master-thesis/1M_evaluation.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1M recipes evaluation"
]
},
{
"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"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from IPython.display import HTML, Markdown"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* load model"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"wv = KeyedVectors.load(\"data/wordvectors.kv\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"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"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* check for a list of cooking verbs and ingredients whether they're represented by our model"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"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": 7,
"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": 8,
"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": [
"## TSNE Plots:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def tsne_plot(tokens, model=wv):\n",
" vecs = []\n",
" labels = []\n",
" for token in tokens:\n",
" vecs.append(model[token])\n",
" labels.append(token)\n",
" \n",
" tsne_model = TSNE(perplexity=40, n_components=2, init='pca', n_iter=2500, random_state=23)\n",
" plot_values = tsne_model.fit_transform(vecs)\n",
" \n",
" x = []\n",
" y = []\n",
" for value in plot_values:\n",
" x.append(value[0])\n",
" y.append(value[1])\n",
" \n",
" plt.figure(figsize=(16, 16)) \n",
" for i in range(len(x)):\n",
" plt.scatter(x[i],y[i])\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.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2D projection of Ingredient Space"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x1152 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tsne_plot(stemmed_ingredients)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2D Projection of Action Space"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x1152 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tsne_plot(stemmed_actions)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2D projection of combined Space"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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j6gO/XvP81B9tNzCZTBEmkynaZDJFnz9/vhTKExEREblRPXenErWLiIjllNc+rqZi2opdztgwjPmGYQQahhFYs2bNMi5LRERE/q4m97wPJ/ui+7U62dsyued9FqpIRERupjSC6zmTyVQX4I+vvxVzzCmg4TXPGwBnSuG9RURERP6SAQH1+ffDPtR3d8IE1Hd34t8P+2hVYRERK1Qa2+F8CQwH3vjj69pijtkIvH7Ngkw9gBdK4b1FRERE/rIBAfUVVEVEKoCSbofzKbAXuM9kMp0ymUz/oDCwPmAymY4BD/zxHJPJFGgymT4GMAwjBXgV2PfHn+l/tImIiIiIiIjckskwir3V1CoEBgYa0dHRli5DRERERERESpnJZIoxDCPwdo4tr8WZRERERERERP4SBVcRERERERGxagquIiIiIiIiYtUUXEVERERERMSqKbiKiIiIiIiIVVNwFREREREREaum4CoiIiIiIiJWTcFVRERERERErJqCq4iIiIiIiFg1BVcRERERqbB27dqFo6Njmb+PnZ0dR44cKfP3EZHiKbiKiIiISKWWk5Nj6RJE5A4puIqIiIhIhWYYBk2aNMHJyYkGDRpw4cIF7Ozs6N69O9WqVWPSpEls3boVDw8PnJ2dcXNz46uvvgLgpZdewtXVFWdnZ2rUqEFCQgIAx44d46677sLZ2ZkWLVpYcngigoKriIiIiFRwOTk5TJo0iczMTJydnQkPDwfA0dGRy5cvM3fuXMLCwvj000/JyMjgP//5D0OGDAFgxIgRXL58mYyMDPr27Ws+NywsDD8/PzIyMhg8eDD5+fkWGp2IANhZugARERERkTtha2vLqFGjAHjqqaeYPXs2AFOnTgXg7Nmz/P777/Tr1898TkFBAQD79+8nMDCQK1euUFBQQLVq1QA4evQoX3/9NQDTpk1j+vTp5TYeEbmRZlxFREREpFIxmUwAeHh4AJCXl4eNjQ2ZmZnmP9nZ2QD84x//4OmnnyYrK4uZM2eSl5dn7sfGRh+VRayF/jWKiEU9+OCDpKamWroMERGpwPLz85k/fz4AH330Ea1bty7yeoMGDXB2dmbixIlA4WzrypUrgcLLjK/ew/ree++Zz2nWrJl5lnX69OkYhlHm4xCRm1NwFRGL+uqrr3B3d7d0GSIiUoFVqVKFt99+GycnJ9LS0li0aNENx2zYsIGlS5fi5OSEk5MT8+bNA+DZZ5/lySefxM3NrcjPo6ioKA4cOICzszNr1qzB1ta23MYjIjfSPa4iUqZmzpyJo6Mj48aNY8KECcTFxbF161a2bNnCokWL2LVrF9HR0aSnp9OrVy/atm3LgQMHaNasGUuXLsXZ2ZmYmBgmTpxIeno6Hh4eLF68mLp161p6aCIiUkqSkpIIDQ01r+hbEp06dTJf9nutay/5BejcuTMXLly44bhatWpx6dIlnJ2dAXj99dcBuPfee7l48WKJ6xGRsqEZVxEpU507d2bnzp0A5oCam5vLrl27CA4OLnLskSNHiIiIID4+nmrVqvH++++Tm5vL2LFjiYqKIiYmhhEjRpgX2xAREblTb7/9NhkZGebnr7/+OqyfCP+qAdPcCr+un2jBCkUEFFxFpIy1bt2amJgY0tLScHBwoH379kRHR7Nz584bgmvDhg3p2LEjAEOHDmXXrl0cOXKEhIQEHnjgAfz9/ZkxYwanTp2yxFBERKQM5eXlMXz4cHx9fQkLCyMjI4Pp06cTFBSEt7c3ERER5vtM9+3bh6+vL+3bt2fy5Ml4e3sDsHjxYsaMGWPuMzQ0lO3btwOwadMm2rdvT6tWrRg4cCDp6enMnTuXM2fO0K1bN7p168aUKVPIzMzA/3/mMGRVWmEnRj5EL1B4FbEwBVcRKVP29vZ4enqyaNEiOnToQHBwMNu2beP48eM3bOh+dRXIa58bhoGXlxexsbHExsZy8OBBNm3aVJ5DEBGRclDcVTdjxoxh3759JCQkkJmZyfr16wF48sknmTdvHnv37r2te08vXLjAjBkz2Lx5s3n7m//85z+MGzeOevXqsW3bNrZt28Ybb7yBk61B7NOuRD7sXLSTmMVlMGoRuV0KriJS5jp37szs2bPp3LkzwcHBzJs3D39//xuC6smTJ9m7dy8An376KZ06deK+++7j/Pnz5vbc3FwOHTpU7mMQEZGyVdxVN9u2baNt27b4+PiwdetWDh06RGpqKmlpaXTo0AGAxx9//E/7/v777zl8+DAdO3bE39+fJUuW8Msvv5SsQCO/xGMSkdKj4CoiZS44OJjk5GTat29P7dq1cXR0vOEyYYAWLVqwZMkSfH19SUlJYdSoUVSpUoWoqCief/55/Pz88Pf3Z8+ePRYYhYiIlKXirroZPXo0UVFRHDx4kJEjR5KVlXXLbWns7OwoKCgwP8/KygLAMAweeOAB89U7hw8fZsGCBSUsUKsKi1iSgquIlLmQkBByc3NxcXEB4OjRo+a99JKSkswbxNvY2DBv3jzi4+NZtWoVzs7OJJ9dy5UrY3ll2hnef78am7e8zsiRIy02FhFLSUpKMt/H91e8/PLLbN68GYCuXbsSHR1dWqWJlIrirroB8PDwID09naioKACqV69O1apV+f777wH47LPPzH14enoSGxtLQUEBv/76Kz/++CMA7dq1Y/fu3fz8888AZGRkcPToUQCqVq1KWlqauQ/7Kg7k5hcTjluHl+6ARaREFFxFxGoln11LYuJUsrLPAAZZ2WdITJxK8tm1li5NxCrl5+czb948li5dCkB4eLj5w/6OHTu0Z7JYteKuuhk5ciQ+Pj4MGDCAoKAg87ELFiwgIiKC9u3bYxgGbm5uAHTs2JFGjRrh4+PDpEmTaNWqFQA1a9Zk8eLFPPbYY/j6+tKuXTsSExMBiIiIoHfv3nTr1q3w+TPj8V1sz5DVhbO1mGwh8B8Q+p9y/G6IyPVMt7rcwtICAwMN/UZY5O9r9+7gP0JrUY4O9ejYcacFKhKxnKSkpGL3Om7ZsiUjRoxg06ZNjBo1Ci8vL55++mkyMjJITU1l+vTphIeHU6dOHSZMmMDzzz9P165dmT17NoGBgZYelshfkp6ejqurKwBvvPEGycnJzJkzx8JViUhJmUymGMMwbuuHkWZcRcRqZWUnl6hdpLI7cuQI27dvp3bt2uzfv59BgwZx9uxZtm/fjq2tLWfPnqVnz54EBAQQHx9P9erV+fzzzy1dtkip27BhA/7+/nh7e7Nz505efPHFv9zXlQO/kfzGj5yaspPkN37kyoHfSrFSESktdpYuQETkZhwd6t5kxrWuBaoRsaz4+Hjs7e1JTEwkLy+PFi1akJSUBED9+vVZtmwZly5dYvr06TRp0gSApk2bsn//fgtWLVI2Bg8ezODBg++4nysHfiN19TGM3MIFnfJTs0ldfQwAl4Bad9y/iJQezbiKiNVq3GQSNjZORdpsbJxo3GSShSoSsZzo6GicnJxwcnKiatWqtGvXzvxaWFiYBSsTqbgub0wyh9arjNwCLm9MskxBInJTCq4iYrXq1ulP8+av4ehQDzDh6FCP5s1fo26d/pYuTaTcGYbB5cuXzauuHjlyhEaNGgGYV+x2c3PD0dGREydOAHD8+HG8vLwsU7CU2LWLaUn5yE/NLlG7iFiOgquIWLW6dfrTseNOQrr/TMeOOxVa5W8rMDAQBwcHFixYgJeXF0lJSbRv3/6G4x566CE2bNhgXplVs7EiN2fr7lCidhGxHAVXERGRCqB///5MmTKFnTt3Ur9+ffr160fNmjVp165dkW1u6tSpw9ixY4mPj6d79+64urqy4cQGcu7K4aPMj+gR1YPJCydrRWErsHTpUnx9ffHz82PYsGFA4bZFHTp0oHHjxkVmX2fNmkVQUBC+vr688sor5vZPPvmENm3a4O/vz1NPPUV+fj75+fmEh4fj7e2Nj48Pb731VrmPraKo1tMTk33Rj8Mmexuq9fS0TEEiclPaDkdERKSCuLoFSEZGBp07d2b+/PnmfSqvd+XAb1zemEReahbn7X9nUc01bHcr/JnqaOvItA7T6NO4T3mWL9c4dOgQDz/8MLt378bDw4OUlBQmTpzIlStXWLFiBYmJifTr14+ff/6ZTZs2ERUVxYcffohhGPTr14/nnnuOmjVr8txzz7F69Wrs7e0ZPXo07dq1w8vLiylTpvDtt98CkJqaqj18b+Hqv5X81Gxs3R2o1tNTCzOJlJOSbIejVYVFREQqiIiICA4fPkxWVhbDhw+/ZWi9ulKqCRO1cmswPnkIANvdosnKz2LO/jkKrha0detWwsLC8PDwAKBGjRoADBgwABsbG1q2bMm5c+cA2LRpE5s2bSIgIAAo/AXGsWPHiI+PJyYmhqCgIAAyMzOpVasWffv25cSJE4wdO5Y+ffrQo0cPC4yw4nAJqKWgKlIBKLiKiIhUEMuXL7+t44pbKdXRcCD8t/7mWdezV86Wen1y+wzDwGQy3dDu4OBQ5JirX1944QWeeuqpIse+8847DB8+nH//+9839BMXF8fGjRt57733WLlyJQsXLizlEYiIlC/d4yoiIlLJ3GxF1Jp5NcyP67jUKa9ypBghISGsXLmSixcvApCSknLTY3v27MnChQtJT08H4PTp0/z222+EhIQQFRXFb7/9Zu7jl19+4cKFCxQUFPDII4/w6quvai9fEakUNOMqIiJSydi6OxQbXs/bFYYjR1tHxrcaX95lyTW8vLyYOnUqXbp0wdbW1nwZcHF69OjBTz/9ZF5F2tXVlU8++YSWLVsyY8YMevToQUFBAfb29rz33ns4OTnx5JNPUlBQOOte3IysiEhFo8WZREREKplr73G9Ktsmhzl1Ikmsd4rxrcbr/lYREbE4Lc4kIiLyN3Z1oZlrV0qt0/M+5gboPsfKTivkikhlpeAqIiJSCWml1L+f62fa81OzSV19DEB/F0SkwtPiTCIiIiKVQHGrSRu5BVzemGSZgkRESpGCq4iIlQsPDycqKuqG9jNnzhAWFnbLcz09Pblw4UJZlSYiVuRmq0nfrF1EpCJRcBURqaDq1atnDrRJSUl4e3vfcZ/nz5+nbdu2BAQEsHPnzjvuT0TKj627Q4naRUQqEgVXERErs3TpUnx9ffHz82PYsGEA7Nixgw4dOtC4ceNiw2p+fj5nz57Fx8cHX19f3nnnnSJ9ZmZm0qtXLz766CMAPvnkE9q0aYO/vz9PPfUU+fn5ADRs2JBLly5x8eJFJk+ezLlz58pr2CJyh6r19MRkX/Sjncnehmo9PS1TkIhIKVJwFRGxIocOHeK1115j69atxMXFMWfOHACSk5PZtWsX69evZ8qUKTec9+mnn5KdnY2/vz8A3377LRkZGWRnZ9OnTx9q167N6dOnCQ0N5aeffmLhwoVUr14dW1tbvvzyS2bNmkVsbCzZ2dn8+uuvpKam0r59e3PQFRHr5xJQC/eH7zXPsNq6O+D+8L1amElEKgWtKiwiYkW2bt1KWFgYHh4eANSoUQOAAQMGYGNjQ8uWLYvMgubk5NC8eXPS09NJT0/n3Llz/Oc//2HIkCHcfffdXL58GXd3dwICAjh16hTe3t488sgj7N69mwYNGnDu3DlycnJ45ZVX6Ny5M7a2tlStWpXMzEy++OIL6tSpw4svvmiR74WIlJxWkxaRykozriIiVsQwDEwm0w3tDg4ORY651s8//8zdd9+Nh4cHFy9eZPny5Sxfvpz69euTm5vLL7/8QnR0NM7Ozvj6+vLFF1+Qn5+Pi4sLjRs3pmXLljRo0IBx48Zha2tL+/btCQ4OZvbs2TRv3rzMxywiIiLyZxRcRUSsSEhICCtXruTixYsApKSk/Ok5jRo1ok+fPmRkZNCiRQtCQkJIS0ujdu3amEwmmjVrhqOjI8nJyfz+++/Y2tpiGAarV6/Gz8+PnJwcHBwcOHz4cFkPT0REROQvUXAVEbEiXl5eTJ06lS5duuDn58fEiRP/9BwHBwcGDx5MRkYGa9as4Z///CczZ84kICAAwzC4cuUKu3fvpk+fPrRq1YqzZ8/SpEkTAgMD+eabb3BwcOC5554jJyenSL+vvPKKttIRERERq2C6/pIzaxIYGGhER0dbugwREauVlJREaGgo69ev58EHHyQ/P5+srCwNbD8tAAAgAElEQVQCAwOZMWMGffv2JScnh4yMDGrVqsWECRMIDAzE3d2dbt26kZOTg7u7O/fddx9r1qxh0aJFfPXVV5w9exYbGxtmz55NYGCgpYcpIiIilZDJZIoxDOO2PmhocSYRkUrA09OTw4cPEx4eTmhoKGFhYezatYtff/2VsLAwvvnmG06fPs1bb71FtWrVyM7OpkqVKly+fJmqVavSvHlzTCYThyL3cOLwT6TnZfBr2lmWL19Oq1atePLJJ2nYsCEzZsyw9FBFRETkb0jBVUSkAvP09CQhIcH8fPHixebHDRo0ICcnh9GjRxMZGcmIESNo3LgxH374IVu2bKFZs2Y88cQTNLirKc1yu1HdZRFJafDOoHdo6GDLwE/H0dfvfoYMGYK3tzdTp061wAhFREREdI+riEil1rBhQzp27AjA0KFD2bJlC40aNaJZs2YAhLTpy9dfbuZi3ikKbLOp39aZb1328kPBGTBgzJTxCq0iIiJicQquIiKVWHFb61zr8J4z5JmySKt2DAODKg5VKLDLJsHxCJmmHFrV8WLbtm1kZWWVU8UiIiIiN1JwFRGpxE6ePMnevXsB+PTTT7n//vtJSkri559/BuC7mK9o0LgW2BQUOc+wKSDNlMmQjg/x4IMPMnDgQPLy8sq9fhERERFQcBURqdRatGjBkiVL8PX1JSUlhQkTJrBo0SIGDhyIj48PVRztaB3kX+y5+RTg0r4uEydOpFWrVgwbNoyCgoJijxUREREpS9oOR0Skkrq6Vc61izdd7+gPZ/ls/SIKbLNveM0mz4F7CjrTvn8TmrWtU5alioiIyN9QSbbD0YyriMjfWLO2dWgb0AmTcd2PgwIbXNI9SU/JZltkIkd/OGuZAkVERERQcBURqbSu3yrnZno+HMxDjwzAzc0NjMKZ1qqX78UxqzYAeTkF7F17vKzLFREREbkp7eMqIiL4+vri6+vLe09vLfb19JQbLyUWERERKS+acRURETPXGg4lahcREREpDwquIiJi1r5/E+yqFP3RYFfFhvb9m1ioIhERERFdKiwiIte4unrw3rXHSU/JxrWGg1YVFhEREYtTcBURkSKata2joCoiIiJWRZcKi4iIiIiIiFVTcBURERERERGrpuAqIiIiIiIiVk3BVURERERERKyagqtIGQkPDycqKsrSZYiIiIiIVHgKriJ36MEHHyQ1NdXSZYiIiIiIVFoKriLXmDlzJnPnzgVgwoQJdO/eHYAtW7YwdOhQRo0aRWBgIF5eXrzyyisYhsH69et54403aNmyJb6+vkyaNMnc344dO+jQoQONGzfW7KuIiIiIyF+k4Cpyjc6dO7Nz504AoqOjSU9PJzc3l127dhEcHMxrr71GVFQU+fn5fPzxx7Ro0QJbW1uioqLYsGEDubm5/Pbbb3h5ebFp0yZOnTrFrl27ePTRR3n88cfx9fXl0UcftfAoRUTK15o1azh8+LCly7hjeXl5li5BRORvS8FV5BqtW7cmJiaGtLQ0HBwcaN++PdHR0ezcuZPg4GBWrlxJaGgoR44cISMjg2nTpnH33Xfj6OjIlClTOHr0KGPHjuXQoUNUqVKF2rVrY2Njw+LFi3FwcCA+Pp558+ZZepgiIrfFMAwKCgruuJ/yCK5Lly7F19cXPz8/hg0bxi+//EJISAi+vr6EhIRw8uRJLl26hKenp3lMGRkZNGzYkNzcXI4fP06vXr1o3bo1wcHBJCYmAoXrFUycOJFu3brx/PPPl+kYRETk5hRcRa5hb2+Pp6cnixYtokOHDgQHB7Nt2zaOHz+Ok5MTs2fPJjIyEk9PT/r3709WVhYmk4mNGzfSq1cvXFxczB9s7rrrLn7//XcAfH19yczM5JNPPsHOzs6SQxQRuaWkpCRatGjB6NGjadWqFcuWLcPHxwdvb+8iwe36WyeumjJlSpFbJ/bs2cOXX37J5MmT8ff35/jx46Ve86FDh3jttdfYunUrcXFxzJkzhzFjxvDEE08QHx/PkCFDGDduHG5ubvj5+fHdd98BsG7dOnr27Im9vT0RERG88847xMTEMHv2bEaPHm3u/+jRo2zevJk333yz1GsXEZHbo0/QItfp3Lkzs2fPZuHChfj4+DBx4kRat27N5cuXcXFxoWrVqjg4OPD111/TtWtXCgoKuHz5Mt26daNevXrExsYCYDKZzL/V37BhA66ursTExPDqq69y6NAhBVgRsVpHjhxh0aJFvPjii7Rr146YmBiqV69Ojx49WLNmDQMGDOC1116jRo0a5OfnExISQnx8PA0aNOCLL74gMTERk8lEamoq7u7u9OvXj9DQUMLCwsqk3q1btxIWFoaHhwcANWrUYO/evaxevRqAYcOG8dxzzwEwePBgVqxYQbdu3fjss88YPXo06enp7Nmzh4EDB5r7zM7ONj8eOHAgtra2ZVK7iIjcHs24ilwnODiY5ORk2rdvT+3atXF0dCQ4OBg/Pz8CAgLo0aMHp0+fpmPHjgAUFBQwZMgQevXqRVJSEm+99VaR/goKCvj111+xtbVl5syZpKamkp6ebomhiYjclnvuuYd27dqxb98+unbtSs2aNbGzs2PIkCHs2LEDgJUrV9KqVSsCAgI4dOgQhw8fplq1ajg6OvI///M/rF69Gmdn53Kp1zAMTCbTLY+5+nq/fv34+uuvSUlJISYmhu7du1NQUIC7uzuxsbHmPz/99JP5XBcXlzKt/+8qNTWV999/v1T7fPvtt8nIyCjVPkXEOii4ilwnJCSE3Nxc8weVo0ePMnHiRAAWL17M5s2bueeee1i9ejXh4eHY2dmxadMmvvnmG5o2bcrw4cMBePTRR2nZsiX5+fkMHTqURo0aERAQwIQJE3B3d7fY+ERE/szV//8ZhlHs6//973+ZPXs2W7ZsIT4+nj59+pCVlYWdnR0//vgjjzzyCGvWrKFXr17lUm9ISAgrV67k4sWLAKSkpNChQwc+++wzACIjI+nUqRMArq6utGnThvHjxxMaGoqtrS3VqlWjUaNGfP7550DhuOPi4sql9r8zBVcRKQldqyhSQp6eniQkJJifJyUlAeDh4VGkvU/b1mxauog5Qx8i5O4GJDZ4jMceG8CAgPrlXbKIyF/Stm1bxo8fz4ULF6hevTqffvopY8eONd864ebmxrlz58y3TqSnp5ORkcGDDz5Iu3btaNq0KQBVq1YlLS2tzOr08vJi6tSpdOnSBVtbWwICApg7dy4jRoxg1qxZ1KxZk0WLFpmPHzx4MAMHDmT79u3mtsjISEaNGsWMGTPIzc3l0Ucfxc/Pr8xqlsL7oY8fP46/vz8PPPAAAF9//TUmk4kXX3yRwYMHk56eTv/+/fn999/Jzc1lxowZ9O/fnytXrjBo0CBOnTpFfn4+L730EufOnePMmTN069YNDw8Ptm3bZuERikhpMt3st6nWIDAw0IiOjrZ0GSIl9tPObXw97x2MvBxzW67Jjp21uzEyPEzhVUSsVlJSEqGhoeZfxC1fvpx///vfGIbBgw8+yMyZM4HC1XZ/+OEHGjdujIODA/369aNnz57mhesMw2DSpEkMHz6c3bt3M3LkSBwcHIiKiqJJkyaWHKJYiWv/rq1atYp58+bxzTffcOHCBYKCgvjhhx+oWbMmGRkZVKtWjQsXLtCuXTuOHTvG6tWr+eabb/joo48AuHTpEm5ubnh6ehIdHW2+31lErJvJZIoxDCPwto5VcBUpffOfeZK0C+dvaL9s68pm3wh2T+lugapERMpJ/ErYMh0unQK3BhDyMvgOsnRVty0+Pp4tW7aYw9DVbXWkdF0bXCdMmICPjw8jRowAChfUGjhwIL1792bChAns2LEDGxsbjhw5wn//+18uX75Mz549GTRoEKGhoQQHBwMouIpUMCUJrrrHVaQMpF28UGx71fx0zqRmlnM1IiLlKH4lrBsHl34FjMKv68YVtlcA8fHxrFu3jkuXLgGFM3nr1q0jPj7ewpVVbjebSImMjOT8+fPExMQQGxtL7dq1ycrKolmzZsTExODj48MLL7zA9OnTy7liESlvCq4iZaDqXcX/pjfN1pV67k7lXI2ISDnaMh1yr/sFXW5mYXsFsGXLFnJzc4u05ebmsmXLFgtVVHlde+9z586dWbFiBfn5+Zw/f54dO3bQpk0bLl26RK1atbC3t2fbtm388ssvAJw5cwZnZ2eGDh3KpEmT2L9//w19ikjlosWZRMpA8KNPFHuPa3TN9kzueZ8FKxMRKWOXTpWs3cpcnWm93Xb56+666y46duyIt7c3vXv3xtfXFz8/P0wmEzNnzqROnToMGTKEvn37EhgYiL+/P82bNwfg4MGDTJ48GRsbG+zt7fnggw8AiIiIoHfv3tStW1eLM4lUMrrHVaSM/LRzG5uWLiL3cgpptq4kNgjWqsIiUvm95f3HZcLXcWsIExJubLcyb731VrEh1c3NjQkTJligIhGRyqsk97hqxlWkjLQI7kaL4G6WLkNEpHyFvFx4T+u1lwvbOxW2VwAhISGsW7euyOXC9vb2hISEWLAquZUNJzYwZ/8czl45Sx2XOoxvNZ4+jftYuiwRKWUKriIiIlJ6rq4eXEFXFb66erBWFa4YNpzYwLQ908jKzwIg+Uoy0/ZMA1B4FalkdKmwiIiIiFRIPaJ6kHwl+Yb2ui512RS2yQIViUhJaDscEREREan0zl45W6J2Eam4FFxFREREpEKq41KnRO0iUnEpuIqIiIhIhTS+1XgcbR2LtDnaOjK+1XgLVSQiZUWLM4mIiIhIhXR1ASatKixS+Sm4ioiIiEiF1adxHwVVkb8BXSosIiIiIiIiVk3BVURERMTCUlNTef/99+/onDNnzhAWFgbA9u3bCQ0NBWDx4sWMGTOm9IoVEbEABVcRERERCytpcM3Pz7/hnHr16hEVFVUW5YmIWJyCq4iIiIiFTZkyhePHj+Pv78/kyZOZPHky3t7e+Pj4sGLFCqBwFrVbt248/vjj+Pj43HBOUlIS3t7et3yfdevW0bZtWwICArj//vs5d+5ceQxPROSOaXEmEREREQt74403SEhIIDY2llWrVjFv3jzi4uK4cOECQUFBdO7cGYAff/yRhIQEGjVqRFJSkvkcgKSkpD99n06dOvH9999jMpn4+OOPmTlzJm+++WZZDk1EpFQouIqIiIhYkV27dvHYY49ha2tL7dq16dKlC/v27aNatWq0adOGRo0a/eW+T506xeDBg0lOTiYnJ+eO+hIRKU+6VFhERETEihiGcdPXXFxc7qjvsWPHMmbMGA4ePMiHH35IVlbWHfUnIlJeFFxFRMrYlStX6NOnD35+fnh7e7NixQqmT59OUFAQ3t7eREREmD+odu3alejoaAAuXLiAp6cnAIcOHaJNmzb4+/vj6+vLsWPHABgwYACtW7fGy8uL+fPnm99zwYIFNGvWjK5duzJy5EitKCpi5apWrUpaWhoAnTt3ZsWKFeTn53P+/Hl27NhBmzZtbnnO7bp06RL169cHYMmSJXdeuIhIOVFwFREpY9988w316tUjLi6OhIQEevXqxZgxY9i3bx8JCQlkZmayfv36W/Yxb948xo8fT2xsLNHR0TRo0ACAhQsXEhMTQ3R0NHPnzuXixYucOXOGV199le+//55vv/2WxMTE8himiNyBu+66i44dO+Lt7c3evXvx9fXFz8+P7t27M3PmTOrUqXPLcyZPnnxb7zNt2jQGDhxIcHAwHh4epT0MEZEyY7rV5Si31YHJdB+w4pqmxsDLhmG8fc0xXYG1wH//aFptGMb0P+s7MDDQuDrzICJSUR09epSePXsyaNAgQkNDCQ4OZtWqVcycOZOMjAxSUlIYO3YsU6ZMoWvXrsyePZvAwEAuXLhAYGAgSUlJLF++nNdee40nnniChx9+mHvvvRco/BD6xRdfAIULs2zcuJGzZ8/yxRdfmGdT5s6dy9GjR3n33Xct9j0QERERuZ7JZIoxDCPwdo6948WZDMM4Avj/8ca2wGngi2IO3WkYRuidvp+ISEXTrFkzYmJi+Oqrr3jhhRfo0aMH7733HtHR0TRs2JBp06aZ7zOzs7OjoKAAoMi9Z48//jht27Zlw4YN9OzZk48//hgbGxs2b97M3r17cXZ2pmvXrmRlZd3y/jgR+fv6aec2dn62lLSLF6h6lwfBjz5Bi+Buli5LROS2lPalwiHAccMwfinlfkVEKqwzZ87g7OzM0KFDmTRpEvv37wfAw8OD9PR0oqKizMd6enoSExMDUKT9xIkTNG7cmHHjxtGvXz/i4+O5dOkS1atXx9nZmcTERL7//nsA2rRpw3fffcfvv/9OXl4eq1atKsfRiog1+mnnNjbNf5e0C+fBMEi7cJ5N89/lp53bLF2aiMhtKe3tcB4FPr3Ja+1NJlMccAaYZBjGoeIOMplMEUAEwN13313K5YmIlL+DBw8yefJkbGxssLe354MPPmDNmjX4+Pjg6elJUFCQ+dhJkyYxaNAgli1bRvfu3c3tK1as4JNPPsHe3p46derw8ssv4+Liwrx58/D19eW+++6jXbt2ANSvX59//vOftG3blnr16tGyZUvc3NzKfdwiYj12fraUvJzsIm15Odns/GypZl1FpEK443tczR2ZTFUoDKVehmGcu+61akCBYRjpJpPpQWCOYRj3/lmfusdVROSvSU9Px9XVlby8PB566CFGjBjBQw89ZOmyRMRC3ny0LxT3mc9k4n8/W1f+BYmIULJ7XEvzUuHewP7rQyuAYRiXDcNI/+PxV4C9yWTSUnYiImXg6A9nGRgykgYeTWlYuwnVnWozYMAAS5clIhZU9a7iP3bdrF1ExNqUZnB9jJtcJmwymeqYTCbTH4/b/PG+F0vxvUVEKp2kpCS8vb1LdM7RH86yLTKR0ICRvBA2nxcHLqJjnaEc+/GG3ylKGbn2v9v27dsJDdW6hGJ5wY8+gV0VhyJtdlUcCH70CQtVJCJSMqUSXE0mkzPwALD6mranTSbT0388DQMS/rjHdS7wqKFlL0WkHPyV8FeR7V17nLycgiJteTkF7F173EIViYg1aBHcjR4RY6jqURNMJqp61KRHxBjd3yoiFUapLM5kGEYGcNd1bfOuefwuoA0ERURKKD8/n5EjR7Jnzx7q16/P2rVr+eSTT5g/fz45OTk0bdqUZcuW4ezsTHh4OMf3pXAu9SQpab8xtOtkfji6if+eO4xnreYMf32jpYdjdZKSkujduzedOnUq8j0+cuQITz/9NBkZGTRp0oSFCxdSvXp1YmNji22PiYlhxIgRODs706lTJ0sPS6RYLYK7KaiKSIVV2tvhiIhYnby8PIYPH46vry9hYWFkZGQwffp0goKC8Pb2JiIiwrz36c8//8z999+Pn58frVq14vjx4xiGweTJk/H29sbHx4cVK1YAhZeBdu3albCwMJo3b86QIUNKfQ/VY8eO8cwzz3Do0CHc3d1ZtWoVDz/8MPv27SMuLo4WLVqwYMEC8/E5RgbjQt/kkQ6j+PCbF+nm8whTBy3g7OUkYmNjS7W2yqK47/ETTzzB//t//4/4+Hh8fHz417/+BXDT9ieffJK5c+eyd+9eSw5FRESk0lJwFZFK78iRI0RERBAfH0+1atV4//33GTNmDPv27SMhIYHMzEzWr18PwJAhQ3jmmWeIi4tjz5491K1bl9WrVxMbG0tcXBybN29m8uTJJCcnA3DgwAHefvttDh8+zIkTJ9i9e3ep1t6oUSP8/f0BaN26NUlJSSQkJBAcHIyPjw+RkZEcOvR/u4sNHPwQ9g621KvRiKpO1al/V2OqONjhH+BLUlJSqdZWWVz/PT5+/Dipqal06dIFgOHDh7Njxw4uXbp0W+3Dhg2zzEBExGrMmzePpUuXluicrl27ot00RG5OwVVEKr2GDRvSsWNHAIYOHcquXbvYtm0bbdu2xcfHh61bt3Lo0CHS0tI4ffq0edsYR0dHnJ2d2bVrF4899hi2trbUrl2bLl26sG/fPgDatGlDgwYNsLGxwd/fv9TDoYPD/y2mYmtrS15eHuHh4bz77rscPHiQV155haysLPMxnl616TakOS7ujtjZ2uNaw4FuQ5rjXsuFvLy8Uq2tsrj+e5yamlqi8w3D4I/1B29p+/bt7Nmzp8T1iUjFkpeXx9NPP80TT2jhK5HSVCr3uIqIWLPrQ4XJZGL06NFER0fTsGFDpk2bRlZW1k0v873V5b/FBcuylpaWRt26dcnNzSUyMpL69esXeb1Z2zqE1Q5k8Q4Xhr9eGNj5oMzLqjTc3NyoXr06O3fuJDg4mGXLltGlS5ebtru7u+Pm5sauXbvo1KkTkZGRxfa7fft2XF1d6dChQzmPSERK06uvvkpkZCQNGzbEw8OD1q1bs379ejp06MDu3bvp168faWlpuLq6MmnSJLp27Urbtm3Ztm0bqampLFiwgODgYDIzM3nyySc5fPgwLVq0IDMz09JDE7FqmnEVkUrv5MmT5nsPP/30U/PiOR4eHqSnpxMVFQVAtWrVaNCgAWvWrAEgOzubjIwMOnfuzIoVK8jPz+f8+fPs2LGDNm3aWGYwFH5oatu2LQ888ADNmze3WB2V2ZIlS5g8eTK+vr7ExsYSHh5O8+bNufvuu+nZsydVq1blzTffxNHRkaCgIK5cuUL//v1p3749Tk5OXLx4kZYtWzJixAj2799PUlISc+bMYdasWfj7+7Nz506effZZWrVqRUBAAPfffz9Dhgzh8OHDlh76397fbSVyKZno6GhWrVrFgQMHWL16dZFLe1NTU/nuu+/43//93xvOy8vL48cff+Ttt9823xv/wQcf4OzsTHx8PFOnTiUmJqbcxiFSEWnGVUQqvRYtWrBkyRKeeuop7r33XkaNGsXvv/+Oj48Pnp6eBAUFmY9dtmwZTz31FC+//DL29vZ8/vnnPPTQQ+zduxc/Pz9MJhMzZ86kTp06JCYmArB48WJ69Ohh7uPtt98mIiICZ2fnO6rb09OThIQE8/NJkyaZH48aNeqG4xcvXgwU7uW6d+1pRnWay5J/7qZ9/ybm16SoW32Pv//+e/PjpKQkjhw5woIFC1i3bh2DBg1ix44dTJ48mX//+99A4b2t/Vr3oFPWfXyQ/i5fPTOfmn2akduoCu7u7txzzz34+vqa73ubMmUKH374IUFBQXz88cf89NNPtGzZspxGLiJ/xa5du+jfvz9OTk4A9O3b1/za4MGDb3reww8/DPzfWgUAO3bsYNy4cQD4+vri6+tbRlWLVA4KriJ/U9OmTTNfxnQ7vvzySw4fPsyUKVPKuLLS5enpWews1owZM5gxY8YN7ffeey9bt269oX3WrFnMmjWrSFvXrl3Nf7y9vXn33XfN7zl06NA7Dq5/xdEfzrItMtG8l2t6SjbbIgsDdrO2dcq9Hku6cuUKgwYN4tSpU+Tn5/PSSy/x/PPPM3jwYLZt2wbA8uXLadq0KevWrWPGjBnk5ORw1113ERkZSe3atTl//jyPP/44Z86cwcXFhccff5yYmBgGDBjA119/zaBBg9i9ezd2dna4OrrQ4LQLde+1Jzc/D78ZvfF4qzpL5i7AppELR44c4eTJk/j7+/PYY49x4MABunbtSkFBAQ0bNuTC/2fv3uNyvv/Hjz+uDjqTxCpsOYuuTorooJzaZI75sDHFnDVmy3EHacyGbQ47mM1XGMMc5zAsakRGKeUQc2hGmdOkdNBV798f/bpWyibDFZ73263bul7vw/V8X9l1Xc/36/V6vq5d45VXXsHd3V3Hr9yTJS0tjRdffBFvb28OHjyIs7MzgwcPZtq0aVy5ckU7dPvNN98kNzcXExMTli5dSrNmzTh+/DiDBw/mzp07FBUVsX79egwNDStchqokURHPtn+aOmJmZnbPbSXTSu6eUnI/8+OFEMVkqLAQQuuf5md27969yietaWlpNG/e/L6XvvHz82PSpEm0bt2apk2bsm/fPqB47dSwsDDUajVOTk4sXLgQAC8vL7y8vGjVqhUBAQHEbjtKaO8ZxO3/lZcDeuPQ1FGb5Pj7++Pv78+8efMYNmwY7u7utGzZkmnTpj3S1yBu81lt0lpCc6eIuM1nH+nzVkU7duzAzs6Oo0ePcuzYMV588UWgeEj4oUOHCA0N5c033wTQJj2JiYn079+f2bNnAzB9+nQ6dOjAtm3bMDMz48KFC9rzZ2dnk5iYyOnTp3nppZdwrdOc/Dv5TN45hw2vfs43vWbgWKcJnQe/TOvWrWnWrBndunUjKSmJSZMmUa1aNSIiIsjNzWXx4sUUFRWVvwhxX86cOcO4ceNITk4mNTWVVatWERsby9y5c/nwww9p3rw5e/fuJTExkYiICKZOnQoUV34dN24cSUlJxMfHU69ePaDiJZKEgOL3ii1btpCXl0d2djbbtm174HP5+vpqb6wcO3aM5OTkhxWmEE8l6XEV4hkyc+ZMli9fTv369alduzatWrXCz8+vTEGJpk2bVtjzFBkZSXx8PJ9//jkhISFUr16d+Ph4Ll++zOzZswkKCtL15QFoh3N6eXkxZMgQvvzyS0aNGsX7778PFA/n3Lp1q3Z4V8m8o+3btzN9+nSioqJYvHgx58+fJzExEQMDA27cuEFBQQGKorB582Zq167NvBlfM2nCZF71ncDztZvRq+0IGtV14P9ip2JtbU10dDTW1tbY29vz888/06RJEwoLC+nYsSPJycmPbEhY9o38SrU/zdRqNWFhYUyaNIlu3brh4+MDwCuvvKL97/jx4wG4ePEi/fr1IyMjgzt37tCgQQOgeFjgxo0bAbhy5QoWFhZA8QiEWrVqoa+vj7W1NY6OjizY9hkNq9fj8MUUhm16l2r6hiiKQoGmgOzsbAwNDcsUXyksLKROnTpA8Zxa8eAaNGiAWq0GoGXLlnTs2BGVSoVarSYtLY3MzEyCg4P57bffUKlUFBQUANC2bVtmzpzJxYsX6d27N02aNNGe7+5lqN4H4uUAACAASURBVIQA8PDwoHv37jg7O/PCCy/g7u5OjRo1Huhco0aNYvDgwTg5OeHi4qLT2glCPAkkcRXiGZGQkMDq1atJTExEo9Hg5uZGq1atgL8LSgD89ddfHDx4EJVKxbfffsvs2bP55JNPyp0vIyOD2NhYUlNT6d69u84S15Jhgm3atOHXX3/FxMQEV1dX7O3t8fPzY9asWVy6dImoqCjOnj1LQUEBR44c0RZoKiwspEWLFiiKwsWLF4Hinrq8vDxcXV1RqVRMmzaNZs2acfDgQfz9/SkqKuK302dobFucfP6VfYX9J7ZyI+syR48lUagU4Ofnx7Bhw0hPT8fPz49bt27RoEED0tLSCAwMpEaNGgQGBvLxxx8/1NfD3MqowiTV3Mqogr2fbk2bNiUhIYHt27czZcoU7Tzk0kPzSn5/4403eOutt+jevTsxMTGEh4cDZYcFOjg4cPbsWdq3b8/zzz9PnTp16N27N2q1GpVKhU2N2igK1DAyp6ZxdW7lZ6MAE7uMxNLSknr16nHo0CFcXFxYuHAhL7zwApMnT2bx4sV4eno+ttflaVS6ureenp72sZ6eHhqNhvfeew9/f382btxIWloafn5+ALz66qu0adOGbdu2ERAQwLfffkvDhg3LVQuXaq+itLCwMMLDw7XF+95++22GDRtWZp+S9xAorihewtraWnsjxMTEhNWrVz+GiIV4OkjiKsQzYt++ffTq1Us777J79+7abaULStyr5+luPXv2RE9PjxYtWvDnn38+2uD/RUkv6/Tp03F0dOTLL78EoFq1avj6+rJq1Spq1qzJTz/9RHR0NNHR0dqqjt999x2XLl0iKysLNzc3AE6ePImjoyMpKSlAcTJ/8eJFDA0NiYmJITs7m3Zu/oQGzi4Th2vD9vxybDO3uUJMTAzW1tbMnj2batWqceHCBXJzc2nSpAkTJ05k1KhRdOnShU2bNtGzZ8+H9lq07dGozBxXAINqerTt0eihPceTIj09HSsrKwYOHIi5ubm2QNWaNWuYPHkya9asoW3btgBkZmZqlxUq3fvp7e3N2rVr6devHzk5Ody5c4dffvmF7OxsunXrpp0rPXfuXG789idj6vTk1z+SGOIeRLfm/mCg4qK6uHevXr16dO/encGDBwPFvXoLFy7E398fQLs2sHj4Sv99SxcqO3fuHA0bNmTs2LGcO3eO5ORkGjZsqKMoxZNi+PDhnDhxgry8PIKDg7WfHZVxcl80+1YvJ+v6NSxqWePTfxAOPv6PIFohnh4yx1WIZ8i9ikCULijxxhtvEBoaSkpKCl9//TV5eXkVHlO6R+KfilU8DvXr18fLq3i90tu3b/Pjjz8Cxeudent7oygK2dnZtGrVinXr1uHs7MzevXuB4mJMAwYM4IcfftC+Pnl5eeTk5Gjn/CqKQrNmzSgqKtImFyo9yLiRBoCBviGaouJ99Q1VmJqakpWVpT3WzMyMGjVq8PPPP1NUVISFhQUGBgYMGDBAG8fD0rSNDf4Dmmt7WM2tjPAf0PyZK8wEkJKSQuvWrXFxcWHmzJm8++67QPEyR23atGH+/Pl89tlnQHHvSN++ffHx8cHa2lp7jmnTprFr1y4CAwPJzs7G1tZWO1z4btVszbDs3YQvBsxgdfI2ApYNodOq19l1qnjudP/+/ZkzZw6urq6c3baAkFpHGdm3Ey51Tcg99N0jfjWebRMnTmTKlCl4eXlRWFiobV+zZg2Ojo64uLiQmprKoEGDdBileFKsWrWKpKQkUlNTmTJlSqWPP7kvml2LPyfr2lVQFLKuXWXX4s85uS/6EUQrxNNDelyFeEb4+voSEhLC5MmT0Wg0bNmyhREjRpTb7149T1VZ6YT8+eef548//iA9PZ2srCxGjRrF5cuXmTdvHj179iyz9A0UL12Tk5PDmjVrSE9PR6PRUKtWLezs7HBycsLQ0JBhw4YRGhpK7dq1iYiIIDMzk6u30km7dgJbK3vq1WrE8d8P8tH64djUrYVf51689NJL2NraUq1aNRwdHWnZsiVmZmbUrl37kb8eTdvYPJOJ6t0CAgIICAgo1z5mzJhyRbJ69OhBjx49yu1bo0YNdu7ciYGBAXFxcYwaNQojI6N/XEanjWtPYmaX70X38vIqrnCdvBa2jKWRfS59Qs2LN/4cRsyCBeAkFYUr6+6/Reke1dLbTp8+rW3/4IMPAJgyZUq5xEN//3421nmOkw4tMLC1Zdj4N6lRaskTIf6rfauXo7lTdkqH5k4++1Yvl15XIf6B9LgK8Yxwc3OjX79+uLi40KdPH22hmrvdq+epKrtw4QJxcXFAcS9raGgodnZ2REZGYmpqypw5c2jRogXTpk1j6dKlWFlZ0b59e/bs2cNzzz2Hv78/CxcuxMrKiuzsbAICAqhevTonTpzg6NGjDBgwACgeerxlyxaOHj1K9eoWvDF5CEbVVVzPukwnjz7s3hqLTf06dO3aldTUVKKjo7GwsGDWrFmcPHmSLVu2oFKp6NatG4WFhXz//fe0b99ely+d+BcXLlzAw8MDZ2dnxo4dyzfffPPfT7o7AgrumjNZkFvcLnQqc8sWMt57H016OigKmvR0Mt57n8wtW3QdmniKZF2/Vql2IUQxla6H+P0Td3d3JT4+XtdhCCFKqWrzctLS0ujatSu+vr7ExMSQkZFBRkYGLVq0ID4+Xpt8JyUlMXLkSHJycmjYsCFLly7F3Nwcf39/MjMzURSFgQMHMnnyZLKzsxkzZgwJCQno6+szbdo0evfujb29vfacCxYsYMGCBTRo0IC6detib29PeHg469evZ+rUqZiYmBAXF0fop/NZuXgxilUt1F9E4p20n91fLURRFLp27apddkU8O5RwS1SU/+xVUKEKv6mDiESJ3zp0LE5a72JgZ0eTPbt1EJF4Gi0eM7h4mPBdLKxrM/yLpTqISAjdUalUCYqi3NdwI0lchRD3rWReTukhTgbVjOgyPFRnyWtaWhrdunUrM1Swqlh/+QZhp/4gt+jv91mVcgfz60tooDrPOLdxBDYM1GGEQheypzXBXHWlfLtSB/Ppv+kgIlHipEMLqOh7kUqFw8kTjz8g8VSqip+lQuhKZRJXGSoshLhv/zQvR5Q361xGmaQVQFFV47ZlXzJuZxB+IJxt5x588XrxZDqQ+SoFRWWXJyooMuJA5qs6ikiUMLC1rVS7EA/CwcefLsNDsbCuDSoVFta1JWkV4j5IcSYhxH2rivNy7i7MUpVcyi+osL1IvxYAeYV5zD8yX3pdnzEZpl2IvgWe5iux0L9GVqE1B7MHkGHaRdehPfPqjH+TjPfeRylVTV1lbEyd8W/qMCrxNHLw8ZdEVYhKksRVCHHfLGpZVzwvp9aTUcTpcatrZMjFCpJXvcLr2t8v3778OEMSVUDxWrv+/Hbt78JcBtX08H8G19qtakqqB1/5bB6ajAwMbG2pI1WFhRCiSpDEVQhx33z6D6pwXo5Pf1n7sCJTGtqWm+NKUT5mN9dqH9qYybI1z5qSpYriNp8l+0Y+5lZGtO3RSJYwqiJqvPyyJKpCCFEFSeIqhLhvJcOaqlJV4aqsj40VUDzX9WL+HfQ11zG9uRbjnOKle4z1jRnnNk6XIYr7ZG5uTnZ2Nunp6YwdO5Z169b9p/PdvdZueno6QUFB//m8QgghxNNKqgoLIcRjsu3cNuYfmc/l25exMbORqsJPkJLEVQghhBAPT2WqCkuPqxBCPCaBDQMlUX3ClV5+KTIykh9//JGcnBzOnj1Lr169GD16NC+++CJWVlYkJCRQvXp1unXrxu3bt/nzzz85duwY9evX56effsLW1hZ9fX3CwsLYsWMHqampREVFcfbsWRYuXMjFixfJzs6mWrVqDBs2TNb8FUII8UyT5XCEEEKIB5SUlMSaNWtISUlhzZo1pKenc+rUKc6dO0dGRgaBgYHExMSwb98+1q1bx8svv4y/vz/vvPOO9hwajYbNmzdjY2PD9OnTAbhw4QImJiacO3cOCwsLVq1axR9//KGryxRCCCF0TnpchRBCiAfUsWNHatSoAUCLFi24dOkS1tbWBAQEYGVlxaBBg4iLi+PSpUt07tyZCxcuYG5uTvPmzbXn6N27NwAmJiakpaVpz9W0aVOee+45WrZsyV9//cXvv/9O/fr1H/s1CiGEEFWBJK5CCCHEAzIyMtL+rq+vT2FhYYX7WFlZkZSUxNChQ+nSpQv/+9//UBQFRVHKnEOj0QBgYGCgbdfX10elUmm3CSGEEM8iSVyFEEKIh+jatWvs2rWLv/76i5UrV5KdnU1ubi5xcXHY29tz6NAhWrZsyW+//UZVLpAohBBCVCWSuAohhBAPkYODA7Vr18bGxobq1avTo0cPACZNmsT169c5f/4869evp3///ujpSakJIYQQ4n7IcjhCCCHEQ1JSdfjgwYOYm5uj0Wjo1asXQ4YMoVevXv96/KbES8z8ZSU5ZlvQM7xJjWp1mOL5llSjFkII8VSqzHI4cqtXCCGEeMjCw8NxcXHB0dGRBg0a0LNnz389ZlPiJabuWkZujdXoVbsJKsgsuMJ7sdPYdm7bY4haCCGEqLpkqLAQQgjxkNjb23Ps2LEHOnbOzlOoav2ESq+gTHuBks/8I/Ol11UIIcQzTXpchRBCiCog/WYuKsObFW67fPvyY45GCCGEqFokcRVCCCGqADtLE5QCywq32ZjZPOZohBBCiKpFElchhBCiCpgQ0AzlxksoRYZl2g1VRoxzG6ejqIS4P/b29ly7dk3XYQghnmIyx1UIIYSoAnq61gWCmfmLgVQVFjql0WgwMJCviEKIqkXelYQQQogqoqdrXXq6TgQm6joUUUklSyE9aHGuewkPD8fc3JywsLCHet7ly5czd+5cVCoVTk5O6OvrY2VlRWJiIm5ubvTr148333yT3NxcTExMWLp0Kc2aNaOwsJBJkyaxc+dOVCoVw4YN44033tCeNzc3l169etGnTx+GDRv2UGMWQjzbJHEVj8W8efMYPnw4pqamug5FCCHEY7Jo0SJMTU0ZNGgQkZGRdOnSBTs7O12HpTOFhYXo6+vrOgyOHz/OzJkz2b9/P9bW1ty4cYO33nqL06dPExUVhb6+Prdu3WLv3r0YGBgQFRXF1KlTWb9+PYsXL+b8+fMkJiZiYGDAjRs3tOfNzs6mf//+DBo0iEGDBunwCoUQTyOZ4yoei3nz5pGTk1OpYwoLCx9RNEIIIR41jUbDyJEjtQlMZGQk6enpOo7q0dJoNAQHB+Pk5ERQUBA5OTnY29sTERGBt7c3P/zwA2fPnuXFF1+kVatW+Pj4kJqaCsCWLVto06YNrq6udOrUiT///LPc+b/55hteeuklcnNz/1Oce/bsISgoCGtrawCsrKwA6Nu3rzaxzszMpG/fvjg6OjJ+/HiOHz8OQFRUFCNHjtQOJS45FqBHjx4MHjxYklYhxCMhPa6iUmbPno2xsTFjx45l/PjxHD16lD179rB7926WLl2KhYUFhw8fJjc3l6CgIKZPn86CBQtIT0/H398fa2troqOj2bVrF9OmTSM/P59GjRqxdOlSzM3Nsbe3Z8iQIezatYvQ0FD69++v60sWQghRgQ8++ICVK1dSv359rK2tadWqFVu3bqVdu3bs37+f7t27k5WVpX1vj4+PZ8CAAZiYmBAXF4eJiYmuL+GhO3XqFEuWLMHLy4shQ4bw5ZdfAmBsbExsbCwAHTt2ZNGiRTRp0oRff/2V0aNHs2fPHry9vTl48CAqlYpvv/2W2bNn88knn2jP/fnnn7Nr1y42bdqEkZHRf4pTURRUKlW5djMzM+3v7733Hv7+/mzcuJG0tDT8/Pz+8VgALy8vfvrpJ1599dV77iOEEA9KelxFpfj6+rJv3z4A4uPjyc7OpqCggNjYWHx8fJg5cybx8fEkJyfzyy+/kJyczNixY7GzsyM6Opro6GiuXbvGjBkziIqK4siRI7i7u/Ppp59qn6PkA16SViGEqJri4+NZv349iYmJbNiwgfj4eO22mzdv8ssvv/D2229r24KCgnB3d2flypUkJSU9lUkrQP369fHy8gJg4MCB2mS1X79+QPFQ2gMHDtC3b19cXFwYMWIEGRkZAFy8eJGAgADUajVz5szR9nACrFixgp9++on169f/56QVipPntWvXcv36dYAyw31LZGZmUrduXaC4t7xEly5dWLRoERqNptyxERER1KpVi9GjR//nGIUQ4m6SuIpKadWqFQkJCWRlZWFkZETbtm2Jj49n3759+Pj4sHbtWtzc3HB1deX48eOcOHGi3DkOHjzIiRMn8PLywsXFhWXLlvH7779rt5d8wAshnkwPMjVAPFliY2Pp0aMHJiYmWFhY8PLLL2u3Pcvv4Xf3MpY8LunJLCoqwtLSkqSkJO3PyZMnAXjjjTcIDQ0lJSWFr7/+mry8PO15HB0dSUtL4+LFiw8lzpYtW/LOO+/Qvn17nJ2deeutt8rtM3HiRKZMmYKXl1eZqTtDhw7l+eefx8nJCWdnZ1atWlXmuHnz5pGXl8fEiVJgTAjxcMlQYVEphoaG2Nvbs3TpUtq1a4eTkxPR0dGcPXsWExMT5s6dy+HDh6lZsyYhISFlPnhLKIpC586d+f777yt8jtJDlYQQT5558+YxcOBAKcb2lPDz82Pu3Lm4u7tr2xRFuef+pd/D09LSMDc3f6TxPSz3qt5bmWrBFy5cIC4ujrZt2/L999/j7e1NYmKidnv16tVp0KABP/zwA3379kVRFJKTk3F2di7Tw7ls2bIy53V1dWXUqFF0796dnTt3PpQCV8HBwQQHB99ze9u2bTl9+rT28QcffACAgYEBn376aZmRUlD8OpVYunTpf45PCCHuJj2uotJ8fX2ZO3cuvr6++Pj4sGjRIlxcXLh16xZmZmbUqFGDP//8k59++kl7jIWFBVlZWQB4enqyf/9+zpw5A0BOTk6ZD0chxJPj9u3bBAYG4uzsjKOjI9OnT9fOaff39wdg165dtG3bFjc3N/r27Ut2djZQPKzQw8MDR0dHhg8frk2G/Pz8GD9+PL6+vjg4OHD48GF69+5NkyZNePfdd3V2reJv3t7ebNmyhby8PLKzs9m2bVuF+6WlpWkTmtKfAw9bybBVXXNwcGDZsmU4OTlx48YNRo0aVW6flStXsmTJEpydnWnZsiWbN28GihPnvn374uPjoy2aVJq3tzdz584lMDCQa9euPfJrqYyMy5vZv9+H3Xsas3+/DxmXN+s6JCHE00hRlCr706pVK0VUPVFRUYqBgYGSnZ2tKIqiNGnSRPnkk08URVGU4OBgpXnz5krXrl2VXr16KUuXLlUURVEWLFigNGvWTPHz81MURVF2796tuLu7K2q1WlGr1crmzZsVRVGUF154Qbl69erjvyghxANZt26dMnToUO3jmzdvlvn/+OrVq4qPj4/2/eKjjz5Spk+friiKoly/fl173MCBA5Uff/xRURRFad++vTJx4kRFURRl3rx5iq2trZKenq7k5eUpdevWVa5du/ZYru1pdf78eaVZs2bKoEGDFLVarfTp00e5ffu2EhUVpbi4uCiOjo7K4MGDlby8PEVRiv8ehw8fVhRFUXbu3Kl4enoqrq6uSosWLZTGjRsrnTt3VszMzJRu3bop5ubmSqNGjZSTJ08q58+fV8zMzJTq1asrzs7OSkREhGJnZ6eYmpoqTk5OSseOHZXLly+Xiy87O1vp2rWr4uTkpLRs2VJZvXq1cujQIaVt27aKk5OT4uHhody6dUtZunSpEhQUpHTr1k3x9/dXsrKylA4dOiiurq6Ko6OjsmnTpjLX+/rrrystW7ZUXn31VeXnn39W2rVrpzRu3Fj59ddfFUVRlGnTpikDBw5U/P39lcaNGyuLFy/WHt+yZcvH8ad5IqVnbFL2RLdUonY31P7siW6ppGds0nVoQognABCv3GduqPPk9J9+JHF9Nmw9u1Xp/ENnRR2pVjr/0FnZenarrkMSQtynU6dOKfb29srEiROVvXv3KopS9gbUli1blFq1ainOzs6Ks7Oz4uDgoAwZMkRRlOKkt3Xr1oqjo6NiZ2enzJo1S1GU4kQpNjZWUZTim1ydOnXSPp+Pj4+SmJj4OC/xqXP+/HkF0L7GgwcPVj744AOlXr16yqlTpxRFUZTXXntN+eyzzxRF+TtxvfsmxPTp05Xp06crt2/fVqpVq6ZMmDBBURRF+eKLL5TXX39dURRF6Td8vPLCSyMU+0lblXazdisrYo4pRUVFiqIoyjfffKO89dZb5eKr6GZIgwYNlEOHDimKoiiZmZlKQUGBsnTpUqVu3braGyAFBQVKZmamoijFN0waNWqkFBUVKefPn1f09fWV5ORkpbCwUHFzc1MGDx6sFBUVKZs2bVJ69OihKEpx4urk5KTk5OQoV69eVerVq6dcunRJp4nrxiMXlXazdmtfv41HLuokjn8SG+tdJmkt+YmN9dZ1aEKIJ0BlEleZ4yp0atu5bYQfCCevsHgubMbtDMIPhAMQ2DBQh5EJIe5H06ZNSUhIYPv27UyZMoUuXbqU2a7cY057Xl4eo0ePJj4+nvr16xMeHl5mTnxJ5VQ9Pb0yVVT19PSqzLDQJ9nd1W8/+OADGjRoQNOmTYHi+Y9ffPEFb775pvaY0oX1AM6fP4+BgQGrVq3C1NSUcePGAcVF/DZs2MCmxEtEnbxCob4RNYBLN3N5b9Ve5k4eTWH2De7cuUODBg3KxaZWqwkLC2PSpEl069YNS0tLbG1t8fDwAIrniZbo3Lmzdh1RRVGYOnUqe/fuRU9Pj0uXLmnXQm3QoAFqtRooLkzUsWNHVCoVarW6zNzMkoJTJiYm+Pv7c+jQIVxcXB7GS15pmxIvMWVDCrkFxYWRLt3MZcqGFAB6utbVSUwVycvPqFS7EAD79u1j5MiRGBoaMnDgQJYsWYKbmxsrV64EoF27dhw4cEDHUYqqRua4Cp2af2S+NmktkVeYx/wj83UUkRCiMtLT0zE1NWXgwIGEhYVx5MiR+5rTXpKkWltbk52dzbp163R2Dc+iB1ljs+QmREk13MzMTK5fv05qaio1atTQ3mDQ19dHo9EwZ+cpNEVFZc6R8dOX5DfpXGHl3BIlN0PUajVTpkxh48aN94y3dCGolStXcvXqVRISEkhKSuK5557Tnv/umx+lb4yUvhFyr6rAujBn5ylt0loit6CQOTtP6Siiihkb2VaqXTw7FEWh6K73gBIrV64kLCyMpKQkvv32W7Zv387KlSu1Faz37t1LSEhIhZ8N6enpBAUFARATE0O3bt2A4mWbQkNDy+wrNzqfLpK4Cp26fPtypdqFEFVLSkoKrVu3xsXFhZkzZ/Luu+8yfPhwXnrpJfz9/alduzaRkZG88sorODk54enpSWpqKpaWlgwbNgy1Wk3Pnj21vWni8Sipfgvw/fff06lTJ9LS0rQ3GFasWEH79u3LHFPZwnrpN3PRq2aCcidX21aUn0OmngVQvnKu9ri7boYcPHiQ9PR0Dh8+DEBWVlaFX0YzMzOpU6cOhoaGREdHl1lm7X5t3ryZvLw8rl+/TkxMjE7/XabfzK1Uu640bBSGnl7ZdXn19Exo2CjsHkeIp1laWhoODg6MHj0aNzc3VqxYUa4437fffsvatWuJiIigSZMmnDlzBrVajaGhIdbW1nTp0gUTExOKiopYtmwZderUwdjYGCcnJ7p27cqBAwdo06YNLVq04KWXXiIqKoqAgAC2bdvG6tWrMTc3x9LSEktLS+bPl46Qp4kMFRY6ZWNmQ8bt8sOJbMxsdBCNEKKyAgICCAgIKNPm7u7OG2+8oX3coUMHbdJR2owZM5gxY0a59piYGO3vrllZfJaTy0mHFhjY2rL57bepUWpZFvFgSqrfjhgxgiZNmjB//nw8PT3p27cvGo0GDw8PRo4cWeaY0jch8vPzgeK/Ycnw4rvZWZpwp3Ebrm6aRc6Zg1h1GoGl96vc+PFjfHzW4enpyfnz58sdl5KSwoQJE9DT08PQ0JCvvvoKRVF44403yM3NxcTEhKioqHLHDRgwgJdffhl3d3dcXFxo3rx5pV+X1q1bExgYyIULF3jvvfews7MrM5T4cbKzNOFSBUmqnaVJBXvrjq1NDwDOnZ1LXn4Gxka2NGwUpm0Xz55Tp06xdOlSIiIi6N27N1FRUZiZmfHxxx/z6aef8v777xMbG0u3bt0ICgrCxsaGrKws/P392bdvHxkZxd8Lz5w5w7Vr1ygoKMDGxobMzEx+//13GjVqxHfffYeDgwMrV65k1KhRtG3blt27d9O/f39SUlI4ffo0ixcvLrPGtHjyqZR/WItN19zd3ZX4+HhdhyEeobvnuAIY6xsT3i5c5rgK8YzL3LKFjPfeRyk1nFRlbIztBxHUkC8jD6wy65L+F6XnaHbCgJEYUwcVBaaG2LzcCDPXOo/0+R9UxuXNVSIJu3uOK4CJoT6zequr1BxXIUpLS0vD39+f8+fPs3XrVkJCQqhXrx4Ad+7coW3btixZsoSQkJAyiaudnR2///47Q4cO5eOPP8bc3Bxra2vS09OxsbHB1NSUs2fP0qZNG4yNjfnll18oKirCwMCAgoIC7OzssLS0xM/Pj40bN9KpU6d7juoQVYtKpUpQFOW+7khLj6vQqZLkdP6R+Vy+fRkbMxvGuY2TpFUIwZXP5pVJWgGUvDyufDZPEtcnQElydeDH0wzL1ceE4vmiRjkabm74DaDKJa8ZlzeTmvoORUXFPZ15+emkpr4D8NiT15LXb87OU6TfzMXO0oQJAc0kaRVVXsnc83sV56tITk4OLVq0oHbt2to2RVFwcnJizJgxDB48GAsLC+rUqUNmZiaWlpY0btyYWbNmMXfuXLZu3UpkZCQrVqwgLy+PMWPGPLLrE7ojiavQucCGgZKoCiHK0WRUXJX0Xu3i/tjb2z/y3tYSPV3r0mbnJQpz88u0KwVF3NqZ55Q/agAAIABJREFUVuUS13Nn52qT1hJFRbmcOztXJ72uPV3rSqIqnlienp6MGTOGM2fO0LhxY3Jycrh48eI9pxfcXQytbt26XLlyhXXr1hEcHIxGoyEmJoYBAwZw4MABrly5wvHjx8nLy+PSpUscOnSIpKQkHBwc0NOTMj5PI/mrCiGEqJIMbCuuSnqvdlE1Fd7Mr1S7LsnSLkI8PPcqzlcRKysrjh8/zu3bt7VtTZo0Qa1WExcXh6mpKXl5ebRq1YrWrVtjaWmJSqXi7bffJjo6Gj8/P37++Wfy8vJISkri1VdfZejQoY/rUsVjIj2uQgghqqQ649+scI5rnfFv/sNRoqrRtzSqMEnVtzSqYG/dMjayJS8/vcJ2IcS/u3tEx72K80VGRmp/v3y5eCWJZcuWMWfOHDZs2KBd7mbAgAGsWLECc3NzzMzMOHfuHM2bN6dWrVocO3aMmJgY5s6dy8h3g9ixdjp/nDNg0IimGNUcQzfPkEd6reLxk+JMQgghqqzMLVu48tk8NBkZGNjaUmf8mzK/9QlzO/EKNzf8hlLw93qOKkM9LHs3qXJDhe+e4wrFS7s0bz5TquQKoSN+fn7cvHmTO3fuMHHiREJCQoDiAmZzdp6invFegluuxki/QHtMfqEhRRaTJXl9AlSmOJMkrkIIIYR4pG4nXuHWzjQKb+ajb2lE9QD7Kpe0lqgqVYWFEPdWuur2xz7TsDb5q9w+N/Ot6PNS+d5eUbVIVWEhhBBCVBlmrnWqbKJ6N1ubHpKoClHFzdl5SrtUVC3j8kkrQI1qNx5nSOIxkOJMQgghhBBCiCdG+s2/h/Nfz6tZ4T6Zd6weVzjiMZHEVQghxAMLCQlh3bp1971/fHw8Y8eOBYqLc4SGhj6q0IQQQjyl7CxNtL9v+K0b+YWGZbbnFxpiVFPWcn3aSOIqhBDigWg0mkof4+7uzoIFCx5BNEIIIZ4VEwKaYWKoD8Cvlz1Ydrw/13JroijFc1ulMNPTSRJXIYR4hqWlpdG8eXOCg4NxcnIiKCiInJwcIiIi8PDwwNHRkeHDh1NSyM/Pz4+pU6fSvn175s+fD0BUVBQ+Pj40bdqUrVu3ApCXl8fgwYNRq9W4uroSHR0NQExMDN26ddPNxQohhHgq9HSty6zeaupamqACLub5YmS3mU4dz9LnpcOStD6lJHEVQohn3KlTpxg+fDjJyclUr16dL7/8ktDQUA4fPsyxY8fIzc3VJqQAN2/e5JdffuHtt98GipPfX375hW3btjFy5Ejy8vL44osvAEhJSeH7778nODiYvFLrsQohxP26efMmX375JSA3v8TferrWZf/kDpz/KJD9kzvQ07WurkMSj5gkrkII8YyrX78+Xl5eAAwcOJDY2Fiio6Np06YNarWaPXv2cPz4ce3+/fr1K3P8//73P/T09GjSpAkNGzYkNTWV2NhYXnvtNQCaN2/OCy+8wOnTpx/fRQkhnhqlE1chxLNLElchhHjGqVSqco9Hjx7NunXrSElJYdiwYWV6S83MzP71+Kq8RrgQ4skyefJkzp49i4uLCxMmTCA7O5ugoCCaN2/OgAEDtO83FU1xuHLlCq1atQLg6NGjqFQqLly4AECjRo3IycnR2XUJISpHElchhHjGXbhwgbi4OAC+//57vL29AbC2tiY7O/tfqwb/8MMPFBUVcfbsWc6dO0ezZs3w9fVl5cqVAJw+fZoLFy7QrFmzR3shQoin0kcffUSjRo1ISkpizpw5JCYmMm/ePE6cOMG5c+fYv38/QIVTHOrUqUNeXh63bt1i3759uLu7s2/fPn7//Xfq1KmDqampjq9OCHG/DHQdgBBCCN1ycHBg2bJljBgxgiZNmjBq1Cj++usv1Go19vb2eHh4/OPxzZo1o3379vz5558sWrQIY2NjRo8ezciRI1Gr1RgYGBAZGYmRkdFjuiIhxNOsdevW1KtXDwAXFxfS0tLw9vYmOjqa2bNnk5OTw40bN2jZsiUvv/wy7dq1Y//+/ezdu5epU6eyY8cOFEXBx8dHx1dSXnh4OObm5oSFhek6FCGqHElchRDiGaenp8eiRYvKtM2YMYMZM2aU2zcmJqbM48jIyArPaWxsXOE2Pz8//Pz8gOI1YENCQh4gYiHEs6z0TTB9fX00Gg15eXmMHj2a+Ph46tevT3h4uHaKg4+Pj7aXtUePHnz88ceoVCop8iTEE0aGCgshhHgsMi5vZv9+H3bvacz+/T5kXN6s65CEEE8ACwsLsrKy/nGfkiS1oikOvr6+fPfddzRp0gQ9PT2srKzYvn27tijdw7R8+XKcnJxwdnbmtdde4/fff6djx444OTnRsWNH7fzae7ULIe5NElchhHiG2dvbc+zYsUf+PBmXN5Oa+g55+emAQl5+Oqmp70jyKoT4V7Vq1cLLywtHR0cmTJhQ4T6WlpYMGzYMtVpNz549y0xxsLe3B4oTWABvb28sLS2pWbPmQ43z+PHjzJw5kz179nD06FHmz59PaGgogwYNIjk5mQEDBjB27FiAe7YLIe5NVZUrP7q7uyvx8fG6DkMIIcR/tH+/z/9PWssyNrLDy2ufDiISd4uMjCQ+Pp7PP/9c16EI8UhsSrzEnJ2nSL+Zi52lCRMCmj3UtT8XLlzI5cuXmTlzprbN2tqajIwMDA0NKSgowNbWlmvXrt2zXea4imeNSqVKUBTF/X72lTmuQgghHrm8/IxKtQshxMO0KfESUzakkFtQCMClm7lM2ZAC8NCSV0VRyi0Pdrd7bf+344QQMlRYCCHEY2BsZFup9mdRWloazZs3Z+jQoTg6OjJgwACioqLw8vKiSZMmHDp0iPDwcObOnas9xtHRkbS0NG7fvk1gYCDOzs44OjqyZs0aoHj9yxYtWuDk5KTtwbl69Sp9+vTBw8MDDw8P7VIiQjzN5uw8pU1aS+QWFDJn56mH9hwdO3Zk7dq1XL9+HYAbN27Qrl07Vq9eDcDKlSu1y43dq10IcW/S4yqEEOKRa9gojNTUdygqytW26emZ0LBR1R4O17VrV1atWoWlpeVjeb4zZ87www8/sHjxYjw8PFi1ahWxsbH8+OOPfPjhh7i4uFR43I4dO7Czs2Pbtm0AZGZmcuPGDTZu3EhqaioqlYqbN28CMG7cOMaPH4+3tzcXLlwgICCAkydPPpbrE0JX0m/mVqr9QbRs2ZJ33nmH9u3bo6+vj6urKwsWLGDIkCHMmTOH2rVrs3TpUoB7tgsh7k0SVyGEEI+crU0PAM6dnUtefgbGRrY0bBSmba+KFEVh69at6Ok9vsFJDRo0QK1WA8Vfgjt27IhKpUKtVpOWlnbPxFWtVhMWFsakSZPo1q0bPj4+aDQajI2NGTp0KIGBgdqlP6Kiojhx4oT22Fu3bv1rxVYhnnR2liZcqiBJtbM0eajPExwcTHBwcJm2PXv2lNvP3t6+wvbw8PCHGo8QTxMZKiyEEOKxsLXpgZfXPjp2OIOX174qmbSmpaXh4ODA6NGjcXNzQ19fn2vXrgHll7mAhz/stvT6lHp6etrHenp6aDQaDAwMKCoq0u5TsgRI06ZNSUhIQK1WM2XKFCIiIjAwMODQoUP06dOHTZs28eKLLwJQVFREXFwcSUlJJCUlcenSJSwsLP5T3EJUdRMCmmFiqF+mzcRQnwkBzXQUUbGT+6JZPGYwn/R/mcVjBnNyX7RO4xGiKpPEVQghxFPtftdVDAkJYfv27Zw6dYpBgwbx22+/8cILL3D58mXc3d0ZPnw4BQUFfP7558yfP58dO3bQrFkzjh49SvXq1Vm/fj2DBw+mZ8+eODk54enpSXJyMsA956ZWlr29PUeOHAHgyJEjnD9/HoD09HRMTU0ZOHAgYWFhHDlyhOzsbDIzM+natSvz5s0jKSkJgC5dupSpHFzSLsTTrKdrXWb1VlPX0gQVUNfShFm91Q+1qnBlndwXza7Fn5N17SooClnXrrJr8eeSvApxDzJUWAghxFOrZF3F/fv3Y21tzY0bNwgODmbQoEEEBwfzf//3f4wdO5ZNmzZpj3nhhRfw9PQEID8/n6FDh2JjY0NAQAARERHk5OSQl5fHsGHDUKlUmJub8+eff9K9e3fS09MJCgpi06ZN7Nmzh0GDBj3UxLBPnz4sX74cFxcXPDw8aNq0KQApKSlMmDABPT09DA0N+eqrr8jKyqJHjx7k5eWhKAqfffYZUDy3bsyYMTg5OaHRaPD19WXRokUPLUYhqqqernV1mqjebd/q5Wju5Jdp09zJZ9/q5Tj4+OsoKiGqLklchRBCPLX27NlDUFAQ1tbWAFhZWREXF8eGDRsAeO2115g4cWKZY8zMzLS/GxkZMXXqVF5//XVu3bpFSkoKLi4uxMTE4Ovry86dO4mLi8PEpHienKurK0OHDgWgQ4cOXL9+nczMzPuK1d7enmPHjmkfR0ZGVrht165dFR4bEBBQrv3QoUPl2qytrRk0axDzj8zn8u3LnDM7x7Zz2wgJCSEkJOS+YhVC/HdZ169Vql2IZ50MFRZC3Dd7e3vtfL/SfvzxRz766CMAFi1axPLly4HiL97p6en/el4/Pz/i4+MfbrBCUPG6ijk5ObRs2ZJOnToxcOBAcnNz8fPz46+//qKoqAiNRoO9vT137twhLy+Pzz//nLVr15KQkICfnx8ODg68/vrrnDp1Sjvs9tNPP8XR0ZETJ06UqQ567do12rdvz5dffklcXJy2vWRuqi5sO7eN8APhZNzOQEEh43YG4QfC2XZum85iEuJZZFHLulLtQjzrJHEVQvxn3bt3Z/LkyQCMHDmSQYMGAfefuArxqNy9ruKePXswMDBg4sSJbNiwgZiYGBo0aACAnZ2dtlczJyeHgoICAHJzc/Hx8aFz587k5ORw9epVvLy8SExMZNy4cezatYupU6ei0Who1KgRX3/9NYmJicTExNC4cWOSkpL46KOPiIqK4vr162XmpurC/CPzySssmzjnFeYx/8h8HUUk/omiKGUKcomnh0//QRhUMyrTZlDNCJ/+g3QUkRBVmySuQogK3b59m8DAQJydnXF0dGTNmjUALFy4EDc3N9RqNampqUBxghoaGgr8XYRm3bp1xMfHM2DAAFxcXMjNzSUiIgIPDw8cHR0ZPnw4iqKUec6ioiKCg4N59913H+/FiqdW6XUVnZ2dmTx5MiEhIaxatQpvb2+MjIzo0aO4unHPnj1JSkrCxMSE/Px8zMzMWL16NVlZWbi4uHDw4EHs7Ow4fPgwGzdupG7tmgzp2Z4Tv+7GzqyI1LURxMbGUrNmTQIDA5k8eTLe3t44Ozszb948cnJy8PT05KuvvtLOTdWFy7cvV6r9cUlLS8PR0fGBjy892uNJd3d16xUrVtC2bVvc3Nzo27cv2dnZQPEomKlTp9K2bVvc3d05cuQIAQEBNGrUSDtvWVEUJkyYgKOjI2q1Wvte3q9fP7Zv3659zpCQENavX//4L/YZ5uDjT5fhoVhY1waVCgvr2nQZHirzW4W4B0lchRAV2rFjB3Z2dhw9epRjx45pl9KwtrbmyJEjjBo1qkyV1LsFBQXh7u7OypUrtclAaGgohw8f5tixY+Tm5rJ161bt/hqNhgEDBtC0aVNmzJjxyK/vft1rePT92LRpU5n1MoVuBAcHc+zYMY4ePcqrr75KzZo12bNnD8nJyQQFBVGzZk0MDAyoWbMmBw8eZMuWLdSsWVObHNSrV49jx44xcuRIQkNDi3tok9dSXbnJtn6GTGhXjYGOKtgyFquLUfzvf/9j8uTJfPTRR6SkpBAXF8esTbOwaGpBYZ9Cfg/4nbnb5mJvb6+T18PGzKZS7VVJYWHhPbeVHu3xNCipbv3zzz+zZMkSoqKiOHLkCO7u7nz66afa/erXr09cXBw+Pj6EhISwbt06Dh48yPvvvw/Ahg0bSEpK4ujRo0RFRTFhwgQyMjLo37+/Nom9c+cOu3fvpmvXrjq51meZg48/w79YyturtzD8i6WStArxDyRxFUJUSK1WExUVxaRJk9i3bx81atQAoHfv3gC0atWq0st5REdH06ZNG9RqNXv27OH48ePabSNGjMDR0ZF33nnnoV2DrkniWvX4+vqyceNGcnNzycrKYsuWLUDxDYqEhAQA1q1b9+8n2h0B/3/EgO8LBmxK1ZCTk8Pt7eFs3LgRHx8fMjMzqVmzJtGXo5m0bhI3T9+sEnNKx7mNw1jfuEybsb4x49zG6SSe0jQaDcHBwTg5OREUFEROTg729vZERETg7e3N9OnTcXJywsPDA2dnZ/r06UNOTg5QdsmhBQsW0KJFC5ycnOjfv78uL+mBlVS3PnjwICdOnMDLywsXFxeWLVvG77//rt2ve/fuQPF7dps2bbCwsKB27doYGxtz8+ZNYmNjeeWVV9DX1+e5556jffv2HD58mJdeeok9e/aQn5/PTz/9hK+vr7bImBBCVEWSuAohKtS0aVMSEhJQq9VMmTKFiIgIoLjKKoC+vj4ajea+z5eXl8fo0aNZt24dKSkpDBs2rEyBmnbt2hEdHV3pojXfffcdrVu3xsXFhREjRlBYWMiSJUto2rQpfn5+DBs2TDuM+ezZs3h6euLh4cH777+Pubk5gLZCbK9evWjRogUjR46scE5Zz549adWqFS1btmTx4sXadnNzc9555x2cnZ3x9PTkzz//5MCBA/z4449MmDABFxcXzp49W6nrEo+Gm5sb/fr1w8XFhT59+uDj4wNAWFgYX331Fe3atbu/HvbMi3+f01afEBdDWn9zmzafnmLo0KG4urry4osvotFo6O/fnz9++AOTRn8nBbqcUxrYMJDwduHYmtmiQoWtmS3h7cIJbBiok3hKO3XqFMOHDyc5OZnq1avz5ZdfAmBsbExsbCwdOnTAxsaGw4cPc/ToURwcHFiyZEm583z00UckJiaSnJz8xC71U1LdWlEUOnfuTFJSEklJSZw4caLMNZe8J+vp6Wl/L3ms0WjKTckoYWxsjJ+fHzt37mTNmjVPbIIvhHh2SOIqxGNWulegKktPT8fU1JSBAwcSFhbGkSNHKn0OCwsLsrKygL+rqFpbW5OdnV2uV+v111+na9eu9O3b974T4pMnT7JmzRr2799PUlIS+vr6rFy5kg8++ICDBw/y888/a+fhAowbN45x48Zx+PBh7Ozsypzr0KFDfPLJJ6SkpHD27Fntciml/d///R8JCQnEx8ezYMECbcGf27dv4+npydGjR/H19eWbb76hXbt2dO/enTlz5pCUlESjRo3u/4UTj9Q777zDqVOn2LVrF88//zwAzZs3Jzk5mQMHDjBjxgztaAI/Pz/tkPbw8HDCwsKKT1KjHsdGm2NvWfwx+lZbI46NNufYFAfefPNNSF6L0Zet+KlNHKeGGjIy2IqGUxpi7mCujUOXc0oDGwayK2gXycHJ7Ara9VCT1rS0NJo3b16u53T37t24urqiVqsZMmQI+fnF61eWzH0PCAjAzMyMdu3aAeDv78/HH39Meno6y5cv1978uXLlCtbW1hgZGTFv3rwySwiVcHJyYsCAAXz33XcYGDzZK/95enqyf/9+zpw5AxQXDjt9+vR9H+/r68uaNWsoLCzk6tWr7N27l9atWwPQv39/li5dyr59+ypcTkkIIaoSSVyFEBVKSUnR9mTOnDnzgQomhYSEMHLkSFxcXDAyMmLYsGGo1Wp69uyJh4dHuf3feust3NzceO211+6riubu3btJSEjAw8MDFxcXdu/ezaeffkr79u2xsrLC0NCQvn37avePi4vTPn711VfLnKt169Y0bNgQfX19XnnlFWJjY8s934IFC7S9qn/88Qe//fYbANWqVaNbt27Agw2hFk+gju+D4V3DKg1NituT18KWsZD5B6BgV1hI+PW/6JqVXWb3J2FO6YO6u+f0008/JSQkhDVr1pCSkoJGo+Grr74C0M5937lzJ4qiaG8UfPjhhzRs2BA7Ozt27NiBra0tAMnJyaxatYrc3FxsbGy4cOFCuefftm0bY8aMISEhgVatWlVqdEhVU7t2bSIjI3nllVdwcnLC09OT1NRUIiMjuXHjBlB8U+Wnn36q8PhevXrh5OSEs7MzHTp0YPbs2djYFP/b69KlC3v37qVTp05Uq1btsV2TEEI8iCf7NqQQj1FaWhovvvgibdq0ITExkaZNm7J8+XJOnjzJW2+9RXZ2NtbW1kRGRmJra8vZs2cZM2YMV69exdTUlG+++YbmzZvr+jLuW0BAQLk78KUTMnd3d2JiYoDiBDUkJAQo/gJVok+fPvTp00f7eMaMGWUKL207t40u67pwY/ANpqZNZZzVOKZPn37fMSqKQnBwMLNmzdK2bdy4kU2bNt33OUrcvdbn3Y9jYmKIiooiLi4OU1NT/Pz8tL3IhoaG2v0rO4Ra6Fbpf6+V4vS/4v/ujigeNlyjXnHS6vQ/+MwRCnLL7G6iKIz7K5PtFsU9rlVlTumjUr9+fby8vAAYOHAgH3zwAQ0aNNBWUw4ODuaLL77gzTffJDo6mtmzZ5OZmUlOTg7bt2/Hz8+PCxcuEBERwcKFCzE2NsbU1BQAAwMDXFxcKCwsJC8vT1tEq0RRURF//PEH/v7+eHt7s2rVKrKzs7G0tHy8L8J/YG9vX6YnuUOHDhw+fLjMPpGRkQwaNAhr6+I1Pz08PP4eEUDZ9+s5c+YwZ86ccs9jaGioHTkihBBVnfS4ClEJd/cifPHFF7zxxhusW7eOhIQEhgwZoi0uNHz4cBYuXEhCQgJz585l9OjROo6+atl2bhvhB8LJuJ3xwAVrOnbsyLp167hy5QoAN27cwM3NjV9++YW//voLjUZTZnkHT09P7ePVq1eXOdehQ4c4f/48RUVFrFmzBm9v7zLbSwrtmJqakpqaysGDB/81vtJDpcVTyOl/MP4YhN8s/m9JMltq/mtpNoWFVW5O6aNy942feyk9933Hjh1YW1tz+PBhPD09KSoqYtSoUeWOadasGW3atKFz585YWVmVm8NZWFjIwIEDUavVuLq6Mn78+Cciab3XEOvSlc3j4+Px8/P7z8+1/vIN3A8cxzY6CfcDx1l/+cZ/PqcQQjxq0uMqRCXc3Yvw4YcfcuzYMTp37gwUf2GytbUlOzubAwcOlBmmWjKfSxSbf2Q+eYVlCzGVFKy53y/0LVq0YMaMGXTp0oWioiIMDQ354osvmDp1Km3atMHOzo4WLVpoKyLPmzePgQMH8sknnxAYGKhtB2jbti2TJ08mJSVFW6iptBdffJFFixbh5OREs2bN8PT0/Nf4+vfvz7Bhw1iwYAHr1q2Tea7Pihr1/v8w4bL0atQnOThZBwE9fhcuXCAuLo62bdvy/fff06lTJ77++mvOnDlD48aNWbFiBe3bty8z972wsJDnnnuObt26ER4ejqenJ7t27SItLY38/Hxt9eAXXnhBO5w4NDQUd3d3oGzveUVD/Z8Ep06dYsmSJXh5eTFkyBBtcaqHaf3lG4Sd+oPcouKE/2J+AWGniv+99rGxeujPJ4QQD4skrkJUwt29CBYWFrRs2ZK4uLgy7bdu3cLS0pKkpKTHGd4T5V6FaSpbsKZfv37069evTJujoyPDhw9Ho9HQq1cvunTpAkDdunU5ePAgKpWK1atXa7/wApiammrXNCyt9HC7e80hKz1UUeXdgWN2DthGJ1HXyJIP9sRWyS+DlR36/s0337B48WLu3LmjTTxKhm6Ku3R8v3iOa+nhwiXzX58RDg4OLFu2jBEjRtCkSRPmz5+Pp6entviah4cHI0eOLDP33d7evszc9xUrVjBixAjef/99DA0N+eGHH/71eddfvsGscxlcyi+grpEhU/4fe/cel/P5P3D8dXdQqURyiDWVyaG6Ozp3kEZMCos5bTXDMDSW4WuHZmz7mTlkzOHr1OSYkcM2vihEDkXKMaN7hrJoUqlUPr8/Wp91uDMRFdfz8dhj7uv+HK7PnTuf9+e6rvfb0rRGfv8qUvbhaEhISJWf4+urKXLQWiznocTXV1Nq1WclCMLLRwSuglAJZUcROnXqxIoVK+S2/Px8kpKSsLa2xsLCgi1btjBw4EAkSSIhIQE7O7vqvoQao6l+U1KyU9S2P63g4GD27dtHbm4uPXv2pF+/fgDExcUxfvx4JEmifv36rFq16qnPVVJtG8koO7qzePFitm3bRkREBI0aNWLTpk3MmDGDVatWMWDAAEaNGgXAJ598wsqVK5kwYUI1X0EN9aj1ry8JDQ2NcmVoPD09OX36dLlty659L9aqVSsOHDhQqs3S0rLUVNnvv/9e/nNt+/6po26tvZaWlpysrrLlwtS5kZdfqXZBEISaQgSuglAJZUcRJkyYgJeXFxMnTiQjI4OCggI+/PBDrK2tCQsLY+zYscyaNYv8/HwGDx4sAtcSAh0DCT4aXGq6cFUlrKmo3JCrqytnzpwp196tW7cqWTdW20YyHnfqO8DZs2f55JNPuHv3LllZWaJ0xr9RDnqpAtXnYffV3Sw8tZDU7FSa6jcl0DGw1LKC2vb9U6fsw1EXFxcyMzOJi4ujd+/epdbsP6nmOtpcVxOkNtfRfupjC4IgPEsicBWESlA3imBvb8+hQ4fKbWthYcGvv/4qT137IS+fHUfPMX3MxFpzE/UsFd9wPupGtLapbSMZjzv1HYoyR2/fvh07OzvWrFkjZ5QWhLLKZsStCsXJ3IofdBUnc4N/fpfUtu+fOmUfjo4dO5YOHTrw3nvv8dVXX9GxY8enPsd0S9NSI9MAehoKpluaPvWxBUEQniURuArCM/QiTF17lvpY9qnVgWpZtW0kozJT3zMzMzE1NSU/P5+wsDCaN29e3d0XXiKPk8yttn3/1FH3cNTV1ZWkpKRSbRcOR/Lg5EEs7txm+Qfv8tbgd2jr6vFY5yj+t6c2rwUWBOHlJMrhCMJjepJRhEdNXRNePNMtTdHTKD2KWZNHMopHd5RKJenp6XJpp6lTp2JnZ4e9vT1Hjx4F4Msvv5T/QfyFAAAgAElEQVRLkNSmesTCi+FxkrnVtu/fk7pwOJK9y78n83YaSBKZt9PYu/x7LhyOfOxjvNnUmNgu1qR42BPbxVoErYIg1AqKsvXPahJnZ2cpNja2urshCE/MNDIedd8wBZDiYf+8uyP8iwULFjB69Oh/zZb7qO1qS1ZTlUqFt7d3lU/pFIRnoWd4T7XJ3Ez1Tdnrt1d+XVu+f09j+QfvFgWtZRiaNGL04tXV0CNBEIQnp1Ao4iRJcv73LcVUYUF4pl6EqWsvk+I6r48TuFa03ZtNjV+4G+WU1AiuXplLbl4KujqmWLYMwrSpb3V3S3iJPG4ytxfx+1dW5p3blWoXBEF4UYipwoLwDL0sU9dqKpVKRZs2bfD390epVOLn58f9+/fZv38/xsbGvPrqq4wYMYK8vDxCQkK4efMmLi4uNGrUCICxY8fi7OyMtbU1n3/+OYC8nYWFBS4uLgBs2LABW1tbbGxsmDp1arVdb2U87tT3lNQILl6cQW7eTUAiN+8mFy/OICU14tl3UhD+1seyD8FdgjHVN0WBAlN9U4K7BL9Qa+Qfl2FDk0q1C4IgvCjEVGFBeMZehqlrNZVKpcLCwoLo6Gi5VqmlpSXLli2jffv2DB06lB07duDo6MiHH36Iubk5sbGxmJgU3QCmp6djbGxMYWEhnp6ehISEoFQqS2138+ZNOnXqRFxcHA0aNKBnz55MnDhRrh1b2x054vp30Fqark4zunY9XA09EoSXW/Ea14IHeXKbVh0deo4e/9gJmgRBEGqKykwVFiOugvCMiSQYT2fp0qXY29tjb2+PhYUFHh4eGBgYyO+Hh4cTEBAAwK1bt+jfvz92dnbY2dkRFxeHmZkZV65cQalUcvDgQb7//nssLCyoV68ehw4dIi4ujhkzZhAeHg4UZdq1sbEBYNKkSdSvX5/69etz+PBhZsyYIZ/X0dGR27dvc/LkSbp160ajRo3Q0tJi2LBhassj1Va5eeoTiVXULgjCs9XW1YOeo8djaNIIFAoMTRqJoFUQhJdClQWuCoVCpVAoEhUKRbxCoSg3TKooEqJQKH5TKBQJCoXCsarOLQjCi2vMmDHEx8dz8uRJXnnlFSZPnlzhthMnTsTd3Z0zZ85w6tQpWrVqRX5+PrNnz+bAgQOsWLGC1157Td4+JSWFBQsW0LlzZ6ZNm1bqWMnJyfzyyy/Ur1+f69evM3ToUGJiYvjjjz9KbfesZq2oVCo5gK4uAQEBxBwtWo/93dw0flc9kN/T1RHT3YWXR0FBQXV3oZS2rh6MXryajzbuZPTi1S9U0LpmzRpu3iw/y0MQBKGqR1w9JEmyr2C4tzfQ6u//RgM/VPG5BUGoBHNzc27frj3JPAIDA+nevTt9+/atcJsDBw4wduxYADQ1NalXrx6pqal06tQJExMTNmzYQO/evVGpVNy7d49+/foRFhZG3759uXXrFoaGhmRnZwNw7949dHR0eP3118nNzWXv3r00a9aM33//HUNDQx4+fAhAx44dOXjwILdv36awsJANGzbg7u7+7D8QoLCw8Jmfo0lTHzQ09PgoqBEtzOsAoKGhh2XLoGd+bkF4FkJDQ1EqldjZ2fH222+zc+dOOnbsiIODA6+//jq3bt0CIDg4mNGjR9OzZ0/eeecdOnbsyLlz5+TjdOvWjbi4uOq6jBeWCFwFQajI85wq7AuESkWOAfUVCoV4ZC8INVhNGWVYs2YNv//+u5wgSaH4J+FVbm5uRbsB0KRJExITE+VapZMmTWL16tVERUUxffp0NDQ0GDNmDJIkMXr0aAICAkhOTsbOzo4WLVqwdetWRowYQdeuXdHQ0KCgoIDRo0dz69YtfH19MTU15euvv8bDwwM7OzscHR3x9a2ajLsFBQXlEkuZm5szc+ZMXFxc2LJlC/Hx8XTq1AmlUkn//v3566+/APjtt994/fXX5T5duXIFgDlz5mBra4udnZ08ylzRMQAa1G9PmzazCfroNpcu5aGr04w2bWaLrMKVFBISQtu2bRk2bBhQ/sFRfHw8P//8s/w6KiqKo0ePEhsby8SJEyt9vs8++4x9+/Y9fcdfMOfOnZNnYJw5c4aFCxfi4uLCsWPHOH36NIMHD2bOnDny9nFxcURERLB+/XoGDx7M5s2bgaLZGjdv3sTJyam6LqVWyc7Opk+fPtjZ2WFjY8OmTZuIi4vD3d0dJycnvLy8SElJITw8nNjYWIYNG4a9vT05OTnV3XVBEGoSSZKq5D8gGTgFxAGj1by/C3Ap8Xo/4PyoYzo5OUmCIEhScnKy1Lp1a+m9996TrK2tpaFDh0r/+9//pC5dukivvfaadPz4cenzzz+Xvv32W3kfa2trKTk5WcrKypLeeOMNSalUStbW1tLGjRslSZKkFi1aSJ999pnk4OAg2djYSBcuXJAkSZI+//xzadSoUVKPHj2kIUOGSDk5OVJAQIBkY2Mj2dvbSwcOHJAkSaqwffXq1ZKvr6/k7e0tmZubS4sWLZK+++47yd7eXurYsaN0586dSl17bGysZG1tLaWnp8ttLVu2lM6fPy8VFhZKAwYMkPz9/SVJkqS33npLmj9/viRJklRQUCAlJCRILVu2lFq1aiXdvn1bkiRJPr+/v7+0ZcsW+Zj6+vryZ21tbS1fywcffCBv06dPHykyMlL+/NLS0qTzhw5Iy8YFSHPf8paWjQuQzh86UKnrq0hycrIESNHR0ZIkSdK7774rffvtt1KLFi2k//u//5O3s7W1laKioiRJkqRPP/1UCgwMlCRJkjp06CD99NNPkiQV/ayys7Oln3/+WercubOUnZ1d6rOo6BglPyN3d3fp5MmTVXJtL6PWrVtLV69elV8X//0pVvbv2ueff17q5yxUjZCQEOk///lPqbaEhASpR48eko2NjWRlZSV5eXlJklT0MwgODpa3u379utS2bVtJkiRpwYIF5Y4jVCw8PFwaOXKk/Pru3btS586dpT///FOSJEnauHGj9O6770qSJH7XCMLLBoiVHjPerMo6rl0lSbqpUCgaA/9TKBQXJUkqmaFEoWafcovDFArFaIqmEvPqq69WYfcEoXb77bff2LJlC8uXL6d9+/asX7+e6OhoduzYwVdffYW9vb3a/X799VeaNWvG7t27AcjIyJDfMzEx4dSpUyxZsoS5c+fy3//+FygaZYiOjkZPT4/vvvsOgMTERC5evEjPnj1JSkpi8eLFatsBzp49y+nTp8nNzeW1117j//7v/zh9+jSTJk0iNDSUDz/88LGv+/vvvyc9PR0Pj6I1XM7OznzzzTd4e3tjZmaGjY0NWVlZACxcuJDRo0ezcuVKNDU1+eyzz9DV1WXKlCm4u7ujqamJg4MDa9asqcQnX7GkmGhObv5Rzu6ZeTuNvcu/B6iSNWdmZmZ07doVgOHDhxMSEgLAW2+9BRT9LO/evStPTfb392fgwIFkZmZy48YN+vfvD4Curi4A+/bt491335XrzxobG1d4DKHqvPfeeyQlJdGuXTvq1atHu3btSElJwdbWFj09PfT09Pjrr7/Iz88nPDycV199lTNnzqCpqcny5ctp3LgxVlZW3L9/Hz09PVJSUti3bx/h4eEcO3aM0NBQsrOzsbCw4I033mDjxo0YGhqSk5ODsbExN2/e5L333mPnzp3k5+ezZcsW2rRpU90fS7WQJKnUjA2ACRMmMHnyZHx8fIiKiiI4OFh+T19fX/5z8+bNadiwIQkJCWzatIlly5Y9r27Xera2tgQFBTF16lS8vb1p0KABZ8+epUePHkDRsgdTUzEJTxCER6uywFWSpJt///9PhUKxDegAlAxcrwNmJV6/ApRbxCBJ0nJgORSVw6mq/glCbWdhYYGtrS0A1tbWeHp6olAosLW1RaVSVRi4lr1hcHV1ld8bMGAAAE5OTvz0009yu4+PD3p6egBER0czYcIEANq0aUOLFi1ISkqqsB3Aw8MDQ0NDDA0NMTIyktel2trakpCQUKnrXr16tdp2Pz+/cm1NmjQhIqJ0fdHia/T39y/VXjZ4LQ5+S9Y3DQgIICAggJTUCK5emcukySloa39KSmoQKpWK5R+8W6okBUDBgzwObwytksC17A128euSN9PqSBUkjFJ3016soKAALa2qfJYpFHvjjTfYvHkzycnJzJs3D3Nzc5KTkxk7diwrV65k5MiRbNu2DaVSiYmJCTt37iQoKIgGDRrg7OzM3Llz5WNduXKFyMhIjIyMGD58ONOmTcPS0pKGDRvy3nvv4ebmxsaNG9HW1ubzzz/n/v37jBkzpsKHVC8bT09P+vfvz6RJk2jYsCHp6elkZGTQvHlzANauXfvI/YunEmdkZMi/j4V/Z2VlRVxcHD///DPTp0+nR48eWFtbExMTU91dEwShFqmSNa4KhUJfoVAYFv8Z6AmUrWy/A3jn7+zCnYAMSZJEPQVBeEw6OjrynzU0NOTXxesutbS05IRB8M/az+IbBltbW6ZPn87MmTPLHVNTU7PUetaSgdGjgqAn7WttkpIawcWLM/6uZSqRm3eTixdnkJIaQeYd9cmtKmqvrGvXrhETE0O/fv0YNGgQMTExZGZmUlhYSEBAAF27diUtLU1+gODp6YkkSfTq1Yv09HR5rV50dDSdOnUiIiKCSZMmER8fDxSNZo8cOZK7d+/SoUMHsrKy6NGjB9evX8fW1pZr167Jffn999/x8/OjR48eDBkyRA6munXrRnG97du3b2Nubl4l1/4isbW1JScnhy+++IKffvqJkJAQbt68SWhoKLm5uZiampZa7+rj44O2trbaY/Xu3RttbW00NDQoLCzk7t27vPvuuzg4OKBSqTA2Liq3ZWFhAcCQIUPIy8sr9ZBKpVI92wuuwaytrZkxYwbu7u7Y2dkxefJkgoODGThwIK6urnIN54r4+fmxceNGBg0a9Jx6/GK4efMmdevWZfjw4QQFBXH8+HHS0tLkwDU/P19OfGVoaEhmZmZ1dlcQhBqqqh6vNwG2/f0kXwtYL0nSrwqFYgyAJElLgZ+BN4DfgPvAu1V0bkEQKBop3LVrFwCnTp0iOTkZKLphMDY2Zvjw4RgYGFR6mqybmxthYWF0796dpKQkrl27RuvWrStsP3XqVFVfWrW6emUuDx+WThDy8GEOV6/MxbDha2TeTiu3j2HDR9/8Pq62bduydu1akpKScHd3Z/ny5ZiamnL27Flu3LjB2bNniY+PZ+TIkSiVSrKysnBzcyM0NJT169czevRo1q1bh4aGBps3b8bKyoqRI0fi5uaGpaUlr7zyCvHx8ezcuZOpU6fSuXNn2rZty7p16ygsLMTS0hJJkoiNjSUtLY1ff/1VTvYkktI8PisrK5o1a0a7du1YvXo1I0aMICsri4MHD2JiYkJsbGyph076+vryDIBiWlpaSJKEjo4OkiTx4MED6tQpyvKsUCjKPRQqO7Je0UOql5G/v3+5GRjqEqqVnDJcrEmTJi/95/ckEhMTmTJlChoaGmhra/PDDz+gpaXFxIkTycjIoKCggA8//BBra2sCAgIYM2YMenp6xMTEyLN/BEEQqiRwlSTpKmCnpn1piT9LwAdVcT5BEMp78803CQ0Nxd7envbt22NlZQWov2GojHHjxjFmzBhsbW3R0tJizZo16OjoVNj+osnNUz8xJDcvBdfBM9m7/PtS04W16ujgOvidpz6vubk558+fB4puoLdt20b37t3R09Ojbt26XL16lQkTJtCnTx9OnDiBhoYG3bp1IyAgAAMDA7KyspgyZQrm5uYsXryYiRMnEhkZSW5uLkZGRtjb26Ovr0+jRo1wd3fn2LFj5OfnM2nSJNzd3dHQ0CA/Px9XV1c2btzIRx99hIuLC8AjSxIJ5d28eROFQsHAgQPZv38/u3btkmcsnD59GigKKDMzM+URP0NDQ+7duycfw9zcnF9++QWAiIgI8vPzqVOnDj179mTmzJnyGvD09HQA+cHVpk2bXsjv5fNWvFwgNy8FXR1TLFsGiczaleDl5YWXl1e59kOH/l5RlrAZ9s+E4Cm8afQKb275EpRiVFsQhNLEgiZBqAVKrruE0uszS763d+9etfuqu2EoOV3Q2dmZqKgooPwog66urtpR2orai9eFAuy+uhuruVZ0392dpvpNCXQL5PuA79VfZA2lq2P69zTh8u1tuxYFC4c3hpJ55zaGDU1wHfxOlaxvLRYVFcW+ffuIiYmhbt26dOvWjby8PM6cOcOePXtYvHgxmzdvZtWqVUDpkTZNTU1+/PFHAgMDcXJy4tSpU8THx9OtWzd5m5LTwsPCwkhLS2Pdwu84Fr6eaZeTWDVlPPfqN0bHuJHa/pWcov5vpYleVomJiaSkpNCtWzd0dHSwt7dn165duLq60rJlS4KDg6lfvz7nz59nz549vP7663z22Wf4+fkRFhZG48aNGTVqFEuXLiUkJIRhw4bJP7devXoRHx/Pd999h7a2thy4FhYWMn36dDIzM8nPzyc4OBgbGxu5Rqk6wcHBGBgYEBQkavSWVLxcoHjmRfFyAUAEr1UhYTPsnAj5f89syfij6DWI4FUQhFIUj1qnVt2cnZ2l4rVTgiDULruv7ib4aDC5hf8EM7qaugR3CaaPZZ9q7FnllL1pBdDQ0HtmtUxDQ0OZO3cuCoUCpVLJq6++ypIlSzA3N0dXV5fTp0+zbt064uLiaNiwIa+//joBAQEUFBRgYGCAvb0969at49dff2XkyJFoaWnRqlUrTp06xZ9//omRkREKhQIvLy/09fVRKBT079+foKAgUlNTqatTh3FdHDhy8Te2nT7Hf/p4cPZmGjvjz3H37l0ePHhAs2bN+OqrrwgKCmLkyJE4OTkxduxYFixYwIIFCyq1hlKlUuHt7V3qwYzwjydJmmVubk5sbCwmJibUq1ePtLS0xxp1FYGrekeOuFbw8KoZXbseroYevWDm2xQFq2UZmcEk8XtBEF50CoUiTpIk58fZtkqSMwmCIJS18NTCUkErQG5hLgtPLaymHj0Z06a+tGkzG12dZoACXZ1mzyxoPXfuHLNnz+bAgQOcOXOGhQsXMmHCBDp16kRhYSH5+fk0atSIGzdusGbNGubNm0dAQABff/21fIwGDRqQk5PDmDFj+OabbwD4+OOP0dDQQKFQMGrUqFJBTEFBAQEBAWzatInExET+vHWLL7fv4fpfGWj8PXqbkZ1NPT1dbGxs6N27N82aNcPIyAiAoKAgfvjhB7p06VIqwZDw+EJDQ1EqldjZ2fH2228TEBDA5MmT8fDwYOrUqZw4cYIuXbrg4OBAly5duHTpElCUrbg4S7eDgwMTR3/M2v8c4dbN20wcPJPurl5kZ2fT6lUbRrz+Kf1cRzB14ucAhISE0K5dO5RKJYMHD5b7cv78ebp164alpaVcfull96jlAkIVyLheuXZBEF5aYqqwIAjPRGp2aqXaazLTpr7PZUrggQMH8PPzk9c5Ghsbk5iYSGFhIZIkkZmZibW1NYGBgfz111+lRsemTJkCFK11XrRoEWfPnpVHPjt37kxkZCTe3t58+eWXfPnllwQEBODh4UGrVq04f/68vCZ6WCcHjlxO5q0OdtzNySW/sJBr6Rl4WbfCvv9gcnJyWLt2LU5OTqSkRnDnzlzmL7iPro4Rli3bM2vWrEpfd0FBAf7+/pw+fRorKytCQ0O5cOECkydPJisrCxMTE9asWYOpqSkrVqxg+fLlPHjwgNdee40ff/yRunXrEhAQQL169YiNjSU1NZU5c+aoLZlU0xQ/rDhy5AgmJiakp6czefJkkpKS2LdvH5qamty7d49Dhw6hpaXFvn37+M9//sPWrVtxc3Pj8OHDmJubU5AnsX9PJK1798Ks0Wu8ZuKES8N+HD12iKn9i+qN7o5dy2+n/iTpeCrffPMNycnJ6OjocPfuXbk/Fy9eJDIykszMTFq3bs3YsWMrzHD8snjUcgGhChi9UsGI6yvPvy+CINRoYsRVEIRnoql+00q1C+rrrE6YMIHx48eTmJjIsmXL5HWkFZU/epJzlqRXr578ZwsTYy6mpKGpoeDynbt8/fXXzJs3j/79+2Pa7I8KywRV1qVLlxg9ejQJCQnUq1ePxYsXM2HCBMLDw4mLi2PEiBHMmFG0pnDAgAGcPHmSM2fO0LZtW1auXCkfJyUlhejoaHbt2sW0adOe6PN43tQ9rAAYOHAgmpqaAGRkZDBw4EBsbGyYNGmSXDbE1dWVQ4cOER0dTcuGjuTm5fAgP5f0zFs0qW+GVAhlFwM9LJSIibiCUqlk2LBhrFu3rtRU5D59+qCjo4OJiQmNGzd+5JrYl4VlyyA0NEpnttXQ0MOypZhSXSU8PwPtMpmDtfWK2gVBEEoQgasgCM9EoGMgupq6pdp0NXUJdAysph7VfJ6enmzevJk7d+4ARRliMzIyaN68OQBr166VtzU3N5dLDxWXP9q4cSPOzo+1TETWpk0bVCoVv/32GwCqBwpamTYBwLKRMYcvJ2PR2ISwNWto164dJiYmzJ8//5FlgirLzMyMrl27AjB8+HD27NnD2bNn6dGjB/b29syaNYvr14umDZ49exZXV1dsbW0JCwuTgziAfv36oaGhQbt27WpNwKXuYQWUTpr16aef4uHhwdmzZ9m5c6f8kKJ9+/bExsZy+PBhXq1vzSsmr3Hk4m7MTFo98pxZ6Xns3r2bDz74gLi4OJycnOQSLyWnkYvSOUWe53KBl5JyEPQNKVrTiqLo/31DRGImQRDKEVOFBUGoEsUlWIoVJ2BaeGohqdmpRVmFHQPVJmYqu+/LytramhkzZuDu7o6mpiYODg4EBwczcOBAmjdvTqdOneQyJxWVP6osXV1dVq9ezcCBAykoKKB9+/YEBk3i+E8baVH4kKzcBwwKGEFbVw+USiWNGzdGoVBU6bq/soGboaEh1tbWxMTElNs2ICCA7du3Y2dnx5o1a+Rs2FA66KrJiQdL8vT0pH///kyaNImGDRvKWYFLKvnwomQm7zp16mBmZsbmzZuZOmA5WTl32XZsGZ52Ax95zroNtPnjjz/w8PDAxcWF9evXi+/fv3heywVeWspBIlAVBOFficBVEIRnpo9ln1qVQbgm8Pf3x9/fv1Sbr2/5G2Y9PT215Y8AOQgpWSrpUSWVPD095Xqixew8i0oovZGQwP79+wkODqZt27aMHz8eqNp1f9euXSMmJobOnTuzYcMGOnXqxIoVK+S2/Px8kpKSsLa2JjMzE1NTU/Lz8wkLC5MDutpK3cOKsj7++GP8/f2ZN28e3bt3L/Weq6sr+/fvp5ufNX/d+Yu7+9N4raktAApNKDuWq6GpoIO3OcOHDyEjIwNJkpg0aRL169d/VpcoCIIgCFVClMMRBKFKlBw1/fbbb9m8eTN5eXn079+fL774AoB169YREhLCgwcP6NixI0uWLEFTU1Pe9/bt2/Tt25dPPvmEPn1EwFvdEhIS2LlzJ/n5+XKbtrY2ffv2pVHj5CopE6RSqXjjjTdwc3Pj6NGjtGrVih9//JGkpCQmTpxIRkYGBQUFfPjhh4waNYoffviBOXPm0KJFC2xtbcnMzGTNmjUEBATg7e0tJ2R6GUfxk46nEhNxhaz0PAyMdejs2xKgXJtVx/LrzFNSI7h6ZS65eSno6phi2TLouY4w/lspnrI/X0EQBOHFUJlyOGLEVRCEKrV3714uX77MiRMnkCQJHx8fDh06RKNGjdi0aRNHjhxBW1ubcePGERYWxjvvvAPArVu38PHxYdasWfTo0aOar0IA2L9/f6mgFSA/P5/9+/czadIkgKcOdszNzTl//ny5dnt7ew4dOlSufezYsYwdO7Zce8kRZOClC1oBrDo2VRuUqmsrqWyt4uJEW4CYHisIgiDUGCI5kyAIVWrv3r3s3bsXBwcHHB0duXjxIpcvX2b//v3ExcXRvn177O3t2b9/P1evXgWKgiFPT0/mzJkjgtYaJCMj45Htpk196dr1MJ7df6Nr18PVFuSkpEZw5Igr+w+8xpEjrk+U2fhlVlWJtkJCQmjbti0NGjSQawgHBwczd27RcQICAggPD5e3nz17Nq1bt+b111+Xa9POmTOHbt264eTkhKurKxcvXpS337dvH66urlhZWbFr1y6gKJv2u+++i62tLQ4ODkRGRgJFDzIGDBhAr169aNWqFR9//HElP5WqoVKpsLGxeapjREVFcfTo0SrqkSAIQu0lRlwFQahSkiQxffp03n///VLtixYtwt/fn6+//rrcPlpaWjg5ObFnzx7c3d2fV1eFf2FkZKQ2eDUyMqqG3qgnRgufXlUl2lqyZAm//PILFhYW/7ptXFwcGzdu5PTp0xQUFODo6IiTkxNff/01K1euZMCAARw/fpxx48Zx4MABoCgIPHjwIFeuXMHDw4PffvuNxYsXA5CYmMjFixfp2bMnSUlJAMTHx3P69Gl0dHRo3bo1EyZMwMzMrFLXVBNERUVhYGBAly5dqrsrgiAI1UqMuAqCUKW8vLxYtWqVPFXzxo0b/Pnnn3h6ehIeHs6ff/4JFJV6+f3334GirLKrVq3i4sWL8kiNUP08PT3R1tYu1aatrY2np2c19ai8qizL87KqKKFWZRJtjRkzhqtXr+Lj48P8+fPlJF4VWb9+Pffu3cPV1ZWBAwfSvXt3YmNjuXv3LkOHDkVPT49Ro0aRkvJP8Dxo0CA0NDRo1aoVlpaWXLx4kejoaN5++22gqLRTixYt5MDV09MTIyMjdHV1adeunfz75nkrKCjA398fpVKJn58f9+/fZ+bMmbRv3x4bGxtGjx4tZ8EOCQmhXbt2KJVKBg8ejEqlYunSpcyfPx97e3sOHz5cLdcgCIJQE4jAVRCEKtWzZ0+GDh1K586dsbW1xc/Pj8zMTNq1a8esWbPo2bMnSqWSHj16lLop1dTUZOPGjURGRrJkyZJqvAKhmFKppG/fvvIIq5GREX379kWpVFZzz/5RlWV5XlaWLYPQ0NAr1frDY1AAACAASURBVKahoYdlS/WJktRZunQpzZo1IzIykgYNGjxy2/z8fH766ScGDhxIXFwcI0aM4OjRo7Rr1w5tbW2io6PJyckhISGBCxcuyPuVLZukUCgeWfaoptSkvXTpEqNHjyYhIYF69eqxZMkSxo8fz8mTJzl79iw5OTny1OdvvvmG06dPk5CQwNKlSzE3N2fMmDFMmjSJ+Ph4XF1dq+UaBEEQagIxVVgQhCpRMhlOYGAggYGB5bZ56623eOutt+TXCQkJzJ8/n6CgIObPn4+npyd79ux5Lv0VHo9SqaxRgWpZVVmW52VVPKX6eWUVvnTpEmlpaSxevJi9e/dSWFhIcnIydevWRU9Pj3379uHs7IwkSSQkJGBnZwfAli1b8Pf3Jzk5matXr9K6dWvc3NwICwuje/fuJCUlce3aNVq3bs2pU6eeSd+fhJmZGV27dgVg+PDhhISEYGFhwZw5c7h//z7p6elYW1vLD4WGDRtGv3796NevXzX3/OWiUqnw9vYuVTbsRTiXILxIROAqCEK1KFtqJSMjg507dwLU6EBJqFksWwapLctTmdFCoSh4fV5rgiVJwtbWFm9vb0JDQ2nRogUdO3YEoG3btkRERLBhwwby8/MZPHiwHLi2bt0ad3d3bt26xdKlS9HV1WXcuHGMGTMGW1tbtLS0WLNmTamR1ppA3UjxuHHjiI2NxczMjODgYHJzcwHYvXs3hw4dYseOHXz55ZecO3euOrosCIJQI4nAVRCEavGoUisicBUeV1WNFooRkOendevWpKWl0b17d2bMmEF+fj5JSUlYW1tz8OBBJk+ejIeHR6l9ypY7Kqarq6v2vYCAAAICAuTXxVNxq8O1a9eIiYmhc+fObNiwARcXF44ePYqJiQlZWVmEh4fj5+fHw4cP+eOPP/Dw8MDFxYX169eTlZWFoaEh9+7dq7b+v4yuXr3Km2++ydChQ4mJieH+/ftcuXKF/v37M2fOHKAog/7nn39OXl4eLVu2ZPXq1RgYGDBz5kx27txJTk4OXbp0YdmyZSgUCnlafN26dXFxcanmKxSE2kmscRUEoVr8W6mVyrh7926VrouNjY1l4sSJVXY84dl6XmV5qmuN5IumTp06hIeHM3XqVOzs7LC3t5fLvQQEBDBmzBjs7e3Jycn5lyOpt/vqbnqG90S5VknP8J7svrq7KrtfaW3btmXt2rUolUrS09MZO3Yso0aNwtbWln79+tG+fXsACgsLGT58uFzaZ9KkSdSvX5++ffuybds2kZzpObl06RJvvvkmq1evplGjRsTHx7Np0yYSExPZtGkTf/zxB7dv32bWrFns27ePU6dO4ezszLx58wAqXL/87rvvEhISQkxMTHVeniDUaopHJTaobs7OzlJsbGx1d0MQhGdg/vz5FZZamTRpUqWO9SSjZYWFhWhqalbqPMKLY968eaxatQqAkSNH0q9fP/nvUPFoy/Llyzl37hy7d+8mNzeX7OxsduzYga+vL3/99Rf5+fnMmjULX19RdudpJCQksH//fjIyMjAyMsLT0/OJZ13svrqb4KPB5Bbmym26mroEdwmmj2WfquryM5d0PJWYiCtkpedhYKxDZ9+WWHVsWt3deqGpVCo6duxIgwYN2Lp1K9bW1qxZs4YjR46wYsUKAHr37s2MGTO4e/cuAQEBvPLKKwA8ePCAzp07s3LlSrZu3Vpq/fKECRMYO3Ystra2XLt2DSj6Oz906FAxw0MQAIVCESdJkvPjbCtGXAVBqBZVWWpl2rRpXLlyBXt7e9q3b4+3t7f83vjx4+WphObm5sycORMXFxe2bNlCt27dmDp1Kh06dMDKykoezYiKipKPERwczNtvv0337t1p1aqVfAMj1F5xcXGsXr2a48ePc+zYMVasWMFff/0FlB5tKR4Ji4mJYe3atRw4cABdXV22bdvGqVOniIyM5KOPPnpkZlvh0YrXuhc/xCpe656QkPBEx1t4amGpoBUgtzCXhacWPnVfn5ek46lEhl0kKz0PgKz0PCLDLpJ0PLWae/biMzIywszMjCNHjsht6rJTS5JEjx49iI+PJz4+nvPnz7Ny5Upyc3MZN24c4eHhJCYmMmrUKHJzc5EkqdxaZ0EQKk8EroIgVIuqLLXyzTff0LJlS+Lj4/n2228fua2uri7R0dEMHjwYKJr+eeLECRYsWMAXX3yhdp+EhAR2795NTEwMM2fO5ObN8llshdojOjqa/v37o6+vj4GBAQMGDODw4cOkpaXh6+vLunXrsLe3l7fv0aMHxsbGQFFiof/85z8olUpef/11bty4wa1bt6rrUmq9R611fxKp2eqDu4raa6KYiCsUPHhYqq3gwUNiIq5UU49eHnXq1GH79u2Ehoayfv36Crfr1KkTR44c4bfffgPg/v37JCUlyUm2Sq5fBqhfvz5GRkZER0cDEBYW9oyvRBBeTCI5kyAI1aY6Sq2ULMcDMGDAAACcnJxQqVRq9/H19UVPTw89PT08PDw4ceKEKFXxHAQEBODt7Y2fn1+p9ps3bzJx4kT5plAdc3NzYmNjMTExKfdeRSOkJUdbrK2t5XZ9fX35z2FhYaSlpREXF4e2tjbm5ubyzapQeVW51h2gqX5TUrLL1/Btql97ptkWj7Q+brtQtfT19dm1axc9evRg+PDhardp1KgRa9asYciQIeTlFf1cZs2ahZWVlbx+2dzcXJ61AbB69Wo5OZOXl9dzuRZBeNGIwFUQhBeKlpYWDx/+M1pRNqi4c+cOffr0kdcWFU8DK54Cpo66chbbt2/HysqKdu3aVWX3hcfQrFmzRwat/8bNzY2AgACmTZuGJEls27aNH3/8keXLl7N9+3a8vLwwMDBg6NCh5fbNyMigcePGaGtrExkZye+///40l/LSMzIyqnCt+5MIdAxUu8Y10LF8XemaysBYR22QamBcs8r8vGjMzc3lfxfq16/PyZMny21TMjt19+7d1W4za9YsZs2aVapta2o6X+fp8ueCtTTX0cbW0pTg4OB/7VNwcDAGBgYEBVVdeS8DA4NSddcFoTYRU4UFQaj1DA0NyczMBKBFixacP3+evLw8MjIynnjKYUkRERHk5uZy584doqKiaN++Pdu3b+f8+fNPfWzhH6GhoSiVSuzs7Hj77bcBOHToEF26dMHS0lIOVlUqFTY2NkBRkq2goCBsbW1RKpUsWrSo1DFzcnLo1asXK1asQKVS0aZNGxYuXEhaWhqmpqa0b9+ekSNHcv36dZKTk3Fzc6NOnTrMmTOHiIgIDh48yObNm7Gzs+PNN9+kf//+xMbG4uzsTFhYGG3atHm+H9ILpirXugP0sexDcJdgTPVNUaDAVN+01iVm6uzbEq06pW/PtOpo0Nm3ZTX1SHgaW1PTCbr0B9fz8pGA63n5BF36g62p6dXdNUGodcSIqyAItV7Dhg3p2rUrNjY29O7dm0GDBqFUKmnVqhUODg7lti8oKMDf35/Y2FimTp3Kzp07OXPmDKmpqTg5OaGhoSGP+KSnp3Pnzh0aN25Mfn4+06dPR6VSsWPHDg4ePMisWbPYunUrLVuKm8qnce7cOWbPns2RI0cwMTEhPT2dyZMnk5KSQnR0NBcvXsTHx6fctOHly5eTnJzM6dOn0dLSIj39n5vBrKwsBg8ezDvvvMM777yDSqXi0qVLrFy5krVr1zJixAjatWvHBx98gLu7OyqVikaNGrFp0yb27NmDr68vLi4urF69GoDRo0fz4Ycf4uXlJWe//e9///tcP6cXTfFSgarKKgxFwWttClTLKs4eLLIKvxi+vppCzsPSyxNyHkp8fTWFN5sal9t+9uzZhIaGYmZmRqNGjXByciI+Pp4xY8Zw//59WrZsyapVq2jQoAHdunVj7ty5ODs7c/v2bZydnVGpVNy/f5+AgAAuXrxI27ZtUalULF68GGfnosStM2bMYNeuXejp6REREUGTJk2ey2chCE9LBK6CILwQyibSKC4SX5JKpVIbvCxevJht27bxxx9/lApcoGhq2NChQ/m///s/jh8/zvTp0/nss8/w8fFRu/5SeDIHDhzAz89PXpNanAypX79+aGho0K5dO7VJkPbt28eYMWPQ0tIqtR8UrU3++OOPGTZsmNxmZmZG165dARg+fDghISH06tWLs2fP0qNHD6BoFNfU1BSAs2fP8sknn5Camsrt27dp2bIlSqVSzn4LVMk67bt377J+/XrGjRv3yO2mTJnCzz//zBtvvPGvichqi+pY617TWXVsKgLVF8SNvPzHbo+Li2Pjxo2cPn2agoICHB0dcXJy4p133mHRokW4u7vz2Wef8cUXX7BgwYIKz7lkyRIaNGhAQkICZ8+eLZVsLjs7m06dOjF79mw+/vhjVqxYwSeffPL0FyoIz4EIXAVBeOmUDV6++uortYHLuivXSL52jbkrV7Popwia6GijW6h+HazwdCoqF1GyFIW6pEqPKjPRtWtXfvnlF4YOHSpvo269siRJWFtbExMTU+4YAQEBbN++nQMHDnDw4MFSCbyKs99WVeC6ZMmSfw1cly1bRlpaWqnPRRCeVkXJzLp06cLRo0erqVcvhuY62lxXE6Q219Eu13b48GH69+9P3bp1AfDx8SE7O5u7d+/i7u4OgL+/PwMHDnzkOaOjowkMLFrXbWNjU+p3VJ06deRyb05OTvzvf/97sgsThGog1rgKgvDSKRu8GBoaYm1tLdfkS0xM5P3Qjcy49AcaRg1otGUv9ZZvhMXrmBV5pIKjCk/D09OTzZs3c+fOHYBSU34fpWfPnixdulROrFVyv5kzZ9KwYcNSweC1a9fkAHXDhg24uLjQunVr0tLS5Pb8/HzOnTsHQGZmJqampqSnp5OYmFju/E+a/baskrWIp0yZwpQpU7CxscHW1pZNmzYB/9zEduzYkU2bNhEQEFAqSZWBgUGV9EUQiomg9elNtzRFT6P0vzl6GgqmW5qq3b4y9V5LJiMsmYjwUbWltbW15XM8KimhINREInB9AURFRYl/XAShEsoGL506dSoXuIwZN470HVvRbNqM3KiiJ9L3Cx/y0YJFeHt7l0oIJTw9a2trZsyYgbu7O3Z2dkyePPmx9hs5ciSvvvqqnNSp7JTxBQsWkJuby8cffwxA27ZtWbt2LUqlkvT0dMaOHUudOnUIDw9n6tSp2NnZYW9vL/9O/fLLL+nYsSMbNmygYcOG5c7/pNlvyypZi7hTp07Ex8dz5swZ9u3bx5QpU0hJSWHHjh3o6ekRHx9frqyTIDyu7Oxs+vTpg52dHTY2NvKDESidzAz+eRgSFRWFu7s7gwYNwsrKimnTphEWFkaHDh2wtbXlyhVRY7YibzY1Zm5rM17R0UYBvKKjzdzWZmrXt7q5ubFt2zZycnLIzMxk586d6Ovr06BBAw4fPgzAjz/+KI++mpubExcXB1DqIZaLiwubN28G4Pz582ofuglCbSSmCtcSBQUF8hqusqKiojAwMKBLly7PuVeCUDsVBy/vv/8+rVq1YsKECXh5eTFx4kQyMjIoKCjgXj0T6jRuhtGMr7i34Cuy161AKixAu40tNlowePBgRo0aRUhICOHh4SI5UxXw9/fH39+/wveLSziULFuhpaXFvHnzmDdvXqltS07pLU6upFKp0NDQYOnSpeWObW9vz6FDh0q1paRGoFSu578rNfkr3Z6LF20pKPhnJONpst8+SnR0NEOGDEFTU5MmTZrg7u7OyZMn8fHxqfJzCS+fX3/9lWbNmrF7926gaNbA1KlTyyUzK+vMmTNcuHABY2NjLC0tGTlyJCdOnGDhwoUsWrTokWsuX3ZvNjVWG6iW5ejoyFtvvYW9vT0tWrTA1dUVgLVr18rJmSwtLeXfaUFBQQwaNIgff/yR7t27y8cZN24c/v7+KJVKHBwcUCqVVfaQTRCqkwhca4gvv/ySsLAwzMzMMDExwcnJiV27dtGlSxeOHDmCj48PVlZWzJo1iwcPHtCwYUPCwsLIyclh6dKlaGpqsm7dOhYtWkSbNm0YM2YM165dA4pGHIrX8wnCy+7QoUNoaWkRExODnZ0dgwYNwsPDQ/5e7d27lyZNmtDsvXH8dSWJjOPRPExLpe5bAfRt3JiOPy4j9OoVgo8f56GeHh3d3LCwsABg7NixnDx5kpycHPz8/Pjiiy8A+Pnnn5k8eTImJiY4Ojpy9erVUvUAhZonJTWCixdn8PBhDgANjE/zWqtsrv/hQlZWfpVkv63Io6b5lVRymqAkSTx48KDK+yK8eGxtbQkKCmLq1Kl4e3vLwZG6ZGYltW/fXk5a1rJlS3r27CkfLzIy8vl0/iUwY8YMZsyYUa792LFj5dratGlDQkKC/Lq4fqyuri7r1q1DV1eXK1eu4OnpSYsWLQBK1XD18/MTCQaFWkUErjVAbGwsW7duLZdFDooSdhw8eBCAv/76i2PHjqFQKPjvf//LnDlz+O677xgzZkypAtVDhw5l0qRJuLi4cO3aNby8vLhw4UK1XZ8g1BTqSq4oFAq13yuXBoZsP3iZBt+vRcrNITtgAP6mpqRkZ5GYm8vOpqY0NzRk/LFj/PTTT/j5+TF79myMjY0pLCzE09OThIQErKyseP/99zl06BAWFhYMGTKkuj+GWm/79u1YWVnRrl27Su1XcqT231y9MlcOWos1apSE2StZdO16uFLnfRwlp567ubmxbNky/P39SU9P59ChQ2ozCBdPExw0aBARERHk56vPXioIJVlZWREXF8fPP//M9OnT5QBUXTKzkkomBNPQ0JBfa2hoiHWSNcz9+/fx8PAgPz8fSZL44YcfqFOnDruv7mbhqYWkZqfSVL8pgY6Btbp0lPDyEYFrDRAdHY2vry96enoA9O3bV36v5Dqm69ev89Zbb5GSksKDBw/kUZ6y9u3bx/nz5+XX9+7dIzMzE0NDw2d0BYJQO6gruZKYmKj2e9XOQA/Jx4fkeobc0NHFtY42l+7do56mBra6upjVqQN5efRUFH2H/fz82Lx5M8uXL6egoICUlBTOnz/Pw4cPsbS0lI87ZMgQli9f/syuUaVS4e3t/VgBWmW2rUm2b9+Ot7d3pQPXysjNS6lU+9MqW4u4eM2uQqFgzpw5NG1avjTKqFGj8PX1pUOHDnh6eqKvr/9M+ia8WG7evImxsTHDhw/HwMCANWvWAEXJzL788kvGjRvHDz/8UL2dFJ6KoaEhsbGxpdp2X91N8NFgcguLkjilZKcQfDQYQASvQq0hAtca4FHTwkreiEyYMIHJkyfj4+NDVFQUwcHBavd5+PAhMTExciAsCEIRdaVTHvW9amdYly1drAHwzXuAQrsOACWPUHg3A4VCQXJyMnPnzuXkyZM0aNCAgIAAcnNzH3va54tk6tSptGjRQs7mGxwcjKGhIQ8fPmTz5s3k5eXRv39/eSq1uqUSQUFBXLlyhQ8++IC0tDTq1q3LihUrSE9PZ8eOHRw8eJBZs2axdevWZ7K+WFfHlNy8m2rbn5WyiaXUjbKWnObXpEmTUtMHv/7662fWN+HFkZiYyJQpU9DQ0EBbW5sffvhBni66YMECRowYwccff6y2FrZQey08tVAOWovlFuay8NRCEbgKtYbIKlwDuLi4sHPnTnJzc8nKypITJpSVkZFB8+bNgaKF+sXKZjft2bMn33//vfw6Pj7+GfVcEGoXdSVXKvpeAURERJCbm8udO3c4mZeLrZ4uAIm5uVx/8ICHksSevDxcXFy4d+8e+vr6GBkZcevWLX755RegaA3S1atX5WRBJTN4PmtXr17FwcGBkydP4urqiqOjI46OjmqzkBcWFjJlyhTat2+PUqlk2bJlT3zewYMHl7rOzZs306hRIy5fvsyJEyeIj48nLi6OQ4cOlVoq8dNPP5UaJRg9ejSLFi0iLi6OuXPnMm7cOLp06YKPjw/ffvst8fHxzywplmXLIDQ0Sj/809DQw7Jl0DM535PYfvoGXb85gMW03XT95gDbT994quNJkiSvma3N5s2bh42NDTY2NixYsACVSkWbNm3kZDV+fn7cv38fgLi4ONzd3XFycsLLy4uUlKIR9W7dujF16lQ6dOiAlZWVnNH1ReDl5UVCQgLx8fGcPHkSZ2dnVCoVJiYmKBQKVq9eLQetxQ9KunXrVmpdflRUFM7OzmrfE2qm1OzUSrULQk0kRlxrgPbt2+Pj44OdnR0tWrTA2dlZbfa34OBgBg4cSPPmzenUqRPJyclA0dRiPz8/IiIiWLRoESEhIXzwwQcolUoKCgpwc3NTm0VTEF42JUuuaGpq4uDgUOH3CqBDhw706dOHa9euMW3kSJpEH0GVfgd7PT3m3U7j8oMHuHl40L9/fzQ0NHBwcMDa2hpLS0s5IZqenh5LliyhV69emJiY0KFDh+dyrZcuXWLw4MGsXr0aKysr/ve//6Grq8vly5cZMmRIuWlkK1euxMjIiJMnT5KXl0fXrl3p2bNnhUsSHsXBwYE///yTmzdvkpaWRoMGDUhISGDv3r04ODgARTfEly9fJjMzU+1SiaysLI4ePcrAgQPl4+bl5T3px1Fppk19gaK1rrl5KejqmGLZMkhur2oqlYpevXrRsWNHTp8+jZWVFaGhocydO5edO3eSk5NDly5dWLZsGQqFAhvnzqTUeYUs1Rke5maT03si07MfUFhYyLFNi4iKiiIvL48PPviA999/HygawS074q1SqejduzceHh7ExMSwfft2OYlLbRQXF8fq1as5fvw4kiTRsWNH3N3duXTpEitXrqRr166MGDGCJUuWEBgYyIQJE4iIiKBRo0Zs2rSJGTNmsGrVKqAom/+JEyf4+eef+eKLL9i3b181X13NkLFzJ3/OX0BBSgpapqY0nvQhRiWWOAk1U1P9pqRkl1/q0FS//DIEQaipROBaQwQFBREcHMz9+/dxc3Pjo48+YtSoUaW28fX1xde3/E2TlZWVnFUu6Xgqu+ddwq3B+7zhrUNn35ZYdRS/lAShmLqSK+q+V+qm4mfs3EmX+QvooG+g9oateK1YSRcOR5K8cxOj7FthYNyQqOQrdHDr9rSX8UhpaWn4+vqydetWrK2tycjIYPz48cTHx6OpqUlSUlK5ffbu3UtCQoJcCzAjI4PLly8/UeAKRdkqw8PDSU1NZfDgwahUKqZPny4HUcXmz5+vdv+HDx9Sv379ap0xYtrU95kFquqoC67Gjx/PZ599BsDbb7/Nrl276Nu3L3+k5yCZFGD6znxyrpwk48gGdM1s+PirBbzraFzuAcTly5flEW9JkvDx8eHQoUO8+uqrXLp0idWrV7NkyZLndq3PSnR0NP3795eX2QwYMIDDhw9jZmYmP0waPnw4ISEh9OrVi7Nnz9KjRw+gaNZBcdbc4n0BnJycSpVXepll7NxJyqefIeUWTTktuHmTlE+L/n6K4LVmC3QMLLXGFUBXU5dAx8Bq7JUgVI4IXGuI0aNHc/78eXJzc/H398fR0bHSx0g6nkpk2EUKHhRN9cpKzyMy7CKACF4FoQoY9e1bqZuzC4cj2bv8ew4kXiD29xsUPHyImXEDpowb8wx7CUZGRpiZmXHkyBGsra2ZP38+TZo04cyZMzx8+BBdXd1y+0iSxKJFi/Dy8qqSPhTXub19+zYHDx4kMTGRTz/9lGHDhmFgYMCNGzfQ1tbGxcWF999/n+nTp1NQUMDu3bsZNWoU9erVw8LCgi1btjBw4EAkSSIhIQE7O7tyyyNeFOqCKwsLC+bMmcP9+/dJT0/H2tqavn37kldQSH2rotrddZq+RkHGnwCknjtO6Nm0cg8g9u7dq3bE+9VXX6VFixZ06tSpGq646lW0przs2naFQoEkSVhbWxMTE6N2n+KsuZqamiJr7t/+nL9ADlqLSbm5/Dl/gQhca7jidawiq7BQm4nAtYYom5TjScREXJGD1mIFDx4SE3FFBK6CUA0Obwyl4EEebq0tcWttKbfHbt+MY4/ez+y8derUYfv27Xh5eWFgYEBGRgavvPIKGhoarF27lsLCwnL7eHl58cMPP9C9e3e0tbVJSkqiefPmT5yp1tramszMTJo3b46pqSmmpqZcuHCBzp07A2BgYMC6deseuVQiLCyMsWPHMmvWLPLz8xk8eDB2dnZyUBwSEkJ4ePgzW+f6vKkLrsaNG0dsbCxmZmYEBweT+3fQoKOliUJT++8NNZAeFv1MdbU1WfRd+QcQe/bsUTvirVKpakw24vj4eG7evMkbb7zxxMdwc3MjICCAadOmIUkS27Zt48cffyQwMJCYmBg6d+7Mhg0bcHFxoXXr1qSlpcnt+fn5JCUlYW1tXYVX9WIpSFGfVbuidqFm6WPZRwSqQq0mkjO9QLLS1a//qqhdEJ6GSqWqkgcuL7LMO7cr1V6V9PX12bVrF/Pnz8fc3Jy1a9fSqVMnkpKS1AYqI0eOpF27djg6OmJjY8P777//1KNMiYmJREZGyq8DAwNJTEwkMTGRmJgYOeAMCgri0qVLbN++nUuXLsl1rC0sLPj11185c+YMX4X9jz11XLCYtpuPD+fxVdj/OH369AsTtAJcu3ZNHv0rDq4ATExMyMrKkkdR4f/ZO/O4Kqr3j78vi4CAIOGCZiKmuHFZFFGMTRIsd0UtSUFzyzXMNTOpcCdNNNdvuZBboYFLi8ki4MYiF1wSS8UNTJEgRHbm9wc/Jq5eEFRAad6vly+5Z86cOTOXe5lnzvN8PtDKSActDeU/4Tqa6owc3I+NGzeKnq6XL18mJycHd3d3vv32W1Fs5/bt29y9e7c2TqvKKBQKfvrpp2caw8bGBm9vb7p3746dnR3jx4+ncePGdOzYkR07diCXy8nIyOCDDz6gQYMGBAUFMW/ePCwtLbGyslIpXCbxLxomqlW1K2qXkJCQeJ5IK671CD0jLZVBqp6Rlore9Rd7e3tOnjz50npU1iVFRUVoaGhU+Lo8ZYHrqFGjamt6Lx36rxiTnX5PZXtNYWpqKv7OGxoaEhsbRojFkgAAIABJREFUC5QGjWWU2aaU9U1KSiI0NJQGDRowbtw4XF1dkcvlNTbHR3lSqURwwm0WHDhHbmHpquLtzFwWHDgHwGDrlrU2z5qmLLiaNGkS7dq144MPPuDvv//GwsICU1NTbG1txb7Gelp4936dH29qc/NhFhpqMpYNtWCgpRuffPIJNjY2CIJAkyZNCA4Oxs3NTeWKt7q6eo2ekyqro8OHD+Pv70+3bt1IT0+nW7duXL58mU8//ZTc3Fyio6NZsGCBko95dZg1axazZs0SX6ekpKCmpqZSpNDKyorIyEiltqSkJAYNGsThw4eJiorC1dVVqnH9f5r6fKhU4wog09amqc+HdTir/wbVvafZvn07bm5utGjRAii1Opo4cSINGzasyWlKSNQoshfZY7Bbt27Co8qXEhXzaI0rgEYDNVw8O/wnU4X/64FrmSKpTCZDLpczYsQI/Pz8KCgo4JVXXmHXrl00a9YMX19fUlNTRTsENzc3jhw5Ql5eHjk5OYSGhjJ37lx+/vlnZDIZn3zyCSNHjqRHjx78/vvvtGnTBi8vL3x8fOr6lF84ympciwr+faCk0UALt4nT6OjgUocz+5ekpCQOHTokrtABaGpqMmDAgFoNXiuj1/IwbmfmPtbe0lCHE/N718GMnj/18fsqLi6O8ePHc+rUKYqKirCxsWHSpEkqA9eUlBS2b99OXFyckp3b86A61/Zl+DzUNZKqcN1Q3e8IZ2dn8XMGpQ8q4+LiMDau+oPT4uLiGn+4JSEhk8niBUHoVpW+0oprPaIsOD0VcoUHGfnoGdV/VeHVq1eL1gXjx4/nww8/RE9PT0yH+69y4cIFlixZwokTJzA2NiYjIwOZTMbp06eRyWT873//Y+XKlXz55ZdAqYVEdHQ0Ojo6bN++nVOnTpGUlISRkRH79+9HoVCQmJhIeno6tra2ODo6snz5cvz9/SX/vkooC06j9u4k+346+q8Y4/DOmBcmaAUIDQ1VukkHKCwsJDQ09IW5UU9VEbRW1i5ROfvvZLDsahq38wtpqaXJAjMThjU3eu7HiY6OVml1VNuUz0J4Ei/D56Guqa5IncTzo6ioCC8vrydaZu3fv5+4uDg8PT3R0dFh7NixpKam4uLigrGxMeHh4Rw9epTFixeTn59P27Zt2bZtG3p6epiamjJu3DiOHj3KtGnTeOedd+r6tCUkRKTAtZ7R3q55vQ5Uy1ORX58EhIWF4eHhIT5ZNTIy4ty5c4wcOZK0tDQKCgqUbE4GDhwo3lwC9OnTByOj0hvZ6Oho3n33XdTV1WnWrBlOTk7ExsbSqFGj2j2pl5SODi7PHKhu2rSJhg0bMmbMmOc0q3+fxmdlZancXlF7XdDCUEflimsLQx0VvV9OqhNcPQv772QwO/kmuSWl2Va38guZnXwT4LkHrxVldGloaFBSUpoZlPeIQm1d8zJ8Hl52vL296d+/Px4eHi/EOC8TVbXM8vDwYP369UorrmvWrCE8PBxjY2PS09Px8/Pj2LFj6OrqsmLFClavXi2Oo62tTXR0dJ2dp4RERUjiTBIvLeX9+vT09ES/PonSG8ZHFUqnT5/OtGnTOHfuHJs3b1a6YXxUrKf86xe5nOC/wuTJk59r0FqeMgXfqrbXBXPczdHRVE5X09FUZ467eR3N6OVl2dU0MWgtI7dEYNnV568K+8Ybb3Do0CHy8vJ48OABR44cAUqD9Pj4eAAlwanasjny9fXF399f5bYX9fOQmpr6nwrQJFTzqGVWdHQ04eHh2NnZYWFhQVhYGBcuXHjiOKdPn+bixYv06tULKysrduzYwfXr18XtT1tfLiFR00iBq8RLixRQVYyrqyvff/899+/fByAjI4OsrCxatiwVstmxY0eVx3J0dGTfvn0UFxdz7949IiMj6d69e7310qwtcnJy6NevH5aWlnTp0oV9+/ZhamrKvHnz6N69O927d+fPP/8ElG+0nZ2dxT7t27cXH9akpKTg4OCAjY0NNjY2SuqoK1euxMLCAktLS+bPny+2//DDD3zzzTesX79e6aZFU1MTV1fX2rgMVWKwdUuWDbWgpaEOMkprW5cNtahXwky1xe38wmq1PwvlrY6GDh0qWh3Nnj2bjRs3Ym9vT3r6vwrbLi4uXLx4ESsrK/bt2/fc51MVXF1d0dTUVGqr689DUVERLVq0UAryXyZ27tyJXC7H0tKS0aNHAxAZGYm9vT1mZmZK57Vq1SpsbW2Ry+UsXry40jHKs2jRIry9vcWV/PpKRZZZQUFBnDt3jgkTJlQpi0EQBPr06YNCoUChUHDx4kW++eYbcfuLYpElIfEoUuAq8dLi6OhIcHAwDx8+JCcnhx9//BEHB4e6ntYLQefOnVm4cCFOTk5YWloya9YsfH19GT58OA4ODtUSZxgyZIh4w9C7d29WrlxJ8+bNkcvlaGhoYGlpyZo1a2rwbOonv/zyCy1atCAxMZHz58/Tt29fABo1akRMTAzTpk3jww9VK3UWFRURExPDV199xWeffQZA06ZN+e233zh79iz79u1jxowZAPz8888EBwdz5swZEhMTmTt3rtI458+f57PPPuPEiRNA6crSiyhEM9i6JSfm9+ba8n6cmN9bClqfkpZamtVqf1ZUWR116NCBpKQkTp48yYgRI5g5cya+vr7s2LGDb775BoVC8VxXfCoLehQKBT169EAulzNkyBBatWrFgAEDSExM5Ouvv2bLli1ERUUhl8vJyclh3Lhx2NraYm1tTUhISKXHTUlJoUOHDowfP54uXbrg6enJsWPH6NWrF+3atSMmJoaYmBjs7e2xtrbG3t6e5ORkoFQRdvjw4QwYMAA3NzdSUlLo0qWLuG3o0KH07duXdu3aKX2mXzTK9BbCwsJITExk7dq1AKSlpREdHc3hw4fFh2lHjx7ljz/+ICYmBoVCQXx8PJGRkRWOUcbcuXO5e/cu27ZtQ02tft/WVscy69GHy+Vf9+jRgxMnTogPRx8+fMjly5dr6zQkyqGnp1et/hEREfTv37+GZvMSIAjCC/uva9eugoREZXz55ZdC586dhc6dOwtr1qwRBEEQdHV1BUEQhGvXrgmdO3euy+lJSFRIcnKyYGpqKsydO1eIjIwUBEEQWrduLVy5ckUQBEEoKCgQjIyMBEEQhMWLFwurVq0SBEEQnJychOjoaEEQBOHOnTtC27ZtBUEQhMzMTOG9994TunTpIlhaWgo6OjqCIAjCrFmzhC1btjx2/IrGkajfBKXdF0wjFEKzsATxn2mEQghKu1/hPs/yXfruu+8K7dq1EwwNDYWlS5cqbUtMTBT8/PyExYsXi//8/PyExMTEpzqWKs6fPy+0b99euHfvniAIgnD//n2lz5OFhYUQEREhCIIgLFq0SJg5c6YgCIJgYmIi5OXlCYIgCH///bcgCIKwYMECITAwUGxr166d8ODBgwqPfe3aNUFdXV1ISkoSiouLBRsbG2Hs2LFCSUmJEBwcLAwaNEjIysoSCgsLBUEQhN9++00YOnSoIAiCsG3bNqFly5bC/fv3xbHK3oNt27YJbdq0ETIzM4Xc3FzhtddeE27cuPHcrtnzJCAgQPj444+V2ry8vITvvvtOfK2npycIgiB89NFHQuvWrQVLS0vB0tJSaNu2rfC///1P5Rhl48jlcmHChAk1exIvCNeuXRM6duwoTJo0SbCwsBCGDh0q5OTkCAsXLhTatm0ruLq6Ct7e3sLixYsFQRCEoKAgoX379oKlpaXw8OFDISAgQDA3NxecnZ0FQRCE0NBQoVu3boKFhYVgYWEhhISECIJQ+neo7PMiUfOU3bOWlJQIxcXFT+wfHh4u9OvXr9rHKSoqqvY+tQUQJ1QxNpTEmSReasr79QUn3KbX8jCaTNtHr+VhzHE3r1fWEi8KaXdCuHrFn7z8NLS1TDBrOxuT5oPqelovHe3btyc+Pp6ffvqJBQsW4ObmBiingj2aFlaGllapN7O6ujpFRUVAqfBGs2bNSExMpKSkBG1tbUB1vXNl40jUb8oEmGpDVRhKVzsr8oKuDQVfVUJ1ZWRlZZGZmSmK+nl5eTF8+HAA5HI5np6eDB48mMGDBwOlK4IHDx4U0/bz8vK4ceMGHTt2rPD4bdq0wcLCAijNhHF1dUUmk2FhYUFKSgpZWVl4eXnxxx9/IJPJlK5HeZG8R3F1dRXrbjt16sT169dp1arVU12jmqSi75+y756yPmX/L1iwgEmTJin1DQgIqPA7zNbWlvj4eDIyMiq8VvUFU1NTLl68+Fi7n58ffn5+j7UPGzaMYcOGia+nT5/O9OnTxde9e/cWfb7LI3kW1x4pKSk8fPiQKVOmcOrUKZo3b87x48cRBAFLS0uOHTvG3Llzadq0KXv37uXevXs0a9YMMzMzvvnmG3bs2MHAgQNp3rw5AQEBnDt3jiFDhhAYGMiuXbvw9vamSZMmFBcXExwcLK7Qv8zU75wKif8MwQm3WXDgHLczcxGA25m5LDhwjuCE23U9tXpF2p0QLl1aSF5+KiCQl5/KpUsLSbtTecqcxOOkpqbSsGFD3nvvPWbPns3Zs2cBxNq+ffv20bNnzyqPl5WVhYmJCWpqagQGBlJcXAyAm5sb3377LQ8fPgRK650l/tsMa25EnH1n0lysiLPvXKWgtcyGQy6X4+HhwcOHDzE1NRVrVOPi4nB2dgZKa7InTpyIm5sbY8aMqTC1rTYUfCt7cFMZR44cYerUqcTHx9O1a1eKiooQBEG0B1MoFE8MWkE5QFNTUxNfq6mpUVRUxKJFi3BxceH8+fOikFUZldUZlh/3RX7wpEpvoSLc3d359ttvRTu727dvc/fu3UrH6Nu3L/Pnz6dfv36S5sIz8HtUOFumjuXLdwawZepYfo8Kr+sp/WcQBIExY8YwY8YMTp8+zZ07d0hJSeHSpUt89tln9OjRg9WrV3Po0CHMzMz466+/gFKB0tdee42//vqLffv2ceLECdq2bYuamhorVqxgyZIlCILAunXruHz5cr0IWkEKXCXqCat+TSa3sFipLbewmFW/JtfRjOonV6/4U1KibEtSUpLL1SuqFTqrSmUqn1BqB7Nz506gVJwoLi7umY73InDu3Dm6d++OlZUVS5Ys4ZNPPgEgPz8fOzs71q5dW63a4SlTprBjxw569OjB5cuXxZvevn37MnDgQLp164aVlVWl11lCoiKSk5OZOHEiSUlJNGrUiA0bNlTaPz4+npCQEHbv3l1hn9pQ8K0s6DEwMKBx48aiwFlgYCBOTk6UlJRw8+ZNXFxcWLlyJZmZmTx48AB3d3fWrVsnrhAmJCQ88/zKi+Zt3779mcd70VClt1ARbm5ujBo1ip49e2JhYYGHhwfZ2dlPHGP48OFMmDCBgQMHkpsreTtXl9+jwjm6ZT3Z6fdAEMhOv8fRLeul4LWWkMlk9OjRg+DgYIqKinB0dMTd3R0orcFv3rzU4rKwsJDOnTvz+uuvk5+fz6lTp2jVqhV//vkn8fHx2NracuXKFU6ePElUVBQeHh6oq6szbNiwepWNIKUKS9QLUlV4PFbWLvF05OWrtsyoqP15MXny5Bodvy5wd3cX/ziVZ+rUqUpqmlAa2JcREREh/mxsbCymdbVr146kpCRx27Jly8Sf58+fr6QmHJxwm8K+nzI86C9aHCtNq5fSwyQq41EbjoCAgEr7P+oNrQpXV1cOHTqklB77vBV8ywc96urqWFtbY2pqKm7fsWMHkydP5uHDh5iZmbFt2zaKi4t57733yMrKQhAEfHx8MDQ0ZNGiRXz44YfI5XIEQcDU1JTDhw8/0/zmzp2Ll5cXq1evpnfv3s94ti8mXl5eeHl5Vbi9bIUVYObMmcycOfOJY+y/k8H5iXP4Nb+Q5ScvsODtwYSPG/d8J/4fIWrvTooK8pXaigryidq785k9yCWqjiAIdOrUiTNnzgClnrzDhw+nadOmFBUV8csvv+Do6IhMJiMmJgY9PT10dXUpKSnBy8uLZcuW8frrr3Ps2DEOHjzI3bt30dbWRl1d/QlHfrmQAleJekELQx1uqwhSWxhWfuMkUT20tUz+P0348fbqsmTJEnbu3EmrVq1o0qQJXbt2ZevWrWzZsoWCggJef/11AgMDadiwIb6+vujp6TF79mxx/5KSEsaOHUurVq3w8/Njz549LF26FEEQ6NevHytWrABKFftmzpzJ4cOH0dHRISQkhGbNmj39RXjJKUurL8tQKEurBySlXokKUWXDoaGhIdqPPGrBURU7jbI61tDQULKysjAwMMDV1bXS+taUlBT69+9fLf2CygInKysrTp8+/Vh7dHT0Y206Ojps3ry5ysc1NTVVmmf5FdXy28qruX7xxRcAeHt74+3trbL/o9ueNXh+2dh/J4PZyTdFP+Jb+YXMTr4JUGO12vWZ7Pvp1WqXqBmGDBnClClTSE5OxsjIiIiICCZPnkyHDh1QU1PD39+fyMhI9u7dy9WrV5k8eTKmpqacPHmSoKAgXF1duXbtGpmZmXTs2JH169eL2SH1qQZcShWWqBfMcTdHR1P5qZKOpjpz3M3raEb1E7O2s1FTU34YoKamg1nb2RXsoZr4+Hj27t1LQkICBw4cEAUihg4dSmxsLImJiXTs2FHJV648RUVFeHp60r59e/z8/EhNTWXevHmEhYWhUCiIjY0lODgYKPVL7dGjB4mJiTg6OrJ169anOPPaISUlpVpWRU+DlFYv8TSosuEwNTUlPj4egP3794t9q+OlKZfL8fHxwdfXFx8fnxfOhqmMrEOH+KO3K7937MQfvV3JOnSoTuZx5OoR3ILckO+Q4xbkxpGrR+pkHnXJsqtpYtBaRm6JwLKrNZv5U1/Rf0X135yK2iVqBm9vbwYOHIiVlRWtWrVCTU2N+/fvo62tzYQJE7h79y7e3t5YWlpSUFCAg4MDw4YNo6ioiMLCQkaOHImmpibvvfce+vr6LFy4kNzc3Cem6L9sSCuuEvWCspWiVb8mk5qZSwtDHea4m0srSM+ZMvXgZ1UVjoqKYsiQITRs2BAoTSsEOH/+PJ988olSTZkqJk2axIgRI1i4cCEAsbGxODs706RJEwA8PT2JjIxk8ODBNGjQQBSG6dq1K7/99lv1T7weIaXV1wxPsxL4IpOSksLJkycZNWoUAB07dmTHjh1MmjSJdu3a0ahRI65du8bgwYMxMDCgadOmZGZm4uLiQl5eHvr6+gBilsTx48fFdPS+ffvyxhtvcPr0aSwtLRk7diyLFy/m7t277Nq1i+7du+Pr68uVK1e4ffs2N2/eZO7cuUyYMKFOrkXWoUOkLfoU4f9XlYtSU0lb9CkABgMG1No8jlw9gu9JX/KKS+eRlpOG70lfAPqZ9au1edQ1t/MLq9UuUTkO74zh6Jb1SunCGg20cHhnTB3O6r+Bqamp+KBPJpOJ4oyPsmbNGiXNi1WrVok/Hz16VPw5OOE2gUciCfopDF21Ar5YtpIBb7m9sA8EnwYpcJWoNwy2bikFqrWASfNBz8X+RpXSp7e3N8HBwVhaWrJ9+3ales7y2NvbEx4ezkcffYS2traYDqMKTU1N8VgvsvpmbSGl1f/3KCoqqtCSpiJSUlLYvXs3o0aNesyG48KFCwwdOpQzZ85gbGxMRkYGs2bNIj09nS+++IKIiAhCQkKIjIzEzc0NZ2dnWrduLe7/559/8sMPP7BlyxZsbW3ZvXs30dHRHDx4kKVLl4rZEklJSZw+fZqcnBysra3p169ugrO7a74Sg9YyhLw87q75qlYD17Vn14pBaxl5xXmsPbv2PxW4ttTS5JaKILWllmYdzOblp6yONWrvTrLvp6P/ijEO74yR6ltfMoITbrPxxzBsZdfQUCsNhgtzH/BjyEGAehO8SqnCEhIStY6joyM//vgjubm5ZGdnc+j/0+6ys7MxMTGhsLCQXbt2Vbj/+++/z9tvv83w4cMpKirCzs6O48ePk56eTnFxMXv27BG9GSWUkdLqaw5VljHx8fE4OTnRtWtX3N3dSUsrTWfcunUrtra2WFpaMmzYMNGuyNvbmxkzZmBvb4+ZmRlBQUEApKWl4ejoiJWVFV26dBGVcPX09Pjoo4+wsbHB1dWVe/fuAaXq2x9//DFOTk6sXbuW69evi/Wjrq6u3LhxQzxe2THKxoNSQa+oqCisrKweU7euyBu1R48e/PTTT6KdTV5eHocOHVISDYN/vU3V1NRUepuWMWjQIHR0dDA2NsbFxYWYmJhnfIeejqI01SmoFbXXFHdy7lSrvb6ywMwEHTXlB586ajIWmFVfa0GilI4OLkz8ehsf7T3ExK+3SUHrS8iqX5Ox4CYaMuVSDaG4iNDQ0Dqa1fNHClwlJCRqHRsbG0aOHImVlRXDhg3DwcEBKBUmsbOzo0+fPnTo0KHSMWbNmoWNjQ2jR4+mWbNmLFu2DBcXFywtLbGxsWHQoGdfFa6PDLZuybKhFrQ01EEGtDTUYdlQCylb4TnwqGXM119/zfTp0wkKCiI+Pp5x48aJ6e2V1XOnpaURHR3N4cOHRTXo3bt34+7ujkKhIDExESsrK6C0htvGxoazZ8/i5OTEZ599Jo6TmZnJ8ePH+eijj5g2bRpjxowhKSkJT09PZsyYUem5LF++HAcHBxQKBT4+PkrbKvJG/fPPP0WFYDU1NQRBoLCwkNDQUCXxpid5m5ahShCqLtAwUR0QVdReUzTXbV6t9vrKsOZG+Ju34lUtTWTAq1qa+Ju3koSZJP7TpGbmoisrULnteXpj1zVSqrCEhESdsHDhQvEmvjwffPDBY20V2cGUv0kfNWqUWI8nkvQ9D74wBV9DMHgVD9dP8aiHXonVRUqrrxketYxZunQp58+fp0+fPgAUFxdj8v/BTmX13IMHD0ZNTY1OnTqJZvO2traMGzeOwsJCBg8eLAauampqjBw5Ujzm0KFDxXHK2gFOnTrFgQMHgFKbhblz5z71ebq6ujJkyBB8fHx45ZVXRG/UslVjAENDQ1Et99KlS1y7dq3axwkJCWHBggXk5OQQERHB8uXLKShQfWNWkzT1+VCpxhVApq1NU58Pa3UeM21mKtW4AmirazPT5nH7mPrOsOZGUqAqIVGOFoY65DxsgJ6K4PV5emPXNVLgKiEhUT9J+h4OzYDC/6/nzLpZ+hpAPqLu5iVRbym/Injnzh1iYmLo3LmzqMYbFxfHzp07gcrrucuvSJbVbzs6OhIZGcmRI0fo378/HTp04NixY4/N4erVq2RmZgKVW9KUzbW8pY0gCFUKDFV5owKi2BqUphMbGhqyadMm7t27R/v27Z847qN0796dfv36cePGDRYtWkSLFi3qxG+4rI717pqvKEpLQ8PEhKY+H9ZqfSv8K8C09uxa7uTcobluc2bazPxP1bdKSEioZo67ORt/vI2tcE0pXVimrvFcvbHrGilwlZCQqJ+Efv5v0FpGYW5puxS4/meojtrvsyoDl1nG9OzZk4MHD9KwYUPu3bsntllaWmJtbc3Jkycfq+du2bLyFfDr16/TsmVLJkyYQHh4OBcuXABKrWeCgoJ455132L17N15eXhgaGj62v729PXv37mX06NHs2rWLN954A0C0tBkxYgQhISFiqq++vj7Z2dkVzsfLy4sxY8YgCAJqaqVVR0lJSRw6dEgcY8SIERgYGLBkyRJ+//13cd+qeJsCtG/fni1btigd99E+tYXBgAG1Hqiqop9ZPylQlZCQeIzSLKreBB6JpE3BNXTVCmigo1fvVIWlGlcJCYn6Sdat6rVLSDwjZZYxcrmczMxMjIyMCAoKYsaMGejo6PDqq68yf/58Tp48iZ2dHWZmZjRr1owzZ85w/fp15s6dS0hICH5+fmLwV1xcjL29PQ4ODjRq1Ai5XE5cXBzNmzenb9++yGQyAgIC6Nq1K2FhYYSEhJCenv7Y3AICAti2bRtyuZzAwEDWrl0LwIQJEzh+/Djdu3fnzJkz4iqtXC5HQ0MDS0tLJXGmlJQUOnbsyJQpU7CxsSEwMBALCwu6dOnCrl27GDBggJiWpq+vz4ABA8TANiIiQrSmApg2bZoYuJqamjJv3jy6d+9O9+7dxfTj/Xcy6HbyAibhCrqdvMD+OxnP+V2TkJCQqB8Mtm7J/k/exf/zj/nM15eF82bXq6AVpMBVQkKivmLwavXaJeo9V69exdramtjYWBwcHLCxscHGxoaTJ08+1jclJUVln4iICJycnBgxYgTt27dn/vz57Nq1ixEjRqCurs6cOXNISkrCw8ODlJQU3n33XS5dusThw4dZu3YtmZmZrFmzhvj4eMzMzPjmm29o3bo1x48f5+jRo1y6dIk2bdpw5MgRCgoKMDExYe3atdy4cYM7d+5w9uxZmjdvzsWLF9m3bx86Ojrcvn2b4OBgSkpKRHGjiIgIunXrJp6PqakpYWFhJCUlERoaymuvvQZAs2bNOH36NDExMdiNmIblJwdpM/8Izl9GMd1/J4mJiTRu3JjU1FRxrOTkZMaMGcORI0dYtGgRYWFhKBQKYmNjuXr1Ko0bN6akpIQPPvigWjdNjRo1IiYmhmnTpnH16lXavDeO2ck3uZVfiADcyi9kdvJNKXiVkJCQ+I8iBa4SEhIvPOVXag4ePMjy5csr7Lt9+3amTZsGrp+C5iPepJo6pe0S/zmSk5MZNmwY27Zto3Pnzvz222+cPXuWffv2qVTYbdq0aYV9EhMTWbt2LefOnSMwMJDLly8TExPD+PHjWbduHVAqpqSvr48gCMyePZuffvqJ5s2b07p1a3x8fJg8eTIjR47E2dkZhUKBpqYmU6dOZeXKlaItTHJyMiYmJtja2gKlgZ2Ghgbjxo2jb9++GBgYIJPJ6NSpE9evX3+m6xOccJsFB85xOzMXAbidmcuCA+cITrjN9u3blQLX1q1b06NHD2JjY3F2dqZJkyZoaGjg6elJZGTkU8/h3XffFf8/deoUy66mkVui7NGcWyKw7Grt2tBISEgtEoIxAAAgAElEQVRISLwYSDWuEhISdYYgCEo1clVh4MCBDBw48Mkdy+pYQz8vTQ82eLU0aJXqW/9z3Lt3j0GDBrF//346d+5MVlYW06ZNQ6FQoK6uLqrflqewsLDCPra2tqI6cNu2bXFzcwPAwsKC8PBwoNTS5sGDB+Tk5LBhwwasra0Z8EiNpJaWFrdu3eKjjz6iqKgIf39/2rRpQ48ePSgqKuLWrVskJCTg5eVFQkIC7du3Z+fOnSxfvpxOnTrRr18/cnNzCQ0N5ezZs+Tm5qKjU/qwZvPmzcydO5eCggIMDQ0JCgri9u3brFmzho4dOxIZGcn169f58ssv6devH+8NeJuC/DxeeftD/j62hcKsv0AmY07yRNLi4nB1daWgoABTU1Nx/vn5+Zw8eRILCws0NDR48803H7uOR44cITc3l/T0dCUhKEDJIgeUxa1kMhm38wtVvp8VtZcnMzOT3bt3M2XKFJXb7e3tVa60S0hISEi8uEgrrhISErXKozVy77//Pt26daNz584sXrxY7PfLL7/QoUMH3njjDdHGA8qtqAI//PADXbp0wdLSEkdHR7FPamoqffv2pd2whcxNext8M8HnvBS0/kcxMDCgVatWnDhxAoA1a9bQrFkzEhMTiYuLU6mkW1mfqviQ+vr6YmxszF9//UXTpk0rXBGdPn0606ZNQ0dHh82bNysFc23btiU3NxcHBweSkpLQ0dERV3Tv3LlDixYtKCkpwdLSkm+++QYDAwMePnzInTt3mDVrFt999x3Z2dm0adOGkSNH4ujoyPXr17l06RIWFhbiZy4iIgK1Jm1BEEgPWUHjNyfSyHYIep17U2jak2bNmuHo6Ehubi7r16/n9u3b5OXlceHCBe7cuUN4eDjfffcd69ato2fPnuL8jxw5wvLly9HW1sbY2JjWrVtz8eJF8vPzycrKIjQ0VOla7Nu3T/y/Z8+etNTSVHnNKmovT2ZmJhs2bHisvbi4GEAKWiUkJCReQqQVVwkJiVonOTmZbdu2sWHDBjIyMjAyMqK4uBhXV1eSkpJo3749EyZMICwsjNdff13Jj7I8n3/+Ob/++istW7YULUAAFAoFCQkJaGlpYW5uzvTp02nVqlVtnZ7EC0aDBg0IDg7G3d0dPT09srKyePXVV1FTU2PHjh1iMFOeqvSpjH/++QcNDQ10dXWxsLDg8OHDZGVloaGhQXZ2tri6mJWVJSoK79ix47F5N23alP/973+sW7eOwsJC/v77b6A0GD927Bjq6upoamqip6eHvr4+9+/fJyEhgeLiYhYtWsSiRYvIyMggMzMTXV1dCgoKePPNN/n111/x8vLC39+fY8eO0bRtF66nKFDXM0LLpD15N84j09CkpZEeyVlZvP3220BpMK2pqcnly5dJSkpi5syZuLi4IAgCxsbGmJubc/bsWfLy8li3bh1hYWG0aNECKPW5HTFiBHK5nHbt2ok2OmXk5+djZ2dHSUkJe/bsIVHPiNnJN5XShXXUZCwwM3ni9Z8/fz5XrlzByspKvD4mJiYoFAouXryInp4eDx48qNZ7KiEhISFRt0grrhISErVOWY0cwPfff4+NjQ3W1tZcuHCBixcvigI17dq1QyaT8d5776kcp1evXnh7e7N161alwMLV1RUDAwO0tbWfS/2fxMuPrq4uhw8fZs2aNZiamrJjxw569OjB5cuXVfqdTpky5Yl9KmPZsmUIgoCDgwMtW7bExsaGQYMGERwczI8//khwcDB2dnb4+voyfPhwrK2tMTY2BkpXa2fPng2AtrY2p0+fJjExkfXr16OpqUnz5s354osv2LlzJzKZjFu3brF8+XLy8/Pp3bs3+vr6AJw6dQqFQsHixYuZOHEi+vr6tGrViqSkJMzNzXFwcCA3N5e4uDhmvPMWMgSgNKAWigvQUFNjjru50nmZmppiY2NT2kcQcHV15dy5c5w/f542bdqI/dzd3cnNzeXy5ctKAeLKlStJTk7m8OHDHDhwAG9vb3Hb1KlTOXPmDLGxsbz++usMa26Ev3krXtXSRAa8qqWJv3krhjU3euL1X758OW3btkWhULBq1SpiYmJYsmQJFy9erNb7KCEhISHx4iAFrhISErVOWRBw7do1/P39CQ0NJSkpiX79+ompkuXr3Spi06ZN+Pn5cfPmTaysrLh//z6gnMqprq4upm/WFF999RUPHz6s0WNIPB3lfT8NDQ2JjY1l5syZJCUlcfr0aZYtWyYGVuX7tmvXTmUfZ2dnDh8+LI5fXr23/LZBgwZx9epVoqKiWLVqFREREUCpN2lSUhIKhQIHB4cK+5VR5g0LsGfPHtF/9cyZM4SGhiKTybC3tyclJYXs7Gyys7Oxs7NDXV2dFStWUFxczJ49e8SMg9atWxMREYGjoyPW1tbk5OTQoEEDPhj0BtpCPsKD++TfukhxSjxOrxvS36IZzZo149ChQ5iamnLmzBlu3LhBz549cXR0ZNeuXQBcvnyZGzduYG5uLh7nwIEDjBkzRvScLaP85yXr0CH+6O1K4e1UrgweQtahQ0p9hzU3Is6+M2kuVsTZd65S0KqK7t27KwXWEhISEhIvH1LgKiEhUWf8888/6OrqYmBgwF9//cXPP/8MQIcOHbh27RpXrlwBSm/YVXHlyhXs7Oz4/PPPMTY25ubNm7U29/I8TeBaldTT6qanSrxcVMWjtLw3bEZGBh988AEAoaGhbNy4kaKiIqKionB0dEQQBNLT0zExMWH16tWsWbMGXV1dFAoFycnJALz22mtkZWXh6Ogophnb2tqiqamJ3+e+NNXX5OEhPzQf3OHM0WDy8vL45JNPOHHiBNevX2fcuHFs374dmUzGlClTKC4uxsLCgpEjR7J9+3alh0bm5ubs2rWL4cOHi59l+PfzknXoEGmLPqUoNZVjbdvSKD2dtEWfPha8Pg+qu2IuISEhIfHiIdW4SkhI1BmWlpZYW1vTuXNnzMzM6NWrF1CaHrllyxb69euHsbExb7zxhrgSVp45c+bwxx9/iCmLlpaWKBSKp57PypUr0dbWZsaMGfj4+JCYmEhYWBihoaFs27YNfX19YmNjyc3NxcPDg88++4yAgABSU1NxcXHB2NiY8PBwjh49yuLFi8nPz6dt27Zs27YNPT09TE1NGTduHEePHmXatGl069aNyZMnc+/ePdTV1fnhhx+4efMmn332mVI93nfffUdAQAAFBQXY2dmxYcMGxo4dy40bN0hPT0cmkzFu3Dh8fHwICAhg06ZNaGho0KlTJ/bu3fvU10Oi5th/J0OpfrPMoxRQWlVUU1Nj06ZNSvtGRETg6+v7mEfq1KlTxZ8nTZrEpEmTHjtuQEAAAQEB4usHDx6Igmllv8N+kwbi//U3CAVZfDHQlBVfbeDdrCxMTU05fvy4mNKsra3Ntm3bmDt3Lj///DOT3n8fp9dfo4ORPlp5hTjb9yTi5CkuXrwo/r7/888/4udF99YttjVrrjQ/IS+Pu2u+wuARBebqoq+vT3Z29jON8V/D2dkZf39/Jf9fCQkJiRcJKXCVkJCoVcqnY0KpSrAq+vbty6VLlx5r9/b2FuviyqsNQ2kwsL69LbdbW3H65AUWmJkopXU+CUdHR7788ktmzJhBXFwc+fn5FBYWEh0djYODA8OHD39MSGrGjBmsXr2a8PBwjI2NSU9Px8/Pj2PHjqGrq8uKFStYvXo1CxcuBEpv9qOjowGws7Nj/vz5DBkyhLy8PEpKSrh58yYxMTFizeDvv//Ovn37OHHiBJqamkyZMoVdu3bx999/k5GRIV7LMnGq5cuXc+3aNbS0tJQEqyReLCrzKK1KOqyBgQFZWVkq25+GMsG0T4bK6eExlfgJDWms0wC3wEyCV0xk8DzV+x04cACFQsHe9V8RvH4NX/4cxgzXXjzMzuHejRR+jwqno4OL2L/85+WegyMIwmNjFqU9u0/rK6+8Qq9evejSpQs6Ojo0a9bsmceUkJCQkKhbpMBVQkKiXlDVFazK6Nq1K/Hx8WRnZ6OlpYWNjQ1xcXFERUUREBDA999/z5YtWygqKiItLY2LFy+Kq16jR4/m7t273Lt3j4yMDHr16sW5c+cwMio9du/evbl16xZ9+vQB4Pjx4ygUCoYMGcK9e/cYNWoU9+/fp2XLlhQXF6Ovr09KSgq9e/dGJpNha2vL3bt3KSgooGnTpujp6XH37l2mT59OZmYmv//+O3l5eairq+Pp6cngwYMZPHjw877MKhk/fjyzZs2iU6dONXaMr776iokTJ9KwYcMaO0ZtUhWP0kcf8pRHJpPx999/07hxYwDCw8MxMzPDx8fnqd6PMsG0kPdH4NxanSa6pZVEnhaaRF7NZXDo5yr3i46O5t133+XkD7vQUZdh1uQVbmZkoaWpgVBSQtTenUqBa3k0TEwoSk1V2f482L17d4Xb6puicE5ODiNGjODWrVuiorSxsTGzZ8+mqKgIW1tbNm7ciJaWFp9//jmHDh0iNzcXe3t7Nm/erKQpUFJSwtixY2nVqhV+fn51eFYSEhISykg1rhISEvWCylawqoqmpiampqZs27YNe3t7HBwcCA8P58qVK+jo6FQoJAWlKZjx8fGsXr0adXV1QkNDKSkp4euvv+bevXuiqE5Z4CWUW2n67LPP6N27N2fPnsXBwYH8/HyleXl5eaFQKJg1axbTpk3D19cXLS0tVq1ahbOzM/fu3UMul3P+/HlRdCc+Pp6uXbvWuDAVwP/+978aDVqh/glgPYtHKZRaPr322mviCuvgwYPx8fFBLpc/1ftRVgMq5NxX3SHrlsrmst/j7PvpSu3qMhmCIIjt5T8rZTT1+RCZtrZSm0xbm6Y+H1Zr7lWhTATq946d+KO3a43U0dYlv/zyCy1atCAxMZHz58/Tt29fvL292bdvH+fOnaOoqIiNGzcCMG3aNGJjYzl//jy5ublKWSlFRUV4enrSvn17KWiVkJB44ZACVwkJiXpBVVawqoKjoyP+/v44Ojri4ODApk2bsLKyqlBICkrr6davX4+lpSWLFy8mOzubsLAw1NXVeeutt7h8+fJjx9HT00NLS4vg4GCio6MZMmQIDx8+pHv37mhq/hu86OrqEhQUxN27dwHIzc3l+vXr5OXlIQgCw4YN480332Tfvn106dJF9PZcuXIlmZmZz3VlKSUlhQ4dOuDl5YVcLsfDw4OHDx/i7OxMXFyceF7z5s2ja9euvPnmm8TExODs7IyZmRkHDx4ESkWn5syZg62tLXK5nM2bNwOltZvOzs54eHjQoUMHPD09EQRBqY7YxaV09W7Pnj1YWFjQpUsX5s2rII/1BWaBmQk6asrK2TpqMnrGHUcul2Npacno0aO5fv06rq6uyOVyXF1duXHjBidPnuTgwYOsX7+eHTt2MHr0aBITE8Xfs/LvxwcffEC3bt3o3LkzixcvfuK87Dq+yvHrRaQ/LKG4RGDP+UKcWquDwasq+zs6OrJv3z50GxvxIC+fq/cyaGVkQGNdHf765wHaho3JysoiNDRU3Kes/tRgwABMvvgcjRYtQCZDo0ULTL74/JnrWx+lvAgUgkBRamqNiUDVFRYWFhw7dox58+YRFRVFSkoKbdq0oX379kDpw6/IyEigdHXezs4OCwsLwsLClFSfJ02aRJcuXcTSBgkJCYkXCSlwlZCQqBc86wpWGQ4ODqSlpdGzZ0+aNWuGtrY2Dg4OSkJS48aNE4WkAFxcXNi6dSuGhoZcuHABCwsLFi1aRElJCb169RJrdWUyGSUlJUDpClSHDh0ICAggOTmZ4cOHc+fOHaW5aGho0KBBA/z8/HBzc8Pf35/AwEDS0tJ4+PAhvr6+WFpasmDBAjZu3EhCQgJaWlqsWbMGa2trfHx8MDQ0rNb5P4nk5GQmTpxIUlISjRo1YsOGDUrbc3JycHZ2Jj4+Hn19fT755BN+++03fvzxRz799FMAvvnmGwwMDIiNjSU2NpatW7dy7do1ABISEvjqq6+4ePEiV69e5cSJE8yYMYMWLVoQHh5OeHg4qampzJs3j7CwMBQKBbGxsQQHBz/X86xpVHmUziSHo1+vJSwsjMTERNauXcu0adMYM2YMSUlJeHp6MmPGDOzt7Rk4cCCrVq1CoVDQtm3bCo+zZMkS4uLiSEpK4vjx4yQlJVU6L5MhX7DMTR+XHQ+x3JSDjYk6gywageunKvsPGTIEuVzOl79Gsjkyhv7yDjTS0cawoQ7Wpq/i/1M4np6eWFtbi/tMnDiRt956CxcXFwwGDKBdWCgdf79Iu7DQ5x60Atxd8xXCIyu+ZSJQ9YX27dsTHx+PhYUFCxYsICQkRGW/vLw8pkyZQlBQEOfOnWPChAlKq+H29vaEh4erXCGXkJCQqGukGlcJCYl6wQIzE6UaVyhdwVpgVr16OVdXVwoL/12lLb9aWpGQlKurK9euXePQoUNcunSJ5ORkfvnlF/r3768UKDg5OYkKrvv376dhw4aEhYUxdepUXnvtNczMzPjzzz/F4zdr1oy7d+/y5ptvMnjwYJycnOjbty89evTAyMiIlStX8uabb2Jubs7w4cPJz8+nUaNGeHh44OvrW63zriqtWrUSg/b33ntPSaEWoEGDBvTt2xcoXQXS0tJCU1MTCwsLUlJSADh69ChJSUkEBQUBkJWVxR9//EGDBg3o3r07r75aurpnZWVFSkqKmGZdRmxsLM7OzjRp0gQAT09PIiMja62m93kxrLmRUv31unXr8PDwEFV7jYyMOHXqlChCNnr0aObOnVutY1RWl12GUi2tfASjPoFRPT8vTQ82eLU0aJWPICVlhLhP2Uq+TCZj1apVrFq1it+jwonau5Ps++nov2LM+k0f0dHBhSNXj7D27FpW56xmd9BuZvabyaXpjwuv1RQViT09DxGoF4XU1FSMjIx477330NPTY9OmTaSkpPDnn3/y+uuvExgYiJOTkxiQGhsb8+DBA4KCgvDw8BDHef/994mMjGT48OH8+OOPaGhIt4kSEhIvDtI3koSERL2gLABYdjWN2/mFtNTSZIGZSZWFmZ6Fvn37smnTJuRyOebm5vTo0UNlv8WLF/P++++zdOlS7OzslNrfffdd9u3bh5OTEyYmJujr66Opqcmnn36KnZ0dbdq0oUOHDo+NaWhoyIQJE7CwsED3FRPuar/KV8cu85t2GHPczRls3fK5nmt5ERdVrzU1NcU2NTU10ddTTU1NrLcVBIF169bh7u6utG9ERISSD6i6urrKGl1BhRJtfUAQhMeu56M8aXt5rl27hr+/P7GxsTRu3Bhvb++qraTJR5T+qyYdHVweE2I6cvUIvid9ySsuPW5aThq+J30B6GfWr9rHeBpqWgTqReDcuXPMmTMHNTU1NDU12bhxI1lZWQwfPlwUZ5o8eTJaWlri94WpqSm2traPjTVr1iyysrIYPXo0u3btQk2t/ibnbd++HTc3N1q0aFHXU5GQkKgCUuAqISFRLyjzIIyzr30PQi0tLaWa1zIerS91cHBQWe9qYGDAr7/+ioaGBqdOnSI8PFwM4GbMmMGMGTMe26f86q+fnx/dhn3AggPnaFhYTEPgdmYuCw6cA3iuweuNGzc4deoUPXv2ZM+ePbzxxhscqmatoLu7Oxs3bqR3795oampy+fJlWrasfI5ldZHGxsbY2dkxc+ZM0tPTady4MXv27GH69OnPclovBK6urgwZMgQfHx9eeeUVMjIysLe3Z+/evWIQUbb6XBWfUlV12c7OzrVwJv+y9uxaMWgtI684j7Vn19Za4NrU50PSFn2qlC5cUyJQdYW7u/tjD4KgNPX+Ufz8/B4TXspJuMuevispDsol7VgMcwdPRde6aY3N93lQVFSktCL86OtH2b59O3Fxcaxfv55NmzbRsGFDtm/fTpcuXaocuGZmZrJ7926mTJnyzPOXkJCoPlLgKiEhIVHH3LhxgxEjRlBSUkKDBg3YunVrlfctS89cp+NOroa+0rbcwmJW/Zr8XAPXjh07smPHDiZNmkS7du344IMPqh24jh8/npSUFGxsbBAEgSZNmjyxRrWsLtLExITw8HCWLVuGi4sLgiDw9ttvM2jQoGc5redCREQEDRo0wN7e/qn279y5MwsXLsTJyQl1dXWsra0JCAhg3LhxrFq1iiZNmrBt2zYA3nnnHSZMmEBAQICYcl0emUymVJdtZmamVJddW9zJuVOt9pqgrG727pqvKEpLQ8PEhKY+H9ZIPe3LSE7CXTIP/IFQWFp/X5yZT+aBPwBqLXjduXMn/v7+yGQy5HI5fn5+jBs3jnv37om/96+99hre3t4YGRmRkJCAjY0N+vr6pKamkpKSgrGxMYGBgcyfP5+IiAjy8/OZOnUqkyZNAuCnn34iNDSUqKgo3nrrLbp160ZcXByenp7o6Ohw6tQpdHR0Kp1nZmYmGzZskAJXCYk6QvYip1x169ZNKFNGlJCQeLF59MZDXV2d/v37i/VTenp64grkypUrCQwMRE1Njbfeeovly5eLK6bdunUjPT2dbt26kZKSwvbt2wkODqa4uJjz58/z0UcfUVBQQGBgIFpaWvz0008YGRnh7OyMlZUVMTEx/PPPP3z77bd07969Li9JjfN7VDhHt6ynqCCfdaaTQUUaqQy4tvz5rGylpKTQv3//Cr1Fa4u0OyFcveJPXn4a2lommLWdjUnzug9cfX190dPTY/bs2XU6DwsLCw4ePEibNm3qdB4AbkFupOU8XktqomvCUY+jVRqjur93Bw8e5OLFi8yfP7/C9+RF+V1+EUhbHkNxZv5j7eqGWpjMr/nv0AsXLjB06FBOnDiBsbExGRkZeHl54eHhgZeXF99++y0HDx4kODgYb29v0tPTCQkJQV1dHV9fXw4dOiT6CSckJJCbm4ufnx9eXl6Ym5sjk8lE3+vBgwezefNm5s2bR5MmTTh8+DDZ2dls3rz5sb89Fy5cYOzYsRQUFFBSUsL+/ftZtGgRISEhmJub06dPH1atWlXj10dCor4jk8niBUGoUrpc/S1ckJCQqDUuXLjAkiVLlNRQK+Lnn38mODiYM2fOkJiYWCWxmfPnz7N7925iYmJYuHAhDRs2JCEhgZ49e7Jz506xX05ODidPnmTDhg2MGzfuuZzbi0zU3p0UFZTecOoXqba9aWFY+QrCy0banRAuXVpIXn4qIJCXn8qlSwtJu6NaRbWqVGT1Ex8fj5OTE127dsXd3Z20/xf0CQgIoFOnTsjlct555x1SUlLYtGkTa9aswcrKiqioKJVWNjVNnz59sLCwoE2bNi+Ed+lMm5loqyt7tWqrazPTZmaNHXPgwIHMnz+/xsavb6gKWitrf96EhYWpFCUbNWoUUCpKFh0dLfYfPnw46urq4uuBAweio6PDt99+i62tLQYGBsycORMbGxtu3brFihUrcHV1FXUDgCeurAJs2rSJmTNnolAoiIuL49VXX2X58uW0bdsWhUIhBa0SEnWAFLhKSEg8M6puPCri2LFjjB07loYNGz6xbxkuLi7o6+vTpEkTDAwMGPD/KX7llWoB3n33XaDUW/Kff/4hMzPzaU+p2ujp6VW6vSzFrIyUlBR27979TMfMvp8u/tzz79NolCh71upoqjPH3fyZjlEeJfXZOuLqFX9KSnKV2kpKcrl6xf+Zx37U6ufrr79m+vTpBAUFER8fz7hx40R/y+XLl5OQkEBSUhKbNm3C1NSUyZMn4+Pjg0KhwMHBQaWVTU3z22+/sXv37hfGu7SfWT987X0x0TVBhgwTXRN87X2rXd9aVFT02EMFU1NT0tNLPwNxcXFi/e727duZNm3aY2PEx8djaWlJz549+frrr5/53OoL6oZa1Wp/3lRXlExXV1dpW9nrgIAAfvvtN4qLi2nQoAGjR49m1KhRjBgxAjU1NZVCVJXRs2dPli5dyooVK7h+/XqVgl0JCYmaRQpcJSQknhlVNx4aGhqiZ6kgCBQUFFTY99H+jyqfllearUipFp6seFuX1ETgqv+Ksfizec6f9E6PQL8wGwSBloY6LBtq8dxVheuavHzVFiYVtVeHR61+fv31V86fP0+fPn2wsrLCz8+PW7duASCXy/H09OS7776rUBCmslWjmuZF8i7tZ9aPox5HSfJK4qjH0acSZXqSf3BVGDt2LAEBAZw6dara+76sqFLlfpRG7qbINJVvB2WaajRyN62hWSnj6urK999/z/379wGURMkAJVGyioiIiODYsWMsWbIEuVyOpaUlHTp0IDs7m5ycHNzc3Dh9+rRoNZabW/rwS19fH0EQVP7tGTVqFAcPHkRHRwd3d3fCwsKe+7lLSEhUDylwlZCQeGZU3XiYmpoSHx8PQEhIiHjD4ObmxrfffsvDhw/FvoBSf1ViM1Vh3759AERHR2NgYICBgcHTn9QzsGrVKmxtbZHL5SxevBiA+fPnc+XKFaysrJgzZw7z588nKioKKysr1qxZ89gqUf/+/YmIiADgl19+wcbGBktLS1xdXcU+Du+MQaPBv0G9ec6fjL/7Az/31+XE/N71LmgF0NZSbWFSUXt1ePRBh76+Pp07d0ahUKBQKDh37hxHj5bWZR45coSpU6cSHx9P165dqxQg1OaDlPrmXfroQ4XqPgTIysoiMzMTJycnoPRBQm1Sloo+fvx4unTpgqenJ8eOHaNXr160a9eOmJgYYmJisLe3x9raGnt7e5KTkwEoLi5m9uzZWFhYIJfLWbduHUCFaezOzs58/PHHODk5VVq2UYaudVMMh7YTV1jVDbUwHNqu1oSZyouSWVpaMmvWLAICAti2bRtyuZzAwMAnnkdWVhaNGzdmypQpNGvWjOjoaKZPn87PP//M3bt3cXV1RRAEfvjhB6ysrDh58iQA3t7eXL16lWHDhpGbm6v0t+fq1auYmZkxY8YMBg4cSFJSUpXUvCUkJGoOSVVYQkLimVGlhrpixQoGDRpE9+7dcXV1FdO5+vbti0KhoFu3bjRo0IC333vin5EAACAASURBVH6bpUuXMnv2bEaMGEFgYCC9e/d+qnk0btwYe3t7UZypLjh69Ch//PEHMTExCILAwIEDiYyMZPny5Zw/fx6FQgGUrhD4+/tz+PBhQNnepjz37t1jwoQJREZG0qZNGzHQB0TPzKi9O8m+n47+K8Y4vDPmMS/N+oRZ29lcurRQKV1YTU0Hs7bPLoj0qNVPjx492Lp1q9hWWFjI5cuX6dixIzdv3sTFxYU33niD3bt38+DBA/T19fnnn3/E8SqysqkN6pt3qapsisqyNB6lKumoNc2ff/7JDz/8wJYtW7C1tWX37t1ER0dz8OBBli5dys6dO4mMjERDQ4Njx47x8ccfs3//frZs2cK1a9dISEhAQ0ODjIwMCgsLmT59OiEhIezatQsjIyMWLlwofu9lZmZy/PjxKs9N17ppndrfeHl54eXlpdSmaoXz0e9JX19fAPLz89m0aRNWVlaYm5vj6OiIr68v165dw93dHRMTEwYNGkTx/7F37wE13/8Dx5+ni9S6kJiMib6SdU+5pZT2rdlUc4nNtRnG3PtlmKHZ2EYbYmNmSmaGRZa5fbtNLHRVIVnksmJoUiRdzu+Ps846OlF0od6Pf3Le53N5fw46n9fn/X6/XmVlrFu3Dn9/fyQSCcOGDcPMzIwRI0bg6uqq8N2zY8cOfvjhB9TV1Wnfvj2LFy9GX18fBwcHzM3NGTRokFjnKggNTASugiDUCWU3HsePH5f/+bPPPpP/ef78+VWSp5iampKamip/XVFn0MfHBx8fH3l75TWtFe+FXsujcPnXBBeX8JLHGD7uakiv9o9fO1sfDh8+zOHDh7GxsQFktVzPnz/Pyy+//ETHO378OE5OTvIMsQ+vCe7h6NKkA9WHVWQPro+swg+X+pkxYwbu7u7MnDmT/Px8SktLmT17NiYmJowZM4b8/HykUilz5syhVatWeHh4MHz4cPbu3cvatWurLWXTEJpa7VJl9YMLCgpITExk0KBBhIaGPnL/Vq1aoaenx9GjR+nfvz/btm1roJ7/q0uXLlhYWACyh32urq5IJBL5Wv38/HzGjx/P+fPnkUgk8lkqERERTJkyRT4lXV9fn/T0dPk09jNnzmBsbEynTp3k5xo5cmSDX19jqq6WtrOzM++8845C293kv7h8+AxmrYzJLTlJJ3cjpd89CxYsYMGCBZC6EyKXQmBX0OvIj/MXg+XTLfMQBOHJiMBVEITnWui1PPzOXaGoXFba62pxCX7nrgAwrBGCV6lUyoIFC+S1AytUDriVqTx6BP+OID0LI0XPGsP2XvVS/kZFRYUNGzYotFlbW3PkyJEq2yqbqmpiYqJwAwzKR40awtPULn399df58ccfadWqVX13s8aU1Q/u1asX7777LsuXL6d3796PPUZQUBATJkxAS0sLd3f3Bui1oset1V+0aBEuLi7s2bOH7OxsebKpyr8D7t69y4gRI/jjjz8oLS1lyJAhnDlzBjU1NXmgm5eXx4wZM1BTU8PY2JigoCC0tbVJTEzE19eXwsJCDAwMCA4OxtDQsFmVErub/BcLZ35AUnYac7zHPb5mbepOCJ8JJf/M8Mi/InsNYDmigXotCEIFscZVEJ5AdVkrHyUhIaFBsoo2N59dyJUHrRWKyqV8dqFx1vK5u7uzefNmec3aP//8k7/++qvK2qiHXxsZGZGSkkJ5eTlXrlzh5MmTgCyz5W+//cbFixcBFKYKC8+mZ6EMDciC125RkfQ4e4ZuUZE1CloB9u/f/0wFrUZGRpw5c4YNGzaQmppKaGgoWlpaODo6kpmZSWxsLAEBAfI14T4+Pqxbtw6QTSX18/PjbGw0iZvXMa7Hy7xja8pI1wGNniH7Yfn5+bz0kmxdeuUpsW5ubmzYsIHS0lIOHjxImzZtSEtLo0OHDvTr148OHTpw+PBh1q1bx82bN7l8+TJff/01SUlJ2NnZ8dVXX8mnFivLkA3Np5TYnUPZ+Dm8y75xG2mtKcuBIC0p586hbOU7RC79N2itUFIkaxcEocGJEVdBaAClpaXY2dlhZ1ej+spCLfxZXFKr9vrm5ubG2bNn6du3LyArk/PDDz9gbGyssDZq+fLlqKmpYWVlhY+PD7Nnz5ZPJTQ3N8fW1haAtm3bsnHjRoYOHUp5eTnt2rXjf//7X6NcW1NWV6V+KsrQVEzRrShDA/+OgmZnZ/Paa6/Rv39/jh8/jpWVFe+88w5Llizhr7/+kk9jnT17NkVFRWhqahIUFET37t1xdHRk7dq1WFtbA+Dg4MD69evp2LEjEyZM4MKFC2hpabFx40YsLS3x9/fn8uXLXLhwgcuXLzN79mz5A7Q333yTK1eucP/+fWbNmsXkyZPln0VCQgKampqMGDGCq1evUlZWxqJFi57LKahnY6M5vHGdvOZxwc0bHN4oC2yfpWn2H3zwAePHj+err75SWGs5ceJEMjMzsbS0pLy8nBs3brBo0SI+/PBDPvnkE3JycnB2dsbPzw9DQ0Pu3r3Lu+++i5aWFg8ePKBv376cO3dOPrUYZAmfDCutd1ZWSuxZenhRV2pdszb/au3aBUGoVxKpVPr4rRqJnZ2dNCEhobG7ITQjISEhBAQEIJFIsLS05KuvvmLKlClcvnwZgNWrV+Pg4EBwcDAJCQmsW7eOGzduKN3G39+fnJwcsrOzMTAwYPLkyQrJeIS6Yff7aa4qCVI7aqiT0M+sEXokNGfnB7pSmpPDq1l/sKuzEa3/WZeo1qED3aIiAVng+p///Ifk5GTMzMywt7fHysqK77//nl9++YWgoCBCQkLQ0tKSJ+pZv349oaGhbNmyheTkZFavXk1mZiajRo0iISGBGTNmYGBgwJIlS4iKisLX15eUlBT8/f05fPgw0dHRFBQU0L17d65du4a6ujp5eXno6+tTVFSEvb09v/32G23atJEHrr/99hsHDx7ku+++A2Qjgo2VqftpbJz2DgU3b1Rp1zFoy+SvG27dcV3Jy8tj//79bNiwQZ6lPWHLRxgkrSb85EV+PKfG9uDvFKaypqWlMXnyZKWlgJydnVmyZAkuLrIg/uWXXyYtLe25/Lt+nNzPTyoNUlVbaWA4X8n06FXmsunBD9PrBHOerRF7QXheSSSSRKlUWqORHTFVWBD+cfr0aZYtW0ZUVBSnTp1izZo1zJo1izlz5hAfH09oaCgTJ06sst+jtklMTGTv3r1PXa9TqN6CroZoqiiuAdVUkbCg6/OZPVVB6k7ZjZN/K9nP1J2N3SPhMWpahqZidF1FRaXaRD3e3t6Ym5szZ84cTp8+DYC3tzf79u2jpKSEzZs3yxOXHT16VF7iZeDAgdy6dYv8/HwA3njjDTQ0NDAwMKBdu3Zcv34dgMDAQKysrOjTpw9Xrlzh/PnzCn20sLAgIiKCefPmERsb+9wGMgW3btaq/VmWk5ODlpYWY8aMwc/Pj6SkJHTUyyn4ZQHkX6FPRxWOZRXwR/D7kLqTe/fukZmZSffu3blx44Y8cC0pKZH/m4Jnp5RYfat1zVrXxaCuqdimrilrFwShwYmpwoLwj6ioKIYPH46BgQEgy9wYERHBmTNn5NvcuXOnSg23R23j6emJpuZDX3pCnapIwPTZhVz+LC7hJQ11FnQ1bJTETHVKJAWR++STT9i2bRudOnXCwMCAnj17sm/fPgICArCzs+PmzZvY2dmRnZ1NdnY2Y8eO5e7duwCsW7eOfv36AbBixQq2bt2KiooKgwYN4vPPP+e7775j48aNPHjwgP/85z9s3boVLS0tfHx80NTUJCMjg0uXLhEUFMSWLVuIi4ujd+/e8jWI27dvZ/ny5UilUt544w0m1rAMzZMm6tHS0uK///0ve/fuZefOnVTMSlI2e6oioU/lc6mqqlJaWkpMTAwRERHExcWhpaWFs7NzlZIyJiYmJCYmsn//fhYsWICbmxuLFz9/N+w6bQyUj7i2MWiE3jydtLQ05s6di4qKCurq6qxfv5645R4M2pKHoY6E6PEvEPymJm/v+Jvin8aBgQmffvopJiYm/Pzzz1UyZJuZyWalPAulxBpCRQKmO4eyKbtdjGorDXTdjaovBVTxuzZyqWx6sF5HWdDazH4HC8KzQgSugvAPZdlby8vLiYuLe2Tw+ahtKmqXNmcTJ07E19eXV155Ren7/v7+aGtr4+enWIfTx8eHwYMHM3z48MeeY1h7/ec/UH3Yo5KCNKObpoSEBEJDQxk2bBiampps2bKFnj17Vrt9xRrgli1bcv78ed5++20SEhI4cOAAYWFhnDhxAi0tLXmSq6FDhzJp0iQAPvroI77//ntmzJgBwN9//01UVBS//PILHh4eHDt2jE2bNmFvb09KSgrt2rVj3rx5JCYm0rp1a9zc3LDs25eev+5X6NOTlKGpLlEPyP5PeXh44OjoKC+P5OTkxLZt21i0aBExMTEYGBigq6v7yOO3bt0aLS0tMjIyFEpXVcjJyUFfX58xY8agra1dba3hZ53jW+MU1rgCqLXQwPGtcY3Yqyfj7u5eJSOynWURMyy15a8HdlEjfpI2IAH/f7NcK8uQnXniGtcu5lPW5mXec15JXy9jTHq1r9draGy1rllrOaJZ/c4VhGeZmCosCP9wdXVl586d3Lp1C5CtI3Jzc5NnpwRISUmpsl9NtmnONm3aVG3QKjyCSAoCyKYuenl5oa6uTsuWLfGolBm3tLS0yvYlJSVMmjQJCwsLvL295bMhIiIieOedd9DS0gL+rYc7evRoevTogYWFBdu2bVOYPunh4SGfvvviiy8qTO3Nzs4mPj4eZ2dn2rZti5qaGqNHjyaxqAjDT5YiUVMDiQS1Dh0w/GRpjTP6Vvjggw9YsGABDg4OlJWVKbzXs2dPdHV1FepT+vv7k5CQgKWlJfPnz2fLli2PPP5rr71GaWkplpaWLFq0iD59+lTZJi0tjV69emFtbc2yZcv46KOPanUNz4oeji64TZ6OjkFbkEjQMWiL2+Tpz1Ripqei17F27f/IPHGN6G0ZlJXIRusL84qJ3pZB5olrdd1DQRCEOiFGXAXhH2ZmZixcuJABAwagqqqKjY0NgYGBTJs2DUtLS0pLS3FycqpS57Em2zQHFZlSe/fuTXJyMiYmJoSEhPD666/Lp3QePHiQDz/8kLKyMgwMDIiMjFQ4xnfffcfu3bvZvXt3I13FM0SvYzVJQR59M9qULFu2jDVr1qCtrU3v3r3p2bMnO3fupHv37pw6dYrt27djbGzMuHHjyM3Nxd7eXh5kBgYGyrPy2tjY4ODgQH5+vjxramlpKevXr+fYsWMsWbIEPz8/goOD5SVVAIXpuw9P7S0tLUVNTflXqJ6HB2ovvohJ3O/ypQeVPZzBuPJIZuX3MjMz5e2ffPKJ/M85OTmUl5fj5uYmb9PX12fv3r1VzuXv76/wuvJ5Dxw4oLT/q/ccw2tTKjm3S+kwajVz3bvzps1LSrd9XvRwdGk6gerDXBcrLiuAGq3DjNubRemDcmZ7fiVvK31QTtzeLEx6N+1RV0EQnk9ixFUQKhk/fjzp6emcOnWK4OBgDAwM2LFjB6mpqfI6gqBYJ7C6bSrqB1ZwdnZu8hmFz507x+TJk0lNTUVXV5dvvvlG/t6NGzeYNGkSoaGhnDp1il27dinsu27dOsLDwwkLCxPrgqHZJwVJTEzkp59+IjQ0FB0dHU6cOEFxcTF5eXkUFRUxbNgwTE1NmTVrFt26dcPQ0JDQ0FDCwsJo06YNb731Frn/JESaPXs2t2/fZuHChWRkZNCrVy+ioqKwtrampKSE1q1bU1JSgr+/P2FhYVhaWsrXjoaHh/Pmm2+SlZXFq6++Kk9sBNC7d29+++03bt68SVlZGdu3b2fAgAH1+rmEhITQu3dvli1bhopK3X+FhyX/yYLdafx5uwgp8OftIhbsTiMs+c86P5dQRyxHgEegLNMtEtlPj8DHTm8tzFNeAqa6dqFpuX37tvw7OiYmhsGDByvdbuLEiQp5PB7m7+9PQEBAvfRREB4mRlwFoZ6kpqYSGRkpLyHh6uqKpaVlY3erXnXq1AkHBwcAxowZQ2BgoPy948eP4+TkRJcuXYB/p2oCbN26lY4dOxIWFoa6unrDdvpZ1cyTgsTGxjJkyBAcHR0ZMmQIgYGBbNmyBR0dHRwcHHj33XcZMWIEZ8+eRV9fn7///htPT095wpq7d++iq6tLixYtsLe3x8PDgxdeeIGgoCC2bt3KxYsX+d///oe1tTULFiwgKCiI/Px83nzzTYKDgxk1ahQA/fv3Z8+ePXh4ePDWW2+xYsUKeR8NDQ357LPPcHFxQSqV8vrrr+Pl5VWvn8u4ceMYN67+1mauPHSOohLFqclFJWWsPHTuuR91bdKeYB2mtr6G0iBVW19DydZCU1MRuL7//vuP3G7Tpk0N1CNBeDwRuApCPUhNTSU8PJySEll90fz8fMLDwwGadPD6cHKryq+VJb+qYG5uTkpKClevXpUHtgLNPilIxb8XPz8/7ty5g4GBAZ999hlWVlaYmpqSmpqKgYEB2dnZCqP0mZmZuLu74+LiQosWLXBzc+ODDz4gJSUFY2Njrl27RlpaGiEhIZiamuLn58ebb75Jz549UVVVZffu3QQHB9OiRQvS0tL4v//7PyQSCStXrqRLly4cPHhQfq5Ro0YxatQo8sPD+WvVas72eAU1Q0NOrV2LnpJpws+6nNtFtWoXnl99vYyJ3pZB6YNyeZtaCxX6ehk3Yq+EhjJ//nyysrKwtrZGXV2dF154geHDh5Oenk7Pnj354YcfkEgkODs7P9Fyn5ycHKZNm8aNGzfQ0tLiu+++w9TUFB8fH3R1dUlISODatWusWLGiRkkYBQHEVGFBqBeRkZHyoLVCSUlJlV/yTc3ly5fldQK3b99O//795e/17duX3377jYsXLwLIs7oC2NjY8O233+Lp6UmOklIiQvPj5OTEnj17KCoq4p133uHrr79m9erVtG3bFlNTU/l2ypKjVZT+GDhwIOnp6ejo6LB48WJWr15NWloas2bNwtramqSkJPl+ampqnDx5kmHDhhEWFsZrr70GwIwZM5g+fTppaWl8++23VUrGAOSHh5O7aLGsDI5USmlODrmLFpP/z8Oq50mHVsqn6VfXLjy/THq3x2W0qXyEVVtfA5fRpmJ9azPx+eefY2xsTEpKCitXriQ5OZnVq1dz5swZLly4wLFjxxS2r+1yn8mTJ7N27VoSExMJCAhQGNnNzc3l6NGj7Nu3j/nz5zfI9QpNgwhcBaEe5Ofn16q9qejRowdbtmzB0tKSvLw8pk6dKn+vbdu2bNy4kaFDh2JlZcXIkSMV9u3fvz8BAQG88cYb3Lx5s6G7LjxjbG1tGTlyJNbW1uTn5zN69Gg++OADXn75ZYXtAgMD5dl0X3nlFTZs2EBOTg6bNm3i888/5+rVqxQUFKChoUF6ejoWFhZ88cUXnDlzhlmzZsmPU1hYSH5+Pq+//jqrV6+WZwevXJamuky9f61ajfShgFZ6/z5/rVpdlx9Jg5jr3h1NdVWFNk11Vea6d692n9WrV3Pv3r1an2vx4sVERETUer+G5uPjw88//9zY3agXJr3bM365A9M2DGT8cgcRtDZjvXr1omPHjqioqGBtbU12drbC+49b7nPgwAFCQ0PR0NCgsLCQ33//HW9vb6ytrXnvvffkOQcA3nzzTVRUVHjllVcU8gYIwuM89VRhiUTSCQgB2gPlwEapVLrmoW2cgb3AxX+adkul0qVPe25BeFbp6ekpDVL19PQaoTcNR0VFpUpG5cpZWgcNGsSgQYMU3q/IehqW/Ccrk9W57f4pXptSmTtrmVhT18wtXLiQhQsXKrQ9XO+3IjlaZYcOHeLYsWOoqanRtm1b1q9fT1hYGF988QVGRkb06dOHzp07K0xLLygowMvLi/v37yOVSlm1ahUg+/fp7e3NSy+9RJ8+feQzBiorrXRDVpP2Z1nF/7mVh86Rc7uIDq00H5tVePXq1YwZM0ZeaqiysrIyVFVVlewFS5eK2wBBeFZUzpyuqqpapdxYbZb7lJeX06pVq2rLA1Y+l1QqrYPeC81FXaxxLQX+TyqVJkkkEh0gUSKR/E8qlT6cgixWKpUqT1kmVOHv74+2tjZ37tzBycmJV199tbG7JNSCq6urwhpXAHV1dVxdXRuxV8+uikymFUlhKjKZAiJ4FWrN3d0dd3d3+eu7yX/xkrYnU4a7o9pKA113I16waQcolqI5efJklWN5eXk9NuGSmqGhbJqwkvbn0Zs2L1X7/+7u3buMGDGCq1evUlZWhre3Nzk5Obi4uGBgYEB0dDTa2tr4+vpy6NAhvvzyS6KioggPD6eoqIh+/frx7bffIpFI8PHxYfDgwQwfPhwjIyPGjx8v/725a9cuhSnhDeWTTz5h27ZtdOrUCQMDA3r27Knw/tKlS6tcS25uLq+//rp8m7S0NC5cuICWlhZTpkzh8uXLgCzAr0heJwiNTUdHh4KCghpv37dvX6ZNm8bFixfp0qULeXl58lFXGxsbpk6diqenJ4cOHaJDhw506dKFXbt24e3tjVQqJTU1FSsrq/q6HKGZeOqpwlKpNFcqlSb98+cC4Cwg7jTryNKlS0XQ+hyytLTEw8NDPsKqp6eHh4dHk07M9HBtytp4VCZTQXgad5P/4vbu85TdlmVPLbtdzO3d57mb/Nfjd07dCavMwb+V7GfqTqWbtZszG0nLlgptkpYtaTdn9lP3/1lz8OBBOnTowKlTp0hPT2f27Nl06NCB6OhooqOjAVlwa25uzokTJ+jfvz/Tp08nPj6e9PR0ioqKqi0LZmBgQFJSElOnTm2U8hoJCQmEhoaSnJzM7t275SWRKlN2LR06dCAlJYWUlBQmTZrEsGHD6Ny5M7NmzWLOnDnEx8cTGhrKxIkTG/yaBKE6bdq0wcHBAXNzc+bOnfvY7Wu73Gfbtm18//33WFlZYWZmprTOtCDUVp1mFZZIJEaADXBCydt9JRLJKSAH8JNKpaerOcZkYDJQZS1TU7ds2TJCQkLo1KkTbdu2pWfPngpPpOPj45k1axZ3795FQ0ODyMhItLS0mD9/PjExMRQXFzNt2jTee++9xr4UAVnw2pQD1bokMpkK9eXOoWykJeUKbdKScu4cypaPuiqVuhPCZ0LJP/8G86/IXkOVTM96Hh6AbK1raW4uaoaGtJszW97elFhYWODn58e8efMYPHgwjo6OVbZRVVVl2LBh8tfR0dGsWLGCe/fukZeXh5mZGR5KPpuhQ4cC0LNnT3bv3l1/F1GNo0eP4uXlJc9QrayPj7qWY8eOsWnTJmJjYwGIiIhQqH95584dCgoK0NHRaYCrEYTH+/HHH5W2V054V9PlPqA428XAwEAhA3uFyrNcQJZfQBBqqs4CV4lEog2EArOlUumdh95OAjpLpdJCiUTyOhAGdFN2HKlUuhHYCGBnZ9dsJr4nJiby008/kZycTGlpKba2tgpTlB48eMDIkSPZsWMH9vb23LlzB01NTb7//nv09PSIj4+nuLgYBwcH3NzcREkR4bnSoZUmfyoJUkUmU+FpVYy01rRdLnLpv0FrhZIiWbuSEkV6Hh5NMlB9mImJCYmJiezfv58FCxbg5uZWZZuWLVvK17Xev3+f999/n4SEBDp16oS/v7/SzMzw77o3ZevrGsLj1to96lpyc3N59913+eWXX9DW1gagvLycuLg4hVJNgtDspe5stvXJhadXJ1mFJRKJOrKgdZtUKq3ymFQqld6RSqWF//x5P6AukUievwJ39Sg2NpYhQ4agpaWFrq4unp6eCu+fO3cOQ0ND7O3tAdDV1UVNTY3Dhw8TEhKCtbU1vXv35tatW5w/f74xLkEQntiTZDIVhJpQbaVRq3a5/Ku1a28mcnJy0NLSYsyYMfj5+ZGUlPTItXIVgZ2BgQGFhYXPdHbe/v37Ex4ezv379yksLOTXX39VeL+6aykpKWHEiBF88cUXmJiYyLdXVqpJEJq1ipks+VcA6b8zWapZhiEID6uLrMIS4HvgrFQq/aqabdoD16VSqVQikfRCFjDfetpzNzXVZWuD6rO5SaVS1q5dq5CIRBCeN0+SyVQQakLX3Yjbu88rTBeWqKug62706B31Ov5zc6WkvRlLS0tj7ty5qKiooK6uzvr164mLi2PQoEEYGhrK17lWaNWqFZMmTcLCwgIjIyP5w9dnkb29PZ6enlhZWdG5c2fs7OwUMsFXdy2///478fHxLFmyhCVLlgCwf/9+AgMDmTZtGpaWlpSWluLk5FQl67ogNCu1nMkiCA+TPG0aaolE0h+IBdKQlcMB+BB4GUAqlW6QSCTTganIMhAXAb5SqfT3xx3bzs5Oqiw5QlOUlJSEj48PJ06ckE8Vfu+990hPT2fw4MF4enpiamoqnypcUFCApqYmmzdvZv/+/ezatYtJkyZha2vLu+++ywsvvNDYlyQIgvBMuJv8F3cOZVN2u7hKVuFqPbzGFUBdEzwCxQ1WHXuiv596UlhYiLa2Nvfu3cPJyYmNGzdia2tb6+Pkh4c3izXPglAr/q0AZXGHBPxvN3RvhGeERCJJlEqldjXZ9qlHXKVS6VGg+qFC2TbrgHWP2qa5s7W1ZeTIkVhbW9O5c+cqCS9atGjBjh07mDFjBkVFRWhqahIREcHEiRPJzs7G1taWq1evkpCQwPjx4xvpKpqexYsXi3JEgvCce8GmXe0DoYrgVKzFqlcVWZ8rRsQrsj4DjRK8Tp48mTNnznD//n3Gjx//xEFr7qLFSP+ZWlyak0PuosUAIngVmjcxk0V4Sk894lqfmtOI65MICQkhICAAiUSCpaUlqqqq6OrqkpCQwLVr11ixYgXDhw9HKpXywQcfcODAASQSCR999BEjR44kJiaGxYsX06ZNG86dO4eTkxPffPMNKip1svRZEARBaGJKS0tRU6u7ggS5n59UmihLtZUGhvN71dl5GtL5ga7K6/p2TicWFAAAIABJREFU6EC3qMhG6JEgPCPETBZBidqMuIoI5Tl1+vRpli1bRti8efzcxoD3T5zkzqFDXE5M5OjRo+zbt4/58+cDsHv3blJSUjh16hQRERHMnTuX3NxcAE6ePMmXX35JWloaWVlZjVKCoKF99dVXmJubY25uzurVq8nOzqZHjx5MmjQJMzMz3NzcKCqS/VL18fGRJ+CIjIzExsYGCwsLJkyYQHGx7GbLyMiIJUuWYGtri4WFBRkZGY12bYJQ4fbt23zzzTf1eo6YmBh+//3fVR8bNmwgJCQEUPy/4+zsrLQmptC4QkJCsLS0xMrKirFjx3Lp0iVcXV2xtLTE1dWVy5cvA7K/S19fX1xcXJg3bx7+/v5MmDABZ2dnunbtSmBg4BP34YmzPj/DSv/5fq1puyA0G5YjZEGqXidAIvspglahFkTg+pyKiorCw8qKBysDKM3JoZWKCtJ793C4epWCX3/llVde4fr164CsNt3bb7+NqqoqL774IgMGDCA+Ph6AXr160bVrV1RVVXn77bc5evRoY15WvUtMTCQoKIgTJ05w/PhxvvvuO/7++2/Onz/PtGnTOH36NK1atSI0NFRhv/v37+Pj48OOHTtIS0ujtLSU9evXy983MDAgKSmJqVOnEhAQ0NCXJQhVNEbgOmXKFMaNG1ev52xqGuLvSZmKh59RUVGcOnWKNWvWMH36dMaNG0dqaiqjR49m5syZ8u0zMzOJiIjgyy+/BCAjI4NDhw5x8uRJPv74Y0pKSp6oH0+c9fkZpmZoWKt2QWhWLEfAnHTZmtY56SJoFWpFBK7PKalUyr2TJ+VraCqol5by16rV8m0q/6zsxIkT/Pjjj1UyFT8qs3FTcPToUYYMGcILL7yAtrY2Q4cOJTY2li5dumBtbQ1Az549yc7OVtjv3LlzdOnSRV7qYPz48Rw5ckT+/tChQ6vdVxAaw/z588nKysLa2pq5c+cyd+5czM3NsbCwYMeOHYAs8BwwYAAjRozAxMSE+fPns23bNnr16oWFhQVZWVkAhIeH07t3b2xsbHj11Ve5fv062dnZbNiwgVWrVmFtbU1sbCz+/v6PfXCzfft2LCwsMDc3Z968efX+OTzrGjpwlUqllJeXExUVxfDhwzEwkFWm09fXJy4ujlGjRgEwduxYhQeZ3t7e8tqsAG+88QYaGhoYGBjQrl07+YPS2tJ1N0KirngrUqOsz8+wdnNmI2nZUqFN0rIl7ebMbqQeCYIgNA0icH1Oubq6sj8nl9tlZQDyn1B1OpKTkxM7duygrKyMGzducOTIEWbMmMGoUaM4efIkFy9epLy8nB07dtC/f/8GvY6GVt2a7orC9wCqqqqUlpbWaL+H91e2ryA0hs8//xxjY2NSUlLo06dPtcsFKkbb0tLS2Lp1K5mZmZw8eZKJEyeydu1aQFbf8vjx4yQnJ/PWW2+xYsUKjIyMmDJlCnPmzCElJaVKQjllcnJymDdvHlFRUaSkpBAfH09YWFi9fg7PusoPGOzt7Rk8eLD8venTpxMcHAzIliR8+OGH9O3bFzs7O5KSknB3d8fY2FihxMrKlSuxt7fH0tJSXpqlYjnE+++/j62tLVeuXKm2xFplld9/OFP9435n1tQLNu1oNbSbfIRVtZUGrYZ2a7SswnVBz8MDw0+WotahA0gkqHXogOEnS0ViJkEQhKckAtfnlJmZGVONjRl3+RJDsi+y4q9/n3Zfa9UKU1NTiouLMTc3JzQ0FD09PXR0dOjYsSOTJ0/m4MGDrFmzhr59+zJw4EAMDAw4deoUc+fOVSgQv2LFCiwsLLCyspKvmX2eOTk5ERYWxr1797h79y579uyp0Q23qakp2dnZ/PHHHwBs3bqVAQMG1Hd3BaFOPGq5gL29PYaGhmhoaGBsbIybmxsAFhYW8tkDV69exd3dHQsLC1auXMnp06efqB/x8fE4OzvTtm1b1NTUGD16tMLMheao8gOGlStXPnLbTp06ERcXh6Ojo3wN8fHjx1m8WJax9vDhw5w/f56TJ0+SkpJCYmKi/PM9d+4c48aNIzk5mc6dO+Pq6srOnTu5dUtWUj0vL49+/frx008/AbBt27YGe5D5gk07DOf3ouPnjhjO79UgQWtZpYe99UHPw4NuUZH0OHuGblGRImgVBEGoA3WXGlBocFNWfIFXpZT7IJuO9ODdCfwxZQrJycmYmZlhb2+PlZUVd+/e5ZdffiEoKIiXyv+EPyLRKi5iQFtt7nbrzo6Dv5ORkYGnpyfDhw/nwIEDhIWFceLECbS0tMjLy2vEq60btra2+Pj40KuXLFvlxIkTad269WP3a9myJUFBQXh7e1NaWoq9vT1Tpkyp7+4KQp141IyByiNnKioq8tcqKiryUbQZM2bg6+uLp6cnMTEx+Pv713k/hMfz9PQEZA8VCgsL0dHRQUdHh5YtW3L79m0OHz7M4cOHsbGxAWQ1Sc+fP8/LL79M586d6dOnj/xYZmZmLFy4kAEDBqCqqoqNjQ2BgYFMmDCBlStX0rZtW4KCghrlOh9nxYoVtGzZkpkzZzJnzhxOnTpFVFQUkZGRBAUFoaOjQ3x8PEVFRQwfPpyPP/4YkI1aT5gwgcOHDzN9+nQ2bNiAjY0NiYmJ3Lhxg5CQED777DPS0tIYOXIkn376aSNfqSAIglCZCFyfYxVPcB8ucv63hQVdunTBwsICkN2guLq6IpFIZKMoGSmgGv1vOvIHd3lT7ywq6T/ziuUI+VqliIgI3nnnHbS0tADZGqimwNfXF19fX4W29PR0jIyMSEhIwM/PT95eMU0PZNOzk5OT5a9jYmIIWPx/ZM/SJnjiyyTc1GTdN+uJiYlRet6wsDBMTEx45ZVX6vR6BEEZHR0dCgoKANlMg2+//Zbx48eTl5fHkSNHWLlyZY0zYOfn5/PSSy8BsGXLFoVz3Llzp8Z96t27N7NmzeLmzZu0bt2a7du3M2PGjFpcVdOmpqZGeXm5/PX9h3IYVH6o8PADh9LSUqRSKQsWLOC9995T2C87O7vKVF+QrdV/uO53VFRUle0q/x5MTU1FT0+P/Px8Vq1ahaurK+np6TW/yDrg5OTEl19+ycyZM0lISKC4uJiSkhKOHj2Ko6Mj3t7e6OvrU1ZWhqurK6mpqVhaWgKyh5AVa3c3bNhAixYtOHLkCGvWrMHLy4vExET09fUxNjZmzpw5tGnTpkGvTXj+3b59mx9//JH333+/1vuuXr2ayZMny++7BEFQJKYKP+eqm470yFGU/GtQ9oCXdCXsGyX75aghKYHIpYBiUqemnqzpqWRFw1/p/xTTlsKDAll9stSdSjcPCwvjzJkzDdtHodlq06YNDg4OmJubExcXJy97MnDgQFasWEH79u1rfCx/f3+8vb1xdHSUJ/MB8PDwYM+ePfLkTI9jaGjIZ599houLC1ZWVtja2uLl5fVE19dUVH7A0LlzZ86cOUNxcTH5+flERtau5qe7uzubN2+msLAQgD///JO//vqrzvqamppKeHg4+fn5gOyBRnh4OKmpqXV2jpro2bMniYmJFBQUoKGhQd++fUlISCA2NhZHR0d27tyJra0tNjY2nD59WuH37siRIxWOVXkU28zMTD5tvmvXrly5cqVBr0toGp4m4drq1au5d+9eHfdIEJoOMeLaHJWVAC2qtudfVXjp5ubG0qVLGTVqlHyqcFMZdb179y4jRozg6tWrlJWVsWjRIgDWrl1LeHg4JSUl7Nq1C1NTU06ePMns2bMpKipCU1OToKAgunfvDkkhUGl0BICSIi7t+ogJc77lxo0b8ul2V69e5ZdffuG3337j008/JTQ0FGNj40a4cqE5+fHHHxVeP7yG0tnZGWdnZ/nryrMFKr/n5eWlNMA0MTFRCFoqrxevPEpXcdzca3vp3Hk9q9cU0VLDkK7GDrW8oqan8gOGQYMGMWLECCwtLenWrZt8ym9Nubm5cfbsWfr27QuAtrY2P/zwg0I24KcRGRlZpexNSUkJkZGR8hHNhqCuro6RkRFBQUH069cPS0tLoqOjycrKQlNTk4CAAOLj42ndujU+Pj4KI9fVJZmqbhRbEGqrcsI1FxcXUlNT+fvvvykpKeHTTz/Fy8tL6T3I9evXycnJwcXFBQMDA6Kjoxv7UgThmSMC1+ZIVV15u15HhZevvfYaKSkp2NnZ0aJFC15//XWWL1/eAB2sfwcPHqRDhw78+uuvgGzkYN68efJ6rN988w0BAQFs2rQJU1NTjhw5gpqaGhEREXz44YeyOq93byg99vSdFxn34ULGjx/P5s2bmTlzJmFhYXh6ejJ48GCGDx/ekJcqPEMqpqNXHrVsLnKv7SUjYyHl5bIlCveLc8jIWAiAYfvmPer68AOGFStWVNmmcpktHx8ffHx8lL43a9YsZs2aVWX/upjOWzHSWtP2+uTk5ERAQACbN2/GwsICX19fevbsyZ07d3jhhRfQ09Pj+vXrHDhwQOHhjCDUt88//5z09HRSUlIoLS3l3r176OrqcvPmTfr06YOnp6fSexA9PT2++uoroqOjm+V3hCDUhJgqXA1nZ2cSEhIAeP3117l9+3Yj96jmjIyMFG5SgoOD5cGSkZER6YdC8LHXY93rmrL339RkuJUuuMoyU1ZMMwPZk8MzZ86QkpLSZIJWkE0Li4iIYN68ecTGxqKnpwcor8ean5+Pt7c35ubmzJkz59+Mqi+0VXrsuD+l1dZCFITm6kJWgDxorVBeXsSFrEfXfRWeQupOWGUO/q1kP6tZxlBTFb8na9penxwdHcnNzaVv3768+OKLtGzZEkdHR6ysrLCxscHMzIwJEybg4CBG9YXGI5VK+fDDD7G0tOTVV1/lzz//5Pr169XegwiC8GhixLUG9u/f39hdqFuWI2Q/I5fKpgfrdZQFrf+0n42NJvanEApu3USnjQGOb42jh6NLI3a47pmYmJCYmMj+/ftZsGCBvASIsnqsixYtwsXFhVWrVuHm5saDBw+IiYlhQaw6bVRU+OVcCb9mlvKitgTUNUFdMXOqWCf87HjzzTe5cuUK9+/fZ9asWZSVlXHx4kX5CFdwcDCJiYmsXbuWr776is2bNwOy7NOzZ88GICQkhICAACQSCZaWlmzdupXw8HA+/fRTHjx4QJs2bdi2bRsvvvgit27d4u233+bGjRv06tVLIatudcdvqu4X59aqXXhKqTtla+4rkvDlX5G9hn+/A2rJ1dVVvpSigrq6Oq6urk/b2yfqS+V+ZGZmyv9ceZp6ZZVHpuHfKeyZJ65x6bA6gzr6suXDY/T1Mq42yZ4g1Ma2bdu4ceMGiYmJ8inu9+/fV3oPUlHWShCE6onAlerXO1aoPL1P2U3rjRs3mDJlCpcvXwZki+uf+ae8liOU3rycjY3m8MZ1lD4oBqDg5g0Ob1wH0KSC15ycHPT19RkzZgza2trV3uiAYkbV27dv/5vt74U20EoHz17F5BVdIOGmJngE0u/ED/z000+MHTtWoRZi5SQsQuPYvHkz+vr6FBUVYW9vT2RkJA4ODvLAdceOHSxcuJDExESCgoI4ceIEUqmU3r17M2DAAFq0aMGyZcs4duwYBgYG8hJR/fv35/jx40gkEjZt2sSKFSv48ssv+fjjj+nfvz+LFy/m119/ZePGjQDVHr+2axqfJy01DLlfnKO0XagHkUv/DVorlBTJ2p8wcK1YxxoZGSmf2ujq6tqg61vrWuaJa0Rvy6D0gSxfQWFeMdHbZNm2TXrXPIGZIFSo/F2fn59Pu3btUFdXJzo6mkuXLgHV34NU7CumCguCciJwRfl6x/Xr11fZ7vTp00pvWmfNmsWcOXPo378/ly9fxt3dnbNnzzboNdSV2J9C5EFrhdIHxcT+FPLcB66VH1Dk5+cjlUrR0NAgJycHQ0NDcnNzKSwspLCwkIkTJ5KVlYWtrS1TpkxhwYIF6OrqVq1DqWtIcOvhbC3YSg/rHlzS683Nm6uZOnUqU6dOxcrKiu3bt+Pj40NhYSHTpk1jypQpfPnll0yfPr1xPohmLDAwkD179gBw5coVLl68SNeuXTl+/DjdunXj3LlzODg4EBgYyJAhQ+SJXIYOHUpsbCwSiYThw4fLbyoqkpVdvXqVkSNHkpuby4MHD+jSpQsAR44cYffu3QC88cYb8prBR48eVXr8phy4djX2U1jjCqCioklXY79H7CU8sYeS7T22vYYsLS2f60D1YXF7s+RBa4XSB+XE7c0SgavwRConXLO3tycjIwM7Ozusra0xNTUFIC0tjblz56KiooK6urr8nnPy5MkMGjQIQ0NDkZxJEJQQgSuy9Y5+fn7MmzePwYMHK2TGrCwqKkrpTWtERIRCuv07d+5QUFCAjo5O/Xe+jhXculmr9ueJsgcUNjY2REdHY29vz507d9DS0uLBgwccP36cli1bcv78ed5++20yMzPJzs5m8ODBpKenExMTQ5s2bdi3bx/BwcH06NGDdevW4eHhwXvvvSdPzLQtaDMHv1jC6d8iKVdVJf5AOJK2hnh6eorAtYHFxMQQERFBXFwcWlpaODs7c//+fUaOHMnOnTsxNTVlyJAhSCSSqg8o/lFdiagZM2bg6+uLp6cnMTEx+Pv7y99Ttn11x2/KKhIwXcgK4H5x7j9Zhf2afWKmeqPX8Z9SXUraBbnCvOJatQtCTTyccO1hRkZGuLu7AxB6LY8pF3L5MzqFl3oOZFnMaIa1bxoVHAShronkTPy73tHCwoIFCxawdOlSpdtVd9NaXl5OXFwcKSkppKSk8Oeffz6XQSuAThvl01Oqa3+ePJwM4fLlyxgaGmJvbw+Arq4uampqlJSUMGnSJCwsLPD29q5V7dW4uDh5Yia7Lp04ER9PwU1Z9mFTg9ZEbPoGya3rXL9+ve4vUHik/Px8WrdujZaWFhkZGRw/fhyQjXaGhYWxfft2eY1HJycnwsLCuHfvHnfv3mXPnj04Ojri6urKzp07uXXrFoB81kXl6eRbtmyRn9PJyYlt27YBcODAAf7+++9HHr+pM2zvhYNDLK4D/8DBIVYErfXJdbFszX1l6pryJHyCjLa+Rq3aBaEuhV7Lw+/cFa4WlyAFrhaX4HfuCqHX8hq7a4LwTBKBK7K1BlpaWowZMwY/Pz+SkpKUblfdTaubmxvr1q2Tb5eSklL/na4njm+NQ62F4he2WgsNHN8a10g9qjsPP6DYs2eP0gcRq1at4sUXX+TUqVMkJCTw4MGDJzrfsR0/KLxWVVGRT7tujiNuje21116jtLQUS0tLFi1aRJ8+fQBo3bo1r7zyCpcuXaJXr14A2Nra4uPjQ69evejduzcTJ06UZypduHAhAwYMwMrKCl9fXwD8/f3x9vbG0dFRYW3SkiVLOHLkCLa2thw+fJiXX375kccXhDpjOQI8AkGvEyCR/fQIfOL1rU1VXy9j1Foo3gqptVChr5eosy3Uv88u5FJUrng/UFQu5bMLImmdICgjpgqjfK2Bn1/VdVeVb1pVVVWxsbEhODiYwMBApk2bhqWlJaWlpTg5ObFhw4ZGuJKnV7GOtSlmFX44GcLGjRvJyckhPj4ee3t7CgoK0NTUJD8/n44dO6KiosKWLVsoKyur8Tn69esnT8z0W/Ipuhi0rrJNU5h2/TzS0NDgwIEDSt/bt29flTZfX195YFrZ+PHjGT9+vEKbl5cXXl5VRw/btGnD4cOH5a9XrVpFamoqW7du5c6dO7z77rvPfXIb4RlWTRI+4V8V61jj9mZRmFeMtr4Gfb2MxfpWoUH8WVxSq3ZBaO5E4Aq4u7vL1xpUqJwKv3IK/YdvWjNPXCNubxZOrd/j9cFN4wuvh6NLkwhUH6bsAYVUKmXGjBkUFRWhqalJREQE77//PsOGDWPXrl24uLjIE+jURGBgIBMmTGDlypU8yLvJcGuzKts0hWnXwpNJTU1VKCeSn59PeHg4gAheBaGRmPRu/9x/bwvPp5c01LmqJEh9SUO9EXojCM8+ybM8ZdHOzk6akJDQ2N2o1sNp9EE2xchltKn4EhSqlBYCUFMpx83DiR6j5jdiz4TGsmrVKvLz86u06+npMWfOnEbokSAIgtBYKta4Vp4urKkiIaB7J5GgSWg2JBJJolQqtavJtmKN61N4VBp9Qejh6ILbIHt01IsBKTpq93Frn0mPi6shdWdjd6/B3L59m2+++aZezxETE8Pvv/9er+eoC8qC1ke1C4IgCE3XsPb6BHTvREcNdSRARw11EbQKwiOIwPUpiDT6wuP0uP4Dk/9zkv/rcZTJ3eLpoXcDSoogUnnm6qZIBK7/0tPTq1W70PRkZGRgbW2NjY0NWVlZBAYG0qNHD0aPHt3YXVMqOzsbc3Pzxu6GIDRZw9rrk9DPjFwXaxL6mYmgVRAeQQSuT0Gk0RceK/9q7dqboPnz55OVlYW1tTVz585l7ty5mJubY2FhwY4dOwBZ4DlgwABGjBiBiYkJ8+fPZ9u2bfTq1QsLCwuysmSzGMLDw+nduzc2Nja8+uqrXL9+nezsbDZs2MCqVauwtrYmNjaWS5cuyZMeubq6cvny5cb8CORcXV1RV1dcu6Suro6rq2sj9UhoaGFhYXh5eZGcnIyxsTHffPMN+/fvl5dNqlBaWtpIPax/TfnaBEEQhPojkjM9hb5exkrXuIo0+oKcXkfIv6K8vZn4/PPPSU9PJyUlhdDQUDZs2MCpU6e4efMm9vb2ODk5AXDq1CnOnj2Lvr4+Xbt2ZeLEiZw8eZI1a9awdu1aVq9eTf/+/Tl+/DgSiYRNmzaxYsUKvvzyS6ZMmYK2trY8G7iHhwfjxo1j/PjxbN68mZkzZxIWFtaYHwPwbwKmyMhI8vPz0dPTE1mFG9jdu3cZMWIEV69epaysjEWLFnHu3DnCw8MpKiqiX79+fPvtt0gkEpydnQkICMDOzo6bN29iZ2dHdnY2ZWVlzJs3j0OHDiGRSBg3bhzR0dGPPeaBAwdYvXo1qqqqHDlyhO7du3PhwgU8PT2ZMGEC+fn55OTkkJ2djYGBAZs3b2bq1KkkJCSgpqbGV199hYuLC8HBwfzyyy/cu3ePrKwshgwZwooVK+rtMystLWX8+PEkJydjYmJCSEgIZ8+exdfXl8LCQgwMDAgODsbQ0JCsrCymTZvGjRs30NLS4rvvvsPU1BQfHx/09fVJTk7G1taWL7/8st76KwiCIDRNInB9CiKNvvBYroshfKZsenAFdU1ZezN09OhR3n77bVRVVXnxxRcZMGAA8fHx6OrqYm9vj6GhIQDGxsa4ubkBYGFhQXR0NABXr15l5MiR5Obm8uDBA7p06aL0PHFxcezevRuAsWPH8sEHHzTA1dWMpaWlCFQb0cGDB+nQoQO//vorIFtf/N///pfFi2X/J8eOHcu+ffvw8PCo9hgbN27k4sWLJCcno6amRnBwcI2P+fBDloMHDxIdHY2BgQH+/v4kJiZy9OhRNDU15cFdWloaGRkZuLm5kZmZCcjqhScnJ6OhoUH37t2ZMWMGnTp1qpfP7Ny5c3z//fc4ODgwYcIEvv76a/bs2cPevXtp27YtO3bsYOHChWzevJnJkyezYcMGunXrxokTJ3j//feJiooCIDMzk4iICFRVVeuln4IgCELTJgLXpyTS6AuPVFFDMXKpbHqwXkdZ0NpMays+Kou5hsa/U+xVVFTkr1VUVORTC2fMmIGvry+enp7ExMTg7+9fo/NKJJIn77TQpFhYWODn58e8efMYPHgwjo6OhIaGsmLFCu7du0deXh5mZmaPDFwjIiKYMmUKamqyr9B+/frx8ccfP9UxK3h6eqKpqQnIHvTMmDEDAFNTUzp37iwPXF1dXeVro1955RUuXbpUb4Frp06dcHBwAGDMmDEsX76c9PR0/vvf/wJQVlaGoaEhhYWF/P7773h7e8v3LS7+N+eDt7e3CFoFQRCEJyYCV0Gob5Yjmm2gCqCjo0NBQQEATk5OfPvtt4wfP568vDyOHDnCypUrycjIqNGx8vPzeemllwDYsmWLwjnu3Lkjf92vXz9++uknxo4dy7Zt2+jfv38dXpHwPDMxMSExMZH9+/ezYMEC3Nzc+Prrr0lISKBTp074+/tz//59ANTU1Cgvly0FqWgD2QOYyg9DanPMx6lcN7qmD3pUVVXrdd3oww9+dHR0MDMzIy4uTqH9zp07tGrVipSUFKXHqU1NbEEQhMfx9/eXz2Dx8fFh8ODBDB8+vLG7JdQjkZxJEIR61aZNGxwcHDA3NycuLg5LS0usrKwYOHAgK1asoH37ms9Y8Pf3x9vbG0dHRwwMDOTtHh4e7NmzR56cKTAwkKCgICwtLdm6dStr1qypj0sTnkM5OTloaWkxZswY/Pz8SEpKAsDAwIDCwkJ+/vln+bZGRkYkJiYCKLS7ubmxYcMGebB4+vTpGh+zNpycnORJmzIzM7l8+TLdu3d/omM9jcuXL8uD1O3bt9OnTx9u3LghbyspKeH06dPo6urSpUsXdu3aBcgC71OnTtVpX4yMjLh58+ZTHWP58uV11BtBEBpKWVlZY3dBeAaIEVdBEOrdjz/+qPB65cqVCq+dnZ1xdnaWv46JiVH6npeXF15eXlWOb2JiQmpqqkJbxbo6QagsLS2NuXPnoqKigrq6OuvXrycsLAwLCwuMjIywt7eXb+vn58eIESPYunUrAwcOlLdPnDiRzMxMLC0tUVdXp3///sTGxtbomLXx/vvvM2XKFCwsLORraSuPtDaUHj16sGXLFt577z26devGjBkzcHd3Z+bMmeTn51NaWsrs2bMxMzNj27ZtTJ06lU8//ZSSkhLeeustrKysGrzPykilUqRSKcuXL+fDDz9s7O4IQrMVEhJCQEAAEokES0tLVFVVFUZLtbW1KSwsJCYmho8//hhDQ0NSUlI4c+YMy5YtIyQkhE6dOtG2bVt69uzZyFcjNCTJo6YiNTY7OztpQkJCY3dDEITnSGpqqsjaK9Sb3Gt7uZAVwP3iXFpqGNK/6BjUAAAgAElEQVTV2A/D9lUfpjR3D39OP/9siJGRA7NmzQJg4cKFtGvXjqtXr3LgwAEkEgkfffQRI0eOpLy8nOnTp/Pbb7/RpUsXysvLmTBhAsOHD8fIyIjx48cTHh5OSUkJu3btwtTUVGHKIIC5uTn79u0DYNCgQbi4uBAXF4e1tTUhISFYWFjIA+2mLDs7m8GDB5Oent7YXREEQDZDZejQoRw7dgwDAwPy8vLw9fWtNnB94403SE9Pp0uXLiQmJuLj48OJEycoLS3F1taWKVOmiKnCzzmJRJIolUrtarKtmCosCEKTkZqaSnh4OPn5+YBsTWx4eHiV0VhBeBK51/aSkbGQ+8U5gJT7xTlkZCwk99reBuvDrxd+xe1nNyy3WOL2sxu/Xvi1wc5dU8o+p169U9i0KRCA8vJyfvrpJzp27EhKSgqnTp0iIiKCuXPnkpuby+7du8nOziYtLY1NmzZVWUtrYGBAUlISU6dOJSAg4LH9OXfuHOPGjSM5OZmgoCA0NTVJSUlp8KBV1K8VBNlsqOHDh8uX++jr6z9y+169eskrCMTGxjJkyBC0tLTQ1dXF09Oz3vsrPFtE4CoIQpMRGRlJSUmJQltJSQmRkZGN1COhKbmQFUB5eZFCW3l5EReyHh881YVfL/yK/+/+5N7NRYqU3Lu5+P/u/8wFr8o+p3btymjZMo/k5GQOHz6MjY1NteWxjh49ire3NyoqKrRv3x4XFxeFYw0dOhSAnj17kp2d/dj+dO7cmT59+tTZ9YFsqmPFev2xY8dy6dIl+ewOV1dXLl++DICPjw++vr64uLgwb948/P39mTBhAs7OznTt2pXAQFkwn52djampKRMnTsTc3JzRo0cTERGBg4MD3bp14+TJk4CsDvGECROwt7fHxsaGvXv3yvd3dHTE1tYWW1tbfv/99zq9XkGoKw8ntwPFRHhSqZQHDx7I33s4qZuoEtC8icBVEIQmo2KktabtglAb94tza9Ve19YkreF+mWJ24vtl91mT9GwlH6vu83B/TYPg4GCCgoKYMGFCtVmTH7eEqWKdb+VsypVvfEExC3TlG9/AwEDu3bvH6NGjCQ4OZvr06TW7qEpOnz7NsmXLiIqK4tSpU6xZs4bp06czbtw4UlNTGT16NDNnzpRvX1G/tqIub0ZGBocOHeLkyZN8/PHH8odtf/zxB7NmzSI1NZWMjAx+/PFHjh49SkBAgDyh1LJlyxg4cCDx8fFER0czd+5c7t69S7t27fjf//5HUlISO3bsUDi/IDxLXF1d2blzJ7du3QIgLy9PIRHe3r17qzyAruDk5MSePXsoKiqioKCA8PDwBuu38GwQgasgCE1GRV3LmrYLQm201DCsVXtdu3b3Wq3aG0t1n8errsYcPHiQ+Ph43N3dcXJyYseOHZSVlXHjxg2OHDlCr1696N+/P6GhoZSXl3P9+nWFZG3VMTIyIikpidLSUpKSkrh48aLS7b755hu0tbUJDg5+4ut7eKqjnp4ecXFxjBo1CoCxY8dy9OhR+fYP169944030NDQwMDAgHbt2nH9+nUAunTpgoWFBSoqKpiZmeHq6opEIsHCwkI+snz48GE+//xzrK2tcXb+f/buPS7n+3/8+OMq6SAKocLknOq6Oig5ldKUjRxz+GArZobxbTY2Zm05fRhtPuSD2RCWzWnONn2QKUKlI0pjyZRjSufj9fujX++VymE6yet+u31uH72u9/W+Xu/LrlzP9+v5ej4dyM3NJSkpiYKCAt5//33kcjljxozhypUr//j6BKEmmZqasnDhQgYMGIC5uTkff/wx77//Pr///ju9evXiwoULVbbOsrKyYty4cVhYWDB69Gjs7OxqefZCXROBqyAIDYaTkxNqamrlxtTU1HBycqqjGQkNSafOc1FR0Sw3pqKiSafOc2vl9fWbVN46qqrxulLV+9Td+FMcHR0ZO3YsqqqqjBw5stL2WKNHj6Zdu3a0a9eObt26UVhYyMaNG7l58yZ3795lwIABODk5cedOScDu4eHBxYsXCQgIwNDQkKlTp9K0aVPGjx+Pvb29tLIzffp0bty4gbq6Ou3ateO7776T5ve0VN+y7Yy0tbVRKpUkJSXh6OjIhAkTkMvlFd6DsumMT34Jr6oHb9lxFRUV6WcVFRXpGKVSyb59+4iMjCQyMpKkpCR69OjB6tWradOmDVFRUYSFhZVLtawL3t7ez7X/uKxDhw6xYsUKAO7fv4+trS2WlpYEBQXx9ttvk5aWVhNTFeqAu7s7sbGxREVF4efnR5s2bTh//jwXL15k+fLlZGZmAiVdBUqLrJVauHAh8fHxzPx6K/HdJvHfBz3ot+IUIzyXicJMrwERuAqvLG1tbaCkL6P4ZSUAKBQKXF1dpRVWHR0dXF1dRVVhoVoY6A/H2HgZGuqGgAwNdUOMjZfVWlVhTytPNFQ1yo1pqGrgaeVZK6//vKp6n9q0duX8+fO89957QElwt2rVKmJjY4mJiWHcuHFASaD23nvv0bRpU0JDQ2nVqhW+vr7MmjWLjRs3cvnyZSZOnMgPP/wgrcbeuHGD+/fvc+/ePYYNG4aJiQm///47ly5dIj8/nwf79/PJtQRaKeFId2Ou/fADH3zwgTTnp6X6PsnJyYnAwEAuXrzIsmXLCA4Opm/fvvz8888A+Pv7079//xp5b11cXPD19ZXSqSMiIoCS7RAGBgaoqKiwY8eOetfz0sHBgad1iSgsLGTYsGHMnz8fKKlXYGxsTEREBHZ2dhw7dgxdXd3amq5Qzx2IuM2CX2K4nZaDEridlsOCX2I4EHG7rqcm1DDRx1V45RkaGpa7Iy683hQKhQhUhRpjoD+8ztrfDOk0BCjZ63on6w76TfTxtPKUxuuTJ9+nK1eu0K9vF0aOHEnXrl2f+fwJEybw+PFjRowYgZeXFz169CAkJIRffvkFKEnH/fTTT6Xjq0rHVVdXR09Li9iFX9CmuBhQUnTnDileX5LtMEA6/mnnfpKpqSmTJk3C19eXESNGYGlpydq1a5kyZQqrVq2iVatWbN269bnfqxfh5eXFRx99hEKhQKlUYmRkxJEjR5g5cyajR49mz549ODo6VplqWVOe7MvZuXNn6bHvv/+e8PBw/vWvf6FQKNixYwdaWlp4eHjQokULIiIisLKyQi6XExYWxtSpU/n000/JycnBwsKCkJAQevToQVhYmJSeLbzeVh2PJ6eg/M2ZnIIiVh2PZ4Rl2zqalVAbROAqvBK+/fZbtmzZAsDUqVP56KOPpMfK9qmztbVly5YtmJqaAiV3eb/55hvRoFoQhAZhSKch9TJQfRYTExNu3Ljx3MfPnj2be/fusXTp0iqPed50XOWjRxQ2bgxqjf8ey80l43gAOA186rmrqnY6ePBgYmNjy6Uxnjp1qsJ5ntxL6+3tXe7nsv1Vy/657POMjIykxzQ1NculOJfq2rVrubZfy5cvr/DcmlJarKq0L+fnn3/OunXraNGiBeHh4RgbG9OzZ09sbW3ZsWMHRkZG7Nu3DyhpVWRlZcWZM2fYvXs3nTt3xsLCgsWLF7Np0yYKCgqwtbUVacJCOclpOS80LjQcIlVYqPfCw8PZunUrFy5c4Pz583z//fdSetSTxo8fz+7duwFISUkhOTlZBK2CIAivmMoqj/7TdFxlQeX9U4vKBENVnft5q53WF9HR0axevRpvb29Wr15dKz2syxarCgsL49ixY3zwwQe8++67hIWFcefOHSIiIti8eTPq6upYW1uzaNEiAFq3bk3z5s0JDQ3lyy+/5MqVK/z555/ExsaSnp7OxYsXiYyMJD8/X7T4ESSGupovNC40HGLFVaj3goODGTlypHRHfdSoUQQFBVV67NixYxk0aBCLFi1i9+7djBkzpjanKgiCIFSDspVHVVVVXyodV6ZW+Vcd1TJ7Jqs69/vvv8/w4cPp1asXTk5OtZ6C+yKio6M5fPiwFFynp6dL7UJqcvtE2b6cwcHBDB8+HJlMhoaGBq6urvj5+dG1a1fWrFlDQkICv/76K+Hh4bRr146rV69y9uxZ9u7dS2pqKrm5uSQkJBAbG8utW7ewtLQESvpxv8iKvdCwzXPpzoJfYsqlC2uqqTLPpXsdzkqoDSJwFeq9Z/X0K6tt27a0bNmS6Ohodu3aVWlKlSAIglD/ubu74+7uXm7sn6Tjhv70EyleX6LMzeVE5y4AyDQ0mL5kMTqurkDJympl5y6tdlrqi7FzSFlxkS5pqnzf/0uyIu7RxLL1P7m8anfy5MkKK8IFBQWcPHmyRgNXJycnRo4cyZw5c1AqleTk5KClpSU9npeXh7q6Oqqqqvj7+9OyZUupSjKAr68vLi4u+Pn5ERYWhrOzM99++y1WVlZS8S0jIyMmTZpUY9cgvFpK97GuOh5PcloOhrqazHPpLva3vgZE4CrUe/b29nh4eDB//nyUSiX79+9nx44dVR4/fvx4Vq5cSXp6eqVtCgShNnh7e6Otrc3jx4+xt7fnzTffrPHXPH36ND4+PhXaBwjC66w0OL23+j8UpqTQyMCA1nM+ksafV1bEPdJ+SUBZULLntSgtj7RfEgDqRfCanp7+QuPVpezqeF5eHqmpqcyYMYO8vDyOHj2Ki4sLx44d48MPP6Rv377cv39feq65uTkbNmxg4MCSvcZpaWlkZWVhZmbGjh07yMzMRFtbm8LCQu7fvy+KMwmSEZZtRaD6GhKBq1DvWVlZ4eHhQa9evYCS4kyl6UOVcXNzw9PTEy8vr9qaoiBUafHixTV27qKionKVVAVBqJyOq+sLB6pPenw8UQpaSykLinl8PLFeBK46OjqVBqml7cFqUtnVcW9vb3766Sc6dOiAtbU1Dg4OpKam4uPjg7W1NQ8ePMDa2ho/Pz+Ki4v54osvsLKyQqlU0qpVKwoLC3Gc6ciRh0fQ66GHmkyNtq3b0rhx42fMQhCEhk72ImmYtc3a2lr5tL5fgiA8nVKpRKlUoqIi6rDVhmXLlrF9+3bat29Pq1at6NmzJ7GxsQwdOhQ3Nzfmz5/PoUOHaNSoEc7Ozvj4+HD37l2mT58u7d/asGEDffv2ZcSIEdy6dYvc3Fw8PT2ZNm0aUNK/+OOPP+b48eN88803ZGZm8tFHH6Gnp4eVlRU3btwQK66CJC0tjZ07dzJz5sxqPW9YWBjbt29n7dq1UornunXrqvU16pu/5ldeWwGg3Qq7WpxJ5Z7c4wqgpqZW672sS1dJs7Ozsbe3Z9OmTVhZWT3384/eOIr3OW9yi3KlMQ1VDbz7er+SFbUFQXg6mUwWrlQqrZ/nWLHiKjQYKXcOcuO6D7l5KWioG9Cp89w667f4PJ7sezd27FiWLl1Kfn4+LVu2xN/fnzZt2uDt7c3169e5ffs2t27d4tNPP+X9998HYNWqVezevZu8vDxGjhzJokWLSExM5K233sLR0ZGQkBAOHDhAhw4d6vhqG77w8HB+/vlnIiIiKCwsxMrKqlxF69TUVPbv309cXBwymUxq7/B///d/DBgwgP3791NUVERmZiYAW7ZsoUWLFuTk5GBjY8Po0aNp2bKllEa3ePFicnNz6dq1K6dOnaJLly6MGzeuTq5dqL/S0tJYv359tQeu1tbWWFs/1/eMBkNVV52itLxKx+uD0uD05MmTpKeno6Ojg5OTU633tZ42bRpXrlwhNzcXd3f3FwpaAYK3/JtvAjJp+RgeNoOdDjLOmuay5tIaEbgKwmtOBK5Cg5By5yBxcQspLi7p4ZWbl0xc3EKAehm8Ptn3LjU1FZlMxvnz55HJZPzwww+sXLmSb775Bii5k37+/HmysrKwtLRkyJAhxMbGkpCQwMWLF1EqlQwbNowzZ87wxhtvEB8fz9atW1m/fn0dX+nrIygoiJEjR0pFSYYNG1bu8WbNmqGhocHUqVMZMmQIQ4cOBUqKzWzfvh0AVVVVKa1v7dq17N+/H4Bbt26RkJBAy5YtUVVVZfTo0QDExcXRsWNHunbtCsCkSZPYtGlTzV+s8MqYP38+169fx8LCgkGDBtG6desKN7ug8myBuXPn4uDgUCHFMzExscr91IcPH670BlxD0MzFqNweVwCZmgrNXIzqblJPUCgUtR6oPmnnzp3/+Lnphw8z9kAqGv+/dlOrx/DBMSVQxDnTO9UzQUEQXlkicBUahBvXfaSgtVRxcQ43rvvUy8C1bN87gBYtWhATE8O4ceNISUkhPz+fjh07SscPHz4cTU1NNDU1cXR05OLFiwQHBxMQECDt983MzCQhIYE33niDDh060Lt37zq5ttdZaUuIyjRq1IiLFy9y8uRJfv75Z9atW1dpFVMoKbJ04sQJQkJC0NLSwsHBgdzckrQ5DQ2Ncvtan/aagrBixQpiY2OJjIwkICCAvXv3VrjZ1aRJk6dmC7yI/v37V3kD7lVXuo/18fFEitLyUNVVp5mLUb3Y39pQ3Fv9HyloLaVRCBNOK7nRS79uJiUIQr0hAlehQcjNS3mh8bpWtu9dqdmzZ/Pxxx8zbNgwTp8+Xa6lw5PHymQylEolCxYs4IMPPij3WGJiYr3uNdhQla1+XVhYyOHDh8v93WRmZpKdnc3bb79N79696dKlpC2Hk5MTGzZs4KOPPqKoqIisrCzS09Np3rw5WlpaxMXFlWvHUZaxsTF//vkn169fZ9u2bQQFBdX7v3s/Pz+cnZ0xNDSs66m8dgICAiq92ZWRkfHUbIEX8ddff1V5A64haGLZWgSqNagwpfJ/s/Ueg6eVZy3PRhCE+kZUbBEaBA11gxcar2tOTk7s3r2bhw8fAiX7H9PT02nbtqS0+7Zt28odf/DgQXJzc3n48CGnT5/GxsYGFxcXtmzZIu2JvH37Nvfu3avdCxEkVlZWjBs3DgsLC0aPHo2dXfliLRkZGQwdOhSFQsGAAQNYvXo1AGvWrCEwMBC5XE7Pnj25fPkygwcPprCwEIVCgZeXV5Wr5xoaGmzatIkhQ4Zw6tQpbG1ta/Qai4qKnvrz8/Dz8yM5Obm6piS8gNKbXZGRkURGRvLHH3/w3nvvAVWv3Ddq1Iji4pLU2NJV/6eZPXs2s2bNIiYmhu++++65niMIpRoZVP5vdmFrXbG/VRAEseIqNAydOs8tt8cVQEVFk06d59bhrKpWtu+dqqoqlpaWeHt7M2bMGNq2bUvv3r35888/peN79erFkCFDSEpKwsvLC0NDQwwNDbl69Sp9+vQBSqrN/vjjj6I9Sh1auHAhCxcurPLxixcvVhhr06YNBw8erDAeFBQk3ZQoKzMzkyVLluDv70/79u3R09Nj6tSpxMbGYm1tzYoVKzAyMsLd3V2qMLpnzx6MjY25f/8+EyZM4OHDh9jY2PDbb78RHh6Onp4eP/74I2vXriU/Px9bW1vWr1+PqqpqhSrGkyZNYsqUKQQEBDBr1iyMjY2ZPn062dnZdO7cmS1bttC8eXMiIyMrjJ88eZKwsDAmTpyIpqYmISEhaGpqvtybXs1K++/Onfv8vzuGDy/ZjlDZ3+Pbb7/Nzp070dXVfeZ5EhMTGTp0KLGxsc8/4Wdo2rQpGRkZALi4uODl5cXEiRPR1tbm9u3bqKmpPTVbwMjIiPDwcHr16sXevXuf+XpPuwEnCM/Ses5HpHh9ibLMDQ+ZhgYd5n1eh7MSBKG+ECuuQoNgoD8cY+NlaKgbAjI01A0xNl5WL/e3lnJ3dyc2NpaoqCj8/PwYPnw4N27cICgoiFWrVnH69Gnp2G7dunHy5EkSEhKkisIAnp6exMTEEBMTw4n1B9Ha85BGG2/xv0lbyIoQq68NUVhYGPv27SMiIoKvF2wg8HgwZ/f9wR+X7pGckCYdp6enx6VLl5gxYwY+Pj4ALFq0iIEDB3Lp0iVGjhxJUlISAFevXmXXrl2cPXuWyMhIVFVV8ff3B5CqGF+4cIH+/fsDJSu9p0+fZvz48bz77rt8/fXXREdHI5fLpWI/lY27ublhbW2Nv78/kZGR9S5o/SeKiooYOXIk7du3r/SxY8eOPVfQWlNatmxJv379MDMz43//+x8TJkygT58+yOVy3NzcyMjIeGq2wNy5c6UWTQ8ePHjm65XegLOzs5P28AvC89JxdcVgyWIaGRqCTEYjQ0MMlix+6R68giA0DKKPqyDUc8+zApQVca/Sape6o7qK/VivKG1tbWnFtWzbIwMDA3r37s0Ai6FMmDIaFZkqmbnpNG6kga3xm6TkxhFzNYL9+/czdOhQAgICmDhxIgYGBly/fp09e/bw9ttv4+3tzfLly7G2tiY+Pp6CggJpP+Jff/0FgKWlJSdPnmTFihV8+umnODg4EBkZSffu3Rk7dixt27bF3d0dExMTWrZsybJly5gxYwZLlixh5MiRmJiYIJPJ8PPzY9KkSTRv3pxLly7Rpk0b/Pz8KqRT15XKKurq6OiwadMmcnNzuX//Pq1atUKpVDJo0CD++9//Sq2KvvvuO9atW0dBQQHNmzfn5MmTUsr2rFmzmDVrFu3atUOpVNKlSxd27NiBlpZWpf17DQ0Neeutt+jfvz/nzp2jbdu2HDx4EE1NTb7//ns2bdpEfn5+ufPUhH+y6iwIgiAI/8SL9HEVK66CUM95e3s/8wvk4+OJ5YJWAGVBMY+PJ9bgzITaEBAQILU9ioyM5NatW9y8eZNL/7vJ/fTbtNPrwkDFGHLyM0m4HcP/DfmW5s2b89///heAH374gSZNmhAdHY2+vj6ffPKJdO6ioiJ2797NJ598Qn5+PqGhofzwww+0a9eOW7du8csvvwCgovL3PxXFxcUcPXqUTz75hD59+tCmTRsiIiIYP3681IrH19dXShcOCgpCQ0ODR48e4eLigrW1NTt37sTCwqIW38Wqle2/+8svvxAaGgrAqFGjCA0NxdvbGwMDA6ZNm0ZsbCwBAQG0bt2ajz/+mJs3bzJ+/HigJM13165dGBoacvnyZX766SfGjx+PlpYWJ06cICoqih49erB582bg7/69UVFRXLp0CVNTUwASEhL48MMPuXz5Mrq6uuzbt6/cfJ48T32y704q1ucuYxAYifW5y+y7k1rXUxIEQRAaEBG4CkIDUJSW90LjwqujbCVYKysrHj9+TGBgIOmpmbTQbsPNe3HIZDK0Gmtj2KIjWY/yady4Mbdu3QIgKioKff2SNhKDBw8mOTmZ9PR0rl+/TlFREerq6gwfPpyioiIuX75McHAwzs7O3Lt3j6ZNm9KoUflSCGVX+R4/fsyjR4/o1KkTq1at4vfff2fAgAE4ODiQkZGBp6cnaWlp/PTTT/Tt25etW7eSkpJCdHQ0TZs2rb038SnK9t9t1qyZVFE3NjYWOzs7Pv/8c2JjY9m8eTNBQUHY2dnx8OFDiouLyxWnksvl6OjoIJPJMDc35+bNmwDk5+czdOhQ5HI5/v7+XL58GShpiTVjxgygfP/ejh07SkF9z549SUxMLDefJ89TE57nZtmT9t1JZW78Lf7KK0AJ/JVXwNz4WyJ4FQShXnJwcEBkdb56ROAqCA2Aqq76C40Lr44nK8H+9ddfTJ48me9++5zHOY94o1V3NBs3AZkMVRVVtFuU/J0XFhZKzy/11VdfkZeXh729PQkJCTRr1oymTZtiYmJCmzZtmDBhAitXruTHH38kpYq2FGVXX2fPns2SJUto3bo1hYWFpKWl8eWXXzJ//ny2bdvG/v376dixI8HBwXz33XecOXMGR0dHZs2aRYcOHcjJyan0NWpbZRV1PTw8WLduHfHx8axevZqmTZuyYMECDA0N0dXV5cGDB1hYWEiVwcsG+I0bN5be/wcPHrBixQpiYmL46quvnlllV13978+sqqqqdJ7S+TzveWrb8hsp5BSX33qUU6xk+Y362ZJMqF+0tbVf6vl+fn7MmjWrmmYjNBSlvz+FhkMEroLQADRzMUKmVv7jLFNToZmLUd1MSKg2lbU9cnd35+etB2nRtDV3027xhl5XOuub0bmtGX2GdyY4OFgKpAYPHsyQISVtJCIjIzE2NiYqKgpTU1OaNGkiBUo6OjocO3aMgwcPoq+vj4WFBZmZmRX6cB46dEgqupOeno6dnR3nz5/H3t4eMzMzmjdvzvXr1xkzZgxJSUnY2dnxxhtvsGjRInbu3MnMmTP5+uuvGTlyZL0ozmRvb8/+/fvJyckhIyODw4cPAyXtiwwMDLh58yb79++nc+fOzJ07l6CgINTV1Zk/fz56enrSynZVlEolbdq0oaCgQCp4BX/374WSlO3Hjx8/9Tyl83nyPPXF7byCFxoXhH9KqVRKLZqEhicrK4shQ4Zgbm6OmZkZu3btIjQ0lL59+2Jubk6vXr3IyMggNzeXyZMnI5fLsbS0JDAwECi5iTFmzBhcXV1xdnYGYOXKlcjlcszNzZk/f770Wnv27KFXr15069aNoKCgOrle4cWIdjiC0ACUFmB6fDyRorQ8VHXVaeZiJAozNQDOzs4V2h61atWKP/74g4eZdxjedzLtW3WjkboqZnZt6WarL6WXQkna5+TJk1EoFKioqJCbm4u5uTkPHjxgzJgxFV7PxsaGYcOGYW5uTocOHbC2tpbSWJ9UVQun//znPwQGBlJQUIC6ujp9+/YlNjaWnTt38u2336Kvry/t3axrZSvqdujQQSoYtWTJEmxtbWnatCnJyclERERw+fJltLW1SU5Oxs7ODmdnZ8zNzZ96fl1dXVxcXOjUqRNyuVxqTbNmzRqmTZvG5s2bUVVVZcOGDRhU0cOy7Hw6dOhQ7jz1RVt1Nf6qJEhtq65WB7MRXlWZmZkMHz6cR48eUVBQwNKlSxk+fDiJiYm89dZbODo6EhISwoEDBzh16hTLly/HwMCAbt26lctWEF5dv/32G4aGhhw9ehQouUFqaWnJrl27sLGx4fHjx2hqarJmzRoAYmJiiIuLw9nZmWvXrgEQEhJCdHQ0LVq04Ndff+XAgQNcuHABLS0tUlP/3r5QWFjIxYsXOXbsGIsWLeLEiRO1f8HCCwcAJQwAACAASURBVBFVhQXhGTw8PBg6dChubm7lxpOTk/m///u/5+ptKAivkszMTLS1tcnOzsbe3p5NmzZhZWX1wudZvXo16enpFcZ1dHSYM2dOdUxVqCdK97iWTRfWVJHh0709o/Vb1OHMhFdBaRX1wsJCsrOzadasGQ8ePKB3794kJCRw8+ZNOnXqxLlz5+jduzcpKSnY2toSHh6Ojo4Ojo6OWFpasm7durq+FOElXbt2DRcXF8aOHcvQoUPR1dVl+vTpnD17ttxxI0eOZPbs2QwcOBAouen66NEjvvjiC37//Xe2bt0KwCeffIKxsXG5VoJQssd12bJl9OvXj7t379KvXz/++OOP2rlIoZwXqSosVlwF4R8yNDQUQavQIE2bNo0rV66Qm5uLu7v7PwpagUqD1qeNv+qO3jjKmktruJN1B/0m+nhaeTKk05CXPu+BiNusOh5PcloOhrqazHPpzgjLttUw4+pTGpwuv5HC7bwC2qqrsaCTgQhahReiVCr5/PPPOXPmDCoqKty+fZu7d+8C0KFDB3r37g3AhQsXcHBwoFWrVgCMGzdOWm0TXm3dunUjPDycY8eOsWDBApydnSutQ/C0hbcmTZqUO66y58PfNQWUSqXYD/uKEHtcBeEJ27dvR6FQYG5uzjvvvAPAmTNn6Nu3L506dZKC1cTERMzMzACwtbUtV+XTwcGB8PBwsrKymDJlCjY2NlhaWnLw4MHavyBBeEE7d+4kMjKSuLg4FixY8I/P07Rx4xcaf5UdvXEU73PepGSloERJSlYK3ue8OXrj6Eud90DEbRb8EsPttByUwO20HBb8EsOBiNvVM/FqNFq/BWF9TUlxtCCsr6kIWoUX5u/vz/379wkPDycyMpI2bdpIhcjKBiNQeVE14dWXnJyMlpYWkyZNYu7cuZw/f57k5GSpVVlGRgaFhYXY29tL+/2vXbtGcnIyKioqfP/99/z000+4ubmRnZ2Nv78/mzZtIjs7m7CwMPr16weUfIdbtmwZzs7OfPjhh2RmZjJq1CgGDx5M165d+fTTT+vsPRCqJgJXQSjj8uXLLFu2jFOnThEVFSXtoUhJSSE4OJgjR46U29hfavz48ezevVs6Njk5mZ49e7Js2TIGDhxIaGgogYGBzJs3j6ysrFq9JkGoK/KoaFSfuIutWliIPCq6jmZUc9ZcWkNuUflKv7lFuay5tOalzrvqeDw5BUXlxnIKilh1PP6lzlsbyt7cq0keHh7SDcWpU6dy5cqVGn9NoWakp6fTunVr1NTUCAwMlNpKPcnW1pbTp0/z8OFDCgoK2LNnTy3PVKgpMTEx9OrVCwsLC5YtW8bixYvZtWsXs2fPxtzcnEGDBpGbm8vMmTMpKipCLpczbtw4fHx8SEhIwMHBgX/96180a9aM9evXo6mpKfUQnzBhQrmCelevXuXgwYN89913QEkBw127dhETE8OuXbueWXxPqH0iVVgQyjh16hRubm5S1dQWLUpWDEaMGIGKigomJiZS2lJZY8eOZdCgQSxatIjdu3dLRW8CAgI4dOgQPj4+AOTm5pKUlESPHj1q6YoEoe60j46m+NEjos0VZGtpoZWdjSIqmvYN8MvAnaw7LzT+vJLTKm8ZVNX4q6aoqAhVVdVqO98PP/xQbedqiPz8/HB2dsbQ0LCup1KpiRMn4urqirW1NRYWFhgbG1d6nIGBAd7e3vTp0wcDAwOsrKzK9VUWXl0uLi64uLhUGD9//nyFMT8/P+nPiYmJtG/fnmXLlgEl3+fWrl0LgKenJ0uWLCEsLEzqUf3WW2/x559/8vXXX6Ojo4OnpydJSUlSMUITExNu3rxJ+/btq/sShZcgAldBKKOqvRBlqxVWtq+ibdu2tGzZkujoaHbt2iXdvVMqlezbt4/u3bvX3KQFoZ5qZGBAh6QkOiQllR+vp1+aX4Z+E31Ssir2LNVvov9S5zXU1eR2JUGqoW7dtxJ6HoWFhbi7uxMREUG3bt3Yvn07JiYmTJkyhYCAAGbNmkVGRgabNm0iPz+fLl26sGPHDrS0tPDw8KBZs2aEhYVx584dVq5ciZubG0qlktmzZ3Pq1Ck6duxY7neyg4MDPj4+WFs/V52P146fnx9mZmb1LnAtbfelp6dHSEhIpcfExsYCcDUokKCft5Px8AFzB/XDbvy79LBzrLW5CvXXk9/fZDIZjRo1ktonlaadR0dHEx8fL7WNS09PJyYmBjW1v6ugl+2jLdQfIlVYEMpwcnJi9+7dPHz4EKBc2fRnGT9+PCtXriQ9PR25XA6U3Dn09fWVvlhFRERU/6QFoZ5qPecjZBoa5cZkGhq0nvNRHc2o5nhaeaKhWv5aNVQ18LTyfKnzznPpjqZa+RVJTTVV5rm8GjfD4uPjmTZtGtHR0VLqHoCGhgbBwcGMHz+eUaNGERoaSlRUFD169GDz5s3S8yvbprF//37i4+OJiYnh+++/59y5c3VybTXFy8tL2qYCsHDhQtauXcuqVauwsbFBoVDw1VdfSY+PGDGCnj17YmpqyqZNm4CSlWwPDw/MzMyQy+WsXr2avXv3EhYWxsSJE7GwsCAn59Vbtb8aFEjApnVkPLgPSiUZD+4TsGkdV4MC63pqQj2QlJQk3fj46aef6N+/P0ZGRoSHhwNIbdhOnjxZoRdwUVERf/31V+1OWHhhInAVhDJMTU1ZuHAhAwYMwNzcnI8//vi5n+vm5sbPP//M2LFjpTEvLy8KCgpQKBSYmZnh5eVVE9MWhHpJx9UVgyWLS1ZYZTIaGRpisGQxOq6udT21ajek0xC8+3pj0MQAGTIMmhjg3df7pasKj7Bsy/JRctrqaiID2upqsnyUvN5VFa5K+/btpWIokyZNIjg4GCipAlsqNjYWOzs75HI5/v7+5QrdVbZN48yZM/zrX/9CVVUVQ0NDqR1GXejbt2+1n/O9995j27ZtABQXF/Pzzz/Tpk0bEhISuHjxIpGRkYSHh3PmzBkAtmzZQnh4OGFhYaxdu5aHDx8SGRnJ7du3iY2NJSYmhsmTJ+Pm5oa1tTX+/v5ERkaiqflqrNqXFfTzdgrz88qNFebnEfTz9jqakVCf9OjRg23btqFQKEhNTWXGjBl89dVXeHp6YmdnJ21LqKqyfX5+fm1OV/gHRKqwIDzB3d0dd3f3Kh8vTWkyMjKSUpcA2rRpUyGt5HhcKrEdx5HZfBiGuppMfUVWSQShuui4ujbIQLVUYmIiQ4cOJTY2liGdhjw1UE1MTOTcuXNMmDDhqec0MjIiLCxM2ms/wrLtKxOoPqmy1D0oXyHWw8ODAwcOYG5ujp+fH6dPn5Yeq2qbRn2pKFsTq71GRka0bNmSiIgI7t69i6WlJaGhoQQEBGBpaQmU/DuUkJCAvb09a9euZf/+/QDcunWLhIQEunfvzo0bN5g9ezZDhgzB2dm52udZFzIePnihceH1YWRkVGlhNjs7uwqtklavXo2Dg0O5MQsLC/orepOy4iLNXIw4cuRITU5X+IfEiqsg1JBXqY2FIAg1LzExkZ07d9b1NGpVZal7T8rIyMDAwICCggKpvcXT2Nvb8/PPP1NUVERKSgqBgXWXJqqtrS39eeXKlcjlcszNzaW05uvXrzN48GB69uyJnZ0dcXFxz3XeqVOn4ufnx9atW5kyZQpKpZIFCxYQGRlJZGQkf/zxB++99x6nT5/mxIkThISEEBUVhaWlJbm5uTRv3pyoqCgcHBz473//y9SpU2vk+mtb05Z6LzQuCJVxcnIqt58VQFWpgnVhJ4rS8kj7JYGsiHt1NDvhaUTgKgg15FVuYyEIwou7ceMGlpaWXLhwgXnz5kn7EUuLtc2fP5+goCAsLCxYvXo1RUVFzJ07F7lcjkKhwNfXVzqXr68vVlZWyOVyKdjx9vaWKpQDmJmZkZiYSGJiIsbGxri7u6NQKKT+hfVBZal7T1qyZAm2trYMGjSoyiqyZY0cOZKuXbsil8uZMWMGAwYMqImpv5Bff/2VAwcOcOHCBaKioqQekNOmTcPX15fw8HB8fHyYOXPmc51v5MiR/Pbbb4SGhkpVVrds2SJl/Ny+fZt79+6Rnp5O8+bN0dLSIi4uTqq8+uDBA4qLixk9ejRLlizh0qVLADRt2pSMjIwaeAdqh934d2nUWL3cWKPG6tiNf7eOZiS8ihQKBa6urlIFYe1iDewKjOlSbACAsqCYx8cT63CGQlVEqrAg1JCG3sZCEIS/xcfHM378eLZu3crFixfR0dEhNDSUvLw8+vXrh7OzMytWrMDHx0dKQduwYQN//vknERERNGrUqFwxOD09PS5dusT69evx8fF5ZpuX+Ph4Nm/eTL9+/ZgyZQrr16+X2j7UlapS9xITE8v9PGPGjEoD2rKtLuDvbRoymYx169aRFXGPx8cTKUrLQ/UPdbIi7pVLM65NJ06cYPLkyWhpaQElrdQyMzM5d+6c1B4NIC8vr6pTlNO4cWMcHR3R1dVFVVUVZ2dnrl69Sp8+fYCSld4ff/yRwYMHs3HjRhQKBd27d6d3795ASWA7efJkqQDN8uXLgZK07OnTp6OpqUlISMgrt8+1tHpwaVXhpi31RFVh4R9RKBQoFAr+mh9U6eNFac/3WRVqlwhcBaGGvOptLARBeD73799n+PDh7Nu3D1NTU5YuXUp0dDR79+4FSgqBJCQk0Lhx43LPO3HiBNOnT5daMpT2jQYYNWoUAD179uSXX3555hyeLIK0du3aOg9ca1JWxD3SfklAWVASmJWm9wE0sWxd6/OprJVacXExurq6REZGvvD5iouLOX/+PHv27JHGPD098fSsWKX6119/rfQcpausKXcOcuP6vzl5ajb6+gac/n0lBvrDX3hO9UUPO0cRqArVRlVXvdIgVVVXvZKjhbomUoWF19LGjRvZvr2kCqGHh4f0BfNFRUZGcuzYsUofe9XbWAiC8Hx0dHRo3749Z8+eBUqCGF9fX2k/4p9//llpcZyq+kbD30WJyvYSLNuPEP7uSQhVF0FqqB4fT5SC1lJ1md7n7OzMli1bpBTt1NRUmjVrRseOHaXgU6lUEhUV9cxzXblyhS5duuDk5ETXrl1fal4pdw4SF7eQ3LxkQEluXjJxcQtJuXPwpc4rCA1FMxcjZGrlwyGZmgrNXIzqZkLCU4nAVXgtTZ8+nXffffk9MU8LXIfK27zSbSwEQXg+jRs35sCBA2zfvp2dO3fi4uLChg0bKCgoAODatWtkZWVV2F/o7OzMxo0bpcD0WX2jjYyMpFW0S5cu8eeff0qPPU8RpIakqjS+ukrvGzx4MMOGDcPa2hoLCwtpL7K/vz+bN2/G3NwcU1NTDh58dsBoYmLCjRs3+Oabb156Xjeu+1BcXD7zp7g4hxvXfap4hiC8XppYtkZ3VFdphVVVVx3dUV3rJHNDeDaRKiy8FrZv346Pjw8ymQyFQkHnzp3R1taukEq3ePFiDh8+TE5ODn379uW7775DJpPh4OCAra0tgYGBpKWlsXnzZmxtbfnyyy/JyckhODiYBQsWcPXqVZKTk0lMTERPT48tW7ZwcO0OHoeFkd2oETq23wIicBWEhqZJkyYcOXKEQYMG8cUXX2BiYoKVlRVKpZJWrVpx4MABFAoFjRo1wtzcHA8PD2bPns21a9dQKBSoqanx/vvvM2vWrCpfY/To0Wzfvh0LCwtsbGzo1q2b9FhpEaQPPviArl27VrpntCGpL+l9pftuoaT4Vmk14ayIe6SsuIhaWh5bHRbTzMWoTr4I5+alvNC4ILyOmli2FoHqK0JWti9afWNtba0MCwur62kIr7jLly8zatQozp49i56eHqmpqaxdu1YKXD08PBg6dChubm6kpqZK+8zeeecdxo4di6urKw4ODvTs2ZNvvvmGY8eO8e2333LixAn8/PwICwtj3bp1QEnVz8OHDxMcHIympibffPMNsbGxbN26lbi4OJydnbl27RoaGhp1+ZYIgtCAlO0l+7p4co8rlKT31YeVkvo0t7Nn7f5/mnB5GuqG9OtXeVEaQRCE2iSTycKVSqX18xwrUoWFBu/UqVO4ubmhp1fS561sAZQnBQYGYmtri1wu59SpU1y+fFl6rGyxlCerYpY1bNgwqVJjcHAw77zzDgDGxsZ06NChQiNsQRDqjoODA6/yDdJrF+6wd2UYqclZbPv8LNcu3KnrKdWK+pzeV5/233bqPBcVlfIFAVVUNOnUueEW7hIEoeESqcJCg/e0Aihl5ebmMnPmTMLCwmjfvj3e3t7lip9UViylMk2aNCn32oIg1K1Dhw5x5coVKY2zrIcPH+Ln54e19XPd7K1Xrl24Q6B/HJrFLVg4djOZqXkE+pf0fO1mq1/Hs6t59TW9rz7tvy2tHnzjug+5eSloqBvQqfPcV7qqsCAIry+x4io0eE5OTuzevZuHDx8CVRdAKQ1S9fT0yMzMfK5Kw89q5m5vb4+/vz9QUqAlKSmJ7t1FVWFBqElZWVkMGTIEc3NzzMzMyMnJIT8/HxsbG8zMzJg2bRpKpZLCwkJatmyJh4cHxcXFuLu788UXXwAQEBBAnz59sLKyYsyYMeX2MtYXIQevU5hffmWvML+YkIPX62hGAlS9z7au2msY6A+nX78gnAb+Qb9+QSJoFQThlSUCV6HBMzU1ZeHChQwYMABzc3M+/vjjSo/T1dXl/fffRy6XM2LECGxsbCocc/r0aSZMmCD97OjoyJUrV7CwsGDXrl0Vjp85cyZFRUXI5XLGjRuHn5+ftHIrCMLLS0xMxNjYmKlTp2JmZsbEiRNZuXIlYWFhZGdns2XLFh4+fEhSUhKhoaFYW1sTFBSEQqHgs88+486dO6xYsYKJEycSExPD48ePsbGxYdiwYXz44YdcunQJa2trvv3227q+1AoyUytfwatqXKgdor2GIAhCzRDFmQShEoWFhTRqVDGT/vTp0/j4+HDkyJFnnuNAxG1WHY8nOS0HQ11N5rl0F61wBKGaJSYm0qVLFyIiIjA1NcXGxkZqG2Npacn9+/d577332LVrF6mpqVy7do2cnBy+/PJLPv/8c4yNjXnw4AFz5swhISGBrKws3nnnHdzd3cnOzqZHjx7k5+fTp08fNm/eXNeXW862z89WGqRqt1DH/d/96mBGQqmsiHs8Pp5IUVoeqrrqdVZVWBAEob57keJMYo+r0GAlJiYyePBgbG1tiYiIoFu3blJbnKpa3vTt25ezZ88ybNgw3njjDRYtWoSqqio6OjqcOXOm3PmzsrKYPXs2MTExFBYW4u3tzfDhw7Gzs2PUh15sulxMTkERd36cR57zTBZk5QOI4FUQqlnHjh2Ry+VASYaFi4sL33//PX5+fnh5eaGnp8fvv/9OfHw8Xl5epKWlkZ+fLz1fX1+fwMBADAwMGDFiBDKZjMGDB3PkyBEiIyPr6rKeqc/wzgT6x5VLF27UWIU+wzvX4awEqL/7bwVBEF5lIlVYaNDi4+OZNm0a0dHRNGvWjPXr1zNr1ixCQ0OJjY0lJyen3OppWloav//+O5988gmLFy/m+PHjREVFcejQoQrnXrZsGQMHDiQ0NJTAwEDmzZtHVlYWU6dOZZXvd+QUFFGQehtlUQGNW3ckp6CIVcfja/PyBeG1UDb9XkVFhaysLLS0tBg1ahQtW7bk5s2bQMn+9YKCAi5dulTu+SYmJrz99tucPn2aRo0a0bt3b86ePUtRUREA2dnZ9bIaeDdbfRwnGqPdouT6tVuo4zjR+LUozCQIgiC8fkTgKjRo7du3p1+/kpS5SZMmERwc/NSWN+PGjZP+3K9fPzw8PPj++++lL7BlBQQEsGLFCiwsLHBwcCA3N5ekpCTGjBnD/SshKIsKyYz+H03MnKTnJKfl1ODVCoIAkJSURK9evXj77be5f/8+rq6umJiYIJfLCQwMpHPniiuSH3/8MS1btsTX15eWLVvi5+dHXl4eCoWC3r17ExcXVwdX8mzdbPVx/3c/Ptw4EPd/9xNBqyAIgtBgiVRhoUF7sg2OTCZ7asubsq1sNm7cyIULFzh69CgWFhYVUgaVSiX79u2rtEpwy+7WZCecJzsuCH33/0jjhrqaFY4VBKF6WVhYsHTpUhITExk6dCgdO3akd+/erFu3Dg8PD4YOHYqbmxsA8+fPl/q4WlhY8KapHXdXhtEtTQ2NRuqEbDshUj4FQRAEoR4QK65Cg5aUlERISAgAP/30E/379weer+XN9evXsbW1ZfHixejp6XHr1q1yj7u4uODr6yv1ao2IiJAemzd7BmknN9HYoBuqmk0B0FRTZZ6LaIUjCNXJyMiI2NhY6Wc/Pz8pKC19zMPDg3Xr1lV4HJAeS7lzEM+3tLF/1EHqtxk/5zhpvySQFXGvFq9IEARBEITKiMBVaNB69OjBtm3bUCgUpKamMmPGjGe2vCk1b9485HI5ZmZm2NvbY25uXu5xLy8vCgoKUCgUmJmZ4eXlJT32ycS3aKPXnA6930YGtNXVZPkouSjMJAj1UMqdg8TFLUT3qhMqxeXbVSkLinl8PLFuJiYIgiAIgkS0wxEarNI0wbKrMbUlOTkZBwcH4uLiUFER94cEoT47e9aO3LxkugVsRYas0mParbCr5VkJgiAIQsP3Iu1wxDdqQagm0dHRrF69mpEjR2Jqasq0adNE0NqAJSYmYmZm9tzHT506lStXrgAlKawPHjyoqakJLyg3LwWAQo2HlT6uqqte6bggCIIgCLVHfKsWGqwn977VpF9//ZVBgwaRnp6Oubk5np6e5OXlER0d/dznOHToECtWrADA29sbHx+fmpquQPlAsjb88MMPmJiY1NrrCc9PQ90AgPtd9lKsklfuMZmaCs1cjOpgVkJ1On36NOfOnavraQiCIAgvQQSuglANzp07x5Np9wUFBZw8efK5zzFs2DDmz59f3VOTlA2Mq5KYmMjOnTtrbA71SXUEkoWFhbi7u6NQKHBzcyM7O5uTJ09iaWmJXC5nypQp5OWVBEIODg5S9dr6vEXjddSp81xUVDTJMDzPHZOtFGg8QIkSmhahO6qrqCrcAIjAVRAE4dUnAldBqAYZGRkUFxdz4MABNmzYwO7duykoKODQoUPY2NhgZmbGtGnTpIBl7dq1mJiYoFAoGD9+PFBS7XTWrFk1NsfnCYwbauCalZXFkCFDMDc3x8zMjF27dpULJLW1tfnss8/o2bMnb775JhcvXsTBwYFOnTpx6NAhoOTvZ8SIEbi6utKxY0e2bdtGfHw8ISEhaGlpoa6uzrfffsukSZPQ1tamcePGHD16FG9vbwDi4uJYvXo1jo6OPHr0qK7eCqESBvrDMTZehoa6IRmGF0ge9C2NPnpEu4UOr03Q+qKp79Xpyc/n119/zahRowA4ePAgmpqa5Ofnk5ubS6dOnYCSqu+DBw+mZ8+e2NnZSX1279+/z+jRo7GxscHGxoazZ8+SmJjIxo0bWb16NRYWFgQFBVV6HJRku0yZMkX6/K9du7ZO3hPhby+7tSIyMpJjx45V44wEQagroo+rIFSDpk2b8vDhQ4YNG8Ybb7zBwYMHCQ0NxcnJiS+++AKAd955hyNHjuDq6sqKFSv4888/UVdXJy0t7aVfPzExkcGDB9O/f3/Onz+Pubk5kydP5quvvuLevXv4+/tz5coVwsLCpF6WzZo1IywsjDt37rBy5Urc3NyYP38+V69excLCAnd3d+bMmfPSc6sPfvvtNwwNDTl69CgA6enpbNiwQXo8KysLBwcHvv76a0aOHMkXX3zB//73P65cuYK7uzvDhg0DIDY2loiICHJzc+ncuTPNmzfn2rVrzJkzh/z8fE6ePElOTg5btmyha9eurFu3jkWLFrF8+XKgpD3T6dOn6dy5c+2/CcJTGegPx0B/eF1Po14rKipCVVW12s9b2edz48aNAAQFBWFmZkZoaCiFhYXY2toCMG3aNDZu3EjXrl25cOECM2fO5NSpU3h6ejJnzhz69+9PUlISLi4uXL16lenTp6Otrc3cuXMBmDBhQqXHQclNpsDAQDIyMujevTszZsxATU2t2q9bqHmFhYVERkYSFhbG22+/XdfTEQThJYnAVRCqQd++fdHR0eGNN94AQKFQEBoaipaWFra2tmRnZ5OamoqpqSmurq4oFAomTpzIiBEjGDFiRLXM4Y8//mDPnj1s2rQJGxsbdu7cSXBwMIcOHeLf//53hddJSUkhODiYuLg4hg0bhpubGytWrMDHx4cjR45Uy5zqC7lczty5c/nss88YOnQodnblK8Q2btyYwYMHS8eqq6ujpqaGXC4nMTFROs7R0ZGmTZtK/yt7/qNHj1JYWEhGRgZjxowBIDMzk9zcXOk4JyenGvniLwjVoTT1PSIigm7durF9+3ZMTEyYMmUKAQEBzJo1C2NjY6ZPn052djadO3dmy5YtFBQU8NZbbxEeHk5UVBQWFhbcvHmTN954g86dOxMTE8PMmTMrvVkGlX8+u3TpwtWrV7l48SIff/wxZ86coaioCDs7OzIzMzl37pz0OQOklPwTJ06U27v++PFjMjIyKlzr044bMmQI6urqqKur07p1a+7evUu7du1q5D0XysvKymLs2LH89ddfFBUVSW3mfH19OXz4MAUFBezZswdjY2NSU1OZMmUKN27cQEtLi02bNqFQKPD29iY5OZnExET09PQIDg4mJyeH4OBgFixYwNChQ5k9ezYxMTEUFhbi7e3N8OHD8fPz49ChQ2RnZ3P9+nVGjhzJypUr6/gdEQShLBG4CkI16NGjB1paWujo6JCenk6TJk3Q19fn66+/JiwsjPbt2+Pt7S0FMUePHuXMmTMcOnSIJUuWcPny5ZeeQ8eOHZHL5QCYmpri5OSETCarEHyVGjFiBCoqKpiYmHD37t2Xfv36rFu3boSHh3Ps2DEWLFiAs7NzucfV1NSQyUraoKioqKCuri79ubCwUDqudBxAJpNx+/ZtQkJCUFFRIS4ujlGjRnHu3Dn27t1Lly5d8PDwFVMSQAAAIABJREFUwNLSUnqOpqZmTV6mILyU+Ph4Nm/eTL9+/ZgyZQrr168HQENDg+DgYKDkppyvry8DBgzgyy+/ZNGiRfznP/8hNzeXx48fExQUhLW1NUFBQfTv35/WrVujpaUFVH6zDCr/fNrZ2fHrr7+ipqbGm2++iYeHB0VFRfj4+FBcXIyuri6RkZEVrqG4uJiQkJBnftaedlzZz7mqqmq53wFCzaps9f2zzz5DT0+PS5cusX79enx8fPjhhx/46quvsLS05MCBA5w6dYp3331X+m8iPDyc4OBgNDU18fPzk7KNAD7//HMGDhzIli1bSEtLo1evXrz55ptASVpxREQE6urqdO/endmzZ9O+ffu6eTMEQahA7HEVhGqSkpJC79698fb2pqCggCFDhgCgp6dHZmYme/fuBUq+MN26dQtHR0dWrlxJWloamZmZL/36Zb9sPS34quz4hl4sKDk5GS0tLSZNmsTcuXO5dOlStZy3a9eubNu2DS8vL3Jzc1mwYAHGxsYMGjQIuVyOTCajb9++1fJaglDT2rdvT79+/QCYNGmSFKyOGzcOKAki0tLSGDBgAADu7u6cOXMGKMk6OXv2LGfOnOHzzz/nzJkzBAUFlctuqOpmWWWfT3t7e/7zn//Qp08fWrVqxcOHD4mLi8PU1JRmzZrRsWNH9uzZA5T8/oqKigLA2dlZClAAKZBp2rRpuZXXqo4T6pZcLufEiRN89tlnBAUFoaOjAyDtee7Zs6d0IzY4OJh33nkHgIEDB/Lw4UPS09OBkpoOVd28CAgIYMWKFVhYWODg4EBubi5JSUlASVaMjo4OGhoamJiYcPPmzZq8XEEQXpBYcRWEatKjRw+2bdvGBx98QNeuXZkxYwaPHj1CLpdjZGSEjY0NULJPbNKkSaSnp6NUKpkzZw66urp1PPsST365ayhiYmKYN28eKioqqKmpsWHDBmmv2z/VqFEjzp07h56ennRHX0tLiyNHjjBjxgxSUlK4cOECHTt2xMbGhsGDB0t7WytbAReEulaadfDkz02aNHnmc+3s7AgKCuLmzZsMHz6cr7/+GplMxtChQ6VjqrpZVtnn09TUlLt372Jvbw+UrPS2bt1ampO/vz8zZsxg6dKlFBQUMH78eMzNzVm7di0ffvghCoWCwsJC7O3t2bhxI66urri5uXHw4EF8fX2rPE6oW1Vlx5T+t1N2BbyyG67P89+sUqlk3759dO/evdz4hQsXxGq7INRzInAVhGpgZGRUaU/QpUuXsnTp0grjpSsZpa4GBZIf+jsdHz5g04eTGTf+XXrYOdbYfKuiUCho1KgR5ubmeHh4NJjiTC4uLri4uJQbO336tPTnsivepVWAn3zMw8MDDw8Pabxs8Fn2sY4dO/Lbb78BcPTGUb4NXY582x6av1lMUpMrpNxRE0WAhHopKSmJkJAQ+vTpw08//UT//v2JiIiQHtfR0aF58+bSSuqOHTuk1Vd7e3u++OIL7O3tUVFRoUWLFhw7dkwqTPY0lX0+4e99qwCbNm0q91jZz1lZenp67Nq1q8J4t27dKvTVfvK4lDsHGTToJLl5KZw9e5BOnefWWi9woURycjItWrSQqrP7+flVeay9vT3+/v54eXlx+vRp9PT0aNasWYXjnrwh6+Ligq+vL76+vshkMiIiIspt6RAEof4Sgasg1LGrQYEEbFpHYX7Jl7SMB/cJ2FSSwva8wauRkVG5L1hl/7Ev+1hpcPXkl4HS4ExNTe2Fes8KVTt64yhfnfUir7gAgEdFKvx4P5vCsIW8Y40IXoV6p7KsEV9f33LHbNu2TSrO1KlTJ7Zu3QqU/J4BpBXS/v3789dff9G8efNavYZ/KuXOQeLiFlJcnANAbl4ycXELAfFZrU2Vrb6X7oV+kre3N5MnT0ahUKClpcW2bdsqPc7R0VFKDV6wYAFeXl589NFHKBQKlEolRkZGDa4goSA0VLL6vLfN2tpaWdpnURAaqk0fTibjwf0K4031WjHtv1tr/PWP3jjKmktruJN1B/0m+nhaeTKk05Aaf92GznmvMylZKRXGm6sWs7xjC/r1C6qDWQmCUJmzZ+3IzUuuMK6hbig+q4IgCDVIJpOFK5VK6+c5VhRnEoQ6lvGw8sbqVY1Xp6M3juJ9zpuUrBSUKEnJSsH7nDdHbxyt8ddu6O5k3al0/FGRjNy8igGtIDRU6YcPkzDQias9TEgY6ET64cN1PaUKqvpMis/qayJ6N6w2A2/dkv+P3l3XMxIEoRIicBWEOta0pd4LjVenNZfWkFuUW24styiXNZfW1PhrN3T6TfQrHW+uqkRD3aCWZyMIdSP98GFSvL78f+zdeUBO2f/A8ffT066UJkuMUdlKe8q+lFR87WSbUIx9rE0YDBqMme9MhsEYX7Mw5meX3cyYibIbpCQpSx5LZUlKez1Pz++PpjtSGUsUzusf3XPPvffcR8v93HPO56BMSgK1GmVSEslz5la54LW8n0nxs/oWiN4CeyZB+k1AXfTvnkkieBWEKqhCAleZTNZFJpPFy2SyKzKZ7OMy9uvIZLLNf+//SyaTmVfEdQXhTdB+0DA0tXVKlGlq69B+0LCXfu3yegXLKxee3mTnyehoaJUo05Kp6W4sw7Lhi2U0FoTXxd0lS1Hnlnw5ps7N5e6SpZXUorJZNgxEQ6Pk8ikaGnriZ/UNt2rVKtZ9EQAFOSV3FOTAgfmV0yhBEMr1woGrTCaTA98CXYFmwGCZTNbssWofAA/UanUjYAnw3xe9riC8Kazbu+M1egKGpjVBJsPQtCZeoye8kqzC5fUKllcuPL1ult34tO0CaukWrUNYQ17IkJr6DHX5TCR7Ed4ayuSyh9qWV15ZzOr0wsrqM3R16gIydHXqYmUlflarqitXrmBra/vU9cPDwzl+/Li0vXPnTqKjoxk7dizDmpSzjnr6rRdtpiAIFeyFkzPJZLLWQJBarfb+e3smgFqt/vyROvv/rnNCJpNpAreBmup/ubhIziQIL1fxHNdHhwvrynUJahMkEjQJgvDCLnfyKBom/BjNunVpfFBkMH/bKBQKunTpQrt27Th58iQODg4MHz6cefPmcffuXdavXw/AlClTyMnJQU9PjzVr1tC0aVPWrl3Lvn37yM3N5f79+6Snp9OxY0cOHTqEhYUFhYWFjBgxAh8fH+bPn8+ePXvIycmhTZs2mJmZYWhoyN69e2nTpg0//fQT3t7eWFhYYHB2FYHOObitzaJlPTlhCiVpufDj++/Rfvk1qe1KpRJNTbEYhyBUtGdJzlQRgasP0EWtVo/8e3so0FKtVk94pE7M33Vu/b199e86pbLPyGSy0cBogPfee6/59evXX6h9giA8mcgqLAjCy1I8x/XR4cIyXV3MFszHqEePSmyZUBkUCgWNGjUiMjISGxsbXF1dcXBw4Mcff2T37t2sWbOGdevWoa+vj6amJqGhoXz33XeEhISwdu1aPvnkE6Kjo3n48CFt27ZFJpNRo0YNGjRowLFjx9DU1OTixYtoaGiQkJBAYGAgNWrUIDw8HH19fdLT0+ncuTOHDx/GyMiInJwchndrxUijo7h+dx8tOTR5R84QR3223mnAu1bNMTExITIyEmdnZxYvXlzZH6EgvHGeJXCtiFdHsjLKHo+Gn6ZOUaFavRpYDUU9ri/WNEEQ/k03y24iUH2LJSUlMWnSJLZt21bZTRHeQMXB6d0lS1EmJ6NpZkatqVNE0PoWs7CwwM7ODgAbGxs8PDyQyWTY2dmhUChIT0/Hz8+Py5cvI5PJKCgokI719PTExMSEhw8fkpSUxMyZM1m0aBEjRozg3Xff5fbtovwMYWFhzJs3D4VCgZGREc2bN6dLly7s3buXqVOnYmxsTPfu3YmJicHAwIDRW6/SuFYWX3vI0axei48OaXM7I4d3gUuXLhEaGopcLq+Mj0sQhEdUROB6C6j/yPa7wOPjgorr3Pp7qLARkFoB1xYEQRBeQN26dSstaBVD794ORj16iEBVkOjo/JOMUENDQ9rW0NBAqVQyZ84c3N3d2bFjBwqFAjc3N6l+tWrVpK8NDAxo3LgxAEOGDOH3338HIDc3l/Hjx/Pjjz8SHByMm5sb4eHhZZ4DIC8vj+PRV5DL5Qw/Whd9fX2ysrJQKpUA9O/fXwStglBFVERW4dNAY5lMZiGTybSBQcDux+rsBvz+/toHOPhv81sFQRCEijVjxgxWrlwpbQcFBbF48WIpycnatWvp27cvXbp0oXHjxkyfPl2q+8cff9C6dWucnZ3p378/mZlFCU1+/fVXrKysaNeuHZMmTaJ79+4AnDp1ijZt2uDk5ESbNm2Ij4+XrtG/f3969OiBl5fXq7p1QRBeE+np6dSrVw8o+n1RHl1dXUJCQigsLCQ1NZWUlBTkcjk5OUUZgvX09FCpVP/6Yk6tVmNsbIyLiwsbNmwgKiqKEydOSPsfD3QFQag8Lxy4qtVqJTAB2A9cBLao1eoLMplsvkwm6/l3tR+Bd2Qy2RUgACi1ZI4gCILwcg0aNIjNmzdL21u2bMHV1bVEnaioKDZv3sz58+fZvHkzN2/eJCUlhYULFxIaGsrZs2dxcXHh66+/Jjc3lzFjxvDbb79x9OhR7t27J53HysqKw4cPExkZyfz585k1a5a078SJE/z8888cPHjw5d+0ILwl/u///o8WLVrg6OjImDFjUKlU/PjjjzRp0gQ3NzdGjRrFhAlF6UeuXr1Kq1atcHV1Ze7cuRgYGFRy6/8xffp0Zs6cSdu2bVGpVOXWS0lJQUtLC1tbWwIDA7G0tMTMzIwrV64watQo+vXrR0xMDK6urmhra5ORkSEda2hoKG3r6upiYWEh/f5Sq9XExMS83JsUBOG5VMgYLbVa/Svw62Nlcx/5OhfoXxHXEgRBEJ6Pk5MTd+/eJSkpiXv37lGjRg3ee++9EnU8PDwwMipawqdZs2Zcv36dtLQ0YmNjadu2LQD5+fm0bt2auLg4LC0tsbCwAGDw4MGsXr0a4KnmqQmCUDEuXrzI5s2bOXbsGFpaWowfP57169ezYMECzp49i6GhIZ06dcLBwQGAyZMnM3nyZAYPHsyqVateWTvNzc1LBIWP9qg+uu/SpUtS+YIFCwDw9/fH399fKre2tsbExARNTU1sbW2JjY3liy++YPLkydSuXZuRI0dy5swZ1qxZw6VLl/Dx8UFDQ4OcnBwGDRrEqFGj0NHRYdu2bTg17MCUjybS23sgalkh/fr2R6FQlLieIAiVT0wuEl6ptWvXcubMGVasWMGqVavQ19dn2LBhld0sQXhr+Pj4sG3bNm7fvs2gQYNK7X90/plcLkepVKJWq/H09GTjxo0l6kZGRpZ7naedpyYIwos7cOAAERER0giKnJwcjh8/TseOHaWXRP3795cCwhMnTrBz504A3n//fQIDAyun4c/J3Nyc2NhY3NzcpAzCc+fOpXfv3vTu3btU/SZNmhAdHV2iLDY2FoBLf93mSthNxnpJqziiqa3Bpb9uP3GosiAIr54IXIVXpjjRQbGxY8dWUkuqjrlz59KhQwc6d+5c2U0R3hLFPQ0pKSkcOnSIvLy8fz2mVatWfPjhh1y5coVGjRqRnZ3NrVu3sLKyIiEhAYVCgbm5eYlhyE87T00QhBenVqvx8/Pj88//Cb527NghBadvqkeTLj2vE7uuoswvLFGmzC8k9OeiwLZJyzovfA1BECpGRSRnEt4yCxYswMrKCk9PTwYPHkxwcDDff/+9tB5bv379yM7OBoqG9gQEBODu7s6MGTNKnCcoKIjg4GAArly5QufOnXFwcMDZ2ZmrV69WaJvVajWFhYX/XvEVUqlUzJ8/XwStwitlY2NDRkYG9erVw8zM7KmOqVmzJmvXrmXw4MHY29vTqlUr4uLi0NPTY+XKlXTp0oV27dpRu3ZtaZjx085TEwThxXl4eLBt2zbu3r0LQGpqKs7Ozhw6dIgHDx6gVCoJCQmR6rdq1Ura3rRpU6W0uarITC375Z26EMLWx3Hpr9uvuEWCIJRHBK7CMzlz5gwhISFERkayfft2zpw5A0Dfvn05ffo0586dw9ramh9//FE6pngNtCct3O3r68uHH37IuXPnOH78+FM/UD+JQqHA2tqa8ePH4+zszC+//IKdnR22trZSEK1SqfD398fW1hY7OzuWLFkCFCWu6NKlC82bN6d9+/bExcUBRYH4uHHjcHd3x9LSkkOHDjFixAisra1LzIUZN24cLi4u2NjYMG/ePKnc3Nyc+fPn065dO7Zu3Yq/v79YP1N45c6fP09YWBhQcl6Zv78/K1askOrt3btXGuLbqVMnTp8+TXR0NNHR0fTsWZR7z93dnbi4OI4cOUJubi4uLkVriLdu3ZpLly5x7NgxFixYwG+/rGH1h8O5/3sI9uosLh4Je4V3LAhvtmbNmrFw4UK8vLywt7fH09OT5ORkZs2aRcuWLencuTPNmjWTXiwtXbqUr7/+mhYtWpCcnCyVv40MTHTK3afML+TErop9kS4IwvMTQ4WFZ3L06FF69eqFnp4eAD3+XpsvJiaGTz75hLS0NDIzM/H29paO+bc10DIyMkhMTKRPnz5AUYa/ihIfH8+aNWv45JNPaNWqFREREdSoUQMvLy927txJ/fr1SUxMlB7c09LSABg9ejSrVq2icePG/PXXX4wfP17KgPrgwQMOHjzI7t276dGjB8eOHeOHH37A1dWVqKgoHB0d+eyzzzAxMUGlUuHh4UF0dDT29vbS/R09ehRAWndOEF5X33//PT///DP5+fk4OTkxZsyYUnUuHgnjj9UrUOYX9WxkpNzjj9VFAbJ1e/dX2l5BeFMNHDiQgQMHliiztbVl9OjRKJVK+vTpg5eXF1mRd9HYk8w2t6/QrKHLfiKlF05vo9a9GhK2Pq7UcOFi5fXICoLw6onAVXgm5S2/6+/vz86dO3FwcGDt2rVPXOz7ac9ZERo0aECrVq3YsGEDZmZm1KxZk/DwcFJSUjh8+DBz5swhISGBiRMn0q1bN7y8vMjMzOT48eP07/9PIuxH5wH26NEDmUyGnZ0dtWvXxs7ODigagqlQKHB0dGTLli2sXr0apVJJcnIysbGxUuD6+IOFILzOpk6dytSpU59Y58imdVLQWkyZn8eRTetE4CoIL1FQUBChoaHk5ubi5eWFZ4M2pG2/TFRCNHP+XIoaNUa6hqxe/r/KbmqlKZ7DGvpzLOoyYtcn9cgKgvBqicBVeCbt2rVjzJgxzJw5E6VSyb59+xg1ahQZGRmYmZlRUFDA+vXrpaQsT6N69eq8++677Ny5k969e5OXl4dKpUJfX/+F21scNGdmZhIfH19iX2ZmJqNGjeLcuXPs37+fb7/9li1btrB06VKMjY2Jiooq85zFWVc1NDRKZGDV0NBAqVRy7do1goODOX36NDVq1MDf35/c3NxSbRKEt0XG/ZRnKhcEoWIU55EolvzFKdQFhbSs78AfI9ZI5fKLMuj1qltXdRQHr4/3vGpqa9C6V8PKapYgCI8Rc1yFZ+Lq6krPnj1xcHCgb9++uLi4YGRkxIIFC2jZsiWenp5YWVk983l/+eUXli1bhr29PW3atOH27YpNhrBv3z7S09Olhcpv3LhBTEwMUVFRjBgxgr59+9K9e3dCQkKoXr06FhYWzJkzh759+6JWq9HT02PatGns2bOHTz/9lFOnTjFo0CAuXbrE7t27gaKe43Xr1tG9e3cSExPZtGkTd+7c4bfffqvQexGE143hO6bPVC4IwsuhSit72Gt55W+TJi3r4O5rJfWwGpjo4O5rJbIKC0IVInuZwzRflIuLi7o4+Y9QdWRmZmJgYEB2djYdOnRg9erVODs7P/f5dkYm8tX+eJLScqhrrMc076b0diq7x1ahUEgZTE+ePImDgwPDhw9n3rx53L17l/Xr1wMwZcoU0tPTuXbtGpGRkejo6ODk5ERhYSEFBQXk5uZy7Ngxhg4dSnJyMnXq1OHBgwdkZGRgZWXFzJkz+eijjygoKCA/P5+MjAzs7e2xtbVlz549AJiZmfHw4UNq167Nzp07sba2xszMDH19fbKyskhMTERPTw+VSkVAQADz58/H3NycM2fOYGpa9MDu7+9P9+7d8fHxee7PTxCqusfnuAJoauvgNXqCGCosCK9Q8henygxS5cY6mH3cohJaJAjC204mk0Wo1eqnmmgvhgoLz2z06NHExsaSm5uLn5/fCwetM7efJ6egaLmMxLQcZm4/D1Bu8HrlyhW2bt3K6tWrcXV1ZcOGDRw9epTdu3ezaNEi1q1bx+HDh9HU1CQ0NJRZs2axePFi9PX1kclkrFy5kuXLl2NmZoauri7Dhg0jPT0dHR0dGjVqREZGBtOnT0dbW5uFCxcyb948cnNziYqKQqVSMXv2bKpXr86YMWNo1aoV165dA5CGOMvlcu7cuYOOjg5btmwhNzeXNWvWcPFIGLO6ufPzhOEYvmNK+0HDxPqWwluhODg9smkdGfdTpO9/EbQKwqtV3ductO2XURf8MxxWpqVBdW/zymuUIAjCUxKBq/DMNmzYUGHn+mp/vBS0FsspUPHV/vhyA1cLC4sSCZE8PDykZEkKhYL09HT8/Py4fPkyMpmMgoIC6VhPT0+qV69eYm6qXC4nPj6er776CisrK3r06IGuri7t2rVDLpfj6enJ1q1bkclkqNVqwsLCuHnzJlu3biUxMRGZTAaAvr4+q1evxtvbm2HDhuHt7Y23tzcJCQnEXYgRWVWFt5p1e3fxvS4IlayaUy0AHu5XoErLQ26sQ3Vvc6lceDOEh4cTHBzM3r17CQ8PR1tbmzZt2lR2swThhYk5rkKlSkrLeaZyoFRCpEeTJSmVSubMmYO7uzsxMTHs2bOH3NxcDA0Nyc3NLTcxUvGQ+bp161K3bl1u3rxJr15FmSoePWb9+vVkZ2czZcoUoqKiqF27trTPyMiI7777joKCAjQ0NLh//z5ZWVloaGiQkXq/3KyqgiAIgvCqVHOqhdnHLXj3i/aYfdxCBK1vuPDwcI4fP17ZzRCECiECV6FS1TXWe6byp5Geni5lNS4eivvOO+/QuHFjNm7cyLRp00od07RpU2l+bKdOnQD4z3/+U+a59fX1kcvlhIWFcf36dWlfjRo1aNasGc7OzuzatYv//e9/KJVKAFRKValzgciqKgiCIAhCaQqFAisrK0aOHImtrS2+vr6EhobStm1bGjduzKlTp8jKymLEiBG4urri5OTErl27Sp1j1apVLFmyBEdHR44cOVJJdyMIFUMMFRYq1TTvpiXmuALoacmZ5t30uc85ffp0/Pz8+Prrr6UgFGDs2LGcOXOGFSuKhugqFApkMhkrVqwgNzeXsWPHYmdnx+3bt5k0aVKJnt3MzEwAfH192bRpE5s2bSIuLg4rKyspa/BDpYo/uvuS4jkA+VdBdO3bGyMjIx48eIBcU15mW0VWVUEQBEEQyvJvOT2aNWtGp06d+Omnn0hLS6NFixZ07txZOt7c3JyxY8diYGBAYGBgJd6JIFQMkVVYqHTPklW4IkVERBAQEMChQ4eksubNm1OtWjX+/PPPEoHrvwm5nUpg/E1yCtXYXM+jU3QORtmFyI208OjbGFX+RZFVVRAEQRCEp6JQKPD09OTy5csAUu4MX19fEhIS6Nu3L5qamuTm5qKpWdQPlZqayv79+7lz5440xzUoKEgErkKVJrIKC6+V3k71Xlqgunv3bmJjY/n4449LlJ85c4b333+fL774okR5REREued60i//zxOSpaC1++kstP/uQC5MLyBsfRzuvtZ4jZ4gsqoKgiAIgvBU/i2nh1wuJyQkhKZNS45Su3PnzittpyC8KiJwFd5YSqWSnj170rNnz1L7XFxcuHTpUoVdKzGvKHNxp+gcKWiV2pFfyIldV/FbJLKqCoIgCIJQMby9vVm+fDnLly9HJpMRGRmJk5NTiTqGhoY8fPiwklooCBVLJGcSXgvr1q3D3t4eBwcHhg4dyvXr1/Hw8MDe3h4PDw9u3LgBgL+/PwEBAbi7uzNjxgzWrl3LhAkTANizZw8tW7bEycmJzp07S28kg4KCGDFiBG5ublhaWrJs2TLpup999hlNmzalc+fOxMfHl9u+ejpaABhlF5a5PzO19ILvgiAIgiAIz2vOnDkUFBRgb2+Pra0tc+bMKVWnR48e7NixQyRnEt4IosdVqPIuXLjAZ599xrFjxzA1NSU1NRU/Pz+GDRuGn58fP/30E5MmTWLnzp0AXLp0idDQUORyuZRVGKBdu3acPHkSmUzGDz/8wJdffsnixYsBiIuLIywsjIyMDJo2bcq4ceOIjo5m06ZNREZGolQqcXZ2pnnz5mW2caalGYHxN0nX18C4jODVwOTp58sKgiAIgvB2Mzc3JyYmRtp+9Hnm0X3/+9//Sh1bV8+K/vYz+XbsQQxMdNj2/R80aVnnpbdZEF42EbgKVd7Bgwfx8fHB1LQoA6+JiQknTpxg+/btAAwdOpTp06dL9fv3749cXjqL761btxg4cCDJycnk5+djYWEh7evWrRs6Ojro6OhQq1Yt7ty5w5EjR+jTpw/6+voAZQ45LtavjgkAm5wLaHPiYYnhwpraGrTu1fD5PwBBEARBEISncOmv24Stj0OZX/QSPTM1j7D1cQAieBVee2KocBXm7+/Ptm3bSpUnJSXh4+MDFC0s3b17d4ASw2JXrVrFunXrXl1jXyK1Wo1MJit3X2FhYYn91apVK7PuxIkTmTBhAufPn+d///sfubm50r5HEyDI5XJp/dXyrluWfnVM2DrEhW7Dmkk9rAYmOrj7Wok/FoIgCIIgvHQndl2VgtZixbk2BOF1J3pcXwP+/v50795dClbr1q3Ltm3bSEpKYt68eRgaGhIeHs6SJUto3749ULRm6Zvi1q1bfPPNN4SEhDBmzBjc3NzIy8ujS5cupKam4uvrS5MmTWjdujWXLl0iPj6eLl26YGCmxGoIAAAgAElEQVRgwLlz51i/fj1RUVHEx8fz1Vdf0bNnT4KDg6UkBikpKQwePBgoCv5v3LiBn58f165dIycnh48//hilUsmGDRuQyWSsXbuWbt268d///rfM9jZpWUcEqoIgCIIgvHLl5dQQuTaEN4Hoca1CHk9ABHD48GF+/fVXPvzwQ6n31cfHh/fee4+6devy6aefSscXFBTw22+/AUXBrrW1NVC0JMzjy768LiIiIvjtt99Yvnw5AB9//DFz5swhKyuLtLQ0VCoVu3btQqlUEhoaSo8ePWjYsCFff/01ubm5/Pzzz/To0YOjR49ibW1NREQE7du3x9LSEkdHRyIjI3F3d5c+N4Dc3FyWL1/OpUuXKCgowMbGhm7dupGZmcmYMWOIiori9OnT0pxaQRAEoWpRKBTY2tpW6DkfHdUkCFVVeTk1RK4N4U0gAtcqojgB0cGDB/noo4+IiIhg9+7d7Nq1i65du+Lp6cmQIUOwtLTk1q1bQNEf5uHDh0vn0NLSomvXrmRlZXH06FEUCgVOTk6o1epS65i+Lo4ePUqfPn0YPXo0Fy9eZNq0aXh6etKgQQMiIiKIjo5mxowZXL16lbZt2xIVFcXZs2e5fv06cXFx2NnZSUOmAwMD6dSpE0eOHGHatGmYmJhga2tLZGQkBQUF0jX9/Pywt7dHV1eX1q1bs27dOj766CP69u1LUFAQmpqa+Pr6cvjw4cr6WARBEARBEEpp3ashmtolH+9Frg3hTSGGClcRxQmI7ty5I2XQDQwMpHXr1vzf//0f58+fp6CgAFtbWw4ePIiOjg79+vXj5s2bmJgUJQbKz89n48aNVK9eHTMzM7S0tAgLC8PKyopff/21zMxzVZ1arS6z/NF5rGq1Gk9PTzZu3FiiTmRkZLnnnTNnDu7u7uzYsQOFQoGbm5u0r3i+68UjYSRejGH93GnIdPRIV4sfF0EQhKcxcuRIAgICaNasWZn7586dS4cOHejcufNLa4NKpWLUqFEcP36cevXqsWvXLsLCwujXrx96enoolUq8vb0ZM2YM/fr1Q0NDAzMzM/Ly8qhbty7p6eno6elhbW3NhQsXuH37Ng0bFj38u7u7k5iYSLVq1XjnnXeoXr06/v7+GBkZMXnyZKAoR8Lhw4fJzMxk4MCBPHz4EKVSyXfffSdN6xGEilY8VenErqtkpuZhYKJD614NxRQm4Y0gelyriOIERI9n0M3OziY6OpovvvgCPT091q5dS25uLkqlkq1bt1K7dm3i4uJKnOuPP/7g/PnzXLt2DTc3NwoKCsjMzKyM23phHTp0YOfOnWRnZ5OVlcWOHTtK/cFv1aoVx44d48qVK0DRZ3bp0iWsrKxISEhAoVAAsHnzZumY9PR06tWrB5RMMV/s4pEw/li9AmV+PqihppYGR44e5fienahUKjZu3EjHjh1fzk2/JebOnUtoaGhlN0MQhOdUnByvLD/88EO5QSvA/PnzX2rQCnD58mU+/PBDLly4gLGxMSEhIQQEBJCfn8+hQ4eYPHkyhw8fZsOGDTg6OtKhQweaNGlCs2bNSExMJDo6mrZt27J//35Onz7N3LlziY2N5dq1a3z00UdYW1sTGRlJr169OHDgAP/5z38IDg7m22+/JSoqiiNHjqCnp8eGDRvw9vYmKiqKc+fO4ejo+FLvWxCatKyD36K2fLiqE36L2oqgVXhjiMC1ivDw8GDLli1kZmYik8lITU0F4Pz58zRo0KDEUjAA1atXR0NDA21tbfLySk64V6vVuLu7Y2FhQVRUFIsXL6ZGjRqv9oYqiLOzM/7+/rRo0YKWLVsycuTIUvdSs2ZN1q5dy+DBg7G3t6dVq1bExcWhp6fHypUr6dKlC+3ataN27doYGRkBMH36dGbOnEnbtm1RqVSlrntk0zqU+f98rtX1dOlq25T+/sNxcHDA2dmZXr16vdybf8O9igfXsv5vBUF4fgqFAmtra8aPH4+zszMffPABLi4u2NjYMG/ePKmem5sbZ86cQaVS4e/vj62tLXZ2dixZsgQomTXf3NycefPm4ezsjJ2dXamXsc/LwsJCChKbN2/O1atXefjwIZaWltjZ2eHv709BQQEeHh7IZDJ8fX1RKBQoFArpd8eNGzdISUnBzs6OBQsWkJuby+XLl2nQoAEHDhzA2tqahQsXYmJigqamJm3btiUgIIBly5aRlpaGpqYmrq6urFmzhqCgIM6fP4+hoWGF3J8gCMLbRox9rCJsbGyYPXs2Cxcu5MaNG1y9ehUdHZ0SS7Y86knLtHh7e7N9+3apzvXr119Km1+VgIAAAgICSpQ9uig3QKdOnTh9+nSpY93d3YmLi0OtVvPhhx/i4uICIGUgLrZgwQKg6GHK39+fxYN6APBBe1epjnODejg3qIehaU3a9+haMTf3lliwYAHr16+nfv36mJqa0rx5c2JiYqRs2ebm5vj5+bFnzx4KCgrYunUrVlZW3Lt3j/fff5/79+/j6urK77//TkREBKampvzf//0fy5YtIz8/n5YtW7Jy5UrkcjkGBgYEBASwf/9+Fi9eTLt27Sr79gXhjRIfH8+aNWtYuXIlqampmJiYoFKp8PDwIDo6Gnt7e6luVFQUiYmJ0u/stLS0Ms9pamrK2bNnWblyJcHBwfzwww8v3M7Hlzkrvvaj5TKZTNrW1dWVlkIr/letVmNsbMyxY8fYvn07Z86cwcvLCzc3N/r164ejoyOrV6/GwMAAKEog2K1bN3799VdatWpFaGgoHTp04PDhw+zbt4+hQ4cybdo0hg0b9sL3JwiC8LYRPa5ViJ+fH5cvX2b16tWcP3+eyMhIsrKyuH79OhkZGWRmZpKamopMJuPrr78GiuZ66urqAmBmZoaZmRlz5syhcePGJCYmYmtry/bt2yvztirV999/j6OjIzY2NqSnpzNmzJinOs7wHdNy92Wk3OOP1Su4eCSsopr5Rjtz5gwhISFERkZKD35lKX5wHTduHMHBwQB8+umndOrUibNnz9KnTx9u3LgBwMWLF9m8eTPHjh0jKioKuVzO+vXrAcjKysLW1pa//vpLBK2C8BI0aNCAVq1aAbBlyxacnZ1xcnLiwoULxMbGlqhraWlJQkICEydO5Pfff6d69eplnrNv375AUc9o8fSOimZkZISRkRHZ2dkA/PLLL9SuXbtUvdatW5OVlQUU9QYXFBSgp6cHFAXeWVlZpKen4+vry9KlS0lJSZHyLly9ehU7OztmzJiBi4sLcXFxXL9+nVq1ajFq1Cg++OADzp49+1LuTxAE4U0nAtcqyM/Pj5iYGM6dO8euXbtYtmwZixcvxsHBgYCAAHx9fYGiP6jFb7Hr6lnxH6vxpCZlsWXBWQZ0HU6HDh2IiYlh6tSplXk7lWrq1KlERUURGxvL+vXr0dfXf6rj2g8ahqZ2+anjlfl5HNm0rqKa+UY7evQovXr1Qk9PD0NDQ3r06FFmvbIeXI8ePcqgQYMA6NKlizRM/MCBA0RERODq6oqjoyMHDhwgISEBKOpZ6dev30u+q6qlTZs2T9w/cuTIUgGFIDyv4iDt2rVrBAcHc+DAAaKjo+nWrVupUUI1atTg3LlzuLm58e233zJy5Mgyz1nc6ymXy6Xezpdh8eLF3L59G3t7e6Kiosqcbzp9+nTy8/Oxt7fn2LFj+Pj44OzszOzZswkLC0OpVBIUFMTYsWN5+PBhiXMsXboUW1tbHBwcpMRObdu2xdHREScnJ0JCQqTkTWUJDw/n+PHj0vbOnTtf6s/uo78bzM3NSUlJeSlLCQmCIFQEMVT4NeDn54efn1+5+88euELY+jj0Ck2YPeBHMlPzkKcaM8dxJlmRd6Xhr8LTs27vDhTNdc1IuVdmnYz7Ka+ySa+t8jJDP66sB9fyjlWr1fj5+fH555+X2qerq4tcLn/O1r6eHn3QLUtFDLusbAqFQpqvfvLkSRwcHBg+fDjz5s3j7t27Uo/7lClTyMnJQU9PjzVr1tC0aVPWrl3L7t27yc7O5urVq/Tp04cvv/wSgB9//JH//ve/1K1bl8aNG6Ojo8OKFSu4fv06I0aM4N69e9SsWZM1a9bw3nvvVeZHUOU8fPiQatWqYWRkxJ07d/jtt99KZGgHSElJQVtbm379+tGwYcNX9rfo0Re7ULQcWrHiHtdH+fj4ANCzZ89y6zyqV69eeHp6Ymdnx7Zt26T8CcVrjgOk79nDWf/h6N1LYUeTptSaOgWjcl7cFQsPD8fAwEB6GbVz5066d+/+xERXj1MqlWhqPt3j3Zvwu0EQhLeH6HF9A5zYdRVlfsnMjiogNLuAtsm32HBSUSntet1Zt3dn9LdrMDStWeb+Jw0nFv7Rrl079uzZQ25uLpmZmezbt++Zjt2yZQtQlC37wYMHQFEys23btnH37l0AUlNTX/u53C/CwMCA8PBwunfvLpVNmDBByphdnCgH4Pfff8fZ2RkHBwc8PDwqo7nP7cqVK0yePJno6Gji4uLYsGEDR48eJTg4mEWLFmFlZcXhw4eJjIxk/vz5zJo1Szo2KiqKzZs3c/78eTZv3szNmzdJSkpiwYIFnDx5kj///LNEUqAJEyYwbNgwoqOj8fX1ZdKkSZVxy1Wag4MDTk5O2NjYMGLECNq2bVuqTmJiIm5ubjg6OuLv71/my6bXTVbkXTaPXEHjOhb4WfdEMyGvVJ30PXtInjMX1d07qFAzLeIMLQYMoFfbtmRnZ0u9m1A0ncLNzQ2FQsGqVatYsmQJjo6OHDp0iN27dzNt2jQcHR25evUqV69epUuXLjRv3pz27dtL37P+/v4EBATg7u7OjBkzCAoKws/PDy8vL8zNzdm+fTvTp0/Hzs6OLl26SGuXP/q7oSwJCQk4OTmVmUNCEAThVRM9rm+AzNTSfzQBjLILua2nwazMB+jcrk6/OiavuGVvhvaDhv29NM4/n7Omtg7tB4nkGk/D1dWVnj174uDgQIMGDXBxcZF6J/7NvHnzGDx4MJs3b6Zjx46YmZlhaGiIqakpCxcuxMvLi8LCQrS0tPj2229p0KDBS76b19u9e/cYNWoUhw8fxsLCQspe/rqwsLDAzs4OKEpoV5wN1s7ODoVCQXp6upQrQCaTSQ/nUPSyo/j7rlmzZly/fp2UlBQ6duwoZWvv37+/lLTtxIkTUn6AoUOHMn369Fd5q1XW4z2ZZS0nBkU9h8XKmtP56HGPzml1cXEpcWxVkxV5l7Ttl2lr6sBf44uyIqdtvwxANadaUr27S5ai/nvY9LX8fBbUroOzvj5zEq6xcuXKMs9tbm7O2LFjMTAwkHqIe/bsKSWxg6Lv41WrVtG4cWP++usvxo8fz8GDBwG4dOkSoaGhyOVygoKCuHr1KmFhYcTGxtK6dWtCQkL48ssv6dOnD/v27aN3795PvNf4+HgGDRrEmjVrxBI+giBUCSJwfQMYmOiUGbym6xd1qOfKZXyekCwC1+dUYtjw/RQM3zGl/aBhUrnw7wIDAwkKCiI7O5sOHTrw0UcfMWrUKGl/eQ+uRkZG7N+/H01NTU6cOEFYWJg0pHjgwIEMHDgQgEt/3ebErqtErD3It5P2c+mv22LdujKcPHmSDh06YGFhAfyzvNbr4tFssBoaGtK2hoYGSqWSOXPm4O7uzo4dO1AoFCWGrT6eYVapVD71MHZ4ciZ34fntS9jHN2e/4XbWbepUq8Nk58l0s+xW2c0q18P9CtQFJUc4qQsKebhfUSJwVSYnS1/X0dTE+e/8Ct20tNh19OhzXTszM5Pjx4/Tv39/qezR5fD69+9fYppE165d0dLSws7ODpVKRZcuXQCkFz1Pcu/ePXr16kVISAg2NjbP1V5BEISKJgLXN0DrXg0JWx9XYrhwvhwO2utJ24l5BWUdKjwl6/buIlB9AaNHjyY2Npbc3Fz8/PxwdnZ+quNu3LjBgAEDKCwsRFtbm++//75UnUt/3S7x/Z+ZmkfY+qLhc29T8KqpqUlh4T+/A8paSkutVr/RAVh6ejr16tUDyu8JfFSLFi2YOnUqDx48wNDQkJCQEKlHt02bNmzatImhQ4eyfv16kaH6JdiXsI+g40Hkqoq+V5Ozkgk6HgRQZYNXVVrZI5weL9c0M0OZlATAoz9x8ndMkMlkJX5ey1v27nGFhYUYGxsTFRVV5v7ipFnFHn2xo6WlJf3sF7/oeRIjIyPq16/PsWPHROAqCEKVIea4vgGatKyDu68V1Qy0UANp+hrsda3GhQb/9DDU09GqvAYKb70NGzYQFRVFXFwcM2fOfOrjGjduTGRkJOfOneP06dO4urqWqlPWHG9lfiEndl194Xa/Tho0aEBsbCx5eXmkp6dz4MCBUnVat27NoUOHuHbtGsBrN1T430yfPp2ZM2fStm1bVCrVv9avV68es2bNomXLlnTu3JlmzZpJw4mXLVvGmjVrsLe355dffuGbb7552c1/63xz9hspaC2Wq8rlm7NV97OWG5edbf7x8lpTpyD7e6m6ZKWSqJwcZLq6HKhVi3bt2mFubk5ERAQAISEh0nGGhoZkZGSUuV29enUsLCzYunUrUPQi6ty5cxV3c4/Q1tZm586drFu3jg0bNryUawiCIDwr0eP6hmjSsg5NWtZhw0kFwZkPyJX/845XT0PGTEuzSmydILw85c3xLq/8TSSTyahfvz4DBgzA3t6exo0b4+TkVKpezZo1Wb16NX379qWwsJBatWrx559/VkKLn92T5lY+uq94jirAggULAEplVt+7d6/09fvvv8/o0aNRKpX06dMHLy8v6ZzFcweFl+N21u1nKq8Kqnubk7b9conhwjItDap7m5eoV5w9OHnR51jeusVuZQEL0x5g1dCScePG0aJFCz744AMWLVpEy5YtpeN69OiBj48Pu3btYvny5QwaNIhRo0axbNkytm3bxvr16xk3bhwLFy6koKCAQYMG4eDg8FLutVq1auzduxdPT0+qVatGr169Xsp1BEEQnpbsWeb4vGouLi7qJ2W7E8oWcjuVzxOSScwroJ6OFjMtzcT8VuGN9fOsY2UGqQYmOvgtKp3l9E1z//59nJ2d/zWr8s7IRL7aH09SWg51jfWY5t2U3k71XlErq67AwEBCQ0PJzc3Fy8uLj2d24lrCYnLzktHVMcOyYSBmdcQD+8vgtc2L5KzkUuVm1cz4w+ePSmjR08mKvMvD/QpUaXnIjXWo7m1eYn7r62737t3Exsby8ccfExQUJCWLcnNzIzg4GBcXl8puoiAIbxCZTBahVquf6heL6HF9A/WrYyICVeGtUdYcb01tDVr3aliJrXo1kpKScHNzK7FGZVl2RiYyc/t5cgqKhs8mpuUwc/t5gLc+eA0ODpa+Tr69i7i42RQW5gCQm5dEXNxsABG8vgSTnSeXmOMKoCvXZbLz5Eps1b+r5lTrjQpUi5VIlNWoDnYJdpXdJEEQhBJE4CoIwmutOAHTiV1XyUzNw8BEh9a9Gr4ViZnq1q1bYmhseb7aHy8FrcVyClR8tT/+rQ9cH5VwNVgKWosVFuaQcDVYBK4vQXECptcpq/DrTqFQ0KVLF9q1a8fJkydxcHBg+PDhTJoxiYTEBOqNqUdeYh6JikSC/INo/KAxzgYlk+kVFhYyfPhw6tevz8KFCyvpTgRBeBuJwFUQhNde8RxvoWxJaTnPVF6VjBw5koCAAJo1a/bSr5WbV3rYanG5GCb5cnSz7CYC1VfsypUrbN26ldWrV+Pq6sqGDRuo93E9so5mcW/PPao7VweKEmX9lfwXzvX/CVyVSiW+vr7Y2toye/bsyroFQRDeUiKrsCAIwhuurrHeM5VXJT/88MMrCVoBdHXKTmJXXvmTKBQKbG1tX7RJglDhLCwssLOzQ0NDAxsbGzw8PLiTfQfdd3UpSCm5dF5mfmaJ7TFjxoigVRCESiMCV0EQhDfcNO+m6GnJS5TpacmZ5t20klpUmkKhwMrKCj8/P+zt7fHx8SE7Oxs3NzeKk/QZGBgwe/ZsHBwcaNWqFXfu3AHg3r179OvXD1dXV1xdXTl27BgAp06dok2bNjg5OdGmTRvi4+OBoozEvXr1okuXLjRt2pRPP/0UAC3toQz3v8V/v7jLqJG3+DToDvn5Olg2LH8O8dq1a5kwYcLL/GgEoUIVr+8KRWu66ujoUKdaHZCBurBkwk4DbYMS223atCEsLOyp154VBEGoSCJwFQRBeMP1dqrH533tqGeshwyoZ6zH533tqtz81vj4eEaPHk10dDTVq1dn5cqVJfZnZWXRqlUrzp07R4cOHfj+++8BmDx5MlOnTuX06dOEhIQwcuRIAKysrDh8+DCRkZHMnz+fWbNmSec6deoUn3/+OWq1mqVLl9KoUSPmzd3BzZv5ODvXwdBQg3Pn8pjwYTqoWwCwY8cOXF1dcXBwoF+/fmRnZwOQnZ1Nnz59cHBwwMHBgePHjwOgUqkYNWoUNjY2eHl5kZNT9YdmC2+nyc6T0ZGXXItWV65LS7OWJco++OAD/vOf/9C/f3+USuWrbKIgCIKY4yoIgvA26O1Ur8oFqo+rX78+bdsWLWE0ZMgQli1bVmK/trY23bt3B6B58+bSGrShoaHExsZK9R4+fEhGRgbp6en4+flx+fJlZDIZBQX/DIP09PRkxowZXL58GSMjI5ydnSleHm7duixMTRtjaSlHrVYze/ZsoqKieOedd9DS0iInJwcNDQ0aNWrEokWLOHLkCB9++CE7duxApVKRmZnJgwcPuHz5Mhs3buT7779nwIABhISEMGTIkJf6GQrC8+hm2Y07ze8wSWMSMmRU06xGUJsgTl85XapuQEAA6enpDB06lPXr16OhIfpABEF4NUTgKgiCIFQJMpnsidtaWlpSmVwul3p8CgsLOXHiBHp6JefsTpw4EXd3d3bs2IFCocDNza3Eub/88kt69uyJr68va9euJSgoiG3btvHgwQNq1arF9evXyczMpFatoqVP7ty5g1wuJzs7m507d2JoaAjArVu3GDdunNQuIyMjHjx4gIWFBY6OjkBRoK1QKCrmgxKE52Rubk5MTIy0vXbtWunrER1GMOLGiBL1uwV1I+R2Ki7HL5A4bylj87WYeTtVGl4vCILwKonXZIIgCEKVcOPGDU6cOAHAxo0badeu3VMd5+XlxYoVK6TtqKgoANLT06lXr6iX+dEHdIA///yTVatWkZyczNKlS8nIyOD27dsAWFpaEhUVhaenJ6ampvzxxx8AXLx4kRUrVpCQkICBgQFKpZLvv/+evLw8Bg8eTHZ2NvPnz8fV1RVvb2/u378v9eKuXr2a3377jRYtWtCkSROOHDkCFM3tbd++Pc7Ozjg7O0vDjMPDw3Fzc8PHxwcrKyt8fX2lcxVfw9bWltGjR0vlglDRQm6nEhh/k1t5BaiBW3kFBMbfJOR2amU3TRCEt5AIXAVBEIQqwdramp9//hl7e3tSU1OlXsx/s2zZMs6cOYO9vT3NmjVj1apVAEyfPp2ZM2diYWFRKplMkyZN2LRpk7S8h4uLC+Hh4QDcvHmTRo0akZ6ejqmpKRcuXAAgLy8PMzMzCgoKyM7OJiMjg9q1a9OwYUMSExNZuXIl48aN48CBA+zfv5/CwkL27t0rXbOwsJBTp06xdOlSqceqVq1a/Pnnn5w9e5bNmzfTtWtX0tLSAIiMjGTp0qXExsaSkJAgJZ2aMGECp0+fJiYmhpycnBLXEISK9HlCMjmPJWzKKVTzeULZS0cJgiC8TGKosCAIglAlaGhoSEFnseJgEiAz85+lOXx8fPDx8QHA1NSUzZs3lzpf69atuXTpEubm5gQGBvLFF19I+6pVq0bz5s1JSkoiIyODw4cPS2u0zhrenV/37iLqaAL5hTKOb1mGo6MjKpWKli1bYmxsjL6+PoWFhZiZmWFsbExcXBzz589nxYoVVKtWDZVKRVZWFhcuXKBHjx5AUWAORcOGr127BkBBQQETJkwgMjISuVxOQUEBxsbGALRo0YJ3330XAEdHRxQKBe3atSMsLIwvv/yS7OxsUlNTsbGxka4hCBUpMa/gmcoFQRBeJhG4CoIgCG+MrKwsBgwYwK1bt1CpVPTv35+kpCTc3d0xNTUlLCxMWovy8uXL5ObmoqGhQbVq1UhKSgIg89wu0rNyySpQkzCpGkn3tzH6UCrjx49HpVJx5swZfvnlFz744ANiY2OJj4+X1sRMSEggPDycb7/9lg0bNrBkyRJq1KhB/fr1admyJe7u7piYmHDz5k0UCgWurq7Uq1cPLS0ttm3bRqNGjUhJSQFKLltSPKc3NzeX8ePHc+bMGerXr09QUJBYmkR4aerpaHGrjCC1no5WJbRGEIS3nRgqLAhvmKCgIIKDgyu7GYLwTB5PGvO8fv/9d+rWrcu5c+eIiYlhypQp1K1bl7CwMMLCwgDIz89nxowZREdHS/NNMzIyuHXrFpoa0NJMzbmxBrxnpIGOpowjCdkY6MioU6cOc+fOpW7dupw4cYKsrCzu37/PrVu3aNOmDRcvXkStVrN3716uqdSk6uiT6dmTgCXLSHxY1Ft86tQpZs2aRd26dQFISUmhQ4cOREZGcvjw4X+9v+Ig1dTUlMzMTLZt2/bCn5kglGempRl6GiWTpOlpyJhpaVZJLRIE4W0melwFQRCEN4adnR2BgYHMmDGD7t270759+1J15HI5/fr1Qy6XExMTQ0hIiDT0VlUIF+4V0qMptHlXzrEbSg5fV9Kguozw8HCio6OlhE86OjpkZGRgZWWFnZ0dtra2WFlZEThjBvmqQtDWRvbrDtDR4XpBARHpmbRo0YIGDRpIbXn33XcJDw+nVatWuLu7l8qk/DhjY2NGjRqFnZ0d5ubmuLq6VuwHKAiP6FfHBCia65qYV0A9HS1mWppJ5YIgCK+SCFwF4TW3bt06goODkclk2Nvb07BhQ2lfVFQUY8eOJTs7m4YNG/LTTz9x+/Zt/Pz8OHXqFFCU1bRnz55ER0cTERFBQEAAmZmZmD4CcW4AACAASURBVJqasnbtWszMxJt14fXRpEkTIiIi+PXXX5k5cyZeXl6l6ujq6iKXywFKD731rkVuXjoA7RvIOXJDxfX0QqJnWGGx7Ao1a9akSZMmGBsbY2VlRYMGDXBzc2Pq1Kl06NCBiRMnEnLlOnr/6YOOa5sS1z10IZLG1aphamqKQqFAoVBgZGREdHS0VGfjxo0AuLm5lVi+59GsyQsXLmThwoUV9pkJwpP0q2MiAlVBEKoEMVRYEF5jFy5c4LPPPuPgwYOcO3eOb775psT+YcOG8d///pfo6Gjs7Oz49NNPsba2Jj8/n4SEBAA2b97MgAEDKCgoYOLEiWzbto2IiAhGjBjB7NmzK+O2BOG5JSUloa+vz5AhQwgMDOTs2bMYGhqSkZFRZv1SQ2+v6oBG0fy9Dg00+b/oAhqbaqPhOQ9tbW0uX75M/fr1peNjY2NJS0vj6tWrJCQk0LRpUwqbtyJn91bUyqK5gcqb11Hn5HCvQPViNxe9BZbYQpBx0b/RW17sfIJQxRSvzSwIglAWEbgKlWrp0qVkZ2e/0DkUCgW2trYV1KLXy8GDB/Hx8cHU1BQAE5N/3oqnp6eTlpZGx44dAfDz85Pm0A0YMIAtW4oeejdv3szAgQOJj48nJiYGT09PHB0dWbhwIbdu3XrFdyQIL+b8+fO0aNECR0dHPvvsMz755BNGjx5N165dcXd3L1X/0aG3vXv3xrV9Z2jaFYzqY24sBw1NOvQcCvYDaNKkCbq6uujp6UnHv/POO/zyyy907dqVVatWoaurS6M+A5A3sCR1zPukjPDh4ZKFqFVKamrJn//GorfAnkmQfhNQF/27Z5IIXoVKlZWVRbdu3XBwcMDW1pbNmzdz4MABnJycsLOzY8SIEeTl5QFF89iLE4+dOXNGGlEQFBTE6NGj8fLyYtiwYZV1K4IgvAbEUGGhUi1dupQhQ4agr6//1MeoVCppmN/bTq1W/+ucuLIMHDiQ/v3707dvX2QyGY0bN+b8+fPY2Nhw4sSJl9BSQXg1vL298fb2LlHm4uLCxIkTpe1Hl9WBJw+9vRH0z9eff/45e/bsoaCgqCe1d+/eaGlp0aNHD+zt7aV6sxrVI3D0JHJG/nNNPQ0Zi3x60W/CcKmsxvnz7KhVm4vWzdA0M6PW1CkoFIqyb+zAfCjIKVlWkFNUbj+g7GME4SUrToa2b98+oOiFqa2tLQcOHKBJkyYMGzaM7777jilTpjzxPBERERw9erTESyFBEITHiR5X4akpFAqsrKwYOXIktra2+Pr6EhoaStu2bWncuDGnTp0qldHW1tYWhUJR5lvZZcuWSctUFPeEjBs3DhcXF2xsbJg3b550HnNzc+bPn0+7du3YunUrERERODg40Lp1a7799ttX/llUFR4eHmzZsoX79+8DkJqaKu0zMjKiRo0aHDlyBIBffvlF6n1t2LAhcrmcBQsWMHDgQACaNm3KvXv3pMC1oKCACxcuvMrbEYQqzd7enh49emBkZAQU/Yw9HrRC0ZzA4Kb1eVdHCxnwro4WwU3rl5gnmL5nD8lz5qJMSgK1GmVSEslz5pK+Z0/ZF08vZ/RDeeWC8ArY2dkRGhrKjBkzOHLkCAqFAgsLC5o0aQKUHOnzJD179nwtglYxlFkQKpfocRWeyZUrV9i6dSurV6/G1dWVDRs2cPToUXbv3s2iRYtwdHQs87iy3soaGRnx9ddfExYWJg11/eyzzzAxMUGlUuHh4UF0dLT0UKirq8vRo0eBogfI5cuX07FjR6ZNm/YK7rxqsrGxYfbs2XTs2BG5XI6TkxPm5ubS/p9//llKzmRpacmaNWukfQMHDmTatGlcu3YNAG1tbbZt28akSZNIT09HqVQyZcoUbGxsXvVtCUKVZW9vXypQLcu/JbS5u2Qp6sfWX1Xn5nJ3yVKMevQofYDRu38PEy6jXKhSli5dyujRo59pJNHr6mmSoRXT1NSksLAQoNTaw9WqVXup7XwWjyc8lMvlmJiYEBkZibOzM/Pnz2fixImcP38epVJJUFAQvXr1QqFQMHToULKysoCihGpt2rQhPDycefPmUbt2baKioujbty92dnZ888035OTksHPnzhJJFQVBKJ8IXIVnYmFhgZ2dHVAUNHl4eCCTybCzs0OhUJQbuD7NEhUAW7ZsYfXq1SiVSpKTk4mNjZUeEot7Bh+fuzl06FB+++23ir7V14afnx9+fn5l7nN0dOTkyZNl7gsMDCQwMLBU/ad5Oy4IwotRJic/Uzkec4vmtD46XFhLr6hcqFKeZwrM6yopKQkTExOGDBmCgYEBq1atQqFQcOXKFRo1alRipI+5uTkRERF07dqVkJCQSm552YoTHh47dgxTU1NSU1MJCAjg0qVLhIaGIpfLmTVrFp06deKnn34i7f/Zu++ArMr2gePfh6FsFAHFCSYuZAoO3OLMFbhHrtIcuUvjNRNNqzd5zZEjzUVa4jb35qfkZDvQSMSJCpLIns/vD+IkAoqKgnp9/hHu55zz3Ocp0Ovc93VdDx/SqFEj2rVrh7m5OYcOHUJHR4eIiAj69+9PQEAAAKGhoYSHh2NiYkLNmjX5+OOPOXv2LAsXLmTx4sUsWLCghO9ciDeDbBUWz6Vs2bLK1xoaGsr3GhoaZGZm5nmiCv8+Vc19Kmtra4unpyezZ8/Od+1r167h7e3NkSNHCAsLo0uXLnmeyuY+kX3RvE7xdFvvxuF88iIWx0JwPnmRrXfjnn2SEOKFaBXSZqqwcez6QLdFYFwNUOX82W2R5LcWIje1ZciQIdjZ2dGrVy+Sk5MJDAykVatWNGzYkI4dOxL9z4OClStX4uLigr29PT179lSKBg4dOpTx48fj6upKzZo12bJlCwB+fn507dpVeb9PP/2UtWvXFpgC8zZ7shjanDlzWLNmDb1798bW1hYNDQ1GjRoFwMyZM5kwYQItWrQotXUqCit42Lt3b2XOBw8e5LvvvsPBwYHWrVuTmprKjRs3yMjIUAq99e7dm0uXLinXdXFxwcLCgrJly/Lee+8pK9O5D/2FEEUjK66iWFlaWrJ7924AgoKClG2oTz6VXbt2LYDSpsLU1JRHjx6hr6+PsbEx9+7dY9++fXn6GOYqV64cxsbG+Pv707x5czZs2PC6bu+ttfVuHJ9duUlKthqAW2kZfHYlZ1ui9O8ToviZT5pI9Iyv8mwXVunoYD7pKUVs7PpIoPocrly5wqpVq2jWrBnDhw9nyZIlbN++nZ07d2JmZoavry/Tp09n9erVeHh4MGLECAC+/PJLVq1apRT0io6Oxt/fn8uXL9O9e3d69epV6HuOHz8+XwrM26ygYmgAwcHB+cZatGjBn3/+CUBYWBhVqlTBy8sLY2Nj3NzcXvlci6KwB+OPb2VWq9Vs3bqVOnXq5DnGy8uLihUrEhoaSnZ2Njo6Osprz3roL4QoGglcRbHq2bMnPj4+ODg44OLiohRoOH/+PJ9//jkaGhpoa2uzbNkyAKVNhYWFBceOHcPR0REbGxtq1qxJs2bNCn2fNWvWMHz4cPT09Ar8S1M8n28jo5WgNVdKtppvI6MlcBXiFcjNY73/wwIyo6OVqsIF5reKF1KtWjXl75FBgwbxzTffKC2/IKdCvcU/K9wXLlzgyy+/5OHDhyQmJub5e+WDDz5AQ0OD+vXrc+/evdd/I2+ZsLCwPNW54+Pj2fVPUbKi5I8X1fvvv8+vv/5KuXLlinyOm5sb7du35/3338fV1ZW4uDj++uuvPIUPO3bsyOLFi1m8eDEqlYrg4GAcHR2Jj4+natWqaGhosG7dOrKyXrJvsxAiHwlcRZFZWlpy4cIF5fvcVdMnXzt48GCB5xYUYI4bNy5Pm4rHr/m4x7fS7Ai+zbxD8Tzq/A0G5XRx6FgHLy+v57sZkcfttIznGhdCvDzjbt0kUH2Fnlw5MzQ0LLTl19ChQ9mxYwf29vasXbsWPz8/5bXHV8vU6pwHfIWlxYhnO3LkiBK05srIyODIkSPFFriq1Wp2796NhsbzZcTlPjjv27cvJiYmODo68tdff/H3338rx8yYMYOJEydiZ2eHWq1WdpqNGTOGnj17snnzZtq0aVOqCk4J8baQHFfxRtkRfBvPbee5/TAFNXD7YQqe286zI/h2SU/tjValrPZzjQshRGl348YNJUj97bffaNKkSaEtvxISErCwsCAjI6NI6Sc1atTg0qVLpKWlER8fz5EjR5TXclNgRMHi4+Ofa7yooqKiqFevHmPGjMHJyQlNTU1iY2OBnErBdnZ22Nvb8+GHHwJw/fp12rZti52dHW5ubty4cYOTJ09y6dIltLS0UKlU1KtXj8TERFavXo2DgwMpKSnMmzePoKAg1Go1rq6uymqxtbU1YWFhnD59mm+//VbpF926dWslhSosLIwePXqwe/dufvjhB0xMTJTXhBDPJoGreKPMO3CFlIy8229SMrKYd+BKsb7P8uXL8fHxKdZrlmaeNS3Q1ci7OqGrocKzZiGFYoQQopSrV68e69atw87Ojri4OMaNG8eWLVuYNm0a9vb2ODg4cPLkSQC+/vprGjduTPv27albt+4zr12tWjX69OmDnZ0dAwcOxNHRUXktNwXmXSjO9CKysrL48ccf+f3331m6dCnbtm0jMjKSdevWKT3hz549i6urK46Ojri6unLlSs7f8RcvXlSKQdnZ2REREQHkBKadOnXi8uXLREZGEhwcjLm5OR06dKBu3bqMHj2ajRs3EhoaSuXKlRk5ciTOzs4kJyczefJk4uLicHFxYdiwYVSvXp158+YREhKCtrY2arWazMxMhg4diq6uLt27dycxMZGmTZuyadMmnJycSElJedotA/9ukc4N0HO3SIeFhb26D1uIt4wqd9tLaeTs7KzOLSUuBIDVF3so6P9YFXDtuy5PPTcgIAAfHx8WLVqEl5cXBgYG+drBvMu23o3j28hobqdlUKWsNp41LSS/VQjxRoqKiqJr16550ltE6bBv3z66du3KyJEjMTc3Z+XKlVhYWLB69WqioqJYs2YNPj4+6OnpoaWlxeHDh1m2bBlbt25l3LhxNGnShIEDB5Kenk5WVhaRkZF4eHjw22+/0bNnTwIDAzExMaF69eoEBgayceNG9u/fT926dfnf//6Hl5cXu3bt4vr160RHR7Nhwwa++OILMjIyuHXrFpUrV+aLL76gXbt2DB06lHLlyjF37lxGjx7N+vXrOX36NGPGjKFWrVokJydToUIFpk6dyqBBg5563z/88EOBq8rGxsZMmjTpVX3cQpR6KpUqUK1WOxflWMlxFW+UyuV0uf0w/5NNrcgT2Nl55mkY3rVrV6X6o4GBAYmJiSQmJtKqVStiY2O5f/8+sbGxBTYCfzywbd26NY0bN+bYsWM8fPiQVatWFdqH9k3Ws5KJBKpCCPEC9kTuYWHQQu4m3aWSfiUmOE2gS82nP0x9V9WrV4+qVatSu3Zt4uPjqVKlCh4eHtjb22NoaEhUVBTx8fEMGTKEiIgIVCqVkhPbtGlT5s6dy61bt/Dw8MDa2lppYWNiYoK+vr7SwiYrK4vevXvz559/kpaWlqdYUvfu3Vm8eLHyfbt27Thw4AC6urpUr16d8PBwdHR0cHd35/jx4+jp6eHh4cHRo0f59ttvqVGjBhEREXh5eeHv71+kljavaou0EO8SCVxFqRMVFUWnTp1o3LgxwcHB1K5dGx8fH7y9vbnvu43omIeUqVwXk46folKpuLtuElpJ96lXx5qUlBQGDx7Mhg0b2LRpEwcPHiQqKoq0tDT8/Pzw9PQkPDycjz76CDMzMxYvXoyTkxMVKlTAzc2NTz75hPj4eG7cuIG5uTljxowBIDMzk7Nnz7J3715mzZrF4cOHS/hTEkIIUZgniwm+Snsi9+B10ovUrJwCTdFJ0Xid9AKQ4LUQhoaGyipjVFQU1tbWwL/tYWbMmEGbNm3Yvn07UVFRSmu8AQMG0LhxY/bs2UPHjh35+eefC21h8+DBA/773//i6OhIp06dlLzjlJQUzMzMcHV1ZePGjUBOH/nmzZsDOcW40tPTlUJcj+cs5wbQenp6JCYmsmXLFipXrlykljbGxsaFrrgKIYpGclxFqXTlyhVGjhxJWFgYRkZGLF26lE8//ZSIiyH4HvgDXVUWqVfPUqWcLuW1M6hV05Jz586xdOnSPFtuAgMD2blzZ56qkC4uLhgaGqKlpYWuri5///03O3bswMnJiTJlynDu3DlGjx5NxYoVWbVqFQAeHh4ANGzYsNibhavV6jzVKZ+X9IATQoiSszBooRK05krNSmVh0MISmtGbL3clFvJ2G4iMjKRmzZqMHz+e7t27ExYWhpubG5s2bVIq/+a2rsnOzsbCwgIbGxssLS0JCQnB3t6eAwcOALBo0SLWrFnDjBkzCAgIYNasWaSkpPDgwQNOnz7N8uXL8fX1pX///nzyySd4e3vTqlUr+vXrx9WrV/nggw9wcXEp8j25ubmhrZ234KG2tnap6WErxJtAVlxFqfRk/71FixZhZWXF999/T3JyMtpxcYzr68YXX7Sl1s+aNGjQAICWLVvy6NEjsrOzUavVdO/eHR0dHdLT05Vr5waxv/zyC7GxsWRkZDBy5Ej8/f15+PAhrq6uhIeHk5iYSGhoKFlZWcrTVg8PD+7fv4+rqyuPHj1i9erVNGrUCC8vL65evcrt27e5efMmU6dOVZrZz5s3j02bNpGWloa7uzuzZs0iKipKKd5x6tQpduzYQXh4OP/5z3/IysrC1NSUI0eOEBcXx/Dhw4mMjERPT48VK1ZgZ2eHl5cXd+7cISoqClNTUzp06MDvv/9OcnIyV69exd3dne+///51/icTQoh30t2ku881Lp5t6tSpDBkyhPnz59O2bVtl3NfXl/Xr16OtrU2lSpX46quvMDExYfr06Xz44YdoamoyefJk1q5dy+bNmxkxYgRVqlShSZMmaGpq4ufnp7TPs7S05OjRo6xdu5a9e/fi6enJX3/9xeDBg5k5cyYA8+fP55tvvqFMmTJ8++23lMtMpXL8XcrrlKVPnWq06DeYPWcClQrCT5Pb6ufIkSPEx8djbGyMm5tbsfauFeJtJ8WZRKkTFRVFq1atuH79OgBHjx5l8eLFnDx5koCAAKpVq6b8xePl5YWLiwt3794lJCSEChUqUKVKFYYNG8axY8dwd3enVq1auLu7c+zYMTw9PalQoQLOzs5ERESwbds2UlNT8ff3JyMjg3bt2imVJ52cnChfvjxnz56lVq1a/P777zRr1oywsDASEhI4fvw4Y8aM4cKFC3h5ebF9+3ZOnz5NUlISjo6OnDlzhgsXLrBlyxZ++uknJZCeOnUq1atXp2bNmpw8eVJp0eDk5MTx48exsrIiLi4OExMTxo0bh6mpKTNnzuTo0aNMnjyZkJAQpbiEv78/urq6rF27ltmzZxMcHEzZsmWpU6cO/v7+VKtWrQT/SwohxNuvw5YORCdF5xu30LfgYK/8fc1F6bJ27VoCAgL48ccfn3pc+Ilj7Fu+GHXmvw/CVVpl6DxqHPVaSAVpIV7U8xRnkq3ColR6sv9ebu6JqampkleSS19fn1q1atGqVSulyt+4ceO4fv06ixYt4syZMwU2And0dMTKygotLS2srKyU8cDAQO7fv8/+/fv5/fffuXHjBvfv31de19PTA/5d3X348CEAPXr0QFdXF1NTU9q0acPZs2c5ePAgBw8exNHREScnJy5fvqyU769RowZNmjQB4PTp07Rs2VKZR25xCX9/f6XnXNu2bXnw4IGSI9O9e3d0dXWVebm5uWFsbIyOjg7169dXAn8hcr3stnQhRH4TnCago6mTZ0xHU4cJThNKaEbiVTjosyZP0AqgzkznoM+aEpqREO8eCVxFqfRk/73Ro0czYsQIbG1tC8wradKkCUZGRujo6HDgwAEqVqzIxx9/zPjx4/M0Aq9QoUKeZt979+7FxMSELl260KBBAz799FMCAwMpW7YsI0eOVPq1nT59GsjJR8kt5pArtyjEk8UhVCoVarUaT09PQkJCCAkJ4a+//uKjjz4CyBNMF1ZcoqAdEbnHPRmMP57Hq6mpKbmv7yADAwPmz59P3bp1MTY2ZsGCBURFRVGvXj3GjBmDk5MTN2/eZPTo0Tg7O2NjY6NsiYOcrXMzZ87EyckJW1tbLl++DEBMTAzt27fHycmJTz75hBo1ahAbG1tStylEqdKlZhe8XL2w0LdAhQoLfQu8XL2kMNMbYujQoc9cbQXIeBT3XONCiOInOa6iVNLQ0GD58uV5xubMmcOcOXMKPL5nz558++23ecZytxPnat26tVKZMPe1qKgo7t+/z44dO/i/TA02RN5CY+DHpO/djkXHrsxRp3OpdRv+unGDepaWZD54gK+vL23atMHf3x9jY2OlIuDOnTvx9PQkKSkJPz8/vvvuO3R1dZkxYwYDBw7EwMCA27dv5yvOADkl/seOHcu1a9fybBVu2bIlGzZsYMaMGfj5+WFqaoqRkdELfKLiTZfb0ulpsrKyWLNmDYGBgajVaho3bkyrVq24cuUKa9asYenSpQDMnTsXExMTsrKycHNzIywsTMmzMjU1JSgoiKVLl+Lt7c3PP//MrFmzaNu2LZ6enuzfv58VK1a88vsV4k3SpWYXCVTfcgmaBhhl5f8dnKBpUAKzEeLdJIGrKLWys7PR0Hj1mwLq1avHzGUr8PvjDzSqVMN49BQyXVxZNH4s66Jvk5WdzeDyJljfuUP6rZvo1amTpzhTrkaNGtGlSxdu3LjBjBkzqFy5MpUrVyY8PJymTZsCOcHH+vXr0dTUzDMHMzMzVqxYgYeHB9nZ2Zibm3Po0CG8vLwYNmwYdnZ26OnpsW7dulf+eYg3V3Z2Nu7u7sTExNC1a1c8PDzw9vZGV1eXuXPncuHCBaZMmYKfnx979+4Fcra+X7p0CX19fe7du8eKFSvYtGkTn376qVJB29/fn+3btwPQqVMnypcvX1K3KIQQJeJy1RY43jiEtvrf3UwZKi0uV337+roLUVpJ4CryKayPanh4OJMnTyYxMRFTU1PWrl2LhYUFrVu3xsHBgbNnzxZbpV1tbW1u3rxJjRo1njlfPz+/l7pfDQ0N4kZ9hsmwf/ORtGvV4bdKFlQq88TqaHY2zaOuMz/gXL7r1K5du8CVqAkTJjBhQv5cpyd7DHbu3JnOnTvnGTMxMWHnzp35zn18NTn8xDHSz/0fVg9iWTF2GC36Dc6zHVq8fQr7+UlPT2fXrl34+vpy7949rl27xsGDB0lOTmby5Mk0aNAAKysrMjIyqFWrFnFxcVSoUIHU1FTatWuHhoYGRkZGREZG8vnnn1OzZk2g4C3rQgjxLunf/wNWrs3EOeYUhlmJJGgaEGDWlBH9PyjpqQnxzpAcV1GgJ/uoLlmyRKm2GxgYyPDhw5k+fbpyfFJSEidPnmTp0qUMHz5cGQ8LC2PPnj2cOnWK2bNnc+fOHQ4ePEhERARnz54lJCSEwMBAjh8/rrzv4MGDCQ4OLlLQWlxup2XkGzOPKziHL6sU5faFnzjGwRU/khAbA2o1CbExHFzxI+EnjpX01MQr8rSfH8j5Wcytlr1nzx7Gjh2Lvr4+CxcuxMzMjOzsbIyMjDh//jzu7u5cunSJ1NRUbt68SUpKCn///Tfly5fn1q1bSsDavHlzNm3apLx/br9EIYR4V3zgWIURQ3tx2G4kS6xGc9huJCOG9uIDxyolPTUh3hmy4ioK9GQf1W+++YYLFy7Qvn17ICeXzsLCQjm+f//+QOGVdnV1dZVKu/7+/kqlXYDExEQiIiKoXr16nkq7r4OlpSUXLlzA+eRFbj0RvN43MaXSE8Hruuo10KpcOd91nsynfV1ObPQhMz0tz1hmehonNvpIef631OOVqiHvz49KpWLUqFF4eHiQkZFB7969MTAwQEtLS9n2m5mZSePGjbGxsaFMmTJoaGiQnJyMjo4O2traHD9+HFNTUywtLZX+xzNnzqR///74+vrSqlUrLCwsMDQ0LKmPQAghSsQHjlUkUBWiBMmKqyjQkxVuDQ0NsbGxUarjnj9/noMHDxZ6fHFU2n2dPGtaoKuRd64+H/Qj+7FKvQAqHR3MJ018nVN7qoQHBa/+FjYu3nxP+/kBmDx5MgcOHMDIyIgePXpgampK9+7d81SZ9vLyIjw8nEmTJqGrq8vHH39M+fLl6dq1K6ampqjVarS0tPjtt98AMDY25sCBAwQFBdGnTx/Mzc3zVLEWQgghhHjVJHAVBXqyj2qTJk2IiYlRxjIyMrh48aJyvK+vL0CBlXZTU1N58OABfn5+uLi40LFjR1avXq1USL19+3aePqnPw8fHBzs7O+zt7fnwww/ZtWsXjRs3xtHRkXbt2nHv3j2ys7OxtrYmJiYGyClgU6tWLWJjY4mJiaFnz558160jmhOGUu7KeVSAxvoVXA8+ySfZWXS4HsUvf/+NVuXKpH86lib/5Ora2NjQoUMHUlJSXmjuxcGwgulzjYs338v+/Ojo6LB161YALl++jI6ODkZGRnh4eHD27Fns7e2xsbEhISFBOefGweW4WBpiX0mT8X3bsnJqn+K9KSGEEEKIZ5DAVRToyT6qufmt06ZNw97eHgcHB06ePKkcX758eVxdXRk1ahSrVq1SxnMr7TZp0kSptNuhQwcGDBhA06ZNsbW1pVevXnn+kVxUFy9eZO7cuRw9epTQ0FAWLlxI8+bNOX36NMHBwfTr14/vv/8eDQ0NBg0axIYNGwA4fPgw9vb2mJqaMmHCBCZNmsS5c+c4+vtOVAu/IbqNAyOrmZN6/RpHAgIIvnmTnzIzsDywH6N27YiIiGDs2LFcvHiRcuXKKUFASWjRbzBaZfKufGmVKUuLfoNLaEbiVXvaz0/9+vWBnC3wPXr0AHJ6FM6ePVs5PyoqikuXLmFnZ4efnx9HjhwBcn6GR4wYQWhoKJcuXcLMzCzn7dz0CgAAIABJREFUhLBNWId9S/DHZQgdZcC54WVwubYIwja9xrsWQgghxLtOVZqrRTo7O6sDAgJKehrvnKioKLp27Zqv6m1hWrdujbe3N87OznnGvby8MDAw4LPPPiv03PATxzix0YeEB7EYVjClRb/BRc7NXLx4MXfv3mXu3LnK2Pnz55kyZQrR0dGkp6djZWXF/v37uXnzJj169CAoKIh+/foxaNAgunbtirm5OZUfy1mNiYnh8uXL/O9//0NbW1spQFWvXj0OHTpEZmYm7du3JyIiAoD//ve/ZGRk8OWXXxZpzq/Cy3yGQgBE7p3JjdTfyDLOQjNek+o6/an5/qycF39oAPE3859kXA0mFe13hBBCCCFEQVQqVaBarXZ+9pFSnEmUoNyKuLnFhXIr4gJFCrzUanW+HNpx48YxefJkunfvjp+fn1I0qVq1alSsWJGjR49y5swZZfU1OzubU6dOoaurm+/6j+fwaWpqKjmCT46X5FZhyPmsJFAVLypy70yiNNajLpfzfVa5LKLS18NecoLX+FsFn1jYuBBCCCHEKyBbhUU+uZV2i8rPzy/faivkrLg+bbX1aRVxi8LNzY1Nmzbx4MEDAOLi4oiPj6dKlZyKf+vWrctz/Mcff8ygQYPo06cPmpqaQM62yx9//FE5JiQkpEjvLcTb4kbqb6jL5B1Tl8kZB8C4asEnFjYuhBBCCPEKSOAqSszLVsS1sbFh+vTptGrVCnt7eyZPnoyXlxe9e/emRYsWmJrmLVDUvXt3EhMTGTZsmDK2aNEiAgICsLOzo379+ixfvvzFb0iIN1CWcdbTx92+Au0ndiRo6+aMCyGEEEK8JpLjKkrMirHDSIiNyTduaGrGyCVriv39AgICmDRpEidOnHjha8Tv2sX9HxaQGR2NloUF5pMmYtytWzHOUojXy29bbbLK5Q9eNR9q0trjz5xvwjbBkdk524ONq+YErXZSWVgIIYQQL0dyXMUboUW/wXlyXOHVVcT97rvvWLZsmZLb+iLid+0iesZXqFNTAci8c4foGTmrThK8ijdVdZ3+RKWvz7NdWJWeM66w6yOBqhD/CAkJ4c6dO7z//vslPRUhhHinyFZhUWLqtWhDh5GfYmhqBioVhqZmdBj56SspNPTFF19w/fp1mjdv/sLXuP/DAiVozaVOTeX+DwtednpClJia78/CMnsQmg81QZ2z0mqZPejfqsJCiDxCQkLYu3dvSU9DCCHeObJVWIgiCq9XHwr6eVGpqBd+6fVPSAgh3iE+Pj54e3ujUqmws7Njzpw5DB8+nJiYGMzMzFizZg3Vq1fn3r17jBo1isjISACWLVuGq6sr8+fPZ/Xq1UBOsb6JEycSFRVF586dad68OSdPnqRKlSrs3LkTXV3dPK3eYmNjcXZ25s8//6RWrVqkpKRQpUoVPD096du3b0l+LEII8UZ7nq3CsuIqRBFpWVg817gQQojicfHiRebOncvRo0cJDQ1l4cKFfPrppwwePJiwsDAGDhzI+PHjARg/fjytWrUiNDSUoKAgbGxsCAwMZM2aNZw5c4bTp0+zcuVKgoODAYiIiGDs2LFcvHiRcuXKsXXr1kLnUaZMGWbPnk3fvn0JCQmRoFUIIV4jCVyFKCLzSRNR6ejkGVPp6GA+aWIJzUgIId4NR48epVevXkq1eBMTE06dOsWAAQMA+PDDD/H391eOHT16NJDTa9vY2Bh/f3/c3d3R19fHwMAADw8PpVCflZUVDg4OADRs2JCoqKjXfHdCCCGKQgJXIYrIuFs3LL6ejVblyqBSoVW5MhZfz5bCTEII8QytW7fmRVN/oqKiOHfuHCqV6qnHPe31p6VFlS1bVvlaU1OTzMxMALS0tMjOzgYg9Yn6BkIIIV4/CVyFeA7G3bphffQI9cIvYX30iAStQgjxikVFRXH9+nU2bdrEgwcPAIiLi8PV1ZWNGzcCsGHDBqX4npubG8uWLQMgKyuLR48e0bJlS3bs2EFycjJJSUls376dFi1aPPV9LS0tCQwMBGDLli3KuKGhIQkJCcV+n0IIIZ5OAlchhBBCFCoqKooGDRoA8P3337No0SIAJk2aRNu2bQE4cuQIgwYNYvTo0Tg7O2NjY8PMmTOBnAAwIyNDuZ6BgQHTp0/H3t6e+vXr0759ewCGDh2aJ0A0MDAAcqrCh4SEkJqaio2NDfb29kyePJlFixbxzTffUK9ePX755RcWLlwIQNWqVVm5ciW2trY0bNiQixcv4uTkxNChQ2nUqBGNGzfm448/xtHR8an3/dlnnymFnWJjY5XxNm3acOnSJRwcHPD19X2pz1YIIUTRSR9XIYQQQhRJy5Yt+d///sf48eMJCAggLS2NjIwM/P39adGiBb1798bExISsrCzc3NwICwvLd42kpCSaNGnC3Llz6devn1IkqTDfffcd3t7e7N69O99rFStWVCr/5jIwMGDYsGF89tlneY6dPHkykydPzjNmaWnJhQsXlO8fP6du3bp55j9nzhwgJ7/23LlzT51zSfjqq69o2bIl7dq1y1MR2dLSkoCAACU/WAgh3lQSuAohhBDiqbKyshgxYgR//PEH165d4/79+8TGxhITE4O+vj4aGhpUrVqVqVOnkpCQoOSUOjg4oK2tjYmJCV988YVSEMnDwwNDQ0NatmxJVFQUenp6ZGVlsWXLFmbMmMGNGzdITk5GV1cXW1tbAgMDee+992jWrBl//PEHcXFxuLu7ExAQwMCBA3n06BEGBgbUqFEDMzMzGjZsWOyfQfyuXdz/YQGZ0dFoWVhgPmliqUoXmT17dklPQQghXinZKizEa2BpaalsNcvd/va8vvrqKw4fPlyc0xJCiCLJbRlz6dIlDA0NmTJlCl26dGH27NlkZGSgra3NoEGDyM7OZubMmTRu3BhdXV2srKwwNDTkypUr2NnZkZ6ejra2NlZWVlStWpVr165hZmbGqlWr0NHRoVKlSty5c4cxY8YAkJaWxs2bN9HT00NHR4dTp04xYsQIRowYwc6dO2nYsCFffvklpqamhIaGsm3btleyGhq/axfRM74i884dUKvJvHOH6BlfEb9r10tfe9q0aSxdulT53svLi1mzZuHm5oaTkxO2trbs3LkTyNm2Xa9ePUaMGIGNjQ0dOnQgJSUFyL/VuiAffPABDRs2xMbGhhUrVrz03IUQ4nWSwFWIN8Ts2bNp165dSU9DCPEOerxljJ2dHb///jsWFhZK8JOdnc3FixfR1tZm3rx5nDlzhpSUFB49esSjR49IS0tj8+bNQM7qbWpqKlZWVtSqVQuAffv2kZCQQHR0NAkJCZiZmQFQo0YNMjIyyMrKwsLCgho1aqClpYWenh7m5uakp6cTHByMu7s7enp6GBkZ0b1792K///s/LED9RGVhdWoq939Y8NLX7tevX55c2U2bNjFs2DC2b99OUFAQx44dY8qUKcoq9vP0nX3S6tWrCQwMJCAggEWLFinFroR42/Ts2ZOyZcuiqamJnZ1dSU9HFBMJXIUoZkV9oh0dHU3Lli1xcHCgQYMGyhY6AwMDpkyZgpOTE25ubsTExAB5n6afO3cOV1dX7O3tadSokVS4FEK8Uo+3jHnvvfdISEhg8eLFfPPNN2hpadGtW7c8W4Rz+6d+9NFHVK5cGR0dHSZNmoSWlha6urrcuHGD8uXLo6mpSXJyMnFxcZQvX17JwwwLC0OlUqGtrY22tjYqlYozZ85w8+ZNpTWNpqam8n7PapXzsjKjo59r/Hk4Ojpy//597ty5Q2hoKOXLl8fCwoL//Oc/2NnZ0a5dO27fvs29e/eAl+s7u2jRIuzt7WnSpAk3b94kIiLipef/pips99Py5cvx8fF5zbMRxW337t0cOnSIYcOGFcv10tPTi+U64uVI4CpEMSvqE+1ff/2Vjh07EhISQmhoqPIPkaSkJJycnAgKCqJVq1bMmjUrz3np6en07duXhQsXEhoayuHDh9HV1X3l9yWEEADW1tZ89dVXJCYmYm5uTmZmJpGRkaSnp2NoaEjNmjUxMjIiOTmZTp06oVarcXd3JyQkBC0tLdavX09wcDBZWVlYW1tjYWFBhQoV0NTUpHPnzqjVaszNzbG2tiY5OZmKFSuiq6tLw4YNqVatWp4iTfr6+tSpU4ft27eTkpJCQkICu4ph++6TtCwsnmv8efXq1YstW7bg6+tLv3792LBhAzExMQQGBhISEkLFihWVgL2wvrPP4ufnx+HDhzl16hShoaE4OjpKf9oCjBo1isGDB5f0NMRLqF+/Punp6XTo0CFPRfA//vgDExMTdHV1MTEx4dSpUwDUqlWLKVOmKMflPghbsGAB5cuXx9LSEkNDw9d7E6JALxW4qlSqeSqV6rJKpQpTqVTbVSpVuUKOi1KpVOdVKlWISqV6sQ7kQrwhivpE28XFhTVr1uDl5cX58+eVX4oaGhr07dsXgEGDBuHv75/nvCtXrmBhYYGLiwsARkZGaGlJnTUhxOv19ddfK1t0k5OTCQ4OJiUlhfPnzyvbezt27Mjt27dp0KABmZmZZGdnM2jQIFq1asXevXtJTEykSpUqnD9/nri4OIKDg7G2tua0fyCRV69xLzqGXs6TGDV4ImfPniU4OJi6desqc+jVqxfz588nJiYGOzs7evbs+cz+rC/CfNJEVDo6ecZUOjqYT5pYLNfv168fGzduZMuWLfTq1Yv4+HjMzc3R1tbm2LFjXL9+/aXfIz4+nvLly6Onp8fly5c5ffp0Mcy89HpW6yZAacvUpEkTZUXby8sLb29vAFq3bs3EiRNxdXWlQYMGnD17tgTuRDyvS5cuoampSWhoaJ5q2h4eHvTs2ZOUlBR69OiBh4fHM6/18OFDfHx8SEtLe5VTFkX0sv/aPQR4qtXqTJVK9V/AE5hWyLFt1Gp1bCGvCfFWePyJtp6eHq1bty70iXbLli05fvw4e/bs4cMPP+Tzzz8v8Cnvk1vg1Gr1K98WJ4QQuZ7WMqZz58507do1z+sv688zdzm0PpyBTup/BzOqE3IsktqNKylDXl5eAAxu0pNHB6LIepiGZrmyGHW0RN/RvNjmAyjVg19VVWEbGxsSEhKoUqUKFhYWDBw4kG7duuHs7IyDg0OeYP1FderUieXLl2NnZ0edOnVo0qRJMcy89HpW66YNGzYobZmmTp3KypUr+fLLL/NdJykpiZMnT3L8+HGGDx9erP+vi9crJiZG6fe8ZMmSIhXLLFeuHC1btnzVUxNF9FKBq1qtPvjYt6eBXi83HSHebM/zRPv69etUqVKFESNGkJSURFBQEIMHDyY7O5stW7bQr18/fv31V5o3b57nvLp163Lnzh3OnTuHi4sLCQkJ6OrqyqqrEOKtcGRbBGSo8w5mqDmyLYJU3fscOXKE+Ph4jI2Naf6eC5XPqVBnZAOQ9TCNh9tydrm8iuD1Vba/OX/+vPK1qampso3xSYU9RFi7dq3ytZ+fn/J1bg5s/K5dLEpLJzMjE60HcZhPmYJx69bFMvfSqGHDhgQGBpKQkEDZsmVxcnIiICCAEydOsGjRIsqUKUPXrl2VYw8dOlTgdfr37w/kBMKPHj3i4cOHlCtX4AZD8YbS1NQkOzvnd0jun7nKlClTElMShSjOf+kOB3wLeU0NHFSpVGrgJ7VaLTXYxVvpeZ5o+/n5MW/ePLS1tTEwMFCKQejr63Px4kUaNmyIsbFxnmqTkPNL1NfXl3HjxpGSkoKuri6HDx9+4TY7Qgjxop5cjS0OWfEZFLSnJCntFrt2HScjIwPIeVB4IOgozbPqUot/c03VGdk8OhBV7IHrmyy3nU9uZeTcdj5AqepFW5y0tbWxtLRkzZo1uLq6Ymdnx7Fjx7h69Sr16tVTin7B03OFn9zhJDue3lzm5uZMnjyZ5cuXM378eCpVytnBUa1aNU6ePAnkbB8XpdczA1eVSnUYqFTAS9PVavXOf46ZDmQCGwq5TDO1Wn1HpVKZA4dUKtVltVp9vJD3GwmMBKhevXoRbkGI0qNs2bLs27cv3/jjVR8TExMBGDJkCEOGDCnwOl9//TVff/11nrHHn6a7uLi89flJQoh3U7yeBuWSs/ONJxpFwT9Ba65MsgnQiqRWet4iSVkPJR/tcU9r5/O2Bq6Qs0rq7e3N6tWrsbW1ZfLkyTRs2PC5gk9fX1/atGmDv78/xsbGGBsbv8IZi1dpy5YtdOvWjXXr1qGrq8uePXuAnCJMTZo0wcDAAFtb2xKepXiaZwauarX6qY0jVSrVEKAr4KbOrUuf/xp3/vnzvkql2g40AgoMXP9ZjV0B4OzsXOD1hHhXJQXff+W5XEIIUZJCnAxwPfWIMln/jqVrglojrcCV2ERV/joCmuXKFnDku+tVtvMpzVq0aMHcuXNp2rQp+vr66OjoPHfxrvLly+Pq6sqjR49YvXr1K5qpKG65K+g///yzMta8eXP+/vvvfMc2aNBAWVR43MSJE5k4sXgKsInioSok1izaySpVJ2A+0EqtVscUcow+oKFWqxP++foQMFutVu9/1vWdnZ3VAQFShFi8OUJCQrhz5w7vv/9+sV87Kfg+D7dFKLlcACptDcp5WEvwKoR4a2y9G8fPByJoHpqCcXI28Xoa+Nvr0jzGn4zE/D2rDdQ69Etrpnwvvxfzi2jrRuadO/nGtSpXxvrokRKYUemXFHyf9j07M73FKJzq2cuD4nfE+qBZrAzfSlxmNiZaGoyo15NBTjNLelpvNZVKFahWq52LcuzL9nH9ETAkZ/tviEqlWv7PBCqrVKq9/xxTEfBXqVShwFlgT1GCViHeRCEhIezdu/fZBz5F69atKeiBzaMDUXmCVvg3l0sIId4WPSuZ8HFHa7b3MmNuXxO29zLj447WdOvQHm1t7TzHamtr06phc2WFVbNcWQlaC/Cq2/m8bZQHxZl5i34lBd8v4ZmJV2l90CzmX9hMXKYaUBGXqWb+hc2sD5pV0lMT/3ipFddXTVZcRUmLioqic+fONG/enJMnT1KlShV27txJ586d8fb2xtnZmdjYWJydnfnzzz+pVasWKSkpVKlSBU9PT8LDw7l27RrR0dH8+eefzJ8/n9OnT7Nv3z6qVKnC9u3b0dXVJTAwkMmTJ5OYmMi1a9f49ddf6dSpE+fOneOjjz5CX18f+2xLjkWe4chH6/LNs+p3xd+3UAghSpuwsLA8VYXd3Nyws7Mr6Wm9EeJ37Xpl7XzeNtHfnS0wT1qzXFksvmhUAjMSr0OrDXb/BK15mWip+L+BYSUwo3fD86y4Sv8MIZ4hIiKC3377jZUrV9KnTx+2bt1a4HEbN25ErVajVquxtbVFT0+Pn3/+mYcPH9K4cWNWr15N165dcXd3p2nTpuzYsYOOHTuye/duOnbsiLm5Oba2tsTHx7N06VI6deqkjGdlZRGYdEl5r6bL+tCjfjtO3QgmU5XFmj4b8PT05K+//uLzzz9n1KhRqNVqpk6dyr59+1CpVHz55Zf07dsXPz8/Zs6cScWKFQkJCcHDwwNbW1sWLlxISkoKO3bs4L333ntdH68QQhSZnZ2dBKov6FW383mbFFbcS4p+vd3iMrOhgEz6uMz8xeJEyZDAVYhnsLKywsHBAcjp9fZ4heBc6enpShPzK1euMHv2bFQqFR999BFlypShYsWK7N69m6ysLGrVqsXu3bv56KOPqFixIl9//TXx8fFUrVqVkJAQrl69SoUKFXj48KHSDzYrKwsX24akPUpX3rOykTm/D/+JbyN9GDp0KH/88QepqanY2NgwatQotm3bRkhICKGhocTGxuLi4qI00Q4NDSU8PBwTExNq1qzJxx9/zNmzZ1m4cCGLFy9mwYIFr+WzFUIIIUobzXJlC11xFW8vEy2NQlZcXzazUhQXCVyFeIayZf/9i0pTU5OUlBS0tLSUJtWpqamkpqYybNgwDA0NATAxMeH8+fOsX7+e5ORkjIyMsLKyUvrGde/eHbVaTWZmJoGBgVhbWxMSEgKAk5MTS5YsQa1Wk5ycjJOTE5mZmdy6ewtdbR3lL85OTm0o52GNU3Bj0vSyMTQ0xNDQEB0dHR4+fIi/vz/9+/dHU1OTihUr0qpVK86dO4eRkREuLi5YWOS0j3jvvffo0KEDALa2thw7duy1fbZCCCFEaWPU0bLAYohGHS1LblLilRtRryfzL2wmQ/3vqqu2Ss2Ier1KcFbicfIIoZQxMDAo6SmIIrC0tCQwMBDI6QsGOU3JDQ0NSUjIqXo5btw4GjVqxJQpU/jpp59IfayHnr6+vvK1gYEB8fHxnDp1CgC1Ws3Vq1d5+PAhSUlJfPfdd4SFhVG1alXQUmHxRSM0y5el+pQm6Duao6GhkSe41tDQIDMzk6flrz95fO73uecKIYQQ7yp9R3PKeVhL0a93zCCnmUxu0BsTLRWgxkRLxeQGvaWqcCkiK65CvIDPPvuMPn368Msvv9C2bVt0dHTYtGkTQ4cO5bvvvqNBgwYkJSVRu3ZtANaty19QKVfr1q3R1NRk2rRp3Lt3jz///JOwsDDq1q1L9erVmTJlCmXKlOHq1atUrly5yHNs2bIlP/30E0OGDCEuLo7jx48zb948Ll++/NL3L4QQQrzN9B3NJVB9Bw1ymimBaikmgetLSEpKok+fPty6dYusrCxmzJhBrVq1lOqwpqamrF27FgsLC65evcrYsWOJiYlBT0+PlStXUrduXa5du8aAAQPIzMykU6dOJX1L4gmWlpZcuHBB+f6zzz5Tvg4L+7fC3Jw5c1i3bh0ffPABmpqaODs74+7uzqRJkwgPD6dJkyZcu3aNxMREvLy8AJQ/U1JSOHv2rFLEqUKFCri7u2Nvb0+jRo0ICgqievXqpKWlKdt7i8Ld3Z1Tp05hb2+PSqXi+++/p1KlShK4CiGEEEKIN460w3kJW7duZf/+/axcuRKA+Ph4OnfuzM6dOzEzM8PX15cDBw6wevVq3NzcWL58OdbW1pw5cwZPT0+OHj1K9+7d6dWrF4MHD2bJkiVMmzaNxMTEEr4zURrsidyD52JPIrZGoIkm9d6rx95NezEzMyvpqQkhhBBCCPHSnqcdjgSuL+HPP/+kY8eO9OnTh65du1K+fHlcXV2pWbMmAFlZWVhYWLBt2zbMzMyoU6eOcm5aWhrh4eFUqFCBu3fvoq2tzaNHj6hcubIEroI9kXvwOulFata/ebE6mjp4uXrRpWaX4nujsE1wZDbE3wLjquD2Fdj1Kb7rCyGEEEIIUQjp4/qa1K5dm8DAQPbu3Yunpyft27fHxsZGKbKT69GjR5QrV06pGvsklSp/zyjxblsYtDBP0AqQmpXKwqCFxRe4hm2CXeMhIyXn+/ibOd+DBK9CCCGEEKJUkarCL+HOnTvo6ekxaNAgPvvsM86cOUNMTIwSuGZkZHDx4kWlFcrmzZuBnKqxoaGhADRr1oyNGzcCsGHDhpK5EVHq3E26+1zjL+TI7H+D1lwZKTnjQhSDpKQkunTpgr29PQ0aNMDX15f9+/dTt25dmjdvzvjx4+natSuQk/Pt7e2tnNugQQOlZ/L69etp1KgRDg4OfPLJJ2RlZQFw8OBBmjZtipOTE7179yYxMZGAgAAcHBxwcHDA1tZWHgwKIYQQbwkJXF/C+fPnlX9MzZ07l9mzZ7NlyxamTZuGvb09Dg4OnDx5EsgJSletWoW9vT02Njbs3LkTgIULF7JkyRJcXFyIj48vydsRpUgl/UrPNf5C4m8937gQz2n//v1UrlyZ0NBQLly4QKdOnRgxYgS7du3ixIkT3L377Acx4eHh+Pr68scffxASEoKmpiYbNmwgNjaWOXPmcPjwYYKCgnB2dmb+/Pk4OzsTEhJCSEgInTp1ylNQTQghhBBvLtkq/BI6duxIx44d840fP34835iVlRX79+8vcPzxrcVffPFF8U5SvJEmOE0oMMd1gtOE4nsT46o524MLGheiGNja2vLZZ58xbdo0unbtiqGhIVZWVlhbWwMwaNAgVqxY8dRrHDlyhMDAQFxcXICcKtzm5uacPn2aS5cu0axZMwDS09Np2rSpct6mTZsICgri4MGDr+juhBBCCPE6SeBagsJPHOPERh8SHsRiWMGUFv0GU69Fm5KeligFcvNYFwYt5G7SXSrpV2KC04TiLczk9lXeHFcAbd2ccSGKwZN1ADp06FDo1l0tLS2ys7OV71NTcx7aqNVqhgwZwrfffpvn+F27dtG+fXt+++23fNe6ePEiM2fO5Pjx42hqahbjHQkhhBCipEjgWkLCTxzj4IofyUxPAyAhNoaDK34EkOBVADnBa7EGqk/KLcAkVYXFK3Lnzh1MTEwYNGgQBgYGLF++nGvXrnH16lXee++9PEGnpaUlu3fvBiAoKIhr164B4ObmRo8ePZg0aRLm5ubExcWRkJBAkyZNGDt2LH/99Re1atUiOTmZW7duUbFiRfr164ePj4+0jhJCCCHeIhK4lpATG32UoDVXZnoaJzb6SOAqXh+7PhKoilfm/PnzfP7552hoaKCtrc2yZcuIjY2lS5cumJqa0rx5cy5cuABAz5498fHxwcHBARcXF2rXrg1A/fr1mTNnDh06dCA7OxttbW2WLFlCkyZNWLt2Lf379yctLed36Zw5czh16hTXr19nxIgRyjwKq+guhBBCiDeH9HEtIf/r1w0K+uxVKqZs3PX6JySEEK+Zn58f3t7eykrry9oTuefVbq8XQgghRLF6nj6uUlW4hBhWMH2ucSGEEIXbE7kHr5NeRCdFo0ZNdFI0Xie92BO5p6SnJoQQQohiIIFrCWnRbzBaZcrmGdMqU5YW/QaX0IxEabR8+XJ8fHxKehpCvBKtW7cuttXWhUEL81ThBkjNSmVh0MJiub4QQgghSpbkuJaQ3DxWqSosnmbUqFElPQUh3gh3kwruCVvYuBBCCCHeLLLiWoLqtWjDyCVrmLJxFyOXrJGgVeDj44OdnR329vZ8+OGHeHl54e3tDeSsTk2bNo2AHe8AAAAgAElEQVRGjRpRu3ZtTpw4AcDatWvx8PCgU6dOWFtbM3XqVOV6o0ePxtnZGRsbG2bOnKmMW1pa8p///IemTZvi7OxMUFAQHTt25L333mP58uVAThuSzz//nAYNGmBra4uvry+Qk5fYunVrevXqRd26dRk4cCClOVdevBsq6Vd6rnEhhBBCvFkkcBWilLh48SJz587l6NGjhIaGsnBh/i2OmZmZnD17lgULFjBr1ixlPCQkBF9fX86fP4+vry83b94EYO7cuQQEBBAWFsb//d//ERYWppxTrVo1Tp06RYsWLRg6dChbtmzh9OnTfPVVTh/Xbdu2ERISQmhoKIcPH+bzzz8nOjoagODgYBYsWMClS5eIjIzkjz/+eJUfjRDPNMFpAjqaOnnGdDR1mOA0oYRmJIQQQojiJIGrEKXE0aNH6dWrF6amOQW6TExM8h3j4eEBQMOGDYmKilLG3dzcMDY2RkdHh/r163P9+nUANm3ahJOTE46Ojly8eJFLly4p53Tv3h0AW1tbGjdujKGhIWZmZujo6PDw4UP8/f3p378/mpqaVKxYkVatWnHu3DkAGjVqRNWqVdHQ0MDBwSHPXIQoCV1qdsHL1QsLfQtUqLDQt8DL1UuqCgshhBBvCclxFaKUUKvVqFSqpx5TtmxOQS9NTU0yMzPzjT/+2rVr1/D29ubcuXOUL1+eoUOHkpqamu8cDQ2NPOdraGiQmZn51O2/Bb2fECWtS80uEqgKIYQQbylZcRWilHBzc2PTpk08ePAAgLi4uJe63qNHj9DX18fY2Jh79+6xb9++5zq/ZcuW+Pr6kpWVRUxMDMePH6dRo0YvNSchhBBCCCFehKy4ClFK2NjYMH36dFq1aoWmpiaOjo5YWlq+8PXs7e1xdHTExsaGmjVr0qxZs+c6393dnVOnTmFvb49KpeL777+nUqVKXL58+YXnJIQQQgghxItQleZqoM7OzuqAgICSnoYQ4jHxu3Zx/4cFZEZHo2VhgfmkiRh361bS03olBgwYgIGBAStWrCjpqQghhBBCvHVUKlWgWq12LsqxsuIqhCiy+F27iJ7xFep/cmUz79whekZOFeK3MXj99ddfS3oKQgghhBACyXEVQjyH+z8sUILWXOrUVO7/sKCEZvT87t+/j7m5Obq6uujo6DBhwgS0tLRo3LgxBgYGGBgYcOTIESCnd27Xrl0BOHLkCCYmJujq6qKnp8fRo0cB6NKlC/r6+ujq6tKqVasSuy8hhBBCiLeZBK5CiCLL/KePa1HHS6N58+ZhYmJCSkoKqampTJkyBQAjIyMSExMZMGAAAwYMyHdejx49GDFiBCkpKdy5cwc7Ozu+/fZbIiMjSUhIICEhgcuXL7N48eLXfUuiFMvKynqjriuEEEKUVhK4CiGKTMvC4rnGS6N27dpx9epVGjduzI8//kj16tUBmD59OgALFiwgJiYmzzl37twhJSWF//73vwCUK1cOU1NTtm7dSkREBPr6+hgaGhIXF0dgYODrvSFRYqKioqhbty5DhgzBzs6OXr16kZycjKWlJbNnz6Z58+Zs3ryZq1ev0qlTJxo2bEiLFi2UAmdDhw5l1KhRtGjRgtq1a7N7927lui1atMDJyQknJydOnjwJgJ+fH23atGHAgAHY2tqW2H0LIYQQJUFyXIUQRWY+aWKeHFcAlY4O5pMmluCsnk/Hjh25fPky3t7e/Oc//2Hbtm1ATv/awmRnZxf6Wt++fdmwYUOxz1O8Ga5cucKqVato1qwZw4cPZ+nSpQDo6Ojg7+8P5LS6Wr58OdbW1pw5c4YxY8YoW82joqL4v//7P65evUqbNm3466+/MDc359ChQ+jo6BAREUH//v3JLVR49uxZLly4gJWVVcncsBBCCFFCZMVVCFFkxt26YfH1bLQqVwaVCq3KlbH4evYbVZgpKCiIChUqsGzZMsaOHUt4eDgA33zzDQBTpkzBzMwszzlVq1ZFV1cXT09PIKdHbmxsLD179mTnzp3cvXsXgICAAC5evPga70aUtGrVqimtpgYNGqQEq3379gUgMTGRkydP0rt3bxwcHPjkk0+IfmxrfZ8+fdDQ0MDa2pqaNWty+fJlMjIyGDFiBLa2tvTu3ZtLly4pxzdq1EiCViGEEO8kWXEVQjwX427d3qhA9Un79u1jzpw5QM4q67Jlyxg+fDhpaWkYGBigVqv5/fff8523fft2+vTpw4IFC1CpVOzduxdPT0/OnTun9NvV1tZm586d2NjYvM5bEiVIpVIV+L2+vj6Qs1pfrlw5QkJCinz+Dz/8QMWKFQkNDSU7OxsdHR3l9dzrCiGEEO8aWXEVQrxTpk+fTkpKCikpKSQlJTF48GAAli9fTmJiIklJSbi5uQE5OYW5eYft27fn77//JiUlheTkZKxJIWrW7yysPZHLnpu4un87CQkJtG3btsTuTbx+N27c4NSpUwD89ttvNG/ePM/rRkZGWFlZsXnzZgDUajWhoaHK65s3byY7O5urV68SGRlJnTp1iI+Px8LCAg0NDX755RcpxCSEEOL/27vzuKqqvY/jn8UgoCQ4ZKJZpKWRcFDCWcyhJEvN0gZz4tbNciit9FGbr7enSZu8pZZPpXW9aWk5ZWVOpUUmOOA8xtXCMvVKMsawnj+Qc0VAIYFzgO/79fJ1zvnttff+bbfneH5nrb22oMJVRKTUfl77OTkrvPFKr4PB4JVeh5wV3vy89nNXpyYVLCQkhDlz5uBwODhx4gQjRowo1Gbu3Lm88847hIeH07JlSxYvXuxc1qJFC6677jp69erFzJkz8fX1ZeTIkcyZM4f27duzd+9e9bKKiIgAxlrr6hyKFRkZafMnpBARcReJf1uCV3qdQvFsv/8Q/HRfF2QkrpCYmEjv3r3Zvn37n1o/JiaG3r17M2DAgDLOTEREpHIwxsRbayNL0lbXuIqIlJJnemCp4iJ/1t4NvxC7+AApJzLxr+tDh1ua0bxdQ1enJSIiUuFUuIqIlFKO38kie1xz/E66IBtxleDg4D/d2wowe/bscy7fu+EX1szdTfYfebdjSjmRyZq5efeAVfEqIiLVja5xFREpJe/rvMn1yCwQy/XIxPs6bxdlJFVR7OIDzqI1X/YfucQuPuCijERERFxHhauISCk17toLz55ZZPv9B4sl2+8/ePbMonHXXq5OTaqQlBOZpYqLiIhUZRoqLCLyJzTu2gu6ujoLqcr86/oUWaT61/VxQTYiIiKupR5XERERN9ThlmZ41Sj437RXDQ863NLMRRmJiIi4jnpcRURE3FD+BEyaVVhERESFq4iIiNtq3q6hClURERE0VFhERERERETcnApXERERERERcWsqXEVERERERMStqXAVERGRcpeYmEhoaGiJ23ft2pW4uLhyzEhERCoTFa4iIiIiIiLi1lS4ioiISIXIzs5m2LBhOBwOBgwYQFpaGpMnT6ZNmzaEhoYyfPhwrLUF1snNzWXYsGE88cQTAKxYsYIOHToQERHB7bffTkpKiisORUREKpgKVxEREakQe/bsYfjw4SQkJFC7dm2mT5/O6NGj2bhxI9u3byc9PZ1ly5Y522dnZzNo0CCaN2/Os88+y7Fjx3j22WdZuXIlmzZtIjIykldeecWFRyRFKe2w8OIsWrSInTt3lkFGIlIVqHAVERGRCtGkSRM6deoEwODBg1m/fj1r1qyhXbt2hIWFsXr1anbs2OFsf//99xMaGsrjjz8OwPfff8/OnTvp1KkTrVq1Ys6cOfz73/92ybFI+VPhKiJnUuEqIiIiFcIYU+j1yJEjWbBgAdu2beO+++4jIyPDubxjx46sWbPGGbPWcsMNN7Blyxa2bNnCzp07eeeddyr0GKRkihoWHh8fz3XXXce1115LdHQ0R44cAWDWrFm0adOG8PBw+vfvT1paGt999x1Llixh/PjxtGrVigMHDrj4iETE1VS4ioiISIU4dOgQsbGxAHz44Yd07twZgPr165OSksKCBQsKtL/33nu56aabuP3228nOzqZ9+/Z8++237N+/H4C0tDT27t1bsQchJXL2sPA333yTBx98kAULFhAfH88999zj7Em/7bbb2LhxI1u3biUkJIR33nmHjh070rdvX6ZMmcKWLVto1qyZi49IRFxNhatUOldeeSWPPvooALfeeivHjh1zcUYiIlISISEhzJkzB4fDwYkTJxgxYgT33XcfYWFh9OvXjzZt2hRa55FHHiEiIoIhQ4ZQr149Zs+ezcCBA3E4HLRv357du3e74EjkfM4eFv7ll1+yfft2brjhBlq1asWzzz7LTz/9BMD27duJiooiLCyMuXPnFhguLiKSz8vVCYhciKVLl3L8+HHq16/v6lREROQcgoODi7xe8dlnn+XZZ58tFF+7dq3z+d/+9jcAkpcupcmrr/F+SipeQUE0eHgsAX36lFvO8uedPSz8oosuomXLls4e9zPFxMSwaNEiwsPDmT17doFzLyKSTz2u4haOHj1KgwYN8PPzw9fXlzFjxtC9e3dq1aqFr68vISEh5ObmFlinf//+5OTkEB4eTp06dVyUuYiIVITkpUs58uRTZCclgbVkJyVx5MmnSF661NWpSRHOHhbevn17fvvtN2csKyvL2bN66tQpgoKCyMrKYu7cuc5tXHTRRZw6darikxcRt6TCVdzClClTqFu3Lunp6WRkZPDoo48ya9YsUlNTycjIIDMzk6effrrAOgsXLsTT05OtW7fyn//8x0WZi4hIRTj66mvYMyZuArAZGRx99TUXZSTncvaw8PzrWydMmEB4eDitWrXiu+++A+Dvf/877dq144YbbuDqq692buOuu+5iypQptG7dWpMziYiGCot7uP7663nttddo164dQ4YMYfTo0YwfP54ZM2aQnZ1NVlYWGzdudHWaIiLiItmnZ6AtaVxcp7hh4a1ateKbb74pFB8xYgQjRowgdfNRfv8ykZyTmRx54QdaRV+l2+GIiJN6XMUtREdHs3v3biIiInjsscfo3r07L7/8MqtWrSIjI4OoqKgCt0gQEZHqxSsoqFRxqVxSNx/l5Cf7yDmZCUDOyUxOfrKP1M1HXZyZiLgLFa7iFjZt2kS9evWYMWMGo0aNYteuXQBcddVV/PLLL3z//fdFrufl5cWvv/5akamKiIgLNHh4LMbXt0DM+PrS4OGxLspIytLvXyZiswrOZWGzcvn9y0TXJCQibkeFq7iFzz//nKCgIPz8/Jg2bRovvvgiHTt25JJLLuGaa66hSZMmRa7Xu3dvbrjhBk3OJCJSxQX06UPQ3yfj1agRGINXo0YE/X2yZhV2IX9//yLjM2fO5P333y92vWeeeYapU6cWiOX3tJ6tuLiIVD/GWuvqHIoVGRlp4+LiXJ2GiIiIiJzF39+flJSUUq/3zDPP4O/vz7hx45yxIy/8UGSR6hnoQ9DEtheUp4i4L2NMvLU2siRt1eMqlc4/1q6nxbJvaLh6My2WfcM/1q53dUoiIiJVzksvvcS0adMAePjhh+nevTsAq1atYvDgwQA8/vjjhIeH0759e+elO2f2qE6bNo1rrrkGh8PBXXfdVWgfs2bNolevXnhfdwnGu+DXUuPtQe3o4PI6PBGpZFS4SqXyj7XrefGPGiTXqg3GkFyrNi/+UUPFq4iIVHmJiYmEhoYWinft2pWyGqEWHBzMsWPHAOjSpQvr1q0DIC4ujpSUFLKysli/fj1RUVGkpqbSvn17