{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\"\"\n", "\n", "This notebook is an element of the [risk-engineering.org courseware](https://risk-engineering.org/). It can be distributed under the terms of the [Creative Commons Attribution-ShareAlike licence](https://creativecommons.org/licenses/by-sa/4.0/).\n", "\n", "Author: Eric Marsden \n", "\n", "---\n", "\n", "In this notebook, we illustrate features of the NumPy, Pandas and statsmodels libraries features for building **linear regression models** in Python. Consult the [accompanying course materials](https://risk-engineering.org/linear-regression-analysis/) for background on linear regression analysis, some notes on when the technique is useful, and to download this content as a Jupyter/Python notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear regression analysis of combined cycle power plant data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy\n", "import pandas\n", "import matplotlib.pyplot as plt\n", "import scipy.stats\n", "plt.style.use(\"bmh\")\n", "%config InlineBackend.figure_formats=[\"png\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will analyze data from a combined cycle power plant to attempt to build a predictive model for output power. The data comes from the UCI machine learning repository.\n", "\n", "http://archive.ics.uci.edu/ml/datasets/Combined+Cycle+Power+Plant\n", "\n", "The dataset contains 9568 data points collected from a combined cycle power plant over 6 years, when power plant was under full load. A combined cycle power plant is composed of gas turbines, steam turbines and heat recovery steam generators. Electricity is generated by gas & steam turbines, which are combined in one cycle. Three ambient variables affect the performance of the gas turbine, and exhaust vacuum affects the performance of the steam turbine. \n", "\n", "Data consists of hourly averages taken from various sensors located around the plant that record the ambient variables every second.\n", "\n", "Let’s load it into Python and examine it using the `pandas` library. For convenience, we have unzipped the dataset and made it web accessible." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ATVAPRHPE
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" ], "text/plain": [ " AT V AP RH PE\n", "0 14.96 41.76 1024.07 73.17 463.26\n", "1 25.18 62.96 1020.04 59.08 444.37\n", "2 5.11 39.40 1012.16 92.14 488.56\n", "3 20.86 57.32 1010.24 76.64 446.48\n", "4 10.82 37.50 1009.23 96.62 473.90" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pandas.read_csv(\"https://risk-engineering.org/static/data/CCPP.csv\")\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The table below provides the meaning of the various columns.\n", "\n", "| Meaning | Name | Range |\n", "| --- | --- | --- |\n", "| Ambient Temperature | AT | 1.81 – 37.11°C\n", "| Ambient Pressure | AP | 992.89 – 1033.30 millibar\n", "| Relative Humidity | RH | 25.56% – 100.16%\n", "| Exhaust Vacuum | V | 25.36 – 81.56 cm Hg\n", "| Net hourly electrical energy output | PE | 420.26 – 495.76 MW |\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ATVAPRHPE
count9568.0000009568.0000009568.0000009568.0000009568.000000
mean19.65123154.3058041013.25907873.308978454.365009
std7.45247312.7078935.93878414.60026917.066995
min1.81000025.360000992.89000025.560000420.260000
25%13.51000041.7400001009.10000063.327500439.750000
50%20.34500052.0800001012.94000074.975000451.550000
75%25.72000066.5400001017.26000084.830000468.430000
max37.11000081.5600001033.300000100.160000495.760000
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" ], "text/plain": [ " AT V AP RH PE\n", "count 9568.000000 9568.000000 9568.000000 9568.000000 9568.000000\n", "mean 19.651231 54.305804 1013.259078 73.308978 454.365009\n", "std 7.452473 12.707893 5.938784 14.600269 17.066995\n", "min 1.810000 25.360000 992.890000 25.560000 420.260000\n", "25% 13.510000 41.740000 1009.100000 63.327500 439.750000\n", "50% 20.345000 52.080000 1012.940000 74.975000 451.550000\n", "75% 25.720000 66.540000 1017.260000 84.830000 468.430000\n", "max 37.110000 81.560000 1033.300000 100.160000 495.760000" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can obtain a first impression of the dependency between variables by examining a multidimensional scatterplot." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pandas.plotting import scatter_matrix\n", "scatter_matrix(data, diagonal=\"kde\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this matrix, the diagonal contains a plot of the distribution of each variable. We observe that:\n", "\n", "- there is an approximately linear relationship between PE and the negative of AT\n", "\n", "- there is an approximately linear relationship between PE and negative of V" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also generate a 3D plot of the observations, which can sometimes help to interpret the data more easily. Here we plot PE as a function of AT and V." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 8))\n", "ax = fig.add_subplot(projection=\"3d\")\n", "fig.add_axes(ax)\n", "ax.scatter(data[\"AT\"], data[\"V\"], data[\"PE\"])\n", "ax.set_xlabel(\"AT\")\n", "ax.set_ylabel(\"V\")\n", "ax.set_zlabel(\"PE\")\n", "ax.set_facecolor(\"white\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prediction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will created a fitted linear model using the formula API of the `statsmodels` library. We use all the observations except for PE as predictor variables in the multiple linear regression." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 454.609274\n", "AT -1.977513\n", "V -0.233916\n", "AP 0.062083\n", "RH -0.158054\n", "dtype: float64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import statsmodels.formula.api as smf\n", "\n", "lm = smf.ols(formula=\"PE ~ AT + V + AP + RH\", data=data).fit()\n", "lm.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This means that the best formula to estimate output power as a function of AT, V, AP and RH is\n", "\n", "$$PE = 451 . 067793 − 1 . 974731 AT − 0 . 234992 V + 0 . 065540 AP − 0 . 157598 RH$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For any particular observation (values for the predictor variables), we can use the linear model to estimate the output variable PE." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 478.174482\n", "dtype: float64" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm.predict(pandas.DataFrame({\"AT\": [9.48], \"V\": [44.71], \"AP\": [1019.12], \"RH\": [66.43]}))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The predicted output power for this combination of inputs is 478 MW (note that we report the result with the same number of significant figures as that in our inputs)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Residuals plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We check the residuals of each predictor variable for any pattern that might indicate that a linear model is not appropriate for this dataset." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "residuals = lm.predict(data) - data.PE\n", "plt.plot(data.AT, residuals, \".\", alpha=0.5)\n", "plt.xlabel(\"AT\")\n", "plt.ylabel(\"Residual\");" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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jNPSH0M8fQj9/CP38EzQNhdGzh9F1vdVDCDxCQ38I/fwh9POH0M8/QdNQGD17mHg83uohBB6hoT+Efv4Q+vlD6OefoGkojJ49zODgYKuHEHiEhv4Q+vlD6OcPoZ9/gqahMHr2MNeuXWv1EAKP0NAfQj9/CP38IfTzT9A0FEaPQLDLFAybqZxOwbBbPZRdZy+/d4FA0HrUVg9A0DqC5pZsR7aq4ZV0kadG58npNklN4dGTPZzoje3Q6NqLeu9dzEF/CP38IfTzT9A0FJ6ePYzjOK0eQuDZioYFw+ap0XkyZYvuWIhM2eKp0fk94fVo9N7zutXqoQUacQ/7Q+jnn6BpKIyePczs7GyrhxB4tqJhVrfI6Ta98TARVaY3Hian2+T2wMbf6L3fmppr9dACjbiH/SH080/QNBRGj0CwS6Q0laSmkC4YlC2HdMEgqSkktbv/lLnRe4/f/W9dIBC0EYFfchzH4bnnnuP69etks1lisRivf/3rOX78OAC2bfPVr36VsbExEokEjzzyCF1dXS0edXtw4sSJVg8h8GxFw3jYi2N5anSehaJJR0Tl0ZM9xMPKDo6wPWj03g93BCseoN0Q97A/hH7+CZqGgff0XL58mZs3b/L2t7+dxx57DFVV+au/+ivm5jy3+ac+9Skcx+F973sfR48e5WMf+ximabZ41O3B2NhYq4cQeLaq4YneGI/dP8xj9w/x2P3DeyaIGeq/dzEH/SH084fQzz9B0zDwRs+ZM2d4xzveQSQSIRQKce7cOVzXpVgscuvWLUZGRvie7/keAO677z7K5TLPPfdci0fdHpTL5VYPIfBsR8N4WGEwqe0JD89qVr93MQf9IfTzh9DPP0HTMPBGjyRJyLL3NjKZDM8//zz33HMPBw8e5IUXXmBwcJBYzHualmWZgYEBRkZG1v2buq6v+GdZd2egaTQabfUQAo/Q0B9CP38I/fwh9PNP0DQMfEwPQD6f5+Mf/zizs7OcOnWKRx55BEmSmJ+fJ5VKrXhtLBZjYmJi3b/3+OOPY9t30oiPHDnCuXPnGBoaqlWfHBgYwHXdWuT6iRMnGB8fp1QqEYlEOHDgAFeuXAGgv78fWZaZnp4G4NixY0xPT1MoFNA0jcOHD9cMsd7eXsLhMJOTk7Vrz83Nkc/nCYVCHD9+nEuXLgHQ3d1NNBqtvZ/Dhw+zsLBANptFURROnTrFpUuXcF2Xzs5OkslkzRV58OBBVFXl4sWLSJLEmTNnGBkZwbZtUqkUXV1d3Lp1C4D9+/dTLBZZWFgA4OzZs4yOjmJZFslkkt7eXm7cuAHA8PAwuq4zPz8PwOnTp7l+/TqGYRCPxxkYGOD69esADA0NYVlW7Sjy5MmT3L59m3K5TDQaZd++fVy9erWmN8DMzAwAx48fZ2Jioqb3wYMHGR0dBaCvrw9VVZmamgLg6NGjzMzMUCgUCIfDHD16lMuXLwPQ09ODpmkr9E6n0+RyOVRV5eTJk1y8eLGmdywWY3x8HIBDhw6hKAoXL16sq3cqleL27dsAHDhwgFwux9LSUl29u7u7a92K9+3bR6lUqul95swZrl69immaJBIJ+vr6VuhtGAbpdBqAU6dOcfPmTXRdJx6PMzg4WJuzg4ODOI6zYs6OjY3V9N6/f/+KOStJUk3vY8eOMTU1RbFYRNM0Dh06tK7es7Oz5PP5unpHIpHanN2/fz/j4+Nks9k1end1dZFIJFbM2UwmQyaTQZZlTp8+zeXLl3Ech46ODjo6Olbonc/nWVxcXDNn6+ldLpfrztlEIkF/f/+6c/bWrVvouk4sFtv1NcJxHEql0o6tEdlstuGcvRvWiEKhwMWLF3d0jVhcXGyo992wRlQ13Kk1YvmcXW+NcF2XzSC5m31lACiXy3zhC1/gxo0b/MzP/Ax//ud/zuHDh3nHO95Re83nPvc5RkZG+MAHPrDm9y3L4umnn+b06dMoyp2jB0VRUNW7wj5cwcWLFzl79myrhxFohIb+EPr5Q+jnD6Gff9pFQ9u2uXDhAg899NC6+3Xgj7eWE4lE+Bf/4l9QKpV49tlnCYVCawonVZ8K10PTtBX/7kaDRyAQCASCvcZdZfSAZ/hEIhFKpRIdHR3k8/kVP9d1XaSsV+jv72/1EAKP0NAfQj9/CP38IfTzT9A0DLzRUz07rZLP5ymVShw4cIBTp04xOzu7Ij5ndnaW06dP7/Yw2xJJklo9hMAjNPSH0M8fQj9/CP38EzQNA2/0fPrTn64FPFmWxZNPPsnw8DCvec1ruPfeewmFQpw/fx7wavqEw2HOnTvXyiG3DdWAP8H2ERr6Q+jnD6GfP4R+/gmahoEPVnn44Yf58pe/jCzLGIbBoUOH+OEf/mFCoRChUIh3v/vdPPnkk7z00kukUine+9731lLcBYKtUjBssrpFSlP3ZJ0dgUAgCDJ3VfaWX6rZW/fee++K7K27FV3X0TSt1cMIDFfSRZ4anSen2yQ1r63CwaQiNPSBmIP+EPr5Q+jnn3bRcE9mbwm2RrVmgmBjCobNU6PzZMoW3bEQmbLFU6PzXB+bbPXQAo2Yg/4Q+vlD6OefoGkojJ49TLFYbPUQAkNWt8jpNr3xMBFVpjceJqfbpLNCQz+IOegPoZ8/hH7+CZqGwujZw7SDSzIopDSVpKaQLhiULYd0wSCpKXTFhYZ+EHPQH0I/fwj9/BM0DYXRs4c5dOhQq4cQGOJhL4anI6KyUDTpiKg8erKH08cOt3pogUbMQX8I/fwh9PNP0DQURs8eptoXRbA5TvTGeOz+YR67f4jH7h/mRG9MaOgToZ8/hH7+EPr5J2gaBj5lXSDYTeJhRaSqCwQCQUARnp49TF9fX6uHEHiEhv4Q+vljM/oVDJupnE7BsDd87V5DzD//BE1D4enZw4hGqv4RGvpD6OePjfSrV1vqRG9sl0bX/oj555+gaSg8PXuYoNVXaEeEhv4Q+vljPf0a1ZYSHp87iPnnn6BpKIwegUAguAtpVFsqp1utHppA0DKE0bOHOXr0aKuHEHiEhv4Q+vljPf0a1ZZKav6PI+6WOCEx//wTNA2F0bOHmZ2dbfUQ2ortLORCQ38I/fyxnn6Nakv5zT68ki7y0fOT/MX5KT56fpIr6WBV5F2OmH/+CZqGwYpAEjSVfD7f6iG0DdsN+BQa+kPo54+N9DvRG2M4pZHTLZKa6tvgWR4n1BsPky4YPDU6z3BKC2QpBzH//BM0DYWnZw8TDodbPYS2wE/Ap9DQH0I/f2xGv3hYYTDZHKPkbosTEvPPP0HTUBg9e5igncXuFH4WcqGhP4R+/tht/XYyTqgViPnnn6BpKIyePczly5dbPYS2wM9CLjT0h9DPH7ut307FCbUKMf/8EzQNg2meCwRNpLqQPzU6f1cs5ALBTtLsOCGBYDcRRs8epqenp9VDaBu2u5ALDf0h9PNHq/S7W3rQifnnn6BpKIyePUwkEmn1ENqK7SzkQkN/CP38IfTzh9DPP0HTUMT07GEmJiZaPYTAIzT0h9DPH0I/fwj9/BM0DYXRIxAIBAKBYE8gjJ49zOHDh1s9hMAjNPSH0M8fQj9/CP38EzQNhdGzh1lYWGj1EAKP0NAfQj9/CP38IfTzT9A0FEbPHiabzbZ6CIFnsxreLQ0am42Yg/4Q+vlD6OefoGkosrf2MKoqPn6/bEbD7fb12guIOegPoZ8/hH7+CZqGwtOzhzl58mSrhxB4NtLQT1+vvYCYg/4Q+vlD6OefoGkojJ49zMWLF1s9hMCzkYZ3W4PGZhPkOdgOR5ZB1q8dEPr5J2gaBssvJRAEjOV9vXrjYdIFg46IGtgGjQIPcWQpEAQT4enZw3R1dbV6CIFnIw3vtgaNzSaIc7CdjiyDqN9yWu0tC7p+7UDQNBSPm3uYRCLR6iEEns1oKBo0NiaIc7DekeVC0SSnW035bAuGTVa3SG1irgRRvyrt4C0Lsn7tQtA0FJ6ePczY2FirhxB4NqthPKwwmNSEwbOKIM7B5UeWZcshXTBIakpTjiyvpIt89Pwkf3F+io+en+RKurju64OoH7SPtyyo+rUTQdNQGD0CgUCwBXbqyLJdDIHdQAT4C1qFON7awxw8eLDVQwg0BcNG6x6iYNjCg7NNgjoHd+LIcjvHZkHVr10C/IOqXzsRNA2Fp2cPk8lkWj2EwFI9hvjL5zZ3DCGoT5DnYLOPLLdzbBZU/dolwD+o+rUTQdNQGD17mKBN1nZh+TFEBPOuPobYacQcvMN2DIEg63eiN8Zj9w/z2P1DPHb/cEtS/oOsX7sQNA3F8dYeRpaFzbsdlh9D5E2ZRJOzd/YSYg6uZKvHZkHXLx5WWnrPBF2/diBoGgqjZw9z+vTpVg8hkKyIR+jsFgUHfSDm4Fq2YggI/fwh9PNP0DQMlokmaCqXL19u9RACyfJjiJvTaVFw0AdiDvpD6OcPoZ9/gqaheDTdwziO0+ohBJbqMcTzL2d57auHhcGzTcQc9IfQzx9CP/8ETUPh6dnDdHR0tHoIgSYeVjg60CkMHh+IOegPoZ8/hH7+CZqGwujZwwRtsrYjQkN/CP38IfTzh9DPP0HTUBg9e5jbt2+3egiBR2joD6GfP4R+/hD6+SdoGgqjRyAQCAQCwZ4g8IHMhmHwzW9+k6mpKTKZDL29vTz00EN0d3cDYNs2X/3qVxkbGyORSPDII4/Q1dXV4lG3BwcOHGj1EAJPO2u4lW7draKd9QsCQj9/CP38EzQNA+/p+dSnPoVt27z97W/nPe95D7lcjj//8z+nVCrVfu44Du973/s4evQoH/vYxzBNs8Wjbg/y+XyrhxB42lXDrXbrbhXtql9QEPr5Q+jnn6BpGHij57777uOhhx5C0zQ0TeMtb3kLhUKBq1evcuvWLUZGRvie7/me2mvL5TLPPfdci0fdHiwuLrZ6CIGnHTUMUrfudtQvSAj9/CH080/QNAy80XPmzBkkSap9rareiZ3jOLzwwgsMDg4Si3k9XWRZZmBggJGRkXX/pq7rK/5ZlrVzb0AgaDL1unXndJucLuaxQCDY2wQ+pmc1ExMTABw+fJjz58+TSqVW/DwWi9Ve04jHH38c277zVHzkyBHOnTvH0NAQ165dA2BgYADXdZmdnQXgxIkTjI+PUyqViEQiHDhwgCtXrgDQ39+PLMtMT08DcOzYMaanpykUCmiaxuHDh2uGWG9vL+FwmMnJydq15+bmyOfzhEIhjh8/zqVLlwDo7u4mGo2ueM8LCwtks1kUReHUqVNcunQJ13Xp7OwkmUwyNjYGwMGDB+ns7OTixYtIksSZM2cYGRnBtm1SqRRdXV3cunULgP3791MsFllYWADg7NmzjI6OYlkWyWSS3t5ebty4AcDw8DC6rjM/Pw94JcqvX7+OYRjE43EGBga4fv06AENDQ1iWxdzcHAAnT57k9u3blMtlotEo+/bt4+rVqzW9AWZmZgA4fvw4ExMTNb0PHjzI6OgoAH19faiqytTUFABHjx5lZmaGQqFAOBzm6NGjtSqiPT09aJq2Qu90Ok0ul0NVVU6ePMnFixdresdiMcbHxwE4dOgQqVSKixcv1tU7lUrVMhsOHDhALpdjaWmprt7d3d3cvHkTgH379lEqlWp6nzlzhqtXr2KaJolEgr6+vhV6G4ZBOp0G4NSpU8xPjmEWCtzKKxzoSXJjZolECKxigrSeWzFnx8bGanrv379/xZyVJKmm97Fjx5iamqJYLKJpGocOHVpX79nZWfL5fF29I5HIijk7Pj5ONptdo3dXVxeJRGLFnM1kMmQyGWRZ5vTp01y+fBnHcejo6KCjo2OF3vl8vvYUunzO1tO7XC7XnbOJRIL+/v515+ytW7fQdZ1YLNaSNaJUKu3YGpHNZhvO2bthjQC4ePHijq4Ri4uLDfVu1Rpx8+ZNdF0nHo8zODhYm7ODg4M4jrOlNaKq4U6uEdU5u94a4boum0FyN/vKAGAYBn/yJ3/CwYMHedvb3saHP/xhDh8+zDve8Y7aaz73uc8xMjLCBz7wgTW/b1kWTz/9NKdPn0ZR7gR+KopSu0HuJkZHRzl58mSrhxFo2lXDK+kiT43Ok9NtkprXNqMVXaw3ol31CwpCP38I/fzTLhrats2FCxd46KGH1t2v75qd3HVdPvvZz2IYBo888ggAoVBoTYns6lPhemiatsLouVsRx3b+aVcNt9qtu1W0q35BQejnD6Gff4Km4V1j9Hz5y1/mypUrvOc976nF8HR0dKyJLNd1XaSsV1h99CfYOu2s4Va6dbeKdtYvCAj9/CH080/QNNxSIPPo6ChjY2PkcrlNp33bts38/HztDG4n+MY3vsE3vvENfuzHfoyDBw/Wvn/q1ClmZ2dXxOfMzs5y+vTpHRtLkKjWMhJsH6GhP4R+/hD6+UPo55+gabglo+dnf/ZnOXz4MJ2dnUQiERRF2fBfOBymv7+fe+65Z4Xx0SyefvppnnrqKd72trfxqle9asXP7r33XkKhEOfPnwfg8uXLhMNhzp071/RxBJFqUJxg+wgN/SH084fQzx9CP/8ETcMtHW898MAD/PM//zM9PT2EQiFkWUaW69tNruviOA62bZPL5cjlcpuOrt4spmny9a9/HVmWefHFF7lw4QKO42AYBseOHeORRx7h3e9+N08++SQvvfQSqVSK9773vQ3HLBAIBIL2JwjVxgXtyZaytyzL2nYWk2mahEKhbf3ublHN3rr33nv3RCBzJpMJXIfcdkNo6A+hnz/2on7NzEzci/o1m3bRcLPZW1tyefhJ2253g2cvUi6XWz2EwLOYKzKV09uy2nEQ2O4cLBi20J29dw83u9r4XtNvJwiahrt2zvMnf/Inu3UpwSapFgcTbI8r6SIf+85s2/e3ame2MweD0ldsN9hr93Czq43vNf12gqBpuCtGz8zMDB/84Ad341ICwa5QfeLMm7R9f6u7iSD1FRM0n5SmktQU0gWDsuWQLhgkNYWkdtdUXxHsME2bKV/5yld4/PHHuXDhAoVCofb9UqlEOp2mp6enWZcSNAmRur99qk+cR4d6ak+cC0WTnG6JwMotsNU5WO9Jfy/rvtfu4XjYi+F5anSehaJJR0Tl0ZM92/7s95p+O0HQNGyK0fP5z3+ed7zjHTiOQzgcxjCMFT+XZZn/9J/+UzMuJWgi169f5/jx460eRiCpPnHenFnkyGA36YJBR0QVT5xbZKtzcPmTfm88vOd134v3cDOrje9F/ZpN0DRsyvHW7/zO7/Ce97yHiYkJMpkM/f39WJaF4zhks1keeeQRHn744WZcStBEVhungs1TfeKMKU5Tnjj3Kludg1XdOyKq0J29ew/HwwqDSc33575X9WsmQdOwKY9HV69e5atf/SqapgFed9tvfvObPPjggyQSCT784Q/zG7/xG3zmM59pxuUETSKRSLR6CIHmRG+Md53toKNvqK37W7Uz25mDQekrthuIe9gfQj//BE3Dpnh6uru7V6Skv/nNb+ZTn/pU7euzZ89y4cKFZlxK0ET6+/tbPYTAc2h4sClPnHuV7c7BZj3pBx1xD/tD6OefoGnYFKPnVa96Ff/9v//32tdvf/vb+bM/+zMuX74MwN/93d8xOzvbjEsJmsj169dbPYTAsxUNRW2ZtYg56A+hnz+Efv4JmoZNOd5697vfzY//+I+TTqf57d/+bV7/+tfzwAMP8NrXvrbm5XnggQeacSmBIJA0s4qsQCAQCLZHUzw9P/qjP8qnP/1p3v/+99e+97GPfYzv+q7v4vnnn6e3t3eFJ0jQHgwNDbV6CIFnMxqK2jKNEXPQH0I/fwj9/BM0DZuW5/ljP/ZjK74eGBjgmWeeaZu+HIK1WNb2qpgK7rAZDZfXllEkiIZklkrWnq0tsxwxB/0h9POH0M8/QdNwxysyC4OnfZmbm2v1EALPZjSs1pa5sVDi/HiW58Zz3F4qM5sPVqrnTiDmoD+Efv4Q+vknaBruWu+thYWF3bqUQNBWxMMKbzrSWakcbJOMqHTHVJ65sdS2R1wi6FogENyN+D7eMk2TI0eOMDAwQCKRQJZlZFnGcRwKhQK5XI7p6WlyuVzg3GB3OydPnmz1EALPZjXsS4Q50BkhHlZIagqOS9u2T9jNoGsxB/0h9POH0M8/QdPQt9EjSRKTk5NMTk6u+7pIJOL3UoImc+vWLY4dO9bqYQSazWqY0lS6oiqZsmfktGv7hOVB19U2D0+NzjOc2pmaOGIO+kPo5w+hn3+CpqHv4y1Jknjqqad44YUXuHLlCteuXePGjRvcvHmT5557jnPnzvG5z32OYrHYjPEKmoiu660eQuDZrIZBaZ9Qr6FnTrfJ6TvjpRVz0B9CP38I/fwTNA19P2YqisIjjzxS92cHDx7kmWee4Z3vfCf9/f284Q1v8Hs5QROJxUSdGL9sRcMgtE/Y7YaeYg76Q+jnD6Gff4Km4Y4HMqdSKT7ykY/wq7/6qzt9KcEWCVp9hXZkqxq2e/uE3fZIiTnoD6GfP4R+/gmahruSvXXixAlGRkZ241KCLXDt2rVWDyHwbEXDoGREneiN8dj9wzx2/xCP3T+8o5WjxRz0h9DPH0I//wRNQ98+a8dxeOqppxgaGiKZTKIoCrIs136WTqf5+Mc/Lur1CPY0V9JFvnhpjsWSRVdU5YfP9LV1G4p4WGlbb5RAIBBsl6Yc1P/QD/0QkiSt+5oPf/jDzbiUoIkMDAy0egiBZzMaFgybJy7McHW+iCxJ3F4qUzAcfvFNB/e8YSHmoD+Efv4Q+vknaBo2pU7P0NAQg4ODxGKxWp2eqhHU39/PO97xDv7lv/yXvgcraC6u67Z6CG1NwbDJ6hapdYKON6PhTF7n6nwJSYKEppDTLa7Ol5jN6xzpbl9vz24g5qA/hH7+EPr5J2ga+jZ6NE1jYmKiGWMR7DKzs7P09va2ehhtyWYL9G1KQ1dCwsVxQDcdTMtFUQDW947uBcQc9IfQzx9CP/8ETcNda0MhEASFZndFH0iG6U9qLJRMbi2WSRdNTNvdsdo3AoFAIKiPMHr2MCdOnGj1ENqSzRboKxg2ycFDmzKGYiEZWZIIKRIRVQZcvnJ1oe0zuXaKaibbvkNHWz2UHWWnM/bEPewPoZ9/gqbhlo63PvaxjwHQ2dlJJBIhHA7XMrVW4zgOxWKRbDbL9PQ0165d4w//8A/9j1jQNMbHxzly5Eirh9F2bKZAX/X4a3o+w2BPR8Pjr4Jhc22+iG47dEVVwop3pGXYLoslqy17b+00y48OXb3AO+8/0taZbNtlN3qYiXvYH0I//wRNwy0ZPX/zN3/DZz7zmW1fTBg97UWpVGr1ENqSaoG+p0bn6xboqx5/zRdNZNdivmjW7U9V3fSWShazOZOCYbNku9iuiyxJHO6i7Xpv7TTLtUtqKhML9bULOrvVw0zcw/4Q+vknaBpuacV961vfSjqdpre3l1AoVMvSeu6557hy5Qrvete70DRtxe9cvXqVW7du8bM/+7NNHbjAP6IJbGPWaxmR1S0mszoLRZOSDlFLR7ecFV6b5ZteXyJMpmwykzfQLQcJCKtQsoKV9dAMatqVLMYzOrYpoWX1u87jVe+IdKFoNv19invYH0I//wRNwy0ZPT//8z/Pz//8z6/5/utf/3r+/M//nHe/+91rfmaaJj/4gz/Ia1/72u2PUrAjHDhwoNVDaGvqFegrGDYLRYPZvEnRtOiIaGTKFo4LSqVMQ/VIa6nkGTwRVUZTZUzbISTjfR2Smc3pzOYNjnRHW/H2WoIqSaQLJnnDojMaIq/LpAtmTbu7hd3qYSbuYX8I/fwTNA2bEsh8/fp1fvInf7Luz0KhEB/+8If5zd/8zWZcStBErly50uohBIor6SIfPT/JExdmKZkWIVkmky+TCKv0xkPYrlt7zd9cTHN7qcyNhRJ53eL6gucCVmUJ23UpGg6OC7C3vD2W69IbD5EIK5QMm5Br1bS7m9itHmbiHvaH0M8/QdOwKY8dg4OD2LZNKBSq+/N7772X69evN+NSAsGuUi1QqEpS7biqPxHm6nyRpbJFRIKy5RALKSirXlMwLBaKJooMIVkmFVHJVbxC4HKkS6U/oW00hLuKlKYSCymULRdwMWyIhZS7MrZpvSNSgUDQGpri6Tl37hwf/OAHG/78C1/4QuBcYHuB/v7+Vg+hral6bf7i/BSPn59kMqvTGw+jqTKaquC4LrIsUfXW5IyVcRxHur1N701HOjndF8N1qdUjlCVQGmQ+7gVkCVRZJhS6uw2BeFhhMFk/eLkZ6eziHvaH0M8/QdOwKY9Xv/qrv8prX/tann/+ed71rndx4sQJwuEw4+PjfOlLX+LjH/+4ON5qQxqVGxCszb6ZzumkCyaaKpPUVIqGRUiWUBWJqKpQNG0kJJKawnROJ6mpTGV1MmWLb4/lKOgWuuUQkiVCIQlNlUkXzU23othMS4wgkNUtFFni/v0pJKBULmNK0l0XyLwRzUpnb+Y9HKQ5tnqs2x27WAP9EzQNm2L0vPrVr+YP/uAP+KVf+iWeeuqpFT9zXZef/Mmf5Fd+5VeacSlBE5menqa7u7vVw2hLVmffDCY1dMshqspkyhamA6oiE8IiZ0i4QCKscLo/zhMXZigYRUqWw/5UmP5EmJuGjSRBMqzSGVUrT/fLXD/rsBv1XnaLaoBv1ZiczRQ5ONB9Vx5vNaKZ6ezNuoeDNMdWj/V0f5zLs4VtjV2sgf4JmoZNW2l+4Rd+gTe+8Y38z//5P3nhhRcwTZPTp0/znve8h+/7vu9r1mUEgl2hXvbNcErjXfcMMJ3TKZs2iyWLfMkiEfUCmfOGxeXZAvs6NFxcLs4UKFsusgT7OjRuLZUxHYdM2UICTvbF6U+E1x3HbtV72S2qAb5fvDTHRKZMRHF3JMC3ndmtdPbNEqQ5Vs8D+8SFGfZ1aAwmtbYeu6A9aOrj1T333MNHPvKRZv5JwQ5y7NixVg+hbWlUoLAvESYW9gJvp3I6qhqibNnEQhFcVyKn22iqzK3FMqbtMp0zGM94dXwcx6VgOORdm85YiDcc6mgY61F11bfbBtksJElCkiCV6mj1UHadZqazN+MeDtIcWz3WpKZSNIskNWVbY9+ufkE6CtxpgraP7B2fsmAN09PTHDp0qNXDaFs2yr6RkbAdE0Xxsha9hVfiwlQeSYKoKpM3bK7OF8F1yRkWtgO4kClZfPnKPPcMJuhb5u1Z7bp/05HOLW+