master-thesis/1M_clustering.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1M_recipe clustering"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import json\n",
"\n",
"import nltk\n",
"from nltk.stem import PorterStemmer\n",
"from nltk.stem import LancasterStemmer\n",
"from nltk.corpus import stopwords as nltk_stopwords\n",
"\n",
"from pprint import pprint\n",
"\n",
"from gensim.test.utils import common_texts, get_tmpfile\n",
"from gensim.models import Word2Vec, KeyedVectors\n",
"\n",
"from sklearn.manifold import TSNE\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from json_buffered_reader import JSON_buffered_reader as JSON_br\n",
"\n",
"import pandas as pd\n",
"\n",
"import settings"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from ipypb import track\n",
"from IPython.display import HTML, Markdown"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"our goal is to cluster out word to vec approcah to get some information about ingredients"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## clustering ingredients\n",
"\n",
"first we will load our predefined list of ingredients and then cluster them"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# load model and define helper funktions for stemming:\n",
"wv = KeyedVectors.load(\"data/wordvectors.kv\")\n",
"\n",
"porter = PorterStemmer()\n",
"def word_similarity(word_a:str, word_b:str, model=wv, stemmer=porter):\n",
" return model.similarity(stemmer.stem(word_a), stemmer.stem(word_b))\n",
"\n",
"def word_exists(word:str, model=wv, stemmer=porter):\n",
" return stemmer.stem(word) in model\n",
"\n",
"# load predefined vocabulary\n",
"from cooking_vocab import cooking_verbs\n",
"from cooking_ingredients import ingredients\n",
"\n",
"model_actions = []\n",
"model_ingredients = []\n",
"\n",
"for action in cooking_verbs:\n",
" if word_exists(action):\n",
" model_actions.append(action)\n",
"\n",
"for ingredient in ingredients:\n",
" if word_exists(ingredient):\n",
" model_ingredients.append(ingredient)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"'found 109 of 111 valid actions and 160 of 648 valid ingredients'\n"
]
}
],
"source": [
"pprint(f\"found {len(model_actions)} of {len(cooking_verbs)} valid actions and {len(model_ingredients)} of {len(ingredients)} valid ingredients\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"stemmed_ingredients = [porter.stem(ing) for ing in model_ingredients]\n",
"stemmed_actions = [porter.stem(act) for act in model_actions]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* generate_datapoints"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(160, 512)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ingredient_vectors = np.array([wv[ing] for ing in stemmed_ingredients])\n",
"ingredient_vectors.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* try clustering in a little bit reduced space "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.cluster import DBSCAN\n",
"from sklearn.decomposition import PCA\n",
"\n",
"# filter randomly in 32 dimensions\n",
"tsne_model_a = TSNE(perplexity=40, n_components=3, init='pca', n_iter=2500, random_state=23)\n",
"low_dim_vectors_a = tsne_model_a.fit_transform(ingredient_vectors)\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"\n",
"dbscan = DBSCAN(eps=100, min_samples=1)\n",
"clusters_original = dbscan.fit(low_dim_vectors_a)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,\n",
" 13, 14, 15, 2, 16, 17, 18, 19, 20, 21, 10, 20, 22,\n",
" 23, 24, 25, 9, 26, 27, 28, 29, 30, 31, 20, 32, 9,\n",
" 33, 34, 27, 35, 36, 20, 37, 38, 39, 40, 41, 27, 27,\n",
" 18, 42, 43, 44, 27, 45, 12, 46, 38, 37, 27, 47, 48,\n",
" 49, 50, 51, 52, 53, 26, 54, 55, 31, 56, 49, 20, 57,\n",
" 58, 59, 60, 61, 62, 20, 63, 64, 65, 66, 67, 68, 27,\n",
" 69, 70, 28, 71, 72, 73, 74, 27, 65, 75, 12, 76, 35,\n",
" 77, 78, 27, 79, 80, 81, 31, 82, 27, 83, 74, 55, 84,\n",
" 85, 27, 86, 74, 67, 87, 20, 88, 89, 90, 82, 91, 92,\n",
" 93, 94, 80, 95, 96, 51, 97, 98, 95, 22, 27, 99, 100,\n",
" 55, 27, 74, 38, 101, 102, 103, 104, 27, 105, 106, 16, 107,\n",
" 67, 108, 74, 109])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clusters_original.labels_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* try a dimensionality reduction by pca:"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# filter randomly in 32 dimensions\n",
"tsne_model_b = TSNE(perplexity=40, n_components=2, init='pca', n_iter=2500, random_state=23)\n",
"low_dim_vectors_b = tsne_model_b.fit_transform(ingredient_vectors)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* analyse distribution a little bit"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-7.2183714 9.767563 3.887664 2.6013005\n"
]
}
],
"source": [
"print(np.min(low_dim_vectors_b), np.max(low_dim_vectors_b), np.sqrt(np.average(low_dim_vectors_b**2)), np.sqrt(np.median(low_dim_vectors_b**2)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* clustering with DBSCAN"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.cluster import DBSCAN"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"dbscan = DBSCAN(eps=1, min_samples=1)\n",
"clusters = dbscan.fit(low_dim_vectors_b)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 2, 12, 13, 14, 2,\n",
" 4, 8, 13, 0, 0, 15, 10, 0, 15, 16, 17, 2, 16, 16, 15, 15, 9,\n",
" 18, 19, 0, 20, 9, 15, 21, 15, 15, 18, 0, 15, 0, 22, 12, 23, 16,\n",
" 24, 13, 4, 25, 26, 16, 15, 0, 15, 0, 15, 15, 9, 4, 17, 27, 28,\n",
" 15, 29, 16, 30, 26, 19, 5, 17, 0, 31, 15, 32, 32, 26, 32, 21, 15,\n",
" 19, 24, 26, 22, 15, 15, 24, 5, 15, 32, 5, 33, 4, 24, 24, 28, 0,\n",
" 31, 15, 15, 19, 24, 14, 32, 24, 19, 34, 24, 15, 4, 15, 5, 15, 24,\n",
" 11, 4, 22, 16, 0, 15, 14, 21, 34, 17, 15, 15, 15, 32, 15, 15, 28,\n",
" 35, 21, 25, 15, 16, 0, 15, 26, 16, 4, 0, 36, 15, 12, 15, 24, 21,\n",
" 37, 4, 0, 22, 15, 4, 24])"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clusters.labels_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* plot clusters"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"def plot_clusters(points, labels, cluster_labels):\n",
" x = []\n",
" y = []\n",
" for value in points:\n",
" x.append(value[0])\n",
" y.append(value[1])\n",
" \n",
" plt.figure(figsize=(20, 20))\n",
" \n",
" plt.scatter(x,y, c=cluster_labels,s=80)\n",
" for i in range(len(x)):\n",
" plt.annotate(labels[i],\n",
" xy=(x[i], y[i]),\n",
" xytext=(5, 2),\n",
" textcoords='offset points',\n",
" ha='right',\n",
" va='bottom')\n",
" #plt.legend()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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QJEnSMWDs2LGMHz++UvusU6dOpfYnSZJqBsMgSZIkSZKkKGIYJEmSVE0efvhhWrduTZ8+fVi1ahUAixYtomvXrmRmZnL55ZezZcsWAHr16kVWVhYAmzZtIi0tDYCCggIGDBhAZmYmAwcOpEuXLhXtAO655x7atm1L165d2bBhQ9UOUJIkHZMMgyRJkqpBdnY2f/zjH8nJyeHVV19lwYIFAPzgBz/g0UcfZcmSJWRkZHD//fcfsJ8JEybQoEEDlixZwr333kt2dnbFuR07dtC1a1cWL17MOeecw+9+97ujOiZJknR8MAySJEmqBnPmzOHyyy+ndu3aJCcnc8kll7Bjxw62bt1Kz549ARg6dCizZ88+YD9z585l0KBBAKSnp5OZmVlxLj4+nosuugiAjh07kpube3QGI0mSjiuGQZIkSdUkCIJDbhuJRCgvLwegqKio4ngYhvu9Ji4uruIesbGxlJaWfstKJUlSTWIYJEmSVA3OOecc/vznP1NYWMj27dt54403SEpKokGDBsyZMweAF154oWKWUFpaWsUSsKlTp1b00717d/70pz8BsGLFCpYuXVrFI5EkScebSHUXIEmSFI06dOjAwIEDadeuHaeccgo9evQAYNKkSYwYMYKCggJatGjBs88+C8CYMWMYMGAAL7zwAr17967oZ9SoUQwdOpTMzEzat29PZmYmycnJlOz8ACgmf+uPicS3I/zXrCJJkqTgQFOLj5ZOnTqF//mUC0mSJH07ZWVllJSUkJiYyOrVqznvvF7839w0IrEbICwEQghqA1C3wa+JT+xXvQVLkqSjJgiC7DAMOx2snTODJEmSjmMFBQWce+65lJSUEIbljPtZLSIxayAs+3ejsACA7ZtHkZzyR+LiD/o7oiRJqsEMgyRJko5jdevWZfeM66KCKezIu3fPIGgPRRRse4R6KVP3c16SJEUDN5CWJEmqIXbueLFiFtD+lBZnU16eV0UVSZKkY5FhkCRJUg1RXr714I2COMLybUe/GEmSdMwyDJIkSaohYiOnHLxRWEZMTMrRL0aSJB2zDIMkSZJqiMSk/6p4cti+xRBf6wKCmFpVVpMkSTr2GAZJkiTVEHEJPYnEdQQS93E2hiCoS+26d1V1WZIk6RhjGCRJklRDBEEMyY2eI6F2fyABgjq7/pFIbFxb6jV+k9jIydVdpiRJqmY+Wl6SJKkGCYIE6tR/hNrJ/03pznmEFBOJa0NspEV1lyZJko4RhkGSJEk1UExMMvG1zq/uMiRJ0jHIZWKSJEmSJElRxDBIkiRJkiQpihgGSZIkSZIkRRHDIEmSJEmSpChiGCRJkiRJkhRFDIMkSZIkSZKiiGGQJEmSJElSFDEMkiRJkiRJiiKGQZIkSZIkSVHEMEiSJEmSJCmKGAZJkiRJkiRFEcMgSZIkSZKkKGIYJEmSJEmSFEUMgyRJkiRJkqKIYZAkSZIkSVIUMQySJEmSJEmKIoZBkiRJ0jFgx44dXHjhhbRt25b09HSmTJnCAw88QOfOnUlPT2f48OGEYQhAr169yMrKAmDTpk2kpaUBUFZWxpgxY8jIyCAzM5Mnn3yyuoYjSTqGRaq7AEmSJEnwt7/9jWbNmjF9+nQA8vLy6Nu3L/fddx8A1157LW+++SYXX3zxfvt45pln+Oyzz8jJySESibB58+YqqV2SdHxxZpAkSZJ0DMjIyGDGjBncddddzJkzh3r16jFz5ky6dOlCRkYG7777LsuXLz9gHzNmzGDEiBFEIrv+5tuwYcOqKF2SdJxxZpAkSZJ0DGjVqhXZ2dm89dZb3H333fTr14+nnnqKrKwsUlNTGTt2LEVFRQBEIhHKy8sBKo4BhGFIEATVUr8k6fjhzCBJkiTpGLBu3Tpq167NkCFDGDNmDAsXLgQgJSWF/Px8pk6dWtE2LS2N7OxsAKZOnUoITF+4kqBJGmPGPsyiT9cCuExMkrRPzgySJEmSjgFLly7lzjvvJCYmhri4OH7zm9/w2muvkZGRQVpaGp07d65oO2bMGAYMGMALL7zAqZkd+HLrdh54ZQY7EpvxZeFCzjqzEwnxCdx9xw+5a8wd1TgqSdKxKNj9RIKq1KlTp3D30w8kSZIkfTuLPlvHsN9Oo6ikdK9zkZgYTmqUzJ/H/IC4SGw1VCdJqmpBEGSHYdjpYO1cJiZJkiQdpx57c84+gyCA0vJyNubt4J2ln1RxVZKkY51hkCRJknQc2pJfyLLPvzxgm4LiEqbMW1JFFUmSjheGQZIkSdJxaFthEXGxB1/+tSW/oAqqkSQdTyolDAqCoH4QBFODIFgZBME/giA4qzL6lSRJkrRvjerWpvRfj5c/kJMa1quCaiRJx5PKmhn0K+BvYRieBrQF/lFJ/UqSJEnahzqJCXRrnUYQ7L9Nrfg4BvdoX3VFSZKOC0ccBgVBkAycA0wECMOwOAzDrUfaryRJkqQDu+PiHtSOj9vnuYRILBnfOZGuLb9TxVVJko51lTEzqAWwEXg2CIKcIAh+HwRB0jcbBUEwPAiCrCAIsjZu3FgJt5UkSZKiW1rjBjx/yyBOPbERiXERasfHkZQQR0Iklu+3b82EGy8jJuYAU4ckSVEpCMPwyDoIgk7AfKBbGIb/FwTBr4BtYRjeu79rOnXqFGZlZR3RfSVJkiT92z/WfsVH6zeSEInQtdV3qJ9Uq7pLkiRVsSAIssMw7HSwdpFKuNdaYG0Yhv/3r9dTgR9XQr+SJEmSDtHpJ5/A6SefUN1lSJKOA0e8TCwMwy+Bz4MgaP2vQ+cBK460X0mSJEmSJFW+ypgZBHAL8FIQBPHAp8D1ldSvJEmSJEmSKlGlhEFhGC4CDromTZIkSZIkSdWrMp4mJkmSJEmSpOOEYZAkSZIkSVIUMQySJEmSJEmKIoZBkiRJkiRJUcQwSJIkSZIkKYoYBkmSJEmSJEURwyBJkiRJkqQoYhgkSZIkSZIURQyDJEmSJEmSoohhkCRJkiRJUhQxDJIkSZIkSYoihkGSJEmSJElRxDBIkiRJkiQpihgGSZIkSZIkRRHDIEmSJEmSpChiGCRJkiRJkhRFDIMkSZIkSZKiiGGQJEmSJElSFDEMkiRJkiRJiiKGQZIkSZIkSVHEMEiSJEmSJCmKGAZJkiRJkiRFEcMgqRrk5uaSnp5e3WVIVeo/v+9nzZrFRRddVM0VSZIkSdHJMEiSJEmSJCmKGAZJ1aS0tJShQ4eSmZlJ//79KSgo4IEHHqBz586kp6czfPhwwjAE4JNPPqFPnz60bduWDh06sHr1asIw5M477yQ9PZ2MjAymTJkC7Jpx0atXL/r3789pp53G4MGDK/qRDlVubi6nn346w4YNo02bNvTr14/CwkIWLVpE165dyczM5PLLL2fLli0A+z2enZ1N27ZtOeuss3jqqaeqc0iSJEmS/sUwSKomq1atYvjw4SxZsoTk5GQmTJjA6NGjWbBgAcuWLaOwsJA333wTgMGDB3PzzTezePFiPvjgA5o2bcqrr77KokWLWLx4MTNmzODOO+9k/fr1AOTk5PDLX/6SFStW8Omnn/L+++9X51B1nPr444+5+eabWb58OfXr12fatGn84Ac/4NFHH2XJkiVkZGRw//33A+z3+PXXX88TTzzBvHnzqnMoihK9evUiKyvrW107a9YsPvjgg0quSJIk6dhkGCRVk9TUVLp16wbAkCFDmDt3LjNnzqRLly5kZGTw7rvvsnz5crZv384XX3zB5ZdfDkBiYiK1a9dm7ty5XH311cTGxtKkSRN69uzJggULADjzzDM5+eSTiYmJoV27duTm5lbXMHUca968Oe3atQOgY8eOrF69mq1bt9KzZ08Ahg4dyuzZs8nLyzuk49dee231DEQ6BIZBkiQpmhgGSdUkCIK9Xo8aNYqpU6eydOlShg0bRlFR0X6XeB1o6VdCQkLF17GxsZSWllZO0Yoq3/w+2rp162FdH4bhXt/n0uHIzc3ltNNO22tJ7TvvvEP79u3JyMjghhtuYOfOnXtd+/bbb3PWWWfRoUMHrrrqKvLz8wFIS0vjpz/9KR06dCAjI4OVK1eSm5vL008/zeOPP067du2YM2cOb7zxBl26dKF9+/b06dOHDRs2VPXwJUmSjhrDIKmarFmzpmLpzOTJk+nevTsAKSkp5OfnM3XqVACSk5M5+eSTee211wDYuXMnBQUFnHPOOUyZMoWysjI2btzI7NmzOfPMM9m0NZ+t2wtZvno9ZeXl1TM41Uj16tWjQYMGzJkzB4AXXniBnj177vd4/fr1qVevHnPnzuWrwu3c/5tfsq2kiI/yvqrOYeg4880ltY899hjXXXcdU6ZMYenSpZSWlvKb3/xmj2s2bdrEQw89xIwZM1i4cCGdOnXiscceqzifkpLCwoULGTlyJOPHjyctLY0RI0Zw++23s2jRInr06EH37t2ZP38+OTk5DBo0iHHjxlX10CVJko6aSHUXIEWr008/nUmTJnHTTTfRsmVLRo4cyZYtW8jIyCAtLY3OnTtXtH3hhRe46aabuO+++4iLi+OVV17h8ssvZ968ebRt25YgCPjRXT/h3t/O5P/mvc+6zzZwy/9MJT4uAus20bGjG0irckyaNIkRI0ZQUFBAixYtePbZZw94/Knf/ZbLhlxNQUw5ye1as7Uwnyvf+QP1Pv2ahNKS6hyKjhPfXFL74IMP0rx5c1q1agXsWpb41FNPcdttt1VcM3/+fFasWFFxXXFxMWeddVbF+SuuuALYtfzx1Vdf3ed9165dy8CBA1m/fj3FxcU0b978qIxPkiSpOhgGSdUgLS2NFStW7HX8oYce4qGHHtrreMuWLXn33Xf3Ov7zn/+cn//853y6dhM3jp1MYdF2aqe04NRzWlBQVEJBUQmJKWdTXKfVURmHaq60tDSWLVtW8XrMmDEVX8+fP3+v9u3atdvreEl5GY9tX0GTR26iuLwMgLr9e1JUVkrxKfWpO6Iv6wvyaFq73lEahWqCb7PUMAxD+vbty+TJk/d5fvcSyAMto73lllu44447uOSSS5g1axZjx4497DokSZKOVS4Tk2qARybOoLCohH3N/ynaWcpLb2WxftO2Kq9L0e3tL1by6bZNFUHQfyonJL90J0+umFMNlel48s0ltX369CE3N5dPPvkE+PeyxP/UtWtX3n///Yo2BQUFfPTRRwe8T926ddm+fTuwK0zamreVZs2aAbtmvkmSJNUkhkHScW79pm2szN2wzyBotzCE195dXGU1SQDPffQhBWX7XwpWFoa8/s9llOwjLJJ2272kNjMzk82bN3P77bfz7LPPctVVV5GRkUFMTAwjRozY45rGjRvz3HPPcfXVV5OZmUnXrl1ZuXLlPvtft24dzz//PBdffDG/n/h7Tmp1Ehf/7jIaXXMCvS/tTavOrUlqkFQVQ5UkSaoyLhOTjnNfbNhKfFwsxSX7/0BdUlrGx2s2VWFVEqwvOPhstJCQ/JKdNEioXQUV7W3WrFnEx8dz9tlnV8v9dXAxMTE8/fTTexw777zzyMnJ2avtrFmzKr7u3bs3CxYs2KtNbm5uxdft2rWrmDG0tmAtYRPoeGtnGp7eCICTe6YSQwxlsfDSwy9XwmgkSZKODYZB0nGudmI85eUH3yC6XlJiFVQj/Vv9hFpsKNp+wDblYUjtSHwVVbS3WbNmUadOHcOgGurBBx/kpZdeIjU1lZSUFDp27Mibb77J2Wefzfvvv88ll1zC9u3bSUpKYk7wPhv/8RWz75tJbEKE7//+IiKJEcopp6CskF999CSPZv7sW+1hJEmSdKxxmZh0nGvd/AQS4g+c69ZOjOP7Pc6oooqkXa5p0YFasXH7PR8AvZq2JCH22/1dIjc3l9NOO42hQ4eSmZlJ//79KSgo4IEHHqBz586kp6czfPhwwnBXWPrEE09wxhlnkJmZyaBBg8jNzeXpp5/m8ccfp127dsyZM4c33niDLl260L59e/r06cOGDRu+VW2qHN/cyPxwZGVlMW3aNHJycnj11VfJysqqOLd161bee+89fvSjHwGwcedGTuzVjEanp9D9gV5c/OJlRBL3/L7cWpLHJ/mrv/VYJEmSjiWGQdJxLjYmhmFXnk1iwr4/UEdiYzgxJZlOZ3yniitTtLs0LZN68YnE7mfTJZCpAAAgAElEQVQmRWJsHLel99znuUO1atUqhg8fzpIlS0hOTmbChAmMHj2aBQsWsGzZMgoLC3nzzTcBeOSRR8jJyWHJkiU8/fTTpKWlMWLECG6//XYWLVpEjx496N69O/PnzycnJ4dBgwYxbty4I6pP1Wfu3Llceuml1KpVi7p163LxxRdXnBs4cOAebb8u3kxp+b6fKrZbWVjG6h2fHpVaJUmSqpphkFQDXN47k2u+34n4uFjiIrEVx2snxvGdpg349d1XERPj0gZVraRIPH/qfR3N6zaidmwcwX8crxefyO97DKJ1vROO6B6pqal069YNgD59+vDAAw8wc+ZMunTpQkZGBu+++y7Lly8HIDMzk8GDB/Piiy8SiewKT1euXLnH7J9f//rX9OrVi4yMDH7+858zZcoUVqxYcUQ1qnrsnhG2L0lJe24IHQTBQZd/BUCMvzZJkqQawj2DpBogCAKG9z+bS3ql89q7S/j4800kJyVwQfc2dGqT6h4XqjZNa9fjrX43kfP1Wt778hOKy8tp27AZ5zVrRVxM7ME7OIh9fW+PGjWKrKwsUlNTGTt2LEVFRQBMnz6d2bNn8/rrr/Pggw+yfPlyVq5cSXz8v/cs+sUvfsG9997Lj370I2bNmsXYsWM54wyXWB6Punfvzk033cTdd99NaWkp06dPZ9iwYXu1Ky0vpU6kDvkUElc7jtId+34CXkBAej2/FyRJUs1gGCTVICemJDNiQPfqLkPaQxAEdEhJpUNKKjt27GDAgAHctXYtZWVl3Hvvvdx1110MHDiQmTNnAvDyyy9z6qmn8sYbb/DQQw9RXFxMo0aNeOmll2jSpAkbN27kmmuuYd26daxZs4YTTzyRZcuW8frrr5OYmMi2bdvo168fTZs2ZcOGDVx11VV8/PHH3HjjjeTn55OYmMjXX3/NO++8w0cffURubi7t2rXj6quvZvv27TzxxBO88MILZGRksGjRIrKysujUqVM1v4s6XJ07d+aSSy6hbdu2nHLKKXTq1Il69epVnM8ryWPKmqm8tf5vxNeO57TwDL57YUvmP/r+HhtIA8QSyylJp9CsVrPqGo4kSVKlcr6zjnk7duzgwgsvpG3btqSnpzNlypT9bhDbq1evik1CN23aRFpaGgDLly/nzDPPpF27dmRmZvLxxx8DcNlll9GxY0fatGnDM888U3HPiRMn0qpVK3r16sWwYcMYPXp01Q5aqqH+9re/0axZMxYvXsyyZcv43ve+B0BycjIffvgho0eP5rbbbgPY7/49999/P71792b69OmkpqayYcMGevbsSV5eHl9//TVDhgyhpKSE5cuX06jRrkeEDx8+nPz8fIqLi/nyyy+pV68e559/Pueffz51k5PZWLCDF7ZuIq7JCWzYvo2dsbE0PuHIlrCp+o0ZM4ZVq1bx2muvsWrVKjp27MisWbM4NbMl9y27n/lf/x8Zw9rSevDphISc0juNy17pv8cG0vEx8TRMaMAtLUdV82gkSZIqjzODdMzb/eFx+vTpAOTl5dG3b1/uu+8+AK699lrefPPNPTYH/aann36aH/7whwwePJji4mLKysoA+MMf/kDDhg0pLCykc+fOXHnllezcuZMHH3yQhQsXUrduXXr37k3btm2P/kClKJCRkcGYMWO46667uOiii+jRowcAV199dcX/t99+OwBr165l4MCBrF+/nuLiYpo3bw7s2hj4z3/+M7ArRGrQoAHvvfce+fn59O3bl9/97ncAPProo5SUlHDbbbfx6KOP0rp1a2JjY6lbty47d+7cVVBCAjHf60tSuwx2lJVBUm0aDh5I0KIFHzdoSGaWP/vHs+HDh7NixQqKiooYOnQoHTp0AOClf77MtpLtlFO+32trx9amflw9+jQ5j+4pZ5MQm1BVZUuSJB11hkE65u3rw+O0adMYN24cBQUFbN68mTZt2hwwDDrrrLN4+OGHWbt2LVdccQUtW7YEdj1qeveHys8//5yPP/6YL7/8kp49e9KwYUMArrrqKj766KOjP1ApCrRq1Yrs7Gzeeust7r77bvr16wfsuffP7q9vueUW7rjjDi655JKK/XvgwBsDJyT8+wN7bGwshYWFlJeXU79+fRYtWrRH29LycuZ8/k9iWrck5l8B8W6FpSV8vHkTO7ZuOaLxqnq9/PLLex3bUbqDnK2LDhgExQax9Gzcg0HfGXA0y5MkSao2LhPTMW/3h8eMjAzuvvtuHnjgAUaNGsXUqVNZunQpw4YNq9ggNhKJUF6+6xf83ccArrnmGl5//XVq1arF+eefz7vvvsusWbOYMWMG8+bNY/HixbRv356ioqIDftCUdGTWrVtH7dq1GTJkCGPGjGHhwoUATJkypeL/s846C9g1C/Ckk04CYNKkSRV9dO/enT/96U+kpaXx2GOPsWXLgQOb5ORkmjdvziuvvALsCpMWL17MO5+tJoyPo3z3LCEgJiGB8qJdr3eWlfF1YQHbdxbts18dn74q2kgkiDtgm7KwjNX5PkZekiTVXIZBOubt78NjSkoK+fn5TJ06taJtWloa2dnZAHsc//TTT2nRogW33norl1xyCUuWLCEvL48GDRpQu3ZtVq5cyfz58wE488wzee+999iyZQulpaVMmzatCkcr1WxLly6t2L/r4Ycf5ic/+QkAO3fupEuXLvzqV7/i8ccfB2Ds2LFcddVV9OjRg5SUlIo+fvrTn/L222/ToUMH/vrXv9K0aVPq1q17wPu+9NJLTJw4kbZt29KmTRv+8pe/MDP3U+LbZbLtnVmse/QxSjZuok6Xznz9p2l88ehjlBeXEBCwctOmo/eGqMrFxUQOOCtot4QYl4VJkqSaK6iOWRCdOnUKd2/yKx3M3//+d+68805iYmKIi4vjN7/5Da+99hp//OMfSUtLIzU1lVNOOYWxY8eycuVKBgwYQJ06dejduzcvvvgiubm5/M///A8vvvgicXFxnHjiibz88sskJSVx2WWX8cUXX9C6dWs2btzI7f/9I7a3Cpjy7GTmT3qH1JNSOTOjI40aNeLhhx+u7rdCqpHS0tLIysraI/A5kJ07dxIbG0skEmHevHmMHDlyryVgh2LM//6VaStXHLBNEMLPz/seV7Zpc9j969hUHpbzw5w72Fa6fb9tEmMS+EHatXRLOasKK5MkSTpyQRBkh2F40EfhGgZJ//Lq5zN48Z+7Nqku3FFApHY8CWEcH94znQdG38N1A39QzRUemueee45+/frRrNmuRyD/8pe/ZPjw4dSuXbuaK5P27XDDoI8//pgBAwZQXl5OfHw8EyZMoHPnzod932n/WM59771DQUnJ/huFcE6d7zDphqsOu38du2ZseIcpn0+luLx4n+eTI8n8ot044mMOvJxMkiTpWHOoYZAbSEvAe19l8fKatygJSwH46NkP2ZS9lrLiUk7ofArvpX3MkPIyIjGx1VzpwT333HOkp6fvEQYNGTLEMEjHrNzc3MNq37JlS3Jyco74vhe1bM1PZs7Yf4MQYnbC4o3r2ZCXT5N6dY74njo2nHdCb9YXbmD2pjmUlpdWLBtLiEkgPiaeu0//fwZBkiSpRjMMUtQLw5Dnc99gZ/m/ZweccXP3PdrsKC1k/tdL6N64/SH3m5uby/e+9z26dOlCTk4OrVq14vnnn2f8+PG88cYbFBYWcvbZZ/Pb3/6WIAjo1asXXbp0YebMmWzdupWJEyfSo0cPysrKuOuuu/j73/9OEAQMGzaMW265hezsbO644w7y8/NJSUnhueee4/333ycrK4vBgwdTq1Ytrr/+etatW8e5555LSkoKM2fOZOTIkSxYsIDCwkL69+/P/fffX2nvpXQ8SYhE6FL3JN7b/E8I2PVvt/Jd/+LzAuLjYlm5/ivDoBokCAKuTbuGcxp35+0N/8uaHZ+TEJtAj8bd6drwTB8jL0mSajzDIEW9dYUbySvJP2CbwvKdzNgw/7DCIIBVq1YxceJEunXrxg033MCECRMYPXo09913HwDXXnstb775JhdffDEApaWlfPjhh7z11lvcf//9zJgxg2eeeYbPPvuMnJwcIpEImzdvpqSkhFtuuYW//OUvNG7cmClTpnDPPffwhz/8gV//+teMHz+eTp12zQx8/PHHmTlzZsUSnIcffpiGDRtSVlbGeeedx5IlS8jMzDzct02qEU6qVZeErwNK64SUJf7rYAiRHRDZERCEuxKi2Bift1ATnZL0HYa1+K/qLkOSJKnKGQYp6hWWFREbHPyD3o7SwsPuOzU1lW7dugEwZMgQnnjiCZo3b864ceMoKChg8+bNtGnTpiIMuuKKKwDo2LFjxdKZGTNmMGLECCKRXT+uDRs2ZNmyZSxbtoy+ffsCUFZWRtOmTQ+ppj/96U8888wzlJaWsn79elasWGEYpKh17hnf5e1lH7Njawkhu/bQC/aYIgQlZWW0+86h/XxJkiRJxwPDIEW9ExIbUVJeesA2McSQltTssPsOgmCv16NGjSIrK4vU1FTGjh1LUVFRxfmEhF1LE2JjYykt3VVTGIZ79ROGIW3atGHevHmHVc9nn33G+PHjWbBgAQ0aNOC6667b4/5StOnVugVJCfEUFJfAN0IggIRILJd2OIM6iS4bkiRJUs3hvHdFveS4JNo3OI2YfXwQ3C0SE8tFzXoedt9r1qypCGwmT55M9+679iJKSUkhPz+fqVOnHrSPfv368fTTT1eEQ5s3b6Z169Zs3Lixou+SkhKWL18OQN26ddm+/d+PTN79OnfdZl5/J5uyMJa8wnI2bNjAX//618Mek1STRGJjmPhfV5JcK5HEuD3/PlI7Po70k0/k7gt7VU9xkiRJ0lHizCAJGPbdK1mxbTUFpUWU/2upyG4JMfH0a9KVU5IOf5nI6aefzqRJk7jpppto2bIlI0eOZMuWLWRkZJCWlnZIj8O+8cYb+eijj8jMzCQuLo5hw4YxevRopk6dyq233kpeXh6lpaXcdttttGnThuuuu44RI0ZQq1Yt5s2bx9WDf0D7zt0gLol2F9xCYUx9zjjjDBo3OYnOZ3Y57DFJNc13T2jEX390PVMXLGVa1jLydxZzcoN6XN+jI71P/y6RWP9uIkmSpJolCMPw4K0qWadOncKsrKwqv690IF8WbuKpT/7I8rzVxMVECAmJBBEGpPbj0pPO3Wup1sHk5uZy0UUXsWzZsqNU8cHlbS9k8N3Ps2VbAWXle/6sx8YGpNSvw0v/8wPq1HYJjCRJkiQd74IgyA7DsNPB2jkzSPqXE2ul8GDGaL7emce6wq9IiI3nu3VOJjaIre7SvrUpf1/Ith1FewVBAGVlIVu3FfLqO0v4wcUHn6EkSZIkSaoZnPsufUOjhHpk1G9Jq7qnHFEQlJaWdtRnBV1wwQVs3bp1v+dffWcJX6ycR3FBXsWx9StnU1ZaDMDOklKmzVh0VGuUJEmSJB1bDIOkalBWVlYp/bz11lvUr19/v+e37Shi46dZFBduqzj25crZlP8rDALYsq2gUmqRJEmSJB0fDIOkSpabm8tpp53G0KFDyczMpH///hQUFJCWlsYDDzxA9+7deeWVV1i0aBFdu3YlMzOTyy+/nC1btgDwxBNPcMYZZ5CZmcmgQYMAyM/P5/rrrycjI4PMzEymTZsG7Jp9tGnTJnJzc0lPT6+oYfz48YwdO5b8dcvZsflzVr//Ekvf+gVfrpxNSeE2/jHjN6yYMQGAbV8sISMjg/T0dO66664qfrckSZIkSVXNPYOqSG5uLh988AHXXHNNdZeiKrBq1SomTpxIt27duOGGG5gwYVfwkpiYyNy5cwHIzMzkySefpGfPntx3333cf//9/PKXv+SRRx7hs88+IyEhoWIJ2IMPPki9evVYunQpQEVwdDA3XDeEny6bRWr7i6nTKBXYtUzs9D4jiUusQ1icz5qFb7LqH8to0KAB/fr147XXXuOyyy6r7LdEkiRJknSMcGZQFcnNzeXll1+u7jJURVJTU+nWrRsAQ4YMqQiABg4cCEBeXh5bt26lZ8+eAAwdOpTZs2cDu0KiwYMH8+KLLxKJ7MprZ8yYwc0331zRf4MGDQ6pjmsu6EhMTMC+noMWBFC87Qv69jmPxo0bE4lEGDx4cEUdkiRJkqSayTBoH3Yv87nxxhtJT09n8ODBzJgxg27dutGyZUs+/PBDduzYwQ033EDnzp1p3749f/nLXyqu7dGjBx06dKBDhw588MEHAPz4xz9mzpw5tGvXjscff7w6h6cq8M3H0O9+nZSUdNBrp0+fzs0330x2djYdO3aktLSUMAwP+Gj7SCRCeXl5xeuioiIATmhYl9annEDD+knUToyrCIUSE+Jo1rgeowb0ICHeCYKSJEmSFE0Mg/bjk08+4Yc//CFLlixh5cqVvPzyy8ydO5fx48fzs5/9jIcffpjevXuzYMECZs6cyZ133smOHTs44YQT+N///V8WLlzIlClTuPXWWwF45JFH6NGjB4sWLeL222+v5tHpaFuzZg3z5s0DYPLkyXTv3n2P8/Xq1aNBgwbMmTMHgBdeeIGePXtSXl7O559/zrnnnsu4cePYunUr+fn59OvXj1//+tcV139zmViTJk346quv+Prrr9m5cydvvvlmxbnGKQ356bDePHrbpdxweVcaN2rAj687h6m/uIGLvn8e7733Hps2baKsrIzJkydXzFaSJEmSJNVMTgnYj+bNm5ORkQFAmzZtOO+88wiCgIyMDHJzc1m7di2vv/4648ePB3bNxFizZg3NmjVj9OjRLFq0iNjYWD766KPqHIaqyemnn86kSZO46aabaNmyJSNHjuTJJ5/co82kSZMYMWIEBQUFtGjRgmeffZaysjKGDBlCXl4eYRhy++23U79+fX7yk59w8803k56eTmxsLD/96U+54oorKvqKi4vjvvvuo0uXLjRv3pzTTjut4tx1113HyJEjqVWrFvPmzaPwix8yevgPGBEk0qbfzTRs3YeM9mdSLymRSy65iEsvvbTK3idJkiRJUtUzDNqPhISEiq9jYmIqXsfExFBaWkpsbCzTpk2jdevWe1w3duxYmjRpwuLFiykvLycxMbFK69axISYmhqeffnqPY7m5uXu8bteuHfPnz9/r2t37C/2nOnXqMGnSpL2O/2eft956a8VMtP905ZVXcuWVVwJQXh7yVdCCFr1vo3BnCdvyi0g4oQ3fbZpBJBLDlddecijDkyRJkiQdx1wmtg9r167lk08+OWCb888/nyeffJIwDAHIyckBdm0M3LRpU2JiYpgwYQJlZWW0b9+eTz75hO3bt++zr169epGVlVW5g5D24Y9/X8jcnE8p3Fmyx/HSsnKKdpZy1y9fZ3NeQTVVJ0mSJEmqCoZB39K9995LSUkJmZmZpKenc++99wIwatQoJk2aRIczM3h5+m+IiQ34n+kD6HtVRyKRCG3btt1jA+mysrLqGoKOkrS0NJYtW1bdZeylvDzkxTcWUFRcut82YTn8ZeaSKqxKkiRJklTVXCa2DyeffDJpaWkMHTqUnJwcWrVqxQUXXEB2djZ33HEHCQkJXHbZZTz33HM0bdqU9957jwsuuIBGjRpRVFTEqR1TOO/mVJ4e9SEQcnHzn9Dh+0/xo98O4ooWP+PUFq3Yvn07b7/9NqNHj664b3l5Oddffz2pqak89NBD1fcGqEZatzGPgp3FB2yzs6SU97JXc/1lXauoKkmSJElSVXNm0H6sWrWK4cOHs2TJEpKTk3nqqae45ZZbmDp1KtnZ2dxwww3cc889APz3f/83BQUFvP7664z94wByV37Jig/WU1Ya0v77TRi/+FzKwzKm/GE673z5GACJiYnMnTuXQYMGAVBaWsrgwYNp1aqVQZCOivLykID9P57+3+3KD9pGkiRJknT8cmbQfqSmptKtWzcAhgwZws9+9jOWLVtG3759gV3Lu5o2bUp+fj7Z2dnExcUxYtRwthR/Tkwk4KP5m6nTII5ayXEAnHlZU+a+vJaPt79HSDkDBw7c43433XQTAwYMqAiYpMrWtHEyMTEHDoMisTF0OuM7VVSRJEmSJKk6ODNoP4Jgzw/NdevWpU2bNixatIhFixaxdOlS3n77bcrLy0lOTqZp06ZMmnk/P/5zN6752Rn775dYSst3kpSUtMfxs88+m5kzZ1JUVHRUxiPFRWK5sk9b4uNi99smJiagf992VViVJEmSJKmqGQbtx5o1a5g3bx4AkydPpmvXrmzcuLHiWElJCcuXLyc5OZnU1FTWrFnDB3NzKA2LmfPSWlqd1ZD8rSUUbt/11KYFr3/JdzvXJ6SckLDiPjuKiykpK2Po9ddzwQUXcNVVV1Fauv8NfqUj8V+Xn8WpqY1JjN97UmBCfIT/z96dx0VVf48ff91ZGFZRxH1DTVF2EdRww/iFluRuam5kWtpHM82l8muRZastmpVlqR+3cktc2sxQEzUVFERcckPNFXd2Zpj7+4OPUySLJcyAnOc/MnPf997zhocwc+b9PmfisC7Urelqg8iEEEIIiIyMZPXq1bYOQwghhLjvSTKoCC1btuS///0vfn5+XLt2zVIvaOrUqfj7+xMQEMDOnTsBeP3td9AZDEx84gMmBWzh8skMQoc35MG+dTkSe413evyGooH2A+ujQYtW0RF/9hyD/ruC4Pc/I+HcRYYtXU2mTyBevn4MHTpU6raIMmGw0zFv+uOM6heCezUnFEVBoygEeTfkoyl96NXFz9YhCnHPnJ2dATh//jz9+vUr9euX1XWFEEIIIYSwFkVV1ZJHlbKgoCA1Li7O6vctC+k5uXR99yPiP/kQj+cmMSLiZwx2Ra/scdK6UT37FV79fgvZf1sBpNdqcHdyYu2IJ3Bzcizr0IXAaMpDq9GUWEtIiIrE2dmZ9PR0W4chhLgLixcvZtasWSiKgp+fH1qtlipVqhAXF8fFixd59913LcnX9957j5UrV5KTk0Pv3r157bXXAFi6dClz5swhNzeXtm3b8umnnwLw1FNPERcXh6IojBgxggkTJthsnkIIIYS1KIoSr6pqUEnjZGXQPVoWn8CV9ExUFcyqhp/3BmA0Ff5t1SkGQtxe4JXvY+5IBAEY88ykpmcQ9VNMWYctBJBfR0gSQeJ+lZKSgo+PDwCLFi2iT58+dOvWjWbNmjFlyhTLuK+++ormzZsTGhrKqFGjGDt2LHDndpXbK47u9rpCiOIlJyczc+ZMYmJiSExMZPbs2QBcuHCB2NhYNm7cyIsvvgjApk2bOHbsGHv27CEhIYH4+Hh+/fVXDh8+zIoVK9ixYwcJCQlotVqWLVtGQkIC586d4+DBgyQlJfHkk0/acqpCCCFEuSPdxO7R4r0JqFVcafRc/huA0xdrsXFHGzr4HaKaSzp5Zg06rUo9p+Z0rvUs0fvSim3ubTKb2XLsJNczs6jm6GCdSQghRCWQkJDA/v37MRgMeHp6Mm7cOLRaLa+++ioODg40aNCA5cuXU6dOHTIzM7l69SqvvPIKb731Fu7u7pbtuwMHDuTixYu0adOGM2fOoNFoOHz4MCtXrmT8+PHs2bOHc+fO0bt3b959910bz1qI8ismJoZ+/frh7u4OgJubGwC9evVCo9Hg5eXFpUuXgPxk0KZNm2jVqhUA6enpHDt2jAMHDhAfH09wcDAAWVlZ1KxZk8cee4yTJ08ybtw4unfvTnh4uA1mKIQQQpRfsjLoHl3NyLzjufNXqrMypiPLf+7M+ti2rNocxgCPj6nt0JK4M+fINuUVe007rZbjV66WVchCCFEphYWF4erqir29PV5eXpw+fZo9e/bQtm