{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ETS models\n", "\n", "The ETS models are a family of time series models with an underlying state space model consisting of a level component, a trend component (T), a seasonal component (S), and an error term (E).\n", "\n", "This notebook shows how they can be used with `statsmodels`. For a more thorough treatment we refer to [1], chapter 8 (free online resource), on which the implementation in statsmodels and the examples used in this notebook are based.\n", "\n", "`statsmodels` implements all combinations of:\n", "- additive and multiplicative error model\n", "- additive and multiplicative trend, possibly dampened\n", "- additive and multiplicative seasonality\n", "\n", "However, not all of these methods are stable. Refer to [1] and references therein for more info about model stability.\n", "\n", "[1] Hyndman, Rob J., and Athanasopoulos, George. *Forecasting: principles and practice*, 3rd edition, OTexts, 2021. https://otexts.com/fpp3/expsmooth.html" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:33.826862Z", "iopub.status.busy": "2026-08-09T19:47:33.826647Z", "iopub.status.idle": "2026-08-09T19:47:36.664349Z", "shell.execute_reply": "2026-08-09T19:47:36.663434Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "%matplotlib inline\n", "from statsmodels.tsa.exponential_smoothing.ets import ETSModel" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:36.668992Z", "iopub.status.busy": "2026-08-09T19:47:36.666669Z", "iopub.status.idle": "2026-08-09T19:47:36.675871Z", "shell.execute_reply": "2026-08-09T19:47:36.674547Z" } }, "outputs": [], "source": [ "plt.rcParams[\"figure.figsize\"] = (12, 8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple exponential smoothing\n", "\n", "The simplest of the ETS models is also known as *simple exponential smoothing*. In ETS terms, it corresponds to the (A, N, N) model, that is, a model with additive errors, no trend, and no seasonality. The state space formulation of Holt's method is:\n", "\n", "\\begin{align}\n", "y_{t} &= l_{t-1} + e_t\\\\\n", "l_{t} &= l_{t-1} + \\alpha e_t\\\\\n", "\\end{align}\n", "\n", "This state space formulation can be turned into a different formulation, a forecast and a smoothing equation (as can be done with all ETS models):\n", "\n", "\\begin{align}\n", "\\hat{y}_{t|t-1} &= l_{t-1}\\\\\n", "l_{t} &= \\alpha y_{t} + (1 - \\alpha) l_{t-1}\n", "\\end{align}\n", "\n", "Here, $\\hat{y}_{t|t-1}$ is the forecast/expectation of $y_t$ given the information of the previous step. In the simple exponential smoothing model, the forecast corresponds to the previous level. The second equation (smoothing equation) calculates the next level as weighted average of the previous level and the previous observation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:36.677966Z", "iopub.status.busy": "2026-08-09T19:47:36.677764Z", "iopub.status.idle": "2026-08-09T19:47:37.150713Z", "shell.execute_reply": "2026-08-09T19:47:37.150066Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Annual oil production in Saudi Arabia (Mt)')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "oildata = [\n", " 111.0091,\n", " 130.8284,\n", " 141.2871,\n", " 154.2278,\n", " 162.7409,\n", " 192.1665,\n", " 240.7997,\n", " 304.2174,\n", " 384.0046,\n", " 429.6622,\n", " 359.3169,\n", " 437.2519,\n", " 468.4008,\n", " 424.4353,\n", " 487.9794,\n", " 509.8284,\n", " 506.3473,\n", " 340.1842,\n", " 240.2589,\n", " 219.0328,\n", " 172.0747,\n", " 252.5901,\n", " 221.0711,\n", " 276.5188,\n", " 271.1480,\n", " 342.6186,\n", " 428.3558,\n", " 442.3946,\n", " 432.7851,\n", " 437.2497,\n", " 437.2092,\n", " 445.3641,\n", " 453.1950,\n", " 454.4096,\n", " 422.3789,\n", " 456.0371,\n", " 440.3866,\n", " 425.1944,\n", " 486.2052,\n", " 500.4291,\n", " 521.2759,\n", " 508.9476,\n", " 488.8889,\n", " 509.8706,\n", " 456.7229,\n", " 473.8166,\n", " 525.9509,\n", " 549.8338,\n", " 542.3405,\n", "]\n", "oil = pd.Series(oildata, index=pd.date_range(\"1965\", \"2013\", freq=\"YS\"))\n", "oil.plot()\n", "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot above shows annual oil production in Saudi Arabia in million tonnes. The data are taken from the R package `fpp2` (companion package to prior version [1]).\n", "Below you can see how to fit a simple exponential smoothing model using statsmodels's ETS implementation to this data. Additionally, the fit using `forecast` in R is shown as comparison." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:37.153840Z", "iopub.status.busy": "2026-08-09T19:47:37.153578Z", "iopub.status.idle": "2026-08-09T19:47:37.549361Z", "shell.execute_reply": "2026-08-09T19:47:37.545639Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+4AAAKTCAYAAACHL1IVAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvctoD+AAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XV8FFfXwPHf7GbjLsQTgmtwdylQoFBKkbZIKXV3d6H6VGlLFQqUlkJxK27F3T0h7u7Z3Xn/2CQlLwGSncXP9/PhgezOnL2zzZPsnXvuOYqqqipCCCGEEEIIIYS4Jumu9gCEEEIIIYQQQghxYTJxF0IIIYQQQgghrmEycRdCCCGEEEIIIa5hMnEXQgghhBBCCCGuYTJxF0IIIYQQQgghrmEycRdCCCGEEEIIIa5hMnEXQgghhBBCCCGuYXZXewDXCrPZTEJCAm5ubiiKcrWHI4QQQgghhBDiBqeqKrm5uQQFBaHTXXhdXSbuZRISEggNDb3awxBCCCGEEEIIcZOJjY0lJCTkgs/LxL2Mm5sbYHnD3N3dr/JohBBCCCGEEELc6HJycggNDa2Yj16ITNzLlKfHu7u7y8RdCCGEEEIIIcQVc6nt2lKcTgghhBBCCCGEuIbJxF0IIYQQQgghhLiGycRdCCGEEEIIIYS4hske9xowm82UlJRc7WGIG4zBYECv11/tYQghhBBCCCGuUTJxr6aSkhKioqIwm81XeyjiBuTp6UlAQMAli1IIIYQQQgghbj4yca8GVVVJTExEr9cTGhqKTic7DIRtqKpKQUEBKSkpAAQGBl7lEQkhhBBCCCGuNTJxrwaj0UhBQQFBQUE4Oztf7eGIG4yTkxMAKSkp1KpVS9LmhRBCCCGEEJXI0nE1mEwmAOzt7a/ySMSNqvyGUGlp6VUeiRBCCCGEEOJaIxP3GpD9x+Jyke8tIYQQQgghxIXIxP0mk5mZSWZm5tUehhBCCCGEEEKIapI97jeZJ554AkdHR37++edqn5Oeno6dnR0eHh6XcWRCCCGEEEIIIaoiK+7iksaPH89bb711tYchhBBCCCGEEDclWXG/CWRnZ+Pk5FRlcb2srCzy8vIA8Pb2Pq9qfmZmJkVFReTl5REXFwdAQEAAeXl5Fz1PCCGEEEIIIYRtyIr7DSwzM5Nbb70Vb29v/P39GThwYEW/8HIff/wxHTt2pGPHjvj6+tKiRQt27NhR8fx7773Hv//+y+zZsyuOO3v27CXPE0IIIYQQQghhGzJxt4KqqhSUGK/KH1VVqz3OZ599lqSkJBISEkhPT6dHjx6sWrWq0jEffvghcXFxxMXFkZuby7Bhwxg5ciTFxcUAfP755/Tp04eJEydWHFe3bt1LnieEEEIIIYQQwjYkVd4KhaUmmrz5z1V57SPv9sfZ/tL/2fLy8pgxYwYLFizA398fgBdffJEff/yxyuOLi4tJT09n/PjxvP/++xw5coRWrVpd8nWsPU8IIYQQQgghRPXIivsN6syZM5hMJpo3b17xmKIolb4G2Lx5M61bt8bNzY1WrVrRrVs3zGZzxX72C7H2PCGEEEIIIYQQNSMr7lZwMug58m7/q/ba1eHg4ABASUlJpcfP/dpsNjNs2DAeffRRtmzZgqOjI0ajEScnJ0wm0wVjW3ueEEIIIYQQQoiak4m7FRRFqVa6+tUUERGBm5sbmzdvpn79+gAUFRWxa9cuhgwZAkBCQgJpaWmMHTsWR0dHALZs2YLRaKwUy8HBodJj1T1PCCGEEEIIIYR2kip/g7K3t+fZZ5/llVdeYfHixRw4cIB7772X9PT0imMCAwMJCgriww8/5Pjx4yxfvpwJEyagKEqlWPXr12fr1q0cO3aMuLg4/Pz8qnWeEEIIIYQQQgjtru1lY6HJG2+8gaqqvPjii7i5uTFo0CAeeughXF1dAdDr9SxevJhXXnmFgQMHEhgYyIcffsgbb7yBk5NTRZxnnnmG6Ohohg4dSn5+Phs2bKjWeUIIIYQQQgghtFPUmvQXu4Hl5OTg4eFBdnY27u7ulZ4rKioiKiqKiIiIitRwIWxJvseEEEIIIYS4+VxsHnouSZUXQgghhBBCCCGuYTJxF0IIIYQQQgghrgazuVqHycRdCCGEEEIIIYSohnXHUnh70WF2RGWgddd5TtoJzL/0rdaxUpxOCCGEEEIIIYS4hL0xmTw0YzclJjPTtkRT18+F0e3CuKN1MD6uDjWKVVKcyyOLR+FKVrWOlxV3IYQQQgghhBDiIlJyi3hk5h5KTGbq13LFyaDndGo+Hyw7SscP1/DYrD1sOpmK2Vy9VfhJ84ZzQGdkn1P1ClPLirsQQgghhBBCCHEBpSYzj/++l6ScIurVcmX+Y11QVZXF+xP5c2cMB+KyWXogkaUHEgn1dmJU21BGtA3F373qSbl55684px5H5+7Ge43voz8vXnIM0g6ujLSDE1eTfI8JIYQQQghxbXp70WGmbYnGzcGOBY93oa6fa6XnDydk8+eOWBbsiye3yAiAXqfQq2Et7mofSo8Gftjpy5LdY3fA1IFgLuVMt6fwbfd8tdrByYq7EEIIIYQQQghRhbm745i2JRqAz0e1PG/SDtA0yIP3bvfg1YGNWXbQsgq/MzqT1UeTWX00mQB3R0a2DeHWekXUmzcWg7kUmgylTu93yMnNrdY4ZOIuhBBCCCGEEEL8Pwfjsnl1/kEAnupTn1ua+F/0eCd7PcPbhDC8TQinUnL5c0csf++JIymniO/XHmLTmXdwdzPzjr4eQYMnY68o1R6LFKcTN5RXXnmFt956q0bnPPXUU0yaNMnq1/zqq6/o1q0bzZo14/Dhw4wbN47vvvvO6nhCCCGEEEKIqys9r5iHZuyixGimT6NaPNWnfo3Or1fLjdcHN2Hbq3345q5W9A7/hlNOKicM9ozNHE3nz7fz4bKjRKXlVSuerLjfpB577DHCwsJ46aWXrsh5V0psbGyN94ifPXsWk8lk1ett2LCBV199lXnz5hEcHEzdunU5c+YMderUqTjmWn/PhBBCCCGEEP8xmsw8NmsPCdlF1PF14YvRLdHpqr86fi4HOz3G1C/Y4pyOoqoMcbid+Q6tSMst5oeNZ/h+VUG14sjE/SZ19uxZDAbDFTvvRrV3714aNmxI//79Kx6bMWMGLi4uFV/LeyaEEEIIIcT148Plx9h2JgMXez0/jG2Du6P1n+UPHp7De3HLQVF41KslDw/9gBdMZtYeS+HPnbGsPRBdrTgycb+BHT16lI8++ohjx44RFBTEAw88wMCBA3n99dfZuHEj27ZtY/Xq1QAsXryYmTNnMnv2bAB8fHzo2LEjr776Kh4eHgAXPK+oqKjK1wF44IEHiIiIoLi4mM2bN1NSUsLEiRMZOXIkkyZNYvXq1Xh4ePDcc8/Rr1+/SuP/7bffmDlzJhkZGURGRvLaa69Rr169iudVVeXrr79m9uzZuLm5MWjQIKpqkvDPP//w/fffExcXR506dXj66afp3Llzjd+3/+/ZZ59l1qxZZGdn06xZs0rPPfroozz66KMXfM8iIiIu/h9PCCGEEEIIccUt3BfPL5ujAPjfyBbU93ezOlZa2jGe3v4OpXqFXoo7Dw6eBoCdXke/pgH0axrAidgwGn5x6VgycbeGqkJp9VIabM7gDNUoYlBSUkKvXr0YMWIE33zzDSkpKUyZMoWQkBAeeeQRNm3aVCl9Ozg4mIkTJzJs2DAAkpOT+fDDDxk6dCjr168HqPI8Pz8/6tWrV+XrREZGEhUVxbRp03juuef44IMP2LBhAxMmTOCzzz5j2LBhfPnll/zzzz8MGTKEU6dOERISAsA333zDa6+9xueff07Dhg359ttv6dSpE8ePH8fb2xuA//3vf0yaNImvvvqKsLAwPvnkE1atWsW4ceMq3ofp06fz4osvMmnSJJo1a8bOnTvp168fy5cvp1u3bjV63yIjIysd+8wzz6CqKqtWreLPP/+seHzcuHGkpKRc8D0LDg6+9H9nIYQQQgghxBV1OCGbl/4+AMDjveoxoFmg9cFMpbyzZCwpeoXaJoVJI+ai058//Q7wcKpWOJm4W6O0ACYFXZ3XfjUB7F0ueVhMTAzJycm88cYb1KpVC4DBgwdTWlqKwWDAzc0NHx+fSivFQUFBBAVZrqtZs2a0adMGb29vjh8/TsOGDQkODj7vvFOnTl3wdcr16NGDjz76CICOHTvy008/ERERwXvvvVfx2JQpU1i3bh1jx47FaDTy1ltv8d5773H//fcD0LlzZ+rXr8+XX37Ju+++S2lpKZMmTeLDDz9k7NixALRt25bQ0NCK1zWZTDz//PN8++23jBgxAoD27dsTFRXFJ598UuXE/WLv2/8XGhqKv78/jo6Old5HZ2fnin9X9Z4JIYQQQgghri2Z+SU8NGM3RaVmejTw45lbGmgLuPJ1nok/Q3qtWrzf91tc3TTcBECqyt+wwsPDady4MbfffjtTp04lOjoa4KJ7rVNTU3n11Vfp3bs3kZGRdO3aFUVRiIqK0vQ6LVu2rHROQEAALVq0qPSYv79/xSp1dHQ0mZmZ9O3bt+J5vV5Pr1692Lt3b6VjevXqVXGMi4sL7du3r/j62LFjpKam8uabb9KyZUtatGhBZGQkf/zxBydOnLD6eoQQQgghhBA3DqPJzBN/7CUus5Awb2e+Ht0KvZXF6ADY/ydsn0KdUiO/d/2UOhG9NY9RVtytYXC2rHxfrdeuzmEGA9u3b2f69OksXLiQp59+msjISObOnYu/f9X9BwcOHIiXlxfPPfccQUFBGAwGWrduTVFRkabXsbM7/9usqsfK96fn5+cD4ORUOW3E2dm54rmCgoILHlOu/JhPP/2U2rVrVzrO3t7e6usRQgghhBBC3Dg+XXmczafScDLo+XFcGzycrV+0O3JsAbkrn6cDQI+XUBoPtskYZcXdGopiSVe/Gn+qsb+9nJubG4899hgLFiwgPj6etLQ0vvrqK8Cygn1uIbekpCR27drF5MmTGTRoEK1atcLJyem8FPH/f96lXscaderUQVEUDh8+XOnxQ4cOVRSni4iIQFEUjhw5UumYc8+pW7cuOp2OtLQ0mjVrVulPgwYXTn2x9fVU9Z4JIYQQQgghrr4lBxL4YcMZAD4dEUmjAHerY2VmnObpLa/zkJ8na+p2hh4v22qYMnG/UR08eJBvvvmmYrXcbDZjNBpxdXUFLOnq5WngAB4eHtjb27N582bAsur91FNPnRf3/593qdexhpubG/fccw/vvPMOGRkZAMybN4+NGzfy0EMPAeDu7s7IkSN55513yMnJAWDKlCmVUuC9vb0ZP348b7zxBgcOWIpMqKrKpk2b+PXXX6t87ctxPf//PRNCCCGEEEJcfceScnhhjmWe8FCPOgyOtL6OmbG0iBcWjyZRrxBsVmg35EfQ2W66LRP3G1R4eDgnT56kVq1a1KtXj+DgYCIjIysm4w888ABbtmyhdu3aNGvWjKSkJCZPnszjjz9OREQEAQEB+Pv7n5eK/v/PU1X1oq9jrS+//BJfX1+Cg4MJCQlhwoQJfPvtt7Rp06bSMSaTCX9/f4KCgvjtt9/o0aNHpTjffvstt912Gx06dCAsLAwvLy/efPNNWrdubdX7Zo3//55drGaAEEIIIYQQ4vLLLijloRm7KSw10a2+Ly/2b6Qp3pcLRrOdIpzMKl/1+B/uHqGXPqkGFFVyeAHIycnBw8OD7Oxs3N0rp0cUFRURFRVFREQEjo6OV2mE1jEajcTExODn54ebW+UehKWlpcTFxZGfn0+DBg2wt7ensLCQuLg4/P39cXd35+jRo4SEhFQ6t6rzLvQ60dHRODk5VdofHhUVhYuLS0XVdoDTp0/j6emJj49PpTGmpqaSlZVFeHj4Bfelnz17Fjc3N7y9vYmLi0On01VUxy9Xfl2BgYHnrZ7HxMRgMBgIDPyv0uPF3rdzpaWlkZ2dTd26dS96fVW9Z+e6nr/HhBBCCCGEuJ6YzCoTf9vJ+uOphHg5sfjxrni5VD3XqI5lG97ipeh5APyv7mj6dX2t2udebB56Lpm4l7lRJ+7i+iDfY0IIIYQQQlwZn/1znMnrTuFo0PH3I51pGuRhdazjJ5Yw5t+XKdIpTHRtyNPD59bo/OpO3CVVXgghhBBCCCHETWHFoUQmrzsFwMfDIzVN2inIYNm6VyjSKXTGmSeGzrLRKM8n7eCEEEIIIYQQQtzwTibn8txf+wGY2DWCoS2DrQ9mNsHfE3k6MYYw/3D63jUbvZ316faXIhN3IYQQQgghhBA3tJyiUh6csZv8EhMd63jzyq3aitGpa95FOb0WxeDM8GGzwLO2bQZ6AZIqL4QQQgghhBDihmU2qzw7ex9RafkEeTjy7d2tsdNbPxVeuel9njo5k1xFgSHfQEAzG462ajJxF0IIIYQQQghxw/p67UlWH03B3k7HD2Pb4uPqYHWsU6f+4fVTf7LOxZnZzftB8zttONILk4m7EEIIIYQQQogb0qmUXL5cfRKAD4c1p3mIhmJ0wFubXqFQp9ABR+69bbothlgtMnEXQgghhBBCCHFDmrs7HoA+jWoxvE2IplhnotZyQFeKnary4a3TsDNcuTbOMnEXQgghhBBCCHHDMZlVFu6zTNzv1DhpB1iy93sAuujc8KvVVHO8mpCq8qJKBw8eZNGiRWRmZvL000+zcOFC6tevT79+/a720IQQQgghhBDikradSScxuwh3Rzt6N66lKZbZZGRJ1lHQKwyufauNRlh9MnG/gc2ePZudO3cCYDAYCAkJYdCgQdSuXfui5508eZJ27drxyCOPEBwcjMFg4I8//qBv374VE/dff/0VX19fhgwZcrkvQwghhBBCiCsmu6CUWTti6Fbfl2bB2vZDAyzb8BYms5GB3d66rH2+xfnm7bGstg9uEYSDnV5TrN0HfiNRr+BqVunZ7glbDK9GJFX+BrZ8+XLmz59PQEAAHh4erFq1ioYNG7J06dKLnrd69Wrq1avHF198wfPPP4+/vz+PP/54pdX2efPmsXbt2st9CUIIIYQQQlwxBSVGxk/dwccrjjFk8mY+XHaUwhKT1fGmL3uQl6Ln8WrMIsbP6EhOwh4bjlZcTEGJkeWHEgEY3jpYc7y60dt4IT2Tic51cHTy0hyvpmTF/QYXGhrK888/X/H14MGDeeuttxg0aFCVx0+fPp0//viDtLS0SucBeHt7A5aV/KNHj5KYmFhxzEsvvYSfn99lugohhBBCCCEur1KTmUdm7mFfbBb2djpKjGZ+2HiGfw4n8eEdkXSq61OjeIvXvc6nqVsBsFdVXIpycPulP3R/Ebo+DXrDZbgKUW7l4WQKSkyE+zjTOkzjRLukAO+jyxlXkgvDX7bNAGtIVtxvMi1atODMmTMXfN7Lyws3NzcMBgMBAQEVf/7++2+2bNkCgIeHBw4ODri4uFQ8r9drSz0RQgghhBDiajGbVV6Ys58NJ1JxNOj444GO/DyuLQHujkSnF3DXT9t4df5BcopKqxVv046vefPsAgDGOEewtP8M3nFrjmIqgXXvk/NjDw4f/fsyXpGYt9eSJn97y2AURdEW7PgyKMkFzzAI7WiD0dWcrLhrUFBacMHn9Do9DnqHah2rU3Q42jle8lhng7MVo6xsy5YtNGrU6ILP33bbbRw+fJjk5ORKK+4LFiyo+PeAAQOYPHky9erVO29VXgghhBBCiOuJqqq8v/QoC/YloNcpfH9PG9qEW1Zo29fx5qPlx5i1PYZZ22NYezSF929vRt8m/heMt//QHzx3+EeMOoVBdr68cMc8dHo7uGceHJwLy1/kc2Mi87e/xfjDM3lk4C84OXtfqcu9KaTkFLH5ZCoAd9ggTf7rvZMJc3WhX7M7cNZdnbVvmbhr0GFWhws+1y24G9/1/a7i655/9aTQWFjlsW392zJ1wNSKrwf8PYDM4szzjjs4/mCNx3j69Gmef/55jEYj27dvJyEhgb//lrt7QgghhBBCAHy/4TS//hsFwKd3RtKr0X/Vx90dDUwa1pzbIoN4Zd4BotMLuH/6Loa0COKt25rg4+pQOVjKMZxXvIqblyOtde68N3KpZdIOoCgQOQJTne4ULRyF2ZjO1PxTrPmzB2+3epp2rSZeqUu+4S3cl4BZhTbhXoT7uGiKlZZ2jF/NaZj8fGhZrze1bTPEGpNU+Rucvb09AQEBFfvP/fz8CAsLu8qjEkIIIYQQ4uqbvTOGT1YcB+D1QY25o3XVvb471fVh+VPdeah7HXQKLNqfQN/PN7BgbzyqqloOyoqFmXdQPy+DmWZ/Ph+xFEMVGbN6V38+umc9kxtOoJZJJUYP9x34knf/HEBuTvxlu9abSXmavC1W25fv+AKTohBptqN27R6a41lLVtw12H739gs+p9dV3vO9fuT6Cx6rUyrfP1kxfIWmcZ3r3OJ0L774Il26dGHixIksXrxYU1zN+0SEEEIIIYS4ilYeTuKVeZaM1od71OX+bnUueryTvZ5XBjZmUGQgL849wLGkXJ6evY+F++J5pbcrBUvH0jInHnwbEnjPPLhE+nuPjs+yoMlovlh2H3OK45lTHM+Guf35qsWTNGvzoM2u82ZzNDGHo4k52Ot1DG4epDne4uTtoIPBgV1sMDrryYq7Bs4G5wv+OXd/+6WOPXd/+8WO1cpgMPDNN9+wZMkSVq9erSmWp6cn2dnZmsckhBBCCCHElbb9TDpP/LEXswoj2oTw0oCG1T43MsSTxU905fl+DbDX69h+4hQvrhjNRKdi1vsEw9hLT9rLubkH8eboFfza4hnCTFCKmeClL8HciZCfZu3l3dTml622925UCw9nbZX7T51eyVGdCTtVZUCHZ20xPKvJxP0m06FDB4YPH85LL730X1qPFfr378/cuXN5+OGHef7550lNTbXhKIUQQgghhLg8jiTkcP/0XRQbzfRt7M+HdzSvcTapQa/j8d71WfhoK1rW/ozTjiqOqsos/WOcKfGs8ZjatbyPv+/ayBT/vnipChyaizq5HTv+/QTVbK5xvJuVyayywIZp8ov3/QBAN50HXl4Xz8i43CRV/gY2evToKlfFP/vsM+bOnUtKSgr+/udXxOzduzchIZX39zz++OOV9saPGTOGevXqsXfvXvLz86UdnBBCCCGEuObFpBcwfuoOcouMtKvtxeS7W2Gnt24t02wyMm3daA46luJoVvFJvIOVubVZ/9UmnunbgAe6RdQotqOTF00GfQ2tJsDCJ1iZe4rnT82g2+l5vHnL9wQEtrJqnDeTf0+lkZJbjJezgZ4Na136hIswGUtYkn0c9Aq31RlkoxFaT1G1LLveQHJycvDw8CA7Oxt3d/dKzxUVFREVFUVERASOjo4XiCCE9eR7TAghhBDi8krNLWbElC1EpxfQKMCN2Q92sjqVWjWb+WTuUGYWRmOnqnzT5CHC603k1fkH2XTSkuLeLNidj4dH0jTIo+YvYCpl1vKH+SxtO6WKgrNZ5ZnAXoy85Yv/qtSL8zwzex/z98YztmM4793eTFOstGOLeHn9cxx3sGfN3duwd3Cz0Sgru9g89FySKi+EENcAVVX5ZMUxen+2nvt/28XnK4+z/GAi0Wn5mM1W3F+N2QbfduDzaZ358K/B/L3qOQ4dmUNR4fmtJoUQQogbXW5RKfdO3UF0egEhXk78dl97Tfuff1kygZmF0QC8V3sYXds/Qai3M9Pva89nI1rg4WTgUHwOQyb/y6f/HKOo1FSzF9AbuHvwL8zt8TUtVQMFOoUPktczYUYHoqLXWz3ucx1JyKH/Fxv5bv0pzbHU0mKYex/8OgBK8m0wuprLLzay4lASYJs0ed+jy/k5KYUVvr0v26S9JuR2jRBCXAN+3HiG79afBuBMWj6rjyZXPOdir6dhgBuNA93L/rjRMMAdV4cL/AhPOwmzRkFRFkscg0gtzIXCs5CwEt2Odwg362ho70lLz/rc02Ak+DcD9yBLf1khhBDiBlNUauLB6bs5nJCDj4s90+9rj7+79RmO6q5pnIjdBK4uvFSrC4N7vlfxnKIo3NkmhO4NfHl70WGWHUzi23WnWXM0hd/v73B+3/dLqBPRm9/CdvDnqqf4MnEDe3Ql3Ln+cT5tMI7enV+0+hrKtwyk5hbz7dpTTOgcgZO9dVtfzSYjr//VnzaJJxielw9Hl0CLUVaPzVorDiVRWGoiwteFlqGe2oKV5MORhQC4tBijfXA2IBN3IYS4ypYcSODD5ccAeKxXXXxdHcpameRyPDmX/BITe2Ky2BOTVem8cB9nGgf8N5lvHOiOkzkW4+93ElCUhRrchqcjOnI8/TDHCxI5YS4gU6cQpVeJMmWSEr+Re3bNtQRz8uJl/wC8XGrRwLsRDYM7U7d2LxwcrUjvE0IIIa4RJrPKM7P3sfVMOi72eqZNaE8dP1frAx5djLL0GT5SzQwK70ePW6dUeVgtN0e+u6cNKw4l8fqCgxxLymXcrzv448GOuDvWbKVfp7fj7gHf0jNhF++sepTtFFC49Rvwbwt1e9f4EtLyihn363ZSc4sByC8xsepoMkNa1Lx1mmo28+nfw1hsTGe5rzcdiooIOTD7qkzc5+2NA+COVsGaW1ef3jsNd3Mhfl4RENreFsPTTCbuQghxFe2KzuDZv/YDcG/n2jzfr2GlXzZGk5motHyOlE3kjybmcCwph+ScYs6mF3A2vYAVhy1pYY5KLo1qTyLX1chHxUHEN/4ffds1Z0jZyrxqNpOWdpTj0Ws5nrwH37x0MPpA2gnyi7JYqrhBQZTlT9xy9NtUapt1NHDwppt3U25r8zjUanzl3yQhhBDCCqqq8sbCQyw/lIS9XseP49rSPMT6G9LRR/4m7O9H0KlmdK3H0WPQ15c8Z0CzAOrVcmXUD1s5nJDDfVN3Mn1ie5ztaz4NCwpqy7d3b+TQ3LtpmbsG/rwHxsyD8E7VjpFXbGTC1J0VWwa61vPlz52xLNgbb9XE/delEyu2DLzv141DqQv4OO8Ab6Uexdfvyn1mSMwuZMvpdABub6U9Tf6TY7+xLTSY933bc9s1kpEoE3chhLhKzqTmcf/0XZQYzdzSxJ83Bjc57w6xnV5HfX836vu7MbTlf4+n5xVzLMkykT+SmMOxhAw8DG9yyFHF3aTjufzxxCxJYEyaHe/f3hwARafDr1ZT/Go1peu5L1JahJK0j3dPzONE+jFOFCRwXC0iW6dwWq9y2piO4+ll3LZvMbxwCuzsL/t7I4QQQmj1xeqTzNoeg6LAF6Na0qWer9Wxjh1fxITtb9HN25UPvPtgGPRFtbeY1avlyoyJHRj941Z2nc3kwem7+Xl8WxwNNU9NtzM40nLEn/DnXXBqNal/jiLj9m9o2HDoJc8tMZp5eMZuDsZn4+Niz4yJHTCZVf7cGcvGE6mk5xXXKJV//poX+TJjFwAv+nVm0MDvuSdlOwd0pbTf+RVjB1adjXA5LNyXgKpC+9rehHo7a4qVknKIbWoBZkWhZYvxNhqhdjJxrwEpwC8uF7P057zppOcVc+/UnWQVlNIixIOvR7dCr6v+HV0fVwe61HOo+BDy8V9DmFlYgkFVmej/ILsduhFzMJETyXmXDmZwxDm0I8NCO1Y8pJrNJKcc4MTZdZxI3kejlNVQnAe5CeBVu6aXK4QQQlxR07dG8/WakwC8O7QZgyIDrY4VG7uVh/99lTy9QoqLN6bbv8dQw8ruTYLcmXZfe8b8vJ3Np9J4fNZevh/TGoM1rejs7GHkDJJ+v537TDHkbnmNaXbO1K17ywVPMZtVnpuzn82n0nC21zN1QjsifF0AaB7swcH4bJYeTGRcp9rVGsKGbf/jndhloCjc59qAsQMt/c4HB3bmQPIGliRvY2zNr8wqqqoyb09ZmrwNitIt2/klZkWhlWogNLSL5ni2clUn7nPmzOHff/+t9FhgYCAvvfRSpceSk5OZNWsWycnJNG/enFGjRmFnZ1fjY6xlMBhQFIXU1FT8/Pw075kQopyqqpSUlJCamopOp8PeXlYybwZFpSbun76LmIwCQr2d+Hl8O6sLwgD8vvwRZhZGATCpzggGdH+KyOgMlh5MJDG70KqYik5HQEBLAgJa0h3g61aQnwfZ8TJxF0IIcU1bvD+BtxYdBuDpvvUZ2zHc6lhpqcd4aNWDpOsVGph1fD18AY5OnlbFah3mxc/j23Lv1J2sPprM83P28/nIljW6cV/B3hnXO3/Dfe5AYnVGHtzwDNPsfyQ0tPN5h6qqyrtLjrB4fwIGvcIPY9sQGfLfNdzeKpiD8dks2BtfrYl77PHFPH90KiadwhBDLZ4eNqfiuf7tn+bjRes5ojNxJnoddWr3qvm11dDhhBxOJOdhb6fj1ubW36AptzhlJ+hgcFB3G4zOdq7qxH3NmjVs27aNe++9t+IxX9/KKSwnT56kS5cutGrVivbt2/PWW28xdepU/vnnH/R6fbWP0UKv1xMSEkJcXBzR0dGa4wnx/zk7OxMWFoZOJx0ab3Rms8rTf+5jb0wWHk4Gpt7bHj+3mlWYPdeaLR/zcfImUBSe9m7LgO5vARDk6QRAUnYRZrOKzpoPBefY5+HLkdIUWibupEnta+fusxBCCHGuTSdTefavfagqjO0YzlN96lsdKzcnnkeWjCJWD8EmmDJ4Fu7uIZrG17muL1PGtObB6btZuC8BZ3s9k4Y1t2ph0NUtkCm3z2PCgts5pTfzwKqHmDZwBgEBLSsd9/2G00zbEg3AZyNa0K2+X6Xnb2sRyAdLj7AnJouz6fmE+7hc+EVTjhIy/3HudzRzwDuEt0csRjnn86u3dz266FzZqOazdO8UnrgCE/d5e+IBuKWJPx5O1rf4Azh+YgkndGYMqkr/Ds/aYng2c9VT5evVq8fTTz99wedfeuklGjVqxPLly9HpdDzwwAPUq1ePWbNmMXbs2Gofo5Wrqyv169entLTUJvGEKKfX67Gzs5NMjpvEpGVHWXG4rEjO2DbUq2V9ZVs1dhe/HpqK6mBghEMw9w36peK5Wm4O6BQoNamk5RVTS0PbG4A5BjOLfL15MnUvTTRFEkIIIS6P/bFZPDRjN6UmlUHNA3l7SFOrP18VF2Xz1LyhHNOZ8Tar/Nh3Cn61mtpknL0b+fPl6JY8+cde/tgRi4u9Ha8NamzVWD29Ivhp8J+MXzySGD08sGwc04bMxce3AQB/7YrlkxXHAXhzcBOGtjw/lbyWmyNd6vmy6WQaC/Ym8FTfC9zsyI6DmcNRirJ4yLcdppHz0RvO308+OHwAG6P/ZmnmER43mytN7G3NaDKzaH8CYKkmr9Xi/T8D0FPviYdHmOZ4tnTVJ+6nT5/m1VdfxcPDg27dutG583/pHaWlpSxbtowvv/yyYiUyLCyMnj17smDBAsaOHVutY2xFr9fbZAVfCHFz+m1LND9vtqS0fzoikg51fKwPlhGF8scofihMZ0ZESx4YvqDSL0Y7vQ5/d0cSs4tIyC7SPHEPcPKF0hSSClI0xRFCCCEuh9OpeUyYtpOCEhNd6vnw+agW1qWgA5hNHJ1/L/sowsUMUzp/QFhY10ufVwODI4MoKDHx4twD/Lw5ChcHO565pYFVsXz9GvPTgKmMX3Ev0Xp4aPEIfrljMTvjHXhl3kEAHulZl/u6RlwwxrBWwWw6mcbCffE82afeeTcRsjKjmDx3GM/mJuDs2xDu/gu9o1uVsXq2exLnM3OJ1yvsP/InLZvdbdV1VcemU2mk5RXj42JP9wZ+lz7hIlSTkdW5p0CvMLjuEBuN0Haual6uoih4e3vj6OjImTNn6NOnD0888UTF8zExMRQXF1O3bt1K59WtW5eTJ09W+5iqFBcXk5OTU+mPEEJcLquOJPPOYst+uxf6N6zyjnd1mfJT4fcRUJCGq39zHhm1GDvD+RPzQA/LYwlZ1u1zP1eAi6VFTFJJluZYQgghhC2tOZrM8O+3kJFfQvNgD34Y2xYHOysX23KTYfpQWh5fyw8pmXzd8mkaV6NiuzVGtg3lrdsseWxfrTnJTxvPWB0rKKgtP/X5Dh+TSrGxmPTf7+HFWf9iMquMaBPCi/0bXvT8fk0DcDToOJOWz4G47ErPFRSk8diC4cy2N/FaYAiMnQfO3heM5eTsTV/7WkQWFVN6cpXV11Qd5Wnyt7UIsq7Q3zmUqA38FRfHO9lFdGvzmC2GZ1NXdcX95ZdfJjz8v2IRo0ePpnfv3gwdOpS+fftSUFAAgJtb5bs57u7uFc9V55iqfPjhh7zzzjs2uQ4hhLiY/bFZPPHHHswqjG4XyqM96176pAsoKc7loTkD6G5M5l73EJS7/wKHqu94B3k6sScmyyYT90DPOpAISaYL/1wVQgghrqRSk5nP/jnOD2UT3ubBHkyd0A5XB+umOFt3T8Fu0+e0y0oGgwvthvwEjQbacsjnmdAlgvxiI5+tPMEHy47i4mDH3R2sS9GuHd6dn7t/hsffD+NXeIDJyqf81uAzPrzj0nvoXR3s6NckgEX7E5i/N54WoZ4AlJYW8PzcwRzQleJuVnm8zxfgcel9/m+3exnDrBGQtR5MpaDXtve8KrlFpaw8nATYppo8+//E3axyR92h4HCRff5XyVVdcT930g7Qq1cvQkND2bx5M/DfZDwrK6vScZmZmRXPVeeYqrzyyitkZ2dX/ImNjdVyKUIIUaXYjAIm/raTolIz3Rv48d7tzazeb2c2GXl9zmB2KSX86OlJyvAfwP3C1VPLC9QlZhdZ9XrnCvCx3KlPxKQ5lhBCCKFVfFYho37YWjFpv7dzbeY+0gnfGvQhL2cyljB5/mgeOjiZF93sSKvVGB5cf9kn7eUe61WPh3tYbuq/tuAgC/bGWx3LybcHL5a+TK7qRGf9ESYYJqGaq/c5YFjZHvElBxIwmsyoZjNvz7mNTWo+jmaVb9u9etGWc+cy1O0Nrv5QmAGn1lh9PRez/GASxUYz9Wq50jzYQ1MstSgHji2xfNFitA1GZ3vXXAnrkpKSigJwYWFhuLq6cuzYsUrHHDt2jCZNmlT7mKo4ODjg7u5e6Y8QQthSdkEp907dQVpeCY0D3fnuHiv7tZb5ZsFolpsysFNVvoh8Av/wi++3s2mqfK3mAOTqFAryZJ+7EEKIq2f1kWQGfrWJPTFZuDnaMWVMa94e0tSq9PiU5EPcP7MzP+QcRlUUejiH4DphOfhZt9/cGoqi8NKAhoztGI6qwnNz9lesJNdEZn4J437Zzrq8UN50eYMF7p48aDrLq7MHYDKWXPL8rvV98XaxJy2vhM2n0vhi/ggWlaagV1U+a3xfzfaq6+2g2XCydTq27v2pxtdSHfP2Wnq3D2sVrLnI86Itk7jb143l/hEQ3MYWw7O5qzZxNxqNbNiwodJj5X3Y+/XrB4BOp2P48OFMmzaNoiLLnaIDBw7w77//MnLkyGofI4QQV1qx0cSDM3ZxOjWfQA9Hpt5rfeoewJyVz/BznqUq7Nuhg+nY5qFLnlO+4p5ggxV3V7dAXM0qAEmpBzXHE0IIIWqq1GTmg6VHuH/6LrILS2kR4sGyJ7sxoJl1vbu37PyWEctGs0spxtms8lH4MN6+ayWOTl42HvmlKYrCO0OackfrYExmlcdn7WXTydRqn19QYmTCtJ0VnzteePA+fLo+jx5YYcrk3TmDMJuMF41h0Ou4LdLyXq7Y8BRT804A8HboIHp0rHlrtNh6PekZFswThcfJy02s8fkXE5dZwLYzGYClD71Wi2PXcNDRgZig5nCNdnq6ahN3RVGYNGkSnTt35oEHHqB///5MnDiR9957jx49elQc99FHH1FYWEi7du0YN24cvXv3ZsyYMQwdOrRGxwghxJWiqiovzT3A9qgMXB3s+PXedgR4WF/VfdOOr/kgwVLc5RH3Zgzt81G1zgvyKEuVt8GKO8AnJU7MSEgiqOTSd+2FEEIIW4rLLGDElK38tMnSneW+LhHMebgzod7ntyO7FLOxhG/mjeThw9+ToVNoYNbxZ69vGdTzXVsPu0Z0OoVPhkdya7MASkxmHpy+m53RGZc8r9Rk5rHf97AvNgsPJwPT72tPkKcT3do/wSf17kanqswrSeLTv4ehms0XjTW0VTBDdZsZn7YKH6OJp73bcnufj626npA6txBq1lGsU1iz8yurYlzIwn2WFnCd6vgQXLZQYa2kpH3sUC2flQa3feISR189V604nV6v559//mHPnj3s3buXW2+9lV9++YWQkMrFDgICAti3bx/Lly8nOTmZBx98kK5du9b4GCGEuFL+t/IEC/YlYKdT+H5MaxoHWr8VJyVqA88f/hGTTmGIwY9Hhv5e7XMDPS03C1LziikxmrG303avtptLOCSegPzqrwAIIYQQWq08nMTzc/aTU2TE3dGOT0e0oH/TAOuC5SSg/D2R2ILjqK4ujHAI5sWhf1yVVfaq2Ol1fDW6FQXTd7HhRCr3Td3JrAc60jyk6j3cqqry0t8HWHc8FUeDjl/vbUd9///qfN3S9VXeLcnl9dglzCyMxnnhXTwxbPYFX79V8W4i7X/ArsTE53bdaDXoe6uvRdHpGOTTgslZ+1gSuxZbLamqqsq8PWVp8jYoSrd051eoikIb1YHg4Paa410uV72Pe+vWrWnduvVFj3FycuKOO+7QfIwQQlxuf+6IYfK6UwBMGtacbvU19BTNjqPWvId4hlzW+gbx9vDFlXq1X4qPiz32djpKjGaSc4qsWpWopLyKbHactjhCCCFENZQYzXy84hi/bLassrcI9WTyXa2s/n1mPrkS3fyHUQrSecvBlf6RE+jT7Q1bDtkm7O10TBnThvFTd7AjKoNxv27nr4c6VZqQl/toxTHm7YlHr1P49u7WtAk//wbE0N4fUrAil0nJG/gx5wgui+/jvtt+Pe+4Q0fmYFz6HC0xsdDUmQWmCUytweeOqgxs/SiT1z7IDrWAlORD1PJvpikewIG4bE6n5uNo0HFrMytv4JRRzWYWp+4GPdwW3OPSJ1xF11xxOiGEuF5tOJHKawsOAfBE73qMbBdqfbCibPh9JOQmMtoxlCkj/sFQw9YkiqIQZMMCddHObsxyc+WftH2aYwkhhBAXE5tRwIgftlZM2u/vGsGchzpZNWk3lhbx1d938uyqR1AL0sG/OS4PbrwmJ+3lnOz1/DK+LS1CPMgsKOWen7dzNj2/0jE/bzrDDxssVfU/uqM5fRr7XzDeXQMm85S3pehaatQa1O0/Vno+Kno9j25/hwd83dgW2p7nSx9m46kM0vKKNV1HaGgnWqoGzIrC8l1fa4pVbn5Z1f1+TQJwc9TWZu7oiUWc1qvYqyr9OtR8H/+VJBN3IYSwgSMJOTw6czcms8qwVsE8e4v11WhLSwv4cvZgstOOWlqp3PMXOmdvq2IFetiuJdwBxcSHvt7MLYjWHEsIIYS4kH8OJzHo603sL9uz/dO4trw+uIlVW76SkvYx8fcu/Jx3nDUuzuxoMQzuXw0+dS/DyG3LzdHAtAntaejvRkpuMXf/tJ3EbMuN+AV743l/6VEAXhrQiBFtL71YcP9t0/jRtwcvZmShLH8B9v8JWCrrP7z2CTJ1CnUx0HzUDJqE+mIyqyzZn6D5OgYHWrYwL03ZoTlWqcnMorIx2SJNfvFBS+ZBLztv3Nxt0Av+MpKJuxBCaJSYXch903aSX2KiYx1vPh4eaXVbEtVs5t05Q/iFLB4KDMB815/gGWb12Mr3ucfboiWcVx0Akky2KXYnhBBCnKvEaOadxYd5aMZucoqMtArzZOmTXbmlyYVXki9m046vGbF8DHuUElzMKp9GjKDDsGlgsL5g7JXm5WLPjPvbE+HrQnxWIff8vJ35e+N4fs5+wFKk7+Eedaodr9PAb1A6PAxAyYJH2LjhHR5edg8Jegg3wXdD5uDiGsCwlkEAzN+nfeLev/0z2KkqJxQjiWc3aYq14XgqGfkl+Lo60K2er7aBmYx0SjhGz/wChta79rdcX/U97kIIcT3LLSplwtSdJOUUUa+WKz+MaaupCNyPi8ezoDQZnaryaPMH0QVfvAbIpZRXWi2/Q69FoG9jAJIUFdVsrtF+eyGEEOJiYtILePyPPRyIywbgwe51eKF/Qwz6mv+uMZYWMXnRGH7JOw46hcZmPZ/1mUxY2PVZvLqWmyMz7+/AiO+3cCY1n2dmWybtQ1sG8fqgxjVbLFAU6P8hRcXZPJW4mi3Rc0EHfiaVH/r/grdPfQAGtwjivaVH2R+bRVRaPhG+Nduudy5Prwg+twuj+Zmt+J5aB+HdrI5VniY/tGUQdlZ8b1Ryei3dM5Pp7uwL7R7TFusKkE9dQghhJbNZ5bFZezmWlIuvqwNT722Hh7P1e62WbXiLyVn7AHgtsDfdOz6jeYwVqfJZ2lPl/WtFAlCkU8jOPqs5nhBCCAGw4lAig77ZxIG4bDydDfwyvi2vDmxs1aSd7DhendndMmkH7nIMY+ZdG6/bSXu5YE8nfn+gI76uDgB0q+/Lp3e2QKezIsNPp8Mw+Gvc3Cyr6q5mle+7fUxwcIeKQ3xdHehW37KivaBssqxFr5b342s2w4E5cImWdBeSXVjKqqPJAAyzQe92Dli2CtD8TtBr2yt/JcjEXQghrLQtKp2NJ8rbr7TVVLVdNZv56vQ8AO51qcfI/rYp4GLLVHl7Bzd8TCoASSkHNccTQghxcys2mnh70WEenrmH3CIjbcK9WPpkt4sWWbuoE//AlK7cnRSFp8nM/+qM4tVRS7F3tL4t67UkwteF+Y92ZtKw5vwwto2mDD+9nT0fjljOuyG38nvPr2hYf9B5x9ze0jI5XrAvHlVVrX4tABreCvZukB2DOWarVSGWHUykxGimob8bTYO0/TfNy03k+4R1xNrpocVoTbGuFEmVF0IIK605mgLA4MggIkM8NcU6eeYfEvTgYFZ5dOAvNhidxX+p8tpX3AECFDvSMZGYcYJGNokohBDiZlRsNDH6x23sjckC4KEedXi+n3Wp8QBsmwIrXgKgZWAL/hk8BedaTWw02mtHqLczd3ewvvbNuQwOLgzr88kFn+/X1B9nez1n0wvYF5tFqzANve4NTuxq0IPv0nZQZ9t7vF57RY1DzN9jWfkf1jrY6lpC5VZt/5zvPFz5x9WNBYEtNcW6UmTFXQghrKCqKmvK0rX6Nq6lOd6GI38A0FHvhpOVFeSrEljWDi67sJSCEqPmeAF2lj1uSdnRmmMJIYS4ea07lsLemCzcHO2Yem87XrnVytR4LHvaH9v/JdPd3ShqOwEmrrohJ+1XmrO9Hf2bWvqk2yJd3hjRnZ1OjiwvjKO0OP/SJ5wjNqOAHdEZKMp/mQBaLIpbB8Bg31aWff/XAZm4CyGEFc6k5ROdXoC9XkfX+n6a4w1LieWd1HTuCutng9H9x83RgJuDJbkqwQb73B/yaM6MhCQGKq6aYwkhhLh5rTxiufk9qm0ovRppuwG+59BMNjoa+NnLE8OAT8DOwRZDFFiKwAEsPpBIqcm6venl2rWYQC2TSo5OYdPub2t0bnlRui51fQnw0NYVICFhF7uUYhRVZVDbJzXFupJk4i6EEFYoX23vUMcbVweNu47yUvGN28sdefl0af2QDUZXWVBZunyCDfa5N/ZtSsviEjxyUzXHEkIIcXMymswV2836la3oarH25EIAejoEoLez1xxP/KdrPV98Xe3JyC9h88k0TbH0dvbc6lYPgCWnF1f7PFVVKybutihKt2SXpY5QOxwJDGqjOd6VIhN3IYSwQvkHjr7WFtA518mVgAqBLcA9SHu8/6e8QJ0tWsLhXvYLM0d7ypwQQoib047oDLILS/F2sadNuIZ901iKu67NiwKgV8QAWwxPnMNOr2NwZFlPdxukyw+OvA+ADaZMcqv5WWJvWUs6J4OeAc203ehRzWYWp+0D4LbQPppiXWkycRdCiBrKLihl19lMAHprTO8DmHJkGjPd3Uir21NzrKqUt4SzRap8trMXs9xc+bFYJu5CCCGss/KwJWutT6Na6K1pZ3aOYycXk6hXcDKrdGo50RbDE/9P+Sr3yiNJ5BVrq5fTsP5g6pkUShSF1Tu+rNY55UXpBjQLwEVjluOhY38TrVdxNKvc0v5pTbGuNJm4CyFEDa0/kYLJrNLQ301TCziAkuJcppYk8rGPF8nBLWw0wsqCyvaC2SJVvsjZmw99vfnOScVkLNEcTwghxM1FVVVWle1vt0ma/BFLL+7Odh44OmlbvRdViwzxoI6vC0WlZlYeTtIUS9HpGOTbCoAlZQXiLqbEaGbxgQQA7mitPU3+7LEFOJvN9Db44uIWqDnelSQTdyGEqKHyNPneNqgmv+vAdAp0Cn4mlcYNhmqOV5UgG7aE8/VtjJ2qYlIUUtOPao4nhBDi5nIkMYf4rEKcDHq61ffVHG9d1hEAegf30BxLVE1RFIaWVXK3Rbr8wLZP0LGwkNvTEiD74vHWHU8hq6AUf3cHOtfV+P1iKmXwqa2sj4nn+VZPaIt1FcjEXQghaqDUZGb98fL97don7uvPLAegu1MQOr3GIncXUL7HPcEGe9z1dvb4lRWVTUo9ojmeEEKIm0t5mnz3Br44GvSaYhWnnSCgKB8ns5nurR6wxfDEBdzeyrLP/d9TaaTkalsICApqy0/29bktLx8Ozb3oseVp8kNbBmveVsGp1VCQjpOzH36NLs9iyeUkE3chhKiBXdGZ5BQZ8Xaxp2Wo9oI6G/PPAtCjtm3bwJ0ryOO/qvKqqmqOF6CztNlJyjipOZYQQoibS3kbuH5NtKfJO5xczeTkVDYrtfH0itAcT1xYuI8LrcI8MauweH+i9oCRIy1/H/jrgodkFZSw5pjl+8UWafJxe39DBWg+Ai7TYsnlJBN3IYSogbVlv0B6NvTTfOf31JmVxOvBwazSscV9thhelcr7nRaVmskqKNUez87Swz05N1ZzLCGEEDeP2IwCjibmoNcpNinuyrGlANg3Gqw9lrik8iJ1C2yQLk+ToaQYHPit8CxnTq+s8pAlBxIpNak0DnSnUYC7ppfLyY5laNEhbg8OJKvxIE2xrhaZuAshRA3Ysg3chrKCOu31rjg5e2uOdyGOBj2+rpa+trZIlw9w8gEgMV9bgRohhBA3l/LV9na1vfBy0dZvPT87jviE7ZYvGg7UOjRRDYOaB2KnUzgYn82plDxtwZy9+SCsPp/5eLFw3w9VHjJvTxwAw22w2r5yxxeUKAo6Owc8Qjtpjnc1yMRdCCGq6UxqHmfS8jHoFZsU1MlOP4ZBVenp38EGo7u48pZwiTZoCRfgYqnCmlScoTmWEEKIm8eqI5YbvrZIk1+9ezIDQgJ5MbQueIVrjicuzcfVge4N/ABYuM8GPd0jLCvfy7KPYzZVbjMXnZbPnpgsdAoMaRGk+bUWx28AYIhfWxTd9TkFvj5HLYQQV8HaY5bV9g4RPrg5GrQFy0/jubPH2Hw2jsFtL39l0yAbFqjrE9SVGQlJvF6oraiQEEKIm0dmfgk7oiw3fG9poj1rbW38JgBqezfUHEtU3+3l6fL74jXXzene9jHczCpJeoXdB6dXPF5UauL9pZYCuF3r+1HL3VHT6yxd/yZ7lBIUVWVgu6c0xbqaZOIuhBDVtPqoJcWvjw2qyXNyFaDi7N8MZ5962uNdQmBFgTrtK+7+fk1oWVyCb7YNitMIIYS4Kaw5loJZhSaB7oR6O2uKVViQwRZjNgC9m9xli+GJarqlsT8u9npiMwrZE5OpKZaDowe3OFqy+JYetWwfzC4oZdwvO1h9NAV7vY5He9bV9Bq/LX2Al8/OB+BOxxD8/SM1xbuaZOIuhBDVkF1Yys5oyy+oPo20rxTkHF9s+UeDWzXHqo7yFfdEG6y44x5i+Ts/BYzF2uMJIYS44a08bEmTt8Vq+9Z9P1OkUwgyQcP6UpjuSnKy19O/mWWrgy16ug9qNAqAlUUJnE1JYsQPW9gRnYGbgx2/3deejnV8rAtsNrNiwb18lrYNgLHOdXh9xBLN472aZOIuhBDVsOFEKiazSv1aroT5aFspKC3Op1/BAUYEBZBau6ONRnhxgee0hNPM2Zs5Hl587uVJaspB7fGEEELc0ApLTGw8mQpAv6baJ+7roi1VyHu71r5u9ytfz8qryy89kEiJ0awpVtvIe/E3qeTqFN6a8TYnkvPwd3fgr4c70amulZN2YwnMe4A+++bTvaCQ53078uKIheiuwxZw55LvdCGEqIa1ZWnyvW2QJr/z4HTydQppdgZ8wntojlcdQZ62S5VHUZju4cZUT3eik/drjyeEEOKGtulkKkWlZoI9nWgSqK2tl7G0iPXFltX7XvWH2mJ4ooY61/XFz82BzIJSNp5I1RRLp7ejh2Md7M0qgeynjp8Lfz/SmcZWfp8U5CZh+v1OODQXg86Obzp/wPhBP2ka47VCJu5CiGve7J0xfL7yOCaztiIoAKSdhIWPQUZUtU8xmsysO275xWSLNnAbzywDoLtT4BW7+1ueKp+cU2ST99Ffb4mXlHVGcywhhBA3tlVlbeD6NfVHURRNsfYd/pMsnYK7WaV1szG2GJ6oIb1Oqaj0vkBjdfmVh5PYdqwX62PieDf3BPPubUKIl3WZjWmpR7l37gA+yDmAau8Kd/+FrsUoTeO7lsjEXQhxTdsbk8nL8w7y9dpTFb/4rWUsLeLDBaOJPfgn/PNqtc/bfTaT7MJSPJ0NtA7z0jQG1WxmfV40AD3Cb9EUqyZquTmi1ykYzSqpudr3pQcaPABIzI3RHEsIIcSNy2gyVxR3tUUbuCYJR/hfcipPOdfDzqCt2riw3u0tLenyq44kk1tUalWMWdtjeHjmbg6XNCDLrjYGjHhGL7MqVvTZjYxZPJKjOhNrXF1JGT0d6vWxKta1SibuQohrlsms8vqCQ5R3G5m2pfqr5FX5Y9VTzDKUcG9gLUqPL6/2qnt5G7heDWuh12lbKTgdtYZ4PdirKh1b3qcpVk3odQoB7rZrCRfgZOnjmlSgLUVOCCHEjW332UwyCyw3v9vV1nbzG1XF+cQK+hUUMjJyom0GKKzSLNidun4uFBvNrDiUVKNzVVXly9UneHX+QcwqjGobSlD38QAkHphV47EcPDKHcWsfJV4PoSaY0fcH/OvcWJN2kIm7EOIaNmNrNIcTcnBztEOvU9h2JoOjiTlWxUpOPsDk5H8BeCTfiFGBfZs/rta5tmwDt+GI5RdSe8UVZ2dfzfFqItCjrLK8Dfa5B7haUuSSSrI0xxJCCHHjWlmWLde7US3s9BqnHsmHIess2DlC3d42GJ2wlqIoFUXqFu5LqPZ5RpOZV+cf4svVJwF4snc9PhreHFPTodwV5E9/JYHEhN3VjrdpxzdM3P4OmTqFJmY904fMJSy0S80u5johE3chxDUpJaeI/608AcBLAxpxa1nrkan/Wrfq/tmqxynQKUSa7WjT4036hgbxSPpm8vMufpc4Oi2f06n52OkUujfws+q1z7Uh/QAAPQPaaY5VU4FlBeps0RIu0DPCEstkgyr1QgghbkiqqrLyiOX3rC3S5Ofv+prvPd2JqdMF7F00xxPaDC1Ll//3dBrJOZdeFCgqNfHI73v4Y0cMigLv3d6MZ/s1RFEU7L3r4GTvjqooLN39TbVef/G613jiyA8U6hQ648SvI/7B17ehpmu6lsnEXQhxTfpg2VFyi420CPHgrvZhTOhSG4AF+xJIz6vZHu0tu75jhSkTnaryeue3CW92F97oydMpLNz83kXPXVOWJt8+wht3R4NV11KhIIO7UxMZmJdP9+b3aotlhaCyFfd4G7SEC/BtDEAyJs2xhBBC3JiOJ+cSm1GIg52O7g20Z5n9kbqD77w82e1fzwajE1qFejvTNtwLVYXF+y++6p5VUMI9P29n1ZFk7O10fH9Pa8Z2DK90zODgngAsTd2Dar5ImzlVhc1f4r7jZwAG2fkyefQ6XFy1FxC+lsnEXQhxzdlyKo2F+xLQKfD+7c3R6xRah3kRGeJBidHMnztjqx2ruCibDw58D8BdzhE0bjgUnd6Ou4IsbdhmJWzEbDJe8Pw1FWnyNvhlcHIlA/Lz+VgXRGBQG+3xaqi8JZwtUuVD/FsxIyGJeXEJUGTd9gUhhBA3tpWHLb9Du9X3w9leWxeVxITdHNWZ0KkqPVo9aIvhCRsYWpYuP3/vhavLx2cVcueUrew+m4m7ox0zJ3ZgQLPA847r2/4p7FWVU3qVE6cuUKTObIYVr8Dqt+hRWMQM355MGr0Kg8ONn4EhE3chxDWl2Gji9YWHABjbMZzmIZbq5YqiVKy6z9h6llLTRe7EnuOvlU8Towc/k8rjt/5Y8fjQrq/jalY5q4d/d39X5bk5RaXsiMoAoE8j7fvbObHC8neD/tpjWaFij7sNUuXtnb1pqTgRYDJBjrZWMEIIIW5M/6XJa7/5vXb/LwC0xAFvb1lxv1YMbh6InU7hcEIOJ5Nzz3v+eFIuw7/bwqmUPALcHZnzcGfaR3hXGcvdI5Qeek8Alhz45bznS4pzef+PvsTuLuvL3n8SzQdPvmKtda82mbgLIa4pP2+K4kxqPr6uDjzbr/I+pUHNg/BzcyApp4jl1algmnGGkfuX8lhmFi/VG4Gr2393d11cAxjmWheA34/+XuXpG0+kYjSr1PVzobavtju5pcX5/Jy0meP2BtQGAzTFslb5inu8DVbcAfAItfydLRN3IYQQlcVnFXIoPgedYpvirutSdgLQ2+/KZ6yJC/NysadnQ8t/3//f0337mXRGTNlCUk4R9Wq5Mu/RzjQMcLtovEF1bwNgWc5JTMaSisdzc+J55I9ezDam8oS/H8Y7foJOj9n4aq5tMnEXQlwzYjMK+HqNpcro64Ma4+FUeU+5vZ2OezqEAdUoUqeqsOxFHEzFPOzdmv7d3jzvkLs6voyiqvxLAWei1p73/Jqjlv3tfW2QJr/70O985e7Eg4EBqEGtNMezRvnEPS2vmGKj9r3pG1zd+dzLk+0JWzTHEkIIcWNZddhyg71tuDc+rg6aYmVnnWWXaskW6x05XvPYhG3d3srSaWbB3gTMZksP3xWHEhn76w5yioy0Dfdi7sOdKj6HXEy3No/ibjaTolfYdWAaAKkph5nw90B2KMW4mFVeafMMdpEjL9v1XKtk4i6EuCaoqsrbiw5TbDTTqY4PQ1sGVXncPR3Csdfr2BuTxb7YrAvGO7t3KsZTq0BvDwP/B8r5/ddDQzvRU2dJxd+x+/tKz5nMKuuOWybuvW2QJr/hzBIAujsEXLWULi9nAw52lh/7ydk1K/BXlY0Glame7uzMOKI5lhBCiBvLqrIaMf2aar/5vXHvT5gUhfpmHaE3aKuv61nfxv64OtgRn1XIrrOZzNh2lkd+30OJ0cwtTfyZeX8HPJ3tqxXL3sGNp10b80VyKi3P7iUqej1jlozmuM6Mj0llaucP6ND6oct8RdcmmbgLIa4Jq44ks+ZYCga9wnu3N0WpYqIN4OfmwOAWlpT3aRdYdS/IS2Hivs8ZHRRAbIeJ4HvhvXBPt3mKJbEJjD6+GQqzKh7fE5NJVkEpHk4G2oR7WX9hgGo2syHXMtYe4X00xdJCUZRz0uVt0BLO2fJhLLEwVXMsIYQQN47sglK2nbHUiLnFBvvbsxN24Wo209uzkeZYwvYcDfqKtr3PzdnHGwsOoapwV/swvr+nNY4GfY3ijWj3DH0LCjl+ainj1j1Ogh7CTTCz3880bjj0clzCdUEm7kKIq66gxMg7iy2rtg90q0O9Whff/zShs6WH+NKDiaRU0Td0yoqHSNYr5NnZ49ftpYvGqtNkBOHeDaC0APbOqHi8PE2+Z0M/7PTaflRGnV1PrB4MqkrnFhM1xdIqyNN2Ber83Sx73JNLpaq8EELYUnULsFaHyVhy0e4pl8Pa48mYzCoN/d0I99FY7bu0kDHRB9h4No572zxlmwEKm7u9rLp8bIbl88XTfeszaVgz6z5DhXVC9QjlSzcHsnQKzcx2TL99PiEhHW055OuOTNyFEFfd12tOEZ9VSLCnE0/0rn/J45uHeNA23ItSk8rMbWcrPXfy1Apm5Fn2yb/adCKOTpdYLVcU6PAwAEk7f6wohGLLNnAbDluK37VXXHB2tUF1eg0CPcpawmVrL1AX4FUHgCSTjYrdCSGE4GBcNm3eW8XdP20jLU/btiZjaREPzOxMr+kt2bzjGxuN8NLK28DZIk2eMxugNB+DezCuoZ20xxOXRcc6PoT7OKNTYNKw5jzdt8EFsycvSadDaT2Oz1LSGKV48suoVdJJALg5aucLIa5ZJ5Nz+XnTGQDeGdIUJ/vqpVNN6BLBrrOZ/L49hsd618PBTo9qNvP+5tcwKgp9dO507/B09QYROZJ3d3zIPCeV/23/nPqNnuRkSh56nUKPBn5WXtl/1qftAwW6+7fTHEuroLKWcLZIlQ/waQxAkqKims0oOrkXLIS49hSVmsgpLCWnqJTswlJyCo3kFJWSU1hKo0B32tWuujVVVVRjKUpJLhRlYcxPZ2fKbnIL0sgpykCvs2Nw97cxGJytHquqqry16BA5RUa2nE5n6OR/+WlcW5oEuVsVb/66l9mpFIOi8NiRH3g29SDjbp1yWX9eF5Wa2HDCsoWqX5MAzfHSjszDB1AaDaqyXo24Nuh1Cn8/0pncIiMRGjvxAND1Wbzr9+P1gOagq1mq/Y1KJu5CiKtGVVVeX3AIo1mlb2N/+tZgH1z/pv4EeTiSkF3E4v2J3NkmhIXrX2WPUoKTWeWlW76u/kAMTnjUaoYp7zi/n5xLN0YB0K6213mV7WuqKDeRk+Yi0OvocQ1Uwg0s2+OeaIOJu3+tZiiqSrFOITPrjNwNF0JcVqqqcjw5l7TcEssEvGzy/d+/jRX/PneCXmKsOu3cR59AsNMJXuxam66eXlCUTVF+Gl+l7yDHWECOsZBccwk5aim5qokcBXoVFPBRarplPMCDEWGVYsYujuLJO+ZYfY1LDiSyJyYLJ4Mef3cHotMLGP79Fr4Y1YIBzQIvHeAcebmJTI5bDXqFRmYdx3RmPkvbysk/+/HOnYvQ21t/g+FitpxOo6DERKCHI82CrbvhUM5kLGF41hZcQgL5Ibw9oTYao7g8fF0d8NXYQaCC3g6CWtom1g1CJu5CiKtmwb54tkdl4GjQ8dZtTWp0rp1ex9hOtfl4xTGm/htF37pGPj+7BHQKD/u2JzCoZn1eR3V+jan/jGWnUozTgUVAPZu0gXOM2sT6mDgOBjQkOOgaWHH3tF2qvL2DGz5mSNNDYspBmbgLIS6LnKJS5u2OY+b2GE6l5FkVQ6eAm6MBD0eFRk6rKXZYx36HAqIUhcWH8+laNhnXAzPPnYwrZX8s/0Nu+Uq1wQWDkyfNTDrsdXYYFB3bKWJazlFuj9lMWFjXGo+xqNTER8uPAfBIz7qM71Sbx2btYfOpNB6euYdn+jbgyT71qp1+fHbjh9ipJmqb7Jg1dit/rX6OT5I3YZ9+Ct2MoTDqd7gM27cq0uSb+FufKl1m/5HZZOgUSrEjoMEgWwxPiOuWTNyFEFdFdkEpHyw9CsCTfeoT6l3zO/+j24Xy1ZoTHE7IIWbpO0SUFONtcGJs/8k1jhUQ2Iq+dt78Y8okxzgbeM0m+9s5vhx7oE29a+MDR3mqfIINVtwBfjB54RF/GN92ksYmhLCtQ/HZ/L79LAv2JlBYagLAyaAn3McZd0cD7k4G3J3scHc04OFU9rWj3Tn/tjzv4WTAWBjPoi2TmJO8la0VP64UAktVTEY3Uv0b4+fnj8HRgwdL4nA2uOLm4Im7oxfuzr64O/vh5hKAp3sIuIeA3pKN9UdZJNVs5uEZHdmiFPLx+hf4dtzWGl/vL5ujiM8qJNDDkQe61cHJXs+0Ce14f+lRpm2J5ovVJziRnMunIyJxtr/ER/jMaJru+YPF5lKShn6JweDMPbd+T9M9P9N05bso6Tvgx56oo35HCW5V47FeiMmssrqsRswtNkiTX3diHgA97P00bUEQ4kYgE3chxFXx2crjpOWVUNfPhfu71rEqhpeLPcNaBXN05zqanZzPVFQy7v4Dg5Xpf2NaPMQ/ez7iiGsOkb7ZmvdoqcYSlFNrLF80vFVTLFspT5XPKTKSV2zE1UHbr4EG7rUh/gDkJtpgdEKIm11RqYmlBxKZuf0se2OyKh6vX8uVsZ3Cub1VMO6ONdjCFL8bNvzCnalrOW5vAD24mlVucw5nZNunWHSmNl+vOckWD0dWT+yBs70dT1gxbkWn4+Uen3DH+sfZSB47dkymffvHq31+am4x3607BcCLAxpW1Hux0+t4e0hTGgW48cbCQyw9mEh0ej4/jmtLcNnP8yqtfhtMJThH9KBOi/+2abVsfT+E9YQ/RmNMP8lzi0Zxa9MxDOj+phVXfb69MZmk5ZXg5mhHhzrVrx1QFdVsZk3OKdBDr7Cr10pViGuFTNyFEFfcgbgsZm63VIN/7/Zm2NtZXyTn3o5hlO77FR0qBY1H4NtgoNWxWjS9i/rbPuakPTTxmgvcbXUsgJ0Hp/OunzO3FTvxUHDNUvcvF1cHO9wd7cgpMpKYVUh9/4u33rskjxDL39lx2gcnhLhpnU3P5/ftMczZFUtmQSkABr3CgGaBjOkQRvsI72qnXRcWZLBiy0cMPL0Nh8T9ANzm7obi5cPIkD4M6vRyRYePR0JN/L07jvisQr5bd5rn+ze0+hoiavfkMfem+J7ZRNusH6HV/WBwrNa5n686Tn6JiRYhHgxtEXze86Pbh1G3lisPz9jN4YQchk7ezJQxbWhbRWG9AwdnEX12JYNR0PWfdH5BN9968MAa5v11B2vVFNZGzeFU+hEeHTITnV7b1GDlkbKOLI1qYdDYSvV01Gpi9WCvqnRpdb+mWELcCKQEsBDiijKZVV6bfwhVhWGtgulc11dTvL0HXmeZbxaJuPCT0wRNscwouGVbUgYPcQK1rDWctdafWsxZg4EYr5BrqiJq+T73BBvscz/m4MDnXp78nr5HcywhxM3FaDKz8nAS437dQY9P1/PjxjNkFpQS7OnEC/0bsuXlPnxzVys61PGp1qT9TPQ6Pv7rNvrM7s6b8ctZmXsS9A4QOZp7hs/lr/F7GXHL55XacjrZ63ljsKXGyo8bzxCdlq/pmu4f9DO3K+7oMs/CluoVST2amMPsnbEAvD64CTpd1dfarrY3Cx/vQuNAd9LySrjrp238tSu20jFmk5GPdn3Ka34+/Ni4GwQ0q/pFHT0YfvdyxjvXBeCHnMM8O6sHBXkp1bzS86mqysrDSQD0a6o9TX7t4ZkAdNS54eKqPZ4Q1zuZuAshrqhZ289yMD4bN0c7XhnYSFOs1JTDfJW4nhke7rzg1JVf9+ZTUGK0Ot6+2Ey2pt/Gk2mF/BkXh3J0kabxbcy1tLnreY2l+AXacJ97jJ0dUz3dWVEsqfJCiOpJyS3imzUn6f7JOh6csZuNJ1JRFOjRwI+fx7Vl44u9eKxXPfzcLl2durS0gJWb3uf+39oxdMOTzCyMJlenEGICfbMR8OxRuOMH7MI7XrAFWv+m/nSr70uJycy7S45ouzgHN+j3PgAFmz8nPWn/RQ9XVZUPlh7FrMKg5oGXbE0X4uXM3Ic7MaBpAKUmlRfnHuC9JUcwmiyV85dteoeDOiPOZpU7e39y0Vh6O3ueH7GA90MHYVBV1phzGDPnFuLjd9Tggv9zKiWP6PQC7O10dLdBK9V16QcB6B3YWXMsIW4EMnEXQlwxqbnFfPLPcQBe6N+QWm7VSyG8kM9WPUaeTqGZ2Y5Y7ie7sJT5e+Otjrf6aAolqhPB9oNwVVXYPsXqWFHR6zmrBztVpXPL+6yOczkE2bAlXIB3fQCSzNqyE4QQNzZVVdl6Op3HZu2h84dr+d+qEyRkF+HlbOChHnXY8HwvfruvPX2b+KO/wIpzJdnx5K55mwEz2vPcmdlspwidqtJTceP7Jg+ydPxeBg74Glx8LhlKURTeHtIUg15h7bEU1pQVV7Nas+FsD2/DbQFevL/qsYseuvZYCptPpWGv1/HyrdW7me3iYMd397TmqT6Wn7+/bI7ivt92kZyRzJdn5gPwgE8bfP0aVyve0N4f8WvbV/ExqZzUmblr5X3sPTC9WueeqzxNvktdH831U8iO5/GUBEbm5NGj1QPaYglxg5CJuxDiivlw2VFyi4w0D/bgng7hmmJt3/Mjy4zp6FSV1zu9wbgulg8w0/6NRlVVq2KuPWpJEdS1uw/09qhxOyk8u8WqWBvKUvzaKc7XXIqfLVPlA3ybApCiA2Op9nhCiBtLTlEp0/6N4pYvNnLXT9tYeiARo1mldZgnX4xqwdZX+vDKrY0J87l0UVHVbObEgd/hz3vgy+a4bfqCiJJifEwqD7g1ZkW/3/hm3Ba6tnuixnu16/q5cl/XCADeWXyEorIq9lZRFLy6Pk+6Xs9qczZbdn1X5WGlJjMfLLN0V5nQtXaNuqvodArP3NKAb+9ujaNBx8YTqbzx+30k6xUCTTDmlq9qNOSWze7mz1tn0NispwgV56Uvwu5pNYphyzR5ji+jS2ERbzjXx9dXW3aeEDcKKU4nhLgitp5OZ97eeBQF3r+9WfVWVC6gtDiP9/dNBj2McgqnaaM7CC0q5fOVxzmZkse/p9LpWr9me+djMwo4npyLXqfQMbIxe2Jv4aPM3dTZ/Bofha+r8Rg3pO4DBXrUalvjcy83W6bK+/o2xE5VMSoKaWlHCQi0XVshIcT161RKHtO3RjN3dxwFJZZJsLO9nqEtgxnTMYymQR7VjlWQl8Kize8xK2EDsTozq2Lj8VXNEN6V91sMx6fpKAwO2rqAADzRuz4L9sYTk1HATxvP8ETZirY1GtQfyF17v2dmYTQfHZjC383HnzfG37ed5UxqPj4u9jzeq55VrzMoMpBwH2denPE3e13PAgojfAbi6ORZ41gBga34bdRaTix6kIbFq2DxU5B8GPp/CJe4EZKYXcj+uGwUBfo0tkFv+GNLLX83ujZaqQpxLZAVdyHEZVdiNPPGwkMA3NMhjBahnpriTfvnUaL1Kj4mlccHWNLZ3R0N3NnGUuF86r9RNY5ZnhrZJtwLT2d7HJrfyVEHe/4pTSU15XCNYmVnx7AXy+pzj+bjajyWyy3QoyxV3gYr7jq9AX+z5SZMUprGvaFCiOua2ayy9lgyY3/ZTt/PNzB961kKSkzUq+XKu0Obsu3VPnx4R/NqT9pjYv/l4zlD6DOnNx8krydKr+KgwrFmQ+DRbTBhKQGt77PJpB0sXTdeHWhJL/92/SniMgs0xXuk/3d4m1Wi9Cq/r3qy0nPZBaV8ueYkAM/2a4BbTVrc/T/Ngj1oGfI7RTqFukUKH27rys+bzliVfebk7E2LUXOg9+sA7Ns/jUdmdiY7K/qi560uS5NvHealeRtcTnYsn2ftZ5+DPWpDmbgLUU4m7kKIy+6XzVGcSsnD19WeF/ppS3krTjvBrLRdALxQZxjuHqEVz43vXBuAtcdTalwZeM0xS5p837KVgqaN7qCVao9RUfjr3/dqFKvo1Gpuz82no1FHSEjHGp17JZT3/k3IKrR6W8G5/HX2ACRlntIcS4hrWUJWobYU6nPk5yXV+KbgtSqnqJRfN0fR+3/ruW/aLjadTENRoG9jf36/vwOrnunOuE61q9d/XVWJPTSbx6d3YvCah5hZEEWeTqG2CV7x786aEavpOuw3qFW9/ds1NaRFEO0jvCkqNfPB0qOaYrl7hPJMmGXi+X3qdlKSD1Y89/Xak2QVlNLA35VRbUMvFKJ6EvYxIvYgzYuKae44FrOq4/2lR3lx7gGKjVZ8vyoKdH8B48jpvFrLj80Ucte82zh9ZvUFTynf396vib+1V1Fh876fmerhytv+gSi+1mUiCHEjkom7EOKyisss4OuyVYVXBzbGw9n6VQVUFYeVb/BXfCJPqp4M7P5Opafr+LnSq6Efqgq/bY2udti8YiPbz2QA0Kfxfx867ql7OwB/ZR6ipCin2vH8o/7l7fQMfgofVu1zriR/D0ul5mKjuaJfshaBBksv+MScGM2xhLgWlRjNfLD0CJ0/WkvXj9fx86YzmibwW3ZOZuCcvvRdNorXZvUmJmazDUd75ZxKyePNhYfoNGkN7y45QnR6AW6OdjzQLYINz/fi5/Ft6VLPt1qt3NSiXNjxE3zbHrd5D7PNlIOqKHRTXPi+8YMsHL+Xuwd8e9lrhiiKwjtDmqLXKSw/lMSmk6ma4g3p+QGRZgMFOoXPVz8BQFRaPtPLfke9PqgJdlr6nasqrHydVsXF/O7dlXfHPc8bg5ugU2DO7jju/mk7qbnFVoW2azKUL7t/RrAJYvVwz4an2bj9y/OOyy4sZevpdABuscHEfW2sZXtaL48GmmMJcSORibsQ4rJ6Z/ERCktNtI/wZlirYG3Bji+DEyvwU/U8MOjnKlv7TOhiKS40Z1ccuUXVm5RuPplKiclMbR9n6vj+l3LZu+Pz+JtUMvQKy7dMqt4YTUY4tcry7wYDqnfOFeZgp8fX1TJ5t8U+96d92rM6Jp5xysXbGAlxPYpJL2DED1v5aZNlC05aXjHvLz1Kt0/WMfXfqJpN4E2lHFn6JA8d+YEMnYJZUVhUmsqQtQ/z+qy+xMZuvUxXYTtms8q6YymM+3VHRTp8flk6/Pu3N2PbK314bVCTahWbg//S4R/9rR0sex7STuBp58J7nq1Z0vNbvhu3ja7ta15sTovGge6M7WgpoPr2osOUGM1Wx9Lp7Xi10+voVBVTVgzGqI1MWnaUUpNKr4Z+mtummY4uhuhNYOeIcss7KIrCxK4RTJ3QHjdHO3afzWTo5M0cis+2Kn6D+gOZdft82qgO5OsUHj/6M1OXTEQ1//eerD+egtGsUq+WK3X8XDVdT0lxLptKLTfSezcapSmWEDcambgLIS6b1UeSWXUkGTudwvu3N6vWqsuFFBSksWXVS5YvOj8Bfg2rPK5bfV/q+rmQV2xk7u646o2zrJp8n8b+lcZoMDgx2s9SXO73sysqfVC5kJgTi9inFmJy9oGQdtV6/ash2NN2BeoCvOvjbzKhz03QHEuIa8nSA4kM+noT+2OzcHe0tOD66I7mBHs6kZpbzDuLj9Dj03VM3xp96ZTkrBiYOpDGO39jcF4+Ix1CmN7qJbopLpgUhYWlyQxZ8wCx8yZC5tkrc4E1cG46/IRpOyt6r5+bDj+mYzgu1WgDpprNbNn1XaV0+M2OBo761YFbP4Fnj3DrsBmEh3e/AldWtWduaYCPiz2nU/OZtqXmdVPO1bTRHSzy7MynqekUL3yetUcS0OsUXhukLd2/tDifkdteY7KnBwUdHgbP/1LuezTwY+FjXajj60JCdhF3TtnCov3W/Yz29q7HT3dt4E6HIFRF4fP0Hbz8R29KCrMA26bJb98/lQKdQi2TStNG12bWmhBXi0zchRCXRWGJibcXW/Zv3t+tDg383TTF+3H5wzzkrvBxYBh0f+GCxymKwr1lq+6/bYnGbL74Hm5T2eoRQJ9G51fCvbPrWziaVY7qTOw/9Pslxzn70G+MDQpgUkhd0OkvefzVYssCdXhYigKSHas9lhDXgKJSE6/OP8hjs/aQW2ykTbgXy57qxsDmgYxuH8a653vywbBmBHk4kpxTzJsLD9Pz0/XM2Ha2ygn8+i2fkPVDN4jbgeLgwfs9PuON0ctpFTmG78Zt4/e2r9MFZ9oXFhF6YC580xoWP0VB2omrcPWVnU7N460q0uHv71rzdPiCvBT+XPEEQ6e15KHD37NBzUNVFLpiSYdv+PBO6PAQOLpfgSu7OA8nAy+V9VX/avVJknO0/awM7/cRqpMXLlnHGaNfzT0dwqhXS9vvxT/WPMMJPcz1cEft9Mh5z9fxc2X+Y13o0cCPolIzT/6xl0nLjmI01TyDwODgwpsjl/OKf3f0qooxKwbDb4MoTotifdnvUFu0gVt3xlJNvpdz6BXNshDieiATdyHEZTF53UniMgsJ8nDkyT7aisucPr2K33KPAdChxb1gf/EUzOGtg3FztCM6vYD1J1Iueuz+uCzS80twc7SjXcT5qd6eXhE85VKfr5NTaX7kn0uOdWOuZWWmQ2iPSx57NQXacMU9y9Gd/3l58rZZ215QIa4Fp1Jyuf3bf5m1PQZFgUd71uXPBzsS4vXfzx17Ox33dAhn3Qs9ee/2ZgS4O5KYXcQbCw7R69P1zNoeQ4nRTHFRNpNmD+KJkzN4w80ONbg1PLwRfbM7Kr1mZNNRTBm/na9unQZ1eoHZSNq+6fRdNIz3/7yVpKS9V/Q9ODcdvs//NvBbFenwrw+ufjo8GWdgxSts+qljRXV4F7PKPU61WdxjMt+Pv/Lp8NVxZ+sQWoZ6kl9i4sNl2grV4ezNnrqPk6TXUxy4nHtbW5+BBpCVGcWU5C0APBE64IJ7/z2cDPx6bzse7VkXgB83nmH81B1k5pfU+DUVnY67B3zLtFYv8F6BgpJ0CN2PvYg07sPf3YHI4Oq3+KuK2WRkXUE8AL3rDtYUS4gb0bX1E1IIcUOISS/gx41nAHhrSFOc7bX9qPl482sYFYWeihs9Oz53yeOd7e0Y3S6UnzZFMfXfaHo3unD6XnkbuB4N/DBcoEDQmB4fwJFOcHwpZMVWSkc8V/TZjUTrVexUlc4tJ1bjyq6eisryNlhxVzyCmeZpWSF7pSgbB0dtH96EuBpUVWXOrjjeWnSYwlITvq72fDGqJd3qX3gPsoOdnrEdwxnRJoTZO2P5dt0pErKLeHX+QeZsmI/i8wsn7SxZP7VrRWIa8jt2F7nx6Fi7K9TuCme3smr9y+SSweziOOatGMtwpzDu7/kR/v6RgKWd2J6YTHZGZ7ArOpMjiTkYy7bzKFgmheWL4OVTxPJVceWcBxVARwn1dSdoZ46hFUdpoZ7gtXAXShSlYleSAuQA3xyFbftKmZyRXx6UAbXcyDmn5oiCWjYKlaalZn5ISARUegMd3F3pFdSVoV3fwNUt8JL/Xa4mnU7h3aFNGfrtvyzYl8Bd7cPoUMfHqlj5xUYePdacML9gjjmBw+aneeeuVVaP7buVT5CrU2ho1nF7z4vXYNHrFF4c0IhmwR48P2c//55K57bJm/lhbJtqt+Y7V8sW46F2H5g9BruEvYQE/0i4w14UevPfd1vNJZ5ehaqacTXraBd5r9VxhLhRycRdCGFzq44mU2pSaR/hrXnPW3ZWNFuxrAq/2OvTap83rlNtftkcxaaTaZxMzqX+BVL111Tsbz8/Tb6CfxOI6A5RG1F3/IjSr+r2cBsOzQSgreJ0zX8grUiVt8GKu7t7GE5mlUKdQnLKQcLCumqOKcSVlFds5PX5B1mwz7IHuGs9Xz4f1aLa/agdDXrGd67NqHahzNoew8bt73DEeyeFOh0eJjP3eI3mgSGvVb96eHgn7hq/gfr7pvHtvsnsUor5syiWecvvpmtpAAl549mV4o213RydlWzquezA0/kIBU4pxDiW4ldUzIvJZVkzChTpXCm9QPp7EWYoya34OkdxJ1d37rEVtwrIU0sBFerdgqHDw/xctzdUUVj0WhUZ4snodmH8sSOGtxYdZskTXa2qAj9lw2mS84zUdxoGTvOZV5LEnYf/onnTkTWOdSZqLX8VRoOi8HzkY+jt7Kt13sDmgdT1c+XBGbs4m17A8O+38PHwSIa2tKJwrEcI5vHL+PyroaxwTQKOYJ7Vi3fumI+Ts3WFSoPPbmNtbDyxTQZhcHC59AlC3GRk4i6EsLntZyxtYXo1rKWpIB3A7iNzAKhtUggN7VLt80K9nbmliT//HE5m6pZoJg1rft4xcZkFHEvKRadAzwYXmbgDRe3u59fM/fwT8zd/FDyFs7PvecdsSN0DCvSs1bba47xabJkqr+h0BKg6olBJTDsiE3dxXTkUn80Tf+wlKi0fvU7h2Vsa8EiPuuh0Nf/ZZS7J4EzM/ez2TQF0NCrUEx33KB8bw/jz1Aae7F2foS2DLjnxM5tVjifncrSwJ24OLYiM/4NC13846WRmrX0ybh4f8VJGU1a53UXdOnVoW9ubVqGeONnrK03my/+t5CfjmLiTqWdmsqswhhM6I1GVfjbrOGPvQF54b4oC21Po346/fdyx15fHMZf9rQIqDnoDOPw3OZudn4jJbNnbr6KCqlr+Bhx0BvCuD26Xt43b5fRC/4YsO5jIsaRcft8ew/jOtWt0fkJWYUUW2pj+jxJ+4F8WlabwwY5JzGo0DJ2+Zm1S/7fpNUxlWWgd2zxYo3MbBrix6LGuPPnnXjacSOWpP/dxMC6bl29tVOMbEvuSi5mc8SQ99b+x3+cYy00ZnJndiy9v+YGQkI41igXAsaXogPAmw2t+rhA3AZm4CyFsymxW2RltaeXSvoo94zW1O97S37itc81XsCd0ieCfw8nM2xPHS/0bnddDfm1ZQZ224d54uVx8xcLQ4FYWbfMgXg9LN7/PiH5fVno+OzuWPRQBCt2bja3xWK+0oLIV9+TcYkxmFb0Vk5RzBegdiaKQpKwzthieEJedqqr8tiWaScuOUWIyE+ThyFd3taJdbSt/biUdwjj3XnY55qOz0/OwZyRjRvzMH7sSmbLhDGfTC3huzn4mrzvFU33qc1uLoIr/3xWVmjgQl12W9p7BrrOZ5BYZzwneA31Gd/oGbibTaQWtC3J5WP8PD5dsBLeJ5Na9HzcvS1aRajYTHbORvaeWcDbtMM+kJFn2mAPHA2px1MkRUAgyQSsHX1r7RtK67kDqRPRBp7fDmmZeoT51rXvPrhPeLvY8378hbyw4xP9WHmdQZGBFS83q+GTFMYqNZjpEeNO/qT9t/SezdskIDutMzF/7EsNv+bzasWIP/8U2Uy52CjzX40NrLgcPZ8u+989XHefbdaf5eXMURxJzmHx3a7wv8bvwXCsPJwM63IJe46fG+3lu72cc15kZvep+Po18nE5tHq52rKKkg9inn0SnM0C9W6y4KiFufDJxF0LY1MmUPDILSnEy6GmusVANwPG8GNBBm4D2NT63Q4Q3jQLcOJaUy587Y3ioR+UPl+Vp8r0vliZfRm9nz90Bnfk0dQuz4tZyp9lcqY/81n2/YFIU6poUQkM713isV5qfmwN2OgWjWSUlt6gidd5aAfbuUFJIUm68jUYoxOWTVVDCC3MPsKqsjVXfxv58NiIST+fqT1rKqWYz7PoV5Z9XcTcV86lXEEU9nqVdy/sAeLB7Xe7pEM70rWf5ceNpotLyeXr2Pr5Ze5IeDWqxPy6Lg3HZlPy/St8u9npah3vRNtybdrW9aBnmibP9YFTzJEpPrYKNn0LcTg7t/pH7EhZym1MIaaW57DNmk3HOjbh7s+LwQgH/Zozzr8Od3nVo1WAoAYGtNLyDN5+724fx544YDifk8OmK43x8Z2S1ztsXm8WCfQkoCrwxuAmKouDr15hH/bvwSeoWvoxbSd+saDw8a186mNlE6IYvWZyRwO6mA6ld2/oiqHqdwgv9G9EsyIPn5uxny+l0bvvGsu+9WTV/d686kgRY2sC1bXEvs/1b8syKCRzSGXn44GReS97HyFu//6/YwkX8vvNzZoQG84AhgHuuga4CQlyLZOIuhLCpHVGWNPnW4Z7Y22ncx1iUw48x0Zy20+M/8J4an64oCvd1ieDFvw8wfetZJnaNqEgFzC82svW0Zax9qzFxBxjW9U0m/92fU3rYtvfHSqsJt6TGMSMhibz/Vy36WqXXKfi7OxKfVUhClg0m7o5+UJJMYkGyjUYoxOWxKzqDJ//YS0J2EfZ6Ha8MbMS9nWtbta0nNzuOtxffRYfkM4w0FUP9fjS//XtwqbyVxsXBjkd61mVsp3B+2xLNjxvPcDo1n9Op//UH93NzoH1tb9rW9qJdbctNx6pSlxWdDvsG/aF+Pzi1hmUbX6FQV8RfxWU3zXQKDmaVZoojrd0jMA1/B+r0BidPru1eF9c2fVmhuuHfb2X2rlju6hBGy1DPi56jqirvLTkCwPDWIZUmxKNv+YJ5MzpySg+/rnyCZ0YuvvQg9kyHlMMEOXoS1P9rLZdT4dbmgdSt5cqD03cRXbbv/aPhzRnWKuSi551KyeN0aj4GvULPhpYCjgGBLZl213renzecJSVJ1N//N+QXw9DJYH/xPetr0/aTbqfHEFC9GyJC3Ixk4i6EsKltUZY0+Q4R1lXerSR2BzrVTH2XUPBrZFWIIS2D+GjFMeKzCll1JJlbm1tS7jedTKPEZCbM25m6ftVLDnVzD2aoczh/FsUw6/Bv/03cTUb0p1bRsrgErqNKuEGe5RP3QtqEe2mKFegWAjmHSC7JttHohLAts1nl+w2n+XzVCUxmldo+zky+u3W1Vxf/v4OH5/DC9neJ18O/3p4MaP8M7l2evWjhNVcHOx7rVY9xncL5fXsMcZkFtAq1TNRDvZ1qdvNAUaB+X16o25uOO79i7ZnlhLuF0qp2H5rUvw17B209wsX52oR7M7x1CH/viePNhYdY8GiXi9ZCWHowkd1nM3Ey6Hmhf8NKzxkMzrza6kk2b3yXh87+C4n7IbDFBWPl5SZyatOHtATo+QpYWQCuKg383Vj4eFee/nMv646n8szs/RyMy+HVgRfe916erdKpri9ujv9tQ3Nw9ODd0SsZ/+8n1Iv5FA7Pg7QTlI6YisG3QZWxUlMOc0BXCkDPFvfb7LqEuNFcP2U9hRDnycgvIaug5r1Yq2IsLSIhYZemGKqqsiPKdvvbOWvZ305t64udORr03N0+DICpW6IrHl97zPKho0/jmhXQu7vDiwBsMOcSG1M2vrgdUJQFTl4Q0s7qsV5pQWUt4RKztReo6xvak9Ux8UzO0xxKCJtLyS1i3K87+PSf45jMKkNbBrHkyW5WTdrNJiO/LbmfcTvfIV4PwSb4qf3buHd7vtrV0t0cDTzcoy7v396c4W1CCPNxtrqQp6LT0b3DM7x910omDP6Fls3ulkn7ZfTSrQ1xc7DjQFw2f+2KveBxRaUmPlp+DICHe9TF3/38DgXtWt3PM0F9cDabYNkLXKxNwM8rn2CstwNfBNWGdrZvN+rhZODn8e14vFc9AH79N4oxv2wnPa+4yuNXnpMm//8pOh31ur0M45eASy1OZBxn4KJhbNn5bZWx1u37CYBIsx21/JvZ4nKEuCHJxF2I61ROUSn9v9zIwK82UVRq0hzvo3l30H/VBDbtsD79Liotn9TcYuz1ukumEFbHs7FLecnPh+gA61bby43pGI6dTmFHVAaHE7Ixm1XWHrO0PerbuGbt6iJq96Cr4oKqKMza9jEAv+7+mnd8vDhSpzPor59EpvL0+IQs7b3c3bzr428yoc+WPe7i2rLpZCoDv9rM5lNpOBn0fHJnJF+OaomrQ83/v5qZcZrHZ3bls/TtGBWFfnpP/rpzOc2bjrgMIxfXolpujjx9i2Xl+OMVxy5483zqv9HEZRYS4O7Ig93rXDhgv/fB4Iw5djuxO6dUeUh8/A5m5FpuArSKHAc1rEJfXXqdwvP9GzJlTGtc7PVsO5PBbd9s5mBc5UyqlJwi9sZkAXDLxVq+hneCB9fzc2BtkvQ6Hjn8Pb8uvs9SF+IcaxO3AtDL98IZB0IImbgLcd36e3ccqbnFJGQXsedspqZYGeknmV1kWTn4+cRsq+OUr7a3DPXE0aDXNKbCggzWKYUsc3VBH6xtFTvAw7EiRX7qv9EciM8mLa8YNwc7qypIj28ynuG5edwRvR+KcliQdYS57m7E+De89MnXkCAbtoTDo6wPcEkuFEm6vLg2zN8bx7hfd5CWV0xDfzcWP9GFkW1DrVrdzsg4xYgFQ9lEPvaqyhuBffjs7g24u198L7C48YzrFE4Df1cyC0r5fNWJ855PzS3m23WnAHhxQEOc7C/y+9AjmKTOjzI20J9xh74lLzfxvEO+WPc8JYpCBxzp0f4Zm13HhQxoFsiCx7oQ4etCQnYRd07Zwrw9cRXPry4r7Noi1LPKTIJKPIJ5/5513GEfgFlR+CJjJy/M6klBQRpg2QKwXc0HoHezcZfngoS4QcjEXYjrkKqqzNh2tuLrTafSNMWbv+WDin/HlmSfdze8uraX72+voz1N/sCxuRgVBX+TSkhwB83xJnSpDcCifQnM3mm5SdG9gZ9VBfQ6tnmYt/GlfkE2MateJUqvYqeqdGl5fe3NK28Jl5itfcUdexem+Przgp8PsYm7tccTwgambTmLqsIdrYJZ+HgX6tWyPoW8+Ngihudk06UEZnX9hJH9vqzUWULcPAx6HW8PaQrAzG1nOZxQ+Wbl56tOkFdsJDLEg9tbBl8ynnfnp8k2OJCmV5iy4pFKz+07+Dv/mDJRVJUXOr19xb7n6vu7seCxLvRuVItio5ln/9rP24sOU2oyXzRNvir2Dm68Peof3gjojZ2q8o8pkzGz+xAb+y+b9/6EUVGobVKoE9H7cl6SENc9+Y0jxHVoy+l0zqTmV3y9+aSGibvZxPDTu3kiIwuAVL3CqTMrrQply/3tu86uA6CNg69NPqi0DvOiRagnJSYzf+yIAaB3o+pVkz+PokCHhwDYcHKBZZyKE27ul/6Adi0JLFtxt8Ued4DVLk6scHUhKuWgTeIJoUVRqYkjZROqZ25poDkLKDDpOI9k5TCl7mga1htoiyGK61jnur4MjgzErMJbCw+jlu1PP5aUw+ydlt8xbwxuctHideXsHdx4udmDAPyef4rTp1cBlnoKn+z6DIA7HIJo2GDQ5biUC/JwMvDzuLY82duy733almju+Xk7W05ZOrL0b1r9rWaKTsfI/l/xa+uX8TGpnNSZGbX6IfTHlzMhK4eRXrK3XYhLkYm7ENeh6VujARjQNACAQwnZZOZbWaTuxD94ZsXwYImezqplIrf1xLwah4nNKCA+qxA7naK5QjnA7uyTALT1a6k5VrkJnWtX/FunQC9rJ+4ALe7iqKsXn/hYrrW73/XXE7l8xT0tr8QmdRIC9M4AJGVHXeJIIS6/Q/HZlJpUfF0dCPHS1u4QgLidlr9D22uPJW4Irw1qjJNBz66zmSzYF4+qqnyw9ChmFQY2D6jRVqyu7Z+gl+KOUVH4cPOrqGYzyza9y0GdEWezyuN9v7qMV3JhOp3Cs/0aMmVMG1zs9eyIyqDEZKaOr0u1O7Kcq1XkGGYPmkWk2UCT4mJ6xR/h2cwsxrZ92vaDF+IGIxN3Ia4zCWVtzQCe69eABv6uqCr8e9rKVfedP1v+bjWW/v7tGJKbR6P0uIufU4Xy1fZmwR4422sr0FZSnMsB1ZK+3ab+EE2xzjWweSC13BwAywq8t4u99cHsXZgf/l+/2Z7X4d48T2cDjgbLr4EkG6TLBzhYbmIk5SVojiWEVntiLLU/Wod5Wl2xvVxOZjRrihJI0+sgpK0thiduAIEeTjzRx7IaPWnZMRYfSGTTyTTs9TpeHtC4xvFe7P