Skip to content

Instantly share code, notes, and snippets.

@aryan-jadon
Created September 16, 2022 02:20
Show Gist options
  • Save aryan-jadon/7d5c6db5cab8d0bb87f7030dc8e47577 to your computer and use it in GitHub Desktop.
Save aryan-jadon/7d5c6db5cab8d0bb87f7030dc8e47577 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"id": "e8abfede",
"metadata": {},
"source": [
"## Evaluate Performance"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "20e1ac8c",
"metadata": {},
"outputs": [],
"source": [
"# load the best model according to the validation loss\n",
"# (given that we use early stopping, this is not necessarily the last epoch)\n",
"best_model_path = trainer.checkpoint_callback.best_model_path\n",
"best_tft = TemporalFusionTransformer.load_from_checkpoint(best_model_path)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "ca993465",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(274.1171)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# calcualte mean absolute error on validation set\n",
"actuals = torch.cat([y[0] for x, y in iter(val_dataloader)])\n",
"predictions = best_tft.predict(val_dataloader)\n",
"(actuals - predictions).abs().mean()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "af0c0fa2",
"metadata": {},
"outputs": [],
"source": [
"# raw predictions are a dictionary from which all kind of information including quantiles can be extracted\n",
"raw_predictions, x = best_tft.predict(val_dataloader, mode=\"raw\", return_x=True)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "9ad11498",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAn4AAAHeCAYAAAAFJAYTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAADsBUlEQVR4nOydd3hT9f7H3ye7M90tLYWWDQKCBQER0SuCIiLqdaGol6EIVy4iXuW6EK+ouLguuCqIC+X+XBe9iOBCUfYelQ2l0D3StM0+398fp+c0aZI2aTNO2s/refJQkm/OSNrkfd6fxTHGGAiCIAiCIIh2jyLcB0AQBEEQBEGEBhJ+BEEQBEEQHQQSfgRBEARBEB0EEn4EQRAEQRAdBBJ+BEEQBEEQHQRVuA+AIAiCIAh54HA4YLPZwn0YRCtRq9VQKpXNriHhRxAEQRAdHMYYiouLUV1dHe5DIdpIQkICMjIywHGcx8dJ+BEEQRBEB0cUfWlpaYiOjvYqGgj5whhDfX09SktLAQCdOnXyuI6EH0EQBEF0YBwOhyT6kpOTw304RBuIiooCAJSWliItLc1j2JeKOwiCIAiiAyPm9EVHR4f5SIhAIL6P3nI1SfgRBEEQBEHh3XZCS+8jCT+CIAiCIIgOAgk/giAIgiDaHT///DM4jms3lcqBOh8SfgRBEARBEB0EEn4EQRAEQRABwGq1hvsQWoSEH0EQBEEQEYnFYsGcOXOQlpYGnU6HSy+9FDt27HBZ89tvv+HCCy+ETqfDsGHDcODAAemxM2fO4LrrrkNiYiJiYmJwwQUXYN26ddLjhw8fxvjx4xEbG4v09HRMmTIF5eXl0uOXX345/vrXv2LevHlISUnBVVddhdtvvx233XabyzHYbDakpKTgvffeAyD03FuyZAm6deuGqKgoXHjhhfjss89cnrNu3Tr06tULUVFRuOKKK3D69OmAvGYk/AiCIAiCcIExhnqrPeQ3xphfx/n3v/8dn3/+Od5//33s3r0bPXr0wLhx41BZWSmtefjhh/HSSy9hx44dSEtLw8SJE6VWJ7Nnz4bFYsEvv/yCAwcO4IUXXkBsbCwAoKioCKNHj8agQYOwc+dOrF+/HiUlJbjllltcjuH999+HSqXCb7/9hn//+9+44447sHbtWtTW1kprvvvuO9TV1eGmm24CADz++ON47733sGzZMhw6dAgPPvgg7rzzTmzatAkAcPbsWdx4440YP3489u7di+nTp+PRRx/1/430BCMIwivvvfceA8B27NgR7kPxi8cee4wBYBdccIHL/adOnWIAvN7GjRvndZsbN26U1pWVlfl8LL/++iu75pprWEJCAtPpdKxHjx5s0aJFLmuaO6bevXt73fahQ4eYRqPx+B6J752nW1FRkctai8XCnnjiCZaTk8PUajXr0qULe/TRR1l9fb3bPh977DF27bXXsszMTAaA3X333V6P78SJE+yGG25ger2excTEsDFjxrBdu3Z5XFtWVsbmzJnDunbtyjQaDUtLS2NXX301q6io8Lr9d955hwFgMTExXtcwxhjP82zUqFEMAJs9e7bb495ep+eee85l3caNG9mYMWNYp06dmEajYampqeyKK65g//vf/9y2+fXXX7MpU6aw/v37M5VKxejrRr6YTCZ2+PBhZjKZpPvqLDbW9ZFvQn6rs9h8Pu7a2lqmVqvZxx9/LN1ntVpZZmYmW7JkCfvpp58YAPbpp59Kj1dUVLCoqCi2Zs0axhhjAwYMYAsXLvS4/SeeeIKNHTvW5b6zZ88yAOzIkSOMMcZGjx7NBg0a5LLGarWylJQU9sEHH0j33X777ezmm2+Wjlun07Hff//d5XnTpk1jt99+O2OMsQULFrC+ffsynuelxx955BEGgFVVVTX7unh6P52hyR0E0c7Yu3cvXnrpJaSnp7s91qlTJ2zZssXt/q+++govvPACbrjhBo/brK2txYwZM5CZmYnz58/7fCyrV6/GlClTcMstt+CDDz5AbGwsTpw44bYNT8e0bds2zJ071+sxORwOTJ06FSkpKc0e03vvvYc+ffq43Nd0OsHtt9+OdevW4cknn8TQoUOxZcsW/POf/8ShQ4ewdu1al7WvvvoqBg4ciIkTJ2LlypVe91tWVoZRo0YhMTERK1euhE6nw3PPPYfLL78cO3bsQO/evaW158+fx6hRo6BSqfDEE0+gZ8+eKC8vx08//eQ1Z+jcuXOYP38+MjMzYTAYvB4HALz55ps4fvx4s2v+/Oc/46GHHnK5r0uXLi7/r6iowAUXXIDp06cjIyMDlZWVWL58Oa699lp8+OGHuPPOO6W1X375JbZu3YrBgwdDq9Vi165dze6fIPzlxIkTsNlsGDlypHSfWq3GxRdfjPz8fAwdOhQAMGLECOnxpKQk9O7dG/n5+QCAOXPm4P7778eGDRswZswY3HTTTRg4cCAAYNeuXfjpp58kB7Dpvnv16gUAGDJkiMtjarUaN998Mz7++GNMmTIFdXV1+O9//4vVq1cDEMLHZrMZV111lcvzrFYrBg8eDADIz8/H8OHDXXryOZ9Hm2hWNhJEByfSHD+bzcYGDRrE5syZw0aPHu3m+Hnj8ssvZ9HR0cxgMHh8fPbs2Wzw4MHs8ccf99nxKywsZDExMez+++/36xxE7rnnHsZxHDt27JjHx1988UWWlZXF/vWvfzXr+LX03m3ZsoUBYC+//LLL/YsXL2YA2IYNG1zudzgc0s8xMTFeHb+HH36YqdVqdvr0aek+g8HAUlJS2C233OKy9vrrr2dZWVmssrKy2WN1ZsKECey6665jd999d7OO36lTp1hsbCz74osvmnX8PN3vC1arlWVlZbFRo0a53O/8Os2ePZscPxnjySHieZ7VWWwhvzk7XC2xd+9eBoCdOXPG5f7rr7+eTZ06VXL8mj4+aNAg9vTTT0v/LygoYMuWLWM33HADU6vV7LXXXmOMMXb11VezG2+8kR07dsztVltbyxgTHL+//e1vbse2efNmplQqWUlJCfvoo49YUlISs1gsjDHGtm7dygCwn3/+2W27BQUF0jn85S9/cdnmV199FRDHj3L8CCIAbN68GVdeeSXi4uIQHR2NSy65BP/73/9c1tTX12P+/PnIzc2FTqdDUlIShgwZgk8++URac/LkSdx2223IzMyEVqtFeno6rrzySuzdu9en43j++edRWVmJZ5991udjP3HiBDZt2oRbbrkF8fHxbo//+uuvePvtt/Huu+96nPvojXfffRd1dXV45JFHfH6OiNFoxP/93/9h9OjR6NGjh9vjx44dw5NPPom33nrL4zH7w2+//QYAGD9+vMv9EyZMAAB8/vnnLvcrFL59bH755Zf405/+hK5du0r3xcfH48Ybb8TXX38Nu90OADh9+jTWrl2LGTNmIDEx0adtf/TRR9i0aRPeeuutFtfee++9uOqqq7w6p21FrVYjISEBKpVrAMnX14mQJxzHIVqjCvnNn+khPXr0gEajwebNm6X7bDYbdu7cib59+0r3bd26Vfq5qqoKR48edYkCZGdnY+bMmfjiiy/w0EMP4Z133gEAXHTRRTh06BBycnLQo0cPl1tMTEyzx3bJJZcgOzsba9aswccff4ybb74ZGo0GANCvXz9otVoUFBS4bTc7O1ta43zcTc+jLdBfJkG0kU2bNuFPf/oTDAYDVqxYgU8++QRxcXG47rrrsGbNGmndvHnzsGzZMsyZMwfr16/Hhx9+iJtvvhkVFRXSmvHjx2PXrl1YsmQJNm7ciGXLlmHw4ME+New8fPgw/vnPf2LZsmUeQxPeWLlyJRhjmD59uttjJpMJ06ZNw9y5c3HRRRf5vE0A+OWXX5CUlIQ//vgDgwYNgkqlQlpaGmbOnImamppmn/vpp5+irq7O4zGJxzphwgRMnDixxeOYMGEClEolkpKScOONN+LgwYMuj4uhVK1W63K/+P/9+/e3uI+mmEwmnDhxQgoZOTNw4ECYTCacPHkSgCCsGWPIzMzE7bffjtjYWOh0Olx++eUeQ+ClpaWYO3cunn/+eXTu3LnZ43j33Xexfft2vPHGGy0e8+rVqxEVFQWtVou8vDyp+tATPM/Dbrfj/PnzeOqpp3D06FG3MDFBBJuYmBjcf//9ePjhh7F+/XocPnwYM2bMQH19PaZNmyatW7RoEX744QccPHgQ99xzD1JSUjBp0iQAwNy5c/Hdd9/h1KlT2L17N3788UdJNM6ePRuVlZW4/fbbsX37dpw8eRIbNmzA1KlT4XA4mj02juMwefJkLF++HBs3bnRJg4iLi8P8+fPx4IMP4v3338eJEyewZ88evPnmm3j//fcBADNnzsSJEycwb948HDlyBKtXr8aqVasC88I16xcSRAfHl3Dh8OHDWVpaGjMajdJ9drud9e/fn3Xu3FkKXfTv359NmjTJ63bKy8sZALZ06VK/j9PhcLBhw4ZJicGMMZ9CvXa7nWVlZbE+ffp4fPyhhx5i3bp1k4ocnnrqKZ9Dvb1792Y6nY7FxcWxxYsXs59++oktWbKERUVFsZEjRzYb0hk2bBhLSEjwGKp4/fXXWWJiIisuLmaMeX+Pvv32W/bYY4+xr7/+mm3atIm98cYbrHPnziwmJobt3btXWieGTz788EOX569YsYIBYL169fJ6nN5CvefOnfNYHMEYY6tXr2YApMTu5557jgFg8fHx7Prrr2fr169nn3/+ORs4cCDT6XRs3759Ls+/6aab2CWXXCK9ft5CvYWFhUyv17N///vf0n3wEtKdPHky+/jjj9kvv/zCPvvsM3bNNdcwAOzxxx/3eN7jxo2TCkDi4+PZF1984fU1YoxCvXKnpdCgnDGZTOyBBx5gKSkpTKvVspEjR7Lt27czxpgU6v3666/ZBRdcwDQaDRs6dKjL3/9f//pX1r17d6bVallqaiqbMmUKKy8vlx4/evQou+GGG1hCQgKLiopiffr0YXPnzpX+/ryFehkTis8AsK5du7p93vE8z/71r3+x3r17M7VazVJTU9m4cePYpk2bpDVff/0169GjB9NqtWzUqFFs5cqVAQn10l8iQTRDS8KvtraWcRzHZs2a5fbYCy+8wACw/Px8xhhjU6dOZVqtlj3yyCPsp59+cqsY5Xmede/enWVlZbGXX36Z7d692yVPqjlefPFFlpSUxEpKSqT7fBF+33zzDQPAXnzxRbfHtm3bxpRKJdu4caN0nz/Cr2fPnh7Fz9KlSxkAl+06c/DgQa8C5fTp0yw2Npa9++670n3+5GGK+W4TJ06U7rNYLKxHjx4sMzOTbdiwgVVVVbFvv/2WpaenM6VS6VUUM9ay8Hv++efdHhOF35YtWxhjjD377LMMAOvXrx+z2+3SuvPnz7Po6Gh2xx13SPd99tlnTKPRsEOHDkn3eRN+EyZMYJdddpnLF46319UTEyZMYCqVipWWlro9dvToUbZ9+3b23//+l918881MrVaz1atXe90WCT95E8nCj3CHcvwIIohUVVWBMYZOnTq5PZaZmQkAUij3tddewyOPPIKvvvoKV1xxBZKSkjBp0iQcO3YMgBAa+OGHHzBu3DgsWbIEF110EVJTUzFnzhwYjUavx1BQUIAnn3wSTz31FDQaDaqrq1FdXQ273Q6e51FdXQ2TyeTxuStWrIBarcZdd93l9tjUqVNx4403YsiQIdI2zWYzAKCmpqbZYwIaK2fHjRvncv8111wDANi9e7fXYwLgMcw7e/Zs9O/fHzfddJN0TPX19QCEyuOWqltzcnJw6aWXuuTKaDQafPvtt+jSpQvGjh2LxMRE/PnPf8Y//vEPJCYmIisrq9lteiIxMREcx7mE8UXE/mJJSUkAGl+nMWPGuORQdurUCRdeeKH0OtXW1mL27Nl44IEHkJmZKZ2/GKqurq5GXV0dAOCzzz7D+vXrsWTJEhgMBmktIIS2q6urpT5m3rjzzjtht9uxc+dOt8d69uyJoUOHYuLEifjPf/6DK6+8ErNnzwbP8/68TARBhAESfgTRBhITE6FQKFBUVOT2mNhiJCUlBYCQj/L000/jjz/+QHFxMZYtW4atW7fiuuuuk57TtWtXrFixAsXFxThy5AgefPBBvPXWW3j44Ye9HsPJkydhMpnwt7/9DYmJidLtt99+Q35+PhITE7FgwQK355WWluKbb77BxIkTkZaW5vb4oUOH8H//938u23zhhRcAAN27d8eoUaOafW085bcBkBq0ekr+t1qt+PDDD5GXl4dBgwa5PX7w4EFs3brV5Zhmz54NALjiiitcCim8wRhz23ePHj2wZcsWFBYWYv/+/SgtLcXNN9+M8vJyXHbZZS1usylRUVHo0aOHy4QAkQMHDiAqKgrdunUD4P11anqs5eXlKCkpwcsvv+xy/p988gnq6uqQmJiIO+64A4DwOtntdgwfPtxlLQC88847SExMdCs+8rRvwLcijYsvvhhVVVUoKytrcS1BEOGF+vgRRBuIiYnBsGHD8MUXX+Cll15CVFQUACH5/aOPPkLnzp2lXk/OpKen45577sG+ffuwdOlS1NfXIzo62mVNr1698Pjjj+Pzzz/36o4BwKBBg/DTTz+53T937lwYDAa89957HosAPvjgA9hsNpckaGc8bXPVqlV4//338dVXX7XohN100014++238e2330q9qQBI45CGDx/u9py1a9eivLwcixYt8rjNTz/9VHIdRdavX48XXngBy5cvxwUXXNDsMZ06dQq//fYbxowZ4/HxrKws6bwef/xxxMTEeH19WuKGG27A0qVLcfbsWalSz2g04osvvsDEiROlKthhw4ahc+fO2LBhAxwOh+T6nT9/Hvv27cPkyZMBABkZGR7fk+effx6bNm3Ct99+K11k3HPPPbj88svd1l5xxRWYNGkS/va3v6F///7NHv+HH34ItVqNvLy8ZtcxxrBp0yYkJCS49UckCEJ+kPAjCB/48ccfPc5JHD9+PJ577jlcddVVuOKKKzB//nxoNBq89dZbOHjwID755BOpPcGwYcMwYcIEDBw4EImJicjPz8eHH36IESNGIDo6Gvv378df//pX3HzzzejZsyc0Gg1+/PFH7N+/v9lRPQkJCR6/5BMSEmC32z0+Bggh1ezsbLdQrIin5/38888AgJEjR0oiAxCq5sTKudGjRwMAxo4di+uuuw6LFi0Cz/MYPnw4du7ciaeffhoTJkzApZde6vGYoqKiJLHTFE9iUXxf8vLyXBqpjhkzBpdddhkGDhyI+Ph4HDhwAEuWLAHHcXjmmWdctrFkyRJkZGSgS5cuKCkpwX/+8x989dVX+PDDD90E7qZNmyRny+Fw4MyZM9KMzdGjRyM1NRUAMH/+fHz44Ye49tprsWjRImi1Wjz//PMwm81YuHChtD2FQoFXX30Vt9xyC66//nrcf//9qKurwzPPPAONRiO5tWKlb1NWrVoFpVLp8lhOTg5ycnI8voZZWVkua1988UUcPnwYV155JTp37ozS0lKsWLECGzZswMKFC13e5+uvvx4XXnghBg0ahOTkZJw/fx6rVq3Cpk2b8Oabb7q0dDlz5ow0M/XEiRMAIL1OOTk5bk1vCYIIESHLNiSICKS5sV8A2KlTpxhjwliyP/3pTywmJoZFRUWx4cOHs6+//tplW48++igbMmQIS0xMZFqtlnXr1o09+OCDUgVZSUkJu+eee1ifPn1YTEwMi42NZQMHDmSvvvqqS9K/rzRX3PHbb78xAOzJJ5/0a5veijvE+3/66SeX++vr69kjjzzCsrOzmUqlYl26dGELFixgZrPZbdsFBQVMoVCwu+66y69j8lbcMXfuXNavXz8WFxfHVCoVy8zMZHfeeac0asmZp59+WqrsS0hIYFdffTX75ZdfPO5v9OjRXn8fmp7/8ePH2aRJk1h8fDyLjo5mV155pdeRbV999RUbOnQo0+l0TK/Xs4kTJ7oUcXijpQbOzsBDccfatWvZpZdeylJTU5lKpWJxcXFs1KhR7JNPPnF7/gsvvMCGDh3KEhMTmVKpZMnJyWzcuHHsm2++cVvb3N9Oc2PuiNBDxR3ti5beT44xPyciEwRBEATRbjCbzTh16pTUXJ6IbFp6P6m4gyAIgiAIooNAwo8gCIIgCKKDQMKPIAiCIAiiBXJycrB06VLp/xzH4auvvgr5cSxcuNBjuytfIeFHEARBEAThJ0VFRVJD+pZoq1gLJNTOhSAIgiCIDoHVaoVGownItjIyMgKynVBDjh9BEARBEBHJ5Zdfjr/+9a/461//KjURf/zxx6XJMzk5OfjnP/+Je+65B3q9HjNmzAAA/P7777jssssQFRWF7OxszJkzRxp5CAiTja677jpERUUhNzcXH3/8sdu+m4Z6CwsLcdtttyEpKQkxMTEYMmQItm3bhlWrVuHpp5/Gvn37wHEcOI7DqlWrAAAGgwH33nsv0tLSEB8fjz/96U/Yt2+fy36ef/55pKenIy4uDtOmTXNrYu8v7dbxs9vt2LNnD9LT030aOUQQBEEQHRG73Q673Q6r1Rox35eMMdjtdgDA+++/j2nTpmHbtm3YuXMn7r33XnTt2lUSeS+++CKeeOIJPP744wCEsYnjxo3DM888gxUrVqCsrEwSj++99x4AYfrN2bNn8eOPP0Kj0WDOnDkoLS31ejy1tbUYPXo0srKysHbtWmRkZGD37t3geR633norDh48iPXr1+P7778HAOj1ejDGcO211yIpKQnr1q2DXq/Hv//9b1x55ZU4evQokpKS8J///AdPPfUU3nzzTYwaNQoffvghXnvtNWnkY2tot8Jvz549uPjii8N9GARBEAQha7p27Yrly5fDYrE03skYFI62OUutgVfqgIZpR77gcDiQnZ2NV199FRzHoXfv3jhw4ABeffVVSfj96U9/wvz586Xn3HXXXZg8eTLmzp0LAOjZsydee+01jB49GsuWLUNBQQG+/fZbbN26FcOGDQMgTBXq27ev1+NYvXo1ysrKsGPHDiQlJQEQZoCLxMbGQqVSuYSHf/zxRxw4cAClpaXQarUAgJdeeglfffUVPvvsM9x7771YunQppk6diunTpwMA/vnPf+L7779vk+vXboVfeno6AGD79u3o1KlTmI+GIAiCIOSJ3W6H0WhE165dGxv+WuugeSkn5MdinX8a0MS0uM5msyE/Px8cx2H48OHSaEwAGDFiBF5++WU4HA4AcBsPuGvXLhw/ftwlfMsYA8/zOHXqFI4ePQqVSuXyvD59+iAhIcHr8ezduxeDBw+WRJ8v7Nq1C7W1tW4zrk0mkzTmMD8/HzNnznR5fMSIER7ndvtKuxV+ol3dqVMnjwPqCYIgCIIQJj2YTCZoNBqnwgdbWI5Fo9EAfhRfcD64gzExrkKS53ncd999mDNnjtvaLl264MiRIz5vWyQqKsrntc7H0alTJ2kGujPNicy20m6FH0EQBEEQrUQdDfzjfHj26ydbt251+3/Pnj2hVCo9rr/oootw6NAhl1CsM3379oXdbsfOnTullLEjR46gurra6zEMHDgQ7777LiorKz26fhqNRnIgnY+juLgYKpUKOTk5Xo9l69atuOuuu1zOry1ERhYnQRAEQRChg+OEkGuob364bCJnz57FvHnzcOTIEXzyySd4/fXX8be//c3r+kceeQRbtmzB7NmzsXfvXhw7dgxr167FAw88AADo3bs3rr76asyYMQPbtm3Drl27MH369GZdvdtvvx0ZGRmYNGkSfvvtN5w8eRKff/45tmzZAkCoLj516hT27t2L8vJyWCwWjBkzBiNGjMCkSZPw3Xff4fTp0/j999/x+OOPY+fOnQCAv/3tb1i5ciVWrlyJo0eP4qmnnsKhQ4f8fo2cIeFHEARBEETEctddd8FkMuHiiy/G7Nmz8cADD+Dee+/1un7gwIHYtGkTjh07hlGjRmHw4MF44oknXOoB3nvvPWRnZ2P06NG48cYbpZYr3tBoNNiwYQPS0tIwfvx4DBgwAM8//7zkOt500024+uqrccUVVyA1NRWffPIJOI7DunXrcNlll2Hq1Kno1asXbrvtNpw+fVqqU7j11lvx5JNP4pFHHkFeXh7OnDmD+++/v02vF8fEZjftjMLCQmRnZ+Ps2bOU40cQBEEQXjCbzTh16hRyc3MbiztkjtVqxf79+/HQQw9h8ODBLqPUOjotvZ/k+BEEQRAEQXQQSPgRBEEQBEF0EKiqlyAIgiCIiGTjxo0Bm73bUSDHjyAIgiAIooNAwo8gCIIgCKKDQMKPIAiCIAi00yYfHY6W3kcSfgRBEATRgVGr1QCA+vr6MB8JEQjE91F8X5tCxR0EQRAE0YFRKpVISEhAaWkpACA6OtqvObXhwGq1AhB61vE8H+ajkQeMMdTX16O0tBQJCQleR9aR8CMIgiCIDk5GRgYASOJP7tjtdpSXl0Or1UKlIinjTEJCgvR+eoJerQik1mJHtFoJhULeV2TecDgcXq9ECIIgiNDDcRw6deqEtLQ02Gy2cB9OixQXF2PmzJn4+eefmxU5HQ21Wt3i9ysJvwjjpz9Kcf/HuzCmbzremHxRuA/Hb06fPo2qqipccMEF1HuJIAhCZiiVyoi4MFepVDhz5gxUKlXEjJmTC1TcEUHsOF2JmR/tgtnGY9ORsoiswKqrqwPP8zCZTOE+FIIgCILocJDwixDyi2owddUOWOxCEqvRYsd5gznMR+U/DofD5V+CIAiCIEIHCb8I4ExFHaas2A6j2Y6hOYnolhIDADhSXBPmI/MfsfqKqrAIgiAIIvSQ8JM5pTVm3LliG8prLeiTEYd37x6K/ll6AMCR4towH53/kPAjCIIgiPBBwk/GGOptuGvldpytNKFrcjQ+mHYx9FFq9M6IAxB5jh9jTMpLpFAvQRAEQYQeEn4yxWR1YOr7O/BHsRFpcVp8OHUY0uKEyqXe6YLw+6PYGM5D9BtnsUeOH0EQBEGEHhJ+MsRq53H/x7uw60wV4nUqfDDtYnRJjpYeFx2/k2V1sDkiR0A5iz1y/AiCIAgi9JDwkxk8zzD///bh5yNl0KkVeO8vQ9EnI95lTefEKMRolLA6eJwurwvTkfqPs/Ajx48gCIIgQg8JPxnBGMPTXx/C2n3noVJwWHZnHvK6Jrmt4zgOvcQ8v5LICfeS8CMIgiCI8OK38DMajZg7dy66du2KqKgoXHLJJdixY4f0OGMMCxcuRGZmJqKionD55Zfj0KFDLtuwWCx44IEHkJKSgpiYGEycOBGFhYUua6qqqjBlyhTo9Xro9XpMmTIF1dXVrTvLCGHp98fw/pYz4Djg5VsuxBW907yu7SMVeESO8HMO71KolyAIgiBCj9/Cb/r06di4cSM+/PBDHDhwAGPHjsWYMWNw7tw5AMCSJUvwyiuv4I033sCOHTuQkZGBq666CkZjo0CZO3cuvvzyS3z66afYvHkzamtrMWHCBBcxMHnyZOzduxfr16/H+vXrsXfvXkyZMiUApyxPVv12Cv/64RgAYNHEC3D9oKxm1/dKjzzhR44fQRAEQYQZ5gf19fVMqVSyb775xuX+Cy+8kD322GOM53mWkZHBnn/+eekxs9nM9Ho9W758OWOMserqaqZWq9mnn34qrTl37hxTKBRs/fr1jDHGDh8+zACwrVu3Smu2bNnCALA//vjDp2M9e/YsA8DOnj3rzymGhS93F7Kuj3zDuj7yDVu68ahPz/nteBnr+sg37LIlPwb56AJHZWUl27lzJ9u5cyc7dOhQuA+HIAiCiFBa8x3/5ptvspycHKbVatlFF13Efvnll2bX//zzz+yiiy5iWq2W5ebmsmXLlrmtefXVV1mvXr2YTqdjnTt3ZnPnzmUmk8nv8wklfjl+drsdDofDbSByVFQUNm/ejFOnTqG4uBhjx46VHtNqtRg9ejR+//13AMCuXbtgs9lc1mRmZqJ///7Smi1btkCv12PYsGHSmuHDh0Ov10trmmKxWFBTUyPdnB1GOfPTH6WY/3/7AAD3XJKDOVf28Ol5YkuXgsp61FvtQTu+QELtXAiCIIhwsGbNGsydOxePPfYY9uzZg1GjRuGaa65BQUGBx/WnTp3C+PHjMWrUKOzZswf/+Mc/MGfOHHz++efSmo8//hiPPvoonnrqKeTn52PFihVYs2YNFixYEKrTahV+Cb+4uDiMGDECzzzzDM6fPw+Hw4GPPvoI27ZtQ1FREYqLiwEA6enpLs9LT0+XHisuLoZGo0FiYmKza9LS3PPb0tLSpDVNee6556R8QL1ej379+vlzamFhx+lKzPxoF+w8w6RBmXhyQj9wHOfTc5NjtUiJ1YIx4FhJZEzwoFAvQRAEEQ5eeeUVTJs2DdOnT0ffvn2xdOlSZGdnY9myZR7XL1++HF26dMHSpUvRt29fTJ8+HVOnTsVLL70krdmyZQtGjhyJyZMnIycnB2PHjsXtt9+OnTt3huq0WoXfOX4ffvghGGPIysqCVqvFa6+9hsmTJ0OpVEprmooXxliLgqbpGk/rm9vOggULYDAYpNvhw4f9Oa2Qk19Ug6mrdsBi5/GnPml48eYLoVD4JvpEIq3Ag/r4EQRBdCAaJjWFG6vVil27drlEGgFg7NixXqOIW7ZscVs/btw47Ny5EzabDQBw6aWXYteuXdi+fTsA4OTJk1i3bh2uvfbaIJxF4PBb+HXv3h2bNm1CbW0tzp49i+3bt8NmsyE3NxcZGRkA4ObKlZaWSi5gRkYGrFYrqqqqml1TUlLitu+ysjI3N1FEq9UiPj5eusXFxfl7aiHjTEUdpqzYDqPZjiFdE/Hm5IugVvrfWUcq8IiQli4U6iUIguhA8MFPQzIajS5pXhaLxW1NeXk5HA5Hs9HIphQXF3tcb7fbUV5eDgC47bbb8Mwzz+DSSy+FWq1G9+7dccUVV+DRRx8N0NkFh1b38YuJiUGnTp1QVVWF7777Dtdff70k/jZu3Cits1qt2LRpEy655BIAQF5eHtRqtcuaoqIiHDx4UFozYsQIGAwGSUUDwLZt22AwGKQ1kcq5ahPuXLEN5bUW9MmIw4p7hiJKo2z5iR6IZMfP0/8JgiCIdkQIhF+/fv1c0ryee+45r2v9jUZ6Wu98/88//4xnn30Wb731Fnbv3o0vvvgC33zzDZ555pnWnk5IUPn7hO+++w6MMfTu3RvHjx/Hww8/jN69e+Mvf/kLOI7D3LlzsXjxYvTs2RM9e/bE4sWLER0djcmTJwMA9Ho9pk2bhoceegjJyclISkrC/PnzMWDAAIwZMwYA0LdvX1x99dWYMWMG/v3vfwMA7r33XkyYMAG9e/cO4OmHlrOV9bj9na0orDKha3I0Pph6MfRR6lZvT2ziHCkze5sKPYfDAYWCeogTBEG0S/jgp/QcPnwYWVmN7c+0Wq3bmpSUFCiVymajkU3JyMjwuF6lUiE5ORkA8MQTT2DKlCmYPn06AGDAgAGoq6vDvffei8cee0y2329+Cz+DwYAFCxagsLAQSUlJuOmmm/Dss89CrRYEzN///neYTCbMmjULVVVVGDZsGDZs2OASen311VehUqlwyy23wGQy4corr8SqVatc8gQ//vhjzJkzR4qxT5w4EW+88UZbzzdsFFQIou9ctQk5ydFYPWM40uJ1LT+xGXqlxwIAymstqKi1IDnW/RdeTjTN6yPHjyAIoh0TAscvLi4O8fHxza7RaDTIy8vDxo0bccMNN0j3b9y4Eddff73H54wYMQJff/21y30bNmzAkCFDJL1TX1/vJu6USiUYY5I7KEc4JuejawOFhYXIzs7G2bNn0blz57Aey+nyOkx+ZyvOG8zolhKD1TOGI0PfNtEnctmSn1BQWY/VM4bhku4pAdlmsDh+/DgMBoP0/759+yI6OjqMR0QQBEEEjboKICY5KJv29zt+zZo1mDJlCpYvX44RI0bg7bffxjvvvINDhw6ha9euWLBgAc6dO4cPPvgAgNDOpX///rjvvvswY8YMbNmyBTNnzsQnn3yCm266CQCwcOFCvPLKK3j77bcxbNgwHD9+HPfffz/y8vKwZs2aoJx3IPDb8SP841R5HW5/eyuKa8zonhqDTwLg9DnTOyMOBZX1OFpslL3woxw/giCIDkQIHD9fufXWW1FRUYFFixahqKgI/fv3x7p169C1a1cAQq2Bc0+/3NxcrFu3Dg8++CDefPNNZGZm4rXXXpNEHwA8/vjj4DgOjz/+OM6dO4fU1FRcd911ePbZZ0N+fv5Ajl8QOVFWi9vf3opSowU902Lx8YxhSIsLnOgDgJc3HMHrPx7H7Rdn47kbBwZ024Hmjz/+QF1dnfT/nj17tmjREwRBEBFKzXkgPjMom5bDd3ykQo5fkDhWYsTt7wjVu73T4/DxjGFICUIOXiTN7G2a40e9/AiCINopjIWkuIPwH3mWnEQ4R4qNuP2drVLLltVBEn1AY0uXoyW1sk4mBRpDuyqVyuX/BEEQRDtDRmFewhUSfgEmv6imQfRZ0a9TPD6ZMTyo1bY5KTFQKznUWuworDIFbT+BQBR6YkUUOX4EQRDtFBJ+soWEXwA5dN6Aye9sRWWdFQOy9Fg9YxgSYzRB3adaqUD3VKGty1GZT/AQhR45fgRBEO0cCvPKFhJ+AeLgOQMmv7MNVfU2XNhZj4+mDUNCdHBFn0ifCGjk7NzXSHT8SPgRBEG0U8jxky1U3BEA9hdW4853t6HGbMeg7AR8MO1ixOtaP5HDX3pJeX7yFX7OIo9CvQRBEO0ccvxkCwm/NrKnoAp3rdwOo9mOvK6JWPWXoYgLoegDImNmryj8OI6TJrSQ40cQBNFOIcdPtlCotw3sOlOFu1YIom9oTiLen3pxyEUf0NjS5URZLWwOeYop0d1TKBSS8CPHjyAIop3C6PNdrpDwayU7TlfirhXbYLTYcXFuElb95WLEasNjoGYlRCFWq4LNwXCqvK7lJ4QB0d1TKBTSbENy/AiCINop5PjJFhJ+rWDbyQrcvXI76qwOjOiWjFV/GYqYMIk+QAif9koXKnvlWuAhijylUkmhXoIgiPYOCT/ZQsLPT4oNZvxl1Q7UWx24tEcKVt4zFNGa8KdK9s4QRp8dlanwcw71io4fhXoJgiDaIYwBdGEvW8KvWCKMDL0Oc8f0xObjFXh7Sh50amW4DwmA/Fu6OId6yfEjCIJox1BFr6wh4dcK7r2sO6Zd2g1KBRfuQ5EQCzzk2tKFcvwIgiA6CBTmlTUk/FpBbW0t7HY7eJ4Hz/NwOBzSz03/7+3n+Ph49OjRI2DH1LvB8SuorEedxR7WnENPiGFdpVJJoV6CIIj2DAk/WSMvdRAhnDx5EjabrU3bMBgM4HleEkFtJSlGg9Q4LcqMFhwtMWJwl8SAbDdQUKiXIAiig0DCT9aQ8GsF0dHRsNvtkogRw5fOPzf32OHDh8EYg8PhCJjwA4Q8v0gQfuI5i2PcOE4+IXOCIAiijTC6qJczJPxaQVtDtEqlEna7HQ6HQxpfFgh6pcfh12PlsizwcG7n4ix2HQ4HVCr6NSQIgmg3kOMna6idSxgQQ512e2D/OHrLeGavczsXjuOowIMgCKK9QsJP1pDwCwPBGlkm55m9zqFe53+pwIMgCKKdQcJP1pDwCwPBEn490+LAcUB5rRXltZaAbrutOId6nf8lx48gCKKdQX38ZA0JvzAg5rQFWvhFaZTomhQNQH4TPJxDvc7/kvAjCIJoZ5DwkzUk/MJAsBw/oLGRs9wKPCjUSxAE0QFwUJhX7pDwCwPBKu4AGvP85FbgQaFegiCIDgDl98keEn5hIKiOn0xn9noL9ZLjRxAE0Y5g9Jkud0j4hYFgCj/R8TtWYgTPs4Bvv7U0DfWS40cQBNEOIcdP9pDwCwPBKu4AgJzkGGiUCtRZHThXbQr49luLtxw/En4EQRDtCCrskD0k/MJAMB0/lVKB7mmxAOQT7mWMueX4UaiXIAiiHUKOn+wh4RcGglncAcivwMPZ1aNQL0EQRDuGHD/ZQ8IvDATT8QPk19LFk/Ajx48gCKIdQo6f7CHhFwaCLfwkx09mwk8Ue84/k+NHEATRjiDhJ3tI+IUBsbjDOfctkIgtXU6U1cJqD7+waprf5/wzCT+CIIh2BKPPdLlDwi8MKBQKcBwHIDiuX6ZehzidCnae4WR5bcC37y9Ne/g5/0yhXoIgiHYC7wCYfNqIEZ4h4Rcmghnu5TgOvRvy/I7IINzrKdRLjh9BEEQ7g8K8EQEJvzAR7MpeMdwrJ+HnHOolx48gCKKdQcIvIiDhFyZCVuAhg5YuzYV6yfEjCIJoJ5DwiwhI+IWJjtTShUK9BEEQHQDq4RcRkPALE8Ec2wZAyvErrDKh1hLeq7DmQr08z4NRMjBBEETkQ8IvIiDhFyaC7fglxmiQFqcFEP5wr6dQr7MIJNePIAiiHUCh3oiAhF+YCHZxBwD0lkmBh6dQL8dxUksbEn4EQRDtABJ+EQEJvzARbMcPaCzwkIvwc3b5AKrsJQiCaFcw+iyPBEj4hYlQCL9eMunl5ynUC1CBB0EQRLuCcvwiAhJ+YSLYxR0A0CcjHkD4c/w8hXqd/0+OH0EQRIRDUzsiBhJ+YSIUOX490mLBcUBFnRVlRkvQ9tMSLQk/cvwIgiAinAjI73vrrbeQm5sLnU6HvLw8/Prrr82u37RpE/Ly8qDT6dCtWzcsX77c5fHLL79cyld3vl177bXBPI02Q8IvTIQi1BulUSInOQZAeMO93nL8KNRLEATRTpB5mHfNmjWYO3cuHnvsMezZswejRo3CNddcg4KCAo/rT506hfHjx2PUqFHYs2cP/vGPf2DOnDn4/PPPpTVffPEFioqKpNvBgwehVCpx8803h+q0WgUJvzARCuEHAL3SYwEAR8IY7vWW40ehXoIgiHaCzB2/V155BdOmTcP06dPRt29fLF26FNnZ2Vi2bJnH9cuXL0eXLl2wdOlS9O3bF9OnT8fUqVPx0ksvSWuSkpKQkZEh3TZu3Ijo6GgSfoRnQiX8ejfk+R0prgnqfprDW6iXHD+CIIh2QpiEn9FoRE1NjXSzWNzTmqxWK3bt2oWxY8e63D927Fj8/vvvHre7ZcsWt/Xjxo3Dzp07YbPZPD5nxYoVuO222xATE9PKswkNJPzChFjcwRgLqvCRWrqU1AZtHy1B7VwIgiDaOWEK9fbr1w96vV66Pffcc25rysvL4XA4kJ6e7nJ/eno6iouLPW63uLjY43q73Y7y8nK39du3b8fBgwcxffr0NpxNaFCF+wA6KgqFAhzHgTEGh8Ph5oYFCrGly7ESI3ieQaHggrKf5mgp1EuOH0EQRIQTph5+hw8fRlZWlvR/rVbrda04NECEMeZ2X0vrPd0PCG5f//79cfHFF/t03OGEHL8wEorK3pzkaGhUCtRbHSisMgVtP81BoV6CIIh2TphCvXFxcYiPj5dunoRfSkoKlEqlm7tXWlrq5uqJZGRkeFyvUqmQnJzscn99fT0+/fTTiHD7ABJ+YSUUeX4qpQI9UoUCjz/CkOfnLOoo1EsQBNFOkXFxh0ajQV5eHjZu3Ohy/8aNG3HJJZd4fM6IESPc1m/YsAFDhgyBWq12uf8///kPLBYL7rzzzsAeeJAg4RdGQlXgEc7Rbc7Cjxw/giCIdorM27nMmzcP7777LlauXIn8/Hw8+OCDKCgowMyZMwEACxYswF133SWtnzlzJs6cOYN58+YhPz8fK1euxIoVKzB//ny3ba9YsQKTJk1ycwLlCuX4hZHQVfaKBR6hF37e8vuc7yPHjyAIIoLhedlP7bj11ltRUVGBRYsWoaioCP3798e6devQtWtXAEBRUZFLT7/c3FysW7cODz74IN58801kZmbitddew0033eSy3aNHj2Lz5s3YsGFDSM+nLZDwCyOhGNsGAL1k4Pg1J/zI8SMIgohgZBzmdWbWrFmYNWuWx8dWrVrldt/o0aOxe/fuZrfZq1cvqegjUqBQbxgJRXEH0BjqPVVeB4s9tO6at1YuzveR8CMIgohgIkT4EQIk/MJIqEK9GfE6xOlUsPMMJ8vqgrqvplColyAIop1Dwi+iIOEXRkIl/DiOC1uBR3OhXnL8IgcHz/CX97Zj3n/2RlxYgyDahMyLFmRBmHr4Ea2DhF8YCZXwAxobOYe6wKO5UC/l+EUOp8pr8dORMnyx+xyOlYZvCgxBhBy7hcRfS9DrE1GQ8AsjoSruAMLX0oVCve2DYkPj/MtvD3gecUQQ7RMGWEObIhNxUKg3ovBL+Nntdjz++OPIzc1FVFQUunXrhkWLFrk4NowxLFy4EJmZmYiKisLll1+OQ4cOuWzHYrHggQceQEpKCmJiYjBx4kQUFha6rKmqqsKUKVOk+XtTpkxBdXV1689UhoSquAMAemfEA5BnqNd5HSFPSmrM0s/fHiwK45EQRBiw1Yf7COQNCb+Iwi/h98ILL2D58uV44403kJ+fjyVLluDFF1/E66+/Lq1ZsmQJXnnlFbzxxhvYsWMHMjIycNVVV8FobBQcc+fOxZdffolPP/0UmzdvRm1tLSZMmODi/EyePBl79+7F+vXrsX79euzduxdTpkwJwCnLh1CGens3hHrPVZtgNNuCvj8RX9q5OK8j5Emxk/D7o9iIU+XkgBAdCBJ+zUOh3ojCL+G3ZcsWXH/99bj22muRk5ODP//5zxg7dix27twJQHD7li5disceeww33ngj+vfvj/fffx/19fVYvXo1AMBgMGDFihV4+eWXMWbMGAwePBgfffQRDhw4gO+//x4AkJ+fj/Xr1+Pdd9/FiBEjMGLECLzzzjv45ptvcOTIkQC/BOEjlMJPH61GRrwOAHC0JHQ5Ws3l+AEU7o0UnB0/gFw/ooPB84AtPLPOIwJy/CIKv4TfpZdeih9++AFHjx4FAOzbtw+bN2/G+PHjAQCnTp1CcXExxo4dKz1Hq9Vi9OjR+P333wEAu3btgs1mc1mTmZmJ/v37S2u2bNkCvV6PYcOGSWuGDx8OvV4vrWmKxWJBTU2NdHN2GOVKKHP8gPA0cm4uxw+gyt5IodggCL++nYSUAcrzIzocVnL9PBIBUzsIV/wSfo888ghuv/129OnTB2q1GoMHD8bcuXNx++23AwCKi4Uvg/T0dJfnpaenS48VFxdDo9EgMTGx2TVpaWlu+09LS5PWNOW5556T8gH1ej369evnz6mFBVH0MMZCInwaCzxqgr4vkeZCvc73k+Mnb0qMQnHHXSO6QsEBB84ZcLaSvgiJDoSN0hs8Qm5fxOGX8FuzZg0++ugjrF69Grt378b777+Pl156Ce+//77LOo7jXP7PGHO7rylN13ha39x2FixYAIPBIN0OHz7s62mFDYVCIZ1Pe23p0lKolxy/yKCkwfHr1ykeQ3OSAADfHSLXj+hA2K2Ag0SOG9TDL+LwS/g9/PDDePTRR3HbbbdhwIABmDJlCh588EE899xzAICMjAwAcHPlSktLJRcwIyMDVqsVVVVVza4pKSlx239ZWZmbmyii1WoRHx8v3eLi4vw5tbARyspe55YuoWrC21Kol3r5yR8Hz1BWKzh+GXodxg/oBABYd4Dy/IgOBrl+7pDjF3H4Jfzq6+vdvsCVSqX0pZ2bm4uMjAxs3LhRetxqtWLTpk245JJLAAB5eXlQq9Uua4qKinDw4EFpzYgRI2AwGLB9+3ZpzbZt22AwGKQ17YVQFnj0SIuFggOq6m3SF3mwoVBv5FNRa4GDZ1BwQEqsFuMuEC7wdhdUS7l/BNEhoH5+7pDwizhU/iy+7rrr8Oyzz6JLly644IILsGfPHrzyyiuYOnUqACE8O3fuXCxevBg9e/ZEz549sXjxYkRHR2Py5MkAAL1ej2nTpuGhhx5CcnIykpKSMH/+fAwYMABjxowBAPTt2xdXX301ZsyYgX//+98AgHvvvRcTJkxA7969A3n+YSeUwk+nViInOQYny+twpNiItDhd0PdJod7IR2zlkhqnhVLBIUOvQ17XROw6U4XvDhXj7ktywnuABBEqbCahkKGF1KWAEur9+Qu1cok4/BJ+r7/+Op544gnMmjULpaWlyMzMxH333Ycnn3xSWvP3v/8dJpMJs2bNQlVVFYYNG4YNGza4hF5fffVVqFQq3HLLLTCZTLjyyiuxatUqF3Hw8ccfY86cOVL178SJE/HGG2+09XxlR6gre3tnxEnCb1TP1KDvz9dQLzl+8kV09cR2QABwTf8M7DpThXUHikj4ER0HxoSefpqY0O3PUAjEZwIKzxfPYYeEX8Thl/CLi4vD0qVLsXTpUq9rOI7DwoULsXDhQq9rdDodXn/9dZfGz01JSkrCRx995M/hRSShdPwAocDj24PFyC8KTYGHr6Fecvzki9jDL91J+I27IAP//F8+dpyuRHmtBSmx2nAdHkGEFmsIhZ+1TpgVbCwG9Fmh2ae/UKg34qBZvWEmlMUdANA/Sw8AOHTeEJL9tST8KNQrf0pqGgs7RLKTojGwsx48AzYcci/EIoh2SygLPCwNF+g2E1BXEbr9+gMJv4iDhF+YCbXjN7CzIPyOlhhRbw3+HyxN7oh8ij04fgBwdX+hyIOmeBAdCoddaO0SbHiH66g4UxVgCd3UJZ8h4RdxkPALM6EWfunxOqTFacEz4PD54DZy5nleahtDjl/k4inUCwDX9Bfauvx+ogJVdSH4IiQIuRAK189idJ+IUVsSGtHpK4zR1I4IhIRfmAl1cQcADOycAADYXxjccK+zmKPijshFFH4ZTYRfbkoM+mTEwcEzbMyncC/RgQjF+DaLhzxsxgBjkTAmTQ6Q2xeRkPALM6F2/IDGcO+Bc6ERfhzHeZ24QsUd8kes6tXYa1FdXe3ymOj6rT9IUzyIDoTdHFzxZbcKRR2ecNiAutLg7dsfSPhFJCT8wkyoizsAYECD8NtXWB3U/Yhi1lt+n/NjJPzkicnqQI3ZDuaww1RVghMnTsBiafxCGj9AyPPbfKwcNWZbuA6TIEKL2NYlWHhy+1werxVy/sINCb+IhIRfmAmL49dQ2XuyrA7GIH5Zt1TR6/wYhXrliVjYEaXkEaMRfledxyn2TI9D99QYWB08fsyXiQtBEKEgqMLPh/zruorQhJybg3r4RSQk/MJMOIRfcqwWWQlRAICD54JX4OGL8CPHT96I+X2p0SopXF9RUeHiUIvhXqruJToUwRrfZq33XVDVFgtVxuGChF9EQsIvzISjuANozPPbH8Rwb0utXABy/OSOKPySoxs/KnieR2lpo7t3TUO49+cjZaizUOiH6CDwDsAWhFnVvrh90jHwQrFHuCprKdQbkZDwCzOiKGKMhdT1kip7g1jg0dK4NufHyPGTJ2JhR3KU8Huq0wmVvaWlpdL7269TPLokRcNi5/HzkbLwHChBhINAh3t53n8n0W4B6sL0d0fCLyIh4RdmFAqFFEILS2VvEFu6+BPqZYxJPf8I+SBO7UiKEt7DlJQU6HQ6OBwOlJeXAxCqtq+hZs5ERyTQ4V6rh959vmCuAcyhmcbkAqNITSRCwk8GhKOyVxzdVlBZH7Tmu/6EegEK98oRMdSbqBPeQ41Gg/T0dOGxkhJJrF8zQMjz++mPUpht9D4SHQS7JbB5bi1V8zZHXXlwQs/NQY5fRELCTwaEo8BDH6VGboowaDxY/fx8CfU69/ijcK/8EKt6E7TCe6TRaJCcnAy1Wg2bzYbKykoAwIWd9cjU61BndeCXoxTuJToQgXL9HLa2CTepuXOIvkcYk08jacIvSPjJgHAIPwAYkBXcRs6+hHoBquyVM2KOn14nvIdqtRocx0muX3Gx0LiZ4zhcTc2ciY5IoPL82uL2ifAOwBiivz9y+yIWEn4yINyVvfvOVgdl+76EegGq7JUrjDGUGs1gDjuSYtQABOEHCLl+SqUSZrNZmuYhVvduzC+B1U4inuggWOsCU1XrTzVvc9hMQtg32FArl4iFhJ8MCJfjJ1b2hjPUC5DjJ1cq66ywORgYb0dilEZy+wDhPUtNTQXQ6PrldUlEapwWRrMdv50IwRcPQcgBxoQRbm3BZgpsPz5TdWAcxOYgxy9iIeEnA8JR3AEAF2TGg+OAIoMZpcbAJwX7Guolx0+eiPl9SToF1CoFNBqNy+NpaWngOA51dXWora2FQsHh6gsE12/9AQr3Eh2Itk7QCIZIqy0VZv4GCxJ+EQsJPxkQLscvRqtCj9RYAMFp6+Kv8CPHT16IFb0pMUIqghjmFVGr1UhJSQHQ6PqJbV02HC6G3UHvJ9FBsNa2/rmMBUf4ScUeQfo7pFBvxELCTwaES/gBTo2cgyj8Wsrxo1CvPBF7+CU39PBr6vgBkIo8DAYDTCYTLs5NQmK0GlX1Nmw7VRm6gyWIcOKwCbfWYK0N3uQNhy14M4Wph1/EQsJPBoSruANwauQchDw/X3P8KNQrT8SK3qSGqR1NHT8A0Gq1SExMFNYXF0OlVGDcBdTMmeiAtLatS7Bz8dqaf+gNCvVGLCT8ZEC4cvwAYIDTzN5AT86gdi6RTYlTjh/g2fEDgIwMQehVVVXBarXi6oZw7/qDJXDwNI2F6CC0xllz2NueH9gSwXL8SPhFLCT8ZEA4Q739OsVDpeBQXmtFkSGwV4bUziWyaZza0djDzxPR0dGIj48HYwwlJSW4pHsK4nUqlNdasOtMVciOlyDCis3kf8jWGmS3DxAKPIJxUU3CL2Ih4ScDwin8dGoleqXHAQh8np+/oV5y/ORFcUOOX7zT1A5viLl+5eXlUIDHmH7C/yncS3QYGPPfXTMHqHdfS9hNgd2er1M7GH2myxESfjIgnMIPaMzz219YHdDtUqg3simpMYPxDiRFe67qdSY+Ph7R0dHgeR6lpaW4xmmKB0/hXqKj4E/Y1m5pfUGIvwR6hq+vFb2B7E1IBAwSfjIgnMUdQHAaOTPGpJxBCvVGHha7A5V1VjCHHckxWiiVyhYFvJjrV1ZWhpHdkxCjUaLIYMa+AF9QEIRssflR4BEqtw8IvOPna5iXwsGyhISfDBCFEWMsLK5Xo+NnCFiBh/N5kOMXeZQ2hHnVCoY4narZMK9IQkICtFot7HY7ag1V+FNfIdxLs3uJDoPD7lvTZMZCk98nYrcEtmWMz8IvRI4m4Rck/GSAQqGQRmGFo7K3V3ocNEoFDCYbCioDUwEmunccx0nn5g3K8ZMfYmFHarTwu9lcmFeE4zgp16+kpATXXCD8vO5gUcArxglCtvji+lnrgtdY2ROMCcUnAduej9EZmTl+b731FnJzc6HT6ZCXl4dff/212fWbNm1CXl4edDodunXrhuXLl7utqa6uxuzZs9GpUyfodDr07dsX69atC9YpBAQSfjIhnHl+GpUCfTPjAQSuwMPX/D7nNRTqlQ/iuLaUaOH30hfHDwCSk5OhVqthtVoxIFUJnVqBs5UmHDofwrAWQYQTX/r5Bbt3nycC2c/P1xw/GQm/NWvWYO7cuXjsscewZ88ejBo1Ctdccw0KCgo8rj916hTGjx+PUaNGYc+ePfjHP/6BOXPm4PPPP5fWWK1WXHXVVTh9+jQ+++wzHDlyBO+88w6ysrJCdVqtgoSfTAh7gUdWYBs5+9rKxXkNOX7yQZzakaTzT/gpFAqkpaUBAGoqy3F5L+Fnqu4lOgx2S/NuHu8IXm+95gik4+eLoPO18jdEvPLKK5g2bRqmT5+Ovn37YunSpcjOzsayZcs8rl++fDm6dOmCpUuXom/fvpg+fTqmTp2Kl156SVqzcuVKVFZW4quvvsLIkSPRtWtXXHrppbjwwgtDdVqtgoSfTAi38BMbOe87Wx2Q7fnaysV5DTl+8kFq3hzVfA8/T6SmpkKpVMJsNuOynGgAwLcHiyncS3QMGGs+3GsxBm9EW3PYzYHbry/CL0Run9FoRE1NjXSzWCxua6xWK3bt2oWxY8e63D927Fj8/vvvHre7ZcsWt/Xjxo3Dzp07YbMJuYtr167FiBEjMHv2bKSnp6N///5YvHix7L/LSPjJhHBX9l7YUNl78JwhIO03/An1kuMnP8RxbYktTO3whFKpRGpqKgCgj94BjVKBk2V1OFbahkH2BBFJNNfWJRxhXkAQfXZ3UdQqfAn1hkj49evXD3q9Xro999xzbmvKy8vhcDikHGSR9PR0FBd7Lj4rLi72uN5ut6O8vBwAcPLkSXz22WdwOBxYt24dHn/8cbz88st49tlnA3R2wUEV7gMgBMI5tg0AuqfGIEqtRJ3VgZPldeiRFtum7fkT6nUu7mCMtVgMQgQfMccvoYWpHd5IS0tDSUkJmM2C4dnR+OV0LdYdKJKahRNEu8ab42e3Bk58tQa7CVDr2r4dGTl+hw8fdsmp02q1Xtc2/W5p6fvG03rn+3meR1paGt5++20olUrk5eXh/PnzePHFF/Hkk0/6fS6hghw/mRDuUK9KqcAFUoFHdZu315pQL0Cun1worTGDMR4JWv8dP0AQisnJyQCAoRnCNqitC9Fh4HnPTZPD5faJBCrPT0aOX1xcHOLj46WbJ+GXkpICpVLp5u6Vlpa6uXoiGRkZHterVCrps61Tp07o1auXi8HRt29fFBcXw2r1oa1PmCDhJxPCLfyAxkbOgajs9beq1/kKiggvjDHB8XM4kByrhUKh8Mm5bYr4gTowVQOFw4o/io04WUbhXqKD4KmAwxLm6vZAVPb6Oo1DRlM7NBoN8vLysHHjRpf7N27ciEsuucTjc0aMGOG2fsOGDRgyZIgUARk5ciSOHz/u8r119OhRdOrUye+L5VBCwk8mhDvHD2hs5ByIyl5/hJ/zOhJ+4afGZIfZxoM5bEiK1fgd5hXR6XRITExErE6FQamCsP+WXD+io9C0rYu13vc2KMGC59seao7QHn7z5s3Du+++i5UrVyI/Px8PPvggCgoKMHPmTADAggULcNddd0nrZ86ciTNnzmDevHnIz8/HypUrsWLFCsyfP19ac//996OiogJ/+9vfcPToUfzvf//D4sWLMXv27JCfnz+Q8JMJcnD8xMreQ+cNsDvaJsC85fh9sr0A936wEyar63lSZa98KDEKrkC8loNWpWzTlavo+g3JUIM5bPjpj9KAHCNByB67xVXohTvMK9LWcK+vgo7JS/jdeuutWLp0KRYtWoRBgwbhl19+wbp169C1a1cAQFFRkUtPv9zcXKxbtw4///wzBg0ahGeeeQavvfYabrrpJmlNdnY2NmzYgB07dmDgwIGYM2cO/va3v+HRRx8N+fn5AxV3yIRwF3cAQG5yDOK0KhgtdhwrrUXfTvGt3panHD+j2YZFXx+GyebA5uPluKpfY26FUqmEzWYjx08GiBW9KVHC72RrHT8AiImJQVxcHLqn1MJRdwpnKttWNEQQEYW1DtDFC06bVSZpDm0N9/rUw4+XVQ8/kVmzZmHWrFkeH1u1apXbfaNHj8bu3bub3eaIESOwdevWQBxeyCDHTybIwfFTKDj0Fxs5tzHPz1Oo95v9RTDZhPMTq0Yb902On1wQ35vkGOG6sK25KhkZGUiJ04A31aDUUA+zjd5jooMg5vlZa8PTu88TbXb85FPYQbQOEn4yQQ7CD2jM89vXxspeT6HeNTvOSj+XehF+5PiFn5IGxy9JJ+TltcXxA4D4+Hh0StZDowQc9QbJUSSIdo+1ThB84S7qcIZ3AA5b257fEjIq7CDcIeEnE+RQ3AE0Vva2tcCjaaj3aIkRe52mgjT98qcmzvJBzPHzd1xbc2RkZCA1TgveXItz1QEcHUUQcoYxIbfPU2uXcNKWkXEy6uFHtA4SfjJBbo5fflENLPbWH0vTUK/o9mlVwv9LjK6VZRTqlQ/FBuG90QfI8QOEXL/UWB2Y3YrCyjDMKSWIcFFXFu4jcKctQpSEX8RDwk8miMKPMRZW16tzYhQSo9WwORiOFLe+Cs051Gu18/hyzzkAwO0XdwHQGE4UIcdPPpTUmMEYa3XzZk9oNBqk64WJAQVlMgp7EUSwkUtunzP2NrjuJPwiHhJ+MsG5iXE4K3s5jsOAADRydg71fp9fgso6K9LjtbhlSDaAxnCiCDl+8qG4xgzwQvNmjuOkNIS2wHEcMpOEKvGC8uo2b48giDbgsLc+D4/5cHFOwk/WkPCTEbIJ9wagstc51CuGef+c1xlZCVEAgOp6m0t1JxV3yAO7g0d5rQXMYUdSjBpqtTpgs5OzUgThV0iOH0GEn9a4frzDNwcz3I2qiWYh4Scj5CL8BgSgslcUcCVGK345JuS43DIkG/FRKinPr7SmMc+PQr3yoKzWAsYAJbMjIar1Uzs80SVV+L06X9n2yTAEQbSR1uT5+RTmdfjmChJhg4SfjJBLZe+FDaHeY6W1bhM2fEUUcF/tPQ/GgOHdktA1OQYcxyGjIdfLuZcfhXrlgdS8OVoJhYIL6LzJrukJAICSylrwvAzzngiiI9Gayl7K72sXkPCTEXJx/NLjtUiN08LBMxwu8j8sJxao8DzD57vPAwBuHZrduP04QfiVOAk/cvzkQUmDC5sUgKkdTemSmgAFB1itZpTVtnFeKEEQbcNh8z8kS82b2wUk/GSEHMa2AUIivpjnt78V4V5RvO0/Z0ChwYw4nQrX9O8kPZ4WrwXgKvzI8ZMH4nuSHB24Hn4icTHRSI7RgPE8zpTLZG4pQXRk/J3iQY5fu4CEn4yQi+MHODVybkWBhyj8Nh4uAccpcP2gTOjUjRM8MuLdHT8q7pAHYvg9SSe8H4F0/BQKBTIShVm9p0uqA7ZdgiBaib9ze8nxaxeQ8JMR8hJ+DY5fKyZ4OBwO1Jrt2HKyEgBw65AuLo+nS8KPijvkhthfMSEqcD38nOkktnQprQ7odgmCaAXk+HVISPjJCLkUdwCNlb0nympRa/HvD5nnefx8pBQ2HujbKR79s+JdHk+n4g7ZIvZXTNAEbmqHM1kpwu9VYTlV9hJE2HFYAX8uthk5fu0BEn4yQk6OX0qsFlkJUWAMOOin6+dwOPDd4RKA43DrkM5ufeDS44Qcv1Iq7pAdxQYzGO9AUozg9AXa8euSJgi/c+XUy48gwg5j/oV7fW3nQsgaEn4yQi7FHSIDWtnI+WBhNU6V10GjVmHS4Cy3x53bubCGZqDk+MmDkhqheXNyrAYqlSpgzZtFuqQmAADOV5DjRxCywJ9wb0uijrfLc0Qd4QIJPxkhJ8cPaH0j5892FQAALu2ZhoRod8dIzPEz23jUmAWRKwo/gFy/cFFrsQthfd6OpBhNwN0+AMgVe/lV19H7TBBywNcJHr5M7aAwb0RAwk9GyE34iY2cD/gR6jXbHFi3X+jdd+3ATI9rdGol9FFC7phY2UvCL/yI70W0CojWqAKe3wcAXVLiwCkUqLM6UGaoDfj2CYJopMhow56iFoSd3RK4MWwk/CICEn4yQk7FHUBjqPdMRT0M9TafnvPtwSLUmm1Ij9NiaG6K13XpTXr5cRxH4d4wI1b0pgSpohcAYrQqxMdGAwBOFVcFfPsEQTQy9YtzuPHjAhRUW70v8jXPzxdR5yDhFwmQ8JMRcnP89NFqdE0WvqT3n6v26TlrdpwFeB5j+qZDpVJ6XeeppQv18gsvxU2aNwfD8QOAzIaWLmeopQtBBA2zjccfZRYwACerWrhw9yXPj1q5BJySkhJMmTIFmZmZUKlUUCqVLrdgoQralgm/Ed9oceSZc/gzXAzsnIAzFfXYX2jAqJ6pza49U1GHrScrAfC4sl9as8ef7qGJs1KphN1uJ+EXJqRxbbrgOX4AkJkcj/zT53G2jAo8CCJYnKiyQgzglte1IMgC5fiR8POLe+65BwUFBXjiiSfQqVOngBfTeYOEn4xQKBTgOA6MMdjt9qB98frDwCw9vt533qfK3v/sPAsAuDgnEWlxumavWJqGegGq7A034nuRGIQ5vc50pl5+BBF0TlQ2hnfL61sQZL44fsyHC3ISfn6xefNm/Prrrxg0aFBI9xt+S4lwQW7hXrGyt6WZvXYHj892FQIAJvTPAIBmHT9xbFuxgXr5yQXxvUjQBtfx69rQy6+o0ii18yEIIrAcr3ASfnUtfJ8wBthacP1aEnWMUQ8/P8nOzg7LZ6Bfwi8nJwccx7ndZs+eDUAIUS5cuBCZmZmIiorC5ZdfjkOHDrlsw2Kx4IEHHkBKSgpiYmIwceJEFBYWuqypqqrClClToNfrodfrMWXKFFRXV7ftTCMEuQm//ll6cBxw3mBGmdHidd0vx8pQUmNBYrQaI7onAmhe+KWJoV6je46fXM69o1FiNIMxPuiOX9dUQfiV1phgtTaTdE4QRKs5UeGH4we03NalJeFHbp/fLF26FI8++ihOnz4d0v36Jfx27NiBoqIi6bZx40YAwM033wwAWLJkCV555RW88cYb2LFjBzIyMnDVVVfBaDRK25g7dy6+/PJLfPrpp9i8eTNqa2sxYcIEly/7yZMnY+/evVi/fj3Wr1+PvXv3YsqUKYE4X9kjt8reWK0K3VNjATQ/wWPNDiHMe8PgzlArhDyF5kK9ouNXYnAP9ZLjFx5KDGbAYUdSrCaoycVZidHgVBqU1lhgNvs5JJ4gCJ84Xtl4UV1e78P3SVsdPxJ+fnPrrbfi559/Rvfu3REXF4ekpCSXW7DwK8cvNdU1uf/5559H9+7dMXr0aDDGsHTpUjz22GO48cYbAQDvv/8+0tPTsXr1atx3330wGAxYsWIFPvzwQ4wZMwYA8NFHHyE7Oxvff/89xo0bh/z8fKxfvx5bt27FsGHDAADvvPMORowYgSNHjqB3796BOG/ZIrfpHYCQ53e8tBb7CqtxRZ80t8fLjBb8kF8KALh1aDZ4YzGA5h0/sbijrNYCB8+gVHAU6g0jPM9QahSmdqTEaoLm9gFAVmIUOJUGlfW1MNTWQa/XB21fBNERcfAMp5wqeVss7gB8cPx8mNpB+MXSpUvDst9WF3dYrVZ89NFHmDdvHjiOw8mTJ1FcXIyxY8dKa7RaLUaPHo3ff/8d9913H3bt2gWbzeayJjMzE/3798fvv/+OcePGYcuWLdDr9ZLoA4Dhw4dDr9fj999/9yr8LBYLLJbGKxxnlzGSkFuoFwAGdtbjiz3nvBZ4fLmnEHae4cLsBPTOiMMf1ecANC/8UmI1UHDCB1RFrQVp8ToK9YaR8joL7DwDmB0JUcGZ2iGSHKOBTqtFvbkWZ8sM6JLludE3QRCt46zBBqujMXesrKUcPwDgecBuBVQe/vZ5nqZ2BIG77747LPtttfD76quvUF1djXvuuQcAUFwsuDzp6eku69LT03HmzBlpjUajQWJiotsa8fnFxcVIS3N3ldLS0qQ1nnjuuefw9NNPt/Z0ZIMchd+Ahgke+88ZwBhzKTlnjElh3luHZANodOyaE34qpQIpsVqUGi0oqRGEHzl+4aNUauWihEqpCKrjx3EcMpPjcdxQgYJSA0YGbU8E0TE53lDRmxqjRFmdA5UmB+w8g0rRQrsQu8mL8KNWLsHC4XDgq6++Qn5+PjiOQ79+/TBx4sSg9vFrdVXvihUrcM011yAz0/VqvWkfmqZCwRNN13ha39J2FixYAIPBIN0OHz7sy2nIDjkKv36d4qFUcCgzWqQmvyK7C6pwoqwOUWolrruwE4BG4dbSL26GvqGyt8nYNhJ+oadYmtohvGfBbiVELV0IIngcrxAu5C7OigYHgAGoNPmS5+cl3EvCLygcP34cffv2xV133YUvvvgCn332Ge68805ccMEFOHHiRND22yrhd+bMGXz//feYPn26dF9GhtDCo6krV1paKrmAGRkZsFqtqKqqanZNSUmJ2z7Lysrc3ERntFot4uPjpVtcXFxrTi3syK24AwCiNEr0Shdez/1Nwr2i2zd+QCfE6QSXSDz2lhpQp8W5NnGmUG/4EMV3UpCndoh0aajsLa6uk1U+K0G0B8Qefr1SNEhquJjzKc/Pm/BjNKc3GMyZMwfdu3fH2bNnsXv3buzZswcFBQXIzc3FnDlzgrbfVgm/9957D2lpabj22mul+3Jzc5GRkSFV+gJCHuCmTZtwySWXAADy8vKgVqtd1hQVFeHgwYPSmhEjRsBgMGD79u3Smm3btsFgMEhr2jNyLO4AhAIPAC55frUWO77ZXwRAKOoQ8SXUCwAZeqGJc2mD6KBQb/gQ34NEneCqB9vxy0qKAadUodRIlb0EEWjEHn7dkzRIiWkQfr5U9vIOwOFhvJtPPfzoc9tfNm3ahCVLlrhU8CYnJ+P555/Hpk2bgrZfv3P8eJ7He++9h7vvvltypwAhPDt37lwsXrwYPXv2RM+ePbF48WJER0dj8uTJAAC9Xo9p06bhoYceQnJyMpKSkjB//nwMGDBAqvLt27cvrr76asyYMQP//ve/AQD33nsvJkyY0O4regF5hnoBoZHzmp1nsc+pkfP/9p9HvdWBbikxGJrTmLfpa6g3Pc5zqFdu594RKJaEn/AeBNvxy0qIAqdUo7xWEH6xsbFB3R9BdBQYY1KOX49kLVKiVTgCq2+OHyC4fsomf/9U0RsUtFqtx0LU2traoF58+y38vv/+exQUFGDq1Kluj/3973+HyWTCrFmzUFVVhWHDhmHDhg0uYddXX30VKpUKt9xyC0wmE6688kqsWrXKRSR8/PHHmDNnjlT9O3HiRLzxxhutOb+IQ67C78KGAo8DTgUeYpj35iHZUv6ls1vXkuPXOK9XyEchxy98FNdYwBhDQpDn9IqILV2olx8he2wmQfgogpdsH0jK6hwwWngoOCAnUe2f4wc0zO2Nd72PevgFhQkTJuDee+/FihUrcPHFFwMQIpwzZ87ExIkTg7Zfv4Xf2LFjvY4Y4TgOCxcuxMKFC70+X6fT4fXXX8frr7/udU1SUhI++ugjfw+tXSDHHD8A6JURC41Sgep6GwqrTLDYHdhdUA2lgsNNeVnSOufjblH46T3n+JHwCz0lBjPA25EUEwuO41zc/GCQlSAIv7LaGtTX+zAnlCDCBWOAtQ7Qxbe8NhjYTIA6yuflotuXrVdDp1IgNVr4W/bL8WsKOX5B4bXXXsPdd9+NESNGSFEWu92OiRMn4l//+lfQ9hvcT3fCb+Tq+GlVSvTpFIf9hQbsK6zGvrPVAIAreqdJRRqA7/l9AJAeL+T4UXFH+CkxmsEcdiTHBLeHn0iGXgelSg2Lg6Goqga9gr5HgmgDVmN4hJ/dAtRXAPFZQAvdMURONFT09kgS/o79dvwcNneHkxy/oJCQkID//ve/OHbsGP744w8wxtCvXz/06NEjqPsl4Scz5FrcAQiNnPcXGrDrTBXW7j0PwLWoA/A9vw9oHNtWVW+D2eagUG+YMNscqK63gfEOpMRqg57fBwBqpQLpSfEoqDyPwvIa8Dzv08UCQYQFh91v5y0gWGoEEWarAzS+5cE25vc1CL8Gx6/Ml3m9IrZ6QOvUGaMlYeeQ3/dVJCHWRYQKEn4yw1kwORyOoDZx9JeBWQkACvDp9rMw2RxIjdPiit6uY/x8beUCAPooNTQqBax2HmVGC9Jj5Rnmbu+IjquWcyBGqwyJ4wcA2clxOHtCgXKjFRaLBVFRIf5SJQh/sNSEVvjxdsBaL/xsNvou/KSKXiGikhIjhnr9+Fy1mRuFH2M0tSOAzJs3D8888wxiYmIwb968Zte+8sorQTkGEn4yQ6FQgOM4MMZkJ/wGdBZauphswgfITRd1hkrpKvD8CfVyHIeMeB0KKutRXGNGp3ghlMIY86nxNxEYpObN0SpwHBcSxw8AMhOiwKnUKDWaYTabSfgR8sZmFsKgTSteg4XFqdrTYfXZcRR7+HWXHD8x1OuHOHOe29uW5s0tCcYOyJ49e2Cz2aSfwwEJPxmiVCpht9tl53z1TIuFTq2A2SaIu1uGdHZb40+oFxDy/Aoq61FSY4ZS6doSRk6itz1TYmwY1xYVmopekcbKXjNV9hKRgcUIRCe1vK6tMB6w1LrvuwXhZ7Q4UFwriDAxxy+1wfGrqHfAwTMoWxrbBggze3keUCh86OHHCzdPkBPoxk8//eTx51BCSTUyRK6VvSqlAhdkCq7fxTlJ6JbqHnrwJ9QLuLZ04ThOcvnkdu7tmZIGxy85KjRTO0SEXn4alNVaSfgRkYG1zrvICfZ+bCbPzZWdOOE0o1evE/6exckdPAOqfBnbJiK6fm0p7OCbP96OztSpUz328aurq/PYMi9QkPCTIXKt7AWAawd0goIDZl7ezePj/oR6AWfhRy1dwoXYvDkhRFM7RLKkUC/18iMiBMYLoizYWGo8329ufra1mN/XoyG/DwDUSg6JUX5W9gJCaBtoW2EHFX00y/vvvw+Tyb19jslkwgcffBC0/ZLwkyFyruydemku8p+5Gn/q43lusr+h3owmwo8qe0OP+NonaEMztUNEDPWWUaiXiCQs7g5NQLHWexdMtvpmhZiU35fkevHWqjw/W0NhSUufxRHk+L311lvIzc2FTqdDXl4efv3112bXb9q0CXl5edDpdOjWrRuWL1/u8viqVaukSJXzraXPs5qaGhgMwjAEo9GImpoa6VZVVYV169YhLS2tzefrDcrxkyFydvwAoaefN/x1/NIaevmJBQbUy887J8pq8fvxckwe1tW3PB0fKalp6OEXK7wXoSzugFKNWqsDRpMVVqs1ZG4jQbQahy24rV2szQhLxgThGZXo8eGmrVxEUqJVOFZh9a+y12FtmMHbylAvYy03fg4ha9aswdy5c/HWW29h5MiR+Pe//41rrrkGhw8fRpcuXdzWnzp1CuPHj8eMGTPw0Ucf4bfffsOsWbOQmpqKm266SVoXHx+PI0eOuDxXp9M13ZwLCQkJkkjs1cu9iynHcXj66adbeaYtQ8JPhshd+DVHa3P8So00tq0lFq49hF+PlUOnVuLmIdktP8FHimvMYLwdyTFxUKvVIaumjtWqkBCtQZlSjbKGcC8JPyIisNQGR/g5rI0hVm9YawFdgseGzlLz5qbCL6YVjh9jDePqWin8ZFbY8corr2DatGmYPn06AGDp0qX47rvvsGzZMjz33HNu65cvX44uXbpg6dKlAIC+ffti586deOmll1yEH8dxyMjI8OtYfvrpJzDG8Kc//Qmff/45kpIaC4Y0Gg26du2KzMzMVpylb5DwkyFyLe7wBX8dPzHUW2wwgzFGjl8zHD4v5P1sOloWMOHHGBNmJTvsSIoJTfNmZ7ISolB+XoOyWiHcGx8fprFYBOEPtvrgtHYxe8ntc4bnBfHn3GAZgNXBcKZaCK32cAv1NjRx9sfxA4S5va0WfjYA8mjJZbVasWvXLjz66KMu948dOxa///67x+ds2bIFY8eOdblv3LhxWLFiBWw2m/RZWVtbi65du8LhcGDQoEF45plnMHjw4GaPZ/To0QAEVzE7OzvkzetJ+MmQSHb8/G/nIgg/k80Bo8VOxR1eqKyzoqJOCOP8drwcPM+gCEC4t7reBqudB+MdSIpRh9xxy0qMwn6VGqVGquyVK3V1dTh//jw6d+5MvRadsdZ6Dbm2Ct7emFfXEpYaN+F3psoKBwNiNQqpGb5IamscP0Bw/Fgr5/Q67CHpeSjmyIlotVpotVqXNeXl5XA4HEhPd81NT09PR3FxscftFhcXe1xvt9tRXl6OTp06oU+fPli1ahUGDBiAmpoa/Otf/8LIkSOxb98+nyZxdO3aFdXV1di+fTtKS0vdvvfuuuuuFrfRGkj4yRA5F3e0hL+h3iiNEvE6FWrMdpQYzFBRqNcjx0sbe3pV1dtw6HyN1FC7LYgVvXotB41KGRbHj1NpUVZDlb1ypaSkBDU1NTh9+jT69OlDjdVFmgm5tgqL0feGx46GqR6aaOmu406FHU3fI9Hx8yvHDxAcv+aOiXd4f5wPjfDr16+fy/+feuopLFy40OPapq9LS4MCPK13vn/48OEYPny49PjIkSNx0UUX4fXXX8drr73W4rF//fXXuOOOO1BXV4e4uDiX/XEcR8KvI9EeHD9/rOv0eB1qzLUoqbEgW0OhXk84Cz8A+OVYWUCFX3KImzeLZDlN7/DU1oAIP3V1QvuS+vp6VFRUICUlJcxHJBO8hFxbBWPCtvzBUuMq/Co8V/QCbXD82jKqLUQ5focPH0ZWVpb0/6ZuHwCkpKRAqVS6uXulpaVurp5IRkaGx/UqlQrJycken6NQKDB06FAcO3bMp2N/6KGHMHXqVCxevBjR0dEtPyFAUDsXGdIehJ8/Uzcy9A15fjVmKu7wgij89FHCFfSvx8oCst3SBuEnNnkNR6iXU6pRVmuB3W6PSJe7PWOz2WC1WqX/nzt3LiI/l4JG0+karcVa23LblKbYLcKtgeOVngs7ACfHz58+fr7QbEVvaP6W4+LiEB8fL908CT+NRoO8vDxs3LjR5f6NGzfikksu8bjdESNGuK3fsGEDhgwZ4jUywhjD3r170alTJ5+O/dy5c5gzZ05IRR9Awk+WRHJxh7+hXgBIi2vs5UfFHZ45XiZ8wdx+sdB2YNeZKtRb2/7BWmxwHdcW6lBvZkIUOIVSCkFZLJYWnkGEkvp6IedMzJuy2+1ec6I6JA6rEA5tK63tDejU6NlbDz+gsaq3ot4OPpDzcyOkohcA5s2bh3fffRcrV65Efn4+HnzwQRQUFGDmzJkAgAULFriEVmfOnIkzZ85g3rx5yM/Px8qVK7FixQrMnz9fWvP000/ju+++w8mTJ7F3715MmzYNe/fulbbZEuPGjcPOnTsDe6I+QKFeGdIeHD9/hF+GXrhCK60xQ6GIddkOIXCiwfEb0zcN3+w/j8IqE7adrMQVfdrW5LO4SfPmcIR6AaDSwmCz8zCbzYiJiQnpMRDeEcO8sbGxSExMxPHjx1FSUoKUlBSPzkqHxGIEVM33bWsWH0axecVaD+hs4BUqnBCndiS7vy/JDY6fnQeqTQ4kRQfoqz+ChN+tt96KiooKLFq0CEVFRejfvz/WrVuHrl27AgCKiopQUFAgrc/NzcW6devw4IMP4s0330RmZiZee+01l1Yu1dXVuPfee1FcXAy9Xo/Bgwfjl19+wcUXX+zTMV177bV4+OGHcfjwYQwYMMDtwnvixIkBOHN3SPjJkEgu7mhNqFes7KVQr2fqLHacqxby33qkxWJUz1R8sr0Avxwra7PwK6kxCxW90cIHTqgdv5RYDTQqBexKDSrqrOgcpDy//+49h3/9cAxvTxmCHmnuM6YJz4jCLyYmBnq9HvHx8aipqUFhYSG6d+8e5qOTCWKvO0Urv07bOgnEYsR5WxxMdga1Auia4P43rFFy0OsUMJh5lNd3TOEHALNmzcKsWbM8PrZq1Sq3+0aPHo3du3d73d6rr76KV199tdXHM2PGDADAokWL3B7jOC5o5g+FemWIs2iKNNevNaHexnm9Fgr1euBEQ5g3JVaDhGgNLuspJNdvPlbe5m03Tu1QQ6lUhryfFMdxDQUeGpQagze67YMtZ3CyrA7/218UlO23V8RQr5iD1LlzZwCC0+FpuHyHhLHW5/qJU0DagrUOxyuEv5ucRA1UXto8Neb5BVCUNdvDj2gJnue93oL5HUjCT4YoFAqprDvSBFBrq3oBQYSQ4+eOWNjRPVVwqi7pngIFBxwrrUWRoW1fGiU1ZoB3IClGG7apGVkJQoFHqTE4LV3sDh6HzgvD7U+VBygZvwNgsQgFNxzHScIvKioKqampAICzZ89K7S06PNZa31uxOGPxoWFzSzAeJ0oFEe4pv09EnNfrdxPn5vA2ks3brGHCK6FsZ0XCT6ZEYp6fs1jzT/g15PgZLRA7vUfSeQcbUfiJIUp9tBoDOycAAH5tg+tntfMor7WCOWxIjtGEPMwrIjp+5UYLLBZLwMXEibI6mG3C7+ap8rqAbrs9I7p9UVFRLv3FMjMzoVQqYTKZUFFREa7Dkxe8w/fmy87PsQbm9/F4eUMqiIeKXpGUmAA7fry9+R5+RIs4HA4888wzyMrKQmxsLE6ePAkAeOKJJ7BixYqg7ZeEn0yJxMre1gq/1FgtOA5w8AxVJpvbtjo6ovDr6ZSbNioA4d6yWqGCVsXxiNeFfmqHSGZCFDilCmW1wnsf6Cvf/YXV0s8ny+vIpfIR5/w+Z1QqlTRHlNq7OOGve9dal9ADJ6qE96BHkveCm9QGx8/vJs7eiLD8Pjny7LPPYtWqVViyZInL5++AAQPw7rvvBm2/JPxkSiQ6fs75ff5091cpFUiJFT6wKuqEDw0Sfo2IrVx6pDU2ih3VUwi3bW4Y39Yaig0NPfx0SigUXPgcv0ShsrfCLJxHoIXfwXMG6Wej2Y7KOmszq4ODyWSSHLRIwZvwA4DU1FTodDrY7XYUFVHeJADAbnXpq9csjLW9qMOJ4wbhbyfkjp8nWluh3AH54IMP8Pbbb+OOO+5wye0fOHAg/vjjj6Dtl4SfTInEyt7W5PeJZDTk+ZXWCl/KkSR4g4nVzuNMhSAYnKtRB3dJQIxGico6Kw4XtS5PqKShlYuY+xPOHD8AKDcFR/jtdxJ+QOjDvTabDX/88QeOHDkSMb/XjDG3wg5nOI6TCj1KS0ub7b/4+/FyPPnfg27TZ9olvoo5W533/Dg/qTQzVDb8yXSL875NaXpHoBw/b3l85Pj5zLlz59CjRw+3+3meh80WPAFNwk+mRKLj15pWLiJinl95HYV6nTldUQcHzxCrVUmvEQColQqM6C6MDWptnp/o+CVGCe5sOHP8AKC03gHGWECFn93B4/B5QRh3bnAWT4ZY+JWXl0uVepEyls5sNoPneSgUCuh0nnvUie1dGGMoLCz0uMbBM8z7zz58sOUMrvnXL3jxuz9gskbOZ5rf2Op9E3TmwLl9J6qFC6asGCCa9/67HfCqXgr1tpkLLrgAv/76q9v9//d//4fBgwcHbb8k/GRKJAu/1jh+6ZLj13iVQ+LPqaI3LdYtfC6Ge1s7vq3E2CD8dOFp3iySodeB4wAbVKiutwVU+B0rrYXFziNWq8LlvYXXK5SOH2MMZWWN70+kCD9nt6+5tI3OnTuD4ziv7V22napAcY1ZeH8dDG/+dAJXvboJP+SXBO3Yw4ovM3ftZmHiR4A4Xi18TnZPUDTbDFp09gM2to2EX5t56qmn8Ne//hUvvPACeJ7HF198gRkzZmDx4sV48skng7ZfEn4yJRKLO1rTw09EFH5lxsYPxEg692AhVfSmujcdFgs8dp6uapWLUmIwgzEeiTrhdy1cjp9GpUB6nA6cSoOyALd0OVAohHn7Z8WjW4rwGp4OofCrqqpyCdlESp5fc/l9zkRFRSElRfg99NTe5as95wAAtw7Jxr+n5CFTr0NhlQnT3t+Jez/YKTUmb1e0FO4NoNsHAMcbHL/uCQ0C3WzwuE7M8atocNbbDAm/NnPddddhzZo1WLduHTiOw5NPPon8/Hx8/fXXuOqqq4K2XxJ+MqWjOX5ijl+JkXr5OdO0lYszuSkxyEqIgtXBY9sp/9tqFNeYAYcDyTEaKBQK6WIjHGQm6AClGmW1FvA8D6s1MI7IgYb8vgFZeuSmCiImlI5faWkpAEEgAZHj+Pkq/ADv7V3MNge+PSDM9Z00OAvjLsjA9w+Nxn2ju0Gl4LDhcAnGvLwJyzedgM3Rjv7WeYcwSs0TDpv/bV9a4IRY2CEKP1u9R/GV3OD4WR0MNZY2vt6MeQ5p846AVSp3FMaNG4dNmzahtrYW9fX12Lx5M8aOHRvUfZLwkymRXNzRmhy/tIb8tWKDmaZ3OOGplYsIx3GS69eaPL/SGgsYb0dSbPh6+IlkJQohxaoAV/aKhR0DOiegW0qj8GttJbQ/1NfXo66uDhzHITs7G4Ag/OTeToYxJglUT4UdTfHW3uWnP0phtNiRqdfh4pwkYXsaFRZc0xf/mzMKF+ckwWRz4Plv/8D4f/2KbSfbUU9AqxdXL4CVvCKi49dD3/B17qViWKdSIK5hJndZXRu/V2hiR0Do1q2bx16Y1dXV6NatW9D2S8JPpkSi49eWUG+GviHHz9g4tq2jO34Onknj2rzNl5Xauvgp/BhjKJbGtYVvaoeIWOARyJYuNgeP/IaK5wFZemQlREGt5GCx8yiqCX6XfNHtS0xMRGxsLBQKBXieb7YCVg7U19eDMQaVSgWt1ntfOGc8tXf5siHMO3FQFhRNxoj1zojDmvuG46WbL0RSjAbHSmtx69tb8dB/9qG8Vt6vj0/YzO65dowPWMNmEZOd4VxtE8cP8NojMDVQ0zu8tnKJHKNCDpw+fdrjd7zFYsG5c+eCtt/wxXaIZolE4dem4o44QfhV1lnhYK7b66icqzLBYuehUSmQneTZebmkezI4DjhSYkRJjVnKlWwJo8WOeqsD4O1IjlGH3/FLEI47kC1djpYYYbXziNOp0DUpGgoFh+ykaJwsq8Pp8jpJbAYDu92OyspKAEBaWho4joNOp0N9fT1MJpPXSlk5IOYh+hLmFRHbuxw/fhylpaVQx+jx8xGhqGXS4Eyvz/lzXmeM6ZuGJd8dwSfbC/D57kJ8n1+Cv1/dG7cP7eImGCMKSw0Qnez0/1pB/AWQE9UMDECCFkhy/pXieUH8aeNc1qfEqHCyytb2yl7K72sTa9eulX7+7rvvoNfrpf87HA788MMPyMnJCdr+SfjJlEgs7mhLqDchWg2NSgGrnUdVvR1xqsg692BwvEwI13RLiYHSyxdgYowGA7P02FdowK/HyvHnvM4+bbukoZVLtArQqVXhd/wSxZYuwu9QIISf2Li5f6ZeEhDdUmJwsqwOJ8vrMLJHSpv34Y2ysjIwxhATEyMJqOjoaEn4JSYmBm3fbUXM7/MlzOuM2N6lpqYGq3/cC6uDR5+MOPTJiG/2eQnRGiy+YQD+nNcZj395EIeLavDYlwfxn52FeHZSf/TP0jf7fNlirQeiEgGu4ULYW/i3JRjfuI0mOOf3uVVfW2rchV+gKntJ+LWJSZMmST/ffffdLo+p1Wrk5OTg5ZdfDtr+KdQrUyLR8WtLqJfjOKlPXZWJpncArq1cmqMx3Ot7W5eSGiGclhIlvFfhd/wEkVESQOG3v6Gid2DnRuGQK+b5lQWvwMO5hUtqaqp0v1jgIffKXn8KO5qSnZ0NjuOwbtdx8JZ6TBqc5fNzL+qSiLV/HYmnruuHWK0K+85WY+Ibm7Fw7SHUmCMwd4zxgssHCCHe1oRBHVbAVOX14RMNrVyk/D6X59rdikykXn5By/Ej4ecLYl/Prl27orS0VPq/mApy5MgRTJgwIWj7J+EnUyK5uKM1wg9wCvfWk/ADmm/l4syl4txeP8a3FTfkuCWHeWqHSGZDqLfGCpisdthstjZf9EiOX5az8BNey1PlwZsiUV1dDZvNBpVKhaSkJOl+0UGTc2Wvw+GQRLe/jh8AIc9PHYuD52vgqC3HdQM7+fV8lVKBv4zMxQ8PjcaEgZ3AM2DV76cx9pVfsON0pd/HE3bEnn7+zvEFhBw9U7UwBs7LKDipsCPBS0i8yX5TYoLo+PGOgIey2ztPP/004uLi3O63Wq344IMPgrZfEn4yxTlcGimuX1tCvQCQ3lDgUdEwvSNSzjtYSBW96c0Lv4u6JCJao0R5rRX5xb59wYjj2hK08nD84nRqxOtU4BRKVJrb7vpZ7Tzyi4TQmrPjl5MiiJnTFcFz3cSijtTUVJfwm+j4Wa1W2V7QiW6kRtP6Su9tpTw4ToEL0nTQ2FvnrKbH6/DG5Ivw4bSLkZMcjeIaM257eyve+eWk7KuiXXDYGsRbK9oTWQyNAstLmFgM9Xb3JvyaiMagOn7k9vnNX/7yFxgM7n0XjUYj/vKXvwRtvyT8ZIpCoZC+NCJFAAXK8auop7FtjLFme/g5o1EpMLybkETua3VvscEMxhgSo8I7tcOZrERBlFU3fE+1RfgdLTHC6uARr1Ohi1NhjNjEuaCyPii940wmE2pra8FxnEuYFxAuiMTXWa6uX1vCvIDwe/v1/hIoY5NwRe80nD9/vk2fX6N6puJ/c0bh+kGZcPAMz67Lx30f7oLBFEGhXy8NlZvFbnEN09qtbq6fnWc41bSHnyecJomkxohj29rwncJ4oXikKST8/IYx5nEyTmFhoUvBR6Ah4SdjIi3Pry05fgCQoRdy/MjxA8qMFtSY7VBwjXlpzeFvP7+SGjPAC82bOY4La/NmEbGytzIALV2kxs2d9S4frOnxWkSplXDwDGcrA+/6iW5fQkKCR8dM7uFe51FtrSG/yIijJbXQxSXiiguyXNq7tJYYrQpLbx2EZyb1h0apwIbDJbju9c1SKL/dwXjPeX1NevOdNTJYeUCnBLJimxN+9VIIVgr1tsXxox5+bWbw4MG46KKLwHEcrrzySlx00UXS7cILL8SoUaMwZsyYoO0//J/2hFdUKhXsdnvECKA2O37i2LY6cvxEt69LUjS0qpZD52KBx/bTlTDbHNCpm39OidjDLyYWarW62XmsoSKQvfwaJ3YkuNzPcRxyU2JwuKgGp8rr0K2F/El/aNrCxRNRUVGorq6WbYFHWx2/r/YKvcfG9EtHv57dcOzYMZSWliIlJaVNLWw4jsOU4V1xYWc97v9oNwoq63Hjst+xaOIFuHVotix+fwOGudpzrpyjwfVTCRfIYn5fNz0HRXPnL/YP1MZJod6yhrFtrXrdPE3sAMjx8wOxqnfv3r0YN24cYmMbP4c0Gg1ycnLQo0ePoO2fhJ+MibQCjzbn+MW75vh1aOHXQuPmpnRPjUEnvQ5FBjO2n6rEZb1Sm11fXGMGeDuSYrRhz+8TEVu6lAWgslec0TvAQysQZ+EXSMrLy8HzPKKjo10+yJ2R8+g2u90ujcprjePn4BnW7j0PALh+UBbi4+Oh1+thMBhQWFgYkC+ygZ0T8L85l+Kh/+zDD3+U4tEvDmDH6Sr8c1J/RGla97kjK2wmofmzNyxGSfi1mN/nTENPv1SnsW1GK494bSteM2re3GaeeuopAEBOTg5uvfVW6aLIYDDg448/xosvvoh9+/YFzfShUK+M6WihXlH4ldZawRiLmPMOBr62chFxHd/WfFsXB89QZrQ0TO3QyCK/DwAyGxy/0jpB+FksllYl8lvsDvzRUOTiXNghkpsS+Jm9zi1cvLl9gGuoV25FCqLbp9PpWnXxtu1kBYprzIjXqXBFH+HCo3PnzuA4DgaDwWMSe2tIiNbgnbuG4O9X94aCAz7fXYhJb/6Gk2XBq9QOCbyj5XxAR2OuX2NFrw+ft3Yr4LBCp1YgViOsL2/t9A6q6A0Yd999N3Q6HX788Ufceeed6NSpE15//XWMHz8eO3fuDNp+SfjJmEgTfm0P9QpXsiY7UG91dGzHz8dWLs6I4d6W8vzKay3gGcAxOxKiwz+nV0QM9RbV2qFQKMAYa9V4s6PFtbA5GPRRanROdJ/OEQzhZzAYYLVaoVKpmm3OrNVqpXML1DziQBGoMO+1AztJ6Qk6nU4SwmfOnAnYZ5lCwWHW5T3w8fThSInV4kiJERPf+A3/29+2fEKP2C3u49eCgbcQb1Macv2Oiz38fHH8AKmnYIo0tq2VDp0nZ4/CvH5TWFiIf/7zn+jWrRtuv/12JCYmwmaz4fPPP8c///lPDB48OGj7JuEnYyJtekdbQ73RGhXidCpwHIfKOkvEnHcwaGzl4t7jyRsje6SA44A/io0obWYWbXHD1I4knQJKBScbx08M9ZbUmKFUC8fUGnEk5vcNbFLYIZKbGnjhJxZ1pKSktHjhI9dwb1sKO8w2B749UAwAmDTItWlzZmYmtFotbDYbzp492/YDdWJE92Ssm3MpLs5NQq3Fjtmrd2Ph2kOw2gN40cg7gPoKwW0LFtY6r7363HBYwWxmnBAdP72Pws9aBzCGlLZW9lIrlzYzfvx49OvXD4cOHcLrr7+O8+fP4/XXXw/Z/kn4yZhIcvwYY1LoqrWOHyCGezlU1Nk6rONnMNlQahS+BLqn+u6+JMVo0D9TCG1uPu7d9WvavFkujl9KjBYapQI8A4w24cusdcKvGgC8jvrKTRZe0yKDGSZr2/+2TCYTjEbBhWnawsUTcq3sbYvj9+MfpTBa7MjU6zA0J8nlMYVCIc0draioCFjIVyQtXofV04dh5ujuAISGz7e+vQXnqgP4+jJeEH/2ILi0vN3vBs9lhloYbYCCA3J8FX6MB2x1jWPbWuv4kfBrMxs2bMD06dOxaNEiXHvtta02S1oLCT8ZE0nFHc7itC3CLyNeBygUqKi1dFjhJ7p9GfE6xOn8E2Vinl9z/fxENzBRJ58efoAQvhMneFRZWl/ZK41q8yL8EmM0SIgWXtfTFW13/cTcvoSEBJ9eSzmObhObSnMcJx2fP3y5RwjzThyUJc1FdiY2NjYoIV8RlVKBR6/pg3fvGoJ4nQp7Cqox4bVf8fOR0sDthDGgvlIowAgkpmph234ghnm7xHHQKv2ozLUYG5s4t8bx85bLR8LPL3799VcYjUYMGTIEw4YNwxtvvCF9joQCEn4yJpIcP1GkcZyHYeF+kBavBccpUFlnjYjzDgYnfGzc7AlxfNsvx8q9Fg+Ijl9ilLwcP6Ax3NvaXn5mmwNHSwT3zZvjBwQuz8/hcKCiogJA80UdzsjR8RPdvqioKL8v3KrrrZLAuqGZ2bxZWVlSyLewsLD1B9sMY/ql439zRqF/Vjyq6m34y6odeGXjUTh8HGXoE6YqIWwaCCzGVoWQj9cIf7s+5/eJ2K1IiRKeU17fCrHGqJVLIBgxYgTeeecdFBUV4b777sOnn36KrKws8DyPjRs3ShGEYEHCT8ZEovBrq2WdEa8DGoRfh3X8/Gzl4kxe10REqZUor7Xgj2LPHx7FBgsY70BSg+slJ+GXqReEX3mDJvJX+B0pNsLmYEiM9lzYISKGe9sq/MQWLlFRUR5nbnpCdNRsNpts3Py2hHn/d6AINgdDn4w49M7w/ho4h3zLy8tRU9OK+bU+kJ0Ujc9mXoI7hnUBY8BrPxzD3Su3o7IugDl6ZgNgbuPxO2xuTZl9RRR+3eP9/4xM0Qq/c2Wtqer1VNjBeO+9/YhmiY6OxtSpU7F582YcOHAADz30EJ5//nmkpaVh4sSJQdsvCT8ZE0nFHW1t5SKSHq8DOA4VDS1d5NbyIhT428rFGa1KiWHdhBwrb+HeUqPQvDkpRgOVStXm9yyQSAUedQ5wHAeHwwGbzfeKSrGwo3+W58IOkUA5fr60cGmKQqGAVitUsMsl3CseR2uE33/3CL37mnP7RIId8hXRqZV49oYBePXWCxGlVqKwqh4qf0KivmCtFcK0rYExz9M5fOSEsUH4RfvvGqeohfzhVjl+lN8XNHr37o0lS5agsLAQn3zySVD3JZ9PfMKNSHT8AiP8FKisFz6cIuHcA41U0dsK4Qc0tnX5xUs/v2KD0Lw5JUYrm/w+EbGly3mDWTo2f1w/sXGzp/59zgSistdgMMBisUCpVCIpKanlJzghp3AvY0xy/Pyt6C2sqsf205XgOGDioEyfniOGfK1Wa9BCviI3DO6M//51JJbdmYd4P/NlfcJWL+T9+XuBaqlpk2CSQr2xVr8LTlIbBqi0qo+fP8LPVg/sXwP88Y3/r08HRqlUYtKkSVi7dm3Q9kHCT8ZEUnFHoEK96fHahnYuHXN6h9nmwNkqwX1pTagXAC5ryPPbfkoY39aU4hrR8VPLKswLNAq/c9WmVrU9aRzV1oLwC4Dj508Ll6bIqcDDbDaD53koFAq/x6r9t2FSx/DcZHTS+1YUEqqQr0iv9Dj07RQfvB3YzYCpwvcGxnZLm3IEa2wcSszC71uPeN7vcHFqw9tUXm/3P6LiSeR5m9hReQb4Yy3wzUNAexqp1w4g4SdjIsnxC1SoN0MvfPFU1tvB8x1veseJslowBiREq5Ec0zo3rkdaLNLjtbDYeew87RpOqrfaYTTbBeEXK0PHryHUe77aJIVDfXX8nAs7BnROaHZtTkOOX2WdFYZ6/5vzms1mSbD40sKlKXLq5efcv8+fwizGGL5qqOadNNg3t08kVCHfkGG3AnXlLee6MV5o1NwGTtQIn7FpOh7xaibkCvpRaSwWd5jtDHW2AAg/b46f4ZTwb8YA//ZBBB0SfjLG2T2T+wdjoEK9KbFacBzgAAeDqeP18nOe2NHa6mhhfJs4xcM13FtSI4TQo5QMMRql7By/DL0OHAeYbTxMDuF3yVfh90exEXaeISlGg0x9885VjFYlTYo51YqWLmJun16vlwSqP4ghVbPZHPY81tYWdhwuqsGx0lpoVApc3b+T3/sNZcg3JPB2oL68+RCuuabNhRBSfl+c03b8cP2i1RwaOrr438vPH+FX3dCsOzN4EyiI1kHCT8YoFArpyz9ShF9bQ71qpQLJMVqAU6CiA1b2tqWVizONc3tdCzzEqR3JUUpwnHymdohoVUqkxgpCqsLPXn4HCqsBCGFeX0RzY7jXvxmvDocD5eXC6+pPUYczGo0GSqUSjLGwu36tFX5imPfKPmnQR/l/ARHqkG9I4B2C8+dpxJvdLOS9tREpvy/e6TuBt7fK9fNL+PF291w9xppx/BqEX+chvu+DCAkk/GROpFT2BsrxA4AMvbbDjm1rSysXZ0b2EITf4aIalBkbR0GVSD38hPdJbo4f0BjuLa8XvmRsNptPvwe+5veJ5KYIr/GpMv8cv4qKCvA8D51Oh/j41ueOyaHAw1l4+lPY4eAZ/rtXDPO2XM3rjXYX8gUapnyUu45g4x2trwBuwnGjB+EH+OX6pTTk+ZXV+PG778mp9Cb6zDWNIe3OQ33fBxESSPjJnEjJ8wtUjh8ApMeJvfw6bqi3Na1cnEmJ1eKCTEGU/OY0vk0Ufkkym9rhjFjgUWy0SsLUF9dPnNgxoIWKXpHcFEHonPSzwKM1LVw8IYc8v/r6ejDGoFKp/ApZbztZgZIaC+J1Klze2/8cR2faXcgXaJjyUdHowpkNvhd/tMCJGg+hXsAv109y/Gr8+N3zJ8xb1ZDfF50CRPtX8U4EHxJ+MidSKnsD6fil6wXhV1HbsRw/u4OXqkxb28rFmcY8v0bhV1xjBmM8EhuSfGTp+DlV9opVpi0JP7PNgWMNormlVi4iouPnz9i2mpoamM3mVrVwaYocKnudCzv8QRzRdu3ATtCq2pbe0S5DviKmKuEWoBm/FgdQUCdW9Hr4bPTR9ROFX1md1XNY2hN+5fedEf5NzPFt20RIIeEncyLF8QtUjh8gOn5ch5vecaayHjYHQ5RaKU2waAuNeX5lUgFBSY0ZaGjerFQqQz4c3BfEUO+5Kt+F3+GiGjh4hpRYjTD9xQekHL+yOp8LLMQWLsnJyW1+7eQQ6m1Nfp/Z5sD6g8UAgEmDWh/mdaZdhnxFAjjb90ytEg7GIVbFkK7z8Dvro+snhnrLTRAaUfuCR+HnRTRWFwj/Jub6tm0ipJDwkzmRIvwCGerN0GvBKRSoqLN0KOHXGOaN8Tjo3l/yuiZCp1ag1GjB0RJh28UGoYdfcqxWlm4f4NzE2Xfhd9Apv8/XauguSdFQcECd1eGSB+kNi8UCg0HYT2tauDRFp9OB4zjY7Xa/ppMEktYIvx/yS2G02JGp12FoTuDCeO0y5BtgjhuFz9fu8Q7vrfF8cP1SdQ2hXhMTegr6cuHjTw+/mob3L7lHy9slQg4JP5nTEYs70uJ1ABSoqPMtqb+94NzKJRDo1EpcnJsMoLGtS0mNBYy3IzlGI8v8PgDITPDf8ZPy+3ws7AAAjUqBzom+5/k5t3Dxt9GxJ8I9us3hcEivqz+h3q8aijquH5wVkAsUEYVCga5duwIIfMi3vVxAHveW3+eMD66flONnYkLRhi+upK+h3rqKRhcxiYSfHCHhJ3MixfELZKg3I14HKBSo6mCOX6BauThzmVNbF55nKDWaAYcDybEa+Tp+DaHeqnobeIVw4WOxWJoNx0qOXwuNm5sihntPtyD8eJ6XWrgEwu0TCWe4VxSbGo3vvwvV9Vb8fEQIdwcqzOtMXFxcQEK+jDEYjUacO3cOhw8fxtGjRwN5mGHjhLeK3qa04Po1Cr+GO3wJ9zat6vWWGygWdsSkAeq2XyARgUcV7gMgmidSijsCWtUbL4TAqk121Fusbd5epBCoVi7OCAUe+dh2qgLFNWbYHAyMtyExSr6OX7xOjTidCkazHeX1DigUCvA8D4vF4tFpM1mdJnb44fgBgvDbdLSsxdFtFRUVcDgc0Gq10Ov92wdjDH//bD8AYMmfB7qEosNZ4CHu058w7/8OFMHmYOjbKR69M+KCclxZWVnSHOTCwkLJBWwJq9UKg8GAmpoaGI1GF9HIcRwcDocsc1r9Qerh15zjBzS6fmrPucKpDQZvuanhYspmEp6j8CIJHDb3cLDX/n0NhR367OaPkQgbfn9Lnzt3DnfeeSeSk5MRHR2NQYMGYdeuXdLjjDEsXLgQmZmZiIqKwuWXX45Dhw65bMNiseCBBx5ASkoKYmJiMHHiRLecjqqqKkyZMgV6vR56vR5TpkxBdXV1684ygok0xy8Qwi8xWg21UvgAKjcGphpO7jDGGkO9ARR+vdJjkRanhdnG43/7iwAAiToF1CqFbB0/oDHPr9CHcO/hohrwDEiN00rTOHylW6ogeloK9balYfOJsjr8365C/N+uQmlyikg4HT8xv8+vMK84om2QfyPa/MHXkC/P86ipqcHZs2dx6NAhHDhwAAUFBaiurobD4YBKpUJycjJyc3MxcODAiBd9PPPD8QOadf1SGnL86u1AvTi2zdKM6+dXRW9DYUdCl5aPMcS89dZbyM3NhU6nQ15eHn799ddm12/atAl5eXnQ6XTo1q0bli9f7nXtp59+Co7jMGnSpAAfdeDx61u6qqoKI0eOhFqtxrfffovDhw/j5ZdfRkJCgrRmyZIleOWVV/DGG29gx44dyMjIwFVXXQWjsfGXcO7cufjyyy/x6aefYvPmzaitrcWECRNcxM3kyZOxd+9erF+/HuvXr8fevXsxZcqUtp9xhBFpwi8QH64cxyG1YeRWmT99piKY8wYz6q0OqBQcuib7N0GhOTiOw6UN4d7PdgkXV3Lu4SciFXhUm1sUfv5O7HBGnNnbnOPH87wkzJw/63xl+6lK6edz1a7Onuj4mc3mkKc1+FvYcbayHjtOV4HjgIlBFH6A95Cv2WxGaWkpjh07hn379uHYsWMoLS2F2WwGx3GIjY1FVlYW+vbtiwsvvBA5OTlISkqScqUjErsQ9ThXr4DZwUHNMXSJ8eF3hbd7nRQSowZ0DR/VkuvXXLiX+di8mTGgRrg4kFtF75o1azB37lw89thj2LNnD0aNGoVrrrkGBQUFHtefOnUK48ePx6hRo7Bnzx784x//wJw5c/D555+7rT1z5gzmz5+PUaNGBfs0AoJffw0vvPACsrOz8d5770n3if2XAMG1WLp0KR577DHceOONAID3338f6enpWL16Ne677z4YDAasWLECH374IcaMGQMA+Oijj5CdnY3vv/8e48aNQ35+PtavX4+tW7di2LBhAIB33nkHI0aMwJEjR9C7d++2nnfEECnFHYEM9QJAWnwUCgCUdhDhJ7p9OSkxUCsDm3p7Wc9UfLH7HI40hEMTo4RPfFk7fmJLl+p66LoIoVVvwm+/nxM7nBFz/Aoq6uHgGZQeihVMJpPU5Lg1Ynn7qQrp58IqE/KcIpdqtRoqlQp2ux0mk8nvsWmtxW63w2oVBIWvjt/afcKItuG5yegUgHZDLeEc8j127BjsdjssFlfHVKPRID4+XrpFuqvnAuOBXSuBon3AsNk4wQ8AAOTEOaDy9SPCUguo3d9fjuOQEsWhsJahzAR0iUdjkYen8LCn6l1POX61JULPQk4pu1DvK6+8gmnTpmH69OkAgKVLl+K7777DsmXL8Nxzz7mtX758Obp06YKlS5cCAPr27YudO3fipZdewk033SStczgcuOOOO/D000/j119/jYjIpF/fMGvXrsWQIUNw8803Iy0tDYMHD8Y777wjPX7q1CkUFxdj7Nix0n1arRajR4/G77//DgDYtWsXbDaby5rMzEz0799fWrNlyxbo9XpJ9AHA8OHDodfrpTVNsVgsqKmpkW7ODmMkE2mOX6CEX4Ze+LAqM7SvUG/TLy6RQFf0OiOObwOEi7PEhkt9OTt+/lT2HmyD8MtMiIJGpYDVweN8teeLjNbkwokwxrDNyfErrHLfRzjCvaLbp9PpfBJLjDGpafMNbRjR5g/OId+6ujpYLBZwHIf4+Hh07twZ/fr1w4ABA9C1a1ckJia2M9HHgH2rgaK9ABhwdB2O1zQ0bo7zwxlupsJXGttmcsrd8xbu9TXUKxZ2xGUAytBcWBqNRpfvfk+fsVarFbt27XLRHQAwduxYr5piy5YtbuvHjRuHnTt3urRfWrRoEVJTUzFt2rQAnE1o8Otb+uTJk1i2bBl69uyJ7777DjNnzsScOXPwwQcfAACKi4Wmnunp6S7PS09Plx4rLi6GRqNBYmJis2s85dKkpaVJa5ry3HPPSfmAer0e/fr18+fUZEskFHcwxqSKy0B9+KaJoV5j+3H8zp49i4MHD0pNgJ0JRn6fSGqcFn07NcyUbWjlwnGcrMNfvoZ666126bXzdVSbM0oFh5zk5lu6tCYXTqSwyoQip4sXT8IvHKPb/BWzh87X4HhpLTQqBa4ekBHMQ3MhLi4OOTk5SEtLQ48ePTBo0CD07NkT6enp0uvWLvnja+Ds1sb/V52EuVwISfqU3+eMzfPvtUtLF2ltvW8ir6WJHfrO/h1jG+jXr5/Ld78n9668vBwOh6NZbdKU4uJij+vtdruU8/vbb79hxYoVLgZYJOCX8ON5HhdddBEWL16MwYMH47777sOMGTOwbNkyl3VN82wYYy3m3jRd42l9c9tZsGABDAaDdDt8+LCvpyVrIsHxc85NCrTjV1HbPhy/6upqSfCJHxrOBKOVizNiWxehebN8W7mINIZ6TVKvO4fD4dbo+PB5obAjLU6LdB8ndjRFzPPz1tKltWPNANf8PkA4n6aEo7LXXzH734befWP6piFeF9rfneTkZGRnZ0Ov1wfs80XWnPwROL5B+LnPRCBdCPEOqhbua7aHnyfsnseypTZt6SJi9fB34LPwOyv8m+BbJXYgOHz4sMt3/4IFC7yu9VebeFov3m80GnHnnXfinXfeQUpKiqenyxa//oo6derk5qT17dtXSo7MyBCuBJsq6NLSUkk5Z2RkwGq1oqqqqtk1JSUlbvsvKytzU+AiWq3WJdcjLi44rQZCjbODJlfxJx4Xx3F+J9d7IyNB+EIqr4l84We1WnHmzBnp/yaTyS0cEYxWLs6IBR6MdyBJxs2bRUTHr7jGDJ5BEn9NXT+xcbOv83k9kZvqvcCD5/lWNTkWEYWfeHyFVe7iLpyhXl8cPwfP8N+9Qn7f9UHo3Uc4UbgDOPSF8HO3K4CeY4HuVwIALrbvRAYq/Hf8AI+uX+PYtiZtWpoWeTDmoYefp8IOHjAKvydI7Ob/MbaSuLg4l+9+8bPCmZSUFCiVyma1SVMyMjI8rherxU+cOIHTp0/juuuug0qlgkqlwgcffIC1a9dCpVLhxIkTgTvJAOOX8Bs5ciSOHDnict/Ro0elPIzc3FxkZGRg48aN0uNWqxWbNm3CJZdcAgDIy8uDWq12WVNUVISDBw9Ka0aMGAGDwYDt27dLa7Zt2waDwSCt6SgoFApJTMlV+AU6vw9wcvzqzD7PUZUjjDGcPn0adrsd0dHR0gWJ84VPRa0FlXVWcBzQPQg5fgAwNCcJOrUCcNiQHi/fcW0iqbFaaJQKOHiGEqPFa7hXzO/r34r8PpFuKd5burS5sOO0IPxubMiLO1dlcvt9Fke3ORwOrzmggcRqtcJut4PjOJ/CpVtPVqDUaEG8ToXLeweueTXRhJJ8YO9Hws9ZQ4B+QoEkknvAFpcNDefAX1Tfopu/jh8g5Pkx19xAKdRrbvL56miSF+hrfl/NeWF2r0INxAe36ttfNBoN8vLyXHQHAGzcuNGrphgxYoTb+g0bNmDIkCFQq9Xo06cPDhw4gL1790q3iRMn4oorrsDevXuRnS2v4hZn/PqmfvDBB7F161YsXrwYx48fx+rVq/H2229j9uzZAATHZ+7cuVi8eDG+/PJLHDx4EPfccw+io6MxefJkAMK4o2nTpuGhhx7CDz/8gD179uDOO+/EgAEDpCrfvn374uqrr8aMGTOwdetWbN26FTNmzMCECRM6VEWviNwrewPZykUkM1EM9VojenpHcXExjEYjFAoFunXrhqQkYbaps/ATc9SyEqIQpQlOgrpOrcS/bhuMOVd0Q3ZSjOwdP4WCQ6cEQew1V+AhVvS2xfFrbOnintjeljBvaY0Zp8rrwHHAdRdmQsEBFjuP8lrXpuQcx0nnFwrXT3T7oqKifLpY+7qhmvfagZ2gVbWjAgo5UXUa2PWO0DYltS9w4Z1wHsZ7Ju1PAIDbVJsQjVZcHDDmVuThMcdPxNn18yj8PFT0Vp0U/o3LBDj5heTnzZuHd999FytXrkR+fj4efPBBFBQUYObMmQCEdLG77rpLWj9z5kycOXMG8+bNQ35+PlauXIkVK1Zg/vz5AIQLtv79+7vcEhISEBcXh/79+8v6M9av7O6hQ4fiyy+/xIIFC7Bo0SLk5uZi6dKluOOOO6Q1f//732EymTBr1ixUVVVh2LBh2LBhg0vo9dVXX4VKpcItt9wCk8mEK6+8EqtWrXIRDh9//DHmzJkjVdVMnDgRb7zxRlvPNyJRKpWw2eQ7tzY4jl9DwruNR43JisTYyEvkrq2txfnzwpdmly5doNVqoVQqcebMGdTX18NisUCr1QY9zCsy7oIM9IyqR1VVlewdPwDI1EfhTEU9zlXXo0dXQXiJogUA6ix2nGh47dri+Imh3nNVJljsDhdx05aKXtHt65sRj+RYIQexyGBGYVU9UuNcw1HR0dEwmUwwmUyt6hXoD/6EeXme4ft8ITd1/IBOQT2uDouxBNi+DHBYAX1XYMgMQOn61bxDMxzR/NfIVFQCBb8LYWB/sdYBmsb3XGzi7JbjBzRM8nAACqXvjp9Y2JEgT6fr1ltvRUVFBRYtWoSioiL0798f69atkyKWRUVFLj39cnNzsW7dOjz44IN48803kZmZiddee82llUuk4ndZ34QJEzBhwgSvj3Mch4ULF2LhwoVe1+h0Orz++ut4/fXXva5JSkrCRx995O/htUvkXtkb6B5+ABCjVSFGq0adxYbzlXURJ/wcDgdOnRJaGyQlJSE5ORmA4N7GxcXBaDSiuroa6enpQW3l0hSxOELOV6MiYoHH+WozYvoJIcb6+nrwPA+FQoFD52vAmDDbOS2u9TNBU2O1iNWqUGux42xlPXqkNV6ktqWid9tJQfhdnCu4vJ0ToxqEnwmDu7h2NQhlgYc/LubewmqU11oQq1VhWG5ysA+t42GuBra+IYiy2HRg+P2Ayv1v83itFoWOK/Gw4v+AU5uA3MtdHEGf4O2A3QKohIsOrzl+gOAQWmsBnd5DYYfDfXwbABgapm+FsLDDX2bNmoVZs2Z5fGzVqlVu940ePRq7d+/2efuetiFH5OfHEm7IvbI3GI4fAKTEC59MJYbQzzFtK6dPn4bVaoVWq0WXLq6ji8RWRmK4N5itXJoiNu2NCOHnNLZNq9VCpVKBMSYJlwMByO8DhItVsZHzybJGRzFQhR3Du4nCT9iGp8reUBV4OL9+vjh+3x8WiuxG906FxueuwYRPWOuALW8A5ipAlwAMmw1oPH8GHDcq8IHjKtg4DVBfDhTvb/0+G0iNFoRjrQ0w2z2FexvW+lLR67ABxoZCCJlN7CDcob/kCCBShF+gG6gmxwpXpkXVkSX8ysrKUF1dDY7j0K1bN7fXRQzl1dXVwWq1Br2VizOi4xcJoV5R+IlCKTZWeH1EF04c1daW/D6RnBT3yt62FHZU1VmlSSlDcwTh1yhk3X+fRcfPYrEE9e9c3L5CoZDyCpvj+3xB+I3t57nykWgldiuwbTlQWyxM1hg2G4hO8rr8eI0SRsSiMnW4cMeJH1u5X7NUoRunBsSU4jJPrp/D1hDy9UH4Gc4K+YkqneBcErKGhF8EIPfijmCEegEgpSF8VxJB0ztMJhMKC4WQR1ZWlkenSK1WSzmvhcVlON9wfsEWfna7XaoojQjhJ4V6BeEnOlSS8GvDxI6miI7f6YpG4deWwo4dDfl9PdJipQuYzmJvQg9NnFUqlfSeBNP1cw5dt9R66UxFHY6W1EKp4HB5L/eG+kQrYTywawVQfQpQaICLZwLx3vMn6+3AufqGaTs9G3L7qk405tT5S4OTx3EcUhu0v8c8P0AI97oJP0+FHQ0TO+Kz/A9BEyGHhF8EECmOX6CFX6oY6q2JDMeP53mcOnUKPM8jPj7ea38ooNH1239CaIybEqtFQnRww69imFetVges32IwyXIa28YYk4RfbW0tai12qf1KW0O9gFNLl7LACD8xzCvm9wGNQtbT9A7n/YRC+PkU5m0o6rg4Jwn6aPlfKAQLm4PBYA3Q3wtjQsuW0kPCPNu8qUBS8z3vThqFz/9EDY/EpFQgrb/wwIkfWncMtnopR6/Zyl6gwfFr0lXBUw+/6oaiCJnN5yU8Q8IvApB7cUewQr2pkuMXGWPbCgsLYTKZoFarkZOT0+xaMc/v6LlyMIcNPdL8rxr1F2fhFwlkNIztM9kcqKq3ISYmBhzHwWazYe+pMjAGZOp1bhWyrSHXQ6g3EBW9w5yEn5jjV+ihlx8QmgIPf8SsmN83pgOHeb/Zfx4jlx/BiwcDVFyW/xVQ2NCf9sLJQEb/Fp9yokH4SY2bewgNnVG0TygO8RfGA3bhM1UUfh5DvYDnIg6PPfzEwo4c/4+HCDkk/CIAuTt+wQr1pjc0cS6rkb/wq6qqQllZGQAgJyenRXGlVqsRGxuLs1Um8Oa6kOb3RUJhByD0HhRF3flqExQKhSSOdp0UEskD4fYBjTl+pUYLai128DwvOW/+On61FrvUWFrM7wOAzARXIduUYM/s9aewo7reKonXMX07bpg3MVqD0jo7vjqjRV1br7tP/NDo0vWbBGQP8+lpx2sahJ/YuDm5pzALlzmAkz+17lgawr0p3sa2eYN3uDWChs0C1DbMH6fCjoiAhF8EIHfhF+xQb6nMx7Y5j2TLyMhAfHy8T89LTExEYWU9eHNtSFq5RJrjB7hW9gKNgmXfKUH4BaKwA//f3puHR1Wf/f/vc2bfMpNksodsrAFUNLiEFkFF3LXVuraoFe3Dj8cqIrVa+y1UrVSKlMddEdyrPt+29vtYLYIb4gMKRrDKJhAgELIvM9lmP78/Ts7JzGRmciZzZsvcr+vKleTMyZnPnDmZec993+/7BmDWqZBr4AXx0fa+mIwddce64OOAcTk6FFuGIkUapQL5g0J2pNFt8ZhW4/+YQo218ufTA23w+jhMKjCiPDf+0ehUpTbfi+uN32Kc9xg21TtDR8CkcPxLYO87/M/jLwDGz5P8p4LwG5/lJ7gqB2v9GrbzLVqixesGvO7ILV1CEbJ/31EAHO9INlDLn3Qg6j5+ROJJdXNHvFK9+YPCr72nHz4fB5ZNvbo0juNw5MgReL1eGAwGFBdLH1VksVhwoqsfPrcDFdmj70MnlXSL+AG88Nt9vDvA2dvW1oY9x9oANle2iB/Ap3s7+lw40t6HAjUvjkdX39cBADirYvibYGm2Dq09TjR2DeDUUkvAbRqNBizLwufzwel0SnLdRkM0PQk3D7p5L8zgNC8AsMf+F495VgIaAAcAfK/gmyBrTIA6C9AaAU0WoDHzPe+0Zv5nnQVQDH7AavkO+OYv/M+lZwLVP4pqDYd7+A/U4/1HtRXXAPv+B3DaePFXNTf6B+fqg1XHf+CMXfgByCqNfg1EUiDhlwZkasQv36wDwwBujw+d/S5YjbHXcslNU1MTent7oVAoUFlZGZ1pglWieTDFYtXEv34zLSN+IZy9fU4PGlq7oC7IkcXRK1BpNeCrY1040t6HUy28OI7F2OFf3ydQmq3H1w3dIQ0ewui2/v5+DAwMxE34jZTmdXl82HKAL1uYV53Zwg8sC49pHPrt7chiBvj0qtPOf6Ex8t8qtXwUzGHj/y5/GjBjQVSuV48POBJc4wfwkz0qfggceA848ilQOSd6N627H1YNfy3EJvyEiR1lw28jUhISfmlAqps74lXjp1EpYdaq0MP50GJ3pJzw6+npQVNTE4ChkWzRcLSDH6Fk8Lmh8sTfuZyuET9gqAWKRqPB0U4+9V9kYMRWKXLg38uvv5j/X4tW+DncXnxznK/vOyuE8Bty9oZ+vvV6vSj8BAOQXEit7/vySAd6nR5YjRqcFhSVzDim/QjKotPxwF/qsPkEg0VlTVg6oQUY6OajbU474LADzh7A1QM4egbn3Pr4nnmewTIVSwVQszDqGbYNfSzcHAOtgkOJPqi2ruJc4NDmoYbORadF/fCsKhcABdqlVtOEauUSaWKHMrVeswkeEn5pQLpE/ORO9bIsi1yjGvYeDi12B6YVyxfdiRWPxyOOZMvNzUVOTvjmq+E42NILVmtEqd6J3t5euN3uuEXjHA6HOIUiWoGaTIqDmjgDQIOdF2WTcuQ9V0MtXXoxMMBf09E6encf74bL60O+SYPy3OGiUezlF2J6BxA/Z6/X65VsVhHdvNX5KVlekQxuqnLivRNZ2HCyDP9RY4pcysb5ePE30M1H+3xeoGDaUOo3CoT6viqTF8OeCrWBTx0f+1+g/uNRCb88VT8AU3hXbzDBrVxcvcAAH+EOaewg4ZeSkLkjDfAXVKko/uKV6lUoFHzBPedDi30UBcxx5NixY3C73dBqtcNGsknlUGsvGIUKlUX8u0h3d7eMKwxEiExaLJa0jPid9BNK9Tb+ehufLe/n1so8XuQdbuqAz+cblbHDv39fqLR/sFklmHj18hOEpFqtjvjhguM4sX9fxqd5/ajN96DC6EWvh8E/j49wTTAsX/dnKQMKTwGKZ4xK9AF+rVxMYV73qwZbu3QeHuqlFwVWNS/kelxhxrb5w/mGO3o7j/LftRZAG8LUpiDhl4qQ8EsDWJYVRVUqCr94pXpZlkWOQQP4fGhOoekdra2t4ki2ysrKUT/uQ238qLYpZYUAhmb3yo3D4UBnJy9IiorCTwhIRYTUaEefCwMu/jr7vp2vVSzLkjfCXDHoXrX19MHu8MRW31cVOiQktZefy+WStbRDav++vU12NHYPQKti8YMJVtnuP91hGeCGSv7D51/q42/EEvjeFqK+zx9jfkwNnc0qDiqWvw47RnqJjWTsCNW4WammKR4pCgm/NCGV073xjPjlGFQAx6G1JzWEn/9IttLS0lGJA4FDgzN6T6nincC9vb1xqeP0j/bFst5kkKVVwqjhI3uN3QOwDbhxvJe/3iqyNaJhRQ60KgWKzVpwbidOdvdHfa7cXh/qjvHiPZSxAxhK9fY6PbAPDH+uFQqFGGWUM+on1djx4V4+2jd7Yh50anmFdbrzkwonVAyHbzqV2NMd/3PT7mDwr0b+WqjJjfC6MP58/nvT7qgbOjMMYNXw/08jGjxCCr/BKKMlhPCjaF/KQsIvTUhlg0dca/wMGnCcNyVSvT6fD/X19eA4DmazGfn5o29s6/VxqB+M+E0tzYVerwfHcbKne9M52gfwTlf/dO+eRhsYhkVRbhaydCpR0MhFZZ4BnNuJxm5H1MLv20YbBtxeZOtVYfsyalUKWI38m/nxCAYPIEnCT2jjQmneYVi1HOaX8B803qyPv6h54YAWDi+D07I9mJUf4XXfOolvpTLKhs5WLS/4RhR+oUa1CcYOMxk70gkSfmlCqkb8OI6LW8RPMHeA41Ii1dvZ2QmHwyFpJNtINHYNwOnxQa1kMS5HLzo45U73pnO0T6DEzxDx7eBEjKnjeNEtt/CryNXD53HiZPdA1OdLSPOeWZET0RRRMpjuTZTBw+PxiJHRSI+pycafX4YBzpuSudM6InFTFf8B9B/HNOiP42fwdgeDVw/zKeUl0wZGzphW+Td0ji4KLj3iF+TodXQDLjv/c06QsYNhADZ92kZlGiT80oRUFX4+vwHe8Un1qlMm1SuIjNzcXLGp9mg52NoDgHeSKlgGFosFAN8iRq6obrpH+wT8W7r8e1D4nVrJC5Pe3l5578vEP69NdmfU7md/Y0ckSkcweMg9uk04R1qtNmJU/qNBU8fp4yyyzD8ei9Tme1Bu4E0e745k8ogB/2jf3MIQLVSCKa7hDSXufuD4tqjuS4j4tfWOIBiDU72dfFcD6K2AKugDhYLq+1IZEn5pQqpO74in8OPNHWpwnA/tvS64PL6R/yiOSE2XSUGo7xNm9Gq1Wuh0OnAcB5vNFvPxgbER7QOGWrqc7B4QZ+DWTOCFbH9/v6zjzYoGn9qmKAOJXh+HnUeFxs2Rx1aVSujlB8gzus3n84k1qSaTKeK+Qpp3XoZP64gEywA3VsXX5BF1tA8YbOg8m/+5/tOoRstZtYMRv74IApPj+LY0/ojGjhATO6i+L6Uh4ZcmpHrET+76PuGYZp0KShbgOB/aepNX5+ffBy0ewg+ArOnesRLtA4ZSvXub7DjWwYulmsp8KJVKcBwna8+7PC3/LtvU64PPJ/3Nc3+zHT0OD4waJaqLIgsssZdfmIifMLqN4zix9+JoaWhogNPphFqtjjhOsNfpwbZD/Kg5qu+LTLxNHmK0L8eLuVUmQCexkXfFuQCrHmroLBEh1ds2AMAbJuoX0thxnP9OjZvTDhJ+aUKqmjvi1cpFOCbDMHxLF5nq/PqcHjg90YtnIdqn0WhkabIstHIJJfzsdnvMAn+sRPuAoVTv/mY+PT4uRweLXi0KcDnr/LJUPigZwMmo0BJFeYGQ5q0pz4ZSEfl/YWh6R/hUrhzp3o6ODnR08GKusrIyYnnC1u/b4PL6UJGrD7gmieHE0+QREO2bqQWj0gIqHcBKKC1RG4DSmfzPUZg8RHOHkx2cOhKCYOHHcYB90NiRXRF4G8OOum8hkRhI+KUJqR7xi4fwE46ba1QDPh9a7bEJv/q2XtSu/AhnPvIhHnp3Lw63Sa8PkzPNy3FcyIiff7o3FnfvWIr2AUPCT+DUEgsAwGjkz51cdX4cx8HjcqLQrAWr1OBIm3RBKbW+Dxjq5RfO3AHE7ux1OBxoaOBbbRQXF4vnKhybhTRvdUF086YzlLiYPJRavFCfzUf78hjMLfV7TdVEjiKLiA2dD0lu6JwnpHodLOB2DE/pAsOFX187X08IZrijV5k+DeIzFRJ+aUKqC794pHqF4+YO1vk1xyD8OI7D8v/ZA7vDA7vDgw3/ewQXPL4FN637Au9/2wS3N3L9oJzCr63HiR6HBywDVFoDjyeYPGJJ946laB8A5Js0UCmGxMj0En50n9wRP6GmrjjHCEapQn27tONyHDfUuFmC8BOErG3ADbsjdF1VLM5ejuNw5MgR+Hw+mEwmFBYWRtzf4/Xhk/2D0zqovk8Sspo8VFrAkId2Jhuv7uc3LTldGSjApUb9TAVA/jT+53ppDZ2tmsGIn2Pw/twhrjlv0HXaNWjsMBYMF3pU35fykPBLE1LV3BHPVK9w3BwZxrZ9sKcZWw+2Q61g8aefnMrPIWWAbYc7sPiNr/GDP36MNZsOBIwG80dO4XdwMNpXnmuARhkomGNN9461aB8AsCyDIvNQ1O/U0kDh53K54HZLcD6OgCCyKgr45+CoROF3uK0PHX0uaJQsTikdeZ60QaNEtp5PhYWr84sl4nfixAn09/dDqVSisrJyxAje1w3d6Op3w6xTYWa5xHqyDEcWk4dKBxjyAF0OoFDh+X974PBieLRPINRItFBUDTZ0PrmbnxU8AoK5w+Zm4fIBcIW47oMjfrZj/PeQEztI+KU6JPzShFSP+MVX+PE1fqNN9fa7PHjo3b0AgP+YU4VrZ47Di7ecia2/Ph93njcBVqMGrT1OPPHxIfzwsY9xx6tfYcv3bWJxv9PphMfjAcMwskTQhDTv+BBNfnU6HbRa7ajdvWMt2idQbBl6c51ezIsrlmXFyJgc6V5B+I0fnJ18RKLwE6J9p5dZhgn5cIjp3hFaurjd7qjqem02G1pb+ehdRUWFpHpUwc17/pT8EesTiSFGbfJQ6flRa7pssRaubYDDa/v41/Zh0T4BpVZa7Zx1EpBVIrmhs0XNQcEIY9sYfh6v2++65Ljhwk+c2BGU5mUV0iKTRFKh//I0IVXNHYlJ9aqAGFK9T318CCdtDpRYdFg8d4K4vcSiw7KLJmPb/efjqZtOxzlVOfBxwOa9Lbhlww7MXf0pnt9yGCda+bSrXq+Xpf4pVH2fP6N19/pH+yI5ONOREgsvlMpz9TDrh978hNo1OdK9wjEmlkQr/HgDxUhtXPwpsURu6cKyrNhHUGq61+124+jRowCA/Px8mM0jRx8B4MO9Q/V9hHSiNnmoDXxqVGcZJo5eGCnaJyCl1o9hgEqhofO2ERs6s4xfutc5eN9uv2t/mLHDB9gb+Z+DjR2U5k0LSPilCRkd8TNqwHE+tIxC+NW39WLd1noAwO+umBpy/qhayeLyU4vx1i9q8eHSc3HrrAqYtEo0dPZj5b/2Y96qTVj9wX4c6nTL0jNOqvCz2+0BfRJH4uTJkwD4aJ8QMRorjMvhH88pJYFiRq46P47jxLTqlFIrAKChsx+eEWo/OY7Dl1HU9wmUSnD2RpPuFer6PB4P9Ho9SktD9FYLwaHWXtS390GtYDFncp6kvyGGCGvyYFi+ibFKx4s1YwGgNfMRsSAkRfsElFr+uCNRMhNQCw2dt4+4u9Xf4AHwYlGo6wsWfj3NfNsXRsmPigtYHwm/dICEX5qQqsIv3