tm7dSpcuXZg1a1ah7b3wwgts3ryZhIQEZs6cWWDZG2+8wdKlS1m0aBH1O1xO4G1X4RnoA+T1tAbedhW1Wjcok+MSkcpPt8ORSuWNlFyya9UoEMv2rsEbKRk86KKcREREKpMlS5awc+dOJk6ceM521157LfHx8Zw6dQofHx8iIiKIi4tj3bp1TJs2jRo1atC7d29n26+++qrQNhwOB4MGDaJfv37069fPGf/ggw+49NJLWbRoEd7e3gDUat1AhaqIFEs9rlKpJNe8qFRxERGRqiQ7O5thw4bhcDgYMGAAaWlpBZavWLGCDh06EBERwe233+68BjU4OJinn36aiIgIHn/8cWcRefz4cXr27Enr1q25//77OXPuE29vb4KDg3nvvffo2LEjUVFRrFmzhgMHDhASEoK3tzfGGAA8PT3Jzs4ulO9nn33GqFGjiI+P59prr3W2CQ0NJTExkZ9++qlc/p6qoz/++MPVKYiUKxWuUqkEpJ0qVVxERKQq2bNnD8OHDychIYHatWszffp057Jjx47xxBNPcPz4cSIiIli3bh0dO3Zk5cqV/PLLL8yYMYOZM2fSqlUrbrvtNgDatGmDv78/mzdvxtvbm0OHDhXYX5cuXZg6dSpdunQhKirKuX5+wXouubm5HD58mG7duvHSSy9x8uRJZyHdunVr3nrrLfr27UtSUlIZ/g25l6NHj9KgQQP8/Pzw9fVlzJgxeHl5sWfPHgDef/99AgMDAdi1axf16tWjZs2ahISEFGgXFBREzZo18fX1dV5fDGCMoUuXLvj7+/N///d/FX+AIhVIhatUKqP9PfDKKviLolfWH4z21z9lERGp+po0aUKnTp0AGDx4MOvX/3eOh++//559+/axb98+1q1bR506dUhKSuJf//oXl1xyCS+88ALPPfccwcHBnDqV94Ovn58f8fHxrFu3jhUrVhAQEFBgf1FRURw5coQOHTpwySWX4OvrS1RUVIlyzcnJYfDgwYSFhdG6dWsefvhhZ5EG0LlzZ6ZOncrNN9/svK62qpkyZQp169YlPT2djIwMHn300WLb3nnnnURGRpKWlsagQYPIyclxLlu/fj1paWkkJSWxYMEC9u3b51x27bXXkpKSwsiRI8v1WERcTde4SqXyYNfOsHY9b6RkkFzzIgLSTjHa3yMvLiIiUsWd3dN55mtrLZ07d2b37t3OnrqhQ4fSo0cPVq9ejcPhYNq0aYSHh5ObmwvkDQd++OGH6datG59++inDhg0rsP0ePXqQlZXlfL13717n8zNvhTNgwAAGDBgA5M0qnO/Mwjrfmcujo6OJjo4u6eFXOtdffz2vvfYa7dq1Y8iQIYwePbrYtvv27eONN94A4IknnuCpp55yLrv33nvZsGEDAJmZmXz99ddcddVVALz44ovleAQi7kOFq1Q6D3btrImYRESkWjp06BCxsbF06NCBDz/8kM6dO7N06VIA2rdvz/3334+/vz8AaWlppKSk4OOTN1Ovh4dHoetQu3TpwieffEK9evVYsWIF//nPf8o1/4SEBFatWkVycjIBAQH06NEDh8NRrvt0pejoaHbv3s3UqVN57LHH+OSTTzDGOM9DSe6D+9prr7Fp0yYOHz5M/fr1CQwMLLBejRo1zrG2SNWh8ZUiIiIilURISAhz5szB4XBw4sQJRowY4Vx28cUXM3XqVA4fPozD4aB9+/YkJyefc3t9+vRh8+bNNGjQgH/+8580atSo3HJPSEhg6dKlzpySk5NZunQpCQkJ5bZPV9u0aRP16tVjxowZjBo1il27dnHRRRexcOFCgALXpV555ZU8//zzADz//PPOibKOHj2Kn58f9evXZ/ny5ec9pyJVlXpcRURERCqB4OBgdu7cWSi+du1a5/OOHTvSrFkzZzEYExMD5N0DNjExEYArrriCW2+9lczMTMaNG8fXX39NREQES5Ys4dVXX6VevXrlkv+qVasKDDsGyMrKYtWqVVW21/Xzzz/n2WefBfJ6vGfMmMHvv//OI488wssvv+wc7gswb948oqKiqFmzJldffTUeHh4EBQUxceJEZs2ahZ+fH/Xq1St0HbJIdWHOnPbc3URGRtqyuqG2iIiIiORJ3XyU379MJPtkJmkemWzw2MfxehnlOnT3zGtbS7Osuvj999+pUaMGvr6+vP3224wZM4b09HRXpyVSrowx8dbayJK0VY+riIiISDWSuvkoJz/Zh83KxQC1cn2Iyg1h3fFdzutly6N4DQgIKHKYq3oQ82zYsIFbbrkFay0eHh7MnDmzUJttb75J1nuz8U1JIcPfH++/xBA2apQLshWpeLrGVURERKQa+f3LRGxWboGYN560yW7mHLpbHnr06IG3t3fB/Xp706NHj3LZX2Vzww03kJaWRnp6OqmpqYVmeN725pswfQZ+KSkYwC8lBabPyIuLVAMqXEVERESqkZyTmUXG/fEFKLfJfxwOB3369HH2sAYEBNCnT58qe31rWct6bzZeZ9zbFcArJ4es92a7JiGRCqahwiIiIiLViGegT5HFawoZQPkO3XU4HCpU/yTfYm6dU1xcpKpRj6uIiIhINVI7OhjjXfArYBY5bPQ6oKG7bizj9P15SxoXqWpUuIqIiIhUI7VaNyDwtqvwDPTBAqkemazz2sXxehkauuvGvP8SQ7anZ4FYtqcn3n+JcU1CIhVMQ4VFREREqplarRtQq3UD5+sWXO/CbKQkwkaNYhuQrlmFpZrSfVxFRERERESkwpXmPq4aKiwiIiIiIiJuTYWriIiIiIiIuDUVriIiVVRiYiL/+te/XJ2GiIiIyAVT4SoiUkWpcBUREZGqQoWriEgl8/777+NwOAgPD2fIkCHExMSwYMEC53L/0/f0mzhxIuvWraNVq1a8+uqrrkpXRERE5ILpdjgiIpXIjh07+N///V++/fZb6tevz4kTJ3jkkUeKbPvCCy8wdepUli1bVsFZioiIiJQt9biKiFQiq1evZsCAAdSvXx+AunXrujgjERERkfKnwlVEpBKx1mKMKRDz8vIiNzfXufyPP/5wRWoi4kZee+010tLSnK9vuukmTp486cKMREQujApXEZFKpEePHnz00UccP34cgBMnThAcHEx8fDwAixcvJisrC4CLLrqIU6dOuSxXEXGdswvX5cuXExgYWKCNtdb5o5eIiLtT4SoiUom0bNmSxx9/nOuuu47w8HAeeeQR7rvvPr7++mvatm3Lhg0bqFWrFgAOhwMvLy/Cw8M1OZNIFZaamsrNN99MeHg4oaGh/O1vfyMpKYlu3brRrVs3AIKDgzl27BiJiYmEhIQwcuRIIiIiOHz4sIuzFxEpGWOtdXUOxYqMjLRxcXGuTkNERETEbS1cuJAvvviCWbNmAZCcnEx4eDhxcXHO6+GDg4OJi4sjJSWFpk2b8t1339G+fXtXpi0igjEm3lobWZK26nEVEalqEj6CV0PhmcC8x4SPXJ2RiJSjsLAwVq5cyYQJE1i3bh0BAQHnbH/55ZeraBWRSke3wxERqUoSPoKlD0FWet7r5MN5rwEcd7guLxEpN82bNyc+Pp7ly5czadIkevbsec72+ZcTiIhUJupxFRGpSlZN/m/Rmi8rPS8uIlVSUlISNWvWZPDgwYwbN45NmzZpcjYRqXLU4yoiUpUk/1S6uIhUetu2bWP8+PF4eHjg7e3NjBkziI2NpVevXgQFBbFmzRpXpygicsE0OZOISFXyamje8OCzBTSBh7dXfD4i4hZ2rVvDunnvc+r4MS6qV5+ou4YSEtXN1WmJSDWnyZlERKqrHk+Bt1/BmLdfXlxEqqVd69aw4u03OHXsN7CWU8d+Y8Xbb7BrnXpiRaTyUOEqIlKVOO6APtPyelgxeY99pmliJpFqbN2898n+I7NALPuPTNbNe99FGYmIlJ6ucRURqWocd6hQFRGnU8ePlSouIuKOLqjH1RjzjDHmZ2PMltN/biqm3Y3GmD3GmP3GmIkXsk8RERERKbmL6tUvVVxExB2VxVDhV621rU7/WX72QmOMJ/Am0Au4BhhojLmmDPYrIiIiIucRdddQvGr4FIh51fAh6q6hLspIRKT0KmKocFtgv7X2IIAxZh5wC7CzAvYtIiIiUq3lzx6sWYVFpDIri8J1tDFmKBAHPGqt/c9ZyxsDZ96b4SegXXEbM8YMB4YDXHbZZWWQnoiIiEj1FhLVTYWqiFRq5x0qbIxZaYzZXsSfW4AZQDOgFXAEeLmoTRQRK/bmsdbat621kdbayIsvvriEhyEiJXX06FEaNGiAn58fvr6+jBkzhn/+858EBgZSs2ZN6tevz5YtWwAYOnQotWrVws/Pj8aNG3PsWN5EHo888gi+vr74+fkREBAAwMmTJ7nqqqvw9fWlZs2avPLKKwD89a9/pVGjRtSvX58aNWrQtm1b1xy4iIiIiFRa5y1crbXXW2tDi/iz2Fr7q7U2x1qbC8wib1jw2X4Cmpzx+lIgqWzSF5HSmjJlCnXr1iU9PZ2MjAweffRRRowYQWxsLGlpaQwaNIg77sibkfbJJ58kNTWV9PR0rrjiCh544AEApk+fzvr160lPTychIQGAIUOGAJCRkcGCBQv4n//5H06ePAnAb7/9xqZNmzh69CibNm1iw4YNLjhyEREREamsLnRW4aAzXt4KbC+i2UbgKmPMFcaYGsBdwJIL2a+I/HnXX389Bw4coF27drzxxhvEx8eTkpJCREQEfn5+vPXWWxw/fhyA5cuXExAQgK+vLxs2bGDnzrxL05s2bUp0dDRDhw7ljz/+ACA+Pt5Z2N50003UqlWLlStXAtCsWTMuu+wyAgMDqVOnDvHx8S44chERERGprC50VuGXjDHbjDEJQDfgYQBjTCNjzHIAa202MBr4EtgFfGSt3XGB+xWRPyk6Oprdu3cTERHBY489xrRp0/D39yc9Pd3ZC5tfuI4bN45Zs2aRkZHBsGHDnEXqzp07eemll0hMTCQkJIR9+/ZhbbFXAFCjRg3ncw8PD+d2RERERERK4oIKV2vtEGttmLXWYa3ta609cjqeZK296Yx2y621za21zay1/3uhSYvIn7dp0ybq1avHjBkzGDVqFDt27CAjI4O3334bgLS0NBYvXgxATk4OLVu2JC0tjU8//dS5jdWrV3PvvffyzTffUKNGDTZt2kTbtm156623APjyyy9JTU2lZ8+eFX+AIiIiIlLllMV9XEWkEvn8888JCgrCz8+PadOmMXXqVP75z38yfu0MjJMAACAASURBVPx4/Pz8qFu3LgsXLgTgzjvvpFWrVjRq1IjGjRs7tzF48GB8fX3x9fWlefPm3H777cyZM4fc3Fx8fX259dZbeemll6hdu7arDlPkvGbPns3o0aOLXObv71/B2YiIiMi5mHMN73O1yMhIGxcX5+o0RESkCpo9ezZxcXG88cYbhZb5+/uTkpLigqxERESqD2NMvLU2siRty+I+riIiRfpgxX6SvvyJWqm5pNbyoFH0pQzpeaWr05Jqol+/fhw+fJiMjAzGjBnD8OHDee+993j++ecJCgqiefPm+Pj4APDjjz9y9913k52dzY033ujizEVERORsGiosIuXigxX7Ob74EP6puRjAPzWX44sP8cGK/a5OTaqJd999l/j4eOLi4pg2bRo///wzTz/9NN9++y1fffWVc5ZsgDFjxjBixAg2btxIw4YNXZi1iIiIFEWFq4iUi6Qvf8I7p2DMOycvLlIRpk2bRnh4OO3bt+fw4cN88MEHdO3alYsvvpgaNWpw5513Ott+++23DBw4EPjvPYlFRETEfahwFZFyUSs1t1RxkbK0du1aVq5cSWxsLFu3bqV169ZcffXVGGOKXedcy0RERMS1VLiKSLlIrVX0x0txcZGylJycTJ06dahZsya7d+/m+++/Jz09nbVr13L8+HGysrL4+OOPne07derEvHnzAJg7d66r0hYREZFi6BukiJSLRtGXkuVZMJblmRcXKW833ngj2dnZOBwOnnzySdq3b09QUBDPPPMMHTp04PrrryciIsLZ/vXXX+fNN9+kTZs2JCcnuzBzERERKYpuhyMi5UazCktlsGjzz0z5cg9JJ9NpFOjH+OgW9Gvd+PwrioiIyAXR7XBExC0M6XklqFAVN7Zo889M+mQb6Vl5M4n9fDKdSZ9sA1DxKiIi4kY0VFhERKqtKV/ucRat+dKzcpjy5R4XZfRf2dnZrk5BRETEbahwFRGRautAwgYyftpVKJ50Mr1U20lMTOTqq69m2LBhOBwOBgwYQFpaGqtWraJ169aEhYVxzz33kJmZCUBwcDDHjh0DIC4ujq5duwLwzDPPMHz4cHr27MnQoUMv7OBERESqEBWuIlLpxMTEsGDBAlenIVWA99HdZP5cuHBtFOhX6m3t2bOH4cOHk5CQQO3atXnllVeIiYlh/vz5bNu2jezsbGbMmHHe7cTHx7N48WL+9a9/lTqHs6WmpnLzzTcTHh5OaGgo8+fPJzg4mAkTJtC2bVvatm3L/v37Afj3v/9Njx49cDgc9OjRg0OHDp0zHhMTw0MPPUTHjh1p2rSp3pMiIlKuVLiKiFuy1pKbq3u+SukU1/NZVA9nYmIiKVs+JyV+MUnvPUjG4e0A+Hl7Mj66Ran33aRJEzp16gTA4MGDWbVqFVdccQXNmzcHYNiwYXzzzTfn3U7fvn3x8yt94VyUL774gkaNGrF161a2b9/OjTfeCEDt2rX54YcfGD16NGPHjgVg9OjRDB06lISEBAYNGsRDDz10zjjAkSNHWL9+PcuWLWPixIllkrOIiEhRVLiKiNtITEwkJCSEkSNHEhERgafnf++ns2DBAmJiYpyvV65cSVRUFM2bN2fZsmUuyFYqSteuXSnNDPNn93xOnz69yHbBwcGMGT2SQfeOoM3D/4dfk1AaB/rx/G1hf2piJmNMidt6eXk5f5jJyMgosKxWrVql3ndxwsLCWLlyJRMmTGDdunUEBAQAMHDgQOdjbGwsALGxsdx9990ADBkyhPXr1xeIp6am8vHHH7Ns2TJCQ0P58ccfcTgcdO7cmYEDB/Ljjz9y6tQpMjIy+Mtf/kJYWBitW7dmzZo1zuMsKj579mxuueUWbrzxRlq0aMHf/va3Mjt+ERGpOjSrsIi4lT179vDee+8xffp0/P39i22XmJjI119/zYEDB+jWrRv79+/H19e3AjOVc8nJySnww8PZr8vT2T2f06ZNO2f70MYBzB7X/YL3e+jQIWJjY+nQoQMffvgh119/PW+99Rb79+/nyiuv5IMPPuC6664D8orm+Ph4evXqxcKFCy9438Vp3rw58fHxLF++nEmTJtGzZ0+gYJFdXMF9djy/97ZOnTps376du+++mzfeeINly5bRpk0b/P398fPz4/XXXwdg27Zt7N69m549e7J3717efPPNIuMAP/zwA9u3b6dmzZq0adOGm2++mcjIEt0dQUREqgn1uIqIW7n88stp3779edvdcccdeHh4cNVVV9G0aVN2795dAdlJvn79+nHttdfSsmVL3n77bQD8/f156qmnaNeuHbGxsQQHBzN58mQ6d+7Mxx9/zKxZs2jTpg3h4eH079+ftLQ04L/XSkZERFCjRg26du2Kw+Ggf//+3HfffWzcuJGxY8dy00030bNnTyIjI2nZsiVPP/20M5+NGzfSsWNHevXqxa+//sqpU6fIycnhrbfe4uuvv+bIkSO89957QOEezrISEhLCnDlzcDgcnDhxgocffpj33nuP22+/nbCwMDw8PHjggQcAePrppxkzZgxRUVHlWtAnJSVRs2ZNBg8ezLhx49i0aRMA8+fPdz526NABgI4dOzJv3jwA5s6dS+fOnQvEw8LCWLx4MXXq1GHdunWkpqYSGBhImzZtnPvz8vJi/fr1DBkyBICrr76ayy+/nL179xYbB7jhhhuoV68efn5+3Hbbbc7eXhERkXzqcRURt3LmMMkze3zOLjbO7g0qzTBNuXDvvvsudevWJT09nTZt2tC/f39SU1MJDQ1l8uTJzna+vr7OIuT48ePcd999ADzxxBO88847PPjgg0DetZILFiygWbNm7Nu3j59//pnu3buzY8cO2rRpw8SJExk4cCCvvPIKf/nLX8jJyaFHjx4kJCRw9dVXc+eddzJ//nwuvvhirrjiCrZs2cKuXbs4cOAATzzxBJ999hlvv/02AwYMKNDDedFFF/H777+Xyd+Jh4cHM2fOLBDr0aMHmzdvLtQ2KirKWbQlL13K0U2b2RVyDYOCgmjw8NgyyQfyejfHjx+Ph4cH3t7ezJgxgwEDBpCZmUm7du3Izc3lww8/BGDatGncc889TJkyhYsvvthZ6J8Zv+aaa7jtttuYNGkSqampRb7vrLVF5lJcHPR+FhGR81OPq4i4rUsuuYRdu3aRm5vLp59+WmDZxx9/TG5uLgcOHODgwYO0aFH6yXTkz5s2bRrh4eG0b9+ew4cPs2/fPjw9Penfv3+Bdnfeeafz+fbt24mKiiIsLIy5c+eyY8cO57J+/frh4eFBkyZNnIVknTp1qFmzJgD169enW7duxMbGEhERQevWrdmxYwc7d+5kz549BAUFOXv+QkJCmDt3LuPHj2f37t3MmTOHQ4cOkZiYSJ8+fQr0cPbp04dPP/2UVq1asW7dunL7+ypO8tKlHHnyKbKTksBaspOSOPLkUyQvXVom24+OjiYhIYEtW7awceNG5/DbUaNGsWHDBjZu3MiVV14J5A1fXr16NQkJCaxatYrLLrusQPyLL75gxYoVjB07lk733s9B34vY/3sKIe/MY+EvJzhy5AjZ2dl06dKFuXPnArB3714OHTpEixYtio0DfPXVV5w4cYL09HQWLVrkHOotIiKSTz2uIuK2XnjhBXr37k2TJk0IDQ0lJSXFuaxFixZcd911/Prrr8ycOVPXt1agtWvXsnLlSmJjY6lZsyZdu3YlIyMDX1/fQsNez+xBj4mJYdGiRYSHhzN79mzWrl3rXObj4wPk9bTl98yd3UOXmprKd999x65du6hTpw4xMTFkZGRgrS3QQ5ff8/nbb78xfPhwoqOjiz2W5s2bk5CQ8Kf/LvIFBwezffv2Uq939NXXsGeNJrAZGRx99TUC+vS54LzKUn7v7alcS1J2Lv5jHyPAwoGXn2Pg808THHARm75ey8iRI3nggQcICwvDy8uL2bNn4+PjU2wcoHPnzgwZMoT9+/dz99136/pWEREpRIWriLiNs7/8DxgwgAEDBhRos3fDL3RrdB8pJzJpFTWADrc0o3m7hhWdarWWnJzs7A3dvXs333//fYnWO3XqFEFBQWRlZTF37lwaNy48c++hQ4ecP0IkJyeTkZFB7dq1OX78OLGxsdStW5eAgAB+/fVXPv/8c7p27crVV19NUlISGzdu5OKLLyY3N5fs7Gyio6OZMWMG3bt3x9vbm7179+btc28qv3+ZSM7JTDwDfagdHUyt1g3K9O+opLKPHClVvCwkJib+qfWio6OJjo4m8rsdpGdmOeN133wfgNo+3s4J1WbPnl1ofV9f30Lx1M1HOfnZQWoezOb125+m9rOuOxciIuLeVLiKSKWxd8MvrJm7m+w/8m4jknIikzVz8yZlUvFacW688UZmzpyJw+GgRYsWJZpMC+Dvf/877dq14/LLLycsLIxTp04VahMSEsK+fftwOBxceeWVBAcHM2/ePJ577jk6depETk4OLVu2pGnTps7hpDVq1GD+/Pk8+OCDpKenU7t2bTIyMvjrX/9KYmIiERERWGu5+OKLmfu3WdivfsVm5f0byjmZyclP9gG4pGDyCgrKGyZcRNxd/XxG0VqSeHFSNx/l5Cf7yE3LBlx/LkRExL2Zc02W4GqRkZG2NPfuE5Gqbc5j35JyIrNQ3L+uD8Oe0zVxlV1iYiK9e/cu0OuekpKCv78/x48fp23btnz77bc0bFiCHykSPoJVkyH5Jwi4FHo8BY47OPLCD+ScLPxvyDPQh6CJbcvycEok/xrXM4cLG19fgv4+2e2GCueL/G4HPxVRpF7q401cx5Yl3o67nQsREal4xph4a22Jrg/R5EwiUmkUVbSeKy6V22cHP+Oydpfhd5kfl4dfTt/7+5a8aF36ECQfBmze49KHIOGjIgsloNh4eQvo04egv0/Gq1EjMAavRo3cumgFmNQ0CD+PgrP++nkYJjUtXS+xu50LERFxbxoqLCKVhn9dn2J7XKXyO/Ma588OfsYz3z1D4//573Ww6z3X89nBz7i56c3n3tCqyZCVXjCWlQ6rJuMZ+G6xvXyuEtCnj1sXqmfr37AuAM8fPMLPmVk09vFmUtMgZ7ykPAN93O5ciIiI+1KPq4hUGh1uaYZXjYIfW141POhwSzMXZSTl5fVNr5ORU3C23YycDF7f9Pr5V07+qdh47ehgjHfBf0PG24Pa0cF/MtPqqX/DusR1bMmRbq2I69iy1EUroHMhIiKloh5XEak08idgil18gJQTmfjX9dGswlXUL6m/lCpeQMClp4cJF47nT/rjLrMKV2c6FyIiUhoqXEWkUmnerqEK1WqgYa2GHEktfEuYhrVKcO57PJV3TeuZw4W9/fLi5BVMKo7cg86FiIiUlIYKi4iI2xkTMQZfT98CMV9PX8ZEjDn/yo47oM80CGgCmLzHPtPy4iIiIlIpqcdVRETcTv4ETK9vep1fUn+hYa2GjIkYc/6JmfI57lChKiIiUoWocBUREbd0c9ObS16oioiISJWmocIiIiIiIiLi1lS4ioiIiIiIiFtT4SoiIiIiIiJuTYWriIiIiIiIuDUVriIiIiIiIuLWVLiKiIiIiIiIW1PhKiIiIiIiIm5NhauIiIiIiIi4NRWuIiIiIiIi4tZUuIqIiNtasmQJL7zwwjnbrF27lt69exeKz549m9GjR5dXaiIiIlKBvFydgIiISFGys7Pp27cvffv2dXUqIiIi4mLqcRURkXKVmprKzTffTHh4OKGhocyfP5/g4GAmTJhA27Ztadu2Lfv37wcgJiaGRx55hG7dujFhwoQCvaYxMTE89NBDdOzYkaZNm7JgwYJC+9q4cSOtW7fm4MGDFXqMIiIiUr5UuIqISLn64osvaNSoEVu3bmX79u3ceOONANSuXZsffviB0aNHM3bsWGf7vXv3snLlSl5++eVC2zpy5Ajr169n2bJlTJw4scCy7777jgceeIDFixfTtGnT8j2oUoqJiSmy0BYREZGSUeEqIiLlKiwsjJUrVzJhwgTWrVtHQEAAAAMHDnQ+xsbGOtvffvvteHp6Frmtfv364eHhwTXXXMOvv/7qjO/atYvhw4ezdOlSLrvssjLNPzs7u0y3JyIiIqWnwlVERMpV8+bNiY+PJywsjEmTJjF58mQAjDHONmc+r1WrVrHb8vHxcT631jqfBwUF4evry+bNm4td90KGLKempnLPPffQpk0bWrduzeLFiwFITEwkKiqKiIgIIiIi+O6775y5jR49mmuuuYabb76Zo0ePluavTERERM6iyZlERKRcJSUlUbduXQYPHoy/vz+zZ88GYP78+UycOJH58+fToUOHC9pHYGAg77zzDj179qRWrVp07dq1UJv8IcufffYZAMnJyUyYMME5ZPn9999n7NixLFu2DPjvkGVPT08ee+wxunfvzrvvvsvJkydp27Yt119/PQ0aNOCrr77C19eXffv2MXDgQOLi4vj000/Zs2cP27Zt49dff+Waa67hnnvuuaBjFBERqc5UuIqISLnatm0b48ePx8PDA29vb2bMmMGAAQPIzMykXbt25Obm8uGHH17wfi655BKWLl1Kr169ePfddwstDwsLY9y4cUyYMIHevXsTFRUFFByy/PDDDzvbnzlkecWKFSxZsoSpU6cCkJGRwaFDh2jUqBGjR49my5YteHp6snfvXgC++eYbBg4ciKenJ40aNaJ79+4XfHwiIiLVmQpXEREpV9HR0URHRxeKjxo1iqeffrpALL83Nl9MTAwxMTFFLktJSQGga9euzh7Wyy67jB07dgDQrl0757rw3yHLy5cvZ9KkSfTs2RMo2ZBlay0LFy6kRYsWBXJ45plnuOSSS9i6dSu5ubn4+voWuS0RERG5MLrGVUREqoaEj+DVUHgmMO8x4aMCi5OSkqhZsyaDBw9m3LhxbNq0Ccgbspz/WNyQ5ejoaP7xj384r6vNv5Y2OTmZoKAgPDw8+OCDD8jJyQGgS5cuzJs3j5ycHI4cOcKaNWvK5ZBFRESqC/W4iohIhUtMTCzbDSZ8BEsfgqz0vNfJh/NeAzjuAC5syPKTTz7J2LFjcTgcWGsJDg5m2bJljBw5kv79+/Pxxx/TrVs3Zy/trbfeyurVqwkLC6N58+Zcd911ZXu8IiIi1Yw5c1ZGdxMZGWnj4uJcnYaIiLi7V0PzitWzBTSBh7cXu1pwcDBxcXHUr1+/TNNZtPlnpny5h6ST6TQK9GN8dAv6tW5cpvsQERGp7Iwx8dbayJK0VY+riIhUfsk/lS5ejhZt/plJn2wjPStv2PDPJ9OZ9Mk2ABWvIiIif5KucRURkcov4NLSxU9LTEws897WKV/ucRat+dKzcpjy5Z4y3Y+IiEh1osJVREQqvx5PgbdfwZi3X168giWdTC9VXERERM5PhauISAVLTEwkNDTU7bdZqTjugD7T8q5pxeQ99pnmnJipIjUK9CtVXERERM5P17iKiLihnJwcPD09XZ1G5eK4wyWF6tnGR7cocI0rgJ+3J+OjW5xjLRERETkX9biKiLhAdnY2w4YNw+FwMGDAANLS0ggODmby5Ml07tyZjz/+mK5du5I/s/qxY8cIDg4GYMeOHbRt25ZWrVrhcDjYt28fkFfs3nfffbRs2ZKePXuSnq6hqa7Qr3Vjnr8tjMaBfhigcaAfz98WpomZRERELoAKVxERF9izZw/Dhw8nISGB2rVrM336dAB8fX1Zv349d911V7Hrzpw5kzFjxrBlyxbi4uK49NK8CYj27dvHqFGj2LFjB4GBgSxcuLBCjkUK69e6Md9O7M6PL9zMtxO7q2gVERG5QCpcRURcoEmTJnTq1AmAwYMHs379egDuvPPO867boUMHnnvuOV588UX+/e9/4+eXd+3kFVdcQatWrQC49tprSUxMLJ/kRURERCqYClcRERcwxhT5ulatWs6Yl5cXubm5AGRkZDjjd999N0uWLMHPz4/o6GhWr14NgI+Pj7ONp6cn2dnZ5Za/iIiISEVS4Soi4gKHDh0iNjYWgA8//JDOnTsXahMcHEx8fDwACxYscMYPHjxI06ZNeeihh+jbty8JCQkVk7SIiIiIi6hwFRFxgZCQEObMmYPD4eDEiROMGDGiUJtx48YxY8YMOnbsyLFjx5zx+fPnExoaSqtWrdi9ezdDhw6tyNRFREREKpyx1ro6h2JFRkba/Bk1RUSkeHs3/ELs4gOknMjEv64PHW5pRvN2DV2dloiIiEixjDHx1trIkrTVfVxFRCq5vRt+Yc3c3WT/kXc9bMqJTNbM3Q2g4lVERESqBA0VFhGp5GIXH3AWrfmy/8gldvEBF2UkIiIiUrZUuIqIVHIpJzJLFZeKN23aNEJCQhg0aFCRy2fPns3o0aOLXObv71+eqYmIiFQKGiosIlLJ+df1KbJI9a/rU0RrcYXp06fz+eefc8UVV7g6FRERkUpJPa4iIpVch1ua4VWj4Me5Vw0POtzSzEUZyZkeeOABDh48SN++fXn55Zfp168fDoeD9u3bF3krox9//JEOHTrQpk0bnnzySRdkLCIi4n5UuIqIVHLN2zWk26CrnT2s/nV96Dboak3M5CZmzpxJo0aNWLNmDYmJibRu3ZqEhASee+65Im9lNGbMGEaMGMHGjRtp2FDnUEREBDRUWESkSmjerqEK1Upg/fr1LFy4EIDu3btz/PhxkpOTC7T59ttvnW2GDBnChAkTKjxPERERd6MeVxERkQpS1L3TjTEliomIiFRnKlxFREQqSJcuXZg7dy4Aa9eupX79+tSuXbtAm06dOjFv3jwAZ1sREZHqToWriIhIBXnmmWeIi4vD4XAwceJE5syZU6jN66+/zptvvkmbNm0KDSMWERGprkxRw5bcRWRkpI2Li3N1GiIiIhVi4S8neP7gEX7OzKKxjzeTmgbRv2FdV6clIiJSLowx8dbayJK01eRMIiIibmDhLycYt+cw6bl5Pyj/lJnFuD2HAVS8iohItaehwiIiIm7g+YNHnEVrvvRcy/MHj7goIxEREfehwlVERMQN/JyZVaq4iIhIdaLCVURExA009vEuVVxERKQ6UeEqIiLiBiY1DcLPo+D9W/08DJOaBrkoIxEREfehyZlERETcQP4ETJpVWEREpDAVriIiIm6if8O6KlRFRESKoKHCIiIiIiIi4tZUuIqIiIiIiIhbU+EqIiIiIiIibk2Fq4iIiIiIiLg1Fa4iIiIiIiLi1lS4ioiIiIiIiFtT4SoiIiIiIiJuTYWriIiIiIiIuDUVriIiIiIiIuLWVLiKiIiIiIiIW1PhKiIiIiIiIm5NhauIiIiIiIi4NRWuIiIiIiIi4tZUuIqIiIiIiIhbU+EqIiIiIiIibk2Fq4iIiIiIiLg1Fa4iIiIiIiLi1lS4ioiIiIiIiFtT4SoiIiIiIiJuzetCVjbGzAdanH4ZCJy01rYqol0icArIAbKttZEXsl8RERERERGpPi6ocLXW3pn/3BjzMpB8jubdrLXHLmR/IiIiIiIiUv1cUOGazxhjgDuA7mWxPREREREREZF8ZXWNaxTwq7V2XzHLLbDCGBNvjBl+rg0ZY4YbY+KMMXG//fZbGaUnIiIiIiIildV5e1yNMSuBhkUsetxau/j084HAh+fYTCdrbZIxpgHwlTFmt7X2m6IaWmvfBt4GiIyMtOfLT0RERERERKq28xau1trrz7XcGOMF3AZce45tJJ1+PGqM+RRoCxRZuIqIiIiIiIicqSyGCl8P7LbW/lTUQmNMLWPMRfnPgZ7A9jLYr4iIiIiIiFQDZVG43sVZw4SNMY2MMctPv7wEWG+M2Qr8AHxmrf2iDPYrIiIiIiIi1cAFzypsrY0pIpYE3HT6+UEg/EL3IyIiIiIiItVTWc0qLCIiIiIiIlIuVLiKiIiIiIiIW1PhKiIiIiIiIm5NhauIiIiIiIi4NRWuIiIiIiIi4tZUuIqIiIiIiIhbU+EqIiIiIiIibk2Fq4iIiIiIiLg1Fa4iIiIiIiLi1lS4ioiIiIiIiFsz1lpX51AsY8xvwL9dnYeUSn3gmKuTkAuic1j56RxWfjqHlZ/OYeWnc1j56Ry6v8uttReXpKFbF65S+Rhj4qy1ka7OQ/48ncPKT+ew8tM5rPx0Dis/ncPKT+ewatFQYREREREREXFrKlxFRERERETEralwlbL2tqsTkAumc1j56RxWfjqHlZ/OYeWnc1j56RxWIbrGVURERERERNyaelxFRERERETEralwlQtijJlijNltjEkwxnxqjAkspl2iMWabMWaLMSauovOUwowxNxpj9hhj9htjJhax3McYM//08g3GmOCKz1KKY4xpYoxZY4zZZYzZYYwZU0SbrsaY5NPvuy3GmKdckasU73yfjSbPtNPvwwRjTIQr8pSiGWNanPH+2mKM+d0YM/asNnofuhljzLvGmKPGmO1nxOoaY74yxuw7/VinmHWHnW6zzxgzrOKyljMVcw71nbSK01BhuSDGmJ7AamtttjHmRQBr7YQi2iUCkdZa3UvLDRhjPIG9wA3AT8BGYKC1ducZbUYCDmvtA8aYu4BbrbV3uiRhKcQYEwQEWWs3GWMuAuKBfmedw67AOGttbxelKedxvs9GY8xNwIPATUA74HVrbbuKy1BK6vTn6s9AO2vtv8+Id0XvQ7dijOkCpADvW2tDT8deAk5Ya184/WNunbO/zxhj6gJxQCRgyfvcvdZa+58KPQAp7hzqO2kVpx5XuSDW2hXW2uzTL78HLnVlPlJibYH91tqD1to/gHnALWe1uQWYc/r5AqCHMcZUYI5yDtbaI9baTaefnwJ2AY1dm5WUg1vI+2JmrbXfA4Gnf7QQ99MDOHBm0SruyVr7DXDirPCZ/+fNAfoVsWo08JW19sTpYvUr4MZyS1SKVdQ51HfSqk+Fq5Sle4DPi1lmgRXGmHhjzPAKzEmK1hg4fMbrnyhc9DjbnP6PIBmoVyHZSamcHsbdGthQxOIOxpitxpjPjTEtKzQxKYnzv/DHTwAAAt1JREFUfTaW5L0q7uEu4MNilul96P4usdYegbwfBoEGRbTR+7Hy0HfSKsjL1QmI+zPGrAQaFrHocWvt4tNtHgeygbnFbKaTtTbJGNMA+MoYs/v0r2XiGkX1nJ593UBJ2oiLGWP8gYXAWGvt72ct3gRcbq1NOT3kdBFwVUXnKOd0vs9GvQ8rAWNMDaAvMKmIxXofVh16P1YC+k5adanHVc7LWnu9tTa0iD/5ReswoDcwyBZz0bS1Nun041HgU/KGqorr/AQ0OeP1pUBScW2MMV5AAIWHVokLGWO8ySta51prPzl7ubX2d2ttyunnywFvY0z9Ck5TzqEEn40lea+K6/UCNllrfz17gd6Hlcav+cPwTz8eLaKN3o9uTt9JqzYVrnJBjDE3AhOAvtbatGLa1Do9eQzGmFpAT2B7UW2lwmwErjLGXHG6p+AuYMlZbZYA+TMmDiBvwgP9suwmTl9v/A6wy1r7SjFtGuZfl2yMaUveZ/7xistSzqWEn41LgKGnZxduDyTnD2cUtzKQYoYJ631YaZz5f94wYHERbb4Eehpj6pyedbjn6Zi4AX0nrfo0VFgu1BuAD3lDLQC+Pz0LbSPg/6y1NwGXAJ+eXu4F/Mta+4WrEpa8a1aNMaPJ+w/XE3jXWrvDGDMZiLPWLiGvKPrAGLOfvJ7Wu1yXsRShEzAE2GaM2XI69hhwGYC1diZ5PziMMMZkA+nAXfrxwa0U+dlojHkAnOdwOXkzCu8H0oC/uChXKYYxpiZ5M7Tff0bszHOo96GbMcZ8CHQF6htjfgKeBl4APjLG3AscAm4/3TYSeMBa+1dr7QljzN/J+/EXYLK1ViORXKCYczgJfSet0nQ7HBEREREREXFrGiosIiIiIiIibk2Fq4iIiIiIiLg1Fa4iIiIiIiLi1lS4ioiIiIiIiFtT4SoiIiIiIiJuTYWriIiIiIiIuDUVriIiIiIiIuLWVLiKiIiIiIiIW/t/XA4hxHM9gQMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x1152 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tsne_plot(stemmed_actions + stemmed_ingredients)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## cross-category-similarites\n",
"* now get the most likely ingredients for every action:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def find_most_similar_to_given_elementwise(unstemmed_targets, stemmed_comparison_list, n = 10):\n",
" data = []\n",
" for target in unstemmed_targets:\n",
" comps = stemmed_comparison_list[:]\n",
" bests = []\n",
" for i in range(n):\n",
" best = wv.most_similar_to_given(porter.stem(target), comps)\n",
" comps.remove(best)\n",
" bests.append(best)\n",
" data.append([target] + bests)\n",
" return pd.DataFrame(data, columns=[\"Target\"] + [\"#\" + str(i+1) for i in range(n)]).sort_values('Target')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cooking Action to Ingredient"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Target</th>\n",
" <th>#1</th>\n",
" <th>#2</th>\n",
" <th>#3</th>\n",
" <th>#4</th>\n",
" <th>#5</th>\n",
" <th>#6</th>\n",
" <th>#7</th>\n",
" <th>#8</th>\n",
" <th>#9</th>\n",
" <th>#10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>add</td>\n",
" <td>celeri</td>\n",
" <td>scallion</td>\n",
" <td>parsley</td>\n",
" <td>thyme</td>\n",
" <td>basil</td>\n",
" <td>onion</td>\n",
" <td>cilantro</td>\n",
" <td>ginger</td>\n",
" <td>oregano</td>\n",
" <td>chive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>adjust</td>\n",
" <td>salt</td>\n",
" <td>cayenn</td>\n",
" <td>pepper</td>\n",
" <td>sriracha</td>\n",
" <td>vinegar</td>\n",
" <td>ketchup</td>\n",
" <td>nutmeg</td>\n",
" <td>oregano</td>\n",
" <td>paprika</td>\n",
" <td>chili</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>arrange</td>\n",
" <td>scallion</td>\n",
" <td>lettuc</td>\n",
" <td>arugula</td>\n",
" <td>avocado</td>\n",
" <td>watercress</td>\n",
" <td>cucumb</td>\n",
" <td>zucchini</td>\n",
" <td>carrot</td>\n",
" <td>prosciutto</td>\n",
" <td>pineappl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>bake</td>\n",
" <td>cornmeal</td>\n",
" <td>pecan</td>\n",
" <td>hazelnut</td>\n",
" <td>cinnamon</td>\n",
" <td>vanilla</td>\n",
" <td>almond</td>\n",
" <td>shorten</td>\n",
" <td>flour</td>\n",
" <td>walnut</td>\n",
" <td>butter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>baste</td>\n",
" <td>veget</td>\n",
" <td>chicken</td>\n",
" <td>pork</td>\n",
" <td>meat</td>\n",
" <td>juic</td>\n",
" <td>season</td>\n",
" <td>pineappl</td>\n",
" <td>shrimp</td>\n",
" <td>tomato</td>\n",
" <td>appl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>batter</td>\n",
" <td>dough</td>\n",
" <td>flour</td>\n",
" <td>mascarpon</td>\n",
" <td>ice</td>\n",
" <td>polenta</td>\n",
" <td>cornmeal</td>\n",
" <td>tortilla</td>\n",
" <td>banana</td>\n",
" <td>buttermilk</td>\n",
" <td>coconut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>beat</td>\n",
" <td>vanilla</td>\n",
" <td>shorten</td>\n",
" <td>cream</td>\n",
" <td>milk</td>\n",
" <td>sugar</td>\n",
" <td>egg</td>\n",
" <td>buttermilk</td>\n",
" <td>molass</td>\n",
" <td>margarin</td>\n",
" <td>mascarpon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>blend</td>\n",
" <td>buttermilk</td>\n",
" <td>cream</td>\n",
" <td>yoghurt</td>\n",
" <td>nutmeg</td>\n",
" <td>molass</td>\n",
" <td>milk</td>\n",
" <td>vanilla</td>\n",
" <td>allspic</td>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>boil</td>\n",
" <td>water</td>\n",
" <td>linguin</td>\n",
" <td>dashi</td>\n",
" <td>penn</td>\n",
" <td>saffron</td>\n",
" <td>sake</td>\n",
" <td>cornflour</td>\n",
" <td>mirin</td>\n",
" <td>pasta</td>\n",
" <td>vinegar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>braise</td>\n",
" <td>turnip</td>\n",
" <td>pork</td>\n",
" <td>beet</td>\n",
" <td>kimchi</td>\n",
" <td>tomato</td>\n",
" <td>mushroom</td>\n",
" <td>chickpea</td>\n",
" <td>carrot</td>\n",
" <td>beef</td>\n",
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>bread</td>\n",
" <td>bread</td>\n",
" <td>baguett</td>\n",
" <td>prosciutto</td>\n",
" <td>tortilla</td>\n",
" <td>eggplant</td>\n",
" <td>avocado</td>\n",
" <td>chees</td>\n",
" <td>banana</td>\n",
" <td>butter</td>\n",
" <td>ham</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>break</td>\n",
" <td>avocado</td>\n",
" <td>scallion</td>\n",
" <td>onion</td>\n",
" <td>zucchini</td>\n",
" <td>sausag</td>\n",
" <td>corn</td>\n",
" <td>bacon</td>\n",
" <td>shallot</td>\n",
" <td>spinach</td>\n",
" <td>pineappl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>broil</td>\n",
" <td>scallion</td>\n",
" <td>ham</td>\n",
" <td>prosciutto</td>\n",
" <td>onion</td>\n",
" <td>shrimp</td>\n",
" <td>baguett</td>\n",
" <td>garlic</td>\n",
" <td>paprika</td>\n",
" <td>shallot</td>\n",
" <td>chees</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>brown</td>\n",
" <td>butter</td>\n",
" <td>molass</td>\n",
" <td>salt</td>\n",
" <td>margarin</td>\n",
" <td>paprika</td>\n",
" <td>flour</td>\n",
" <td>oil</td>\n",
" <td>cinnamon</td>\n",
" <td>egg</td>\n",
" <td>shorten</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>brush</td>\n",
" <td>oliv</td>\n",
" <td>butter</td>\n",
" <td>bread</td>\n",
" <td>oil</td>\n",
" <td>lemon</td>\n",
" <td>mustard</td>\n",
" <td>season</td>\n",
" <td>flour</td>\n",
" <td>egg</td>\n",
" <td>honey</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>build</td>\n",
" <td>guacamol</td>\n",
" <td>tortilla</td>\n",
" <td>baguett</td>\n",
" <td>avocado</td>\n",
" <td>salsa</td>\n",
" <td>lettuc</td>\n",
" <td>ketchup</td>\n",
" <td>kimchi</td>\n",
" <td>oliv</td>\n",
" <td>lime</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>burn</td>\n",
" <td>margarin</td>\n",
" <td>butter</td>\n",
" <td>molass</td>\n",
" <td>raisin</td>\n",
" <td>shallot</td>\n",
" <td>oil</td>\n",
" <td>vinegar</td>\n",
" <td>seed</td>\n",
" <td>chilli</td>\n",
" <td>cinnamon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>bury</td>\n",
" <td>ham</td>\n",
" <td>turnip</td>\n",
" <td>beef</td>\n",
" <td>carrot</td>\n",
" <td>pork</td>\n",
" <td>meat</td>\n",
" <td>celeri</td>\n",
" <td>radish</td>\n",
" <td>cabbag</td>\n",
" <td>sausag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>carve</td>\n",
" <td>pork</td>\n",
" <td>meat</td>\n",
" <td>beef</td>\n",
" <td>ham</td>\n",
" <td>season</td>\n",
" <td>chicken</td>\n",
" <td>juic</td>\n",
" <td>sausag</td>\n",
" <td>baguett</td>\n",
" <td>prosciutto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>check</td>\n",
" <td>potato</td>\n",
" <td>pepper</td>\n",
" <td>rice</td>\n",
" <td>tumer</td>\n",
" <td>pimento</td>\n",
" <td>cayenn</td>\n",
" <td>chili</td>\n",
" <td>thyme</td>\n",
" <td>carrot</td>\n",
" <td>sriracha</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>chill</td>\n",
" <td>ice</td>\n",
" <td>mascarpon</td>\n",
" <td>strawberri</td>\n",
" <td>yoghurt</td>\n",
" <td>cornflour</td>\n",
" <td>mayonais</td>\n",
" <td>cream</td>\n",
" <td>buttermilk</td>\n",
" <td>brandi</td>\n",
" <td>tequila</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>chop</td>\n",
" <td>scallion</td>\n",
" <td>cilantro</td>\n",
" <td>celeri</td>\n",
" <td>parsley</td>\n",
" <td>carrot</td>\n",
" <td>thyme</td>\n",
" <td>chive</td>\n",
" <td>basil</td>\n",
" <td>shallot</td>\n",
" <td>watercress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>clarify</td>\n",
" <td>ghee</td>\n",
" <td>lard</td>\n",
" <td>margarin</td>\n",
" <td>peanut</td>\n",
" <td>shorten</td>\n",
" <td>oliv</td>\n",
" <td>oil</td>\n",
" <td>butter</td>\n",
" <td>brandi</td>\n",
" <td>dashi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>close</td>\n",
" <td>lemongrass</td>\n",
" <td>cucumb</td>\n",
" <td>prosciutto</td>\n",
" <td>pineappl</td>\n",
" <td>pimento</td>\n",
" <td>chile</td>\n",
" <td>okra</td>\n",
" <td>cream</td>\n",
" <td>sriracha</td>\n",
" <td>tomatillo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>cook</td>\n",
" <td>sausag</td>\n",
" <td>mushroom</td>\n",
" <td>carrot</td>\n",
" <td>scallion</td>\n",
" <td>veget</td>\n",
" <td>onion</td>\n",
" <td>gingerroot</td>\n",
" <td>leek</td>\n",
" <td>pancetta</td>\n",
" <td>zucchini</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>cool</td>\n",
" <td>ice</td>\n",
" <td>hazelnut</td>\n",
" <td>mascarpon</td>\n",
" <td>strawberri</td>\n",
" <td>pecan</td>\n",
" <td>almond</td>\n",
" <td>brandi</td>\n",
" <td>coconut</td>\n",
" <td>cornflour</td>\n",
" <td>banana</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>correct</td>\n",
" <td>salt</td>\n",
" <td>sriracha</td>\n",
" <td>cayenn</td>\n",
" <td>guacamol</td>\n",
" <td>flour</td>\n",
" <td>molass</td>\n",
" <td>pesto</td>\n",
" <td>pepper</td>\n",
" <td>honey</td>\n",
" <td>tumer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>cover</td>\n",
" <td>bean</td>\n",
" <td>pasta</td>\n",
" <td>cauliflow</td>\n",
" <td>spinach</td>\n",
" <td>carrot</td>\n",
" <td>asparagu</td>\n",
" <td>spaghetti</td>\n",
" <td>potato</td>\n",
" <td>nutmeg</td>\n",
" <td>broccoli</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>crack</td>\n",
" <td>clove</td>\n",
" <td>cardamom</td>\n",
" <td>salt</td>\n",
" <td>cayenn</td>\n",
" <td>nutmeg</td>\n",
" <td>bread</td>\n",
" <td>oregano</td>\n",
" <td>dough</td>\n",
" <td>allspic</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>crumple</td>\n",
" <td>dough</td>\n",
" <td>lettuc</td>\n",
" <td>tortilla</td>\n",
" <td>baguett</td>\n",
" <td>arugula</td>\n",
" <td>prosciutto</td>\n",
" <td>bread</td>\n",
" <td>watercress</td>\n",
" <td>ricotta</td>\n",
" <td>mint</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>curdle</td>\n",
" <td>mayonais</td>\n",
" <td>noodl</td>\n",
" <td>molass</td>\n",
" <td>buttermilk</td>\n",
" <td>egg</td>\n",
" <td>yoghurt</td>\n",
" <td>milk</td>\n",
" <td>cornflour</td>\n",
" <td>crawfish</td>\n",
" <td>mascarpon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>cut</td>\n",
" <td>lettuc</td>\n",
" <td>scallion</td>\n",
" <td>cucumb</td>\n",
" <td>celeri</td>\n",
" <td>avocado</td>\n",
" <td>onion</td>\n",
" <td>carrot</td>\n",
" <td>radish</td>\n",
" <td>arugula</td>\n",
" <td>zucchini</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>debone</td>\n",
" <td>pork</td>\n",
" <td>chicken</td>\n",
" <td>season</td>\n",
" <td>meat</td>\n",
" <td>ham</td>\n",
" <td>beef</td>\n",
" <td>crawfish</td>\n",
" <td>potato</td>\n",
" <td>dashi</td>\n",
" <td>okra</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>dice</td>\n",
" <td>celeri</td>\n",
" <td>carrot</td>\n",
" <td>scallion</td>\n",
" <td>onion</td>\n",
" <td>cucumb</td>\n",
" <td>cilantro</td>\n",
" <td>avocado</td>\n",
" <td>shallot</td>\n",
" <td>pea</td>\n",
" <td>tomato</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>discard</td>\n",
" <td>juic</td>\n",
" <td>orang</td>\n",
" <td>scallion</td>\n",
" <td>lemon</td>\n",
" <td>tomato</td>\n",
" <td>thyme</td>\n",
" <td>coriand</td>\n",
" <td>celeri</td>\n",
" <td>cilantro</td>\n",
" <td>ginger</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>drain</td>\n",
" <td>broccoli</td>\n",
" <td>pea</td>\n",
" <td>carrot</td>\n",
" <td>kale</td>\n",
" <td>chickpea</td>\n",
" <td>juic</td>\n",
" <td>zucchini</td>\n",
" <td>spinach</td>\n",
" <td>okra</td>\n",
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>dress</td>\n",
" <td>salsa</td>\n",
" <td>pesto</td>\n",
" <td>arugula</td>\n",
" <td>watercress</td>\n",
" <td>lettuc</td>\n",
" <td>sauc</td>\n",
" <td>avocado</td>\n",
" <td>oliv</td>\n",
" <td>cucumb</td>\n",
" <td>mayonais</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>fillet</td>\n",
" <td>shrimp</td>\n",
" <td>tortilla</td>\n",
" <td>season</td>\n",
" <td>chicken</td>\n",
" <td>caper</td>\n",
" <td>baguett</td>\n",
" <td>eggplant</td>\n",
" <td>asparagu</td>\n",
" <td>pepper</td>\n",
" <td>pork</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>flour</td>\n",
" <td>flour</td>\n",
" <td>cornmeal</td>\n",
" <td>cinnamon</td>\n",
" <td>sugar</td>\n",
" <td>buttermilk</td>\n",
" <td>butter</td>\n",
" <td>milk</td>\n",
" <td>shorten</td>\n",
" <td>nutmeg</td>\n",
" <td>margarin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>fold</td>\n",
" <td>chees</td>\n",
" <td>egg</td>\n",
" <td>ricotta</td>\n",
" <td>scallion</td>\n",
" <td>almond</td>\n",
" <td>orang</td>\n",
" <td>pecan</td>\n",
" <td>chive</td>\n",
" <td>banana</td>\n",
" <td>buttermilk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>freeze</td>\n",
" <td>strawberri</td>\n",
" <td>ice</td>\n",
" <td>banana</td>\n",
" <td>dough</td>\n",
" <td>mascarpon</td>\n",
" <td>peach</td>\n",
" <td>yoghurt</td>\n",
" <td>mango</td>\n",
" <td>ricotta</td>\n",
" <td>baguett</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>fry</td>\n",
" <td>oil</td>\n",
" <td>sausag</td>\n",
" <td>oliv</td>\n",
" <td>pancetta</td>\n",
" <td>bacon</td>\n",
" <td>shallot</td>\n",
" <td>onion</td>\n",
" <td>scallion</td>\n",
" <td>garlic</td>\n",
" <td>ghee</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>garnish</td>\n",
" <td>cilantro</td>\n",
" <td>mint</td>\n",
" <td>lime</td>\n",
" <td>chive</td>\n",
" <td>orang</td>\n",
" <td>basil</td>\n",
" <td>parsley</td>\n",
" <td>scallion</td>\n",
" <td>lemon</td>\n",
" <td>arugula</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>glaze</td>\n",
" <td>sauc</td>\n",
" <td>brandi</td>\n",
" <td>honey</td>\n",
" <td>ice</td>\n",
" <td>juic</td>\n",
" <td>sugar</td>\n",
" <td>orang</td>\n",
" <td>pecan</td>\n",
" <td>molass</td>\n",
" <td>peach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>grate</td>\n",
" <td>chive</td>\n",
" <td>oliv</td>\n",
" <td>scallion</td>\n",
" <td>cilantro</td>\n",
" <td>parsley</td>\n",
" <td>lemon</td>\n",
" <td>thyme</td>\n",
" <td>basil</td>\n",
" <td>ricotta</td>\n",
" <td>paprika</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>grill</td>\n",
" <td>ham</td>\n",
" <td>pork</td>\n",
" <td>oliv</td>\n",
" <td>sausag</td>\n",
" <td>shrimp</td>\n",
" <td>bacon</td>\n",
" <td>prosciutto</td>\n",
" <td>pepper</td>\n",
" <td>baguett</td>\n",
" <td>pancetta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>grind</td>\n",
" <td>cayenn</td>\n",
" <td>coriand</td>\n",
" <td>salt</td>\n",
" <td>allspic</td>\n",
" <td>cumin</td>\n",
" <td>garlic</td>\n",
" <td>paprika</td>\n",
" <td>parsley</td>\n",
" <td>oregano</td>\n",
" <td>nutmeg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>gut</td>\n",
" <td>seed</td>\n",
" <td>avocado</td>\n",
" <td>lime</td>\n",
" <td>juic</td>\n",
" <td>lemongrass</td>\n",
" <td>tomatillo</td>\n",
" <td>clove</td>\n",
" <td>okra</td>\n",
" <td>chilli</td>\n",
" <td>chile</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>heat</td>\n",
" <td>ghee</td>\n",
" <td>oliv</td>\n",
" <td>oil</td>\n",
" <td>shallot</td>\n",
" <td>veget</td>\n",
" <td>lard</td>\n",
" <td>vinegar</td>\n",
" <td>pancetta</td>\n",
" <td>peanut</td>\n",
" <td>gingerroot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>knead</td>\n",
" <td>dough</td>\n",
" <td>flour</td>\n",
" <td>yeast</td>\n",
" <td>cornflour</td>\n",
" <td>cornmeal</td>\n",
" <td>bread</td>\n",
" <td>tortilla</td>\n",
" <td>buttermilk</td>\n",
" <td>lard</td>\n",
" <td>shorten</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>lower</td>\n",
" <td>ghee</td>\n",
" <td>tomatillo</td>\n",
" <td>tortilla</td>\n",
" <td>leek</td>\n",
" <td>spaghetti</td>\n",
" <td>oliv</td>\n",
" <td>scallion</td>\n",
" <td>crawfish</td>\n",
" <td>shallot</td>\n",
" <td>brandi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>macerate</td>\n",
" <td>peach</td>\n",
" <td>strawberri</td>\n",
" <td>brandi</td>\n",
" <td>mint</td>\n",
" <td>juic</td>\n",
" <td>lime</td>\n",
" <td>banana</td>\n",
" <td>mango</td>\n",
" <td>orang</td>\n",
" <td>pineappl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>marinate</td>\n",
" <td>season</td>\n",
" <td>lettuc</td>\n",
" <td>pork</td>\n",
" <td>cucumb</td>\n",
" <td>shrimp</td>\n",
" <td>chicken</td>\n",
" <td>avocado</td>\n",
" <td>salsa</td>\n",
" <td>kimchi</td>\n",
" <td>watercress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>mash</td>\n",
" <td>carrot</td>\n",
" <td>yoghurt</td>\n",
" <td>celeri</td>\n",
" <td>shallot</td>\n",
" <td>potato</td>\n",
" <td>onion</td>\n",
" <td>allspic</td>\n",
" <td>spinach</td>\n",
" <td>chive</td>\n",
" <td>chickpea</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>melt</td>\n",
" <td>cream</td>\n",
" <td>peanut</td>\n",
" <td>margarin</td>\n",
" <td>butter</td>\n",
" <td>shorten</td>\n",
" <td>sugar</td>\n",
" <td>milk</td>\n",
" <td>mascarpon</td>\n",
" <td>honey</td>\n",
" <td>pecan</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>mince</td>\n",
" <td>cilantro</td>\n",
" <td>scallion</td>\n",
" <td>parsley</td>\n",
" <td>thyme</td>\n",
" <td>shallot</td>\n",
" <td>celeri</td>\n",
" <td>garlic</td>\n",
" <td>chive</td>\n",
" <td>basil</td>\n",
" <td>onion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>mix</td>\n",
" <td>buttermilk</td>\n",
" <td>nutmeg</td>\n",
" <td>cream</td>\n",
" <td>milk</td>\n",
" <td>margarin</td>\n",
" <td>allspic</td>\n",
" <td>egg</td>\n",
" <td>yoghurt</td>\n",
" <td>molass</td>\n",
" <td>salt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>open</td>\n",
" <td>baguett</td>\n",
" <td>clove</td>\n",
" <td>seed</td>\n",
" <td>bread</td>\n",
" <td>mussel</td>\n",
" <td>tortilla</td>\n",
" <td>lemongrass</td>\n",
" <td>tomatillo</td>\n",
" <td>juic</td>\n",
" <td>cucumb</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>parboil</td>\n",
" <td>turnip</td>\n",
" <td>carrot</td>\n",
" <td>broccoli</td>\n",
" <td>cauliflow</td>\n",
" <td>okra</td>\n",
" <td>cabbag</td>\n",
" <td>radish</td>\n",
" <td>zucchini</td>\n",
" <td>pea</td>\n",
" <td>daikon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>peel</td>\n",
" <td>orang</td>\n",
" <td>carrot</td>\n",
" <td>juic</td>\n",
" <td>ginger</td>\n",
" <td>celeri</td>\n",
" <td>beet</td>\n",
" <td>clove</td>\n",
" <td>cucumb</td>\n",
" <td>lemon</td>\n",
" <td>radish</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>pickle</td>\n",
" <td>cucumb</td>\n",
" <td>radish</td>\n",
" <td>pimento</td>\n",
" <td>caper</td>\n",
" <td>cilantro</td>\n",
" <td>scallion</td>\n",
" <td>tomato</td>\n",
" <td>chive</td>\n",
" <td>celeri</td>\n",
" <td>carrot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>place</td>\n",
" <td>scallion</td>\n",
" <td>celeri</td>\n",
" <td>oliv</td>\n",
" <td>onion</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
" <td>carrot</td>\n",
" <td>avocado</td>\n",
" <td>butter</td>\n",
" <td>lettuc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>poach</td>\n",
" <td>asparagu</td>\n",
" <td>noodl</td>\n",
" <td>brandi</td>\n",
" <td>veget</td>\n",
" <td>shiitak</td>\n",
" <td>chickpea</td>\n",
" <td>mussel</td>\n",
" <td>buttermilk</td>\n",
" <td>okra</td>\n",
" <td>mushroom</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>pour</td>\n",
" <td>milk</td>\n",
" <td>honey</td>\n",
" <td>orang</td>\n",
" <td>lemon</td>\n",
" <td>tomato</td>\n",
" <td>lime</td>\n",
" <td>molass</td>\n",
" <td>mustard</td>\n",
" <td>pineappl</td>\n",
" <td>buttermilk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>prepare</td>\n",
" <td>sauc</td>\n",
" <td>shrimp</td>\n",
" <td>pecan</td>\n",
" <td>pineappl</td>\n",
" <td>lettuc</td>\n",
" <td>walnut</td>\n",
" <td>bread</td>\n",
" <td>baguett</td>\n",
" <td>peach</td>\n",
" <td>mango</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>pull</td>\n",
" <td>meat</td>\n",
" <td>pineappl</td>\n",
" <td>sausag</td>\n",
" <td>tortilla</td>\n",
" <td>dough</td>\n",
" <td>ham</td>\n",
" <td>potato</td>\n",
" <td>bread</td>\n",
" <td>chees</td>\n",
" <td>avocado</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>put</td>\n",
" <td>scallion</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
" <td>oliv</td>\n",
" <td>chive</td>\n",
" <td>lime</td>\n",
" <td>celeri</td>\n",
" <td>parsley</td>\n",
" <td>cilantro</td>\n",
" <td>almond</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>reduce</td>\n",
" <td>brandi</td>\n",
" <td>tomato</td>\n",
" <td>shallot</td>\n",
" <td>ghee</td>\n",
" <td>saffron</td>\n",
" <td>sriracha</td>\n",
" <td>honey</td>\n",
" <td>tomatillo</td>\n",
" <td>caper</td>\n",
" <td>lard</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>refrigerate</td>\n",
" <td>mascarpon</td>\n",
" <td>yoghurt</td>\n",
" <td>strawberri</td>\n",
" <td>ice</td>\n",
" <td>cornflour</td>\n",
" <td>dough</td>\n",
" <td>buttermilk</td>\n",
" <td>dashi</td>\n",
" <td>cucumb</td>\n",
" <td>tequila</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>remove</td>\n",
" <td>juic</td>\n",
" <td>pork</td>\n",
" <td>shallot</td>\n",
" <td>ham</td>\n",
" <td>season</td>\n",
" <td>lemongrass</td>\n",
" <td>oliv</td>\n",
" <td>onion</td>\n",
" <td>gingerroot</td>\n",
" <td>garlic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>rinse</td>\n",
" <td>cucumb</td>\n",
" <td>pea</td>\n",
" <td>celeri</td>\n",
" <td>spinach</td>\n",
" <td>scallion</td>\n",
" <td>season</td>\n",
" <td>radish</td>\n",
" <td>beansprout</td>\n",
" <td>carrot</td>\n",
" <td>watercress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>roast</td>\n",
" <td>oil</td>\n",
" <td>pork</td>\n",
" <td>ham</td>\n",
" <td>oliv</td>\n",
" <td>juic</td>\n",
" <td>onion</td>\n",
" <td>chicken</td>\n",
" <td>shallot</td>\n",
" <td>carrot</td>\n",
" <td>tomato</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>rollout</td>\n",
" <td>dough</td>\n",
" <td>cinnamon</td>\n",
" <td>flour</td>\n",
" <td>hazelnut</td>\n",
" <td>cornmeal</td>\n",
" <td>vanilla</td>\n",
" <td>sugar</td>\n",
" <td>yeast</td>\n",
" <td>ice</td>\n",
" <td>walnut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>rollup</td>\n",
" <td>baguett</td>\n",
" <td>banana</td>\n",
" <td>strawberri</td>\n",
" <td>lime</td>\n",
" <td>guacamol</td>\n",
" <td>peach</td>\n",
" <td>bread</td>\n",
" <td>orang</td>\n",
" <td>pineappl</td>\n",
" <td>yoghurt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>rub</td>\n",
" <td>season</td>\n",
" <td>salt</td>\n",
" <td>spice</td>\n",
" <td>rosemari</td>\n",
" <td>mustard</td>\n",
" <td>paprika</td>\n",
" <td>flour</td>\n",
" <td>oliv</td>\n",
" <td>oregano</td>\n",
" <td>butter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>salt</td>\n",
" <td>salt</td>\n",
" <td>cayenn</td>\n",
" <td>paprika</td>\n",
" <td>nutmeg</td>\n",
" <td>allspic</td>\n",
" <td>oregano</td>\n",
" <td>cumin</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>scoop</td>\n",
" <td>ricotta</td>\n",
" <td>avocado</td>\n",
" <td>mascarpon</td>\n",
" <td>dough</td>\n",
" <td>water</td>\n",
" <td>zucchini</td>\n",
" <td>mango</td>\n",
" <td>banana</td>\n",
" <td>tortilla</td>\n",
" <td>lettuc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>scorch</td>\n",
" <td>molass</td>\n",
" <td>corn</td>\n",
" <td>margarin</td>\n",
" <td>rice</td>\n",
" <td>gingerroot</td>\n",
" <td>coconut</td>\n",
" <td>butter</td>\n",
" <td>chile</td>\n",
" <td>ketchup</td>\n",
" <td>lemongrass</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <td>scramble</td>\n",
" <td>noodl</td>\n",
" <td>grit</td>\n",
" <td>beansprout</td>\n",
" <td>kimchi</td>\n",
" <td>sausag</td>\n",
" <td>bacon</td>\n",
" <td>pancetta</td>\n",
" <td>paneer</td>\n",
" <td>fettucin</td>\n",
" <td>tortilla</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>season</td>\n",
" <td>season</td>\n",
" <td>paprika</td>\n",
" <td>pepper</td>\n",
" <td>oregano</td>\n",
" <td>cayenn</td>\n",
" <td>mustard</td>\n",
" <td>spice</td>\n",
" <td>marjoram</td>\n",
" <td>cumin</td>\n",
" <td>parsley</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>serve</td>\n",
" <td>lettuc</td>\n",
" <td>watercress</td>\n",
" <td>arugula</td>\n",
" <td>avocado</td>\n",
" <td>lime</td>\n",
" <td>sauc</td>\n",
" <td>sriracha</td>\n",
" <td>chive</td>\n",
" <td>lemon</td>\n",
" <td>baguett</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>set</td>\n",
" <td>nutmeg</td>\n",
" <td>cardamom</td>\n",
" <td>cream</td>\n",
" <td>sugar</td>\n",
" <td>almond</td>\n",
" <td>molass</td>\n",
" <td>margarin</td>\n",
" <td>hazelnut</td>\n",
" <td>brandi</td>\n",
" <td>gingerroot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>simmer</td>\n",
" <td>saffron</td>\n",
" <td>pea</td>\n",
" <td>bean</td>\n",
" <td>mirin</td>\n",
" <td>thyme</td>\n",
" <td>vinegar</td>\n",
" <td>tomato</td>\n",
" <td>carrot</td>\n",
" <td>beer</td>\n",
" <td>dashi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>skim</td>\n",
" <td>dashi</td>\n",
" <td>grit</td>\n",
" <td>water</td>\n",
" <td>brandi</td>\n",
" <td>veget</td>\n",
" <td>mussel</td>\n",
" <td>ghee</td>\n",
" <td>milk</td>\n",
" <td>margarin</td>\n",
" <td>lard</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>slice</td>\n",
" <td>lettuc</td>\n",
" <td>scallion</td>\n",
" <td>arugula</td>\n",
" <td>cucumb</td>\n",
" <td>celeri</td>\n",
" <td>avocado</td>\n",
" <td>carrot</td>\n",
" <td>radish</td>\n",
" <td>watercress</td>\n",
" <td>onion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>slowcook</td>\n",
" <td>dashi</td>\n",
" <td>beansprout</td>\n",
" <td>guacamol</td>\n",
" <td>tomatillo</td>\n",
" <td>tumer</td>\n",
" <td>fettucin</td>\n",
" <td>penn</td>\n",
" <td>pork</td>\n",
" <td>kimchi</td>\n",
" <td>salsa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>soak</td>\n",
" <td>raisin</td>\n",
" <td>corn</td>\n",
" <td>cucumb</td>\n",
" <td>water</td>\n",
" <td>pineappl</td>\n",
" <td>shiitak</td>\n",
" <td>radish</td>\n",
" <td>pimento</td>\n",
" <td>carrot</td>\n",
" <td>lime</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>sour</td>\n",
" <td>chees</td>\n",
" <td>milk</td>\n",
" <td>buttermilk</td>\n",
" <td>cream</td>\n",
" <td>mascarpon</td>\n",
" <td>ricotta</td>\n",
" <td>yoghurt</td>\n",
" <td>corn</td>\n",
" <td>lemon</td>\n",
" <td>pimento</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>spice</td>\n",
" <td>spice</td>\n",
" <td>allspic</td>\n",
" <td>cumin</td>\n",
" <td>season</td>\n",
" <td>cinnamon</td>\n",
" <td>mustard</td>\n",
" <td>peppercorn</td>\n",
" <td>paprika</td>\n",
" <td>cardamom</td>\n",
" <td>cayenn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>spoon</td>\n",
" <td>ricotta</td>\n",
" <td>mascarpon</td>\n",
" <td>avocado</td>\n",
" <td>arugula</td>\n",
" <td>tomato</td>\n",
" <td>pesto</td>\n",
" <td>pineappl</td>\n",
" <td>strawberri</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>spread</td>\n",
" <td>chees</td>\n",
" <td>ricotta</td>\n",
" <td>butter</td>\n",
" <td>mascarpon</td>\n",
" <td>avocado</td>\n",
" <td>pecan</td>\n",
" <td>walnut</td>\n",
" <td>cream</td>\n",
" <td>bread</td>\n",
" <td>lemon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>sprinkle</td>\n",
" <td>salt</td>\n",
" <td>season</td>\n",
" <td>basil</td>\n",
" <td>oregano</td>\n",
" <td>paprika</td>\n",
" <td>parsley</td>\n",
" <td>lemon</td>\n",
" <td>mustard</td>\n",
" <td>cayenn</td>\n",
" <td>thyme</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>squeeze</td>\n",
" <td>lime</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
" <td>mint</td>\n",
" <td>tomato</td>\n",
" <td>basil</td>\n",
" <td>avocado</td>\n",
" <td>cucumb</td>\n",
" <td>oliv</td>\n",
" <td>ricotta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>steam</td>\n",
" <td>pea</td>\n",
" <td>cauliflow</td>\n",
" <td>broccoli</td>\n",
" <td>turnip</td>\n",
