diff --git a/Field-Significance.ipynb b/Field-Significance.ipynb new file mode 100644 index 0000000..770850a --- /dev/null +++ b/Field-Significance.ipynb @@ -0,0 +1,990 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "22489393-1e7d-4508-ae06-5c96d464109a", + "metadata": {}, + "source": [ + "# Field Significance" + ] + }, + { + "cell_type": "markdown", + "id": "13b79a8b-0bfc-4419-acc9-6236d7dc2c6a", + "metadata": {}, + "source": [ + "## Introduction\n", + "In atmospheric and oceanic sciences, we are often interested in trends of a gridded variable. There are a number of ways the computation and interpretation of these trends can differ from trends from a *single* variable in *one* location. This notebook aims to be a short guide to the problem of field significance, which is still often ignored in many studies and can lead to overstatement of the scientific results. Here, a short summary is presented of the work from Wilks, 2016 and DelSole and Tippett 2022, in addition to some code to compute the **False Discovery Rate**, a simple test which can address the field significance problem. \n", + "\n", + "### Sources\n", + "- Wilks, D. S. (2016). “The Stippling Shows Statistically Significant Grid Points”: How Research Results are Routinely Overstated and Overinterpreted, and What to Do about It, Bulletin of the American Meteorological Society, 97(12), 2263-2273. Retrieved Jan 24, 2023, from https://journals.ametsoc.org/view/journals/bams/97/12/bams-d-15-00267.1.xml\n", + "- DelSole, T., & Tippett, M. (2022). Field Significance. In Statistical Methods for Climate Scientists (pp. 298-313). Cambridge: Cambridge University Press. doi:10.1017/9781108659055.014" + ] + }, + { + "cell_type": "markdown", + "id": "50752027-2f7c-41bc-9f3f-407948acc025", + "metadata": {}, + "source": [ + "## Contents\n", + "- [**Introduction**](#Introduction)\n", + "- [**Trend Estimation**](#Linear-Trend-Estimation-using-Least-Squares)\n", + "- [**Hypothesis testing**](#Hypothesis-testing)\n", + "- [**Field Significance**](#Field-Significance)\n", + " - [**False Discovery Rate**](#False-Discovery-Rate)\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e963b70c-36cb-4f5c-8140-a2ac1937c3ef", + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "from scipy import stats\n", + "\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "import matplotlib.pyplot as plt\n", + "import cmocean" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "bcfc2578-a994-48e4-b32e-479913ee457c", + "metadata": {}, + "outputs": [], + "source": [ + "projection=ccrs.Stereographic(central_longitude=180)\n", + "region=(155,205,45,68)" + ] + }, + { + "cell_type": "markdown", + "id": "8533b7f5-30bd-4b69-9502-abfea440604c", + "metadata": {}, + "source": [ + "### Dataset\n", + "We use an ERA5 dataset of the 99th percentile of the 10-meter wind speed over the Bering Sea in winter (October - April). It covers the period from 2002/2003 - 2021/2022.\n", + "\n", + "In the figure below we see the 99th percentile for the winter of 2002/2003" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "012da103-0f79-4362-a2e7-8e8583a69aeb", + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.open_dataset('data/wind_trend_winter_99th.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5a0db721-d113-430e-84aa-6a1cac0c3ea1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "C = ds['windspeed_99'].sel(time=2003)\n", + "\n", + "fig = plt.figure(figsize=(10,6))\n", + "ax=plt.axes(projection=projection)\n", + "ax.set_extent(region)\n", + "pc=ax.pcolormesh(ds['longitude'],ds['latitude'], C, cmap='cmo.tempo', shading='auto', vmin=15, vmax=20, transform=ccrs.PlateCarree())\n", + "ax.add_feature(cfeature.LAND, zorder=2, color='darkgrey')\n", + "fig.colorbar(pc, label='99th percentile of winter wind speed [m/s]')" + ] + }, + { + "cell_type": "markdown", + "id": "c830e8a5-6840-4ca4-a6c0-a5306307d66a", + "metadata": {}, + "source": [ + "## Linear Trend Estimation using Least Squares\n", + "We are interested in the trend of this quantity over the 20 years of our data. We can estimate that using a number of different methods, but here we will use the most common one, which is the linear trend using a least-squares method (see [Mann-Kendall test and Sen's slope](https://vsp.pnnl.gov/help/vsample/design_trend_mann_kendall.htm) for another way). To calculate the linear trend using an ordinary least squares method, there are a number of options:\n", + "- numpy\n", + " - by hand: slope = sum((X-mean(X) * (Y-mean(Y)) / sum((X-mean(X))^2)\n", + " - [numpy polyfit](https://numpy.org/doc/stable/reference/generated/numpy.polyfit.html)\n", + "- [scipy.linregress](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.linregress.html)\n", + " - **Advantage**: also does the hypothesis test for you\n", + " - **Disadvantage**: not vectorized: need a for-loop\n", + "- [statsmodels.OLS](https://www.statsmodels.org/dev/generated/statsmodels.regression.linear_model.OLS.html)" + ] + }, + { + "cell_type": "markdown", + "id": "13a79008-d0f3-4fa7-a49b-a72b1c6bfa57", + "metadata": {}, + "source": [ + "#### scipy.linregress\n", + "Here we use the scipy.linregress method to compute the 20 year trend for every gridpoint. We use it here because it also computes the p-values for a two-sided hypothesis test (Wald test) by default. We will use these in the next section to look at the significance of the trend. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b6c3cf23-9df6-4a96-809f-19b4bdaed67b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The wind speed y has a shape of 20 x 66 x 175\n", + "20 is the length of the time range we want to compute the trend over\n", + "That means that we have n x m = 11550 gridpoints at which we want to compute that trend\n" + ] + } + ], + "source": [ + "x = ds['time'].values\n", + "y = ds['windspeed_99'].values\n", + "\n", + "n = y.shape[1]\n", + "m = y.shape[2]\n", + "\n", + "print(f'The wind speed y has a shape of {y.shape[0]} x {n} x {m}')\n", + "print(f'{y.shape[0]} is the length of the time range we want to compute the trend over')\n", + "print(f'That means that we have n x m = {n*m} gridpoints at which we want to compute that trend')" + ] + }, + { + "cell_type": "markdown", + "id": "0eb56303-3073-43be-a264-742a6db1f690", + "metadata": {}, + "source": [ + "##### Compute the trend and the p-values" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "48446b52-2dff-4580-9c33-add54e58d977", + "metadata": {}, + "outputs": [], + "source": [ + "slopes = np.zeros((n,m))\n", + "intercepts = np.zeros((n,m))\n", + "std_errs = np.zeros((n,m))\n", + "p_values = np.zeros((n,m))\n", + "\n", + "for i in range(n):\n", + " for j in range(m):\n", + " slope, intercept, r_value, p_value, std_err = stats.linregress(x, y[:,i,j])\n", + " slopes[i,j] = slope # m/s/year\n", + " std_errs[i,j] = std_err # m/s/year\n", + " intercepts[i,j] = intercept\n", + " p_values[i,j] = p_value" + ] + }, + { + "cell_type": "markdown", + "id": "0573ed2e-50f6-4986-aa05-fd781bad1356", + "metadata": {}, + "source": [ + "##### Plot the trend" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "b2fcafc4-70e8-4699-9441-6eae6dd0a1f1", + "metadata": {}, + "outputs": [], + "source": [ + "maxid = np.unravel_index(np.nanargmax(slopes), slopes.shape)\n", + "minid = np.unravel_index(np.nanargmin(slopes), slopes.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "81d084fe-274b-4162-8b8c-066aa893e904", + "metadata": {}, + "outputs": [], + "source": [ + "y_max = y[:,maxid[0],maxid[1]]\n", + "y_hat_max = slopes[maxid]*x+intercepts[maxid]" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "bce2587b-8a09-4e7a-80e3-06b9d94fec03", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([15.62306499, 10.12910938, -0.51702976, 4.85870934, 11.39305496,\n", + " 0.87749863, 1.57256603, -0.86292267, -1.76390934, -0.45693398,\n", + " -0.13847446, -1.35033417, -2.15567112, 1.03719997, 0.31121349,\n", + " 10.10151672, 5.57945347, 8.4637928 , 11.7060957 , 2.55349827])" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(x-np.mean(x))*(y_max-np.mean(y_max))" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "859fbc2e-fab3-4112-a5f7-b6b30d8ede8e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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tU4APvcI7ALDrVMO9TRFaDY3Fnk1V+h4UEwTAvtTzkPwRvD4KPvoznNkOHrXmg3g3PaQohBDtlc1BU1FRkUUPk8nFixfx8fGxS6OE+ziTXYROX4pnrW/01Xdexs5FV9InIoALBWXc+vYuzuYWu7CVzmPqZerS0RevRsoN1JbYxBBdVn4pM97bTUM53tZU+r4s0ot71V9zz97p8OUDcOEIeAdA4lyY9YtV7RRCiPbO5qDpiiuu4IMPPjA/V6lUGAwGXnrpJcaPH2/XxonW7/sjWQAMje1o3jaiWwihHXz4z90j6NbJnwx9Kbe+8wvn80vb/HIrpoV6rRmaM6kpclk3aMorLuf2d3eTllNMTLAfL1zfnwit5R8nEVoNK28b0mjhymu3TuVxr48IMWSjdIiAq56CBYdg4v+BNsrqtgohRHtmc52ml156iXHjxrFnzx7Ky8v529/+xuHDh8nJyeHnn392RBtFK/bDkfMAjO8TVmdfpwAfPrpnJDe+uZMz2cVMW7EdgwJZBTXJyG1tuZXT2cYeta5WzJwzGRkXgkoFJ7IKycovJSzQONxZVFbJzFW/cvR8AWEBPnx4zwiig/24oW8wPGV87eo7L2NYv+i6PUwXjsKPL5ufepQXcsq7CysrruHWPz3EoLiIFr1PIYRoj2zuaYqPj+fAgQMMHz6cCRMmUFRUxPXXX8/+/fvp3r27I9ooWil9SYV5ivv43p3qPSZCq+HDe0bQ0c+LzPwyi4AJ2t5yK+aeJitmzplo/bzoFxUIwL9+PMHOk9kUl1fy1//sJTk9jyA/L9ZUB0xgWel7RLcQy4ApbRd8fDP8ezgcWQuLA+GdiTBjLUu7ruLTqnHsOds+hkqFEMLebO5pAoiIiGDJEpme3N5tOXaBSoNCz7AOxDQyHBUV5GuR81RbW1tuxZaZcyZJh3SkXjC+7j+7zvCfXWfQeHpQWmnAz1vNqpmX0Su8kUreBgMc3Qg/vwpnd1dvVEGfayBxHsSMAGCw7gSbfr/YdL0mIYQQ9WpW0JSbm8u7777LkSNHUKlU9O3blzvvvJPg4PZVj6e9+z7FODR3VXx4o8ftTs3hQmHD0+nbynIriqJwxjQ8Z2VPU0NLo5RWGgC47/I4Bsd0rPtCk/0fwv63IPu48bnaGwbebEzwDu1pcejQ6vPsPZOLoiioVO4doAohhLPZPDy3ZcsW4uLieO2118jNzSUnJ4fXXnuNuLg4tmzZ4og2ilaoosrA5qPGJPCr+tbNZ6qtvSy3klVQRklFFWoPFZ2Dmi43YM3SKGv3nK2bLF9Sq6do48PGgEmjhcsfgvmH4LrX6gRMAAO6BOHpoeJ8fhlnc0usfFdCCCFMbO5pmj17NjfeeCMrV65ErTYuDlpVVcWsWbOYPXs2hw4dsnsjRevz6+kc8ksrCfH3ZlB0RyhpOE+mvSy3Yspn6hzki7dn03+P2LI0yqjuIZCXDrtWwq5VNQcERMG4uTDkDvBpfDFeX281/Tpr+S09j31pueYcKSGEENaxuafp5MmTPPTQQ+aACUCtVrNw4UJOnjxp07mWLl3KZZddRkBAAGFhYUyfPp2jR49aHKMoCk899RRRUVH4+voybtw4Dh8+bGuzhZ19n2LsZRrfJ6zJPCTTcisNHdVUYUZ3YcvyKWB9D1zp2d9g3V/htUGw699AMfx7FCR/DH87CKNmNxkwmdQeonMFueeFEO7M5qBpyJAhHDlypM72I0eOMGjQIJvOtWXLFmbPns2uXbvYtGkTlZWVTJw4kaKimgrSL774IsuWLWPFihX8+uuvREREMGHCBAoKCmxturATRVH44ffqfKa+jeczgeVyK5cGTtYUZnQXtpYbaLxnTWGUx2FWe73A+J/+CAc+AUMlxF0Bt34OD/wMA/8Cai+b2miqp+WqoEnueSGEO7N5eG7evHk8+OCDnDhxgpEjRwKwa9cu/v3vf/P8889z4MAB87EDBgxo9FyXrlW3atUqwsLC2Lt3L1dccQWKorB8+XIef/xxrr/+egDef/99wsPD+eijj/jrX/9qa/OFHZzIKuRMdjHeag8u7xlq1WsmJ0Sy8rYhvPD5XovtEW2oTpOthS1NPXCZlwzRTfH4hZne3zHAIxUAReWBKn6acSZc5yEtauOQ2CAAjujyKSqrxN+nWXNBmk3ueSGEO7P5f8ybb74ZgL/97W/17lOpVOaZOVVVVTadW6/XA5hn4aWmppKZmcnEiRPNx/j4+DB27Fh27NhR73+gZWVllJXV1ALKz8+3qQ2iaaYq4Ik9Qmz60p2cEMmE2HHmwowBGk+2/W08nlYuN9LamXuaQq3raTL1wD2wZh++1PzOLvN+AzxUlCjeZPW4gdhr/gbBcXZpY6TWl85BvpzLK+G39DwSe1gX9DqKPe55kPteCOEcNgdNqampjmgHiqKwcOFCxowZQ0JCAgCZmZkAhIdbDgGFh4c3uDjw0qVLpYaUg31/xPqhuUvVHoIrKK0kI6+UGBuqZ7dWxnIDttdomhznzabBPxN65ANjIUogR+nAOvXVxF09nyuH9rN7W4fEduRcXgl7z+S6NGiy1z0Pct8LIZzD5qApNjbWEe1gzpw5HDhwgO3bt9fZd2k9mcZqzCxatIiFCxean+fn5xMdHW3fxrZj2YVl5uKIVzZRasAayWfz2kTQdKGgjOLyKjxU0KWjFe8nJxV2/hv2r6FHpXH6f2mHaI51u4OSfrdwZ8/ODsvxGhoTxIbfMtjr4iKX9rrnQe57IYRz2Bw0vf/++4SGhnLNNdcAxmG6t956i/j4eD7++ONmBVVz585l/fr1bN26lS5dupi3R0QY18fKzMwkMrIm5yUrK6vOX6ImPj4++Pj41LtPtNyPv2ehKJDQOZBIbdO1iJryW3oe1w10/wVjU6vzmbp09Gu83MC5fbDjNUj5ChRjAUsiB8HoeWj6TmOA2vE5RsO6GofC9p3JxWBQbJ8NYgf2vOdB7nshhHPY/P/lc889h6+v8cty586drFixghdffJHQ0FAWLFhg07kURWHOnDmsW7eOH3/8kbg4y7yNuLg4IiIi2LRpk3lbeXk5W7ZsITEx0damCzswDc1d2cf2obn6/JaeZ5fzuJqpEnhsY71mH94Ab4+Hw18YA6buV8Id6+G+zZDwJ3BCwATQJyIAXy81+aWVnLhQ6JRrmsg9L4RwZzb/L52enk6PHj0A+PLLL7nhhhu47777GD16NOPGjbPpXLNnz+ajjz7iq6++IiAgwJzPoNVq8fX1RaVSMX/+fJ577jl69uxJz549ee655/Dz8+OWW26xtemihUorqth2/CIAE5pYOsVahzL0VFQZ8HLzZHBTjaa42jWaqirg4Ge1DvoZNF7GAClxLkT0d3IrjTzVHgyKDmLnqWz2nsmlVz/nLV0j97wQwp3ZHDR16NCB7OxsYmJi+O6778y9SxqNhpIS25ZmWLlyJUCdYGvVqlXMnDkTMA7/lZSUMGvWLHJzcxkxYgTfffcdAQHWFfMT9rPzVDbF5VVEBGroFxXY4vMFaDzJqjBw7HwB/aK0dmih65iCptgQfygrgH0fwM7XIf+sMcHbyx+GzoSRD0CQ63NthsZ2NAdNNzsxaJJ7XgjhzmwOmiZMmMA999zD4MGDOXbsmDm36fDhw3Tt2tWmcylKY6tuGalUKp566imeeuopW5sq7OwH09Bc3zC7LPbav7OWH9KL+C1d7/5B08ViOpHHlRlvwCsfQ6lxKj3+YTDyfhh2F/g2svCuk5mKXO5zcpFLueeFEO7M5jGRf//734waNYoLFy7w+eefExJi/Ct179695hpOou1RFIUfquszXWWnobn+XYy9Ve6e16RcOMbMnFfY7jOPrilvGAOmkB4w9VWYf9C4kG4rCpgABscEAXDqYhE5ReWubYwQQrgJm3uagoKCWLFiRZ3tUiOlbTuckY9OX4qft5pR3ewznNM/KgjQ8dvZPLucz+nSd8PPr8Lv33CjytiDYuhyGR6j50Pvq8Gj9eZpBfl50yOsAyeyCklOy+UPrm6QEEK4AeeuoSDclmnW3OU9Q9F4qZs42jr9uxiH5I6dL3DJkh7NYjDA8W+NwVLaTsC4ft6mqqF84fcnXr9ntmvbZ4NhsR05kVXI/vQ8CZqEEMIKbvAtJVoD09Dclc2oAt6QsEANkVoNOn0pB8/pGWmnHiyHqCyDA/811li6eAzKFVhqXED2u282ct9WA5eHuXZJElsNie3IJ7+mk5yW5+qmCCGcqKi8iA5LOwBQuKgQf2/rVzFo71rv+IFoNXT6Eg6e06NSwR/6tLwKeG2DooOAVpzXVJIH21+B5QNg/RxjwOQTCCNrepQOlxsDSVuWT2kNTMngB8/pXdwSIYRwD9LTJBpUZVDYnZrDuv1nAWOAE9rBvlWXB0YH8b9Dma0vr0l/Dn5ZCXtWQ7mxR4mAKBg1C4bMgCo18DwAadnGUhuNFrZshbqF+hPk50VZXqmrmyKEEG5BgiZRr6RDOpZsSEGnr/lCPXG+kKRDOiYnRDbyStsM7BIEwG/praS343wK7PgXHPwUDBXGbZ36wuh5kHADeHobtxUVmV9Sb2FLN6BSqRga05EdeQWubooQQrgFq4KmwYMHW12XZ9++fS1qkHC9pEM6Hlizj0sr6hSUVfLAmn2svG2I3QKn/l20qFRwLq+ErIJSwgI0djmvTRQFzvwMP78Gh5PMuUr6V/5Ahyl/Q91rIjTy+5+eUwx4GQtbupkhsR3ZcSDN1c0QQgi3YFVO0/Tp05k2bRrTpk1j0qRJnDx5Eh8fH8aNG8e4cePQaDScPHmSSZMmObq9wsGqDApLNqTUCZhqW7IhhSpD00UKrdHBx5OeYcaExAPO7m0yVBkXzn3nSlh9DRz/FgM1wdHItFmMWedJ0uHMRk9TVF6Fhwqig1u+gLGzmfKaTH45lW23z1YIIdoaq3qaFi9ebP73Pffcw7x583jmmWfqHJOenm7f1gmn252aYzEkdykF0OlL2Z2aw6ju9pntNrBLEMfOF/Lb2Ty7Fc5sVEUJJH8EO1dAzikAqjx8+Kj8ctaUXcm31CR5Z+pLrepdiwryxcfTPqUYnCkr3/KznrnqV4I6HWfx1Hi7DsMKIURbYPPsuU8//ZQ77rijzvbbbruNzz//3C6NEq6TVVDzJepbXsrpF67l9AvX4lte2uBxLTWwegZdsqNn0BXnwJYX4ZUE+GahMWDy7Yjh8keY6rmSJyrvIk2xDNpMfS5N9a65Wz4TGIdhH/wkuc52U6CYdEjn/EYJIUQrZnPQ5Ovry/bt2+ts3759OxqNC/JRhF1Zm1Nkz9yj2mUHDI4YGso9A/97FF7pBz89C8UXQRsDU16EBYf5pesDpOQ3/H5q9641xN1mzjU2DGttoCiEEO2NzbPn5s+fzwMPPMDevXsZOXIkALt27eK9997jySeftHsDhXMNjwsmUqshs4EhOhUQodUwPC7YbtfsHRGAj6cH+aWVnM4uolunDvY5se636uTuL6Cs0pzgza7/wLC/gNr4659VkGd+SYm3hq6Pfl3v6RrrXXO3Gk2uGIZtVYqKoEP171lhIfi71+cnhHANm4Omxx57jG7duvHqq6/y0UcfAdC3b19Wr17NjTfeaPcGCudSe6hYPDWe+9fUnQVpSpFePDUetYd1symt4aX2IKGzlr1ncvntbF7LgiZFgVM/GZc5ObW5Znu3sUB1MJTwR3PABPbpXXO3oKl2ANjcQFEIIdqbZtVpuvHGGyVAasMmJ0SyaEpvln/1m8X2CK3GYQnCA7sEGYOmdD1/HNzF9hNUVRp7lHa8CpkHjdtUaki4HhLnQWB3uLf+YKx271pDg1FeahU9whoO5rqGutfwnCuGYYUQwt01u7hleXk5WVlZGAwGi+0xMTEtbpRwvfzSSovnq++8jGH9ou3aw1TbwGjj4r02J4OXFcL+NbDz36Cvrjfk5Wes2j3yAegYa9xWqxjlpUy9aw/U07tmUlGlcNNbO3n/zuFEB1sGSCoVdba1dk0Fio4YhhVCCHdncyL48ePHufzyy/H19SU2Npa4uDji4uLo2rUrcXFxjmij26kyKOw8mc1XyefYedI9694kHbKsTTSiW4jDAiaoSQZPycinvNLQ+MEAhRfgx/8zJncnPWoMmPxCYfw/YMFhmPJ8TcBkhckJkSz/y8A62yO1GhZP7UuUVsOpC0X8aeUOjujyLT7TYH8vPD3caxlHU6AIcOmn6qhhWCGEcHc29zTNnDkTT09Pvv76ayIjI62uFN5e1Lf8SKQDh7Uc4URWIScvFBGodt5nGxPsR5CfF3nFFfyemc+A6uVV6sg+aayvlPwRVJZCuVKT4J17EoJCm92GiEBjccpgf28WT40nLMDY06L2UDElIYoZ7+3m6PkC/vj6zwRTwQ5TkworGPPCj271GYMxUFx525A6v6+OHIYVQgh3ZnPQlJyczN69e+nTp48j2uPWGlp+xNoCia3Ft9UVsEd0c96sKZVKxcAuQWw5doHf0vPqBk1n9xiTu49swDwpvvNQGPxXWPoX43OvllXk3l89NDi8azDTBnW22Beh1fDfv47iT2/s4ERWIbnlFRb73e0zNpmcEMmE+Ah2p+aYl7ExBYpCCCEs2Rw0xcfHc/HiRUe0xa01VfdGhbHuzYT4iFb/hfRdddB0VV8nVOeuZWC0MWhKTtdz+yjAYIATm4zB0pmfaw7sOQlGPwixiVBcbLfr70/LBWBwTFC9+ztoPCksrah3n7t9xrWpPVRts6yAEELYmc1B0wsvvMDf/vY3nnvuOfr374+Xl5fF/sDAQLs1zp20lbo3On0Jv53Vo1LBH/qEOfXag6qTwQ+lZcH+D2HHv+DCEeNODy8YcCMkzoWwvna/tqIo7E/LA2BwTMd6j9mdmkNmflnD58A9PmMhhBDNY3PQdNVVVwFw5ZVXWmxXFAWVSkVVVZV9WuZmLl1+5MgrNwDQd8FnlHhr6j2uNfru8HkAhsZ0pFOAj1OvPaiTmnvVX3NXQRJ8ml2Tq/TVIzD2QdB2bvwELaDTl5JVUIbaQ0X/ztp6j5HaRkII0b7ZHDT99NNPjmiH22srdW9M+UyT+kU476L5OvhlJcF7VvG4Vz4A5b6d8KY6aLpyscMrNptKHfSJCMDXu/6Fd9vKZyyEEKJ5bA6axo4d64h2uD1XLD9ib7lF5fxSvb6aMWhycKmEC8fg+3fgt7VgMOYK6bxjWVY0iV7DbuJeLnPs9Wsx5TOZSh/UR2obCSFE+2ZV0HTgwAESEhLw8PDgwIEDjR47YMAAuzTM3TS2/IhJa6978/2R81QZFPpEBBAT4tdoQchmU2qFG2+NBe/qn0dMIox+kG/O9+DTjUe5Vldi/2s3oql8JrAsgqnCMqSU2kZCCNH2WRU0DRo0iMzMTMLCwhg0aBAqlQpFqfu3dnvOaQLj9O2npsbzwueWgVOgxpMXbxjQ6qeif1udz+SQoTmDAY5+Az++UmujCvpOhcQHIdrYqzTQx9jTdfBcnv3b0ICKKgMHz+mBhmfOmUhtIyGEaL+sCppSU1Pp1KmT+d+iYR39vetsGxgd5JQv0yqD0ux6O8XllWw7fgGwc9BUUQoHPjHOhMs+Ydz2dCcY+BfjmnChPSwO7xcViNpDRVZ+uf3a0ITfdQWUVRoI1HgSZ8XCu1LbSAgh2iergqbY2Nh6/y3qOnhWX2fbrlPZ5JdWEKjxqucV9tHSSuRbjl6grNJATLAffSMDWt6gklz49V345U0oyjJu02jhsnthxF+hQ/3lDPy8PekVHsDpM84bntufXp3PFNMRDysDH6ltJIQQ7Y/NieBRUVGMGzeOcePGMXbsWHr37u2IdrmtA+csg6a4UD9S8g1sOXqBqQOjHHJNe1Qir5k1F97ypXE2PQmHP4aK6pwobTSMnAVDbgefpgOyQdFaTp/JalkbbJBcnc/UWBK4EEIIYfMqoy+//DKBgYEsW7aMvn37EhkZyV/+8hfeeOMNjhw5YtO5tm7dytSpU4mKikKlUvHll19a7D9//jwzZ84kKioKPz8/Jk+ezPHjx21tstMYDAopGfkW2/7Q19ijsinlvEOu2VQlcjBWqW5s0eDySgM//G4MUpo9NHf+UM2/d79tDJjCE+D6t2Hefhg1y6qACWBgQ+vOOYhp+ZSm8pmEfbS1+14I0X7YHDTdfPPNvPHGG/z+++/odDpeeeUVPD09mTt3LgkJCTadq6ioiIEDB7JixYo6+xRFYfr06Zw6dYqvvvqK/fv3Exsby1VXXUWRI2Z12UFqdhGFZZVovGp+rFdWV9X+6WgWFVUGu1/TlkrkDdl5KpuC0kpCO/gwpJHZY3VPrsCpLfCf6+GDibA40PjoPQ5uWwf3bzdW8VbbNiw56JLg5ZdT2Y0GfS2RW1RO6kXj79MgJwdr7VVbu++FEO2HzcNzAIWFhWzfvp0tW7awefNm9u/fT//+/W2u4TRlyhSmTJlS777jx4+za9cuDh06RL9+/QB4/fXXCQsL4+OPP+aee+5pTtMd6lD10FzviJoelQFdOhLawZuLheX8ciqHMT1D7XpNe1QiNw3NTYgPty6np6oSjnxlXBNO95txm8oD4qcZ14SLGtyMd1LjVFYhtVsxc9WvBHU67pDZacln8wCIC/WvN4lf2F9bu++FEO2HzT1NI0aMoFOnTjzxxBNUVlby97//nczMTPbt28crr7zS9AmsVFZmXONLo6n54ler1Xh7e7N9+/ZGX5efn2/xcBZTEni/qJr199QeKq7sY1z4dlNKpt2v2dIq1QaDYh46nNSviQV6y4vgl7fgX0Pgs7uMAZOnLwy/D+bugz+vbnHAlHRIx+yP9jeYn5V0SNei81/KXJ9J8plaBXe874UQ7YfNQdPx48fx8/OjW7dudOvWjR49ehAUFGT3hvXp04fY2FgWLVpEbm4u5eXlPP/882RmZqLTNfzFuXTpUrRarfkRHR1t97Y1xFTrJz7Kcu2yCfGmoOl8vfWtWsJUpbqx/qHwQJ8Gq1TvT8/lQkEZAT6eJHZvpBdsyz/hlQT43yOQdwZ8g2HcIlhwGK5+CYLjWvZGsE9+lq2SJZ+pVXHH+14I0X7YHDTl5OTw008/MXr0aL7//nvGjh1LREQEN910E2+88YbdGubl5cXnn3/OsWPHCA4Oxs/Pj82bNzNlyhTU6vrXBgNYtGgRer3e/EhPT7dbmxpjMCgcrk4Cr93TBDCmZyi+Xmoy9KXmY+zFVKW6MUG+XpRX1p9PZSpoOb5PGN6el/w65NSqybX9ZSjJgY5d4ep/GoOlcY+Bv/2m3dsjP8sWBoNCsnn5FBtyuYTDuNt9L4RoX5qV0zRgwAAGDBjAvHnz2Lt3LytWrGDNmjV89tln3H///XZr3NChQ0lOTkav11NeXk6nTp0YMWIEw4YNa/A1Pj4++Pj42K0N1jpdnQTu4+lBj04dLPZpvNRc3jOU71LOsynlPAmdtQ2cpXlMVaoXf7TbYnuIvzdF5ZUcPV/IPR/8yrszLkPjVfPFoyhK/Qv0ntsLP78GR9YbE7sBIgcZ85X6XgfqZv3aNKl23lWJt4auj37d5HEtcepiEfmlxs+sjz1qUwm7cMp97+9vuaSPEEJYweaepv379/PKK68wbdo0goODGTlyJAcPHuTBBx9k/fr1jmgjWq2WTp06cfz4cfbs2cO0adMccp2WqBmaC8RTXffHahqi+/6IY0oPTE6I5Pqhnc3PV995Gbsfv4oP7xmBv7ean09kc+8HeyitqFnm5uj5As5kF+Pt6cG4XqFw/HtYfS28/QdI+RIUA/S4Cu5YD/dthoTrHRYwQcvzs2xlGprr31mLVz2fmXAtd7jvhRDti83fgJdddhmDBw9m7Nix3HvvvVxxxRUEBgY2/cJ6FBYWcuLECfPz1NRUkpOTCQ4OJiYmhk8//ZROnToRExNjDsymT5/OxIkTm3U9RzIlgfdvoBfpD33C8FDB4Yx8zuWV0DnI1+5tOJtbU0V7RLcQ8FAxNDaY1XcNZ8Z7u9l2/CL3/Wcvb9w6hN/O6vlg52k8qeRvEYfxf+8ZyDpsfLGHJyTcAIlzIcK2MhItYcrPytSX1pvXpMK4xltD+Vm22l89NCf5TM7Vlu57IUT7YnPQlJOT0+wg6VJ79uxh/Pjx5ucLFy4EYMaMGaxevRqdTsfChQs5f/48kZGR3HHHHTzxxBN2uba9mXqaGhp6C+ngw9DYjvx6OpfvU84zI7Gr3duQnlP/0iOXdQ1m9Z3DmblqN1uPXWDwM5vwrCziL+of2eKTROeL2cYDvTvAkBkw8gEIcn4irSk/64E1+1BBvYHT4qnxdlvjrSYJXPKZnKkt3fdCiPbF5qDJXgETwLhx4xqdTTZv3jzmzZtnt+s5Su0k8IZ6msA4RPfr6Vw2OSBoUhSFc7kNr9c2PC6Y+8d24z+bfmUmSdzu8z2BqmIALihaVlVOZsh1C7lqSB+7tstWpvysS9fRU3uoWHHzILvVaSour+T3zAJAlk9xtrZy3wsh2h/HJai0I7WTwHuGdYDS+oOXCfERPLfxd3adykZfUoHW134L+OYUlVNYVtng/qqsY8T+vIjtPpvxqaiAZ40Bwz8ensen6nGU403Et+cYP6i33XpymmtyQiQT4iPYnZpDWk4Ri9cfprTCgNbPfsUnD57VU2VQCA/0IVJrnxwpIYQQbZtkv9qBaWiub2T9SeAmcaH+9AjrQKVBYfNR+y5Im5ZTXP+O9N3wya14vD6caYbv8VFVst/Q3bz786orKMPb7tP5W0rtoWJU9xBuuiyGPw3pAsBHv6TZ7fymoblB0UEtX6BYCCFEuyA9TXZgWj6lsaE5kwnx4ZzIKmRTynmmDerc5PHWqhM0Hf0W9r8J6bsAYxL1pqqhvFF5LXvpDY/Wfx57Tee3p1tGxPDhL2l8eziTi4VlhHZoeUkJcyVwyWcSQghhpWb3NJWXl3P06FEqKxseEmovTD1N/btYFzQBbDl6ocGCk82Rll2MNxU1Gz6baQyY1N4w+HaSr/uOeyseYq/Su9Hz2Gs6vz31i9IyMDqIiiqFT/ectcs596dXz5yTfCYhhBBWsjloKi4u5u6778bPz49+/fqRlmYcMpk3bx7PP/+83RvY2hkMCofONZ0EbjKoSxCdAnwoKKtk16ls+zSiJI9uR9/mu4BHjcUoFwdCQBCMng8PHoBpK+g/aHijy62ogEg7Tue3t1tHxADw8e40DC1cRiVTX8L5/DLUHiqrAl0hhGhL/L39URYrKIsV/L39Xd0ct2Jz0LRo0SJ+++03Nm/ebLGo5lVXXcXatWvt2jh3UCcJvAkeHiqu6hsGYF4ot9n05+Dbx+GVBK7JepNwVR4lmnCY8AwsOAQTlkCgcbZZ7eVWLg2cTM/tOZ3f3qYOiCJA40laTjHbT1xs0bl+Szf2DPYOD8DPW0aohRBCWMfmoOnLL79kxYoVjBkzxiKBNj4+npMnT9q1ce7A2iTw2mpXB2/WAr7nU+CL++HVAbBzBZQXcFIVzcLy+/n9pm0weh5o6paGME3nj7hktliEVsPK24bYbTq/I/h6q+2WEH7gXB4Ag6SopRBCCBvY/Gf2hQsXCAsLq7O9qKioXc5CsiUJ3CSxeyh+3mp0+lIOncu3bohIUeD0dvj5VTixqWZ718spHzGHqz6oRFFU/L1TUKOnqT2dP6uglLAA45Bca+1hqu2WETGs3nGaTUfOcz6/lPDA5uVf/WYqain5TEIIIWxgc0/TZZddxjfffGN+bgqU3n77bUaNGmW/lrmJg80ImjReaq7o2QmATSmZjR9sqILDXxjXg3v/WmPApPKA+Glwz48w82vSQ8egKCr8vNWE+Dddy8g0nX/aoM6M6h7iFgETQK/wAIbFdqTKoPDfX5u/ir0pB01mzgkhhLCFzT1NS5cuZfLkyaSkpFBZWcmrr77K4cOH2blzJ1u2bHFEG1stg0HhcPUXcEPLpzRkQnw4SYcz+TI5g+5hHer2+FSUQPKHsGMFnD8FS43FKPl0DoyfDyE1tZbSso3lBmKC/dp8b9+tI2PYcyaXj3enMWt8D9TNOEdZpYGAQE+6hUoCpBBCCOvZ3NOUmJjIzz//THFxMd27d+e7774jPDycnTt3MnToUEe0sdU6k1NMQVkl3p4e9AxvOgm8NqV6ZbW0nGIe/CSZm9/exZgXfuSHvSmw+QV4JQG+eQhyU8E3qOaFU563CJhM5wBj0NTWTUmIJMjPiwx9KVuONb9A6KDoIDzcpIdNCCFE69CsqUP9+/fn/ffft3db3I5paC4+MhAvK5PAAZIO6Xjk0wMW27qosrin6H+MWr8ZVGXGjUExMGoO9PojPBne4PnaU9Ck8VJzw5AuvLM9lQ93pfGH6PhmnUeG5oQQQtjKqqApPz/f6hPac0Hf1u7g2TzAtnymKoPCkg0pmObM9VOl8lfPr7nGYxdqlXHrUVUcPf/4Dzz6TQe1JxQVNXrOM9XDc7EhbT9oArh5RAzvbE/lp6NZ6PLiaM6cP0kCF0IIYSurgqagoKbX51IUBZVKRVVVlV0a5g6akwS+OzUHnb6Eyz0Ocp/6ay5XHzLv21rVnzerruVnQwIf+49ilNq6jsD06p6m6HbQ0wTQvVMHRnYLZtepHD7de5Z5VrymyqBY5D9JUUshhBC2supb+aeffnJ0O9xOs5LAqyrwSvmMjd7/Jt7jDACVigffGEbyZuW1pChdzYdauwacoijtanjO5NYRsew6lcPn+9KbDJqSDul44fO91P4tnvqv7SyeGt+qa1MJIYRoXawKmsaOHevodrgdm5LAywph/39g5+sM06eBBxQrPnxSNZ53K6dwjk51XmLtGnAXCssoqahCpYIuHdtP0DSpXwQh/t5k5dYMHf9yKpth/fwsSigkHdLxwJp9aMrLLF6fqS/lgTX7Wn1RTyGEEK2HVUHTgQMHSEhIwMPDgwMHDjR67IABA+zSsNaudiXwRpPAN78AB9+H0jwAFL9Q3iybyBtF48ijbrClwlih29o14ExDc1FaX7w9m73+stvx9vRgWNeObK0VNM1c9StBnY6be5AuzR+rTcH4s16yIYUJ8RFuU6tKCCGE61gVNA0aNIjMzEzCwsIYNGgQKpWq3uU/2lNOU00l8HoS37NP1fz75+XgrYLgbpA4F9XAm+l6NA/9mn2owOILvTlrwKWZ85l8bX4P7izpkI5vD5/n0ndt6kH6558HUFRWhU7f8DCnAuj0pexOzWFU9xCHtlcIIYT7sypoSk1NpVOnTuZ/Czh4tp4k8LN7jEHSka9hcXUw1XkojJ4Pfa4BD2Mq8uQEX1beNoQlG1IsvtTDA3146rp+Ng0XmWfOBbefQo2mHqT6mILQhy4p6VDiraHro1/X+xpr88eEEEK0b1YFTbGxseZ/nzlzhsTERDw9LV9aWVnJjh07LI5tqwwGhUMZ1UFTVCAcTYIdr8GZn2sO6jUZEudBbCLUM/PQtAbcrlPZ3Ln6V8orDay+czh9Im0r2WBOAm8n5QbANAOx6UAnQONJQWllk8dZmz8mhBCifbO5uOX48ePR6XR1Fu3V6/WMHz++XQzPnckpprS0lJu8dtD3i6fh4u/GHR5eMOBGSJwLYX2bPI/aQ8XoHqH076xl75lcfs8ssDloam/lBsCyZ6ixHqSnr+vHi98eJVNfWm9ek635Y0IIIdo3mzOHTfWYLpWdnY2/fzsYIirVU/zTMrb5PMgL6jdQXfwdvAOMvUrzD8D0160KmGrrF2UMlFJ01hcRNakZnms/QZO1PUMRWl8WTzVWDL/0N7Y5+WNCCCHaN6t7mq6//nrAmOw9c+ZMfHx8zPuqqqo4cOAAiYmJ9m9ha5GfAbtWwt7V9CvLBxXke4USOG4eDJ0JmuYXSzQFTYerh/ysVVJeRVaBcSp9e6rRNDwumEitxqoeJLWHqt78sQitRuo0CSGEsInVQZNWawwKFEUhICAAX9+aeUve3t6MHDmSe++91/4tdLWs32HHv+DAWigth6UFAPz94XkM/tNc/jyyR4svER9p/NkezshvsCevPmdzjb1MARpPgvy8WtwOd6H2ULF4ajwPWDkD0ZQ/tjs1h6yCUsICagIqIYQQwlpWB02rVq0CoGvXrjz88MNteyhOUSBtJ/z8KhxLqtkePQL4HoAvqq7g1pi6RSmbo1dEBzw9VOQVV6DTlxIVZF35ANPQXEywn9WBVlsxOSHSph4ktYdKygoIIYRoEZsTwRcvXuyIdrQOhir4/RtjsHRuT/VGFfS9FhIfhOB4mGUsSOnt6UGv8AC7XNbHU02PsA78nlnA4Yx8q4Om9rh8Sm3SgySEEMKZbA6azp8/z8MPP8wPP/xAVlZWnSKXbjl7rqIEfvsYdqyAnJPGbWofGHQzjJoLocYhuKqCQvOir12CNHjYsXcnPiqwOmjSMyE+3KrXtMdyA5eSHiQhhBDOYnPQNHPmTNLS0njiiSeIjIxsG8NCPzwNu143/lujhcvuhRF/hQ41ZRUuXfT11MVixrzwo92SiftFaVm37xwpGdbPoGvvPU1CCCGEM9kcNG3fvp1t27YxaNAgBzTHRfreDFOeN/47+xgEW/b0OGPR15oZdBI0CSGEEK2RzXWaoqOj6113rjm2bt3K1KlTiYqKQqVS8eWXX1rsLywsZM6cOXTp0gVfX1/69u3LypUr7XJtC6Hda/7tY7mIblOLvoJx0dcqQ8t+Jn2ri1qeyyshr7i8yeMNBsVc2LI9LaEi3F+rue+FEMJGNgdNy5cv57HHHuP06dMtvnhRUREDBw5kxYoV9e5fsGABSUlJrFmzhiNHjrBgwQLmzp3LV1991eJrW6upJTtqL/raElpfL/Oiu9YM0WUVlFFWaUDtoSIySJYBEe7DHe57IYSoj83DczfddBPFxcV0794dPz8/vLws6wPl5FgfPEyZMoUpU6Y0uH/nzp3MmDGDcePGAXDffffx5ptvsmfPHqZNm2Zr05vF2iU77LHoa79ILek5JaTo8knsEdrosaahuaggDV5qm2NfIVzGHe57IYSoj81B0/Llyx3QjPqNGTOG9evXc9dddxEVFcXmzZs5duwYr776aoOvKSsro6ysJvcoP9/2pUlqs3bJDnss+hofFUjS4Uyr8prSZGhOtFGt4b4XQoj62Bw0zZgxwxHtqNdrr73GvffeS5cuXfD09MTDw4N33nmHMWPGNPiapUuXsmTJEru1wbRkR0NDdPZc9NWW5VTSsouA9rVQr2gfWsN9L4QQ9WnWuM7Jkyf5xz/+wc0330xWVhYASUlJHD582K6Ne+2119i1axfr169n7969vPzyy8yaNYvvv/++wdcsWrQIvV5vfqSnp7eoDWoPFXeP6VrvPnsv+tovyricyskLRZRWNF7vSmbOibaqNdz3QghRH5t7mrZs2cKUKVMYPXo0W7du5dlnnyUsLIwDBw7wzjvv8Nlnn9mlYSUlJfz973/niy++4JprrgFgwIABJCcn889//pOrrrqq3tf5+PhYLCbcUoqisPnoRQA0Xh6UVhjM++y96Gt4oA/B/t7kFJVzNLOAgdFBDR57xjQ8144LW4q2p7Xc90IIUR+bg6bHHnuM//u//2PhwoUEBNQsIzJ+/PhGcw5sVVFRQUVFBR4elp1harUag8HQwKvsb/OxC2w/cRFvtQdJD16BTl/qsCU7VCoV/aIC2Xb8Iocz8hsNmtKlp0m0Qa3lvhdCiPrYHDQdPHiQjz76qM72Tp06kZ2dbdO5CgsLOXHihPl5amoqycnJBAcHExMTw9ixY3nkkUfw9fUlNjaWLVu28MEHH7Bs2TJbm90slVUGnvvmCAAzR3ela6g/XUMdm3gdXx00pegazmsqKqvkYqGxlpPkNAl309rveyGEaIjNQVNQUBA6nY64uDiL7fv376dz5842nWvPnj2MHz/e/HzhwoWAMdl89erVfPLJJyxatIhbb72VnJwcYmNjefbZZ7n//vttbXazfLr3LMezCgny82L2uB5OuWZ8ZNOVwU35TEF+Xmh9vRo8TojWqLXf90II0RCbg6ZbbrmFRx99lE8//RSVSoXBYODnn3/m4Ycf5o477rDpXOPGjWu0unhERASrVq2ytYl2UVhWycvfHQNg3h96ovVzTnBiSgb/XVdAlUGpd/hPksCFO2vN970QQjTG5tlzzz77LDExMXTu3JnCwkLi4+O54oorSExM5B//+Icj2ugSb205ycXCMrqG+HHbyFinXTcu1B9fLzUlFVWkXiyq9xhTPpMMzQkhhBDOY3NPk5eXFx9++CHPPPMM+/btw2AwMHjwYHr27OmI9rlEpr6Ut7adAuCxKX3w9nRexW21h4o+kQHsT8vjcIaeHmEd6hxzJttU2FKCJiGEEMJZbA6aTLp160a3bt3s2ZZW45/fHaW0wsCw2I5M6hfh9Ov3iwpkf1oeKRn5TBtUN09MhueEEEII57O5C+WGG27g+eefr7P9pZde4s9//rNdGuVKKTo9n+87C8Dj1/RFpbJfSQFrmfKaUnT1J4NLuQEhhBDC+WwOmrZs2WIuOlfb5MmT2bp1q10a5Ur//PYoigJTB0YxOKajS9pQewbdpQmzVQaF9NzqoEkKWwohhBBOY3PQVFhYiLe3d53tXl5ebrtIZpWhJjDZeTIHb7UHf5vU22Xt6R0RgNpDRU5ROZn5lmvenc8vpaJKwUutIlLr66IWCiGEEO2PzUFTQkICa9eurbP9k08+IT4+3i6NcqakQzquWrbZYpuXWmXVormOovFS06OTMQH88DnLQNQ0NNelo59dq5ELIYQQonE2J4I/8cQT/OlPf+LkyZP84Q9/AOCHH37g448/5tNPP7V7Ax0p6ZCOB9bsQ1NeZrG9qLyKB9bsY+VtQ+y2rpyt4qMCOXq+gBRdPlfF1sygMw3NSbkBIYQQwrls7mm67rrr+PLLLzlx4gSzZs3ioYce4uzZs3z//fdMnz7dAU10jCqDwpINKTRcYg+WbEixGLpzpn5Rprwmyx6vs6Z8pmAZmhNCCCGcyaaepsrKSp599lnuuusufv75Z0e1ySl2p+ag05c2uF8BdPpSdqfmMKp7iPMaVi0+qv7lVNJzjG2ODXbsGnhCCCGEsGRTT5OnpycvvfQSVVVVjmqP02QV1ARMJd4auj76NV0f/ZoSb02DxzmTaQbd2dwS9CUV5u3pOcYq4TI8J4QQQjiXzcNzV111FZs3b3ZAU5wrLEDT9EE2HGdvQX7edA4yDsH9XqteU3puCSA1moQQQghnszkRfMqUKSxatIhDhw4xdOhQ/P0th4muu+46uzXOkYbHBROp1ZCpL603r0kFRGg1DI8LdnbTzPpFBXIur4QjunxGVG/LK64Ab7XUaBJCCCGczOag6YEHHgBg2bJldfapVCq3GbpTe6hYPDWeB9bsQwUWgZNpIv/iqfEundYfHxXIdynn+T2zwGJ7iL83HXyavQKOEEIIIZrB5uE5g8HQ4MNdAiaTyQmRrLxtCBFayyG4CK3GpeUGTEzLqRy5ZDkVyWcSQgghnK9F3RWlpaVoNK7J+bGXyQmRTIiPYHdqDlkFpYQFGIfkWkPhSFPZgZMXiiy2x8rQnBBCCOF0Nvc0VVVV8cwzz9C5c2c6dOjAqVOnAGPRy3fffdfuDXQGtYeKUd1DmDaoM6O6h7SKgAkgUqshyM+rTq0oSQIXQgghnM/moOnZZ59l9erVvPjiixZr0PXv35933nnHro1r71Qqlbm3qTYZnhNCCCGcz+ag6YMPPuCtt97i1ltvRa1Wm7cPGDCA33//3a6NEzV5TbXFStAkhBBCOJ3NQdO5c+fo0aNHne0Gg4GKiop6XiFawlTksjYpNyCEEEI4n81BU79+/di2bVud7Z9++imDBw+2S6NEjUuH57w9PQh3UcFNIYQQoj2zefbc4sWLuf322zl37hwGg4F169Zx9OhRPvjgA77++mtHtLFd69apAxqvmti2S5AGj1aSqC6EEEK0Jzb3NE2dOpW1a9eyceNGVCoVTz75JEeOHGHDhg1MmDDBEW1s19QeKnqGdTA/76CpO5tOCCGEEI7XrDpNkyZNYtKkSfZui6hH0iGdRZ2mA2f1jHnhRxZPjXd58U0hhBCiPWl2ccs9e/Zw5MgRVCoVffv2ZejQofZsl8AYMD2wZh+acstK65n6Uh5Ys69VVC0XQggh2gubg6azZ89y88038/PPPxMUFARAXl4eiYmJfPzxx0RHR9u7je1SlUFhyYaUehcTVjCuj7dkQwoT4iNaTTFOIYQQoi2zOafprrvuoqKigiNHjpCTk0NOTg5HjhxBURTuvvtuR7SxXdqdmoNOX9rgfgXQ6UvZnZrjvEYJIYQQ7ZjNPU3btm1jx44d9O7d27ytd+/e/Otf/2L06NF2bVx7llVQEzCVeGvo+mj9MxNrHyeEEEIIx7G5pykmJqbeIpaVlZV07tzZLo0SEGZlLSZrjxNCCCFEy9gcNL344ovMnTuXPXv2oCjGjJs9e/bw4IMP8s9//tOmc23dupWpU6cSFRWFSqXiyy+/tNivUqnqfbz00ku2NtvtDI8LJlKroaFsJRXGBX2HxwU7s1lCtJjc90IId2Vz0DRz5kySk5MZMWIEGo0GHx8fRowYwb59+7jrrrsIDg42P5pSVFTEwIEDWbFiRb37dTqdxeO9995DpVLxpz/9ydZmux21h4rFU+MB6gROpueLp8ZLErhwO3LfCyHclc05TcuXL7fbxadMmcKUKVMa3B8REWHx/KuvvmL8+PF069bNbm1ozSYnRLLytiEs2ZBikRQeodVInSbhtuS+F0K4K5uDphkzZjiiHU06f/4833zzDe+//36jx5WVlVFWVmZ+np+f7+imOdTkhEgmxEewOzWHrIJSwgKMQ3LSwyTag/Z63wshWiebh+dc5f333ycgIIDrr7++0eOWLl2KVqs1P9pC3Si1h4pR3UOYNqgzo7qHSMAk2o32fN8LIVoftwma3nvvPW699VY0msZniy1atAi9Xm9+pKenO6mFQgh7k/teCNGaNHsZFWfatm0bR48eZe3atU0e6+Pjg4+PjxNaJYRwJLnvhRCtjVv0NL377rsMHTqUgQMHuropQggnkfteCNHauLSnqbCwkBMnTpifp6amkpycTHBwMDExMYAxofPTTz/l5ZdfdlUzhRB2JPe9EMJd2Rw0FRUV8fzzz/PDDz+QlZWFwWCw2H/q1Cmrz7Vnzx7Gjx9vfr5w4ULAOENv9erVAHzyyScoisLNN99sa1OFEK2Q3PdCCHelUkxlva108803s2XLFm6//XYiIyNRqSxncj344IN2bWBL5efno9Vq0ev1BAYGuro5Qrgtd7qX3KmtQrRmci9Zsrmn6X//+x/ffPONLM4rhBBCiHbF5kTwjh07WrVEihBCCCFEW2Jz0PTMM8/w5JNPUlxc7Ij2CCGEEEK0SlYNzw0ePNgid+nEiROEh4fTtWtXvLy8LI7dt2+ffVsohBBCCNEKWBU0TZ8+3cHNEEIIIYRo3awKmhYvXuzodgghhBBCtGo25zR169aN7OzsOtvz8vLo1q2bXRolhBBCCNHa2Bw0nT59mqqqqjrby8rKOHv2rF0aJYQQQgjR2lhdp2n9+vXmf3/77bdotVrz86qqKn744Qfi4uLs2zohhBBCiFbC6qDJlAyuUqmYMWOGxT4vLy+6du0q60QJIYQQos2yOmgyrTEXFxfHr7/+SmhoqMMaJYQQQgjR2ti8jEpqaqoj2iGEEEII0arZFDSVlJTw8ccfs337dnQ6HWq1mri4OKZPn86VV17pqDa2iGk94vz8fBe3RAj3ZrqHbFzj2yXkvhfCPtzpvncGq4OmEydOcNVVV1FYWIi3tzeZmZlcffXV/Prrr6xcuZLrr7+ejz76CE9PmzuvHKqgoACA6OhoF7dEiLahoKDAYiJIayT3vRD25Q73vTOoFCvDx6uvvpqYmBhef/11PDw8eP7559m6dSsbN27k+PHjTJw4kRkzZvDUU085uMm2MRgMZGRkEBAQYLEUjKPl5+cTHR1Neno6gYGBTruuvbWV9wHyXlpKURQKCgqIiorCw8PmaiVOZc1935Z+H4SwlbW//+503zuD1UGTv78/ycnJ9OzZE4Dy8nI6dOiATqcjJCSEr776ivnz50vOU7X8/Hy0Wi16vd6t/0NuK+8D5L0IS/IzFO2Z/P43j9VhY1BQkLnLG6C4uJjKykq8vb0BGDBgADqdzv4tFEIIIYRoBawOmiZMmMDChQv5/fffSU1N5f7772fQoEEEBAQAkJaWRlhYmMMaKoQQQgjhSlZnbb/44otMmzaN+Ph4VCoVMTExrFu3zrz/woULPPLIIw5ppDvy8fFh8eLF+Pj4uLopLdJW3gfIexGW5Gco2jP5/W8eq3OaTI4fP05ZWRl9+vRpdTPlhBBCCCEcxeagSQghhBCiPbKpq0in07Fy5cp6i1vOnDkTtVrtqHYKIYQQQriU1Ynge/bsoW/fvmzYsIHS0lKOHTvGkCFD8Pf35+GHH+byyy+3mF0nhBBCCNGWWB00zZ8/nwULFrB//3527NjB+++/z7Fjx/jkk084deoUJSUl/OMf/3BkW4UQQgghXMbqnCY/Pz8OHTpEt27dAGPFXY1GQ3p6OuHh4WzatImZM2dy7tw5hzZYCCHass2bNzN+/Hhyc3MJCgpydXOEELVY3dMUFhZmUbzy/PnzVFZWmiuJ9uzZk5ycHPu30EWWLl3KZZddRkBAAGFhYUyfPp2jR49aHKMoCk899RRRUVH4+voybtw4Dh8+bHFMWVkZc+fOJTQ0FH9/f6677jrOnj1rcUzXrl1RqVQWj8cee6zVvZe33nqLcePGERgYiEqlIi8vr861cnNzuf3229FqtWi1Wm6//fZ6j2vt78MdPpOcnBzmzp1L79698fPzIyYmhnnz5qHX6y3O48jPRLReXbt2Zfny5a5uhhBtitVB0/Tp07n//vtJSkrip59+4tZbb2Xs2LH4+voCcPToUTp37uywhjrbli1bmD17Nrt27WLTpk1UVlYyceJEioqKzMe8+OKLLFu2jBUrVvDrr78SERHBhAkTLHK75s+fzxdffMEnn3zC9u3bKSws5Nprr6Wqqsriek8//TQ6nc78sOdQp73eS3FxMZMnT+bvf/97g9e65ZZbSE5OJikpiaSkJJKTk7n99tvd7n1A6/9MMjIyyMjI4J///CcHDx5k9erVJCUlcffdd1tcy5GfiWhYeXm5q5sghMO0299vxUoFBQXKjTfeqHh6eioqlUpJTExUTp06Zd7/7bffKv/973+tPZ3bycrKUgBly5YtiqIoisFgUCIiIpTnn3/efExpaami1WqVN954Q1EURcnLy1O8vLyUTz75xHzMuXPnFA8PDyUpKcm8LTY2VnnllVec80aU5r2X2n766ScFUHJzcy22p6SkKICya9cu87adO3cqgPL777+7zftQFPf7TEz++9//Kt7e3kpFRYWiKM3/TMaOHavMmTNHefDBB5WgoCAlLCxMefPNN5XCwkJl5syZSocOHZRu3bopGzdutHjd4cOHlSlTpij+/v5KWFiYcttttykXLlww7//f//6njB49WtFqtUpwcLByzTXXKCdOnDDvT01NVQDl888/V8aNG6f4+voqAwYMUHbs2NHoz2/x4sVKdHS04u3trURGRipz58417zt//rxy7bXXKhqNRunatauyZs0ai8/XdM39+/ebX5Obm6sAyk8//aQoiqJUVlYqd911l9K1a1dFo9EovXr1UpYvX27RhhkzZijTpk1TnnvuOSUyMlKJjY1VFEVRzp49q9x4441KUFCQEhwcrFx33XVKampqg+/F9Hv5/fffK0OHDlV8fX2VUaNGWXxeJ06cUK677jolLCxM8ff3V4YNG6Zs2rTJ4vMDLB6ihvx+u/73OykpSRk0aJCi0WiU8ePHK+fPn1c2btyo9OnTRwkICFD+8pe/KEVFRebXGQwG5YUXXlDi4uIUjUajDBgwQPn000/N+215Dy+99JISERGhBAcHK7NmzVLKy8sb/fnXZvOdVFJSohQUFNj6Mrd3/PhxBVAOHjyoKIqinDx5UgGUffv2WRx33XXXKXfccYeiKIryww8/KICSk5NjccyAAQOUJ5980vw8NjbW/AEOHDhQ+b//+z+lrKysVb2X2hoKNt59911Fq9XWOV6r1Srvvfee3dpv4qj3oSju95mYvP3220poaKj5eXM/k7FjxyoBAQHKM888oxw7dkx55plnFA8PD2XKlCnKW2+9pRw7dkx54IEHlJCQEPN/bBkZGUpoaKiyaNEi5ciRI8q+ffuUCRMmKOPHjzef97PPPlM+//xz5dixY8r+/fuVqVOnKv3791eqqqoURan5D75Pnz7K119/rRw9elS54YYblNjYWHMgeKlPP/1UCQwMVDZu3KicOXNG+eWXX5S33nrLvH/KlClKQkKCsmPHDmXPnj1KYmKi4uvra9OXSnl5ufLkk08qu3fvVk6dOqWsWbNG8fPzU9auXWt+zYwZM5QOHToot99+u3Lo0CHl4MGDSlFRkdKzZ0/lrrvuUg4cOKCkpKQot9xyi9K7d+8Gf59Mv5cjRoxQNm/erBw+fFi5/PLLlcTERPMxycnJyhtvvKEcOHBAOXbsmPL4448rGo1GOXPmjKIoipKdna106dJFefrppxWdTqfodLoGP+v2SH6/Xf/7PXLkSGX79u3Kvn37lB49eihjx45VJk6cqOzbt0/ZunWrEhISYvFH49///nelT58+SlJSknLy5Ell1apVio+Pj7J582ab3kNgYKBy//33K0eOHFE2bNig+Pn5Wfw8myJ/fljBYDAoU6dOVcaMGWPe9vPPPyuAcu7cOYtj7733XmXixImKoijKhx9+qHh7e9c534QJE5T77rvP/HzZsmXK5s2bld9++838pXf33Xe3qvdSW0PBxrPPPqv07NmzzvE9e/ZUnnvuOfu8gWqOfB+K4n6fiaIoysWLF5WYmBjl8ccfN29r7mcyduxYi/ZUVlYq/v7+yu23327eptPpFEDZuXOnoiiK8sQTT9RpW3p6ugIoR48erfc6ph42U7Bo+g/+nXfeMR9z+PBhBVCOHDlS7zlefvllpVevXvX+tXj06NE6PW1HjhxRAJu+VOoza9Ys5U9/+pP5+YwZM5Tw8HCLL4t3331X6d27t2IwGMzbysrKFF9fX+Xbb7+t97y1e5pMvvnmGwVQSkpKGmxPfHy88q9//cv83Nm9pe5Efr9b1+/30qVLFUA5efKkedtf//pXZdKkSYqiKEphYaGi0Wjq9Mjdfffdys0332zTe4iNjVUqKyvN2/785z8rN910U4PnuJSsg2KFOXPmcODAAbZv315nn0qlsniuKEqdbZe69JgFCxaY/z1gwAA6duzIDTfcwAsvvEBISEgLW2/J3u+lqXM09zxNcfT7cLfPJD8/n2uuuYb4+HgWL17c6DkaO09tAwYMMP9brVYTEhJC//79zdvCw8MByMrKAmDv3r389NNPdOjQoc65Tp48Sa9evTh58iRPPPEEu3bt4uLFixgMBsC44HdCQkK9146MjDRfp0+fPnXO/ec//5nly5fTrVs3Jk+ezNVXX83UqVPx9PTkyJEjeHp6MmzYMPPxffr0adastDfeeIN33nmHM2fOUFJSQnl5OYMGDbI4pn///nh7e5uf7927lxMnTpgXNjcpLS3l5MmTjV6voZ9BTEwMRUVFLFmyhK+//pqMjAwqKyspKSkhLS3N5vfVXsnvtyVX/n6Hh4fj5+dnnp1v2rZ7924AUlJSKC0tZcKECRbnKC8vZ/DgwTa9h379+lkU4o6MjOTgwYONtrU2CZqaMHfuXNavX8/WrVvp0qWLeXtERAQAmZmZ5l96MP7im262iIgIysvLyc3NpWPHjhbHJCYmNnjNkSNHAnDixAm7fkG35L1YIyIigvPnz9fZfuHCBZvO0xRHv4/6tObPpKCggMmTJ9OhQwe++OILvLy8LM7T3M+k9nnAGHzV3mYKukxfDAaDgalTp/LCCy/UOZfpPUydOpXo6GjefvttoqKiMBgMJCQk1Ekqbew6l4qOjubo0aNs2rSJ77//nlmzZvHSSy+xZcsWlOqKKo0FiB4exvkwpmMBKioqLI7573//y4IFC3j55ZcZNWoUAQEBvPTSS/zyyy8Wx/n7+1s8NxgMDB06lA8//LDOdTt16tRgm6Dxn8EjjzzCt99+yz//+U969OiBr68vN9xwQ/tNzm0G+f2u0Rp+v+v7PGr/7AG++eabOhPOTAsOW/seGruONSRoaoCiKMydO5cvvviCzZs3ExcXZ7E/Li6OiIgINm3aZI50y8vL2bJli/mmGjp0KF5eXmzatIkbb7wRMC5Fc+jQIV588cUGr71//34Aiy9LV78Xa4waNQq9Xs/u3bsZPnw4AL/88gt6vb7RILG1vY/6tNbPJD8/n0mTJuHj48P69evRaDQW53H0Z1LbkCFD+Pzzz+natWu9i3lnZ2dz5MgR3nzzTS6//HKAenvXmsPX15frrruO6667jtmzZ9OnTx8OHjxI3759qaysZM+ePeb3f/ToUYuSC6b/3HU6nflnnZycbHH+bdu2kZiYyKxZs8zbmvpLGow/k7Vr1xIWFmYuz2IP27ZtY+bMmfzxj38EoLCwkNOnT1sc4+3tXWeWrmg++f2uy1G/35eKj4/Hx8eHtLQ0xo4dW+8xzX0PtpKgqQGzZ8/mo48+4quvviIgIIDMzEwAtFotvr6+qFQq5s+fz3PPPUfPnj3p2bMnzz33HH5+ftxyyy3mY++++24eeughQkJCCA4O5uGHH6Z///5cddVVAOzcuZNdu3Yxfvx4tFotv/76KwsWLOC6664jJiam1bwXMPZ6ZGZmcuLECQAOHjxIQEAAMTExBAcH07dvXyZPnsy9997Lm2++CcB9993HtddeS+/evd3mfbjLZ1JQUMDEiRMpLi5mzZo15Ofnk5+fDxj/o1Sr1Q7/TC59T2+//TY333wzjzzyCKGhoZw4cYJPPvmEt99+m44dOxISEsJbb71FZGQkaWlpdql9tXr1aqqqqhgxYgR+fn785z//wdfXl9jYWEJCQszv/6233sLT05P58+ebS6WA8Qtp5MiRPP/883Tt2pWLFy/WKS/Ro0cPPvjgA7799lvi4uL4z3/+w6+//lon2L3UrbfeyksvvcS0adN4+umn6dKlC2lpaaxbt45HHnnEonfRFj169GDdunVMnToVlUrFE088Ueev5a5du7J161b+8pe/4OPjQ2hoaLOuJYzk97suR/1+XyogIICHH36YBQsWYDAYGDNmDPn5+ezYsYMOHTowY8aMZr8Hm1md/dTOcMl0XdNj1apV5mMMBoOyePFiJSIiQvHx8VGuuOIKc8KfSUlJiTJnzhwlODhY8fX1Va699lolLS3NvH/v3r3KiBEjFK1Wq2g0GqV3797K4sWLLaZatpb3snjx4ibPk52drdx6661KQECAEhAQoNx66631Jlq35vfhLp+JKaGyvkftKb/N+UzGjh2rPPjggxbb6kssBpQvvvjC/PzYsWPKH//4RyUoKEjx9fVV+vTpo8yfP9+cKLpp0yalb9++io+PjzJgwABl8+bNFudoTtLqF198oYwYMUIJDAxU/P39lZEjR1okmep0OuWaa65RfHx8lJiYGOWDDz6o815SUlKUkSNHKr6+vsqgQYOU7777zuKapaWlysyZMxWtVqsEBQUpDzzwgPLYY48pAwcONJ/DNJ35UjqdTrnjjjuU0NBQxcfHR+nWrZty7733Knq9vt73U98Ehf3791t8rqmpqcr48eMVX19fJTo6WlmxYkWdz2znzp3KgAEDFB8fHyk5cAn5/W5dv9+rVq2qM8t38eLFFtc3GAzKq6++qvTu3Vvx8vJSOnXqpEyaNMlcpqW57+HBBx9Uxo4dW29b62P1MipCCNFWdO3alfnz5zN//nxXN0UIu5Pfb8exuiK4EEIIIUR7JkGTEEIIIYQVZHhOCCGEEMIK0tMkhBBCCGEFCZqEEEIIIawgQZMQQgghhBUkaBJCCCGEsIIETUIIIYQQVpCgSQghhBDCChI0CSGEEEJYQYImIYQQQggrSNAkhBBCCGEFCZqEEEIIIawgQZMQQgghhBUkaBJCOMzWrVuZOnUqUVFRqFQqvvzyyyZfs2XLFoYOHYpGo6Fbt2688cYbjm+oEEJYQYImIYTDFBUVMXDgQFasWGHV8ampqVx99dVcfvnl7N+/n7///e/MmzePzz//3MEtFUKIpqkURVFc3QhHMhgMZGRkEBAQgEqlcnVzhHBbiqJQUFBAVFQUHh62/72lUqn44osvmD59eoPHPProo6xfv54jR46Yt91///389ttv7Ny5s8HXlZWVUVZWZn5uMBjIyckhJCRE7nshWqCl931b4+nqBjhaRkYG0dHRrm6GEG1Geno6Xbp0cci5d+7cycSJEy22TZo0iXfffZeKigq8vLzqfd3SpUtZsmSJQ9okhHDsfe9O2nzQFBAQABg/8MDAQBe3Rgj3lZ+fT3R0tPmecoTMzEzCw8MttoWHh1NZWcnFixeJjIys93WLFi1i4cKF5ud6vZ6YmBi574VoIWfc9+6kzQdNpq75wMBA+c9TCDtw9HDXpec3ZRA0dl0fHx98fHzqbJf7Xgj7kGFuIxmgFEK0GhEREWRmZlpsy8rKwtPTk5CQEBe1SgghjNp8T5MQrlRlUNidmkNWQSlhARqGxwWj9pC/2BoyatQoNmzYYLHtu+++Y9iwYQ3mMwkhhLNI0CSEgyQd0rFkQwo6fal5W6RWw+Kp8UxOqD83p60pLCzkxIkT5uepqakkJycTHBxMTEwMixYt4ty5c3zwwQeAcabcihUrWLhwIffeey87d+7k3Xff5eOPP3bVWxBCCDMZnhPCAZIO6XhgzT6LgAkgU1/KA2v2kXRI56KWOdeePXsYPHgwgwcPBmDhwoUMHjyYJ598EgCdTkdaWpr5+Li4ODZu3MjmzZsZNGgQzzzzDK+99hp/+tOfXNJ+IYSorc3XacrPz0er1aLX6yUhVDhFlUFhzAs/1gmYTFRAhFbD9kf/4FZDde50L7lTW4VozeResiQ9TULY2e7UnAYDJgAF0OlL2Z2a47xGCSGEaDGXBk1Lly7lsssuIyAggLCwMKZPn87Ro0ctjlm3bh2TJk0iNDQUlUpFcnKyaxorhJWyCmoCJgOlnPG9ljO+12KgtMHjhBBCtH4uDZq2bNnC7Nmz2bVrF5s2baKyspKJEydSVFRkPqaoqIjRo0fz/PPPu7ClQlgvLEBj1+OEEEK0Di6dPZeUlGTxfNWqVYSFhbF3716uuOIKAG6//XYATp8+7ezmCdEsw+OCidRqyGwip2l4XLBzGyaEEKJFWlVOk16vByA4uPlfJmVlZeTn51s8hHAmtYeKxVPjGz1m8dR4t0oCF0II0YqCJkVRWLhwIWPGjCEhIaHZ51m6dClardb8kMV6hStMTohk5W1DCPazLMjY0c+LlbcNaTd1moQQoi1pNUHTnDlzOHDgQIuL2C1atAi9Xm9+pKen26mFQthmckIki67ua7Ht5uExEjAJIYSbahUVwefOncv69evZunUrXbp0adG5Glq4UwhXyMy3zGv67WyeaxoihBCixVza06QoCnPmzGHdunX8+OOPxMXFubI5Qtjdudxii+fJaXlUGdp0PVkhhGizXNrTNHv2bD766CO++uorAgICzKuba7VafH19AcjJySEtLY2MjAwAcx2niIgIIiIiXNNwIayUkVfT09TBx5OisiqOZxXQJ0Iq6wohhLtxaU/TypUr0ev1jBs3jsjISPNj7dq15mPWr1/P4MGDueaaawD4y1/+wuDBg3njjTdc1WwhrKbTl5j/3b+zMVDadybPRa0RQgjREi7tabJm2buZM2cyc+ZMxzdGCDtTFIVzeaWgNj4f2CWIX04Vsy8tl1tGxLi2cUIIIWzWambPCdHW5BVXUFxeZX4+MEYLwP60XFc1SQghRAtI0CSEg5zLK7F4PrBzRwBOXigir7jcFU0SQgjRAhI0CeEgZy+ZOdfR35u4UH8A9qfnuaBFQgghWkKCJiEc5GxuSZ1tg2OCANiflufcxgghhGgxCZqEcJBLh+cAhsQYh+gkr0kIIdyPBE1COEhjPU3JaXkYpMilEEK4lVaxjIoQbdG5eoKm3uEB+HmrKSir5MSFQnqFBzjs+lUGhd2pOWQVlBIWoGF4XDBqD5XDrieEEG2dBE1COMilieAAnmoPBnTRsutUDvvO5DosaEo6pGPJhhR0+pqK5JFaDYunxsuCwUII0UwyPCeEAxSUVpBfWlnvPlNe0z4H5TUlHdLxwJp9FgETQKa+lAfW7CPpkM4h1xVCiLZOgiYhHMCUBK719aqzryYZPM/u160yKCzZkEJ92VKmbUs2pMiiwUII0QwSNAnhAGdzjEFTVJCmzr5B1cngx7MK0ZdU2PW6u1Nz6vQw1aYAOn0pu1Nz7HpdIYRoDyRoEsIBTD1NUVrfOvtCO/gQG+IHQLKdi1xmFdQETAZKOeN7LWd8r8VAaYPHCSGEsI4ETUI4gClo6hxUN2gCGBwdBNi/XlNYQN2erZYcJ4QQooYETUI4gGnmXFTH+oOmIbGmZPA8u163W6g/alXDZQVUGGfRDY8Ltut1hRCiPZCgSQgHMNVoqm94DmqSwZPTcu1W5LK4vJJ7/7OHKqX+85lCqcVT46VekxBCNIMETcIuqgwKO09m81XyOXaezG73s7PMOU31JIID9I4IQOPlQX5pJacuFrb4elUGhXkfJ3PgrJ6Ofl4suS6eiEAfi2MitBpW3jZE6jQJIUQzSXFL0WJSSNFSSXkVFwvLgYZzmrzUHgzoEsTu1Bz2ncmjR1jzi1wqisIzX6fw/ZHzeHt68M6MYQyNDeaPQzqhfcF4TJeOvmx75A/SwySEEC0gPU2iRaSQYl2mXiZ/b3W9dZpMzPWa0luWDP7u9lRW7zgNwCs3DmJorDFfqXaApNOXUlFlaNF1WuL1118nLi4OjUbD0KFD2bZtW6PHf/jhhwwcOBA/Pz8iIyO58847yc7OdlJrhRCifhI0iWaTQor1MwVNXTr6oWokKdu0eO++M3k2nb/2UOjy74/x7MYjACya0odrBtTfs1dlUPg9s8Cm69jL2rVrmT9/Po8//jj79+/n8ssvZ8qUKaSlpdV7/Pbt27njjju4++67OXz4MJ9++im//vor99xzj5NbLoQQlmR4TjSbLYUUR3UPcV7DXMw0c65zAzPnTExB07GsAvJLKwjUNNwrZVLfUCjAFb1Cue+Kbo2+9tA5PYOqSx0407Jly7j77rvNQc/y5cv59ttvWblyJUuXLq1z/K5du+jatSvz5s0DIC4ujr/+9a+8+OKLDV6jrKyMsrIy8/P8/Hw7vwshhJCeJtECUkixfqaZcw3lM5mEBWjo0tEXRYED6fomz9vQUCjA1mMX+fZwZqOvP5zR9DXsrby8nL179zJx4kSL7RMnTmTHjh31viYxMZGzZ8+yceNGFEXh/PnzfPbZZ1xzzTUNXmfp0qVotVrzIzo62q7vQwghQIIm0QJSSLF+NcNzjQdNYP3ivY0NhYKxnEBTQ6GHzjm/9+XixYtUVVURHh5usT08PJzMzPqDvMTERD788ENuuukmvL29iYiIICgoiH/9618NXmfRokXo9XrzIz093a7vQwghQIIm0QLD44KJ1DYeELXHQopnTT1NVgVNQUDTQZM91pQ7mllAeaVrksEvze1SFKXBfK+UlBTmzZvHk08+yd69e0lKSiI1NZX777+/wfP7+PgQGBho8RBCCHuToEk0m9pDxeKp8Y0e0x4LKZqG57p09Gvy2MGmGXRpeSgNFKWElg+FBmo8Ka8ycDzLucngoaGhqNXqOr1KWVlZdXqfTJYuXcro0aN55JFHGDBgAJMmTeL111/nvffeQ6drf7MxhRCthwRNokUmJ0QyslvDPUnlVe1r5lx5pYHz1YFLUzlNAH0jA/Hx9EBfUsGpi0UNHtfSodD4SGPPy2EnD9F5e3szdOhQNm3aZLF906ZNJCYm1vua4uJiPDws/2tSq9UAjQaWQgjhaBI0iRZRFIUz2cUW21bfeRn3Xm6cyfXIp79x4GyeC1rmGjp9CYoCPp4ehHbwbvJ4b08P+nfWArDvTMNDdP4+6kbP09SacvFRxqDpkAuSwRcuXMg777zDe++9x5EjR1iwYAFpaWnm4bZFixZxxx13mI+fOnUq69atY+XKlZw6dYqff/6ZefPmMXz4cKKiopzefiGEMJGSA6JFUi8WodOX4q2uib9HxIUwtmc0Jy8U8uPvWdz7wR7WzxlDeGDbTwg/VyufqbEaTbUNie3InjO57E/P48/D6s76yikq54E1+xp8vTVryvWNDAQyOXTO+UHTTTfdRHZ2Nk8//TQ6nY6EhAQ2btxIbGwsADqdzqJm08yZMykoKGDFihU89NBDBAUF8Yc//IEXXnjB6W0XQojapKdJtMjPJ41VmgdFay22qz1UvPqXQfQM68D5/DLu+2APpRVVrmiiU53Ns67cQG3mZPB6epoqqwzM+Wgf5/JK6Brix7IbBzRrTTlTT1OKLt8lxUZnzZrF6dOnKSsrY+/evVxxxRXmfatXr2bz5s0Wx8+dO5fDhw9TXFxMRkYGa9asoXPnzk5utRBCWJKgSbTIzpMXARjRrW7xygCNF+/MGEaQnxe/ndXz6OcHqKwytOmFfc/mWl9uwMSUDH7sfAGFZZUW+5b+73d2nMzG31vNW3cM4/oh0Xy/cJx5/+o7L2P7o39oco2/rsH++HurKa0wcOpCyxcIFkKI9kiG50SzGaqX8wAY1S0YdtY9JjbEn9dvGcLt7+3mq+QMfjySRUGtwKCtLexry8w5k/BADZ2DfDmXV8KB9DwSe4QCsG7fWd7dngrAyzcOpFe4cVHf2kNwI+JCrJqd6OGhIj4qkF9P53IoQ0/P8OYvECyEEO2V9DSJZkvR5ZNbXIG/t5qEzkENHpfYI5Qbh3UBsAiYoO0t7Hsur3oJFRuG5wDz8iYf/nKGnSez+S09j0XrDgIwZ3wPuwSV/aKMQ6iuKHIphBBtgfQ0iWYz9TKN6BaCl7rh+LvKoLD56IV69ynUVLOeEB/h9jWdbClsaZJ0SMe248afzzcHM/nmYCZqFVQpML53JxZM6GWXtiV0NgVNzk8GF0KItkB6mkSz/Vydz5TYxGK89qhm7Q6qDAqZ1e/T2pwm03py+aWWPXCm8lZTB0baLZBM6FydDJ6Rj6GN5ZIJIYQzSNAkmqW80mAOchK7hzZ6bHtZ2Pd8fimVBgVPD5VVxSibWk8O4KVvj9ktWb57pw54e3pQUFZJWk5x0y8QQghhQYIm0Sy/nc2juLyKYH9v+kQ0nlTcXhb2NQ3NRQZprOodaqoHDuzbA+el9qBv9WfliiKXQgjh7lwaNC1dupTLLruMgIAAwsLCmD59OkePHrU4RlEUnnrqKaKiovD19WXcuHEcPnzYRS0WJjtOmGbNheDRRIBgWti3oaOaqmbtLkxJ4F2CrJs554oeuH6dJRlcCCGay6VB05YtW5g9eza7du1i06ZNVFZWMnHiRIqKatbgevHFF1m2bBkrVqzg119/JSIiggkTJlBQ4NyFR4Ulcz5Tj8bzmcByYd9LAydrqlm7i7M5tiWBu6IHLqF6Bt1h6WkSQgibuTRoSkpKYubMmfTr14+BAweyatUq0tLS2Lt3L2DsZVq+fDmPP/44119/PQkJCbz//vsUFxfz0UcfubLp7VpxeSX704zVq0c3kc9kMjkhkpW3DSG8GdWs3cU5G6uBu6IHzpQMfuicXha/FUIIG7WqnCa93vjXb3Cw8UsiNTWVzMxMJk6caD7Gx8eHsWPHsmPHjnrPUVZWRn5+vsVD2Nee07lUVClEaTXEhlhfxHFyQqRFNetuoX5WVbN2F6agydqZc67ogesVHoCnh4rc4goymsinEkIIYanVBE2KorBw4ULGjBlDQkICAJmZmQCEh4dbHBseHm7ed6mlS5ei1WrNj+jougugipapGZoLtXpRWpPaAUBb+9JuTo0mZ/fAabzU5mrgUq9JCCFs02qCpjlz5nDgwAE+/vjjOvsu/WJWFKXBL+tFixah1+vNj/T0dIe0tz0zJYGPtiKfqTGlFQZOZxc1faAbMBgUc09TtA1LqEDdHjhr15NrroTqxXsPS9AkhBA2aRVB09y5c1m/fj0//fQTXbp0MW+PiIgAqNOrlJWVVaf3ycTHx4fAwECLh7AffXGFebp6U/WZrHFE1zaGTy8WlVFeacBDZewlslVz1pNrLnNl8Iy28bMXQghncWnQpCgKc+bMYd26dfz444/ExcVZ7I+LiyMiIoJNmzaZt5WXl7NlyxYSExOd3VwB7DyVjaJA907+hAe2fFbX77q2MQvSNDQXHqhpdEmZ1qB2MrgQQgjruXTtudmzZ/PRRx/x1VdfERAQYO5R0mq1+Pr6olKpmD9/Ps899xw9e/akZ8+ePPfcc/j5+XHLLbe4sunt1o7qfKbRPVreywRtp6fpXK5tSeCu1DcyEJUKsgrKyMovJcwOwa8QQrQHLg2aVq5cCcC4ceMstq9atYqZM2cC8Le//Y2SkhJmzZpFbm4uI0aM4LvvviMgoPEq1MIxdlQv0muPoTloQ0GTjeUGXMnP25PunTpwIquQwxn5EjQJIYSVXBo0WVMnRqVS8dRTT/HUU085vkGiUefzSzmRVYhKBSO72ad2UIa+FH1xBVo/L7ucz1XO5hqrgdsyc86VEqICOZFVyKFzesb3CXN1c4QQwi207uQL0aqYhuYSorQE+Xm3+HxR1QnTRzLdv7epZnjOtplzrlKTDC55TUIIYS0JmoTVTKUGrFk6xRq9qxeP/b0NDNG50/AcQL8oWYNOCCFsJUGTsIqiKHbPZ+pdXWTxiJvPoFMUpVmFLV0pvrpW07m8EnKLyl3cGiGEcA8SNAmrnMku5lxeCV5qFZd17WiXc/aOMH5x/+7mw3N5xRUUl1cB7tPTpPX1Mi+Bc1jqNQkhhFUkaBJWMfUyDY7piJ+3feYP9I7oAMDR8wVUGdx38VjT0FxoBx80XmoXt8Z6CVGS1ySEELaQoElYxbTe3Gg7Dc0BxAT7o/HycPvlVNxt5pxJPylyKYQQNpGgSTTJYFDYedK+SeBgXDrENETnzvWazrpRYcvaTD1NMjwnhBDWkaBJNOno+QJyisrx81YzsEuQXc/d1zyDzn2TwU3Dc13cJJ/JpF91MnjqxSIKSitc3BohhGj9JGgSDaqq7mF6c+tJAC7rGoy3p31/ZfpGtp2eJncbngvp4GOulZUivU1CCNEkl1YEF61X0iEdSzakoNOXmrftS8sl6ZCOyQmRdrtOH1NPU6Yb9zS56fAcQL/OWjL0pRzKyGdEN/sNvQohRFskPU2ijqRDOh5Ys88iYAIoKK3kgTX7SDqks9u1+kTW1AvSF7t+iMjUu/ZV8jl2nsy2alZfTWFL96gGXps5r0mSwYUQokkSNAkLVQaFJRtSaCxUWLIhxW4lArS+XubaRq6u15R0SMeYF37k5rd38eAnydz89i7GvPBjo0FiQWkF+hJjsOduw3MACaYZdA4uO/D6668TFxeHRqNh6NChbNu2rdHjy8rKePzxx4mNjcXHx4fu3bvz3nvvObSNQgjRFAmahIXdqTl1ephqUwCdvpTdqTl2u2bfSFNlcNcFTQ31rmXqSxvtXTP1MgX5edHBx/1Gu01r0B3PKuTTPelW967ZYu3atcyfP5/HH3+c/fv3c/nllzNlyhTS0tIafM2NN97IDz/8wLvvvsvRo0f5+OOP6dOnj13bJYQQtnK//+WFQ2UV1AQNBkpJ970BgOiSz/BAU+9xLdUnIpDvj2S5LK+psd41BVBh7F2bEB+B2kNlsd+Uz+QulcAvte9MDh4qMCjwyGcHAIjUalg8Nd5uuWvLli3j7rvv5p577gFg+fLlfPvtt6xcuZKlS5fWOT4pKYktW7Zw6tQpgoODAejatatd2iKEEC0hPU3CQliApumDbDjOGq6eQdeS3jV3rdEExt61WR/u59KOpaZ612xRXl7O3r17mThxosX2iRMnsmPHjnpfs379eoYNG8aLL75I586d6dWrFw8//DAlJSUNXqesrIz8/HyLhxBC2JsETcLC8LhgIrUaVA3sV2HsiRgeF2y3a/apHp5z1XIql/aunfG9ljO+12KgtMHjTNw1Cbyp3jWwT+7axYsXqaqqIjw83GJ7eHg4mZmZ9b7m1KlTbN++nUOHDvHFF1+wfPlyPvvsM2bPnt3gdZYuXYpWqzU/oqOjW9RuIYSojwRNwoLaQ8XiqfH17jMFUounxtcZpmqJriGuXU6lJb1r59y0RpOzc9dUKsvfF0VR6mwzMRgMqFQqPvzwQ4YPH87VV1/NsmXLWL16dYO9TYsWLUKv15sf6enpdmm3EELUJkGTqGNyQiQrbxtSJzCK0GpYedsQu9ZpAsvlVFxRGbyp3jVouHfNtO6cuw3PtaR3zRahoaGo1eo6vUpZWVl1ep9MIiMj6dy5M1qt1rytb9++KIrC2bNn632Nj48PgYGBFg8hhLA3CZpEvfp3CbIYmll952Vsf/QPdg+YTEzLqbgir6mx3jWT4XHB9fau1QzPuVfQ5KzcNW9vb4YOHcqmTZsstm/atInExMR6XzN69GgyMjIoLCw0bzt27BgeHh506dKlRe0RQoiWkKBJ1Gv78QsWz0fEhdh1SO5Srk4GN/Wu+VyyTEyAxjjB9KvkDN7bnmqxr7SiiouF5YD79TQ5M3dt4cKFvPPOO7z33nscOXKEBQsWkJaWxv333w8Yh9buuOMO8/G33HILISEh3HnnnaSkpLB161YeeeQR7rrrLnx93evnLIRoWyRoEvXadvyiU6/XGpZTmZwQSQcftfn56jsvI/nJiTx4ZU8Anv46hbW/1tQWMs2c6+DjidbXy7mNbaHavWuXBk72zl276aabWL58OU8//TSDBg1i69atbNy4kdjYWAB0Op1FzaYOHTqwadMm8vLyGDZsGLfeeitTp07ltddea3FbhBCiJaROkwNUGRR2p+aQVVBKWICmwaGd1qrKoLD9hJODpkuWU9H6OT8IySooJbuoAqo7M0y9a/Ov6klxeSVvb0vlsXUH0XipuXZAFN+nnAego58XBgXU7vMRAzW9a0+u30tarRVsIuxcpwlg1qxZzJo1q959q1evrrOtT58+dYb0hBDC1SRosrP6Frq1d7FARzucoSevuIIAJ1a4Ni2nci6vhN8zXbN47JEGktBVKhV/v7ovxeVVfPhLGgvWJvPU+sPkVq+Vl55bwpgXfnSrz9hkckIkiT3GoX3B+Hz1nZcxtme0WwX5QgjhLDI8Z0fNXYqjtTENzdmzFpM1XL2cSkpGw9dVqVQ8My2BEXHBGBTMAZOJu33GtdUOkByduyaEEO5MgiY7cVaxQGfYVp0EPrpHqFOv28dUdsBFeU0pTQRrCnCmgTpS7vYZCyGEsJ0ETXbiioVuHaGorJK9Z3IBSOzu3CEyV8+gS8nQN7p/d2oOmfllDe53l89YCCFE80jQZCfOKhboaL+kZlNRpRAd7EtMsHOXBnHlciol5VWkXmy8Gnlb+YyFEEI0jySC11JcXtns1wZqrJvtFajxatF1HO2HI1kAjOoWQklFlXl7cXklKhpud+331NixjR0XFuCDj6eK0goDRzLz6Rbq3+z3YasDZ/UYFAj28yJdqb99zfmM7fFzae6xzTlOCCFEwyRoqiX+yW8dfo07V//q8GvYw3/3nOWTPSfM0++H/t/3eNBwdWgDpVYda+1x1762vdltb4mc4gqr33NDan/G9v65OOKctY8TQgjRMJWiKG06azU/Px+tVoter29wPaqi8iI6LO0AQHTJZ41+uaT73tDkcday9nyuOs6V2uN7drXTz1/T6H5r7qXWwp3aKkRrJveSJelpusTef1yFv3f9w0JF5UWEvdz4cd8e1rFg7QGLbaEdvHni2r5MiI+w+XzOPG7d3nP846tDDOii5ZP7Rtb7Wkf7cFcaz248whU9Q/nwbN02XspeP5ub39rFb2f1vHhDf64dENVoGzelZPLcxt85XyspPDzQh79f3afOZyyEEKLtkKDpEn7envh51/9jUWr9uBo6bmiMccaZl1pFpNaXtJxiHp7Ym2mD6i40as35nHncrtRsAMb1DmvwtY42oItxZfsTWTWLtTr6Z2MwKByvvt6QmI5Nvvdpg7pw7YDObl31XQghhO1k9pydHT1vrDHUMyyAaYOMPRY7Tma7sklWMRgUfq5eOuWKns6tz1SbaTmVjEbKN9jbmZxiisur0Hh5EBfawarXqD1UjOoewrRBnRnVXQpCCiFEeyBBk50dqw6aekcEmItD7jh5EWekjtWepv9LarZN0/YPZ+STW1xBBx9PBkYHOaB11jEtp+JMpkrgvSMCJfgRQgjRIAma7OxodTXrXuEBDI4JwtdLzcXCcnMPlKMkHdJx1bLN5uczV/3KmBd+tHpZj63VVcBHdQ/BS+3aXwvTcirOkqIzFrWMj5QkRyGEEA2ToMnOanqaOuDjqTav37a9ej03RzCteXdptWpb1kMzLZ3iyqE5E9NyKs5i6mmKj5KgSQghRMNcGjRt3bqVqVOnEhUVhUql4ssvv7TYf/78eWbOnElUVBR+fn5MnjyZ48ePu6axVqioMnDygjGhuFe4sbdkTPUQnSlfyN7sseZdcXnN0iljenayfyNt1NfJPT6mNefindzDJYQQwr24NGgqKipi4MCBrFixos4+RVGYPn06p06d4quvvmL//v3ExsZy1VVXUVTU+HIXrnL6YhEVVQr+3mpzXo4pr+mX1BzKKw12v6Y91rz75VQOFVUKXTr60jXEuUun1KfPJcGLrflZtsguLON8fhkqlTGnSQghhGiIS0sOTJkyhSlTptS77/jx4+zatYtDhw7Rr18/AF5//XXCwsL4+OOPueeee5zZVKuY8pZ6RQSgUhkTivtEBBDi7012UTnJ6Xnm4Tp7qb3OmQcaYku+bvK4S5nymS7v2cncblc6esmCvTNX/Upn7XEWT41nckKkXa91RGf8zLqG+NPBRypwCCGEaFirzWkqKzPm52g0NZWb1Wo13t7ebN/e8BIbZWVl5OfnWzyc5Vh1Enjv8JqeEg8PFYnVvU3bHTBEFxZgXWXrxo7bdtz1pQZMkg7pmP3R/jrbbcnPsoUkgQshhLBWqw2a+vTpQ2xsLIsWLSI3N5fy8nKef/55MjMz0eka/uJcunQpWq3W/IiOjnZam809TeGWw0ujuxsLXu5wQNA0PC6YSK2GxvqHIrWaBnu4MvNLOJFViIcKEru7NmiyR36WrSQJXAghhLVabdDk5eXF559/zrFjxwgODsbPz4/NmzczZcoU1Gp1g69btGgRer3e/EhPT3dam4+dNyaB9464JGiq7mnan55HQWmFXa+p9lCxeGp8o8fcPDy6wfpDP58wFt4c0CUIrZ+XXdtmK3vkZ9nKlATu7DIHQggh3E+rDZoAhg4dSnJyMnl5eeh0OpKSksjOziYuLq7B1/j4+BAYGGjxcIbSiirOZBsT1C/taYoO9iM2xI8qg2LXL3yTyQmRrLxtCEGXBD0aL+PH++7205y6UFjfS83VylvD0Fx9+VmxJV/XWVy3sfwsW5RWVHHygvEzi4/U2uWcQggh2q5WHTSZaLVaOnXqxPHjx9mzZw/Tpk1zdZPqOJFViEGBYH9vQjt419k/2oF5TWAMnGaP6wHA4JggPr53JHv/MYFB0UHoSyq4+/095BaV13mdacjw8l6uLzVgj/wsWxw/X0iVQSHY35vwQB+7nFMIIUTb5dKgqbCwkOTkZJKTkwFITU0lOTmZtLQ0AD799FM2b95sLjswYcIEpk+fzsSJE13Y6vodM+czdah3Bpqj6zUB5qGty7oGM6p7CP4+nrx9xzA6B/mSerGIv67ZW6fsQV6JcemUQS5cOsWkqfwsFY3nZ9mqdhJ4a5g1KIQQonVzadC0Z88eBg8ezODBgwFYuHAhgwcP5sknnwRAp9Nx++2306dPH+bNm8ftt9/Oxx9/7MomN8iUBN47vP7cmFHdQlCpjHlPWfmOWYxWpy8BIEpb0xPTKcCHVXdeRoCPJ7tTc1i07iCVVZaB08huwS5fOgUs87MaCmEWT4232/pwkgQuhBDCFi79phw3bhyKotR5rF69GoB58+aRnp5OeXk5Z86c4ZlnnsHbu+7QV2tgKjfQK6L+oKmjvzcJUca8mZ9POqa3KSPPGDRFXrLgba/wAFbcOgS1h4rP950l8fkfLfbvTs2x+1T+5jLlZ0VoLYfgtL5erLxtiF3rNNVUApegSQghRNNc373QRphmzl2aBF6bOa/peLZD2pBRPTzX+ZKgCWBsr07cOKwLAAVllRb78ksrHVIDqbkmJ0Sy/dE/8PG9I5nULxww5mnZM2AyGBRzYUtnL9sihBDCPUnQZAcFpRWcq+7l6RXWWNBUXa/p5EUUxb7LgpRVVnGhwFgQNFJbN1G6yqCw+eiFRs9h7xpILaH2UDGqewiPTOoDGBc8ri+RvbnSc4spLKvE29ODbp387XZeIYQQbZcETXZg6mWKCNQ0Wuvosq7BeHt6oNOXcuqifdfPO683Bkw+nh4E+9cdwnRFDSR76BHWgfjIQCoNChvt2BN2pHpornd4QKvI5xJCCNH6ybeFHRw733g+k4nGS82w2I6A/WfRmXq6ooJ8650J5uwaSPZ03aAoANYnZ9jtnOYkcBmaE0IIYSUJmuzgqHnNuQ5NHluT12TfoCnDHDTVX8PI2TWQ7OnaAcZcpt2nc8hspLfMFuYkcJk55xSvv/46cXFxaDQahg4dyrZt26x63c8//4ynpyeDBg1ybAOFEMIKEjTZwbEG1pyrj6le085T2XWm/reEqdxApLZuEjg4vwaSPXXp6MfQ2I4oCnx9wD69TVJuwHnWrl3L/Pnzefzxx9m/fz+XX345U6ZMMddja4her+eOO+7gyiuvdFJLhRCicRI02YEpaLp0zbn6JHTWEqjxpKC0ksMZeru14VyesQcmqp6Zc9B4DSTTc3vWQLK36wYah+g2/NbyoCmvuNw807CPFZ+ZaJlly5Zx9913c88999C3b1+WL19OdHQ0K1eubPR1f/3rX7nlllsYNWqUk1oqhBCNk6CphS4WlnGxsByVypi03BS1h4rE7jW9TfZSX2HLSzVUAylCq7F7DSR7u7p/JB4q+O2sntMtTKL//byxlykm2I8AjWsXKW7rysvL2bt3b50q/hMnTmTHjh0Nvm7VqlWcPHmSxYsXW3WdsrIy8vPzLR5CCGFvnq5ugLsz9TLFBPvh523dj3N0jxCSDmey66T9Zqpl1EoEb8zkhEgmxEewOzWHrIJSwgKMQ3KttYfJpFOAD6N7hLLt+EU2/JbB3Ct7Nvtcv1fXZ5IkcMe7ePEiVVVVhIeHW2wPDw8nMzOz3tccP36cxx57jG3btuHpad09tXTpUpYsWdLi9gohRGOkp6mFzJXArchnMjElg+9Pz7NbO3Tm4bmmE7lNNZCmDerMqO4hrT5gMplaPUS3/reMFtW5+r36M5N8Jue5dEanoij1zvKsqqrilltuYcmSJfTq1cvq8y9atAi9Xm9+pKent7jNQghxKQmaWuhodY2mhtacq09cqD9RWg3ldkoEzy+tMFf5bigRvC2Y1C8Cb7UHx7MKzYFPcxyR5VOcJjQ0FLVaXadXKSsrq07vE0BBQQF79uxhzpw5eHp64unpydNPP81vv/2Gp6cnP/74Y53XAPj4+BAYGGjxEEIIe5OgqYWsrdFUm0qlMvc22YOplynIzwt/n7Y74qr19WJc706AsbepuU5dMOZE9ZWeJofz9vZm6NChbNq0yWL7pk2bSExMrHN8YGAgBw8eJDk52fy4//776d27N8nJyYwYMcJZTRdCiDokaGoBRVHMw3O29DQBjOlpGTT9kprd7CVMzAv1tuFeJhNTocsNLRiiqzQoaH29Gk2aF/azcOFC3nnnHd577z2OHDnCggULSEtL4/777weMQ2t33HEHAB4eHiQkJFg8wsLC0Gg0JCQk4O8vS94IIVyn7XZLOIFOX0pBWSWeHiriQm37z7ysosri+cxVv9JZe5zFU+NtnsWWUT1zrrMV+Uzu7so+4fh7qzmbW8K+tDz6RNZdMsYa8ZGB9ebUCPu76aabyM7O5umnn0an05GQkMDGjRuJjY0FQKfTNVmzSQghWgPpaWqBo9VDc906+ePtaf2PMumQjkc/P1hne6a+lAfW7CPJxjXW2lNPk6+3mgnxxlyYltRskiRw55o1axanT5+mrKyMvXv3csUVV5j3rV69ms2bNzf42qeeeork5GTHN1IIIZogQVMLNGfmXJVBYcmGFOobWDJtW7IhxaahOl0ThS3bGtMsuq8P6JpdVV2SwIUQQthKgqYWMPU02ZLPtDs1B10j66cpGIf9dqdaX8PpXBPrzrU1l/fshNbXi4uFZfx6pnm1rqSnSQghhK0kaGqB5sycyyqoCZg80BBb8jWxJV/jgabB45piCsLaS0+Tt6cHV/ePAOCbA7YNZQJ4qVV079R09XYhhBCiNgmamqnKoHAiy/YaTWEB1vUGWXucwaDUWqy3ffQ0Qc0Q3aaU81YdX3u4M1KrcZuCnkIIIVoPCZqa6WxuMaUVBjReHkQH+1n9uuFxwURqNXUWzTVRYfxSHx4XbNX5LhaVUVGl4KGC8MD2EzSNiAshLMCH/NJK87aGyjYkHdJx1bLN5udpOSWMeeFHmxPuhRBCtG8SNDXT8epepp5hATb1Wqg9VCyeGg9QJ3AyPV88Nd7qc2ZUJ4GHBWjwUrefj1PtoSKhs9Zi28xVv9YJhpIO6XhgzT4y88ssjm3uTEUhhBDtV/v5lrWz4+dtnzlnMjkhkpW3DSHikuG0CK2GlbcNsalOk66dJYGbJB3S8ePvWXW21w6GHDFTUQghRPslxS2bydTT1DuieQnFkxMimRAfwYe7zvDk+sME+Xmx/dE/2JxrY5o5F9lOksChpmxDfUzhz0P//Y3uYSetnqk4qnuI/RsqhBCiTZGepmY6kWXsaerZjJ4mE7WHiulDOgOQV1xBYVllE6+oyxQUdG5HQVNTZRsAisqrOHBWb35ur5mKQggh2i8Jmpop9WIxYPuac5cK1HgRUZ3AbZqNZ4uaauDtZ3jO2rIN43pZtyiytTMVhRBCtG8SNDVTpUEhwMfTLsFKz3DjEJ+p98oWGe2sRhNYH+Tce3l3u85UFEII0b5J0NQCvSIC7LLoa48wY9B0/Hzze5ra0/CctWUbRnYPsetMRSGEEO2bBE0t0JyZc/XpGWY8z3Ebh+fKKqu4UGCcSt+ehudsKdtgz5mKQggh2jeZPdcCvcPtsxSHqafJ1pym83pjwOTj6UGwv7dd2uIuTMHQkg0pFknhEVoNi6fGWwRDppmKu1NzyCooJSzAOCQnPUxCCCFsIUFTC9iy5lxjelYHTefySigqq8Tfx7qPJUNvqtHka5dhQndjSzCk9lBJWQEhhBAtIkFTC7R05pxJR39vQjt4c7GwnJMXChnQJciq12W008KWtUkwJIQQwlkkp6mZQvy9COngY7fzNScZvKbcQPtJAhdCCCFcRYKmZjIlb9v7fLYkg7fHcgNCCCGEq0jQZIPaa5QFaLzsumZZc2o1mYfn2tHMOSGEEMJVJGiyUtIhHVct22x+vunIeca88CNJh3R2Ob95eM6GniZdnvQ0CSGEEM4iQZMVkg7peGDNPjLzyyy2Z+pLeWDNPrsETqagKS2nmNKKKqteI4ngQgghhPO4NGjaunUrU6dOJSoqCpVKxZdffmmxv7CwkDlz5tClSxd8fX3p27cvK1eudGobqwwKSzakUN9AnGnbkg0pLR6q69TBB62vF4oCpy4UNXl8fmkFBdUL/EoiuBBCCOF4Lg2aioqKGDhwICtWrKh3/4IFC0hKSmLNmjUcOXKEBQsWMHfuXL766iuntXF3ao5F8cRLKYBOX8ru1JwWXUelUpnrNR23Iq/JNDSn9fWyuq6TEEIIIZrPpd+2U6ZMYcqUKQ3u37lzJzNmzGDcuHEA3Hfffbz55pvs2bOHadOmOaWNWQU1AZMHGmJLvm7yuObqGd6BPWdyraoMXruwpRBCCCEcr1XnNI0ZM4b169dz7tw5FEXhp59+4tixY0yaNKnB15SVlZGfn2/xaImwAOvyhaw9rjE9TGUHrKjVJDPnhBBCCOdq1UHTa6+9Rnx8PF26dMHb25vJkyfz+uuvM2bMmAZfs3TpUrRarfkRHR3dojYMjwtudDFcFcbFcofHBbfoOkCzhuekp0kIIYRwjlYfNO3atYv169ezd+9eXn75ZWbNmsX333/f4GsWLVqEXq83P9LT01vUBrWHitnju9e7z7TC2eKp8XZZ/NU0g+50djHllYZGj62ZOSdBkxBCCOEMrTaDuKSkhL///e988cUXXHPNNQAMGDCA5ORk/vnPf3LVVVfV+zofHx98fOy3vAnA0UzjcJm3p4dFMBOh1bB4ajyTEyLtcp1IrQZ/bzVF5VWcyS6iZyNr29XkNMnwnBBCCOEMrTZoqqiooKKiAg8Py84wtVqNwdB4L4w9ZeWXsnaPsbdq1czL8FCpyCooJSzAOCRnjx4mE5VKRY/wAH5Lz+N4VmHjQZMMzwkhhBBO5dLhucLCQpKTk0lOTgYgNTWV5ORk0tLSCAwMZOzYsTzyyCNs3ryZ1NRUVq9ezQcffMAf//hHp7Xx3e2plFcaGBrbkcTuIYzqHsK0QZ0Z1T3ErgGTSU8rFu41GBQyq8sgNJZvJURr8frrrxMXF4dGo2Ho0KFs27atwWPXrVvHhAkT6NSpE4GBgYwaNYpvv/3Wia0VQoj6uTRo2rNnD4MHD2bw4MEALFy4kMGDB/Pkk08C8Mknn3DZZZdx6623Eh8fz/PPP8+zzz7L/fff75T25RWXs2bXGQBmj++OSmX/IOlS1iSDXywqo7zKgIcKwgMlaBKt29q1a5k/fz6PP/44+/fv5/LLL2fKlCmkpaXVe/zWrVuZMGECGzduZO/evYwfP56pU6eyf/9+J7dcCCEsuXR4bty4cShKw5W0IyIiWLVqlRNbZGn1jtMUlVfRNzKQ8b3DnHLNmoV7G+5pMs2cCwvQ4KVu1bn8QrBs2TLuvvtu7rnnHgCWL1/Ot99+y8qVK1m6dGmd45cvX27x/LnnnuOrr75iw4YN5j+whBDCFeQbtwGFZZWs+vk04LxeJoCe1bWaTl0oorKq/twtWXNOuIvy8nL27t3LxIkTLbZPnDiRHTt2WHUOg8FAQUEBwcENl/Wwd302IYSojwRNDfj4lzT0JRV0C/Vnip1mx1mjc5AvGi8PyqsMpOUU13tMhimfSZLARSt38eJFqqqqCA8Pt9geHh5OZmamVed4+eWXKSoq4sYbb2zwGHvXZxNCiPpI0FSP0ooq3tp2CoD7x3V3SMJ3Qzw8VHTv1PgQnamnqbMETcJNXNpTqyiKVb23H3/8MU899RRr164lLKzhIXJ712cTQoj6SNBUj8/2nuVCQRlRWg3TB3V2+vVrksHrD5p01TWaZOacaO1CQ0NRq9V1epWysrLq9D5dau3atdx9993897//bbAum4mPjw+BgYEWDyGEsDcJmi5RWWXgjS0nAbjvim54ezr/R2Sqz9RQT9M5qdEk3IS3tzdDhw5l06ZNFts3bdpEYmJig6/7+OOPmTlzJh999JG5uK0QQrhaqy1u6SrfHNRxNreE0A7e/GV4jEva0KOJsgM682K9EjSJ1m/hwoXcfvvtDBs2jFGjRvHWW2+RlpZmLh2yaNEizp07xwcffAAYA6Y77riDV199lZEjR5p7qXx9fdFqtS57H0IIIUHTJd6uzmW6a0wcGi+1S9pgGp47kVWIwWBZkqG80sCFwjJAZs8J93DTTTeRnZ3N008/jU6nIyEhgY0bNxIbGwuATqezqNn05ptvUllZyezZs5k9e7Z5+4wZM1i9erWzmy+EEGYSNAFVtQKTkxeK0Go6cNvIWJe1JybYD2+1B6UVBs7llRDcoWZfVkEpigI+nh4E+3u7rI1C2GLWrFnMmjWr3n2XBkKbN292fIOEEKIZ2n1OU9IhHVct22yxTVEUdpy46JoGAZ5qD+JC/YG6eU01NZp8nVY7SgghhBDtPGhKOqTjgTX7yMwvs9heWFbFA2v2kXRI56KWQY/w+vOaMvNlzTkhhBDCFdpt0FRlUFiyIYWGF3GBJRtSLIbunKmhhXt1epk5J4QQQrhCuw2adqfmmAOQ+igYA5TdqTnOa1QtpuVULq3VlKGvGZ4TQgghhPO020TwrIKagMkDDbElXzd5nDPVXri39qLGmaYaTTI8J4QQQjhVu+1pCguwLuiw9jh76xrij9pDRWFZJedrBW4yPCeEEEK4RrsNmobHBROp1dDQ/DMVxmTr4XENr6zuSN6eHnQN8QPg5IWaITpTIrjUaBJCCCGcq90GTWoPFYunxgPUCZxMzxdPjXfqYr2XMlUGP5lVZN5WUFoJQKRUAxdCCCGcqt0GTQCTEyJZedsQIi7JD4rQalh52xAmJ0S6qGVGpmTwExcsk8G1vl74+7TbdDQhhBDCJdr9N+/khEgmxEewOzWH/2/vzuOiqvf/gb+GGYZNGFc2UQRzQ1IRcsFM7SpqXs1b/fK2uKXdyFz5tui1K2ndSCszby4tanVd4pZadjOTboqolImQC+YGissgAcoqjDCf3x84I8MMcgZmxdfz8ZiHzpnPmfM+jB95z2fNK6mAr3dNl5w9W5h0dIPBs+okTRzPREREZHt3fdIE1HTVDezcxt5hGLlHvwddmcFxzpwjIiKyvbu6e87RdW7XAjIZUHTjpsFxtjQRERHZHpMmB+buKkfH1p5GxwM4c46IiMjmmDQ5uHvatTA61p4tTURERDbHpMnB6TburY3LDRAREdkekyYHp1t2oDYubElERGR7TJocXBdfw5YmmQzw82HSREREZGtMmhxc5zpJk28LN7jK+bERERHZGn/7OrgWbgqDdZk4c46IiMg+mDQ5gZBaM+iUchdUa4UdoyEiIro7MWlycLuOq5GRc03//ND5a7h/6U/YdVxtx6iIiIjuPkyaHNiu42o8v/EIyjTVBsdziyrw/MYjTJyIiIhsiEmTg6rWCiz+NhOmOuJ0xxZ/m8muOiIiIhth0uSgDmUXQl1UUe/rAoC6qAKHsgttFxQREdFdTGHvAMi0vJLbCZML3BF8478NliMiIiLrYUuTg/L1lra0gNRyRERE1DRMmhxUv5DWCFC5Q1bP6zIAASp39AtpbcuwiIiI7lpMmhyU3EWG+LFhAGCUOOmex48Ng9ylvrSKiIiILMmuSdO+ffswduxYBAYGQiaT4euvvzZ4XSaTmXy8/fbb9gnYxkaFB2DN033hrzLsgvNXuWPN030xKjzATpERERHdfeyaNJWVlaF379744IMPTL6uVqsNHuvXr4dMJsOjjz5q40jtZ1R4APa/8iC2PDsA7/+1D7Y8OwD7X3mQCRM5ldWrVyMkJATu7u6IjIxESkrKHcsnJycjMjIS7u7uCA0Nxdq1a20UKRFR/ew6e2706NEYPXp0va/7+/sbPP/mm28wbNgwhIaG1ntOZWUlKisr9c+Li4ubHqidyV1kGNi5jb3DIGqUxMREzJ07F6tXr8agQYPw4YcfYvTo0cjMzETHjh2NymdnZ+Ohhx7Cs88+i40bN+LAgQOYMWMG2rVrd1d9YSIix+M0Y5quXr2K7777DtOmTbtjuYSEBKhUKv2jQ4cONoqQiExZvnw5pk2bhunTp6NHjx5YsWIFOnTogDVr1pgsv3btWnTs2BErVqxAjx49MH36dDzzzDN45513bBw5EZEhp1mn6bPPPoO3tzceeeSRO5ZbsGAB4uLi9M+LiorQsWPHZtHiRGRPujokhPRV6DUaDdLS0jB//nyD4zExMTh48KDJc1JTUxETE2NwbOTIkVi3bh1u3rwJV1dXo3PqtjAXFRUZxExEjdOYet+cOU3StH79ejz11FNwd7/zukRubm5wc3PTP9d94GxxIrKMkpISqFQqSWXz8/NRXV0NPz8/g+N+fn7Izc01eU5ubq7J8lVVVcjPz0dAgPF4voSEBCxevNjoOOs9kWUUFBRIrvfNmVMkTSkpKTh16hQSExPNPjcwMBAXL16Et7c3ZDLbTc8vLi5Ghw4dcPHiRfj4+NjsupbWXO4D4L00lRACJSUlCAwMNPvcunVPCHHH+miqvKnjOnVbmK9fv47g4GDk5OQ49H/0zvJvknFanrPEquutad2aawICTpI0rVu3DpGRkejdu7fZ57q4uCAoKMgKUUnj4+Pj0BVCquZyHwDvpSnMTUDatm0LuVxu1KqUl5dn1Jqk4+/vb7K8QqFAmzamJ0TUbWGuHa8zfNbO8m+ScVqes8Tq4uI0Q6Ctyq4/hdLSUmRkZCAjIwNAzayZjIwM5OTk6MsUFxfjyy+/xPTp0+0UJRE1llKpRGRkJJKSkgyOJyUlITo62uQ5AwcONCq/e/duREVFmRzPRERkK3ZNmg4fPoyIiAhEREQAAOLi4hAREYFFixbpy3zxxRcQQuCJJ56wV5hE1ARxcXH45JNPsH79epw8eRLz5s1DTk4OYmNjAdR0rU2aNElfPjY2FhcuXEBcXBxOnjyJ9evXY926dXjxxRftdQtERADs3D03dOjQBkfk/+1vf8Pf/vY3G0VkOW5uboiPjzfZZeBMmst9ALwXe5kwYQIKCgqwZMkSqNVqhIeHY+fOnQgODgZQs4ht7dblkJAQ7Ny5E/PmzcOqVasQGBiIlStXmrVGk7P8fBinZTlLnIDzxOoscdqKTHAeIREREVGDOLKLiIiISAImTUREREQSMGkiIiIikoBJExEREZEETJqIiIiIJGDSVI+EhATcd9998Pb2hq+vL8aPH49Tp04ZlBFC4LXXXkNgYCA8PDwwdOhQnDhxwqBMZWUlZs2ahbZt28LLywvjxo3DpUuXDMp06tQJMpnM4FF3g1NHuJePPvoIQ4cOhY+PD2QyGa5fv250rWvXrmHixIlQqVRQqVSYOHGiyXKOfh/O8JkUFhZi1qxZ6NatGzw9PdGxY0fMnj1bv1mtjjU/E3tZvXo1QkJC4O7ujsjISKSkpNyxfHJyMiIjI+Hu7o7Q0FCsXbvWRpGaF+u2bdswYsQItGvXDj4+Phg4cCB++OEHh4uztgMHDkChUKBPnz7WDfAWc+OsrKzEwoULERwcDDc3N3Tu3Bnr1693yFg3bdqE3r17w9PTEwEBAZg6dSoKCgqsGuO+ffswduxYBAYGQiaT4euvv27wHHvWJ7sTZNLIkSPFhg0bxPHjx0VGRoYYM2aM6NixoygtLdWXeeutt4S3t7fYunWrOHbsmJgwYYIICAgQxcXF+jKxsbGiffv2IikpSRw5ckQMGzZM9O7dW1RVVenLBAcHiyVLlgi1Wq1/lJSUONy9vPfeeyIhIUEkJCQIAOLatWtG1xo1apQIDw8XBw8eFAcPHhTh4eHiz3/+s9PdhzN8JseOHROPPPKI2LFjhzh79qz43//+J7p06SIeffRRg2tZ8zOxhy+++EK4urqKjz/+WGRmZoo5c+YILy8vceHCBZPls7KyhKenp5gzZ47IzMwUH3/8sXB1dRVfffWVw8U6Z84csXTpUnHo0CFx+vRpsWDBAuHq6iqOHDniUHHqXL9+XYSGhoqYmBjRu3dvq8bY2DjHjRsn+vfvL5KSkkR2drb45ZdfxIEDBxwu1pSUFOHi4iLef/99kZWVJVJSUkTPnj3F+PHjrRrnzp07xcKFC8XWrVsFALF9+/Y7lrdnfXIETJokysvLEwBEcnKyEEIIrVYr/P39xVtvvaUvU1FRIVQqlVi7dq0QouY/FFdXV/HFF1/oy1y+fFm4uLiIXbt26Y8FBweL9957zzY3Ihp3L7Xt2bPHZLKRmZkpAIiff/5Zfyw1NVUAEL///rvT3IcQzveZ6PznP/8RSqVS3Lx5Uwhh+8/EFvr16ydiY2MNjnXv3l3Mnz/fZPmXX35ZdO/e3eDYc889JwYMGGC1GHXMjdWUsLAwsXjxYkuHZqCxcU6YMEG8+uqrIj4+3iZJk7lxfv/990KlUomCggKrx1aXubG+/fbbIjQ01ODYypUrRVBQkNVirEtK0mTP+uQI2D0nka7LQ7fTc3Z2NnJzcxETE6Mv4+bmhiFDhuDgwYMAgLS0NNy8edOgTGBgIMLDw/VldJYuXYo2bdqgT58++Oc//wmNRuNQ9yJFamoqVCoV+vfvrz82YMAAqFQqs95HKmvdh44zfiZFRUXw8fGBQlGz2L+tPxNr02g0SEtLM/i5AEBMTEy995OammpUfuTIkTh8+DBu3rzpULHWpdVqUVJSYtUd5hsb54YNG3Du3DnEx8dbLbbaGhPnjh07EBUVhWXLlqF9+/bo2rUrXnzxRdy4ccPhYo2OjsalS5ewc+dOCCFw9epVfPXVVxgzZoxVYzWXveqTo7DrNirOQgiBuLg43H///QgPDwcA/S7sdXdq9/Pzw4ULF/RllEolWrVqZVSm9i7uc+bMQd++fdGqVSscOnQICxYsQHZ2Nj755BOHuRcpcnNz4evra3Tc19fXaNf6prLmfQDO+ZkUFBTg9ddfx3PPPac/ZsvPxBby8/NRXV1t8udS3/3k5uaaLF9VVYX8/HwEBAQ4TKx1vfvuuygrK8Pjjz9ujRABNC7OM2fOYP78+UhJSdEn6NbWmDizsrKwf/9+uLu7Y/v27cjPz8eMGTNQWFho1XFNjYk1OjoamzZtwoQJE1BRUYGqqiqMGzcO//rXv6wWZ2PYqz45CiZNEsycORNHjx7F/v37jV6TyWQGz4UQRsfqqltm3rx5+r/36tULrVq1wmOPPaZv6bAkS99LQ+/R2PdpiLXvw9k+k+LiYowZMwZhYWFG3/xt9ZnYkrmfsanypo5bQ2P/PW7ZsgWvvfYavvnmG5OJr6VJjbO6uhpPPvkkFi9ejK5du1o9rrrM+XlqtVrIZDJs2rQJKpUKALB8+XI89thjWLVqFTw8PBwm1szMTMyePRuLFi3CyJEjoVar8dJLLyE2Nhbr1q2zapzmsmd9sjd2zzVg1qxZ2LFjB/bs2YOgoCD9cX9/fwAw+taQl5enz8L9/f2h0Whw7dq1esuYMmDAAADA2bNnLXIPOk25Fyn8/f1x9epVo+N//PGHWe/TEGvfhymO/JmUlJRg1KhRaNGiBbZv3w5XV1eD97HFZ2Irbdu2hVwuN+sz9vf3N1leoVBYPAFuaqw6iYmJmDZtGv7zn/9g+PDhVosRMD/OkpISHD58GDNnzoRCoYBCocCSJUvw22+/QaFQ4KeffnKIOAEgICAA7du31ydMANCjRw8IIYxmMds71oSEBAwaNAgvvfQSevXqhZEjR2L16tVYv3491Gq11WI1l73qk6Ng0lQPIQRmzpyJbdu24aeffkJISIjB6yEhIfD390dSUpL+mEajQXJyMqKjowEAkZGRcHV1NSijVqtx/PhxfRlT0tPTAcBizZyWuBcpBg4ciKKiIhw6dEh/7JdffkFRUZFZ72Pv+zDFUT+T4uJixMTEQKlUYseOHXB3dzd4H2t/JramVCoRGRlp8HMBgKSkpHrvZ+DAgUbld+/ejaioKIME0xFiBWpamKZMmYLNmzfbZDyLuXH6+Pjg2LFjyMjI0D9iY2PRrVs3ZGRkGIyfs2ecADBo0CBcuXIFpaWl+mOnT5+Gi4uLwZcUR4i1vLwcLi6Gv5LlcjmA2y05jsBe9clh2GzIuZN5/vnnhUqlEnv37jWYdl5eXq4v89ZbbwmVSiW2bdsmjh07Jp544gmTSw4EBQWJH3/8URw5ckQ8+OCDBksOHDx4UCxfvlykp6eLrKwskZiYKAIDA8W4ceMc7l7UarVIT08XH3/8sQAg9u3bJ9LT0w1mpowaNUr06tVLpKamitTUVHHvvfdabHq7re7DWT6T4uJi0b9/f3HvvfeKs2fPGrxP7SUtrPmZ2INuKve6detEZmammDt3rvDy8hLnz58XQggxf/58MXHiRH153RTpefPmiczMTLFu3TqbLzkgNdbNmzcLhUIhVq1aZfB5Xr9+3aHirMtWs+fMjbOkpEQEBQWJxx57TJw4cUIkJyeLLl26iOnTpztcrBs2bBAKhUKsXr1anDt3Tuzfv19ERUWJfv36WTXOkpISkZ6eLtLT0wUA/f99uqURHKk+OQImTfUAYPKxYcMGfRmtVivi4+OFv7+/cHNzEw888IA4duyYwfvcuHFDzJw5U7Ru3Vp4eHiIP//5zyInJ0f/elpamujfv79QqVTC3d1ddOvWTcTHx4uysjKHu5f4+PgG36egoEA89dRTwtvbW3h7e4unnnrK5JR+R74PZ/lMdEsmmHpkZ2fry1nzM7GXVatWieDgYKFUKkXfvn31SzUIIcTkyZPFkCFDDMrv3btXRERECKVSKTp16iTWrFnjkLEOGTLE5Oc5efJkh4qzLlslTUKYH+fJkyfF8OHDhYeHhwgKChJxcXEGX04cKdaVK1eKsLAw4eHhIQICAsRTTz0lLl26ZNUY6/t/RPdvztHqk73JhHCgdj8iIiIiB8UxTUREREQSMGkiIiIikoBJExEREZEETJqIiIiIJGDSRERERCSBWduoCCGQnJyMlJQUnD9/HuXl5WjXrh0iIiIwfPhwdOjQwVpxEhEREdmVpJamGzdu4M0330SHDh0wevRofPfdd7h+/TrkcjnOnj2L+Ph4hISE4KGHHsLPP/9s7ZiJiIiIbE5SS1PXrl3Rv39/rF27FiNHjjS5VPqFCxewefNmTJgwAa+++iqeffZZiwdLREREZC+SFrc8fvw4wsPDJb2hRqPBhQsX0KVLlyYHR0REROQouCI4ERERkQRmz57btWsX9u/fr3++atUq9OnTB08++SSuXbtm0eCIiIiIHIXZSdNLL72E4uJiAMCxY8fwf//3f3jooYeQlZWFuLg4iwdIRERE5AjMWnIAALKzsxEWFgYA2Lp1K/785z/jzTffxJEjR/DQQw9ZPEAiIiIiR2B2S5NSqUR5eTkA4Mcff0RMTAwAoHXr1voWKCIiIqLmxuyk6f7770dcXBxef/11HDp0CGPGjAEAnD59GkFBQRYPkIic1759+zB27FgEBgZCJpPh66+/bvCc5ORkREZGwt3dHaGhoVi7dq31AyUiksDspOmDDz6AQqHAV199hTVr1qB9+/YAgO+//x6jRo2yeIBE5LzKysrQu3dvfPDBB5LKZ2dn46GHHsLgwYORnp6Ov//975g9eza2bt1q5UiJiBomecmB3bt3Y9iwYSYXtnRkWq0WV65cgbe3N2Qymb3DIXJaQgiUlJQgMDAQLi7mb1spk8mwfft2jB8/vt4yr7zyCnbs2IGTJ0/qj8XGxuK3335DampqvedVVlaisrJS/1yr1aKwsBBt2rRhvSdqgqbW++ZG8kDw2NhYFBYWYuTIkRg/fjweeughqFQqa8ZmEVeuXOGeeEQWdPHiRat1xaempurHSeqMHDkS69atw82bN+v90paQkIDFixdbJSYism69dyaSk6asrCwcPXoUO3bswHvvvYepU6di0KBBePjhhzFu3Dh06tTJimE2nre3N4CaD9zHx8fO0RA5r+LiYnTo0EFfp6whNzcXfn5+Bsf8/PxQVVWF/Px8BAQEmDxvwYIFBkueFBUVoWPHjqz3RE1ki3rvTMxacqBXr17o1asXXn31VVy5cgU7duzAjh078Morr6Br1676BCoqKspa8ZpN1zTv4+PD/zyJLMDa3V113183guBO13Vzc4Obm5vRcdZ7IstgN3eNRndQBgYGIjY2Fjt37kR+fj7+8Y9/4Pz58xg1ahTefPNNS8ZIRHcJf39/5ObmGhzLy8uDQqFAmzZt7BQVEVENsxe3NMXLywuPPfYYHnvsMWi1WhQUFFjibYmcXrVW4FB2IfJKKuDr7Y5+Ia0hd+E3tvoMHDgQ3377rcGx3bt3IyoqyukmoRBR89OopOnQoUPYu3cv8vLyoNVq9cdlMhneffddtGvXzmIBEjmrXcfVWPxtJtRFFfpjASp3xI8Nw6hw02NzmpvS0lKcPXtW/zw7OxsZGRlo3bo1OnbsiAULFuDy5cv4/PPPAdRMOPnggw8QFxeHZ599FqmpqVi3bh22bNlir1sgItIzO2l688038eqrr6Jbt27w8/Mz6OdknydRjV3H1Xh+4xHUXc8jt6gCz288gjVP970rEqfDhw9j2LBh+ue6wdqTJ0/Gp59+CrVajZycHP3rISEh2LlzJ+bNm4dVq1YhMDAQK1euxKOPPmrz2ImI6pK8TpOOn58fli5diilTplgpJMsqLi6GSqVCUVERB4Q6OE2Zxt4hWES1VmDE8mTk1mphqlLK9X+XAfBXuWP/Kw86VVedM9UlZ4qVyJGxLhkyu6XJxcUFgwYNskYsdJdLaJFg7xAsZkSd5xteuT2jVABQF1XgUHYhBnbm4GYiImdh9uw5XbO5JSQkJOC+++6Dt7c3fH19MX78eJw6dcqgzLZt2zBy5Ei0bdsWMpkMGRkZFrk2OY5yTRU6zf/O3mHYXF5JRcOFiIjIYZjd0vTiiy9izJgx6Ny5M8LCwoxmtGzbtk3yeyUnJ+OFF17Afffdh6qqKixcuBAxMTHIzMyEl5cXgJq9qwYNGoT/9//+H5599llzwyUn8u95ETj8j+HwVFpkUqfd/JJViKkbDjVYztfb3QbREBGRpZj922nWrFnYs2cPhg0b1uR9nXbt2mXwfMOGDfD19UVaWhoeeOABAMDEiRMBAOfPn2/0dcg5VCnlUHopoXTypCm6px/atfNCblGF0UBw4PaYpn4hrW0dGhERNYHZv50+//xzbN26FWPGjLF4MEVFRQCA1q0b/8uk7sadxcXFTY6LyBxyFxnix4bh+Y1H6i0TPzbMqQaBExFRI8Y0tW7dGp07d7Z4IEIIxMXF4f7770d4eHij3ychIQEqlUr/4Ga9ZA+jwgOw5um+aOOlNDjeytP1rllugIiouTE7aXrttdcQHx+P8vJyiwYyc+ZMHD16tMmL2C1YsABFRUX6x8WLFy0UIZF5RoUHIH5sT4NjTw8IZsJEROSkzO6eW7lyJc6dOwc/Pz906tTJaCD4kSP1d0nUZ9asWdixYwf27duHoKAgs8+vrb6NO4nsQV10AwCgcJGhSiuQcfG6fQMiIqJGMztpGj9+vMUuLoTArFmzsH37duzduxchISEWe28iR3D5ek3SdH+Xtth76g9k5FyHVivgwvFMREROx+ykKT4+3mIXf+GFF7B582Z888038Pb21u9urlKp4OHhAQAoLCxETk4Orly5AgD6dZz8/f3h7+9vsViIrOHStZqk6U/dfXEouxAllVU4+0cpuvp52zkyIiIyl9ljmqSQujPLmjVrUFRUhKFDhyIgIED/SExM1JfZsWMHIiIi9LP1/vrXvyIiIgJr1661RuhEFnX5VtLUobUnegWpAABHLlyzZ0hERNRIkpKmHj16YPPmzdBo7rw32JkzZ/D8889j6dKlki4uhDD5qL2v3ZQpU0yWee211yRdg8hehBD67rmgVp7o27EVACA957odoyIiosaS1D23atUqvPLKK3jhhRcQExODqKgoBAYGwt3dHdeuXUNmZib279+PzMxMzJw5EzNmzLB23EQOr+jGTZRWVgEA2rf00CdNR3LY0kRE5IwkJU0PPvggfv31Vxw8eBCJiYnYvHkzzp8/jxs3bqBt27aIiIjApEmT8PTTT6Nly5ZWDpnIOejGM7XxUsJDKUefji0BAGfySlF04yZUHq53OJuIiByNWQPBo6OjER0dba1YiJqV211zNZMa2rZwQ3AbT1woKMdvF6/jga7t7BkeERGZySoDwYnodktT+1tJEwBEdGgJgF10RETOiEkTkZXoZs4FtfLUH+sbrBvXdN0eIRERURMwaSKyksvXa7Yaat/ydkuTbjB4Rs41aLXSluYgIiLHYPbilkQkjb57rlbS1M3fG+6uLiiuqEJWfinu8bXeIpfVWoFD2YXIK6mAr7c7+oW0hpwrkRMRNRqTJiIr0Q8Eb307aXKVu6BXUEscyi7EkQvXrZY07TquxuJvM6EuqtAfC1C5I35sGDcMJiJqJEndc8XFxZIfRASUVlbhevlNAIYtTcDtLrr0i9YZDL7ruBrPbzxikDABQG5RBZ7feAS7jqutcl0iouZOUktTy5YtIZNJa9avrq5uUkB091JoqqEp00BxU2vvUJrswtVSKDTV8HZXwK1aQFN2ezX9Xm29oNBUI+N0gcFxS6jWCryx9Rjkmtv1sEopBwAIADIAi7/NxIgwf3bVERGZSVLStGfPHv3fz58/j/nz52PKlCkYOHAgACA1NRWfffYZEhISrBMl3RUmvpeO999Lt3cYFjPx1p8JCb/W/9qCfRa/7og6zze8EqX/uwCgLqrAoexCDOzcxuLXJiJqziQlTUOGDNH/fcmSJVi+fDmeeOIJ/bFx48bh3nvvxUcffYTJkydbPkoisqi8koqGCxERkQGzB4KnpqZi7dq1RsejoqIwffp0iwRFd6d/z4vA4X8Mh6fS+ecnvPPDKazfn42nBwTj72N6GL3+4n9+w85jasx6sAueH9bZYtf9JasQUzccarCcr7e7xa5JRHS3MPu3U4cOHbB27Vq8++67Bsc//PBDdOjQwWKB0d2nSimH0ksJZTNImi5X3ESVUo6gAG8ovZRGr/ft2hY7TuUh448Sk683Vo+QVhDuClTXswaUDIC/qmb5ASIiMo/Zv53ee+89PProo/jhhx8wYMAAAMDPP/+Mc+fOYevWrRYPkMgZXbpmuO9cXRH6GXTXIYSQPNHiTipuVuP5jWl3TJgAIH5sGAeBExE1gtkrgj/00EM4ffo0xo0bh8LCQhQUFODhhx/G6dOn8dBDD1kjRnIC1VqB1HMF+CbjMlLPFdT7i/tucVm/sKWnydd7BPjATeGC6+U3kZVf1uTrabUCL375G349fw3e7gos+nMPBKgMu+D8Ve5Y83RfrtNERNRIjeoH6dChA958801Lx0JOigspGqq4WY380koA9bc0KRUuuLe9CocvXEN6znV0bteiSddc9sMp/PeoGq5yGT58OhLR97TF5OgQrN5zFu8mnUZwG0/89H9D2cJERNQEjdp7LiUlBU8//TSio6Nx+fJlAMC///1v7N+/36LBkePjQorGdCuBeyrlaOnpWm+525v3Nm2Ry02/XMDa5HMAgLce6YXoe9oCAOQuMjwaGVQT07UbqNLab/2r1atXIyQkBO7u7oiMjERKSsody2/atAm9e/eGp6cnAgICMHXqVBQUFNgoWiIi08xOmrZu3YqRI0fCw8MDR44cQWVlzTfqkpIStj7dZaq1Aou/zUTtjjiFphoKTTXkt/58Y+sx3CiphKZMc8eHQtN8FkW9XGvPuTuNVerbsSUA4MgF85Km2l2hq/ecxT++Pg4AmDe8qz5J0glQuaO1lxJVWoHTuaVmXcdSEhMTMXfuXCxcuBDp6ekYPHgwRo8ejZycHJPl9+/fj0mTJmHatGk4ceIEvvzyS/z666+cnUtEdmd299wbb7yBtWvXYtKkSfjiiy/0x6Ojo7FkyRKLBkeO7VB2oVEL00QTi1Muey21wfeaCMNFGJ2Zfs+5errmdHSDwU9fLUFpZRVauDVcHU11hQLAwNDWmP2ne4zKy2Qy9Az0QcqZfBy/UoR7g1RSb8Nili9fjmnTpumTnhUrVuCHH37AmjVrTC6I+/PPP6NTp06YPXs2ACAkJATPPfccli1bZtO4iYjqMrul6dSpU3jggQeMjvv4+OD69euWiImcBBdINO3StXIAQPsGkiY/H3e0b+kBrQCOXrze4PvW1xUKAKlZhfjhRK7J88Lb1yRKxy8XNXgNS9NoNEhLS0NMTIzB8ZiYGBw8eNDkOdHR0bh06RJ27twJIQSuXr2Kr776CmPGjKn3OpWVldwHk4iszuyWpoCAAJw9exadOnUyOL5//36EhoZaKi5yAqYWSPz3vAijYxum9kP/0PrXBSrXVCHq9R+bzd5zl9UlUGiq0d5d2eDechG+LXA1rxRpp/5AVIBPveXutKcccOc95cIDbyVNV2yfSOTn56O6uhp+fn4Gx/38/JCbazrJi46OxqZNmzBhwgRUVFSgqqoK48aNw7/+9a96r5OQkIDFixdbNHYiorrMTpqee+45zJkzB+vXr4dMJsOVK1eQmpqKF198EYsWLbJGjOSg+oW0RoDK3aDlo/YvcqBmTE10T787ztqqcnVBlVKOqUsPN4u951qhprsx7710NLQbY7tbZQsllG3snnLh7WuSsZPqYtys1sJV3qj5H01Sd2zXndamyszMxOzZs7Fo0SKMHDkSarUaL730EmJjY7Fu3TqT5yxYsABxcXH658XFxVxsl4gszuyk6eWXX0ZRURGGDRuGiooKPPDAA3Bzc8OLL76ImTNnWiNGclByFxnix4YhduORestwIUXbMtVl2rG1J7zdFSipqMK5P0rR3b/+Fi1La9u2LeRyuVGrUl5enlHrk05CQgIGDRqEl156CQDQq1cveHl5YfDgwXjjjTcQEGC8jIWbmxvc3NwsfwNERLU0ap2mf/7zn1i4cCEyMzOh1WoRFhaGFi2ats4MOadR4QGI7twGB8+Zng5uzkrXzWHvuZvVWkQs3g2tAJJfHop2DezxVllVjX5v/A83q7XYOWcwOrX1MlmuKXvK6QaD/5xViOOXi22aNCmVSkRGRiIpKQl/+ctf9MeTkpLw8MMPmzynvLwcCoXhvwG5vKYFU4i7e9FUIrKvRv92unLlCgoKCvDAAw/Aw8PDYltBkHMRQuBCQc3A51dGdUdgS3f4ertj5zE1/v3zBcxLzMDW56PR4w7jdXSaw95zVwvLoXGVQ6lwQYCvN1waaGVToma/uCM513G8oAxdb63dVFfbtp6oVspRX8rQ0J5y4YGqW0lTER6rsyyBtcXFxWHixImIiorCwIED8dFHHyEnJwexsbEAarrWLl++jM8//xwAMHbsWDz77LNYs2aNvntu7ty56NevHwIDA20aOxFRbWb/diooKMDjjz+OPXv2QCaT4cyZMwgNDcX06dPRsmVLo418qXnLKSzH5es34CqXYXJ0sL6V6L5OrZCVX4oDZwsw/bPD+GbmILRt0fy7Ty7qZs619GgwYdLp27EmaTqScw2P9DVOaIrKb+L5jWl3TJiAO3eF9rw1runEFdvPoJswYQIKCgqwZMkSqNVqhIeHY+fOnQgODgYAqNVqgzWbpkyZgpKSEnzwwQf4v//7P7Rs2RIPPvggli5davPYiYhqM3tE6Lx58+Dq6oqcnBx4et7eV2vChAnYtWuXRYMjx3fgbE23XESHVgbdagq5C1Y92Red2nji8vUbeH5jGjRVzj0rTorLDWzUa4p+896c60avVWsFZn+RjvMF5Wjf0gPvPNarUXvK6WbQnbhSDK0d9gWcMWMGzp8/j8rKSqSlpRksW/Lpp59i7969BuVnzZqFEydOoLy8HFeuXMHGjRvRvn17G0dNRGTI7Jam3bt344cffkBQkOE34i5duuDChQsWC4ycw4Fz+QCA6HvaGL3W0lOJTybfh7+sOoBfz1/DP74+jn/+JRy/nr+GvJIK+HrX353krHQLW7ZvKT1p6hvcEgDwe24JyjVVBsnnu7tPIfn0H3B3dcGHEyMR3l6Fv/QNwqHsQoOfYUOD7UPbtYC7qwvKNdXILihr8l53RER3I7OTprKyMoMWJp38/HzOXrnLaLUCP98aAB7dua3JMvf4tsDKJyMw7dNfkXj4Ir4/rkZxRZX+9QCVO+aP7maTeG3h0jXzk6YAlQf8fdyRW1yB3y4W6ZcM2HlMjdV7a/aUW/poL/0ilXIXmdGyAg2Ru8gQFuBTM3bqchGTJiKiRjC7e+6BBx7QD9gEambmaLVavP322xg2bJhFgyPHdupqCQrKNPBwlaNPh5b1lhvWzRePRNR0rdROmICajX3nfPGbNcO0KX33XGvpSRMARNzah27TLxeQeq4AmVeK8eKXNT+X6feH4OE+Te+a0iVdJ+ywyCURUXNgdkvT22+/jaFDh+Lw4cPQaDR4+eWXceLECRQWFuLAgQPWiJEc1IGzNV1z/UJaQ6moP/+u1grsv1VWx9QGvXUXxnRGt7vnjFtj67PruFr/8/nvUTX+e1QNuYsM1VqBQfe0wfzR3S0Sm35lcDtsp0JE1ByYnTSFhYXh6NGjWLNmDeRyOcrKyvDII4/ghRdeMLnoHDVfqfquuTt3FR3KLkRucaXBMVMb+zr7hr3VWoEruqRJ4kBw3X5ydYdmV98arP2XiPZQWGgFb90MuuOXi7hECBFRIzRqQRx/f3/u83SXq6rW4pfsQgDAoHtMj2fSkbqxr7PvPZdbdAOoqIK7iwytXGQN7jvX0H5yAPDu7tP4S0SQRVZV7+LrDaXcBcUVVbh07QY6tJbeGkZERI1Mmq5du4Z169bh5MmTkMlk6NGjB6ZOnYrWrZvXTCiq32+XilBaWQWVhyvCGli4UurGvhPfS3f6vecm3vrz7Xfr31qmtjvtJwfUv59cYygVLujm741jl4tw/HIRkyYiIjOZ3e6fnJyMkJAQrFy5EteuXUNhYSFWrlyJkJAQJCcnWyNGckCpt5YaGBjapsFFHHUb+9YuVaWUGz3INKktdVLoNu89bodFLomInJ3ZLU0vvPACHn/8cf2YJgCorq7GjBkz8MILL+D48eOS3yshIQHbtm3D77//Dg8PD0RHR2Pp0qXo1u32FHQhBBYvXoyPPvoI165dQ//+/bFq1Sr07NnT3NDJgnSLWg4ysT5TXbqNfZ/feAQywGD8Tu3nzr733EfJWVjx42k83Kc9Eh69t8HyTdlPrrF6BqoAXMTxy5xBR0RkLrN/O507dw5bt27VJ0xAzWaacXFxBksRSJGcnIwXXngB9913H6qqqrBw4ULExMQgMzMTXl41G5cuW7YMy5cvx6effoquXbvijTfewIgRI3Dq1Cl4e3ubGz5ZQMXNaqTlXAMARDcwnklnVHgA1jzdF4u/zYS66HbLif+tdZrmfPGb0+89d7niJqqUcrQP8IbSS9lg+eiefmjXzgu5RRUmt0hpaD+5xtAtO8DB4ERE5jO7e65v3744efKk0fGTJ0+iT58+Zr3Xrl27MGXKFPTs2RO9e/fGhg0bkJOTg7S0NAA1rUwrVqzAwoUL8cgjjyA8PByfffYZysvLsXnzZpPvWVlZieLiYoMHWVbahWvQVGnh7+OO0LZeks8bFR6A/a88iNkP3gOgZuHL/a88iBFh/tYK1aYu3dp3Lkjiwpa6FjgAqJu6SNlPrjG6+3tD7iJDQZkGV+vMaCQiojszO2maPXs25syZg3feeQf79+/H/v378c4772DevHmYO3cujh49qn+Yq6ioZpyFbkB5dnY2cnNzERMToy/j5uaGIUOG4ODBgybfIyEhASqVSv/o0KGD2XHQnenWZ4ru3Mbslgq5iwzjbi3UqFsIsrnQrdFkzr5zuhY4/0bsJ9cY7q5ydPGtWQ2c6zUREZnH7H6QJ554AgDw8ssvm3xNJpPpm/2rq40XMKyPEAJxcXG4//77ER4eDgDIzc0FAPj5+RmU9fPzq3efuwULFiAuLk7/vLi4mImThR3Qrc8ksWuurk5tPOGmcMGNm9XIKSyHn4/zb78jhNAngVLXaNIZFR6AEWH+Zu8n11g9A1X4PbcEx68UYXiYX8MnEBERgEYkTdnZ2daIAzNnzsTRo0exf/9+o9fqtmbcaSyGm5sb98CzouKKmzh26TqAhhe1rI9CXjP1/eilIpxUF8PPp50FI7SP/FINKqu0kMlq9pIzV2P2k2us8PY+2HoEHAxORGQms5Om4OBgiwcxa9Ys7NixA/v27UNQUJD+uL9/zViX3Nxcg9XG8/LyjFqfyDZ+ySqEVgAhbb0QaMamtHV1v5U0/a4uxtBuzp806brm/Lzd77iljCO4vQcdu+eIiMxh9v/un332Gb777jv985dffhktW7ZEdHR0vV1m9RFCYObMmdi2bRt++uknhISEGLweEhICf39/JCUl6Y9pNBokJycjOjra3NDJAmqPZ2qKHrcWxMxUlzQ5JkfQ2K45e+gR4AOZrGbhzPxSDgYnIpLK7KTpzTffhIdHzS+G1NRUfPDBB1i2bBnatm2LefPmmfVeL7zwAjZu3IjNmzfD29sbubm5yM3NxY0bNb+AZDIZ5s6dizfffBPbt2/H8ePHMWXKFHh6euLJJ580N3SyAN1+cw1tndKQ7v41SdNJdfPoItLPnHOCpKmFmwIht2Y9nrjSPH7+RES2YHb33MWLF3HPPTVTxr/++ms89thj+Nvf/oZBgwZh6NChZr3XmjVrAMDovA0bNmDKlCkAalqybty4gRkzZugXt9y9ezfXaLKDP0oqcepqTcvQgNCmtjTVfH6Xr99AccXNJsdmb7ruufZN6LK0pfBAFbL+KMPxy0UY0tX5u0eJiGzB7JamFi1aoKCgprVh9+7dGD58OADA3d1d30IklRDC5EOXMAE1rU2vvfYa1Go1KioqkJycrJ9dR7Z18NbWKWEBPmgtYfHGO2npqUTArWn2p3NLmxybvV1you454PZ2KhzXREQkndktTSNGjMD06dMRERGB06dPY8yYMQCAEydOoFOnTpaOjxzI7a45y8zy6hHgA3VRBU5fdf5xTboxTUGtnGMT3PBA3crg7J4jIpLK7JamVatWYeDAgfjjjz+wdetWtGlT8ws0LS1Nv4YTNU8HbrU0NXZ9prq6+9d00Z3Kde5f3EIIp+ue63kracopLEdRufN3jxIR2YLZLU0tW7bEBx98YHR88eLFFgmIHNPFwnJcLLwBhYsM/TpZZi803Qy63528e67oxk2UVlYBcJ6kSeXpig6tPXCx8AZOqIsQ3dkyiTARUXPm2AvKkMPQLTXQp0NLeLlZZkNdXdJ0xsm753Tjmdq2UMJDKW+gtOO43UXHcU1ERFIwaSJJDjZx6xRTdNupVFRpLfae9uBsXXM6ukUuOa6JiEgaJk3UICHE7aTJglt96LZTcXbONnNOp2dgTUvfcc6gIyKShEkTNej01VLkl1bC3dUFER1bWvS9uzeDpMnZZs7p6AaDZ+eX6cdkERFR/Zg0Ub2qtQKp5wrw4b5zAID7OrWGm8KyY3Z045qc2eXrNauBO1v3XDtvN/j7uEOI5rMyOxGRNUka0RsREQGZTCbpDY8cOdKkgMgx7DquxuJvM6EuqtAfy7h4HbuOqzEqPOAOZ5pHt52KM9N3zzlZ0gTULHKZW1yB45eLcJ+FZkUSETVXkpKm8ePH6/9eUVGB1atXIywsDAMHDgQA/Pzzzzhx4gRmzJhhlSDJtnYdV+P5jUcg6hwvqajC8xuPYM3TfS2WOOm2U3EU1VqBQ9mFyCupgK+3O/qFtIbc5c5fGHQDwYNaO1/S1DNQhR9P5nEwOBGRBJKSpvj4eP3fp0+fjtmzZ+P11183KnPx4kXLRkc2V60VWPxtpkHCpNBU6/8uA/DG1mMYEtxwMiGFJ4BAdwXyiitRZefp+qZa1wJU7ogfG1ZvklhaWYXrtxaHdM6WpppxTdbeTmX16tV4++23oVar0bNnT6xYsQKDBw+ut3xlZSWWLFmCjRs3Ijc3F0FBQVi4cCGeeeYZq8ZJRHQnZi+48+WXX+Lw4cNGx59++mlERUVh/fr1FgmM7ONQdqFB0gAAE99LNyq37LVUi11z5K0/N7wSZbH3NFd9rWu5RRV3bF3TDQL3cVfA293VBpFalm4PutNXS/Dl4YsIauUpqXXNHImJiZg7dy5Wr16NQYMG4cMPP8To0aORmZmJjh07mjzn8ccfx9WrV7Fu3Trcc889yMvLQ1UVB6sTkX2ZnTR5eHhg//796NKli8Hx/fv3w93d3WKBkX3klVQ0XMhKFJpqaMo0UNy07bpN1VqBN7Yeg7xWi5qu1UugpnVt8beZGBHmb5RM6AaBO9vMOZ2MnGtwkQFaAbz01VEADbeumWv58uWYNm0apk+fDgBYsWIFfvjhB6xZswYJCQlG5Xft2oXk5GRkZWWhdeuacVbc15KIHIHZSdPcuXPx/PPPIy0tDQMGDABQM6Zp/fr1WLRokcUDJNvy9TZOfP89L8Lo2Iap/dA/1DIDh79Ov4S/bzuOie+l430TrVq2MKLO89qtXgKAuqgCh7ILMbDOOlWXnXSNJqCmdW3GpnSzW9fModFokJaWhvnz5xscj4mJwcGDB02es2PHDkRFRWHZsmX497//DS8vL4wbNw6vv/46PDxM/5wrKytRWVmpf15czDFaRGR5ZidN8+fPR2hoKN5//31s3rwZANCjRw98+umnePzxxy0eINlWv5DWCFC5I7eoQv/LtPZYIxkAf5U7onv6WawLp0dIa7uPZ6qr9jguHXVeCTR11pW6qC6BQlONIA9XaMo0tgqvyZrSumaO/Px8VFdXw8/Pz+C4n58fcnNzTZ6TlZWlb7nevn078vPzMWPGDBQWFtbb/Z+QkMD9L4nI6hq1idjjjz/OBKmZkrvIED82DM9vNF46QverM35smEXHvAS3dryuLVPjuI69l45jpsoCwHvpSMDXVo7KshrbutYYdZcsEULUu4yJVquFTCbDpk2boFLVDFRfvnw5HnvsMaxatcpka9OCBQsQFxenf15cXIwOHTo0OW4iotoavfOqRqNBXl4etFrD8Sf1Dewk5zEqPABrnu6LmZvTUaW93Xnjb+GxLjoKOddYdVRNHePWtm1byOVyo1alvLw8o9YnnYCAALRv316fMAE1rdlCCFy6dMloPCUAuLm5wc3NrUmxEhE1xOyk6cyZM3jmmWeMxiPovjlWVxt3a5Dz6dOhFaq0AjIA//xLOELatrD4rKq6/j0vAtMHhyAuppvVrlGfpBO5mPtFhtH4Hp2/RLTHPx+51+j44KV7UFBaia+ej0ZYoPMs1PlLViGmbjjUYDlTY9zMoVQqERkZiaSkJPzlL3/RH09KSsLDDz9s8pxBgwbhyy+/RGlpKVq0aAEAOH36NFxcXBAUFNSkeIiImsLspGnKlClQKBT473//i4CAAMkrhZNzSTnzBwCgV4eWeLJ/sE2uWaWU49T1Cii9lDa5Xm1j+nWE3NMVc77IQGXV7dbTFm4KlFZW4csTuYjs1g5/7Xe7JbXiZjWuaqoApRzBgT52ibuxonv6oV07L4Oxa7Xpxq71C2n6YP+4uDhMnDgRUVFRGDhwID766CPk5OQgNjYWQE3X2uXLl/H5558DAJ588km8/vrrmDp1KhYvXoz8/Hy89NJLeOaZZ+odCE5EZAtmJ00ZGRlIS0tD9+7drREPOYj9Z/MBAA90aWvT6566ar9ZT6PCA6DyOIG8kkrMHd4F/UPa4L5OrbDsh1P4aF8WFmw/Bg+lHA/3aQ8AuHJrJXBPpRwtPZ1rjabaY9dkgEHiZOmxaxMmTEBBQQGWLFkCtVqN8PBw7Ny5E8HBNcm4Wq1GTk6OvnyLFi2QlJSEWbNmISoqCm3atMHjjz+ON954o8mxEBE1hdlJU1hYGPLz860RS7PRmK04HIlWK7D/TM1nfP89tk2arlyvQHHFTfjYYaHI/NJK5JVUQiYDnh0cCi+3muqxYHR3lFVWYdMvOYj7z2/wcJXjTz38kJR5FQDQ2ksJrQDkzvMRA7g9dq3uKujWGLs2Y8aMerdZ+vTTT42Ode/eHUlJSRa7PhGRJZidNC1duhQvv/wy3nzzTdx7771wdTX85ebj4zzjOqyhMVtxOJpMdTEKyjTwUsoR0bGVza9/KrfELpvHnlTXtHKFtPHSJ0xAzcyv1x8Oxw1NNbalX8aMTUfg465A4a3tUy5du4H7l/7kVJ+xzqjwAIwI83fqJJ+IyFbMTpqGDx8OAPjTn/5kcJwDwRu/FYejSbnVyjSwcxsoFbaf2XZSXWyXpCnzSk3S1MPEgG4XFxmWPdYL2QVlSM+5rk+YdJztM65N7iKzyLICRETNndlJ0549e6wRh9Oz9Ua31nTghBoKTTUGBbW0yYKNGk2Vwc/qZPY1aHoFWv26dWVmF0KhqUaPlp4m77taK5CXV2oQqzUWhCQiIsckE0LUN8u6WSguLoZKpUJRUZFVuw5TzxXgiY9/Njg2danxxsbUvJjaZHjLswOaZcuNreqSJThTrESOjHXJkKSWpqNHjyI8PBwuLi44evToHcv26tXLIoE5G3tudEuOhf8WiIiaJ0lJU58+fZCbmwtfX1/06dMHMpkMphqo7uYxTfbY6NYa3vr+d3x+8DweiwzCkvHhNrlmuaYKUa//CABwlctws1pg55zB6NTWyybXB4Djl4vw+NpUtPZSIuWVYSbXH7PVgpBEROSYJCVN2dnZaNeunf7vZMweG91aw4GL11GllGPwvQE2W6yxytVF/7PqFuCDE+pinCuuQNdg283cO339BqqUcnTr1ApuLUxvx2HLBSGJiMjxSJoaFRwcrP/mHRwcfMfH3Uq3WKAp1tro1tKuFlfg1NUSyGRAtJ3G5HTzr9k2Qzf931Yyb10vLKD+Pvvan3HdT9FZPmMiImo8s+eTBwYG4sknn8RHH32EU6dOWSMmpzUqPACrnoow+oXaztvNKaai65Ya6NVehVZ22hKkm39N0nIyt8Sm19UvN3CHpAm4vSCkv8qwC85f5e4UnzERETWe2UsOvPvuu0hOTsby5csRGxsLPz8/DBkyBEOHDsWQIUPQo0cPa8TpNO5t3xICgMJFBn+VOy5du4EXR3Zzil+muv3mBndpZ7cYuvp5A7BtS5NWK/TXk7LpLheEJCK6O5mdND3xxBN44oknAABXr17Fnj178N///hezZs2CVqu9aweC65y+WtNCco9vC/yphy9W7TmH1HMFeDyqg50juzOtVuDArf3mBtt4v7nauvvXJE2Xrt2w2XYqF6+Vo0xTDaXCBaESB59zQUgioruP2UkTAJSWlmL//v1ITk7G3r17kZ6ejnvvvRdDhgyxdHxO59StpKmbvzcGdW6LVXvO4cDZfP2K6dbUlD3vTuYWI79UA087bZ2io/J0RYDKHeqiCpttp6Lrmuvu7w2F3PYroBMRkXMwO2nq37+/ft2moUOH4u9//zsGDx6Mli1bWiE853P61licrn7e6BvcCm4KF+SVVOJsXim63Op6soam7nmn3zol1D5bp9TWI8AH6qIK/G6j7VSkDAInIiIy+7fjmTNn4OnpidDQUISGhuKee+5hwlTLqaulAIBuft5wd5Xrp5/vv9X1ZQ26Pe9qJ0zA7f3Qdh1XN/get8cz2a9rTkfXRZepts1gcF1Lk5TxTEREdPcyO2kqLCzEnj17MGjQIPz4448YMmQI/P39MWHCBKxdu9as99q3bx/Gjh2LwMBAyGQyfP311wavX716FVOmTEFgYCA8PT0xatQonDlzxtyQbaaqWotzebeSplu/+AfdU5OEHLBS0lTfnncKTTXkt/58Y+sx3CiphKZMY/JRdO0GjpzOh0JTjQGBLestZ81H7f3cdDPYfs+1zWBwXUtTQzPniIjo7taoMU29evVCr169MHv2bKSlpeGDDz7Axo0b8dVXXyE2Nlby+5SVlaF3796YOnUqHn30UYPXhBAYP348XF1d8c0338DHxwfLly/H8OHDkZmZCS8v260WLdX5gnJoqrXwVMrRvqUHAOD+W0nTz1mFuFmthauFx8wcyi40amGa+F66Ubllr6Xe8X3+euvPRBPn2sJE3N7HrUfArZamK8XYnn4J/j4eVpuddq1Mo//56Vq4iIiITDE7aUpPT8fevXuxd+9epKSkoKSkBL1798acOXMwbNgws95r9OjRGD16tMnXzpw5g59//hnHjx9Hz549AQCrV6+Gr68vtmzZgunTp5sbutXpZs518fOGy61f8GEBPmjp6Yrr5Tdx9NJ1RAZbdoxOc9zn7NStcWGVVVrMS/wNgHnjs8yhW2oguI0nvG0wU4+IiJyX2UnTfffdh4iICAwZMgTPPvssHnjgAavsfFxZWQkAcHe/vYigXC6HUqnE/v37602aKisr9ecCNTs024rul303vxb6Yy4uMgzq3BbfHVNj/5kCiydNltjz7uF/HcCZvBK8+3hvjL7X9utJ1d57LikzF3O/+M2ojG58lqUXkOQgcCIiksrspKmwsNAqSVJd3bt3R3BwMBYsWIAPP/wQXl5eWL58OXJzc6FW1z+wOSEhAYsXL7Z6fKboWpq61pklN+iemqTpwNl8zBnexaLXbGjPO6Cmlaa+Pe+uFlfg5PVyyNzkeMCG+83Vptt7TqGpxtKvT0Bea3yT7l4EarYqWfxtJkaE+Vusq04/CJxJExERNcDsATa2SJgAwNXVFVu3bsXp06fRunVreHp6Yu/evRg9ejTkcnm95y1YsABFRUX6x8WLF20SL2C4RlNtg+6pWQQx/eI1lFVWWfSad9rzTmfigI71Jhn7by01cK8dt07RmfheOkYu/hkT30vXP2oTANRFFTiUXWixa3IQOBERSeXQK/lFRkYiIyMD169fh1qtxq5du1BQUICQkJB6z3Fzc4OPj4/BwxYqblbjfH4ZgJrlBmrr2NoTQa08cLNa4NB5y/3C19Hth9bS03BMjtut9ZbW7T+Pi4XlJs91pKUGpLLUOK7KqmqcvTXbkcsNEBFRQxo1e87WVCoVgJrB4YcPH8brr79u54iMnfujFFoBtPR0RTtvN4PXZDIZ7r+nLb749SIOnMnHsG6+Fr/+qPAAXLp2A298dxJ9OrTEK6O6o2egD/760c/IVBfjmU9/xdYZ0Qbbkmi1Qr9+lD33m9MxNRbLFFPjuBrjzNVSVGkFWt5ahZyIiOhO7NrSVFpaioyMDGRkZAAAsrOzkZGRgZycHADAl19+ib179yIrKwvffPMNRowYgfHjxyMmJsaOUZtWezyTqe1SdOs1WXORS93U+fs6tcLAzm3g4+GKdVOi4OfjhjN5pXhh0xHcrNbqy9feOqWvHbdO0alSytGmrSeqlXJU3XrUJkPN+CzdgqFNVXsQuLW3uCEiIufX6KRJo9Hg1KlTqKpq/Bidw4cPIyIiAhERNS0McXFxiIiIwKJFiwAAarUaEydORPfu3TF79mxMnDgRW7ZsafT1rOl0rZXATYm+tbnr77kl+KOk0mSZplIX3QAABKg89McCVB5YN/k+eLjKkXImH/E7TqCqWovUcwX4MDkLANA/pLXdt07R+ftD3QHUJEimxI8N4yBwIiKyC7N/U5aXl2PatGnw9PREz5499a1Cs2fPxltvvWXWew0dOhRCCKPHp59+qn/PixcvQqPR4MKFC3j99dehVNp3sHJ99HvO1bNAYpsWbvpfzgfPWae16fL1mpamwJYeBsfD26vw/l/7QCYDNv+Sg4jXk/DExz9jx29XAABpF65J2mrFFkaE+WPN033hX6e7rKWHq/WWG+B4JiIiksDspGnBggX47bffsHfvXoM1lIYPH47ExESLBudM9DPn7rAp7/1drLulivp6TUtTYEvj8TkxPf3xSER7AEBJhWHrYHFFleQ96mxhVHgA9r/yILY8OwAjwvwAAFGdWlk0YRJC6Be25Mw5IiKSwuyB4F9//TUSExMxYMAAg3EgYWFhOHfunEWDcxallVW4dK0mYelaa2HLuqI7t8FH+7Jw4GwBhBAWHUejqdLij9Kabr+6LU1AzR51dZO12vu9yQC8sfUYhgRbZ7uSO9FoqqDQVBuMYZK7yDCwcxu09lIiKfMqkk//gaLym1B5WmbV7kvXbqCkogpKuQs6t6v/MyMiItIxO2n6448/4OtrPPurrKzsrh1Me+ZWK5OfjxtaetbffdgvpDVc5TJcvn4DFwrK0amt5fbPu1pcASEApcIFbUyst3QouxC5xYZjqRqzR5211N57rrZu/t7o5ueNU1dLsOuEGhPu62iR6+m65rr4tXCY8VxEROTYzP5tcd999+G7777TP9clSh9//DEGDhxoucicSH0rgdflqVToZ6lZehbdZV3XnMrdZPLqzHvUjesTCAD6MViWwEHgRERkLrNbmhISEjBq1ChkZmaiqqoK77//Pk6cOIHU1FQkJydbI0aHdyq3ZuZcQ0kTANx/T1v8kl2IA2fz8fSAYIvFoJs5Z6prDrDMHnXWUnvvOVPG9grE2z+cQuq5AuSVVFhknSYOAret1atX4+2334ZarUbPnj2xYsUKDB48uMHzDhw4gCFDhiA8PFy/NAkRkb2Y3dIUHR2NAwcOoLy8HJ07d8bu3bvh5+eH1NRUREZGWiNGh3dawiBwnUG3BoMfPFeAaq1ooLR0V27NnKu93EBtuj3qardBVdVaD6laKUe7dl6I7ukHpZfS5o+6azLV1rGNJ/p0aAmtAHYetcxgdV1LEweBW19iYiLmzp2LhQsXIj09HYMHD8bo0aP1M2/rU1RUhEmTJuFPf/qTjSIlIrqzRg3muPfee/HZZ5/h+PHjyMzMxMaNG3HvvfdaOjanoZs5V99yA7X1aq+Ct5sCRTdu4sSVIovFcOVW91x7EzPnAMM96up23umeW3INJEsb19tyXXRF5Tf13ZlMmqxv+fLlmDZtGqZPn44ePXpgxYoV6NChA9asWXPH85577jk8+eSTd223PxE5HklJU3FxseTH3aawTKNfrLKLb8OzsBRyFwy4tdClJcc16ZKmgHq654Dbe9TVXQPJX+Vu8TWQLG1MrwDIZMCRnOv17qMn1cncmn+nQa08oPKwzGw8Mk2j0SAtLc1oFf+YmBgcPHiw3vM2bNiAc+fOIT4+XtJ1Kisr7/r/i4jI+iSNaWrZsmWDM+N0U+irq6vvWK650XXNdWjtAS83aUPE7r+nLZIyr+LA2XzMGHqPReLQbaFS35gmnVHhARgR5o9D2YX68UH9Qmy/zIC5/HzcMSCkDVKzCvDt0StN+rlxELjt5Ofno7q6Gn5+fgbH/fz8kJuba/KcM2fOYP78+UhJSYFCIa1OJSQkYPHixU2Ol4joTiT9j7Rnzx5rx+G0zBnPpDPonpqWpl/PX0PFzWq4u9Y/nkeq2rPnGqJbA8nZjOsTiNSsAuzIaGLSxEHgNlf3S1d965RVV1fjySefxOLFi9G1a1fJ779gwQLExcXpnxcXF6NDhw6ND5iIyARJSdOQIUOsHYfTOpUrbbmB2jq3awE/HzdcLa5E2oVr+s18G6uk4qZ+le87dc85u9Hh/lj0zXH8nluCM1dL0MWMn3ltbGmynbZt20Iulxu1KuXl5Rm1PgFASUkJDh8+jPT0dMycORMAoNVqIYSAQqHA7t278eCDDxqd5+bmBjc3N+vcBBHRLZKSpqNHjyI8PBwuLi44evToHcv26tXLIoE5C31Lk4RB4DoymQyD7mmLbUcuY//Z/CYnTbquOR93BVpI7CJ0Ri09lXigSzv87/c87PjtCv4vppvZ76Gp0uJMXs1nxkHg1qdUKhEZGYmkpCT85S9/0R9PSkrCww8/bFTex8cHx44dMzi2evVq/PTTT/jqq68QEhJi9ZiJiOoj6Tdsnz59kJubC19fX/Tp0wcymQxCGE+Xv9vGNAkhGtXSBNSMa9p25DJ+OJ6L7v7eTRpbdOX6nddoak7G9QnUJ01xI7qavQr9uT9KcbNawNtdgaBWzf/n5Qji4uIwceJEREVFYeDAgfjoo4+Qk5OD2NhYADVda5cvX8bnn38OFxcXhIeHG5zv6+sLd3d3o+NERLYmKWnKzs5Gu3bt9H+nGleLK1FcUQW5iwyh7czbEkVTVZNcZuWXYc4XGQCAAJU74seGmT2LTbdG092QNA3v4Qd3VxdcKCjH0UtF6N2hpVnn1+6au1u3/bG1CRMmoKCgAEuWLIFarUZ4eDh27tyJ4OCaxV3VanWDazYRETkCSUsOBAcH63/BXLhwAe3bt0dwcLDBo3379rhw4YJVg3U0uvWZQtp6wU0hfTD3ruNqLNh23Oh4blEFnt94BLuOm7eA4+3VwJu+Uraj83JTYHiPmrEwjVmziYPA7WPGjBk4f/48KisrkZaWhgceeED/2qeffoq9e/fWe+5rr73G1cCJyCGYPQBm2LBhUKvVRpv2FhUVYdiwYXdV99zpXPNnzlVrBRZ/m4nanZsKze2fmQzAG1uPYUiw9K66y7klUGiq4a90haZMIzkWR6HRVEGhqb7jquC1jesdiP8eVeO/R69g4UM94GJGlyYHgRMRUWOZnTTVN1W4oKAAXl7mdVE5u1MSN+qt7VB2oX7gts7E99KNyi17LVXye6oATARQ8F46EiSf5VgmAtjwSpSkskO6tYO3uwJXiytx6HwhBoRKWz5BCKFvaeIgcCIiMpfkpOmRRx4BUDPYe8qUKQbTe6urq3H06FFER0dbPkIHdnvmXMMrgevklVQ0XIjuyE0hx6ie/vgy7RJ2/HZFctJ0pagCRTduQuEiQxc/6Z8ZERERYEbSpFKpANR8W/f29oaHx+1Bx0qlEgMGDMCzzz5r+QgdlFYr9EmTOS1Nvt7G447+PS/C6NiGqf3QP7S1pDgiliThZrUWu+c9gKDWnpJjcRTlmipEvf6jWeeM6xOIL9Mu4ftjaiwe1xOu8jsPz6vWCmw/chlAzYB5hUujtl0kIqK7mOSkacOGDQCATp064cUXX7zruuLqunitHBU3tVAqXBDcRvrPol9IawSo3JFbVKEf11R7LI8MNXvBRff0kzSm6Y+SStyQyyBTyNEh0KfB5MERVbm6SB7PpDMwtA3atlAiv1SDj/dloX0rj3qXbdh1XI3F32bqu0VzCstx/9KfGjVTkYiI7l5m/4aNj4+/6xMm4PZK4F18W5i1tpLcRYb4sWEAahKk2nTP48eGSX5P3RpNvt5uTpkwNZZC7oLw9jWtn8t+OIU5X2TgiY9/xv1LfzKYfbjruBrPbzxiNI6ssTMViYjo7mX2b9mrV69i4sSJCAwMhEKhgFwuN3jcLc7klQIwb+aczqjwAKx5ui/86+wT569yx5qn+5rV+nF7uQHnX6NJoamGpkwj6fHdoRzsP5YLhaba4JH/Rxlmrf8V3x3KwY2SSryx9RjktV7X0bXyLf42E9Va44VaiYiI6jJ79tyUKVOQk5ODf/zjHwgICLhrFwjUrwRuxvYptY0KD8CIMH9s/PkC4necQGsvJfa/8qDZK4Jf1i1sqXL+pGnie+l438RMwnrL3+G1w++l4zCAEXWO156hJ1CzBc2h7EKn3MCYiIhsy+ykaf/+/UhJSUGfPn2sEI7z0M+ca+SmsUBNV934Pu0Rv+MECss0KNdUwdvd1az3UF+/exa2tBbOaCQiIinMTpo6dOhgct+5u8nNai3O/VHTPdfYliYdlacrfL3dkFdSibN5pYjo2Mqs86/c6p4LaAYtTU1hagbigNDW+DmrsMFzTc1oJCIiqsvspGnFihWYP38+PvzwQ3Tq1MkKITm+8/lluFkt0MJNgUBV03/hdvFrgbySSpxpTNLUjPad+/e8CBz+x3B4Ku/8z/KXrEJM3XDI4Jip2XfPj+yOc1/9ZjBTsTbdTMV+IQ0v7UBERGR20jRhwgSUl5ejc+fO8PT0hKurYXdSYWHD3+ydnW4l8C5+LSwypquLrzcOnC3A2VuDy81xpRl1z1Up5VB6KaFsIGmK7umHdu28GkyGBnRug/ixYXh+4xHIAIOyjZmpSEREd7dGtTTd7Rqz59yd3ONbszr1mVvJmFSaKi3+KK0E0DxamqTSLdsgJRnSzVSsvU4TUJNUcZ0mIiIyh9lJ0+TJk60Rh1NpzJ5zd9JFlzSZ2dJ0tbgCQgBKhQvaeCktEouzMCcZ0s1UPJRdiLySinoXwSQiIroTs5MmADh37hw2bNiAc+fO4f3334evry927dqFDh06oGfPnpaO0eGcvnprjaYmDgLX0bU0Xbp2A+WaqgbH9Ojou+ZU7nfl0g/mJENyFxmXFSAioiYxe3HL5ORk3Hvvvfjll1+wbds2lJbWJBBHjx5FfHy8xQN0NBU3q3G+oAyA5Vqa2rRwQ+tbLUVZf5RJPo8z524nQw/3aY+Bnduw9YiIiKzG7KRp/vz5eOONN5CUlASl8naX0LBhw5CammrR4BzR2bxSCAG09lKibQvLdYnpxzXlSR/X1JxmzhERETk6s5OmY8eO4S9/+YvR8Xbt2qGgoMAiQTky/UrgFpo5p6Mf13RV+rim5jRzjoiIyNGZnTS1bNkSarXxJqfp6elo3769RYJyVNVagT2n8gAAPu6uFt2zrDGDwXUDoNnSREREZH1mJ01PPvkkXnnlFeTm5kImk0Gr1eLAgQN48cUXMWnSJGvE6BB2HVfj/qU/4b9HaxLG3ZlXcf/Sn7DruHEC2Rhdbo2PMmetptstTUyaiIiIrM3spOmf//wnOnbsiPbt26O0tBRhYWF44IEHEB0djVdffdUaMdrdruNqPL/xiMHUdgDILarA8xuPWCRx0rU0XSgoQ8XNaknn1J49R0RERNZl9pIDrq6u2LRpE15//XUcOXIEWq0WERER6NKli9kX37dvH95++22kpaVBrVZj+/btGD9+vP710tJSzJ8/H19//TUKCgrQqVMnzJ49G88//7zZ12qsaq3A4m8zDRZQVGhuJzUyAG9sPYYhwU1b90flIkNLFxlKK6pw9uL1BmfmlVVWoby4EgoAbV3l0JRpGn1te9NoqqDQVJvcCoWIiMhRNGqdJgAIDQ1FaGhoky5eVlaG3r17Y+rUqXj00UeNXp83bx727NmDjRs3olOnTti9ezdmzJiBwMBAPPzww026tlSHsguNWpgmvpduVG7Za02fOagbXr/VxPubMvHWnysllndkEwFseCXK3mEQERHVy+zuucceewxvvfWW0fG3334b/+///T+z3mv06NF444038Mgjj5h8PTU1FZMnT8bQoUPRqVMn/O1vf0Pv3r1x+PBhc8NutLySioYLERERUbNndktTcnKyyUUsR40ahXfeecciQencf//92LFjB5555hkEBgZi7969OH36NN5///16z6msrERlZaX+eXFxcZNi8PU2Hi/073kRRsc2TO2H/qGtm3StTw9kY9muU4jp6YcVfzW+Rm1fHr6I+G9OYEi3dljzdGSTrmtv5ZoqRL3+o73DICIiuiOzk6bS0lKDRS11XF1dm5yg1LVy5Uo8++yzCAoKgkKhgIuLCz755BPcf//99Z6TkJCAxYsXWyyGfiGtEaByN+iiqz32Roaa/c6ie/o1eTXqrsGtUKWU40xRBZQN7CWXW1mFKqUcAX4tGizr6KpcXTieiYiIHJ7Z3XPh4eFITEw0Ov7FF18gLCzMIkHprFy5Ej///DN27NiBtLQ0vPvuu5gxYwZ+/LH+VokFCxagqKhI/7h48WKTYpC7yDDrwXtMvqZLkeLHhllk+w7dsgPZ+WW4Wa29Y1ndauB38xYqREREtmR2S9M//vEPPProozh37hwefPBBAMD//vc/bNmyBV9++aXFArtx4wb+/ve/Y/v27RgzZgwAoFevXsjIyMA777yD4cOHmzzPzc0Nbm5uFosDuL3gpFIug6b69jw6f5U74seGYVR4gEWuE6hyh6dSjnJNNS4UlOEe3/pn0OmWG2jPNZqIiIhswuykady4cfj666/x5ptv4quvvoKHhwd69eqFH3/8EUOGDLFYYDdv3sTNmzfh4mLYGCaXy6HV3rkVxpIKSiux5VAOAODjSVFQKuTIK6mAr7c7+oU0bZmBumQyGe7xbYGjl4pwNq/0jkmTWr9ZL9doIiIisgWzuueqqqqwePFi9OrVCwcOHEBZWRny8/Px008/NSphKi0tRUZGBjIyMgAA2dnZyMjIQE5ODnx8fDBkyBC89NJL2Lt3L7Kzs/Hpp5/i888/N7n3nbWsP5CNipta9ApS4YGu7TCwcxs83Kc9BnZuY9GESeceCXvQabUCV7iFCjmR1atXIyQkBO7u7oiMjERKSkq9Zbdt24YRI0agXbt28PHxwcCBA/HDDz/YMFoiItPMSpoUCgXefvttVFdLW7G6IYcPH0ZERAQiImpmisXFxSEiIgKLFi0CUDNO6r777sNTTz2FsLAwvPXWW/jnP/+J2NhYi1y/IcUVN/H5wQsAgBeG3WPRDXrr0+VW69Kd9qArKNNAU6WFTFbTRUjkyBITEzF37lwsXLgQ6enpGDx4MEaPHo2cnByT5fft24cRI0Zg586dSEtLw7BhwzB27Fikpzv/emRE5NzM7p4bPnw49u7diylTpjT54kOHDoUQ9W966+/vjw0bNjT5Oo3179QLKKmsQhffFhjRw88m15Syca+ua87X2w2ucrPH8hPZ1PLlyzFt2jRMnz4dALBixQr88MMPWLNmDRISEozKr1ixwuD5m2++iW+++Qbffvut/gsWEZE9mJ00jR49GgsWLMDx48cRGRkJLy8vg9fHjRtnseDs6YamGuv3ZwMAZgzrDBcrdMWZ0sWvJmk690cpqrXCZBegbhA4Z86Ro9NoNEhLS8P8+fMNjsfExODgwYOS3kOr1aKkpAStW9e/Dpql12cjIjLF7KRJt+/b8uXLjV6TyWQW67qzty9+zUFBmQYdWntgbK9Am103qJUn3BQuqKzS4mJhOTq19TIqo1tugDPnyNHl5+ejuroafn6GLbV+fn7Izc2V9B7vvvsuysrK8Pjjj9dbxtLrsxERmWJ2345Wq6330VwSJk2VFh/tywIAxA7pDIUNu8DkLjKEtqtpbTpbTxfd7ZYmjmci51B3PKAQQtIYwS1btuC1115DYmIifH196y1n6fXZiIhMaVI2UFHRPPdl255+CeqiCvh6u+HRvkE2v35D45rUnDlHTqJt27aQy+VGrUp5eXlGrU91JSYmYtq0afjPf/5T77psOm5ubvDx8TF4EBFZmtlJU3V1NV5//XW0b98eLVq0QFZWTYvMP/7xD6xbt87iAdpatVZgzd5zAIC/PRAKd1fbb+9xO2kqMfn65VstTUyayNEplUpERkYiKSnJ4HhSUhKio6PrPW/Lli2YMmUKNm/erF/clojI3sxOmv75z3/i008/xbJlywz2oLv33nvxySefWDQ4e/jumBrnC8rR0tMVT/TraJcYdIPB6+ue082eC2zJ7jlyfHFxcfjkk0+wfv16nDx5EvPmzUNOTo5+6ZAFCxZg0qRJ+vJbtmzBpEmT8O6772LAgAHIzc1Fbm4uioqK7HULREQAGpE0ff755/joo4/w1FNPQS6/3QrTq1cv/P777xYNztaEEFi95ywAYGp0CLzczB4nbxG6lcDP5pVCqzVckkFTpUVeSc0sIbY0kTOYMGECVqxYgSVLlqBPnz7Yt28fdu7cieDgYACAWq02WLPpww8/RFVVFV544QUEBAToH3PmzLHXLRARAWjE7LnLly/jnnuMN7DVarW4efOmRYKytWqtwKHsQvz0+1X8nlsCL6UcU6I72S2e4DaecJXLUK6pxpWiGwhq5al/7WpxBYQAlAoXtPFS3uFdiBzHjBkzMGPGDJOvffrppwbP9+7da/2AiIgaweykqWfPnkhJSdF/S9T58ssvnXLhuV3H1Vj8baZ+cLVOala+xTbiNZer3AUhbb1w+mopzuSVGiRNuplzgSp3m6xQTkRERDXMTpri4+MxceJEXL58GVqtFtu2bcOpU6fw+eef47///a81YrSaXcfVeH7jEdRdk7xMU43nNx7Bmqf72i1xuse3BU5fLcW5vFIM63Z7qrUuuePClkRERLZldtI0duxYJCYm4s0334RMJsOiRYvQt29ffPvttxgxYoQ1YrSKaq3A4m8zDRImheb2OlMyAG9sPYYhwa2tsjFvQzp7e0ChqcaZC9eh6avRH7+kLoFCU41Ad1doyjR3eAfnodFUQaGpRpXS9jMViYiIpJKJO23+1gwUFxdDpVKhqKjIYO2W1HMFeOLjnw3KTl162NbhUS0bXolC5pKR8FTaZwA+3Vl9dckROVOsRI6MdclQo387HT58GCdPnoRMJkOPHj0QGRlpybisLq+keS7MSURERNZhdtJ06dIlPPHEEzhw4ABatmwJALh+/Tqio6OxZcsWdOjQwdIxWoWvt/EaR/+eZzyQfcPUfugfWv9GodZSWVWNyCVJ0Apg70tD4etTE+/4Dw7g9NUSfDgxEoO7trN5XNZQrqlC1Os/2jsMIiKiOzI7aXrmmWdw8+ZNnDx5Et26dQMAnDp1Cs888wymTZuG3bt3WzxIa+gX0hoBKnfkFlXoxzXVHlMjA+Cvckd0Tz+7jGlSAggK8EFWfhnOl2oQFFDTLHrphgZVSjk6BvpA2UyWHKhydeF4JiIicnhmL26ZkpKCNWvW6BMmAOjWrRv+9a9/ISUlxaLBWZPcRYb4sWEAahKk2nTP48eG2SVh0ulcZzuV0soqFFdUAQACuLAlERGRTZmdNHXs2NHkIpZVVVVo3769RYKylVHhAVjzdF/4qwy76vxV7nZdbkBHtwedbjsV9a01mnzcFWhhp9XKiYiI7lZm/+ZdtmwZZs2ahVWrViEyMhIymQyHDx/GnDlz8M4771gjRqsaFR6AEWH+OJRdiLySCvh6u6NfiH2WGahLtwfdmVtJ05VbazRx+xQiIiLbMztpmjJlCsrLy9G/f38oFDWnV1VVQaFQ4JlnnsEzzzyjL1tYWGi5SK1I7iLDwM5t7B2GkS619qADaq0GzqSJiIjI5sxOmlasWGGFMMiUzu1aQCYDCss0KCit1HfPBbY0nvlHRERE1mV20jR58mRrxEEmeCjlCGrlgYuFN3AmrxSXr3MLFSIiInsxeyA42Zaui+5MXinURTUtTe3ZPUdERGRzTJoc3D23ZtCdyyvVj2kKULF7joiIyNaYNDk4XdJ0+moJZ88RERHZEZMmB6dbqyk95zo0VVrIZDBaV4qIiIisj0mTg9O1NN24WQ0A8PV2g6ucHxsREZGtmT17rqysDG+99Rb+97//IS8vD1qt1uD1rKwsiwVHgLe7KwJU7lAXceYcERGRPZmdNE2fPh3JycmYOHEiAgICIJPZf+Xs5u4e3xb6pMlN4YJqrXCIFcuJiIjuJmYnTd9//z2+++47DBo0yBrxUB27jqtx5MI1/fNfsgtx/9KfED82zO574xEREd1NzB4c06pVK7Ru3doasVAdu46r8fzGIyjTVBsczy2qwPMbj2DXcbWdIiMiIrr7mN3S9Prrr2PRokX47LPP4OnpaY2YCEC1VmDxt5kQtY4paiVPMgBvbD2GIcGOsblwU2g0VVBoqlGllNs7FCIionpJSpoiIiIMxi6dPXsWfn5+6NSpE1xdXQ3KHjlyxLIR3qUOZRfqxzHpTHwv3ajcstdSbRWSVU0EsOGVKHuHQUREVC9JSdP48eOtHAbVlVdS0XChZub8W2PsHQIREVG9JCVN8fHx1o6D6vD1Nl7A8t/zIoyObZjaD/1DOcaMiIjI2swe0xQaGopff/0Vbdq0MTh+/fp19O3bl+s0WUi/kNYIULkjt6hCP66p9pgfGWpWBo/u6ef0Y5qIiIicgdmz586fP4/q6mqj45WVlbh06ZJFgiJA7iJD/NgwADUJUm265/Fjw5gwERER2YjklqYdO3bo//7DDz9ApVLpn1dXV+N///sfQkJCzLr4vn378PbbbyMtLQ1qtRrbt283GD9V38KZy5Ytw0svvWTWtZzRqPAArHm6LxZ/m2kwKNxf5c51moiIiGxMctKkS2ZkMhkmT55s8Jqrqys6deqEd99916yLl5WVoXfv3pg6dSoeffRRo9fVasN1iL7//ntMmzbNZNnmalR4AEaE+eNQdiHySirg6+2OfiHOv8wA3V1Wr16Nt99+G2q1Gj179sSKFSswePDgessnJycjLi4OJ06cQGBgIF5++WXExsbaMGIiImOSkybdHnMhISH49ddf0bZt2yZffPTo0Rg9enS9r/v7+xs8/+abbzBs2DCEhobWe05lZSUqKyv1z4uLi5scp73JXWQY2LlNwwWJHFBiYiLmzp2L1atXY9CgQfjwww8xevRoZGZmomPHjkbls7Oz8dBDD+HZZ5/Fxo0bceDAAcyYMQPt2rW7q74wEZHjMXtMU3Z2tkUSJnNdvXoV3333HaZNm3bHcgkJCVCpVPpHhw4dbBQhEZmyfPlyTJs2DdOnT0ePHj2wYsUKdOjQAWvWrDFZfu3atejYsSNWrFiBHj16YPr06XjmmWfwzjvv2DhyIiJDZs2eu3HjBrZs2YL9+/dDrVZDLpcjJCQE48ePx5/+9CdrxQgA+Oyzz+Dt7Y1HHnnkjuUWLFiAuLg4/fOioiJ07NixWbQ4EdmTrg4JIRooeZtGo0FaWhrmz59vcDwmJgYHDx40eU5qaipiYmIMjo0cORLr1q3DzZs3jRbUBYxbmIuKigxiJqLGaUy9b84kJ01nz57F8OHDUVpaCqVSidzcXDz00EP49ddfsWbNGjzyyCPYvHkzFAqzVzGQZP369Xjqqafg7m68flFtbm5ucHNz0z/XfeBscSKyjJKSEoOJIHeSn5+P6upq+Pn5GRz38/NDbm6uyXNyc3NNlq+qqkJ+fj4CAownQCQkJGDx4sVGx1nviSyjoKBAcr1vziRnOLNnz8aoUaOwevVquLi44K233sK+ffvw888/48yZM4iJicEbb7yB1157zeJBpqSk4NSpU0hMTDT73MDAQFy8eBHe3t71zsazhuLiYnTo0AEXL16Ej4+Pza5rac3lPgDeS1MJIVBSUoLAwECzz61b94QQd6yPpsqbOq5Tt4X5+vXrCA4ORk5OjkP/R+8s/yYZp+U5S6y63prWrbmIMmBG0pScnIyMjAy4uNQMg4qLi8OiRYtQUFCALl26YMWKFZg7d65VkqZ169YhMjISvXv3NvtcFxcXBAUFWTwmqXx8fBy6QkjVXO4D4L00hbkJSNu2bSGXy41alfLy8oxak3T8/f1NllcoFEaL6urUbWGuHa8zfNbO8m+ScVqes8Sq+91/t5P8U2jZsiVKSkr0z8vLy1FVVQWlUgkA6NWrl9ESAQ0pLS1FRkYGMjIyANQMMs/IyEBOTo6+THFxMb788ktMnz7drPcmIvtTKpWIjIxEUlKSwfGkpCRER0ebPGfgwIFG5Xfv3o2oqCiT45mIiGxFctI0YsQIxMXF4ffff0d2djZiY2PRp08feHt7AwBycnLg6+tr1sUPHz6MiIgIRETU7KkWFxeHiIgILFq0SF/miy++gBACTzzxhFnvTUSOIS4uDp988gnWr1+PkydPYt68ecjJydGvu7RgwQJMmjRJXz42NhYXLlxAXFwcTp48ifXr12PdunV48cUX7XULREQAzOieW7ZsGR5++GGEhYVBJpOhY8eO2LZtm/71P/74w+xVuocOHdrgiPy//e1v+Nvf/mbW+zoCNzc3xMfHm+wycCbN5T4A3ou9TJgwAQUFBViyZAnUajXCw8Oxc+dOBAcHA6hZxLZ263JISAh27tyJefPmYdWqVQgMDMTKlSvNWqPJWX4+jNOynCVOwHlidZY4bUUmzJxHeObMGVRWVqJ79+5WmylHRERE5GjMTpqIiIiI7kZmNRWp1WqsWbPG5OKWU6ZMgVwut1acRERERHYleSD44cOH0aNHD3z77beoqKjA6dOn0bdvX3h5eeHFF1/E4MGDDWbXERERETUnkpOmuXPnYt68eUhPT8fBgwfx2Wef4fTp0/jiiy+QlZWFGzdu4NVXX7VmrERERER2I3lMk6enJ44fP47Q0FAAgFarhbu7Oy5evAg/Pz8kJSVhypQpuHz5slUDJiIiIrIHyS1Nvr6+BotXXr16FVVVVfqVTLt06YLCwkLLR2gnCQkJuO++++Dt7Q1fX1+MHz8ep06dMigjhMBrr72GwMBAeHh4YOjQoThx4oRBmcrKSsyaNQtt27aFl5cXxo0bh0uXLhmU6dSpE2QymcGj7ganjnAvH330EYYOHQofHx/IZDJcv37d6FrXrl3DxIkToVKpoFKpMHHiRJPlHP0+nOEzKSwsxKxZs9CtWzd4enqiY8eOmD17tn6zWh1rfib2snr1aoSEhMDd3R2RkZFISUm5Y/nk5GRERkbC3d0doaGhWLt2rY0iNS/Wbdu2YcSIEWjXrh18fHwwcOBA/PDDDw4XZ20HDhyAQqFAnz59rBvgLebGWVlZiYULFyI4OBhubm7o3Lkz1q9f75Cxbtq0Cb1794anpycCAgIwdepUFBQUWDXGffv2YezYsQgMDIRMJsPXX3/d4Dn2rE92JySaM2eOCA8PF99//7346aefxLBhw8TQoUP1r+/atUt07txZ6ts5vJEjR4oNGzaI48ePi4yMDDFmzBjRsWNHUVpaqi/z1ltvCW9vb7F161Zx7NgxMWHCBBEQECCKi4v1ZWJjY0X79u1FUlKSOHLkiBg2bJjo3bu3qKqq0pcJDg4WS5YsEWq1Wv8oKSlxuHt57733REJCgkhISBAAxLVr14yuNWrUKBEeHi4OHjwoDh48KMLDw8Wf//xnp7sPZ/hMjh07Jh555BGxY8cOcfbsWfG///1PdOnSRTz66KMG17LmZ2IPX3zxhXB1dRUff/yxyMzMFHPmzBFeXl7iwoULJstnZWUJT09PMWfOHJGZmSk+/vhj4erqKr766iuHi3XOnDli6dKl4tChQ+L06dNiwYIFwtXVVRw5csSh4tS5fv26CA0NFTExMaJ3795WjbGxcY4bN070799fJCUliezsbPHLL7+IAwcOOFysKSkpwsXFRbz//vsiKytLpKSkiJ49e4rx48dbNc6dO3eKhQsXiq1btwoAYvv27Xcsb8/65AgkJ00lJSXi8ccfFwqFQshkMhEdHS2ysrL0r//www/iP//5j1WCdAR5eXkCgEhOThZCCKHVaoW/v79466239GUqKiqESqUSa9euFULU/Ifi6uoqvvjiC32Zy5cvCxcXF7Fr1y79seDgYPHee+/Z5kZE4+6ltj179phMNjIzMwUA8fPPP+uPpaamCgDi999/d5r7EML5PhOd//znP0KpVIqbN28KIWz/mdhCv379RGxsrMGx7t27i/nz55ss//LLL4vu3bsbHHvuuefEgAEDrBajjrmxmhIWFiYWL15s6dAMNDbOCRMmiFdffVXEx8fbJGkyN87vv/9eqFQqUVBQYPXY6jI31rfffluEhoYaHFu5cqUICgqyWox1SUma7FmfHIHk7rkWLVogMTERJSUlKC4uxoEDBxASEqJ/PSYmBv/v//0/C7V/OR5dl4dup+fs7Gzk5uYiJiZGX8bNzQ1DhgzBwYMHAQBpaWm4efOmQZnAwECEh4fry+gsXboUbdq0QZ8+ffDPf/4TGo3Goe5FitTUVKhUKvTv319/bMCAAVCpVGa9j1TWug8dZ/xMioqK4OPjo1941tafibVpNBqkpaUZ/FyAmv9/6ruf1NRUo/IjR47E4cOHcfPmTYeKtS6tVouSkhKr7jDf2Dg3bNiAc+fOIT4+3mqx1daYOHfs2IGoqCgsW7YM7du3R9euXfHiiy/ixo0bDhdrdHQ0Ll26hJ07d0IIgatXr+Krr77CmDFjrBqruexVnxyF2Ut6u7u7WyMOhyaEQFxcHO6//36Eh4cDgH4X9ro7tfv5+eHChQv6MkqlEq1atTIqU3sX9zlz5qBv375o1aoVDh06hAULFiA7OxuffPKJw9yLFLm5uSb3H/T19TXatb6prHkfgHN+JgUFBXj99dfx3HPP6Y/Z8jOxhfz8fFRXV5v8udR3P7m5uSbLV1VVIT8/HwEBAQ4Ta13vvvsuysrK8Pjjj1sjRACNi/PMmTOYP38+UlJSbLYzRGPizMrKwv79++Hu7o7t27cjPz8fM2bMQGFhoVXHNTUm1ujoaGzatAkTJkxARUUFqqqqMG7cOPzrX/+yWpyNYa/65Ci4D4oEM2fOxNGjR7F//36j12QymcFzIYTRsbrqlpk3b57+77169UKrVq3w2GOP6Vs6LMnS99LQezT2fRpi7ftwts+kuLgYY8aMQVhYmNE3f1t9JrZk7mdsqryp49bQ2H+PW7ZswWuvvYZvvvnG7M3QG0NqnNXV1XjyySexePFidO3a1epx1WXOz1Or1UImk2HTpk1QqVQAgOXLl+Oxxx7DqlWr4OHh4TCxZmZmYvbs2Vi0aBFGjhwJtVqNl156CbGxsVi3bp1V4zSXPeuTvUnunrtbzZo1Czt27MCePXsQFBSkP+7v7w8ARt8a8vLy9Fm4v78/NBoNrl27Vm8ZUwYMGAAAOHv2rEXuQacp9yKFv78/rl69anT8jz/+MOt9GmLt+zDFkT+TkpISjBo1Ci1atMD27dvh6upq8D62+ExspW3btpDL5WZ9xv7+/ibLKxQKiyfATY1VJzExEdOmTcN//vMfDB8+3GoxAubHWVJSgsOHD2PmzJlQKBRQKBRYsmQJfvvtNygUCvz0008OEScABAQEoH379vqECQB69OgBIYTRLGZ7x5qQkIBBgwbhpZdeQq9evTBy5EisXr0a69evN5i5bm/2qk+OgklTPYQQmDlzJrZt24affvrJYPwWULMTu7+/P5KSkvTHNBoNkpOTER0dDQCIjIyEq6urQRm1Wo3jx4/ry5iSnp4OABZr5rTEvUgxcOBAFBUV4dChQ/pjv/zyC4qKisx6H3vfhymO+pkUFxcjJiYGSqUSO3bsMOo+t/ZnYmtKpRKRkZEGPxcASEpKqvd+uhsbxgAAHhVJREFUBg4caFR+9+7diIqKMkgwHSFWoKaFacqUKdi8ebNNxrOYG6ePjw+OHTuGjIwM/SM2NhbdunVDRkaGwfg5e8YJAIMGDcKVK1dQWlqqP3b69Gm4uLgYfElxhFjLy8vh4mL4K1m3NZmuJccR2Ks+OQybDTl3Ms8//7xQqVRi7969BtPOy8vL9WXeeustoVKpxLZt28SxY8fEE088YXLJgaCgIPHjjz+KI0eOiAcffNBgyYGDBw+K5cuXi/T0dJGVlSUSExNFYGCgGDdunMPdi1qtFunp6eLjjz8WAMS+fftEenq6wcyUUaNGiV69eonU1FSRmpoq7r33XotNb7fVfTjLZ1JcXCz69+8v7r33XnH27FmD96m9pIU1PxN70E3lXrduncjMzBRz584VXl5e4vz580IIIebPny8mTpyoL6+bIj1v3jyRmZkp1q1bZ/MlB6TGunnzZqFQKMSqVasMPs/r1687VJx12Wr2nLlxlpSUiKCgIPHYY4+JEydOiOTkZNGlSxcxffp0h4t1w4YNQqFQiNWrV4tz586J/fv3i6ioKNGvXz+rxllSUiLS09NFenq6AKD/v0+3NIIj1SdHwKSpHgBMPjZs2KAvo9VqRXx8vPD39xdubm7igQceEMeOHTN4nxs3boiZM2eK1q1bCw8PD/HnP/9Z5OTk6F9PS0sT/fv3FyqVSri7u4tu3bqJ+Ph4UVZW5nD3Eh8f3+D7FBQUiKeeekp4e3sLb29v8dRTT5mc0u/I9+Esn4luyQRTj+zsbH05a34m9rJq1SoRHBwslEql6Nu3r36pBiGEmDx5shgyZIhB+b1794qIiAihVCpFp06dxJo1axwy1iFDhpj8PCdPnuxQcdZlq6RJCPPjPHnypBg+fLjw8PAQQUFBIi4uzuDLiSPFunLlShEWFiY8PDxEQECAeOqpp8SlS5esGmN9/4/o/s05Wn2yN8nbqBARERHdzTimiYiIiEgCJk1EREREEjBpIiIiIpKASRMRERGRBEyaiIiIiCRg0kREREQkAZMmIiIiIgmYNBERERFJwKSJiIiISAImTUREREQSMGkiIiIikoBJExEREZEETJqIiIiIJGDSRERERCSBTZOmffv2YezYsQgMDIRMJsPXX3/d4DnJycmIjIyEu7s7QkNDsXbtWusHSkQWwTpPRM2JTZOmsrIy9O7dGx988IGk8tnZ2XjooYcwePBgpKen4+9//ztmz56NrVu3WjlSIrIE1nkiak5kQghhlwvLZNi+fTvGjx9fb5lXXnkFO3bswMmTJ/XHYmNj8dtvvyE1NdXkOZWVlaisrNQ/12q1KCwsRJs2bSCTySwWP9HdRgiBkpISBAYGwsXF/O9b1qrzAOs9kbU0td43Nwp7B3AnqampiImJMTg2cuRIrFu3Djdv3oSrq6vROQkJCVi8eLGtQiS661y8eBFBQUFWee/G1HmA9Z7I2qxZ752JQydNubm58PPzMzjm5+eHqqoq5OfnIyAgwOicBQsWIC4uTv+8qKgIHTt2xMWLF+Hj42P1mImaq+LiYnTo0AHe3t5Wu0Zj6jzAek9kLbao987EoZMmAEZN67rexPqa3N3c3ODm5mZ03MfHh/95ElmAtbu7zK3zAOs9kbWxm7uGQ3dQ+vv7Izc31+BYXl4eFAoF2rRpY6eoiMhaWOeJyJE5dNI0cOBAJCUlGRzbvXs3oqKi6h3bQETOi3WeiByZTZOm0tJSZGRkICMjA0DN9OKMjAzk5OQAqBmXMGnSJH352NhYXLhwAXFxcTh58iTWr1+PdevW4cUXX7Rl2ETUSKzzRNSsCBvas2ePAGD0mDx5shBCiMmTJ4shQ4YYnLN3714REREhlEql6NSpk1izZo1Z1ywqKhIARFFRkYXuguju1Ji6ZI8639hYicgY65Ihu63TZCvFxcVQqVQoKirigFCiJnCmuuRMsRI5MtYlQw49pomIiIjIUTBpIiIiIpKASRMRERGRBEyaiIiIiCRg0kREREQkAZMmIiIiIgmYNBERERFJwKSJiIiISAImTUREREQSMGkiIiIikoBJExEREZEETJqIiIiIJGDSRERERCQBkyYiIiIiCZg0EREREUnApImIiIhIAiZNRERERBIwaSIiIiKSgEkTERERkQRMmoiIiIgkYNJEREREJAGTJiIiIiIJmDQRERERScCkiYiIiEgCJk1EREREEjBpIiIiIpKASRMRERGRBEyaiIiIiCRg0kREREQkgc2TptWrVyMkJATu7u6IjIxESkrKHctv2rQJvXv3hqenJwICAjB16lQUFBTYKFoisgTWeyJqDmyaNCUmJmLu3LlYuHAh0tPTMXjwYIwePRo5OTkmy+/fvx+TJk3CtGnTcOLECXz55Zf49ddfMX36dFuGTURNwHpPRM2GsKF+/fqJ2NhYg2Pdu3cX8+fPN1n+7bffFqGhoQbHVq5cKYKCgiRfs6ioSAAQRUVF5gdMRHqNrUus90TOi3XJkM1amjQaDdLS0hATE2NwPCYmBgcPHjR5TnR0NC5duoSdO3dCCIGrV6/iq6++wpgxY+q9TmVlJYqLiw0eRGQfrPdE1JzYLGnKz89HdXU1/Pz8DI77+fkhNzfX5DnR0dHYtGkTJkyYAKVSCX9/f7Rs2RL/+te/6r1OQkICVCqV/tGhQweL3gcRScd6T0TNic0HgstkMoPnQgijYzqZmZmYPXs2Fi1ahLS0NOzatQvZ2dmIjY2t9/0XLFiAoqIi/ePixYsWjZ+IzMd6T0TNgcJWF2rbti3kcrnRt8u8vDyjb6E6CQkJGDRoEF566SUAQK9eveDl5YXBgwfjjTfeQEBAgNE5bm5ucHNzs/wNEJHZWO+JqDmxWUuTUqlEZGQkkpKSDI4nJSUhOjra5Dnl5eVwcTEMUS6XA6j5pkpEjo31noiaE5t2z8XFxeGTTz7B+vXrcfLkScybNw85OTn6ZvcFCxZg0qRJ+vJjx47Ftm3bsGbNGmRlZeHAgQOYPXs2+vXrh8DAQFuGTkSNxHpPRM2FzbrnAGDChAkoKCjAkiVLoFarER4ejp07dyI4OBgAoFarDdZumTJlCkpKSvDBBx/g//7v/9CyZUs8+OCDWLp0qS3DJqImYL0nouZCJpp5e3dxcTFUKhWKiorg4+Nj73CInJYz1SVnipXIkbEuGeLec0REREQSMGkiIiIikoBJExEREZEETJqIiIiIJGDSRERERCQBkyYiIiIiCZg0EREREUnApImIiIhIAiZNRERERBIwaSIiIiKSgEkTERERkQRMmoiIiIgkYNJEREREJAGTJiIiIiIJmDQRERERScCkiYiIiEgCJk1EREREEjBpIiIiIpKASRMRERGRBEyaiIiIiCRg0kREREQkAZMmIiIiIgmYNBERERFJwKSJiIiISAImTUREREQSMGkiIiIikoBJExEREZEETJqIiIiIJGDSRERERCSBzZOm1atXIyQkBO7u7oiMjERKSsody1dWVmLhwoUIDg6Gm5sbOnfujPXr19soWiKyBNZ7ImoOFLa8WGJiIubOnYvVq1dj0KBB+PDDDzF69GhkZmaiY8eOJs95/PHHcfXqVaxbtw733HMP8vLyUFVVZcuwiagJWO+JqLmQCSGErS7Wv39/9O3bF2vWrNEf69GjB8aPH4+EhASj8rt27cJf//pXZGVloXXr1o26ZnFxMVQqFYqKiuDj49Po2Inudo2tS6z3RM6LdcmQzbrnNBoN0tLSEBMTY3A8JiYGBw8eNHnOjh07EBUVhWXLlqF9+/bo2rUrXnzxRdy4caPe61RWVqK4uNjgQUT2wXpPRM2Jzbrn8vPzUV1dDT8/P4Pjfn5+yM3NNXlOVlYW9u/fD3d3d2zfvh35+fmYMWMGCgsL6x3fkJCQgMWLF1s8fiIyH+s9ETUnNh8ILpPJDJ4LIYyO6Wi1WshkMmzatAn9+vXDQw89hOXLl+PTTz+t91vnggULUFRUpH9cvHjR4vdAROZhvSei5sBmLU1t27aFXC43+naZl5dn9C1UJyAgAO3bt4dKpdIf69GjB4QQuHTpErp06WJ0jpubG9zc3CwbPBE1Cus9ETUnNmtpUiqViIyMRFJSksHxpKQkREdHmzxn0KBBuHLlCkpLS/XHTp8+DRcXFwQFBVk1XiJqOtZ7ImpObNo9FxcXh08++QTr16/HyZMnMW/ePOTk5CA2NhZATRP7pEmT9OWffPJJtGnTBlOnTkVmZib27duHl156Cc888ww8PDxsGToRNRLrPRE1FzZdp2nChAkoKCjAkiVLoFarER4ejp07dyI4OBgAoFarkZOToy/fokULJCUlYdasWYiKikKbNm3w+OOP44033rBl2ETUBKz3RNRc2HSdJnvgGhNEluFMdcmZYiVyZKxLhrj3HBEREZEETJqIiIiIJGDSRERERCQBkyYiIiIiCZg0EREREUnApImIiIhIAiZNRERERBIwaSIiIiKSgEkTERERkQRMmoiIiIgkYNJEREREJAGTJiIiIiIJmDQRERERScCkiYiIiEgCJk1EREREEjBpIiIiIpKASRMRERGRBEyaiIiIiCRg0kREREQkAZMmIiIiIgmYNBERERFJwKSJiIiISAImTUREREQSMGkiIiIikoBJExEREZEETJqIiIiIJGDSRERERCQBkyYiIiIiCZg0EREREUlg86Rp9erVCAkJgbu7OyIjI5GSkiLpvAMHDkChUKBPnz7WDZCILI71noiaA5smTYmJiZg7dy4WLlyI9PR0DB48GKNHj0ZOTs4dzysqKsKkSZPwpz/9yUaREpGlsN4TUXMhE0IIW12sf//+6Nu3L9asWaM/1qNHD4wfPx4JCQn1nvfXv/4VXbp0gVwux9dff42MjAzJ1ywuLoZKpUJRURF8fHyaEj7RXa2xdYn1nsh5sS4ZsllLk0ajQVpaGmJiYgyOx8TE4ODBg/Wet2HDBpw7dw7x8fGSrlNZWYni4mKDBxHZB+s9ETUnNkua8vPzUV1dDT8/P4Pjfn5+yM3NNXnOmTNnMH/+fGzatAkKhULSdRISEqBSqfSPDh06NDl2Imoc1nsiak5sPhBcJpMZPBdCGB0DgOrqajz55JNYvHgxunbtKvn9FyxYgKKiIv3j4sWLTY6ZiJqG9Z6ImgNpX+MsoG3btpDL5UbfLvPy8oy+hQJASUkJDh8+jPT0dMycORMAoNVqIYSAQqHA7t278eCDDxqd5+bmBjc3N+vcBBGZhfWeiJoTm7U0KZVKREZGIikpyeB4UlISoqOjjcr7+Pjg2LFjyMjI0D9iY2PRrVs3ZGRkoH///rYKnYgaifWeiJoTm7U0AUBcXBwmTpyIqKgoDBw4EB999BFycnIQGxsLoKaJ/fLly/j888/h4uKC8PBwg/N9fX3h7u5udJyIHBfrPRE1FzZNmiZMmICCggIsWbIEarUa4eHh2LlzJ4KDgwEAarW6wbVbiMi5sN4TUXNh03Wa7IFrTBBZhjPVJWeKlciRsS4Z4t5zRERERBIwaSIiIiKSgEkTERERkQRMmoiIiIgkYNJEREREJAGTJiIiIiIJmDQRERERScCkiYiIiEgCJk1EREREEjBpIiIiIpKASRMRERGRBEyaiIiIiCRg0kREREQkAZMmIiIiIgmYNBERERFJwKSJiIiISAImTUREREQSMGkiIiIikoBJExEREZEETJqIiIiIJGDSRERERCQBkyYiIiIiCZg0EREREUnApImIiIhIAiZNRERERBIwaSIiIiKSgEkTERERkQRMmoiIiIgkYNJEREREJIHNk6bVq1cjJCQE7u7uiIyMREpKSr1lt23bhhEjRqBdu3bw8fHBwIED8cMPP9gwWiKyBNZ7ImoObJo0JSYmYu7cuVi4cCHS09MxePBgjB49Gjk5OSbL79u3DyNGjMDOnTuRlpaGYcOGYezYsUhPT7dl2ETUBKz3RNRcyIQQwlYX69+/P/r27Ys1a9boj/Xo0QPjx49HQkKCpPfo2bMnJkyYgEWLFkkqX1xcDJVKhaKiIvj4+DQqbiJqfF1ivSdyXqxLhmzW0qTRaJCWloaYmBiD4zExMTh48KCk99BqtSgpKUHr1q3rLVNZWYni4mKDBxHZB+s9ETUnNkua8vPzUV1dDT8/P4Pjfn5+yM3NlfQe7777LsrKyvD444/XWyYhIQEqlUr/6NChQ5PiJqLGY70noubE5gPBZTKZwXMhhNExU7Zs2YLXXnsNiYmJ8PX1rbfcggULUFRUpH9cvHixyTETUdOw3hNRc6Cw1YXatm0LuVxu9O0yLy/P6FtoXYmJiZg2bRq+/PJLDB8+/I5l3dzc4Obm1uR4iajpWO+JqDmxWUuTUqlEZGQkkpKSDI4nJSUhOjq63vO2bNmCKVOmYPPmzRgzZoy1wyQiC2K9J6LmxGYtTQAQFxeHiRMnIioqCgMHDsRHH32EnJwcxMbGAqhpYr98+TI+//xzADX/cU6aNAnvv/8+BgwYoP+26uHhAZVKZcvQiaiRWO+JqLmwadI0YcIEFBQUYMmSJVCr1QgPD8fOnTsRHBwMAFCr1QZrt3z44YeoqqrCCy+8gBdeeEF/fPLkyfj0009tGToRNRLrPRE1FzZdp8keuMYEkWU4U11ypliJHBnrkiHuPUdEREQkAZMmIiIiIgmYNBERERFJwKSJiIiISAImTUREREQSMGkiIiIikoBJExEREZEETJqIiIiIJGDSRERERCQBkyYiIiIiCZg0EREREUnApImIiIhIAiZNRERERBIwaSIiIiKSgEkTERERkQRMmoiIiIgkYNJEREREJAGTJiIiIiIJmDQRERERScCkiYiIiEgCJk1EREREEjBpIiIiIpKASRMRERGRBEyaiIiIiCRg0kREREQkAZMmIiIiIgmYNBERERFJwKSJiIiISAImTUREREQSMGkiIiIiksDmSdPq1asREhICd3d3REZGIiUl5Y7lk5OTERkZCXd3d4SGhmLt2rU2ipSILIX1noiaA5smTYmJiZg7dy4WLlyI9PR0DB48GKNHj0ZOTo7J8tnZ2XjooYcwePBgpKen4+9//ztmz56NrVu32jJsImoC1nsiai5kQghhq4v1798fffv2xZo1a/THevTogfHjxyMhIcGo/CuvvIIdO3bg5MmT+mOxsbH47bffkJqaavIalZWVqKys1D8vKipCx44dcfHiRfj4+FjwbojuLsXFxejQoQOuX78OlUol+TzWeyLn1dh632wJG6msrBRyuVxs27bN4Pjs2bPFAw88YPKcwYMHi9mzZxsc27Ztm1AoFEKj0Zg8Jz4+XgDggw8+rPQ4d+4c6z0ffNxlD3PqfXOmgI3k5+ejuroafn5+Bsf9/PyQm5tr8pzc3FyT5auqqpCfn4+AgACjcxYsWIC4uDj98+vXryM4OBg5OTkOnSXrsnln+GbsLLEyTsvStd60bt1a8jms93fmLJ8947Q8Z4m1MfW+ObNZ0qQjk8kMngshjI41VN7UcR03Nze4ubkZHVepVA79D1PHx8fHKeIEnCdWxmlZLi7mD4Vkvb8zZ/nsGaflOUusjan3zZHNfgpt27aFXC43+naZl5dn9K1Sx9/f32R5hUKBNm3aWC1WIrIM1nsiak5sljQplUpERkYiKSnJ4HhSUhKio6NNnjNw4ECj8rt370ZUVBRcXV2tFisRWQbrPRE1K7YcQPXFF18IV1dXsW7dOpGZmSnmzp0rvLy8xPnz54UQQsyfP19MnDhRXz4rK0t4enqKefPmiczMTLFu3Trh6uoqvvrqK8nXrKioEPHx8aKiosLi92NJzhKnEM4TK+O0rMbGyXpfP8ZpWc4SpxDOE6uzxGkrNk2ahBBi1apVIjg4WCiVStG3b1+RnJysf23y5MliyJAhBuX37t0rIiIihFKpFJ06dRJr1qyxccRE1FSs90TUHNh0nSYiIiIiZ8Xh8EREREQSMGkiIiIikoBJExEREZEETJqIiIiIJGgWSdPq1asREhICd3d3REZGIiUl5Y7lk5OTERkZCXd3d4SGhmLt2rUOF+e2bdswYsQItGvXDj4+Phg4cCB++OEHh4uztgMHDkChUKBPnz7WDbAWc2OtrKzEwoULERwcDDc3N3Tu3Bnr1693uDg3bdqE3r17w9PTEwEBAZg6dSoKCgqsGuO+ffswduxYBAYGQiaT4euvv27wHGeoS/aME2C9tzRnqfONiZX13gnYe/peU+nWgPn4449FZmammDNnjvDy8hIXLlwwWV63BsycOXNEZmam+Pjjj81eA8YWcc6ZM0csXbpUHDp0SJw+fVosWLBAuLq6iiNHjjhUnDrXr18XoaGhIiYmRvTu3duqMTYl1nHjxon+/fuLpKQkkZ2dLX755Rdx4MABh4ozJSVFuLi4iPfff19kZWWJlJQU0bNnTzF+/Hirxrlz506xcOFCsXXrVgFAbN++/Y7lnaUu2SvOxsTKem/5OO1R5xsTK+u9c3D6pKlfv34iNjbW4Fj37t3F/PnzTZZ/+eWXRffu3Q2OPffcc2LAgAFWi1EI8+M0JSwsTCxevNjSoRlobJwTJkwQr776qoiPj7dZ0mRurN9//71QqVSioKDAFuHpmRvn22+/LUJDQw2OrVy5UgQFBVktxrqk/OfpLHXJXnEKwXpvac5S54VgvW+unLp7TqPRIC0tDTExMQbHY2JicPDgQZPnpKamGpUfOXIkDh8+jJs3bzpMnHVptVqUlJRYdafpxsa5YcMGnDt3DvHx8VaLra7GxLpjxw5ERUVh2bJlaN++Pbp27YoXX3wRN27ccKg4o6OjcenSJezcuRNCCFy9ehVfffUVxowZY7U4G8NZ6pI94mxsrHWx3t/mLHW+sbGy3jsHhb0DaIr8/HxUV1cbbfzp5+dntOGnTm5ursnyVVVVyM/PR0BAgEPEWde7776LsrIyPP744xaPT6cxcZ45cwbz589HSkoKFArb/XNqTKxZWVnYv38/3N3dsX37duTn52PGjBkoLCy02hiHxsQZHR2NTZs2YcKECaioqEBVVRXGjRuHf/3rX1aJsbGcpS7ZI87GxloX6/1tzlLnGxsr671zcOqWJh2ZTGbwXAhhdKyh8qaOW5q5ceps2bIFr732GhITE+Hr62ut8PSkxlldXY0nn3wSixcvRteuXa0elynm/Ey1Wi1kMhk2bdqEfv364aGHHsLy5cvx6aefWv2bpzlxZmZmYvbs2Vi0aBHS0tKwa9cuZGdnIzY21qoxNoaz1CV7xVnftVnvG89Z6ry5sbLeOwenbmlq27Yt5HK5Ueael5dnlAnr+Pv7myyvUCjQpk0bh4lTJzExEdOmTcOXX36J4cOHWyU+HXPjLCkpweHDh5Geno6ZM2cCqPlPSggBhUKB3bt348EHH3SIWAEgICAA7du3h0ql0h/r0aMHhBC4dOkSunTp4hBxJiQkYNCgQXjppZcAAL169YKXlxcGDx6MN954w2G+yTlLXbJHnI2NVYf1vulxAvap842NlfXeOTh1S5NSqURkZCSSkpIMjiclJSE6OtrkOQMHDjQqv3v3bkRFRcHV1dVh4gRqvmlOmTIFmzdvtkm/trlx+vj44NixY8jIyNA/YmNj0a1bN2RkZKB///4OEysADBo0CFeuXEFpaan+2OnTp+Hi4oKgoCCHibO8vBwuLoZVUy6XA7j9jc4ROEtdskecjY0VYL23VJyAfep8Y2NlvXcSthx1bg26aZ3r1q0TmZmZYu7cucLLy0ucP39eCCHE/PnzxcSJE/XlddMl582bJzIzM8W6detsOk1aapybN28WCoVCrFq1SqjVav3j+vXrDhVnXbacPWdurCUlJSIoKEg89thj4sSJEyI5OVl06dJFTJ8+3aHi3LBhg1AoFGL16tXi3LlzYv/+/SIqKkr069fPqnGWlJSI9PR0kZ6eLgCI5cuXi/T0dP0UaWetS/aKszGxst5bNk571fnGxMp67xycPmkSQohVq1aJ4OBgoVQqRd++fUVycrL+tcmTJ4shQ4YYlN+7d6+IiIgQSqVSdOrUSaxZs8bh4hwyZIgAYPSYPHmyQ8VZly2TJiHMj/XkyZNi+PDhwsPDQwQFBYm4uDhRXl7ucHGuXLlShIWFCQ8PDxEQECCeeuopcenSJavGuGfPnjv+m3PWumTPOM2NlfW+Yc5S5xsTK+u945MJ4UDtfkREREQOyqnHNBERERHZCpMmIiIiIgmYNBERERFJwKSJiIiISAImTUREREQSMGkiIiIikoBJExEREZEETJqIiIiIJGDSRERERCQBkyYiIiIiCZg0EREREUnw/wGsqdnYqQqW5AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ((ax1,ax2),(ax3,ax4),(ax5,ax6),(ax7,ax8))=plt.subplots(nrows=4,ncols=2, figsize=(6,12))\n", + "ax1.scatter(x,y_max)\n", + "ax1.plot(x,y_max)\n", + "ax1.plot(x,y_hat_max, color='tab:orange')\n", + "for j in range(len(x)):\n", + " ax1.vlines(x[j], np.min([y_max[j],y_hat_max[j]]), np.max([y_max[j],y_hat_max[j]]),color='red')\n", + "ax1.set_ylabel('99th percentile wind speed (m/s)')\n", + "ax1.set_ylim(16.5,21.5)\n", + "# ax1.set_xlabel('Year')\n", + "# ax1.xticks(np.arange(2002,2023,5))\n", + "\n", + "ax2.vlines(0,np.mean(y_max)-0.5*np.mean(np.square(y_max-y_hat_max)),np.mean(y_max)+0.5*np.mean(np.square(y_max-y_hat_max)),color='red')\n", + "ax2.vlines(1,np.mean(y_max)-0.5*np.mean(np.square(y_max-np.mean(y_max))),np.mean(y_max)+0.5*np.mean(np.square(y_max-np.mean(y_max))),color='green')\n", + "# ax2.vlines(1,np.mean(y_max)-0.5*np.sum(np.square(y_max-y_hat_max)),np.mean(y_max)+0.5*np.sum(np.square(y_max-y_hat_max)),color='red')\n", + "# ax2.vlines(1,np.mean(y_max),np.sum(np.square(y_max-y_hat_max))+0.5*np.mean(y_max),color='red')\n", + "ax2.set_ylim(16.5,21.5)\n", + "ax2.set_xticks([0,1])\n", + "ax2.set_xticklabels(['mean square hat','mean square mean'])\n", + "\n", + "ax3.scatter(x,y_max)\n", + "ax3.plot(x,y_max)\n", + "ax3.hlines(np.mean(y_max),np.min(x),np.max(x))\n", + "for j in range(len(x)):\n", + " ax3.vlines(x[j], np.min([y_max[j],np.mean(y_max)]), np.max([y_max[j],np.mean(y_max)]),color='green')\n", + "# ax2.set_ylabel('99th percentile wind speed (m/s)')\n", + "# ax2.set_xlabel('Year')\n", + "# ax2.set_xticks(np.arange(2002,2023,5))\n", + "\n", + "ax5.scatter(x,y_max)\n", + "ax5.plot(x,y_max)\n", + "ax5.vlines(np.mean(x),np.min(y_max),np.max(y_max))\n", + "for j in range(len(x)):\n", + " ax5.hlines(y_max[j], np.min([x[j],np.mean(x)]), np.max([x[j],np.mean(x)]),color='purple')\n", + "ax5.set_ylabel('99th percentile wind speed (m/s)')\n", + "# ax2.set_xlabel('Year')\n", + "# ax2.set_xticks(np.arange(2002,2023,5))\n", + "\n", + "# ax4.\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d1ea387e-85c2-41fc-8465-1a4e1c9f700d", + "metadata": {}, + "outputs": [], + "source": [ + "da_trend = xr.DataArray(data=slopes*10, # m/s/decade\n", + " dims=[\"latitude\", \"longitude\"],\n", + " coords=dict(longitude=(\"longitude\",ds[\"longitude\"].data),\n", + " latitude=(\"latitude\",ds[\"latitude\"].data)))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e607380d-2f44-4b55-9e89-9c5da5911923", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax=plt.axes(projection=projection)\n", + "ax.set_extent(region)\n", + "\n", + "pc=ax.pcolormesh(ds['longitude'],ds['latitude'],da_trend,shading='auto', vmin=-1, vmax=1, cmap='cmo.balance', transform=ccrs.PlateCarree())\n", + "ax.add_feature(cfeature.LAND, zorder=2, color='darkgrey')\n", + "\n", + "fig.colorbar(pc, label='99th percentile wind speed trend [m/s/decade]')" + ] + }, + { + "cell_type": "markdown", + "id": "dca13187-0d38-441d-9147-f1da8e34fc16", + "metadata": {}, + "source": [ + "## Hypothesis testing\n", + "Stats.linregress computes the slope and intercept of the best linear fit, but also does a (two-sided) significance test compared to a null-hypothesis where the slope is zero. We test whether the (estimated) slope is significantly different from zero, assuming that the standard error of the slope is the same.\n", + "\n", + "To test this hypothesis, we assume that if the null hypothesis (H0: slope = 0) is true, the slopes we calculate are samples from a t-distribution with a mean of zero. The t-value is related to the standard error of the slope. The p-value is then the probability to obtain the observed slope or a more extreme value from this t-distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "88836945-1366-46b5-a006-d47a7b50ac11", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.115731576331576\n", + "0.03129727442059763\n" + ] + } + ], + "source": [ + "print(slopes[maxid])\n", + "print(std_errs[maxid])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "52bdac4c-8f92-4576-99b3-ba33bc8bca1a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x,y[:,maxid[0],maxid[1]]-np.mean(y[:,maxid[0],maxid[1]]))\n", + "plt.plot(x,y[:,maxid[0],maxid[1]]-np.mean(y[:,maxid[0],maxid[1]]))\n", + "plt.plot(x,slopes[maxid]*x+intercepts[maxid]-np.mean(y[:,maxid[0],maxid[1]]),linewidth=2)\n", + "plt.plot(x,np.zeros(x.shape),color='lime',linewidth=2)\n", + "plt.plot(x,std_errs[maxid]*x-np.mean(std_errs[maxid]*x),color='springgreen',linewidth=1)\n", + "plt.plot(x,2*std_errs[maxid]*x-np.mean(2*std_errs[maxid]*x),color='palegreen',linewidth=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "8289b9fd-416a-4214-8a9b-0b6d7d426159", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 7., 33., 122., 477., 785., 729., 1396., 1634., 611.,\n", + " 163.]),\n", + " array([-0.07603166, -0.05685534, -0.03767901, -0.01850269, 0.00067363,\n", + " 0.01984996, 0.03902628, 0.05820261, 0.07737893, 0.09655525,\n", + " 0.11573158]),\n", + " )" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(slopes[~np.isnan(slopes)])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "1ab583a6-17fe-4034-8a0d-56bc1d7db48f", + "metadata": {}, + "outputs": [], + "source": [ + "x_slopes=np.linspace(2*slopes[minid],2*slopes[maxid])\n", + "y_ho=stats.norm.pdf(x_slopes, loc=0, scale=std_errs[maxid])\n", + "y_ha=stats.norm.pdf(x_slopes, loc=slopes[maxid], scale=std_errs[maxid])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d5d513b7-9cdc-44b4-b50e-cb4071cccc17", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x_slopes,y_ho, color='lime')\n", + "plt.vlines(slopes[maxid],0,13,color='tab:orange')\n", + "plt.plot(x_slopes,y_ha, color='tab:orange')\n", + "plt.xlabel('slope')\n", + "plt.ylabel('Probability Density Function')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "ab23de36-d511-43d4-95bd-7166342d7e0a", + "metadata": {}, + "outputs": [], + "source": [ + "n=len(x)\n", + "df = n-2\n", + "SSY = np.sum(np.square(y_max-y_hat_max))\n", + "msxym = np.mean((x-np.mean(x))*(y_max-np.mean(y_max)))\n", + "msym = np.mean(np.square(y_max-np.mean(y_max)))\n", + "ssxm = np.sum(np.square(x-np.mean(x)))\n", + "msxm = np.mean(np.square(x-np.mean(x)))\n", + "SE = np.sqrt(1/df*SSY/ssxm)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "fb4bf6ef-5ff2-40a8-8898-b590b555318b", + "metadata": {}, + "outputs": [], + "source": [ + "r = msxym / np.sqrt(msxm * msym)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "7ec91c00-e365-4bbc-8b56-3a24c8338a03", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.6978159458406097" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# t = r * np.sqrt(df / ((1.0 - r + TINY)*(1.0 + r + TINY)))\n", + "t = r * np.sqrt(df / ((1.0 - r)*(1.0 + r)))\n", + "t" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "64b95d75-7939-4b5c-948c-bc98694a1f91", + "metadata": {}, + "outputs": [], + "source": [ + "sp = SE**2*(n-1)/(n-2)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "0b8dee48-069f-4dd4-a824-c9b49919a786", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0010339371298352523" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "b019ac21-829f-4cf3-9b5f-81c239507ec7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.031297274420621884" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "SE" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "d26e2dc5-7499-4bff-90d1-f12774585adb", + "metadata": {}, + "outputs": [], + "source": [ + "T0 = (slopes[maxid]-0)/sp/np.sqrt(1/n)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "dc7db7c7-cfd6-4bd5-93d5-c77191bfc5b2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "500.5791248871086" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "T0" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5e6e9ab7-42fb-46d5-be9d-508d3688717d", + "metadata": {}, + "outputs": [], + "source": [ + "x_t = np.linspace(-4,4)\n", + "y_t = stats.t.pdf(x_t, df)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "d1ae3189-b70e-47d5-abc6-8ec4ecf3dedf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 't-value')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x_t,y_t, color='lime')\n", + "plt.vlines(t,0,0.4, color='tab:orange')\n", + "plt.ylabel('PDF')\n", + "plt.xlabel('t-value')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "625f5d5a-2892-4646-82f4-13c13ce028ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0008233247230732266" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1-stats.t.cdf(t,df=df)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "f4f062e3-0edd-496c-b8e6-dc3902d50708", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0016466475809802132\n" + ] + } + ], + "source": [ + "print(p_values[maxid])" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "83cf9ed8-2ffc-43b0-8a00-ed1d9a7885b4", + "metadata": {}, + "outputs": [], + "source": [ + "da_pvalues = xr.DataArray(data=p_values,\n", + " dims=[\"latitude\", \"longitude\"],\n", + " coords=dict(longitude=(\"longitude\",ds[\"longitude\"].data),\n", + " latitude=(\"latitude\",ds[\"latitude\"].data)))" + ] + }, + { + "cell_type": "markdown", + "id": "0cc71f62-fc72-4969-8661-199022b99473", + "metadata": {}, + "source": [ + "## Field Significance\n", + "In this case we have computed the trend at n x m = 11550 gridpoints. Because these gridpoints are geographically close to each other, the trends are not independent of each other. This spatial dependence needs to be taken into account when testing for the significance. \n", + "\n", + "Typically, we consider a single trend to be significant when the p-value testing the null-hypothesis is smallar than alpha = 0.05. This means that if the test were repeated on *N* samples of independent and normally distributed variables, 5% of those samples would exceed the significance threshold. When testing 11550 hypotheses at the same time, we can expect to find 11550 x 0.05 = 577.5 tests to randomly show a 5% significant trend. \n", + "\n", + "To take this into account, we can perform further tests to estimate whether these gridpoints are randomly or truly significant. Here, we start with the approach to control the **False Discovery Rate**.\n", + "\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "ad445a17-7dec-41c7-b41c-7056efcb50d5", + "metadata": {}, + "source": [ + "### False Discovery Rate\n", + "The False Discovery Rate (FDR), is defined as the expected fraction of tests that are erroneously considered significant. We can choose to accept for example that 10% of our tests are falsely determined significant. \n", + "\n", + "The procedure to control for this rate is relatively simple. Instead of considering whether individual tests have a p-value < 5%, we sort the p-values in ascending order and consider those tests where the p-value < 10% x *s*, where s is the number of the ordered grid point (see figure below)." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a4bc5c9a-a374-4821-8a85-91dc8af813b2", + "metadata": {}, + "outputs": [], + "source": [ + "sort_ids = np.argsort(p_values.ravel())\n", + "reverse_sort_ids = np.argsort(sort_ids)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "58289b38-c53f-4ae6-86af-cd674ac7e5f9", + "metadata": {}, + "outputs": [], + "source": [ + "sorted_pvalues = p_values.ravel()[sort_ids]#[~np.isnan(p_values[sort_ids])]\n", + "sorted_pvalues_clean = sorted_pvalues[~np.isnan(sorted_pvalues)]" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "aa42bc1b-9788-4c09-9f3c-9736b5e27122", + "metadata": {}, + "outputs": [], + "source": [ + "S = len(sorted_pvalues_clean)\n", + "s = np.arange(1,len(sorted_pvalues)+1)\n", + "gamma = 0.1\n", + "BH_list_01 = s*gamma/S\n", + "BH_list_02 = s*gamma*2/S" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "b22f21f5-e089-4cab-bd99-f50a6380822d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.01, 0.15)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,5))\n", + "ax=plt.axes()\n", + "ax.plot(s, BH_list_01, label='FDR = 10%')\n", + "ax.plot(s, BH_list_02, label='FDR = 20%')\n", + "ax.plot(s, np.ones(len(s))*0.05, label='p = 0.05')\n", + "ax.plot(s, sorted_pvalues, lw=3, label='p-values')\n", + "\n", + "ax.set_xlabel('Ordered Grid Point s')\n", + "ax.set_ylabel('p-value')\n", + "ax.legend()\n", + "ax.set_xlim(-S*0.05, S)\n", + "ax.set_ylim(-0.01, 0.15)" + ] + }, + { + "cell_type": "markdown", + "id": "42622bc8-8a56-40d8-9b3a-81a0e2a2e30c", + "metadata": {}, + "source": [ + "In the figure above, we see how the **p-values** (**red**) would be considered significant compared to *a fixed value of 0.05* (*green*), and FDRs of *10%* (*blue*) and *20%* (*orange*). p-values below those lines are considered significant.\n", + "\n", + "We can see that a FDR of 10% considers many tests insignificant which would be significant under the fixed p < 0.05 criterion. Conversely, when we would accept 20% of the tests to be falsely detected (orange), more tests would be considered significant" + ] + }, + { + "cell_type": "markdown", + "id": "bf22842c-0e10-42c5-ae8d-4c0938daabf6", + "metadata": {}, + "source": [ + "#### Mask significant p-values, slopes" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "ffd79cb9-4fa2-4a20-8d80-d9c3e18ab4b1", + "metadata": {}, + "outputs": [], + "source": [ + "FDR_10_bool_sorted = sorted_pvalues0.05)" + ] + }, + { + "cell_type": "markdown", + "id": "b33b3a34-dea3-4936-9512-95175ad4f5b0", + "metadata": {}, + "source": [ + "### Show significant trends" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "1003c109-8a71-4982-b155-74186710b395", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows=2, ncols=2, figsize=(12,8), subplot_kw=dict(projection=ccrs.Stereographic(central_longitude=180)), constrained_layout=True)\n", + "\n", + "ax1.set_title('p values')\n", + "ax1.set_extent((155,205,45,68))\n", + "pc1=ax1.pcolormesh(da_trend['longitude'],da_trend['latitude'],p_values, shading='auto', vmin=0., vmax=0.2, cmap='cmo.tempo_r', transform=ccrs.PlateCarree())\n", + "ax1.add_feature(cfeature.LAND, zorder=2, color='darkgrey')\n", + "\n", + "ax2.set_title('Fixed p < 0.05')\n", + "ax2.set_extent((155,205,45,68))\n", + "pc2=ax2.pcolormesh(da_trend['longitude'],da_trend['latitude'],da_trend,shading='auto', vmin=-1, vmax=1, cmap='cmo.balance', transform=ccrs.PlateCarree())\n", + "ax2.pcolor(da_trend['longitude'], da_trend['latitude'], trend_masked_fixed, hatch='xxx', alpha=0., transform=ccrs.PlateCarree())\n", + "ax2.add_feature(cfeature.LAND, zorder=2, color='darkgrey')\n", + "\n", + "ax3.set_title('FDR < 10%')\n", + "ax3.set_extent((155,205,45,68))\n", + "pc3=ax3.pcolormesh(da_trend['longitude'],da_trend['latitude'],da_trend,shading='auto', vmin=-1, vmax=1, cmap='cmo.balance', transform=ccrs.PlateCarree())\n", + "ax3.pcolor(da_trend['longitude'], da_trend['latitude'], trend_masked_10, hatch='xxx', alpha=0., transform=ccrs.PlateCarree())\n", + "ax3.add_feature(cfeature.LAND, zorder=2, color='darkgrey')\n", + "\n", + "ax4.set_title('FDR < 20%')\n", + "ax4.set_extent((155,205,45,68))\n", + "pc4=ax4.pcolormesh(da_trend['longitude'],da_trend['latitude'],da_trend,shading='auto', vmin=-1, vmax=1, cmap='cmo.balance', transform=ccrs.PlateCarree())\n", + "ax4.pcolor(da_trend['longitude'], da_trend['latitude'], trend_masked_20, hatch='xxx', alpha=0., transform=ccrs.PlateCarree())\n", + "ax4.add_feature(cfeature.LAND, zorder=2, color='darkgrey')\n", + "\n", + "fig.colorbar(pc2, label='99th percentile wind speed trend [m/s/decade]')\n", + "fig.colorbar(pc1, label='p-values')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "92cc820d-be77-4c58-9ae1-1f24c9b5ff19", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.16" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}