{ "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": "2023-06-10T16:24:38.854899Z", "iopub.status.busy": "2023-06-10T16:24:38.854383Z", "iopub.status.idle": "2023-06-10T16:24:39.953582Z", "shell.execute_reply": "2023-06-10T16:24:39.952840Z" } }, "outputs": [], "source": [ "import numpy as np\n", "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": "2023-06-10T16:24:39.959165Z", "iopub.status.busy": "2023-06-10T16:24:39.957748Z", "iopub.status.idle": "2023-06-10T16:24:39.963118Z", "shell.execute_reply": "2023-06-10T16:24:39.962494Z" } }, "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} &= y_{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} + (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": "2023-06-10T16:24:39.967926Z", "iopub.status.busy": "2023-06-10T16:24:39.966691Z", "iopub.status.idle": "2023-06-10T16:24:40.271510Z", "shell.execute_reply": "2023-06-10T16:24:40.270806Z" } }, "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=\"AS\"))\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": "2023-06-10T16:24:40.276984Z", "iopub.status.busy": "2023-06-10T16:24:40.275690Z", "iopub.status.idle": "2023-06-10T16:24:40.653636Z", "shell.execute_reply": "2023-06-10T16:24:40.652753Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 2 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 6.27365D+00 |proj g|= 8.99900D-01\n", "\n", "At iterate 1 f= 5.31675D+00 |proj g|= 6.49880D-04\n", "\n", "At iterate 2 f= 5.30939D+00 |proj g|= 5.55467D-04\n", "\n", "At iterate 3 f= 5.29115D+00 |proj g|= 5.87086D-05\n", "\n", "At iterate 4 f= 5.29096D+00 |proj g|= 1.86518D-06\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 2 4 13 5 0 1 1.865D-06 5.291D+00\n", " F = 5.2909564503744404 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "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": "2023-06-10T16:24:40.657105Z", "iopub.status.busy": "2023-06-10T16:24:40.656817Z", "iopub.status.idle": "2023-06-10T16:24:40.975823Z", "shell.execute_reply": "2023-06-10T16:24:40.975112Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 1 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 6.27365D+00 |proj g|= 8.99900D-01\n", "\n", "At iterate 1 f= 5.31675D+00 |proj g|= 0.00000D+00\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 1 1 2 1 0 1 0.000D+00 5.317D+00\n", " F = 5.3167544390512402 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LiwsRERE0atSIWrVqkZeXx+rVqwkJCQHA29sbe3t71q9fT4UKFbCzs7PYdm/VqlVjzpw5bNiwgaCgIObOnUtYWFhRx3qAwMBANmzYwNmzZ/Hw8MDV1ZVhw4bx1Vdf0adPHz755BMqVKjApUuXWLp0KRMmTKBChQq8/PLLfP7551SrVo3g4GC+/fZbUlNTLTJuIYQQQgghxMPj6OVU3l9e0Hju1U7V6RDsY3Ks/LwM3t71Mk0qK4TEwZCXFpWpgXhJZMu3h9ikSZP44IMPmDx5MiEhIXTr1o01a9YQFBSEjY0N77zzDnXr1qVNmzZotVoWLlwIFKwFnzp1Kr/88gv+/v706dPHYmMaN24c/fv3Z/DgwTRt2pSkpKRis+4AY8aMoUaNGoSGhuLl5cXu3btxcHBg586dVKpUif79+xMSEsLo0aPJzc0tmnl//fXXGT58OCNHjiwqve/Xr5/Fxi6EEEIIIYR48F3LyOPZuYfINxjpXNOH8e2rmhXv82WPc8hWz7zuClV++x4nj4oWGmkB6R5PGbvHC2EB8n0lhBBCCCHE3aczGBn2+34ORCZT2cuRFS+0xNnOuuQLb2Hln+N4T7cHRVWZXnMcrZq8WOprpXu8EEIIIYQQQgjxH5+tOc2ByGScbK34dXioWQn78aVfE/jZTp6up+A0sFGZEvaykKRdCCGEEEIIIcRDb8mhK8zaEwXAt4PqUdXbyfRgGfE4rP4dnUGhRpY13XrPssgYb0aSdiGEEEIIIYQQD7UTV9J4d9kJAF7qWI0utXxND6bPh8UjqVoplkTPylR4fQkardZCI72RNKITQgghhBBCCPHQSsrM49l5h8jTG+kQ7M0rHauZFS9yzUsQvRdsXfCcsBhnn8oWGunNSdIuhBBCCCGEEOKhpDcYeXHBEa6m5hDo4cCUwfXRaEzfjm3rp0PY/esO5ts6Q//fwNO8zvOlIeXxQgghhBBCCCEeSl+sP8OeiCQcbLT8OiIUV3vTG8+FH5yPy+Jj+OXB+ZAQqNHNgiO9NUnahRBCCCGEEEI8dM7FZ/DbP5EAfDOwHtV9nM2K99mJr8kcqmX4MS39J6+xxBBLRZJ2IYQQQgghhBAPnSWHrwDQKcSH7nX8zIp1MXILJzR6rHyhwzOL0VrbWGKIpSJr2oUQQgghhBBCPFQMRpUVR2IAeLxRebPjrTr8EwAtNc54eFY3O15ZSNL+kGrXrh2vvPLKPXlvRVFYvny5yddPnDiR+vXrW2w8QgghhBBCiEfLvotJxKXn4mpvTftgb7NiGXT5VJsWzrCtBnp7d7LQCEtPknZhcbGxsXTv3r1U594swX/jjTfYsmXLHRiZEEIIIYQQt5aQkcvEleFsCI8zO5ZqNLL+wz6sHd+BzIQo8wcnyqSwNP6xun7YWpm3h3rkku8IioHOR1VaN3/REsMrE0nahcXk5+cD4Ovri62trclxnJyc8PDwsNSwhBBCCCGEKFFajo4Rfxxg1p4oxs09xLNzD5GQnmtyvJ9WDGOaYwTl9sZypHd3Tuz92YKjFbeTna9n/cmCBy8DGppfGl/ZKhKvVinYdgvE3tW8WXtTSNL+EDMajUyYMAF3d3d8fX2ZOHFi0bHU1FSeeeYZvLy8cHFxoUOHDhw7dqzo+KhRo+jbt2+xeK+88grt2rUr+rpdu3aMHz+eV155BU9PT7p27QoUnz3Pz89n/Pjx+Pn5YWdnR0BAAJMnTwYgMDAQgH79+qEoStHXNyuPnzFjBrVq1cLW1hY/Pz/Gjx9v9p+PEEIIIYQQALk6A8/MDuNMXAau9tZYaRTWh8fR6dsdLD54GVVVyxRv4foX+Sn9JBkOkOkAh6uAx5Z3YfnzkJ18h+5CFNoQHkd2voEADwcaVipnXrD8bDTnVuFZIYfaz39gmQGWkSTtJsrWZd/yV54hr9Tn5upzS3WuKWbPno2joyP79+/nyy+/5JNPPmHTpk0ADBw4kISEBNatW8ehQ4do2LAhHTt2JDm5bP+IzJ49GxsbG3bv3s3PP9/49HDq1KmsXLmSv/76i7NnzzJ//vyi5DwsLAyAmTNnEhsbW/T1//fTTz/xwgsvMHbsWE6cOMHKlSupWrVqmcYphBBCCCHEzegNRsb/eYSwqBSc7axYOLYZq15sRZ3yrqTn6nnz7+OMmHGAy8ml+5l8x9Sx/HF6KwCDK9al+ZJ1tOzbHH+9EY7OR/9NU8Knv3Ynb+mRt/TwVQD6NSiPoihmxco8tQw1PwPcKkHFZpYYXpnJlm8mavpn01sea12+NdM7TS/6ut1f7cjR59z03FCfUGZ2m1n0dbcl3UjJS7nhvBMjT5R5jHXr1uWjjz4CoFq1avz4449s2bIFe3t7Dhw4QEJCQlEZ+9dff83y5cv5+++/GTt2bKnfo1q1anz55Ze3PB4dHU21atVo1aoViqIQEBBQdMzLywsANzc3fH19bxnj008/5fXXX+fll18ueq1x48alHqMQQgghhBA3o6oq7y47webT8dhYafh9RCghfi4ALHu+BTN2R/LNxnP8cz6RLlN28mbXGoxsEYhWc/NEMHLhF7j//A+f2MPesf48O3weikZD6MAZ0HQcrBxP+NokbC6uY+GBbXT8ch5e3rXu5i0/9OLTc9l9IREoSNrNtez7r7jk5Ee3um0I1dybOW+ZaX+I1a1bt9jXfn5+JCQkcOzYMTIzM/Hw8MDJyanoV2RkJBEREWV6j0aNGt32+KhRozh69Cg1atTgpZdeYuPGjWWKn5CQQExMDB07dizTdUIIIYQQQpTkyw1n+evgFTQK/Di0AU0r/9tXyUqrYWybKmx4pQ1Ng9zJ0Rn4ZPUpHv95D+fjM24MdvUwFU9OJb+cgeRKNrw0aiXKf5O8Sk1Rx+4kKTCQfC0sqq6jz5rBLNsyAdVovAt3+2hYcfQqRhUaBZQjwMPRrFgJZ/bQYF8eAzYpePi2t9AIy05m2k20/4n9tzym1RTvTrh90PZbnqtRij83WT9gvVnj+i9ra+tiXyuKgtFoJDMzEz8/P7Zvv3Fcbm5uBePSaG5Yu6PT6W4439Hx9v8jNGzYkMjISNatW8fmzZsZNGgQnTp14u+//y7VPdjb25fqPCGEEEIIIcri938u8tP2ggmrz/vXpUutm1d+Bno6smBMMxaGXeZ/a09zJDqVx6buYnyHqjzbtgo2VhpIvADzH8fKKpP6I+rDkwvQ2t74c6xiY0+H6Vs5s38BNqe+IENj4MMr6zgxaTOjenxMpca97uQtPxIKS+P7W6AB3aaTv3G6rYY6iTC4xeNmxzOVJO0mcrB2uOfnmqphw4bExcVhZWVVtL78//Py8uLkyZPFXjt69OgNDwJKw8XFhcGDBzN48GAef/xxunXrRnJyMu7u7lhbW2MwGG55rbOzM4GBgWzZsoX27e/d0y0hhBBCCPHwWHbkCp+uOQ3AhG41GNS44m3P12gUnmhaifbBXry/7CRbziTw7aZzrD0Rywf1Mziw9S1GWyXj4lcf7aiFYOt823jBTYcyv2E/5m14gdmX9tF1eQ7Jf0/g5AuL6TF2JmjM26LsUXUqJp0zcRnYaDX0rONvdrwVGUc43VxDbZ925g/ODFIe/wjq1KkTzZs3p2/fvmzcuJGoqCj27NnDe++9x8GDBwHo0KEDBw8eZM6cOZw/f56PPvrohiS+NL799lsWLFjAmTNnOHfuHIsXL8bX17doRr8wIY+LiyMl5ca1/FDQTf6bb75h6tSpnD9/nsOHD/PDDz+YfP9CCCGEEOLRte1sAm8uPg7A6FZBPNe2Sqmv9XO15/eRoUwd2gB3RxtSr5wi77036LjEwO+5FWDY3yUm7IWsrO0Y1fMPZjb9H6meGmLLgSZ1E8zoCglnTLq3R92yIwV7s3cM8cbVoeyTjf91/sJ6TmsMWKkq3Zre28aBkrQ/ghRFYe3atbRp04annnqK6tWrM2TIEC5duoSPjw8AXbt25YMPPmDChAk0btyYjIwMRowYUeb3cnZ25ssvvyQ0NJTGjRsTFRXF2rVr0Vxf3/PNN9+wadMmKlasSIMGDW4aY+TIkXz33XdMnz6dWrVq0bNnT86fP2/6H4AQQgghhHgkHbqUwnPzDqE3qvRrUJ73eoSUubu4oij0rufP6ufqULnKT1z2UMiygxPWI9gTX/ZO5YGhfei09ghOr/ekq1ELV8JQf2rF2U+HkZ+ZWuZ4jyq9wcjyozGAZRrQHZj/NSHRKm00LriVCzI7njkUtaybDj6E0tPTcXV1JS0tDRcXl2LHcnNziYyMJCgoCDs7u3s0QvGwke8rIYQQQoi761x8BgN/3ktajo52Nbz4bUQo1lrT5jB1umxeWdCRnWomrnoDNaIeZ4uuYHepoU0q8U6PYFzsTJjpTbsKa14jZuNO0va5cdlPwX/qR9SuM9ikcT5Kdpy7xsgZByjnYM3+dzsV9BowkT4vh7CWDXHLhKQX29PqheklX2SC2+Wh/yUz7UIIIYQQQoiH2tXUHEb8cYC0HB0NKrkxfVhDkxN2o8HAT192Yaeaia1RZWro23z33gc82awSAAsORNP52x1sOhVf9uCu5WHoQhIbDSTDHv6prjDs0CS+XtyXnOxkk8Z7y/swWnDuVlULft1Dyw4XlMb3qudvVsIOoJ7Zgr1fLpkuKo1HTLLE8MwijeiEEOIeK9wjdtmRq1TxciLY14UQP2dq+rkQ4udCOUebsgW8sBn+fpqDYU4k5FuR2CkAv0bNqVGpDRXKN0OjlX/6hRBCPDqSs/IZ8cd+4tJzqertxIyRjXGwMf2zcNOzben8TxJJbRXaPzWahvUKlpB+2rcOver68/bSE0QmZjFmzkF61vVjYu9aeDrZlv4NFIW6L04l6bHD6He9hlFNYnZ2BEd+bsNrXv1pNPwTk8de6NClZMbMOUTXWj5M7l+35AtuIzsriey/R+CZFAnjdoKjp9njK6vMPD3rw+MAy5TGW19cTf1GyagNn0Jx9ij5gjtMfnITQoh77JuN51hw4DIA4THphMekFzvu62JHiJ8zIdeT+BA/F4I8HdFqbrJuLvY4/DUS8jNRLtkTlKkys2kkZyKiIGIB9aOMjNihklrdhdYjBuNboQX41Cx10xwhhBDiQZKVp+epWWFEXMvCz9WOOU83KfvD8P9Qd31PYGo0RhxpW7Ee7Zq9Xux408oerHu5Nd9tPs9v/1xk9fFY9l1MZtG4ZlTxcirTe3lUbsjkytvpvv87Pjn5G703qjhELWbDmSN0/WyVyfdwLj6Dp2cdJC1Hx18Hr/B6lxple6jwH/nZaWwb2o6DAXpG+SQQcPwvaP68yWMz1fqTceTqjAR5OlK/opt5wfKz4NRKAJT6Q80fnAVI0i6EEPfQwgPR/LjtAgAf9qyJv5s9Z+LSOR2bzunYDKKTs4lLzyUuPZdtZ68VXWdrpaGGrzMh12flQ/xcKJcUxs5tr/JUfibaoDY4vNGC6GN7qFMhC40xmQuKnorxUCFG5bJLOlZbPgGDEYB9e8uTbGdNfO9qVAppTI1KbSnv3wRFI6uohBBCPJjy9Uaem3+YY5dTcXOwZu7oJvi73bh3eqkd/RNl84fUqAUpfZ4g5MnPb3qanbWWt7sH81gdP1776yjnEzJ58vf9/DWuORXdy769c5umr7Csaj92bBlAenwW+6xP0/nQbDSNRpY5VkxqDiNnFCwTADAYVdYcj2Vki8Ayx1KNRuZ83I2W5/SUvwgpfa0IOL7oniTthV3j+zcoX+bGgv/fzqUfchwbunt4UaViE0sMz2yStAshxD2y89w13ltesJXiix2q8nSrgs6k3Wr7Fp2TkavjbFwGp2PTORVb8N+zcRnk6Awcv5LG8StpAHgbYvh8z7eE5MHUnhWx8fqI/i1rETLkHbpej6XX5RIVsoqrlddip8bj4RsCCeEYU2JxjjbiquYzOfcMqefPwvl5dDlmoOtxhcR65eg79l0cavS4q38+QgghhKmMRpU3Fh9j57lr2FtrmTmqMVW9Ta8q2734A6wifqMpQPPxlOv6WYnX1KngysKxzRj0y14irmXx5B/7WTyuOd4uZW9C7OwRQI+5+9n455O8G7EWzaqXwcYR6jxe6hgpWfmMmHGA2LSCZQI96vgxdct5lh25alLS/t2ygcwIySAuUaFDvZb4H1xP2I5YPEMWENTm7s1Qx6blsCciCYC+FiiNz561gfZR9hwb6EsVMx8AWIok7UIIcQ+ciknn+fmHMVzfcua1ztVvep6znTWhge6EBroXvWY0qlxKzr4+G5/OmZgEuPYeOgUcVNiU/gSndsZzOlXDj080LLrOytqOqk0HUrXpwGLvoaTGoa/xM7GnwmjjlsO5/CQiFAMBsVDxipFjFZKwWzQCJlwEu1t3NhVCCCHuB6qq8snqU6w8FoOVRuHn4Y1oUKmcyfGO/jUZx0/+5lA1d+wH1aNu59I3JvNwsmX+M80Y+MseLiVl8+Qf+1k4tjnuJpToa7Rauj35J6x+FQ7NJG/O81yqdZzqo0pe456dr+fp2WFcSMgsWiZgrdUwbdsFjl5OJTIxiyBPx1KPZc7acczIPAeKQq0netKi45es61mHwGt6Ti34+a4m7cuPxKCq0CTI3aRKhv+Kv3qUTKMBgEa97n7FwK1I0i6EEHdZbFoOT88KIzNPT7PK7nwxoG6ZSrk0GoUgT0eCPB3pXsuHDxe+wHJvA+eHaXi73DM0dezCqd1RRCZmlSqe4uZLveETqQd0u/6aTpdNZNASYvZtomrmHjRGHaRGg2/tst+wEEIIcRdN3x7BrD1RAHwzqB5tq3uZHOv8hfXMODiXMUbwz9cS3OdnKOPSMV9XO+aPLkjcz8VnMnLGAeaPaWralnCKAo99S15cIuE/HUS7djFhViqNn7z1gwSdwcj4P49wJDoVV3trZj/97zKBllU92XnuGiuOXuWVTjefQPj/tn81imvHDqB00vCSRyj9On4JgH3PVvwRvpOo6kn0MBrvyhI7VVVZevjf0nhzrTvyI98Ms6J1uhXTm/QxO56lyGJFIYS4izJydTw1M6yog+0vT4aatS3JjD+HslwXj0ZV+aThWLoNeZVBoRWBgnVrprK2dqB62+G0e2sO/cr7FbyYdsXkeEIIIcTdsOBANF9tOAsU9IrpU9/0RC4m5iDP7nyDbbW0/DnUhjZzNmDj4GpSrEoeDsx/pinujjacuJrG6Flh5OQbTBuYRoPmyZ+Iq2BDnDu8m7KUoyf/vOmpqqry9pITbD2TgJ21hhmjQqnu8+8ygX4N/AFYfuQqaim2bMvZ+xces/bR46DK22c9GP3YjKJjTUd8xj8NFc66KLccj6WFx6RzPiETGysN3ev4mR1v5bUwANrXaGt2LEu6p0n7xIkTURSl2K/g4OCi47m5ubzwwgt4eHjg5OTEgAEDiI8vvt9hdHQ0jz32GA4ODnh7e/Pmm2+i1+vv9q0IIUSJdAYjz88/zJm4DDydbJk5qjGuDiY8Zb9u++fDafjFcULPGXnPryNtmr4MUPT0PCVbZ/oPBP8Rl+BE+Ek3InduNDuWEEIIcaesPxnHe8tOAPBC+ypFvWJMkXjxEC+uHEWCVqGqQeHtF1fg6OFv1viqejsz5+kmONtZERaVwti5B8nTm/Y5bW3vTMf521g9zIk4Fw3Ph/2PM2dX3nDeF+vPsuTwFbQahR+HNqRRgHux411q+mJvrSUqKZtj1/vk3NLVQ9hvfQXPpmnE1XNk8Cebis2m2zu408nWB4DVp+abdF9ltfTwVQA61/TB1d70n6kAzhxezEXVgLWq0qXpa5YYnsXc85n2WrVqERsbW/Rr165dRcdeffVVVq1axeLFi9mxYwcxMTH079+/6LjBYOCxxx4jPz+fPXv2MHv2bGbNmsWHH354L27lgTVr1izc3NxKPE9RFJYvX37HxyPEw0hVVd5fdpJ/zidib61lxqhQs9ZdqRd34LJ1L3Y6GHCtHIO6fl90zMXOCkcbLVBQim+ugxeS0Zx04NTBMLNjCSGEEHfCvotJvLTwCEYVhjSuyBtdapgcKzM+kqNPD2fUIgNVM4z8/Ng8XN0CLTLO2uVdmfVUYxxstPxzPpGXFhxBf30nl7KydfbgixHraKjakKFR+HrhO1zY8e8M9+//XOTnHREATO5fh041fW6I4WhrRZdaBa8vP3L1lu+VGx8O8weCLgu/dk1oP38PWusb1+U/VrUf9SOM+Cy9RH5mqkn3VVp6g5GVxwrGbInS+AvTpvDrVAPjTtjh6lrJ7HiWdM+TdisrK3x9fYt+eXp6ApCWlsYff/zBt99+S4cOHWjUqBEzZ85kz5497Nu3D4CNGzdy6tQp5s2bR/369enevTuTJk1i2rRp5Ofn38vbeqAMHjyYc+fOFX09ceJE6tevb5HY7dq1K6qisLOzo3r16kyePLlU5TdCPEymb49g0cHLaBT4YWgD6lZwMz1YwhmURcNp0OwaVr0r0H3a1mKHFUXB7/pse0xqrhmjLqAP9mVdI4WLflLFJIQQ4v5z8moaY2YfJF9vpEtNHz7tW9v0bb90uTD3WTxSjfimwtf1PsDHp65Fx9sowJ3fRoRio9WwITyeN/8+jtFo2s/GDg6e/Nh/Jd2jFF5cbCTh9UlEH17D8iNX+XTNaQAmdKtRtHTuZgo7rq86FoPuJg8Q4sJ3snD8QP425oFffRg8D6xu3kivSb3RPL/GSOvjKgfnfGDSPZXWP+cTSczMx8PRhjZm9C0AwKDH+3wKzrlQp3IzywzQgu550n7+/Hn8/f2pXLkyw4YNIzo6GoBDhw6h0+no1KlT0bnBwcFUqlSJvXv3ArB3717q1KmDj8+/T426du1Keno64eHht3zPvLw80tPTi/16lNnb2+Pt7X3H4o8ZM4bY2FjOnj3LO++8w4cffsjPP/98x97vVgwGA0ajaU8yhTDHiqNXi9bXTexd66ZPukvrWsxxYhYMhLw0lIBmVPts1U2fdBeWyMdYYKbdtmUDZnbRcihQZ3YsIYQQwpKWHLrCwJ/3kpGnp0mQO1OHNsBKa2KKkxQBf3TCKXMfwV0y8f7sVaq0HmLZAV/Xsqon04Y1RKtRWHbkKh+sOGnypJazS3neGj6LFFeI8IXwbRP4avE2AJ5qGchzbavc9vrWVT3xcLQhKSufXRcSix1LS43m6IvP0vSESv4+V3IGzwPbW2+dZ2VrT1wzDzY2gqv6UybdT2ktud6Arlc9f6xN/TsvFLmdxu1i8O+ST+NRJW/nd7fd06S9adOmzJo1i/Xr1/PTTz8RGRlJ69atycjIIC4uDhsbmxvKtn18fIiLiwMgLi6uWMJeeLzw2K1MnjwZV1fXol8VK976ydODaPXq1bi5uWEwFKyROXr0KIqi8Pbbbxed88wzz/Dkk08CxcvjZ82axccff8yxY8eKZshnzZpVdF1iYiL9+vXDwcGBatWqsXLljWtn/j8HBwd8fX0JCAjgqaeeom7dumzatOm21wQGBjJp0iSGDh2Ko6Mj5cuXZ9q0acXO+fbbb6lTpw6Ojo5UrFiR559/nszMzKLjhfe1cuVKatasia2tLdHR0YSFhdG5c2c8PT1xdXWlbdu2HD58uFhsRVH45Zdf6NmzJw4ODoSEhLB3714uXLhAu3btcHR0pEWLFkRERBRdc+zYMdq3b4+zszMuLi40atSIgwcPlvjnIx5u+y4m8ebi4wCMaR3EiOaBJsfKTIji2BNDmBWu57RHEAxdANY33+vV37Xg9VgLzLT7lqsKQJwxz+xYQgghhCVk5+t5Y/ExXl98jBydgZZVPfhtRCh21lqT4u38ZjSTp/TAEHcCHDywf24BAT3GWnjUxXWu6cO3g+qhKDB/fzSfrztjcuLuUbkhwTN+p3xHLd0zrjDb6jOeqOXAB4/VLLHqwEqroVe9fxvSFcrNSeWl5f35ubOGq17Q6r0vsHcrOW9q++b/GF09loHpJyH3zkyOpufq2HSqoNdZ/4bml8ZzbCGKBly79sPa0bRmg3fSPU3au3fvzsCBA6lbty5du3Zl7dq1pKam8tdff93R933nnXdIS0sr+nX58uUyxzBmZ2PMzi72P5aan1/w+v8rzS869z+zvKpOV/B6Xl6pzi2LwgcfR44cAWDHjh14enqyffv2onN27NhBu3btbrh28ODBvP7668V6DQwePLjo+Mcff8ygQYM4fvw4PXr0YNiwYSQnJ5dqXKqq8s8//3DmzBlsbErem/Krr76iXr16HDlyhLfffpuXX365WLKv0WiYOnUq4eHhzJ49m61btzJhwoRiMbKzs/niiy/4/fffCQ8Px9vbm4yMDEaOHMmuXbvYt28f1apVo0ePHmRkZBS7dtKkSYwYMYKjR48SHBzME088wbhx43jnnXc4ePAgqqoyfvz4ovOHDRtGhQoVCAsL49ChQ7z99ttYW5vXEEM82C4kZDB2zkHyDUa61/blne4hJsfS63KZ/Xl/ysepdAoDh7aTwcH9luf7uRbMtFtiTbuvZwioKjk5Rgw6WXokhBDi3joXn0GfH3fz96EraBR4rXN15jzd1KRGZHm5acx+pxVev+2hzXoNK71qw7O7IKj1HRj5jfrUL8/kfnUA+GXnRX7YesHkWNnu9fgm4x1iVHeqamJ49vCbpMecKdW1hSXyG8PjycrTY9Dn89bfj3FYySPeF8r/OplKjXuVKpZ7QGucPKqDPhdOrzL5fm5n/Yk48vRGqno7Uae8eUl2ZkYsYRc3YASod/f2ly+Le14e/19ubm5Ur16dCxcu4OvrS35+PqmpqcXOiY+Px9fXFwBfX98buskXfl14zs3Y2tri4uJS7FdZnW3YiLMNG2FISSl6LWnGDM42bET8pOL7JJ5r2YqzDRuhi4ktei3lzz8527ARse+9X+zcCx07cbZhI/L/M4ObumxZmcbm6upK/fr1i5L07du38+qrr3LkyBEyMzO5evUqFy5coG3bG7cysLe3x8nJqVivAXt7+6Ljo0aNYujQoVStWpX//e9/ZGZmcuDAgduOZ/r06Tg5OWFra0ubNm0wGo289NJLJd5Hy5Ytefvtt6levTovvvgijz/+OFOmTCk6/sorr9C+fXsCAwPp0KEDn3766Q0PfHQ6HdOnT6dFixbUqFEDBwcHOnTowJNPPklwcDAhISH8+uuvZGdns2PHjmLXPvXUUwwaNIjq1avz1ltvERUVxbBhw+jatSshISG8/PLLxR6EREdH06lTJ4KDg6lWrRoDBw6kXr16Jd6neDhdy8hj1Mww0nP1NKzkxpTB9dFoTFtfpxqNfL60Pz/X0zG3o4LdB6MJqNv9ttf4uxXMtF81Y9u3Qp7uwcz5xsDPPxhJPH/7/9+FEEKIO2nxwcv0/nEX5xMy8XK2Zf4zzXipYzW0JnzGRkXtYNiCNvxQOZXLnpAa6kXPpzeAi3ld4stqSJNKfNCzJgDfbjrHH7siyxwjPj2X4X8cIDzbjUnlJhMR7UPWuiwOjHycrJRbN5grVK+CK4EeDuToDGw4cZWl49twPCUNG1Vlav1XCQnpW/rBKArUHUh+hpaoeT+V+V5Ko7A0vl+D8qb3L7gu7PvXSVjjxJSMilC+oSWGZ3H3VdKemZlJREQEfn5+NGrUCGtra7Zs2VJ0/OzZs0RHR9O8eXMAmjdvzokTJ0hISCg6Z9OmTbi4uFCzZs27Pv77Sdu2bdm+fXvR7Hb//v0JCQlh165d7NixA39/f6pVq1bmuHXr/tuIw9HRERcXl2J//jczbNgwjh49yu7du+nevTvvvfceLVq0KPG9Cv+e//v16dOni77evHkzHTt2pHz58jg7OzN8+HCSkpLIzs4uOsfGxqbYmKHgwc6YMWOoVq0arq6uuLi4kJmZWdRP4Wb3Wrjsok6dOsVey83NLeqJ8Nprr/HMM8/QqVMnPv/882Kl8+LRkp2vZ/TsMK6k5BDg4WBWuR7A7HVjWZR7GUVVaT/0Ser2f6PEawrXtMemmV8eb23nSI4dGIGEiENmxxNCCCHKKitPz2t/HeXNv4+TqzPSupon615uTfMqHibF2zznRQZve4GzGiOOVuD0xbM89vNOrO2dLDzy0hndKojXOlcHYNLqUywKiy7hin+l5egYOeMAV1NzCPJ0ZNIz/dANeZMsWzhYSeXlFX3Iy739dm6KohTNthunP03t7Wl8Ms/AlxUH0bjB6DLfT6Z3KyLW+JC1JonYk9vLfP3tXEnJZn9kMoryb4WAOXJ3HadyHNTU+xQ8cLgPWd3LN3/jjTfo1asXAQEBxMTE8NFHH6HVahk6dCiurq6MHj2a1157DXd3d1xcXHjxxRdp3rw5zZoVdPTr0qULNWvWZPjw4Xz55ZfExcXx/vvv88ILL2Bra3tHx17jcMEPrsp/ZqE9nn4a9xEjwKr4H2v13QXb2Cl2/649LffEE7gNHAja4j/IV92y+YZz3fr1K/P42rVrx4wZMzh27BjW1tYEBwfTrl07tm/fTkpKyk1n2Uvj/5d7K4pSYnM3V1dXqlYtWBP7119/UbVqVZo1a1asyWBZRUVF0bNnT5577