" <td>bean</td>\n",
" <td>rice</td>\n",
" <td>okra</td>\n",
" <td>shiitak</td>\n",
" <td>potato</td>\n",
" <td>asparagu</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>steep</td>\n",
" <td>saffron</td>\n",
" <td>mint</td>\n",
" <td>cardamom</td>\n",
" <td>peppercorn</td>\n",
" <td>clove</td>\n",
" <td>allspic</td>\n",
" <td>lemongrass</td>\n",
" <td>thyme</td>\n",
" <td>quinoa</td>\n",
" <td>yeast</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>stir</td>\n",
" <td>shallot</td>\n",
" <td>onion</td>\n",
" <td>celeri</td>\n",
" <td>scallion</td>\n",
" <td>thyme</td>\n",
" <td>cumin</td>\n",
" <td>cayenn</td>\n",
" <td>garlic</td>\n",
" <td>carrot</td>\n",
" <td>parsley</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>strain</td>\n",
" <td>tomato</td>\n",
" <td>dashi</td>\n",
" <td>saffron</td>\n",
" <td>veget</td>\n",
" <td>bean</td>\n",
" <td>chickpea</td>\n",
" <td>juic</td>\n",
" <td>tequila</td>\n",
" <td>pea</td>\n",
" <td>chicken</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>sugar</td>\n",
" <td>sugar</td>\n",
" <td>honey</td>\n",
" <td>molass</td>\n",
" <td>cinnamon</td>\n",
" <td>nutmeg</td>\n",
" <td>margarin</td>\n",
" <td>vanilla</td>\n",
" <td>milk</td>\n",
" <td>cardamom</td>\n",
" <td>allspic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>sweeten</td>\n",
" <td>vanilla</td>\n",
" <td>honey</td>\n",
" <td>strawberri</td>\n",
" <td>coconut</td>\n",
" <td>molass</td>\n",
" <td>sugar</td>\n",
" <td>ice</td>\n",
" <td>cinnamon</td>\n",
" <td>yoghurt</td>\n",
" <td>banana</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>taste</td>\n",
" <td>cayenn</td>\n",
" <td>nutmeg</td>\n",
" <td>paprika</td>\n",
" <td>season</td>\n",
" <td>sriracha</td>\n",
" <td>allspic</td>\n",
" <td>pepper</td>\n",
" <td>vinegar</td>\n",
" <td>chili</td>\n",
" <td>cumin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>thaw</td>\n",
" <td>spinach</td>\n",
" <td>strawberri</td>\n",
" <td>crawfish</td>\n",
" <td>ricotta</td>\n",
" <td>pineappl</td>\n",
" <td>pea</td>\n",
" <td>salsa</td>\n",
" <td>mango</td>\n",
" <td>corn</td>\n",
" <td>paneer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>thicken</td>\n",
" <td>cornflour</td>\n",
" <td>pasta</td>\n",
" <td>brandi</td>\n",
" <td>spaghetti</td>\n",
" <td>quinoa</td>\n",
" <td>yoghurt</td>\n",
" <td>crawfish</td>\n",
" <td>tomato</td>\n",
" <td>dashi</td>\n",
" <td>noodl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>102</th>\n",
" <td>toast</td>\n",
" <td>baguett</td>\n",
" <td>bread</td>\n",
" <td>almond</td>\n",
" <td>pecan</td>\n",
" <td>walnut</td>\n",
" <td>prosciutto</td>\n",
" <td>raisin</td>\n",
" <td>hazelnut</td>\n",
" <td>scallion</td>\n",
" <td>oil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>try</td>\n",
" <td>guacamol</td>\n",
" <td>seed</td>\n",
" <td>juic</td>\n",
" <td>paneer</td>\n",
" <td>avocado</td>\n",
" <td>kalamata</td>\n",
" <td>spice</td>\n",
" <td>pesto</td>\n",
" <td>kimchi</td>\n",
" <td>beansprout</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>warm</td>\n",
" <td>cornflour</td>\n",
" <td>molass</td>\n",
" <td>honey</td>\n",
" <td>saffron</td>\n",
" <td>vinegar</td>\n",
" <td>margarin</td>\n",
" <td>sriracha</td>\n",
" <td>yoghurt</td>\n",
" <td>ghee</td>\n",
" <td>beer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>wash</td>\n",
" <td>scallion</td>\n",
" <td>radish</td>\n",
" <td>cucumb</td>\n",
" <td>carrot</td>\n",
" <td>celeri</td>\n",
" <td>thyme</td>\n",
" <td>parsley</td>\n",
" <td>onion</td>\n",
" <td>watercress</td>\n",
" <td>coriand</td>\n",
" </tr>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>whip</td>\n",
" <td>mascarpon</td>\n",
" <td>cream</td>\n",
" <td>ice</td>\n",
" <td>milk</td>\n",
" <td>strawberri</td>\n",
" <td>vanilla</td>\n",
" <td>ricotta</td>\n",
" <td>coconut</td>\n",
" <td>chees</td>\n",
" <td>sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>whisk</td>\n",
" <td>milk</td>\n",
" <td>sugar</td>\n",
" <td>honey</td>\n",
" <td>cream</td>\n",
" <td>molass</td>\n",
" <td>buttermilk</td>\n",
" <td>egg</td>\n",
" <td>vanilla</td>\n",
" <td>cayenn</td>\n",
" <td>nutmeg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>wipe</td>\n",
" <td>shiitak</td>\n",
" <td>veget</td>\n",
" <td>leek</td>\n",
" <td>season</td>\n",
" <td>shallot</td>\n",
" <td>tofu</td>\n",
" <td>oil</td>\n",
" <td>pancetta</td>\n",
" <td>pork</td>\n",
" <td>chicken</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"HTML(find_most_similar_to_given_elementwise(model_actions, stemmed_ingredients).to_html())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Ingredient to Cooking Action"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Target</th>\n",
" <th>#1</th>\n",
" <th>#2</th>\n",
" <th>#3</th>\n",
" <th>#4</th>\n",
" <th>#5</th>\n",
" <th>#6</th>\n",
" <th>#7</th>\n",
" <th>#8</th>\n",
" <th>#9</th>\n",
" <th>#10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>Sriracha</td>\n",
" <td>tast</td>\n",
" <td>salt</td>\n",
" <td>sour</td>\n",
" <td>add</td>\n",
" <td>season</td>\n",
" <td>dress</td>\n",
" <td>pickl</td>\n",
" <td>whisk</td>\n",
" <td>pour</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>137</th>\n",
" <td>allspice</td>\n",
" <td>salt</td>\n",
" <td>sugar</td>\n",
" <td>spice</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>grind</td>\n",
" <td>stir</td>\n",
" <td>mix</td>\n",
" <td>tast</td>\n",
" <td>sprinkl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>almonds</td>\n",
" <td>sugar</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>put</td>\n",
" <td>toast</td>\n",
" <td>spread</td>\n",
" <td>spice</td>\n",
" <td>place</td>\n",
" <td>mix</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>apples</td>\n",
" <td>peel</td>\n",
" <td>pickl</td>\n",
" <td>arrang</td>\n",
" <td>spread</td>\n",
" <td>sweeten</td>\n",
" <td>squeez</td>\n",
" <td>garnish</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>arugula</td>\n",
" <td>arrang</td>\n",
" <td>dress</td>\n",
" <td>slice</td>\n",
" <td>chop</td>\n",
" <td>garnish</td>\n",
" <td>dice</td>\n",
" <td>minc</td>\n",
" <td>spread</td>\n",
" <td>add</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>asparagus</td>\n",
" <td>parboil</td>\n",
" <td>poach</td>\n",
" <td>drain</td>\n",
" <td>slice</td>\n",
" <td>fillet</td>\n",
" <td>steam</td>\n",
" <td>arrang</td>\n",
" <td>dice</td>\n",
" <td>cook</td>\n",
" <td>boil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>avocado</td>\n",
" <td>dice</td>\n",
" <td>arrang</td>\n",
" <td>dress</td>\n",
" <td>pickl</td>\n",
" <td>slice</td>\n",
" <td>garnish</td>\n",
" <td>spread</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>sour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>bacon</td>\n",
" <td>dice</td>\n",
" <td>fri</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>add</td>\n",
" <td>pickl</td>\n",
" <td>stir</td>\n",
" <td>arrang</td>\n",
" <td>bread</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>baguette</td>\n",
" <td>bread</td>\n",
" <td>toast</td>\n",
" <td>spread</td>\n",
" <td>fillet</td>\n",
" <td>slice</td>\n",
" <td>cut</td>\n",
" <td>crumpl</td>\n",
" <td>serv</td>\n",
" <td>arrang</td>\n",
" <td>broil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>bananas</td>\n",
" <td>sweeten</td>\n",
" <td>fold</td>\n",
" <td>spread</td>\n",
" <td>bread</td>\n",
" <td>arrang</td>\n",
" <td>whip</td>\n",
" <td>beat</td>\n",
" <td>macer</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>basil</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>sprinkl</td>\n",
" <td>chop</td>\n",
" <td>salt</td>\n",
" <td>garnish</td>\n",
" <td>stir</td>\n",
" <td>season</td>\n",
" <td>grate</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>159</th>\n",
" <td>beans</td>\n",
" <td>add</td>\n",
" <td>stir</td>\n",
" <td>simmer</td>\n",
" <td>dice</td>\n",
" <td>minc</td>\n",
" <td>discard</td>\n",
" <td>pickl</td>\n",
" <td>boil</td>\n",
" <td>spice</td>\n",
" <td>chop</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>beansprouts</td>\n",
" <td>parboil</td>\n",
" <td>rins</td>\n",
" <td>scrambl</td>\n",
" <td>dress</td>\n",
" <td>drain</td>\n",
" <td>chop</td>\n",
" <td>buri</td>\n",
" <td>dice</td>\n",
" <td>fri</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>beef</td>\n",
" <td>buri</td>\n",
" <td>season</td>\n",
" <td>fri</td>\n",
" <td>carv</td>\n",
" <td>minc</td>\n",
" <td>cook</td>\n",
" <td>brais</td>\n",
" <td>roast</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>beer</td>\n",
" <td>simmer</td>\n",
" <td>add</td>\n",
" <td>boil</td>\n",
" <td>pour</td>\n",
" <td>spice</td>\n",
" <td>sour</td>\n",
" <td>salt</td>\n",
" <td>whisk</td>\n",
" <td>pickl</td>\n",
" <td>warm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>144</th>\n",
" <td>beets</td>\n",
" <td>peel</td>\n",
" <td>pickl</td>\n",
" <td>brais</td>\n",
" <td>dice</td>\n",
" <td>parboil</td>\n",
" <td>discard</td>\n",
" <td>dress</td>\n",
" <td>drain</td>\n",
" <td>garnish</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117</th>\n",
" <td>brandy</td>\n",
" <td>sugar</td>\n",
" <td>macer</td>\n",
" <td>sweeten</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" <td>glaze</td>\n",
" <td>simmer</td>\n",
" <td>clarifi</td>\n",
" <td>reduc</td>\n",
" <td>thicken</td>\n",
" </tr>\n",
" <tr>\n",
" <th>102</th>\n",
" <td>bread</td>\n",
" <td>bread</td>\n",
" <td>toast</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>fold</td>\n",
" <td>brush</td>\n",
" <td>arrang</td>\n",
" <td>sprinkl</td>\n",
" <td>cut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>broccoli</td>\n",
" <td>parboil</td>\n",
" <td>dice</td>\n",
" <td>drain</td>\n",
" <td>stir</td>\n",
" <td>add</td>\n",
" <td>cook</td>\n",
" <td>steam</td>\n",
" <td>rins</td>\n",
" <td>dress</td>\n",
" <td>simmer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>butter</td>\n",
" <td>sugar</td>\n",
" <td>melt</td>\n",
" <td>flour</td>\n",
" <td>spread</td>\n",
" <td>beat</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>sprinkl</td>\n",
" <td>put</td>\n",
" <td>brown</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>buttermilk</td>\n",
" <td>beat</td>\n",
" <td>sour</td>\n",
" <td>mix</td>\n",
" <td>flour</td>\n",
" <td>whisk</td>\n",
" <td>sugar</td>\n",
" <td>blend</td>\n",
" <td>add</td>\n",
" <td>pour</td>\n",
" <td>fold</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>cabbage</td>\n",
" <td>parboil</td>\n",
" <td>dice</td>\n",
" <td>pickl</td>\n",
" <td>minc</td>\n",
" <td>dress</td>\n",
" <td>chop</td>\n",
" <td>drain</td>\n",
" <td>peel</td>\n",
" <td>buri</td>\n",
" <td>slice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>capers</td>\n",
" <td>minc</td>\n",
" <td>pickl</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>stir</td>\n",
" <td>season</td>\n",
" <td>dice</td>\n",
" <td>garnish</td>\n",
" <td>salt</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>152</th>\n",
" <td>cardamom</td>\n",
" <td>salt</td>\n",
" <td>sugar</td>\n",
" <td>spice</td>\n",
" <td>add</td>\n",
" <td>grind</td>\n",
" <td>stir</td>\n",
" <td>mix</td>\n",
" <td>beat</td>\n",
" <td>flour</td>\n",
" <td>sweeten</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>carrots</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>parboil</td>\n",
" <td>stir</td>\n",
" <td>pickl</td>\n",
" <td>peel</td>\n",
" <td>slice</td>\n",
" <td>arrang</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>cauliflower</td>\n",
" <td>parboil</td>\n",
" <td>steam</td>\n",
" <td>drain</td>\n",
" <td>mash</td>\n",
" <td>dice</td>\n",
" <td>stir</td>\n",
" <td>cover</td>\n",
" <td>simmer</td>\n",
" <td>cook</td>\n",
" <td>dress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>cayenne</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>tast</td>\n",
" <td>season</td>\n",
" <td>sugar</td>\n",
" <td>minc</td>\n",
" <td>stir</td>\n",
" <td>grind</td>\n",
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>celery</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>stir</td>\n",
" <td>pickl</td>\n",
" <td>slice</td>\n",
" <td>arrang</td>\n",
" <td>peel</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>cheese</td>\n",
" <td>sour</td>\n",
" <td>spread</td>\n",
" <td>add</td>\n",
" <td>fold</td>\n",
" <td>sprinkl</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>arrang</td>\n",
" <td>bread</td>\n",
" <td>whip</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>chicken</td>\n",
" <td>debon</td>\n",
" <td>season</td>\n",
" <td>fillet</td>\n",
" <td>bast</td>\n",
" <td>roast</td>\n",
" <td>marin</td>\n",
" <td>put</td>\n",
" <td>strain</td>\n",
" <td>discard</td>\n",
" <td>brais</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>chickpeas</td>\n",
" <td>stir</td>\n",
" <td>drain</td>\n",
" <td>add</td>\n",
" <td>dress</td>\n",
" <td>dice</td>\n",
" <td>mash</td>\n",
" <td>simmer</td>\n",
" <td>minc</td>\n",
" <td>parboil</td>\n",
" <td>brais</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>chiles</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>pickl</td>\n",
" <td>chop</td>\n",
" <td>spice</td>\n",
" <td>grind</td>\n",
" <td>dice</td>\n",
" <td>season</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>chili</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>pickl</td>\n",
" <td>season</td>\n",
" <td>tast</td>\n",
" <td>spice</td>\n",
" <td>grind</td>\n",
" <td>sprinkl</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>135</th>\n",
" <td>chillies</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>pickl</td>\n",
" <td>spice</td>\n",
" <td>grind</td>\n",
" <td>chop</td>\n",
" <td>dice</td>\n",
" <td>garnish</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>chives</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>grate</td>\n",
" <td>garnish</td>\n",
" <td>salt</td>\n",
" <td>pickl</td>\n",
" <td>sprinkl</td>\n",
" <td>dice</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>cilantro</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>garnish</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
" <td>sprinkl</td>\n",
" <td>grate</td>\n",
" <td>dress</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>cinnamon</td>\n",
" <td>sugar</td>\n",
" <td>salt</td>\n",
" <td>flour</td>\n",
" <td>spice</td>\n",
" <td>sprinkl</td>\n",
" <td>add</td>\n",
" <td>beat</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
" <td>brown</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>clove</td>\n",
" <td>minc</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>peel</td>\n",
" <td>discard</td>\n",
" <td>put</td>\n",
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
" <td>place</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
" <th>114</th>\n",
" <td>coconut</td>\n",
" <td>sugar</td>\n",
" <td>sweeten</td>\n",
" <td>sour</td>\n",
" <td>spread</td>\n",
" <td>whip</td>\n",
" <td>pour</td>\n",
" <td>beat</td>\n",
" <td>put</td>\n",
" <td>add</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>coriander</td>\n",
" <td>minc</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>grind</td>\n",
" <td>chop</td>\n",
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
" <td>stir</td>\n",
" <td>season</td>\n",
" <td>garnish</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>corn</td>\n",
" <td>add</td>\n",
" <td>sour</td>\n",
" <td>stir</td>\n",
" <td>put</td>\n",
" <td>mix</td>\n",
" <td>pickl</td>\n",
" <td>pour</td>\n",
" <td>place</td>\n",
" <td>dice</td>\n",
" <td>salt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>157</th>\n",
" <td>cornflour</td>\n",
" <td>flour</td>\n",
" <td>whisk</td>\n",
" <td>boil</td>\n",
" <td>sugar</td>\n",
" <td>salt</td>\n",
" <td>beat</td>\n",
" <td>thicken</td>\n",
" <td>warm</td>\n",
" <td>pour</td>\n",
" <td>simmer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>cornmeal</td>\n",
" <td>flour</td>\n",
" <td>salt</td>\n",
" <td>bake</td>\n",
" <td>sugar</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" <td>batter</td>\n",
" <td>mix</td>\n",
" <td>rub</td>\n",
" <td>sprinkl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>124</th>\n",
" <td>cotija</td>\n",
" <td>sour</td>\n",
" <td>grate</td>\n",
" <td>dress</td>\n",
" <td>melt</td>\n",
" <td>serv</td>\n",
" <td>pickl</td>\n",
" <td>garnish</td>\n",
" <td>scrambl</td>\n",
" <td>tast</td>\n",
" <td>dice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>couscous</td>\n",
" <td>simmer</td>\n",
" <td>dress</td>\n",
" <td>steam</td>\n",
" <td>mash</td>\n",
" <td>boil</td>\n",
" <td>brais</td>\n",
" <td>poach</td>\n",
" <td>scrambl</td>\n",
" <td>season</td>\n",
" <td>drain</td>\n",
" </tr>\n",
" <tr>\n",
" <th>139</th>\n",
" <td>crawfish</td>\n",
" <td>thicken</td>\n",
" <td>gut</td>\n",
" <td>curdl</td>\n",
" <td>debon</td>\n",
" <td>boil</td>\n",
" <td>clarifi</td>\n",
" <td>parboil</td>\n",
" <td>poach</td>\n",
" <td>strain</td>\n",
" <td>buri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>cream</td>\n",
" <td>melt</td>\n",
" <td>beat</td>\n",
" <td>whip</td>\n",
" <td>sour</td>\n",
" <td>whisk</td>\n",
" <td>sugar</td>\n",
" <td>mix</td>\n",
" <td>add</td>\n",
" <td>blend</td>\n",
" <td>spread</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>cucumber</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>slice</td>\n",
" <td>arrang</td>\n",
" <td>dress</td>\n",
" <td>minc</td>\n",
" <td>peel</td>\n",
" <td>garnish</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>cumin</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>spice</td>\n",
" <td>stir</td>\n",
" <td>season</td>\n",
" <td>sprinkl</td>\n",
" <td>sugar</td>\n",
" <td>grind</td>\n",
" <td>chop</td>\n",
" </tr>\n",
" <tr>\n",
" <th>122</th>\n",
" <td>daikon</td>\n",
" <td>parboil</td>\n",
" <td>pickl</td>\n",
" <td>peel</td>\n",
" <td>wash</td>\n",
" <td>rins</td>\n",
" <td>dice</td>\n",
" <td>steam</td>\n",
" <td>boil</td>\n",
" <td>minc</td>\n",
" <td>drain</td>\n",
" </tr>\n",
" <tr>\n",
" <th>133</th>\n",
" <td>dashi</td>\n",
" <td>boil</td>\n",
" <td>simmer</td>\n",
" <td>strain</td>\n",
" <td>clarifi</td>\n",
" <td>skim</td>\n",
" <td>thicken</td>\n",
" <td>tast</td>\n",
" <td>poach</td>\n",
" <td>slowcook</td>\n",
" <td>parboil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>153</th>\n",
" <td>dough</td>\n",
" <td>batter</td>\n",
" <td>knead</td>\n",
" <td>rollout</td>\n",
" <td>crumpl</td>\n",
" <td>scoop</td>\n",
" <td>squeez</td>\n",
" <td>bread</td>\n",
" <td>flour</td>\n",
" <td>crack</td>\n",
" <td>spread</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>eggplant</td>\n",
" <td>bread</td>\n",
" <td>parboil</td>\n",
" <td>fillet</td>\n",
" <td>arrang</td>\n",
" <td>peel</td>\n",
" <td>gut</td>\n",
" <td>pickl</td>\n",
" <td>toast</td>\n",
" <td>roast</td>\n",
" <td>squeez</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>eggs</td>\n",
" <td>beat</td>\n",
" <td>add</td>\n",
" <td>whisk</td>\n",
" <td>mix</td>\n",
" <td>fold</td>\n",
" <td>flour</td>\n",
" <td>sugar</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>salt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>115</th>\n",
" <td>fettucine</td>\n",
" <td>boil</td>\n",
" <td>parboil</td>\n",
" <td>scrambl</td>\n",
" <td>rins</td>\n",
" <td>steam</td>\n",
" <td>drain</td>\n",
" <td>serv</td>\n",
" <td>slowcook</td>\n",
" <td>simmer</td>\n",
" <td>tast</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>flour</td>\n",
" <td>flour</td>\n",
" <td>sugar</td>\n",
" <td>sprinkl</td>\n",
" <td>beat</td>\n",
" <td>salt</td>\n",
" <td>rub</td>\n",
" <td>knead</td>\n",
" <td>spice</td>\n",
" <td>spread</td>\n",
" <td>batter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>garlic</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>stir</td>\n",
" <td>chop</td>\n",
" <td>salt</td>\n",
" <td>sprinkl</td>\n",
" <td>dice</td>\n",
" <td>season</td>\n",
" <td>pickl</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>ghee</td>\n",
" <td>clarifi</td>\n",
" <td>heat</td>\n",
" <td>fri</td>\n",
" <td>melt</td>\n",
" <td>sugar</td>\n",
" <td>reduc</td>\n",
" <td>warm</td>\n",
" <td>simmer</td>\n",
" <td>stir</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>ginger</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>sugar</td>\n",
" <td>stir</td>\n",
" <td>sprinkl</td>\n",
" <td>chop</td>\n",
" <td>spice</td>\n",
" <td>peel</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
" <th>138</th>\n",
" <td>gingerroot</td>\n",
" <td>minc</td>\n",
" <td>stir</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>cook</td>\n",
" <td>chop</td>\n",
" <td>simmer</td>\n",
" <td>heat</td>\n",
" <td>dice</td>\n",
" <td>fri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>111</th>\n",
" <td>grits</td>\n",
" <td>scrambl</td>\n",
" <td>boil</td>\n",
" <td>skim</td>\n",
" <td>batter</td>\n",
" <td>crack</td>\n",
" <td>simmer</td>\n",
" <td>poach</td>\n",
" <td>steam</td>\n",
" <td>thicken</td>\n",
" <td>curdl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>guacamole</td>\n",
" <td>dress</td>\n",
" <td>pickl</td>\n",
" <td>sour</td>\n",
" <td>build</td>\n",
" <td>correct</td>\n",
" <td>tri</td>\n",
" <td>serv</td>\n",
" <td>gut</td>\n",
" <td>slowcook</td>\n",
" <td>grill</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>ham</td>\n",
" <td>dice</td>\n",
" <td>arrang</td>\n",
" <td>buri</td>\n",
" <td>pickl</td>\n",
" <td>slice</td>\n",
" <td>grill</td>\n",
" <td>chop</td>\n",
" <td>roast</td>\n",
" <td>parboil</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>158</th>\n",
" <td>hazelnuts</td>\n",
" <td>sugar</td>\n",
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
" <td>toast</td>\n",
" <td>bake</td>\n",
" <td>spread</td>\n",
" <td>sweeten</td>\n",
" <td>flour</td>\n",
" <td>melt</td>\n",
" <td>garnish</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" <td>sweeten</td>\n",
" <td>sour</td>\n",
" <td>mix</td>\n",
" <td>pour</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>147</th>\n",
" <td>ice</td>\n",
" <td>whip</td>\n",
" <td>sweeten</td>\n",
" <td>beat</td>\n",
" <td>batter</td>\n",
" <td>glaze</td>\n",
" <td>chill</td>\n",
" <td>sour</td>\n",
" <td>sugar</td>\n",
" <td>freez</td>\n",
" <td>rollout</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>juice</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>dice</td>\n",
" <td>peel</td>\n",
" <td>discard</td>\n",
" <td>slice</td>\n",
" <td>salt</td>\n",
" <td>sugar</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>kalamata</td>\n",
" <td>pickl</td>\n",
" <td>dress</td>\n",
" <td>garnish</td>\n",
" <td>season</td>\n",
" <td>dice</td>\n",
" <td>gut</td>\n",
" <td>sour</td>\n",
" <td>chop</td>\n",
" <td>serv</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>118</th>\n",
" <td>kale</td>\n",
" <td>parboil</td>\n",
" <td>drain</td>\n",
" <td>dress</td>\n",
" <td>stir</td>\n",
" <td>rins</td>\n",
" <td>simmer</td>\n",
" <td>mash</td>\n",
" <td>cook</td>\n",
" <td>steam</td>\n",
" <td>brais</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>ketchup</td>\n",
" <td>add</td>\n",
" <td>sour</td>\n",
" <td>pickl</td>\n",
" <td>sugar</td>\n",
" <td>pour</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>mix</td>\n",
" <td>spice</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>148</th>\n",
" <td>kimchi</td>\n",
" <td>pickl</td>\n",
" <td>parboil</td>\n",
" <td>brais</td>\n",
" <td>scrambl</td>\n",
" <td>dress</td>\n",
" <td>marin</td>\n",
" <td>buri</td>\n",
" <td>squeez</td>\n",
" <td>drain</td>\n",
" <td>strain</td>\n",
" </tr>\n",
" <tr>\n",
" <th>116</th>\n",
" <td>lard</td>\n",
" <td>clarifi</td>\n",
" <td>heat</td>\n",
" <td>sugar</td>\n",
" <td>beat</td>\n",
" <td>fri</td>\n",
" <td>melt</td>\n",
" <td>flour</td>\n",
" <td>whisk</td>\n",
" <td>wipe</td>\n",
" <td>reduc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>leeks</td>\n",
" <td>dice</td>\n",
" <td>minc</td>\n",
" <td>stir</td>\n",
" <td>fri</td>\n",
" <td>add</td>\n",
" <td>parboil</td>\n",
" <td>chop</td>\n",
" <td>cook</td>\n",
" <td>heat</td>\n",
" <td>slice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>lemon</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>salt</td>\n",
" <td>put</td>\n",
" <td>sugar</td>\n",
" <td>squeez</td>\n",
" <td>garnish</td>\n",
" <td>minc</td>\n",
" <td>grate</td>\n",
" <td>sour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>lemongrass</td>\n",
" <td>minc</td>\n",
" <td>peel</td>\n",
" <td>discard</td>\n",
" <td>add</td>\n",
" <td>gut</td>\n",
" <td>pickl</td>\n",
" <td>chop</td>\n",
" <td>dice</td>\n",
" <td>spice</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>112</th>\n",
" <td>lettuce</td>\n",
" <td>arrang</td>\n",
" <td>slice</td>\n",
" <td>dress</td>\n",
" <td>dice</td>\n",
" <td>garnish</td>\n",
" <td>cut</td>\n",
" <td>chop</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" <td>pickl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>lime</td>\n",
" <td>garnish</td>\n",
" <td>add</td>\n",
" <td>squeez</td>\n",
" <td>minc</td>\n",
" <td>sprinkl</td>\n",
" <td>put</td>\n",
" <td>pickl</td>\n",
" <td>peel</td>\n",
" <td>pour</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>linguine</td>\n",
" <td>boil</td>\n",
" <td>simmer</td>\n",
" <td>drain</td>\n",
" <td>scrambl</td>\n",
" <td>season</td>\n",
" <td>parboil</td>\n",
" <td>stir</td>\n",
" <td>cook</td>\n",
" <td>thicken</td>\n",
" <td>rins</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>mango</td>\n",
" <td>garnish</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
" <td>arrang</td>\n",
" <td>peel</td>\n",
" <td>chop</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>put</td>\n",
" <td>squeez</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>margarine</td>\n",
" <td>sugar</td>\n",
" <td>melt</td>\n",
" <td>beat</td>\n",
" <td>clarifi</td>\n",
" <td>mix</td>\n",
" <td>flour</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>sour</td>\n",
" <td>whisk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>155</th>\n",
" <td>marjoram</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>season</td>\n",
" <td>chop</td>\n",
" <td>stir</td>\n",
" <td>sprinkl</td>\n",
" <td>tast</td>\n",
" <td>grind</td>\n",
" <td>discard</td>\n",
" </tr>\n",
" <tr>\n",
" <th>121</th>\n",
" <td>mascarpone</td>\n",
" <td>whip</td>\n",
" <td>sour</td>\n",
" <td>beat</td>\n",
" <td>spread</td>\n",
" <td>spoon</td>\n",
" <td>melt</td>\n",
" <td>fold</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
" <td>blend</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>mayonaise</td>\n",
" <td>dress</td>\n",
" <td>sour</td>\n",
" <td>mix</td>\n",
" <td>curdl</td>\n",
" <td>pickl</td>\n",
" <td>blend</td>\n",
" <td>mash</td>\n",
" <td>tast</td>\n",
" <td>season</td>\n",
" <td>scrambl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>128</th>\n",
" <td>meat</td>\n",
" <td>carv</td>\n",
" <td>buri</td>\n",
" <td>bast</td>\n",
" <td>fillet</td>\n",
" <td>discard</td>\n",
" <td>debon</td>\n",
" <td>roast</td>\n",
" <td>pull</td>\n",
" <td>fri</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>milk</td>\n",
" <td>sour</td>\n",
" <td>add</td>\n",
" <td>beat</td>\n",
" <td>sugar</td>\n",
" <td>whisk</td>\n",
" <td>stir</td>\n",
" <td>flour</td>\n",
" <td>pour</td>\n",
" <td>salt</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>123</th>\n",
" <td>mint</td>\n",
" <td>minc</td>\n",
" <td>garnish</td>\n",
" <td>chop</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>pickl</td>\n",
" <td>salt</td>\n",
" <td>peel</td>\n",
" <td>squeez</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>mirin</td>\n",
" <td>salt</td>\n",
" <td>boil</td>\n",
" <td>simmer</td>\n",
" <td>sugar</td>\n",
" <td>add</td>\n",
" <td>heat</td>\n",
" <td>stir</td>\n",
" <td>whisk</td>\n",
" <td>tast</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>154</th>\n",
" <td>molasses</td>\n",
" <td>sugar</td>\n",
" <td>beat</td>\n",
" <td>whisk</td>\n",
" <td>salt</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
" <td>pour</td>\n",
" <td>blend</td>\n",
" <td>add</td>\n",
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>mushrooms</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>dice</td>\n",
" <td>stir</td>\n",
" <td>chop</td>\n",
" <td>season</td>\n",
" <td>cook</td>\n",
" <td>arrang</td>\n",
" <td>fri</td>\n",
" <td>discard</td>\n",
" </tr>\n",
" <tr>\n",
" <th>113</th>\n",
" <td>mussels</td>\n",
" <td>fillet</td>\n",
" <td>strain</td>\n",
" <td>simmer</td>\n",
" <td>poach</td>\n",
" <td>boil</td>\n",
" <td>steam</td>\n",
" <td>thicken</td>\n",
" <td>reduc</td>\n",
" <td>brais</td>\n",
" <td>heat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>141</th>\n",
" <td>mustard</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>season</td>\n",
" <td>minc</td>\n",
" <td>sprinkl</td>\n",
" <td>sugar</td>\n",
" <td>spice</td>\n",
" <td>rub</td>\n",
" <td>pickl</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>noodles</td>\n",
" <td>scrambl</td>\n",
" <td>parboil</td>\n",
" <td>curdl</td>\n",
" <td>poach</td>\n",
" <td>boil</td>\n",
" <td>steam</td>\n",
" <td>thicken</td>\n",
" <td>rins</td>\n",
" <td>pour</td>\n",
" <td>spoon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>nutmeg</td>\n",
" <td>salt</td>\n",
" <td>sugar</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>mix</td>\n",
" <td>beat</td>\n",
" <td>tast</td>\n",
" <td>stir</td>\n",
" <td>flour</td>\n",
" <td>whisk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>oil</td>\n",
" <td>salt</td>\n",
" <td>fri</td>\n",
" <td>minc</td>\n",
" <td>sugar</td>\n",
" <td>heat</td>\n",
" <td>add</td>\n",
" <td>roast</td>\n",
" <td>clarifi</td>\n",
" <td>grate</td>\n",
" <td>chop</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <td>okra</td>\n",
" <td>parboil</td>\n",
" <td>drain</td>\n",
" <td>dice</td>\n",
" <td>steam</td>\n",
" <td>gut</td>\n",
" <td>pickl</td>\n",
" <td>rins</td>\n",
" <td>fri</td>\n",
" <td>boil</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>119</th>\n",
" <td>olives</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>grate</td>\n",
" <td>sprinkl</td>\n",
" <td>salt</td>\n",
" <td>dress</td>\n",
" <td>chop</td>\n",
" <td>fri</td>\n",
" <td>put</td>\n",
" <td>heat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>onions</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>dice</td>\n",
" <td>stir</td>\n",
" <td>chop</td>\n",
" <td>pickl</td>\n",
" <td>arrang</td>\n",
" <td>salt</td>\n",
" <td>slice</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>orange</td>\n",
" <td>add</td>\n",
" <td>peel</td>\n",
" <td>garnish</td>\n",
" <td>sugar</td>\n",
" <td>put</td>\n",
" <td>arrang</td>\n",
" <td>squeez</td>\n",
" <td>sprinkl</td>\n",
" <td>discard</td>\n",
" <td>pour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>oregano</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>season</td>\n",
" <td>sprinkl</td>\n",
" <td>stir</td>\n",
" <td>chop</td>\n",
" <td>spice</td>\n",
" <td>grind</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
" <th>110</th>\n",
" <td>pancetta</td>\n",
" <td>fri</td>\n",
" <td>cook</td>\n",
" <td>minc</td>\n",
" <td>heat</td>\n",
" <td>dice</td>\n",
" <td>stir</td>\n",
" <td>drain</td>\n",
" <td>wipe</td>\n",
" <td>chop</td>\n",
" <td>toast</td>\n",
" </tr>\n",
" <tr>\n",
" <th>150</th>\n",
" <td>paneer</td>\n",
" <td>scrambl</td>\n",
" <td>debon</td>\n",
" <td>tri</td>\n",
" <td>crumpl</td>\n",
" <td>parboil</td>\n",
" <td>bread</td>\n",
" <td>knead</td>\n",
" <td>steam</td>\n",
" <td>fri</td>\n",
" <td>thaw</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>paprika</td>\n",
" <td>salt</td>\n",
" <td>season</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>minc</td>\n",
" <td>spice</td>\n",
" <td>tast</td>\n",
" <td>sugar</td>\n",
" <td>grind</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>parsley</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>sprinkl</td>\n",
" <td>salt</td>\n",
" <td>season</td>\n",
" <td>stir</td>\n",
" <td>garnish</td>\n",
" <td>dice</td>\n",
" <td>grate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>pasta</td>\n",
" <td>boil</td>\n",
" <td>thicken</td>\n",
" <td>cover</td>\n",
" <td>simmer</td>\n",
" <td>drain</td>\n",
" <td>parboil</td>\n",
" <td>steam</td>\n",
" <td>dress</td>\n",
" <td>season</td>\n",
" <td>scrambl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>peaches</td>\n",
" <td>macer</td>\n",
" <td>sweeten</td>\n",
" <td>whip</td>\n",
" <td>peel</td>\n",
" <td>spoon</td>\n",
" <td>arrang</td>\n",
" <td>garnish</td>\n",
" <td>squeez</td>\n",
" <td>pour</td>\n",
" <td>spread</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>peanuts</td>\n",
" <td>melt</td>\n",
" <td>sugar</td>\n",
" <td>clarifi</td>\n",
" <td>beat</td>\n",
" <td>put</td>\n",
" <td>spread</td>\n",
" <td>heat</td>\n",
" <td>add</td>\n",
" <td>sweeten</td>\n",
" <td>pour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>109</th>\n",
" <td>peas</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>stir</td>\n",
" <td>parboil</td>\n",
" <td>drain</td>\n",
" <td>rins</td>\n",
" <td>simmer</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>steam</td>\n",
" </tr>\n",
" <tr>\n",
" <th>120</th>\n",
" <td>pecans</td>\n",
" <td>sprinkl</td>\n",
" <td>spread</td>\n",
" <td>sugar</td>\n",
" <td>toast</td>\n",
" <td>fold</td>\n",
" <td>melt</td>\n",
" <td>sweeten</td>\n",
" <td>place</td>\n",
" <td>garnish</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>143</th>\n",
" <td>penne</td>\n",
" <td>boil</td>\n",
" <td>parboil</td>\n",
" <td>drain</td>\n",
" <td>scrambl</td>\n",
" <td>simmer</td>\n",
" <td>tast</td>\n",
" <td>thicken</td>\n",
" <td>stir</td>\n",
" <td>slowcook</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>pepper</td>\n",
" <td>season</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>salt</td>\n",
" <td>chop</td>\n",
" <td>tast</td>\n",
" <td>dice</td>\n",
" <td>pickl</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126</th>\n",
" <td>peppercorns</td>\n",
" <td>minc</td>\n",
" <td>salt</td>\n",
" <td>spice</td>\n",
" <td>season</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>grind</td>\n",
" <td>sugar</td>\n",
" <td>discard</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
" <th>134</th>\n",
" <td>pesto</td>\n",
" <td>dress</td>\n",
" <td>spread</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>spoon</td>\n",
" <td>sour</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>brush</td>\n",
" <td>sprinkl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>129</th>\n",
" <td>pimentos</td>\n",
" <td>pickl</td>\n",
" <td>minc</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>sour</td>\n",
" <td>chop</td>\n",
" <td>stir</td>\n",
" <td>put</td>\n",
" <td>season</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
" <th>132</th>\n",
" <td>pineapple</td>\n",
" <td>pickl</td>\n",
" <td>arrang</td>\n",
" <td>garnish</td>\n",
" <td>add</td>\n",
" <td>discard</td>\n",
" <td>dice</td>\n",
" <td>peel</td>\n",
" <td>pour</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>pinenuts</td>\n",
" <td>toast</td>\n",
" <td>blend</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>stir</td>\n",
" <td>bread</td>\n",
" <td>dress</td>\n",
" <td>mix</td>\n",
" <td>scrambl</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>127</th>\n",
" <td>polenta</td>\n",
" <td>batter</td>\n",
" <td>bread</td>\n",
" <td>scrambl</td>\n",
" <td>serv</td>\n",
" <td>toast</td>\n",
" <td>glaze</td>\n",
" <td>clarifi</td>\n",
" <td>rollout</td>\n",
" <td>flour</td>\n",
" <td>carv</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>pork</td>\n",
" <td>debon</td>\n",
" <td>carv</td>\n",
" <td>buri</td>\n",
" <td>roast</td>\n",
" <td>brais</td>\n",
" <td>grill</td>\n",
" <td>bast</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>marin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>potatoes</td>\n",
" <td>pickl</td>\n",
" <td>parboil</td>\n",
" <td>mash</td>\n",
" <td>dice</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>peel</td>\n",
" <td>stir</td>\n",
" <td>steam</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>prosciutto</td>\n",
" <td>arrang</td>\n",
" <td>bread</td>\n",
" <td>slice</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>cut</td>\n",
" <td>toast</td>\n",
" <td>minc</td>\n",
" <td>garnish</td>\n",
" <td>fillet</td>\n",
" </tr>\n",
" <tr>\n",
" <th>142</th>\n",
" <td>quinoa</td>\n",
" <td>simmer</td>\n",
" <td>stir</td>\n",
" <td>drain</td>\n",
" <td>boil</td>\n",
" <td>thicken</td>\n",
" <td>rins</td>\n",
" <td>poach</td>\n",
" <td>steep</td>\n",
" <td>parboil</td>\n",
" <td>mash</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>radishes</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>slice</td>\n",
" <td>parboil</td>\n",
" <td>arrang</td>\n",
" <td>minc</td>\n",
" <td>garnish</td>\n",
" <td>peel</td>\n",
" <td>dress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>raisins</td>\n",
" <td>add</td>\n",
" <td>stir</td>\n",
" <td>sugar</td>\n",
" <td>mix</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>grind</td>\n",
" <td>soak</td>\n",
" <td>put</td>\n",
" <td>pour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>rice</td>\n",
" <td>stir</td>\n",
" <td>steam</td>\n",
" <td>sugar</td>\n",
" <td>scorch</td>\n",
" <td>simmer</td>\n",
" <td>add</td>\n",
" <td>boil</td>\n",
" <td>season</td>\n",
" <td>cook</td>\n",
" <td>drain</td>\n",
" </tr>\n",
" <tr>\n",
" <th>156</th>\n",
" <td>ricotta</td>\n",
" <td>sour</td>\n",
" <td>spread</td>\n",
" <td>spoon</td>\n",
" <td>grate</td>\n",
" <td>fold</td>\n",
" <td>sprinkl</td>\n",
" <td>beat</td>\n",
" <td>whip</td>\n",
" <td>mix</td>\n",
" <td>pour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>146</th>\n",
" <td>rosemary</td>\n",
" <td>minc</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>season</td>\n",
" <td>chop</td>\n",
" <td>rub</td>\n",
" <td>spice</td>\n",
" <td>stir</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>saffron</td>\n",
" <td>salt</td>\n",
" <td>simmer</td>\n",
" <td>stir</td>\n",
" <td>spice</td>\n",
" <td>boil</td>\n",
" <td>add</td>\n",
" <td>sugar</td>\n",
" <td>strain</td>\n",
" <td>whisk</td>\n",
" <td>steep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>sake</td>\n",
" <td>boil</td>\n",
" <td>tast</td>\n",
" <td>salt</td>\n",
" <td>simmer</td>\n",
" <td>sugar</td>\n",
" <td>add</td>\n",
" <td>heat</td>\n",
" <td>clarifi</td>\n",
" <td>season</td>\n",
" <td>parboil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>salsa</td>\n",
" <td>dress</td>\n",
" <td>dice</td>\n",
" <td>pickl</td>\n",
" <td>sour</td>\n",
" <td>garnish</td>\n",
" <td>chop</td>\n",
" <td>arrang</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>season</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>salt</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>sugar</td>\n",
" <td>season</td>\n",
" <td>grind</td>\n",
" <td>rub</td>\n",
" <td>minc</td>\n",
" <td>mix</td>\n",
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>sauce</td>\n",
" <td>dress</td>\n",
" <td>add</td>\n",
" <td>glaze</td>\n",
" <td>minc</td>\n",
" <td>pour</td>\n",
" <td>stir</td>\n",
" <td>chop</td>\n",
" <td>season</td>\n",
" <td>simmer</td>\n",
" <td>dice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>sausages</td>\n",
" <td>fri</td>\n",
" <td>dice</td>\n",
" <td>cook</td>\n",
" <td>minc</td>\n",
" <td>scrambl</td>\n",
" <td>grill</td>\n",
" <td>chop</td>\n",
" <td>buri</td>\n",
" <td>stir</td>\n",
" <td>break</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>scallions</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>dice</td>\n",
" <td>arrang</td>\n",
" <td>stir</td>\n",
" <td>pickl</td>\n",
" <td>slice</td>\n",
" <td>grate</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>125</th>\n",
" <td>seasoning</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>tast</td>\n",
" <td>marin</td>\n",
" <td>dress</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>136</th>\n",
" <td>seeds</td>\n",
" <td>gut</td>\n",
" <td>spice</td>\n",
" <td>peel</td>\n",
" <td>salt</td>\n",
" <td>discard</td>\n",
" <td>grind</td>\n",
" <td>minc</td>\n",
" <td>sugar</td>\n",
" <td>chop</td>\n",
" <td>toast</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>shallots</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>stir</td>\n",
" <td>chop</td>\n",
" <td>dice</td>\n",
" <td>fri</td>\n",
" <td>pickl</td>\n",
" <td>discard</td>\n",
" <td>heat</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>shiitake</td>\n",
" <td>parboil</td>\n",
" <td>wipe</td>\n",
" <td>minc</td>\n",
" <td>rins</td>\n",
" <td>add</td>\n",
" <td>steam</td>\n",
" <td>soak</td>\n",
" <td>drain</td>\n",
" <td>chop</td>\n",
" <td>wash</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>shortening</td>\n",
" <td>beat</td>\n",
" <td>sugar</td>\n",
" <td>flour</td>\n",
" <td>melt</td>\n",
" <td>whisk</td>\n",
" <td>clarifi</td>\n",
" <td>mix</td>\n",
" <td>sour</td>\n",
" <td>blend</td>\n",
" <td>whip</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>shrimp</td>\n",
" <td>fillet</td>\n",
" <td>fri</td>\n",
" <td>marin</td>\n",
" <td>grill</td>\n",
" <td>cook</td>\n",
" <td>season</td>\n",
" <td>broil</td>\n",
" <td>parboil</td>\n",
" <td>bast</td>\n",
" <td>arrang</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>spaghetti</td>\n",
" <td>boil</td>\n",
" <td>thicken</td>\n",
" <td>simmer</td>\n",
" <td>reduc</td>\n",
" <td>season</td>\n",
" <td>cover</td>\n",
" <td>scrambl</td>\n",
" <td>spoon</td>\n",
" <td>curdl</td>\n",
" <td>lower</td>\n",
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>spices</td>\n",
" <td>spice</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>add</td>\n",
" <td>mix</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>flour</td>\n",
" <td>sprinkl</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>spinach</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>dice</td>\n",
" <td>stir</td>\n",
" <td>rins</td>\n",
" <td>arrang</td>\n",
" <td>chop</td>\n",
" <td>drain</td>\n",
" <td>mash</td>\n",
" <td>dress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>strawberries</td>\n",
" <td>whip</td>\n",
" <td>sweeten</td>\n",
" <td>macer</td>\n",
" <td>garnish</td>\n",
" <td>spread</td>\n",
" <td>spoon</td>\n",
" <td>squeez</td>\n",
" <td>fold</td>\n",
" <td>freez</td>\n",
" <td>peel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>sugar</td>\n",
" <td>sugar</td>\n",
" <td>beat</td>\n",
" <td>salt</td>\n",
" <td>whisk</td>\n",
" <td>flour</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
" <td>melt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>130</th>\n",
" <td>tequila</td>\n",
" <td>sweeten</td>\n",
" <td>sugar</td>\n",
" <td>tast</td>\n",
" <td>sour</td>\n",
" <td>strain</td>\n",
" <td>blend</td>\n",
" <td>pour</td>\n",
" <td>whisk</td>\n",
" <td>heat</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>thyme</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>chop</td>\n",
" <td>stir</td>\n",
" <td>sprinkl</td>\n",
" <td>season</td>\n",
" <td>spice</td>\n",
" <td>grate</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131</th>\n",
" <td>tofu</td>\n",
" <td>wipe</td>\n",
" <td>bread</td>\n",
" <td>scrambl</td>\n",
" <td>fri</td>\n",
" <td>marin</td>\n",
" <td>fillet</td>\n",
" <td>parboil</td>\n",
" <td>rins</td>\n",
" <td>break</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>tomatillos</td>\n",
" <td>minc</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>gut</td>\n",
" <td>peel</td>\n",
" <td>reduc</td>\n",
" <td>strain</td>\n",
" <td>squeez</td>\n",
" <td>discard</td>\n",
" <td>pickl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>tomatoes</td>\n",
" <td>add</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
" <td>minc</td>\n",
" <td>stir</td>\n",
" <td>arrang</td>\n",
" <td>discard</td>\n",
" <td>garnish</td>\n",
" <td>pour</td>\n",
" <td>peel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>tortillas</td>\n",
" <td>bread</td>\n",
" <td>fillet</td>\n",
" <td>crumpl</td>\n",
" <td>spread</td>\n",
" <td>fold</td>\n",
" <td>batter</td>\n",
" <td>place</td>\n",
" <td>arrang</td>\n",
" <td>build</td>\n",
" <td>scrambl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>tumeric</td>\n",
" <td>salt</td>\n",
" <td>stir</td>\n",
" <td>tast</td>\n",
" <td>spice</td>\n",
" <td>grind</td>\n",
" <td>season</td>\n",
" <td>add</td>\n",
" <td>mash</td>\n",
" <td>mix</td>\n",
" <td>simmer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>140</th>\n",
" <td>turnips</td>\n",
" <td>parboil</td>\n",
" <td>dice</td>\n",
" <td>pickl</td>\n",
" <td>brais</td>\n",
" <td>buri</td>\n",
" <td>chop</td>\n",
" <td>peel</td>\n",
" <td>minc</td>\n",
" <td>slice</td>\n",
" <td>mash</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>vanilla</td>\n",
" <td>beat</td>\n",
" <td>sugar</td>\n",
" <td>sweeten</td>\n",
" <td>whisk</td>\n",
" <td>whip</td>\n",
" <td>mix</td>\n",
" <td>add</td>\n",
" <td>blend</td>\n",
" <td>sour</td>\n",
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>vegetables</td>\n",
" <td>bast</td>\n",
" <td>heat</td>\n",
" <td>season</td>\n",
" <td>cook</td>\n",
" <td>add</td>\n",
" <td>strain</td>\n",
" <td>spice</td>\n",
" <td>fri</td>\n",
" <td>wipe</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>vinegar</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>sugar</td>\n",
" <td>stir</td>\n",
" <td>pickl</td>\n",
" <td>tast</td>\n",
" <td>season</td>\n",
" <td>pour</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>145</th>\n",
" <td>walnuts</td>\n",
" <td>sprinkl</td>\n",
" <td>spread</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>put</td>\n",
" <td>sugar</td>\n",
" <td>toast</td>\n",
" <td>garnish</td>\n",
" <td>mix</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>water</td>\n",
" <td>boil</td>\n",
" <td>add</td>\n",
" <td>sugar</td>\n",
" <td>salt</td>\n",
" <td>pour</td>\n",
" <td>flour</td>\n",
" <td>stir</td>\n",
" <td>soak</td>\n",
" <td>steam</td>\n",
" <td>grate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>151</th>\n",
" <td>watercress</td>\n",
" <td>chop</td>\n",
" <td>dress</td>\n",
" <td>arrang</td>\n",
" <td>dice</td>\n",
" <td>slice</td>\n",
" <td>minc</td>\n",
" <td>garnish</td>\n",
" <td>pickl</td>\n",
" <td>add</td>\n",
" <td>serv</td>\n",
" </tr>\n",
" <tr>\n",
" <th>149</th>\n",
" <td>yeast</td>\n",
" <td>beat</td>\n",
" <td>flour</td>\n",
" <td>knead</td>\n",
" <td>sugar</td>\n",
" <td>whisk</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
" <td>salt</td>\n",
" <td>blend</td>\n",
" <td>steep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>yoghurt</td>\n",
" <td>sour</td>\n",
" <td>mix</td>\n",
" <td>blend</td>\n",
" <td>sweeten</td>\n",
" <td>mash</td>\n",
" <td>whisk</td>\n",
" <td>whip</td>\n",
" <td>beat</td>\n",
" <td>curdl</td>\n",
" <td>thicken</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>zucchini</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>arrang</td>\n",
" <td>parboil</td>\n",
" <td>chop</td>\n",
" <td>peel</td>\n",
" <td>minc</td>\n",
" <td>stir</td>\n",
" <td>place</td>\n",
" <td>slice</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"HTML(find_most_similar_to_given_elementwise(model_ingredients, stemmed_actions).to_html())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"----\n",
"## Inter-Category-Similarities\n",
"* checking self similarities:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cooking Action"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Target</th>\n",
" <th>#1</th>\n",
" <th>#2</th>\n",
" <th>#3</th>\n",
" <th>#4</th>\n",
" <th>#5</th>\n",
" <th>#6</th>\n",
" <th>#7</th>\n",
" <th>#8</th>\n",
" <th>#9</th>\n",
" <th>#10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>add</td>\n",
" <td>add</td>\n",
" <td>put</td>\n",
" <td>stir</td>\n",
" <td>sprinkl</td>\n",
" <td>place</td>\n",
" <td>pour</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>arrang</td>\n",
" <td>dice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>adjust</td>\n",
" <td>adjust</td>\n",
" <td>correct</td>\n",
" <td>reduc</td>\n",
" <td>lower</td>\n",
" <td>check</td>\n",
" <td>tast</td>\n",
" <td>salt</td>\n",
" <td>stir</td>\n",
" <td>simmer</td>\n",
" <td>skim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>arrange</td>\n",
" <td>arrang</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>cut</td>\n",
" <td>spread</td>\n",
" <td>slice</td>\n",
" <td>sprinkl</td>\n",
" <td>add</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>bake</td>\n",
" <td>bake</td>\n",
" <td>roast</td>\n",
" <td>place</td>\n",
" <td>broil</td>\n",
" <td>rollup</td>\n",
" <td>sprinkl</td>\n",
" <td>rollout</td>\n",
" <td>put</td>\n",
" <td>flour</td>\n",
" <td>set</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>baste</td>\n",
" <td>bast</td>\n",
" <td>brush</td>\n",
" <td>brais</td>\n",
" <td>marin</td>\n",
" <td>glaze</td>\n",
" <td>carv</td>\n",
" <td>grill</td>\n",
" <td>rub</td>\n",
" <td>broil</td>\n",
" <td>skim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>batter</td>\n",
" <td>batter</td>\n",
" <td>glaze</td>\n",
" <td>spread</td>\n",
" <td>flour</td>\n",
" <td>spoon</td>\n",
" <td>scoop</td>\n",
" <td>whip</td>\n",
" <td>pour</td>\n",
" <td>melt</td>\n",
" <td>knead</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>beat</td>\n",
" <td>beat</td>\n",
" <td>whisk</td>\n",
" <td>blend</td>\n",
" <td>whip</td>\n",
" <td>mix</td>\n",
" <td>sugar</td>\n",
" <td>sour</td>\n",
" <td>stir</td>\n",
" <td>knead</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>blend</td>\n",
" <td>blend</td>\n",
" <td>mix</td>\n",
" <td>beat</td>\n",
" <td>whisk</td>\n",
" <td>stir</td>\n",
" <td>add</td>\n",
" <td>mash</td>\n",
" <td>sour</td>\n",
" <td>chill</td>\n",
" <td>sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>boil</td>\n",
" <td>boil</td>\n",
" <td>simmer</td>\n",
" <td>steam</td>\n",
" <td>cook</td>\n",
" <td>thicken</td>\n",
" <td>heat</td>\n",
" <td>stir</td>\n",
" <td>parboil</td>\n",
" <td>reduc</td>\n",
" <td>poach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>braise</td>\n",
" <td>brais</td>\n",
" <td>poach</td>\n",
" <td>roast</td>\n",
" <td>simmer</td>\n",
" <td>bast</td>\n",
" <td>marin</td>\n",
" <td>carv</td>\n",
" <td>cook</td>\n",
" <td>reduc</td>\n",
" <td>remov</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>bread</td>\n",
" <td>bread</td>\n",
" <td>toast</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>fold</td>\n",
" <td>brush</td>\n",
" <td>arrang</td>\n",
" <td>sprinkl</td>\n",
" <td>cut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>break</td>\n",
" <td>break</td>\n",
" <td>pull</td>\n",
" <td>mash</td>\n",
" <td>scrambl</td>\n",
" <td>cut</td>\n",
" <td>add</td>\n",
" <td>put</td>\n",
" <td>stir</td>\n",
" <td>dice</td>\n",
" <td>crack</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>broil</td>\n",
" <td>broil</td>\n",
" <td>grill</td>\n",
" <td>arrang</td>\n",
" <td>toast</td>\n",
" <td>cook</td>\n",
" <td>slice</td>\n",
" <td>roast</td>\n",
" <td>bast</td>\n",
" <td>fri</td>\n",
" <td>fillet</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>brown</td>\n",
" <td>brown</td>\n",
" <td>burn</td>\n",
" <td>sprinkl</td>\n",
" <td>scorch</td>\n",
" <td>melt</td>\n",
" <td>salt</td>\n",
" <td>toast</td>\n",
" <td>fri</td>\n",
" <td>flour</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>brush</td>\n",
" <td>brush</td>\n",
" <td>bast</td>\n",
" <td>sprinkl</td>\n",
" <td>rub</td>\n",
" <td>arrang</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" <td>fold</td>\n",
" <td>cut</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>build</td>\n",
" <td>build</td>\n",
" <td>rollout</td>\n",
" <td>garnish</td>\n",
" <td>serv</td>\n",
" <td>prepar</td>\n",
" <td>pickl</td>\n",
" <td>open</td>\n",
" <td>freez</td>\n",
" <td>crack</td>\n",
" <td>grill</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>burn</td>\n",
" <td>burn</td>\n",
" <td>scorch</td>\n",
" <td>brown</td>\n",
" <td>melt</td>\n",
" <td>curdl</td>\n",
" <td>toast</td>\n",
" <td>broil</td>\n",
" <td>break</td>\n",
" <td>grill</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>bury</td>\n",
" <td>buri</td>\n",
" <td>parboil</td>\n",
" <td>chop</td>\n",
" <td>arrang</td>\n",
" <td>cut</td>\n",
" <td>pickl</td>\n",
" <td>rins</td>\n",
" <td>mash</td>\n",
" <td>gut</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>carve</td>\n",
" <td>carv</td>\n",
" <td>debon</td>\n",
" <td>cut</td>\n",
" <td>brais</td>\n",
" <td>bast</td>\n",
" <td>roast</td>\n",
" <td>gut</td>\n",
" <td>pull</td>\n",
" <td>grill</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>check</td>\n",
" <td>check</td>\n",
" <td>adjust</td>\n",
" <td>correct</td>\n",
" <td>bast</td>\n",
" <td>tast</td>\n",
" <td>stir</td>\n",
" <td>skim</td>\n",
" <td>remov</td>\n",
" <td>pull</td>\n",
" <td>buri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>chill</td>\n",
" <td>chill</td>\n",
" <td>refriger</td>\n",
" <td>freez</td>\n",
" <td>cool</td>\n",
" <td>blend</td>\n",
" <td>thaw</td>\n",
" <td>marin</td>\n",
" <td>mix</td>\n",
" <td>knead</td>\n",
" <td>prepar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>chop</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>slice</td>\n",
" <td>arrang</td>\n",
" <td>grind</td>\n",
" <td>cut</td>\n",
" <td>grate</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>clarify</td>\n",
" <td>clarifi</td>\n",
" <td>melt</td>\n",
" <td>heat</td>\n",
" <td>reduc</td>\n",
" <td>sugar</td>\n",
" <td>fri</td>\n",
" <td>brais</td>\n",
" <td>beat</td>\n",
" <td>lower</td>\n",
" <td>bast</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>close</td>\n",
" <td>close</td>\n",
" <td>open</td>\n",
" <td>pull</td>\n",
" <td>cover</td>\n",
" <td>remov</td>\n",
" <td>squeez</td>\n",
" <td>grill</td>\n",
" <td>fold</td>\n",
" <td>crumpl</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>cook</td>\n",
" <td>cook</td>\n",
" <td>fri</td>\n",
" <td>simmer</td>\n",
" <td>heat</td>\n",
" <td>stir</td>\n",
" <td>grill</td>\n",
" <td>boil</td>\n",
" <td>add</td>\n",
" <td>broil</td>\n",
" <td>brais</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>cool</td>\n",
" <td>cool</td>\n",
" <td>thaw</td>\n",
" <td>chill</td>\n",
" <td>remov</td>\n",
" <td>warm</td>\n",
" <td>set</td>\n",
" <td>refriger</td>\n",
" <td>soak</td>\n",
" <td>macer</td>\n",
" <td>freez</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>correct</td>\n",
" <td>correct</td>\n",
" <td>adjust</td>\n",
" <td>check</td>\n",
" <td>tast</td>\n",
" <td>salt</td>\n",
" <td>reduc</td>\n",
" <td>flour</td>\n",
" <td>skim</td>\n",
" <td>sour</td>\n",
" <td>rollout</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>cover</td>\n",
" <td>cover</td>\n",
" <td>place</td>\n",
" <td>set</td>\n",
" <td>put</td>\n",
" <td>simmer</td>\n",
" <td>boil</td>\n",
" <td>wipe</td>\n",
" <td>prepar</td>\n",
" <td>pour</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>crack</td>\n",
" <td>crack</td>\n",
" <td>scrambl</td>\n",
" <td>break</td>\n",
" <td>curdl</td>\n",
" <td>grind</td>\n",
" <td>salt</td>\n",
" <td>set</td>\n",
" <td>open</td>\n",
" <td>pull</td>\n",
" <td>bread</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>crumple</td>\n",
" <td>crumpl</td>\n",
" <td>fold</td>\n",
" <td>rollout</td>\n",
" <td>cut</td>\n",
" <td>arrang</td>\n",
" <td>squeez</td>\n",
" <td>open</td>\n",
" <td>bread</td>\n",
" <td>buri</td>\n",
" <td>pull</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>curdle</td>\n",
" <td>curdl</td>\n",
" <td>scorch</td>\n",
" <td>thicken</td>\n",
" <td>scrambl</td>\n",
" <td>burn</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" <td>crack</td>\n",
" <td>sour</td>\n",
" <td>skim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>cut</td>\n",
" <td>cut</td>\n",
" <td>slice</td>\n",
" <td>arrang</td>\n",
" <td>dice</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>chop</td>\n",
" <td>fold</td>\n",
" <td>spread</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>debone</td>\n",
" <td>debon</td>\n",
" <td>carv</td>\n",
" <td>gut</td>\n",
" <td>rins</td>\n",
" <td>marin</td>\n",
" <td>poach</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>bast</td>\n",
" <td>fillet</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>dice</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>slice</td>\n",
" <td>minc</td>\n",
" <td>cut</td>\n",
" <td>add</td>\n",
" <td>arrang</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" <td>mash</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>discard</td>\n",
" <td>discard</td>\n",
" <td>add</td>\n",
" <td>strain</td>\n",
" <td>remov</td>\n",
" <td>squeez</td>\n",
" <td>peel</td>\n",
" <td>put</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>dice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>drain</td>\n",
" <td>drain</td>\n",
" <td>rins</td>\n",
" <td>strain</td>\n",
" <td>soak</td>\n",
" <td>parboil</td>\n",
" <td>remov</td>\n",
" <td>wash</td>\n",
" <td>discard</td>\n",
" <td>add</td>\n",
" <td>marin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>dress</td>\n",
" <td>dress</td>\n",
" <td>season</td>\n",
" <td>chop</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
" <td>glaze</td>\n",
" <td>marin</td>\n",
" <td>minc</td>\n",
" <td>arrang</td>\n",
" <td>grate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>fillet</td>\n",
" <td>fillet</td>\n",
" <td>season</td>\n",
" <td>grill</td>\n",
" <td>broil</td>\n",
" <td>brush</td>\n",
" <td>rub</td>\n",
" <td>gut</td>\n",
" <td>debon</td>\n",
" <td>marin</td>\n",
" <td>wipe</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>flour</td>\n",
" <td>flour</td>\n",
" <td>sugar</td>\n",
" <td>sprinkl</td>\n",
" <td>beat</td>\n",
" <td>salt</td>\n",
" <td>rub</td>\n",
" <td>knead</td>\n",
" <td>spice</td>\n",
" <td>spread</td>\n",
" <td>batter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>fold</td>\n",
" <td>fold</td>\n",
" <td>spread</td>\n",
" <td>sprinkl</td>\n",
" <td>arrang</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>add</td>\n",
" <td>cut</td>\n",
" <td>mix</td>\n",
" <td>brush</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>freeze</td>\n",
" <td>freez</td>\n",
" <td>refriger</td>\n",
" <td>chill</td>\n",
" <td>thaw</td>\n",
" <td>cool</td>\n",
" <td>marin</td>\n",
" <td>knead</td>\n",
" <td>rollout</td>\n",
" <td>steep</td>\n",
" <td>macer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>fry</td>\n",
" <td>fri</td>\n",
" <td>cook</td>\n",
" <td>grill</td>\n",
" <td>heat</td>\n",
" <td>roast</td>\n",
" <td>minc</td>\n",
" <td>scrambl</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>garnish</td>\n",
" <td>garnish</td>\n",
" <td>sprinkl</td>\n",
" <td>serv</td>\n",
" <td>arrang</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" <td>minc</td>\n",
" <td>spread</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>glaze</td>\n",
" <td>glaze</td>\n",
" <td>batter</td>\n",
" <td>bast</td>\n",
" <td>brush</td>\n",
" <td>dress</td>\n",
" <td>whip</td>\n",
" <td>sweeten</td>\n",
" <td>sugar</td>\n",
" <td>cool</td>\n",
" <td>poach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>grate</td>\n",
" <td>grate</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>slice</td>\n",
" <td>dice</td>\n",
" <td>put</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>grill</td>\n",
" <td>grill</td>\n",
" <td>broil</td>\n",
" <td>fri</td>\n",
" <td>roast</td>\n",
" <td>cook</td>\n",
" <td>bast</td>\n",
" <td>marin</td>\n",
" <td>fillet</td>\n",
" <td>brush</td>\n",
" <td>heat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>grind</td>\n",
" <td>grind</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>salt</td>\n",
" <td>sprinkl</td>\n",
" <td>rub</td>\n",
" <td>add</td>\n",
" <td>put</td>\n",
" <td>spread</td>\n",
" <td>grate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>gut</td>\n",
" <td>gut</td>\n",
" <td>debon</td>\n",
" <td>rins</td>\n",
" <td>open</td>\n",
" <td>discard</td>\n",
" <td>peel</td>\n",
" <td>carv</td>\n",
" <td>buri</td>\n",
" <td>wash</td>\n",
" <td>cut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>heat</td>\n",
" <td>heat</td>\n",
" <td>cook</td>\n",
" <td>melt</td>\n",
" <td>fri</td>\n",
" <td>simmer</td>\n",
" <td>reduc</td>\n",
" <td>boil</td>\n",
" <td>lower</td>\n",
" <td>clarifi</td>\n",
" <td>warm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>knead</td>\n",
" <td>knead</td>\n",
" <td>beat</td>\n",
" <td>flour</td>\n",
" <td>blend</td>\n",
" <td>rollout</td>\n",
" <td>squeez</td>\n",
" <td>grind</td>\n",
" <td>mix</td>\n",
" <td>chill</td>\n",
" <td>fold</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>lower</td>\n",
" <td>lower</td>\n",
" <td>reduc</td>\n",
" <td>adjust</td>\n",
" <td>simmer</td>\n",
" <td>heat</td>\n",
" <td>remov</td>\n",
" <td>boil</td>\n",
" <td>cook</td>\n",
" <td>skim</td>\n",
" <td>steam</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>macerate</td>\n",
" <td>macer</td>\n",
" <td>steep</td>\n",
" <td>marin</td>\n",
" <td>soak</td>\n",
" <td>thaw</td>\n",
" <td>strain</td>\n",
" <td>cool</td>\n",
" <td>refriger</td>\n",
" <td>chill</td>\n",
" <td>freez</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>marinate</td>\n",
" <td>marin</td>\n",
" <td>soak</td>\n",
" <td>steep</td>\n",
" <td>macer</td>\n",
" <td>season</td>\n",
" <td>brais</td>\n",
" <td>bast</td>\n",
" <td>debon</td>\n",
" <td>rins</td>\n",
" <td>grill</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>mash</td>\n",
" <td>mash</td>\n",
" <td>dice</td>\n",
" <td>break</td>\n",
" <td>add</td>\n",
" <td>mix</td>\n",
" <td>put</td>\n",
" <td>stir</td>\n",
" <td>blend</td>\n",
" <td>minc</td>\n",
" <td>squeez</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>melt</td>\n",
" <td>melt</td>\n",
" <td>heat</td>\n",
" <td>clarifi</td>\n",
" <td>beat</td>\n",
" <td>burn</td>\n",
" <td>sugar</td>\n",
" <td>brown</td>\n",
" <td>set</td>\n",
" <td>grate</td>\n",
" <td>reduc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>mince</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>grind</td>\n",
" <td>grate</td>\n",
" <td>put</td>\n",
" <td>sprinkl</td>\n",
" <td>place</td>\n",
" <td>arrang</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>mix</td>\n",
" <td>mix</td>\n",
" <td>blend</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" <td>stir</td>\n",
" <td>add</td>\n",
" <td>put</td>\n",
" <td>sour</td>\n",
" <td>pour</td>\n",
" <td>fold</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>open</td>\n",
" <td>open</td>\n",
" <td>close</td>\n",
" <td>gut</td>\n",
" <td>cut</td>\n",
" <td>remov</td>\n",
" <td>pull</td>\n",
" <td>buri</td>\n",
" <td>slice</td>\n",
" <td>crack</td>\n",
" <td>grill</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>parboil</td>\n",
" <td>parboil</td>\n",
" <td>buri</td>\n",
" <td>rins</td>\n",
" <td>steam</td>\n",
" <td>drain</td>\n",
" <td>wash</td>\n",
" <td>dice</td>\n",
" <td>arrang</td>\n",
" <td>soak</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>peel</td>\n",
" <td>peel</td>\n",
" <td>slice</td>\n",
" <td>discard</td>\n",
" <td>dice</td>\n",
" <td>cut</td>\n",
" <td>wash</td>\n",
" <td>squeez</td>\n",
" <td>gut</td>\n",
" <td>grate</td>\n",
" <td>mash</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>pickle</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>slice</td>\n",
" <td>buri</td>\n",
" <td>dress</td>\n",
" <td>grate</td>\n",
" <td>sour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>place</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>arrang</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>spread</td>\n",
" <td>pour</td>\n",
" <td>cut</td>\n",
" <td>fold</td>\n",
" <td>slice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>poach</td>\n",
" <td>poach</td>\n",
" <td>brais</td>\n",
" <td>simmer</td>\n",
" <td>debon</td>\n",
" <td>parboil</td>\n",
" <td>scrambl</td>\n",
" <td>boil</td>\n",
" <td>bast</td>\n",
" <td>marin</td>\n",
" <td>steam</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>pour</td>\n",
" <td>pour</td>\n",
" <td>add</td>\n",
" <td>put</td>\n",
" <td>spread</td>\n",
" <td>spoon</td>\n",
" <td>place</td>\n",
" <td>arrang</td>\n",
" <td>sprinkl</td>\n",
" <td>strain</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>prepare</td>\n",
" <td>prepar</td>\n",
" <td>spread</td>\n",
" <td>pour</td>\n",
" <td>place</td>\n",
" <td>arrang</td>\n",
" <td>put</td>\n",
" <td>serv</td>\n",
" <td>spoon</td>\n",
" <td>cover</td>\n",
" <td>brush</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>pull</td>\n",
" <td>pull</td>\n",
" <td>remov</td>\n",
" <td>break</td>\n",
" <td>fold</td>\n",
" <td>cut</td>\n",
" <td>discard</td>\n",
" <td>close</td>\n",
" <td>squeez</td>\n",
" <td>put</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>put</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" <td>add</td>\n",
" <td>arrang</td>\n",
" <td>pour</td>\n",
" <td>spread</td>\n",
" <td>sprinkl</td>\n",
" <td>cut</td>\n",
" <td>mix</td>\n",
" <td>fold</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>reduce</td>\n",
" <td>reduc</td>\n",
" <td>lower</td>\n",
" <td>thicken</td>\n",
" <td>adjust</td>\n",
" <td>simmer</td>\n",
" <td>heat</td>\n",
" <td>stir</td>\n",
" <td>cook</td>\n",
" <td>boil</td>\n",
" <td>clarifi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>refrigerate</td>\n",
" <td>refriger</td>\n",
" <td>chill</td>\n",
" <td>freez</td>\n",
" <td>cool</td>\n",
" <td>marin</td>\n",
" <td>steep</td>\n",
" <td>knead</td>\n",
" <td>macer</td>\n",
" <td>prepar</td>\n",
" <td>rollout</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>remove</td>\n",
" <td>remov</td>\n",
" <td>pull</td>\n",
" <td>discard</td>\n",
" <td>cool</td>\n",
" <td>drain</td>\n",
" <td>open</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>lower</td>\n",
" <td>break</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>rinse</td>\n",
" <td>rins</td>\n",
" <td>wash</td>\n",
" <td>drain</td>\n",
" <td>soak</td>\n",
" <td>parboil</td>\n",
" <td>add</td>\n",
" <td>arrang</td>\n",
" <td>discard</td>\n",
" <td>gut</td>\n",
" <td>dice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>roast</td>\n",
" <td>roast</td>\n",
" <td>brais</td>\n",
" <td>grill</td>\n",
" <td>bake</td>\n",
" <td>fri</td>\n",
" <td>broil</td>\n",
" <td>chop</td>\n",
" <td>cook</td>\n",
" <td>carv</td>\n",
" <td>bast</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>rollout</td>\n",
" <td>rollout</td>\n",
" <td>knead</td>\n",
" <td>crumpl</td>\n",
" <td>build</td>\n",
" <td>rollup</td>\n",
" <td>bake</td>\n",
" <td>flour</td>\n",
" <td>freez</td>\n",
" <td>refriger</td>\n",
" <td>chill</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>rollup</td>\n",
" <td>rollup</td>\n",
" <td>grill</td>\n",
" <td>bake</td>\n",
" <td>carv</td>\n",
" <td>debon</td>\n",
" <td>serv</td>\n",
" <td>rollout</td>\n",
" <td>tri</td>\n",
" <td>marin</td>\n",
" <td>gut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>rub</td>\n",
" <td>rub</td>\n",
" <td>season</td>\n",
" <td>brush</td>\n",
" <td>sprinkl</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" <td>spread</td>\n",
" <td>grind</td>\n",
" <td>salt</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>salt</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>sugar</td>\n",
" <td>season</td>\n",
" <td>grind</td>\n",
" <td>rub</td>\n",
" <td>minc</td>\n",
" <td>mix</td>\n",
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>scoop</td>\n",
" <td>scoop</td>\n",
" <td>spoon</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" <td>pour</td>\n",
" <td>cut</td>\n",
" <td>put</td>\n",
" <td>arrang</td>\n",
" <td>squeez</td>\n",
" <td>slice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>scorch</td>\n",
" <td>scorch</td>\n",
" <td>burn</td>\n",
" <td>curdl</td>\n",
" <td>brown</td>\n",
" <td>thicken</td>\n",
" <td>break</td>\n",
" <td>stir</td>\n",
" <td>melt</td>\n",
" <td>steam</td>\n",
" <td>mash</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <td>scramble</td>\n",
" <td>scrambl</td>\n",
" <td>curdl</td>\n",
" <td>break</td>\n",
" <td>fri</td>\n",
" <td>crack</td>\n",
" <td>poach</td>\n",
" <td>mash</td>\n",
" <td>cook</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>season</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>tast</td>\n",
" <td>marin</td>\n",
" <td>dress</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>serve</td>\n",
" <td>serv</td>\n",
" <td>garnish</td>\n",
" <td>arrang</td>\n",
" <td>slice</td>\n",
" <td>cut</td>\n",
" <td>put</td>\n",
" <td>prepar</td>\n",
" <td>place</td>\n",
" <td>spoon</td>\n",
" <td>carv</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>set</td>\n",
" <td>set</td>\n",
" <td>cover</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>melt</td>\n",
" <td>cool</td>\n",
" <td>wipe</td>\n",
" <td>remov</td>\n",
" <td>crack</td>\n",
" <td>pull</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>simmer</td>\n",
" <td>simmer</td>\n",
" <td>boil</td>\n",
" <td>cook</td>\n",
" <td>stir</td>\n",
" <td>reduc</td>\n",
" <td>steam</td>\n",
" <td>brais</td>\n",
" <td>heat</td>\n",
" <td>thicken</td>\n",
" <td>poach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>skim</td>\n",
" <td>skim</td>\n",
" <td>bast</td>\n",
" <td>strain</td>\n",
" <td>thicken</td>\n",
" <td>curdl</td>\n",
" <td>whisk</td>\n",
" <td>discard</td>\n",
" <td>reduc</td>\n",
" <td>adjust</td>\n",
" <td>brais</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>slice</td>\n",
" <td>slice</td>\n",
" <td>cut</td>\n",
" <td>dice</td>\n",
" <td>arrang</td>\n",
" <td>chop</td>\n",
" <td>place</td>\n",
" <td>spread</td>\n",
" <td>add</td>\n",
" <td>peel</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>slowcook</td>\n",
" <td>slowcook</td>\n",
" <td>brais</td>\n",
" <td>carv</td>\n",
" <td>debon</td>\n",
" <td>roast</td>\n",
" <td>rollup</td>\n",
" <td>heat</td>\n",
" <td>tri</td>\n",
" <td>boil</td>\n",
" <td>gut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>soak</td>\n",
" <td>soak</td>\n",
" <td>steep</td>\n",
" <td>rins</td>\n",
" <td>drain</td>\n",
" <td>marin</td>\n",
" <td>macer</td>\n",
" <td>add</td>\n",
" <td>wash</td>\n",
" <td>parboil</td>\n",
" <td>squeez</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>sour</td>\n",
" <td>sour</td>\n",
" <td>add</td>\n",
" <td>mix</td>\n",
" <td>beat</td>\n",
" <td>whip</td>\n",
" <td>pour</td>\n",
" <td>put</td>\n",
" <td>spread</td>\n",
" <td>blend</td>\n",
" <td>fold</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>spice</td>\n",
" <td>spice</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>add</td>\n",
" <td>mix</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>flour</td>\n",
" <td>sprinkl</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>spoon</td>\n",
" <td>spoon</td>\n",
" <td>pour</td>\n",
" <td>spread</td>\n",
" <td>scoop</td>\n",
" <td>arrang</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>sprinkl</td>\n",
" <td>fold</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>spread</td>\n",
" <td>spread</td>\n",
" <td>sprinkl</td>\n",
" <td>arrang</td>\n",
" <td>pour</td>\n",
" <td>fold</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" <td>spoon</td>\n",
" <td>add</td>\n",
" <td>scoop</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>sprinkle</td>\n",
" <td>sprinkl</td>\n",
" <td>add</td>\n",
" <td>spread</td>\n",
" <td>garnish</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>arrang</td>\n",
" <td>brush</td>\n",
" <td>pour</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>squeeze</td>\n",
" <td>squeez</td>\n",
" <td>discard</td>\n",
" <td>fold</td>\n",
" <td>spread</td>\n",
" <td>rub</td>\n",
" <td>scoop</td>\n",
" <td>put</td>\n",
" <td>mash</td>\n",
" <td>grate</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>steam</td>\n",
" <td>steam</td>\n",
" <td>parboil</td>\n",
" <td>simmer</td>\n",
" <td>boil</td>\n",
" <td>cook</td>\n",
" <td>steep</td>\n",
" <td>wash</td>\n",
" <td>brais</td>\n",
" <td>poach</td>\n",
" <td>soak</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>steep</td>\n",
" <td>steep</td>\n",
" <td>macer</td>\n",
" <td>soak</td>\n",
" <td>marin</td>\n",
" <td>strain</td>\n",
" <td>simmer</td>\n",
" <td>steam</td>\n",
" <td>cool</td>\n",
" <td>refriger</td>\n",
" <td>curdl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>stir</td>\n",
" <td>stir</td>\n",
" <td>add</td>\n",
" <td>whisk</td>\n",
" <td>mix</td>\n",
" <td>blend</td>\n",
" <td>simmer</td>\n",
" <td>beat</td>\n",
" <td>cook</td>\n",
" <td>pour</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>strain</td>\n",
" <td>strain</td>\n",
" <td>pour</td>\n",
" <td>drain</td>\n",
" <td>discard</td>\n",
" <td>steep</td>\n",
" <td>thicken</td>\n",
" <td>soak</td>\n",
" <td>skim</td>\n",
" <td>rins</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>sugar</td>\n",
" <td>sugar</td>\n",
" <td>beat</td>\n",
" <td>salt</td>\n",
" <td>whisk</td>\n",
" <td>flour</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
" <td>melt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>sweeten</td>\n",
" <td>sweeten</td>\n",
" <td>whip</td>\n",
" <td>sugar</td>\n",
" <td>beat</td>\n",
" <td>sour</td>\n",
" <td>mix</td>\n",
" <td>brown</td>\n",
" <td>melt</td>\n",
" <td>grate</td>\n",
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>taste</td>\n",
" <td>tast</td>\n",
" <td>adjust</td>\n",
" <td>season</td>\n",
" <td>salt</td>\n",
" <td>correct</td>\n",
" <td>check</td>\n",
" <td>grind</td>\n",
" <td>blend</td>\n",
" <td>spice</td>\n",
" <td>boil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>thaw</td>\n",
" <td>thaw</td>\n",
" <td>cool</td>\n",
" <td>chill</td>\n",
" <td>freez</td>\n",
" <td>wash</td>\n",
" <td>rins</td>\n",
" <td>macer</td>\n",
" <td>marin</td>\n",
" <td>drain</td>\n",
" <td>parboil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>thicken</td>\n",
" <td>thicken</td>\n",
" <td>curdl</td>\n",
" <td>reduc</td>\n",
" <td>simmer</td>\n",
" <td>boil</td>\n",
" <td>strain</td>\n",
" <td>whisk</td>\n",
" <td>scorch</td>\n",
" <td>stir</td>\n",
" <td>blend</td>\n",
" </tr>\n",
" <tr>\n",
" <th>102</th>\n",
" <td>toast</td>\n",
" <td>toast</td>\n",
" <td>bread</td>\n",
" <td>broil</td>\n",
" <td>spread</td>\n",
" <td>sprinkl</td>\n",
" <td>brown</td>\n",
" <td>grind</td>\n",
" <td>place</td>\n",
" <td>arrang</td>\n",
" <td>burn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>try</td>\n",
" <td>tri</td>\n",
" <td>gut</td>\n",
" <td>rollup</td>\n",
" <td>burn</td>\n",
" <td>close</td>\n",
" <td>tast</td>\n",
" <td>slowcook</td>\n",
" <td>open</td>\n",
" <td>carv</td>\n",
" <td>dress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>warm</td>\n",
" <td>warm</td>\n",
" <td>cool</td>\n",
" <td>heat</td>\n",
" <td>cover</td>\n",
" <td>simmer</td>\n",
" <td>boil</td>\n",
" <td>melt</td>\n",
" <td>scorch</td>\n",
" <td>pour</td>\n",
" <td>steam</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>wash</td>\n",
" <td>wash</td>\n",
" <td>rins</td>\n",
" <td>parboil</td>\n",
" <td>arrang</td>\n",
" <td>peel</td>\n",
" <td>soak</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>whip</td>\n",
" <td>whip</td>\n",
" <td>beat</td>\n",
" <td>sour</td>\n",
" <td>whisk</td>\n",
" <td>sweeten</td>\n",
" <td>fold</td>\n",
" <td>sugar</td>\n",
" <td>spread</td>\n",
" <td>mix</td>\n",
" <td>batter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>whisk</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" <td>stir</td>\n",
" <td>mix</td>\n",
" <td>blend</td>\n",
" <td>sugar</td>\n",
" <td>whip</td>\n",
" <td>add</td>\n",
" <td>pour</td>\n",
" <td>curdl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>wipe</td>\n",
" <td>wipe</td>\n",
" <td>rub</td>\n",
" <td>brush</td>\n",
" <td>rins</td>\n",
" <td>discard</td>\n",
" <td>wash</td>\n",
" <td>set</td>\n",
" <td>remov</td>\n",
" <td>cover</td>\n",
" <td>bast</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"HTML(find_most_similar_to_given_elementwise(model_actions, stemmed_actions).to_html())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Ingredient"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Target</th>\n",
" <th>#1</th>\n",
" <th>#2</th>\n",
" <th>#3</th>\n",
" <th>#4</th>\n",
" <th>#5</th>\n",
" <th>#6</th>\n",
" <th>#7</th>\n",
" <th>#8</th>\n",
" <th>#9</th>\n",
" <th>#10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>Sriracha</td>\n",
" <td>sriracha</td>\n",
" <td>mirin</td>\n",
" <td>ketchup</td>\n",
" <td>vinegar</td>\n",
" <td>mustard</td>\n",
" <td>cayenn</td>\n",
" <td>chili</td>\n",
" <td>mayonais</td>\n",
" <td>honey</td>\n",
" <td>gingerroot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>137</th>\n",
" <td>allspice</td>\n",
" <td>allspic</td>\n",
" <td>nutmeg</td>\n",
" <td>cayenn</td>\n",
" <td>cumin</td>\n",
" <td>cardamom</td>\n",
" <td>peppercorn</td>\n",
" <td>cinnamon</td>\n",
" <td>salt</td>\n",
" <td>oregano</td>\n",
" <td>paprika</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>almonds</td>\n",
" <td>almond</td>\n",
" <td>hazelnut</td>\n",
" <td>walnut</td>\n",
" <td>pecan</td>\n",
" <td>coconut</td>\n",
" <td>cinnamon</td>\n",
" <td>peanut</td>\n",
" <td>orang</td>\n",
" <td>sugar</td>\n",
" <td>vanilla</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>apples</td>\n",
" <td>appl</td>\n",
" <td>peach</td>\n",
" <td>pineappl</td>\n",
" <td>mango</td>\n",
" <td>orang</td>\n",
" <td>banana</td>\n",
" <td>beet</td>\n",
" <td>carrot</td>\n",
" <td>turnip</td>\n",
" <td>strawberri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>arugula</td>\n",
" <td>arugula</td>\n",
" <td>watercress</td>\n",
" <td>lettuc</td>\n",
" <td>spinach</td>\n",
" <td>kale</td>\n",
" <td>basil</td>\n",
" <td>cilantro</td>\n",
" <td>radish</td>\n",
" <td>prosciutto</td>\n",
" <td>cucumb</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>asparagus</td>\n",
" <td>asparagu</td>\n",
" <td>broccoli</td>\n",
" <td>cauliflow</td>\n",
" <td>leek</td>\n",
" <td>kale</td>\n",
" <td>spinach</td>\n",
" <td>pea</td>\n",
" <td>watercress</td>\n",
" <td>zucchini</td>\n",
" <td>veget</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>avocado</td>\n",
" <td>avocado</td>\n",
" <td>cucumb</td>\n",
" <td>mango</td>\n",
" <td>guacamol</td>\n",
" <td>lettuc</td>\n",
" <td>radish</td>\n",
" <td>tomato</td>\n",
" <td>salsa</td>\n",
" <td>lime</td>\n",
" <td>cilantro</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>bacon</td>\n",
" <td>bacon</td>\n",
" <td>pancetta</td>\n",
" <td>prosciutto</td>\n",
" <td>sausag</td>\n",
" <td>ham</td>\n",
" <td>shallot</td>\n",
" <td>onion</td>\n",
" <td>celeri</td>\n",
" <td>scallion</td>\n",
" <td>leek</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>baguette</td>\n",
" <td>baguett</td>\n",
" <td>bread</td>\n",
" <td>prosciutto</td>\n",
" <td>eggplant</td>\n",
" <td>avocado</td>\n",
" <td>tortilla</td>\n",
" <td>banana</td>\n",
" <td>dough</td>\n",
" <td>chees</td>\n",
" <td>cucumb</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>bananas</td>\n",
" <td>banana</td>\n",
" <td>strawberri</td>\n",
" <td>peach</td>\n",
" <td>pineappl</td>\n",
" <td>mango</td>\n",
" <td>appl</td>\n",
" <td>orang</td>\n",
" <td>almond</td>\n",
" <td>coconut</td>\n",
" <td>avocado</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>basil</td>\n",
" <td>basil</td>\n",
" <td>parsley</td>\n",
" <td>rosemari</td>\n",
" <td>oregano</td>\n",
" <td>thyme</td>\n",
" <td>cilantro</td>\n",
" <td>marjoram</td>\n",
" <td>chive</td>\n",
" <td>mint</td>\n",
" <td>coriand</td>\n",
" </tr>\n",
" <tr>\n",
" <th>159</th>\n",
" <td>beans</td>\n",
" <td>bean</td>\n",
" <td>pea</td>\n",
" <td>chickpea</td>\n",
" <td>tomato</td>\n",
" <td>chile</td>\n",
" <td>chili</td>\n",
" <td>peppercorn</td>\n",
" <td>carrot</td>\n",
" <td>potato</td>\n",
" <td>zucchini</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>beansprouts</td>\n",
" <td>beansprout</td>\n",
" <td>kimchi</td>\n",
" <td>watercress</td>\n",
" <td>fettucin</td>\n",
" <td>daikon</td>\n",
" <td>radish</td>\n",
" <td>cabbag</td>\n",
" <td>linguin</td>\n",
" <td>shiitak</td>\n",
" <td>kale</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>beef</td>\n",
" <td>beef</td>\n",
" <td>meat</td>\n",
" <td>pork</td>\n",
" <td>chicken</td>\n",
" <td>sausag</td>\n",
" <td>ham</td>\n",
" <td>mushroom</td>\n",
" <td>bacon</td>\n",
" <td>veget</td>\n",
" <td>potato</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>beer</td>\n",
" <td>beer</td>\n",
" <td>tequila</td>\n",
" <td>molass</td>\n",
" <td>ketchup</td>\n",
" <td>vinegar</td>\n",
" <td>water</td>\n",
" <td>buttermilk</td>\n",
" <td>milk</td>\n",
" <td>brandi</td>\n",
" <td>allspic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>144</th>\n",
" <td>beets</td>\n",
" <td>beet</td>\n",
" <td>turnip</td>\n",
" <td>radish</td>\n",
" <td>potato</td>\n",
" <td>cabbag</td>\n",
" <td>cucumb</td>\n",
" <td>carrot</td>\n",
" <td>appl</td>\n",
" <td>cauliflow</td>\n",
" <td>watercress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117</th>\n",
" <td>brandy</td>\n",
" <td>brandi</td>\n",
" <td>tequila</td>\n",
" <td>honey</td>\n",
" <td>raisin</td>\n",
" <td>nutmeg</td>\n",
" <td>molass</td>\n",
" <td>sake</td>\n",
" <td>orang</td>\n",
" <td>cinnamon</td>\n",
" <td>vanilla</td>\n",
" </tr>\n",
" <tr>\n",
" <th>102</th>\n",
" <td>bread</td>\n",
" <td>bread</td>\n",
" <td>baguett</td>\n",
" <td>prosciutto</td>\n",
" <td>tortilla</td>\n",
" <td>eggplant</td>\n",
" <td>avocado</td>\n",
" <td>chees</td>\n",
" <td>banana</td>\n",
" <td>butter</td>\n",
" <td>ham</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>broccoli</td>\n",
" <td>broccoli</td>\n",
" <td>cauliflow</td>\n",
" <td>asparagu</td>\n",
" <td>pea</td>\n",
" <td>spinach</td>\n",
" <td>kale</td>\n",
" <td>cabbag</td>\n",
" <td>mushroom</td>\n",
" <td>celeri</td>\n",
" <td>leek</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>butter</td>\n",
" <td>butter</td>\n",
" <td>margarin</td>\n",
" <td>shorten</td>\n",
" <td>cinnamon</td>\n",
" <td>lard</td>\n",
" <td>oil</td>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" <td>almond</td>\n",
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>buttermilk</td>\n",
" <td>buttermilk</td>\n",
" <td>milk</td>\n",
" <td>molass</td>\n",
" <td>egg</td>\n",
" <td>honey</td>\n",
" <td>flour</td>\n",
" <td>margarin</td>\n",
" <td>shorten</td>\n",
" <td>sugar</td>\n",
" <td>vanilla</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>cabbage</td>\n",
" <td>cabbag</td>\n",
" <td>turnip</td>\n",
" <td>radish</td>\n",
" <td>kale</td>\n",
" <td>leek</td>\n",
" <td>carrot</td>\n",
" <td>broccoli</td>\n",
" <td>lettuc</td>\n",
" <td>celeri</td>\n",
" <td>daikon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>capers</td>\n",
" <td>caper</td>\n",
" <td>shallot</td>\n",
" <td>parsley</td>\n",
" <td>chive</td>\n",
" <td>basil</td>\n",
" <td>rosemari</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
" <td>scallion</td>\n",
" <td>garlic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>152</th>\n",
" <td>cardamom</td>\n",
" <td>cardamom</td>\n",
" <td>allspic</td>\n",
" <td>cinnamon</td>\n",
" <td>cumin</td>\n",
" <td>nutmeg</td>\n",
" <td>tumer</td>\n",
" <td>peppercorn</td>\n",
" <td>cayenn</td>\n",
" <td>coriand</td>\n",
" <td>saffron</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>carrots</td>\n",
" <td>carrot</td>\n",
" <td>celeri</td>\n",
" <td>turnip</td>\n",
" <td>zucchini</td>\n",
" <td>scallion</td>\n",
" <td>radish</td>\n",
" <td>onion</td>\n",
" <td>leek</td>\n",
" <td>shallot</td>\n",
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>cauliflower</td>\n",
" <td>cauliflow</td>\n",
" <td>broccoli</td>\n",
" <td>asparagu</td>\n",
" <td>turnip</td>\n",
" <td>kale</td>\n",
" <td>cabbag</td>\n",
" <td>carrot</td>\n",
" <td>potato</td>\n",
" <td>leek</td>\n",
" <td>zucchini</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>cayenne</td>\n",
" <td>cayenn</td>\n",
" <td>paprika</td>\n",
" <td>cumin</td>\n",
" <td>allspic</td>\n",
" <td>salt</td>\n",
" <td>nutmeg</td>\n",
" <td>oregano</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
" <td>garlic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>celery</td>\n",
" <td>celeri</td>\n",
" <td>onion</td>\n",
" <td>carrot</td>\n",
" <td>scallion</td>\n",
" <td>shallot</td>\n",
" <td>thyme</td>\n",
" <td>parsley</td>\n",
" <td>garlic</td>\n",
" <td>cilantro</td>\n",
" <td>chive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>cheese</td>\n",
" <td>chees</td>\n",
" <td>ricotta</td>\n",
" <td>butter</td>\n",
" <td>prosciutto</td>\n",
" <td>mascarpon</td>\n",
" <td>chive</td>\n",
" <td>mushroom</td>\n",
" <td>basil</td>\n",
" <td>avocado</td>\n",
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>chicken</td>\n",
" <td>chicken</td>\n",
" <td>beef</td>\n",
" <td>meat</td>\n",
" <td>pork</td>\n",
" <td>ham</td>\n",
" <td>shrimp</td>\n",
" <td>veget</td>\n",
" <td>mushroom</td>\n",
" <td>sausag</td>\n",
" <td>cauliflow</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>chickpeas</td>\n",
" <td>chickpea</td>\n",
" <td>quinoa</td>\n",
" <td>bean</td>\n",
" <td>pea</td>\n",
" <td>couscou</td>\n",
" <td>cauliflow</td>\n",
" <td>caper</td>\n",
" <td>tomato</td>\n",
" <td>kale</td>\n",
" <td>tomatillo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>chiles</td>\n",
" <td>chile</td>\n",
" <td>chili</td>\n",
" <td>chilli</td>\n",
" <td>garlic</td>\n",
" <td>cumin</td>\n",
" <td>onion</td>\n",
" <td>coriand</td>\n",
" <td>cayenn</td>\n",
" <td>tomato</td>\n",
" <td>oregano</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>chili</td>\n",
" <td>chili</td>\n",
" <td>chile</td>\n",
" <td>chilli</td>\n",
" <td>cayenn</td>\n",
" <td>oregano</td>\n",
" <td>garlic</td>\n",
" <td>cumin</td>\n",
" <td>onion</td>\n",
" <td>mustard</td>\n",
" <td>paprika</td>\n",
" </tr>\n",
" <tr>\n",
" <th>135</th>\n",
" <td>chillies</td>\n",
" <td>chilli</td>\n",
" <td>chili</td>\n",
" <td>chile</td>\n",
" <td>onion</td>\n",
" <td>coriand</td>\n",
" <td>garlic</td>\n",
" <td>oregano</td>\n",
" <td>cumin</td>\n",
" <td>ginger</td>\n",
" <td>basil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>chives</td>\n",
" <td>chive</td>\n",
" <td>parsley</td>\n",
" <td>scallion</td>\n",
" <td>basil</td>\n",
" <td>cilantro</td>\n",
" <td>thyme</td>\n",
" <td>marjoram</td>\n",
" <td>rosemari</td>\n",
" <td>caper</td>\n",
" <td>oregano</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>cilantro</td>\n",
" <td>cilantro</td>\n",
" <td>coriand</td>\n",
" <td>basil</td>\n",
" <td>parsley</td>\n",
" <td>chive</td>\n",
" <td>scallion</td>\n",
" <td>thyme</td>\n",
" <td>oregano</td>\n",
" <td>mint</td>\n",
" <td>celeri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>cinnamon</td>\n",
" <td>cinnamon</td>\n",
" <td>allspic</td>\n",
" <td>nutmeg</td>\n",
" <td>cardamom</td>\n",
" <td>sugar</td>\n",
" <td>vanilla</td>\n",
" <td>honey</td>\n",
" <td>butter</td>\n",
" <td>cayenn</td>\n",
" <td>molass</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>clove</td>\n",
" <td>clove</td>\n",
" <td>peppercorn</td>\n",
" <td>rosemari</td>\n",
" <td>allspic</td>\n",
" <td>cumin</td>\n",
" <td>ginger</td>\n",
" <td>thyme</td>\n",
" <td>coriand</td>\n",
" <td>oregano</td>\n",
" <td>garlic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>114</th>\n",
" <td>coconut</td>\n",
" <td>coconut</td>\n",
" <td>almond</td>\n",
" <td>peanut</td>\n",
" <td>hazelnut</td>\n",
" <td>vanilla</td>\n",
" <td>cinnamon</td>\n",
" <td>butter</td>\n",
" <td>banana</td>\n",
" <td>margarin</td>\n",
" <td>walnut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>coriander</td>\n",
" <td>coriand</td>\n",
" <td>cilantro</td>\n",
" <td>cumin</td>\n",
" <td>oregano</td>\n",
" <td>thyme</td>\n",
" <td>basil</td>\n",
" <td>marjoram</td>\n",
" <td>parsley</td>\n",
" <td>garlic</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>corn</td>\n",
" <td>corn</td>\n",
" <td>onion</td>\n",
" <td>potato</td>\n",
" <td>chili</td>\n",
" <td>celeri</td>\n",
" <td>scallion</td>\n",
" <td>cilantro</td>\n",
" <td>carrot</td>\n",
" <td>garlic</td>\n",
" <td>oregano</td>\n",
" </tr>\n",
" <tr>\n",
" <th>157</th>\n",
" <td>cornflour</td>\n",
" <td>cornflour</td>\n",
" <td>mirin</td>\n",
" <td>sake</td>\n",
" <td>dashi</td>\n",
" <td>flour</td>\n",
" <td>ghee</td>\n",
" <td>tumer</td>\n",
" <td>brandi</td>\n",
" <td>cornmeal</td>\n",
" <td>sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>cornmeal</td>\n",
" <td>cornmeal</td>\n",
" <td>flour</td>\n",
" <td>yeast</td>\n",
" <td>buttermilk</td>\n",
" <td>cinnamon</td>\n",
" <td>salt</td>\n",
" <td>shorten</td>\n",
" <td>cornflour</td>\n",
" <td>butter</td>\n",
" <td>egg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>124</th>\n",
" <td>cotija</td>\n",
" <td>cotija</td>\n",
" <td>guacamol</td>\n",
" <td>salsa</td>\n",
" <td>pimento</td>\n",
" <td>ricotta</td>\n",
" <td>pinenut</td>\n",
" <td>mascarpon</td>\n",
" <td>chees</td>\n",
" <td>cream</td>\n",
" <td>avocado</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>couscous</td>\n",
" <td>couscou</td>\n",
" <td>quinoa</td>\n",
" <td>rice</td>\n",
" <td>pinenut</td>\n",
" <td>chickpea</td>\n",
" <td>linguin</td>\n",
" <td>pasta</td>\n",
" <td>penn</td>\n",
" <td>grit</td>\n",
" <td>saffron</td>\n",
" </tr>\n",
" <tr>\n",
" <th>139</th>\n",
" <td>crawfish</td>\n",
" <td>crawfish</td>\n",
" <td>shrimp</td>\n",
" <td>mussel</td>\n",
" <td>okra</td>\n",
" <td>linguin</td>\n",
" <td>penn</td>\n",
" <td>fettucin</td>\n",
" <td>beansprout</td>\n",