jV+grkDHBd1jZ9g6HB7OcydnIf5EgrXJ+SbsOLKafjyNxfgsWtOwSklZrgG+vHp9+34//57Ly75r61495uTMQnAUK1c/NHpdNBoNPD5fJLTvQMDA2KEcKxF+wDgupnjcMOZ43Dn+RMCtvsLv1ieE8HYoVAoUJ5nhlbFwuPjIgozgBduTTYHlCyD08uk18eV+o2hC0c0Bo/m5mb09PSAZVlUVVVJjkwLad5zxufCqKEUnWRYJaBUo7ZEjXIjh14Pg3+25PACL6sYMBUCBiufztWYQgo+AcnRPgEpUT+FEqj8If/zkU9HbOgsCL82h991I0T9goWfYOzIKuLvJ+B+ydGbDpDwSxP8U6mpJP7ineoVzR0+H3qdHvQ6pae6/Q0dK66YFlWaVq9W4vozy/D//nMWHr+6GvOq86HT6bC/uQe/fHMXfvrilzjY0hP147ENuNHWwwvY8XnhjSLRpnuF2r7s7OwxF+0D+Okdf7zmVEwpDCxw12q1sjRyFv5Wr9eDZRlU5PLPzUjpXiHad2qpOWQ0ORzCvF45In69vb1itLe8vDyqUXNCmvfCaprNGxalmhdwBuuQsDPmA3orWL0FN1bzpQdvHGQiCrxQRBXtE9ejkSawhIbOfW3AiR0Rdx2W6gX4Oj/ON3xGb3cYYwerjPrxE8mBhF+awLKsGFVLReEXz1SvXq2EXs0fX2q6N9jQUWEdnRu3v78fEwuM+NUl07Dz/1yCJfMmQqNkse1wBy75r6149P19UYlRIc1bmKWFSRu+UFsQfjabbcR0r3+0b6w4eaNBjnSvv/ADhtrsjNTSRajvOyuK+j4guoifw+EIG830eDyor+dLGXJzc5GTIz3d3NHrRF0Df91cQPV94WGVfMpWoQ4pbH4yUQEVC3zTxmFPR3RjJaOO9glIifqpjUDVHP7nvf8INGwEMRTx81sDx/F/4w129A42braUBW6nNG/aQMIvjUjFdG8iUr0AYDXwIkmq8Atn6IgW/zYuZr0KS+ZNwodL52BedQE8Pg4vfFaPCx7/FP9vd6OkVOOhVj5KOLEgckNdvV4vOd071qN9IyEIv1icvYLwE44lCL8j7ZGPGU3/Pn+E6R2dfS70hfngoFaroVAoAuoPgzl27Bjcbje0Wi3KyspC7hOOj/e3guOAacVZ4jxkInqsOgbzy/nXvzf3S39tHlW0T0CpkdYoeeLFgMYCuHqAA++F3S1PmN7hCFqDqy8w1ev1AHY+uozsquFrItICEn5pRCo6exMR8QMAq4GvJZEi/KQYOqQSqn/fuBw9XrxlJl669UyU5+rRYnfi7rd248Z1X+D7EdK/kVq5BCOlmXOmR/uA2J29/mni4Ijf0fbw6eMWuwNHO/rBMEBNRXT977K0KmRp+Wt6tBM8Wltb0d3dDYZhUFlZGfX/4If7yM0rFzdN4V9j/nHYi363tFrTUUf7BNQSon5KDTDtx/zPR7fyxowQCPN62x1B6wiu77OfADgPH/00BTUGp/q+tIGEXxqRihG/RLRzAQCrgX9RGcngMRpDRyQiNW4+b0o+PlhyLu69cBI0ShZf1Hfi0v/aikf+uRc9YSYyjOTo9UdKujfTo33AkDgabSNnf2OHUB9XlTdyjZ8Q7ZtalIWsCGn7cIzUyw8IP7O3v78fJ07wKbfS0tKoezY63F589n07AOBCmtYRM7VFLMpNDHrdwD+PjPz6HFO0T0Bq1K/4DCBnAt/X77v/G3IX0dXrHGEd3Uf576YS3rksoFAF/k6kNPRMpRGpKPwSMbkDALL1fHSk2RY54heLoSMYt9sNl4vvgRVuYodWpcAvL5iID5fOwfypfPr3xc/5cXD/2DU8/TuSo9cfg8EAtVoNn88Hu90+7HaK9vEoFApRII0m6hcc7QMgmjsauwfgcIf+f4tmPm8oSrIj9/IDQjt7fT4f6uvrwXEcLBYL8vOjN2ZsO9yOAbcXRWYtphVLnAhBhIVlGNw4GPV7Q0K6V4j2zRhttE9AI+G5YxjglOsAsED7AeDkrmG7WMVU7whrEYwdliBjB/XvSytI+KURqTi2LWGp3kHh19oTXvjJZegQEESETqcb8fGNy9HjhZtn4qWfn4mKXD1ae5xY8vZuXP/CFzjQzKd/HW6v6OKUIvyAyO5eivYNIaR7R1PnF0r45RjUYir2aEdoMTna+j4BsZdflKnehoYGOJ1OqNVqlJeXh/vTiGzeOzibt7pAlqbkhHSTR0C074xRRvsEFGpptXVZxUDFYHuXPX8f1tRZSPV2uVi4I/lTRGNH0HVH9X1pBQm/NCIVI36JSvXmiOaO8KleuQwdAoKIEESFFM6bnI+NS87FsvmToFWx2HGkE5c+sRUPvbsXu493g+MAi17F9yaUgH+61z96SNG+QGJx9oYSfgzDoHKwDjPUzN6uPhcODNZznlkxWuE3cksXrVYLhmHg8XjgdrvR0dGBjg7eSVxZWSl+GIwGn4/DR0J9H6V5ZcPf5PHWgfCv0f7RvjklMrwFS3H4AsCUy3mnr6MLOPRBwE3ZGg4s+NeXznDpXo9rqEYw2NhB9X1pBQm/NCIVzR2JSvVadJFTvXIaOgQi1fdFQqtS4M7z+fTvRdMK4PVx2PC/R7Bg/ZcAgIn5Rsmf8g0GA1QqFbxeb0C6l6J9gQjPUX9/f1SNnP2NHcHPc1WEli47j/LRvon5RuQaRxftGBrbFl74+Y9u6+rqQkMDPyO1uLg4qg8k/nzbaENrjxMGtQLnVI1OtBKhEU0eh0KbPGSN9gko1PxEj5FQ6YEpV/I/H/4Y6GsfOgQD5Az28msLl+61NQDg+OMYrEPblWo+nUykDST80ohUjvjFu51LzuB81tae4T3N5DZ0CMcMJwikUpqtx/MLZuKV285CpdUAt5dft9Q0r0BwupeifcMRGjn7fL6oGjkLPfL8jR0CYhPntuHCL9b6PsCvl98I00GESOTx48fh8/lgMplQWFgY8W8iIbh550zOg0ZJDXflRDB59IQxecge7ROQGvUrqwXM5XxT5j1/C7hpyOARZl3ixI6SQKFH9X1pBwm/NCKVhV88J3cAgFnDH9/t5dDZF1ifIqehQ2BgYAA+nw8KhQJarYRP0xGYMykPG5fMxq8umozqoixcfYa0OaoCgvDr7u4Gx3EU7QvDaNK9wr6hXLGVEZy9O47KJ/zae51hDSQAAp5jpVKJysrKmK7xzcK0Dkrzyg7LMLhhMv9a9Zcgk0dcon0CCpW0qB/DAKdcy//c8i3Qske8KWwvP4FuPtpMjZvTHxJ+aUSqmTv8W4zEO9WrYAGrcXhLF7kNHQKjTfOGQ6NU4D/Pm4B/3T076powo9EopntbWloo2heG0Qi/UPV9AkKqN9jc0ev04LtGvql2LMLPrFOJ83GljG4DgIqKCqhU0beOETje2Y/9zT1QsAzOm0xj2uLBtZN4k8fuNg57/UwecYv2CUiN+mVXAOPO4X/e81dxMkeeNkwvPwHbcf67v7GDYam+Lw0h4ZdGpFrEz38d8U71chyHvMFaKv8mznIbOgTkFn6xIjRzbmxsBEDRvlCMZoJHJOEnfIho73XBNjDUH7DuWBd8HFCWo0eRefTPAcMwkka3mUwm5ObmoqysDGazedT3BwyleWeWZ8OipzfseBAwyWPQ5BHXaJ+AQgWoJGYnqq8ClDp+jm/9R/y6NRF6+bn7gf7BmsAcP2MHib60hIRfGpFq5o541/cFH7vAFDi2LR6GDgFBPKSK8BPSvQIU7RuO8FxJbeTsPwotlPAzapTIM/EfNvydvUPzeWM3RgwZPMLXJTIMg4qKCuTl5cV8f4LwozRvfAk2ecQ92icgZZoHwEcHJ1/K/3zwA8DRLfbyC2nu6Bzs36fOArSWoe2U5k1LSPilEakW8Yt3fR/Av+kJn47zB1O9zXZHXAwdAh6PB04nn05OFeFnNBrFVD9F+0ITbSNnh8MxYh3n0MzeoeN9WR97fZ+AVIOHHNgG3OLaL6AxbXHF3+Tx0l5v/KN9AtFE/SrnAKYiwOsC9vx9yNwRSvjZBo0d5qD6ZIr4pSUk/NKIVBV+8Yz4AUOPO880VOMXD0OHgCAaBKdoKsAwDIqLi6HX61FSUpLs5aQs0aR7I6V5BaqChJ/D7cU3J7oBjL5xsz9SevnJxZbv2+DxcZiQbxQFLREf/E0eq79KULRPQGrUj2EHJ3oAOPk1qpwHAIQxd3QL9X1+EzsYlheaacQzzzyDyspKaLVa1NTUYOvWrRH337JlC2pqaqDValFVVYXnnnsu4Pa///3vmDlzJiwWCwwGA2bMmIHXXnstng9BFkj4pRH+kbVUEH/x7uEnIE7vGGzifLS9Ly6GDoFUq+8TyMvLQ3V19bC2I8QQQm87KRG/SI5egeCI366Gbri9HAqyNCjLiW4+biikjG2Tiw/JzZtQBJOH0Hwq7tE+AYUKUEnMCOROBIpPBwBMOf4WGPhCt3MRJ3ZUDG1LszTv22+/jSVLluDBBx/Erl27MHv2bFxyySVib8xgjhw5gksvvRSzZ8/Grl278Jvf/AZ33XUX/va3oTY4OTk5ePDBB7F9+3b8+9//xs9//nP8/Oc/xwcffBDymKkCCb80gmVZUQSlgvBLRKrX//hCqnd7fUdcDB0CqSr8iJGJppGzlIhfRZDwG+rflyvLm7gUc4ccuL0+fHJgaEwbEX/8TR4Ji/YJSHX4AsC0awCFGtr+Rtys2IxOJwOP/9g2p52f9gEAOZVD29NM+K1ZswYLFy7E7bffjurqaqxduxbjxo3Ds88+G3L/5557DmVlZVi7di2qq6tx++2347bbbsPq1avFfebOnYsf//jHqK6uxvjx43H33Xfj1FNPxeeff56ohzUqSPilGamU7k1Uqlc4fq4hMO0qt6FDgIRf+qLVaqFQKODz+QLm2wYzkrFDQGzp0t4HjuOw46h8xg5gyNzRYnfC6Ynf//SOI53ocXhgNaoxY5wlbvdDBHL/mUpcPYHFn2arEjsTmVXyEzakoLUAEy8CACxR/hVm9KDT5bfWzsH6Pl0OP/JNIEUaN/f09MBut4tfQn22Py6XC3V1dZg/f37A9vnz52Pbtm0hj7t9+/Zh+1900UX46quvQprHOI7DRx99hAMHDuDcc8+N4RHFHxJ+aUYqOXsTnerN1Q/Vk8ht6BBwOBzwer1gWZYMFGmKlDo/KcYOACjL1YNhgB6nB002B+qO8ZEPOer7ACDHoIZOxf9PN3WHHkcoB0LT5vOn5EPB0nitRDHOxGLNHDUmZifhrVYTxYSgqgsAvRXZTB/uV74ZaPDoHnT0+hs7WCXApsbUl6lTp8JsNotfK1euHLZPe3s7vF4vCgoC3zMKCgrQ3Nwc8rjNzc0h9/d4PGhvHxp3Z7PZYDQaoVarcdlll+HJJ5/EhRdeKMMjix+pUblOSCYTI37CYzZrlSg2a9E94MZymQ0dAv51Xwn9hE7IhtFohN1uj1jnJ6R5RxL3GqUCJRYdTnQN4N1vTsLh9iHHoMbEKMfuhUPo5XewtRcnugZkr1cF+EiE0MaF0rwZhBD1c0uoH1Uogek/AXY8h2sVW/BNey1gGRR6wsQOs9/EDmXquHn37t0bYHiLVAMd/JrOcVzE1/lQ+wdvN5lM2L17N3p7e/HRRx9h6dKlqKqqwty5c6N5GAmFhF+akYrCL941foKw5Dgf/nHnD+D2cmKKTG6EKJFgEiDSDykTPKKZw1xpNeBE1wDe3sk7G8+syJb1Q0GJKPziY/A40NKDE10D0ChZzJ4Yey9AIo3QmKQJPwAomI46xWmo8X6DiqNvAePv5Ue82fmm8bD41felSJoX4IVXVlZWxH2sVisUCsWw6F5ra+uwqJ5AYWFhyP2VSiVyc3PFbSzLYsIEvtZ8xowZ2LdvH1auXJnSwo9SvWlGKo1tS3Sq1+fzId+kjZvoA6i+bywgPHdOpzNsI2cpjl4Boc6vftDgcVZlbqTdoybeBo/Pvm8DAPxggjUuNbFECsMqAK30aS/vmW+Cg1MhZ+AocPwLoL8DcPXwN2b7Rfyk9u9LkXSwWq1GTU0NNm/eHLB98+bNmDVrVsi/qa2tHbb/pk2bMHPmzIhjEzmOC1lnmEqQ8EszUjHil6hUr/9s4Hjgbwgg4Ze+jNTIWaqxQyC4551c9X0C8e7lt/MoX5dYWyWvYCUkojbwKVdFkhJsaoPk9i6s0Yp1nsGJHvv+B2jbz/9syB86hkIlXdBJNZgkgKVLl+LFF1/Ehg0bsG/fPtxzzz1oaGjAokWLAAAPPPAAbr75ZnH/RYsW4dixY1i6dCn27duHDRs2YP369Vi2bJm4z8qVK7F582bU19dj//79WLNmDV599VX87Gc/S/jjiwZK9aYZqWTuSHSqN95iVxAJarU64ic6IvUxGAwYGBhAX1+fOOdYQDB2sCwb0dgh4F93Z9QoUV0UOa0ULVLGto0WjuPw1VG+BU1NRfYIexOywrKA3hoounxeflKG1w14nYPfRx4vGDNaC38/vsjvG1YNhz97f4SfarYix9UJ7P0Hf4O/sUNqmpdhpPcTTADXX389Ojo68NBDD6GpqQnTp0/H+++/j/LycgBAU1NTQE+/yspKvP/++7jnnnvw9NNPo7i4GE888QSuueYacZ++vj4sXrwYJ06cgE6nw5QpU/D666/j+uuvT/jjiwYSfmlGKkX8EpXqTVTEj9K8YweDwYD29vaQzl4p/fv8qbIO1XvOrMiW3RUbz7Fth9v60NXvhkbJYnqx9JQfESNKNWDI4w0W/rAKgNUFCiLOx4tBj8tPFLrkXQ/DAPocoK+dv78wWLU+OKHH65obcdfA04Bn8Jq0lA/tJLV/n1KTMqlegcWLF2Px4sUhb3v55ZeHbZszZw6+/vrrsMd75JFH8Mgjj8i1vIRBqd40I5Vq/BLdxy9RET8SfumPYM4J1cg5WuFXkq2DSsGLPbn69wUfH+BnULu98n64qTvGR/tmjLNAraSX+4SgMQHGwuGiLxwMCyi1gDYLMFiBrCLAUgaYCnmxJpeDllUCushRX6uW/19533sWkDtp6IbsiqGfpdb3pVCalwiEXgnSjFSK+CU61UsRP0IqkRo5R+PoBQAFy+C0UgtYBjg3Dq7YPKMGGiULHwc02+Tt5SfU982kNG/8YVheuOlz+AhbTMdi+IiZxgToZazNFI4ZBquGf41tdyqA6dcCzGBLmKzBGb0KtfTHlkJpXiIQSvWmGYLICudWTCRjydzhcrngdrvBMIzkSBCR2hgMBrGfn/CcchwXdcQPAJ666Qw02x2YXiJ/upRhGJRk61Df1ofjXf0YJ8MMYAGhvm9mhfyRSsIPhYpP7SriUBusUANqPeCSqQZUYwJ8bsA9/ENGnpZ/je10MvCaiqA499d8raIQdZSc5lVLj3gSCYcifmmG4FZ0OBxJN3gkup1LPKOcQi2YXq+P++MhEoOQ7vWv8/M3dkRq9BpMoVkb11FnQwYP+er82nqcONrRD4YBziijiF/cUBsAU1F8RJ+A1iL/8UIIsxwNn+r1gUGXk+HTzka/PneS07yUNUll6B0uzVCpVGKkwm63J3UtYyniR2nesUeoRs7+0b5UmswitHSR0+Ah1PdNLjDBrCOXuuwIhgmDNfbU7kgoVLzAlAuG5ev9gtatYoFstZDuDXpdZ5gohB+leVMZEn5piNCl3GazJXUdY6mdCwm/sYd/I2chOj6aNG8iEJy9ckb8qL4vjiiUfCQsQr2c7GjN8gpMhSqk2cM6mO5tdwTdl9T6PoU6vtFPImZI+KUhZjNfZ2S324c5FhNJMiZ3xAP/ui8SfmMHhUIh9ukT0r2pLvwau+Xr5SfU951J9X3yotLxrl2p9W5yIXfUD+DdxEHi1TqY7m13BL2uS+3fR9G+lCeqd+wVK1aAYZiAr8LCQvF2juOwYsUKFBcXQ6fTYe7cudizZ0/AMZxOJ375y1/CarXCYDDgyiuvxIkTJwL26erqwoIFC2A2m2E2m7FgwQJ0d3eP/lGOMQwGAxQKBTwej/hGlmj8RVgiU73xELpCyw+lUhlV3ReR+gh1fn19faM2diQCuSN+/S4PvjvJl4KQsUNGdBbAmJ+8/nRyR/0AXvj5iVgx4hec6pUqdNWp9b9FDCfqd+xp06ahqalJ/Pr222/F21atWoU1a9bgqaeews6dO1FYWIgLL7wQPT094j5LlizBO++8g7feeguff/45ent7cfnllwek8W666Sbs3r0bGzduxMaNG7F7924sWLAgxoc6dmAYBiYT/yktWXV+iRR+/sePR9SP0rxjF/86P6fTGdXEjkRSYuHfLJtsDnhk6OW3+3g3vD4OReb4zrbOGFiWF3xRzL2NzzqU8Ukv67JFs0feYC+/Nv9UL8NKS98qVNLrAImkEbXfWqlUBkT5BDiOw9q1a/Hggw/i6quvBgC88sorKCgowF/+8hf8x3/8B2w2G9avX4/XXnsN8+bNAwC8/vrrGDduHD788ENcdNFF2LdvHzZu3IgvvvgCZ599NgBg3bp1qK2txYEDBzB58uRYHu+YwWw2o7u7G3a7HUVFRQm/f39jR7yL5IOFn9w1hST8xi7+ET/heU41YwcA5Js0UCkYuL0cWnqcMYu1r8T6Por2xYxCxbt2U6U9iSYLcPZGnMARNYLZo7/dr8bP7wO91CbSlOZNC6IO1Rw8eBDFxcWorKzEDTfcgPr6egDAkSNH0NzcjPnz54v7ajQazJkzB9u2bQMA1NXVwe12B+xTXFyM6dOni/ts374dZrNZFH0AcM4558BsNov7hMLpdMJut4tf/lHGsYhg8Ojt7U1KW5dE1fcJxNPZK9R/CSKBGDv4N3Lu6OgAkHppXgBgWWaopUtn7OUbO8X6PjJ2xIxClTqiD+DTzJo4vFYpVIDW4tfE2e/DkeT6vtT73yKGE9W79tlnn41XX30VH3zwAdatW4fm5mbMmjULHR0daG5uBgAUFBQE/E1BQYF4W3NzM9RqNbKzsyPuk5+fP+y+8/PzxX1CsXLlSrEm0Gw2Y+rUqdE8tLRDrVaLPf2SIXIT1cpFIF7OXrfbDZeLn4uZioKAiB0hkiv8n6Tq81wiU52f18dhV0M3AGBmOUX8xiSaLD5KJzcqHfKMvMhrC4j4SRB+rCLxhhdiVER15VxyySW45pprcMopp2DevHl47733APApXYHgFArHcSOmVYL3CbX/SMd54IEHYLPZxK+9e/dKekzpTDLbuiSqlYtAvCJ+QvpPp9Ml7LEQiSU4hZ+qwq90sM6vsTs24be/2Y5epwcmjRKTCxPYboRIHKwibq1krGb+/0VM9bIKaRFPivalDTF9ZDAYDDjllFNw8OBBse4vOCrX2toqRgELCwvhcrnQ1dUVcZ+WlpZh99XW1jYsmuiPRqNBVlaW+CWYH8YygvBLhsEj0aneeEX8qL5v7OOfwk9FY4fAUMQvtlSvUN93enk2FGxq1TISMqLN4k0nMmPV8ddMh5OBjwO1cRmDxHTVOJ1O7Nu3D0VFRaisrERhYSE2b94s3u5yubBlyxbMmjULAFBTUwOVShWwT1NTE7777jtxn9raWthsNuzYsUPc58svv4TNZhP3IXhMJhNYloXb7R42iD7eJCvVG6+IHwm/sYv/c6vT6VLO2CEw1Msvtv9lsb6vnOr7xjQMy6d8ZSZ38HORl2PQ7WIkpnlZEn5pRFQVq8uWLcMVV1yBsrIytLa24pFHHoHdbsctt9wChmGwZMkSPProo5g4cSImTpyIRx99FHq9HjfddBMA3om6cOFC3HvvvcjNzUVOTg6WLVsmpo4BoLq6GhdffDHuuOMOPP/88wCAX/ziF7j88svJ0RuE0NZFSG8LNX+JYCykejmOI+GXAQiNnB0OR0o/z8LYtlhq/DiOEyN+NWTsGPtosgBnD+CTLxOiVjAwqwGbC2iHGTlS2rNQmjetiEr4nThxAjfeeCPa29uRl5eHc845B1988QXKy8sBAPfddx8GBgawePFidHV14eyzz8amTZsC0q5//vOfoVQqcd1112FgYAAXXHABXn755QAB8cYbb+Cuu+4S3b9XXnklnnrqKTke75jDbDbDZrPBbreHbLMTL8aCucPhcIjtYVI1/UfIQ3Z2NpqammCxWJK9lLAIqd6T3QPw+Tiwo0jTNnYPoNnugJJlMGOcReYVEikHw/C9Bfs7ZT2sVcfA5uLQ7tZgkpRm1ST80oqohN9bb70V8XaGYbBixQqsWLEi7D5arRZPPvkknnzyybD75OTk4PXXX49maRmLf1sXr9ebsAjcWGjnIrRxScW+boS8FBUVIT8/H0plCrXlCKLApIGS5Xv5tfY4UWiO/sOIEO2bVmKGXp26j5WQEbURcNhkjfpZdcBhG9AmJfjMsPzoNyJtoFm9aY5Go4FGowHHcQlt65LoVG88In5Cmpf69419GIZJadEHAEoFiyIL/wY6WoPHV8eovi/jEKJ+MiIYPNoHJIzIVGnlHyNHxBUSfmMAs5n/p0+ku3csmDuovo9INYQmzqM1eAxN7CDhl1GojYBCvg82eVEJP0rzphsk/MYAyejnl+6pXq/XC4fDAYCEH5E6xGLwsPW7caCFj/rXUOPmzELmqN+Q8JNwv+TmTTtI+I0BTCYTGIaBy+USxUy8SXdzhxDt02g0KZ8CJDIHcWzbKFK9Xzd0geOASqsBeSaaoJBxqI382DUZsA5quREjfkpdfCaIEHGFnrExAMuyonM6UenedG/nQmleIhUpjWFsm1DfV0P1fZmL1iLLYcQaP8cIwk9N0b50hITfGCHR6d50n9xBwo9IRYRUb+MohN/Owfq+M6m+L3NR6wEpffdGQBB+bf0RhB/D8BE/Iu0g4TdGEAwevb29sk+3CEW6mzuEVi4k/IhUQoz4Dfbyk4rT48U3x7sBADMrqL4vo9FZYj6EOLbNwTcFD4lSw8/xJdIOEn5jBK1WC7VaDZ/Pl5C2Lumc6nU4HPB6vWAYBno9OdKI1KHQrAXLAC6PD+19Tsl/912jHU6PDzkGNaqs9GEmo1HpAGVsUT9hbJvbx0/wCH0/9NqZrpDwG0MI6d5E1Pmlc6rXP81LjZuJVEKlYFGYJfTyk57urfOr76Nrmoi11k+rZGAa1I5hDR7k5k1bSPiNIRLZzy/RqV45I35U30ekMqOp86P6PiIAlY5vrBwDQkuXtlDCT6kGWOqGkK6Q8BtDCG1dHA4HnE7paaLRkM6TO0j4EalMtM5ejuNQd0xo3Ez1fSmHOkmvMzFG/ayDujFkLz8VvXamMyT8xhAKhUIUM/GM+nEcJxb8JjrVC8QW9fP5fBgY4F/JSPgRqUhJdnS9/Orb+9DZ54JGyWJ6sbyju4gYYBjAVAhkFfFfiU7BKzUxpWMjjm2jNG9aQ8JvjJGIdK9/1C3dhF9/fz84joNKpYJaHXvbA4KQGyHiJ3Vs21dH+fq+08ZZoFbSS3pKoFAC5lJAMzgHXG0AzONka7AsmRgcvmGFn0Kd+MdByAq9Sowx/A0eYW34MSIIL4ZhElZIzjCMLC1dKM1LpDrRjm2j+r4UQ6XlRZ4yaHqKUs1vT2S0TKEetfizhhvbRtG+tIeE3xhDr9dDpVLB5/OJverkJtH1fQJy1PkJ58RoNMqyJoKQG2FsW2PXgKQPb0LEj+r7UgBtFpBVEr6/HcsC5hJZ5+qOvCYzoI/+2sgLN7ZNTW1c0h0SfmOQeE/xSLSjV0AOZy9F/IhUp8iiBcMAA24vOvvCNVHjaetx4mhHPxgGOKOMIn5Jg2EAgxUw5kur5TPm8V+JqvvTmABDdPcXMtWrUMkyGYRILiT8xiDx7ueX6B5+ArFG/Pr6+uB2u6lxM5HSaJQK5Jv4NOFI6V6hf9/kAhPMOqq7SgosC5iKok+pas1AVjH/94lArR8Uf9LuL6TwozTvmICE3xhEEH4DAwNwu92yHz/Zqd7RRPwcDgcOHToEgDfAJFq0EkQ0iL38RjB4CPV9M6m+LzkIdXujTX+qdIP1gAmKoql0gKlAkti0Dmq8tgHA4RkUfzStY0xA735jEKVSKaYy45HuTbdUr8vlwvfffw+PxwODwYCKioo4rI4g5KNUYkuXr44Jxg6q70s4agOQVRq7w1Wh4o+TqH5/CjVgLOSdxxEoNDDI1wMuH/DHnR6+bjHYsDISEqOLRGKhZ2WMEs+2LumU6nW73fj+++/hdruh1WoxYcKEhEcqCSJaBINHpFRvv8uDPY38B7uacor4JRR9Dt+bT67XQJblj6dL0POoUAHGgoj1eiqWwWM/5EXty3u9+OTkKF43Y2gnQ8QPEn5jlHi2dUmXiJ/X68WhQ4fgdDqhVqsxadIkKJU0ZohIfaSMbdt9vBseH4cis1YUikScYRg+VToKl6wkDLn88RNh+mCV/H1FiOKdN06BW6fyr7u/+rgXbX0e6cdX6ZI3tYSICAm/MYper4dSqYTX6xWdrHKR7Bo/KRE/n8+HQ4cOob+/H0qlEpMmTYJKRcXvRHogZWzbV0eHxrQlqp9mRsMqBpsym+J7PxpT5JYwcsKwfOQvQu3e/WcqMSWHQfuAD/dtbJYeSDBYZVokITck/MYoDMPEzd2b7FTvSBE/juNQX1+P3t5eKBQKTJw4ERpNlLUpBJFESvymd4R7oxXq+2ZSmjf+qLSApSz6GrdY7i9UE+h4wDB8axlN6N6mWiWD/7rQDLWCwSdH+vDKru6Rj6kxJe5cEVFDwm8ME69+fqme6j169ChsNhtYlsWECROodQuRdgip216nB7aB4c58r4/D18fI0ZsQlNrEReD8CR77Fm/0uXwD6hBMLszCg3PyAACPbmnD/jZn+OMwDH+sFOSZZ55BZWUltFotampqsHXr1oj7b9myBTU1NdBqtaiqqsJzzz0XcPu6deswe/ZsZGdnIzs7G/PmzcOOHTvi+RBkgYTfGEYQfv39/fB4oqjNGIFUTvU2NDSgs7MTDMOgqqqKJnQQaYlWpYDVGL6X3/5mO3qdHhg1SkwpDP1mTcgEq0hco+VgGIZPxSaqVk6XPdxgwrCAUoubT7fg/CoDXF4Od/3zJBzuMB/AtZYRHcPJ4O2338aSJUvw4IMPYteuXZg9ezYuueQSNDQ0hNz/yJEjuPTSSzF79mzs2rULv/nNb3DXXXfhb3/7m7jPp59+ihtvvBGffPIJtm/fjrKyMsyfPx+NjY2JelijgoTfGEalUonRLjnTvclK9Y4U8Tt58iTa2toAABUVFaKzmSDSkUh1fkJ93xnl2VCwVN83pmEYwFSYuObJ2izeZCKIXZUWGJzLvuqiQlj1Cnzf4cLKz9qG/y3LJs6ZHCVr1qzBwoULcfvtt6O6uhpr167FuHHj8Oyzz4bc/7nnnkNZWRnWrl2L6upq3H777bjtttuwevVqcZ833ngDixcvxowZMzBlyhSsW7cOPp8PH330UaIe1qgg4TfGiUe6N1mp3kgRv9bWVjQ1NQEAysrKkJNDfc2I9CZSLz+q78swGIaf8qHSJub+1MahEW9+xg+rQYnHLykCALyyqxsfHw6aB6/LSdwkkihwuVyoq6vD/PnzA7bPnz8f27ZtC/k327dvH7b/RRddhK+++irsYIT+/n643e6Uf/9JvWeIkJV49PNLdqo3OOLX0dGB48ePAwCKi4uRl5eX0HURRDzwN3j4w3Ecdh7hR7VRfV8GwTCAqTiBBhPdoOM3MNI4p9KA22r46+5XG5vRKrR4Uaj4MXQJpqenB3a7XfxyOofXH7a3t8Pr9aKgoCBge0FBAZqbm0Met7m5OeT+Ho8H7e3tIf/m/vvvR0lJCebNmzfKR5MYSPiNcQwGAxQKBTwej2xtXVLJ3NHd3Y1jx44B4P8pi4qKEromgogXQi+/4FRvY/cAmu0OKFkGM8ZZkrAyImmwLB/5i3VaiFSUmpDTN+6bbcWUPA06Brz41b+a4eM43tCRhFrIqVOnwmw2i18rV64Mu29w2yOO4yK2Qgq1f6jtALBq1Sq8+eab+Pvf/w6tNkGR2VFCwm+MwzAMTCa+75RcUb9kt3MR7r+npwf19fXgOA65ubkoLS1N6HoIIp6UhpneUTeY5p1WnAW9OvWK6Ik4wyp4l3ESDRRaJYsnLyuCRslgy9E+vPxNX+Lcx0Hs3bsXNptN/HrggQeG7WO1WqFQKIZF91pbW4dF9QQKCwtD7q9UKpGbG+haXr16NR599FFs2rQJp556aoyPKP6Q8MsA5E73JivV6x/x6+/vx+HDh8FxHCwWC8rLyxO6FoKIN0KNX2NQjd/Oo0KaN7XriIg4olDy830T3WLGj4lWDX472OLlj5+cxL4m+ceDSsFkMiErK0v8CtWzVa1Wo6amBps3bw7YvnnzZsyaNSvkcWtra4ftv2nTJsycOTNgGMCf/vQnPPzww9i4cSNmzpwpwyOKPyT8MgDB4NHb2xvVnNtwpIK54+DBg/B6vTCZTKisrKTJBcSYQ6jxszsCe/kJjt4zqb4vs1Eok9Nf0I+fzbBg3kQz3+LlzV1wuGN/f4kXS5cuxYsvvogNGzZg3759uOeee9DQ0IBFixYBAB544AHcfPPN4v6LFi3CsWPHsHTpUuzbtw8bNmzA+vXrsWzZMnGfVatW4be//S02bNiAiooKNDc3o7m5Gb29vcPuP5Ug4ZcBqNVq6HSDbyIyRP2SnerlOA4ejwcGgwHjx49P+DoIIhHo1UrkGNQAhmb22gbcONDSAwCoKaeIX8ajVPM1f0l6DWRYFo9dezryTBocbO3FH97bl5R1SOH666/H2rVr8dBDD2HGjBn47LPP8P7774vZoqampoCefpWVlXj//ffx6aefYsaMGXj44YfxxBNP4JprrhH3eeaZZ+ByufCTn/wERUVF4pd/y5dUhApEMoSsrCwMDAzAZrMhO3v0kQKO48QC12SZOwBAq9ViwoQJCU83E0QiKc3WobPPhcbuAUwtzsLXDV3gOKAiV488E43EIsAbMEzFgL0RkDpHVy60FuQaDFhz3WlYsH4HXvviGOZMysO8qaHr5pLN4sWLsXjx4pC3vfzyy8O2zZkzB19//XXY4x09elSmlSUWCpVkCHLN7fV31CZadDEMA7PZDJ1Oh4kTJ0KppM8txNgmuJffV1TfR4RCpeUjf4ksefFr1jx7Yh5u/2ElAOC+v/0brXZH4tZBRA0JvwzBaDSCZVm43W4MDAyfBCAVQfgxg53cE82ECRMwdepUqNXqhN83QSQaYWavkOrdSfV9RDhUOsBUlDjxF9Ss+VcXT8bUoix09rlw7//9Bj5fgqOPhGRI+GUILMuKbV1imeKRrPo+gshE/Hv5uTw+fHO8GwDV9xFhUOv5psvxFn8hmjVrlAo8ceMMaFUsth5sx4b/PRLfNRCjht69Mwg52roky9FLEJmIEPE70d2P707a4PT4kK1XYXyeIckrI1IWjREw5sf3PsI0a56Qb8L/uXwqAGDVxgPYc1K+UaGEfNC7dwYhR1uXZPXwI4hMpDRnKNXrX99H7YuIiGhMgDFOoytV2ojNmm86qwwXTi2Ay+vD3W/txoArdVu8ZCok/DIIjUYDjUYDjuPQ09MzqmNQqpcgEocQ8evqd2PL920AqL6PkIjWDBhyR94vWvTWiDczDIPHrjkV+SYNDrX24pH39sq/BiIm6N07wxDSvceOHcOJEyfgcETnvqJUL0EkDpNWBbOOnxKw/XAHAKrvI6JAl827fVU6eY6nMfIRvxHIMaix5roZAIBPD7QFNCAnkg/1w8gw8vPz0d3dDZfLhZaWFrS0tMBkMsFqtSI7O3vEFBKlegkisZRm62AbcMPHARoli+klWcleEpFOqPX8l8cJOGyAs2d0/f4Yhq/tk8gPJ1rxXzfMwNxJ+eKHFyI1IOGXYWg0GkyfPh12ux1tbW2w2Wzo6elBT08Pjh8/jtzcXOTl5YWcdwhQqpcgEk1ptg57TvKGrNPGWaBR0ocuYhQoNbzpQ5/LC0BHN+DXl3VEtGbezRsFV80oiW6NREIg4ZeBCI2QzWYzXC4X2tvb0d7eDrfbHRAFzMvLg8ViCYgCUqqXIBJLiUUv/jyznOr7iBhhFYA+h08DO+3AQDfgHSEV69esmUh/SPhlOGq1GsXFxSgqKoLNZkN7e3tAFFCpVMJqtcJqtUKj0VCqlyASjDC9AwDOpIkdhFwwDB/F05oBVx8vAN1hmvvrsnnBSIwJSPgRAPgooMVigcViGRYFbG5uRnNzs9gAGqCIH0EkipJB4ccwwBllFHUh4oDawH+FqgNUKAGtJanLI+SFhB8xjEhRQAESfgSRGE4tNUOnUmBmRTbMeiqSJ+JIqDrAMM2aifSFhB8RlkhRQJ1OpvYABEFEpMisw+e/Pg86NaXaiAThXwdIom/MQcKPkIR/FNDtdkOtVid7SQSRMeQaQ7vsCSKukOgbk1C+jogKhmFI9BEEQRBEmkLCjyAIgiAIIkMg4UcQBEEQBJEhkPAjCIIgCILIEEj4EQRBEARBZAgk/AiCIAiCIDIEEn4EQRAEQRAZAgk/giAIgiCIDIGEH0EQBEEQRIZAwo8gCIIgCCJDIOFHEARBEASRIcQk/FauXAmGYbBkyRJxG8dxWLFiBYqLi6HT6TB37lzs2bMn4O+cTid++ctfwmq1wmAw4Morr8SJEycC9unq6sKCBQtgNpthNpuxYMECdHd3x7JcgiAIgiCIjGbUwm/nzp144YUXcOqppwZsX7VqFdasWYOnnnoKO3fuRGFhIS688EL09PSI+yxZsgTvvPMO3nrrLXz++efo7e3F5ZdfDq/XK+5z0003Yffu3di4cSM2btyI3bt3Y8GCBaNdLkEQBEEQRMYzKuHX29uLn/70p1i3bh2ys7PF7RzHYe3atXjwwQdx9dVXY/r06XjllVfQ39+Pv/zlLwAAm82G9evX4/HHH8e8efNw+umn4/XXX8e3336LDz/8EACwb98+bNy4ES+++CJqa2tRW1uLdevW4Z///CcOHDggw8MmCIIgCILIPEYl/P7zP/8Tl112GebNmxew/ciRI2hubsb8+fPFbRqNBnPmzMG2bdsAAHV1dXC73QH7FBcXY/r06eI+27dvh9lsxtlnny3uc84558BsNov7BON0OmG328Uv/wgjQRAEQRAEASij/YO33noLX3/9NXbu3DnstubmZgBAQUFBwPaCggIcO3ZM3EetVgdECoV9hL9vbm5Gfn7+sOPn5+eL+wSzcuVK/P73vx+2vampScKjIgiCIAgiXRDe230+X5JXkn5EJfyOHz+Ou+++G5s2bYJWqw27H8MwAb9zHDdsWzDB+4TaP9JxHnjgASxdulT8va6uDueffz7OOuusiPdLEARBEER60tLSgrKysmQvI62ISvjV1dWhtbUVNTU14jav14vPPvsMTz31lFh/19zcjKKiInGf1tZWMQpYWFgIl8uFrq6ugKhfa2srZs2aJe7T0tIy7P7b2tqGRRMFNBoNNBqN+Pvs2bOxY8cOFBQUgGUDM9o9PT2YOnUq9u7dC5PJFM0pyHjo3I0eOnexQedv9NC5Gz107kZPPM+dz+dDS0sLTj/9dFmPmwlEJfwuuOACfPvttwHbfv7zn2PKlCn49a9/jaqqKhQWFmLz5s3ik+FyubBlyxY89thjAICamhqoVCps3rwZ1113HQA+ZPvdd99h1apVAIDa2lrYbDbs2LFDjNh9+eWXsNlsojgc8YEplTjzzDND3ma32wEAJSUlyMrKiuYUZDx07kYPnbvYoPM3eujcjR46d6Mn3ueOIn2jIyrhZzKZMH369IBtBoMBubm54vYlS5bg0UcfxcSJEzFx4kQ8+uij0Ov1uOmmmwAAZrMZCxcuxL333ovc3Fzk5ORg2bJlOOWUU0SzSHV1NS6++GLccccdeP755wEAv/jFL3D55Zdj8uTJMT9ogiAIgiCITCRqc8dI3HfffRgYGMDixYvR1dWFs88+G5s2bQoI8/75z3+GUqnEddddh4GBAVxwwQV4+eWXoVAoxH3eeOMN3HXXXaL798orr8RTTz0l93IJgiAIgiAyhpiF36effhrwO8MwWLFiBVasWBH2b7RaLZ588kk8+eSTYffJycnB66+/HuvyQqLRaLB8+fKAmkBCGnTuRg+du9ig8zd66NyNHjp3o4fOXWrCcBzHJXsRBEEQBEEQRPyJaVYvQRAEQRAEkT6Q8CMIgiAIgsgQSPgRBEEQBEFkCBkl/I4ePYqFCxeisrISOp0O48ePx/Lly+FyuQL2Yxhm2Ndzzz2XpFWnBlLPXUNDA6644goYDAZYrVbcddddw/bJRP7whz9g1qxZ0Ov1sFgsIfeh6y40Us4dXXfSqaioGHad3X///cleVkryzDPPoLKyElqtFjU1Ndi6dWuyl5TyrFixYtj1VVhYmOxlEX7I3s4lldm/fz98Ph+ef/55TJgwAd999x3uuOMO9PX1YfXq1QH7vvTSS7j44ovF381mc6KXm1JIOXderxeXXXYZ8vLy8Pnnn6OjowO33HILOI6L6ODOBFwuF6699lrU1tZi/fr1Yfej6244I507uu6i56GHHsIdd9wh/m40GpO4mtTk7bffxpIlS/DMM8/gBz/4AZ5//nlccskl2Lt3LzUOHoFp06bhww8/FH/3b9VGpABchrNq1SqusrIyYBsA7p133knOgtKI4HP3/vvvcyzLco2NjeK2N998k9NoNJzNZkvGElOOl156iTObzSFvo+suMuHOHV130VFeXs79+c9/TvYyUp6zzjqLW7RoUcC2KVOmcPfff3+SVpQeLF++nDvttNOSvQwiAhmV6g2FzWZDTk7OsO133nknrFYrzjzzTDz33HPw+XxJWF1qE3zutm/fjunTp6O4uFjcdtFFF8HpdKKuri4ZS0w76LqLHrruouexxx5Dbm4uZsyYgT/84Q+UFg/C5XKhrq5OHCAgMH/+fGzbti1Jq0ofDh48iOLiYlRWVuKGG25AfX19spdE+JFRqd5gDh8+jCeffBKPP/54wPaHH34YF1xwAXQ6HT766CPce++9aG9vx29/+9skrTT1CHXumpubUVBQELBfdnY21Go1mpubE73EtIOuu9FB11103H333TjjjDOQnZ2NHTt24IEHHsCRI0fw4osvJntpKUN7ezu8Xu+w66qgoICuqRE4++yz8eqrr2LSpEloaWnBI488glmzZmHPnj3Izc1N9vIIYGykepcvX84BiPi1c+fOgL9pbGzkJkyYwC1cuHDE469evZrLysqK1/KTipzn7o477uDmz58/7D5UKhX35ptvxvVxJIPRnLtIqd5g6LqTdu4y7boLxWjOp8Bf//pXDgDX3t6e4FWnLo2NjRwAbtu2bQHbH3nkEW7y5MlJWlV60tvbyxUUFHCPP/54spdCDDImIn533nknbrjhhoj7VFRUiD+fPHkS5513Hmpra/HCCy+MePxzzjkHdrsdLS0twz4BpjtynrvCwkJ8+eWXAdu6urrgdrvH3HkDoj930ULXXYWkY2XadReKWM7nOeecAwA4dOgQRWQGsVqtUCgUw6J7ra2tGXNNyYXBYMApp5yCgwcPJnspxCBjQvhZrVZYrVZJ+zY2NuK8885DTU0NXnrpJbDsyGWOu3btglarDdtKIp2R89zV1tbiD3/4A5qamlBUVAQA2LRpEzQaDWpqamRfe7KJ5tyNBrrupJFp110oYjmfu3btAgDx3BGAWq1GTU0NNm/ejB//+Mfi9s2bN+Oqq65K4srSD6fTiX379mH27NnJXgoxyJgQflI5efIk5s6di7KyMqxevRptbW3ibUKfoXfffRfNzc2ora2FTqfDJ598ggcffBC/+MUvMnrQtJRzN3/+fEydOhULFizAn/70J3R2dmLZsmW44447kJWVlaylpwQNDQ3o7OxEQ0MDvF4vdu/eDQCYMGECjEYjXXcRGOnc0XUnne3bt+OLL77AeeedB7PZjJ07d+Kee+7BlVdeSS1Kgli6dCkWLFiAmTNnihmOhoYGLFq0KNlLS2mWLVuGK664AmVlZWhtbcUjjzwCu92OW265JdlLIwSSnWtOJC+99FLY+heBf/3rX9yMGTM4o9HI6fV6bvr06dzatWs5t9udxJUnHynnjuM47tixY9xll13G6XQ6Licnh7vzzjs5h8ORpFWnDrfcckvIc/fJJ59wHEfXXSRGOnccR9edVOrq6rizzz6bM5vNnFar5SZPnswtX76c6+vrS/bSUpKnn36aKy8v59RqNXfGGWdwW7ZsSfaSUp7rr7+eKyoq4lQqFVdcXMxdffXV3J49e5K9LMIPhuM4LpFCkyAIgiAIgkgOGd/HjyAIgiAIIlMg4UcQBEEQBJEhkPAjCIIgCILIEEj4EQRBEARBZAgk/AiCIAiCIDIEEn4EQRAEQRAZAgk/giAIgiCIDIGEH0EQBEEQRIZAwo8gCNlZsWIFZsyYkfD7/fTTT8EwDLq7u2M6zq233oof/ehHsqyJIAgilSDhRxBEVDAME/Hr1ltvxbJly/DRRx8lfG2zZs1CU1MTzGZzwu+bIAgiHVAmewEEQaQXTU1N4s9vv/02fve73+HAgQPiNp1OB6PRCKPRmPC1qdVqFBYWJvx+CYIg0gWK+BEEERWFhYXil9lsBsMww7YFp3qF1Omjjz6KgoICWCwW/P73v4fH48GvfvUr5OTkoLS0FBs2bAi4r8bGRlx//fXIzs5Gbm4urrrqKhw9ejTs2oJTvS+//DIsFgs++OADVFdXw2g04uKLLw4Qr16vF0uXLoXFYkFubi7uu+8+BI8w5zgOq1atQlVVFXQ6HU477TT89a9/FW+bN28eLr74YvHvuru7UVZWhgcffDCGM00QBCE/JPwIgkgIH3/8MU6ePInPPvsMa9aswYoVK3D55ZcjOzsbX375JRYtWoRFixbh+PHjAID+/n6cd955MBqN+Oyzz/D555+Lws3lckm+3/7+fqxevRqvvfYaPvvsMzQ0NGDZsmXi7Y8//jg2bNiA9evX4/PPP0dnZyfeeeedgGP89re/xUsvvYRnn30We/bswT333IOf/exn2LJlCxiGwSuvvIIdO3bgiSeeAAAsWrQIBQUFWLFiRewnjiAIQk44giCIUfLSSy9xZrN52Pbly5dzp512mvj7LbfcwpWXl3Ner1fcNnnyZG727Nni7x6PhzMYDNybb77JcRzHrV+/nps8eTLn8/nEfZxOJ6fT6bgPPvgg5Ho++eQTDgDX1dUlrg8Ad+jQIXGfp59+misoKBB/Lyoq4v74xz+Kv7vdbq60tJS76qqrOI7juN7eXk6r1XLbtm0LuK+FCxdyN954o/j7f//3f3MajYZ74IEHOL1ezx04cCDkGgmCIJIJ1fgRBJEQpk2bBpYdSjIUFBRg+vTp4u8KhQK5ublobW0FANTV1eHQoUMwmUwBx3E4HDh8+LDk+9Xr9Rg/frz4e1FRkXgfNpsNTU1NqK2tFW9XKpWYOXOmmLbdu3cvHA4HLrzwwoDjulwunH766eLv1157Ld555x2sXLkSzz77LCZNmiR5jQRBEImChB9BEAlBpVIF/M4wTMhtPp8PAODz+VBTU4M33nhj2LHy8vJiul8uqIYvEsJ63nvvPZSUlATcptFoxJ/7+/tRV1cHhUKBgwcPSj4+QRBEIiHhRxBESnLGGWfg7bffRn5+PrKysuJyH2azGUVFRfjiiy9w7rnnAgA8Hg/q6upwxhlnAACmTp0KjUaDhoYGzJkzJ+yx7r33XrAsi3/961+49NJLcdlll+H888+Py7oJgiBGC5k7CIJISX7605/CarXiqquuwtatW3HkyBFs2bIFd999N06cOCHb/dx999344x//iHfeeQf79+/H4sWLAxpAm0wmLFu2DPfccw9eeeUVHD58GLt27cLTTz+NV155BQAfDdywYQPeeOMNXHjhhbj//vtxyy23oKurS7Z1EgRByAEJP4IgUhK9Xo/PPvsMZWVluPrqq1FdXY3bbrsNAwMDskYA7733Xtx888249dZbUVtbC5PJhB//+McB+zz88MP43e9+h5UrV6K6uhoXXXQR3n33XVRWVqKtrQ0LFy7EihUrxCjh8uXLUVxcjEWLFsm2ToIgCDlguGiKXQiCIAiCIIi0hSJ+BEEQBEEQGQIJP4IgCIIgiAyBhB9BEARBEESGQMKPIAiCIAgiQyDhRxAEQRAEkSGQ8CMIgiAIgsgQSPgRBEEQBEFkCCT8CIIgCIIgMgQSfgRBEARBEBkCCT+CIAiCIIgMgYQfQRAEQRBEhkDCjyAIgiAIIkP4/wF4x67RZOmnRAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for idx in range(10): # plot 10 examples\n",
" best_tft.plot_prediction(x, raw_predictions, idx=idx, add_loss_to_title=True);"
]
},
{
"cell_type": "markdown",
"id": "fb17f4be",
"metadata": {},
"source": [
"## Worst Performers"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "510c410b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAn4AAAHeCAYAAAAFJAYTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAACpCElEQVR4nOzdd3gU5fYH8O9szyab3iGkUBOpBkWaYAEFBbFdbFgAlR8oIuK9InDt4rUgNvCKAhZQ7rWgXlFBBUSK1Ci9JgRCem9b5/39sc6QJZtkN9kys3s+z7PPA7uzM7PJZufsOe97Xo4xxkAIIYQQQgKewt8nQAghhBBCfIMCP0IIIYSQIEGBHyGEEEJIkKDAjxBCCCEkSFDgRwghhBASJFT+PgFCCCGESIPNZoPFYvH3aZB2UqvVUCqVrW5DgR8hhBAS5BhjKCoqQlVVlb9PhXRQZGQkEhMTwXGc08cp8COEEEKCnBD0xcfHQ6/Xtxg0EOlijKGhoQElJSUAgKSkJKfbUeBHCCGEBDGbzSYGfTExMf4+HdIBISEhAICSkhLEx8c7LfvS5A5CCCEkiAlj+vR6vZ/PhHiC8HtsaawmBX6EEEIIofJugGjr90iBHyGEEEJIkKDAjxBCCCEBZ9OmTeA4LmBmKnvq9VDgRwghhBASJCjwI4QQQgjxALPZ7O9TaBMFfoQQQgiRJZPJhJkzZyI+Ph46nQ7Dhg3Drl27HLbZunUr+vXrB51Oh0GDBmH//v3iY6dPn8a4ceMQFRWF0NBQXHTRRVi3bp34+KFDhzB27FiEhYUhISEBkyZNQllZmfj4yJEj8dBDD2H27NmIjY3FqFGjcPvtt+O2225zOAeLxYLY2FisWLECgL3n3ssvv4yMjAyEhISgX79++Pzzzx2es27dOvTo0QMhISG44oorkJeX55GfGQV+hBBCCHHAGEOD2erzG2PMrfP8+9//ji+++AIffvgh9u7di27duuGaa65BRUWFuM3jjz+OV199Fbt27UJ8fDzGjx8vtjqZMWMGTCYTfv31V+zfvx//+te/EBYWBgAoLCzEiBEj0L9/f+zevRs//PADiouL8be//c3hHD788EOoVCps3boV//73v3HnnXfim2++QV1dnbjNjz/+iPr6etx8880AgPnz52PFihVYunQpDh48iEcffRR33XUXNm/eDAA4c+YMbrrpJowdOxY5OTmYOnUqnnjiCfd/kc4wQoLAihUrGAC2a9cuf59Kq86cOcMeeeQRdvnll7OIiAgGgK1YscLl569evZoNHz6cxcfHM41Gw5KSktj111/Ptm7d6nT7Tz/9lPXr149ptVqWlJTEHnnkEVZbW+uwzT333MMAtHjbvn27uO0bb7zBBg0axGJiYphGo2EpKSls4sSJ7MCBA82OXVhYyGbMmMHS09OZTqdjXbp0YZMnT2anT59u9TXOmzePAWAXXXRRs8e+/fZbNmnSJNa7d2+mUqlYSx9x+fn5bMKECSw9PZ3p9XoWHh7O+vfvz9566
@wayu0730
Copy link