jk+++wz3N3d2bVrF6NHjyY/Px8Hh4KttOzt7W94+jZy5EiSkpL4/vvvCQgIwNbWlubNm9+w48B/77Uwxs1eK7z/iRMn8sQTT7BmzRrWrVvHRx99xMKFC+lnwt+feHAZjCovLTjC8StplHOwZtZTTfBwMv3fo53fjSVrzx603TS86tuCzq3eLdV1fkVr2nNQVdXsp9CXh7tyMe8KnSveuiRfCCGEuBPOxmXw/PxDRFzLQqPA611q8FzbKiZVsKn52Wwb3YHyYWnU6afBUMOOL3rMwtun9h0Yedm82KEqmXl6ft15kbeXnsDexore9W4/65+rMzBmzkHOxGXg5WzLnKeb4Olki2eXMRy3g+UR35Oj5PHGX935duhmrK1vvd1s3/rlSdw2nd6ehzlezou8TrXp1NG0rbSdgptzqaKGZGsVq/2/Mqh2O5Pi3EzhuvtmQR6Ud7Mv4ezbi4s9wqe9VZqf0fDyyJInRe6VezrTfuXKFYYOHUqNGjUYNGgQHh4e7Nu3Dy+vgpb9U6ZMoWfPngwYMIA2bdrg6+vL0qVLi67XarWsXr0arVZL8+bNefLJJxkxYgSffPLJHR+7xsEBjYNDsR+EFRubgtf/33rtonM1//5xK9bWBa//v4cLtzq3rArXtU+ZMqUoQS9M2rdv337T9eyFbGxsiprYWZqTkxMvv/wyb7zxRomNNgq39vvv1yEhBWuCDx06hNFo5JtvvqFZs2ZUr16dmJiYUo1h9+7dvPTSS/To0YNatWpha2tLYmJiyReWQvXq1Xn11VfZuHEj/fv3Z+bMmRaJKx4MqqryyapwNp9OwMZKw+8jQwnydDQ5Xv7xjbj+sZMOx1XeOlmOEd1Kv+tC4Zr2rHwD6Tnmb9U22C+YJ7My8Ml5tHfbEEIIcfeoqsqisGj6TNtFxLUsfFxsWTCmGS+0r2rakrPE8yh/dMY/OxYj0Dvbm9+G7bovEnYomBB6p3sww5pWQlXhtUVH2Xwq/pbnG4wqLy88woHIZJxtrZj9VBMquv+blNdtM4Yf67+CrVFlhzGdme+2Q59362VzgfGb+MR6FjYORjRjetNp0tJbnlsa6a92YPJgLYs1t97Vq6xUVWXp9aS9nwUa0K0++D3pjhoSG9pTseHtlx7eS/c0aV+4cCExMTHk5eVx5coVFi5cSJUq/25JYGdnx7Rp00hOTiYrK4ulS5fesFY9ICCAtWvXkp2dzbVr1/j666+xsrqnBQT3hXLlylG3bl3mz59flKC3adOGw4cPc+7cudvOtAcGBhIZGcnRo0dJTEwkL8+yHaPHjRvHuXPnWLJkyW3P2717N19++SXnzp1j2rRpLF68mJdffhmAqlWrotPp+OGHH7h48SJz584t9TZy1apVY+7cuZw+fZr9+/czbNiwYuv2TZGTk8P48ePZvn07ly5dYvfu3YSFhRU9ZBCPhj92RTJ77yUApgyqT6MAM2alkyKwWTeO8i1SSKhlz8DJG4s9zCuJvY0Wd8eCB4iW2PYN1woF/00reV2cEEIIYa6sPD2vLjrKW0tOkKsz0qa6F2tfak3TyqaVw0fs+QF+aQvxJ6nRxBr3yc/R+/ttWN1iF5Z7RVEUJvWpTb8G5dEbVZ7/8zC7L9w4uaSqKu8vP8mG8HhsrDT8NjKUmv439ulq0uAZvq05mmfXGmm9KoN1T7cu1vC60KH5HzFp0ZvkKDBP35GPs/qYfS9dmr+GlapyRmPkQsRGs+MBHL+SxsVrWdhZa+he+9Y9zEpDNRpZfa1gB6neFdpZYHR3zn21pl1YVtu2bTEYDEVJu7u7OzVr1sTX15caNWrc8roBAwbQrVs32rdvj5eXFwsWLLDouNzd3RkxYgQTJ068bWn966+/zsGDB2nQoAGffvop3377LV27dgWgXr16fPvtt3zxxRfUrl2b+fPnM3ny5FK9/x9//EFKSgoNGzZk+PDhvPTSS2bvU6/VaklKSmLEiBFUr16dQYMG0b17dz7++GOz4ooHx7oTsXy2tqDnwrs9gnmsrp/JsXQZ8TD/cchJxrNRCG0X/IOVbdkfLBWVyFsgaU9J0RJ+wo0T6/eYHUsIIYS4ndOx6fT6cRfLj8ag1Si82bUGs0Y1Nmm5WVZKHKuHhrLr8+kcVXQQ2Brl+V349Su5KfK9otEofPV4XbrW8iFfb2TMnIMcupRS7JzvNp9nwYFoFAWmDqlPs9s8zGjT9FVqN2tBvhbCfDJJXz8B/lPxenrTryhf/EXvpVYssqnNx8anOXY1nYhrmbeMWRpu5YJopXHBRqeyY/1Us2IVWnq9AV2Xmr4425m3S9Pp9T/Rc5WeRhFGOjd51RLDu2MU1dTNAB8i6enpuLq6kpaWdkMn+dzcXCIjIwkKCsLO7v56EvcwCwwM5JVXXuGVV16510O5I+T76uFy6FIKT/y2jzy9keHNAvikTy2T15Bnp8Sx+MVOqLXSGGnvhvLMFnAy7aHSM7MPsvl0PJP61mZ4swCTYhTa/cNzuE/bzlU/hU7bTpkVSwghhLgZVVVZcOAyH68KJ09vxNfFjh+eaEDjQNMq1y5GbuXrRS/z3Bw9GiOcG1+Lfs8vAo3pzWHvpjy9gWdmH+Sf84k421mxYEwzapd3Ze6+S3yw/CQAn/atzZOl/IzftuxN6p34HXejEdq+De3f4fLlvYxe8wwjVql45Su0+Xsbzy+NYtvZa7zUoSqvdbn1RF+p3nPOy7h+vZEcO2i2+xha65K3fb6VfL2RZpO3kJyVz6ynGtOuhnmTbhufakHFvSlcrGnLY0uPmhXLVLfLQ/9LZtqFEMIMUYlZjJlzkDy9kY7B3nzUq6bJCbvRoGfjuG40OWjAc5MTCf1/MTlhByjv9m8zOnO51WrAukYKO+uUfK4QQghRVpl5el5eeJR3l50gT2+kXQ0v1r7c2uSEfdW29xiy/SX+8YM/uyhkv9OffuP/fmASdgBbKy2/Dg+lcWA5MnL1jJhxgF92RPDhioKE/ZVO1UqdsAO07/cV7l0/B8C4+QuO/m8w4zaNJdZew8p+VjSbsxx7V++ijuzLj8aU2IOqJE17vYMK6DRwdGfpe/PczI5z10jOysfTyZZWVT3NioVBR2vvBPQhOVTp19e8WHeBJO1CCGGi5Kx8npoVRnJWPrXLuzB1aAOstKb/szpl2UB+baInrhz4PTMEn0olb414O34W3PbNt247ZnbRsryhBl1eltnxhBBCiEKnYtLp9cMuVh4rKId/q1swM0Y2LurNUhZZSTEsHxnK1ydXkKNRaIodr7+3hMYjP7sDI7/z7G20/DGqMXXKu5Kclc/kdWdQVRjWtBIvdyz79s00HYex9Tsc+ccL/jyOPlWlvAGm9V6Aq19BvM41fXCw0RKdnM3h6FSzxu9Qzpfo5ypj7JdCnazzZsVadqSgNL5PfX+zft4CIGIr9vbXqNNcS/AT75kX6y6QpF3cl6Kioh7a0njxcDAYVcbNPUhkYhbl3eyZMbIxjramN8Fcsul1ZmVd4LKXQtan/Wn0xEdmj7FwTXuMBWba3d2rYqOqqIpC/LWTZscTQgghVFVl3r5L9J2+m8jELPxc7Vg0thnPtTNtOzcSznBidBdq7M/ipZUGnnepwy/DduPp9WA3Bnaxs2bO002o7lOwh3y3Wr580qe2yZV9mo5vExfsi60emkUa+aXjdLy8axUdd7CxolutgiZvK46a34C2X9cJdMjJwebUCtCb1uA6LVvH5tMJAPS3QNd449HrPbvqDASteWvj7wZJ2oUQwgQHIpMJi0rB0UbLzKca4+1iem8Co8HA79EbAHjetS49O1pmNqBw71JLdI9XNBp8DeCSpRJ35ZjZ8YQQQjzaMnJ1vLjgCO8vP0m+3kiHYG/WvtSaUBPL4Tm6AH5rT4MqMaSXg4ARj/Ncvz/RWpm+hvp+Us7Rhr+fa8GMUaFMHdoArSkPNf6j+0/byXynP8+Nm05AQOsbjheWyK86FoPOcOvG0aUS2Aqc/VFz0jAeX21SiDUnYsnXG6nh40xNv1uv/S6NtJizTFm3nylad3Jr9zMr1t0ie6OVkvTrE5Yk308Pvq1nCvZN7Vrbl+o+zmbFurBtNh9ON3CghsKo33+wxPCAf8vj49JyMRpV02Yt/uOFvyEo0kDcU7ug2VhLDFEIIcQjKFdnYMBPezgXn3m9HL4Gz7SqbPLn1JI1Y+l68C+cVBXbeu1o8uHPKK6m7+Jyv3Kxs6ZDsI9FYmm02tsuGWhRxQNPJ1sSM/PYee4aHUPMeF+NlqtWTYjdsI+0Y5/ScfmAMocoLI3v17C8yRUGhQ7+/gE99kL8OTts32tsVqy7RWbaS6DVFjSryM/Pv8cjEQ+T7OxsAKyt7/9yHHFzW66XaHUy50PsutT1y3HLgurpWuwdzNjb/f/xcbZFo4DOoJKYZVo52n8ZnW0wAtlJCeYPTgghxCNr+9lrnIvPpJyDNX+Na8bYNiaWwwO6nEwM0/5hSbQX6U3Gw5NLH8qE/W6z0mroXc8fKGhIZ66M4JY4pmpwjcwlLSGiTNdGJ2UTFpWCokDf+uaXxu80nudwZYXsZpVQNA9GOiwz7SWwsrLCwcGBa9euYW1tjeYB+YsV9ydVVcnOziYhIQE3N7eih0LiwXLxWiYXE7Ow1iq0rmZm91KgcfUcMtol4tZijAVG9y8rrQZvZzvi0nOJSc3F29m87QXLDWrM0cZraFitgoVGKIQQ4lG06VRBtVr/hhVoFGDew+oTS76izkXIjLXC/sd3Hqju8Pe7vg38mbE7kk2n4sjM0+NkRu+e6p1G81GfH9hQReXt4z/Rv9PXpb522ZGCdfUtq3ji62rezzJXrx5gaZAeJVDDxuud9B8EkrSXQFEU/Pz8iIyM5NKlS/d6OOIh4ebmhq+v770ehjDR1jMFM81NgzxwtjOzWiIrESUmDBdfFZc+L1hgdMX5uxUk7bGpOdSv6GZWrJaBzWh5ciFkZ1hmcEIIIR45eoORLdeXmHWpaX612o78A1ztoqG+6kRjeyez44l/1SnvSmUvRy5ey2LDyTgGNDL9ob1GqyWgVSNykg+x+sp2+pfyOlVVWXq9NN4SDejWHCpYhthEscfXr4HZ8e4WSdpLwcbGhmrVqkmJvLAIa2trmWF/wG0+XfDDRscQ0/dQL5R5ZhWOqCi+dcHV/A+j/8/PzR6iU4mxwLZvuF7/sE4zv5OsEEKIR1NYVAqp2TrKOVjTKKCcWbFUo5H1XCGmkYYe1cq+TlrcnqIo9Ktfnm82nWP50atmJe0AjzV6ke83jSJMySMu9kipkubD0alcSsrG3lpL11rmTXgZDQYidx/GtqpCz8odzIp1t0nSXkoajQY7O/PKMYQQD760bB1hUSkAdLRAM5hlv/zIZY0/rWpUp43Z0W7kb8Ft33JVRyJOupFzNIHQ58wOJ4QQ4hG08VQcAB1DfMzea/vchbXEaMHOqNK8/jOWGJ74f/pcT9p3X0gkIT3XrN1y/Pwb0T/KiqpheRw5+Q7dv1pf4jWFDei61fY1a2tdgPBVUxmxwkhfB6i19UWzYt1tskBbCCHKYMf5axiMKtW8najk4WBWrPzMVGrty6bfdnB3qGOZAf4//tc7yMdaYNu3fGcvNCcdcDyjJTMx2ux4QgghHi2qqrIx3HKl8cf+/okGF4y0xsWijVzFvyp5ONAooBxGFVYeM78hXRu1KqEXVOz2lvxzRJ7ewKpjsYBlSuPdzu0n28VIRmV7nNwerP48krQLIUQZbCkqjTf/h42DR2ezsI2GwzUgpMfzZse7GT/X63u1p5pfHu/iV431jRXmttcQH3/S7HhCCCEeLadjM7iamoOdtYbW1bzMjue5PpJ3FhvpGRNo/uDELfWtX9hF3vzlcQ1HT2RdMzjcJZe8q4dve+62M9dIy9Hh42JLiypmNv7V51NR3U/D7nG0/+Bj82LdA5K0CyFEKekNRrafvQZYZj37zpjNrGus4dyQCmitbcyOdzP+bgVlbJaYaQfY2d6KVc00xGdHWiSeEEKIR0dhaXybal7Y25jX30e9dhEP92yynY3UG/qGJYYnbuGxuv5YaRROXk3nQoJ5zWjLVazFy10b8LoxCdtTy2977tLDBaXxfeuXR2viloBFLmyGnGQUZx+0tbubF+sekKRdCCFK6dClFNJyCprnNKxkfvOc7ZlRALQN6GyB0d1cYXl8QkYe+Xqj2fF8tQVLAuLSJGkXQghRNoWl8Z0tUBqvRGygXv0UGj5XBY/KDc2OJ27N3dGGdjUKKiOWHzG/RF5bb0jBb078Dcab/2ySkpXPtrMFu/X0s0Bp/KJNX7PDzg5d7QGgffDauknSLoQQpbTl+lZv7Wt4m/3E98KBxXhFGXHUGWlW/2lLDO+mPBxtsLHSoKoQn25+ibyvjQsuWSrJV6PMH5wQQohHxuXkbE7FpqNRLLPEjDNrAFBCepofS5SoT/2CxHn50auoqmpesGpdyMlyI3xXFheWT7npKatPxKIzqIT4uRDs62LW26VcDifk51j0K92J8KxnVqx7RZJ2IYQopcL17B0sUBof8dcfvPuXkQ9WaHBwMHOd1m0oioKfa2GJvPlJe+N9Bn6fasB3ncy0CyGEKL1Npwo+QxsHuuPuaN6SsOQr4Xx35RR77WxRazx4pc4Pok4hPjjZWnElJYdDl1LMC2Ztx66rPmhOOXBm8Z83PaWwNH6ABWbZ96z4HKMCGq1CjYaDzI53L0jSLoQQpRCVmEXEtSysNAptqpvfPKdidio5jkZcG4RYYHS352fBbd/sfXwxAvq8fLNjCSGEeHQUJu1dzNxrG+DYnMl0nWfLlb1eKO5BZscTJbO3+Xef9GVHzG9I5967J3uDFVZWySUvN63YscjELI5Ep6JRoHc9f7Pfa5HTKca8pCV+ZD0UzYOZ/j6YoxZCiLts8/VZ9iZB7rjYWZsXLCuJWn7nadAzjpYvfWGB0d1e4br2GAs0owt6rBdHR2fg3dnMPwMhhBCPjJSsfA5EJQOW2ertSmQ4BgUcK5j/EF2UXr8GBbPea07Emt0np8HAd/mzt4a91TTsPDit6PWMXB3vLj0BQOtqXmbtCw8wf93zHFHyybeBDr3eMyvWvSRJuxBClMLW6+vZLbIO78ImUI0ovnVQPO/8DIH/9W3fYi2w7VtghcYMy8qgRUosmLumTQghxCNh65kEDEaVYF9nKro7mBUrJyeFqS10PPOylqBRYy00QlEazat44O1sS2q2jh3nrpkVS6O14jHXGgCsiSzoT5CQnsugX/ax92ISjjZaXulUzeT4RoOBNeNac2TtDgBGOlXD26e2WWO+lyRpF0KIEqTn6jgQWTBD0MkC69lXHpzNPjtbdNXvXNf4//Jzs1x5PC7X15bpsiHHzDVtQgghHgmFW71ZojR+39E/yNUouNhAcKMhZscTpafVKEXl6sstUCL/WL0xOOaoaA+lcPzYfvr/tIfTsel4OtmyaFxzGpi6U49BR8zkAVTekchTm428pQvm1f5LzB7vvSRJuxBClGDH2WvojSpVvBwJ8HA0K1Z+Zirlv48idY0Hp23MX6dVGv+Wx5s/0461Hacv+nDwgAdxh7eaH08IIcRDLVdnYOe5RMAypfFbI9cB0MEp6IFdn/wg63u9RH7z6XjSc3VmxapetRuTFhp5Zr3Klh/e50pKDoEeDix9rgW1y7uaFjQvExYMobxuG8bgXOKfqM+Tzyx+4L9XHuzRCyHEXVBYGt/JAqXxR9d+h50O3LKhVrORZscrjaLyeAusaQeIibbC8aItF0/stEg8IYQQD69d5xPJ0Rko72ZPLX/ztu7S52bT+fsYXl1moIN3JwuNUJRFLX8Xqnk7kac3sv5knNnx0uv4E+UNuY5x1Kvgyt/PtaCSh2lLKBKjjnBoVle4sBnF2p5aX/5Mhw8WmD3G+4Ek7UKI+9ovOyJ4ZeERcnUGs2PlXgmDuf3hysFSX6M3GNl21nLr2bdxiGde0rJ/sBdaa/O2vCmtwvL41Gwd2fl6s+Oda2jP3A4aYp0yzY4lhBDi4VZYGt+5pg+KopgV68ra3/BKg7pRKvWbPm2J4YkyUhSlaLbd3BL5xQcv841rP9y6JzOhXDQLBpXH08nWpFiXDqzg1JAn2LctmZNOnjBqNVTvatb47ieStAsh7lsHIpOZvO4My4/GsOT6fp2mys9MZeHro/j60lHS1k8o9XWHo1NJzdbham9Nw0puZo1BNRrZnhlFpoNC7ZY9zIpVFi521jjbWgEQY4FmdGnN/FnVVEO0Q1rJJwshhHhkGYwqm08XPPi2RGl8gH08AZ2v4d23Kjb2zmbHE6YpXNe+92IScSYsvVNVlWnbLvDm38eJ0QfiqQ1BCzicXWrSeE6dWc43y97FIxXqXwSHTt9BhVCTYt2vJGkXQtyXdAYjHyw/WfT1rN1RqGZ0K9/64SCaHjPSfIUt6pXDcOVQqa7bcqZgq7f2Nbyw0pr3T2bkpW1c0YK1qtK83t2dISicbbdEibyvQ8EPXnG5SWbHEkII8fA6dCmF5Kx8XO2taRzkbl4wVUU5txYHDx2VBo2xzACFSSq6O9A4sByqCiuPlW223WBUmbgynK82nAXg2bZVqNrpaVQVMjf8idFQtsrKvYd+5qm977MtWMPi3lqqzPqFyvV7lSnGg0CSdiHEfWnm7kjOxmdQzsEaRxst5xMy2XUh0aRYMTEHmVb+KkeDFPKbaXDKVbj6+8RSXbvl+gxBBwuUxp/+9RteXm6g/yVbHJzM70JfFn4W3PbN17kCrlkq+XEy0y6EEOLWNoYXlMZ3DPbG2swH39kxR9ClRIKVHVTtaInhCTP8WyIfU+prcnUGXlxwmNl7L6Eo8GHPmrzdPRhq9OTQel8u/53N2Y2/lTretqljeD3sB7I1Ck2w4/X3N+Bbs02Z7+VBIEm7EOK+E5Oaw3ebzwPwTo8QBoZWBApm203x+ZaXifLUsGGQPY1GfM7pVT4k/3WBuFP/3Pa6S0lZXEjIxEqj0La6l0nv/V/2YZdoeVqlaX4Fs2OVlf/1mfarFtj2ze+aPb9NNfD4Igt0oxdCCPFQUlWVjacKqtW61DL/wffGn95jyiV//nIKARvzdnIR5nusjh/WWoVTsemcjcso8fz0XB0jZxxg7Yk4bLQapg5pwNOtggBQHN2J97MjyxYO7Vtcqvc/+NFgfKfv4pVlKt1VN34ashXnwm1pH0KStAsh7juTVp8iO99AaEA5Hm9YgRHNAwDYejaBqMSsMsXavvtrthnTsVJV3m8zGZfGvYj103LRF9Zv//q21xbOsjcOdMfV3tq0mymUnUyzkGtQJ4sGQ14xL5YJLNlB3qt6KEbAAOh1eWbHE0II8fA5F59JdHI2tlYa2ljgwbfzrkv02gse6Xe3Uk3cnJuDDe1qFPxdLD96+xL5+PRcBv28l/2RyTjZWjHrqcb0qld821vHsf0Y+5KWGQHxGPT5tw5mNMKG9whO2UK+tYqDnwuTh23Bxvbh7nEgSbsQ4r6y7WwC607GodUofNqvNhqNQmUvJ9rX8EJVYdaeqFLHykqKQZ3wB/32GBlhX42qVboUHJgwgPdHWjHTPoK8vPRbXl+4nr1jiAV+QDi/CQePPELaV8CzTnvz45WRn1th0m7+7Lh3SCuOPJNJ/uMpkHXN7HhCCCEePoWl8a2qeuJgY2VWrNiYwywNVThQHeoOfcMSwxMW0O96ifzKozEYjTfvO3QhIZP+0/dwJi4DL2dbFo1rRouqnjec17Ljm9hr4JpWIezYzJvG0uVloV86Bvb+iJO7jmqThtLjj913bTeee0mSdiHEfSNXZ+CjFeEAPN0ykGDff/dzfaplQQnV34eukJGrK1W8qO9ewjcJuh42MqbDd0Wvt2//Dj4GlWSNwvrd/7vptRm5OvZfTAYss9WbenZdwW9qdDM7lin8XS1XHm9lbcuTGhc6ZedglRFrdjwhhBAPH0uWxm87/gc762jY2t8Br2pNzI4nLKNDsDfOtlZcTc0hLCr5huOHLqXw+M97uJqaQ5CnI0ufa0Etf9ebxrK2daSrfcHywfXHF91wPCP+IqueaMaUs9tQNVbQ7xcc+n6ERqu17E3dpyRpF0LcN6ZvjyA6ORtfFzte7lS92LHW1Typ6u1EZp6evw+VYvu3a+eoabUdt+apuI3rg5NXQNEha2t7hniFojWohG1Zc9NOpTvPJaI3qlT2ciTI07y1c/nZaXy7cT9fGz1JDWxlVixT+bv924jOnC78RVyvr8tPN28rPiGEEA+fmNQcTlxNQ1Es8+B7a3wYAB28GpodS1iOnbWW7nV8AVh+tHhDui2n4xn2+z5Ss3XUq+jG3882p6K7w23j9Szflw//NNDru1iyU+KKXk9MPMOqF3oREq6nzgZbovpMhXpDLH9D9zFJ2oUQ94WL1zL5eXsEAB/1qomTbfFSOkVRGNkiEIDZe6JuWYYFgKrC2tdRVB1+nVpTa/TkG04Z0Ox9pvxmYNgSPccW33h8y+nrpfHB5pfGn1jyNT12QevVNjhVaG52PFP4Xp9pz9EZSMspXaXC7UREaTh4wIPwtavMjiWEEOLhsun6LHtoQDk8nWzNipVy5RTW4ZnY56q0rzPSEsMTFlTYRX7N8Rjy9AWTIIvCohk79xC5OiPta3ixYExTPErxfVCv2dP4p6g45MGBRZ8AEB29i+ErB/JTe4VIP6jw+jiC6g27czd0n5KkXQhxz6mqyocrwsk3GGlb3YtutX1vet6AhuVxsbMiKimbbWcTbhlv5+IJbIgNQ7Wyg+5fgKLccE45r6pkBTqS4ggHjhdPPA1GtSi+JWYIDl3bz4HqCrG1HLCytTc7ninsrLV4OBas+bJEifyZ2HQcL9oSGX7K7FhCCCEeLoVJe5eaN/88L4uj8z/npZUqk+cbqFTp3lSriVtrFuSBr4sd6bl6tp25xg9bzvPWkhMYjCqPN6rAryNCS93TQGttQ/yQamwankMllzjCD//J8C3PckULjvYKNWf+Qu0+r9zZG7pPSdIuhLjn1pyIZdeFRGysNHzcuxbKTZJsAAcbK4Y0qQTcuiFdWsxZbL5YDWvKsb5Sd3APuuX7hrz1PnGD0hhpdw5SLxe9fiQ6hZRsHS52VjQKKGf6jQGoKivdYvl6gBbHcQPMi2Umv+vbvllir3Z9gwDmdtBwsroFSu2FEEI8NNKydey7mARA55rmP/iumB5HlpsRq9r+JZ8s7jqNRqFP/YK/m7eXHuebTecAGN++Kl89XhdrbdnSzf5PfslLuhQS9x0ka/QkfK5AiFHLvN6LCQx8OPdgLw1J2oUQ91RGro5PVhXM1r7QriqBJawfH94sAI0C/5xP5Hz8jfuCLvjzBRQj2OuhQ79vbhurSv2+9PdthJ3RCGG/Fb2++fpWb+1qeJf5w+b/i4zaziUtWKkqLeo/bVYsc1ly2zfnBvVZ1VTDUb/bbMsihBCizBIz89AbjBaJlZuTQlpatEVilda2swnojSrVfZxK/EwvkS6Xqg4nCe0WR5u3blzKJu4PfeoXlMinZutQFPi4dy3e6FrjlpMwt+UdDL51sTlnhXMODDukMHPgejw9gy086geLJO1CiHtqyqbzJGTkEejhwLi2lUs8v6K7Q9GT+5n/b7b91Jnl/OQZxytjtdhOGIats0fJA2j6HADZG+eQf73pyVYLbvW2b/vv2OepNFYccHQyv0zQHIXN6GIssO2br3tBo8A41fz18UIIIQocupRMi8+30vHbHTd9MF0WOl02Ixa2p92yHixc/6KFRliyjacKPkstURpP5E7QZYGzP0qlxubHE3dEiJ8zoQHlsLXSMO2JhkU9iEzWZAx1Q5PI6+BD93n/3POfn+4H5m2aKIQQZgiPSWPWnkgAPulTGzvr0m3b8VTLIDaEx7P08BUmdK2Bm4MNBr2OSXs/xqhRaO3sTtN+75duENW7EnakPE5nVa46vECNl+dyLj4TrUahXXXzk3aPP4/yx1Ujl0YGlHzyHeZ3vRldjAXWtPt61cY1S8U1HfIyU7B1MnMZgRBCWJDOYCQjV096jo60HB3puTrSc/T/+b2OGr7ORTOEt2M0GMhMiCQrMw4/ZzfITUXNTuHQqmUkJccT2cgJo7WG4R2/xtml5Hi3fB+jysSVp8jXG7mUlE2/6XuYOrQ+HYJNKzFf9/MzXNXq0TsqfBa3Dd1brRj80RpsHG6+5ZYl5OoMbD97DbDMVm+r/5mOvb09zWt0xcGUWVtxVyiKwp9jmpGTb8DVwdr8gA2Go6nenfpOXubHekhI0i6EuCeMRpUPlp/EqMJjdf1oU730/zA3DXInxM+F07HpLAq7zLi2Vdg0ZTg5eh2OvvBm9+mlH4hGS3JwEHbnL3I2+gyXwwv2HQ8NKGf2B48xNZ5ymXqsjBrqdrz3HW//u+2budzcgpg23YCNHuI67CSgSR+zYwohxK3k643svZhEfHou6Tk60q8n5Om3SMiz8m/cyvO/WuZuIz/rNJk1XRnWqGFBIp6Vwq7Ze8nKzWd+Py2J1kYyFJWuu4w8vltlQwOFF2tcRQuggt1iPyoZFSaX15LkqhC7eiSTnths8j0uO3KVE1fTcLK1IsTPmbCoFEbPPshb3YIZ16ZymUqNUy6H4/fHEaaqsGyYI5oL2YTuTGLLsRY0m7eCcp5VTR7n7eyNSCI734Cvix11ypv3cECfl4PXtLPkWpfjRG0fmlpojOLOsLHSYGNloSJuRQFJ2IuRpF0IcU/8dfAyh6NTcbTR8sFjNct0raIoPNUikAlLjjNn7yUGlk/Hc94xPsuDC8/Xw8u7VpniNXvlOwaV70uMq4YO4X8ALS1SGq+J3knjrnHk29TAJrSn2fHM5X+9EV2MBda0a7RaUl3AKh+yL5+UpF0IcUdcTc3hz/2XWBR2mcTMsvfQcLK1wsXOChd7a8rZ5ePPX1zS7qfVRh3tTqhsyFQwpK0pSsTLnfPD06hwOR+S7BRAIctOAVQc8yHLyRsXW1cUezfSaySRoqh0tS3HnySyXBfP4wfnUC90RJnHmZ2v56sNZwF4oX1VRrcK4qOV4Sw4EM3n685wLi6D//WvU+qKNJutP6E4GcjCio9e3E7YrHfJ2beJA9WMNJvfD4YsAp+yffaWRmFpfOeaPqatZ/6P8G2/YpsPVgao0/55SwxPiAeWJO1CiLsuOSufz9efAeDVztWL9hAvi971/fl8/RmupuaQueEPrCvkkpxpT48xv5c5lqtfNdr6BLIgN5p443oKknbzy/o4tw4AmyY9zI9lAX7XG9HFpeViMKpoNeb9QJU/xhf9tdPUDPSzxPCEEAIoqMTaef4a8/ZdYuuZBIzXN6nwcralpp8LrvbWuNhb4WJnff331/9rV/B64e+d7ayw0mqIPrCCE79+yU/1Utnocn0msIFCYDLgZM0p/z7UCaiIYu+Gzvo4idYaJtWpjbOHP86OPjh3cMfpU3+C3Yonoi2eKfjvY4Dx1/b4rosnccbn6DcOLPP2nr/uvEhcei4VytnzVMtAbKw0/K9fbYJ9nflk9SmWHrlKRGIWvw1vhLdLCZ+ZSRE4XlpIo446dN1/x9reiRbPTeV86GKe2DeJckmX4I/OqH1+QqnVu0zjvB2DUf13qzcLlMZvydzO/Fe0DElxpdEdLOkX4kEgSbsQ4q77Yt0ZUrN1BPs6M8rEZiV21lqeaFKJ/dtXU+naaio1VjA+OQ+NvZNJ8YY2ncCCHeO5TB5tnU5Rxesxk+IUys/PYk/0dpoqCvbVu5sVy1K8nW3RahT0RpXEzDx8SvrBrwSdy4XApcOQlWyhEQohHmXJWfn8dfAyf+6PJjo5u+j1FlU8GN4sgE41fUq/o4fRAOfWQ9jvxP9+gsrxVjTSaMhrpjLQswH9e7zLxo6OfLfsBH9ctWLr0HZ4OdvSwMQdpca2+5zoaaOwy4f1M56j53OzSn1tXFouv+y4CMDb3YOLZtMVRWFki0Cqejvx/PzDHLucSq8fd/HbiFDqVnC7ZTzDxg/QGnUo1Tpj02xg0evVGg+EWh3hrxEYI/7hyPOvk9DgB7p+sx6NtnQz+Ldz9HIKiZn5ONtZ0TSoFI1gb0M1GtmSfoF8a4W6zbqZPTYhHnTSPV4IcVcdjEpm0cGCPdE/61cbKzO2VBvSyJtX7WYCkBw8FE3VlibHCgpsy+h9GqZPN/LYqb9MjlPo5OIv4S9bfrrkh1q+kdnxLMFKq8HH2RawTDM6ChsupV81P5YQ4pGkqiqHLiXz6qKjNJu8hc/XnSE6ORtnOyuebhnEltfb8ueYZnSv41eqhD3hzF7WvNaZTT/UgYVDIWILFatkEh1kRZcmXVg/4jBje8/F0yuEwY0rUqe8Kxl5er68Xv1lKq/qTYl7ojYrB+cTmrkDskv/MPOrDWfJ0RkIDSjHY3VurFxqWdWTleNbUtXbifj0PAb+vJcVR2/+7+6hBRP5dO9hdto5QJdPbzzBwR2GLyPKqiMO8VZ4bbvCJ7+0JTcnpdTjvZWN4QWz7B2Cvc1e23wxaivRWrBWVVo1GGP22IR40EnSLoS4a/QGI+8vPwnA4NCKNApwNyveyS+fIOycgbk2HkxRnzArlsGokmhdBxs9WCVmkpEeY1a8mK2b8EmF6pn2KNr7p6jJr3DbNws0o4uNy+PgAU8OLNljdiwhxKMlK0/P/P2X6DF1FwN+2suyI1fJ1xupU96VLwfU5cC7nfiwV02qeJVcPaUajYQdncGbc1tzZsTTVF57hb3RBrB3hxYv4fv1brquO0HLZ6agtbIpuk6rUfi4T0EPlMWHrnA42rzEtcfrf/KOtw++Wcmw9SYJ802cuJLGksNXAHi/Z81brgMP8HBk2fMt6BDsTZ7eyMsLj/LVhjMYC9cOUNC4Le2nvxi0USEhOqhgv+ub0VpT+aOlXBkYzA99NCxxTGPUwvbExx8v2w3/h6qqbCwsjbfAVm9np33