1bjh8/zujRo3nrrbfQ6/V88skn7N69mxdeeIH4+HhGjBiB0WgscL09e/YwaNAgFEXB1dUVvV4PwIsvvkhSUhIrVqzg7NmztpiqEBWCqqp3dG8FMBgMBcbc/vell16ydHU9fvw4Tz31FKqqMnz4cMvzR48eJSoqimrVqpGYmEhoaCiffPIJI0eOtNq8hBBCiIpAkkH3yF5f9OKqtExHLl+vimquYnlOryu6rfdtqgp6bcnjhBBC3L2/vsHUarWYTCbLG80GDRrQvn17ADw9Pfnpp5+4ceMGr7/+OgEBAbzxxhvk5f2ZyK9SJf/3uoeHR4H6RO7u7tjb2xdIOAkhChcWFsbKlSu5ejX/A7Br164VObZr164sWLDA8v/t3LlzXL58mbCwMFavXs3ly5ct1zh9+jRXrlzBbDbTt29fXn/9dfbt21f2ExJCCCEqENkmdo8ivDxZk5hMXhGFuPVaLb18vSyPH2nZjF2nzpD5t0+Y/86rds1SjVMIIcSd2rRpw7hx41AUBZPJxJo1a6hWrRouLi7Url2bAQMG8M477xAdHU3v3r0t591ezaDRaPhrIwaN5s/PWG4nnIQQhfP29mbatGl07twZrVZr2QJWmPDwcA4fPsyDDz4I5NfwWrp0KV5eXrzxxhuEh4djNpvR6nQMGDORs9cziJ73Ps72ehzs9Lz11lvWmpYQQghRIcjKoHv0dEgwBl3ROTWDVktkmz9f3HRr0QxDMauJHPQ6hrVphZ2sDBJCiDJXr149nn32Wf744w+Cg4Mtq3natWuHVqtl48aNtGnThp07d+Lg8GcdN5PZzPRdm3gzbivpxlzarJjL5rPHMNugQ6cQFdnw4cM5ePAgiYmJLFq0iEWLFlm6hwEFVt6NHz+epKQkkpKS2LVrF02bNgVgwIABJCQk8P7i1diFPUn07zeIPZdJjR5jqNZ9DA8MnEhQSEerz02IimDOnDm0bNmSevXqWRooCCEqB0kG3aOG1aqy8Ik+uNobcLTTW553stPj5ujAkiH9qF3FxfK8nU7H4sH9cLU3YP+3JJKjXk+HJo0Y17Gd1eIXQoj7ze03jx4eHhw8eBDI7ww2d+5cy5iNGzcSGhoKQM+ePWnZsiXBwcEsW7YMe3t7xo0bx9q1a6levTo5OTl89913lk5HeVoNuhG9+fr3RHRB3g3zxIUAACAASURBVGicHLiclsFPx09wq3EDVmbdIu78OetOWohKbu+xs0xb+hPZuSaycvNXX6sqZOUaOXnpGpGzV2IsoWajEJXRp59+yvfff8/MmTNL5Xp/3VIthCjfFNUGn2IGBQWpcXFxVr9vWcrNy2PTkePsOHUaDQodmzYirHnTImv/3MjKZk3iQdYkJpORa+QBdzeebNua9o0bFlpMUQghRNkYNWoUS5cupVGjRoSHhzN79uwifw+bzGbarvyEq9n/ax6gAlkayMsfr/yvX6SjTk9gnbp8GdGr2NWjQojS8cT7y0k+c6nI4w52el4d9DCPBHpaMSohyrfRo0ezYMECPD09GTFiBCdOnGDu3LmcPn2aESNGkJqaSo0aNVi4cCENGzYkMjKSiIgIy+o9Z2dn0tPT2bp1K6+99hp16tQhISGBQ4cO2XhmQlRuiqLEq6oaVNI4eYVaSuy0WiK8PYnwvrsXGVUd7HmqXRBPtSvxZySEEKIMTZs2jV27dllWERXnl7PHyTb9peZbdn4i6HYS6LZMk5G95/9g8uYfmdMtorRDFkL8xdVbGRw7f6XYMVm5RlbvOCDJICH+Yt68efz4449s2bKFjRs3Wp4fO3Ysw4YNY/jw4SxYsIDnnnuO6OjoYq+1Z88eDh48SOPGjcs6bCFEKZFtYqLSS0lJwcfHx9ZhCCFs5K/byUqy6+IZMm4ng8yA6c5E0G05eXn8dPI4F9PTSilSIURhbmXloNOW/JL2RkaWFaIRouLbtWsXTzzxBABDhw4lNja2xHPatGkjiSAhKhhJBgkhhBB3qcAfTVPJW3q1isIvp06WWTxCCHCv4oQpz1zsGAVoWKOqdQIS4j5ze+u0TqfDbM7/v6aqKrm5uZYxTk5ONolNCPHvSTJICPKL3Y0aNQpvb2/Cw8PJyspi/vz5BAcH4+/vT9++fcnMzK8REhkZyZgxY+jSpQtNmjRh27ZtjBgxgpYtWxIZGWnbiQghylRIXQ+cdP9rFnAXJfdMZjOZRmPJA4UQ/5qLg4EOLT3QFFNz0d5Oz+DOgVaMSoiKKyQkhG+++QaAZcuW0aFDByB/JW18fDwAixYsw2g0svCjTez59Sh5JSRkhRDljySDhACOHTvGf/7zH5KTk6latSpr1qyhT58+7N27l8TERFq2bMlXX31lGX/9+nViYmL48MMPeeyxx5gwYQLJyckkJSWRkJBgw5kIIcpSl3pNcNLb5T8ovD9AAXZaHU2ruZVtUEIIJvTshKNBX+imTXu9juBm9WndtJ7V4xKiIpozZw4LFy7Ez8+PJUuWWLppjho1iq1bt1K/dlPenDYPrUbPivnbWL9sF/t3Hue7FbttHLkQ4p+475JBkZGRrF69+o7nz58/b6l8XxQPDw+uXCm+AKG4PzVu3JiAgAAAWrduTUpKCgcPHqRjx474+vqybNkykpOTLeMfe+wxFEXB19eXWrVq4evri0ajwdvbm5SUFBvNQghR1rQaDf99+HGq6A3o9SX/CbXTauncyKPsAxOikmtYoypLJgykZYOaGPQ6nAx2ONnbYdDr6NXOmw+eeky6tQpRiJSUFNzd3YmMjGTu3LlA/nuimJgYDhw4wC+//ELDhg0BqFWrFo+2HUdg3aE0rd6Z/9diMgDOunoE1O/PF+/+wC8b9ttsLkKIf6bSdBOrW7duoUkiIQAMBoPla61WS1ZWFpGRkURHR+Pv78+iRYvYunXrHeM1Gk2BczUaDSaTyWpxCyGsr6VbTX7u/RQLDsWxPDmR9FsmKGQ9gr1Ox4fhj6LV3HefuwhRLjWpXZ2vJw3m5MWrHLtwBYNOR1Cz+jjbG0o+WQhRopRjl4iPPUZuTuGvdXOyjcx/70e6dPdHI3/7hCj3Kvz/0sWLF+Pn54e/vz9Dhw4F4NdffyUkJIQmTZpYEkB/7RiVl5fHpEmT8PX1xc/Pj48//rjANbOysujWrRvz588HYOnSpbRp04aAgACeeeYZ8vLyAHB2dmbatGn4+/vTrl07Ll26ZK1pCytIS0ujTp06GI1Gli1bZutwhBDlSC1HF14K6kLS8Of5ps9AvNxrYq/T4WJnh0Grw7tGTRb37CurgoSwgSa1q9O1lSehvk0lESREKfo5Oh6TKa/YMTnZuRxJPGuliIQQ96JCrwxKTk5m5syZ7NixA3d3d65du8bEiRO5cOECsbGxHDlyhB49etyxPeyLL77g1KlT7N+/H51Ox7Vr1yzH0tPTGThwIMOGDWPYsGEcPnyYFStWsGPHDvR6Pc8++yzLli1j2LBhZGRk0K5dO2bOnMmUKVOYP38+//d//2ftb4MoI6+//jpt27alUaNG+Pr6kpb2Z3toVVWJT/2Deft+5o+Mm7y0+3ueaNbKhtEKIWylbb36fDdoKGdv3iQ1M4OaTk7Ur+Jq67CEEEKIUnX1chrmvOK7JyiKws3rGVaKSAhxLyp0MigmJoZ+/frh7u4OgJtbfpHOXr16odFo8PLyKnS1zubNmxk9ejQ6na7AeQA9e/ZkypQpDB48GIBffvmF+Ph4goODgfxVQzVr1gTAzs6OiIgIIL/OzM8//1xGMxVlycPDg4MHD1oeT5o0yfL1mDFj7hj/2ZfzGbltJYlbvibLZMRt5hhWnUxkfUoyHUZE0KN9b6vELYQoXxq4utLAVZJAQggh7k+1G7ih02sxGYteHWTOU3GvJX8LhagIKvQ2MVVVCy0G+NcaLqp6Z/a6qPMA2rdvzw8//GA5T1VVhg8fTkJCAgkJCRw9epSoqCgA9Hq95TparVZqxVQSz+9cx77UP8g0GS2dpc2qSlaeke0XTvLK3h9tGp8QQgghhBClrVuf1mg0xRdir1rdiQe86lopIiHEvajQyaCwsDBWrlzJ1atXAQps9ypOeHg48+bNsyRv/nrejBkzqF69Os8++6zlHqtXr+by5cuWsadPn8ZozENVVVLOXC1x76y4f5xJv86v50+QYy78Z56dZ2JdykGuZWdaOTIhhBBCCCHKTu36bjzcKxCDvb7Q4wZ7PeNe6Smd+4SoICr0NjFvb2+mTZtG586d0Wq1tGp1dzVbRo4cye+//46fnx96vZ5Ro0YxduxYy/GPPvqIESNGMGXKFN59913eeOMNwsPDMZvN6HQ6Hn50JAeO5JKTY2L0hMVotRo86tzCbC5+D62o+Dad/Z2SfspajYaY88fp18TPKjEJIYQQQghhDf/5v8dwcrFn3dJdaLQazHlmNFoFg0HPhDf60Lp9M1uHKIS4S0ph26jKWlBQkBoXF2f1+94rozGPCS99w9Hjl8jNLbglzGDQ4eddn3de64dWW6EXXIlizEnazuyk7cUmhAwaHS+1eohhnkFWi0sIIYQQQlQ+KSkpREREFKh/aQ2ZGTnEbf+d9FtZ1G7gRkDbJtJOXohyQlGUeFVVS3wzWqFXBlnbd5sOcOzEnYkggJwcE0mHzrFl+xH+X6iXDaIT1tC0SnUcdXZkmHKLHKPTaGjiWt2KUQkhhBBCCFszmUyWBjX3O0cnA526+do6DCHEPZD07T+wYs1esnOKLhKdnW3k69V7rBiRsLb/V785Je2CdtTpCanlYY1whBBCCCFEGVi8eDF+fn74+/szdOhQTp8+TVhYGH5+foSFhXHmzBkAIiMjmThxIl26dGHq1KlERUUxYsQIQkNDadKkCXPmzAHyV/C0aNGCkSNH4uPjw+DBg9m8eTPt27enWbNm7NmT/x4iIyODESNGEBwcTKtWrVi3bp3l/I4dOxIYGEhgYCA7d+60zTdGCHHfkGTQP3Dh0s0Sx/xx7roVIhG2YtDqeLddBPbawj/1sdfq+CCkBxopnCeEEEIIUSElJyczc+ZMYmJiSExMZPbs2YwdO5Zhw4Zx4MABBg8ezHPPPWcZ//vvv7N582bef/99AI4cOcJPP/3Enj17eO211zAajQAcP36c8ePHc+DAAY4cOcLy5cuJjY1l1qxZvPnmmwDMnDmThx56iL1797JlyxYmT55MRkYGNWvW5Oeff2bfvn2sWLGiwP2FEOLfqBzrGEuJTqfBaCy+c5heL/m1+123hi1w0tsxI/5nzmfcRKfRYjTn0cSlOq8GhRNcs4GtQxRCCCGEEP9STEwM/fr1w93dHQA3Nzd27drFt99+C8DQoUOZMmWKZXz//v3RarWWx927d8dgMGAwGKhZsyaXLl0CoHHjxvj65m+t8vb2JiwsDEVR8PX1JSUlBYBNmzaxfv16Zs2aBUB2djZnzpyhbt26jB07loSEBLRaLb///nuZfx+EEPc3SQb9Aw8GN2X7rmMUVXRbo1Ho1L65laMSttCxThN+jniGk7euciU7g1oOLjRyqWbrsIQQQgghxD1SVbXE9uh/Pe7k5FTgmMFgsHyt1WoxmUx3PK/RaCyPNRqNZYyqqqxZswZPT88C14yKiqJWrVokJiZiNpuxt7f/FzMTQog/yTKWf2DowHbY2WmLPK7XaxnQp40VIxK21qRKddrUbCiJICGEEEKI+0RYWBgrV67k6tWrAFy7do2QkBC++eYbAJYtW0aHDh3K5N5du3bl448/tnz4vH//fgBu3rxJnTp10Gg0LFmyhLy84ncrCCFESSQZ9A80f6A2L018FIOdDjv9n0khOzsdBoOOGS/3pFED6SIlhBBCCCFEReXt7c20adPo3Lkz/v7+TJw4kTlz5rBw4UL8/PxYsmQJs2fPLpN7T58+HaPRiJ+fHz4+PkyfPh2AMWPG8Pn8r6jT1JM3Fq1Ga2dgYUwctzJzyiQOIcT9Tylqy1NZCgoKUuPi4qx+39Jy9Vo60d/tZ+++FBRFIaRNEx57JICqro62Dk0IIYQQQghxH1FVlddWbub7fUfIMZq4/fbNXq9Dp9Xw5bP98GpQy7ZBCiHKDUVR4lVVDSpxnCSDhBBCCCGEEKJ8WrptPx9/H0tWrqnQ41UcDGx6dSSOBjsrRyaEKI/uNhkk28SEEEIIIYQQohwym1W+3Ly7yEQQgDHPzHfxR6wYlRDifiDJICGEEEIIIYQoh05dvlZsIgggK9fIj/uPWikiIcT9QpJBQgghhBBCCFEOGfPy0GqKb3MPkGOU7mJCADg7OwNw/vx5+vXrZ+NoyjdJBgkhhBBCCCFEOdTQvSrGPHOxY/RaLa0a17VSREJUDHXr1mX16tW2DqNck2SQEEIIIYQQQpRDjgY7Hgn0RK8t+m2bRoGBHf2tGJUQ5cMHH3yAj48PPj4+fPTRRwWOpaSk4OPjA0Dbtm1JTk62HAsNDSU+Pt6qsZZHkgwSQgghhBBCiHJqUo9O1HR1LjQhZK/XMT6iA/XcXG0QmRC2Ex8fz8KFC9m9eze//fYb8+fPZ//+/YWOHThwICtXrgTgwoULnD9/ntatW1sz3HJJkkFCCCGEEEIIUU5VcbRnxQuDeby9P44GPfZ6HXqthhb1avDe8O4M6Rxo6xCFsLrY2Fh69+6Nk5MTzs7O9OnTh+3btxc69vHHH2fVqlUArFy5kv79+1sz1HJLZ+sAhBBCCCGEEEIUrYqjPVN7hzLxsY5cTc/EXq+jqpODrcMSwmZUVb3rsfXq1aN69eocOHCAFStW8Pnnn5dhZBWHrAwSQgghhBBCiApAr9NSu6qLJIJEpdepUyeio6PJzMwkIyODtWvX0rFjxyLHDxw4kHfffZebN2/i6+trxUjLL1kZJIQQQgghhBBCiAojMDCQyMhI2rRpA8DIkSNp1arVHeNSMn5n//UdKG1v8PX4r5n68hRrh1puKf9keVVpCQoKUuPi4qx+XyGEEEIIIYQQQtzfMk3pfHnqLS5mn8VozkVFRa/oUYGutfrTpVZPW4dYZhRFiVdVNaikcbJNTAghhBBCCCGEEPcFVVX54uRMzmWmkGvOQSV/AYxRNWJSjWy6tJq917baNshyQJJBQgghhBBCCCGEuC+czDjM5Zxz5GEq9LhRzeX7C19jVs1Wjqx8kWSQEEIIq1m0aBFjx461dRhCCCGEEOI+FXdtG7nmnGLH5JqzOZd1ykoRlU+SDBJCCCGEEEIIIcR9IT3vVoljFDRk5WVYIZryS5JBQghRiaSkpNCiRQtGjhyJj48PgwcPZvPmzbRv355mzZqxZ88eoqKimDVrluUcHx8fUlJSyMjIoHv37vj7++Pj48OKFSsAePHFF/Hy8sLPz49JkyYBkJqaSt++fQkODiY4OJgdO3bYZL5CCCGEEKJyqW2oj7aExul5qgk3u5pWiqh8ktbyQghRyRw/fpxVq1bxxRdfEBwczPLly4mNjWX9+vW8+eabBAQEFHrejz/+SN26dfnuu+8AuHnzJteuXWPt2rUcOXIERVG4ceMGAOPHj2fChAl06NCBM2fO0LVrVw4fPmy1OQohhBBCiMqpbfUwtl/5AYppnF7bvgHuhtrWC6ockpVBQghRyTRu3BhfX180Gg3e3t6EhYWhKAq+vr6kpKQUeZ6vry+bN29m6tSpbN++HVdXV6pUqYK9vT0jR47k22+/xdHREYDNmzczduxYAgIC6NGjB7du3SItLc1KMxRCCCGEEJWVu6E2IdXD0SuGQo/baQz0rT/SylGVP6WWDFIURasoyn5FUTaW1jWFEEKUPoPhzz+MGo3G8lij0WAymdDpdJjNf3ZXyM7OBqB58+bEx8fj6+vLSy+9xIwZM9DpdOzZs4e+ffsSHR1Nt27dADCbzezatYuEhAQSEhI4d+4cLi4uVpylEEIIIYSorB6rO5Tw2v2w1zhi0Dhgr3FAr9hRx74hzzaNor5jE1uHaHOluU1sPHAYqFKK1xRCCGFlHh4ebNyYn9fft28fp07ld1o4f/48bm5uDBkyBGdnZxYtWkR6ejqZmZk8+uijtGvXjgceeACA8PBw5s6dy+TJkwFISEgocvuZEEJYy6OPPsry5cupWrXqPzovOjqa5s2b4+XlBeR3RgwPD6du3bplEaYQQoh7pCgKXWr2oKP7o6RkHiE7Lwt3Qx1q29e3dWjlRqkkgxRFqQ90B2YCE0vjmkIIIWyjb9++LF68mICAAIKDg2nevDkASUlJTJ48GY1Gg16v57PPPiMtLY2ePXuSnZ2Nqqp8+OGHAHw4+0OGPj2EDz0/wGQy0aJtC776fAGqWszmbSGEKEOqqrJx40Y0mn++MD46OpqIiIgCySAfHx9JBgkhRDmn0+h4wNnH1mGUS0ppvDBXFGU18BbgAkxSVTWiuPFBQUFqXFzcPd9XCCFE+ZNmvMU7R9/ieu51csz5W8wUFOw0drR08WJ00/+g00j/AiFE2UtJSeGRRx6hS5culq2rqampuLu7s3jxYmbNmoWiKPj5+bFkyRJOnz7NiBEjSE1NpUaNGixcuJA//viDiIgIXF1dcXV1ZdCgQbz++uvUq1cPBwcHdu3axXvvvceGDRvIysoiJCSEzz//HEVRbD19IYQQlZCiKPGqqgaVNO6eawYpihIBXFZVNb6EcU8rihKnKEpcamrqvd5WCCFEOaSqKh8de5/U7MuWRBCAikqOOYdDacms+uMbG0YohKhsjh49yrBhw9i/fz+NGjUCIDk5mZkzZxITE0NiYiKzZ88GYOzYsQwbNowDBw4wePBgnnvuOUJCQujRowfvvfceCQkJTJ06laCgIJYtW0ZCQgIODg6MHTuWvXv3cvDgQbKysixbbYUQQojyqjQKSLcHeiiKkgJ8AzykKMrSvw9SVfULVVWDVFUNqlGjRincVgghRHlzKuMkF7IvkEdeocdzzbn8mvorWXlZVo5MCFFZNWrUiHbt2hV4LiYmhn79+uHu7g6Am5sbALt27eKJJ54AYOjQocTGxt7VPbZs2ULbtm3x9fUlJiaG5OTkUpyBEEIIUfruORmkqupLqqrWV1XVAxgIxKiqOuSeIxNCCFHhxF+Pw2g2FjtGq2g4cuuQlSIS/8TixYvx8/PD39+foUOHcvr0acLCwvDz8yMsLIwzZ84AEBkZyerVqy3nOTs7A3DhwgU6depEQEAAPj4+bN++HYAff/yRwMBA/P39CQsLA+DatWv06tULPz8/2rVrx4EDBwCIiopi1qxZlmv7+PiQkpJijemL+5STk9Mdz6mqelfbuO5mTHZ2Ns8++yyrV68mKSmJUaNGWbowCiGEEOVVqbWWF0IIIXLMOaiUXIsut4SEkbC+wrbNFLZlpjjLly+na9euJCQkkJiYSEBAAKmpqYwaNYo1a9aQmJjIqlWrAHj11Vdp1aoVBw4c4M0332TYsGHWmKYQAISFhbFy5UquXr0K5CcnAUJCQvjmm/ytrMuWLaNDhw4AuLi4kJaWZjn/9mNVVdl3MYVccx4nzOlcv3WzQKJUCCGEKK9KNRmkqurWkopHCyGEuH81cmyEQWModowZM/Uc6lkpInG3Cts280+3zAQHB7Nw4UKioqJISkrCxcWF3377jU6dOtG4cWPLdQFiY2MZOnQoAA899BBXr17l5s2bZTU9IQrw9vZm2rRpdO7cGX9/fyZOzG+GO2fOHBYuXGgpKH27ltDAgQN57733aNWqFSdOnCAyMpLIUU9R5YEGPLN7FYYufnRt15FGHYOo5ukhnROFEEKUe9LORQghRKkJdmvL12eXFTumpqEm9R0bWCkicbfuZtvM7eM6nQ6z2Ww5Lzc3F4BOnTrx8ccfM2vWLNasWcPkyZOpWrVqodct7M2yoigFrg3IdhtxTzw8PDh48KDl8V+3HA4fPpzhw4ffMT4mJuaO67Rv355Dh/7c3nqlihbXWaMw5JnIAaoM6EKVAV0AuKXVU8MzpHQnIoQQQpQy2SYmhBCi1Nhr7Yls9BR2il3hxzX2jGz8jJWjEnejsG0zRW2Z8fDwID4+v4nounXrMBrzt/2dPn2ahx9+mF9++YWnnnqKffv28eCDD7Jt2zZOnTpluS7kJ46WLctPHG7duhV3d3eqVKmCh4cHe+PiyTGa2Ldvn+U8W3j00Ue5ceOGze4vyidVVXk5bgPZeaZCj2flGZl3JJar2RlWjkwIIYS4e5IMEkIIUaraVG/LuGbP08ChIXpFj73GHp2iw9fVj2ktX5FVQeVUYdtmbm+ZqV27Nv/5z39ITU1l0KBBGI1GPvvsM7y9vdm9ezeOjo54eHiwdetWmjVrhqurK2vWrEFVVaZOnUq1atVo0aIF9erVY8CAAQDUrFmT9957D3t7e4YPH87ChYtYvzOZSa/N4tvodTg4OBDeayD1Gthmy42qqmzcuJGqVata/d6ifDt44wJXcopP9CgofHs60UoRCSGEEP+cYosXWEFBQWpcXJzV7yuEEMK6rudeJzMvA1d9VZx1zrYOR/wL8fHxREZGsnv3bkwmE4GBgYwePZqNGzcya9YsgoKCuHLlCkFBQaSkpLB161ZmzZrFxo0biYqKYtOmTWzZsoW0tDQ8PT25ePEiBw4cIDIykt9++w1VVWnbti1t+47m92sKabduoLN3wmzK5Uj0R/j2GU/PzkG8PCTsrjo73YuUlBQeeeQRunTpwq5du0hISCA1NRV3d3cWL17MrFmzUBTFUk8mNTWV0aNHW7qsffTRR7Rv375MYxS298Mfh3g5fgPpOVkoWm2R4/o28uetoB5WjEwIIYQARVHiVVUNKmmc1AwSQghRZqrZVaMa1WwdhrgH27dvp3fv3jg6OgLQo8c/e3PbvXt3DAYDBoOBmjVrcunSJWJjY+ndu7el5bd/285s3bKNai3bczl5OzdTkgDITb/BrdQL/LD7CJ38m9DRr0npTq4QR48eZeHChXz66ad4eHgAf3Za27FjB+7u7patbuPHj2fChAl06NCBM2fO0LVrVw4fPlzmMVZmKSkpdOvWjQ4dOvDbb7/h7+/Pk08+yauvvsrly5ctWw+ff/55srKycHBwYOHChXh6epKcnMyTTz5Jbm4uZrOZNWvW0KxZs0ITfRs2bOCNN94gNzeX6tWrs2zZMmrVqkVUVBT7ThzhRNI+VBd7nPwfIH33YVSTCePl67h08KP6413QonBwxQ/4RL4MwMiRI3n++ectCccOHTqwc+dO6tWrx7p1+SvhhBBCCGuSZJAQQgghilXYipy/FnoursizwfBndzmtVovJZLpj21fiiXMY8zSknT9O2rljePYcj0Znx+8bP8GcZyIr18iiH/daJRnUqFEj2rVrV+C5wjqtAWzevLlAUeFbt26RlpaGi4tLmcdZmR0/fpxVq1bxxRdfEBwczPLly4mNjWX9+vW8+eabLF68mF9//RWdTsfmzZt5+eWXWbNmDfPmzWP8+PEMHjyY3Nxc8vLyikz03U42KYrCl19+ybvvvsv7778PwB+HjtH05eFkaM3c2rKf7ON/0OjDsSh2es6++DlOgc0x6HT8/v1W9u2Js6x+69y5M9WqVePYsWN8/fXXzJ8/n8cff5w1a9YwZMgQW35LhRBCVEJSM0gIIYQQRerUqRNr164lKyuLtLQ0NmzYABQsIr169ep/fM3o6GgyMzPJyMjgZNIenGs3IS83G63BAY3Ojuwbl8i4fNpyztEzqaU3qWLcXq30V0V1WjObzZbtZAkJCZw7d04SQVbQuHFjfH190Wg0eHt7ExaWv4XQ19eXlJQUbt68Sf/+/fHx8WHChAkkJycD8OCDD/Lmm2/yzjvvcPr0aRwcHIpM9P3xxx907doVX19f3nvvPcs1AHr26MFzAWE4aPUAOPo1ReviiMagx7ltS4xHz1L9zC0G9O2Pk5MTzs7O9OnTh+3bt1viDwgIAKB169YFOpwJIYQQ1iLJICGEEEIUKTAwkAEDBhAQEEDfvn3p2LEjAJMmTeKzzz4jJCSEK1eu/ONrRkZG0qZNG9q2bUsdnzY8/PB1Zr6yn+YNTnMlZhrZx1biXLOh5RyNpmzrBRWnsE5rAOHh4cydO9cyLiEhwSbxVTZ/XW2m0WgsjzUaDSaTienTp9OlSxcOHjzIhg0bLCvXnnjiCdavX4+DgwNdu3YlJiamyETfuHHjGDt2LElJSXz++ecFVr85FySuGQAAIABJREFUOTkR2awtTzZrh1bRoNXkv5zWoKBTNDRycaNPQ7+7iv/2ajkhhBDC2mSbmBBCCCGKNW3aNKZNmwZAVFQUAC1atODAgQOWMW+88QYAoaGhhIaGFhh728GDBy1fT5w4kYkTJ5Jrusyvv3fDTn8Ig52JuctqAJCdq+PqjSp8sLgB2bnQpmVDbOWvndY0Wi11GjalSZcnSKsXwhfLv2be/K8w6DR06tSJefPm2SxOke/mzZvUq1cPgEWLFlmeP3nyJE2aNOG5557j5MmTHDhwgIcffpjevXszYcIEqlevzrVr13Bzcytwjf/+97933ENRFJ73DkXrd4TpK/6Pbq6NqeVajcXJy5k75V00Gg2RkZG8+OKLqKrK2rVrWbJkiVXmfzdMJhM6nbwNEEKIykz+CgghhBDCZo6mjsTF8RYoeQWet7czUtPtOk/2+pGvvu1LZLfgMo/Fw8OjQMLqr9t3hg8fTu9+Axg1axXnr9xkz5GzAFQJ7oejQU/TetX5cEK/Mo9RlGzKlCkMHz6cDz74gIceesjy/IoVK1i6dCl6vZ7atWvzyiuv4ObmZkn0abVaWrVqxaJFi4iKiqJ///7Uq1ePdu3acerUqULv5aK3Jzz0IU58+DU/HT/OE088QVBQfgOX26vfIL+AdCOv5nwa+z1nM24waOsiQms3I9OUW2bfh78XxtZqtbi5ubF//34CAwOZMWMG48aNIykpCZPJRFRUFD179iQlJYWhQ4eSkZEBwNy5cwkJCWHr1q28+uqr1KpVi4SEBPr06YOvry+zZ88mKyuL6OhomjZtWmbzEUIIUbqktbwQQgghbCIj5yCHLj2OWc0qcozRpOXyhU/p0yHcipEV7pn3V5F4/ALGvLw7jtnptHTwa8x7ox+zQWTCVhYtWkRcXFyB7YKF+eX8USbsWQuoZOflbwuz1+oAhdlt+9KlTrNSjSs5OZk+ffoUKIw9ceJErly5wrp169Bqtbz88st4eXkxZMgQbty4QZs2bdi/fz+KoqDRaLC3t+fYsWMMGjSIuLg4tm7dSq9evTh8+DBubm40adKEkSNH8tprrzF79mxOnTrFRx99VKrzEEII8c/dbWt5qRkkhBBCCJu4kf0rZrX4lRF6nZ4O/tesFFHRTl24StLJi4UmggByTXnEHjjF5evpVo5MlHdHb15iwp5vyc4zWhJBANl5JrLzjDy/ew3Hb5VugfSiCmP3798frVYLwKZNm3j77bcJCAggNDSU7Oxszpw5g9FoZNSoUfj6+tK/f/8CHfOCg4OpU6cOBoOBpk2bEh6en6S9XbxbCCFExSHbxIQQQghhG6oJMBc7RFFApfAEjDVtTzpFnrn4WLUaDTsOnqJ3R18rRSVsLTIyksjIyGLHfHF0J7lFJBEBcs0m5v++i3eCepRaXEUVxv5rtzxVVVmzZg2enp4FxkRFRVGrVi0SExMxm83Y29tbjpVUvFsIIUTFISuDhBBCiBLMmTOHli1bMnjw4EKPJyQk8P3331seb926lZ07d/7r+73yyits3rz5X59fUTgZ/NAojsWOUVBwsrN9csVozCMvr/hkkFk1k2u0feJKlC+bzx/FTNFlGfJUlZ/PHSnVexbVAe+vunbtyscff8ztkhH79+8H8gtw16lTB41Gw5IlS8j7WyIrN8/ExrMHOZNxnW9OxpN8/UKpxi6EEMI6ZGWQEEIIUYJPP/2UH374gcaNGxd6PCEhgbi4OB599FEgPxnk7OxMSEjIv7rfjBkz/nWsFYmrfSe0iiNmNaOIEQp2uno4G4pu020tzeq742DQk5ljLHKMRqOheQN3K0YlKgKjueQEYa65dFfV/LUD3u3C2H83ffp0nn/+efz8/FBVFQ8PDzZu3Mizzz5L3759WbVqFV26dCmwmuhqTgbtNr6PClzMvMXqUwls2nadaievYn8X8xRCVB4hISHs3LmTlJQUIiIiCjRoEOWDFJAWQgghijF69GgWLFiAp6cnAwcO5MSJEwW67zzyyCM88MADZGVlUa9ePQYNGsSHH36IVqulRo0afPzxx3z11VdERETQr19+tylnZ2fS0/Nry7z77rssWbIEjUbDI488wttvv01kZKRlvIeHB8OHD2fDhg0YjUZWrVpFixYtbPktKVXpOfs5fGkIZjWbglvGNGgVZ7zrrMFB/4CtwrMw5ZkJn/w5N9OzixxTp3oVNrw5otDtOaLyCv/pE1LSi6971dTFnR/Cx1gpon9n39WzRG5fWqDu0W16RUMD52ps+H/PoNdobRCdEKK8kmSQ9UkBaSGEEKIUzJs3j7p167JlyxYyMjJ46KGH2Lt3L1u2bGHy5MkYjUZmzJjBgAEDSEhIYOrUqYwePZoJEyaQkJBAx44di7z2Dz/8QHR0NLt37yYxMZEpU6YUOs7d3Z19+/YxZswYZs2aVVZTtQlnQyt86qzHzfERFPQo2KFgwN2pD751vysXiSAAnVbDO09HYG9356JqBXAw6Hnnme6SCBJ3eKpZOxy0+iKPO2j1jGr+71YRWtN7Sb8UmggCMKpmLmal8cv5o1aOSghRHnzwwQf4+Pjg4+Nj6Sro7Oxs46hESWSbmBBCCHGXNm3axPr16y0Jmdvdd/6tzZs38+STT+LomF8353bHn7/r06cPAK1bt+bbb7/91/crrxz0TWlWYy5m1YjZnIFW44yilL+XKMEtGvDl5MeZvWY7CcfPo9NqMOWZadOiAc/17cgD9WSLmLhTH48Aos8kkXzjwh3JFHuNDt9qdenR0PZ1sYpzLSeTpOvnix2Tacpl+cl4utX3slJUQojyID4+noULF7J7925UVaVt27Z07tzZ1mGJu1D+XmkJIYQQ5VRR3Xd2795d7Hk6nQ7z/zpRqapKbm6u5eu7WUlyu2OPVqu9rzv2aBQ9Gm1VW4dRrJaNajFvYj9uZmRzMz2Lai4OuDjal3yiqLT0Gi3/7TiE2Ye2sfzkn2USFBSeaNKa57xD0WnK92L9m7lZ6DRackuoC3Q1p6j6X0KI+1VsbCy9e/e21Bfr06cP27dvt3FU4m6U7788QgghRDlSVPcdFxcX0tLSLOP+/tjDw4P4+HgA1q1bh9GYX4Q4PDycBQsWkJmZCRTe8UeUT65O9jSsVU0SQeKu2Gl1TPYNY3fEC3wdGsk3oZH89tgLTPINw64C1Nhxt3fCdBcFous7lu9krhCi9NmiBrEoHZIMEkIIIe7S9OnTMRqN+Pn54ePjw/Tp0wHo0qULhw4dIiAggBUrVvDYY4+xdu1aAgIC2L59O6NGjWLbtm20adOG3bt3Wz4969atGz169CAoKIiAgIAC9YBUVWX3uT+4np3FxE3fM2tXLJcz0m0ybyFE6bDT6mjhWgtP11oVIgl0m4venva1mlDcOkZHrZ5hD7SxWkxCiPKhU6dOREdHk5mZSUZGBmvXriUwoMTaxaIckG5iQgghRDlzMzuboetWc+L6NbKMRlTATqtFAZ4KaM2kBztIoWIhhFWdTLtC35ivyDDl3nHMoNHRqnp9FnUcgkZ+NwlR6XzwwQd8+eVX3LqeQXWtJw2rBPLDkfd5fsBHPPS4F1Omj5VuYlZ0t93EJBkkhBBClCOqqtJr5XIOX0nFWMi2DAedjskPduTJgEAbRCeEqMyO3LzEhN3fcj7zJgqgKAoms5lH63sxI7A7Bq2UIxWiMspIy+L5vnO5dP46xpyCtQ0N9nrGvNKTrv1l5aC13G0ySH5jCyGEEOVI/IXzHL92tdBEEECWycTsPTsZ6hdQ7ovOCiHuLy1ca/FD+BgOXr/A0ZuXMGh1hNRsgpvB0dahCSFs6Mu3v+PiH9cwGe987ZKTbeTT16Jp3dET99quNohOFEVeRQohhBDlyNqjh8gyGYsdk2dW2Xeh+DbPQghRVnyq1aGvRwARDXwkESREJZeVkcOW9fsLTQTdpgLff73LekGJuyLJICGEEKIcuZGdTUkbuBUF0nPvrNshhBBCCGFN51KuoNUVn1Yw5pg4sPuklSISd0uSQUIIIUQ54unmjkFbfJcho9lMI1dZai2EEEII29LqNHfVXl6rrzgdFCsLSQYJIYQQ5cgAb98SVwY1reZGU7fqVolHCCFE+bVo0SLOn5dtw8J2GjatiVZXfKLH3tGOjo/4WSkicbckGSSEEEKUI7WcnRkb1BYHXeE9Hhz1et5+KNzKUQkhhCiPJBkkbE2r09L3qc4YHPRFj9FqeKhHKytGJe6GdBMTQgghyplxbR6kuqMj7/+2gxxTHholf2tYM7fqvPXQw3jXqGXrEIUQQtyl6dOn4+7uzvjx4wGYNm0atWrVIicnh5UrV5KTk0Pv3r157bXXAOjVqxdnz54lOzub8ePH8/TTT5OXl8dTTz1FXFwciqIwYsQIGjRoQFxcHIMHD8bBwYFdu3bh4OBgy6mKSqr/06GcPHKevVuPkJ35Z01DO4MOrU7LGwtG4uhsb8MIRWGUu9nfV9qCgoLUuLg4q99XCCGEqEjyzGYOXL7IrZxcGrq60rhqNVuHJIQQ4h9KSUmhT58+7Nu3D7PZTLNmzXjzzTf55Zdf+Pzzz1FVlR49ejBlyhQ6derEtWvXcHNzIysri+DgYLZt20ZKSgovvvgiP//8MwA3btygatWqhIaGMmvWLIKCgmw8S1HZqarKvthjfLtgG6ePXcLOoCesVyCPDmpHNXcXW4dXqSiKEq+qaom/FGRlkBBCCFFOaTUaWtWua+swhBBC3AMPDw+qV6/O/v37uXTpEq1atWLv3r1s2rSJVq3yt86kp6dz7NgxOnXqxJw5c1i7di0AZ8+e5dixY3h6enLy5EnGjRtH9+7dCQ+X7cKifFEUhdYdm9O6Y3NbhyLukiSDhBCVRnR0NM2bN8fLy8vWoQghhBCiEhk5ciSLFi3i4sWLjBgxgl9++YWXXnqJZ555psC4rVu3snnzZnbt2oWjoyOhoaFkZ2dTrVo1EhMT+emnn/jkk09YuXIlCxYssNFshBD3AykgLYSoNKKjozl06JCtwxBCCCFEJdO7d29+/PFH9u7dS9euXenatSsLFiwgPT0dgHPnznH58mVu3rxJtWrVcHR05MiRI/z2228AXLlyBbPZTN++fXn99dfZt28fAC4uLqSlpdlsXkKIiktWBgkhyo2pU6fSqFEjnn32WQCioqJwcXHBbDYXWmDx9ddfZ9myZTRo0AB3d3dat27NpEmTOHHiBP/5z39ITU3F0dGR+fPnc+3aNdavX8+2bdt44403WLNmDU2bNrXldIUQQghRSdjZ2dGlSxeqVq2KVqslPDycw4cP8+CDDwLg7OzM0qVL6datG/PmzcPPzw9PT0/atWsH5CeLnnzySUymm+SZrzH5pbqcvdybAYO8GD36GRwcHKWAtBDiH5EC0kKIcmP//v08//zzbNu2DQAvLy9efPFFYmNj7yiw6OjoyMiRI9m1axcmk4nAwECeeeYZJk2aRFhYGPPmzaNZs2bs3r2bl156iZiYGCIjI4mIiKBfv342nqkQQgghKhOz2UxgYCCrVq2iWbNm/+L8TM5dGUCO8QiqmmF5XlGc0Gnr0KBGNFqtW2mGLISooKSAtBCiwmnVqhWXL1/m/PnzpKamUq1aNQ4cOFBogcW0tDR69uxp+QTssccesxzfuXMn/fv3t1w3JyfH+pOpIDw8PIiLi8Pd3b3YcXFxcSxevJg5c+ZYKTIhhBDi/nDo0CEiIiLo3bv3v0oEAVy6Pp6c3IOoFHxNo6oZGE2nOX/1SRrUXFca4QohKglJBgkhypV+/fqxevVqLl68yMCBA0lJSSm0wOKHH35Y6Plms5mqVauSkJBgjXArBZPJRFBQkLStFUIIIf4FLy8vTp48+a/PN+VdJCPrZ1RyixhhJMeYRI7xMAZ9y399HyFE5SIFpIUQ5crAgQP55ptvWL16Nf369SuywGKHDh3YsGED2dnZpKen89133wFQpUoVGjduzKpVqwBIN2Yz56eVfHUslstkk3rjms3mZmsZGRl0794df39/fHx8WLFiBQAff/wxgYGB+Pr6cuTIESC/XtPTTz9NeHg4w4YNY+vWrURERFiODR8+nPDwcDw8PPj222+ZMmUKvr6+dOvWDaPRCOSvOpo6dSpt2rShTZs2HD9+3DYTF0IIISqwzOxtoBT/Gb6qGsnI2myliIQQ9wNJBgkhyhVvb2/S0tKoV68ederUITw8nCeeeIIHH3wQX19f+vXrR1paGsHBwfTo0QN/f3/69OlDUFAQrq6uACxbtoyvvvqKhi2bUaNpQ95Z/AVzDsdw0suViTP+j/otm1XKxMSPP/5I3bp1SUxM5ODBg3Tr1g0Ad3d39u3bx5gxY5g1a5ZlfHx8POvWrWP58uV3XOvEiRN89913rFu3jiFDhtClSxeSkpJwcHCwJOYgPzm3Z88exo4dy/PPP3/Pc5g8eTLe3t5MnjyZefPmsXjx4iLHRkVFFZiPEEIIURGpai6o5hJG5WFWZVu8EOLuyTYxIUS5k5SUVODx+PHjGT9+/B3jJk2aRFRUFJmZmXTq1IkXXngBgMaNGzP4kyg+OvwLLnn5q1RMqhmtZx2afPwsDlo93xvP8BwPlP1kyhFfX18mTZrE1KlTiYiIoGPHjgD06dMHgNatW/Ptt99axvfo0aPIriSPPPIIer0eX19f8vLyLIklX19fUlJSLOMGDRpk+XfChAmYTCZ0un//p+fzzz8nNTUVg8Hwr68hhBBCVCR2ei9QNFBM3x9FccLeztt6QQkhKjxZGSSEqLCefvppAgICCAwMpG/fvgQGBgKQnWdkzuEYsv+XCPq7rDwji47v5GZuljXDtbnmzZsTHx+Pr68vL730EjNmzACwJFa0Wi0mk8ky3snJqchr3T5Ho9Gg1+tRFMXy+LfffsPPz4/z58/zwgsvEBkZyeTJk7l16xZTp05lz549hISE0KpVK0JCQjh69CgAjz76KAcOHADyi4nfjm/69Ol8+eWX9OjRg4yMDNq2bcuKFSsKrPyZM2cOXl5e+Pn5MXDgQEuchw4dIjQ0lCZNmkjxayGEEBWSvV0gOm2tYscoih1O9g9bKSIhxP1AVgYJISqswrYvAWy7+Dv/y00USaMo/HQ+mcc9Kk9R5PPnz+Pm5saQIUNwdnZm0aJFpX6Py5cvExMTwy8xOwl7qBMarRtXr94kISGBrl278v7773Pr1i1+/fVXdDodmzdv5uWXX2bNmjV06tSJ7du34+HhgU6nY8eOHQDExsYyZMgQRo4cibOzs6U4eFRUlOW+b7/9NqdOncJgMHDjxg3L80eOHGHLli2kpaXh6enJmDFj0Ov1pT5vIYQQoqwoikIdt885m9obVc3k70uEFMWBOm5foJRQV0gIIf5KfmMIIe47V3LSMZrzih2TlWfkSk66lSIqH5KSkpg8ebJlNc9nn31Gv379SvUex4+fwMGxJpOnRpOWnk1C4hnOnt6FXm/grbfmAnDz5k2GDx/OsWPHUBTFUnC6Y8eOzJkzh8aNG9O9e3d+/vlnMjMzSUlJwdPTs9j7+vn5MXjwYHr16kWvXr0sz3fv3h2DwYDBYKBmzZpcunSJ+vXrl+qchRBCiLJmsPOhYc3vuXLzTTKyt6AoOlTViIOhHe6u07C387N1iEKICkaSQUKI+467wRm9RktuMQkhB60ed4OzFaOyva5du9K1a9cCz/21vk9QUBBbt24FCq66AQgNDSU0NLTQY7c7veXlmUnPqI5WZyI31wSqSp267cjMuEZ19xZ8/OluPFs0Z8Zr0+nSpQtr164lJSXFct3g4GDi4uJo0qQJDz/8MFeuXGH+/Pn/n737jquy/B8//rrPYA9BcA/ciyVDURyYAzPFnSMVMnNUjobtYWlLrT5ZmWnOwrI0qRxprpDEAYp769HcKIICMs459+8Pfp6vJIIpcETez8ejx4Nz39d93e/rqCfu97mu90VgYGCRY1u5ciWxsbH89ttvTJ48mf379wPkqy3072VwQgghRFlio29ANY/5mM3pmMxX0GgqoNW4WjssIUQZJTWDhBAPnfZVGqIWUmQRwKyqhFeTQovF6e8tR9HZVOfC+d3k5mQAkJv7f3WZsrNzmfPtX6SlpVG9enWAfEvVbGxsqFmzJj/99BMhISG0bduW6dOnWwpd34nZbOaff/6hQ4cOTJ06ldTUVEuCSgghhHjYaDRO6HW1JREkhLgvkgwSQjx07LR6xjV5BHttwbVh7LV6nqzfGlebgnfKEvdm+a+J6HQVqe3VgV2Jc9Dq7Dht2Gg5r6qwc6eBsWMn8NprrxEaGorJlH/2Vtu2balcuTIODg60bduWM2fOFJkMMplMDBkyBB8fH5o3b87zzz+PTmfHgYNn+XPdPj6etpL4rcdKZMxCCCGEEEKURYpa1NfnJSAoKEhNSEgo9fsKIcqXhcfjmXFwAxoUcsxGbDRaTKrKUw1CeaZRmGUHLFE8hkV9w5mzVwttY2enZ+7sp6hatUKJxbFu/X4++Ww1ANnZecvC7O1tcHGx45Npg6lWgvcWQgghhBDCmhRFSVRVtchdcqRmkBDioRVZrxX9awey4fwhLmVdx93WkU5VG+Okt7N2aA+lih7ORSaDTEYzLi4lNyNrV9IpPvlstSUJdNONGzlkZeUybsJ3fLdgFPb2NiUWgxBCCCGEEA86SQYJIR5qDjobuteUHTZKQ++eARw5cp4bN3ILPK8oEBBQG0dH2wLPF4dv5/51WyLoJlVVyczMYcPGgzzWza/EYhBCCCGEEOJBJzWDhBBCFIvQ1g2pVtUNvV5b4HlbWz1PjwgrsfunXbvB0WMXC22TlZXLytVJJRaDEEIIIYQQZYEkg4QQQhQLrVbDZ58Oxt+vFjY2OmxstOh0Guzt9VSs6MS0jwdSt06lErt/ZkY2Ol3R/1tLT88usRiEEEIIIYQoC2SZmBBCiGLj5GjHxx8O4Oy5q2zbfpzcXBP161WmuX9tNJqSLdjt5uaI2Vz0pgi1arqXaBxCCCGEEEI86CQZJIQQothVr+ZGn15FbmJQrOzs9IS1b8z6DfsxmQpOCtnZ6enbJ7hU4xJCCCGEEOJBI8vEhBBCPDSeGt4eJye7Amch2drqCAzwwt+vlhUiE0IIIYQQ4sEhySAhhBAPDU8PZ2bNjMqrW6TX4uhoi6ODDXZ2enr1DGTS271RlJJdriaEEEIIIcSDTpaJCSGEeKhUruTK9KmDuHTpGicNyej1Wpo2qY6dnd7aoQkhhBBCCPFAkGSQEEKIh1KlSi5UquRi7TCEEEIIIYR44MgyMSGEEEIIIYQQQohyRJJBQgghhBBCCCGEEOWIJIOEEEIIIYQQQgghyhFJBgkhhBBCCCGEEEKUI5IMEkIIIYQQQgghhChHJBkkhBBCCCGEEEIIUY5IMkgIIYQQQgghhBCiHJFkkBBCCCGEEEIIIUQ5IskgIYQQQgghhBBCiHJEkkFCCCGEEEIIIYQQ5Ygkg4QQQgghhBBCCCHKEUkGCSGEEEIIIYQQQpQjkgwSQgghhBBCCCGEKEckGSSEEEIIIYQQQghRjkgySNw3g8GAt7e3tcMQQgghhBBCCCHEXZBkkBClyGAw0LhxYyIjI/H19aVfv35kZmaSmJhI+/btCQwMJDw8nPPnzwMwZ84cgoOD8fPzo2/fvmRmZlp5BEIIIcTDpXXr1tYOQQghhCh1kgwSxcJoNN53giMqKopx48bRunVr6taty9KlS605pBJz+PBhRo4cyZ49e3BxceGrr75i7NixLF26lMTERIYPH84bb7wBQJ8+fdixYwe7d++mSZMmzJ0718rRCyGEEA+XLVu2WDsEIYQQotRJMkgUi+JKcJw/f564uDhWrFjBq6++aq3hlKiaNWsSGhoKwJAhQ1izZg379u2jc+fO+Pv7M2XKFM6cOQPAvn37aNu2LT4+PkRHR7N//35rhi6EEEI8dJycnCw/T506FR8fH/z8/Cy/hxw/fpyuXbsSGBhI27ZtOXTokLVCFUIIIYqNztoBiIfDvxMcH3zwgSXBAWAymahatSqQl+B48803SU1NJT09nfDwcEs/vXr1QqPR0LRpUy5evFj6AykFiqLke+3s7EyzZs2Ij4+/rW1UVBQxMTH4+fmxYMECNm3aVEpRCiGsJTU1lcWLF/PMM88U2m7ixImsWrWKbt26MW3atFKKToiH1+rVq4mJiWHbtm04ODiQkpICwMiRI5k1axYNGjRg27ZtPPPMM2zYsMHK0QohhBD3R5JBolgUV4LD1tbW8rOqqiUWrzWdPn2a+Ph4WrVqxQ8//EBISAhz5syxHMvNzeXIkSNUqOvO1WtXSXFIJSM7g+joaKpXr27t8IUQJSw1NZWZM2cWmQz65ptvSE5Ozve5KYS4d+vWrePJJ5/EwcEBAHd3d9LT09myZQv9+/e3tMvOzrZWiEIIIUSxkWVioljcTHAAlgRHcnKy5Vhubq5lidP169epWrUqubm5REdHA6Car4LpNGp2HGr2toc2EQTQpEkTFi5ciK+vLykpKZbldK+88gp+fn408/Nm4k+v8ea+yTR72p+IsB7Ub90QXQ0bVB7e90UIkefVV1/l+PHj+Pv7M3HiRCZOnIi3tzc+Pj4sWbIEgIiICDIyMmjZsiVLliwhKioqX521W5e9CCHujqqqt325ZTabqVChAklJSZb/Dh48aKUIhRBCiOIjM4NEsbiZ4Bg1ahQNGjRg7NixhIeHM27cONLS0jAajUyYMIFmzZoxefJkWrZsSe3atfH2bsb1lDjUS+1Qc86i3jiOmroJFGfAbO1hlQiNRsOsWbPyHfP39yc2NpYzmWd5Z/+HZJmzyTHn4tW7AV69GwBgq7GhpXuwNUIWQpSijz76iH379pGUlMSyZcuYNWsWu3fv5vLlywQHB9OuXTt+++03nJycSEpKAvKWtwgh7k+XLl147733GDx4MA4ODiRfPoOdk4Fatd354cfZDBo4ElVV2bNnD34tF7R4AAAgAElEQVR+ftYOVwghhLgvkgwS983Ly4sDBw7cdvxmguPfxowZw5gxYwAwX30WslUgm/mfe+Q1UDNBzeTasfqoObtQbJqXZPgPlIWGH8gyFzz9PNucw9aU7TxatRO1HGqUcmRCCGuIi4tj0KBBaLVaKleuTPv27dmxYwcRERHWDk2Ih07Xrl1JSkoiKCgQRXuVVu1zGP9KZSZ9ksuUNybw3uRXQPVk0MAhkgwSQghR5kkySFiNmrsXsjcDWXdokYV6bTKKxy+lGVaJ8vLyYt++fQWeu5qTytH0E4VebzQb+fPiRp6qM7QkwhNCPGDudsmsTqfDbDZbrsnJySnJsEQBNm3ahI2NDa1bt7Z2KOI/Sk9Pt/z8yisv8/jwg6Rnb0FVszCr6VSrCTMXVQS06DSONKw62nrBCiFu8/333zNjxgxycnJo2bIlM2fOZMGCBXz88cdUq1aNBg0aYGtry5dffsnx48d54oknMJlMPProo3z66af5PgOEKE+kZpCwGjXzB6CIBxbjUVTjP6USj7Vdzr6CTlN4ftaMyrkb50spIiGENTg7O3P9+nUA2rVrx5IlSzCZTCQnJxMbG0uLFi3ytc81Z1Khmsr6LT9zJesQMTEx5ObmWiP0cm3Tpk1s2bLF2mGI+3Q9K5aM7K2oakFfVJkwmlO5kPZJqcclhCjYwYMHWbJkCX///TdJSUlotVqio6OZPHkyW7du5c8//+TQoUOW9uPHj2f8+PHs2LGDatWqWTFyIaxPkkHCeoxnKLIukGID5odzi/l/c9Q5YlJNRbZz1jmXQjRCCGupWLEioaGheHt7Ex8fj6+vL35+fjzyyCNMnTqVKlWqWNomJM/g5xOPUr/bETZsWkuLli2I/vN1HBztrTiCssdgMNC4cWMiIyPx9fWlX79+ZGZmkpiYSPv27QkMDCQ8PJzz5/OS8TNmzKBp06b4+voycOBADAYDs2bN4rPPPsPf35/Nmzdz6tQpOnbsiK+vLx07duT06dNWHqW4G5evf4tZzSykhZGrGb9gVmVHMSEeBOvXrycxMZHg4GD8/f1Zv349n376Ke3bt8fd3R29Xp9vN8D4+HjL68GDB1srbCEeCLJMTFiPthLkKlDYDllqLmgqllpI1lTVrjIV9K5cyk6+Yxs7jS1hldqUYlRCCGtYvHhxvtfTpk27rc3qoy9wJO0XTGo2jhXh7Z+bWM71faEFKVmHcbdrVOKxPiwOHz7M3LlzCQ0NZfjw4Xz11VcsX76cX3/9FU9PT5YsWcIbb7zBvHnz+Oijjzh58iS2trakpqZSoUIFRo8ejZOTEy+99BIAPXr0YNiwYURGRjJv3jzGjRtHTEyMlUcpipKdW/hy7TwKJlMKGl3VEo9HCFE4VVWJjIzkww8/tBxbvny5fN4KcRdkZpCwGsVhAChFfHutrY6iq1M6AVmZoigMqtkPG41Ngee1aPGwrYiva7NSjuzBZTQarR2CEFaRknWYfzJiMRW4lAWMahbbk6eXclRlW82aNQkNDQVgyJAhrFmzhn379tG5c2f8/f2ZMmUKZ86cAcDX15cnnniC77//Hp2u4O/V4uPjLd86Dx06lLi4uNIZiLgvGo1L0Y1UIxqNU8kHI4QoUseOHVm6dCmXLl0CICUlhYCAAP766y+uXr2K0Whk2bJlAFxPzaRZYx8+nzqT7Bs5/Pjjj9YMXQirk2SQsB59EOiaAgUnP8AOxeX10ozI6lpUDOCJWv3RK3pLUkhBwVZjQ02H6rzZ5CU0Stn4Z9urVy8CAwNp1qwZs2fPxmQyERUVhbe3Nz4+Pnz22WcAhIWFMWHCBFq3bo23tzfbt28HYPv27bRu3ZrmzZvTunVrDh8+DMCCBQvo378/PXr0oEuXLqSnp9OxY0cCAgLw8fHh119/tcQwefJkGjduTOfOnRk0aBDTp0+33DMhIQGAy5cv4+XlVYrvjBD373DaL5jVwmuupWQfJiO3eJfZqqpqKVT9sFEUJd9rZ2dnmjVrRlJSEklJSezdu5e1a9cCsHLlSp599lkSExMJDAy8q8T0v/sXDyZ3x0EoRXxR5WAbgFYjS7aFeBA0bdqUKVOm0KVLF3x9fencuTPnz5/n9ddfp2XLlnTq1IkG9Rqwf4uBIf6vY3+uLu+/9yFV3Gqx8scNuLq6WnsIQliNLBMTVqMoCrjNQU2bANlbyasflAuKY14Dlw9QbNtaM0Sr6FQ5jJCKwWxOjudU5j/Ya+1oVTGYBk71ytTDxLx583B3d+fGjRsEBwcTGBjI2bNnLbuppaamWtpmZGSwZcsWYmNjGT58OPv27aNx48bExsai0+lYt24dr7/+uuWbnfj4ePbs2YO7uztGo5Hly5fj4uLC5cuXCQkJISIigsTERJYtW8auXbswGo0EBAQQGBholfdCiOJgMBjo2rUrLVu2ZPP2FXjUVhk5tR6r555n14ZUcrLNNGjuxJOT66AoClOe2Et8m9fYtnkfqampzJ07l7Zt22IymXj11VfZtGkT2dnZPPvss4waNQrIW472008/kZ2dTe/evXn33XcxGAw8+uijdOjQgfj4eGJiYqhdu7aV343id/r0aeLj42nVqhU//PADISEhzJkzx3IsNzeXI0eO0KRJE/755x86dOhAmzZtWLx4Menp6Tg7O3Pt2jUAruUco3mL+sxa+Dajh79BdPRS2rSRJb5lgbtTXy5d+x9GNYuClrErih1VXCeWfmBCiDsaMGAAAwYMyHfM29ubkSNHkpZyHZ96gVTSNsBOn4uq6mhRoTeKonB23wkc9RUxmcxotWXjy1YhipMkg4RVKRpHFLc5qEYDZK9DNWeg6OqBXWcUxdba4VmNk86RR6t2snYY92XGjBksX74cgH/++YecnBxOnDjB2LFjeeyxx+jSpYul7aBBg4C8nZOuXbtGamoq169fJzIykqNHj6IoSr7dkTp37oy7uzuQN1Ph9ddfJzY2Fo1Gw9mzZ7l48SJxcXH07NkTe/u8b3h79OhRWkMXosTcrGvz1Ec1eHPsHNYvvkSnIVXo9VwNAGa9dIykjak0f8QNUFFNWrZv386qVat49913WbduHXPnzsXV1ZUdO3aQnZ1NaGgoXbp04ejRoxw9epTt27ejqioRERHExsZSq1YtDh8+zPz585k5c6Z134AS1KRJExYuXMioUaNo0KABY8eOJTw8nHHjxpGWlobRaGTChAk0bNiQIUOGkJaWhqqqPP/881SoUIEePXrQp28E0Us/5+m3qzHoNXs+f2Umn0z/nMqVqrHkuzXWHqK4C1qNE/Ur/8LxSwMxmdMwqxkAaBR7VFRqun+Gk11LK0cphCjKpEmTWLduHRfPXcbe5IGHbd6XGGm5yRy8thkVFb1iS2CVcLau2UNoN38rRyxE6ZNkkHggKDov0I2g7Mx7EYXZtGkT69atIz4+HgcHB8LCwsjOzmb37t2sWbOGr776ip9++ol58+YBty+fUBSFt956iw4dOrB8+XIMBgNhYWGW846Ojpafo6OjSU5OJjExEb1ej5eXF1lZWajqnQuT63Q6y1KXrKyCa64I8SC6WdfmXIaOdj1XsnrhaTxr2LJyzjlyssxkpBqp3sCB5o+4oVH0DOwXCUBgYCAGgwGAtWvXsmfPHpYuXQpAWloaR48eZe3ataxdu5bmzZsDkJ6eztGjR6lVqxa1a9cmJCTEKmMuLRqNhlmzZuU75u/vT2xs7G1tC6r/U9VLz8e/VcSo2v3/Iybe+z6v5p1WseOi7ZfUVj8tUzM8yytbfR2aVNvCtRsbSMtchVnNxtE2CHenfmjvpqaQEMLqpk+fjqqqPN5kIulpNyzH3W2qEepxyyyiXFj+zQZJBolySebDCSGKXVpaGm5ubjg4OHDo0CG2bt3K5cuXMZvN9O3bl8mTJ7Nz505L+yVLlgB5D1iurq64urqSlpZG9erVgbw6QYXdq1KlSuj1ejZu3MipU6cAaNOmDb///jtZWVmkp6ezcuVKyzVeXl4kJiYCWB6IhSgLbiYSqjoE46CrhKIoLJx0krFfNOCDFb60f7wSudlmtIotzvoa2NnlJSa0Wq2lro2qqnzxxReWWjgnT56kS5cuqKrKa6+9Zjl+7NgxnnrqKSB/AlYUbN+V6RjvsCW5Sc0i+cZWrmbvLuWoxL1SFC2uDp2p5fEZXp4z8XQZLokgIcqYrMxsbmRkF9nuzInira8nRFkhySAhRLHr2rUrRqMRX19f3nrrLUJCQjh79ixhYWH4+/sTFRWVbwtQNzc3WrduzejRo5k7dy4AL7/8Mq+99hqhoaGYTKY73uuJJ54gISGBoKAgoqOjady4MQDBwcFERETg5+dHnz59CAoKItdWxwe71nG5XWPe+uRjvIMCSE5OLtk3Q4hidLOujaJoOL6+GgEhDQEFZzcbsjJMJKy5ikbR0tLzZWy1BRfFDA8P5+uvv7YsvTxy5AgZGRmEh4czb9480tPTATh79qxld5aHnZeXl6We2b3IMaVy+cYOCqoxc5NJzeJEmuxcI4QQpUVvo6eQieIW9g7ltzSFKN9kmZgQotjZ2tqyevXq246PHz++wPZ9+/bNlxwCaNWqFUeOHLG8njx5MgBRUVFERUVZjnt4eBAfH19gvy+99BKTJk0iIyODRsEBbPH1wPZIFrk2ZlynjETR2ZDg4EzCW/f+EChEafp3XZvvZqzHOfdFJkUso2pNV1oEh9DUrSX1XB8DphXYx4gRIzAYDAQEBKCqKp6ensTExNClSxcOHjxISEhzzOYUHBxy+PIrbxwduwJ3TsgKuGG8hEbRF7HDm0p67ulSi0kIIco7nV5L83aNSdx44I5t9LY6OvaXOmCifFIKq6tRUoKCgtSb2zoLIcq3sLAwpk+fTlBQULH3PXjwYA4cOMDFa6mYQ5rgFHH77nQ6RUMdZ3dWPfo0GqnlIR5gBoOB7t2739cMlsKoqkpq2ptkZP6AqmaTt8MjKNiDosPTYwm2Ns1L5N5l3Q3jRdb906OIZBBUsm9Nq6oPbxFuIYR40BzaeZJX+35OdlZugecdnO349u93cPOUZaDi4aEoSqKqqkU+XMkyMSGEVW3atKlEEkEAixcvJmHnTqpNH19gIgjAqJo5m5lG/EVDicRQ1hgMBry9va0dhrCCjIxoMjJ/RFVvcDMRBKByA1W9TvLlgZjN16wX4APMXlcZJ32dQttoFQdqu/QrpYiEEEIANA6ow0tfRmJrp8fWXm85bu9oi3MFBz5eOl4SQaLckmSQEOKOHoTEQFRUlKXI84gRIzhw4M5TfQuyJ+UcuebCl7hkGnNZbth7zzGWNzcLEYvSdb91bQqjqirXrn+KeocCyHlyycj8uUTu/zBo5v48WsWuwHMKOux1lani0K6UoxJCCNHmseZ8t/N9hr7cneCOzQjp6sszHwzg+10fUN+3lrXDE8JqpGaQEOK+mEwmtFptqdzr22+//c/XZBpz72r51/WconebeBh9+umnzJs3D8hLtvXq1cty7sSJE/Tt25fZs2ezf/9+Vq5cSVZWFhkZGfz222/07NmTq1evkpuby5QpU+jZs6e1hiHuk8l0GrOaWmgbVb1BZuZynJ2eKqWoypZKDiH4e7xL0uV3AAWTegNQ0Cp2OOm9aFX1KzSK/NolhBDW4OzmSN/Rneg7upO1QxHigSEzg4QQhTIajURGRuLr60u/fv3IzMzEy8uL9957jzZt2vDzzz+TlJRESEgIvr6+9O7dm6tXrwJw7NgxOnXqhJ+fHwEBARw/fhyAqVOn4uPjg5+fH6+++irAHfu4VVhYGP+13piXkxs5RcwMstFoaexW6T/1+zBITExk/vz5bNu2ja1btzJnzhzL+3748GH69u3L/PnzCQ4OBiA+Pp6FCxeyYcMG7OzsWL58OTt37mTjxo28+OKLWKMGnSgeeTWCik7qqpTPpOndquEcTtfaG/CpOBEv5/7Ucx1G66qzaV99MbZad2uHJ4QQQghhIckgIUShDh8+zMiRI9mzZw8uLi7MnJlX/NTOzo64uDgGDhzIsGHD+Pjjj9mzZw8+Pj68++67QN62788++yy7d+9my5YtVK1aldWrVxMTE8O2bdvYvXs3L7/8MsAd+7hfNZwq4O1WhcLmBinAwHrlrzBuXFwcvXv3xtHREScnJ/r06cPmzZtJTk6mZ8+efP/99/j7+1vad+7cGXf3vAdaVVV5/fXX8fX1pVOnTpw9e5aLFy9aayjiPml1NSl6xzAdNjYlU9/rYaLTOFDbpQ9+nm/gXfF53O18UKQ4vRBCCCEeMJIMEkIUqmbNmoSGhgIwZMgQ4uLiABgwYAAAaWlppKam0r59ewAiIyOJjY3l+vXrnD17lt69ewN5ySMHBwfWrVvHk08+iYODAwDu7u537KO4fBDcDUedTYEJIXutnmebtaGqQ/krHninmTyurq7UrFmTv//+O99xR0dHy8/R0dEkJyeTmJhIUlISlStXJisrq0TjFSVHo9jj4PA4YHPHNgo6nB1liZgQQgghxMNAkkFCiEL9+xvtm69vTQwU5E6JBlVVS/1b8vquHizrHEWLSrWw1ehw1tvioNNTyc6JdwK78Gyz0FKN50HRrl07YmJiyMzMJCMjg+XLl9O2bVtsbGyIiYlh0aJFLF68uMBr09LSqFSpEnq9no0bN3Lq1KlSjl4Utwour6PTVqeghJCi2OPi8jx6ff3SD0wIIYQQQhQ7qWQohCjU6dOniY+Pp1WrVvzwww+0adOGXbt2Wc67urri5ubG5s2badu2Ld999x3t27fHxcWFGjVqEBMTQ69evcjOzsZkMtGlSxfee+89Bg8ejIODAykpKbi7u9/Wh29IMNFHEzlx7QrnMu9/O+v6rh4sfmQI5zOv8U96Kk56WxpXqHRXxaUfVgEBAURFRdGiRQsgr4C0m5sbkJfsW7FiBZ07d86X+FNVlT9OHmWVi56/Vv3OnN9jqNGoIbXrS5KgrNNoXKhc6Q/Srn1CRuZiwISqmtDr6uLiMhEH+27WDlEIIYQQQhQTxRoFP4OCgtT/WgRWCFH6DAYD3bp1o127dmzZsoUGDRrw3Xff0bRpUxISEvDw8ADyij+PHj2azMxM6taty/z583Fzc+Po0aOMGjWKy5cvo9fr+fnnn6lbty4fffQRixYtwsbGhm7duvHBBx9Y+riWns5VFxtcn45A4+TAua9+wjmwMcHhnbgwZS4zPv2MoCCpW2INqqry0qbVrD5xlExjbr5z9jodEwJbM8q/hZWiE8VJVXMwmZJRFFu0Wg9rhyOEEEIIIe6SoiiJqqoW+cAkySAhxAMjNfsGXVfPJiU7E9O/Ppu0ikJFW0dWP/o0FWztrRRh+bb8yAFe3/wnN/6VCLrJXqfjxx4D8KtUtZQjE0IIIYQQQsDdJ4OkZpAQ4oGx8MgO0nKybksEAZhUldScG3x/NNEKkQmAr3ZtvWMiCCDbZGL27h2lGJEQQgghhBDiXkgySAjxwFh8fBc55jtvb51jNhF9bGcpRiRuyjGZOJF6tdA2ZlVl67kzpRSREEIIIYQQ4l5JMkgI8cBIzb5RZJurOZmlEIm4V+W4HrcQQgghhBBlhiSDhBAPDGe9bZFtXPR2pRCJ+DcbrZb6bu6FttEoCq2q1SqliIQQQgghhBD3SpJBQogHxuN1/bHRaO943kajZUA9/1KMSNzquYBW2Ov0dzxvo9Eyyi+4FCMSQgghhBBC3AtJBgkhHhjDGwfjoLOhoJVGGhQcdTZENpRkg7X0qNeIXvUb4/CvhJAC2Ol0vNyyLd6ela0TnBBCCCGEEOKuSTJICPHA8LBzYmnnSGo7u+Og06NVFLSKgoNWT21nN5Z2jsTDztHaYZZbiqLwQbsuzOjYncDK1bDT6nDQ6Xmkdj2iH+vPcJ9Aa4cohBBCCCGEuAuKWsAWziUtKChITUhIKPX7CiHKBlVVSbx8hh3J/wAQ7FmTQI8aKFKdWAghhBBCCCHuSFGURFVVg4pqJzODhBBW5+TkBMC5c+fo168fiqIQ5FmT2Mlf8PXA0Wz+filPPvkkS5cutXKkQgghhBBCCFH26awdgBBC3FStWjVLwufChQts2bKFU6dOARAVFWXFyIQQQgghhBDi4SEzg4QQ92XRokX4+vri5+fH0KFD+f3332nZsiXNmzenU6dOXLx4EYBJkyYxffp0y3Xe3t4YDIZ8fRkMBry9vQHo0qULly5dwt/fn82bN+drt379epo3b46Pjw/Dhw8nOzub7du306dPHwB+/fVX7O3tycnJISsri7p165bgOyCEEEIIIYQQZYskg4QQ92z//v28//77bNiwgd27d/P555/Tpk0btm7dyq5duxg4cCBTp069p75/++036tWrR1JSEm3btrUcz8rKIioqiiVLlrB3716MRiNff/01AQEB7Nq1C4DNmzfj7e3Njh072LZtGy1btiyW8QohhBBCCCHEw0CWiQkh7tmGDRvo168fHh4eALi7u7N3714GDBjA+fPnycnJoU6dOsV6z8OHD1OnTh0aNmwIQGRkJF999RUTJkygfv36HDx4kO3bt/PCCy8QGxuLyWTKl0wSQgghhBBCiPJOZgYJIe6Zqqq37fA1duxYnnvuOfbu3cs333xDVlYWADqdDrPZbGl38/i93PNO2rZty+rVq9Hr9XTq1Im4uDji4uJo167dPd1LCCGEEEIIIR5GkgwSQtyzjh078tNPP3HlyhUAUlJSSEtLo3r16gAsXLjQ0tbLy4udO3cCsHPnTk6ePHlP92zcuDEGg4Fjx44B8N1339G+fXsA2rVrx//+9z9atWqFp6cnV65c4dChQzRr1uyexyiEsI6YmBgOHDhgef3222+zbt06AEaMGJHvnBBCCCGE+G9kmZgQ4p41a9aMN954g/bt26PVamnevDmTJk2if//+VK9enZCQEEvSp2/fvixatAh/f3+Cg4Mty7z+Kzs7O+bPn0///v0xGo0EBwczevRoABxca3Du3Hl+j73M5n6fkJJhR9XqdVFV+NcEJiHEAy4mJobu3bvTtGlTAN577z3LuW+//dZaYQkhhBBCPBSUwpZclJSgoCA1ISGh1O8rhHh4/bJ6F18t/IucXCO3fqzZ2epp2dyLyS9FoNFIRkgIa1u0aBHTp09HURR8fX2ZMmUKw4cPJzk5GU9PT+bPn8+ZM2fo3r07rq6uuLq6smzZMiZPnkz37t3p168fYWFhTJ8+naCgIMaMGcOOHTu4ceMG/fr1491337X2EIUQQgghrEZRlERVVYOKaiczg4QQZd6J05f5auFfZOcYbzuXlZ3Ltl0Gfl2zm96P+lshOiHETTd3IPz777/x8PAgJSWFyMhIhg0bRmRkJPPmzWPcuHHExMQQERFhSf4U5v3338fd3R2TyUTHjh3Zs2cPvr6+pTQiIYQQQoiySWoGCSHKvCW/J2A0me94Pis7l+9jthdafFoIUfIK2oEwPj6ewYMHAzB06FDi4uL+U58//fQTAQEBNG/enP3790stoSJ4eXlx+fLl++rjgw8+KKZohBBCCGEtkgwSQpR5iXtOYyokGQRw5Wo61zOySykicTeioqJYunTpbcfPnTtX5GyQ4nigFaWvoB0I/62o87c6efIk06dPZ/369ezZs4fHHnvsnncqFEVTVRWz2SzJIFGosLAwpByEEEI8+O47GaQoSk1FUTYqinJQUZT9iqKML47AhBCiWMmkoDKjWrVqBSaJRNlX0A6ErVu35scffwQgOjqaNm3aAODs7Mz169cL7e/8lX+wsddxw/YqFy5cYPXq1SU7ACt66623+Pzzzy2v33jjDT7//HMmTpyIt7c3Pj4+LFmyBACz2cwzzzxDs2bN6N69O926dcv3b+qLL74gICAAHx8fDh06BMCkSZOYPn26pY23tzcGgwGDwUCTJk145plnCAgI4KmnnuLGjRv4+/vzxBNPlNLohRBCCFHcimNmkBF4UVXVJkAI8KyiKE2LoV8hhLgrLfy90GoLn03g6eGMs6NtKUUkCrJo0SJ8fX3x8/Nj6NChAMTGxtK6dWvq1q1reVg1GAx4e3sDYDKZeOmll/Dx8cHX15cvvvgiX583btyga9euzJkzB4PBQOPGjYmMjMTX15d+/fqRmZkJQGJiIu3btycwMJDw8HDOnz8PwJw5cwgODsbPz4++ffta2ouScesOhH5+frzwwgvMmDGD+fPn4+vry3fffWdJeAwcOJBp06bRvHlzjh8/nq+fXHM2K8/NYoP9DOzrZePv7U+HAcF4t7i3XQrLgqeeeoqFCxcCecmeH3/8kRo1apCUlMTu3btZt24dEydO5Pz58/zyyy8YDAb27t3Lt99+S3x8fL6+PDw82LlzJ2PGjMmXALqTw4cPM2zYMHbt2sX8+fOxt7cnKSmJ6OjoEhmrKDsmT55M48aN6dy5M4MGDbL8ffr5559p0aIFDRs2ZPPmzUDe5/nEiRMJDg7G19eXb775xtLPtGnTLMffeecdq4xFCCHKm/suIK2q6nng/P//+bqiKAeB6oAs2hdClIoBPQJZ89cBTKbbC0hD3o5iQ/u0+E/LT0TxKqhw8AsvvMD58+eJi4vj0KFDRERE3LY8bPbs2Zw8eZJdu3ah0+lISUmxnEtPT2fgwIEMGzaMYcOGYTAYOHz4MHPnziU0NJThw4czc+ZMxo8fz9ixY/n111/x9PRkyZIlvPHGG8ybN48+ffrw9NNPA/Dmm28yd+5cxo4dW6rvTXkTGRlJZGRkvmMbNmy4rV1oaGi++j8LFiwA4HL2GY5fOEiKjRNuqgM9pvxfsWi9YktdT8eSCdzKvLy8qFixIrt27eLixYs0b96cuLg4Bg0ahFarpXLlyrRv354dO3YQFxdH//790Wg0VKlShQ4dOuTrq0+fPgAEBgbyyy+/FHnv2rVrExISUiLjEmVXQkICy5YtY9euXRiNRgICAggMDATAaDSyfft2Vq1axbvvvsu6deuYO2WGgpUAACAASURBVHcurq6u7Nixg+zsbEJDQ+nSpQtHjx7l6NGjbN+eV9svIiKC2NhY2rVrZ+URCiHEw61YdxNTFMULaA5sK85+hRCiMLVrVOT5ER35bO56cnJM+QpF29nqadeyPj06ye5C1lRQ4WCAXr16odFoaNq0KRcvXrztunXr1jF69Gh0Ol2+6wB69uzJyy+/nG+pSs2aNQkNDQVgyJAhzJgxg65du7Jv3z46d+4M5H07XbVqVQD27dvHm2++SWpqKunp6YSHh5fA6EVxat+xLZ71nXCr4XDbuVw1m9jkJfi5dcBV72GF6ErWiBEjWLBgARcuXGD48OGsXbu2wHZFFcu3tc2bJanVajEa85LoOp0Os/n/aq/dWnvJ0fHhTLCJ+xMXF0fPnj2xt7cHoEePHpZztyYcDQYDAGvXrmXPnj2WWaBpaWkcPXqUtWvXsnbtWpo3bw7kJfqPHj0qySAhhChhxVZAWlEUJ2AZMEFV1WsFnB+pKEqCoigJycnJxXVbIYQAoHsnH76aMpD2IQ1wsLfB1kZHkwZVeGv8o7w1vpvMCrKyOxUOvvlQerPN3V4HeTNHVq9ene+6f7dVFAVVVWnWrBlJSUkkJSWxd+9ey0N0VFQUX375JXv37uWdd96R4sP/0YgRI0p1966Z337BY5Ob0ndq4B3bqEBiyppSi6k09e7dmz/++IMdO3YQHh5Ou3btWLJkCSaTieTkZGJjY2nRogVt2rRh2bJlmM1mLl68yKZNm4rs28vLi507dwKwc+dOTp48ece2er2e3Nzc4hqWKKMKSzoWlHBUVZUvvvjC8ll88uRJunTpgqqqvPbaa5bjx44d46mnniqVMQghRHlWLMkgRVH05CWColVVLXC+saqqs1VVDVJVNcjT07M4biuEEPk0rleFKRMjWBs9jvU/TmDOx0NoH9JQEkEPgIIKB9+NLl26MGvWLMvDxK3Xvffee1SsWJFnnnnGcuz06dOW+ig//PADbdq0oVGjRiQnJ1uO5+bmkrRnDxsOHefy1avsuHSVi6lpUv/kHnz77bc0bVp6ZQIXLVxIRnLBy0FvMqm5XLhxopQiKl02NjZ06NCBxx9/HK1WS+/evS11uB555BGmTp1KlSpV6Nu3LzVq1MDb25tRo0bRsmVLXF1dC+27b9++pKSk4O/vz9dff03Dhv9Xf8msqvx0bDdvblvDB4kbiBgyCF9fXykgXc61adOG33//naysLNLT01m5cmWh7cPDw/n6668ticQjR46QkZFBeHg48+bNIz09HYCzZ89y6dKlEo9fCCHKu/teJqbkPWXNBQ6qqvrp/YckhBDiYXNr4WCtVmtZDlCUESNGcOTIEXx9fdHr9Tz99NM899xzlvP/+9//GD58OC+//DLPPPMMTZo0YeHChYwaNYoGDRowZswYbGxsWLp0KePGjSMtLY20jEwU3xa4B7bCuU1nnn28LxMquNO0WTOqFrG8prwyGAx07dqVli1bsmvXLho2bMiiRYvo1q0b06dPJygoCCcnJ8aPH8+KFSuwt7fn119/pXLlyiQnJzN69GhOnz4N5P2ZhYaGMmnSJE6fPs2JEyc4ffo0EyZMYNy4cRgMBrp3786+ffsAmD59Ounp6Xh7e7N310GOv6JFa6vw1Pdt0dtpC4zXTvtwLmsym81s3bqVn3/+Gcib+TZt2jSmTZuWr51Go2H69Ok4OTlx5coVWrRogY+PD4BlyQ5AUFCQZdaQvb19gcvOVp86BG8OZ9KOdWQac1EA+9b1qBMexP86DiiRcYqyITg4mIiICPz8/KhduzZBQUGFJh1HjBiBwWAgICAAVVVxcHWl2YRn+Tv5EldqVqVyk0a42dlTo6IH0dHRVKpU6T/F4+TkZEko3YsFCxaQkJDAl19+ec99CCFEWaIUta68yA4UpQ2wGdgL3Fxs/rqqqqvudE1QUJCakJBwX/cVQgghbvXvJEJBNh81MPbH38ky3j67xE6v45FGdfm0/2MlGWaZZDAYqFOnDnFxcZbi3E2bNmXFihWWZJCiKPz222/06NGDl19+GRcXF958800GDx7MM888Q5s2bTh9+jTh4eEcPHiQSZMmsXbtWjZu3Mj169dp1KgRFy5c4OzZswUmgyZNmkRYWHt8nnWgYhObO8Zqo7Hj8ZqvUN85oLTenlJx4MABunfvTu/evfnkk0+KbB8WFkZqaio5OTm8/PLLREVF/ed7xl84xZMbfiargOL8OkVDTSdX1vQYgY224KScePilp6fj5OREZmYm7dq1Y/bs2QQEFP1vb9Wxw7y47g+yjUZufRKx0+loVNGDH3s/jp1O/59i+S/JIFVVUVUVjeb/FklIMkgI8bBQFCVRVdWgotoVx25icYCswRBCCPFAU1WVd1duKDARBJCVa2TDoRMcu3SF+pUqlnJ0D76CinPfysbGhu7duwN5RWP//PNPIK8I+K11ha5du8b169cBeOyxx7C1tcXW1pZKlSoVWEQ8P4UAt86cU7aSq2YXcFaDs64idZ3873WYD6ymTZty4sTdL3+7mzpBRflw56YCE0EARtXMpRvprP3nCN29mtz3vUTZNHLkSA4cOEBWVhaRkZF3lQhKzszgxXV/FPhZnGU0cuhyMtO3/s2bbcLuKab09HR69uzJ1atXyc3NZcqUKfTs2RODwcCjjz5Khw4diI+PJyYmhg0bNvDhhx9StWpVGjZsmK+OnRBCPOyKdTcxIYQQwlq8vLwKnRV06EIyV9IzC+0j12zi58S9vPZoWDFHV/YVVJz7Vnq93nLs1qKxZrOZ+Ph4y45Dt7r1wevmNYXtagXg7dqW6u5ubE9ZhVk1YcYEgI3GHiedG1F1pqBRim1/jHIr+UYGh64WXrclw5jL4iNJkgwqxxYvXvyfr/lh355Ci09nm0z8sH8PE0PaYKv7748qdnZ2LF++HBcXFy5fvkxISAgREREAHD58mPnz5zNz5kzOnz/PO++8Q2JiIq6urnTo0OGulzALIcTDQH5bEkIIUS4kp2eg0xQ+kdVkVjmbdtuGmIKCi3PfjS5duuRbdpGUlFRo+8qVK3Pp0iWuXLlCdnY2K1assJxzdnYmPT2dLlWfZEz9z2lRsRt1HH1p4tKKvjVe5LkGX+Ksd7+H0Yl/S8vJQq8pevlXSnbhCVYh/m3zPwayTaZC22hQOJF69Z76V1WV119/HV9fXzp16sTZs2ctsw5r165NSEgIANu2bSMsLAxPT09sbGwYMEBqYAkhyheZGSSEEKJc8HByxFREnTyNolDVxbmUIipbCirO/fvvvxd53YwZM3j22Wfx9fXFaDTSrl07Zs2adcf2er2et99+m5YtW+JWsQo5Jkf+2LQfjwWb6NGzP6NHj8be3p74+Hi6Vh1RnEMUt/C0dyTXXPgDuwLUdnYrnYDEQ6To6hIqKpp73Ak0Ojqa5ORkEhMT0ev1eHl5WWYYOjrmLy4vu40KIcozSQYJIYQoF5pU8cTNwZ7MnNw7trHRaukX6FOKUZUdGo3mtiTOrXVpbi3c2q9fP/r16weAh4cHS5Ysua2/SZMm5Xt96xK/wUOGE3/EkSsp6WRm5f15LV21E41Gw4tvf8vTg9vIQ1wJc7Wxo321Oqw7c4w7pVDtdXqebFJkfUoh8ulUpx77ki/esX4bgEbRUKfCvSUa09LSqFSpEnq9no0bN3Lq1Knb2qTkXEHbwMyaDX+w+5+dNK3iw88//4yfn9893VMIIcoiWSYmhBCiXFAUhTe7dcBOX/D3IHY6HW0beNGoskcpR3ZnBoMBb29va4dRbAwGQ5E1RkwmM2PfXsK5i2mWRBCA0WgmJ8fITysSiVmzu6RDFcDrgY/gqLcpcB6HnVZHy8q1aFmpZqnHJcq2AU29UQqZHWSn0xHl1/yed6l74oknSEhIICgoiOjoaBo3bmw5p2Jm1vFPmbT/JdbnrsTnqYaEtelAg9Z1aeTb8J7uJ4QQZdV9by1/L2RreSGEENayet9h3vptHaoKWcZc9BotZlWlm3cj3ovohI3uwdkm22Aw5Ntm/UFys9jzf7Fp0yamT5+erw7Qv21JOM47n67gRtadZ3C5uToQ8+1otFr5TqukHUlNZkLc75y4loJW0aAokGs283g9H94K6iTbyot7svm0gVGrfiXXZMJ4y7OIg05PYNVqzO3eG30x/90yqUY+PvQOF7LOYlRvn5Vkp7Hn9Sbv42FbqVjvK4QQpa3UtpYXQgghypJHvRvRsXF9Nhw+zumUVJxsbenUpB6VnJ2sHVqBjEYjkZGR7Nq1i4YNG7Jo0SIOHjzICy+8QHp6Oh4eHixYsICqVasyZ84cZs+eTU5ODvXr1+e7777DwcGBqKgoXFxcSEhI4MKFC0ydOpV+/fpx/vx5BgwYwLVr1zAajXz99de0bdsWJycnRo0axcaNG3Fzc+PHH3/E09OTsLAwWrduzd9//01ERAT9+vVj+PDhJCcn4+npyfz586lVqxZRUVF0797dslTMycmJ9PR0Xn31VQ4ePIi/vz+RkZE8//zzt413TezBQhNBAFnZuRw9eYnG9auUyHsu/k/DCp6s6j6cw1eTOZSajJ1WR6sqtXCxsbN2aKIMa1vLi1UDh/FtUiKrjh0mx2SitqsbowKCeKx+I7Sa4k/07rqaQHL2hQITQQDZ5ixWnFtGVJ0xxX5vIYR4EMlXakIUwMvLi8uXL9/TtTExMRw4cKCYIxJCFCcbnZauzRoysm0LBrfwe2ATQZC3FfLIkSPZs2cPLi4ufPXVV4wdO5alS5eSmJjI8OHDeeONNwDo06cPO3bsYPfu3TRp0oS5c+da+jl//jxxcXGsWLGCV199FcjbFjo8PJykpCR2796Nv78/ABkZGQQEBLBz507at2/Pu+++a+knNTWVv/76ixdffJHnnnuOYcOGsWfPHp544gnGjRtX6Fg++ugj2rZtS1JSUoGJIID0jKwCj99Kq9GQmZVTZDtRfBq5edKzTlPCazWURJAoFl4V3JgS1omdI55l36hxrBw4lIiGTUokEQSwMXkN2ebsO55XUdmZup1cc+HJaCGEeFhIMkiIYibJICFEcapZsyahoaEADBkyhDVr1rBv3z46d+6Mv78/U6ZM4cyZM0BeEea2bdvi4+NDdHQ0+/fvt/TTq1cvNBoNTZs2tWyzHBwczPz585k0aRJ79+7F2TlvJzWNRmPZZnnIkCHExcVZ+rl1++X4+HgGDx4MwNChQ/O1u1f1vSqhL2KpXk6ukRpVZBcrIcTdS81Juat2N0yZJRyJEEI8GCQZJMqk77//nhYtWuDv78+oUaMwmUzMnTuXhg0bEhYWxtNPP81zzz0HwPHjxwkJCSE4OJi3334bJ6e8GQCbNm2iXbt29O7dm6ZNmzJ69GjMZvNt9+rVqxeBgYE0a9aM2bNnW447OTnxxhtv4OfnR0hICBcvXmTLli389ttvTJw4EX9/f44fP146b4gQ4qH1712znJ2dadasGUlJSSQlJbF3717Wrl0LQFRUFF9++SV79+7lnXfesWynDGBra2v5+Wa9wHbt2hEbG0v16tUZOnQoixYtKjKGf2/NXFA7nU5n+TxVVZWcnLufxdMr3I/CNgpTFGjWsBqVPJzvuk8h/osZM2bQpEkTnnjiCRYsWGD5fUKUbU66oj8zVMzYa+1LIRohhLA+SQaJMufgwYMsWbKEv//+m6SkJLRaLdHR0UyePJmtW7fy559/cujQIUv78ePHM378eHbs2EG1atXy9bV9+3Y++eQT9u7dy/Hjx/nll19uu9+8efNITEwkISGBGTNmcOXKFSBvGUVISAi7d++mXbt2zJkzh9atWxMREcG0adNISkqiXr16JftmCCEeeqdPnyY+Ph6AH374gZCQEJKTky3HcnNzLTOArl+/TtWqVcnNzSU6OrrIvk+dOkWlSpV4+umneeqpp9i5cycAZrOZpUuXAnlLydq0aVPg9a1bt+bHH38EIDo62tLOy8uLxMREAGZ+s5Dc3Fw+nbOOnfsvkJZ2rdCYqlZyZUjvFtjZ3l7WUFHAwd6GiWM6Fzk2Ie7EWMiW5gAzZ85k1apVd/Vv6G6ZTKZi60vcm/aenbHR2N7xvIKCt4s/eo1NKUYlhBDWI8kgUeasX7+exMREgoOD8ff3Z/369Xz66ae0b98ed3d39Ho9/fv3t7SPj4+3vL65nOGmFi1aULduXbRaLYMGDSpwicOMGTMss3/++ecfjh49CoCNjQ3du3cHIDAwEIPBUEIjFkKUZ02aNGHhwoX4+vqSkpJiqRf0yiuv4Ofnh7+/P1u2bAFg8uTJtGzZks6dO+fbTvlONm3ahL+/P82bN2fZsmWMHz8eyJv9s3//fgIDA9mwYQNvv/12gdfPmDGD+fPn4+vry3fffcfnn38OwNNPP82GDRupVK0e02Z8j0Zrwy+rk1gRe479Ry5Qt14jPvvsszvGNXxgKOOGP4J7BUfs7fQ4Othio9cS4F2LOVOHUKua+399G8VDatGiRfj6+uLn58fQoUM5deoUHTt2xNfXl44dO3L69Gkgb9bcCy+8QIcOHXjllVeYNGkSw4cPJywsjLp16zJjxgwARo8ezYkTJ4iIiLjt72hhfd9MngL5ZiB36NCBwYMH4+PjUxpvhyhEkHsrnHUuaO7w+KPX2NCjWr9SjkoIIaxHdhMTZY6qqkRGRvLhhx9aji1fvpyYmJj/3Ne/l1/8+/WmTZtYt24d8fHxODg4EBYWZll2odfrLe21Wm2R3zQKIcR/5eXlVWANMn9/f2JjY287PmbMGMaMuX0nnAULFuR7nZ6eDkBkZCSRkZEF3nvy5MlMnjw537FNmzbdFt+GDRtuu9bTsxLebZ/F6UwKuUYTNRp3BSAn10zT0JHY2ugIaRdR4H1viujsS/eOPhw/lUzmjRyqV6mAh/uDW+hblL79+/fz/vvv8/fff+Ph4UFKSgqRkZEMGzaMyMhI5s2bx7hx4yy/Hxw5coR169ah1WqZNGkShw4dYuPGjVy/fp1GjRoxZswYZs2axR9//MHGjRstO/XddLNgekF938n27dvZt28fderUKcm3QtwFG40NLzV6h6+PfcKF7LPkmo2omLHV2KHX6BlV93mq2dcssft7eXmRkJCAh4fHPV2flJTEuXPn6NatWzFHJoQor2RmkChzOnbsyNKlS7l06RIAKSkpBAQE8Ndff3H16lWMRiPLli2ztA8JCbG8vrmc4abt27dz8uRJzGYzS5YsuW0pRFpaGm5ubjg4OHDo0CG2bt1aYExms8q19Cz2HT6HjY09169fL84hCyFEmbI9ycCZC6nkGgteGpOdY+TLhZuK7EejUWhQpxJ+TWtIIkjcZsOGDfw/9u48IKp6ffz4e2YYhk1QQg23wBKVfRVcUBBFXHKFNhfIr+Fy1Ta3MpMsu6Vkpv3SrlpqmbnlVmalgoppAoKI5i6pF3MjEZFtlt8fXCdRFjVk83n9E5zzOec8Z5pi5nOez/OEh4cbv1zb2tqWW9Q8IiIClerv4uS9e/dGo9FgZ2dHo0aNjIXVy/IgBdPbtWsnE0E1iI26PlPavstrTtPoYz+IXo8P4EWHMXzg9v940sqpusMrk1arJTU1lS1btlR3KEKIOkQmg0St4+zszHvvvUdoaCju7u50796dCxcu8Oabb+Lv70+3bt1wdnbGxsYGgLlz5zJnzhzatWvHhQsXjNsB2rdvz5QpU3B1dcXR0ZEBAwaUuFZYWBharRZ3d3emTZtGQEBAif0Gg4F1P6bw4YKf2HfgNK+/u5akU2omTn4bNzd3KSAthKiVbmUOPajN29LIyy+/PfOfl65z/sJf/+g64tFmMBjuyui9U3nFz28vqv4gGb73UjC9vILrovq0sHCkp30/+jQZhHt9b5SKyv1KlJubS+/evfHw8MDV1ZVVq1YBMH/+fLy9vXFzczPWt8zKyqJ///64u7sTEBBAWloaADExMURHRxMaGsqwYcN4++23WbVqFZ6enqxatYrc3FyGDx+On58fXl5ebNy4ESjOBB04cCBhYWG0atWKSZMmVeq9CSHqDlkmJmqlZ599tkR7YwBXV1eio6PRarUMGDCA0NBQAJo2bcq+fftQKBR8++23+Pr6Go+xsLAw/oG+3e31f3788cdSY7hx4wafLo1nw0+pmDdoQ8sGbci9WYiFTQucO79CPUszrGwaVsLdCiFE7fJXdsWtmU1MlFy/kV/hOCHKEhISwoABA3j11Vd57LHHyMrKMhY1Hzp0aImi5pWhrHPfKpj+zDPPsHHjRoqKitDl/4S+8HdACkc/irZu3UqTJk344YcfgOJM88mTJ2NnZ8eBAwf47LPPiI2NZfHixUyfPh0vLy82bNjAjh07GDZsGKmpqQAkJyeTkJCAubk5S5cuJSkpiU8//RSAN998k65du/LFF19w7do12rVrR7du3YDiJWUpKSloNBpat27NuHHjaN784S2BE0LUTpIZJOqMmJgYPD09jVk+/fv3B4r/kHp6euLu7s5nn33GRx99VCnXO3PuCuu3ppJfcPeTRL3eQE5uPvOWxFXKtYQQojZpZt8ApbL8jI2iIh2NHpP28OLBubi4MHXqVLp06YKHhwevvfZamUXNK0N5BdN37txJOz8Pfo2bhKWFAu21iWhvzENfkEDR9Q8wGKSu4KPEzc2Nbdu2MXnyZHbv3m3MSh84cCBQsvFIQkICQ4cOBaBr165cvXqV7OxsAPr27Yu5eemt7n/++Wc++OADPD09jTUtbxU1DwkJwcbGBjMzM5ydnfnjjz8e5u0KUePNnTuXmzcrflD1qJHMIFFnxMbGlro9MDCQgwcP3rU9KCiIoKCgB77e2i0paMuohwHFE0J7D5zm+o18rK3MHvg6QghR2wzs6cmOPUdLnSy/xbmVvdQBEv9YaUXQSytqfmcR9ZiYmBK/p6enG3++PTs4KiqKqKgooOyC6Y0bN2ZvwioKr/QFg453pziA4QZd2kOX9g3R536FVncOk/qfVrisTdQNTk5OJCcns2XLFt544w1jtvqtpYm3L0s0GAx3HX/rfVLeMkODwcC6deto3bp1ie2//fbbP14CKURdM3fuXIYMGYKFhcU9H6PT6UrUmauLJDNIiAd04swldPq7/4DfTq1WceFidhVFJIQQNUObJx+no++TaDSlP3MyN1Pz8v91reKohHh4tNdngiEXKO1zQR76gngMRSlVHZaoJpmZmVhYWDBkyBAmTJjAgQMHyhzbuXNnVqxYARR3bLSzs8Pa2vqucfXq1SvRoKRHjx7Mnz/fOJmUkpKCVq/jaPYFjl2/wIazB7hWKJkQom6ZNWsW8+bNA+DVV1+la9fizxLbt29nyJAhjB49Gl9fX1xcXJg+fTpQnNWZmZlJcHAwwcHBQHFmXfv27fH29iYiIsJYK9HBwYEZM2bQqVMn1qxZUw13WLVkMkiIB2RpblrhGJ1Oj7m5ugqiEVUhIyMDV1fXSh8rRF007ZXe9OvugcbUBEtzUyzM1Zhp1LRoasv8Gc/SyrFRdYcoRKUw6K+jL9gF6MsZlI8ud2lVhSSq2aFDh2jXrh2enp7MnDmTt956q8yxMTExJCUl4e7uzpQpU1i2bFmp44KDgzly5IixgPS0adMoKirC3d0dV1dXxkx6leCfZ7Hmj0QOZp3j3+lb6PZLLCeuX0Snl9pVom7o3Lkzu3fvBiApKYkbN25QVFREQkICgYGBzJw5k6SkJNLS0ti5cydpaWmMHz+eJk2aEBcXR1xcHFeuXOG9995j27ZtHDhwAF9fX+bMmWO8hpmZGQkJCTz33HPVdZtVRpaJCfGAega7kn4ss9yOOfWtLWhu36AKoxJCiJrBRKVk/PBgRjzfkaS0P8gv0PJEU1taP9m4ukMrVa9evfjmm2+oX79+dYciahmD7k9QqMFQWN4oDNrTVRaTqF49evSgR48eJbbdvvzQ19eX+Ph4AGxtbY2dwG5351JGW1tbEhMTS2z7/PPPAdhz6QSvJn1LblEelsGuWAa7kqcrfj/aTO7Ltvp/EfIP70mImsDHx4fk5GRycnLQaDR4e3uTlJTE7t27mTdvHqtXr+Y///kPWq2WCxcucOTIEdzd3UucY9++fRw5coSOHTsCUFhYSPv27Y3772xSVJdJZpAQDyiofSusLDRlrv8305gQPbiT1Aeoo06fPo2XlxeJiYkEBgbi7e2Nt7c3v/76611jdTodEydOxM/PD3d3d+OHN1Hz1bRssPj4+FLfYzWZhbkpnf1bEdq5bY2dCALYsmWLTASJB6JQWsO9FIhWyvtLVD6DwcDMQ9+Tryv94WS+vohtF45wOudyFUcmROVTq9U4ODjw5Zdf0qFDBwIDA4mLi+PUqVOYm5sTGxvL9u3bSUtLo3fv3uTn39211GAw0L17d1JTU0lNTeXIkSMsWbLEuL+8Wl11jUwGCfGATNUmfPreczS0tcLC7O+lYGoTFaZqFUMG+hPa2bkaIxQPy7Fjxxg0aBBffvklLi4u/PLLLxw4cIBVq1Yxfvz4u8YvWbIEGxsbEhMTSUxMZNGiRZw5c6YaIhe1XW2cDLolIyODNm3aMGLECFxdXRk8eDDbtm2jY8eOtGrViv3797N//346dOiAl5cXHTp04NixY0BxI4BbrZYBOnbsSFpaGllZWfTv3x93d3cCAgJIS0sDip+oDx8+nKCgIFq2bGmsLwDQv39/fHx8cHFx4T//+Y9xu4ODA1euXCE3N5fevXvj4eGBq6srq1atqqJXSNRWCtXjKEwcKxhkicri+aoJSDxSjl3/k6sFN8odo9XrWXc2uYoiEuLh6ty5M7GxsXTu3JnAwEAWLlyIp6cn169fx9LSEhsbGy5evMiPP/5oPOb2mlsBAQHs2bOHkydPAnAt6xo7tuzi7NHMarmf6iSTQUL8A00fr8/qBSN4Y2wYnfyexNu1OeG9vVgxfzhREe0rPoGodS5fvky/fv34+uuv8fT0pKiokbqJXAAAIABJREFUiJdeegk3NzciIiI4cuTIXcf8/PPPLF++HE9PT/z9/bl69SonTpyohujFP3E/2WAZGRmljomPj6dLly4888wzODk5MWXKFFasWEG7du1wc3Pj1KlTAGzevBl/f3+8vLzo1q0bFy9eJCMjg4ULF/Lxxx/j6enJ7t27Sx1Xk508eZKXX36ZtLQ0jh49yjfffENCQgKxsbG8//77tGnThl27dpGSksKMGTN48803ARgxYoSxG9Tx48cpKCjA3d2d6dOn4+XlRVpaGu+//z7Dhg0zXuvo0aP89NNP7N+/n3feeYeiouKn5l988QXJyckkJSUxb948rl69WiLGrVu30qRJEw4ePEh6ejphYWFV8+KIWs3EegpQVudQFSgfQ2nWvSpDEo+Iy/k5qBTlf6XToSfz5l9VFFH1uN/s3DsfrmzYsKHUz3CVZcSIEcbz33r4IPUlH0xgYCAXLlygffv2NG7cGDMzMwIDA/Hw8MDLywsXFxeGDx9uXAYGEB0dTc+ePQkODqZhw4YsXbqUZ599jmaNWtCi0ZO88cJMxnWJ4fL5LNZ/9hM6XTk14OoQqRkkxD9kYqIiuENrgju0rniwqPVsbGxo3rw5e/bswcXFhY8//pjGjRtz8OBB9Ho9ZmZ3fxkwGAzMnz//rvoBovY4duwYzz33HF9++SVOTk788ssvmJmZceLECZ5//nmSkpJKjG/UqFGZYw4ePMjvv/+Ora0tLVu2ZMSIEezfv59PPvmE+fPnM3fuXDp16sS+fftQKBQsXryYWbNm8dFHHzFq1CisrKyYMGECAH/99Vep42oqR0dH3NzcAHBxcSEkJASFQoGbmxsZGRlkZ2cTGRnJiRMnUCgUxgmciIgI3n33XWbPns0XX3xhbPWdkJDAunXrAOjatStXr14lO7u4g2Pv3r3RaDRoNBoaNWrExYsXadasGfPmzWP9+vUAnDt3jhMnTvDYY48ZY3Rzc2PChAlMnjyZPn36EBgYWFUvj6jFlJrOqGxmosueCgoFGPIABSjMUSiboH7sKxSKihtPCHG/HtNYoSulPf3tlCh43NymiiKqHeLj47GysqJDhw5A8WRQnz59cHa+96x+rVaLicm9fZ1evHjxA8Up7hYSEmL8fADFD4luufXg6E7jxo1j3Lhxxt87tu+Ev1kvzukyKTQrAi3kawvoZDaAzfPjuXD0Km99PRalsm7nztTtuxNCiEpmamrKhg0bWL58Od988w3Z2dnY29ujVCr56quv0OlKduw4+98sWjzpwbvvz+Zq1nWg+I9Wbm5udYQvHsCDZIOVN8bPzw97e3s0Gg1PPvkkoaGhAMYJEYDz58/To0cP3NzcmD17NocPHy5x/ltPE28f9+6777J27dp/fL9Lly5l7Nixpe7r1asX165de+BzazQa489KpdL4u1KpRKvVMm3aNIKDg0lPT2fz5s3Gtf4WFhZ0796djRs3snr1al544QUAY0vl292q03b7tVQqFVqtlvj4eLZt28bevXs5ePAgXl5ed9UTcHJyIjk5GTc3N9544w1mzJjxwPcrHi0mFgMwbbwPldUklOYDUVoMRt1gMeqGP6FQ1dx6WaJ2a2tjj42peblj1EoVA1r4VFFE1Uer1RIZGYm7uzvh4eHcvHnTmIUDxd2ngoKC7sq03blzJ5s2bWLixIl4enpy6tQpTp06RVhYGD4+PgQGBnL06FEAoqKieO211wgODmby5MnExMQQGRlJaGgoDg4OfPfdd0yaNAk3NzfCwsKMkxZBQUF3PTi63e3Zx+Lh27jwF84dv0Bhwd21tgryCknens5vP6aWcmTdIpNBQghxnywtLfn+++/5+OOPcXBwYNmyZQQEBHD8+HFj0bkLl7LJvHiNF19fTvp5a/57RcETLVvTuIkDL70UjVZ7D8VGRY1wezYYUCIbLCkpicLCuzsIlTemogkRKH6CNXbsWA4dOsTnn39eagHEO8ctW7YMR8cK6pb8Qw+7yHJ2djZNmzYF7n66N2LECMaPH4+fnx+2trZAcd2AFStWAMVPee3s7LC2ti73/A0aNMDCwoKjR4+yb98+4z6DAfYknWLF2jjOXbjO4MGDmTBhAgcOHKjkuxR1mUJpjYlVJOr6sahtZqDUBEgjCfFQKRQKprj0wkylLnW/mdKETo1a4WRd9yckjx07RnR0NGlpaVhbW/PZZ5+VOs7BwYFRo0bx6quvkpqaSpcuXejbty+zZ88mNTWVJ598kujoaObPn09ycjKxsbGMGTPGePzx48fZtm2bMRP31KlT/PDDD2zcuJEhQ4YQHBzMoUOHMDc354cffrinuG/VovTz86ucF0OU67v5P1GYV3YHyPzcAtZ+8mOZ++sKWSYmhBD3yMHBgfT0dADq169vfHrz8ssvG8f8+9//5s/L15nx6W5cOr9KQWHxl/umrXvQtHUPTE1NaPvU41hZ1av6GxAP5FY2WI8ePbCysiI7O5tmzZqhVCpZtmzZXdlgwD2NKc/tkyLLli0zbq9Xrx7Xr18vMc5gMODl5YWJiQmnTxe3ro6JieHMmTNcuHCB48ePM2fOHPbt28ePP/5I06ZN2bx5M2q1msTERF5++WVyc3PRaDRs374dgMzMTMLCwjh16hQDBgxg1qxZQPF/A0lJSdjZ2d3fi3iPJk2aRGRkJHPmzKFr164l9vn4+GBtbc2LL75o3BYTE8OLL76Iu7s7FhYWJV6r0oSFhbFw4ULc3d1p3bo1AQEB6HR65n8Zx6Ur1/l40XauZ53lRMomTExMaGpvy9IvJbVfCFGzdbVvS4yuHzPSNgGQrytCrVRhALo1cSHGvV/1BlhFmjdvbqwTM2TIkBLNA+7HjRs3+PXXX4mIiDBuKygoMP4cERGBSqUy/t6zZ0/UajVubm7odDpjrbnbM37Lciv7eN26dbi4uDxQvOL+FBYUkX3leoXj/ngECkrLZJAQQlSyxSsTyL1ZUOoSlsJCLcdPX2TvgTN08nuyGqITD+JWNlj37t0ZMmQIS5YsYc2aNQQHB5fagnTMmDEMGjSo3DHliYmJISIigqZNmxIQEGDsPvf0008THh7O8q9XcO3aDXw6Ps2g8HDatHHGyamlcTIIip9UxsXFceTIEdq3b8+6deuYNWsWAwYM4IcffqBXr148++yzrFq1Cj8/P65fv465efFSg9TUVFJSUtBoNLRu3Zpx48bRvHnzf/AKlpxMhZKZP7fvu33t/7vvvmv8OTMzE71eb1xWB2Bra8vGjRtLff1ud/t1b+8uAhAz53t2J57Ep8ebaA1g0eApPLq+BoCZxgRr239230IIURV6NXOnm70zO/78nbO5WdRTm9H18bY0Ni87W7KuuTMLT6FQYGJigl5fXAy4rCzbO+n1eurXr1+ii+Xt7vybfnuGr1qtNsZxe8ZvWe6sRVmeTZs2ceTIEaZMmUJMTIyxhmBQUBCxsbH4+vre0/096lQmqooHAaaauj9VIsvEhLgPUVFRpdbkyMzMJDw8vMLj/2m9DVHzFRZp2bHnGHp92cUc8/KLWL257HXjouYoLRvsVjesffv28e9//5sbN27cNbZVq1aljgkKCuL77783nj8+Pt744e32ff369eP06dPs3r2b2bNnEx8fD0Cjx5vh3e11mrq8QG5uLr/GbcS762s0co6i6VMdaN/+7y6GFT2pPHbsGPb29saUdGtra2MhzJCQEGxsbDAzM8PZ2Zk//vjjoby+92r58uX4+/szc+bMSi3mePz0RRIST1JQUPqH9fwCLR8v3lFp1xNCiIfJVGVCWFM3op268Lyj/yM1EQRw9uxZ9u7dC8DKlSvp1KkTDg4OJCcnAxgbDkDJVuN3/m5tbY2joyNr1qwBiuvTHTx4sPICNcBvO47w89r9FBXoWblilbEWZXn69u3LlClTKi+OR5RKpcSjS/mFwk1MTegyKKCKIqo+MhkkRCVo0qTJPRVufdj1NkT1u56Tf0/1IS5cyq6CaERdYjAYeDVmDRnnrpJfoEVlYoapeX2yLp2isEjHzr0nSryvKnpSaTAYynyvllZ8uToNGzaMc+fOlUjZrwzrt6ZSWFT+Er5jp/7k0pWccscIIYSofm3btmXZsmW4u7uTlZXF6NGjmT59Oi+//DKBgYEllnY9/fTTrF+/Hk9PT3bv3s1zzz3H7Nmz8fLy4tSpU6xYsYIlS5bg4eGBi4tLqVmoD+Kn1fu5fOEan01fz+oFcVy9mM2IoNn07jiY//u//6N79+64uroyePBgtm3bRseOHWnVqhX79+8vt8EDFGc0RUZG8tZbb1VKrHXZ0Df7ozEvu8OjiVpF/zHdqzCi6lH3c5/EI2nhwoUsXLgQKK6p4eDgQGJiovHp/Nq1a/n+++9ZunQpFy9eZNSoUcblFQsWLKBDhw4sX76c2NhYFAoF7u7ufPXVVwDs2rWLOXPm8OeffzJr1izCw8PJyMigT58+pKens3TpUjZt2sTNmzervN6GqH4W5qbodPoKx1lbld/5Q4g7pRw+x/k/r6H93/tLqVTRNiCKw3sWoTLRYGpmzcXMv4z7K9KmTRsyMzNJTEzEz8+PnJwc4zKxR8W5zL/KzeIDUKtVXLqaQyM7qfMlhBA1lYODQ6ndPQMDA0ssP77FycmJtLS0EtvuPH7r1q13HXdnc4M7lyXf+q5x5774+Hh+XpvIgpj1dG42An0BqLGkY5NICvKLiPvuEIWFhcyZMwcXFxf8/Pz45ptvSEhIYNOmTbz//vv079+/rNtHq9UyePBgXF1dmTp1apnjRDGX9k6M/XgY819ZhsFgoOh/GcIac1MUSgXvrH6Vxi3q/vc1yQwSddKoUaNITU0lMTGRZs2a8dprr5U5dvz48XTp0oWDBw9y4MABXFxcOHz4MDNnzmTHjh0cPHiQTz75xDj+woULJCQk8P3335eZqpmamsqqVas4dOgQq1at4ty5c5V+j6LqLVy4kOXLl5c7xsLcFE+X8muMmJup6d/DA6i41agQt/y08wj5d7RAVZmY4tx+OJknd6EtysNgMPD7iQv3dD5TU1NWrVrFuHHj8PDwoHv37uTn5xd/KNKeJ+PSIH4/34ob+fFcuvYhNwvqXlct2/oWFY7RavVY1zOrgmiEEOLBZGRk4Orqes/j4+Pj+fXXX4HizzYvv/xyqRMpovJoi3T8571NFOTf3cocoCC/CHOVDS2atkSpVOLi4kJISAgKheKeClGPHDlSJoLuU+iQQL44OItB48Jo7dOStv5PMfStgXz1+xw8u7St7vCqhGQGiTrt5ZdfpmvXrjz99NNljtmxY4fxC75KpcLGxobly5cTHh5uzOC51cYYoH///iiVSpydnbl48WKp57xVbwMw1tv4p8VXRfUbNWrUPY0bObgTh47+19hJ7HZKpQIrSw3dAttUdniijsu5kc+tmuRmlrZ4dZsAgImpOR7BxR3tWjzlzc28wnt+Uunn53dHe3UDYf1PEdD9MDcLbgLw2Zc2wCH+uPwMyYem8Vi9uvOk7OnuHuw9cIa8Mj6cAzS2q0eLJrZl7hdCiOqg1WqNdd7uV3x8PFZWVrRr145Ro0YRFRXFkSNHcHYuv45KZV3/UXRg9zFjIeuyKJUqdn6fQt9hnVAqlSWWe1e0XLtDhw7ExcXx+uuvY2YmDzDuVcOmtrwYE8GLMdUdSfWQzCBRZy1dupQ//viD6dOnAyU7DFTUTeBea2mU1i3qzjE1od6GKFtubi69e/fGw8MDV1dXVq1ahYODA5MnT6Zdu3a0a9eOkydPAsVfomNjY4HijJ5bY5ycnNi9ezdQ/HQuevgznE9dTFr8JxTknAdAoYCLp3eRFvcxx/f+P96JedsYw5o1a+46jxB3evKJhqjV5XfAKNLqaWbf4IGvkZP3A9dyV2Ew3LxjjwGDIY9L2f8mr/DQA5+/pvFxa0GLpraoTUr/OKQxNWFsVFDVBiWEqNMyMjJo06YNI0aMKLM2zP79++nQoQNeXl506NCBY8eOAcWfbSMiInj66acJDQ1Fr9czZswYQkNDycjIoFmzZjzxxBOEh4czbdo0NBoNbdu2JTo6msTERIKCgggICGD27NlMnTqVFi1aEBUVxerVq5k4cSJWVlaMHDkSDw8PLC0tad26NYGBgRw9ehQobqTy2muvERwczOTJk6vzZax1rl66jr6CZdwGvYErF+69puS1qzfY9UMq1//K5blnB9OrVy8iIiLke4e4ZzIZJOqk5ORkYmNj+frrr42dZxo3bszvv/+OXq9n/fr1xrEhISEsWLAAAJ1Ox/Xr1wkJCWH16tVcvXoVgKysrPuOITcnn1/W7Ccz4wqJcUfIvZ5XCXcmKtvWrVtp0qQJBw8eJD093dhxydramv379zN27FheeeWVUo/VarXs37+fuXPn8s477wDQqFEjfvnlF44dTWfv7p/JPvsLA8I8cW2hxYJM/nv2GIfTDzFp0qRyzyPEnZ7u5k5FpcmfbGFH08cfvEj95evzSpkI+pvBUMDV6wse+Pw1jVKpYG5MBM5OTdCYmqBUFr/CZho1GlMTJo7qTgffJ6s5SiFEXXPy5EljZ8qjR48aa8PExsby/vvv06ZNG3bt2kVKSgozZszgzTffNB67d+9eli1bxo4dO/juu+/IyMhg69at5Obmkp2dzUcffYS1tTVqtRp7e3t2795NXl6e8WHTrS6RM2fOJDMzEwcHB5ydnZk9eza+vr5YWVlhZ2fH3Llzad68ObGxsYwZM8Z4/ePHj7Nt2zY++uijKn/darMGdvVQqcr/6q1QKGjQsOL6dJl/XGHrqt9Yv2QXn7yxhnOnLvF21CIUF5vh4e7B0KFDK8xCEgJkmZiooz799FOysrIIDg4GwNfXlw8++IA+ffrQvHlzXF1djcsmPvnkE6Kjo1myZAkqlYoFCxbQvn17pk6dSpcuXVCpVHh5ed1VMK4sBoOBE4fO8YLf2yiVCs5nXGLj0t0kfHuG3Ot5ZWYTierh5ubGhAkTmDx5Mn369CEwMBCA559/3vjPV199tdRjBw4cCICPj49xLXdRURFjx44lNTUVlUrF+XNneD26G6+//iNj/zUSS0tLoOTSw9LOI8SdGtnVY9ggf75ev5/8Ulqhm5upmTymxwOf32DQUlBUUc0IPbkFdSt7rZ6lGf/vvec4ceYS8XuPc+NmAU890ZCQTm2wKKfTiBBCPChHR0fc3NwASq0Nk52dTWRkJCdOnEChUFBU9PdS1u7duxs/QyQkJBAREYFSqaR58+b4+voCMGTIEKZMmcKFCxfo3Lkz2dnZxvIFt65ZlrCwMD777DP+/PNPTp48yciRIykoKDDuj4iIKNGVS9wb78DWlPcVwEJtQ5Dj/9HlaU+gZKFqBwcH0tPTAegd2p9/9ZmDbZErDawM3LxRgG+j4k6b8ZsO0NrzCb7+eobxYbgQ5ZHJIFEnffnll8af586dS3R0NBYWFoSHh981tnHjxmzcuLHEOIDIyEgiIyNLjL1zQujWhNLt/5O2zGuO+aU2FOQXAuDTqB8AhQVaOjaO4udvDjD45Qf/wiYql5OTE8nJyWzZsoU33niD0NBQoOSywoqWDN6+FPDjjz+mcePGHDx4EL1eb1y3fS9LD2VJoahI1DMdaFDfksUr91BQqEWpUFCo1dHKoSGTRofy5BMNqyCKujmh3cqxEa0cG1V3GEKIR8Dt5QRKqw0zbdo0goODWb9+PRkZGQQFBRnH33qoBCXLFdz+GaOwsJC0tDTs7e2Jj4/ns88+4+zZs8b9pqZlT3Sr1Wrq16/Pzp078fX1JTU1tcT+268v7p2pxoSoCT35YtYPFOTdXadOY64mNKIdtg2tyz3P8o+3kpuTh6GUTpiFBVpOHDpHUvxR/EPuvf6TeHTJlKGo8+bOncvNm2Uve7jfceXJyy3gm3k/U5BXWOr+grxCVn+2XZaM1SCZmZlYWFgwZMgQJkyYwIEDxR2TVq1aZfxn+/bt7/l82dnZ2Nvbo1Qq+eqrr9DpdACEhobyxRdfGN9jty89lGwxcT/6hXqwccloPomJ4L1Jffn6kyg+/2DwP54IUihMMDV5qqJRWJj6/6PrCCGEKF92djZNmzYF7n4QebtOnTqxbt069Ho9Z8+eZdu2bQB88803qNVqHB0dSUhIYO3atSW6hVlYWJCTk2P8XaPRcCHrMlcKckjIPolds8dZv6G4pILBYODgwYMP4S4fPX0jOzH01R5ozNSYWZiCAjRmatQaE3o+F8DIaf3KPb6wQMuu71PR68r+3Jh/s5D1X+yq7NBFHSWZQaLWycjIICwsDH9/f1JSUnBycmL58uXs3buXCRMmoNVq8fPzY8GCBXz++edkZmYSHByMnZ0dcXFxjB49msTERPLy8ggPD+edd95h3rx5d41buXIl77//PgaDgd69e/Phhx9WGNveX9JRqMqv6qFUKdizNY3QZ+QLVU1w6NAhJk6ciFKpRK1Ws2DBAsLDwykoKMDf3x+9Xs/KlSvv+Xxjxoxh0KBBrFmzhuDgYOMTtLCwMFJTU/H19cXU1BQXjwA0DTuQcvgcL01egY/PUfqGOD2s2xR1jFKpoG0r+0o/b0Pr8WT+NQmDofQJa4XCjMesx5S6TwghROWYNGkSkZGRzJkzh65du5Y5btCgQWzfvp0ePXpgZWVF/fr1mThxIt7e3owZM4YVK1YwZMgQ6tWrh7X13xkngYGBvPPOO2zcuBEPT0+Kmtdj8sy3KbiUzdfJP2E9rjOT5vybnPPnaWDRkEZKR5xt/TlvcQJ/r/uvoyn+NmhEED2fC2DP1kNc+TMb6wYWdAxzp/5jVhUee/2v3DKzzG/357mrlRGqeAQoquOJtK+vryEpKanKryvqhoyMDOOTjo4dOzJ8+HBatmzJ559/zvbt23FycmLYsGF4e3vzyiuv4ODgQFJSkrFNfFZWFra2tuh0OkJCQpg3bx7u7u4lxmVmZhIQEEBycjINGjQgNDSU8ePH079//3JjW7coji9n/YCuSFfmGKVKybDXevLsv7pV6usiKs+d75nKZDAY+HjxdrbsOEx+Qck0YTONmj4hbrwyouwPfkI8TAaDgcysV7me98NdhaQVCnPs6o2joc3L1RSdEEKIO924cQMrKyuuXr1Ku3bt2LNnD48//vg9Hz8h+Sv2XTlJgf7upUsUGLCOzUZ9pHifUqVEbWrCW0tH4dfdrbJuQdyjvNwCnvF6G6227O8ZAE+6NOXTzaXXuxSPBoVCkWwwGHwrGifLxESt1Lx5czp27AgUF8nbvn07jo6OODkVZ1ZERkaya1fpKZKrV6/G29sbLy8vDh8+XCJt9pZb7TcbNmyIiYkJgwcPLvN8t3uskQ2mpuUn3JlqTLBtXP56YFF37Uk8VepEEEB+QRHfbz/E3uTT1RCZEMU1J5rYfkwT24/QqF0AFWCChaY9ze2+kIkgIYSoYfr06YOnpyeBgYFMmzbtviaCfs/+L79dLWMiCECjIHfY3xkrep2egrxC3ntxITnXcv9p6OI+mVtqcG3XstwxZham9H7h3ssbiEebLBMTtdK9pEiW5syZM8TGxpKYmEiDBg2IiooiPz//rnEPmjEX0N2FuVPKb+Wo1xvoGOb+QOcXVeNhdvT66rvfSp0IuiW/oIivvvuN9j7l/7EX4mFRKBTYWPTFxqJvdYcihBCiAvHx8Q987Ppz+ynUld+4QtdIhc5eherCbdkoBvhpxR7C/xX6wNcWDyZqYk8mP59BQf7dnyWVKgWW9cwI7udVDZGJ2kgyg0StdPbsWfbu3QvAypUr6datGxkZGZw8eRKAr776ii5dugBQr149Y5G869evY2lpiY2NDRcvXuTHH380nvPWuJs3C7Br6Mj27XFcvHgJnU7HypUrjecrj5mFhqGv9kRTRjtijbkpz4/rjoWV2T+6f1F7HT99qcIxR09drIJIhBBCCPEoy7z5F/qKOkRqDejrl/zKWJBXSNIvhx5iZKIsrT1aMPWzYZhbaoqLUAMKBZhbmGLfwo45a8dhZqGp4CxCFJPMIFErtW3blmXLljFy5EhatWrFJ598QkBAABEREcYC0qNGjQIgOjqanj17Ym9vT1xcHF5eXri4uNCyZUvjUjOAYcNexN+/M1q9hvad/4WdfRdaOXliY2POc88OpF+/8iv83zLwpSAAvvr4R5RKJUWFWtSmJuh1el4Y152I0SGV/nqIWuQektoeMPFNCCGEEOKePW5eHwUKDOVNCJkoUGTfnfX+oFn64p/zC2rLysQYdv2QytEDf2BqpqZ9dxfc/J+Ufy/ivkgBaVHrZGRk0KdPH9LT0yvtnDdyC4geu5RLl6+j1Zb8g2emMaFLYBumvN7rvv4Hm3+zgH2/HCbr8nUaNKxHQDdXzC1lpv5R9/L01SQfOlvumHaeDsx5O7yKIhJCCCHEo+jwtfOM2r+IfF3Zy9eV/9XSYNJfJbZpLEyJnNqfgaO7P+wQhRAPQApIC3Efln+zh8tXcu6aCALIL9CyM+EYBw+du69zmlloCOrnzcARQQT385GJIAHAsPAAzDRlJ2WaaUwYOsi/CiMSQojaLyYmhtjY2Ps6ZunSpYwdO7bUfb169eLatWuVEZoQNZZL/WZ4N3BEoyzjc0mBAcuvbty1WYGC0Bc6lnKAEKI2kckgUes4ODhUalaQVqfn+y0HKSqnHXxBQRGrv0ustGuKR5ePWwuGDPTHTGNSYjmYQlE8ERQZ3h4vl+bVF6AQQgi2bNlC/fr1qzsMIR66Wd6D6dLYGVOlCRqlCSoUWKhMURVAg8U3MT30d9aQUqVEY27KtOWjsbKxqMaohRCVQWoGiUdedvZNtLryO4AZDHD6zOUqikjUdVER7fFybc6K9ftJO/JfUICHczOGDGiHW5um1R2eEELUCjNnzmT58uU0b96chg0b4uPjw6JFi/jPf/5DYWEhTz31FF999RUWFhasWbOGd955B5VKhY2NDbt27QIgMzOTsLAwTp1HGIx5AAAgAElEQVQ6xYABA5g1axZQ/OApKSkJOzu76rxFIR46jUrNTM/nuJiXzc5LR7ipLaSF5WO0r9+KnTn7WXv5Zy7+cQW1xoTAfr6Ej+tB81b33r5eCFFzyWSQeORpNGr0FUwGAeUu7RHifnm0bYZH22bVHYYQQtRKycnJfPvtt6SkpKDVavH29sbHx4eBAwfy0ksvAfDWW2+xZMkSxo0bx4wZM/jpp59o2rRpieVfqamppKSkoNFoaN26NePGjaN5c8nOFI+exuY2PPNE+xLbwoYGEjY0sJoiEkI8bLJMTDzyrCw1PNmyUbljNBoTundzraKIhBBCCFGe3bt3M2DAACwsLLC2tqZv374ApKenExgYiJubGytWrODw4cMAdOzYkaioKBYtWoRO9/ey8JCQEGxsbDAzM8PZ2Zk//vijWu5HCCGEqGoyGSQEMDwyEE05mT8mJir6hHlUYURCCCGEKE9pHT6joqL49NNPOXToENOnTyc/Px+AhQsX8t5773Hu3Dk8PT25evUqABrN380dVCoVWq22aoIXQgghqplMBgkB+Pu2ZPRLwZiamqBWq4zbzczU1LMyY84Hz2FjbV6NEQohhBDils6dO7N+/Xry8vLIyclh8+bNAOTk5GBvb09RURErVqwwjj916hT+/v7MmDEDOzs7zp0r2SHUYDBgMOgwGCpeNi6EEELUBVIERYj/6d/Hm/btnmLD5gOkHzmPiYmKrl3aEhLsjIW5aXWHJ4QQQoj/8fb25tlnn8XT05MnnniCwMDiuibvvvsu/v7+PPHEE7i5uZGTkwPAxIkTOXHiBAaDgZCQEDw8PEhNTUWrz+PA5Q/JyNnMn3np7Moci+XFQRgou8OoEEIIURcoDAZDlV/U19fXkJSUVOXXFUIIIYQQAuBG0Xm2nx9GkT4XA7cvD1NiojCjS5PPsTVzrrb4hBBCiAehUCiSDQaDb0XjZJmYEEIIIYR45Oz9czKF+ut3TAQB6NEabrLnz1cwGCRDSAghRN0kk0FCCCGEEOWQosJ1T3bBCXKKMoCyM+S1+jz+vLm3ymISQgghqpLUDBJCCCHEI2P58uXExsaiUChwd3fnvffeY/jw4Vy+fJmGDRvy5Zdf0qJFC6KiorC1tSUlJQVvb2/q1avH2bNnOX36NGfPnuWVV15h/Pjx1X074gFdLUivcIzWcJOr+Yewt+xUBREJIYQQVUsmg4QQQgjxSDh8+DAzZ85kz5492NnZkZWVRWRkJMOGDSMyMpIvvviC8ePHs2HDBgCOHz/Otm3bUKlUxMTEcPToUeLi4sjJyaF169aMHj0atVpdzXclHoQCFXB3a/o7RykUqgrGCCGEELWTLBMTQgghxCNhx44dhIeHY2dnB4CtrS179+7lhRdeAGDo0KEkJCQYx0dERKBS/T0Z0Lt3bzQaDXZ2djRq1IiLFy9W7Q2IStPI3K/CjmEqhRmPWwRUUURCCCFE1ZLJICGEEEI8EgwGAwpF+dkgt++3tLQssU+j0Rh/VqlUUkuoFrNU29PQzAclpWd2KVBiaWKPrcatiiMTQgghqoZMBgkhhBDikRASEsLq1au5evUqAFlZWXTo0IFvv/0WgBUrVtCpU+n1YQwGAwVaLQUyAVRnBDSeiaW6KSqFWYntKoUZGpUtneznVTh5KIQQQtRWUjNICCGEEI8EFxcXpk6dSpcuXVCpVHh5eTFv3jyGDx/O7NmzjQWkb3ezsIglyUksSkyiSGXCMvV8vJs2Ia+oqJruQlQWU5UN3Zut4OyNrRy/9g35uiuYqmx40noQjvX6oVbVq+4QhRBCiIdGYTCU3VLzYfH19TUkJSVV+XUfFgcHB5KSkow1CG7ZtGkTR44cYcqUKSxcuBALCwuGDRvG0qVLCQ0NpUmTJuWeNygoiNjYWHx9fR9m+EIIIYQoRW5hIRHffEvGX39RoCtZX8bMxIRpXYN5zl2WEQkhhBCi5lAoFMkGg6HCSQTJDHqI+vbtS9++fQEYNWqUcfvSpUtxdXWtcDJICCGEENVn9q7dnPnrLwp1dxcaztdqmbEjjs4ODjSxlgwSIYQQQtQuUjPoPuXm5tK7d288PDxwdXVl1apVAMyfPx9vb2/c3Nw4evQoUDzpM3bsWABiYmKIjY1l7dq1JCUlMXjwYDw9PcnLy2PGjBn4+fnh6upKdHQ0d2Zr6fV6IiMjeeutt6r2ZsUj6dZ79U7x8fH06dOnGiISQoiql19UxNrDR0qdCLrFYDDwdWpqFUYlhBBCCFE5ZDLoPm3dupUmTZpw8OBB0tPTCQsLA8DOzo4DBw4wevToUr9I3xIeHo6vry8rVqwgNTUVc3Nzxo4dS2JiIunp6eTl5fH9998bx2u1WgYPHoyTkxPvvffeQ78/IYQQQsAf17JRVlA8uFCnY9+5c1UUkRBCCCFE5ZHJoPvk5ubGtm3bmDx5Mrt378bGxgaAgQMHAuDj40NGRsZ9nTMuLg5/f3/c3NzYsWMHhw8fNu4bOXIkrq6uTJ06tdLuQTyali9fjru7Ox4eHgwdOpTNmzfj7++Pl5cX3bp14+LFi8axBw8epGvXrrRq1YpFixYZt1+/fp0BAwbg7OzMqFGj0Ov1AIwePRpfX19cXFyYPn26cfyWLVto06YNnTp1Yvz48ZJZJISoNUyUyrsydcsaJ4QQQghR20jNoPvk5OREcnIyW7Zs4Y033iA0NBQAjUYDgEqlQnsfbWfz8/MZM2YMSUlJNG/enJiYGPLz8437O3ToQFxcHK+//jpmZmblnEmIsh0+fJiZM2eyZ88e7OzsyMrKQqFQsG/fPhQKBYsXL2bWrFl89NFHAKSlpbFv3z5yc3Px8vKid+/eAOzfv58jR47wxBNPEBYWxnfffUd4eDgzZ87E1tYWnU5HSEgIaWlpODk5MXLkSHbt2oWjoyPPP/98db4EQghxXxwa1EdjouJmOV3DzE1M6OnkVIVRCSGEEEJUDnmcdZ8yMzOxsLBgyJAhTJgwgQMHDtz3OerVq0dOTg6AceLHzs6OGzdusHbt2uLtRVq0ej1RL75Ir169iIiIuK9JJiFut2PHDsLDw40d72xtbTl//jw9evTAzc2N2bNnl8hI69evH+bm5tjZ2REcHMz+/fsBaNeuHS1btkSlUvH888+TkJAAwOrVq/H29sbLy4vDhw9z5MgRjh49SsuWLXF0dASQySAhRK2iUiqJ9vPD3KTs52ZKhYJBLs5VGJUQQgghROWQyaD7dOjQIdq1a4enpyczZ858oKLOUVFRjBo1Ck9PTzQaDS+99BJubm70798fh7bOrEtJx+eDT0k9d4Go5WsxuLfDxd2doUOHGpflCHE/DAYDijtqX4wbN46xY8dy6NAhPv/88xIZaXeOvfV7advPnDlDbGws27dvJy0tjd69e5Ofn39PyyuEEKImG+HnS9cnW2KuVpfYbqpSYqFWs2TQAKxreNZuRkYGrq6u1R2GEEIIIWoYRXV8YfP19TUkJSVV+XVrunUp6bz7Yxz5RSUzgExVKuxt6rHmpedr/IdOUTMdPnyYAQMGsHfvXh577DGysrIICQlh8eLF+Pj48OKLL3LmzBni4+OJiYlhw4YNJZaJ7du3j+PHj9OzZ0/jMrGePXsSHR3NU089xbBhw0hJSeHy5cu4u7vz4Ycf8uyzz+Lk5MTu3btxcHBg8ODBZGdnlyiQLoQQNZ3BYGBXRgZLEpM5fvUKGpUJfdq0ZqiXJ4/Xq/kt5TMyMujTpw/p6emVdk6tVotJORlTQgghhKg+CoUi2WAw+FY0Tv6S1xCXcm4wY8sOCrR3t7At1OnIzL7OBz/t5P1+PaohOlHbubi4MHXqVLp06YJKpcLLy4uYmBgiIiJo2rQpAQEBnDlzxji+Xbt29O7dm7NnzzJt2jSaNGnC8ePHad++PVOmTOHQoUN07tyZAQMGoFQq8fLywsXFhZYtW9KxY0d0ej2Jaefp2D0Kb7+OPPbYY3Tr2rkaXwEhhHgwCoWCLo6OdPnfktfaSKvVEhkZSUpKCk5OTixfvpzff/+d1157jRs3bmBnZ8fSpUuxt7fn1KlT/Otf/+Ly5ctYWFiwaNEi2rRpQ1RUFLa2tqSkpODt7W2sMSeEEEKI2kkyg2qI+XG/sujXJApLmQy6RWOiYs+EkVj9r1i1EDXRhUvZjJ22ipycPHJu3EBlokFtouT4gXV0C/Jn2eI51R2iqOVGjBjBa6+9hrPzw6vVMnfuXKKjo7GwsHho1xCiKmRkZODo6EhCQgIdO3Zk+PDhtG3blvXr17Nx40YaNmzIqlWr+Omnn/jiiy8ICQlh4cKFtGrVit9++4033niDHTt2EBUVxZUrV9i4cSMqlaq6b0sIIYQQZZDMoFom8ex/y50IAlCrVJy58hduTR+voqiEuD+FRVrGTF3J1b9y0esN/JnxG5fPJqHX67C0acof1x5n577jdAmQ7jviwS1evPihX2Pu3LkMGTJEJoNEndC8eXM6duwIwJAhQ3j//fdJT0+ne/fuAOh0Ouzt7blx4wa//vorERERxmMLCgqMP0dERMhEkBBCCFFHSAHpGsJEWfG/CoMBTFTyr0zUXPG/HudGbgF6fXHGYdOnOuPZ9TW8u02ktd8LaPVKFny1W4pLi3uSkZFBmzZtiIyMxN3dnfDwcG7evElQUBC3skutrKyYPHkyPj4+dOvWjf379xMUFETLli3ZtGkTUPxFd+LEifj5+eHu7s7nn38OQHx8PEFBQYSHh9OmTRsGDx6MwWBg3rx5ZGZmEhwcTHBwMAArV67Ezc0NV1dXJk+eXD0viBAP6M7i//Xq1cPFxYXU1FRSU1M5dOgQP//8M3q9nvr16xu3p6am8vvvvxuPs7S0rOrQhRBCCPGQyMxCDdHDudVd3UrupFIqaNXIrooiEuL+/bAjnbz8onLHXL6aw4VL2VUUkajtjh07RnR0NGlpaVhbW/PZZ5+V2J+bm0tQUBDJycnUq1ePt956i19++YX169fz9ttvA7BkyRJsbGxITEwkMTGRRYsWGWtkpaSkMHfuXI4cOcLp06fZs2cP48ePp0mTJsTFxREXF0dmZiaTJ09mx44dpKamkpiYyIYNG6r8tRDiQZ09e5a9e/cCxRObAQEBXL582bitqKiIw4cPY21tjaOjI2vWrAHg1PXLzPz+a5ae2MfV/FyZyBdCCCHqEJkMqiGedmuLupysH3O1CcPb+9xTBpEQ1SX3ZkGFY1QqJTfzyp8wEuKWO5e3JCQklNhvampKWFgYAG5ubnTp0gW1Wo2bmxsZGRkA/PzzzyxfvhxPT0/8/f25evUqJ06cAIqLpTdr1gylUomnp6fxmNslJiYSFBREw4YNMTExYfDgwezatevh3bQQlaxt27YsW7YMd3d3srKyGDduHGvXrmXy5Ml4eHjg6enJr7/+CsCKFStYuOg/NHiqBS4uLsxfsZSPDm/n10uneffgjxzLvli9NyOEEEKISiE1g2oIC1M1S4YO5MXl6yjS6Up0FbNQqwl86gle6uRXjREKUbGWT9hx/Mwl4zKx0mi1Oho3rPntmEXNcOfyljt/V6vVxm1KpRLN/wrsK5VKtFotUNwafP78+fToUbIbY3x8vHE8gEqlMh5zO8mGELWZg4MDR44cuWu7p6dnqZOa9i2aYfJ6P5revIbWoAegSK+j4dh+FAKDdy5lQ0g0zSwbPOzQhRBCCPEQSZpJDeLW5HF+GvciIwPb8YRtfRrXs6JDyxZ88kwf5kb0QSVZQaKGi+jtg9qk7OKiSoWCDj4tqWdpVoVRidrszuUtnTp1uu9z9OjRgwULFlBUVJyRdvz4cXJzc8s9pl69euTk5ADg7+/Pzp07uXLlCjqdjpUrV9KlS5f7jkOI2mDz2UNcys8xTgTd6aa2kP/3u2TGCSGEELWdZAbVMI9ZWjCmcwBjOgdUdyhC3LdWjo3oEeTMzzuPkF9QMsNCqVRgZalh7IvB1RSdqI1uLW8ZOXIkrVq1YvTo0WzevPm+zjFixAgyMjLw9vbGYDDQsGHDCmv+REdH07NnT2wbW/HhqhcYPKkd7Tt7Y6q0onevPvTr1++f3JYQNdbXp/aTpyt7Ka8eA1vOH+Y9n6dRKeQhlRBCCFFbKaoj/d3X19dwqxOMEKJuMRgMfLMhka/X70en06NUKCgs0uLh3IxJo0Oxb2RT3SE+sLlz5xIdHS3txqtIRkYGffr0IT09vcqvnau9yg/nXiOn6CJaQx4AJgoNBgx0avQqber3qvKYqpKDgwNJSUnY2UnTgkdNpx8+4kpB+ZlzaoWSPb0nYG0qWZ5CCCFETaNQKJINBoNvReMkM0gIUakUCgWDB7Tj2ad9OHb6EgWFRbRoYoudrVV1h/aPzZ07lyFDhtzXZJBOp0OlKnvp3L2OEVVHZ9Cy6ew4coouYODvpTJaQ3GB9IRLc7EwsaWFlWRwirrHVmNZ4WSQQqHAwsS0iiISQgghxMMg+b1CiIfCxESFi5M93q4tatxE0KxZs5g3bx4Ar776Kl27dgVg+/btDBkyhNGjR+Pr64uLiwvTp08HYN68eWRmZhIcHExwcPFSt59//pn27dvj7e1NREQEN27cAIqzKmbMmEGnTp1Ys2YNJ0+epFu3bnh4eODt7c2pU6eIj48nODiYF154ATc3NwC+/vpr2rVrh6enJyNHjkSn06HT6YiKiqJBgwa0aNGCjz/+2BiPs7Mz7u7uPPfcc1X6+lUVBweHaskKyrixmzxtVomJoNvpDAXsu7zgns/37rvv0qZNG7p3787zzz9PbGwsQUFB3MqQvXLlCg4ODsXXzsggMDAQb29vvL29jR2eoPh96+bmhoeHB1OmTAFg0aJF+Pn54eHhwaBBg7h58yYAUVFRjB49muDgYFq2bMnOnTsZPnw4bdu2JSoqynjOlStX4ubmhqurK5MnT76fl0nUUYNb+mGuUpe5X4mCXs1cpLupEEIIUctJZpAQ4pHTuXNnPvroI8aPH09SUhIFBQUUFRWRkJBAYGAgERER2NraotPpCAkJIS0tjfHjxzNnzhzi4uKws7PjypUrvPfee2zbtg1LS0s+/PBD5syZw9tvvw0Utzy/1Qbd39+fKVOmMGDAAPLz89Hr9Zw7d479+/eTnp6Oo6Mjv//+O6tWrWLPnj2o1WrGjBnDihUrcHFx4b///S/9+vWjT58+dOvWDYAPPviAM2fOoNFouHbtWrW9lnXR0Ws/UPS/pWFluV6USU7Rn9RTP17uuKSkJNatW0dKSgparRZvb298fHzKHN+oUSN++eUXzMzMOHHiBM8//zxJSUn8+OOPbNiwgd9++w0LCwuysrIAGDhwIC+99BIAb731FkuWLGHcuHEA/PXXX+zYsYNNmzbx9NNPs2fPHhYvXoyfnx+pqak0atSIyZMnk5ycTIMGDQgNDWXDhg3/n707D4iy7B4+/p2FVRAXiFAJcEcYWQRBESRNsERy19ISS01NrafwUdPSyqxM+5Vpbmmk4VKWa265paamoChoKJq44Y4gO8zy/sHrPCKCSwgC5/OXM/d13/e5EAbmzLnORbdu3R7myyWqmPBnWvJd0l4uZaffs4m0hdqUN12lgboQQghR2UkySAhR7bRq1YrY2FgyMjIwMzPD29ubmJgYdu/ezcyZM/npp5+YP38+Wq2WS5cucfz4cVq2bFnkGmFhYcTExFC3bl3s7OywtrYmKSnJeE7jxo1xdnZm586dXLx4EUdHR4KDg9m5cyfXrl3j3XffRalU8tlnn7Fp0yaGDx/OgQMHqFmzJs2aNSMnJ4dTp07h5eXFP//8w4ULF6hfvz49evTgo48+Iisri6eeegpvb2/Wrl1bQV/JqilXd+u+Y5QKNfm6LCi5gAKAPXv28OKLL2JhYQFA165dSx1fUFDAyJEjiYuLQ6VScfLkSQC2bt3KoEGDjEsU69SpA0BCQgITJ04kLS2NzMxMQkNDjdfq2rUrCoUCjUaDvb29sQLNzc2N5ORkzp49S3BwMHZ2dgD079+fXbt2STKomrNQm7C8/WuM3L+C42mXMWBAbzBgqlRR28yS2f59cZRt5YUQQohKT2p8hXgEaWlpfPvtt2V2vZiYGEaPHl1m1xOlMzExwdnZme+//562bdsSGBjIjh07OH36NBYWFkyfPp1t27Zx9OhRunTpQm5ubrFrjB49mt69e3Pz5k1sbGzYvXs3Wq0Wd3d3HBwcCA4OBgobat/tww8/xNvbm/bt29O9e3fOnTuHwWCgZ8+eNGrUiLi4OE6cOEFISAgWFhYcOXKEp59+ms2bNzN48GBGjhxJamoqq1ev5vLly7i6uqLVaovdRzyaWqbPoEBR6hi9oYAaJvdvrlzSJg1qtRq9vrDq4s7vr//7v//D3t6eI0eOEBMTQ35+vvE6CkXxmCIiIpg1axbx8fFMmjSpyLXMzMwAUCqVxn/ffqzVakuMTYi65jVYFvwaKzsM5l33jvzHrQNz277E1tDRNK9VejWcEEIIISoHSQYJ8QgeJRmk0+lKPObj42PsYSPKR1BQENOnTycoKIjAwEDmzp2Lp6cnt27dokaNGtjY2HDlyhU2btxoPMfa2pqMjAwADh8+zC+//IKXlxfnz58nPj4epVJJz549i9zH2tqaBg0asHPnTgDy8vLYtWuXsU9R586dqV27NkFBQWzcuNGY1ElNTeXmzZtkZ2ej1+txcnKib9++HDp0iG3bttGqVStGjx5Neno66enpxn5F4t/T1O6JSmFW4nEFCupb+mCuuv/OeO3atWPdunXk5uaSmZnJb7/9BhT2Q4qNjQVg5cqVxvHp6ek4ODigVCpZsmSJ8XUjJCSERYsWGXsC3V4mlpGRgYODAwUFBURHRz/UPP38/Pjjjz+4fv06Op2OZcuW0b69LP8R/9Ok5lMMbOzP603b0trO+Z4JSSGEEEJUTpIMEuIRjBs3jtOnT+Pp6Ymvry9hYWHGYyNHjiQqKgoo3kg4ODiYsWPH0rp1a5o2bcru3bsBWL58OdbW1gBMnjyZV155hQ4dOtCkSRMWLFjwwHGtXr2a48ePl91Eq7DAwEAuXbpEmzZtsLe3x9zcnMDAQDw8PPDy8sLNzY3XXnuNgIAA4zlDhw7l+eefx8vLi3379rF69Wqsra3R6XS8/vrrmJiYFNkV7Hb1x5IlS1i2bBkxMTG0bdvWWO1xp2bNmjFmzBiSk5Np2bIlnTp14vr169y6dYvg4GDWrl3LrFmz6Rw+kFcGvs65lDRSrqSTk5tH69atqVWrVrl83aoDO/PmOFsFoFbca9tsBSZKS9o+NfKBruXr60t4eDgeHh706NEDHx8fbGxsiIyMZM6cObRt25br168bx48YMYIffvgBf39/Tp48SY0aNYDCpGF4eDg+Pj54enoyffp0oLA5tZ+fH506daJ58+YPNU8HBwc+/mQKrQP9qdfcidxnTFD41CFLW7wSTgghhBBCVC2KiigT9/HxMdzeRUWIyig5OZmwsDASEhLYuXMn06dPZ/369UBhMsjHx4eIiAicnZ0ZMWIE//3vfwEIDg6mVatWzJgxgw0bNvDll1+ydetWli9fzpAhQ8jIyGDy5MmsWrWK/fv3k5WVhZeXF3/99Rf16tW7b1wRERGEhYXRq1evxzr/6m7NmjV89913rFu3jsTERDw9Pdm0aRNhYWFFKnSee+453n33XZ5//nn+85//cPjwYXbu3Mmbb77JM888w9ixY9myZQuhoaFcu3YNGxsbHBwcOHHiBFZWVrRv357OnTszefJk+vR9mTPXamBZuyH7fptKq9D3wKAnftcs3DwC2L11OaYm0gaurOgNOg5eX0jCzV9QKJSAAr2hgLpmjQh+ejy1zZwe+FqZmZlYWVmRnZ1NUFAQ8+fPx9vb+/EF/4BOZVxg/NFvKTDoyNHlAWCuNMUATGgxEL+6bhUboBBCCCGEeGgKhSLWYDD43G+cVAYJ8Zj17du3yOMePXoAhU2Mk5OTjc8bDAYGDhzInDlzyM/Px2AwcPbsWfLz8wkMDCQ0NJRLly4BcPr0aTp37kyrVq0IDAwkMTGRvXv3snbtWsaMGYOnpyenT58utzlWN507d0ar1dKyZUvef/99/P397zlu0qRJvPXWWwQGBhapGJo0aRJbtmzB29ubjRs34uDggLW1NSYmJnzwwQf4+fkRFhZmrPTQ6w0ciEsmMzsPncEEe2c/4rbN4O/9UdSwacDVG5l89d32cpl7daFUqPCzG8rAxmsJqfcRHRwm0Nv5e7o7zX2oRBAUVpR5enri7e1Nz549n4hEUGr+Lf57ZBa3tNnGRBBArj6fPH0+nxyP4lTGhQqMUAghhBBCPE7yMbIQ/9KdjWCBYs2Gby/zuO12I1eVSlWk6W9WVhZDhw7FxcWFNWvWMHv2bFatWkX79u3p378/ubm5TJgwgUWLFjF06FDmzp1LkyZN+OuvvxgxYgTbt28nPDxcKoPKgZmZWZFeQrfd3bcnMDDQuBvUnWxsbNi8eTNqtZp9+/axY8cO4/fF6NGjizUTPxCXjItHbwq0hf1jnFp0xqlF5yJjNv1xnBGvtseqRsm9bsTDUyvNaFDD919dY+nSpWUUzYN5kArBdRd3k68vuel4vl5L9NnNTHJ//XGEKIS4jzsrkB+nO18vBg8ezDvvvEOLFi0e6z2FEEI8GSQZJMQjuLORsJOTE8ePHycvL4/c3Fy2bdtGu3btHvqa5ubmBAQEsGHjJm6k3uTXVWtIiI8nJiaGY8eOoVQqcXBwIDMzk71799K7d2/juXl5eaVcWTxpzp07R58+fdDr9Ziamt63L9Ta348aE0ElUQBxxy/QzrdRGUYqqqrfrxykwFByMsiAgb9Sj6E36FEqpIhYiCeRTqcrUnX6b3333Xdldi0hhBBPPkkGCfEI6tatS0BAAO7u7jz//PP06dOHli1b0qRJE7y8vB75utPmbmHp6oPkFNQg9lAcuoI8Bg6JZMHsT1CpCt+Q3UpxQMcAACAASURBVLp1i1q1ahEXF1dW0xHlrEmTJhw+fPiBxyeeunzfMQUFulJ3rBOVW1ZWFn369OHChQvodDref/99Tpw4wbp168jJyaFt27bMmzev2G5P48aNY+3atajVakJCQpg+fTrr1q1jw9j5aAu0mNQ0RzMxFLM6NYrd02AwoDXoMJVkkBAVQqvVMnDgQA4fPkzTpk1ZvHgxLVq04LXXXmPLli2MHDmSjIwM5s+fT35+Po0bN2bJkiVYWloSERFBzZo1iYmJ4fLly0ybNo1evXphMBgYNWoU27dvx8XFhTt7hwYHBzN9+nR8fO7bZkIIIUQVIMkgIR7R3Us/pk2bVmzMnT2BAOP24gC2trbG4x6e3uTm5rL859/Q6fTk5mZQr3F7riT/xdHTOUz6cj0fvNWZpKQk3NzccHFx4eeff6ZreDd27D3Bvv0xNHdtgUJlaqxYElVH2q3s+47RGww0crIrh2hERdi0aRP16tUzbk2fnp5Op06d+OCDDwB45ZVXWL9+PV27djWek5qayqpVq0hMTEShUJCWlgYUbnf/8pJ3SMq8wIX1CSQvj6XZiKBi96yhtsBUaVIOsxNC3MuJEydYuHAhAQEBvPbaa3z77bdAYSXxnj17ALhx4wZDhgwBYOLEiSxcuJBRo0YBcOnSJfbs2UNiYiLh4eH06tWLVatWceLECeLj47ly5YoxuSSEEKL6kY/7hHgCrP39KJY17Un55wCXz+xDryvAoWEAzVq/QtLhtXw9dTjNXd3Zu3cvANHR0Xz+xdfYPe1M727PEbVkGQuW7uFIsjljxn0gDaSrGLXqwV6q69nL9vJVlUajYevWrYwdO5bdu3djY2PDjh078PPzQ6PRsH37do4dO1bknJo1a2Jubs7gwYP59ddfsbS0BODChQv89e5K9g2KJnlFLJlnUovdz0ShJrx+YLnMTQhxb46OjgQEBAAwYMAAYwLozo0pEhISCAwMRKPREB0dXeR1oFu3biiVSlq0aMGVK1cA2LVrFy+99BIqlYp69erRoUOHcpyREEKIJ4lUBglRwQwGA38cvIxXx8jCJ7x6Go9Z1aqPJmgEAK00zzBkSB8ALlzTYtOwFx4N/tfzo0Crx9LmGVoGv0NL1wY0aiS9Y6oKjWsD9sX+U+qYZ+rXQalUlDpGVF5NmzYlNjaWDRs2MH78eEJCQpg9ezYxMTE4OjoyefLkYs3r1Wo1Bw4cYNu2bSxfvpxZs2axfft2Ro0axYT/jGOP03n+3LWHE4v+LHqeQkVdMxt6NgguxxmKyiotLY2lS5cyYsSIMr1uTEwMixcvZubMmURFRRETE8OsWbPK9B5PuruXfd5+fOfGFBEREaxevRoPDw+ioqKKVCDf3pgAKLIc7O7rCiGEqJ6kMkiICpadk092Tv59x505fwMo/INu5qId5OXfu/lrfoGOhBMp/J10qUzjFBVnQPfWmJuVnLs3M1XzWt+25RiRKG8pKSlYWloyYMAAIiMjOXToEFC43DQzM5OVK1cWOyczM5P09HReeOEFvvrqK+Li4sjOzuPixSskn8mir+55DH9cRalQYKkyp4bKHFOlmrZ1NXzj/Q411BblPU1RCaWlpRmXL5UlHx8fZs6cWebXrUzOnTvHvn37AFi2bNk9N6fIyMjAwcGBgoICoqOj73vNoKAgli9fjk6n49KlS+zYsaPM4xZCCFE5SGWQEBXMxESF/o5P7EpiZlr443oq+Ro303NKHZuXr2Xd1nhcmziUSYyiYnm0aEC/F31ZviaG3LyCIsfMzUzoENCUjgHNKig6UR7i4+MZM2YMSqUSExMT5syZw+rVq9FoNDg7O+Pr61vsnIyMDF588UVyc3MxGAy8+OIQevWcSS0bf957bzTm5jbY2brgaOXAJLfX0aOnkVV9bEysKmCGorIaN24cp0+fxtPTk06dOvHUU0/x008/kZeXR/fu3fnwww8B+OSTT1i8eDGOjo7Y2dnRqlUrIiMjizQtvn79Oj4+PiQnJ7Nz506mT5/O+vXri9xv3bp1TJkyhfz8fOrWrUt0dDT29vYVMfXHztXVlR9++IE33niDJk2aMHz4cL755psiYz7++GP8/PxwcnJCo9Hct29g9+7d2bJ1M41auFDXqTaNW7twOfdikcohIYQQ1YMkgyqIs7MzMTEx2NraVnQoooKZmqhp6VqfuGMXShmjIiTIFYC0Wzn37SFjMBi4liqNpKuSwf0C0DSrxw8r93PsRAoGoLGzHQN6+PFsm6ZS9l/FhYaGEhoaWuQ5Hx8fpkyZUmxsVFSU8d8HDhwA4P++3Mjvvx8jL6+AmjWb0sY/0jjGzEyN7h81rVq5PJ7gRZX22WefkZCQQFxcHFu2bGHlypUcOHAAg8FAeHg4u3btokaNGixfvpzDhw+j1Wrx9vamVatWj3S/du3asX//fhQKBd999x3Tpk1jxowZZTyriufs7Mzx48eLPX/3xhTDhw9n+PDhxcbd+ToAhZWCAPtu7MBqaA69hj5LgaGwKvms8jDTEsex7vc1WJvYlM0EhBBCPPEkGfQE02q1qNXyX1QdvN4vgMiPfylx6ZdaraJ7Z08AnqprRYG29C3ElUoF9Z+uXeZxiorl5+WCn1fhG3aDwSAJIPFAUi7eZMuWBPJLeH3Jy9Py1f9tYvGSYfI9Jf6VLVu2sGXLFry8vIDCBERSUhIZGRl0797d2MQ8PDz8ke9x4cIF+vbty6VLl8jPz8fFRZKYDyo+LYZfL/xAgaFohWm+Po/LuRf5Jukjxrl+gVIhXSSEEKI6kFf7B5CcnEzz5s0ZPHgw7u7u9O/fn61btxIQEECTJk04cOAAkydPZvr06cZz3N3dSU5OJisriy5duuDh4YG7uzsrVqwwjvnmm2/w9vZGo9GQmJgIwOTJkxk6dCghISG8+uqr5ObmMmjQIDQaDV5eXsa13SU9HxUVRbdu3ejatSsuLi7MmjWLL7/8Ei8vL/z9/UlNLb5rjKh4Xm6OvDOkI6amKkxNVMbnzc3U1LA05csPemFbp3DphlODutSzL/2TOxO1ivBOLR9rzKJiyZt28aA2bDyCXq8vdUxqahanT18tp4hEVWUwGBg/fjxxcXHExcVx6tQpXn/9daDk1yy1Wm38/ry7Cfq9jBo1ipEjRxIfH8+8efMe6BxR+H+zJiXaWA10Nz060gpSOX7rcDlHJoQQoqJIMugBnTp1irfeeoujR4+SmJjI0qVL2bNnD9OnT2fq1Kklnrdp0ybq1avHkSNHSEhIoHPnzsZjtra2HDp0iOHDhxdJJMXGxrJmzRqWLl3K7NmzgcJ+EcuWLWPgwIHk5uaW+DwUbjO6dOlSDhw4wIQJE7C0tOTw4cO0adOGxYsXP44vjygDXTpqWDF7MC+96EvL5vXxcndkxKvt+XX+G7g3q1dk7LtDnzP2ELqbmZmaIL/GNHxGliAKISAl5SZabenJIJVKydWrt8opIlGVWFtbG/vUhIaGsmjRIuOSpIsXL3L16lWCgoJYtWoVOTk5ZGRksG7dOuP5zs7OxMbGAtyzEfrdbqalYvOUmgJ9Dj/88MNjmFHVdD3/Cmn5pX8gmKfPZd91aSgthBDVhaxBekAuLi5oNBoA3Nzc6NixIwqFAo1GQ3JyMp6envc8T6PREBkZydixYwkLCyMwMNB4rEePHgC0atWKX3/91fh8eHg4FhaFu7js2bOHUaNGAdC8eXOcnJw4efJkic8DPPvss1hbW2NtbY2NjQ1du3Y1xnL06NGy/LKIMmZX15ohLxffLeRunm6OfDa+O1NmbiAnJx+dwYBSqUCn1dO1o4aRg54th2iFEJVB3bpWKJUK9PqSG8Tq9QZq1bIsx6hEVVG3bl0CAgJwd3fn+eef5+WXX6ZNmzYAWFlZ8eOPP+Lt7U3fvn3x9PTEycmpyN9CkZGR9OnThyVLltChQ4cS75NZcJnVyRG0f8NA7969qG1vindr9wfagEFAtjYLlUJFwX2+XFk66TcohBDVhSSDHpCZmZnx30ql0vhYqVQae/vcWYZ/u0qnadOmxMbGsmHDBsaPH09ISAgffPBBkWuqVCq02v/1cqhRo4bx3yXt7lDarg/3i1VUDb4eTqxaMIzDx85zPuUmlhamtGnlgnUN84oOTQjxBOncuSW/rY8jL6/k139LS1OaN69X4nEhSrN06dIij996661iYyZMmMCECROAwiXxtzVv3rzIB1W3m6IHBwcTHBwMgH+32igCbpKafxnPjjZ4dvQGQIEKM1VNsgquUsPkqbKcUpVT27QuWkPpfwMqUWJvVr+cIhJCCFHRZJlYGXF2dubQoUMAHDp0iDNnzgCQkpKCpaUlAwYMIDIy0jjmQQUFBREdHQ3AyZMnOXfuHM2aNSvx+bsZoMSmxKLyUyoVtNI8Q7dQD0KCXCURJIQoplEje7y8nDEtZWnpsGEdUSqlD5V48uRoU/nr2tfoDHnFjhnQkadL58+rX1RAZJVLTZNaNLJqXuoYlUJNoF1IOUUkhBCiokllUBnp2bMnixcvxtPTE19fX5o2bQoU9vQZM2YMSqUSExMT5syZ81DXHTFiBMOGDUOj0aBWq4mKisLMzKzE56GwamjjruMsXvUXV67doseb82no4kg980ulVhQJIYSomiZN7s6nU9eyf/8p9HoDWq0ec3MTDAYDI0Y8R4eOLSo6RFGN3FkZdD8n0teVetyAnkvZsWRrb2CprvsvI6vaejYYyIwTE8nTF2+6baoww7O2Hw0sncs/MCGEEBVCURHJAR8fH0NMTEy537c6MBgMfDJnE9v3nyT3riUB5mZqOrZpxnvDQmUnIiGEqIYuXUpj1x+JZGTkUr9BbYKDXbGwMK3osIQo0e8X/8v5rL2ljjFRWvFcvak4WHqXU1SVV0rOeZaencPl3IuoFIW7l+rRE2z3As879JJt5YUQogpQKBSxBoPB537jpDKoivnjwCm2708qlggCyM3Tsm3fSdr5NKK9b5MKiE4IIURFcnCoRd9+/hUdhhAPTKUwu/8ggx6VQpKaD6KehSORzadyJTeFq7kpmChNaWjVHFOlfP2EEKK6kfR/FbNkzQFy8wpKPJ6bV8CPaw6WY0RCCCGEEI+moXVH1AqL0gcpFNQ1L943UZTM3rwemlo+NK/ZUhJBQghRTUkyqIo5dfbqfcckJd9/jBBCCCFERXvGqh2mSivg3svb1Qpz3Gu/hEphUr6BCSGEEJWcJIOqmAfpBaSUfkFCCCGEqASUCjXPO87EQlX7rgohBWqFOU5WQXjWebXC4hNCCCEqK+kZVMV4uzmyPy65xOMKoJX7M+UWjxBCCCHEv2Fj6kgvlxWcydjGifR1FOizqGXqglvtPjxl7i6bYgghhBCPQCqDqpiB3f0wNy05x2dmqubVbq3L9J5WVlYVcq4QlcH9vsfT0tL49ttvjY+Tk5NZunTp4w5LCCEqFROlBU1twuj6zDx6OP9Ih3ofY2+hkUSQEEII8YgkGVTFeDRvwNB+7TAzVRdZDqZUKDAzVTPspUA0zepXYIRCiDtJMkgIIYQQQghR3iQZVAX169KKuR/2o2PbZtSxsaROLUs6tm3G3I/60ecF78d67y+++AJfX19atmzJpEmTjM//+OOPtG7dGk9PT9544w10Ol2R865fv06bNm347bffHmt8QlSke/18jBs3jtOnT+Pp6cmYMWMYN24cu3fvxtPTk//7v/8jKiqKkSNHGq8RFhbGzp07Adi0aRPe3t54eHjQsWPHipiSEE+8uxOuQgghhBBCegZVWc0a2vPh6C7les8tW7aQlJTEgQMHMBgMhIeHs2vXLuzs7FixYgV//vknJiYmjBgxgujoaF59tbDh45UrVwgPD2fKlCl06tSpXGMWoryU9PPx2WefkZCQQFxcHAA7d+5k+vTprF+/HoCoqKh7Xu/atWsMGTKEXbt24eLiQmpqanlNRYhK5XYyaMSIEeVyP4PBgMFgQKmUz9uEEEII8eSSv1REmdmyZQtbtmzBy8sLb29vEhMTSUpKYtu2bcTGxuLr64unpyfbtm3jn3/+AaCgoICOHTsybdo0SQSJKq2kn49HtX//foKCgnBxcQGgTp06ZRWqEFXKndV3vr6+hIWFGY+NHDnSmHB1dnbmvffeo02bNvj4+HDo0CFCQ0Np1KgRc+fONZ5zrwq/5ORkXF1dGTFiBN7e3pw/f75c5yiEEEII8bCkMkiUGYPBwPjx43njjTeKPP/NN98wcOBAPv3002LnqNVqWrVqxebNm2nfvn15hSpEuSvp5yM5ObnU89RqNXq93vg4NzfXeD1pnCrE/d1ZfXe78q4kjo6O7Nu3j//85z9ERETw559/kpubi5ubG8OGDSuxwu+ZZ57hxIkTfP/997IkTQghhBCVglQGiTITGhrKokWLyMzMBODixYtcvXqVjh07snLlSq5evQpAamoqZ8+eBUChULBo0SISExP57LPPKix2IR63kn4+rK2tycjIMI67+7GzszNxcXHo9XrOnz/PgQMHOHcxFbWlA9u27TBW2ckyMSH+vfDwcAA0Gg1+fn5YW1tjZ2eHubk5aWlppVb4OTk54e/vX5HhCyGEEEI8MKkMEmUmJCSEv//+mzZt2gCFW2r/+OOPtGjRgilTphASEoJer0eBkp7PDcJabY+2QMeV86ksX76crl27UrNmzXLr6yBEeSrp56NRo0YEBATg7u7O888/z9SpU1Gr1Xh4eBAREcHbb7+Ni4sLGo2Gp+s5Y2blwNeLtmPr0BT7pmF4tw7Grk4NnJ0a8Pvvv1fwLIV4spVUaXebmZkZAEql0vjv24+1Wm2pFX41atR4jJELIYQQQpQthcFgKPeb+vj4GGJiYsr9vqJi6fV65n+8ho1L92IwQEG+FrVahVKloG3nlrw7/WXUJqqKDlOIJ9L2vSf4ZOZG8vK1xY6ZmaqZOPp5nm3brAIiE+LJduPGDby9vTl79iznz58nMDCQEydOkJubi6enJ5MmTSIiIgJnZ2diYmKwtbUlKiqKmJgYZs2aBWA8dujQId5//322bduGlZUVFy9exMTEhOzsbMLCwkhISKjg2QohhBCiulMoFLEGg8HnfuOkMkiUmyUzNrJp+T7y8/73Zlar1YEW9m6OR61ewbszXq7ACIV4MhUU6Pj82y33TAQB5OVr+XzOFgJbN0atloSqEHeqW7dukeq7Pn360LJlS5o0aYKXl9dDXevOCj+93kC+TkGz1i+TnaPl4pU0tuz+mw5tmsrPoRBCCCGeeGVSGaRQKDoDXwMq4DuDwVBq8xepDKp+sjNzecnnA/JzC0ocY2KmZuHOCdg51CrHyIR48v2x/ySffLOJ7Jz8EsdYWpgyYdTztPdvUo6RCVE9Xbh0k2ETl5Gdk18kSWthZoJTgzp8M7kvlhamFRihEEIIIaqrB60M+tcNpBUKhQqYDTwPtABeUigULf7tdUXVcmD7cVSq+3+77dlwpByiEaJyuXApjfwSqoJuy8/XcvFyWjlFJET1pdcbePvjlaTdyilWrZeTV8A/567z+bwtFRSdEEIIIcSDKYvdxFoDpwwGwz8GgyEfWA68WAbXFVVIZnoOOp2+1DEFeVoy07PLKSIhKo8almao1KW/XKvVSmpYSiWCEI9bTPxZ0m5lU1JldX6Bjl1/JZF2S36fCSGEEOLJVRbJoPrA+TseX/j/zwlhZN+gzn0rg8wtTXmqQZ1yikiIyiPIrzEGfelLevV6A4GtG5dTREJUX/sO/UNOKUueAdRqFXHHL5RTREKIJ1VUVBQjR46s6DCEEOKeyiIZpLjHc8XetSgUiqEKhSJGoVDEXLt2rQxuKyoT78Cm990pzKA3EPiCRzlFJETlUadWDToFuWJmeu+e/2amakKCWlCnlmxtLcTjVqAtvcr1Np3+wcYJIYQQQlSEskgGXQAc73jcAEi5e5DBYJhvMBh8DAaDj52dXRncVlQmKrWK0Z/2wczc5J7HzSxMeP29rlhamZdzZEJUDmPe6ESATyPMTNWolIU5eJVSgZmpmgDfRkS+8VwFRyhE9eDhWh/LEn6X3abV6mjW8OlyikgI8TglJyfTvHlzBg8ejLu7O/3792fr1q0EBATQpEkTDhw4QGpqKt26daNly5b4+/tz9OjRYtdZt24dfn5+eHl58dxzz3HlyhUA/vjjDzw9PfH09MTLy4uMjAwuXbpEUFAQnp6euLu7s3v37vKethCiGiiLreUPAk0UCoULcBHoB8j+4KKYds97oFarmDVxJdmZuYU1ZQYwMVXz+viuhPTxq+gQhXhiqdUqPorsyj/nrrN+WzxXrt3C3q4mYR01NHzGtqLDE6LaaO/XhOnzt5Z4XKVU4Nr4aRo8LTtjClFVnDp1ip9//pn58+fj6+vL0qVL2bNnD2vXrmXq1Kk4Ojri5eXF6tWr2b59O6+++ipxcXFFrtGuXTv279+PQqHgu+++Y9q0acyYMYPp06cze/ZsAgICyMzMxNzcnPnz5xMaGsqECRPQ6XRkZ0sPMiFE2fvXySCDwaBVKBQjgc0Ubi2/yGAwHPvXkYkqyb+TO37PuXE89gw3LqdjU8cKd79GD7TTmBACGj5jy+hBz1Z0GEJUW6Ymaj7974uM+XQVefkF3NlHWq1SYm1lzqS3ulRcgEKIMufi4oJGowHAzc2Njh07olAo0Gg0JCcnc/bsWX755RcAOnTowI0bN0hPTy9yjQsXLtC3b18uXbpEfn4+Li4uAAQEBPDOO+/Qv39/evToQYMGDfD19eW1116joKCAbt264enpWb4TFkJUC2XyDtxgMGwwGAxNDQZDI4PB8ElZXFNUXQqFAjefhgSFeeHRtokkgoQQQlQq3u7PMH/qy7T3a4JapUStUmJhZkK3UE8WzxiIvW3Nig5RCFGGzMzMjP9WKpXGx0qlEq1We8/dBRWKom1VR40axciRI4mPj2fevHnk5uYCMG7cOL777jtycnLw9/cnMTGRoKAgdu3aRf369XnllVdYvHjxY5ydEKK6KotlYkIIIYQQ1UojJzs+iXwRrU5PXl4BFuamKJX32lNDCFHVBQUFER0dzfvvv8/OnTuxtbWlZs2iSeH09HTq1y/ccPmHH34wPn/69Gk0Gg0ajYZ9+/bx++Y9HNp/hgaOjrwyYCBZWVkcOnSIV199tVznJISo+iQZJIQQQgjxiNQqJWpLs/sPFEJUWZMnT2bQoEG0bNkSS0vLIsmeO8f07t2b+vXr4+/vz5kzZwD46quv2LFjBwX5OvKzLNBeu8jFa5s4fXE3CoUK+6frsnHz6vKekhCiGlDcq6zxcfPx8THExMSU+32FEEIIIYQQ4klyLO4c40cuIS+3oNgxM3MTnnuhJaPf61oBkQkhKiOFQhFrMBh87jdOmrUIIYQQQgghRAWZ+dn6eyaCAPJyC/j9tyNcPH+jnKMSQlR1kgwSQgghhBBCiApwLvkal86nljpGr9Oz4dfYcoqo4nzwwQds3boVgODgYG6vJHF2dub69esVGZoQVZL0DBJCCCGEEEKICnDtcjpqExV5edoSx2i1ei6cq/qVQR999FFFhyBEtSKVQUIIIYQQQghRAWraWKLXl97DVaFQUKeuVTlF9PDGjh3Lt99+a3w8efJkPvzwQzp27Ii3tzcajYY1a9YAkJycjKurK0OGDMHNzY2QkBBycnIAiIiIYOXKlaXeq1u3brRq1Qo3Nzfmz5//+CYlRDUgySAhhBBCCCGEqACNmztgWaP0HQnNzNSEhnuVU0QPr1+/fqxYscL4+KeffmLQoEGsWrWKQ4cOsWPHDt59911ub1yUlJTEm2++ybFjx6hVqxa//PLLA99r0aJFxMbGEhMTw8yZM7lxo+pXTAnxuEgySAghhBBCCCEqgEKhYPBbnTAzN7nncRNTFU1b1KOZW/1yjuzBeXl5cfXqVVJSUjhy5Ai1a9fGwcGB9957j5YtW/Lcc89x8eJFrly5AoCLiwuenp4AtGrViuTk5Ae+18yZM/Hw8MDf35/z58+TlJT0OKYkRLUgySAhqoDJkyczffr0Eo/PnTuXxYsXA0Ub8gkhhBBCiIrVoXNLhr4dgqmZ2pgUUqkUmJmpaentzEdfvYxCoajgKEvXq1cvVq5cyYoVK+jXrx/R0dFcu3aN2NhY4uLisLe3Jzc3FwAzs/9VQqlUKrTakvsl3Wnnzp1s3bqVffv2ceTIEby8vIzXFEI8PGkgLUQ1MGzYsIoOQQghhBDiiZecnExYWBgJCQnlet+wXr4821nDjk3xnDtzDauaFrTv5IZTw6fKNY5H1a9fP4YMGcL169f5448/+Omnn3jqqacwMTFhx44dnD179l/fI/XmTaxtbLCwsCAxMZH9+/eXQeRCVF+SDBKikvrkk09YvHgxjo6O2NnZ0apVKxYsWMD8+fPJz8+ncePGLFmyBEtLSyZPnoyVlRWRkZHG8/V6PYMGDcLR0ZEpU6awbNkypk6disFgoEuXLnz++ecAWFlZ8dZbb7F+/XosLCxYs2YN9vb2FTVtIYQQQogqqYaVOWG9fCs6jEfi5uZGRkYG9evXx8HBgf79+9O1a1d8fHzw9PSkefPmj3ztAp2e/67exL6LVzif9A+W9RrQuEkTfHxbl+EMhKh+ZJmYEJVQbGwsy5cv5/Dhw/z6668cPHgQgB49enDw4EGOHDmCq6srCxcuvOf5Wq2W/v3707RpU6ZMmUJKSgpjx45l+/btxMXFcfDgQVavXg1AVlYW/v7+HDlyhKCgIBYsWFBu8xRCCCGEKG86na7YbldxcXH4+/vTsmVLunfvzs2bN4HC5fdjx46ldevWNG3alN27dxuvMWbMGHx9fWnZsiXz5s0D4JVXXjHurAXQv39/1q5dW/6TfAzi4+PZsWMHALa2tuzbt4+YmBi+++47/v77b5ydnXF2di5SdRUZGcnkyZMBiIqKolevXkDhkjAfHx/2/nMW2zfHsPfSNfRKJfVfGcozIyIxwPR/tQAAIABJREFUdO4OPQbg2sqn3OcpRFUhySAhKqHdu3fTvXt3LC0tqVmzJuHh4QAkJCQQGBiIRqMhOjqaY8eO3fP8N954A3d3dyZMmADAwYMHCQ4Oxs7ODrVaTf/+/dm1axcApqamhIWFAQ/f5E8IIYSorqRHX+V1r92uXn31VT7//HOOHj2KRqPhww8/NI7XarUcOHCAr776yvj8woULsbGx4eDBgxw8eJAFCxZw5swZBg8ezPfffw9Aeno6e/fu5YUXXqiQeT7pcgu0jPp5PbkFWgx3HSvQ6UnNymbcms0VEpsQVYEkg4SopO7VSDAiIoJZs2YRHx/PpEmTSmyq17ZtW3bs2GE8fnurz3sxMTEx3uthmvwJIYQQQlRGd+92dfr0adLS0mjfvj0AAwcONH5oBoWV2bfH3v7QbMuWLSxevBhPT0/8/Py4ceMGSUlJtG/fnlOnTnH16lWWLVtGz549Uaulc8e9bDx+An2xNND/6AwGYs9fJCX9VjlGJUTVIckgISqhoKAgVq1aRU5ODhkZGaxbtw6AjIwMHBwcKCgoIDo6usTzX3/9dV544QV69+6NVqvFz8+PP/74g+vXr6PT6Vi2bBnt27dHZyhM/ORoM8tlXkIIIcSTLCsriy5duuDh4YG7uzsrVqzgo48+wtfXF3d3d4YOHVrsAxa9Xs/AgQOZOHEiUJgkaNOmDd7e3vTu3ZvMTPkd+6S5e7ertLS0Bxp/54dmBoOBb775hri4OOLi4jhz5gwhISFA4VKx6Ohovv/+ewYNGvSYZlH5HTx7kez8glLHmKhUHL90tZwiEqJqkWSQEJWQt7c3ffv2xdPTk549exIYGAjAxx9/jJ+fH506dbpvo7533nkHb29vXnnlFezt7fn000959tln8fDwoKWnOyqf60w59ir5+jw+/XsQs5PGkJLzT3lMTwghhHgibdq0iXr16nHkyBESEhLo3LkzI0eO5ODBgyQkJJCTk8P69euN4+/u0Xf9+nWmTJnC1q1bOXToED4+Pnz55ZcVOCPxIGxsbKhdu7axH9CSJUuMVUIlCQ0NZc6cORQUFCYzTp48SeqNNK5dSadP75f46quvgMLGy+Le1KoHe6uqUspbWiEehdQkClFJTZgwwdjz507Dhw8v9tztxnxQ2JDvtjvXu7/88su8/PLLZGsz+DZpDAdSN6MzaBmzvys6g46UnNOYeJ5n2PMRZTkNIYQQotLQaDRERkYyduxYwsLCCAwM5JdffmHatGlkZ2eTmpqKm5sbXbt2BQp79PXp08f4+3r//v0cP36cgIAAAPLz82nTpk2FzUc8uB9++IFhw4aRnZ1Nw4YNjX1/SjJ48GCSk5Px9vamoEBLQY6KxvYvYmZqiU6rQ2WwoUvn7uUUfeX0bJOGrE9IJKuU6qB8rQ5vx3rlGJUQVYeitF4hj4uPj49BGuoJ8WT6+dzXHE37Ez337g2kVpjwn2azqWVqW86RCSGEEBUvNTWVDRs2MHfuXEJCQpg9ezYxMTE4OjoaP3yZPHkywcHBuLq6kpSUxPr16zE3N2fdunUsXbqUZcuWVewkRLk5l3yNtyMWkpOdh15f+L5Lpy9g77E5tPcawSdfD8Lbr1EFR/lk0un1dJi5kCsZmffsHGSmVvFCi2Z89mJouccmxJNMoVDEGgyG+261JzV1QgijXF02Cen7SkwEARiAv25sKr+ghBBCiCdESkoKlpaWDBgwgMjISA4dOgQUbqOdmZnJypUri4y/u0efv78/f/75J6dOnQIgOzubkydPlvs8RPn5dPxKsrNyjYmgG7f+4c+EWTzzVGv0WjVTxv5EQYFsznEvKqWS7wf0xMbCHPO7mmxbmJjgam/HpBc6VFB0QlR+kgwSQhhdz0tBpSi+evTswWv8NHIvAH/vOMe8LxeWeI2oqChGjhz52GIUQghR1AcffMDWrVv/9XWSk5Nxd3cvg4iqrvj4eFq3bo2npyeffPIJEydOZMiQIWg0Grp164avr2+xc2736OvWuw8zdx2iwYsv07pjKI6NmuDr50diYmIFzESUh3+SLnPxfCp3LsSoW7MhQS3/g5O9PwB6vYE/t/9dQRE++Rra1mHzm4N4M8ifZ2rXoo6lBe4O9nwS1okfB/bBwsSkokMUotKSnkFCVGMGgwGDwYDy/zfeUyvUGNCXek7TYAcaWXmUR3hCCCHuQ6fT8dFHH5V4TKVSlXNEVVtoaCihoUWXpPj4+DBlypRiY+/s0WcX1JmLClvOxv2Nzsaep18ZibmJGrVSiZNX8QSSqBpOn7iMQqkodUxOdj4nj6cQHKopp6gqn1oW5gwN8GVogPysCFGWpDJIiGomOTkZV1dXRowYgbe3N6+//jo+Pj64ubnx7acLUSsKP2E5/ecV5r74O4sH/sGJbSnG84+tTWHT1MKy+J9//hl3d3c8PDwICgoyjklJSaFz5840adKE//73v+U7QSGEqELutZW5s7MzH330Ee3atePnn38mIiLCuDzp7mMLFizA19cXDw8PevbsSXZ2NgBXrlyhe/fueHh44OHhwd69hdWfOp2OIUOG4ObmRkhICDk5OQAlXkfc38b4EyzaE0OeVovujhKR3AItmXn5DIn6lbTs3AqMUDwuJiYqSk8FgUIBJqby+bwQovxJMkiIaujEiRO8+uqrHD58mBkzZhATE8PRo0fZtWs39a56ochXs+HDw/SZ2YZXooLIvJFnPFepUFHXrHDXho8++ojNmzdz5MgR1q5daxwTFxfHihUriI+PZ8WKFZw/f77c5yiEEFXBvbYyBzA3N2fPnj3069ev2Dl3HuvRowcHDx7kyJEjuLq6snBh4TLf0aNH0759e44cOcKhQ4eM21snJSXx5ptvcuzYMWrVqsUvv/wCUOJ1xP19s20fuaX0hNHq9fwam1COEYny4unrglZbesW1mbkJfoFNyykiIYT4H0kGCVENOTk54e9fuFb9p59+wtvbGy8vL44dO4bZ5aewueZM7fpW1HGyRqFQ4N7FEYVCibmyBoF2L6JSFC47CAgIICIiggULFqDT6YzX79ixIzY2Npibm9OiRQvOnj1bIfMUQlQviYmJeHp64uXlxenTp5k5cyaurq7079+/okN7ZBqNhq1btzJ27Fh2796NjY0NAH379i3xnDuPJSQkEBgYiEajITo6mmPHjgGwfft2hg8fDoBKpTJe18XFBU9PTwBatWpFcnJyqdeprtauXctnn31232PXMrJIuXmr1GvlFmhZf0T6BlVFtepY0a6DK6YlVP6oVEocGtTBVdOgnCMTVclXX30l1ZrikUgySIhqqEaNGgCcOXOG6dOns23bNo4ePUqXLl3Iz8vnuadf4mkLJ1xr+lDb1J5aJnbYmtbj3ebfUtv0KeN15s6dy5QpUzh//jyenp7cuHEDADMzM+MYlUqFViu7ZIjHIy0tjW+//fax3mPnzp3GJTRQ+H2/ePFigCLLc4KDg4mJiXmssYjSrV69mhdffJHDhw/TqFEjvv32WzZs2EB0dHSRcZXpNalp06bExsai0WgYP368sT/Q7dfxe7nzWEREBLNmzSI+Pp5JkyaRm1v6cqSSXr8f9jpVXXh4OOPGjSv2vFarLXIsX6tDdZ+eMQB5leh7Ujyctyd2pbGrA+YWpkWeN7cwwfapmnwysz8Kxf2/R4QoiSSDxKOSBapCVGO3bt2iRo0a2NjYcOXKFTZu3EhwcDCurq5cOneFNro+NGreiJc+fIk6Zk9jqbYucv7p06fx8/PDz8+PdevWcfqfM5y7mMrV67e4diMDu7rWJdxZiLJxOxk0YsSIx3aPnTt3YmVlRdu2bQEYNmzYY7uXKC4rK4s+ffpw4cIFdDod77//PidOnGDdunXk5OTQtm1b5s2bx8aNG/nqq69QqVTs2rWLZs2a8c8//xAeHs5rr71Geno6KSkpJCcnY2try6JFixg+fDgxMTGo1Wq+/PJLnn32WaKioli7di3Z2dmcPn2a7t27M23atAqbf0pKCnXq1GHAgAFYWVkRFRX1UOdnZGTg4OBAQUEB0dHR1K9fHyis4JwzZw5vv/02Op2OrKysR7pOVZScnEznzp1p164d+/fvx8PDg0GDBjFp0iSuXr1KdHQ0x48fJyYmhlmzZhEREUGdOnU4fPgw3t7eaDQa47Hxb43i/MmzZF44izbrFk916EpN16KbMCgVCtzr21fQbMXjZm5uyvT5g/hr90lWL9/P1Uvp1KxlSVgvH9p3csfMXHbDqgpuv274+flx+PBhmjZtyuLFi/n777955513yMzMxNbWlqioKBwcHFiwYAHz588nPz+fxo0bs2TJEiwtLYmIiKBmzZrExMRw+fJlpk2bRq9evdi5cyfTp09n/fr1AIwcORIfHx9u3bpFSkoKzz77LLa2tuzYsaOCvxKiMpFkkBDVmIeHB15eXri5udGwYUMCAgKAwn4T8+fPp0uXLtja2tKuXTsSEor3MxgzZgxJSUkYDAbs6zdnwvTdXD4bQ3rqefoNW0DLFg3Iy5dPO8XjM27cOE6fPo2npyedOnUCYOPGjSgUCiZOnEjfvn3ZuXMnkyZNwt7enri4OHr06IFGo+Hrr78mJyeH1atX06hRI9atW8eUKVPIz8+nbt26REdHk5OTw9y5c1GpVPz444988803bNu2DSsrKyIjI0uMa9myZUydOhWDwUCXLl34/PPPy+tLUuXc7pnz22+/AZCenk6nTp344IMPAHjllVdYv349Xbt2ZdiwYUX+bzZt2sSOHTuwtbVl8uTJxMbGsmfPHiwsLJgxYwZQuFV4YmIiISEhnDx5Eijse3b48GHMzMxo1qwZo0aNwtHRsQJmXxjfmDFjUCqVmJiYMGfOHHr16vXA53/88cf4+fnh5OSERqMhIyMDgK+//pqhQ4eycOFCVCoVc+bMwcHBodj5BoOBmJPnad2lH41baHjK3oF2/q1Bl19mc3wSnTp1ip9//pn58+fj6+vL0qVL2bNnD2vXrmXq1Kl069atyPiTJ0+ydetWVCpVkYSdUqnAXg1PvzaarCuXOf/zwmLJIFO1ioEB3uUxLVFBVColbYOb0za4eYXGITsMPl4nTpxg4cKFBAQE8NprrzF79mxWrVrFmjVrsLOzY8WKFUyYMIFFixbRo0cPhgwZAsDEiRNZuHAho0aNAuDSpUvs2bOHxMREwsPDS33NHz16NF9++aXxd50QD0OSQUJUM87OzkUSOyV9yty5c2cSE4v3MIiIiCAiIgKAX3/9FYPBwOQZ6/nz4Cly87TUetqLWk97kV+g41D8OWo+HYabptXjmIoQfPbZZyQkJBAXF8cvv/zC3LlzOXLkCNevX8fX19e4y92RI0f4+++/qVOnDg0bNmTw4MEcOHCAr7/+mm+++YavvvrKWAWgUCj47rvvmDZtGjNmzCiWYNi2bVupMaWkpDB27FhiY2OpXbs2ISEhrF69utibR/FgNBoNkZGRjB07lrCwMAIDA/nll1+YNm0a2dnZpKam4ubmRteuXe97rfDwcCwsLADYs2eP8Q/v5s2b4+TkZEwG3e57Bhj7nlVUMuheW5nf7uNz252v43cfGz58uLE30J3s7e1Zs2ZNsefv/P0wdMRIhs/8ldFz1pBboxGN+oxDrVKSqFTQPUCDwWCosstbXFxc0GgKt/p2c3OjY8eOKBQKNBpNsa8xQO/evUt8k/326xGsTDOQolChy8oscszCRM1Lfh60qCeVQdXVvaofx44dS0xMDLa2tsTExBAZGcnOnTu5du0aL7/8Mjdu3MDX15dNmzYRGxuLra0t3bp14/z58+Tm5vLWW28xdOhQAKysrHjnnXfYvHkzM2bMoF27dhU846rL0dHR+MHqgAEDmDp1KgkJCcYPq3Q6nTHpnpCQwMSJE0lLSyMzM7PI63y3bt1QKpW0aNGCK1eulP9ERLUhPYOEEP9K/N8X2XvwNHl5xSuA9HoDtzJzmbdkVwVEJqqbPXv28NJLL6FSqbC3t6d9+/YcPHgQAF9fXxwcHDAzM6NRo0aEhIQAFHljd+HCBUJDQ9FoNHzxxReP3CD34MGDBAcHY2dnh1qtpn///uzaJT8Dj+pePXNGjBjBypUriY+PZ8iQIQ/cv+bOXjqGO7b4vpv0PSv8+oyavZqki9fIySvg9ldLq9OTV6Bj9d4EFm4+WKExPk53fg8olUrjY6VSec/vh9J6ONlYW/HT8Jfp4+sOBgOWpiaYqVXUr12T97t24N3QwLKfgKg0Stox8F4+/PBDOnTowKFDh+jevTvnzp0zHlu0aBGxsbHExMQwc+ZMYx/HrKws3N3d+euvvyQR9JjdnRy3trbGzc2NuLg44uLiiI+PZ8uWLUDpfdjufP25/btKrVaj1/9vZ7rq3rdNlA1JBgkh/pWf1sWSl19Q4nG93sCOvSfJya3aSwpExXvQN/clvbEbNWoUI0eOJD4+nnnz5j3yH1qlxSEeXkpKCpaWlgwYMIDIyEgOHToEgK2tLZmZmcYG3g8rKCjI2Fj65MmTnDt3jmbNmpF2K5ubt7K5mV56D52q7tjZKyRdvEaB7t7bYufma4nacpD8UrZMr+6ycvLJzMnjVnYu1uZmTAjrgIWpCb+8OYANbw9iyzuv0c3brcpWV4kHU9KOgfeyZ88e+vXrBxRWcNeuXdt4bObMmXh4eODv78/58+dJSkoCChPaPXv2fLyTEACcO3eOffv2AYXLxf39/bl27ZrxuYKCAuMHTXf3YbsfJycnjh8/Tl5eHunp6fy+dSspN29x9tpNrK2tjUuAhXgYskxMCPGvnD1/g/u991UpFaTezKK+g2npA4V4SHf+ARQUFMS8efMYOHAgqamp7Nq1iy+++OKeyx3vJT093dgU94cffihyj1u3St8a+rbsggLS6tRhw++/s3T/fl709GTZsmXG5Uji4d2rZ87q1avRaDQ4Ozvj6+v7SNcdMWIEw4YNQ6PRoFarGfPeVF4fu5TY/XvIunmB7sPm4+naoNomsjfFJJJXoLvvuEOnLuLv6lQOEVUe6Zm57E9IJuStOZyO+4f4G9vYdsrAyN6FFUBOdWtVcITiSXK7+nHDhg2MHz+ekJCQIlUgd34wUdKHDTt37mTr1q3s27cPS0tLgoODjeeZm5tLn6By4urqyg8//MAbb7xBkyZNGDVqFKGhoYwePZr09HS0Wi1vv/02bm5uJfZzK4mjoyN9+vShhbs7hhq1SDezYeGOg/x6TUGBs4agZzvS2MVJGkiLhyLJICHEv1Kjhtl9x2h1eiwtJBEkyl7duv+PvTsPi7JcHzj+fWcGhlVEUVJScdfYERAXkETR0jSX3LIjmusxKz0udVqk0n4dpTpqpelJUVPTrFwyi0xxxRRkccld3FMRF3aY5feHOUmymOIMwv25Li+F53nf936naRjueZ77rkm7du3w9PTkqaeewtvbGx8fHxRFYcaMGTz22GP3nAyKioriueeew83NjeDgYE6dOgXAM888Q9++fVm7di1z5swp9lij0cj5mzeJ/OYbHBo0wLpzZ4b17g1AeOfO9OzZs3xuuAoqrmZOQEAA06ZNu2tuVFRUka/vrO3y1zEbGxtTrZ0ftx5ixuex5BfoqPG4PzUe96ewUE/C/tPYPtaNx909yuNWHik3svMw3MMqt+xKmCwrrbbenWO36+fdOX4h/QbrDxtQNwqnoFBPvbb9ATh69gqTPlnH8o27H3r84tFSXMdAd3d3EhMTeeqpp/jmm29Mc9u3b8+qVauYMmUKsbGxXLt2Dbj1YYazszN2dnYcPnyY3bvleWYJKpWKefPmFfmer69vsVvFS6rn9tdanllZf9YZG//6m+yybcjN3Hzs/nh9zivUoWkRiKtXGwaGB5XDXYiqRLHEcvaAgABjQkKC2a8rhCh/GzbtZ9b/fiE3r+StYs0au/LFh/8wY1RCmNesXbtYkJBAbjG1RGw1Gl7v0IHnfXyKOVJYWnZOPs8Mn1tq58MmDWqx+MMhZozK8hb/nMDc7+PJL2UbmI21hqWTB9KkrnSwuW3MjK/Zd/hciYk0rZWa7z8aSXUHWzNHJiqqn3766a7Vj7m5ubz44ou4urrSunVrEhISiIuL4/LlywwcOJBr167RoUMHVq5cafrg4tlnn+X8+fO4OLly7OAJ3NVePGZfn3XnF3Ak9QTuLd0sfKeVW1paGt27dy+2+255eWnRWrb9dqrk1xeNmnWThuBWo+SthqJqUBQl0Wg0BpQ1T2oGCSEeSHhIC+xsrUuseaC11jBqsBTHFJXXjbw8Pt+7t9hEEECuTsd/tm8nvwoWIX4UxG7/jbJKtpy9eI2TZ9PNE1AF0aONR5n1rx53cZJE0B1+v5pJ6vELpa6oUhSF9dvvrzi9qJy6dOlCamoqycnJ7N27l4CAAEJCQjh69Cjbt28nOjqauLg4AJycnPjpp5/Yt28f/fr1o3bt2mi1WrRaLT/88AODW79EteNN8NCHYV9Qk8xr2YQ7DuaVJ99j25rKW/C9IvjrisLylpGVw66jp0t9fTEYYWV86kOLQVQ+kgwSlVZaWhrLly+3dBiVno3Wis/+bxC1XRyxs7UyfV+r1WBtrWHCqE4E+TW0YIRCPFw/HD2KSlX2j9O4Pz69FRXLkZOXyCumG+Kd1GoVaWevmimiisHZwZZxz7bHxqr4igK21hqiXogwc1QV26kLV7HWlF6bJa9Ax4GTF80Ukahszpw5Q2BgID4+Prz88sssWLDANPbDojh2fr+PvJz8IscY9Abycwv4cPQX/H66aiW1K5PT6dfRlvH6UqjXc/CctKIX905qBolHik6nQ6PRlPj1nW4ngwYNGmSu8Kqsuo9VZ+W8EexOPMnmnUfIyy/Eo3lduoV74VRNlsKLyu1Kdja5hSVvkwTQ6fVcumPfv6g47P9Y2VjWKhitddV7yzS4oz/V7W2ZvWY7WXkFqBWFQr2Bpm4u/HtAR1rWd7V0iBWKtZWaeym+YGttVfYkIYrRtGlTkpKS7vq+0Wjkqw83kJ9Tcg0vvV7P+vm/MGJ6/4cZonhIbK006O+hvIudvL6Iv6HqvbMRFcaSJUuIjo5GURS8vb3p168f06ZNo6CggJo1a7Js2TJcXV2JioriwoULpKWl4eLiQkREBBs2bCAvL4/s7Gx++eUXJk+ezMaNG1EUhTfffJP+/fvz2muv8dtvv+Hr68uQIUMYP368pW+5UlOrVbQLakK7oCaWDkUIs3Kxs8NWoylxmxiARq2mlr29GaMS9+rJNs1Z83MqefklJ/T0egN+HvXMGFXF0b11S7oFteDIuStk5uRTt2Y13FykHkVxPBvXKTOpaGdjReegZmaKSFQV16/c5PqV0rte6gr0/PpTiiSDHlFN67hgY6Uhp5SfVfZaK7r7tzRjVOJRJ9vEhEUcPHiQ6dOns3nzZlJSUpg1axbt27dn9+7dJCUlMWDAAGbMmGGan5iYyNq1a03bvuLj41m8eDGbN2/m22+/JTk5mZSUFDZt2sSkSZO4ePEiH3zwASEhISQnJ0siqBIJCwtDCtCLiuSpZs3K/LTOaDTyZEPZLlkReTSrQwO3GmjUxb8l0lpr6N3Ft0p3RFQUhRb1ahPYvJ4kgkqhtdIwoLM/NiWsIlMpCtUdbAn2cjdvYKLSMxiMJdZu/Os88WhSq1SM7hSMbQlbd1WKgoONlo6ejc0cmXiUSTJIWMTmzZvp27cvLi63Ck/WqFGDc+fO0aVLF7y8vJg5cyYHD/5ZYLFHjx7Y2v653ahz587UqFEDgB07djBw4EDUajWurq506NCBvXulSJ4QwjycbW0Z6u+PbQlbVm01Gl5p0wYbK1m6XREpisKHb/Th8TrVsbWxKvJ9G62GdgGNGT041IIRikfJyGfbEOLbCBtrTZHC5LZaK2pWt2fulOdQ30ONMSH+Dufa1bBzLH1bvlqjwjdUVo08yga29eG5YG+0VhrUqj9fYOy0Vrg42hMz5jms1KXXFRLiTrJNTFiE0Xj3Jxjjxo1jwoQJ9OjRg7i4OKKiokxj9n/ZXnHn12UtyRbl66/b+9RqNd27d6dv374AODg4kPVHbZQZM2awdOlSVCoVTz31FB988AFhYWFER0cTEBBAeno6AQEBpKWlERMTw5o1a9Dr9Rw4cIB//etfFBQUsHTpUlOXjNsJwC+//JKXX36ZmzdvsnDhQoKCgiz2eAgBMLF9exRg0b59qFQq8nU6bDQaDEYj44KDebFVK0uHKErh7GTH4g8jid93knWbUrl+M4f6dWvQ9yk/WjapY+nwxCNErVIxfXQ3Uo9fZMXPiaRdyMDBTsuzoV50CmqGjdTzEA+BSqWiz7gufPl/a8nPLb5ukNpKTa9/djZzZKI8KYrC5B4d6B3kwfKdyRy+cAUHGy09A56gs1cTrEv4UEqIksgzRlhEeHg4vXr1Yvz48dSsWZOMjAxu3LiBm5sbAIsXL77nc4WGhvL5558zZMgQMjIy2LZtGzNnzuT8+fNkZmY+rFuokm5v79u5cycuLi5kZGQwYcKEYudu3LiRNWvW8Ouvv2JnZ0dGRkaZ5z9w4ABJSUnk5eXRpEkT/vOf/5CUlMT48eNZsmQJr776KgDZ2dns2rWLbdu2MWzYsIfaylOIe6FSFCaFhDAyMJAfjx0jPScHVwcHujZtioN11d1e9CjRqFWEBDYhJFDqnokHoygKPk3r4tO0rqVDEVVI77ER7NtyiEO/HrurkLTW1prh7z1HvWaS3K4Mmjzmwtt9Olk6DFEJSDJIWISHhwdvvPEGHTp0QK1W4+fnR1RUFM899xxubm4EBwdz6h7bMPfq1Yv4+Hi8vb3JycrH67EneXtwDI/Vr05edgE+Pj5ERkZK3aByUNz2vpJs2rSJoUOHYmdnV+bc25588kkcHR1xdHTEycmJZ555BgAvLy9SU1NN8wYOHAjcSgTevHmT69evU7169fu+LyHKi5ONDf29vCwdhhBCiCpGrVEkQ7A4AAAgAElEQVQzbfWr/PTldlbP+pGLpy6jqG5tDRs4qTte7ZpbOkQhRAUjySBhMUOGDGHIkCFFvtezZ8+75t25XQwgMjKSyMhI09eKojB5whtc3uXITWMOeZfyOXvpEmePX6KuXSherRsz7qUXH8YtVDnFbe/TaDQYDAbTeEFBQYlz/zo/Ly+vyJhWqzX9W6VSmb5WqVTo7ujU9Nfz3kvRRCGEEEKIykytUfN0ZBhPR4ZhMBhQFEXeIwkhSiQV7MQjz2g08sYL80j//QZ5OflFxvJyCkiNP878aWstFF3lEh4ezqpVq7h69SoAGRkZuLu7k5iYCMDatWspLLzV8jIiIoKFCxeSk5NjmgsUmb969er7imPlypXAreLhTk5OODlJd5uHyd3dnfT0dEuHIYT4G9LS0vD09Lznube7dZZGXguEeHSoVCpJBAkhSiXJIPHI27/7BFcuXMegNxQ7np9XyE8rd5OTlVfsuLh3d27v8/HxYcKECYwYMYKtW7cSFBTEr7/+airu3bVrV3r06EFAQAC+vr5ER0cDMHHiRObOnUvbtm3/1i8VefmFLPxqJ8dOXSZh/0Wat/Rh5MhRfPHFFw/lXoUQoqq412SQEEIIISoPxRKdmAICAowJCQlmv66onOZO/Yb1S3ZQ2lPZzsGGybMG0zrcw3yBiXLzU9whZnz2EwAFBbe2i9lorVCpFGa+3Qfvlo9bMryH7tlnn+Xs2bPk5eXxyiuvoNfrOXXqFDNmzAAgJiaGxMRE5syZw0cffcTChQsBGD58uKno9l+7wC1dupT169czbdo0CgoKqFmzJsuWLcPV1ZWrV68ycOBArly5QlBQED/++COJiYm4uLiUeH4hRMWSlpZG9+7dOXDgACdPnqRPnz7MmzeP1atXExcXR35+PmPHjmXUqFEEBwfz22+/0bBhQ4YMGcLLL7/MlClT+Omnn1AUhREjRjBu3Djc3d0ZMmQI69evp7CwkK+//poWLVoQFRWFg4MDEydOBMDT05Pvv/8euPXBQOvWrUlKSqJZs2YsWbLEVEtOCCGEEOVPUZREo9EYUNY8WRkkHnn5eYWlJoJuKyzQlT1JVDj7D