Hi, when I run block 11, which includes the following code:

 #raw predictions are a dictionary from which all kind of information including quantiles can be extracted
 raw_predictions, x = best_tft.predict(val_dataloader, mode="raw", return_x=True)

I encountered the following error:

INFO: LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
INFO:lightning.pytorch.accelerators.cuda:LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
[<ipython-input-17-8fadc90fabdb>](https://localhost:8080/#) in <cell line: 2>()
      1 # raw predictions are a dictionary from which all kind of information including quantiles can be extracted
----> 2 raw_predictions, x = best_tft.predict(val_dataloader, mode="raw", return_x=True)

ValueError: too many values to unpack (expected 2)

I would like to understand why this error occurred and also clarify what the assigned value of x represents.
Thank you!

@why31
Copy link

why31 commented Jan 30, 2024

Hi, when I run block 11, which includes the following code:

 #raw predictions are a dictionary from which all kind of information including quantiles can be extracted
 raw_predictions, x = best_tft.predict(val_dataloader, mode="raw", return_x=True)

I encountered the following error:

INFO: LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
INFO:lightning.pytorch.accelerators.cuda:LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
[<ipython-input-17-8fadc90fabdb>](https://localhost:8080/#) in <cell line: 2>()
      1 # raw predictions are a dictionary from which all kind of information including quantiles can be extracted
----> 2 raw_predictions, x = best_tft.predict(val_dataloader, mode="raw", return_x=True)

ValueError: too many values to unpack (expected 2)

I would like to understand why this error occurred and also clarify what the assigned value of x represents. Thank you!

try
raw_predictions, x, *anything_else = tft.predict(data=val_dataloader, mode="raw", return_x=True,return_y=True)

@viktorheli
Copy link

Hi, when I run block 11, which includes the following code:

 #raw predictions are a dictionary from which all kind of information including quantiles can be extracted
 raw_predictions, x = best_tft.predict(val_dataloader, mode="raw", return_x=True)

I encountered the following error:

INFO: LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
INFO:lightning.pytorch.accelerators.cuda:LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
[<ipython-input-17-8fadc90fabdb>](https://localhost:8080/#) in <cell line: 2>()
      1 # raw predictions are a dictionary from which all kind of information including quantiles can be extracted
----> 2 raw_predictions, x = best_tft.predict(val_dataloader, mode="raw", return_x=True)

ValueError: too many values to unpack (expected 2)

I would like to understand why this error occurred and also clarify what the assigned value of x represents. Thank you!

try raw_predictions, x, *anything_else = tft.predict(data=val_dataloader, mode="raw", return_x=True,return_y=True)

I have the same problem. I tried your solution. Does not help.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment