQ0gn/VnKRcRKSnevnzxaj988NlXvvH1r/3sF78GTd5b0Zxz8t5VjYHjPCvidrND5nkeEZFQpzCVlMn0ljhjFBEyxMxIvNvtiKpaLVhwS+mNiBhirAU7IocQklRtZFPv07RYwzNzlcyshb8s6l71lqz0x7WKX4mbuuxtrYTLsjiwr69d58+47JfJA1nQ+lfq++syan44VzhVIL+tHlqW1n+dAay37XLzysM3rCBVWWTj6gS7XszygEO1diSlnN5kxaDq9V/1LXCZTKzIhNltWkTNygiU8zQMh3me63siIjECqOaUBb2zV5dnDcTWWWdJU1JSwZxzDCGlrKmkn/3il3/+l3/1i1/+WoB9uy2Cxhgkq+SQM6iCUVYmpBm0tXx1se1aZ0Caxvm3Lr71u1/73ve+/Kf/3X+form8PE/Zdb7DC3e7v5ci1lvDWqLGnAjUIgIgSyFCMk6ZQYuIhDjFebZkFCrZtmBFYgwxM6hUIUMA4EU8cs3noISKC2EU6plTVdS6zwiKBVQBSUQY4LS6nWPOOYasCCRFVYtULhpUP1nQQmwq35QJ6nZoyioiFObCrCBaUoEiwMy+bZuQQm1yx3G+vb19fHVmz5u27flATMaQYSJjnBVPFAmoZCUig0awiIiKkjIzPz67arx9/fLpzYsXMUxvvXXhG/Ps2efG8jAMhNp13XbX5xz3h/04De9cnjvn9vt9mMezTf/W9WXXuJxCjLleVWs7WRtz32/Q+hjnKRZUVLJMgNZGEa8VojMdbth655qzi/OyP57tChENw2TZXFxc1Hm1IXs4HG5vb6dxCiE6504YrsvGMqDWbQxmVpQQYyq5bVvnTT2gpRRBqKqZp4JO30i0iwijEhM0tiRlhJxznOcIwEXJExEjqiFWwixFRPb7fdM0MczTMJaStn3f9p219nh3K1IQoe6rA4qxxMxhGnKJlRsmaZrnWYuowu1hJCJib40ppez3dznE4+F+Ohwaz5IjpGkcj603OYXWGIMW0hwmgVIQIR2PZZ592xylaIrGWuOdmDpfSkTkJB7nk+t3KqXftG5jGuuAqUpmxTzt91MIOcaomsZUjvMsVeTENx2BEp9dXkw5kjGCWhc+VGJRUMGbITdtd77bmca/9fhRKPLrn/98iPnR9ZXruvc+/OCHP/rJzc2rJ++/JyKvXr1MQCrGNr7ucBmiUlKYRhGJZgbikgRA6rwayRjrUko5JwAwzi6z3zdhdC2Q88nVGde7dRWBqEIsFdmHB0YxD0M2PhBNk2XlCh9ItqyV+8PyfP0AFZaRB/yRUzrJp/0AJAKsWO4poBMDERlLAICkRVLVzHj4R9ecsX4AEakYTNWwqioOIrLZbBCxMoWaplkXkuuIuCYGRBQpaz/xd7Cg9fEQwjXjuGdSLQEk5zDd72+Pw14Wg0OsnNwUclHlIiLOo7dApFlzClNOwVrrfT/MOh7Cz3/x6x//5BfHITrfI/phDCI5xCmkg+idSAJgR70ntIw5zo1lZ6BxdLZpjjJcXWy++c1P/+2/2b5+OSKUHMKxHJ3fWttMYTLKoEpkmGu/ogCqYV8ACgAAWjaWCI0FV6ZpFBSqt/bp0ICIkJRSiuqy9Xbay8hd1yokUEYVWfhVNYirgpY3qBlVI8iiiMiGnLMpgwCDUtu2WKKIpCQxxlzEsXHWEJlSMqAwCWAWxZwjgOScbQ5ZKCMhlpxjEGCHzF1KYcPGe48IIaQQAktrDMeYDvv9NE0qbV6E/Uo5gZiGqEAWwLrE0JgGABprhsPh9ubVrscn7z7qWj7c3m23vUqeU6rNqaIQQd+3K815t9s9urrMudze3qNSvQcqclp1Bay1LSH6dgophMjW9F1r8CynIKI5n+os1/jr6wtcWG5n77yTUsoplSSqCiLHYZjHCQBSKsf94fXr1/Mweu/Pz8+3261qvAlzKaWotG3fNT6kPKVc7/zeOXY2y2lWZI0/HA7rmg+oVJnClAJosdYa8pGVAEkBLBERFHDOx1zlQWfXtKvESo0FWco4jiBS10qMM9MU5lhyiaJFpZSUQbSkLKWoipakqs7Y7XZrmMMhWmuPUoZhuH19c39zaxhLTAgCBbUUBrdp/G63zSkAQJxIJYFm6223cYpMhrvOj/NAzjjHveXeWwWwqlDt9FRySBIKIuRR9vlwuDlcXV2xM1Zdy35STmEyCtY1aDtgr0gAGAUKGNu0zreu6VKReZ6neUwhVAtYRejcRSm5pAhE77/7pNls/uX/+K9fvL59/7PPcooX52ePri9ziaRyHI+qRZSQTXWfNsagMVmL81WbPWeJiGytZYvIInQqKap0nS7s0FKkalnLiTe5ILGqKySysv7X36+3Q72pa3o4OzurgXul36yMnRoop2mihWRZaTaIbyYQa/JYg+ZaO6/vuf6mPnnFmiqjf00Vdbx0Eidf2oj1VZWIXMvNssCY6xpEnU/AgvWvTNa/M0hYYZ/6v/UolYXyv+Y2WXwIRMSUMsUpqIZNb7qm3257Zsw5qgqhAipIyTmWoiqSYmm915yKyjQM4zgSYNta32yGaXx9e/jpT371+ZcvCT3ZbYpQMnvvBVxRShkBhZVMXU3MKcV50zWOgFAaR/sSL3ft73zlg2//7u/8q3/1746HW6azOE+AHhH15DopRRIjOEsAEuPsyDCzta1xjfcNAo/jrMc8zoHxNL6tJX4dDqtmIjJ1C+OBHcQKARH8trp3bZo0V18CAEMMyJxTFslaTH0hGeO922w2h9sXp3MDUkpiAiIgwjkEkFIMiORStJRMrCAZQEtJSmwcEmAuIQcGF+ud4KzdbZptTyAYQijqocjh/jgNs0qXcy5arOGco+Wu1rwKigBMZIANmpimrvVhvC0C15fb6+veovLF5nzTg+jhcDgVAsa0rVdCKSKSYwhXl+cffvjh8f7uV794zghXF2cVKDPGMJ+SBBGlnMM0IGLTtZ1vvDMp2cP93cX5Wb2sjTGMkMJ8e3szDANcvn13dzcMw6tXr0ophvj29jbMc8756vxit9vtutYixBhvXr+8e/XyrXd2qorAzjmHyAJYChV11kHMkWbfdBYp5pzG2aAJUzBnZ8wcQ5CS27YlghQmRGy8RQKpzq4xiIi1FpTryDClFK21vjFMdd/DOKdS2rZFlbw6y6OEnIhBCQ3RirKWUlAAVUGUiRpvG+9VtQHQGKf7+/vb2/lwZCnO+gjJ2oYZQdX71trN2dl2v78bxzHNB2K2RM7axhIxGWf63o/TvuSQZ4wG2+DJsCMw3m7MRVEtbalWWVklhGk8TAantmva1l92jyjxTcIQZoM0kkvK1jXAKWSJSYDMEIpvthoDhiyFSpIccylFCR8/7vfDcRgGjgkkn2+357vNb774osQw5/z0y3nbt/aD97748tl+f39xcXU3imZKOStS0zSjpJzj+dl2nucSVXJisrWNKwIC4owBAGsAEdmapTB/E4VLKdXxhhGICKQ8jOYVN6/MSFoYkA/HwnXx6iGYs9bdp73RZdJQ00mNkmuBvEb/lVHyELFZAZ/1Nw9L+/rBVs5SDeiWTd32qn+UFkOYFZevXwEf6FRXXsPDMr8iQg8X33jRvl6lkXWZfNSPcaK9/LYkdc7ZnG39zev7FIfNo8dP3jr/6KMPLy8v6viiCiZoLqLV86zkElVsilErH9Z4RJSCwzHc3h0///zFT376m1cvDu32CaEvYtk2IK+IwBoDyFgMFkJU1OK9ZcbdbuMbC5oQiyU9f3z1VWi++52v/7t/95fjMFy99WScGVAbsDOhlpwkigTnyZCmHMN8PHu82e3Or6/ePrt4bE1zezf+7Be/ml7t26YR1SRFVDSjYcPGERmQgogCtKZlOmmljinPKtGQIJxOBhFmLVqd4Ov5Jq1dBfNJqmyah+NxJtMY49vU3e/vqh80IyhqKamUKJolJ4XCWUvJbICxGGR1aAvHpIhqrXMIcY4pZ8Vk6aTovdvtzs6YeYwxJaTGtfUis9ZmYhQmqzqd+uWsUrAwV6EMJIV3nzwh0NevXhDA229dWZZxf3e22b711uPb17dEZrvdeu+neRjjfHl5+esf/OSzzz69urjwzt7e3r589jSl9PFnn9ayi9mKnCbnpZQCqkpxnjdd6xjSPBi1lskxHG5v6rWoiSYpKZUwjprzi+dPnz9/Po9VIdkxG1bpnXObjfcOSxaRxmDnThasx/2h7/vtpm+ahpDmYYwhQMxs3TgNcZjwDFzjqYhC1pD6pj3bbAEgjGOJKca5CB4PB+eMd6xFjvu78TjkOANA17TGttI2OeYqHQQggEZFK7ZbRJxzzAiiuURnbICZDBpmoio9IqUUAjgej0QopUoOSkppv99Px2E4DKWUw8vXmPWy76oF0/7VTc75/Py87Xbs+uN4DPk4DKEUkJI2rWdngTiCMJEgGi397oydFeJQJKo0xjfed5u+c2+fRoUpIWJVnkgpvHj2JSLvNufdtmHq0gh5fi1RtO+42V1cXRnD8zxP02CMaTs/DAPGqYCPxcQEczhUVP35q5eqaqxrnbs7DlHUOzMkAJUnb7/1my+fRsR+sy05SsppnhR7yHkc55QSkgtTmNPx0Vu7XGKcQo7SGKeMOedYQoGYeQSA6oRalv0mEV1dWUSkom1VK9AwVXrPipjX59RqtxbFNfxVFeW1wluxwfqENcKuJX9FXfq+198eAtdHHRicVEYWLAiX9TRc8KW1G6iQ0cr+XOcNBFi9HmXZU6tfpOoD6jKhrS+s36JqRA/DUIn8tRWY57nKw9Xel5dVp+vrx1XdaDUQ1sUesn4wfOCIrqrm5fNfM8Jnn7z/p3/6vb//R9/+5OP3njy53p1tSs6GjYoUFUSMKYokRNSsxJByYTSCymSc72/upv399C//xZ89e/q631woOMImRihZAUOYxzkOQJkAdEmqw/H4yQcf3t68CtN7l+dnUvLF5Rad79v5j//ed//2+z/5p//0f7q7f31+/t7d3RAFut4o5Fy06bpxvHv+9OWjx9df+fTJNz/ovvH133/y7keI/WEf//pvfpLCIYQh5sm1TQip67fWd+OQigiCNP5U2K9IWT0xpeRcZmImhDBPoNE5o6q5FCJqGq8Ly1hEHHLOud/0JFwvmimcUIhN1yPqcNizQSIopTStK6lQ6+Z5GMa9JYzzHFOIaXLOkULrXVBNKTBnFEUVYmbjsbhp2k/TVEqLiG3rQxFLdtfvWtcO2bD3JKmUkFJuPYeQYinqlIi8dRjhsL/7ylc/vnn9jFUudsBU3n3y6CWmi+3GGqqSEobdZrtNd/Hm5vVut338+DEAnp2d5Rh++MMft47ff//9UoqI+cUvftE0zZMnT1R1HEciw8xZMpUks0LD1toSpmkO+8NdjPMpxBtHRJuz3fmmf/Xq1asXLxtrm912GIbxOMy1liEajweDcpwKKux2OwCN08DMaYxfvLx96V58+sknhOb29WtrrWE7749aNKnuk7i2Md4BwHQ4dpvd2WbjGr/p2yxlONznnNvWF8mVz2oMbXe9JBumeRyP5xet5uK8bdiQwTgHoKwA0zQyb6dpyimdn++K5BRL27YM1nt/e/caAM53O2tt630IofUNiEZNh8NBs6rA/ng3TbNPMY5jRwqW5nnej1OIuff9Ph9jUkG9O9ze7/e5xLbvd7td//aVEoG16J2QVaaMPCc8jmF4cTenCMip5HEcRdR4V/LWWptSyqnYxtdZpSUOcR6Ph29+/Wut4+dPvywpEsh2u4VL2o/l82e319fXNS688+QyCt3s7y4uHt0fyv54a/yuLXacXllr98eDiFxdP0KDOccpxHffffLuL39x+/o5EDLBNI7et++//37RX83zfAxiusdXj9/KOQ9T6vv2sw8+Oky3V+dn5z29+OKeEEpMYxi3523IatjGGEvJzGzcSQVaFZxzeSHb1No25CQi27YppdRLty58wbLDNY5jDdBr1VyXwta1rFJKddS4vb29uLiowbeiNBX3Q8RaLB+Px7o3W0v4vKhPv3r1ynvfdd3hcKgfbAUMH8JKMcZpmngxF8vLVnMIAUTL4vQLi9dYnWfQsgJd/3X9Lvv9vqa3+qUQsXogjuNYZ5BrO87M+/2+fqrqaVHTT9M09WbERRit9hMpJfPhe9e/89XP/viPv/fd7/zee+++vdv4xjMiAL3hTlU46TRUOTUDwGyZUASmKd7e7H/ys1/94he/3h+mpntLsA0JSlQgqjqYOUfkDFi0cC4paFDVolJUspRcUkwzCnrkx9cX8xT/6A+/8/zp/ic/ezlP903bpHG0xitEgMCIlsJbj/o//sPf/aPv/cHvfuSuH793vnvrcJC//Msf39w+m8PQ9S6VbGwF6k/FO6lh0wzDCxEBMifs+wFaZ61FAAIsxqhUShlYRkQkXHm7klISGK1rAaqPsbJBq6xCqmW77WujULWeQswpzHMYvTeimUGRAIrCaRm/WHC5FggIbEiZs1aVqAwxDMNhf7CHQ+xbaNXV4Xzrm2r5bdCMKWspm00/zzORa6xFX6yJKUQM2Rl3vNsfDwcVOOvdbutTGLxHYmka55z7zrf/ABF/+OMfpTxdX1+HMO36vu/7/X4/Hg99359t+loN3dzceO93u10ti87PLwHg/nAoJfaGLs7PznZbKSmE7Fg3jTebnogEYBiG4zgd7+5dpTReXZVSUojZuuJzmieRAqSNtyXl4/EoIgap3s8iEkKa5/n+dq9JvGtAdLfdRg1hTkBVicZa73zXtl3nvScp02E/DZgkWWsJtdLbxuOgzlhDUERT1CIAYI0xxlBFrdkSmywSwhxTqdXSWkDFnOoNowiCwNaWlO7v75mZAErKOSZVyCHHKcaYQVQVDHHLGFHyeDwc52GKYyyipOzItbf7ac5HYus3533TsTFRdQYXxjQM9/vhOI7jNIdquHYYpqZpYk6vbw8isNnVqnA6Ttp1fdO2iFRAVVBEUDVMM4P+i7/4m9aSRdhtN23jbm9v3fkZMw/D4Jzr2v7x48ePHz9+9frl5dn5PI/DMCDIbrfZ9q31O1WNaWDmOUUYpliq4L55+/GjH//sV0232V1e0zT/6le/ADYXZ+dPx6fgdh9/8tmjR4+yyNX15XuffLS77p4+g88//7Vm67wx1AAQOWEuFi3TSfyVqoaryKJpU/Ji4VIdnmv4c6vc4QKb1McK9K9EoDpNXZ9TFofFWkSvcsorqFLTYV3mWh9rkqis/LWZqJA6M6vKWvsvfYACsEgB0DrcBgBEqP9unYM3lD1dc0b9YDVd0UIwNQ/sxtY+Y+1IYGHB1pai5n6ik5J2lZGoL6/9QYWM1tlDTR7mv/zP/qNvf+f3v/3tbz2+vjQGnUVikJRSSoUKCzMS4gmNqm9dtXiYWYHiFO4P+y+fPv+X//Jf/fBHP0ml257ZYSqSsjENotn0Z8izMT0yIRbJhOIt2hTeOCkWkZSzFiCTnOPz3ebvfe+7+/vw4tU/u7/f7y6aLDKOr0I8KMS3rp+8/42vvffkyZ/88R9+/etfv9oemFri7ub21U9/+tPv/+BvX93e+aY5HXESwFMLacgYNsWYnHOuVgG46o4la+uxlkrVBy1EoCoJBAAqac0Y4qZRBWRTdWOKksJp8FJKGccx6ExE0zQ4Z5FUclLSGOez80sTJNfQT8VYYkbvrRUrAqgJECqLJyvIsoiEoiWmFKJmQlTHpAUQGQEqCSfGiJqb87PD/Z3pemBEBiJKIXIxV1dXIJJDbCy+9fjq8aML0XR9fenJDcMQp9kQjXO8vb3fnHV937+6eQkoV1dXx/39s2fP3np01bbXCJCzAMBms+v7HhFjzDlP0zQ9f/ny6nzTb7abtnWEN3fH/f1tlcYrnDebDQEZ47Ybh4hA7H1LVo/HY4rZ+QYUx+pYBNj3fUl5nEIIx9v9PdVNgiJsu6bbIkxTyAjZWxdDHg6HWveRcUAxx5hC1FygK03rDrc3KWc02G83aAgJQVRPRCyY53nc32uRtmmappmngdg2ALavEgmETGxONh24cFFyzqnkmIrxiEyb3bakPBwOIGKt01RIUVVRAbTaUwoiA9B4mmBDyAmId2c703TKjWv6DFwQK6qzPw43r24Ph8Nz0mp2dtIuRpACIlJUeBLnmubqnVrcHY/He0nvfOW9YZz2IYQYkmjjO9M2cQ7Qdxe7s9vXr++zYInh7u6tR9cI1M2xSigWomefP/vBz39zcXEhuQDAMAyPri4//vCDQh3YrbXmeDz2Z/bFixf38/zpp5+eX178/Be/Guf46NGjX/zmN0+fPrVd9+knn93uD7/8/OnXvvrVb3zjG3/2Hz6PJRvr337n3ebschyPhy9eFwn3dzclQGuvEsxIhplDGI03tdZmsqWUKh0qD7iSvFgzro/a7qwz1ZU5oycfVlMxmSqJXAu7VfagBsQa5adpMqf0/yYE1+p7RY3qO1e4qUbPKsa1jl5LKaurpS5Eo/ph/s6wd+WDqrxZWq5vW+cQ1ccNHtCW6gvXKn5FrtboT4v5+wpQ1zRZrQtwsUSucbvOk9fEWf/VWmv+9//Vf3F1fbndNvO0R1TpvEGs8linLGEbZgBCKZqKWCp1Vxu5CmfJOI73+9uf//znw3DYnp0rlHmclHrftACKWrSklAJKIALJVBJEJcMWkLVqCBsDTAiAZEqOjXcff/jed779u//+3//1n//lD45HZcPT/HJ31r71+PHf/+Pf+8M/+PYnH37w5J23jDHe5hTp/v7w4x/97C/+w/efPX2F1hvnpjGypJwjGetYrTWEWHKp3ZDUGddiAErEpeQac6uPGIKUAqXkQiCSBU+2nGwRgYE5hIkNILVErCrV3C7lIBLqVUtEzjJTZY/Apm0GTXFIRRKAMKs1bBglgQKCkmoWERRRrRsD1Hi/O9vsdpu2M2xyvTZSiPvb+5xK43xIUkpxhmLMaGxtYEVj20jOsDX2yVtv37x+PR4HZ7RpXN+3w/5lf7VDZU369ttvT2N4/vLl9dWjzXmbUtpu+177Fy9eDPtDLRCGYUAp3llUmefZOdf3fdvaWpp1XcdIKBrneTwev/z887u7O9/YpmnOz89j0inMRfXi8oqsm6YJkKWUKFNSYte2thWyMM8E8vr+oEWmVKYgYzieqBpAbJu275EciLL1CpizFEVSIDR1N7ioiOYwjyJ5u2tCCLFk37XBMltiZ0WMb6y1tqQ8DMPN3W01KN5a++r1bR3TsfPEhqzz3jc9lyTATKXwsgW64r8xpb7rXMcgwgKGeB7n4/GoBWLMcYpxjpVrXkohiMY0zbk7b7Zom83ugm0fit4N8zjOr27vXt/sbw73h2Ec5ymldOj7U9HHzjZ9BXxzzpcX1zd3t4fDIY6zTQUAFHm7uximfRZ1feM2FDOQdUqURUKKl7uNJ8kxNt5ymIKx1vLxcNzv9841W7aFvWnbBO4wHbz3QcwXL+/388/ffnz9wXvvvv34UbO9IBOoaaZpygpN22eV2/s7RX7y5MnnXzz/8jefv/veh599/MnN67vhcGiazu/OpGiIaRzHz1/efPnq2dXbm/c/eNs5M4VkLM1jEs3kYBimjrz3jXNOBVNKAic8lohXwnudXKpqkhJj7Nwb6fyHEXAt7Su+sc5mK1hUW4Ea3GOMVUl/xfGXwYOsIbLKrtUbat0x1pOMEq8w/Qr+rwljjd1msYipP5vF6ziFhKv09MI3rSD+OvtdKTqIWDGrevmtNCez+JrRYpp2YjQA1OZmPT5r08APRMnWfoiZzVc+ebeUUvIAqsSYo6RFQO5U6hOiMaAqqWRJmGM9dqU4JQQW47hp/JP33v7lr5+lPMRwBESVOaej4SaEKYQpxkAmMSPIabEbCQtolqJAZAxZKyjA5H3jLGWxH3743re+9Ts//MmPX7z84q233vrkk0d/9Ie/9/vf+vo3fufTdx5fne82274fx9E15znnFy+e/9Vf/fTnP/siF7/pz+aYqxh/LJHFIhZi1hjncTTNSSrkt7s5nGcxxiCoFlmhA0RoWhtjrIJiqlqTOIgc9lPTQr9tjKGYFBGccwLgjCNCKRm0pJRTjtZSkTSHcZrGaR4AxDtjmFVlmo4+b4ENkQHUUpKmJMLocJrmTUNnZ2eXV2ebjTAfYpqHlGNML1++jDG6M39MCYG9b+7v773bae1ksWhRRKhXRpoTCLSeL893l+c7kqFpPAix8NXl48N+PuwnZJimoJTee+/JGW3+zb/515rLt3//W11jXj1/ZgkfXV/1Xbc6qq+SjTGL96YUvb87hjDtD6MoObfp++31W+8iGT0cs4DrzpBNFKuqxnJTEGxb3wrdnsYRRJrtRZyDn+d2O+d88swLIQylaEzHcWKFkBKksmnaru1LznVngxANkyBVW83h/i6lxM6iuBxmBSZLCoWZQwjVqrfrNo011tppnuuWOBtkxiI5TInYWt8QmhJj3Q9iZrdsGESNc4o4Ifim3lo553mYGU2IIU4xp8JsAQyCgGZpneu3jgyHHItMYI/H8fX9/vOnz1/d7J+/vpnCzMai4Sg55NiaHrFiwUljSglLKTnEp/c319fXj588mudZSqqKj8MwHG/vm67pvE1aNOeUA7m2b51oDmkGwze3+3Pettvu9auXfd9/7/e+/vjR228/effz3zz9/g9+0rZdEXp5+GnfnV3srp5/+cXds1f97nwu9OLu2HUN4v1b7z6ZpunueKBxaNq+68Yvn71Q1c8+++z7P/rxn/+7f/+t73z3G9/45o9/8rNnT/86NG9fXF0/fvz4/nj4/Ivnfue32+2zZ1+ebTcssfFOC8SkgFLB6LPdBTNLgZRSZfOmlCqtGR5w8yv4rIs2HD5QaNCTYkeyi63KqpdZH3UjoT5hZcWsmQMeCLnXaFCXimugrGOAGvQrxwYXEs4SrPFhvvk7EVYerHflKrUpsM4k1ugMAMfjsbLsVmBn/WFNTisgXzuMNYct4M9pPH6K3iI1AtT5gSxyF+v495RXUEKJQUTQsBTMORpj2rYRAWR2rvHes7GlqPWgCDGMFTNx2RIZNnh+sX3nvbe++wff+slPf/XjHz8VcG17nZLM873bEqFaJmstGTEWUBuG3vHmcNjHmKc5hiJADExaJCsYsmgMR3zr0cW3v/27P/jhD3/+q19+8pUPv/H1r373D7752Ufv7radweJN9jaDkyDd/u72pz/+8ic/fTaN3LZXzH4c79l7NBWIL6IRRIuUlAOclq0NAChCTfIhZFw0RvSNAAiVclIPzaIKRRVUEFFQqy9PddrjMqciCCQxZ2OFyQBISpLLHMLkvdMS7kuIcRIR78h7Vx2dUg4tXaBxDgQQLaGIACEak9JYbIEKjpIgakxhGMecc0lZ8wkANcYg5hilazkrGGPAAWJkAkacxnEcx9Y1Fxft+e6saxo925UcPXfs/dOnz8chzXMsGs+v3z276IwxP/nRT0Tg7bfeQsTnz1/Gabp463Hbtohwfn5ORPv9vt5LYU53d3dn77xbPXtFsO3PnHOXl5fdpv/i6et2s7GudWzHhNNxHsZJRB5fv0UtGG4JqUgS26mBnNN2s4mwN+hcf26tbZumlHR7ezuEuNvt+rO5MdwaN+7vvbHX52fj4VhKLpJStVZA0JIF1N4GINyaHYGkOINpLDGIxhyrI5Lv2quz8843wzDc3dw6a50zjfONb8AYDVHqHas5xpikGCQiYsNqbUlZ0BrjYsw5HfIUWKGEFEJoXBsxQwFGY4xDy9mJiNxufPStFLiPh9thvLt79fTZ8+cvb4dxzqIJBL3NCAI5QxGGLu6dc2yZPXrvN5tN4zygfPDue23beuvG6fj69es4zbvd7urq6ubV61z0xe3ty7t98u2Qy+0wzgJnzo23N9uz3aOzbUjz4W783d/75v/1//x/+fTtR0+fvbi8vH781pPLi7dN0/+//1//3X/9X//fXjx/+fjx+dmjt870+uOvfePq6uzpF1/+6unTd99p2u0OrYOc5xhjybbx5+fnf/Ef/uY73337g/fe//WXz4bDeHV+cXF+7lxz/zpV6U2Y5fr6+tF7j0wjv/n8J5uuS7NKtACdta5gcs6plspsqc0cGa4UyZxL13W6gG8AmZkLqC7C+ivZZo2Pa/THB35eFWxZ19d1EYkzizGALBo+a+m9vrbKjlZufn2fChDBYrO+hNQ3hu8L3I9rklgXC1YEvxZPNRaveWINx7AoNFQ8Sh/sBMBvm52teNE6C6kbFW3br5ODFSlS1SrNwstjTaJGJRIWYkASATDEvrFt26JhQkPGMtVvWAWYHMCcUsmlpBwQowJtt5t38PEf/uF3fvObF3P4169fB8DknYkxiU6gWURUcsmxiIKAY0dQVDWmNIaYUiqKCpgFNCc7z0gGuTk733726Uf/6D/5B98+/N7Hn7z/yafvX1/1loo3hVEZE+RJ83R7v/3Rj7748z//4Ytnh37zqIgJJbf9bs73zGCMAZAiEQGMtW1nyQARCZy2IZYEMBnDoompVCF5Wpq504IJyjIHViIm5q5zgCfqVYyzgAU2Icy9PQn3I2pMolqa1pGa43CPiNWIVFVLEYWCiAQogorIeNpwq5I+xpic58Nh2u85ZUdEzKBaUPTq8hHReH88+ourjENKU9e5teEFiyVNhMDM8zxL1u1mc77tc863d68Zwov7/VtXT7b9+ee/+WI8FiK6uHj82WefIeef/fzHX3755UcfffTo8uL169f7u5ur821lod28vt3tdlVzjZb9ibZtY5IQq0On9Q0bY2LRtJ+mkAuXnXPI9u7ucH8Y5pjCHP/2R7/8/5P1Z7HSrWl6IPR+8xpjjj3/8/+f+eRQmVmVmeUyst0t2bRt7O4WBlpCAokL6Ovmxq1GtBDc0BeNG4lGgATCbgS4ZSgsTNldQ1aVqyrnMw//vPe/55jX9M0fF2vHyp3VS6k8++wTO2JFrBXv8LzP+zztPe2sNUYbY5w2zptyUyilEsHb8DEcDIRgZVmShPeFYIgkcTTq9bMso4B6WUoZc74lgEtlVSsj44M10jLGCIbgrPGWCQrIG6OkNoSQwWCQJWk/yxFA6zXIKHbONU3DRczaDRVEsIh0rYBgwSgnNNzsAwYDIYSQJIlVWjXSWts00jTKO2jKSikdQiCEYoytcdZY58ImzVylyrKezRfz+XK5XF/Pl+t1kSSJx8E4J5Vy3iVJtLM3HQx6j4Tq9/t5L02iOM/z8XCU5QnDhBFc13USRf08v7i4+NnPfnZ1+cbqxd/5zb+eZL3rdbGupeiPz9frL1+elN5//uz5m6urZiYH41HpVKP0t99952/+3X/rj//57/6X/+y/PD2/JDiK4nx3/+58ti5lE/cy5a0F8D6cXlw2SspGNsY0lj599UpQdu/enSiOi7JEQOI0EYJeXV0dHN7BhC8WC4RJv9/v94ZVn+3uH67LarmU04O7nPOyXoxGIy1rjElVl7HgFHNrbRRF0lbtvYQIieMYU9LyW24k3LcJoLWOAYLb/8fbnSy/JeO3aGRd17+i29/yXWl319v6GiHUwkr+xqXVdeh8+5ydwkQ3S+gw/aZp2h6iSycA4L3tEoDvdkUxBmil2TqTc4Qx9Z5hoF3D0eUzAGh9adyW4N9hOB0tte35wo02xs0GXNcidBOI9pFh62WPf12/qMscXa6iguGIxzfrAYwhQgLCzkMUxwCkVVCDgAIOGHFMIYFISjBGeW9d8AQzxmmes/fef0sqrwz8/u//hTYySnMqrVFNnnPOufHMeum889biYCluZeqgnY8FBAEjFzzYYJABcFGeMRH1B/mHH7wXJWL/YJrlDCGjVRkzjJyVZVkZFax/9ersFz//9Kc//uTismFiuCll0RR5XzgICFp3+OCcoUBFRISIpdp477XRIQRORIvsA3hjdIBf6we769oG/W0L5r33wbngwVgXUI2QsNYyEXFBlSFSym2CDW0rShkiEDDGremk1lrKCmPcboprbQ04GSyjngIEa6W0xpIoyoIqqqosCmJMjzJMIy6UBMDT6ZTS00pWE76vPK1KPcxzJcF7jyj1IWitRbi5pXZ2dqaTbDplIkJa637GvbdZlqlGCiGaqnE2tFuXx8fHH3/88W+99900TTfrlZRyZ2eHE1itVgj64/E4TdM0Tfv9vjHm/Py8KAoeR43USivGGKbI+tBU9WJZVLJppF4WpXFuXcmT0/OyaTxgKWVZ1hhjcF4p4zxggNYpMMsYAWjVehfzAiHIMmatFT2xv7tnpcpEdG//MOGsH8fjfm807DMmeBTFIZa6kUppI7W1uCkxQTdm7OZGllUZ47wbDAaj0YhS5qRqKUZxmgRrqrqWUhvr88GQRhHjEbS6koFSzoGQ0EjnTfstqlUdRREBZLUJATVNoyrFMImoyBLGehHnkXdQllVZ1t7rVaOrqprNFtfX17PFqqoaKaVBwWLkvaeRuLO/c3h4eHTnYDodJ0nyAVoMBoMsT0IIyAeCUQjBaYPAMaRBSc793QEPjw++csXl5eWLn/7svW98Y0IFo1RwKkbjvfHunbffeX765hdffP4v/tV/tV4tfPC6qv7ov/pX/71/62/98tOPjt80aQIQoGzg4cMHeTbeVOXRwVFZ1phRY/TXz5+NBr2dyZiLeL3Z1FXFGJtOp7vTyXQ6de7q/OXFhx9++Oz56xYrP3510usPnA1ffPFp770f3rt3r9/vz1Zmd3fXEnNyvkRE379/Xzf+/M2aYg4InHaCU699W6ZoZRFCmJJWsp9SZq3FW5kEQihjLOBW8PLXoPYOM6GUtosLHfbdAR3+ZpmDtEYU3UptNzu9Dd977wkhSZK00TNN0xsKgDFtboCttGeL7GvdwK8ftzuADrNqp82UUm9/JSaKbom4tXvyfrsc0IH7XQfQVV3tG3S3lpDbJ2xPqRUS7vCitoNpwauwHUffHgzQJH7XgRNZDBGxpnReCc6ABHABrAUXnEcaCBCG40iIRCnDRJ5AZlRDwDHKtHIYcRTcN77xgTZkVco//dNfzDYXaTYEAOttIz2iU0bGVbEQAscJ18X5MGexV355xUpNywDGCUyNk4bHiIJBFQl6uINZ1OcYeqk21SLO4rpZL0+LLB9w0VsVUjv0xdfXf/Gzz0+uz6M8JaJIhAHtG7nEmM6XEqEkiiJAzCNU6QqFSpa4XbmwVnqnrXEIIYx8HkfGEAjGIktQ8N4iZLxvBEGVUYJHhCaVMgEY56k1EFzgIuIEE+zi2ENYIbkU1PUpCrYgLLYBGLZZFntMam0AxZgAoQEFC1ZBcJQgQrAMV4BzDj1wRDeWYRzxxrqiqtdHGWeUEpxyOjC2huCxAIPt2fU5ZjRxvWotA+IJGuiNcxIRzK33FhSnKKbw5PEdJD3E89GYjIcxhdBPd4ysbBNhJAjRWs7TlIRQ708TW2x+/Ad/lmU9MuAff/3FarF6/+33G8wtUEaivdFDnmUuHc2dXa42jXZnK3I+syEUod4EwIiwTVlVtbKAzi5mdSOlNlXZKKUwCoSQ4Lx1OoQw83Z3Z0g8OFJHnIF3tZKB4AWnPEmpSKpSVglJRJ7wuKkVvS5ON9oYC36VvdRgDVgzyNK3Hj3qJfHBznRnNHxw562DrDe7uqiqak3PCUKy9j0STcY5wc6uqySiIUAPI0oJOL8p5aZSmIpoMAItk9hIKS3nKIpJlCBCgDIP1pmglAQAH5C1wTkPhMdpryg3FGFEaNLrr4sqHWVxnErtnSeeJTPpzmfL2nKHoqUsvrrWq/l6eXm1uDjOBKK+4bX98O3xdDyIIzodDr757vvDpC8QOxhPm6LR3knZeIxannvW69Mk3iwWV1dXaZIrpY6vlnEcDw8evZtOdubzFx998vv/+vcmB0eLopprM7n7+O/99/+Hk+98/6EM945P3/s3/+4f/dEf/P7v/YthXGlt/+W/+HMK8P7DB5eNzveOBpQ1IWgneY7Kzcs+hrJcxTyrsmzhU957i/d3cvn8Yv5iCHixlEGdD2JydyhwHV8tL7O4/uijH7394W+8lz85O5/n+Q5lWVzpRzsjRSodrq+qY+nD1Wp9f3fv5ScvY4zv9CdZmiwK40OkaiHwYJgRZP26KJ0xg14vi+LNZqOtVUonSUIpxQEQpoJx732tVBVslmWtKolWCm+tH533URxbawmlhBC59X+3WjNKg3NKa8FYC503UgohGCG0JVZviTftPwhjwbn2P2kpg3MoBKMUp9RbK4TQhMi6ZoxVTYNxy/jcqkNT2kZYgxx4TAmhgnvvjXIIeYSwMVv2BCFN06DtDlp7udug30FD7ci6pfALIZRSi8UCYzyZTFoyS8vLiOO4y3Zt9em9IwQBIO9tCG0qAu8DxkBIuwLljbHWaooIw4CDC0EZZawxRjcyeMNQa2BIAqaBcMAU+eC8S0YjUA3CjqBgrfbeh+Aox9g5jsn9u4c//P73lovyk8+e1vWq3xuvZkttpLfeYccIzuKIYl8ZNbta5YcTIRjnN3p1HnmEUPAeOQQ+4IikOA3OWlkr1RAcNtfXWhpCqNI+FsTY8OWXz3/60xeXszklDGNc13WjNFCSJMlms2HspsD3NjiwAAA+MJaFEFDbKIFv3wIAuG35f0PD8g4IMMYYhWBrFZQASlDwATAERpEyjlGEwFXFxijZS9LJaJhl2Z3JCGHaGHs9W6jVutHGGo8BPELeO+QdBEvQTQHSef0ECLDtPBhmgqJgjdZ6ejTt9XrtnKcxdRynhJBNsQ4hZFlWAQZMOI3r1YqQiHDBY1QbaZ1vNaSQ9Ov5m9n8Gj15/MMffG+1nF2en3/jg/f393c///QzF7zg4p13363r+tPnnx8cHN27f7+sZFXWadYTSXp1fkUQyaLex599DgBVo+bLxenFOWCEMHbgNmXBEFRVI7UFQNq4VamUh1RQwgRAK/bJQgjBOk4iSqkQQDFxsrbOM4QxwSY0gtNAsKxKbExOoihhKOgIsSxjhQEWISDBKGd87b0Lwa41+vHHPwtGj4ejcb83GY33dqZZko6Gw0wIpRptbWRpYywJRkQkzftCCBdCPV+yOBtOp8N9bo1XUpvgbhjTCLy/QZGx9xghxhgDBhi15HpKKeIMoGEEy7ppGsUZGfR6Wuv1eo2ABcIgEGs9IF+sN2/OL0/PL9/YcPHmjUABVI0x/c63PzjcHQM0+3vTNBKRYLs7+6Os5xpzNVu8fPbcQ9FS94QQw+FwOKzaG5sxAYAp5ZwYI43TTlD24O49JvXrk5PVajGc7hxN9p78xvf7/b6+uOSjvXe+8c133v9wOhoGLf/sj3+/Ws3uHw1S1tcY74wn15sixMl0dzI7XxGrGSd1tRacO4wiSlGUlJt1QqPIu52dXZDV1fWcDjOOuNcNY7yuGmOM9yClSrLx3p4YDvbHw7Fle7IxIhYPHzyJhpN1rSbjvShK9t9+r0f5xZvTy+urg3tPWC98/vKNBXJx0Qgher1MKTWfz1ulW10UnLMOWPfBWocgYMYYuJu91m6I2qIf9pYVMLkl6NbiHf6W96Tf6nSGW8ft4S25JerZYSltXd8hNu25cc45Fy0o1D5zyxqCX80Rb5CDroGgtyzG2k6irdC7TNb5NXagbkcVbeGdtrFoB1rdgLp7xfZh3bHFqfxNytTab1cE2k6Ivj4+p5yyiCEOiARAzjsdrHSq4ZRxzpmICKYtKy94D2B9y4tIY2NJXVZKNtbaKMqk0qNR+p3f+GB2Pb+8vHhzemUk5pTQLJZGSqOYIHHEcNBpwgO1u3s7+zvTJIrbAQNhGBEOISDnvdHgGCI44qTSTmsVEbxer4VIqRCbQhlsF2v50adPP/7o6/WmJjQKnigllVI0cIwxZThJIiGEMcbqm4EMwtDUylpNBE5TgQnqJkgdH6D7NIUQadJj3FdVVVcNAUIxD8HjoDFi2knkaMAYB93P+P27+289fjwZjXeGEwfozen5pm7QemOtNS4QxhHyzvpgLQKHScAYee+8d4QjF1Dwt8yC4eY+1qqeTO5NJn3GKoydlNJRQSk2xoTgKMNOGs5QGsdys7baOJCY4BAsBuj3svnsollUWQwP7919+50nAHB1dYUCJFG0XC4RQsPhcDSaeAenp6eE0enOzmazuSjm2oT9vd31pvrzn/48TfLxcPL1s+daGc455Wy+WsZxXNV1FEWI4sW6juNIGUMIGQ7Hu/1gnS/LUohIO2uCD8FRJgKl2nlpfaPLYAwLwTa2j0kac2UgDY5jWoHxygDUoB1FlOnKG69t049o2oua2htjMIeIJ71eb9jrv3zx4toUl+dL+fzrJImm48nOzs5bkyxN41Evs4h6TDBGFnytzHKz4XGS9wYxj4BHEEjwygHq9QaYMd00dV3fDAMDDsYiznGbl63TSmlnKaWRjxaXr51zFBNntfUEQ0jjhGG2LuqmVlezs4vFZl3I08vZ89dvZvO1SpPdwWA6yHf7j7/3zXfffXTPqtLbRps6y7IkSQaDAcXs7Pjy7OTNarFabc4ZY1JKWTctwJInab/fF0LEImpJja3fi7cBCPrGN77RGwx+9tHHi8UiGe48/uY34PBO8eaK9x2UJfDoBz/8QUzC4uz4x396enB4wHH66uyaDBh4TyHIskoo7fHMN2vqw3Q8KhrjjQ3BrzZzESckFWmcrmq53qxGaWJ0QECmu/tJr//y9PT58Zlu5GQSe2NOj1/Hcfbkw4e69igFBPzydF5bL2hqHa1K45EWUcw5UVZlvcHb7zxcbMrl7Nh7z3mrHtqkaRxFESrb4OsRwowxF1oI2yGMWomUDgDx2w2AllpzG8zZslx+Zc7V4UJ0azDeRf8uB3SD5Q5v8bdUerz37e5umxjakRhs/VXg1oaX7VyhbhEOYcvVadEqAOgYonDLGrM9Q7xd42pPW0qJtl6Y1trtRs6NAW37hAgh/uuLZu05wNbqoBts4E4M7p/97v8vy5M4T7JeOhhnWSoYcxxDsE2eJu3rEUI4ZYCJDwDmZn+BIKCMUIy01t4DpeBKabQb9sSH7z06OX7SVOvrqzd5tkMx1tZZXSttdbPKEjbu99978s0P3n705K3HaRYjhAIOlBDKSdDEBR+M8VICDsY24K0PtpYGMCKUBRRJ4+aXq6+fnX3x1elsUYSAACOrbTvhCTg4ZzinXGBA3hjjrI+imLEoOO99015grTWhGDBCCHeX3tmbW4cxNujle/uTNMFW6VN5joMXFFnng1OEOBxkMBCn2dG9nft377795MnDBw+GwyF2yfV8+fr4rCiq1hS3M4JHCAEO4Ns0s1WdRggBwhgjwCh4773z1qKA8I0+XRzHnBvn6hCgKAqMYTDoMV4sq8o4YIIGD4JzDGBDQBDiiCZx78G9o/Nnr2tn79/Z+52/+tv37hz99Cc/joXYv3vn5ORkOOwfHBx89tkXo9FEGUsoFVF0dnnBGAuecpbypNfUalHIi1lRGFg1Js2zq+WSEOIDzqLUSxUIRQgP7txXSiHVxFEMnJ2dnsaR4DEnlCREOBs2ZTW/njkATqM8z3dHw16a7fZyV5W7g97eeFAs58N+muRpCK6WzWKx0NL00hwDWs5XXzfzJGHGeaMbKRvrQapiVcyU37ku1r1eEg8HICUi5MpUb15+dfqVvHfvzp39vU1T1GoyGeeJoEWjQ4CY8iTroTwHxEA7SnnOE7m+jraLoBQTKiJgFABANjdBIWASggDU8rQZIgwjSrFCRDf1/PLCWq+0jZL88uzyz3/68y+fXzoEARPKxZNHh5Bl7z15cmdv+mB/592H96vV7OvXTwNYwnB/b5+L+PmL45PXJ0+/erG4XlDCGdac80gIZdDqcua9G/b7/bzCARB4hNDOZPro/oNeP1NKbebrXsL39/cfV/VnT589f/rVV3/xZ2//JklZVi9myXgPQgDGvvWD3/6f/8P/8H/3n+X/7J/+036+wxCRVRMlafC+uL5668EdtTiXZXlvf/rWwwerQr44X81kgx3TxVyRzJSNlIY4UhbNIKI7O8Od3bHUTa3d9aKgiBzt7VWpPXt1HhMWsYxiTgOVpbxaFcCSOM2c1BezKx5cP40RQpuL86Q/7O/upxmJ+O719bWUrqXG3bAzwfnQIgKIMWb9jQcWIYTRG1MKxhhGqA3eLd0d3Vgt2l9RHhFyW2X8jiYEW6/vbmragen4V8ZBN01Gez5t8mjtglsuUBvEW1imG7GiLQEJbWX33S0lorbYbwv8bjbbJZ6wZXO2T9VCF22vQLYyn2G7j+a9b8l43cm3/FTy6w7kHY7kve/2zjoaUvse6e/+f/5llEaUsbQX7exPx8NsOIz2J727hzux4BQDQYDBA3jwDjyy1jvnjVHgNeNUMEYpVUo5azhDzoH36P7d3d/+/reX88v51YmVFWZYkJCnvKikaurD3Tvf+ua7f+N3/sqju/sP7hzmecoZAYxCCAgQcp7igBGA18YaoxtjZHDKKp3kPQRMG8Kj/suzy5/+/Ksvnp47w3jEfbBKlQEjxmnAzgWvlFQKA2BrHAKCMfUOtHRZlmCMTdDGNN56ynAIQWlLScAYrHfBGUICxSjLk7tHB+N+KouqWq+k1ASMd877wIgYpaTXi+/fPXr3nXceP3iwt7c3Ho3yPJ3P2cuTN2fn5/P5XEqJKUOIhOACAMaAEA3OeWcDeEIQpdQ66cAECJRspWC9cyhQJjDGp6enq1VqBk5KmfST2bqyTh8e7vdehVfHJY573vv1usDeBht88EEBQgqY16oiwU2G+eNHD2LB57MZQujJk0eckuPNajQavTk+FULUTXNxMauVTInw3mNKUpYv12fPn58AoUl/PD89J2U9OjqaLeZOxIQSZ0xjPVAhbVB1eXJdpnFysDdRxsiyst4JwYK1ZV3NC+MAdqaj/9bf+3vf/d4Pdg4PCWYjVu0OBjyEN19/TXUzzWJdFlnC44RZa5RVVVV5a7MsE4w3ZXMqXFmWq3VRFIWyzrqwXG0urxfLosxzxHhQuijrmkdJCKGSDatAPn/16vhVLxG7k+HB/vjh3cP79+7cPTpqlD49PcuLuj+YkDhGlAKhcZYAIVjLEFzwFpwBo6wxZbnxW8clzjmnBGEHYDLGrq+vnbXGKAxI1s18Pt9syi+fPiMsogR/79tv7xzcYXHKeNQfjR+9+yRmdH84SjA6ff706vgV9265XOwc7gsqlqvNn/7Zj58+e1VLoxsbQiDeVJWcTkejwUB6RgnXjh6fXgnGaAhKyovTq2pTP7z/YDgcJCJ78eJFkqX379/HnH/y9Yv/+z/5x996efrNH/7Vuz/8a2q5NAFnwyFQcu+DD/7tv/O31xfnP/3JF2k/45StjUUIpQSL4Bbzxd2dybfff/9gZ7dotMdn7nwpkFhWq4u6SindG418Ta7OTye52J8eCgYIocOdPa3cfFXbslpezK/evOIhcIIFpmB9wsWdnV4VkNI+ePvo8XsR9mdvXhWbzWAykF6dnr84vHePIkYIcuEGRm9DE0AbeYMP1nnoYmgb/rpO+aZ8urWH1XF78FYsU0npt+7q3ePRr2viwy17L3/LjOX247u/ottjS9O0XRvRsYkAIEmS7U6Dux2O25NpHV06P/fu/LtugN4yb+kGuV1C8t63A218S7Yab51h/lJi61qcbj5htxraCCH68vgcU1JLiQj0B1makoPdwXtv3x3kvzXMUwwIvDVaAeZAg7FQl7VSjfMm5pxzDgg7a6z1Sul+b5hleLOuGCYfvvf48vS92dXpqxdrowyP+aCXEqQJjT58962/+sPvf+sb7x1Mx3kWMQKEIQNWaYs8YhIxwSlHN1vE1lgnvTGR4HnWq0rrPEI0u5q9+PzL47OLMoru9XqZsnVjtLO1C8ojSyg4Z4zGLX+As5RRYW2wNogIY4KQQ845CMA5BwQGnDZGcLqFCMEHSxHu9fLdYf/u3t7s7Oz86tLLOlgdMTbK0qOjo8PDw/fffe/Ro0ej/oBSSimiyJS1ffX65M35hVQ6eEQJw5RKrVpFDcBw4wCMACGEMLHKOrCIWNQqDnmEEML4hpZ1eXF1+ibbDNPhyOZRFuvEzHWSRnEsBPM4jgKSdVPHBAsuEpo4ZnEUGG3W86ss5vfvH905OkAQVvP50cFelqSb1WJnZ+fq4vrs7OzRoycvXx0fH78RcUZZPN3duby8NIh6R14dX1zNZ5hz0etLIJv5whhvXRjv7QwHA6fVN97/YG+68+WXn//8fPXRL39B5ivQTUQ8OPC6sVJzCv/23/or/82/+/e+9/3fme7dRSKyQALgTF0AobPPv5h5A1J6ZzICVMlyNVtu5kyw8XiMBQvW5HF0797BRLSkWO4CrDdlLZUytmhkVcvXp+fLonx9/Ob1m9MACAie5vEeSa6uLxcLUxZqubh49vTi5P6LuvrWoNer67ptljGQzHvKI+AAEQPvMfKMIsEAkIVgCXKDo11QCpQC59v6o/0Cf/rzj5fLJadMCJYkiSwLhmDYz3/zO7/hAFnAPMrS3iBKeoPJ9GD/cGd/ApFQ5+dPP/nixRdfLq4uBaMOoTwZ/PxnH3356vjrlyerstEepHJZ2tNVsyqgtMtlbVVTC0yHPY+9M4tiOhwiHK3Wm8+/fFYW8vGjB3cPj8q60dbxKInj+P7R4fKLr7/65OOTi9lbz0/e/fZ3Dz/8pp7NVk/nOx+++73v/+CLn/2sXLlPvvqKplkkIi5oCO7sxfPdXv7Xf/iDw9Fgs1iosomRyznqJQmG4nIu48nw7YePq8XFZ2evYhpNh6PZ9amUxbjfS+L49fFpvZ6vL05zAkeDbHeQN3K9XC8hn/Z3jkAjq+oozpQytWqMQyJJLARtG+Xs1fUptpxSyilp0XMfIgCKEIqiVtbYSmkD3HgBteqK7c7sjeszbtGY1mgXASCMEUAbpgnGv1ra8rcWrzpuPtxyfWkjaUe56WgzYavB0BXRHUWn/aqGWxsAANAmhhY7aQmpt4Gp7pd+K8rWZQV/y+HLbT3L7Fah2t9ScfDep2mKtypG7TCgQ726o2tK2n8lW+Pl9jO5kZzzKEJAfPDW2OVKXl1t6mIz6sXFptZT7b232ljw3lPEQFs4Pbu+PL/QWu7t7x454JwSjBhLnDUEGKJMUBs4moxGH7z/rpL1//P6D65mhbG1NsyYZjKZPnxwdHiwMx728iyiODhng8XKKe0sxxx7CK3qswvGK+8UBOuCpSJDlASEykq+Pl3+8pOv35wvPUooSwiNgzMAmHPhkW609MEJTlt5fEoJabUsALiInTPGOu00QojQ1mkWCKOmbhBihBAgBGPnjbZaYRRG/ezhvaNiNQ+2KYu1Z2w8Hj58+OCdd955+OD+/XsPsiyjlBLClNGbYvPiZfX5V1/P5gvCWXDKe08xbscM3v9KRRZhDO0uAgHv23vItyo67V3VXjPG2Gq1qioYj2nTNFEUAfLr9UoplSQREswHS7MkofTqeo7BAg8ZRwknV2ebu6NIEKA4CIL3dscR40W5RgE45y+fvxiPx1dXVycnJ1GSJmk2m83SnmGRKNcWYYYwW22aZMCSwcARfHpy/Nt/5a/+o3/0n/70Jz/5vX/+/50Oh1dn5y9fHf/v//P//MKyf/Df/ndWl+dZL4+wXderaSa++Vvf+s5v/MZ773/wjW//Ft89BI+UbFxAgBg4Ha4vv/j5j6vLq/08EwCDKNay+sM//ONVseoPe0d37/jg1ut1lua7u7t8mAkRHRwdZb1e1JhCO5TEkPUu5/P+wT7mwr7/flnXm7KaL5eYEm/wplgV64XXjZFVvVklgldF8bOf/AUCL3icZb034jXn0WAwGgwG2QB775umBh+Qz4QRFANmrD553jRNXVV1XcrqxqGeEFItpGkaYKxcqRUhy/UqjmPKxXw+A0xH053dnbFIe1GcTCb9cR6DKoGE46+/ev31V9haFhAFcnBwdHZ2+cd/+pNnpxdrA7WB2oAOMEIm5Vm+Q7w1hSdxNq7KsppvDqej2svCeIFQIExqf3YxCwHVjUn6PiBzfHzcKE2j6J3Hj4+v5s8++/Tp89dffv7lv/MP/P4774j59Zsf/WizmLPgnjy4f3p6er0ph1kmKGlkQ5z58Ml7B5Px9fGrk+NXjbSlDV46rVXOIpunIngGbppnB5NJwnC5nJ29fnl2cbJ7sD8aTx/u7VDMP7h/nwC7c3BnnfKz+Xpjmrq0ymvL+5zECPymrLVsRqNxFNNVucxiOs3i2siqatpVfEI4QIQQUrph7CZmhRCcM4hgynDwIKVEiNzGx1vQpqPzd/u9HTLeaj6iLcoH2+Xt201D9/sO9G+P24U5ALT7BPjG4B7anYDbHrxd6e23C8Bdb4FujZS7GUN7R7W/7JigXQLo/tb9SoTtV0ZpraJR++5gywGllK7X6w79/0utwO0k1MFKFBAjPE5ZSghC2M9nRhlsPVXKOOdDCD5Yqx0gTUAEB0+/evPLX/7y6uri3t07jx8/HI7y/d3pvXt3CcoaCRiMUs47JCg/3Dt0H7qPPzq2Ts2XM1lLQHY8zA/2d/t5yhghEJyx2jbYU2mlgxBnKcHOeWtqbcBYZDy6sc81xjTQGEsXq+Lnv/jspz//ZLaqkmSkdEC1LMrSWd8fZ5QFWgZlG8aI1tZqHSx2FhMMlIgoSiiYuqlwwEzEiKAuH94gaBTjQAgi1nhjVbBmPOhnnKpiqcrF7CoA8vfuHXz7g7d3Dnbu7E/yhGhdohAlaWytXi8XL19fvj4+qWuZ9XoAyhjDhPDeYwzOBWttcI5ihDGCAM45EQkwxLUaEy0HCW5MbDDGw+EwBOOcI0SsVks0jBmhV1dXRVkxduAQYpSNsmlMSEIyQBRFcPRwcLAXvfz8ozujnQcHh8urKxrC+++90zSNIKw3Sq6urqbjyXq93pTV/v7hcr1ZrVZxlhtjCKXe+NPTcxNgNJ4GRq8WC5FmcTZ4/vr4P/lP/7Mf/dEfrK7nO6NhuVpfz2b/m3/0v00mh2+ePtsb99aXVySCf+M33/nBd781GfZ2p6MxR2p21iznK+kagwMTmIreDro+fvnFz34SB+jtH14v58fOnp6ePH363ARfGVeYsCmL5XJFKc2yLBXMe//w4cNvfviNwWCQEQo21LJ+0BueNcoanWRpPB1uyuIywnEcFyjuD3JndLGcWSMpcsgZgj3yQSvprcNOeuUxQRFxvZgZu9FGVpt1XddX516qxhkrBMMBvDPOOXDeB0sx6edZlmUumc7n801ZFFUZZ2mexITRRjaDXu4BTUfD/ek4APEIkNHNZsEi9vSnP/3io4+YDapoZFVPJ7uUih/9yx9dr0qWDKrZqjBwcO++SHsIk9Xl2e50XJfVYDT85gfvz05PP//kY4X5cO+wKYt1WUSUDPLMYXS92igPE0nyPLdGR0lcLZaBcFBqfzSYV/rlF5//83/6/3jn3XfLYjO7ON2sl/Ory6R/93d+83s/+slfkGBsuUwFu/f2w51h7/Tli89+/lPT1EREDnNVytPlejTdn0zevjx9c/IVenS0sz/qQ9O8/OKL1y+/jLNIrxYSh729g/2d3X4yAAdaaogaPIHRZHBW2JPlOR2iLImu10vBk8nkcLmYn1+f9wYpCXi5XMZpnGVZ0zRO+clkkiTJcrkuy5IJYa1mTLTAPaakZbiX1SZN+i0W1NW8/pZ4XBcf2+ivte5leVtutxud3Roj3fqutDkAb9UxO92IzsydEBJFUSdNiraO4u0kIIRfubh0A4O24OtE+e3WyAVt7S07xdP23Nq5QtsQtI1F14W07/QvzbHb2M22hl/+Zl0u+O1GdJdvuoFwh5t1p9q2INQF7AMpi4pQbp2MowElrirl+cXV97/3QVVVmECvNzWeqFq9eHn62Wev/+RPfnl5ef7Z8MVo9NFwODg82Hn3vbf3pjv9fm8yHmZZhgGcdUncu3/v8d//d/9+8X8pluuZ1o5xYITIutxs1vPry1F2TwgWwEhjAEEcx1VTEx08BOW0DtaABnKDlWutl8uGscHl1eyPfvQnr15e5PmBNIETgghOshQrp5QsykrpCsBa7eM0h+C9C2mcYBJXpVTK4SCdM0CglSQCgkPwLkCcJspo3M7TsaIYWaWaunR1mXD28N4R9s0nH8nRePD48cO7R9PxeMiJ17KKkhwTqpQq6+b5y1eff3k8X64BoYCwC8AooZQG551zCAcMQCOmtbbKJGkkpeU3OB1GCEEAhBDBBBhVSiWUZ5m4ezdHqKjrenpneryeheC8t0aq6eHEsuT4zdOYRFme3997UCu1d2enNpfVevbf+O0f5IjpVePAJhFdz2ej0cgp+erFS4wxCqC1xUCM0oyx/mBUNvL8/AxhvFnxppIeo7zX+/LVc573MMZpnp2cvvl//e7/uyrKfpq9en0SrEtE9H/4P/6fYpEc9dLq+uq9/dFf++FvvH13P8ZOXp+N9iZThlMn/9Uf/OHL0+sPvvNbIhtcz1ds6Faz+euvv8qpsItludqsl0ttLY37ZVNdl2Zm1qt1gRmbXSx2dljsNpTSr5//6MuvXr/79pN7hwcP799nDlxV5wSfXpytz9TR0dEojw3x8/NXBR8iU476/XTc1w0pNgvVVMrIYT9P0zhLEowx+DAcjifjCRHERySEpBeTomDVZsMJ9S4g75w3QnBGhHXayOCcA1uoSjbLJBasLkO/lzVS8jjabMrp7o4P6P7DR8b5q7PTye7eeDiuivX66uIvfvqTr7/66pvvvp8l+Zcff/7Ww7eHo+nv/ss/eHFyvglwVntN0P/0P/yP/va/+w/+z//4//Z//cf/RfChuLhWTfXN3/z+v/8f/Af/6H/9n0Snp6WWFJOdu3ffvHhxfjljIi6dKdfnR0dHDhNlLCO4bmQcx94phpGUcrffO76Y/eSP//CrT34ZC1EWSytrIRjjg3t3jt6+OvrlF5/lw5wac293stPPTp5+dXV2KuuwdzBUXsq6HsRCl4vXs48mg74AffH62eGkh2z95UefPXh4JAQZjYec82kaZWBxs2KEn75+We9upod3+wcH/tnZslobw9ezOomnm2alrZFKx2m/1+8DdbjBlGCpPCEEEbxYLBhjLRfrtsiPEELEUbvKdHBwELF0s9lURSmEEIwrpZyxFBOrDUGYUBoAtZUrxYRGcRf0uzFpW3RLKVsr+XZzqg3ETdOErbtWa2fURtt2BI223nlRFG02G+dcv9+v66ajdd6Qzr1vyTyw9aDvYJ92NhC2nM4kSdrU0gJKncR0G5q7sN6xnroxQ5s8QghN03Qeme1w23sfRVFRFO0baSfVbfps00P7vtrxA2OMiihhTGBiCIsIoYQYZ6umMdZ651ya5UKIKE6Vwk2j5/P1s+fnF5fFaqUbWVxeFs69oBTv/ukvH9y7uzMdP3r04K3Hj/b3djjnCCIEMByO7z24vyyWV1fnShd1XW82K2e1YFQ1svGWUMQ5D37r50mCdy4gcN7b4ELwAQgARFFS19VyuTw7f3M9u5wtrkYkzwe7OFBOSdAowM3CnrUWIRfHMQ6YE+Iwcc55ZwghlBICwhiwrUCFAwAgmGKMZV1DsKz1ogsBBQfBoeBR0BiQwH6QxNNR1s849dJU67nT48lUJAPKrRCZVPb18dnHn319tWgCuoHb2nSttQ7goJUa7TYPt9MkayvnSECuxX+2wB80UmFTMXZ4cHAwTK4QWta1vLq6QuRBy/RarVaaSK01CgID2iwXPuCmKJ+/+rqp3+zEiCQ9V6uHD44iLsrVyjTNZrOZX171er3RZCc4uJwvyqpopEHACCZRFAVAH7z/zrPnL1++OcYNnY7GBkFdlHGvtz/dTZKEITLMewJjqzQO4J2LZQPSPNoZ/J2/9jvvPTq6ev1MyvJwZ2wX11eq/urZ8SdPX4z37gpV4QAXTz+3uNys10HKlSnlagUBN1Kno9Hp9bXBbDYrllWNKI3i9Hrjn28uxhTGwyRP89NNNf/Zx09fnXxPyrce3sfOIu8jSqzSy9m5M0nKUbw7XJ2VF/OrFaN3jvYn436GB6tgVGO9qh3GnqEoipRVi6tT5ORoNKqaRV3Xsmm89xThRARrgjOGoMCJB9+AVsFqEnwwSOm6qYwNfrNeAkLOB6dN629+sL/PCDZKUQjVYjE7PX/9+vX52UU8GPz9v/13l5fzX/z4pwf7Rzv7Bx9//tX5fKEBjfYPLk/O33rng3/vf/A/SobTn/7i07OrxWTIEQ7Fxv7+n/1r/R//Lz76yU+KxQxbjQ8ODg/3h7u7q82y0E0sOI7jZVUp2Rjn8ziiOGCECKVBNapskiRLCSir5GrhOPVOgdXayrOTV3FCCdJBVTyI/WE/QrZYzt68ehELnnAIzpZl7azLR2lvNP7xz55yW9qhuH+0P8z4q6fPZblK6J1hPw2mGY161CrXFL1sEFT95HCnGAsXFqhi797N33r3YU2HJ0vnxM7HX5zwuKcN2OAJ40pXUlpuIYTWVsg1TVNVzQ02TSkAhlt0RoQQRpQSbp3GBBgnmEAAB8gzTlrirLHKWNUBL238bYWm/XZPqkNXGGO3Q2q7e9G+eoeWwNaZyznXCoh2GDps5d8Z4x2+1DpmdxPXttBuIZqueG+1j/zWmGyrfWTb33fj2W5W0SE24ZYqXPvI2ySi7rNqn6d9L93wo5W369JSl2IRQhRQC1e14vMErNVGrZZra5yUmhLOWQQBAtCy2Lx8cXzy+qppAmN9Qqh1TltYl3Wtrl8fX0UR351+/Ojh/SePHh0e7ffSDGN8vblmPErzPlnNvcFlWS6X61bqqCgK70zWS5Mk9h4hQgABZoYSsI4i5MC2ydA6g7KUpyny1k5G4/t37x6flc5UGMx6MxOCWSe1lpgEIUQkCGO4qqpKN5wJSplSihDgIsGIemMxxgRI1xu1tEzAmAChGMBjsGCdVrJuqlJVBVip6wJ5mUYkYthbKZvCWhvGE++9d9h7er3YfPLly48+fT5fJIRySql1ASMa0I3paHcrdwmAYEapNdaFEABtzwb54INzbjQaFefLq6ur5XJ8xNsagUdRdHK5aKuD9XqN4pBEaRpnCRfE8ePTU5EgjEKexBTBZnGNFRrkj3q9wenp6cmrlxjR6XAkRKTKmmGCHQIPrUIyj2IhBAJ8eXF6/96RQ/bzr782gI4ePjYIam20MUHqILUTBkJgjDltAoDT8sF0+K13n7x1uNsnSDKcpYM7u5OTVy/KWv7i40+jbLjz+C21mNX6cv7y6ayZGaV7ee5tkFUTEFnasqqa43WpEDnf1BpgGKWzQg12Dt6+c2e5OF5r8+ZqGbTLOOyX5UrJv/j5L/7O3/w3EkEmB3t0SebXF43eTEbDJEn2B8Pj9erq4sxsluHhnZ3p6M7eLoC/ODuVdVWtDQk9ANCNXoNnKCi21koRFAa9PEtTa21dlLKpvPeCkuAQ9iZmURRFKIBSql56K6VSDRM8BJCqppQLwQjG6+WqLKurq9mb4xPd6Ml4591Hj6Nef3FxdXpydrB3+ODBw8Wy+PLZ82VRsjiZrdYBk+Oz0//xv/8/uVwUf/QX/zoVvU1ToQCUs9lq+Qc/+iOOUJxnzPvZernYFITRKMsbowGhgKExutrUhG+sNoIAAogYN03jVCM3K4GhF9NGKlUWCBxticZICxp2BklCYRCTB0c7MUerq4vlYkYx9tbVdS0YwYzqppxdNg+Ppt7o1dWbZeSpTZ2q7h3tvvv2o7LaFMVmfzpFANgFgcJsOZ8MR86XjQ6U4539BPXwR69ffPHxcYWG8egBwk47X9WNUtR5RQCnSV5UEmPsAhjj2rrVGm+bmzhurQXAQt8wbZxzdKu1HkJoAZY2ttJfl1/uNnsQoDbqdcV1Gzc7kZ82UrdhPYqitmC/HYW76UJLxWmp963ZpLW2JZF3LUsXjlulqY6Ec7OWfGs+3KaBNvqHrQRFm4q6x7itd1jHbmrr+vbAW1E5fEvwp5tptysj7cm0z9M1E+1EvT0xaq2GgJ0z2EXeB++dM04ZyxiTWt90N9YYS+bLzevj8zenV2VtkiQJiAEJSZTx2FKKtVbrspovjl++uvjkk6/3D3bHw1EUcc/c5dWsUbox1gdUS3l9fb2Yr2a9BR55RnG7R00ww5R67zALgCBCHFuONJeqUaoJzljrkyjllL7zLvud3ykWhfrq6VlRXFKxSwWAQdp4763zBoLxnmJMrWwoERhR5w0ABnDOe2f1DUaGwEG7V3izS4JDAHAEYcJIAOycaZqqLhfBRmWxqKsVchoCBs8IRpFgEReAmbFosyw+//L4089fnV5uDIpEknjvlZKIEoJvRvydsfC2pGmzNgYICKFww0awHZ1Zax0gzOfLxWLRezIdT9KGVBhThFCe5L2eK0vKozSJEQquLGoerCprinAeJQybLBJe2Shitqo0QqYsfdMMp7uDwWi+WJ6fXxSlXK42yrmikS4AjxLjLKYsFUMIanc80PfvztcbvVk0xtfaAKU4sqB1s14rpeI4tk5ba/sA33r7wXfffytGfn5xGqRERFydnu+OR6cnH/ei+De++527jx8tVvXl9aVvyvM358G6OE4Z46X1JvjCw9nJm8K5mYYkjf67/51/7we//Tv/5J/8Fz/5859cf/40mdC6rDe1e+vujtfqx8er6/X67s7oRz/9+cOjvfffeXTQf+hxKDarVS1nm82od+/tuw9mSXZ+cfLxT36+szt+593H9+/eYQhdXV0sl/OyLIfDYRRFANDoBoHE3goh8khQzqhzBgEQpp2mAVkfkAOEgQRkrVWN5CJtZA3Qloem0noyzZIkEUL84ucfnZ+eRyyKCNvZHe/v7WVxNiuLly9f3z268+5b73786Rd/+Cd/ulFusjd1cfLs0+fJeMj7vT/60R9UtR5GaS/PCmPXq+Ww1+MtKk1A1w1jGDC+uDofpulwPCpWy/l8SRD08xRRUksLrkojIgg1SGqtOKByPY/zXj4cNFptNittXBKxPE0aKnCQjFiKQGCdCaSrxezqjCKglK5KpS2MdjJO0PVyZTXcv3u4WsyeHc9OT2eP9th02Lt75wgAhODGRBjj4L1VurDrxfWVLqrJ4z4hNMiSq4IjmWHNQlNvbOA9sHhTuqpWQghKIOZYMIF6PIQgvItE0i0rGe+k1IQQjGm4IcjjEAKl3LubSanbSmO2kHo3gw1bl5ib4SfCXVbotn9vj2o7tWSEUAsKua2tWAfdtNmiG6JyztsJsJSyVYhrf4NuiRSVZdmVfV1n3wXfbrQbbgmUdiIQHd3TGBPHcdhu86JbFNiOzt+tL3Rz447zQ26JP6NbxNbbxSgNwWNyw7JCPgAihEVJnBEuvPcBgYfgA9LGz2ar0/PrRhmMKKHcODDGMkSNQWBCkvZiLDSvvfdXq3pVvsTwKoCfHPSNM2UljYWAaC318ZuzL7/8ioGL6OPxcOids0oH3i5BBA2OMh6JSBDMjS7LDUbEKKmkAUaDx/0sffvJw/fefnN2cX15dZnvDAklPnhMgg/eOeeM9Q6SJDHUU8w6TpTzRkqZ0thDCBCMt9Z7wAgIxkC80daaAIYCCM4RjSPuCQYlK8EAOY29Jdi1I2pGEOccMPGBVI05Prv6i59/+sWz01KSNBecRXVTKqUZoxgz79vGMLRRY9useeOd8Y4QgoC4ELzz3nuKEcGEYHDO7Qx3qL9cLpcI7QHDwYfBYKDhYGcWDYdkroiIIsbCenVVGcUdH+SD/Z3d49NrJetR3j+68zAjoiyvj1++LIoyT9Isilez+enJG6U9pywWEVhjfIjiVKRZLRtKmDP2+uKEMjHK4zQWIk6LRn362RdJrx8jytPEh2ANRIIZqwDgu+/dPZgMwJmmkMv5HHQz6uf9PEvSuGnU/tHR7u6uVVqrZn55eX1xak0AoGdXM0wjZa3FLN/bs1LxOO5ZNzk4uPvO24ePHgx2djAXm83m8mIVCfbg7Yf/8B/+Q6jr/+X/7B9ulpuz69Uf/ulfvD7aM8a88+Rhf7QfJfl6vVzMN6iajSfDJw8epoJ//MkvP/vk82Kzqsvqgw/ew5QYZ6uqsN6leXZTmklVVVXhva11a3ipStk0TcSFtyHY4Ix3AI1VWuuyqGsZKlkZqwLF2hqlml4vG4yGq+Vqs9nEXDx++LiX5E6bYlk8//xp3M/fvnsvy7JPf/mLz774uqpKz5hHrqiKXp9Lrxh23/nwvfWmfvbs5fz6VZznLZdwXdf742FQShkVZ0OOwRlrne7HsSqJlBAAOK1iEZVSOwsxS/2Nn6USUYwQJcEx4qJeJGhPKZpnyWg0qLDgwqcROtrnh3vDNEKy9pSAiFgkYqltUKrtUHd3p/tHh1k6UHuDTDwnzj95ePfe4d5o3EcUa+15ksxWq2E+iNIswuLxW+8FY/vEOkyuF+uVfbObjN46Oqh9/NPni8u6IcIwzhJIhBDBGCXlZrXWgOu6dt4nSSKlbDdqMaMhBIIZRm0C4F1134E2HbLfVtYt1t8R+dsw6pwjW6gHtppx4Za1Vruf1Q5a22djWyuxboerhVC6TQLYKja3fUP75x1kBFuVt25J2N2Sq2vhoPY8u46hhYlum7107KDbGFS4JRnd1fvdZ9IF9C75uVv6E25riEZ/3dQeAGjw2vtW4QB82/Fg1k5j2rmBc8E6t1zWz1+8Pju95pEgjKZZTzuHtaZMOKSstUWtOCUiGVASUHBGqVrVVqvqpMYEvDfaWIxBm3B9Pf/8yy+IswlnoeVmEUpRDIRqrRn1BAFiFPMoEREijFJuG9XUNUEeIx9H/N7dvW99852Xr19fXZ9qU1EWWivHm/dPuaCsLmoP2BjngwRMCMUADiHPGPPgnHHGGBcC5UzwmBAigwOPwUMIrv1f+6nJpuilDIFjJHCKnVey9qqRcYa08gr0fKM+/+rVl0/frAuLeK+NMlsZyi2fDBxrR84IbZPwTVFAMCAccMBwswGAPVgAhDGejCfT4BkjTdPIjbWRz/P8fO7qut5sNus1HsUDwam3lmGGHBRFcXl+Nej1s30+nYzv7h2lRBy/XJcI97IUAlrPZ41y4AMnVMSJ1na+WBd1naR5zEVVVR75qlit12vGeFGpOMneun9/7/De4WT645//0tQVABDGGUIYAgohy9L333k0HY/TmHHM0WgUc7y7uwPB/9Gf/Glt3AcPHmprj4+fKu0Xi9lyuYyiQZylpXKNsRqwBjQeDulqeb3ekCx5evLqP/pf/cfDbLCaLYiH0WiYsF5dll9//eJf/Ivf2+v1BE96E2HLVRz1L89XP/rDvzg/uXj88N7udBKJYb8HZl69eXmaJFGSp08ev01ekvls/YtffjqeTvqj/nA8LaVaFqUJN188qOu6rKz1DHgvzhljq0bPLuZ46zeCAyaEeI4Qokncv14slGpcsAwFwikPYrq7MxyMv/j060FvMB1NR/lweT2rN7UgdH+6EyWi2aw++/jj4zenygEXFHMWcHjy6P7U3v3ixevr2bl3RkkXgxnk+UVVjJM4i0Vd19ha7w32jgRvGhlzhqyvy8o5l6fgDIQAygYCgSEcMA7tdfEBe5/3Y2l9U6yxYISgPIsGvTRPo+FkJwQnmP/wvUeDwQAjG0d4NMi8cTzKCIuVc2ne08FwIfb394uqTNP4g298kEbiYGeax7yqy82miONECKGc53EONlxez0fpoCpLXKlsMEwCqxq9Or3EuyIXLFgpWIwYpQFv1XSAYMwwSfKhdyC1iqKkaRrGCCGER8l6dYqgVVkIbouiEGL5jX7sjU4O48xaK5133lGECSYB4Q78adWY6VYfvw2st8WWw3YwgLZ6zq1ufkf97OIs3ZqutC/dZYh+v9+OHts/bINsG+LRlrzfAgy300OXLbqo3dl7da/S5oZ2Lh22+qBdfG9VBjr6E2y5nm074rZapO07bTPcbTSpOwHqg7XWGKspMS0xpt0sWC6XdV1rra31jdKvT66fP3u9WK6tFcZZZY33wXnACBCmhGKp6uCcR+AAU4yAUYESwuhifY2oZwwZH7D3lIJU+vLi2tcSrFnM5m+99YQIFlMMBAcXcEICwe3zAkJMRASIEzo4iCjDiHtgezvpt7/9/vGb09OL07nBjIPVPoCx1lrtvPcEiFImz/oBI6mUEJgQhAiKMLfGAg4dBofor4ujYhoMKKWcqlAUrJbOKGuNscp5gyGE4LWWrQ7fel2sVfP8ZPnLT766mq2p6HmPWgmQEAIXAm0XOqyzlNEW7dmm8ZtrbK3FLCCEMMXEEXSz/ujqql4g8+693uPH+1lGvF9orS9Xy7JIFovlelVUjvWdQ4ETTCfjEQ/ssy+/eP61/ht/63vvvTPpxdgouVF1IqJEcITIfLmqqmY03mWML5YFpbSf9S7wrKlqo2xZluv1pt/vDwfZ7PrcGhVRgZ3+5Bc/Y4B/+N3vLq/nT18fr6s6ztpKUwHA/v5+mkR5L+5nOUaOURS8ff76+Je/+MVyufz+97+/c3C4WBWL5Xq1KWol41jMllXucCC8rhRJEyzYVbG5KjY0TyDiwej1bC3retobrq/nb65qj1AqIoHpH//LPxwmUQRsbzxlvfG4Fzfr1Wp2/dHq88Xl8mh/r9/PkyQRWNRNs16vk3XEIra7s8/Womw2n3/57P0P3xNJlmZ5o9WqrLz3cRynxlFgCDldq/VyLUTcVKquZbkuQwgY0Y7bl0RpmqZxFjvsA8EijjlgwDhJEmOMiCNnXFPV142hgdw9OIy5KNbF5dWbTz/5eDGXPEKVCkVlpw96d997K9/f//zlMSM+ZqCKJcH8YNxTysSUDpIEBT8RrN5srGw2jbbF+XSYDJMIo2C1jigRo1FwljG2LHUS85gE7yAEFEUxoxgQSeKIhSCNrZR0OOR5wgWmJFDiCaGSw3jUA3Dz+fVksjMeD3v5yAMrSmk9SvJMWVPLqig2AeOAYTgaC4KjJM4H/ULWJqDd0dg5L6u6lPr46csf/8m/jrEgAX5jZ7x3dDi8ezS8M1EewLhxNt4ZDTdzj1FACLWisDjYRLDhYDCvb6QUtNabTZkkCUK2alQcx0lyI8WMKUEIUcIJIVaV6Fd+vHCzzbTdEO5gkDbKtw9rV7puY+stq6dNDP6WB2/H9cT/NVG5Lgp3Q+O/RMzvIJruZ3TjN36D/aLtAprfOpF0+ExX8ndsn/bxnPO6rrtxLmxV7dCvqz50R/uibRPTPUn7Rlqj4Lb27zoY7z0lBCPwwW3tpSAYG9oAZ71zzillNmW4vp5fzWchIMKwcWCMUcZIbXlw1gUA4CIG8IBCCK0jIRjvrAs8Et5bSjFlIlgfsIeApZTPZlfYm6Yu8zzbPdxnNqHOo9augVAXEHIWAg4eYcYpJv2+xz7IxtZNSXm+N5289dajh5/fef7TY6sT70EZTRGJoojzKIuT5WK9s7OjrJkvFy321dYC5ariEUOUMMZwCIBx2ytJKSl4gtvKXzutE0EppRgjBN4YZYxCGDAiCAJjrGka6deXS/3FV8dff/28aNBod9cZp5vCW8sYiaLIaGmtAWgH7aG9ggSQJ6T1i8AYW2MZDRgjjDAOGMGNzlTe683m55vhAGC/rmvGXNpPQ7XIsixuj4oxJtpvCCX8wdFD2WjM7OH+/uHhTg+bAeXrs5ng9OryEhNGKYsYp5i0FldnJ294ktV1fbUMFl57BJcLf+9OQ5FK0ohTURaSMFauNqdvTvr94V/54Q8bpdTrY86YcyY4Syk9ODjgnJ6fn78ov0YAVkkEQTbVs1fnjx/fvfvgyWy1Pj4+WW3Wr09OjXHGWevxoijiJCsbOR6P+tPJQkuPsHXG1LY3yEejUb1cx1yUFO3GaW1C01R7wwlF2DbGIzh9+Xp/MKx8yHhC8lGz2VwcX83OZv1efnh4uJ9Hu7t71prnr57NlrN0kMZpFGN/cXl972EzySb5cCSMLMtyXRRgTA4IM6a1ffPm7Pj4TS/tCSEYEtNJKqXU2hpj6rJSSrVGx7sP7mJKAqoI4xaQr2ullGyuW6KFYLyf9g7Ge+P+4PLN+cnr48XqnCKAAEqG6STay1M+GBIMeZpMxoODamdv/8BaPz9frJcbUzUR5U1VNo062Jk4JbM4IlbncdzP0l6aMYyAMkaQlTKEMOz3LVoPeylxyqrKWjvopQh4OxodDAYOwvnVZVEVCKGIsygW2lsREUJQFAmlG+fszs4OF2mx1h7YctMUVY0wxoIhjhEC7VxAgCnZFJs8TQaj4brYlFXlEFquNqqRGNjrk9Ovns7GKbp/796nv/z86dcv9548eO+H34+OCE0lTgIKoFUTAcSxCMC990555AMAlGXpvaeUE8Iwxq2Be1nXaZp17isICEYYU6CU4sDb4N5GtDZqhRBaI4EWSImiqAvuPtzIIXRlbzdju10jd7hKr9drkZNuRNw1DW08vZ02KKWtsUTLsGRb4/V2S6uL9V3Uvp0MOmCq/fMkSfyWvxS2a1ztNLubUrRUpbafaFlJXdDvUlTLEO3aiy69kVuO85zzVo/aOUc9JcYGGotGKwKWUx9HvK7WuqmN0mVTB6C1hi+evfj06xck6kVkAqjyYDgHIA4TzQXT2lpjoyhxxgOiVkmldBwJSohHXGvdVFVAnEUaMecDu9YxhP7Hx77Al8MHX++XUT55RM1BFIZKaYIRIg5hjAjDRABGlpiGKA86MGd07XTTy/q/+e5Yz56sLs1Hn3yMCBuPd1ZFZQgllLy4PDEuhIZzwoESG4BZxxkTiBoRK9nEKaOYWWt0rZwNg8HAEYucRiFQzLhIPFIMe2c8JQihIATzQQBBZV2l/YFGyIWwvJ49P16cXc3rRhnNdKOth4BJYMEEH5ymjFAWwIEXiBFcyyaE0LQmmIw1OkiHQpzFJIkddaVy0NhE6wSQEyiQLBpoDc+uru8cpuNBQkJxEEUv1saysL8vpHGmmnvUC0xcq4W/3Ix2wazXByz0a9NU5wtarctL7vYYFuvVend3FzBwEjyCGPndUT5bFd96792dydWzl8eb0ucM7uwc5v3s7PRUKTns9b0zEJPN9etXT90PfvjDv/HbHxTLE0+llVXwNM7yo2FOdKGWi2q1TuKII/z61YvVorw3GXzvvW/Yoq6lFDhqKm1MmM1XcZZmUbKpy0pWPOZY4NqUhOIoxvOyEElarTfrogqeVEnwvcHropjyKM0SFzSLeEywK8s8o4OR+Kvf/c603//D3/s9X7jry2KQkeVmA1WdPbzjtUbgp2lyZ/yolJvZeoapWyxXx8eD/jAa97KLs6K6mIdGBkIhKgplzxdrlA/vvfdNkY8NEuPRbj/pEe+qxcyZUper2fVZsbmeza6HJdzdffDz05/0Jvzo7uFymDEkF2VFI1AYaBIPd6ZRxBfrixevPn39+pMd0bvXG9wfcyLEZPeQxPHVag1O8IvNN/DwyZ28aHRZqw0dzpLlYr3iNGBGGWN5kiZJImW9Wa/B+TzNnNW+MVmSrGYLW1VH+weoUPeY7FMe5ZFufJIKxnDd1Hkvdb4OnolIHOwPlMmkVuuqDoxFcaYb11RaiFgbO+5NJ/1xnOZ52jRSMWGzXuYxcgGVFSnLUqoKAOrVDDmry/XJs2fr5SIhlGp9/eY1x6hUlVqfH02gH2GsZ+mAXm2KuKmXV5f3UxzKi2jn6oP+/a/Pw2UtcG+S9kLYXFMCaZppjSwKDgVCSaObOIsDDpzzGJzzupG27Z7BqZYjb6223jnbEth5XdeuClmWIUpYJLCjoLVzDghGlDBGWw+ZAA5hlKSRtbaRFaU0SSPnXAguQAAUfPCEIoqoDzYAxgQo4JuKHvkANxRuhAEhcN6EEFq5Om0sJZxSEgL23ltrKG0bfWh/9t5Z2+4BtC5dBiHUNPVgMGjXzbIsa3sUY4z3ruU1AUCr8s8YbbX+O+4p2co5KKWEEK1fWCfyTAip67q1F27TWNfKtP4BfiuL1DRNmz/aXGq8Y4wIiqixNcU2EQwhghBpahXALuby7OyiLGtCKSLWGOOCBuS005hAAKuUiURKCCGIMsYc9lo3rVdioBiQb5le1noPBoCSgLU2AYXNulyv123e9t5j2ioeQrBeGmmsQoTxSFAKw8mBrdZNtTGNNkpZZdMke/vx29/7brQpVqcXM/AWodBIaRw4Z7K4BwDdp0kp8y4Y79x2a1w7QwAlSaKVNcZgDCggjDBgjAAFjDDGBDNlNOVCxIlxljCKOU+ynHC2KZpGwYvXr549uzQ+ITyRRiIsfLDeexS8DSEgH7wN1jhvIRY3RIJOGQrfwI4ebTs7TAP1FnvkAyW0PX8ppdYiBMZFlCRmMpkwekoRHQzy2iaER0qXL549G3z4hET8w29/czQaMUx43nPOTSYTosd5fzYYjJ48eVJU5cnJiTJ67+Dg8vqaJ/nlfLGzs8Pj7OPPv5ju7b39zpPT0zeCUuQ5weAcAh+sNvV6ffz69d179z945+2Pv/wSeyAMRYze2Zuuvj5plEzybDIYVJsCITQa5fcfPaxrqbRdV431oaXWcc7TJL++rqSsg6ceA2m/Kt5R53uM11UNAYYiCh6pukYBDXk0zISqG9tUG10jwcdx9OTe3W++8/b9e3fMZkPADXs5BYcDlJu6qcrPv/yyl6XDQW8yGaS9pB8Non6MBGqefdk0zWKxGAwG3cyw3++ngtXLdW80PXz87qNvfpvEw7KxjMUiTgFQFEeALDi5u5oultfZm2NOWJLEe/s7lOJWdDaKxJQnRfNmMBjsjPeSOJ1fzy6PT5brVZylGAkex8PxmAuR9oc4ijQg6f16tTSYeoQxJqNBOpkO7xzu1FJrU6NbCsZGsjzhnLK6rIzyzjuGIYkYRXGWCBQAW80FJQRhcgMCMEaE4NrZuq5tVRJKRZYM0yGPo8FwPD68U5al84YQYqRCW9vb9gJlCPMYBYQcwiJKoijyc6+quixLr5XXptoUWqvhcNg0Dec8jUUWp0kSOQdN47IEN7VqJLx586ZUdVU8GB/ujvI9mkCeJRfGyNUCJaLPeRxR76BYrRhnsP1GdGv5Usosy/4SVt4RXTq+Y/vLbsWphcjbYNIu67YMyw7M6WATf0u9ufsZby262pK8K647iLg9Ab/VE20/NyVNd0pdsd/xMm+fZEfLwbcU3LqVrnYdLM/ztlRv5wrr9bodY9w+ww7uD7ccJdteoR0md41Ih/8AwHK5HAwGjLGqqloh63ZUQBljErXSFgQhak1wNkDAadJP0hwBR5gsV9fHJ2dSasJMFDvvvQ8e4Va2HgXACNkOouo+JgdgnQbUcpUgBPAhOBsoQQjhSMQMe2OaplaUUs45BohjYbAjiDbSXl8tF8uaUDHemQ6Hfas34A0FkcUDHSrwWFCxt7P/4GHY/XR68uZN0+A4SoA4j2iS5sZ5p41zgREqeIRCkKqpnYPA28vgtEMYR1EUvLrpm6zFyIK1CKwxRhFkvfNAMOUY00abVpbEB2JsMM4bh2az2UYWTCRxJJR3GLXRv20zQzd66ho3SmlAxAfVNoEUE+mDDda5QFsfVMIAlHfB3/DbbFOruq6ljCMOhJBivR7kvdns9eWC7x7tesoGg9GDe2PXLJI4+sFv/lZPUKc3SURLads95NYu9c3ZaZqmlHCE9Hw+zwf9smo450kaS2N3did37t5hnN8/upOKaDWfWW08pTEhCAfO6KuvvzyYTr/9wXvFZvX5V8f1xoz7rphd26KwTlNM5svF9dmFkmZvd5qmKePcOFcURaX0crlcrzebQge0brTWziLnOY8ywVkUcWf20vR6uQJtPYBALABtnMdAYsHUZh5hPBimk16vL1g/EoeT4SgRH//sz3aHw4cPDqfDUblerxbL169fY4SMtcvN2geNiK9VyWOa9hNGor3DAxHFUt8cdV3zgNAAxfmQybCT9e8/eZfsHAIWCffWgnWYAliHKMYgUjac5ghFZcWVRwTv7O4aKznnWDAAiGKeZdl4sjccTKplcTWf1UpGWTqCHayAJ3E2GpgAy6pApinqclNVHhOHsEcYMwbeYMuxt9RLbSwgZKVsdzWt1YSQKMs48YAMIIMCijlEhEU0IIRkAADghOI45pzEEackCCGCCY2Sypr+cDCdTrM8F0nS7/dpL63qQgghKFtt54rGqvb+FJiA884jcIESJIS4e3S0WiytbJCJBaYAIY7j8XhYVZWImBAiiqK9vb3r03O5bkII2oU4Bh/Qer1u6sprZVXlVJNFfWqCNcpqhGJACBlj13UteNohM220auOXECLckmZrY7e/Ja/fjVvb0AwAQog2KN/4eG+/gV1Q7nD2diL6X0fP0S2fYbR1dGmj+W2jFbzd8CKE4PiGVtSJTuNfVxNq566tjlAURa3kQzdOCFuqD2x3BbqQvY3yNy/akTg7WKltBcKWStRNKbrs0r1Em7TaAUObWrqPgkZR5B02GiOMQ2sijJH1vpbGaDAWCKWLxeb6aokRo5R1nxchBGNgjLVWSpRSCNha5b33tjVWxpxzAyqEAMgiQAQThDlBHAXBeSIIQDBa25ZohMEgAsRT78Jyvvnys+fPn59iKu4/fHTnzmGSitEwzwd9FIfAMqt07auIm7cePXznrYfPXz5bbEoqOMVQKwmAEKbOO/CIxyKKIiONdSE4oBS3/jM36crYAA5j3C5jOHDIBxOCNd5z1I6eQgCpbV3JWjYBAZC4J3pRkmkUxtPJ2UITTgEHgoKxCiNPCMEIMGAAQAQFBNghhAhtd54RccE7CJRQhJDyN1QB7AmGX/mUGmMoIu2CeNvltVbMj+7f+7M/+6Kpml5venZ2lg6m3/qNd+vy7OTNs6NeGkfcNhVyisQkEUlVzVfrRVOrNydnJycnd+/fG4/H+aCPaxlF0dV8Md2dLDf1sli+/faTvD9credHwykMe0E1VsvguBMMA9Ja66Y+ffX80dtv/eY33i9Xi+Oz8ttvPxZenpy+SZPIGVuuN2WxOdzbPzg80sbNT04IY8vlspSqbpooighlad4nccvUtUAQMtqstawrUtWiljFCLoApG4TQUEScRQiRaDpIk/jO/t7Rzg6HQK3NOPXNyhSrZDrs700oJmDFsH8wGuYAcHY5W68WXLCA0WqzCbVLbU4qvHNnj8c8TlPUTvYgOO+aqi4Tili2s3+fD3ZCqTQKVGQBMMIEEFZlrZ1LHAKRxSPSUxYvrpebpTWSMZz30kDwqqxQQNPpJMszpeTF7FJ7d3D3Lgd0dXbKcIwxTgeD+XIxr1bcxhasCbrcVFTwKIoYRMHopja1bKSUWmMhBPaeeuO9B+8owQy4A8XAImIpAh4jAhRjTRAWlHAKeS+lOOcCc061USLmGSRlXTdW93q9mDOjdV3XVVWOMFmtVs45IiJCEGMcYyyVJIQiTLzzXuqykdpaa7zxQcpSy8ZKzRAO2FtjjTE3z0CIMcZ6s3ewr8v69dfPjNFZHDMmPOOUoTxNGPKm3oS8xi5KWOa44BSrprbemIAB/crRpYW5b7S3twwc2JIm27hGtko+HRx/2zCrPaXblX7XQ3TIe1f1d9V6F2rb47bIfncAgJSymwd0gVUphdGNiH83d23/tV0p8Fv7rbYj6RJMt7jQjYWFEO3ktR0tdGPt1ha4mzB3pNLOLrh7g20V2w0A2qMN+iGENE2rqvLeR1HU0hbanWEK3jHGfECyabxBnGJEqDbq8mpxfjEXcYKpPz2bLVYF4JTR2LUZsjU1vLEzBAi4neG0OepXn1zAEEyw3lqLsKUME8rBM2+RcYBoCN5Jqcu6KstSEJEnjQWnpD19ffbJL7/42c++0AYOjo4PD/e//Rsf3ruzFzRwigRFBGjwNHi8tzt8+53Hn37x+ebzL4xsMIsoCcFZziPncbiZxQfjA6WcJ9yZm/4RY6yNqevaOZckCfbcgmcAiHDsNXKMCybilEcxIIYJF1GqraubRhtLOUviAeLu8VtvGZQ9P56VTSGSvnVaUIFRoAj74MAHRBDCGHnkW79BBG1rAN577EIIgsfUcuRuVAxDaA3BUHCIc97vx4NBliQBIa21VEo6anCAagPxyN+9/6Cx4ezi3DWzQT8/3N+1sgl1xcBU68ra+unTp//6T16Mx+M0TTBl63WhjJsGwIxKpYbjsbROO7W7u3N078gH1KjaaDno5VGr+1+UVbmJY+G04XwPCFqcnwwHo3fuHy4uvxrFJAYTxyLv9Xp5TinlgmX9nvXu+npW1/VgNAkIW+sRIoPhEGHC40hoRyk1SiEUGGPBecH44TRDO7uEMOuDVgZjmvXyJM4opaOj2EglOE0o9U3DCAwSHmF4cLSTRshbp2WDwCRJD+Pgva/tgMd80MsGg14jy9o0gQblddUo0ctEHFNCOee9Xs/WUin5+o1KBoMoGwKNauVwzEl/TLT3xgPBLM2cZZ54zAJKkiEgF/SnH72czy4GwzzORX8woAoDQWmvXzRyvaq0NdmgNxxPiPeNqiEI55whIL013gkCgrMcxQi5KInSNCUUNUoVuka2YmDrxiasF3PuKXXgtfbOWa/rVDCLCbgIIxRTThC2TjMM8WCEMR6P+owRjIELZq1lgtZ1mdM0DUncy6Io0s6GgDjF1lpwXlCGMbTdoRDMeMcYA0S8tt57o7SxFhDhBNMk6SWpqSVDKGLcWhucAQDrdJqmyLdUyMH9+/d0Uc6urjmiq0YqpdOUaVmu5zpNB3RHg6kZGiWcYBRMY6yziEU8SlogoVvH7TRwbieA7VfjptTtmDO3gZp2pNmO4tsn7NCebhbaBqg2jv+lSr8r9jtQ5Tb0BNs9rK4Mb0tprbXgBN8iaN4uwNvyvBUa6pJEZwfWtjjOuXb/C2/1mdsnb5OE1jqOkxaxRFui6m1g5zac5beGX7cL/44n2vUEbYrtYjUtigIRrjWW0kHAjEcYU+txQHy5ksONlqo+eXOpZECM+EAIxYyRgBAmwVptrQ3ohkiDgASPEEGwfQNSVURo553zFoElIUBA3gNYhBFx1jPGKY8wopRSIRgQrGu9WJSvTy6ePXvz/PnppjSvXq/T7OmLFxfvvvvw4f396aR/52A6GvYR8DjpO8/u3T166/GD4zcn14sNpywWwjoC4DEg40NdS2fAO8CYRiIt9aa98BhQAOesaz9AQlFwGANGgDFgRCghhHORRGkSxcFZhALn3F5faa2L9WYnG8cxvX/30AGbrcpNMQuWo2CQpxhQAO+Mdt5gh5F31t24FAG2CLn2DsAQvPcspqRFKQMBFELQ7T3q9E2a6CoX770x7pNf/Pxwb1/w19ez+fvfuffs+OSnP/nZD7/39n4vf3jvyNYVVgphX1bFprx8/eL1xXkxGe/0B8NGqkarNCchhHWxieLkwZPHf/Jnf44pe/D4wXy5JoyJiFGChv1ew7CRyqoqiujDe3d7ebpYLNI0ef7yhVHsO994d3V9ZqtFNs0PDw8JIYzSLMvA+aIoy7LyxqZpmmWZCyC1pUpijJ333lgMLhFCeSwoZQgDsjGjk/FQ1Y0xxgLQNEIEEwIZx3kvG+R84yUOJjS1XC49IcpraXS1XlWreG9vbzjKjTEuAKKQpzntjazViYjiRHjvlNc6qMaqdbXhIuY8Qt4RQpIkKSq5Xs7XpdtHkdIuN+1CCgMfykaqRiWcW48YFQ5bYzVFyBERp8mqKr58/mzQi+KEPaA0jmPMYoRDWW609cPJOCJMOeuUIkmiKmuCscopb3nMecydt1ywvXzKGOMRQwgJRRgJaSYQCjFv8jwnW6GCRsm6riHYfj8PlmFA3ppYRATjovAR44O9HaWaJIkQCsZqhFAUcR6xRjcciGvJ2sHFgiVJlCSJI7j1RGohpiiKCCGMtdJVQCAQDBRjj1sfWKaNJwg3RnsfgnXOKISQA5dm2XA8YIQyD0kUs9Hozp07WZJefnVWbCqLcZJQK2VtK9EUwiqBHLLS+JoQQgkQyjGNnKch1B2i0OHvYXt08H0X/W8be3WxD225jx3a09Xat6cIYWsajDFuDVXgln1Klye6Qv72mXR9SdsidHIO3Yl1WcTfche4/aJtfurI+B2bqK3lO6lRvN0GQFvG0e1E1aWK9vLdTlTtR9dq3qGbwtd1PFTnXJZlLe7fuku2AwOqtQ7Ie88ZYxgxjDEgoIwHYBeXSxFlV/PFq5fn1gElxIbA2kRK2xdFzrkW6ggheN9+ZAgAEA4YA8YYkMEYKMXhpk8J2CMIWIjUNCUlLE16Ik7iLE14HkKQBq5mm5cvL95cLGqFgWSVRKtic734xcn55d3DydHhzttv3b9zMJ2OR+PxkDO6t7fz3nvvPH35crn6rC5XiCbKoTjpUZYSjIMH7yAE8B6UdS3+1X46KEAcCam1UQ0GZK0GZLB3AYJ1zgUGGBFAgjIXRT7YVoeksbosy7RYx9loPMg8sLJodCM3dZkwYq1DAbdSz8470hYogBFC1nuyXShHCOEA3nlrLb3Rd8IBIe/AYwAMhBBZF/NZvVi4pk4QEEYF53rUGyxXmw8/fPLFK/fjn/28VIYxdnp6OqBjsKZaryLvCfHO282qYCT6m3/zryGEluvFel3Uqr57/95kdyeqq0qpsiyd98M8d86sN8vhaIIxAvCbanN9eU4xAvBJGo3G/SyNy81yOu431XhdrvcnR//mX//toijuHe389NWJ91410lvHKQWEMMZJv1eVzXq9Xm0K5wKjFJwPwVOCdaOwNb6pA6PaGteoYr1MrM7zHAsaMPIBASEionGEGTZnL19rKbMkYQhsUzBGHUOmaZw1SiNMkPXWgseM9pLheDox/oboba1OI5EzpLw2YFM5GAx6jEdWVQih4Hxdbmbnl42PRkr7lmEBUFVV45A2jhHuQ0AIiVgg7GXjHAIsBM3S6f5e781LH/RytZqU69380CEstRZCJGkUR5mz1jYKABgCipyUQWstBBsN9pM0LooCALSWiGBKeZRGAzYKW2RZlaaNCNJoQoh1rpG1bxcvfMDgm6pOREQI8eCSJOnncQFWMOJRMBYAPKYcYzwcDrUxi81isy60VSKOQgiLBRkc3mtBiaJct0pqLTFfa0MZauMCp8Q557XVyBIEwRpZ1YIy611VVVmWJGnSH+Sc84iLGBOBKTJuvDPu97LqtCCzFWU0FtxZDcFgb4wsGR5CMM40KPAAAWEUMG5LnC7o39SklLaLS2jrme633ikd/tNNArogfhv17spw2A5Ou4jst4zM7uhyQPcM3Zl0D4CtI83tjNJerxbMgS3pHm9ns1EUtVvKsF0Gav+KENKCuq2adKcUvdlsum6Gbg/OubWuq9wRQh1C1XU/tzNEJzkH2wXjsB0AdP/pNlrlvaeEEG09QkGkEUYsOAcoEBZfXM6ds7U05xez18dn2gIR7QaE9N4TDAA31FpMCAAIHmNMrb65Tq0omxC8kEvGWfDgvPdee+8gAEEEADfaxBY8IO8gALbBq6quNL6Yr1+dXl5crywSaX8HYVGW5Xqz/Or52dcvXvYzdv/ewd07O28/efKtb3wQZ0Jrm2XZ3t5e/uLYFhXhnHhkrI0jQqIYAqEkcs4rZZQ0LUUaY/DeYozjOAoh1HUdi8h7H3CHGKKAMGDabtwhj0ggbQqtZLMp62K17PfGgeODSY+8/2R2ffXVVy8JEaVxuBWbBo8QphQTQhAlAAFuGQ+grSBfo0vijYCAEPIt1QG7ADiJEr1yRVGu10Frynk/yzihIRUCA+rnPRfmy9U6HY4DSjabZcT3kkhECKBWVVkpXb54+qJW5c5e9MUXX6zXy4OjfSHjoijevDnlsUiy7KtnT3f3ptlgeH5xkefp3u50uVx6rYtqtdws93emO4d7DKEkT6qqmOyOeML29sev/vzpJ5819+/fryq7WV60X1EtlZQyGgwEY6vF6vr6ejrZLctytVoxIay1ZbHWxhAIuioDCUjLLO7FcUaSuKDocHc8m80mO1NEyXy98YAGWc4iKMqFM42VjUFgwStZ95PR7nTSjiVCCFm/VzUSczYYTcq6evXmdDTdy/OcIo8YHozHNOabptBeZ6MBxigEEzwiCIG3qpF1JVEkblQx4ogpU1QNw7SX9jDGwXnrHCIYUPDgUMAYY+jlT95+p5FVtZ4niWiDlFbGGxiNxiLKZGO89/3JCFm/mF2ram2NVlUVrM3GcZZm4DzlIo5j4yyiRKQJE9x7r60xzo1iDABlVWHvaCRixhKXAQotOox82KyWSRRRTLSzeZ5TSiglUSQQRQCeCU4pRpQwjF24AYijKBoMh22ZuV6t4lhwFoEPnV5YCA7AYwyE0JgLRVXTKK2U1ppz5rSRTSXyHgDRWhKS93qZEKKua6MU6/VbLSvOuSB0Z2fnYr7S3lmtN6t1EgcI3hlDOeIYMYwDeGNUcB4jEZDAt4TMOmfzDk7BW2ZOZ8XeLtx20mbtY7qg1nUMt6EhsvVBvG3Q2FXZ6NZgIPy6sSK+tQLWJqTua9slg1Y+pIPj8dZEvptbdAkA37L6anNeKwLa3sm32x0AaPEfAGCMd40ObK1gvPdxHHe/6dIn3i6ptc/WXt/uk1mtVtbaXq+Xpmm7UtAuTFDrndbG+lJEGSPMh1A3TZZwbeDp05PjN6d145J0wOJIWwPOt1Iczpm2kWGcG+OVUpzfbOgZq5SunMXOGUzBO4cwYYRIGaSUgvAkjo0LkUgQcgRzwEwpFzNKeUQCP7mYffn89enVOsl2gcW1dDQdDtPc6lLK1eWqXNXPzq+uzi6Xn3z57MnDw/F4PFuu4jjuj4bXyzWPCWUMWey9NVIGjwn29mZP8uaWuqEBYHDGMkIizgGCoCzLkmJ5yQhOe7nzGmGaRPFyvgrIG6OwwtkgS9Kc0WJTN01ZDMY7PB4QRL/1zkO5WT19/sIRbpDv9XpWK4+AEFIUhUhiQgjGhDHqgreNdc4JwdqkTTxiiHLgJhjwHqFAGauKapTnxFVVVRA6CeCKosbEB2cYIbPZ5XpdxskhixOlVy54LhgngIwRlBhK5rPizuHdq9k5CnDn8Oji4qws6w+++YFxGnNmveMRB4DFYmFdiCMOgM7OzqSUwdTW2v07+zuTSRLF/TQhFHsZ0jhmgg6nw9HO4PLyYmfSn457SilGoShWWksRMWdUIWWLV242mziOB4MeAFZqFUVRFHFGMYBnzsdJPIyjQZZiFN56cDeOo+lkSATjSTwxUxJH+WhQSpXKLCY74Lx3JjjvlPTG1kpmcdIfDhBCLkB/OEr7PSZimmREFFkvRxgjSgThNBY8iXNBjXeBeqMaWWqjtZFGN9LKBlugAMM8ZwhANlYpAhAzrOp1muRGa4YBkAOCkijSRhKEAVg+nu7s7l+D81ZZ45FHRioXSG/Yh8DrSmGMr2ezxXxOEfbLWRRFGgOPRT/vcc59FgSPTYA4yh2CNB9UShPBCPdZkuUZD3WV1DUAMM4xxtJoKWte10qpLEmzfg+cp5QGQhFC1LkQXK3qQTzY3d8zxhR1kXIOBO+OhjxJj49f1bLZ4btpmq5WqzwdMMYW6xUh+N6dO0mWtiURY0IqE4KLI66TaD6frxdL7z3r5xjBw/sPgnPemmH/AeUk6+WEUsLI3aM7AqGL4zfNao2tzaL44ODgcraaFQtGnfOK0qhYrcmeIjEJIWijGY+EEKrRxlZIoEjgJEnaAN3V5mSrpt76v3POx+NxG9ras23xIrd1Q/wVJ+fWIAFvHVoQQkKIpmnaL34LfbRFakuo7zJEG3zb7NLq/7T7Wa2ZaLuU2wbNLl21Z9jBPn67wNWakbWvq7VuaZd1Xbe+fsPhsE0DWZa1uE2rTui2oj1tl9Y9c/tDK0HaNgF1XbdzZrRdPeOcV1XVDsaNMWVZCiHaJNS+uziO0VZKGm8X0yhjDDCjDDlPEUIePAJAmCEiGum9dZhGvQHHLNEemqaJWOp9cO5mpoEQws55HwhmGBPGOKHgsTcW+xsRpTbpeUJCq3hHAYfgvHO4dTLjESEMEAXEILDTy/nL08t52dA4J1GuPK6txeCdM4RQng6oZ1ZXx1er44s5Bv/+k8PRZEwIq2rpA8r7Q4Sp89BVFggwpRRTsOZX6q+hZesDtDsKlFJKiJFuq87qmXdUYEyZ0o4QaJpqXW04px7hNM/yvJ/mgyhJ4ySjgqFh/uBob3515GT1pkiMMXZby7R5+EaSKfiAwrbFwx1q6b134BwyPlj0K/KZ17IejAdHR0kIoSiKPPXOW4Kh3Gzm87mHWBq7mS0ohTxJtJbgLQTnjfLaqLpRrgGgVmmGSZakFBNjTEA34GZZluPxOMlSQORqPpNNEydZP8sbE1KE4zw1zq7LFSZ+dzwZTybOmrIpI053d3eWqxmlWKqy1+vJ+pQgSBPufSubAxSTKBKEUM45NIAQypKo3UMBa9RyQ+M4iTgyptqsvXcoOOOjKIl3j/bvPH4IhGoUWJpqawJCQltrjG5kU5f1umjqkgCKuLipxTBRxlWzBSI0AAohSKOGw2FPDCilvD+EJKJOB2+NM4bzYIyvGywEDQg5yzFkWdJPEwwOVI19wN4jrzjBYGoaPEUUnAbrnZYEecI5NIDzwWTvYLmYXV1dCkwP9484FYyIUDUG/cpqKoSgnMkIZgjyKALAq+XSaMtElO72KeVx3gPKeJ6HpuFJ6gPicQRqhWgUZaQFhRwEgjHHiEexcy5L0rooy2JdV/W6qkIIe70UUeSckbqhMWNCYCUbbdI8c8Hn/d6de/fn8+vnr14yxpIkyUXmvK3LolGKMTYajaqqmq+WlDDbit0CAh8oJoLzEEJVlBiAA1hrOaH5eCjiKCCEMFBMvbeFVFLWCIc2vOqqdkZ561ywLGZZ1ovSxBPifcCUcBwzxpDTCAUEQDD23nSkfrTVXr5d2HahCrYiPB3o0VGGKKWtlHQHyuNb4qBtZG8TSbtY2ykwd0GsQ13cVkXObwUqurDeVrdt7dw9piv8u4veIU51Xbd9RghBKdVNrf2WF97+ANsJczdC6KbKIbRiab4FjtqI0W4MhK3GUZss272E9hJ0aa9Nme10oVUVbY/b6BYtiiIgGoA6cOA8IYxhxAldb8oKQvDWegeYBgQBecIxJdgH28rabA+MEVJKYUzAB8YZIoQQBAABHATsnHXOIoQpRRgz5HBra4UQUMaFEJhwBMw7Ihv78vjy6YuT1UbSKEOYKeeND8h75wNGwChQHsecQ/AouBDCZ1+/jI7PB4NBQMh6SLJ8UzTWBExbh/fWJQMRRL0zzhmKbxhmwTnnAyEIkYBRUKpp6kJrMMY5p3WQAfCmrFdZhDG+vLq+urpI07SWbrIL0+m0KmtMYi6cQHjUy/2do8XV9eb6eq6prEuFMUagtEYEY0bB+1ZXAyFEKcHb29NZ65n13hqnkHc2SE2UJRCMCiHUquY8n07HSaIYM1EEUlrBeNM0q1XJo4HCoqmbcRYHaLz3CAFDXsumLorlfKW85gnXSjnnCEIEQxYncS+RRq8uzjfXZSD4/0/Xf/bKtiZnglhEvG65dNsec881ZcnuomtyNK3plgMGEDSA9FMHAgR9EfRhZjSabna3mk2QLLJYvLeuO36bdMu8LkIf3sx1NgtSonBrn73TrFy5MswTz/OE21eEOrE0VaVITcMoWpQzpCBJUoBAmHIWTkar1KcAvFgsnDPW6XGMKYXb6wvnHKLq+2HspxCCn6KkzDEmAU7BOVdpZVCOfvDeP1t1C+ckRZ8OQSMiJqkTGHIqKckgaNBWdb1sdU4AlB6Ph/3hsH10Sl8+u1F8s989Hra7aZpWq01VWaY8HPrpOKIiY8zhuCuTLiCqBerUglGiCAC1tinmME0Ykx/78XDUALfXN5eXG0WQhqNoDSxp6l3d5tAr1AgIMUuKKUzGadAUM5pFd/nyq49v3379938P8f2XXx6vLm+PU7z/+EC2bpZrXczoRbz3t22HiCnyNIWcZblYXVzemotLiAyumib/uD3cb3e2mUTpqqpq2JV6FokEUUSUtqTVMAykFSkDijJDSBmVNqQix7pxTbsART4kU6nFxXq9Xg/jeByHlJJx7vL61h53pVaNwRcnkSmEw3HX9a2QKqsgKkERVGS4yqtlZ5A4w+H4KJkbV7HhunGvXr2q22Y3HBhESJRSY/TMbJSSlHLm4MecQgqTUAZqF6u1aZePDL0PEQiUFlKQC4YORDzX8jPOPqPYM7O+xLU5Q8BpT8AJdi9xeeb1z0jIDN/ns8GOPm8OAIBxHGe4X52N++dpbbnbPEv4vQOD2TpM6xgynRUJMz+1HGQJ+kWaIGfDnzm9zUc4j2rngUc5IefDO/lYFFnv/KcZLCpZpBT1s4PFfIQzGlYcrZ/m2hMniiNnSgLACKiQhBhUFjn2XiErQEbOnLMPxlZNV1NQcqaaImIxNUNErY0iw1Lyc3l7xf+IQBDkNMdHAhSQnEgxpwyIpA2iErQ+yP3d4Z9++/27t48poqmsTxmIyWgk1XTLFEcfovdBI1hNVtdaK9ss+3GEwQeftNa2qqfRCykDYohIEKRAnCRwIvwwMxcUDnOMgAmZuTjkGKNqtyKwIaFzlDN/PEwi8vUPH9+8ebtaLR6HdHmY+gDOOdeQgEFUTdO9MPXuJ/v+cPx2f/d4/wCcmqbzcdv3/XKzrut2t9+fCw0lIliOQrK1RkdCEU45c+JTvA1GWQSM0acclsvu4kIUHvohEYGrjNLY1F1Si0mZZmn2b38HcKMVVsb5h9Qfjsf93gNfdY2kWFn77Oa2WtRaIQqEEMahXy6X683GNe12t9vtDsDYWLeouqAOBf4mUpvN+vb61mnVH/cE2DSdHw/M3FZtCnHRdvf3H7/4/CeIeDj0x8NumnpJnGP0YXLOWa2NUk3TWENKqeBHzOmz62sA2ftYt1WzaBJnJgmSH4fj/bfH19u7drm6ffniIt88brePu33eD8652pok+d379+PxkENUAqvVqm3rum6mkGKMkBmUMsa+ePlCAMZpSiwZKQBUXVs3rWINbBQSClhSxOCQlhf17e3tZrMRgGkcpKojZ/DKWi1ZQAkwAiKkyDnnBORDRmMiwmL9/OXn3WJz9/b1u9fvrm9eLFat81m0M0rHlIQZEUMIP3y8c8Ya43ISY2y3XCHiww8/jCEnwP0worOHcaq6BVq7WC5tw4AIwhqpMHFQKSDIOXPKfd8fj8fj8dj3PbCQphi9AJjKWecYSRCMrZrlSrRhUtvtth+n5bK7ff4shOnx8XEIRbIkBLzdbkmpbrVUSvd9z1kQVQbJIUJmYOGcLKoorIisUc5YqzUpFBFSEHKewphzVkpJ8iklRXpR21obYAGCrlteXt/Ebv0uQwSdUWVAZNCKXGUFDWmFRs04Oz6h7ZdifI6SJeJrrZfL5Vy5z62AiMwbHOdx69OKW53tl0ugnDvvArbMwREAnHNzUY9nnr5+YtI5Z4sSQznDLA6YH1WyWmkLnmaLgpk//SWeDYIKXlQemJ7sBeMn7tbyRO5Q3tRTCKhkoNk1qGA+s0CansjT5oaDiPR6vU4sPnMCQrJAGgVS5rppJQYU1gScU04xx8lpcKjO6etTjgWA5XKpyEzjJ9YtEhKBZFGoUSuAkFIQCIRgKBFA9D5mQ0SKHIIZh/zmzd1/+au/294fDFUEKqRkrWhtkzBIJkJjjIBwTtOYjmFKKV3dLjjwFGGYAlFq0WRAa1z52FBhzmVQngAEUEDms0/IzFy2bgppgwLnlkqBkFLqOPRvswlx+u7D9sPd8RDhYcg/3u0+PIy//OUvUU2gRp8QoGrb9vbZZ7+Y0jeP32+3277vK6vbutkdj3NDR6ittYhwlgKC1hotO3IWNQGiaDAGLYgiyfniYgXYb7ePpDpjaThMzGk89m3brjbrw8iDn0QTajVO08Pj3TAcq4vNqCiFKcYYJAefFpW6ub588eJZkBxi2D08isabm5vDsQ/eex+Px0Ey5Jj224OI6DrGGIdhUESScmur5KroY902bbc6CmvBm6vrNz/+8Ks//IMDKclh8v7x/u7h44dpCsY4AiEQTUqbMnuJnKJT1FWmsQvJOQtbq1+8eNFtFu/vP3hOICzAiaUqzbsQxxQG7w9901Z1VdfOcEg5hio75Zwh9dnLl5A5pWxJLheL24urZtFVbTuA320P3vuqaZt2AdoAKbCVjCHHGEIKU0zHfjwcgWXddIvNBdVNZA4pkuO5N1YaFanTVa6UYpWT8DChbULvbVutnn3x5Rc//fj9669/+7svXn21vHlhqxpMBQJlX2Zb1Rzj25gfjjvvQ78/+DFslqubm2eubh93uywC2rz84ovl6rJdrcmazcWFHx9LlcfMWpOIJiYEGIZj9MH3Qw6RECtrXNMYrYH1/fZxHMdmuVquVyw4TD6mXLVtu1xWi/b923eHfiSjq6parDf5cT8MR++9MQYUhRDK6hJmIFREhCXkkSJhSVkrJZw0YeUqV1UpxTQyAPuUp2lAzhrR1XYYh3Ecq2657jprUBNWdb25uFxf3u7dgoPTVaugETbMTIqsNQlUklSc+Z+y+0+B6YzGzKG8/H7GUuY6t9zmmD6nhDkB4HkUzMzFNwJO9jB6Fhzk8xqWeV17ebkZYymvOyckPk9659WSTwGWkrEKplQCelkPUEbZc8z8PYbSfHv6QtY6ONN+5pxRJvAzRFZyUmH0wqe1sqm0MrPs4Almc2qbRETnnFPmzMIIqLgIV4UwC6eYhZNzpqoqEjOFMAx93S4REQmVQgNSUG5CNU2TojxNk9JAcJo7a61j0kREwFl8zEHAG60BGTDnHJG0IpMB/ZQe7h5/+4/f/v1f/+Z46NvuCkUZUEbrzFlymPpMSpRC5WrKkokzxqQ4SSDTZgBtEIB9SKQMolKkyWjIwJwBGAkRhQghgyAgoNaa+UTXBJSUAzNPU8iRUzpyHrSp33+8z+1yGI73x9SzySPupwHgeLf1j8fw6uVnn3/26urqSsABOW3r9cX1T77EN29+/M1v9yEEa61ROsa43e3mHrYkAAS2VmukMU6KrWaLAoiilFJaksDxuH92sbbWFgrENEHmVNdunHpEtNbuPvZ3Hqhuj2Mmo7/9/vt37978/GKJAIfDwU/BS757fBy3w273eHG1cV2TEUSBUdW6awFpiqEfJufqF7c3iOrh4bHv+6qBqqlb44wxl8t1bWxt7KZdACeradUssWmMwN//9d+M/fT86tndhwel1GqxcMaGkPwU9/uj994ZrRByjtPgh+NRQWuNds5VGcuQdnWxqrv2mKeFNavLTdW1VdtcXF4XMjFFuGrXLzY3i+er425/3D4KqM3L560xeQrjYb+7/9D343DsQ0gCUEYO2potchZ2tn3RLZqmYVJJAGKMMfeH43Dsx2M/vv/w8PEOktTO1m0HpAQAjSatrDFV2yARgUIiQAVEoFBlSTGkFJ1zPgUbMlTtT3/yy6//7tfv3779/tsffmaa6uIKtIGYndJG6bZtLy42X/38X077/f5x+/Dh7sfvvz88bDPCz3/xU+99TCnktLm+AkK7qEAp6JSzC+f9NPXMXNbe+mlKIYahTyH6sa+0dZX1wpWxIPLQD4fDYRj9cfKL3abpFrZy2lYMElmUNovVcrvdfrx7sEbVdV1VFRGt12ttzfawHabR+7L3yhltDZmcRTI0lc2hBhHJULtFmWGuV8uqqoLkrutE0zS52jpDyH3NwzTCTmnKqfdjzynXdd0ulkhmihBZRdAJVRaVc3KSFELiNAWB89pCecJqn8v2Gaqe1QBP9+7KEw5+fgJLPAV2SqlbyE74hBRUVVV5tlLvl4cUfv2M4cxPPlfiT0cL5Zda6Tk/zb8s4FVB7X8PcpEnOoOnaaD4/iPi3H+UY5g7hlLjl0ygtS400zk3zAkPz1sB6MwcLUOLMuueBcYlx4iIPhx6QWBSTIJIokkTWWP63QFSRGBEERTQQBqJS4LKiLNLximh9X1vtIshVUohlTNYsjEhqMwpZ8mSkbJIFkwATOqUh6fRv/949/3Xu7/6z3+zf9yzKGQEEEMKcgohogJFCCIcU4opR0ZGhcool