JO4sMDI60le2+hECSdiHEXTRrTxRn4jIo52DN291v8cNEKcWc2YnPuii6HILLkdVZdDKTxMw8k+MdvZzKPPtBrH5coUL7JJzCV5g1vpmN0/lqgAannm3NimNphdu+xVqgGd3lnFwcL9qQdcG8vYSFEI+Oc/EZfLjiJE3/t4X3lp3kdGw6tlYaBjaqwIoXWrLqxVYMalwRe5uSy7XTYs6y9n+P029WfZ4+NoX1xlR21FG44q+hRZXWGF8Nhy6TwL3yLWM0rFSOgY0qAPDRinAM/0mCy0qxsoYeXwGg3zWLjL0rb3u+qqpMWn0KgL71/alf0e225zvbWfPbiFDGtS24n2nbIhg79xCZeXoAVu34gE21FRJdoP0bP5Y43s6TljG+32u4GVXCNQZenT2UE8u+KfG6m4m4lklkYhY2Wg1ta5jf9dvp8FUaXFQJVYLMjiXEw+D+mf4RQjzUYtNymLLpHFCwZq+co00JV9zeV2HvEj9AQ9+TCgfqvkX+1Wz+3B/NSx2rmRRvy+l4ULRU9B9Ik4TvIOxXaDoONGV/thkVtYNz9gpW1WBqvwkmjedOKW/BmXb3uk2Y0WENqW7Q3uxoQoiHVb7eyPrwOObtu8SByH/LxoM8HRnWtBKPN6qAm0MZPhNij2Pc/QsXJ20hKE/B8JQWe294zL48j7/+HCE1+5ZpfG91D2Z9eBwnrqaxKOwyTzStVKbriwlsSYxNOxKWnuXagXfosKEbWuub39uG8DgORCVjZ61hQrfSPcjWahTe6R5CsK8zby05webT8QyYvocfBwYy9cp6EptqCO7WnNaVG5YqXuMGo/nTsyZvrRrHmKVGjBm/syXmNB1fKFtT1w3XS+NbVPXAydbM9CI9hqb147js40DDYW+bF0uIh4TMtAsh7opPV58mK99Aw0puDGxU0axYO/d/z2ZjGqcCFep//hWjWlUHYN6+S+TrjSbF3HI6AQDHxk+CrStq4kX0YUtMirUjfB4AoYoDTs73V2d1S860+4W0YlVTDf/U0JCVGWd2PCHEwyUmNYevNpyhxedbeGnBEQ5EJqPVKHSt5cO80U3Z8lpbnmlduVQJe15GEpt+f5aE39vDL63RnJyH6q8j3gPGONRly4ANfDRkQ5kTdgBPJ1te71zwOfLlhjOkZJV9a7n/Unq/hqoq5BuNrFt786QzT2/gf2sL1tGPbV0Zf7eydZvv16ACi8Y2w9vZlrPxGUz++xkStQoVDTC065QyxapYsTm/DFhOtrc1Kc4Qlb4BNn5Q0MyvlCxZGs/Ztdi66qnaKZhy1ULNjyfEQ0CSdiHEHbfj3DXWnIhFq1H4rF8dNGZsNZadGsc3R34D4EnHqlSv2p0edfzwdrYlISOPdSdjyxzzcnI2Z+Mz0CjQqmYAMY4dOLzWl20ffWLSGA1/76fTESMdneqadP2d9O+advOTdkcnX5yvl5LGxZ8wO54Q4sGnqir7Lybx3LxDtP5yG9O2RZCYmY+3sy0vd6zG7rc68MvwUFpV8yzVZ0F8/Al+md2fo21b4T1lBysSL4DGGmr1p+7XP9Nm50l6v/gnzoWNMU30ZLMAgn2dSc3W8c2ms2bF8qvdlrMv1uWdkVq+St5Ixk2adc7eE0V0cjbezraMa1vFpPdpUKkcK8e3orvzBTptukxAvEpX557Y2DqXOZazT2W6LTlI3vjGPJ2XDnumwoIhqKXYHSQ+PZdjl1NRFOhU09uUWylGd3pNwW+CzdvFRYiHiSTtQog7Kldn4KMVBc3nRrUIJMTPxax4298dwht/GGh33shz3X8BwMZKw5PNAgCYsTuqzDG3nimYZQ8NcKecow2GlgOxy9LgnKDnwtGyrW1Pu3yKJvt0jF1vpHnFXmUey51WVB6fZn55PEDlbA2VY1XiI49YJJ4Q4sGUqzPwV9hlekzdxeBf97HuZBwGo0rzyh78NKwhu9/uwKudq+PrWvJWk0aDgaO7fmXCvLZ0WzeUH9VzXHOBLAfwdW4Br4bDwJlY1epska3KoGB3jY97FzSlm78/mpNX08yKN2DkDAJUDckahekbnit2LCkzjx+2XADgja41cDSjnNzX1Y7Bx+bRIAKe22hkyqEWfLD8JDpD2avOtNY2dH1yDsqAP8DKjqR/drCnayui9i697XWFe7M3qOiGt7N5W4mmxZxl+sYzfK7zIrtqJ7NiCfEwkaRdCHFH/bwjgqikbHxcbHn1evmhqdS4M3gfjsUzAwZ7tsLRyafo2BNNK2Gj1XDscipHytgBeMv1pL1jSMEMQcVGj7F2qDPPv6BlwZmfyhTL6fJBbOtlkhasJaBJnzJdezcUlsdfy8gjT1/60sdbGbZW5fNZBnJ2hZkdS4j72dHLqSSkW+ZhV0L8ScJPL0E1mrac534Sk5rDF+vP0HzyFiYsOc7p2HTsrDUMbVKJDa+0YcHY0m/Xhj6P3PU/sr1jHdJfm8IGXRJ6RaEhtti/0pfGO8Po9cIicPYpOZYJmlb2oE99f1QVPlxxslhn9rKytnXknTrjUFSV2D0XOLdlVtGx7zafJyNPTy1/Fx5vWMG8QV85RPNKEeQG5pPQZyiKomHuvkuM+OOA6WX+dR5HHbmG8yc9cE9UWf3D++w79MstTy8sje9sgdL4Y39+QZeD0Gy7NQ6+tc2OJ8TDQpJ2IcQdE5WYxfTtEQB82LOWec1pVBVl41s07BSPXU9vWrw4vdhhTydbetXzB2BmGWbbM/P07ItIAv5N2gHa9X4WnZXCqpwrpKVFlzqeNnYn1YLTafZC/1Jfcze5O9pge33/3Pg007vtFzKUsyPZCdJzU82OJcT9KCtPz+t/HaPvtN20+mIbE1eGE29G8r7jq1HMf2MQQw5MZNScxhw4UraGX/eDwhL45+cXlMD/tD2ClGwd5d3sebdHMPve6cjk/nWo4Vu6Mu2kuJOw9TOYUgub3e9RLtWIaxaMSnZncbPPmD3qEB37TsbavuTt38z1bo8QHG20HI5OZdmRm++FXlotGr/A2zutGbdOJfKLrzAaDJyPz+DPAwWfKe8/VtOs5WKoKmx4B1snAw3GdeGpFz/g1+GhONpo2XsxiT7TdnMu3rTdPZSKoQT9+hsHG2j5o6OGZ0/8wPx1z9/woCk9V8feiEQAutQy/2HKPsNpdtRWSGtkfpm9EA8TSdqFEHeEqqp8uDKcfL2R1tU86VHHzCfw4cvg4nY0tjYEvTvzpiWRT7UMBGDtiVjiSln+vev8NfINRgI8HIrtBxxadxQ1jBpyNAorNn5QujEa9HB+U8Hvq3cv3TV3maIoRQ2PYizQjC5wRAdyBqUQ2sTM2SIh7kOnYtLp9eOuon208w1GZu2Jos2X2/h4VTgJGWVI3vOzyPplBJ5/7KNbmErdi0YOK/mMPv49s0bW5dCfH9+hu7Cc/18Cv/bEvyXwvwxvxM4J7RnbpkqpGsupRiNHt0xjTf/6bH5qIOH7voOsa2jKlcf7uU5UWDWfV1/fSXCN3nf+xv7Dx8WuaBeSyevOkJ6rMyte6/H/I9URDlY2En9kJp+tPY3BqNKlpg/Nq3iYFTt8z1RSr4aBtQN0/BCAzjV9WPp8Syq62xOdnE3/6XvYfH0mvKx8arZi0Mzd9LDzxqAofJ7wDzM+aEN+ZmrROdvPXkNnUKni5VjsM9QU+XkZLPXOYFovLUHjnjcrlhAPG0nahRB3xLqTcew8dw0brYZP+tRGUUyfTUiPvcDX89/ntI01tH79lnvu1i7vSpNAd/RGlXn7LpUqdmHX+A7B3sXGqGg0jHRszYfzDVT+6gC6nMwSYx3d/CNfZFizwcULKjYp1fvfC5bsIF/bpwGdsnOomJFkdiwh7heqqjJ3bxR9p+/m4rUsfF3s+Gtcc+Y/05TQgHLk6Y3M3B1F6y+28enqU1zLKKFqJf4U/NYBx9gVWNXJJqqjD18+M4MhdhWpc8lI0/06bD5dyKIfW8GlPXfnJssgJjWHL29RAr/+ldYsGNuMrrV80ZZi1jg/L4OV295l6OyGvBL+EwGn86gbCQftqsDAWfDyMcqP+xGPUm5Zdic81TKIyl6OJGbm8f3m82bFqtiwO8rEzrzqF4v7li85cPYy1lqFd3qEmBU3Jy2Ba2/+zO8XfTlWZzC4/LtTSQ1fZ1a80Ipmld3JzNMzZu5Bfthy3qRyf1s7Vz4dupnXPZrQ6YiBFkuS2Na3JddiC3rVbAwv2DmkSy3zS+MPHJ9FlkbBy6BSO3iA2fGEeJhI0i6EsLjMPD2frDoFwLPtqhDk6WhWvJ3vDuexZSr/hHtjbPHibc8tnG3/80A0ubrbr9k2GlW2nS1I2juF3FjW16nrhwRcU3HLgD1/lTzbfmXxYnovsSYvzAU0lmmOdCf4uVpur3YKOzanXTE/lhD3gbQcHc/PP8wHKwoqhToGe7Pu5dY0CXKnZVVPFj/bnLmjm9Cwkht5eiO/74qk9Zdb+d/a0yRlFk/ejQYDmz4dzLyZPeDaGXDypcaX8+g+bTvlKzblvcFr+brvVCJCndnWADqkhMPM7jCnD5kHytYE09JUVeVAZHJRCfz0/5TAv9P93xL4YN/SNRfNOH+Qtc+344dnm/Je9CrCNQYyXOBwN1eY8hIjX9sHtfqB1voO31nJbKw0TOxV0JRu1p4ok0vMCzXr9iX2bgHY5sQz3mo5I5oHmv25uHHK0/gkQ4uTULXlGzccd3e0Ye7opjzZrBKqCt9sOsdz8w+Rmacv83spGg2jev7B4JrdyLaBI4FGDAsfJz9qH9vPXgOgS03zS+OPb12Ca6ZKe4cKaLRm7vUuxENG/o8QQljcd5vOEZeeS4CHA8+3M20rm0Knz6zgBGkEaKB+x15obBxue37nmj6Ud7PnamoOK4/FMCj01nvCH72SSmJmPs62VjQOdL/huL2rN9FDqhCjP8kAY3iJY43Sp+JjB26N790MUWn4uxXMtFti27dc1ZGTBzwx5GXS+AWDxTo5C3EvHI5O4cU/j3A1NQdrrcLb3UN4umVg8SocRaF1NS9aVfVkx7lrTNl8nmOXU/l150Xm7bvEiOaBjG1TGWvDNda+3Iu6e3OIrWbPmcdrEjxgNjh5FXtP/7od8Z93gMyE0zjt/xmOzEMXvpPIL85ypdJ7lJ80gbqhI2477oxcHXqDen1818eJAoW/L3qNonspvKP/nq8ooMvLYcOuMFYcjeZ4mgFV0eAANKngQv863rQI9sXVxR2Nkgu5ueRmpqE36FHs7FCsryfceiOqTo/GSottWiSaA7+hbltD0NZy+FnD9sZG+lQIZUCrDyk3yrzPiDulTXUvutXyZX14HB+tCOfPMU1NrxiztmN70Gs0i3qNxif24dDhKFDT5LElJp5hcqVIgh/XMNyzCY4eN1+eZK3V8GnfOtQp78oHy8PZEB5PxLTd/Dq8EZVNKGVvNvZbLjZoTbcDk/C9FoFxTk965Y9gi3MP6lVwM/l+AAy6fBr+FU/bLMj4oJFZsYR4GEnSLoSwqKjELGbuiQJgYu9a2Fmbl8R9vW8SB9ppyQ114eOnvyjxfCuthuHNA/h83Rlm7o5iYKMKt/xBa+v10vg21b2wsbp54dHjz/0K39WBS/sh9jj43Xzv9UuX/uGX9hpmtoFtfUu5Bv4eKVzTHmuBbd8UrwAcLxasX025dOyelrQKYSqjUeXXfy7y9Yaz6I0qldwd+PGJBtS9TSKiKArtanjTtroX284mMGXTeU5cTePnHRHsPryAfN8l2AZD9YPgXT2Aak8sB+tbr/V28g6BXt9Dq1e58t1LKMbz5OoMDDv5Ja3Dp/NCkzeoFfI4qqoScS2TsKgUwqKSORiVQnRytsn3XkEfSYjVQUKt8mmsOUttJZJqy715N0/h5bFaYj0K/v10O2Sk8o9GlgUr9G4Yi+f1hmSnVvlhn6Uw4SktUb4F57Y9buSFNUYOV1Zo0yKOinoDzp6QXsePvBahLBn1NTYOriaP+W55v2cI284msPdiEmtOxNKzrr9JcdJzdbxx1I9PT/kReMVAxJTJ1Gw3BEVjWsHrtM0vk6XVkFtFS/sRv5V4/uDGlaju48xz8w5zISGTPj/u5rsh9el4kwqzklRu3A/qdoJlz6KcWs2gsJU09NiOPnsrNk5uZb+Z63JPbkXrYECn09Cg92smxxHiYSXl8UIIi9p2NgGDUaVZZXfa1zCv+2t62mXCKEgsx/adUurrhjSuiJ21htOx6eyPTL7leZtPFzTn+W/X+Bu4+EPNgq3bjLum3fK0HeFzAWigdcDFPaDUY70XCte0W2Km3dbZg0WdFKb01ZCQfsHseELcbYmZeTw1K4zP151Bb1TpWdeP1S+1um3C/l+KotAh2IeV41vy27AGDHH+mSvllxBjpZDtobLjtRE0n7QK7W0S9mLKBRL08UqcZ39OxGPeaIF/yGLY3okseLwO4998lU7f7uSdpSdYevhq2RJ21YC/9Rmauf1Ja//PGJ3xJr+tnkbzMwfob7uOhpoL2CjmbwVZjMYW6j+J8uxOmi4+QptXf3sgEnaACuUceKF9VQA+W3OaLBNKywGmbb1AUraOFc2GsC9Y4dtOKtv2fW1SrLNhf7Eiq2A50oSGr5W6jLxBpXKsfLEljQPLkZGnZ/Tsg3y/2bR17tg6Yxw4hznJXbC5Yk218Bze+qkd1xJKrki7FcekfTTuGE+dNxtj62xegz4hHkYy0y6EsKgD15Pk1tW8SjizZMf2zMI1C1ztoXz50jd2c3OwoV+DCiw4EM2s3VE0q3zjDwBXUrI5E5eBRoF2JTxcMNQfTficbRiW7aBC/QN4VbtxLHsvHwI7aOt1/880F3WPt0DSDnC2kS0nNXqGZEdhXmslIe6uPRcSeWXRURIy8rCzLljHPLhxRZPKoA3xlzC805v+V3TsG62lkpU9Ry6/wHdGT/74YitPtwri6VZBuNrffs12eq6Ow5dSOJgSTJjD55S7tJfy7n/hHZFO/ZMqlaI2ENzvAFdcn8O7ehNCA92pX9ENJ1srVLUgAStMw1SDHiU+HOXyXvZNm4X2bAZf99MS7ldwf3m+Gh7HgHc2xNTsg0tAJ/QVmlHrHX9QYY2moGReRUUdpIf/GakCWNvaFY231ivpGFQji6ytUDQaVIyoffWob+VSUaPFwdULrO14UI1tU5m/D10hOjmbadsuMKFbcJmuj07KLtqGdNDQMZysd4xrGWf48sxcWjQYg519uVLHMhoMRH7wCV+nGTnQx5mGI2+/bOL/83a2Y/4zzfh0zSnm7L3ElM3nOBmTxreD6uFsV7ZeAseupvOR0yie7DSXDIfjbPU2cGz1YL5t8i71az9RplgAnFkDgLZ+n7JfK8QjQJJ2IYTFFDYuAmgadOMa8bJKX7KeX3cZONXSGZ4u27VPtQxkwYFoNp6K43JyNhXdi6+F33amoDS+YaVyuDvefgZMU6UFCRn2lM9T2fv7B/T+YkOx46lXTvPc1Gy6+kLD6QPLNtB7oHCmPT1XT1aeHkdb8z4KfK0cOWlMIy69dB37hbjX9AYjU7ec54dtF1BVqObtxI9PNCz1vuI3uLQH7aLReKYZsNZpeSunFl1e+5NNZwrK5s/GZ/D9lvPM3B3J6FaVeapVIC7Xk6TYtBzColI4GJVMWFQKZ+LSUYtNftYgNeUTKpc/ypma8wn3zWeCLhybxPHg2ZM0t2G4Vu8BQHZ2EuH753Nt6UrSkq9Rp34atbNSAbBL9MQx04Zal43Y+9vR0DmABu2a4TOsCyGVGxS9m+2t7vEWOZ2t24ObkJeGnbWWD3vW5Jk5B/ntn4s83qhCmdaDf77+NPmGgq1P29fwplmln1i5sB1XtQpzVj7L2MGLSh0rb/8ifOL1aPMVhnZ4x5TbwcaqYEeX2uVdeX/ZSTadiqfvtN38MjyUqt6lv69N17eRS20xgQmtsone/DwXtPDm5s94a8kyOn20uNSxrp7fxqHsq7SxssGtWucy35MQjwJJ2oUQFhNxLZOkrHxsrTSlLi29Hc+UTFRUvKuVff62uo8zrap6sutCInP3XeLd/7e9zubr69lLs6ZPURR4og0fxe0i0f8K3fOysLb9t/PvtfWzsTZAuVyoVKNTmcd6tznbWeNsZ0VGrp7YtByqepuYqFxXwehClZhUMjMjLTRCIe6c2LQcXl5wlANRBQ8YB4dWZGLvWtjblL3/hj4/l2s7/4ff7h9QVCN1ugYR2+Rl6nV5CoButf3oUtOXdSfj+G7zOc4nZDJl8zlm7I6kRRUPjl9J4+pNKl4CPBwIDXCncWA5QgPdqeLliKJ0ASbQLe4ENru+g5NLyNi1gZiJh5nX9T1214fTig7XDPhpkwGDAofqGaht6wIVm1CpUgWu2HvwdtcxOLj73fCe4tY6hnjTvoYX285e4+NVp5j1VONSVWMciExm7Yk4NAq891gIiqLg4ODJm5UHEjZnEQ0PHSe68ioqNe5V8iAMOuwPfUvdHnFc8+yHbxPzZqQHhVakuo8zz849RMS1LPpO282UwfXpXMou8BuvJ+1davlSqZI/8wZtZOJfA2i/LJny8SdZmNicQd9uRWNtX2KsEz99js82Vxa2sOVZuwdj6YQQd5usaRdCWEzh+vGGlcrdsrFbqeVl0rTuZWr0j6PlyPdMClG4/dvCA9Fk5/+7FjErT8/eiIJ9xW+7nv0/2o74hsTycM1Kw8a9xRviVSuXRNXecTQY0dakcd4L/te3fbtqgW3fap9UmTzbQPktMWbHEuJO2nI6nh7f/8OBqGScbK34fkh9vni8rkkJe/ypXWzuFcqvK/8iExXqDcX2zV0EXk/YC2k0Co/V9WP9K22YOrQBVbwcScvRse5kHFdTc9AoULu8C6NaBDJ9WEMOvNuRHW+255tB9RjSpBJVvZ2KJYj2vnXg8T/g+X1EUAsjoE/I44RGj15R0DrC6Ub2xPavTvseP8NbUfDkEryf/p6GQz+UhN0EiqLwYa9a2Gg17Dh3reih7+0YjSqfrinY+nRw40rFtsbr3Pp9Qq9qcMyD7b99VLpBHJwBSefRunrg+9x3ptzGDepXdGPVi61oEnh9P/c5B/lu87kS17lHXMvkQkIm1lqFdjUKlsI5OvnyxcidKA3Kk+II8b6xaGb3hvTYEsehP3UFlxyo6h5kkfsS4mEkM+1CCIvZf/F6aXxl80vjuXIAVANar0rgV92kEO1reBPg4cClpGyWHr7Kk80KGsTtupBIvsFIRXd7qpWyHNDa1pFBHvWZlnqMPy+u5LF2nxQcMOjhwiasHYxYdx1u0jjvBX83O87GZxBrgXXt9uUrkOwURZq1aU2ahLjT8vVGvlh/hj92FVSD1Cnvyg9DGxBo4l7Zu8J+YMvMnxh0SaVcgsLpr1+nccfb7xqh1Sj0rufPY3X8WHcylqjELOpVdKNBpXI4mbJExTuY+j/u4NzmmVTasYjJAY1pWL0Pfr4NUZ6WORlLC/J0ZEybIKZti+CT1eG0ruZ5291Rlh+9yvEraTjZWvFa5+KfYRqtlqpvv8Wfaz+ld7nLcH4zVLt1lVbK5XD+WD2FfnZWVGn/LlhwNtrL2Zb5Y5ry2ZrTzNoTxXebz3PyajrfDq5XtITj/yssjW9W2aPYORqtlu7fbebIPz/wwu6vCj7Hf22Lvut0rOrc/P6uJYTzwUCocUXDd0Nu3G9eCFFA/lUX4gEVnZRNZGKWRWLl5aZx8Ogs1Otb+Jjiv+vZm1hgPfuF82tJ1GggsKXJMTQahZHNAwGYtSeqqEnTlsKu8cE+ZWo49XjLD+hx0MCYX/M4sayg82/Sxc2k5aWCnRtUbGryWO82v8JmdBbY9i2k5yByB6XQqIUJXYiFuMMuJWXx+M97ihL2p1sG8fdzzU1K2HW6bL5d0p/nTv3KkiYa9oRq8Jz6UYkJ+39pNQo96/ozvkM1WlfzMi1h/4/qnZ6i36T19Gw3CX//UJO3ERMle6F9Vfxc7bicnMMvOy7e8rzsfD1frj9bdI2X842dAqq2H84HHQdQPz8f1k0Afd4t4+3+aAyPLVbYfM4XtUHZms+VhrVWw8Tetfjq8brYWGnYfLpgnfuFhMybnr8xPA4oKI2/mQatX8RqzDbwCiHjUjInh41n80cDij6D/2v70d/RW2nQVLLBt4bpn/dCPOzkX3YhHkBpOTp6/biL3j/sIi1bZ3a8SUv689Sxb1i+7W2TY0QnZxOXnou1VqFhpdJ3w72V4z+vZ/kRPzZnm/cD7cDQCjjaaLmQkMk/5xMxGlW2nrkGlL40vpCnZw1aJ9jhkwoXF84HYOePk5l30p/5VlWglFvv3A/8Lbjtm5d3LTpm51AjNRaMFt4uSggzrDoWw2NTd3H8ShpuDtb8NiKUD3vVxNaq7OXwlw+vZd7TTZmVfg6AQfaVePL3PVRpPcTSwxb3KQcbK95/rCYA07df4PItttv7bWckcem5VChnX7RM62aUdm+DozfGaxGkzLv5MrCoqJ1E5KZiVKBBm8dQrMrW5b0sBoZW5O9nm+PnasfF6+vcCxP0QgkZuRy5nApA59v1hPGoAs9s5nhaFWzzFWIOn+bjBV3Iz8sodtrWuL0AdPCoa9F7EeJhI0m7EA+gvw9dIS1HR0aenj0RiWbFunZ+P12/i2HIDgO/R28yOU7hevZ6FdxuWzJYGtkpcVQ9b6DlaZUqQe3MiuVsZ83A0IpAwWz78atpJGbm4WijpWlQ2feCrTJ6HH93VslvlAjpMZQ7mECH4yoVCTRrnHeb3/U17bFpFtj2zckHNFagGiAjruTzhbgL/twfzYsLjpCZp6dxYDnWvtS61E22/r/kcweIG/06zcL0DNxn5NsqQ3l/8FpspWnWI6dHHV9aVPEgT28sWrP+X3Fpufy8IwKAt7sH3/7z0M6FnEavc3ijL1HfrCHm+JYbTpmy8x1+76plzjhnmoz+0mL3cSt1K1xf5x5UsM597NxDfLvp33XuW04noKpQr6Ibvq4l7Bxg60TzmXuI6B/ItJ4KS3RxPPVnW+LjTwCQHn+RTvPS6LXPSPsQE7aJE+IRIkm7EA8Yo1Fl3r5/t9b654J5SXv0H5/jmQG1o1QS0aHT3XzmoCSWXM8efnE1nw7RsqytQkDTfmbHG9kiEEWBrWcSikpk21T3MqlZXkiXcbzfIJCB2elEr3uDXztrWNdIoe6QN80e591UuFd7rAUa0aHRcjjchwPbvInas9r8eEJYwJLDVwAY3iyABWOaFX3Pm8Il5hAV6qWSVkvDyGe+oHOrdy01TPGAURSFj3vXwkqjsCE8nh3nrhU7/tWGs+ToDDQKKMdjdUpu+mfbdgzJzlbk2sCCVe8XO3bgyO9sVdPRqipje//PovdxO55Otsx/pimjWgQCMHXLecbMOUh6ru7f0vhSPgDTaLX0/N86vm3wHM5GleMaHb99NJijf03m7MKvqRkN3Y4aCap8/++8IsS9JEm7EA+Y3RGJxday/3P+2m3OLoFBT0PPs3i2SiHFSeH/2Lvv+Krr6/Hjr88d2XsnkEUIIyHsKbJBBByorVups1rbumpb22p/6rdFbR21VatWxbpwD1BxgLL3JiEQIHvvnXuTez+/P24SpYDk5v0JJHCej0cehPu59+TEluSez/v9Puc3S53s+/CpboXakuPqxj6+G6vX/2tb/rfsj9OonhKOyay2ag+uBkIzBru2wi/b7epw3pVRbyeiTbwdgDWFa9iboLFvjg9B/d0fS3c6xbTPVi6saT7uOUN3VVRq+JdayMvYohxLCFX2Nid7C2sBuPHcRCxmtbc7lpp9RCc0MfEXV3RtPJc4oyVH+ncWtP/v03Rsba5jQXsLajtvFj1wQUqXeqaYzGZiH7yPu28xsaR/A1t3vgxAm62Zzc89jX+Tzk+840g6xUVtxzn3J346Ag+LiZWZZSz813rWH3L9ru9q0d5h8vhf8s7sF5h/CC77Tsf8//5LXfl6fMfWETx7iCG/64U4k0nRLkQf89+NrlX2n47pj8WkkV/VTG5lNxvSHVyB1lBI+CAfwi1WhuXqFH/3ldthimqaya9qxmzSGBOvfp59e63rzOjY8BHKsTr88FyhpsGM9jE13TJ4ATUN/bF8FcC0vTrTwkerJ3iKdWxrtLU5qTagL0LmuQE8tdBEfpRdOZYQqtKLarG3OQnx9SAh1Ec9YEH7zaj+49RjiTPCnbOTCfPzJLuikVfWuRqdPtK+XX7hyBhGxgZ1OdbQqT/jgmDXdJO/7nqG1tYm1v/9JmavdfDYqw5un/F0D3wHXXPZmP58cNs5xAR6caSiEbvDSWKYLwO7OHnlh2JjJ/PAr5dzJMWTVaMg0buAuIENpN3S/X46QpwtpGgXog8prGnu7Hz+82lJnQ3f1mZ1b4v8gS3PogOMug7LrNF8OEunNtn9M84dXeOHxQQod0K2N9TQb2MjyYU6owcsUIr1Q+cODOt8kzEqNohQv2O7+XaZ2cLmtn6MyNEZUqAzfVjfGfXWwdNiJqz9v4ERzegcaTFsHGoi31qjHEsIVTvyagDXv3V3JkQcT3XhfhZn1/KsNRhnvzEGZCfOBP5eVv4wfwgA/1yVxWsbctiSXYWnxcRvzx/idrxfzX2OIKeOpdDBV49eycjqbTSGObBPTyI0ontjT42S1j+QZb86l4ntx98uHBHT7X9XfuHxzHtvOxffcDkD2pwQFA/9xxqZrhBnJCnahehD3tqci1OHc5JCGRjhx7nJYQCs60bRfmTdu2S+lsMjNVHYRl3LnGse4o/hxVxVnwXN1W7F2pzdsTVe/Tz7/i9f5MrvdO5/z0FS4izleB00TeM35w3Gw2JiUfu2RhXj732K8mBIajATHz9FPcHToGOLfLEBY9+ifF1nN4ttVcqxhFC1I8/1M2y0ATt/Dn7xCgs/M5O2zBuTn3sTJ8SZ7ZJR/RgbH0yT3cH/W+ZaZb916oBu9U8IDErgD41jePgNB1HvZWGzVjLmJ97MfGip0Wl3S6ifJ2/cNIFP7pjMr2YOVIplMptJmP0Q3LEVbvoaTLI1XoiTkaJdiD7C1uZg6ZZ8AK6f5NpGN6W9aF9/uII2h3sz1jNefopBRTD2kAeeYcmYguIgNBl0J2SvdStWR+f47nRj/18x9aU0xNuxDfbDZDF2hNr5w6I4+H/zuHhkP+VYwbGpTN24n3mf7TUgs9Mj2sCxb1He/Ukq0vE+XH/yJwvRw3b9YKVdVXZZOtmRUBvf/UZ24sykaRoPXZyKqX3ROcLfk9umJXU73pxb/k1BtMamoZDh44F23iNo3u5vQ+8pFrOJEbFBWBV7RHQKGwj+3e8vI8TZRIp2IfqIL/aWUNloJyrAi9ntTdSG9w8iwMtCfUsbe9qbLnVFU1MF/xxTx1vTTIRc/v0WdGf/qdQUepL9/qtdjlVW38KR8kY0DcYlqK+0h1tyGTepgnPvulE5lvhxHatBRQaMfYtqCmLxaw4u+VT9fLwQKkrrWiisacakucZSqVrVr4Lf3Wih6YbJ6smJM05qTCA3TxkAwB8XDMVX4YiYxdObhH/+HwtH1jI9cTIMlaaHQggXKdqF6CNebx/zdvWEuM5OyGaTxjlJ7m+R/2L9XynyN7F9gonx1/xf5+MZFVaK14ZS8Hlml2NtzXZtQx0SFUCgj7XLrzsuRxvkbXJ9Hi9vkHtaTKBxY98ih06iyg9KgqClUbbIi9NnR67rZ9LgqAClAgrA6Whjr9M1BnNE4hzl3MSZ6f55Q9j+p9mG7OJKHnYp/e7KgKvednVNFUIIpGgXok9IL6ple241FpPGleNjj7rm7rl23elkacFKAK6InIjJ/P2b2viLfk5RCOxM1Mg7vKZL8TrOs08w4Dx79r5Pec0CGX7BEJmqHE/8uOgg47bHB8el0XJVIwNnl2Np6l5jRCGM0HmePS5IOdahw1/TYNLwduoMHHCecjxxZtI0Ta256f/yDgKz4k1wIcQZRYp2IfqA19vHvJ0/LIoIf6+jrnWca9+RV02Dre2ksfZ89DfmLG8lJd/Jwsl/POqaf+QA/nurDy+db2bT4Q+7lNuWzvPs6kX7wTf/w+gl/uzaGySNaU6B6I6VdgMa0WkmE7M8Iki1t2JpKFGOJ0R3dXaOj1NvQpf39qs8/682bl1vwmL1OvkLhBBCiB4gRbsQvVxtcysf7yoE4PpJCcdcjw/1JS7EhzanzqbDlSeNV7b0Xaak61y3z4vAoGPjTQoeCsCm0m0njVXdaCezxNV4bJwBRXtjbiEWJ4SERSnHEifXr/1Me0ldCw6nrh4wsH1raG2BeiwhusHe5mRve38PI1baPQ/kEVoP0eZA5VhCCCFEd0nRLkQv9/72AlpanQyJ8mdcwvFXjjq3yB86ybbkhnImxxRiG2hjyKJbj/uUSUkXAJBVWU2b7ce3TW/Nca2yD4zw65z53V1ORxtPnu/gF78wE3PZ5UqxRNeE+3tiMWk4nDpl9eqr7en7bGz5NoLt771vQHZCuC+juA57m5NgHyuJYb7K8SaPcxA3s4Jpl99gQHZCCCFE90jRLkQv5nTqvNHegO7aifFoJ2hKM2Wgq2hfm1X+4wF3vIZPcDMjL05k4LyfH/cpqYMXsnhJG4//28n+L5770XAdW+ONmM9+KPtrak0ajf4wdNyVyvHEyZlNGpEBHefa1Yv23MYW/EstFOfkK8cSojs6mtCNigs+4c/LLmuuwVR7EN8IO34TpIu3EEKI08fttqo2m43NmzeTm5tLU1MT4eHhjBo1isTExJ7IT4iz2vrDFWRXNOLvaeGSUSfuSntOUhgmDQ6XN1Jc29x5VvmHHK022ra9iifAuJtPGMti9cIUYMVR0sqRrV+TtvDeEz53s4Hn2bcdWg7ASJMPVquPcjzRNTFBXhTWNFNc2wyonQHWxw/iKf9ywsPhAmPSE8ItRjaha83fjBUgOBH8wpXjCSGEEN3V5aJ9/fr1/OMf/2DZsmW0trYSGBiIt7c3VVVV2Gw2BgwYwK233sptt92Gv79/T+YsxFnjv+0N6C4b0/9HRxcF+lgZ3j+IXfk1rM2q4PKxscc8Z+OS37I+3UnUoCgWpV7yo1/X/9oZbDn8IdMiHSd8Tn1LK+lFrrOjExJDu/Lt/CjTOxu5yeYgbHqccizRda4bPNWGjH0LTh3JRjYy0GFTT0yIbthpYBO6T95+iqyiGAaFRnKZcjQhhBCi+7q0Pf6iiy7iiiuuICEhga+++or6+noqKyspKCigqamJrKws/vSnP7Fy5UoGDRrE119/3dN5C3HGK6xpZuX+UgCunXjyQraji/zaE4x+a/hgJReth7BD4XCSLshTZt3JjS11JOXvBFv9cZ+zLbcapw7xoT5EBap1VdadThL3NDN3h05qwEilWMI9HWPfCg0Y+xYVOgSAEs2pHEsId5XVtVBY04xJgxGxQcrx/DYVsHANBJQeu3NJCCGEOJW6tNK+YMECPvjgA6zW48+MHDBgAAMGDGDRokVkZGRQXFxsaJJCnI3e2pyLU4dzkkIZGHHy3SvnDgzjn6sOsf5QBU6njsn0/XnOnJzVfDRCZ24bjL31dyf/4iEDICgeanIhZz0MPv+Yp3SeZ09Q3xpP+UGSR1VRUO1LyoLb1eOJLuvoIO/aHq8mKnI4A4p1wup06sqOEBAxQDmmEF3VsTV+UKQ/fj+yM6krnI421iQ7GeShMWHqPCPSE0IIIbqtS7/Vfv7z4zesOp6UlBRSUlK6nZAQAmxtDpZucTXzum5ifJdeMyouGB8PM1WNdjKK6xjW7/sRRe9sfYINKSasqQFcOq5rDZXKGEbepkZayx5n0nPHFu2bj7jGy00YoL41XsvfSEj/FkImjwV/9Xii64yc1e7jE8YDSx34tkDJzNUEzJaiXZw6HfPZR8erb40/kvMty8aY8R6lc+2MRcrxhBBCCBVud48fMGAAlZXHzoKuqalhwAB5gyaEEVbsK6Gy0U5UgBdzUiK79BoPi4mJ7QX0D0e/NTVV8EnDEQCuGHJVl3M4iB++OR7Ydh+7c6bZ7mBPQcd5dgNW2nM3uP5MmKweS7glOrCje7z6SjtAUZTGwRioqDpiSDwhuqqjc/xoA86z78n+EoBUzQvLSY4TCSGEED3N7aI9JycHh+PY5lQ2m43CwkJDkhLibNfRgO7qCXFYzF3/Z9pxrn3dD861r33hbtIydRLsOpPH/KLLsVIv/TXvnqvxzHwzJSW7jrq2I6+aNqdOTKAX/YPVzns6HQ6eWreep80hVEYNU4ol3BfTvj2+osGOre3EjQe7Ku7aJAbOrmBkfH/lWEJ0lb3Nyd5C143EUQZ0jj+SuQ1Pu84I/wTlWEIIIYSqLh/6+vTTTzs///LLLwkM/H7rrcPhYOXKlSQkJBianBBno/SiWrbnVmMxaVw57tgu8D+mo2jfklNFS6sDT7OG9aPt3FWmk3txIiZz1895BscN48BkT7JMbWxKf5uFUSM7r23+wXx21VnIBTs+5/wvdNpMXnj+YrRSLOG+YB8rXlYTLa1OSmpbiA/1VYo3MigZDq2BhjKDMhTi5PYX12FrcxLkY2VAmNr/hwHGvl3K+VVQe59MsxBCCHH6dfkd/MKFCwHQNI1Fi44+32W1WklISOCJJ54wNDkhzkZvbHKtsp8/LIqIAPe2ZSaF+xEV4EVJXQtbsquYYjlI/6h66my+TPjFY27nMjEwmb31+9lYvJmFP3jcyPPsGemf0RgLPpqJtFBZnT3VNE0jJtCbIxWNFNY0KxftBPZz/VknO6/EqdPRhG5UbJDyjURHTSn+Nidm3cSgKVcakZ4QQgihpMv7bp1OJ06nk7i4OMrKyjr/7nQ6sdlsHDhwgAsuuKAncxXijFfb3MrHO4sAuH5Sgtuv1zSNczu2yB+qQNu5hEEpdYz5/UyC49PcjndOwlySC3QC15bhaLUDriZ5O/NrANdKu6r1Hof4f9dayLx1sHIs0T0dY9+MmNWen1/Plu8i2PD6JuVYQnRVZxM6A86zmyv2MeaCEgZebyU8ebxyPCGEEEKV22fas7OzCQsL64lchDjrfbC9gOZWB4Mj/RmX0L03nx1b5PccOAQZHwOgTbilW7GGD7qMB5Y6uGS1zsFvXgFgd34t9jYnYX6ehmxD3d7imkU/Nm66cizRPTGBxo19K9fM+JdYcBTZlGMJ0VWdTegM6BxPwVYArIMnqMcSQgghDNDl7fH//e9/u/S866+/vtvJCHE2czr1zq3x102K7/YWz8kDXUV7SvaTPBYcwIWxMaTEjOpWLA+/IHIGW6lpbSOsYD1DuY0t2e1b4w04z16Sv50CTcekw6ihP1WKJbovur0ZXaEBK+3hI8/hkYVLqQ6Ac51ONJPb94aFcEtZXQuFNc1oGgzvH3jyF5zEwby19Nc0fGJllV0IIUTv0OWi/Wc/+xl+fn5YLBZ0XT/uczRN63bR/uijj3L//fdz55138vTTTwPQ0tLCvffey9KlS7HZbMydO5fnnnuOyMjvR2Dl5eVx++238+233+Ln58eiRYtYvHgxFkvXG24J0RusP1zBkYpG/DwtLBzVr9txwvw8GRbhyay3Swip96DotoGkKOQ14ldX4LPmCaI864Cjm9CpOrD0n7z6hoPdaWb8fhatHE90T0z72DcjVtqjBkxk0xANXdOoqjpEaNgg5ZhC/JiOrfGDI/3x97IqxXK02sl87Qhfhscw/8IgkgzITwghhFDV5SWQoUOH4uHhwfXXX8/q1auprq4+5qOqqqpbSWzdupUXXniB4cOHH/X43XffzbJly3jvvfdYvXo1RUVFXHrppZ3XHQ4HCxYswG63s2HDBl577TWWLFnCgw8+2K08hDidXm8f83bZ6H74earddJri9xnpsRo1vnDODe43oPuhAUMvI8rhgNyNtLY0sr19G+qEAepFu8e+Q/jYIMLDXzmW6L6OlXYjzrRbPX0Jc7o+L6nYpxxPiJPZ2dGEzoDz7Nnr3iG5EKak68QNOV85nhBCCGGELhft6enpfPbZZzQ3NzN16lTGjh3L888/T11dnVICDQ0NXHPNNbz00ksEB3//C7e2tpaXX36ZJ598kpkzZzJmzBheffVVNmzYwKZNrgZHX331FRkZGbzxxhuMHDmSefPm8cgjj/Dss89it9uV8hLiVCqsaeab/a6z3ddNileOd8Cyjn9ebObVa2LwCghXCxY+GPyjcTTbyVn9CU12B0E+VgZFqBfaE8fYSDivnBnXdO/MvTBGv/ZGdEUGrLQDDKs0M/6Ak/KMbYbEE+LHdHSOH23AfPZ9Ddv5+6UmVs/wwOojNxOFEEL0Dm4dNpwwYQIvvPACxcXF/PrXv+bdd98lOjqaa665Bpute02H7rjjDhYsWMDs2bOPenz79u20trYe9fiQIUOIi4tj48aNAGzcuJG0tLSjtsvPnTuXuro60tPTT/g1bTYbdXV1R30IcTq9tTkXpw6TBoQyULEYzslZzVZzC5qus6/mQg6VNaglp2lsPxJN5kdR7H3znwCMSwjBZFI7z05DOVrVQbxDWvGdtFAtllAS3d6Irr6ljfqWVuV4c9fDbz50Yt+6VzmWED/G3uZkT0EtYEwTup0N6WwZbMI5baByLCGEEMIo3eoQ5O3tzfXXX89DDz3E+PHjWbp0KU1NTW7HWbp0KTt27GDx4sXHXCspKcHDw4OgoKCjHo+MjKSkpKTzOT8s2Duud1w7kcWLFxMYGNj5ERsb63buQhjF1ubgna35AFxvwCr7qqWP4N+kM9zmRZE9mTVZFcox6+PjMekajirXm+MJBpxnb8z+FgdARCr4qMcT3efraSHAy3Uko7hWfYu8PcaPgzFQaWpUjiXEj8ksqcPW5iTQ20piqPo0iz3Nrh1PI6Klc7wQQojew+2ivbCwkL/+9a8kJydz5ZVXMm7cONLT04/a2t4V+fn53Hnnnbz55pt4eXm5m4aS+++/n9ra2s6P/Pz8U/r1hfihFftKqGiwExngyZyUyJO/4Ec0VhYw4u1C/v0vB9Ns5wKwLqtcOcfUK+/i9l+YefinZkLNRUxIDFWOuWzJP3kiN4ZPNMXt+8IQMe3n2otq1LfIj7liAQNnlzN/RIxyLCF+TMeot1FxQcq7f2qLDhK7t41+FTrDB11sRHpCCCGEIbpctL/77rvMmzeP5ORktm7dyhNPPEF+fj6PP/44Q4YMcfsLb9++nbKyMkaPHo3FYsFisbB69WqeeeYZLBYLkZGR2O12ampqjnpdaWkpUVFRAERFRVFaWnrM9Y5rJ+Lp6UlAQMBRH0KcLv9tb0B39fh4LGa18VhtG97CGeCg0Q8mLvwj4Or2bm9zKsUNjxtJiJ8ZgKGBGxgarX7WM2JLJRduhOCWCOVYQt33Rbv6SntcWAqp9lYC60pP/mQhFHR0jh9tQBO6Ayte5vYvdP70roOwsMHK8YQQQgijdLlF9ZVXXklcXBx33303kZGR5OTk8Oyzzx7zvF//+tddijdr1iz27j36vOMNN9zAkCFD+N3vfkdsbCxWq5WVK1dy2WWXAXDgwAHy8vKYNGkSAJMmTeIvf/kLZWVlRES43vh//fXXBAQEkJKiMuRKiFMjvaiW7bnVWEwaV41XPKah6wQWfsq4WaW0TfwDpv5hhPl5UNFgZ0deNRMHqK2ODzL1I4t8vAOylG8u1Nbk8vFYSMnXuHTBTUqxhDGiDRz7RmD7/5frCtVjCfEjvm9Cp160RzfXUBzdBlHqsYQQQggjdbloj4uLQ9M03nrrrRM+R9O0Lhft/v7+DBs27KjHfH19CQ0N7Xz8pptu4p577iEkJISAgAB+9atfMWnSJCZOnAjAeeedR0pKCtdddx2PP/44JSUl/OlPf+KOO+7A09Ozq9+aEKfNG5tcq+xzh0UREaB4TKRgK5TsBYsXlqm3gElj8sAwPtlVxLqsCuWi3Vqbwi2bckgsr8R5iwOT2dztWDv2v8e3I81kp2ncNmiiUl7CGEautLdovuz5NgJTk4MRtzdg9fZTjinE/yqrb6GguhlNgxGxgcrxYgMriJ1WBvPuMyA7IYQQwjhdLtpzcnJ6MI3je+qppzCZTFx22WXYbDbmzp3Lc88913ndbDazfPlybr/9diZNmoSvry+LFi3i4YcfPuW5CuGu2uZWPt5ZBMD1E9Ub0L317v34e/swd9DFeLQ3dju3vWhfm1XOb+Z2f7unrut8VzWef+35DA8HHFn7NgOnX9vteNsL1gEw1ie62zGEsWI6xr4ZcKbdGjEA73ILFieUZa6n36i5yjGF+F8727fGD4rwx9/LqhbM6XTd+ASIHacWSwghhDBYl4v2U+G777476u9eXl48++yzx92G3yE+Pp7PP/+8hzMTwngfbC+gudXB4Eh/xit2Yy/P2sKwV4qo9Qki65lJpLY/PiXZ1eRtT2EtNU12gnw8uhX/UFkD+TZfVp5roSWwhYvtB5TyrUg/gn+kzpj48UpxhHE6xr4ZsT3ebPVgyUIT2X4aDziK6accUYhjdW6Njw9SjlWcvY5N5jZGefmREDns5C8QQgghTqEuHUxdunRplwPm5+ezfv36bickxNnA6dQ7t8ZfOykeTVPrevzt8sU0eYLNTyN10qLOx6MCvRgY4Yeuw4bDld2Ovym7CoDIIXP4g08ZqeXdL9rrS49w7TutvPwPB6PDZnQ7jjBWTGfR3oKu68rxKgd5k9VPo6QxRzmWEMezM7cGgFEGnGff/9azxL0RyHcZIWBWXLUXQgghDNalov35559n6NChPP744+zfv/+Y67W1tXz++edcffXVjB49msrK7hcHQpwNNhyu5EhFI36eFi4ZpbYO6Wiz85/ALG6/w4z99tnHXJ+SHAbAWoV57Vvai3YSZ7r+zFkHbfZuxbLtXklzkJO6QIgZNrPbOQljRQZ6omlga3NS1di9/21/KMrqmjBQXJenHEuI/9XqcLKnsAYwpgldY+ZhfGwQ7ql+Nl4IIYQwWpeK9tWrV/PYY4/x9ddfM2zYMAICAkhOTiYtLY3+/fsTGhrKjTfeSFxcHPv27eOiiy7q6byF6NP+uzEHgEtH98PPU+2Uypqtz1Bs1vAz6cy66JFjrn9ftJd3awVV13U2H3HdiEtKm4C9LYz8/Rolq17vVr5hpiLGzS1h3G+mduv1omd4WsyE+bkaeBrRjC6hJYAJmU7a0nOUYwnxvzKL62lpdRLobWVAmK9yvCUz7dx3oxnfBdPVkxNCCCEM1uVq4aKLLuKiiy6ioqKCdevWkZubS3NzM2FhYYwaNYpRo0ZhMqmNgRLibFBY08w3+13zq68zoAHd51uWQhBc4j8YT69jV4kmJIZiNWsUVDeTW9lEgptvcHMrmyirt+FhNjEyLoS1mUHE7GviiP9rLDivG+PacjcAYBo4xf3Xih4VE+hFeb2Notpm0vqrrTgm5ZiY9pGT7OTu7/AQ4kQ6zrOPjA3CZFI7XlRfV0iW2YkeqTHs3O432BRCCCF6ittLfGFhYSxcuLAHUhHi7PD25jycOkwaEEpypL9SrCPr3uXG5xuZEAcTXrznuM/x9bQwKi6YLdlVrD1U4XbRvjnbtco+IjYQL6sZxgxhX91ODvnUsMDNfJsbK9lQtY8xJhNB8ZPdfLXoaTFB3uwuqKXYgA7yvokDOBiTSWmI04DMhDiakfPZ9x78BF3T6OeAsLAhyvGEEEIIo8nSuBCnkK3NwdKtrjO+101SX2W3ffU2Tk3H18NCbMK5J3ze1PYt8uuyyt3+Gpvbz7NPSHTNeU+98bc8fI2ZpWlOamvdO6+c8dE/sL4XwBtZ0RCc4HYuomd1dJAvqlXfHj9szk8ZOLucnwxrUo4lxP8ytHP88mVcudrBjEq1m6hCCCFET5GiXYhTaMW+Eioa7EQGeDInJVItmL2JoT7bGXRhKVPuOv4qe4dz20e/bThcSZvDvZXPzUdcRXvHWLqoyBEMcGg4NY0te99wK1bpxjWE10FCkycodswXxjNyVntA2GBS7a2ENFZCq3o8ITqU19vIr2pG02BEbJByPJ8tBVy6QWdUVZh6ckIIIUQPkKJdiFPo9Y2uMW9Xj4/Halb857fvfWipxRoTi9/MRT/61LR+gQR6W6lvaWNPYW2Xv0RBdROFNc2YTRpj4r/fhjrJLx6zQ2fPnm/cSvnTEfU8cqUJ/fyRbr1OnBoxQd+PfVPmFQTW9qMYtYXq8YRot7N9lT05wo8AL8XxbE4nI/o30TzQRsrsywzITgghhDCeFO1CnCIZRXVsy63GYtK4anyscrwPNv6LCpMJxt0EJ2kCaTZpnJPk2t6+9mDXG4N1jHob1i8Q3x90uZ/SNoxXnnYw4bXiLsey2+rZZrWxN9FE6uzruvw6cepEBxq30o6msXlrCNuXR5H5zTvq8YRotyOvBjDmPDuVh4iJqWD0xCb6T79aPZ4QQgjRA6RoF+IU6egYP3NIBBEBXkqxinZ/Q9Lz9byTEUXTsJ906TXndpxrP9T1c+0dRfvE9q3xHYbPuhVrG1jtkLd3RZdipR/4BJtJI8Spkxg/vcs5iFOnY6W9tK7F7WMUx1PdAj4NJooO7VOOJUQHI5vQUbDF9WfMKDArrtoLIYQQPaRbA6ILCgr49NNPycvLw263H3XtySefNCQxIc40W3NcBXBH8azi4JdvENkGg0s0fAL7dek1U9vPte/Mq6HB1tal+fAdTejG/0/R7h+ZyK6bgghy5JDaeKRLXz972VLmFznxHhSIJuMhe6UwP08sJo02p05Zva2ziO+uzDmhvGirZF6ik5kG5SjObq0OJ3sKagBjmtB9sO4tyrwCOS9yEEnK0YQQQoie4XbRvnLlSi666CIGDBhAZmYmw4YNIycnB13XGT16dE/kKESf1+Zwsj3XtTo0LiHkJM8+uXX9itl+vZkLzNFdfk1siA/xoT7kVjax6XAls0/SCK+sroXsikY0DcYeJ+frxl4K3/6fa+76xF+c9Ot7r8vhZ9lO8gOk2VNvZTZpRAV6UVDdTFFNs3LR7pnUj6zaKoZTbVCG4myXWVxPS6uTAC8LA8L8lOOFvJtDSrkvxXc5pGgXQgjRa7m93HX//ffzm9/8hr179+Ll5cUHH3xAfn4+06ZN46c//WlP5ChEn5deVEeT3UGAl4XBirPZAbbbijnUTyPh3Fluve7cga6CeW0XRr9tad8ZMDQqgEDv42wbTZrh+vPIGnC0/XgwRxuDIppoiG1l8Bz5OdGbxRg49i3Kz7ULpMTe9eaHQvyYnfmuG0Aj44IxmdQmUNRX52NDxwkMkvPsQgghejG3i/b9+/dz/fXXA2CxWGhubsbPz4+HH36Yxx57zPAEhTgTdGyNH5sQovxGs6Y6m0NmHYBRQ7t2nr3DlPat+WsPnbwZXceotwkDTrAzIGYUmYfD2fq5FweXP/fjwUp2k5RYybhZduKnX+NWzuLUim4f+1ZsQDO6KM/+jD/gJGZ3o3IsIQB25HacZw9SjrXvyGfcd7OFP95pJmLIOcrxhBBCiJ7idtHu6+vbeY49Ojqaw4cPd16rqOh6V2ohziYdDd2M2Bq/b9lzXLbOyZQCnZCQgW69dlJSGCYNjpQ3nrRDeEfOExJPkLPJzJE6X/zKzRz65pMf/8I5611/xp1z0k734vQycuxbBJH85kMnF3zjwOlwKMcTwsjO8bsL1gEwyD9UOZYQQgjRk9x+9zxx4kTWrXP9ops/fz733nsvf/nLX7jxxhuZOHGi4QkK0dfpus629tWh8YnqbzRrV6/nirVO5qe734E+0NvKiNggANZlnfgmW1WjnQOl9cCP32jQZw/n2QUmlg/+8TPLb25+nzd9/CnvP8rtnMWpFdM+9q3QiJX2lKkcjIFdAzTqq3KU44mzW0WDjbyqJjQNRhqw0r6n9hAAI0JTlGMJIYQQPcntov3JJ59kwoQJADz00EPMmjWLd955h4SEBF5++WXDExSirztc3kBVox1Pi4m0fkHK8UaF6jQm2kmY3L3tnFMGnnyLfMd2/uQIP0L9PE/4vOELf8Hq4SY2+tlpbCg57nMcrXYGv1ZO2mv+lLaon+cXPSs6sGOlXb1o9w2NYdACOxePLibAYcDsd3FW69ganxzhR4CX2ng2p8PBRS/XcufHDkYETzAiPSGEEKLHuN09fsCAAZ2f+/r68u9//9vQhIQ402zJbm+cFBuEh0Vxa7i9kRi/g8RMaIOr7+1WiHOTw3lm1SHWH6rA6dSPe8b+pOfZ28XGTqK/AwrMGtv2vcm0icfmlLXlXewWMOmQNuX6buUsTp3O7fE16tvjAYb6RkN9BdQVQtQwQ2KKs9PO/BoARsWq71gq2fIp8aUQXakzaNhC5XhCCCFET5LDpUL0sI5V6/+ddd4tBdvA2QYB/SAorlshRsUF4ethpqrRTkZx3XGfsyWnEoDxiSc/6zlVi2JShpPc5Z8e9/r2ug38/Fdm3rzVD6u3+ogm0bNi2hvRVTbaaWk14Bx6QH/Xn7UF6rHEWa2zCZ0B89mjTLX0n15BwJwgPPzU4wkhhBA9qUtFe0hISGeTueDgYEJCQk74IYQ4mpFN6FaseZn/eAdwqP8I0LrXhd5qNjEpyVWMrz3Oufa6llYyilzF/Amb0P3AlLok7v7ESfyqsuNe316xBzSNIXFybrQvCPS24m01A8Y0o9uxrYbty6PY8No7yrHE2avN4WRPgWt0oBFN6ExlO/GPspM4b7ZyLCGEEKKndWl7/FNPPYW/v+ss6tNPP92T+QhxRimqaaawphmTBqPj1d9osnQHk3L8OHx9G+71jT/auQPD+GZ/GesOlXP79KSjrm3PqcapQ0KoD5EBJ292N+yyO9n4wWr2x8Pw4r0ER6d1XtOdTra31YBJY2zCHIWMxamiaRrRQV4cKW+kuKaZxDBfpXhlOIlvMFFSWm5QhuJslFlST3OrgwAvC0nhBuzYKdjm+rP/OPVYQgghRA/rUtG+aNGi434uhPhxHVvjU2MC8fN0u4XEUez2RvRmByYgccJ8pVjnJoe351dNs92Bt4e589qmbNfW+Ald2BoPENR/KLHXhzOzcDeexbvgB0X74XVv89slDtITNVKvXKiUszh1+gV5c6S80ZAO8pw7nD+GFREdaGKBejRxltqZ194bJC74uH043FFfeoR/7anCEhbGr6NHcOJWm0IIIUTv0K0qwuFw8NFHH7F//34AUlJSuPjii7FY1IoSIc40Rm6NP5D1Ob+90UJsnYNlU69RipUU7kt0oBfFtS1syali2qDwzmsdObtzBn/YgLlQsBuOfAujr+t8vOzbZQwoBYunhoennGfvK6Lbx74ZsT0+PCmNrPovaXbYlWOJs1fHfPZR7SMrVWSueJmF30JVgAeej8QrxxNCCCF6mtuN6NLT0xk0aBCLFi3io48+4qOPPmLRokUkJyezb9++nshRiD7r+yZ06lvjd+R8BUBSYBBmq4dSLE3TOLd99Nu6rO+3LTfZ29jbfm7UrcZ5STPQdbDtWI3e1tb58PgED8LPqWbw/IlK+YpTy8ixb9HhqQCUmnScjraTPFuI49uR19GETv1n6aGadLYP1ChN9laOJYQQQpwKbhftN998M6mpqRQUFLBjxw527NhBfn4+w4cP59Zbb+2JHIXok6ob7RwsbQBgrAEr7dsrMwAYEzJUORbAlPbV9R82o9uRW0ObU6dfkDexIT5djqX3G8u2r6I58qEH+79+sf1BHUvFVsLimkm4WI7V9CX92se+FRkw9i08PIVxB5zM2apTkbtLOZ44+1Q02MitbAJcozNVrQsu4bGfmmm6VuazCyGE6BvcLtp37drF4sWLCQ7+/m53cHAwf/nLX9i5c6ehyQnRl21rH080INyXMD+1U5OOtlbOf7WK2z9zMDp0shHpMbm9g3xmST3l9TYANmd3jHpz7yaDZvGgPNSK3QxZW79wPVidDfVFYLJKs6c+Jrp97FuRAWfarVYfbv7Kyc9WOinbu045njj77GzfGp8c4Uegt1Uplu50ssdRD8CIuJmqqQkhhBCnhNtF+6BBgygtLT3m8bKyMgYOVOlnLcSZpWNrfFfGpp1M8YYPSSyGczJ0hgy/TDkeQKifJ6kxAQCsP+Rabd+c3f2cG64Zxw13m1kWXwLAl+/9lb/URPF+YDJYZRtqX/L99nj1lXaA7CQzG4ZqlDcXGhJPnF06mtAZMeotJ2sljU4NT6fOkIFqDT2FEEKIU6VLRXtdXV3nx+LFi/n1r3/N+++/T0FBAQUFBbz//vvcddddPPbYYz2drxB9hpFN6GK0KmKmVuI7OwQP30DleB3OTXada1+TVU5Lq4Nd+TWA+yvtAGMnXkurVWOn3kxLczWtq3Zw6QoT3vvVVsbEqRfTvtLeYGujrqVVOd60S4axcFQx0+MSlGOJs0/HefZRcUHKsXI+eJXXnnBw95caVk+1cYZCCCHEqdKldu9BQUFo2vcjVnRd5/LLL+98TNd1AC688EIcDkcPpClE39Jkb2NfoauhmxFFu6lsO4ExNgKnGTs0a2pyOC+sPsK6rAp25ddgb3MS7u/ZrdncifHTiXTolJo1dux7i33BNhwxEDVhkqE5i57n42EhyMdKTVMrRTXNBESp3XjpH5wETqfruIQQbmhzONmd7/pZakQTOu9D+VicEOwXoBxLCCGEOFW6VLR/++23PZ2HEGeUXXmuhm7RgV70DzZga3juRtefccYWwGPig/G0mCirt/Hm5jzAtcr+w5t0XaWZTFxSGETQxiqy+73Cm+eaME/UWP+Tuw3NWZwa0YHe1DS1UlzTwpAoxQInsD8Aek0+ahO2xdkms6Se5lYH/l4WBoarj42cMNZBa0gpSRf83oDshBBCiFOjS0X7tGnTejoPIc4oW3K+3xrfnQL4hwr2fcN/DzvwiQjjzn5jDS16vKxmxieGsDarguV7XKugExXO4A/zSibiyCZyGprgXAtDdSu+flFGpStOoZhAL/YX11FkwNi37MNlVC2PwrZ2B+dcYUBy4qzRcZ59ZGwQJpPiTz9bPVr5fjz8nDD6PAOyE0IIIU6NLhXtx9PU1EReXh52u/2ox4cPH66clBB9XUcTunEGNKHLWv5fLlmpURjtifZnf+V4/2tKchhrsypoP+XC+MTQbsdKufSX/OfwJvZGmdB0nTH+8QZlKU61mM6xb+pFe6NfID4NJuzI8Snhno7O8UY0oWvIXY8VJ56BsRAQrRxPCCGEOFXcLtrLy8u54YYb+OKLL457Xc60i7Ndq8PJjtwaAMYbcJ49y55DaYKGd4L6m9bjOXdgOJAJQLCPleSI7m9BDU8aw+9HhrL2tQq8mjXsvx1iUJbiVOsY+1ZswKz2yDEz+Pn1/6HSX+eb1iasVh/lmOLsYGQTum/e+Ac5h/oRPDyURcrRhBBCiFPH7ZFvd911FzU1NWzevBlvb29WrFjBa6+9RnJyMp9++mlP5ChEn5JeVEdzq4NAb7UCuMNn/Wv4y1Vm/K6/yIDsjjUkyr9zjvy4hBDlLai2qHMIagDfFkidcp0RKYrTIKZ97JsR2+NDo1PJiYGqABNlZfuU44mzQ2WDjZzKJgBGxarftPTcUcDcHTrRNcbvWBJCCCF6ktsr7atWreKTTz5h7NixmEwm4uPjmTNnDgEBASxevJgFC4ztbi1EX7O1c9RbsHIBXF11mCNm17710UN+opzb8ZhMGnNSInh7Sz7TB0cox/MafRlpl7yAzXsUXrGpBmQoToeO7fFGzGo3mS1EOjUKzFBSsZ9+/cYrxxRnvo6t8QMj/Aj0UZtgoDudfDbcSWKQxnlT5xqQnRBCCHHquF20NzY2EhHhemMfHBxMeXk5gwYNIi0tjR07dhieoBB9zQ+b0KnaueNNzA6dBEwEhyQpxzuRPy5I4byUKKYNClcPFjcB7aYVeAUnqMcSp0104Pfb451OXfkG1NgCC8NL7VRp22CEbE4WJ9exNX60AVvj8/LXs3qwiY2DdH4960bleEIIIcSp5Pb2+MGDB3PgwAEARowYwQsvvEBhYSH//ve/iY6Wxi7i7OZ06mwzsAld01srWPKkgyt2uT833R1+nhZmDIlQ787cIX6SNHrq46ICvdA0sDucVDbaT/6Ck5iwV+NnK504dh0wIDtxNjCyCd3uw64+PCl4YPXs2Z+nQgghhNHcXmm/8847KS4uBuDPf/4z559/Pm+++SYeHh4sWbLE6PyE6FMOlzdQ3dSKl9XEsJhA5XihhXV4tkFMv0EGZCdE11nNJiL8PSmts1Fc20y4v6dSPFtSMBvaWjAF2AzKUJzJ2hxOdhfUADDKgKI9b8dGIs06I/rFKscSQgghTjW3i/Zrr7228/MxY8aQm5tLZmYmcXFxhIWFGZqcEH1Nx9b4UbHBeFjc3shyNFsDEycVYU/RSL7qtwZkJ4R7ogO9Ka2zUVTTzPD+QUqxZl58CfrXDxCclGZMcuKMdqC0nia7A39PiyENPVM+LWVWmU7FL2QHkBBCiL7HraqitbWVpKQk9u/f3/mYj48Po0ePloJdCH7QhM6ArfEUbEXDgWdsFJY4aegmTr2Y9rFvRQaMfQsOHUSI04lWX6gcS5z5drRvjR8ZF6R8bEdvqsXP1IbDpDNw5lUGZCeEEEKcWm6ttFutVlpa1N+8CXGm2prjapxkxHz28uxVBAHW+EnKsYTojujAjg7y6mPfCOwHgF5dgEGdE8QZbGfnfHb1rfFa6W7GTy/F6dsP07BpyvGEEEKIU83t/bt33HEHjz32GG1tbT2RjxB9VkF1E4U1zZhNGqMM6Hb81Ssf88/DMaxxStMkcXp0jH0zYqXdZg5g+/IoMv7rRWNlkXI8cWb7vgldkHqw/C0AmBJk1KAQQoi+ye0z7Vu3bmXlypV89dVXpKWl4et7dEHx4YcfGpacEH3J1vbz7MNiAvD1dPuf1lHsDTWk7mljdBtYbxxjRHpCuC2mfexbkQEr7dbgGDS7CZMOJRlrSJpypXJMcWaqarSTXdEIuPqDqNqa9x1RFgv9+42TXR5CCCH6JLcri6CgIC677LKeyEWIPm1Ltms7pxHz2fdnLefFeSZSinR+MeVq5XhCdEd0+0p7sQEr7SazmRevtpDhp/OYVxVJyhHFmapja3xSuC+BPlalWE6Hg/rnDnMwOJLh072QNohCCCH6IreL9ldffbUn8hCiz9tq4Hz2HYXfsnaYCUtaACaL2qq9EN3V0YiutL6FVocTq1lxIkK0D9U0UVKbbUB24ky1o71oN2I+e96WT4iugrBancEjLlGOJ4QQQpwOiu/AXOrq6nj++ecZO3asEeGE6HOqGu0cKmsAjFlp31HlmtAwJjRFOZYQ3RXm64nVrKHrUFqnvtoe5REIQEmDdJAXJ9Z5nj1evWjf27iV+xeZWT7fioe/AVM9hBBCiNNAqWj/9ttvue6664iOjuaRRx5hwoQJRuUlRJ/Ssco+MMKPEF8PpViOVjvmfTWE1OmMTjjPiPSE6BaTSSOq/Vx7ca160T6g3p/5W5xYt+YoxxJnJodTZ3d+DYAhDT13V+zicIyGdXyiciwhhBDidHF7321hYSFLlizh1Vdfpaamhurqat566y0uv/xyNE1avIizU+d8dgNW2Q+vfpOff6rTYnUw+Oa5yvGEUBEd6E1+VTNFNerN6PqXezBupZPchDoDMhNnogMl9TTaHfh5WkiO8FeOt7u5CEwwImqcAdkJIYQQp0eXV9o/+OAD5s+fz+DBg9m1axdPPPEERUVFmEwm0tLSpGAXZ7WOlfbxierbOX0LD9AQ5qChvxUP7wDleEKo6Gfg2Df/wUPZMFQjI0FXjiXOTB3n2UfGBmE2qb2vaCjLYdj6VoYfcZKWfIER6QkhhBCnRZdX2q+44gp+97vf8c477+Dvr373W4gzRaOtjX1FrpVDI1ba+/mW0292KfrU3ynHEkJVdOf2ePWV9uFTf0pSxlMEm71B10Fu9or/8X0TuiDlWAe+fpXL1+lU++tEPzRSOZ4QQghxunR5pf2mm27i2Wef5fzzz+ff//431dXVPZmXEH3GzrwaHE6dmEAv+gf7qAXTdcjbCICWMNmA7IRQE23gSrtncAIhTidaayM0y+8Qcaxd7U3oRhnQhC6+rYGmJBtaSqByLCGEEOJ06nLR/sILL1BcXMytt97K22+/TXR0NBdffDG6ruN0OnsyRyF6tS0GjnorL9zBF23VlFo9oL+cwRSnX7/2sW9GnGnH6g0+oehO0Kty1eOJM0p5vY0jFY1oGoyKDVKOF2bOZcy4Sibddp16ckIIIcRp5Fb3eG9vbxYtWsTq1avZu3cvqampREZGMnnyZK6++mo+/PDDnspTiF7LyCZ06W88TdA7QXx6KBI8FFfthTBAdKBrpd2I7fEAG7/1IeO9aHZ/9pYh8cSZY8PhCgBSYwII8lGbwkGbHXLXuz5PnKaYmRBCCHF6dXvkW3JyMn/961/Jz8/njTfeoKmpiauuusrI3ITo9extTnbmu7b5jjdgpb1hz36CGiHGLNs5Re8Q0160Vze10mRvU45XbTVh0jXKCg8pxxJnlnVZrqJ98sAw5Vj7N/2XF0xW9gRGQESKcjwhhBDidFKa0w5gMpm48MIL+fjjj8nPzzciJyH6jH1FtbS0OgnysTIw3E853ivTbTx4rRn/BTMNyE4IdQHeFkJ9XaueB0sblOPlz4/l1l+Z2ZxizMq9ODPous76Q66i/VwDivbst95g6mu+7N8bACbltzpCCCHEaWXob7KIiAgjwwnR63VsjR8bH4JJcTxRZcVBsjwhM1Zj+PQbjUhPCGWappES4xo9mF5Uqxwvbug4avw0MptLlWOJM8eRikaKalvwsJgMOWpUX+a6ARCeOFA5lhBCCHG6ye1nIRQYOZ99Z+YHAAx0aAQFJyrHE8IoqTGu4xrp7aMNVQyJnw7AQVpxtNmV44kzQ8cq+9j4YLysZqVY9XWFLL4Abvm1mSFX/tKI9IQQQojTSop2IbrJ6dTZmuM6z27EylD58hUs3OBkanO4ciwhjNSx0p5hQNEe1/8cZu92cN2XTnK2fKQcT5wZjDzPvnXfmzg0jSAvjZjkKcrxhBBCiNNNinYhuimrrIHa5la8rWaG9VNvHBe+qZyrVzsZ1RhrQHZCGCe1vWjPLKnD4dSVYpktHszfpTFnl07+ui+MSE/0cW0OJxuPVALGnGfflL8agIm+8rNUCCHEmUGKdiG6qWM++6i4IKxmxX9KtnoGxtbRmGAnZf4NBmQnhHESQn3x8TDT0urkSLl6M7ryUcEsnwjVvjXqyYk+b29hLfUtbQR6Ww25ATrslWx+sdzBZJ8xBmQnhBBCnH6WrjwpJCSEgwcPEhYWRnBwMJp24oZbVVVVhiUnRG9m5Hx28reQkFRPwuhgGCYzhUXvYjZpDInyZ0deDelFdSRH+ivFW3jF9Xh9fh8m/0EGZSj6so7z7OckhWJWbOhZnb6e5FydJA1iRl5pRHpCCCHEadelov2pp57C39/1Ju3pp5/uyXyE6BN0Xf9BEzoDiva8ja4/4yepxxKiB6TGBLIjr4aM4joWjuqnFMun31jXJ8V7QNfhR24EizPfukPGnWcPbDqMeXoFxaZ4gmNTleMJIYQQvUGXivZFixYd93MhzlYF1c0U17ZgMWmMigtSjvfK5mVo3v5cEJ2GtKETvVGqgWPfiEhB183YS+qwFGdhjpEV97NVk72N7bmuhp5GnGc35a8jIMpOwJSLlGMJIYQQvUWXiva6uq53DA4ICOh2MkL0FR2r7Kn9AvHx6NI/oxOy1Vcy5s06zA5/6qZGSNEueqUfjn3Tdf1Hj0mdlNWLzd9FE1jqpHbQs0y8/R8GZSn6mi3ZVbQ6dPoFeRMf6qMUS3c64ch3aAADphuRnhBCCNErdKnaCAoK6vIbNIfDoZSQEH1B59b4BPX57Ps3vUWtL3jbIWX8T5TjCdETkiP9MJs0appaKa5tISbIWyleRYQnHtXNFBdkGpSh6Is6zrOfOzBM7UYQkLXhLd4/ZMY/OpxfxU4wIj0hhBCiV+hS0f7tt992fp6Tk8Pvf/97fvaznzFpkuv87caNG3nttddYvHhxz2QpRC+zxcAmdNtbdvD0Lyycb/NjvNmsHE+InuBlNZMc4UdmST3pRXXKRXvNVSP5Q90WZpgbuMSgHEXfs+6Qa9Tb5GT1rfHZy5dyyXeQk+gFFk/leEIIIURv0aWifdq077tZP/zwwzz55JNcddVVnY9ddNFFpKWl8eKLL8qZd3HGq2ywcbi8ETCmaN9R7VppHNYvTTmWED0pJSagvWivZU5KpFKswYmT0fds5UBr149fiTNLRYON/cWu//3PSQpVjrfXUkLFAI3g4XHKsYQQQojexO3h0hs3bmTs2LHHPD527Fi2bNliSFJC9GZbc1xNk5Ij/Aj29VCK5XS0sdNRD8CYxDnKuQnRk354rl3VoAGu/78XmqG2Nk85nuh7Nhx2rbIPjQ4gzE9tZby1tYl3k1p49AozA264zYj0hBBCiF7D7aI9NjaWl1566ZjH//Of/xAbG2tIUkL0ZkaOeju4agkP/cfBDd84GJJ8oXI8IXpSSrSr0WiGAUV7YGAc121w8sBbDrJWvKocT/Q967M6zrMbsMqe8T7NJo1gp86ggfOV4wkhhBC9idttr5966ikuu+wyvvjiCyZMcDV62bJlC1lZWXzwwQeGJyhEb2Nk0V695iv6V4LD34TF6qUcT4ielNI+9q2wppmaJjtBPmo7TYaVmEnMbSVv+2a4wogMRV+h63rnfPZzk9VnZuza/jFWXWeCZwgms9pEDyGEEKK3cXulff78+Rw8eJALL7yQqqoqqqqquPDCCzl48CDz58vdbXFma7C1dW4NNuI8+/iBnkSdW8WwBZOVYwnR0wK9rcSGuBrQGbHa3jQ5kY/mOGlJ0JVjib4lp7KJwppmPMwmxhkwhaP/Wwd49UkHs8vlPLsQQogzT7duR8fGxvLXv/7V6FyE6PV25FbjcLpmCqt2z0bXMVdsJbh/C8EXXGNMgkL0sJToAPKrmkkvquOcgWodv39y8W3w9pWA+g0w0bd0rLKPjg/Cx0NtZdxZV0lobRseDhMpU686+QuEEEKIPsbt35Rr1qz50etTp07tdjJC9HZGbo3Xq7LR6ovBZIV+xzZ3FKI3So0J5Mv0UjKKDej6HjXc9Wf5AWhtBqvijTDRZ3x/nl191JupeAuj55dgNyfgOWaBcjwhhBCit3G7aJ8+ffoxj2ma1vm5w+FQSkiI3szI+exff7CYrZVRDEgM5CoPH+V4QpwKqe3n2tOLatWDBcTQqofSWNCIdfcqfMdKwXU2cDh1Nhx2Fe2TDSjaOfIdmgaeo2eqxxJCCCF6IbfPtFdXVx/1UVZWxooVKxg3bhxfffVVT+QoRK9ga3OwK78GgPGJ6mcw7d/u4NKvTQTsV2vmJcSp1DH27XB5Iy2tijdpNY31m30pXhfCxuVL1JMTfcK+wlrqWtrw97KQ1i9QOd6unJXYAQZMV44lhBBC9EZur7QHBh77C3bOnDl4eHhwzz33sH37dkMSE6K32VdYi63NSYivB0nhfsrx9oS20Byn0X/8OAOyE+LUiAzwJMTXg6pGOwdK6hkRG6QUrz4+kOamSspbSoxJUPR6HefZJw0IxWJ2e+3gKCXpayh+u5FVCTH8vN8YfI1IUAghhOhl1H5b/kBkZCQHDhwwKpwQvc6W7GoAxsYHH3UkpDsqKjJ5e5yJR642kfLTuwzITohTQ9O0H2yRVz/Xbr56Fr+9ycKXgxuVY4m+YX3nqDf1rfGZy14ioQyG52n4BvZXjieEEEL0Rm6vtO/Zs+eov+u6TnFxMY8++igjR440Ki8heh0jm9DtzPwQgIG6mcCgeOV4QpxKKTEBrM2qMORc+5C4aZDzIVnYcbTZMVvkuMiZrNnuYFuO6waoEU3oVoflU3ixiem+/ZRjCSGEEL2V20X7yJEj0TQNXT96ru7EiRN55ZVXDEtMiN7E6dTZlmNcE7r0zLWYzDqjvWOUYwlxqnWcazdipT0+9ly8nTrNJo2cvLUkDZilHFP0XltzqrA7nMQEepEYpraZXXc6WWOqoCzFxI3DLjMoQyGEEKL3cbtoz87OPurvJpOJ8PBwvLy8DEtKiN7mQGk9dS1t+HiYO7cGq0h7PZdXq3Vqf5mgnpwQp1hKtOvfQGZJHQ6njtnU/eMiZosHt67WGJTRRkH5GyT9Ror2M1nH1vjJA8OUjxll56yizKzh6dQZlXqlEekJIYQQvZLbRXt8vGzlFWefjq3xo+OClRsnOWrLCa1x4mnXiD7nCiPSE+KUSgzzxdtqprnVQXZFAwMj/JXiRbV5E15Xz5HMgwZlKHqrdQaeZ9/3yUtMLXRiTfTG00u9C70QQgjRW7ldtAM0NjayevVq8vLysNvtR1379a9/bUhiQvQmRs5nN5fvZsTFxdiIw2vYdOV4QpxqZpPG0Gh/duTVkF5Up1y0+5w/jmVxX5IWL+fZz2RVjfbOIxXnJKkX7ZZV+/lllpPc+aHKsYQQQojezO2ifefOncyfP5+mpiYaGxsJCQmhoqICHx8fIiIipGgXZxxd1ztX2scZMJ+d3I1oJvAaMVk9lhCnSUpMADvyasgoquPikWpNwGbOuJGZh96AWifoOihumxa904bDrlX2IVH+hPt7qgVztDIgoJG6CDPJ5/3EgOyEEEKI3svtfb533303F154IdXV1Xh7e7Np0yZyc3MZM2YMf//733siRyFOq/yqZkrrbFjNGqNi1Yv2nLw1OADiJinHEuJ0MbIZHRGpoJmhqRLqitTjiV7ph+fZlRXuYEhyBeMX2Ek67yb1eEIIIUQv5nbRvmvXLu69915MJhNmsxmbzUZsbCyPP/44f/jDH3oiRyFOqy3tq+zD+gXi7WFWimWrr2Tb2wU8mRNDSfAAI9IT4rT4flZ77THTRNxm9aLJMYAjB/0p/u49A7ITvVHneXYjivYj37n+TJwGJrU+I0IIIURv5/ZvOqvViqn9F2RERAR5eXkABAYGkp+fb2x2QvQCW9vPs4834Dz7/i9eIDUPpu6BiPhzlOMJcboMivTHbNKobmqluLZFOd7q/U5sO/zZ+c0yA7ITvU1eZRP5Vc1YzRrjE9V/lr6+/SOW+/jQEC87loQQQpz53D7TPmrUKLZu3UpycjLTpk3jwQcfpKKigtdff51hw4b1RI5CnFZbDZzPvsuxjx3zTQxv82KCWW3VXojTyctqZmC4HwdK68koqiMmyFspnjMlls32LGr9DdhuL3qdtYfKARgVF4yvZ7d64HaqL8tm5Mu1NHkGUTV/AH5GJCiEEEL0Ym6vtP/1r38lOjoagL/85S8EBwdz++23U15ezosvvmh4gkKcTuX1No5UNAIwNkH9PPsW+xG+HWHC8/yxyrGEON2+3yKvXmiHL7yQJy4188VA9VV70fusN3Br/N6VL9JqAbsnxA07TzmeEEII0du5fbt77Njvi42IiAhWrFhhaEJC9Cbb2lfZB0f6E+SjNo7K0WZnl7MBTBqjB8w1Ij0hTquUmAA+3FlIelGtcqzBA86DPf+g0Ax1tfkEBMYakKHoDRxOnQ2HKwFjmtCttaTz9l1mrmmJYIpyNCGEEKL3U+7esnr1ar744guqq6uNyEeIXmWLgaPesjYvJeWgTlS9k8FJ85XjCXG6GdlBPjAwjhgHWFt1DmQsV44neo+Mojpqmlrx87Qwon+gcrxNDbk4zBrD02YYkJ0QQgjR+3W5aH/sscd44IEHOv+u6zrnn38+M2bMYMGCBQwdOpT09PQeSVKI02Vj++qQEefZcz99h3s/cnLvZxoWq5dyPCFOt5Ro1/b4wppmaptalePd9K2Z/z7hoOpjKdrPJB1d4ycOCMViVlsrqCjfzyGTE03XGZ96tRHpCSGEEL1el397vvPOO0c1mnv//fdZs2YNa9eupaKigrFjx/LQQw+59cWff/55hg8fTkBAAAEBAUyaNIkvvvii83pLSwt33HEHoaGh+Pn5cdlll1FaWnpUjLy8PBYsWICPjw8RERHcd999tLW1uZWHEMdTUN1EZkk9Jg2mJocrxxtgr6Ex2In/yGQDshPi9Av0sdI/2NWALr1YfYu8X2AIZh1a8kuUY4ne4/vz7KHKsfa+9hgPvuXgij0awSFJyvGEEEKIvqDLRXt2djbDhw/v/Pvnn3/OT37yEyZPnkxISAh/+tOf2Lhxo1tfvH///jz66KNs376dbdu2MXPmTC6++OLOFfu7776bZcuW8d5777F69WqKioq49NJLO1/vcDhYsGABdrudDRs28Nprr7FkyRIefPBBt/IQ4nhWZZYBMCY+mGBftfPsNNeQHJzJ2LklnHPP4wZkJ0Tv0NGMLsOALfIxlyxg1XXNhE2VudtnipZWR+cxo3OT1c+zO7alMyxXZ2S9+jZ7IYQQoq/o8jujtrY2PD09O/++ceNGzjnn+znTMTExVFRUuPXFL7zwQubPn09ycjKDBg3iL3/5C35+fmzatIna2lpefvllnnzySWbOnMmYMWN49dVX2bBhA5s2bQLgq6++IiMjgzfeeIORI0cyb948HnnkEZ599lnsdrtbuQjxv77Z7yraZw6JVA92eCU42yBsEFq4rLSLM0dKtKt4MqJoHzn2Cu5orWZy6WFolS7yZ4LtudXY25xEBniSFK44nE3XmTq4Ab9xtYy6+CpjEhRCCCH6gC4X7UlJSaxZswZwbUk/ePAgU6dO7bxeUFBAaGj3t745HA6WLl1KY2MjkyZNYvv27bS2tjJ79uzO5wwZMoS4uLjOFf2NGzeSlpZGZOT3RdXcuXOpq6v70fP1NpuNurq6oz6E+KEGWxub2s+zzx4aoRzv4/X/4Rtvb5oGzj75k4XoQ4wc+0ZAP/AOAd0BZRnq8cRptzarY2t8OJqmqQWryMJDKyJ2UBsxc280IDshhBCib+hy0X7HHXfwy1/+kptuuol58+YxadIkUlJSOq+vWrWKUaNGuZ3A3r178fPzw9PTk9tuu42PPvqIlJQUSkpK8PDwICgo6KjnR0ZGUlLiOu9YUlJyVMHecb3j2oksXryYwMDAzo/YWBktJI62LqsCu8NJXIgPAyPUVodamxvo93wOHh8Ek2mKMihDIXqH1H6uov1QeQMtrQ61YJpGaWMCu3aGkPnxqwZkJ063zvPsyern2fXD37o+iZsAVm/leEIIIURf0eWi/ZZbbuGZZ56hqqqKqVOn8sEHHxx1vaioiBtvdP/O9+DBg9m1axebN2/m9ttvZ9GiRWRk9OwKy/33309tbW3nR35+fo9+PdH3rNzvang4a2iE8urQ3pX/xqMNvO2QNuUmI9IToteICvAixNcDh1PnQEm9crxtRXY8D3hxaNNmA7ITp1N1o519Ra4GhZOT1M+z/+e9l/hrUwS7QwcrxxJCCCH6Eos7T77xxhtPWJg/99xz3UrAw8ODgQMHAjBmzBi2bt3KP/7xD6644grsdjs1NTVHrbaXlpYSFeVarYyKimLLli1HxevoLt/xnOPx9PQ86ny+ED/kdOp8e8B1nn32UPXz7N+1bODNu8xcXhvEOG/FM51C9DKappESHcC6QxVkFNcxIjZIKZ73uOF80raahngbFxiTojhNNh6pRNdhUKQfEQFqYy5bmxsY/U0jPjYLzilxBmUohBBC9A29rkWv0+nEZrMxZswYrFYrK1eu7Lx24MAB8vLymDRpEgCTJk1i7969lJWVdT7n66+/JiAg4Kit+0K4Y1dBDRUNdvw9LYbMZ19ddwi7VWPEuDkGZCdE7/P9uXb1sW8J5/2EN2eY+SrBgaNNGor2ZR3z2ScPVF9lz9jzPuuHauRGwuDzblGOJ4QQQvQlbq20G+3+++9n3rx5xMXFUV9fz1tvvcV3333Hl19+SWBgIDfddBP33HMPISEhBAQE8Ktf/YpJkyYxceJEAM477zxSUlK47rrrePzxxykpKeFPf/oTd9xxh6yki25b1d41fuqgcDwsave18vPWccSsY9F1zhkpW+PFmSnFwGZ08bFT8HbqNJs0cgvWMyBhhnJMcXp8P59dvWjfVLKSl+aZmWMK5HxPOc8uhBDi7HJai/aysjKuv/56iouLCQwMZPjw4Xz55ZfMmeNakXzqqacwmUxcdtll2Gw25s6de9Q2fLPZzPLly7n99tuZNGkSvr6+LFq0iIcffvh0fUviDPDND86zq0p/4TH+sMNB9hhPAgL6K8cTojdKjXGNfcssrsfh1DGbut8HwmzxYJDTQkVVG4d2fC5Fex+VX9VEbmUTZpPGhAHqTeg2Ve8HDSZGjDEgOyGEEKJvOa1F+8svv/yj1728vHj22Wd59tlnT/ic+Ph4Pv/8c6NTE2epguomMkvqMWkwfbB60e61LYeRuTohw2MMyE6I3ikxzBdvq5nmVgfZFY3KExeu+M6DgVttHJmyES41KElxSnVsjR8VG4Sfp9pbjcbqQvJrmyHIxKShPzUiPSGEEKJP6XVn2oU4nVZlurbGj44LJsTXQy1YSy2ThpXiMaqeMVfeaUB2QvROZpPGkGh/wJhz7d4D4mixQk2zAbPfxWmxrnPUm/rW+H3vP8k/n3fyyFsO+vc/RzmeEEII0de4ffu7sbGRRx99lJUrV1JWVobT6Tzq+pEjRwxLTohTbWX7efZZBnSN59A3ePrbSJocD6POU48nRC+WGhPAzrwaMorquHhkP6VYg6/8GZv9bmWs2Qd0HRTHLopTy+nU2WDgeXbPrEycmo5nqB+aSdYahBBCnH3cLtpvvvlmVq9ezXXXXUd0dLTyDGsheotGWxsbD1cCMNuA8+yOzC8wAww6XzmWEL1dSrTrXHtGsfrqeOzAWcQ2tYDeCPXFECDHS/qSjOI6qpta8fUwK48ABBiZWIPjkhIGnf879eSEEEKIPsjtov2LL77gs88+Y/LkyT2RjxCnzdqsCuwOJ3EhPspnclubG3h+2XqaYsK5OW4S6mtNQvRuqT/oIK/rutoNXas3hA2C8v1QvEeK9j6mo2v8xAGhWM2KK+MNZVC6D7MHmMdcaEB2QgghRN/j9m/T4OBgQkLUZ1cL0dus/EHXeNUdJOmf/IM5m2HWF1YC46cakZ4QvdrgKH/MJo2qRjsldS3K8Q6XhbJlbQRbl/zbgOzEqWTkfPaCzE8oNZshKg185fanEEKIs5PbRfsjjzzCgw8+SFNTU0/kI8Rp4XTqfHug/Tz7EPXz7Fsr1vNtmkbecB+s3mqr9kL0BV5WMwPDXf9fTy9U3yJ/qMmJf6GF8oxs5Vji1GlpdbA1pwowpgndlmdf5LPtUbzTEqgcSwghhOir3N4e/8QTT3D48GEiIyNJSEjAarUedX3Hjh2GJSfEqbK7oIaKBjv+nhbGJ6rvJFnuU8CRC8z8LfEiA7ITom9IiQngQGk9GcV1zE5Ru/kVMnUaL7TlURvpYL5B+YmetyOvmpZWJ+H+niQrHjNyOhxE7mtgaD3UX5hqUIZCCCFE3+N20b5w4cIeSEOI06uja/zUQeF4WNTOYObnreOIWcei60wecZMR6QnRJ6TGBPDRzkJDxr4NmnIlK6veBKCuNp+AwFjlmKLnrcv6vmu86jGj3Ly1PLHQzMgcJ/cs/JUR6QkhhBB9kttF+5///OeeyEOI0+qbH5xnV7Xpm38T1Kwz2Ncb/8D+yvGE6CtSftCMTlVgUALRDig2w4Hsrxk38kblmKLnrTfwPPvmAx+Q1V8jqJ8PfqFy00YIIcTZSwaeirNeQXUTmSX1mDSYPli9aPd/Zxcv/tPBJXlqs6qF6GtS28e+FVQ3U9vcqhxvVIsfY7Kc5G/8WjmW6Hm1Ta3sKXTtsjBiPvumctdxu0khKcqxhBBCiL6sS0V7SEgIFRWuu+cd3eNP9CFEX/Ntpmtr/Oi4YEJ8PZRi6Y1VhLbYAUidc71ybkL0JYE+VvoFeQOQYcBq+7QML373vhOPbw8oxxI9b+ORCnQdBkb4ERXopRSrzdZM2Npqkgt1JiYuMChDIYQQom/q0vb4p556Cn9/fwCefvrpnsxHiFPum/bz7LOGqneN17K/ZdyMUtp8BmKZdKlyPCH6mtSYAAprmkkvqmVSUqhSrKBhaeTtLiHP12ZQdqIndYx6M2KVff8X/+ayNTrzNjsYeq809BRCCHF261LRvmjRouN+LkRf12hrY+PhSgBmG3CenYNfAmAZKf2uxdkpNSaQrzJKDVlpT730Ng7ULOWaNie02cDiaUCGoqesP+T6WWrEefbo2gJyEuy0BAVj8fRWjieEEEL0ZXKmXZzV1mZVYHc4iQvxYaDieKI2WzPLc1dRbTLBoPMNylCIvqWjGV1GsQHN6MKHMl7zIbCtFcoylOOJnlNQ3UR2RSNmk8aEAepH5cL0A4ydWMG59/zcgOyEEEKIvk2KdnFWW5Xp6ho/c0iE8niifR8/Sfh/rbx5IApn/3FGpCdEn5PaXrRnlTXQ0upQC6ZpEDUcAL1wt2pqogdtaF9lH9E/kAAvq1owexPkb3Z9PmCGYmZCCCFE3ydFuzhrOZ06qzLLAZhtwHn2/FVfENAMCTYvTBa1hnZC9FXRgV4E+1hxOHUOltYrx8vItrL98yjWPPuSAdkJgJomOxsOV1Dfot7hX3c62bnnDbZkfAsYc55974b/8IrViwPB/SE0STmeEEII0de5PaddiDPF7oIaKhps+HtaGJ+ovp3zlbG1ePQzceuAaQZkJ0TfpGkaqTGBrDtUQUZRHcP7BynFK/PxI7LORGV+jSH5CfjV2ztZm1WBxaQxOj6Y6YPDmTYonJToALd3HH257hHuy34fgMFJOv3e92NT7mSGX/5bfAK7dzM09413GL/ej53TfBmsuANKCCGEOBNI0S7OWivbu8ZPHRSOh0Vt00l+/noOeYAlTmP8hb8xIj0h+qyUmADWHaog3YBmdP1nX8yfWrZREg6z2uyYZReLkuLa5s4u721OnS3ZVWzJruLxFQcI9/dk2iBXAT8lOYwgn5P/t8766GMSonRyIsHRCMPX1NK27nPeqf6AG6JHwcDZtEZPxBw7EpPZ3KUcbaXVmHWISkpV+l6FEEKIM4XbRXtjYyOPPvooK1eupKysDKfTedT1I0eOGJacED1pZWbHqDf1rvGr974OwBi88Q/srxxPiL6s41x7elGtcqzE4RdwePeDtJg08go2kpggO1lUfLanGF2HcQnB/P2nI1hzsJzvDpSz4XAl5fU23t9ewPvbCzBpMDI2iGmDIpg2OJzh/QIxmY5e9a44tI0ZK1qYrcNDF1zA4PBaDo/ZSU1TI5PaGuDwKji8it2bwrBVeZB+QThJsxcwIe16/Pyjj5tfVdUh/t9PzITV6ryz8Nen4j+JEEII0eu5XbTffPPNrF69muuuu47o6Gjl5l1CnA6FNc3sL67DpMH0wepFu/72Bi72dZIyQ1aGhOgo2vcX1+Nw6phN3f89YbZ4MAgre2gjM+9bKdoVLdtTDMCFI2KID/Xlukm+XDcpAVubg2051Xx3oIzVB8s5WNrAjrwaduTV8NQ3Bwnx9WBKclj7Knw44f6eeGWsxBZvp8HmySbLdGafM5QLfjcA3emEioNweCV61teYPskkpBk+t1ZxOOsNLAdfZ06ZBzOLw0iYfzmDZ92IZnLtdtqy700AQvzNRMSNOm3/nYQQQojexO2i/YsvvuCzzz5j8uTJPZGPEKfEqv2urvGj44IJ8VXbbttQcoiR21sZ6wTvRRcZkZ4QfVpimB9eVhPNrQ5yKhtJClcbpzi2MYTY/SXUZK+DqQYleRbKq2xid34NJg3mDTt6pdvTYmbywDAmDwzjjwugqKa5cxV+/aEKqhrtfLKriE92FQGQ1i+Q51pXMGZiBY85roFWODfZ1YROM5kgYghEDEGbdAeDFuSz74OnmBBwgNamPPLMGn4HWohfn8/6nCcJ2fs3IgbMgoGz2Hx4FZhgol/Cqf7PI4QQQvRabhftwcHBhISoN+0S4nT6Zn/H1nj1rvHe+VsJGlNLcXMIQyddqhxPiL7ObNIYEhXArvwa0ovqlIv2tPIgzl9ZRG5iiUEZnp2W73UV3OckhRHu7/mjz40J8ubK8XFcOT6OVoeTnXk1rD5YxncHykkvqqOsMJt+njtBg49bJxLm58HgSP/jxvILjWXirU8ysf3vefnr2VfyD7JL91Oa2EpEXQnsehPHlre4/MNoolI1Um+bZOS3LoQQQvRpbhftjzzyCA8++CCvvfYaPj4+PZGTED2q0dbGxsOumcKzDTjPbs7/ltikRmLPuVE5lhBnitSYjqK9lotGxCjFihw/nS0791Paz8n5uu6a3y7ctmx3x9b4458nPxGr2cT4xBDGJ4Zw39whlNW38MUrN/Fqiz+xrZEUE8rPhsd0+bhcXOxk4n43GX4H81pbIH8TZH1N3ddfAM2MyNEZNvoad789IYQQ4ozldtH+xBNPcPjwYSIjI0lISMBqtR51fceOHYYlJ0RPWHeoArvDSVyIDwMj1FYAcbRB1leuzwfNU09OiDNEakwgABkGdJAfMmsR4TsfIrKtFepLIMC9olPAobJ69hfXYTFpzE2NUooV4e9FzCc7iSrxI/eGAay+fToxQd7diqVZvWDAdBgwneC5f8F2wxqiAkLxC41VylEIIYQ4k7hdtC9cuLAH0hDi1FnZfp595pAI5UaKu7/+F59VejA0IpxLYicYkZ4QZ4SU9mZ0GUV16Lqu9G/N6hVAVHASlGdCyR4p2ruhY5V96qDwLo1y+zH5h1bjaNUx6TD+wruICPU1IkUAolKlaYEQQgjxv9wu2v/85z/3RB5CnBJOp86qzHIAZhtwnr3gg/e5ZK2ZQ8N9wez2PychzlhDovwxmzQqG+2U1tmICvRSCxg1HGdJJs6Dm7EMmmtMkmcJXddZtsd1nt3drfHH89X+JTx9s4U5NR48OeQc5XhCCCGE+HHdrjK2b9/O/v37AUhNTWXUKBnNInq/3QU1VDTY8Pe0MD5RvaHiAa0a/wAInDDagOyEOHN4Wc0khftysLSB9KJa5aJ9z/5mzO9HU7z3Q2Zf8KBBWZ4d9hfXc6S8EU+LyZCblSsqdoAJzkmZrp6cEEIIIU7K7aK9rKyMK6+8ku+++46goCAAampqmDFjBkuXLiU8PNzoHIUwzKpMV9f4qYPC8bCYlGLl56/n1ckmXp8E3138gBHpCXFGSY0J5GBpAxlFdcqTGmyx8fjp23FW2wzK7uzRsco+c0gE/l7Wkzz7xx3OXMEBzYFFh9ljf2lEekIIIYQ4Cberll/96lfU19eTnp5OVVUVVVVV7Nu3j7q6On7961/3RI5CGOb7UW/qXeO/2/tfAEZr3gSGJCjHE+JMkxLtOteebkAzuuTzF3H7HWbuvcFMfV2hcryzha7rLNvtKtovGK7WxR/gwL8e49lnHdy414Og4ETleEIIIYQ4ObeL9hUrVvDcc88xdOjQzsdSUlJ49tln+eKLLwxNTggjFdY0s7+4DpMG0werF+1bs7cBMC1CtsYLcTyp7c3o0otrlWMFRQ7CwxfQNA4c+Vo53tliV34NBdXN+HiYmTlE8eeerhOyr5SwehgWlmJMgkIIIYQ4KbeLdqfTecyYNwCr1YrT6TQkKSF6wqr2rvGj44IJ8VXrnlxbdIBbnm3iyRfbmJb4EyPSE+KM09FBPr+qmdrmVuV4gy2ueJnFm5RjnS06usbPSYnE28OsFqw0nfFTComYVsfEGx4xIDshhBBCdIXbRfvMmTO58847KSoq6nyssLCQu+++m1mzZhmanBBGWpnZsTVevRFT1TdvYtJ1PHWIH3qecjwhzkRBPh70a5/fvb9YfYv8uLpwbvrSgenTHcqxzgZOp85ne9u7xhuwNZ59H2AyQ+jMGXhHydZ4IYQQ4lRxu2j/17/+RV1dHQkJCSQlJZGUlERiYiJ1dXX885//7IkchVDWZG9jw+FKAGYbcJ490a+EIZeUMPbmmcqxhDiTday2G3GuPUnrz9wdOtH7GpRjnQ225lRRWmcjwMvClEFhSrF0p5ODGe+jA6Reakh+QgghhOgat7vHx8bGsmPHDr755hsyMzMBGDp0KLNnzzY8OSGMsjarAnubk9gQbwZG+KkFczog6yvMHjo+M682JkEhzlCpMQF8nVFKepH6ufaEKZewdPMq7GEOprU2Y7J6G5Dhmauja/zc1Cg8LWpb4/cte4b9nzl4LyWGPySfh2ZEgkIIIYTokm7Nadc0jTlz5jBnzhyj8xGiR6xsP88+a0gkmqb2drP00Jfo9jqivIIgdoIB2Qlx5kqNCQQgw4CV9phhM7krpQlzSw2UH4CYkcoxz1RtDief7y0B4MIR6lvjcz95l7RcHR8/TzRPxRufQgghhHBLl4r2Z555hltvvRUvLy+eeeaZH32ujH0TvY3TqbMqsxyA2QacZ9/0zKNU5UehTQznZ+Zu3fcS4qzRsT3+UFkDLa0OvKzdX/HVTCbM0cMhew2U7JGi/UdsOFxJVaOdEF8PzkkKVYrldLSxJK2WwZ4m5o2XI0FCCCHEqdaliuOpp57immuuwcvLi6eeeuqEz9M0TYp20evsKaylosGGv6eF8YkhyvECd5YzqBLKpiYZkJ0QZ7aYQC+CfKzUNLWSVdpAWv9ApXh6RBr23etxbF2Lz+jrDcryzNMxm31+WhQWs9vta46yY98bHAgxUTRe589XP2REekIIIYRwQ5eK9uzs7ON+LkRf0LE1fuqgcDwsam9e8/PX8/QFZsZlObnjivuMSE+IM5qmaaTGBLD+UCXpRbXKRfvejGqsn0dSsGcDc35uUJJnGFubgy/T27fGG9A1fkXmuwDM9IzCw9NfOZ4QQggh3ON2BfPwww/T1NR0zOPNzc08/PDDhiQlhJG+2e8a9TZziHrX+NX7XudwjMaRqT4E9R+qHE+Is0HnuXYDxr55j5qIzQI1ZidOR5tyvDPR2oMV1LW0ERngybgEtd1Frc0NBC7LYWiezrykiw3KUAghhBDucLtof+ihh2hoOHbcTlNTEw89JNvmRO9SVNPM/uI6TBrMMKBo/65sOwDTIkYrxxLibJESbdzYt4TJP+WWu008fLWFvPz1yvHORB1d4xekxWAyqTXe3Ln0/5i9Tec3HzoYlybHEYQQQojTwe2iXdf143bf3r17NyEh6ueFhTDSykzXKvvouGBCfD2UYtUWHSBhTSNJRTrTUq8zIj0hzgqp7c3o9hfX4XDqSrGsnj4km1z/ljPzVivn1lM2H6lkyuOrWLGvWDmW3VbPTUvG8si/p+F0OH70uc12B19nuI4EXTgiWvlrp9gKaUm20To2HA8ftaMNQgghhOieLre+Dg4ORtM0NE1j0KBBRxXuDoeDhoYGbrvtth5JUoju6hz1ZkDX+D1L/8Zl63Wm7HcQf/8U5XhCnC0GhPvhZTXRZHeQU9lIUrjayLAh3hHstRWxv3w35xuUo9He3pJHflUz93+4lwmJoQQr3DTcvu9NQrc1c8HqRtZUL2L6/W+c8LmrMstosjvoH+zNyNigbn9NANrs+NWsZtSYWvjZf9ViCSGEEKLbuly0P/300+i6zo033shDDz1EYOD3d9w9PDxISEhg0qRJPZKkEN3RZG9jw+FKAGYPVd8aP1SvJSfBjnVgonIsIc4mZpPGkKgAduXXkFFUp1y0j6qNIvnjfLx8suAyg5I02NacagCqm1p5/MsDLL40rduxduStxqMNvFohY+N2WupL8fI//o3I5e1b4y8cEXPcXXFuObwKWmrBPxri5Pe7EEIIcbp0uWhftGgRAImJiUyePBmLReZTi95tbVYF9jYnsSHeDIxQKxJwOghr20bYxCpZcRKiG1JiXEV7elEdF45Q62ieEDEcS/YW6nxacTqdmExqUyGMVljTTGFNMyYNnDos3ZrHFeNiu73yvbPuENvGa5QGmbglsByvtU/A/MePeV59Syur2o8EXTBcfWv8f5f+hXprMBcPPo/+JrNyPCGEEEJ0j9vvdBobG1m5cuUxj3/55Zd88cUXhiQlhBFWtXeNnzUkUn3FKX8LNFeBVxDETlBPToizTMe59vSiWuVYA6ZdzcezddYusGOvzVeOZ7RtOVUApPUL5NLR/dB1eODjfd06z29vquXqFxr45TInv53+U8bbbLD1JSjefcxzv9lfiq3NyYBw387mf93VWFnEsA8qmP66N1WmgUqxhBBCCKHG7aL997//PY7jNMLRdZ3f//73hiQlhCqnU+9sQjfbgPPsn372d172DiA/aSqYZZeJEO7qHPtWVIeuqzWj8w2J5v4hAfzGXIFX+QEj0jPU1vaifVxCCPfPG4q/l4W9hbW8vSXP7VgFq94iugpGZOsMmPUHSL0U3eEk/2+34Wi1H/XcZbtdTe8uHK6+NX7Td/8gNwKqA2HY3DuUYgkhhBBCjdtFe1ZWFikpKcc8PmTIEA4dOmRIUkKo2lNYS0WDDT9PC+MT1acaBLyZwYQlfhyq9DUgOyHOPoMj/TFpUNlop6zeph4werjrz5JjV5xPt63ZrvPsYxNCCPf35DfnDQbgb18eoLLBve89wc9G7IwKIuf3x2z1QD/v/9i2JoqGz2tY/ej3UyxqmuysOVgOGNM1/rOm9Tx4nYUddw3BZJat8UIIIcTp5HbRHhgYyJEjR455/NChQ/j6SkEjeoeOrvFTB4XhYVE775qXuZJWQNdg1AV3GpCdEGcfbw9zZwM6I7bIOwIGU1vkSf43q5RjGam2qZUDpfUAjEsIBuCaCXGkRAdQ29zKYysy3YpnKtmKX6SduAUXAKAF9qNq3AAavOCL2r3U1uQAsGJfCW1OnaHRAQyM8Ff6HhobSljTVgPAnNE3KMUSQgghhDq3q5mLL76Yu+66i8OHD3c+dujQIe69914uuugiQ5MTortW/uA8u6o12e9xz60WXvqFN0H9hyrHE+Js1XmuvbBOOdb+kkaK1oSS81WOciwjbct1bY0fEO5LqJ8nABaziUcWDgPg3W0FbG9/zsnoTifkbXT9Je6czsdnPLSUp2+2sCLNzDMrXKNWl+9p3xpvwCr7mpV/p02HBIfGkOQLlOMJIYQQQo3bRfvjjz+Or68vQ4YMITExkcTERIYOHUpoaCh///vfeyJHIdxSVNNMRnEdJg1mDFEf9fZd2XYAxg4YqxxLiLNZ57n2YvWiPWbKJeSHQUY/jbpq98+K95SOUW/jE44+ljMmPpjLx/YH4IGP02lzOE8a68iWD1h82JOnnREQPaLzcQ+fQO4+9x4A3mspYOPOd9hwuAKAC9LUOvMD6C99yYvPOLi2uD9aL+vML4QQQpyN3O6oFRgYyIYNG/j666/ZvXs33t7eDB8+nKlTp/ZEfkK4raMB3ei4YEJ8PZRi1VXnsd3ZBCYT01KvO/kLhBAnlNLZQV69aA9JGMHfbjRTYtYYm/ctY4IXKcc0QkcTurEJx/bS+N35Q/gyvZSM4jre2JTLzyYn/misnBXvsnA15MV6gOXon2VjR97ABen/JSO/nEOfP4wp8f9Ii4sgLtRHKX9nTSmRJa34tGiMOedKpVhCCCGEMEa32mBrmsZ5553HeeedZ3Q+QijrOM8+y4Cu8buWPMI/3naybSTEL5qiHE+Is1nH9vi8qibqWloJ8LIqxRtiCaBEryezaBNjRpz+or2l1cGeghrg2JV2gFA/T+6bO5g/fbyPJ746yILhMYT7e54wXqZWSGGyRtDA4+8YuufcJ8i96Bp8bXCb378IuuAl5e/BdORLRs8vplEfjN+M65XjCSGEEEKd20X7ww8//KPXH3zwwW4nI4SqRlsbGw5XAjBrqPrWeG3bHsLqYLAzSDmWEGe7IB8P+gV5U1jTTEZRHRMHhCrFG+Ifz3d1+zhQcdCgDNXszq+h1aET4e9JbIj3cZ9z1fg43t2Wz56CWhZ/vp8nrxh5wnjLYuspTDDz75TLjns9PH40W+YmUXT4CP4Dcrgw+cQ3ALps3wdoJvCbdYV6LCGEEEIYwu2i/aOPPjrq762trWRnZ2OxWEhKSpKiXZxWn+8txt7mJDHMl+QIP7VgtnrOHZxPjZeDiKv+aEyCQpzlUmMCKKxpZsn6HMYnhGAydX+e+PCm/jzz/C4CmorIGfgBCZOOX9yeKttyXefZxyWEnHBOutmk8cjFw1j43Ho+3FnIFeNimXCcmxelpXspNINJ1xkx5MTfV9G8x0lcdwWz2ypg82K4+F/dzr+6IosjRZsYBZhSL+12HCGEEEIYy+0OMzt37jzqY9++fRQXFzNr1izuvvvunshRiC57Z2s+AD8d2/+Eb5q7bN+HaM5GgkfGEjrzGgOyE0LcMnUAVrPGivQSHl6ega7r3Y41/qLf4/TUaDPDp1//GRrKDMzUfVuyXefZO0a9nciI2CCuHBcHwIOfpNN6nKZ0u7ctxaNVZ7Buwc//xB3hl6dX8XxT+1i2na+jZ2/sZvaw7en7KF4Rwj8b4iHkx8/bCyGEEOLUMaQtbEBAAA899BAPPPCAEeGE6JZDZfVsy63GbNL4yej+yvEO7HwZHWD09aB6A0AIAbhWoZ+4fCQASzbk8O/VR7ody9M/lLSXXmH3FWZud+bDmz8FW71BmbrH4dTZ0b7SfrwmdP/rt3MHE+xj5UBpPa9tyDnmuv2db1jypIOf7jzxjqHcykZ2F9Syk8E0DfwJGbuDWH/DzbTZmrv1PTg3Z5FUAkNM6j8/hRBCCGEcw2a51NbWUltba1Q4Idy2dItrlX3mkAgiAryUYh345mUy3i7nL7XRtKVdbkR6Qoh2F42I4YELUgB4bEUmH+4o6HasiEETufWWT7D6hELxLuz/uZLWxlP/uyizpI56Wxt+nhaGRgec9PnBvh787vwhADz9TRaldS1HXQ8ra8TihOgBQ08Yo2M2++SBYeiT76LpiA+hJU6+/NcNbudfUrKLhy/ReGmuibTrfuP264UQQgjRc9w+0/7MM88c9Xdd1ykuLub1119n3rx5hiUmhDtsbQ4+3FkIwFXjY5XjHXrjJYYUgoe/J5aAKOV4Qoij3XRuIqV1Lby45gi/fX8PoX6eTBsU3r1goUlw9Xs0PX0RmcsOU/TdDOa9vRmzRa07vTu2tc9nHx0fjLmL5/QvHxvL0q357Mqv4S+f7eeZq0a5LrTUMmFCAa3DTAy68v4Tvn7Z7iIALhweg29iLBVXpvF0czpHQvYxoSKTsLAhXc7/q+3PUeerUTnKk5i0mV1+nRBCCCF6ntsr7U899dRRH8888wzfffcdixYt4oUXXuiJHIU4qW8yyqhqtBMV4MXU5G6+8W9na6nluTH1vDndROil8w3KUAjxv35//hAWjoyhzalz+xvbO8eldUv/MRxJvQGPJg1rcTPPvf1Tw/Lsii3t89nHn+Q8+w+ZTBr/t3AYJg0+3V3EhkMVrgv5W9E0HY/YOMxRA4772qzSejJL6rGaNeamum4szrnvDVoTrdSbNJ766g638l9RthWAeVHnuPU6IYQQQvQ8t4v27Ozsoz4OHz7Mpk2b+Otf/4q/v39P5CjESS3dmge4GtBZzGqnPlZtfoq8ABObx2uMu/ohI9ITQhyHyaTx+E9GcO7AMJrsDm54dSs5FY3djjfshv+j+LYJ/PlaMy86D/PGF7cbmO2J6brOtvaivSvn2X9oWL9Arp0YD8CDn6Zjb3NSdORrWjQN4k9cQC9r3xo/NTmcQB/XjgKzxYM/jf8jmq7zZWMpO798uks55G75hOnLbIzJcjJ77C/dyl8IIYQQPc+wM+1CnC75VU2sa1+hunys+tb4D3I+A+CSkOGYLR7K8YQQJ+ZhMfHv68aQGhNAZaOdRa9uoaLB1u14c+5cwk0xowF4vHQtX674k1GpnlBBdTOldTasZo2RsUFuv/7eOYMJ9fXgUFkDr6zPZvUrn/PCgRhWtx5/7rqu6yzv2Bo/Iuaoa2mpP+WmyjCefMlBzf+9SGtzw0m//sG3n2NKhs6V2zTCwga7nb8QQgghelaXzrRfemnX57V++OGH3U5GiO54b3sBug7nDgwjNsRHKVbu5o8Ys7yR2hEaC+fcY1CGQogf4+dp4dUbxnHZ8xvIrWzixiVbefuWifh6ut12BYCbL1hC2XsXkLU3l9CnPmB7pZkx1/TcrpmOUW9p/QLxsprdfn2gj5X75w/lN+/t5sWvdvDqvjZGOsDz9onHfX56UR1HKhrxtJiYnRJ5zPVrL32KI69fTTM6X79/F/Ov+8+Pfv3JwdUcHtpMzJS5bucuhBBCiJ7XpZX2wMDAzo+AgABWrlzJtm3bOq9v376dlStXEhgY2GOJCnE8DqfOe9tcXeOvGKe+yn7g1X8wfa/Ojes1YmLGKscTQnRNhL8Xr90wnhBfD/YU1HL7mzuOO7+8KzSTid9f9jE/Sbfga4O9779Lff4WgzP+3rbc9vnsie5tjf+hS0f1Y2x8MDGWLfzzIhMrJmgknPOT4z532R7XKvusoRH4HefGRmjiKKp/dS6ll9YxN38F1BWf+AuXZeLjPEDaqAaG37a42/kLIYQQoud0qWh/9dVXOz8iIyO5/PLLyc7O5sMPP+TDDz/kyJEjXHnllYSFhfV0vkIcZU1WOcW1LQT5WDkv9dgVJ7c42pgcWIwt2Ua/i84zJkEhRJcNCPfjlZ+Nw9tqZs3Bcn73wR50Xe9WLLPFg1lLvmbtDCsJ46vxf/d6qMk3OGOXjpX2cfHdL9pNJo1HFg4jJGA/m4eYODg9CJP52FV719Z4VxF+4fCYY653OO+GF/hp6GDM9nr4+oETf+H09t1xA2eBT/fzF0IIIUTPcftM+yuvvMJvfvMbzD94M2E2m7nnnnt45ZVXDE1OiJN5p302+6Wj+uNpcX9b6lEOfY2vdwkjp2gMv+VRA7ITQrhrZGwQz10zGrNJ48MdhTz+5YFux/IOjOCWJ75jekAC1BfDG5ei15UZlyxQ2WDjcLmred5YNzrHH8/Q6ABMAaUAOOuisLU5jnnOzvwaCmua8fUwM2NIxImDmUyw4AlAo/KrZWR/8MQxT3E6HDzz3ps8aQqhYrBsjRdCCCF6K7eL9ra2NjIzM495PDMzE6eze1sZheiO8nob3+x3vcG90oDZ7M7tr7k+GXkVSAM6IU6bGUMiWHxpGgDPf3eYJeuzux1L8wmBaz9A94/h8Ppi1lwyk6bqEqNSZVuuaz77oEg/gnzUfm44Wu2E728kqkonuzqF/6w99vvumM0+JyXy5OfnY0ax3z6FstUh5D75H+xNtUddPvDVS8xZ5WTWu154xs1Qyl0IIYQQPcftov2GG27gpptu4sknn2TdunWsW7eOJ554gptvvpkbbrihJ3IU4rg+2FFAm1NndFwQgyLVxg0WZ6zhb9/u5lmPYBwjrzEoQyFEd10+NpbfnDcIgIeWZ/DZnh85l30ygf2wz3uJ2gx/IgodvPqXC2hrbTEkz+6Oejuew6vf5MbPdf72ioOcppH8c1UWBdVNndcdTr3zv8P/do0/kajbH6XGD7YO0Hh7xZ1HXduQ9Sk7BmjkDfLAPzxROX8hhBBC9Ay3W/P+/e9/JyoqiieeeILiYtebh+joaO677z7uvfdewxMU4nh0Xeedra6t8VeOi1OOt+vFR7hoLeRl+2L+w1DleEIIdXfMGEhpnY3XN+Vy9zu7CPH1YFJSaLdieaaci3b/Nbyx5i0+TbNR+cHFPHD5F2gmtcmnW3JcK+3jDSja/UuyyI9sw+7nw6ikfmzOruLhZRm8eL2rKeaW7CrK6m0EeFmYkhzepZjBsamUPTSf/1Z8hXftNuaW7CIqaiS608m7fvkUXWHmiYTjN7wTQgghRO/g9rsVk8nEb3/7WwoLC6mpqaGmpobCwkJ++9vfHnXOXYietCW7iuyKRnw9zCwYHq0Uy+loY6V3Efv7g8fMEQZlKIRQpWka/++iVM5PjcLucHLr69vILKnrdrxRV/6JGVdfh6brvGcr4oVPrlXKr8neRnqha8u56nl2gGjvMsbPKGPyb67kkYXDsJg0vsoo5dtM1zn8jq7x84ZF42Hp+q/vC89/jJG6lWaTxt+++RUAezLepcgMPk6dKePuUM5dCCGEED2n20sM5eXl7Nmzhz179lBRUWFkTkKcVMcq+0UjY7o9y7nD1t2v8OUQE3+7xsz4O58xIj0hhEHMJo2nrxzJuIRg6lvaWPTKFgprmrsdb/a59/OHqBmYHTr6W7tY9dDl3Y61K6+GNqdOTKAX/YN9uh2nU+5GALT4cxgU6c+N57q2rP+/Zek02tr4Yq9rd9sFI9y7UWkyW/jTOQ8TUu9k8EeVbHn192xY+Qqedp3pHmF4S9d4IYQQoldzu2hvbGzkxhtvJDo6mqlTpzJ16lSio6O56aabaGpqOnkAIRTVNrfyWfub1ysM2Br/QcabAMz3jsXXV8YWCtHbeFnN/Of6cSRH+FFaZ2PRK1uoabJ3O96V5/+TPx6JZvpendB397Lhi790K87W9q3xRpxnLy/YwceOavI9PKG/azv8r2clExngSW5lEze/to3qplZCfT2YNMD9IwKDB13AvTsDmJKu0/ziJ4z6bz4vPePgQvMk5dyFEEII0bPcLtrvueceVq9ezbJlyzq3x3/yySesXr1azrSLU+LTXYXY2pwMifJnRP9ApVhVOXuo21eBpU3n0pG3GpShEMJogT5WXrtxPFEBXhwqa+Cm17bR0nrsSLSuuuyhFRwc58v7FzoYvPNfkL/V7Rhb25vQjUtUL9rT3/wH/d4M5Ov9EeDhC4Cfp4UHLkgBYOORSgDmp0VjMXdvk9y0R5awJwk2T27DZHaim2DcgvuUcxdCCCFEz3L7N/8HH3zAyy+/zLx58wgICCAgIID58+fz0ksv8f777/dEjkIcZWn71vgrxsWiaZpSrK0v/JE7P3byf+86SRm80IDshBA9JSbIm9duHE+Al4XtudX8+u2dOJx6t2KZzGbmv7KG+1OHEWpvgrcuh4qsLr++zeFkR55rpX2cAefZ6/ftx68FIqwBRz2+IC2acwd+vwOoq13jjycwZjCzHr6P3/qVMW5eCWl3n4Onv2yNF0IIIXo7t4v2pqYmIiMjj3k8IiJCtseLHrevsJb0ojo8LCYuGdVPLZiuM6CmgGZfJ77jhirfABBC9LzBUf68dP1YPCwmvsoo5YFP9qHr3SvcrVYffK54HWJG46ipZuuNF1OSvqZLr80orqPJ7iDAy8KgCLWRkwBLpjXzu5+Z8btg+lGPdzTj8/UwMzDCj7HxajcIwkbfAEkz0UwmrDNld5EQQgjRF7hdtE+aNIk///nPtLR8P+O2ubmZhx56iEmT5Gyc6Flvb8kDYN6wKIJ8PNSCFe4gOfIIoy6uYep9zxuQnRDiVJgwIJR/XDESTYO3Nufxwpoj3Q/m4QvXvMe23TH4HdTJuP02mmvLTvqyH55nN5nUbvjV1uRw0ArZ0RrDp994zPWBEX58e990PvzFOcpfC02Dq5bCnbshboJaLCGEEEKcEm4X7U8//TTr16+nf//+zJo1i1mzZhEbG8uGDRv4xz/+0RM5CgG4xit9uss18uiKcbHqAXe8BoA2bCGmwAj1eEKIU2ZeWjR/bj/v/c+VWTTY2rofzDeMqP+3mI3DNP49x8TX25466Uu2ZrefZzegCd3OzA8BSHBohIQMPO5zIvy9CPCyKn8tACyeEKTexFMIIYQQp4bbRXtaWhpZWVksXryYkSNHMnLkSB599FGysrJITU3tiRyFAODzvSXU29qID/VhYqL73ZN/qKEshyd2rmCrlyf6qOsMylAIcSotOieBAWG+NNodnTf0uit+/MU4rx/H/jiNd/O+/NHn6rrOttyOol39PHvZx8u4fI2DmfVyvlwIIYQQx3KraG9tbSUpKYnc3FxuueUWnnjiCZ544gluvvlmvL29eypHIQB4Z6tra/zlY2OVt4hu/vfvmP+2mUMbwyD+HCPSE0KcYpqmcfUE14rxm5tzu322vcPCSb/HouvsNrVy4ODyEz4vu6KRigY7HhYTaYoTLACCt5bxk/U6Ixu732ROCCGEEGcut4p2q9V61Fl2IU6VQ2UNbM2pxmzS+MmY/urxcjNoM0HwwFg0U/fGJwkhTr/LRvfHw2IivaiOPQW1SrHCwocyzx7IhZud7Hn6xLPbt7WfZx/ZPwhPi1npa9LaTEpsHU1JNlLOX6QWSwghhBBnJLerlTvuuIPHHnuMtjaF84NCuOndba4xbzMGRxAZ4KUUK+vQCv41Fe74pYnRv/yrEekJIU6TYF8PFqRFA67VdlWXes/gulVOktbV0FCac9znbGmfzz7WgK3xFO6gX0IdY2ZYiRx1nno8IYQQQpxxLO6+YOvWraxcuZKvvvqKtLQ0fH19j7r+4YcfGpacEAD2NicfbC8A4EoDGtB9uPM5AMb4BxOROEY5nhDi9LpmQhwf7Szk091F/HFBCoHe3W/YNvrqh3j3/Q/JinPit38pgyJ/f8xztrUX7eMSDTiDnrfB9Wf8JFdndyGEEEKI/+H2SntQUBCXXXYZc+fOJSYmhsDAwKM+hDDayv2lVDbaifD3ZPrgcKVYtvpKVpUfBuDSwZcbkZ4Q4jQbEx/M4Eh/WlqdfLyzUCmWyWxm5r3X86fQYgYd+PyY62X1LeRUNqFpMDpOfaV9ybqPeNErkOLoYcqxhBBCCHFmcnul/dVXX+2JPIQ4oaVbXVvjfzq2Pxaz2vnzzS/+lr+94mTtKJ1zrrnNiPSEEKdZR0O6P3+azpubc7l+Ujyawqp1xJhbYPWTULwbCndAv9Gd1zrOsw+JClBa0QdoszWTtrQaH7svNWMCiFaKJoQQQogzVbcroLKyMtauXcvatWspKyszMichOhVUN7EmqxyAK8aqzxX22rYLqwMSAyIwWzyU4wkheodLRvfD22rmYGkD23Kr1YL5hqIPvojKQi/2PHX09vitOcaNesva/j5V/tDkCclTZfSkEEIIIY7P7aK9rq6O6667jn79+jFt2jSmTZtGv379uPbaa6mtVevcK8T/em9bAboOkweGEhfqoxasOofxgw+RcF450379mDEJCiF6hQAvKxeNcI1Me2tznnK8fI+RlK0NwfllPrWFBzof/75oVz/PvqN2I/fcamHJL/2xeMrYVCGEEEIcn9tF+y233MLmzZtZvnw5NTU11NTUsHz5crZt28bPf/7znshRnKUcTp332rvGXzFOfZWdnW8A4D1uCr5DJqjHE0L0Kh0z2z/bW0xVo10pVv8Lb+dwnMaKMRpfbnoSgAZbGxlFdYBBRXvlPgDSIgcrxxJCCCHEmcvton358uW88sorzJ07l4CAAAICApg7dy4vvfQSy5Yt64kcxVlqbVY5RbUtBPlYOS8lUilWa0sjK/a+iU0DRsssZCHORMP7BzKsX8BREye6y2Q2U3fPDN6cYebtuk3oTic7cqtx6hAb4k1UoNroSd3pZKfdtWo/Om6WUiwhhBBCnNnc9mtQ+wAAQO5JREFULtpDQ0OP2yU+MDCQ4GADZtYK0e6d9gZ0l4zqh5fVrBRr25I/4PsG/KOkH/qgeUakJ4ToZTRN45oJ8QC8tSUPXdeV4l0w6fd4OXUOmZzs2vfW96Pe4tVX2fO2LePPLzi4/TMHqYMuUo4nhBBCiDOX20X7n/70J+655x5KSko6HyspKeG+++7jgQceMDQ5cfaqaLDxdUYpAFcYMJu9/KvvCKuHFHsQmtVTOZ4Qone6aEQMfp4Wsisa2Xi4UilWQGAs87yi6Fehs/XNf7HFwPns5d9+QkQtJFdqePsYMO9dCCGEEGcst0e+Pf/88xw6dIi4uDji4lznB/Py8vD09KS8vJwXXnih87k7duwwLlNxVvlwRwFtTp2RsUEMiQpQilVels4j89sYnWzivgt/ZVCGQojeyNfTwsJRMbyxKY83N+dxzsAwpXiXh1zCVQ/9C7u5lqUX7gLiDOkcPyrRk8ZplQQOna8cSwghhBBnNreL9oULF/ZAGkJ8T9f1ztnsVxqwyv7Jpr/RYjXRNNTKwHOvUo4nhOjdrh4fzxub8vgyvYTyehvh/t3fXZMy+zZWRj9LkT+MNq2g2usOksL9lHM0l24lINpGwLwrlGMJIYQQ4szmdtH+5z//2bAvvnjxYj788EMyMzPx9vbmnHPO4bHHHmPw4O876ba0tHDvvfeydOlSbDYbc+fO5bnnniMy8vvGZHl5edx+++18++23+Pn5sWjRIhYvXozF4va3J3qBbbnVHClvxNfDzIXtI5y6y+l08GHFdjDDpbFzDMpQCNGbpcQEMCouiJ15Nby7LZ87ZgzsdiyT2UzEA1cxaMPTnGt3UhsfjKZpSvnpDeVolVmuv8TKJAshhBBC/Di3z7QbafXq1dxxxx1s2rSJr7/+mtbWVs477zwaGxs7n3P33XezbNky3nvvPVavXk1RURGXXnpp53WHw8GCBQuw2+1s2LCB1157jSVLlvDggw+ejm9JGGDpFtcq+4UjYvD1VLvxsvPth7lxaRvTMpzMnXSfEekJIfqAjoZ0b2/Jw+FUa0g3YvJdRDg8SDIVc1HQYeXc1n78GH8ti+ZVz0SQ8+xCCCGEOInTWrSvWLGCn/3sZ6SmpjJixAiWLFlCXl4e27dvB6C2tpaXX36ZJ598kpkzZzJmzBheffVVNmzYwKZNmwD46quvyMjI4I033mDkyJHMmzePRx55hGeffRa7XW1Orzj1aptb+WxvEWBMA7r6jz8jNQ/OL/DBx0ftbKsQou+4YHg0AV4WCqqbWZNVrhTLafVjuT4Zh10jbft/lXOrW7WBS1ZphKdblWMJIYQQ4sx3Wov2/1VbWwtASIhr5WH79u20trYye/bszucMGTKEuLg4Nm7cCMDGjRtJS0s7arv83LlzqaurIz09/bhfx2azUVdXd9SH6B0+3V1ES6uTwZH+jIwNUgvWXM3kpAIsIxpIW3SbIfkJIfoGL6uZn4xx3fh7a3OeUqzD5Q28VzuG9E+jqH8/m7KDm5Ti7Q1uYMcADd8xaUpxhBBCCHF26DVFu9Pp5K677mLy5MkMGzYMcI2S8/DwICgo6KjnRkZGdo6cKykpOapg77jece14Fi9eTGBgYOdHbKz6iq4wxjtbXW+urxgXq3xulD3vYfVqJnlGPPFzbjQgOyFEX3L1BNfP9pX7Symube52nK051WzxHE5xuImiEFj1zd+7HaupqYJ30pw8eoWZIVfc0e04QgghhDh79Jqi/Y477mDfvn0sXbq0x7/W/fffT21tbedHfn7+/2/vvsOjKhO3j98zk54wCSGNQOi9BgglilhAqqiAAisqKnbQV7HiKqy6a1v7ysquoig/CygigoIiVSACCR0FAoROEjBkEhLSZs77BzJLBGQmmTAh8/1cV651zpx5ch+XR3LnnPOcKv+eOL8tB23acjBPARazhnSqV6mxDIdDues+PPmi82ipsr8AAHDRaRZTS90bR8ph/G+tjIpY+/vz2TeMSNajd1o0LWi7HPayCo216ddZsptMirMbqhvfpcKZAACA73Bpla/x48e7PODrr7/udohx48Zp3rx5Wr58uerXr+/cHhcXp5KSEuXm5pY7256VlaW4uDjnPmvWrCk3XlZWlvO9swkMDFRgYMUfAYSqMeP3x7z1axen2qEBlRpr67f/0rKlNhW3itHD7YaJyg74plE9Gmp1Ro5mrN2vB65qJj+L+7+rPlXau/V8QnPWDtVBi5SSNkWXdhvn9li/bFkovzJDnYNYYwMAALjGpdK+fv16lwZz93JmwzD0wAMPaPbs2Vq6dKkaN25c7v0uXbrI399fixYt0rBhwyRJ27dv1759+5ScnCxJSk5O1j/+8Q9lZ2crJiZGkrRw4UJZrVa1adPGrTzwnhMldn294aAkzzybfc/n/6erNhrabQ+TidWZAZ/Vr22sIkMDlJlXpMXbstW37dl/mXsuh20ndODYCZlNUtfmTXTdL431SWGGFi2bXqHSHv/ZNk3bb9eh0bHn3xkAAEAulvYlS5ZUyTcfO3asPv30U82ZM0e1atVy3oMeHh6u4OBghYeHa8yYMRo/frwiIyNltVr1wAMPKDk5WT169JAk9e3bV23atNEtt9yiV155RZmZmXr66ac1duxYzqZfROZvOaz8ojIlRAYruUmdSo1VeDxbn7Uq1GXFJnUdNsRDCQFcjAL9LLoxqb7+s2y3Plm9z+3SvnbPMUlS2/hwhQX66YY296jbnY8pxpanQ/0WKb5Db5fHMspKFJVTpgC7SU0793crBwAA8F1evaf93Xfflc1m0xVXXKG6des6v2bMmOHc54033tA111yjYcOGqVevXoqLi9NXX33lfN9isWjevHmyWCxKTk7WzTffrFtvvVXPPfecNw4JFfT575fGj+zaQGZz5S5m/371q9rUwKy5Ay3qPOJpT8QDcBG7qVsDSdLy9CPan1Po1mfXZpy8ND6pUW1JUtN216ikllknAqSf5rt3O5gpa7O6DDisJkNOqPkVt7j1WQAA4LtcOtM+dOhQTZs2TVarVUOHDv3TfU8v1OdjGMZ59wkKCtLkyZM1efLkc+7TsGFDfffddy5/X1Qvu48c15qMHJlN0g1d6p//A+fx1f4fJZM0NDpJJnO1WWsRgJc0rBOqy5pH6af0o/pszT493r+Vy5913s/e6H+32YTdf512pH+kQX67JXuZZHHpr1Jp388ymaTA9t0lPxc/AwAAfJ5LjSY8PNx5v/rpj0o72xfgrneW7JQkXdUqRrHWoEqNlTZ9ojosKlJosUPX9XjcE/EA1ACjup882z4zdb9KyhwufcZ2olTbs/IlSV1+P9MuSZcOnqSbFKjwvENS+g8uZ8jIWKwSSWrQw+XPAAAAuPSr/g8//PCs/wxU1vIdR/TVuoMymaT7r2xWqbGMAptKJn+ha3KlpkFWRd3d2jMhAVz0ereOVUytQGXnF+uHXzJ1TYf4835m3d5jMgypUZ0QxdQ67ReKfoFS4ihp1dsqW/pf+bUaeN6xHHa71n38i2ZH1dOggdFqWZmDAQAAPqXC1w4fOXJEK1as0IoVK3TkyBFPZoKPKCgu04SvNkuSbrukkTo3qH2eT/w508pX1aJjjnLrSn2e+z9PRARQQ/hbzM4nU3y6ep9Lnzl1aXzXRmc+gcLoMEqpK6K1/a1t2pc677xj7Vn1pdrskXqvN9So9QDXgwMAAJ/ndmkvKCjQHXfcobp166pXr17q1auX4uPjNWbMGBUWurfAD3zbqz9s18HcE6oXEaxH+1byvNPBdVLKO6pTt0g9prwha93KnbUHUPOM6NZAZpO0atdv2nXk+Hn3/7PSboprpSN+QZJh0uqv3jzvWJtyV+mta8366XJ/Bdaq3BMyAACAb3G7tI8fP17Lli3T3LlzlZubq9zcXM2ZM0fLli3TI488UhUZUQOl7T2maav2SJJeHNpeoYEVX5SppMCmebPvlsNwSO1ukKklj1ICcKZ6EcG6smWMJOmz85xtLyq1a+N+mySpa+MzS7skBd02QA/ea9HkZpkqLS740/FS87doZVuzHH24MB4AALjH7dI+a9YsTZ06VQMGDJDVapXVatXAgQP13nvv6csvv6yKjKhhisvsenLWJhmGNKxzffVqEV2p8RZNGKpa0wv0z9J4acDLHkoJoCYa1ePkgnRfrjugolL7OffbfNCmErtDUWEBalQn5Kz79Bz2rBxW6TeLSYvX/Pnj39YVZUuSOtW/rILJAQCAr3K7tBcWFio2NvaM7TExMVweD5dMXrJL6dnHFRUWoGeuqdxicbvSFyog9ZBibFIPazcpNMpDKQHURJe3iFG9iGDlFpZq/pbD59zv9EvjTz095Y/8/UM0tHZbSdJXO+acc6ysHSlq9KtD0bkOJbYaVon0AADAF7ld2pOTkzVp0iQVFRU5t504cULPPvuskpOTPRoONc+2zDy9u/TkI96evbadIkICKjyWw16mv618Qk/cbtGS/kG67NEPPBUTQA1lMZucC9J98vO5L5Ffm3GytCed5X720w3t9qhuW2jXnf8q0O4VM8+6z/ZvP9ADcx16epahWtZ6FUwOAAB8ldul/a233tLKlStVv3599e7dW71791ZCQoJWrVqlt956qyoyooawOww9MWuzSu2G+raJ1cD2cZUa7/OFD2mDqVQWP2nI4+/LbLF4KCmAmmxE1wRZzCal7j2m7Zn5Z7zvcBhK3XtMktTtPKW9Xr2uap1rUViRtOnTt8+6T0KRTfkxdvk3ZwE6AADgPrdLe7t27ZSenq4XX3xRiYmJSkxM1EsvvaT09HS1bdu2KjKihvhwZYY27s9VrSA/PX99u3NecuqKA+sWaPGKJZKkh+teqbrxXTwVE0ANF2MN0tWtT97m9enqvWe8vz0rX/lFZQoNsKh13VrnHS/ipmv01fVlqtMsUyotOuP9xrUPq9tVWer50P+rfHgAAOBzKrRkd0hIiO666y5PZ0ENtu+3Qr36w3ZJ0l8HtlasNajCYxkOh7Y8/Zge2e3Q0sstGv7vNzwVE4CPGNWjgRZszdRX6w7qiQGtFBLwv78OU3+/n71zw9rys5z/d9uXjPy7Lsn8Rso7IP36jdRh+P/eLMqTsrZIkkwNL/HsQQAAAJ/g9pl2wF2GYWjC7E0qKnUouUkdjfj9ftIKW/+5GgTlqcTPUN+bn5LZUvHHxQHwTZc2jVLDOiHKLy7TvI3lF6Rbs+fkpfFJDf/80ngns0XqMlqSZKydWu6t9C1fal5wkDJrN5Cs8ZUPDgAAfA6lHVXui9QDWrnzNwX6mfXi0PaVuixex4/I9ONf1aZDrtq8eJOaXjbSc0EB+Ayz2aS/dDv5+LdPTrtE3jAM5yJ0XRvXdn3ATrdo7+5aSns/QzuXfOzcnD71I0V/FqEfdp/9sXEAAADnQ2lHlcrOK9Lfv/1FkvRI3xZqFBVaqfEyv3tIOpEjxbaX/8AJHkgIwFfd2KW+/C0mbTxg0+YDNknSgWMnlJlXJD+zSYkJEa4PZq2rrbY6Cj1m0baP/u3cbMo4KusJKT6ygYfTAwAAX0FpR5WaOGer8orK1L5euO64tHGlxlr17oP69rP1ej8wXLruX5LF30MpAfiiOmGBGtCuriTp0zUnz7an7j15lr1tvfBy97m7NN7wwXq/r1lv9MhXYeFRlRYX6G83SH+91aLG197s2fAAAMBnUNpRZeZvPqwFWzPlZzbp5WEdXFrQ6VzycvbK8eFCXfKrodh9DaX4Th5MCsBXjep+8gz4nA2HlF9UqjUZpx715sal8b/rOvJv+iXRrOxgs75f9bK2ps9Rob9ZR+tKTToO9mhuAADgO1w6jVC7dm2X70POycmpVCDUDLbCUk38Zqsk6d7Lm6pNvLVS4731wz1KHWrRqJUOXfPCF56ICADq1jhSzWLCtDP7uL7ecMi5cnzSeZ7PfjZmi59uiE7Smzmpmrn/R/UtOjlWJ79wmcz8jhwAAFSMS6X9zTffrOIYqGn+8d0vOpJfrKbRoRp3VbNKjbV2wweaWXxQqmtS4+ceUUjtOA+lBODrTCaTburWQM/N+0Xv/7Rbe38rlCQlNXT/TLskXZ88QUv/NURXrytWoFI0tK5JrXo18WRkAADgY1wq7aNHj67qHKhBVqQf1czUAzKZpJeHdVCQv6XCYxUey9RrP70uWU26ITBeXTuN8WBSAJCGda6vlxdscxb2ptGhqhMWWKGx6kS10MjN/mqSXixJ6pBuqGxgZ49lBQAAvqdS1+sVFRUpLy+v3Bd8W2FJmSbM3iRJurVHwwpdYnq6JU/coEem2tX3F4fGD/zAExEBoJzwEH9d0+F/z1Dv1rhy/92KGzFUizpJv7S3q6BpmVr2vaOyEQEAgA9zu7QXFBRo3LhxiomJUWhoqGrXrl3uC77ttR92aH/OCcWHB+mx/q0qNZaxL1Wxv2YrrEga2uAq1bLW81BKAChvVI//PZItqWHlSnvnG5/W6EtDNaxtlpJubKmAkPDKxgMAAD7M7dL++OOPa/HixXr33XcVGBio999/X88++6zi4+P18ccfV0VGXCTW7zumD1dmSJL+MbS9wgLde1xSOfZSmb57SF2uzJJ1ZBNdOvZfHkoJAGfqlBChns2iFBHir14tois1lslsVq3LHjv5ov2NHkgHAAB8mckwDMOdDzRo0EAff/yxrrjiClmtVq1bt07NmjXT9OnT9dlnn+m7776rqqxVJi8vT+Hh4bLZbLJaK7fKua8qKXNo8L9WaHtWvoZ0qqc3RiRWajxj+WsyLX5OCq4tjV0jhcV4JigAnEOp3SG7w6jUOhzlFB+XAkIlF5++AgAAfIurPdTtM+05OTlq0uTkSrhWq9X5iLeePXtq+fLlFYyLi927S3dpe1a+6oQG6Jlr2lRqrF0/fa4XZr2n1MBAqd+LFHYAF4S/xey5wi5JgWEUdgAAUGlul/YmTZooI+PkJdCtWrXSzJkzJUlz585VRESER8Ph4rAjK1/vLEmXJE26tq0iQwMqPJa9tES7nn1eQ783aWt6XanjSE/FBAAAAICLjtul/fbbb9fGjRslSU8++aQmT56soKAgPfzww3rsscc8HhDVm91h6IlZm1RqN9S7VYwGd6hbqfG+/PERLW0h5YVIvce9zFkqAAAAAD7N7ZXCHn74Yec/9+nTR9u2bVNaWpqaNWumDh06eDQcqr+PU/Zo/b5chQX66e9D2slUiZKdeXi9Xs9cosLuZrXr11PdO/f3YFIAAAAAuPhUYnnvkxo2bKiGDRt6IgsuMvtzCvXKgu2SpCcHtFLd8OAKj+Ww2/X8D/ep0GxSR4e/RgxitXgAAAAAcLu0P/fcc3/6/sSJEyscBhcPwzD01OzNOlFqV7fGkbqpW4Pzf+hPLH/9Tl3xY5529zfp2WtflsWv4vfFAwAAAEBN4XZpnz17drnXpaWlysjIkJ+fn5o2bUpp9wGGYeiT1fv0U/pRBfiZ9dLQ9jKbK35ZvPHbXoXOTFFsvkkPZNRV06ZXezAtAAAAAFy83C7t69evP2NbXl6ebrvtNg0ZMsQjoVA9ldkd+m5Lpt7/abc2HbBJkh7u00JNosMqNF7mriWK2zRTps1fqMPlDm3aV099XpjlycgAAAAAcFEzGYZheGKgzZs3a/DgwdqzZ48nhrugXH2ova/KKyrVjDX7NW3VHh3MPSFJCvQz66buDfTXga3lZ3H9IQSGw6Gfv/ybbB98pT21HBrSIVOxdruU0F26brIU1byqDgMAAAAAqg1Xe2ilF6I7xWazyWazeWo4VAMHjhXqw5V7NGPtfh0vLpMkRYUF6JYejXRzjwaqExbo8ljFRTZ9u+J5fbzvB5kyHXphj11xflLawB4aePVzUv2kqjoMAAAAALhouV3a33777XKvDcPQ4cOHNX36dA0YMMBjweA9G/bn6r2fdmvBlkzZHScvxGgeE6Y7L2us6xLrKcjf4vJYuXs2atWrD2uVOVNzulgkixRSV9oyIEo9bn5SiV0GVdVhAAAAAMBFz+3S/sYbb5R7bTabFR0drdGjR2vChAkeC4YLy+4wtPCXLE1dsVtr9xxzbu/ZLEp3XtZYl7eIdu8Z7Ed2SD9P1omvZ6vxylCFh0lr2zv0l7rJGtbrWdW6vV4VHAUAAAAA1Cxul/aMjIyqyAEvKSwp0xepB/TBygzt/a1QkuRvMenajvV052WN1bqu6/f4O+x2bfj8OW3Yt1B3FG+VJMXFS3uahKvsyiTNvfktBQSzZgAAAAAAuMpj97Tj4pKVV6SPVu3RJ6v3yXaiVJIUHuyvm3s00K3JjRRrDXJ5rNLSQn2/8kVt/2K2Bi6yK6K+tKF3oBIb9ZYpeZySn7tEcucsPQAAAABAUgVKe0FBgV566SUtWrRI2dnZcjgc5d7fvXu3x8LB8345lKf3V+zW3I2HVGo/eb96wzohGtOzsW7oUl8hAa7/kcjd/4vmLn9B04o3KNtiUu3W0uUrpIC4Wooa/h+paa+qOgwAAAAA8Alul/Y777xTy5Yt0y233KK6deu6d58zvGb3keOa9M1W/ZR+1LmtW6NIjbmssfq0jpXF7Mb/j2XFWvf0cJm+3SFbG5OyB1pUx2Hopgad1GTBU0qq27oKjgAAAAAAfI/bpX3+/Pn69ttvdemll1ZFHniYw2Hoo5Q9ennBNhWVOmQxmzSgXZzuvKyJEhMi3B/w0AZp9r1qmrdLB0rrqEW2Sc/HD9DAXs8oILCWp+MDAAAAgE9zu7TXrl1bkZGRVZEFHnbgWKEe+2KTUnb/JunkSvAvDGmvBnVC3B6rpNCm+Z/dq0EHf5Cfo0zhjaNV9s/71HrgOJktrj8CDgAAAADgOrO7H3j++ec1ceJEFRYWVkUeeIBhGJqxdp/6v/mTUnb/pmB/i56/rq0+vqNbhQr7ztUztXxgsmL+vUHTAkKk1tdK9/+sOoP/H4UdAAAAAKqQ22faX3vtNe3atUuxsbFq1KiR/P39y72/bt06j4WD+7LyivTkrE1asv2IJCmpYW29emNHNYoKdXsse1mJpn9/v6YcTtFzZYb87VKTqMHS8MmsBg8AAAAAF4Dbpf3666+vghioLMMwNHfTYT3z9RbZTpQqwGLWo/1aaEzPJu4tMve7vRu/08R1T2uduVTyN2vZkBA90P81xbVlRXgAAAAAuFDcLu2TJk2qihyohJyCEj3z9RZ9u/mwJKldPateH56oFrEVWBjOMJTy3E0K/nKDggaaFdLKpCfq99eQW16Ryez23RQAAAAAgEpwu7SfUlJSctbntDdo0KDSoeC6hb9kacJXm3T0eIn8zCaNu6qZxl7ZTP6WChRs2wFpzjhFbU1TWWmYBv5q0sQHP1C9et08HxwAAAAAcF5ul/YdO3ZozJgxWrVqVbnthmHIZDLJbrd7LBzOzXaiVM/N/UWz1h2QJLWIDdNrNyaqff1wt8dy2O3atvx1tfn5X1KxTc3aBWlb52Rd88gUWfwDPB0dAAAAAOAit0v77bffLj8/P82bN09169aViQXJLrgV6Uf12JcbddhWJJNJurtXEz3cp4WC/N1fyT17x89KffRuHbOXquTSE0qslyTTkClqHdW8CpIDAAAAANzhdmnfsGGD0tLS1KpVq6rIgz9RWFKmF7/bpuk/75UkNaoToldv7KikRpEVGu+HFf/Q1FWf6q+7HEowpL3X91XiHR9JlgrfNQEAAAAA8CC321mbNm109OjRqsiCP7F2T44e/WKj9v5WKEkandxQTwxopZAA9wt2bk6GXpx/u74r+02KNWvOAJNu7Pv/dE3fuzwdGwAAAABQCW43vpdfflmPP/64XnjhBbVv3/6M57RbrVaPhYNUVGrX6wt36L2fdsswpPjwIL1yQ0f1bB5VofHWvPeoCj78VmtHWGQOl8ZY2+i+f3wo/0D3n+MOAAAAAKhaJsMwDHc+YP79sV9/vJf9Yl6ILi8vT+Hh4bLZbNXqlw6pe3I04avNSs8+Lkm6sUt9PTO4jaxB/uf55FkU/Cbjx0lKe+N7hWb6aU17kzr9bZI6tB3h4dQAAAAAgPNxtYe6faZ9yZIllQqG89t95LheXrBN32/NkiRFhQXqpaHt1adNrNtjFR7L1N6f31TrDZ/IVJyn9l38tDqvnW58ZYZCasd5OjoAAAAAwIPcLu2XX375Od/bsmVLpcL4uqPHi/X2onR9unqfyhyGzCZpeFKCnujfSrVD3Xv0mr2sVEvfHqPgz9ZqWaLUsH6+QuI6KPC2l9Sr0aVVcwAAAAAAAI+q9DLh+fn5+uyzz/T+++8rLS3torw83ttOlNg1dcVuTVm2W8eLyyRJV7WK0ZMDWqlFbC23x1uV+m+9vvk/ijlcpgfypW7bpH23P6tWPR6Qfr+9AQAAAABQ/VW4tC9fvlxTp07VrFmzFB8fr6FDh2ry5MmezFbj2R2GZq07oNd/2KHMvCJJUrt6Vj01sLUuaer+QnPbvn9Pn677j2bHF0tm6XBraVdQE/V+9EMFh8d4Oj4AAAAAoIq5VdozMzM1bdo0TZ06VXl5eRo+fLiKi4v19ddfq02bNlWVsUZatuOIXvzuV23LzJck1YsI1uP9W2pwh3iZzabzfPoPbAe15/X7ZJ+RruQYad5tZo2o1VT39HlLEbUbV0F6AAAAAMCF4HJpHzx4sJYvX65BgwbpzTffVP/+/WWxWDRlypSqzFfjbD1k00vzt+mn9JPPurcG+WncVc10a3IjBflb3BqrrDBHfinvSCn/Vv2SIm0JjJMjKkhfX/KqGrTqUxXxAQAAAAAXkMulff78+XrwwQd13333qXnz5lWZqUY6lHtCr/6wXbPXH5RhSAEWs25NbqhxVzVTRIh7i8yVFNq09B+3ase+Hbq+ZZbql9nl1zxZraY/osQOV1fREQAAAAAALjSXS/uKFSs0depUdenSRa1bt9Ytt9yikSNHVmW2GiGvqFTvLt2lD1ZkqLjMIUka3DFej/drqYTIELfGMhwO/bjqJc1a9qn+3yy76kma26q+7hv5otRyoIJMbl5WDwAAAACo1kyGYRjufKCgoEAzZszQBx98oDVr1shut+v111/XHXfcoVq13F/pvDpw9aH27igpc+iT1Xv19qJ0HSsslSR1bxyppwa2VseECLfH27DqPb22411tMJ0c677v7WretKUunzBNASHhHskMAAAAALgwXO2hbpf2023fvl1Tp07V9OnTlZubq6uvvlrffPNNRYfzGk+WdsMwNH9Lpl5ZsE17fiuUJDWLCdOT/Vupd+sYmdw8G27P2KCFD49WxL4SPXivRYa/dGtEW91x9VsKDYurVFYAAAAAgHdckNJ+it1u19y5c/XBBx/4dGkvKC7T3dNTtXLnb5KkqLBAjb+6hYYn1ZefpQLPR1/9Hxnzn9K6+VEKyjNr1Y11dN3YKYqJbVfhjAAAAAAA77ugpf1i54nSXlRq120frtHPu3MU7G/R3b2a6O5eTRQa6NZT9Zzsa/4ry3ePSZJyApJ1pNtwtexzR4XGAgAAAABUL6720Io1SpRTXGbXPdPT9PPuHNUK9NMnd3VXh/oRFR5v8Qs3aUl+qh4NNin8kocV2XuiIllkDgAAAAB8TgWu2cbpSu0OPfDpei3bcUTB/hZ9eHvXShX2Je/dr9jp6zV8jkXfR/aUek+UKOwAAAAA4JMo7ZVgdxh6ZOZG/fBLlgL8zHp/dJKSGkVWeLwlKa/qMfMyrW5p0t7EUN1w3xwKOwAAAAD4MEp7BTkchp6ctUnfbDwkf4tJU27urEubRVV4vFVrJ+uR7dNU7GdW+rAY9f/wJ5ktFg8mBgAAAABcbLinvQIMw9Df5m7VF2kHZDZJb4/spKtaxVZ4vHWfPa95Kz5TaTeL+pjD9fzIBfLzD/JgYgAAAADAxYjS7ibDMPTS/G36OGWvTCbpteEdNaB93QqPdyL1O5le+FS3lErRtfw17tnvKewAAAAAAEmUdre9tShd/1m+W5L0wpD2GtKpfsUHO7xRQQvvVVhrQ/vzwnXPk/PlHxjqoaQAAAAAgIsd97S7YcqyXXrzx3RJ0sRr2ugv3RpUeKzSzM3S9CEyFdvUvF8bXTlrpUIiKn6JPQAAAACg5qG0u+ijVXv00vxtkqTH+7fUHT0bV3isjFWz9N5jI7TSXiDFd5JGzZQpNNxTUQEAAAAANQSl3QUz1+7XpG+2SpIeuKqZ7r+iWYXHOrgnRQfGP60r1xrauj1KjlFfSkEUdgAAAADAmSjt5zFnw0E98dUmSdKdPRtr/NUtKjxWdtZm3bX4bk27yqzD0dL1T02VObTij4kDAAAAANRsLET3JxZsydT4mRtlGNKo7g3010GtZTKZKjRWzm/puuvbUdpvkRzNzGoz9v8UU6+ThxMDAAAAAGoSzrSfw5Lt2Xrgs3WyOwwN7VxPz1/XrsKF/di+LZp3//U6XOpQrN3Q+33fVxyFHQAAAABwHpxpP4tVu47q3ulpKrUbGtShrl4Z1kFmc8UKu4rytPWekeqa4dCj+VK3f09R/frdPRsYAAAAAFAjcab9D9L25ujOj1JVXOZQn9YxenNEovwsFfzXVFIgfTpcnVocVn5tQ4njH1OjRpd7NjAAAAAAoMbiTPtpth606e7Pf1FhiV2XNY/SOzd1ln8FC3tpUb4sM0bJvC9FoXHh6jrzU5kSOns4MQAAAACgJuNM+2nunp6q/OIydWsUqf/ekqQgf0uFxikpsOnr23vqn/u3yO4fKt38JYUdAAAAAOA2SvtpbCfK1DEhQlNvS1JwQMUKe1lpkWaPu1Lt1peox9xApQ94RUro5uGkAAAAAABfwOXxp3nO+o3+0ihBgUu/lQy75LD/4X8dkuE4y3sO5+u/F+/Rj11L9GSGFD1qkFp1vtnbhwUAAAAAuEhR2k8ztGSOAtdWcJV4SUctZs1qUF8mixT8/Gh1v+xJD6YDAAAAAPgaSvvpku6SagVLJotktvzhf82SyXyW98zO16m27dK+OWoZ3li9KewAAAAAgEqitJ/u6kmS1Vrhjx96526NXWpXyBX1PRgKAAAAAOCrKO0e5L9+m5K3GDremn+tAAAAAIDKo1160JD7X9eBdgvUpMfl3o4CAAAAAKgBKO0eFNYlSa26JHk7BgAAAACghuA57QAAAAAAVFOcafeQx2fdqZhCP43o94gSYpp7Ow4AAAAAoAbw6pn25cuXa/DgwYqPj5fJZNLXX39d7n3DMDRx4kTVrVtXwcHB6tOnj9LT08vtk5OTo1GjRslqtSoiIkJjxozR8ePHL+BRSLZim0xLUjToH8tUMumfF/R7AwAAAABqLq+W9oKCAnXs2FGTJ08+6/uvvPKK3n77bU2ZMkWrV69WaGio+vXrp6KiIuc+o0aN0tatW7Vw4ULNmzdPy5cv1913332hDkGStC5rnSwOKT/MImvrdhf0ewMAAAAAai6TYRiGt0NIkslk0uzZs3X99ddLOnmWPT4+Xo888ogeffRRSZLNZlNsbKymTZumkSNH6tdff1WbNm20du1aJSWdXABuwYIFGjhwoA4cOKD4+HiXvndeXp7Cw8Nls9lkrcBz2v+59p/6+JePdUOLGzSx619l8uOuAwAAAADAubnaQ6vtQnQZGRnKzMxUnz59nNvCw8PVvXt3paSkSJJSUlIUERHhLOyS1KdPH5nNZq1evfqcYxcXFysvL6/cV2WkZqVKkpJikyjsAAAAAACPqbalPTMzU5IUGxtbbntsbKzzvczMTMXExJR738/PT5GRkc59zubFF19UeHi48yshIaHCOfNL8rUtZ5skqUtslwqPAwAAAADAH1Xb0l6VJkyYIJvN5vzav39/hcdan71ebXeX6eVPLLJ89JUHUwIAAAAAfF21Le1xcXGSpKysrHLbs7KynO/FxcUpOzu73PtlZWXKyclx7nM2gYGBslqt5b4qymE41N0Wpcb7ilWyc1eFxwEAAAAA4I+qbWlv3Lix4uLitGjRIue2vLw8rV69WsnJyZKk5ORk5ebmKi0tzbnP4sWL5XA41L179wuS84qEK3T/Y5+p7muvKmLkiAvyPQEAAAAAvsGrq6YdP35cO3fudL7OyMjQhg0bFBkZqQYNGuihhx7S3//+dzVv3lyNGzfWM888o/j4eOcK861bt1b//v111113acqUKSotLdW4ceM0cuRIl1eO9wT/+HhFXMDvBwAAAADwDV4t7ampqbryyiudr8ePHy9JGj16tKZNm6bHH39cBQUFuvvuu5Wbm6uePXtqwYIFCgoKcn7mk08+0bhx49S7d2+ZzWYNGzZMb7/99gXJn1eSpwBzgIL8gs6/MwAAAAAAbqo2z2n3poo+p/3tdW/rq9Uf6kHjSg3qe78CmzWrwpQAAAAAgJrion9O+8UgLStNTfeXqPXb83XoyQnejgMAAAAAqGEo7RVUVFakzUc3q8wsmTu0UXBiorcjAQAAAABqGK/e034x23Rkk0odpTrQIU4tnv9SJpPJ25EAAAAAADUMZ9orKDUrVZLUJa4LhR0AAAAAUCUo7RWUmpUqGYaSYpO8HQUAAAAAUENR2iugxF6iTUc2qcERqf1tr2v/uHHejgQAAAAAqIEo7RVQ5ijTA50e0HWmROmYTfacY96OBAAAAACogViIrgJC/EM0uu1oOZqOUHH/XTJKS7wdCQAAAABQA1HaK8EcFKTgdm29HQMAAAAAUENxebybSh2l+mbXNzp4/KC3owAAAAAAajjOtLtp69Gt+uuKvyrGFK7Pj9+koBYtFNa7N499AwAAAAB4HKXdTaeez36VvbmOvv0vWaKi1KJPHy+nAgAAAADURJR2N50q7S3j2iv8uliZQoK9nAgAAAAAUFNR2t1Q5ijT+qz1kqR23QcqfkArLycCAAAAANRkLETnhm0521RYVqha/rXUPKK5t+MAAAAAAGo4SrsbUjNPXhrfObazVFjk5TQAAAAAgJqO0u6GtKw0SVL30HbakZSk9KuukqO42MupAAAAAAA1Ffe0u+HZS59VWlaaWhwwVPj7NnNgoFczAQAAAABqLkq7GyKDInV1w6ulhpJ9zWqVZWd7OxIAAAAAoAajtFeQxWqVxWr1dgwAAAAAQA1GaXfRuxvelUzSdU2vU3xYvLfjAAAAAAB8AKXdBQ7DoU+3farc4lwlx/WQ6bX3FFA/QREjRsgSFurteAAAAACAGorS7oJdubuUW5yrYL9gtVSc9nz2uWQ2q/aom7wdDQAAAABQg1HaXZCadfL57B2jO8rfP1BRDz4ge84xmYOCvJwMAAAAAFCTUdpdkJp5srQnxSbJLzJS0fff7+VEAAAAAABfYPZ2gOrOMAznmfakuCQvpwEAAAAA+BJK+3lk5GUopyhHgZZAtY9qr+LdGXIUFXk7FgAAAADAB1Daz+NA/gGF+oeqQ3QH+Zv9teeGG7S9cxeV7Nnj7WgAAAAAgBqOe9rPo1f9XloxcoVyi3Nlz8mRKSBAptJS+der5+1oAAAAAIAajtLuAj+zn6KCo6RgqXnKKtlzc2Xy9/d2LAAAAABADcfl8X/CMIwztplMJvnVru2FNAAAAAAAX0Np/xNf7/xaA78aqA+2fODtKAAAAAAAH8Tl8X8iNStV+/P363jJcUnSoQlPyRQQoDp33aWA+tzTDgAAAACoWpxp/xOpmb8/nz02SUZZmfK+/Va5M2ZIhsPLyQAAAAAAvoAz7edw6PghHSo4JIvJosSYRMnhUN0XXlDxrp2sHA8AAAAAuCAo7eeQmnXyLHubOm0U4h8iSQq/ZpA3IwEAAAAAfAyXx5/D6ZfGAwAAAADgDZT2c0jLSpMkJcWdLO2F69areOdOGaWl3owFAAAAAPAhlPazKHWUqkfdHmoW0UydYjpJkg4//bR2XzNYBT+v9nI6AAAAAICv4J72s/A3++uZ5Gecrw2HQ5batWUOCVFgi+ZeTAYAAAAA8CWUdheYzGY1+uT/ZBiGt6MAAAAAAHwIl8efxdbftqrUfua96yaTSSaTyQuJAAAAAAC+iNL+B0dPHNXIeSPV8/OeKiwt9HYcAAAAAIAPo7T/walV4+vXqu98Pvuhp/6qvbffrsLUVG9GAwAAAAD4GEr7H5zt+eyFa9aoMOVnGQ6Ht2IBAAAAAHwQC9H9QWrW76U97n+lvd4br6t4R7qCWrf2ViwAAAAAgA+itJ/mWNEx7czdKUnqEtvFuT24fXsFt2/vrVgAAAAAAB/F5fGn2Zi9UZLUNLypIoMivZwGAAAAAODrONN+mvXZ6yWVvzS+YNUqOYqKFNyxo/zq1PFWNAAAAACAD6K0n+aaJteoXnQ9JUYnOrf99v5UFaxapbjnn1PtG2/0XjgAAAAAgM+htJ+meWRzdWnUpdy2gGZNVXbsmIJatfJSKgAAAACAr6K0n0fcU095OwIAAAAAwEexEN1pfsj4QTlFOd6OAQAAAACAJEp7ORNTJmrVoVXO14bD4cU0AAAAAABfR2n/g6TY/60cn/X3f2jnVb2VO+srLyYCAAAAAPgqSvtp6oXWU1xonPN18Y4dKj10SCZ/bv0HAAAAAFx4tNHTJMYklntd/51/qXjnTgU0buydQAAAAAAAn0ZpP02nmE7lXlsiIhSSlHSOvQEAAAAAqFpcHn+aP5Z2AAAAAAC8iTPtp4kPi3f+8/EVK1Wcnq7QHt0V1Lq1F1MBAAAAAHwVZ9pPYzKZnP+cN/87Zb/8svIX/ujFRAAAAAAAX8aZ9nMI6dRJjuMFCu7EJfMAAAAAAO8wGYZheDuEt+Xl5Sk8PFw2m01Wq9XbcQAAAAAANZyrPZTL4wEAAAAAqKYo7WdhP14gR3Gxt2MAAAAAAHwcpf0sjn3yibZ37qKsl172dhQAAAAAgA+jtJ9Fyf59kt0uS+3a3o4CAAAAAPBhLESnMxcAMAxDZdlHZPL3k19kpLfjAQAAAABqGFcXouORb2dhMpnkHxvj7RgAAAAAAB/H5fEAAAAAAFRTlPY/KFizRoeffVZ5P/zg7SgAAAAAAB9Haf+DwtVrlPvZ5zq+dJm3owAAAAAAfBz3tP9BaI/uMkqKFdyxo7ejAAAAAAB8HKX9D0K6dlVI167ejgEAAAAAAJfHAwAAAABQXVHaT2O32VS8e7eMsjJvRwEAAAAAgNJ+uuMrV2r3wEHaN+ZOb0cBAAAAAIDSfjp7Xr5MwcEKaNLY21EAAAAAAJDJMAzD2yG8LS8vT+Hh4bLZbKoVFiajqEjmkBBvxwIAAAAA1FCn91Cr1XrO/Vg9/g9MZrNMFHYAAAAAQDXA5fEAAAAAAFRTlPbT7L9/rI6++663YwAAAAAAIInSXk7h6tUqXLvW2zEAAAAAAJDEPe3lxDz9V0XEx3s7BgAAAAAAkijt5dQeMuRPV+0DAAAAAOBC4vJ4AAAAAACqKUr7aUoPHfJ2BAAAAAAAnCjtp9l3z73ejgAAAAAAgBOl/TRBrVp5OwIAAAAAAE6U9tPEv/KytyMAAAAAAOBEaT+NyWTydgQAAAAAAJxqTGmfPHmyGjVqpKCgIHXv3l1r1qzxdiQAAAAAACqlRpT2GTNmaPz48Zo0aZLWrVunjh07ql+/fsrOznZrHMMwqighAAAAAADuMxk1oKl2795dXbt21TvvvCNJcjgcSkhI0AMPPKAnn3zyjP2Li4tVXFzsfJ2Xl6eEhATZbDZZrdYLlhsAAAAA4Jvy8vIUHh5+3h560Z9pLykpUVpamvr06ePcZjab1adPH6WkpJz1My+++KLCw8OdXwkJCRcqLgAAAAAALrvoS/vRo0dlt9sVGxtbbntsbKwyMzPP+pkJEybIZrM5v/bv338hogIAAAAA4BY/bwfwhsDAQAUGBno7BgAAAAAAf+qiP9MeFRUli8WirKysctuzsrIUFxfnpVQAAAAAAFTeRV/aAwIC1KVLFy1atMi5zeFwaNGiRUpOTvZiMgAAAAAAKqdGXB4/fvx4jR49WklJSerWrZvefPNNFRQU6Pbbb/d2NAAAAAAAKqxGlPYRI0boyJEjmjhxojIzM5WYmKgFCxacsTgdAAAAAAAXkxrxnPbKcvX5eAAAAAAAeILPPKcdAAAAAICaitIOAAAAAEA1RWkHAAAAAKCaorQDAAAAAFBNUdoBAAAAAKimKO0AAAAAAFRTlHYAAAAAAKopSjsAAAAAANUUpR0AAAAAgGqK0g4AAAAAQDVFaQcAAAAAoJqitAMAAAAAUE1R2gEAAAAAqKYo7QAAAAAAVFOUdgAAAAAAqilKOwAAAAAA1RSlHQAAAACAaorSDgAAAABANUVpBwAAAACgmvLzdoDqwDAMSVJeXp6XkwAAAAAAfMGp/nmqj54LpV1Sfn6+JCkhIcHLSQAAAAAAviQ/P1/h4eHnfN9knK/W+wCHw6EWLVooLS1NJpPJ23F8Ul5enhISErR//35ZrVZvx/FJXbt21dq1a70dw2cxB6oH5oF3MQ+qB+aBdzEPqgfmgXf5yjwwDEP5+fmKj4+X2XzuO9c50y7JbDYrICDgT3+7gQvDarXW6IlZnVksFv7dVwPMAe9iHlQPzAPvYh5UD8wD72IeVA++MA9c6aAsRPe7sWPHejsC4FXMAYB5AEjMA0BiHqB64fJ4VAt5eXkKDw+XzWar8b9NA86GOQAwDwCJeQBIzIM/4kw7qoXAwEBNmjRJgYGB3o4CeAVzAGAeABLzAJCYB3/EmXYAAAAAAKopzrQDAAAAAFBNUdoBAAAAAKimKO0AAAAAAFRTlHYAAAAAAKopSjsAAAAAANUUpR0esXz5cg0ePFjx8fEymUz6+uuvy72flZWl2267TfHx8QoJCVH//v2Vnp7ufH/Pnj0ymUxn/friiy+c++3bt0+DBg1SSEiIYmJi9Nhjj6msrOxCHSbwpyo7DyQpMzNTt9xyi+Li4hQaGqrOnTtr1qxZ5fbJycnRqFGjZLVaFRERoTFjxuj48eNVfXiASzwxD3bt2qUhQ4YoOjpaVqtVw4cPV1ZWVrl9mAeorl588UV17dpVtWrVUkxMjK6//npt37693D5FRUUaO3as6tSpo7CwMA0bNuyMP+Ou/MyzdOlSde7cWYGBgWrWrJmmTZtW1YcHuMRT8+DBBx9Uly5dFBgYqMTExLN+r02bNumyyy5TUFCQEhIS9Morr1TVYXkNpR0eUVBQoI4dO2ry5MlnvGcYhq6//nrt3r1bc+bM0fr169WwYUP16dNHBQUFkqSEhAQdPny43Nezzz6rsLAwDRgwQJJkt9s1aNAglZSUaNWqVfroo480bdo0TZw48YIeK3AulZ0HknTrrbdq+/bt+uabb7R582YNHTpUw4cP1/r16537jBo1Slu3btXChQs1b948LV++XHffffcFOUbgfCo7DwoKCtS3b1+ZTCYtXrxYK1euVElJiQYPHiyHw+Eci3mA6mrZsmUaO3asfv75Zy1cuFClpaXq27dvuf/WP/zww5o7d66++OILLVu2TIcOHdLQoUOd77vyM09GRoYGDRqkK6+8Uhs2bNBDDz2kO++8U99///0FPV7gbDwxD0654447NGLEiLN+n7y8PPXt21cNGzZUWlqa/vnPf+pvf/ub/vvf/1bZsXmFAXiYJGP27NnO19u3bzckGVu2bHFus9vtRnR0tPHee++dc5zExETjjjvucL7+7rvvDLPZbGRmZjq3vfvuu4bVajWKi4s9exBAJVV0HoSGhhoff/xxubEiIyOd+/zyyy+GJGPt2rXO9+fPn2+YTCbj4MGDVXQ0QMVUZB58//33htlsNmw2m3Of3Nxcw2QyGQsXLjQMg3mAi0t2drYhyVi2bJlhGCf/PPv7+xtffPGFc59ff/3VkGSkpKQYhuHazzyPP/640bZt23Lfa8SIEUa/fv2q+pAAt1VkHpxu0qRJRseOHc/Y/u9//9uoXbt2uS7wxBNPGC1btvT8QXgRZ9pR5YqLiyVJQUFBzm1ms1mBgYFasWLFWT+TlpamDRs2aMyYMc5tKSkpat++vWJjY53b+vXrp7y8PG3durWK0gOe4eo8uOSSSzRjxgzl5OTI4XDo888/V1FRka644gpJJ+dBRESEkpKSnJ/p06ePzGazVq9efWEOBqggV+ZBcXGxTCaTAgMDnfsEBQXJbDY792Ee4GJis9kkSZGRkZJO/oxTWlqqPn36OPdp1aqVGjRooJSUFEmu/cyTkpJSboxT+5waA6hOKjIPXJGSkqJevXopICDAua1fv37avn27jh075qH03kdpR5U7NQEnTJigY8eOqaSkRC+//LIOHDigw4cPn/UzU6dOVevWrXXJJZc4t2VmZpb7y0uS83VmZmbVHQDgAa7Og5kzZ6q0tFR16tRRYGCg7rnnHs2ePVvNmjWTdPLPekxMTLmx/fz8FBkZyTxAtefKPOjRo4dCQ0P1xBNPqLCwUAUFBXr00Udlt9ud+zAPcLFwOBx66KGHdOmll6pdu3aSTv75DQgIUERERLl9Y2NjnX9+XfmZ51z75OXl6cSJE1VxOECFVHQeuMJX+gGlHVXO399fX331lXbs2KHIyEiFhIRoyZIlGjBggMzmM/8InjhxQp9++mm5s+zAxc7VefDMM88oNzdXP/74o1JTUzV+/HgNHz5cmzdv9mJ6wDNcmQfR0dH64osvNHfuXIWFhSk8PFy5ubnq3LnzWf/OAKqzsWPHasuWLfr888+9HQXwGuZB5fl5OwB8Q5cuXbRhwwbZbDaVlJQoOjpa3bt3L3dp4ylffvmlCgsLdeutt5bbHhcXpzVr1pTbdmqFybi4uKoLD3jI+ebBrl279M4772jLli1q27atJKljx4766aefNHnyZE2ZMkVxcXHKzs4uN25ZWZlycnKYB7gouPL3Qd++fbVr1y4dPXpUfn5+ioiIUFxcnJo0aSJJzANcFMaNG+dcJLF+/frO7XFxcSopKVFubm65s4xZWVnOP7+u/MwTFxd3xkrbWVlZslqtCg4OropDAtxWmXnginPNg1Pv1RT8yhoXVHh4uKKjo5Wenq7U1FRdd911Z+wzdepUXXvttYqOji63PTk5WZs3by73g9rChQtltVrVpk2bKs8OeMq55kFhYaEknXE20WKxOFfNTk5OVm5urtLS0pzvL168WA6HQ927d79ARwBUnit/H0RFRSkiIkKLFy9Wdna2rr32WknMA1RvhmFo3Lhxmj17thYvXqzGjRuXe79Lly7y9/fXokWLnNu2b9+uffv2KTk5WZJrP/MkJyeXG+PUPqfGALzJE/PAFcnJyVq+fLlKS0ud2xYuXKiWLVuqdu3alT+Q6sLbK+GhZsjPzzfWr19vrF+/3pBkvP7668b69euNvXv3GoZhGDNnzjSWLFli7Nq1y/j666+Nhg0bGkOHDj1jnPT0dMNkMhnz588/472ysjKjXbt2Rt++fY0NGzYYCxYsMKKjo40JEyZU+fEBrqjsPCgpKTGaNWtmXHbZZcbq1auNnTt3Gq+++qphMpmMb7/91rlf//79jU6dOhmrV682VqxYYTRv3tz4y1/+csGPFzgbT/x98MEHHxgpKSnGzp07jenTpxuRkZHG+PHjy+3DPEB1dd999xnh4eHG0qVLjcOHDzu/CgsLnfvce++9RoMGDYzFixcbqampRnJyspGcnOx835WfeXbv3m2EhIQYjz32mPHrr78akydPNiwWi7FgwYILerzA2XhiHhjGyW6wfv1645577jFatGjh/Pvl1Grxubm5RmxsrHHLLbcYW7ZsMT7//HMjJCTE+M9//nNBj7eqUdrhEUuWLDEknfE1evRowzAM46233jLq169v+Pv7Gw0aNDCefvrpsz6mbcKECUZCQoJht9vP+n327NljDBgwwAgODjaioqKMRx55xCgtLa3KQwNc5ol5sGPHDmPo0KFGTEyMERISYnTo0OGMR8D99ttvxl/+8hcjLCzMsFqtxu23327k5+dfqMME/pQn5sETTzxhxMbGGv7+/kbz5s2N1157zXA4HOX2YR6gujrbn39Jxocffujc58SJE8b9999v1K5d2wgJCTGGDBliHD58uNw4rvzMs2TJEiMxMdEICAgwmjRpUu57AN7kqXlw+eWXn3WcjIwM5z4bN240evbsaQQGBhr16tUzXnrppQt0lBeOyTAMo4pP5gMAAAAAgArgnnYAAAAAAKopSjsAAAAAANUUpR0AAAAAgGqK0g4AAAAAQDVFaQcAAAAAoJqitAMAAAAAUE1R2gEAAAAAqKYo7QAAAAAAVFOUdgAAAAAAqilKOwAAAAAA1RSlHQAAAACAaur/A/ivBRW6I/x9AAAAAElFTkSuQmCC", "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": "2023-06-10T16:24:40.981014Z", "iopub.status.busy": "2023-06-10T16:24:40.979424Z", "iopub.status.idle": "2023-06-10T16:24:41.016829Z", "shell.execute_reply": "2023-06-10T16:24:41.016080Z" } }, "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: Sat, 10 Jun 2023 AIC 524.514\n", "Time: 16:24:41 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 110.7930 48.110 2.303 0.021 16.499 205.087\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": "2023-06-10T16:24:41.020883Z", "iopub.status.busy": "2023-06-10T16:24:41.020352Z", "iopub.status.idle": "2023-06-10T16:24:41.033254Z", "shell.execute_reply": "2023-06-10T16:24:41.032611Z" } }, "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: Sat, 10 Jun 2023 AIC 525.042\n", "Time: 16:24:41 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": "2023-06-10T16:24:41.038294Z", "iopub.status.busy": "2023-06-10T16:24:41.036754Z", "iopub.status.idle": "2023-06-10T16:24:41.304875Z", "shell.execute_reply": "2023-06-10T16:24:41.304172Z" } }, "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": "2023-06-10T16:24:41.309245Z", "iopub.status.busy": "2023-06-10T16:24:41.308662Z", "iopub.status.idle": "2023-06-10T16:24:41.863270Z", "shell.execute_reply": "2023-06-10T16:24:41.862575Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 9 M = 10\n", "\n", "At X0 1 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 3.40132D+00 |proj g|= 9.88789D-01\n", "\n", "At iterate 1 f= 2.58255D+00 |proj g|= 9.99244D-01\n", "\n", "At iterate 2 f= 2.49918D+00 |proj g|= 2.90033D-01\n", "\n", "At iterate 3 f= 2.48198D+00 |proj g|= 2.44942D-01\n", "\n", "At iterate 4 f= 2.43118D+00 |proj g|= 7.29715D-02\n", "\n", "At iterate 5 f= 2.42924D+00 |proj g|= 7.03572D-02\n", "\n", "At iterate 6 f= 2.42851D+00 |proj g|= 4.66401D-02\n", "\n", "At iterate 7 f= 2.42794D+00 |proj g|= 2.92420D-02\n", "\n", "At iterate 8 f= 2.42784D+00 |proj g|= 2.53311D-02\n", "\n", "At iterate 9 f= 2.42721D+00 |proj g|= 1.89532D-02\n", "\n", "At iterate 10 f= 2.42622D+00 |proj g|= 3.18651D-02\n", "\n", "At iterate 11 f= 2.42512D+00 |proj g|= 3.53011D-02\n", "\n", "At iterate 12 f= 2.42383D+00 |proj g|= 3.65638D-02\n", "\n", "At iterate 13 f= 2.42196D+00 |proj g|= 4.83560D-02\n", "\n", "At iterate 14 f= 2.41828D+00 |proj g|= 5.99631D-02\n", "\n", "At iterate 15 f= 2.41131D+00 |proj g|= 6.89763D-02\n", "\n", "At iterate 16 f= 2.40200D+00 |proj g|= 7.65493D-02\n", "\n", "At iterate 17 f= 2.39385D+00 |proj g|= 8.77260D-02\n", "\n", "At iterate 18 f= 2.37917D+00 |proj g|= 1.52245D-01\n", "\n", "At iterate 19 f= 2.35438D+00 |proj g|= 2.40363D-01\n", "\n", "At iterate 20 f= 2.33832D+00 |proj g|= 2.53143D-01\n", "\n", "At iterate 21 f= 2.33774D+00 |proj g|= 2.54902D-01\n", "\n", "At iterate 22 f= 2.33766D+00 |proj g|= 2.49994D-01\n", "\n", "At iterate 23 f= 2.33766D+00 |proj g|= 2.50104D-01\n", " Positive dir derivative in projection \n", " Using the backtracking step \n", "\n", "At iterate 24 f= 2.32726D+00 |proj g|= 2.22975D-01\n", "\n", "At iterate 25 f= 2.29784D+00 |proj g|= 1.16941D-01\n", "\n", "At iterate 26 f= 2.29783D+00 |proj g|= 1.19878D-01\n", "\n", "At iterate 27 f= 2.29783D+00 |proj g|= 1.21984D-01\n", "\n", "At iterate 28 f= 2.29781D+00 |proj g|= 1.25790D-01\n", "\n", "At iterate 29 f= 2.29113D+00 |proj g|= 8.44534D-02\n", "\n", "At iterate 30 f= 2.27689D+00 |proj g|= 2.30209D-01\n", "\n", "At iterate 31 f= 2.27528D+00 |proj g|= 1.25984D-01\n", "\n", "At iterate 32 f= 2.27316D+00 |proj g|= 6.97733D-02\n", "\n", "At iterate 33 f= 2.27205D+00 |proj g|= 2.60402D-02\n", "\n", "At iterate 34 f= 2.27180D+00 |proj g|= 1.96301D-02\n", "\n", "At iterate 35 f= 2.27153D+00 |proj g|= 4.38765D-03\n", "\n", "At iterate 36 f= 2.27146D+00 |proj g|= 4.78666D-03\n", "\n", "At iterate 37 f= 2.27062D+00 |proj g|= 2.37355D-02\n", "\n", "At iterate 38 f= 2.26946D+00 |proj g|= 3.82704D-02\n", "\n", "At iterate 39 f= 2.26699D+00 |proj g|= 4.70319D-02\n", "\n", "At iterate 40 f= 2.26462D+00 |proj g|= 3.43058D-02\n", "\n", "At iterate 41 f= 2.26203D+00 |proj g|= 2.18685D-02\n", "\n", "At iterate 42 f= 2.26006D+00 |proj g|= 2.83495D-02\n", "\n", "At iterate 43 f= 2.25881D+00 |proj g|= 4.32037D-02\n", "\n", "At iterate 44 f= 2.25609D+00 |proj g|= 4.94953D-02\n", "\n", "At iterate 45 f= 2.25369D+00 |proj g|= 1.20176D-01\n", "\n", "At iterate 46 f= 2.25097D+00 |proj g|= 2.60216D-02\n", "\n", "At iterate 47 f= 2.24903D+00 |proj g|= 3.29519D-02\n", "\n", "At iterate 48 f= 2.24813D+00 |proj g|= 4.94365D-02\n", "\n", "At iterate 49 f= 2.24642D+00 |proj g|= 4.11819D-02\n", "\n", "At iterate 50 f= 2.24591D+00 |proj g|= 3.68314D-02\n", "\n", "At iterate 51 f= 2.24526D+00 |proj g|= 1.04519D-02\n", "\n", "At iterate 52 f= 2.24519D+00 |proj g|= 2.51985D-03\n", "\n", "At iterate 53 f= 2.24519D+00 |proj g|= 2.27445D-03\n", "\n", "At iterate 54 f= 2.24517D+00 |proj g|= 5.45697D-03\n", "\n", "At iterate 55 f= 2.24516D+00 |proj g|= 1.00389D-02\n", "\n", "At iterate 56 f= 2.24512D+00 |proj g|= 1.65810D-02\n", "\n", "At iterate 57 f= 2.24506D+00 |proj g|= 1.84056D-02\n", "\n", "At iterate 58 f= 2.24493D+00 |proj g|= 1.66877D-02\n", "\n", "At iterate 59 f= 2.24475D+00 |proj g|= 1.22406D-02\n", "\n", "At iterate 60 f= 2.24455D+00 |proj g|= 3.20739D-03\n", "\n", "At iterate 61 f= 2.24452D+00 |proj g|= 1.36433D-03\n", "\n", "At iterate 62 f= 2.24452D+00 |proj g|= 1.45146D-03\n", "\n", "At iterate 63 f= 2.24452D+00 |proj g|= 9.39737D-04\n", "\n", "At iterate 64 f= 2.24452D+00 |proj g|= 9.74687D-04\n", "\n", "At iterate 65 f= 2.24452D+00 |proj g|= 6.42419D-04\n", "\n", "At iterate 66 f= 2.24452D+00 |proj g|= 3.26539D-04\n", "\n", "At iterate 67 f= 2.24452D+00 |proj g|= 3.99325D-04\n", "\n", "At iterate 68 f= 2.24452D+00 |proj g|= 7.01572D-04\n", "\n", "At iterate 69 f= 2.24452D+00 |proj g|= 1.01759D-03\n", "\n", "At iterate 70 f= 2.24452D+00 |proj g|= 1.39750D-03\n", "\n", "At iterate 71 f= 2.24451D+00 |proj g|= 1.67200D-03\n", "\n", "At iterate 72 f= 2.24451D+00 |proj g|= 1.42490D-03\n", "\n", "At iterate 73 f= 2.24451D+00 |proj g|= 1.05196D-03\n", "\n", "At iterate 74 f= 2.24451D+00 |proj g|= 4.36984D-04\n", "\n", "At iterate 75 f= 2.24451D+00 |proj g|= 1.07470D-04\n", "\n", "At iterate 76 f= 2.24451D+00 |proj g|= 1.10312D-04\n", "\n", "At iterate 77 f= 2.24451D+00 |proj g|= 1.12932D-04\n", "\n", "At iterate 78 f= 2.24451D+00 |proj g|= 7.29194D-05\n", "\n", "At iterate 79 f= 2.24451D+00 |proj g|= 5.37348D-05\n", "\n", "At iterate 80 f= 2.24451D+00 |proj g|= 9.29035D-05\n", "\n", "At iterate 81 f= 2.24451D+00 |proj g|= 1.07736D-04\n", "\n", "At iterate 82 f= 2.24451D+00 |proj g|= 2.11209D-04\n", "\n", "At iterate 83 f= 2.24451D+00 |proj g|= 2.05702D-04\n", "\n", "At iterate 84 f= 2.24451D+00 |proj g|= 9.85434D-05\n", "\n", "At iterate 85 f= 2.24451D+00 |proj g|= 6.38600D-05\n", "\n", "At iterate 86 f= 2.24451D+00 |proj g|= 1.66445D-04\n", "\n", "At iterate 87 f= 2.24451D+00 |proj g|= 1.44196D-04\n", "\n", "At iterate 88 f= 2.24451D+00 |proj g|= 2.32481D-04\n", "\n", "At iterate 89 f= 2.24451D+00 |proj g|= 2.30749D-04\n", "\n", "At iterate 90 f= 2.24451D+00 |proj g|= 1.80833D-04\n", "\n", "At iterate 91 f= 2.24451D+00 |proj g|= 9.96536D-05\n", "\n", "At iterate 92 f= 2.24451D+00 |proj g|= 4.37872D-05\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 9 92 113 100 0 1 4.379D-05 2.245D+00\n", " F = 2.2445125684008076 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "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": "2023-06-10T16:24:41.867964Z", "iopub.status.busy": "2023-06-10T16:24:41.867260Z", "iopub.status.idle": "2023-06-10T16:24:41.884230Z", "shell.execute_reply": "2023-06-10T16:24:41.883479Z" } }, "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: Sat, 10 Jun 2023 AIC 327.254\n", "Time: 16:24:41 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 3.158 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 29.4435 2.82e+04 0.001 0.999 -5.52e+04 5.52e+04\n", "initial_trend 0.6142 0.392 1.565 0.118 -0.155 1.383\n", "initial_seasonal.0 -3.4340 2.82e+04 -0.000 1.000 -5.52e+04 5.52e+04\n", "initial_seasonal.1 -5.9537 2.82e+04 -0.000 1.000 -5.52e+04 5.52e+04\n", "initial_seasonal.2 -11.4807 2.82e+04 -0.000 1.000 -5.52e+04 5.52e+04\n", "initial_seasonal.3 0 2.82e+04 0 1.000 -5.52e+04 5.52e+04\n", "===================================================================================\n", "Ljung-Box (Q): 5.76 Jarque-Bera (JB): 7.70\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": "2023-06-10T16:24:41.887970Z", "iopub.status.busy": "2023-06-10T16:24:41.887577Z", "iopub.status.idle": "2023-06-10T16:24:41.902660Z", "shell.execute_reply": "2023-06-10T16:24:41.901940Z" } }, "outputs": [], "source": [ "pred = fit.get_prediction(start=\"2014\", end=\"2020\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2023-06-10T16:24:41.906233Z", "iopub.status.busy": "2023-06-10T16:24:41.905562Z", "iopub.status.idle": "2023-06-10T16:24:41.921049Z", "shell.execute_reply": "2023-06-10T16:24:41.920325Z" } }, "outputs": [ { "data": { "text/html": [ "
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meanpi_lowerpi_upper
2014-03-0167.61107963.13610772.086051
2014-06-0142.81467738.33970547.289649
2014-09-0154.10648749.63151558.581459
2014-12-0157.92840853.45343562.403380
2015-03-0168.42201863.94704672.896990
2015-06-0147.27778842.80281651.752760
2015-09-0158.95477854.47980663.429750
2015-12-0163.98230459.50733268.457277
2016-03-0175.90540671.43043380.380378
2016-06-0151.41812746.65402456.182229
2016-09-0163.70339558.62949968.777291
2016-12-0167.97829662.57596673.380625
2017-03-0178.31599371.73593884.896048
2017-06-0153.78050246.88351860.677487
2017-09-0166.01852358.78839073.248656
2017-12-0170.24712162.66898477.825259
2018-03-0180.53944271.89290689.185979
2018-06-0155.95948346.96832164.950644
2018-09-0168.15392458.80536577.502483
2018-12-0172.33981462.62208882.057540
2019-03-0182.59028171.86487193.315692
2019-06-0157.96930546.87599369.062616
2019-09-0170.12354958.65221381.594886
2019-12-0174.27004762.41133186.128764
2020-03-0184.48191071.65648997.307330
\n", "
" ], "text/plain": [ " mean pi_lower pi_upper\n", "2014-03-01 67.611079 63.136107 72.086051\n", "2014-06-01 42.814677 38.339705 47.289649\n", "2014-09-01 54.106487 49.631515 58.581459\n", "2014-12-01 57.928408 53.453435 62.403380\n", "2015-03-01 68.422018 63.947046 72.896990\n", "2015-06-01 47.277788 42.802816 51.752760\n", "2015-09-01 58.954778 54.479806 63.429750\n", "2015-12-01 63.982304 59.507332 68.457277\n", "2016-03-01 75.905406 71.430433 80.380378\n", "2016-06-01 51.418127 46.654024 56.182229\n", "2016-09-01 63.703395 58.629499 68.777291\n", "2016-12-01 67.978296 62.575966 73.380625\n", "2017-03-01 78.315993 71.735938 84.896048\n", "2017-06-01 53.780502 46.883518 60.677487\n", "2017-09-01 66.018523 58.788390 73.248656\n", "2017-12-01 70.247121 62.668984 77.825259\n", "2018-03-01 80.539442 71.892906 89.185979\n", "2018-06-01 55.959483 46.968321 64.950644\n", "2018-09-01 68.153924 58.805365 77.502483\n", "2018-12-01 72.339814 62.622088 82.057540\n", "2019-03-01 82.590281 71.864871 93.315692\n", "2019-06-01 57.969305 46.875993 69.062616\n", "2019-09-01 70.123549 58.652213 81.594886\n", "2019-12-01 74.270047 62.411331 86.128764\n", "2020-03-01 84.481910 71.656489 97.307330" ] }, "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": "2023-06-10T16:24:41.924564Z", "iopub.status.busy": "2023-06-10T16:24:41.924031Z", "iopub.status.idle": "2023-06-10T16:24:41.942115Z", "shell.execute_reply": "2023-06-10T16:24:41.941275Z" } }, "outputs": [], "source": [ "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2023-06-10T16:24:41.945742Z", "iopub.status.busy": "2023-06-10T16:24:41.945472Z", "iopub.status.idle": "2023-06-10T16:24:43.325835Z", "shell.execute_reply": "2023-06-10T16:24:43.324839Z" } }, "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", "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": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 4 }