59n5tyfKCjQmRJBcGulUE5uARPfWc3l9MrdNW7hwoUkJiaSkJDA7Nmz6d27N99++61pfOXKlfTv35/ExEQWLVrEr7/+yu7du1mwYAFJSUmmLnCbN28mJSWFWbNmAdC+fXt2795NUlISAwYMMCWX3nnnHdq3b09SUhI9evTgzJkzACWeXwhRcR05coQ+ffqwaNEiUlJScHJyYu/evezdu5cFCxZw6tQpPvjgA0JCQkhOTmb8+PHMnz+fU6dOkZSURGpqKs8//7zpfC4uLuzbt48xY8aYVnyWdf2RI0eSmppKtWrV+Oyzzx7m7QohhBDiHkkySDzymvvUx8au9NbNukI97s2lneajaNGKneTnl5zI0+n0fPvDPjNGZH6zZ8/Gx8eH4OBgzp49y6lTp2jUqBG7d+/m6tWrHDlyhHbt2rFjxw569eqFvb09Dg4O9O7dm+3bt5fYBe7cuXN06dIFLy8vZs6cycGDBwHYtm0bgwcPBqBbt244OzsDlHh+IUTFdOXKFXr27MmXX36Jr68vsbGxLFmyBF9fX1q3bs3Vq1c5duzYXcdt2rSJ0aNHo9Hc6jNyZzfI3r17A9CqVSvS0tLKjKFevXq0a9cOgMGDB7Njx45yuDMhhBBCPChJBolHXljPVqWuDFIUhYYt6/B4o9rmC0qUC53eQOL+M6XOKdQZ+Hnbb2aKyPzi4uLYtGkT8fHxpKSk4OfnR15eHv3792fVqlV888039OrVC0VRKGnbb0md3caNG8dLL73E/v37+fzzz4t0dytuviW2FQsh7p+TkxP16tVj586dwK3/h+fMmUNycjLJycmcOnWKiIiIu44r6TUD/uz6qFarTV0e7+wSCZT6WiIFbYUQQjyI5ORkfvjhB0uHUSlIMkg88mzttfzrw4FobazuGlNUCnaONkz6eLAFIhMPSqfTcy+/NhRU4i2AN27cwNnZGTs7Ow4fPszu3buBW5/Or1mzhhUrVtC/f38AQkNDWbNmDTk5OWRnZ/Pdd98REhJSbBe42+d2c3MDYPHixaZrhoaGsmzZMgA2btzItWvXAPD3C+LrVd9w8UJ6kfMLISoma2tr1qxZw5IlS1i+fDldunRh7ty5pq6PR48eJTs7G0dHRzIz/9xuGxERwbx580zJntuvGSVxd3dn375bKzT37dvHqVOnTGNnzpwhPj4egBUrVtC+fftyvUchhBBViySDyo8kg0SlEPK0L+/GjKSFXwOsrNXY2FljpdUQ8rQPn2z4F24Na1k6RHEftNYaHBxsypxX361GmXMeVV27dkWn0+Ht7c1bb71FcHAwAM7OzjzxxBOcPn2aoKAgAPz9/YmMjCQoKIjWrVszfPhw/Pz8iu0CBxAVFcVzzz1HSEiIaQsZwNSpU9m2bRv+/v7ExsZSt64b7075mv/8ewvqQneaNfGgQb3mPNP9Ofz8/Mz/oAgh7pm9vT3ff/89H3/8Ma6urjzxxBP4+/vj6enJqFGjTK8vGo0GHx8fPv74Y4YPH079+vXx9vbGx8enzE5jffr0ISMjA19fX+bOnUuzZs3IuJnDqq3JuNStz7+iPqB5yyfIyMhgzJgxZrpzIYQQ5WnJkiWmnwsvvPACp0+fJjw8HG9vb8LDw001Ji9dukSvXr3w8fHBx8eHXbt2AfDRRx/h6emJp6cn//3vf4FbzQ5atmzJiBEj8PDwICIigtzcXADCwsK43XQqPT0dd3d3CgoKePvtt1m5ciW+vr6sXLnSAo9E5SHdxESlcyMji+ybuTjXqoatvdbS4YgHtHhVPEtWx1NQoC923EZrxdsTuhHSuqmZI6saDh88z+QxS8jLK7xrTGtjxTvR/fEPamSByIQQFZHRaOTzDbtZFLuX/JtXObJuPk8MnIK1Ro1vk7p8NLIHttq7V/IKIYSouA4ePEjv3r3ZuXMnLi4uZGRkMGTIEPr27cuQIUNYuHAh69atY82aNfTv3582bdrw6quvotfrycrK4vjx40RGRrJ7926MRiOtW7fmyy+/xNnZmSZNmpCQkICvry/9+vWjR48eDB48mLCwMKKjowkICCA9PZ2AgADS0tKIiYkhISGBTz75xNIPS4Ul3cREleVUw4G67rUkEVRJ9OvRCjfX6lhZqe8a02o1tPKuT7vAJhaIrPIzGo1Me311sYkguNXJb/ob36DXGYodF0JUPSu2JLF4UwIFOj0Ff7w2GIxG8gp17Dt+nn/NX2fhCIUQQvxdxTUjiY+PZ9CgQQC88MILpgYBmzdvNq0CVavVODk5ldqEpGHDhvj6+gL33pxAlA9JBgkhKjRbG2vmzRjM0x090Wo12NlaY2djhYO9lud7tWbaa8+iUklB0ofhQPIZbt7ILXWOrlDPrzvv7kYkhKh6CvV65m3YTd4fddy01WrQYsBk03hBoZ6kExc4eu6KpUIUQghxH0prLHBbaeOl7Ua63ZgASm5OcGdjAlF+JBkkhKjw7GytmTgmgvWLxzJ72gA+/b9BrF88lqED2qJRy8vYw3LqxGUM+tJX/eTlFnDy+CUzRSSEqMiSjp/HUEb5gYJCPRv2VN4OkEIIURkV14ykbdu2fPXVVwAsW7bM1CAgPDycuXPnAqDX67l582aJTU5K4+7uTmJiIgCrV682ff+vTQ/E/ZPfooQQjwxbG2uaN3alScPaaDR3bxsT5cvKSlPmqiu1WoW1tcZMEQkhKrKbOfllzjEYjVzLKn3FoRBCiIqluGYks2fPZtGiRXh7e7N06VJmzZoFwKxZs9iyZQteXl60atWKgwcPltjkpDQTJ05k7ty5+AS1YtXBzVzOv0G/Hf8hrb6e1AP7pYB0OZAC0kIIIYp19Uom/+g1m8ISincDWGs1zP1yJPUauJQ4RwhRNfx25hIvfvQ1uQXF1xkDsNaoGdUtmGFdgswYmRBCiEeN0Wjko8Nr+eFCAvmGQm5nLawUNWqVmhm+Q2hVQ+qGFkcKSAshhHggNWs50iakWYkrf6ys1Dzh9bgkgoQQALSoVxsXJ/sy5/UI9jBDNEIIIR5lGy4k8MOFBPLuSAQBFBr15OkLmJK8mIx82S72ICQZJIQQokQTpz5L05Z1sLW1LvJ9Wztr6rm78PZ/+lkoMiFERaMoClMHd8bGqvgEso21hqERgfeUMBJCCFF1GY1GFp38hTxDyStN9UYDa8//asaoKh8p9CCEEKJENjZWfPh5JPt+PcHar/dy6eINaro40uO5AILaNkWtkc8UhBB/atX0cT55qRfvfPkz6TeyTXXHVIrCmO5tGBDma+EIhRBCVHTp+TfJKCh91U+BQUfcpQMMbdTJTFFVPpIMEkIIUSqVSiGgTRMC2si+bCFE2Vo1fZy1UZEcPnuZ81dv4mirxb+pG1ZqKfwvhBCibDqjHhWlNzG5PU/cP0kGCSGEEEKIcqUoCi3ru9KyvqulQxFCCPGIqaV1Qq1SQynbxNSo8KrewIxRVT6yvl8IIYQQQgghhBAVgkalps/jbbBWlbx2RaNS079+iBmjqnwkGSSEEEIIIYQQQogKI7JROA3tXdEWkxCyUVkxrFEnGjrI6tMHIckgIYQQQgghhBBCVBhatRVzA8fwQsOOOFnZYaWoUSsqmju68a738wxuGGbpEB95UjNICCGEEEIIIYQQFYpWbcXQRuEMafgkWbo8rFQabNXWlg6r0pBkkBBCCCGEEEIIISoklaKimpWdpcOodGSbmBBCCCGEEEIIIUQVIskgIYQQQgghhBBCiCpEkkFCCCGEEEIIIYQQVYgkg4QQQgghhBBCCCGqEEkGCSGEEEIIIYQQQlQhkgwSQgghhBBCCCGEqEIkGSSEEEIIIYQQQghRhUgySAghhBBCCCGEEKIKkWSQEEIIIYQQQgghRBUiySAhhBBCCCGEEEKIKkSSQUIIIYQQQgghhBBViCSDhBBCCCGEEEIIIaoQSQYJIYQQQgghhBBCVCGSDBJCCCGEEEIIIYSoQiQZJIQQQgghhBBCCFGFSDJICCGEEEIIIYQQogqRZJAQQgghhBBCCCFEFSLJICGEEKICcnBwsHQIQgghhBCikpJkkBBCCFFJvP3222zatMks19LpdPd9bExMDBcuXCjHaIQQQgghxN8hySAhhBCigps5cyaBgYF4e3szdepUANLS0mjRogXDhw/H09OT559/ntDQUKZOnUrTpk3Zs2cPABkZGTz77LN4e3sTHBxMamoqAFFRUQwbNoywsDAaNWrE7NmzTdd77733aNGiBZ07d2bgwIFER0cDEBYWxmuvvUaHDh2YNWsW69evJygoCD8/Pzp16sSlS5cA2Lp1K76+vvj6+uLn50dmZiYXL14kNDQUX19fxo4dy4YNG8z5EAohhBBCiDtoLB2AEEIIIUoWGxvLsWPH2LNnD0ajkR49erBt2zbWrFnDkSNHcHZ2xtPTk61bt7Jnzx7ef/99rK2tCQsLY9KkScydOxdFUdi6dSsXLlxg0KBB1KlThwMHDmAwGNBqtfz888+0bduWatWqMXPmTE6ePMmgQYP48MMPCQwM5Ntvv+XmzZvs27cPZ2dnTp8+TXZ2NtOnT2f8+PG0bNmS3r174+npSfv27cnJyeHTTz/F3t6eESNG0LZtWwB69uyJr68vkZGRzJgxg08//ZT4+HhsbW0t/CgLIYQQQlQtsjJICCGEqMBiY2OJjY3Fz88Pf39/Dh8+zM8//8yPP/5Io0aNiI2NJTExEVdXV+rUqYOiKHh5eaHT6XBxccHNzY2xY8cSHR1Nx44dSUtLo23btowaNYquXbty9uxZatasiZOTE8uWLWPYsGFMnjwZrVbLunXreOaZZygoKMDT0xN/f39effVVAGxsbFiwYAGLFi0iODiYwsJCWrVqhZeXF1lZWUyYMIGnn36ayZMns3//fvz9/fnkk084cOAALVq0YMWKFSQnJ0siSAghhBDCAiQZJIQQQlRgRqOR119/neTkZJKTkzl+/Dg1a9akc+fO2Nra4ujoyDPPPIOiKKhUt36s3/67d+/eGI1GPD09SUtLA6CgoIA+ffoA4OXlhbOzMwC5ubmkpqby0Ucf8fnnn/PLL79w8uRJ0/luH2Nvbw9A//79GTduHEOHDqV27dosXbqUvLw8hgwZQm5uLh9//DE5OTmMHz+ew4cP8/bbb1OvXj3c3Nz47bffZJuYEEIIIYQFSTJICCGEqMC6dOnCwoULycrKAuD8+fPcvHnzno7VarWEhoYSGxuLTqcjLi4OtVqNo6NjsfP79OnDmjVrqFu3LikpKUycOJENGzag0WhQq9VF5trb23Pjxg3q1q0LwOLFi01j+fn5eHh4UK1aNZp5eDJ/zUaWxm7FqCiMGDGCOnXqcPjw4ft5OIQQQgghRDmQZJAQQghRgUVERDBo0CDatGmDl5cXffv2xcvLi19++QWDwUBWVlapq2yioqL47bffSEhI4LXXXqNnz56sWrUKgCNHjnDt2jXgVnJn48aNNGjQgB49euDp6clTTz1FQEAAiqKUeO6hQ4dy9epV8vLyAFi6dClWVlYEtg7m/MXf2XvkFJuvGfnvf//L4WMnqFm/IVczMnjmmWfK+ZESQoiKbd68eSxZssTSYYhKzt3dnfT0dLNdLyoqytRoQjxapIC0EEIIUQHdXgkE8Morr/DKK68UGU9JSWHFihX07t2bgIAAwsLC2LlzJ3DrjeDtFTs1atTgww8/ZOLEicTFxXH58mUGDhzItWvX6NChA3Xq1MHR0ZHjx4+zcuVKIiIi0Ol0ODk58d577zFx4kTTtrO4uLgiMfTs2ZOePXuSnJzM6NGjycnJITk5meXfrWVYzAb0p09yMfZrji/+D7XraRka05l8apL8s0JU1DvMmDFDCkgLIaqM0aNHWzoEIYQwUYxGo9kvGhAQYExISDD7dYUQQojKIisrCwcHB3JycggNDWX+/Pn4+/uXeVx+fj5qtRqNRkN8fDxjxowhOTm5yJxBgwZx6NAhUw2g119//W/F9tbqn1mbeBDQ0bvjTprVP49KMaBWGynUqVBQsCqMoI/HeyWuOhJCiEfdkiVLiI6ORlEUvL29ady4MQ4ODkycOJGwsDBat27Nli1buH79Ol988QUhISHExMSwbt06cnJyOHHiBL169WLGjBkAjBkzhr1795Kbm0vfvn155513gFsfAAwaNIgtW7ZQWFjI/Pnzef311zl+/DiTJk1i9OjRGI1GJk+ezMaNG1EUhTfffJP+/fsTFxdHVFQULi4uHDhwgFatWvHll1/Ka/Mj4tlnn+Xs2bPk5eXxyiuvMHLkSNzd3UlISCArK4uuXbvSvn17du/ejY+PD0OHDmXq1KlcvnyZZcuWERQUREZGBsOGDePkyZPY2dkxf/58vL29iYqK4syZM5w8eZIzZ87w6quv8vLLLwMwffp0lixZQr169ahVqxatWrVi4sSJFn40xG2KoiQajcaAsubJyiAhhBDiETRy5MgiCZt7SQQBnDlzhn79+mEwGLC2tmbBggV3zVm+fPl9x6U3GNiQ9Bt6g5E+HXfRrN55rDR607iVxgBAIT9z6Fp9PGqMvO9rCSFERXXw4EGmT5/Ozp07cXFxISMjg9mzZxeZo9Pp2LNnDz/88APvvPMOmzZtAiA5OZmkpCS0Wi3Nmzdn3Lhx1KtXj+nTp1OjRg30ej3h4eGkpqbi7e0NQL169YiPj2f8+PFERkayc+dO8vLy8PDwYPTo0Xz77bckJyeTkpJCeno6gYGBhIaGApCUlMTBgwepW7cu7dq1Y+fOnbRv3968D5i4LwsXLqRGjRrk5uYSGBhoavZw2/Hjx/n666+ZP38+gYGBLF++nB07drBu3Tref/991qxZw9SpU/Hz82PNmjVs3ryZf/zjH6YPiQ4fPsyWLVvIzMykefPmjBkzhtTUVL766iuSkpLQ6XT4+/vTqlUrS9y+eECSDBJCCCEeQfebsGnatClJSUnlHM2fcvIL0RuNVHfMooX7WVPy5680Gh1Hri+hefUX0Khkm5gQovwMHz6cCRMm8MQTTxQ7/vbbbxMaGkqnTp0eWgybN2+mb9++uLi4ALe27P5V7969AWjVqpWp4yNAeHg4Tk5OADzxxBOcPn2aevXqsWrVKubPn49Op+PixYscOnTIlAzq0aMHcKtLZFZWFo6Ojjg6OmJjY8P169fZsWMHAwcORK1W4+rqSocOHdi7dy/VqlUjKCiIxx9/HABfX1/S0tIkGfSImD17Nt999x0AZ8+e5dixY0XGGzZsiJeXFwAeHh6Eh4ejKApeXl6m59yOHTv45ptvAOjYsSNXr17lxo0bAHTr1g2tVotWq6V27dpcunSJ7du306tXL+zs7IA/n3vi0SPJICGEEEKUG1trKxQUPBqlUdYuAwUVl3LicXPoaJ7ghBCVhtFoxGg0mmqa3el///tfqce+++67DyssE6PRWOZWK61WC4BarUan0931/TvHTp06RXR0NHv37sXZ2ZnIyEhT4f47j1GpVEWOV6lU6HQ6SisNUtz1RMUXFxfHpk2biI+Px87OjrCwsCLPCeCu58Kdz5Pb/52Le27cfu6W9NyQbYSVg3QTE0IIIUS50ahVRHg1xd6mAI26+FVBtxkxUGDINFNkQohHXVpaGi1btuSf//wn/v7+vPjiiwQEBODh4cHUqVNN88LCwkhISECv1xMZGYmnpydeXl58/PHHAERGRrJ69WrgVr2dqVOn4u/vj5eXF4cPHy6XWMPDw1m1ahVXr14FICMj44HOd/PmTezt7XFycuLSpUts3Ljxbx0fGhrKypUr0ev1XLlyhW3bthEUFPRAMQnLunHjBs7OztjZ2XH48GF27959X+cJDQ1l2bJlwK0Ek4uLC9WqVSt1/nfffUdubi6ZmZmsX7/+vq4rLE9WBgkhhJlcv36d5cuX889//vOhXSMuLg5ra2vatm370K4hRFnGdg5m2o8bKChUY22lL3GegoK9po4ZIxNCPOqOHDnCokWL+Oyzz8jIyCixhg7cqr1z/vx5Dhw4ANz6OVwcFxcX9u3bx2effUZ0dHSZK4vuhYeHB2+88QYdOnRArVbj5+eHu7v7fZ/Px8cHPz8/PDw8aNSoEe3atftbx/fq1Yv4+Hh8fHxQFIWod6axZutxvlj6HceTTvLk0NlEtG1BVk7+fccozKtr167MmzcPb29vmjdvTnBw8H2dJyoqiqFDh+Lt7Y2dnR2LFy8uce6OK4fYQRqG1nWo08Kdxu6NaNf+7z0XRcUh3cSEEMJM0tLS6N69u+lN6cMQFRVl6lQihCWlnj3BwZyBaDQlJ4O06po80+BHFEUWKgshypaWlsaTTz7JqVOnAJg3b16RGjpz5sxhwIABhIWFER0dTePGjQkICODpp5+mW7duREREoFKpiIyMpHv37vTt2xd3d3d27tyJm5sbv/76K2+88YapkHNldeVaFsPe/JIbmXkU6v58jVarFLTWGj55sx8tGz1mwQhFRZNZmMvYhHlcyM0gV19g+r6t2praWifmBo7BydreghGKO91rNzF59yWEEGby2muvceLECXx9fZk0aRKTJk0yLV1fuXIlcGtlT4cOHejXrx/NmjXjtddeM7X+9PLy4sSJEwCsX7+e1q1b4+fnR6dOnbh06RJpaWnMmzePjz/+GF9fX7Zv387p06cJDw/H29ub8PBwzpw5Y8mHQFQh3vUa41/7ZRSjtthxtaIloNabkggSQvwt9va3fuG8XUPnl19+ITU1lW7dut1VL8XZ2ZmUlBTCwsL49NNPGT58eLHnLKl2T2X19pwNXLuRWyQRBKA3GMnJK+RfM75Dbyh9m6+oWt7ev5wz2VeKJIIAcvUFnM/N4I3ULy0UmXgQ8g5MCCHM5IMPPqBx48YkJycTHBxsavG6adMmJk2axMWLFwFISUlh1qxZ7N+/n6VLl3L06FH27NnD8OHDmTNnDgDt27dn9+7dJCUlMWDAAGbMmIG7uzujR49m/PjxJCcnExISwksvvcQ//vEPUlNTef7553n55Zct+RCIKqa582D8ak3EWlUNjWL/xx87bNWutHGdSV37UEuHKKqwCxcu0LdvX0uHIe7TvdTQSU9Px2Aw0KdPH9577z327dtXZNxoNGIwGLl49eZdiZHK6tyl6xw6cbHUZE9+QSG7kk6aMSpRkZ3LuUrytZMUGov/f0Rn1HPoxhnSsi6ZOTLxoKRmkBBCWEBpLV4DAwOpU+dWHZXGjRsTEREB3GoXu2XLFgDOnTtH//79uXjxIgUFBTRs2LDY68THx/Ptt98C8MILLzB58mQz3J0Qf2rs1JuG1XqQnruPfMMN7DSu1NB6SScSYXF169Y1FRE2N51Oh0Yjb8MfxL3U0Dl//jxDhw7F8Efi4//+7/9MY4lHz7L4rUVcup7Fi9Gr0No7EljHCoPB/CU0zOng8Yuo1SooLDn5lZNXSNJv5whp1cSMkYmKau/Vo5T1E9tgNLL76hHcHVzNEpMoH/JTSAghLOBeW7yW1AZ03LhxTJgwgR49ehAXF0dUVNQ9XVd+AReWoFI01LaTrjXCcqZMmUKDBg1MBfyjoqJwdHRk0aJFHDhwgJiYGNatW0dOTg4nTpygV69ezJgxA4DY2FimTp1Kfn4+jRs3ZtGiRTg4OPDDDz8wYcIEXFxc8Pf35+TJk3z//ffs2bOHV199ldzcXGxtbVm0aBHNmzcnJiaGDRs2kJeXR3Z2Nps3b7bkQ/JIcnd3L1J3LyYmpth5cXFxpn//dTUQgHf3oazelkpewQ08Br2JDtDlFbDrrJ56nV4kN78QW61VOUdfMdzr2wCVSt4vWNrDrDUZFxdHdHQ033//fZlzC416DH9533o5dj/VW7ljXdMRuJUMKjRUjdV1lYlsExNCCDNxdHQkM/NWG+0HbbggOPkAACAASURBVPF648YN3NzcAIp0fbjzGgC+3v7839SPOL7/LF9++SXt27cvp7sRQohHx4ABA0y12QBWrVpFYGBgkTnJycmsXLmS/fv3s3LlSs6ePUt6ejrTpk1j06ZN7Nu3j4CAAD766CPy8vIYNWoUGzduZMeOHVy5csV0nhYtWrBt2zaSkpJ49913+fe//20ai4+PZ/HixZIIsqCDab//kQi6uzZQgU7P2cvX+d8Pv1ogMvPwbf44en3p9YBsbawI9GxgpohERdfMsS4albrI9y7HHqDgapbpa2u1hmbV3MwdmnhAkgwSQggzqVmzJu3atcPT05P4+Hi8vb3x8fGhY8eOzJgxg8ceu/fOHVFRUTz33HOEhITg4uJi+v4zzzzDd999R/OmLXnGdziqkw34ZNZntArw59+vvMvgniMfxq0JIUSF5ufnx+XLl7lw4QIpKSk4OztTv379InPCw8NxcnLCxsaGJ554gtOnT7N7924OHTpEu3bt8PX1ZfHixZw+fZrDhw/TqFEj0xbdgQMHms5z48YNnnvuOTw9PRk/fjwHDx40jXXu3JkaNWqY56ZFsZZuSqSglC1SBTo9X29LQVdGwuRRVbumIwGe9bHSqIsdVwAnBxtJBlUQer2eESNG4OHhQUREBLm5uSxYsIDAwEB8fHzo06cPOTk5APj6+pr+2NrasnXrVrKzsxk2bBiBgYH4+fmxdu3au64RFRXFsGHDCAsLo1GjRsyePRu4tTLJ09MTn+oNcbKy5/zXezizZAfp246QdfR3jn7wPcmjY9DnF2Kv1hJYQ7YVPmpkm5gQQpjR8uXLi3w9c+bMIl+HhYURFhZm+vrOpe53jvXs2ZOePXvedf5mzZqxcNZXTBvxBfnphaiBVs5/zls6fRNODjXp1Fe27Aghqpa+ffuyevVqfv/9dwYMGHDX+J1bdG93lTIajXTu3JkVK1YUmZuUlFTidd566y2efPJJvvvuO9LS0oq8pt/uhCUs59DpS3dtefmrQp2Ba5k51KruYKaozOvtMU8xcuoKLl3NJP+OFVLWVmpstFZ8PKWPbBOrII4dO8aKFStYsGAB/fr145tvvqF3796MGDECgDfffJMvvviCcePGkZycDNzqODtjxgzatm3L1KlT6dixIwsXLuT69esEBQXRqVOnu65z+PBhtmzZQmZmJs2bN2fMmDGmMUVReN/nBbov24QBBZfQ5vy+bh/uI8NwbFYXG7UV7/v+A5V0B33kSDJICCEqEYPBwIfjl5GfV1jseH5uIZ/+exUh3XzR2lqbOTohhLCcAQMGMGLECNLT09m6dSv5+fllHhMcHMzYsWM5fvw4TZo0IScnh3PnztGiRQtOnjxJWloa7u7uRbag3bmNNyYmBp3BwPeHjpB64XfyCit/2/KKzrqEFTF3MhgMJa6cqQycHGxZ/P4LbNh2kJUbE7l6PRt7Oy09nvSiT2dfnKvZWTpE8YeGDRvi6+sLQKtWrUhLS+PAgQO8+eabXL9+naysLLp06WKaf+zYMSZNmsTmzZuxsrIiNjaWdevWER0dDUBeXh5nzpy56zrdunVDq9Wi1WqpXbs2ly4V7QzWvJob/eq3Z9uZFNSKGhUKGtS0r9WSkU260Mjh3le3i4pDkkFCCFGJpOw8Rn5uQalzFEVh5w8pdOwTWOo8IYSoTDw8PMjMzMTNzY06deqQlpZW5jG1atUiJiaGgQMHmpJH06ZNo1mzZnz22Wd07doVFxeXIjXfJk+ezJAhQ/hg5kxyHnPjclY2b278mYzUg2SdOY39dxt4v1tn7K0lIW8JXQKas/DHPeSXslWsfm1nqjvYmjEq87PRWtGnsy99OvtaOhRRir+uWMzNzSUyMpI1a9bg4+NDTEyMaRV5dnY2/fr1Y8GCBdStWxe41bDkm2++oXnz5kXO+9dkT3ErIzUajakTH4CtQUP4Yz689uS/CXfaxn8CRtLet01537IwI0kGCSFEJXIh7UqZhSFzs/M5f+qymSISQoiKY//+/aZ/39mZKjIyksjISNPYnR12OnbsyN69e+8615NPPsnhw4cxGo2MHTuWgIAAANq0acOupCS6/+9L9Lm5NGjdnuyCQrQ+/mh9/Nl07ARpX17n6yEDsFZX3tUnFVWfEG8WxyYAxSeDbKw1jH5GfsEVFVdmZiZ16tShsLCQZcuWmVYiDh06lKFDhxISEmKa26VLF+bMmcOcOXNQFIWkpCT8/Pzu6Tqurq5cvnyZq1evYtSqWblmNW3CQyk06Knh5ExhTt5DuT9hPrKxTwghKhFbey1qdekv7RprDXaOlfsTTyGEeNgWLFiAr68vHh4e3Lhxg1GjRpnG5u3ay828PPTF1KYp0Os5lXGNjb8dNWe44g81qtkxZ1wv7LRWaK3+/FxcrVLQWmmIjAgk3L+pBSMUonTvvfcerVu3pnPnzrRo0QKA06dPs3r1ahYuXGgqIp2QkMBbb71FYWEh3t7eeHp68tZbb93zdaysrJjyxr9p5udBsw5+ZLjAL7+n0GPbNOw7NmXU6FH4+vqSm5v7sG5VPGSKsYwCag9DQECAMSEhwezXFUKIyi7rRg7P+79JQX7JdSmstRrmb30T18elo40QQpQ3o9GI74efklNYfO22255wrcXaYYPNFJX4q2tZuXy3Yz+xCUco1BnwblSHQeH+NHVzKftgIaqAfH0hI/Z8ytnsKxQYi76vtFY01LOvxYKgsWjVVhaKUJREUZREo9EYUNY82SYmhBCViIOTHU89344fV+wiP/fuX0SstRqCOnlKIkgIIR6SnMJC8vVlF4r+PTPLDNGIkjg72DKsaxDDukp3TSGKs/78Hs7lpN+VCAIoMOo4n5PO9+f30Kd+OwtEJ8qDbBMTQohKZsTUXrR/2hdrGyvUmlsv8yq1gtbWGu92zZg06wULRyiEEJWXjUaDQtltuR3vKNgqhBD3IywsjPvdcZOWlsby5ctLHF95Zgf5hpJXOOYZCvnqzI77uraoGGRlkBBCVDJqtYqJs16g/7gINi7bxcXT6bjUcaLLwDY08axn6fCEEKJSU6tUdGrWmNgjxzGUUI7BRqOhv6+XmSMTQog/3U4GDRo0qNjxy3k3yjzHvcwRFZesDBJCiEqqXhNXRk7txdSFIxg7vZ8kgoQQwkxebh+MVlN8pzCVomBnbUU/H08zRyWEqKhmzJjB7NmzARg/fjwdO3YE4JdffmHw4MGMGTOGgIAAPDw8mDp1arHncHBw4I033sDHx4fg4GBT+/jIyEhWr15dZB7Aa6+9xvbt2/H19eXjjz++63z3UgtI6gU92iQZJIQQQgghRDlqWsuF//XrRTWtFnvrP39ZsrOyom41R1a9MAAnWxsLRiiEqEhCQ0PZvn07AAkJCWRlZVFYWMiOHTsICQlh+vTpJCQkkJqaytatW0lNTb3rHNnZ2QQHB5OSkkJoaCgLFiwo9ZoffPABISEhJCcnM378+LvGw129UZeSLlCjopOrz9+8U1GRyDYxIYQQQgghyllQ/ceJf2UUPx85TuK582hUajo0dqeNe31UStk1hYQQVUerVq1ITEwkMzMTrVaLv78/CQkJbN++ndmzZ7Nq1Srmz5+PTqfj4sWLHDp0CG9v7yLnsLa2pnv37qbz/fzzzw8U0/PuYfz8ezK5+oJix63VGga5d3igawjLktbyQgghhBBCCCGEBXXs2JFnn32W9PR0vL29+fXXX5k1axbdu3dnw4YNdOnSha+++or+/ftz9OhRHBwcOHXqFMuXL6dr167Y29vTpk0brly5ws2bN/H392fx4sU0a9YMrVaLg4MD7733Hv369ePo0aOEhoYC4OjoiJubG2vXrsXW1rZITMnXTjE5aREGjKakkK3aGhUKM/yG4uvc0OyPkyjbvbaWl21iQgghhBBCCCGEBYWGhhIdHU1oaCghISEsX76cwsJCevToQYsWLahZsyYffPABP/30Ey+99BKJiYk89thjfPbZZwDk5eUxduxYUlJSmD59Ora2ttjY2PDiiy/Sr18/tmzZwqjRoyksLGR3+hHOnz9PrVq1OHjwINWrV+ebb765KyZf54as6/AmrzbvwZOuXjzp6sWrzXuwrsObkgiqBGSbmBBCCCGEEEIIYUG3awO1adMGe3t7rK2tqV69OpGRkcTFxbF582ays7MxGo3MnDmTL774gtOnT+Po6EhmZiZGo5FevXoBt7aMaTQajEYj58+f56uvvuKjWf9FV1iISmvFJ0c3YP1YNa6oc/D09sK9fgPS0tKKjctGbU13t0C6uwWa8dEQ5iDJICGEEEIIIYQQwoLCw8MpLCw0fb1lyxY6dLhVkycmJobNmzczZ84cfv/9d+Lj44sce/PmTerWrWv6um/fvvTt25eYmBgyszLp/dO7nMvPYPfgT/GYOZBcfQGKlYaG7z9LTW01Wu2Cwtx889yoqDBkm5gQQgghhBBCCFHBnDlzxpT4WbFiBcHBwVy5csX0vcLCQg4ePEi1atV4/PHHWbNmDQD5+fnk5ORw48YNcuzhYsF10pNOkn/pZpHz64wGrhVkkXL9lHlvTFQID5QMUhRlpqIohxVFSVUU5TtFUaqXV2BCCCGEEOL+zZs3jyVLllg6DCGEEPepZcuWLF68GG9vbzIyMhg3bhyrV69mypQp+Pj44Ovry65duwBYunQps2fPxtvbm7Zt2/L777/z/PPP8+vePfw65n9c2XwI23o17rpGgUFH6rU0M9+ZqAgeqJuYoigRwGaj0ahTFOU/AEajcUpZx0k3MSGEEEIIIYQQonhpaWl0796dAwcOPNB5Om1+q8T28Hf6r/8IAms2eaBriYrBLN3EjEZjrNFo1P3x5W7g8Qc5nxBCCCGEKFl2djbdunXDx8cHT09PVq5cibu7O1OmTCEoKIigoCCOHz8OQFRUFNHR0QAcP36cTp064ePjg7+/PydOnABg5syZBAYG4u3tzdSpUy12X0IIIR4Oe7X2nua9nrKY9PybZU8UlUZ51gwaBmwsx/MJIYQQQog7/Pjjj9StW5eUlBQOHDhA165dAahWrRp79uzhpZde4tVXX73ruOeff97UcnjXrl3UqVOH2NhYjh07xp49e0hOTiYxMZFt27aZ+5aEEEIUw93d/YFXBQE8XTcAa1XZfaP0RgPfnY0vc56oPMpMBimKsklRlAPF/Ol5x5w3AB2wrJTzjFQUJUFRlIQrV66UT/RCCCGEEFWIl5cXmzZtYsqUKWzfvh0nJycABg4caPr7r11mMjMzOX/+vKnlsI2NDXZ2dsTGxhIbG4ufnx/+/v4cPnyYY8eOmfeGhBBCPFR967fD6h6SQQUGHZsvpZohIlFRlPmsMBqNnUobVxRlCNAdCDeWUoDIaDTOB+bDrZpBfzNOIYQQQogqr1mzZiQmJvLDDz/w+uuvExERAYCiKKY5d/4boKS3Z0ajkddff51Ro0Y9vICFEEJYVE2tIx/4/INxifPLnFto0JshIlFRPGg3sa7AFKCH0WjMKZ+QhBBCCCFEcS5cuICdnR2DBw9m4sSJ7Nu3D4CVK1ea/m7Tpk2RY4prOfzbleNY+Trxn7nRrD0RS64uj/Pnz3P58mXz3pAQQoiHzse5IQ5qm1LnKCi0qFbPTBGJiqDs9WKl+wTQAj//8SnUbqPROPqBoxJCCCGEEHfZv38/kyZNQqVSYWVlxdy5c+nbty/5+fm0bt0ag8HAihUr7jpu6dKljBo1ijffeour+uv4v9sJm0b2OHRwZUjEIADqOj/G+pVrqV27trlvSwghxEOkVlQ816Ady9K2UmDQFTtHq9Iw0D3EzJEJS3qg1vL3S1rLVwwxMTEkJCTwySef3PMxCQkJLFmyhNmzZz/EyIQQQghxr9zd3UlISMDFxaXUeUajkddSozmZfQ6d8e5fBqxVVoxvGkmwi+/DClUIIYSF5OkLGL33M05nX7krIWSjsuLZx4MZ17y7haIT5eleW8s/6MogUYXodDoCAgIICCjzeSWEEEKICubgzWOcyblYbCIIoMBQSEzat7Su6XNX3SEhhBCPNhu1NfMC/8nik5v59lw8OoMeA0ZqaZ14sXEnIh7zs3SIwswkGVQJLVmyhOjoaBRFwdvbm48++ojRo0dz5swZAP773//Srl27IsdcuXKl2DlRUVFcuHCBtLQ0XFxcGDlyJNHR0Xz//fdmvy8hhBBC3C0tLe2e5m26tIt8Q36pc64XZnI29yL17eqWQ2RCCCEqEhu1NaOaduXFxp25WpCJRlFTw9pBPgCooiQZVMkcPHiQ6dOns3PnTlxcXMjIyOCll15i/PjxtG/fnjNnztClSxd+++23Ise98sorJc5JTExkx44d2NraEhcXZ4G7EkIIIcSDulZwk7KKA6gVNVmF0hNECCEqM41KjatNdUuHISxMkkGVzObNm+nbt6+pbkCNGjXYtGkThw4dMs25efMmmZmZRY4rbU6PHj2wtbU1Q/RCCCGEeFjq2tbmwI1jGDCUOEdn1OGidTZjVEIIIYSwBEkGVTJGo/GuZX4Gg4H4+PhSEzqlzbG3ty/3OIUQQghhXl0fC2Hz5d0UGEpOBjWwq0ttm5pmjEoIIYQQlqCydACifIWHh7Nq1SquXr0KQEZGBhEREUU6hiUnJ991XElzcnIKOHn6Ctvjj3HtevZDjl4IIYQQD0sDezfa1vRDq7IqdlyrsmZko/5mjkoIIYQQliArgyoZDw8P3njjDTp06IBarcbPz4/Zs2czduxYvL290el0hIaGMm/evCLH/XVO6+C21G7wFKvXJ2JtbcOpyz+gK9RTxyUHnb7kTxSFEEIIUXG91PQFqltVY+Pv21ApKoxGI2CkurUTrzT9B00cG1g6RCGEEEKYgXLrTYB5BQQEGBMSEsx+XXFvsrLzGf7KYq5czUSnK5r4sdKocatTnfkfv4BWW/wni0IIIYSo2HL1eaRcP0yePh8328do4lBfuskIIYQQlYCiKIlGozGgrHmyMkj8P3t3HhBlufZx/Dsz7OKOmqgJJoqyq4i5K8elNDO3yg0ylzRtO5raamrLW562U1ZaRnayQ2mlZafM0BQ1FxRUzKUF0TB3kW1gZpj3D45zIhYtkUH5ff5i5rmfZ657ymG4nvu67hI++WInp89ml0gEAVisNn47kcl/vt3L4JsjnBCdiIiIXC5Pkwed6oc7OwwRERFxEvUMkhI+/WInBQW2Mo+b8618vDKpEiMSERERERERkYqiZJCUcDYz96JjTp3OuugYEREREREREal6lAySEi6lF5Cnp1slRCIiIiIiIiIiFU3JICkhulsgJmPZTSRdXYzcFB1ciRGJiIiIiIiISEVRMkhKGDU8Cje3snuLu7m5MvSW9pUYkYiIiIiIiIhUFCWDpIQmjevyj3kjqOntgafn/0rGPD1dqVvHi1efuwOf+t5OjFBERERERERE/iptLS+lCgr05dOlU9j4/SF2phzGYDAQ2c6Pzh1b4mJSDlFERERERETkaqVkkJTJ1dVE726B9O4W6OxQRERERERERKSCaImHiIiIiIiIiEg1omSQiIiIiIiIiEg1omSQiIiIiIiIiEg1omSQiIiIiIiIiEg1omSQiIiIiIiIiEg1omSQiIiIiIiIiEg1omSQiIiIiIiIiEg1omSQiIiIiIiIiEg1omSQiIiIiIiIiEg1omSQiIiIiIiIiEg1omSQXHX8/Pw4derUJY9fv349AwcOBCAuLo6pU6eWO/6zzz5j3759lxWjiIiIiIiISFWlZJDIHygZJCIiIiIiItcyJYOkSsvJyWHAgAGEhYURHBxMfHw8AP/85z9p164dISEh7N+/H4Bt27bRuXNnIiIi6Ny5MwcOHCj32ocPHyY6OprQ0FCio6NJT09n8+bNrFq1ihkzZhAeHs5PP/10xecof43dbqewsNDZYYhcVZ544gnWrl3r7DBERERExMmUDJIq7auvvsLX15eUlBT27t1L//79AfDx8WHnzp1MnjyZBQsWABAYGMiGDRvYtWsXc+fO5ZFHHin32lOnTmXs2LHs3r2bUaNGcd9999G5c2cGDRrECy+8QHJyMjfccMMVn+O1aOnSpYSGhhIWFsaYMWP4/PPPiYqKIiIigr/97W8cP34cgDlz5jBmzBh69+5NQEAAixcvdlzjhRdeIDIyktDQUJ588kkA0tLSaNOmDVOmTKFdu3YcOXLEKfMTuVrNnTuXv/3tb1f0NWw22xW9voiIiIhcPiWDpEoLCQlh7dq1zJw5k40bN1K7dm0AhgwZAkD79u1JS0sDIDMzk+HDhxMcHMyDDz5IampqudfesmULI0eOBGDMmDEkJiZeuYlUI6mpqTz99NMkJCSQkpLCK6+8QteuXfn+++/ZtWsXd9xxB88//7xj/O7du1m9ejVbtmxh7ty5ZGRksGbNGg4dOsS2bdtITk4mKSmJDRs2AHDgwAHGjh3Lrl27aN68ubOmKVLlzZs3j8DAQPr06cOdd97JggULiI2NZfny5UBR/7Unn3yyxCrLkydP0qdPH9q1a8ekSZNo3ry5o0/bv/71Lzp27Eh4eDiTJk1yJH68vb154okniIqKYsuWLc6ZsIiIiIhcMiWDpEpr1aoVSUlJhISEMHv2bObOnQuAu7s7ACaTCavVCsDjjz9Or1692Lt3L59//jlms/mSXiMtLY3w8HAMBgPr16/n22+/BWDVqlU899xzV2BW17aEhASGDRuGj48PAPXq1ePo0aP069ePkJAQXnjhhWKJultvvRVPT098fHzo1asX27ZtY82aNaxZs4aIiAjatWvH/v37OXToEADNmzenU6dOTpmbyNVix44drFixgl27dvHJJ5+wY8eOUseVtsryqaeeonfv3uzcuZPbbruN9PR0AH744Qfi4+PZtGkTycnJmEwmPvjgA6CopDc4OJitW7fStWvXypmkiIiIiPxlLs4OQKQ8GRkZ1KtXj9GjR+Pt7U1cXFyZYzMzM2nSpAlAueMu6Ny5M//+97/p1q0bZ06foVXzQLZ/nQx2yMrK4q677mLQoEEVNJPqw263YzAYij03bdo0HnroIQYNGsT69euZM2eO49gfxxoMBux2O7Nnz2bSpEnFjqWlpVGjRo0rFrvItSIxMdGRaAW45ZZbSh33+1WWn3zyiePcTz/9FID+/ftTt25dAL799luSkpKIjIwEIC8vj4YNGwJFifmhQ4deuQmJiIiISIXSyiCp0vbs2eMoSXj66ad57LHHSoyx2WwMGDCAPXv2MHLkSFq3bs2RI0f47bffCAsL45577sFqtZKWlsYzzzxDfHw87dq1IyYmhsWL3qZ9cEdOHj+F14+N+ez1r8n+LZ/pUx+maZNmjBkzBii92TRAbGyso9dQixYtHOUX1Vl0dDQfffQRp0+fBuDMmTPFEnXvvfdesfErV67EbDZz+vRp1q9fT2RkJP369WPJkiVkZ2cD8Ouvv3LixInKnYjIVcxut1/SuNJWWZZ1rt1uJyYmhuTkZJKTkzlw4IAjsevh4YHJZLr8wEVERESkUmhlkFRp/fr1o1+/fsWeu9AjCKBDhw488MADfPXVV6xevRooWiEUERHBxo0biYyM5Pz583h5eVFQUMDu3bvx8PDg0KFD3H77HYSae2Cy12e7IQGj2ZWCQgsudlc60Jsz5l/xdCu6q36h2XRMTAxLlizhvvvu47PPPgPg2LFjJCYmsn//fgYNGsSwYcMq582pooKCgnj00Ufp0aMHJpOJiIgI5syZw/Dhw2nSpAmdOnXil19+cYzv2LEjAwYMID09nccffxxfX198fX354YcfiOrUiawcM9n5dm7oNgovT3fOnM/ldGYO9WtrhZBIWbp27cqkSZOYPXs2VquV1atXM2HChEs+96OPPmLmzJmsWbOGs2fPAkWJ3ltvvZUHH3yQhg0bcubMGbKystS7S0REROQqpGSQXPVCQkKYPn06M2fOZODAgdSpU4fGjRs7Shlq1aoFFPW0mDp1qqPXxQ/79tO0Rig2a8mdbwpthZhz8/lp92GgqNn0hRKKMWPG8PDDDzvGDh48GKPRSNu2bR27ZFV3MTExxMTEFHvu1ltvLXVsq1atWLRoUclr3D2RDb/W5MTZbPILilYs5NmhRZ/7GTErjrcfvwN/3/oVH7zINSAyMpJBgwYRFhZG8+bN6dChg6MB/8U8+eST3HnnncTHx9OjRw8aN25MzZo18fHxYf78+fTt2xer1YY510Jk0FB8al+PxWLj18OnadJc/yZFRERErgYqE5NK9cQTT7B27doKveYfm0x/+umnJfrQALz00ks0atSIlJQUduzYgcVSQH5eQZnXtVkLSdt3tNRjv7/+hTILuPTSDLm4J9/6D8dOnXckgi4osNrIzs3nvhc+obBQ77dIWaZPn86BAwf47LPPOHDgAO3btycuLs6xejEtLc3R6L1Dhw6sX78egNq1a/P111+zc+dORowYQcOGDR2fc7fffjvL//0fWtcfSdB1ozlz1IWDqRn8LXQW99y+kH8v2eiUuV6qnJwcBgwYQFhYGMHBwcTHx5OUlESPHj1o3749/fr149ixYwAsXryYyMhIwsLCGDp0KLm5uQB8/PHHBAcHExYWRvfu3QEwm83cddddhISEEBERwbp164Ci/nVDhgyhf//+BAQEFLuRICIiIuJMWhkklerCbmAV6Y9NphctWkRGRgbbt28nMjKSrKwsPD09yczMpGnTphiNRt577z3sXDyRYDFbsNvtjmbTY8aM4YMPPtBuORXk942kf+/46SySfjiC1VZY6nE7kJVrZmvqYW4M8bti8YlczSZOnMi+ffswm83ExMTQrl27SzovPT2dESNGUFhYiJubG4sXL3Ycy87KY+bEOLKziu/WaLUWgrWQZYu/o2nz+nSNbluhc6koX331Fb6+vsXKim+66SZWrlxJgwYNiI+P59FHH2XJkiUMGTLEUVr32GOP8c477zBt2jTmzp3LHf2lXQAAIABJREFU119/TZMmTTh37hwAr7/+OlDU527//v307duXgwcPApCcnMyuXbtwd3endevWTJs2jWbNmjlh9iIiIiL/o2SQXLYXX3yRJUuWADB+/HgGDx7MTTfdRNeuXdm8eTNNmjRh5cqVeHp6Ehsby8CBAxk2bBjffvst06dPx2q1EhkZyRtvvIG7uzt+fn7ExMTw+eefY7FY+PjjjwkMDCzz9ffs2cOMGTMwGo24urryxhtvYLfbmTZtGnl5eXh6erJ27VqmTJnC0KFD+fjjj+nVqxcuhov/729yNWEwGHj11VcZN24cL7zwAg0aNODtxW+z5dt97Np8iGP7VpOakMsto26ssPe0utt18CguJiMFlpIlfBfkmi1s35euZJBIGZYtW/aXzgsICGDXrl2lHluzcheWcv5d5pstvLcwocomg/5YVly3bl327t1Lnz59gKINCRo3bgzA3r17eeyxxzh37hzZ2dmO/nVdunQhNjaWESNGOHZjS0xMZNq0aQAEBgbSvHlzRzIoOjraUaLXtm1bDh8+rGSQiIiIOJ2SQXJZkpKSePfdd9m6dSt2u52oqCh69OjBoUOH+PDDD1m8eDEjRoxgxYoVjB492nGe2WwmNjaWb7/9llatWjF27FjeeOMNHnjgAQB8fHzYuXMnCxcuZMGCBbz99ttlxlBak2mA77//vtjjgIAAdu/e7XjctkYH4hd8DmZvurgNAKCesRH1jI0AuN49gP539QTAz8+PhIQEALIy85gZs4hjR87ga+oOWfD9uh9I3voTU4a+SL7ZgruH6194N8XhEqu/7CoTE6lU367eTb7ZUu6YY0fPcOZUFvV8alZSVJfuQlnxl19+yezZs+nTpw9BQUFs2bKlxNjY2Fg+++wzwsLCiIuLc5TRvfnmm2zdupXVq1cTHh5OcnJyuSXCvy8l/v2ubSIiIiLOpJ5BclkSExO57bbbqFGjBt7e3gwZMoSNGzfi7+9PeHg4AO3bty+2AxjAgQMH8Pf3p1WrVkBRw+ENGzY4jl+421rauRXllkl98KzhXmp/IQB3TzdG/P2WEs/Pm/Y+R34+iTm3eL8hc24BB1KO8PJjK65IvNVJSMvGZZaIXeDl4Uq7wKaVFJGIAOTnl58IAjCZjBTkV82ER0ZGBl5eXowePZrp06ezdetWTp486UgGWSwWUlNTAcjKyqJx48ZYLBY++OADxzV++uknoqKimDt3Lj4+Phw5coTu3bs7xhw8eJD09HRatWpFpuUEmQUnyMg7qJ5yIiIiUqVoZZBclrK+3P7xTmheXt4lnffH86/kXdQ6DWrx8ndP8eig/+Ps8UzMOfkAeHp74FXTg3mfzeA6vwbFzjl86DgH9hzFWkaZREG+lU3f7OXMySzqNah6d8WvFk0a1iHkhsYkH/wVWxmrfzzcXekc5l/JkYlUby1bN+bXw6cv2ry9qn7+lVZW7OLiwn333UdmZiZWq5UHHniAoKAg5s2bR1RUFM2bNyckJISsrCwAZsyYwaFDh7Db7URHRxMWFkZgYCD33HMPISEhuLi48Owbj/DukXvZfDKZX3POsezwbDyMXmRbzzj5HRAREREpomSQXJbu3bsTGxvLrFmzsNvtfPrpp7z//vulbhX+e4GBgaSlpfHjjz/SsmVL3n//fXr06FFJUf9Pk5bX8W7qi6R8t4/k9fsoLCwkpEtr2vcJxWgsuXBu6/ofSt2K/vdMLiaSNh2kz+D2VyrsamHe5AHEzvmAc9l5xXoHuZiMuLu68PJDt2Eq5b+RiFw5Q0bfyOb1+8ssFXNxNdHnlnDc3Krm14uyyop/vzL1gsmTJzN58uQSz3/yySclnvPw8CAuLg6AH7O28+nRp7FaCggf3IjwwY2wFOZhKcxjwEuNqHfdxVdXiYiIiFxpVfPbmlw12rVrR2xsLB07dgSKGkjXrVv3oud5eHjw7rvvMnz4cEcD6Zt6DuSf973L2eOZPDv2NQaPvwlX3yu/rN5gMBDeM4jwnkEXHZufZ8FmLb98qdBmx1JFSySuJj51arDs6bHEr9nF8m+TOZedh6e7Kzd1bsuYmzvg26C2s0MUqXZaBTWh/+B2fPXZzhIJIRdXE/Ub1CTm3mgnRed8hXYbqzNexGovKPW41Z7Pmt/eoE3tbrgaPSo5OhEREZH/MTijhr1Dhw72HTt2VPrrStVkt9t56+F/sfrtBGwWqyPZ4untQa363ixY+wQNm9V3cpRFEtfs5cVHlpP335Ky0nh4uTF/8V0EtfOrvMBERCqJ3W7nyxU7+GDRd+RkmzEajdisNnreFMr4B/pQq7aXs0N0mp+zd/Lp0acpKMwrc4yr0ZN+100hpE71TZqJiIjIlWMwGJLsdnuHi43TyiBxuk9f+4ov31lHQV7xO6l52Wby8wqY0WceS1JfxGRyfklQp15tLhpHnXo1aBvRvJIiEhGpXAaDgQHDIrl5aAd+TT+NpcBG46Z18fB0c3ZoTne2IINCe/mlxJbCPM4VHKukiERERERK5/y/rqVas9kKWfbsZ+Tnlr7SptBWSOapLLZ/lVzJkZXOxdXErH/cUebW8R5ebsx68c4ydygTEblWGAwGmjb3wT+gkRJB/+VuqoEBU7ljTAZX3E3Vd/WUiIiIVA1KBolT/bjrF6yW8vvr5GWbSfhwUyVFdHHtu7bi2SV307Zdc1zdTHjWcMfVzUT7rgG8+OFkWoc0c3aIIiLiBC29I7FT/soggNY1u1RCNCIiIiJlU5mYOJU5J7/UXbv+KDer7P4LztAmojn/+OAezp3OJvNsDvV8alKzju70iohUZx4mb8Lr3kTK2a+w2EuueHUxuBHgHUVtt0ZOiE5ERETkf5QMEqdqGtCYgjK2KL7A1d2VluF+lRPQn1Snvjd16ns7OwwREakiohuNJ9+Www/nN1Bot1GIDQNGTAZX/GqEM7DJ350dooiIiIiSQeJc9X3rEtylNcnrU7EXlrGznQEGTNCuKyIiUvUZDSYGNnmIG31GkHLua84VHKOmqw9hdfrR0MPf2eGJiIiIAEoGSRVw/2t3M7XzY+Sez6XwDwkhdy83Rs6+jQZNq8bW8iIiIpeivntTeje629lhiIiIiJRKDaTF6Rq3aMhrm+cT2T8cV3dXvGp54uHlTsPrfXjg9fHcMWOQs0MUERERERERuWZoZZBUCY1bNGTuJ9PJPJXFb2kn8KzpSbNWjbVFu4iIiIiIiEgFUzJIqpTaPjWp7VPT2WGIiIiIiIiIXLNUJiYiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIiIiIiIiUo0oGSQiIte02NhYli9fXuL5jIwMhg0bBsD69esZOHBgZYcmIiIiIuIUSgaJiEi15OvrW2qSSERERETkWqdkkIiIXFOWLl1KaGgoYWFhjBkzBoANGzbQuXNnWrRo4UgApaWlERwcXOL8nJwcxo0bR2RkJBEREaxcubJS4xcRERERudKUDBIRkWtGamoqTz/9NAkJCaSkpGC1WklLS+PYsWMkJibyxRdfMGvWLDIyMpg8eTJQVCI2e/ZsAOLi4ujevTu9e/fm7rvvZtKkScyYMYOcnBxnTktEKlnnzp3LPT5+/Hj27dtXSdGIiIhUPBdnByAiIlJREhISGDZsGD4+PgC4u7sDMHjwYIxGI23btuX48eP4+vryxhtvlNon6MiRIzz33HO4uBT9ijSbzaSnp9OmTZvKm4iIONXmzZvLPf72229XUiQiIiJXhlYGiYjINWPr1q28/fbbxUrEjh8/zty5cx0lYmazmYULF9KvX79i55rNZl577TUAHn74YXJzcxk9ejSvvfaaSsVEqhlvb+8SjeWnTp1KXFwcAD179mTHjh0AfPXVV7Rr146wsDCio6OdEa6IiMifppVBIiJyTUhNTWXTpk14e3uTkJCAwWDg3nvvJS8vj+eff57g4GAGDRpU5vkeHh5MnTqVf/7zn3z66aeO55s1a1bueSJSfZ08eZIJEyawYcMG/P39OXPmjLNDEhERuSRKBomIyDUhISGBkSNH0qpVK3r06IHJZCInJwd3d3dmzJhBnTp1OHz4MADbtm0jPT0dm83Gd999B0BObi4zZs3CJzSMTT//wqmff+bp//s/3n//fbp16+ZYNSQicsH3339P9+7d8ff3B6BevXpOjkhEROTSqExMRESuCXa7HYPBQExMDHv37iUlJYXg4GCysrJISkoiJSUFd3d3Ro0axYkTJ7jhhhtITk5m0aJF1K1Xj1q3DuVcnpmM7Bxco7pgqlMXj05dsbfvSL7V6uzpiUglc3FxobCw0PHYbDaXGHPhc0dERORqo2SQiIhcE6Kjo/noo484ffo0AGfOnOHYsWN06tTJ0VD6gr59+wLQtm1bzpw5w/4TJ9l34gR27MXGWQptnMzJYf3Pv1TOJESkymjevDn79u0jPz+fzMxMvv3222LHz5nNnK1fj/+sXcuX27Zht9tVJiYiIlcNlYmJiFyiVatWsW/fPmbNmlXmmLS0NDZv3szIkSMrMTIBCAoK4tFHH3WUiEVERACUetfezc3N8bMdOJGdQ31rYYlxALZCO2dy8jhw8hStG/iUOkZEri0Gg4FmzZoxYsQIQkNDCQgIcHymmK0WfjpzhvErP6Wmnx81bhvM0KFDcDEYCPFvweb/lp6KiIhUZUoGiYhcokGDBl20kXBaWhrLli1TMshJYmJiiImJcTxOTU3ltttu4/Tp09SvX5/09HQeeughGjZsyN69eym027Ha7TSNHY/lzBmMnl40uHUoeT/9iFuDhtTp3ovzO7Zhs9v59seflQwSqQZOnz7t6P3z/PPP8/zzzzuOFdrtjFrxMd4T7ibfZiPHYsGldSsat34IgCxXV346c4Yb1DtIRESqOJWJiYhQlMQJDAxk/PjxBAcHM2rUKNauXUuXLl0ICAhg27ZtxMXFMXXqVABiY2O577776Ny5s2PLcoBZs2axceNGwsPDeemll5w5JaH4aqGwsDAeeuihYsff3b6TQru9jLMBgx2jqw07dvIt6hskcq3LyMjgxhtvZPr06aUe35R+mD3Hj5Nvs5V6PNdi4bmNG65kiCIAxb6TiIj8FVoZJCKX7M0338TLy4uxY8cSGxvLwIEDGTZs2J++TnJyMhkZGdx8881XIMq/7scff+Tjjz9m0aJFREZGsmzZMhITE1m1ahXPPPMMgwcPLjb+2LFjJCYmsn//fgYNGsSwYcN47rnnWLBgAV988YWTZiF/9MfVQhfYCgtZtHU7LeY+B4BrvXpc/+DDAHje0BLPG1oChTS+qS1uphBaN9SqIJFrna+vLwcPHizzeFzyLnItljKP24GN6Yc5bzZTy8PjCkQoIiJSMbQySEQu2T333MPYsWMv+zrJycl8+eWXpR6zOnHXJn9/f0JCQjAajQQFBREdHY3BYCAkJIS0tLQS4wcPHozRaKRt27YcP3688gOWy3Ik83y5f9QBYDdiPueJR4PzGGpmVk5gIlJl/Xr+/EXHuBqNnMrLq4Ro5Go1ePBg2rdvT1BQEIsWLQLA29ubv//977Rr147o6GhOnjwJQM+ePXnggQfo3LkzwcHBbNu2zZmhi8g1RMkgESnT0qVLCQ0NJSwsjDFjxjBnzhwWLFhQYtzcuXOJjIwkODiYiRMnYv9v2U3Pnj2ZOXMmHTt2pFWrVmzcuJGCggKeeOIJ4uPjCQ8PJz4+njlz5jBx4kT69u3L2LFjMZvN3HXXXYSEhBAREcG6desqZb7u7u6On41Go+Ox0WgsNUn1+/H28kqNpEoqLCzEwKVtCW0w2lma9o3+O4tUc/U9vS46xlJYSB2tCpJyLFmyhKSkJHbs2MGrr77K6dOnycnJoV27duzcuZMePXrw1FNPOcbn5OSwefNmFi5cyLhx45wYuYhcS5QMErlKxcbGOvrU/F5GRsZfKt36o9TUVJ5++mkSEhJISUnhlVdeKXPs1KlT2b59O3v37iUvL69YiZTVamXbtm28/PLLPPXUU7i5uTF37lxuv/12kpOTuf322wFISkpi5cqVLFu2jNdffx2APXv28OGHHxITE4PZbL7sOV0pZ89kY7MVsuqzJH47lkNWVpazQ5JL0KR2LUrZaKw4gx33mvkAnC44z4n8c1c+MBGpskaFheHl6lrumLDrrqOep2clRSRXo1dffZWwsDA6derEkSNHOHToEEaj0fGdaPTo0SQmJjrG33nnnQB0796d8+fPc+6cfheJyOVTMkjkGuPr61tqkujPSkhIYNiwYfj4FPVJqVfOzijr1q0jKiqKkJAQEhISSE1NdRwbMmQIAO3bty+11OqCQYMG4fnfL8+JiYmMGTMGgMDAQJo3b15uDwdnsVpsPDtvJSNvfx2LxcZbC79l6bt7OLD/N1q3bqsG0lWcu4sLd4SF4u5iKnOMATveDXMAMBlMFBSqibRIddanxQ341qyJq7H0r9AeLi7M6tqtkqOSq8n69etZu3YtW7ZsISUlhYiIiFJveBl+d7fC8Ic7F398LCLyVygZJHKV+GPJFsCGDRtK7GaVlpZGcHAwAFFRUcUSMz179iQpKYmcnBzGjRtHZGQkERERrFy5ssTr2e32S/qyYTabmTJlCsuXL2fPnj1MmDCh2JeaC6VUJpOp3H5ANWrUKPbalc3Pz4+9e/c6HsfFxTlWWF04Fhsby2uvvQbAu+++S9J2Gxs3HMBSYKNnlyfJz7dSkF9IcGAMAX53cctAbS9f1T3YrTMBPvUxlfLb0GAspPb1mbi4F+0aVGgvpKF7nUqOUESqEleTiX8Pv53gho3wcHHB+N/fkzVcXanp5s4bA28horGvk6OUqiwzM5O6devi5eXF/v37+f7774Gi0uUL3+WWLVtG165dHefEx8fza95vvPr5m7jUcCXfXTcmROTyKRkkchUoq2Trwm5WX3zxBbNmzSpx3h133MFHH33kGJuRkUH79u15+umn6d27N9u3b2fdunXMmDGDnJycYudGR0fz0Ucfcfr0aQDOnDlTamwXEj8+Pj5kZ2df0qqkmjVrlllKdeLEefz8gnj11bcoyLdy8OBB0tPTad269UWvW5lSdh3mh32/UlBQ+hcys9nCm6+vreSo5M/ycHUhftTtxEaFYnK1UbQXkB33mmZ8Ak7j3SAXABeDib7XtcfdVH55iIhc++p5erLijjtZPuIO7ovqxOTIjjzXpy/bJ91DDz9/Z4cnVVz//v2xWq2Ehoby+OOP06lTJ6Doplhqairt27cnISGBJ554AgBLoZU91oOEd4zgiQcepfX0SB7YNYdVv35DQeFFNkEQESmHtpYXuQqUVbJ1sd2sRowYQZ8+fXjqqaf46KOPGD58OABr1qxh1apVjmbQZrOZ9PR02rRp4zg3KCiIRx99lB49emAymYiIiMDPz6/Ea9SpU4cJEyYQEhKCn58fkZGRF51Pr169eO655wgPD2f27NkAnD+fx98f+Bc/pP6K0ViTlNSf8PFpRt263ryzZEmxZs1VwWefJpFvLv9LWOreo5w9m0PdujXKHSfO5e7iwuzu0dRvbGZ5eiL5dkuxXkIuBhM+7rWY0PJm5wUpIlVO24YNaduwobPDkKuMu7s7//nPf0o9Nm/ePObNm+d4fN6Szc856QTfGEXPcYMdz1vsVtx718XNvR55NjOeJjUsF5E/T8kgkatAWSVbF9vNqkmTJtSvX5/du3cTHx/PW2+95Ri7YsWKi662iYmJISYmptRjcXFxjp/nz5/P/PnzS4xZv36942cfHx9Hz6B69eqxfft2x7HjxzO5Z/wScrKPUFhYNI/WNxT1GnL3cGHr5iyioy+tbK2yHP8tk4tVs7m6mjh7Rsmgq8XEgAH4eTdiyc9rOFuQhclgxGYvpM917ZnY8mZquV58FyEREZGK8kXGWmx2G4UUljhmtds4W3COdcc3c7NvbydEJyJXOyWDRK4C0dHR3HbbbTz44IPUr1+/zJKt0txxxx08//zzZGZmEhISwtFfTuLfJIgHpszm2aefJyzqBpKTk4mIiLiCMyjf4jcSyMk2OxJBv5dvtrJl0yF+2JdB26AmToiudPXre3PoImMsVhu16yiBcDXp27gDfa5rz3HzWQoKrTT0qIOHyc3ZYYmIyDUuOzu7xHPfHN9Ij9cGlXlOQaGF//y2XskgEflLlAwSuQqUVrJ1qYYNG8b999/PwzNmMSt2MT8kp2Mr9GXfr2vo0asLBpOBiPbBrPvOOf1tcnPz2bzpYKmJoAvy8y18snwbbYNuq8TIynfL4HakJB8mL6/sUrGWLRtRv753JUYlFcFgMHCdZ9m754mIiFxpdrudbGvuRcedKzhfCdGIyLVIySCRq0R5JVvwvztKf9wVq1GjRuTmmpk65FWOpR/GarEBBto27OcY45HtxtFfTtLUv8EVi78sp05mYTKZAFuZY+x2OJx2qvKCugQdIlvQtFl90n45icVSMnZ3dxcmTo52QmQiIiJytTMYDLgb3ckvzC93nJeLZyVFJCLXGu0mJlINJH69h5PHMv+bCCop32xh6avfVHJURbxquGO1lp0IusDbu2o1RzSZjLzw0kiCQ5rh5u6Ci0vRx6mnpxs1arjz5NyhhIQ2c3KUIiIicrXq3qAjpnL+XHM1uPK3Rl3LPC4iUh6tDBKpBlb9awvm3IIyj9sL7XyfsI98swV3j8rdOtvHpybNrq/Pzz+dKHOMp6crNw8Mr8SoLo23twcvvDSSw2mn+H7zIfILrPj5+XBjl1a4upqcHZ6IiIhcxW5r0o/EU9vJs5lLHDNgwMPkTr/relzxONLS0hg4cGCxlecicvVTMkikGjhz8uL15AaDgZzzeZWeDAIYP7EXTz2xgvx8a4ljRqOBGt4e9OjZppQzq4bmfj409/NxdhgiIiJyDWngUZ+ngh/i2X2vk2czY/5vyZiH0Z3arjV5pO1UarmqN6GI/DUqExOpBuo1qHXRMYWFdmrUck7decdONzD1/r64ubng7v6/HLWnpxsNG9XildfG4uau3LWIiIhUL/41mvFmh2d4qPV4bmvSnyFNbmJmm8n8s91cfD0bVVocVquVmJgYQkNDGTZsGLm5ucydO5fIyEiCg4OZOHEidnvRZiA9e/Zk5syZdOzYkVatWrFx40agaIVRt27daNeuHe3atWPz5s0ArF+/np49ezJs2DACAwMZNWqU41plvYaIXD4lg0SqgUGjbsTDq+ztsQ1GA516t3HKqqALbhoQzocfT2VsbDe69QikT79gHpszmPc+mEyj62o7LS4RERG5OqSlpREYGMj48eMJDg5m1KhRrF27li5duhAQEMC2bdvYtm0bnTt3JiIigs6dO3PgwAEA4uLiGDJkCP379ycgIICHH37Ycd133nmHVq1a0bNnTyZMmMDUqVMBOHz4MNHR0YSGhhIdHU16evoVmZfRYCSibjAjm9/Knc0HEVy7NQaD4Yq8VlkOHDjAxIkT2b17N7Vq1WLhwoVMnTqV7du3s3fvXvLy8vjiiy8c461WK9u2bePll1/mqaeeAqBhw4Z888037Ny5k/j4eO677z7H+F27dvHyyy+zb98+fv75ZzZt2gRQ7muIyOVRMkikGujaP4QGjWvjUkYfG3cPV2Lu71vJUZVUu44Xt4+8kSfnDmHmI4OI6tQSk0kfUyIiInJpfvzxR+6//352797N/v37WbZsGYmJiSxYsIBnnnmGwMBANmzYwK5du5g7dy6PPPKI49zk5GTi4+PZs2cP8fHxHDlyhIyMDObNm8f333/PN998w/79+x3jp06dytixY9m9ezejRo0qlty41jRr1owuXboAMHr0aBITE1m3bh1RUVGEhISQkJBAamqqY/yQIUMAaN++PWlpaQBYLBYmTJhASEgIw4cPZ9++fY7xHTt2pGnTphiNRsLDwx3nlPcaInJ5VHchUg24ubnwj3/dw/z7P2B/Sjp2e1FZmJubCe9anjz+2hinbCsvIiIiUpH8/f0JCQkBICgoiOjoaAwGAyEhIaSlpZGZmUlMTAyHDh3CYDBgsVgc50ZHR1O7dtFq5LZt23L48GFOnTpFjx49qFevHgDDhw/n4MGDAGzZsoVPPvkEgDFjxhRbTXSt+eNKJIPBwJQpU9ixYwfNmjVjzpw5mM3/a3Tt7u4OgMlkwmot6gn50ksv0ahRI1JSUigsLMTDw6PE+N+fYzaby30NEbk8SgaJVBM163jxf+9N4OgvJ0lKPIjVWkjLtr6EdmxR6UuNRURERK6E3ycVjEaj47HRaMRqtfL444/Tq1cvPv30U9LS0ujZs2ep515ISPyZHjXX8vep9PR0tmzZwo033siHH35I165d2bx5Mz4+PmRnZ7N8+XKGDRtW7jUyMzMdq3/ee+89bDZbmWPtdjub0n/EbLOy/lwGnd1dLuk1ROTSKRkkUs009W+gVUAiIiJSLWVmZtKkSROgqE/QxXTs2JEHH3yQs2fPUrNmTVasWOFYedTpxhv517Jl3BUTwwcffEDXrl2vZOhO1aZNG9577z0mTZpEQEAAkydP5uzZs4SEhODn50dkZORFrzFlyhSGDh3Kxx9/TK9evahRo0aypXquAAAgAElEQVSp407l5fBM0jpc3c/i0jWCu/sMwMWnLtc3ux5LOQkkEflzlAwSEREREZFq4eGHHyYmJoYXX3yR3r17X3R8kyZNeOSRR4iKisLX15c2bdqQYc2nZ/xifuocwrfPzuP+Jx6jRZOmrPp3fCXMoPL5+fkV6+9zwfz585k/f36J59evX+/42cfHx9H/JyAggN27dzuOPfvss0DR7mMXVmjtP3uS3dEhWKwWLFYLNYf0oeaQPgDYjSYO+FxHod2O8RpehSVSWQzO2J6vQ4cO9h07dlT664qIiIiISPU0fvx4HnroIdq2bfunzsvOzsbb25sCi4WAbp2xdQjBJaxNsTGeLq6MbRvB7KgeF71ez549WbBgAR06dPhTcVSUtLQ0Bg4cyN69e53y+uUZuzaeDRlpZR73cnFlYY/B9GzSovKCErnKGAyGJLvdftEPGG3TIyIiIiIi17y33377TyeCAObMmUN4eDj+rVuR5e2JKTSwxJg8q4Wl+3ax9diRigi1WjqXn8f3v5X//uVaLSzdv7OSIhK5tikZJCIiIlKFeHt7OzsEkataWloagYGBxMTEEBoayrBhw8jNzaVnz55cqE7w9vbm0UcfJSwsjE6dOnH8+HEATp48ydChQ4mMjCQyMpJNmzaxYMECFi1aRLaLieyDP3H8/xZi+e0EANmbd3Di9TiOv/I2P85+mnsenl5uDJc7h6SkJHr06EH79u3p168fx44dA2Dx4sVERkYSFhbG0KFDHa91/PhxbrvtNsLCwggLC2Pz5s0A2Gw2JkyYQFBQEH379iUvL69i3vzLcMqci6vRdNFxv+ZkVkI0Itc+JYNEREREROSacuDAASZOnMju3bupVasWCxcuLHY8JyeHTp06kZKSQvfu3Vm8eDEA999/Pw8++CDbt29nxYoVjB8/HoAbWgVQ96Hx+D7+ALUH9eXcp185rlXwyxF87r6Txo8/yP51Gx0Jp4vF8Gfn8PrrrzNt2jSWL19OUlIS48aN49FHHwVgyJAhbN++nZSUFNq0acM777wDwH333UePHj1ISUlh586dBAUFAXDo0CHuvfdeUlNTqVOnDitWrPgL73LFqufuiaXw4g2iG3oqYS5SEdRAWkREROQvysnJYcSIERw9ehSbzcbjjz9Oy5Yteeihh8jOzsbHx4e4uDgaN27MTz/9xL333svJkyfx8vJi8eLFBAYG8ssvvzBy5EisViv9+/d39pRErgnNmjWjS5cuAIwePZpXX3212HE3NzcGDhwIQPv27fnmm28AWLt2bbFmyefPnycrK4uszPOcfOtfWE6cAgzYf7erlUfbAEzeRTtj1ekQRmJiIoMHDy41hunTp//lOTzzzDPs3buXPn2KGirbbDYaN24MwN69e3nsscc4d+4c2dnZ9OvXD4CEhASWLl0KgMlkonbt2pw9exZ/f3/Cw8Md87/Q5NmZ6nl4EdHAl63Hyy4V83JxZUzrdpUYlci1q0KSQQaDYTrwAtDAbrefqohriohURIPDVatWsW/fPmbNmsWcOXPw9vb+U1/ERETK89VXX+Hr68vq1auBom2rb7rpJlauXEmDBg2Ij4/n0UcfZcmSJUycOJE333yTgIAAtm7dypQpU0hISOD+++9n8uTJjB07ltdff93JMxK5Nhj+sNvUHx+7uro6njOZTFitVgAKCwvZsmULnp6excZPmzaNFu0jyIoKxXrqDL/9463fX7zoOgYDzWvVcVz3YjH82TnUrFmToKAgtmzZUmJsbGwsn332GWFhYcTFxRXb0as07u7ujp9NJlOVKBMDmN2+J3d+/SF5NmuJY65GI9fXrEPvpjc4ITKRa89ll4kZDIZmQB8g/fLDERGpWIMGDWLWrFnODkNErlEhISGsXbuWmTNnsnHjRo4cOeK4cx8eHs78+fM5evQo2dnZbN68meHDhxMeHs6kSZMcvT42bdrEnXfeCcCYMWOcOR2Ra0Z6erojafLhhx/StWvXSzqvb9++vPbaa47HycnJQFGid0iHTni6uJK9ufiuyOZ9B7Hl5GKy2TiblOJYzXMhhiO5Gbzy7mu0aB+ApdDyl+fQqVMnTp486XjOYrGQmpoKQFZWFo0bN8ZisfDBBx84rhEdHc0bb7wBFK0kOn/+/CW/vjOE+/jydu+h1HHzoIaLGwaKkkAeJhciGzYlvu9IXIzqdCJSESpiZdBLwMPAygq4lohIMVarlZiYGHbt2kWrVq1YunQpCxYs4PPPPycvL4/OnTvz1ltvYTAYePXVV3nzzTdxcXGhbdu2/Pvf/yYuLo4dO3YU+2InIlJRWrVqRVJSEl9++SWzZ8+mT58+pd65P3/+PHXq1HH8YflHf3bFgIiUr02bNrz33ntMmjSJgIAAJk+ezOeff37R81599VXuvfdeQkNDsVqtdO/enTfffJOHH36YmJgYCjzdcbm+cbFzPFr6c3ZJPLasXCbF3kWHDh1IS0ujZeuW3POP+0lP/plazepSY7wvd29/mJP5Z7Db7X96DtOmTaNfv37cd999ZGZmYrVaeeCBBwgKCmLevHlERUXRvHlzQkJCyMrKAuCVV15h4sSJvPPOO5hMJsbPeYyvzx7jp8wzdI1/i1tvaEN2QT5V6ROoS2M/doyYRsLRn9h/7gTuRheim7WkZe36zg5N5JpiuJQPojJPNhgGAdF2u/1+g8GQBnS4lDKxDh062C80VhMRKUtaWhr+/v4kJibSpUsXxo0bR9u2bRk3bhz16tUDiu6ijxgxgltuuQVfX19++eUX3N3dOXfuHHXq1CmWDFKZmIhUtIyMDOrVq4eHhwefffYZixYt4uDBg7z//vvceOONWCwWDh48SFBQEJ07d+bBBx9k+PDh2O12du/eTWhoCANu+Ru3Du1N7NjJLFn0ETNmzCA7O9vZUxO5alVEmXl5dvx2lDdTtrHzRAZnNm6lzsmz/Puddwms18AxJnHfFgbecgt93h9e4nx3oxs9G97I+BZ3VNocbIWFTFv3OeuO/kyu9X+rk9yMJlxNJpb2G06HRk0q5LVExLkMBkOS3W7vcLFxF10ZZDAY1gLXlXLoUeARoO8lBjQRmAhw/fXXX8opIiKlNl/09/fn+eefJzc3lzNnzhAUFMQtt9xCaGgoo0aNYvDgwQwePNjJkYtIdbBnzx5mzJiB0WjE1dWVN954AxcXl1Lv3H/wwQdMnjyZ+fPnY7FY6H9bEDfXOcHtM8/xf/f/H/946Vn63hIC/PUbdSJy5XW4rilvX9cUgDibNzt27CiWCAL48PAq7PbCUs/PLyxg3YnN3Ny4F76eja54vABv7tlGwpGfSvTiKSi0UVBoI+brj/n+jsnUdHMv4woicq25aDLIbrf/rbTnDQZDCOAPpPx3aXNTYKfBYOhot9t/K+U6i4BFULQy6HKCFpHqo7Tmi1OmTGHHjh00a9aMOXPmYDabAVi9ejUbNmxg1apVzJs3z1FHLyJypfTr18+xa8/vbdiwocRz/v7+fPVV0XbU+8+8yOHzyygoNNOgKSxY0RwAA7ncOjGcPEsGnq6+VzZ4kWuUn5/fFVsV9EexsbHExsYWe+6k+TRn6+TQ91+3l3merbCQNb9tINa/5MohqNg5WAsLWbRnW6lNmR3x2O2sOLSX2KD2FfKaIlL1/eXuW3a7fY/dbm9ot9v97Ha7H3AUaFdaIkhE5K8qqwGkj48P2dnZLF++HCja/ePIkSP06tWL559/3rG1qohIVZNd8DNp5z/AZjeXOGanEGthFqlnnnVCZCJSEU7kn8bVWP49dxs2juYeq5R4fjp3GkuhrdwxeVYL/0k7WCnxiEjVUCFby4uIXCmlNYA8e/YsISEh+Pn5ERkZCRTtkDF69GgyMzOx2Qrp87dhPD77M/ambsBmP8XRo2ecPBMRkSJp5z/Ebi/7DzM7hZzK3USB7RxupjqVGJmIVIQaLl7YyigR+71art6VEA1Y7YUYLqFFtLXw4jGLyLWjwpJB/10dJCJSYfz8/Ni3b1+J5+fPn8/8+fNLPJ+YmMi+1F+ZNePfnDtVyG9HMzAZWuLu2oqJd71N7N39GXFHp8oIXUSkTFkFB7BTdrkGgNHgRq71iJJBIleh5l5NqOHiSX5BfpljPIzu9GrUuVLi8a9V96LJKTejiU6Nm1VKPCJSNfzlMjERkarm3LkcZk3/kNycfMzm/+2UYbUWUlBg5b0lG/h+8yEnRigiAi7GGhcdY8eGi8GrEqIRkYpmMBgY3fw23IxupR43GUw09mxIcK3WlRKPl6sbQ1oG42Y0lTnGYIAxbSIqJR4RqRqUDBKRa8bqz5Ox2sq+85WfbyVuScmmriIilamJ9yBMF0n0uBprU8O1RSVFJCIVrVuDjoy8/lZcDS64GVwBMGDA3eiGf42mPN72/hKbZPwZL7/8Mrm5uZc8/pHIHlxfqw7uppIJIQ+TC/Nu7MN1NWoSGxvr6MdYUW6++WbOnTtXodcUkcunnkEics349pu9FOSXX3qR9stJsrPMeNf0qKSoRESKu67G39h/5h/YbGagZALbaPCgVd1pl/WHoog43wDf3nRr0JH1J7ZwOPdXapg86dogkgBv/8v+9/3yyy8zevRovLxKJpZtNhumPyR9vN3cWTVoDIv2bCduXxI5lgIK7XYiGzXlwXZd6NT4+suKp7TXtdvt2O12vvzyy8u+tohUPK0MEpFi1q9fz8CBA50dxl9SUFB+IgjAaDRe0jgRkSvFaHDlxsZL8TA1KrZCyIArRoM7N9S+m6Y1b3VihCJSUWq5ejOoSR+mBcQyrsXttKrZ4k8ngnJychgwYABhYWEEBwfz1FNPkZGRQa9evejVqxcA3t7ePPHEE0RFRbFlyxbmzp1LZGQkwcHBTJw4EbvdTs7Zc/xrwn0kj5rG0pAe/HL3w7wQUpQIuuGGGxwrjdauXUu3bt1o1aoVX3zxBVCU6JkxYwaRkZGEhoby1ltvAUXfG3v16sXIkSMJCQkhLS2NNm3aMGXKFNq1a8eRI0fw8/Pj1KlTFfiuikhF0MogkWrKarXi4nJtfQS0bHkdx3/LxG4ve4yLq5HatdWHQ0Scy9PVl57NvuRE7nqOZn+OrTCHWm5taF7rTrxcmzg7PBGpQr766it8fX1ZvXo1AJmZmbz77rusW7cOHx8foChhFBwczNy5cwFo27YtTzzxBABjxozhiy++4JZbbsFsNpOVlcXO77fSoUMHNm7cSNeuXWnYsKFjlVFaWhrfffcdP/30E7169eLHH39k6dKl1K5dm+3bt5Ofn0+XLl3o27cvANu2bWPv3r34+/uTlpbGgQMHePfdd1m4cGFlv1Ui8idoZZDIVSwtLY3AwEBiYmIIDQ1l2LBh5Obmlno3CKBnz5488sgj9OjRg1deeYWPP/6Y4OBgwsLC6N69e4nr5+TkMG7cOCIjI4mIiGDlypUAdOvWjeTkZMe4Ll26sHv37sqZdDmG3d4RN3fXMo+7upq4ZVA7TC766BMR5zMaXLmuRh86NHqVqMbv0Kb+dCWCRKSEkJAQ1q5dy8yZM9m4cSO1a9cuMcZkMjF06FDH43Xr1hEVFUVISAgJCQmkpqYC0LlzZzZt2sSGDRt45JFH2LBhAxs3bqRbt26Oc0eMGIHRaCQgIIAWLVqwf/9+1qxZw9KlSwkPDycqKorTp09z6FDRphwdO3bE39/fcX7z5s3p1Em7t4pUdfqLSOQqd+DAASZOnMju3bupVasWCxcuZOrUqWzfvp29e/eSl5fnWOILcO7cOb777jv+/ve/M3fuXL7++mtSUlJYtWpViWs//fTT9O7dm+3bt7Nu3TpmzJhBTk4O48ePJy4uDoCDBw+Sn59PaGhoZU25TMEhzejTNxgPj5IJIVdXE9c1rsOosV2cEJmIiIjIX9OqVSuSkpIICQlh9uzZjtU/v+fh4eHo12M2m5kyZQrLly9nz549TJgwAbPZDBTd0Nu4cSOHDx/m1ltvJSUlhcTExGI3Bf9YxmYwGLDb7fzzn/8kOTmZ5ORkfvnlF8fKoBo1iu+Q+MfHIlI1KRkkcpVr1qwZXboUJThGjx5NYmJimXeDAG6//XbHz126dCE2NpbFixdjs9lKXHvNmjU899xzhIeH07NnT8xmM+np6QwfPpwvvvgCi8XCkiVLiI2NveLzvFT3P9SfiZN7U9/HG3cPVzy93PDwcOWmAeG89mYsXl7uzg5RRERE5JJlZGTg5eXF6NGjmT59Ojt37qRmzZpkZWWVOv5C4sfH5//Zu/Ooqur9/+PPfQ4zKEHgPCCGQ0yCqDiCmUM3hzTN+pmKfh2ymw3e5m5Jg90G66Z1G2wQLTNtUNPyVl6nSA3BAbAcKrE0L+EEMp8D+/cHt1Mkk6mA8nqs1Vqcvd/7s9+fkwvOee/P4Edubm653cH69evHO++8Q1BQEBaLBV9fXz799FPHZ0mA999/n9LSUr7//nt++OEHOnbsyODBg3nllVew2WxA2cPAvLy8C9hrEbnQLq0FQ0QaoIqe3tx6660kJyfTunVr4uPjHR8KoPzTmldffZWvv/6aTz75hC5dupSb+gVlu0B8+OGHdOzY8Yz7Dhw4kFWrVrF8+XKSk5PPc6/+PMMwGH5dV4aNiOToz6ew2Upo1twb1yqmj4mIiIjUV2lpadxzzz1YLBacnZ155ZVX2Lp1K9dccw3Nmzdnw4YN5eIvu+wypk6dSmhoKAEBAXTr1s1xLiAgAMAxEqhPnz4cPnwYHx8fR0zHjh2JiYkhMzOTV199FTc3N6ZMmUJGRgaRkZGYpom/vz8rV648I9fDecc5UZzH42mraO3hy7BWERfgHRGR88Ewq1pp9QKJiooy69OXR5GLVUZGBu3atWPLli307NmTqVOn0qlTJ5555hkyMjIoKSkhOjqa0aNHEx8fT2xsLHPnziUqKgqA77//nvbt2wMQERHBwoULOXXqFHPnzmXNmjU8+OCD5OTk8OKLL2IYBjt37iQiouyPekpKCsOGDaNv374sW7aszt4DEREREalbRSU2Htz1AYm/7KfELMVuluJqccIEJgb25tYOA856FzUR+XMMw0gxTTOqujiNDBK5yHXu3JlFixYxffp0goKCmDFjBidPnqzwadAf3XPPPRw4cADTNBkwYADh4eFs2rTJcf7hhx/mzjvvJCwsDNM08fNtyo1D7iQ3p4CADs3w8vJi0qRJtdFNEREREamnfi0EFZXaHcd+/fntg1vwdHIlrn3fyi4XkTqgkUEiF7GMjAyGDh1Kenr6Bb3P6ewCHpm+kIz9mRQV2TBLTUotBXz13dssfm0lo+L0x11ERESkITqUd5wbNr9UrhD0R55OLmy4+gFcrBqLIHKh1XRkkBaQFpEqmabJg5Pf4LtvfqawoBiz1ORIdhqb979FkF8/Fs/7gvUf76zrNEVERESkDvz751TsZmk1UQZfH/+hVvIRkZpRaVbkIhYQEHDBRwXt/voHDmccw277bbexlt6htPQOBaCo0MZbz/+b/sO6aC64iIiISANzvCiXkmqKQaZpklOcX0sZiUhNaGSQiFTpi4+SKcwvrjIm73QhP+w9WksZiYiIiEh90dbjclwt1Y8xaO5xWS1kIyI1pWKQiFQp+2RetTFWq4W804XVxomIiIjIpeUvrcKpbhVaL2c3Inza1ko+IlIzKgaJSJVaBzbB6lT1rwpbsZ0mLfS0R0RERKSh8XHxZOoVMbhZnSs872Zx5pHQEVpOQKSeUTFIRKp07Y09sFqr/lUR2Kk5zVr51lJGIiIiIlKfTLkihts7DqSRkxueTq54Wl3wsLrQ1M2b57reRJ8mHeo6RRH5Ay0gLSJVatXOn8HXR/H5ihSKCmxnnHfzcOGvj1xXB5mJiIiISH1gGAb/r11PxrTtzvbjB8mx5dPM7TLCfVprRJBIPaVikIhUa8bfh+Pj34j339jMr3/PS+ylNG9zObOeHM0VV7ao2wRFREREpM45W6z08r+irtMQkRowTLO65b7Ov6ioKDM5ObnW7ysi56a42M6e5Azy84poFeBH26CmdZ2SiIiIiIiI/I9hGCmmaUZVF6eRQSJSYy4uTkT00tMeERERERGRi5kWkBYRERERERERaUBUDBIRERERERERaUBUDBIRERERERERaUBUDBIRERERERERaUBUDBIRERERERERaUBUDBIRERERERERaUBUDBIRERERERERaUBUDBIRERERERERaUBUDBIRERERERERaUBUDBIRERERERERaUBUDBIRERERERERaUBUDBIRuQR8/PHHPPXUU+elrfj4eObOnXte2hIRERERkfrHqa4TEBGRc2O32xk+fDjDhw+v61REREREROQioJFBIiL1yOLFiwkLCyM8PJzx48dz6NAhBgwYQFhYGAMGDODHH38EIC4ujlmzZtG/f3/uu+8+EhISuO222wBYvXo1PXr0ICIigquvvprMzEygbMTP5MmTiY2NJTAwkPnz5zvuO2fOHDp27MjVV1/Nvn37ar/jIiIiIiJSa1QMEhE5B4888gjr1q07L23t2bOHOXPmsH79enbv3s28efO47bbbmDBhAqmpqYwbN47bb7/dEb9//37WrVvHc889V66dPn36sG3bNnbu3MmNN97IM8884zi3d+9ePvvsM5KSknj00Uex2WykpKTw3nvvsXPnTj766CO2b99+XvojIiIiIiL1k6aJichFwTRNTNPEYqk/NeySkhIee+yx89be+vXrGT16NH5+fgD4+vqydetWPvroIwDGjx/Pvffe64gfM2YMVqv1jHYOHz7M2LFjOXr0KMXFxbRr185x7tprr8XV1RVXV1eaNGlCZmYmX375JSNHjsTDwwNA081ERERERC5x9edblYjIH2RkZNC5c2duvfVWIiMjefvttwkNDSUkJIT77rsPKCvIxMXFERISQmhoKP/85z8B+P777xkyZAhdu3alb9++7N27FyibXjVjxgz69+9PYGAgmzZtYvLkyXTu3Jm4uDjHvWfMmEFUVBTBwcHMnj3bcTwgIIDHHnuMPn368P777xMXF8cHH3xwXvprmiaGYVQZ8/vznp6eFcbMnDmT2267jbS0NF577TUKCwsd51xdXR0/W61W7Hb7Ge2KiIiIiMilTcUgEanX9u3bx4QJE/jkk094+OGHWb9+Pbt27WL79u2sXLmSXbt2ceTIEdLT00lLS2PSpEkATJs2jRdffJGUlBTmzp3Lrbfe6mjz5MmTrF+/nn/+858MGzaMu+66iz179pCWlsauXbuAsjV0kpOTSU1NZdOmTaSmpjqud3NzIzExkRtvvPG89nXAgAEsX76c48ePA3DixAl69erFe++9B8CSJUvo06dPte1kZ2fTsmVLABYtWlRtfL9+/VixYgUFBQWcPn2a1atXn0MvRERERESkvtM0MRGp19q2bUt0dDSrVq0iNjYWf39/AMaNG8fmzZt5+OGH+eGHH5g5cybXXnstgwYNIjc3ly1btjBmzBhHO0VFRY6fhw0bhmEYhIaG0rRpU0JDQwEIDg4mIyODLl26sHz5chYsWIDdbufo0aN88803hIWFATB27NgL0tfg4GAeeughYmJisFqtREREMH/+fCZPnsyzzz6Lv78/CxcurLad+Ph4xowZQ8uWLYmOjubgwYOVxiZv/4HETYcpKW5F0yYBtGrVmqio6PPZLRERERERqWdUDBKReu3XqVCmaVZ43sfHh927d/PZZ5/xr3/9i+XLl/PCCy9w2WWXOUb5/NGvU6UsFku5aVMWiwW73c7BgweZO3cu27dvx8fHh7i4uHJTrSqbnnU+TJw4kYkTJ5Y7tn79+jPiEhISyr2Oi4tzTHMbMWIEI0aMOOOa+Ph4x88l9lJGDZ9NwhspFBbaaN60D82b9sHJ2UruSQuDB95wzn0REREREZH6SdPEROSi0KNHDzZt2sSxY8coKSlh6dKlxMTEcOzYMUpLS7n++ut5/PHH2bFjB40bN6Zdu3a8//77QFkhaffu3TW+V05ODp6ennh7e5OZmcnatWsvVLfqzLvvbCEl+SCFhbZyx+22EgoKbDx4/3JycwsruVouRfHx8cydO7eu0xARERGRWqBikIhcFJo3b84//vEP+vfvT3h4OJGRkYwYMYIjR44QGxtLly5diIuL4x//+AdQtr7Om2++SXh4OMHBwaxatarG9woPDyciIoLg4GAmT55M7969KSy2sXTTLk7mFvD40i/4bMc+bCUlF6q7F5TdXsKH739NUZG90hiz1OSLz9JqMSsREREREaktRmVTLy6kqKgoMzk5udbvKyLyZ2xM+577Ez7FAAqKywooHq7OuLk4s+C267mihV/dJniWfvj+F+7462IKCoqrjAsLb8Pz82+upaykti1evJi5c+diGAZhYWG0b98eLy8v7r77bnbt2sUtt9xCfn4+7du356233uK///0vEydOJCkpCSjb7W/48OGkpqaSkpLCrFmzyM3Nxc/Pj4SEBJo3b17HPRQRERFpeAzDSDFNM6q6OI0MEhGpQlrGf7l/4acUFtsdhSCA/CIbJ07nM3neck7lFdRhhmevtNSkJjvJl5SUXvhkpE7s2bOHOXPmsH79enbv3s28efPKnZ8wYQJPP/00qamphIaG8uijj9K5c2eKi4v54YcfAFi2bBk33HADNpuNmTNn8sEHH5CSksLkyZN56KGH6qJbIiIiIlJDKgaJiFThlU+3UGirfDpVka2ED7+6uKZTtWrtS0lp1aNCXVyciOgaUDsJSa1bv349o0ePxs+vbFSbr6+v41x2djanTp0iJiYGKFvUfPPmzQDccMMNLF++HCgrBo0dO5Z9+/aRnp7OwIED6dKlC0888QSHDx+u5R6JiIiIyNlQMUhEpBI2ewlf7/upypgim51V2/bUUkbnh5ubM4OHhOLsbK0ybtiIyFrKSGqbaZoYNRke9gdjx45l+fLl7N+/H8MwCAoKwjRNgoOD2bVrF7t27dWkQqgAACAASURBVCItLY3PP//8AmQtIiIiIueLikEiIpUoKLZhqcH35fyiqtfeqY+mTr+KVq19cXFxOuOcq6sTs+75C5df7lUHmUltGDBgAMuXL+f48eMAnDhxwnHO29sbHx8fvvzySwDefvttxyih9u3bY7Vaefzxxxk7diwAHTt2JCsri61btwJgs9nYs+fiKpCKiIiINDRnfgsQEREAvNxccXF2wlZSdbGnld9ltZTR+ePu4cKLr8Tx0ftJfPTBdnJyytY9iuwawPi4vgSHtKrjDOVCCg4O5qGHHiImJgar1UpERAQBAQGO84sWLXIsIB0YGMjChQsd58aOHcs999zDwYMHKbLZ+SL5OyKGTee6myZhlBbTyM2Fe+/5G8HBwXXQMxERERGpCe0mJiINxs8//8ztt9/OBx98UONrnluxifc27cJWyWLK7i7OzJkwhKvCrzhfadaJ4iI7VicLVqsGjErNHP7lFFOeWkZeYTEFRTYArBYDJ6uV6/qFcPdN/f/UVDQRubBM08Q0TSwW/b4XEbkUaTcxEZHfsdvttGjR4qwKQXa7nSmDeuDbyAOnCj40uzo7ERrQjJjQwPOZap1wcXVSIUhqzGYvYerTyzmek+8oBAGUlJpl62h9mc6ydTvrMEORhu35558nJCSEkJAQXnjhBTIyMujcuTO33norkZGR/PTTT8yYMYOoqCiCg4OZPXu249qAgABmz55NZGQkoaGh7N27F4CsrCwGDhxIZGQk06dPp23bthw7dqyuuigiIudIn/xFpF7LyMigU6dOTJkyhZCQEMaNG8e6devo3bs3QUFBJCUlkZSURK9evYiIiKBXr17s27cPgISEBMaMGcOwYcMYNGgQGRkZhISEAFBYWMikSZMIDQ0lIiKCDRs2VHiN1bRT8OUSflwxn/1Ln6Xo8F683FwwCrI5uOxZ7DvXEh4WVmFeIpeqjTu/I6+wiMpGFxcW23nzk68pKa14RJ2IXDgpKSksXLiQr7/+mm3btvH6669z8uRJ9u3bx4QJE9i5cydt27Zlzpw5JCcnk5qayqZNm0hNTXW04efnx44dO5gxYwZz584F4NFHH+Wqq65ix44djBw5kh9//LGuuigiIueB1gwSkXrvu+++4/3332fBggV069aNd999l8TERD7++GOefPJJFi9ezObNm3FycmLdunU8+OCDfPjhhwBs3bqV1NRUfH19ycjIcLT5r3/9C4C0tDT27t3LoEGD2L9//xnX2O121nz8MY0bN2b/wUNcFRNDwj8exNsoJiThCe66606Cg4MrzGvlypW1/l6J1Ia12/aSX2irMqao2M53h4/RsU2TWspKRAASExMZOXIknp6eAIwaNYovv/yStm3bEh0d7Yhbvnw5CxYswG63c/ToUb755hvCwsIc1wB07dqVjz76yNHuihUrABgyZAg+Pj612S0RETnPVAwSkXqvXbt2hIaGAmUL30ZHR/PKK68wZMgQ0tPTGTlyJI0bN+bAgQMYhoHN9tuX1IEDB+Lr63tGm4mJicycOROATp060bZtW0cx6PfXmKbJgw8+yObNm7FYLBzPyqTtZa4UFppn5DVgwAAMwyA0NLRc4UnkUlNQWP0OehaLQWGxvRayEZHfq2zE3q/FIYCDBw8yd+5ctm/fjo+PD3FxcRQWFjrOu7q6AmC1WrHb7VW2KyIiFydNExOReu/XD6UAFosFu93Oyy+/jMVioaSkhP3799O/f3/S09NZvXp1uQ+0v//w+3tVfaj9/TVLliwhKyuLlJQUdu3aRdOmTR3t/zGvX1//mqPIperKds1wdrJWGVNsK6FN04tvpz2Ri12/fv1YuXIl+fn55OXlsWLFCvr27VsuJicnB09PT7y9vcnMzGTt2rXVthsR0Y15L7zGoYNZfPbZZ5w8efJCdUFERGqBRgaJyEVnyZIlfP/99/zlL3/hv//9L56enixdupSXX34ZZ2dnAP7zn/8wf/58evXqBcAXX3zhWPfAy8uL7t27c8MNN9ClSxduueUWtm/fzogRIxg+fDgAJSUl3H///Sxbtoz8/HzeeustOnTowKFDh+qm0yL1yJj+4Sxdt6PS8xbDIDq4LT6NPGoxKxEBiIyMJC4uju7duwMwZcqUM6Z0hYeHExERQXBwMIGBgfTu3bvS9vLzipgR9waHDzTjk2+XsfCtt2nRrCN+lzehUaNGF7QvIiJy4agYJCIXnXHjxpGdnc2aNWvo378/v/zyC5mZmTRv3pxDhw5RUlLCVVddxdGjRykoKABg4cKFjBkzhnnz5pGXl8cdd9zBihUrWLFiBUlJSaxevZomTZowbNgwhg8fzptvvom3tzc7duxg6NChzJo1i6FDh9KpU6dyuZhmIfaCjykp+pLi0/spyvmB0pLYOnhXRGpPs8sbM214T95Yve2MqWBWi0EjDzfuu3lAHWUnIrNmzWLWrFnljqWnp5d7nZCQUOG1v5/m7GL1p4nXCL7b/1/MUifCOt6MxbBy6vSP/Fy4ly837OfqIaHnO30REakFRl3M/42KijKTk5Nr/b4icmnIyMhg6NChpKens3HjRubMmcMXX3wBwIwZM+jduzc333wzc+bMwcPDg0mTJhEREcF