0/7FWV7RSxcuNbOBz6Gz+jkft92uDrV/N4tjSgWQALH+9CHV9LP/aBzQOt/v+Vv38kU+/ewOcBfSx9qd1DIFj+fyXEpcjEXYjrzB87YjCr0LGON/X93ehW3w+ATSdqPnGPidnMuIKDLHNxgbb3cUerR/ggLYP2MXvBWHULmAvZHmVJnbPF/vZDx+ZTrFPwNqtEhPfUHK+cvZ2OR3vWBWBk21DN8SZ0eQt3s0ob1YGwMOtb1l0tiqJUtIRLsEG6fICzJYMhqUhbzQUhbKG86nWrMO0ZQHuPz+Npfz/uCw61tH0UoszErhFE+LqQmlvM03/uBWBC19qE+TjXOFZISEcmejQH4NPTc+mSHs+SHD3j+l2d1fb/r14tNxY+3oUpY1rzWFnbOGvZO7jhfvsUGLcIxi2sditFIW5m8v8SIa4jJUYzf+ywFFYb16k2AF3r+wKw+VRaxR676pq9/VP2OjqyxD8MvCOgVlNwqQWlBRC7o0axylfcO9hgf3tR0l4aF5fQ3uBl80I893aJYPfrfRnRVnsl6MCgNvxz5yp+vGudDUZ2dQTZsCVcgJvlZkhSSY7mWEJooapqpRV3rfYnWNpVtXDUsL1G3JAc7PS8dVsTAMwq+LjYa5rU3jfgO4JN4G0yk67X4dz3bRwcPW00Wu3cHA0MaBZ48Ur5NVGnB/hquwkgxM1CJu5CXEeWH0okLa8Yf3eHit6pHSK8sdfriM8qJCot/xIR/lNYkMH8vNMAjG442vKgToc5ogdH7A3sPFL9tnDJOUVEpxegKNDWivZq/1/nlGj+Skji43r3aI5VFR9XB82ps+Vc3QKxd7C+UvXVFuhRVqDOBi3hArws2QxJ5pplawhhawnZRSTnFGOnU4gM8dQcb39uNACRvs01xxI3np4Na3FrM0vNmRcHNMTd0fo+645OXvzc5mX+SEgmNLgjNBtuq2EKIa5z2jaiCiGuqJllLeDuah+GQW+57+Zsb0frcE+2nclg86k06lSzWMyKLR+Sq1MINkGXNo9VPL7MpxavBAfSNGUzf1ZzXOVt4JoEumv6wAKAqRRitgOgq339pZ9fb/5Llde+4h7oa1l1SlfMqCYTit5GKzJC1NCes5bV9saB7ppXBk3GEg6aC0Gn0KJOP1sMT9yAvhrdiqfS8mgU4K45VkiLeyC4PbgFWrqYCCEEsuIuxHXjaGIOO6MzsdMp3NU+rNJz5fvcN1Zzn7tqNvNHrKXdzKha7dHb/TfZbt/kLgCOKEayMqtXHXz7mbL97RE+1Tr+YvJit1NoLABHT6jVRHM8cXFBNmwJF1ArktUxCWw5G4dSmK45nhDW+m9/u6fmWKfOrKRQp+BiVqlbu4/meOLGZG+ns8mkvYJvfXCoedV2IcSNy+qJe2ZmJocOHeLQoUNkZmbackxCiCrMKFtt7980AH93x0rPdSvb577tTDqlJvMlYx048hdHdSbsVZVhXV6v9Fwt/+bUMymoisK2QzOrNTZb9m+fe2gqncND+CK4jhSruQICK/a4a5+46w2O+Dv5ogfIrnlnAiFs5b/97doLye2PstzkbK5zRm+noROFEEIIoUGNPhWnpqYyadIkIiMj8fHxoXnz5jRv3hwfHx9atGjBRx99RFqaVBMWwtZyikpZsDcegLGdws97vmmQB57OBvKKjeyPzbpkvNn7fwBggL0/nl4R5z3f0a02ANviNl0yVnpeMSdT8gDbTNx3ZRzBqCh4e0uxmiuhPFU+0QbF6QDwKCv6lxNvm3hC1FBRqYnDCdmAjSbu6QcBiHQ//2elEEIIcaVUe+L+8ccfU7duXVasWMGYMWNYs2YNhw8f5vDhw6xZs4a7776bpUuXUrduXT755JPLOWYhbjp/746joMREA3/XKqu263UKXepaVt03nbzEzbP8NPoknqRdYRF3tXy4ykM6hVnSQbcWJqKaL76CvzPastrewN9VW190LHtJ95hyAWhbZ4CmWKJ6ylPlc4uN5BSVao632MWJF/x8+CduveZYQljjcEI2pSYVX1d7Qr2dNMd7JCOLSalp9K890AajE0IIIaxT7eJ0e/bsYceOHTRq1Oi855o0aUKvXr146aWXOHbsGG+99ZZNBynEzUxV1Yo0+bEdwy9YDb1rfV+WHkxk86k0nrmlwYUD7plOn7xc+rjXhyYjqjykbfN7sDv6Ewl6hZjYfwkP73bBcNsr2sBp399+8vQKcsv2kjasN0hzPHFpzvZ2eDgZyC4sJTGrCPcAbcUFjxr0rHB1wT/rNP1tNEYhamLP2SzA0r9dc/eIggxC0k4TAtDwNq1DE0IIIaxW7RX32bNnV0za4+IuvHfR1dWV2bOr30ZKCHFxW06ncyY1Hxd7PcNaX7j3eNd6lhX3fbFZF145NZtg11TLv9vdf8FYzs6+tMKyErv16F8XHd/2M7bb3777zHIAWupcsDM4XuJoYSvlLeESbFCgLtDF0hIpqThDcywhrLE31rK/3RaF6Yjbafnbpz44a/8ZJ4QQQljLqspPoaGhVj0nhKi56VujAbijdQiuDhdOkgn1dibC1wWTWWXr6aorem/f9R0/kUWaizc0u+Oir/tIYE9+TUzmjswLp95nF5ZyNCkHoMoU/pralWbZS9rW6/zMHnH5BNtwn3uAu6UGQ2JpnuZYQlijfMXdFvvbVxyfy2/ubkQHNdMcSwghhNDCpiWbCwoKcHLSvp9MCGGRmF3IqiPJQNVF6f6/8lX3zRfY5z716Ey+9vbkt4iWYLj4/1fbNbuLdkXF2EdvBpOxymN2RWegqhDh60Itd20r5KrZzG5jFgBtI6RX8pUUWLbP3RaV5QO86gP/x96dh0dZXo0f/z4zk33f9w0ICYQ97AIioCCKC6Jgqdra2o0u1p+26GtX+7pVq/Zt1VarVXHDFRdEQREF2UJYQwIEErLv+56ZeX5/TBJFAiRzP4Es53NduTKZeebkpJVkztz3fQ6U6G3KsYToraKaZkrqWjCbNMZF+ynHe7NqH48EBbDLR/1NACGEEEJFj8+4A9x7773d3gaw2+2kp6czYcIEQxITQsArO/Ow6zB9WCAjw3zOef2sxGBe2nGSrdmnF+55eVvZRhOarnPDtN+c+5tHTHDMUm+pgcI9EDvttEt2dZ1vV19tt5ZlcFt1DXs9PEkZeY1yPNFzXSPhjNgqH+pYmawwQXt7My7neINICCN1joEbFeGDp2uvXuKcxmZt46C9GUwa4xMWGJGeEEII4bRe/VXbunVrt7cBXFxciI+P56677jImMyGGuDarnVd35QNw0/T4Hj1nxvAgzCaNnIpG8quaiAn07Hrs9Z1/BWCWyZuYmBnnDmYykxE/hffK0hi+/9/c0E3hvsPA+e0u+Tu5qa6em4ImgpuXcjzRc0ZulQ8MTMSi61g1jfLyDCIjJyvHFKKnjNwmn52zkaaOZpkjEi5VjieEEEKo6FXh/vnnnwOwbNky3nzzzb7IRwjRYUNGCRUNrYT5unFZSliPnuPr7sKEGH/2nKxma3YFN06NBaC5qYp3Go6DSWNF0vIe55AZFMsrrUeYWLmPG771WGOrlUOFjlnJ04apd5Tn5FeOz3EXqccSvdLZnK7YgBV3k9lCmF2jxKRTWXlUCndxXhnZmG5/zkYAxpg8MFvURl0KIYQQqpw64y5FuxB976WOpnQ3To3Fxdzzf6rdnXPf8NUD1Js0omxwUeqqHseaMXoFAAdopaG+6JTH9pysxmbXifL36FqxdZZut/NB8XbyLWb02JlKsUTvRfp3bpVvQdd15XivaZHsyc1nLFLsiPOn1Wojo9DRLNOIFff9Hc0yx/kOU44lhBBCqOrVivuyZct6dJ0U9kKoySyuY3duNRaT1rVq3lOzE4N54tNjbDtegc2uY0Ln1fyNYILloVN7tXIUFTWVOBucNGvsOriGeTO/Phtv5Pn2/IKvuNvXgotPJF9FjEUGwZ1fYb7uaJrjeEZlYxvB3m5K8fz94oAdUHvm0aFCGO1QYR1tNjtBXq7EfuOYkLMOtJSBGSZE9uBokRBCCNHHerXi/tZbb5GWlobVaj3rhxBCzUs7TgKwMCWcsF52ax8f44+3m4WapnYyimppzd9BYmMtPnY718y8p9e5TPd0zI7fnv/5KffvzHGMnJs2zIAxcEffBWAsbrh7SPfm883VYiKko1g34pw7vlGOz1K4i/Nob17nNvkANE1TitVYW0ChybH7ZNzIq5VzE0IIIVT1asX9pz/9Ka+88gonT57kBz/4AStXriQgQF5kC2GkupZ23t1bCMB3p597BNy3uZhNzBgexMbDpXx5rIJx1S/wvxVVtEReinvg8F7HmxE7l9ePrWFHY37XfS3tNvbnO863T01QP9++pywdgFTZknrBRPh7UFbfSmFNM2MVx2jtdzGxJiSIyKo9/Nqg/IQ4l86O8pPi/JVjeZUeZvvJfI4FD8M/IEE5nhBCCKGqVyvuTz75JMXFxfz6179m7dq1REZG8p3vfIdPP/3UkHORQgh4e08BTW02RoZ5M93J1ezZiY5z7vuyjkHG2wC4T/2xU7GmjvkuZl0n1wxFRWkA7M2roc1mJ9THjfgg9S2pe1rKAZgcM1c5lnBOpIEN6mrdvdng7cV2a7VyLCF6am9eDQATYwxYUCjYhZsOYyKnq8cSQgghDNDr5nQeHh7cfPPNfPHFF+zfv5+YmBhWrlzJsGFqK2Xvv/8+V155Jc8888xpjx04cIBVq1axbNky/vSnP1FTU+PUNUL0d7qud22Tv2l6nNPbPTsb1HnV/JcjZh0iJ0J0qlOxfHyjGKu7EmG1Upz9MfD1+fapCYHKW1KLi9IoNINZ1xk/6jqlWMJ5nQ3qimvVt8qHBY50xEKOTonzo7i2meLaFswmjfExajtGAMjf5fgcM0U9lhBCCGEAp7rKd3J1dcXd3R1XV1els+15eXmsWrWKtLQ0MjIyTnls165dTJs2DbvdzpIlS/j444+ZNWsWzc3NvbpGiIHgq+OVHC9vxMvVzDUTo5yOkxDsRbSfhYMhh1gWFcHnSXOV8noy9io+zi8itfQY8M3z7erb5NOOvAPAaN0FL+9w5XjCOZ0j4Qpr1H9vhoeOBaDGpNHcVKUcT4hz6Zzfnhzug6drr04BnsZmbeOW1qP8JSiAhvAxBmQnhBBCqOt14d7S0sIrr7zCggULSE5O5vDhw/z73//m5MmTTiVgtVq58cYb+cMf/kB4+Okv2u+++24uu+wynnrqKW655RbWr19Pbm4u//nPf3p1jRADwUvbHf+Olk6Kxsfdxek4mqZxSdhnlLmY8LXZmT71V0p5+SQuQgM4sYW2dmvXWVIjOsrvKdkNQKpPvHIs4byuFXcDCndfn2g87Y7jU6VlB5XjCXEuXefbDRgDdzz3U9LdXHjf2xuP8AnK8YQQQggj9KpwX7VqFRERETzwwANcccUVFBQU8MYbb7Bo0SJMJucW73//+98TFhbGD37wg9Mea2lpYcuWLSxdurTrPn9/f+bPn8+GDRt6fI0QA0FxbTMbM0sBuGlG75vSfVshnwGQ0hSh3qk9KhVcfbA1V3F43+e0tNsJ9HIlMdRbOc9fVVbweGk5S4ZfpRxLOM/IrfKayUS47vibUFyZqRxPiHMxsjHd/hOfADDW5NGr8ZlCCCFEX+rVfrInn3ySuLg4kpKS2LZtG9u2bev2up7Ocf/000958cUX2b9/f7eP5+XlYbPZiI6OPuX+mJgYNm/e3ONrutPa2kpra2vX13V1dT3KWYi+8srOPGx2nWkJgYwM81GKlZe3ld3mFjRdJ6NsMaV1Lb0eK3cKswvPxybzbFsRCw7/C/geU+LVRy5RX0JAxXHmo0HytWqxhJLO5nSldS1YbXYsZqWTVISb3TlBMyU1J4xIT4gzarXayCh0/A03ojHd/grHLpFxPtJNXgghRP/Rq1dm1113HZMnTzbkG5eXl3PzzTfz/PPPExTU/TnZtrY2ADw9T+1a7enp2fVYT67pzgMPPICfn1/XR0xMjNM/ixCq2qx2Xt3lGLd284x45Xiv7/wrAGNa3ChsS2LrsQrlmO7BydSZzRxtzQZgmgFj4Dj5leNz+Bjw8FePJ5wW7O2Gi1nDrkNpfeu5n3AO4a5+WHSd+sYyA7IT4swyiuposzl2AcUZMOXiQIvjv9kJUTOUYwkhhBBG6dWKe09X0nti7dq1NDQ08MQTT/DEE08AkJOTQ11dHdnZ2bz33nv4+/sDUFV1anOjysrKrsd6ck137r77bu64446ur+vq6qR4FxfMhowSKhpaCfVx47KUMKVYzU1VvNtwHEwaKT6L+ArYml3BdanR53zu2cxIvh5Kt3DEtR13rZ6pBpxvfznrVWr9/bg8ajyytnVhmUwaYb7uFFQ3U1zTTFTH1nln/TZsLr//4mHMgZcYlKEQ3Us/2Xm+3V95F1BtTS45Zkd/hrEjr1bOTQghhDBKjwv38vJyQkJCDLv2iiuuIC7u1HO8hw8fZuzYsdx2221omkZUVBRBQUHs37+fK664ouu6ffv2MXHiRIAeXdMdNzc33NzcevTzCNHXXtqeC8CNU2NxUdyinLv3OVztdqJ0MxfPWMUzB/eyNbsCXdeVXtTGxc4m3KZTYtYY77+dURHLlfIEeLP+KNkBfowMiJbCvR+I9PegoLqZIgPOuXsGdPx+ry1QjiXE2XTNbzegMd2Bo+8BEGeDgAC1MbdCCCGEkXpcIYwZM4bf/e535OXlnfGanJwc/ud//oeUlJRzxouPj+fKK6885cPX15eEhASuvPJKNE1D0zRuuukmnn32WSorHeOnNm7cSHp6OjfffDNAj64Roj/LLK5jd241ZpPGd6bFqgXTdUYdeo9P8gt5Kv46pgwLw8PFTHl9K0dK65VCayYTKTjmwwf7HcZsUlvZqq46TrbJDsCk0dcrxRLG6DznXmRAZ3l8O8YZ1haqxxLiLPYa2FG+qSyDyHYr4917tlAhhBBCnC89XnHfuXMnv/3tbxkxYgRjxowhNTWVsLAwdF2npKSE3bt3k5mZydKlS9m1a5dhCd53333s37+fpKQkRo4cyd69e/nzn//MnDlzenWNEP3VSzscI+AWpoSpNZADKNwDxftxMbuRMO0XYDEzNSGQLUfL+fJoBcnhvkrhLe0pYP6CApdStTyB9EzH0ZvhNo3AwBHK8YS6CANHwtV4+PG/IUFUW+p4xm5Hc3LyiBBnU1LbQlFtCyYNxkX7KcdbWFXCwoIi2hf/2oDshBBCCOP0uHCPj4/n9ddfJzc3l7Vr17Jt2zb27NmDpmlER0dz0003ccMNN5y2/b03/u///u+0RnXe3t589tlnHDhwgNLSUlJSUoiMjOz1NUL0R3Ut7by717EiedP0eOV4mdsfYyRgHrMUvBz/lmYnBjsK9+wKbpvj/NZPu11nV9k0tJgtnLBARflhgkNGOx0vrcgxlWKyZ5TTMYSxOkfCGbFV3s0/ng3eXgDU1xfg66e4m0SIbnSOgUsO98XLrVdte05nt0HBHgBcYqUxnRBCiP6l13/l4uPj+c1vftMXuTB79uwzPjZu3LhzPr8n1wjRn7y9p4CmNhuJod5MH6bW7K266jgrG/cTEh3Jq+OX0xltdmIIkMmunEpa2m24u5idin+0rJ68xiCW1JtIstU4OsIrFO57GvLABKkR05yOIYxl5FZ5D89A/O06NSaN4rKDUriLPtHVmM6A+e3tpRmY2+oxuXhByCjleEIIIYSRZO+iEBeIrutd2+RvmhGn3A357W1/oV3TCDC7EZgwt+v+kWHehPq40dJu73qR64ydJxyTGy5rm87Pa2oJztvtdKz6ukKyNCsAqcnLnI4jjBXh17FV3oAVd4CIjveGS6uOGhJPiG9LN/B8+7pD/2V2bBSPRyWAWXH1XgghhDCYFO5CXCDbj1dyvLwRL1cz105U2y5us7axtjwNgOWxl8E33gTQNI1ZIxxN5b5QmOe+K8dRuFvj5zruOLEZdN2pWCezP8JL14m1QWjYGKdzEsbqHAFX1dhGS7tNOV6Y2TFTu7gmRzmWEN/WarVxqKgOMKZw319+gDqzGZOvHLUTQgjR/0jhLsQF8uJ2x2r7tZOi8HF3UYq1Ne0fFJnB165z+cy7T3t8VqKjcN+aXe5UfF3X2ZnjmNoQPf4S6lw8+dReR/HJL5yKN6Yyj60nC/hPwFSnni/6hq+HBU9Xx1EKI1bdw938AShpKFKOJcS3HS6qo81qJ9DLlbggT+V4+1vKABgXKefbhRBC9D9SuAtxARTXNrMx09GZ/eYZ8crxXj3yOgDXeo/A3eP0lafOFfeMojqqGtt6Hf9ERSMVDW24WkyMiw/lt9Gx3B4WwicZLzuX8MmvMAPhCQuce77oE5qmEWHgOfcIzzAASloqlWMJ8W3pnfPbY/yVjxrV1pwkx+zYQTRu5NWqqQkhhBCGk8JdiAvg1Z152Ow60xICGRnmoxQrL38b22gCYPn0u7q9JtTXneRwH3QdtmX3frt85/n2iTH+uFnMTA92NILcXrG/17H01gYo2uv4Im5mr58v+lZXZ3kDCvdw31gsuk5be5NyLCG+ret8e5z6NvmDR98DINYGgYHDleMJIYQQRnO6+4qu6+Tk5JCXl4fVaj3lsQULZBVNiDNps9p5ZVc+4GhKp+qz3X8H4CI8iYm56IzXzRoRTFZJPVuPVbBkfO/OcO7q2CY/bZhjxNyMpKVQsYM99kbaWutxdev5mw87Dq3hT5GhLLSa+XWA+s8vjBVpYIO6S2MXsHDz45j95f9nYby9Hc02J8b6K8faX/gVAOPdQpRjCSGEEH3BqcI9NzeXZcuWsWfPnm4f151sWCXEULAho4SKhlZCfdxYmBKuFqytiVuO7mCS3oRl4QNnvXRWYjDPbs3hy2Pl6Lre462ljvPtjhX3aQmOIXOJwxYS/MVdVJg19mW8xtRJt/U45bS8zRS6WCjzCO7xc8T5E+Fv3FZ5l843ZuqKwG4Hk2zyEsYoqW2hqLYFkwbjo/2V4+2vOw7A+GBplimEEKJ/cupV1O23387YsWOprna8293c3MyWLVsYNWoUTz/9tKEJCjHYrOloSnfj1FhczIqFTMbbaC01jPMIZ/SE75/10mkJQbiaTRTVtnCiorHH36Kgupni2hYsJq2rc7NmMjHdLRSAr3I+7lXKe2odL5Anh07q1fPE+dG54l5kxEg4nwjQTGBvh0bnGiMK0Z29Hdvkk8J98XJTHN1mtzO1roppzS1MTLjMgOyEEEII4zlVNWzdupX7778ff39/ACwWC3PmzGHNmjU88sgjRuYnxKCSVVLHrtwqzCaNG6fGKsdr3PVvx43Jt4LJfNZrPVzNTI53FN5bezEWbscJxzb5cdF+eLh+/T1mRE4HYHtddo9jtbbUchBHQZiaeFWPnyfOn84z7sUGrLhjduF/wyL5bkQYWQXb1OMJ0eHr+e3+6sHKs/hhZTnPVjYycvgi9XhCCCFEH3CqcK+srCQiIgKAoKAgSksd3bGTkpLIy8szLjshBpn1B0sAmJ8cSnhH925nFRbu4hLXSh4ICoSJN/foOZ1j4b7sReHeOb+983x7pxkpKwHI1KzUVvdsTvfBrHdo0zSCbTpxsbN7nIM4f765Vd6IY0+Zbm7sd3cjvzJLOZYQnTo7yhsxv52C3Y7PUZPArLh6L4QQQvQR5QOHqampPPbYY5SUlPDYY4+RkJBgRF5CDEq7O4rgOSPVGyClH11Hs8nEIW9/8Ao65/UAs0c4vu+OE5W02+w9es6uXEfOUzvOt3cKCU3h4RY3Piwowq8wvUex0k5uAiDVNRBNzjv3S51b5RvbbNS1WM9x9bmFu3gDUFx3UjmWEOBo8HmwsBYwpqP80ZObqTGZIHqKciwhhBCirzj1ynnlypVdt++//35eeuklIiIieOihh2SrvBBn0Ga1szffsb3z20WwM/aUOFaJJvnE9/g5KZG+BHi60NBqZV9+zTmvL6lt4WRlEyYNJnfzAvnyuMuIsdrg+Oae5VxzFIDJweN7nLM4vzxczQR4ugBQXGvASDg3x3/rJY0lyrGEADhcXEeb1U6ApwvxQZ7K8e6qSWd2XDTbfQ1YvRdCCCH6iFOF+5o1a7pup6amUlBQQGZmJsXFxVx55ZWGJSfEYHKoqJaWdjv+ni6MCPFWjpfe7CiEJkWdeQTct5lMGjNH9Hy7/M6OMXApkX74uLucfsHweY7PJz6Hc22rtrUzqr6SEW1tpI64osc5i/Mvws/AWe7ejskJJS1VyrGEAEjvGgMX0OPpGGdSV5vHCbPjd1fSiMXKuQkhhBB9xZC9qi4uLiQnJ+PtrV6MCDFYdW6TnxwXiMmk9mKzqiqbnI4XmxOTr+vVc+d0nHPfeuzcXb47x8CdcYdA3Eze9PXjl27NnMz78uzBivZxR0UF71S1kThMOjf3Z5Fd59zVO8tH+DpGwpVaG5RjCQHGNqY7ePQ9AGJtEBg4QjmeEEII0Vd63IVl9erVADz44INdt8/kwQcfVMtKiEFod9dZcfXtmHsz3wRghE3DP6B3fSVmJTrOue8vqKWupR3f7lbSO+z61vz207h68lFgKLu0VmZkriUubs6Zv/HJrY7PcTNlnnc/17nibshW+cCRAJTo7cqxhADYa2Bjuv0d0w7GuQUrxxJCCCH6Uo8L97S0tG5vCyHOzW7X2Z3rWCWaEm/A+fai7QBM8ozs9XOj/D0YFuzFiYpGth+vZGFKeLfXVTS0kl3mWCU9W84zAlPYVZ3OV2Xp3HiW73s8dzMxgGtcz7f2iwvj65Fw6ivuYSEpWHQdF7sNW1szZlcP5Zhi6Cqta6GwphmTBuNi/JXj7a87DsD4oDHKsYQQQoi+1OPCfdOmTd3eFkKc27GyBmqb2/FwMTMmyk85XmxtKeNtrUyNn+HU82clBnOiopEvj5WfsXDv3NqfHO5DgJfrGWPNSLyKJ3als9tWR3t7Ey4upzeLslnb+G77CdrjonkzOIF4p7IW50vnVvlCA864BwUkkpZfitnWBo1l4BqnHFMMXXs7tsmPDPPB201tdJvdZuWgvQlMGuMTFhiRnhBCCNFnlPertre3094uWyCFOJvOkWoTY/1xMSv+s2ttYEXhUdYUl7Jwwg+cCjG7Y7v81rM0qDvn+fYOyYlX4W/XaTRpHMp8u9trjmSvp8Gk4YJGTMJ8p3IW58/XW+XVV9w1sxmzb5Tji7pC5XhiaOua327AGLgTuZ9Rb9LwsOskDluoHE8IIYToS05VELqu8/TTT5OUlISHhwceHh4kJyfz73//G/1cnaWFGII6V6+N2CZPwS7QbeAXC37RToWYPiwQs0kjt7KJ/Kqmbq/Z2XW+/ewz4s0WF6a5OH6u7cc/7PaaPSc+AmCi2Ruz5cyr96J/6FxxL6ltwW434Hd653+ntQXqscSQ1tlR3ojz7cGVOfypvJKfaAFYXNyV4wkhhBB9yanC/fe//z133303N954I+vWrWPdunWsWLGC3/72t/zxj380OEUhBjZd17/RmE69cM8//gkNmgZxzm2TB/Bxd2Fix/nQrdmnr7rXNrWTVVIHwJQeNNObETYFgO01R7p9PK3yEACpAaOcSVecZ2G+7mgatNnsVDS2Ksd71d3EdyPCWJsvx6yE89qsdg4U1gLGdJT3Lz7I0oZGbo2WXUBCCCH6P6cK96eeeoq1a9fyxz/+kSuuuIIrrriCP/7xj7z++us8+eSTRucoxIBWUN1McW0LFpPGRANebP6haBMXxUXzid/ZV8LPZVbXWLjTC/fduVXoOgwL8SLU59wrUTNSbsSi67i2NmBrOnVet91mJd1aA8DkBNmOOhC4mE2E+rgBxjSoK3d1Z7+7G0cbZMVdOC+zuI42qx1/TxcSgr3UAxbsdnyOnqoeSwghhOhjTh+2nTZtWrf3yVZ5IU7Vudo+JsoPT1e1ZkrtrQ0c0Fuwaxojhl2qFGt2Z+GeXYHtW9uhd+ZUAmcZA/ctkZGT2Vbvyn9KSjGf/OqUx47nbKLGZMLDrjM66SqlnMX509VZ3oiRcN6O6QclrdXKscTQ1Tm/fWKMP5qmKcVqqCvk5dYCMlxdIHqKEekJIYQQfcqpwn327Nm8+OKLp93/4osvMmfOWeY4CzEEGblNPuPoe7SaNALtOglxc5VijY/2x8fNQm1zO4c6tp922tXD8+3f5DlsnuPGic2n3L8n23HufbzJs9uO86J/iuxoUFdowIp7uF8CACW27vspCNET6QbObz9w5B0eDArkrvAI8A5RjieEEEL0tR4v//3lL3/puh0ZGckvfvEL3n77baZMmYKu66SlpbF582Z+9rOf9UmiQgxUuwxsTJeeuxGAiRY/NJNad3qL2cSM4UF8criUrdkVjO84897QauVQkeN8e6/ebBh+Cex+hrrjn+H7jbun1Zbz66pqIpNmK+Urzq8IP8cRiWIDRsJFBCUBUIJNOZYYuroa0xnQUX5/oWNn0Di3YOVYQgghxPnQ48L9gw8+OOXradOm0dTUxJYtW065b8+ePcZlJ8QAV9nQyvHyRgAmG/Bic091FgCTAlOUY4Fju/wnh0v58lg5qy4Z4fgeJ6ux2XViAj26tkv3hC12JrdEhHHArZ2PCncRFTUVdJ2E/HQSGuph9EpDchbnR4S/cSPhwkPHAlBr0mhqqsDTU4ol0TtldS0U1jRj0uh6k1HF/trjAIwPMuZ3qRBCCNHXely479ixoy/zEGJQ2p3rWCEaGeZNgJfaGDS7zcpeWz2YNFKHXWZEeszqmOe+52Q1TW1WPF0t7DzhON8+Nb53ze/MngGY3HzQtTa2H36NZVFTofI4NJSC2Q2iUg3JWZwfUR0j4YoMOOPu4xuFt12nwaRRUnqAYQnzlGOKoaVzm/zIMB+83dR6hdhtVg7YG8GkMT5+gQHZCSGEEH1Pba+tEOKsOs+3G7FN/tiJj6k3aXjYdZJGXKkcDyA+yJPoAA/abTo7Tzhy7TrfPqz3Oc/wd2yJ3l7q6Na85/DrfODlSXn0RJA5yQNKRMcZ9yIDtsoDROsmotqtNNaeNCSeGFr2djamM+B8e07uZupNGu52nZHDFynHE0IIIc4Hp9+21nWdnJwc8vLysFqtpzy2YIG8gy0EGNuYLqQ8m3srqqgLHo7FoCJY0zRmJwbz6q58vjxWwYzhQewvqAF63lH+m2YMv4In0w+ys70am7WNN/M38UFoMD/y9ecXhmQszpeIjhX3svpW2m12XMxq7/OudRmBdvxTmKS2WiqGps6O8kbMb9+f8zEAKZq7Yb9LhRBCiL7m1Cuo3Nxcli1bdsbz7DISTghobLWS0dHkzYgV98DCfSyvb4DUK5RjfdOsESG8uiufrdnlLMgLpd2mE+7rTmxg7zvAj0m+Du+0B6g1aWQeXUdaazmYNVJj5hqas+h7wV5uuJpNtNnslNa1EB2gNhFA84t23KiVWe6id9qsdg4UOCZfGNGY7kD5AQDG+8QpxxJCCCHOF6eWUG6//XbGjh1LdbXjHfDm5ma2bNnCqFGjePrppw1NUIiBKj3P0eQtyr93Td66peuQt91xO26GenLfMHN4EJoGR0sbeH9/MeDYIeDMnGSLiztTLH4AvHngWUrMGhZdZ8Lo6w3NWfQ9k0kjvKOzfJEBI+HoLNzrpHAXvZNZXEer1Y6/pwvDgr2U4/2mqpbniku5ZtgSA7ITQgghzg+nCvetW7dy//334+/vD4DFYmHOnDmsWbOGRx55xMj8hBiwducYt02+rHgPa6nnhKsHRE1WjvdNAV6ujI1yFNtvpOUDzp1v7zQzZBIAb7UWATBad5Uu4gNU10g4AxrU7Tbb+W5EGKtr0pVjiaGl63x7jL9TbyieoqUWz/IjTGlpJSHR2N1LQgghRF9yqnCvrKwkIiICgKCgIEpLSwFISkoiLy/PuOyEGMB2GdiYbnvWm9wXHMjvIyLBVW3LcndmJzoKa6vdcczFmfPtnS4avZxFDY1YOo7MpPomqCcoLogo/84Gdeor7nbPQPa7u5Fha1SOJYaWzo7yRjSmoyAN0CEgHrxD1OMJIYQQ54lyV/nU1FQee+wxSkpKeOyxx0hIkBfpQrRZ7ezteLE5NUH9xWZ6qaOfxCSfeOVY3Zk14usXsEFergwP8XY6VkzMRfy1zYuIjqaVk6NnK+cnLozOBnVGdJaPCB4NQKlmR7fbleOJoePrxnTqv0vfyXqNhwL92R8xSjmWEEIIcT451Zxu5cqVXbfvv/9+Fi9ezKOPPoq3tzevvvqqYckJMVAdLKyl1WonULEI7pTeXAJmSI2+yIDsTjcpzh8PFzPN7Tanz7d30TQqEmaSX/sVmq4zcZScbx+oOkfCGbFVPix0DADNJo3a2pP4B8ibvOLcyupbKKhuRtNgfIyfcryPKw+wzc+XGN8gxhuQnxBCCHG+OLXivmbNmq7bqampFBQUkJmZSXFxMVdeacx8aSEGss4xcJPjApTPZFZUZJFrBk3XmZC8zIj0TuNmMXPRCMd2+c7PKoKTlvBZXgH/tAXg4xulHE9cGJH+xjWnc3P3J7DjKEZJ2UHleGJoSD9ZA0BSmA8+7i5Ksew2KwfsjqMa4+Pnq6YmhBBCnFdOrbgvWbKE999/v+trFxcXkpOTDUtKiIHOyMZ0e7PeBmCEbsbPv+/GF/3lmjEsGBXKstRo9WDJVxBy9b8JiZqkHktcMJ3TEIxYcQcIw0IVNkqqjyF/MURP7M3vaExnwDb53Lwt1Js03O06I4cvUo4nhBBCnE9Orbhv3ryZpqYmo3MRYlCw23XSTjpebBrRmC69yDEGbpJHpHKsswn3c2fF1FgsZuXWF6BpMO56CBquHktcMJ1b5aub2mlus6nHMztGeZXU5CrHEkPD3o4V94mx/sqx9h/fAMBozR0XF+ObfAohhBB9yalX6JdeeilvvfWW0bkIMSgcLauntrkdT1czKZG+yvH2NjpGtKVGTFOOJURv+Lpb8HI1A1BkwKp7jHsQUe1WTK21yrHE4Ndus3OgsAYwpjHd/vL9AIz36budS0IIIURfcWqrfGRkJN///vdZt24do0ePxtXV9ZTH7733XkOSE2Ig6twmPyk2QH31uqWOZ/Lz2OfmwtjFyw3IToie0zSNSH8PjpU1UFzTotxo8c6o+dx5eAsEuJ77YjHkZRbX0dJux8/DhWHBXsrx9reUggnGR0w1IDshhBDi/HKqcN+zZw+TJ0+moKCAgoKC0x6Xwl0MZbtyjdsmT8EufOw2ZrtFQ4iMLxLnX0RH4W7ESDg6GxXWFqrHEoPe3q757f6YTGpNPtsay6m3t4HJwviRVxuQnRBCCHF+OVW479ixw+g8hBgUdF3vWnGfYsD8dk46zrcTN1M9lhBOiPTr6CxvRIM6vxjH57rT3/AV4ts657dPjFH/XepacpCN+UWUBsQSHCytEYUQQgw8BnShOtX27duNDinEgFFQ3UxJXQsuZs2QF5v356/nsQA/isNTDMhOiN7rmuVuwEi4Wg9fvhsRxiIfKzZrm3I8Mbh1Fu6T4vzVg+XvRgPCo6VXiBBCiIHJkMK9vLycv/3tb6SkpDBzpqwMiqFrV8dq+5goPzw6mno5q621nreo5zl/P5ojxhiRnhC91jXL3YAVdy//BA66uVJosVBZeVQ5nhi8yutbya9qRtNgQoy/esCC3Y7P0XK+XQghxMDkdOFut9v5+OOPuf7664mOjuaVV15hxYoVHDhwwMj8hBhQdud2zG834Hx7xpF1tGkagXadhNiLleMJ4YzOWe5GnHG3uLgTanfcLqnIUI4nBq/O1faRoT74uLsoxbLbrCxpPcwvQoOpDB1pRHpCCCHEedfrM+4nT57k+eef5/nnn6euro6VK1fS1tZGWlpaX+QnxICyq6NwN6Ix3Z6TmwCYZPFHMxl+qkWIHonoOONeXNuCrutomlqTsHCTKyW0U1x1lHFGJCgGpc7GdEZsk8/N+4Jci5likwe+suIuhBBigOpVNbBw4UKGDRvGJ598wp/+9CeKior4xz/+0Ve5CTGgVDS0cqK8EYDJ8ern29OrswCYFCTn28WF07ni3tRmo7a5XTlehMUHgJK6fOVYYvAysjHd/hMbAEjR3HBx8VSOJ4QQQlwIvVpx/+STT5g6dSoPPvggc+bM6auchBiQ0jpW25PCfPD3VJtTbbO2sc/WACaNScMWGpGeEE5xdzET6OVKVWMbRTUtyv9th7sHQmMVJU0lBmUoBpt2m50DBTWAMSvu+8v2ATDeO045lhBCCHGh9GrFfcuWLSQlJbFo0SKSk5N59NFHqaio6KvchBhQduV0zG83YAxc9olPqDdpeNp1koYvVo4nhIqvt8urn3MP84oAoKSlSjmWGJyyiutpabfj625hWLC3crwDLaUAjI+QjvJCCCEGrl4V7nPmzOHFF1+kuLiYX/3qV7zyyitERUUB8OGHH9La2tonSQoxEOw28Hx7af42Amw2Jpg8sbi4K8cTQkVXg7pa9ZFw0X4JRLVb8W+Xvxeie13b5GMDMJnUeio01BeTrdkAGJe4RDk3IYQQ4kJxquOVn58fP/3pT9mzZw87d+5k1apV3HTTTQQHB3P99dcbnaMQ/V5Dq5WMoloApiaoF+5zqorZklfIX2OuVo4lhKrIjhV3IzrLXxy/gA0FRfyhqlY5lhic9nbOb49V37108Og6dE0j0gYhoaOV4wkhhBAXinKr6gkTJvCPf/yDoqIinn76adk6L4ak9JPV2HWIDvAgws9DLZiuw8ntaIDvMBkDJy68iI4V92IDCnf8YhyfG0rBKqvu4nTpHR3lJ8b6K8fSyo8wqaWFqW7ByrGEEEKIC8mwGVPu7u6sXLmSzZs3GxVSiAFjV45x89ttVdnoDSVgcoGoVOV4QqjqPONuxFZ5PIPA0nH8o65IPZ4YVErrWsirakLTYIIBhfv08lxeKC7jvhEr1JMTQgghLiAZDi2EAbrmtxuwTf69fc+yICaSp6ITwUVx9V4IA0R1nnE3YsVd07grLIz5MZGk5X2uHk8MKtuyHbv2xkb54evuohbM2gontztuJ8gkHCGEEANbr8bBCSFO12q1sS+/BjCmMd3esj2UWSy0eEcqxxLCCJ1b5UvrWrDZdcyKDcOqXd0oQ6e4OtuI9MQgsrWjcL9ohPrW9qrjn2K2t+LnHQYhycrxhBBCiAtJVtyFUHSwoJY2q50gL1eGh3gpx0tvdowuSo2epRxLCCOE+7rj7mKi3aaTW9moHC/WLQiA7Kos5Vhi8NB1vWvFfZYBhfuajP8yOzaKv0cNA03tzSYhhBDiQpPCXQhFndvkJ8cHoCm+OKwoz+SkGTRdZ0LyMiPSE0KZ2aSRHO4LwOGiOuV4yQFJABxpKFCOJQaP4+UNlNa14mYxkRqn3lF+R+0xdE0jNmyCenJCCCHEBdbjrfKrV68G4MEHH+y6fSYPPvigWlZCDCC7c4yb356e9RYAiboZ387u20L0A6MjfdmXX0NGUR1Lxqsd40iOngkln5Fpb0S329FM8h6ygK3HHKvtUxMCcXcxK8Wqrc0jQ2sHNKaPlsZ0QgghBr4eF+5paWnd3hZiKLPZddJOOmYOGzG/Pb14JwCTPKOUYwlhpJRIx4p7RpH6/PXEhEsx7b6PKpNGeflhQsPGKMcUA9/W7ErAmPPtaYdewa5pJNg0wsMnKMcTQgghLrQeF+6bNm3q9rYQQ9mRknrqW6x4uZoZHeGrHC+9MR9MkBoxzYDshDBOSqQf4Ngqr+u60rEQD89AEuwmjpt1snI3SeEuaLfZ2XHCUbgbcb59e8EXAEz3kp1LQgghBgfZnyiEgt0d59snxQVgMav9c9Kba5lWX0NKaysTk5YakZ4QhkkK88GkQWVjG2X1rcrxpriHMq25BZeakwZkJwa6AwU1NLRa8fd0MeRN0J2N+QBMj7lYOZYQQgjRH/R4xf3222/vcdDHH3/ciVSEGHg6G9NNNeB8u1awm/9XVQ0B8RA2VjmeEEbycDUzPMSbY2UNZBTVEubrrhTvf+Kugo2/g4AKgzIUA9nWYx3b5IcHY1IcN1hctIdcM5h0nSljVhqRnhBCCHHB9bhwz83N7brd3NzMJ598QlBQEGPHOgqMgwcPUllZyWWXXWZ4kkL0R7quf92YzoDz7eR95fgcO1M9lhB9ICXS11G4F9YxLzlMLVjEOMfnkgPqiYkBb5uB89u9ivbyp/JKCgJj8fGVfiFCCCEGhx4X7u+++27X7VWrVhEXF8ff//533N0dqy4tLS388pe/xNXV1fAkheiP8qqaKKtvxcWsMSHGXzlexsktJGgannEz1JMTog+kRPrx7r4iMgwYCUe4o3CvrT2JZ2MFLl7qBZsYmBpbraTnOZp8GnG+3Td3O0sbGmHSEuVYQgghRH/h1KHcdevWcf/993cV7QDu7u7cf//9rFu3zrDkhOjPdnWsto+L9lceXdTaWsdNplIuioumOCTRiPSEMNzojs7yh4sNKNw9A7klOoZZcTHsP/aBejwxYO3KqcJq14kJ9CA2yFMtmN0OJz533B42VzU1IYQQot9wqnCvqamhpKTktPtLSkqorq5WTkqIgaCzMZ0R89sPZb1Lu6bhq0N4lHSUF/1T50i4vKom6lraleP5ujriHekYgyiGpq0d2+RnjQhRjpWfu5mXLS2c8PCB6CnK8YQQQoj+wqnC/ZprrmH58uWsX7+e8vJyysrKWL9+PTfccANLl0o3bDE07M7tnN8eoBwr/eSnAKRa/NFMMuxB9E/+nq5E+XsAjrFwqkb5xAGQWX1MOZYYuLZ1Fe7q2+Q/y3ydB4MC+Wt4NFjk6J4QQojBw6kK4amnnmLGjBlcffXVhIaGEhYWxtVXX81FF13EU089ZXSOQvQ7ZfUt5FQ0ommQGqe+4r6n+ggAk4JlnrXo37q2yxtQuCeFTQAgq7VcOZYYmMrqW8gqqUfTYMbwIOV4OyoczQ6nB49TjiWEEEL0J04V7j4+Pjz77LOUlZWxY8cOduzYQVlZGc888wxeXl5G5yhEv5PWsdqeFOaDn4eLUiybtY399gYAJiUsUs5NiL7UOWPbiAZ1o+LnA3Bcs9HWWq8cTww8X2U7xsClRPoS6KW2Qt7e2siejt+l00derZybEEII0Z/0uKt8dwICApg2Tc7jiqGnszHdVAPGwB09/hENJg0vu07SiMXK8YToS53n3DOKapVjRYRPwteuU2fSOJ7zKaOSr1GOKQaWrQaOgduf+QbNJo1Au07icHkTVAghxODiVOF+++23n/Xxxx9/3JmwQgwYRjamSz+xAYAJJi/MciZT9HMpUX4AZJc10Gq14WZxfqKCZjKRrLmzi1ayCrZJ4T7E6Lpu6Pn2HTkfATDNNRiTSW3ShxBCCNHfOFW4Z2dnn/K13W4nOzubY8eOsWDBAkMSE6K/qm9pJ7NjHJYRK+6za6ugsorwUXOVYwnR1yL93PHzcKG2uZ1jpQ2M6SjknTXPN5HYwu3E+ctEkqHmREUjxbUtuFpMhrwJur3mGJhgRvhUA7ITQggh+henCvcPPjh95q6u69xzzz1YrVblpIToz/acrMauQ2ygJ2G+7mrBdJ3Y/HRWNjbAqBXGJChEH9I0jZRIX746XklGUa1y4b5y+DVwYD145huToBgwOlfbJ8cF4O6itkLe3FDKUVoBE9NHLTcgOyGEEKJ/MWzulKZp3HXXXaxdu9aokEL0S0Zuk6fqBDSWgdkVolLV4wlxHnx9zl29QR0RHd2/Sw+B3a4eTwwYW48Zd77doyCNLXmFPNtoISJSfpcKIYQYfAwdGF1dXU1trXrDIiH6s905xs1v33P4dd7x9qIochy4KK7eC3GepEQ6VtmNGAlHUCKtFncyaKO29KB6PDEgWG12tp9wdJSfnaheuHPiczx1nWlx89RjCSGEEP2QU1vln3766dPuq66u5oUXXmDhwoXKSQnRX7VabewrqAGMWXF/J/8z1oUE8UPvAH6lHE2I86NzlntmcR12u47JpDkfzGzh1qhIDpis/PXYOhZFjDcoS9GfHSispb7Fip+HS9cbQUpOfO74PGyueiwhhBCiH3KqcH/kkUdOuy8gIIDFixfz+9//XjkpIfqrAwW1tFntBHu7khDspRwvvaUUzDAperYB2QlxfgwL9sLNYqKxzUZuZSPDQryV4o30COVAaxFZ5QeQIV5Dw7aObfIzhwdhVnnjBygp2ccvXeu4KMCfX8bNQi2aEEII0T8Z0lVeiKGic377lPhANE3t5WF5WQb5ZtB0nQmjlhmRnhDnhcVsIjnCl/35NWQU1SkX7qMCkqCkiKwGaVA3VBg5v33n4dfIdHPF4uKJ5ql+hEkIIYTojww94y7EYGdkY7o9WW8BkKSb8fGNUo4nxPnU2aDucLH6OffkqJkAZNkalWOJ/q+pzUp6nqNXiCHz24t3AjDdL1E5lhBCCNFfObXiDo7xbzk5OeTl5Z02Ak5muYvByGbX2ZPb2ZhOvXBP73ixOckrRjmWEOfb6AjjOssnDrsMU9pfqDRrlJdlEBKaohxT9F+7cqpot+lE+XsQF+SpFEu329nRWg5mjekJlxmUoRBCCNH/OFW45+bmsmzZMvbs2dPt47quKyUlRH+UVVJHfasVbzcLozqKFhXpTQVggkkR0wzITojzq2vFvagWXdeVjo54eAYSbzdxwqyTmbNJCvdBrnN++6wRwcpHjrJPfEKFWcPdrjNhtMxvF0IIMXg5tVX+9ttvZ+zYsVRXO1Yfm5ub2bJlC6NGjeq247wQg8HujvPtk+IClJspNdUVka3ZHPGSrlPOTYjzLTncF5MGFQ1tlNW3qsdzdexiySrt/g1hMXhszXaMgbvIgDFwO46+A0CqyQtXNx/leEIIIUR/5VThvnXrVu6//378/f0BsFgszJkzhzVr1nTbcV6IwWB35zb5ePXmR54lh/g8r5CnG02EhI5WjifE+ebhau5qSmfEPPcrQlO5o6qai5ualGOJ/quioZXMjr4IM4cHKcfbUXEAgOlBY5VjCSGEEP2ZU4V7ZWUlERERAAQFBVFaWgpAUlISeXl5xmUnRD+h6zq7DGxMR95X+NvtXBQ5Sz2WEBdI53b5jKJa5Vhzhl/J92vrSSqVqSWDWec2+dERvgR7u6kFs7UTWl9BoM3G9MSrDMhOCCGE6L+Uu8qnpqby2GOPUVJSwmOPPUZCQoIReQnRr5ysbKK8vhVXs4nxMf4GBNzu+Bw3Qz2WEBfI14W7+oo74eMcn6tzoMWAeKJf6jrfbsA2eQrS+EN5GZ9XtJI04gr1eEIIIUQ/5lRzupUrV3bdvv/++1m8eDGPPvoo3t7evPrqq4YlJ0R/0bnaPi7aD3cXs1Ks1pZaVllzGO/vx4+jJuNqRIJCXAApkX6AMSPh8Aoi3z+KQ+3VjMndTEzy1eoxRb+i6zpbjxk3v50TnwOgDbsYzGq/l4UQQoj+zqkV9zVr1nTdTk1NpaCggMzMTIqLi7nyyisNS06I/qKzMd0UA8bAHcx6h53ubrzt64tL8EjleEJcKJ0j4U5WNlHX0q4c7+FAf34TGswXORuUY4n+J7eyiaLaFlzNJqYY0Csk/8RGdIBhc5VjCSGEEP2d8lZ5ABcXF0aMGIG3t7cR4YTod3Z3rLhPNeB8e3repwBMcg1AMxnyT1CICyLAy5VIP3cAMg3YLp/sEwdAVvUx5Vii/9nasU1+Upw/nq5Obfjr0lBfzBJzGZfERFEbnWpEekIIIUS/1quqoaGhgX//+9+n3PfCCy8QHByMl5cXS5cupb6+3tAEhbjQyupbyK1sQtMco+BUpVcfBWCSdEEWg8Doju3yRpxzTw6bAEBWa7lyLNH/bDv29fx2VWkZr2DTNLw0M36hKcrxhBBCiP6uV4X7P/7xj1O6xp84cYLbbruN+fPn89BDD7F//37uv/9+w5MU4kLaneMYA5cc7oufh4tSLJu1jX32RgBShy1Szk2IC62zQZ0R59yT4y4BIFuz0d7aqBxP9B82u85Xx407374j73MApntGKccSQgghBoJeFe6vvPLKKY3p3n77bWJiYnj11Ve5/fbb+e9//8vbb79teJJCXEhfb5NXX20/kr2eRpOGt10ncbgU7mLgG21gZ/nIiMn42nWsmkZ27ibleKL/OFRYS12LFR93C2Oj/JTj7Wg4CcD06DnKsYQQQoiBoFeFe3Z29inj3rZt28bChQsxdZzT7WxU11NNTU387W9/Y+HChVx00UX86Ec/IjMz87TrNmzYwBVXXMHkyZP5/ve/T25urlPXCOGM7ccrAWMa0+0+vh6ACSZvzBbpJy8Gvs4V92Ol9bRabUqxNJOJZM1xZj6rYJtybqL/6DzfPnN4EBazWm+PstJDHDfraLrO1DHfMSI9IYQQot/r1V/P4OBgjhw5AoDNZmPbtm3MmPH1HOrq6moCAnq+KnnbbbdRVVXF6tWrefDBB2lqamLGjBmnFN0bNmxgyZIlzJ49m0cffZSamhpmzZpFTU1Nr64RwhkF1U0cKa3HpMFFw9W3d7aVZ+Jjs3NR6AT15IToB6L8PfDzcMFq1zlW2qAcL8nLsfU5q/KwcizRf2w18Hz7jsOvADBad8HPP145nhBCCDEQ9Kqt6xVXXMFtt93G6tWr+fTTT2loaGDRoq+3++7Zs4dp06b1ON7zzz+Pq+vXq44zZszAw8ODzZs38/3vfx+AP/zhD6xYsYLVq1cDMH36dMLDw3n66ae77uvJNUI447OsMgAmxwUS4KW4Qt5cw215h/me3Yr1yl8ZkJ0QF56maYyO8GX7iUoOF9UxRnEb9FXRl5D65U7GBIcblKG40JrbbOw56egVYsj59qIdAEz3Ha4cSwghhBgoerXift999+Hl5cV1113Hc889x//93/8REhLS9fjf//53fv7zn/c43jeLdoBPPvkEXddJTXWMdmloaGD37t0sXry46xo3NzcWLFjA5s2be3yNEM7alOko3OePClUPlr0J7FZcgpPwCB2lHk+IfiKl65x7rXKs5GGXMb+pmbCSw2C3K8cTF97u3CrabHYi/dxJCPZSC6brXFdRxPdr6pg/YokxCQohhBADQK9W3IODg9m8eTO1tbV4enri4nJqh+3XX3+doKCgXiWwbds2fvzjH1NXV0d9fT3vvfce48aNA6CwsBBd14mIiDjlOREREWRkZPT4mu60trbS2tra9XVdnXpjJTG4NLRa2dFxvn3+qDDleOVZ7xEMaEnSlE4MLilRxjWoIzgRzG7Q1gDVORAkq6oD3bbsr7vJa5qmFqz8CKnVxaRa3GH0cgOyE0IIIQYGpzrE+Pn5nVa0A70u2gHGjx/Pa6+9xosvvsjixYv5wQ9+wPHjxwGwWq3A6Svzbm5utLe39/ia7jzwwAP4+fl1fcTExPQ6dzG4bT1WTpvNTlyQJ8ND1FaJrO0tXNOQzuXRkRTGTDEoQyH6h5SOWe6ZxXXY7bpaMLMLe8MT+Ze/L/uyPzAgO3GhdTamm5Wovk2eE587PsfOABd39XhCCCHEAKHW2tUA3t7ejBkzhrlz57JmzRr8/Pz4+9//Dnz9RkBlZeUpz6msrCQ4OLjH13Tn7rvvpra2tusjPz/fsJ9JDA6fdm6TTw5TXiXal/EadSaNRrOJ8BELjUhPiH5jWLAXbhYTjW02TlY1Kcdb5+3FPwL82VLwpQHZiQupqrGtayfGTAMafL6T/Q5bPdxpiZ+lHEsIIYQYSC544f5NmqYREBBAba3jnGR4eDiRkZHs3LnzlOu2b9/edQ6+J9d0x83NDV9f31M+hOhkt+tsPuIo3BcYcL59S/Y6AGa7hsoYODHoWMwmksN9AGPOuY8KTAYgs6Hn40VF//TVccdqe3K4DyE+bkqx2tubeKi9kJ+Gh3IidIQR6QkhhBADxgUr3Jubm/nTn/5EY2Nj132vvPIKu3bt4qqrruq678c//jHPPvssJ06cAODFF1/k6NGj/PCHP+zVNUL0xr6CGioa2vBxtxgyv/3zOsfxj4tj5ynHEqI/Gt2xXd6Ic+7JUY4xo1l29fFy4sLqHANnRDf5jKx3aDRp+Nl1khOvVI4nhBBCDCS9ak5nJDc3N9zc3EhISMDb27ur4d1TTz3F0qVLu6675557yM3NJTk5meDgYJqamnjuueeYMGFCr64Rojc+zSwF4OKRIbiY1d7fOnnyS3LNOhZdZ+b4W41IT4h+p7Oz/GEDCveRwy7DlPa/VJo0KsozCQ6RKQwDka7rfHnMuPPt24+vB2CaSyAm8wV7+SKEEEJcEE795dN1nbVr17Jt2zaqqqpOe3zNmjXnjGEymVi9ejW//e1vycvLw8vLq9sz6RaLheeee45HH32UiooKYmNjcXNz6/U1QvTGpwaOgduS8RIAqZoHPr5RyvGE6I9GRxrXWd7DM4g4u4kcs05mzkZmS+E+IOVVNVFY04yLWWNqvPrOpR01WaDB9LDJBmQnhBBCDCxOLSXeeeed3HrrrZw8eRKLxXLaR29omkZcXNxZG8kBBAQEkJiYeNaCvCfXCHEuBdVNZJXUY9Jg7kgDCveydADmhp6554IQA92ocF9MGlQ0tFJW16IcL9k1AICskj3KscSF0dlNfmJsAF5uaivkjQ0lHMAxwnX6qBuUcxNCCCEGGqf+kr700kts3LiRmTNnGp2PEBfcZ1mO1fbJcYEEeCk2kmuu4QdlRSR4uDJ3/i0GZCdE/+ThamZYiDfZZQ1kFNcR6qs2qmuU33A+qqriaF2OQRmK861zfvssA86378l4FaumEW2DmOjpyvGEEEKIgcapFXdd1xk/frzRuQjRL2wycJs82ZuY2dTIvVoo0dEz1OMJ0Y+NjjDunPsVw5fwVkEx91epxxLnn82u89Vxx5hWIxrT7cv/AoDpnpHKsYQQQoiByKnCfd68eXz44YdG5yLEBdfQamVHx4tNQwr3ox87PictUo8lRD+X0nXOXX0kXGjcbEa2t+NSlQMtUrwPNIeL6qhpasfbzcL4aD/leL8oK+bdgiJuSVxmQHZCCCHEwOPUVvmQkBBuuukmPvzwQ0aMGIGmaac8fu+99xqSnBDn29Zj5bTZ7MQFeTI8xFsplrW9hSdLtjDT3Y1JiQsv3OxFIc6TFANHwuEVDD6RUF8EpRkQJztWBpLO8+3ThwVhUZzMQX0pWlkmw9Egeem5rxdCCCEGIacK97S0NCZOnMiRI0c4cuTIaY9L4S4Gqq5u8slhp70h1Vv7Ml7jGW833vAM4fMo6YIsBr/OzvInK5uob2nHx91FKd7nYQlsdGth9tG3WCSF+4CyNbscgFkjgtSD5WxxfI4YB14GxBNCCCEGIKcK9x07dhidhxAXnN2us/mIo3BfYMQYuOx1AMx2DcXsIpMOxOAX6OVKhJ87xbUtZBbXMzVBbQTYIS9f3rN5Yyrfhxw2GTha2m3szq0GjJnf/teM/1AWEsTN0eMZqxxNCCGEGJhk964QHfYV1FDR0IaPm4UpigUHwOd1xwG4OHaeciwhBgojz7mPCp0AwJHWCuVY4vxJy62mzWon3Ndd+ciRbrezobmQDd5eNISnGJShEEIIMfD0eMV99erVADz44INdt8/kwQcfVMtKiAvg08xSAOYkheCieCbz5MkvyTXrWHSdmeNvNSI9IQaE0ZF+bMosM6SzfFLcXMh+mWOalfbWRlzcvNQTFH2u83z7RSOClY8c5Zz8nDKzhquuM3H0ciPSE0IIIQakHhfuaWlp3d4WYrDoPN9uyDb5jJcASNU88PGNUo4nxEDx9Yq7euEeFTkVH7tOvUnjeO6nJCddpRxT9L2u+e2J6ufRdxx5C4CJmgfuHgHK8YQQQoiBqseF+6ZNm7q9LcRgUFDdRFZJPSYN5o40oHAvSwcN5oakGpCdEANH5yz3Y2X1tFntuFqc372imUwka+7sppXMgq1SuA8A1Y1tHOo4JnHRcPXz7TvK9gEwPVC2yQshhBja5Iy7EMBnWY7V9slxgQR4uSrFam8oJ8/WCMDFY29Wzk2IgSQ6wAM/DxfabTpHS+uV4yV7OXasHKnMVI4l+t72E5XoOowM8ybU110plrW9hd02x5sAM0YsMSI9IYQQYsCSwl0IYFPHNvl5BmyTd8n9go/zi3iz0Y2YmJnK8YQYSDRN61p1P1ysvl0+OSgFTdepaSxTjiX63jfPt6s6dOQdGkwavnad5EQp3IUQQgxtUriLIa+h1cqO45WAMefbObIBE5CUuFg9lhADUOc8dyMa1F2avIwdJwt4sLgQ7HbleKJvbT3Wcb7dgMK9tWA3Ka2tTLcEYLao7YQSQgghBjqn5rgLMZhsPVZBm81OXJCn8ugiu7UNjn3ieEdspEyeFkOTkSPhPMLGgskV2uqhJhcChynHFH0jr7KJvKomLCaNacPUG9NNK87itaJSbFf8xoDshBBCiIFNVtzFkNc5Bm5+cpjy6KL0Q68wL8SLR0PDIXqqEekJMeCkRPoBjhV3u11XC2Z2gdBRjtvFBxQzE31p23HHavvEWH+83RTXBVobIH8XAObh81RTE0IIIQY8p/6y6rrO2rVr2bZtG1VVVac9vmbNGuXEhDgf7HadzUccZ2fnGzEGLnsdlRYzFe5hYJYNLWJoGh7ihavFRGObjbyqJuKD1eavfxQUxquEMuvo6/wo5RpjkhziWtptlNS2EBvoicmk9oYlQEHBDrYfaQKMOd9edXwjbroVL/9YCEhQjieEEEIMdE5VFnfeeSdPP/00CxYsICBA5qqKgWtfQQ0VDW34uFmYEh+oHG9L3XEww8UxlxiQnRADk8VsIjnchwMFtWQU1SkX7rXeYextdMerLsegDMXPX0lnU2YZwd5uzBkZzNykUGaPCHZqqsamrQ/w6+Ov4KLrTImzoFWP5/jx7zIsYT6aybmNff/J+C+vxEWzyjOBHyruhBJCCCEGA6cK95deeomNGzcyc6Z0zBYDW+c2+TlJIUrzpgHy8raSY9ax6DoXTfiBEekJMWClRPp2FO61XDEuQilWcvQMKP2cLFuDQdkNbcW1zXzaMQKzoqGVt9MLeTu9EE2D8dH+zE0K4eKRIYyL9sfcg9X4N46/A0C7ppHlaSOrKZ1nt6bz0ft2oofNhxEL0BMuRvPw63GOOxpysZo0osNTnfshhRBCiEHG6a3y48ePNzoXIc67TzvGwBnRTf7zQy8CkKp54OMbpRxPiIFsdKQfkG/ISLiRCZeipd1PhVmjoiKL4OBk9QSHsA8PFKPrjrPod12WxJaj5Ww5Wk5WST378mvYl1/D45uO4e/pwuzEEOaODGHOyBBCfNxOi1VVlc1OvQk0jeH5F5MQXE6zRy5lbbVE1xRD+guQ/gJ3hoZQ6enPrMAULkpaSnLikjOuxldUZHHU5JggMHXMyj7930IIIYQYKJwq3OfNm8eHH37IDTfcYHQ+Qpw3BdVNZJXUY9Jg7kj1wv2Lsr2gwdwQWSES4uvO8uqFu6dXCPF2EzlmnawTG5klhbuS9w8UA3DNhChmjghm5ohg7l48iuLaZr7oKOK/PFZBTVM77+8v4v39RYDj/1PHanwoE2P9cTGbKM94k+S2Nlo0d/Y1XM5Vc0dz66wE7K0NkLcDsjfSnr2RbR6tNGqt7KlO54kd6QRv+x9muocxK2o2M8bdgv83zrHvyngVgGS7icDAEef/fyAhhBCiH3KqcA8JCeGmm27iww8/ZMSIEad14r733nsNSU6IvvRZx1bR1LgAp851flN9bQF7aAY0Lh57kwHZCTGwJYf7oGlQXt9KWX0LoT7uavFcA8ixVZFVsodZBuU4FOVVNrE/vwaTBpePDT/lsQg/D5ZPiWX5lFisNjt782vYcsRRyB8sdPQryCiq45+bj+PjZuGiEcH8uXojr1WV8r/6CvYBsxIdjelMbt6QuAASF+DCQ7yRv52vDr/K1tI0dtrqqDBrvNdexnu5bzEp6xVeMMfCiAUwYgFfFW4FYIaPjP4TQgghOjlVuKelpTFx4kSOHDnCkSNHTntcCncxEGzK7OwmH6Ycq+3Ep9xUW0+Olz8xMRcpxxNioPN0tTAs2Ivj5Y1kFNURmqRYuPsN46OqKjLrThiU4dD0wUHH6vmM4UFnfTPFYjYxJT6QKfGB3LkwifL6Vr485ijivzhaTnVTO3szDhPstgc0+LB1JiE+biSGencbLyZmBstjZrAcaGutZ2/Gq2w78RFb608wq6kZandDwW5qvniIdXHRAEyPW2D4zy+EEEIMVE4V7jt27DA6DyHOq8ZWKzuOVwLGnG8POrGVO6prYNTNyrGEGCxSIv04Xt7I4aI6LklS+3eWHDGF0LId+LXWGpTd0PT+fsc2+SXjInv1vBAfN5ZOimbppGhsdp2DhbUc+ew+GnPhiG0kRQSzcnTYaTvwuuPq5sO0ST9i2qQfcQdgry2A45shexM7Olbb/e06E1Nu7O2PJ4QQQgxaMmhaDElfHqugzWYnLsiT4SHdrxD1mM0Kxz5x3E66XD05IQaJ0ZG+vLe/iMMGnHOfkXw9n35wt+OL1npw81GOOdRkl9WTWVyHxaSxaEz4uZ9wBmaTxoQYf/5q/4yH4qJ5MPwSXkmcxoQYf6fimfyiYdJNMOkmFrS38PLRdQT6xeHhqT6iUwghhBgsnC7ci4uL+ec//0lmZia6rjN69GhWrVpFRITa2B8hzofOMXDzkkN7tEJ0NjlH1lGgtTDVIwC36KlGpCfEoPB1gzr1VXLNOwR8IqG+CEozIHa6csyhpnO1fXZiMP6ean09Cgp2cMBkxaTDpNTvExwSbESKWFzcGZey3JBYQgghxGDi1ODqbdu2kZiYyNq1a/Hw8MDLy4s33niDxMREtm3bZnSOQhjKbtfZfKRzDJz6+fa3D6/hZ+Gh3Bc9DMyyiUWITimRjrnduZVNNLRa1QOGjwWgrXCveqwhRtd13j/gON++ZHzvtsl35+O9/wJgiuZBcMgo5XhCCCGEODunCvc777yTVatWceTIEdasWcNLL71EVlYWP/vZz7jzzjuNzlEIQ+0rqKGioQ0fNwtT4tW3Ym6pOw7ArJiLlWMJMZgEerkS4edogJZpwDz393x9mBsTxV9y31KONdRkFtdzorwRV4uJS0erv2G5oSIdgEWRs5VjCSGEEOLcnCrc09PTWb169SlbjDVNY/Xq1ezdKyshon/7rKOb/JykEFwtTv0T6JKXt5Ucs45F17lowg+NSE+IQWV0RMd2+UL17fKeASOotJjJaqlQjjXUdK62z0sKxcfdRSnWiZzPyDLZseg6Cyb/woj0hBBCCHEOTlUtfn5+5ObmnnZ/bm4uvr6+qjkJ0ac2dZxvN6Kb/OeHXgQgVfPAxzdKOZ4Qg83X59zVV9yT4y8BIFuz0t7aqBxvqNB1nff3G7hNfv+zAMzQvPEPSFCOJ4QQQohzc6pwX7FiBcuXL+fdd9+lqKiIoqIi3nnnHW644QZWrFhhdI5CGKaguomsknpMGswdqV64f1Hu2GFyccgk5VhCDEajO865HzZgq3xU5FR87DrtmsaJk5uV4w0V+/JrKKhuxtPVzLxkxd97us7HVYcAWBQzz4DshBBCCNETTnXSevjhh7FarVx//fVYrY6GQxaLhdtuu42HH37Y0ASFMNJnWY5t8qlxAQR4qXVVrq8rZI/eDJrG3DE3GZGeEINO54r70dJ62qx2peMpmslEkuZOGq1k5n9J0sgrjUpzUOvsJr9gVBgerma1YKWH+FdhAZ/4+HLJtasMyE4IIYQQPeHUKyh3d3eefPJJysvL2bFjBzt37qS8vJwnn3wSd3d3o3MUwjCbOs63zzegm/yuA89j1TSG2TRiYmcpxxNiMIoO8MDX3UK7TedYWb1yvGQvx1bvrMrDyrGGArtd58ODxm2T59DbhNls3BR+kRwPEkIIIc4jpdlV/v7+TJs2zahchOhTja1WdhyvBIw53z6vJJd3C4qoGne9ciwhBitN0xgd6cuOE1VkFNV1jYhzVnLQaGjKIaup2KAMB7fduVWU1rXi425hzkjFWeu6Doc6OvqPuU49OSGEEEL0WI8L99WrVwPw4IMPdt0+kwcffFAtKyH6wJfHKmiz2YkN9GR4iLdaMJsVLXsjw9utDB93szEJCjFIpUT6seNEFYcNaFA3JnYuk4++xSRrC9jtYFKbDDHYdXaTX5QSjptFbZv8ocw3+bt7E1f7BnDFyIVGpCeEEEKIHupx4Z6WltbtbSEGik87usnPHxV6yihDpxTsgpYa8AiA6KnqyQkxiHWOhDOicB+eMJ/ny2vB1go1uRA4TDnmYGW12Vl/sASAKw3YJr8+Yw3bPTzw9w7kClcv5XhCCCGE6LkeF+6bNm3quv3f//6X6Ojobq8rKChQz0oIg9ntOpuPOM63LzDgfPu/0h4nOySI74RMZaJZ6cSJEINeSlRH4V5ch92uYzIpvHFmdoHQUVC8D0oOSuF+Fl8dr6SqsY1AL1dmDg9SimW3Wfm4/jiYNRYNu8KgDIUQQgjRU07tMYyJiXHqMSEulP0FNVQ0tOHjZmFKfKByvA9rs9jg7UVp+CgDshNicBse4o2rxURDq5X86ib1gOFjadA0ivO3q8caxDpnt18+JhwXs9qRgvSDaygza/jYdWal/tSI9IQQQgjRC4YeDmxqasLDw8PIkEIY4tOObvJzRoYojaMCyMvbSo5Zx6LrXDThh0akJ8Sg5mI2kRzuA0CGAdvl3/NwZUZ8DPeVfq4ca7Bqtdr4OMOxTd6IbvIbjqwFYJ5bOK5uPsrxhBBCCNE7vdrje++993Z7G8But5Oens6ECRMMSUwII236xvl2VVsOvQRAquYh45CE6KHREb4cKKglo6iWxWMjlGLFRqRC8UayrA0GZTf4fHm0groWK2G+bsq7jKztLWxsygOTxuWJ1xiToBBCCCF6pVeF+9atW7u9DeDi4kJ8fDx33XWXMZkJYZCC6iaySuoxaXBJkgGFe3k6ABeHTFKOJcRQkRLpOOduxIr7yIRL0fY8QLlZo6LiCMHBScoxB5vObvKLx0ZgVukpAOza/xxVJg1/u87UCbcakZ4QQggheqlXhfvnn38OwLJly3jzzTf7Ih8hDPdZlmObfGpcAAFerkqx6usK2aM3g6Yxd8xNRqQnxJAwumN+uxGd5T29Q4mza+Sa4UjOxn5buO/Nq+aBj7L47aJkUuMClGK1tzZyzxuXM8w7hp9e8/JZr21us7HxsGOXkRHb5F1ObmNacwvx/sNxcfFUjieEEEKI3nPqsK8U7WIg6TzfPt+AbvLb9j2LVdMYZtOIiZ2lHE+IoWJUhA+aBmX1rZTXt6rHc3Vs/84s6b/jSf+zNYddOVX8+vV9tLTblGLtPPAcG2zVPFl7gB17/nXWaz/LKqOpzUaUvwcTY/yVvi/WVqYc+5JnS8q4Z+rdarGEEEII4TSnCvddu3bxq1/96rT7f/WrX7F7927lpIQwSmOrle3HKwGYn6y+Td6l+AApra1c7DtCOZYQQ4mnq4WEYMfs74yiWuV4SX6OMXBZtSeUY/UFXdfZnVsFQF5VE//aopZnev6XXbef3vdPsLad8drObvJLxkeiaWrb5Dn+GbTUgnc4pnh5s1IIIYS4UJwq3G+//XZuvPHG0+5fsWIFd9xxh3JSQhjly2MVtNnsxAZ6MiLUWy2Yzcr83D28VlTK7am/NiZBIYaQlM7t8sXq2+VHhacCkNVWrRyrLxRUN1Na9/XOgic/zyav0vlReHvrHIW/n83G3wvzYPs/ur2uvqWdzUccu4yWjFdrAgiwbd9zVJhNkHItmMzK8YQQQgjhHKcK97179zJmzJjT7h8zZgx79uxRTkoIo3z6jW7yyitPBbuguRrc/THFzjAgOyGGFiMb1I0atohr6xv4bnU1eku9cjyjda62T4jxZ9aIYFqtdv70foZTsdpa6zmotwDwYuRifO06fPFXqMk/7dpNmaW0Wu0MC/FidISv8z8A0NxUxR1NmcyPiSI7frpSLCGEEEKocapwj4iIYNu2bafdv3XrVsLC1M8RC2EEu13vWnlaYMD59qOHXqNB0yDxMjD3qq+jEAK6CkkjGtQFBI3gz61urKivRytzriDuS52F+9SEQP54VQouZo1Ps8q6msb1xuFj79Nq0giw6yRc+hDEzkRvbyLto1+cdu37+4sBuHKc+jb5L/c8SZNJI9yuMTzpKqVYQgghhFDjVOH+gx/8gFtvvZVXXnmFgoIC8vPzefnll7n11lv5wQ9+YHSOQjhlf0ENFQ1t+LhZlOcYA9xZ+jmz46LZFdk/O1gL0d91rrjnVDTS0GpVDxg+zvG55KB6LIPtznVs4Z8cF8CIUG9+ONtxJv+P72XQ3Na7RnVxlXn8pbySn7pGoZnN2BY/zE/CQ/l+23G27vq/rutqmtr44mg5AEvGqW+T35C7AYCFfoloJqdeLgghhBDCIE79JV69ejXLli3jlltuISYmhtjYWL73ve9xww03cPfd0nVW9A+d3eTnjAzB1aL2ojMvbys5Zh2AUaNXKOcmxFAU5O1GuK87AFkGnHNvDxtNlqsLe/O/UI5lpKrGNrLLGgCY3PGm4S/mjSDSz53Cmmae/Dy7V/ECCvdxdUMjNyZcCYA5fCzDg0YD8MChf9Pa4mj2t+FQCVa7TnK4D4lhPko/Q2NDCV9YawC4fMwtSrGEEEIIoc6pasZsNvPEE09QWlrK559/zpYtWygtLeWJJ57AbJbmNaJ/2PSN8+2qPj/0EgCpeODjF60cT4ihyshz7p+7u3J9VAQP1PWvFfe0jm3yI0K9CfRyBRxd9X+/xFFs/2vLCXIqGnsWzG6HvO2O27Ezu+7+2aKnCbHp5Jnh+Y9/DsAHBxzb5I2Y3b457Z+0mjTibZCcuEQ5nhBCCCHUKC1DBgYGcvHFFzNnzhwCA9W3IgthlILqJrJK6jFpMDdJvXD/ojwdgItDJynHEmIoG91VuKuPhEuOuwSAbM1Ke7vzHduN1nm+/dtHdBamhHPxyBDabHb+8F4Guq6fM1Zh3pe86Goj09MHIsZ13e/tE8Gdw68D4NmqvRw69iVfHa8AYMk49cJ9Q94mABYFjJFt8kIIIUQ/4FSHrdtvv/2sjz/++OPOhBXCMJuzHNvkJ8UGdK14Oau+rpA9ejNoGhePucmI9IQYsoxccY+KnIK3XafBpHEidzNJiVcoxzRC5/n2KfEBp9yvaRp/vCqFhY99wRdHy/k4o4RFY85+Fn3bkbf5a1AA03DnWbPLKY9dPvsPvJXzIbtMrTz+xZ3Y9d8zPtqP2CBPpfyb64rYZasDk4lF425ViiWEEEIIYzj1Nnp2dvYpH0ePHmX9+vU88cQTZGT0v+6+YujZ1HG+fb4B3eS37XsWq6aRYNOIjZ2lHE+Ioaxzlvux0gbarHalWCazhSSt48x8/pfKuRmhqc3KoULHboLummImBHvx44sdjer+/P5hmtrO3qQvveIAAJN8R5z2mGYycc+cB7HoOjstTUzy+cCQbfIe2ZvYmF/IIy3uDB9+qXI8IYQQQqhzasX9gw8+OO0+Xde55557sFoN6BQshILGVivbj1cCsMCA8+1b8j8HYK7vcOVYQgx10QEe+LhbqG+xkl3W0LV13lmjPCPY05xLVkUGVxuUo4p9+TVY7Trhvu5EB3h0e83P5o7gnb2FFFQ383+fZfPbRclnjJfeWg5mjYmxF3f7+PBhC1i+ewQ76jL5kfYp40f/r/oPcegt/Ow6C0ctV48lhBBCCEMYdnBN0zTuuusu1q5da1RIIZzy0aES2mx24oM8GRHqrRastYG78o9xZ2U1i5LlRawQqjRN65rn/uaeAuV4ycEpAGxuyKW66rhyPFW7czq2yScEnnGOuoermT8sceT97JcnujrQf1tx0R6KzRpmXWd80tIzfs/AoN/z94I2FrWVEnHgaaX89fpSyOno0j/mzN9TCCGEEOeXoR1nqqurqa1VbzgkhIrXd+cBcP3kmDO+cO6xjLcJbKnnFksoo1OkcBfCCDfPiAfguW05PL8tRynW3NSfEW7TKTHp7H3nFmi7sE3q0k52NqYLOOt1l44OY35yKO02nT+8d6jbRnXpR9cBkKxb8PQ+8+6hD7OaeKC9o//G1sfRK3o3bu6bXt/2F1aGh/BxdAoEDnM6jhBCCCGM5dRW+aefPv0d/erqal544QUWLlyonJQQzsouq2d3bjUmDZalGjC2Lf1Fx+dJN4PqmwBCCACuGBdBbmUSf/34CH/+4DAhPm5c6WQndD+/WP51yRMUvPsj5tTmw5u3wvI1YHbqz5sSq81O+snOxnTnnrTyhyUpbM2uYFt2JR8eLD7tf4O9JbsBmOQde8YYJysb2V9Qy0FtKo1xF/NaTToZH97Eozdtc6ob/EclX3HA3Y2S4DG9fq4QQggh+o5Tr2weeeSR0+4LCAhg8eLF/P73v1dOSghnvb47H4B5yaGE+borxTqWvYH/tZ7kBm8fFo+/0Yj0hBAdfjZ3OGV1Lbyw/SR3vL6fIC83ZgwPcirWsIT5DLvuZXjxajj6EfUf/BLvJf8472PMMovraWyz4eNuYWSYzzmvjw3y5GdzR/DYpqPc98Fh5iaF4u329Z/lA01FYIZJETPOGKNzdvvM4SFUzruLf27+Ke008Nn2vzL/ot/2Kv+Skn2ka20ALEz9aa+eK4QQQoi+ZUhX+ezsbHbv3s3f/vY3/P39DU5RiJ5ps9p5K70QgBVTzrxC1VNv732SPR7ufBIWBz7q3emFEF/TNI3fL0lh8dhw2mx2fvRiGpnFCiPiYqfDdf8h38WFFeWf8dS6lcYl20Od89snxwVgNvVsh86PLx5GXJAnpXWt/P3TY18/0FzNC/knea64lKmjz3xM5/39RQAsGR9BbNxsvuc7GoCHjrxEU1NFr/L/ZM+TAEzSXQkPn9ir5wohhBCib53f5Qgh+tCmzFKqGtsI9XFjblKIUqy21nrebzgBwNKRNxiRnhDiW8wmjb/dMIGpCYHUt1r53vO7KKxpdj7gqCtJm3ozeS4uPFV3iLWf/Nq4ZHugq3DvwTb5Tu4uZv54laNR3XNbczhaWu94IG8nHrrOFK8YfM9w1vxYaT1ZJfW4mDUWpoQDcNuip4m0QbFZ45kNvVs131Dm2Jp/efjMXj1PCCGEEH2vx1vlb7/99h4Hffzxx51IRQg1r3Vsk79+cjQWs9p7Up/t/Bu1Jo0wm85FsmVUiD7j7mLmmZsnc8PT2zlSWs/N/9nJmz+ZSYCXq1Pxrr30bxS+s4J/1WXwv0UbCf7qr8ybeZfBWZ9O13V25zrOt09N6HnhDnBJUiiXjQ7jk8Ol/O7dQ7z2o+loedsdD8ZOP+Pz3u/YJj8nMQR/T8f/Xh6egfw2+SZ+dewl/luXyVW5n5MQP/ecOeTnf8VBkxWTrrNg8qpe5S+EEEKIvtfj6iY3N7frIzMzkyeeeII1a9awf/9+9u/fz5o1a3jiiSfIzMzsy3yF6FZBdRNfHisH4IbJMcrx3sr5EIBrA8ZgtjhXQAghesbPw4X/3jqFCD93jpc38sMX02hptzkdb9XVr7DUNRy7pvGbIy+w7+DLBmbbvdzKJioaWnE1mxgb5dfr5/9+yWjcXUzszKnivf1F/KHgIx4MDKAwfHS31+u6zgdd2+RPbWp3yfQ7ma15YdU0HtjyG3S7/Zzf/+O9/wJgquZJcPCZ58oLIYQQ4sLoceH+7rvvdn2MGDGC2267jYKCAjZv3szmzZspKCjgtttuIzExsS/zFaJbb6QVoOswc3gQcUFeSrEKCnawg2Y0XeeaqXcYlKEQ4mwi/Dx48dap+Hm4sOdkNT9/ZS9W27kLzu5oJhO/W/Y+czRvWk0aq9Ie4ETOZwZnfKrObfLjY/xwdzH3+vnRAZ78Yp7j7+fDH+7mPa2Jl/18sEWM7/b6jKI6TlQ04mYxsWD0qT04NJOJuy95FFddZ7fexPH0Z875/UcXZzGvsYkl0XN7nbsQQggh+p5T+4nXrVvH/fffj7v711273d3duf/++1m3bp1hyQnREza7zhtpjm3yy6eor7a/s+tvAMzQPImKmqocTwjRM4lhPjx7y2TcLCY2ZZbyu3UZ3c437wmLizt/XfY+Y+0W6kwa93/6S6grNjjjr+3O6f359m/74ewEhgV7EWDbilXTCLbpxER3f978/QOO1fZ5yad2ou8UE3MRfw6+iLcLixmx5XFobTjzNy7LYmZxFk9U1HDVjNVO5y+EEEKIvuNU4V5TU0NJSclp95eUlFBdXa2clBC98eWxcopqW/DzcOlq0OQ0m5WxhQeZ1tzCdcOuMiZBIUSPTYkP5IkVEzFp8OquPP7+abbTsTw9g/nn1W9yebuJh4oK4eVl0FJrYLZfS+ua3x7gdAw3i5k/XZ1CgNdhAMaZ/bsdaefYJu94E+Lb2+S/6YqFj5PgHQ31RbDloTN/44y3HZ+HzwdP5994EEIIIUTfcapwv+aaa1i+fDnr16+nvLycsrIy1q9fzw033MDSpUuNzlGIs+qc3X7txCintqieInsTcyuLeLbOxmUz+r6hlRDidIvGhPPnq8cA8Nimo7y2K8/pWAGBw3n4unUEeYZA6SF4bSV6e4tRqQJQVt9CTkUjmgapsWqF7+zEEHSfUgDsDVHd7jjYm19DYU0zXq5mLkkKPXMwFw+4/GEAMtKfIefEp6ddotvtvHxkLXkWC4y5Til3IYQQQvQdpwr3p556ihkzZnD11VcTGhpKWFgYV199NRdddBFPPfWU0TkKcUbl9a1sPOx4kbtiqvo2edJfdHwefyNY3NTjCSGc8t3pcfxi3ggA7nnnIJs6/p07JSAeVr4Jrj68U5HO6tcXYrdZjUkU2NPRTT4pzAc/TxelWDZrG8ddWgHIKh/FW+mFp13TObv90tFheLie483KkQt5a8QMbgwP5r4vfntao7ojxz7gQQ8bS6MiaBo+Vyl3IYQQQvQdpwp3Hx8fnn32WcrKytixYwc7duygrKyMZ555Bi8vtcZgQvTG2+kFWO06E2L8SQ73VYpVXpbBf0q2UmE2wcSbDMpQCOGsOy4dyQ2To7Hr8PNX09lzUuEoVsQ4iq75O/cFB7LeVsVf37q2R93We2JXR2O6KQrn2zsdO/ExDSYNL7udEy0TeGB9JrXN7V2P2+w6H3aMgbty3Jm3yX/T9Ev+jJsOu7VWPvryT6c89tGhFwCYY/HH0zusu6cLIYQQoh9QGnYdEBDAtGnTmDZtGgEBzp/rE8IZuq53bZNfYUBTunU7/8rjgX7cGTMMQmUckhAXmqZp3H/tWOYlh9LSbucHL+wmu+wsTdbOIXL0Uv6S4NgOvqY5l/+uv82QPNM6VtwnK5xv71SZv4Mwq5XxJm8SQgOobGzjb58c6Xp8V04VZfWt+LpbmD0yuEcxo6KmclvQRAAeOf4WDfWOwl+329lQexSARfGLlHMXQgghRN9xunAvLi7m3nvv5brrrmPp0qXce++9FBf3XcdeIb5td241Jyoa8XQ1c+VZGjT1hG6383b5HgCuiVlgRHpCCANYzCb+8Z2JjI/xp6apnVue20VpnfNn1Bdf/CfuDJ4OwN8qd/H+5nuV8mtotZJR5Gh4NzVBfcX9oqoiNuUX8Vjs1fz56hQAXtpxkkOFju/R2U1+0Zhw3Cw97+nxvYVPEmeDcrPGPzf8GIADh9dSZAZPu87s1J8p5y6EEEKIvuNU4b5t2zYSExNZu3YtHh4eeHl58cYbb5CYmMi2bduMzlGIbr2229Gwasm4yG7HIfVG2v7nyTeDl13nsul3GpGeEMIgnq4Wnv/eFIYFe1FY08wtz+2irqX93E88g1uueIabPIcB8PuT7/LV7n86HWtvXjV2HaL8PYjw83A6DgC6DnnbAfCMn83M4cFcNT4Suw6/W3eINqudjw6eu5t8d1zdfLhn7E8AeLXxBEey17Ph8MsAzHUNxkO6yQshhBD9mlOF+5133smqVas4cuQIa9as4aWXXiIrK4uf/exn3HmnFD2i79U2t7O+4wXscgOa0r15+CUAFntE4ekVohxPCGGsQC9XXrh1KiE+bmSV1PPjF/fQarU5He/OpW9xuTkQq6bx60NPUXh8o1NxOue3G7Ha3l51HHt9MZhcICoVgP+5YhTebhb25tVwx9p9VDe1E+TlyoxhQb2OP3PKKi41+WPTNP6y9XdsaMgB4PLhS5RzF0IIIUTfcqpwT09PZ/Xq1Wia1nWfpmmsXr2avXv3GpacEGfy3v4iWtrtjAzzZmKMv1Ks2ppcNrVXAHDd+B8ZkJ0Qoi/EBHry/Pem4O1mYfuJSv7f2v3Y7aePS+sJk9nCX67/gGm48/3aWiLf/ilU5fQ6zm4Dz7d/tP855sRG8Vj0cHD1BCDM153bFyQC8EFHU7rLx4ZjMTt30u03C/5OuNXGmLoKGjUdH7vOzInye08IIYTo75z6y+/n50dubu5p9+fm5uLrq9bZW4ieeL1jm/zyKbGnvIHkjA+2P0ybppFkNzE66Voj0hNC9JExUX48/d1UXMwaHxwo5i8fZnY767wnXN18ePr6j/mJexxaYzmsWQqNFT1+fpvVzt58R+E+1YCO8umladSazei+p26Dv2VmPElhPl1fL+lhN/nuhEdMZP3IH/Lbqhq25BXyjO8kXN18zv1EIYQQQlxQThXuK1asYPny5bz77rsUFRVRVFTEO++8ww033MCKFSuMzlGIUxwqrOVQYR2uZhPXToxSC6br1BTsxNWuszRiFppJadCCEOI8mJUYzCPXjwfguW05PPPlCadjWTwDHTPe/WNpqs7h0dcW09RQ1qPnZhTV0tJux9/TheEh3k7n0Cm9uQSAiVEXnXK/i9nEfdeMwaRBXJCn8tg5lxk/h5BReOg6Kamy2i6EEEIMBE519Hr44YexWq1cf/31WK1WRyCLhdtuu42HH37Y0ASF+LbOpnSXpYQR6OWqFqwonVWF2XzX4o7LdfcYkJ0Q4ny4ekIUZXWt/O/6TO5fn0W4nwdXOTtdwiccvvs2d751FV9amjn+9lX8Y+VWTOaz/4nc3TG/fXJcICaT2s6fqqpscsyOnQMTk6877fGpCYF8+MvZBHi6Kn8vLK7w/fWOowHRqWqxhBBCCHFeOLW8aLFYePLJJykvL2fHjh3s3LmT8vJynnzySdzd3Y3OUYguzW021u11jEO6cWqsesD0FwHwG3UVnr6Kq/dCiPPqtjnD+MGsBAD+98PDWG1254MFJ/KTWX/E3a7zpd7Itj1PnvMpnefbpxhwvn1v1lsADLdp+AckdHvNqAhfwv0M+hvrGShFuxBCCDGAOFW4u7o6Vjn9/f2ZNm0aU6dOxd/f38i8hOjW+oPF1LdaiQn0cKqr8jc1NZZzLPMdxxeTbjYgOyHE+fbbRckEe7tSWtfKp1k92+J+JuNSlrPM2zEmbm3Wa2e91m7XSetYcZ9iQEf5vYWOMXCTPJ0/vy6EEEKIwcupwj00NJTS0lKjcxHinF7fnQ/A8skxyttFP97xV5aG+fGbqDiIn2VEekKI88zVYuL6yY6RkC/vzFOOd/3k2wH4wl5HSfGZp6ScqGiguqkddxcTYyL9lL9vesNJACaFTVaOJYQQQojBx6nC/cc//jH33HMPzc3NRucjxBkdL29gV24VJg2WparPbn8rfxMASeGTQLEzvRDiwrlxSiyaBl8cLSevskkp1rCEeUzR3bBrGm/tOHPPls5t8hNi/HG1KDa1bGvkorpqJrW0MGnk1WqxhBBCCDEoOfVq47333uO5554jNDSUcePGMXny5FM+hOgLaztW2y9JClU+55l9/BP2a+2YdZ2rp//WiPSEEBdIbJAncxJDAHh1twGr7sOuBODt6oNY21u6vWZ3Tsc2eQPGwFGQxqrqal5odCEyUv6GCiGEEOJ0TnWVX758OcuXLzc6FyHOqM1q5630AgCWT1FfbX87/Z8AXGz2IzhklHI8IcSF9Z1psWw5Ws7a3fn8esFIpVXw+dPuJOrYG8xoaqQx6338xl5/2jW7TxpYuOftcHyOnS67f4QQQgjRLacK99WrVxudhxBn9VlWKRUNbYT4uHFJcqhSrLbWet5vOA4mjetGLjMoQyHEhTQ/OZQwXzdK61r5OKOEJc6OhgNc3bz5MOY6zF89Aftfg28V7iW1LeRXNWPSYGKsv2LmcODkZ8SbNHxjZyjHEkIIIcTgpHQwLzMzk7fffpu3336bzMxMo3IS4jSvdWyTX5YajYtZ7TzpZzsfo8akEWrTmTnpp0akJ4S4wCxmEyumOEZEvrzzpHI88+TvO25kf+qYd/4NnfPbR0X44uPuovR9rO0t/NBeyKzYaHKC4pRiCSGEEGLwcqoCKi0tZdGiRYwePZobb7yRG2+8kdGjR7N48WLKy8uNzlEMcYU1zWw56vjvavlk9W3yn+SsB+CagBQsLgbNRBZCXHArpsZg0mDHiSqyyxrUggUmoA+7hANuLmzcdv8pD3UW7kZskz+S/SHNJg1vHeLi5ynHE0IIIcTg5FThftttt1FbW8vevXtpaWmhpaWFvXv3Ul1dzW233WZ0jmKIeyMtH12HGcOCiA/2UgtWnctDOZn8rbSc66fdaUyCQoh+IcLPg3nJYQC8uku9Sd32kXNYGRnOXyq2097a2HV/Z0d5Iwr39JxPAJho9sZkdur0mhBCCCGGAKcK940bN/Lyyy8zYcIENE1D0zQmTJjAyy+/zCeffGJ0jmIIs9l13khzNKVbMVV9tZ29L+MCXBo+jfDIKerxhBD9ysrpju3yb+4poKXdphRrSupPCLXpVJk0Pt35KAC1ze1kldQ5Ho8PUEsWSK/MAGBiQLJyLCGEEEIMXk4V7uHh4Xh4eJx2v4eHB+Hh4cpJCdFpa3YFhTXN+Hm4sDBF7b8tu60d+941ji8m3WxAdkKI/mZOYghR/h7UNrez/mCxUiwXF0+WBowF4I0T7wGQnleNrkNckCehvmpHbXS7nXRrDQCpcfOVYgkhhBBicHOqcF+5ciWrVq2ioqKi676KigpWrVrFypUrDUtOiNc7ZjJfOzEKdxezUqytaU9yuR+sCQqD5CuNSE8I0c+YTRrfmdbZpE59u/x103+DSdfZpbVyInezofPbT+Z9SZVJw1XXSUm6RjmeEEIIIQYvpw7UffDBB+zfv58PP/yQ+Ph4dF3n5MmTtLW1kZOTw0cffdR1bVpammHJiqGloqGVjYdLAWNmt791dC1FLhaK/EaCxU05nhCif7p+cjSPbTzKnpPVZJXUkRzu63Ss8IiJzDH58rlez5u7Hyet0jEO1Yht8nuzPwBgDG64uvkoxxNCCCHE4OVU4b5ixQpWrFhhdC5CnOKd9ELabTrjo/0YFeH8C2+AivJMtthqQdNYOmmVQRkKIfqjUB93LksJY/3BEl7Zmcefrx6jFO/6pOV8nvUs7zUcp7awEPAwZMV9Rl0Vf6ioxHfkFcqxhBBCCDG4OVW4r1692pBvnpaWxqOPPspXX32FxWJh1qxZ3HfffcTGxp5y3b///W+eeOIJSktLGTt2LI888gipqam9vkYMHLqu81rHNvnlU2LPcfW5rdvxMDZNY7zdhRHDL1OOJ4To31ZOi2P9wRLeTi/kt4uS8XJzvmP7Rak/JTLjGey6jVHmz9jrdi0JqhMugPCCdJbVN0LS9cqxhBBCCDG4OXXG3Qg2m42f/exnXHPNNXz55Zd8+OGHlJSUMH/+fBobvx678/LLL/PLX/6S3/3ud+zZs4eUlBTmz59PUVFRr64RA8uek9UcL2/Ew8XMkvERSrF0u523yx1HNq6LkQZQQgwFM4YFkRDsRUOrlff3q/0tMFtceTZuKRvyi/iRfTeT4wLRNE0twfpSqDoBaBAzVS2WEEIIIQa9C1a4m81mdu3axfLly4mNjSU5OZmnn36a7Oxsdu7c2XXdAw88wPe//31WrFhBXFwcf//73/Hw8OCpp57q1TViYHl1Vz4AV46LwMfdRSlW2oH/kmcGL7vOwul3GZGeEKKfM5k0buwYIWlEk7qYqT9Dx8wU01EuDa449xPOYf/htbzq482J8GTw8FeOJ4QQQojB7YIV7t2pq3PMxvX09ASgpqaGjIwM5s//epXUZDIxb948tm7d2uNrxMBS19LOhwcdK2Qrpqpvk3874yUALnePwtM7VDmeEGJgWJYag6vZxMHCWg4U1CjFsnuFsZnJtANRta8q5/bRyU+4PziQVwPUz8oLIYQQYvDrN4W73W7nrrvuIiUlhcmTJwN0bXUPDT212AoNDaW4uLjH13SntbWVurq6Uz5E//DeviJa2u0khnozKdZfLVhzNTcWHuXa+gaWjb/NkPyEEANDoJcri8eGA/CK4qr70bJ6/q1P5bKYKH7dnEZTk9qqe3qjY1dRarhskxdCCCHEufWbwv3nP/85e/bs4Y033sBiObWJkMlkOu1rXdd7fc03PfDAA/j5+XV9xMSojxsTxnh9t+MF7fIpMernSA++ybimBv5sjiRl1HUGZCeEGEi+My0OgHX7iqhraXc6zu6cKtJap+Cqm2gwaWz46kGnYzXUF3NEswIwMelap+MIIYQQYujocZvd5OTkHgfNysrqVRK33347r732Gp9++imjRo3qur9zFb28vPyU68vLy7se68k13bn77ru54447ur6uq6uT4r0fOFRYy8HCWlzMGksnRasF03XY84Lj9qSbQfVNACHEgDMlPoDEUG+OlTWwbm8hN82IdyrO7txqdCxMs4zhHTJYm7+JpU7mdCDrbeyaRpQNwsLHOxlFCCGEEENJjwv3n//8532SwB133MGLL77Ipk2bmDhx4imPBQcHM2LECL744guuvfbrVYktW7Zwww039Pia7ri5ueHm5mbwTyNUrU1zrLZflhJOoJerUqzDWe/wlrWA69y9GD1Wxi0JMRRpmsbKabH88f3DvLwzj+9Oj+v1Th5d19mdWwXAxRP+Hx/s+z4ZJhsZWW+Tktz78n1PwRcATHIL6fVzhRBCCDE0XdDC/a677uK///0vmzZtYtKkSd1ec/vtt3P33XdzzTXXMG3aNP76179SVlbGT37yk15dI/q/lnYb7+wtBGDFFPXdD2/u/zdv+PrQEBjEQ57SAEqIoeraSdE8uCGLrJJ60vOqSY3r3e+DwppmimtbMJs0ZoyeyKUZway3VvLG3qedKtz31h4HDSaFyGq7EEIIIXqmx4W70SorK3nkkUewWCzMmTPnlMf++c9/cssttwCwatUqKisrufbaa6mtrSUxMZH33nuP4cOHd13fk2tE//fRoWLqW6xE+Xtw0fBgpVhNTRWsby4Ak8Z1o79rUIZCiIHIz8OFJeMieWNPAS/vzOt14Z6WWw3AmEhfPF0t3JDyPdbvf5T1LUX8v7oifHwjexzL2tbEYb0ZNBOTEq/sVR5CCCGEGLo0/Wwd3L6h84x7VlbWOc+79/SMe0NDQ7f3u7u7n9agDqC9vR0Xl7PP9O7JNd2pq6vDz8+P2tpafH19e/18oW75v7azM6eKOy4dyS/nJyrFevfT3/K7gvXE2OCDW/ZiMl+w96iEEP3AvvwarvnnNlwtJnbdMx9/z54fxbnnnYO8sjOPH85K4N4rR6Pb7Vzz3wmcMOv8NepyFi14uOeJ5O+m8blLOeAbzPRfHUUz9ZsesUIIIYS4AHpahzq1Vd6obfPe3t69ur4nBbkzRbu48E6UN7AzpwqTBstSFZvSAW/nbwINlgZPkqJdCMH4aD9SIn3JKKrjzT0F/HD2sB4/N63jfPvkeMdKvWYy8T/xV+G342mSGrfCfL3nzS/zvsJL15kRPhWkaBdCCCFED13Qwl2ITs98eQKAi0eGEOnvoRRr38GX2au1YdZ1rp7+GyPSE0IMcJqm8Z1psfzPO4d4ZVceP5iV0KMmddWNbRwtdewOmxIf0HX/1Bn/D756BsoyoGA3xPRwHnveDsfn2Om9/hmEEEIIMXQpv91vs9mw2WxG5CKGqB0nKnl1l6Ob/E8uVutL0NZazx92PwTAVW7hhISmKOcnhBgcrp4QhZermRPljew4UdWj5+w56TjfPizEiyDvb0wi8QiAMdcB0Lr72R7Fstus/Kh+H48E+lMfNaFXuQshhBBiaHO6cH/ppZcYM2YMHh4eeHh4MGbMGF566SUjcxNDQEu7jdVvHQDgO9NimTYsSCmeZesTrKiuJNZq5/9d/h8jUhRCDBLebhaumRgFwMs7T/boOZ1j4KbGn97QrnniSv4nOJB5Nduorck9Z6yc3M1sd7Pwuo8P7hGpPU9cCCGEEEOeU4X7E088wU9/+lMWLVrEK6+8wquvvsqiRYv4yU9+whNPPGF0jmIQe3zTMXIrmwjzdWP15WdvenhOJYcwbXuMG+sbWDf9Pvz844xJUggxaHxnWiwAH2eUUNHQes7rd3/rfPs3ucfM4IiXL3VmE+999cA5Y+05vh6AcZo7Lm5evUlbCCGEEEOcU4X7448/zssvv8wjjzzCsmXLuO6663jkkUd4+eWXpXAXPXaosLbrbPv/XjMWX3fnGwta21toem8V2K2QfCWWlN7PVhZCDH4pkX5MiPGn3abzRlrBWa9tabdxsLAW6H7FXTOZuCFyLgBrS7aj2+1njbe3fB8Ak/xG9D5xIYQQQgxpThXuhYWFzJs377T7582bR0HB2V8ICQHQbrPzmzcPYLPrXDkuggWjw5TivfzJL1hqKmOnTyBc8ahBWQohBqOVHavur+w6id1+5omo+/JraLfphPq4ERPYfdPMKy66G0+7Tq5ZJ+3Af8/6fdNbKwCYGDPHucSFEEIIMWQ5VbgnJCTw3nvvnXb/unXrSEhIUE5KDH7//uIEh4vr8Pd04Y9XqTWQy8/fxj/KtlPoYqFg/HXgE25QlkKIwejKcZH4uFvIr2rmy+yKM163O8exTX5KQuAZO9B7eYdzhYdjhOUbh144Y6yS4n0UmcGs64xPlh1BQgghhOgdpwZc33PPPdx6661s3LiRqVMdI3B27tzJq6++yjPPPGNogmLwOV7ewBOfHgPg91eOJvibnZp7Sbfb+dNnt9Ni0piKO0vnPWxUmkKIQcrD1cx1k6L571e5vLLzJBePDOn2ut0dHeWnxAV0+3in6yf+lDd23MtGayWVFUcJCh552jXpR98BIEm34OUtby4KIYQQonecWnG/5ZZbeP/99ykoKOC+++7jL3/5C4WFhXzwwQfccsstRucoBhG7XWf1Wwdos9qZMzKEazs6PDvrnc9+w05acLfr/HHeE2gm5QmHQoghoHO7/KbMMkpqW0573GbXSe8s3BNOP9/+TaOSrmas3YJV01i3/cFur2muyCLIamOSV6xi5kIIIYQYipxacQe47LLLuOyyy4zMRQwBL+/KY3duNZ6uZu6/dswZt5/2RFnpIR7J3wAmjZ+HziAmZqaBmQohBrPEMB+mxgeyK7eK13fn86sFiac8nllcR0OrFR83C8nhvueMd2vCleTs/S9X1aaB3Q7fehPxurIClpYW0rbsz4b+HEIIIYQYGmR5Upw3RTXNPLg+E4DfLEwiOsDT6Vi63c7/fvJj6k0aY+wWVl72f0alKYQYIlZOd6x+v7Y7D6vt1I7wnWPgJsUFYDad+w3GBTPv5rYWjeCqk3Bi86kPNtdAaQYa4BY324jUhRBCCDHESOEuzgtd17n33UM0ttlIjQvgphnxSvHaMt7CXl+CRdf546y/YHFxNyZRIcSQsWhMOIFerhTXtvD5kfJTHkvL7dgmH3/28+1dXD1h/IqOJz93ykOtJ7eho0PgMPBRm6AhhBBCiKFJCndxXry3v4jPsspwNZt46LqxPVrBOqOmKtw23MPfyyp4I2IxSYlXGJeoEGLIcLOYWZbq6Aj/8s6TXffrus6ujhX3Kd3Mbz8TPfV7bPDy5LaaXZSWHuy6/6mM57kkJorXwuKNSVwIIYQQQ44U7qLPVTa08qf3DwPwi3kjGBHqoxbwk99BYxlacBIj5t9nQIZCiKHqxqmO7fKfHy2noLoJgLyqJsrrW3Exa4yP8e9xLC1sNK+GRLLDw513djzUdf/e+hwqLWbcghLP8mwhhBBCiDOTwl30uT9/cJiqxjaSw3348cXDlWJ9lfYkdxd+RLXJDFf9H1icHyUnhBAJwV7MGhGMrsNru/IB2NUxv31ctD/uLuZexbs+fjEAb1buw2ptpbWlloO0AjApcYmBmQshhBBiKOlxV/nk5OQeB83KynIqGTH4fJZVyrp9RZg0eOi6cbhanH+vqKmxnD8feIpCby9CQsZwR+w0AzMVQgxV35kWy9bsCl7r6C7feb59ck/Pt3/DpdPv5KGcdyg1a2xN+ye+HsG0axpBNp3YmIuMTl0IIYQQQ0SPC/ef//znfZmHGITqW9r5n3cOAfCDWQm92nLanf9b/wMKzRBh0/nJ4mcNyFAIIeDS0WGE+LhRXt/KxsOlXR3lp8T1/Hx7Jzd3P672HsELTcd54+gbTAwYCcAkF380k2xyE0IIIYRzpHAXfebhDUcorm0hNtCTOy5NUoq1/9BrvNx4AjSN34/9MZ7eoQZlKYQY6pp8fw8AAC6ISURBVFzMJpZPjuEfm7P55+ZsTlQ0As6tuAMsm/JrXtjyc76011NUsQ9MMDEoxcCMhRBCCDHUyNv/ok/syqnipR2OLs0PLh2Lh2vvzol+U3trI3/cdT+6prHEJYRZU35hVJpCCAHAiqkxaBpkFNUBMDLMG39PV6dixcdfzDTc0TWNbJNjPvykYQsNy1UIIYQQQ0+PV9y/LTs7m/fee4+8vDysVuspj/3jH/9QTkwMXC3tNla/dQCAFVNimDkiWCnesx/dRrZZJ9Cu85vL/2NEikIIcYroAE/mjgxhc8c8996MgevO9cOuoiZzDc0mjTA7JA1fbESaQgghhBiinCrcP/roI6677jqmTp3Kli1bWLhwIfv376ekpIQFCxYYnaMYYP7+6TFOVDQS6uPG3YtHKcVqLd7Pusq9YLFw9/Ab8A9IMChLIYQ41cppcYYV7pdN/w0Ld7wIjWUw7BJwcTciRSGEEEIMUU5tlb/33nt58skn+fzzzwHYsGEDubm53HzzzQwbNszI/MQAk1FUy7++OAHAfdeMwc/DxflgdhtuH9zB2sJi7jFHsHDWvQZlKYQQp7skOZQRod54u1mYOSJIKZbm4gbTf+r4IvkKA7ITQgghxFCm6bqu9/ZJnp6elJWV4e3tjcViob6+Hg8PD4qLixk/fjxlZWV9kWufqqurw8/Pj9raWnx9fS90OgOS1Wbnmie3caiwjsVjw3lyZapawO1Pwsd3g5svrNoJvpHGJCqEEGdQ29ROi9VGmK8BK+S6DhXHIGgESEd5IYQQQnSjp3WoU68kmpub8fb2BiAiIoLjx487gplMNDY2OhNSDALPbs3hUGEdfh4u/PEqtQ7KBQU7WLfjYXSAS/8sRbsQ4rzw83QxpmgH0DQIGSlFuxBCCCGUOd2crtPixYv50Y9+xM0338wbb7zBzJkzjchLDDA5FY08tvEoAPdeMYpQH+df+Op2O3/69JfsCPQhNyCKX026xag0hRBCCCGEEGLAcWoZ4I033ui6/dBDD5GUlMTjjz+Oj48Pzz77rGHJiYHBbtdZ/dYBWq12ZicGsyw1Wineus13s4Nm3Ow611zyoKxWCSGEEEIIIYY0p1bcly1b1nXb39+f559/3rCExMDz2u58duZU4eFi5v5rx6JpmtOxKsozeTjvQzBp/CxkKnFxsw3MVAghhBBCCCEGHlnKFEpKalt4YH0mAHcuTCIm0FMp3v0bfkS9SWOU3czNC580IkUhhBBCCCGEGNCcWnGPj48/6+O5ubnOhBUDjK7r3PvuQepbrUyI8ed7M+OV4m3a9gAb7TWYdZ0/X3QfFpl7LIQQQgghhBDOFe733nvqPG273c6xY8d4+umn+eUvf2lIYqL/e29/EZsyy3Axazy8bBxmk/Nb5NvqS3jgyMtg1rjVdxTJI5cYmKkQQgghhBBCDFxOFe4//OEPu71/9uzZPPPMM0oJif5N13W2n6jkP1/m8GlWGQCrLhnByDAf5+LVFqLtfgbXtOf5q97M8yER/HixNDgUQgghhBBCiE7K4+C+af78+Xzve98zMqToJ9ptdj48UMyzW09wqLAOcIwovnJcJD+bO6LX8bKOvPf/27v3uCqrfI/j370BUeSuoCKIAl7TzEzTvGSFN8qytKymZixN89hM06mxMTNznC521VPO1JRlZiVZeRodPZk2lmJpNopaXkDFC17yAhsQRGCv84fjfg2CttlseLbweb9evHrttReL31N7xfNlPc+z9N7GWbLn7tMzx45Lkq6MTNSVN74rNQzzau0AAAAAcCnzanBfvXq1goKq93Ay+BZHUYk+2rBf89KydCTvtCSpYYBdI7vH6v4+bZQQFez2WM6yUq3d+Lrm7/hA63V2LL/GjfRIUC817f07qd1Qtn4DAAAAgPN4FNyHDBlSoS0nJ0cbN27Us88+W+2iYL0DJws1d+1efbzxgArPlEmSmgYHavQ18br76nhFNm7g9lini3K0dO0MvX9gpfb4GUmSnzEa5N9Ev+n+OzXtOKJGjgEAAAAA6gKPgnvnzp0rtEVEROjFF19U//79q10UrPPDvhy9vWaPvvjxiJxnM7baNwvR2H5tdPMVMQr093N/sIJj0vdva9GP8/RCSAPJTwp2Go0MTtLdfaaqRUz3mjkIAAAAAKhDbMYYY3URviAvL09hYWFyOBwKDQ21upxaVeY0+uLHI3przR5t2p/rau/fLkpj+7ZRv7ZNZbO5/8T43bu/1Kn0Bbr8x+VSWbHy7Db9pmWcbm3RW7f1m67gkBY1cBQAAAAAcGlxN4d69R53XFoKikv18fcH9O66vTpwskiS1MDPruHdYjSmb4LaN3f/SfHG6dT6TX/Te9vmaa1O6bLiYn1UVixby+4K7f2QPuswTDb/gJo6FAAAAACoszwK7tnZ2XrssceUlpamkydPVni/oKCg2oWh5hx2FGleWpY+3LBf+adLJUkRQQG6t1e87ukdr+iQhm6PVVJ8SsvSZmj+vuXaZXdKkmzGqHmjKBXd+6aCEgZINps83+EdAAAAAOo3j4L7mDFj5HA4NH36dEVERHi7JtSQn/NO6/nlO/T39EMq/fcN7AlNG+v+vm004spYNWpQhfvXnWVa/OUjei37Kx3zs0l2qZHTaHhQvO7pPVmtWvWtoaMAAAAAgPrFo+CelpamnTt3KiYmxtv1oAYYY7Rky2FN/d9tchSVSJJ6JURqbN8EXd8hWnZ7FdfDT+6R/ve/1OhEuo5FN1VUmdHdTbvr9v7TFRbe2vsHAAAAAAD1mEfBPTo6WgEB3K98KTh56oym/u82/WPrYUlS55ahemZ4F3WNC6/yWMbpVPa3ryp29UtSSaGGNAhW47ib1avPEwoIbOzlygEAAAAAkofBffTo0Xr66ac1e/Zs+fvzfDtf9eVPRzX5sy06XnBG/nabHro+SROvS1KAn73KYx05vEnTVozXjrICLS47rcj4vtLwOeoX0dr7hQMAAAAAXDxK3Z999pk2b96s1NRUxcfHV9gqbOPGjV4pDp7JO12iPy35SZ/8cFCS1DY6WK/ccYW6xIZVeSzjdGrJ6if1/L6/K99uU6DNrm3XjFP/65+T7FX/AwAAAAAAoGo8Cu6jRo3SqFGjvF0LvGBtxnFN+iRdhxynZbNJ4/ol6JGB7dQwoAoPnvu348d36E/Lx+ifzjzJbtPlTn/9ecAratPmuhqoHAAAAABQGZsxxlhdhC9wd+N7X1V4plTPL9+h+d/ukyTFNwnSy7d31VWtIz0ab8XaZzQj4yPl2m3yN0YTI7tr9NA35R/g/lZxAAAAAIALczeHcoN6HbAx66QeXZSufScKJUm/7h2vPw7toKAGHvznLTwpLZ+ktMOrlBsSrPZOu57p+6zat73Ry1UDAAAAANzhUXDPzs7WY489prS0NJ08ebLC+wUFBdUuDL/sdEmZXv1yl/62Zo+MkWLCGuqFkV3Vt21Tj8Yr2bFMAUsfkQqO6A92P8W17K3fpLzFE+MBAAAAwEIeBfcxY8bI4XBo+vTpioiI8HZNcMPWgw7998eblfHz2T+SjOweq6eGdVJow6pv03eq4IheXPJrHcndo78WHJOtSVsF3/qGxsZe5e2yAQAAAABV5FFwT0tL086dOxUTE+PtevALSsqcmvPPTL3+VaZKnUZNgwP13G1dNLBTM4/G+37TXE3dNEvZfpKCGin9yjt1xdBZUkAjr9YNAAAAAPCMR8E9OjpaAQFVX9lF9ew6mq///niztmXnSZJu7NJCM4Z3VmTjBlUe63RRjmYv+bUWFGVJflLLMmlGt9/rim5jvFw1AAAAAKA6PAruo0eP1tNPP63Zs2fL35/n29W0MqfR3LV79NKKXTpT6lR4UIBm3NJZw7p6dsXDlh9TNWX9M8ryO7uhwIjAGP3hpvfUOLi5N8sGAAAAAHiBR6n7s88+0+bNm5Wamqr4+HjZbLZy72/cuNErxUHK/LlAf/x0izbuy5EkXd8hWs/f1kXRoR5sy3amUGVfv6CpWQuV1SBAUWVG0zuPV7+ev/Vy1QAAAAAAb/EouI8aNUqjRo3ydi34D8fyizV71S59tOGAypxGwYH+euqmTrr9qtgKfyj5JWWlZ1S2+QM1+Hqm/PIP60+BDbSwVWf98ZZ5CguPr6EjAAAAAAB4g80YY6wuwhe4u/F9TSs8U6q31+zVm1/v1qkzZZKk5I7RmjbsMsVFBlVtMGOU9v0cvfzjWxroOKkJuXlSWCtp8DNSp5troHoAAAAAgLvczaFevUF9586deueddzRz5kxvDlsvlDmNPvnhgF75cpeO5hVLkrrGhmlySkf1SmhS5fF27Py7Xvnuz/pWRZJdyg8N1dgejyrg6gmSf6C3ywcAAAAA1JBqB/fCwkItWrRIc+fO1Zo1a5SYmEhwrwJjjFbvPKbnlm/XrqNn92SPi2ykPwzuoJu6tJDdXrXL4g8f+kGvr/6Dlpz5WcZmU4AxuqtxosYNnK2A8NY1cAQAAAAAgJrkcXDfuHGj5s6dqw8//FB5eXmaMWOG5syZoy5dunizvjptW7ZDzy7brnW7T0iSwhoF6LfXJ+ne3vEK9Per2mCnHVq+4hE9eXKDzthsks2moX6R+t2AmYqN7VUD1QMAAAAAakOVgntOTo4WLFigt99+Wzt27NAtt9yiTz/9VAMHDtSTTz5ZUzXWOQdzCvXyil1avClbktTAz67RfVpr4oAkhQUFVG2w0jPSxnekr2eqc0menLEtdJUJ1KM9/6jOnUbWQPUAAAAAgNpUpeDeokULxcbGaty4cbrvvvsUFRVVU3XVSY7CEv1ldabeXZelM6VOSdLwK2L06KD2VX7wnHE69WXas9r+08d6+PA+SVJc0/b6pOtEJXS9Vza73ev1AwAAAABqX5WCe3h4uHJzc3XkyBEdP36c4O6m4tIyvf/tPr3+z0zlFpZIknonNNETKR3VJTasyuNt2rJAL/3wirbYS6SGUnJYM13Wb7LU7V4l+nn1eYMAAAAAAItVKeUdOHBAS5Ys0dy5c9WlSxf17t1bDzzwQE3VdskzxmjplsN64YsdOnCySJLUNjpYk1M66Lr20VXejz0r62vNWvOEVjnzJLvUyGk0OuJytRkxSwqOroEjAAAAAABYzeN93A8ePKh3331X7777rvbu3auxY8dq+PDhSk5OVmDgpbfdmLf3cV+/54SeXbZd6QcdkqTokED998B2Gtk9Vv5+VbuMPe/kXr325UR9UrRfpTab7Mbo1oYtNfH6VxQVfVm1awUAAAAA1D53c6jHwf0cY4xWrVqluXPnavHixQoICFB+fn51hrSEt4L76ZIyPbYoXUu3HJYkBTXw04PXJmpsvzYKauDBZezpqTq17FGlNAvVST8/XWsL1iN9ZygxIdnjGgEAAAAA1nM3h1b7hmibzabk5GQlJyfr5MmTev/996s75CWrpMyphz78l1Zu/1l+dpvu7BGn3ye3U1SIh1cgbP1EWjxejWX0lDNOod3Gqke3Md4tGgAAAADg06q94l5XVHfFvbTMqYcXbtY/th5WoL9d797XQ9ckNvW4nlXrZqrhmlnqU1QoXXW/lPKyxJPiAQAAAKDOqLUVd0hOp9GkT7foH1sPK8DPpjfv7V6t0L5mw2t6bNf7sjVrovnBN6gzoR0AAAAA6i3SYDUZYzT182367F/Z8rPb9PrdV2pAe8+f8L5h09t65Mc3VWqz6Tr/SHUYPpfQDgAAAAD1GImwGowx+vM/tuuD9ftls0mv3NFVgy9r7vF4m7d9qIc2z1Kx3aYBthA9f8f/yd//0ntCPwAAAADAewju1fDKl7s0d+1eSdLM2y7XLVe09HisH3d8pgnfP6siu0291Ugv3bFcAQ2CvFUqAAAAAOASRXD30Jx/Zuq1rzIlSdNvvkx39IjzeKyDe1dr/LdPqcBu05UmULNuX67AhmHeKhUAAAAAcAnj4XQeeGftXr34xU5J0uShHfSba1p7PtjxTDX/5AH1b1SmrMZhmnP7UgUFNfFOoQAAAACASx7BvYo+2rBff1r6kyTp4Rvaavy1iZ4PlpMlzb9Z/qd+1p9DOqtwRKqCgz2/Rx4AAAAAUPdwqXwVLN50UE8s3ipJGt8/Qb9PbuvxWEePpGt26jCV5WVLTdvLfu/nCg6N9VapAAAAAIA6ghV3Ny3feliPfpwuY6Rf947XH4d2kM1m82is48d3aOyye5TVSCqJiddjd/1dauz5vu8AAAAAgLqL4O6Gr3Yc1e8WbpLTSLd3j9XTwy7zOLQ7crM0bskoZflJzcuM7r7pXSmEy+MBAAAAAJXjUvlfkJZ5XA8u+JdKyoyGdY3R8yMul93uWWjPz8vW+MXDlWF3qmmZ0ds3/FUxMVd5uWIAAAAAQF1CcL+I77NOaux7G3Wm1KlBnZrplTu6ys/D0F546pgmfjZMP9rLFO40emvALMXH9/NyxQAAAACAuobgfgHpB3J137vfq6ikTNe2i9Jrd3dTgJ9n/7rMmUI9tuhGbbKVKMRp9Lc+zykpIdnLFQMAAAAA6iKCeyW2H87Tr9/ZoILiUvVKiNQb93RXoL+fZ4OVFsv28a9159F9iihz6q89p6pju2HeLRgAAAAAUGfxcLrz7D5WoLEf/ihHUYm6tQrX27/poUYNPAztZaXSJ/dLmV+qv38j/d+1ryko8XrvFgwAAAAAqNNYcT/PA+99rxOnzuiymFDNu6+nggM9+9uGs6xEL6emaH/m/0l+DaS7PiS0AwAAAACqjOB+np/zz6hds2C9P+ZqhTUK8GgMU1amGR/fqHklhzWmRbROj5wrEdoBAAAAAB7gUvnzTAxZo/+6sq1CtmyTnGWSKfv3P53nvb5w+6s56fpEObIbo0fb3aWGHW+2+rAAAAAAAJcogvt5JpTMU8g/PdvyTZJO2u2a16qlZLNpeqthGtLvKS9WBwAAAACobwju52s3VApuJNn8JLvfv/9pP+/1hdszTx+TObpCcQ2jNPz656w+GgAAAADAJY7gfr4Rb0mhoR5/e8b2D6SjK5QYdZkXiwIAAAAA1Fc8nM7LMnMzJUltw9taXAkAAAAAoC5gxd3Lrom5RpLUo3kPiysBAAAAANQFBHcvGxg/UAPjB1pdBgAAAACgjvCJS+VLS0t1/PhxlZSUXLCP0+lUQUHBRcdxpw8AAAAAAJcSS4P7wYMH9eSTT6pVq1aKiopSWlpahT7GGE2ZMkXh4eGKjIxUmzZt9I9//KPKfWrD0VNHtf3Edp0uPV3rPxsAAAAAUDdZGtw/+OADBQYG6vPPP79gn9mzZ2vOnDlasWKFCgsLNWHCBN12223atWtXlfrUhuV7l+uOpXdoytoptfpzAQAAAAB1l6XB/fHHH9fUqVPVokWLC/Z57bXXNHbsWPXq1Uv+/v6aNGmSYmJi9Oabb1apT23IyM2QJCVFJNXqzwUAAAAA1F0+cY/7hRw7dkx79uxR3759y7X3799f69evd7tPbWErOAAAAACAt/l8cJekqKiocu1RUVGu99zpU5ni4mLl5eWV+6qOMmeZ9uTukSQlhbPiDgAAAADwDp8O7jabTZJUVlZWrr20tFR2u93tPpV57rnnFBYW5vqKi4urVq3ZBdk6XXZaDewNFBdSvbEAAAAAADjHp4N7TEyMJOno0aPl2o8ePeq6L96dPpWZPHmyHA6H6+vAgQPVqvXc/e2J4Ynys/tVaywAAAAAAM7x6eAeFhamyy+/XCtXrnS1lZWV6auvvlK/fv3c7lOZwMBAhYaGlvuqjsycs/e3c5k8AAAAAMCb/K384cXFxcrPz1dOTo4kyeFw6Pjx4woKClJQUJAkacqUKbrnnnt0zTXXqHfv3nrxxRdVWlqqCRMmuMZxp09N6x/bXw38GigxPLHWfiYAAAAAoO6zGWOMVT984cKFeuihhyq0T5o0SZMmTXK9nj9/vmbNmqWjR4+qS5cumjlzprp27Vrue9zpczF5eXkKCwuTw+Go9uo7AAAAAAC/xN0camlw9yUEdwAAAABAbXI3h/r0Pe6XiuNFx/VF1hfKcmRZXQoAAAAAoI4huHvBxiMb9djXj+nJtCetLgUAAAAAUMcQ3L3g3FZwPFEeAAAAAOBtBHcvOLcVXNuIthZXAgAAAACoawjuXpCZeza4sxUcAAAAAMDbCO7VVFRapAP5ByRxqTwAAAAAwPsI7tW0x7FHRkYRgRFq0rCJ1eUAAAAAAOoYgns1nbu/PSkiSTabzeJqAAAAAAB1jb/VBVzq+rTso1cHvKpAv0CrSwEAAAAA1EEE92pq2qipkuOTrS4DAAAAAFBHcak8AAAAAAA+jOBeDQVnCvT21re1+sBqGWOsLgcAAAAAUAdxqXw1ZOZmava/ZqtZUDMNuH2A1eUAAAAAAOogVtyrISM3Q9LZJ8oDAAAAAFATCO7VcG4ruLbhbS2uBAAAAABQVxHcqyEz9997uIez4g4AAAAAqBkE92pwBXculQcAAAAA1BCCu4dOFJ3QydMnZZNNCWEJVpcDAAAAAKijCO4e2p27W5IUGxKrRv6NLK4GAAAAAFBXsR2ch7pFd9Mnwz5R/pl8q0sBAAAAANRhBHcPBfgFqH1ke6vLAAAAAADUcVwqDwAAAACADyO4e8AYoxnfztD8H+ersKTQ6nIAAAAAAHUYl8p74GjhUX2862P52/x1V4e7rC4HAAAAAFCHseLugYycDElS67DWCvALsLgaAAAAAEBdRnD3QGZupiQpKTzJ4koAAAAAAHUdwd0DBHcAAAAAQG0huHvg3KXySREEdwAAAABAzSK4V1GZs0x7HXslSW3D21pcDQAAAACgriO4V9HhU4d1uuy0Gvo1VMvgllaXAwAAAACo49gOropiQ2K1/u71yi7Ilp/dz+pyAAAAAAB1HCvuHggKCFLbCC6TBwAAAADUPII7AAAAAAA+jEvlq2jK2ilq5N9IY7uMVfPGza0uBwAAAABQx7HiXgUlZSVatmeZUnemWl0KAAAAAKCeILhXQVZelkpNqYIDgtUsqJnV5QAAAAAA6gGCexVk5mZKkpLCk2Sz2SyuBgAAAABQHxDcqyAjJ0OSlBieaHElAAAAAID6guBeBedW3NkKDgAAAABQWwjuVfCfl8oDAAAAAFAbCO5uKnGWqLisWBLBHQAAAABQe9jH3U0B9gCtun2VHMUOhQWGWV0OAAAAAKCeYMW9igjtAAAAAIDaRHAHAAAAAMCHEdzdNGXtFD345YNKP5ZudSkAAAAAgHqE4O6m9YfXK+1QmowxVpcCAAAAAKhHCO5uyDuTp6OFRyVJieGJFlcDAAAAAKhPCO5u2J27W5LUvHFzhTQIsbgaAAAAAEB9QnB3Q0ZOhiRW2wEAAAAAtY/g7obM3ExJUtvwthZXAgAAAACobwjubjh3qXxSeJLFlQAAAAAA6huCuxuCA4IV2iBUSREEdwAAAABA7fK3uoBLwezrZ7MNHAAAAADAEgR3N9lsNqtLAAAAAADUQ1wq/wtYaQcAAAAAWIng/gtmfDdDKZ+laOmepVaXAgAAAACohwjuv2BXzi4dyD8gfxt3FQAAAAAAah/B/SKMMa493NkKDgAAAABgBYL7RRw5dUSnSk7J3+6v+NB4q8sBAAAAANRDBPeLyMjNkCS1Dm2tAL8Ai6sBAAAAANRHBPeL4DJ5AAAAAIDVCO4XkZlDcAcAAAAAWIvgfhFxoXHq3KSzOjbpaHUpAAAAAIB6ymaMMVYX4Qvy8vIUFhYmh8Oh0NBQq8sBAAAAANRx7uZQVtwBAAAAAPBhBPcLKCwpVElZidVlAAAAAADqOYL7Bcz/ab56ftBTs36YZXUpAAAAAIB6jOB+AZm5mSo1pQoPDLe6FAAAAABAPUZwvwDXVnARbAUHAAAAALAOwb0SZ8rOaF/ePkns4Q4AAAAAsBbBvRJZeVkqNaUKCQhRs6BmVpcDAAAAAKjHCO6V+M/L5G02m8XVAAAAAADqM4J7JTJzzwb3xPBEiysBAAAAANR3BPdKdIjsoKFthqpn855WlwIAAAAAqOf8rS7AFw1qPUiDWg+yugwAAAAAAFhxBwAAAADAlxHcz+Modmh/3n6VOcusLgUAAAAAAIL7+dYcXKMbF9+oiasmWl0KAAAAAAAE9/Ptyd0jSWod1traQgAAAAAAEMG9gj2Os8E9KTzJ4koAAAAAACC4V7DbsVsSwR0AAAAA4BsI7uc5VnRMEsEdAAAAAOAbCO6VaN64uYIbBFtdBgAAAAAABPfKsNoOAAAAAPAV/lYX4Gvuu+w+tY9pb3UZAAAAAABIIrhXML7reIWGhlpdBgAAAAAAkrhUHgAAAAAAn0ZwP8/RU0etLgEAAAAAABeC+3ke+uohq0sAAAAAAMCF4H6ehLAEq0sAAAAAAMClTgX3Q4cOafPmzSooKPB4DII7AAAAAMCX1IngXlxcrFGjRikxMVG33367mjVrpr/+9a8ejZUQTnAHAAAAAPiOOhHcZ8yYobVr1yozM1MZGRmaP3++Jk6cqO+//77KYyWGJdZAhQAAAAAAeKZOBPe5c+dq7NixatmypSRpxIgR6tSpk955550qjxUXGuft8gAAAAAA8NglH9wPHTqkI0eOqEePHuXar776am3atKnK4wXYA7xVGgAAAAAA1eZvdQHVdfLkSUlSZGRkufYmTZroxIkTF/y+4uJiFRcXu17n5eXVTIEAAAAAAFTDJb/iHhBwdoX8P0O4JBUVFbneq8xzzz2nsLAw11dcHJfIAwAAAAB8zyUf3OPi4mS323Xo0KFy7YcOHVJ8fPwFv2/y5MlyOByurwMHDtR0qQAAAAAAVNklH9yDgoLUq1cvLVmyxNVWWFiolStX6oYbbrjg9wUGBio0NLTcFwAAAAAAvuaSv8ddkv785z9r0KBBmjp1qnr37q3/+Z//UWRkpMaNG2d1aQAAAAAAVMslv+IuSdddd51WrVqlnTt3aubMmUpKSlJaWhqr6AAAAACAS57NGGOsLsIX5OXlKSwsTA6Hg8APAAAAAKhx7ubQOrHiDgAAAABAXUVwBwAAAADAhxHcAQAAAADwYQR3AAAAAAB8GMEdAAAAAAAfRnAHAAAAAMCHEdwBAAAAAPBhBHcAAAAAAHwYwR0AAAAAAB9GcAcAAAAAwIcR3AEAAAAA8GEEdwAAAAAAfBjBHQAAAAAAH0ZwBwAAAADAhxHcAQAAAADwYQR3AAAAAAB8GMEdAAAAAAAfRnAHAAAAAMCHEdwBAAAAAPBhBHcAAAAAAHyYv9UF+ApjjCQpLy/P4koAAAAAAPXBufx5Lo9eCMH93/Lz8yVJcXFxFlcCAAAAAKhP8vPzFRYWdsH3beaXon094XQ61a5dO/3www+y2WxWl1Pv5OXlKS4uTgcOHFBoaKjV5dRbPXr00Pfff291GfUW88A3MA+sxTzwDcwDazEPfAPzwDr1aQ4YY5Sfn6+YmBjZ7Re+k50V93+z2+1q0KDBRf/KgZoXGhpa5yenL/Pz8+Pfvw9gHliLeeAbmAfWYh74BuaBtZgH1qsvc8CdDMrD6f7DxIkTrS4BsBRzAGAeABLzAJCYB/AtXCoPn5CXl6ewsDA5HI568Vc1oDLMA4B5AEjMA4A5UBEr7vAJgYGBmjZtmgIDA60uBbAM8wBgHgAS8wBgDlTEijsAAAAAAD6MFXcAAAAAAHwYwR0AAAAAAB9GcAcAAAAAwIexjzu8qri4WCtWrJCfn59SUlIq7bN371799NNPaty4sa655ho1aNDA9d6+ffv07bffVvp9gwcPVkREhOt1Tk6O1q1bJ39/f/Xt21eNGzf27sEAHjp27JhWr16tNm3a6KqrrqrwvjFG6enp2rdvn+Li4nTllVdWOk56erqysrIUHh6uq666qtLP+J49e7RlyxZFR0fr6quvlp+fn9ePB/DE9u3blZ6ermuuuUatWrWq8H5RUZE2bdqkY8eO6fLLL1ebNm086iNJP/zwg/bv36927drpsssu8/qxAJ44dOiQNm/erNDQUF155ZUKCgqq0OfMmTNKS0tTfn6+evTooRYtWtRYH8AKO3bsUEZGhlq2bKlu3brJZrNV6OPOOb07GaPOZwMDeMmkSZNMTEyMadWqlWnfvn2F951Opxk7dqwJCQkxKSkppmvXriYhIcHs2rXL1WfNmjVm1KhR5b46dOhg/Pz8zKFDh1z9lixZYkJCQkzv3r1N165dTXR0tNmwYUOtHCdwIUeOHDG/+tWvTExMjImIiDDjx4+v0Ofnn382vXr1Mi1btjTDhg0zcXFxZtCgQebUqVOuPg6Hw/Tp08dER0ebm2++2VxxxRUmMjLSrFixotxYTz31lAkKCjLJyckmNjbWdO/e3Rw/frzGjxO4mPXr15vrrrvOtGvXzkgyH330UYU+69atM3FxcaZz584mJSXFhIWFmSeeeKLKfYqKisyQIUNMVFSUGTRokAkNDTX333+/cTqdNXqMwMXk5OSYkSNHmri4ODN06FDTtWtX06xZswr/D9+9e7dJSEgwbdu2NQMGDDBBQUHmb3/7W430AWrbpk2bTM+ePU3Hjh1d5ztdu3Y1+/fvL9fPnXP6X8oY7o5zqSO4w2teeuklc+zYMTNlypRKJ9W8efNMw4YNzU8//eRqGz9+vOndu/dFx+3evbu56aabXK8dDoeJiIgw06ZNc7Xdc889pl27dpyswVIZGRnm/fffN6dPnzZ9+vSpNLiPHj3adOrUyRQUFBhjjCksLDRdu3Y1kydPdvV54YUXTHh4uDlx4oSr7Z577jGdOnVyvV6zZo2RZL766itjjDF5eXmmQ4cOZuzYsTV1eIBbVqxYYVatWmVKSkouGNxbt25tRo8e7fp/dkZGhgkKCjJffPFFlfrMmDHDNG/e3PWH3W3btpnAwECzYMGCmjxE4KIOHjxoFi1aVO6c5OGHHzYRERGmpKTE1XbDDTeYG264wdX21ltvmYCAALNnzx6v9wFq29q1a8sF59OnT5uePXuaYcOGudrcPaf/pYxRX7IBwR1ed6FJ9eCDD5qrrrqqXNvKlSuNJLNz585Kx0pPTzeSzOeff+5q++ijj4yfn1+5UPOvf/3LSDLfffedl44CqJ4LBfcOHTqYxx57rFzbk08+aWJiYlyvZ8yYYeLj48v9spk6dapJSkpyvR4/frzp1q1buXFeeeUVExwcXO7EELDKhYL7kSNHjCSzdOnScu19+/Y1d999t9t9jDGmffv25pFHHinX5+abbzZDhgzx5qEA1fb1118bSWb37t3GGGMOHTpU4fympKTEREZGmueff96rfQBfMX36dBMXF+d6XdVz+gtljPqSDXg4HWpNTEyM9u3bp6KiIlfbjh07JElbtmyp9HvefvttxcTE6MYbb3S1bd26VTExMYqMjHS1denSRTabTVu3bq2h6gHviImJcX3uz9mxY4cOHTqk48ePS5ImTJig2NhY3XXXXZo3b57+9Kc/6f3339drr73m+p6tW7eqc+fO5cbp0qWLCgoKlJWVVePHAXiqSZMmCgwMLDcPzpw5o7179yo9Pd3tPsXFxdq1a1el84DfBfA1K1euVEhIiOt5D9u2bZOkcp9ff39/dezY0fX59VYfwFesWrWq3GfVW+f09SUb8HA61Jrx48frL3/5i4YMGaJ7771X2dnZSk1Nlc1mk8PhqNC/uLhYH3zwgSZMmFDugVsOh6PcxJTO/pIKCQlRbm5uTR8GUC1TpkzR4MGDNWbMGPXp00fr16/Xhg0bJJ39bDdt2lQhISHq3bu3UlNTderUKe3fv1/x8fHlHsxV2Txo0qSJJDEP4NP8/f01ZcoUTZs2TQ6HQ61atdLChQvL/S5wp09+fr6MMZXOA+YAfMm6dev0wgsv6MUXX5S//9lT73Of44t9fr3VB/AFL7/8sr777julpaW52rx1Tl9fsgEr7qg10dHR+vHHH5WSkqJ169apqKhIixYtkjFGwcHBFfovXrxYOTk5GjNmTLn2wMBAFRQUlGszxqiwsFANGzas0WMAquv666/Xli1b1Lx5c33zzTdq27atZs6cKUmuefD0009r4cKF2rx5s5YsWaL09HR17txZQ4cOVWlpqaTK58G518wD+LqpU6fq008/VX5+vtatW6cHH3xQt956a7nfBb/UJzAwUJIqnQfMAfiKzZs366abbtL48eP129/+1tXuzufXW30Aq82bN0+TJ0/WggULyu22461z+vqSDVhxR62KjIzU448/7nq9bNkySdIVV1xRoe/cuXOVnJxcYfufxMREHT58WCUlJQoICJAkZWdnq7S0VAkJCTVXPOAlHTt21DPPPON6PWnSJDVv3lzNmjWTJH399ddKTk4u99fjkSNHas6cOcrKylJSUpISExO1f//+cuPu27dPdrtdrVu3rpXjAKpj8ODBGjx4sOv1Cy+8UOF3wcX6hISEKCoqqtJ5wO8C+IL09HQlJyfr7rvv1uzZs8u9l5iYKEnav3+/YmNjXe379u1T9+7dvdoHsNL8+fM1btw4zZ8/X7fffnu597x1Tl9fsgEr7qhV5+7hlSSn06lXX31V/fv3V/v27cv1y8rK0qpVq/TAAw9UGGPIkCE6ffq0K/RLUmpqqoKDg9W/f/+aKx7wAofDoZKSEtfrEydO6L333tO4ceNcbXFxcRXug9++fbvsdrtiYmIkSSkpKfrmm2/0888/u/qkpqaqf//+lV7BAviS//xdIEnffPONNm7cWG4euNMnJSVFn376qZxOpySpsLBQS5cuLfdcFMAKW7Zs0Q033KA777xTr7/+eoX3O3bsqNatW2vRokWuth9++EG7d+92fX691QewyoIFC/TAAw/ovffe05133lnhfW+d09eXbMCKO7xm5cqVOn78uH766Sfl5+dr4cKFkqThw4e7LlMZNGiQbr31VrVo0UKpqanauXOnVq9eXWGsd999V02bNtUtt9xS4b2EhAT9/ve/1/3336/HH39chYWFev755/XSSy8RWGApp9Opjz/+WNLZ0LF7924tXLhQoaGhSklJkSQdOHBADzzwgO666y4ZY/SXv/xFnTt31hNPPOEa5w9/+IP69u2rkSNHKiUlRVlZWZo1a5YeffRRBQUFSZJ+9atf6Y033tDAgQM1btw4bdy4UatWrap0PgG16ciRI1q9erUrTH/77beSpKSkJNclkosXL9ayZcuUkpKi7OxszZo1S5MnT9Z1113nGsedPtOmTVPPnj112223afDgwfroo48UHByshx9+uBaPGCgvOztbycnJatasmfr27es6H5Kk5ORkNW3aVDabTbNmzdLIkSNlt9vVqlUrvfrqqxoxYoSuvfZaSfJaH8AKy5cv1+jRozV8+HDZbDbXPLDb7brjjjskuX9O/0sZo75kA5sxxlhdBOqGqVOnKiMjo0L7m2++qbCwMElnVxfnzJmjvXv36vLLL9f999/veu8/TZo0SYmJiRo/fvwFf96iRYv0xRdfyN/fXyNGjNDAgQO9dzCAB0pKSnTvvfdWaG/ZsqVefvll1+tt27bpnXfeUUFBgQYMGKA777xTdnv5C6D279+vefPmKSsrSxEREUpOTtbQoUPL9SkqKtIbb7yhzZs3KyoqSmPGjFHHjh1r5uAAN6Wnp+u5556r0D5w4MByzyxZtmyZPv/8czVq1EgjRoxQv379KnyPO30OHjyoN954Q/v371f79u01YcKECg8pAmrTzp07NW3atErfmz59ermrDDds2KAFCxYoPz9fffr00X333Vfugbze7APUpsWLFys1NbVCu5+fnz744INybb90Tu9OxnBnnEsdwR0AAAAAAB/GPe4AAAAAAPgwgjsAAAAAAD6M4A4AAAAAgA8juAMAAAAA4MMI7gAAAAAA+DCCOwAAAAAAPozgDgAAAACADyO4AwAAAADgwwjuAAAAAAD4MII7AAAAAAA+jOAOAAAAAIAPI7gDAAAAAODD/h9t11ZSrkzkEgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = ETSModel(oil)\n", "fit = model.fit(maxiter=10000)\n", "oil.plot(label=\"data\")\n", "fit.fittedvalues.plot(label=\"statsmodels fit\")\n", "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\")\n", "\n", "# obtained from R\n", "params_R = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n", "yhat = model.smooth(params_R).fittedvalues\n", "yhat.plot(label=\"R fit\", linestyle=\"--\")\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default the initial states are considered to be fitting parameters and are estimated by maximizing log-likelihood. It is possible to only use a heuristic for the initial values:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:37.554898Z", "iopub.status.busy": "2026-08-09T19:47:37.552422Z", "iopub.status.idle": "2026-08-09T19:47:38.055476Z", "shell.execute_reply": "2026-08-09T19:47:38.054651Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_heuristic = ETSModel(oil, initialization_method=\"heuristic\")\n", "fit_heuristic = model_heuristic.fit()\n", "oil.plot(label=\"data\")\n", "fit.fittedvalues.plot(label=\"estimated\")\n", "fit_heuristic.fittedvalues.plot(label=\"heuristic\", linestyle=\"--\")\n", "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\")\n", "\n", "# obtained from R\n", "params = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n", "yhat = model.smooth(params).fittedvalues\n", "yhat.plot(label=\"with R params\", linestyle=\":\")\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fitted parameters and some other measures are shown using `fit.summary()`. Here we can see that the log-likelihood of the model using fitted initial states is fractionally lower than the one using a heuristic for the initial states." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:38.060908Z", "iopub.status.busy": "2026-08-09T19:47:38.058187Z", "iopub.status.idle": "2026-08-09T19:47:38.331948Z", "shell.execute_reply": "2026-08-09T19:47:38.329470Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ETS Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 49\n", "Model: ETS(ANN) Log Likelihood -259.257\n", "Date: Sun, 09 Aug 2026 AIC 524.514\n", "Time: 19:47:38 BIC 530.189\n", "Sample: 01-01-1965 HQIC 526.667\n", " - 01-01-2013 Scale 2307.767\n", "Covariance Type: approx \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "smoothing_level 0.9999 0.132 7.551 0.000 0.740 1.259\n", "initial_level 110.7864 48.110 2.303 0.021 16.492 205.081\n", "===================================================================================\n", "Ljung-Box (Q): 1.87 Jarque-Bera (JB): 20.78\n", "Prob(Q): 0.39 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.49 Skew: -1.04\n", "Prob(H) (two-sided): 0.16 Kurtosis: 5.42\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n" ] } ], "source": [ "print(fit.summary())" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:38.340228Z", "iopub.status.busy": "2026-08-09T19:47:38.335679Z", "iopub.status.idle": "2026-08-09T19:47:38.366025Z", "shell.execute_reply": "2026-08-09T19:47:38.363030Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ETS Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 49\n", "Model: ETS(ANN) Log Likelihood -260.521\n", "Date: Sun, 09 Aug 2026 AIC 525.042\n", "Time: 19:47:38 BIC 528.826\n", "Sample: 01-01-1965 HQIC 526.477\n", " - 01-01-2013 Scale 2429.964\n", "Covariance Type: approx \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "smoothing_level 0.9999 0.132 7.559 0.000 0.741 1.259\n", "==============================================\n", " initialization method: heuristic\n", "----------------------------------------------\n", "initial_level 33.6309\n", "===================================================================================\n", "Ljung-Box (Q): 1.85 Jarque-Bera (JB): 18.42\n", "Prob(Q): 0.40 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.44 Skew: -1.02\n", "Prob(H) (two-sided): 0.11 Kurtosis: 5.21\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n" ] } ], "source": [ "print(fit_heuristic.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Holt-Winters' seasonal method\n", "\n", "The exponential smoothing method can be modified to incorporate a trend and a seasonal component. In the additive Holt-Winters' method, the seasonal component is added to the rest. This model corresponds to the ETS(A, A, A) model, and has the following state space formulation:\n", "\n", "\\begin{align}\n", "y_t &= l_{t-1} + b_{t-1} + s_{t-m} + e_t\\\\\n", "l_{t} &= l_{t-1} + b_{t-1} + \\alpha e_t\\\\\n", "b_{t} &= b_{t-1} + \\beta e_t\\\\\n", "s_{t} &= s_{t-m} + \\gamma e_t\n", "\\end{align}\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:38.368954Z", "iopub.status.busy": "2026-08-09T19:47:38.368702Z", "iopub.status.idle": "2026-08-09T19:47:38.826136Z", "shell.execute_reply": "2026-08-09T19:47:38.824641Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Australian Tourists')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "austourists_data = [\n", " 30.05251300,\n", " 19.14849600,\n", " 25.31769200,\n", " 27.59143700,\n", " 32.07645600,\n", " 23.48796100,\n", " 28.47594000,\n", " 35.12375300,\n", " 36.83848500,\n", " 25.00701700,\n", " 30.72223000,\n", " 28.69375900,\n", " 36.64098600,\n", " 23.82460900,\n", " 29.31168300,\n", " 31.77030900,\n", " 35.17787700,\n", " 19.77524400,\n", " 29.60175000,\n", " 34.53884200,\n", " 41.27359900,\n", " 26.65586200,\n", " 28.27985900,\n", " 35.19115300,\n", " 42.20566386,\n", " 24.64917133,\n", " 32.66733514,\n", " 37.25735401,\n", " 45.24246027,\n", " 29.35048127,\n", " 36.34420728,\n", " 41.78208136,\n", " 49.27659843,\n", " 31.27540139,\n", " 37.85062549,\n", " 38.83704413,\n", " 51.23690034,\n", " 31.83855162,\n", " 41.32342126,\n", " 42.79900337,\n", " 55.70835836,\n", " 33.40714492,\n", " 42.31663797,\n", " 45.15712257,\n", " 59.57607996,\n", " 34.83733016,\n", " 44.84168072,\n", " 46.97124960,\n", " 60.01903094,\n", " 38.37117851,\n", " 46.97586413,\n", " 50.73379646,\n", " 61.64687319,\n", " 39.29956937,\n", " 52.67120908,\n", " 54.33231689,\n", " 66.83435838,\n", " 40.87118847,\n", " 51.82853579,\n", " 57.49190993,\n", " 65.25146985,\n", " 43.06120822,\n", " 54.76075713,\n", " 59.83447494,\n", " 73.25702747,\n", " 47.69662373,\n", " 61.09776802,\n", " 66.05576122,\n", "]\n", "index = pd.date_range(\"1999-03-01\", \"2015-12-01\", freq=\"3MS\")\n", "austourists = pd.Series(austourists_data, index=index)\n", "austourists.plot()\n", "plt.ylabel(\"Australian Tourists\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:38.830901Z", "iopub.status.busy": "2026-08-09T19:47:38.828216Z", "iopub.status.idle": "2026-08-09T19:47:40.121206Z", "shell.execute_reply": "2026-08-09T19:47:40.120343Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# fit in statsmodels\n", "model = ETSModel(\n", " austourists,\n", " error=\"add\",\n", " trend=\"add\",\n", " seasonal=\"add\",\n", " damped_trend=True,\n", " seasonal_periods=4,\n", ")\n", "fit = model.fit()\n", "\n", "# fit with R params\n", "params_R = [\n", " 0.35445427,\n", " 0.03200749,\n", " 0.39993387,\n", " 0.97999997,\n", " 24.01278357,\n", " 0.97770147,\n", " 1.76951063,\n", " -0.50735902,\n", " -6.61171798,\n", " 5.34956637,\n", "]\n", "fit_R = model.smooth(params_R)\n", "\n", "austourists.plot(label=\"data\")\n", "plt.ylabel(\"Australian Tourists\")\n", "\n", "fit.fittedvalues.plot(label=\"statsmodels fit\")\n", "fit_R.fittedvalues.plot(label=\"R fit\", linestyle=\"--\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:40.125607Z", "iopub.status.busy": "2026-08-09T19:47:40.125374Z", "iopub.status.idle": "2026-08-09T19:47:40.142117Z", "shell.execute_reply": "2026-08-09T19:47:40.140626Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ETS Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 68\n", "Model: ETS(AAdA) Log Likelihood -152.627\n", "Date: Sun, 09 Aug 2026 AIC 327.254\n", "Time: 19:47:40 BIC 351.668\n", "Sample: 03-01-1999 HQIC 336.928\n", " - 12-01-2015 Scale 5.213\n", "Covariance Type: approx \n", "======================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------------\n", "smoothing_level 0.3398 0.111 3.070 0.002 0.123 0.557\n", "smoothing_trend 0.0259 0.008 3.157 0.002 0.010 0.042\n", "smoothing_seasonal 0.4011 0.080 5.041 0.000 0.245 0.557\n", "damping_trend 0.9800 nan nan nan nan nan\n", "initial_level 29.4478 8.74e+04 0.000 1.000 -1.71e+05 1.71e+05\n", "initial_trend 0.6150 0.392 1.569 0.117 -0.153 1.383\n", "initial_seasonal.0 -3.4428 8.74e+04 -3.94e-05 1.000 -1.71e+05 1.71e+05\n", "initial_seasonal.1 -5.9583 8.74e+04 -6.82e-05 1.000 -1.71e+05 1.71e+05\n", "initial_seasonal.2 -11.4853 8.74e+04 -0.000 1.000 -1.71e+05 1.71e+05\n", "initial_seasonal.3 0 8.74e+04 0 1.000 -1.71e+05 1.71e+05\n", "===================================================================================\n", "Ljung-Box (Q): 5.76 Jarque-Bera (JB): 7.69\n", "Prob(Q): 0.67 Prob(JB): 0.02\n", "Heteroskedasticity (H): 0.46 Skew: -0.63\n", "Prob(H) (two-sided): 0.07 Kurtosis: 4.05\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n" ] } ], "source": [ "print(fit.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predictions\n", "\n", "The ETS model can also be used for predicting. There are several different methods available:\n", "- `forecast`: makes out of sample predictions\n", "- `predict`: in sample and out of sample predictions\n", "- `simulate`: runs simulations of the statespace model\n", "- `get_prediction`: in sample and out of sample predictions, as well as prediction intervals\n", "\n", "We can use them on our previously fitted model to predict from 2014 to 2020." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:40.144311Z", "iopub.status.busy": "2026-08-09T19:47:40.144099Z", "iopub.status.idle": "2026-08-09T19:47:40.162382Z", "shell.execute_reply": "2026-08-09T19:47:40.161753Z" } }, "outputs": [], "source": [ "pred = fit.get_prediction(start=\"2014\", end=\"2020\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:40.165370Z", "iopub.status.busy": "2026-08-09T19:47:40.165123Z", "iopub.status.idle": "2026-08-09T19:47:40.195069Z", "shell.execute_reply": "2026-08-09T19:47:40.193749Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
meanpi_lowerpi_upper
2014-03-0167.61102763.13605572.085999
2014-06-0142.81463538.33966447.289607
2014-09-0154.10645149.63148058.581423
2014-12-0157.92839053.45341862.403361
2015-03-0168.42195663.94698472.896928
2015-06-0147.27763842.80266651.752610
2015-09-0158.95463054.47965863.429602
2015-12-0163.98215359.50718268.457125
2016-03-0175.90525071.43027880.380221
2016-06-0151.41790446.65382756.181980
2016-09-0163.70312458.62928768.776962
2016-12-0167.97799162.57576073.380222
2017-03-0178.31558471.73568084.895488
2017-06-0153.78003146.88324460.676818
2017-09-0166.01800958.78812673.247892
2017-12-0170.24657862.66874777.824409
2018-03-0180.53879971.89263989.184960
2018-06-0155.95878246.96805864.949507
2018-09-0168.15318558.80512977.501242
2018-12-0172.33905162.62189582.056206
2019-03-0182.58942371.86466193.314184
2019-06-0157.96839346.87580269.060984
2019-09-0170.12260458.65206381.593145
2019-12-0174.26908162.41123786.126925
2020-03-0184.48085271.65639097.305314
\n", "
" ], "text/plain": [ " mean pi_lower pi_upper\n", "2014-03-01 67.611027 63.136055 72.085999\n", "2014-06-01 42.814635 38.339664 47.289607\n", "2014-09-01 54.106451 49.631480 58.581423\n", "2014-12-01 57.928390 53.453418 62.403361\n", "2015-03-01 68.421956 63.946984 72.896928\n", "2015-06-01 47.277638 42.802666 51.752610\n", "2015-09-01 58.954630 54.479658 63.429602\n", "2015-12-01 63.982153 59.507182 68.457125\n", "2016-03-01 75.905250 71.430278 80.380221\n", "2016-06-01 51.417904 46.653827 56.181980\n", "2016-09-01 63.703124 58.629287 68.776962\n", "2016-12-01 67.977991 62.575760 73.380222\n", "2017-03-01 78.315584 71.735680 84.895488\n", "2017-06-01 53.780031 46.883244 60.676818\n", "2017-09-01 66.018009 58.788126 73.247892\n", "2017-12-01 70.246578 62.668747 77.824409\n", "2018-03-01 80.538799 71.892639 89.184960\n", "2018-06-01 55.958782 46.968058 64.949507\n", "2018-09-01 68.153185 58.805129 77.501242\n", "2018-12-01 72.339051 62.621895 82.056206\n", "2019-03-01 82.589423 71.864661 93.314184\n", "2019-06-01 57.968393 46.875802 69.060984\n", "2019-09-01 70.122604 58.652063 81.593145\n", "2019-12-01 74.269081 62.411237 86.126925\n", "2020-03-01 84.480852 71.656390 97.305314" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pred.summary_frame(alpha=0.05)\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case the prediction intervals were calculated using an analytical formula. This is not available for all models. For these other models, prediction intervals are calculated by performing multiple simulations (1000 by default) and using the percentiles of the simulation results. This is done internally by the `get_prediction` method.\n", "\n", "We can also manually run simulations, e.g. to plot them. Since the data ranges until end of 2015, we have to simulate from the first quarter of 2016 to the first quarter of 2020, which means 17 steps." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:40.197985Z", "iopub.status.busy": "2026-08-09T19:47:40.197097Z", "iopub.status.idle": "2026-08-09T19:47:40.211750Z", "shell.execute_reply": "2026-08-09T19:47:40.210968Z" } }, "outputs": [], "source": [ "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-08-09T19:47:40.214275Z", "iopub.status.busy": "2026-08-09T19:47:40.214067Z", "iopub.status.idle": "2026-08-09T19:47:42.276411Z", "shell.execute_reply": "2026-08-09T19:47:42.274635Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(simulated.shape[1]):\n", " simulated.iloc[:, i].plot(label=\"_\", color=\"gray\", alpha=0.1)\n", "df[\"mean\"].plot(label=\"mean prediction\")\n", "df[\"pi_lower\"].plot(linestyle=\"--\", color=\"tab:blue\", label=\"95% interval\")\n", "df[\"pi_upper\"].plot(linestyle=\"--\", color=\"tab:blue\", label=\"_\")\n", "pred.endog.plot(label=\"data\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, we chose \"end\" as simulation anchor, which means that the first simulated value will be the first out of sample value. It is also possible to choose other anchor inside the sample." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.6" } }, "nbformat": 4, "nbformat_minor": 4 }