3Iytvbem7qWzNM0KmVizqQNM8eYY8xaW61sopRjFtHCAsBIJcd+2vlptWEJBFFkRNJKqePxmJMehsmLUfXaS+YYSVSSMHz75jjyccrPdkM/hmFKjasE9GKx+Pzzz9+//+hDADo1hiH4QgyIMRIVY2qllBIB772SSWcrCYUyc4oxhVxcA0e9Ustlw5xCSNYoIlXX9fH4fr/fD0Nlmwtw9jAcmsqNw9gPB0OYcyz+euRs8OnDu3vv39w+r3/6y59fv7glY6bJj8FXVV3X7aIDUoYZPnx41x+O6/VFGO7QOQXKKa1Bjf2UpqRXWCkVB6+VIpBF3V5fXO4fHi+/+grgfrFYrtcXCOrxcfv2zcf+MFhjlqvOkOpRgCXF0DiLiFXlni8vkWiII2llW/dq+fniatOtV66pjTG27sZDP/WTRW3ryiw3oMJyvagMHbf7cejTIBViU9lFddm7w57gcOj3u+PucJhCFJHqi5eX11c3188uLi5UXSskYgYWox0zK2WMMYcQUWCzXry8fVYvFqC0trbVmLSmqqqaNoQkzCgKRSCxZE4sKUtKAiFZVwNnyKF78dnPf/aLu/fvPrz98NOf/ALIwLkqPez3gHJ5eTmMU7NaV8vNzbMXLz579fVv/uHDu7f/8T/+5V/8xb/qNiuOUcDv94ecD4mzftT11a3krMvkCjHnnKIP02iNViJeBCUlHw+PjxOpGMIuHBgEEd5//PDh/mFzfb1YbUTpmE97xuvarTZrtUfvvQ+hdk3TNKvNWpDHMGZhW1VE+ngckkkJbUqcQk4plRAbQliv15Lzcb9frhZa63GalLbOGVevG2sgMZAJq2XYH+u6Pu7f9MeDSF4sFs65wzRtYxrNZt/74IQJsaCfkDlBislU1RxA5yhfqteZej9HZBEppXQBNPJZ+aW1LoF7/v0cc2fAR84WCyU4znGfnqi3Sqgt44R5k3D5FJxz833mMp/OPNEzDK7nXqT8XKLwbMxZ2po5q/HZ/1kp1bbt09lAmQcAQNGOzfmj3KeID+gJg7YgTuXOT3fClDxUOgY6M1zhif5ZG2NIK1E6ESX+tPBMRGzlNELKYd8fUYFpbNM042GcppG0EjGRMwBRBs5UuaYYVzunCX0ex5TSOI7WGhFhhpyzoNCp/xAAVmdHvXEcx0P87ru3v/nNbytbZ0bJLDkpW6WY4jQ2iy5lXxqX8lkqUNZWzlQf/FZrPfrQqVqAYs7OVaXcTil5H1Ji52oUBoCUA51cGRIpKQsMyuXlvbfaaKVRGBGFxXu/P/SrdT2OAVVlDEzTkBG0UUIYs3y42+52h3+yXz+7ufnJl1+9ePasrmsB+/L5ix+f//j6/Ycp5FJrKM1VVfXTCJzKxjVntdaUfAA/t7EnWUzOOYZ0fXWTtg/GVBcXF0pF5kBEx357cfHTvv/m7nFkcbe3z6Oxd+8fiGi91k3TNM1J5KmUarouCl9fpn4cXrx48bOf/XR9fXkYh7vtowBXVbU/9od+XCxWi27VVHWO3LYt8xhjPB4P0YfWtZwyWIfLBSfx4yRa+WnQxD/7yc+/+/ab/nCsK1tZp0lNU3i8f7j7+N771DQ1x5Q1oAAqNKREJPgxhql9/rkyxL0ordfr9eLqoll2URgUBZ9ABhLYLFdgKugn2B9+fPjAKabJQ0qdNU3lFIMEP/Tj2PdhGuI0cgpWU9csmqazr15++ZOfVpfPgAVSSgyBM6aICH0/hhByTOM45pSaZdd1Xd0uwDoyxhoCBLIGjMmjT5ErjZqQmWNMIcbEOQkH75eXFxB72U24Xn311U9//dd/PY7ju3fvrkG5tgNbAeE0DCIMz56RcbBaw/6YAJY//cmfXWz++t/9L//4D7/+7r//5l/88hdXt1d140Y/aL0aprHv+/Hth0L5sM4U4tbUD+MwIGcQ6bf7RdspYU7Btp1VVX3V1XVtq2a7P4jSi+Xq8XD87T99AwDKmsWytbWtrF2s1pWfmFky930fc1BGK6Vub2+1tbvdoSyoKChpiRrACAAp+GXXpZSOxwMR1XU9pgmJ3r9/3y0XKDWE5Bjrui6bKh5jlMx1Va1WK1s13vvBZzY4+sAVWVMRoeFkgJAkCxjnCm99DqAlXIYQmqb5PU1sCOFwOJTKGs6c+tn1YQ6RZUJQApxSqkh5Cg4zF8vDMKizB2qJ0em8t/3pk8/j3LZt56nDXGuLSCmA8cwjKv4QJQfM4l4RKYhNyT3zdGHOHPO0uYgVnqaHlE4GR3Myy2dlrzzxFCoEy/nnkjlKI1LC7PF4lLOTBD8xQNW6aoloHEelAJljHMTaXYwh+KpaktY8nTlGjMNDv+iMdQ0LpsTChKhAyBgFkJquyjGnPO0Pj+PYt03V1Os+PiqFpFGZGpgEIApm5Im3rnGRzA/vcLlu43T4L3/39z88/FNufsXMCUgpzDQxs3WY48A5A0BVW7IUgkcUsiGI1z7lyXdWc/Appc7VhhQQICMyKjCALBGSMCS06FyjUhIyNRH5OJWPcAi9KVr1cVdZpSvHUwQy2uo4gKZm8sMxTqCQSUdmqw2iDMw8RNmPPx7C9zv/2YfjZrNxVDPQ6vJmFPXu7s7niDknlMWyJYg5cpIcpjF4aWunlCK0Cq1Gk6Y4JW+cqiozxSlF5FG2j2NTXUneh1EU6+kY8v2xMwtQb/WiqRoJ+48NgDE3d776brgYq6um/eYPnjff/vbttK0iLXF/f9F0FWDyQ1VfLa/Wqxvd9/39x3dpv3uxuto+vP744e16cxUkHT580GbYHw/Ly1W9qCccF5sFEr57fP3s6poxDWOfQhxyfPnVl3/9j/8wAL346ufffffdu8edMN9t7xer9ssvL9PkL9ebX//t38XBf/Xll3Kx/vq3/4SIP/nZzwKpD28/LDdr2yyrdtMtLh/3e1sZAupWi+lwyFMYwyOnfLFcjeO4lErYaDRVDaoyAAn2u/7h/vH+/uPj/mHbHwIHNvXy4qdf/uFPf/kH8EcvNWPuIx0mHL0+HHSaoCFQcdW/CePb7eHtvt9is2if/QzWX/RVWlgGhznGlMGiAZLaLcGilK+oJObMcdKAjdWxbUBR6LOtOsiqe/7Fv/43//u/+st/9+67Hz67fU7Rf/jwUXeLLGqIsN1NfmGyH+p1S8sGOMP1+rM//5PBqX/827/9T3//G/23v75cLJ9fXqblsGjrW9PsVRqGfX/sd6lgDtpp01p7cbGOPoQOAdg693zR5pxDmFQC7D2P+YvNRf38JRB17nFRdX2YPt5/eH/chqnfrLq2q1UFwzAp15Lk7f7QVG3XdVasTsYm1VC1qJaHoZ/CGDJrY6rrNh54rS8Sc47xomn7N2/fbB9vb29MxTDFVSPQh8xstA1oxNiP++E3u3Y/mj/4bPXzZbVYL/+e2m+uP/9x8dPHvIGIq/6hS1khDNoctdl1uAlBzgZq89rCmSFdkPSCE8xAeYn4pYQvwc57X+S1MyFn9oEv81V8QpYvNXghxZcnnOGX2UqIztuGZ0BpmqamaQoe65wri2uY+XjcO+cI6XDc4ZlsM/nJGGOdIQU5J1cZ6zQiCmRCXcrTmc5Ugng57ALslEnv3CuIcM6lrdGFO8qctdbeT0RkrSnA0TSNiGiQ4jgCQHU+YwSQvV/UtZQnmg2UihJ4GIZCVC9prSBNIrLZbEotWZys59as73vnaqQT8lXuXFqPGGP0Xs6lvdY6xuC0ERKBOPNeEBUgVq6SLCmlEPPd3cPdx9fv3n8UOX1OZbv9CbQChWep9NzpAEBKoaRZa21dV+VUeu/L55dSijHnhNY65xwAISrnXIyj9z4MvdZaGbLWloyeM5TmNGcou+VTQpacICCQSEZEUkRIRUIcoz9t6hGOMd7fP079ZK29Wt3YqjkO/dMeNsdYrP40YV1VGmQ4Ho7HaIzRViOjNVW9qGAIIfci2HUdRyaid+/e/dPXv/1ys6lqJ9kjyXa/77ru9vmz9x/g/v5ea922bfb9drsTQKVt6RBTBqFUGUVdlyAPw7DdbjfHtW03y65ra2eQsk+LxWK1vIhRfITKDuuLy9ff/32OKYU4HI6J83JYgLHJ+w/v3tfGdpUjwBA4pVTIM33fr9frfn8Y+v6nP/3pq5efoeCHN2+Hw/H58+flXYzjWLzIlVJxml69+mx9sbFN/eMPP/yXv/7PzXJxfXuDGpdtt909TMMomZ02YRj6/SGLNYSEGTli9HHsj4fd8bg/HocMqGx78/yy2dysb56/ePVl9eLlyKJIAQFDRk4pB/aDTsww+GGUnCGxUbpatYv1ylVV1LqwbopcPwljSgJZ2yoX/5AZJUg5hJBiDGUXFREwA1G76Bar9e5w6Pt+3XXL5TJpE2OuSGmtd/vjsmpI23Q4Pj7eG03r1ea//tf/zU9effHw/t37H3/st9vXHz++fftWE2lSRwwAoJV11hrttNbSNKjV777/ATmnFPw0eD+mlACFiAzQ/nh43B2b9fqXv/qTn/ziF+vr6/XnX0yH3eX1xW732A/HQ3+0TlfuBEgWIOLu7kPO+Xg8Hg99Ca/GuJQSkVaQy1UUY4zDWK/csuv6x8cheIOw3+2qXNd1PU0TGV03nUJVJCzWaYGkFFaVBcJh8tl2RNb7GCVrAK0tQeCcszASaK0lxbkqnwt5pdRyuVTnJVble12q4xmBmXGe8thidTnD36XCLZYMc1U+l9sFSppnxaX2n4cEcKbPi0iZnRJRaUry2fZ5ftR6vS4vNDcQZR5bJGbwxCaoRHP+Z2ads60yzSNrOu/1hScLIOe59Pwe8TwWljNJtPwp8yc/DDyPo0vzMb/i/F8A0Orsr6TPC+OLZGAeqsyzFKVUXdd+Ss6BMYZIU2ZEBahK7i0qCVLlJJ59sSFBZsCMiEYRAGlttaqUsiGFGOR4HL7/8e3333799v0DKXf+RE/cWKUUwEnOLiLOlU+3gHeQUioQyjwKnxu09Xo9TSF4LlOvvh9jzADQtnUIIftPoxil0RjDEsrQQuQENDEzCzOwUkBEClBpVT6lcn60tkQaSVKMfT8cjz1k3j2M3XIRszBBSLE816lxyxlAOWOJ84goAijALDHmBMmQLbUMGDF1DQCLxSJt375//34YjFJrANW2bdNW9cBd16j7uO+PVVU1Wu37PgOD0iExoNKajILJj0hT56yu7eb28vb6ctl21hhlFFrz+R99ZlGlwIqc6urdYfhxGN8cfhjHgRBJIMZosiuNrSjV932kKXsLLE1Xk9G3z559/PhRK6qqqqqq1XL56sVLTerh/t5VVQ5x0Xb94fD6x7fB+8163TRNCGEMR23o+/22XTYf7+5+9+P3Vzc3jx/fXV1dmWfPLrpFe32rlPLDuNtuP3744A+RFHCKY78f+oPkwqMQ0Lpdrdc3Ly9fvLy4fbG+eoarNTgFYUSjOOUxeIyBJftpzOHQVBT7fvfx/v3rN/3hePnyJ1fPb/XNJVauhPJCUibUApCEC103AyiFSpPWmlNg5jGmIYsjBm0gjoBqvbrYXF3+5td/9823v/uJtYvLaw/A3gNgStGhgZCgH4mlreoZzL18drNYLJ49fx6nMY6TH4ZpHCXld/fvh2Ho++k4eYJeShIC6A9HIlQEyJklIYpR2li9Xiy1daoKj7vtX//t37x9uH/x5ZcvPv+iXXREtFivNhfrGMecwuHY+zCFMK3XF13Tvn39hgDX64v9btt1i5gYVZ8YtDWgKMTMSZghRzaoa1v/cPdNv9vKsys/DhfXV6Z1CcW1jVK+RKK2rfu+H46PKY/Noqm6xZAho9K2lkQhJlTniSCkLMAISuGshJqHuni29jxFzDNBc47OTwHxGR6Zx6dzdJsHCSV2w3mBcPnylugsZzXWnABK4T+nojlSl6BcAl2Jv3MemsEiPKsNiuxxmqbCMpoBHyIqW6bnJ6fzmFpE5lHBkxI2tm1b4Knyy6c5cs5/5XYa/yqaJ8xzPIQnM/Pfu+nSZPH5Ng9MDofDYrHouq6qqpJ+Sy/G+aR4ttZh5hASEZaMh/N8HAHOUZIlAjJARhKCE23IWisJEJSP+e5+9wDbN+/uhzE51xld3P6gfKIppeIVehr4RCinZp7YFGyuOISUihsApmkahiFnYcacM5gybYaqqoiwbduqbVJKw9SH4I1VWuuUE+L5zOIpaQsjghCBUgikFJKXk10tokIBEQQQRZq0VkgAxIiJOaSUEcosqG7bqqo4nsSH4zhy8IaMVmiURpxS4ikFAMlJikO6956Cqtr66vKyqux+vxsGvVooynJ9e3X87puHhwfBFjVOIQHnLIqo3vXT/eN2aavbq+vxvh8+jJJ9f+wv2svVouvaJoZp/NgLiVG4/fBh2B+G43A8TG23AbL97uHHt+8uLtumazUpllwZ2zVtZW3USreLNPk0jY+Pj81UNX5aLpc/vnm93T5cXl5fbjbO2ofd9vi4SzG2rnFNzTFt9/vtdts2zeXlpXPu7u7uj//oX+z3+3cf3sVRusb95OWL5WpVt83FcqVT5H4IKaeUdrvd4+PjeDyYiAYMksKqJsCYQ+Qcc7q8fba+ubl89qK7vO42G1y2YBUkjznmKGN/PA5Hx0IGIqRpPDa2jeNwvHs43D+QspvLzfrmCrqatAaElDMjKWO0NaC1YgRhIEUIIIDAWikQA4iHgXPOqBQoDUMGQb1YXlxeK+v+8etvslJ/cX3dtIvH4zGnlFNYVB35FNJga1stLyCHab+fpmF9faWrplq0KXjJWTIDsEL8l1rHEP04ee/H43g8Hv04AbPVhlMQ4cqZ2llSwJwg8939x9Xmwrp6SrmPeQhh9NP7jx/o4V6ULJdd3XaN2GE8Pt739/f3wzE6Y9frpSZ1PB5fvPhsvV4jUvBjClGAlKu1opw8IBplAA0JpMm/+e6H/cO9EdGamJmVtBdrbcz98DGEcHFx1S273WHn4450Wl5uVlc3hyCjx8SaRXHGDJyQIwAinVHuNEeuebJaQlVBJgrag2cP51KbzyXp03Bf6D3yxP2/hKm+7+E8Vi2Be6Z+zrXwTA0q3WoxcFZnUW4J3MVzYs4Zcl5WMwfiMog+Ho/DMDjnLi4u8tmEB846Bjq7A8ETIhA+IQjNv5yTUImBpW8r+BKf5ce/lyDLu6ism+cZ5Q5z2vi9DuCUruZcOt/KM85nZE6h5yxkhmHwIXUdJpa+H7Rx5w3FRESAp6SqSJV/5ywZMzBnycwMGZCVokopGyN/+LgDTsPAGWzMREqUUkRlmMMiUir0kiH5LIsgomI7qk+OqXmGpOjs0mdtBYIxRkVBqZOesGxNIKPPndcJapyHOYhYLC2RBBgEsgACCggAMmJxvhJNCrFwxZC0ttoZ7QjwOIw+pmEaE0sUBkLHjIjDeCz7E8Zjn2KsjVZI0zTVFy2wgoliTEqpZbeMleyHGH0aUNp1u1530/Q4TcPFenE4HCOn7WF7/7idmKDqGLIyVbNcHe/Gt+/v3n64f7bp4OLiYfHePQzaUc5agcQw+qEnJ2QRAZB0TvFnX33ptLv7uEtRfJTx8883i+X97kOtLafk/ZRXSRNZa51WlIWqOkzu7u7u9bu38B6/+OpLW1eHw2G9Xi9X3WHff/31142rXjx7zjkfH8fhcEwpXVyu18vVTEsIsV8sq5//4l+LyMPDw/39/cPDAwb67h//YX84CKG1NnE+HA4hxbZtX3ZXU3849MM4TaLJta1uWyLV3rzonj1bPntmFwuoK7AaNAEK9T5BHA7HcZqoNpXWWCk4UAqeB08xb5pucXn9/LOXuGg4TTGRSEoZRGmNgIqAFCD4kIgIACVHzlEVcohWTd1IDFoTaHMiidb16vLqy5/+7K//+q++++H1H/1FrNbL5XDk41FrgpCMcYQKQgKYJCel1PrmVlJAq8m2KrqYfIwxh5hSsj4sl0vz+eedqWAY4NgDErgKpgnGAVIAYYhh6g99fwghrC4vV+t1u1zZxRKqdjge393dD9MIBo02Oef9fk+KK2uarlW7bcr93cePV5eXz1/c3r2/i5NvXJVSrutaW5eyIGKR+RNqBKUQOfB2ONy9/+gPx/1yl9kDilu0ytnQtVMM0zR13aTq2lrdNBI72y5brJpjP9xNU38hylVKGRCdBBhQGaMVEIFAmqtgORs5yHk/4ow8P42YM+Yz/1BCYfFdmMlCc81eEsYMxvKZvz8H4t+LjGdnpBOAUS5aY0yhn+KZ/CNnU5lhGMrcWJ1veCaVlLaAzhTVgrX0x/Hp+5rfRSln9ROLunL8T+0/+YlcoPQK8ETvVp5n9iaiJ052+ayFnkP9/M/TgKVE/KdtRSnqt9utOi9YKM9rnRbxxawuC8QYAVWBxoxViAh4QlLKiRBmwQwgSqskkiKcni0CgooJdrujiEhWAs7HLKn4g584pngef5+EDCRzpXDKhHCCaL33xbijaZrSFjjnEoH3IaXEDDmXywKnaUKtrNXGGKVc5hjCxJKUKom3XIWnHzInzHI+9VqhKI2K9DkDEyAIY4qcomfmmBNplViAkIQEAUQSR07ZGGO0yhMCZq01CPjRt7oRIiKFIKS0tlp0REzWmmEYQgN17bpF07SV1jRO/eGwq2vXtNo/TJ57pR0DkQLQ7vEwHMap+uxq1EqAkYEktMvGaAROlTPPbq5dZ0PyYfL98aiEMfFm0eWEP755K943zuHmQlkzJR8mzylzypLZWjOOx0qbq6srrfU49YOflpv1mMIe5Ljf7/f7pmk2m40C1Fr7lIZpSMKbzaayNsf04cO7w6GXlP/y8Yfb29vFog4hPN5/7Hf7hw/vCz/dINRt0y66wJm02h0OVdNsdw/BpyFMGVTXrS+eP19d3ai67i4uusvN4uKSjM4IMUfOIefssiQOwgk1ojOCGY1ytYUwTsdj7ofauKuLi3a1BKOmGHOKOXEGRFDIELMAZgGiueTkmBkERTFTwrquwWjMGRBAG8gBSC82l1/89Gc/vH3jvf/w8ePnt7ddXbGIIpHIZC0oBTkBoiBkQaPVofd1XZu2U1YpkSqEqe+HYXh8++H9406+/b4ytna1UZoACKB1FYqA0pBjP07b3T5Gb7W2XQNGjTFMh72JcQwJSGzlLq6vPty9Z5+vrjYgeXfYKYSf/exnP+ofd7tdjPHls+dTPz08PDjniFTtnLbVMHqOWRCQEQgkA2RMPmw/PmafrTFp8tM07OzjZ8tlmvzYH21TYe2maQDgZtFUjeSVzYYee/84iZdKqLbV0mYFopBJAIEYNZLKCj+5GswleYmMhdMyIx50MsbJv5cS5th6hos/EfbnWDzPL8vDSz6YIe45gJawOxfs52EklH30pS2Qf04bLWVNCcclTpYwVVATOrsY5bPzT8kiJdKW152TShm+lqxTKl315CYiBcWC8/rfEn+evtlyQoZxmKcIc86bAaunof/0bOXgSr6ak9U0TW3bzrORObPhaVcnxlQ6FGzblpThs2pj/vxmcA2K7RqJQkBEVEgKNamQ82n0pjQAMmggAmCUguWx1rrsq5vRsRgjqbJNtGzCZO/9at2KyAnCPQ8DAOh4PKbEwkopbYwBIK1VVVXTdERE5hSjAKGIQgIiSJFnNd/TdggIz1dJQgUiQlJgKBYBYQQGEYxZmGNK3CwaU1egNZRLVtg5g0HYGIVkSGnnFIoCJSBGG+8jRm0QnbOB/TAMkUUp1djK5DgMjznni4t109QxDcaohLJYLZtFCw++VACTH5RStmkPo3/sxwSQhdu2ret9Px2rWgmQUuiMsloRYApxHI7j/vjDbhh2fe3atltv7+6mw9ZVDbkaCBNHq3VlLAr4cSI2cfIZQ1tXV1dXxj2LOU05KqPHuv7xxx/fvXv3k5/85MsvP99u9/vjAVjI6FppQzqF+Pj4+P7tOz+MWutnX6ymNP7lX/3lcDgSqOuLyy+/fKW16ZaL9x/vE+ft8ZBYQCtdO6psZ6rNxdXl7bPV5bVdrlXTirIRAZ0ja5Q1AJCSjzHH5Jm5AasI67pWtVFWpSmyQlvbYXvf77ZxnBabi+VyqaxljaArJCJkBI3GkNFAKEBASluHSgGwKXVcQQMzIyrUGP3BsACedDC67dqw/vkv//CH1z9+8923uq5fvHzZNtVx6IEtKAASAICmokDej3F3WF7dgHAIwR88lTarXdpmcXF1c//mzbu3b8dh9FmM0nHyYZw4BSWiCQkljsMw9JqgaRrgnLVWIiSsAUCbi4uLetnt93tEbJq667rd9uHh4aFpmuvr67ZtRWQ89tbauq7746hQkUbhjEoK+QFIkzYaNTMbrQFot9tpos52kkGTMUDEAixhnFCR6ypETDlYq+uK69u1bqpHHz21tr1JpvMhA2gijQjMEjIHZEYm9Uno9BTIniO+nIk9JWSXKDnH6zlqa62LPuAprgIAZQaQz7c52jJzmbLOrzu/9PxAOMP0M+FyRkdmJEdEbm9vh2EoAuN81t9O01RYMHg2GZ03sVhTPX07v3cMc1abmaxl6zI8GWnMCgM4uyHNGWUeIeATdTE8Ma/+vegPALqqKjwvpSy5Zc7GhaSvlEpnP+6SVdq29SFNU0Cium4AVeFXKfVpZgKnneahssjAIpI55pzHKRCmnBRClXLUShutiXSA08qtythxHENIhdmKiJxhXgdROq2ipWJOBWT33ocQRaRc00Q0TaHrupwlp9Oa5mGYRFBrjSTGKkFdHFMRsap16cMACwuai4vRqSIgJIITQJc5S8HHGFkgc8YsokBQaaXAoIJh9JlhDB4AsqTSlMUY27qJKaCwJYVCmTMRVVWz9QMFXth1bes49MfjUUC5dqlJ140LfZimybku5+THY1VVSuviTW00tMtmCiwpodZAuD32Hx62x+kGtLm+uXnc+/71Q1XrZtEuFq1S1A8H9hKjRxaryaJ5nIaHjw8gb969/+h9vLi8groirYXZKVO7CkXGvo8j3n/4mGLcPT6ISOKorTFNdXVzc319zcxv37799ttvv/zyy/V6+SiSfKiqCjL74/Bw97C9uy/kAuec66rNxUW/P1zcXC+6btl2i3b59s07JtS1QxCNsFh0Lz//QgjrujY+L9crWG6AbIrZo9ZVY1wlSqeUvI8EQoiWlLUVAcKQwajWKk05SzqOMUuqjXr3eH88Ho0xt7e3N8+eua4JSB5gUVUsyEikHekKtAZUQCqLKBEEREVGWQCEFGJKmLNGmEJMyBVhYjSQwRhR5tVPfjKm8Lvvvq2a9tmLW13XafswpnGNAApjjMZPMScgqpp66kdBSCklFo1YtumllI2G5fVts9yEyY99Pxx7VeGyasbhOB0PfT9oEM4xxDRJ9jGazkzMqEy3XFxdXLq6CTF57+8fH16+fLlcLt68+fHb331NRF1Hb968G4ZhsVgcj0fvvQg65zTpKQTOQUiFEFMWZaGyrpR0xlqFNAxDqYUpS2WrRbucDkOzajnEw25vK9Ms2wIUtyvbNZftZvO41dktVXc9Jnr7eK+XN0ZnAJWEc84+h3QO9jO+8bTWVGdbNHliyzM7+TyNm3NYn+OmeiLfLZCInP3xS+wuwPr8wLl2lPMOdzgPFJl5mqZpmuq6LjT/GTsqDzkej4UuNdfdJRMUs7nynMXtee4qSs6bO4O5SIcz42bWLSNikSAU5+qCO82nRc4eQfP7ijG2rirtTslJeBYowP+fmy5JVSk1i6cKK7YkyVJ3l/lJOe/jODIDoGqaRltHpGM6LXOIibXW4zRsVsu+P+QUCgNXa+3jyJGt1ZUzPjDHVLfWmaU2XYrQj1OMURmNxBwHddZhl2plvzuKSNd1xU1bKaXUCZ4rTgn5bJVXXk5EjDHDMDRNt1quDocjEV1eXj4+7rTWcWKllI8REZfLZUyeOTVNpQ3GNBpjSrmPiN6PiChI8wCnfGAEKsfEgk1Tc4bBB610ERtra6Y4FVLsyb5VUggBBQTYkJLMMTMCCBIAKaMBhnJuiz1Lp7sjTt77lGJjTp/LMAzHY3JGLi4227Gb4seUglZVilMOSSsLOSul9sf+h7fvHg4vf/Hqyzf9r91icfXChjQtDK3Wy6qyVVWJhpRCVdfLplUJh/1A+QAMD4S7oYf1RpM6HA6J+Or57WqxGMex7/vhePj47n2cvCZ48dlny/Wiqqqr21tlzKZ29/cfmXm32w3DcHNz04ZATfvID+/evt3dPfS7fds0X33xZVvVXdfd5dfK6D/4o3+5Wa1JyNgqeL/3k1uuXt3curZzXaPqBmb3rnGEqgbrAC1WipRLaGKGyujAiZMYpbQGyDnFnHJSi41sH9XlKvfbfuw3m81h6Hd3H/q+Tyl9+fmrmxfP624Bxh5DcJuNMCJCTBzGA+jg2kVVOyANQCEkADZKAYLkKMykdI4hFiOBHESS6TrgBHFa3D7bfnh38/zFcZz2h8N/+k//6Ve/+tXVy5dv76e77ceqruu2Aa2UJqcpZhEUrbS1Tpd6VlCyAFM/jYhKW9fYyriqqTtF1FiDDMfd43H7EMMkMXg/phiYuVpZbRwAJIbdYd8hMsAwDE1TL5eLYRh++P77w6G/vNxIkjGPWltrq4Gmum5zzrvtwVonIiHE8f4+s9w+eyGEwzQZ55bLJcJ4//b9426bmA+HQ2erm8urOE6CVosSUBpkPPYAvFh2CaFbuBefvcSmi6Nh2PRs3t7tm+VVVkQoSKBIQ2YFmYQ5c0EzyverFJo559lBvcTBfLbFLw74c31ZYqU6u/k/Jb3AGTiC8/pGPts7z02DOu/MSmc7UnjiHDfX4LOtwjyMLUGmvG4RWJU162WFQOGehrO+gYimaSq1plJKhMv3vaBGpTpcLBYl1scYnXOzsXNKqawiKMVTYRaVTCZnJQSc7U611svlUuJpnQCfXUXL0Trnpmmqqmq73d7e3r5//77rOiI6acbKE8XzusuU0mq1KlFpPgUlFXNmZmARgMCAiDllKccNCDmncRydwZQSluG7tZkjJsVyGk1U1jjX+HGKnpAiiE08L7bPADwnxsLtkfPUt5zxGE+W4EoVy9YiBjlJyc8N1KmlGobBew9CIp/U1afaAZhQl6thnrnDeeygNAJqRCQ8tXtze1jMaqA48yXJSUASi0dMNldT9IiotQWAaZpSCuUydUYfj8cUYlVV1poUYhZGUM45zBjipIBtI5Wrppx6H9b1SgFuNpv1es2ctTbWyv39vak/E4RxYj8OhkYIKWNgkyOqHOLDbv/du3dNB7thGGIcM2vIgx+nGDoQFtFKK1W+XapWZr1Y5okfH7ecclNVTWWFVNM0oLF2DhGBJYU49cPlxcU0jJJj7VzlXLE50lq/e/fu9evXRRvx/v37qqq00Yfd/sc3r6d+ICLrXNs2F5ebi+VmuVhs6sXYD6R1AowpYRpc3Vx/+ZWtamMrtDYDjinmLKZyztZDYI26wIdCRtmKlNWCZK1mEUCFLJklCSaBDDB5XK767aNpqg5lv31w1j7G0Iep3aywst3FBhaLISVV1ZOPlXWMRMREGkifKlCls4BWpffLOQZObJQGoyQBYhHMEoABEmACEjC6mcaH7eP68uJitXz9+vVvf/vbP+kWVVsBQMI8xckgCKEIZMgKDSIRIABCZhYmUMgShEWyVcYZa1xFqCDlmMVW1jrXdAvJLobJBqMQnXN6actwEIBCiuPYK+OWy2Vd12HyHz+8A4Dbq+vFos05p8ht3RFqZ+uqanKI+10/TQEAtLNWGQYABVL+KxJzskaxgUxlU6cqMaGqrUI99gOxVrXhmJDFaoMCrtZZYchwyHqyLbWb2mq9Wu58VAqoOKsmZgKrTdu4/qGfkdtSqM6V/lPEZgYunmI181/nQp7O6+BLjOCzgRqdCZ30hHYJMxH8yar3p/OA+Z5zrT3/aa6gS2k/NzElbZRif8ZnZsM4IlJ02vRSYKvy8EKiwbNvT9nZq5Sq63q2rX6K4TwNVnMPUV40+0BPeD3qCYl/ToQltYzjyGUlZMkqhTljjCmvWtd16W70eacBn/xIEzOwYFmaWLTNJeEojQKQzqvXFEFKCem8PEGyUiiCwiicjHGcOaeMlI21ijQQAgiHlFIqpJ1zva9SSkUIdra5KC+Rcs6zO+mMncUYUzql8WEYCkrrvbe2Kvm/RP/542FOLMl7zxJBEoognHZ4MicAA4DFxxoBmRmYgdEaK6fxvSKtcspJshBWphKRkiNONFYiTYjWfHrFLJMPiKiNFcnWOJ2NhFOe00gUSSs7HHZYqdVqZe1gDNSVmaZpiD74lBJYgkVrJgBmUJX2WV5+8erF5zee8ePhANpVF9dNldL+Tcwpg4BWSdgQkVJDP/g4BVHZpxjjcbcPIaDwdrttr8oyT6211qSqpgEASXHRdXkKOYWri8t20UwpDodjEt6+eXM4HF69eqW1fv3u7cN2+8WrV8xsKhO9JlIaSUTu7u6Gw/Hq4tI9s8fjMPoUkvTeD6NfrDbrq1shNXDOwxgSJ2ZtXK1q0FTfPEfELMSCQJZsjaiIgYyrAIQIOQNHEAtAYFg4IxfLAcUA15uL8HD/d3/3d53w+va27hawXkHlhsNoukqkDP2Ks6ECbRQZJA2kSRiBgBAipMQpBOUMmUZiFIEizQQUc/K8VRCiXW9uYxzHPgMuFova2cePH/1yU1WNtQYIQ5wSAxGh0tM0OSNaa8jASQSZCDWR1jaFWDpUp4zWOjLHENN+8tMonAEkxnjs+6Zy7aK7e3zYbDaLbjWO4+NuexyHtm2t04B89+Hdh7fvUKTrOgIapwFYQkg5S8xcIaHWDBRzcK72MRhBVDRNEyqy1ipDMmVxWK/a9c3FANCCppAKNlC5Kk8RCOumgcTI0pgqkHKNE6X7JNtEB1sl05JWprIq+pSHMREU3Jsg+xBTYD6piArpE8/k76dxVp6M5UrpPZfhc+lW4qA6q4jPhrv0FPr/VOE9eWxpFOZ5af6kvxV5Mm2e4+8MvuezfXR+YkQ6B+gSi/TZilmdFQwgJ3XtfOciOivRuSDY5fjnFofOMrGneNdclZabPq8h4nBamENnaVR5SImfc8JbLpcFVjqxo+hMdSrNzqy7m4XBcwLUWucswE8SMiERhRC0OW3nUUqJZJEcY4wcNAEgKWWJKMaYYgJRi67JpJAREDUhGQRCAEzpRLHSWnsfENFZV7KiUkobmgcVMZ7O8lMi1Pzfwm4SiW3bVq4JITnn+r4n9YlKdaJ1nnrMJFBs+jMWG5STpqGotBEF0ifjwEKLkvlyTJxyzAJQVdU4jnGKROCMcUaVgzzR1IwFgMFPUwzGOCE1jn1Tt23bJJlC8KID2NPBhxB2u9776GyNEHJOTd3dH7Du2s0Se9KVkikec2Br7eXq4l/92R//r/7F51d8P70dBBCbRV1pUX3K2dSVrZwoFKW1dYkPq+VqeNzFs0BmvV6HEPbHXi988ago+slWLbqu4xiuLy6nfnh8uPPeK0M+RQYpFOGrq6uf//znjHC/fXzc3l9dXV1dXe2ePXuXXrPP2jjM7L1PPizaTg45jSlFYVCDD/th9OTUMlaXt8mHIQZUVd02VdtobQXALS5FEHNOmYl0YRwws6QEn+ICgbZgDAAKj8M0VVWVQmg2N8Dh1//D/7DfHa5e3K5ur1abC2gqAWGinMXVTUoZgABRKQ1KCXMMAYi1NoACDPBpdZQmZkAWEcacJTEgEWkgUCZMk0For2+XH+9e//jtsmm+ePXlbreb+mMMk5tqV1e2alxthTFktkZZa4x1IAQMAAjGgdJt3g8y+HEc+yEprQAlphSDBkFE6xyCnobjNE2ZU9NUPmVQOnLeHQ8Z5Obmpq3qGOO3X39zPB5zTFVVSebej9Gnuq59ypkxZ+j7UURQEWmjjMYUs7CwJD/Yqlq3S20UQ+5TMsvm6rNnH32Q3nOUaZqmwbSLRQhR1+C0GZNPY5TMlMHVlarbnFuvmgmrifXEgjksFk3tXKWqNMI4+pB8lpCJubJPq+YSs+Za9Wm9P4f4pxD/TKSZY9ccoOeYNt8/n9eKyZlCM+ePEgTmqezTW7nbPFyd6/E5f8yoVEk/fJbvytmxZ24diKiYEpb76/NKr4J96fMNzzrngu/LP7e2flrd43leO2eF2aMCzzttytEWWEmd1xIUKMV7r59mxafp69QgPBkgnPKMMTlLylJo+MwsfILGlFIE83IcBECtNWirFSEjQVaquC6A0hjChICExBJjEpSktSZ90sj9XtemtV4sFiEUEGwyRhtjij+fQFFn4HyKtdYAxeNByoFZa4sPRN/3v9dGnVj9ItZagSiltQEhUIiCKAq0c85ayykzj8hZgSKjhbmslSGVAYq9qABh9DGFlGMiowiRSClEAOj73tUVKvI+MEjTLrTWMSVOPudcmLLMnFPKinMWZl4sFuPh7vXr1/6rZ0TG+0EpGkZPyiilwhAlPfI4rZfdl1999uUf/vEf/epf/ukvXt7y7vEfzY//+JvDIGZ50ajdGLypHFoNSmlrsnDVNc5VB9knAUQkox0DIsrhGHLqEEmrLFJqk5zz0PcfMxskZHHatHWTjwc/TpHo5uamaZqLi4sx+Kurq7fv3n373TfW2ptntxzT4939/sNjmrzThgTu7++H9wdAVK5yi1Atl1e3L65fvrr97PMEmK10DZNytWu0siCSYj6OgAhSQDwhQpQMOccxRQIGFuCEIopIAwIiVw5F+skvrAVbvf5f/sPf/tXf/Mkf/XEMR7NadF9+BqxixmqxGHzuVm063gMpVFoZJUA5ScgTg1ouTUpJASKh0Y5TFhGIxaO/XDMKEUkZUAisbNMeHh8WRt08f9Ef92++/85Z+/zm2tbVMAy7/d7Y6ur2Wd12AJD60blaGQPGACpIJ7UJIChEZwykHDjlnIWFY8opIQIhGqdJFBFkyezjvj9ePLsKMe52u3EcV6vV9eVV8P7uw8d3b962bbvsFlrrQm5QShmlpqyMqwyAH0Zmtq5OeYgpLVcrnyIDxpyNs92yizkzSrXprlebZVPjFB++e60ZNRCiyjEKZsWIjNmnUYZ+d2ROojQaR2Yh1SLqekQ15kkH+YNf/fJqtXGqevjQf/u7Hw+Hg2AyFsGcoupcYtLZjJLPgqQZBiiM+7l+z2c3CDzvjEznXY985iU+jdr0ZJHLU1RjDnoppXmoMOeJOVzwmVz/FCAqpXoBydUThVoJuHAmEcEZfSpHWBLVHJpPRWRK0zQVus1cws+txtNA/fSH+TyISEpp3S3m9zW/O37i8TOfpdPkoPxfAYbg7LwhIgV+mQG1fLagi5kBiAWJ9PlMUKm4EYXPOZaZtaK6riMmgpQ4xhzKR0MKjDE5ZaNAacWgmQUwK62spdDz3I7NKY7OsumnP+QcQwiuKnf+hOOXlijnPAx9CDyOY4qslEFUIsLnvuycVEujJ0QIgFImKpABz5cFZ84iWZhlbk6JSBQqpbQgA2QQ0kqT0ppiiEqppmkAOMaYcyz2n/MlG2O0VbVabXLOu92BjInR9+lAUZCEFOScY0iHdLhcLvGoPn683+9bY56T1CFOqFzTdFrh5EHStGro51+++uM//+O/+Lf/bdu2m6vm89XN8xaH47j78QO2y6Ve4zhkgjGmurLG1QzUdHkaJhFEIiSVk4QQBKnrusSMStV1LVa79rTFYhxH9rFr27LHVRNxyuM0aK1/9gdfIeLxeBz8dHV1NYzj+/fvjf7dL3/+8xcvXhhSr7/9/nC3vb641IKv96/D0HfrVbexbuWur54tn91Wm42q2kM/KFtZUxMoiRC8aKWsqaM4REAEkFQ+PslJMlujAJBRchGWKhVKX6wUG+OQsKq//R//33/7//lPv/qDP1wuqw/3AzY1bNZ8HDhrq5rej1oIlEFFyliyFZCOGSEBIYJQTgmQNVldNrAXwi9lKHaxyAoUgyCjcCaixfUNjD0p/cUXX/3D3/7Nv//3//5/+2/+7W3zvFksl1W97/u716+Pu327WltXKWtBaSAEIhAWEeCEBJLZamM7Iw1LypxznHycpuG41yQKWThkEGOMcEopFKtLpdT19TURvX3z5vHxceyPCOyMdcYUJKF2rsjj+0hAqrIusjCL1pZ5SMKGs49BWYMKjNNVW8k4aqs2L65XzeLmYjPcb6fHrVbJ8kliZqwlUJLZAHFmfxyysI+Jo0yEnmliPWUJKaYY/4f/8f/R2sZhzdGCWGutUZZy6vM0wwZPA9ZT0GYu20tMmKH2p38tLJ05wj79juOZBf80ejyt/Z+G15nxIU9EufMo9Wk3UNLSjNc/bRfwRJeXOXzjmd7qpzgHtELUKVlkuVzCecJRXqtMlWdGED0RS8NZET2fk9kyusRqfiKYxbPAjc/aBXXWe1lrT1vKZrS6pKzCWn2KppWDCyFwRiKNpEsGRCz61lNiAc7nDiCDgDE6+FCCmrAwcMoZASRno4zSqAkFMZUV0SBFlzsbIZUfCsf0cDicq3tQiuTk9uzbbomIIp+YYcxcPgjvfVMvAWAcR2M4hMTMAp+OsIR+ODWACZBTSikEhGw1EbGIIFCMGTgKZBI8nyIu/TigTDHlnJGU0oCIGjQgEyESxZhFTjN6gXzK6sYg4hQ8Z2AR6wzGU61RJihgxVWWJx6G4cra5XKREnvvu1pRprptLy7MZrPpzIf1urlarl69uHl+fXF9uVHWxBiOx7Gtm9tXn92P2Ce9Wq8TweQ9HA71aqGMZj+dYENjJGRljaurkKJSpuu6x8zOuaZpqHaurbUzyQet9Wa1saTebx+9931/6P3k6uri4iKEMI5jPwxJYHNx8fLly3EcHx7vXr9urlab6+vrV69e3ZFdNK0WZObN88/qRWe7dvX82c2rL1LlHnv/ML6/fv6CbK3IcuTCjDRVC66yGZVCFM4xgERCUAaNQlIIAIkTMpHWSuvIOYWQIVvrXK37H9785u9+fbW++MXPfvb/+p//n25h0BmYxqP3giQpOlNJhjM4q0ApUNoAABIqBZnLuiqtGE7FIAARQAZkRgaAJAycGVgyE7O5WEHw0zS1tnau/uGbb3/9618Px8PnX37RPbttrPvx3buHD+/H0ber1VJpBq0rp22FpJlQCLXSPGalNaiilzHEogEgZ2utwpMDgTHm6vqCiBTCEcRa23Wds3a73X78+DFMY1PXhGgUlpa5dpW1FljC5BPb46HPNQ/jhAJIMAbvnHvYPoYQVhcbpXWZfSeOpCBKfOi3n2+ePf/s+d23P4a8lzH4EIowKqUUp2CdQ0uSgRML6sTS59wHDppEWSYk5C9fvZLMcZBM2uiuMs774XgYuK1miscc0Yocd/6+x/MieDnD+vksdp1DVoEE5Lz0sQAAJTo/zRNzLpkL8/k35zjwz2YGc84owXDOQ3NQniP73MHIP98b8zSXlERVBqt4HgvPlJ6nobxMg+cpwnxm5uN82o4opUpY11qnyc/42Ny1KKU2m03JZPrsn1p+1gBQkNyc89y2lLQzuwCVpyiHWFUtokLSAJRFUooxnZJe5mgUWWvLDoAYE4BMIVqDgEpbo0ifUI6cC7+ECwSUhUEAABQR1MaYcqpLHorn/chzLwNwQpyapilDGKXwKUUXAAp19fr6WgR224NSapqC1rOC95RmSwI4FQJP2isq2A2iRgvnUceJ2ZkzM4/Ba+OYJYTAKWtjUKlAQbEKcQKQunFN0yDWMYWYc+qTq7Cua5350B/3x15pWz5sY0ytHHrop4NnT5VbrtYwqeHuzrb21WefG9Pf3z3ghUOUb7755jHWKcRugV998cUXz5998flXr168SNFf3d7Uud8+/uCsfP6Tn07Qff3jXVvHQ5yO48ADiQiQijHHxCGEvu/73UFiPpdUQlovl8umaYwxcG6/yll99+7dZrFExLZuuq6LOcUY/TD+cLgbhoFFQOm6aS4uLm5vb3/88cc3b95I5i9ffPbVV1+pxA8fH/IUlsvlsu5EKE6RI6NxxlSWyVTWrS/E53EMccwo6MhCyJB9RoNaEwpw2UKE4DQphH5/2jhECFqh1ZgVp8yU624RPz78zd/8zVdf/OQXnz3/6//y79+9e3drn6FSHx7ux5i1Fo7xYnWLLKF48zIaVKAlMzFoOm/fRkTOxDnFGK0xgARaoYiGYtEGRFQsQkxd8/19Ggetbcwn46wP7z4cH+6yn/7AWFqvP3/x8rEftsPw7t27H96+y0q5qm1Xa1e3pIzW2hjXQso5I4uIGK0RT/EOUSTnyXsfekJuKmeMQgG3XAzD8cOHD8fDIYRgCBeLhT3XgylNKcSAp3hkjFvU62E4zkyNsme4cFEyiLFWWwWKyj4Zn+JC4Th4u2g++8XP+3cPD+rH6f6Qp5BzRhE/eVSwqjZW6VIsLjaLYJ14xUqRqVzVWBzJ+vcf3l5dXG42F76n4yEdfdQKFk17NKdiTs4OyTM6UaJhOnt54olG+QkQnyNvfrIYYMZYmHmapkJ2fArjlJg4w/1zKJAzR+Op2KpEnlKDljMGT7Cjcwz5pHudUej0ZK/v3BwAAGcYx7EE34I4lWA7E/znzmYeBOI/n4I8/es8PikjkBBC66q5a5lVFERUIP2nJ7nET42gQ/BKaaUKHCSIuN0em6bhgkKKIJJzFULa7XbCozHGWKUUpSQpZSJdVZY513Ut7BUCoNc2jsOhMg2FKaZMSoraCrXSqBjV4GNTL6bEMWRXV87amHxKwWixTo/jeDz0KQVjHCKyxKo2pTUZxsCctKGUgrFmGKaiCDtv980px5yKCSjs91trK1JQ1AwiUndt13Xb7UMIw2rRMkvKobIGiWLIIqysA+SYYvAZkBOe1i5njvMlGHP2MeZxsraq6pZIWVMxg598tiNgFpFMSrQBpBilH0elXVXVWptpOkBKtVHGEEDOk8kq9vSoKqFKtXhFysHknKI3frtv7X0yk6ychJUEOL6/WLzYv/vwxRVeXH758sufrhabZasvTP/M3Nte9gns8sXXPl6v7c/+4tU3P/73f/fN9//qz//017/+W2F+dXub4wjTHnOonex0yDhpY1xrm1Bz5ArNfq3opl49f3bo+8l7p6oEYJt28vEYfQZOkLbbRwOyrpsP33/7fnr87LPPc0rIyRJmHyypi+UmpfTm7fuYeLVavfzVv7j7678+7PdHmQa3J9LW2oAHfHzNonzkul3C6hK9OFZN1QFVMUlSWrtagWdJQEi1Tol9nLQoV2kx6H0ASlXtQIfsdzlGp8SN6eu//J+H7fbVqlk59f03f/XNP/yXw5t3f/bLP6CPYXW5fgzTMQ7VxWVyudcTHvqqbkkxQgRtNTOFAbIi44zjnDNHDwBNa1EpkAgDFUqYFgwSQ/RJEgEkjIBcr5bKVSrDz/7ln//d33/3m7/55g+bReg+/3b4jWvdyz/45abbLAT15uIYpv14PAwf/fAhO01apZxTSro2wELAhrA21qrTbt4Yo3aVqYyuVQI9MjxM/TD63bu3GglYkKluFsuua21FgEb3IXjBmDEOKWWlco79OLgxXK5WiTmTZJFsSNrmeNwzSNcuQ8pRYH3VZlExY9OuumMTIsEBoLtoX7z8eByldseHB54CVZQmqZ2BzNP+uFgsGjDH6rK5/Pnxm1rrl0ns0R/7OGnRmG7i4zK5ajrea5OxbXYBUS9qHE5m95yl2B8QCiqtlYgAZ6eoamo4S2GdItLKKZoBn8iZCKvK+XEAgEqrlFL2EwA4RdlPtq6d0fv9vqoqH1Ph1Vgys51OCbJWqZQyIlo6LQLimHLpD5iLsy+e9QqcEipFhJjYaA0xGyDgLCFZrRWDVmYYhhKy5upZKaVrfThGQG2dnjzH5FtVW6dDCCFO8ziBmQUEkIgzCGtFOWeDmEGGvl8ul0RotUogi9Uyxlh4m4092R+VnqnUlznn4uTWNE35a9EWlC0x+ulIQeRTazNN01lNwErpufXouq4kHMSc5SSFl7MfUwy90tJUylqbky2DBBFAYhEuH7QChYhN0zjrIDI/8ffAs/xBKVVVlXNOqVPFfZ7Rnww6CsLjvV+vrwoxvwxOS4xGh23bFoJzyWFFRVCSqzwZHKUUC7AvkPPJY++Ut4kICV3JQMwpP/GrQjRm1TSNUmbyMcYUQgA4Ta3V2baw7OQzxiwWi2EYYozMWSm1Wq3KNVEMYwVICwqwCGbJgCyYjjFcra622+//83/+z3/24o+1Nf3jx3ZVLWn5Ui2OuO5xc/nsp0Y5DfxkHHQ6jf04VBaePXv28e6fQsxN18bo+743CoP30zCWkg0AWAQRXV2Zzi4Wi9CSa2pX1+m0bM+UZqs0doFTjBGUquvqDKOd5DnjOI6jL5/X4XAQkXHq37yJHz9+/OrLL3/+859vt9vvv/9++/hYVdVq8ZJT/s1vfmOM++zVV13XwDSNYwxMOoOuGLQzVkGlLUJOpz3dwokInVFgNQ4joYAwh5CG0B92fX9g5vzj+/39w8++/KK1+i//p//pr/7y33Hwz58/v76+Lj7nyIICHFIcJ6ZoT8IWgJiJAgjmzEopLq6B+YQolrJOIeWkUAGZUiRqLSkJF63Aom3BOZV2oOHVq1efffbZb3/z23Hqf/ft15fjTd02UwjPvnjh2mbbP6xfvejWSxYGDUKn4VMSThzLZFsDakINwCknHUAk+xhGP8Z0GKdh9KhVVbeS8vJyfXt9s+oWihSk4I/D2A9Y1CxaG2MSl+8OOlfLxMMw5AJTKEpTKF9qVITKAJGc68dCVI85BZ8eHx83gHVVdW198L5yrq5rp1XgWMgLxhitaRgGnxrDRMqQ1olzjHCqNJ2ps2tcBdIe/S4GL9mAEpm3aD5xYgCAYh5ekIoZ08g5T9M0a2L1vPNk3h1y/iLQWTZUniGd3THpTIssQXbGYeY/8ROdbXnm+fCe8pTUeVO81kadXXDozFt5WsvjmQ5UApHBqoBd8+LGom8tu/zkbCwK53ECn3d4zW+zrHg8Ho9lSDAPJMqLnnfJ5HnwS09JoufOaUbATkqoebA9I1+ldUopeR/Lmy/7IUqABlLWVE6bnHHycRiGpqlCmDhnltznydiyYXkkRyKCBCKZC85AVN6/UooyIP4zz4rgT0vR5lM/w3Cn8EpGabTWlBFrCIGo/NUAxBkZ1Noifpq/w6d1mrkkNgCIMaZ02oQTUwDJ5UyUNgsRy7BhPjO/N6TKOQOcbLsVgT5BOrmgTyJSWtfT8Mf7GKMxugz9SwKbpsk2ToEQIZVVqVJUZjlOfvXychr1w8OuHwfGTpDBuoVtzaKTTh9kXXW3KUqaBj77fsxd3nDYtUwvXrx4/KbeDr1rOxhpnIJddjlJjBkTIyMIlbdqmmrZri4vL+HCXF5eLlbLxDnmJCKRc+JMRAzCzIdprLS25vTtqupmtdrkECH/s9UTNzc3IpIiPz4+3j88LBaLFy+fX1xu3r35fhxHS8ogYM4XN6vPP/8MbAWQGDkhA0ZQ2VqgGqEiEFYGFGgABQlT5BAGDNkgQJjG/njYbx/v78b+YK1ZLpctqK/+7C/6j+//7/+3/+v333ydfFJITdNcXFwVpYtkNkpbUhoQgZStyGhUxAgEIECoiYzjVAgCn3BFThkViBChRlSgtCYGxpwDCChlQASYU4wqZ71Y/Nm/+hM/9t//T//hN7/5+ic5XT9/tt0/bvePt5+96MM4jYPrmnbR2LoGo0GR1tqVVQc5QsoADJwhZUisE6Q+9OOQWZSrWls57aquvby8xmZhjVEgfprGfsg+SMrAUtKzMZZZ2I+ntVPWZJRxHBNzXddIWGaDdV0ro0NiUaitNcZIyiUxCGvm1I9DV9Vd16y6xfiwrY1ujdFIlpBEDsfdYtECtT5OiVZ9SEPIgSUrLO+LiDRqP3ipKldXe78Tkaq2ytU89PAET5+BjmmaiuOknBmG5VMogXVG2+fQcQbKPnHk1dl2/yliM3+L50Ho/NLlN08lCHgWkZVX+VTFa12upRijbar5SJ7es3zxCxI456QC2siZcUT/nIw0J5ICC5fKvRgBlU/zBCKdyVFyVrqVgQeclbxzapynwU8xfDqrmksG0qdnIZmPphzB8Xg8E0CxqMMq11hrQ5w4A2EJshoRdS6+KaKUqlwT4tAf9xXruioylliiKiHxEyFfjBGKljZlVASn4l1HTDF6RJVT+WjptEkqxjnRaU3GmKqqRNzx2FtrrS2WUsR86g+GYYgxlZ1KOXNOBaSL0Uc6y0NmQLCUA4QFVQThT5OAFJM6uwzOwx8RiTEAgFIppk9tU4HhUmRPkdSpFpiJYsactH8FnSSitm1RI0ECyciIgESATIKkNd1/eH/TNrfPm7vHh4dtvLyuYDjapdK2utAd+DoCALAuqFSM5nwRoyYA8N7XXd1uru4Oh03X1Z1CZV3dal1VOgsna23TCDOIoNF2sVktry7ixjTLha2cKs5oDIIgiGR0iqFgbdM0HQiisUSELDnEcRxjjPv90ftY6oaCUWqttaH379+/fvPD7e3t559//tPPvrjfPioiJXC9Wd9eXYHCMB7t5qIx1pFFU4kmUcwqkQo5jYiCwiDCHKPv/dBnP7378XtIUQlbRSulLteXbeWaujYVPXz99V/+u3//9W/+0SpCxK5rf/Unf1rVdWBJMYmAQdKCVshpI1ZrY1JmAQKlEQhZAICsxSwIkTCLiCJQSpFSytRAAkSAWLR+IQaOqaldPw5tzlrTcDwq6T979er/+N/9n/5yv//7v/+HN+/fKKeV0fwRACWD/PDNt92yXW7WddsY54yzxhQfmDqlxDmSQM4xRV8KXh+Dj1HX9apdLi82ylXoKqiqEJIC5MSSgYQYFJIgQoipXPNKKUWas08xCoM6zwNSSkCYck7CuTCQmZ2ruq5rqnoKPodIRBkQtRnHsbf90jprNHFulNUCGqVqmnHsd8Oxai0oAKOq1dUh4eM4BQPKVU3rGI4heWQ6Hg4L5yoHpAA0olFKyXSO4E/LrJzzOI4lDs5A/NPqeA6Xc6FdJhB4tv+csfuZSVjyhzxZkJLOtjwzUD5XmU+bEjj7Q5Q4UC7qOYg/rQvnKnvOQPNegbnqTyilAC1fmRK+y7LikmwKH2ee/RrSv9cEyBNX1PmGZzW1PBHK8dn1qJRls68PPJWqnYIgzmcnz/DIeeJRyv8AQjnnpmliyDHzOI4YIpE2xjVN473HU9z8ZyK0nDMRkJpN/j4Z9RHOLzEnIXUWR5Cyas5diBRjKvhJMR0qV7A+WwkyQ86F/wRn1vCnpJpzTomLxbScB/3GGOBEVAg7pLVGyERABCyfFlPMVUl5odNlx2xM+SIVtYUiPNEVToPrGNOY4LxurMyy5st0Tt2ImAUyI6QMXIy/CVARyvry8v7Nb3Hhnr+8bhfChLpykAZOUVQyirRCHwIn0eedDUopSypLqlRNzvnhqICvX332j//wm4jYVa1xFZBGIQKFCJWtFVpBINSmqhbrTbVsMvuUsyjSlatTmzPb3qUQMmI/DoWwF4ZhGAY2qWmauq1FcJqCMU5EdrvdYrGw1hZ6onNus9kYo96/f//4eD9Nw8tuVVkTYz70D6jVNE2vX7/WTf3si6/I1aZdiMRpBM+MyhjrMvgw+eNhN+wO03DM48QhQgg3FxtKaVU3z26uYXMBYRp/+PHNtz88fvv2P/7Hv6wq++zi6rvvfrdcdn/6r/7i1eefgzaQIhBCFsjMIYqOSJo6x4iJswBqQSRizjkk29YIWWspXwxEJFQnxRkzcGbmjAxAChTQJx0iLDrVH48Pe2d03Vb/3f/l/7zYrP/Df/gP//RPX7/87HnbNtOh11pDCOlIh5iP+CCERV6QOC+7TQghpYAsOccQJ2YGRZuLC9c1jak1EGVEAZ58OvZSLXzOklkEra0UUvKYU5pCHIehlE1lnppzCCHUpqqqilKKMQqDtVZBkXnmlMXVlTuzUGKMJPB4OOSUkp/6w75qFxCzEbRGK06cghjIORqj2kWDlhJmsYs+6iAKtEUiIURBESGNIhJzdkha64gSo/cRPkXcJ1zPnHPXdTMvqESxOcKqs1ucnIe6cuZ9wtnEbW6y5+8aPGF8zuF+/s1c4eUn1MkZvYkxFo0uPVlEMwfcufyfow084f8U/L18PQFA166E+3lIO9f7c6gp9y/Jw08ezqDNqaAyRms9juOcxkqVWZzQUvq0S7lkgvJYdfaangPR6bw96aI+fQaIWHipBVQqaTZFDiG46oKIDCkQSiwFwiYiUpB99tNEKnVd5yrKKeRP0js4n6NP7dXpU2QgKiOCzHw6iYVkFkMmKlmxTMbxHOuzUuXJablcnhMd55zO4FrFzDHk+T3nLMaQMcroSk4es5QjADCgFPdpEABgkbOy7nxqStfGcgIWAQBFAM62IaSVUoSKGUolPpv/ee8L67Su691uN02+6IGrqlIKmVMIQVcNZ4EsKKII6bR8hhG4cm4Yj94vr65fVgu/Hx42rYp+jNJnu9C6Ey8pJaU1yIkopZSKmZlZGUrMUxwW1zfu9eusjCgtoCAjCBblWamKFBnTVHXbqdolAlGEWmlnq7bJIHEKjJCFBTHk1FXOEEY/BR8hc9vWF9fPrKmET8OhoZ/m+Q1zEmHnzHL54vnz5999992HDx8+vH/fNI0PYQzeOJseHoRUe3Hx448/uuWyWqzRVYFlSiyEpG2KB6211abS5qK23eamNcYCtV0HIUHwcBzG12/uPnx4+/rN9uHx/TdvGm2dsb/9+uuY4V//m3/7p3/xZ9vjQeUkQAkQQBBRIVlSJHD62pEGVKgVgC4WoJCSMAgDMIoAIULRnUEWTkkYFaBBo43WxGyEU2Vd8KP2AwDbyqDIYbtvu+pP/+s/D5L+9m//dn84aGOC96vVYuFqRYp9moIv3+EQpmEa14uryY8xRhTIklJKpFE7W+nKVrUCzCEfDgcVImqVhZdXL8PhcDzuvPeSGTJLZkAOIYSQQohERHqGFLJocc4BUUgREeu6ZgRByDnN8IX33o9TjkkhgaJKV7ksG+n77CfijMwKZRj66CfPoVk0i/VqiuEw9lOfdp6D6sS44+RHHMWF08VplCAkYW2VCMeUBE70/9/LAfP3bp7/zUX6/PNcp8/IydM2Yv5vfmIjhk+Yl09/M08ISqf+FIqZn3lWFD/F5X8vlM1Ng5zJNvDEGqe8Kc9pZhkVBiOd/YvmvCJPOEW/96bO8EM8A92nSj+f9yJYW5V8OZtJnJCMM5mz3K1MwhHx0xD4ad4jomEYzv9UpYZFUPlsVKRNrZUlxhBOjhFVbZVSKYLWum2rd1wFAAEAAElEQVQdSxz8SARGGebEnBl41u7P7xYRy87knDML55y1sulspRRjJBIiVXjBOefCBFQKjXYik4iU4vpcIGgiJYI5Z0UGIDOfOhI0J6NXRIwxKoVan/2kEJhZaZViZM6Ip8FUKQpmJwCBXLqnkm9FirpEKU3MDMgFrXp8fKxrrmt3Pu9c1tQUCOg0zJSslMOTBcWpJFGiFJUPmDnz7v7jqq07lXwKolEZPQRvp4jIyXtRyWhC4BwT0slCNsYIygGAj8EV+hZRVlKvVtlPU5KYBUh3i02eUkqjCKYsSokz2tRONPR56jZrV1VAmIvQKCVBQEWcMgAYY0hYKWWc5ZRzztHHHPN+u7fGpJyLlPF4PHZdZ60+cfggr9fry5tLMgT3h2PfM3NXN6CoMdrWlansYnNh6sa1ra5a1IaJBBUQbtatdhUYAymCDxAiDBNP0+7b3/EU9g8Pd2/e3b3/EIfJaO2ce3l7c+iP3/3wHSL+H/7b/80v/8UfPvaDGBOZ0VBxfdCmaprGGA0i3ntT1aQtYrHtFyLSxnIWyFwuUoLZOwpiCMzMyCTKKIUKAAmJio/Wdr9Xwp21zlmQrKz68e2b6+vr//p/92/XN1f/9A+/ebi7j2GqnSUrmkghasCcWVKKYwj9NGE/juN5fIdEqnZNvWhs3aTIwzBh1TTKlJoJEe+/+6HA1o2pyFFKMYXIzIqMcTak6GNQrJRSiKpsWsUzXAmEoE6DjyKJOKGdKc3/a9vWEqI2MIxxGImzQUjTpA0RZ9BIBG3bKmuOx20m2Ge1CzAKgTKccs4RmEVyzN5UDhSF6BGRlMIszimV/39ossqXdEZo1VmRmp8IsmYeZ/nrLFdKZ998dXYToLPIoFS+6syD/FT2PrkVKvzcN6jzSvenO4TxrPyak8H8kPmX6iwnfvokiHicxrKPHoun7LkDmGv5GZUqb7B4CanzDc+i3aIlnpskPCNCTeNm/VY8L0MujyqtQz5bGJWpwGkI/Hs3emK6PYfsAuWrkyPgGDELahEsxNmcs3NWK1ZatFaH49F7X1U2K4xRUk45ZxSeqTIpJcIk8Mme8zSoIcw5F/1Bfxy1tkRqhuxFCkxkq8qVEz2Tc5VSICQiwSc/Rec4hGQMfjKNEEkxiID3XmtCNPNlxywAeL7CBKnMi0REtFKlUwP8ZzCl1rYkfihMbRGtrVJqs9mklKYpIKIxqm1bUiAih8OhbRut9fG4PxzGYv3BUlYjZAQhBAVlisgpp6Z2n724+flnP/n5LTSLdnOtLxTE4X3DVQjIwIrK7jVWCotZhU9JckY0MUZIXqNYZ7bjXtUupRBCjALgqs3mMg3DVN6IAGplrNOVA0UxBGutIEzeH4/HfhyQ0VpLi8Ux72zlXF1xDNrZyhk/TgBQipEYI2chRK11cTsZhiFng4janb6Kzrnr60vbbd68eWOMcc7c398bo59fX2utV5s1KqOs09ZAVYOrQWlghuEAPkDOYbs7bHdjP6TJZz/9+LvvhsNx2B0k56aqW2tTSv3jo5/4H/7xG9vQ//rf/Dd//r/6r3Rb328/KrL1YqmM5iwpsdJWW8MgfpyOCVtSRjtByTEmARDStjQKdCZ+EcC5KmARERQBysIACTPHnP00jKoGzrGtK9M24+MDx2it9o075nB5c/kn3Z8zyPGv/ktiyAJAurS55WvpvQ8pqROXjIi0MtY5ZyuzWC0Xm/Xls5uHw3Y/jNWabV0lkEN/mKZJsmNmTSp+Wngr+rwgJUWeJT/z8HAOW0V4mIXJaGZW5gQvzAEohCCGRJFCYeYUIqHYYsSdVV3X9bIZc7RtnUGiSL1aUncZJhtQ17ZuDOnKRzVM04iIVV0bY6KfMuXMElPSttbazHDE0zq38O4RUWtdFF7Fmbx8v+Zo+zQBzNOCQr6o63peRFrKRDnPeAsHv8AyeBZVzXlxxmdmHJueGMDJGVh+miee/pOfKLDwiXF0eZIKqzIDKN3GHNbKNcDMRRlQquoYI5ctJmeI31pbeKXzq8hZiFDuX1xwns4AZnBJnTeLzTDPNE2ai+9/8n3fI4LWp8TlnJsr69MmRk7MnLK31ilSMSRQULkWCGMMMca6tsysALfb7f3Dh651y+Xy/ePbk24LETgX+HSapqZeCSPI6fN2ziFZAAYuq9s1Ea3X62LyY4xJkbWypUiepjGddtmnlFJO4n3QWjdNJSIhnByxEVXf94horZsxOCJqmkYkhxCAiwYZlVLTNBIWbkBWiqw1OUQfxiwnTz7AE3FIzhS0GdpCJKVOYW6Gv0ufpZTy3g/jUYTL2S8AUZkN9H0PokDEkliQ5Hs/TtZWF8vFi+e3f/bHv/jDr9bPFsf1qo+861PgFKuKlq5+TPiw346jUmQUni5ZIFNIXoWJ5KQ67u+rdbvk9MPDvcn84e7j7WqVcyJtiKhbripJu/6orQGAu/v7q5vrdrHYbrePD7vddntxceG0+/j+vR9HBHDO3d/fX65X0zStunZ/PAC02vvHx8dyUSpNy8WirBE9XXCEZcv24+Nj27bMWiQ2q8Vut3vY3ofJG6W+ORyTD5eXl0QaEa2tuuW665ZIKoQwDrviiDsNw9gPfd9vHx4NqeB9GIMzlrTqd/sBUTLf399Pnrd7+IOvrv+r/+ZfN5eXHx8/dpuLIQcv+WK5eXh4GKdp3dnAGUSmMEXQJKC1Jm3BWMWQfcyTV8qknIFFI4EIF86GMcBcWRNzAmGlDRigmDVZcC5H37YtpzDuHgmYNBG59uZiGsaoEWr7/MvPt9vt7/7p68B5aTRp23SLmHeLTeNCWFxcHg6H6MXUzf3Dw+evPm8W3e6wv331eb2oVWU3dSUa0Jjt8SgAkbMgpikQEWjK8RwW6ZPpozGmbdti61vX9VPvAUQUkH4cUCvIKaR4vVqXhNR1XZi8ZB6OfTQBbMU5Q4zZj8fHre8PVWUNwugnJ6ic/eyLL7Gyv/nh+/X15SDmfoyi6/3gR0JWQVsymoZjXzVdZvEpVq2THGKMC60ly+w5X4o5PIu2Ztlm6QYAoK5rfGLmzOdbuTOc6XnFXr+kBzq7I5THLhaLcue+7wvEVL6P/GT5TOnAqqoqarKZFyQiszir73ut9XK5LKzFcvwAUGw+iwldKbrruj5Jps965uJIRkTlPqXaLkFmHMfD4VDK9gLaWGXKstuSzHa73dwYnTryM9eoZKzSqcygUNM0+GQsISLlPJS3U/wzdBnAMjOAFCHYjIudZ9cWAAqpYK6akZhFmBORIaL1ejkM/TgMKvCidc+e3QQ/TtOktRbJXLzTcgYgKg66c0ZlAM4MAMgi2ZIUsQWRJmREBYAI6twSGlIAgIX3qJQhVMriGbGBnBkArHVa63KkKWWAomc+XRXz10OAc46ZGTFrrVOcRLIxigimaUo+CGRjz8jYE0k3ng2VzqABIDAWe4DEACfMMaVPu4fOgoksAgKZ48mgIwNoKKdgSnHSwMvG3lxu/vRX/+JP/ujnv/xi3dL7Kvxu8h8IfKU0oSgE5BzC5AckdNi2tXVOGwYq1YgQSpaycs858+CHvu8rwWRMAkGtM5JrOxSWdMIc54YvhWiULoPxFKJVdrlc3ntfWZcQhJOxtu26zWYdvHfO5Bit1k1VGXsiFOQUvPfOOaFiaoiImDhPwTOzRhKjbF0ppZwZOaU0TePx+Nt3HzQpQ8Zq1zRN2y60tjln7/tyTZcwkVPKh8HWNU9hPB6yqbqmKbFj9NPo/f0WNrf0qz/9k6prQbhZLg9+TAACcL/bbg9HAuzDFEJq68bUVaUxx9SnA4JqFguytTIWUEHkHGMOibU2WpFSkBlCzCkrFJEkwhIEk0xxQs5VpVPMMeYYE+dEwAqBCLPCidNu7Bvjrl48++k4HQ7Hw7G/vLwqkG27XLbLBYuAoma/J6wYZP34+Pz5c+OsOxwuX77Qzrarrh8Hz0Fbk5H7cUinIsNAmUuEkFJiFK01GuO9JwUC2VrbNE2p5MLkcdHhebbJCo0xyprMjIpK3LHWokDbtsBCgJR48nvxQfmQj/0w9nGa0Gjb1n5IMg11s/KZx8Mxo56ibD0HdFR11tVG8sRT8p5T2KxuJMgwjSEk1xhrrdZ+GoYcuUSJcvHAkwktP3FWmEuuOQTNvQKeTZXxvByxdEIl7heYhc/T3fn5Zwv+WS01xz08qwTmLwUzV1U1l9LlYObA/bTAV2eVQF3X5ankbKVcDrtt23mD2Fz+z5DR3CvjeXrh6CT3LUV96RJKD6HOLKNykGU+HOOnWD83KHJekPD0jJUTrufJAxGJMMAnq1I+s1NP4wERAAhxhPOcoCiwsCyKYfbeW2uR0nK5rGr17e9+u90ebadFgJklJzzPUQkNEYGQAmQgQcCzJ4PWGrF0IQXVKqt3uZy4Au0JY8oBAJ9OQlJiZk7p1PHJ2Tl2bs1yzikFRY6ZEUVrJcApBRYu6+C994jinFHqPCyyBs8+o2V4OF98c1KF8vdzAsj5/8vWfy3LkiXZgaCqbmZmzg67NC4JnpGZhQLpmkHjYUTmQ/B5I/0XMyIjAunBiKCBbqBQqC6SyMjIIJcc5u5GNlHVedhudj0Kc54u8eNubkTJ0qVrZQAwxlU17CpSZMwJfl3uJ1WtViOhbRyix+qvI+tN8+Xbz7768pu/+pf/7OsvX3z2xLuc+PFdeeA+jeiyoQyGEQQEpCAYoUWoVYiI0Bjlwlo5SLak8eHhfprGpm3JEVn0dtVtN4+3H1VKSlnxhGx4Mlo4TdEa44xtQ8MpZ4q7zXZ/d9d1XUbIaTq1kISAOMbJGjCGnLPAMsWpli0nWKOcKIyimBMjFACwwaHz1ou11hGWKZZp4pwdEhZhjoOM6fHYm4d6D0ypX7C+9W5rjOGpgAeL1pBDRCBSQ3GSMRchiir/4nff/ou/+lfU+ChltVn3nIzCarV5POyZue02OechjpVJvPJeVfpxBDRt04BvARCIADLnPMXJs7PYojEiOeccCxMKgIhKmQoD5xKJNE+ZS+KclTOCuNqKAQwpFYCsKojrzebF69d//tOf/+Hu7xWIkdB57/366kqNNdZSuzKucc6trq+69QoApGnbix0ggm/yMOQiQpJKPBwOzBy61qtDREIsIqVkABAi0WIdVSi13vZE5K313tYan4i4CKF1TTDWSk4ODc8Pe87ZIG1WK0S0CsNxmA4HiJEP+3EcCZQRwJonL59vr2+a7fbDw+G///IjWH9x/aTPJKaxphHjkAWYhTMqIKqohtCK5sPxSI5O8I47tc4LSkPzFFR+Pf6lMxre0gHorP1Q0fOFhyO/3oxZ0JsFaFreub641pd0pq5T/9HMepzLTFVnoelTLwKfFIFgdt9dJtvLpyyYlTuj2i8p7RxHOv9exhhnP52Ns9CBS1LkedG3/ssCai3ffTlddMahWk7FaXhS2RC1KK9vVLuYnHPObEyx1tI8Ma6hcDlWA0BEh8OhlLLbrYfhME49mWYYBgUuBUSKqJwkm+e8PadEJCI0pIgKpPpp7+5kw0IGAIUhhCBSs5wREY1aadmqlUpl5mvHoKSCMaaZEeQBlDmLlJwzOV9KIYLFBciQ8Z5yidbamheBYc7zhk9a359ah3ru6LS2RzrvQs8Fy3IhSbUAEKKSMfWkERGgiKBIATBEBJIUJPPE495y2Vztvvjs5W9/8+UXb16tG5PiiFKa4KRrhW3hiaUAFlQxaK1DSyfkd7kvxdgcBxEBUh/s+9uf+sO9deCDVZT92N+st+12fTg+5qnEPC8wixBgHiYcxrZtA9lme/Hw8DAc+81mU9vGekMfp6nkFHNKXOLYN17ImGmiGMdhGJSw6zoXqpkolyIsJ3doa631zvhAxohBBCTnPaDEHLvJt5iGKfZTGnMsCWFQQRFZ7VbOuaICxq/XF2RMLuBCa31DPqiqApSUk3BWAWtunpnf/v53frOZxiGjutI1vi1xJAUp7IzvQtOXXmfelCcqog4AyRAglAysgEaKgHCFvkULsVR6DGsRJkTlnIVBQVQKOTPGkQCCM7axBlQKl5xKKY+H/bpbNU0nRft9L6zb7UXw7cP+qGhWu0LWJSUAVGdp1bXbi7ZtzXatqlx03YHf7ERKYSFrDQYicMauwgpIm6bZ//gQQjDO1gG3ADNnzVI773kWmI0xzlgynzYra+lW79uUkmvCqm2vrq7a0EzDKCKrtg3OE4PakRH6cRiPR0PabjprjDp38+rV6ukzAHj/p+/ffXz8ze9+f3H1PD94NSFllFQUikFRZWeMlJIzOdsR2j4Xj2TII2L1JF/g+yVALw/aEsvqP1ZYZvmVZQR6Kg2rYOW87lRhFtVPS046D5DnvvxUzC2MzFJOWhEVhV+CVd2xWqpJXZyKz0RDzwMFnzkBLBWzqi4exUtCOod0alkps2wwAEzlZB2zLA3UunZZQagHX2ZHzOpFqGc/9QAqQnV+JLXEn1lEUqesLHIikM7Rv9JdAAAI4ezyCBHh3KOdmi+LzHx/f98f5fJyW0pZrdssn7w9cT41AgWBVEjAEBIiKCKgqmo/9M45YxwAGXJ1H0IQ+n6sQBhiOLU/1htjhnFS1Vpf1wlkpYTWM1Lp+edHOJcSIiKon1rOEIJ3lHNMaZJUAJQUpikHt4X5zC1nEAFmeQwSRUSCeXUAwaioAC8NHYAAyrJeXvmlsqyKWERmlexQd9vmzctn3371+jdffb5bNc4UjlPRBATee+haD2IFi0rhLAUMND5Yay0q5MwY0FibtN5GSkQEZn/3Abh0wYuUcRzef3zfOrdqw7PPXj7e3g3DACKcC4gaBY4pPR60cAjtZrPJMd72d1p4u94Mx74+eJlLBYiargWQPEViqhDiOERytm1bN2881nt6mtI0JReaYJyqKpIhVx0AKbBDK0XTMOqUswIToQMki4pWwW93xpiN92hot9tZa6kJaA0ihpz7YYgxhtVKjRlzHo/Hb3/33as3rw93dxnEd6vhcGzX3cPd48NwV9EqI+DRGB+8dVyYU0ZEU6UY4kSFGcDZoHpiy9WbVrSIFFU2WgiKMJc0KTCrAgqoJRFT21imXHKcxqkfYows4tGRQhzitD96oO1qe7G9vLt7QDTbq0hezTiqM+vgMPhikC1BCOMwMBfnQmThUmKMjmzjKOeEDKvQICoIxLFHZcwmlZy5CAIIQgI0FRq21hKAcCkxjdM0lZQX3kTV8WWVotJaG0Jo27aOlFCVAAHAijZoEpp9yjFOF+vV9upCRKxzbMzHDx/2U3wc4s2T50+evXzcj5FVwRZWgeKCQWMYFACcsccYSz4qpCa03SpMsYxDzLEspHWexS//SdGK81SgBtCl1jkf0tZVZ55/zjfI6h/Ow72IVNb8gjXVFzjnjsejmbd/l39fgB07q5OWWb1ubjC0/HopDM/wqPop9cAqcFcr95kTqDAjnDJbsNRfb5pmeDzUGXj1CahCjTXi82yHUJPonIc+OWguORVmItDyXzjP221FSxQ+LSXXF9VvWGOxtbVnrALTS/wiIkJAAAEQ5xwg12vpPSwZhiwBgIJi1c4VLVxAMfiARAD1HU47aKrsnK/+LTVBioiIlizWepodFXJmok+CG/WQ60FWlK+UUnEkZmbJFQEKjWuw0RPpipmzct3J0pSKsVi34UopLNlaU6ccS1eoZ9SxemfUBACK9WxXlN+crVxX0qoqiMqnVI+g+snFDEBUskHebdrPXzz97bdfvX318snljqQEaww5mThOU4lTUHVN04pLBTnFaeKcsW3AW1fLImMMIBYuRcUbRNSUp/HwaFAAdRrHsNkmTgUYNivrnDkei4oyT0O0CJvNBgH2dd5rggVqQ+OdSzGGEErKUlLTNGkcqnGnMabp2qygqnUYS0SsWpU5jDFoTG0CcuaYS1skZ66CWi741nkLSgIT0kkg1zjyrRRGNAbIGGeMkSYAwHa3q81c0zRmsy0pG2OGYYhyi953Xdf3/UPfG+e//fbb9Xb77t271WbbWr8f+3W3MUWycOdPq8uOjAEsOcYYkQsATLmAooigCdZ7ZwIqWIPVBFSkVIkQItBShFMpJadBRJizKLNz1hJXUcKSq/t4DRPBN2nKD8coY+QhO9+0oQvWAauIcpEEBafICbBpjHdVQFxRkyiLEuIwTiWnkjI1nhDyOKVpNLWIz8WSAdHC0xSnxIWcJTVFpFu3y9KlgiCC967rWpwJ7CEEE3wSNc5urAkhWGuHYSBA51xwDhTyFKVP/eN9HkZQds51m/Vqt00phbZT5z68f//nXz6MRd589rkPqz/++ZeheWMREAkBnbVAWLIglJSStc6QLaUYA6LIzNZ6PdvRPY9N+cwUHs8GvzQTFM/REvw1kwdmZf8Ftccz8Hb5LDmj0NC8WFD7hgVGxpnGU1f3cSbdL++2vMP5oHXpD5bXLJ1HUq6cvXpUdvaMrAOYBemSWcgBzswJlmaoglEy07rsbCLGzMa4pbiEM/2C5W2Xs1qP0PLsH0ZE9YuYeX9s7nROVNPl8+A0bVcig3PmqIiVcNlsV20wzMlam3Nyzi3SOjCz/lWMtRbUcmU/EoIqKIlI13bOOQCKMVdJhvrmTdPVsFIBr8p1nabJWFhS1/mYuqaimleYC8xE7nRahkZmVmZjEEBjjB6scKoNEClUXbxFZENVa4NST6jOfDIAADRLZ3CWeA0i1I0EAAGstYzOt/enMcBxf6+cNg6219dvX3/25vWLzaqN0wAhWFwZR3HUnLOWYkVzzgwZNQCASOHTAssnkLTM248+eC1xv9+XHC3SlKZxHD57+Tz4ZoxT2D8aAdZivTPWccqpZLPeEJFFJQVLFMfRIK3a7u7uzvvTdsx8q0lVl/XWhnVXabVN11hrpwr11JEdYs58mhkIqECKGRFRwZCz1hIgCVsXTGgUaOXbzQUAUJXucM6F0OJmM4z95dV1fQib9aa9uDgej46MWBviKCKg8PB4SLHcXD99/vw51Oek8DQMeZxiGAIaSxRcO8ZJp2KI0jT2uSBizJkBc2I0hsiiPUmbIZiiUtdcLEJVdEHEKfVkhJmVM4KiiuSUuYRNx6KcU8kZqjqxMYaIixz7Q+yHhqzNkhkgS3/ocyxDPx2Pg3qPIYC3RQGRTHDojG9asA4EutCUlDla9RwMoTKFzjBzTgRAzmsraEwRw6BWHToSUM58EsfXIlIZJs1msyEi4lNVaGwFi9kidl2HRM65cRw5l+vLK2NMmiKwpIf9+59+VuCua1ZNs73Yrre7KSXXNaFZkQ9Dymj8ar3NDLmIiFLwhl3JIiXXfjWEVSm8Xl0j+H7ICppSTqlc7C4QZCmn8izPWQvh5VlbHisAaJqmgjwwa64tVe3yynr7VWirXrjlgSVaCBploY/jrBVRg0YNiefjhAWBWeJ+re6X6Ky/nk6fxwedh9hLbqivWZ7Z5W2X36pHvgyKKwmifv1xHJdvJ0v3MQsB5Zw3m93Sf+DM/1n+ir/2xgEAW5lhxtZn26ryMnCvByFSACIAcNFSympdY6Ke6efPG7BkpmkiwyBpHI+E4L1nYVUBVAUlRGOsRUsYuAio6DwZRTy9X53mV/euar0LgCo4TVMdji/SOvTJ4M0uWtBVDtPMBvfzFaIFVptiVWerZpbinFMQZva+i1Ou0GHh1PdHkdIYzzLvQ+CnKr6IANTmtGqr0PItPiXbucwnAqSToJUxhgyI1N9VRHLOodXdqv3ss5fffPPV1198cX19hWgIBLBaHqq1NmAwyZRSxjyyba1tnYGlHmHm1lqc7aQR0XsPBY7HI6kgYUk5xtg0Daj89O6nn3/86Tdffe2C3+12Hs3wsN8/TiVlVW2vd957Z+wwDFV3cBiGGCk4VxkIS8FVebdlPJa+AIALXpXxbEueFVlFciY0pvYHzAY/EcBY1KgIgrFWRJquWTUra13OuRTxTbder81ue3d3d3V1JYXLx1vbtcH5Aiq5kLM+tGmKHz5++MMf/igiv/vdZ9U7CFX3+708iAKREjmbUsk6HQ/70DbtqkvjRETNqis5iyILW0OI1aUiDce+aVc5pWEaqx8OzoPBOE4Gqd7/xlhEZSZAGfuhlJRTSilJlbiqFVnYjsOQj4MNHWfWMWsqh8fH29u7mJNrW79Z+e3K29A0nWub4zC4nDcdIaLzzjnHuSCit164kIgjU8gICxKsQpMze+8FwDUBSNXQlCIPGmOs+itNFxDRGeu9PR5FFavIGqpRLsdxalU6a5wx3vscY33qLWCeonMuxfH+7s45c3N12a271boNbWuCp+BYNBfJhXe7zeXllaIzxqFxzgXOVBIzlEITOGiaxphdyeF4iFPKV5uWjPT9GGN0luRsTluDFDNvt9sF6DgP3LX+k1ldZ6GKLui5zgDReXlen8Tlfc4L7SU4zh35SVKtTgLqRSSiRQpCz9Qhc87OhvPKGs7AliU3mPmHiJzBhUG0tAWnZ/MMOKJ5xosgVRap6zqdLW5Wq9Xj4yP8eiSOZ8ZkS4KpB4CfZq6wtCb1vyz5pEXRuH7sU8wXFxerdXc4PCpk5pSFiWxoVk3YcMEYMxrmUkLwMcZ1MNPYW9vkST06zLhpr3Lq+8MdWSADKY3bbpUS55IFcpEiMhrrgwcEjyAIJCioSIjOWOPden0zDEOMdfZaOcLGeWuMKSUrqHWQcnEeus6xnOhWOcecI/Np4EPGOC/GlmN/3G63iO5wOAiDd02OxzwOQOoM2q6z1qQ8UbFTjsY7KUpEhpEUvLfKAraie9aaQMYAsmJ2prAkhUzGWOMRbcnMBRGNx9ysusLYj0nIKGERtYacM0WySiopEpQLDxLvc5woHLfdxWcvnvzLf/FXX3/7DTYmucEFKiJHKVbEuo3RXZn+rLl39vhIYbXa0TThUFa8syJJGdeNWbcPh+Oqsy+b9XF/R3HIEO/SHQNqEWGWPsW742++/PYf7/7x/ccPw2dvgKh7+UREtAUN5cd08NaWjDeb69X1uovhw0/vvXNfvHzx3/7u/8yNK1rGMhYrmqOgeIegyYHdrLucMwqTinewXYXCUbOQoc7aGLOojIfhZnMzTVPKh9a5nHM6Dk3TIGqZIiGu1mty3q87Yz2n7K0LbZMUUwt81cFlpzHv/JOA5vDhjmPKx4FiCWq0AE4CUS2ZoN2WzXCYTCwIGFMZpnH8eLBtGHNywYFDhQyYAMtUkozRIRlyDtFbaaiocs5sNAlPnsggTzDlMQ/TbX3OHySNE1tATckAtkQ4xenQtyFgYZlSHKZpiplZkRDxiTUy2sfbEpsJnRXDMeW/O5T3++Ht5WXZP15oubm52q1aev/L1ZMnEntWmexd6FrwzZE5lhML3htLgKoM3jc+KOdjzmLDyFpqm0uIFgHIuwYNCXDMBY1tu0YMiffh6uJ4qKxyS9YY7xxC5OJLubq6gpIlJyplenjop5Ri3HSrW0161XWd33x2sd5dD4IDBkBzuQ6HX/4YH354Yo+XqydTTu+z/75cJ//70bdRY9bee+/pummam+sn+/1+P7xjyc+fbp2zfd+vgjeQgC0BcMqq6owxCDFOaRx0sy4x1uLXOYcIqsIiggtOoohat+trFev9CgBKSaomxloIUuU4VAzjPPrXqFpxjmUoUv9rWSnQeYdLZhZira5ONCrmnHPKU60MyJC1J+KMcw4QSzmJ8huLooWIfLAIRkSU2QCUwilnIto0XW01SFU4K5ZAVtFIzFWCYql9F3ijHk/lucCJPIkxRm8puBBjzHH03huEwlln6Mw5Z61ZKKE5JWucQyMiaMh6j6XI/vEwjP1qHYwPBk4aasws8mnLjgirTgAzE4kqGAMIZBB57mvq6Z6mqSp0LunRWhtCGIcCWiq5ck5ZQAVivEVE54L3HpROtkWl1BnIAkbFGImAmY/HY71sFcSsF6A2Sjxvf1R5+rZtD4fDCaJBYeYyFTPrwSyNHoHCSbvVA4jxHoBKqcAfiLDCMg5AmGkV1lolIrKQS845Za5XRQlTziJyOAwI7EmDtw5JJUNBY4xtmhfPn3715eevX73c7XYIkxaeZDTWn8A7tESE5Aw5Itv4UErJCYmsqzxIgIohnvI8MBGVEofjMcbYWiu51Idkv99PKXZdt9ls9vt90wWrVEohwM1mM/TQ7w+xFI7JKV60G2uMQWqb5vmTp+/vPzCoqR2ScM486qReWjytHZ50MvgTbqtQnQ2NQWJW0ZJScnAqbYROsFjTNES03e1iYSAEJOtdaFfdekVkjxbLGMd+gMIBTHD+UeTw8JjHSYocDoeH27v7+/tSSjW7+PHdx1PJoxhzSQysRVWsc/eH/jgem6558uzGeDPGfOynm81aqPJAWBlUkJl901LOtKyVSrXLLqUUJVWAUiQOvaR8EC1jnIaxcU3Oue/H4xBF0TUtGaMK+4fvD0P/8faWfHjy/Nlqu/n5/bsffvihWzVadBrGo+j9x1vLzOtV57tECaoHQClkI1CVMixXV1eqmmPKMYKoJawtfR1+ila1LpYERXLMuVuvYBnGIOry6FkppSAAV7yG2TrrjdVU7vb7/mHfOg9ox2EwAutu1Vxc3uzWrTNd06oICjGwIhvTVTeL1Xq9u7hCsikzGLsEl2o/Up/Q/X6/Wq0q1bJCgjLz00VlgRzqndw0zTm357ymZmYb/DnucV7bwqzzs2geICLz7H5ubQ2d9WVLr1Ar7gUO0lkpeiE0E1HVVDj/r3qHn4u40dmUuEL8Cxt16WOstSqf9CHgbJIxDMM/6QBo5urgGWuT5jnE8rIFCoO6DHG2YrZwWOvJ4VlPYeGMEpF13oJiSmIas/INMw/DEa3JzJZMHSlwLlknYWJWaz5hHQDAoG4WsEYh6wjQx2QJ2VvjDPSHIxFYawFPks9N23Zdl9OA4Agdq5mvn6jKMPRN0zRN55wThirqWSN+XX+o56KUkhKKiGixaJGACMkAGYAiLPl4PF5eXuYSh/FYlziO/T7laNAag2gcM2TJpZQF26lPO4GaGVVfOkQii3Ai7XJRQBUVABUG/SQIeLqtUywxJzQUjC2olUbStY2UCTSraioxx8GCtl1z82T9zRef//Y33372/Pkq+CmOoCIi3hgA0sIpJcNiRAwgEdkQxrH6dTQAVufbLuVsbSMiKsVaW0q/3z/UYUnmE8nscDhU64kpxXc///zi1Yv1+ho8a9s4Q/1hdQs4qU79sP9w6y9VskRJomqNIVFFQONca0aFeDwyKHhkqOXFSYDegLHWokjOhUENfdKePRwO+8cjdN5ae3pCQEkEiULTNKtOholVAE8MIWMMAHJMnQ+rtpMxlpjSNJGe2tgcU9/3fd8fj8f9Poc2T3naj5GZx5hjjNXfShQEoQirQUWIggXvBSXnbJwxMRJVtoJr20lVK+fYVLFrVFVFUkBkyVwKSGFjgCUNQx4nyJxjiTFDQ1PK/cRZyYWOyf707uMPP/3MDw9KKAyMmgxccPr+hz8demhaGYYhT5j7cW28DDluR8oaXuzMaTVJFLO1nqpTJWDM09gfx3FEheB8cxokKhFgZbsxVCnDE9pG5JYBXmau/q8GG2sw+FxKFgaCxtlgjUPQnPI4wDTpMMZhDNblvr9++qx5cuktARQRNeCAIaYyHPu7u7txHJ8+fbre7vaih3HKSiGEOs80xvR9X69+jZ41EtU0oPN8tQo4mtnPRGYGZ639F/oNLvxLwvPHjWei/SK4tmCwy1C0jidrwF0WqfQMzV/KU2ttxX8W7GgJ7nX8WW/yRQ6gJoD6u+dHJbMrBp7pMdRvAb8eJCy5rboVLV3IAuyc7wosJ60ydJbvu8wbUkpuxvrNLF2HMw1pSSTnGcgW5uo7ashUF56UUmNDygMoMnMVC0dAFVFW1wUj7MKJdlKzNyEpi4giCYoaREAkAvoEly3fzSzpt6pdySy+X3N6lU9g5hijCoro8n3MLL5a03L9rSY0NeMtm9a1w6h34Xq9PhwOIlID33q9noaRiKxzxiApiXDhJFLMmTlDXQRTPQ1drfVNaI2xKZWcWar023w2mVVYSkkqhOBC4/TkWF1rE1Fli2QMoiIJAcSUppLGZtVeXW6++/rl119+8fzJTTBUckQuznhrMHhvkXKeZIpQJp8zqrISKiOqtQQAhbOfhf1AwXtfMohIE2zqyzRNllBSlsJV7WCKse/73W7njJ2mSQt7MgBYWAzS5W7XNX4Yhju4h5Snx4OylCKFeYxJCgtB1SdDMMyqhNY0ktOpNLNZEWpwF9VheBSE0LVUmIsw5+MwDHFqPaaSrbVkEBGLiIpiycMwTCkba623Wsfd+0NmmQCCc5aVAXMqU445pRxzHON+v9/v92PMY4yHAUyA1Wbds97dPdzfP1Y9/CnmMeXCvD/228vt7vJixauxQOYEAN2q/Xh8rE+Ccz61tTg93YT1zjMWrSVjjKIyM6dRiUAVMtcy1SCS0rsPH53vGE2fyvB4f3/o//TDj3/84cPKgnOw2wXfdLZ1YM1xHGyAFEt/GIIh4/1wHDryXs0e+/XWrddrH4IAkbHBBVZRzsNxP01T3x9KzgbJEJRyEntARAElIm+8RSlibCkMbPC0kScqOWcwpKqaCrEG64gIYgTEQBYKG4XGuMfCHz9+IIVN0zUd7e/uze7u6dUFGJQYmQiN45THfhz30+HQi0JoWvJtKjgxFjwxRGoBvt/vvfe73a5t2yoQYuYNqdOUiJnoEx69QOc0L9nSGZemVtCCnxj3eGbbovMk4Dw3iIi1nxR7lg9aPuL8o2ucsdYuBEg8aSt9sgxbQuoSSWssKrMD8NKplFnR8hyfcM6B0jJ/XtIMM1dn4OVflvheSZ/LLBfP1ED1bDxej7BSmJZ/qd9l6XKWg1kyq6ralCcEM8ZkiMM0MSuLEBjnG9Bc7TqNcdY4AJORl8WHJbpba5XM2I+lFF8MYKmCtFwETugKF86AhQispWmappFTVHWBEIrQfIqVhUPwMEv6VdCDCOsJotmq2570qirXXhFFNeccRRaJV9O2bhj2m83GGAXglIYQTHWjJaK6F6YIxhhAUrVIYAx6760hQyDCNdOCFkIPgAAnIiwAWutFBcCdzMgUEeaNMEFrrRVmlZQnFkEAZ2h//0CU22C9Qe+w9d2L5zdvX7/6i++++OzFy92qQWHhAiCWQJC0MBOrIoIhtAhOFZk1DwNS471nzsMwuK3UWwTtaX2cRQG85CKcnXP5cORScmIwJAL9OF5eXq7X61XbDcfxw7v3bReMQbWma5rV7pISS2iO0/5we4daHznSnDTXC2UBJE8pZ3ZgRciebOOiMYiGnHOVBcWghNSuOgEsWbKIs369BjBYVDIXbywaEtaYYubCKizQdZ1RzTlPaVTVUqRdb6bhGB+PjXGGNQ1xf/vwp//+x6kfUiy3t/ePj4/9OFxcwpvPX71+++Yxy4fD8d3tnSKo4O39w+39Y2aJEcL7j03XXlxdPHnyJHStc0bAe4xEJAxEKcXKJzF1B02BAQAtGoPGmJqxOI2qKkVFBAVL4f4Yj0O8fzhuL0jQ/vTzx3/845/v9sckarzNWlKGlYPXr198+xffNa754YcfhmE43k9Q+rV3rQnKpGK04NSn9P4DstB2a4xRhQxT4jT0PRCWUoSzJbTWEAGiAgjACYwumuuDDqLMbIN1zpEa730qiZmxFACoDjNIpKXkafTee0LgMhwP9x/ev/vxz+9/+oVEn13d+OfPjcr+4XHlbDyWcdhbF6Tp9mMeY0pxAIB2vbHNioGikFgHwVRcaOHs2tm515y5o+C50cqMzCz4Rg1/lcW0VLtLuPdts6A9S8Q8j33L+9QIXungSzlfI2DFppZsAbPDTC23p2kCgNVqhYi1fOy6rkZznt3nl3BM88/SLiwdwxKsloK1lOLsyWJ2iek1bYzjeB7QlzRQ4955LqmHQbOv4kIkPaFD8150jQaVGrRkjuWVtUNKKVlj6n+ccKhKv0kpWYsKyqemzNaziJaGNAIAGiqlFHdiqiKqtVYL1x5TnANlg4WlomagXHS+hMycEwe/ds4ROuCT3BuishCfUXeNMda6moTqcdcJhHOfbppxipXJgwSVYFK4aJSU0mq1+uXdz8z8b//tv/2Hf/iHf//v/9fQeOeCiMSUco5K4CvZ3jmWYq1V5ywhKp8dghfRaUoqubp9WWe8t6WIwum2BjWERrWWxsmHNiAM03hqzUgBxFkAgZJHLBwCPb+5/u1333z11Rdfvn1ysdkFaIIhVGIh5ZJLSak0gSxRaJoVbNB0ODkVjHn0LiGIMtd+lohSyd418z2NnFMukbkgqCFCa0UkhNCtV4rgQrjcXn78+HF//zD1x9dvPru5fgpEJcc0TRqjFeFhuvvwEQVD26G3kUVZiIxFYkAia00AcoWlcb5QQUQWAC1LiYT4qewyxnRdZ8g556Z+Xw+bwSNi5hJzwoJkTckiCEE0ppxSASIAgpQwC+cMAYfjePvu/ePd/f5uv9/vq5re/eNhu11985s3n3/15c2zpx2aMeXHcby7e3h42L//sO8jKEACsEeV4/Dz++GPf/pps1lfP7l5/vx5aCIiVgUV59OpBmSx1hYVAK17fKpqDBpneZxERHIphXPO05T6Y+zH1LSbj3f3+yH+/P7+0A+FlYwl44w5Xl6Gb7/99rvf/O7169c55y+++twa85//t/86jFDG7KA/NOvOZ2O4cGxbnfzYuAYah8wlVWvE0TmnKs5Y6yqTWkUZAViqWcVpIYaZE6eUU+h2RARwms1MZrJIglBVw2AWj1ytVuv1WgofD4eff/753bt3aRg5JogZWa4vr8r2yqlM/UP/eGfboL4d1Nqm9QTWudYFNfYQy37Kx0wJQ11JqWK3Fc2vM7kaBJfojDPrZgnx5mz9CgCWGA1njEmY9wOWKMnzMlT9WU5CfX3VxlleubxsAW3+SRyvJTP8Dz80K0bI7Oy4AEeVlsNnbpT1bavmc53MwewEJSLbzWnaUb+mnReYaXYaWJqbJTktcZ9+7RywfOKSPnPO5sziZjmZ9b9k5rYuB5lSsoaEWZvgc8aUpyZ0TdONYx9jNlaBEPWUr6pa/Xx8tUnJzKWUZNCHELQwIViLhI41g5RSKoXLkPEsWhnroGgM1hoBwUpdFHSOCApDKZUx6f7JCeXZ3KD+lFIq0XOahq7rYNbDkZMzcg4h7Ha7w+EwDMPr169TSv/hP/yHpe8zBgsDn4YnBKApJWNQRIooKosIOWetDU2TUp6mqbJYnXNkQFWISOFXux4VKCs5N21r7ckJyTgHoCXHddcIk7C23j5/evnN12+/++7bN69eXm+pcQGTBEekNmVEVZTTrAgUQQnJEBpEA2idxZJjKclatzxU9euXUgCqXnfmXEBVSgIWixYAmna12e0EdEppt95eX1zF43B83D98bLfrjW/cMA4xxm5KZZgO93cff3kXx0TGoHMYgl93frMxjTOGoAVLDhVALXM25Hw4ec5xfUKCb5pmGKZ6mdA4a23VQy3MKWdRNQazcwJQ7SbI2pImSMkYh3oy3gMlzIy5QCxKpX/c//LjL2VKzIyCx8fjfn9cr1e//f3v3nz5xXa7Je+uLq5s8GHd/c3f/M3D/hEttAjWwjiBtZALTAUOA/TDMaWCSsUNFfDxvgmnCi/1k1hrkdQYBNJSSuFcZbfHxwMAgFTjlBxj5CIANsZ4tz/ePxxjka4JIUBmYdEXn21/+93vv/nmm+vrmxzHlMrbN28s0sef392+/ziMcH8YrXlAclnRmOnlJvSH3lvXlBYNMGcGNggIagEAAVhyyosCpTAa75wz83GevE1SSgqgCKSw0BAr1EXVFcRZ412z6rrNOg4jHLFdr169emUUp2MvMQPh7f1d7386NHba343jQ2i6bDy0m+evXm12FxMkaxSsHwrf9vE+ucnbWrEOw1D1R3V2XqzPLJ7x008Qh3X/I26DJxe/k7NurXNrTIzjAGc0/Bo08YwKCTP6vwTupWpegn6NyzpD4UurUX/MbPhOs+bPWdz7pPuCs9DbkgCWUn0Bmuy82Lx8xzq0X0ryJQO1bXsOHC2fWOv3JabjjHoteU7nJeQa5d1MJ12QHwCo0s7LO5x3KjbHowh5B4ymFDCdaZqQ0lRSdOicN9VmCFHrZJpto6reumIyfbJBYO+8qrKIZVBVYMklT9MkZJwzdcu2vhLJ1mNFSKA8pdNOhzFYOFm78t4TnQS7iRTxlPkXneulw3Kuus3UobwiqjFoDKrCdrv+8ccfnj17+u7du//lf/l/jOO4220Oh0dnQvWrIoNTnqpAEADEOBqDnDOqgBQAhRCIyPuQEgtzHS0ASC4xpcm5TxpzKpqycAFQS5oBFQkA1RjTeFdKSjn1MXmnu03z/PnVt1++/ubrL14+vwnBeiugWRhA2SAAiEHjnRO0RMSpxJQdRVeEAD1RcO4xsRYOYd1kXx8nY60xJhc2xntjSomqDCDMuT+OTdMkLo2ztg3Hafp4e9sY9+rzz+Mw/P37D3//t3//8ePH7dXWdYGcxT72h8Pj/cP97d3xeMyZ0fvuYtuVi421oWuNdTY0Bi2XoqwxJ2ut941zn6gUTdNsNpuUWVVTKcEYIkyppByXWETWGGetpbZtV6tVXfCujDdDJ0FAEbCRbx/29x/vry6uJGXNnMY0HIZSyp9+/OlhD//8X7787V/8fnN5MUyjgD483N/c3KzXK+Y8jr1zJmeOOa/XyKzTNK3JdF1X18X3d7ejHC8uLi4uLlrX+aabptSPw8RxGG6ttT5Y40zOMaVUD/V42ztvnHNSNCXRQk3TtW1797gPzl5erHORMTKrrrfbm5unF0/wN99+u9vtlPnweHAuPLm8uP3l/ddff22AfvrpfSzwmKJPmXIxort90aLA0m1WRCDIxpFrvFHLyhWEHMdxSpGImqbjIpvNxnatJZM1M7MCGGOqCsWpLDBEQIiEiGMZMxfjHaK17EzwYE1SBmdevX2zaloHNB6OPKXD/cP3338fM7feWmt3602zXk1gw+7yi7dvnaM7jcBsfafYDkWGQtK2fd+vVqt6QZ1zMcacc2VhLPz6JQHAPPOT2WNrCdwLkm5mQ47TszZratnZIqaGyxocasOBM2OyvsPScCxpph6Szvu6OpuxLHVkPcnGmNVqVSe9tQxfgKCl5K9fp4ZXezJRB2PMMAzLPAPnkSwiTuO02MTzmShQPYDlCbKzrFvdQIYZwpJ5Gfg8iNMM659/x/MGwsziE8swYGnF7F/89suff/5w/zAZsKu2IzxNJHywqgWEiciQITDMJWdlFGOwlOKsnaYJBFR1tV5pVhExpACYUiILTeMVvJBLacpxQmLnjDGmakM3rRcW0JPDzDRN3tumDdNUT+UnVeqatGpyrh16vTyV+acYSjkxtFI6uVY1TaPK2+368fHeGPzxxx+YebVaXV5eHB6HnNOhP6Q02eBr1U/mVDiLyKptnMFK5rXWTtNUt9jrpfLe1lUyYyhNo7WUEjvnV6tVf5wAsLHhcHgEQgBZrdZN0zzcDwahacLzZ5dvXj978+rZm9fPX7540jWucELQNI0eW1Qx1gZncs7gMBbehI2SDMOg0F96NeSYtQnYBHccSpyGKos0xbjdrio7AhCMMQacNUQgXFLjfX3GwND28vL+9u7j/d2zmydpGFZNe315NcXh/fv3f/sPf7u7ubq4ubp/6IPzY5yur69DCHf3j5dPb44xppTQ0M2zp+MY948HY0wcoreubVb1HAJA07XMfBj69W57c3MDaFTxxctnx8OQcxGQKcZN23ZdN01TjfXj2M9C2UpEpGCRCPHwuM85e9e4orEfgrEkGmzThe7ju4+cRRSGAZ49bf7iL/+SjHs87DcXm34c2tV67B9LKa9fPlmv/ucff/zx/fuPIuKcH8Y4DFMIYbPelVL6fgSAcTrknPtYyuPx3e1e6aQU8rAfAaDpQtP4aRoeHx8VeLVaHR+jN3a1bjmXddtMY2w326snT3dXl/f391LdLNBY73a7y67rVpfu4uJSRA6Pe8tKkPvD/vO3r7u2JTL3j4fbh5GnUR8foOucc88mKvl40nAWZUkiVFKyOxCE4+EQ2ma9XtvJWu+cCzFGUT72h77vWeTq5rrrusfjIfaxCoeN42iDd85Vyjl6yyPkkjMXv+581zwc94lzIbh8cn2x3kyHfrVZG4U/G3xJgOFy01iTV8HK7vpKfTOhJZoHj8aE1Wblb9ok+uh6Mb7xKaUYY41cFWKqjIxah1bN4OqLW9Xzqxx013VVPKOOCkopIYQKvi9rsc45707yyMMwmFlpR87czyvQURGkcRyXPYClHK5NRn26c8593xNRTVG1a4F54FwbqVlRtXRdV19ZkR8A6Pu+2jrqrNdWU0WMcZl4V8BzSVFdZ+vG9UIVrX+t32KZPNfHocxelUsOqEG8Mp5PVAVVO0tvee/tr8fUFfF7fHxcqLE1NS79gf1Xf/mb/yi5f/yBAa0jRFEpzlIqBRFL4RgjKXTNqm1X3rjb46MwI4Ax2PrArJzL4XAwanJOYInt3K4YMt6hGmNM4aqoJ3W9t34HYa9CBk5XtPIBFkwDEa01NVedN18V2QwhhOCstang8vqlKatLA+M4VpGZi4uLen7rTdN1XdOFafJFT/xc732l1uQ4qmrOJecMKiml0N7MN9liW8aI4LzJhcjUebVxVpyz1rpxuEMw3ngRGYdjin1Kw3rVPXty+eb182++evPZZzc319vdpkUSjOUk5ICfdK9UWeXkMkgsIYQGG2Vl5uBsjCNiYwmZi3C2lsjAGGPrW2MMoVWQcTiOY0+gu/XalDKkeHF1vbm8SMJiEKyJOfmrm6Zp1123Wrer3Vp+pl9u3//13/3ts0KXu4uS0ssnz56+eP4W8PrZ0z7GY8n7afjl/TvnwuX1VXBNSX8+7g9W2FqryjA7m/d9/+7du+3FLucsCFpyzpmsW/vWWmsE7OzfvbT81X+UFAAhxySicZxSSkxlt7vi9ea47x/vH4bD8PDwMA3xeOzff/xwc7369ne/efr0qWuCNbDebHzbOGtEREUvduvnz24+f/38/uGxlKKK4xinMRnvmqbNiSvzuoD5059/+OnHX37+8HEcJ+fcer0lYzKDqqbD8Ljvi7IIEvl+Kqx+yKxjMYTt5uLy5vrzN68+e/ls7I+XuxWIbjabruu6rjOI0zSNUiAlELEA1iKAlpJVtPXu+vrq+vnTQ/xhmATz1OWIKn2vzrn+GL3vnTNkVJAB9Xg4kDExjrUTJSJnvDNWvVZAo+s6FpHCVaWjlCzCFl09sawKokAQuZjgQSUPaRVCu1kPcUKVVduAteoMtV6KOOevnj8Nm9Vm+3J4+MiTPrveduv2p4/3I9DVk6c2+M12K4DqwiA4qZ3A9eJ0JgeamTJ/DmrDrJ1QU8IC1+is8lZj9OKIIme+jKfKd9btkTNXSETs+/5Tc1mxilNMdHg2c15uuboIprM1yHJP6szvXEJKOROprnzWCkgswNQSf+hsFLwMdesPzUxFUKr17ok/Of8sK80wz0UW2OP8BC5M2XqE9a/neYJmGX+cd5v4REr8FEWXPkZE7LdffNY/3j18uP3554es2DQXBWCIkZnbLnjvtZxQOS08ZbYEOXNK0VfZNtsgkkOfojjnDAEAC3ApsSgLZyTEujEhUkXQEKogWnWDUUVaboWUBKAREdViqsmWsYvI2rK8V9Omc5/y/3Jv1WtcZ1BL5q8uaymlYRhUWZWr5LtFCyC5nFYBa/wqpVgC55yzJqVUPRedNykWkcJ1HI8a41Q4GTAsWTMaioWViLquqRhIjFEKI+LV5cXbV5+9fvX87ZvnX3z+2dXlKjhCKsJCREUSq4pK0WJYsnDhwopkQynJCjXBB/QwgKo656b+4DxU4VWZBbByzp5ZAZC0eu+ASN2NMNYebu+uXzzrtpsoRQhZdT+MQ9+3bfvs2TNV3scxoWyeXDw5vqB3D+tuVXK+ePLs+vq6aZqbF89iKQ9j/+7+PisYcsa7OMWUuXJ0iSgX4ZyJHBiKcYoxhrZxzoGhlAoa8r4CaBCPw4lqzH45/qXzNUQqoomNgFXEIilNNZoMw3B/f9/3Y4ypH4dS4PMvv/j88y980zZt22zapgvDY8RUatXmvGmCaYLZbps6UWkbV7bifWOtzZlLXhNRRNt07fX19U8//vL99396POzlcLDW7naXWXiahnEaEdV7jwT1EQ6N22wvdtv1289fB4cXl1vvbYp4fXPRNaHxXrlYy845Z118SJKSqgZD5qSOlxglePv02c3bt6/3/bH/+fYQpy4OjkOP1KEbpugObrUOXReIQDS3oVk8W3LOcYgpFedc0/hhOBpj1rutAxNTTiWDOSEPSL+CxRGRWb1vphhFoOlW7XqTREvQ9WYTp4maxpOd+kGda68ubdd1zcU07EGcbRxZC4QGjWsCIrarNSsmpX4qA/sIPoIzszxZHaguUMkCxy9R9Tzq1TJ/iaHTNC2yz/bXKv/LPbPU8kv4NrMs2j8JqQt6w7PsM8z0/wWFX2CT80ksnbFx6kppNeeCWTXInDnLL19zyRxLcF8+S0QWUf1lVFCr8oqKL+9JZ7u0NRmYs1WJmnvKLDeyYFl4NjpeOobTXGs+vXA2HEZEe7UJ/+qf/YYj/7v+P909TBTYIkkpZl6bFldEThOGYRi6VQNIaJ2zzpKploo1S3vvAUWBFSGXopwAikQ2Bq2zFkGkVJqpaCml5KzCFez9NEpFPKkZqyqCwZlZXBsiO4sUEZFzpv6BzmYvy58rQFSrieqyVm9KVpmmKeZJVdt1G0IonKdpQETvTyvgZK33Pjhf2yVjjHOuZMk5I2m1zen7XjQ1jTemynvWCah0reaSMUku2duwWXVPr29+8+2XX33x+c315upya50UHiUlgKLARQTqegiAEpISKgGoqBJUkekKTUKlbnvrAOqyxac1yHrT5FyKRnLeeeOcAS7DeNjiTkCtd4KIzrqm3d/vY0pjTNfdikTu7+8fHx9zKU+ePXv+xZvN12qNGQ7HVQjBeURMIJl0fXVht5vCOo7xcDj241DDImF2vgGMHLMIGFtdXMZxHNfbi6ZpjElIFEJLRMxWrFXVZZpfdYdKKcf9PrgGyDAXzoyKnowqfvjwAYDSlEspJcs0TcehH/rp2YtnX3/97fXTJ5mZuFjhMcVUcuucCYFAGHQcx5xjKtk551ywgp6C96GIGhTjHRHlsVzs2suLty+ePb26vvjT93++v384HA7CuaSUp6ickUhKAYOIaAmudts3b19d7nYvXz4tabCWYp6ARFGBNEsajkfh3HVdCCGVSATGOOusRSopgbI1hhXXbfPi2dPHw3E/jB9uh77vm05H8M7LMGaAIznyrbdZGWS/PxqDw9A3IqooIg0F74MIn3Z6C4MhQDHGoLVVNxgAUOE8NHgbALGUUQScDQpUM4ELzThGst75dppSZBGWVFimkbxDccehjyWG1odmXThVQAmMG1LeT2aShm0oEGgety6V+3mww9kAvd60bdv2x3Gpr3Vm3y8jX5jZMnTGHVoiNZzJZ65WK5onojWS1s+aprSMixesZoHCl1ivv+bY5Nmc0sxsH5rV05bmo/Jqql6knjGRlm+3tCPLGSCimgDMmR7ReYY2sy/YeUshs7rnEifNrIm5zB5qvbuksfOmR+cNifrr9kyJiIjss+vu7WfPA/nHu8Nf/833fRzIra8udjEnUshTjDFaciacDG+lsLNUGb4552mcclHC6H2DSCyicBp9FFDn/Binauqy5EljCGHBiT4p1RGBsRhjTcizwOdJgOGkrETzJrSI5IyllNDaSohmViI0xlZK6zRNtT8rRVJKpZzwNWer6Omvtk7MrL4kxVQRN2YWI8IKlg05YxBJFVir/jtKXeyy1tRFNmtMMWIMZplyziLJ2/DkyeXbN29evXj5m2+/ur7YNcFYByBFWVRrBLdoChlr0BnvrSUDQKyT8hRL8IZE05QSprUxFqyqtm0YozJna1vDJ3ZB2zRySpkgUkrKS1fovb+8vERjYsnryx1jPE7jmOI0TZFMnpKqrlYrYxq3WWfJ7K1zfhVCIEIA5jKUVEBb2wbvOU5Y7Hq9bnwbnL99f3scHqx31lrHwThjzKl4GcexW69FpEheVn8FNMhqyomZnbHKgghEJKX0fS9OHBnOAlksWgTgosf+OI5VNZ6P4/Dx48e724dS5MWLz56/eLG53PZpTCWnh4dm07Ztk2MBqBWLkjUWnSJY71zjsxbnvA+Bx6iA1lhVvdp1Hz9+HPto0bx+cbMK9ocffvzT97E/Ph6Px4olIiKQdl233W7btX/57Prlk8sQXLBKANt1061Cyc3j4/1U4rrtms0q58yAYy5TyeRdIFWUolCUDWrwdooMwtuuffvZy7v7+/vb7/vHPYg+2GKsS5mniYyr24PFGXStJaJpmhRIFTOLcx5F0YEPVlRTmpSMcdZ7r2Rmfj0LGiLyxrJlY8w6dOM4QoFgAyqN/ZQzX2521lhjHBoLZASImTnzVNi11rQBIKRyzFNxq855G1Pqp7ELDTo7FRpSjkWZglIDurilfuI4LgD9eWibN2mPNJv6LeBGDcFLMF3oQ0SU+AT0L3H8/2/Ze/5ZeMbhwRO53MrZFjHMs98KMyzvs0RnmFEpEVmSUw3ZizzBEnNh3iFd0t4CIllrEXQZetdfqRMRmge5C5VRztSXlxSy9CuLscwyXq6vp3lcfP4tlmOu51zPVx+uN60PzauXT/7yd98cjuU///U/jn189fbicDgInIzW2tA657SotQ6lKEscp3Q679D44F0ngKCU0lS4kEGpxE1bZTG0lCKaVJnIWmetCUsqXvyB6wWaT+KnhF+TgarWoZbOTgM8c37hjBe1pNY68QCAE990Zo6C2qZpmqaZ4jCOo8KJdJzzJ6nLev1sXVoGQKouLgwgiFRL8tC4lIpoKVwQrDVCBqwlhhKCv9hury4uv/362++++fbJ9c1nL54LR2vAkiA5tYpqVVmBBSZUUCBRVSBABEOkLKBACKIiRagIMEhhLK61Mc/WprOBmnNuqpZ4ZCWXYejH/mgNri62OJjNdlsIJ86eS8xpLOnD/e1l6DoyHnG9XtPKJ6d2uxoljh+OLGxBU2GjYq11zjaNLyDee2LjgpJz4phYDw+PD3fjer0OobXW2mAVmEUUT4YbMcZxHJ0NOWeu2FTOeYp5ipOtUJ6pzWwbGmecA3IACsxZcsqSxTXh4bA/HoeSyv39/ce7+6Jy9eTm7eefe9/kzM75tu2iJERk0OnYp5xjmprGX/hAxgmXmHMS3vfHrlWxNHFUIOeMings3hQ2BVHJqa4bfnrlUIZ+emzsYRiXp3HXNU8udxer9uXzq+fXG+bcOrCIzoOxev+wZ+WmaajxnIuCVokAsQTegqHErJxV2RhyBpOwCARrnl1dv3nx/Kcffno85vR4GFYQpmxzKmzX4wQoCHm1Dqvtigy6yVdLuZxzSZzdyWhTVadpKiqh7YhINLmmlbkypZmI4pxrTYg8+HpvpxyPg6o4ayt1AhVSSkBo0WrdxjJ0jKOTsm0a4ZS5oDA6ZeaiQqKskApMApmwkA+cz0srnNmWi6PWQsupQMput1uYjpVwsdTCNYTxGUn0HDzBM2ynXqOmaZa93OVX6n04owu4wEdLcY0ztl4PL+e8hNTlICsZqX5cRTKZeUlv5+nnvANYPnf5r/OqF84grOVo9YwYijNF1fya8ArzBKL+u5kFiE7I/hmLdLkQNegvAbOC5KfWAXgiDdsufPPV58deP3w4/OGHD8PxwJJZ6nJsqI9oiUVEW2PHqY+lNI1fbXZtuzI2EPr7xz3M+w7OqIDmUozD4BrmLFK/niyNFDMjelMrjmq3msUyIVbZVYOIWstahSVFL22XiKQ01Qu2XNQlq9dsUZNwHb4viPlproKnJRRRWTLNCV8ztu78A0DTNENiOPuZuzwGENHCjMzFECkwc1FV6/X6ZvfFmy+ePXn6zVfffvH2rUGqLgvGgDWEAKKs1UuqSr6AMEjiQghkuChnLkiQczSM3hiLJqeMJVoSLeDIOGNVeek0SymKiBVenCsLMq5p3HRgQQAka83D/jgMgwv+/fv3b6+eEdkuhMR5etzfH/qVBWpdd3GRU5KcJUVGtNaIQecsC4MzmE1nfEl8HPZA6Num0uBEoNb+ClpHIKFtrbUpFTzpxJ2MCkw+WZiWmCQXaBy0rYg0TWPVOGM9OZ7yMfdpnNKUYeVSSuM49sfh/vGBWZ49e/bdd7979eoVGOr7vtm0IQQCkzkd+97bxiIJoLEWyAIpWaekhbkwM6oaqyajsbYJKaW4/7Bu7M3FltA8Ph4cYmOvrnbrUmQc49CPU4p19Ne27Xq9vmjp+npz1bkxlXVrp2y5xPv747t3v2wudp33Q0p9P6IxlaJju8a0oXCJ02gUnLFIoKqgTEjBUBea109fvHv58oef3+8P45R4SsUZNYZyEel7hNK24fb9BxNsjLFbrVwI3njvfRua+/5DVYVEImFJU6TK0WEmY7zzS0GdS3bOSSpQtHPNVPJwHBoFG7wmVrTBBhUoMTvjLFKKmchMOQ3juPXQrDopZswsCKQqoJkLEbNaBkiFowFxBiAvPf35cG6JqjzLotU2/fLielkEM+YkVHkeFs/hmpwzucWY9lOhvSA5S0PA89pXLbcXKHxpERaonWYSUZ5/lpi7pIHaScOZExSejaYXbOMc7QkhLPBsTUKn49RTC3LeqcyQRq4F63LSanyrv1713ZZadjkt5x+65MvzDEfzgtuCk9fPOvVhUnJw9uqimbLNpfnlw/HxmI99f31xeRymmKcYY0VgHbm27SQnZXHOXV9fP3/+0rjw8Hh8fOjr4z1NU5HsW2etteBd43U816o+hdos2VBjyHjngXz9biJFFKz1y0nXEwKIy6Wq2bhpNqqa0kREqYhzhuiE/DAv2I5VRQBUxbqwo6rOBS4Tc85canwnUynD4k/ueeKM5XzSb6qt0/n5pV8PoCr65pw1xohMpfCzF9dffvnlP/+Lf/b86YtXn312c3nTH46S04z4sYiknDhPiGoskrVG3WIsvNQLNVeBovfeAOU+a4pdozlnY9H5kyNELXlSStQ0RVglezKr1UrzJk59SoMIMUhYdb71jx8/llK22+0Pf35Xqy31PoSwWq2mKN57dH6YpiIcvPXWNtYEb1NJeRy2F7uY0v5w2G0uuq7LY4xZiahir9M0AYgXDyilFDInTFNAQwjb7VZAMwszr9dtvZrOmYW3x7mwKCuhFeuNquYpHh73wzClAQ6P+0M/HveHvu/J0vPnz7/6+uumadDZggGI9sdD4mSCRUQFattV6FoAKcKcMxjsVutU4jBFchYIM4twQjMNw/DSggp03vimC951TTsMqT8OY0zXF5ciUkc7aE9P+4VLvjFaphIH0M5bLKpckmuCdW7KaegnNPbJ1bUo3j48ri9XtrFxyFPJAch5S0JSSw0LSGisud7tXj5/Eaec+jHmlFJSo97Vuz2BZhEpJVqUlJKxDmiIU05cpimpO/kjtV1nysnGtgLT1lobvHW+CMcYY8nOOZ1Umb33qeSxH6x3i/IaGkNzbUsKpZIaV23oVqsWQ+tSFG+cGDNOUykFwSBwERHFwiqgcvaMLAFuQXvsbNKyhKe6JFzFetfrtZtdHmHmt+gZNH9aKfBuQbGXeA2z5239x0W5k84kGZaZQX3KKgdsqeuX4HjSVppTVz2k5a14Xr+vAtQ0b4r9kwRQ7+pZtsDVN6ncBITTjbQ85gvt1ZyRnWqlW+P+8n1hRvDrqTsvTJfIvsw5ZP45T8Ay04Hq+zRNYxvZNOqC0+Z52DRdzm+UH/6f/6//w/Mzz900jmHTHOOH7bVneIzwfl0eGg9fvP3t737/rbDLhS5Xzf/27gfIRx+sN/ucBo4rQxRkY0sHMJVyZCm2YedVNRUGZt+tOgIrgiWXXNg677tVCO6+f0QHhBYhkA2WrBROeQJLRUbGnixXP5amwyY0/TDlzKoQglsIoPPIkY0xhKYwg6IhowLNZsvMgIhaGLIUEY3KpW1bziOXImlCJO99zGVK2aC1Rks8kEZn2ZCuV6YU5oIxynq1Pjw+Dof7i453pG8+f/PVd7/79jfffPvtl7vtylgs8c4AxzwFt1aFLIhqkYIJKBqL5g6KA+PANBCMECiJFlITx9FataEhLJLVkHd2Hcc9gVcSRFxvTb8fj9NDk57bsCrJMLAzY2jMONzfHe8sGMnhMD1eX19fby6Px6P+svdEXWjKlD8Mx8/W4bgJ+8MDOhPMSo9pQ81m++TDL+84gW/bXNCg75qrnCY+UDBhI6FjDY5LIyBR7Z5dc8hpu1kxp8xlvV5TTDFy7o3Y1qLJksehGI+AZcxHZ9cQAFj7eAghNE2TYyJALpUlhv04xTGJhs32iepxGIY23Az64f377/cP+vbzzZsvn1498SGUcTyUcUgjbnbbi81ORMYIqRki86pbFdTMKYNMKU6jjuNoQgDrpimJiEHSKVqWQ9vElB/i1CClWPbT0YVw/fz14XD45eefEcrFzbZt/KptHJn94fEwRWogauS1OcikCGOMguj8aR83IJCwHnpkuQJymbvMmooTMM5MDMxltdr4bnX/8d6SNyWNaXz+5CIPx/d//mkApRJfPnsxcP77Dw9PrnbbZnX/wFaJ3x+t0etXN5fNxS/j7eHhcb1eI/qkMvQpJ7XebXaX3WrFLDGnh7uH7cUuxoRg2tCl6VEiF6QkZZrymPNhGig1mydPhEwS7Ro/xal2bHEcANRbS/tfpinC9uVtxpxSixM8/vm6DcH6W9j9n3fNsPnmYX1T8nQF9nj3A+yeMwuAmpOkIqggggnB16DZNquqXjVNU0plT0e0hhCzMMinMF3rqlMiEcklZ2GdbcgrkcwYs1ptlug5DEPfjzXA1Xou52wMLJ1EVWRj5hqaK3JSOfuVLz8Mw2bTVuVKVVAtOZ8Qgkr8X7g3NWovOHMt1RduK86s//pXmTUY6oGVWbyzgkj1K9ffrShWFTLw3tcPXX63JrOqenTOB8WZRxdCgBBq7ieiylmqDTSdsaTO2wt7ahCkAOhqtXr79vXvPkw//Hn40w97Lu1uu2IqXePScB/WCgQ315efv/36yy9+++rVt4cj/7e//cOPP/4kAixq0bjgW1DriIvmHFXVAFe7LhERUSLjnCXfTlNSHkVYK1roPim+MjMhIzCQAJxAq6UAhxPJpza13K1agFgT5oLB1RuiplDRc3/2WY22QnOqWr29gHLOIEpEhhCx0glEChtvU0oAoigqkvLk0XZNGxOUEE6NJNiu67bbi6++/Oa3v/3tq9efXV5eOotlNqipFdmpjwFBNSyIgBUFgk904U+ZfBmLFSlUigUwxnjnIQkAsEoddNYOQHJxq+Css1QqKAqIzjoBXa1Wbdtm4Rgjq5RUDKD3/vHx8eHhoQu+a1oinIZjLBEAgE9iucYYUQZDSIqGyBhr6STJl3JJbIQ2TZfNoGqQyIBBBWOQQrAWrQn1AWCoRY3WikNS7cdPii6Ip70NYHDgYo4llhw5Dmk4DMfjsRgzjuPt7W2M+uSJ++abb25ubuqSUdU1mmeJWQDJGuBTwy+gCGCRDBIpbLqVCDgyiERN68ggIghwSZaMs85b52yw1nKWaZqaEJ5e3zhLjfN5GiUXat12vc0S6zDJ+aY+hyASbFhdts64kpIUZpZM0VvXtq0Jlsg459brdQihKJQsXddx0c1mY9AAEOh2t1kpy08//fnPd8Pj44EMtm1whsZxhDSJcze7Teg6Z6Hew13Xtaa13qWcUNVY55wT1XEc6aSgdSqQyVlA1KJoyDdhPMRxHFklymkyaQCVxdRNWmxyjDmnaRhVNTQhx/3UH+M4rS+2pMGrknbeuVW7vh9tP0wfxo+PpEP23bpdr7dH1QUVOR/DLhVo/VlQlNVqFWOsi2P1Aa8+dLWSWxpuO5vUWnuiCdkzq4CKPdQ4u+AEOjOClowyzxdheSSXwp9nlbcFO5r//TROWAhCS4qCs4Hz0uj8k3+vv7LMwGHeIINfLzYtcP95dK6vWa/XNfTXTuIcQ+PZUwxnYSVmbrxfPrrm8tqL1Id6QeGWr2n78bjlDRgwxlxtu7Da9QP++afDH//4/0kpt53P8Ug0HvrbzXrddf4vvvjir/6nf3N59cL6C6Th4fHwxz/9GawD65TIulDqqEEKKHOZyCKgIKoKchGtDFLTIDZFLCuqIgPiyTYhVyUcJQWoex8ndI9LYcmllCrUAyD0SSicl+tXv3C90MtlWHo9EZliqh6NiFj10wGVELkIgiIinPbOjDMkSFDXyoFPSkE5Ieqqa3KfmblUYM75q6ubN2/efPvdb7777rvLq4uucVPsNVYJZRuCk5MaHiIgISlQ9ZpcmsHzHDA/PCQimbNhtsuCuAiTJT2JoXpjiSiV5GDlnDMIzGMlWRtngIv1zjgbYxxTJKJhGEtMxvoY4/F4jBe7VddYQhFQFilcZJwftrqmwaxWVckaNOi9J4CSYpmilNLYpu1gGpUMKhCgWGvBkkdD6KyjIictGiT23jqyhSPzp55UVXMuKSXJoqQlcYkCAjHGvu9TKg9Tvz88fPz4MSe4unny6rM36/W6H/vVplNVQ4TORs4xDkTGed/4gBkN0UnjEJGZLSASSWGJGdGQgjEEAlK4Xbm2bZvQIaIAtqFjZmEmBatIAMp124isMTaEYQpjiuTb9XazXq8Px2OJBVSNAuecpiiFtWiEybbonXNNWx+2KkAy5aLCiEoGQuMIrRTpOh9smKbh2fPrg9jp3ccYx7Z11lkRiaU0pA8PD2vv1dPd3d398cF3bViFh4eH9SYgYuO8b5oxTtM0Oees92OMU4o0Dh12ojylyCeVBQBlZiHE4Py67bquY1DORQo7Q2hdzBkA2sbvLjZjfDSEBrXxYcoDpwwi/RRHxWNEZp9RhYzxAY1RhQX2qT9mpsAvwznmkzqbmb159cz2pNZ/McZypg9KM1GHZuHlhS1T6zmaOTxVfq7ivTRzY5Z3qOjNkgAq8rwU13haCD1FxuVJrN+oYvrVnmQ5GFVtmmYRKThHipb8tMwYahrjM84+/Bq7r19nCQgLBlVVDxakaIHFeFaSWFoEmReP69d0znVdVzueMgtWL3OLU0/Amqc8oQA66wma1r14cf273375X//mH//4xw/D4Rc1Qjp1tjzZtW/ePvurv/yLL9++jMU+7A/v3n34+f27/TB2G4+uYVRWLCpaIio4TwRIRpBIlAC1FFblUli9Nm1TvWTK/H1ZC8LZ2VH4NIJBJALRT77siGit8d7nPKlq9Vtfzub5STzdAfjJe4HIEiJgFetHUgQkgyhaSmHRqj8V6hkfUgYDwoDzaZXCwzDEcawXfrNa39zcfPPNN1999dWXX361Wa+8Pa1sVA6rdYbI6OxZCtXnV0/qUacyBFVBAWd1byVlXlgDOhOic87OBmN9AlepwwBak0rOkRwoMp4yvzdEUafCrABTjLkU41wqOU1ZVU/DW+Zpmgi0pCwicZrAhSZ4Y8wUs4gAqaKARbSGS2VrKAhCljhMGksIoR8O0zSpZmuwcAIlALIGx3FMpRhjPNr55jPGG4s2iMtRAeoKXkFEzqUYE2MqUVDMNKXjOJWY9ofj8TgwwOVlc3Nz0646Y633vtus+XhMXBQl5tyPg/XBtb4JQVUdUFEGRSRCRtZiBKHwsiNvAYlMNSMUG8SUzDpNkyqGEIJvlDnn3B8OysVb16y8CpZSttuLFXMphZw1SJacMxYB9w97ACDA1gewaBAJ0JJh5r7vc85Nu1pqEWMqLwCJ1BARkkpxnp4+vX5/5MPhEVFjGhHYKBdmK9mv1kQU2kZVUsmQkl15S9Q1rbLU9WBmLlNZCuEaeupweBxHJUxcHBnnHBpmJCHyzjUhAOI4jpJL5Yxaa723hIiikuK6CauusQbTFCFOLek0Tb1i1JUNnaPOuZViJ2piKQq/KmiWh26hLeo8mTzH+mtJqzNjcoGql9cvFXF9/VJrz1mNzt9nwccrllIDSCml5hXnXNV7qGXygrDXermUU8mouoSTU9OwxJZ68EvdvTzISzeg8xAYZoGg5c/OfgrWywmBeXjLs6jc0kKdz67lbIorZ9tqy+hbRFKMS6dV89zyv8sVoTPKqW23HRpJnAkLj8DsupX7zbdv/vX/5ffT8P/923/8+5vdpQt8ef3s68+f/4t/+fsvXrxoHXGGqR/+8Ic/fPh4a0MrZLKwJFZhxcowBWdJCysVBDWAoqiCpQAXBZHK9QcwAKLKeoIZkDMjImg10mIFo6ogbEwAtM45EKyZcE6Gp1wHALOaniDiySZlCaCkCqfq43QKTh2XqbnDEKIgCkqd1bMoVbedZIwBFE4ZUBrnkDSOI6o23m5W3ZMnz7766qvf/fb3n714cXV1lXNOiWq7gKhEpn4TNFTlHFiyQiIUIkRjJIvqp+iPRKRkwMhMRyOtuBGUUkocfFvduU7FVM6ZVEITMovkosTeYtuskJNRFhHXBLQuc4m5FOEUS0rJG2uNrxkPRRHEIIExMcbOhzZ4ICrCShYMKaHzwVibUrSIRkkYIeu47zkX2G1jjIMkg9J2LnMDklVM1FyyZuG260JnADjnaMDkmOqJV4SUkmBx5FofNAFnZtaSOce43x8fH/bDMGQ0VaHlxcsXL168CCGAodV2BfVaoaB33vlMTNbY1ogInApJAYUqxC6FrWuMI2u9Fp6mSVmtNV3T+oCsEqfTsliKWfjkKi6bLQqAymbVbVYrAAFRtGqsHYfhfv+YUq+qzjlVkMJEFLzvmpUxBlUtGefcQx7HMbKI88ygzjnXOedcnHKCZJGcsYlkPPbO4+vPX2a/cR4/fPhwOByF0+XmKQlO48hNW1cuvQ+olEFFpOm6EMI0TQhg4JPiGAB0XYeG1FDTtZCLHpCMYRFSMQbJ+sI6cc4xSS7Gu65tSymciyUkQGdtHPp3+8d4+77bXbfeaeGcs1PyjU+FHTXIwWA3jdqXBM1aAdF4c7YHC/Of5UyyeAlVNQI2q67Wp3mWra+87TrI/R/ruSootBTgNbxWILTG96VCR8Scc1WdqsVchVAqxFQhI5wJSwv8or8epdZaf0FmiHRJOfXF+/3+nPGJM922jo6XlP8JBEZaPmLJNPXrnAP0S6tUGZ9VkE7nGTXPGwznXKZ6YDXiyzyCXrzYqr/CcjmWS2CzJKWuaYIPoSiMY7YGt2vz7VfP/+5vuv/+j+O22+0um6+/fvnm7ZO3z69W3ihnBJPi+O7Dh+MwNZtrNm5MR5bkDJAxoOQMWNIxTwCsqgqCQIiWEJE8glMlUFRVYClSANkqsCWsyg81PwMrsorUMoqMqKpx1rlaYlcvqmjmXXCcnT/pNO+Gamj8KXMqG+sQURURCNEQAAJW8McYY+uOHEstt0spmZOxwRgSUlR1lixhkoKGNpvN8ydP37x5/fnrN5eXl75pxhgb77QwErqT2fipa0E0ClL/DCpqFEEskiAukf/05CARfOp5cRb+U1UuZZomLCZp3UGfbYMsAZy20kPwJK3kUdKkit16bZxNXIZhGI59LLneN8Mw3N7eNj5cXWyDtwZRiklpkpK1MryFAaBI1iIuWDIAAMZ5jXkYpsPjcLzvGx+McQzKqlXswTVOixLZcYxFWYSNJWNM0cKgjmgY+7lCqUqN5LwLIcSxTIdBBI0xfZpyKYiYUnkcD9M0bbfri4vL9XbLoDFODuz9/n6MA3rb+A6dFY8KgI4gKxljnBUAsjaEUEQrTEdE1voY4zhOdZhmrd3sVkNf18I3l00zxRRjFoAplWa9CW0jpTTeq3BJDChaSrfqWmtYIZXMzCw6TdP2YgeiRJasMWSIqMaAdVgzc5ktn4xB50wV7UBSAK4dH0PxAbe762b3AlGY0/39McZiLBKbIaXHx0eHkNPQrtqwbmKMaV/WFzvgT4amOC+R1lVYT02a2fdIZIMXBADw1pL1Y8qaYowxx1QjTkkJUZUQFbz3eRofHx9dnHarjgDHcQIAQSqsY5L7OIx2gz4I2ALGWq9CaNBIXvD6pUCuIWnhhi4BaCHVnAdimQmR+Mkt/FMuqULx8usFoJTSer2uz3h9sZuV0he2TwjBOVfl5+qjvWSp5bNETvZKy1sZ42AORzS7mC0HprONjJl1GnQm8i9gDs8bxfWYcf4DzION5RjO19NqgbtMjJduY4HU7OxJsNSCp2M+nSVTcwbP4nHmTCu0DpPr59oh9hdm5721DpQ1eLIWJ1fevLr89utn4+GL9bp5++bp558/f/ps11JB5TyN7345/OEPP93e3rKCkGMk69o0RkB2pCoFDKGqlIk8iKgIICiCtcZZs3J+5YzPDCCsypYQEQW45Nw0HSGBgqggAKKIcm0VUbIIE4CYGh/BGFNOLl0n2R976rAWrPBXYkGnKy3KzEhKVK3spboVk4oo1YxVLzoiOWuI0BKS2JInjqMPbtu1wdnPPnv96tWrFy8+u7i8JIBqStqeTKsBSQlIlUVABOzpJq6L+WQQae7yjBqDn0RF6kWtRYTKr7h0pA4IMxdWdi40TYOkhRMx+8YzKOop+Y3jWFLMRVIpMk0xlTHFYYysElwQgMPhEPtBCq/ar7vgq+xr13WJCzOzZhFBQ7nkajeYWQXJutA/Dh/e3f7y47vc97vPdmzIWG8t+dZYX9UqIFivighZBJrGA2mJSVW990BYjdjIgUOqpmPWGFIYhiHY1hhfgV0XfBG+ve03G3dzc3Nzc1MlLQWKGCVAMeidEQJEJUuKwKRtG7Cu/uVERKHpCix1nEFESVBKKQAmW0R8PICqGusLcyxFgQpoSmXqh91uoyI5xswlpTQORyLarIJPyRgTVm2D3TRNqWQnUOUtS85FBFCtwYSqKXbbXdMWAAFDNa4J6DT1xhhrQUqOKbEwElsL3lMH/vmLm5j6x/3tw910//AQCAtn4zchhCmOArK7uVBn+jRkLsvwc6m7tWro2pOq2hAnBbKzOIThZK0la11VVhaUopxPMdc6K1KklHXXcNMg6brtmqY59v3Aal3IQ7x9PN497B+SH9ZXZrvyvDHcGNvEMVctSZwFu5bYh7Md1VJiL9Vrld333i+bg7VordDNpw5+/oPIadGsJrl6t1dG0InMOkts1lBeQXCdh7c1/C08UZz5Mwse1TQnWSE4DQ5nJ/CTxpE5H7ECQNUIWqryE0os0vf9+VZa/Tp6Js6zlK0LXLwcw4Im1clwPdoa8Ze+YcletdKn2SCspLTkjAW2qsyipaNafp2IrPfWORPz9HiYAKBd7babjbI09vIvfvtm22mapu9+8/mTm83uojvuHwxSjPkf//4f/vq//PHhfo9gWUCQQteNuS+ctCSJMZBzFhHYOiPKygBgEIhMsNaf9piYpRQiCo2x1ikwcwZjCBHUIBjQTxZC69WaZRyn43RS+tZ6Dba7dSml5F+hY6XI0tYhfvrONfrX8pOULAIRAc6zkcLMXHIWKdZa55omeExqUK1BH+wYJU5Hj916vXrz5s3XX3/95s3b7cWVAIqSc8a5gAoqwlmVWIQruiUiQEbrx0GddBCBgLIxhoQIqfYBOqd05xwAKZdSiqigQeccUAjkOIIChuBabZUM55LjaJtWpcCJVJP3h15ySik/Hvbeuiknnh0k0BqOKcZ497i3hG9evdx0LafsvN2stpCO1qAwOkvkg4AiUNM0/WEAADA+xvz+w/2793cWybp1Nb20RIgYS8YRDJEhay2xtafkkfM4jkqAiF3XqSoqoFNkAQGrBmaCnSMh1GEYxnEqhff7fWK4fnLz1Tdfv/zsM2Oh8GS8a7pggwUCcAYMFMkZ2JCpljlkhLwDZQFiBCAEQN8E4br6BwVUVaeSASj25erqarVap1IO42SttU2Ljl3btG07jr0K2zZg8AUUAEzbHGKqXI42BGaxTdusN6eHP1JKSY0ha5l54ixDXzkYFZgCQiIQKd5b68M4ytQPCGIdooBCaVr3+dtXT55eGQt//Z//izIb4y9ubjrv2/VqHPthKsaFEOzjdIwxRn86e9Za4rJgLFhDoQozkyHXhM1mg4byGEWk2lajqhTmnBOQ9c45E4Kbxn4o0wK710Ly9m6vrt1eXIzD8djHfmK/2fLqArs1D2ZK4nxJKRtjRE/2L3ymxW/mra4lmpt5f5VqF1WZYGf18vmLdf6Z+4FP7cV51bww/ZaPqGejsozy7KNbhUmqXqTO+poLtJLzr+T+RU7kyznFnj59+ZR62Au6slTlMcZzyTaZpSnymXm9mZ1nFnHQ5d9ryb/ZbFJKj4+PpZS2beth11R0Xs5XmOhkl6JaobD6bhVYW7qTZXpR+TIhhOoSgMCUc1yvtwZ1//Ah+Dbi+C/++dfffvk8xbHx1LWey1QcHQ7T435IWd99+AjUbnY7ceHueEQm55wJjQOCgJqPUuTy8vIoj1rVdFGNMdXKVFke94/OudB4a6nkeOxH5kxEq4snKgzKqEQIlTNjvI9jX8pEBN4HQRDJYIhVcy5t29q1Hcdx6Cf+JKhkq95GreVniW+rSF3X1jUoAEopCeftdgvCh3HvLAHA5eVlfzwIl8NhRM1oSZIO/cEhbNuwbfzXb1999923X3zx1dX1k5jLmMWQgXobAaOeav35LlFrq/HZvDACCiKCgiBkyaBBRRVVVWONCGmpOcDWbeMihRyhYkxptVs11g6PfPtwP7C07gprQQ2iqqJlGDIQXlxc9Me9Mabo8Msv729vb/MUrXO7rhv78eOH2/Fw+O7b36Sh//jx49vXb949/lQeY43OwzCMU2o2K6vS+NB2q2lK3jeH48N0ePf+w+3P72//8Kc/EyNiuPrtMzKu7XyaDvvDw8Vm07btOA3WBN+4ComIlDrTKaU470vOYz8E6zrfgCoxxuMUpwlEhmHYrv00Tfv9frPbTZGvLt3nn7+5vr7MJZFxxjmA04Ll/eEBPfmmmUoy3oWmyTkPkLz3hYCCS6mk/qiCAMwCV1dXRMY4xyolS7dZH4/HEByQYQTbtkaQrEGyNWqg91hysG57uQPUsOoAQDhVA9KUUlIw1oXQNE0jIiVl1r4qJPYpIeL2ybUpJ1b4vj/GnGxxANVjtnoEFiJQEWtrJTsVc2DWtvX/5t/86zgOf/ff/q7v+127cs5tt9su+ON4TCklLEA4xEm2HSiIahZWBDDEzNMwtKvONaE684xT8t7v93tEpJhTKUag78f7u8eYte12oSu73Q4MxTENwyRS7U3Ju2ZK/bsPH7N4IZgy//T+9ucfvv/2d7/vrt9+P4Y+FnQdkOnHKKoWraGT5j7MQPw/gTUAoJqxVCH+xeSdzohh9RfL7P9Rq+BlTltz0jAMfd/XSFe9BOrOVIX47ezuW6GhOvitwwY3Sz3D2fxW5rn0gv2ecuoc7k8gBH7qJOor69susbV2M9UzAGb6JpyNfKvz1/KGtSargb7v+3pjL4G7BvcQQu0v9/u99361WtV/X+beFS2orN/heKxf1s7u9gsqtcBNC9iQc7ZVStBa621ABSkZVBDYe7GIq2bj7U659Mf9sT/0h/2Ymtv7/uPdYz+mrE2RAlhExCoVziVOSXqSkTihAVsI6PTZCKiqCipSkPLVrhMpLEOJKsKe0NpgrY2ciRwRCUONzkRkLJxSuiEllVMfRGTBWlspgyISGmfNqo77EVH1k+dOvbh18nwCVeCTCMQ4DpZOZGGAqoFUYorTND3ZdMDFoHaE69Zf7jbXlxffvP7s6Xa9a0OwWAoQSDk1H0XrdBlAASo3aS4NLIiCIIqgGlCDyACmlGLQiX4CqZZbByCbuhuSXc7Zaq5dLZLz3nvP4zSDoSLjOLKq8UhErmlINgap5KzUPtw9Pjw8HB+Pz58+u3p6fSe3x+PxYrcrpaSS/92/+1/f/fzLv/6//tVms/7w4UO7Pi3L7O8fgGxomy60Bm1/PD48HLToYz/dHvp/+PMv+/v+/b7/ffubLz9/m0sEY1fr7ZimpmnIWGZGMCIlcwGQIuKsAaAQmhjTOEUx7MA4cnGcDofDu3cfVqtVnuTjxw+qbDzd3d2KwsvXLy+ur9CaWCJDRhKyCE4LFuYcTBdCAAsMGtMYpxxu1gVUuYASEglC3a1dr7cMWmnCQLboRNastxvmDISC5MnZxiHZLJxSJu8ZNIkCSFEwRH7VWu9B9eH2Nqk2m03bBoOEiBZpmiaGlLiIirPOBgIAtK6xhpnJ2aZprDebzaYmsBi5nFymJ1QAS4ggJOtNe3t7Ox2HJ0+efvX1F8Px+OMfvt/vH8IJzhbfhKZrlaNJBg2RNU3T+KZJKRXhzWYDhqouyxJ3qrM3Vy8tEQACNGQckS1Z45SDX3HBscTQOO+aKQ7jEMepv3t8aKfj7/7yd//1+x//+Mc/KeJ2Ff7n/9v/fUjlw+Mh2g6d04nqcBsA4Yy9w2d80JpQz33bl9LeOldmWf+FRYMzexJntqKbxferLQd8gnxP6eHFixfDMNQgWFuuyrvNs0nLAiJVCOgcBVp6heXTF3RI9bSFADNrSGYxfZglms8f23rCT4LnTVNFa85/keZV5CVh1ORXh7RlliSq6eHcVGBpVnLOMcbLy0uZJS6WEToA1JMMsxAQzDsQSyA6f0NVtXmKJbHvQnCeAFUVVQh4u+3SNCkXTzgNJcexlBycP5b27hA/3g+5kFoLQATojLVEwMggiOjIIFpCKcxC81AeCAFRmIhBEyKiTpIjKnRNu93u1t3Ge//jMeYkORVlNeiNRQEtpSr4E5Eq5HzaYal3SalOC7VYIAMkC81WRIrIaT5+SoYkooVAgMgYNORVCoiQtU0I1oICqbJ19bcE4yiloKXO4M26e/XkybOnN6+eXF1u1uvgHEpEsSCsiKoGMVhrLJJFxSJqyhniBnByaQWp6wYIAImZkQ0uIlDnpg3FGNs0jUVf+sLAIdjCbE2tg8jkSpEqIkKIhsgZssYSFDQO0YgmTnm73V7tLvb3+/1+f1gfai+83+9LSt9++RXn8sc/ff/02c2bV6+bJjw87Le7HQCgQvB+066J8fb+zhhvjf/p3fv/97/79//7//5fHh+mMcKHv/95/Xrz+eef74+9d7rdtDGOYAgRbXBN6ESgFAGQtXc+UNt2JYtzIYQWi5QigDnGrCytd4/3D6qYM2dO9/e3+326vGy++OLt9fWFtWYYexFAAhJ1xXjwAMC5jONYhNEQKgKAcXYuNBlFVU70XYuEAkDku261Wi2bg23oCEmyFCzWB7KOCqimzWaTYvShEIIiliLMagTQ4BgnIGpXK1OrVNUxxxInrQZMKmSMlOK9X1/u4HFgUKiy9d40TRNLTDGmlFhOagdwJt3V94/TdLx/3Kty07iXL58fbm95yA/7x+1q3bVhs1vvdrsO2az8arM2zgohq5Q6vyWqNNmTSImxBlBVQZWqo7CCKlpjnAtAdhzjfn/0vmvXOo4Da2MspMyKwgK5iFH713/39//+v/wd2/DNd7/5/Mu3T58/+cMfv9+PPW+JjMvCuUjXIhFJ+uSN/k8GbwtKA79WTKPTU30qVJcQvGghyNkabUVQK94SPu0AMgAcj0eetSDru+WTyceJFULzvtV5pjmfwS5A0/ImNQEsfy2lNrKnQI8z5eQ8hcwvW4pOqqX6MqRZIKAF59GzyUHtPGq2qwfT9z3UFd85jNRTUaGn80BfMyKd/WOZFVjxbJqiZ5QBRLQERpNAAEdOCQEEDBdOqASYC6exj8NxHNNkjLXWlbS6P5SHPgt664KCtUTBEJdMwGSMI+eIUJyUKefCxApkjEEwJCQoKhMayylZA9sO27a9uXz65OpZE1YikMN4d/cw9EdQWK9a5/w0TYf+YF1tIbjostiFiJhiJDKVBD1NU4X27KyOXfPE0vKoauW11+EwzAa2IIwIRCjCUvIkCVGsw7bzcjwAlM6vLzerVzfXr59eXe7WHWFAMSVBMk7EO6MCZIAIqxWHAeB6GbRwZZuqgmrd4a1cBwABLUtmxpNi9q9EaOFM0JXk1L4pgkDlC4Otjh8oBFqZQaoqKswcc5qmNE2H1ocnT57dfriLw/TLL7+AatO13//jHzar9ddffvXm87d//3d/+x//03+6vbv74vPPvTdrkZTK/uHR2qN9YdbNtvNtitz38b//8Yf/+J//5r+/my42pul8zlyy3D8epQihisB6vW3bDgCmcTIUVLGu2pMDYciJEU3wbbhu0jByTFyk9sVd6D6+/68ARkTGaYgxoYUXr59dXl+G1osWIDXOIiliNUkHZ60CKDMh1iEKGZtjUVXSefmoaOfDtt00TcO5pMPRh9YiBeuC80TUWMdFU8opK6lpgCyaYANk0SzBWO+9JTPFPsZUUnbeEJndbttsd+VxL1mCs5llGqKIFMne+1Xb1btUWcY41eK3MJNCzHmK0zRNY5wqJZ+IQApovfLw8fbder0Okz0cHy2558+f3r/78P7HdyVmESFr0BoX/Ga36niD1ihPU4xg7HqzYeZUMqF2XSdwAhOYWQsDYR1CGOsBQICmFA+H4d37u48fDzfPDl8WTSVdsIbGxFTIuinFu4fHD9//If7/2PqvZknSJEsQU9WPGHNySdwbLFlVVjWZ2WHYAUYE2IXIQvCGH4wHMIFAFrI7kAaG9HRPd1VlZmVkRsSNy5yYm9lHVBUPn7uFZ/b6Q2bcCL/u5uZmSo4ePQd9fXn723/+b/67//1/X1n8m3//P368+4TNDaOJoqyiAKKZhECTKs2YwylkH8PlfFX/qtDGz+O64x/o5NE4//3ZLfxZa2iuZ40xfd8jYgHK9bhVytM0rVarEhDwpEENJ7bP/O6/iv54Bpqfh3sRUS3KhjAvGOuJinpWt2nOuQjm80l2Yu5gUswzfwlPY2E4sYzgjO9f3rrQdfQ0NC6vU/LKeWTHkyNLjnHOKCXPzWnmPLCUD4uIdrVYkJIyELhiTCI5h2l4Hvu2rREk5cCSrPMhx/4wbgf59HzY9lHUqBJnIcuakmhUSKhJDCsWNpIRYBEFQEBDSMIszIZQNa0Xfr3qri/X15cvXlzerrqrccjPTzvVQVWLAkjOmchomRkiimrOSfBIISiLsgBQWgE8zZ2IyFVYIkuJknO4Z2ZARTBkiFnCNFhrvTUMEmO0BkUToKQUjEUUJmAHyQC8XC6/eHXz5euXr1/eemcsJ5iGePCGGayvTMXH+yunBEZQLAhlFmZhQQARtQ4UVQSVgaVkAkC1zhowBMW2+/OFTkTGWBUNMZBw470XL7z3zvERpiTSqnADqPgwiwFQREMgiGSNJ5MNYAjhsO9LHSEiOXJVNV99882ibj58+LBatMvVKqc0hOlv/8t/Wa2XqmitDSH22z1m4EmmkP/+H/70X/7rH/7+T9/fbw5goGcU5cVqnTL8/P7jb755W3kZp7BetUiWAIUjMwMQKCoeVfmYGZCSaGM9m6yU0WDMrGhB9csvv3x4ePzx/idr6eJyMUzh5csbW5GSomhdV3XjRXLOkYimaXCVr5y3lbfeZZEpppx58/jU1HXbts7YkDTl6Ktq2XQpJVTWLKImD1MO0YNt6jYPkwUAsCyKiTEIOKrQ7p+3hYdnPAKLR2c8qGocJgfWo4NhHPrekrHOQMxGIYzTlKJf265tAWC7222fnq0c9zZF9ditRmZmgCJn7yFOObOqGmsa17lDv14vvfei5Iwntfc/f9g9PiuapmlKoRNCWNh1U5sQoyAYZ6u2aRddjJHDRETGWi7k+hjDaHJMxllQ5ZxNVRNRCLzZ7X5+//GPf/ghMbx48eJ5s2vb9vb1i6ZxZCRyu9k+vf94FxP8t//bf/fqd//MNOuE7uHT3afnfbO8OKgZY4opkl3UNSFqigMyi7qZnD7HuPxLpTM4E2em07x3BkP0TKP/fJJ8hCysh9NGWOF0ln+9vLwcT7uZpRWYxQ9mKH+eMOeTGo+eSefj0Srg897y3DGU4z/dlWYO9PMvzoc3R/DCDuLTgnFBZph5BmNmlKn8WC62uUKfR8fzDOP8UOHEPirHVlaaC8+HzpwMZsR/DvdzbJlfyl6sLp21wEqAKoB23pnOxcFxipEFjHGAGuLh4+P+4+P+MIqgF7Cl2kLOlSNWzDGnNIEFX1kkaxxmNQifvWmIpKps19Lr15dvXl1/+eb1zdXL9eIa2b9/9/AU4t3dHbM657LiNPTDMOKRFXDUfRU8LjqKQM658p5PnmpluDRXzXB2Lk4nQefuTKQIFIulKqWkwkpIoM2iHUZG4cDRWrMAi6gXbX29Wly07WVTIYKkyCNFImSx3dK4irIEjjkFdAim4DFk0KApGxD2/FpBUhJEIlRBIgKah8DzN2fK9yfMzApaXo0ZlLC4PjKfMhz+QnH3HDk1xiBAjhzHCVgIKMUoDJfr9avbm363++6Pf3zz+uW33/wm5wgoz49PebPxP/9U26p2flF1eUx/+Lt//P6Hd3/7X//w/U/vP+1gL0AepK6DKgJ++vRgHX391VtjXD/snAUCqX1lK2+MUwHvCa1BBEQwxmWmQz+K4zSEytimcrv0HGNQkdVq9eHDB1W+ubn+7s8/hpBev34lBgAFDFbONU0Vo2YuIzswSCnGGKNvWgVIKSLi7ukJVqvWeFuZzBqnGBNEpefnzdXVVXdxDXVF8jRu+kdG51ytZKvaOWeNxYwQMzACQo0uI1ZkMSNwIktULSBH7xzbwCH2h2HsD03tpyzTfkgpNM4vm9bXnscwhZBTbOpaUy5jSQWI8fj9lprRGqsqzJqzGAJrq8r5i4tVymGahm5xUfualC6ur968GX/67sckR653SElErHWiGmJf17Vv6sg5cq6qChCHYayqSgvwIkJElfOqqixTDN7XU0j73eFwGLd9P40KYPnv/nG1Wrz/+LOpaLVqb1+/MEavXlx/+a/+zb/93/33Pz0PEfDj4/OP3//Qrq+stXf324EmEHDO1bUBxCkI5wnInpftJerJSbY2nyTM5gD0q6mAnJFbzmvYuZM40lVPCImeCcDMkgwAMKMoc74p44GZpQOn7Vw8Iykhoupnu4JyE82vQEREnw3CZpjrDC/6rEdwrixdwndh+3hXzwlyftMywp0/I5xoXXVdlxfBs+25OV/iiVw7H+TcRuCZ0nVJgYVuO//W5w7AGVeYikCIggTovXeu2A3lcRpDCCLkhDIrIL37+HD/tJ+yADlCa5CdNQbJkYoSWqsJRU42xETAIMX2V9Va21X2xfXqxWX75ZvrL9/evnl1u6yWBqp+mw/bzf2Hj5vnx7paVPXSkgmBObAastaoKBJaa5MkOe7RAXNC7+VEcJy/ifKj/nKpD7Gcu3JNWGcMO1vXdeVtSmOh5kAR9+CgHFjMYtFeKOY4OVWZptBv46qtrGFhEGUVEgTvq6YlRBIoVx45ogLYKIMSICAgqxY0FucpvB6Ts6iwsKgIioFjdVBASiqrfWxSSg6yK2JV5At0qao5J2Ym5aZagDVKIJJPVzYhEil0dbNcLrfP22ma9rsDM7d1Hafw4w/f5ZTqtknC+0Of4+S8+/rLr8Iwvv/4oTX1xWIpWZ8et+/f/TQNYdEuxYvsx1T57vLSADLqvt/kJD+///D69WVdVyEkZ4xBW1auOIuSscLMbAx575EMs4gFEVEyxzaciIzZ7zaI+Pbt230/7Pfjze1Ft2x3KRYPzoJxnuosaZrOVn4YhmEaVRGtURbnvQVM49TjVqo2hXjY7TXr4HfDYbSKRqiqqrA/xGHSxCHFJdW+rnxdu6pyVaNtQ8YJgm9qSxaRZArjeGjrCivNw2BXnTFepp5D5BD7MViDiJgPwS2MtSSB94fNMI2urtrVeh9izjmmFGOcUoSjULYiFtGUEyWcjArGmBUkTEPKIcRxGqb14vLy8lKG9NN3P47juFq0y25Z17WAOqK6q4UWWhxfiUTEnLZJnXP5pKPlreualpkl8/N+XJoqCUcWNK5rl4Zy3bTTGIy1w3RQkn7opjS8fHnzm29/f3l1e/e86yd98fb1FHNgsCB3Hz+O2dLCgTV5iiFQVTtrIaXP84y5qD+vRuc/60wKMpRO/ovnv1hKZj1TtC/5YBim+S9LYC1N8H6/L0V0mbvSic9jz7wS5aTmP5eAc6IqQQMAVI9eKzNXx5xUP+nETZo/hZx51MhJ/f888gBAqetntv78puc5yZztkZV6v9gPWGvLHLiwXecTCADF43euJz73Mb+E+Mups/azAyOc4V2qajUzIyCYojBGZCtDbRsOw3acxmmayBoLLkWYpimE9PHT/mnTj4ENle3k4mIlnDOQGoNGjKoIQ0455wzuGOMsGe/ter16/er2zev1l2+uX7+8ul6vIOJhNz4/bt7/9POPP3wPxh+vgLr2nqLnkJNoEhZjCdFynmX2jlAdnDzPck4xHguEzwDoKded6g4tabOI+C8Wi8qZlMI0HlJKwiHnJudIoNbSYrG4JrffI6rEcdoTTKuF6RpQjcwgQmRdWkLZSkMqm33mdClnzokzg4KS97WcVApABU/jJBERFRRhYUsGoCiGEhxVUamqKhttHKOF2C7dMAVnilO26gnrNCKqAkrFeMfgUSjUe2+6jtAWmdlyhe02mxTCzfWLYRi+/vqrrl3udjtVCSnBCVtcdguPbr/fP3y43++GQz8u264PXNf+uu42WR63uz7lxeW6abrF+uL9+/ddZ978xW/6/sl7j4bats1JQBltCdzBlr3cTFXVLBbdkAVOEn5t03HOu8329atXZOz/5f/2f3UO/t2/+3cxRkAQYBBVJZFcHNwMkjGmrWpENNbXbSOi/TBI5kXbTdO0e95MdiTR6TDkkEfAum6ePt1/en9nrGVQa/2y7Xywu7snW1SlqqpZLCWJrSsgDMMIhpqmCWHsDztp26qKm81m/+fvj85Z07Df7vrdvvb29sWNM3b/vPk4DN775cXSWiMhbZ+eQ07DMMSUQghJuMgfFTIikpKCNc5YR4ClQpxyv768XK0uMuPT/QaX2DSNqrZtW77T9eXFonht5lzX3c3L27u7u3GaVquVOUnHdF0HAMBHJMGdboc5oiEea0Pv6yyhdM/L5VJJjZWqttvNznjz5TdfCsDj0+abv/7Xe9b/9F/+No+HZWu6xeKwz76p1bnhadj3Yl1TOYfJ5F/ajtOZmtscv+aFJlXNehR0mxHtErmKhEMJ+nTiYhZsfYY1yr8WIeXlcsnMZZusYEFzRpmbjPNOwvzSMFJECpACkM9XtOYS/nQYRyH+2eNlbrvnzqC83eyyMENGZdw4DmFOHuflfFlEOB/bzt3P/Jh7oEL8n/91/lCqSmfw1HwwxpgijTM/c+607D6jqlKOVe2a2uYceTrkeCDJxOrAqVqQ2ojt+/Tdn95/+vA9p+fLi+shgPWWGe8PB2Mr430IW1T0TYNqwjRIzs7RzrY1kWemcXdh3b96/eJf/P6i7ezFBVgcQZpomvf7/d/88cd/eP/4ZDpy66Rm2IzLpa2qSjg7q+OYjCMA7fvBeeyaGlEB5fl5J9IUUI9ZvffemxizCCM6pGLZfMzhKaXVutUDBk39kEyVLVG/20wCDgjr5XMcJiPjsGsktX3/Qvh6DJekN9ba3ZMdNtV6BR7r25tq0ao1TFl5amVaaqjJJMSGosBApiaiOAknMOi8c9ZZ5QSalSPnCVXJIAimDKiBARx4a9AhqLAoA4J1JsacOYtFsgatF4YpppYx7EcErKk6GFBScIoOD3lCLYvWzgpoYpfRkTus4dPHO1svqnoRDtPtxboW9dbcrpb05VdZ9MPjAzp/8/b1zeo3T5vnu+ft7e0Lckas7Y389H4YaQouXq5X4fFuHFI/CSOsulbzxE/TePPiqY+3Fy8q7DY/P14ta+1T1dnVRf1w2Brvqqbu+x5UFsvWkQm09wvYjo+r6zUpbLf98ouXBq1H09xeTYfhf/6f/t9u6f7NP/+tYN8uvfbJI5kKUw4xJ7CaaYxEja3UCrGksY/DwZIjEWVx0PTPQwhhm7KkvFyuna2eHh4/HO699cUa6OWLl19++fXw/vDu3bswPF9cXNR1vZmmy8tLc9mLyHK5XK1W0HUwBDtMdYTc7zbb7dPT09NhDyfbpmma6rruLlfSF452Fff50+ahaZqrqytETOlp+/RARMvlkjUrAlVV1uzrytYmppQ0d8tlFg5xWCyX1tUm1zkqZdw/PluR1O+GfjPS8PW//Rad/bh5vrlt/dXaWZvHMG0Hu765uHktkr11ALDdPK/X6w8//by6vABDy9WFc1Vm3Y1ptVrt75/3nPNwmHL+eb95huRfX+wf78cuVhceVskQEmI/9G9efvmv/+W/mYY43TQX3TWoe/7uu/UUlxf1bnzcpKh2WddXD48mPy3X7gKym+xk1gsvbd/3RNR0Cyw2v4jWHO12mbmua0FiECWjAAaN959tb+FYFam1R7lmRINIzLOAgT11gZ8lOZm573t/UkKeMYAiHDSPBktXUfCoefPrSFIoWuWn1kGEnGv0BL6P41hVNRXnpZNBDZ9cAfJJ0LQQ0E+FTp7TnjnJEKlqt2jK4akwoBRFEAVGUpZkHcWYF8t2HEcWOQzDOWRUmgkimtebnXPDMJSRw3GyfcocM/BVYv04jvPZqOsaEctOmXV1pZlFhLOmyGJBFBBcSkOMHENWUWs8ERlUTqHf7UIIXQfFPlTUOudyjjnEGCNqRARLxxG/tWax8Olw6Pvep8mt2vV6vVwundecBAznfnjuD+9+/nT/6XHXH6YposemqYio8HlFxBicpqnrmqquAEQhhRByjr6y5mRxoCfxa+cc4hF6O/UBxwulPNqutRxJI2PinKcQKAsqTJKzU/BU3AuqqqpVSMG7srN+TK2lrXNkyPuAkABiDOM4MtlsjPOZMZE1iJ5O86Jjci4SQKfEqwoIgHAsHBSORFUo/3BSg4DMIYzIU12QyswpsQIhnWY4J0mQz8Dl/AYAADActk1tK7P+8E7H8bCoG1e556fnLOIqH0PYbZ5dUweJUfgwTm98NYyjb+o3b9588cUXl5fXeQx3H+6f7p9WF+s6q53yIYtUHlyF3g7DsN/vW6Pj2FVAjVVrwFo7DEOpc8uEpiwoAkvEKHI8k8bYpmka51EpDCMAvH///sOHDy9evHj58uV+v396emrqdZwmLZ8KykQdU+QwJWdTCjmyaNakHEJIka1O+/0+xsKAmvb7UVWfHzZ13aAemBUAnp+fSzu73W4xDz+/+8k513VdCnEaRmOMsjRVLeO03+8fHx/LC47jOI5jQh3HERELy5vbNAxDCCEnds7t+v1msykhoMQIyNkYs7xYIiIa8t5mYVdXL1/fppQYxLvaWLTojBplJUBjSFhCCOaEGCyXy5vXr7r16k/ff/f8/GyQ/uK330Ld/vzup5d1MwHGqPv9vlTWOefV5UUZEVVVFWPe94OramstGtu2rbGuNX69Xu/6UVPquq5eVCecOqrIi8vrq6urw+HgXCUA1trv/vSHcJjQ0K7fV4tu/7zNdiEKTdOtVn7PfkoxSfAW/Wl5mE87UPlkzgFnDlx0ms3Oyp14Now9x6lnlKOoKRTpC/3lALZE4QIlyYn+aE86cQVr0s/jQDxvNc4TSTlaOBsSzEPamUp+jqXgaZY7l//p5GU/Qw560nLAM1tDPdmElBNVpCzmhql8iXDyMz9vp+Z4MicePLkjlLp+Hjyc1iaEmcdx/Kdk0GMH4F0tRWQNlQwBMmoFBISVIQEYcxZDWlWurr2vjKoAZ5WMeHTh8N5NIRlz9DYpr3v6js0QU5wCp8kB4MlqRwRUQcCOU/hwt3n30/vHzTazgrF6smUIIZUsWiwgcs4mEzMDyvwWc0qXMwnygvrMPWah/MLJ3DlLFpU5yMKJRuYM2tZmLyn0IGqJPBqvisIAAiBJeaKh3+8Xi4VxtrEOrSEAyTnFKRsH6nMKGYz17qjvo4ZPjSqdNLmUDSIjggECYwSR9DNlAhAA9fQdW848jqPyWFlFxJyyUTDWCJnz88zMxhOeTXjgCLxJmPbAUlfV5cXyU2UE2XrDkD9+untxe/Pw/PTTx6flulpOB7Km7lrrqna5+vLLL1+/ecOgFzEpq7N1Uy8Bq/4QaLMdnrchxSRqhMYxpJStd6vVqqtJKU/TOE1TFgXAeffHHqXSU+BgjCvglTe2qqqmqlPI0zRxjvv93jr31VdftW374cOHy6v1m1ev9/t9SBMYSkVhG/FwGAFI1eTIh37iyDHm/e4QpgmyKXhrjolZpS49ODJz0ZGtnWfm+/t7TkfhhGEYCm7Q9/3l5eVisUgpffr0aRzH3W632+2GYSj3MAAoQqFmt21b17X1VYxxs9msVivn3BRDqQGHgsgbUxSh4xSzMBH6pgaQdtEN230WRot5jE3XGkNeTQgh1zlmMUhXl5e184fDYRyGF1fXja++/vrrxWr5ww8/Pj09fVosby+vX758OQea3W5XCsPdbrdcLp+ensdxdL7uD+M4hsumDSkaYxxSZlGlog9TQkMJr947EVaAi4uLpmkOw3R9vViv1qUCyynkHLe7bdxMP/589+VffzNMecdDYsugMacphMDpxWpZVdUwDKXSLNGtHNiMV8yFVOmNzuPRHNznhFH+vuBm9MuJMZxN1Nu2hRP0VPAZOk1HZ6T+nz7O//4MJf7sLQwnfEbPSEFzBzBHfPrlhm35gLO6w3yrzlh/QavmDd5zwqueppjHLYcsMxY0Q0Pl1/OZxP/8pnDSyp4PuJy9shoyjwfmZGN93SBiWWgUycqJ0QBg3RjAQdjG6ZBSaippG3d5sXj75vb5+TnGkZCMcZIZEZhTVXsBK5lUMzODCgBwpsOwsYirdlFzEJH9drff77tFrcaaJPtD/vjx6eOnzWGMYF1F9nDa4Cg7euV0N02TcwwhDMPgK/LeFWZnzhn08+bhaX/6KAQkp8d8DVlrxzAmlGxVjagqFV8B64ggmqNHvGaOksH5pq5x6I0yALBwGMb+efvsvIgkVrfskCyIAkuhWSsL1YBa9C7gHBw0xhCSsqAYUjWoCGiQgI6Cz4jlf5oRCVBZWLNmVi7M4pgxk2RjKuOsgCmdLgCAEjObwiIlkCwgSkeRSEYZP338uF5f3txebDcvnh+ebWVXV5duHKtFfeNfuMa7pupWy9VqcXl99Xb5qmrqi+urwPz4+Ni2i6uLy9s3JiZc9mHIj0oYc9oNQyYDnGSKQ5hyzmSdc4RS6izz+PxcNW3VdQCQQkDvJeWQglipLMmp3vHWozE5T977j4/3DPr73//+d7/73WG3BYCu62rnR6SM1vtK5MDMzlWh74WJM4hYhEoxZ9acMCXcPG1EJIdYSsVD3VXWpZSWiwXBvAeUcgoA4Lxb+HXlKu/98/Nz3/ewhspVKSQiUta2bpuqmaap7/vCo8g5e3Il76aYxtDnnDXlNE45RBGpraurumQ4Zx0AaVZgkMhjDof9YZomX3siSpIQsX/cNV3btu3t7S2ghCYtuq7ynhQMUo4pjpO9ghgjiLz+6quu6/70h+8+ffpUWff2939xGJ7nkNS2bQz0/Pxc1zURjeOoQCkl491qtQpl599Xw9jHIDlJUV7ruq7cHVXtjDHrq6um6wR0tV5VTf3jn/+MbC6XV3HIitCu1o+fdrevv/r2L/75D5/s7n6M2rWrztn2kEzkAU4DuZmIcV5Tz4jNrPY8z1rP08Ac2Wfu0DRN5XUWi0XJJb9qAs4h9TkKz38z4wS/UkfAsxHuXMXPyUBP0+a5qJ9ffE5Xhb1DvzSfoRONFc6Yo3OFWpLZzFspH7NQWstjblOIaIwjnKH55ydqju9z2UdnDsPlci0aqOe/eN7HWGutrxoCPCWWLAKqzhjjK7Sm0kzDIaQQgxudh6vr7i//4tuP7+8+3G2ss3XXpcygbIq4AagUZwNgUD4xMclZ01a2YrKIOccStacxSRrvHg/vPz09PfdjIDBW0Xpnc44p5a7rSnWWcy7+X0hg7dEEMaVUpP+zZnsmCggAIlA+86mz+7yHMvdQx+9PswiTCAFOkg9DYC+VR2NMGnsGrBbL7mg9ISwgImmc+u1OQNXaxhpLDmgAa6kBW0yHrTEWAUChZPWTrwWWwt8oYpGFxtP3UZ5wHE9rUc9mROQUQbiuqoq9JmVhZ0wpgYQL0Pm52Txe0KUDk6yqyimnCGncbe4lTV988dWLm8tpmpiVkTLoGNKL2xdf/fY3u34/TYOIPD8+3H9/XzXNt7//i/X1lalaWzfbfvzpw4cpp4yYAX3TdsvliJRQY+aQYbvr33+4++nFSi4Xlwtf1e1yvdoNB2ttZV1WMcYYi8YgJ/TGFmSg8lVd195WBkkB2uUi/DmuVqubq8urqyvnzHK5fHh4mLaRmRVgfXVp0YKlrlvlpDnrNOYw5d1uTJHHw7jbjSGkT/db771kTom9tSIwpQysYUrOEorGcSrSCAZw4uHjn38SkYuLi2maxiHstn2KrKrFW6rruuVy1bVL7+ppmhDR0tG+Nec8DBMzQ01dvSi0jcS5aGyFEDgNnGTX73POXdepcgppGIanpwMA2AoQARD6zRZRnXM3NzeIuPxm9eXbL3yHh+3OOS8iqND3/Ztvvtnv99er5erVq78y9rs//nGaJgihYIAxSlVV6/V6HOxmsxGRqqqadrFcrsmMWdQ4j5lZsdwaBY6vqoqMuby8VCPT1A/DAQCur6/rtnOmefX2zW57eP/up8v11fXFtXM2JRKGZnl589Xv6+4qyDDEnIySKlnjsZZ45PPwabmJT4859OiJIVPC1uwEOd+w5VadJ6jlfteTPu4cWPlMfRN/uetUwuKcAEqE1TMxovl+OQ+Lc6E2l4xy4hDOkPp85KXcLE3eebtQfixhfT6AOfcUjQrE47cwQxflS5y1fejMKqcg+0XPGU5ieSXfl9GuObMJq6oKTnxQPmPfImJpi4+7AmcMVBvjhCdN7RQjAFRV5V27aOvoGkSXc95vN0hSV3R93X37m6sfv3/z8PCU4mCXF6AJhZ0hJDAWFUmFCAwhFdBj0XSQQ5oCySjWI5a6HjPjrh8+3j3dP+z7MTJ0Bowgee9TSgBiDKpikXlQZZbctm3TNM6bGEMIoVs0y+Wy3w94csg8pX341fd6nuFPP2bFuVj4TD1GpLquK8r2QJyyZq7IIimqEYQEOcd02O5SSlW3qLqOXcgAbExFhpwlkWPAl1wuyNkgiZmRTgB9ucKQURSURXPhgAplZWFlwc+UL2etN96C82ytsTlk0JikGG8c0X/nnLKgRSQs2xsg5esOU781msd+2+82jsx6vYqRd/vDdt9vttsxhtvb2/uHu8fHR0RNKS3qWwH9tNmRr6y1X3z15fXlddUtYwLfLRYx++WFNm26+zTEadrtWm8RzZTyMExpVRvXEkHOuchRFbtNIrJIRGQdkbcFZC+aWc54ALCV3z9v1uv1zbcvQHi33wtzVVWfPn080HB9fW2ctUjWelKpq8b7kBnDlB8ft/efnvr9tN8fdrs+xRyHcblcIqIKOOdShhgGzTz0h8p7FJ6mSTh5YxExpbTu1sMwTNN0cXFxe3sLAH3fq+pms3HOLRaLIig/juNRTpK54BvlvioxtJS0RJQ5F1xlGIb+sAMA17QphWkqhDy6uFh1i7ppmvV6vVotVqvVarUYhmGz2Yjm7Xb76ePd9uHp9atXb25eLtr26el5mqYlXRCWIQpDSk3TdF132Pf3H39ev7kFkNmOXI9eVLrf751zTduqsbvtfhgGIGutnXImtEUds2maBmCxWCSN1kKIg3POeGec800TU767/7Rer3/729+GMVpvKOLj0251+9pUF+8+bjYHQLtEZ/tpSFHQclZxJ3/WmepTzvMMsuNxOmjxl9a+8+2JJ02bEjFLnCqh1ntf8Do4EYFmhGeWu5kLcD6ZLP4vVvpzBDxvCEr0K1/ljNiUX5/JmnrGsJwf5e3mrHYOBM2HWh7Fn32u048K4SKlgJh/l0+WL+cNgZzRe+YWSk+QUc65aB/ByTBgDuzn+Fsp/I+zTOfsu5/+XMiz5Tis8YBorHdVh2BogaRiDaQ0IqZG6c3Lq7/+q9+9e/f+z+8ehaNKAk1kAFUI0CBxsTRBJUBVcc4xxxQD5Zidcko558yaGR+fD+/fPz0994GN9R6sA6WYjgYvciTGMpEpOpplNw2zzqnSe080zRfE6bd+qf5/9jheCqyKCqDGGCpnHNU7W9tarRIIKtS+6oicIc9Q9m8AFIUlpzHnkNNiu+/W62qxJEKLxiI4EUiTpKiAbB0qgBydXQREc0aDoKInAigikiVBJCSrZ0w1KEJ9gciSwZwDa2qc88ajoIhkjkJV0c47oo1AzGxUSVEAQBhUhVNOYer3JLrv98/VU90srXUsRoEuLq9Eabc7jOOPKaUUsjGmqdqYRBD6KeZDYIRDzN78fLG6rLyPUxhiAuu0SBcbYtB2saibCgkyqwBZ61OeNptNYh6mkIXRmMPhwIm8QxFpTaUsMcaqKpEiFQWq583m6ury5TffDPefPv78PqejuxMp3F6/YFBLLoPGMRxw6PcDgBnG9PHD/fufP+334zhM4xhU0RK6mDmllEKKmUAP+145rxZtDMGAZo4giqJkEFCXyzWiIbIhpLK78PDwRERv3rwpIf5wGKdpKszC8r0Upd+u65quXazXBeC+uLhouhYApmk45oAwla+4mEYRUV375XJZV9XV1YWqLpfdsusWi66Mmqdperi/c+Hp44cPu+fNV6/eNHVdeVd7T0Tb7bZFBdV4OJRAkFLa7/d1WFtLcQolzh4OB+c8Mw/juFyumdlZj8aOIS0WlQDudjtnqxiPEIGIxBRinFxtAODy+mqYxrZb+ar54w9/7vvhzasvvbdPD4/MXC3aG/tlfXVLi5vNx4mp7S6v2V09HSZgsNYiVKRURponA5zjHwpJZg5DMy11Lq5/VbQVYGr+lYKZlMg4V9nnIE/hxc+xfv5vefeZGPOr9z1/Jn7GDD4r+fzqBedDnT/F+TPnJ5SI/E8TWzkJ8L/0MKc1Fz7pFB0LfJLy8c+RtHJUcxcyf6ISFfmzv/Hn/YY5V82fqDzsn//8/Wq9XF9etm1rnSUL1hEaYpEkiuTrbtHEXocxxSgaVsvmd7/54j+/uvn5/YNyAMkIbAAyR5GcOSpnhkR49L+ybe2M93VjUhbNIYwpJQAapvT03N/db5+2g5jOVFaNBaWh3y4WC2Mpc8qZywCAmZFqkdz3B8tUFs3ClGa1az4teRMRcyoZ9ZQGPydq51wFXpNmFSUpWAwzi2RwRpFzTH1KS0m18+u2XTWdzSmLioo9Yfsoqpn3u91VCJUh13Smbch7BYWcJAYGtFgQ/qO/jIioiBIJzrwFsMYSqJBxagygQWPJACGgMSgxxrp2ADpNk8VoGrLWpIHNmTqQtVYYOCVMWc2pwhJVAJRit5B4yjzlw/aw6mJTkyThlCtXXV6+uLy4effu3eFwWC+vFu2aOV1dXbnq+uHpMWQZUmiWi6Tmw8e7u8etxsxJhmFoF8tDiP1wcE3dNDVFl1i32/3H+4eL1r68XBqULGCtzzGIiLe2cqapqrZtDUJGiDFN0+Rc5Y0tJi1TDK6uXOWBWRG61XLotZiXccpN04zFu4rzZrs1h/HxeXN3/3QY4s8/fbz7OCU+am17woNoCRyWoL1uV+uleY3emRwma9BbV7mjBEzlnPd+7NPF1eU0TZ8+fRrDZIzJwgbhv/7jP9iT01O5G8uP9XLZXlxcXFxcXK66rru4uLi4vLTWTmG4vLwEov1+3/d9gS6tte26Ohz2R+Uya601Oedl1y6Xyxyn3W67OTyFaQCEq9tVt65u6O3L29s8hg8fPgzD8PLlS1v5T9uN65rD4TAMvQh0XVe37WHf55xTCs61JdLhUVGgCiGs15dNu1BF62xVVYmVrBuGYRxCddEBQM6MjDFFAZmmHidFgxcXF/v+sF6L9e79xw83L9++fv12HEfrzfZx012uv/rimz/fHZw0h5gDW3FGVJIkARWhmHLXtkWWuUTeudSdx6FzlJQTXWcOpnNkxzOfllm0R07d/XynzxDNXM7DGcA9kztjjMV3bEZmZkgKzx4lRJQn45mKNZ6IleVfyzHraTygJx4OnlnfzD0QEfFJDqh8xkIPm18BTxo+c8k/J8JSZOQk81LxPE4ofR6csKwS6/HkaRhC0JOkdnnfsgk85wY4s5Gx//CPf/ftt982jbMOqnpZNw4MMDCQMdanODVth3qJOAWbD8OGJBrKf/ntVw/32+//fH99/abqlj99/ACkLFE0I4IzlohAWUT2+8O69SGEpTMXF8vlxbptWxE49OOf371/fNp2i2vbrEPGkKIoEEEIY/k4AOArh4hV7VW170fn3GLZWmvG8TCjhHKa8pcqoDSVZajS933ZeSlwWAiBEgiIqLBmQrVHf2BBImR1lfPGmDGjMLKkKUiMIuU6UGtMg1VUjsxxnPab7cXtzfraVVXFxmSVNIWcokEqSgXGGLAWFUEQrDVGHRo0KFFSHjmLJUyUVLCsmzAgAQuxSiqm5CazMjOyaAYEIqhqV9luSL7fHvo+LZpX3tWJGQ0YQCJCRyrAyjFNIYwort8OKPR4/3To483LVznLh/fvw5S+/s1vv3jz5cePn2KMRFYFnx4P6PD93f3zbivOqMFhigawaxZt0wz7vvbNtNtv93vXVAAwDMOlv04cauunEEKK/ThcLKryRbjKX19fq6r3tvYujAMBBGUA8tYu266clc3jU4xHHpHktN1uK+djjLe3t4em+q///u9uXt7+5je/+f7xx8MwPW93D5vtzx8+Pm3iOMF6VS2X1LYLBNu2i8ViFcNBVZfL5evb2+VigahtVa+WXRgOKUZnqK1rY8hbByjTNA09M3PTNDevX03TxMyB8263SyohTMaYpmkW7bLrusVi0bZttewWy3a9Xi8Wi7qu66Zp29a3FcdIRNt+N2kSh/W6KzdwtdQ37lWhbbRtPQ3DYd83bR3D2IfdJCOSmpZSiA/bTwqsvn779nXt/PZpe3d3t+/7dtHJM79+/Tooi8h2v3PO5Jxfvny52+3obEkqpXR7+3K73RZMc7/fg7F8OLAaV9X9YUAy19c32+2+yGnEGJ13SFjXta1puV6KardaDmH64aefbt+8ffny9TiGw+FA1nz526/RNock1fL6fh8fdtksVxlojFPVFP21VPumpKISBGfYWk82hHNYnLntRzGrsx3+kmtLqJ2zwgyAnDDUz7X/HPt+0eUDlKK47/u59p+HheXJBYif36jUDcVNpWDr5b3OqatEVJoSc3J3KVmhbGbBGXQjJyy+BGtzwglLIqTTUvGMUBXqVMFOS/2acz4cDnXVwkl7bkZ4uq4r9K3zEQuV0P/LpJVPWnJwEr4kokKHqaqqqiq7eXoOX4zWka8MUs4SFICM+/T4YMEQorXeuKZpV3VjWHna6PXl6uuvX7/76dOnT5tx2Nmqvrpc3z/eA0mh7pTOQ09ht1ydQQKzBxAkArLjlECt9a31LZOLHJOwcb7ytoR+Pr0GYpjPF4CM46gqMU6q6sCdvvfPVnOIQERN05yERz5ryVprJYiAKLCCApbqA0CJCnjPwpJyTFmzkBehaZpUGbH4B5OqFgBBWfbb3ePHT8ZaPw5ira2rpms5Z6AMJiGQokUVImcQENEgIDICgyEEQwpIgCer6PNiBAHrukYgIAWDBkhEFJWIvKuyEsBREKlcsuxcUxkAUBFlKZqmOUzTeIijkHqLpFH7sLXkfF19eXtzd//04d2PY2BrvHGu3w/P211OYpoppGxcwyCPz7vHba4qeIk+M/S7gzETIg7TsIBlbTpr7TAFA+y9ApEoqACiITruNAIAouYY9nFQzpWzUDhqx05ZjFHjXWv9y5tbZ82w37vKe+vLR1usVm/fvk0pPTw/bTab+4eHd+8/RJG6rv/yL19633zzm98j2LpuD33gJNbai4tVcebpuqb2FQEQQeX8Yb8lwKaprTEhBBQub7Gto6p2Xbe6vixuG3/1L/552ZGBEwNt5lEQ0funu6ZpVqtVyQFYWTAGEEWzELJB8GTM0YLctVVzQWQgJYhx6je7/X4bhtH0WDnPmoKO0zihqrVWrcYYK2r74QCVWG9evXnZtcvdeGCV26++iCn6rgspqqqxuL5cXV5e7uJh6A8FWZ7Vb461KisqKVLinKcJABXNanXx/LzdbDabzQaUGtdU1pO1jKnENeM9IGUV63y3XisACwCpEGbg3SFso92GCt1KqIlAUZKZ+1o8yrfNFa6eyCrzn88BE1Ute1jmtC57DpjM1fRc0Zd1Tj2py820yHyyiZ8TiZztIc9V80wBKmG94CdzjVwifqnZS8cmJ6GBcj5/BTboaRdsPjY9cRFVtWwsn7cRcCJB/SpR8cn15fzM4JmCW6EVzFhT4UQVEzFzEjSVEwWma5r5g/9TzG3uq2ZalH349DgNwZJpvKMihymUc2ahGHMOOYZsTCb1lae6Tq9eXHqz3zx3tzeXF+vF+7vtdH+HZIlAy0EDlyFnEb2xxilw5pwFiv+RdeScq6rGOJ+iDDKolUPI1rvVYpV2e4AjfEakAMeeKKVgrSWCzDEWbMEfO3Q4aTOVa84YnIOjiCDSeWuGQgKiqEhqjDEI3hgUjXzEIlVYOJuypVWmDqfHzBUovYUYXF5dqIgnZFUj7AEY1IIaQEAiQ+gcG5+FU84CKsLAWTgd1wsECBGguB8jFMsOBUT03uYEolr8cpk5S/JEzrkUlFWMsZ8nJeakJ64ZmFFUtGSAwdm2rpbOJgCJKVjJjWlev7iI4/D4vGEVADns+812PIwxRbY8uaa6WC3BW3b1kD6oalKyYJSMAgFqkWgtgeYwTpXBmiAniVkSZ1U11qbiLczsnBGRGCaQ5KkTZERD5esQFhFrrbOVWy5A+PDxwKpo6GTa16wvL3a7Xd3Vr17dvnn79vr2ZkxxdXFpjUuMr169ADWLxWqaIsesgheXy5yzZFaVzCOqppS2KXvv26ruus5X1geHCqUaWg5JRMoWaF3X0Lbrq/U0TWXVnoh8VYExmlJhIl5ZMcb4xkNlslHNYdyP0zT1w95am1Jg5MXFYrFatm3t2naa7kDVOBhDeN4/xTAq6TTFzT5VVSUc+9CDcKn7DuPhRXepiGpp7KemadDAFELTNJBz8ZMo117f96tusViuaqie+qcQwnK5rKqqbJBa69uuiizWebTOTjmzoHGuaja7XUzcNO1ysT4cDsMwGEPrxSIKTCE8bp7rtm3aS+esIgSWRbNwdbBeq67JCcOEQzJjtlAt2PiYOAujBYNECARgTnIU5+h2KbT1zJJwLtJn2GeOengGys8wkZ7x6GergJkkWiCm87xSyvwSuM97iBkamjOHnOn58MlPcI6PclKDKHsGcwKgf8JnPYWplE9iQaVNmRNAOf4Sps9HyuW3Hh8fS3VfPpSc9JyLt/D5W6tqjHGxWNCZNCmf1p7ML1cl5o9WUKZfJdecsx33MY9ZsmJBlAhFMaskxuen/ulhu15063XVth6NTblCSNboqqtvby5f3lzeP2x3w458U3d1zCGkDJqLGFj5hiMWkTkyln3tfO19XVdNvVyv2mYp+hhDdhaMLbrNOuRARAizA2dJJVAihTHIkvC49Gt/9QXzmfHLXIHOjVj52CmnXHjy5WI7XXk5x3KjGjDeWI9YkfVkXeXnq4dBQRWLxlZxa4xJU6qMtXUlhJiSByBQo6oqBEhIAChoEFlAVEWZVQVEkPQocH5KKkcp19OSWs6szJ6IlCTlTNFaUeCisUTkrbWMCHBCNlMGFJBEwMV3k1MYh7jfHTjHprbWAE/7fdiPMVwv3KJ5kdU+7UN+6l+9Xk4Jfv5wF4OM22Efsl+0CraqF2MMhyk4V7mqa2tfe5c5IpEaqKzTmkhTkjyEOAzDNMUQc2lQCovD2toYA8UpyJspCVmkM1RXAYwx435fOXMYx9Y751yz6HLOwzCkOGXNq4v1arWydeVavzv0ddN03fLh4SnHPmdZLatl57QuYGAwRjinFI+OGeMQ+v2+ruuD96J5sVggYl3X1NSAFnU0AGIMgEkGdDpsh/1ut7u6uiqL6D75kgxSTsxcLxtVzaDDNExxSikNYz+G6cWLK+dczpZBu6513kZO+bCPPM5AQQijMcZX7iA89luyaC1WbaWq5AxkNZ6ocu1ysaiau7u7JHyYxilNL16/3u62pqm8pcViUXbNRAREmqYpO/MloJS1ZO/rzJoyAxKBjSmNMVrDxvlxiuV4yux6nA4iQgYW7UKNVE1TlMTrtm3aVdO1KaHzDVWSQcfMUe0k1E+ovsvoGSYlJRICVQFDRPR5NX0OoHPQnwPT3Bng2eh1RnXmkDpH7RlXwbMBpp6YnXJSUpMzOv9cdM/5phTp512InvD6OY6XNWY9sZjmADKX//PxlLcrc905kZRX+BUHdG5u8ITCl1+n04oZABQQqeSeczhru9m3bStnm2VzmpynC/PJpF96gcFp6J1SKqx6PVGq5u/FgtgcMI2cIvvakatiwpj03U93f/j7dz/++ePrm9tvf/P25cv11VUtvNjt31f18u2b2yHAhw+b93cb3R7qbn2Ik4iAFoUpZ60V5hhjEnUV2MovW7+6vLi4uOgWrbVV5XPXdU3Tgdjl5WWV4/6w3/e74yWCrEKzo7qe8MFCq597xpNWxPEymj/83KYZY4g+t5/W2qxZoczZNbEig2QFFgUlA2SMA3XWWgBLhKpFfVqLjIOAIJSNK2eJiA77/u7Dx6pp3nzx1lV+DEFVrYgKoxyZ/iKSmY2xolqsEsCQIQsoQKJRobRN5ZoQVeLj7zCTqHHGqMFcMsQvaor5RrInmKsEBWIpHNAYA5CvqpoNLlrfVgAaMgeHyjJlkTHodBhYtPIdp7jr961/MQzb7dMzVg4rlxQUDCsN41SRNeSapiPqFCVKQsS6u0jTXsddljyG2I/D4mA5m+VqkVIahsEgiIhBFP4FGfdYc4mISBbOOYfxkHNevLiqmhY2T0Dovf/HH//+5etXr1692uyeP/58J8B17RddNUxbwFi3dU5oTWZOnJIqeFdbiwRqDTnjjTF1ZQkLOyLvDjsGrnxD1lKIzOPjflduqrIyo6royNZuyiFxUlVUIjRokdCgkqvcHAhEs3W0qpYrWF5dXdiqKl+bdRRj3O32MUZrQoxTuVZV0RAVMvBisXLOeOfadlG2GlV1zVwv1qhqXbW6urRk3r17B4TriwsWQZEcQpIsIkdyS86mak4Hw4fDYb/fT9MEQKKYUga0hDmlnCKzzcSyXq9//vn9+58/xhirqloul3VXee8VpW4a3zaHEGJOHaHxDo3bbQfrxDru++l5lFF8ELsd2fsqq1UkY9FYgiwooooxfvYfhxMmjohFpHMOhXKaf87lPPxSaGFGtIhm7rTME4ISoOe4PyvtFCxo7vhzzqW3O7/w8skFvqQE+qXrQHnC/JpzZWlPqqLnQUZVu647H0PORz6OI5wtKs8d8/nx4Nnc2J6cauZ/lZNB2JxO5iiPiKXVKOSo+SwRkXFu/jilmSh54nxjubxaST9WgslBp5FTYARHaHNOfT+8/3D///3//d3f/H/+9sXF9e9/9/Vvv3n713/9zeVF13Z+sWxjrl/eyF/+xe/unw7D3/1xs3smY0DZGOO9rSoHADmlFDkbSKKOqFt1L1/d3Ly6Wa1WIZimadarS+/fb7ZjnRISqHLKY02+XAan1P15F7ycGSJCdERYdqbOK4K5xOCTCyidOZTCaXqOYBANG0FSyDkLa8qurtQgGcKcURSP8wCJKSoCEaWcsgARAYIgjMMgZNxUpWk0qMtFWzeNO1BPBokIDRgCY5SMFCczFdGi4i8EoAiKwnCs+hW0rCPAUbP61LJQWVcAYwzpZ20pIydnO3OslZwxQFTgz5RCCiGFKU7h6eGZ04gaeznwmB2l2uOi9b5dfnjY7PvdNPXPj+Pmpw8JPHrKmQ3ZtlmoM8mQ5gSqiMb52iEKQszJWyPABFDXfl1f5MGyg0pGVQ1TGsdRxbRdw8w5pmBDiiOnxDmMvdp6wcwl4p/XicbZzdMDELZtC0iFxn5xcbHZbW9fveyW7dP+kTldXF2QI5E8Tj0Z6FrX98Pm+cNutwfRuq5F1sdKB4w1QKZ2DtvOO1cNY0AEFkmcQ4oCGGNUA+go52xRCAUQFhfLetHEGJ34MgSeFY2Y2REyg0rOnFizc66t66qqOCfrLaFiMdbgnFKIcQxxOlEvtHGNNZYQmqoTyYhYhNKq+rjpQ0TgFw+f7lX1i6+/aqv6H//4B+MdWfRNnUEeHh76vrdEtT0K41TOqGrhSpQBZrlxKl8pmTJx8d4DWVYIicO+H4ahrDUYY+rGV1XlvUcL4zT2U1Bj1levuuU6Jv746a5yFwzCLIlzVhKyYCrjmsjEiECGyByjijKRS2cO7/ONOc9Rz2vnuQbXX8LiMxw0V/Hyy9nAjOzP5JyZATUPA8rdMYdIOXMnLm86a2CUGrkc4Ywpnb97OYAizT9DLjPAMFeWc62dTnbt8L8kS1y0iebJ7ZyT4IRjl0g9p7e2WcwMWhEp3JYZ/T8/yedt03wm563sMmuxx7XWz/JKdhp4GjhHFS5+mzAOcfMcPrx/+OHPH/7487uPP28+vH/42//89+/e/dVvf/PVv/xXThiSNAT6zTdfbQ/y8WFz//APVbcwxhgyAHo+XVEg5ozCvnYvbm5evXq1WC6nOHrvLy8vu66bPj3Ddku1U2DvPKWj7hegEDk6E73R0yxbRFRlTpvzJaJncMpcMsweDiUTOqwMkLWWrCIxIaqAcEEngfS0vlG6WYXi8QgAWUQE0BAgElFSwGmoYiXMnHIcJ2utNUY5m7LDhohEgFRK/FwU94RBRYtkEoiIVMfC42wKDEd7SCIEhhijg1QmwHDSgbJ6mlC5zxIix01iZokxximlxJKMs7XvlNHIUDlaNtVy4dYXy7bruq5qV8vuKpjmef/dxyHE69tXd98Niuh9Bd5mzsyRQYnV+5pAc+ZpmsQaBQaCuvbDYXIEVdO2itYQM2eFUvDCLzVVysVNXnIIWbhuuqIUbbwDQ8MwZJWj1XWYROTm5qby7vL6ynpnvG+apl20TVNt++3z5vHFixcpJSSO0y7GGKaxaZqusSCBRaC4kCqJkLHYdlVmqCpnjCe0kbNO0bEyc3W1LExBX1XlsGtnkKBr6+MN7H35PBkVGakIjqWcUhARQuVsxRrjCFRSHIdhSCnsD/1ms4kxds6Xu85aW3mTc84pNa45DHtfeSICFRJTmVpBxsOo6KNyHvN6uUJrxhheXl8KQl3XYwrHnbXV6ubmhlh3m83+YQwhWGfmc17kuFNKKbKwAkpmEaQY02a73x3GMKW6rq3189CYmdeX68PDQQCvb27evn1bd+un515U67rdD49JRrEIRFPirFg1q55JgPQ4qFPljADeEFozwwtzvC7D2zkqnaMoZbw5gz/zQ/6JRSKd5Bb4l+oRZd5+Ts7R0wMAyv72eaYpsX6OUecpB0+I0zxunUvMkjLnSn/ucs4NW/Rs2fgcxjlPXfNnnyGjEp0LU4hO7o9lQFX848pr4slCYD6GOYucf0Bz0g2VM6ZpOf9yxn+ds68d+5CCcAZSRCFmnaZp348//vjT5nlvoWm7yzClf/zuhzhNd3f3hz59+7t/dnH9BdJqtbr8zddf/sVf/EXM+v7+joBYOcYp56iq3lZVVQXWzEETE9FisVhfLOu6Vh1y5sVi8eLFi+X9Fpwt3vFlJ/6UtrlYIM3ikccYfcztiQjmHudXH6zcugUgIjLzpSMiwzAIqVSIROZoqHsKvGVacGqpKucri06cc5WqmpwF8vz8ddeGnA6Hw+PjY/vjO1W9eXm7XHZBMIsaQSKLNinEqBBjpMoBIUHh/4gFIFQQRj0F/V8mAAAgVFaNMVoNlc1iRVByzoh2nkGZIyDmUkpoTHEQKwv4n69phBSjkWlV26pyzqjytN2Mqna5aKr1i9XLr9h3/+nvv394eFivXw8h9ikEjhGAiKq6WjTtMAwWgYTZWqgtkqJBRHx4eFgv/GXrrPVojwCrc1WKmQxVlXPO5WRQjc5VUk6Fbe2pNsZYBGPs0/3DomuuX72K2800jqvVqnlRPXy6q+vaGIS6att21+8EpWmrpn0zTeMwHFji4dDXVbVad8u2Wyw6TjkmOCZ+VAU2xjlXjVOwpq6qhpXi/jCOo4ggksZYlpbLGHZu9uc2n1Iqt2i55ytfIyIZ8NYSgfe+qry1NoZJWQ7TYb/fhhDGcQzjyMxJ0BkHAsoiSIf9ME3DarWSrNWidpWNMVrrnXOHw+Hh/pESG2Nyjg9PjwSbYRguLy+NMfv9fsrxcChqSM4sOt32m81mMw3DeFgul+VNC2iQcya0QKW7YjlGxhRCmImAzNq2ddu2iHg4HKLGKUxXty9f3N4owt3d3Rjlqy9/m1med9ug+2pdj+w3u90g62xvBKj4PAGAaFbNBp0zFpydi275J5j+eWdQLuC2bQsb8nxoB2eEmRmvKBfz+dwVz1a0Cs8dzwYPejL4Nb+kmZZLtOu6MtWXE51//sZn6mR5fnmRGeifi875fuVfykXM6yO/qkfnz44n5KeoF885Yz4neiIyla9JToIWM9ZUKEMF2MlHxUw7H2f513N0qKSEM2LeMX+EEOxjw9uK76f9N9VXoC5sQ62rn//049/8zR9+uj/Uqy/8ixdTGuJG/277/F/+5v1//IfVf/Mvu3/9ry+vrirFe0V4+8Xtdvt4f/8uh6ltW6N2Nw6urpw3Oadl3jVNZevFqnvx8tXvLq++yuPu7W2Xhx/8Cq/9e5d+jHjLdDPqBcNlzR9yFGax1rraqZZJPQBQmfqmlDilIq8TOQGNiNg0bZiyCFjjYozW+LKWbAw5V6QwgnBGxGeSytlKCXYjqFjngEw0ZF09HXaaxrWnZd0kmd7nbVy07X3qNaxWq8Y3EJP3VWK2YIwrWTWH3dg/PqfVipYrMm5qowMCUafUmIpJkLVrbNKJSi5TKE5iAGQQk06iBGA9qDdBITIPIU/jIRJWJMa52kkD5FKWnEOzcMKcYiR03ldTDId9b9uLkGW5XjtTBVBRCMM4RZZsTD3mnP3ao15sc6Tkm7ZBkVaDGR+djusXFy++ffPf/e7N//32+//H/ys/pXeU4UUL9WLVBw1CtqqjwPMQFLDyDqyZ+pjGwRo67MI2VRPKyBHD9nbpfX1jd7FzS1C5vLzgDbz89tV9Ms/h2bcdS1ZrALIV2xpTK9J++2K1+nj/Ydw81+Zqt/mgIoxxfb0K4yQovjHg4NA/3Q2b0ULddY29qIzdP29Iqqk/rKrLdtFVTSOgY8yHXkKIRNQta2taQRQ0xhGLabq67ZZjDFQckBwy59aacOjruvaE0LR1ZdM0ac4xxoeHT9Za7/04js65uq53u01ll9bamogED/v9kHPbNev1evf8KAg5x7I2HOMEOZPqVKW6tYbMYZwYFACooUHH7mpZXy6NtXHsu6urh8fHPh7ql1dfLa+nYXh3/+AWy1W3aITXRDdVdXd/txv6y9U6185WpBj+uHn3jw/fX2Rp6uVVtyZsnrbDGJSWZCtSz9ayqrAgaDUG2vWSU6P9/eb+w6vXN7sQP2229vbK1+7x8d7l/MXbN9cvbyvfhZD2hx5dxZTH4ceqa2O83sWbka5HAztW66K3n7wnJE1RUwSllVTNVn0t0znvJeecUlAtACznzCKFDlQQbUVU722MU0qh7Hzpad7r3Bx5Za7NjPmFQnKJenP+0DMTYDhKLNgSAZlZRLGMdAyqsjEIUDjgcKojs0Xjq1pVp8NQwr0BVACOyVur9NnbyxijmWfHll9V1qvVqnBzy7rSLPdWZgBwQqfnpFLXdSkyCug/D6IXXVek/He73TiOTdOUvFUO+Jx+Wqre2UWyIDxzDpgz2ec6EwAArKOjnhwzj+MYAo9jft7uQwht2yZ1+/1+SgOrGGOQqn4Y/8N/+E8//PjT7e3tl19/9ebN2zDFxJmskbFo45nztW9RjTFmZACoqqrrOrGanVkul7APbd10TZOzoIIlED6KSdmTEOCMnTEz0Wde8DzqsR6KUHtOUlVNkfIoAF/xTY5pmk9rzrlua09oRVGV5DPFeAxTLm9ByMwpp0SnWY0cDyDnjERlF5Ck8AFETh495QM2zhvvpXQXqsgCrIRqEXIhezIUX0oAFGA8KcHBGQXo2KiiITQEZNBYY61YhF+z0yzachkR2bkNnG8/a20KgFIGxWSMdWgIEFhEE0gmUcxiAV+/ePF//B/+D3/91x//z//P3bufPt49hrDdVZWrq8XIYx6TJxUkBCneDyzsvaub7vrLr57uP242jzxuYCCXAr68/vLlK86hHycRuX96fHx8RI8EWM6Xcy5lGcdRUo5kRLWYWsQYD4eDijggY4wzFgD6vp9iuLu7m2Iga1R1t9tpypfLlRGojJ0HeqrKoIfDQVWNd4XLzypJVFUvLq/KXN0YU9ettdY6l1KqTRVCOOz7ME7GWaJjZXc4HGLMRfYnhNA0Tdu2MaYpT0VEU5UFgZn3Q//p4aHt6pTSNA0xFuVncJUnoowRTys/Sp95L45M0eqJqSSM2FR1XdfWWpjbO+/W63U/Dt999x06671/+fJlNjiluNvtJHNb136MlXMGMXMGgJOsr9TGqmoOcZqyElhbtU3DDD9+2kzTlJ+foaq7rhORw+Hw9PT05u3Ltm0tmaenJ3T1xcWVGvfp0ydQBuuATBaIyqIWkVRRMrPBApmKgGgReD2umM6h2RhTeNjFRAFPC0rlKo0xOlfNg825si5DVDzTrplr8LpuZyhjxuLp7FGoH3riAZ53BnzGEqQzk7IZn1FVS8exMJzNJEq1bk4yEvP4CgDKYGD+1xIlmPlwOIQQChRjzlbJ+MQjgjNykZ4xoOS0fFCi3DRNZW/LnDTmCsuo7DbPzUTpLQrNNJ/MD877knM86rwhO+rkWeNVcZpiCOnx+fDTTz9tdtu6e63ZPu/3Imy9o6Jbg7Ifwn748OH+8Yef3r9+/bpq6n0/OFuRDSLgnHHOhfEoDMsphZgV0vNm87zZjTF5NIjmYn01TQ9N0yza5vk5Ice6WgROZXo+D75DmGaULWecvwM8cblSGkrWKV4f5eoBpcPhUJq1YhbadY0xZpombGzOGVQcqgJHFlQLzoSUBMEiASirMKsIsIq3LiE6MhmloJ0giqqSGQCAQJnDMB52+zQFB9Qa77wXckLWCSJoBcUXnlBBUBRJJasiApACa1ExKN/KL7Q+8Gy+XaA9JIoxxmxSIhFrjPHWH+USj9IonFICZhExgIUFJQokaslU1tXWOSRk6TcbSb11kge/f3qwMVTGf/3y9f/pf/jrnz98/A//8W///k9PuzGl6VkEHELbLA8h5BQRKucMgD+ENNw/2h0bkqvVqlo3lcYo+XHf3283l93icb9Vs/b7w/7QX7WXIsWfIFXLpaoOw+DaBdUOVJumaRcdeYcISYSsdVUlMeech75vFwuDZK0dU9zv98rSVXUuq0BtCyIx55RT5JyFfVMTWmYehkERnKuMd4Rms9kUiqoxLuTknKMYh2Hw62aGICge1QVEclGpBMEcEyrEKYRxCiGMsCv3pK+OFiXMmZljDiGEKQyqapzzlS3FRNu0zrmyRkTGeO+BjjqOpIAAklkyW6JF16lqPxw+Pdw/Pj+XwnDb79vHR2Ptq5sX6K27vHTCmw8/h6EP48Sp7ENhjCFMQXJZVsqSOe1Hqky5bJQISWMMZSzRLhdZoVsul84zgUFarVa3L25Wq1Vdt/v+6dBvybXk6dOnB18vmqVJZMfMkzKrVSBmFRAyaAwyKzMAlqiKOX1Gck4QzREYKYoFx9kJUcmsRVjpHLCeS5zyFZ9PMmcEY04Ycxwo849fFePGGOb0q4hxLEx/iVDNyaasZM6AzPxBZvC9RJi50jegJdmUEhBPfP9f4S0l5p7nqvktyo/zk391/NM4FdBvnojAab4NZzsNcMLKCpvgfIKiv5QpnVGm8otWRMKUVJUBNcs45Q8f7v743ff9fjCNMqgiuMoby8zJWLPb7QoIlVnuHh4PU7i9va3aaj8cRCTmJMCIai05ZwC0WXQKHMdhP4wf7u52+/7V9doYYmb3tF+0Xde0cvcgNDUtqOZylZQsx8zMds6Ec0LW09SlZHhrbdt24xBCCIU11HVdSZtz4+NORs99CiSMANYQEakIayYl40hzCe8KQOViASU8qbP9ol5QsNYAgKAagdAPu6fnfrMN1y88rltyamwmQ6oEhARAbuKEoKJYwJ9jhkfgs5c9r9/P/+Z4MwBrzmJMmQEgmJOMqYoIEjAzpxjTRDlqZgAgAxVZxUQCJGoNeSIH5FRb71JGUnCgOIV+DJMII33z8up3r377l2/Wf3r3/mk7/Pyw++7d3XOf3z/u2wb9ei3kt/00TaOSqep26PfLrmHW/TSIp/XF0i+aQaAj2A/D+nKFzhrnnHMpHOjMICGEAO3Ce49gurqxTZVBc86C7JyDE6eiqeqiwTDttjnGApvWdT3s9q2rvHWqisyRc8yJVQGt9U4ThOGQEvtGq0Iqs64Ug2QcAFgkQeDIdx/v80loTIFjjCXQI2rpplMIxhhVLgo/XbMoBVdkM0wTIjpvq6p62m6Kiq333jqaQ4Zx9RGNJWzquus6Y5GMaesmxzRIPx2O8pZpmB43z5QFAJqu3ex2m90uxOir6vXr15evXw/9Tre7SXK/20dlUJHMVdMYpBBC34eUgrWec2RlMdy4mgwRaVaNMe52u4eH++1+Vy+WKUQkQqL90C/Xi9evXl1fX5cI0jTNdtg+PDy1SzCuCuqNVmOmfuCJWJxRxJwZDKoAgworqAEkOovIekbJZ5a5Np8L27KXlE/OvXpispuTvAGcieDPEfx8skonBWk88f3LC856MMYY730Iv3AFnyPvPKXAk44/HPeBjgOAuR4vxzNN04w6zIdUHnK2HzA/pwDx85i9tC+/OoxyAOfJZs5DAFCK/RiO4186M1eYUxGcBKLnl/JnC3FwNkqZM9Ov2ibb933pdnNiS2Yc4s/v795/uHN1lZljBrTGVl40ciJSfPv1b0pfzJzCMDxsdk+7fc5RREoXLJKNd1VV1XU1jqNAmevap+fN3/3jH37zzZertl23rqkXi8Xi5vr6xcXa4eMURqupQSOnc1qKsjmvloujwDhy2gyAomhakK/IMU7l64cK5gWZebHiSBEDtkTemooIVDUpCDCo9T5rziFGYa8nmW8AzplzLtLQktkYA6IAYJBU1RTlzhj3z9vNw9P+6kXz+sbVgIjKWSCoESBDlDElA6SaSY9C1HBe7APOoXzO/wgIeJL4V82cgZmc88azqftkcs5RI6YJY6xdBSLC6WjJQoUEaK11TFEyEyuhooIFtYBt0zzuH6bDvnFg2qYxJnPmnOPTD816/aKR5uulrd7sJ/nu3d2Hp/4//tcf7rfh03YzMJBxy2WVxLDy7dVVnManh8c47mXdrpbNdor3u8P68mICGFXBGVfZ8oUu2m5ROQPWInGxLM95mibjyIBkEVZBhZwzT1MIQVmuLi5dXUnKpVRcrVYxxs1uaxSV0HoHAFmYOIIwqDCorXzdteR86SaLNqcixRhzKsQPs1qt6rqepmm9vI0xlqJeRVQ5pcQxAUBP/Tj08TQlnqYpTfEAAwAUpIiZVaWqqrrxIiKSnXNkDRlTmLyAWKCMcgPXdd22rfNHjbCcEuQcpqlcnOMwbB4f26775uuv3759+6c//anf7l5/8fbyxXXVNsA8DMPzZscIw+GgAFVTr9ru6vJSBQ+HwHmyBslozkmAj8zIJOMYphRY3DD0KYXAuSYEQkXwla+4quu6bSpV3W/2MWRb1d7XYrx1zarzW16KW46TGTKyt+RqYpScnEEAEGYQg0hlE0XhM7lTztagVLUolKlq2Yabw1ypbUusLP5xetrjncee8+R2dgCc24U5jtuTHPR5VD0voeY/zNF2/u/89yVt25Oy25we5CQuOb/mzDoZY5hhGTxhfSGE1Wo1P1NOQ+wC0ZwngDk5zYJu9MuJdEFoSgslJ5JCuX7wDNeaM8fhcMBfPs5bgTlXza9vQwjMKoCcER3t+unD3WNI0i4vg2iQDIgsWrQcDMPH++eSDH1lyTedJTIQYwCAy8t11o85R+ecqhARp3TIB++9ZhnT+A9/+P7Vi//Yevebt69aZ5tu+erVq7evHy6/+/hplzUcjGnyaQcaT1qmdLKDKKf4PFsCQOm2CknLOVe25sr3VJz86sYTUQjj8dxZ8MY6Q8KiykAgwiHFpvaAyKDM+TgpAgJRUiitOipYIksGLHLpFETQoCOTGdI49Ztt//hM233rKlOpsqaYk7XZOBIBREEGUAQBUQVBBVXBsjZw2nZGFAVVOAppkDFGjMGj2ooU7RTvQQTP/Opq5+faxBhDqMf9EWeZrEFCkNKl41GiQzkkDlMaRWI0yogGQhj2fSO5TxtmDdOUXLdYXPzrby//xV9++Ve/ef2f/vGnf/8f//D9R5hyUpMkwxBghXUcD5Uz3cUVknz4+LSvzWq12ic2XTPm2IdD5jwMPbLU3keLzOxcpT6XVcGcM5paQkxalr1NjnkTnsOxNEaDxvtq2S6iMgDmzDmxsU4FVAERFQnIABEI+LqyrnLO1QJ0MoN0VU2A281+c9hst9uUeOgPZey238bjXXECiNMUpmkAVRFxZOrakwKyWMAMUNChsnnrvUeEnNKhl+VyCSBgLChzzqWCq6rKtWbmF7mTEbmI7Pd7A2ithUL7Seytf3Pz0i5bFmmX3V/81V/2u/0Pf/rh/ccPddssp3FKsT+MaChNYQjTCmDVdDfXL4ZhOuwHAPWVE5WUE1lzGPaWfQbMmacpHYb9ZtsPY28chRwUCVGbpqrahghEBBiYebvd2yqbZtktr8BVUxC7vBFTZxAmBFuj8QRgAZ21qElYRdiQNcYJgGS29JlVCcdJwDHGHTGTExYBJ8PemVczRyg9k2CbS6K5P5iDpjkTQpifMMfcE+fns0WMnkE6+ksSkZxImXPhPP84v/v5bANO6E1WOX9yyVLHciGl8wB9PpX9FUp2/ofzriLnXECIQqKF08gBzsCikl2OBStiPCWbmfIkp9l46bf4pMpXXtBmBTJW1fSHSVX//OOH7394l0WBNeSIxiPZmDMqWuvGEBbNsjbOGKMgIYyc1apmlovLdaGUWWutNcMQLIFIrupaRFxdNW21Oxz+w3/++65pMMvlarFsuuurmzevXr988W4z3PM02IrOp+SqWiCgcvbnjFeAnYLqJI58Yuk5V9mT18EMHTZNbYwpezfOuTEe0LYikqZRmK21DBpyqoCJiJyzLMQJFQjAAFoyQOrIMKlBNsYoojm1kETGkkEkCWnc7jePT/i8qb33HSfFTCTOY6WgzhTOqYIiKTAoFrcYA8cOAABQVLCsG6uIGFJSICKDxoApzpGcMkCKEnMmxKpyvnLeWguqAAogxpAlSqa0+JRVgQxaNYW+XNaSlUOcnLN2mbtFU1nDBAgCOUnYo9PL1cWyrrf7PQ6xMVdq+Ms1Xf6vfvvtV6//0x9++g9///2PH5UA1kuwPLEkK6QpTzlmjs4tyNWfHh+/+eImStwdekqR1DTOqmrOPB2G9WJZ+yZM0cAAhhokBiAQ733l3NAfpmGExMvFihRijAWnPsSpUN/atg3DGPDY7CuCtdaqqLADV4DBklrKfMVaqyzHiOyqadrvdrunp6ftduvc/TEQlAgCGEKYxoO1VjO/ePHi4mIlzFOMpQF3TJwyp2zJeFeMnKJm4BSstc4YiyQpM7Nt0BvTLRYFSipSo2kKgEJEOcRUNP23u4uLCxA1SJeXl5OD+8dHBr29ftG27YcPd//wxz8Q0esv3paWhaxBhTCMXDfdxYV1jvkwDEOKwS88sKKytW6YhCGBLRtS0vd93+9SCgnz1PfN8mKMgYbDanWRUmBJtFxZU41xylGWXROZxhAyIy0XIjaiqDFKjgUzoLHeOZcjcxZmMZ6IiFlTisZ/xkbwOKJUEZn1DIqEF56UiqdpatvWnGS3S5g2J0uvudI3n/WfPwvMzbI5zHycspxyz1zRi+TzpgROKM358/XsgWdm7vMT5gPTf8LmrPGIyMtJnqgIyW02GzihWOfxfd57mLGg8086Hx6cCEKc2RiTUirqcnyyvZpzAJzNKkSkFMolVfDZwsT8W/O7lL+3MbEgxSRPm2Gapj9+/9Of/vx+20/gdonaZtkYaxMnY61R6vs+NxiyQo6GyLi6aWqCHHM69IMqP+83jfNV5VMOlTPeW7W63++Jmqqqtrv93/3pB2epMvb3X39tXtdNu1hdXKxWq8o8TjmQ9/vh81cOAGWGg4hN0wB8Ptel7fLeY5oQ0Rib01C0B0TE2WpWZZqbsjn3KrACxDQpi6usQUMZRcQ68sZXUR1kq+gUKzQFqNNT26TMKiqgxhjJXNoCBEqZQz8cNju/3ay6xXEA7J1BQEvkUKxBQC5ycwhydAgwiEdKPQloWRBWVdScMxg2YACAEElLmsCmaRRdiCd7INWUkk5D1a3ONfgQERUQpIyiyJASiKCAZs1G867fU06WJMbYDwdT1ZWz6/Vy2eAwHCQHItIQHSWbzTDuuvbCgHcv/NXy9//s26++++nh7/7w5x9/3sc45JTSFBhgfXHRLl9MU//3//Cnr764+ovffS1TDjlVoIpAZGOMGXUcx8vFSonG/hDHyVfWea8IjNA0Woh3krlxfrFuV6vVx8f7+/v7xdVF13UQpmLRVaDMhEf0oLKE1hjOrV8ZY4isZJ6m6XAYyvLUenmxWi+Wy+XV1dV+fwjDuN1up8OgiKWDjCGUDrKypu26pq6HYWjbummafr9X1eVyuVgsdv3WW+uM8d5ZJGQ1CkqUY3LGVoYqY1NKKUYm0joPw1AyR/EoJi2yV9Q0Tb/bP94/bLfPRfmuFHe9Eeu9cfbT40Nl3ctXrxbff3/3cL+8WAPAbrer67rp2pL4LxerGFLf97vdjpmbri2dqbX26sV1TDzEnGKepjCGRNasLla7qKp49eJyypJSMs4aY5wzMRczaVO5Dmy93cdD0ovr2100aHxUYIMMxIkFwHtvyGW1zAg8zzM5c5znWzPmgHjczC+Bz5ijnNnJqcqUbnVGe4pVXOFulDBXgtoJGrJyxqKZ4fW5OpzDdBkXbTZPeAasz4GbTo/5dc5xhV/lAzqpaZbaeUahjTGRj4yd85YlpVT4PyeaAOvJEnLeMjnPNCVM8cm3q5S25YwRHhkxRWR7miZz5lM2ty9z0wOnObCeGLHmNE47z6bzr9u6XWXGx03ftKu+nz7ePU8hN+0S6g4yHsae0AJQTtkqLtvl4/PWWusMimRFCuFU0Qg/PT21VVtXDkmdc0MY1ovlbtw551QhJqm6labp4/3mf/yf/ubx0/P/5t/S65dfLBfr3/3udz/dPf/488O6uop8DG3l61+tVs65AubY4zTRlSagDNn6Ye+cK1aOKXHO2XtfgLPSTBQwarVaHXclDk+WjKZU17UzNguX7Mo5hphExXLMcTKWGqq8iKoWhVVzki5RJMXjKiCISMyWyPlKU376dI/3N8vlcnl1UTcN1950S678IEwERAgAIUngJPn4ZVsiUlLWnBmJS6uacqrrmtBDhBCChVA7tWSEqGmamB1l8t43WMVTBWSMIQOEPoc4DgfOyTpKUY2zmNMUgid0lRGCqNkbqrp23Ow4q3Gu6drA0g+H3f5gtLZksyhysgYsiOaxtf6wu0tsUjQXq5sXX1z99vXVv/zt6//8X/7+b/9heHreHQIrtQqgU7Rgto+bByfM7Kz9+PHd2+tL37WImCJnI7XzAHCxWkPiQ9/nJB8/fEBr3nz5xfPTdrfZFsqBqY5khhIUxnGsLAHA9fX1frMla3LKqkrWEEFIcYiBVZBH7z1RLmyPnBMzd13HnJqmK3H8yy+/3G+3D/dP33zzjW8uHh8f7+/vpzAgojPWOefI1I0/HA5d0xrvkEiAWXNd1/kpWWOsNczc7/aovFwu1xfLEII1Jsc06gCgjowB5JgO+1DCQak6NbOvbOlRttutqq7Xa1X96quviOj9+/exsV3XAREa+nj/6fri+r/9X//bf/8//c//8I//2Lbtt9/+/tWrV+Vu//Lt2363+/nx+f7+vu/7uq43m6eLq8upn67qW/LN/uF5DPzw+Hz/vGUksoYIjVK3XBnv1l3Vri5CSDc3N6jw/v37wzBd3rx+2o/I+y++/WvZjc8D71J2TZ2AmsUqozuEbMgMwyA5t97ZdplSsMaX5U1fu5yDnE1WmbnM2uaevoAVJRReXV1NU6SzXc5ixVz4P3NUVdUywDfG5HzEhAsQV2rq8lslqQBAiRIl8JUQjGcz3nL25g7gnNLDzI5+UUGX3y3PL9wtkc9iR3N6KLV2mRMUq7WSzgsf3Xtf0r+eFKSNMQW0mHGtssBVUiOfmLLe+1LPLRaL8jeLxaKclsIx1ZMQxZw7QWTePCD67M425yH85dTdjlN62vafnnYsZvu8e3juI5MioKgSmQJLKDgyBEio6/UFEYoIp8CZg0YEYc5dUxkLFCBL4jGGMAJA5FhXlXovCiLAgoT+MPG7jw/G+IvLGzJd3SxvX718+fLlh4ft4bBvLl+WDF/o/MMwlFwaQlB1513bPJ1nZu/VHL+543rF/I2KFhHwoxUO1RZYUkoSA5si0VxI96QIDqAiaok6Mo2CSdxUNRpKRykYAUIypAicsvfeFq8GhNY7Z2waphQnEm6srRcdV449DcopRyBlNYykKEQkDlCPt8QxM59hlKqKCpmzJrVyagg4QE4xZkXrrHXGQoJyRzWn9lA4SebyYcugMnHxakS1BIbUghqLVl1bp1BpYkaNnCMLC4CxvlqKsuRUtuS8984aAG2teGs4DOH55/H5wVarL1er9X/z9bdfrP/03Y9//O7jw/O4n2KcEqMqp2k7fHr/4V//i9/1Tx/HcaxuX+6fNpcXF87AOKWxHz1QKZnGcXze7373V78TEQSYpmgrs14sp/7w8en5x5/fW+cuLq/3aXp+3j5unq21kvLXX3417vtxHEWGZtF5VzNSiDHFiVCbpnHOE+X1xbLoIEoWIkqJD8O+P+xSZFc7Y0yzaGx1e/niIuecY8r5CCvlmNCiiIxhyMhgDSMIIREaQwVN6pqGCJqmWXTNzYsX0zSEcUplKug9IsZxeh4Oq9Vqhiws0jAM+/2+bduQIqs03ndd1zRNWTX4h08/PT09xRhr713lGXS9Xv+Lf/Uv7+8+vXz50lrftu04jjfXL6qqen5+FoEiwIkGELXY4U0pAkPMzIJZcIo5qQpAu+gqWy0vlt1itT+E5+fnw2Fs6q5pmn0/7vtJ3EFdZ2y3m4Dtwnvv6dp6l1gZDQMeMTfvURUFhUUZhESRipj5OSO+XNv5tH4hx3GumpOyf9nV55NNVbmdS0QuAQ5/KcHvnDMG5oqnRMCSDGbjSTpTjc45zyLu5yD7eXUPJzhXT4zM8/g4jxk+R8xTs1Jes/au1IX8S9+C8zWmGY6eZf3hpNNZmo+yaDLLBM350lq7Hw50YhbNH2SG+OenlRNeaPczUjS3FyJSWJQFocIzLTlrqraf+OPH58f7/tOnTz/fPYZMmVPXUFXVohhClCzWOE9GGaacEa0lQGtZGBUAwRiz3W6q2omklKI1WNe193a5XD7efySyApgZyTpftZrifjx89+cPzjYhwVdff4tk29WybpsxRDmtw+Fp6FFutsPhUHIvnnkDAUDR6Z67KgAVkXQyakBEws9BtsApCGSAgKwlElAujlwEiOAVGsSFtStrOkSbE7mTukgZ0BtSBBFhlc57EknDJAhV11mkfthvP33aXF71txtTe9FqitM+8z6Ger1ma8BYAVRlABQEQKAsAkhH4Od4gRIgIOacNasruleZIWfKnKZgTsJhIsLApCWBaZajvSWe+mPmlFJSPS4uQgGYEMBQZhFAYz1Zr0CZJYmygIIXjjElECACQEtkRSSnSAaMTBRExCDHpsaqgvq6lk2TnptGzX6E7cj7EBy68XncPzw3xr24WA+77WEcskpMuRA3p2mySJilDDkq67bPu+fn52617OrGOQdA+93h7u5OAbrlAq0xYnxTd3mhqpPIMAyGqKoqTrnf7sg7V/m6qtCItcZ7S4Q5S117am3OeRpCub1TCrvd3rmqWzSqutttvPeLRVumR4XCcIQgeL3f74dhWLSF5CNsYXWxLknXWksEoCog4zRNIcQ0hXEC0IuLi8VigajTNNW2ruu63NsFh5zC0Pd95OyNrarKextS/P7PP7Rte3Nzs16uhv5Q6tPr6+vt8y563zTNYrX86puvP3y4u7u7m6bpt7/9be2rHNO7nz6EMAGKr13VeFv5pmMyZncIrMZ5X9ULX41hGrIkMFTVzWq1qrrFEHmMU2YOKWaRzMhoBfyLV1+Zxc2ENZhGySpUDCbloBgZSUQJrTNGU57jF6kCClLZs6UZb5HjZPVzwC1YRAnTqjqOo7W+xMTyr8WJoa7ruVco4Nh5QDhBSUfBnJkrCGcT3fJGzFzXfkZ4ZiRHTjjJ/CPM6pPymUCJJ/UePVE59SSnrGfaRPMc4jy1lB9LQKeTMIMxpnzA8itzsoHT3KLARHQSsiyYPp3RT+FE+ClMnLmrmBGRAlfAaXtulmAqfUZ5Ds3SocbYwHr/vM0JUXC33TNUV9dtBAiSvUECCkGFIxCBkOQcxkm9paqyBhGMaAJQgwRV1TSOM6oKERiDzLzf7znEBFnIWtc4WxtrBa0VHML03bsP/ZjvN0O7Wm/3PVlbEYFzZcmtDNNT4tIf1XVdNoFnEms5KU29YOaUck7lW7HGGGvs52/xWGUfjSFzyGSdJeM8eW9zzllGyVyRFRGn4AFbsmvnloZMzkU8HQidc4QoADHnkJItlPai+WeMRToudo1h2u3Gza5uG1IRSyCZyszZO7DMSCwgAoiopABAx0QFiEhwFAdSgBKPrbOVcSifaWQWU5aUs80ZGVKM0aVkqhpAVM+1PlIKAYSLfJ3B49pRRk5G9/u9xNzV1vvK2RrjqILMkkIS0Rwkpags1noAAhAkAwCcAgksnFOZpueP0zQxJD9tVjCKMw3UnrkSFFc9bh9slt3j8+2Lmw9h+vjx45uXbw4hOk+WDLCM/UFZDGrXdZdXV3dPD7t+/7TdfP3FlwYwhASqOWRFqLs2pMgii8WiXS0dmZzSj3/6vjIWRMdxDCmSs76pnXM3V5eqnOKUs0zT5L2vq1Y5s2Yi1zRtlrw/7IFUUYZxqNp1AeGy5sQpcoyaE/DD9qmufeAYJVVtg6rDfi8hQC45VSvrnDeqyimKiEEFgBimGOOQggB3XcfCh93ekbFIkfN2ux3HkcwRoyBjGAC99VUV9vsxR/S2wqqI/4yHAyIO41joy3/79393eXm5Xl88PDzUbdOsV59++vm7777b7yfjyDvrCvnVoq08KwxTEKzReHSVaxuT0zDFlPOirowzxmDTVE27XHSprpunTX9xdWsDk1/Z9hLqVc5O3WJMOgUmhykLGQQDSEIGSIRBEAQVStWCqIRAFnP8rAVdksHMAiopNqWjD2KJlTOxh077UyUgFo3Sc4CejzT/PJfqJcbJSe+sZAI+cUZPlbidA995nG2aZu6/8STaPFff54X/nAzkzIJ4xo7KOx53Ps6Mp2ZPIT095kn13GGUB52ciucDmI8KzmQu8TSXngM6nvGX5rlI3/eqelwOPQ0ehmFo23Zuy/BssGGX62sQ2PYhTWkcQ2lwkuQxBHUGAHIaJbGSFQRkbSpvLBZRBhCWnMkIGBQR5RKCwVfWGDNNwzhMq6YNMTMa5z0A9UNE1crWDl0fQri7H1kXy4vdISRQcv7FzY2qlvUuABDJBQtaLBbG0JyB597tfL2iiEV7752tyiannqoU5nQavhvRDKoOgZQMIMEx3FpFp+JBG8TOYGuQimvVUb0ZtbB1So1T8DVV55x3lpmNQuX8tOv7h6fN3V1VVZUK114BUAW9o4x6dAArhbgBVPJEUJRRTqvnSEQUy1d1GuhaMoaMIcthkhgjTjEa1ZJ3joNugdP6jCFFBVERrq07TX7UgKCoZM2YVBEEUQnUqiKqITWkzghZNEo5SBgnNi4oECJ2zUJVOWuMyRkvApgjsVS6vbDxUYbNLlHsXDQXxrXLRWsj94fY94vbt7Wvng9DzCwMx3lgyjkkElVjKlHv/Zdvv9iPhx9++OHjx4+180ZgUTfb7fb93ccvf/ONq6scYYoxCa9Wq9vbW2LdPT0/fLovIGFV11j2oXbbcnsIF2nGeBp/QYysqmMYQpqAkJWz5Kv1soQM51znliJZRBRhpevFol1cr5j54uKCnO37Puf81dXbMlVW4MJQGoY+xfibr78CgP128/PPP+92G7aEte+qKmyO+EaJaLvdjkNq2vY3L18eDodhGo21q/XaWHs4HJ73OwG9XK9V9f7ubrfbOeeK6fz19fXj5vnr33wbY2zblkO4f3xYrJZVde09ZUhkWRH6YRA1cRxCYrIQx7jdDVNgRsrCY45rW4Mhsqbp2qpeNR171xwGtvWCjewSPTwdNLZcN+ibPgVhIEvGGOe9kqashCzKiEqABjAfl41BkNFAOskYzGDFjMnAiXzCZy6M5rQ0S0Sla4cz03M+MS9LtZtzNub4W+ZMekFPxKHzPam53p/BkF/9uRTOcmYWn1Ii/SwlpGdT0xPAAHPNPo805nhaMtasVVcwKz3ZT+JJhA7OrCLPX62cgXOav/c+p1+8r5ytgM15oqQ6RKzr+vnxce7M5vMDJ/mKMh/F0yxkmiZr65ZTDkMaI7NgiixxYFIhTCkgIoA4bywZT5YAySFz4pxYMnNCEEumqux+9wzqRBOAEPkCQBNR650IoBKRSYIxCQJU3mOx10U8TCnILiRNwsxyOBwKqZ/OJDgKXGWMtydDnNIMxhgVT+6gAHyyuuasc1cI+NlRCBFr16JKipwhO2OQjDOeCIDFItTGtIqNSo3UFBnnotmkkrJkQHAGDbnKK0tOGRFrV1lrOGcAdM7tdtvt3f1Tt2jadu0tiKpBRLUiUgYOqCDAiohwMiv65f8AyqdTJUNGVZjZlONXNMYIQBExsmTQ+7IDkFIqvJ8Z9DxmeDQMACAWyCIaMAaElFbNMkpGSTnkaBNHViYDrnMVWbSgKYQgKTFOURX0ELZd02YgVsysaQpE1PgqPt514pca65SVo7FLdfWyW7S1Pj1+qNBAYm/sixcvNrt+sVqHECwZZlYRS0Yyb7f7IUyvv/zin//1P3v58uW7P//w8cMHSNxb9/T0dHl1dXXzAhDJ2f8/W/8RbM2WpYdhy+y90x1zzW+erarurmpT1Y1GQ3BBIzBERkggyKCCFASQMhA5IhUKhTTRTCOFNNGMGkohaaSgGJJoBBpQJAg0gAYQBAE20b66/Kv33u/uvcek23uvtTTYJ/M/VeAd/HHfffeek5knc5lvfev7mGAa0/F4dEjPnz9ng3mcGFDAUM0H1zRNnvsQgiRB5Lqppml66vuqqlLWGGPMMs8zkKu7ervbbvabEDyA93W13+/bTceMWUVVyTvnuZhW+rqGEECyiRy/PLa1b2xT13VTlErVAGDsT8H57bMbbqpXr76YpmmQOM+y3W6HYXj37l0IgR0/e/YMyEII/TjUbXP/wYv9fktEs+Y8nB+eHjebTdd1RFTWFJwLpRr92Z/7uT/4/d/v2m3ROHl89+7Nmzdf+cpXXKhcxXnK4xTR05ziZnubrXKB2XfHQ//m3dOsiQKR8+RYrHCFcaWjOF/d3N1/9sXbWQI3N7OxKfmwOUd4GvKmYiBEK/YboBIlYorJo2O8lOJYSNOmAO/XXK+jGyzOt2vvXu7Ppmly1hXKKBGwBC9cV6mZS8wq35fNj7UkX5Gi8ierEIIuPPqq8iW+l0TiFweu8mr8j0jLgLxfLFhDDS1W8s6957BeMPTqspu2thd6ZQdvC09/fbX3XMSfdL9ZU+aK6Zefl0R43QmVKLFCT9eXWkTatk3LGKD8cqGl4uKQs55+uSDu+z/8rAlNjkLGbb3JKtlyt2376aSWzIQdeiUANRVA0qw5JTUpZSksw8a7uzskmaYxpXme5yKLaGaR0MQQUVI2qkKoEdmQxQTZo6doNk2zAWfAOabXr18XqtNCrbUQQiGBrGwqWNYx1t5NVRdFNUgpRc3rNS0kpUuSQHTgEcxSBGNEAjOGy+dced85ak0bwRrRieQYNRA5JiSgsigquL4wF/OXRboLGRk6V2GS6Xiajuf9s1htu9DUbRX6nDNlLTHfgJEJkZEMEZY74XLH2OX2dS548JbHbNmDISIY1HUtUKkENiYhWe4bdg7R0EAFynxHTYhIs2jOZkLG7NkTeSBSYOJkIFnzlNRpjpKj5JjZlIRADQ0cOqZgwDGlcZyI6lkA0RlxFoOcA4d4OtdN2zltCKoQhJoJGOfoSJyApaSSmqYhH2J6HKZJ4nC33wXnVQAB5hhjTg01b9++vbm7ffGNbxAgIU6n/off/V5d13/yn/zHP/jow8PhMJvcPX9WNfX5eBrH8fj2wVLett2u2/R9/3Q65pzb7YZMHNJ5GoiobetBdZrG3W43xWPOeRh6V4WifBDqyjlH3F3Q5KYGAMvJCInJ1T7nDExA0E89xREdi8j+K59ASibRzDTlfhpSjKq59iGhclN98NVP7z58Pk3TPI4xxqcff2Fm0zTN83z77P6TTz7Z7jfk+Pd+7/fqrt3f3Gz2mxjj/vY21PX5fK6dd8SGUBSeE0hhcXz44YevXr3qx+Gjjz6a5/np6Wm73QJA349AjZiqqnMuSa7ajhIDat22bsgxSzZtfOUtMPmU53Ecna8NAqBM89w0guxS1mR6f3Mf3W4KG/LtcJqNK6ZFhydJwQgB2RHCUsAW3FLAVNX0vfvj2gEUF7/y5IqIcxxCKMiJiOQs1wX+ClwU3HxlsJSy2ns/z+mazbLWzmvJuOIwa/zlRTLzui8pdME1mpeQEkKQWI5Lrue9a5zVK/pmOdS0+LnLstVoZqsGXEFgVsULZi4kZrpiH60vVd4Xl1FHKdunab5OAGuSWDPWOvAoMIBfImc5qQuCDVAEqUrSWk82hODEgEMFkDETkhvPQz/34JAcxzxbToSIYpo0GwV04slUCJEdIWFKeZriNI917cAu23clolZV1TRNPp8ZvSHGJOAthEYBYkreASJJtpxiVnN1jeTErHGu2FvnnA+HQ86XRXxcyFhlnF2WR7z3RDnGmFI2Re8r7wMimiIt3DK1QpJdUrESIZghITJglDyPk1jeNrVnV1ehNaujMYLprDkm5MDkvDdiSTmpyNKxVs45vLS0bvmQHGDsx6e37+rdttlv900T6rp27jhOAqBKUjZXEQmBAdO1aHh5iuDSqzrnPHqUSUWRkZBMlwSQKyfOZss5U84s0tY1gGqGOdoKhqqqzDGlZCBs3hDQAyIQQJxSmhLBhdGsAhLTNIx5moAwz3POGb1zLgBRtrS9vfNVFZNKnOuqIedAFZjudlg3m3chYVSFGSjGKJKnmcabu21/Onn6oG3bYY43d88+++zHY/90u9u3XRttnMdxnmf2brfbJdXf/u3f/qNVIKKf//mfxzn/+Ac//PDlB9/8lV8Bgs9++7fO01hvu67r6rZpffWDL155pBe39/cffggArz7/8ZevX03TBHEws8PjI7Jv2zbnSAD7/S6rhCqzd9ub/c/87Feruu37vnx23ntyDswkxZRmVwXXtWma5jTXbeNdGHMUlYq9qTy8/hIRQ3BVVbm6aismQCCAnI9PT33fN1W1u7u5dV5TijF+7fnLEMIwDA8PD+Td8+fPfe2HcfjFb33zcDh8+eWX8qU45/b7vSG8e3z4xld/ZhzHoiV5OByCr7fb7f39fc757u7uxz/+4u7m9nA41HV9e3s7jyO70LadAc/iuq6bJYnIaZimKW1vyIeKiFCZyJnZnJOb86k/GrkqbFvfIVKMcZzk2bPn746patoxQj9NoUmieHP3IkRChxhHMyFUImyqGj32h8FMwBBXlBtUFMOyB3BVVl8q3KWi94UCVNiKABc/r5UWWUIhLvoZRTVIlvXgEN57864ZqAS4FSi/BkZinGjxUFwHuSWdFPJoSQZl6EhEwFBm9SU+rgyfwilf58+FmUJE754ei5eLLho7zrm2bdu2dc4Vh4ZSp5YXLHddWX2ghSZUXlOvuC3XVwB/ciutxP1SJdPiYrb+slt8jwueVnixZfpSMKJrEAURXUPVcDi1bassUfvNTUWDWEoWrcKAWCEgOlTSJDJJCtSwb5yjwpx03meJInGYhrp2Vly6UEvqnucpsiJGMRSbMY2mlRjlpLzZApEoGhgRWDZivalrwQgAc0ym2La1ao2IYOSYDATAiBgR1DJoBtRTjeCcjsZR2LRSMdWYhJoK0ISTgSGiQ0Qw1AwJE1sKkBw+2MAY6xDv5vTJHD+a8eVIz5gDJUKZUfTW+5kdcXAecppzbBwj4jDMdV0zCEqOWRwgszdHGSGDm+c5P/XtF+/mm2fVzbPt1iTpi657SBM0BKE6DzMxdE3IOZvuSCNCZB8ZzcySeLFKNPWjSpj3nVUZ8pBmcY27qxKPUZAiMWQXI6Or7yzA0+HUVjuUOk8hUNPdEMDwdD7c3t/2fa8gPrhkmVBD4KiQMJ5zv6sdeWWXfZUBp27rUuWmaRziOMWBMrUNO+ewP2ocpKq2jG67YyRB9FUL5IbmJuEmEgC9ldkw9L7JWhs2OAT6/tvz/dHtu81dnR5ffe/rOzhv74/9U9uFmfJn774kwD/6i3/kcDgQUSD88seftV33wx998Z3vfbd+efeNb37zzenRe7+92edHlXFOQIeHhxPR5na/2+2I+dXhbQjh2Vc/3n/04t27d/3bRwHZuEoRtG3u7m4153NMN/tn85w+fLHd3t4L0ClSdfdx3TQEm4c3b07HBDBXnp2vxmneej+dz54xH09jSuMwpDmGULdti4dpu926dguHMzBRCI+vvjCzKUYiClUgc+M5ic3lGZtr5xh7B8OmbkL1AArDZGAffPDR5vbZ69dfPj2+2+9vt13z+eeft6F68/azuq7VQPL87Obmi8+/3H7la28/ezXP6eObj37zN/6rKvLXvva14zlCnoPhvnrYV7Xm5t3BDmepmtv+6Tzr3N5soMW5bx/1dsLqu6+GsP1007SVnHx4ma2boh+qu9hUn02SqFbfuNv9l6GNAcVwknlTO5nfJreTLOgQwTFWzjkVh4jm/QjCFVPtVDXHxECB2YX3DMicc3GmK8vbJQAxu5QEgEKoSzm+AiZ0tW8FACVaFV48L+oRTdOcTqeVV1o6e1lMVHjZn1rDbgnczFywkeKEfH9///T0NE1TYZ2uynTOuboOVeWHYSiHL4I5Z2Yq+2vFxNpMABTAmdF+sy0R3CE5dynMJSZmnuZBcq6cBwBQyynOw1hIRiKy6lSvtXzhaJbktN1uS2ayxTStsIN02WAoKa0kDLoAcTiOo1sguDJoWZmy6wxjTYTlmrvijGNmJSGvzQv+IxOPckGHYfTeixAiiCbLCVCJ3ssqIZYtzWhm0zRuGo8F7lYkcsSeoUxzDWFZ3Ta7dDGWFoSFAMAWwZuC7gEAM7ZtYyAiMs9RRKwNIBc24eVmsgUgA2PzqklVswGCAsCu3poDzzrpRNlItAHceN75ujGtEAgNrGBkaiCFPrTOi0BxLWfQeWL2SA4Q8MIyQu8AoDTpr1+/3jy/c7uOK2/kJGeLyTnvnGO62AQaogKamIEJqKrmrCmjIzZU1CQxCqTKERmYSU45ZsmuRjJ2WLEPjgmNC7hp4pyTCfqpn6bJczgen2KMVVN77wnZQyxrmLi0gd57Zo9lO2EpVconWDoJXEyr16a4LIKUMbsTUbhYTtc+mHN9nMY0v/jgK5OjOM/n87kNHMg2u62ndHjoEXlOEufsvSe4aON8+eWXL14+2+/3p9Ppd37nd8Z5+tU/9ms/+41vfOcP/qAQGABgFXdLKXVdVwgPMcaCETdNc3t7+6zbTWl6ODwN81TgwZyzJK25att2v9/XVX2YpilGJcoiu/v73X5jpinNBBnQjsf+fDp477JDTwwATdN1zebylLatqyo4nb7/wx9UVfXhxx87587n83a3Q0Ry7L1n71ZA4PD0tN/vN5tNXdcgqqqE2DRtHEdQ897v9/u2bREurJU5nQ0BjVTVV9U8zz/40WfP7581TeNrf3t7awjDcDbEYRzP5/Pzl60tToTGyAhE5Mj5pqnqdpwfQ9XMmZvt7jyfac68ad49nofpKZHf3uv27oPgG8MQNjcYNuoaEENBQFZENksLCbJEjRUeWQWKS/Bdp5drXFsBelqE3ko404WvUu6lsgrwU3FmrU/t6usSsFygRW9nndCuQ2ZYFBTKC6aUiC7V9ELzzeUg3eLVvkZPWywk181kXmyHr6Hm8i4rDIXIBX4pT1M5qhLE12nHdcDdbLcXmGSB/su15UWt6BrrV9WclJdNsRXIwkW1dJ0ulPyxXrH1ONf/XP/WFppT+QTdCpnp1Sdty1T9Gjjji/NAds55z6qSZX0tyuOqx10UkBcNy2JeY2rAAEqL9s0FCCNHRLjcwSJiXN7REN9TXwEsxklEnHN1XSGhagZQ73nMmRVwUU+7fDxgMSUhUABRKKCNQ2KCsw6sDKwsCfPcmNw5flGFG6KNYDAFk8LSAUACzGZZ5TI1N0UjRTBCLW95OVYAWJH8Cz3gfD4/vH13+/Zdfbdv6tDPehzOqff1LoHzRM5EERnqMvUSBCnuxWYGqkCF4iMiA2DyDgIRZxPLBgooiOaIzSGBgWQXEAodAl02m8aYogRfzziaWUrzNINnCKHYNDb99LDcBBfrBdViIMAhVHDBH4fyEayjM1x87ArvNucsCA6NPTOzKalSINcFu9/fPKV8fHw6Hc53u26AVDEJQLmPS5i4vb2fx2mYp7KMfTwev/vtP5xSrKrqm9/6xa9/4+vvvvg8sEM1VAPRw8PjVA2IqCkzoGVBRIckMT2+fdeH4JyrkJtN96IKh/NpnKe+7wmgadrD06Gtu7bZkJtkURic51n7g5kyY0xCjKGumrnpz0dVJXWGSFTSZKUi8zhVTf369aunp6eyqdT3Z1W9ubtj5gLEx5wcmC20v7u7u81mE0JAtZRSfzrnnB3S8XhEg3EcCXGe5zFlMGqaZj4NyL729eE4sPdV271++7ZtNl1L56F3leun/uGJ7+5uYiZyKFbicsHc2czUAIhD0yL70zhx1VZVtdvv8sOX9a79/g/+YH9z9+yDj5rdvfmOqo1iFYfMFkCdZMzGamjAamaK5ZMtcLZc4f6FoUREJdgVFiZcWfiuYXeF5tcUUh4T5vfOUXYlzbb+8jXIs2aUnyJc6jJxXXuCEnDWFYHCiVhfhxeZneu8sh62qhYh2PXnslBUVz8A/kkZiXlOtMiUwkJboitneVhYSW7RK11ffP2/K/ZlV6DWenjXeFdpAnBRwKZF7dkW/CcsU3S7xpavrAjWhqMcjCuUm4JPlbS8srLgKqSuL1eyXPEhMPBAWHQY1xTKzIAIEEIIRJimM1GRozfnyKwwVVBVwQSNYHE7ISJD5assB4AIvJ7eOOaUIjsggpxj+Zij9aQIaqigKuaKq4MTMTVURkQEZAAlouDDOGW27FJ2EjuVvYOXhM8I9wSNKeUMpmZGRoiGQJnMzLJdJjCKwITk2LMjJFGVLA4QnWfnHXM2DeygAlWdx/H4dNgdjtp4t996ZkVjQOc8kSNE52gs5YAIITAjEzIrK0hMvnaelFNCm5lzcAZgXCElJAICIQCETJYgJ+AMBqClAgIC9hxEJTMyL34RCMQUQggm56X2EZF5SvMUJRsTKoCYGSF55yz4qvIh6LIKZ4To0FXBxwooAZNJZArOKyLOMbKjm64LzzYw53HoT4/HNM3eV9N0Fp69T4Ycs8I4bzebm+3m9atXfT+Kivfeeer7fs7z3e3++fPn3vv+fAbk0+nU933OeRiGYRieP3/etm1xctdlafzp6cnMQggfP3/ZIjZVrQjsnZ1O4ziOqX/16lUdmmmK7XZLoWp2e+c4iRyPT+zQOdf3pzr4sKl3u10VXEqXxgIVmBwQWdaYpampONDd3t89e/FcVbNq07aAoKpzimXuB0zA5KqwvdlKTMfHJ7woGeRhPKd5dM4xgl/6rcIxNbN5TmbYPtuNcT6dTnf3929fv3v97u2vvPzW6XRywR9Ox2kajOx4ehKRerK6SoaeHGtp8EHQO0A3xpyMwDc3Ny/ruzvbbuptNY9St93m5uN6s5uEfHPXbfY8ytvDYC6bI+Ng7AA4G6hqtahsFjQcroaQYflaIewY40pzzIskKi7U++uot4a2Ne7TlSzammnWMFci/jVKbleaPHYlDlpiRQHozaxYQq7heEWc8pV1u1wpjJZQvo5z1/ZlHMfrbLSGu3LKdV3nnPu+L7G0LLKZWblFbVk1cM6NiyYELhsMeCVWaldqdJcY6KlsEZaifL2A1wLUC18GzWxYcKH10i116UU5+BqgSym59Y8vJJklY+siK3qd1WmZWohclG3MLKUcY75qI7BUw+X9LDsiEkNabiRkpwjDNIOJoDJzcO5y2s4JiJqaIoAQOVhMT+72d0gWYySCgsQBqih7IkAzAM0iiEreCNk7c6RgxFTwfwH0TCEECA5zCrM0CvfO3zu7R9yp3DrnzYiVRBCNkFgBAdCZiIBZsXMvLB4iMgTFsiJVeICwpAdGNacUQadpODw9bB7ucFNvtpvWV4hGph5BQTWbIam/dA+KxRISGZDJHCSPWLOBJJBRZRKaGBMF5xAFDWICEaREmpUygwAH1YtYnvdBop/m0xwnA62qumkqx+Yc5RzTdGJmYwbAFMVMYszlIVp5C3aBfS6d/kKZiLos2YuIqnDrVSCjKELlfRVqV1VNs32YhvHxFKeUU2qaJokzgma7aXp3OBzGcaqqikMlCuM8Vd5tb3b7bffZZ5+h2u1un+b58e1bRvzsx5+XxcBnz5454tPpFJzfb3ciEqe5aK3knOdxQsTKh2EY+mkUy8128/LDD16+fPn29Zund08fvHzuXdW2O+eDOhe832w2yDxNMxESIVqe55iHIJoUbLvbQ5EpTgkEQEyygRFU4eNPP9nstiGEUNciklUfHh+qqmLvACCb5pxJLg8RqpVNHEfcNA07DOyYua0b79lU666bjqfj4xMAzfNkhp9//qXjKid593h4cf/CBf/u3bvD+fT08BBT8p7NYE7TOA/77a5UJ6CSc45ZMot3rqlaQToOc7O5DbNs7j+Mzre3IWP69Gu/chr644ijKTddU90gd2M8ClSijObZN84FBVJRA5nnCyQCC82xFLlVVVVVtS61wqJ4nJddfb3yO1zpPSunc0Wi5cr75brmhX9kW6pEyQL5rD+khX1fIvUqAVkC3DzPzO+pmWtULUdVomG5n21BqwJfhIDKFJMW+6nrqnzFskqpLctXicVrkLw+u4LAlMNbuaQlTJdrWC7I+l5rPigF91rCrz/3Vx5ha2Y1M/jJtum6grelLaNFsS7n7MrlK4e7Jp/yUF2f9vr2y9UvB0rADFqk1Nc2CgEvkwpVuQydFdTev1qhzKsYLM4Nl6kD2yQzIioIGJkJwEXdO6W5YD7OFUuVCyjvGBBBwQoZXFWJArIZsqqYWLlooCpgmrM5I8vB8h3hh44/8HRL1ljuHACoqBkYE5ESGqIaBZXl+l5SI4ACSEroPDN7KrAWiallbZqmLJ2ZpHmQw7uH7f279m5fDUOz7Ywx5pRiNKBy77BvhYGAwSSXO1+FVD0D2Wx5JB1BBrGT8IA4qasIyQFQyiBKFNFm1oSQHUKmwtc2UMtJpzG7RR87paSSK3Leqal6z5DcUnYhAAEQGKckF+VUUICLeIssAiY5RwAwwyypuBW4NsBE5qjbtvXmzlMzS5z7sdt3nk+7lsdhjpI5+Jix6ppuG87n4XQ6PR6PXbeJkmvvgLhtW3Q8DMN223388ccxzW9fv+77/vD0VFWVd+7F8+eI+MMf/lBFpnEEABXxzhW1/SLf75hfvXqlCFmku+lDXRUxwe12e/PRx2zsQj2n/Hjqx3FsUvTtTSUp5+jIt22tlmOaxn4AgHa3B0QAAk9gqikBUFU10DQuJQDwVQUAT09Pc4rOuayy4Y2rQkVIRFoCmWqOuQ6127OIMKIYOOfqUBGRipSa8Xw4j+N8c3ODyHUX3rx+G8e463bTFDWbJD2fz5//6LOcMwK8fPnSezYQ0/zxxx+f+wMAzDGP4zhlwQCBQrPpkq/nc26391thqrpxzhKax9NQJyLecVWBb4SqY5/H09O749je3qFSZocUwFWFNaeIcGXtspaTJRoUQ0dddppKjL5YaQKsFWuJNZd2aqnTiZbN/KW2XaMNXW3Gwk+S8Zk5xvedBC6sebhavyo/XwnvpQZfYRNePBSLGt0aT9djXpd1V/JoOc2fIpKuCSAEVxq40j2ssmsr7MPLltY6UVvzwdoVrUHZrrwOl/gW1vC9tj7rN2tu40U1zy3LdD+VtFYNzYKVlUzsVkqQLWPi61S5vut6xZ1zBTlYpAoSXAzcaZz6978DsiThFOrCkCwvIkgCRipQ1U1Oovl9doXLBmBYBf9K5iiam31/uhzYchtdEowpAQkSohUZBQUTQzGNOZmZ90wGBEYKIHlK/UagAb1Fegb4wuAGrSG0ec6aLKesAGZF2gQMC6VVwYpAowKULFzWgxUvq/AKQFB+HUWEEJuqFtM4TsPxFM9n0hc3293Gu4exV0JDKk1JL6lMug1IcgYTNiM0Aon9YU6Hmo6NH5FnpMjegMwREbHPRpZzGm0a1fUQdhmdKVfez5H6Kc5jJMOmaWKMYjnGSCitRwxAjPheYaqo4TMYqsA8zzkrgAGCKuScSxOwPuHMXIh9zMzkznmuuas3XburearjqMdhiFG6tiKutjfh4enp8em4uw9pzlNOzD7UlffVOMVjf3beV23bHw9vH95tN21d18+fPzezd2/exhjTHEMI9/f3hc1WupAiA7nZbIoeeGF3lK+CCoamFtVJ5s8///zVq1eMVDvvkOIQEVmR+mlS5wGxSxEsnk6nIsQWQicic4kpMYoYEaGrgcgsqxoRQ87Hw+HNu3dV06jq8Xxyzt3c3LB3VduCd2HR9S2QSJrmtm0NaJqH8zyneVLVHOaubVX18eFQeV8kIva72zjnEOCmuzUBBNc4YmBNalHjlG7v9p74dr/3gR8e3mrKlsWHYEA5Zy1LWIyIaEDb7c4ej9m4292/nZWqjjfB4iwZ2pu9AR76ae57DFJ1u/sXL5RDmpMoWM5EbIgKBnRxqlrr8RVm4UW2odxFJbQVQiQsw9LSOpTKOKcd1gABAABJREFUNy6GCuV5X3HmdRi7IhW4TFyv4+wa8a8BCbxSByo1u3NuXScuxTUsJmVrRllf+Rr5WSGs4tKDizhdXjwmV0ewn0qEzoVVan7V4l/ZotfgVTmFslq4zkvWNICLWmd5xNYLnhcXlzUHL53Q+8EtXali5EVDe71WJejf3d2VT+Gn0oMr/T5fLTSv732dZMobe++HYS4hQCTHNIFk58l7WqN/VVUGUraIaZ2Dg+nVa676UOW6pHVBLsu22QKAXX4dDU1UARWw5CdJU9nauCyMBHaIygTIDIu7uprRxWZIHbsKHaI5w8Z5SaeN5ztwd4Z7k02SjVjlrJ9OqjmbGDhBT8AAiIYA7++by6cOVnwuL1VMEgNE58vW8pJveddtouRJkk4xjdN8OlHO7FljTDECO1EAyQkcMTAYmGKZZiMGgqTzdHpM4xtspm6X2KmrqArF3oQBufKZLVoaZDoLV1pNSY1c4xxFxDhGiVL7Op5PZhZCYEZCcQ5Uc57nysxAAPgS/cFUQZPEWLgWDkAVLndt6fdLs1gmjYgRAADt6fx012xdXYOfn94NTw/nfp54Vz29ens0rdr2zeO7p3N//9ELPUHOKtmqqmo33dgPItK1XdPUr7/4/O52f3g6PR4P9/e3p8OxEAfHcfTeF8LP69evt9tt0QVb44iIjONY7uEQwm63O9sxVFUWIUVfV0VzJ3h/fjq+ff1GxHb722a7D5u2qr1pnobT47s3c9tW/iVsWhauvKurJk1pnmcm32wCMBcDS2bW06k856XoK/QeVfVElnOK8zRNBrBWgnVVEbFJjNOskpxzZsILjLvtuqqq5ikN/XQ6nX/0o88gzXVdD8d+GuNuuw2dZyMTe/flm323mYc5NSkQW1QC9uxmyaIgps45z6xezSzO823XAvb9NNO2Oj319y8+Cfsu+UCfPYBvxnGesvm64ao2YkBm7yiJSFIlZwzk0CETszpVzctm7OURBkvxYmDgqwCKEmfJ6sQvyiuXMFfoA9ewzArvlGizGqSshe1KHCoRbV0ZK4HPe1+STWlty7vM81zX9VpxF5LlUrLgGu51mRXjwirUxcWl7EnFGENVraqclxp8cXzU/6avtr3oj5bDKNfkp1hJ1x3SdTJYgS9dLtqa/9ZXGId5BdnWIFzyxPon11j/Ompe09562dc2CBeMTkScLLaT5fqWC1eAqsI8LSrVpcJaITMiKA1ElpK+uG3bee5LLSB62ULy3p1OJ+ccsicqmmmU1XIWm+dCfSOiOoTycaY5ns/90tSQWZnPqHOcc1JV733OyXvfNG3f9yKKZvM0O3TO1SIKTEiUY9JZHCNzFQhYhNUCWGXyYdduzG6idDHXkiqABrEyLRB4VoyqwOa8Y2VZWLewTIpE1XSBO2OUlD2QC1W5AzSLusuMpT+fEUEkj6dT//gUNm292+w//nATwtvjMapWdeu9cwQ5xSziGLq6qriZh/P58DSd3wxPr9PwCjfzvqnrym02NfuMECzmnJQQGs+Hw/F0Am7k9vYjQUOVOcY0z23bVqTnp0e4kKyJiL0j74Egrz73TVNXvhqHFDU5F8RQDZu2ds6dToeYYrdtq6adpmGKc902WSXG0ftqmHpEvr+/h0ib/W4+yGmaJ3Ma6pv7e96F3/z+t9sXL37z9/7g3SB/KkvTbkLdCNhm26rlaZrmcXrz9m3a73NOm/3ucDwTFvV2/uLVl56dOtEkXFXzPG+3WyI6HA5rOVbUYW3ZFSp+DwDQti0ROe+R67KmH8fp8d3DcDq3VZ2zDueeQnXz7D74EFPq2vBAmuM89ud5nEKoVfW7P/pOSnJ7e7/f76fTOcYYYyqz35ttfT6fm8X1iZmhBjN7fHxs2xaYENEvsFvTNM5wGvpxHBmJnVfVJGmMUVULIe6Lz1+1bTvPMWd1LkDMaYhmdnz3FPtpU2/37e6x6o5Px8d3j/M8n8mxQX/sK1eBwMPxmCbS7Jnq/nTc7NsPv/ryJJHMDo9P/8F//J//mT/3r37zW7/yaowPx/P9iw94ZhF58/jq577x9Xa3+84PftjWfkojmqDnQGxM3nMGUTHHweR9mUn0vs4rIcItNodrlJGUV6B/rbLxSr8Ll0EjLftZ17XgyrEpUFJ567quq6pKKZ3P57LwX9LAMAyI2LZtqQxKHFtNdwscz3xZCMWFwFMOexiGMjMo/57P56LInea4wvFllVVVV+nNtdIvLm/jOJbAxcv6QqmTyu5CKbz6vjezrusKjoqOSyWOi9HNGqnL76wdT3kj5vdKR2UHdj27culKW1zGDwBASwOxDjbgavhR/nYFzUTEdV23tgnXn8F1q8XLllrp46qqco7M1IoCtaa+77e7rvxCSmZwOfm2bU5pvHyQIADEaAU7zjnXVeM5lOn5Jb8h8Sq/bKD6/pB4sYkIITA7WoSTUhpAFByUsQQRkfc1ITpOaQZNIEYqmGbImpE2zRSAOqCOaEuuMdE499PYtjWC5Ihiq3Ea5ffczvddasF88iJCx3RBFcv2gHMOTSBh+U0UzeM8ns7beZ7OvXs8jKZ5nBVtBpAcZ6uIqKyT5qwoGVQdgs1xOh/m4XHfUF03bRdca8AIYmCE2QhE05iGfopCuU5jbwRKIGVrIeUck4nmJCklMUU0JkZkMMg579uadazruvKVGSYjPwmIheAI3fpMlo3NcRwL0lI2G8uWBqLlnJ8/f55VkP3m7u7h8XAUCabn46ln/+bx4ceDEEAGev326cMPPj48/riqw7bbTMP4euynadpuNq4Kannsh/22q+tawIZhauvmpGOMsdtshmEonMu1eHl8fCz74St2XMrtlBIVBScw9s6DEdE4DKfjcTicurprmq7dtKEO0zymstOhsfEODE+PT2Ocb/Z32+1+03VtswmhJnQpJcnZRNGAkYZhGMdxmqat6mazabrOORdzKkqIkCWprAUsIcqcTIAQyzDKEZDzDklSTiKqkFLKWVQhJ2V0Vd0i4tPjUbNJgrGfABjAnZ5Ox4ezaAIBIg6+ZebDoT8No2l4evvkuN3vt1UdiODl3f3bN6+aOvz+7/z2i6/9wz/7y3/6YZanhzeb272qsOPQNe8OT4dpjGkK0qDzBrmtqwAY1TiAI2cxpTzCHNcaea1nddFuQ8QyBihPqJmlKwP0a+xofYjWr1Xd4afAhrKWtMIgpfq8QkicLUC/W8gjtujbrDX7Wh0DsF4NV2kha5YWbR18rsDLGjF1cZosKJBceTHaIrJWMoeqFuZPibkrgaJct81mU06zhG8AK9ClWyTn8iJgl5cF/hXhuW6V1j6pxOf1sq+zkHLB68WyZk0wJTeUrLZ+UmsacGvnZT/5hVezgfKkLfwQW1a3Y5boEEq2KQfknGNGA8n5MlG5QEBmomKGSIrsmAkZnXNMrKq2IP4FjiBEhfec4rWlWpNBKRxUoKpqhDkrLJ2UiURGSFnqwASqOTFCjVA7Vzv1BreqlemGeO/dxvuQk+VJMhgS6UXeVs2yKZEqWxl3gBoBqAEBaMEQRUDNIZWNETIQMzSwRZMIzZjIAco89Y+P0+Hu8OatMEoVwAyINMYppkS5abva1wBgolmFRB0S5DSdDml8gme7tglVW0GVgQySgAB6YwI20WnIsxGcz6cHqAA85KSiSdIsMaGa95Vq0TB13jvvGYUR8eHhrUynGqGp2pQ0JZvnMWYw26oqGgIQGKpebvoS/Utd1jTQNE0Ioa5DRjEFCoEb9zi/HgiD5x8+vX2Q+OY4HQH+yC987fnHn3YbnoZj5SsE7bpmmrpyE6cUzQyBswq5cLu/ifM4xdw2PE0RKDRNMwxDCe6lbmqapu/7x8fH7XZbdNPcssw5z3NbdXOaTHK5YSzLNA5TP4QQHGPX1rd3d0p8GMbU966qPE2eHTMfj+fhcO5CW98899tbQM4pz2kuTz4jOEIhPJ/ORAQGJlrXdeH/FW8fNEgpTfMEoljXAjZNE4zRzESSSDaQcjcRgUiRHCiVDqJRmjMYgRGzO5+HGLP3ME1xv7tpm86F5vFwBjT2zTgLESHwNMQo4InnJOzw7u6OvB2fHjOZa25vdh2b/u2/9Tc/+cU//sk3f2VzbobTkaax6drtbvd0Our5BI6G4eybumpaQo1zOvSDr+qq2zAggCXV8givQWoNSSXOFsxgdfIqzBn+ye2icv+sqXqNNnpl9rKi2+XrGssuOWDFQFbcYx0syyKosAbfdWCwAv2wTBHWYpeWtbW1Xs45V+6irLAeZ6EDwdUQYi2laZGDdlfrxLjQOgtqgsuAt5ypqKwh+BoWu86Xa0CGhXZfSv41GhfAiq/UispJAYBcDavXy7IG8/Wyr+nQ9X3PyxctxgUFF1r7ALmi5S7thqaURDMxOe+c64rRDyEzoxqKpJyzlrVxxKsBTAnr5qtaVec0lyauNGLTMKKWGMqAikiIut4ES+YnVc1JU0pV1SCzpAQihpgNyCxKnuPkA0qOnJMnqBg3RFvnGuaXaSKRFsWDiOhsyo4Rq2Gcs4pq2aZEQ80EhdGKy5LX5TYCQIBCd71AKWoISIDAHNMUkBnAEdXsjfOc8nA8vXv9Kjmkrmmr201bZ8BkYGaKVjEH70VLhmQGYgMwsTRpmjxunCMgBELwDGpAmZkrh4EhEAZQwDycHp0FVMgJJKWcY44JDbxrzJBcmVCsix06DIPFOaVUV+Ic18hN08CczAyAiunVPJcJm1+yeEYyhGI3CmW+N5z753cfWOp4o+5mV3M7Bj6N1e+8eeh2/vGY/rm/+Bf++J/6tR/9/j84Ppx3raU0NZtuv9ve392OQ190bwAAjGLMSSXGDEDofOzHqqqLt73z3syOp1MI4eb2tmlbJOo2m+12y8x1XTdNk3NWM0Z2GgSBHAd2wNC2Lam1vu5P5zTNaOA9wyDzNGfTfnho27brNhW5rqoDejTzxOM4j+M4xXwZa5mppBSn8+F4e3tLRDHG8/E09sMUZ+dcu9lUPuScc0wRsDxKMUaKxowAKppVMxGwQ0SM89ifzmYoGYp+7fncxxizaY30cDzEmNFXD4ezr7tk9PzDT169ekUEtxz6Oc3zXFXBOfd4Olsex5if3Xe73S5Uxo1xoNGyR/4jv/xL/+k/+N7/59/+t/6N/83XX764/96PvrcTn5Nub/ZRY87Z+aofBxf8PA5ZZIqSi0QPUXFsazebEi9SCVVFnrOqpHDdRBRAzZJI0Utfg+x13CiNwgr7rF8r22eBa5gXzszaOlx/H0JQfV8XruW/LPsEduXktVSxspaSeIlFmnMuOhPOuc1mg4gFqBnHcT3I9XkvqEO5S9e+ZAUAmqY5n88lHK95pcAyhT601qwlqOKCjP3UEkMZtttF7+gyn2Dmebo4GcgifL2ePv3kCL0ceRmblaywdglrr7zieOts4KcnBnTFxl1HFgVWWxK1FxEAq+tazVm+EGbVcoyS4jzPUfTiQuUcw4V5igxYOAqiKmIWIxiiXc5hPSZiWERlecm37z/XovUm2bIpQFYFKDY6Kt4Bu8pXQQFSQjDxiI7NSYasCMreV1X1LCUD9cRsErPFHL1AIMxZQQHIeWZ1nBCTZUNgQwAQMFAjg0WZAgkumhWoppaVmIg88RCH4PkCZzEH4mmaJskPr95Y5bYv7mv3om43ES2rKVi0kQkYQI0YmBDQQHKClAjUETABQFlJAGAHrIYApkwYHAcCB2KmceihmkQxRSADzZIlBoRpjqpGzKaQkswgbKWIA2AkLm5iHp33fpoWjt3KpogxpuSZMYTgPDVNI7kAfSnnbIaTJtnq4XgGf3Pz6SdfnOY/+PyHP+qPbwAiQXff/dl/6X9w14W//h/9O9/66n3/8JnvfI5T5f3L5/eHw+P5fH568pvNBpj6YUBEVCP2KjhMybt6inNxtTSzYt+WVeYU2TtDSJKzSvmhqs4pmkoWMdIy32bm7Xa7azud09Obd68PRw7+9vkL55xzCQ2mcRpFMRv50FQ1mA3HMznvXTWqaZzFJKOllPrzeRz7u9vbzWZTMLbCwzFVF/jSz6sRICOhFdeH4k5aSBMikpkREAHg4eHh8eFA5Ah9EZwZxyklaTtvIucYY0wU45gPmdzT8Xh7eyfs0PFpTtPpLJKapqmqylf1aRx91XTbzTzPvuL9bjdpfHr7Cv0HLduW/B9897d+42/8Z3/sn/jHPVnVNlrmz5u9mQHhMI2e+Xg+U0jo6/u7u6rthin2c3TOV221jjFXqKGkt4sWyKKkXwJcWngm13NLZi5mtrYMY9dXw4WVr8vGQPm+aRpYBga2oEDMXEye4YqpWIJjXddwpat8XW6uNThczUvLwHat0MdxLLjCqu2zltW2zG/X7GVXE4umaYpQ8drKrLF7LfPXyMvMAu+z2vovXqlflHi9BuhC3yz90Jo/dJlmr+dY0B5mHheJQ/zJBf71aq9ZsByzK/SmfKUguubV92DLskZsy7TAe66qSpTmXBpzjWlSjfqeLbAIEl1SXLmChaxKApJSqkJd+brk/7wI6SGzaqm5idAtzdN78wQVECkVOYlIVQdOEQXJMZZYWSK0KpFWzrUEneTOYMu0c7w7z4DoGnaBFWwyTCoCzOwdAjOj48QwqyZLgtAaGQIZlORLALb0BCUNmKgSmKFz3js3ZXLOMWBBCdAAzXLM+XhyD835cLyf52KiYKgMTFFQsopoLkUKqKomURE2NEQzRTVABMdABoRJBFORFQVS0SRKA7YJVWIep1kqDiopz5EdT1MEUGTyiipg7j0b2sqSc44IlkGnaTr3J6CqlgwMwMTBE6Gvq6ryzEwELgSgnJIAEzqO87zbbgFojLG9uemSPD7+6He/+PyJZPOy++Gb/n/3v/1f333yCbz5Yo65CbXv9sQQpxFN27bebTaHw+HUH13wjKSOj6dzU9XsfRIVsSnlSt4//6Vqm+f5dDqVBdRVzKs8Kt773McsIigCJpIQkQE8Uusr731xma7HEdl54gRSKPlpjhiFMESdIJv3FW147Ifj4UCOnXMpz4VRfvvygxWMwkVTxYdwPp6QaZomyTkzwwQiAmYSE5kKapynlGZiMDIROZ/P5/PZucAUEL1zPuchJ51Ec5ozYSZSdgr4OPQJ4c3xaCFwXb85nk6n0263yVM8DFPzIlRd93z/wQcffICSJMU8T6f+0aP3nn7nt36z8S9vcv1X/sO/3N5tf+lXf1kHNwxD3w+Fr2JZCdAhV77Ohqjm0DE6suyMmtAMw7AOgWFhypfZ6RplELGg5LSw/mwB5VfQvHRRa+hcc8M6Di0RpnBpimRbaQvcIsKjPymZuUIl1y0FrRrAiyaESF7BDFpEmNfQPAxDiXJl3mtmeY7XjcvahawO7LQQ9mHx9V1R+DUnDcNQ6qdVoxRXxqq9V6e/Rm9sEZxYc2qhbO537SqvdG2OsqaNFRAr3282m2EYikDWZrMpreo6w8ArT/VLslnT7/UQ+DpBwZWRQkqpBEssnjJ6QeqnaZrjyGzeMREbsOpl9uBQEdHAAC8fOQIjcNb3c57FZYsMyVVtjDFLNLMCvdiljEIAFJE457KS4xjAiIhCqEwRgFIWtYjsARWAUYXNakf7UO0RbkPYeH/ziLOpijrC7BxoFsNkSEx2ESBis5w1ZRABhIs6HCAUKxcjQ0JUUSRGQiyrAIu7y+Uc1TQmYQUAz1Q5N2k+n05vXn/ZPbuFKmBVJVMgzDlqLSbFigqArPiqeqLgGIRMRDQXtQ1LM4DFnHROVXJoUmBOFfFMSJbmeRwTBtM4TdPAwYORmoqomSNC54j0kt1NF0Y/OSIXqveLkTnnULmu65ipaRrvy8b8RQ6l9Aflgbnb393cPpsz97r74e/8/heHJ6kDNJjacPux+5/9z/+NZJBiatuuPw3Pu10/PqV5pFKEbrumaYZpfPfuHSJ++PLDMc7MHg0kj2rYD1NngYNP41DY1ixZEQRMEaYUFaEmZDABq4Nv2/Y4vFPVbJkBRExEJEZSs+2+rmvvXPAhTbO4JAYGxoBNVaeUj4febKiaTmoRryJ2OhxOpxMzsytkFfFV+OKLL8rjvdlsHotQpXPlgihCjBGZAGDIOebsvYdUcNg8jH1KM5Kp5vJIE5EZxhiZ5yq05TGcLOschXE2yQxMfJoGXzWfffGKmffePw7DMM8Y63geco61wlc//Jn7+2f7mzsPOaVHMGnratPdffGY+ilm6G9vn33/8eE3fv2vbffdpx9807tqGmdJs/dewDx7U9223Sw6Jjkdjj6qGjAwoztPxxLoV47/qoqzMjV10TLLOdfuPXScly9bNknxatOoPPKyGALT4hEGi9jZPM+8aJaVd1kLal5UPxdgwBdW0tp8rKFsHPt1HeEqK0gpKcoAo9SgfDVcpYVjsh52+RNbRpWyWAiYXUL/eo6wzHXLsZW3WNcp1uqbrpx+r5PHmtjWTqVk3LWuLwmjSG6sQVuWL+q6NYHp8lVOeUVZ1thORG5F335q1W1dVcBFxSJfDHJ9CIEI5nlSy5VzxC7nmV1rlkwlpWQgROC9D8HPw9HMDGzVhyByFyn8mOcxElHXNIVMNsWxK1NsKQXFyg2QqqoKNLSibIQOAIbhUeSyLyciilgx1FyzCWRDE2T07CsENrWcKoNY+DGBFb0gKAELlUViMsNSPKooGxCi4npZrr9U1ZAY8GKIZO9pQmZmhTYO7KnQljDKNM/z4eHx4e07t+lcWwuSIUiheQGur0lEzO6iuRYXIJUIIE9x9ggpJU3JlQ6AymyqFPXlNp0zOc05pRTBiIKkIhhCFrhk02mapv4IycZqdMRVRUgXHdnd7sZMymfHjOVsYozb7XYYylxHAcD7Czn43Zu3N7c/s9vtvvftd//5X/v1zxXkZiOEbz5//Nf+V//63YuXcDy3293T09Fu6+E4JUg5JmYOdV3cr079+Xh8mKbp9uZunhLDqNkY0ERjjDHWXdepatmWQsT7+/villVq2DIlZuau6/b7PRSqAmQk8t4BQFGg++yzz/bb7abdILkYYxZE55GpP527pkOD8/kcY95lM6XkZEtOVRmRLyjoVGq0t+8O2fSjjz7a7/ePj4+Pj48l/L98+VJUzIwMCrFtmqa6rrvQwhXkimQpzdM0FU9aVYsxAoyOq5TSPEeGZk4xgfbzVE0jYX56Ou529nh4EoVskLII4MPh+PT0EEL4xscff/rVr9zs70o86vuYdW73bd1Uj9/54tMXt3/4Wgj0K5989Ae/+fcT5P/Fv/6rXefNLBYKPBLWNQKrQgi1QpqzQTZ0TsT6vi+VrC0S8+XfUp+WoLayP8p9MmUp6XCNbiv3H/8RzKfEwRVv8Yvz1xol12ZihWUQ32uxrbgKIhaM/hpIIaKqqp6e8nXUXkcOpSlZ65gyolir7xWIX1VPyp5BiZZrxc2LExkumjyLVBqvDKXyyBR6qHPOCEtML2dX5HjX0F/OcZ2CEFHwdUGB1rZj7Q+us+/aDTw8PKz1+ul0Kp1xwdNk2YRY4jARkeua1XvT2PE0TSLWtm2aZ/KemMnQkatcaELdhPpw7hGxmI/Thckbp2ncbNucc5ZLAigzYWZiXwGAiknOoMwgxGSCoOCBy+JyTjrIREQ+1G/fvWZm1TzPo1oOgevGE/Ew9E3XuqCQcj+fKVvTdsMw7GbwzUaqEJ3DPY3jOE/pzvkPXN2KPgf5CN1OJcAk/ak/n75Hrmrq2geYRU6jF3XOVR6BQEkiafAhAHfRtWKevLogYFklAypKFsmmliWpWE53230X6uncCwAa9IfTBoFRwFNq/GBiJACkqhndfJ625xzOyd4ew71v9u2suWXHc+Im+5r6Mc6SW0bPJFDF5GQO01HjCJDyaGduyZ240iopxwn7kWJuyYUqPKvoJg7E2VeW4vmUprPhkIxVax+q4C2g1JjZkunQNph6UpJBoeaq8hUYgVp/OHeWNrf7OA0ZwkymYC17EJA4o+I8p01dMVNKkYPLcXz9/F8+TLf/6d/423/nN3/n88o9znnrGnt3+oVnH/4f/qf/RvvmDRzfgE2/+mtf/+LH37/db0Lu3Yaqxo/Tcbftvv61n+mf+gra7736oc3VPOrpmJ1v2rabYg4h/O4ffr9pmtrXca6Hw9SGWr2PvTIUgwgls2bnVfPcn3syxu2LT74yDMPQn3JEAva+fuqnCMBmU4yGEchpUqTctm1Vb0/nKbjqfns7jzH10+HxfHf3DCC42Spxvqq5qpm7d4fjw9vet/4rn3z60UcfHY/Hh9Pcdff77Wbo+/E0N12tkJhALItOVQ3GU846z1LSlZmBgESSSFBXu+3LL1+9eXia68Y99u+O/WSG+YsUs07D1vndlPfZMLr9u8nBxn/5ox9++fT6+bM9mUzjeb/tnj2//dYf+1Po8Di+lkTetK3rdvPB4yk+5forP/8nuP1r3W3s9U08Pn30vPv+b/7t/9O/+b/8c3/un//mL/3qPKloIGyfnqanp/H5y48EqGmIc4qafOCKoe97Rgq1NyMGCEI5K0Zsq9aps9nEMpoi5GzZeWgahuH99GjFcMq/JXMUxLwEXwCoqqqw7Mvv13UtImWIWuLgyqdcOobL0qwu4qAlFJb8UZTD1+IgLXZd1zh4iY/lMIiovPs6jjZCdt7MphSZmbwzlWEcky5+8YDOOU++BFO3oEOlpbh2Lyg9UNM0IlISTMHcHBKwExEyANGUcjlOM0M1iek4P7lFo2HChUi5mJGVVFGyb8kuKzWLmYMraazovl3UtmOcmDkEp0rzrABQ1xcXM7e2BiVB5Zx1AXbkIml0wadoMWmjKw3SNXvHGMvAnZkXcQRQVbqkMgR+Dz+pmmNP5AD5GsZyzplNROB95T0bZCIgBjO5ZLwskAUzWMrmMhsguZjTEOfsmKuKRRyaN6uQWscU4zTGxpujrGBVE1rfOucq5xkJu65ItBcCHxEpXnZPVohNVXXpXdxllHFBME10vRSwDKyw3Ci20J9LZl70gfu+f3p6CvvNtng1KCWWq8YWibwj4Mze+8AuM5fJDQCQAahBoRgHStNF7kqEfSk0UBmQmdE4I2pRJJaZa8/M3pP3FgI632kQ1nmeel8EhFWD47at9/tNt+MQOIJ5X/nKp5xlyqfjo7vZsslu30z9cLd7Hk/j73z7x9/81jdPVfOf/rW//vd+87d/97NT07kPPvzoME6TpP/JX/pLL7/yKfRPWcVJrpo6So4pkSmowjyx80iETNv97unxHOrq+z/6oRo9e/7h8Tw8HI/F0osQX715YEQHNIuk8xmJ97utJilOG5MIxug9B++9C1WoVdU0V1WFpsN4ZsBt2yTvQl0TkSgoqJiB5pxSHKbD4+Pz+2cff/CxZvn8s88PT2fvT+OcshoSp2E4Pzweh9437UcffAjegnOn02k4j7tu8/z+Gai9+vLLoj/cj2OSiKSK6tvGTKYxns/n4mHSXYyiyDkJvp7i4Jzf7XZqfO4HAKqb+vE0n87Du8dDBvLDPESZ5uy97/vTlCZH9vj4OA/9psOv/9q3/tSf/BNvx0OezTu43e8cQDFZQ+bNdntQ7acxZ2G/yUkgpaZqvv+H3/nL//7/94vPXv23/vg/dnuz++GPXp3O8/MXnxxPj1WzQR8QsWkaCtxP4zjOXbWRLDmKwwyVM4GkAjMgE7zfkkHNeRIx1Ma2K+5/HSIKEm0LY0cX/uh2u7WFuAmLGrEtNPQyWy4V6tJYvN9PsivOT/mrFRxfi2h3cbCgFWYph3etWoGL+MQCNcN65LDwTUXe0zftSog0SmR+H8RK6iqvvyJRcDUUWSv3a/Dn+lxWHu0FSiK34vsrQLTmmJJTV+4pM6d5XGOyXmmylt9cAbf33YYu6211XRd6KaKUv6FlpF5e5fINF5mOMg9hx1Q8M1Kaicp8wwNygbRVJVQeAFTLNpdnZgMkei/wdH1iiGioCsaghV5joiUD3Wy2AOAoOM+YgbJiEqcAniXrPM8gVHnHCKwSRAPBvuKQDXPk6tJk1U1HeumV2JFzDsniNBcNEGQGuBCQiS9kqSRJwBRMEKTIjgIseQ7Xe46JmdlV5HMCxLJ6SwxQPmxTRESgsR/evn7T7LfPP06e2RAS22oyTEQOidHWW9Yto3tAInLEBkTeew6mHGVhhhWbdWUtyCpcGm0ow3YNXCgxBccEyFD8Y4lML0Cto0URlmLdbDyGDDwcY1bZ7uru2X3g7J1Nkz089W7cCnfNzae757/063/17/2tv/f3Xx/iBOCQUfXx3EeVf+kv/Hlo6njMhmBp6rbbUFdN13qdUkpjTNuuzmjg+OXHHxm/Hb7zg+HxiV0F9eH1m8eqbuq6/fEPX93vsT/2qurZSUqMJC5EIJG06RpAkWmsp6ntmk4b5NlRPJ/SMJzrUIHmw8M7z67rOjRI04jIioDAZXAz5TMAPp37ut3GLCaigEnl7cMTkSPHvmnYu/O578fhpgp1E+Z5fPv6DQgw0na7NYE0RYkypMGyPJ0O5+EklkMTdvvtHKPNZRpmaJSTjUOMOQ39hFQP4wxGpnw8n6eUmfw4psf+dOj7wzgCklM8jbEfR+993/dN7ZvKaR6bjf/G17/6S7/0ix9++PLNt99VdVU5QANCLSqJORsRDefh6empj+R3bYxJUOq6qZv2B9/59g/+8Lvf/vb3/tv/5D/94sUndb2vAiDXxvB4eppSbDYbcAyEH374UT9PZahKTMysCJhVUdFMQQDUOUfOK5pYFhHS97yXFS+lRaqzxJl1eADLZtkKYqzQ0PWS1wL+lOWyC562zktXIAgWlByvNIvWgI4LPb8cWOkwZGHu4yI7sQ4S1lRR+o+1hIeFkVn+ly5VYCmO/eKRsGJHK/pUwk4Bx+CKpF/Oes091ykt56zwHuGBZey8glHX0FY5C3/lB7AW7hd+xNWG2vvcAMus4DoQX1+49XqV/5RFbwexULQJgZ1zWeLyk1IYvO8SyuuVGenyExDJIoak66uV9OicA9CYRXLMOaEJojFSs9mklEiN0StmS4AkHtHYAUgAx8wbR06UNDVZA+T9dlfX3kfZNLWmYY6KTJDEAIRBsITJy+1VIrjZRRvWu6U6IC4HraoCmuzSECBiIfkRXqI1IpJnyCmbqoAygpEBJFURJeK6qqJKfzodnw7Dud9OozkSTKbMqEXzThHQkSO25VMEBQYEIkeMhMCGTEQChEiAaEhGDGqCcNnBNiupqpQeIpKyWM4gzkQELVpOwzCkGGv2zpeFGkt5nqZhbpPR7LhWQZ3NxJp92LbB6NRtwmdfPLomPE0pdLcvfubTX/8HX/zlv/obghAd+BpGhGN/mkB+4Vd+5eVXPgFJUTOqHB8fEogxUfAOqgyY5kGQ5phi1pvnz6Py7v52mPLT4Zwf6DhN2yrM0/Dq8V2OF8+yx2EYx3G33XrjcZgqz2RspvOUIgA4LzjFpCjKzHGaoROQPA1jdq7ybuiHqchI1E3wNYfKVIdx7rpd0+0A/fd+9Pn5cAzek68Pj08hVDYDp+Sb1nu/dVsze/Plq3mex35AxG23S3N+enMAAEQ/T+M8pcP5HHNMmqaUAdwUR+m1bdum2arqHGM/9ComZl9+8YZ9ZewOx+O7x0Pdbozxi9dfPmg2QwguqWbLgqKgU5xubraEQmRd2/zsVz/+E3/sj9zd33z7279fMb28v8c8T0OvhFUV0Nf9aT6Pw6kfp5hHBdBsJkmldi2o3N/dHk/9P/z7f/f1j7/4lV/9Y9/81q89/+BTX3VqYDIGH3a77TTH0zBWVVZwQBw8ORfIBRQhl4sUPKoJgCNyzgODqs+cbXpf9q7Fr5mVwEQLR35FhwplZe0MeKGrl6ywAh1pMUkv3L81cNPCyaGf3N5ag77+pOvATxXdslgtrjMMuNL9tavtgbL9issA4zoi87KbtqaNEsfkStzNLVa9+pOCPCUoy8LpXFNgOdmUkuF76bc1Jusybb5uMkoCa+uwXpbrdLKeSznaAg1579+b1JRdBr2az8CC8q94nPc+F3xHs4iKyJyTaMp5ZselJVRVW+bPsMixIrJjQmQwUUNVKpQezVpofOWIc87sEADNBB0DmIkRIBH0fZ/n6Nl5X4EoGbEBEw0SGdAhBbBaJOTYgN553Gm+YascqYBDLeRkMagKIknF2NBKSvTEF6Kx4XpzlM8jhJBNydRUDNRMxdQAUoyenagKgHceAGJOjpjN1FTAgFhVM16Iz+VyQ0ZJeRyG/nAcb/b1pkuanPOqKmAxRkWoMSCV4yh3BJgoqIIW9WzNOUtMIvlyswqqCjMWN07LonkZGSEilk0JMGPnqa5r1pxhvlA7at+2bds0VBYyULPBHAfn6sq1d5s6xogxP715t9lZroKhVtudrz4Z0v1vffvdv/vv/cZjAudhAkhM0cCFIDH/hf/RvxLq6tSfk8T5fHj99s14Osacjv35tgFDQu/Ac54l5qSEVdf+kT/2a9/+w+//4PMvxXv0/t3hcZyTr8JhlJ3vurozoXFIGo2yVt6bqyofTEi8YqgxNGJwHsXTcdttyjY2s++2G8+OfTDrx3FGRKRAqOggZ+1P/TBjVEpAp+Px3eu3u83Wk5/FGCmmNI0jns/ddttuuhjzw8NT5YNz3hHPcxqHaCLe+023m5OO4xiztpsblpg1AQRCzWwGYY4WY5qmuTxEPlTHxwcSBLRxymNUdTlLevvu6RSo6VohOJ17swHIGZlq7nb18fEBST/49JNv/PzPvXhxb5KG8Xx7e9N4l2VWoqYK3nt1vmncGGNKqaqcn8xMyCFmM5Ph1Fehvt/vUpK3bz/7W3/z4ctXX/zc13/hj/+pf2J7+yJJ8+40apyrUKVk85AnJuccMSM7Q4g5R4kBXAguZ8giKUmhNpa9MAfvKe2wiPnAojxji0dKqbXLZHWN2itAH0IoFCBeVpHWCr1oEV5H8/dd+BLp8iI1SsvMeQ27tnB18qJPt4Y7u6IDre3C+rdlOJGv3FNKlFhBoeu8YmbF4/6nEiEiFgrZCuVfB9g1AeDCiQohlHIPFqtLXbYlisJEeYoLel9OZ9UuW698+abYqa7I0iqe6nSRzih/uaapMjg2M9NLTrtcd+fNTDWrioGYqVp5J7SilWbl55cLuqLkl88DkJCInCmYKQKWTct1ChTniS4oR3DOSUIzIzBCNEXHjplB4BomMzRLM5k6lQ70nvHDpqnjtLVMlqY0TecoKMhsCCKCBoaUcwZRUGNmT+870DW1wmrSUpYLiAiAAQnZAKSQ/EStiJtnzSkpu84zKAEB+NKuXtC68dxXzmvhKc/zcDwOx2NVBSMBzSJZjECyLneGc5fpGZaKIEuyxAlJIec0pyhZARTJJKY8x3rHBmYmastKhxqUBS4HV3fmpYH13qvYCmuSUXnHfpS2S0hJc0xz0hRdU9V1FafD+K5Pyn12dx98+r0fyL/9V/7Ojw7gX7av3w7bm9YU4pymGM25P/vn/tm6aU7DUUROp9M0TUVsi5lVEzNvNrvga6kxCcSYXfAffPThmPQ7n/24H6ZhPKfyVCdfW50ez7M6cPUI/O7pOCLf3d0+zueTiEdkScCBJgFRlURq5GpE46h15X3Vee8RkENLnBBZzB2H6JOJwuE8vj48qeqnH7vgKgzdw2lS6R0Sq81Zzv0453Qap800kXM5Z++qttuq2vFwZqIqtMY0ZO0neTieDcG13ZhsmOao1I/9TXffZ5FZRASUAeA4jTEe6qZ7Op3nZFFVyb17Op2Haco2UbQJpzGex5HJNQ13XVX59nx60jx+/NVPf+1X/8hXPn6RxgEsf/Ti2TzP56fHPI93u2632xwOp3FM3N6C4nmYDJE9x5zEQBViGp/d3L19+/Z8OLSb7tlt17SbqX/7X/6Xr33Ff+JP/5mXL16eh+mLzz/rtneb3V1Vt/2xB3ZAgEgCpiBmoghJTUzMBIBUAAzIHCIHjyuIvwJB5eFaQ+RKCloL5Ov6HX4SMV/hbFw2VddR4jq81SuG6Ppv+Wbl768V/U894+7K7HfFT/RK3ciWrdgVI7nuD8DeuyKvbUFZUrku2GVh+q9DAruCdHRB569PvzRAc7q0L7SQZcsrF6BCF2ebdZ6RU17nH9ftznXTAACFlVTXtYsxtm1btIoK9FaMG9ccBVeTHACgi/t5RgQkRChqaF4trxf9siMFAGDugqAsW8iGZkBEuViGslsP/YJo5yyEZEbew9INFeY5OiFAFY0ogTihpZTQhAHIrAXYs94Z3DHesW4q11oykGQ5TpmCdz6IWI4JnIEZ2SUZgCiwrr1kyf9JcjYloigZABQsgxqCwWU9wXnvgtc5mSiUpapc3AgACIkQiLRgQYaMfJEIEi1F+nTq+8PTbtvVm0ZAU0rqiIiC947IojgkxqLaaeV+x4vWEBgCkiEagKIKFh9jUCQrsFBe7loBoGBFI15VY8yMyppL6DdF0wuteKmbsgIgOACYY9+fJlLzd892+/27w9hHSlwL3n7v9fQ3/sEPf/tV3G7vhzQIwaREITgIp8Pxn/xn/ulPPvkkp5TnCbPmOWLWd1++/uB2e7fb2iQi4tinKTFw5f0wDJvtzTjF+/v7X/3lb3325Zvf+p3fJfZN07x+N2TvReI5A9fhOOYhae6HATCn8Wbc1I5rgpRhGCZSccRkKHRS1a7JbR3iNDvnHFGc82lSZIY4PzwemH1o6vMpf/5wkJii0H67zTGfT6c8zvc3t3lMc5yVuO5qYDqNUyGZqA/HOfbncZ5n50I8jTlJ07UppcfToACRXD8MU57qMb179+6rH9VLHZpLRDufz33ff/DRh6cpnfo+A6rhcZr7eXJVaGoozJa2Ck3TMDvHtO2at/3h57766Z/647/2C1//GuTpPAyMwORRcpqnOPawaRxxznmY1LlcbW7fPH3nPCSo6yQxGSMzeWrrcLvvpmma56GXue18Fep+PP9H/8H/+3g8/sl/4r/zwcuP2k0+DTL1g5WdOLqM9BACM5NjZEo54oVt6RAZgYtEoPdWQnx53tdYtmLW6zT1utW+DlUrjn8ddvjKMWb9ZbraO1v/kK72vGxhasICZa+VPi08TrfIpZXovD4OcDXJsEW6boXd33chcCmaC/OynHiJyGstv0I964GtEX8dchQ103WebAvs89+IxKhq3/drgrm+Ynj1BVfKntdhtqSWwsJyq7j2mpARIed8Pp/LGzv263CDiJIWTAPN1IpEgipAwaewzD0BVxl9My175Jgxm6GpFOGsnITI4bIwUphSKaUuhKRiWZNFNRNRDh69ezqfygegWVJKVaU165SmPVPFUBvdOfqgCnvNm5y7NO+895aATQLLlIrm+RTnrfflFmFAzw4XO0dcplLsHBBafr//rGBogFAWwi7Uh/IiCheNKmRA1hDC2J8U0RyB8iw6p2hmwXlmJmDV2VQsSZ7GqT/ncazCdlLNkgydYwzBFSf4tWInA0QEcsxMjMrCjOA9+kRctEkV0cAEDRgMEQkRFVUB1JLNjC54BwCmWMoT8u15OiPweourqkiKUba3BFinKIG53bDmNM2n/tWRm45DZdh1+6/+7f/yB3/lb//eAHAeJ0Dc3Ny8evO02W43N7enp/Nf+lf+x5tQnx8e8jA1AJwl9f1n3/3+3c//bHVzl5DmGHMc+36sQgPA06m/2d4EdkMef+ZrX/va13728fHx1Zu3dRU29TCMgkw652kYJ831ZqPOvX46BUc+ZENCpCFmSeIR29r1irGP8zzvM1VTPp1Ontm7ap7n83moqmZO+sWXD8z+9tl9TpipHjV/9ubhx28egvOoClkaJYgpTrLZtM8+/BCZ3r59HXOuyIW6ff3u3cPTsa6bPA7f/va3+3H6mZ/5ubbrhmSKkIe5H2fvnefqLPrqdKp9QMRpGuZ5NhVyzF37cOo5+AT4dDq7qqa6Cgjsw35bPTw8ZBe7ruua5nQ6zadTZenjZ7e/9su/9M2v/wzE+ent68BACK8f3jx7/ny33ZwlxTjFnFyoKc9zzLebTT9MPUDjHQqQUairzbarvJuddx02tT+eD69ffcbu9bmfuOr+k//k3/vy9Zt/7l/4i1/72W+9fRwenvo4j27XiUiao4o5XypcLfsqjpnJAZCI5awi2cz4Kp5eV+UFFi9PWdkrKo98+eEK/ZdZ5fowrtGcFkmAEnVXfOO63l8r8VKML6Nau25H1ki6YjJusf2CBdAvmw1r+C4vXiCplSy0IuxucacoZ7RKnA7DsOat65H1WvLD4usLCxOphNnyy7owqa6T5Zrq1msIV/qs63WAhcMJV1u9JbcVLlYB2QqHcBG6Uq3repqmYRi22/1l6/JKoG596ZxzVVXDEKdprGpvqjHFpgkGEGP2jp3jmJKZFFP4OCfmS/1LROyCGooUXQsmdohYhuaI2HWdjj0DGIIpMDHVnhwpEIUK8dKXOAigNlumxjdxDtmeN/Wn2+3L4Npp4tOT9af69sYhnIfx8fAY6qYO1cP5XKQ726pOKWmWtm3zHIdhqEKIKelS/gcfiGhK8VIOYBn7XrTbyi1YKou6rk+PT8mnXds99YNzrq1CVskAhuCCR3YppZRyV3cA5tkx4XA8GKT9zXZThfMcb5/dHVJWsMBOUzYmRlAz51yMETE452SehTT4mjJw8JhAaZn3ghKopDTGc5TypxcJQ80p5kwUnHOIAmBlDCNZN5tdTuN0Pk8htlWbJRM574nhJkdHbE2LoDqd+qeYAWoC9/xrvyR585f/5n/97//6bz7MYG0twQdCFXj+7HlWG05nMPin/8w/FQDGGGGO5/NDPA/vvniV+vH07kAffJSGGJABaLYJsnjHjQ/907HdbEltHofQNL/2rW99+zvfHaaJRd5xdTgd53m6ff6sJXo6H5gACOckX7x5u2vql7e3gVREApNzflA3nyYGfHz14NkxYozDzd4fDsM4zoZihk8zjPPwboK66Y7jNA8pzjOA1c7XwW/a9u0wTMN4d3+D3fahn6IkAQfOPQ3p1fzw+vWbh4cnH4JzYSAeyX32+AiH09PT0+2zGx76Uv1ssjz0c9Xm4zillGKaTNQ5Cha89+fD4+393ebuJjk+nQfnsLvZmRklqYAohH3b1pXPA7rgbtvmH/vTf/yjl89jf9I43nQdWpqG/qbbSk796XBzs0vz+PR0PA2xvX3x6jT/8PMvKFQOIEpGDmzcT8Oco1XFlFwNxDtKEgn5xfO7Dz/96g8+e/Nf/92/MUzpf/gX/7WXH3x1CuRD/SrOtze7+vnN8XToz6fNtm7a/eHwtNvthvNwPh0AnONQPI1giU10pZewlqhFsG/l3dPiB6CLOltRnC3ldvnP8mqwEBG992WrpkTntFjstm1bgnLbtmVD7Xw+M3NKiRlXcTQiKgoTZRFvbS/KgDfGOAxDoYeWI1mx/lLg55yLWtwKpKz9gVwtatkiZVp+vgZ9W9a4ELG8eMFdYoz7/b78SYnm5fsicThMUZYl5HW0WyD68pOyVd51Xdk9bKqLIdpK2ylUWlUtphoiUlVVyQTM7NYRecG5/OIZX3B5IkJ4LwEEAGnxayzcUmRCMu9dyu/HLCJiVsb0sIBfJWM5Qja5yMMSGdnlEq8JhorlpONCRMsoIiqSnXNAhohgImJqoiZgcMvQOv8ihL2ZHwc8n3ieg1kc+ggKYH7pfWofXBUoakrJyjpJTCJCi6HdmkDf411ESRUIDeBiYlb+JdQpmiojiamIFADNez/1R3LOVUEA5xQLhFe2CkHNVMGMCTWm89PT2y9e0eZlnjqVLAhIxW7p4i4U4wwA6BiWxhPM1MqihjnHdV01dVBlBEUTT6TsJWYQjTFqSqTCXOWk0xTBa+XIlJJImmbW6BhDqJzzcU796VzGRP3J6qrhWpPlWeZccbu/ZX+/u//6u3P49f/qB//Z3/r2D94AbCsN4el0eLm9BwA0QpM4xq9++knDDDHe1HWa6zevph/8/h98/3f/4PjqXbq/1ympSF3Xm6btqhqMYkznp9MwzWhIIqRic9w19c98/PHj4ak/PEnC2/3eN1XVtU/nMyF6IDXwzmWVnHQYBpsj5FQxzXOqoTOzKgQxl4REZBxTpGmY7NCnnCZROg1zTFLl2c84x1ELWw8sI4iyJh0kno6n3vAwZSIqmzElYPVMh1N/nlMFVFGIvk7Kk6u++/3vxQgDUUFL2OEzg8M8p1dfICKBEpEjDEommEGNkb2ruqqTLKbkXNtuXPDz6zfeDM2cZBkF5+nZtvnFn/vKs9228eRAZ9U8T1Vwt/u9c+6cJkYDgP3tvSrMMEXVqtv0s9Rthw7qtpuEsojlixaCiCCpc9S2NVBD3vlQPbx97QjCtv7D3/nN/+f/4//2L/yL//I3fv5bX37xdtO9/OJHP0CHL14+u9lv+/40nJP3Ps3JDL2vyoYJWFF0p0IihyvMusS+NeKXn6zC93SlxV+CTCm0p2nShYGDi7xoztm54JwrMuClhyhla5FGKE9uSQwL3HFRu7GFaE+Ljzxe+T5qocQsXB1bODN5sYRchdXgJ+Xb8k+Keq7DjLZt9YovdOnmiXRZ3C1ffjGwLDYyqwdXOZJhGJD9inStV4+Iym9eI2m4GACsw1G4YgGVFqSAPwX/KYfqVLUEr7KbVz6DIsywforr2SKi95dJfVmwUH2v+7q0J2ZXk4O1ZykULkJQQ9XSxAksM+715kD2UMikSApQFrHERGImBiJgNDbzaEhMaLtpuKn43uHWxI8jz3ODuGlaYohxCm23RTyNU0qJEFgB1GKaC/Mn54wAy/YD0so7FpX3Wh+KAEWNmRRKfW1mvq7SNBNS1bahqsCgbduu687jmYpuDyCy90AAhIDzPJGBSXKOHSObpnHoHx/hUIWmzgjKrgjwqilmOZ+PxRnjImWFCISmYlhmDEQOmqZq23qebI6zjD00FXNVZhuasyQ1s2bXOVIzASPngveMKYM50yyWyci5wFxijgFQ4G4c8iS5u+PR8PE8TpXsqu3t7qt/97/4zf/or//D7345QmiEXARtb7fnx8F7HwI6JMvpn/mn/sztduPALGenen54+MPf/t0ff+/7OM4eaFM1c+IiljDPswnknDUnT0HmuQlBRWKcN3XYffJR24TPfvB9sLkNbdUE53BA67wLwaGmpqpGzSg5z3GibClmYlX94nQqQj2IGJwHgH7MESdVOE7ajzEmPQ1jysYuE03OZVdwS7XJJJL0opLyMAxPUcLxVCA4dhc0INZ1jHGMgnmqBeck0zwf1arb+wasu7t7OjwMp7POwk3fzymNvYEQYBXcpql9aMlzcH632wJYfzxqlv2uras2qwz9MY8D5lgxt94hGnXhK5989Ed/+ZvbtkEQMFHCcRoIQ1NtzCxrcqFahFHBV/WUbVLL5Kt2mzI07FOKK545p5hzMjPnwTlCRJ0BaeqH6EJXhSb243f+4d/7D73/Z/+59Au/8K0fneOmJeccWx7GcepHVwXvq2mKqkbkHAd3qXCB1/C/wAZrIN7tdivWgYs+RMFP1i6hAOWFE5ivJGrWX1i/0Sum6RrObJkZrJZe5V9Zdl1xmUW7K1fRtbpdS+YVisEr3Z5r+AivyKBk7yfS6yEVTOmnphfldArWVJJZKd7LyGe3261vUb65kF+XyLoebfm6ZhOVF7y0GvqeenQ9zFjr7BVSK2Pt9whMESc5Ho8562azOR6Pl/f7SVcs51Z9O1rzpC6TeiOEsoyKZX0u80UIt8wYgQmQHGLZMlsT4QUgIiIMlZiJqkg2BEVFpIA+mrAoizGqBwhMlWPn+Fkc9gQ3oF0WjJFFg/feBzEZRYiAq1rHyXJmQJHJwKWUAjtmVhFaPuzrcxSVpPL+2IiYCQgEgQzEFIvQKZGpico4joHYGQ7DwN5nlTiOSsxV7as6zTGOExkyABB7dh4R1DSmNI75eE43swUPKEV8qEyJh9N5GAZG9FVg78gxsctqXHBJFvauqn1VVarn8/ngrCatqXY5XzK3Ipqa955Amch79C44dgRJfQCQOKc0Dpt2u6k3bbuZ55Rzdih3H75ob6uZp3cPefK3d7df7T74hX/rr/ytv/q3fv+//vwxQi2+fezPkVNzt80preUJE/wz/9SfCcHr+STTNJ9Pj29ev/r8x1M/dIwmUIdGUac0lVkoABGwmYXgvPdt16pJjJPD0DUh77YfPLt7GA+MUUbx1O4COajruh4Iqqo6a06zVc7VPljlTRQQH09HZh5iRLW2bb2vjv3YR/Wh7ZNMRjPYDBzJPAVDbAldVQHAPM8ECEiQdRqjIcekmBNehM0dQJGIQiKajVPME+Sioa9Tr6p1XYWYT0OcckbVMUrMxipEUNduu+32200dfHCOEdrKzfMcx5HZb0JbV74fkk4j5Lipq6YKu23rHNlN89GL+5tdK5KnaWBG8gSRksGY8jiOFnRbbX3Tvnn9pt5sqrbNWd8+HV7+3C9/fv5iAnBzHKcIhKEKzOyNXQgGCqAAJUyaqMZpJvSSbXPTqbrf+/t/c+gf/9K/+q9980/+937rd3734eEdgYSqtqYycJoAjC54aFn8BwVVAZlTXHvpNXK5K31jXGj+Kwaii+X4WqHbssFEVx4s5TYrC2WlgSi99bpYsEb5y7P5k7ZiK6q+ThSuZ8UFZkkplVe7rnp5kda5Lv/Xo/LO2xU6v3YhZc95/bX1+1KPF0S+gChENE3TPM8Fmpcr7yMimlNa35euaEK0zLTXU74gZnT5v+tBrs1HXmS9163plJKrqmq73RborXBXyw5aycO4OB2uycQhpZQQzTmWpYImMtG05BYkI+byMcP7NAiOyBGywSVJrCPr9RqpKrBTVUFUvVw1BiOATbMhzSSRcvJmFUJrFIw+6ULnuQXhnC1nVFCRcYrR0nGcpZqJCIg8sopYyi6EDMV6bIn4oqBGjn+qcYGrVfe1orn+twrBssgck2rd+CbU4zR5TQomqsVKyQGKmoh2deMR2AKSmqY5jXNPQ3+q7b5iDqFyjsEzAKBakjgMwzRNXY1VVRVAjLzLmGLOYNkBAmhgVwWPoOM4dlWGHC1nE2Mk773lnFKc5xgcu0L1NMxZWQyhiA/LPMkwTNtWEJipSIdOiDZMeWK+ff7zz2+enXPz6//g+//3f+c3JiUIXTIeY3ZVrRzGPu43nXNOQOZpRLRf+IVvQIzzNNSOTmk+Hh4PhwOqZpPHx8eUUtSMiMFzvekIUZOezjqnabvftF19HgdCkDyPE1Qev/rVj9+NOo6ziOxqp8F50+Cp446Dd5IjU12Htm0BtNCIt9ttGXYNwzTFXNf10/EkhpvdfopZ0Ztz4M0h+aoGcgazVRWoqqghZg6AFl0CcFKeW2VCZCsSkoKzVJXLxDGbiim6zCogp9OxSlkRz+e+6Meez8M0zdsO6obvb29ePn+2axuTnNOMWSGODVO3aYkcmdh4qg2eb9rzOHVdU1WVD9R1TduF7a49nZ6Q7HQ6FCaSb7xzIRKMIDftFpnaTQcPj5vdfhKecsyGX/naz/7Wj94qQNEXBOcKqjDl6L135C8qJyhM5NHlxqq6PvaDiOxuns0t//A7//D/+n/+N//sMb18+eFXPn72+HQ+PQx39y9c1b55+7Tb31yo7lZitBnmAieUoLxGvTKVLUPR65hYvvHeF3QCF9FJRFzL5BX+XgtEu+LSXNfaq6w9Xkm2FYrp+8Luyn2erzaHaRk+X3MrdeFNrh3D2k/g1YwarpwJruv0AgHhMixcR7VrZwMAefFVRsQyXSiz2bxo468p8DrrlHcsY49rWtE0TTnn/ba7zqbl91c4CxbxhfXVXNM0P/uzP3s8Hn/0ox+JyHa79b4qH8llsmzvObwlA8/zXK5/zhkkO6ClgWKi1T7rspk2jb1zLoTaOUfkVC6EE+/CAqjbegVVNaFRSSSXzQKBnCAmUvAiXtQLNAgt0ka4It5BrjIERZoVAcgxkMsGwp7q2tglVV+FCt3cDwX6L3fnpTHMMlvOOdfBq67wFaynUIoHABO0rJLLktcir5HV0DlWqKqqa7txHOd5rjZtF8IQ05RSVnPomqYxtbLXhWoABqJF1ygQt76yKjC7zK4Ym6Q5lraMWvJVwKL5GTyCpDyzohkhEjOG4JxzqFMRBAV6X6GYmYjFmBmBqHLOIZKIgKAZxiiIDIDjOJ/PZ88uhLptNzbPb15/Ye3m+c/9vLt9+bufP/7Vv/O3/7Pf+P5xBKwZm0DgUYXAHDmmyhOY2ThO4zB8cH//8uULQw0Vo2ExDY4xNkQqaRgmcr7eNDlnJMeYmXyCaGTZREAFxEyATHMeR6nr+uUHL+6+eDt41Cw322bop0ljJUzk6uBD28zBhboKVZUhAxkmuAtNmeaN5ynl2YtXzVkwi2gpWxUSqKiZZlNFlVlmM8tZETGhAEAEh2oFGQI0BERDyRKTVRmIYU44R0XJZhBjBLDt7obRmHxdN5umyXHyTGjw0YdbRuiaxiNAzh6sq+vaezLIabYsRMiIKaVpmmWeiSAER2xmEiq6vb2puzrq1FQNBk6mk4kLLiKoijm/3e/GcZyTbG72vmlfv356OJ6ev/zaB598eh7+uiPmUNXOZ1UEmuZhnuIFYhbJOdPFfCkz+5RSVzdjnA+Pr/d3t6Lhx9/9rf/L//F//9/983/+z/25f3H3yYdffvlkqpaMydWhA3PMEVERFQwQgR2UF+creZw1bK0EmLVSLsPe9/DvQposlTitZiBXzNG8uGKV4Lg+p+W9yoJLIarIlT8BLbtUabGWXHUgdDFZLP/KIkH6U1+rUul1U1KweLySGFrbi+t24afi+Bp/lyXZiyp1od6snU05YCR3XcvDTw5X1uapDLflJ43Yyi+XjqS0sLyY+dDCVXXTNJXep4xBVqrpKlmO8N5LnogKq/xiGRhNclYDkRgqJyIIZCaiUriI5fNY2zoRMaXSEqz5bG1tyodqzisiIYGZSgYzECVRS4nNGoIWaIO0AWoVaiEvk6fgDFnKTeaVWACSSdXtsOI0jJULnjgWjFLEOWeL/KxmKQQ1WmyXAd+PPUSksJvN7KIZYWoIhpBSOqc8T1PrgoqN4xicH4ah5ovMCGVRFQQDB8yc44ymZho8OcfmPKNpynGcckosAchADdQ0p3Xrj4jLsQETuLIPh845pwR8GdozI5KJiANlZkgXu+q12DEFRHQcmBAK3z/mYRjA8vFwnsah9uH5/TNm75wb+uPN7r774NNE3a//nd/79//af/H7n9tjhtC545gkPoVuK0DnfgR09W4fc29mYtkAPv3qJzd3t8jATQOnR2b0lRcrRiM4TGMS2dzuz+dznOaUUnAmaOCAiYoxYZJoqOQwJYkSnXP3NztPMJwGyHPNcN+1VdXMMXch1I4zGDJlMDBoiJq2njMDdG1T5xTVzHlyzgGB85Q0p5xj1pyzFF3mLHzxnLhM8CaVkqTNjI1Lp4gIBCCAERCSKuQkOSbFbGKqWX3gGBOImKgD6rpOQ1VX3jN++LyRNKMB5Cwq3tO22j+72c/TcHicpmkKVdXUnZildMrnE1Y1EjAjB3aVJ0/kjb0TMldXMcYMCkRziilKCMFVAVM8nI7sw48//7KPOs3p137xF13T/Oizzw0oJzEkEWMGU6jbrjzgYshlmHTRJEhIVNc1Ojz152k41m3b3nSD8l/5d/9fP/7hj/75//5f/OrXfunxMD0ex+CqaYyG6DgA5pQHyROSes9Fj3OF6c1sJZyUIn2d/QJAIb+Xx00XzQa8YoXi4tu+hlEzLPHKFh7KSipdsaMVUYArZOYaXi+bxteP+YqMp8U8HZZdgXJg5eB/Cggioqx5DW7Xnc06A7iEzWXnYLvdliaJmc/ncwlHhfK0si5pkaYoMX0Nj3YlPjGOY4mu6w/LouXYn9Zpirsy11xbopK01qGvezi8+8M//MPi+9O27TAMzGm329k6v1ZYy/OSGGKMRKFkHiNyjsxyjFE1mRKiqekaN589u1dVEcvJVA0ukFEwBVxyy3rmiMh1ANGYMySxLJwzCzjArqo3gBuGLUBr0oAFA5ekZqwYnJFlMQE1SaKT6eN0bm52jH6cJ1/XyI4QKx/KZymqZlb5kDGvn+4lxy66RZcE65yWMHARVsCyAVeHKo6TmVVVVQiZS7FjMcY55z6loqCVc05p2jcdpgi5dIUgijmmvj/p8dT3p+A5gyoWAbz3eGWp/RWxjL9RyXsfwAMAREF6b5g8z7MTYTVb3Kivp1iSy2uyqqY5p2nsz+M8n15/DnXQ213/4csPShfZdnx/f/v5w8P/7+/+nb/2X8VXCaq9ryaZDetNmwliioJuu9up+RhNnBFDXdcI+vFXPqmbIPPImqdxLHe2mc05xTg9PD09PD1ubtgAgBA8chUwZSNUsGHq200npgDqnM+mKc9zHJ/f7zXH0+NDHLRrd3cvX4RQv3336JmbEMC7ZDrE2dR85auqmiM452LXjmM/DBOYgYkBlEw/pJyMBMD7ip0XMETOOQMCOWcXULXUp8ZwGRsWjVVDAnbzlFQgqwAA++AQqYG2bkxzmiZCIxUynOYZJXPdgGbPrg6+qwKjoSoTIGh/eLIUG+8a7z3ArLqp68ZXjzlVVVW1VVVxCGGKo0BUbPPcs3MJFMDYUZpl1tzUOyLa7XZv3rzhlP/wu9978cnPhlB/+ulXIdvnn3+e/v9s/VnPbGl2Hoit4R32jh3xTWc+OVRmVtZclawqFkmREkl1S7Ld0EUbULdhw4ZvmvJ0Y/Q/MPqmAf8BQwZsGA0bvjSgAVZfsFsS1SQlqkhVkZWszKrKrJzzjN8QEXt433et5Ys39j6RJQcSie+cE18Me1jDs571PJplvzfiYup9x8yVdFnXy5mccx4ATIuUcnH7ZBzHIQ1nJ5ub3U3/+eXZvbubk9uPPnvyV3/6J59+/vzv/L3/9Pf/o//k/OLk57/8eLvd+hhi9GaaUkrT4AM5B8xcsbhaxvKszVBRHTzat6fZV9Jmekz9rbqkusA4S+VbC5q27Zban2alB5k9zP9D9GMhUPKsc1PD6/X19SIIKjNPf4Fo4GjqsJTVFZyxLyL7S+24tA7L39d7cAG46j9tt9u+71erVdM0i3Z0Lc+rNXqdB9S475zT8mLcfYxOLCVLbRQW+9966BbcbDkOx5+5dh51Xdmdb+6MY2L23ldRaCdSrq4fN02D4ErJ01RVO1bjNFzf3Ny9c6eNDkG0JIeQrEiGzXp1fX3pnSMAtUKAWsTMHLnh+TUAqYGCAwwUog8d+3a/GxUNjU0YzdAIwIjozlW7HW+UjbwN5cakDywNTBt0d5jvAK+LrRTX6DsXHBK7NTMDoKJMOJWSDICJz2PglC0XEpA+37BCbMZS7q59kSyatch2VxofWu9zFU5pIppNuZB3RKRmTFSAVDWbJM0FTaniASCkGQoF3ufBAW7apmA+vXc2Xt4geefdmlwqkqUgEUe2oEZojKMUnTRy9Ih2rXY17D69erB5EOjkJhUDkGnK/Zj7Gwf7NpScPvWrAM0EndtON+f7AGIgDOrBg7hpcpqCkb8ezClkCM7isO93uWRA7OTV0SGAB+LsuSVmaFa0fnYzpidwIXD7TrNu7w/hYmq8//b6X3/22ns//PAv//qnH38mgzC1rUoonrKpFGBPFFCnAdLeEXtNAhf91fN1UB7Lq3fOU0qTOELuzu9sd8+Dbc/9oDI9H2TE5p0r+C1/Og43OVvbrCRlLXK2Obu53DlqMMfWXQxFtWhABwztyXq/175tnjLmMiTlSE5kenLz0S1/6/69l6+vr7Wk0zY+f34FE9w+efB5P0jGUvLdi9Nx0z15dh2bpmu6y+2OQojOadYI6AIVSWrZYFJU7733pACND2a22+260IoIKAbnCUhyMQFGxigxogjmnNkKKQRyJ4TTsINtf/e8bTys8lUzXN8537TOTgZExLX3HTsiCNFVbWdBMO+7k5Ory5the3VyctonzZa1DG1zLiYFnYU4ISK4nF3A6JU7gsDu848fvfSll59dX5530e8/xrDebi+fjnj7m7/13rP+az/4LXj49UdPnl1N2jWbbrW53van3WlOFqz1XA6xCSAGj5UDzeACVy+R4MLUT13oIHTjVT88/fdrH9XR85//8T9//vObz3/0N373P3rlzsvPdymbLxrNr9zmtna3k9hk6MozZB4mid4XMRlT163Jr/Lu6vJyYCLvm8bHGH10Pjm/HydV26xaMLt89hyJog/Dbl+xbRc8RT8iiqkhcPCI5hwhOql1zVwX1zVGAE1pbJqAaKtVUyP+OI61UajVfUqpQi7LHHgBSWKMfd/b7BWjs2ZRrcdrWI8xAsCSt/q+b9vWRVedPoGgaEklIaKCkqfKpz/supYp8MEabBzH/X7fdd16va7lfEV9j3t3AIj+IEFBTC7GpSkB0Bg9gAVHZmaSCXEa9tXnYHnNrut2u13FnWpeqXyfClYTkVtwK8RaAkMF25xzcHBsP5g5AMB6ta4NiGpZiJKgMis31bIZj2F0IkJygR1yNI4GTlXLNJVSFAxMSylqRYsQoff+Oj0XE3aIUFriNrQbZ02iu9HfQjpV8JZZclHpNTFgtKmSjl4Qs4iIXDUOKqpkpLUzA5wbPfbEWuTA+5QDxuecEzM60MUO9QiGMBf+OGuzgaq92O0GlFz2+33qx5zzRbuGmdFcL6y5i2Suq4BkDgRnUdVpGiQnLVklI6DzDp0DIDMERVBCdIweIAASgQOXAQxAwQIQWFVWIigKVkgzibImRmlIAyL2N9er07b1q5P1pluTjWW77y+fPlVyYZOhQHEtrs7b2w+2Q//epx/8s3/+zn4Yr/e9IcY2KjtRy5rPb90e02QIpeTa/jpPxKE5O9vKGCillM/Pz2Noga2kPEw7ABCxW7duffrhR92m2Qv0/QhA6/VGJTKCEKKHybKIMFqtlbz3OU8KBmbjOKq68/PzlNKzZ8+GaXJu6LqubvHUq8uzizGuViuRgwqeC16ExjKp6rprfdNQiOT8kMvNfjQpgKQlI1JkyhW8xtmXapYxMTMpxYpBEUfOzMDq8qcBKKF5R4EdglXOryPsunB6erpyFIjYyunpabdanZ92+/2+3ixN0/hwqIidc9U0yXtvhk3TVMnwcTRm9sGHVdu2LQe/isExt96P2+2272/F8xirlUoQLUntvfd/NkC8uP3K+x99yJt73/72tyXnqr90GDm6uharVrvPmTpiM29yQajrDZJzriFyHMfT9eall17Z7vr05Nl2e/3f/pN//M7PP/j7/9P/7Ovf+fWPH13e7PbNxmLnqCgUcd5PfV6v40kXg/PjmPppxzgw+82mU1UwJYJiRYdUlWtrxWqGKU1ZSottXLXniOM4FtNpmoDQe+/pYCGQh3GBX/Bo+vqCuHH0x2MGZw1HB/hLqsMgHOM2S2msR/b0dUOohv7jZx7Ht2UCgUdzb54lQhdUp/5uSWV5Ql2ErvV7nl3vl4J9wesXIuzyjXj2UsbZG2dphrquq5i2n72aj/cYKvzVNM0Llq2ZVXHXeuDwcHSxlKJSG41Zc82sjiZqAiilIJpzToulNHnvkAy+aIAAAIZV0xMZySrDMmvWHOLKzBAYybSQ8gELK/tMps4BSaI8bABvE3ViD4DPEDsyZFAHDIAOAQCyViU6sQNyhwee2cGRQFVtwZeI9/t9cD6wI6KqlQz6YrZ+uFZeRHxQPdJ/BkQ82MGnlEzVOWZiU/NM0YcQgkkddQDUvYwQiMgRTUOPzjkmIjQpomqmjATTaDlDyZYTkHeRFECygIIKmjJZRIhgHsST5cSPTBSNg0kxKppVAYw8RG+d01VJDiaEiSADAhFkTdjfXLpYTKNndU1HJ7emXX72fPAu3n/4Zrj3+ruP+v/+h//uX/7b93/5GBRADQoT5CJGwM57P0zjlBMRmamZMVVegG1W3XTtA2o2uH3rLjIzWNJJc0YA8u7ewwfv/fyjduOnbf708aOpv+XZGZHKxMyMlLCIiDobxzGEJrZNlkRIiDzlKU+yWq9Pz8/3w9CPo5k1TXN2dkZEXRtNZMp51bRapO/7sR+i9926S40ImCvSNM2UrVT+7b6Xosxc1LKYiDAeBDOsiKpOJdcBZkm5jatcp4sGBEhWBbtNQaRupRKv2oaR0CQ6xuy85/WqaxxaGt3hTrau63I5iIDS7H5xYBCUA0ZclbKcJ5zw5OTk5OSEY6DoY4zes3Muj2NEKKVMY492WkrZXl+5JkrKE9q2H0/v30vghjH/zd/9/tn9hyrc9+OzZ8+mMggKMiVJUy7OBdTDilAFQFS1jm232+3xLVCHhE3TvHz3/uePH99s901cGYf9Pv3y3bf/7//Xf/S/+F//F9946wdvvHH3g48fPXn0yfr01tlm1e/H22e3QwhpKoREUBr2XdNW2kXKk2oBUJFpyPWYcGw2lCcjBCAEFtNSVAAVD7LyCIREMDuIHI9hFyAIjvB6/KKLAMyguc2LuDVkt21by+0lK1T8Z6ktaiBcIl5VioZ54CyzTQ3Otlw8qz7ADLXr7FtwnAOWD7zgM8eV4nHwnOPYIYfprOBfIaNFAA4Wts7RPLXMmqbL56lr2Muxqm96UJOYO446aj/IqwJAyfXw1dwgAEDIZVZeTSkBaF2QsXL4xEtmrIcPAJBZ1aRkLQbokKIYA2ApWUSJKPrgHKuiZ3QEsDaZsidrSVyW0yx30N9mdz7lE6KApqUkKOoIvCmjB39oXAxn+aFDCSCLltzM9CKiMmyV2MjAQA6CoLPzQXmhG8WzPtJUqhTEYY6kYMYIAEBYtUJVlRCbpjk7OfXsrj57nKuWE7NznpmByBGNR1XDMksGBEjJctI0yRTNA2tjBfKYwcgKWiEUh9qAOhBPGicnKuoEkOCgrwEcMEjxrJ4lQqIy5Lx3OSsYtU1ypNGHNjZtu/IOJsXJ2+j3q/vd6fntXXPxZ3/yk3/xox+986ntBM42bTGbRK1YNjER4oCOr6+vxTTGwIz1G+Q8acnVX1lBisHZyYnkbMhaNSeQT05PL27dQYbdfhgnfP/DD/rd6wbVXCejqVmpk0AAmHJyITIzMiKy8zyUCedd/BhjjLE6EbWxqSg8ADCiI1o1jYn0fQ+eCbD1/mzd5aL7aVI5YJKNc7TZCMA45evtfpKEwGddl1JSJFV1zL6aESJF55VLYWOsPCsDU0ULzK4yzZk9O8+oBWoHEJjRhICnUojmJUaAihs0TVNKmqYpRNc0K0ScpqlkLaXkXOoyZs75zp3ztm2NCZgP2icq2901lNVm1TTh4vTs5PLmcpqGk/MTIOx7efjq67S6/VcffP6Vr377e3/771w+fnJyca+IXN5c6wEsBpGsoMiHm59nU/X6c41fS7e6hAzn3LPnT/b7nffeOUqlrE/WRWl4/PH/4//2f/ntv/Uf/+2/+z958NJrJ5vVzbYv+6uWnPaWRkkpd1132q1HdkTU7/ddtxLJIpmdAYGhqgligJJNDMCQfdutnedhTMMwiObKi1ezVIqYMnMTAjhbgjsePRaUZrn9K+qyKBosOA/OJM4FZqlJpf6xEoFelMJHw2Q+2krj+bJcsP5lFLx8mONovkT/+ouzU+NBgPkAx8/jBJinEcvnlKOVrvo3y/Ccvqi6AfOW2fJqy2jE5kn10gIeRuhqlWyrtfyp446maUxfzOuXxzRNi81mvQ1qbDVTs+Pc9SIB4EFHAQkZER07QEZk1UrJQnaoWVVLzrAtz6iU0/X6/nqzWbn1bv8S833nm2HoFAh0kFzKkBWSWSY4xTOrRakZ2UHAWWazaTx4SL9Yxuu6zhE7pMOymQgaLQdxOZRLj0kEhqBQ7b+0CkqrmQ9sogqWpWgqjBB9KOx8DDIepI2WEqPOcxwxIpiqgXFF3hxrSjIMeRgxrlxoHLNndsRkZAKaDZRBGcSBOhYvLmgWJUYXyTFh8hgjlV2v2BIXwgKQVUvJyVRlsyYAqLx4v2rQN9Sc4Trc+/K966v9+4+e/uiHf/bDnz15ZAAR+NTtBzEgIM8RkTgbZVMZRxc8qThHxCDFzEQVSyn9bmciogUBNt1ai5ijEAJImBAu7txtT9Yn5yfvfXgjPj56+gyNRApo8Y6IaOx3JU3dejWNpWQpJSGTmSlJ5R+HJiKTj+Hk7HS/3/d9Pwx758J2u93dbMdxBCBr1LNbrzo0mMYxjTtmH70j0nEcPemqWU/jZcvUBKdApDqBIoBjLAZQxCQpGAFxtXMrYqIMCMyxQsCitSHYrNjMpknZlFQIUXIS08gUHYMKo/eEp6dnJ5t12wSkF2oHZi+WMOs1Nk1jSimlAoAhBGLwMeRSpJjnQNj44AjMSr589uj0lVdD20hOBKZgqmUYxjLIwy+99rOPn6Bb/cZv/00I8enzS/AdB5/SCABABgzIGJwLbSBQSsAOAXUchxopbLSmaYoYoAJikVQkGQgzjze7V1566fJ6++T582Z1IlM/JTm59+Dm0eP/4Z//k/d+8bPv/+Zvf/s737195wEQm1maKg132JXivRfTGCOBqBaVLJrJmDx58llQrEy7QVWDcyGEZrUKzpVSxMCA1FAUzJZ63BCtHHHYj4rXQ2hbIuBSUy9Ptnnjt/5QF9CWbLGE+zqsPlSER3YCC91IjwhCNqsmL69AR4Pr45Kfj3zbj8v5ej3U/S86ooouH7jmBp29dOiFq+6L4fBxOqzabgunqDYu9fsusA8fpBwcHRT9oGpivCCx1nQHnpZkWAsEkWoDI0Qv4DAkdM6lNAK+2K5aHv04Mnti78irsQJWQeW2bQAADZwnMhUtqgXYFIbNun348OIrF3dOtr17/ORkN7TjdGLQARoYgiU0JTCHSKBjMTMxMNXl7W2uzauQ59KLMfMaBdSQGO0Qlxmdny3fcIYOxQ67vuS8IbCZVvK+apaiqsQgpozMzEBaSrnZbU20zgAMkYlwSUJIaCIiUFRFTAsYFiQU0T4P1/vhett0Jx7JEQbHbdse3MpEQBQEQADESEmKyxkwOzOG4iGTTmpJPcRA6B06NmLhYJFUDZOiFtAkNGkHMa5vBd80Z+X9n3/4xz/++Z/8xbtPCqiD9uzW6NyzYbhlScFUBNkZHDyNDcEx1SNqYAbimJoQ1PM0jIwEAg3Cer1m5qIQQoM6jUDder3qNvcevvSzj27A8fW+9+QcgSl5T56tDBPiFGMzjTsiKiqgAkxqpeQkppYnD75iCLFtqgpu17XDMDBg3ehmQDNrXaDGLARmFgAwQjMy9YCb6LaIQKRoKReXS8MYMTjnng4TpGxVrdAE2dUwo2kCMYfkiBkBCMgjAFsZAYAss3Eg88TsyAF3jW+9WwXXOBa0tokxuEWloCqmLKPFeluWfLDZQEQAqw4clcBe0BpmRDApCqqSpeScExpdj7sQnF810zTtdjfkz65G+eTJ5Q9+/3988bXvlOc33eZ83481EHjvABTI2BOwc4Hz8AL0qLVnVYFcMIHlE9Y558XJ5ubmZhj6JoTgcJgmEJ32V935yZT1s5/95J+997Mf/sm/+tZ3fu1LX3q9abuvffV3LDaRBJlKKf1YAoXgo0FxjkzqnhA7Hw0olyk0UXIpIlSKc40YZjEiirFNKfXTSEQxenKsWlJKWmxmP7/wNtGZQlojGM4COLXillnuDGZKj80MGTfbCSxh+hhPX15weU7tKpZCvrKP/Gx2BkdjgOVNj/sSETG1BY+qG3NwNFpYYi8f7aktDzpiPS2tyXGBvrR3yyLxDDYeQL8qIVdDfx2GOxHxwRFRzi/6pkP2c9WXWXjWSxjzVA+oyLIIZ6paxf9r5qr/W77wmHIMLjo2ADETKQZK5Pa7m5yzJyYoKjmnMQTfxe7Bw9devXv3Wy9/6YEP9PiSvMfPHstnj0AFEImEwRpidNR4VzxBb2BGgEBkCIBgFdSt54wqIAgmUupiIUkxMHbBeSJCZoJDUUaLzp+A2OwJAwqEdQxghCCAiIogL64hH8gxVg+pUqGneuiRnaoyUgghjX1dJaBalQCaWVaBPu+vdvurnTtP7kQ1FxNxBERgkEVYJIOmurqPVjBHzIjZMUYQgIya1LI6h44QSQqMCXbqsjEA0PUUz066szv3L+7f7m6d7wp8/unjTz999C//1R+/98GTnUKzPp3i6lkqQwZ1a4QeVbVoERUtSA6ZHLoxJ5EckR0sRQ0SuTRJ49yYc+tdGyKxy8PEzMFHIFTA1WZ9+/69sHp3V/S63+23/Xq94kCOzHusRY1ILiU516iKEbZtTAX2U+LA4+7A1wa0pmk2m03TNKq66doYY/C+TremKTkXvXMr5qZpzHAYR5McmUBUUuqiA/RJVKexdei6roa8dQirEJ1zxXScEnlH7Bvni4qCIqKrHhSqDpGZy35iZqcWPEfm4JyqEFogXDfRMzsGTbnkqUwohKV4ohce5bVgzJMs0gXLNLhpIiKwcyLCDpumAYB+2BHYNI23zk6a4IhgHPPZrYvQtc+ur05Ozva6eXK1u//Kl7/6jbfAh0fPPovrs0kARYuKcy5r3TkEJs5aFlpkffcqObk4lS8SAEuG2O/3+2F/fn777Ozi8ZNneepjuyZLoFiGnnzbrt3nv3zn85/+GGL7+le+8vOv/fLi4uL89u2XX3llvd4wsdrY75JfNZEZwKWSBYoPwTGVbG3TiJNxHItqzjlZklwQ2cdWAWQypC9gKW72Kl9K4AWNOOraackEC16/oP84rxwfF/j2xV1XOAKIlk3d4zqyBuiKXi6fh2aDmkXgyL4oFFpK8eTdkYJ0/UgLRFOfubQaMq9T8KxouTwWo5vlY9e0V5cMKorDs/Jdmd0OnHPDMFT6ae0PXCklxPqZUs5Z5IW0EELNcgfyk4jkVJznnLNIORwFVJOiR/0XIlYsqH4BYkYmIKzWOarAxJ7dNE0MEDw2gUTYo784P713795XvnHrK6++/pWXX4q7fvKR21g8Xw19/+w5A7FayaomSEAkTtRRBACtzBiEgiYL7u8O8BTAi9zeOAM1h+TYmWrWXJuapadTVSSsUhGImEo2RGQyhjqZZAEjjDFKzoemyaFDQEBkgoPowsFYraQsiAwYQkAx0OIACB0Bogmo6Yh5P067sUxFUp7GcRqHnBOgmIFBMhvBJlAFM8TUYHAInhyRB6JALrJj5mxaLE25vx53V8P1Lk3GDhCb82/Jar2VcPN4O372/POnT97+6Tvv/OyTYuAd+/Vmb+5mTBZX7IMO43Yc2Tt2nglNTExBpE5Jah0QHGM2MDsollhLgBlkhR5nfpshhs4TuSEl37TNah2a1fCs3+7k6dPnIYSOnWj2fJhC1eUS5xozI+K2W0GySZxzwbIQUaU5e8dV5e3506dN0+Q0EjlGEhXJxdh5wifbqxic40AGCNYEp7nkoW+9NyQGM+c8ExiOY9rv95YleO8ds8AkIqIUwYGFGOb7tkpTJTyw49A5QueicxERJZU0gUqWjE10TB5RS0Gtfke43++993VJZ5om1cMgbhnTORcAXjgaTtNUTBsfvXdFc86ZERCxlNL3O+fc9W4bN10mu7q5vnPvrqR22/e/9Xu/RXGtV3vieHm1O7t1e9fvS9EQDppiSqwqlgY/1zo55zTbLm5vbu7dv1+lHSo2ovNaqKTp7ORst99O03Tr1q2mDdc3/bpbjTmdbVogLmW/WTGuNlnKh7/4yft/9Q74GE9Ov/Xtt771nbcevvzKnQcvr9rV5XbvmtYBjCkLkuOGmT1TGvvKH6wBToqaQQzBEHxs2LucpywJpBBBCIHRyazbs4ATC3hiB0rogRhzXMvjPFOFIxewBd+3mfazxNxKmgwh1Gn5oryGs3B/7ZPyrIUlswNwfcfFzXgBUWCWu6DZxvIYI6q7bEvxvbQd9SzU9FC/8hJb9GjivcwAcB5eLsukzFy5qvVp2+22bVtEbJqGmQ9+AHWprGka50hVUx6vr6+ZDvPVUkqlxy6wF2IdhryYPDjnRDOaEb/YiwshMGDlaA5TappVE9d9PyDaqgmnm3W/3+1vrk5P1ienZw/u3fvGN7/2G99789bp6WmI3KxCt6Hrm2dM4257PQ3XQ49jcoDBtx4hZ5NUECyEYEjDNE4pASF6x8RpmsR0PlKwUAx924LaQTBZBFTBsBY+wzAgc9d1WUUZ2blxHJ2PYlbApJSMpmCKgESpZBUpKRdMLXtjxKIq0ve9KZJjBUPD+gGGYWiiJ0ACKyKmiZHa6GMb99tBJitJQNG5wN6PvY15HKa+gvlZppx6396G3LuGGAqUEYsDbqGI5qJgPobtvsiUOWI8PTvxEcZRib0P23z2s0dPH//0F9thd3l99fj5VTJwBOzjgCyTjpBGoGIDgnEbA3WqWgzR0NBU1AiZOKWxDRFnRRFEBMa2bWUKqpMD2mw2Z2cXV5eX52d3khRNhby7uH375rOOnPvq17/25//s3wnCe7/45VtvvfXB++/6gOsunJysSyk3N7sb2k3TsN6cknfTNJRDw2ZLGZWnVIvTYdeHEDbdGhFNZJqmxod1u1LVEMPF6ZlDSmO/aqL3Hm2LBs+eXymWMZUxJRXgEJm8J/COAmlg0jKdrU9OVt31dg+EqeRZbhcB0NjITCWpppYwVP4cYR53++2OFc5ON5gLSkHBfpouzk6id0306/XqZNUMw9C2sWlW4ziaIbPv+3E2oz3gEg8f3jcTRDs7O1cE9lRKIQ8hOJmm07PNpmkkl+12G5rIwV/d7B6++qX90D+63P/W3/y9+6+8Hs/vjpO6ZsVlZPKgKFKIgmpBxM1J9/TqmtgHjES03W6bpllvNjVwtKsVEd2+ffv6+jqEMI7jNI4VvwrcqepqtWLmYRgMLAba3lzmnKm64vkoYCLgnVtv4i5YKdO0/ezP/9VHf/4nf3jvS2/81t/4W299/zdu3XtwcXH/+c1+GibL5sWF0F5df77qvIoS2pSmdnPanq6ePX1+eXl5ZmeAFqMPoSl9UTtsveaSa1W3IGkV2VDVGrJxJnTW+HPc7iw4ds0Ey8izVsQ1CscYa/Lous7m/a/6gjUT1NwJRzShirDnnOsK2xKpa86oEX9RedMjK5ilVzjeL1uS1jiO9TR1XVd30BaArvYQi8JSSmm9XteI3zRNZZcurzNNUwihqmt47y8uLpbBQIzR9X3PrqJI1WXmkACWfLKMc5fk472vA0ARQTJTFS0hOMSK77/o18yMDwNxJcIQQoxeUiaykvN+d53GPjBcnKxff+3lr3z59TfffPNu27XsyBSJeN0SqZ6t81n3FCWARYYVOg+ABSKac6seEA3saA6uqmbA3mnOxdQMHbmKtdVakgAdEjM7ZqxKycebC8ued235VRVMzQwPI3iV6oINjjiEEMk5QJBiCIbIzqkeYlbdt0Q1Yi6lBGRiRCK1mdScMwN5dJ6Cp4MyOHkX23ByfrKTJz6ooiYpPk9iyZgdTgCjZQJxkN2kaTLrFSR0bnXCp3ccBrXt9e7pk8urYbz8+KZ/+vTp85tLBXE+gG8JQJnE0IgN2TmubrkFVFJfxFTN0AgP9U49HI0PaiUlITh05ZZRidI4BhSFQ//rnCPvCE1KMkBDJhfYBXKeCZLC9fVOirkQu86H5tAL37lzaximNOWUxypnK1ZvFWV00zjkKTnnArvdlMx01bREpEUQkRkXVkPOWTW7GLLBfrsbpjFNBQAIzUCjZ6JG1Yg9s2eHxCAemDkXjY6zWnBAxISGKgBAqgCqoJ7r8js1WoiICRvnmSgaENhJ0yJoZEYpmiYIro1t4x3DwbRkHA83VI1B4zhWT5J6hENwC/V+c9IVVWBAh5XXxozInplD07TdpoCK0q279677QQDvvPTq2Z0H3KzBsACpQMXQD9CwGjMZYRU1rwM/M0Csw1UDMCIkwv1+h4jD0CNCCN6sZaZh6EFKjBFAxjEzc4yxCV61NG2nqghIWNBMwDSnpJPV8ZxDI5ayffSzH/3jD3/+T//J/+fb3/2N3//9v/e1b/3a6w9f+vTx0/3VFQpcdCfZto6dc0FSHvvdNA0l57Ozs9VqNYx9SoUPnrIHU0aTA3ZfWWEwA9+Lf8AChiyYic2j2hkPgFoU67wMsdz4CxBUX6ccmacfB4fjSQPNI32YZ612tGJmX/RoJKLa+dU7ZXmLF6j70TNrKmqapmKeOJOLattRQ/yi4V+zDgBU7taipLTkqpppllE5zi2Xc87BvAImIpXgn/K4Xq8JKxZ2+EC1zK/dDQAddJSYiFl05n3iCzG4uV0wLVbXw1DFJKdpb4amhSWcrVcP7t756puvff1rX33z9dfu3rnVpMHMSk7FxAevbSzrNm3afeNKYSIyciSGU/LsOxeTJJAassATK6MgCMBB10kOPDzmapsBUnrAA1DDRKhmM3GofmY8MOdmxSUxNVUwYCAiNFWwXEqIDpmYmZBM1FTxhXCgHgOUjsk7V9JU8xTNx6dOoxyQKUJVGhJDQ/Qudush1wU5UnOADigamimCZrGixmwgRMnFkZs9l+b2qxNvHl/pZ1fP3v/0yQeffP742dWQyhV03rFvT5xjxDruAHS82+/rWSEwdkAAlNNUcqmErdnpFAAYkMHCajVOfUmZHDF5sAq5MjMTASd2zgGTKOQsKZXDaIXIBe+ccz42DfQ9fPzJZ/04mmEqqsMw7G/2/fb+vYcxelOYckFEYKgpB8m0uHHfg5TYREbOUyopu1VnouM41hCQ8khEnuM0TQrFEQV2vfR5SqUoOocGPnh2QYFENBc1M4eg3rcqQFCmlCfLRTVN4A1FztadHiiamSQTq0MiNI+gUsiYnDgA8uwAHcKqaboYJCclWDVhvV7F4FWKugPgU+MXM09T2m53ANC2h9BW4X5VXXVNzrmoggIaGhZVYceRnYE5H4FwGqdhHG5dnD/5/PHm9Ozha1+5ff8lDOssUJSqmqH3wbIRVL9rRqrcf2LmOsQ6BkzqdV7hbDc7otQ4UkoxIB8DAIxpm3KmA8NdQEVmQR4iqphvUZjS3vsQYxtiEPNT0ilN2j/78Z/90dPPP/vSG1/7/vd/582vfvOlO/dK0cdPnuXppjCt2nXX+LZbI7mrm12NX5UrGVcxhCBam+lSFwLsSOdgCYgLO7F+qQUH15lMucxyjwET+qIUTdUIWvJHrXcrZuJn23edR74AMAxDVbxws2JoTZNL+qmfodb4AF8INceZg4/kj+pfOudqiVCxVp2R7aUQX/LQ8uHrlVb/Rg+X7wH5oC8KFi2DE0dEdWRbX9CsVlXMzCp1KFGffZj6plxF4l6YJzCyWoajxzGyNo4DETsOZlIk4wS5TIzkDG+dn3zr61/5xtfe/NJLDx8+uHNxfspgHnWSPKRBTIplkOnGcgouXJwAovXJkQ8KoOANPDiCrKoGRkQ1AeB8ftExmb5A2ahyn4eloRERVAN9IfJnxwqgVfzPOS2V/mKIZPNJOoDXOWdNrODAPBIyJSlFFNWIiADJDuJyzjkyUC2qgqDMHL3z3sOwF83DsB+GAXKK2JBzFJrbd1+6LLti26ubcnlZmt7pqnNN/PTZL/MEEVc+nBmvy6rdeXmqw0d//fFlos+vps+uhmc3/SQIENmt92U4ia3rOlQrksRMs+RpQmK1IlqgFNKMiATQIugc+l/UL6AITIigNV4wAKghAnpy5B3VkpJmGHeuuZg9IhO6Cpy27YqG/vJmi+xD05qNCgdZvco5UQOTwsETUhKJMQDovmQEIANUQ1bvnIYQvB/HsSroOueGaQohsNcxj0AoxYjopFsTue2uz7NguvMYfMhSxFIqpgjMuOkaAZOcqpAqmI9NOwcOS5Ahi1L1m0QmC8haILoQvANRZGqcd8SBsPVeGAhjt2pWbQOgOadVt15qN0RUtTrwqDaEqjaOY9tGAGjacPv27WmaBBQV0KoXnyKgMbjYKFhKKsiG9ORqJxRObt25dec+bU7zJFNWNQfAhC66OAwjAlnVY0cnSaAAkZP0Ql9+BkgPYbHW1MMw1LnFAd8osBR/xV6oGRctCnogfIAaCKARURM5xuA9qaWclYHXq0jcpKSffvDOp++++/O3//rLb37tS6995dvffuvh3fujYUplSvl6e2NS2u7E14obD2sUtXqDQmaHaFWbqoXpaPN8dQHKl7ZgmqbVaoVHBBubif88P3Cm0i8JYLn+j58jR86Jx8mjXoTL69THwvOp77gc4VqhL4OB+TbhRTFzeYsF369Prl8Z5ol3TTkVBNN5bgyzsfkyS1j2PGBmQ9VvwUd7ai7nrFYHI4ea1znHrr5QHYzUDkCZmZCPs6jO8slmBv9/KKAAACXlpuEYnKlqyQoWnDtZdWeb9VfeeP03f/C9r7352slq1UbnQEsalUSxiOVUpilLmaZeRoy8uX0hoqhmQszEjXFWM3HM2QxFmVCWw2dQ/WRo9p8DADpsTlTOq6jJIbLYQasP50W2WoxbFeyOTTEFFVVFVSDEGdcTEcviABmZiBQARAqAyMHJXU1VVErRXFYxANhBaWC+VAAgBJq09GPfT30wBSTDQNyi64DWajJM8WbHqysY96JXQ3fru+Vqf3WTn2z5+ZOrn7776Mdvf/j+J9uPn0pvuFee1Ak65uhcAObN2kspT549NtFuveq6LiXr97vYBiMEruqtGdQco0NSilUMj5DUVOGw3tH3fc5SSV9mWC+sImYIuUixklXU0Aidc+TYZEJmQwCAlIqINLElGp5f5iyaxUpOK+Ku68apH6feTJyL05hMdEjjOPaMa2Cadr1HQuc1F4d00q1y21b/vApdLm1+bXjbbj0Og6h23aYj3vej5EyO+2FCH6J3WPsgZ2gOAMZpQiBAQ1PPxMGH6AvjNE1k6sDAoSffrmL0HskiBS3SNK1H6nd7Bty0K0ZSKY6RqtcioIkSg+PDBiKTNzMzKUVU1btYGRYVtqp3SiVpOCIBQwZgMNRSclUlaU5P01SS6ur01K/WP//403svv/rgS19enZ4ChyJjETsw04BV9fryigCZiNEpYq5DUaA8zx6XWLPEhXoXLLG1ohkAIPuh9nBIIiJoWNdoFwJMKUVrM0HkMXh2jFRysZxVIU1DKdasztdNnNCunvzyT3/50z+l+Pb3f/Dtb7/18le/fOvW7duntwhhnHK/vbnej+zD+a07fAiKTqRqTRYRWYW4FMIye6q0bVvVaJbCxc3OiItkAhzpK8CRM8xx+bwEaDgi3tTgu9/vlxh9QBQQmfnY+eAYd6oADswT3friNHP5l7dY3nf5JEvOWHJJjTa1tJejJTWdpetoHoro0UIfH5FcbZbbO2596kd1TdPkUmWpD7HPzGqIEqi7CXWLipmZyWGqzKrD65ZSxKpkUlyC/nJMETFE1zRNjGEcxzQNCLGN8fbFyXe+9e2vvvHal7/06tl6HRySZSjmHaqJmbIHVZmmKY17M1l1TTg/LVPKY9IhlaptW2mSjGVZkFNNpUxSCqCCAR+Z5hhU4r83E1Wrf5xBq+PO0Q65zeyL3LLDwTnU85xFQKtSj4suOLCSs4j4pmEGRHRIJqDVibWOnhAdEjLVcz7lZMlWniYsasVQkQjIIaBRXK1vXbrN7npvz+TWNd/Xi7PTk+Zk/cEz+eXnH/zkL9/9+bsfffLRs88epyeXcAPgm1goCDkAIrNSLJVek7roiDVEBKXAxGBVkixJcey9ZzTWUrTkqnVAgeBQAQGYYfVsAAUzz3XZsgpGVSI2xRgFShoY7LDeUlQQq/asR2AzHMexSgqa4pStZDWELDKm4teRiHa73fn5hSMvuRTRNE777W7VRPLomFerVc657/tKu8aiVmQRfD+00oRFxRCcc+M4DuPoXFA4FFA4K1MCgFbRAUDJKiLj1DOzlcnYMQZgZLAiJTA5ZjQUb87Rqg2eUSQH5wRsFQIBjmaeKHoPZt5HR5BKsZK1sOSJXVitVnV1GVAr/CaSzKzruhpku64bx6FpGucphDCOfbNqUEXRnHfIzA5MFAD6YZpyIY4+tMbByN156eXNrTtNt4EiWczIpbEgeOdCnsqzp08duOAbQAMgMHOE9RwtVbMdPeoqTC38V6vVarXa7/fTNDXdKpcCBQ4z2JyFhL1LJRORI6wAQg1h3vtp0GksqgkA2lW7Wq1K0ZvtvomgUMhrt25ls35+tfvJj/71X/7wX9x741tvfPkrv/a979998Ortu/fJt/j0KhettMsa+HKZlrKjUlwQcdHmrA+ezb+O0fl6MdA8BF6gj+MSdgFVlvClL1pYXp5WtzSWwt+O+J3HuMoS+pbMurx4fZ3qvH0MwtQE0zTNr7D+63N2u12lkNU0sKgG6UweXTwMKsxYST1LlqpCQ1XiYkk2x4HahRAMaiY5MDgrTLzkNO8jURXxP6TQUkpVhjg+6DbHBjx6dURk4sOguGQz65r27u07X3799be+863XXn54vlkRSPCejUseA/nRREiExVBFppIHQmtDaG7dUoP9lKfpWR5Hd6ivi4BXVVAD/oItQ1XBXy7NmjzLlHysNTgSICGSAdoXroDDCSaQefXDrOYKUgA5jJvNTAkAmZDJELReec6RYxRAREYCrO4vxgd5sXqIoJ6I+kexCdiRBx8YHRlCUVDj9375qQ5w7/4br7x69+UvvZRS+NGfvvvp08f/7pfh808evfeLD588Puws+rBu2s0up8RUIS0AdWyhBU/8dHvVxtA2kYEkp+1Nn9QMwQcPaMWUDKAqsIuaHo5FrWkAgAxUDcFCE2u5Ok0TOY6hrVdCiLFoSuyQSXFR1kVCcXW8WF1PxwkAxDS0QI7XYRMDlLwlorZtCXCzXhO6y8trIvV8mLnlKTE4BqzAVNXcqrcVEcUYc86pZPYH3nQNUohIwKUUscPdKCLonJrVNgWZkAAUSsnBOR8DIjJ58o2KMXuVDADRMSGrgGdqAotkKZm4zUWkJCJGAM8uhlCmtGpbAAW14P2BSo8UYzQ8AMEVCksppanU2ITAbduoCjM3TWzbdre74QQpZ2ULEEITsFpKq/XTSOhX682Qy9PLRxd3753fvt+uz3xsUypFhcOqlBwDtW0ws0efP1FQz5xFFFTVAFlLYUYiUDXVolrMhAicI2bMOSM6IqjPAdC5JyFVnUoupQgY4AF2h9nTChCqt4CCRdciYl/6Wnq3sXGEMVATEQC20zD2hSmcrjCGdpqmRx++9+jDD37605++8eWvfvOtX3/w6mu+2dy//+DRs+fOOZsdYCpiBgCLMcvSBOhsNqmzAxci1nevcZPnlbEF/6mUmONMsPx/GcniUfRYePAySzIcJ4ClJF9q+XprLBU3zh7CZlYXTpfsol9cV9ZZrOI4Gy1qbrXbOH5mxY6q4lttEZY3rQnymJy6ZJ3j+Oz6vk95EhHv+dCEOuc8XV5emuICLR3uPjtAS1U4CJGQDBQdomqxL0b/+sXGoUcD9SIiq7a7/+Dum298+dtf+8aDB/fv3LnjQKCk9WqFWrZpEMmZStGcNWfNollVnQoT3jo/NYVw3T97djPpflJj0yLJDE3EDrgKMjMgg/NZSo1HROTZe3b1iFAbGMlh9VkHK3LYz6qQN9XNMaqzWiJKUpaDdZB3MVOwA3W5XlhaAmF0nlufpmQCUFXbgWt7wcQMpiKlFEBjenHy8s0zY2RGDg4R64S3KN6/98ql6OXl9eXVuz/++c+fTtd/9vYnP/8EPjEwAAeucWcr3xTgvpR+l13XKplSMUikYpCBEQlPT5qS8tjvHHnnnA/MhgWQYxgl56oMjuwRmAgRROt9Qp7YFoM01Oi8gI3jmFJyFmlFiDjlFHKuq9GHCogdszNESZOb+9/5/oQCsOvh+fPn603wnqbdRFgQsWqjO4Za4sUYg/MIME1T3k/1DtdcyDszI0QXw36/B67loSwzLh9DKSX4BozqEMs5TyJZyjRO7DL5QN6FEBsf2Ck53l3uWQ8AvZmoguo0jiODuSay5+Bc8BQCa1HJ2ERfUmbm4EPXxPVqc7reDLTz3mtOzBy933Rr9gegxXk/jql+O0TOOdfZ9aGaFl9HIKuuiTHe3Kj3voiI5pwzOapWPyZ6enoe4uri9u3Pnl09fvzkb/7a927duevOTsE4DYOIOURVZfZN0zDj9eVlrTFq+6mGypiTxJkCfwwO1PRZfxaRqiRcSjk5ORnzYY5aNRKapqlZtvGulIL6wgSxxsdo3aprQ2h2uxtRSSmF6IN311eXq9UKLKcpIfbBNyFERDiLt66ePL389OMf98NHnz1en96+99Krv/aDv/Gl198Yi6RSpmkiJOcjksEw1HdZHC9oXmuobSLOfn915F73nvyReXo9K8cx9zj6wxEYYDPvqOI8lWOqR/bFS6uxvM5xEqoT6QVCeNFqlQO3YmH+LC7ES0ey/KyqZ2dntYqvaUBm5TiYb67KMas/L/jSMbmo0mTrwVlSy4vcRowrv6pnEBGRbErDdjeaGbETzTkTgC9FiNzJ6cnTy8dqimTAoCCaM5I5plJyZRMVEbUCgMQIhG13UaYR0xByf2ftvnmr+fYrqzfu073zCcrHQA7J7XbCyEiraZimIOMwlKF3UtQ0oUzBySoU32FsR/QTxfTBJ8PHn6366U63GUtIUKCh4mw/7iZIHBpCyoM1oUHVlEZxpZRRsNAKJ/WIygQExojIWpH/nQwQ0BCNRJiKaQGUNjY3GdHxqt1Og6j6JvYlGdNUjBgcgpjWjSkgi4xPHSObUyCVqCUArJDQ1BGJJpCJGDx5ApEpTaXk0hK2Z90F+QYD3X7p9sD48c/275i+fTO88+7HN30/ClynaTLgNpisnXPqXDqgWwk8EJJpdoaUrZpqsF8zOlFI6dq5liLknEWpaRpGlJRQAEdZh6bUpWnEQaTrOp7vBAFQQABWkaK6HXszy1Ji2zRNM059XZ4oN4+9c3vTq30GarfPbzoX111Hodnt/fXQPlu99pm797PLD/aaCSA34V/8xbu/+f0vv3TLAfQeSbW0zUkuJNacnL/2/OpqVDi58zI7PQnx0f5ZYgXmYtT3uzt37vR9T2pJxTO1q1VHpGr7/V7BNptNvxvUpqI67LarbnP/pYdX19sh5aG/2WxOu9VGUpn6DCgR2CsJ+/7yxruwcpzHIkNCw3PyiLgOK9WESKddB5r2uWyauOH27KIdx3H//NIROEvD7uk0TbdO7/dWWsD1yWq1avb7bRY4wU5Sf7puc6DL610/TqlkbpijK6WABxfgtdcfxsBa+qtnN42D9uQ2xeHq8umDs9tDf11S0jK1q7ZpwvrWxXufP74c7aVv/Pr9N369xItxhz3w6eZBf32diwZPIWjOW6L40/feARezd8/326ZtVWW9ika48t1+v5ec8lSIiNFNQ/Le7/a7pmkka3ARjSQrk9tve2RySIGdOZ9zTsNYprSURDjrm75IJyHtkhARRras17uB+sk5x3616wXRd+uV9z6l9Pjpk5QShU+6TdM0reH+5vOfP/7A3vtJ88N/9f/+3d//H33t69/95nd+EE5vPXm666+EyK/yKYU0DgnZEXLSyTddbFbb/S6yD6uuH/Zg1LYRTUuZht31JmxMzIpWYLakXGMoB1SzaZqAab0+wXn8q+KcI2aurq0AigRq2Ttvtf7TahnlzNAMUZKoeO8RSU2980Q0pKmUAQ94sgIIcEWH0BPWr19KWa1WFXkbhqHruuUYLumh5ramaWobvQBcSz5GxAXjqiBPnQq4I/FqABjHkWdrYprp2vWPbmk0qrsC0qHoCyEw+2U7rua3ug6mqmZSSlErVgoxqNKBTqpmBnTIMAoAxFAkM+jZ5uTNN9/8xje/9vDh/dWqAl6AaERmZIRk+MKFmZmLHGyUiSmEEJsmOAhnpT/b8rOrMQZISRBijCZoaMAWPYs4LZpkUskifp5SIxEZEjNhAQYgMUeIBgiH1YWGggEYUBYVFVADVQQMMWZTZALEZctXVdumIQYHBiJQwJt5Q6e6JkeAjEAoDOZUQdFAiyoiu9gYqiAWUGAGokRufXra3bu/un1nl8sHf/X2Ox9/+Kd//u8/+PDj3W7skyoA+RB89MTmiJq2lJLztCyP1EdlngFAHXEBqEheRkn2RWIDzbu1OvOLa7VSN0SW4djSRCPizc0Nza5yCx9ueXcmt/xKFi2lIGiMzd379x59/un777/frNr3P33eIExTurm5SSkhRkQ0g9oJtauTy+u02+9VpW1bhDxON2nct21bK7j6pm4WfazWg3MBexBmqaobuRQREZVxHJPIfr8TkdPT067rvPNWZtW/F0xlOqAc0zRNqQlNXZlpmiYlVcsgh4uQHaoVVAKAygibhQoOHHOzAyzQNI2A5Zx9eMFUqTWaR27b1X6/q7DGMPRSuAnkvQeT3e6maxuHNAx79i7l8fz8/PnN1o0pJunHgVz35le+xsE/f351eus26YuTSzNdBwCur6/laAcV5snWdruthJmKgVRMr3If51vbjgtbmTenlutkuZyOj96vYA7LV64ITL2EvD84cC1eJXfu3El5l1JKY2aHbWyCpyJUNP/hP/sn/+ZP/u2bX/vTb33re2+8+a2HD15RoSdPnkoeNU2+gU27AtA8jczcrZphHBGx7/teZbdnk9J13cnJSdrnKqoKSLWnNxAkJAZkZ1TB+qompMxcu0DAZXm4QrkvFOPhYGMIYGxmYEfV/bxqIPBir7jSJdgdREDbtnOzgGjtMGrfUCcBC1yzYE2L6tF8gR34rzUBHNNPlxXuY/KSzqqiNT0sWNDydV7gTYdfPkx7K83jYIvBh9Xng3hIbcLMTBSQiB06R6UkMwU1swrYmqqoKpsrpZx07cOH97/5ta+/+eabpyerEFgkE9UlPYeIh6OMihUxJxYAEEU1DuxjiDHG6BrBsE/9do9XV6Wk0eTuaqWDJEhYrNI2iimKMqAjQpPqun3g5SBGC2hAaFQAQckQFADAOa7aNSAGBUGBgIDdtUxFxHsqaEiAjr16YAITLAhg3oCNAkA08kaWlMAYyQFRxSsAiUhzIu8AOYNmKWbEgV3w6jaPxJ68+7P+l+99vL9+OvVP+/1Hj3cOoA1htYqKmNUMMBtKtikdhkhN09RouLTDtshvzFkq5+wbXP7eZkLUMQKAR8pZFatZtlRUX2xRdF1Hs9TUAl8651CKITgOCCyGbp7OxeCMKSeNbXN2fvHP//RPGYAYUKEalTAzGOVUXPSllKal6tpoBohUcpmmaRrH0/Wt5WPQXG9WXk0t2Xje01moLKoKoLUaymmq40QkU1U6mmOJZBFDtRDCutuE0JSieTogfm1Tl2w60Ny2gZ3FGJAs7UpFyUMIDsF77xBVfZGkB3tYMRPfRGeqKsgeALIuIDWxc967tm1j4wkh52RanI8NeTVN4wAllZLMQkq5adtcdNVtXAhPrq4U+PbdBw9eflnRAR5cSmvYrStOdZyYUnr69KnaF3QrRSRJITkEqVoSLpfBcgwXEKOeYoQX+PWCfui8jHqcLQ4IBhzElpcCov7rMAzOhUpGrPyi+o6BGgVQyw5dYC/EgxXLUxPD7tlnP/q3zz/8xTuvvPr6d976/je/8Z2Hty+e7REiAQrqFEk8O5M8TT0ANTHw2SkCqJbdbldSMmFiZFeVLw9ZkPXAFo3eew85q8gBLQkh1jn5DPUQYjUTgSUi44sHAYDKQdOpqOScaeaAHpKiyAGFJq7XQD2SC2QE83T6OFXDEd9/kbqbU/jhXCw6gzUI0CyCtOwBHFOMlgai/tPx9MLNWhb6xa93eCGYxxTMXBHwlKubWlFVtVKhNTM0UzWpK2U4L82aWSmZGc/OTl566aWHD++fn58GT8woqQAAEAIBoCqImhYroAdLblSlo2tLzMxTWDX+9vkqZeqHq2na7bYvMTIalKJQLI+IFn1g70ELI+r8MVRBzADNY4BDOlA2BTNCBQBJBZmJXTQH9fcIkehz2VYt6AKSxChPqiX6uN/tHWEEMkAm9EQNgDdyWRARzdAO4RUI1SApgoISZqREDI7jqoUYPxz1+e7m5vLZcxk/n1IioMZh9KXohA7Jm2IWyaWg900MV8N+voGRucouEQDnPM1lVy3KwAwQX9Bz6327pIq5dn4hXL5cuzyLxR+zLOpmfJWNrNdG1UEsGRQAmA7LEhiKggKqYREbpmmzPk2iz/t8ex3zNJnBdrtNUzEFImcm3kdT3u/3PvDJyXq/H6ZpEE0OyUKIbdP3fb21lmp0tVptt9uUsnfOO4eITIjGqtr3O++j916LiL2wZNrtdkTOoXPOxWiMNOmkmtfrtao2TWRi77lpQtOs2tjknEOgNnpiFwJ5RyKlSMJQhzpAaJ6paSKjIdk49jnnEFyMKyRQfaHDfrgPD3Uo89ywMxqiOQ582KNS5x0iXT5/yowxxuub/cnJ7UfPn37lG9+87tOzzx7fffWrX/rym0ghFb11526fxNCqkkENWzWzXl9fP3nypO5w86xcLyLTNJ203XHBrqoLmxPnEeJS5tdcW192iVA4Q9hLINOjtUcmt8S4Ba+Q2XWgFq0nJyc4K81Zn51zXeycc6mUnCY07Vwomtu1c8GPu89+9Cc/e+fHf/LmV7/+pS+99r3f+TsPHjyIq+7zR0+vrp+7pm3WJ4xUDBxYEUVEhy5wYEIwGHPvzSv4JaSamYmKSKURG2gN5kTkA4G5nLPMS8VmpsXqJp1p/e6H18BZIAsAFAz0UIFVNk5NsbXYPzR/iJldZQHBbFPD8y7Y0trW+Fv/yEdbbMuhrjW+m13jl+2zZdSxnBE7asKW4fPyOoc30sNW24v1XRFRLTXDqGrJB6pTziIih4VYZEQEVVQ101IOAtEHFIDq6QdmNkiqGIPbnHSnZydt26ok0UxcxdcNUM1EDYoWkaKkqmqiCOAcRQulXqyg2ZQcdecnbfBecur3V5/mbb9NaURSB8Zg3pQRGDCZIujiUGM12QAoElotVGp2P9jITDk5Q0aVw5eozYxxEwiAG08mZRrKWEodPSGxGQM4RCfgKuRlcuK8qqppEcsiilDYmYPMJICFSZizQyPcI1hJ79yMu2naaR4Qc9Nw14RV1wD32z4NuSSNzhvApMkV6Lp21Wm9o/b9CxvoEL1oTdh145+I0QzY0dIz4hF3Ama9vwWOrM+paie1YacjrzsAqDrMy8L90iJYfVnmLJJFWmZVReD9fmii7zabktKf/Js/fXj3/PHjyyaAGtStt+pEzaYxtFpgtx9Xm9vOraZpGkdZxQYaN/SH++Rw0fvDxI+Zx34oRZtqID4lEHVEVcPVOTKg/ThkUXJhQSFqoYaMRIRU6ndcrVbDMOSck2YtEmM8OVmvV93jx49NnBmb2DQmC47Y5LCeBorIWO+6umLutOScp3YdNyfrUlI/Dd77EOOMJJD33nlEcogcPAPANI0+8GZz4tjGqTezGNqxyKqJQKYmp6fn+yk9ePhybNePPn6P2829l149vbhHoSVhCi3JpIZ6RB+s5/HJkydPnz6t55qIDMA7x8w2HsCZhX1I82O5MJY4UM9+aKLOaxY0CyoQ0SKKabOMGh2oTV/QP6jcTT3E08PHq+hTXeWL2RsgOTZVyUlT8sG3Hi+vb9i7tqFuwyx6s/vs7b/47Cd/Dn/x73/81ve+/523vnv/4Uvf/dZXXNM9efrsw08fZQEreZpybLu6xqyqKSUKfLD4nvtdABAwMS1y+F7OOXwhG8dzSFBEroUyGuV0uGAQ0SybOSNDYMfk+MVeRQgBHWM+cHL4iO1Ta6Zp39f58MLq0Vne+Vd+Xi51m31maF5xCCHsdjuRhZJzSDxLxj1uI5Y+jI7p7EumqRMGAK0tUmUd1EfNLXQ0Nw8hoKvdjeacRWvNUFSLSCae5eMPb2BEVESmaRyGHlVCcM7RMKUxDat1i0SHrIy68NIIQQEIFAA9MbKhodRUg2Deu8ZvTk+d6vXN1V6n/dufiyTfeu/JIE5aLZVLIGZic+bRoXeeVVHI87RXAgATAkNUBiAwRLSA2axYlY/AAlBUiilEMlVDAKZFGYeZQ+dZwam6quxjmIuqqkMDOLj5AjtwjpwT78GhEmXCEWHQcp3G66vdMI0fwiqb9iYjKHDjjadJzWS1OSm6t6LcdJYzpJRFpjFnrPLIUDVSqktGdbes69mqmnMRmanKYAuks5zHej8cIz/L9GUhJyw1wtKu/kqpWOHjwE3NiEWrYjeWIkmKmrJz4zCFpnnw8OUf/+gvMoAH8BHZu5Ty1dXNJmKRqo1cC08A1JwnAw2hBYCdyJiTgHHwgZ33Hhlyzvv93swAtPGhDfFmnEzUOY8GXdeFEFLJ9TPXjxu9a5qG0KlqzqPkipqIGex2u5RSbRqaNjB5zySSz07W3nMMPE1DngbGGH2jSM5DXe4ABSYALGZAYC76KVEIrmnCts+lJBcYycaU6ixNK3LFHvCA25ZSguemaZyHXCYgdDFof/3wpfv7/W4YhtfeeP3td9/99vd//ae/+OWnj5/94Hf+9vndh4IunpxDgqvrbbc+tUJ1joJH+u+ff/75TX/j3YtdpLZtiaifxuW00uyRx/Pa6lLdwxdXBOCLY6H6i2VeCV5ApBrcc5LlIllek4hSSiE0FQLa7/dL2bsJJznnsR+QDMiid94Rgdy/fbbb7frtU2ZuHZ3c6QCo7/vHn/7iv/v8gz/6w//vvZde/vZb33vza9++9/CV73z9zc8fPaXQXt1sEQG0kBoAO/I+gnMOjFQLErJzJlKK1jX1YxNokTJNE4LNY4xDsYxHVr3LYz6wkNJBRW75psSMiAsU45jtSKGhdgZfzJEmsyDdwkA9fselhVrOy3FkX1bAKliEBzLYC5y2Jo8l6B93bPXj1Qwzo70Oc86VZ1WzN5FbMn/btlfb53VUknNWKw6xzo1VleaPWEo2M2b03hdJBuA8hegQUaqCkDuWbxWxqv+ihofqEsXlnOtGkneOyZFj8GzA6h01Xbh9Ee/fboY9v/+sJKm/GLwjwQJgxdgUQRcAZCGoFlIzQ1MyZUBFYzBE4NCUeYnMEIwpoxYVAEpSbJqyCDlPiEpsxGpgqAaHRTIzJUViSGkkx44DODZ25p15X5wbDXuTm5JvctqmdDX12zSOAE9hWq9OQtiYFvBeGa/2OxvHK95BLsF5ZWZA8p4MFGQcx3qTH9sD1Xi2dO4LX41mK5LlylgQnuMqb7kyjtl1y9VfX7/y/5i5ojEwDxIcQlW4VFVFAKMp52lK0Tkit9/vb1+c/cP/3f/2v/wv/49Oy1LI9H3/+Ck0d06c4TTlktWHVVVL9UzJtOTJoKBBzlONP4fQw44ZTTTGmMeJueo16ZK0ulU7pYQGp5suTHk/jCoaYwxNK8VyrtSOw6IGO8hlxGpOG2PBDICAqiWt1yvHHIJjlG0ePLvog2nxTIoqUhXxFA0NwECJuDbBpaSURvZuEYQBkHpUnTts2FVP+SZ651hnk6uaiZmMQEII1UCrWa0/+fzpu+9/1J3dfvj6m93p+QhBBVzTlV066PocWYwxMxB9/vnnAFBru/qoxeZyTnEGV90sSVZmw1g8gkqWSLdsAyzPdLNhwBL4lifXxxzODryDGGOMzZL5aF6np8SoUtEVZkJUA9Ei/TRITgRgWoA5RM9MwsBDv1qvi+7ff+cv3/vrv3LdyTe+872/8du/+6U3vuaD82g5j2OeitjJyVl7cfb55SMpVdRTnXNkVIpNo8QYCQPyoTsxEZWK/L64d2COTc5VgNQv98UClpe5DC+lJCnOtG7fLhpty6Grmvmr1aqup1Va55I5jhVGl3S7gG/LYK/yO3G2mF5efNEZXdL58dmpt+2C+x/3B6429aUkRIsxEh8EE5xzNQcSHqwP6trn0okQEaFrvPeBzWS7vXaOHbEIiB56T2Y2kVVDty/Oz85OK5DqnGu71ZgmM0E8aIUqIhAQgyESMzqnSEkUwBwzxUYRgUmJsuOJsbTBNiu82PiLs/H6csyTakFVx+iQFfV6PxK5SWEoCYQNVS05507iCapR5f9A1fdAJOLgy6TZVNSAGR2hAip574ecU5GsZkiKOJZcpklV0dQjBcJILjrnAAhQAxIzh4jEgpQAJiupyC7lm5Kvp3Q1jb1KQQLfoOMGYnt6kqXc3Axaio+BmYv35CisOk8MpkUAA4HapKnr2lJKSmNKsOT52m8x11vo4CVboY8sL5jFMEtQOeeqiki9RperrV6Ux4WbHTFDlgudZzlGRMxJFYwc4xzFDstiVWe4W7mu+52/+bv/4D//z/6f/83/K0be9TIMw/Zm35K8dH7SxOhdSyghxth49rZer6ZxN02Dd9x1m0EKIroZfY4xdl3XhNj3pLkAgGlRK2ZWI9CCTlycX4ypTJ9/NqYxNDF6V9iccyZRGyilaBEz8O1mHEdVmIZ+GKbow3q16po2p9EIggsQ3OQdMzpmUHOeSzFHWAjB7ECexqqzVEpJu6GfpqlZxbaNQ5qibw2BEuMBQ6jQKDI7ohVRnZlr7aKmaWqa8OTR4+70pO1WT54+v/vg5X/9b394M8nv/eBvNZsLvzo1ik8ury/udKvNyZSKIw+zQPxyb19dXSFg27ZZChZc7nYRMXIyL08tS1J25CL7K2Fdj3hiFS2sl0SVqFzeFGclMqaw/FxKATh0lrWgxHmFlRaVm1KYKK4iM4qWlLKWwg6naXL4gvoV4woAzHDV4FkXUxHSbByG1P/ln/7RX/75n3/1m9/5zvd+48tf/eZLr76GHJ88fZaH3TjsNycdAOQkwhJC0zQrESFwOWcCh+QMDcHUMgIyO9Uyr8LRUpI755wL9KvbW4ZoHPxhTlm+sGcbY6ycydp/1wIf5kW2Su2nmZWH1WV6fvCs1VNrebMXc/tapeFs/Vgbi6WoZ+a2beugbhn1VT6bHTli1oBwaMLOzs52ux2AHhxEZ9dfMyNy3vvrq62IdN2mquqv1+uc8zhOImIgyUyNiCDGKDqL4VHMOdehcbdudcpqxeRF/mH2AFMpGiK66K3MrwImYJqSTJNIqsMa9I5AXQjAZOwz0eU0qmRdr/2tWxevv3r17rC73F7EJsYg0yiq0XlmdN4HsMmktnmeY4iORaqSpUNEQ9TqEQq5TOxd28aUJanmUorKmFOmNfqQ1dChMYtB2ARzpKkQYwEkRzE01ARAyyn3lopKUSlS+pz7lAVAXfzs+nIASAAKLEyCBOyCD5HCzc21mXUxCtiUEoPFpiXvcs5jnjwxIqgVMGMiOLohlysSZkOi5Y5dgjU5XxcFa8iuPnBVZbA2ntUwSFWraHgtLmKMtVgbxxFnQ9CFkLDb7ZqmOYgvehqG4cnTJ7fOLp4/f/7w3v3nT58h6On9++M4np6dPfv884evvPx/+q/+q7fffvvf/bu/2AAw849+9KPvfesrz882O8zdqy/lUobhqlg1iZ+IIKdiOa9WqzbEy8vLi4sLyUVyurm5IcCmaXa73fn5ef3Kr7766vPnzy8vL5umQbB11wHizc21GHRdVxTqR0URrcaHHDw3CdM4jrtdXw8XOzw93QTvGW1KQ57GNnKeRiJ6cO8+MUz9vrIzN6sug5mWtm27pp2mYRwGANpsNjFG1UIOAaCYrlYrUaqMvRhj08QYG1XNU+pLYuecJzPXNLFiqtXBNAS33++Dwum9B3/59ju/+OVHv/67f/sbb32fYjdkU4+n53fU2A7TfpJyKFqbplmtVtMw/MVf/EVl4yxowzAMIhJjBD1YXC0BAmfsqOaApVo84IRzesAZ49ZZA+a4UVhKBNNSxU1FpGma1Wq9TCBzlnqZLVu4RJQkKTGwR2YBLWhZC45mBujIoSfmonh51TvnVt0t3V/ud88d+/PTlRo7SgOjgbz74x+++9c/uffSa9/9wW99+63v3bn7EJummF7ud6aIiI49FJl2vXP+pDvZ7/cgQMxiNqWxFHGOCYMLVAHGKuaTUqrtS6XbLyX5MlSbpuSO/DV1ZuhXyPSAOpQC82aZtquK51SVumU/q2r6V5HwGoSrGkdKabPZ1P1B733XdTCL2cG81Wyzi6TMe79w5F5Z48AwDNUBZjm59e52+/1+HMcQHHML88L03KbJMqwIIfT9mHNO+9GWwocg55yymEnbxloQVCTXzFQFABzpOOX9fi8ibdt23brf3+y3O/SIgFbNBhCQCEyBDBDZk4MIBI4w50zOA7OaMRE6NuYioJ6tbWC9govTcPdW68Ezcsl2AKdEREyzABmhcwxkaIoGUQ5UJcaq6SDz5AtzHpOaMYe2Dc7vh17GybVrLblIKYgCkMwSmiFb6wygSNKcuSTqQUpJKfVRqoKaIuUiqZgSoung3WQoiOC8ERcDYFJinHoicswAVlWWEIFUtBTRIqCATICAQgyA5twB8oMjadnlNB/DQUshBvPkrV4BFc+pCvU2W14slUidntXNkXp71yjT9329DCqabGbDMAzDsGpPmTn4UEp5+ugxfevbiAiibdsO/W4crOu6x48/v3Pn1n/9f/6v//7f//thJ0+fPn7t/r1Hj568dH720t2znG273YXo0zAYoQ+0WXdgOvXDNI5C5IhLyiklxyxSsoBzbr1aEVFOMoxj/fo1b039fhiGqkFtouO4TXk8j+fNqnv0+eObm13TrJrQ1mNIRFfPrlar1brrQghVL9YTO8bGtd4RIoCalmRiiBhD0LnaZUYrebfLOCuIWbUPdCymwDNgIhVTFQRW1ZwmMzNQ733f76LGi4szIrq6ukop3fV3IYCqdt3J+tbt/Zh/+t4vH7z65e/++t9Q13i/MtcQRTUqRcYxqVpwrkyplmX1xD1//vztt99WUGb2MQxp6oehqNS60h2Vsf8h5gBHKPMCgyw179Ia4jxpXP7yBXykL5xsaztYUYuaKZZrcnmLbILE5kxAFIG8C0RmNk1ZjCYxMmBzACCKOQuAembnME/9fhhzgc36dHN2Kxs+v9w+ev+d//bjD/7N//Cv3njz629993tf/spXX7l3b7frb663Zcq+ab33msp+PxU1M4uR2raN3o/jiGiNj2MZlwQmIjG2RJRSqeJXx210RcKX+epSe9nMAV3ur0prZMDo/AL11PSgs+9jZXXTrBNXqUQ551qrLUQvnLWNa5pZwF6cp7t1lafe77XCq6fgeBiAR6J4B3y/aRoA3W63VdnfDnyjFw7IS5arn5sORrpAZqK5rsyZmdWrimxpoBgNFbAqCQMjIhgBAgJhRWKRlQSt8i5xkolNPWFVpABFMVMRAgAm9s7QFVPwkbv1CiC+RKck7tHKLi93z5+aFFQrokBYKf7eexc8oqlkQljZfG6kmIEhm1kBa2KzT6nklIswq0NA14aWnqpMUsYiGXRSG0SyWSFQBEMoIkUyqCFayZIABgCrQCipKRQDU0MTc6wAgoTMCigKokpWcOxXTeu8A1HN2ZkyYalW4Fq97g8LR2hwUBab8fflbjy+2n6lIsN5/6vqfCy/6JxbCoTjNn8BExZoyGbZxXohHl8MZqZavHeMIef8i1/84u/93f84OFIpu+31atVIzk3r1+v11c31D37jN/7gf/MHf/iP/tGjG/jKK/766ubZs8uHd25JAU+eyaWUBMQ51zShTLGMk5ntdztElOoFEePUD6VMOsueFEn1K+dSAFHNPKM1DTOPU5acCLANcak6mbnr2raJu12vVtroNyfder3edGsz2293Uz8QUQzuzsUtInTEPjgAVRHvnHPUT6NacYwUoxXp+56J2rbd7/dI5GKI5ENo2PvgG0MoaaoYv2MHByhVmVmkbDabpgn1Fg0h+BiyFAC36/cQmlur7odv/3tw4dd/+3fO7z5MQgiE5IycwbL8hfUmr3k95Rxj/Pzzz3/xi1949AtEo6p4QMg01Q2MI3v0pYk8TgB0pBi6wIDHCWOpPJZfxPnfbJ4b10B2lDwWYF2WQWUqk4/OAMaSpU5KGVHJBTAltcNSDQGXYjnnkxNSsZRGBQyOnUOw0m+fZgE0alrKWq6efPKX2+ePPn3/39+7/5/8p/9g1W1unTamnLJKnlIuaSxN2+VS8pTQtKikNBKRI94Nu9m/M6lqTQAL1RIA6sIsgFY9tHqDYaVdz/fdi6N3YOe+mKOU2S6YjobqMCtW2Qz311as3rPlMDc9+JfpkcXNAuEenyab4feasWrysCPluyVzI6I7OzurF5AZ5JzdAeivxGFbej3vD0VisSQipeQa6D0RcS0bCxnV/cp5JHWoT5uG1ut11eXYb3sz2KxPhjxUBi4AwByUAaCggZnjgxGNmakVkANdAYjErJgQc9xs/Ko5XV3wxenNZv3knXeef/4p9n3rAhIrMVQty4MvvICoqanO0LZRrUmEQAzIB/ZtaCWr7AXKpEpkrvlwdzPmNIkKQDYYVEYQA67GkIpgoA7JOTZmyWVqaD4rzsyKGAAhM5FTQzUEAwEwMFNQVEOrWnKSs4k6BsPKIkcGXGbXB906AIDK2aUluB9uPFxoXlp3sOst6bynmQNXZWeqqskx9+PF3Ttrby1RfhEir7509Y9l9ptu27Zid+xp2O9//rN3ypRi8H3fX19eNfGOc5Rz7k7WN59efvjR9R/8wR88/7d/+m/+hx/1/XjSdPvddHW57WI4P+3Iw5j7PA0GoVrBOOcaHy4vL0VkHdvT09N+HBKOIYTt9lr1xczTCMk7QsgqIYSTs5UqXH/80ZTKyclJFhXN++2ND+7Mn5ysNyKW8wSiFGj5RnIw9htP1puLs9OSk4DGVRdjKDnLlABNjcdx7NqVc84TF0BmtupmnjMRBRFDYGLnHFA1yCMAQjJ2SABZhAEDuyS6aoILoe/7YepX667rOhEZ0g7ZE7unzy5/9JOf/ubv/93v/uC3LkcJ7I08UjCgYmCKBIiO0CATVWpAKaU7PXn8+HG2vG430zQN0zilqQIORHSz30E5lAgy783BTOtaotLSEByDPMdR/jhbLJdQ/dk7dwxEVHZJDR2qX/h1m6mlC5ySS3EVyjCLoRExESOoDHdnUDQnYq9WKurF7B3ClPb73c2q20TktmvZxyLQD+mzD3/+yYc/++ij97/97bd+8IPffPnV109PT4rgzW7YShl2l95H5witeEfBr4jgsIJ09JUPhwKYkJgPzokAhyEBAEAuS5aV2RWqMnNqdF+yQr2nlgHMcliWqcASymmesddzWmda1ZWzdpMistls6oscY78Vhqolhc6uZHVWNxPnDgm+PiHn7BZ4twb9JZkwM2IVoxA5uFlajLGkZDPPBMmAiA3rPGS+PhZWgJqZFiEgZs/IqHXWAcxsCQHIFA0IYN5zQwgxsilJYVOoIqhAEDwzMTGQK0VEjYl91zSOV7ea9tZ517XTfv/444+HmxtnwETIJGBFVeqydckyTZ7xWpErY6SOSqM3oAS2R05EKYTRYDulm3Ha7fdJ9JM4FdFsasRClIgKMCCC88wMqKoqiFKNisiBd4bVAo0AwFDMkMhxCKQV4zEyQ2R0iIhTcInBJJsUNnDoldAkMzolq+KcZOgMGcCKgntxXdLREKm2fnBE+T++OXWmCS9kgKUK+5X2v152bvaVrtdlvRARccF/5IBWIYBJyQyoVt772c8+/+zTk/XGpBDo9ury4tYpOby5vLz/4N7Tp09LSf+z//l/XsbhFz999/brr49jevzoeSA6WbfOIxqYCUhRdqDmiUMIq9g8ffpUT3PXNtvtFg023fry+qppVojI3tePCuQPzs8lM6JhNWbC2ITSDznnktWzI+J6e5ABotUJx/wwQCXCGMNm091cXZdSVAtYKNOY0shISSed42bOxcyaGEspJWvTrACA2RM6RQCgaqch8EI8UtRKKcgoSs7Tzc1NbNvYeLHDGMY3cRi29+/fh9D+6x/+Rey6N776dd90rafm5Nx3JwY8FjMRFRARBvAhVEDv4uLCzIDh7bffRkAAmKaput3ZvOQx5oSkS22+xKAlHywJYLmKKkr7AuGZH1WW4Lic/JUeYn7+YcGwbduU6lgYlk5UREJomD0TOmaYaanElThfWeXFoBARsSJJn3IIwbHb77d93zvn2rZbr5opZ5WpDKlkj+QdwbpBQ3j23l/+0aMP3n37h6+89MYbX/n6m29+8+69l88f3Nr3E8dmTNPT51epTOv1mpqokjcn69rBhxDMsJRSRy05ZzNGqhT3elOTgdY6bym9YQ70wzC4Km+w9OhqoIfKfenal6NXO+w6kKu/UgUzqsnwMpupNI3lRY5fB+ZdTpgn8PXkLrczzIwgm/cGRMRdX1/3fY9oTRPatkWqagHqnDM78EwXcJlncxnEAACASmZ26HMKHMTjVeQFyzXnogWGYTCztm271Wac+r4fAGvhX/+zmT5G5sDETMHmRMLsKYSqOKFE1RqKHYe2aXycyLVNOEW89fTx4/feS9fbYZws5bBqhV2u7n9z+xOcvwGuBMqshkQYXEHqRRLS033/fL/vARK5UWUvqYdcmAugALFzxk4BxRDJVVAVDQQy1o7ARBS8eTA0VTpYRmi9gKQYgJmAllof1bEHSHQTmBYlAgQ2pMOKLDIRMJiogAIbsYEVq36TqouFNKoCItRliuUeNrPajWEpPJsBuYMki6/qhl+oceaKrEIldsRNrth6NUlf6oMFfBTNZoLkAeDDDz/8yU/+8jd+/QcEKiWB8X6/P39we5x2yO78/PTzR5/+3u/93ifvf/DuT969ubnh2EybPAzjOEwGoFCICGnZbLA85dPNyfb6ZhrGaRglJxPx3jtiABUjMisqqtqs2hidqKZxf3k5AVHTBAMax3G328VVF0JA5JTyNA0IXBua/X5/fn6+XnVd10opaRr3KU1p2O/3m5NuGsYQQm1kHbH3vhba9QabhomZPTvvmJlBXogjMRN75703AElDVaVN0wRqREDgZq1Kis0h5K1PNi6G58+fP7x1C9l99MknP3n7p//gf/Vf3L7/4PHz69svvaYcAJ2I6UFEijwxE9dTVtO/9/768fN/+S//pc17nd57UOmHIaXUtm2M0bDqVdhyEpdx7lIHLFfRrzSIS8CqBaIdPZZn5tnfZs4oB4WJ5cr5lVTBijJmq1pDSGBApkyUpoHQgako5CKIgqjMuR8nBSQCJNd03DUtM2uRsb8JofHBKeQ8jaqG7IP3tx+c7ff9Zz//8Wc//+s//7M/fuPNb3z9W997+ZU37j58+TzcPukawG5M3nsvkKax57CZ8qhiMbYAWEpBOHDtqV6Uh3hi1bOMfBQR0EPltHw1VRV4AcPW0FhmV6+lcV+4FfUmrWPk+oR6diqdFBGrZJMdjZrxBQyrC7Jfjna2dRbK5pnrBbM0yBw9yA3DUD8KEXVdl8s0jqP3rC8cwQ6NSf2s48EvvjY4tfHJIhnRnGdCVLXD+lxljzBproJEQMTOBRjHUpQDI3wBaqzLeKlkFjEVUCEzRHBITGxETB7YGTBBcc47H1zwe0Ui6k66s3sPLh4+GB4/7cvTccpnbZsBGaDkYmag6pnbpnniQwlBAYdpylKkWF/yTSri3eP99knpB0DDVpwrvhFsCvViasTsGJ1Tw3pC0wRsQGigWE2xEUgBojAWBUCoK6cVqVfMKdMRHbiihqoigUQBPbdMWDRlBUJyrhyGMYqCpIBITlDEyhfvumMe2HLpHN+9x5XCcQ+4SIjA0Wp4xQEWnBGPtFx49opafmV5LzJwjA27Z08f/9WP//LXf+27wfla0iIo5Lxed3nYG+nJyQkOw2/8xm/82Xf/+KOf/jysBPFeKeXm5ubcr4xUrZRCTAfW8zAMq7Y5Oz3dbrfX19dNiOM41bqvTvnZOxDJUrwEZp5kQgCRbMo55yI2pJxzXjGrVBSVmBmBq/C5mV321xO7EBwTxRilyU3TNE2IPqCUtgmBXY7Rs3POlZwVvSpYOfBA6gFpmkZMSykqoArExOSZvHPoXCYiK3nMGQ26NjKziYrk9fpsFZv9OADArVu30PFHH320fu1Lf/XTn/7kZ++/+bWvf/fXv+/Pbu/Fg/NFzKRkQbO5yQMF0JyVfQgh7Pf7pmneeeedH/7wh13sNpvNzX5HzAJ2MJyuYn9Z6Ivo/ILY4Eweq1mfZj7ics0cl/wLs2W5xur1VorUAmtBOcysAo/VDQ2PVo6ZGZXyNAFAiI6Ic540K3gGFRcYHaWUVERZicgH6EfIoqjATF3brFfNOI4328vTkw2zM9NhTClNBrQKtGpiluGs47PNbVHa7sq7b//FL37xs+709sWtu6++/pVvfOvbD199ZbNZA1MRYF5NyMxsKsuUGxHMrOs651yNeGaCaEigqkmqoS6ECl6J1NvEOYezmjrBQSPB/gMwjeaRSV3Bqa/As/3LcT1XZr+XWojYfyAbV+/F8kU7s+Vf+YuTf5vnBK52Z1WTOoQgmhGxaZqcc85pmiYptQE5BJGaDKslyqF+ZO8cjWMPsEjNvZgCxRhJx+AOAuizZrdXVMLZwo3rOo0SUSrFmbrFkcfMsWPnal/EzikB48HgFwyh8VKMQmw369PzWzcXZ9IPJdfJy8EY2kQtJ3KMiGMMxblcynWZdsMw5HIzjc9BDDCht/ak6dbFuSSWzJAoTaMQgJFwBdrMTAkct9GRZ1PBAkUQ1ETB0MS0qKkKmx2AOQUAQyCDimPVeFrJSGAKQOi8Qw+W8zSgoQ9epBgQAqgYWF2aBrYDD+9XEB448hFdivqltVz4Bkvfp6pVfvY4+uO8CyYvuM8HfZJFQs5mXvNyoQfiepZB9GZ3/dFHH6mWJkQf+Nmzp/fuf/3m6ooZujsXQPr06dPx2ZM3v/qV3/+9v/3fvP3uOCYRGYd0eXl5cbsDxMO0DQngUGhrLifd+vnz50Pf33/w4Ga3293ctF2nooAHAkZ1fxOwlNImhBjjlOXp82fDmHzTVkrrk+fP1ut123ZEPI15mqYqnY/DjYhM00SIdbfRzMCs73uTXMu66EMIgerNxpZzdkiVnrG9vgGArutijFUfxWahBTNLJVdGtRVB7BGgKqzkaYxxtd/vicg3kZhFhAi7rkspffDBB9fX1//LP/jfE/u26TandyC0RYDQEZmagRGopJS0iBIrO+/91dXVvbt3P/nkk5v+5tWHr3brdT+NqWRRqTMJEdlutwFfzPCXMHRcCtQEsAQIOFIJPf6VBXI8bhHqSx3TBJbNr2ma6pbY8lI1xoUQJRcDccREmM1EhRmd59gERAPNIsao3rFnGqRZrVtQ63fXz68up6kJjpumocNGKQTPznXAxOzNCmHp+wEpdJuL9vbJbrApmZXplz/5q1/+9Kf/+o//6Pa9+7fu3rn/0sNvfvPrb371K+vmYpqmcZhSKjkLAovIMEw1NCNiFT4ggtoBADeHaskdtNgqxnh+fm5FDiU/vqBrV/MMmfftnXM1Xy4GBktDtkD8OvN8aFb8n6ap67o6PKhDrCVVlCPr4OUkVkbQUtjZEcvLacmOWJKNWfv9oKqOm2nKiBobQCyOCcHQoIsrBL+dHtfPAqAAdrCMMjk92aTcSx6r+VVOSQiccw4deC86sisYssAenWYRJUJ2mjDl4h0EAtVCKHdpk1MyM2QqQTMKETXUOteUIUvex3btVxskp0gDOw3TiOXK1M7X/s3XT6c0qLsefrnb5RCiw0bI9ZFg3T0j/Ok0fSS7NOV9P14Ou6mAMVjnFdxYShNb7yOUjDl3LqzMypipMNSdAQOALKaiKtKHGKfpyjXNrc3JZ599tll17HksaQLkltEopURIcRVVtUIHRrUxIFUVywAADGcWzMxSGTWZGTRERJkOShUAoA7NbIRcguN1QJOUpjJvYy1AUM5ChGYyTUM9uzF6Zp5SGYeEiME3NC8NVkzcFPOhYSQiJuQYvFU1SxFTqVWgSMk5xRjbpgOAlNI0DjWHEeJlr6sQ8s3em64YH3/y3rC7bG7dvrrufXv+6ZPh7ORitVrBaDAOF/7e5a3+Odhbf+/33/rFX//hP/7v2qcfn2/dw+kUTF96cH+9vpVLGYbSrFebh2fbzz7bWW5X7cXLDxAxMVj0+/22a5oGmv1+SFlOT9er7jSllPrkMWaDNnYybZu4jg2omgK0LnhGRjSTy8unq9V6Nw31rvACMfDKhc2qK/v++ro/iSsTtSJgltIUvUNn292VgTSd2+2lW3er1QrUdrsdszez3a5nZhe8D8E5V71IDaFt22EYu6579uzZhBha/7QM64591+VShv2Els+5C8iyLwT6IF780bvv//d/9fE//D/8wztff2uXtay6q353uj4T0AzZiAxxlMHMyCMH7zNN41hKOdlsnPf/5J/+UwC+6feX++0wDNWiuVut0EByOV+f5Fzma+aQPmt5zgeJHiTipvHMLuciolUXBwEQqn1q7SthgbeXHtEOi+WpSFIrpRQpBwMs7zlGP025wokzMdH6vl+vcLUJKaUpT845H5qKcsQYZ9AjAkISFCDvvYzPEmiMsY2rnLMooVudbNqbm5t88Eq0UnIIYeWdmfX94FzYbDYp7ZEzTPsVO8ny2kunz549SVef3Vy98/Qn6RcU/vri4vT09P5rPzi/feeN17/8+pffPLm4PeZ8tRv6MY3jCM5T8EV0yhLbhpyb0uDWp+rLOI7X+9xE1zWniF2Rm+0AJRfQ7JliQwhSJJWUszrnHLsgpkmsFAuNb0OThhLbE0K/blcmOl0XSlGLSFOttzCEUOuDqsqlqn3fE9FySOuqBzrs+/78/LyUkiUfLI65Tj1Vs4oeEAgkFBBX1+gr4A6EzExMxJrScKgNzcAALFXqY8W5jrtCmLGIGYcioprnpZQCWkSWVe+DiB0ATbPA6dw8zkSgA2RxQIdqQ3RAxAzJrM7ZiRnZIdM4TtFFhziKsgsnd+4M964ef/qZpDIRTQiD4lbyfntzI3k79B9pz0xKdeMAzDlDFgBRENO6lU4GULIVSSmRP4h7CLwgXdWDwLO+0jG+udC26r/W2tl7X7/4UoPbDLlWLO8YrqmJGr4IvC4YjhxEbOz4CfU6OG7xFjxnKShwFhipv173AOBIlbB+nt1uh0c0YQCoHMrlvXiWf5HZvcs7B1KgaC2l+75fnxw6hoU4VFdiiOjBK6+MV5fD9fVb3/3ez3/8ow8+eIZ344rw7sX5drv1jVvQJyuyatvx5rJWQNM0XV1dSSm1B1o+oarWvb16SHOeEMZ6zIsKItTKvZbAOCsa1YMQYzxtTogIQOtaAxHVhngqw9J9V5AHAIqkfLWrO0GOmJnr3+O84FqPmHPOea9gFbS93m5zzk0IxDSmpCmrQSnl9sUtTXkYhrsvvdLf7E/PL9775Qd/+Ef/+te++43f/K3fNrOz04vtOJzdeWlKCdAdbjYDq3clERo0TTMMQ0UGLi8vf/GLXxxGrPNY7bicXIgAh9acqDZ8FQBYzuxyMR//8CuPYxS7lsb/P8r+O9yyLLsLBNdae+/jrns2TEZG2vIqlZVKrlQSqGSghJCwGnUzwsw0kpruacQA041paMyIabq/ZoAGBPoaegSMgIYBChlUUpVKUqkqy2ZWZqWPzMjMcO/Fc9cct82aP9bZ+52IEtPM/fLLL8yLe889Z+1lfuu3fis9EReVHvLMQEQU0yuZt4pL2xMGxZGeJEsL0sgSjqjJctmJuBX9CdR1Le0QOZti4dZaQBLn2HeuLIVjgyHg6elplmVbW1tKmaZunXNtWx8dHV27sSGiajrb2bt08dLlBx967KFHH7t4+cFLly4EwD6E1Xp9FlryLQKhbfrVmTFmaoxDVAAUbPAeOSCELNMEynvbdh0hZ5kuphNlWZEhIutdCH3ve996ay1DCICOnZYty8TaAOthB4CcLL53ykewtQTxyz0PGFJ7Jj0sH4XdIIqDpvOuAQPKWhT24IlklZ1CD4yDyHPAgMBBJM5MkQaRkBmGCIHgnGNgNRCYxOYCM0MYtqIPF4QBIPWokoECnINioDUpGFbaQ2AirTQpYwIr1Ebr4dgzOwo00VW7WvWbVrOabG/pzt+d3eHZrF6tex9WfX/iumPvTl1/ZrsWuAbINZEWMjUwKQ8QOJBWsvVFWhjIwbHvvSvzbKitZEENsBYZZOcSbJpsVMxaVBbGq+nSQtEwYoAJGnB6eppyKByxLPxomkZeEl+LLE8VtB6JOUuzKHnP9NSJVAoYKXrJUcfRK6EW8rYJzXRxPUCi/QimJF+/KApyWiEgagjDmIkkfagHy7PeWe80ESoyWcauaZ3vrX/717zzfR/4ho/d+tmsmumsWC7XfddOZlNtCBko+E29NohtbCF678/OzohUURSiRu5cj0Rd13k/3C7xF3L/xQUopU2ey1dr29YwUxQhkExTs45ouA+ey7Lc3t7eWiyO+jukQHTRvfciW2h7LwI7fd87uAdFkZ1FOstQUV6WRVn2zi6XSwAQ4caiyJz36IJiUAwhcLveXL5w2fX2lVeu7+7urpr2iS98fntn73f8wO9dbO/fXa4ubF/MnCons/p0DZoACAJyCBACA0BgGCjOgzr8l59++stf/rKINKCsR1VEI84+MzOHCMMOvURmFqEnOBfwOWfy/IcCQMp7xE4kokhCIOoykvQk2vF0OnVu6DBJBBJWpXNOxl/LspR/BQCSzsvTTAFb3M5Y9s7HFRfr9ZriMhz5gXSdxpjE9E02DwDWdXLB1vaBfTUpvfdNW08r5b3vNyfXT+9ee+EZk1WLnd3Z1u7Fyw/sXrz0+JvfdOmBKw/tb2V57r0/PuONdZrBu97XtfUMeZnnebGY1nXdW9v73hhTFJky1Fm7rtfzYi67dDWS9+gBQnAOAgNiYCJmJEZGDUgIcL4nIEVQvHcP5djXM7PSQyBnHjNx7BgW5tEgt1aASiGj9j546RkAB+/kXQkVIhAaQqPQIJgAlgfpifMKYGDzM8e6cOzfIQwjYkNLmpmBCUkjIgLKZiUiYiAmMoBAiogUkgfPKiACEeXaeEDQRn40MAOGAGCXdYZZXhnXc+3YKZVd3N998+OvfO5zZ11z2jSn3q44rCH0mtioMssYwDL03nkCVAqROHhtNJmcA3sCYmSFBFqZAYZL/hdHHbDUV0mpqKRU4ydEUVSZI5CaeqoC/4nVDro6I4Xe5FzSo02XkSKE3E85sVtbWzxq7lPkBY/fKnH+OOL+MIJ95SJns9k450q+A6PAoUC38odKKd95H7xmTzGJs9YWRYEefDgnjLJGVIR5Dpwttna7TV0Z/Y53vefJT3/m6PQsB0D2FOwDDzwwm000IltXn61mi7msMxX0U6oWrQrnnDBkcXRnBheg9GbdCBS7Xq+zLFfGSIQIYYgTItcuXq9dtk3TZFk2nVZ5nve2U8oIBCHfWoQ0iIB9WC6X5WTKQyV3Xg4qpdq+05lB74N3qJXJssHTKfLBFUVhSHXNRjFoRu3B9b51Nux4RHV6tnrszW/55V/++J2T9e/4sR9+9/s+cHB8qsuZC7qazru2n80Wm84Co0fZZg8EqABVjE/CF3zyySc33Wan2kuNnOSjOWaCSum00G3sEMfWlUzOex/J779JAEjeZHzmRWA8GbzccOEyJtfjR7t8gYbRdBHPgdgmCZHSlo5DynuSH8QoYAUAk8lEiG3yY8lQSQUEpbX2rhn9LRRFweDrZllvWu+9MViW5c7OvKuXRZbNJyUwNa1dN6ujm2eHN64d39kPQJ/+lbyYTBdbW48++ujDjz5SVdWb3vJepVQIsCpM3XYOAMAxqzbYIlcFVhZC61oNupxOtqu9+vAEIBATA2tDoAbiUNu2gRTqgUkJgVENInEcBRylpE5eRW5s6gRI3lOoQuJlunWSklZVNXZEISblOvhOq0IRMKMPwD449o57pVHE4BQohRpB1uhiqiZStgosgg7EYeiACV1qMAsPXx2pAICUNBLOwxQSARn0jogIz/UmKW0VR1IYwACiTHeRMsZ4Zh/6tu0dT3Z28529g9Xy2cODa5vVum/PbN8gN0r12oTcqDyD2rrgO+s9B5VnmTZICrwDVB6Yg3fOKUCjNGlSrBFYcg8g1FozysSulWN/X6qulGq6Tgrq1EoV2F18PUQalhguR5mnpBwpTlbFLVfp2KRXWvuAo+4cjFK20e28h+yRPpdHvLF0blVcKJEsIxWMFJv54yCUYlXfY3C21Cxx2oUgoiWgqetDiCiQJc7JgNYhGJqWO/uXNqAeefytDzz6+K//4hN722rTWVdvTk/OMq1MptDrQpvtybQJ5vj4GBFns4n3PmnYyWbTPM+LPHd6UJ0MIfRdM7Y0TCJo8RTJb6fz2Ww2Y2Yk3XadMUYGC+pNs16vi9wwKeLAzC6IoxxEdbquS0UShAH001qTs0NtFM737WRZttyslVLTsrJ96zuriVzdu9AB4eULF06OTrOyess73nHjzuGvfPq5D37wnW95+7taR6aY7l1+KCgTWDWbdufSbt2tB2iVCBmIQSERDCJikgV/4QtfSL57EJmJi+FURFe0NqJCI+Y3QFvRKcOoLRwzbv2bBoAULTAqU0odqe7lrmity7KcTqenp6fehwSWpuwnOJ9UZlerldZaVvTgvaIRPqqYpYweR3T4lPGkIpuSOoIfNnGKuYbgAGTDqLLWAmBZZdba3jbStzDgg207t0FUmvTuvFAmI8wODg9t8L0yy7tw82X30tNPSKW1vXjwwatX3/a2dzz8+Ju3d/dB6VXTnq2bSVk54EBApDNlHLt1vTpbnW7jIEMSIJ5WYkBgDKQUKEBgCMGzx8DAoFU5LtYpbqIXIlDy8qlj7OKQ/DnIE0Nm8hXpsAOAdn2XKY1kCBiBRaCBY3xFRAJiAPbBeQ8hBD2EEa1JKhRgFpZTYExoTwoASMT+fn4xIlqGIZUBiHOtCtGPE2o/kr9gQnH6KLuZ2QUiRCqz6eHtO+jd7t5FtvYrTz/1s7/+qY898SnUqgfotOq1cka5zHilGKEKGNiwUkSotAEyIXjnAhEED8F6ay2QStml0iqMBU8I02ABjOpfeWmtg+1SbsIjkSYXlyuksJEQFRztcEjfXZKgFANwRNugeMY4ykASUZIAhIiZ4CAafr4ZbhxI0oPgyCETR+biKz3BlMrJmyRnCsNWyNwFb3KdI6uARNT2vTKa0FjXOeskN1EUtEKlaFM3ZVGYYjLb5Qtt99Z3vusTH3uinG/19aqz/u7xSV5ki0mVa7U9me7Nt25vjuXC8rIUNTExuRAcgOxflFElFExAqgSlVJ7n8/l8ECsfXiFYK75GDoCg+d6z0MZ6P1hvb71zDoOnLNNaIwelFGYZolrWG9JaVJWCGyqwruuMMagUaaWAlNZB8jhFddsYpYnA9RYcI4X6dImI+3sXi6wEyibz+abvf/qf/Yuti+U3/pbv2Nq/smzs1u6lAErl07Z3qPLTk1OgDAAQFAECMA6N2QFLJKJr164988wzucqHInu0MFasTtCVgaEY9YfFzGS8KFE/MSZ3MKpB73uNfyD9E++9mJG4G++G6YSYj4Pgb8miQgiuHzY38IhaKuqVAnD7UbOQiBLWL7xMaRQnBzc+QanZQERiyzEnYADWmtrWCgdSaxE67QDgwv7cOde2fds23gH6np0Bpv3torMeET2Htg0InQ7OOXf7lWduvfLMl37jk1u7uw8/9pa3fu273/TWdzxy+RLmxappj9fr9WrVOktaUWaMyTQpWWwXODBCwMCOw7A6EBAhDAsmLTIg4rQopAY9B21iTpa+srgU2dDnwSul0p0MEYse36LkjRFREwdCUOitDxiG1FqBcq5HhZogEBBHoQkPgu1GBwSICCME/z68EBG1yuAcbRAwOiBqZs8hDoUPm+hZ3C4hqpEOrczUEJEM/TMCh+A8EyoL9ux4U5TV9nxx9+7Bz/3sRz/60X/z6vVXAhAjodFWUxOCJ0U6Cwi9dRPKjNFGZL+BnQs+MAVCRkJmAI2kSXJFcOGeSXfvvSwWUFF4zzlnkVK+aYzRVo/vtWDoohUTYkcrOVY5dd57aT+mVCXFcx8XRMQbyMvlkmOFK+4YYmM2lQUch+wRMS8KcejpfeSD0m/9vdNA/6EDb6PguESX1BYOoMhRlmU5AfGw+oOIdJY3nUc3yJtYy04rZXQ529KaoG3VfLtcbd7zgW+++OD/9sobt3YnpXN85+h0Pp3lpBVCtb3wXS/cZ621QjRqGI4f3E3wfd8jKrnzTC54573PskLy37IsvQ9t3yNSnud13XrnZrMZxBzZOcdeFo6GrrXMPJ9vzWbzAULxQeuQZ9p75V3QRunMTHCKiKLSxAwMyAFcCBqpaVrrvTKGAV3ddF23rmsAaNuWe1cvz9AHIB16v729PZ8ujg9OFhcurJr+Y7/yydfvwB/78d/1yNvelk23CmVQ55Z18JDlE494tqmryjCTHBgZ/GNmDCxKY2VZPvXUU6+88sp8Pq+7Nj3oRF6UQhMRu24t888cNw56fw+WNfYsCT/8TV/JjMfW5ePW6JSOiIOWwVoxvD6qCTjnZOW4fIqoHYh1pTwyXUCKZ6mqkKxf3n8MusIobVJIzBycD46BkOTWhaCIgL133lkKwREGiaMnpwfG5KR0UWgAUkojKWbgYDU6KVYKZYDk5OoZhda6pl0d3V4fHd58+sufL2YLU8yvPv6mN7/zne9+3/sfe+jKyWp95+i47TuNFnQFHoBZAQJRAPLBO99rYxDIc2AfrLPgJXfU48eR/EAY9cbTrwdILYiway1gDzMWhSbSIhUzKLYxOhes9cysMw0ZMSAQhMCMMBxsa50CQtQD34s0E4RwnjlKAIDzvPI36RdJvOKgEQdTc64XOwmoZfVaTJYJGJmRUCsySmGQLJswywqd5XXbIbDKFJIhJCJUpIzStqRLV64cHNz5x//8f/sn/+Snz/qzWTllQg9MufGBO9sF5jwT6n1wljNiVCo41zuLiowxRZ5Z22tSjCqgypTOlWHnE/OHmZ0UoYokOri40DkVp/IMhL7m4wYfGe6QjCaxI8TFy/Eoy7LrOsnLZJUdx/rdj/gSo6A9JP4q7gDB0Qgij+T7hxqQVHLcKdlHRHHTKs6FpwMjiGpKuBLcIYLS4+8r4a0P6K313jAOcLN8/SrLjLGttUxDWsDMQAikANSq6WdlSUX17m/4xre95+t+5ed+kS6j9nxWt411rbW8dlVmjp1rqCnLUutM3taQChRCYKUUDLsyLACl1p/MOUvSpIwWID7Livl83nU2eF9VVdv2FHuGtmNjcqWM955Qz6ZllueHB2dlnjvwkpB47/umVb0iIp2Zrus2XUc88KN0WWTMRVF4YNIqL8u8LFzwnbUAkGXZ6Xqz2px2m3qrmqpMkc4v7l1WJluuj9bu4MUbr3/pK7e+/bu/7us/+KHp/sVby/Ytb3noeLnauXDl7PhkMimC8/P5Vte7QW0lMDABeAwcMNhgvfcmz1988cXj0+PLFy+vmzrLsr7eICJYkgqMoo6YNPARUVog8ugFzUjN/7Gp/IcCAMZKNDX2pMjoIgSqlCI8lxdsmkbk5SFCEEMPFntBF733RVFIDRdCyOM2TYgZq5jrzs5O13XOOcmEpIktq0whEpDCaLNxkZcSb0JsKsSzICc0CKEACRhCb+2kLLTW3nPf9X1vs6yoymmeF845BiQIEBiCRUZSCBx0hTnryVRbB3UfWrs+Pa6Bju8e3X72K1/+7G/82rve/f53vufdb758ubX9crls1j0ADKqzRjNAT46IGJGAIATnvHOeGLQmpbR8WYhII4yk9FJBkOhb8nzVaAoMYomWfpECpPyA3t/ePj49ywsqi7w526BSeT7pNl1VTQFCYN/3PThSCnJdZkW+bDdq0JegELz22npZgqxDCJnWSpNzgxNpmgaUCVGyMfoyBiDrHRIpRUoNInnsPQQn4iEM2HW27TullAsIfZ+XEyKNpJnZA2il87zM8/zqY4994hOf+Mm//3d/6Zd/mSHMt/YdBwZo+g57T0pNqxkpHRC8gxKM7dbDbUKVaWL2vrO26bTWASwAaCQVwHetVJeUmxAzbkRkBClVJEnJsswonWVZWzfOOaP1cr0sikJWqItbL4pCpPYl0d5sNtImraqq7/u6rjFu3khSrnmei+a+nMyE4zPzfDpL2StGZQ+ZM5DMbjqdyhyf9OKcH4pHqaJc3CikogqQHB6OqJR4+RQPQgibzUbOVVmWGDvV0ibNskyrqtzZsfXZarWqcmKE4+NjrbWPDsU51zFnOvch2KbBfNI7O50t2LugjJrv/ME/+iO//Isfs2QY/AvXT9782KPrTQO5mUxmzWZl5gYA6nrd904OgLWWCKVUmlaTum2c6+SOya0jHBwTEBZFobNMhGaNMW3f3717tyiqtm2F/L7adFpra60LfHZ2ZjJlra/rOstMkVdEAIjM6IFzrdu2zdSANa/qelpWIYTVahVCqGbTyWSy2N4SZElU/CS0V3mJjndnW5XJF5Pp0dHRum6gd3kxef71137tsy898jVXPvK7f8/WpSuNDw889GjjcLrY6epW5WXdWBShHMVEpJUihuC8dz0MgBUx89nJycsvvyzJtXhtEQuT/vliscARYJgYByL6LdABR61AcbvJ6QCcC0/CiPiAETy8j1kA5+tfOM9KsZb5fO6cE/UkQTDStcnNl8tOCsY+shuMMSJVIHrXchDKsmya5o2bb8ync7mAITkwZjqdnpycSPHXNM18Pk/plFLq5ORksViUVX779u35fGqMEU+V5QaiANq6aYqiACYbfEBgRBt839Tee0Jl+1YOb1lkdVMfHx/PFxWgUsoEUkpDQcrkZVFO755sVoc3lge3X3n2Kx//+X935erVd7/73e94xzsWOw91tu+6rrW2rhsPnBX5bDpdr9eEBEwGyWS55DFKqeXxifS6KE5sSJYj8uzSO5TJniEF9C7Pc1kLI996tVp574VMkQhgCcPQ82m5XC67tjYwtMiiUFwABRpJGwVKYSDnnLdha3urruumaUJwiEAKiqLQhtq2GawEz4Ot1hqiCLjQNrz3UtPk1YxULlwYAgRnPTOzyjLddJ33HolMXnjvGclk+dHJ6cULl7O8OjtbaQXzi7tG52dnZ7/wz3/mJ3/yJ7/w1BcmRZnlmWUGpdfrdVlVIYTgQ3A2oENUClEBKFljgsTMFJiBkUEhgQ8DXYnIUSBgAsy0EdYOEUk14EOQDXzijMIoHU4ZqBrJpATRz2jbEHuqYrJCe5COVmTFKfG2gurKpK7k3bPZTHIr8cXJWSfElkY0CeecZA0STnwYLDvlDjCCjCSbS52DEGkbNCK2Sp4bIrFPj7aJhRCc6yAE17aik9J13brebJpGZVVIKolio4oQQn16Op9M++DBB1NOAfDiw4/9yI//+F//q//DQ9v6kYcvfv6pZ97y8JVveM87N3Xbtj2WOtNGIYXgEAeQ2nWubVvnXG9b2/V937dZLbtL+77PMyObgYGw6/p6ubTWk1biI+TOy8hLlmUUqq7r6vXy9PTUuaBVttlsutZ6H7rQ9exDKEIIiCogec8uDJx3QSEkjQ0hlNNJVuTKGNF2DQwhBEaw1jIRMmmducBHJ2dZMS0mi9fv3L51dPLctdd2L0+/87d/39U3vW1lw9buHqqMlEaVAQAE9rKWNPTyOBwzMbAPwAQKjFKEOsuya9eu3blzh+PkQQhBetHSaQwhpCJMon7KhVOzdAy2jFPvBMEnp5/+Fu7tBAzAAEDiIAk4Q3GXofdB7CdhF33fe+vEu8lPimqpS4pXIwKM+L62bauqMsZMq+lsNpOpKClr5DKqqpLUZDgjajitksPJr8uyPD09dc4xeyLCFhmG/lzXWweolaGsyE2emcJ73zYtBtaalDaklTZGGV1StUOoSmkgeWDUhjAwcmd7NS9VTlnXO9+ujm+cHd+4/srTX/rl+fzBt3zDu977nje/9S1lUXVWg9a9tSd3Dk2Rd22NWhV5BQD1ulv52hjj7bDNSevzbjzH7n3CyeVJee8BzkXf0lMGgKZpYKTRndyFfvTqg8uzs5OzWiFURdZ48N6jIiZGYA+sQRERAgXPwXuRI40liQIMEPyo58DgOcQetFKKAgGyrNOMxQgCQGCHoBGH2AsyceA9kVnMtz2H09WSgSeLmWdYLpc7u/v5ZEakt3bynZ39PCu/8IUvfexjH/upf/4vDu4elHlezKdHR0cAcOHChYvVdLVaIaNiZGbwAZEREtfeg7Q0QwBmNWDiHKJFS4tmgGsQ1GCyfgyMiDkG7zUNst3GmLIsG3+umoCRj5+EnFKudG+HSuIOSfpjjKmqysdXOnX3ZV7j45cuLEUdjm1eHwZMdowYQqT9yQ+P+35SBIwTugQBuThshZGVoZSy6CGE4F2pSfqrTdO0bbuzq1WGmctQQPoR3SgriraugSiflW5TV9u7P/gH/8ivffJXP/9rTzxwQVXzxdFy/dIrrz324AOEaCLx2SitFAEN9KqoYT7wqbqmzfM8xMEZqXgkABBRUZi8LJgxNM3grc5HloxzbtN0zXoTOMxmM+9ZDxNMwXtvjBe58r7vV/VmQrIfDYg0k5J9yKDYe+aAg+IxKIFflTLEVK+bvrW5zo3Sp8dnW7t6efPWzbt3v3Lt1ZboW7/tO775t37ndOfCwfKMTdX7EIg1ICmlFLOocSQWALNjSUxBifgAYDGfPP300zdv3iyzMoSgtEr2EBHv+4VD4F5AOYX/sRWlCEGxIYcjlZFkeOmthqQhwp5KKe84eWellPQA8FwBzVprNSkdpS6lXAYAEclIUNUIt2GOPOPZbFYUhUzDyvYuKYWdc/KJfd+3bVvmpRwi7733wTlne5kBLLPMx+87gCpZlnX2VJnCZAUBEmlGdNJxJGIGRYCoeuf6tUNi0grQW99b6xG0UgZAWeextwAaA5ZaoSEO5Jyzq7sHp7ffeOPkK09+9mvf8+5v/JYPPvjww63rXdeURrm+L7JcmxwBAdV8kknpb9n60Q6AuI5lyNTlxkoNJ7cIQQmFh1AjsawhQlBda7MsU1HK0MfZPf3glQfeeOON1bpFZI0abOccKW1Qo6i8MbMmMKS1VqxwsznlgcWlidD53to+sMNRZzn6puih4gRsCAGRlVZE1FobWAErZkQGdAwAhCoEqhtLhopysm7q07PNbDF/+LE3ny5XL1979fR0WeST2ez266/f+Df/+qMf++Qv1QC7e3sAcHJ2OplMxHUG57uuM0qJZBBJOuYDh+BZGg8yxzvs20xZhry89xwgAGulxDgwbdLRSsXFDojonRPlYbp3lTPcK7QZYpcV45qkBOmk+8axJywZZdM0UgYy83q9lh5yiOwgjvTTdA7DqL+fzi0RAZ4v7kgpQELkUkRJWWGMkefMH440yoGGr3WI4tJaaxvQe9ncqRhBTp24AGMoL5mIwPuYiMC0rGDQFMrA5EFZr8z08pU//ef/wl/6b/7Uy889/e43PaYzfOXGrcVitru1cL5ruxp4yONcYESU2XeN5L0nBRKA8zxXpFBpofQgYggsIExRmK2trabpmuPjtm2JdFGVEphDH6wdhgbmi+lkMjs7O9Faa5WhCkSolLGhc3bwL9VkAgC9tQjQNE3NdQJVSSmVGQQOzG3f1W3DzNuLvTWuVn4VgBjU2vbbWXn37tFXrl2/c2a/+cPf+uGP/M58vrvq/XR7v2elTIZaD90eRAXI91IzwTkOPsDQhbbWc+e+8IUvHB4elmUpGI5zjlGYXUPl56Nzlz0nOBIM96MhlfRBKb24L9lPeQOOOq44eoVIks6yrPUDoCSNAXmfVKEak2dZRnCPTKEUxFKryTtLahXijNjW1pagWMOgLwwbLkXzoGkaQZYkjyEicICBfW9DCBqJGL217DgrshAGoR5AChAQEAMSDS1T571tG+mdmjwLsW2nNHrv+r5XCouicF3b2d73XisUxh0yAgIyK62IPTApo1ROLtdd531puubup3/13z/z1Gff8a53v+/rv/7Sgw8z6rya3z1edr2dzBd9Z0+OT6uqunr14YOTGwnKh5H6v9xDH0V5U76PRONnlCK0Go2aJleglNJb8+liPjPq0NrOE3vvA4BRmR92+AovSBMRoWJGhSoF2xA8YMi0qoqiaWrp+5BC2ZUjbkKB5uD7vpdRe2utDLVrHbk2zMBAKCmPdphlZbFer88264uXL823Fp/45Cf/8T/9i3ePT09Oztqun5TzIq+aplut1gryCw9sd123Oj0joqLInbP1ZqOVEZnpgTERAnMIEACBFYOQxo3GiH6gFpwXgAiB0KOzFpFQKQosBazjMCA/iJKDAEAPAIFDCBzYe980jRrN06d0KYQgflNHnf2UhaWM28dNocwsjQExfWutVA94L9QzduvprKZgMz6WqeEsyYL8gB5NEY9PoGRP6Z9ALBilUyd/otR5jklAHFUH5CcFw7XehYAAwAgBGJ3vkAEDd+1qtSqKArUKgVVRGMIQ+O0f+MB/9X/7b/7WX/srzzz7zFuuXHjTlQu3j8+q6TyXfYqIRV4xc7NZ120nNx+AfW+VVmVpqqoSmFiYJgPT0TvpsnjP+XK52WxEeKPrOp2Z8YlSSqNWioyw0YNzu9s7EKmNXWfliU8n81Srqaj8JTsSMEKr1jvr3Hq9bro2yzLwYEymtel72wS7qrvTur67Wr922L/tvW/60Hd+98NvfdvGBwt6Pt/1jGUxGYa2ODjB0ICBh9RPHnxAkAH8wKy1vnHjxjPPPLNu19uy1ZmHhaghBAJOuUVKR766Ghg79AQawNAE8ql2TN4kVY3p55NZJrAxpZliadIEFvosDlpVeZ7n9XojxSURCVgqk+T3GaGKApl5not5C+4v79+27fb2tlxAQswFC1odr7y3yW9KRkUoFymTbuKFKATX9w6Aus52nUU4X7bBzMpo33aAAdEYY0SrxmTK96jR6NxoMggKQHS6jbVWYxgSXwtglNJUKgq6yw2v1s3pnYNPffz1164/99Bjb54u9j747d8xn2TWQVuvjC4ffvBy17vrr7xcLPJUsktolPuQSnmMbBGO1I9052m0nW0MAnOkpwOAXsymF/d3b9y8c/esYeQ8z71Syphm0wCJCrIiVCCJnmytjqsegiA+iuQDAitCoCh8Gg3CAA41S/p47702hiJDPYSAARQRIpi8PDtdbu/uvOltb//Sl5/6yz/x137p4x/vLACCzowic3j3uA8HBGqaz3a2FyvXnJ0czWdbk8nk4PYdBNjb28PAfY8EGICtjS1oJS3owekTUAiht46ZDQfxF4hodA5aZvUZFWoQnUGfjo1kjtIR1VqzD1pr4vi2o/MDo247xcgsdRzH5ZqS2vCoySYpUtoFGuL4uxhTG1fg8giNxYgDJqeWEnw5R+P5MjlXaiQYksD65N0SwpMSz3SE1Ij03TSNnpTKaCavFXLoHJ9/tKyWCSG4ECAMJ7lv2t5ZGcJa1evJZJJVE9c2ruk+8OHv+uPg//Zf+yvPP/nc9myShX53d3cnd+M2I7MYIMxmM+dc07SoVTKttm3zsoI4/uaCF0dQVdODg4O27VMAllANAJ2V8QBrTIaI63rjXHB9Lx0U27c9cF3XzH42my0Wi+PTI8ErKM85LsmQtECSXDcSXZnNZt1RZ1vbdbaaTJTRTqmnXnjxpdeOHnrr5R/4wR96+3vf3zMWsy1NqvOQ5UWaMgnA0kkWi+pcBzDUsj4AsBT6MCmK3/iN37hx44ZBkwiyWZY1XcujWd9kGzSSCk81H9zLtEmGQUTM5ytn+av0w+/LRZh5tlikAICRa1BVlYh4S8sk0UCl95s+F+NQS1VVQvIRfE+irHzEer2WYOxHA5ipNSoFNEkfniV16yEyKdMQWQiBUAG7Ye8IEXMIHkPgrcWiaZq+701m5vO59IRW69XOzg7hMBqNyIAyl9sr1kSSXCvZ0gMESgVrOy+DSxkjMhOQAa31nRvXQelJNd3a2j1d12+88OQbLzytti985olPff/3/74Pfug7rIPDuyfsbGkMTyYt2/HjS17exI3zCbRIT0HOQuq1JHfv4nLmcdjW+xd2H3jggWvXbx4ta4VoyrJj7kcpJAcUqhkyISrrht69Mbkx2rouxB3iPhDG/UeIiFEElSKbUF4UJ3sVaNKAw+IfEc8mBKqms1sHh7/4iV/+xY997FNPfLa2sL2Yna1WiowxuVaqQtJkQoD1pnFTp7NMKWybDQe3vbM3qyZ37twxxgylGHEADsJ61kTgfJDlkBhC6EMPotdKxtvgOLAiJO0RGCAgU+z6urS0BkDOefp2SikFmO5+ysdTWo2xGSBd+BhBh8OTSjzx+OPYEEZ9MIjUrpTTjWu6MZAV/e/5gb+v9KMRjDuOIgCQTOQ+BxHiTlQXxSokJUHv8yInzCk4bz1wSF9TKy0ngwDQgzHKGOV1qFShta67HgiV1n3vgBQZA8Tv/c7v+i/65n/5W//TtZdeuDCv7ty9Wxg121pI3FJKTSYTY3JGmFQz771kIa3t27YV7pPJh/q37/sALN3aqqpOzk5TJJaXBHJ2E9t3UpSEEOpNa4yxXVO3HQE7O1QMIYS6rplZPig9BanEQwgmy5hZlj3ked45axvHzNNq4pyrXFhsb6/bzgMeHJ9UW+YjP/D93/ihD5nZfNNzUU60ypiIUQusAcOku5RYiIjc97LzJ4TADEkw5e7du7/4i79469at6XTa9b0xpvdOjJ+ZfRw3TarOY68xjg1jMCdlb8kjY6QS0ogYGj2sS+9AcWhc/G8eY6R0ZQHOp8Akm3HOaVLi3F3cPSctARxtLpJ3gLSSpG2zLBNqtfyaiNbrdZ7nApwyc13XEsLJg/yAfG7XibKCadveOS9Lk4Z1bSEAQJGb4C0yZMYQYPA2CMIJwSiNCCG4wF6qCue4wCIEFqQBeCCSBARjtA8WMCijQgh1t+bWK6WqnKaLMjAfnd4CNBcf3Pds7p6szu66f/R3/5+/+Iu/+N2/7fu+9p3v7Xp/cnzAjGZ7ls6pEPnGqd59B5xj9gCxdZcCXnIa6aTLD+vFbL69vS02HdBrItd1q806nxYAcpgdOzZgMp0rRZnKYmmGgqTLonKlFDqEEZgo19ptOq3OEWpElGEE75wsk1SyHAtZEWmkVdfu7++/8tr1f/Uv//UTX356WmYPXtg6Oj596KGH1nXbNNZ7R4yWWaHOsmzdrfZ2tmzv16tVnufNelWv1gKGGmNUpjLKyXvHgTEAMimNkqUqUIiktVIqL0sAar1lFywEBeyQGVgB932f5XmqoSACKUNayixyqpLOOMQehm+q7p1MIaJEsU/nR05CWrYVIu1nMpk0TSOHQc5JKi/GWF6q6NM/vI+qT1FAPESOaXoQbrScKF1qCEHIkWpEZJLfyj8UiJaIZGQBEdebjVGk2Tvbu7bl4Ou6Xq/XHHVblVKeCOPUOhKSGnCt+dbe0DMkyKspdJtwunz3h7/zvzLqv/1Tf7zp7a2DO/OinEwmwZjObhBxNptlGQu8fm9sGwRnnHOZKaqq0lpb76x1m82mbfuqqlarzXK5zLJssdiezWZt2zZNkxkj+KRgC5vNpipz8TJGEYxEW09OTpqmmcyqlMpAXNMBANnAWx+UnWCzllx1W+0oZaqqsr1//qUXX3z1Fhv48Hd95Ju/5VuLquoDZFVpXchzXe3sNZs1yhopQiISWekAHEIoy9J73/fOe88+JJf7wgsvfOITnzhZnexv72/qOssy17UC8TnnOI1TRXtL4oCpKh1jODTqhMlB7ro2yQYkL+O9l+tJBGUVX+v1Oin5GGPatq3rWkavu66TUyk5hGQ5bd1Mp9MUZQUOlclqWWEmmxExUqWLokhqHH1cfptl2Xq9ds7VdT2ZTGTEYRAv6Zwwi2TuSS5MJFST8acMWmu9PDkFAALy1q77pXjzyaRsmkbMTSgrSimtFTNTTxwEVQZAQgJhXmlD3jIQmNwQGSZng9WaDPvV2RGTmlSVysrO1o1lY4wNHlDffOmFn/mn/+TFr3v5A1//zft7l9q+A2MSqyrdBBs3dacjnCJcGEULFQVp0he/D/hFRG2mxKbTpc0mYd2soIMiq4zZzsvJzdu3FWWzSbFZrZSColRNuzQ5KaUFphA6tlIQglsuV8ZoRPDDlQkMYbVR4Pu6rg0p8KApZ++rvEKdty4cnzbbW2XXdaXJurafz2ZbW1c+9+Uv/63/+R99+svPLaZ7DvjOUTuZ7zfBnG6Wfd8XRSH6zIRsfVtyXi9rZs5NJt/TaK0yNS2nq9UKGsjzPDjHMWXjzISOlVJVNSEiCBvnnGutMQat1wzGA7u+Ukob473vjXLISpHRw/szMyESYt91iJjlWWDuvWWFpLUaLdPguEpFfCXF1jHEzXnGmLKYdF2HgJnJAaBt2+ABQRFqBAWMwEQ4xPwQwtAu0dp731sbgjXGVJNZ27bOsw8u5guESICDhloCmqRJmGVZXdfi9yVZm8/nxpjNZqO10XG0ROQlmIFIzWbz5XKJSMZkfd8zQ5ZlfW8L8t36BEzWNa2ibDotXnn9RlFNtrYXJ0dHRTnpfR9CQJ2vnO8oy4E0KLIqzya2bUijMSH4PoAlE3BnAcE+8n3f92Nk/oe//t+/enh3fqfd3y8oKNf2VZFTF9bdUk/LZVjVXavn2axcTOvJ5vB08+rrhc43W9PO17NqMiuL5emSAszyEgAY4fLenus7F/zW9nR7b3H3rm9d59xyVS91gZSx5e7g9Mbl6hJV5I2tJpP1qgfn8vmMqrJt+03dXqi27h6urGUOVuusqva811VVeEfWct+3nWvahrhvtioKodWZ6jp/Wte3jk9eu3t26uEbPvTt3/37f1jvX9roKp/MlckUaa2N39QZUDAqHU6GASEFr4zJ2npVlaVtXVWVJycnV6/uP/vsc7/wCz/39HNPTYtp37db2/Pj4+OiKq13mSLHwXvPgMZobYaZ0qooRE1BKRlmZKUIEcRHhxCsFcyNlKKiKKRZIgk7Eum47QuVyozRUdIqNl08IljbM4csy7VBEygPWmsyhhgQIJgMTKb7vrdunWWZMnq5XmVZlpeFUMgkvSjz7OTkRGtdVVXbtqvNWjx+bjKllLB9qqoSjlAqfC9evJjix1A657huNnIexWsppZiCDRYAuroDgMlkQoastd45QCVfR+5G0zTeDSu6rD0HWyiu49a5Ru+bpmm9HW6XUsLhLnnatm296hjBmFmh0FmHsKqKIs/zwLhZr4jVlExj60cvX+07v1xtTm889es3v3zzqY9/6EPf/r6v/7raX+C+DT2SLhVmbe8cg9PoAR1a0qwyAxCc5xCADIXGk8lIqY11oem8dwBgiLKibNs6OD/ox0USkc7z/OLFi4888sjRyebG4YlDstbWbVNU01iNKa21okF1xIchjSWihOCnmg7BheCFuZDqEY7QPwAgDtqfq/Wymu8oUy6Xy729PfDB9/1kOn3ypRf/zt/5O1/40hdmxaysqt673llmlgg/EGMGJOQcQkkJhTAQRFlwIOpEIVk1muCV4h0iYpsq+jFKLlmqVJohJI7oPaznlFOPq+YUb1PFoNQ9msw4QodSiHajHXvyLSgO76io6+Tj+EyqxHEkdkYjfvc4X0txS3IH+VspkohoOp0KOJioPmPMPf369PSUolKF3Bkc1sdnzD7TBjkEb0MIq/X6tddee/e73+29b9uWAbXWqBRLoyIuSqWoIAKIhJpMBq5DALABlptv+OC3/CmlfvLv/b2XPv/JBx586MLO1mZdh3B7sTWlUmvCaVYWVQlM3aa2634ymczm26FzblK6rmdmApxMJkZpmZ/onT04OCCii/t7VVV560Jwi8Xi+GCTZvTmswmz77pOk0JUmSnKkoMbUKOqqgypTds5Dr139bI1pCaTyXRaVVWxt7+b56bvddvRutkINDFZlPU6nJwu66Z79fU3Xj3ovue3f+iHf/TH5hf29aQyRaWNYSJGcJ4Dn0vMgohfpX4SD5ie914UQLMsOzk5fe65537jN34DAKbTad02y+VynM5HGwDvPUe93uVyKfVBAhXHpyOlhwkroFFPK9nPqHfKY0ZDCGEyqaRTJTCgJOlyA/WwAmxIpPywmW4uV5t+UuZOpKKVYQtRGB3SO2NCnDFMfTgfd1iG0eaylCBLDS0HNvVCOQrShbgsU0x6d3dXUFD5tzJPMHYOMALiiYjdwKdEGOKQ/LzIAg6Up+B1lNnIxWkAh8AemIh0ppnU8fGxIj2ZTMrp7Ox09drrr/77f//zL7zw3Ht+6/c9cPWhC3v7y2V7um6LrMiqkpHrrsYsc8HWXe0CG5MTqb53hc7TUyONRAgASohh9zb/h/OL7LcX80uXLk1nr8DhCXvLga2MnAUOIbjeOueAQLZFuvONQhQlSYIflA+GW6+U0poCO2ZSmgKSUohaKYVExDD47qLIOstKk9bauu7SlQcO7xz89E//9Ge+8BmDGREtl8tyOhGzs84NKBhi0/fOOdAm+ev01FMDM2FQUvVI2ktEnT3vBCa/Kcm4FKE27mguy1LqzbF/T2cjwTIqEbAQs7hsHUZgSyrccLQ+KdViySOPAaKu64QO5OPYt4oTmOMjquNsiI/qbwmHTU6/bVvpJCckV8xaKSWNUFkztFqtOCKw48Of2g99308mE/k60qCO5G5OHiR4670/O1s988wzH/nIR6aTedt3GWnWKgBY7733uRJIG3jYQoRIJO7J+6ACQzkJnaOi+LoPf+e6aX/u6OVf/fwXvv5d73rf177j6PYby019YbZ7dOdAT3LMzaSagsk8OdIqIK2aFsqcmV1vvXUcApGSh3J0dGT7/sLFi5Otedd1TdvWdV1k5sKFS97fkNmF2bSqqopD2NpaHNy6bUiFEFzv+r7fbBr57WK2xUCEWil2IVjbkeLJtNCa1uslEmeZya3xRaW1BtY3Dw6tC8+8+MKrB903fcM7fvfv/8E3ve1tThmvDOYlmowBAyMoYkQAEr0fkNnlBCGyCHlqAMiyrHd2Pp+/+uqrn/nMZ55//nmKfBVrbV6VzCxuazC/aI1iG1L5yfi3FH/jRCQdivOK815d1ZRPiKRoCkvJVoWBw3F4XoxEKSUdlOQHXXy1zVmanZRPkfQC4qiHxJJ75IPuVWCUXg6OfJyP5EgAmE9nUrIkSET+SiBW6dsTkXyiHm1tcnHhh1xbXddjuv25h5F7TCgLgtKlrlYrVBSdoTb5oNvMtXXBQ+8dBw6IGWmtGcNsun3z9p3j07Pdnf39C7tnp6tbN1+/efP6WhXves/Xvf1t70LK0Xe97b3vQcOmXuVVrowyqIA9OwYCozLkODDEEYhOsDwDxfgHEajX3rssy6o8BwBvO1JVnucVUN/WIXhwYIVyzjKCfz4SghEQk3xcaeW9dBvuaTKQ0cCyQsB5730Y5hqKImPmzWaz2Npe1xsCnMym/+gf/aOP/sK/q7LJ9t7uwd1D532eJGdHHlMYYJnSRCQTWwLFyhO11q7X69lsNtQuSo0JCegwgSEp0QYAoZaHqD6to0a/1KQ4omDKt9NxX276pumEjAHTZKMQk7vkYeVOBjinSEFkWLo47jsOMzxq4qUzCbEzLF0yHhUrCZxNQSgFRYl2kgmmQy7uvijKdA2JaJG+VNM0IYTpdCrPzjmHqJzrIbAWzR+lrbUvvfzK2enq8pUrbW8RkQeL5GAdqIxYJPUAgACIEBl91/Z5UULXAyqaz9e37xRZ9u2/4/sfL/z//b/7C59/9vnLD17Js3Jzetg0zf7O7qZvmrqlYrK/u9uYqe8cOFRl3lknwx991zVNY3QmcPDR0dH+hf0rV64cn5264ItJZZSeTaY02zo4OJhOp0293mya6XRqMhIAejqdalIA2DftCZ0xs/ccWDnf6yyfFhNZGqQ1zGclc392eqSUyopca707ubDZbE6OT4/Wm+Wmvn6ne+zR/T/8R3/sa977/runZ3tXriqdgc5ZqUAKEYRpjYjsz6XURz4XhBwZQjAmA2fzPL9+/fpnP/tZZs50dro8S6KbdV1PZ6VzTnbCDEpMdB77Zc4cRgNBKfNgPmdGpkQnGVvK+lNGktLqVEl0nciZyNokEwKHwIgUwkAMARBlukx63G0TxCA5CtIJEKSiPEmagNFaF0UR3EBwlCMvQSKM1K7Sxcs3Wq/XwkvWI80cjDr7qTRJVULTNDyqmJN/kL5CClTpaFjnxpWTvJi5LEtUlK5E+hPW2lkOzrELPeOwgTEAOOes67JME5FWHFyrKWwvJlrrp371Yzdef6Vdrz74Lb/l0uMPnpyu122X5TlBse42zcapvDDGcKDgUSnlrE1PU6A8DsE5VxQFRsUw732IG020yRQiFWU2KYsizzxqlRtG3XY+01oeWm4UDl08SO8uFYDcUPmt9/JXQ+fJBxeCDxTkUXVd13WNtVZGarOi6PtOKNtd10+m00/86if/zUf/LQAw4enpqWD9vXNVVWFUFwkhYJI3UhRC6P3AJLPWigLwkO4JYhf16NOz6eywzDrR9TBSdMQQxTlaa+u6lkgTv+z5RAwACPvbx2VVPkpi8b0sK3m5qByXkqb0t8bk4z9M1pxMMOVcMJr4TdkZRnxWaJGpKZfeX5jXfjTsk9j68onDcMZIHyKd8/TnNOIgpfvphkFNEwIBAGqFTmmtfc+vvfbaM89+5cKly33fG50zMYdhXUyMmudMREQFDKQ1gIK8aE7OysVsevnq6vbtWT65+sFv+6Ef/S//6U/95C996rMffM87SembN2+/98I7FCFunKubhrIQSJuMcj3NcrfeCB6olVIgPnSornZ2dnyw6/V678L+bDbr+34+m732+vHp8cl8PlWT+XJ1yj7kk7Jebfre1usaETWSc0LBZu99HbwxBodRAJjNp/PFBMllxpSVIdK9dQGwMmXTrm7dPr51Ul9//dbb3/3Y7/2hP3D1TW/xpLf2dwJpleUeFSuNpACRCZk0EqlhI8h9TAEQTMk5R6Tkqb3wwgsvv/yy9S4rckmBbfAAw74KHgqtYdtfMqGEmPu4mUtMSNrm8qBVXN2abCZZHca6ZL1eRxejaERNSRWzXL+NeyPus+FkCZPJNHlzIhJMP8syaTLLKTZxC5iIbklyJvmHpPZS5MmHJp6hJHOSmMNo5B6HgbguZWbpm/q4KFRy+fMqKuZ/8jOpLk+3Jb2JHz0431tZIjJkeNbZrqeqYtexhEGlyBCz7/tuvV4arYssJ8XB91oxh+Bss3t5+/j29Z//1z/z8nPP7O8/SFl18cqDb3nr23ZmZWb4bFP3fQcBdJYDqK4/5xOGEBQgDZXlPUlqCMGFoCSRzbQC5tmkurC/u3Pz4OC0bjdrxwqYNGEAZpYZvODZQRisB+590QDBM6FHZKQgIhtKGQzICAG8TAsrRZlGVAaJAWBnb7duusX2luvt3/8HP/XaG7e3FpdWm7UxZlLN7p4ce+/3Luwfn51KANBKpVl/InL3ji/60WscjdPfOuc8D1xAgTsEDBFLTTijZMfplo1deXKvY2kEihwhrbVg6KkKvs/tpmyaE3JCwyrHlNekmIojGb/0dcTcEXEM7KQQlY5ZOqjpS42c75C/yHeX2KzjMNrZ2dlkMklRUMUBHLlsEbCTZyG5pIQNAXOcc8Goztnr119/8skvf9u3/RYVJXwBQAv/RFIwwhgCiJkDoNZl1zV5nmfVFBiBqJxvQef61n/wd/zupuv/xT/8B088/fQ7H31wpyyvX7s+X0zyzLDnernKyllWZgAaIChVW+swcGaMmU6ttScnJwcHBxcuXPDeX3/lVQYq86Jpmnq19t7fPTgV1NA5Z7seALZn22d8cuXyA2VZ1qu14IsEComRwYKZzObBtycnh3mGF/avFDmenh1pTSajnd291bKpW7taN69ev/nKa3eevLF+6JH93/Of/h+/47d/78m6tojV3p5tOjQ5M3gkUsRAIQQfHBHlSgMjpMAvk+gMsrIUmRAxN9nR0dErL1+r15u6qff39nWeWWsDBCSSYXjSKdxKmc5WnF1UfBJ4OkkE6rjp877TlJxp+kMYSS6HKPXDo2xacFTJu5OVpmN7XzNMDenT0KiTpWDpU8ZbayQbE46JGwleiSNO+E8YrcIGgLrt0gniiDJRbEXwaDUNIgqBVQbL/fnmq/O9Y8kVpCOcxQE9APDxjiOitKkZzw9sVVVVVbFyKHsXkATnA0AkJsIQnLUd9iIto7q2Xy7P5llQ3GzO6q88uQn8BduzLmeLvd1v+44Pv+Udb3/kykNnm+boeM2dNVmGSnvuUwWPsRkQQvDWyXwuJQ0oIlRKEzKhn1bFxb29xXx66/Ckbj2ZCTOh0sEFRtCaAME578GO8zg8HzJU6c4SAQOLcLTWRKxdH9uSJIqGSNowKQfSObDW+1/7tU99+rNPzqqsc1YbM18suq5ru9Zos9lsCpNFdYGBkZYeqo51jTHGe396epqaMBjln9JjkypBHHSaNU+5dmpDyf9FrG2ciKVvLaWii4x4jKTPhKiM86ZUIiRoaJxPcVTfS/BiOmxfXXbAVzFB03cchw35ULmMJqrfpI9O9y3hpDDqWCSA1UdinDxxyYmEQiABI+0IEz8l1wOogOng7vFnn/j8Zt0QainqCWQJqg0AGIIOBEPqCwDEIQBB29ssK1ReuN5C8LqcAkB24UEI7lu+53tv37j50X/yv1RGXXnfOzcnB7nRO+U2aKXzcra917iwrvtqMXNt47qVH7KWIa774C5dvFy3Tdu2lx647L09Ojxi5oNbtzcbf+HChWZT15tNURSCKxZZLtr04rBk8YvcpcVigYqc9URQTbKyMkoDWNe2riwnWaY9YmvD3aPD51589eikufTIpe//wf/DB779t+rZfF7NKcvYelVUoA0HRiSRqgUPzOwJGOAcIRu9JNZybITeuHHjlVdeYeZyMpGl20opRVqekWMrhGwfguSaRAQyGxw5weMkQBpFyfzGDi6VpMmHioEVRTHOacT8eDQ8iCPxYaVUVVVwXtCc8yYkEUiStJLUS4NK0in525RyYeQOSJM5fbqcMo5Juo0KoLJqOCVYySGu1+tUiICw7yJTLsEGsbUJ3nsZEwmxk5fO5vBdRuV7iLJCqTfp4sK1LMtc8KRMnmXDhzrWKsvzvGk2WZZVReG9bzbLEEJRFA8/eNmrLldF37HzvXWsjCbqfbv8uX/zL+7c+sAHvulDe5ceXEwmdR3AhaqYLruOxqsAfSAigmGNVvKc6fo1ERJyXujFvKqKXHFQzJMiX7c9IXhkRtAKGZVzwwrDZJSjiIpt23rvgC0RBLbeW6URURHpgOC9t871fW9txx4Us86p61x7dLecLG4fHP7Lf/3/sQAqL/qNDQjrpt5sNhcvXOydvXt89x1ve4e7dRNjW0nKNyk/pWEjyamLE54iGJL8nRq1/uUZp9goMGIIQYxs4HfHoa0Qws7OTjKI+8yIRxpt8rfpkacAoKLq8tgLjx20VAAC4gvRTaraZN8SonykIqSUJ2Xi8iz8SOlTPnTczYNRnSu/kDyRR4w3HGZZMa0QShFX3N9ms5FGC0dxadnhN/ykzlRmhs0Hq/XnvviFg4ODyWSilHLOa1KalEMKIahzwJQAiAPIhor5bC7DutoY5zxo1TZdUU3O7h4sLj/0ff/JHzg+vPn8E7/+7LXrDywmfR/Wqw1ps8gmSqnjg7vr1u5cuoSbYfWroOHOOVPkFy5cyMvcc9i7sP/QQw+drVYA4crlS81mvTw9eujBB2+1HQDs7+wqpZZnJ3Vde+8l7cBIaiBQzJyXxdnJse3r7d3tBy5uTSZlnqvZfI+I2s6v2+7O0fHJsrtzuHzjbgMIf+Q/+5Fv/pZvmezsrTo73drBsvIBVDWRbBURUaEgaMxABOyYRf5hGEWE+AAHgoPzDhFv3bp18+ZN59yFS/s3b95s+3YxWxhj1ut1OZ2kkTEfQuL1ctzxO7ZkSa4prvHhKEg1DAaFYEeDhyl5FIL/uEpO+UoaapGjJEm6pPZ4b7NBrLEqS5FKVJHmkOd5VVXyJ2KuZVmq+HKi6qO1CKqHEEToOIzWqSY3nWWZ64VB4iTBlxRHxhESOVv+bUIOEs6TAmS6Wj8aP05ZHY36IhxhqOVyKRdJRND37EOmzaSsjpd1likld8ZaQlSlyjKt1HSzXDXrzXQ63dlaDAE12KKAvm4w8KScaV06j4xK5bi8c/Trv/wLt27c/PD3fO+b3/peg7Da9KHvvHMchYq99wgsCHCWZVJMJtfNA5IPLstMkZm9na1HH766tZhycEbLtoNQlnmm1Xq9Zu+qquy6FkfcgASTyeAMRiUKcV5yZzvrtdaMSugHUnUORaJzs9nsoYcfeebpZ3/ts1/a3Vqcnq169spoIJzMpnXbOOcu7F1YLpdllhPDer0WPdjFYqG0dt7Lc5V4S0Si0CsjJ5vNxnsvljSbzRBxsVjI95dGsRhlWZZlWcpsoVAO9KhbcnR0dHR0dHp6Kt4kZTHSFOJY0qbjIW+l49Y9mUjEiNS7qN80BtOludS2rWwolOJUwJksywR1EZcdQqibeozay3eRa5M8SEfpFelhyNmWLtB8PpfLE5psKsblguXahBiXzszh4aF8VtM0MlIrJ0e4lYgYwtCj7vve6KxuO6V0OZncvn3np/7hPyyKEgA3q7XEj+Dd2ARj7c/sg9bSasuUIgYgpTyDKfLTrp/vXQikJ3sXf/TH//Q7P/BNv/Arzx9tOsyq5aor8sq5sFk3Fy9enMwnh4d3Qgh5lk0mE+fc2dkZatzZ2TFZdnJyYr29evWqjH1Np9OzszPhQF+8eHFna74+O+26piyKrutyo7cXcx+cVlSW5cnxXa2U0qIyv6mb9d7ezrQqjDFaqyEXBvKMJ6v66Gz9/LXXn3jq2cn21h/8kR/9tu/6nun+hZDl1WIbsxyUUXkZnPcMpBRqxQAMgAiSWaFCVMR47oY8MBPKnLO1drFYdF33/PPPHx4eNm2z2WyqqpqUk7ZtA0I1m0pE11rnRZHqYLFAHZdGiA0QkRSyW1tbUkCLNVprV6uV2I/Ylej2SO7VdZ38LUdx/zBuOwXkgLb3Td3Vm7bvHIIyOueACEqRUWQQlEy6GJ2LmUkqM5vNtNar1Wqz2Ww2G1H6ZOazs7PVatW27cHBgRwTAFiv19771WrVNM3x8XFKuZhZkjbJV5xzVVUl3lpq9oqHTcBvnufT6VR018XFJ+hG/onMGEsypKJqhRTBEuEko2+apus6OVw4As0EZVqtVkyKTOY9N03XdVbSOEQsy3wyKauqyPSwpsbarm/r05PD4Luu3WzOToKtXb9ZnR40Z4cP7G9Du7725BP//mc/+uUvfY59N68q29QJIZCEUjLjcSKYHNGAH/S21SrLMz2fTbe3FrNJheFweXqs84kPzN4CslLY284FZ7KhHoyww7lCzqDCEcWWaVgkBr1zepgZNqQzrTMijeyzrCgVccA33rj5Cx/7JU24rGvShrRmGmKMi4PjCdFLaJ2PlyFqA2FEsuQoaDOIc0XSuouCU+PcJ725OIXt7e20okspJUYv1p+6BeNkgUYdkVTtnqNsMXlPuVK6XRg12nrsE+yTyhS5eByBPPIsichogyM1Zol86Ualj8BhCyulzUoUt8GII0g3FkcNBjkUqUinuFPQWpu071OWJP8vitxaywwu+OC9UioIS1Lziy+8/OKLL77rXe8ionqzqaqyrgk81YUAAQAASURBVJusyIf3RyIGBSizITB6BYS0XFSbonEuuFCVU72PX/ftv/XG9VefufbqzmKr1Hj74OQtb3vL4d1ji7zY319u1suNm8/nzvumabKy0JlpupoRsiKfzGd5VayWQ/cyhNB13de///2r1appNhcvXtzd2dGaNBVKqe3tBXJ48eat3e2d+XweQiCm5emx2t41GZWVmeRqUhUh+K7rgGi1aY7PNi+9drvj/PrtwzMLf+DH/vAP/O7f7/d2iqLK8hK0AaVBZ0CEARCY4auRHkjmAYoQQQ1sFtpsNpLqAsDt27dF/lORQq00YUDgHpOvdy5Y5wQES4xGsS4Td7/wSAd3nBWOgQIxpjFuA7GQlc2aOOppxaQ4JPOg0QZs+TGJOqm8ljM+mUyEUpHnuaTniXqUimyKa405yr2J1ptzTpQkxkSGMOqoKTzvXeOIh50w/XRYUrE+/jqpk7G7uyvEAWElyUUqpbJiWMLMCMDno/UqUhDlrp73TkTNiYGIyrKU4dEQSbrpaA8AFGI1yZ3zITeMBOw0YJURGV6d3i4neufC1esvP/dJVm99y9fM5tXx3SMyOTEQUkDonHfOOW2Cdd6cg3s0avVrCB7I54bm8+nF/e0rly/evnN8tu4JGZWygQkhz0zdNt62VVU568YJL/PQ0PbDGuwEfCclTgwAvfNtOwgFe+9DgBBCWU5NWX38k7/xG5/+jDa5UNWM4A/yvrFmTFWbMYYJU/GltU6t3zDCLjm28lMzZxAGGfHDxFbE1FJrQXIceerSA5B3kz9MZiR2k7pPYaTIep+XT9efPjdFgqHKOydsDUo+6buEqKw7ri6/OjDACNwf59cYqQsUJaDlPmBcXZmiDkUeairk5WJkWEyn5Qf3FjEQpSPis0JltDG5UZpKWp8tP/e5z33847/y1je/Jc/z9Wq1NZs1IUrjKaUQQQEzKwagYW+kXD0xBAK5iwbBBwClISfQ/O5v/tDp0fE//Bv/4zPXbzx6cW9/YQ7vnpChqsi2Z9O+a1j5+dasruusLbamk8B8fHxcKdoqdolos9ksN8uma7q2h8CLxWKxmL322qubzWpSFSG4ut5kmpwDhEAKNuvl9tZ8b2d7vV4r0s71jau3F+XO9hxcl2U6N5kict5rk2/aZTnfefrpFw839gd+6D/5HT/4Q5MrD/cFGGNAZYAIqAARwnBqUKDZ1A4XHS2ZoiQCZoXIxBAYgFRmykkhjdBXXnnlK1/5CjPv7e1tmk3qDQChIfQhdH2Pcdak7wfVeB4kHAoxbx6xOcc/gKN2ERF1EdscZ/owGknB0VL4ELcGJa0C8Wiy1StZtRtNG4jxW2uF1aOUkpV2shIg5ShyZBBRmrQJeJBXCEFSQ7FVgUmHMwUDkV/uhtQ0GMfHQmyDyRHouk6aAcmNcARyT09PxebF9Us2mUCqlBECgEJKzmToIoTgrUVEk+e5MkJOE8hhWFns/Wq1sm3nBaSDKCmvtc5171qdawRtbUOU5ZlhsN41JisV9uybV19+9qkvffZbv+27rj64f/14KRMAOODAA93TkOLYO4RRUNdVkbvAxFAW2c7W4sEHLt++c8q3DtdNl08MB+i8U5lRCp0dvESIr+Epak2k2s4zB0WBzxerAAArk4EH72zTtk3TWetkF/zybL072e47+3M/9wutdaTUYj7fbDaUMfggARUVaVlwwxCct2KX+ly7gxGCO99pntyxzLWn32LUtErwuly/ZMQ66sc65yTPEn4LALRtK1PdYmfJRYqXFOebkEGIguZqNFSZ0iu59ePYkBoD6bCNDV2uUOrT5MHFjlOGlc5h8vUpKRvna8k001mVXyRmbfoWACD7XCkODQxpgtaC+aYMhWIzLcvKLMuYxdy57/su2DzLyuns5p1bn/zkJ3/bd3/PIw9fXZ2cdm076GV5DoFl4pX90KsRmVkEEOybYgXADLnWjnJAdrbPH3jwGz/8PS8+/8Iv/6t/4Tq7+NrtLz75zNe8/c0zYw5v3zaGvNFt2waA+dasrKYeOCiUTsB6VTddl5clEB0fH2cmv/rwQ9defrHerLRCRAbgTFOeG60UQEAO29uLMjNFka3Xoe2a+Wzq3WYxL6dVtjzZIPO0mjLzyWp97fU3Vn145qU3nnru6Lf9rt/2n/+pPz279JC3FrRhpZGQAzIAMQMhBhnMBZRCAIEHFUUfUMcmG4quCyNA4KIo+tbmeX54ePjEE08cHR1Np9P5fH7ntQOpZV3wCocpYklfJFfouj5ZXXK7YkV0vqvLJ1aMvCg2CRMgmcoFNZILTdnG2LBV3EQv5cjYxgQtSWWoMSbLtHhVObMwysdx1FrAiOkbpeVvhd8sKRoAJIU+GSOQFDCEcHJ84uMQQGoP4GgQZ1zEp7w+fZeUn9V1vVqt0mnSo4m2lA/hqLkqHkMpNSlLiIdOa71pNgAWkVOc8N6H2DvUpLU2AMDei5S3daF3XiuDgM45pTDLdGd7rWAyMbduvrq12D/b2J/96L+8evWhr/na975y91SSPGOMUZoQzr/4SMUgRAKh1pp8ZzkwMRV5vrezs72Y3bp91DTrvJogsrcOFBhjrO+7rlNUhBHRJd4LcWfndhBCCBwQmaEiDEppIq2U0SrTWgNz13VG51/+8vNPfPZzVTHbtB1p7TxgmsMG1EpJBSqSy56DtZZikQF0TjYY2wpHSo+YmhQKEJkDsuzpvlw+WbDWWgaAhRchCxrFziSvkZcciRDHIH2kH6QcfHw8YASYhBHxJnltH8nIEHv3KTb4uLgH4rhv+uepVkiWel/WPz6W8gv5Fj5S7lKpoSLTQww3oQQ4WuWBo+Im3VLvve17mffx3gMQglKaJtN5ps3x4d1nnn3+s5/97MULe4gojZyA4DmoEJhB1pqDA9IqKkQADyFgoMJw5yg3GikgQ1GB4vnb3v6D/9mP3rj+xvH1ay+88vrFxXS5XDvfEcGlK5eWzr5+48ZkNt3a2e58x0DldNJ1HQNU08mO351Op7brpRe12Jq/8OyrxqiiyI0xVy5fnExKo2l3dxc4HN09vHxxX/yyd/2dW3euXLly9cGL4IMinlZZkeXM6D04Tyen9UnrP/3lW1//re/7k//tX5w9+nhwrBYLdA0pBagQAwKBdHwpYlyiIgkg++iGL4/AMPyAD4FDgIAhhPXZ8uKlC9euXfuVX/mV1WpVVVVXNwL0YWxX6jh8O87WU1IvoL+Kaob3lZvjSjq9iqoKYdiEkWJDwlcxypO4qC0YojYijlhAEEVkx7lORF0MAOR5PpvNJpPJ2dnZycmJNCqSySVcN8uy4IZ9cOnEST4uulWpvxiidqHUE+mSOFKGTJRkl/YVRllpaTinj04n5cqVK3L2XRyhCiHUdW3KXCsS0QS5yQGYI+SrRg0Y+QpDy3+g/3nvvSTsWW7kqgyphIMFH2znOgeAbIgYBVV2zvWB3Wxa3rl76OxGq2x1+5VPf/oTFy7sa9Kut7K4lIgYCCK1PbCDmLyqOL1BgZ21XQgBCbLMLGaz+XSGEAg42B4CA4rSAwpHJT34+zJcaSSmNCGVRXVd9531ASL5hQDQ2bC1tQVAn/zVX19talSmqua257KcMCFqlVDv5DfzPNekUv6SojSPyDYw4rFxlDZMPTFJiJL7FpsWO5CUQUZGQTY91TUzixCV/FZUwplZplR0lGEYSrmRNHQy9BRjkiWlF0c46L5TIb8wcftu+oIc5xLvC1rybhgljyCmYPLPE61tfLwTIJYuWDyC0CrShaWDzVFIQ06L2E264fLmbdsMS0e1MiaXPkqel0dHR7/+679+/fr1PDPEkJij8RkB+ICBQXSLhVA3KP7LWmbOCRCCc86xB5X1HoDV7te854/++P/18qNv+tQTz23v7TvnwIdZVdp6lRUFxg6ec6617QCJKNraWSy2t0ye6cxcvvLAI488QlpfvHghzzOCMJ9WOztbRlMIgpO0d+7cCcEDcGZUWeZFmS22Zm9500Na+Tyjhx68sru76zq33rRtE9a1/dQTX/nQh977F//qT+y+/Z3AQNOJRUCtQGkgZFTDlBBHqEt+LXQgAISAcgskwOM5WuhDEMMDgpdeeunFF19kZvChaZqiLJXWSKSNIaXkKYtbHOMwEKnSaU9vgnDF3sbVXsqXKQrpJOhPgERBSiOcG1IZqpTSOkNUkiQwY98PW1ZiU0BnWVEUVZYVACSzdTauNkzVbcpPMTbG+r6XXTHy8zJVK99F8ic5p4goCVyKcNLX9VHtx0Z55AQj02jQQW5dOF9feF4Ee+8lKZTjk5D64cjrc6cnjJh0tM+t3Ye+7TJt5D+jtEJCHhSHpHkePFjPLkAAYlQBqPeEZAIrG1hrrYxm8Awu03h6drea5M53W/MJFNmXvvi527evT6dT2bMmuzbTUxZUI2HdckOartXBCd8DNOWzSXn5gYuPPvbwjTtHTe9dCECcZZnlYTl437dqxPOFyIDse08KWXAbRBEz54CIwCBlZuha2zZd34td+isPXHzhtetf/OIXDWXMkGVF3fZlWaLviEjuDjCz82FYtDrAhfKtnPdBNh9Zq0c7kXE0FSUaUil9ltDlnU23AAB0nAIXpSCI1WjXdZKSJPg7/byo1G42m0RSRsSmacSeeKQXlBL59HF8b+EMo7JxjO3ouDt+fMDkKRLROA2hEV97/LbJubs4h8lfJd2eaHCpfjLGGDPoQ0DM9Cmy3HhUQlKcWdvZ3TJZYa0FsEpr58LJ2WnXdcigtfaWnnrqqSeffPLKd31XnufMPjCO6WjykrQIREkXGQY1kQAAQAjBK4I2ACi0SOv1eqcsHv7Gb/muj7x46+WXnn7muQf357Ni3zb18mQ9vVRt7WyXk6r3TmmNCM57RsirkgmbrkNm6SdNZtOjw7uXLl1q6/Visbh8+WKW63rdImK9WdV13Td1mE7m852yLLIse/TRhx955CFg5103KYqtra2+6a31q+Xm1TcOnnzqua3t2R/7v/yJK1/3Td3JaX7hogPYOD+T7VNAzJ4ZwQ+ID8jjwhQGAgAgsJcbgJBsIzCLyvRkUr768vXPfOYzdV1XVWXUwMdNjHVEFDxinKIloo4kENLJ57h8kUedgGSu4wc9NrYUSMTh2qikglF8mIiAdTop8s/lc33kDiSTE9sWnEScuzhoEeFIvIlxpQsAk+lsnE5R5JsK8YYi6wHizPPp6SlGAojMdsj1rFYrmQqSi8zii0ezCEn7wXt/9+5dH1voQp2qqioVx2K79xXcyZ8gIgRmkZ/h82CZwANJsJgh4XUkW+oQPYDWxlvrrC+yXPg4iJhl+mR5jDpHKotSz7Ymq5PDZ5556oMPf31CoSVaq0gK8oFCkoIIwQUPHjQiMshGY5xMJqZYrJtwdLS6e7K8e7JkgKIowFnGoJVOSn7yPYeH4K33Ni+Mc5bQG6MkAgAqIpjNFxg6aIcdzdZaAFKKsix75ulnb968LTeuc7bve6V053sTrSrJGHFkBKlhVTZ77104h7bHxV2KBzpurw1R5t7HXaPMLNSgVDX7yPAV8JSiCnwSH0+nqK5rGfcVkKQoCoyFMN4rxqkir0CMzI8o1SmRH5M0xhY/bqzJs4TYrE7HJo0sSmxIXYoUEtIXhIj/Jp8uXx9GUFIqtDkKe1GccE7U2PS90g8fHx9neSk60ovFwnt2bsC7JmWZG314ePjyCy823/qtuposl0uopnRvOxGFAskBpEWAOPw/HqbQdboqiIMDUJSFvABloG2/8T/94f08+6//8z8+fd9D3d68q4+n08lrb7z+2GOP9X3frLv5YpGV+XrT6DxTSm02m7pZL+bbiLju+q7rjk9PHti6XBTF/v7u1atXm3ZjlJrOKgg8mZR7+ztbW1sX9nf7zm026wcfvDqfz19+4+m6WWtDXd+enS6ttXXdPvfcC87DT/7dv3fx278LrM139/rerQMXRQ7+nCRGUejt/MVwXg6IQl7sCSBCIERZcSltPYJPf/rTn/rUp8RLIgsqOPAUVCQRKKVMloUQIrMTxwWi6DiJudooBcFR9iPVHMmvmTyXU5N2gooxp2iRLCodKwkYYpxSTGxtba1WKx9fKr6Yua4HiQshfabiUq4nVajJoafUUz5LPlfY0lIfiPG3bStdQFEwlACQ53lih6d+g9x7SezCaOBZDjtE9oSI30lGmDrJ4igogq6kB7Q2mMHzUpThM3EbO8BworMorA0ASunpdCr8UakedGYIFRIBBm2yvrfWuqIoZKYKkVvbzufzs+XaBlivztjnVJhP/srHP/DhPyAxW55v0zaIyNJNBM8RPjHGKNCIqM94qReZYkbfYHDY+plav+3BrVuvVCdvXKO8JD0NTesI694CYVl0iJ1SRIC65P39Cxrh2isv5ZrAW62V0arvPQQqsikTnp4dTkuD6H2wmalMNvEhm893bt46/fe/8Cu2Dw9cunJ8etI1Z9vTidaW+yyE4JsunE/cqYAQFAKqgIMEDSFiYNcJpwUQQXJWwR8Er9daIyprrTFK66zrrFLKWyfMeln6IwXdZDIhIoERCTDLsqoorbWSxibjHgVnJRYjtiU0fMkmxo7b3TsqfM/Bj++WqhYbh1kkU5CmFkW0PZ0NwXBlBXYi82HUYElnA+NML0Xtz+QFJH+RAyBfROJ6yhf6ftCJA+A4/DGkqd5LpARjtNbKOVp1HthnWR56e/DaDaVUrlSWm8PTs6xUjvtmvfrMl574nUffe2nvrVuz6thaQRdC8I5Ja/IU2DttDBAAoOeAqAiIAQIHBZ6yEhxVoBkhIJh8ywLoed6tTx7/Pb/vv9T0t//SX3zh8Onf9eEPA8D2RVW7nm3HIaxPTyZ2MtPGcjBN7dv2ymIG4Dp02aKwtt5ZFMftUblb6MKc9meefbUo8/ms7/sso9nFC6D1pTc9cu3atT6H7YcuTC5tvafZf61z2aZbNnzS+jfW9qNPPPXcreXf+Ac/tf9NvwWK2eHx6VapKCPdO2RAVIPLovNHc28QoPP/I5iodtX3jgNqUutNv1iUAHDj9cNPfPLXr732+sUHLtfrde8tAGCHyKQQg2MgNipLSY/oGzpnq6oyRqZquXdWqA2L7a2zszNrLSqy3glqPFxDlsk4SEIL5Rdi4WkNi6RKkl2llJkIiiILITB7Zi+MHUm3vZeGKnnPTVMnlYiiKMZCs977o6MjIhI9R4FnRb1us9kEz1J9zufzpu0Y8Gy5CgzW2qKsrPNCSyuKMjCQ0nY0Wr+ua2stEGmlSKmt2axt29XJSZZljLjabJj59OR4d3e3qIZ1NwxQVKVseK6qqm6boij2L15YLpfWuxCCQai7DgCKokA1LH3Ksswocs5ZiXZGezmPEDj0iAhIvR2GjfM8n2ST07NDAPDBlZUWvm/TbJip0Ip8VxggRu9tnldktuu6beq6t2DUDAm69alSqvC+P3VHrz7x6ONvvdWtNut6srWvkVa9L/OCUbMXjNESkdKoUJPONKJi5uCBmBVRntN8Pt/b83t7uzs7WxvrnbNKqWJSFYABsG1WMtJVFYUe5kq4LCZlWUTnSEopJvTA3rqiKJQC2/qu69b1pus6aQY//cUnb9265UbDUNbaEJBoEDZw90oV6rgASLIPCb/iHFNyKg5RrHO1WglNWIiMKetsmk1KXuSVBqPkZwReTEODSOcADoxU4eThSZEoHjbhM6kiSalECgkJWknOOnHm1EgmGu/F9NOHppqRI2MvJezJrYx/gXEwMuFj6a3GV5VqBRrp4krBJAUKM8vN5NHkcCdym7nJ8xwVOwbic5TggQceyLKsbWtwruu6l19++YG9vdlk6mIhxcwaAQc9XYSRQtz97lH+JgzgOAMAQt33mdbA/IFv/pbTP/SH/uVP/f2f/aVf+n2/8/t0xiG4vmmVwunW1nw6vXnz5sWL+wcHB/KY6rZbrldEpEyW6Sy4fnO6NsCbrp1MJouiqE9PEbFeLpX3VVG0y+XBG29sTk6g70PbPv3SSw8//iYuqjdu3bl5Un/u2Rd1Vf3EX/9/vOd976OtbSAqZfACgBgMRkT/P/olWeGAt+Cwebvr2Fr70ksvPfPMM977s7MzOXp5nsNXUb84dnFSmZX+PIQQgMdJa3rQMJJR895Lco1RUgUj6JdMIjVLVRyXkcK0KqdSIsDQSRqetVguxEQ+gdESNnycZRH2tmQ/42+UGGuyaFZrPZlMxt9R0r4xNCSXbeJ6jxRs5F9JHSA4gWAAEtJSEpY8iRq2wdj0JmEkCDGMvkcukIQfH9Vo5J1ldED6UrYfQB41kjCSrF+ciTS000es1us0cEoYnHOyIU4ppbUiVIPEh4Rh23/us088/NjjVVUVKrcAzFxVFXvL57290Pd9z56BUBlNqDGQtE5ROa1MVeXbO/OHHn7g9t27r926e1o3inSZVx6p7buqquRe6MwYpdfrdQhBZ6bpbNv3SinN2oXzw6y1Fm/mvW+aprdWq8xa+6UvfenO4UFA1dnecSjKoq5rUEpuhBhTqhbTTZcznNAYua0qitX42ORMcKe4P7n18lCbZpPuvo+rq+UXaQjWR94YM2s10GZ41LCVJN1HFf6U1vnR7vjkZ+W3yarkt6lQUCPdQTkVqTIYFxwYe1NJnijh+DDaNzl2/ek1/lJ6tFA0BVc5XQl9EsOFCE9xZBClqUWMXYSqqnoRCFTASmGgFGMklUNEGcz+yle+8v6v/drd7Z1mLCvmHKlBqoajLMx9CTLT4EOZBmkEoVD6EExRQV9nV65+7+///aujw1/9+Z//+Oe/8E1f95Ys1+xDVU2aemOIp1Vm2/Xu1nS52qzW6wBUZWVgRKQir3S/gXKxs7WzXC5zr7Qnv+n39/dPbx/laGa67E4368PTqSpmuuzP6rooXzo62blc3VitP/H5L73nmz70R/+LP7F453uBNSCEpjfGKEJgyJVW/3/7/8FUBGYjDcDi2vDsrH7yySeffvrpLMv6vq+qagms88yNkqTkDdNzTylCMrzUqUoGPAIiBqpP0iPRWve9VGznFaS4Nhjx3CkODPZ9nxkHAJLda62FNU7DKqGQHDpHxpoaLbpIrhOjbEOIoyriIr33HIZ1NNLeE2AntSLG526owmNSKAc8roe06bJT3iM/MKYMhRAS7UXGC+Sk4Ijsl1LDMFLSlZCWDiBE4NQY03fnHiC1SQRWms/nEgyETyFeXvxovM5URDKzD4FQSRKpABAxt5qeeOLT3/ld351Nd3pA21vvbWkmy80K84zAK5nPVUSBkTRpo4kM+8CMwTMEyxgYnNLhwSsXDo6vrNtu1bTgnOt6B7hebxbb0+lk3vUNIjFi21nn3GRStm3vA6NCz8EOe8gMA3rnkGRppqiPaWX00cnJteuvddYVs2nvXWA0WYZtq4y2/WC18auei3skl4dxwjYZzdjVjrOeEPmg8FW6+TxScXBRRVlHjbOYbqAajTKO31mNlMHlAuR4SKSBe5tp6YfT246rhHQSxsn7GHfikaBp+pPkLO5L/e57hcjQSHcg1UPpPcdGnEDYdD/lUtMcQBqwkF93tnPOgQ0cNzTI+2w2m6ZpQnCKua7rF154YblcFo8XNt6E9LDOszYmJITRt0BEB3DPoFT8RVZUHjwoUi7AA1d+8Ed+NJ/N/t//6/9aYP2N3/QBo3Tf9wr17Zs3rjx4ebNZXbx4cblc9m0znW3rrDw6Olmtm7IsM8BpNQuOCVSmc9f7TGWGzLSc9qrPTWE7Z1S2t7NfZOWtW7duOXjHI49/6fmXD9fdn/zLf+W9H/kBMBNY1TDb9nXrUeVFKRdpCFzvSf8Hx31/85cgX85rrTgAB1CKQoDT09Mvf/nLZ6uzC3sXhLY3JJjR0dyX/I6RQ3njZGCSKUvHVZItHjXbxhaolGI+J1zCqHhNFWqIBIRUDVBUWsyyTAJAURR934dwzxSkHOe0lGZcx4vbdVHPMpmrMcZZL5FmuVziqOXmooyuvFKcS2m46Kyk24Jxx3pyMnIZ0+kUYtNLkp6UiknjRHyxj+SlMGLNYmyPya22UQo7VSdprEfd21GXWzSdTinyUyEOJZg8S7ENAHywMnIb27EuICAoY0yWF4jl7Rtnr792/e3v2j89W6t8hnEbgdcKiYlE1YohEJLWWa7BKw7IgQE4BGeDd75ncDu7s6sPXr5x5+6to6NV09SbFZkJeD45OVFKBQ+NbYgIhkE7URDL88KEEPreheCSYQFBEF/sHRlNRt+8fef6668xgjK6t46MBkVMQ2VEkXYydmFJ4SeB3XKzkq5hcqlf7V5h1OrUWqXeF0RqPEZUxxiTJr+S/Y3fLbla6f2mXIDiWgkdifbpn6Q0B0ZL9c6zYB66SeNII9lBGNG0UziRcflw75qwFA7hXrEtiNP/SWrURb62EOFTkpXYPjqqRKQjJ28l52cymWRx5c5QFSkKMujoA+phvsz3vVay5tsVWjdNc+PGjRs3bnzN29+RzefnwfteFQrkYUfYOJKJJoAMiBEP6b/8bm03pTGqIuhqfPiRb/rtv/3mavXyv/3nO3vXHnnooU2z2dt7sK6XRyd3iyJ/4aUXOaALvFw3JkPntFKTothiaJHo+htvTCaTrenMI5qZuXO2XFnHgDmpjp2aTCe7ex3S0abeFPOf/+yTVx5+5Ed+7McfePf7obaurVGXigxlWmX54MTl4tsumxb/0b5/eKmBEQBt23sXiHRd19euXXv22Wfj8q9is9kILkH3co7llYBBikwwHm2+E7jVRjGGhB+6KHWlIh9U7O2+wBBGJIXBK0XWv9b69PQ0VeQhBOfOpVBSNYCjxUQy8ZuMGWLaJ1jKmLY0OMccJFsXXyz/TweNY9EsL4yahsllC3NPJn4lFxSwSw6gUioELxEoFQfyD4XwI3GXIgVOKnIVeYY+6rjI4RIPLuxzub1t2xKe00MTMKu1bppmuVzKQYu1V9/3fVFOfLA8whiEEzybzcRHOQ7M3tqoDK/Ns195+v3f8E14uq6qou7XwbmqqnKjCTwRMLMP3jrL4HsXtLPIDIiKFCIHBq+ITQZkskuXdy5d2Lp1MF9v+nXXT7PJ1mR2Z3UAA1JJXe+0Jq2z3jpSqIgYiCEAImlFWgXntSGtKN70HkF5x8+/+NIbNw9AGRsYlNZEvbOM0FmbZQMVPQ18JwIyxynchGCq0a5dHGleSoSUmmsymSReEBEBBDECjEOtcm0Qq+PkCn0cf4c4MwkROocIj6TMS0etHrh3ceM4t0pJfTrq6WilGDOukSkOao6PTWL76JHSyDgVuu9DOU5OJIODmAwmZCmMpskwEmphJGckhi6/lh4JAIjG1qprFBGTZ39eZrngi9kkz3PvKdPaaAUAt2/fbpomn0zG3xpGVRGN2gDMAxfSAyEAxb+QCWFpZmWmDODb4HKdI/i9x9/6e/9Pf/QX7t75+C9/7CNbuxf2F8frTb61HUK/7u1ke1ur4tqrr7/6wot5MV9sX+CgT5uz8lJWGH0E3BPa9Up2yZ0cHd+4caMsy4vMIYQzogxAd11blqqcfu/3fP/7v+Ebp/Mdu+5UPtXTCigLNpDSAACOvXMqN8CQqfOH8h//QsQQGCnNxOr1ev3kk0++/vrr8/kconbCYjLv+55G/LHk+9JTS1STZE4mGzJiSTvkJ7O4UCWMlL5gKGoHW6I445IwJYqCBxI5xKEL7goR3EccPjqEIKEKRiUgRjTJx9Ur8sOir4ejHWTJeoNnHwl+4iVptIl3bP9yN05OTmSY0cXlevIVZFwgxA0E8nLOtW0TRhIsKX1MEiyCTaXLSzWxZPfJTcuRSRIDiQSIqIQX4JyPKaYiwslEa226rkNUeV7meZ5lgyBr3znvfZaf47eIaF3ngwdkRcgQvHe298wMIX/26SfbzbostCIRoehkiAoCM3uIg7Q+ADLrEORNvCJN6Dx7pTgj8owPXNp/9JGrp6tuvbGrG3fB+bwsJlXlvTdZprW26xUAgdJd1ytGcM4zM5y7GOtdrskojQDiyxhhXTdPPf3lDmA+nbTWstJaq01dq9inlYcq9pTKqNSBlCfhYzMq8SDHz56iBGYYyULJeTBGpeqvrusQ1cMT20eCgVyAj1uT4Kt03xKEms4en8tbnksDpb6ZJE3p5KTkHQETsJP8uNSPcpE4GiOUa5b5l3Gf1ns/nU7vK4MSwDU+b+k60xXaKPaS/p8OD4561/JNkxajSHEZY9xmpWQtjI/qld4jDdqTIQwFR1mWt2/fXi6Xuzs751cSrSJBczCCzuQVImNeYsCwSl5Gp0AzYOe7gFDpwmxfuDCZ/54f/iMv3bjzwo072dbiYH164eJ2kU2atr5x+yjPJ3dWPUwWj7z9vY8//jWExgeiqybP88c3G621iFDubm03TfNb5vOiKPZ2dgGxa9t8PofJBELgbAsRGfSqbme7F0Dpo4Ojrd293nqlCFwAH4gIQgAiKopwPvT1H/fyHplDiNUwknN8+/btL33pS8fHx7PZzHPwLpg8y4vCxg5WKhPHKYj4oJQZJE+aUhZJJlyUtUmpz9iYvT+fGhsXi4JT3/fIJOVPEd17b60X3LwsyxDOx91T1/S+8+tjU4FigzoZpCA/MjGdxV2+X51XcSx8Q+z6iiWLpGMybKWGZdFjIF6qJSmS0gnScYV4uoEwAkvTxYeIIadqQ6qoEDtwkr0Ff96TSBFOvqO4rOSFhs5wliXO1YB+W8sgAJQFADJalq4iMhEqjevDmy++8OzVN72zbdaZJlDU970uSuccsNeC/BsdGAFAIxNAELIFMzMHJKAQiGgynV554MLxyfqNm4evv36zbVbIYAw2TZvuUXoAeVmIwwXk5HPbps7KkorcEGRqiKjLzfqll65lhPP51vroBDhQCF3XzeYTYm+jdpXMrSWPKSWVQEAY4UgdZ2XDSL8p2aXEDLlOqXm11nU9dHtShDdRDd8Y45wTjWjRPRbgOx2AdJCSDanIUNb3yp5QXI0kHYhwr+5m+nkA8I4lQZBbmgphO9rG5UcEHhVZPen6U1iCkdeGUauN713wCxGJwjiNkioMABCaqbqXzOqjqjZF/rJSarPZHB0dOQK5Dhg1ruVhEZG1NvQ9Be+9f+ONN+7cubP/2GPnvg7Yex8itDV+duffCICACAAZFA8CCchACja2z01WmOmmXXIIVZZtXD993zf/yJ/+M3/qT/+Jxpi3v+3RGytL2D708IPz2d7e3qW3fP32A5cfzR//GuAMzmoopnDBh83mojGgNVgLeQ5E0FsIAZwDrSGEPDAoBd6D1natsrI8vH3wD/9fP620+cN/5P+8e/mBvu6MyRGV9xa10pkG713f6Uz/5tSm/x8vpQgR+p5t8L3tGZbL9UsvvfTyyy9vmo3QE63t0vC5POVU2CUnSFHjLKWxYjm9sxD9bEqwUsqiI2cmQeqyToDi9In8eWIiYOS6JPs0mpLFGmOUCsKy67qO+XwxdaoSfOwlpFxHzLuua1Hlkk8Rb2Ct1cows4hjp/o4hCBsnHQ3UkmxWCwSkUH8svzV1taWSDfLvZJ8rigKoXenZngswgY1+0S1SJMQ8umSG8lJ0XGOMk1awCj3SmW9jxxCiD2A5I6yLIsttPNNJCGiys733vvZbMosZ3MgXCGy1mpna3Z4cPDKi8898ua329ZNJluoijsHd6syZ2bnHaIirQhUCIERNBFhYObgvVfoFZFI7ORFFQB297b2drcu7m7tbi9OTjegM9A4KUrfd13XGaU9h7ZttTG29zLDSYikVAgeQphUE9d3isPOYquua2f91tbOL338E6/fOrx05Upj+6Isrfe9d8Wk8t4DBOYhPW+aZrPZJMtIjwrPNW/d+A/FiCXIJ2+bOEKLxSKEsFqtvLfC3xfsj4hkClF26soDHucd6Vylp5sSihC7wXI2OPKXUlWRPFoIQVQW5PCkwhMREc4ntn1sxqaalyLCG0JQSkk6I6YgGUFCgcf2Kj8sZp0adCkwSCYlRaskKRIjAUAgV4xaiU3TiMcXorfEYzFTqUKKomiD67rOgMq0NjQoZjOChSDIqWtbEdI4ODi4du3aW97/fpnzBACpGUyWybs552R8EAchYkZEAkRgYtBB5NoAGJAAGCYmYwAPWBVzCK7zbLISfHjgWz/8x/7Mf/d3/87fuPmFZx55+MqlC7uPvvsbLj3yGOQTKOaw8dAyGAXVFqBarc/q2pWlyZg2GwcbVxaFNDlWq1Xf94aUtfb4+Hi1WoUQTF1+4hOf+MxnP/f0V77ScXjh+Vd//E/8ybe+8+2gwHsIAfJcN22nNZk8d9YCnVd1v2mES098MJXeKqn0iZi5zIu7/fHHPvaxN954Y3t7R8KqUFnOzs56ZzNtKO6QSG5CstdEapRlGOIr5R1Eq0P6qIK3pDPlR0rjzAww/GGqicc5L462G8kzRTgfcCUipYZS2zmndZaqycSPlHMhHxfiAjs90m6TMy6az13XBc2puJFIQLHL6pxrmkYq1NRUS+5bdL1kbZTMJaxWK7k5k8lE5shCCACc9qNJBJKMU3pvAj9IriZ+AxHf9ra3nZ2dHR0dSYdsvV4LDpYEJeWep8a43A0JaamChyhwlIaTASDP853d3bOzMxgxOLjlFGMQBy1Z8TohBO+XO7u7X/zCZz/wod9aTfbWXYMaZ7MJIJLRxC46va7t+6zItSHlgve2D2w1hczogc/uvDK0mE6uXnlg+ba2bd3zz79yuloFVSkRYvPBD7slBZNysjSVySMGYmAFAKi98taFvtvdmi6ms1u3br366qsA0HXWATGDT61LBCLCe8H0EDvJY7VCMfGUfaeYP05aJZ1P8TOVlsyUInPKoVI8SO6S09Bj36fsJl1YOgDJWadMJBVGfrSHnSOneHxm5MD7UcmMEVWEmE2n5AViE0mSazE+HRUjhN92dnaWZhRptJIpIQPJ14sjUFG2KN3ndG/hXr1fjJJbKU5IkC7Lsj05QtE2GGGvjECaiEgpDH2vhvFFvHHjxnq9ljZ7CEFnhtTwAecxD88FppiZEBSDYkKR0JE2AQMEQAJGIEAGZNYYGFiB8quTs2/8nb/Hl+Xf+8n/+Z3f+O0/8MM/xKdnkJeACjo4W3dtzUhsPXofcMbHx2vnThHRdb3knnfu3AkhtE1zeHh48+bN4+Nj2U/S1c3rT15jRhfCA/tXgsKf+cc/8+q11/7Mn/9zH/rOb+ubtpwVgJDnORKsNussy3TUo//fjQFDtoEkxNi+60IIp6enTz/9tGx/PIekZSIvDADFULnHMk5cpwjjwL15KDNLMAj3kqpTDZGKVIi1RWrSpgoyZQDp1yoKQyGisyFdjDEmOX1jjDEZxWECiJvFJAsR9ycuL72ViiPBYnvpU5JNJrMZIyrC45TzYq2dTacS5BI8m2XZzs6O5PtSBgmwySMNefED0oYMEfhKJz3NygisJNmetMQkVAgHOkSyQxY3RHnvvRPuCynSCAoBjVaZwb7vtcqEhxpCAG6YWZGRVVTDKEAQuT3QmvreitQzoUYUP0PMEGxT971v3eGdG29919Vu1Te2s46dcwjsnfPWueDFXXnvNUAAvA+mJERluxohz7Ps8sVdAIVMfVM/9fRJ3zeUF5rIceDgJWHzHOJW4EAMgMzgIXgGr0iF3nZNM798cXtr69pL157/yvMasW1bTzkrcUAMwEhIhMENvSxxWwnfHAMd6angqKcURp1SNVKvDXEli7jdqpqJIoWKGglyiiRmpGo32dnY5tSIsyypR8JY6F44kuMI2LgIGP8WRyQlHrF3knGnz0rHUo7BQA6L3bbIr/DL5TJxEvxIE2mMTXHsE/JoHjXdn2Ss6SfDSC1dj8QwUqyVzBGYMSAzB45sbg44IEOEiIqUZHavvPLKwcHB3t6eHIZMFQRgI7oqJaDGqIEDHELQqCgOywKMmgDi/AGAAQFo+BGGamaIgPKv+7bvfMfXfWBrPuvW7dFph+CAFAcKYFRVAOv1ujlbrqo6+D4Ao/MeAi2m8/35xQuLS13XHd45uLi4/C3v/9blcvm5z33u6aeeOg3hoQcfQcTjk5O27avpZHdr59d+45Pf9du+88/+13/2z/7lP+8sN109nU3qrq0mUwbG8NWjv/e/7okKcsMRnfdKqTt37vz6J3/1pZde8t4DDWzFEMWUBJRIZSKOejwwSlM4EgGMMTBSzZIkNIw2nqc3ScdKfBxFpnxKblIpzFFjSv6J0TnFV7I9QV9TApfKa4y8hhAGaoYgOePrSe+f7tI42kHalDmKECk2MPNqtZKIKBtsErqVYNV0YMVj9H2X7oCPghlKKVnxSLGjK0FFSvDXXntNuonyw5LIp7J+nDJiFKNM5w5Ga3NotFMk3ZxNU0sxJ71VeehaZW1Xs+yfQUUKAYa9rYpd772H9tqLL3zN+74ZkJkhy7K2bcsiJzjHKoYM0YcOIZhMK1CkAIJ31vedZUbvvVZQlcWlC7vOueOTu8dHBy8enCoOgKgRPCEjBAjMwWgDQuEOjoNj75A9s6dAiOwBNBlD6vq1V27cuFXkZecCGPmeCtgzMHNAIAlNfK9MJo+EzFK+L5mvHICUyydbERNM6p4ptxXFD45zdzbuR02QOo700QTlSM9vbMHr9Xr8nNIBGKPnPNoLD3F0IBUEECGgcZhJcWKc48grGaW074SHmtYnbTYbY4wolqzXaxncl8AWHctwG5O5p7dNXyQduRDJTukcpnpiHN5CCKQIRL+TzyOx56CNstZqTVmWZYQSAFar1RtvvPH444/LXZXYH+Lm8UEIR52zZgGABPeXb5/2hGFgwABhiGgsVQAgIyOgytvOFdUir2ab5dnR0WYyuXBwcFCVBQApk4PKsyy/unfhSghTM9DPwQK4ACUBAzgAD8AM3kNg9v7NV970My3+q3/1r27euk6gq6oKwKe3b5k8v7h3qXf2b/7Nv3m0PP1zf+HP7extH9493tnbAQDnQv6/RwQae39mTlQ2Ywygun79+hNPPHFycjKZTDgqqCIxEYnKfLvaiD2kjCFhOGNbSqVe0wy8+1SqppQ8ZR4p8CNilg1G5eLQvhih7PCC0TJq+fTMFOOjlHx9iNrsKQuRLyqgCkY6UDL4dHnpbI6/0X09jxCFcjkiUeMeg+wuXSwWk8lE8M+maRaLhST+EhdlRbaASNEyg9QfIc4DyU+mbck0EgcTx5JSqxAnyFJxE6IsMcYvnmruBAxIFLT3buAhIm1IG5FThXTPgYlDYECJpMGjQC4KQ1nkHcPzzz79zXcPAucKM5MbKSNQaYBaDEagFx28yOmgHqbPhW+DRV4gksmyjDUiXb649+ZHrx4e3HjtaMXBgvWElGnlkTwL8xMYAnoPzMDC0wuIkJHKtApdAz6sl5sbN261IUyJwNOQVTN7RAyALJZ/3sFPjhXuBRzTIzHGSNMytfLTUKsAcMnTpZwoiVXBqClEcXNmSo5UlKOYxOY2j7JmiqwkvhePSh+U/Gb6FiHi8j7umZO/8s7DKIrwqJoRo0/eNmUKcmFidhzHT2RtYWrYImKioCU4aHwg7Wjp/DgCUZwLvS8/SmaqRrP7KPsxmCEgxTleIgIYlIcBoCgKxWGzrruug+ns9ddfXy6XIiQQ4th9rK+HwzNEpnHePBoYkIQ/QAgIDCSunyJAZK13znEI9bpj5km1NZntuqafFNvFtEpvZS3rDJmJDzvUGrx3zmlj+KS/ffv2zZs3tdZaKVnA8tGPfvSf/bN/drg+3Mm2Ll29KkKws/n84tUH1k1dt83WzuL1mzf+5t/+G/Pt+R/8w3/o4YcfRoDbtw/m21tMv8l482/q+uOvAKwNgU2enx2fPf300y+88II4ROudcy4wa0MY50ITjJPitx4NhydjpqgNKV8fR02jdEZSspVyLwBYr9cQBUt4RGATRdUxCWKwVefHdsv3DLWwdJKSfqL8QMr9pRzx3ldVlUwxeV454J7PV2uMv1piZ6bzInd1sVgwszQU02mVJZRST6eDIL8dH0OIdb/QpYSEkgCxrut611/Yu5CQA6kVEgMi5XkUAe2+78t8+O4wkgOQrG4Mjumo2Ao4ELqSSwwBus4m+Y24oYsBkIg41BnlvQs3Xn355huvXXn8azHotuskU9R4rqHgBQJC8gDgA4DoS5AxRhlNiBQCKCTURB0bzVtb5cW9+aQq1ptN01vKMp1VAZi9BwJvLUBgsMiMAEr+JYQsmDI3Okw5hIPbd+7cuq0AggeF6MStMBMAIwIwBDZmgCDCCPNJWfAYtwmx+Q6RFiaWl+zDRS17ae9IriGKbymiJDaOwCkJLMI4qZHiBI2oOwBgotT++Kr8SEQlWU+yp5RVpWNGRI7dOGCk909+Od0Hsbw0xJD+L5cnw5biTCeTiRyYxNVLoeg+pxPuBbvuCwlfHQDG/1ZujmOPAMgEdF7KiGyPPALFLO2pu3fvzqezW7duHR4ebm9vR6fgMd5tGAV7IoJhowVgUtQhBEDAwAAeAks3AAPjgAUBQ7D9JMts702RucZ94dNfzLL8nV/7tTrPurP2tdeul9PJfDFt+6bv+1euX1++dgIAd+/efe21127fvv3KK6+88MILd08OAoQc8jzL+74DgPl0/viVNxljDrtjyGl//xIA3Dw9QESTm7snxxcuXlyv1z/xEz/xxS9+8S//1b/yrne9c2drVysVwvk44W/u8e+DgCRBZnB9/8ILL3zmM5+5e/euzowxJgA77zEN7gJA3NglWQVHeR8dxW3EOAWsEAenM+PjK9HkpNU5PmgU0VSOSiEQgVmx6qTE6eJoofxwXddJV9layzxAT33fy9tTJO+lykA+OlXk6ayF2FpTo0mrtFaER+U1Ea3Xax1p8ukAyh2QHm9y8eKjl8uljzTuVI5nWRaCT6VGen+t9fb2tgyiUpwa85FMYaJGtAwcCJ9tOp2uVivJu6VpLw1qUT4PkfhEo0kjuS0STuS29H2PETkbAgAOtMCyLEVaXxSekaJyqu4IGNmB9bdv33rn139wWfuzw1MY2oo++cZeWC1KUQgBPAcYoFhFBom857bpEJRSoWk3tmu1xum0fPjqg9dff6NpjzGwIpCxNIWq9xbAITCAJwyEoAkQ0YBiH/I8R4bDw8Ozk9OpLhwDoEy1MRMCMt0LoSSXx7E3mLzVOGy6uPxIwriYPt+rbasiuQ0jLI6ROi1PS8wiJRQcURGMLMnEghhbVYjcZIne8q/SuMfY1YYIOPqvYry5KECUDt7YEUMccOdYV0obgAbh/sFQZFONXLl8I/nnfiTyHOIcjWSF6QuOA5WYoI3blHRkhXOc1Kc4UpQ8CDOrTAMz8TkIxswB2Fsr1++7TgNXVSXtrNPT0zt37ly5cmV7ezsg4GjYWI5beriEinDI7CltzhJsBjj1g4eGgCBFgTV77nuTl6e3Dv/KX/qrH/3ov/vI93zkd/+u3xvYPffcc//2Z//t6ekRaVw3Z967V199dV2HWTlDhmRLSqn9S5cv7O8fHR1Za/fnlwyp1Wp11q4KKCYXtm7evAlWz2azHlywXhcGDc22Zq/ffN2Y7KP/7qMHBwd//a//jx/81m/yDnw4txz+TaRA7xfwCNZSloG3y+Xy85///FNPPYWxh4lpoA88R9FQKZvD6DV+3Ml3cGTaAJ2vA8S4AmWcDYR7AVhxXukxpW+RsvLEDkiVa4oZzjmA88W56ev7uJ7axzH15Ezl1ccVXSnVSF9KkdRmKowoGBJ4ElOeRmD6crmUrqy8s7yJ6O2o+EqeAQCs5XQoKHYQbVTqTUyqhEqpOO6Tiux0r8II5EmnbKxNed8DolFXIz1NYlZx82XwwFpufsaMzMNGaYnO8p9R6DEYk0MPL7/40ofaLgQyxhAqpZTvh6FijjCvRmREJkXSrwMm70Wp0UgoNib0fRuCKzI9n1aPPfZY3TabuqYsz8oSrAvOK6NdsAAEzIkQwgwY9ZimRUZEzWbTOjufTRvPrfMA4CAwodKIhDIsltbKp5ZOajEl35dCKABsb28nqo/8ibW2aRpReM7zvCiKLA5TiMOVB+kjlT7EwT8dp8zGbjqdzHRgxMsnhvK4REXENFg4PlfOOZF4TYCMvFXf99PteXrPMJIJSrGHRzxXKXV93BgnIKPckNlsJum/tfbs7MzHrbA+shFSOo9xSiNd5/+Xsz8P1q7L7sKwtdbeZ3ime+87fHN/6pZaQgMWUksWFhqQkGQSB4wJEUkMcYFJCoqIcslINgkVbCiqsClQBEIQAkpJsuOiUBrMpKg1IIGRcRtJSK3u1kCrv56+6R3ve+8znXP23mvlj3XWeva9X6PEearr6/ve+zznOWfvtdf4W7+lqkFLghot+Rlw9eRZXTC6jjkWDggiVABZhGdNlLkE0glxkMaxaeKdO3cev/kmMw/DoJbg7t27iDMlVk3vgdXsSTAtz1UdWEDLYTpDWA1E8OoASMG2/+f/+Cf+6vf83/7hD/9whPbHf/QnfvD/8QNd2/Wr/snlo+WqRyyHaf/KKy/dv3d+dmcdo1Ilw3q9LimnlLrV8sn2aio5lXx5fRVjBISEMhx2168/euWVV54+ffqpX3n93r17IcDDxw/Oz+986lOfunfv3vE4vvT8Cz/7M//iD/2BP/i3/tbf+sp/8ytS5b7962xAbQxySl3fE9F2u/34xz/+5ptvLpfLvu+Px2NojKapVENF0lwMA3NH3ClBy/OkiqE2to0aOd1udX3cAQLDItcBa6m4Qt1PUoFBy5U3NoEr9I0r6xijurlguSmyQeqaThGLP9xZWa/XzKzTXULVSunPm1N2UfR0aynl7OzMkax1vDKNowIx3ctR++StZH6ClJGtbU+EjF60yzlrMVzX83g8Ho9H/aDWFwGg7/uu67yuoPes3pjTZS+Xy+FwVJvn5sQtk6sLrgB4zMVRScmcqhCa/X6fppxzhjBvNBEFappSGLhpCBr4Vx/7lTfffDMuL/p+VTIjnC5+ys7xEEspWYQIYkQgW9PA/SJM0+E4ZOGSpkF4fNcrzzdnpcHr/dWbz55tBQonbtuOgXJmCBBEAktb8kJkHamPMe8erc7O46K9OgyXY06b595CyJSxDyUPTQjLrhcMw1hyibHpmmaeBaHbqTunoxk9leYRIjPnPAGA9sKVkrQjruualMZSyjDANA16AJqmAeApp5zzlBMzY5oEIedchAVBf1mbbgAIsQ3UhNaaA0VAKBAt+pX7MgAgjEgUQyuyR4PZ6TarHVWdi4gqeWB1KgpQmJEkzLSdk377crlkYVWrLEzaMU4BgdQGuKbWICBU+NH63KK1qtchVKg6yHydk81m8uYJ9/jqf7oHhIjH4zGq6hEBZfwDxIAxUBtoGsamaWPsGopXu2NpF7/6+pvv+sL3/sov/eJv/qqvPA77xWrTxuWUMzZdSgmzIGAXYhcCBiX/hBDUUBHYkYhAUQhEAHE6HtuuA4SUR/WSYjz/O3/77/zJP/knX/vUa2ers9VqNYRp9eJ5KSWR3Hn5BTUzm/gSNs162bz58OGqaZbr9fF4vN7t2raFGJ5cPbt3715BSAOMOU9l9h5SSl1sDo92IeF5e0YjNk2/aulwNVxc3P3065++e3H3zTcf3Lvz/Kc//Zlv/uZv+cAHPvDVX/ebWaklCyvhynicur6d8dsCIDi3yAqKSNdu5Hoc0vThf/mLP/GjPxYQkTg2mPdTHie3EwBQktbZOPA8szqGAFkypylN67PVMAwUG2cpV22rKLtgTeAlZSJqm6akrJO3227uZUGBtm1T2jfNfNbc7+66DoSEERBjaGMAxCAsJQsgIyICEQCzlJI5zyZqHEeKsW+XiCglo3CMUWd0D4PWZiUEFKPsZSMqZ2atEGiNtHCejmPf9yGSUvoggQgXzl3XpczX2+vNZrNcLfb7fWsd5gDAIoTYtG2/WFxdXYlIG8L+cNAmgBBCYQYrb2joo+1dh8Ph6eXTOxd31ObpUB29PS8/qHunVmEYBrVqVNXt9B4oYpFcptmqEen4RMycQgghhjY07u0xcykhUByOeRo55yKCbdPN2oyla+fRp6o0xvEw9rA/Xi1aWCyb49NfS7tPv/LCvevDtBsgS5vyIkPgwk3LiOk4PYtSlTGpKoCUiqA4G9fHarU64vCud73r3e96M5fXt4eUE4dGEfoFi2DApmm6iI0wc56mqZ0rtAFgBjEULoVLG6NmwRGVAWy+AY0NxfA82Yjy3Qv2Hrwwo4Bm9lpdaP2rJnZq3+qkAa0nuxjQHqzGBea2B+sGqF02XSXf0WwE6KWa3pVzXi6X0djD3cw2xrmIVuR0U6wAZLf53tHj6tuVrwpE37V1NKrL4tjn2s1x5whv1nj1QaJN6XMHzTVL7YB7ROI5YrwJh3XvMmi+dE5IgmdLh2E4DEddh/V6zSkz8xtvvHH3/r3D4dAtFm3bDtPo1j3nHBEiqt8PEgSAoCo/eJHksN0uN5s0DMDYLLrt5dXm/Pz7/vr3fdsf+7au7b7iy77i9ddf3263u91uuVxeXFy4DPjqaVyo5lOfWtsvNXWgbxND9+qi6TA43Vy3Cvo2rQdqIvjFF198/c3Xf/fv/t0/9Hf+1td8zdfEpknj2C8iF+n6tmQOgUTUqGmRA1mklNIwItEwDD/7sz+73W69mcg7pV0gdSO1hsRGMig2PH273apVKEZnoqcJZWb8DzZ/wmU+VEB7z7NrZMzMIvMhmhOJeaZrtGB6TvoXOAEfQkW5rIcipaRwNTQ6Fi2uqhpVh8lChxPPKFlho23bcUx93yuVqfrU2nslVl3ouk55SvQjICfKL88BeLyC1VB7tATvOI77/V6zqfoVWkJQjyfnvFqt1FUahsHbhuvTpLfqsVGpsOxi+bFbp9JzMvURFhHEeS/AgrBQAcR9y+zN2LatTtA9Pzs/7p595EMfes/nf1nbtm2hiG1kyRIolNgIMCCVU794nal0beVJmMnGABHg/bv3Xn311bsXd1CgpFFKJmFtARdhAKY4w3KKAABk5pRzKrkIC83ZQxEBISjzafTykz+S1XzmHEut0ZQoQweS5JwdoQwAWjmRKsHtH9R1VIWlyRPfNi/Be7YOq4Kk3pir7PrKHmz6Qvk7/f11zOXhnlT8Fmy5V6h6rPRwauDZ2MBVMm5CT+lka83370VrBcKbw11dy8PNuQX6OkU8Fkm4AAQDWXFV8dbf1wQ+/tLfzEuBc0HeF/NwOCza7rVf+zjnUqakbqYPsFbsf1bCFwQWZj5twWk3RdI0LTcbAIihPRqM5M/85//5H/1jf/SF51/YbDZvvPGGOnEicnZ2lqqX56CHYUADj7mK1J/3+72PGHTBqJ/dA3MwvEop5fHjx2o8hmF46YWXHj99/K3f+q0f/OAH0zT1i8VwHMdxfPrkMkQCBERQV5kChADzFNScM5fXXnvtp37qp3a73WK1pCaqGxSq7haVExUM18t16gARl8vlZrOJ1r6rB8cFgG+in12/eE4frWqabNSoP3isQP3FimQeJegb3NXQ92iSTb8uxqhNWNrlq+vc972WOvxhsaLgdUNLNgBA1eh6vdbBYWpFXETFcl9QQYawKowtl8v1er1er1er1Xq9vri4eO6551544QUtGKzX67OzM0WORuMiZStKuzkRS8/qfXpu2e1i/eZkdENsKdn6kJLVJtUiqoobhkEHq4kUzdUz52kaxvEIwPo/f4NIAWAU0TZvFMBF+wu/8Asl5eF48EHcStgJZb75SAFszkBhYSJCEsvCCrOkPE5pGKdBj3QMXbtevvLii7vrfZp4mN4qKXHAronZopYskhAWoQkUMCUGSDkdx5xy4dhg1OLeqUaKiKptwEgEXXpcRpWWoE7+mJFIXo1h5liReID58q7W27YddmOpKBZcf9Wq0IszIhKoEeNWc2ESY6v2rybj2lUH0JVFMdI6T5rX9lyjxdru+g240he5UZVyNF5rA6zdUeKq1uQW1BfTfQS9vofzUOX61eOrDQM6x4vBtNWv1KsREXi0wVJKUfCmmJZJ1tHedO1wOF5eXj546+2v/MqvfPvNN/f7/dn5HRGZhiGEoMXJYtRAEBBQkbWltl6ICEIA0LTt8XBYLJeIeHZ+vn12/b3f+73f9V3fde/iXtd1n/nMZ9Q3PDs7Wy6Xjx8/bqv53W5OfNF8x331sMJNuS+iWlW1T310GyNYbtv2/v3719fXz549e+GFF158/sXHlw9+1+/6Xf/4H//U+77iy/u+A4TFsk8Tx+idH8AF3PpOZbi6uvrxf/wTH/noR4VwYSFy7YXol4rlFf1uwRAHpRTlTqhNLxmwx9WNVAUJ9wn0mLfVeHT7yAm7osG3x6Bt2+pyqtC6IfEDpZfyhtjajfCWRm9b0Z9LBeUsBl5QWFGVHpnnOAWrM3stTe88pRRobob3YfFgmVu0SptKqYfstaXXOb2Hw0HtkzaxowEL9T5viZM/b7FKjC+CiGiUo8c/xlhzVqKFIH5Nl0B3Jd2oKGxdnV03M/qbdb8s026/38swbeXps2dPkywhxCKSGYsUpBIboSBExrsgVTKEjEOcq0QQWjWmW5xTaPhzeLFY9ovVMKU3njxJA8dlHwMFCsQgJRURHf7SUMQQcpExTUOa9byIhIhEhDDvMVEAJDRyyvqsuluta6QWIlgh6HDYqW5KxpmHxqTh8Ze+nF3OVTlUmKLa5PhhE5EYThmP2qnXRKGHJmy99ZjFEz5UwT31nXXI5pqXq/yGfwvcrOn5oXWT4PdpC3hiEzKbKr5uUo2Q9Pe71Nb34PZVqslHaDAJqSIhvWZsW5dLdbQCElsjBQAIITOP4zhMIyK+/vrrwHI4HJ4+fnLnzj1k2V5dn929U6sqLckgAgYiZpA6T0UCoiXfnPN+d1itluNh+At/4S9813d9V9M0y/XqE5/55KuvvCoib7z15mq12h8PXd95koeZuQrSioDul3InaDuP08FjVZ1zISlWhPdN1Om7Kl37/V5hlwoHeOWVV58+ffr7ft/v+8AHPvDud3/OfndYrZfMnNJ8tZyKl0NVXD/2sY/9yI/8yDRNi/XKcWUAIAjVSBWRqjXEtxKrqP3Zs2doSR79fdd1eZo5UUoFMfCd9Yu4PvKGc3fDZSbl7a+urjQfEmMcxyQiXdelcaol3LFkwdpHtGlWiRPOzs4Ow1HXXKXIyTs97HBDZfc5kxqpoOo9FJtfJubckKVGNb8cbG4rAGiGx02gV1YVPHL/3l2NV9Scq3lTCalz/dn6VxzVE6vh4e42+TpQBc+VKovg9yA2u8Y/UrNh+kVcZQVDr3iaZD7IBRR628YIeQe9vPZrv/qbvuK3DikMCUuZwWNEGGOMDUZfYnds69Our1DxzoNg18T7d+/cOb/bNv2jp5eHaXx8fc3TiE1sGiJATAK5ZAaAjKWIyJEhs2CgGDtsokgZpwNwEWApLEgM2scARbI/qlvUlJIWXrym6kug8cE0Tdrvt16vVV5dYlxl54oVx5Wsfwu+4xVsroXnOtlQbn7SXF2i86JEVMfBZwmJweZcO+eK4QcM5uSHGQwLfEv7z554Na1bKpZ29278yvqRUiElPJlTn0z/iGs690F0HWq/z/9KhqZABU3nG9kzIgKFUcdAzMfjkYdjRLp3795w+fjy8rLvl8+ePk3jtFiuiKgJYT9NFAMiFpGUc8qlaYIOiIEqRDPdJ6WUzdkZCLz11tt/6S/9pb/8l//yYrE4W50dDod3v/rux48f74/7z3nX53Rd98Ybb6SUzupBNNULCUMkZIBJkDA2gYhyQZYCPB+Nuc8NkQh1FHuWAgExEjNToNg1EPBwdaXZjBdeeGG5WY2X0/n5+XZ7tVgsHjx48Ht+z+95//vf/7mf9543Xn/7lXe9mJMQIcgN3gIRGabxZ//lz33s137t/O6d0My8fqAnXHugZG4Y1k/1XZ9v0M3PNX/QEeqGmHBh8xKaVJGuewlY1QJ101M5sdj60agDI64SdGQvrFChYG5cncZUExtjVHupBpiItIVFxdtp4d05CyG07Uzgoxx2mgr2c+oZUbIkak5FOyLxBmd19rQ+GYSpjulrd4qMuk5hQlwN/9BvhGqcGVfJhtqZ81WapjmCdyWgx8pNglTZPH2WUuEDPQ3oG8cVXiuEwJy1ptV1LcQA0/Fnf+Z//C1f92/TREV4SoIgMWBAJAIEiqoXoHpJ5W6DBfJGlQfA43q16po2xD6n8rmvvvzg4cPL3TMIwpClENrYSS4lFZCcEUkgYghNaLFtMFBKuZQShAGE53bOAoCllEAnZSfmhOpCZGvzE0u3pZTaNqq2BUv41MGsmlbf1FJOmCqpkua1yXFZd/vsB8DPANyky3fBEhGWeXrBLWtRC4FUAWMIweC2DVVjDzyqxXfk9P2ABZvA53khqpD7rlnIetapSii5I+8PXtvLG6rc1K7KtLftIKKvPMpJO7j8zLmvGNRRwhgW61XePvvExz/+Ff/mb378+PHDhw8v7ty9c3bud0JEJZUsnIUJSETo5APeEHqkcDwMu93uz/yZP/M3/ubfOD+7s1wu98OxDXPR8oXnXsg5v/HGG88//7ym2srNPoz5nMegql3Bl4BYmDXlUnxuJVhlk4hLUVdajbRfVpWF5pRjjMrGkY3efbfb/cqv/Mqf/tN/+ru/+y+/8q4Xt9eH1WopDJ450Ycax/TWW2/945/8yZzzZr1KJYe2YY3F5SaVk59WZmEGNQnV/4houViobyHMhCgi4zAUx60Z073LIVetka6ATkV+63Zky4FoSsey3nOM6+bBBcxFXaPw1WoOayYbsasX9Ki92HR1xVP6wdE/qU+MBir1zyromavIWzWbZ0G9A8YBbHpwxnHU7JOesqurK65mKR+PR/2UUquq8Hv6odYkrnn099nGWEEV6LPlCcB6htTNrw+aX1+/Lhqi1E+9vqdUNHPFJivEGMs0CgOXctjtF8vFcYJP/qtfevutzzz3wnsiAkKOpKaO05gT8DzFsHYhfbdcPjwHGmMM0l6cbUJohOFsvbh3vtksW8jTcr0cS5nSWAAaogYDUCSBZkHY9IAUJykCRXg6jsN4WLRtJCZr8QQMDIEBdUQiQB3rCjMrWka1uW6263cVnc1mo0gJFVnP6Om6eEY+eFeFeeKhQrjXCn1eEIFbS49Vbso3lW0EB5J45OhdmtG6Xl3+yJJCYECdaN3kbOAEFyAXiFJKAfFMqxbTSilOohurNmmsSEzraphUWbX6fm45I3gTjaBT7vSzLqwppVbZLon8l/oVXdcdpiGEsNlsNudnqiiLMBG99tpr7/vKr7q8vHzrrbfe87mfd3a+fPb0KjaxCREIM+cChdUzQLBJMDeS4MwQAmQu/5f/7E/9jb/5fXfv3O/7/unTpyEE7PHhk8cYw1uPHmzWm1c+59UnT56EEFarlWQUH0U5u/YQjJ/L1YTqRxcSuOnYFvurJiu0/xON1ExN+Ha7jTG+9NJLWosax/Fd73rX06fP/pv/5m9dXNz9i3/xLy6Xy5zYM+whBBEcxzSO4yc++ckPfvCDGMNhOE7TtD4/Y+ZhGt1LQ+uz0X96s7d7JJ68dfoERNSjMY4jALnQei+hV1BdqXkxUxNT6u+qIOkFc+KaeKrvlyrP3tJRbCSAngL3iOVmAB2a6FXWOtlb+0kuVDnn6+vrthqKp/I5juPFxYVGEq73VbNpas6dFSXRIqK69cRVhMcofjzJ8lc5Z1U7ekuefNdNxyqG07OpAu/2QCxYb5rWW3nc4roeUE9XK+TFRhCLQU7lZlcsGpjFEeExRsxxvVwex2eXz5688PK7w0S7R9vXfu1XX3nX5wbiGAgQlcqzlJLzFEUKEcRIOWNKWRcfgJVsapqmaRoQRU9304Rlu0SUNtB+OJLkd734wqsvv/jGgze34whK6iASFAtIyLlkwGkahoKTUIJYCghgE7umiZwHFm4oMGIuRRBD08bqOWsv1XlL+r7Xpqp6JpHKqzfE6tvU/fFijppThpNU3Qo1qOoLD9aEAvYb/xRU8UE0Bgi30mfn68nG1Ok3EpFyIKsT4TGH53ZbY0J3iR/H8RZbjhuhru2kwhvwiSGEHb8hNyne9B5ayx3FGFUEXUBnzXKzQhAqOCkR9X2/3+/X67UajL7vtTLWtp2eJaWfW6/Xx+NRCocQ7pzfAYBc+VOPHj1aI37qM5959uzZ+mxz3O0P+/3Z+XlwtF+LQIupTGo4IVAeR2WG0dMLALvd4eLi7NGjJ9/2bd/2D/7+P+q7XhEmm81GhUQdus1mM47jw4cP9QQej0edAuggPO3o2ZydxYp1wJcCq0QoWN6glJJT0lywkuToITwej042cDgcVAIvLy+JqO8Xd+/ef/vtt5Vc/q/9tb/23ve+9z/6j77t+mq/Xq/3+33b9iE0IWDbtp/+9Kc/8IEPXO93X/zFX7w/Hi6vrygEHsfVanUq97GIzJ3z+mipGjjlrsZqtXI/Uf3cvu/v3r2bE+92u5SSUhbrirkLCQDDMOjPmv0/joMlG4Nqzxjj8XgsRVS8dVO8rVeFfLFY6Pqrm6936FmXxWIhIjOffiCVfIdvAIAmghR/qXf+5MkTmmvRcb1e62W1yqKIHf2sHy7V5mrOFXvj6hJs+OtkQ2C8Ky3oIBOAnHNjhFeLxcLb5fSyHkqqVxqMthpO7cQpWrOnx/Ewp2FPdbXa09U1V5gsM/v8ks3ZSqAIsGrDXLKICFDf91dXh8WyA2SB0i86Zp5S6kI7jXm1WOayRynH3TZenP/0P/3xr/6ab2hCKOkI1K7WSyqQS2iaLlJVZa7vSdfI0yl+Hg7HXWxI839NoM26f+m5u+959eVf+cQnci5ZCggCB0DUz2WEzDKWnKCRAEAoAATGgCHAzAWkFAGiAM5tdELd6QLpDagoiyWCuq6LkVar1TAM2+1WRaeUcnl56cGRIrvV8QdtK7Xw1hN/amw9FpMqpYOVt2We7vwqRi0LVVTo4DP3H12x4s1cqv7sSscfUy++2+281q0Prk99OByoqt+6ovdtqv8EAN6MxpYOvqX09cWGEvHSghs2MooItxm+/v4tbkpnXVkyVEPGc9X4XhCY+cGjh1/4xV8U2kZE0jS1ISYuwMxs1SbAAkIiy+VShzF1XTdNE1FcLBaf/vTr3/7t3/7T//3/0C36vu+vrq52h/1yuVxt1sq1IiIg0vV91/f6gMMwTClNFaJRdN5eHt13M9evsRwCl1tMmRGXi7WIpDTnvnSPuq4pJSEigLpKGAIqzifn/PjxY02VqCX7r/+r/+dv+tIv+8bf9nW/9NF/9d73fsHjx49DCOtN+/bbTz7+8Y9/8Gf+xXK5fHL5lBG00XRMU+biPiZWuxYAKQap0iwuAFrn1JfPJwkhHPaDe51e0SUDepF16pL1q7ORGAKgxxZSpY/U8HiY1ISonbceWKhqVvSUHu1iQB0ROR4PYvVPNHZbpdA5HA5qJHSC0Hz/h6Pn+rGKpB8/fqzdP8XGtqgzpP5+fXjdDfLFURDXTObTRNUVTmekS13rydrx8pSaO2pi2Sesxnu4jCXjiwYDXOjPKk7qaantUXS7d5n4BfWRVQ1ixY6sz5L3AxBCICLKOQknTsOzy8ef+sTHftOXf83+OOWCpaTj8cglL9ar0/RnNwDugFOVETbzS7FV2lBByDHIZtG98Nzdd29feuvBAxwG5kFT7jGEwCTCmXIuwIJCACFSaBCKZGHOxNZ2pGYSkBKlPLmbrEusC+eVHHfWcJ7meFLB0UD0qixam4jNVhfKOSvc0AOLOrAKBu52pUxEbdO51Preo8XU/tVktWUls9OXV3fV4XI98k71Xf8eKwiNByKuiIfjdKsQ5JdyScUqm+e1E41z/T1uZW8JaDYuPLC4ys0wVWy3nr31vAFXyCURiW2jS42BQsUT1zdhOxw++su//Bu/9Etj2z969Gi5Wp3fuUjHAzNjCVpOUOdARASkwm+kzaZ9+vTpf/zH//g/+Ic/XEq5d+8ez0jErm272HbpeGQj0lKzoc6mAvjEEA16t23bMhQyezwbMBHWcr2IAFA1ZxEAGERAdKgHIgZFnqj5JBSWuUErkMaaJaXtdquFgWmaurb/uZ//ub/yV/7K+fn5K6+8ejgc1uv1etMCwHa7/bt/9+9++KMfefXVVx8/ftz0XdO2x+EI5rHeMLe6j4BpnLLP+xSYp8lQyJxUX81RXeHxOAyHowA5+4LjKcCKw17MlIoDzupnp1MAFbu4idws//2qr1Oj6lR5TkZ/7yEpIlIMqhCLgbM9IeP2wAfGaWxRd3HqnioxA1khLVaMQMI3oNv6RQ7ZEsMEKtxzGI+rxdK1tloyD3F88RFRE7waB4tPQ7NTrLcUqjHLfg9932p2yNGr7LjeaiSA6n3HBZWqXO9uopoKpzemGY+LJeU2dE2knMYYMEkanz3+xX/5s1/+vq9eLdpnuwFY+/YpAEY/D7UBkIqZCKpAGACaTu87pzzmnBDyqm+eu3Pn4myZgIdhyFwC2exWDEwiyNAEwiY0jYTIGQukGCMxkmRCjJGCQGEozKoobz0tVFGVJiXdIS0lK7BM/6rj09q2VbZkzZJzXaKBExBIqly5HzBfBF+B+r9ySkOzC5nbYTZkHlSgGjefUkUSUL3cffanzjn79EdP7JD1Xrkh9NtwFx4qlje0qFM9LC8Xu8PyTgMA1ZQ0VwR6D8HQ8erMuncv1oGp58p9Rg/8SynZbBUR0aoHxNfffONTn/rUarV59PjxSy+/PA1jmOk8GAkbDIwAICSQclL29mnKm83q2bPrP/En/sTf/Tv/7fMvvKBLd73fhabtl0u9gSKMNOtfQqAYmFkrCqnkEELTtQCgbDNAWEr2/K8YzKwYMkKdQbSCNlcILtVT7mGYTp6X3Z2GSI3GT6vV6uGDR33fv/j8i//oH/0jxPADP/ADh8Ph/PwcBMZRPvjBf/GjP/rjmrx68PhRY3XRGGNom2maApwagBExzCx4J0Gtxawx7jaYKWVmQVqtz/QEueUONhWjVJ0u/hSxifWjuZsSbrKDuLRIxeCvgq2u9LNnz2o9SI69aWYidz+MfjZV/WlC3PWjj24H4ylQcmm2OrZXL/ROFIwoFtT6t/upyYbL1AxhE08cXLrFij/UyNvjBjcztTl0c0KWjquVgx12tJrKbO186Txf5BfZbDYU5gdxr4UtgsEKxuob51XAgMQp923bYLsf0y999EO//NEPvfzqb3h2vQeAvu8zl3FMpzFP9deIAVFcM/rXj2kU4SAwDkOZskBZdM3F2fLu+flhnK4QhYsUbVEDZJy4MJJqLwgEAJkLF1m0LREiSwwhxLYADmPK44mzqU5cqAfhIuKbl1JCnMss6i/UWWD1KbRMqunCvu+nnOojrUc9VMAvrMDvIYTheCoWhaohQIuidaZPZcKriGitvJ6Z9QPjWw5VZIpWwdOPr1YrVzpY+eOLflWvg1/hln3y6wcDs4qIdhjW+r2+GbFW8nwToCZVWOCHR92T2m2pZdH74G9ZIyIaphEDFeG3Hrz9xb/x39D7ubq6Or9zod8VKARCFmFkACCg87Pzp0+f3b17cX29+/Zv//Yf/MEffO75F+fbIww0F8+Px+Nqsx4OB81Tq+LQfH0t5J4W90TwO3EQ7rX5Cs86N4QYgiPBi4HKNI9cL6Org0hN3/dpytOYdDb6q6+++vbDtz/wgQ98//d//x/5I38EER4/3u12u+///u8/Ho/3nn/uMA4qNvvjoes6IdScwDwMzYrAbGhxv20vm4HNQnHz7B6DWLKi2EilEIIiYdzzxSpbor3ZAKDTGsiyeVCh0UopAPMXKWxGg28/C2Rje71/wpXd7rAXa2wkg+UotSdZx1kxwt2maXLeuddVv0FEtDjsq4EzeVypV6AYav7y8tLtkP6gBBLHw169FjUweilt+tEXVDPInLSOqt6FUIGt3XP3w87MGlIoYni5XNbtEVwl8TQ3NYw7D1+IFMwlIVDOk4gcj2UcjzGG5bJPKTVNiBKz5JwzC2fJi8UyUkir8PitN/7Zf/dP/g9/5MuXV7sxjaHrieL+uIs4z1rV/4GqKa36EoH2HwP4D3PmS0vHmqUNAfuueemF5/bDcPnsumSOSAEpYINIYzowUEEEQc5cZB5hkHMOUIhLYmZBoTkQUeyXylndFNbYsAgVKf/9MMz1N5U8dZy1dKO/0WX14qe6ga7Ka8/XD0ytTL1GX9tClTaVQg+ltXw/jIfav7ilYd9pA6gCboaK9kfvx48oM3vTYJ0A1S8im32mH/fnUkPujXJ1ztcPyWeNTlxx623AzEEYNBWrd+jjW+UdrQNkwTjzzAviF89piF2bmV/75Ce+6M03L87vzBVvJBYBnscagXIX2o3dvXux3e7/1J/6Uz/4gz947/7zeg+740EYisJdAuGc95z1Mhk+RM+hBoLZ+if0eLdt27Zzt7YjiaPNNtE8klsyVVLjMLClxd1gu9JRYas9VkQUhhjjfr9/4YUXHj9+/Oabb770witPnjz53u/93t/+23/7F37R57Zt+2M/9mMf/vCHN5tN0zSXl5dkqd4YY+Li4H2bj3Z6jcex1jjuP7kXzJbe1H0Zp5yNa8EPAlaMgbqDvoDHcTC/8ER7AJYycsvq+14Mt+Y+RzE4ELzjJVXmZzb/ITi6VO0BEan3DdY8Hw176h28wzBofQUMtk9W1TgeBqgGaTnEo9hkPYd7lerlT5Rz3u12Cj3ye/bwzs1JsOmzLiduJFz168fbNjoiy70998z8bSpawzCEeENTuacereutGI2SVh8bbAI14+HIQQAEpJQ8Lfv1tN199MO/OAyHzWZz/eBxHxpBapv+1CHie+D34d/qHhwAUEMhEglBKiUkgQLCBHL/3p2HTy+7ph1QJSMSEEFIUwGEAlxKlqKjvCHOiMyZfSUnhqbR7GRsgitcDe70e1NF1uYHeLlcTtPAFZOa68Fs7Atu9sGcaC+ourbNxsvvKsAdxr5feFqALZWUc9Yvcumn6iWVD6gSoPloV9C+x2DAZ73bYDQYfsMu0MVQucXYyZ3OyJ2+WqdLBTzw/me0hvhiTUP1zuq9OZQCq2Sgqn51VTxHaQZyno6kxrI1tu2U0pSTiESOdUi+bLBb9Nur3VsPH3zkox+9c3H34cOHX/AFX6CLqeTmKEAIhQUBmrb51Cc//eLLL/3ZP/tnv+d7vueVV14ZxrTb7V544YXd8TAr6BgWzUKP6HK5DFXDkSeyweyr6zs9t8qCLjf7sfWA+aZLhcNz6ItX6kpF+lhrt3lhBVOaXAEtl8tHjx699NJms9m8/vrr3/3d3/3H//h3isgP/dAP6fs1dckix+OxXy7GnMA8UL1mlT2cm13qryObFaEgJagw3PYZ8vxJ7aOoBNZOqB8Bc31OYkZEanorqz+nJpyXW1W5C5KnB6XCINTuSDGWHnUsVOnr8VHZ02LAdrsDw0S4wSAiJc6rdbf/zJbDdLeMmc/Pz8nSUKXKXioASaFHepOOdHJ77+G+u0dYDWIj46RTlwuqpstSCthUXo+kHTYSbzJu6WFcd71vBFc9mLp9XjrWNxNRHxdt2+yYYxOYsJS0Oxw250taLvdPHn34Q7/whb/xK4AlxngYxrbr4js1PlpN750bBgDDMEDDEclzMq6OiahwKjkDj1QIUBjVfsybnaQQhhBDFxrk1LchSB6GIU0FAbquW8TmOByytfu6NtSg2wc+eDy4Wq1Eyna71SqrFsf1sxrVelekfuRwOKQ8j6rwR1P9u1wu9Td+tlM6kQCrovFMUb3xUFGlK9hUbCKrr637TZ/1v56JqqVK70of3JGLIQSQk6NXwyqUyYCqxmC0dlAvJ+hHcs77/X61WvkNSBU0cNU7qhd3t0u9DG2qcg+obTtHKColeilF34ZVPsGXYkzpbL3WLoanT5/udru33nrr3e9+t85qBtQ2VxSZ12ca07vf8zn/4R/8Qz/wX/3ge97znuNhPBwOFxcX2+22zHORJo/EY4zHacZEhwrdQERyPAAA4Mx8BYAFpKRpPOyhSnq4MvI4QJdChSGlpHqBK4jLYrFYLpdOI+pmYDbMYSaYvLi4ePTo0cXFxb179y4vL8/OzhDxb3zf39hszl955ZUPfehD2/1Wabzu3L17fX29Px7OLs53mgUyP+yGaUEEAFVk7sf4G8op6XyTTio0Wk5Tdem1nGLVXbmZwgJjcEspO+1uCKHte+8JiDESzQ6pjpzS2KWxWYlqKWt/xZ3xw3BUmp1gFVrn4NObaZpmsVh0Xadl1Tt37qxWKw3O1O1QOfTQDRHVCZh9lOZEcuMOihparhrfxHJlZ5s1GONkMfyI5sfIKP+yjX8h68H0AKgONepOQDczWotBRK1msxGUutat8xB6lNxCoLWbtG3rPoH/XlcABLwezoSlcDkey7qsVuvtfv+zP/uz73nvl4QQVqvVdn8QEfzQD/2FGGMIjYgII7OySUgpugGllKID6ZW5eozrksaUh5ImTkM+HIbdNh+GZw+vHj++/NVf+8yvfeaty6GkblFiN+QyNKd5QHQzzapZncPhoBZe10gVAb8jeQLGRuBmSXlfd/ujN+OoU6xLv1wu3YqAZdxijMtV78Kti+tRZ6k6RcE9/fZ0P7XLrE6N5n/V3qiXQeFGW0B9z5PNPNIPRpvb529wO6o3rGviWQtFHfhISKqysSru2mqg8HZ3S+sCsoca6k95CkssE5VSiqHVlez7XkR0jp3bp3CzRKznarJZAl56UYIU99FcmYqIhI5TXi9Xu+3VnfXZ13/t137D137913/91z/3/L0Y43KzzsLYxGEaVpt+KtAG+M7v/D/91b/6V8/OznQ9d7sd2ogIhQPoGua5v58Oh4MG1DHqVLpARJyLGrA8Tm3bhjBXQUcYakXg8ZzqdNXvLlQAsAzBWjwFyDrgkPUe0jhJ4dViQYDTccg55wZyzvfv31chGsex6xaXl5eb9bnMPYbh/Py85BnICHgjRe4iN6eDjLhYJafruhZv4LJijGDJbk0eJi61oz2M2Y+bykA0Cjavi1CFm9TzhwbE0M+qhlXh8ZMV54abuTqiFxFGuw5sNud64jabDSLqUMbFaun3Xwxolw30qRGAQzm7rru+vr5z507TNEr0rac156zA+d1up/0Hi8XicDjEGI/7g47/VVzpYrFQ8L5ySusP3kIcYwzN3MUdra8NEfXcqV+fZwKCNoSgbMQasihmt5SyXq/1kKqhur6+Vhs2nwsKmqB2qdOTrnAjtMY99UGPxyPSjEfIOYsU90EREUDUBscYl8tliJhSksI6lYNiDGQswhCY8fLyOHL33d/7Xz85QG7vDdwLdR50ZAAAmTnK1fAycylz0oOZ1a2kljBGwIZAimTR/GPT9H2/2Wzu379/NWS+Pu6AjoyMxVUV3kw16GaotGnQilYud1fUnWh3arLBUXRvRERZqFRvqlhrLv6WR8ZVAd1jQ6jYI0pFESoG82jbNqeTScCbmTEPlv1bRIRZ6ve7ZhfL8utRQYuyVZLkZkpKKpy1a0+o4n1P+3o9oFQoVf9qqLDGYskcPWzZYMt8E62kLpKHMqrX1DOlConoHr1YJQ0qEg6PTuBmiwAA5FLA7Moew26309FX737Pq8rvvbyzevz42f3nL3IBRPhDf+gP/+iP/ug4DGmxCCHs93sP5rzuql+hBmwYRqlgHggztkdEGq1bxgCBdHBBjLHrzzwcfOd//XFcF4+7XdbCEgIGneZBjDAejv2iFWZtHEGi2LVd102Br6+vtQVXRIZhCqFpG22nGmJsieRwOAgjES0Wi2HcuRDWW+OnQ33SaNRSJnUngCZaigAAGOfYNxvWxbl0YjUDQ+XNkw/B4DQ55xhPz05Ve+B2u6WqVK5RTs7ZGXLVUHXtAgxy5rQKHl5rtyZVaLdo1XuuRgFzlaDX6wzDoLAODQ6Y+erqyusZUHUyuzemDoq+uRg0TldPXRy9DUlTNqJQ996aahwmWFYWbVINWfbfN4hsFiEalEsvuFwugee0le6IWDbC7auGSuqEEVHKR73gcrlkzprh0DfoOnuCV3QrCxcQAUQRJpspW2CxWDdNM47wP/6L/+Grv/HffetyKhwAmmg1dDX4AQCVw11NEMBpMsn8X0uUAwc2sYAQzs/PAcLych9CGHMaC0jsmqYZ+USIRlW9UXtKwcJP/71jk/3lwRdXlU81D9M0jePk+5QrVA8YQ5OHsa67XSA8dQMGtQ6GBQSDAKZpqH1/NySu1/zp7NyeDMY7daX/jBZGeH7QryMVCZS6Ax4isA0hck/N10rf6UUnjyTkZuHIvapbD+Vrq5PXGpuYka07n6rauJsTNPhdqBB4IZyqvnLzxcwhtjE2aZz0I/v9fpjGT3/608+ePVsslwBwuD6en58fj6lfNv/pf/p/fv/737/f7196+WWxkte9e/fAssDmvogYrbwIqEemdx4aQqG5nhYCCyuNTuJZiYdMXovzJ3V3GC0Md+XI6g4HIgAKAWe3CKmJbdNDlJRSKlJyFs4SY9N0RDFnDgGJYiklTSWEkHMZhmG9bgFgvzuahJzKM27VXDBqN0JjOCIKJz7dmbQArWVHDMWAFZE44EylWe9LSklrWrW1Nskhrqpcem/lJjV6tO4ZRCyF6xYqPYka++oNqMLxoHZMkyti912Cddv6kfE3BMPOZxta4IKB5muKlbKCtbBohKrhvv6plKJoMd39YBzDqWRVqVhhGdA6Em6pMqxofxqbo6eqX82hazZFr/Z9v7veqoy5B6aLo4GmAhPIsEnZhp1odZMI1FbFecj5zBiqITiJ9rWAiBRmBEEwVo/Ed+8+13XN7sH2R3/0R77uW/49EQkEsbWMM1sniyp5smyXbwNYBuY4TYiCxJ4O46z6NLZdt1gsKMZSyjhmZiwxpnzKXrmiFBFF1+rENU/S6c3Uou+rzJaC90yiy7cr4lxh29XRdhXmFVQw+Jqbh9q7cW0o1uRSK3FXmn4CXa+5oZoMiIZVsktf2aabut6nqtdaKtoQMeqrbE2AoWJp1aSQ53D8r37nVDGe1kothFNDFpwafEq91KoLVBaLISbVKkvlBPmicZWsq5fIy3Ruh+aFIhZCPX485cePHytCfJym9Waz2KymKTUNNtR81//1e77v+74PkTabs6ZplZZdBKYpqQORszaUFlv8EEJ0DIkKVdd1CEFypqCoCKAQQqN5qjTl1IaZWOa0uTFQE3MpGEMIoYCkaVRt22Kro6+UxpOIMBAjoLmi2XqyhDkXYSkxarqvFe3GaBdEVIryCjSr1apkOR6u1DF3wjIyEif3FbJhVX1bxQhkXCYBINR4xzgPklXnN4TggR1YNOyuCVtGwlXbrBBTAsAKsazpmtx1vVhRVP+qvXjH4zxzpna57J9zNhzqmZTmsXlBy0sLUvkuLnu1TlBF72klrlCCYrhJ16SqJbWc69GPn01fW7deM6jGPCG3MW5yyFAb7pk5ohRtdpi+XJuVCoFSjAHMG3R8WXS7VfsjnYyoyFxy5/l1wqoyM+Cs94RFgKGy2QQswqvVqgn7J2++/uTxw/XquWcHztNx7t8pRUIIcwqI0WVI76OwBpsCAFkyEWApctM8qIk7Pz+/f//+g+3x8Gy7LSWNBa1VXaqQlpl3u1292S5fLv3zI1YvfR79lDfi9/1S3wnGqqhvdnEpVZ9Ozjnk+bSgIWrA4GX1xqBl7QmjS6HegO6Hrnu+2XVSeytuNb025d03XMHmamN2K26oU+eunuo7gSof5QNA3DvTp3MHUKr5HrFqUfHLiqGhwTjTXSmol+HKyE9OsC5CrjqiP6up8NcwTQUwp9S1i2NOn/nMZ37ttY9/7rvf88Ybb7zrPZ+zu9qu72wA4a//9e/783/+z+ecAxAAPH36VAlkFouF41u07q0L5WwHahr1vwYiyON0VAcKEGKM3bJPKQ15zDmf98tAk5srEREGYQDBtplxVkMaSmZqAmFgzAKAOtDLY0qQEEIpkjMLI7VNaAgN4de2PWHcH/YxtG2r0ckUY+y7br06u76+Fpk7VzTR7DdSx3n+OFy1YccYZRo8LQM3i7etzSeIMS4WC4phTFPTxGxAarZAVpV1sPyy5/rVpNXemFsOdyncTREj/VfvXlVqThm07ShnLSLqdbQ7Z7/fM0ipSAdcvWr+pHaP3FUvPiCh8r3attV8vYh4pVdsRiwRqb+vjnaMUZljXFcUmzN4dnFeH6tsQIxYjWNUk6NZa42c/IiVUo7HoycnwdBQbDmuzWYjItoRgog6toiI9H7SadxCO1MhTXv194dh0OFX0TCBOae6P1mzNV3TcU4swCBZuBEkImzg0aNHz7/QiZRmtf7IL/78137z73q2315f704oINcIcGNIpIgIFHbdTUTARfurUSd1hCAssSUuJw9CEIgoUuBwmjXhbiAz+yQsNYBkJU0XSjHPV1/7/d63XLctGPa21mvRhnC5LfVktG5GNnio23lVTP5BqPBYzKxkl34mXaOViqvOPV++Wbv23wfjfJ7rchU2MRqel6t25WyUJk4wqTlT1/7eHHDLe61Vc72hbtt0ZTzEkSpdrvejVmqqSDF9Jf1xbj2jq5JYwd3qGoDejC5gBwQAkULTNNx1h+PwqU996vz8/CO/9NHf9OVfVkCY4QMf+LE/+n/8oxd37uRxOrt7T0SOx6PWt7Xm3HXdfr+fpknzxR7e5ZzzVASAhTUSb4xOvZjkoNaQEIBQ+4Rr4+qCmowE5pbjcloBXTSsob0oAoKISICEFAAAMsXQlsL7/aFpWtW3RDlQo8+y3x/z3N5REEmpROoEiFitSE2g3luuZtjOfoNFDPMRbqLXCUopqcwKsbfBWFyBI8XiXfd7TqFMlX3iqttcyfW0bunMP4i4WKxUHlR0AWbSymEYEGfwomubnPNyvaoVsQepej9s2Sew0EHVhZ8+ly4NbtQtc5oWhy0pYETv0MXen9EDaCLSWlcIQbuLStXlwwYFzsaJpF/hzhZby4hWodUOeYij71luzmqDl6sBJ3CTmjcbghxPRf6iIq1RHSK4JgwhsMg0TU0bYS4GQJFcsJAAAozjOBz2aRpCWP3Tf/ITv/nr/+1Fg8cGoruTTdOAEHO2p9UTrpc++XSRQhEuPlIyxhICF45tnMaSUjoej1qgw6aPMSZDEdyyNOp0+Le7enJ3w7c2VHUY/1NjlMjZ4gOu6sxYdTCdQiSApmlSnjuD6GYrtn+QLBdUu9u1jvAzWduDkx4MJ3eAreSggiUV+Nd/jkbf6AfMFcqtAMj1aX2APdOqIDmy1AFV9Qn9eH1ZzSqWqqxCVfIUjWnEBdcZj7HKRNcr4N/o6xCrRnmxugszN+0KEVFAhDebTRubh48fP3z48Hg8fuLTn/rCL/zCn/7pn/6O7/iOOxd3xLwnjdKurq7EZuChQYG9Ky0bg1gbO2YmjE1zyiqQdfMJQir5MBxSSsylbdv9fl+rHjdsYt3C7h/MWs/l1iixADAykpwGBKWSoYBSolKMgpg5A4YQ25wzpwQYBGHKqewPqeS271Iu03RUrIivKlSlo1KhPOtaTmwa1YzqWM3SGOYZJiLS9l2xTni/Wi3Jfv3avKk8TMaRiVWhyMXbf/YCMhuNaDbaH72gWpppmtGTKSUtycSKWUHeEayrWlAhJMtVesoFLGRh474WS5zqnbvZCBVsRIEGXgPXCwYrGa5WK41IxJAFnkCGaj5MqOihlKmwlKLOuLodDpxDmzjt0qXcQYql1rVV8db5BI0RdGv+J5XUNvNSB+tZgVMf1alHLIQAc010FFLxJObCzCAQiLquY8n9Ih4Pz97+2K/snj3pV/dW2bCPc2imIRWg2OSanOeud2bWFFDTUSkAhaXcQEamlJhncGdsGsQh5cwsJZ6miflmu82v/X0xKgLd4FJRBorN0kwVOR9a+F+rZk/IZJvu7QYAzXf2jVRxrC2T6/ra20VLsELlStfeB1mCpfZ5Xfdx1YCqv9RCq0+/c43ji6mKT3XQLXF3+fZrLhYLjbs9cFG/QzdO6VHrK+gT1dzUZKl8ZmaZPa/6wbmasgRVdcGv6Vvgf+LqVYxgg5lzoRgjAY7Dob13r+27yydP33rwYD8cj8fjhz/6ke/4T/6TX/3Yr773ve/dHfbjOGqTh56Q+/fvD8Og+FRN5lLFbuSGQZ2ynJD5yNY707YtBVR3IaWkjl7XdUM6kD6pMcFJKSyysLG0ZA1N0zQNw5Br7g0iEEARYBnTeAI1ZJUoik2XUuIChHG5XK5Wq6ur7TSlMAP7WCQrvfkwDNNuWq/Xh8OxNqguipeXl/og2SCSuhGRoogaddWPAEHdNRrHCRC7rs+YNW+mMYTbbDUk7pWLwQcaa44VEZXV2vCTpQfA2iPEKj26/srhrM0imkFVuuyU9urJKVJZqzWPHz9WDoZbB8EpLlzkkvECFGsZ03XQZL3OyNVQQHdKsz2cE4AewDCORyIKAReLDgBynjR9xTynEJqm6RbL/X7vbP6OGRUr5Gpk4yrLsw5+HGxzT+wpuSoyH/cHdzGDURTrB7mqtp5ARPnolxUpajuJaJqmpjkNHCYigRk+3rYttZEwgFApJQAGgiFPiPDC/fuf/MwjaEJOh1Y202FLHujpqSgVFHcuAFSJfkRElmgOuIhwmt/Q2mCEVPI4jozQ931sm1pfF6uBeJWcrdKg+rQxMj9Pd3rhNFRVUI9b1SVMNkRFX+5QB8M4a9JAkeNe+CqG7giGyvK5CtmwlSq7yaiyNPcnhjqdvUuiUoq+zUdGeOtvNu4EADg/P1cwe9d12vQ/TdN+v9eelNZGj4olMV2luqcTDI+ox+zOnTt37tzRxLfOD5BqlIK+R29e0XV6zHRBtKFJrB/CHwortAYzP3v27Hg8rtdr3V+2so1LBVmPfjDkTGOk8N5Boy176/Va2yP7tkspDdOogOuzi3NBoBh+7bWP/7E/9sd+7ud/7s6du7vdrm+71WoljFxguVi/8vKrXCCGtm16hDAcJxAajtM0ZhCKoV2vzgI1gKhIW919Rf4RUds1x+OREFfLJQK3XVyu+uOwH4/HJoSuafI0jccjMEciYCaASNTG2MYYEAmgCWHRdUTAnKdpGMdjmiZhJsQYqI1NnlKeThg2j2vJqoXb7V4Pdl3xI8vvX9w5n9Lo7qeeAhd15RNVMWZmRZrr1VQP6hY3Nv0YACgEEdFq5HK51GmpbKDhbDMa3ZXxQ+0JlpxzjK0I5syliBY5AKjrFiLYNF0IjQjqGwBIkf4PHz4cx1FTKCEEDWvQQGhPnjzxvicA0Oeqz7X7Xj4Dar/fhxA2m40aFd3TuUaKqAdHz+z19bXGgho46htUAK6urtrqBQDL5fLevXur1arv++vdtWbePQWkmqfrOq2uaX7JLYHn1vS8xIo5TduSuq67urrS6jQR+Rk/Pz/XHdTVngclmQpdr9fKWeIcn3pOaxUXrKSvdk7Puz7p2dnZ+eZM99QLYzDTDaSUxtff+OS9+xdA8vf+2799ftYHGKNBXAkRJWApHEhR+ZrtCjnnXFTvACIeU0IHp2XTsyFOhwwAGMK8wAISYxHBKvngGkfNlNx86Zpq7OYW0h38uheXK6blCgRySoC6FiObzhgNDb1crdHq7K7LYox6TjwEM5MrKqzu+IMlYVxdqleiCRNEPA5795XQyBhSSurvez5Ho8LGyHKD8d95qORmzA2bGEw2Gnsl3hzdJzcTU3VaRr8ULcHFNurPawzubUnl1FNF6ePbhDdzYu7m10dXTtxVs/um03uk6pFWH+o4jSLSX10R0V/+K3/l53/+588353r4p2k6DMcmzqhwRUB73taBIrVbqntxmt5XwIYrZSWbzeMAJWeFDkfoAjWrlXphuvXBaJecW6b2TAGgb2MpyMzCiCCclL0cQgjUtLmUIrxYLQnj4XDY7/dOagYAehTUA9C6Yil8PE4hhL5fppT2+/1m3fvC5mp2dKwYnPSlElKM2AfCyfCEENLNJIygtpCf8EV+ETbgAFRjQd3RPj+/cyvyButH8WiPbtKfqOpxILLagK7rAOjZs2fq5SyXS3Wb2r7zSLq+ZjYwPls+JFSUR7qG7omrMsGKj0EsS9m2C64yUfqn6+trnVx0fX2ts2ueu/dcKeXBgwdtv/AAywGaWsT2I+MHQY2cIvc11FY51yEWKu2uDVRfd83p4/qCivknWZO26vfj8dgv5onzIlLKrMdcSdZ6bw61bU6H5n1LKTGS9kXlNDaRttdPgdvXP/XaZz75sUW/mqFas5RwdSE8UUDbgs7ECTqjz9VNE2MXYh44hNnIM0JKaWIccwnLpVRAcpc2j6G46naBqmaIFa5R18v7xbzyKSJehffj6irPv9QziZp6cyvi4uvWW19+EmgednGj20gvpZlE98U0Aq2rc76SKjqecglV25fem59t1cu11vY78T2uC61YpXRrHQ03Bzy43fXDg8adV8OffAt88QHAM1F+yH2RqRogc8tQ+WOSdSDrWWrbdtH1aI5ht+inYZym6TiN//yDH/zgv/jgolssVssnT56sVstSShOi6r5sfBj6g55JsG5tqDKKqlxEZBgGQFuuwgTYRFKBCwQhIEgBliACOTFzMOK8lBIjYMlShVNuUw+70TYlRgyAwEiZmEs6Pz/f7/dXT68Q8ezivOubwsn9D0RkTtOkzbc0TRPRrAuIaLHo+r5VoKAbALFQIBpssY66Ti/tR6sssc8wAAAGARA0YxAwYJVBFQv3vYmSrMzrAaVmAlQYPM3o+hqsYOCa+oZ9MlauYRgAKOf87ne/++nTp8+ePQOAs7OzKaf63PkzsnGQZGMvd6Xvy8I35+jBzckcKvC5YlJxPTAMw6NHjzyXqBkCvf5xnPyIVYvKitFSz13PKQA4VLo+oSre9+7d06Oh365prpzzYbf3M4hVQrWxAWTF2qo1aL589khFfRgGAPYgPsYocrLlKv8i0mFDREX9Tp4NAMUQA6U0Nu36uBva9fLy0Zuv/dovf9O3/Dsn1jMiUioIAdUsWtqeSimsfcIgABCoRxABCEgSo+gE4srN11VQbVRAmop4stZ9XtG6ZQx9C/34qR50Yin3cXS9ztdnmpnhm81Zuk9k2Xld07Ztn109bW0yHFdRlY6ZVPnw9IvcnFNRO0cqMczzljTG8V34hPMt1ZxVD1k8fCvG61QM7YcVmKyWV1/AlNJ6vdYH96qyRw9QOf7+UtdJnyUbN280/ga0SNztBOKJ25mMzN3NUr1ZbnRrw+O7Rlau8OgYLVDTfWm7mW1Cyfp/6p/+E0S6c+/u1dUVInZdt91uz8/Pd/sh2tRTj47Z5kbU2X+9h9A2EIhYmqYpnMZxJMCc8zgMJWURoYAtBUKSNOWUwEDPACAcQbRuVmJAESgAXBhEaVmbtm2P+5mxPBIRBRERxsh4zKWMgxRe9l0g3F5dA+Fzzz331oNHU8lQqAhr91kQDiFQExlZSEIbMGKWTESL9WJ/deq4liqYq915MuCmiMR+MftVWU8xQjiB30opClNitt5mEj9BUJV5SoUl4yoZLe+I+W7dgN+e+9dYhS9szYzPnj27uLjbVOxezkvoKszzvWilTocS+NnRt6GhJ1QyFVVJVS3KNcmU5qEuMYZxHAFjbCJOslov7t69ezwemya+/fbbiKicTgtaeOOLlkzUyXMMt5tDqdB6IYT9fp+NFmK73aqsetLYz5EXHf3UqKLQsAkAkpEILZdLLe/hacL5zKvqF+GKuU+AAaDpGihFihRzy0QkpWmuGxMv+tj2cXo2/Ktf/sjv/J2/M5oqBCICJEQBUQ/0hPYziRSZU8O5cAkhUNsyyHRMx3FKqZQMpZQCMyFq269axGPKt+TJdQS8w3NHg1f6ArmC02SZl1Zc5rTwrdtfgyZVVkLV2avvV0+nvhPH3vqpq2NG7aZzBVdb77rI7H0JtyAQzcxYJ9fX12gIKH9Fa2orVoMiI9StDUCqqHfpZkLGb0zfE2wsmqtdH5ZUV8X9nCfjGQ6WayY8IUy4Ypb3c1grfTBwXq2wdJ07GzvssZcYm4Xvr/sNuonr9frJkyfMfOfOHQ+e3NPUc46GDXfQty6j42Kpmc9G27Ypj+NxyCXFEBZt0zcxpxEA+qYlgpRSCyQmlnMMVHJAXHZtRKAQqG2kn0PM2S/rzB4D8Dy+FESEEDmnJmB/cZYBnzx9CgBnZ5u+bwE4pRERYyQtsTGr4znI3As67PfbEIJi1cliZaxAmViBjH0j/IS7n0E2z2TOnQaiCrJVG2mxSMJNe+3GilXdnCZLX7rstU1y30XvTen5wKJzLidYkf7w6U9/WkTOz8/btr28vPSh8GyQytrx1+dSRexehSczfeuVfsf1qVjrGREdD6NWRwBAcyy63erwXV1dLZdLsn6xw+HAMvtqmm9wS5YrvjJVNU3TaCpb7Vkyjl79yHa71TVUT0V9vu12e745qyXfFYWW5dQ7FJFhGIZhuLq6Wm/mitFisVBj4d+ijWAuFa4qQVUoYYxRkBBkmqYYibnJeVqvLhIXIPmVX/rwZz758RMIUkSw/tkgR7rbADCTHIQgUhENngazBKH5VOtyYFsYT4hdV/pStbzW3+5qt7aQritrqY1W5QtWRQlhnlit73Rwrl7cZaKU4q662BxqvNlNXhskMipmNftocUCMcbfb6TFTmdDcX9/3y1XPN4eFqfB544lvucqu3j9Y76Xrd70Nf0axfKJ+Ed4EsHqYAlUnQa0s6iMqRjWRbHaxv4eICE9AUj+BdLO3q/6vHhL/p7/8U64jZoVOp8Y0DWKQaJymfrnQI6oAgVLy2dnZbrdbLM9zLupzq+DE2AJAKUKkbgoSxRBmt+hqt815IqJVPzNNgVAbYt/3fdflcZiGEZClcADs+8X+uAtETXNK9HlRUc15Y7TJ+gpkSHbAEJomxLbtQmyHYbi4d/9wPP7Sxz726MGD9WbdtP3Dtx9c3L/vei0a/R8iAkouCQDaboEEw3gUYKS+TCcMolsmjTixKvm4Qud8Y5IihhOvzq2kv4pWwJMDUXtaznLKFU0WEQ3Hyaz1DDRSwS5ZtQ8ECoQRgQkl0Hy43B0hs1t3797d7Q56ZJhZu6Xu3bt3tb12mSGrrrVtqzn0ZIMq2VI6nrF0CXcfrlapaKU13UddOi8hKKmc2KzQu3fviiV8Lp/tyOZ5eUbLe1D0TtyTK6VsNpunT5/mnL0+rEdbU76at3A3aL1euyDVjyyGB/Vai8IlsjUw05z+arRUCcb14ptFRBTmPifLmsQQCQMBFy65gEDJJXHchGksy2V/uHrysV/9pXllSxEiQgDmGQwa40lQoPI4csWcpcmfAMqkGBhmnyLnPAyjYMiA2MypG6jcRqx4gfyX9YqYzBXfTq/M1H4lER2HyY2By7RHScGK4K6VFDDtRgirfH19J1jlUlw1YJU8jTF6gKbWm6xbxO2WWGfgrDsqguI6lS+V4+xG7pbqhIphzY2iK3QxZivfI4sZxRU0WwkdLYcYDYWdjIiRmVlmAtsYvUv8ZBfrl29lrf190Rz77JZVf47BTmaZSilN26opUiTf+Z2LkvJ2uyXC1WpF1q+nt73f76UqnLhbkA0zzsy7/R6kEBEUbtpARAiBmbfX1xcvv7I+P89pRFbeU7y4uLg6bBeLhUJBVJAUZOJoP9+pPINrB2XIJAgxxkW/Wq/Xfb/ImS/u3JlY7vz3P/1T/90/Szm3TQA8gdxijBQQUABFp3z40W2ahkhtrbhIkKVZ0GBptf12KfUXM6eSScitsjZj+tsAoFRbVl+NmTXB7XuqXwoAILF2xTxD62fE87oemZVStErZdZ0wejiiOvTs7Ozp06fr9frZs2fvete7DsPRDZsfYe870bA1WBeVWqlgOAK0/JVmBamqIuhBC0YhU6zOoX/1FIpuPQA8ePBAe6xUj9daCKwtnw17ot8YDVcCRiVgmncuinjtQa2CCth4vMEtBtUQoWy0Ah40I+Iw7sDox3WYTKx4AGsvYT7mQO7scgISJBCsYCDTeGRumqanJnz8tY/FW2cbUXk/TkJT/YyIOKUEwLPUTInNLCdD49iLmIgAyZCLt+TGn8G/CA2cQxUKCCueZM/6qW3UI+qKYDLWbLcNrr6xQgfRTaZ+sQxMMJIprAqqxaqXwRC7+htdSjUAivpyTY12WsBmFdUS0BjpabDpIvWt6pfqQzkmFa1Hkaw8bjb7NJ4bq+w8WXDD1obmcqlKv1jXIhoHsjqM+ptsVNW+qlBBUGqpqM2AP7IbTgUC6hnO1klPBnkU6+yPVthHIs1+EuDZ2dn19dWDBw+ef/75KYkmlEREu8Gd9AKrbLUbsIuLC0IppZQpiUgTm5JlOB6WbfPcvbvv/bzPW/VdCAFEFovu5RdeLA0qDmS9Xnt3YYzx4uJCcYRsKMn55B+3CtgYj0PO3FDo+2XX9ov16tHjp/dfeP6Lf+OXMMLffv/75fLp57zn3ZfX+2EYkCCWwDJTvkRjc8x5GsejBv6KArq7uVuqgrwLYWPzFXzNdT27dq4KjuOYea7qz1wIeNovEbG85ElU/ADWJ9EfVt/ed0uHNngZrDbAbh01wQ14Kz8JeiSvrq5Wq5Vammma3ve+9/3cz/3cW2+91XStK1a9oMK9lstltC4ll9gQgna0QQWW16OkjQ5+EXcLtM3CgzA9kuo+D8M8elNxmfN6dvFwOHhAr+dI10T9j2jIcv15t9t5yKhxAADosAoRUWdCRFRLeMqhVm5iZYYa46tgf40kxCiPQkDFkStTS72PIlJKRsRuznBALpymCQtEwkjYhFBwbGJ/OByAulIQoPnUJz4ZM0MqwsydTspNBQPGpi2SmDIEQkJAZEEBERQmBPNxY4zCSYigCFBI40REXGQqJVPIQu16jXzqQsIqxX/Lk+UK9TjdnOvrhiEZKcf5+bkeQkRMJa/Xa0QYDgdmVmDW4bCbUgwh5DJ7vhrj51zats/GFeOnKNq4eTZ8JBj2lprZmWXLmBt/6g0EvfuJ43QUSyutVqvVapWq6UVyM9NV62WwQpzqaxVTPRjr9Vo7BpqmSVNBRBAN1woACCCFkNIUQlAh6PuehZWGpWk6PzAhBASMIYRFs9vtmqZhAkRoYocQhAUQFfWklsbPkgcfGtJ6nFtKUdZ1sCEq7rQCgAOuNH0xqzwuGAkDLNte2+UPhwMFZTvoAWQYBmRsupZiYBCBse2w7fD6+rrvu3FMi8WibfvD4ZBSKmUuOU7ToIovtbDbHwJLQM7HYdn3S8Jp2n3Re7/oj/7B3x+aeLm9fvHVV7pFv7lzd7FYLNqVntJorQO1k+i+lSdtqQRmzjx3k6WUEhdhxEAvnd8fx/HeS/f/7J/7C5fXxw/82AcitnHcLaWJoTlsB0FYrVYsEqglokwiRBEC5MClBG7WTVOEQ2PsIDmFEGLbCELOGQRCCOM0nZ2d7ff7EKhp28JMSBRDA21TeVEA0IQbhOEoQiwQEQEBAI2ZR7KAQGjCZANMiE++yH64CiFAkJRLydS2LRCUktyTnV2Tpmk6dchaZkZqc865IBEx8NV2N01T2y+O49A0TREGwrOL87feeuusbTTqUiddXfLdbqfdA6rBxViG0IChzHx+fq6+4Ha79XBcG33xBt7k9L9iVaXNZgMAXKCJLUK4vtqdn90hiof9IZXdZrOJMQ7DcH6+efLkyW63xWqGh0hpmkCkfQbT/fvP35ITPQvPPfdc7dFqhoCImtgPw5CLxCaEEDglFkAKOU+hiYIwTGMRXqx69QnGQdFfIIxpkuurg0ZIx/HYxrbve4RQSuESQAgQ93m/WCzahvJhCFn6uCCilApQLxggtJu+Px6PZdh3ITz+5C/OpUKZ60invDxVJXWRWXExc9MspAADlJyYuWQu0yRTDtjODnJON9JE1VA9d+fxJssHVklntDRLqJpv0fhs1X/0oTF1VV2t+mq1CiH0fa8j5eRmmkLewVyGhliIN6kp3LvxzImKowrHbrdT88MVbQtVQEn/OnepbuVSPIPpylGqkLY2jXXZABFLvkGR5Gtbh1lsJL2egnTz6U+9WCywKn6QTWXIhj2vr0lWC6GqbBiMzqWWEw871E/3xfesRdfP6Cm1nQp2Ph6P9+7dc22lhkQN5507dzR33HVdEzvEcDweD4dBvXV1vgB4moY8z26TtmmWTTvstvfv329E3nzj9U3bfsM3fMO9e/d2h/3Z2dnZ2VlsuvPz8/V63YZeG1fmJzVaBX+iWA1UEBFOAACtiHobWZiZQejRk8f7/f7VV1997bVPvOfzPu87vuM7PvShD338Ex9/8c4LmunKMtflppSSUULqmuj+ElGkIHgj6vKEr8c6UqVGmZnzTAngYQFYCqJ2530L/A1kCOn6Htxp92PovwdLRPjKUDV+Tgzv2Pfkp4ytTVJ9YbbewLZtHz16tN1u3btXDx0AWhu9OwyDNkN5OlczJC63qv3dbKveVy9EQ2399uur7WTDtKEaC+rcYqkaikBEy26px4qIPHlb2xvnbJg7jS1zq9fRxjHtOa39BrQ5rFxmQEey8TvqUFLoXAkQnXjuxFpq3GNWb9URSsWaXvUpUoGcmYhiaAn1CqhOWykSoyhMMQSMkZhhDsxtj28gMokIsS76FWbBXMRS97NfH6MwRGpCAqLJfw9KhWFLX6wC7Lrel+aWvfF7YCvBo3mmUmHe57w/zllvsW4L19p+Nahyne4Q0c30patvrBL9RKTs7Wh5mNbmt/gN1+rPVb+fJbdqjZGMR2N/U3H3BOWtkMi5evyp6+W6deDBZrl41t5Xuz7ArtYBQOtRHsSIYU/JWud8s9yfYgvV/Z2lKj7XuqlU2HmoCKDQpphmo1Cfpd/2QmXDf6OGU6O99XojjNrJQRQVLapJ2xjJlyLnadGHnMv11fbOapPyJAC/8Uv+jd/ytV/XdH3e7S8u7p6f3cE2nm3OF+tVQ03TNBQC6BLN+wVgJWYQOeGcADidoK6Ys5Y4uMBz9+6r2nruueeePX36le9733/55/7cH/7Df3im02kiEQHNWbUC4p3zKJBzLup6RywyAwo8YQIAGtfWnoEbJBeYWvA8mA5G9g4eZKcTBAOrbKfXimpXDGeKl3nwhxirQYxRJ9h4blAVXTGMpt+PWErTiUX12x88eKAQGh3gVao5KtEmlJ2dnal4bLdbHZWszVZklaFkg2CD4dZyxbLFxhEEVYpSrCw3juNquSGj1ogx5swxxinNPP5t215fX3s5d7fbBestR0O+jOO4WKzcwUpGvptndr+cjc7dneycpe97xHmSlcJGAaWJje8aVcOZ3VSDlbuDobMceuSHSxc8p7klSzlCFLxjt4GllMJJOS5LmU5FbaJYK6BZo+EtyrMiIoAAaFXsEChGLgiAIQQMUQQZKAQqgbLcUD1cJbVDqI/VScdpBsYO89z2qYLo+uLq6kqFabPZKPNEspnO2hgiRt8hVa5fKrjkLe+mfgNW7lKtuXRXNK3hig9vImSISA9U7QGhmXE/YLceUyoXvv52zwW7BULEpu3qtD4ZowtXvbi+4JrsIoOHUsWu4RwvnsBReb1Vx/bHdDN56/r++PWZh8rl98fUHU9JEY0KMyNEirHpezgcjk3T9P0CYO767rqOKOx2O5GZnG63PaiCOjs7e+GFFzRVakZ9brOIFJBpGo6BwjgMx+vru5uLr/7qr757594wHBHx/PxiszmLi269XjMSNRFjACJWTwoBEAUQyRfzxqoSELBIzsAsAIV5SomzLJfLuxd3nj59+vLLr7z22mtvvfHmf/AHfv8/+Ht//x/+wx+OIbZ9B5U9VkugFyxGtTvraDiBgMXcwPogePCnclXMQ6p3oRZj160uw37APRrQ6NlF1K2CS507oWDeTMkTVCyeioUFGz/gkuBGPcaotl8F73A4eFeXvnQflVtNbUNTTSXSAnIIQeUZq+CbLYKnaoh8MqLfrjVijGpOjipoLdv6qLuUZsYqsAKyDph0ViL1rhyS185DWmbSDo1CRER5kNTwBAOh+AYtFh0i6KRFsZ5eASYbCdA0gSgk4xYNUaE5wlJYmAsUVtKqzMwChQKGiKQSJRKoYRYARpwNM3OpthinKeecmqYBLCxJC8o3FEStfVwEXWliAAJKjMwspXDJnEpJU8Q2seScp5xKKRCJmadxbE3ju0iJgWpdb/oX3RKg+qsdgAxVx2xKacpzQO1V4ltO0K1og6scVLFGrWj9je7+VEFG1FtSnhCv+Uw2Jcpv1c9Y/VCe9qmNDVulgax3IVoLu3+1Hi28GcWLJZrcwfcnVfahbPwh6kaddq1S5aogNHOqvo+fNH+QWtHf2ohwE/jvC1tLuXv0+tSl6vlo+969Faz44/TbG6Np1DdrC49ji1y1+WqYgQkaNRNRR31ALBje9fK7ht0uZ/6qr/q3fsMXf0kpZcplszlbbTZN26/XZ4vV5ngcyUdoaXJAHe1brbY3Qa4MIoTUxD4Ec0pkv93lnO/fv3/5+Mnz9+5fXV1N2/Ebv/63/sj/+0cVoAxpSsXG+7QzBhcASAARo1bCBRBmggFdEGdJU7xAqEb6sJHARJvuoG9wjUM3E0H6p2IYbn95Ki/dZJnmqnTnOyVV2kFF1N42t9fU5qfeXFejbLxhOnXZWzj17OtEBBXdJ0+eaEonhKDNNN696MLjKMnGSD1z1UDQtm3Oh2wD/tD6BtybUSeaZozyPHlRz5G+TdWOZkfJXnUuVyNRz1zVesxLYr5iAKAVDnVnUQeNleQ15BAwhJYM0gZKYGzEB361end8Hy0aY03A53xSgwBAVJhV72UADgG7rkEUxVafRnlA5TXMuwhFcefzmRxGIuSSUx6xlEbDSYyAAbGwYE7q48QQAli8Nsv6iRSleErnlirx2xBLMqLBLvWd2i6h1Z5pmhR76uppPqKVtq0Vk/syUuVGqMpok4GOs/HTCUixMYcqLgDgZG21Sp19qKqhxs0DVCMnXTqpYv2GKkwpVQMtVK4c3yTxrzdr9iNMU0MVVXi9JFv7IpgTh5Zku2W63JSWd9Rv2PKSUJk9qWJEsdCh/rpae7oic29DT6MyYurB8zmr+/3+/Hydc8k57/d71fXMfDweHzx4ANZn1/ctc9Zzsl4s0zRBYSLa7/d379792q/92pdffnkqHGN7dn6nbftSRHH8WvSSz5Zh+9e9MAARoRAioEAUiFPKmQnw4cOHd88vnjx8vFosu6ZN45TH6ezsTIUH0jzETaxPbd7WlJkZ9edcqD31A/pGs+VC6+x/vVnuSnsKTtEj9culFKpkndwUV6ogQF4e0KPnUYiufxM7vyYabVQIATG4r+2uDFvuQjzpYXRvug76WT+DHpH4ufCzqUB4MSC12gz1JqOBpMnSuV3XjTK6J1RsaggzK9eTemBoWWiwmi1YpKJRi96qGntHAWn06aEPWkFF6xzJyL7gZr86WoJo9rqklALqXDqVjisTP9RgSFOwoqAfXrcEM3AZ20BFOUh8d8R41Nu2RYLYUGyoaUNs+hiRAAAFoLCwCDMUkVwCqoQjCYAISkFh4DyNJUYSEWRBxNi2GAQlcAHMICJTyZnnxF+oiMfB4C5slR/XnrVD5+Rr7kuKDRipbYkfVNVlepbUXOvxCBX8lKrotbUpDVIxjHKVkrrlAblKVbFz5ehC5iZKH/lwHNzvdi0M1oPmuKbGuOTqIipXVTiqMkvlZp3Z77P+YLTxYcUwc8WwevXy+vU9RXbre2cwX/W9tcvpVybLS1JVO6k3xTNUboP1T9v9XhOpsRoY4GfPd8HV0PF4JIraidM2M3lLzvzcc8/pSnZdFwJOU1FD2DHncQKRZ0+fSi5f/uVf/qVf+mXLxeJ4PLZ9uz6/WCzXGEiASmaKIXMBAkJFL4Kl/YXwZhBgdkGqn4FAsmThUspqtVovlofD4Wy9mcZRmFd3N1dPLy8uLhQ3rCVNqmCUc5GjcEpJLAuk2TmXTM+5u3/tu6YLHkOMNg9HzD1PFcmHv18FOFkRUiqPHqthkPqDh5jZaFGyjdgEteLEfvSIiOjEZ+X6qzHmLv/NMAw6mMUPtS6OqstsEPBa5WleSGPB5XKp34iI6tmoDGhCXAyxFgwqrf6Ey9U4zlG7knSqutDrEBEAKdZOxV5b0xUHrHqJmXe7ne5jCEEBpiE0+iBqMzwa0E/56XbB1kmIc3BGp35JRInxRg6DCBBlmtItFeFOWF1jAJsiGWimdM1sG4RsvdkFQEMxKSWNoyBiDCGaFhCRk8WO1pJey1Appeu0HzpJCTArR1EbkRmGKR+P4ygSS9HO4toBCTZK15fGA0xfCLeZUvXoepKHmQ+Hw263G8YBAFbLFdvzF2uwcgUNFZjBFVBzk8uJDFwUbICMu6W63IRkyetUbFKdVxpqNxwsk14/lC9gqdqS3RPkqpOeb7Z0z+qmatdUA0MY3Q0kS+JrbvTWd8UYFY3g16y9hskGv7hsqSc+TmOo5mViRXPkdkKqara7tLcsjTtWtZlhZk86xWoSA+Ip748zYqFo3C0iy+Xy4uLi6dNLLnA8juv1mgjattVSXkopRgJgIur7/urpJbCcbVbH/fbevXtf9VVf9fzzzz979hQDNU23Xq8352dCSk2BMcSRGYgElNxfdA9YhOFUwwAANK0vmpEViUgBAQOGECDA06dP+75P0wQifd9HpOHJVvm8ttvtcZx5yGOMLAKI2+1WkYtu8Nq2jRR2w07fqYrJO0j0h2DVTjSPeBxGV0BkxZ5g7B0uWu7WaMpI0Qe1P1F7PGIlVrY0FFgV0Tn4NHXu2SePUVI6zfjV/ga9B1Wg2vut/+37fr1e5zypIo4xxki1ikg26aFtYwjaInBcLFb6RTpUUqsFmk1SMQsGWdYkwaInV6DFxgiGEFJKys69NLZKtVVUFb0ULaonRYsTZGVqXa5pmgCyq4JcTQoTG+bhJ3R2aA5DCCE2IZeU8ny6x/HoAVDOOecJzHnyfXfTLjYERQwdo0GV9gpAiE0TFX+jh1egTNPUdU1K0DRN2zal5OPxOE4sIidd6VcPIajDpSYFqjxgjDEnEUms8aDmuAFDaKYxLVbrVN566+23u9BkoJQSi4RmXvFitXIN8bCaleP6Tl2PxWKhX61eqtZ/qGqI1dMy69N8mono4p6t0xWt4KycfxpyYoUmnr0wo8RRsTZT17mL6o6GnhAf+mOu4Il8VNEO6kdTla/XriidgxFC0HPINxPubib1PCcbmV2bmdForp39hg2elKxlXP2aGKM23dSBDhgFhV5fEzLOG15KWS6W/k89gZ81nFLmSzUw0fprdIlam3+QUur73qlsROTs7IxCq1b8eNgvl8smdsMwlJK7rsM+gMDxMKaUuy5IwBhagUl1Zc752eX1YrG6urpaLFZuFHGusc95g77pHz16AGWRp/T5X/b5v+0bvvHNt9/umtB13dmdi6ZtQ2hi10JsAEFpnF0/Is4Y+UA3EAoAIGCBF2jBDYVlSizMJWU1FjHG4XgspQTAB0+evPSez1kvV48fP3706NHm/ExBqKoUYjOT+uackcVPhC6U8k8EG1PllpJsQlZKSTFCmvrzlHRKSfMADtZ0H8LdEeXfD1Vm31P5aJkf99813aERibIQOi2zIrL84uOYmHm5XCqrmL6yNdx4mWq1WukR82ZA5hOvogtkYzQ7jQ2j1rhhu90Ow6R9G0+ePFGnQU2LyqF+6W6304PAzIfDDqyyuNls9DSpQW3bVmllD4fDOI5N0202mymP6hreu3fPW7ccmNtUo3LMgQuHw0Fr2ir5eh49A3MSId0O4Ni0CmdSvqCua0RO6AyAuWGNmReLxX53HWNcrRbL5TLnvN1uc84xUtM0u91OhGPsAPj6+lpPetssFQHvJW5l79dGs2kaQ6ApDf2i1aTWjLiiqmrnvrOIzFUA0OBA/yciWhgAAFTgKCNlmZo5YUJEEkIoIVA1I9dfKjHuSrgU8qluk28lQ7DKzGKVZ4AqBeGpGLHJcG4VwLL/wVBxueq6ri0cVP2Qrnb1g+7DUlVSo4oW0VRk8FMhFe1drPoMoALbFStWu0jpf3XAC9sLrHGhbaNDHbxSpOfHW0B1+sRisSDLzPqzuJcHN7FxYE6oWJmaK0IVVQS1KFeBKtWRIlQQz3qb/AH3+z3ZBAK9uOs+sHFU7oKllJBK182D4PX4XVxcAMwkd3rDRKBI0JTSuN2frdbPLp/cPT//5m/6puvr6xBxPxzv3L+nlLzURCRCAkAQAa7u8J2y+llfIiAiqMtuSrZt2ydPnqyWS32Wvu/lMG63W4cSIqKO+8ilQCB1q3POaRj1SQFACsc+qiunCkXfpu6IBkbuHOgh8oYsX+1aL6tyxwrmMOXTvF/fTffKXSbB4okaruYVRahS0jgPsGON1aZp9oLrN6uTUYt3sZf+6ObKfVt34NSVVlfGH8pRf2L9mP74bHkhd/5cmdRnLaVUsiTjmfD31N6YqyBd6lAhtoMVTYPRvTmSYq5FrdduWesL6qnUNen7PgTUMq9Z66IDjYphVd0V0wqZZ7rYsr7qJeu3K/cGIgKwGhUKQBgQlQ62sAKHDHvStm0URiAijEBz0kpOteP5+bkaENHERqQImMFAAEEGyaUQw/44FhB2LrBSUjoVA2tJdQ/ac02+N9kJs26WbWs966fRdb2KowcxdRLJJY+qoSsqYVR1WPhl64SJ0iPr3rub73fCFWJSJS/eHCrpAsRV+dT/VH91bavAisYar9xQtRDqMFPkdg1cjOJUnZdYjZmuX1SBi0qFKAXL/LJl/90T1A+yAZz9kEuVEYIKRHjLhIsxPrptYGOQz9bv4zEWWtqUQlwslvv9vuv6ruty5s1mczyOShtnyk5yZvVVF5FefPH56+vHv/mrvupbvuWbLp8+Xq1WbRvPzzfL9aLtuxgJiXQbBAHx5Oz/uhbgnQQYGAhBZs2oGIHVanXYHTCGlBKuOu0O00zCfr9v+05EhmEoIK7CZodAZcOEUF3aGvGiMZAfdc0M+Er6evqZctdBLCviVtYj19psUMXX7XIebsxlOlXjQghTmtMDVNWQuWp98q3Xa9aV6vqe3bXCmwANqZjYxbrM2rZV/UhWrsAqjelumVQNmCAnj0cltt7EXE2Fmu2QAd+hooqpjVZ9EJh5GObhw14uLjZHHm5aETeoHhOXktSD0YHeAFxK0RgaAMbpmPO0Xp1nazTzI0lE2+0Wrfih3ZQ0z3UviKb3oCh4x31WvedSQQlio/UlRIDAIijAhUUENdoF5Lnvi6UwSGljl1gCE/tMFRZhIoqpyLOrbZpKZgFWeLPU/LGhKmRpzs7dYd+zcgKWnQC86IztN5lnAAAJ3SCDOSmqTeqD4Y8Npun0BQCpGrXhe+Zf2janorQYWtkPD9/EwkvFyuSqP9ws37ksuqfsQuYfQcR5xLl1imk2Jufs6Au3WNHGmFQ503ngweFw0KIFVJGNrkmseF24Kj+ojfQMcu3d+zoUaxoIFVW1v9OPcX3a64ugIRR9NW65XcVYJUIIFGaN5pZmGIaU8nq9drEWKSnNuXIchv319dli9Vt+y7+lBAApjWdnZ4vVsut7jCgIRRhBxxpBhWmFXycGcK0lCCQAAtoogDJb3DFlzemnnDt1jAA+8YlPCMx0YNvttk3TMAzPrq6omQfdxBjbEJumURSQEIcYdMvUnqlG6LpOOXBcbtXt1byHWOWsWOHK1/yd/iwZIMJlEoxXx88gWklZt9j1Tq3KNfftNialWYoUTa/7UrtByQgH60uJCPOkwiMiADPOLc+tKqeB4URz6nKauL6ya3w/v7XdIqJscFsPf9EaLcHGX7soppQo3vDSfA3rICMYhi2l1LZzZOC8od5R7yqiVtyaFIXZ2T85nZr395ukAI7vQmvmh6phNt6c5xys1jKlkYUDBUQk0RgFc8amaUKgUgrCieIl5zyjjurT6A6pQh7m3yMTQFDeiZwLZ9eIyEFE2m5xGPLl5WXmIoLCZoer9HGtCjVD57ogG7pRp6/5xrveqZVs7TUX63Or1StWGQn3oF2t+0N5uAM3RytA1cckFQjHj41qqPpLXQMWTpXWOOl03zn/dn1lY973O/TPgjkp2TDazAzdjRkdLqy5wpaJQeJ80TzUqNeqXka/Tw90osGKuMrjufrwR/P1oZsvfS7/Irjpb/rLM1TKn+WmGqzwFUH2+50ON8459/3y+vq6aTptCU7zqLWsHtB6vZ6O+zfe/vS3fOM3ffEX/YaHD95q27Zt4/mds75vm3b2EAEYMahP//9z4sdWAIABCBFEWICZoTAzHw8HBDgOAzM/u7r63M/93J/55x/88C99dLVcMTMbPbIui2bwZ6WAhIhiSllttleqyOipfXMd+BFCmKZpuVmoAcAKCFQb0WIozFtn5xbaAo2nq1Y6an54HqRBnvYUmTuZ2apKKiNow9yx8p31nz4BKVTgzlLKMMzT4X3fszGAeg0s3pyB6orVD0s+cSCfeDWwCrhN+OeksZqxkm/Msg/GAOGyqp9ypYFVLK4bESoEBBmXtT5LY7TVyYgustGcKGCB2XIGMYaATbMAdUaRh/Hgx9nntPuD18/uqslR3QbcCIggAo5HyTkBRL35GNomdsJIBLFkcQI/ACCKRGwLPT8zIDu8Nw1Tzjkzw9wqSUUkYOi67mo/Pn12hRiaGBKiCBBR1/f1lrj6oyqz70YYK4IBohN1onrKtZvsCjen+c1c5f6gMrxwk/+EiJw3FM1jVRvuht3tsJ+3W84FGLa3thlU9ROIZdL9lvRgeIsTeorjJqm3n8+zszO0yfUOILn1XS5VIuJFLURUrLSigDzmdX1dr7a+guGv0RwiXzQ2WiGpSOr9QJJxBLkhZCuZQOWX1YYtxjbGlnli5pQKz+VTVEL/ptHCu64qjGMSkGEY1uu1nlIt3ynqo8ryFdcUhWAR22/55m9eLvv9fkvU3rl7sdmsu0XXtm2ICAiIAWmu6v5P1P8AAoQggCLCeY7M9DaGNLbD0PbdYbdf3t38wA/+4BtvvvncSy/v93sMtG4binP99vz8/HA4WBUniwiIEFET5uSvYrd0U47H43a7XVp1QfHpGhoGa5QFi5hrb8aly9WHiGA45Z2gMuRQBcHBZsxxlc0P4URimHPW8bHlJocK3GxWkmq+gjM8uxJQRW/Z5s/CPaX3ViqGkpyzzkF0QXUpbWyYpSvu+bPA1ebNR9gVt1jhgYhibHU362Pu79FcjZe1/cho9sbPPjNrsv7i4qJ2gPxoH497P8vF+hJcmzGzQvgdpjikg5KSuD3TJSwl+/Z5ik/9MaKTn21abl7JYsNayFpr4+zQwclDBHPriG5Mmp0XIjYAIKUQEQMkLoiAgEJ4OBwuLy9DCF2/ZKQkghiDJQPqCoyrDH1yMCMcjfXJc5G1KwE3HU8XXC9wsSUu652DyuS4R1w/rIu1f9Zll4jGPBfB/ClUgOYaut2wu8mKH8HK1/bvqleSbhJpndSLadJQVYDJWmNERNkB62UxsTjl2bPh3mpvvXZkwMrvdDMsc9MLlY9mHkSuD3B9omoV/1mNfX0sY5xRep7UYhsC5VcO5reUUgCSTtfrug4h55yVKDjGeHFxAXNiN2nkrVL0jd/4W1966YWrq0siQpoNf9M01AQIQQAFGEAf+X9yBAAA2iBTWFJKeZxKKQAzKFNT1c+98PxHfu4Xf/zHf1wMu9w0EQJN1t+vNb05XUknY1mgKN8v162I3tM0jqUC/KCNGvUiSrkJhxNDCkDlMbh7VMqJ+aD2P6Ih7rCiba9rA7rdORe3Lh4pinGc+JGJRk+dqulD/qXMrHA1qbDLZLOD9FyndAqpc84x9i4qbO07Ulk4MJfOrnmj5ODr4yrIxRit2OClhVrzgFnT2kMSkfV6nW2CmJdeiEj7CXzxm9MgwhMkxKxjIJqpc1myrx5UFRSyUWj+S80TFhuS6BxlaSYL0raApDoGqtSFGwDdKcOTQnDeN+Y5/af8Ejq4Q5eAmc+Wm5CmoFh+5pKlFC4gUsrxeNR2zaZpjnkO59OcLs5QZYfZkIVwUy2CZdXBCllu1evwFiql5voiGS+SZwDBbABbbcpVmxNA6qd8g10VusYM4cQGqmGs730IQUEaNbl0KUlOhne+ZrDeFrUfUAXjrmHJMKO6XDpBzB1wL+K5OUF7qf3v+z6lpByHGjDlnPf7vYIEsGqndF1QX0TMQdAuXKnCBX2/o0HczLiXV1sguGlc6zPmv0Gbr+CrHW3sGhvMQ9HWbdsWzqvVahiG1aph5t3u6vnnnz8ej4fDQXXlfr9Paez7Vn3nz3/x7u/9vb+367qcp7ZrLi4u2rbdnK18czWFo4UtLkDhdnn8s77QawACMCOIpLrnoJjX8XDc7/fvfu97/ov/4r94++23FS48DAPFACAzVDEEF5imaRZtBwDTOE7TxLkULIpWYuvV6Pte3X/Vvypy2obqXbW14tMSYq6gYsGAxWKTp1xj+pHxvhAA8Lqouwht28Y40xXo/roCUu2T8wx4n6YTAltvWAE8tcviQkVEfd/pexQeGgxIo5hRj/vdyXMNDpWDBVbJ0396IlREAKpmVLmBRnHJ11cxcBFVGBC/5+PxqKk5z13r8Vwul/v93rtwvH5W7IXm2roa8d+XuXkINarzGwtW9huGAewB2fJ4etvZWpcUvlUMd1d37ZQqd12dPgohdl0fYxNCiJ54AMICUkoqFJmZA2YpwgKhbwisSCW7MgyHfYOwjLGMU8wi0IzYXA3lWcGnjLRY7o67QpDL1MeulEgVI7yudbgJL3O/Q/+qiFefsuLu8C3logpomqaA1HUdBAEWYeFcEDE5dDc2zAwsc02bGVhyTsqjS0QowKWgAAosun4cRxTomlYKhxhbCiWXzElEIiBQ6Jq27/vD9RZy4Sm1bbtcb4ZhOB6PJDCZGvUkrCYruq7TQ6smmoicwLbOb4oVQlSk3K/RqPB4PBIEzSCXnPVtzLzo+6urq0Xf61nqu06bGHfbrWtzVwpSpac0sFX5C9ZsouBr70d15UI25yuEcDwe1+v14XDQh1XnV5HI7kCp0PvYDfV5tXE3Z1ZXiChWhjkwCyLE2IrM0PKCWQCoC9fjAQIu750doTDCNo+bNu73u75vmwhPHj3smibG8Pt/97f2QmdNP2FYtJt1f75aXgwHOb/TsxBB1OKtCAginYACn+UlBv/HUx8YCAiCpuYGThkBqGDO06pdbK+3QPjyy+/60M9/5Md+4idDt3zulZfffPw2LtqEksahXyxCCNfX120peZzu37/PzOq/xxjXm812uw1Cx8M40jyUHK0derVaNU0kwhAIAJomMmciAZC+n4cZpJSG4ZjStFgsxnFYrVal5FJy17UiPI6jggXIhkvrR5hZvYdiaDoPbYlomubO8GmaEMKib8mKoohBt+94HAEAgKYpN4QoLKkAIoECbTUVEyK2GChn5iJN7BAxTWmM2n6Efb/WyzJzjLM5X2+WIeI4TlkjH2RdDVUFOhAGKuwfmKdYjBIDxV0rAQBCyomncdDCg/tezMycQ8CmW+Gceh0BoG3bxUIZ39pxHHPmEIKChmhmEp2GYRiGY4yNxqbBhvpiNeRVUctqvC3nnHKeiCDGrmmalEeWWa3lnLuu7fuulHLcTynNGZG+n5ufp+nYNE0pjEjL5UqV5ziOh8Oh709MG16/0S4oNdtEuFotd7vt/fv3r66uottSVke+KnUyM1TtJFBV/ApIBig5p8SMmASB2mGYppwCKwyAGmqIqJjluXUdt8C1Qa7DTKhy4rUFqyMAMGy4O+BcodfhZjHHragrRHeNxTInVMGQZieIsY74ak9B5bWGkWk2w4N3j+PU/rlOrDEtmomr/Rr9Z+3c1c61ToCq44ac8/F4bKpZY/69ejxOW1y16RebAYDWhRutz0UfJFhbAACogvBKiX51Y4z8Ku4i4gi2bCOTNPyvY3Zdf3WUauMElVOmS6frM6VCFAU15hCWkagA0AvPPf/wrbcXfVuEL87PI71w3O/+3d/xO1959V2r1WqapmEa++W6bdv1er06OxO5zZb6/8dLQKRwqcYTcSmSdcXkOA4xxouL8//sT//pT3ziE+/6nHc/e/ZMfdj6q4NRxKDRfJaKG9w9QRFhPom6QkdCVQjFOYXSurIrVgBQREq93e5IgZyaPHSzhmHYbrf1efET4d6xKwSXxhgjwCn7LyL6z5nji09TlMucQyctG0hVNa2TLWhBqvlD4tG2dxdO0+gcYlwRk2hDHFT5g8bIhTgnz35gNYfLrYUDaqPhmMVgzfpXVeWO3wdzWFW2mVkHAJDxjErFMeNSXapJgnYkT25fqfo97WicygZ+KLDKRfuKuTBoQgJvamzEG6WaW2eNlMFDr8LCDAIgShWtXzCnSE86t8RAiSgghBCEYgiFKAK2xwmvr68nLk3OYoQqKWWRxnMs7zzk+kvX+P4DVskK1x1+hfpMOhLWcY1Qjc/1hQgG5Jeqd8m/C6v4FC19pAH+ol1ApZ39jKl3r4rghsmJVO+c3iQR+cgLuGn/GuMrl6otSw98M7NrnbrbPAL1c6jbp/64p9RLKXWjsi+gVPUotQ2eOM7Gl+JhpgLaNLwthkPVXlOoqIqomu7pq80GDiGrcXk+QSNWT0144lG5GeqVwbkwExFDIILAWVgpUojC9eWz1WoRBBDwjc98umvi7/5d/96///v+N+PDR0QkSOeL5fPPP3/nzp1ZZdBNuUH5/1oARpgd/vnRYN4FEREDUvthm6bx7OysbfuPfOSjH/jAB4Y8KYNNt1nkCjnuu+ZZr1lPVb1+txZTt2Mcx6aJXhlyA5ArkrgQgqJjZU7hzqrfISIioqAjjSahqr3VimNW3HOCgqsq5em8ICLzKZtPRKXMShmE/OvAjBYRscy1TBdpqMgQSynMs1vgTlLJQuEEr3AuaDllaE9zJsRKa7WZ8Wf33IsumnZEg6E5FNSUUhKZnaGua0rRmTCzoCIKEYSAzKrEQQR0omfXzf3tmuWLsV8sOq5KktOkDuVMdUxERDMtmG5fYzbDtzVWXQ61StGnC1bpdKdKt/LsbMNV6d6lFC1f5/KjyxVJIJ8sQw1gnw2AVNofWY5pGMdRCGOMKaeSGWPDQdq2OxwO8xbr8dIkl9zgirn1MK6YXJJ8R13nQqX9/bNUoX29rBGqYpQrU77ZJQA3+7z4Ftl1lV4sN6db+Mq41XU7QdZCpYutQbS6Jyp/Til162CzkZLXf2XjsXKBcMWtfopT/PvCMrMO1eOq4aXcxFfU95yNm4FmkPUJWRGq2owuLADo+KFS1QD1rx46eLDpCS71mPwGVB/FGI/DkW/mJV1GxSYNmbwJAAQIAQgxRApAWYACUgyUOHehPx52eRoD4td/7dd96+/9PciSWYpA37UXd+8+98Lzi/VKAErJ1JzGX8tNSrdf/4VWKBYWEAFCKVxK4cTKxQ9l7ttCxOefv/iu7/7uBw8e3L24t91uPRSDqkaij5aNIVKdR8+A+8EGK1/q1h8Oh7ZtyLo0XLMoXQHcTH+7H+AnH4wsrAhrLttrZk3TaIXZzyPe9CJPwiZzya0OlNHajGefXU7naP64ZUUQAWcyzkmBIDnnAOwBiveQFQNHlVIizl6dT8f1Q4TVdASwVnZ/UlWLZ+sVWvHALbEueKgokPVup2larldzddSyamT8Llw1ALuS9RCkGJUOWW7Na5lUzeFQEggRqX18qoi73cfnm1DJWnW4FnVZ0uwrEY3jZOgydutSSlkul8wSAuWciASRNIMUSymCAMBEgDKPcJGZBAJEhAQYipJAgEjXLqRwS9hQhAIgQm1H1I8Fr3fbANB1i1GKIKvb6wagVsouZ/UjwTu8e9c1tatVGwasir1cjZyskQN6BVfrucKn15dtbD5BHe1+VotyUg1VMdPfpuggzX0jojI6aPoVbvRYnJ7On8v/hBWemqvo3nNH6rV50ql2Ld1NqKMcfxyNWkYtOTJrcB2NHEYZCFy562pcXFy88sorDx480DCrMe5yvyuonP1SQULJKB+gipxu+QG+d+M4AtwWd0RECFwAmUVQsmRJwkwsfdNePn18vjkjLu/7yq/8X3/r74HCl1ePl10X2zY0TWgi41z2DH0PwuARrWoBuIkQ/HVf/lDAknMuU5mmKaeEBd3yEdEnPvGJn/zJn9xPw8Xde+2i3+/3judT460C0xjfmT+m/1BuDllzpeC7WaoBLyEEqZCXTpaggUU2vg13C1JKgnMg0uqUAoBpmnTelj9m7XlEawtw4bx1DIONEgkBSildmNN9Ho+yFfaZOVIXToOXi0gJwcdRZIDTJE4VRWYmjEVG99k36zP3kDzuCScc5AnKoTLvZthjrGBch/4s9RavVqvj8ejXd1tbrLSQbGpCDd/Uvzovm1gjDlsWzjO0vonqgbhjN07HWSznu73RT+q2thZFN11ujxFRy3IefASj+UHDVvhdzQA87fAq2tOoMifAUAB0+LuIZP0BWVik7xcgpUFoMXDKhRgRIdD15dXDhw+zOqSFMydrZjk1TNUqL1dsoP4YVDUQuQhyxYQsp2hxZq2qvVc/JDVaRqo0GVpIeNIvldJ854oTUQgogsyi77Lfg7WjI+Kc4ggBu67fPd17nFWfnFLhf9xWFSPdrU+7p2L4HakzN0he9hEDSGjCwROdp2PwDtQsmMFzNAic+toHRbO4ThGR4/H49OlTRTcXAxv4cdKKsX5Ki5ZKZaMApJSSVsY006qVqFtKDSojXftE8yPw7GeBCAFGQSwCKG0k6Re762df8kVf9Dv+nf/Zcrl8+PZb9+7diyEuVsvVatWvlk3TIBEGAkKlfQCTcE3s/PoAIBdCEEABYAEWICQhsWgFQfeREfHVV9/9Pd/7va+99tqyW+6HIwB0fX8chxBC2+pS6f+VpunU4pdymKassRZRBKCcR3dpBU4HwZcdKweIiBz03djkEF/MYoyqxeo9Mcama7Ut2YVNNZqnj/XlskoWOqu/i5bbwVO7htM/KGHnCbsxayIE9NGSRIgRUfTeQwgiRYSYb8HEjclSxAH4seo+0VeysboecHsc4+eipNPEUz9KYpN2PKjV6+t1ckW5o9dxOffQyj2nq6srF10yDNUwDJvNhm6OQmmM80o+m3dPFWW9qyOuksau8Wv9qV8arH6j31IHf1QlysSKE1KR4kTfddZDhgDAAWeTwpLRZF3/u9vtxuHQACXCcX8Yk4SC0ISr7fbJ5SUAIFEpZZxSCEFy4fhZcvdSef1w082pjYT/SW464PWlvDim/4xVS6GnaEo1kSpW7VRY+aG1lnQTEo1Pgqpctu9K3U0mIovF4rnnntsPx3Ec85QCEgKOxyGNUxub4/FILZJRUwGiMHO2Ym5ltyyUm8m5/HtViENF85KrBjEdYC3vTE+F4OUsR14pn6IrXKcxYeYpTQrBFMseXF1dbbdbZzrUbI8bSA0pal/PNwss6Pa8Z22GsHrBnFgInqxDj+6lGXkUyYTYtK1SWTUUmiZEkC7gt/y2b/ry3/Rll5dP7t27J8zNcrE5v3N+fr5YLVfrdbfoAUBSwiZW7r/u4NzJCJ/1JSfoZy23kiXnXJThMkkWnT6YVqvVw4cP//7f//tXu93nvOc9T54+PRyGe/cWtYQU41dwteUKxdenPiwiUG8o8xwFhpm/rBBRbE6gA90a/3gxGglVi9pOUeQG6472Fig6xT2V2hKwpZhLKQgnVkER0YjN5VZXskzJfSyVLgohxlDKrQlxeiRP18/GBQBWLKGqC0FLC9OYHx0f+aGoW0nIOtdixb2MiOd376ocahqWDAPtqsYVgj6Fvs03RUNtV/G3dhOMgRUtcQ/mG2nw506qKy7NpkKVaVAFpQTMtSTUHpuLX60z+WYqtf6li5nvtTpnDhL1+zTqcDMAiAJhtq4CZR6TMSeC5leAEALFQKXtMUjsFtAtgUIRaELbdV2YJpG5ldE9ArIchd/uLeVby66Loxs9fblgOa5WwZShGiLh6skFul5WxKATpmCOB+cvDIEASBfZy6UhNMNhzxWkpxj025MbXkNr2/bi4uL82fnjx49VEEVEHfOLiwu31ViVegCAq2p+sTE16nGwkYmLpflSSv35aQ5GsSG9nmEXq/hrrKC/1xBb/Rci6vteUapu7dgwP+otKhuHZvO1T4eZlZ5e7Zwiu11G/cgp4FW/cbVahRCUl9TDBQBIVdNcvdeubvzGdFuX7SLnklJumtiYkWgCvfHmZyLSd37nd/yO/8X//O233+7adrVaAcBqfXZ2cb5YLikGDBHaxnz4W9r/1329Q/UDAIoQwHA8as5kPBzTVEBkGtM4ji+99Mr//W/+zQ9/+KMxqDD03WL57PpquZz7Ktx10NygggK1cqOazlN5pwig2qMQgjZ/eiig/rg22SpkwOM2lzSyBAWY1n769Ol6vX7ppZdWq1XO+fHjx+r+p2pAU639Vc71zpsYY0Vqqzx6/k5EQsTlptcTwcxzuwOpz9ECCBAUzrnMRcvCuWmCPU5BnF1UxNk0utOtduJwOCyXZ9EGCmly1f0nMEe7MSbknLP2VGtKU6r57L4+2iij51pE+uXCr1xsyIfGUm540LC5XHWMppRU12konG34T737rtndRWNj+V+tF9kagAFAbJo64W23QP9bB3xwE6WpCxKsUV9B2F4ldVU8W7iSMqu8I6PMRVwiQhIQpBCARVAEMoiA8KJbjizTcJQkgSIQKs53sVg8efKEml75fu/evTtNg95GMBpVzS+XchoZoYsbqwZgtJrSLZNQb14x4BcZet0fmG18j26JX0FDPKWT1IOXre2oNpseQesmuRV1hyLaGdCdDiH0fb/dbp88eXJ1dfXaa689fXbpbpHeST17SyyF5Zq3yOw4Q5UHC8YFH2xGRLDxs2rJdTt1X/XoavNEsokW7r+oiwSGRtXD4EGVrqrSVeql/FB5usnvQRdht9shotayiGgYhmEc+q5fLBaHw0F/Vq+zaZq7d+8Ow7Db7XQC3ziOPuTWtF4IhkbfbBaauS7Gp6hJpJxz27acUykljanv2098+nUC+I+/8zu+4bf+1ocPH+YpLVfLrusWi8Xm4k6/WS3Xa9URCuIHNgOA5hn8a/W84v/lVsEAHC2eMhTePrta9qtm0T58+HC1XGsh9+/9vb93SMdXX333OOXQREHcnJ8v+1PkpHuhsZSIaF+IbgEzHw6H5XKpxU89MppnUEUzTdPZ2SbnrENo+75X1YnGAAOWRihG/qMrrKFksnFGMcZhGF588cXFYvHxj3/8eDyenZ1p4UorAcFqyBo9xNgoGEwzGzony86L1wtPMAp1U9xHiTGWXPTRYoxTTg58MkaWeQRjCBjCXC4GgHkGXNvmnJumOzvrxzEtl+uzszN3kiwxVfQBtd42TZOX3FJKeRp1voVaBVcstzqT0Argx+N+tVo9e/b0hRdeUBuwWi2urq6mabAj2bStjq0GlfNhmHn6uk7nl+3cX6Q5h6wChZrgVHyddmaw4Qm18HBxcaEdRV03Y+1KKh7QwE2mjXAqnp+avZNR49AMBuOcj4fD0HUdYri8vDLgn8TYiEgUEZCi/XKzoAtooA2Fi7Bw0SAABTxECkQEqKhRwBCadrvfa1WrCKScGMo8GgJmHS0WAOaKRacY/5fbLrd1crMP22ES+mweAWhy2Y2Ef4QsXRPsRVXpmKpw2x1PX2LXjyGEYlxUeJPbR6OqUsput1Obx8yPHj1q+s4vW2sVrxXnqkuAiBo63bmvkpsKfY870TlnnZTtZtIVvdt/T17N3eEV2ZwvL1u1gyvEkX6jFhI1IEBrxNdkBVWRrAl3YGadIaPPtV6tvQlOCSx16XQG/XK5HMbZGvkV9Ge1lPUK6x3mlBaLxTiOfddtVstHjx5Nw+HzP+/zfv/v+/ff9773tW2bp2Zx3p+fny+Xy77v43rV933b9RRQwNI4lfa3FwMAqlMKt7meT//VzyqQyMBmTx49bmPHzNfX101sx3HcbM7f//73P336rA0tMw9TCk0TYxzTdDgMYhX+EBrtnBKRnEvTqGVVnMkipTQMc/eieqOFZ6Z7VZo+VBLnxmzxxiLVKf5BnAdLZfeiVMsE6+Z7/PixKh2xZhp1kGtwgftVLkvFJljJnKs5ud5g9QmuMkhQVZV9xxFFW67aNoawHIaDF7S8ecpiIEIsfhG9//1+74pPrO1ADYZKrP7JE6dtnGvU2YDOfpSqDT85Z2qrck6Xl5earlFeXqmy8GCl77Zti0H4XTXrX/f7fe2b+6ucGA3KDUdwKlwhNYhIo5++7Wtv2D1IrOtkVeXSXWS0Gg/bjGi2tG2tdSNzBgABCYBMKAACBTJEpGI9/zoEDw2lgAAxtCillJKFNfv+6MljBmjU0oKIQAgIDMlWtl5ofbnO9ViJLMvmwY5rHI0e7EjO5totYTDqDxc4v7IbQ5irxydePX2zy3qdMtNfllIAGUlCRAAoXArPtZdxSodjo6FlLglJkKRwitK+U7BqvVm7S2JEvmJoLX+n35gH3X5Bt2dcVTI0FaZem2v2UkprqvnWumlc4mvoNpWZnW5MRNwe3DrS9Uudu+vr61LK3bt3u657+vSpOvJ+P+6WMt/gxvKfnV1Sf1Z7uVgsaEkP337AXM4366urq8vtk9/wns/73/+Hf+jL3/dlwLK73nZdt1qt2n6BIWaWzXrVtm1QuBQw4gy2gBuvCpLrvb62Zar60XOVYmc0ZU45jWW73Z9vzo7HQ57yNE137917++23v//7v3+73d67d68wjOO4bBoMBAndcXE3Qi+mM6TYEN9h7uMdYgSNpZqmEYGU0maz0c11Qk2aiVzmjnqoGghcT63Xa2/uJcu1asJaDBvjWjIYEaZakXSaTzK3+M1RO5FGBuZ4ndK5zCzCABCsb8KFXIeqKl+3yFwFSTbqIESto99GAOectQzkuiLYMK9o81KgmlHsyrdUncAeu7sL5UsUq2ZMN07M/Oqrrz733HPaGde27eFw2G63yo9SDOgpZjX9NqiiEcOq6Orr4/8MNq0T8RToI2IubMt4OiC+d67Q6gWv33BS6LF1F7MOcXyUsS+FPrXNZQUAQiIUmZVoCAFAQHs9mGdgvyovIRIBW9/EpUzjkydPMgCBIGKIUaOMUoqShPiq+WLV//R8t3oifBMSC5b0L0aKzYaiqdfLtZ57AaooscLbICJIEAZBAEEQFBbCEDSxI0lEQJCLlGIM1cgemkiVrxeRq6srRblo+KwebsknaOm89wCEOKUESDHGpglujVLKI5zq2y6RtcS436FfCvxZ7qRUUxCw4iERkcVyye+ozboEuEnAea5TW24Ck3xr3Dy7AEkVtLFlIdyKaK6DiNScaIZqGAYdCeny53J8OBx0rKmqGF+TgAEIXnz+xU9/5pMpHb/0i7/kD/zv/oMv+Pz3DsNQUj4/P793717bdyDGADMDdvT+SfAdyv9GDWBecAbB2e83AwAAIqDYfxZOWZO8l4+vCPD6+nq3252dnb/11lsvvvDyj/zI+3/hF37x7v37m4vzq+tdKqUIk4AYULjWDn68xZp3sMIRiiRlDem6LhdUkldVcLdMvnajHY9DvWW5grrX/hMYLnO1WesgTyJarVaaWPddQyvIozHSKHBrhtXB6SD7s+BpfTWmV2k5qR4BQZTjcSAiDOpnzFNTUkrrzdIh85pT5ZnTOMQ4ozBUlksRIjo/P3cNDuaSMrNiHPz2PI70X2KFOYR3eGNiRd3r62u0pKsq977vNYlUrP5XC7DWxup9YRvHhDfzS/5fvweqyqJNu9Bcn/dn6LwjFPRNqf+rseAtyXZt6V8HVkvz0NC1hz74qYXE9nfGwFANyBFBwJnHDiNbWKBBLTPmnMcpR4BS5DiNLFhKaiLlfJtxrLafbNUqqhIydVeb74p6HG7V3QV2twgqjH+wXidHs/jDE5HOQ/C7UtOigSRWZVV0umacz5UHE3qQvObmImjW6ERCh1WYloys6pYojNbcWKtdrMiRoEoQIWJbDYRxr7lYCTHZvCFdYVXoHmlh5Xo7ja1UFSqNJMjwIcGay7ORSrpU+T0Eo3UKN0fJKxO1c5bpcsUYKUSu+r3BLF/TNIjBgx4/CX3f7w775+n+YtF98zd+w9d/3dd8xVe87+GDB5vNRlnSKMSSmWLTdH3XLoowAwSDF7xD+984L/4sp4MhIABz1jaXUgry3KZw2O2Px+PV1RUR7a6uU8oH3G02m1/+5V/+4R/+YUJarlcglLnEGEvhwIyBqCrCqzL14EY3QlnVtFZ5fn5+ff3UwwW2UbFW4210X8CMgVcRbjlYMUadryBWOXMLlFLyWe0xzuMndf2LjfxVU6RJJ/1hVnxlNvO1JXNLozDQYVD5oRCMYgC0h1bDO209WYqIfrWHpyEECuDSuFqt0LBMPmxA5VNVgaIwVbzr9EutFkMIgKf2T/f04+yhnvxrMYw/Y3r0eIgNLVf948ePF4vFerPKORdOAoIkCBKMoIAlLxaLaZpS0kzsnGGbpolCZJnxfoCaWBfEU3sE0dxDOtuz5mQw/MZCCOPxBGz1/6qTJDdBE/7yJ3Xz46dPzZiLfc45Es6ZUZGiMZ0ewlLyjYMqrG/Sp+JSUGYXu1CQjCGE9Xp9LFhKYcFSSt/NHpkvN1jVm40zR2/RNZcYfhkrpx5OAJ7biR2saJzFegV0c/xgcDXDgYjSdCrH54q4Ixuxvn9QBSVaWRKrUFE9i81moyU1Zl6v123bXl9fx4C39kNf6tWqvJLlWwBA+c3d3Lqm9pqB62h95L7rfdfrD7oVufVBzwPUJzZU7I/ukri7p7rAsaFghQFfgfqDfikF/yWj5Qoh6HDq559/vuu6/X7vs6o9rRRCQAy1XdeEmGaN9Cvavgfg6+vrV1999X/1rf/L9XL51ltv3b1zzsxNt8hcdrtdt1guYp+KSMqL0FudHkS0mwUEOOAtd+mz7BEiggs8zm3wXErOeRrGw+Gw3++hcJpmy3R1dfU5n/ue/9cP/fVPfvKTFxcXnvntuj6DjkQ6WW49+cFxwJWXqpbSwSe73U6TJCwz6Lb2kHyt9MpNbOtz6lusPkrte+nH1Tx70VhLenp76olHg9vHmdWq7iM50fWM43jLuKoB0B0MIcQ4Z2UJUed5DcOQ0sSWWS2lFM5a6dWWtGEYxmFGN5yfn4/jqLgyxLl7LoSgrSquBLKBRz1zFayNBivv3o+D5wyCDapy30Xl7aWXXtztdoq2ePz4sW6TAh+w8tw956z9MdkILZpqFLYrdKqiMV9M/ZdvkHK3aBSejck15wxyo2hRDJjknf+uMeZv5PlBWMl9AJCIKEyjYmSFmblAjAEhMJdIROICZM4EGx05AETlsGYP6JAQMISchUsJGIGAiJ5ePUPE2DQhtEWYeXaZwXK+fBP8J5XjCVX91qVW3cBsLV11+ds1oGtST7ple3nbBVdZObb2Md/LYi1/CpZw4+E+jus7qEKnxib1ONRHxwHu9/tbYb7fM1Zp/VrjBAp0MxXjUuJKthgaWl0291bUi5eKhB2N4avYKKLe+Nb15UpH+wD8Ad34KfNwbXE1VI8Vb5dUkYoYUL0xVj59g+aO+75XPKjSoyNia9e0GG4uSemcL18oMVTY1fXlS+96RXJ668GbH/vYx77ua75me3UJFgAhEGJYr87ats/CgSIQCQIDnCrAv+4Lb6qx+Z9+VnNRR3W322k/BGa6vr4uhc/Ogoh88uOf/Omf/ulSyqptVR00fYtNw+OoaiiYq6U2T/fCyTyYuW7CUAZW/WtKCWkenNfY9C5V0KaauW1blZ/aAIhlzDVAdCl1EXLvIduQYRVvr1JUSko8vA4hgGVW0XpH3GVRAwCGR4gxhmAjY6FobCcw1z9THsup/jdH4TKTj3EIjdqD2SVnaNu5354tN+Ky55EN3+z+8aiC5ZSSlaq/h97BiqOLvNvtDoeDImv1nSqrHpH7PvqOqP5hy2dEY0aBmzE94u0UEFqdVkTGae7pQWP516x913S1ZLpvN69tlWmY3wYn37eWB/W6fLNUikQkEhGLCBQFKt3aeLtjmvniRJAwxlkUUkosiQMJ4uuvv77dbtvNnaZpkMvxOPfHM9KtG9VlzdZp7QnH6J5blfRwYfV0szuM+n43gL7xigO7c+cOG/+Gxz4ppRhbsq489+ipamqvtyeEMA57X/1iEHtn+9HpVIp7mSkJkWoH302pWzLPX+kvR7OU9eKj8e97dJINI4tAdTnRM1HeFCNV04o6U34bdTXYe9O5yiHomtd6wZtZfHHkJljWj4SbELRARwt0Dx8+5ArBJlYDVIOBCG54vH6FVfJ6tVwdDrunjx4Tys/8y5/9qq/8SlWRhkuZ4d5ZBhDcrM9EhFlKQa3dNoREoHN8EeBf1wSAbgjMMQPmNCnT7zAeh+vr62fPnl1dXVEJz549U+HdbDY//MM/8pnPfEYLn8VIPaltx5QAYEzTWZzZK9EoJNWiLBYLVROqX5bLpa78vXv3iuFrRVh9Xl2fcZz5tNVJBICu60o6+VUe1yabU6bwLVdhIYS2725BwslGPDY20sSjxpxzjI3LM5cT3WbXdU7dYRoWRaRMniq0pArYTEqUuQMxgAffx+NhtpQhaG4qUKNFNe2hiXGmKnGKchVpR0Lrn4qB2ZysUE90nuYToSKqp8/x056EiVXno+KjtGCuYb0fIs9wqvRqzKG37Se9qWaTvfNVbIQLEdSHRc1AMNAOwI1mVbcctSPryR8/7yJCOPfHoZWX9M2K20ZrgjtZfYYMaC3AwkGkESCcS94aCubMANQ0cZomIX622y2a2LSxbdvdflqdba6ebg/78fzs7qPtvhGEGCbgkg6MOUgn1padbdSXKhoiUqCVQ6bU06Sq5qleTDRGcrYKoVhJnXTCU8qc5vpMRKK2IwEuDIWRhVOeCocQuti0EgOFw/bQdd3d1fq67IfjUCRECQFCkEYVPyOLSBoKwgiEFNv98bhaX7T98tHjp8vNZkpZRKhfHkMzJcUIjsgSoM1jbhjbVo0TFZHDcez7vqjdaijEyCKppKkIhliYk3VyhWjVQmARSdbw3XYdAORSYgyJCzMLQogxxCiKXx6GNE3L5VIre+5iHw+HecWYhZk8ewPAhmE4OzvToN4trgs3M8cYF4vFZrNx4woVLzGzEKlxVd8fEGmxWLKRMnkDjgrAYTi2bduHBpAFCiAgla4P0zgY1WLOuSwWq/V6ycxcApX44v2X8zR86Gc+dPjf7r7oC7/g9c98ilBAUtNQ4ZR5v+o3EKjIYVEWMZUIUQEJPNtTAAABEkAAVlJL1fUCEyIKADOGEICAE+dpihTSkI774bDbH46743Y3bvfT7rBssI955Onp0zfffKv8sw/+s0M+vPjyq8c8Rcb12YqBx/0V5SRJziKpNlGlw/Nw3UbB7Opjuu7Q1c4JVeO7jgshlJSBpQnNNExNiONxWC9X2y3vt4cQsWkaBJim8eQlkMSGcplymfT5BWYaC4ScpgMAIMScAABiCMwSkFJOx/EQQugUATxlzoxSKEBPMR9HEVk2MRICkcpY23f9clFKmfL/h68/jbItu8oD0TlXs7vTRnvjdnnvzYbMVKakVIN6CQmQkYWMsMD02AM8irLB+NkPv6rnKnjY5Xrl5+FX2Bhwg3EZl8GAaQRCJAIhhJTqkZTKvrt5+xt9xOl2u7r5fqy9V5ybuN4eOe6IiDxxYp+91prNN7/5TQNERutYQNM0jSERRwBgrGKMScGddZxLxpirlTLGGMMALWPIoiiKrNNKK+aHc5ABFForIQGZMNrUdW5tzJiIhMwqa+q6cA3ETKapVjko3ZcxEtlYgpBG8NLaBoExAcgAGSBYIuuIMS64IKJGG0TGhCRCa21Z1tBBu0orIUQsI/DTDx2NBkNvWHyc5/M8zni/318sFk3TgCMZCY6sqiqyzqGtVcU5F5xHQlprdaN8ZBBFEXJW1+jtGAA0TdOoind9rJPJpPNemKZZSEHaPMw5ZVq9uTDDQwhBCA6IMcYZZyi0NcCQcc6E7xRhQvBaNZxzhoicxZFknFtyyJlYriG4O6tz0IZEFIJKznmlFUf0sSHD1nNOp9P5fG4w4lIIITQ555xkXIrI6RO54ODucOkKEWiAHcM9UAdZhPNglxR1vDuNhVyORkMysQwU+te30HOEjGPWS6WUhMQYRREfDvuzfEFgjbVkyHfGeflyKaAs69EoEYQMKJ/NEYCMBWcYIgfOHYCzTivShgA4swyJIZEzpi1oE0eQnClrlGrqyvGOuJ3Efdb1s7gl0AkYZ/yOUcl4ZwmdARJAm24w5pxbXV01xmAnRbKc7Nuush0iPh/cSSm9A/YJh0/qhZThSYZgHxGn0yl1CBsuTbrw/Z8hg8EO4fHDahhjvprn90Capoti0blw8G7G3Cm52oU2HQvAgLNWxjERVWX5+c9//t57LpFrOSrWWgLWNA1nMkoTzjkZ4xiSa60esv9/VeA2wkIGwMhPCXOe3myN0lo11mrrtFW6Kso8zxeLhYs4ITAm6jz/zBe+uLOzw7hPW1udTsI76MWcxyHcDk/PR2SwhLTAUldE+KJDyZDI5nkedr4vC3ubYqzy6CV0IvjLZ811ep8h4rO2LWh1f7YNbBWpcPSMMYy1ELkDIOfE0pBetwRUGmOqojSureoJIbRSKAUQaWOAoUgiAGisBsGQMWTMIVgHFsiQA0vcAnHOADgKhmCdtcYapZuqFkIyRM4YEEMCAYxJwcAJBOnQITgESw6ItLPOWoacSSm5SBgnB845cCeiRsvYSzAgy6iDv4oyd3fqrLmO4bb8fOjOHibq6rE+NvKbP5xrWirR+XVkjAXlLtG1KUTdaA3vbJZPZTgaPib2HTNsCTqGrqQkuKcayvBbbglaD7cd7OeJkOQr9mKX1rX8dOiCPurmfDaGqKttzqaLRVWzhEspUXDX+E0mhOCO2oO6DMoHNCCcgfC4cQl2DzcajkdwG7SEKdlOG275FLm/wHRsDRZ3eTlrdENAw94wjmNt9HxxFCWtTh4iDwJbzrkIY7KOWRpmvaqsIyGjJOn1+rPZ3FrrdNNAgwAcKInTKBbTeemcY44ImNKNt5VCopDIRZRC5JzPVKxSmohoqTgZcC0hRJ7n4clA6w4tEZE7af8LSRV1s0x9yu/TWGttURSyk5t2S91nwa+ITjrJx+mBDbV8VFzHMmJLA6yDA2iaNowNW8116loBu4COqe01ortycavm6DNiY5xdmjYTFtfotvXJJ++f//wXvv2DH0x7GWIbQcsoIeu8HK5z1oEfG+WCKWR4R8EXiQE47KrA5BA48z+31pI1SindKNOopqrLoijmi8VsPplM8vm8qYp8VsdRyoTc3z/84hf/vCyq4WCstWWcGUsOHGNeYsRHi3rZf4fNvwy1h3/94y3ySuna48gtb4oxIuvpiQGFC31btETx5oxZ0zrpNE3JOWuIGAmO5NA6cs4xHiiAwgNirFOaCofLWutrv53PaCeFYReEScb8DTjlDDNtEOlICGEYSBk553RdM2RREhORbwm0yDgAkbMIhoFzSORSx5zxAbpjgjEAhixiojAOOQjfR2uBOWIcOOK0KlGwhqwDy4g5Y1hXWmfksEHuFQw8hddplG1Rp33e7qQOtxwPBVPu2VlhyyGi968hGBLdHDG/ncKBDaGnJx/6cmCglvhl0lrXTd3v933C7ZHMANQEX0Udd0t1A+hFR4lExCiK+v1+mCIZ3r8112C9TfYOJrw56woYAYtuIaBuN5w0kcOdPEXXoX68a2EgIsYE59YYy4iAqGka8uUXISjocgAinAT1rCPPUFfECJkBXyrhhr/LlkrnuFS36azhf7u5LPwQ74TUWcfGOzrcfeC+r1tdXb156/re3t68mLe/kndiqABSYgfGubU0ThizTT1eWz8+uj0eryzyRbXI06QnkIk4ihPJAZumaaqyLMvV1VWla/8AGXhlC2YMVMWs80YOESXnIpac81pB+Oxa61o1YUUYIlvS7gj+yVvtto+cI+foHDkGCA4ZiYgDi6JIcs4txbo56bsOCxryqpB5eOvf7/erug6rD0v5n29oWn6qPjKSMgoGDpfKJ7breGy6cih2wlDQMY6CjQ5vuOy8oathkHcSUvT7/du3bz/z7LNvftMby2LhOYtJ2uMdJcM0SnQVQvA9vNRyge68TqSgnfMyUOCcdcZorVXdmEapuinyfHY8mU2P55PpYrGoy4qcm07mcWqUMS+89OJsNo/TLMn6h8dHvcGIiAgIgHvTwTl3TniCIHThm8+6eKeSFBYlrPJgMKhrSWABwFcLnHNVVaVp0uH4bSHB/6IPG32Y771+8OvBhIVQ1Fqb9byPP1HhBQBnIUqWdSFPjhIwtNaRAw4C6cTHixOV/5NsjCNDicSZs4SRRMZIMOccCaaV5WSYj1XJOca9SqiwHBF1i+ALIZmU0ncqtMplRLYLV621lEghZQLOkGMMnDDMURRHRmk/ms1WNTFE4ALQa18HG4KIsMTLcs4hnnwi/4iiuK2jhOfjugEybKlpLvgDttQgBl1+ZrvKeTA+/lsPzAajF/atzwBCqQaWGvpw6Qqhm72jQIthoYnIer6utd7psi51CySiV5zT/8uiq+hkj/wWDC9gjKu6su1wGd1oxXlqnPUHzlmw2iJiHMdRlBCdtFDRnbF88I0+P/U2Iky3WLY1/rcCAZmWsjnnfKQC4VfCpboxzcs+BgBWVkff99e/953vfKcQIkmSwWAQRcIYc+vGjTyfHx4e7u/v7+5ub29v7+zsTCYTyFXdNFXVzA6PEaBezNMomVeFY6JqKgeOAUZccB93kpvPjnxHuy9PRYnknKxxDEkKJmXrxpRSVdlYa61rq98ckUcCwEur87quGaLoanftxiICRxIZcGZAkSN0xBg4gM3NzdlsFoRflFJplsVJYnW5jM8sO8jgg8WS5vsrnnDYebYjwoYFNS0/veUjh5XiXVXfS2L5sxTmw2irPcOhrhvfYoNdNXvZH/gmAMYYEmcMHTnJJWM4nR3/2Z/92Vve/PVxki1mc6N1kmpjjJTIun4l1nlyDHH+X7yIdQ1fjBwggLVkDVntrNKqbqqyLOaz2fR4djyZTaaLxcIojYhlpa2rDyfTZ595QciYM0nILKElAkAEJOeV1ln33NSyIQ61ELU0wWp5XdqTCf5RtJUhRIzjVtWZiKIoNsZ6RHcymWBXSAjRlRCirmu/A6Ejq3TWipwDxu5QHHFL1DVvYYKBgE4F3T9bBwRd3Z5zbrV2zqVpyhypRgHnEEfaGrItWUhr7YzlyFB0PDoijsi7HijGOTKGYBAIBQeGhGiJuJTAmANwCCj80yNjjOylXncEmgaInAVDttImS1KwzmnjDDECh8x7GnVnAy3eyZkJADgtgRBhP9NSZhbKs96ehoYbtkSU8C4qkLWoQ5lkO/DAWWsdtHvbV90DEORNlpTS876CyDFjJw6Juh7ygG+HZQp3bnTr7P3WCn34dCc3hHXk8pNmq5AE2UBm6GTFlkNCKaWqK+aVQDjjXCBjtVa+FKnIALZCaVEUNU3lOsTQLCmThOcbbj04Ib7Ez102QF6h7BVO1YNT7WuWgmVENE0tuFhGvpQ16GxZzIyzTz75ZFEUw2Hfr9nO7u1ekkaR6Pf7Z89tPfTwA71eLxIcAFaikTGm3+/v7h1ESfbCCy8iZy++cBmAHR0dHRwczGazqiiLoqiqyli1Nz22SjvnnFFWk6rBOAAABqBZw1grNYGMBEPBOONtQ1AIQ4yhdlgUOQdkyTmDIbJQlYJej3NudKO1RmjZdUrVdV1qa6SUDqwxGuoW+AvRwbLnD27A94v5YLMsS+pA3hCV+6+9LChbajIMBKSQE4RN6bNXttTB4KO5EBmFzRaSG6ATvraUMiToddkkSZIkkRTCNDUiPv7449dv3Lpw1znjrI90iGgwGGQZAVnbESqAAFwb+wdHgITg+7w6c8AYgANtyGprlLVKN5VqijKfTebHk/nRZDGfF/k8X8x13QDALK+xKG/cvHXj1naS9QxBzPnW1ulGmQ79t0TkLGHXScmWEDOPy/kR4a9wyf4qiuKEK2GBcwxqjt5nYDcbgHPBuQAAf9Z8HApLknA+xgxbqztKEJAlb54QuOa2Y6aekH39jTki5AyIjLOIiJyBI+Ms5zyWUjdNU9URcgAA6ySXujF+ZCJjgA6MMeiIt1LVQNYRkOuaisgSMUDOJHq8izln6ro2VqPziCf5FI0xBgSIaMqaa0fGUlvVtNY5TbpCjNvzDn57KW210XwQL8eRwXS8IjM4CW7wjoyZdY2ivJXgvgMg8YCPf5k36H5jBySDddeyE2phtI5z5Q2s/92wfIEg4EHdECtAlz37rmla0hajpcyAc55lmceXWvW2rp7EllBxY4zwCVZ3elsf6Zyz1utK+gzMAvjWc8MxZsiDQY+STAMeHh4aAIbgZ6gyzj1fXCkVyyzwHwL3izoOT0j5w84ODwLvzABoCUvFJa3K8FjDt2E5ecdcDC9DRCnY3Zfuqev68OhYKbVYLF7/+kde/ZqHXv2qh3y9w1jdVHVVFb7lZHv3dl2psiy1tmubG5yzc+fO33333YJHPofIOsWoPM+VUqU2RbnwHInFYpHn+Xw+n0yOtre3j46Obt26tbu7U1QKADiAEEyZ2YnONra0aABI4ozId/u3IukCGefomI2E9Mg+B/SiY5ZcVRQ+0I6iKKbEP7emaZxpQxhYmqy57FyX+DytRQ4B0fLzh46XbTvFpOCMlz1KWIWQ4YU8sj1vPMw2OZF3JSK/6+BkwlTLx8X0RFMXANJeNl0sPvGJT3zXX/trniRD1tVlJbnopRk4EjIGABScMYYcW9vfaf10HwZPnAGAMaAq1dSlb0fM54tyPlvMpkcHh4cHe3meV1VVF6X/c0B4cHR049Y2MG4sCc4c4GAw0rNpF04yn8n4jLo1o10ODV07rtdiCkcxOIAgdOyzhLI0ZVQSUZZlXujRnyDTNbqPx+PhcCil9PcZgrbgD/BO4fhlEwAADEUX+Dv/2uUo2DnQZIUQCOC64r+1VtVN2usPh0PJRYE8iWJnLSMY9PtqehzHMWdMN9pqEwMiMtdY4Z0TgAMG0PIAnTMqartPAZx0YIyzSoOxzjPHgDnnyDhgkiMyYMxQigANOcsli2yEJVgjMK9yjBPOJSck68g5RELeAtfh8eISGojYfodLV1GWryi2+yc5GAxMR8kLtXqxdPnOrFeUS/0VVACIyNN1/IkIKe8yMdebDuwwmHC4YKk9OJwa6mq02MHIjEXBdTnnfJ/aMjoS3sdvvDuAdd7109quKfwE3es6D3XddFuzchayAapG7e4dOJ8RCE6tgwWttWqaLBnwv0B0oQ5lEl3jg+tUwGgJT7BL4j/Llmj5oQRP8ApcDDokAboM1+diuonjuLe/f2yMG6+uMcYfeujVDz78MFgNzBPADRhrbSslbWubDIf7t25tXry4/dKVZ5555vNf/Hwcx1EUh/PjH1qSZFmWjVfXB9k4y7J28gO2eFwnZtfmQ0opHwnuHexMp9Pt7e2bN29ub+/s7u4eHR2VjbJ6EUatI4DohqVY53W5iawzqv10xhgRSUQk67wGQJKlPgwnfVLj6UC8EwUSWppSgohxHNulUtDy85TdpCFzZ/cQLTEcwhs657ygDWPMF4F9YOtNfxf70J057IlMFQB0pXI3Ho6Ojo6ILAJIyZM4s9p84s/+7L3vfa/RejDo+SKT1lo3lW4gSlLGmNTGcs6ZIGrjkvb6C184C1pBXau6bEgr1dRVURSLRV1Wi/n0+Pi4KAqrwuSpeJz2bu3uLRbFcDSaF2UkeFU1gAuljCeWc4FxHEuGzjmjLePgnFGqlVSTUiZJ5FwSRa3oZpsxOMeYQKTJZOLDN+gQgCRJGA/oLbdWuSX95/l84Vto5vOFV25ARJ9hOEdK3YEVOOccdcV24M45oLbpLI4TWApanetaWLDr/HIOum4pa+3BwUEkhNVGaw3WqaqudY3GZZVajXoCxaKqjdJplAnGqlobKBhwDtx3rlnnjDMWbGlQCLJOo7NxFEXkUsO4wKZpIpEwDsaQsQ2gFSJCxNhAahxoY0FxQ3XDatSNMCjbTWitRueQCykkstjiybbsDtOJAel6PyiE7S0e28U31EFkyzbdLQ0E9s0KQTo3vBKWMt1gXRljVVP7HgIPafivA/gDAL752TdM8K6DEpYIjd6O+b76cNyCeRSdArzuRLl9GkF30rdCdii8occl0hgL85G75pRgLzwUs7q6Ss5xrpI0KeuqMcyrqxlreRxpInIkvf4ftaL8IRjk3RBd7CgN3p24jq/mRclDGOI/UmiZAYAgzOS6ceTL0U24yrLs9/ueIBGSqfl8fu70+SpX06PF1tZZIhr0xZnT5wGEaWoRSXCuqmvnXJrGMomAQKYAAOP1NUB2+q5zG2e2nnr+WR5HIpKj4bioyt3dfSIaDsa2qWdFnpe6qirfFTwYDKQU4/HYa8xmWeKtZ5Zl1iCCXF8bnb9wVnZK5WmaInqhR9ze3l4sisPDw8lkMp1ODw+O9/b2ptOpqZtKNf4pIWLTNErVFihjDBBQCAYYZ5nfaqPRqCladtBymA8daczHID7MCbsk7NpldG45KgmoIGOMCPwW8g7P61b2er3OqLGASHoXaKzxjFLOBWPM7+80TX0bukdLiMiYlvBQluVgMMjz3OhGyiHnHJDv7Ox8/ON/8sM//ENXr1xJ40QwhmSJKEtSxhj3oyAQMikQwVrgHdMPQyJAAAREoBTUZanqxhnT1LVtmjJf7O/uTCYTrWqvAVAr4731q171qvm8efrZ5xqtjCXBZWNsnCRVo5xzjdZxHKdZXFVV3lSxkHES5fncC1jiUjE2gML+RCRJcnR05OfwMCakjBgTWjfYzZReLBZCsuFw6LnnfuKgz18BIM9zfzB7vZ6Usq7rM2fOEJFXDh8Oh845XypYXV0tijyOokCp8PUY38nRZepOiJaxyjnXSiER76iKVdNIzrN+b2GtUmoxm6/0h7PplBNsjNebqtpwLj7OAWgThSHGG7PaH9s4IiKnHQAwPyvGacHTNE2rSGitVV0RGKaQIzGIyFgUkfNSvCwhCcYROMY5F8wJ7RgwBnHKB1ftEcho/fTWjelBURQsTns8WuSzbDzERFhwTVFwzqXkvi+HUccuM0YphQAd+bKV5tdKBcQ/+E6t9WQy8XFPNySgxznP89wfLuec3/nY8VMoaDl0dqml50UyeJoQ4IeJbCEO8x7CC2oFhxTOrE84Ai0+ZDneklDXRR/m/PT7/aqqguiTP6e+YiSWQ+YQ+rlO9BU6dYtgsh0JWmoXElLUZX10dBRLDlJY9PmEP8xCLKkABfMRAnOzNGxoOTNYCkNafusyVTz80L+4vpO1Er4wXadxwJf8T06tn2aMb22dPjw8zPPF8fHxPfd8+f777+8l8XDYj9M0TfrOOSYEIAcgY2oRx9FgOJ8cDwYDmSZXrl29+9K9hH3wRBQhoijhUhAwjCKnIGKJaUw/7TNikkV10SRRqmuVa6uUEkJEPEZEyWQs4qqc26iVc7HGWOM8VWZr8/R4WK+OV+q6XTaP6A2yQVEU0/k8z/OyrhaLxWQ2zfP8yvVrf/zxj9d1PRqtNE2DjCVROpvMs6QXIhf/QEL6hR0aYDut3bAH3BLWGUKhjoVyRwbKlpqNw5tba72WYThCYbvb5r/BCyAiGbV7t9vB7T6OJC+rOk5knMimaSiKer2eUuqpZ5+5devWYDA4PDzcXF8HR3VZkTNORIgopCSGulHA0CEgkycwLIE14ENXZ6wxwijttGuqushzXRXz6fT4+Hg2PSaioiichSiJZZysb23Ny/Llqzcnk0mS9rQzvX6WDYaNUuDI+b5cpxcLFUVibW3NanV8fDwY9NiSAvtyEhz69YL8CREFFQSvf+mheb9AvguP2q467pw1S9I9ttM4oY6l41Em/68/7bIbTB+iVM454slqGuN87hs2CahOf0ZrP83NdOsrhEjTdLFYKFX/je/76+/9pm/6wuc+n//hZ9bX1gTjaRQncdyLkvFwBawbDofOWmvIkrPWamcRkUuBIkZyzlhrFBkLZAUCQ/RlD2eBCYmI2pK2BgidpD6Tsra6aGwsbrry/De84YFv+YbL072//aM/Ws9zYBglibbWWn2czzMRnWQ/zvOEIQRDbEmuh7US6NZ0M4GxU6AJzafBZPtEwbtMvBNVo65XADp8gpaKyTKOQp/2MtoWfjEsou30uML/9X9LdxM6Q7pMS0U1cnzZhPrT6gsJ/sU++PD375wTBBaZJ1oQuVYQAhkIyTwXjQskYM4ZIMY4izCyhqxrUScRxUrN9w8PmYhoSVqAo0MAv2uXi5DU6diEuUjBRiw7AH8tF4TD0w9Gyn9CZbpRdl1S3y6As9oa4ywBgW8YcVYZ/eqHHmrKRlWqn/bPnzk7mUyuvnT15Rde/uB3fNAQi4UEkMxqAARiAEBclEWV9XrDtVWn9Q/9wA/8xm/81s//7M96/0QOozSJosQ6qBsFAAJllmVN03idWCA2n+Wra2MAVlWNUipNITSJAGBl5r7pAxGtcR2FICqKApHHccqYML7dnxgCn87nPlhbWVkZYyt3oa15z3ves7m5+eijj16++nIap4PxqFR60OvXdSu/hR0W7J+bz0CXIWNc0ghb9qbBbMGSWhF1OKNS2v/ER0Yh2AlexCwpidJSi1/42t+P7bR2edcDFQ5SVVW+5DWfzwFgMBgg4jNPP/fkk099w7veuX3r5up4CI4zcAxSkTbOxYgRb7VtfbMcGAMcW2KopzM641XerCNrra6Kcnp0nC+mR3u729vbRjeI6AgJScaJJnbq7LkXX7j83PPPa2NGWVovtAUy1jZaGQdKqSiRgiVa1c45rRU4F8cy6kYo453obXie3hyLrtc9S2TQ+2SMMSZ8HRgAtDJKtrp7XYLVlnaWI3r/xKjrNPbN3n7pfZQa1tG1uH9L2wVgflRv8P2IKBhngF7Ri/swkcj7FZ/xqKKyYN/xjnd82/d/18He/rb97MVsyBwyghHPIpRpbcCiyY8EkTMGjGHIMs6BM+dcxmLBOEN0WtmmdsZyBhEXK+NYKTCWmHSCR9o6ZdAYM03UWoR9kBZNaeG4VhfWNu956MHz4n7trLLG1SqNk1zVNWiRJdTcUbkN9jRYyRCL+IUIPVwhBsWlySrQIa7YKeIFQJUt9RO4brQLX9LfD/HTcnmMnZRbTgZGhs1vO9KRWwJ5QhIpOjXiZf/h/+iysbXddExaKuyFAyiWk/1gdrHjCIbfCZCLYDy4R38fjVZlrQyLrHUatLX+1n0DNi0/4nCwcYnTGsxQOCev8Jn+wXlA+RW2A7uyQbjPsHFNp0oW/Id/zYVzZyPBy3zR7/ebqhZCrK6unj9/fmW8lqQRAJJ11pEn9Fki4GiJijyPoogj+/CHf+9d73pnh2VHDIUxDplw1jnnrHUVNNmgD5yVTZ2mqQWrrMrLMo5j7TQK5JE05GrVWGsdAgqy7Y5kBMZYYx0JhseTmZRSyhgALXnzWjrnVN346p9vGgCALMuyXp8x9qFv+9D62uav/uqv7u7uknK2NnG/16BejoCWHx1bumQ3hkl1unLLj87/lQAsuk79TUq5WOReV446vI53lETbDS4OSVvYUYiej9e2+wohAjHEtWJbrY0jR0FIlaEA5EQok3g+n37lK1954xten2VZXVaREMzJXtqClly3wCYy1rYAWbJBhVBZpYxujDGmKhQANXU5n88nx0flYj6fT6uiNFY5IBlHDpgmyIajvFK3D/ZvbN8aj8ZcMsZYXdd5VQ6HY+2UJWMMyognWeqMKcoFY2w0GjVNZbtGqq6064dcCiEYolfgaedkad1g2rdL3Fy/KOHkAzGvmewfqZRSqRNdWLfEuAtf605Uavkgd14cwmZwDjhvEfC20tsYo13MBTgCBI4Mu2nv/nXT40k/SaWUrm6FnoqiyGqzapmqmzov7KKuidXGknVpFCMyo3WtFedcpCkxtFo7GznGOUduDWoDxnBkgmO+fWQtEUMZxY4zZ8E5AiA1rBeOk2JcA/Xi+XR7trtX7e5FF07ddfH89pWb+cFxkiQVmVqVyWBEdRnsAGMMoeU4easSagC0hNdDO98xZoypdm5l2y4HXabrA+pwRoJfWbb+wRaxJfqNXhrk6zoJkPC24QbCaga4O7xDsKUh3g3nCAA4a8G6sLI+IAjGFpY6ma21J9pn4e3Cwwr7LPi3E7tAnDNUjrCtOPFCGYvGMeH/LhEBEBL5YmlwcXyJjbQcSAYjJTqN73C7y383vNWJsRB82esGB8a7ntK2dtoFp2kUOaWMVov5TEq5f7j3ute/5q3vensrFWasIecNhwWyzsU86mXS6EZVzbPPPJNG8d/57//28fFxWVbjcSx5pJsaiBIZM8aNdrqonDNJEs0X09W1IRH1+ql12jp0zkZRxDmz1jBGaZqmaepQsJNmZlLKWEOCuyzrO+e0biEswaUUEQAwbKlNaB0QWmu1MoqryWx67ty593/LX3ba/vIv//KtnVtplCY8sulJ4BA8/3IgH8Jzv61t15Fol0brBAov3RnCY1cJ6Ig9LnwRghHZziBt74F38+59ETi8rRASl2I0xLbOliai10uNcXVd+9k7Sus07ZlGPfXMc1evXHvktQ/Pj4+0biLBgaxuVMlKpZSxxCMpUDrjansis2WV9b2+/igWRWmUrqtienx4fHxcl/O6rom5umo4k8kgKiutjb1w7/knnnrmiWeet6D7/X5RFA6AC2YqtX5qff/gSGkN6OpaC8F7WYIsU6r2ncCmG0dBHexjuvHfvBME9YmyEMKTOxEhBI/OOa0bXwzwPzRWBydBFBtjOJeeWsO5iGPg3WBnIuqk6k8GnXrTvxwehYCgNUDEqDtikgvjLHUJt9e4RkQ/y7pqakEYs3bO82AwQBGvilhxKrHJkDNHPpFA35BoNDQGmOUOHQAqZUzpGAPkDIE5yx0AWXCAjEWMSRlzY612xjmBiILbXsRzDWXJDPSyOHY0GqTpsG8ZAGeHxwdSU5nnUSyH2WjW1Fk7HyhEjUDkCIgLQd3/AXCMAbZQlDVBUmkp2Q11yq4tI06SxM+sXg6rg6lkd07rZR307RELsdTtFWwU61qyaQkaDZYZl4DxEJ0HYxgieHKtZWeMhbnHeCdIFXwMEd0xpi4YVuryF+xmpIRaq2/Nh7auzbQ1R5MZMfQYDCIyIRgBggMCT+5eDj3gzoudQLMnPwn7fvnJhuQgGHr/Go4nzjOEq6zjzIYHFyxXmoiqnPdSqbU+e+5cXkyH/Z5TNZPCOGt9HTKOAADIWXJkQSmdpGnE4//6a7+uG02WmAPbKNAWEZyxjCEKJkEwDoYVSnvIAjgHrU2SSK01FyQIhARHyhgjJc96UZLIomq6mJoLIZwFzlwUJZxzpYwxjdF+T5xIbCrV8nBWV3uiG5SWJb3FLNeNuffu+97/vm/9oz/6o+vb19Mm06TD5vDbjndsM+ySxGUHkHQdW8sLhIhlWQbzDUtBRFgj/3qfHXrCT/D3YTcTkeAt+OjLvNR1FFtz0o8TFjFsxbpWSqksjQBAKSU4Hw7He/t7X/va197+lq9XSdIUOWfQNA2XKfqROAwTlQFD5xy4oNwCTpsuvOCMIRKUVT6bHE+n0+nR4Xw2aZqqrMooiuIk41EC2o3Hq6O19Wu3b1+9dWtrbZNLVk5btQbrKEkS63RZ5VtbW8bo+XzKkOJYCsG0076vJ8R9rquHB/KFT6p8CTdJEq+fEWKC1tlj24TvnajRDtlJy0UodOml7C3YF3dnzUwI4ckvwZ17oEkIF97cyROpnFTySjXWWmAMOXO2dWZVVSVZKgB1WXsKPBAQkdDK5AswLgYQ2jBHCZcAWNeVh0gEA2BMOCLESAjLUTDGGZcIAgSzhOCYo7quATmhM2S0ccpYYEyyqK7KAWGMjjkSZJoyZ+SAzKxcPPHUE0WR371xZnowsbEY3XX6+GAmRDv6tI3fu2fShsyutdq4BBIsUxMZY971eiRt2ZiE0xGMEp1ktxAQjuXNb7sRPSHGoqWJPdSR+sPNLAdtrzhoy8cKuswbAHwNILws+LBluIm6BIIxdof0Ztg9rW3tRGbCQ9Fak2Oh4iSEUErt7e0pZUScEgrjPSkCWAJCtjRjCzoGNDuhfre3uPypwkPkS0rfphvIRV3GwDsNRduJJQVfF547Lc1RCTFvXc57w8HKuH98fHzz+stxzKt6wVIBxiESIgEjBxYBEYlJ1uRVkiRgoV7kN6/feu1DDzNHVVEKQl3VlhAtcsZso5RxiIjc1apA7nqDbLaYNqqSUiZJoq11YAiZcbbRDZeZcXoyKxutAACIJUkScS4iMMYhZ3WjiUhGcZwwxoSvCKnGEDpltFJKaJEBCWPquvYouXNud3c3EvI7/uqHBr3+v/t3/26yOLYcQ+V2ORzwhQe3NETTY4Xh2YZ9jN1IuVBmXN6gyykCLaWMYXeGgxQ8RBjkvbxB66YOmzh4Dmuts57yBHEc++hJStnU9bDXB4DHH3/86pXra6tD55wPx9A5j6m5TmkZGHLGOkUXBOuMMUa3PQ1K14vZfDaZFPmiKIrFYqZ07Zzb2NgAIQnY1umzZ+66+PL1G5evXuNRPBqNptNpmqaOqNHKgjs6OiqKAgCkFADknNNWoWq9tQfll0x5S0eez+fh5Id/nXNNNx7AGOtTRv+4jFHLzzxOZEAPbDfTwo8V88/Ql6CWDVC3yq3jX/YTy748nES/7khAxhprJGchmIa2eiE449qXeciBhbwsVi01RRkJmXABxoK2MpHOWlMW3bmWQNYYg5xJIZqYMcGJCwekjEZ0HEAykfVGAICMA2fckrCOEFEKYvM4zgZ9ySXIXi8STEhuTdMbbBSL+Wg8Ho1Gtja7iyOaToGIdzOwaCnd8SCJc47sSQDuH+MyN91HPKLTvwquwi6V9N1SJfYV/4YQNsRYiCiFXHY2ISpftnu+xrOcDYRDFz4L6y7sivnB5YhOE0y1uqvG59y8awsPJpSIxPLfCEUqRPRjcVyn5YJdoU/ydkZgOzTOmOl0WmnIMmGJIXBHSGTROSCHQKwjObAlOQHqKlTB94YPabuuZf9bfhlgqSs63L3/X9bZV0SaYd+7Oy//h27cvHrmzDkicgDPPf/c29/1ztu3b72+qniWcmBgjSWrlCOGjDHOeBRnwBk0Kun1Tm1s3rh8+Wj/IOKirHQ+LxxhkmQi5to6p42UMeOgdE1gNzc3t7dv+d6cra2tqqr8YvlmRcZQm3oynSDGIbIQImqapq6V1jqSCREQGSIkUta0mV2WZUCMoVfKJCYgihIpW5wtlslisRBi8brXveGDH/yrn/zkJ7fnuyFyDGFg2M1+9XknHdo0DeuQB9PpVsIStkMnLJ22LSgwWHjXkME69YIQtC6vWlEVsp1ZBrCUq0nJAjlyOaqSUlZVNRqNOJdHx1MmeD/rNXXNGEuT9Nq1a88999xb3/JGT50m40c+CMZOhlNyKbj0Loc5Z41SVdWUeVEUhVLKNurgYG8xm6im1QT2PONev1/UjQW6cPbsufPnf/PDH7l69drps2erqjo4Prhw4VJR1vP5AjnfP9wHgI2N9VqryeGBtXYwWHVGl2VJ4Oq8CWYlPHDXNaZ4ik7Q99daR1HsMwPfwrOcBweXKYTI0n7dlNbaVjBnKQ/w+zzU5JdDS5/VB4uzFPbRiV2IeJhWDwBVVVVFqa2x5EQUGWssOQBIkqRY5BaZtqYxlXMOBKysrHAkrZuE8zRJdakAKZLSOLU6HvtxwVwKZUytGgcsEpJixuJERgKs05UFcIwLkByQWUuWHOOMhAByRGg44xwduUYrXjuJK0wyEUWE6HzbsTFXrly5uHV+oet5nvfWx6BCOw0wxngXWbY8hW7WBXWZKACEvl//mpC62SWxwuBI7JJESlhcHzcH6xwsGOdcSBneOZxEfzaxG3ETHIC9o2Z24ifCe4bLda0JdWW80GyHKrf4TZC0e0WE3U5KoSX03L9IdJN9+v2+6bqN+/1+rBkQNSgIJJP9+XRxc/dYIKAjMDUQSC4R0TJCbOe0QReOWWvDlCLWFbhC/Mhb0TsLQADOGMU5Z6ztTO6U9U6q5wCASAmxRCY8ktZabQwxZII557Isy/O83+/rRqmiGo/H+wd79164tLZ2SUT9q1evvu993/Jd3/vDd9194Wd+5n9/9A/++Bu+8Rv6w0GjGwfU7/UaoyRjShe2kahQoHviq19929vfPJ/tzaqjYX9Qmmma9tIki2K2WEy4TNe31l94/qXXveFVly5d+tznPre/e9BLh1ubZ8sylzzSzCAiWTJkEHHn9s7KyoppXJQ2GxsbZVlGESE2i8VBkiTkbFnmnPtKlJhOp845oBbUs7bs9ZIoivf29sRgQB2wq3QtE3l+beP69eurq6v/3d/6QR7p3/y9j1prkyhRStWqimU8HAwXRRHHEQaNF0DORBKnvaxfVIVzrtfrDYdDv2lcNxTM24Uoinxw4OtjaRYbY5wlxjBNM8651rqq6iiKZvPZaDhaXV09ODgqy3w4HDImvEAQIjLWDrb2t1FVtexqjKwDo6MocpYLIcsSogizdNA0zWF5LHjEW/Fw+8Uvf/niXRfvvnhhMqkZE7EuAUkkKVORKxpyEVjeKIXItKplxDliWS84lZmoq9nh/vF0Pjs42NktZgswVjAWpz2ZJsrh1vm7DId0pX/99rUrV57dXMkubI6fv3pjuLJeNirJ0lNpxxgRMpXi8PAw5iIbDKt5CQC9ZKCUGo3WAqTTNFrKdtZulg2FEFo7xtju7qEQIk0HR0ez4VAgByEEt8SEEBEqUzEBRukkSYARl8w6M1tMO/zBrK6O6rquqlwIlmUxY8xLUXZhkDdW4MsqRUaJTMgwVJCIjDQwhZGItNWxi3ksFemyyktXIwdODADKfgysNyrovM5cldtx71rWHMEhrNLI8Ng0KSdXzcGCKDVf78cEw0b1GJtBWXGrHdsYrs3zqsoY7/USR6cM2XqxV01wLN52vHatruep2eDRqJLzclGvCiGi/hyiI8uT4fU6T9bHjBFKW9hia5qYAV+simZE85gtCr3V7wlZucmz/+nf/PTf+/v/m9i472h8Ya6zVVaa7au0tTmrIE63emk62XtJ4PHmhdWbOwcgNiA5Lazom0q6mebVfOiAQTzpLQxAystqDk15qr8SUVQZVnJXkhOyl6iUFS6J05qX1DOyUEkS1XUdxcI5c3x8LKUItAXjoSEuELlDJOLSZ1HWAREy9HOLXKfBk6ZpkiRNVbeRvnVeX0R0A8iWxwH5AB+XxscCwGAQe4PgOw1Zx6NJ01RryxjGceqcq+u6rlUcx22jVvBdIanhS6Tv5ct2JCQiAobGmKIoOL+DRxS+pk7BJiADrRvskv3gWkSnkRtixuXLLSn2LV9uqUPP/8SnPCEp9gbLS9JLLi9cuHDhwgVEZAzf8IY3nDlzBiT/xCc+8bGPfSzLsl/8xV985JFH/vRP/1QbnefLV4B+AAD94UlEQVT5ZDr52tee/NVf+TXO5LVrtz72sT9+21vf/h9//Tf/9t/+sRs3biHyfn9oNNWVYkzkeXHj+q0zZ8498MADDzzyyPve974bN268//3v/8AHPvDe9753Op2+6U1veu973/viiy8CwIMPPuhzrPPnz29tbV25ckUIkSTZ7u4uAEQyieN4OBx5W5nneRzHvV5vOOqXVV4UhZ+VWtd1r9c7OjrK89xa670dAGxvb0spr1279vTTT7///e//5m/+ZmvtZDo5e/bshfMX4jgO+lNhrX1C5t/TZ8d5nk8mk8lkkue53yFZlnUkFhU2VuA4+gfuwSjfY+KzXeec73L0KrsAQASIzE8RCAuNwJMk8X/aWvLaz357BFzbq+n6PwrdDClEvHHjxvXr133ILKVE4LqbbeuLDR5+8Vo6VVX5mX9euiPP86oofdHPgy1Zlq2urm5tbZ09e3YwGt51/uJdd931mc985vkXnk/TTCntQxb/MUO7jcff/DsECZDwtqGJmnWFwaD27hF/r+Tj11GeDFrAkIF5yI533UABHHAd88Q7Sz9kwj9tf1fxX7hsbaw2nCCJIi8cYsiUdYmMKWdqVTkyMhJZnAiOzlpmTT+J11ZGWS/1gm7a6aZpQEhQJmGRKdW4NxxkI7BgHUyM4YOhGA+mutnPFyXaCuzV3Zul0zcOD56/efXK/u5eWUyMKxi3abavCrY62G/yK/vbU9scq/L2bDIjm0soEj4TbsHs1FWFrUuncp2XViuJNdKkqipLmPYti0CZaLj+6te8ftxfnU2mRiszPbJqEXE3P9wdZJKBWywWa+O1nkjctDq1sskYE2RTZ2LVCKVi7TINoKkHYOdzO5/FXA6zNAEQlgZpygB7gwE4C2BHvaRsjqez7aaa+33ll88Ys7m+MRqNlqNsIUQsZHj+4eD4jeH7e/xKMca8HpdHR/wUplfE/rSE2oWsmnUwvk/ifWQW0rvwGm+rq6qyHT2vLEthdEvOAQJngaiDtBxaIkRwjqwhIiBH5BwnAkIRJWXdpExUVTWdTgWPhJDMaaSuGIIt5uA5i7DUYeTPpw8n3RJdpEttTjhVyx/My0niX+gVAONrKd2MNHaiXwgAqm445xEXeZ5rq8+cOWOtPTo68jz66Xz+xGc/PZ/ORqMRY+zs2bM/+7M/e+nSJSnkymj8+BNf+4Vf+IXV+DT9dfjkn37qia898w9/+kEAYzQmcT+S6Wi4WuYHSps06UvBtbbf8i1/+eatF//rb/yT/+F//Aevfe1rR6PRL//yL//3P/Zjo9Ho7NmzRJRl/Te96S3DYR8Rv/d7v5f3etvXL+/s7OV5mSaDXjZYWVlJ0/Tq1aucC2PMbDaLomhtbcMY8/TTT1+4cKEoiuFwaK09ODjwzVYrKyvXr1/3pmRtbW06nQaTlKbp937v9/Z6vd/+7d9+4aUX1lfXtdZ1U5/eOl0r5ToqIXXqm1JKIaTW2lo/TdNxDl5UqZNqIOfIbyrGCAD9hln2wQFc8jB0WZZSxt7GYUeM46FdvjV0mCSJb391HS/CGKOUETxeukMjpUQgrbWVvNfrccSDg4OXXr787ne9K6CI2hrRkb601g6Iy9YTWGP8QFqrtJ/1WBRFnudFUaCjQa83Hq8OhsOol66cOlU7c/fdd+/sH3z6sccEk5zzG7du9sdr3lN6jCUQ8JVS3k/77W270pcfzmM7VkZVVWVZ+pbdgL8NBgN/LNM01Z2wcFsSaBr/NDwLw8c3YfNTRzEKtL+gweffJxyWAI0OeqkAoZVpnOOxICLHEDmKXtI0VdNUpKyMRRwziZFzRtSm1oa0qppSQ5okscuiVJqabMTTM/21I1y87sFHHnrw1QAQ9UaHWf+mUjWw3iC1sZ2VRZrwXjTeOZhmpzeiNDnc3Te6XhuOJo19cf/wAh+JHuZWJllkIcJkzcZ6h7layjRjDenDlNLY9QX0eiJWCaRZFbMpVblgkgsl05mCgUvrwv7EP/jJ27t7SXZhcbjfH8XSzcd96veGFdFx3ajaDYZjW/fqg33CfCvbsFhzDbJeCFuANtLKTIgNR2CcaTQIJx1gXi7szCwWWkb94Uo+WWBTn97oESBpF0VNrTMpxMb6elnmR0cHZV4ggyiKrDGOPC0GgQM6AiAC19jmFTGuD5fH4/FisfBcI2/E224D8coJGf7bgJqE+oTf4ZzLZWTVD1byJYEwXZF1FWBEFN38kza4CIMgnIOgnu0DDvTJCKJ1jncjVuZFOZ+XLE0AvIatF5MlP8zeBzuvQJwDBBb8pOm61IgoisQrHpDrKhuvQMH8wbBtsxx0bHpkHX8pjmNVN03TRJkgIgRcXV3Ny2IymXzwg9/GhFg9s7lya+VnfuZnXveGR/b2Dj7wgQ8YYyzYa9evnz175g2PvP6nfuqnvu7sq5Sit73tnWVe6nllVJ2uncqywUsvvhzJgdYUJynDSEqXL+b93ggRX3zxxX/6v/2zH/mRH/na40+WZfnsk0++6U1vKYoqz+dRFJ2/777rL7yQpr3FoviVf/Pvvuf7vvt1j7zxs5/9rBSzNM2kjOI42dnZ/bZv+zYA+MIXvvAd3/d9VNePPfbYu9/9rvvuu68s66Iofu/3fu/s2bNve/tbPv3pT3/5K1+6//77L1y4cOXKle2dW8aY4agP6BjDo+MDmYy+5b1/qWmaj3zkI9Pp1Is0LBaL0BzY1Rj/Gzp9YkkHsSxLn6V1okYdh0F4y9I6Xb87o0gaY9I0raqqaRop45NVJobAETjzDahAAAwAicJsOIRWLwystQyD7g0g+r5Kh5xZa7MkdlFUqebKlSu7+/unT52qqirOGCJ30Pb6O2CEUJeV0rUxxpi6qSvdVGVZzibT+Xw+O56ophFMxkL0+8PhcDgar0a9FAC2Tp1Jev0P/+4vXX755fNnzlWNbmrda6kTnsjknGtJcVVVR1FChM5BFCV+cwZr7g9zlmV+P8dxfHx8zFg7vjXMGgSAulb+ZPb7GRHleY4IzlnOvV6NI0K/MgDgnCGyfrQOa2U5VBf0ieAAOqAYiSjzlE1y2liFtXPgGAkRaWocM0wAEKDToJhACwB3b5y6nh9N83wxPx6IkUFWFHUVVfFQ4qI63r+VEnvH699+7sEHgcNxqa5Z2z91unRu73hXMy1HadOPb750o7E4363lxtpga8PK3k6tDzBLTp29+fKu4/qyns8sWEoc2l3mGhEfWteLWGmMGvM0NosmzxamrhZx70xtcV/XLO4zGdXZcObic+PTydB8+rHHe2x874VLT7x0uTdQzfy4BijnR8fmaLD1ACbZ3u39gSo2gY/SJF8UjjtwiLaUoLgBY6xmTLqddUBSkVamF0dp1l/kTSnjI8HAkbO6Nvl8aoGKftzs78P66lo+z7mDpqmQ6NTGhrVmNpsBZ9jxTwGsM+TBHGfVssmGrrp5fHystfaKQKyb0oyIhH5A24lWLnZ1hWAn7ZLawjKQQ0Rek80YU5alTzx8UOKF973Eb4u9BDQAugbFYKA7wB29eVWNImcBuQOaTCYVQUbYaGvJH+bgqYixtg8F7qxc++jGJ+nQNYu6jiuCS30r4d38x3BLZFAW5stTR/thyDoMyp8rJKjrOo7jSErbUYkA4NSpU4dHh71e74EHHtBaP/fccz//b/71j//4jz38yGs5mYsXLhZl8dJLl1/14Kt+8//8/a8+/pWf/smfetvbKjlIJaVmVgqe3HvvA6PRynxW1LU+Lg42Tp25ePHuwUY8+eLs4Ycffsc73pHn+QMPPPDJT35yZbz2pT//wn333Xf//fefOvWUyfPt7e3Xv/71RDQcDutaedDDWmoaffbs+Pz58299q9re3uacv+997/vUH//x7u7uu971rrqun3/++atXr3/913/9G9/4xs3Nzclk8vDDD999993OuXvvvXc0Gn32s59ljL3mNa95wxveMJ/Pn3jiiVu3bg2Hww+8/1vHw9Fv/dZvVU29vr5+eHgId0pxhNKuJd9/6CdwMe4rOpa0tlLGUSSiKFHK+JqRENK62jlHro1QXNvKy/3z55z7WMaDNr6GAQCIHJEhnrj5ptFRFCFyxggInSVyANS2sQjBsixjjDWqRoA0jVXTeP01LqJr1649+eSTX/ehD+1XFTQ2y6TH2QFZnPY441rVVVkCuLopy8WiKGez6fH+/u5iNp3Nyl6arayNe1GSxtlwMFpZWcvGw6N88apXv/oLX/7zj/z+HzAmjSNjzObm5v7xMVvq62GdoL9PcTwjyFfOAgIQ/Kvv7I/j2If8aZoCgBduGwwG/kjP53MhREftB86lT+a8l/WkTc4lom9rIC5xOc1fzp9CwIRLypT1ZJ5k/UREQqBj3CjVOOuYqaoqiWXWi7g1rq5tVYKznEE+1Xkzh5UB49iAarSa6aZOWSJ6qxgPNfaBf+lPvrA//YfR1ukvP/Hkzeu3L986SJrFUMBoo7e3c+1cOhKVQkjyrDdTi4PZMwxQgJyBged6QzOb3aRG6tcO1m/sLxpwL8BiAfFGts5KU0C+sbU2ki462BuoClx1BNvJ2fXnd29pGzMYV5Ds//rvX9y/euaBrYcf/vqXnn7pyvOXBdbSLlYHcCoCK0HvQTE/UnqwGQ0eHI/0/hPDqjgNkUXrGAKBcCwCBhA5F61Hq3NXF4IWtoLSNjSJgFbGm5PZ0eH2PBv0NnpDXk+0cme2gHE4ODq0YCWCcVapajaZ+AQ9kdICMSIgxJagiQRES23Dy2Gut/Je2duji36DGXcHO4s6JYXg3d3S7HghBEMRfgIA1lJwGH7OVagW+NsQQsjurdv3Cd8SgU/575BZY9whs9YIIbWyO7v7/vV1XQMXyFoanxD+gTrnTvgGIQ8lIg9f+MTWg1bUysjoZQKovycfrppORAk6DgMAiDgirY216KU8nSMLiNg0jf8TplHGGGuM1s3e9s56Nj51avOjH/3o3/uJ//vh4eFoZThYX11ZTK9fv/43/+Z/9zu/+9sbGxvXb109e/b0+bPn/vSTf/ov/+W/LIrix3/0x97wltc10zrOEgD8lV/5L29769utcb3eYHV1nfM5IhZF8amP/fnb3/72Rx55xBjz5JNPPvjggxcuXBgOh5xJ1Rie9L7zB35gtre3vr45ny/yvLx1a/vcXZf++NFHkyiNRDydTFdGq2Th3JmzAPDiiy82Vf3s08+8/e1vv3712vHx8Vvf+tZ8XvTSrJ/1Dvb2v/jFL772ta9dW1ub5bP/+uu/MRgMOLKV1ZVP/9mnpJT33HOP1WZlOHLODYfDd77znTs7O3/4sT+8tX3r1Mapqqok59BtRA9tW3KctywFWlI+YZ3yLXW6if4naZpqQ0opZ09kWZdLSiFd7fJT7nWewxb0gX9bJSJEYP5QwJLiirVtz1Sb+VonBIvjuNHK8/yO59Ovfu3xb/3Wbx0Oh9PFUeLV64zhxvQYQ+aDD5Cc6waMblTdlIt5MV/Udd3LkkRGkovBYHBqY2tlZY3HkQG668KlNEs/+ugfTiazt7zlbdevXpOSNcZqZaIoErLNR/0EGAKKZMyZaKxCYGmSRTI2xljjqmohOvkdf2mt5/O5T/ajKPI6qR449piS52yETi6fH3gVB380AvijtWZ40gBPXbO952dTG362l18CNETGOgANzjpm0PEY016sK4gZMqOpLKgsE0crWW/Yy/i0Pvea1775Oz+wsrF518rWKE6hHyVnVmMuHv/wH1/9oy+t4mAO8qUrOzdfvHFt7+D8/Q8Xk8nFrQd/9G9+34VL6//zT/zd2889f//qmYdf96Z3fPd3m41T/+FXfuu5r7508cJ9btC/lc/ednHj3z/6a9/9A9/xw+/85t//3//teGXj7fdc+uzVK3Wh19Pe6QsbH/zObxnb4tmP/O5Ln/zU3rXLfzbb+w//5F/c++5vqA/Vb/7yH9/cKfN+MtfJXfHmP/iJf/z5j33SKPv2b3rjm75+s9z97JlssXXpjc/t2F/75PWXb9oPvf2bvuOhr/vYP/spc/1FIOOSSEvm0EirEyOFjcnIUS++NdtvEp6urQoeH8+LlQt3vev7v+d3v/b4hx/7zAc++C3vffOrFre/dv3ylx548NJgbeXjj/Wfe+65tc21u++++3c/8uH/8lv/RdV1f9TXxiB1a0PAGPOTRwl4cADBfANAr9dzJ2SBJQhItrXc5ejeS4oFZM91bXqcc6AWL+qaflqS6HA49NG5/9pbXWNMK5e/XKeFO0sNIbkIXosxZolFWVKp5vb2LgIA41ZpzhkyZsk5Y4jQ96xzHi8DPuHN/Z/3PJPAYAMAIU5imSCv6kX4giUKGcAJlNyeAfKDRcKj5MgYY6ppAhlpc3MzSZLHHnvMT2e+ffv2XZyfO3/hY3/4MW30j/7oj1665+L/9JM/OZlO/uk//ad7e3v/yz/5x9/4je8gA03exFkCEj7+kT9+4tknPvht3+4BX9ZUSRIT2ShKdve2s+x11rrf+q3fEkK874MfOHXq1Be+8AVr6cKFC1/70pde+9rXPvXkM+PxuCiKBx988IEHHgASWhFnsSfN5ovyySefrKrqrW9962w26/eHWuv19fWDg4Onnnrqm7/5m++9994XX3zxhRde+NCHPvT2b/qmJ774xS984Qvf/u3f/s53vvM//+f/nOf5u9/97tu3b0M3JwQYj+O4mC/6Wfad3/mdxpg/+pM/mkwmvjZDHbYYRZGn9/mKJXXtKgF5Yx3fHzoKmjfuPlylbvr2ct7mi2PBMXQG0DkHzvnJB62UjbMUyZi3DFQgQsZaVxFJYb2MqDHk5zgydM6lSVLUTZamumkEihdeeOm55154/esfYdXcONLGcY7W2rouOZfOWrIaUFpjVF2qutRKOWsiIVdW1yMhe2l/fbS2uro6HI4s4qJp7r33vk9/9osf+6OPo+AijuI0yeeL+fHxYLQairEB3vFUax/Q8E7M2W85b4h9eTbE5rPZbDQa5XkupfRKjV5N3v9WlmW4RBVnjHltn4D7h4gKEV2nyuXtRai3eXHW5UPXWgo0wHmjdWkUSI6CCxnJiEmSWNU2n4uiHqM4Mxif29jYHK6k56L7/tI73/c3f8hlSYoiRl6REcMe5PVVTO4Znr7/zNcdO/66uy9cZ1RIYa3uK7XBzD3vfFt812jlvovV9Hjt9LmS0/D8VvLWN7+tJtz82nj1dP/U2fsHvVP2+Nrv/qfTr33t5nvekf+LXxqN1i++4S07WxeGo/VqNpOpWX34wWyxh71ERHJtvMIad/q1r4L10aLKi8HgTa977wtHh9vm6KUbR2eSRNc4zgbn1lceeOCu67NP7l97fJgOzp56ZG19+OVnrr3w/BV46DW90sK8PDXuGc5LiRqYAJFRlNhIOAlFqfKycSLLdFHr+vYtHPZGK/1Tq6ODvX0ktrk5HLho5+X9eubuOf/I+njl+aefEnH09re++evf+Mbf/p3fUq5hBKxtliZvR43jiMiILVvRZezeq3UGjoOnAzHGiqoM5jeE/L6GulwMCFdVlqG255F86FCmkIb6YoDvPxdAzFln9B30SgCSgltrHd6hr4CIRjeASIgySqZlPplMOADnkkADZ4wJMo1XskVGAE6KVoYTl8ZM4tI4clgSMKK2Lfukj7fLJ4SXs/C/u2xojLXGey/OEL2wVdfoRMA4i+MYiCIu0ii+59LdjLGnn356dXX1Yx/72Pd8z/ecunj2ma9+7dKlS9lwYIz59//xP37xs5/96z/w10+dOvW//q//S5xl9cyihDIve70MOOxfu/XT/+in3vz6rx+vjOI4mkz2iqoc9Ed5VcdxbI37uZ/7OWvt2tpaFEX/6Rf/jzRN8zwfDgdf/vJXr127tlgUdV3dvn17PB5rZb/9gx/6oz94NElSa12/P9zc3BoMRkCMMzmdTj3O+63f+lfqWllrX/e61127du2JJ54qiuK+++57+eWXP/ef//Pa2tqrX/3qGzduPPvss4PBIMuyw8PDNE0feuihr3zlKzs7O2fP3oOAi9k8z/OLFy/+4Pd9vxDi0Y89Sn68dVef5FIIFMuE4MAB82A6InoULuxgT/sB1Eopa06m9PiLdXPDPTa9tPrc64kFF4LAfJyLiEoZ507ugYi87bNknWrrqFJKwdrB6KvjlaooZBxtH+4+8dSTr37ta6SU1pBG7SOAPM85MiHEbDpN42g+OZ4eT4pikee5bpQQIpL8/Jlz506fE5yr0uR5kQ1Hm6dOYwKP/sHHrl6/WdfVpz/9mY31jaKsGJdeI93H7+FY+pvhnNd17SMbf7AHg8H6+nqA13whbjgceodRlqWn69hu3oY/z4FZFCKbIA8XwsDAm+CsnQfpBz8t2/qwFsvBIyAKRCeYkDGTwpA1qiqnjTAkqyau9WbUu2u4cnFlfWuwMkjiW3v7iaOY82NVoYjS4aq0jTEqS3p8oWla7cyu31DmrrMXnr9+7dn93VN3Xxw6c3EUVWkvTuKXD3Zf2Lm+wuLe5mkTSWfoucO952fH53obzfbh5f2nz7jj6bQ+NgQA/c2tq7tHn/rNR+ut8w1NqnyyshV9C7k4ko11dVlRba/Uk1mE1prL08nHv/qVCWzulA3bSL702Bd/9K996MqLNx65/yI0dbN/c3Msnn/syfMX7hXu3v4gNuSeefZ5+E5xpjfa3j+MXIUJsohZMqgd6Jg3sVQR8XKTKceEy2s1rdnhFOczWMxMWe7e3rt1c3t37+YqzoZZCdU26IuSoUA22T/cu719vL9vnRn3R4wxyRla245gIEIiAHLguDxpdQztMr5g5tsJeSfV6Y8e65SLAuRIS9weXCrv+yVO09QuaUl5B+D/ii8quG7cGCLGcdyKrAVz7Dq9i+XMcTkbsOQcUK0appWy7trNmwToCOM45TIhBE5ciDROJJFVSkkR+8PsY5+gHY9dq4sPVEMiY632GvG+LQgRPXHCY6z+/Jdl6W8yz/OIRwDt1NBgOHxmPR6OqqrigILzyfTo3kv3rKysHB0dDQaD0Wj0uc99Lk3Tb/qm99x///1f/epXH3zoVWmagnFvfstb3vSmN3nozWlrnQKQWtcgs9newWc++2cvvPjcP/wf/p8rK4OdnT1k0O+njDsAA8C3Tm/4Loz5fM5QGF25CKSU1rqbN2+NxyvHx8dN02ht5/P8q1/9mhDixvXb6+vrq2tj5+jo6Hhvb885R2SPj6ZFXj311DMPP/zws88+/eyzz587d65pNADs7Ozcf//9p0+f9pzO1dXV3d3d27dv13W9tbXV7/cff/zxxWLRNE0cx6dPn758+TJjTHCxs7PT7/e/97u+e2dn5/kXX2iaJkLUfiIdtmFjFMXesvOlzjvPTvFNvD7U9XvUGMP9JjYkOjkq6Ar77KQ7pt3xROQrXd4C+gqBf7GU0jNYGGM+BfZvNR71y7J0tu2c8th6Pp8hYtrvTWbTOEoHvb6ci48++ug73/nOM+dPV1WlrEkwlVIyQGOMUY0qS10XAoEjHOzvWms319YZYxfvujAeDLWqZZzddeHcoqgLpc/cffbpJ176rd/5bRFJdGZlOKqqijEYjUb7+/uim/IKS6PeiShMvmMdD6coiiSNQ3YbKKT+qW5sbFhrvefwCa4QIssyX2/X3YDf+XzunxjvhCT9//V4UZJk2Gl5eksBANaapql9IKm18uwjf8aLpkqF9/AgY8k1Ge2YtbGyompGFs8kyT391UvZ2gikKGG7suOkF3Mx7GeJjIzTXArBGFQuA06iNxaDQ9OUC+0wdjy1Ue/6reunNy/aflblRUUuY3y8uuIQ5nXZHyEbj+ok3SmbeDzunTrrDgnWzpaagGCRV1UN/TOn5fr5GJNbB19d660qlDztZdmgmBZrECvAguFg1K8kX7lwIT21VV7f4RDF2UpZ6GE2unn1pmteXU3rxe6V9SGLeFM1E+Jimi8urZ8FGXNr1eRwsJoYx7QyUspelvGJSup6M+1NFiVImx/VcV+sObmQqdrfB1B3nTpVF9oY0k1h8EjXO2m8BuVMFdUg6928ed0ozRhDoF6vl5fF8WIquBQiCsw6cphlWeOU1trvgSRJQrbnDZr34r5R3Dk3Ho+t8quc+JZS397k9bVY13HpqajMz9JwGDignHOPwDPG6roeDsf+T/tgy5tiwbjnVwDgiWaSo461Sc7LRgGx1gUBJ7JcRkJERXGEwGUkGGOSR5ao0qppKi4ZE8iQrDWcucAzCciUr4CFXl9/Bqy1dV33+5l3fS3EeWdbqena373ri+OYAzfkwIc5CODaxqWmacqydNoY5zBJHLh+vz8ejw+296uqcgiXLl36vd/7vUcfffRf/fzPvumtb3Vaz/PFWIwBoFYqSZI8z2ez2bmLdwEAF3S4ffv/9nf/zif++OPf+J53f939925vbyOyLIscGTI0GGZpmjIOt2/veMs4GAy6FoR+HMdNrYnIUwQRGQA2jSrL8lWvelXTNLPpoqoqLrDX66Vphgh5XgLA/t7hV5uvHRzuxXEKwG7f3mFMvPGNbzo6muztHVy4cKksyytXrj344IOvfe3rrl69enx8fOXKtdu3d6Io2drauv/+By+/9JKU8vTWVt00u7u7k8nkrrvuevDBB1966SWvRlfW9TKzcLn0EjBK51yQqfH0R09XsNbmRe7BD2/7vKdnjC+nt55apts5720k61/vrZjnBBORH0eOS4WykA4StmkHIhlnJRfWWiAihgSMCTmf51/68ld/5I1/c3d31/khM14uzRrBpeBorZscHR0dHCQy6o2zfr/PBZqm2S93y0UBxDY398+cv3jXhYvA4Td+879u7+yC5IwxFJxLwZmw5ITkAGSsdtQOaPQnpa5rZGCtZRy5YABgHWf8ROYkhPP+4xdFETh8Ia8NcVyAhsNChNDedi2j/vJAk12ameF/6FUowgu8owWAeDBw4Jq6Yhw4o5iIaxsp1Qc+FsndK6v3r505xdI01yu97Nzm1k5TjbIhkxHnnBgigAOH1jGLCRMy7a0n4yvFUZHXjthoZb033FD9WW0h13a01husjCecG632d3a11sDgcLHYnU7Onjk9HI0TC4fPvwSlTeIBCFBKFTnp2uW5Mxy1EXXtyrrRTKFxCUZ9KVEkjSOLXAt2VJVHxYKiaDBerbStSjvsje2ixsYMsgFFeOAqp/NIUpbFKHijFZCVERdIMZLTOmJMEdmqhkVJJdTKZYIBKa2UaBq0PHNQOwWqQue0gmJhlFI8a/qxzrgFwJXRiLTRdZNE8Xgw9BL66+vreVVGcewQLBD3SKl2WmsRt/LG3sH7QMdaO5vNPG6TZZlX//bD30OKELaZzz59ZcinhoElXFVVmvTYHXJq7e7yTgI7eVFfwGNeCyhEaqyTo3MdPwm7OSq6m1ppgBplmYi1tbdu79SqYVFfGScTbpwlB63GFqID65zL89z3EPmN6280NPVgJ7PnESvdjUvmXR+Q6OSFbTexyHcAUTdgjzEBnh3EGesiMv9iIkrTtKnrLE7mgMPhcDwcgSYmxcbGxu3bt9/0pjfNZrN3vvMb7rrr3I//+I8//PDDwNhX/vzPj4+P3/a2tw1WR0qpF599+tFHH/23v/CvZ9MpR/bWt771x37sx3Z3dpqm6WWDKIqUscYYsKC1cM6dPXueiKqqQMSqMtPpvK5rALe+vu7XUvBIyHZEg9ZmMZsBQCxlL02TJPKAb14UnLNEJlbb2fEMLU+jVNd6ejRdXV0VKGbFTCklUFR5dbh3aJU9ODiw1o7H436/f+bUGavszWs3j46O1tdOVarZ2dlhjK2uriZlmWVZU1Z1XcfpyaQqtMuSPtYzuBDJ55eMAREDWJ7PQ4yBby0Zj8eym5QUBA/a2kC7l9rU1RjDRdRJH3uD7hARkJRurPF4IyFC99fb2QlEROD5oA4AmqZJBrHWmjEUQjBkWZYdFMXnPve5H/yh75dSLupaWWMaBVFklCaOThtr1OHB3vT4aHV1NYnjfLEQgr380ouTw8nh4XEa96paDVbWv+Gb/9Lpuy995KMfrbUa9McMBJdC6yaKYqeVL9a5O+V5nXP+3PqoxcfavFOYgSWyR/BtthMCCx6Ct7IzJy/ufKGHTH23p0UkKf3+Byk5Yxiqd6HGslw/C+/sT4ToZ+hrxWR7ICIyCLwvkhUQ5wajr1vZOp+O09qlROsyOxWPVsfrWdYDIcPNWLLWWkECCcBhLBPJZKEMERdSHu4dm9rMy3oyL8+eG4o4ccaAto411loCqK0+zvN4cpytlBQlpASUlgwBgjMGGUPkk+PicDFVpRNMjnqpZCxLUzK0KErBZJlXBJCkKQgorbLMlapJ4ixfFGnUm5RqcnzMoS84c0Y728QC+1lGxs7nc3A67kUYg3G6bixEPYHSlZW0FEkEV0cia4jQGlBKUBJbZ7SGuuglI8mSugKjHUcXMw11CaVqqlrVjVaKAflOzDzPFWkuGY8kGaO14ZwLLtH49Pdk2K+PU/0u8pi+zxoDcc6fI7+UuDTnyi+0t6Jeaox1PEl/DANaLgRvGwA7fgFjrCxLAPAuRPjAopsLAYy1EtnO+dJzJ6BKzlekvDOIo6TR6tqN65WDjDNjnGuUZcA5BxYJCYDOGmucdq4df+y6GRTUzeeCjunhPY1HeP30RP+MfHOjB638t/7R+FzYn7QQMflzEjCrKIqQIIoirxtDQH6SwSxfRFG0s7Nz7733Xr58OY7jf/zT/+gLX/riP/tn//zo6Og973nP3/v7f/8Nb3nz3s2df/dv//2/+lf/alYc9fv9S3dd+LYPfPD1r3tdlRcvvfTyYjbPssxaMsb5m1ksiqKo0jQFOoK2oSGK49Rz/kLNw59qwaXgEoFbSb4A6BmTWlvnGu+3lFJCSCKIopgxPpvNVGPTpG+02759s9frra6sz+fzSCaDU6PJ8cQPkUfgs+mi3+8rpSKZbKyfIoJYyKIoFLk0TX0EAQDaaaa5z7QCTGyM8VGm3wk+9HTOOWfrugUfOOeIIIQfl3Yi7bds14LeZAcqStnNko2ik34OROxE0VXTICIiQ4YMgQV0BaGV52VdG22bmgBZawnRktNaD7KeEOLFyy994QtfevOb3zyfz4uiAOtIa86gqU1dl0Y3TVUwAI6wt71z/frVOI6TVGS9ZKT6mxunG+Vevn7rw7/72zuT2Y0bN9JeyiMODhHJOcclsxabplo20Ky7rHVaN/5MBohWdNPtl+vG/t+Q9ASop+P/aIBQmw+xv2OMMwZ+coB3AAAOwBVFHcJ/0Q3s9JETIvok25cT2qLILE8jKQm5dlTntq4HxDaS9NJg/fxgvMljN8nRyY3x+koybhZVmg1llIHjzlqQjAERoO9wstYu8lkpS4fAuURr5/NcsWYcx/3+ME4TQJBSCiZXBsPaMV2VCHDq1MaFC+f7ycraaNhbO3Xq3Vt/9MVHdV2BAuuqc+cv9R5+Fa/j5KB0a73VoUglgHVpGo9WVwYZyet78+MZEA1Hg9XVcRxzXTQ7u7cYh6ODAw6IxIyyANxbWHCGM5YKYY2aFceAOu5HlpPlaBvOIJWYanKxxEwi07om6xgBOjKWnOVE6DSoUiSrBHFdAxFnaAU6U9RQEUfW72dZnGit0zSOWeycWSyUMkaiIwTjNDOcMwEcHJ3MTaKlMpivWUI3/shbtrYMYK0PeUPtrc1rlzLLcJoQ0XaMIFhqReacDwYD58BbobBv67oWwbf4KySkQa4WuiJySy8j5BGISFaK9nYPGEAkEw22arSIJHLkjDunnTYAJKWMkkEIRoiormvqpiX4DxZcn3MuiqKq0t5qhE1MHcMh5MXB0FtrtbbGGEtOkGCMtZq/nlGqjUBWlmUiI/+MPHzma+jHx8c+Xn7qqafOnz//8MMPHxwcfOpTn/oPv/RLp0+f/rmf+7lr16+/+93vfviRhweDwfkzZ2eT6cuXr9576d40GejGCRE5S9YAEjCUvibPGO9lff9Z/D17D++cE0KHezam/XRRFEmOnDNvBJVSzoFHV6REAKyqRmtLRHWt0jQdjYZlmY9GY2PMbDYnIgAyxq6srPoh0ULIplFSRnle1HUDAJKLOE201q6uPY7fVPVoNEpkgh1tXMaRDw+dc8gcoENExgERwDhAB4gAhIyQEaBDRlwgY8g4JDzxNQO/ZX1dh3MR0KQQ9gajCQBE1te6/OwGIrJWi1YNv5WbdmSdc4JaCWsRyVAHwzBfF6BpmqooIx5xES3y+R//yZ+8613vWllZq6sijqTTJhLRIs85g7KqjTEM4Pjw6PkXn7t58+ba2tqlS2cfes2rX3j+8t7e7srqxsrK6Obe/vXr1xutMJZlVfGIO4gcWOcMY543iwDYZeU+URZ+QCMiJUnkq1x+esHe3hHr2i8DwhM8bkgCAgTXqOrEryBznby7T5HbwBC4dVabBgD6/YFZ0lOBO4d6+mX1a+FXX/KIG8eUiazrO+xBtC6jC+n40mBlhcVpg1xTP4p6UcYY14ai4YDLFFgE0HDgAOS7/cEYEXFjbakapTVjTGLUNMdRGqeR5MiUNQCRaZS1KgLGuOQOAKA/6K2tjxPKwKhyerw+vEsyTlYBd4MVubE14sNIzYosFtlonIoCLIDKHRjDXUOGW6TCRIAp50nMAbXkzimVRLwqiiSOV4Yro/4IeIwgrMOmqHrKZCJKgdumBuYgZXNb2yQCzaQYcpeQ04jGodVQNiCdQCKByJlhHAHBgqmUUlpBWVhygnMeCY4WALIkEoLzpmkWi0XUT5xzRisSrF10jtoT58gBQym5l/LFjtAYrFme554R4LlkPvf1sW8I0YK38EfAU868UQ09UlnaDwfEh3dlWfrj6U2lN8U+LVBKCSLrp0PACfaKiBDHsks6nNeV8y0IBvwkHV7W1d7hQWuRgUURB8mBkW0Vw0FKLqQk3aYwoptw5MMff36oaw7wfNAoijx9zW9W17V9+YzBq91Chya32S4gIfgOMAiTMD2Z1brQMdGLe4yxyWSilPIDnY0x0+l0Op0WRZEkye3btweDwXvf+96iKH7xF3+xLMt//I/+0UMPPTTNFwcHB5Pj+Zmts0a5/f2jKIqSuCdEJDPpnKvqWgo+HPcAwEvNhIwnjhLG0DfyLBYLzjli28dhrUhTniRJUy18ohfHcZdV+LY9EcmEobCG4jheW93gnFelFiLKsr7/QwCotVXKpGk6GIz8dtHaam0BmNeEcUaDo7quvRHZOnWqqmvOea/Xq1XjDYqPF4wxhMCIBQN0EoUi+iySOnEnb+55mClvyBf2w3qFUB06lkL7wckwxoxVkjiBf7ED8DmoXz4fzvgIt00QGGNMvJJmGkWRs5YxobUtm5oxxpl4/PHHr1y79nX33nu4pyTnxpH/HYEsX8yaqi7LYnd39+aNG845KcT586fvuXRxMVs4Q3ddPF+88PKzLzx3ZedWf7xeAQH44rZFRpVqwNp+lvm74gaNwTb1ZGSUalTDOWdcKq2t09p4inMb64W2R2+gfSTojyLvBBm11s75rk5iDAHI5+LWGs4ZAFlrEL38hk/cIV+UgUqHeDKvze86rWxTayBmtIuiSHAc9kemrqyqB0ycHw43hFjn0Zm4v8bjqDI9lOtra1mUOeDKwrA/YBExGYMAziQDBCLmzYWzcZpEvVRE0jirtY6yOI2TJI5UVU2OmtlsZkxmW2kXAqQ4kgBQlnlZLBiPZ4d7x7Pi7Abm82OCBoR2oqn0vDq+fev2VKn4rtOrTTGzpgJQGIFGvTBVDCwBniCYulJV3kQLztlomG0kw43C1kezClE1tp6XgDJK+nVRm9r0ZNqP4sbOAAxGWLhmUlXghrIRDjinBLFpoCapK02MM0cMgEmMpZTOzmGxiE5HnMd1g8YxAIbEVKGhZs45Lw0ihNjY2ADGGlPFMpORFJG0hJGOABghIAGXQuKJ+eJduyt1tHvsJJk9wmG7Yd2eAgMdS9v/i90gMN0NF/LF4S5r9Bl2W2SNooioxdv96fZ+RSAj55wjBwAMGSAAAjIWxR1NEx2gI7B+TrfGOErSxujFYnF8fEwAjVbOcRHFBlqU03MxnR9xVdeu6zX1Zs7bBU8pYUvscm+DpGwJ0QEmw26CuX8H/7uMMf8UQmbEOacuiYmktNbymIF1aZoigZRyZ2fnq1/+cpym/X6/LMs4ThFxc3Nza2trf3//Na95zYuXX3LOpWn6V7/9QysrK8aYX/+13+iPV06fPq1rXRUqS9JBf2CM0Y1SjbUGnHPWAWPMaG9oWl1lj9y1UJUy2rTll44MdSLJHcdRVVUe+MuyzOuRcc7nsxwkRFHke7C8YT0+nmVZXFcqSZLVlfWmaXy9ZLFY1JVCRHIYR6k1pBpT1/mc54N+kqZpP+vVqqnyIs7S3d1dH324svR6QIy1FE8ZRwDO4/vBEPtviSyAtzvWOeOccc6Ly3PGGDkI3LJABvUmzydGwRn4Br1QXmqaxsc7RH4e0x1jTPza2i4Ltl3Ld9g8iDxKEhFJY4xAFsfxzt7+Rz7ykf/HT/yEB0kjzpqmQsTJZLKzs5PniyLPr1+7kuf5+vq61rrI8ytXL08mx0kSra2tZdmOc25ttEZRVKlKJhFjLK9KRqRUwwiCxnqI3fxPNjc38zz3a1qWJZ10zLUyD7ZTSbJdn53tOvjDD203AzbEesFAhDk80AGnntUHVgT8LRwlT5sOnjgkYQCgFgUoFVm3mvRO9QYbXA6NGwIbY4QAPRkPs34aZVpZxzhJWZtKWwICIPQjntoPzsEx1ORAokOom5IyGcfxIM2K6ZxIxnEsBMRxnPI0kdG88qgAIJJAiCUbpang0ep4tLayIiMGzTSvjuPhgkVuZbXfNNHG+kDRkdIFUcVTno77CFzexAwj7sBWFXNa1UWlqOZ2Pd7o9zPFWL4ojo+nB4d8FHFkEXeCWUy5jIDNihx0I1MZD3rzus7YKmmUDjKeIObaKhZjZR2Sqa0CZiVnjLGqKg4O9wb3DYVM6kqrxoJDDljXBmpK07TX60kpnNfQHfV5zWU/K1VdNY1zzgIxhmStcycUgGCj/YWIvnfEhwU+/PXUOBFJRPQcOddNlQgRFXXq/91BY2VRQ9dixhjjvEWeiSiOk7DHfAHZOXeSmS4nAUQUpID99gpMzUYR51xrp5RqmgZbzJ3XdW2QgBHnzNMh6rp2RBEb+MDHuykPffrd6WMfH5z6D+BxELpTFBu6EZ2eyoad4pU3snoJwnad3XGcK6UiIamdJ1U3qn72pentmzdn9SLhiXNOkRkkg9Fo5E3Sb/zGbwxGw7Nnzx4fTc6fP3/vvffu7+9fvHhxfetsWZaba1uzyXQ2W0wOp7PZrJ8NfC2Fcz4aj6PITWYLD7SFdju/WqHy4W2/EIKIL6+9v8MkYVJGXY7PvHvz4TxjlOe51sZX7f3beoaAV5P3+qBe5Me7FiLq9XpZlqVpanTlH763QX053N3d3d/fb4N0YKzzLh6ItKadGx4uv1/rusYOZeZLnXpCYBRF5NCDe94qaW0COI6I3od5MwfMpWkCAJwLv90BQEZcK9tRvHzS1iZzkZR+54Tw33Wjz2MZea/aFpyhrZJ94hOf/Lt/5+8wxsqm6Q0HdZFLyf2nZgh1XU8mE78iR0dHTz31xHve855v/2vfd3h777nnL1+/fv3W3q0kG2ugqq7SSNRN2SwWaS/jjAlkRM4YHYpv3s04Z/N8MZvNeNe0GEWRlEJKwTAN6oxhM3hCs18Rv+H9J0LEJEVr/dwq733RDyzk3B97z9HwbCvknPspRIE2Dh3yG0Ah6nS0PA/ENDRKkq3V9btW1s72hz1lerXqyyTlUiQ8BmEaY7mN0gyZWFR1wetaadBgBYGfoet9ieRKqbxc2IFjnBs/Jtc6o5TRWog0jmPnYD6fL2y5WCwG41XnHFiQgjky08mRtMlwuFJVFeOQphIG8Wh1EGd8rorpokzFZppICcmgl6KaN7rePthZXD9AIGYJHICjLEmA0fHx/n4xy3e2187fa5X2eIXWFiKmlI6iKOJCaCRtykUOdSli0V8ZMBclUR/qBBrGOZClStWSKQtorauaRgidxQAAdV0fHx9vMWYN5UXjqdhRlDSsAZ74HC7P82eeeQYiVpYlTyJ/XqilRURxzMhaPwKPYzu2xXX8Or98dkm+P0D8cRw7aL14WZZmqQ3TD6/3TsJH1d64+7jWLbHIghUNMYToxBSiKBKgLZFjgMQQGXMMFTggwFhaY6x24AgBkICsQ+uGKKmhQTbIq+2jyvRGaxq5YwjGxIyQnLONaQwRxSIVQnAZdwyiqK7rstRSSiHY6dOntdZ1XXOOzoFzRgiRJFGltJQROWeME0JIr4vEpLMu4hE4IIZRlBhnG2OjOOGmFRHyLkcIkUYxIjI44cMCA97LIs41YykbAQAjipwrjcoP9ogIZpAkye2DvWdefJ4z/sSzT9lHrSVLQJwJ44xg4tSpU2fPnt3Y2Fhf33CZy5IsHSQMRWGKo8WRz1QOC2HLtl8py7JFsZAR91qvZVVxhcFdSxkJIRxoIWIh2qmBeV66rg8jBALeSTDGtKGsl3CWKKW0dkrZqpr77RLHmbWAyISIAcAYYkwQucWi1FqNRqMkHUmwRVEMhuOqUS++fDnP8ziNLVhlGiQSkUz70tjKGk8dYVXVmBOFOLSWpBSdBBD3IlOBZMY6ZpvfXkHzx1sfL1zjU1dLbfVCdIOWWhKw01xEBNZnEkmSIJLWNcmkrlW/3wdgVpsoihw6FnFjvB4RzPNF3Mv8+9R1PeL88MbN3/n1//qDf+OHqlKXmmrt9o92j45uH+xeG/Uya00SoXJ8UdUOeSZ7l1+6tnn2wsqZM1/5+Mc/+uXPwWBQGCOJD0SMhZKSr47XkKNncFsnnKM4TqSUdd1qlzLGjbFpmvl1B4CiKMqyklIi1D5e4VxoZUhAHGeRJKVUmvQBnMeysixpmqYoClW3DG6lzHCY5XmeJalWZeMUAHAS4FyzaGfXWMb2hjayOKioV1KkneQMeonhFvrcEpW2jhgoXfKEYSL72WDjoNzkdLZnNlJFTTHKzh0f7fEz8TwtzvUid1CohD3bZ8c02yqaM0eLg14pbm7CVwb9cU85FckYkHNV1KWqr7/krr04nea3q+mjT93euv/hPiZfMdxQef2Avn3y+uNbK9PDgwOA57kTef5I7mACu3/y2RuPfXpSLAaDwdrqyg3Bi1tPPf2Jb/zcxd6vPZeRevy1r9orr1556eb09pfvWd861fyVd5Rkn3hpG7bO3Lpy66uieWz3+fu3X/uH//rff+Fjj9Xx+tT1rZNfu/Ly7bu/eG7LzvDx7OkvJwdb37x1r/2Ts9feupkeHm9/7V/0/ujD705g72P/Bmv99Pb0dB8S88zZ0Vq/F93a2auKPEuyqMpEczlOMiniG8fbz9N+zaVJTt9+7NY5+Yd/tfz47Esfv/ZPH3zkO95f12/88uc/E8Plj97+0qc/9bk03nzssZt/+sXbDVtBlleLAyHTRPaYY9rkYPJISsF5U6t4MEImtNbWua5gywkYMMzzQkopBCcELoVxlgkei7iua6PdoD/SWgsu0qTFedKk16YChk7kkF3tTx+1k1l5AGY9tqyUCuKD/X5fMMY4oHOOEJAxD76epAKMAQHDrkfAkTFkSUOjDw4OHIAymsfSARljiDnBXul2RNQNzWB+aDX3B9WnFCHzxU763N+u66qFbVbbdbj4xNhDkC0yABjCXuq0UEKexZYGeHob5GcaIyLjTIqT/jrOORMtQ9YHUNQ179R1rbU+ODjY2dlx4ABQMGGcAQAO0gd9vV6vpWBunOWcx3Erc+R/l4iMVYPBYHV1dWVlZTDo+Qg9jmNsofK2qomIgsgBSCk5AHZ1eG8m4jhuGssjkcle4k5m/vkU0iMqSqm6awpFRGeMz7GIEQCUZemc29/fb5pGRALFyXzqllXGo5CietBALE2UhDsFZ4QQPrxl2A5xC/ejOrlpIYSUcaiCel5K5xjaUCUkTNQRBMLFuj4AH8CGpIR3glEd1tkmB1JK5/TnP//593zTe1dXVy+/+Lwq50d7O7u7u1opm0pVV2VZVtoKGfdG4+FwuL+//6lPfSp39KlPfWqxWKCI2nvotpG1lhxpp40xw8GQdYTLsMmJyLfqeAqH/zg+RTAaApnCtpInbbsvADhnEBEZWIv+SQ5WBmEGX8COfCrZ1reWdBIBABotSCRMxjEgOkW2MbquTNbrc0SmtNAOAYyxla5VUR8cztIkubx34yhFXdFNMajMItmDaABfnYAgWI9Wt9PR5dnhReD3AV2B/Pjlm/3f/O25dDXAUCaSaKYqqzVePx42+nD74CqHfZer2WEzq14u8OseuvT001/5yf/pH37P+7+h38/uPnN2NO6jjS6//Pz89z/y51/63PbtG4+88fVFsbh59fKXr93cOn3vpz/z2Oe/8vjGWsLS/uNf+8q431tdHQ9HvS988XM/+qN/a8yqoZqbm7vvee9f+qObV37u537+5teeff6JF7Z3du5704PFkekno2J1dO3K5d1rew/dmzVF/uhHPqFOP7dW0ON/8PFP/u4fFEVxGmDMxR/+xu/0RXzp1Bk7zfsiSVEkTKz2hyVwRETCWMQchdZGWBplWYxif17sXbnxh4cfPg3ZKWGuP/ncr+7tDEfx5Zf3qr2D1fd/IOv3rhwcqJ0d7EfOOQ7Q6/XqyiJwITiBIHCMMYITni6eAMLtNg64d7Bj/msf+PszSEtSEKKbMBpAJC/uEpAb16lt+p0zGAzStBfMAnU1OaFsKyUBXlaK0EGLOfrN53WW0beGkUMUiKiNuX1rxycUPGNWKUemnQrDu8F+yPFEHpKFr/0XRVEEm8LvlJFpP5KH9amVM0VE6lBX/8m9AkQs2qY4fmdrdSi1syX2hXMuiZLwJuHfgKnZrhc6GBofnw6HQ/9AfO6fppkX5wIArWxd176ezBh7Sj9JQBw4ZxwArGsnKvsor9/vt9AtgG+pXRuveB35fr/f6/UGg0G/3/cCEgEKdx39UQhx/tw9rOsCp65qxDvlYR+BejKZryA54dNG7Rn3dV2vra0xxpTTpIkjR+7r562aG+tGtYSH4y/ZjYQMT9L/3VZWGtuZkSFl8Y9rGaxs7b5sEaeAI1FXI2Xd+IewxIwxAMc5AvgxEsrjHlJGS2JnSMQA0OMkgnHj6LHPfv7LX/7yd37nd9Z1vZjNDg8PF4sFYy02miaRdnVVF3HWOzqeNnQFbt1++fbO488+p7VGQqNdvy89gEXktDbGGQ3Gnz0PngbIxZdwm6YJFAvoQNimaZq6teC+phLcG18avOw6sgNjrNfrhU1IHUXC06P9r/PuKPkrbpgEZIRg0SIYJIXgAKuiSJGx2rhSCQcRx+GwP1pbU3r0untOHV//8/vv33A6X896mVzFTEParGOC2zivV5N4467eG79ODusvPb2FM3BYHUwaq2POxlxGDmNQ2XC0efriehGpaDB+9aUHXn3p4ff95YRljz32te//G3/l8pUXnn7qsQ98y9t//Ae/C2QCB1NYKGDxczdu/fiP/ch9r39k6/zZLGbA4PLlvc997tmkf77XH7/tzesrYwBqIM8hWXv8s099+Pc/2u+z+8+O9O6N5trt7/r+H37/X/qGX/oX/+YH3/9tKUs/9mdffNe3/+UvPVeOBtkv/fwvPfuVTyS48i/+33/n1RvpR/75z5w9arZsdAlEXhbIWTbo13V9fHCYMnn2/OaM72/2R4MoYdq5ZKhWlPe7KQ56/UFjYZKXyXjdcXnr6Jgnaa7L9z7y9ekgQW4W5WSw0rt3sPHaR149+H/9z6fPPvLv/49PNLA+a/KZHR0XUy6c1tYywwUCMCIwxjpirhPJt0vSOH4dyZ1MLw8H3FrryDoyBH4es0FAcmidrvIieIW2mISSEfAlwnEIF9jSJBV+IroD1lrREssQGLUnHwla/U/y4ppeaLObSCAixqUGPDo6ioUw3Typzi4A461JQiYQcTrPhRCe2+PFLpIkGQwGTUv8vkPcyjnnmSHQSQABMp8BOOfAVz86tcgQ3WM3Sdm/m6e6+yLhK0JXIvJK7s61lRHXGanhcAicoYehg+FDBOMAuHNtzcNXL/zg1pbHKaUvR0P30ILhc85xxxkH39tdqWoyn1prjTUOHAfOOSdrGHT9ROAcOAREwNXxapIka2trW1tbp06dWltbW1lZGQwGL7z0vMeL/Mekrgo0HA45596FMMZ8HJokCWmDiCi4IBYlkoi2trbW1tbm+RwADBnbig62PHSjbLD71F1+Uy5/6zeZjzs8fh2qOM45AAyDgIjIWloOPUJ0H34Sovhg+kMKYpYkJcKCRlEU5ECCo/LIGwfgBFWdf+KTf/q2d7w9TeNrl4+Ojo7IGcbAqAbJndpYi+bl3tHR0cFOhHqTMTGgw+Ojoq4Gg4EFZoQL24CIjDXGGQvkGEVR5Ksd2I139wMSQicnW+rD1FoncUYURVHEuSQHURQJEfnlW/7g1M7BbncadpmHD0F8V3P7zDtX6rfZSPS4JbLUWLIMTByxhCeRcHWdGZY6l5BMAKSM773ngbe84+1PfvXlb/76u198fPHBDz0SJ+UoguFqQkkzrSYrp+6Fy/TCE8WF3sWLj7ztQnrqqz//H48f/0w/zaSUpdPO2KHDFLDilJMdu7ifpIdcVKPhdG1FrI76g/Vy+snta7vjfsrA5vkMzq/Bjdv//H/8yY3V03K48vE///Je05y6dNd4PP6RH/6hu+86H6X9yzevWzdZXd944FXvTGSTxpUqp8c3dv/W3/rhq7e2z5xbfd+73rCG9lf/z1+ZHkw/+MY3q1oncZZl48tXrzw0hZs3r2/z3u1b1/d3burFi6xRMhrypmlms3nuRsnGqd6oMmq+M4WmXnU8Ij6/ts2V5cKUs8lsMmWIjkhrLSI5qWabp4UjnB5M4tKijOxiMVzj1XSRHx5NbHPX3edEWS32J4cHe8dyNJgeN6a5ffs2RbZG7SOVKI44+tDNiwF5T39Skg0Ja8iATdfeFUif0M2A9OcitPJ6Q+dPqx8e4Lq+P2stwztUfELsNZvN4vhEpQo73cCWcsBa1ipnjFmfAQgJjpw2Bl0rQ84QEZvKopCqNpP5rN/vF6ZtTwcka51yynbwCzLHmKibOqY4hM+sY4KyjuEQ7rJ1MO387o4ddWcnfffEgPG2Y010HaewhDuFr13XERdsinMn0qTL9czwynAsl+ygdQ45l8uajkRtobtlYWMnnWYVInrH4F2jtdbppjdoATsBPGVJcEumbkKmspyU5OVins/2D/eee+FZbbSDtqrDII5ElGWZB5Q2NjY2NjaGw+HtnVu+KOQ67rBPLAbpwI8/ExGP47hWjVK1MabX6ylrSJGzxjlH5kRDnO68oOvJgqV+k/CofSHaTxBbBtx8g5s3jkTWdArSjk5oassr+4q1C9FxsIbQtab7AMp0ApzB2rZOFDlyNspGn/3c5z75yU++6sH7Dg4ODg72m7KUpEurrDZJJAf95HjGnTWLvJBZrvPi5vbt2XyeDsfIpBCCLCBD1rVKAGccgItWZ9+TtV1XsPFBOnZ0e9NNau0YQai19v8KLhkTdV2Px2MPfjKOYZN69o4HSP2R4Zyrugme0hgTes9aXyhSQuPAaDBacBsxTISQvJ7VKldR0wwgG7CIGr2C8HVbmy/j9aHgi8MbmbxPxsdKHelaltTUTus9s3/V3NwX+eYK7G2P+u7mwTbdvDFc30z7fWpqXdepgwihdipJ4140zoyoF+Wta9e2NxL28strqyW3dufmjXP3rDqjGl1TsVDNYt7Mn/nMs69767tkAmfX17TOb1/f/crnP/mq1/2YPcIHHn7V7p7K87xSedrvFftXqsnxi89de91r7q90XVWLZ194fnr98trKoLe1+dLzV5yimzdvr43q3f09JkBEfD6bHB7sZZFwSQS6gdncFkUC2OdCTiusrMoXHFzkrCWXZsJYiJjsiUhpR85p5wAROWNSIGTZYGQNRdEilYIxphDXkzge9GtdlyWMNIshgigq9bHam4NppJS1qhHr0mmttZ+flaapQIGEiByBM845iwBjxJMpcn6fR1EkhCjKE0I2dHi1c64di4HoacH+KCBCFEnG0Dkb0nKlGmNMlg6wA0g9xQA79p0nVgS+kLfDwm9Wjn5mFgAAIyACMpaMdd1AAB+cAUCjHUc7mefT6UzKGMH5NhDGGZBG6gYUACfUAHY4GLoO4fIC/US0WCy8aNpyEOS3tZ9ASM45z+I31hjDEKWUnhth2kL5iVQZdXiW9wTe7gTehVuCiRExyVIAIn/muD9XAA7n+Qy7tn7oEAki6meZbXkFjWf4EFEXwd2hle99b175PlsjrfQWARkyjhasAwcIjDHk6Mhz9nU/SQHAkbPOhuCaiOIkDi4qGEfOuWqIiMqmXJSLm9s3DRlYuhgwzrhHn7MsS5IkBumcG4yGbfWfUZQmu7u7Dpx2lsi1cTq6ZQ8a/HG4XMcHC1Y4OAwhBFCbt/puACHkbDYLjtZ2rarOORHx4GWhQ/+WnU34FWxx85NJA/5WPR9pOYDQ3TAJAKjBaGvW1zYv37zyJ5/4xObGiiFjjFks5il3LImMMcAwjeXm+ipy2RiXl8Wt/cPDo2Nk3FoLDo1WaZIggNemFSgAODAAzmazmbXW9216X+sZWT4i86crgP5a635/AABCRNZapYQUUchmmOeLCSaEL0QBIvcMHx9qeH6aUW0jqO1kWtoM2x9sY4DIMjIMFbcajGuaqLQrgo2FWFfs3tH61ni8UPV6LxkkYr2fnl0fZlKP+tbxArFiUDMy/d5AmshZLXi8urrOBYsTPhgm8aA/4Jw1FWuKFNwwjoVzldGN1klvnALiQu1dvy5ec89G0r974+wzhMKBRDadHDdNM1vMxyvj7/ye7/7p/+kfffijv/ONf+Xb49Xh//df/sIv/Kv/z3d93/fbay+x8UOWcGVjJcqi4+N9gLOJpOP86Ozm+Nve982//Xu/e/G+C8TornvvVXuTs3ff7QwJER0dTXrJwLeKKKsaVS5mx1DlIyF6HGE4zIQAVatcb4h+EsUkG4jEvCqOZlOIIolYLOZT5vsbnXaaGDpErZxjMDe6qerGmdVego6YrUGX+dGe1jrNEjSKGyKHKY83V05VVa6MqnXNUFlmkdFwPOj1krrQZNBaQ9YSQ2LoCJHAgkJEQAJ01loCyx1yQM6kNcpZQOBAzFlwFhgTQbbBV8j8zvE2SneicuHIuKWhXiGuha5GyJgIVYfwAmGMY4wBEmfgENCR9Y0BZIwxzpAf9mQdGWedcwwzBzidzGfzuRytEVGjlIwjIIvAOTDmA2dizoEl5+lu2LU+h9mwtmsUClhnG1oGi+PjHduaY0RkS0MHu3DeaadD5TYUUnxsSEvIUjCR2HazY/jPf1retTWFpMw7AA9bhZRfiMj/L58KMMaDP/cF2FNbmy3fzhitG1/u80A5os97uHckjINEHib+ICIg+HYnIvKVGOfCFw4RERghIcMkTkI64slCVVV51KtNBslOZpNmvxnGg0W5iHhU2RIAJEoRR8oon+ohknel9k5kpn1WSyhN2HaveEHXk3FSTvcv8DcTViQYcaKTkgye1FnvaBUO/gARiVjw8f49qRucQkSBSBpqS9qaqmlqrfrZ4GtPPXn3pfO9iDVGG2cbMilIrzKUZhmI2BI6meR1lZc3ev1hMhqVjbLEgBQROTI+KPLPnLramF99/+lC/Smkm0IIf1z9fuhCMLbsQaXkQjAi4ZwTknPukTHinBvXtohD1zpDnewVeo3Vbo38MyxJMQBAssxZ5pM5BVpBTRuyfzaJ15ASq2tXg6mtrRYH2xFeSpiOoK7VvJcAkgNNaqFhMEoITeESjf8/uv402LZvuw+DxhhzzrXWbs45995/9/pGrSVZcpQYx3EIAQc3MTjEwqQwKfIhRQo+QMVlvlFFFQVFqig+AEWTglAUUNgVQuI4xgZbshV3smU9SRF6T3qSnp70nt7//bvbnWbvvZo55xh8GGuMPfe5z/vDrXPP2XvtteYcc7S/8Rs4ZVhmyMc+wHS6L2UpQfqOZubMdaFlIXlY7ne0+cyn3o63L+iUl+++wOHurasbXvI29UPqnz59a3dzc/zwo3/0lV/8/h/54Z/+Oz/381/5+fe++IUY4Bf/0T/6Z37wB77vM59WoSqlMJd33n4K+XS4ffHes/1f+ds//b/63/7fv/zZT//6b/z6H/rJP/PVX/wFeBjDfvfk+hlJGvrNbrerIIfx+Or18+Pt+Ozp1e3rCnV69fwT+PJ7Q0y7fri52h4+udtuhxCxIiNK18fdfjMeT7EL4zIOXbfZDbIgBIJAU16OS72f59Px4bScqmSoeZqPtZw2Az2c7q66Tc6zBByn+X48Qoybp0+2+83+ajtJkFzGcYSe7+7uurApOdfMhBWApVIpCwMGKn6C0PI8mkIo5Qye1oOQUsrj5MfNg2Y0Bp1oBDMeFOaF3U7EGJUjViOSWte8i/chsfYBoH2rqV5AgVoqGouvyqIiyYfNpkgY52nMAjnXijnnYbuZp5FQQtA0UhDGWgU46PhZhf87D4YnqcNlLxwAhC60KkZvTBPN+l+0OeJrQJBXjhrnOFWN4PmEdu1EBIyhUr+drG36kTcKlkFTVJ9G3xoH1LrW3w2/RNGMR4zx1e1LtWrdkDpIpRSRGkIYtr2sGPZlzovrAlUrAmeKUwAAhMrnET16w0RUoZYKzIwZ5zL7PLV1ehSJ/jeldLO/UYhOylQ473a7eArMHLp0ODwM280wDHOZa61K6pJzEYCYapd6D5v0XvRnZ5fkyyaUdTgRhLapuFZ2aLOqM3eZp2X09aQG0xKMxcxV2+oWyLlKr6ZU4y0P+zSIdnsTaoW83N7fvfXuO9/61u/8g3/4c3/kP/eTL1682BCVXGqtkTDGmIY+1PnwcNzun/A0vbq/x76PXO/uHrphA8i1gka+anZZUFCYoTfM7rIs6hxopLU+3TTVWne73W63W2+yrM7+amHpXJETEQFmVm1eWzHTmEkHBpxOJ0eXAoB+UmWv1hpvrqUyMEfkRIQoHcctyzuB/6l3P/3ZGuhhmo/3BMtuwCdPN8fjy20Pbz3ZpCHUE+PQwzSVU0lDgpJoCX2Ng8TbFy8noaFmIuCciXCz77pI0zhKzaWX/vrqk49ecOWbL/7+AXEcp/rifv954bm+/uT1bvMTgfpvf+eDzzzdD/3269/4nXmq/+qf+bMvTof9syf/wz//3/+P//2/9Knd9i/82//2JnUPr2+H/Xt1mQ/3t6djHBI+fPi8HB/+0E/8+E///X/8U//yn3r/977z0UcfPdtc/8rXvvav/Mv/5unhyAyFa655t9v0m245znk+BuRnN0/qssDp9HA87nPFuE8bqBHGPCMlDpClTmUZ87Tbb+fTWIFDCqESdjF2KXPZP73e31wzlzKNFWueT6WOXReGTSDEboivD69unr1z9e5b3cPtfZ5upM4lK2IypoQThhhPh2O/3aLOtiaiiEChFKq1Ju2lgLXjFwzo2KXo/gSupbKQUp/KJM0gMPeZTqeTE7PzGW6XapnzSrurTupKm6YqsdrQIT9HMXVdMMKgpK3qpczTtPZnKgNXQw7ab66g8vPnLwUgVxHA/X6PKN3Ql3mapikThhARgpZmawPxdHI3bQFrfb3zy7SMfWRlRtXQwVPDOWdpmqerMaOCpQhSStr9ZKuJmhUZl5V4nYxcLISgNHOqs9TkKFaViKiWruvqyuSn/NWFKO73+2maxnGs9dx9Q0RBVhCIqkiRerasiCLnEqu+itH+uSO8GkLD+bi/KWsaZKVqEJGHh4d5mbvUXV1due7Q1PPhcNDL9pI0IYaRIgYi2u538zxXkBWDiGvnGiAGCm6h4SIRKWpjwHA+aHUO/WygZKq/evaGLM2RbTY6Ik7TpNltZUL3/+oXKURKsapKGM5lXZkQd6Usy3GisGKrkCBE7EIXYxynIyJeX1/Ph7y7viqFP/jww/3+elzmX/nqr+5SHI+Ht653QIghPhxOz2/vn7713tvvvlP7za/9wj+emTch3t0fYt/FFOqy8h92Ica+K5ynearCse/0hrXuvd/vPX7VM6aCdzgcuq4z8g+cpiWEsCzlyZMncDndKYaYUgghaGlK0wLBGkHefvvtEMJ+v9eSwzRN+/1+Op1Uwvf7/QcffMBYnlxdbQIOFF8//2QX4Fnf/9DTd95b8NNT7u8frkN/X/PL6e5Ln/0U1uXJ0/1mG8fpHp7t62GCOUPXxcybTQcAsCy99HHJu364CvHwyfN9jNthM41jLVI49wxd19+VU0dpyiVt+/vDfa316c2Tkpc+xG2/41wOD1OgLnVbljTc7H/fj/6BF5+8+tN/5s/+pf/oP8rC/7V/5adwLl965y1Iw9s3BCW//PijZTkBy3a7OTyf3vrCl0L9O1/89Gf/9J/4k/v33vobP/u1L3zhCz/+/T/29O23njzZP9zfv/jk+Y/92I8wl9f3r589u55uHyLR4eHugefQdRDT6+N4xWmKIfRyezpICjXA7d0Bu9jtNnd3d6dpfPbsaZ2Xly9fAuIm7sqSI9Fc6v3t3X6zHePrZZyur3Z3t/3D6aHrum7bvTzez8zXQxilTMjd1W6axm7oT9NI/aqC724/jgmXaQYe1MUJEYACQBSkGPXIi2qLptVGttutqkBtNle9R4FUszlHkNg00GqsgmRUoKWUnOvDw8PTp0/7vn/+/PkwbJ89e3Y4HO7v77tuIENV6MWnaYraPFVr7VIiq0ZG6w5djY9N3RKRaVxm4Y+fv/QSHoOkEJdpYi5IljxhEFnJG8BADq6kLLqXC19vVZFnX1i1iRhAUyy3hYgYaCV+iGdkujTUWmte3n6vC12MsN5Vm/ubbNSMmmrQg9d1XRlPRFRgYdHqg4ZU1YuB9oCsRQeIZ6+ZmZnXmr51Z5xtmD5v6jppyqEer3R9z1YeF4BqN6xsMAEDAFDEKAFIpmWMMQoykAis5K5EREjjYcJ2jFSKAErzoPZJEJui62Wex+2r2GRaT/27ul8/C4+wm2fCegBwsikAUHnVS7HNsdIUh1s7d+3neUYbRMENPFTtq4e9nndiZiEptQCQAs/uHu6D5HS93e33c1nmaUkpLbmEtLl68vTqyZN//NXfqoK7/XUceqgc+qHv+/E4LqdRTWOtVUBijEiAgfqUPP7Qb1TVr1/nUlqN70GJpwKlUo46C6jruryUGGPlUpaSs/p0QmG167omquI3m810Gr3EpdGePruKH0XagvDtfZ7n62X83P7m7Zo+O8GX0ub6tOBx7kMdqG4EesRdCMf5VBEWriBciUUqImMqH378O59/62mgKSAHyfnEkQMusFTeBAhAKICLxIU67LYkL1/cbbph2OweQribToe7F5/pfki2dDqdhm64vr4pTEjds/c+C8fjr/76b+Vj+Ymf/EP/zv/6f//3/tHf/7f+O//dX//6b33nN+GnfurP/t5vv3z/d7+9yBYjMzMg7nY7SN1/8pf/yq9946N/8Atf/R/9z/8n/5U/8af+1s/8jf/07/3df+Gf/xdR4O2333777beXPF/f7J89ezJ//ZvMZejTk+ubGG+XyjBNJ0Te7ee0i6c7BpmAK8uEEhAmroXwer9Pfc+56hjzWnmZ8zhNtA8cEzMgUBWsghQixvT87i7u9zdvvfXyeMgh1RSWGD56uHtvfwVEmSuPIw0drci02vd9mQNnLqUwSkgIAQLGWmf3qEQEYMWSCa8uYwhra9Ga2wmgAW6MUePL9q9s+B/3I4nWXEi1MXP6KWzKeKob1R2PtSrTCwqjMAYKglKxEhALg0BhFtZoBgAk17qU+v773w1IMfUzVwQMXYIJKIaEsYuJKHAFZgIhkuIoHT0VHrC4grg42NrsFUK9pP915cgr3oMrs4hs+0GvUxsSRH3psXGVqmdGkGOMSkCvCQoQKRY06Q8ctI5HhOJ4nlpriIhAqhMPh3vtg21uHkIgCWfrpfshIgArOegjC+eBDlxiLsXogt0y+UvlQ6+jxEF+Tb1JJxVYbXnSpDkzVBAhwRBC6NbITC6ikXMOqjXJrtZrMzDSc/G++L7CRIS4RjZ2qfNl3bS4LQnh3KzIDUDNtbzHE+19OrxBmlRVrbUKz3NOXbfbXs3zfH9/T1yutp2ULPMYoN7c3DAFojAVHl/dff0bv51r6YdtJcg5a3ZPUVIoILXmWgUkhMDAOecaG6rq79VoAk0WMYTgyDfllNZjGTYBabWjiNAUxVdHL9j4PD0vzh3NF4WEtN1uUZY9yHSatnX+VNj9vifv7gU+lYbNYQ7HqWPcbzfDNk08XPW7bdpIP4TdnrsNhE76bQ5jglpj2b01wLPUXyH2tdv1chTA7uGhXMdYQ1IGOCgis4SQYsKrXdrSPucwBaz7fuqh/9R1fTowwpyXEONS8sPxdLw/DpWfPvvUh6ePv/KLv/ov/bE/9fI0/rX/78+MGZ5d70Hi4e41CQxdV6AKwsPdocvcS/7BH/6x7/+BP/x//Hf/z4fD8Y/+0T/3rW9/829/81tzXvLCx4fD1dWOS2Yu11dhO3TT6UAEGGiqGbo+98N9iJ9UrofTl0LIXJcQCvBIIYb4wDKHeESEpSylzhhilyClmSWHlGInqaupx80VD92SOrl6UnfX01LSdqhXN0utQoAx7d575/pznwOEcV7mpYzLIcoAAfq+r7wgYkQqxIAEUBkUqs8lazMj1WYQeggBIaiXS2S4DMFSKlRtrAFmKUXBFBRC6LreXSyRlQYzhJU7Un1ZJ4Ajou12WwqLiCaOyIYQRGjSFwCgXkael67rxMjd1Kdbw/mKx9P0/nc/9ByO6l0iZTBEIopIVUk6KXRhJREKRgEtIhpztKr/kRpS2M9ZkTVdSKpMXOW5onmkUPTksFUaHTUBLAGJaD2AQ9fHGHPO8zynEJWpI4ZYa52mOc/LbrORhvkdEbg6WFPct/X09LjMpN+FqBxoru8QBAQQLO8vlUW6NPh7pImHylJN+QMAIiAhAgJCiJSYeZ4mERmGM/ELoiZuKhfRiiwKdX1iZiwFfZavrAk9ABBcW5Zcl4GFRL4XKhvqlrKx2cCFv3/O2tPKIUq2XPpojU5MqwX1vl/fmlKKouM9DdWq+Ef/+su1v1ikWDgDhwrCCAw4lzzOM2PFyn0IjFECQuxe3D5894MPb+8fYt+BcClQqiy18MjjOO6HDQFWEc5ZEEKIAjEX9lCyXQQxWn9/IgVibTab+/t7NxJElFLQGEjTOF0XY4yIUuqiNz/0vWr/YrxYwOJkkPryAD3GWOeRCu8wfqrffun6ybvDFT88gNSUeglF+lRTz7EnxFpjySSbzRHiknacuxzfCjRXXOYQayQYD9++ff7dh/QZ4Dn2R0kvJ3n29jZArIugQAih0hykP3H4ZMz7nuXubqZuHOiAuf/Uk6svbDa7fng2hI4qyPWTm93NE2D8o//Sn/jZv/V3f+4f/uMPbl9j3PzO+x/+F//Yn3j9/u/dHU8k3W4YltR3Q7h5651uXxJcwcPpB374R3/+H/3mz/7C/wev4n/8V//fv/LVr33x+7/vx3/yn9oNdHd3e7XfXV3tuJaI8N577/xG/bXbV69ub297PNXUxZtnm898bnmQw0QPxIVrAZmhzhRzDNL1815uT9M2EVfJsetiRxSWBCUkJJqJRoRD3x8o9ECHfrdQOl0/eRhP/cNxBIoidR5Pkcbd9jTOLPD07Xf4NVXlTmapXItkEgohUABMyAi5lMoAq0YFxOgSO47jdrNHxBAc8rCWeZgrMweqErEW4QrCqEh4WCEKQEgaPhLSUict15nfALVWAxEtHgo4tVyscp4PoBO18ryodK4KQu/Y/4vh9vb+9nTCTnMCMpWFJmJm4ZX6tQJxJY1pU78itaPxUomNiyKiR0pHDzQzqw4NIaAYOYTjfwhD0JAUAKDMi7uubUJAwdRrmBMjM2vOS2veYMMp1dtSDXIOuxqfTktwbcqolIIQlHyNmb3Lidf5BOt8D2sTJfXv1OwDgDF8ATMqCStYTp+N3NRzxI7ZAst9xbgWVDUktLzQSpnnznhYp5FQ5TX/DoGYudSivsjakIwXjVdiqbnWjUVL/ZPVbHk1+eQZNuFzzse82rPXr6T2erXNbtDdVCdAmmnpYkRvrs1LKZHOK9D6CiFgCKiTI5Q7GnWOWMCUEiDOyyLMqeuY5P5w/OJn3o1c5vF0+3AKXb/tw+k0fffjF/1mV4WnOXNASlFESi0U8Hg8JiRm5lIwxRASEjJIZHbMTzUOZ5HV7SJjiQBLlKlQVYPoobXym+OicU/12on6Ig8PDwCgUOmay+FwaIvkmvNV2onrpzdd7K7f7r588+xt6kjkyJVS7HebXGoqckcS+gj7t9Nb7+7e/szVpz83h2H3zved5G3a/0gMDDQJ3w9XfVn29FaX7vt882Qe0wvBcvP0/uk0Z5xq7UI3QOq2Ze7iC1yOW9rfvBuuF9xdLw/LNz/6vR/44NvPX/34zNOn3vnUJ68/+fDj94/Tjx9Px+MHH3/nu+//3M/9w+//kZ/47Q/f/+DFx9/+7re//bvf+LEvf/H1OH7tN3/vW9/+nQPsn332U7en0+0EdJqPH3zSXz+bKt0eTrevDz90d//upz+FLGOdv/nN37t7/fK3fus3Xt4+efny+S/98q9+/Xc+/PC73727u2OR47L8vV/8xZf3n/zK7/3e0zn1D/BRhswVY5ik5lowEDPzUiLgphRQn7ouSy2l1tglmY5pOvSp08y7LnWaxiJ8HE9xGiVSqsu8LC9ev/jGPN78e9Ov/frLu9v7Wm8K1yKFIiFFLowiYXUPqgAgRQJACHZ8IMau67pqrPUhaN1UUYLVDlcopRBFnRhExIiB2WCBjetcip4FDMYLkFLSTjR14JTOWaVRDUApJaq3klLqYiIAAiwxdiFyLkKoWQIB0IqrIPT95tXdLQMMKc0gIcYgtZQScB0eJiKVK1dBJA3VxUA1rb8GzQutTutqt4ignP+kCqvqQdFRUAxil2r9RLLqZTACGeZ1KLE+cBepar1ORESWaVqTG7UyYraZlCDSp5RSmqYTWILb3FsEWUvN+nKMY601ACWKAMCCzDr+F6QKAirzl7vGQpWZs9I5orjfvf5Vzt6lvxCh1pmItKAdjX/NjR9bSloMJPPo5pkZYH1nFVb978uoKRffBd8gd2yDsSS1VgdMPHwXVBDsQUQnU4sVS3XB9YOu1mOMPg3D6TNzzrE/w5Y9TvVbEkslkVXaY4xAoYph3VKUsjwcTvNS0pAKY61l0+/Gpd7en14fxt2Tm5pzrpkFY9/pk3ddx1mpqVexXJalIlRhaTJjbvDcfrt7dTqdlMyD6Ny1666MLoKbEJHKUogopXh4OCgruBd+/Yt8CxTgoLHIkUDmJREtqfvkcAy1Tlg3QT5Z7irkXdeXZU5LKCeRb37rwxRvl/mXfuObLw7h5/+zT7JMEVCk3vIy4u0N3C7fqt99jodf+c2PjvIN+N337++/272OSx3vpn7YbdIQc02QPsb5CPBkHvtPpjmkr40vfuHb80fj9NW/8/P/6G/80ud/4HNPPnP9D3/xZ+fl1S//vb8lt8fn3/ro4XD46z/z14ebZ5/cv4Yox9Pt4fblJ//OR7/89U++83yc05P9u2/9Z7/2d2+2r6/4Nt4d+SF99NGphvQDP/gjf+Wv/bXNjr7/i1/8d/6X/4vb/Onf+OVf/MavfmWzH77ym1//zY+e/9pvf8An3szlyWZ7n+Uv/eW/sunh+bduP5e6IeMz6DIUgjRCZkBM8ZRPCWhDfUcR1OlEHHkqIJtuW5cjgooZVWZvi4qhAxJY6DQ99EPXDen1w/38cP/if/Nb4xHu5/0QNpKwgvR9IEyAEQpxLZwz1wVjgCgUKNSouG1EVNXbdRRjnKcFQCehns9jCIEoIeYQIlFAVIAMMIuOCMUme1hKKYV3u94ztPoXsb4lJ+Vlm84S/dRpUKltt4kCp6SizwiCmudRd593Az3/5EUAbVqB2McEnPMY+hhQee0QmlTvNE/RKHrEsC6uoOWNbIPXDxWdinzOiqy2QYHzCNqpHyyGcPycGE5cH7ty7bteG5R0XXT1wUgs3IrWdVRLdTWdUmJeezJh5SZa6VymcfZ7TqknK1TqlFqwlBRRAFhzGiIkcraCIAQCm27lwHEfUEs0yi0cQkAAadrxxmkeD2Pf92rV/Ib7bU9ERUrEKCSJEgiUXCidM+9rBEUYI5VykcbBJgXfGgw3V1548J89o20SeLYWABfGzKd1ugHQf11leyx4ztQ1DB9m/M5q17/av1FfWrBlqSKEgUhRNSy1lk9evMS3n86lhhBC6l7fP3z0yasMMC1L6jtmWkoupeinuhAiReL1NC4s47IsXIFw0/eO0tFv13qaIpc8nFUfv9YaQiJvFSTwupFZSlw5rsyssGHkNBE0juPQ9Y620lXyFFAI4eP71zCWmYZU4fDxJ5sYcAhluu2HoeR8k65ODwd8uHu9jD/7e9+Cv5G+8/Dib2zT4XT/H//NnztNK+/LLUBOcC3wrsAkV+/3v3JP6cvSv3e6LYdPqMAoECFg6KCWCOkl5bpP1zPczBNBd0jXu3338Td/9+e+/v7rB/ngl9+Xr5U8v/gP//L/M78+7gH2kG76tzLUbUyT5C9+5vM8P/zi13/tN77+aw+wC+lTc17m+/uf+5mvAn8QiN9LQMckfPXsnc9+5Wu/sr/qljr9xm9/o6f08uHbT4fu13/314eQMtev//rXjq8WjFeS8w6JUv+dj24pwfUWJkx92n0wL3OtkPCQmVKKQ7wvtB2GPC9SZoEaIVJK41Iz8DaxcKk1C2OKPQtWYMI483yVIiCXstxDSVO5jgNvU625ZMAA18OT2O3GMtVcc87C86a7QiIRYFjJvaUsgIGwUoAoZ5p+WF1ZLZtptjyJaAswVzzDRqo1wLsz5C4IWq+Mo0JN5a7uCzN3XXSGNyLS1Mh55mLV5EupZV5yzqoxGYFB2OZXFK7TnF+8eFEBlmWZWJzwgAIEqYSkqrrWKjY+QjGm6rDo+7MNznZHks6vUGsFMwC6IiIyTdNa5NVBo13S1q26ZGpagv0EikFKOuw2m81ms1nXpZ79ZTF0UDDKJALUJV6vZnBdD/nB8iRXV1cKBmdm5hJCr9dUimBoUihaArXnVX2+uor+gxiyGxoEkatgaIKkt996e2X3NN8TLB3ke59SUvYYIlrqmlV3vbk+LyEBetxAxnngStbNgIqXgRbOnnixmW7SlHn1461pUWfKfyPI0pBHqTiCDcjWxKCPh4s2RYAb5Jh+xCOAR4spWOdSKcSh7xFDqQszx5ByLbXIsix9v6kMt3cPD6fTbrufy3z95KYnvD0+5FrIBxEIomXSoJapZCKKXVIOV88CeZkKrD1HE4bKkLHb7WIMzBJCKHnlj9N1U5LBrlv5vDQrJMJd1+WcX79+rc0TajkcY+ofr0YYR8+eUJpT7DPGFzBe4YYCvTg9YD1xkae9zHm63tyUsF8AxnHcX9+UMr692wuiILFsIu27OMbdKR9uOT7F8OQ+85LSq3H+8vD2R8PLWMM0lbodCoT8UKnD1ymUTjj2mzkucMjAfbc5Haf7w6vd0y+VKdfI7332C7IcK9J73e7+o9txHj/39uc+uL/71Luf+uj5J2V8+IHPf245PvTlSbx++4Mjbd96dpceEpUbut9LtxQpS3d/Gitgt93d3x93fTo8LJth+Ozn3nv+7dP+ya5O4wng6lPvLvf1yWYn+X6z3cWeqYehhpcf3BUQ2l+dZuEUHphCH9OmeygJrrbdk+s8zfM8p76LfXea0lxz2Q7dDnOuXGUY9lWQK8bYTacTbbfLdJLYS4eTLAuXGGF3c9PnuzqCAEzTNJWFFWMizMwBOYSAlIBrFh2HJxQhxhg6pQLUYpLknDfDTkFiqx4CqMrwzBejNRBREzbjOHrcGYwHE5vOMljb6c/sKXp85nlWKPMaZ/zc/+F/enV1NQwDGzPzdDwdDoenT5+6vjg7yFxL+Oz/6f/2f/nbv/iVmydP7vKMwzDlElIiISk1URDmcTyGEDa7bQjheDyKwSuHYdjv9wCgHcx+qtXf0Sc8jqOKu3KtODu8+4auiPWxlSJY1VC0fmAlg2MDEWmIo7/31LNbPrUT2+3W+zZ92GatdZ7XZFzrafq3t5GNhvZv+Hdnleounn87W4OFrOMAWXdXs3hs3Rz6UPrUV1dXa6He8Pi+kn6TnpSwSHO9vpp9RFTTparKDZ6uFRqKSZppPCEEZ0BzcdSlKPmMS1EPhWx8kBjNp/os+qXLkjW1PY4jAGy3W7KKqN6Jtl9st1udAIoIymDu66nVnVrrfr9n5nEcVX70bhdYE1mbflinGOWizB8pxGc3T9TgPdzdv3r1arfb5bhCKpcl+zCiEAJX0BjL8L42c4NXZI6OL3UEQc756dOny7IcDgcXDA2v9Wo68LnrBu1vUFFclmUcj5objIm22+08Tir2morUKUCK+/a9brHUKYrdG4sIrQOW69XVVS7L6XQIITx9ehMiHo8Py7IM3Tt65Vrr6XTa7XZ932vJQW2PdpDsdjvvpOl1umQtMUZGqIZErEuuucQYCfFwd1+WvN/vt9c38zyXuhCRpiH1KbQYLiIAVAq//fbbD/dHItr2m5TS69evj8fjs7eeakdLjPHFi08QcRzH7XarcvX06c3pdIJSffX0RCvXgO7a8XjUZ9en6/s+LytloaqXcRyLnHOb/WYd6aPGm5kP44mIrq6upmnSSS86XJOMc600RE8A0IdVI5m2ZEXWhRCYS0pJCLVWp05wt1mvFqNH8AwA11dPjsdjresR6/tNCEHPyDRNwdjX33rrre12e39///7776tWrM2wl2zj48XQMY5T12dkq3H6kY+KdmdmFWI9Zj7/y7We5oKIaJynaZrQnWhTFofDAVk2XR9tgjxZulZvQhWWOneKTGpNCxuZl5uEFieKVgQGq0D6Yei6TgFz+vBa23SV7VkId1dV67k/JZdVEWqySR52vRlbiFEjYDN855E985yJ3rCHKd4Y0T4XWxk5GgcRNRgYFTt958ou1/Ao+NV8Pd0jBgANBXRnPdxBRG0vais0dUWXn4nwztGh9XZhU9rVVzXwlZsHfXY9n6VcgIBdi7lH4+Zkv9+r9fWIMKw8fSt5lkqOx7/gsyJMhPT+O+tYrrWO46hcUggQY5zHKaXUhbgsi2KoSilzXdpACiwYDRYb+ZLqNw7DYLmdM6kRGhs7Gwm7L+n6TghgzX3aY+gbF0LQqFf3YjyeHKbtobMKp+9v6/HVMopUERJZnUdd1WmaBJgZmPPxeARcx24TLNC0KVQbDejHQeObYVj5Ct3P0DvXuqB6XWTb1KUUbm6k8m63O0yz2IxrRCllHd7nQtVCwhBRx1+rZ7PdbjVt23XdbrdbU7hruFN03Z7sr9Qi+hHTMvvpdLq6ulIy7WB9Vfv9njAqL4s+sq6ey4/+7MzBpRRNFXig6afMfSxVnW5CHh7uAdonAgznJsoirCzL/qW+2imJRYRVRE6nEyLqsDwdLKESNU3TMAzq8Yzj+OGHH2puZrfbuUqBhkTddSNYKrIaPl7lips0bwgh6k6XUrJ7GSAQaKkFEQGhglRez2SM8fDqcH9/D7CyU67qWLlKWFJKMQTmYsatxhjdUXJ1k2xyiL9cobRKpFX03CRY/Z3YDCn0DEYwBJGHL7736mCiQRuxgdnM8+xf6tpQjRA3EwLaG2iNVquFH+VSXHS8NO92RaGu0LRcUVMbhAYd5MKXbcwZNm3D+l2q5f367sx6yq82g2fVkVEF7WsYQih87tolA/urb/5P2q/WMLhe4wbr4vas6zqioJdSWVTDpmdeE4NuFfR+pim3D64nwX0clVhfxpTSctnIBgBd13UphRCODwddmcPhwKUCwLIsnByLHX2XETHQ6iKpQVLluCzLsNm6HKoedC3v0DpVKLGZhAqWINKn1vd70k+/t3JmZm3s0JOlbo2us8szWkSrb5tFceWKAw4hEuEKf4ihg0G9K2BmEEqJ9LN6q1ptVgiW3o9aMlWg6moAgPrC+oAp9ZvNRnMIfUw1Fz2Yfd9LbeAYlxGwbo0dFmRebVgIofJqdba7jXrc6gfs91u2oQgmOat58xORjBi5hRS2GmNZFlz3pyrMrEiDkpBz/5RLtcs8GrDQDbnrBA1na0Nx1jwsoOVqVEW5JGvUFfiihzSlVMo5w/no6VQhOG9CjHEcx2VZ3HtzAEhphlS7chDzU9naa6IRtIizXqrjvB5RIn1WPVfU1BbAPKPTPN49PIg5OFq2IIyboa+5WBYCmUsVnpZFai2lKDS1ZW0Mb1Tw9BvrZaq3WpbZfcxHn9JcWLSpVY82zD3rYsMzHx4efGlaFfZIo4HlQNw9dEVPDRDlkU7UVXbdBE0RtVpXGhqqUve72JzPakPTNNJMK9ncuftJH9NTMXgZD3lZUpM8+tmu6zyxrskEn1Dmyst1vX5FFzu/Zvvgj1S8/17NLZ1RBz4Mnfw+/SyFENQdkSb405cXUfXlAjrPS0oJQHn30jBsxnGc58XAztL3XUqdKpxh2BwfHhAx0hoIE1JKaeh7ADjqKdUcUaA+9CqZ7j35U4ARZrkddfvnAunnwhfHE25uwGqtTuNRix7sGkKkc614AYCUghYGY4wEZ+6jaik1NOquajhu9iZ2KQgIQj5OimVtJAwrP3mOMWq7TkppnjJZ/UbdHeWbfPr0qSZmVe+UpmFzyTmEgIG0zqQx0OoeVVWyEJFqLsuyDNvdNE2VFeiyji9W1RPWtKrUKh4mdiEBABKopSnrrDTWcRcWZq3N+SrPemrcMdfHVB4F9RKCDSjV/LPKUkzXIhJjzNlhbFkBxABABMyy1MUOaUopEEGMpJSOrqmZgwhmayPV79UdEVnBiypCFQTN3XYLobN8qxF+IKKiHLjCNE3zPNMKhVituO7F8XgMIajXr+8RSwwk4yWUcxcOtl6U67FouDtpXNVYGtg1M2vjgQCwKNAGtUqtzy0ADDLOU1iZOGs19s15nsuSK+VAVErBAGTto04FA5aQcdXTqrA1e9W0OLvC9WD8TU9TdaXH47UZB6b77Ul/PdUaQPmegaUvgtWEfaVUMcXonsuqB91Pb/fVAxRvGnDd6qfXjUqreaWJHqBxmrSKCE17QTWAE1voCpY9CzblpzWTLvqqmDSl4MQ7Spqthoosv5lz3l1t/ZbkjThDGl9p1X3NvCFpvBh3Uf3iugLLkt298MiDiIZh0AjAdatKrStQscSRena73c4NBjT5NyIgABUH5ppLEaiEsizLaTxsNn0Xo0BNXYoxxkySglXyV18BrIM3GDRAExpqBk7jvYtf8DGljQUFKxtodkUTtSEEBNGuHAUCUUOVSkTK/VdrPZ7GaG36YGG0KayVVdufV0QQqyYRA1nkx5VZCahFDzelAEQAFYBCQM8vtUy93BTkfWvWoyfSdZ3irlUUtQSFLKr0CTFG56qKIQQBbeEWRaH43fqRbz2eEALC6provZWyqDXq+970xwplWZacUqoiudaiESSAXwoAGIBrTSl1wwDLkkIopdzf35+maZ5nzSx1XUcxMKx2SESUsdldQ48YVPOEENR/cq3lBiwSno+2sDSzRtw/WJ0GhFJKFFafLOeVw1h1dclca+26pOWKUtbtVlFU6jevZIgF92CRhH6dC6Q0iD5dGU2UqTj5U5dSIiFyrTnnuQkolDEGAzV9Qqt6RcRlKSEGZxHQpkeutSIDI5Cq7AgBArMSU7ypuKsN+ji/QqAY2eqoYNRaKohaNsAmN60vXRR3zfTNmhNQHIVnh3QdfWKyvz807O31MutXa+2NaqJViKEZSOtWF5oGrjYR7MbAdaIYGorXDt43YTMXnuajk+Nf6oqYyAjdGgY3VZTu0Olw0dYw+LH08+8GxoPE1oWXJuJxY+Ar5ndCVnRxdaD/xbX+cc7yuyPsW9a6C3rq9MS6htVb0k10r9yDy1JKpOA7iCK1GRCdYgKApXEeBc/LhbjCjfTGPF2jAY1OAC2llFoey22DTdBMhVsRImKuIQxd10nCnLO2RLj3EFZq6LiMk3Yp7rY7/9LWILlehqbpQUSGYVNKEUEdNSOCtTCRLjLlrANDkDAIVwbZbLae/1SB3Gw2mqxzmXFz6K5lKYXhTCYM5j+6hLic69hxQN16Yi5qCD2/x7zSDaxfZKH5ukcphYA5z3qHu91mnsnUzpJz7mLyBGa1lKZ+u1rNZVnu7+/VRXD1TTFuNptaq8bQDKIx4vpEwlTX0+Sc6iKSc9YyvhbS/ESDlXPQagMAa4nUjwjGQLImpkQErcXXU7iugjQiVB9fu8ePx+M8j9D4ptp26qw+YAWM1hvQBWnrT+6luUeiP7hsE1EM2u+uvWUrIxieLYmagYKuEKeST2XBFBnPaMsYY99tqKL2iwtUJC1+5BbxXRs8n5vQVpKggR5C8+ImknLFJ98rIROs+Hw4HPQoloZvr9Z6Ok2+RnYbyfaVALRrCREJgBDPZUCAi+zHI4Uo5vx6ngcbN1y/2mz7qgr9sIXLlgi/jh/CcFmxcCXVOlZeDm2zgZ74CsYt49/lQCwXGv0KTQ35zfNltbl92TNeTE9zxeQze10hqpbvul49ID8PLpRqrh7trzR+JRuzlVYCgvGhtxbFrXskQsPM9akLIQS0HJpBtmKMOm8gxhhj8pSjeq8qolaDndYDls4YWX9YNiCvmlvNXeh2izCRduxXt2G1KijAeK5Q1wdjjE+ePDmdTjpkxo2EO+OtI6J/TX1kkJJZEIAQGEOKiGGZC5FOtQwCpNOIRGCcpmxM7IfjUR8k57y2IhCpQj1LuAhprClrsqWuI46JiITWogLUM0lGKUUNAKINvG2cJz+z/ksVS0OOVZFg6iz7OY067hxqCIM/uwqzL4tKUW2Ai2q51Qt03x9o1Wbre6wqoJ/VXJNKl+LQVHvc398/0hsiMs9zn4KICPhUq4CIjHA+uTEAnedeaHap73tXOzpTxEt0Dvdw4xGsfqDpbhV+Vzh6lM6hTJNrCQbXZubT6eRuIjb+XAQWEohIrHkPs+RetMEmN8q1zktZAKIAVGFBEURYSX5KKQHXb6UQKogggazpJzdWYAgcsuSmq0h9JFfi1cBVzNwWIf05mfl4PLq77RcEM57K2ExEV1dXGlPPc3afFMw8SuNTw0V8fR5c42LnovPIALQfd5MWjJJhHMcWbemlWteb6st4eOH8+2d31ayIXiEYCp4tOUBWbGhjFG3p6PteQ2xX7p6T9RvQZV/K7BqndSLax2zVfQjr5nqmQpfOs3ZqgxW3l1IKYUUHRetBcWWq+WW2/MA8z8fjUVETivhULsyc836/p0ukgMpA13VzXkoptRS2mIwAC1KtVRCsJZI0h5D6Hslna6S2aq1aSS+LiDF2a1G3jO556CIXY+EGAEcHupBo6D2OYykFhLTHp9bS96lWNQYQGNHoynWMjF+qlaXWKnsKsRRalmWZC1GJsSNMRDGGWEqJsdMODA0mS9HM4Zm5Wmu56t6q0YrxTA62nqBxXFUzi3tULmnqvqSUqqzHqlfUWZktilizJWjQSWbIuSbjowdmBcCEgKUs87y2cHrmXYtem20PuF5Rw0RtllahEqs8qbu53++1vn13d6cuvFYUjsdjSGdCGiLCGM7FKxH1SEIz8cl/M46jznhgA2ertISmVV+3SAgRUG+GQRKePXQ1tCpvqWFBr7U+e/bs5cuXDw8PmupIRjqridlglTZ9nNvbW3+DSqzS3oiIOr76fq+MisjxeEwpaXyjQrumuBOFw909pTh03e005VI2u60asSElffLTcpynSc3U6/s7LSUM2w1tNwsLUnz98hZMI6+Fi7oUYRFZp5CZ2fEzr+hpPY1g2Z6u63TIhj6VqezZNb5fxC1kOydAr6n2xlsH3HIQ0TAMISSN7zTJno37Qe9Eh1bqdUII+/3+dJoe3bkuXGiqDn5g9CBFg3JCE5Go4q7W6qVf5wWJ9s26tep9eKbPVbC3UG2329vbWx1LMM+z56ldIFR9KGwgGf+fHhvFD2y3WwXhqdJ5+vRpKWXOEzdIMmoyVK7U2HJfXdfNU3b1t4JD+j7nPAyD6m5fOpW502ncbDbK96Arr0AUXQrdff2l7n6t0jXDr2sz904nHIWQlmXJuSKGZSkuAOsjsMzzrJVDfRC1MWwAYgC0217XVg/J9fU1WCJOVZVKC0v1cETfr+sgIgrgKYaYYua+74/Hg34dURjWusu6etM0hYBd14nUGAMzPjw8nA4n3aNW74uIZoGDde2pu5pzfng4ptgPQ5dzLZkVXCgiMa5IJJeurtMTIWpN+UwRU/q+1+RDKUVnee73exXC4C0gqiotgVBKKbWyqpFSSCzZPU0hBKQu57wsJYS1ADbPc0rpxYsXKfVvvfXO6XTShQUu19d7sfKbPlQIKBI1nwPIRKgOrG4Zs/NlSjRGLwB4eHj4+OOP1Yzpnfd9L1Cn+VTqcjjeM9ZpPgEyS+m67jSfugDaR7Ld7u4PDyklFKk1E8Hx+KAw1hiplEWHuMVIzJjzcjoVROy6SE06GgAY5Rz14wr6bA8mWH4mhDOuPecMstY8zP1HRYLqw6p7rYKXLUnOVpxw5aAgeD7Xw0gNJFjagJmvrq5Op5PGE33fR6gciAISAUYkCaGLKXZn6yR19eOkVIhcuAogi+ScF5GFBbDmnGMIhIQgAVRfBEAhIJ2X4g67By/b7dbrz/pFXuBq3X/X3eoOu6V1B7A2pcLV6jLr4VRFrA6CfhwRNdXpZ9tVm+ed3JyA8Ra0hgcuX77x7hGTQZLYXKBszSMeqaHl0wzzcOFit6vU/owGpzscDpvN5vnz5ymlcRyvr6+Px6Mvpq5AtTk8jwynrpseYNX77jtIU5NoHXO5rAljk/Rw86xypm6Xe5FoEaRLoZ5hNHil/pcM3VSatgzP52gLmC+gHyHHP4BFtSoAMa4/AwAKrpRSBqhARAERYBYmpBCCZr7lknqv1kpNZp+ZiVZZ0gCnWHODG0i/GWjAu6WUJ0+uRXRsp9q/Uyms7vayLPoJgXW0dymL+2ite+FC5YuABoCuXENQZDohhJQGwiiCRAWRrEP7vJtaHvAwNDTVLBUhd1nUYPddp2dmhbev80HOg6OZWZgDoPI2rsdZzjpIV0O98tPpxAxq+zeb7dOnT+9ev/TeDov4MyJdXV2FEADZs/zqce93Wy/VqKSN8zTP85MnTyiG1K/NE7VWQGRY51gAIcW1uWHVFU2NVBCqzRmsTdjtQbY6BFbDYBd+IgoOO9QDQpaKJBq259TrNM8ppc12S9bZrrZBRCzOPFfdPdRDw49oDF2s7Tw0jeiueTx20Z+1+0y13ziOm81GGynU4dNTPwxDTBS2qYdALGthJKXUpW6GZVkWqSxKOlqZGVBgXGYBAMKl5AWgMiAhAASKQQBZEFEAlEiLRQQEZGW9dN1KiHVNtqtgEiJQCBQDT+yHuTUJvi7+wK4LsDHCYjUJD53azGmMUYvvrsLIYL9+brMx84nivoety7pcZkKgyWa2UQJ5vs8UujRtumKV6tbStA/luRRVmo861OZ5fueddxDx7u7urbfeOhwODw8PrUp1XeYRid+SB+9q2Fo4mj9FvJwy6o/gd/jouTwO9UVWuYwNnseNSilFa61u1cBGq7cq2J1fsvYcz9K6ktWvgKaGrPulpElKv96abTdgAKDH1+FtbsX94jnnGBAbwOW55GBp7naJoAkQwbLSjfGGEEIpVaAII+LaC4IoiCSg6gxDwJSSVHxTMrHJi7YSRUSMETAgUVy52AMAgqDOObFnE0QEQiAsXOa8aP0jpaRDqWopgrCUDFrMDKEK11JzLYlXecDV0K5NNjnnEKNOnEWAABgphBCO8yIilbW8SZ5u1Vx83/ealquG1tNQOJwZsLX9G5lZV0bNki61JxsV5qcCME3TNE2KCnPbL1Zi7fpYeO3S8H/HeT6nlGk9dPoVbMfEubZcMDx1FqxIkFIqy1JFqusTFTar2KvAiEmFRp+yQi1WBzeEs7EPYYXPqZ+KTUK7FTZqCkKt3ijW6UbWjX93d6erofaALMlBRIfDYRzHOMQUBphryVyH1DECGQ1OWXIpJcW4mneRAHg8TUAIFAoDICFRjB0KdSECy8pquRaVQeDc6slNZUO1j/9GGh/TdaL7ZfpyL9Vs7fc4bHosfUyKV9KwmfpLtCYN53kGEKLo6gaAmKEURsSuS6qY2htzVSjfC3KLVnetNveGL8sAxV6uyLCpMbhpaU94MBYHPUXLslxfX79+/Xqappubm1JK13U6ddmtjjuM/t/a8KapiJRSNEWjX+EbFGOUBqdPDbrft8lNhT5a6nsNcTwz5mc1GAFUa9EB1tRksIqieiuebXcJ0Xt+hNH0P2mqx3+pKZFa6+qANr1svg6tPtWXO7yt+l6PIomf9tZIgJ3t9uxBE7D6dutHjscjIoqoBKKSOKoBiuf+WCEKKQUimsfMTeG9TXm5r+NOaAhBJAARYmTmWrhADiFpL5i/E1DT9wVxzXkCXIR30BTD2hjOrbg0Ya7b+EQhqp8hEpFSiCGEqZyJr11PAYAm4sA6wpg553w4HNRL0/vUrgh1TnOZ9ZacnSWlGELyCUgexGiMqApOzGEXi070pQl31YkhJTZArTr+5pqgiOg75dLVU4OXresQmixovlRHIlKZVU+fTouIgBW30ChYxOrVftJrrVw1SE1+/VZhxrWzeg0IxBoDWyPBTRLFGT5evXpJFJ4+feqz2bXd2ha8RKwSKdRaq8DQ90hU8NzGWUuJgMASAAmREI/jCYhijIsI4GobV/0ubU/0OhkKQdpD+Egs2iNXmxE5LmdvZkjaUwfWUKpfG6yjDQA05Fl71hsejxgHvgT2uPpzLeMpBTQ66/YYuL1tVYxcou9dU7gSaVVne0FuoJZu+VRk/TH1T6rl33333W/89jdUKG9vb7uue/fdd8dx1KSn20jHsTmTCRrsz/PjImcuP5WJ3W6n4C2w5IYfZrz0o8lSSSAXrMidDQr2vUajxTfltTrs0NA6+WHw9SeLxjT30i6g/rcd5OAHUvWL11paw4wNJZbbnlpr3w2ur6th7PwVrOdDZAW8Vi767dBQhpDFc3DZ28HMaZ3Ipm5+cHXD537gmvPCzADxkfyLeTa6JtxmLTwdp98JAURxzKVL2PdNCAKK4GfEIKJGaKUC9tVuc0G++Os6hyjWCF1rzVw9/4NBVuYoEeZSsfiCC/iQolU8drsdrpCVoNxH3tybUkopMHOta79rSonC2c1irmilVHccxcgvU8Ob7dvnR1h7pLWwp80B2nNeyjobwA+drrDCatsI1SWZmmwwW805NvQhItr2YNAMzpVZdTdcDij096/vrDWYZ9MeNG6wnnDpIqt+9vt38VYHHw2OuNlsyYZ/qUO2Ov4xIuJ2u43j8dhvNgRIiKnrIRAvM4gs8yzMJMClSqkgAgI1F/VoQoqQiyCAOg5VmIUAtQAAaJox0GIDW1wz+mO41mi3rTQxQatePcnQ/h5MNH2Tcs7jOKq74SM0VUo0iebZW9fFcIkkaxWfu0L+e/dPF+OR9otwE7K48+6peVdP+nHdLbfY/i3tUlSbBKtPoa1bz58//1P/8p/abrd/+S//5evra4VdvxmduI5Q/ImiIf32og2TUXXpZCncpHrIQmmX19ZwugGYxpX/QM+PPpeSBxTDNblMQ9MK59qfiPTNj9wCPWO77S409XZhEURBjKEjjMyMEIShFhEBwhiDpb0tSeL2ya3Xej+4DkTzwow/2iNVQtaYIyJs4G64dESoiZaqsUfUWvtecSOgNKNIosNzVhVDIqJLkWvFUgphVKnz6NMdAm7iQt+UXFgYlW+GSLhpMFxfIIgCQErQAjbTFK073f8bmtZCl9jQoVmvs5viiknsMEPlwgIAabOFS3C2H7Rs/IY6kQIArD+AEGNocGvzMjpURgcqgIEv7u7u/Hv1cGlI7cIpl07VaTwR0TQJcx2XSYBzWUotSBhjUPQEADJXilRKQYIQSYAFGAApIBGyVJa6DhEMiEgD9suCtWGM0G+vNmpbRGJKvUXwDkNQMIg0TgDRupsa+kAT6Var5Hl6wzdLNQkbBA6NC0C/5XA4HA6HlNKTJ08A4O7uTq+sZ/N0OikEBhHj6XAchqFPnRQISEVFE6HMCwkIYiklL0vNRYjyNN8fDtoSsjY+AHo7EXh2WIR1hiGe+7Pg0jt+FIz7s+mLm6xfqzX8sL2pUDyBoOt1PB7bj6sCDSGUsvqMZCE2NDk1MN+hnBuX4JEepEtb3YpdqxTw0mVug7U23HFp9r+6a1AbuKfqx2EYbu9uP/vZzw7DwMJKoKZpvtZqtml9tYJ6z20ptRj63knW1hwinZ/UH9wPWPt7aUrBvqfFOHO8QQ8aYgNdGMsFXSxdMJotxw6R9aOKedB+NWhQSfFyDhpiAWAERgRABnVPhQkgRAzaN8CVq6ZrVkfJpQ6bRr9q+GMXUWYGhGo5aJHvHZhykwPRpDM1CUO0igUR9YOifSranDizN0XhgDr4QZGvDuRtv0VRlQCcUhr6lClrJhOARHQwK6KNHQZkkHN+1cts6jnp3fnBBLPBa8EDQoyR7ESHEKCy1ggJkULQQR5r3w+td+j0lgq2gbW5bLVqOWfmUsoZcb9+aV3Uu0fUqUrnTRFseeWEmStzyUsVCzgABAARBKTySgysu6CUU+owbbZbFf41HJQVbOM1M7AkGKyzVlZfbY0kuk5l1QVARHR0ih9/d5v0jyEEHTlnalBcbBAxN9wwzKy5ILJUucs/WSjvBsB/GYwdWX1fMCeS1w78xaVOLY1CY2Oe5kih63sGYYWszAukoBpHj1nRvGHlRcC70YgIQwAMAAwIxEKAJAbe1xqbsAcp7WkRG6HnKtvDmWRMKbox0box6TIH7UKspqw2cD0XX4dgKwbfQryt7rFeOduMYt1+V7juurpz7d/uv8fm5ceSrPPCtZ5mDHRLHqn+cEnhAE28qf6jIyAPh4PCpd969tZf/It/cbfbXV9dPzw8hBB2u93r16+3220w6L2vp/a+t2bV41A2PgkyrJg6aPooehv+1O6MtAbJTbI+LFoBXO9ZMYWeLqhGOeC2pC3oqRPn21etlUF3sFijr7/BjQEZTUixdj835CJC5qXqNb3HJxvnTEppmhZ3Ndrj5AJGTQIKGnYwbCrtHnu1b1MZnueT4VKklJpzJlw9FV12Zl6W4AYArcbITcluWZarqyto3HMXoVpRBAFyil3XdUSxRZ0hqH+KiALIzNKl9CjOc4dA1wetTUR3J4XIJsZEJHCOniuzYmZiCDHEEAgAHsYpxkjraqhbiIioPJ3zPI/juCxFRK72N8MwnA7r0dbS60pFB321KRHLMgOAViZijFVWVAw08GKtaYWmTt7qGRXFbjPI6bTdbrUF0mtO69moxYMSampCwabs+YJkIyUspczz3HeDbweDIJ5D+WJkhaoBKEVEPD0cYHU4PKpGgBWN6sez6wZVWYfDwa/g0iUi6ifVBiLoGzeOY9d17733HjO/evVKRJ4+farXcbnyUkfs3/8OgOC7T9OmOyJOMs4yhwnptOzSIJkfDuN2O3wiZfvWkyWFihi7nhmwAEipNYeQprzEkDLX1MWYUl1qIu10yFM3mK0Wt4siMo7ecAQAmFLvO3qa5lprYYmEGGIIUOY5dr3WYcx+QgghdZ1AH2KKCRGRRWpZh2oty5ILhxC6/nqzXVvV8jJN84OaSiSKISDRsixLzhQCi3CtYldG640U5hBjKUVrlV0I2dSNFsy5yTizSD8MiLgsS9FUQK3L8cgGXmYRsASoGHmRKEuLCgRi6rqcc68sDrUKwHa3AwC0bObpdFI0fTb63GDFTDYwqArT8XTSh9XrgHmg/TDUWo+nk97znc4uDwFwZRbyShFZR5ifEDC/e1mW3fZKle84jsqirm9WT0QF16MN9y7diQ7GsmIEKdnTzboy03wYhuHm5qYa7m2a5mfPnikwnEFqWVumQwxIdBpPu92Oap3nGSEQUmHmCn3f5aVyAGbOcwGAEGNZ6jwvm82mVhZZUy7LsiigHtdsJGr+BxG7rkMd5GkNzJ7e1TwbXyKjUkogqWRECFzrMpe+74fNIOcMPpbMwrS/uuq67uXLl7kwEiDFYbOLMR6O47LcEdGSq65nqRICDZudAp07iKWUvu/nZTocH/QE7ff7Wut2s1EnoNaac0HE7XY/z6P7TO6iQsOtrbujepCIsnkzwEKANRdiudrtp2miELuYdNFyKWNemHmzGTxJVVZuj7XPWSQMw16t7bIsd/evY4xSsVZBlBi1cwVKyUohh4jbzb7vNvOiIx9izvn24fV+v++HTgseIYQ+xlix6wIzz8vZ840x3jy54Twop3/f9VBZSt1vtuM47ofNNE0JaT5qG1oop2mgOJb5nXfeyTm/ePECDXviII4Y4263K6Uog96TJ0+KcFXbrrllRCRExGxepjpwtVbOZwovouhxrTpMsjLWAVIQVvO6iMgwrNB+p9Wrtc7zuNlscp7VA9autLyynOJut6m1vn79EhH7PiHi8fggwkRht9swV5H68LAOHIwvP/oEYtpi5evdsu0L55xzKXJ9fZ0YT8tpqQXLmpoolpFUQVfO9Jh6jIFQgwbSKVpouILgo2eaigoYh0zrO7tXAk1ORtUNGxrMXbxqxDUgZxsolv6rl1h+sSRMznmz6VX7KP5MX04JqddHSy+Iza8HYzLwkFDZOVxVeTTjj1nPuCOvZ57/6peqVrBFGxfOBvpsDb6vjE6aRWu99m/XjAE0ZT1EHIYhG/TTX2Idxe5BuNsrokt4Lvz6BjmtEDbxHCJqEcJBdaY01wuBtUG09kPXHC0vvNgYFmzCIL/n7e5G3wMAOrtCmV7chfd91+dSrKF+RDdOLZkXD8GyfCpIvg56StUs9f1GwRKlFOWuyTbJYNjE9hmr0XO2QC9fvTaa9KyLZ3I05lAFrfavNiPh0CIMakBH1EzaWOUf0LOsHudpcoNtQLQSyq8MbkahU6wZmwxkEpvm8Hru615lQ10KdVxub2/FxqW5CVkVih0QlUxsWIj9/vVT+qf5pPyX2MY3AGLqTFyk9b/aCts66WgRsysN351lWcq8aJJTl1rvTXe51SqIuNlshmF4/uqlinSMUVvox3E8HA5PnjxRx0ujAU88Km2aC7y7pzpXwEXF19MWPPkO6kvjPJWEWoSITqdTMFrQGKNGAFrr1sQgN73xcAlOc+sSDXDoGQvXJPrfePf8NcUuEwTgmJBwbfbY3exhKdO0AKEWbUIIc1kAQCm0aq1QCQmx1pzzZjB2M7R6iDb1NQCPdsP8BZexc/swaLUBNXGttfDlDrT+11Wb/jcZi6QnKFyJi1HQoPXCaMTgigmaKFJPZjBorYKx9B5cgXqOBa2nzJ/XNazfGDe5bLdVbgBaGeKmSIBWo8s5azjMhvpqsyL+QTY4BzXFSV/wdg39+vqq9VzKdlnxW2qXVH/oUuc6N14OaGttmIYC+mtXYaWZheCr2kqnv61Y/6d63Mr/4XcOjWOxLCMR6cHw3XQrLlYZ1vczc4xhWdYanR6/GON2E0wTgUug2ZtKl1ViNHCeqyRfcJUc30ddPb03Vbh6+F1p6iGPDWl7u5J+hcZaC3NmrgCMKESAKAAsUnOeQwgi7HtOpEW64GfBJaddRt9ll1vPxTGz9md9+OGHntPzhXL3wiUEmrLZm4IhVvuJMcZILlGIGMK5ruOGzW2Gf4sLCRGpmw9WQUXEUsrxeEx07rv03fEF9CNfDZHR970aDLeISqOi7dBEZ8ZAvexojNN+QMhIqFzp+wsRQzgPh3HVrOKtqi/nrE1ppgODS75Ldd/3r1+/xmbOjAqSov7cS5CmqOkJWxddXeF4+92PpfKCfNOlzc1V3G8DJRGgABIo9V039DXEPmLf92NZ3sw6icF1l2WhgEJBhMlbGy4lzPcgWFtje8x0UdQj9oytK24wwk538IOh9LB5yaVLq1sSmsw1GkeYf+ScM23QSv4nd8nFKqLKS14bHK4rtdg0VWFjsfz3YFAHF6NW24aG0LU9MH7Y9NtDCN4LQ1b39g1un7SasvblAkt01Esiz3XRGF2O2+Ot+M7QQH30Iw4fUu9SU0BsqJXWh03rePdz2wvbBGMvtrvi8D09HO4RUVO39/e3iFJrCQH7Xh2Oc2ZLn66WlfAn56xnWMy4tnIrNrMhdglAamWfCxhCyGXWaXwmlmcdtOTJvVFpijdabMTG4dUtTrF3X9gVn7vGnllSsdecnivH2nDF0CWMwnVfMNYXl1I3Hk5N6jVM59zWd3Y2Z0qFub0IGYqMbMSm5h7dFVUe/PZ+wBwmMpyuP+yjwMgXttYaMbrseWRAtIqon4tmQaTkSkTCBuRSXmLBoHmVwiAYKFTgkmu/6dTd1iYM/d6u6w+H4zwvAKg46Xmep2kOIQpDyTWlFCg+3B9CCNvtdrfdv3r16ubmRuPCcRxrrTGGFNNxGv2M+3EmKwRK8/I/1VpF1pKvh9QaJa8lz7oeiqZiEdTAd52iorGUZbvdeuXPfbJlmRU6FaNCYAFRVBeiDT8Am1OPiPHhoxc1l1kkbrZX7761ub4e9tuQ4t3dvYhgAEGswqlL+812nObD6WjRN6S+R4oQYs9ViaMBgBFQABCpAYCzVXFrg2zxhWt/djOuq1YNqab75AvtZ55ZYZ2oZ0EdnBDCPE/QuG8x6pYU5tUldBvuXhg2Ho07y6qbotUANMmgCs72co0u9TqeGtLv9V13OXCVSlZdRMuJ1QbrEt7oP9KfYwNLEPPRtDrigUgrc+6DtPEWN0MC/ItaS+mS6l/tADVuEkQhhFrOhkqDJE0xq+C2R1dNTrW5Ua2LrYbNr9weGPUQr66u1MsTSwK4kfD10Qs+ffpUV4OZNVTSrWnDstbY6FfXWmstXddrQ+k0TSWfkY7qU+sjlDq50fWnljeCmPbFBvn3sCwZ31Q23g5rUomafPCkGRmDU2l4MtA8mzZFIE0jBVkjnstb68RIE/m5gPmV2/sHgK7vlWhEH+Th4UHLjE+ePFGHFBpiQWYulyOG3ID5BX1b1wNftZ3iIi/HXKWZaF15dcJ8y1xduC+iWRFPBFHTG4iGpHRdGWN8eHjQxAtcJn4djSLuIsSIlnVRG+8dYV3XObFS67twg3zxw+XiUUqpNUfDuboqSEbMp/xaKic6S9kPuGI6TKetKURVyHqWHf3osud1U/5eqd24pz4swLfH8eXt+OI2Dptwve3iHgVyWeaSl5KZQh+Hvh9wnWkpSITIpRRAAZZlWXb7K2ZWqKzIyvfQxph+6nybH4lgawmlAf7rAVMUjYcC7n17gp4aLFRKSRfCX/7YdJm99RPb7hZapNmeN7YqmapCl1c/YP4gYpFXK7Kt3ne1hTYTlRpmiPZWfc/86K4TunOWS3Ctk+pQw4mEiMGc69as+hF6ZGC+5+9dKdem1EGecQ6g5lCLHNH4qtT4adqnGF5bAzj/bIwOTFpCIG+OxzW3AyGQAqg0KnfBdc5qanrK9OJX+43bj9buuo4Dcwt8eZMRSenXqVNM4YIw1Ze68kW7gJtbD8vcauqZJFwv4q66Rp+Hw0G1p4a51WpaGkCAQaFafe171AqbY6hcvbKx+SpMhZk1l12MT8blxwPf1lNptYOrM9WD/oC6Sp5UcXWvnxQLQD2YwCYFIZfFg1yyP1SwkonqRzdabjMQUZraADRjM5Tu3wXMHccqQiGoSQlEwpxLoRhj1yladtbqDqIALFZY0tvWCfUisiyL+v63t7fuTvm3t6rDT6ves28TnbN26wZWI5TExtniC8D0uXRajHE2GLmQR1RskIRsI3j1eLoUVeMc48bPI0sFx2f9bhGYD+Pxk1e3Tz8uKP30tD7JUnmaJgUPpJS6rpfKty9fFUNwL7XUpbIgpW6a537YVGFiQMRcS5JARljqWtVVTBsB+HEVa1zyrqVqGEpE9BycWzZbu/MwCmwSKWh5nnZvHDz7aLeoyeH6B3VNvXgrDSKQLWHn36ihMdpkbbc6bNkeN2ZuFPWaOqMmGo95G5r4yrQGgIwXj5reBbVJ/k53ZNwRCA04Uq+52Wy8fIRNtl0JWFrb7JpUvzc189dEZFlWsJCWp7T6Os3Ts6fPsJnM7GajNSrRpubqIvs7pXFRAXCeJwW8smUzjsdjZ4O88dKfuLu781t1kfDldQNwDncQfF9EZJpGDY0RkcJ5f88lJSmulagBoZaWDb+12fA42iPLkNRaNZpxkCt5f7W9pAma4dKztmc8zx/V23br2Or01ni4gPkhik2/S3suwGZlQ8OGhIi73U5hhX402iRq6za1SWqXag/ISinC5w4Yj3JcYFYnw3qgYozZFKWbYf+3GFxYjEU52VhdPwWeH1Pgje+X7uM8z8N2k/qulDLnRRlqp2kShMLVE2WIWEoVhJCig+W4wRCrMLvT4A+o92bZxDP4lWgNTfRI+nYXG6br4qGV/FJKSmkYBp83B8av7P4QNJMkWpUrl35erGPOkE/HugRI1ztKEbSCIVDmBQRSSt1m03f9MuXnz19mbTtZn1h0IsQgohSjIRAhlpJRWY3CuodsMb5Lc7aWFr8t18WbzSalpKlJ3zmbAcvt2Q5Gq+3ZUrHksjsaqpLYulVdbvwbuak+geUig7FTabXdz1K70C7uYtkPjY7FUMbtBrhHExsWb0TUCqpGeR70uPaXJhmFlilSmfP11K9WXFqw1UabO7E0Q8n92dHmQDn1PFk3hhsAXys8Jy7P7oxYblcVe4xxGIb9fp+Nq9aL9nosk4049oV9dGBiQ+khTbQRYg8W+XnhxPN1vmJu9XOeHKQBDZ8zWM259eD0VZtGOcWGpdTpx1lKXqqrPxcwsSDP5UFNozsWLpOBUqtDawOGUb9MBZsaeIJcBlt+wt2IupJl5mHY4mVO1fWRz3xno9vTw+LrQ9bT8Eg1tHGAiOgQYD2MvuZK7uZOj+dexFQhNiVKsRSiO+loGLAASkSxanC2XKU0DmIrLX5gXTPo47ANKiADubvGp0tQRrFXNKYjVSN6Y8fjUcXYBxSrEtBwTWOpbFMlttvtUha/ppsBNZwe5VBTVqlVQXo92oyzEEKM4ooevMfbOLL0WZQESfnSfXrM8XhUUJxuBAA4w6NrA5Vb1WOtnlyX8a/gM+hT6cPcAz7Z7T//3pPPf3p4dvP0M58+lRI2w2HMC0Do+wL4N3/mp//dv/3zqe9qkSLQbwagmHMVgL4fFJlLRIQipdZaAZltRB9dkjxHQ6olo2ZDy3Vqug0aImX/LFjUc878YAKAYRjUAimqT1WqBrx0mXIpZUXRVGtb1TVyQgW0SqBupApTttGsrjXUCHuc5Uq/GMhMx0co5TLajF+9ggbIXtkXy+363sNlHqk0nVDcIDjJApfNZqNlT11PZZ7SYThDMwM5GG5St8D9Vn9kIgpRKyizdvOqqfYTqxiDw+HgbNuEUYVVjwc0s9FVWDULpL9pNQU1Dc/VBt2wtbb7X8GU0TRNyzxvtlsNxqFJLbpaBIBqg4WLNR+glaDcM3A9UmvthhRW5tfiQgUA3sG0Gk5ZDdW8jIoEcyiniCj1BdlcVvXuVXEIowMH9XD621xL0jk/IGQgiGjsGtIg3NwTdHugd2jGGM0/Le4MukagFUG00orp+/WgqbaqDd+AL2lZsjrLfm/6XPpvXGHpq2vcdR2a+0lN5KFLpOJRjPNjdWIyp5Tmeay1bjYbq9nktibEsp6XlBIDqblVjeZzNYjo1atXfd9fX19rhsSfSOOA4/H49ttv39/fexISrbFLmrFLVXi73epmeZ2MbBK13oOLlogwnMkfXTlIE21DGw6K5DzHGFPq/SSaQm5ifT5XtiiA+pSDdRepuqsrkVRRELbOi1dCMPe6ctM+Gaz+oQbSMxnao8iyCCDwac6vHubNBhHL7hpS2OwS7rpZgFIaSyEIuZYoCWOIgkRUmOc176kPU2uthKsXV+rS7/ZiXjk2ucWHhwf3PV2+W2/FpVwvqqiD2nRg6or3vXZqhBgDgCBCrWWeV4wBInrHHTNrccKd2dbJ0jX189Zs2Bri+VklQ1BQQ9HcRglkwZ176yEE3UVq0jseQNAbE2j9efU9sSG0eDidXFn7ty/L4gNw/FSop+CP0z6UegR6q+djtnKHkTtirhCLQRrcBsd1vFco+bHbripe9Y5GqboOStDUD0lAFxoREXBlaEhdoArq0LMU4fVsbIdr9xj0iagBKUKT+NJXMJwSW9cIWmbPlRpZ/oGZc9P9v9ttum71dqdp0ll96+oRECFh8JX3xWxNta+zGzZh1Li+syHj7duwebW6w3/jf5UGS81NRpGb6mhrVFSiXMbcAIzj7EYIm9R8e9xcZvw3bpjBsk/b7bbW6oGFwnOZOTTNLu2aq+aqRlnsj9On1boES75LkzNZL9LGE4J4mVvXy2oyze/WMzBsKXJE1MHO7rQFK0Xok+qD6+DoauwyZE08Nzc3WoYEi+RWnRbkzYjWzUO7m/rflLYuG49MuMuqa2oiQlzHvPiB9X1HS40oQs8jG1dobrmhSQBKA4pj5hi7odQMtYSKZVzGl6+QpNb89PoGtkO8gU79KcYy1zzNetOCmu1HAEOMCIcYsGoeWWKMFRHqQk13TLDsV6315uamtcDB5gNn61VxhVuagpLrAg8tx3F0vama1L2YVs7c9aMm7G2PlgfR3GTA4bKC3Z5MR8XA5Qub1g82sI1moqTJ57S6GJoGH99XNe9uV4J1uGhcz80sCO1OiMYr4MGKisXxdII3cKV+CKUJtPW1LMWZfHRUlmIT9eIeCrjshqbW7SffjYfqCPekYozK8lgNPQVNGldskGR7clwnkpW42abOtefn/LamnaJdbeeFDVa2LSsMNHgi3mardapKQggKSC/W1gRG3f7obHsOvb0ZfXXdOchzcVK8dqtnfY+SscCGptDimvpNsXy0mHoK2r3wQwdvvFxRkuWsgxFhcYNRlqZt2PuV3M49enDPAVZrhNRd2263ushgjNAqIXpBsdqSZWsviMQFVucDEed8NiGq5rBhQ4OmMLsqnBRrrcLcD/1pGhuQIQChg0hV2QYEAfA+/9R1mgCY53nJeXG6JGZAVO8ArC+kNrNjW8UCjbEHAH00V/Fm1L/3YQRLpXrMhE0Wzh1ZbhAWrt/dAxBD/T0SntUAYJ9wqiQUKVGt4/3pKFJrvd1f4/V+s72q20FCgkgEgGg0syKFpTCrgKW+Y5YQQgXhhYWk14RsA3MUywOsljalaGNbpClxePbW1w6bWqJLvG/wNI6uvj2Xx8zDMHjBRAy/TzYrpjZTSqpxDDw61fqiJv396NS5oHv2xjfJj4eroWQcLNRAO9pAtVp1y9WWG6o2w+tKUN+pZ1u5r7EpSz7S7+0ucDMI3vWL/ynEM+77dDqx4Xc1UwdNyUQfnDC2gttuGRqhvHo3qguU5729JX1//ifUKpS1NBg+RPv1ihFVucN1Vmq2F3rZVtb9eamh6FKOVbSMGYj0Q+37ja0tMl9st4sTW243rLWHM3DF1yFYjVqXwj/7PY+6P3XrIlRrhlrjiaaVAQ0E5RIIDYhOHYhHoihG94+XvVF+9B55J9CwLUlT6SXrU00NWZM6HNW2plq6uRiEFG3wtQqD3vZ+s4emmU4NQN9vjsejP6zyu7rUudj77UUj8hIDvPqaYyBVCDpv2StnGm0Uq58nm1FMIRTrocEmDDoej0szNlltTwhhXk6ui6TxsVwM/IjpD7o/bTJ2WZZlyc7P4aux6hYuXhyCpgpCTQaVDWes0Xaxrix9qNAUPlvlpr+JGaFqkZICME/L2mr1PsLw9tub65tNfGe43tFmizHtt7tSOHNFCMwstYpiPsMKYyolz/NMAVI4j0/z716DOAAR+fjjj6+urlwcNdd8Op2223UCl/u/HgeAld30srphV1dXKnzFxiu6Nndt2wq0/xCb3v1W9bdHEZviAVxaMqc0aH9fbTi734lKjO/Bm4rYTxdYuCpWlnC32u9KRB4eHrT7Q+/fMxj+TjEXwFrzLsgbXOPoSM5i1Odi3lbfr/6+d361kXIbHq0hMLDunTS5df0hpXV8B1mFuZRSOeNlNkZvz9dTmsjADYPLQLHJqL6Y2LjJiJgNE43GOCRr70/n2sG/lIiQ5DQe5imLyG630/S95vRUwABAexf8g9K83NeWBnHfauTD4aCpME/xeTZGLh0daBr0oEluQANband5XQESFEGRcBZdBEAAYSkIq/p0A7AZroJVCFtrVC+h+uQjV3mdvObVLDC3nbxZrPFpXLWRJSvAvHIyBITK1SPBg5X6bR3/4kmVGKOPg0fEHoMqDU0q6je2fpLbEm7QRGQ8Ln6r7Rr6zQPA1fW1Oo66ia4cHPxNVkzSPx0OB9cJ2DiU+/3+e6odXvE5ZzphbPy2NfNByY1l13eh6ewhSxd7H2homhu0Oqgy32bbHp0RaCK2ONVcEaIAM2PlUKTWuWA9EXLs8nHcVRlSR10/lfUZUkop9omFAZZSc9FlWoUshEABXGrdILu74U7Eo6PiUgJveEbuQfhfwftmm8ZuT8yJiKJivE7r4Aq2tIxrH/+4H0LfM7z0TN2AgYWxfvK56QFxq+AOIDSBQmsMxGoM0WYGedeSNGmWVsL08Ii5Y4/yXS5PaC5eNLac9iJorMu+5u5SaZnE3Q1VSf5o0FRc15uE827qQ5H14LCBZVVra5l3mk9+D74jvm6tKcUVHaSNTto6j4hAhCkpNAJE0MNnIkIkvsxdeL0uWFc5N1k1RBzHExF1fSSMPmQmhKI4DVzhvwhAvu+tBnEt416tO2XtmrvSb+NR3zKXGWlcfnfGsZnT6bfkzoFOzRUrGusHgwH2/UD5g7uJFfNS/WdXDcGICkII8zgpKs+xAK6DVF8Ha0Gqms41MfCskcuqZwv9JtmwD3jZQwfWetlqDFk9G0EMiEGkrCgQJD0rXbeWZxFJ1roxlFr1AstcujQII1cAIW30S7EnjK5haq3znNUpAh13KYBIMarjTxbtqQFg5YlyG+NurstYq3Dt0K+RaCsJMV5Mf2qXIiVH0mserMQYuq47Hg+0ztKJ6ugsy4yoDXGJ6MwxU2txRaoXBkDHOsex5iio1KvEtceAKHMRWUo+Hg+3d3R9VfshCozTMo4z0erICwqIEAlFxVmvyNNu3yk/D5caGoC22kzXidfX13gZhyLixiAretLca3P16mfbPYslL6UUQM5lIaKYCEmSziwNIURMXWDmylBKBUCua4qDLWcqlt/Ay2DZ76qVQl9FD2WkKUa5oWp/337qkR32Aw9NeKROjRqw1ikmm3TmeBK9Ttd1u91O+yTa79XQqn6vscNEtNhoOpdd/dOSs4goBs4NQHsF9+P0YVNMHvL7mrijpNeptapzDQAs5/KDewBsIF3dcWiMWT8M2cjy2nXj5rncsrop0sYCbjLUxeZv+IH0VdV7yzmPp7ka9c0wbD01h4iGcVjhdL7L7cL6/fiGppS4B/9S/6tfBy5faEkz9/fbK7euid9DKedZCH4R/bi72I8cnXo5SrBawRwNkuBLzQ1niUs4GddNK73oZSqrBJSmPQ0aejilodeiZa21j70/oxe3loYEn5mRzlYq5xWekK0dF23GtWdTfblCCNUOjhLoLs1AMX8caML94/Go4uSelt5/C6aiJq/ghdZW40sz78XXX18aTYqsHiEansIpNACAq3j0gxYKkKUBXUQ9YPKj5CtJxobU2tdWisT8y6gNcsAClUFEvQjBelyW6f7h5fMXY4pXFPaIiyBULgI5Z66wlFpFGBBJoVGTiKh1igFzzoWziLjg+znXQEz5vGKMDqdhq4+xQQ7a2NNzncHa59iKgdJwSbYOl7/NvW+0wwENfZLL7iMVr/91cLc4dbMh2OQNB9CNv1xWOMXiU7kMcZhZYcV6MMBqlXoSpEmqeCrgeDgo6E0xmtX6m8jCXq/gKTxgMvi2WzhdA6escDu05mfjSqbtdtGBdK2b88hGulYSyyeAuZBolRIFjyJdFAB8l0vThNkaGxV0zyOTNXlKY7BdUaoi0/V0OfEz+eYpFZGnz57ySgUz1WKT1pmzvaShZGgf2Z/aDnZt/6rP0vd9XlaaB2pIzeobKeb251bYXD6paQBsFb12U/v6u0Gtl9jEdqd0xXzl3Zr6nrZeizv+2MBzxbI9DorXCG+z2dxcX5dSTqeT/lLBbLoXmq3lpklFRDifjbQm7k6n0zzPDrIQEb8zaHovis3WLqWM47jb7cDSv+5ldl0H5hOcTicF+PuGStNh4BKe63nQBViRQM+px6liEaprmDdRQNgkwP33qpRjjETe86xB1Vmts81f0Q0KIZQGOe0k6tfX1w8PD84D4ZqnZQV+M5r07fafI+MEXT8vNQxpEXioS9zFyhLyEl48XMeu++jV5uVx+OH6kvj5q49T2jInBU33fZ/03seRpwkRpYZcymyYnC511CeFwel9+GEAQwiwlYlcqpRsR51HZ71nS5626gMtB6I3o+dQF07zxWxML7ouXdeluHYA6tLoxg/DoKB1MxBnOlk/Ca4C2NiY1XSDeTf6Ed+P0ABa0NJ8MUbFog3DoD57rfXm5uZ4POqAX7Lh7C3fnMJydrtdSimbzVc9SDYhHa0k6FV0lYZsAuEpan2EaRzVC1OTo7HzdrvtN93xeAxWWFM4edd1CmO1EPs8WQIAjscjGzmSCr26S7p3bDg8/WU0RRatd3qtVRCpb9hqw1rrMi3AIFUo0KbfqI3kwiklQiIkt8Rcec7zZjMoX4o0jHhtxvmR+l4mpSKQgBEDiwjXSkTLPNZaRTUjSzVn3WrCK9q16zq0IVlipddaJKUUQ7fMhSXHhAA1l8m0Qw0RACqScK0xxmFYeRpSSuN07Ps+KH8ycuo0qGJAiOmsBZa8hBD6YR275mCHrhnp7m6ENFm+eRxDCNrptkyz/qmLCTGUUoQZiQImV3P7/TVR1KivlCKCmq9gllK4VkZczfbpNNV6nKfJ0RYAoO0py7Jo87CfFDc5yiUFCJnr/fFARJQiAAvhuMz6CEPfL8uy3WxyzvNYQ6R5WUopXb8pVcZpianfbPdElLphWZZpmlgwpr5U0cUhIiWJ0q33Riq3dmfQUeiEKyIiRADcbHbDIOM41loUFuGRQUphnufUrQ6oewl6BHwkqupiBdRpKQgAFF7R2QQerano4dWzEIw7HanT2KkUdfV4HKda12L4ZrOtteZcNIrV+a/awkIU1Myo3Ooc4BCCpoBcJIwqACmEEAETMmEUWJs1pmkalzq9ePFws/s4yKtXr/iytELG0eroGt1a1WUppYrgKUVqKjCPgqlqRUJtO3SfTiwd5BGux4b632BAo1Y7c5NU1fV1J0g7+oZhUD96HEctPrd6p3WaVGjaIM7tgTtT7jJgE3y4o6RPp90lDqZ026NaT0S8/U19AXVVVKsGA+e5BPtN+n/bSUatmotGaIOW/IFLbmpskrMA55ymWIYEvxeX7NmVCOvOpob5Q98wTZNOL0gp+bHx/XUp18PjKIhWa7tt8zsUq+i2jr++yPDm1YoobW7EjZNLhS5UNm6Z1lT75gYjP2idqWVZcl7/W9bu4nPBhoi0a0xvQOWtFR79Ig3gfINar9NNpq8DWJTmHqjKkoIaqxHceuwSG4hXezpqrUqrh4i1iHZK2tvOrqI0yNf9fhcuS+76e7IUk3s26iPP06k2dHW+7OpA+Mv3ru82IiKwPr5VX/N7772n5CK+6XFF1l/YOV0KRLy/v4/GqeW9O6UU5uLIVFcF2NQUPfelX7HZXt3d3a0VbzqfdG+utAklBXEQEfWWgtX53MKhNSo90nLu6es1aW0q6u/v77WNS0RUQauiUD9YrJ8rGX29syS0QgWX4MlWC223W5d/11EAEGutUjSHwCxQa5WKpZRN39WQ8ryc8kh9T9vNJ53c39+XUttmHGmK+x4ihQZ5oi6IL4S7JO2u+E6AtR2JRdbFepH8/a73yfrpW5Wtr2pTuf320FJGQ7/VN3uwDN+LGcJfesbArFG1rmBlAdSLSFOINj/7XBMGg5Ghtb8vNp5eMScaCqiW1BwlW9bVUyL6tpzz0PftfvvP7Sl1ExVC8Fw/vzGTx1WexzF6vFul70Goi7UvVHuFR4bBF4QvqU/dOYUmRPUr++25WxRjvJsPGoKAUQWgQSr9/Zf/nrPkrUJ3J4Cb9LefTHgDJSVWunS4ni6yRpO1cDIAGyKm1Pl8IUQUPgNGo4HcWvPs8k9NNlL3vU09o7lWemWNCFsd6nUaP1+tf+2mTl/rgtfTmi/l89wkEWGureXT2wGAnOecz4BmWyut92gtUZxnWJ+Pm9qGO4iuZPVAqZyro4OISGdqBwAA4Nvb23EcteKlb5vn+XQ65VxFqnpvOvNAq6DzPIkkq5ZXtZjMawrXhQGaXLTfJ1tXDTPfPOnWFCiwAlvQ4L8OjQOAaTrpJvbDyhLKRoeVbJYvNBkh90h4Tb6tHK6++34/KaVg7AMhhK5bm+/UzLgOcYl1/aAq5dEB9H2/urpy9lYy5pVSSoyqrCsIVgaQUqWglBr6AIC1yjxnOM359vY24TxngHPrmvsCwVAHZN061UBIOl5YLH/nOtFVgN9oMBLXxUZEqaCgNVJh44kHg1e6AWiXA5o0tCtibkrz1XLu7nm1Ju2RARCzba15C5bTd+2mv9eN15e7BmihjKJ9dIk0u+K2x9k88DJ6YGYlk/Ew6M2bZGPUcB0NlmFzPLVrQ1/8aBgyv2ERYbHRlcxi/Rm1AdeTvUKD4hBLp7J1MocQttutZl2dvDCEkPPSeuKupNzSxwaNbhnSM4u1f533JUBjh6ApukBTsaRLVNWFxcLznbj2FKvZuAHzJcU1gxxVB2nGT6koQwOsZGcNAiVBOx9IsxOVSIvnrErJ75esJ44Mb9NunwseG2perGNI5U0VxG638wVRG6ZPN44jOehLznXdaZpi7PQORQQRTPNO7XrKZTePv9+Xrj0X0oSYiq30svBZP4hiyc4DQhAxBFT47KNTllKi0FeDG+jMBlUOftZa6fJ3up71uMq5cfyEqugqtU6IFDHwuSQupZyHWiNKKWvrGVu5yGvXnts8y1gDOsC1JgHu+eWcVX8Uo4RCWNVatOkLxWiOwBhc4PLF1tPu58LF/s0zIs3I1bjth4CRqQIQCQckIuIQpGUNLOV4HG8DL4WVxcIXVJo+NDCbVoy7xvM87dHSdVEP+pEi8xt1jexaWx0Hv4iDE1o94qo8GP9Rm9zQO9FFd1+DDeew3+/bA++b566ZWM3ACbDaN7tajJdNoS4B1VBZGse5VlU6IN8ttyV3d3doJWgASCmplinW8OKG0A2GxyL+IGS1YmgYWsBqJ3rDjhfUw1C5tvVtX/NH+osstJ/G5ZEW0JeeCn+bSgsaxWariD0saGueYCyhgbpsA3h9I+o/eZ5oaxT95WYDmghp1enxAiDh5lADsmrYgWA8/rxeJKhS01JnSp2f8FqrZlPMwCA2oaGvXjI+99qUWGOMTufi5r8YZQVbMs0lE4wwUmx4quZh9K7a40AWf6R950snInLJbu2LjIgxqs8BvjLusYUQtJRFFrj7KrEFaq3SIaO6szT02oUQQui7DTOzFN9c9SJ03kDf94fDoZRFRPb7/ZMnTw5HZemg2qQxtRPIl6tYS5CIPGItZXOl2Xrm9YyglbUOxwdXHa5kglUrx3GsNavh3+122+324XDrGSdpWnAcHdQqPTj3UYpX15kZcSWAWlVzKZox67rOj2ertaBhRA9NbtzP7CNhRkSf3ACNuyYiUUQEBFgABAECBAEAxhBCTEMXupRqCXEuecpZBEKXKEURgUIAIswCUEEwBhGpIMy1lMLCIYTYd7FL0Phi7SFsNYtrzFazQ4Pta81Dq+9ap9i/SDdPT5o0uDdEVObVatNffVFaa9mqbxf91sCANRa0a+1upvsgcOnOexCjj3yeu22M0x5CsaXqWiY1FazYLEhrb9r9dvVRbYhru+XSZF0eLWn7V7lMMrieEit5tVvgdsXfrA6RhlkK+VCXp+ujr4Br4da7AQNNraGAnBviYtPa7uXiN652Rhm5/+jP6/fp76mXYyHcH6xWSHDMgt7esjamUZu3cVSu/jdQCIb2iWlN8ngaTZ+3Gm+StuC6Tvej7ofCDZgHBL47YIaqvU/9kw8Z9mfR6/RpcIEBAEBW6jF1ShTt2p61VvJ9lRz+4MLmN+wuYPsIbuHQUot46bv4SfFrFmsdQMScS9UhDUSHw+Sm0TfUYdz+RVok8LNDlmrzN/gieCxSDQ7rD1XXGgy6YISwPoV6J2hj3VQIg9XqihHelQYdBOZudl2nzStoU2VCiEp4TitL1fl4tmtbrbgiFgEHY9BxuWLLWbVaSJWMV+n8rkIIcVmWDrUGEEMIxCxAwILcIMQplsqLsIQLwJ8fjFZXth7HoxPeSnOzvqFNDdWGk0SaVHKbAqIGuuuAYrg0A3CZzfcN6PqVwtszvJ51bc14K6CtKq8GHnBl7V/BTeKV3xjkstlswnku7poOUjcBzP9VTjcAML8yRZumzYaPDsYq2t4YNo6A++/6e0fKtjbJV7JaXdHtqD8RNdFVMCYitgyPn3NlA6UGtO6W3iMSPZB6J49WyT+lCsXJt8lIuZe5evDUPqZnh/w+9WUtY+fft9vqv2lWgFvXxFfVi2xscZs6gHmdrbF61trq7B9sDZJ+0TieWZTd2Mil9UXDKbUGW9/gaaVoDARi0ZWef2dR9cBUL6KNftwQBOkFx/HoWVw/tiDuyJ/BF2aNLti6/PQ5kKattHlBu10E1ZKaimwXVv86TxkRFXwczpMDRAc6Kd0CUT9N0+l0GsexMimrqBjLt2aWlCI0WJ1Jl7EYONDXmYzc7RFUyctL10+e+vQhFSIRWZal6zoA7rpOga1rGa8uigFz/w+aEdbwho/bbLcr13PTqJfxicg7ojRi9siGDeB7c3OjjqM0QUbrhz3yG7za7/ewnrJaq4QYQ+hTJynWghKxlDRNkwgh4bSUUvIksACzYHsf/mBgGSGycKnWqgDhDvrW36xWo3cyrGBtRJpBU9MdmjqYPwl+r3aGNiXaqkUv/kDT01FrPRwOuu5ayvavfrNYRMZFA02WH5qKQusIu6Pkh6R1PfwYaGjiNRzPd+uxKTZ9vjbVaT3Saqha8ylNoxlfzn5xJavHgxtGchcyB6GyQcL1vymmVp6k8VPQEkd+9gBAcwjSuIrtkqp+bC1NO2mLG1Y+PbSqZ7VaVbSTCKKb82pMG2Rhe/snWzSflbgeAxcJ319pR41jVL4EERbmuuI9hRn6/jz/L4bEzMtcrG3lDH4rpczz4ocZAAjXaGZZFsXZuaiQYpFT0qKiLpfTbruyaCV5XWdVxhY36HLtdrti6YL9fk9Eii/UbCE2obO7ZcB+5bPZY6k6KlVXFFG0p1pE9vvt6XRywDE005A0ZVcMDqukhOPpVC5RfCqfKgkiZ/isitzHHz0PIVCIvl/csI2ac9CpMWBmwPT06VMROZ1OIqJTQ5T4KzZ9Z7y29c6PrKw7MX4k/TQFYxCxFYO+T2RsK8PQlcIatQNALrMBckIxIjY27IZSWaABgXwpXPB08dkye4jZJbmUEmjtgV2WRecHwKVbiQ3G17cjNP3b1ID9XCH7g7d3FXe7HRYQkJxzzbkGKIsQUcSARQSIQqoC+6ub5e5FxQtjoopJlZQ3IOhRlCbudi2sBV4XetcL+nh+bl2DuO7ONi9bDAHmlRDNRbbaxNcx2TgwtApY3/ebzXlGla+Ffq+jdB2EpwZJZQsADoeDSrl66GJYjmRNy9n4SaCpRrrecXceLNBReXJzovUAjwOqIf2V7Ls0Y7V96bLN9hvHUYGk+ikwoJQrSt0RJ/h0a6HBtX7F8XgUPE9oUEcPABT+3GYwXJMyryXoNhRNNjXMrXVpMNFosAoxkNWyLNvtVkcuk6V31d5A45j7Lqv8PPJo9KHmeWpPhTsNtGL2V5aL1HDlp4Yto81g6COXyyYVfaici1bmVSuN46TcSmJUKNhMbYW15J5Ulpa5xNCVzIFAGIWxFhHmkvUgFC/nulOlctiW1jSgrLUqKRtaqOegtdbrVBVQdEhAiPZ7rpW1ywoAquQYOjdRy7Iw12EYQsTNtsdJiKgfFJ1SlZ8AKVCAAddKm0Cd5pMYU39uSB6ZWSEPoalGqJ1wUQQARdGo0KoLrI+JKA8PD6WUruswxNe3L894aJSujwKVpbCUELtpnpk5F1qWZb/faz3G103XUHW9+oJssHV1/AF4WaYYI/NK515rffr0RvHiIYSujymlENcZhcfjse97rSD6uUsp6cXFan7q9qWUpqmO49h1gx8ossybO2Fq2NY8ElRvEfCkk2uA1pKhdYGpzKg20zOlLpdqLc94r1UZVmZUFmEoCLVKEWYU6IOo0WCeSh1zydVGv5vu0LPnOS+6LDf5sdF/HeXamiBpuvuwCTzBsti6prXJStemoCc2SQaazAY1aSLX7+6wzFN2D1Qax1xppT29I02HSGuoVIfWWpW0To9obkZ7S4M2kQZP7UKg9xkbmky/c7BEpCsdXxZXuMkQdX7OucEmeQ7dHVKdnugtJ3oz2nxATSZN37/f76sUt5rJ2zUvwTDSNBWvpURTc759en2/sbNKauoEvgVkY6/RkBXu+bp2cGfW3//oPa7la1PyAWvT8+Hd7RK1H2xNrPvjYMkE3YWU0pwnIuq6Vc71bn3sgW9fm5NsA0exAoZGlmzMrG47w6XfgA2VgjQxsZ989ZS9wBPe4CrQt/m9CV1UwgHYm4EAhIuIuWL6ES2i+pF056Z1Mvzk1lpRViVg2RtSryi2Q37sUqWUzWabUrq7f/3w8PDpT39asc7Pnj158eKFiGw2m5zzZtOrRZnnGSj4sfXoWfXjyjdOpApdE3RqVnNDAOyoYrT0AzYNAdEnI4Wg3p7aAx1/poQgTpSiysaNXBvBJKPwdL9BLYESK1HTDY6IAOg6pJQSCP39gGfu3mpp5xCCDrXvbBI12ysYNk+3nizl5dyOpI2Ey6Jgy1gYSAQBBFGEGaWKaAgsDIAohCwwlTzmZSwFBsSgpFyWNmXGsKpdJAJErcQJgthJExHVCB5ztb4/NEUS/413RbGBdls3EJpQyA+PG5XSMINi09bkRzo0uNX2TmqDCg1WYOlswNNmsxFLIHoN2e+KDKLnBsDPPFnLQrU2EDI+k8YLuMjWebLbD/8aRjQkgq2l6Zo53dgAz1XgYtMZVJuUpasw3R1EBGMpgSZ4dLMKDR00XDrmcvnyxakN0hcRyfpufEc8MHel7AcGAObpcTlRb0YDxNYUud1qHQsxfKeTwFBT/AhWfJJmPCw1iUHXC6rvhmEoozINnLkE0Pwvsgys8BkrdTgc2haEYKRpftt6ztHT5YlcCP1oeGI9GQOPHwFtUGrVPTdZL79OE7Gt+shPDRHEuGKIK2anPNPlmufJnfT24m6QfF9WDVRqtVkrsSGRDZeN8WIQg7vpTlM6tdbPfOYz3/nOd169erXbbYZh0GBa7a7XWsZ5wSZv7GbSVfzpdHKFg4hdGqjJVLtpzM2kbl8izRotRkrf931KodYgItr0izbH0R9ZR289OgiI2FJHYJON1P2q9VxGRURm0Tkfq8Ggden6vj8c7/1MqZnXZ9fGN29ScdvgiACXTLHuJWliQTC3OAoCEGIIhECAASVSEKylVuQauy51A6a4iJyWPPHFQE7ffvfyXEGcFZahHl0xQZNGJEPUtJfyW3cN7vlT3zA/b9FYdpstWauULrVt7kKs5cQ/xQYHflPR6F1ZRMxa+NKLa2s1NVUXagZ/uy1ByxT7KV1Tzw2dt5+KYNAXbiKk1oqQQYagmRzwaC9aXQA2QosNqQJNR55rdpV7dZ+58b5db1Yb2dhuMTZ+vWtevyXfF7//9fHjubrTKuuzhbgkPeaGXbXVa7GZIQyN8Ra5KIiRtQG6tbBGnkk3ve8HWYlsAdHTJhBC1Psi0n6ULCLDsDGTdgZixmZM4CrSeDZ4au/lMj/AVnepl8UtzSmHBvyO5pyytSWLefT619zwh69KvNZi2FBfWJc9fT6XLvsiXhajz6OL2bbqObZLzYbIACt4ktUAiOj4cMKmSUjdOA1/28dMNrZ34kVErq+v+75/9uzZJ598orF1Mg6oaZpSCloQKqWslQA7GqVpUSSbTR2MyKTWOtXJmZw9bdsyIfoq6TW9taKUIlIRUbMx03wKca8K1/Qsa3Km3QK3rMVQTF3Xafd7WYdja6H77EKJaKplZfKZ5znQymboy+hH3s9sbCBV7Ra4WlAPKVhVXFPlastdWSFirLUKYIRAiChBUDAIEgFXyCJAFbkKzKUUAaQLL8B3tNVZ/iILZt1LhYYrla3p0bWMb5s+T7V6lzs70Dh6rp01E+eK1R/PlVGxHgW1RvM0qrKrTU+2NBULF4VifMuLDZZxpSY20MZl3f0aD0JDg73xxWnzMNzEMSZwZ94xr1/pB7UIHGM8PDxA43r7y8t0btL0yuoQsaU+fHKediaDRfFseaRcF09Al+8Fr/KVX20PBNfyvvhkYNZHH5cmxgpNhZwbMjJfYbButdbCPZKu2szVs12rLgnugkWbnaCf9RsmomEYcsMsBo3Rbf0AF2BrxyPfdC1/6gFbd5PPQ9u9ZOVm3uUTmhHZbFNKYhrafW909BllSw3myksdvgj0Rv7HF9bvUJ/S3+Y+kB7PJU/MXAqHEIZNJHJCStAgsJTFKtgiUhEVH7mKvWcj1fHUlEttWjewaWR58uTJPM99SDnnb33rW69evWr5LdywOXJv2G6WZcUCxEjavEZEABwCEmlAQzGS/rcWbhfB5UR9NXW6wUgJQwi4sijGZVmWJQOANmCXmpXTLOdMhAo2U8fI8zxuANBconZf9MGXZVH5aSMDl399ZMIziszPZmxo0wBAmfXIkmC+d9M0eVKkGn2pO+hi0YCimAAgLiUnTAGliBSBWrmiIOCQUllK4VoYppJnAQ6Y0tDOzoUmx+KC+MjCKJyDLD3Cl+CkYJ2orealhorAhV6arIjvZesetoIOl36lvx9tCjYb4LfVBdg4pK2d0+oQG/acmqyRr6nvt0YGyUapqOw+ijDaI+250WK8g2RJTL83N0hqNbGJMPxWWwPTqlqPDX3NxXKCrt3EclBNZpPQejLA6KNd+eqD6AOCnCcGQxMclAZ21u5vrdlFtl1kF2J3F/SlvrZfvH1ebgKjcEZKVI+iPM/jxsBNozq23g7KlwBw/9d9/NbspZTUAIBBG/zG9E6CufylFKIogrqKAFSrMK9QXQAQQQDSN9QqIZzzb/5yi9hGYL71bu+lgVGof+0ny1fMbY+tOYGNi+n7NAwbNu9eRJSegZv8mNf29TeqNH1hVVEuyzr9BhuiRsQLlGf72gy7nLNytr///vvH4/Hp06eaNwshKMdZ369wqVbgH/3X7/N0OkUbPpFszpfqO7qch+7KwfUsIk7TqLZEl1TLYKkLiL0acuaqwyFijJoTFstzelqMLC7PNljG4yE7j+fuOd84z9HH0OlfY4zTfHILEZo0mh8T/SJV/Vppdyn120gptTwirSTEChIRGAQEauWCXAqDYEDIpWy6BEQQiCEXFg6Pmd08neTSic2rVSvB2jv90LpS8xt1k+VS3tlIADFaFT/2uvepGczi0B2XCbYGIhdid0Z0OxVCpxUkFyNo2ojAmuzJxuYFqx+EhtzGVXlt4FZuC+UylYENnlVvKVhrolgQoIbK36bmp5Sy3WzadX6kLj0RYdq2avEKLVegx3KaJp3HANZ7pTs4z3Pqz7NHQlNvqJeo37PVMXH0v3Izkru1Gf6vXMZwrTkhy3e3D95aTWm+rlWC2MB4sMkEujn3b9GvdlIXxaeT1cpcW7HFqWB2uhrNMhEBrCndYJyJsRn4lWwkFiICnOsNweY8uwHQB3GEm/tD/oD6g9vyR96Sv3RZuEnN+c27aXRpbA0n4iqcHghCE5wBSM6rfPpKujy8GW4WGwzlT+Fy6OLqp0xvSTFvDoTt1jG82UkASylEqx/DFsi62+S+l0fe7nup7p6n2i6Rv3xJVUfDudK2wkDqmiHsiQhJlPmj1hpjcMMQQtAEEZgr4LrFQfqtQnCvv/V+0KgyyHnIce0XSca5oHGDq2/XZv4Vflhi00ZKb2R69U9qFFcU0HpPSAwCFZiZgQHxdDpBLsOw61PfEUrmUsoiMIeZDSLSrmy8bImCS1/eVXarkd0whqZ1oMXsi+HN2XKmIVyAOAFgHMfQ4F5bU1mt2ukGYFkWSOSugZjvudvtqoEUW9l1vaDr6wRP2uqttySNawYACgf0M6/OCFgY4dvvG6ZzEUJTRNEfFOaMzVwEtTrnam2DwUDDFHvm0dfQRa2tcNLK/XKGFuiye/dQq5FbfQGNw7VeDVaHoA1lmFkNWKuYWvFt/+u6o1Vz1bhDunSOaaTJhPgvsenWZmbv0XU50XVWLYMW1jDz4XAYx9GqlWcCK6/ZoDUBuO4Gyx5o1yQaV0fOebvdeliNMBORzhjY7a7cMpkLyWAoKWhI0W0rL6il3CJyw4HRRpO5aZB0jVZK2e/32Ly4GeriZzPGSLSa23EcS1mtpoIvZXVsVzFrP44NyNUPkUZUeT7HUi66tVZt7HIz4KL4+tXrq6urh4fVo/KcjKfm5nkO4dxjPC8LGZGG5xJCCIp2U6XsfueyLPO8jrQMVnjTy+qpbH0avbenT5+qYmVLis7zXPJyd3dnfSo156zoT3VPtW7cWiOweVaDtW0qcCjGOM/nmnnr6GiONzfctCq3qXs8Wxcvi2G+/vr4ipUSa+3WbI/qVU+juXMjIvjvPb3pMEWmmjkL14A1IEOtpcjCsduM1B2ePvmFF598o86vA6brq8PhkK2xmA3jfzweNSAq1gEhIn3fc8loNC/hjJseW5I1bHIRqR+KIS/VI4hGD+fmxE1u13U6OcvVATSVZC8+t4pA3fl4OQoDDUCJTc1Wv6gW2W63qjH1qZP1nav9jzGO46gjp3Un9Gwr16uWNzQEA3PoWrF7eHgYhmG/3ytz8m6306SZN3OmhmYZEUPEFq8SmrRja/CDFVcIz9RDLp3uva5pnCYVVmtVo6VpBI0cXel4sx5YYMdSXMu0QqklQdWJboS6rit55WDxnACYu6qLrJMSVJ/GGHGJESGkIjCP+ZQLhJ667TXicPvqLoTus++9/fD8gzyNn3unf3g9nwpUgM9/6fpH/8CP/ciP/PD93Yu/+df/2ke/B9cJSoZdgO2T9NFtPtSOts9mpr4ch92AHU7lNJaRiPp+6KmrM9aZuUiMHQZaOBesQNKTuqirs7Lf70spDw8P6hB4GB6M8eb6+lp58FVZqF13YitoMhv68zgdPYrXTUTE3W7nNRvfDhVmglV6VXhqrYpYf+edd1SGdQfdyLkD7ofOt967Zz1kR0SUx1V6Pzju6qnqqbVO0xRC76fDHQI1xlp72263yUiWYoxSqkumBxNqTl69eoWIaglSSjrC6O50q7kUhd5rADcMwziOyaaDeaKcmbmSOu+yDhTL2Tjp5DI5qYqi1KXxeACaFlctnru3lMs8TROF5DE0Wj4npaQ1IV35q6srsBbonEvrQq0+HAQA6Pv+eDwuS7m+vlal555fzhng3PsZY1zypGZSi6Bdl8x7XpNvanI8HtU+kmrcLX63kZnFeDDdvRLhEIIEJCIgBAAGEZEKUKeJbQCxujkOwCrWGeiV1VIKNnzRrQvg8uSqX6xC4Jno0GBa20Oip0s1iKfh/BHcL3bVJk3rs//VTyA35Roy7L9fUBcrGvpCrPlQPaxHd4UNQv+Rh6uRQW7GXqtt02kqtaG9JOtS9kRE68+GmFzXSxP9uanzl74tL9kdB7dtbPUMN9i+9R5LYZMA8Te0W6aLKRZgujbRW9WgtcVB2/JeYD39PtPKRbPSmfnVImKFwlwjQYoJKQsRVD5Oh77vIlFHcHO9ezmNL57PEeDP//d+6r/5r/+3vvAD37dIEeQY+M/91J/8rV/91b//M3/rN3/tdz76AA63+enV5nA7jqe7zdUzrFhrlSyVK+KaqKxV5nnhRVCIiBG1ZsoAspQWJSI6SSIYtEF1aLR2wlrr/f19buZTujfqScJWhKBJ/vjuuE6UBt5HVkLrYhIRZZLRQAcA9vu9pxRqM3XZZbgVG3cqXaL8MIqIGwBqXmglOn+/+xYakQfLVrum09wONlG13sOQukd5YDcwQ8N6opaVma+e7VWodHajilmxvhm3Sb4LmgIqBqBsU8TtCfUDu91t9Lgxs8qq2xWAMwA9hCAQu67rh60paHCpyDlrIcTzCjlnbXMLIUITxa6hv6ACivSQahxzOp2Ox+OnP/1pWnPIZxyBqn6wKQXM3HXr4BCA86gVtsQjWKa3teKrFImot66CeAYSACKT5WF1ZbWKbfBNu611Nf2/aBme1RTLmYZeGrCNpwVbD9SFQ2MFauaaQpPHbFV5aCpLrnw9vIKmH9r9TboMo1p1SU0qSWWoljNcXRddN/tRROb/bb1av3M142IwRH1wNQbO5YLm3zGzNhtLk93Gc07mnBbwZ/TbkMtEbYwxUHr0sGwzQ1wp+Ia6rOSGqlAu8zZw+TI8RvTV9jQ3NAVMXyXfcWpAvdSQVFejxFi/i4SlIjMHCDGKEAsy834zvH51W6AcQ6nzw3s38G/8uT/9b/zr/9rTq+31l7/08jvfqgQzz/PpeNWXP/AjX/qpP/4/+/qvfv0f/P1//J/89b/zzffHq47eefL0k9v7gSLUWrkKAoUAgLUI10UAiYggEBGgKF0E4JnqgwxsrunUFlkYDLWMNgLQrV0wXICfZN/l1hK4hIv5T54uaD0VsAyetlJrPl19eSctaBUcN60PcGnyHVzQOk+1Vi710b7rp9y75KbwQETb7RCt0dLTevpXDUFC00AKAH1MrQPklqPWqo5zKUWZLXSFPRHXkv+8KaJkfnotMzZIeWqC7/blOio3JI9uJExWL5xRgTPe3e8/GRvz0gwT5CbXn/OyynVrR3kFjIpIzlWNZUpJsw6WYjpDekIIx9NDuw61FiOXDO7kqbR4ZO+HrnXs1nPLsDZtiZCIFOAgwAiIUPUJmRkECIORhDg2JtiEYiLSepFGbWtYsKxNE1ZjYT8Y0KBWwEtPFLQw63fvLqe/XN95dIZNIdTDHH8/W+bLf++72J69R6diPRvmdrExfattVyaA1vKxVRddZbfRgD/Io9B4s9m4rmer9KootAYJzemrnFsz7guFb4S05q2tcEw3M5pXdZXtd9gul58WP1HtCrfr3P6Mlx49WvnHt0BEYujcitcGeqt3qCmmeZlVifR9X3MVBhAuIFCF19lbkAg//dZNkMrj7Weepf/Gv/LH/vSf/Bfmw4ff/PZHz57/1s07b11dX41lfpiPu6189OL5X/q//tUvfvpL/+If/gN/4Pf/+E//3a/8zb//y7/70QdPrvY1IwNUABQAoVpApAKHPkQCBEaGygKArAZgs9l4HVJvuK3F1abjhhoOZLC+DZ0U6GPCAC4SLNyg0aBJ8UWjifbgnXz0Val6Te1FEMsy+TXFwmJoolL/dr8BP87S1PNyztth4xqkVX+r+mhavSzDUEvhWi/YWUREydQQEYARIUYC0FE5SKQj1SSEsxd/Op36Pmlaqes6RECUlOJpGb2AD0Z9qIUQP7/+XIhIAZAEkCmAMrMKVCKolUVYQMyiogKiHh4eVPkioshFA7abmDWuklJKQcOIk9Hh6Wp4B7WIaPHJ7R8zI1JssGoiomNENYOnBQYwrni7/hmELU3rqO6s91U4k6g0TJoOY3EZcN8xEhEhIaM0o5QYWVi4MhIXgcxchCsBU8A3gGXqAbkipqYw3XUd8Fq+b9W3+iy+lGC4zBhjNJaoVohdlKWJmt3ZTDYmrZVFNUXQEPuoTdI2E2hsfmgQDqUhoVXB6tLgqS0PNt1hf3SW3M75SvpfdTSKdmDr3TrOpz2W7jI75O4RkgyQ2418dJ5bS4lrCuhM/+Sr9OZpgQZVCY0V9Ajg0S644BoeHF0jtHdCDW7dRcsPpz+Fx1jRJgsmY7vlWhFBhES4cqm1RkqJMNRFynL/MO4R/tmf+KF//p/54ZtNRpl/6J/+gY8/+O6Tz37p9OKT+1evtrvhrc99blMffvLf/HNf+8qv/PTf/A8/9/kf+aN/5A/88A//4L/3//h/feNbDyFdA0EkBIoi2gYfAoVSCgohIxcWEgyEMRAGlpLLjIghrsqllLJkRkIkQRFAZimgWFJBllLqulbDMHR9DBFLXWqtSCseHwABARAFqgb1Km+uVXVtW9vgoVIK0cUpN1Pz3HugJqGkToz/5uzmm9QxX+yOmwffJmliZS/stUg89RXZkg9qJkvDBOUpRxfF1psRK6Xq+S3WxOMSq9q5PSmlFJ0d5nIrFua6ptOvaCMzF3t/Ln21zh+itCvgH1zXtnHpuMl36S1tt9sQgtd+o6H4rf5RdQ20JiEi11dPbm5udLS9iJSyxBi3261m9vXkucEAs3y++H2/8sarUmkPVDUyBdd40rwiAzASwRrj2NMigoglf4pwARQAJoSyZlSoSaSUlSN3BRHXho9MY1Ju8uyhgSqDQcrK5fw835JgQBRsUhytw+XyJBZk+S25pHpM1Dqtb8aD0iCC3cAEWku+XjiqhvDRG0DzzfXbtfHKlazLTcvP7talNrNV2/vHBrXpnrsLX/uz/8YPZ7vBvuV0ORILLruvW3PiRyU0GFB/tTrlkT5qzYavoe+Xb6Kv86OTr+dEWcDYCsLMjFQBBEhEgAUrEwkIcQjEy/g0wJ/8oz/6b/23/wxPn/zC3/uFP/KHf/Luo/G3fuNr3U6+8/HHz1+/+MEf/MG3hs8+ebaBeZzvP/rSezfvPO2++du/0l2988/9+Jdff/Srr5cFGCVSiJ2sQ2AxYJzmUyJAnXeo5ZOUINA8Ty3UyuUZGxoZF2nmC2vtEUO2CRD+p9C0DbpK8qvFppnZ6//QlIvIGjV0GZVHwTUXekX0DfSt34BrVTB4hTTBpb7Y6hzRJps7m6HeYUpJZKXPijb8TrWBkza20i4iQko+BohQhGuthauI7IbNUkvmCoEqCCHqJBLIRc+Rk0XqIrQP5d4SM+dc/LmqITKDtWe3C64vNSSmZ88A09PppBPcHpkNT624ytLPaga7dafQoHpOiClNWzLL2geqvAPWqb7OuEZEbYjxx6x17bFQWYpxRXOl1LV22re+zYh40gwAztjNsx5EQhDCKFQgxFq5glThigR0nt/kj+eFqWooOv3TWnAnbFX5I1XlKs/34E2Dj4g6A8il2beZG/rc3LCDsaEeXZ9GAylqvkWaCAYaH9y1vMvoI68HLJp2j8b/6l5AOMOoz7Ki4+vIandi1KHq8XkhJFjd24FP59hIkUtwDsNdR7s46k0+ejq3l154bHVxayraJ/JVQsM1u0K/VAr10ZOi+XetYXDjATZnVW81NOhmv4Ha4LJTr5yVSBRj1xEWqEVyycupq/ClT6fv//TTzz/bPtl/fivPeXyZ3v7yT/7Bn9w/e3K/HD94/l2BAssRQr3/+Nvj4eU/9wd/7NOf/bL8g1/6pa/+6k7Kj30efuk7YcllZiFBjAkFskBlIaKQYkAr9mgL9z8BVU3G7QXNq7UNZMm00+mk58UHa0PjY7qDLGeYJql29qJ9u9r60ryZzkvRSiNeph/9HrBxBfxPZHQseAmoVZnZDhv8Xi6FNH1nYp1QIYR5XvzjrhmrAcHb48bWfiyXjov+PE2TVU1Dtab9eZ6r1MWGZAWDWkXjt4GmfcT/9bXVMnK9BFyglVJ8YasVionOSfNaK8AZfU5ELKXWyrK4T+aSjIg5ZwWGPTK6CkkCAB13nJLOh5HXr18zcy0rhdE4jgDrmBZb9jMlbYyRhTzpoi/9CjX80tAC+qFub88FIFZhZq4CIIJgIgKCRCQIRCAoABWhoBSQ/bBx76b9bvcvhmHY7XaKRZumqU+xXiL6HYfrUg5NkdpJu6CJUtsHwMuXkp1xM+BNpV8PGDRMoo+UcnuExKJjjxXctASbIObRhrp+3mjXai5mdtY9P0L6w2630wf3i7h8eIToYqShoqfRXcswM1dNX66pcD9giCgCAihKRVBBWAKBp/v9TLpW4ibqh6a4J01Pr1hYlo13ulVDiOh8/Wf1UZW0TtX9+q/IOjmg7ez14w0NQ5/6DSoYfd8XfmCuAiF0kWJHVHiaeD71EYHlv/CH/pk/9p//Z+fbj2tIP/b7vh9ghs9/8Xe++ms//9Vf/y//a3/2i7//Jx5efPTim7/79m4rNf/Alz73W1/7lb/7N3/6v/qv/tm3n1z/41/+mpyuf+u5HEQqiwCnEJixLrmUQkgYgChAlVq41rzknFkCcgs3VJfNpU7z+2SNncMw3N7eqkOtLpEuoCaFfdFagWxF1A8LMyuPt4uoWE9/icnDbnUeH10TLj3Q1lel5tWqcj9c/l+xSpj/oCfLRb0YkUkI0a1dtjGHLnh0GTW2dsJVlf6sz9J1nRa3VQ6zTTeSxtfJxu/NTdDpti0EDA3lnyt6p55uy5DQzLMkIiW3qA1Go70C4Dmz5Mqk2PzOFaNl3LRsM9q0fAgXE+ELIilf0DiOCOHq6kof9urqCsDRfbUFGuRlRcNbtV9s+l6HxkGkNgbxPMSFG+bgVekhBgqh5sK5xq5HpGVZGHmz2cx5RqFhf3WcZw5YgE957oqIuZO14evQ4phWgxXNXdZ+qHNzrwfF2+1WO+gUTKlp8a7rxnFkWOdj6Me9f0ovzuaCVUOAaYkcm5y1+8IuXv60LjTJmvWTTSnw/Wh1ExEtc3YJ9hc2M+EAYLvdso1ekqaf0xsj9PE7G/KQjSpd5UOMfN9FR/sbuGkfdXl1H4qt+b7v+91upx3wsaHG00fTTuAQgmsftCYyRQrqLam9qbXqPrrj7yljbX30cTraotE6d60h9/Ogx9XTEQCQL0fTuS9Wa9XqpYg4HRgRFYYQAlMowjIvUDkIRiKo5Z0N/OAXPtNL/uav/7p86a1f/MW/81N//n8A8eb7fuQnf/vDl1/9pa/+/p/4satnn4kQ/6P/4N9P4+mzT25+6Pu++O7104++9Y0A3Yff/PUf/aEf/ji8/TP/6c/VAqkbxnGq1M/zggil5i52KQQMwIW5CFLXhRAT+wFznyOl5LNnNemhy+Jz/vSdfd+/8847InI4HI7Ho8qzysBi47x1X/QHlTG1JeWS4Bat0q45BP0WlQFVnR6LP3LRoAG2i2XeFLfOzWwMd5P1uQCg73vVxWysiCoh7fRaANCjBiAhUIwJmyFltdZ5Hj0MjTGGQBquMwNRF0KIkewEld1uU2sdx7VVu1aJkZZyQSVQG3CLK30XPBFRfv9aqwiHEIdhg2tb+6rPi8Gc7PFT49utJXFYcxLVT3HOGZBjjLmwa1iHh9RaY4yvX78Wkc1mo8sla3MMpLQO4dAmhr7vh6FTtkGND+ZlXOYCa5s6Wh9Pzg3vkxqYGOPV1RUR5bxYPXw945pH8mUJBpfS3T/nLSkEoggITACE5mmjijAhsEiptVThKAArjMH3QL0bfWx36FSCs3EVtUrHS0PFmPedf1XP/JxXuI5bCzqXzi9Cje12qw0g7qG3zs4jld16VY88I0+w+F8vBIKSNOGCP0vrNfiXepVJD4Ne05OzbUMWmItdGyRMe8+tFwZNsLLb7dTsaeuj0tyrNgmXLQ7u42cjnXbbEIzrzR9f9wXeKAm2VtM/7tU/bibhSZMfUANJzXAibsjRyHIRvhS+qu5k6cMS0WYzMMAitDCyQApp1w832PPti3/2D/7oF9595+Hli//fV77y/PeujuPd/+4v/I+/u//yn/8Lf+FzX/iR9z/68Mf/hU8tzz96eXv6r/9r//qr3/3tZ5/+1Ps/9w//s1/6Shf7z33xB/7IH/yJcV52nbz7pIsjy5CkpvulSq3bqz1SN/QxEdbCIkGYAJUCSNmGNYuFIaiOy8OwpnQQIcbgvoizsWoi4XQ61hXZknJecRAhhN1ObV7UFApeQh7a9OYjeUgxefap3TgfhejWCC9n4bqE6AFk5mTT4qShXUlGQK3WWo/2YiPbNC2DxgaGTeDu+SuxuoXLTxt5OKrCB3voy/GU+qrW/onhAgHhZxYNZQsNSB0ANDPmZxytQqlWsxV7/TeE1Fz7AlnOl5VIvQ0Pv0opandVp0MzlFCrWbzWdaIvTq1V/XJdTIUG+V0xM2HM+TxCubOBqdXwcu6Fl+LE8ufSHTWpp1bptSIUmbmSCJyfCoEwwJrapZC5TnmZai4xQFjFul6C610+XFz0SPd9P4+ndsNcPXkWBZpMXAihMyY8N3QecceG1N733m0+XEbQ/6SXndILNEsxjiBo8k4uW67CWg3lwu0qzBedrQLRqvg3t8RNEV+ST+hXeEWRmwow2LhgX39PMmoY5Ik//yK/T5V+dcbJWpTbN7vu8OfSl5cf/DZ85VV5tTsCjTlsz7NvNFi6ORj7kN6bFs3kkj6EmSVXCAGBaq25ggAMCBIEKlz1/bPr3VubbYfhg+98+H3f/9nbl9+5euet937wJ37nb/30N37j9/74nI6H+t47X4A+vHr9q1/52f9gy/KZT332a1/93Zubu//SH/vjf+tn/9NPv3v9zlv77/7mq+Px5ebJu9vtphBur/an032VAoVrLsyAQCIoLBr4q8xHw79p67KvXjD0RW2GoCXjdVGtquuw2+28U2yaJgW8uyKGhg3GxcD1ne6Oe3btoagNvV01ag3/r5zTI2eaPLAUjRsMvcOh631n/fyCFeecadknkXmx1yWqrEyi5wQsN92dGCiEALR6DE7XMc5T6wP5Q7XdYe1LvzcaN4HLzyN741cLTf3skQPnSkYdS7lsVXFNpbpG0T5tNiyEcHV1pQ3hKuFeP2NmAL68mii1HDOrCUNDIZZSmKs7dr6565FJZ8QjXo5WlDfy5Gq54dLTWvXMsiwBAp7pmSiEQBEBAEMQgCXX0zLnUngToU/TYWqlXES0W8EjMm7yejHG6VIoycplrV5LDWF67PpW24ZmuKuLvkMLfINbnI+HDo/sgViZ13eRLXeZjR9VGnZJfX8tj7ErulBq5N0W4mVYgE0g4jfsm+HCx0040n6cG9hWK6BENI6TapPNZltrff36NoSw2WwPh4MI1MoAChjQg12VGweNJMvpzmPTm+0H0n/jLr9/uz/UoxeAlqegVjUJKnzUdT2vU9LWmoeVMVYFlJopkqkZ4OxLoY+/jDOmTkKEiiBYuR6XEfLp0x3sd5vj/UM3lSj9+x9yWb7zT/3TP/Fy9+Vf+qs//cXv+3ItmF8dn37h98GLD6BON9fvjCd++uT6/jCfRvit3/7Wl37wO3/oD//zL756/6M//KWPX93+znNGYEKs//+2rjXIsqsqr7X2Pufe7jvdPe8JziCCkJCQTEhKBUFADRBJhRRFKECh+OUPCy1BC1/4iJaUxR+xyrJKSosCBUH/WMYQ8oAASoIJ5kHCK2bIZALJkEnPdE+/bt9zz95r+WOdve46t7k/pnru45x99l7vx7dy3tnZmba7OQlhRhaCKhAAS0oyXOwQUGz2p4obNWCN/bjE0KwYwbwuKBmdGOOxY8eISCNFJYKaLG7rhbjRsDd4sSR7TXdSiaflnIfDoYrp5AYKWdOJHbdSo5adQEnbWq2REQARqfemq7LwgnGc7oDNzNDCDc8Rdl9wZhyAWFBFSujGilvsiaQfy/VE4s0dW7mxlfGpxeu4VOnoOs0cid3cxCnsMYbKVvTuyNLVhpoU5jJYSTF5rOXTTKi2bYlm2R1dIVGXIFGVY4elYaVqNj+jVyihONjsErFlt2deuOwxiL2Y0keLECIRUUAMQBQFEUGw04ecRKa5bdppC4yBIEaRqZcFXrbmAkRl0s3XGtoRGoFWZSqmaYiyCzOxqN/EUuejF7QhFV6h2U/8w9ubRnw+5EKld0MckqjJRD0DbVwCp1o9Hzo6nvXyxAIHTcXD1aY+cPZXdLPjweW+jPJM53mTjYi0TM2cA30RkeYhuB+xSSkxY3Y9vcaxakn5BYArmoJ+rac/Ptu6EpKWPSzdK5r2MhEADB4cnaOAzh+SYjzqsiMQCwEDYqiqQBKombYAK/sXN9fXJ1s7dHB09tlzb73xTZe+/LIv3Hnnje95ze133b2zvvX6698EUsHmGJYP5e8/8eQTPxQYjPYd3t1uh6MK6wXGhcWVI489elc1XDlyePns+sW22dltIecMrQAhBAmIIVDASFjlFHNiBUfzexLKeBNL1FsqiAqQp5TcqRpiSvya9NPgviKLmcgzgrSDjgU6SVxDtZQAYyxVyGYtKmEbmxgX5FLFZNLKOk40KqIxK3Uoh8PheHvHjCEsgTszleyHuaQxbFazpxZ0LYHokD+IaHN7C53jq/yu4FpzMsu+Y3TiSRFdqZU4O0b3x3MKu7ZQMzuM6kwC2MW9YDFWRUQENItQP41lBoaWvZokNFQ4IooViEhq2bLNUjIxuvK2neY8y0sbDHsInSIpxyHGzsZctle2RXNC0n+qX4iDwWBQDRA4cVcHJiBipgdIzpmBAYARAGasbjZCLHWfWEAgsMCxmU0BxfRWlzaVETatw8pX6cYwK7QCB4GrQFfKRVZG7X1tE5QWGOkrv+6MLQGLZeat5jByiX3rl2cuSzXzBsBFq9oyFo5csIWINDhupGOboIOKwDmnegsl9DkGs7vbkqi0CxB14kZhRPfv359S2tzctAlQ/lIxRigIVuywaLDvW4SCraQhXc/A4Jo8uR8dEudpepIyRrI90Y/0jMxS1o0qWoQt+ezZGBEHOEgQpjm3LFRRVccaBrEdN7tjFLj11tuuvfSnNi/Kl+6+r2nCzW9/719/5K/OXbjwjXvvfe2rfu65M2ufv/Pz17/5uovPPfOlL37l+TOr31751iWHDz37fJuxPfT46Xu+/vCw4mpAkJuUoIVptW95eWHU8FRAqoiRKAggBOTZLAov/qik97k4bepKml8ozs3Sb+qea5Pn6urq7u6uVj0ofoNRo1GRicvgmthN6m3tTshFJ0wH6I2s/EPfx+IIiht9lUuRnrj+qVTgsLz1oNyq9QgKJ652NBSLJMY4bRsiqurobYtyHQ00CwAWAxvVaSciDV5WVQyBFhaGi4uzDmQjBgBAnFUx+a3gPTlC6ELTSmakiRnqAAoh54SIdV35RabUakBmTvdg3+zTO0qBBopuzDoVkAxLtygNqN3TNE2IYidrdRNWnVE4PsdYdUkUDkWOz1wfESHnWvXV1Uzcze0S7jFkQTuBsTCpiLBwlgxatCPMghkEIAAKg0CaTQhBF470WtoHhT29cn88r7hWrOiw1HUmrTgLAop2VcbQjIox4ZxIMs2/VwGYmJ6jFa887Ni4YAHZD23jqHiRFnD3e1qVmZz6kclN60y2pRpxe3lq95oToFIseqIOp9dybsGB6JosNvtd4culZKuMNJXs7BFMYEU3yYtc/taIzBbDnbcR7I526NAvVvG6QcEgseQPVG8Zrgb0HThEDFmtLNSCjxz0EKFtYWlpqcKjq6vrhw4u/8TxF/7P/d+8+577Lj16eO2Z1fWLW+9/3/to3+hHa1tfvuPuowdHBxbqQwdHF9d2trdWKcJgMNwc8y9f/9awRGeeufDED1cXB7sYIsSYqrC1NS1TcqXNTJJIonCFGABmRVyDQUWkQ+d1wA4wa/eQzrHhnLvCEgDOucUyrJyZFxYGIWDTNIuLw6qqRPJgoJCxXYJHjXczdLgPymTsRi6ubTRjnjSXkIidmmFPsVWUM2tNlyK42OxAZh6PxwuDITlf01hblZzWp3GZcJBzVkABdAb7HOUY5esFKzcP2ahRy+eMZuxXAFDXs2Cvl7BaJkvOhxbXlGPsQCUhbB8ZV+YuD+ylfy93qv811lAFoE3IugDNkOt9rcAPADR0oRyRp22w/j6offmJKmnb4U6xARWp1dXg6jUVFBJnbnQn3FKa70cBpyTmtAIixrZtE4bQzahEBhYQBCXrLBr8BUQtSG9msthbuCJijUs+huWZ39hbhXjKyXhef9UVUFe12ZumY4hIYZNDwZ+yYzDBF9xEJy+RjfL0X7VZzDiSUtIgJathx6N/THZnkBVKsl48mfR0BNo18oWC7qT33d7ethYBJfrgxkPmkqMzVjF6pVJBq18bDIYqF7SxYH19XWul2bm0piABoKo6ca/+vrVxqjXHrhNSJYUlw23lc9rOq0Nxk3m85Q5uZm8qfaG6t5ubG1Raoy2+MR6PtbqMXQgOSkgqVnUNEKVNIDnnlFNgGE/gqdOn3/HG11145ukzp3fOPXf+2XPn3nDdG1+6WL3m1a9enYz/7pO3wnhreQRUEbHUcXDs6NHf+PW3nDp16h/+8XaoJ2u73z524iWv/aWrzq5erALWNWxO2t3NjbBvBVFDJYkQhEE4I2pIJ4QwVWa2OKTWPavEtECzcbJF/w0NUEl9a2trNBpx6XlWCBoVFHNJP6NqJY85x9osOyUPI0vp93wYDWgoUsWNFh0ys8YZFGA551zX9cGDBwHgwoULVYgmVZUADMJEH7YtU1ySAwH0RpWtkPrdBvoaLixAGdGuBZRQIgSe0oyph/3GNHveXMaAWxgzd1VnA3GjftQ+E+eCFwFqxn7P5LcF1HXN3EvyIRIiVlXHfQr6bUaw6kUqQMhio+0pS4lmW4xoTlPq0vT9ne1x8erABJ3JDfuVyMzeFWdK+kfzbGufxlFT5c0dRKpHg7aGnBIlHOWwvdVUC0vPD+P92+dPD/O0Hi3s5uUw2KmmkTAgcBePSYJKhRICZUkYAASyJIqYuK1CNZ12jB1CKKPvqroeqogTyU3ThhCHw9C2KUYAljp25fmSmYhym0bLy+OdsSbKIgWMgIiRgjUBRNcgk13a0x5bY0fWZ6R9WEpzqsNNzFl9ZEopVqQQ4VUdmLFNTWaqqgqJYqSUppKkrmtASKkjwRjjaDTCkg9Qia+dwIpavrKyom3AdV03010KAKAlMVPEwCw5S4yamE8iWcM4gFzVQQO1WJp61NPX3gKzBz2/UYkIU2me0G9q4b+I7O7uWsABShXHnFHpw9zWx1eK6mQ4XNC9XVxc1A4Grb2r63oymTSN4tyKCOvTMQuAMHfWRUkgUwgRkYvyU2SRtEP7OElLLQ4ywUQ4MQrVMJnAj3bqx55t1s+n06vr1QBWLqmew3OHLnnjK99+c3rkkfbwA2ubG7f87p+//vrrNp490+ysHTmwhAdXjv3ir5y4/Jo/+eOPUBhe+YqrD+68aPyDs4ujF55rn9uoGBdyhPH+0eLu9lbIERCxImQhngzStBZcnwAKBaTc8s7WGABSZsTQtjnGmBJDCBlgOm2Hw6GwEIRmd8rMg2qoeW8AqONgMpm0Tdf8GDBSFZg5YAyuHNlbcCbKzc7tyotZkdgzINTDAQZq2mmbU1VVDAIiFIqzjgCEVbEcAYBBdpsJAFSDuqrrNicMtLx/hZnXLq6rYXTowIGcMwZEQEGJMY4GIzUUgKBt26WVpaC9CygYkEJQttI2LiqF0Tl3rUPmQIODxWZXL6sZBcMXym62UoyRQUIVYt2ZNW3bCoqgUKR6WMcyC54CAUGWbGa4peWgAApZSDk5qGRzLKDvY02njUUsy0fVoA5AuLW1BWX6jXqH3rtKpfVPrUB1eqqqGg4GOWcdYT0YLOiJKzzw9va2KpWUksLIxxiJuiFCak+wzKJPOee67gRmQBIRyYyIoQdDkkz0ByLNKBOoZQYDRKQQMklVVUBACReHo8mghtDFhQQ71E+Rxqx+dpkHLYPTvmIoFYohBJ7OUGIs1oyIWvbnXUuVSoZ9wQV4RE9Fx0Fo10ku8EZmXJi6tuOZs9bnDtV/3ytedBnRvdVE9k1vm3iNKiW0CiXWxKVuV4dmiEjTNBsbG7nAJSmFCanAFSnnisUvRiQAMcuEyxBXcclA4xNvbSlFasTWL9i7z7YP+lzksASwxJdi6WmUEgXOlubKqa66ZjczeLU3e3Nz0ztSULxstRbFuef6q9QfHG1UxJkhdHwoQCAIIFmwAZm006ee/sEbXnPtkcOLTz793cte/uL/fejRA4MroK5jjE8//dyBI0v33//1/7z1348dWbnhzW/43mMPf/nuOwLihz/84U984uOPfPOxbzz08K2P3rb8kycOHzmGCCsHlzfHed9oNAyD3Ey0QVhEYgiRkAQ5dTvsCa8OOtyhGzVa1TUzaw1MCCGWzlh0GVRlbKN8b3Im1wbvSc5Usg+Q2kHDLIo9k2V23P6bBpszxxfTMu4USyZP319YWFAEQ3OCc6lktSZN/bIOEVIOnWMrLuV/7IJIJnDF5aKM3XR/zKfhgqKjfQDB9bLqOmMfqksvHkJQgajf8V6FoZ+Cc7VNUts6bZ/9rup/VUBTnIUuvUxIpXGP+kFpdcGjm6Vs30dXzUkFdaauFopzM8P4tLxIEe45pc7Jkzx7WHIwyXN/2FJj4lxRRGDFnOaKRGDStoMwDCEgshAqNHpGzsJ+3zs2oC6n5xWAfS1A8ALFBE12COAqUMz395RhJ53cAA332Mk7y+T6zqQPO2XytBMl7nTtHX9x8xDBJUvnruZfRuV6oCb7sOgblaFYmjiMN6oYEBG6+uskMsPwK5RXtq+L9fVubdSp1UHiKnG5JG+NsUMBsOMStDVSMII2H9k+1RNZXV2F0sCxuLg4Go3UVdrY2Db5rkEG40kzl0LBPmJmgFl8Fgvyh906uDKwzn3O3RYEJAASCpAZACqEs+fOH943uv/Bhyuavv83P3D5lT/9R3/6B//0mX+757+/uj1pjx8/+M0za89/7lYQOPmKF2xeOPfAvY8u1hAIPvjB33nLDTfdcMONqxfu2Nid7B8uPvl/j2/vwhLW+/ZVkiCldhgG0zxN3AApxQZkkDwrqJ9xQezOS9O/C3Fk2mtxcZGb1mI1UCrl1Fvy0srY1XZvjmVUR6bSpO01vf1tRDgXP7HrkzMJ7S7eHsouGWYpTaMou6O4rI+KZi7NDV6leYYiBxIsTkN46WkvLJGu7PqNTHd6eY0lSmyJJXZjxYiI8wzf1Kh9jrXRWUj2dHa+4tSA367uIjRrerD1S984s6V6gheXTrBvms1qDzvZ7VqIFRjOhGFVRzNP7dARsR7U/nxNNFmmeu55Y8o5VgEEpm3bAGOoQWDaNFTFlrMgUsQYKg7UcjvhRqqZsOsktRtDWIXeZBIAUHRYE8d27/F4PBwOFagASjxRL6iesjZQWNJyfX09l+5zLFmgpmlC1esOMwLyp+hlsb7YoUTYO35r5l6mADwReB4zNYA4u5HRDRcsFyzmlYWPPZOomDeToRAfdiGgjl57jXKmjebEB5TuPONVfdNiQX6vrHYLnCFjZKpC5/jx42r1K0qX1YosLe039amPqcTgE0Xg6oIA2NwFMyfRRZxM3s3EDZZ91n2gAIRxSOPdaaZ4yYkX3XnH7Su33X7lzX//zne95ytf/Nj24+cOHq2ngkcGMGlhzPDUUz/iZuejH/1DSNOAdPXrXvcfn/7sO9/9npNXX/MLb77+7PbWfd94OCPsTKYr+w+sX3h+X1xYrKsKKXNImRMkRM6MJCzSE6BQyp3tAdl1yYQQmnbsTwrdbC92Nb4maH7sy/bKRIYpIX/olr4SZxrPKZI529ZehkhhUkbZ0A8mMsK2NIAzUzoUELu+VwDsiruMPaXfUJkcZLSIaAxdSnLYXjJt0Blt9j70JbXdy7OAp7S5L/MsCTxzjm0D/ZrtRl5b+OOjvuM7J5eMMMS1HCHi3pGxel/LV4fQRf/0XHQuCLn+DyqzYvbSpzca7FdKIREChSoCI0qAABQDQxbCDJK4bRO1nCWSfgRshUqzlqg2tW3bliHL86kGFPRLmSMLcQ1lunotE8RSKajxMp2QBa5Q3T+PPxIjR/+HvTzd+7/9OdmVQ8nK+ouY5J3jT3eFWcOBbZFauArVwi5EpjyTUtIAXQiRKJpAL5ctVxYGAMJZTxY4Sa3TiU0Wm5QxJ8nuqwdhHfxGN/qkBmdtPKa3O3v2rOkYKmBnAJBzCxAQJUYKAXNOOacQaubErPhT2pijFfSI2DW4mVOiW6EBsVyq1O3R6kgZMrKIZAYBZASiEHZ2Jvur6oEnngRJ737vuxYW6faPf2J5ZXTZi5cAKWOcsrzy2mtuuummT33qk488dCpAOHTg8ItOXrl15swn/uZv77zrnjPPwc7OI1dc9fpHT51eG8PRE0fOT9J43EQaVBChzQGAAEFk0k5bgVpiBIyxG3Zv8YrEWdvUlQVS6c4XEQV08sQGRQdDUb1zMsuTlhEnAGiyyqsWZR8tJzWlS659ZE6U2N177Fmuz/2sg5gDXWKtucy6sXo8NdqUQ8H1987JRGMB3lNAqD/3ilA/NVgkMcy7lJRUqjKRG5z1porKLCcjcv+8tiTzL9EZwrZOCzrZC/q60w5LqTdLT7fZZb1Hwq4iztSkOXO2+bb+qqq0ViXGGGhYokk9qPBUWhnAKV2RDhIOXMrdbAIvGGcKRhBYBBEwEEUQhCwsKPWwmhA1qZk0zQSRhoNYhwHWzJ2faIwaZNZhNE0tO//dayRvnGIpN9Rj0z1SWCEdoWD7pV+2WjG7FBb49cTzGlu/48/P33eOyj3v2Q/BwYl44rAvSN9z9Jed+yEVb8MKdbA0eZYyEi0u6hng7PC7Z+yqo1QgQ9/xFwfGaxaBJaDm+NnUmBc0ZuybpWAsZASHiFb3YjZazrmuu5hyKP3rqUAeWnLCttRzo9El9UP/7DIZIopNDgKZmRk4AAIRE1bD4dru7oml5W+dejpJc/LkSz/7r/c+dw5u+eD7bv7tD5y+/4FHvvXdq05eXQ8HL7/sZU9859Tj31v/wG99qJ3CieMrRLHN+JIXjn7mZ19199fuf+iJx6t9gxYDIEx2py84cLhZ20QRQAgBunJvgYSMGHCPs29FByqUuVSbqFYzOjRuh1ILB87aEPOH+sRsZOaBwDxVD7pcYjI61COY43O7mlkD4gxhI10sWbdQMD7BgdSyq76zn5cINc7RmzHOHHvaGmaE3f+085zKSEsTHdiFjpO9mftlbLkUcXhWXVxctLCnX9WcXpxbqt806fsK9mYno4pH7uM5UlCJ5nYYS5TfQkNG+SbuPPEzczvtRsogiqE3WrDEfmJmnE52sUXaQZvpPCf0YhJuUhsJBFEQU84pJxBmhMTc5tSypCwBmAUydpOqvDSxtIaIMMwUbBe5a2ZGgXdLLfTvNarKiFRazLRBJhegIX358MXcgf3Ys/SHZ2YI9qMl/pz2Snx2oUBvBcAeBtu7qlAqdlQcqCbb2dnRs4TiFYUw62U3fpsnR33GAgtuG2JC35rsoMR8sLicWNSn0WUswEpmkSmf6HwCdE56RyguL22FKCkldVBsM9Ua1UyaLQ+dCez52VSX4S+ic570t23OgiI6EkQzwCCJAyEcPXzJxfW1YR3Ob2w/+Mi3Dxw5Euq1r371ywuLi0decPyuu+74l899dmlp6S9v+bMThw8++vCDp773+DveecOv/ep773vgwVv+4mPLxJNp/s6TZ54+v4EHljd3pm2CfaOlQJHbhASMDMAUNMEYSFCEuMSO2YZbUTdtQrOUw9Gi1kTqc6U0368uJdpudGhPzcx5T8WBqWrbzDlZZl+29+ecY38WqSAlePkrP87zULFi0hOc2cFlEGwuVZu4x0AWF/nxK/ekCw4IyzOjEpLdTiNOWIqCwJlZ/qbskPel76l7EjW+M4HoGXmvJLFdsiOA4ucBABXgP+irB387dLas9ltYh7Y6NNPpVHF2oZgUGotrmmZQ79P0YYwdg2s2KHNrisSfeFVX3iGAPcLNnzUiRoTAIFmfJKJIBgBBnLZti5AhA4AQZOG2ne5CrofD3MeC1i3okjOh1wiWUtLilbl9lOLfQfHR1CjWKih1LWPpfU8paSBS1YwdlZImxdmkG7s47NEBRpGyR3nIHg3Pbn7QHBFwifPuFf36jsEi+ePhEhzXsx+Px/pEOedYUQgBO2+3N4zX6LhbHgIAEAbP/0ZeWoYMBWbAekeZM/bNRunnHkPpS9D3rQpIvxwLZIVeWYvZFWpce5o2NjaxhIx1SaE0tZpYF4cYQy4BI33lqg9uvq0ed0oMJEiIoCMXSRgz8G7Lz29sHFrat3Zxbby6felwheLwqpPXfP/Bh3/vIx+/7udf+va3ve0r//W166677jP//OmTV1x241tueObyywHgQx/6/YzhmmuveNnlV932+S+c3xGIFcSFuh5Mz68vHBptrm8NQxWYhROzIEFVVRQrTCwZSGZemvGw2vuK7qv/nUwmfmq07cPcsUpfzWMp3fMimFzkzV/E6M18C3HOsUk3E8ShAFPbxS3up6fGzFYkjQV+EmL0zG5k4OdtcBmXjd0kk3k2xBITz65Ex57LK4OZWi2SK7qWo7ZtBWeK0KsEfXE/4EZEihac+s3bWOw/T37Yt+q8JrNjKjw1w5sbVHHvN8WBwNs56kfq2ajsklL/ZvFt1RD+UmqoDQYDHZisfNQ0TYizw81ZB0xCSmmaZlA9Fl810SdOk+m//w92slo4yVym5AAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x600 at 0x5ACDDF128>"
+      ]
+     },
+     "execution_count": 111,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "image_url = 'https://tensorflow.org/images/surf.jpg'\n",
     "image_extension = image_url[-4:]\n",
@@ -4617,16 +5026,43 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 114,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Prediction Caption: a man holding up a cell phone and pointing left out <end>\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "image = './Bilder/example_10.jpg'\n",
+    "image = './Bilder/nachknast.jpg'\n",
     "result, attention_plot = evaluate(image)\n",
     "print ('Prediction Caption:', ' '.join(result))\n",
     "plot_attention(image, result, attention_plot)\n",
     "# opening the image\n"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
-- 
GitLab