7773Hvffey7Zt2ygsLMQwDB555BFcXV156KGHKC0txdfXl1OnTjF69GhSU1Px8Cgb2ZCdnc1rr73GoEGDHHmU2r6l4PhNQBGY+f876gIYODd+EBfPuFp9X0Rq2+dJe3n5o6/Iys7DyWLBVlJCTJf23DU2hiY+GjEgcjEzTZNxo14kKzMHgPyC46Tufw8wsRhOdAwcShO/drz/yV24u7vUbbIiIuJgGEaKaZpR1cVpZJCIXPR+v3bP7xe7nDRpEsOGDcPNzY2+ffsyfvx4nnrqKVJSUjAMA6h8rR/TNHnxxRcZPHhwhfc0S7MpOD4WzOw/nClbWNeW8xQWaxuc3K46n10VqVcGde/EwG4dOXIsm4JCG80vb4yXh2v1F4pIvbcn9Sdyc35bg8/D/XKiw/9aLsYwYPP6bxl8bXhtpyciIudIC0iLyEWnUaNGnD59utq4Fi1a0KJFC5544gnuv/9+9u/f79gutyqmadI5sjuzn3yGz7Z/Q15hMfv37ycvL88RY8v/gF8LPxUroPj0czXojdTECy+8QH5+fvWBVcjIyCAkJOQ8ZSS/MgyDVv6XEdTaX4UgkUvITz8er3YHscICGz8dOlZLGYmIyPmkkUEictG5/PLL6d27NyEhIbi7u9O0adNKY8eNG0dWVhZXXnlljdouNU3+MvtNTuW581OhlVF/uRrThJbNm5G0eT2/bjRmL/gAzIIq2zLt+zBLT2JYfKqMk+q98MIL3HzzzY5pezVRUlKC1Vr1jlciIvWVl5cXubm5dXZ/d3cXLBajyhir1YKHisAiIhclFYNE5KL07rvvVnj8pZdeKvc6MTGRqVOnljv2+w/X8fHxjp93/nCEsFue4ujJslFH/t2vwb/7NQC4uTgxf+12Zv+/gWXBZk1GqThhmgUYNKxiUEZGBkOGDKFPnz5s27aN8PBwJk2axOzZs/nll19YsmQJn376KV5eXtx9990AhISEsGbNGvz9/bnhhhs4fPgwJSUlPPzww2RmZvLzzz/Tv39//Pz82LBhAzNmzGD79u0UFBQwevRoHn30UQACAgKYPHkyn3/+ObfddhtBQUFMnjwZDw8P+vTpU5dvi4jIRaVbdHvs9tIqY6xOFvr271xLGYmIyPmkaWIicsnq2rUrqamp3HzzzTWKn7PsP2fsjPSrwmI7nyZ/S0bmCQAsTp2Aqp+YYhgYlsvPJuVLxnfffccdd9xBamoqe/fu5d133yUxMZG5c+fy5JNPVnrdv//9b1q0aMHu3btJT09nyJAh3H777bRo0YINGzawYcMGAObMmUNycjKpqals2rSJ1NRURxtubm4kJiZy4403MmnSJObPn8/WrVsveJ9FRC6UZ599lm7duhEWFsbs2bOBssK7xWJhypQpdOrUiTZt2rBu3Tp69+5NUFAQSUlJAJw4cYLrrruOsLAwoqOjHb8v4+PjmTx5MrGxsQQGBjJ//vxy9/T0cuPaERG4ujlXmJOLi5WwLm1o3bZh/p0TEbnYqRgkIpeslJQUNm/eXG6B6cpkZJ7gcNYfF4Muz15SyodfpQHg7DUFDLcqop1xch+NYTTM4fPt2rUjNDQUi8VCcHAwAwYMwDAMQkNDy21b/EehoaGsW7eO++67jy+//BJvb+8K45YvX05kZCQRERHs2bOHb775xnFu7NixQNkOcKdOnSImJgaA8ePHn78OiojUks8//5wDBw6QlJTErl27HH/boGyNuzvuuINvvvkGf3//Cgvvs2fPJiIigtTUVJ588kkmTJjgaHvv3r189tlnJCUl8eijj2Kz2crde/rMgfTq2wFXVycs1rIHIIYBbu7OdOjcgkfmjK6ld0FERM43TRMTEQGOnjyNk9UCtspjSkpNDmWdAsDiHIWT21DsBWuAP64d5Ixh8cel0d8uWL713e8LcBXt2Obk5ERp6W/TDwoLy3as6dChAykpKXz66ac88MADDBo0iEceeaRc2wcPHmTu3Lls374dHx8f4uLiHNcDeP5vYSfTNB27xomIXKw+//xzPv/8cyIiIoCyqc4HDhygTZs25Yrs33//PbNmzWLRokUsWbKEpKQk2rVrh91uZ8KECURERODq6kpWVhbZ2dmcOHGCrKwsevXqhYeHB5dddhmZmZm0atXKcW+rk4UHHx3JD99lsmbFDo4cPsHlfl78ZXgEwWGt9TtWROQipmKQiAjg4+lOaTW7plgMA//GZYUGwzBw8X4GwykIW+4rlO0sZgGzGKvbNbh6z8awXHbhE79IBQQEsGbNGgB27NjBwYMHAfj555/x9fXl5ptvxsvLi4SEBOC3HeT8/PzIycnB09MTb29vMjMzWbt2LbGxsWfcw8XzBJ6NLHyy7gUGX/V/LFmypLa6JyJy3pimyQMPPMD06dPLHf/jKEvDMHB1dcVms7F//35atmzJpk2baNasGW5ubuzcuZO77rqLffv2YRgGq1evZuzYsTz11FN8/fXXDBgwALu94qnSgVc05fZ7rrlQXRQRkTqgYpCICNCxlT+N3F3JL6p8aJCrs5XregY7XhuGBRev6Th7TsG078c0i7E4tcOwNK6NlC9q119/PYsXL6ZLly5069aNDh06AJCWlsY999yDxWLB2dmZV155BYBp06ZxzTXX0Lx5czZs2EBERATBwcEEBgbSu3fvcm3nFx9k589TyLd9x91POXHnzAdwdX+Qq67uDlRd8BMRqW8GDx7Mww8/zLhx4/Dy8uLIkSM4O1e8js+vevbsSXp6Ov7+/nh4eJCTkwOAs7Mzzs7OWCwWfvrpJxISFrF27VoMwzhjipiIiFzaDLOaJ+EXQlRUlJmcnFzr9xURqcrnO/bzyDufUWg788moi5OVsHbNeX3maA2Lr8cKbD+y8+cRlJi5/LHwYzHcuMytJ1c2WaD/hyJS7/1+a/l58+bxxhtvOI6/8847WK1WAgMDKS0tJSMjg4iICF5//XVyc3NZv349O3bsID09ndatWxMSEsKRI0fIy8sj6Ipg2rW4htcX30FQwNW0b9OPq4eE8lrCPaxd+ykBAQF12GsRETlXhmGkmKYZVV2cFpAWEfmfQZEduOf6GNycnXB3KRs4abUYuDo70S2oNfOnj1ARoZ47ePJpSsw8KhoBVGoWcqrwa7ILv679xEREztKvhSCAO+64g7S0NNLS0ti6dSvt27cnICAADw8PR0zLli0ZPbpsQefGjRuTnp4OgNVq5e233yY1NZXRoyazNz2L7/Ydx8ujGc5OjSkqsrN29S5a+/8FL0/tDCYi0lBompiIyO9c3zuMIV078e+UfRzMPEEjd1cGRgQR2EwfkOs7e+lpTuRvAEorjSk1C/j59CIuc4+uvcREROqB0zkF/Hv1LkpKyorlIUFj2PvDxxw8vBHTLKWZXyjP/2MNTz5/Ux1nKiIitUHTxERE5JKQb/uBXT+P/N/IoMp5OHega8tPaykrEZH64e23NvP2G5urXDnNxcXK4g9u43K/RrWWl4iInF+aJiYiIg2Kk6UxpWb1C6A6a5c3EWlgTNPkoyVbq11C39nFiYPf/1IrOYmISN1SMUhERC4JLlY/PF06VRljNTxp1khTIESkYdmffoSCvKJq48xSE2dnay1kJCIidU3FIBERuWS087kXi+FW4TkDK85WX/w8B9VyVrXDNE1KSytfL6k6dvuZu+iJyKUh8T97MIvtUM3yEDZbCZ2CW9ZSViIiUpdUDBIRkUvGZe7RdLj8GSyGOxbj1112DCyGB+7OgYQ1ew+L4Xre75uRkUGnTp2YOHEiYWFhjB49mvz8fFJSUoiJiaFr164MHjyYo0ePAhAbG8udd95Jr169CAkJISkpCYD4+HjGjx/PVVddRVBQEK+//rrjHs8++yzdunUjLCyM2bNnO+7buXNnbr31ViIjI/npp5/497//TWRkJOHh4QwYMACAEydOcN111xEWFkZ0dDSpqamO+02bNo1BgwYxYcIEEhISGDVqFEOGDCEoKIh77733vL9XIlL7CvOLwV5attFiZQUh06RrVACurs61mpuIiNQN7SYmIiKXFH+vv+DrEcMvuas5XZyG1XDHz3MwjV2jMAzjgt133759vPnmm/Tu3ZvJkyfzr3/9ixUrVrBq1Sr8/f1ZtmwZDz30EG+99RYAeXl5bNmyhc2bNzN58mTHNtCpqals27aNvLw8IiIiuPbaa0lPT+fAgQMkJSVhmibDhw9n8+bNtGnThn379rFw4UJefvllsrKymDp1Kps3b6Zdu3acOHECgNmzZxMREcHKlStZv349EyZMYNeuXQCkpKSQmJiIu7s7CQkJ7Nq1i507d+Lq6krHjh2ZOXMmrVu3vmDvm4hceEFXtsDdw4WCgmJK3V0AE379ffi/4pDFNJnwf/3qLkkREalVKgaJiMglx2rxpHnjG2nOjbV2z9atW9O7d28Abr75Zp588knS09MZOHAgACUlJTRv3twRf9NNZWsX9evXj5ycHE6dOgXAiBEjcHd3x93dnf79+5OUlERiYiKff/45ERERAOTm5nLgwAHatGlD27ZtiY6OBmDbtm3069ePdu3aAeDr6wtAYmIiH374IQBXXXUVx48fJzs7G4Dhw4fj7u7uyGvAgAF4e3sDcOWVV3Lo0CEVg0Qucv0Gh/LyP9ZgmCaW/CJMJyumsxUMoNTEYiuhbcDlBF2pKWIiIg2FikEiIiLnwR9HHTVq1Ijg4GC2bt1ao/hfX1d03DRNHnjgAaZPn17uXEZGBp6eno7XpmlWOPrJrGBayK9xv78ewNX1t2l0VqtVawmJXALc3F342xPXM/fBDykqsmHYS8BeApQNEHLzcOH+p8fWcZYiIlKbtGaQiMjvnOsivNJw/fjjj47Cz9KlS4mOjiYrK8txzGazsWfPHkf8smXLgLJRO97e3o7ROKtWraKwsJDjx4+zceNGunXrxuDBg3nrrbfIzc0F4MiRI/zyy5nbP/fs2ZNNmzZx8OBBAMc0sX79+rFkyRIANm7ciJ+fH40bNy53rWmWkl+STVFJHiWmCkAil5q+A0N47F/jueLKFji7OOHu6Yqzi5Wo3h2Y/+4MAjs0q+sURUSkFmlkkIg0OM8//7xj3ZYpU6Zw3XXXcc0119C/f3+2bt3KypUr2bdvH7Nnz6aoqIj27duzcOFCvLy8+PTTT5k1axZ+fn5ERkbyww8/sGbNGpKSkrjzzjspKCjA3d2dhQsX0rFjRxISEvj444/Jz8/n+++/Z+TIkTzzzDNAWcHgySefxDRNrr32Wp5++um6fFvkHHXu3JlFixYxffp0goKCmDlzJoMHD+b2228nOzsbu93OnXfeSXBwMAA+Pj706tWLnJwcx79HgO7du3Pttdfy448/8vDDD9OiRQtatGjBt99+S8+ePQHw8vLinXfewWotvwW0v78/CxYsYNSoUZSWltKkSRO++OIL4uPjmTRpEmFhYXh4eLBo0SLHNaZpsuPEKr4+vozEX77lp5xT/Gv/DXTxGYZpqjAqcikJ7x7IS+/dyvFfcjidU8Dl/o1o5O1R/YUiInLJMSoaOn6hRUVFmcnJybV+XxGRlJQU4uLi2LZtG6Zp0qNHD9555x26du3Kli1biI6O5tixY4waNYq1a9fi6enJ008/TVFREffeey9BQUGOxXlvuukmTp8+zZo1a8jJycHDwwMnJyfWrVvHK6+8wocffkhCQgKPPfZYuQV5ExMTsVqtREdHk5KSgo+PD4MGDeL222/nuuuuq+u3SP6EjIwMhg4d6lgEujqxsbHMnTuXqKiocsfj4+Px8vLi7rvvvhBpnsE0Tdb+/CwHTidiM4vKnXMyXPBzbceNbefiZHGplXxERERE5NwYhpFimmZUdXEaGSQiDUpiYiIjR450rJMyatQovvzyyzMW4f3mm28ciwEXFxfTs2dP9u7dS2BgoGNx3ptuuokFCxYAkJ2dzcSJEzlw4ACGYWCz2Rz3rGhB3uPHjxMbG4u/vz8A48aNY/PmzSoGSa3KyEvhwOmvzigEAdjNYo4VHWTnyVV0u3xMHWQnIiIiIheKikEi0qBUNhryj4vwDhw4kKVLl5aL2blzZ6XtPvzww/Tv358VK1aQkZFBbGys41xFC/LWxahMuXACAgJqPCoIytbtqUh8fPz5SaiGth9/H5tZWOl5u1lM8vGPVAwSERERucRoAWkRaVD69evHypUryc/PJy8vjxUrVtC3b99yMdHR0Xz11Vd89913AOTn57N//346derEDz/8QEZGBvDbAsBQNjKoZcuyLXkTEhKqzaNHjx5s2rSJY8eOUVJSwtKlS4mJiTk/nRSpoayig9XG5JecwlZ65sghEREREbl4aWSQiDQokZGRxMXF0b17d6BsAWkfH59yMf7+/iQkJHDTTTdRVFT2JfiJJ56gQ4cOvPzyywwZMgQ/Pz9HGwD33nsvEydO5Pnnn+eqq66qMocDP2ex7sdCAmOuIziiG409XBk5YjgjRow4z70VqZrVqMnHALOGcSIiIiJysdAC0iIiZyE3NxcvLy9M0+Svf/0rQUFB3HXXXTW6tqDYxu2vriL90H8ptNkwTbAYBi7OVrp3aM1z/zcMZydr9Q2JnCcbMl9l54nVlFL5VvKtPEK5se3cWsxKRERERP6smi4grWliIiJn4fXXX6dLly4EBweTnZ3N9OnTa3ztg4vWknrwZwqKywpBAKWmSWGxna/3/cQT7627QFmLVCzS57oqR/04Ga708ru5FjMSERERkdqgkUEiIrXgyPFsRj6xiGJ7SaUxLk5W/v3YFHwbedRiZtLQZeSmsOrwY5RSSolZDIAFJyyGhX5NphLpO7yOMxQRERGRmtLW8iIi9ciG1O+rjbFaLGzec5DrooNrISORMgFeXZlyRQKppz7lQM5XlFJCa49wIn1H4OPSsq7TExEREZELQMUgEZFaUFBkw1bFqCCAktJSCoqKaykjkd94OvnQ028cPf3G1XUqIiIiIlILtGaQiEgtCGjqg7urc5UxTlYLAU19aykjERERERFpqFQMEhGpBbGh7bEYRpUx7i7O9OjQppYyEhERERGRhkrFIBGRWuDsZOXx8UNwda54dq6bsxNzJgzBYqm6YCQiIiIiInKuVAwSEakl/cPaM3/6CNo3vxw3Zye83F1wdXaiU6smvHLbKKI7ta3rFEUuCbGxsWjXUhEREZHKaQFpEZFa1KNjGz58cAKHfjnJidP5+Ht70srvsrpOS+SiZbfbcXLSxxkRERGRs6GRQSIidaBtEx8i2rdUIUjkdxYvXkxYWBjh4eGMHz+e1atX06NHDyIiIrj66qvJzMwEID4+nmnTpjFo0CAmTJhAQUEBN954I2FhYYwdO5aCggJHmzNmzCAqKorg4GBmz57tOB4QEMCDDz5Iz549iYqKYseOHQwePJj27dvz6quvAmCaJvfccw8hISGEhoaybNkyADZu3EhMTAw33HADHTp04P7772fJkiV0796d0NBQvv/++1p810RERETOnh6liYiISJ3bs2cPc+bM4auvvsLPz48TJ05gGAbbtm3DMAzeeOMNnnnmGZ577jkAUlJSSExMxN3dneeffx4PDw9SU1NJTU0lMjLS0e6cOXPw9fWlpKSEAQMGkJqaSlhYGACtW7dm69at3HXXXcTFxfHVV19RWFhIcHAwt9xyCx999BG7du1i9+7dHDt2jG7dutGvXz8Adu/ezbfffouvry+BgYFMmTKFpKQk5s2bx4svvsgLL7xQ+2+iiIiISA2pGCQiIiJ1bv369YwePRo/Pz8AfH19SUtLY+zYsRw9epTi4mLatWvniB8+fDju7u4AbN68mdtvvx2AsLAwR7EHYPny5SxYsAC73c7Ro0f55ptvHOeHDx8OQGhoKLm5uTRq1IhGjRrh5ubGqVOnSExM5KabbsJqtdK0aVNiYmLYvn07jRs3plu3bjRv3hyA9u3bM2jQIEdbGzZsuMDvloiIiMi50TQxERERqXOmaWIY5XfTmzlzJrfddhtpaWm89tprFBYWOs55enqWi/3jtQAHDx5k7ty5/Oc//yE1NZVrr722XBuurq4AWCwWx8+/vrbb7ZimWWm+f4z/fVt2u70mXRYRERGpMyoGiYiISJ0bMGAAy5cv5/jx4wCcOHGC7OxsWrZsCcCiRYsqvbZfv34sWbIEgPT0dFJTUwHIycnB09MTb29vMjMzWbt27Vnl1K9fP5YtW0ZJSQlZWVls3ryZ7t27/5nuiYiIiNQrmiYmIiIidS44OJiHHnqImJgYrFYrERERxMfHM2bMGFq2bEl0dDQHDx6s8NoZM2YwadIkwsLC6NKli6NgEx4eTkREBMHBwQQGBtK7d++zymnkyJFs3bqV8PBwDMPg7JCa3AAAIABJREFUmWeeoVmzZuzduxcAm20Peadfobh4O8ezRnMiqwfFxT3P7Y0QERERqQVGVUOgL5SoqCgzOTm51u8rIiIicj7k5y0j59QDgA0ocRw3DA/cPW6kkffjFU5dExEREbmQDMNIMU0zqro4TRMTEREROQt2235ysh8ACvl9IQjANPMpyH+PwoKP6yQ3ERERkZpQMUhERETkLOTlvgqmrdLzpplP7mltLS8iIiL1l4pBIiIiImehqHATfxwR9Ecl9u8wzYLaSUhERETkLKkYJCIiInJWSmsUVRfrMoqIiIjUhIpBIiIiImfB2aU71X2EslpbYhjutZOQiIiIyFlSMUhERC4Zr776KosXL67rNOQS59VoBhiulQcY7nh4/VW7iYmIiEi9pWKQiNRIQkICt912G6Av3FJ/3XLLLUyYMKGu05BLnLNLF7y8ZkJFI38MD1xdY/DwHFf7iYmIiIjUkFNdJyAi9Z/dbi/3+pZbbqmjTORSs3jxYubOnYthGISFhWG1Whk6dCijR48GwMvLi9zcXDZu3Mjs2bNp2rQpu3btYtSoUYSGhjJv3jwKCgpYuXIl7du3Jz4+Hi8vL+6++25iY2Pp0aMHGzZs4NSpU7z55pv07du3jnsslwqvxnfi7NKF3NMvYCtOBkysToF4et2Gu8cYDEPP20RERKT+UjFIpAF5/PHHWbJkCa1bt8bPz4+uXbvi7e3NggULKC4u5oorruDtt9/Gw8ODuLg4fH192blzJ5GRkYSGhjra+f0X7u+++45bbrmFrKwsrFYr77//Pu3bt6/DXsrFYs+ePcyZM4evvvoKPz8/Tpw4waxZsyqN3717N99++y2+vr4EBgYyZcoUkpKSmDdvHi+++CIvvHDmVt52u52kpCQ+/fRTHn30UdatW3chuyQNjKtbLK5usf9bKLoUw7DWdUoiIiIiNaLHViINRHJyMh9++CE7d+7ko48+Ijk5GYBRo0axfft2du/eTefOnXnzzTcd1+zfv59169bx3HPPVdruuHHj+Otf/8ru3bvZsmULzZs3v+B9kUvD+vXrGT16NH5+fgD4+vpWGd+tWzeaN2+Oq6sr7du3Z9CgQQCEhoaSkZFR4TWjRo0CoGvXrpXGiJwrwzBUCBIREZGLikYGiTQQiYmJjBgxAnf3sjUuhg0bBkB6ejp///vfOXXqFLm5uQwePNhxzZgxY7BaK/+Cc/r0aY4cOcLIkSMBcHNzu4A9kEuNaZpnLLDr5OREaWmp43xxcbHjnKvrbwv2WiwWx2uLxXLGVMY/XmO1WiuNERERERFpaDQySKSBKJvGcKa4uDheeukl0tLSmD17NoWFhY5znp6ef6pNkZoYMGAAy5cv5/jx4wCcOHGCgIAAUlJSAFi1ahU2m60uUxQRERERuSSpGCTSQPTp04fVq1dTWFhIbm4un3zyCVA2uqd58+bYbDaWLFlyVm02btyYVq1asXLlSgCKiorIz88/77nLpSk4OJiHHnqImJgYwsPDmTVrFlOnTmXTpk10796dr7/+utqCZGW+O5DJkcMneO3l//DKv9bx04/Hz3P2IiIiIiIXL6MunuxHRUWZv65XIiK1Jz4+nqVLl9K2bVv8/f2JjY3FbrfzzDPP0LZtW0JDQzl9+jQJCQnExcWV29UpISGB5ORkXnrpJf7+0N85sjcT41svfvz5R9KLvsblMiu+TXz5aMWHBAYG1nFPpaEqLrLzWPwKdqYcxGYrobTUxGq14ORkoU+/jtx7/zCsTnoOIiIiIiKXJsMwUkzTjKo2TsUgkYYjNzcXLy8v8vPz6devHwsWLCAyMvKs2sg5fpo7+j7MsSMnKMr/bT0XFzdn3Bu5M+/Lx2jRvtn5Tl2kRp54dCVbvtpPcdGZ6wO5ujox5NpwZt4xuIIrRUREREQufjUtBunxqEgDMm3aNLp06UJkZCTXX3/9WReCAJ6a8CKZh7LKFYIAigtt5Bw/zYPX/kNrCUmdyMzMZkvivgoLQQBFRXbWrtnN6dMFtZzZxSMgIIBjx44B4OXl9afaeOSRR1i3bt35TEtEREREzjPtJibSgLz77rvndH3moSx2b/oWe3FJhefNUpMT/z1F6uZvCI8JPqd7ScOSnJzM4sWLmT9/PvHx8Xh5eXH33XefVRuJm/dRXR3SajXY+tV3DBoSeg7ZSlUee+yxuk5BRERERKqhkUEiUmOpm7/FybnyreYBCvOK2LVhTy1lJJcCu91OVFQU8+fPP6d28vOKsNkqLlT+qqTEJD+/6Jzuc6m47rrr6Nq1K8HBwSxYsKDSuKNHj9KvXz+6dOlCSEgIX375JVA2cuhvf/sbkZGRDBgwgKysLKBsh8IPPvgAgO3bt9OrVy/Cw8Pp3r07p0+fvvAdExEREZFqqRgkIjVmlpbWaApYaUlpLWQjdSEjI4NOnToxceJEwsLCGD16NPn5+Tz22GN069aNkJAQpk2b5vh3Ehsby5133kmvXr0ICQkhKSkJKFvMfNq0aQwaNIgJEyawceNGhg4desb9Xn/9da655hoKCgp4/fXX6datG+Hh4Vx//fVn7FzXoqUv7u7OVeZvdbLQoqXPeXo3Lm5vvfUWKSkpJCcnM3/+fI4fr3jHtXfffZfBgweza9cudu/eTZcuXQDIy8sjMjKSHTt2EBMTw6OPPlruuuLiYsaOHcu8efPYvXs369atw93d/YL3S0RERESqp2KQiNRYpx5B1RZ63L3cCO7VsZYykrqwb98+pk2bRmpqKo0bN+bll1/mtttuY/v27aSnp1NQUMCaNWsc8Xl5eWzZsoWXX36ZyZMnO46npKSwatWqSqcvvvTSS6xevZqVK1fi7u7OqFGj2L59O7t376Zz5868+eab5eL79OtQbe4uzk50jWr3J3t+aZk/fz7h4eFER0fz008/ceDAgQrjunXrxsKFC4mPjyctLY1GjRoBYLFYGDt2LAA333wziYmJ5a7bt28fzZs3p1u3bgA0btwYJyfNThcRERGpD865GGQYxkzDMPYZhrHHMIxnzkdSIlI/tenUkvbhAVislf/qcPdyo+ug8FrMSmpb69at6d27N/BbEWDDhg306NGD0NBQ1q9fz549v00VvOmmmwDo168fOTk5nDp1CoDhw4dXOlLk7bffZu3atXz44Ye4uroCkJ6eTt++fQkNDWXJkiXl7gHg6urMHbOuwdW14oKDq6sT9zwwFGsV/34bio0bN7Ju3Tq2bt3K7t27iYiIoLCwsMLYfv36sXnzZlq2bMn48eNZvHhxhXGGYZR7bZrmGcdEREREpH44p0/EhmH0B0YAYaZpBgNzz0tWIlJvPbT0Dhpf3ggnl/JfuK1OFtwbufH4qvv0ZfsS98cv+IZhcOutt/LBBx+QlpbG1KlTyxUWKooH8PT0rPQeISEhZGRkcPjwYcexuLg4XnrpJdLS0pg9e3aFxYurB4Xw4MMjaNKkMW7uznh6uuLm5kzLlj489uQYonte8af6fKnJzs7Gx8cHDw8P9u7dy7Zt2yqNPXToEE2aNGHq1Kn83//9Hzt27ACgtLTUsTbQu+++S58+fRzXmKZJYJA/R34+TFLS1wCcPn0au73ind5EREREpHad63jtGcBTpmkWAZim+cu5pyQi9VmT1n4s2PUsHzy/mk9e/w952fm4urtw1f/rw433XUfzdk3qOkW5wH788Ue2bt1Kz549Wbp0KX369GHLli34+fmRm5vLBx98wOjRox3xy5Yto3///iQmJuLt7Y23t3e194iIiGDGjBkMHz6czz77jBYtWnD69GmaN2+OzWZjyZIltGzZssJre/ftSK8+HfjuQCYnT+bh59eIdoH+GqXyO0OGDOHVV18lLCyMjh07Eh0dXWnsxo0befbZZ3F2dsbLy8sxMsjT05M9e/bQtWtXvL29WbZsGaZZSr7tIPuOx+OXaeG+F5yYdMvVmMWX0dirBevW/edPb1kvIiIiIufPuRaDOgB9DcOYAxQCd5umuf3c0xKR+uwy/8ZM+cc4pvxjHCUlpRoJ1MB07tyZRYsWMX36dIKCgpgxYwYnT54kNDSUgIAAxxoxv/Lx8aFXr17k5OTw1ltv1fg+ffr04fHHnqR3r1i6d5lCq6YxtA+8knbtAujTtwf5+XmVXmsYBkEdmv3JHl76XF1dWbt27RnHMzIyHD/n5uYCMHHiRCZOnFhhO48//jiPP/44UDYa6Jtj93Drk9mUmnZMoEOYlRc/aoHFcMPHLRxPTy0gLSIiIlIfGNXtDGQYxjqgok/UDwFzgPXAHUA3YBkQaFbQqGEY04BpAG3atOl66NChc8tcRERqXUZGBkOHDiU9Pb1G8bGxscydO5eoqKizvtd/j57i9ukJ5OcVUVT02/QiNzdnmjT15oVXJtCosYoLdcXLy8tRMALIyl/HN1n3UGLmVxhvMdzp4PswLRpdX1spioiIiDQ4hmGkmKZZ7Yfvah/nm6Z5tWmaIRX8two4DHxklkkCSgG/StpZYJpmlGmaUf7+/mfbHxERaUBM0+SBvy0l+1R+uUIQQGGhjZ9/PslTj62qo+wEKFcIAjiU/XqlhSCAUrOAH7PfuNBpiYiIiEgNnOs0sZXAVcBGwzA6AC7AsXPOSkRE6qWAgIAajwqCsvVm/oz01J84lnWa0tKKR6/abSXs3JHBL//Npkmz6tcgkgsvr3h/tTH59gztMiYiIiJSD5zrQh9vAYGGYaQD7wETK5oiJiIicjZSth+ksNBWZYyT1cLunZpyXF8YWGsQY1EhSERERKQeOKeRQaZpFgM3n6dcREREACgpKYVqHi2YJpRUMnJIat/lHrFk5n1C2Yzxivm49ay9hERERESkUtoCSERE6p3gkFa4e7hUGVNqmnS+skUtZSTVaes9BYtR+f8zi+FGwGW31GJGIiIiIlIZFYNERKTe6RbdHjc350rPWywGAe38adtOGxLUF14uneh0+RNYDDeMcgOPrVgMN67wuY/L3M5+VzkREREROf9UDBIRkXrHarXw+NM34O7ujMVSfo0ZJycLjRq78/fHRtVRdlKZZl7D6NFiDS0b3YS7U1vcndrQwms03Zp/RKvG/6+u0xMRERGR/1ExSERE6qWOnVvwysIpXD04FGdnKxaLgbu7C8NHRbFg0VS+WPcxYWFhhIeHM378eFavXk2PHj2IiIjg6quvJjMzk9LSUoKCgsjKyvr/7d17dFXlncbx55eTCwFDwEaQIHIpV0NikIRiUC6iIRYXtIKgThShIq2Ajate6jDa6MxU1zhOLdUCXujQqVVstKUKY5GCFSkICUYgIFJrikCUAEIuJJDLO38kZkQhAXI4m8P+ftZikbPPe85+NutdJHnOfveWJNXX16t3797at2+fSktLNWHCBKWnpys9PV1r1qyRJOXm5mratGkaOXKkevXqpblz50qSiouLNWDAAE2fPl1JSUnKzMxUVVWVZ/8+Z6vYqG7q+41/0eUXLdflF72p/gmPqF30N72OBQAAgC8xL27+lZaW5vLz80O+XwBAeHLOqeZonaKiAzIzFRUV6frrr9eaNWuUkJCgAwcOyMzUoUMHmZmee+45bdu2TU888YQefvhhxcfHKycnR8uXL9eCBQv0yiuv6Oabb9add96pK664Qjt37tSYMWO0bds25ebmavny5Vq1apXKy8vVr18/ffrpp9q9e7d69+6t/Px8paamatKkSRo3bpyys7mPAgAAAM4OZlbgnGtxbX6r7iYGAEAomJmiY/7/W9bKlSs1ceJEJSQkSJLOP/98bd68WZMnT1ZJSYmOHj2qnj17SpKmTZum8ePHKycnRwsXLtTUqVMlSStWrNDWrVub3rOsrEzl5eWSpLFjxyomJkYxMTHq1KmTPvvsM0lSz549lZqaKkkaPHiwiouLz/ixAwAAAMHGMjEAQNhxzsns2GsJzZ49W7NmzdLmzZu1YMECVVdXS5K6deumzp07a+XKlXr33Xd17bXXSmpYMrZ27VoVFhaqsLBQu3fvVlxcnCQpJiam6X0DgYBqa2ub3Q4AAACEE8ogAEDYGT16tF5++WXt379fknTgwAEdOnRIXbt2lSQtWrTomPG33367srOzNWnSJAUCAUlSZmamnnrqqaYxhYWFJ9yfc04fbi/RoUNVevmlddr+QUmwDwkAAAAIGZaJAQDCTlJSkubMmaMRI0YoEAho0KBBys3N1Q033KCuXbtq6NCh+vjjj5vGjxs3TlOnTm1aIiZJc+fO1cyZM5WSkqLa2loNHz5c8+fP/9q+amrqdG/Ob3Xg8wp9/nmlnn/mLUVGBbTvwHpdOYILIwMAACD8cAFpAMA5Lz8/X3fffbdWr159Sq/bv79Ct095RhUV1frqt8uICFN8fFs9/+s71L59bBDTAgAAAKfnZC8gzTIxAMA57bHHHtOECRP06KOPnvJrf/fSOlVVHf1aESRJ9fVOlZVH9NqSjUFICQAAAIQOZwYBAHAC48c+ocqKI82OSbggTi/lzQ5RIgAAAODEODMIAIBWOlzZfBEkSeVlVSFIAgAAAAQPZRAAACfQ7rw2LY5pH982BEkAAACA4KEMAgDgBMZel6qoqMAJn4+OidT47wwOYaLgKyws1LJly7yOAQAAgBCiDAIA4AQmThqitm2jFRFhX3suEIhQ+7hYXTdukAfJgocyCAAAwH8ogwAAOIGO55+nX8y/Td17JCgmJkpR0QFFR0cqJiZSvft01lPzb9N5cS0vJQul4uJiDRgwQNOnT1dSUpIyMzNVVVWlkSNH6oubN+zbt089evTQ0aNH9dBDD2nx4sVKTU3V4sWLlZubqylTpigzM1M9evTQq6++qvvuu0/JycnKyspSTU2NJKmgoEAjRozQ4MGDNWbMGJWUlEiSNmzYoJSUFF1++eW69957NXDgQM/+LQAAAHB8lEEAADQjMbGjnv3VdD351C26Y8ZVmv79UfrFvNv09IKpSrggzut4x7Vjxw7NnDlTRUVF6tChg1555ZXjjouOjtYjjzyiyZMnq7CwUJMnT5YkffTRR1q6dKmWLFmi7OxsjRo1Sps3b1ZsbKyWLl2qmpoazZ49W3l5eSooKNC0adM0Z84cSdLUqVM1f/58rV27VoHAiZfYAQAAwDuRXgcAACAc9Ol7ofr0vdDrGCelZ8+eSk1NlSQNHjxYxcXFp/T6a6+9VlFRUUpOTlZdXZ2ysrIkScnJySouLtb27du1ZcsWXXPNNZKkuro6denSRQcPHlR5ebkyMjIkSTfffLNef/314B0YAAAAgoIyCACAc0xMTEzT14FAQFVVVYqMjFR9fb0kqbq6+qReHxERoaioKJlZ0+Pa2lo555SUlKS1a9ce87rPP/88mIcBAACAM4RlYgAA+ECPHj1UUFAgScrLy2vaHhcXp/Ly8lN6r379+qm0tLSpDKqpqVFRUZE6duyouLg4rVu3TpL00ksvBSk9AAAAgokyCAAAH7jnnns0b948ZWRkaN++fU3bR40apa1btzZdQPpkREdHKy8vT/fff78uvfRSpaamavXqd/TWyq267NLJGjv2BnW/uL/27y9XfHz8mTokAAAAnCZzzoV8p2lpae6LO5oAAIDwVrq3THfP/h8dOlSl8opyRQZiFBFh2rnrbV3QKUp/Wb1EERHmdUwAAIBznpkVOOfSWhrHNYMAAMBpq693uufuF7S3tEz1dU77929X8Sd/kXP1atOmg7pddKN++5s1yr71Cq+jAgAAoBFlEAAAOG35G/6uA/srVV/XcKZx504p6twppel5Vy/97qV3NfmmyxUVxa3mAQAAzgZcMwgAAJy2t1ZuVVXV0WbHOOe0bevuECUCAABASyiDAADAaTt8uPkiSJLMTEeO1IYgDQAAAE4GZRAAADht/fp1UXR086vOa2pqdfHF3whRIgAAALSEMggAAJy2rLGXNvu8man/gK7qfCG3mAcAADhbUAYBAIDT1rFjO824c7RiYr5+dpCZqV27aP3ovm97kAwAAAAnwt3EAABAq4z/7mAlJJynZ+evUmlpmQKBCNXU1CltSC/9YNbVSkzs6HVEAAAAfAllEAAAaLVhV/bTsCv7qaTkoCorjqhT5/Zq3z7W61gAAAA4DsogAAAQNF26dPA6AgAAAFrANYMAAAAAAAB8hDIIAAAAAADARyiDAAAAAAAAfIQyCAAAAAAAwEcogwAgzDnnVF9f73UMAAAAAGGCMggAWqG4uFj9+/fXlClTlJKSookTJ+rw4cMqKCjQiBEjNHjwYI0ZM0YlJSWSpJEjRyonJ0cZGRkaOHCg1q9fL0nKzc3VLbfcoquuukp9+vTRs88+27SPxx9/XOnp6UpJSdFPfvKTpv0OGDBAd955py677DJ98sknoT94AAAAAGGJMggAWmn79u264447tGnTJrVv315PP/20Zs+erby8PBUUFGjatGmaM2dO0/jKykr99a9/1S9/+UtNmzatafumTZu0dOlSrV27Vo888oj27Nmj5cuXa8eOHVq/fr0KCwtVUFCgt99+u2m/t956q9577z1179495McNAAAAIDxFeh0AAMJdt27dNGzYMElSdna2fvrTn2rLli265pprJEl1dXXq0qVL0/ibbrpJkjR8+HCVlZXp4MGDkqTx48crNjZWsbGxGjVqlNavX6933nlHy5cv16BBgyRJFRUV2rFjhy6++GJ1795dQ4cODeWhAgAAADgHUAYBQCuZ2TGP4+LilJSUpLVr157U+C8eH2+7c04PPPCAZsyYccxzxcXFateuXWujAwAAAPAhlokBQCvt3Lmzqfh58cUXNXToUJWWljZtq6mpUVFRUdP4xYsXS5LeeecdxcfHKz4+XpK0ZMkSVVdXa//+/XrrrbeUnp6uMWPGaOHChaqoqJAk7d69W3v37g3l4QEAAAA4x3BmEAC00oABA7Ro0SLNmDFDffr00ezZszVmzBjdddddOnTokGpra5WTk6OkpCRJUseOHZWRkaGysjItXLiw6X2GDBmisWPHaufOnXrwwQeVmJioxMREbdu2TelpQ1T2eYVqDzuN6P0d9U/7pmqO1np1yAAAAADCGGUQALRSRESE5s+ff8y21NTUpgs9f9WECRP06KOPfm1737599cwzz3xt+2W9rlS/6o9UF12vWtWpfE+tNi7bof6Rmfrj829p3PdGBuU4AAAAAPgDy8QA4Cy288MSPTF7kY5U1aj2aF3T9rraeh2trtHCf/29Nq350MOEAAAAAMKNOedCvtO0tDSXn58f8v0CQLj5Wc6vteLld1VfV3/CMalX9tOjeTkhTAUAAADgbGRmBc65tJbGcWYQAJzF1v1pU7NFkCRtWvOhvCj2AQAAAIQnyiAAOIvV1TZfBEmSc44yCAAAAMBJowwCgLNYz0u6tjim88UJiojgv3MAAAAAJ4ffHgDgLHbDrEy1aRt9wudj2kZr4sxrQpgIAAAAQLijDAKAs1j61QM1bOwgxRynEIqJjdKAtF7K+qdhHiQDAAAAEK4ivQ4AADgxM9OPfjFFlwz5phb//A19XlomM1Pb89ro+h+M1ndnXK1AZMDrmAAAAADCCLeWB4Aw4ZzTwdJyOefU4YI4rhMEAAAA4Bgne2t5zgwCgDBhZurYqb3XMQAAAACEOT5WBgAAAAAA8BHKIAAAAAAAAB+hDAIAAAAAAPARyiAAAAAAAAAfoQwCAAAAAADwEcogAAAAAAAAH6EMAgAAAAAA8BHKIAAAAAAAAB+hDAIAAAAAAPARyiAAAELotttuU15eniTpySef1OHDhz1OBAAAAL+hDAIAwCOUQQAAAPBCpNcBAAAId5WVlZo0aZJ27dqluro6Pfjgg9q+fbtee+01VVVVKSMjQwsWLJCZNb1m7ty52rNnj0aNGqWEhAStWrXKwyMAAACAn3BmEAAArfTGG28oMTFR77//vrZs2aKsrCzNmjVLGzZs0JYtW1RVVaXXX3/9mNfcddddSkxM1KpVqyiCAAAAEFKUQQAAtFJycrJWrFih+++/X6tXr1Z8fLxWrVqlb33rW0pOTtbKlStVVFTkdUwAAABAEsvEAABotb59+6qgoEDLli3TAw88oMzMTD399NPKz89Xt27dlJubq+rqaq9jAgAAAJI4MwgAgFbbs2eP2rZtq+zsbN1zzz3auHGjJCkhIUEVFRVNdw/7qri4OJWXl4cyKgAAAMCZQQAAtNbmzZt17733KiIiQlFRUZo3b57+8Ic/KDk5WT169FB6erpqa2r1xq9Wae1r+fpwyS69+W/rNGzgCGVlZTVdOwgAAAAIBXPOhXynaWlpLj8/P+T7BQDAC4f2lSnnin/Rvt0HVF15pGl7m3YxOv/CDnpyzb+rY6d4DxMCAADgXGBmBc65tJbGsUwMAIAz7JGJT+jTj/ceUwRJUnXlEX22c58evv5xj5IBAADAjyiDAAA4g3Z+sFsfrN+h2pq64z5fV1OnHe99rH9s/STEyQAAAOBXlEEAAJxBG1dsanGMq69X/p/eD0EaAAAAgDIIAIAzqr62Xq6++evz1dc51dUe/8whAAAAINgogwAAOIP6pvVSICrQ7JioNlHql947RIkAAADgd5RBAACcQUnD+qtj5+bvFNb+/POUMuKSECUCAACA31EGAQBwBpmZcl+9T23bxyoiwo55LiIQodi4Nnr49/fJzE7wDgAAAEBwUQYBAHCG9UrprvkbH9fo7OGKiolSZHSkomIiNfLGYZpX8B/qPain1xEBAADgI+Zc8xe1PBPS0tJcfn5+yPcLAIDX6mrrdLi8Sm3jYhW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"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_clusters(low_dim_vectors_b, stemmed_ingredients, clusters_original.labels_)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* get sets"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0: mirin, salt, dry white wine, buttermilk, parmesan cheese, cream cheese, lime, dried thyme, fresh parsley, ground ginger, extra-virgin olive oil, ground cumin, cayenne pepper, yellow onion, carrots, \n",
"1: garlic, \n",
"2: eggs, soy sauce, jalapeno chilies, onions, \n",
"3: olive oil, \n",
"4: large eggs, cold water, shredded cheddar cheese, water, lemon, fresh ginger, egg yolks, oyster sauce, mayonaise, cumin seed, \n",
"5: black beans, flour tortillas, chopped cilantro, bay leaves, sugar, \n",
"6: ground black pepper, \n",
"7: garlic cloves, \n",
"8: butter, unsalted butter, \n",
"9: pepper, canola oil, diced tomatoes, chicken broth, \n",
"10: all-purpose flour, milk, \n",
"11: mushrooms, vegetable oil, \n",
"12: dried basil, minced garlic, green onions, \n",
"13: tomatoes, shallots, kosher salt, \n",
"14: whipping cream, ground nutmeg, black pepper, \n",
"15: ground coriander, lime wedges, ground turmeric, purple onion, corn starch, sesame seeds, red bell pepper, onion powder, hot sauce, cooking oil, vanilla extract, curry powder, freshly ground pepper, honey, salsa, baking soda, chopped cilantro fresh, crushed red pepper, cinnamon sticks, peanut oil, boneless skinless chicken breast halves, coarse salt, potatoes, dijon mustard, green bell pepper, coriander, flat leaf parsley, celery ribs, sour cream, avocado, garlic powder, chicken stock, flour, beansprouts, \n",
"16: oil, tomato paste, cinnamon, grated parmesan cheese, brown sugar, cooking spray, baking powder, chopped celery, ground pork, \n",
"17: warm water, paprika, chili powder, heavy cream, \n",
"18: fresh lemon juice, sesame oil, \n",
"19: bay leaf, dried oregano, worcestershire sauce, boneless skinless chicken breasts, corn tortillas, \n",
"20: scallions, \n",
"21: granulated sugar, lemon juice, balsamic vinegar, crushed red pepper flakes, bacon, \n",
"22: red wine vinegar, sea salt, ginger, clove, \n",
"23: ground cinnamon, \n",
"24: fresh basil, cucumber, zucchini, fish sauce, red pepper flakes, fresh cilantro, tumeric, capers, large egg whites, garam masala, celery, \n",
"25: large egg yolks, fresh lime juice, \n",
"26: chopped onion, chicken, fresh basil leaves, large garlic cloves, whole milk, \n",
"27: white sugar, \n",
"28: tomato sauce, cilantro, ground red pepper, \n",
"29: rice vinegar, \n",
"30: cilantro leaves, \n",
"31: cumin, chicken breasts, \n",
"32: lime juice, green chilies, plum tomatoes, coconut milk, peeled fresh ginger, shrimp, \n",
"33: ground beef, \n",
"34: white onion, red chili peppers, \n",
"35: white vinegar, \n",
"36: black peppercorns, \n",
"37: leeks, \n"
]
}
],
"source": [
"sets = {}\n",
"for i in range(len(model_ingredients)):\n",
" label = clusters.labels_[i] \n",
" if label not in sets:\n",
" sets[label] = set()\n",
" sets[label].add(ingredients[i])\n",
"for s in sets:\n",
" print(\"\" + str(s) + \": \" + \"\".join([ing + \", \" for ing in sets[s]]))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"648"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(ingredients)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}