" <td>grit</td>\n",
" <td>meat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>cream</td>\n",
" <td>cream</td>\n",
" <td>mascarpon</td>\n",
" <td>milk</td>\n",
" <td>margarin</td>\n",
" <td>ricotta</td>\n",
" <td>vanilla</td>\n",
" <td>sugar</td>\n",
" <td>nutmeg</td>\n",
" <td>honey</td>\n",
" <td>butter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>cucumber</td>\n",
" <td>cucumb</td>\n",
" <td>radish</td>\n",
" <td>avocado</td>\n",
" <td>zucchini</td>\n",
" <td>mango</td>\n",
" <td>lettuc</td>\n",
" <td>daikon</td>\n",
" <td>scallion</td>\n",
" <td>carrot</td>\n",
" <td>celeri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>cumin</td>\n",
" <td>cumin</td>\n",
" <td>cayenn</td>\n",
" <td>coriand</td>\n",
" <td>oregano</td>\n",
" <td>allspic</td>\n",
" <td>paprika</td>\n",
" <td>garlic</td>\n",
" <td>thyme</td>\n",
" <td>pepper</td>\n",
" <td>peppercorn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>122</th>\n",
" <td>daikon</td>\n",
" <td>daikon</td>\n",
" <td>radish</td>\n",
" <td>cucumb</td>\n",
" <td>turnip</td>\n",
" <td>cabbag</td>\n",
" <td>shiitak</td>\n",
" <td>kimchi</td>\n",
" <td>carrot</td>\n",
" <td>beet</td>\n",
" <td>beansprout</td>\n",
" </tr>\n",
" <tr>\n",
" <th>133</th>\n",
" <td>dashi</td>\n",
" <td>dashi</td>\n",
" <td>mirin</td>\n",
" <td>sake</td>\n",
" <td>cornflour</td>\n",
" <td>tumer</td>\n",
" <td>saffron</td>\n",
" <td>water</td>\n",
" <td>daikon</td>\n",
" <td>milk</td>\n",
" <td>shiitak</td>\n",
" </tr>\n",
" <tr>\n",
" <th>153</th>\n",
" <td>dough</td>\n",
" <td>dough</td>\n",
" <td>tortilla</td>\n",
" <td>polenta</td>\n",
" <td>baguett</td>\n",
" <td>yeast</td>\n",
" <td>ice</td>\n",
" <td>bread</td>\n",
" <td>flour</td>\n",
" <td>pesto</td>\n",
" <td>cornmeal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>eggplant</td>\n",
" <td>eggplant</td>\n",
" <td>zucchini</td>\n",
" <td>potato</td>\n",
" <td>leek</td>\n",
" <td>cucumb</td>\n",
" <td>tomato</td>\n",
" <td>avocado</td>\n",
" <td>baguett</td>\n",
" <td>mushroom</td>\n",
" <td>okra</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>eggs</td>\n",
" <td>egg</td>\n",
" <td>buttermilk</td>\n",
" <td>molass</td>\n",
" <td>milk</td>\n",
" <td>margarin</td>\n",
" <td>butter</td>\n",
" <td>almond</td>\n",
" <td>honey</td>\n",
" <td>coconut</td>\n",
" <td>cream</td>\n",
" </tr>\n",
" <tr>\n",
" <th>115</th>\n",
" <td>fettucine</td>\n",
" <td>fettucin</td>\n",
" <td>linguin</td>\n",
" <td>penn</td>\n",
" <td>pasta</td>\n",
" <td>spaghetti</td>\n",
" <td>noodl</td>\n",
" <td>beansprout</td>\n",
" <td>mussel</td>\n",
" <td>couscou</td>\n",
" <td>quinoa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>flour</td>\n",
" <td>flour</td>\n",
" <td>cornmeal</td>\n",
" <td>cinnamon</td>\n",
" <td>sugar</td>\n",
" <td>buttermilk</td>\n",
" <td>butter</td>\n",
" <td>milk</td>\n",
" <td>shorten</td>\n",
" <td>nutmeg</td>\n",
" <td>margarin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>garlic</td>\n",
" <td>garlic</td>\n",
" <td>oregano</td>\n",
" <td>shallot</td>\n",
" <td>cumin</td>\n",
" <td>thyme</td>\n",
" <td>cayenn</td>\n",
" <td>coriand</td>\n",
" <td>onion</td>\n",
" <td>rosemari</td>\n",
" <td>pepper</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>ghee</td>\n",
" <td>ghee</td>\n",
" <td>lard</td>\n",
" <td>margarin</td>\n",
" <td>oil</td>\n",
" <td>butter</td>\n",
" <td>shorten</td>\n",
" <td>oliv</td>\n",
" <td>tumer</td>\n",
" <td>cornflour</td>\n",
" <td>peanut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>ginger</td>\n",
" <td>ginger</td>\n",
" <td>gingerroot</td>\n",
" <td>coriand</td>\n",
" <td>cumin</td>\n",
" <td>thyme</td>\n",
" <td>shallot</td>\n",
" <td>clove</td>\n",
" <td>garlic</td>\n",
" <td>cayenn</td>\n",
" <td>allspic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>138</th>\n",
" <td>gingerroot</td>\n",
" <td>gingerroot</td>\n",
" <td>ginger</td>\n",
" <td>lemongrass</td>\n",
" <td>shallot</td>\n",
" <td>mirin</td>\n",
" <td>onion</td>\n",
" <td>scallion</td>\n",
" <td>carrot</td>\n",
" <td>vinegar</td>\n",
" <td>celeri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>111</th>\n",
" <td>grits</td>\n",
" <td>grit</td>\n",
" <td>polenta</td>\n",
" <td>quinoa</td>\n",
" <td>couscou</td>\n",
" <td>linguin</td>\n",
" <td>pasta</td>\n",
" <td>penn</td>\n",
" <td>noodl</td>\n",
" <td>cornmeal</td>\n",
" <td>fettucin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>guacamole</td>\n",
" <td>guacamol</td>\n",
" <td>salsa</td>\n",
" <td>avocado</td>\n",
" <td>cotija</td>\n",
" <td>pesto</td>\n",
" <td>lettuc</td>\n",
" <td>kalamata</td>\n",
" <td>mayonais</td>\n",
" <td>cilantro</td>\n",
" <td>tomatillo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>ham</td>\n",
" <td>ham</td>\n",
" <td>prosciutto</td>\n",
" <td>bacon</td>\n",
" <td>pork</td>\n",
" <td>beef</td>\n",
" <td>sausag</td>\n",
" <td>meat</td>\n",
" <td>chicken</td>\n",
" <td>pancetta</td>\n",
" <td>pimento</td>\n",
" </tr>\n",
" <tr>\n",
" <th>158</th>\n",
" <td>hazelnuts</td>\n",
" <td>hazelnut</td>\n",
" <td>walnut</td>\n",
" <td>almond</td>\n",
" <td>pecan</td>\n",
" <td>peanut</td>\n",
" <td>coconut</td>\n",
" <td>cinnamon</td>\n",
" <td>vanilla</td>\n",
" <td>sugar</td>\n",
" <td>mint</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>honey</td>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" <td>molass</td>\n",
" <td>vinegar</td>\n",
" <td>cinnamon</td>\n",
" <td>lemon</td>\n",
" <td>milk</td>\n",
" <td>mustard</td>\n",
" <td>ginger</td>\n",
" <td>allspic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>147</th>\n",
" <td>ice</td>\n",
" <td>ice</td>\n",
" <td>strawberri</td>\n",
" <td>mascarpon</td>\n",
" <td>vanilla</td>\n",
" <td>coconut</td>\n",
" <td>shorten</td>\n",
" <td>cornflour</td>\n",
" <td>cream</td>\n",
" <td>butter</td>\n",
" <td>yeast</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>juice</td>\n",
" <td>juic</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
" <td>lime</td>\n",
" <td>vinegar</td>\n",
" <td>ginger</td>\n",
" <td>shallot</td>\n",
" <td>thyme</td>\n",
" <td>garlic</td>\n",
" <td>caper</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>kalamata</td>\n",
" <td>kalamata</td>\n",
" <td>caper</td>\n",
" <td>pimento</td>\n",
" <td>pinenut</td>\n",
" <td>arugula</td>\n",
" <td>avocado</td>\n",
" <td>guacamol</td>\n",
" <td>tomato</td>\n",
" <td>oliv</td>\n",
" <td>cucumb</td>\n",
" </tr>\n",
" <tr>\n",
" <th>118</th>\n",
" <td>kale</td>\n",
" <td>kale</td>\n",
" <td>spinach</td>\n",
" <td>watercress</td>\n",
" <td>arugula</td>\n",
" <td>cabbag</td>\n",
" <td>broccoli</td>\n",
" <td>cauliflow</td>\n",
" <td>asparagu</td>\n",
" <td>leek</td>\n",
" <td>turnip</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>ketchup</td>\n",
" <td>ketchup</td>\n",
" <td>sriracha</td>\n",
" <td>vinegar</td>\n",
" <td>mustard</td>\n",
" <td>molass</td>\n",
" <td>honey</td>\n",
" <td>chili</td>\n",
" <td>mirin</td>\n",
" <td>sauc</td>\n",
" <td>mayonais</td>\n",
" </tr>\n",
" <tr>\n",
" <th>148</th>\n",
" <td>kimchi</td>\n",
" <td>kimchi</td>\n",
" <td>beansprout</td>\n",
" <td>daikon</td>\n",
" <td>radish</td>\n",
" <td>salsa</td>\n",
" <td>sriracha</td>\n",
" <td>cabbag</td>\n",
" <td>ketchup</td>\n",
" <td>mayonais</td>\n",
" <td>guacamol</td>\n",
" </tr>\n",
" <tr>\n",
" <th>116</th>\n",
" <td>lard</td>\n",
" <td>lard</td>\n",
" <td>shorten</td>\n",
" <td>ghee</td>\n",
" <td>margarin</td>\n",
" <td>butter</td>\n",
" <td>peanut</td>\n",
" <td>molass</td>\n",
" <td>oil</td>\n",
" <td>sugar</td>\n",
" <td>buttermilk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>leeks</td>\n",
" <td>leek</td>\n",
" <td>shallot</td>\n",
" <td>scallion</td>\n",
" <td>mushroom</td>\n",
" <td>onion</td>\n",
" <td>turnip</td>\n",
" <td>carrot</td>\n",
" <td>celeri</td>\n",
" <td>zucchini</td>\n",
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>lemon</td>\n",
" <td>lemon</td>\n",
" <td>lime</td>\n",
" <td>orang</td>\n",
" <td>juic</td>\n",
" <td>mint</td>\n",
" <td>ginger</td>\n",
" <td>honey</td>\n",
" <td>vinegar</td>\n",
" <td>basil</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>lemongrass</td>\n",
" <td>lemongrass</td>\n",
" <td>gingerroot</td>\n",
" <td>ginger</td>\n",
" <td>coriand</td>\n",
" <td>scallion</td>\n",
" <td>mirin</td>\n",
" <td>chilli</td>\n",
" <td>cilantro</td>\n",
" <td>lime</td>\n",
" <td>shallot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>112</th>\n",
" <td>lettuce</td>\n",
" <td>lettuc</td>\n",
" <td>arugula</td>\n",
" <td>watercress</td>\n",
" <td>cucumb</td>\n",
" <td>avocado</td>\n",
" <td>cabbag</td>\n",
" <td>spinach</td>\n",
" <td>radish</td>\n",
" <td>cilantro</td>\n",
" <td>prosciutto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>lime</td>\n",
" <td>lime</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
" <td>mint</td>\n",
" <td>mango</td>\n",
" <td>juic</td>\n",
" <td>ginger</td>\n",
" <td>cilantro</td>\n",
" <td>pineappl</td>\n",
" <td>avocado</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>linguine</td>\n",
" <td>linguin</td>\n",
" <td>penn</td>\n",
" <td>fettucin</td>\n",
" <td>pasta</td>\n",
" <td>spaghetti</td>\n",
" <td>noodl</td>\n",
" <td>mussel</td>\n",
" <td>couscou</td>\n",
" <td>quinoa</td>\n",
" <td>beansprout</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>mango</td>\n",
" <td>mango</td>\n",
" <td>pineappl</td>\n",
" <td>peach</td>\n",
" <td>avocado</td>\n",
" <td>lime</td>\n",
" <td>strawberri</td>\n",
" <td>cucumb</td>\n",
" <td>orang</td>\n",
" <td>appl</td>\n",
" <td>banana</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>margarine</td>\n",
" <td>margarin</td>\n",
" <td>butter</td>\n",
" <td>shorten</td>\n",
" <td>lard</td>\n",
" <td>sugar</td>\n",
" <td>molass</td>\n",
" <td>peanut</td>\n",
" <td>cinnamon</td>\n",
" <td>honey</td>\n",
" <td>milk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>155</th>\n",
" <td>marjoram</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
" <td>oregano</td>\n",
" <td>rosemari</td>\n",
" <td>parsley</td>\n",
" <td>basil</td>\n",
" <td>cayenn</td>\n",
" <td>coriand</td>\n",
" <td>paprika</td>\n",
" <td>chive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>121</th>\n",
" <td>mascarpone</td>\n",
" <td>mascarpon</td>\n",
" <td>ricotta</td>\n",
" <td>cream</td>\n",
" <td>chees</td>\n",
" <td>strawberri</td>\n",
" <td>butter</td>\n",
" <td>ice</td>\n",
" <td>cotija</td>\n",
" <td>egg</td>\n",
" <td>yoghurt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>mayonaise</td>\n",
" <td>mayonais</td>\n",
" <td>sriracha</td>\n",
" <td>ketchup</td>\n",
" <td>pimento</td>\n",
" <td>yoghurt</td>\n",
" <td>guacamol</td>\n",
" <td>pesto</td>\n",
" <td>kimchi</td>\n",
" <td>salsa</td>\n",
" <td>cotija</td>\n",
" </tr>\n",
" <tr>\n",
" <th>128</th>\n",
" <td>meat</td>\n",
" <td>meat</td>\n",
" <td>beef</td>\n",
" <td>pork</td>\n",
" <td>chicken</td>\n",
" <td>sausag</td>\n",
" <td>ham</td>\n",
" <td>bacon</td>\n",
" <td>shrimp</td>\n",
" <td>veget</td>\n",
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>milk</td>\n",
" <td>milk</td>\n",
" <td>buttermilk</td>\n",
" <td>cream</td>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" <td>water</td>\n",
" <td>margarin</td>\n",
" <td>nutmeg</td>\n",
" <td>molass</td>\n",
" <td>vanilla</td>\n",
" </tr>\n",
" <tr>\n",
" <th>123</th>\n",
" <td>mint</td>\n",
" <td>mint</td>\n",
" <td>basil</td>\n",
" <td>cilantro</td>\n",
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" <td>coriand</td>\n",
" <td>lime</td>\n",
" <td>oregano</td>\n",
" <td>lemon</td>\n",
" <td>parsley</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>mirin</td>\n",
" <td>mirin</td>\n",
" <td>sake</td>\n",
" <td>vinegar</td>\n",
" <td>sriracha</td>\n",
" <td>gingerroot</td>\n",
" <td>dashi</td>\n",
" <td>ketchup</td>\n",
" <td>lemongrass</td>\n",
" <td>honey</td>\n",
" <td>ginger</td>\n",
" </tr>\n",
" <tr>\n",
" <th>154</th>\n",
" <td>molasses</td>\n",
" <td>molass</td>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" <td>vanilla</td>\n",
" <td>buttermilk</td>\n",
" <td>vinegar</td>\n",
" <td>ketchup</td>\n",
" <td>cinnamon</td>\n",
" <td>margarin</td>\n",
" <td>shorten</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>mushrooms</td>\n",
" <td>mushroom</td>\n",
" <td>leek</td>\n",
" <td>shiitak</td>\n",
" <td>onion</td>\n",
" <td>celeri</td>\n",
" <td>shallot</td>\n",
" <td>scallion</td>\n",
" <td>tomato</td>\n",
" <td>spinach</td>\n",
" <td>carrot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>113</th>\n",
" <td>mussels</td>\n",
" <td>mussel</td>\n",
" <td>shrimp</td>\n",
" <td>linguin</td>\n",
" <td>crawfish</td>\n",
" <td>pasta</td>\n",
" <td>penn</td>\n",
" <td>fettucin</td>\n",
" <td>spaghetti</td>\n",
" <td>asparagu</td>\n",
" <td>grit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>141</th>\n",
" <td>mustard</td>\n",
" <td>mustard</td>\n",
" <td>oregano</td>\n",
" <td>paprika</td>\n",
" <td>cayenn</td>\n",
" <td>cumin</td>\n",
" <td>thyme</td>\n",
" <td>chili</td>\n",
" <td>garlic</td>\n",
" <td>rosemari</td>\n",
" <td>peppercorn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>noodles</td>\n",
" <td>noodl</td>\n",
" <td>pasta</td>\n",
" <td>spaghetti</td>\n",
" <td>linguin</td>\n",
" <td>fettucin</td>\n",
" <td>penn</td>\n",
" <td>broccoli</td>\n",
" <td>rice</td>\n",
" <td>asparagu</td>\n",
" <td>quinoa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>nutmeg</td>\n",
" <td>nutmeg</td>\n",
" <td>allspic</td>\n",
" <td>cayenn</td>\n",
" <td>salt</td>\n",
" <td>cinnamon</td>\n",
" <td>paprika</td>\n",
" <td>cardamom</td>\n",
" <td>cumin</td>\n",
" <td>oregano</td>\n",
" <td>thyme</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>oil</td>\n",
" <td>oil</td>\n",
" <td>oliv</td>\n",
" <td>butter</td>\n",
" <td>paprika</td>\n",
" <td>cumin</td>\n",
" <td>honey</td>\n",
" <td>cayenn</td>\n",
" <td>salt</td>\n",
" <td>shallot</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <td>okra</td>\n",
" <td>okra</td>\n",
" <td>zucchini</td>\n",
" <td>pea</td>\n",
" <td>asparagu</td>\n",
" <td>broccoli</td>\n",
" <td>eggplant</td>\n",
" <td>cabbag</td>\n",
" <td>leek</td>\n",
" <td>mushroom</td>\n",
" <td>cauliflow</td>\n",
" </tr>\n",
" <tr>\n",
" <th>119</th>\n",
" <td>olives</td>\n",
" <td>oliv</td>\n",
" <td>oil</td>\n",
" <td>caper</td>\n",
" <td>shallot</td>\n",
" <td>oregano</td>\n",
" <td>garlic</td>\n",
" <td>rosemari</td>\n",
" <td>parsley</td>\n",
" <td>scallion</td>\n",
" <td>chive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>onions</td>\n",
" <td>onion</td>\n",
" <td>shallot</td>\n",
" <td>scallion</td>\n",
" <td>celeri</td>\n",
" <td>garlic</td>\n",
" <td>chilli</td>\n",
" <td>leek</td>\n",
" <td>chili</td>\n",
" <td>carrot</td>\n",
" <td>mushroom</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>orange</td>\n",
" <td>orang</td>\n",
" <td>lemon</td>\n",
" <td>lime</td>\n",
" <td>pineappl</td>\n",
" <td>juic</td>\n",
" <td>mango</td>\n",
" <td>appl</td>\n",
" <td>peach</td>\n",
" <td>ginger</td>\n",
" <td>honey</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>oregano</td>\n",
" <td>oregano</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" <td>basil</td>\n",
" <td>parsley</td>\n",
" <td>cayenn</td>\n",
" <td>paprika</td>\n",
" <td>coriand</td>\n",
" <td>cumin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>110</th>\n",
" <td>pancetta</td>\n",
" <td>pancetta</td>\n",
" <td>bacon</td>\n",
" <td>prosciutto</td>\n",
" <td>shallot</td>\n",
" <td>sausag</td>\n",
" <td>leek</td>\n",
" <td>mushroom</td>\n",
" <td>ham</td>\n",
" <td>onion</td>\n",
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>150</th>\n",
" <td>paneer</td>\n",
" <td>paneer</td>\n",
" <td>tofu</td>\n",
" <td>cotija</td>\n",
" <td>eggplant</td>\n",
" <td>beansprout</td>\n",
" <td>daikon</td>\n",
" <td>tumer</td>\n",
" <td>okra</td>\n",
" <td>kimchi</td>\n",
" <td>potato</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>paprika</td>\n",
" <td>paprika</td>\n",
" <td>cayenn</td>\n",
" <td>oregano</td>\n",
" <td>cumin</td>\n",
" <td>marjoram</td>\n",
" <td>salt</td>\n",
" <td>thyme</td>\n",
" <td>pepper</td>\n",
" <td>nutmeg</td>\n",
" <td>coriand</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>parsley</td>\n",
" <td>parsley</td>\n",
" <td>chive</td>\n",
" <td>basil</td>\n",
" <td>thyme</td>\n",
" <td>marjoram</td>\n",
" <td>oregano</td>\n",
" <td>rosemari</td>\n",
" <td>cilantro</td>\n",
" <td>coriand</td>\n",
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>pasta</td>\n",
" <td>pasta</td>\n",
" <td>spaghetti</td>\n",
" <td>linguin</td>\n",
" <td>penn</td>\n",
" <td>fettucin</td>\n",
" <td>noodl</td>\n",
" <td>quinoa</td>\n",
" <td>couscou</td>\n",
" <td>broccoli</td>\n",
" <td>asparagu</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>peaches</td>\n",
" <td>peach</td>\n",
" <td>strawberri</td>\n",
" <td>appl</td>\n",
" <td>mango</td>\n",
" <td>pineappl</td>\n",
" <td>banana</td>\n",
" <td>orang</td>\n",
" <td>lemon</td>\n",
" <td>lime</td>\n",
" <td>tomato</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>peanuts</td>\n",
" <td>peanut</td>\n",
" <td>margarin</td>\n",
" <td>almond</td>\n",
" <td>walnut</td>\n",
" <td>pecan</td>\n",
" <td>honey</td>\n",
" <td>hazelnut</td>\n",
" <td>coconut</td>\n",
" <td>shorten</td>\n",
" <td>sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>109</th>\n",
" <td>peas</td>\n",
" <td>pea</td>\n",
" <td>broccoli</td>\n",
" <td>bean</td>\n",
" <td>carrot</td>\n",
" <td>spinach</td>\n",
" <td>celeri</td>\n",
" <td>chickpea</td>\n",
" <td>scallion</td>\n",
" <td>turnip</td>\n",
" <td>mushroom</td>\n",
" </tr>\n",
" <tr>\n",
" <th>120</th>\n",
" <td>pecans</td>\n",
" <td>pecan</td>\n",
" <td>walnut</td>\n",
" <td>almond</td>\n",
" <td>hazelnut</td>\n",
" <td>peanut</td>\n",
" <td>raisin</td>\n",
" <td>cinnamon</td>\n",
" <td>appl</td>\n",
" <td>coconut</td>\n",
" <td>butter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>143</th>\n",
" <td>penne</td>\n",
" <td>penn</td>\n",
" <td>linguin</td>\n",
" <td>fettucin</td>\n",
" <td>pasta</td>\n",
" <td>spaghetti</td>\n",
" <td>noodl</td>\n",
" <td>broccoli</td>\n",
" <td>mussel</td>\n",
" <td>couscou</td>\n",
" <td>quinoa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>pepper</td>\n",
" <td>pepper</td>\n",
" <td>cumin</td>\n",
" <td>paprika</td>\n",
" <td>garlic</td>\n",
" <td>cayenn</td>\n",
" <td>oregano</td>\n",
" <td>peppercorn</td>\n",
" <td>onion</td>\n",
" <td>celeri</td>\n",
" <td>chili</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126</th>\n",
" <td>peppercorns</td>\n",
" <td>peppercorn</td>\n",
" <td>allspic</td>\n",
" <td>cumin</td>\n",
" <td>clove</td>\n",
" <td>pepper</td>\n",
" <td>cayenn</td>\n",
" <td>cardamom</td>\n",
" <td>coriand</td>\n",
" <td>oregano</td>\n",
" <td>marjoram</td>\n",
" </tr>\n",
" <tr>\n",
" <th>134</th>\n",
" <td>pesto</td>\n",
" <td>pesto</td>\n",
" <td>ricotta</td>\n",
" <td>guacamol</td>\n",
" <td>salsa</td>\n",
" <td>arugula</td>\n",
" <td>oliv</td>\n",
" <td>avocado</td>\n",
" <td>basil</td>\n",
" <td>caper</td>\n",
" <td>prosciutto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>129</th>\n",
" <td>pimentos</td>\n",
" <td>pimento</td>\n",
" <td>caper</td>\n",
" <td>celeri</td>\n",
" <td>tomato</td>\n",
" <td>chive</td>\n",
" <td>scallion</td>\n",
" <td>parsley</td>\n",
" <td>onion</td>\n",
" <td>garlic</td>\n",
" <td>ham</td>\n",
" </tr>\n",
" <tr>\n",
" <th>132</th>\n",
" <td>pineapple</td>\n",
" <td>pineappl</td>\n",
" <td>mango</td>\n",
" <td>peach</td>\n",
" <td>appl</td>\n",
" <td>orang</td>\n",
" <td>strawberri</td>\n",
" <td>lime</td>\n",
" <td>banana</td>\n",
" <td>tomato</td>\n",
" <td>lemon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>pinenuts</td>\n",
" <td>pinenut</td>\n",
" <td>walnut</td>\n",
" <td>couscou</td>\n",
" <td>kalamata</td>\n",
" <td>caper</td>\n",
" <td>cotija</td>\n",
" <td>quinoa</td>\n",
" <td>hazelnut</td>\n",
" <td>arugula</td>\n",
" <td>chickpea</td>\n",
" </tr>\n",
" <tr>\n",
" <th>127</th>\n",
" <td>polenta</td>\n",
" <td>polenta</td>\n",
" <td>grit</td>\n",
" <td>couscou</td>\n",
" <td>dough</td>\n",
" <td>eggplant</td>\n",
" <td>cornmeal</td>\n",
" <td>pasta</td>\n",
" <td>baguett</td>\n",
" <td>tofu</td>\n",
" <td>noodl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>pork</td>\n",
" <td>pork</td>\n",
" <td>beef</td>\n",
" <td>meat</td>\n",
" <td>chicken</td>\n",
" <td>ham</td>\n",
" <td>sausag</td>\n",
" <td>pancetta</td>\n",
" <td>bacon</td>\n",
" <td>veget</td>\n",
" <td>prosciutto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>potatoes</td>\n",
" <td>potato</td>\n",
" <td>turnip</td>\n",
" <td>zucchini</td>\n",
" <td>eggplant</td>\n",
" <td>beet</td>\n",
" <td>carrot</td>\n",
" <td>cauliflow</td>\n",
" <td>cabbag</td>\n",
" <td>leek</td>\n",
" <td>radish</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>prosciutto</td>\n",
" <td>prosciutto</td>\n",
" <td>pancetta</td>\n",
" <td>bacon</td>\n",
" <td>ham</td>\n",
" <td>arugula</td>\n",
" <td>shallot</td>\n",
" <td>baguett</td>\n",
" <td>lettuc</td>\n",
" <td>scallion</td>\n",
" <td>watercress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>142</th>\n",
" <td>quinoa</td>\n",
" <td>quinoa</td>\n",
" <td>couscou</td>\n",
" <td>chickpea</td>\n",
" <td>rice</td>\n",
" <td>pasta</td>\n",
" <td>kale</td>\n",
" <td>linguin</td>\n",
" <td>noodl</td>\n",
" <td>spinach</td>\n",
" <td>grit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>radishes</td>\n",
" <td>radish</td>\n",
" <td>cucumb</td>\n",
" <td>daikon</td>\n",
" <td>scallion</td>\n",
" <td>carrot</td>\n",
" <td>cabbag</td>\n",
" <td>turnip</td>\n",
" <td>beet</td>\n",
" <td>watercress</td>\n",
" <td>zucchini</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>raisins</td>\n",
" <td>raisin</td>\n",
" <td>walnut</td>\n",
" <td>honey</td>\n",
" <td>pecan</td>\n",
" <td>almond</td>\n",
" <td>cinnamon</td>\n",
" <td>orang</td>\n",
" <td>molass</td>\n",
" <td>brandi</td>\n",
" <td>appl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>rice</td>\n",
" <td>rice</td>\n",
" <td>quinoa</td>\n",
" <td>couscou</td>\n",
" <td>noodl</td>\n",
" <td>potato</td>\n",
" <td>bean</td>\n",
" <td>chickpea</td>\n",
" <td>tumer</td>\n",
" <td>pea</td>\n",
" <td>pasta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>156</th>\n",
" <td>ricotta</td>\n",
" <td>ricotta</td>\n",
" <td>mascarpon</td>\n",
" <td>chees</td>\n",
" <td>pesto</td>\n",
" <td>cream</td>\n",
" <td>cotija</td>\n",
" <td>spinach</td>\n",
" <td>egg</td>\n",
" <td>basil</td>\n",
" <td>arugula</td>\n",
" </tr>\n",
" <tr>\n",
" <th>146</th>\n",
" <td>rosemary</td>\n",
" <td>rosemari</td>\n",
" <td>thyme</td>\n",
" <td>marjoram</td>\n",
" <td>oregano</td>\n",
" <td>basil</td>\n",
" <td>parsley</td>\n",
" <td>chive</td>\n",
" <td>coriand</td>\n",
" <td>garlic</td>\n",
" <td>shallot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>saffron</td>\n",
" <td>saffron</td>\n",
" <td>tumer</td>\n",
" <td>cardamom</td>\n",
" <td>cumin</td>\n",
" <td>allspic</td>\n",
" <td>cayenn</td>\n",
" <td>oregano</td>\n",
" <td>marjoram</td>\n",
" <td>rosemari</td>\n",
" <td>coriand</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>sake</td>\n",
" <td>sake</td>\n",
" <td>mirin</td>\n",
" <td>dashi</td>\n",
" <td>vinegar</td>\n",
" <td>cornflour</td>\n",
" <td>gingerroot</td>\n",
" <td>sriracha</td>\n",
" <td>brandi</td>\n",
" <td>water</td>\n",
" <td>lemongrass</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>salsa</td>\n",
" <td>salsa</td>\n",
" <td>guacamol</td>\n",
" <td>avocado</td>\n",
" <td>cilantro</td>\n",
" <td>pesto</td>\n",
" <td>lettuc</td>\n",
" <td>tomato</td>\n",
" <td>ketchup</td>\n",
" <td>cucumb</td>\n",
" <td>tomatillo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>salt</td>\n",
" <td>salt</td>\n",
" <td>cayenn</td>\n",
" <td>paprika</td>\n",
" <td>nutmeg</td>\n",
" <td>allspic</td>\n",
" <td>oregano</td>\n",
" <td>cumin</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>sauce</td>\n",
" <td>sauc</td>\n",
" <td>ketchup</td>\n",
" <td>juic</td>\n",
" <td>salsa</td>\n",
" <td>sriracha</td>\n",
" <td>scallion</td>\n",
" <td>chili</td>\n",
" <td>vinegar</td>\n",
" <td>shallot</td>\n",
" <td>onion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>sausages</td>\n",
" <td>sausag</td>\n",
" <td>bacon</td>\n",
" <td>pancetta</td>\n",
" <td>beef</td>\n",
" <td>meat</td>\n",
" <td>ham</td>\n",
" <td>pork</td>\n",
" <td>mushroom</td>\n",
" <td>leek</td>\n",
" <td>prosciutto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>scallions</td>\n",
" <td>scallion</td>\n",
" <td>onion</td>\n",
" <td>shallot</td>\n",
" <td>chive</td>\n",
" <td>cilantro</td>\n",
" <td>celeri</td>\n",
" <td>leek</td>\n",
" <td>parsley</td>\n",
" <td>radish</td>\n",
" <td>garlic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>125</th>\n",
" <td>seasoning</td>\n",
" <td>season</td>\n",
" <td>paprika</td>\n",
" <td>pepper</td>\n",
" <td>oregano</td>\n",
" <td>cayenn</td>\n",
" <td>mustard</td>\n",
" <td>spice</td>\n",
" <td>marjoram</td>\n",
" <td>cumin</td>\n",
" <td>parsley</td>\n",
" </tr>\n",
" <tr>\n",
" <th>136</th>\n",
" <td>seeds</td>\n",
" <td>seed</td>\n",
" <td>coriand</td>\n",
" <td>ginger</td>\n",
" <td>garlic</td>\n",
" <td>clove</td>\n",
" <td>cumin</td>\n",
" <td>cardamom</td>\n",
" <td>allspic</td>\n",
" <td>chile</td>\n",
" <td>peppercorn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>shallots</td>\n",
" <td>shallot</td>\n",
" <td>onion</td>\n",
" <td>scallion</td>\n",
" <td>garlic</td>\n",
" <td>leek</td>\n",
" <td>celeri</td>\n",
" <td>caper</td>\n",
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" <td>gingerroot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>shiitake</td>\n",
" <td>shiitak</td>\n",
" <td>mushroom</td>\n",
" <td>leek</td>\n",
" <td>daikon</td>\n",
" <td>scallion</td>\n",
" <td>turnip</td>\n",
" <td>shallot</td>\n",
" <td>broccoli</td>\n",
" <td>asparagu</td>\n",
" <td>kale</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>shortening</td>\n",
" <td>shorten</td>\n",
" <td>margarin</td>\n",
" <td>lard</td>\n",
" <td>butter</td>\n",
" <td>molass</td>\n",
" <td>vanilla</td>\n",
" <td>peanut</td>\n",
" <td>cinnamon</td>\n",
" <td>sugar</td>\n",
" <td>buttermilk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>shrimp</td>\n",
" <td>shrimp</td>\n",
" <td>crawfish</td>\n",
" <td>mussel</td>\n",
" <td>chicken</td>\n",
" <td>asparagu</td>\n",
" <td>mushroom</td>\n",
" <td>spinach</td>\n",
" <td>broccoli</td>\n",
" <td>okra</td>\n",
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>spaghetti</td>\n",
" <td>spaghetti</td>\n",
" <td>pasta</td>\n",
" <td>linguin</td>\n",
" <td>penn</td>\n",
" <td>fettucin</td>\n",
" <td>noodl</td>\n",
" <td>broccoli</td>\n",
" <td>pesto</td>\n",
" <td>couscou</td>\n",
" <td>sausag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>spices</td>\n",
" <td>spice</td>\n",
" <td>allspic</td>\n",
" <td>cumin</td>\n",
" <td>season</td>\n",
" <td>cinnamon</td>\n",
" <td>mustard</td>\n",
" <td>peppercorn</td>\n",
" <td>paprika</td>\n",
" <td>cardamom</td>\n",
" <td>cayenn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>spinach</td>\n",
" <td>spinach</td>\n",
" <td>arugula</td>\n",
" <td>kale</td>\n",
" <td>watercress</td>\n",
" <td>broccoli</td>\n",
" <td>basil</td>\n",
" <td>lettuc</td>\n",
" <td>mushroom</td>\n",
" <td>parsley</td>\n",
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>strawberries</td>\n",
" <td>strawberri</td>\n",
" <td>peach</td>\n",
" <td>banana</td>\n",
" <td>mango</td>\n",
" <td>pineappl</td>\n",
" <td>orang</td>\n",
" <td>appl</td>\n",
" <td>lime</td>\n",
" <td>ice</td>\n",
" <td>mint</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>sugar</td>\n",
" <td>sugar</td>\n",
" <td>honey</td>\n",
" <td>molass</td>\n",
" <td>cinnamon</td>\n",
" <td>nutmeg</td>\n",
" <td>margarin</td>\n",
" <td>vanilla</td>\n",
" <td>milk</td>\n",
" <td>cardamom</td>\n",
" <td>allspic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>130</th>\n",
" <td>tequila</td>\n",
" <td>tequila</td>\n",
" <td>lime</td>\n",
" <td>brandi</td>\n",
" <td>vinegar</td>\n",
" <td>orang</td>\n",
" <td>mango</td>\n",
" <td>juic</td>\n",
" <td>honey</td>\n",
" <td>beer</td>\n",
" <td>lemon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>thyme</td>\n",
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" <td>marjoram</td>\n",
" <td>oregano</td>\n",
" <td>parsley</td>\n",
" <td>basil</td>\n",
" <td>coriand</td>\n",
" <td>chive</td>\n",
" <td>garlic</td>\n",
" <td>cayenn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131</th>\n",
" <td>tofu</td>\n",
" <td>tofu</td>\n",
" <td>paneer</td>\n",
" <td>eggplant</td>\n",
" <td>daikon</td>\n",
" <td>shiitak</td>\n",
" <td>zucchini</td>\n",
" <td>chicken</td>\n",
" <td>avocado</td>\n",
" <td>mango</td>\n",
" <td>beef</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>tomatillos</td>\n",
" <td>tomatillo</td>\n",
" <td>tomato</td>\n",
" <td>chile</td>\n",
" <td>cilantro</td>\n",
" <td>mango</td>\n",
" <td>salsa</td>\n",
" <td>avocado</td>\n",
" <td>chickpea</td>\n",
" <td>gingerroot</td>\n",
" <td>lemongrass</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>tomatoes</td>\n",
" <td>tomato</td>\n",
" <td>chile</td>\n",
" <td>mushroom</td>\n",
" <td>cilantro</td>\n",
" <td>caper</td>\n",
" <td>tomatillo</td>\n",
" <td>avocado</td>\n",
" <td>cucumb</td>\n",
" <td>pimento</td>\n",
" <td>pineappl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>tortillas</td>\n",
" <td>tortilla</td>\n",
" <td>dough</td>\n",
" <td>bread</td>\n",
" <td>baguett</td>\n",
" <td>lettuc</td>\n",
" <td>prosciutto</td>\n",
" <td>salsa</td>\n",
" <td>guacamol</td>\n",
" <td>noodl</td>\n",
" <td>avocado</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>tumeric</td>\n",
" <td>tumer</td>\n",
" <td>cumin</td>\n",
" <td>cardamom</td>\n",
" <td>cayenn</td>\n",
" <td>allspic</td>\n",
" <td>coriand</td>\n",
" <td>paprika</td>\n",
" <td>saffron</td>\n",
" <td>salt</td>\n",
" <td>chilli</td>\n",
" </tr>\n",
" <tr>\n",
" <th>140</th>\n",
" <td>turnips</td>\n",
" <td>turnip</td>\n",
" <td>beet</td>\n",
" <td>carrot</td>\n",
" <td>leek</td>\n",
" <td>potato</td>\n",
" <td>cabbag</td>\n",
" <td>radish</td>\n",
" <td>daikon</td>\n",
" <td>celeri</td>\n",
" <td>cauliflow</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>vanilla</td>\n",
" <td>vanilla</td>\n",
" <td>cinnamon</td>\n",
" <td>molass</td>\n",
" <td>sugar</td>\n",
" <td>honey</td>\n",
" <td>cardamom</td>\n",
" <td>shorten</td>\n",
" <td>orang</td>\n",
" <td>coconut</td>\n",
" <td>almond</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>vegetables</td>\n",
" <td>veget</td>\n",
" <td>oliv</td>\n",
" <td>asparagu</td>\n",
" <td>chicken</td>\n",
" <td>broccoli</td>\n",
" <td>carrot</td>\n",
" <td>leek</td>\n",
" <td>mushroom</td>\n",
" <td>zucchini</td>\n",
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>vinegar</td>\n",
" <td>vinegar</td>\n",
" <td>mirin</td>\n",
" <td>honey</td>\n",
" <td>ginger</td>\n",
" <td>juic</td>\n",
" <td>mustard</td>\n",
" <td>thyme</td>\n",
" <td>ketchup</td>\n",
" <td>cayenn</td>\n",
" <td>oregano</td>\n",
" </tr>\n",
" <tr>\n",
" <th>145</th>\n",
" <td>walnuts</td>\n",
" <td>walnut</td>\n",
" <td>pecan</td>\n",
" <td>hazelnut</td>\n",
" <td>almond</td>\n",
" <td>raisin</td>\n",
" <td>peanut</td>\n",
" <td>pinenut</td>\n",
" <td>cinnamon</td>\n",
" <td>coconut</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>water</td>\n",
" <td>water</td>\n",
" <td>milk</td>\n",
" <td>vinegar</td>\n",
" <td>juic</td>\n",
" <td>sake</td>\n",
" <td>sugar</td>\n",
" <td>mirin</td>\n",
" <td>salt</td>\n",
" <td>oil</td>\n",
" <td>beer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>151</th>\n",
" <td>watercress</td>\n",
" <td>watercress</td>\n",
" <td>arugula</td>\n",
" <td>lettuc</td>\n",
" <td>spinach</td>\n",
" <td>kale</td>\n",
" <td>cilantro</td>\n",
" <td>radish</td>\n",
" <td>basil</td>\n",
" <td>cucumb</td>\n",
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>149</th>\n",
" <td>yeast</td>\n",
" <td>yeast</td>\n",
" <td>molass</td>\n",
" <td>cornmeal</td>\n",
" <td>shorten</td>\n",
" <td>buttermilk</td>\n",
" <td>vanilla</td>\n",
" <td>egg</td>\n",
" <td>milk</td>\n",
" <td>flour</td>\n",
" <td>vinegar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>yoghurt</td>\n",
" <td>yoghurt</td>\n",
" <td>mayonais</td>\n",
" <td>buttermilk</td>\n",
" <td>honey</td>\n",
" <td>mascarpon</td>\n",
" <td>milk</td>\n",
" <td>cornflour</td>\n",
" <td>ricotta</td>\n",
" <td>cream</td>\n",
" <td>lemon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>zucchini</td>\n",
" <td>zucchini</td>\n",
" <td>eggplant</td>\n",
" <td>carrot</td>\n",
" <td>cucumb</td>\n",
" <td>potato</td>\n",
" <td>leek</td>\n",
" <td>celeri</td>\n",
" <td>onion</td>\n",
" <td>scallion</td>\n",
" <td>radish</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"HTML(find_most_similar_to_given_elementwise(model_ingredients, stemmed_ingredients).to_html())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## more experiments"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def highlight_words_in_string(string, stemmed_key_set, bg_color=41, stemmer=porter):\n",
" word_tokens = nltk.tokenize.word_tokenize(string)\n",
" i = 0\n",
" for word in word_tokens:\n",
" if stemmer.stem(word) in stemmed_key_set:\n",
" word_tokens[i] = f\"\\x1b[{bg_color}m{word}\\x1b[0m\"\n",
" i += 1\n",
" return \"\".join([word + ' ' for word in word_tokens])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"recipe 1:\n",
"\n",
"Preheat the oven to 350 F. \u001b[106mButter\u001b[0m or \u001b[106moil\u001b[0m an 8-inch \u001b[106mbaking\u001b[0m dish . \n",
"\u001b[106mCook\u001b[0m the \u001b[106mpenne\u001b[0m 2 minutes less than package directions . \n",
"( It will finish \u001b[106mcooking\u001b[0m in the oven . ) \n",
"\u001b[106mRinse\u001b[0m the \u001b[106mpasta\u001b[0m in cold \u001b[106mwater\u001b[0m and \u001b[106mset\u001b[0m aside . \n",
"Combine the \u001b[106mcooked\u001b[0m \u001b[106mpasta\u001b[0m and the \u001b[106msauce\u001b[0m in a medium bowl and \u001b[106mmix\u001b[0m carefully but thoroughly . \n",
"Scrape the \u001b[106mpasta\u001b[0m into the \u001b[106mprepared\u001b[0m \u001b[106mbaking\u001b[0m dish . \n",
"\u001b[106mSprinkle\u001b[0m the top with the \u001b[106mcheeses\u001b[0m and then the \u001b[106mchili\u001b[0m powder . \n",
"\u001b[106mBake\u001b[0m , uncovered , for 20 minutes . \n",
"Let the mac and \u001b[106mcheese\u001b[0m sit for 5 minutes before \u001b[106mserving\u001b[0m . \n",
"\u001b[106mMelt\u001b[0m the \u001b[106mbutter\u001b[0m in a heavy-bottomed saucepan over medium \u001b[106mheat\u001b[0m and \u001b[106mwhisk\u001b[0m in the \u001b[106mflour\u001b[0m . \n",
"Continue \u001b[106mwhisking\u001b[0m and \u001b[106mcooking\u001b[0m for 2 minutes . \n",
"Slowly \u001b[106madd\u001b[0m the \u001b[106mmilk\u001b[0m , \u001b[106mwhisking\u001b[0m constantly . \n",
"\u001b[106mCook\u001b[0m until the \u001b[106msauce\u001b[0m \u001b[106mthickens\u001b[0m , about 10 minutes , \u001b[106mstirring\u001b[0m frequently . \n",
"\u001b[106mRemove\u001b[0m from the \u001b[106mheat\u001b[0m . \n",
"\u001b[106mAdd\u001b[0m the \u001b[106mcheeses\u001b[0m , \u001b[106msalt\u001b[0m , \u001b[106mchili\u001b[0m powder , and \u001b[106mgarlic\u001b[0m powder . \n",
"\u001b[106mStir\u001b[0m until the \u001b[106mcheese\u001b[0m is \u001b[106mmelted\u001b[0m and all ingredients are incorporated , about 3 minutes . \n",
"Use immediately , or \u001b[106mrefrigerate\u001b[0m for up to 3 days . \n",
"This \u001b[106msauce\u001b[0m reheats nicely on the stove in a saucepan over low \u001b[106mheat\u001b[0m . \n",
"\u001b[106mStir\u001b[0m frequently so the \u001b[106msauce\u001b[0m doesnt \u001b[106mscorch\u001b[0m . \n",
"This recipe can be assembled before \u001b[106mbaking\u001b[0m and frozen for up to 3 monthsjust be sure to use a freezer-to-oven pan and increase the \u001b[106mbaking\u001b[0m time to 50 minutes . \n",
"One-half teaspoon of chipotle \u001b[106mchili\u001b[0m powder makes a spicy mac , so make sure your family and friends can handle it ! \n",
"The proportion of \u001b[106mpasta\u001b[0m to \u001b[106mcheese\u001b[0m \u001b[106msauce\u001b[0m is crucial to the success of the dish . \n",
"It will look like a lot of \u001b[106msauce\u001b[0m for the \u001b[106mpasta\u001b[0m , but some of the liquid will be absorbed . \n",
"\n",
"recipe 2:\n",
"\n",
"\u001b[106mCook\u001b[0m macaroni according to package directions ; \u001b[106mdrain\u001b[0m well . \n",
"Cold . \n",
"Combine macaroni , \u001b[106mcheese\u001b[0m cubes , \u001b[106mcelery\u001b[0m , green \u001b[106mpepper\u001b[0m and \u001b[106mpimento\u001b[0m . \n",
"\u001b[106mBlend\u001b[0m together mayonnaise or possibly salad \u001b[106mdressing\u001b[0m , \u001b[106mvinegar\u001b[0m , \u001b[106msalt\u001b[0m and dill weed ; \u001b[106madd\u001b[0m in to macaroni \u001b[106mmix\u001b[0m . \n",
"Toss lightly . \n",
"\u001b[106mCover\u001b[0m and refrigeratewell . \n",
"\u001b[106mServe\u001b[0m salad in \u001b[106mlettuce\u001b[0m lined bowl if you like . \n",
"Makes 6 \u001b[106mservings\u001b[0m . \n",
"\n",
"recipe 3:\n",
"\n",
"\u001b[106mAdd\u001b[0m the \u001b[106mtomatoes\u001b[0m to a food processor with a pinch of \u001b[106msalt\u001b[0m and puree until smooth . \n",
"Combine the \u001b[106monions\u001b[0m , bell \u001b[106mpeppers\u001b[0m and \u001b[106mcucumbers\u001b[0m with the \u001b[106mtomato\u001b[0m puree in a large bowl . \n",
"\u001b[106mChill\u001b[0m at least 1 hour . \n",
"Drizzle with \u001b[106molive\u001b[0m \u001b[106moil\u001b[0m , \u001b[106mgarnish\u001b[0m with \u001b[106mchopped\u001b[0m \u001b[106mbasil\u001b[0m and \u001b[106mserve\u001b[0m . \n",
"\n",
"recipe 4:\n",
"\n",
"Preheat oven to 350 degrees Fahrenheit . \n",
"Spray pan with non stick \u001b[106mcooking\u001b[0m spray . \n",
"\u001b[106mHeat\u001b[0m \u001b[106mmilk\u001b[0m , \u001b[106mwater\u001b[0m and \u001b[106mbutter\u001b[0m to \u001b[106mboiling\u001b[0m ; \u001b[106mstir\u001b[0m in contents of both pouches of \u001b[106mpotatoes\u001b[0m ; let stand one minute . \n",
"\u001b[106mStir\u001b[0m in \u001b[106mcorn\u001b[0m . \n",
"\u001b[106mSpoon\u001b[0m half the \u001b[106mpotato\u001b[0m mixture in pan . \n",
"\u001b[106mSprinkle\u001b[0m half each of \u001b[106mcheese\u001b[0m and \u001b[106monions\u001b[0m ; top with remaining \u001b[106mpotatoes\u001b[0m . \n",
"\u001b[106mSprinkle\u001b[0m with remaining \u001b[106mcheese\u001b[0m and \u001b[106monions\u001b[0m . \n",
"\u001b[106mBake\u001b[0m 10 to 15 minutes until \u001b[106mcheese\u001b[0m is \u001b[106mmelted\u001b[0m . \n",
"Enjoy ! \n",
"\n",
"recipe 5:\n",
"\n",
"Dissolve Jello in \u001b[106mboiling\u001b[0m \u001b[106mwater\u001b[0m . \n",
"Allow to \u001b[106mcool\u001b[0m to room temp . \n",
"\u001b[106mWhisk\u001b[0m in \u001b[106mCool\u001b[0m \u001b[106mWhip\u001b[0m . \n",
"\u001b[106mFold\u001b[0m in watermelon . \n",
"\u001b[106mSpoon\u001b[0m into crust . \n",
"\u001b[106mChill\u001b[0m for 2-3 hours or overnight . \n",
"Yum ! \n",
"\n",
"recipe 6:\n",
"\n",
"In a large skillet , \u001b[106mtoast\u001b[0m the \u001b[106mcoconut\u001b[0m over medium \u001b[106mheat\u001b[0m , until golden and crisp ; \u001b[106mset\u001b[0m aside . \n",
"\u001b[106mBrown\u001b[0m ground \u001b[106mbeef\u001b[0m and \u001b[106mgarlic\u001b[0m in the same skillet ; \u001b[106mdrain\u001b[0m well . \n",
"\u001b[106mAdd\u001b[0m \u001b[106msalt\u001b[0m , \u001b[106mpepper\u001b[0m \u001b[106mlemon\u001b[0m \u001b[106mjuice\u001b[0m and soy \u001b[106msauce\u001b[0m . \n",
"In a small bowl combine the cornstarch with reserved \u001b[106mpineapple\u001b[0m and mandarin \u001b[106morange\u001b[0m liquids ; \u001b[106mstir\u001b[0m well until smooth then \u001b[106madd\u001b[0m to ground \u001b[106mbeef\u001b[0m and \u001b[106mcook\u001b[0m over medium \u001b[106mheat\u001b[0m for 5 mins , \u001b[106mstirring\u001b[0m constantly , until mixture is \u001b[106mthickened\u001b[0m . \n",
"\u001b[106mStir\u001b[0m in the \u001b[106mpineapple\u001b[0m and mandarin \u001b[106moranges\u001b[0m ; \u001b[106mcook\u001b[0m 2-3 mins , or until thoroughly \u001b[106mheated\u001b[0m . \n",
"\u001b[106mServe\u001b[0m over \u001b[106mnoodles\u001b[0m or \u001b[106mrice\u001b[0m , and \u001b[106msprinkle\u001b[0m with more \u001b[106mtoasted\u001b[0m \u001b[106mcoconut\u001b[0m and cashew nuts . \n",
"\n",
"recipe 7:\n",
"\n",
"Pierce the skin of the \u001b[106mchicken\u001b[0m with a fork or knife . \n",
"\u001b[106mSprinkle\u001b[0m with kombu tea evenly on both sides of the \u001b[106mchicken\u001b[0m , about 1 teaspoon per \u001b[106mchicken\u001b[0m thigh . \n",
"\u001b[106mBrown\u001b[0m the skin side of the \u001b[106mchicken\u001b[0m first over high \u001b[106mheat\u001b[0m until golden \u001b[106mbrown\u001b[0m . \n",
"\u001b[106mSprinkle\u001b[0m some \u001b[106mpepper\u001b[0m on the \u001b[106mmeat\u001b[0m just before flipping over . \n",
"Then \u001b[106mbrown\u001b[0m the other side until golden \u001b[106mbrown\u001b[0m . \n",
"\n",
"recipe 8:\n",
"\n",
"\u001b[106mPut\u001b[0m ingredients in a \u001b[106mbuttered\u001b[0m 9 x 12 x 2-inch pan in even layers in the order that they are given - DO NOT \u001b[106mMIX\u001b[0m . \n",
"\u001b[106mBake\u001b[0m in a 350 oven for 1 hour . \n",
"\n",
"recipe 9:\n",
"\n",
"Layer all ingredients in a \u001b[106mserving\u001b[0m dish . \n",
"\n",
"recipe 10:\n",
"\n",
"Sift dry ingredients . \n",
"\u001b[106mbeat\u001b[0m \u001b[106meggs\u001b[0m untill frothy , \u001b[106madd\u001b[0m \u001b[106msugar\u001b[0m , \u001b[106moil\u001b[0m and \u001b[106mvanilla\u001b[0m . \n",
"\u001b[106mBeat\u001b[0m untillthick . \n",
"\u001b[106mStir\u001b[0m in \u001b[106mzucchini\u001b[0m . \n",
"\u001b[106mblend\u001b[0m in sifted dry ingredients . \n",
"\u001b[106mFold\u001b[0m in nuts . \n",
"\u001b[106mpour\u001b[0m in greased loaf pan and \u001b[106mbake\u001b[0m at 350 degrees for 1 1/2 hours . \n",
"\n",
"recipe 11:\n",
"\n",
"\u001b[106mChop\u001b[0m green \u001b[106monions\u001b[0m ; \u001b[106mchop\u001b[0m red \u001b[106mpeppers\u001b[0m ; \u001b[106mpeel\u001b[0m and \u001b[106mgrate\u001b[0m \u001b[106mcarrots\u001b[0m ( save two \u001b[106mgrated\u001b[0m \u001b[106mcarrots\u001b[0m for salads ) ; \u001b[106mplace\u001b[0m all in a medium bowl and toss to \u001b[106mmix\u001b[0m . \n",
"Preheat oven to 450 degrees Fahrenheit . \n",
"\u001b[106mPlace\u001b[0m salmon \u001b[106mfillet\u001b[0m in middle of a large piece of heavy aluminum foil . \n",
"\u001b[106mSprinkle\u001b[0m salmon with \u001b[106mginger\u001b[0m and freshly ground black \u001b[106mpepper\u001b[0m if you wish . \n",
"\u001b[106mArrange\u001b[0m bowl of veggies on top of salmon , and seal foil tightly to create a tightly sealed pocket . \n",
"\u001b[106mPlace\u001b[0m in oven and \u001b[106mbake\u001b[0m for 20 minutes . \n",
"The veggies will give up some of their liquid , creating more than enough to \u001b[106mcook\u001b[0m the fish . \n",
"\u001b[106mCook\u001b[0m \u001b[106mrice\u001b[0m per package instructions . \n",
"While fish \u001b[106mbakes\u001b[0m , \u001b[106mprepare\u001b[0m Salad a La SPORTZ by \u001b[106marranging\u001b[0m crackers in single layer on cookie sheet ; \u001b[106msprinkle\u001b[0m with Parmesan topping . \n",
"\u001b[106mBake\u001b[0m for 1 to 2 minutes in oven with fish , just until lightly \u001b[106mbrowned\u001b[0m . \n",
"\u001b[106mCool\u001b[0m . \n",
"Toss greens ( 1/2 pound = 8 cups ) , \u001b[106mcarrots\u001b[0m ( \u001b[106mgrated\u001b[0m ) , \u001b[106mtomatoes\u001b[0m ( halved ) , and green \u001b[106monions\u001b[0m ( \u001b[106msliced\u001b[0m ) in large sized bowl . \n",
"Toss with \u001b[106mdressing\u001b[0m . \n",
"\u001b[106mSprinkle\u001b[0m with crackers just before \u001b[106mserving\u001b[0m . \n",
"\u001b[106mSlice\u001b[0m \u001b[106mbanana\u001b[0m and kiwi and toss gently ; divide between four dessert cups . \n",
"\u001b[106mBlend\u001b[0m \u001b[106mcinnamon\u001b[0m and \u001b[106msugar\u001b[0m into yogurt , and \u001b[106mplace\u001b[0m one-fourth of mixture on each bowl of fruit . \n"
]
}
],
"source": [
"i = 0\n",
"for recipe in JSON_br(settings.one_million_recipes_file):\n",
" print(f\"\\nrecipe {i+1}:\\n\")\n",
" for instruction in recipe[\"instructions\"]:\n",
" action_highlighted = highlight_words_in_string(instruction['text'], stemmed_actions + stemmed_ingredients, 106)\n",
" print(action_highlighted)\n",
" i += 1\n",
" if i > 10:\n",
" break"
]
}
],
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