Q7bwgV5/UC4bNcCrCrdnFPfdkvlHF763QjHt4t2oKNYPVY83pFrGQQk63iYedLY99O/oF6ShwNwjaPtJ+s1qwaxQKhVYPoe2pV6CwGoz7ugMpFhYW6O5OkdVtbNfl3uEk58dzWLaLjUtSU7AdF8OysR0va8kFdNvllekC/+tbE7zzngFO9MbqHjM8c2OJNx3p5JkbS5vaIHdqQW6WIbX6ST0h27VmrnvF6IHmpbM34x5uphG206wea08sxBsPd3J5trCtsW9VvyAdBe4WQdtHtmz0/MzP/AxXr17la1/7GuBVXD569CidnZ2kUik0TUOqVFd1HAfHccjn88zNzXH9+nVUVdhZ7cLqliGCzVF92lwqW2gh778dEZXZvMHXry+R1S0My/U6qisqsuRiOlCtv2dX/itJ3nFYddFsdMzQnwjz2P3DG26QBcPmS5fTpIsGQwmNpbLVlAW5mYbU6if1JVOiR+Kuq8i8GeoZ1FulWffwTtQU2imPY72xvuFgx6buj9Xj2ap+u3kU2M4e2+UEbR/ZsgXyta99jampKQqFAvF4HEmSmJiYYGJiYt3fkyQJRWnfD24vcvjw4VYPIZAsf9rMEqcjovKmI5185eoCF2fyGJaLg+fNWSpb3Dec4Op8iaxrYTmep0eRoDceYl+HVvN0bHTMsFHN4henclyYzCFJEktFiwMdEd9elNUNQhs1V90sy7W7tVhiyQ6hli2eeHFmzx8TbIdm3sPNMMKq7PQR0OqxbjT2RuPZqn67dRQYpCO0oO0jW/6kvvrVr5LNZonH44CXo/+lL32JgYEBkskksizXjBvHcbBtm1wux9TUVHNHLvDNyMgIZ8+ebfUw2ppGT1vVp83nX77Ma199mqxuMZ0zyVUKzVVLFuq2y5V0iUPdUUIyXF8ok68YISf7YmQqXqLqE2q9Y4bJrL7hAlgwbL55O1MxjFwKhs2l2QKv2Zf0tSCvbhCqyNKa5qpb5URvjM6IykfPT6IX8xzqSoljgm3STvdwverlWzkC2sizsV3Px3pHUreubk2/3TgKDNoRWjvNwc2w5dVwdWVlWZb5gR/4gQ1/77777tvqpbaEaZqYpkks1p7WsCB4bPS0FQ8r9ESk2kIUUsBxQZKotJrwyBs2uC7/7o2HyBsWo3NFnpvIYdouXdGVi+Zq133RsHn8/CRly1mTkgusyPIqWy6n++OML+kUTRsXeP2BlK+FcnWD0KWSieO4vo+jLNfFdqFHk9o+Y0iwMcvvFVmCTNniUFd005/tRveaH8/HekdS22Gn24sEKZsuiAQ+wGZycpIXXniBl156iR/90R/l9OnTtZ/Zts1Xv/pVxsbGSCQSPPLII3R1dbVwtO1Fb29vq4fQVix/kgQ2fNoqGDZOtJOCYRMPK/zImT5emi5QMp3a35SBlKYwmzeYyxvMFky+OZalZDikIl521urFu+qqv5Iu8tmXZ3lpOk8irJDS1NoC+NJUnucmsmuyvDJli9P9MaZzOj2xEOeGkr40qTYIlSUwbZeUptId898gtHpMMFPSKFtbz7oReLTDPbxe9fKqob7eZ7uRZ8NvrNp6R1JyRb+tepGaeRS4lfG2I+0wB7dCU1S8ePEi8/PzvPGNb6yVpH7mmWf4kz/5ExzH4f3vfz9vfOMbm3GpFXzrW99icnKSfD6PruuEwysLvX3qU5+iq6uL973vfTz33HN87GMf4xd+4RcaNkbda6zWay+z+knytfuS6z5tVV+/kCvRPWXz6MkeHjjYwc++fpiPvzBNumDhAmEFiqaD5cKffXuSkXQBy4aQ4rWscFw41hNbs4BWN4Ky5ZDQVLJlk5G5AkMpjY6IyrO3lyiaTt0sr5xuM5jUmuJ2T2lqzaskVzxYwyltwwV4o02kekzwty/pbZ8xtBts9+imHe7h9aqXb+az3ciz4TdWbb0jKTMcbrv4mSBl00F7zMGt0BSj57d/+7f55Cc/yVe+8hUefPBBLl++zFvf+lYsy3Mf/vVf/zXPPPMMDz74YDMuV+OBBx4A4Pr161y7dm1FD5Bbt24xMjLCL//yLwPe8do//MM/8Nxzz/GGN7yhqeMIKpOTk3R2drZ6GC2n3pPmN29niIbkuk9by1+vWiUy5VDtyfOho90UdJu/fGEa03KxXHAcF9uwGZkrYFScQLrtYpcsLs4W6vbfqm4Eg0nPwBhNF8nrFlFV5oEDKZ6+vrRhlhfAVE73lf0RDyt0RlW+cm0Rw3IIqzJnB+LbChpdzYneGA/36AwfObBnu5AXDJsXp3J8ayxLyXS2vOk2uod3M/Nnverltutu+Nmu59nwG6tW1WE4pa3JgCwYNuevjPNyOUlWt7cUqL/T+u70EVozCdo+0hSj55vf/CZ//Md/XDNq/viP/xjLsvjwhz/MW97yFn7zN3+TD37wg3zpS19qxuXWUK/h2QsvvMDg4GAtxkeWZQYGBhgZGdnQ6NF1fUWmmaIoItX+LqbRk+bDRzt4biK35mlrKqfXXp8zJJLLjpz+8eYSz09kcRyXiCp5ndglF92+k6pexXKhoNuUDGfNmFZvBEPJMNGuCI/dP0wsrPD8RK7uJrH8aKwZT69zlTR8TZHojXmL8NevL/HoiZ4VRRWXv/6zL8+uiEH60uU0P3K2l4HE2o0kokoMJreX8hqUlN5GXEkX+eKlOS5MFcB1OdMfJ9OEMgO74blYrX2j6uWbYT3PxlRO33as2pV0kS9dTrNQMumOhvih0701HaoaXZuymDFyaKqMKkubCtTfLc/QTh6h7WWaspMvLCzw3ve+F/AMhr/8y7/kNa95Db/0S78EwO/8zu/wyCOPNONSm2Z+fp5UKrXie7FYbMPUeoDHH38c27ZrXx85coRz584xNDTEtWvXABgYGMB1XWZnZwE4ceIE4+PjlEolIpEIBw4c4MqVKwD09/cjyzLT09OAV7Z7enqaQqGApmkcPnyYkZERwDsfDYfDTE5O1q49NzdHPp8nFApx/PhxLl26BEB3dzfRaLT2ng4fPszCwgLZbBZFUTh16hSXLl3CdV06OztJJpOMjY0BcPDgQeLxOBcvXkSSJM6cOcPIyAi2bZNKpejq6uLWrVsA7N+/n2KxyMLCAgBnz55ldHQUy7JIJpP09vZy48YNAIaHh9F1nfn5eQBOnz7N9evXMQyDeDzOwMAA169fB2BoaAjLspibmwPg5MmT3L59m3K5TDQaZd++fVy9erWmN8DMzAwAx48fZ2Jioqb3wYMHGR0dBaCvrw9VVWsZg0ePHmVmZoZCoUA4HObo0aNcvnwZgJ6eHlw5hFnIcG0JDvd3MLFYQMMiWtB57P7jPP/yZeIqJK0Q2azF1M0xzILFtBkjJqtcm0wTDUk8OepwaSpD1gAbsByXiAJOHYOnius6ZBfSFFMyN2/epGy5JHoHCNkGx9UM3yraLEgpFKPIPSkoLUyT6Our/WzGjBJR4bha4NbVnPeZX73BJ0fyFByFQz1Jbs8s8ImFBd73un1EFFbM2bGxsZre+/fvXzFnJUniG6NTZAomqWgY0zQIuQ7ZosXkUom521dX6P2tKxN8fdLiVklBkxzsYg5bkriSVrg1s0CXJvHoiW5OD6Zqc3ZoaIjx8XGy2SyqqnLy5EkuXrwIQFdXF4lEYsWczWQyZDIZJoowaiSZmFsgqsD3Hu3g3oO93L59G/ASLvL5PIuLi2vmbCqVoru7m5s3bwKwb98+yuVy3TmbSCTo7+9fd87eunULXdeJxWK1NaJsuUQ7e4mHJPKL6TVrhKtqfGVW5ebMIpbhIisKN+YLDGsm41mJ+Vwn6fzChmuEbduUSqXaGmFJKs8sRrk9s0BnGKaLYf72ZYOHu8tEVGnLa0Q2m2VpaWnFGnEzY/KdJQVLCuHoBR7oV3jw9EF+6IDC+FyWuAoneg9saY2QliY5Ey4xr2i85lA/5uxNLs5CR+8AqmMwly3Rr7roWoKwU8ZZGOfbhTQnDu5j8vaNNWtE2XL54kyESzM5XNf1amKVLX6ovwTAUzMqS7pDRHbJlUxyskRfBJYMl3JZRnLd2jzs6elB0zQmJycpWy7PZGLMZYrEJYuxjMRTQG7yBhFVoru7m1gsxvj4OACHDh1icXGxod6pVGrFnM3lcmv0rq7Jq+dsqVSqrclnzpzh6tWrmKZJIpGgr69vhd6GYZBOe/Pw1KlT3Lx5E13XicfjDA4O1va1wcFBHMfZ0hph2zYXL17k2LFjTE1NUSwW0TSNQ4cOrbsmz87Oks/n667JkUik7r623hrhbjLOUHI3+8p12L9/Py+88AJ9fX184hOf4Kd+6qf4wz/8Q/7tv/23gJdZ1d/fX1uAms3Nmzf5i7/4C9773vfWagZ8+MMf5vDhw7zjHe+ove5zn/scIyMjfOADH6j7dyzL4umnn+b06dN7wtNz+/ZtDh482OphtAVbfXq7ki7y+VfmGJvPcqAnxf37U/zlc5NYjstiycKwXVwgJIMig2GvzOiq0hVR+KMfPU1fon5swXou7oJh1/3ZN24t8SffnESWIBZS2N+p4brw2P1Da7wqG3lL5vIGv/i3oywUzVpT+O5YiN//kZMrnuTn8gaPn58kb9jMFUyyZZNkWKVk2ciSxP37U7X0/MfuH65daztzsGDYfPT85IrjyNV/t5VsZi5N5XT+4vwUSU3h8myRgmkhITHcEWYwoa14L+t9Rqv1q/7d7liIiCpTthwWimbdz3477JT2/3B1gScuzFA0bWIhhXfdO8Bbj3udu6t6LpYsworEqwcT3Fgoravv9fkS//mpaxQMC0WWsR2HeFjlg99/jOmcXrs/HNukbMuULZuuaAhNlemOhfi/3nigrl47rW8QaZd9xLZtLly4wEMPPbTuft2Unfz7v//7+df/+l/zlre8hf/23/4bHR0dvO9976v9/Mtf/jIdHbvbWDAUCuE4K48NHMfZ1Dg0TdsThRTz+Xyrh9A2bPUM/fZSmUuzeZYKFnk7z76OMC4SSC6SdKeQoCpL9CVCZMsOS+W1KbKDSQ3bdRtmsDx2/3DDxbSe+7tg2PzTzQyW7SBJkHEcsjMm9w2vjYHYrKFXey6SVn297O8szzKrjjdTMlFlidMDcZKaSkiR16TebmcOtnNK72ZrrFSPLzNli/2dGpdnLcClNxZeEbS60We0Wr+dzvzZCe3n8gZPXJghW7aIhmSyZYsnLszU+tKd6I1RMm2eHJmnaDp8/pU5umMqR7pjpAsGX7w0x/ed6CEalmtHqCXT9rIrXdBkMG3vs1ksGnxrLAuu91Cimw5lBxKaytn+OEXLoScWaqhX0DKrNqIZR8RB20ea8kn91m/9Ft/7vd/LF7/4RWRZ5iMf+UiteOHY2Bg/93M/x3d913c141KbpqOjY82Hoeu6SFlfhshiW8lmz9Dn8gYfe26KhZIJDszkTb54aZ7hZJixbBnLcZHwvDyW4zKbN0loa+POVAn2d3iByhttJo0Wp9Xff3Eqx8WZPKbtkjdtJDzD62BndM3vbWZznsrpOC7EQhKOeyeDazqv05cI180yA+hLhDnYoaHKEqbjNkxL384cbOeNZ7NGwfI4lpxuc+9Qgjcc7OTcUGKFh2ejz2i1ftW/+8VLc0xkymvqQPllJ7SfyunMF01Khk2m7H1Ptx1uLpZqc+yZG0uYjksqojCatrBdl0OdDooscX48x/MTORRZ5nhPlHfdO0A0LBMLKxRNG8sBWZaIhRRs16VkOpzpjzOWKWOaEFdlDndFsVzoiYXW1StomVXr0azYpKDtI01ZJYaGhrh48SKvvPIKg4ODK/L2FxcX+Ymf+IlaptVOUH3yXP4EeurUKZ5++mls2655bWZnZ3n44Yd3bBxB4/jx460eQlux2oBoZGjcWCwyXzQxK0dYLi6zBRMkb0GtOhir8cmW41K27DXXs1yILTO0Gm0mq937P3Cqh3uGknU7sn/zdgbbddEdB1ny6gQlNIWxTJm5vIHlurVihpvZnDsiKqbjotsusZC3iSC5tVpGjbLMDqoyDx/rQpEkvnZ9kdm8UXcD3s4cbOeNp5FRoEjSmky6jbyLm/mMGuknSRKSRK0PYrPYCe3DiuQZJ8sciAXD4cmReTqjIRQZZvMG/YkwRdNGtxyyZZtvjWUpWy4l06YjoiJJLlfnveDwn75viLP9cS7PFWrG+um+OIe7YkRDWWZyBsMdYZKaykAyzE+9ZnBTmWYQrMyqRjSz6nPQ9pGmPRpJksSrX/3qNd+/5557+N3f/d1mXaYu1aDj5cdZ9957L//8z//M+fPnef3rX8/ly5cJh8OcO3duR8cSJC5duhSo8uE7yepMj1cPJrg8W6j7FKQgYTlef63l5MsWIVmizMo+WesFzX39+gLvumeAvkS47mYCVPpUlVkoWZRMi2vzJf7N64b59nh2xaL1f0bmMW2XgXiYxVIRGVBkmWM9UWbzBh89P4ntsqKY4UZP7GFV5kCHxnhWx7RdIiGF/SkNTfU8V/WyzMyoiipLfOFSmnTBpCuq0hML1S3EuN05uNHG06rMrqpR8KXLaSayZbqjIU73x3nixZm6c6k6tmylOnC9I7D1PqPV+lU3s4JhM5yK7EgLg2Zv+lndQuJO6xYq/53IlXniwgyaKjO2VObmYhlFAkWW0EISBcOmbHlp/h1RT5O8brNY8jxBbzjUwfWFEnndIqGpvOFQB0tli6mszshcEceFuOrw1hOHNp1pViXomVXNPKbcyj3cDhmXTTN6XNflM5/5DDMzM7z//e+vfX9paYnR0dEd9fSUy+UV/wWIRqO8+93v5sknn+Sll14ilUrx3ve+t256u2BvUzBsnrgww9V0EVmWuLlQ5oWJHEd7orW06y9emuNtZ/sZSIaJhGUUaW1Glul4xr+zYWvQOyyV77jx620mUzmdsaUy1+aLGLZLWJEwbZPPvTJHWJXpj4ewHIfOiMpCyWJsqcytxXLNIOuMeN3dV1fIXV7McL0n9pSmcqI3RiqioqkyuuUwkAjXNt56T/553aZUCfDMG5Z3tBBWeObGUt1CjNul0cbz4lSO/zMyj7GszcduF5tzXRdcMG2HZ29lkCTqPlGvd8SwHa/KbsU7NXPTj4dUwoqMuSoGc7FoUjJcDnRpnO6L89J0niXDZjAR5nhPFBd4eaaA4zgsFk2vNYoEXVHPs/bsrQyG5RBSJAzL4R9vLBEPK8zkDOJhGctxsW14aSrHPYOJmhd0vePju4VWHBG3SxHIprzDfD7Pm9/8Zi5cuEAikVhh9ITDYf7Df/gP/PVf/3UtpbDZvPrVr+ZVr3rVmgDLvr4+/tW/+lc7cs27ge7u7lYPoS2YyRlcmy/i4hJWZfSyTU73KspGVBlFlrgwVWCpPElXNMShzoi3kK5Kx3KBsrm25s56uHgbY5XVm4kqSV6mSuWsTLddZODGYglFkrgy543Zsl06Igq3lsorPFBLZRvDcuiNhxhMamuKGb7rngGm8jpDCa3u0+7q2JOBRHjNxrvcWCuaNk9cmEVyvZ5j8bCC7XjHBvWq6DZ7Dr44leMj/zxOwbBJRlQKhv+6N1uh6mnJ6jadUZW5vMlUzuD+/cm6fZ82OmIYTmn84KleJMmlv06do9X6tXO8UyMD4nB3lL54mMJSecXr87pDSHYZSniexbMDcS7OFOiJheiIhrwiiMkwUzmDpZKFLMGpvhg/fKaPnO4VMSwYnhfJclxemc5xqCtKybLJGw6O4+K68PyEVxhSkqQVm/FWN+kgGUjNPKbczD3cTk1Um3In/Pqv/zpjY2P87M/+LJ/4xCdW/CwWi/F//9//N7/927/N7/3e7zXjcnXxzrCbe359txONRls9hPZA8gJti6ZDTvcyPlxcFkomsbDC5dkCjuNiOS7nxzM8eztLyVzrzdEUmbLrrH+eVYdineKEVWYL+opeXgAOVBZyh4LpoJgOjuuyUDTrpsVfWyhxtDu6ZiOczRu1thUbVU6ud5yxepGvxkEtlUwuzxXRLW/cHRGV6azOcMfa9hXNnIMFw+b/jHhHOx1RFcNyWCpDPGztWmZXrSt90WTcBQkX03aYzumEFHmFEbLcK6NIEA3JLJXujHUzm+5q/do13mmj91JveLbjGX1jGZ2lkklOt1FlCa3S3iIWkjFtheFUmFN90ZpRPpzSuLlYpGDY6LaL43rB97rtkClbZHUb2/HuIQeYyVs4bp57BpO14pBhRVpTZHO9TbpdvBhboVnHlJu5h9sp47IpRs9Xv/pVPvnJT/Lwww/z+c9/fs3PX//61/Prv/7rzbiUoIlMTEzseimBdiSdNymZDmWzEvwrS3REVLqjIWbzBqbtoCoyL08XMGynFnugSt4NpIZkZFwOdUe5tVAiu44RU4/xVU+4yyno3uosV65ZtWlM28WwKpkpCnRoKnMFs+7fsB2X6ZxBTyxU2wirR1vzRXNT5fdXe6AaLfJFw2Y6Z+C6LqoMug0LJYuCnsdxXSaz+orNoJlzMKtbmLZLUlNqLTMyJQutK7Jrno61XektQrJMR0Sta4QkNYUbC6Xaph4Pe81pk5q6qSfjevq1S6Bt1ShWJWnd9zKT15nI6mt+PxlR+N7jnXzm5XTNc9cZUdBUifuGE+iWyydenMayXBIRmYOdUfKGV005qqpoqkS1vBR4Rs5S2aL6XLI8fsgFxjJlzvTHmcjq/Nm3Jrg6XyKlqSsa/dbLpoSNPXbtSjOOKTdzD7eTB7IpV1yeFVXP2yJJUq0yo0DQalYvWF+7voimSiiyjGm7qLLEgQ6Nd94zQMm0+L1nxsnqFobl4LigKhISXiBzVAVXho5ImGNdUV6ZLmx5PN+ZytU6ta9mIBlGU+UV2V8S3pGY5XjxOhLehl/PwSQBnREVw3F5+FgXBzojNS/DZFZnoWQxntE3VX5/uX5fvDTHfNFkMKmtaJ1waS5PybTpjKhkdRu9cnTnAFfnS/zVC1P88kOHt7zQbuboIKWpdEZV8kaIhaLBQsEkoSl8/6nd83RUu9I7rkuubBELKfQnwvzQ6R5sx6vLVD1GjIe9gPLlx3GdES/2KRFWN1XCoGzVdyu2OtB2uVEsS5ApWxzqitZ9L1MZnUIdz2kspHCiN8GBzjzxsEJSU7i5UOKbt7O8MJEjZ3hGP8CSbjOVMdnfqTGbNzjWE+NAR4SlUsF7kJG8LLFGuHj30K3FMjN5A922KRie57dsOQynNAaS4Vo25Zcup5ktGCRCCm841NE2Xox2pZ08kE0xevbv38+1a9c4duxY3VLQf/M3f8O+ffuacam7gnY5+61Wrw4yW9WyXjd1w3bpioUpV+ralCoFyvoTYbK6TH8ihO045Mre4qlIoIVliqZDwQbF9W7qr99cXJPRBSuzUuqRLpp1m45WF1djVbq7CzW3vQsUKxtfveBqFxjPGvTGQxzuitY23KJhr/JImDiO6wWDbsCLUzlemPRqYM0XLA51e12vnxxJ88XL82TKNousHLO3OTlcmy+teK+HDx9mLm8wldMZStaPK9rs0UF1Yf3Yc1NkdRtZljjQGSEa2r17LKWp2I5XwsBxXGRZIqrK/P2VxboNRfsSYQ50RmqbuuPCQtFEktx1Sxh88dIciyWLZChKMl1co0ez1pjt/J3V8RvjmTJTWc+w3t8RWfOUP1nHywNeTJhh24QViaWSSdm0eXm6gOW6NaN/OV7rF7sWMP8v7xng+sItdMsmEpK9DDEJIgrojnfk5eB5UXNlr3I46GTKXlp89f6ayhlYjks8rHBtvsjfXkzzykyegungOA6vzBY40RNrCy9GK9jsPtIuHsimfCo//uM/zk//9E/zxBNPrPD0LC0t8b//9//mP/7H/8hP/dRPNeNSgaedzn4XFhZqDVmDyHYCDVe7ob81liURlgnLMGfY6KZ3LPKqwTudxIdTXpG9kuWwWPRaTDiOSzQkI7kOcU1hMustlvVQJGjwQA5QidmR6rrMxxbLGHX+bNW4kaFmaLkuqDJrNgMXMFZ9s+qRkICSaZMMq/TEQ9gbdKUpGDZ/f2WBbNnCcV2yukVGNznRE+Ozr8xRNOy6hp+Ll93m/fk7a8SXXprg78etuu0HqtfbytHBlXSBl6dz6JaLFpKYL2yua3azKBo2YxkdvRqHZbvcXNLpjIVqG/7y8aQ0la6oSqbseQWqG2Z/QmtYwuCJCzNcnS8iSxK6aaI7Er/4poMbVnFuZFw2Mmy2u1Ytj98oVNqSFE2HiYyO7bgMp7QVT/mNEmoNy+aJF2dZKJqMZXRwXcq2QyUxroH+bi0u6oGDHbzr3n7+9mK6Ut/HRVPBcCVCincUmTcdHLxsu6FUGAWJKXPlMbELHOqKIEnwhYtzvDiVI6M7tfi5dN6kJ2pytCfaci9GK9jKPtJqDyQ0yej5lV/5FT7zmc/UihTde++9ZDKZWkO8vr4+fvM3f7MZlwo01QXci6NQNoyj2Gmy2eyuX7NZbCcboFEw3RsOprg0WyQsS3QmQnTHwtxYKNeOnB492cPnX5nDdVwU2fPb2IBhOCiA5XrHDI0W4vUMHgDdchhbKvOly+kVHqjJrM5swWjYrBRYY2DYDcKJiqZdS40Hb8GXJU9HWYKSYxMLbRz7MpPXubFQJhFWMGyHsuWSLdu8MuPVNNoomimpKbh4bTeKhs3fXM2jo5IKK+T0le0HYGsBkHN5g796YYai6SJLUDZdbi+V6Y6Fdu2o4cZCiWy5UndGBsfxDE5Vou7413P713syvr5Q5Op8CVwIhyRKZYery7xnje6LK+kCn38lvca4bGTY+Mm2qcZv3FwsMZnRa32t+hNhEmGlVpeqSl+8fpsVw/aMSN1yCCsQVlQKhrFBnoBX1iGpqfzD1QW+fGWBsmFSsrxEg754iMmsTsnyXlvFdODWkk6owRHY7aUyrx5MMLGks1ReWZTCAdJFg597wz66Ky0sWr2x7yZB20eaYvSoqso//uM/8mu/9mv86Z/+KS+99FLtZ4888gi/+7u/S19fXzMuFWhWZ3YoEpuOo9gJgtxfbDvZAI2C6Q52RRhOaUhSmHhIJRKSyek2txZLXjVl02E2r5PR7TUGiAVYG1k1GyDjxRWpslQb1z/dXGI2b9QyoDb1dyTPk1LP3+RU5hvcOTa7sVCiYDgkNAVV8gouzuQMBpLhxvPR9eKZQopEZ9TTfLHs9Y1SKpt8IyQgZ9j87xdm6IyqxEIy82VwsSjoNiHFG+fNxVKtZspWAiBvLBbJ6l7qsiR5YymZDrbj7NpRg1JpPWJDzSKV8I5PGrXiWC8tfc2TsSth2o7XSNOQMUxA8bwp/Qm7dl90RFQs26Ej4gW4Pz+Ro2zZtaPMv3phGsdxuTCVx7CdNYbN6vurM6IyUzCYzRsc6d44W0eR4dJMgZLpoMhwoCPKvo4IC0VzjTfxTH+cRFgmvyoBwAE0RcJ2oTvmeY1CihccX4+I6s3J7z/VQ9Gw+dhzU6SLJqZdPQZ2mMzqdX/fxfOeOg3uZcOya+1d6r1CtzzP715sOhq0faRpK4GmaXzoQx/iQx/6EDdu3GBxcZHDhw/XcvgXFxfp6OjY08UB12Z2mJXNqDWp9qdOnWrJdZvBdrIBGj1V53WbGwslFksWigzRkEJPVOX3nrlN0XTI65a3kfmzbRoSDkm4LisMuIlsmVRExbAdaHBsthqrEtRcL4ZIkiASkmtP8OmigaYqqIpERFEYSoW5uVjmL5+fpC8ebniUMZAMc6wnxtV0kaLpYLueV6U7FiKs28wV1zZVXT6GkukQC8vMF03OL5Rwpaqh5FIywXVtnhz1Kkt3RVV++EzfpgMg4yEVCQnbdVneI/VYb9TXQ8VW4loiqoK8KrZKkSAVrZ+9tdER0uojz5LpxSo5LkiuZ1wVDJvPvjzH164t8vDRLmzH5fx4FlmScFyX3lgI3XLojHqdwWUkJrM6//PZcWwXXjUQJ9Kx8sFh+f2lShKXZgsgSXz+lVl++ExfzRu0Wpcr6SKfe3mWf76VwXQcNNUzpm8slioNQcNr7tFYWEGV66+Bi2ULRfKKa1q2U/eoVwGOd0c42B3l+ystWr51O0O6YLA6kbKRwbQR3sNH9e5ai+m46JazptXIXiBo+4gvo8e2bbLZ7JomnkeOHOHIkSO1r0dGRnjb297GK6+8sqeNnmochSxLmLZLKhKiO6puGEexU1y6dIkzZ8605Np+2W42wOojA4A//eY4RmWXsh2HfNk7fomF5EqcReOjq2Zw31CSkCozndNrNUG6oyG6Iiolwwbqp6LXw6X+suzdddKdJ/hoiNmcgW159UuuzpdQJYn+eJilcuOCfvGwdzTypctpbi6W0C0bqbKJNtoQqjiut2mrlSJwuuUQkcBQJGzH604vyxIjc0XCisztpTIFw+EX33SQx+4f3jAAsj8RJqzKlJZ5xxQZZnNmw+y4jWhGDJ4kwQ+d7mFfR2RNnaP1jpCWX1u3HMqWjWW7ngcnqqKbLiXXwbRdRuYKhGSZK+kinVH1zkRwIRJSKjWATJJhlXTRm0+dMZXZvMkrMwWvOGClh1V1jNV2GhcmcyDB6f4YRdPhqdF5Sqa9psbTcErjqdF5Zgte4K/jgIP3uZZNG1WiFpe03Di4NJtvGA/XHQ1RMGym8waKJKHK3lFUFRk4OxDn3zwwxKGuO9W+p3L6GoNnM7h4RmpHRGap5JWL6I2pWA6ViuT1x+nYDn/1wjSxsNryWM3dJmj7yLaMnkuXLvH+97+fb3zjG5imSW9vL//u3/07fu3Xfm3Naz/5yU/yMz/zM+Tz+T1fPDClqQynNK93jCKj207dJ5/dol6mXZDYbjbA8iODqZzOeCXuQJFBlmRkPFd4UgsjSesbPAr1j5O2wmzBQpYt8pXNrRroCZDTp7m2UN600aXiHbmtxq38TzW76DtTBWzHJafbaJXK02f64yQ0FVWR1xwVLn+qP9Eb477hJM/eypDXLZAkDNsr6LgRjgNZw8J2IB5WMU0LxXFrG7TluKiSRELzYnyWx6ts9PnmDIvlPi4JbwNbKq9fnHC9DvZbjWspW/aauCrb8VK2Q4pR8+pmdYtSJSW6M6LWWolkK1Wri4ZdK46nyPDcRBbTdgnJ3ClAKXlHP6rk1WJSZJds2UK3HL5rX4qQKoELWd3mB0/18uToPIsls7KRh+iIhHDxvM9TeZ0DHZEVDw4nemP8yNneWvXupKZSthzm8gZPjsxjOu4KXX7wVC853aY/HuYSxVqjT4CQIvMjZ3trLV3KllszDiYyesOZs79DYyKrE1ElVFkityrRywEyusXfX1nkh04rNQ/Ut8e2H2cSUWV++r4hnhpdIG9YWA4kNZmemGeALZRKa35Hd+DaQpGzAwmm8xZfupzmZx7Ytyc8PkHbR7a82168eJHXve51lJZ98HNzc/zn//yfyWaz/M7v/A4Apmnyy7/8y/zRH/0Rruvy6KOPBk6cZhMPK5zuj/PiVL4WUPjQ0a6W3RidnZ0tua5f6lUC3i6qJJEpe8dXquzFS+BKhBWZnG6tW9sDPE9Co+DhzXJtvkhIkYmGZGSJFYGeP33fEKPpArP5+nV4VtPocMlxAGnZX3C9jSgVkRhOhemJhSuByWvjTlZ7O450R/jki7MslixkGUKSi4rnj1qeTVZ3HHjtBfZ3aNy/P8lfPT+JrruoikRIAt1ZZjpVKho38iCtngclw8GqtOmoHvF5T+hSwweL9Tw5W40bKxg21+dLa96/A/yvb02hyN5R9mAyXDlqklgqW4zMFpBlCctxONgZ4fZima9dX+Sl6TwRVa5lHrmAYy8vtuf9P8eFkOJ5j7ujCo4rkS4ZHOiI1j7L7z/Vw3ftT/LiZI7PvDKLYXtVyMumTX88xHvuG+JQ99pjwIGERn8iXDHavIrSIUVCt136Eyt1qabZT+d0EmHFa6LqVo6LYyG+cCnNlXQJSYKzA4lafaejXZG6n40M/NOtTKXsgMpsrr5xNJnR0S2bvG7zi286SFa3WCpv3ju6GtNx2d/hZWzOF7wsRVmW6ImFeNvZPj78zO26lc9tGy5MejWFJpZ0XprK84ZDd3/x16DtI1s2ej74wQ+i6zq//Mu/zA/8wA/Q19fHxYsX+dM//VM+9KEP8eijj3L8+HHe+c538txzz3Hs2DH+x//4H3zf933fTow/UBQMm8uzBQaTYcKqhGG5XJ4t8IaDHS0xfJLJ5K5f0y+ru6H/0OneLbuRl2+Wlust3rrlsFT2FulkROXNRzr5xi0vLqARqgRRVcK1XGxn/c1+Pbwq0N7Rz9iSzlzeqAXyJjWFWEglHrIpmO7yU4st4QBlwyGrWyiyxOsOpLAcl3TRYKlo8d0Ho1xfLNc6g1ef+Fd7O6ZzOs9N5MiWTBw8Y8pe1nljIw0k4C3HOnnj4S6yusVXRtOEVQcHl5AskylblC0Hu2giSxIne2P0b7J2TzSkeMdb1TRkQJMl3nyk/oPFymzKtVWptxI3Vh3P6Gz94pRl06I75lX4zpQtHj7aSUa3mc56G7lle16f0bki/zM7QU9MRZUkprK6l+pf+TvLP/dYSMawHcxKwHY0pNAb14iHZUKKzFzeoLPScHUyq9/pn5aMMJnRWSyaxMMqP3S6G8t1KdY5Aqwec33x0hwTmTJdUZXvPd7NMzeWmM7plZ5qVqWulVZ77XjIQJGgPxFCUxWmcwaX54oUdAdJhqvpEq8ZTnjFCxtEPLhAQbdIhBVkSUKWJepZG5YLSyWLS7MFZvMG/YkwDU6hNoVhu/yvb05yY6l8p/yD43Jtocy7UxrdEYV0aeUFZCqZkLJENOTFdT17e4lzQ4m73tsTtH1ky0bPs88+y4c+9CF+8Rd/sfa9c+fO8a53vYt3vvOd/MZv/Aajo6MsLS3xgQ98gP/yX/4LkUh9S36vsTx7y65k01iO27LsrbGxMc6ePbvr190uq7uh314o157uNqvf6s3yTUc6sR2XpbKFUYkEdhyX+4aT3Fosky2baxqLgrd52y4UTRdJkoioLuvE8K6LIsuEZImS7cXXfP7iXK354Wv3JWsVfksZHXudGiUbUbCc2kY+ltG5Pl/yyvIDNxcnOdAZoTceWuGRrXo74iGFTNkkJEuUTS81vVoMsd54QhLUKbKLA2TL3uZaNGzm8mUsSaUzGmIub1C2vDYfBQO6YiHu25fwPAawYSzMvzjTS1SVKVYrZrtegPWrBhJ19dioKvVm48aWj2cwqXE5XVqjiYvEfNHyyhc4LobjeUVs1+VEb4zRuSKu61AyoWA6lEybgm6tG5cSC8vYJQdJga5oiH2pO73NHNfLfHrTkU6GUxofPT9ZK5XhON6RWUckhCxJfP6VNLbr1q2TVMXrbej9NxryPNZPXJihaBaJhRTeeLizlmb//339fp4cSfN3IwukixaqbHsB7CEZS/U8TPNFg/FMmf0dkVqQ9mpcwHBc5osmjuMQlqFRwxbdhsWSxfhSGVmiNme2y5WFtVfKlC3+6cZirRjochy8WKOw7PVQO9IdpWy5tcayyz2Su1GcdjcL4AZtH9my0ZPNZvm5n/u5Nd+XJIlf/dVf5XWvex379+/nM5/5DG9+85ubMsi7hWr2VjUGJVO2Wpq9FTSq3dBt10GRZGzX4dp8cdNptKvrJM3kDT73yixjmTJmNd3GhYJp89cXZrg2X0RvkMJa/a4XU7E9g6f6gGu7LqWK8RSSJUzHZTB5J3U9HpKJKPIGYcLr4+J5lKqtD37vmds1g0cGyrbL9YUSg8kwWd2ueTxSmspS2eKbs4WKMSQRCcmEFe8gq177AO89NR7Ls7eW+MHTvZ43KwQlFM+Qcr3NujOiVIL9HT778hwvTORJaAoPHEhxz1Cy4bFTRrfojKq1HlxhVaZrnUSBNfdjnarUm4kbWz4eWYKuqMqCVwimlu9TNB1kvPgvV3KRXMjpNookcXmuyGLR9Lx4Lti4pDcxoZaKnmfy5ECcn3v9MFnd5uvXlzBsh66IylRe56vXFkmE1drD1pjjkq4EGpu2N05ZggMdEbJ16iRV75mFoklYlVgomnzxkmeUDybDaKqEvspjXTRsrs6XGEqF6YqGmFgqs1AsoqkSndEQs3kd26Hmobs4k2/4HrtjIcqmw3zRunOPNsB0XB4/P8mhrgjlLZR62ArP3Fha0wC4ioPnJTJth6WSyf6OCLN5g0+/NFt7yDrdH+fl6fwaT3UzjZR2KoDbjmzZ6AmHww27qp47d45UKsWLL74YuHO+3cByvVoO8yWX2byBokhEQ3LLsrcOHjzYkutuG8klbzjkjTsbQiKsslnfR1a3GFsqky6YGLbXVR3XRbe95pguEq7jYtquVyumWm9lHbyn0e29nXjIu6btuCQiIQ52aMiyxGBSI6LKKLLEy9MFFFliKqdvWORwI0qVgfYlwiQrC+tyQ8p24dJcgQ5NrXk8FEliOqtju17Mk+W4SICqyOSNtS7+zUhRML2/PbZYJu+EKNs2muKZgCFZoisawsVrT+C4LnndZDRd5DuTee4divO9x7vrHjtVm64WKu/TsB3mCmbDh4rq/Zgu2BQMG1X2MsBW348bxY1VCz1O53R6YqFK2QOZRFjGcbxAamdZ/SSp0ouqJx5iMKVxe7FUa3mwFcPWrHiLFwoGH3tumpxusVS2ONgZYSqre1WQl3RO98VrpTJiqkLJdJFlUGWpEuvlGcSd0RDZssV0Xl9RHPJKush4xjvqkSToiarIkkTZcpAlqZaWnqt4zj778mwlHkkiX7bI6J5BmynbuEAqEuJgp8ZP3zdEWPWyyhqhWw7zhdKGBk+ViaxBPKz4jrOrhwQsNuhxV8VxYTpnYNouP/aqfp654dXbCqsSk1mLb49lsR2vzMNNqURet/mRs71rMuG2a6T4KSq5XYK2j2zZ6DHNxhM0HA7T0dEhDJ4GqJJEyXQIyV4qZk63vOJdLfL0ZLNZEon6rv92RJG8p3/H8RZpx/Uab8qb1G9sscyV+VKtx5aLl4YqSaBXKrRW/5LluF7MhL7+6unHDsmZEFEhFlb5l/f088ZDnTzx4gzpgkE8JPPCRI6ibuGwtrXEdqg2/0xpKqmoWjdOJKrIZCt1ieYLJgXTwnZdBhOh2pFspmxjmDarH3iXf6nKjY3BRFjh9mKZP/3WBNmyCbKM4zi4rvcQkNMtzEolY9eFS3MlJNclGfHibp65sVTrEr+63lK2vHJTypRMbi/dKXa4fOFXJYmlknctRfI8bEsla0v3Y/WpOlO2SBdMMmULTZE5NRwnGvLKECyUrFommSx5AeSPnuqhOxri8fOTKMtiWrY6n2wXpvImU3lvXZaB+aLnRVBlCST4p5uLqLJXQ6hkO0iV/nFhRUKuBOIXDAfdtklpIQYTdwrsGZbDWEanXPmwTQcKxp04NxmvAa9ueXVqnhqdJ294qfVjeRMHAxlIaTJaSEGS4NxgnPv2pfjsy14w/EKh8Z5SrvTAQtrcPeACS2WTzohCKd9cy0embkhR3UHkdJvJbLlmMNqVWlS65VWMVhUZ23F4ZSbvFRWFmpHyxUtzvO1s//pFQhuwnaKtfgnaPrJlo2dhYYHf+q3foqenp+7Ps9ksv//7v4/rujiO15Atl8sxMzPDH/3RHxEKhXwPOqjU6vRUYiE6IyG6Yxv3O9oplpaWGB4ebsm1t0OmbHlGCk5tAw6r8qbO7wuG7VU9lqRKRoyDLHkbcGdUZXTuTtaNpkpEVIWUJrG0gdHjl7Ll4ro2L07leeOhTh492cMTF2b49kSOpZK17eDoelRjJ569neFGnZgFVQJXAk1VKJoOn7gwQ0jxnujnCnfShjyvGLUsqXresPW8X/s7wnz2lVlm8gY4Xtq/pikcSGg4rsv1+SKW42JVmkK6bqXsv27ToXndx/sT4TW1e75+fbHmiZKoHDc48JfPTzOU1NY8RecMz7hTZM9Tg+t5LPKGRR9rg6dXs/yp+lBXFE31YrPiIZkr80VsxyVTumOEWS7ILqQiMrbj8ncj81xNF9Ftd01Bw+1SDS5fKltEQwpdUZUXp/JYrlc3xwty9oy6kuUSUSXKlhc3E1Zl3ny0c0WLiEzZQpW8PLF63hPvei6G7TCTN5jM6kzndM+7tew1Od3haHcUJInvPdrF340ucHW+iISXct4I3XBwJdjKEpmpvPdmo8gbt5QBUBVwXJfzYznGlsrotkMspJDXHSwXFNclIoNpe17PrG5xoCOC5XgR6xemCiyV7xQJrVbI3szR13aKtvolaPvIlpWQJIn/8l/+S8Ofu67Lv//3/37N9yRJ4o//+I+3PsK7gOp5rSpJDKc0NFUmqSnkdJueSq+WVhCEuknLz7qHkhqyhBc/U3n6i4RY8WS6mmqTRUWSMGyX7niIsmmBBLrpoCkySU31mofiBZeWbc8DNJTSuJ0xd7QwIYBpu1yaKfDR85N8/6keZAmq9eWahQT0Jbxg4Y89N8Vi0VzxM1X2PBBHuiJebydcZvM6Od0mV17ZU2u7x3lVRmZLjOd0r6S/CzIOVskL6F1aZiR4jSC9/+/iZSi9MJXnbH+8Zugs3wR64mrd4OqprM7J3lgtRbrm6ncl76lbVolVYlG8ujKbuy9WP1UPJjVm8wZzBZN0waxrxDhATyzEdyZzZHSTWEhBtyzftZ5WE5JdJBzGMmUUvM+2ZDvkda8ituVC2bAAicOdGvs7NXTL83QtL+Q4lNSIhWWWGkUQU50/EooEExmddJ1+cTbwwlSBnpjKF0bmGZ3zDB7Ddu40Z62D5QLu1jIjbRvKTnMVDUvemmBtYvIbNvTEVMq2gyJLRCTPyNVUCasSu2c5IEtSZd2RvLpCkpeFFg3JxENeb8YnLswQD8sr6hqtd/S13aKtfgjCPrKcLe+2Dz74IKlUis7OTlRVRZblulWWXdfFtu1a1ea5uTls20ZVW7PBt4rVQWWn++Ncni3UDJ5WduNt9yqaq7V73f5U7ekfqBSz85pp1iv//g9XFyoZJjYR1Ssu1hlRWMLrxkxIoqfieQsrMmXLZjZvoSqgSCpRVd5xgweqmR8OOcPmo+enuD5fxHSaWwVawnO5Z3Uv8Hv5E6sLpDQFSfIyjFzXi63RLS/WycHz6sTDEnlj+2nzVVTFK9dQLexvOV5w775kmOcncl6hPenO2Ko4eBWzV1M1jBNhz3hdfSRZthzsSiG95a7+5S019ErW2LGe+iny9aj3VO26XpPT9bw2lu1SMByGEhrzee9IrNktToomuKbnIYuHZWzu1JQybO/ISFYkTMerzTSQ0LBd1hyFxMIK332og8+8PNfwaEdRYF9H5E5xSVmqm/Ho4gXtFwybvGEjVerfKBsEg23Vxk5EJPJ6cwU1XYhIXkzTRhPfO67y2n/M5g0vqL1ivUdULytTlWVwXY72xAAXBxfL9o7rweXSXNHrKm85HOuJcqAzuun4nO0Wbd0u7b6PrGbLFsg//uM/7sQ47krqBZVdni3wrnsGsF235d14R0ZG2rZvSj3t/vbSHEXTQsHrYO06UDAsPvLP43RE1FpNkhO9MebyBk9cmFnR58zMubx6ME48rHK0K8JDR7voS4T51IszKLK3Edt4T4roNs/czNQdW0SBqCqz2MSjr6zudVqfL5hYDZoa+kWRYKlk13XRJzSvqJ0seQZYXncIVZo93lnnvVRwv2MrLyuiUv1biiyRingB1OsdIZQNm7mCUduYl9dt0hSZWEgms+pzMW2XfGWjXe7qX95SY7Fk0lXJptlKZe/VT9URVVoT67QcGe9YTa5Uik5FVezFTV1uSywfQsZwUKQ7TWer/afMimEymTW4tlAkoiorPM/Vh46R2QLuskDrNen4rldj6snRecALiI5YNgultd6Wgm6TDHttMfK6jRfs0NiSWK/BaCM6wyF0w9hC85aNkVb9dz2UynHcGw51cmmuWGtxA9AbUblvOEHe8DrPP3AgxRcupQkrMpbjBXp7HjcTw/LqTamKtOX4HL9FW7dCO+8j9dhbbpddplFQme26bdGN17ab7VRvHvW0u5ou1ArhqRIYeE+uNxdL9MRC5I1Q7UloKqdTNO1ak8VqZspDR7s40HmnB9JUTq/EVNzxPHjxC27Dzdd0ICJJTWlBsZx0wUTfqa6meIGsOUOv+7OFokUkpOCWXAqGi+V4msiSjCp7GWbLO777GeXYklHblBWoZQ+pFSNrPUo23Fwso1sOBcPmr16Y5mq6iKp48TiLdTZaWYKSYTNYae+xfDM40RvjZx7Yt+2n4tVP1V+6OLfh79gOfPehTl6YzHJ5Tq8ZJDuJ7UJI9los5Op0M39uPE8qovDTrxlcUZRyJm8wmTO8atIVw6d6n1QzzkzbO5ZJRVRU2Yv/iYYUVN1eE3xsOHBxrsCBjgjzRZOiaeM4LqUG1QS3U2SwaDtNf2hQJM94DisS1jpWuYR3JFe2HCYyZeYqxU1VqVJEsWzy4KEOjvXESGoqRcNmIqMzXzSRcGt62bZDJOT1p7s6V6Iv5vXE2+n4nO3QzvtIPdpLvbuMqvt7deXSdpm0qVSq1UNoSL2jg85oiISmkNdtTPvOk2eHpmI53tNRIuz1bBpKasRCCksls+bpSYRV+hPhFQtiSlO9haxypGK53ka8nrfBdvHiP+TKWX9IoaDbdYvxbQVrBw0eqRLduz+l1eJellMNtvQCxb3Mnu6YCkjkyhZl2wuEbcYGXd00AcKKN7aEpmLYbu0IptElJDyDdDZvcGOhzHcmcziuSySkeMcrdTTsiKj8f+4b5FDXnTYLzWxlsvz3N2y1I3ktI84OxDnQGfEKFtqbq8uzVZZ7JVQJDnRoGJazxugBT+9M2eYvn5skrErcty9VqSPkHbnEQl7YuqZKzBZWjtUB0kWTswNx9nVoJMJeIHxet8nUcdO4jveZvPNcP09fX+TafJHFBg1Ht+NLzet2UxMAwCvREFK8Firr4eId15ZNh6/fWMRx7hiIEl6Q+e3FEobtcrQ7iu1ATrfWPOwkIt66lNIUHBdmC0YtsLndKjy38z5Sj/bYfe9Sqr226lUubQe6urpaPYSG1Ds6eNORTm4ulFd0ZFZkb8MOV1Ktw4pUe2J/170DPHFhhmzZi/d489FOvnApvaYexg+c6uHl6Ty26/3dzTy3SJXD/eFkmIy+/pHMZtnJ56Xqmnp6IMGJ3hhX0sXa91TJO9LL6ibJiIIseU+cPdEQZdtloWjVygT4DWIGb9FRKllDkuTFDw2nNE70RtEUmaLjNDzwUCQvaNawHb5ydQHb9Qwly3awKgbHcqNOwotX6o6FavddvVixSEhmKKmtyFzaiHoF5abyjduWgHe81RHxCiYOJMO13lrNRJUrcVKVryU8Q2sqo7PRiaxuuXz6pTleNZDAdlyuzpcwHa+WVSwkU2wwAQzbZSZvcLQ7yrvuGeCfbi7x/ET9pp9F02KuYHCwK8L7v/sA37i1xH97+nbd127ntlIlUFW5VqLBLwrVZrqbj/GzXWpB+ctCEHGBT1yYxXG9zNMzfdG6Ruhi0SIWVtiX0jjSHeHtr+qnP7H1FPbdoJ33kXoIo2cHWd5ra3nl0nsGE3Xrhuw2t27dauvy4auPDtIFg+lVbZYtB2YrNUqiIZlXDcZrmr71eDf7UmEuzxU41Bnh6etLzBdNBpMa80WTT744w9vP9jGU1BhKhpktmJtOja2e099YMlYsbO3MUtHk7ECC/+uNB/izb03w0lQeWYaemHfsatguubKNLHnNL1+aKSJJKwPHm4EWkpBkz+gpVuojvTyT5/99wSWleV6CRpdygL54mKevLdZSnqvNVF0HwiqUlzkiXKBo3amFtboq96XZAl+5tkhElUiE1YZtGFbTqOrtQLKx0RRVvfma0y3mK0UTF4ompW26CBsZhu6qPdTToBqVtT4hxSsIOJuvHst43oZM2Ua3nBXNXFePJR6SefRkD7GwwkvT+YYFAssW3FosM5UtMyvLdEVUIgrUc/aEFe+IayvmS9l2OdETJTNb3MJvrSQe8o51C6Z3RKc4Lv2pELlNBhi5eJXdQ5V6Vcv10i2XWFimbNo8N1G/GnVHpSp52XL43uPdm6o43yrafR9ZjTB6dpBqb590wcConAdnyhYfPT+J7bKpFMS7mc2UXl9+dPDpFxcpV4yN5Qkf1eyikCwxOlfkoaNeyu3y7C2XSoq6KjOe0TFtz81/ebZAbzzEeEb3Oo/LXmqqYTnrejWabAfsClPLDEa5EmxpOV5dE6ly7JLUFC+zBk/TnThxU2R3TfsKy4GXpgtoikRvzKv4my54TU0V+U5hOkX2NpP5otcTzazU81Ekr74S7totWTcd5vIGfYnwiv53t2yX6Urn7pQWJquba9ow1GO9qrf7Oxv3GSxZnqZF0+WTL80QVmTGMuVtz6FGv+fHb2TY3sNDLKSgyBKvGU5ya6mEbpXQbRfTpdZOYzmyBG860sWJ3pgXJ2e56xpYuuXw4a+P4bgumio3NJAs27snVQXK5ubem25X5oIPvAauUm3eGQ5cX/TS/zd7ECnheXOWp7k7UCsIGVElckb9T/FQV5TeWKjWzb5Z7GZPrnZFGD07iCpJTGR0FkpmrYS/LEl0RFT2dUR2pUT4euzfv3/Xr1nlSrrIFy/NsViy6Iqq/PCZvnWNv4Jhc22hVHvKXL5Gytw55pqv9FIqVpqT5g3PSzS2VMZ0QNLtWixQSPYqMV+d93oYVRejsulVrb3bkCRPxz/71gSXZgtUnCyUTAdV9uIWZLyjItf1Xi+5zTfsVFnBalBHpdpuIBLyPoBqjMSdn8NSyURTJGKqRKlymuTiFf4r1DlnXCrbfP7iHCFVpjOiki6YLJW9Yk9m5dguW7aQZe+hZHkbhnqsV/V2aYPYHAcv47ArojKTNzftOWgWy9VJhryq4MuxXHj9wSSHu6PYjsu3xzPMF7xjmrAiUW4Q0BWS4TuTOb77cCcpzcukrN5P9cZgubBYMmsPgo2cXV45BzY8lltNep0qz5vBwTNOV3zP3Xq9IEd213iCbQckHEzbO4qsF8N2e6ns1ZfqizctBnR5puPyvl9+aeU+sh3WFtgRNI3lFV8lyUv4tR2XeFipLZY53a514t1tisXtu3/9UO2WfmEqz3hG58JUnicuzFAwGm8AXryO189oNV5wq3fkFFa9YoPLs7dc905WxHIPjeHAYtmhbLk4rksirCDL3uIWVe++WyOlqdxcLDIyV1xRC8fBi5OJqDL7OiO4koSNtzE1MniSPtZhc52UHAfIGzYzObPuU72LtwnmddMrFufc+YHZYLwuXv2Zp0bnyRkWuuWwVLJqmV7VNgcl08Z03IZdv6ssD7IvWw7pgkFSU2pNhDfCdrx08VhI3hFP2mbwHhS8OS7hxcFUeX4izyvTeXK6RbZsY+N9Lrrd2HsjyxJF806H+jce7qjNr0ZU79mNQm+2Gpkjs7Iswnbx+9FYQMFcW+KhWptKUyXedKSTzqhXVLO64sh490C2iXtDdc19fiLLzfkSz09kN1xzN0ur9pHtcvet7O1EpeJrMqzQHQ2R1Lxz4qWStWaxbAULCwstue5MXufqfAkXl7DqVX65Ol9iNl8/nRq8jSahKVTaCa2guii7Lhzq9LpFd0RUYiGFxaJJwbBrC0+jCW85eNWZwwpJTVkbGHEXMNwRoaA7WI6zpmqxIkt0xUJ0RVWS2sbLQo8Pl3tCC6278ERCMpHQ+mMIqQrpvLGierOxjgXhuC453WYqqzOdM9ZsRKblEFFlDnR4FdPXoxpk3xFR11S97dA29tg6eIGqV+d3d7OQodKDSyIVUdBUBZk7npcq1+fL/N4/3uZqpZVGlfVi1wzTM+Kqa1lXVN2wvk7Vi7MTd1qLniM3RWdU5UCHxnftT/HDp3t58GCKe4YS3DMUJ6J6Dx890RDxsMx0zlh3XdwsMzmDS7MFsmXLa31Rtrg0W6jFbvmhVfvIdhHHWzvIQDJMfyLMyFyRbNlGkuBAZ4T+RGjXSoS3Ja6EadsUDK8Inuf9qh461Sce9gyerO6sKZJW7bWkKhJP31jkdkanK6ryqsE4X7u2uKLMfaMFVpE9d7ssy4SVtW7/uwHdshlIhlFluVL59Q6OC2FZIqfbGJZbM0oa6eXn9G+uEqvTiM6IQkiWWWqQxqxI8Ib9KZ68unKxXe/JfCKr0x0Lc3OxVPfaXVGVoVSkVsNpI+pVvS0YNqmYumG3eQm4sVTCbHLW1kac7Y/xmuEkl+eKTGV1Stba1O7q575QXL+b+Gps4PUHO2pr2V8+N9WyeDdZgqFkiKVdPjrcLI7rYtoOV9JF/vZimh8528tXri4wntE9r7TrMlMwcBwIqxK3Fssc6fZ3DFWyvPYijgtape9XXrcYz5TaNitspxBGzw5TXRBtx0GRZQYSYX76vqG2qMjcqoj7ahl2x7WRXG8RUGWZxDpazOUNnp/I1b5evqBGVAlV9rpk53UvCHcmb3B7sUwspBBVZRZK65f6r3Y3sBwHwwpWgPJmub2kM5iKcKgrwu2lMiXTQXa9NgVDSY1M2WKhZFI0veIiquQ9idfToi8R5sbS9p4SN6rzM5s3a7E99YiGZKbz5obHIstRvKZaGA3KJU/nLbJ6gXNDiS1VZF6dBj+e0Tf0XEjAcFIjEZb559u5DV7dPK4ulMgZNqbtsq8jzEvThTWvqdZQ2mqbERlqcXBfv77I+QZZSbuB5eKVbG9TyqZnfNiOw6XZAvfvT9YaIMPKFh6OC8/eynKwK8JAQqNoeC13tlpeIaqqxMNeFWzD9o7zZUniqdFFXpwqbCmhZnUwdJAyt0AYPTtKVvfqUZRMu9KTxmWuYLRNRebR0VFOnjy569e1XJd9HRoRVcZwHMKyTE98/W7zUzl9xTHVchzHpey42K7XvPJKJZV5vmjSHQsRVWXmNwgwXf5MqO5ChdxWcLBTI6WpnOiNocoSNxdLmLaL40LJsjFsh754CMOyyZQdGiSWAPDi5PY3tfWevyW8YOZGrRy8wolen7TNfkQSXjXqomlzoCtZ1xPjpRi7fP6VNI+e6Gm4oSxf8IFaI+FqNtdmah7IkmdoOjS/qvd6lC2XW0s6YRnmCsa6GstbvAds4GvXFumIqPzd5XQzhuuLGwvtG2ei2yBJNo4rkS1b/NV3ZrAcr6zCcmNfwit2+cpMnr8475UMmMjoGLZDQlP5qfsGN1VeAbxTh/0dES7PFTFtb62MhmSGkl6l580m1NQr1eAujLdkH9kuwujZQQzLYSyj16rdFk3b+3p1bfYWYVmtOfhOaeqWu813RFRKDY4DdOdOCnvJcpFKJqbjBUi6rovjSluKG2hGocF2IyzDUCpCPKxwpDvCs7cz5CpHhSHZZSZnIMsS9wwluL1U3lCv8g5NYYX1j4ZcvIaZqiJtelN28WrjqLLEid443VGVdKn+3F8qW1yYyvHIiZ41P1u+4FdjXRTZ61eWKVsc6oribmJQlgvfqRiNrTiAsRp476pUU8StLR7xZnWL/zMyD5K0ZaOp2TQ4GW0LXLzyBeCi4GXzgde6wln1OtPxHhJVWeK56TyG490jWd3mz789uWF5heUkNdUrjOk4ZHWbRFglvIWeXo1KNTyYCFYsQPv6AO8CMmWLkCwRDSm1fjQhWSLbJlF2yWSyJdetBoL2xELolrupbvPVY6t6KHgBmnCnb5ZaqdxrOV6zyb2O7Xi1UV6cyvHEhVnmC2Zt4zOdSgE11zsWLPvtp+EDi4035aLpcLQrsqW4ItN2iIZk0gWD7AbzoV4G1vIFP6kpXJ0vcjVdJKUplaQEk6vpAtcXS5scj5fVud1yMn4W7urGWu/SKnCqL05XJLTlvzudNVgomiQ1majPOjnLuQurR9Sw8e7LvO7QaFpKwOW5Qq1umOqViGahaHJ5bnMe16xuocgSrz+Q4oEDHQwnNQzbIafbm06oqVeqIafbSJH4pt9vOyA8PTvIUFKjI6J65f0rvbdSmspgovVHWwC9vb0tu/aJ3hidEZWpvM5QYv3z6SvpIp9+eXZN88IqLiuL6JmOV2gvrHrZcqXKefndeGS1WVxgNm/w91cWmCsYdb1Zjuv112p3E9FxqcQ/bA4Z0FSFkukVo1wvywvgSFdkTdzC8gXfsh1kSaoFvwwmvViL2bxRM843mmqqDF1RhZIK6eLW3GYS3tHEepWrN0O1WvByZBlM16WwjSBr3XZYLFk8fKyLl6cLFMyNH+42E/Qt1+kVdzdRL956+RyqGto1VuR8bO5GqJZZWKp4abpiIe9I17Dpim4uoaZeP8SOiMrBwWC1oRCenh2kLxHmXfcOkNJClEyHlBbiXfcObCkAbSe5ceNGy659JV3k4y9M8ekXZ/n4C1NcSdc/g6/Wl7iaLtZd4KsPlMsNGscFw3IxLBvH9Wr3SHfxorkZHLwjnpls41gOy4Gi0XovpCqtvzBJQGYL52sunnexNx4irG4cpDxf9Kqm/8X5KT56fpIr6eKKBd+laiB6ef/pgkF3LMShriinB+LrFrasBgmXbZjKmsxv0eCpvh/YmuFXRcHLfpPrGDzgzYFsyWz4gLEe3tN/iFN9cc4OxDfcjjcTLq4pbOveDclsWCeonVn+lk0HCoZT07OaXNAVVTndtzkvy+oyC/s7NP7N64Z526t6edc9A5sKYm5UqmFmvH7ftHZFeHp2mLce7+aewQTTeZ3BDTwae4WqIXN5rlB7ai8YDr/4poMAK56wqzV9vMaUXpVTgJAE/QmvIWZBtzDstY39LNuLuYiHFBaK5t2ZkrUF/u7yPDOFxjU/XGChZNQaVraK1TWEVhOSYTKrb+nj7I54cWQPHEjx8eenar2o6vGFS3MMJLUVcQuP3T9ca4Cb022O93ibRFa3a81wn7mxxM3F0rrei6qhYruecb6dKSkBh7o0siWL8U3UVlAlaj3UJMnLVAzLayubU/l6oUG800ZEVK9xbH8izFuPd/PN25l1a/XYePexRGNPjirLlLfRONRyvP5V2XLzO663AsN2UeU7dY1U4A2HOja1n1S9lsMpjcfuHyanW8zmDZ65sbSmd9xG1CvVcHHW//vbTYTRswv0JcJtaewMDw+35LozeZ0Xp/LklnkVXpzK8+2xLN+ZzK5oTaFIEhKVYxfXWyAVGaIhCVWRGY6pXDUc3DpLm42X2eW4m0qquetZLBmc6I3xzbHGadIyXjHNnO6l+KsSDVsE7BQbXS6kyExky5tOq3aBdMniB/rjxEIKYVWhuE4Qf8Gw6IjEsWyHjohaq5q+esEHViz+ADOVXl6rx1Y9ppErpQASERUJSBesLW/KLlDQbSY2WUzKqjwFqJLnHVgsWusWBTRslw1qQ9ZluCNSOyYZTmlI0safkOk2PqBJhCWMbVrfLt4x5WzepGRZLJSCbfpUg5ploCemYrvwynSh1lOuEfWyrYZTGp9+abZu77jNlGtYXqoBWrePbBdh9OxhdN1/pc/tsFgwyRkWjkPNq5AzLL5wcZb5koUsSdxeKlMwHH729fvoT2pcmslTKR+DKkv0xMJ0RUOV9F8FWVrZxLK6kJZMh5y+cTbSXiAeUhhKasRD+TUNP6u4UjVeBBSkStE9C8f1vGblXUhtq2Zw1btSSPKOllxXatjtu97vJTWZy7MFQrJUy5ZphCTB+fEssiThuC7He2I1I2f1gr+8Ts8zN5ZwXImEpqBbNoZ1p+5NNdhelmVKpkO54DV53c68lIBbma3XSLJcr8dYSKlmD9VHpX6cyUZjevRENwnNK9I4kzO84z8fJMMKMz6OW5fKJqoiUdzGEWI7Uj0aNR0v+SNv2Ov2iauXbfXFS3N896FOlkoWfYm1veM2Y/Ssjndr1T6yXYTRs4eZn59nYGBg169r4/XwqZahd/GeYCZyBtGQTELzPA1X50vMFXSq3S8VyetjEw8pDCY1bMfl+kKJomGxPO6yavDIEmghGamaErTHKVg2BcOmtI7r5lh3jJtLOpYDMi4l02EoFUG3LPJlC53Gz+4hwG/yqrJB0KoDaKrMwY4IL8+sLa7XqAv2XMEkFipzuEvbcCpISJ6H0CuUsuGYl28uffEQV+clXFdClVyQQZYkbNvFtEFZ1t5kuzaBH1NiM8aMsY1jN1WG/zMyTyycIakpGJZTN2ZoNeHKkU09FrbhBVvx+0WbsuVs2YBrR5bHJ5mVgPGOyPpJMdXg+46IWmsifGGqQLpoMpc3yRs2R7qjtYDkzVQir+c5Mlu0j2wXEcgs2HUGEhrhSkfvaqM9VZa8G3tZYI6Ey3zBYiZv0hGR6YuH0BQoWg5qpYlr3nAoWyuPYKoxPaoMBzqjnO6Ps9X+oQGOgWyIpiiMLzWuGBxWJI72RDEsx6sY63rptHN5A8eVkGSZ0DoPgs2o1hFeJ/q02idKlSXedLSz7mfUyC8wX7QYmSuyWLJR5fU/35LpEAkpKDJEKvW11mv8WN1cVEliJF3wGpfaLq7klfsvWy6m6x23Go4357dzfLRbbMeoclwvLq87FmImb/D09cVN/V69DuNV/DgVk2GJgmkTViTCAbqZVw9Vlbz5osoSXVGVkCLhuBJJTdkwKSalqdiOy/nxLN8ez3J+PEvZsujQVDoiXpzjXN7YdDuk5cZ9dyxEplLUcDe8v81EeHr2MKdPn27JdcOqzKGuCGNLZQzbJapI7EtpdERD3FwoMV8wkJA43R+nOxaq9emSJJAkmYgic+9wgm/czGA7TsNN3HIgHvKOE6o1e/YyDx5MsVCyuNQgU860Xf72Yrr2hF5Vq2A6yJJDX8JrX7GThBQJ03LXGC/VzUByvTpM80Vjy6n1hu1wZa5ITzzMYtHrbVTP6ZXRbWwXumIhlkqeKaesk5KV0lSiIZnvTOSwXS+GTF5WN2o11RibdmSr7SeqqHidwWXJK8q6XqD4ctb7DP04aKxKpfGUpjC7UeGnNqM606pDPt4dpTOqEgkpaKrEqwbi3L9/c0HM1T/k4LXYKZsyo+kiqiKT0lTeeKSDV/VvrsBhvTo9C0WTwVcd287bbBlt/Lwh2GmuX7/ekuumNJW+eJhYWCEVUYmFFQaSGsd6IhRNh6WyRdF0ONwdIaEpWI739F0yHMqmQ8G0+YfRBW4tlRu6xsHzVByqNHhNaeqWvD0BWiM3zXemCtxarH/+XvWiNDqSiIQUXNfd8ebzYUWu662pHoE6QMm0efZmZkt/t/rRG47Dj57toz+hEQsra56sw7KXeh0PKZi2S0pT6W3QIqVQ6YME8MCBVK35VDVLqlWTqBpDtB0UaXteTkn2WsWMzBYYy2yuQGNMqfTs2uK1VHnjjatkexqki9aunGw3ayN1l/0Dz0BOFw1+5Gwf/+aBYX7hwQP84Om+FUZKdR4WVlU3rBYkfN2BFOcG44RVBdNxkSWvsOH1xRJfvrLI4+cneXFqbXLD6r+7vGyDV5DTK2o4PzXWpHe/OwhPzx7GMLbXMLJZqJKErHjxE7rl8E83M4RV6Il7GTJ/P7rA6GyRguF1qA8rEiXLRbddrqZLm9pT9ndqvOOeAc70L/DHz07iVjxDd6NRsxFly6EnVv+WrwbcNioEt1SyyZaddZ++m9FH6lB3hHSxfpVZizvpzXOFrc1dqZK2rcoS+zs0TvfFmMsb3Fwska2046gW/euIhOiJVY8SYDilrYl3WB3b8KYjnRzuijAyVwC3ce+w3cDP3K46aKr1rzZ7cuG6YLsul+eKKBJ0aQqLGwTTVH+81fF6yQyNDfQqIVX2gt63+Pe3Q7X4qVz5/8088cnqNv9wdYF/9z0HKRo21+aLtYaj9WJsqqnnNSOlaKJIXvhARJWwHK/ZqevArYUSlutybb7E/++793PPkFelv9HfrZZtWF6nx5y92bw3uwvsCaNndnaWr3/962SzWY4dO8ab3vQmZFk4ueLx1pQPX/4EUvWne9laNt0xz3WqSBKTWYNE2CCkeL18li9fFhsvlhJQqiwSS2ULw1p/077bCUsS2VJjBVyoNG1d2apAU2VM29nweHAz+/y6NWyAI50RXhjPN3yNBEiS1PD4pCuqYFheAPbyv2G7XjZa2XT4s29P0h1TGerQmMwZ9Khe4LEsQUhRONYT4dvjOQzLIazKnB2Ir4h3qJcV85WrC4DnKWmHkPmN5nnVG9QoUslxIRaWyK/XdXYZhgOdERlFlrEdh9wmml/5uRfrVZNeMybLIRXxMum2aoN0RxUW1rlXGuFUxubYzZsHjutVU39yJM2TowsUTZtYSOHtr+rjxkKpYep5PKxwuj/OExdmyBteCYqhpMZQKsxzYwZFy6VoOiiyp9WTI/Mcq9Sfqtdjazil1a3Tc6sQrDYUd/3Ov7CwwMc//nG++7u/m/e85z3cunWLr3zlK60eVlvQqoj75SXRVVmulUaPhxWWSiZly8tOkCXY3xHxOlq77oreNJtZxFRZ4hMvzvBfv3KD//f56V2vN9NujOf02nHMeiw3eMKKhOM69MZCDKdC6y4YcuVfo7ZLG7UcCCsS1xbK6362Dl5WWb3XdEUV3vGqfiSp/vxwXZeuWIiCYZMueCm6tuOwUPRScLO6Q0qTuTZfQpVdeuMhVNnl69eXmMvf8SzVi21YLFlYjsuBzgiKvPXjpSa2qtoULqxbOdqBTRs81b9XqmyiJauxMdUMXBfsTWxdlut5KLdy28dUieFkmNAWy13b7p3+f9VCqds9YlyNJHmNcL94eZ68YZGKqOQNi0+9OEO6YK7phVUNui8YNpdnC+zr0Lh/f4pj3VFM26Wg25Qtt1KGwgsmL1teE9KcbjXssVX9u/Gwlz1bfRAIUuYW7AGj55lnnmF4eJjh4WFUVeV1r3sd3/jGNygU1qa7VtF1fcW/VnUj32laFdNTr5z521/Vx0++ZpBYSGWxaBIPKxzo0BhJF72S/6xfjr7eEuU4Lksl665JW/WN68VebAZNgVjIq9Nju4DkNcgEz5uxvBVQWIKU5mV2RUIy0ZBMqPKBSFSz87wFdj0M2+V6Or/hJuXUKWgnAT9yuhdFkdCt+j2pLIdK7RiXsSWdZ29mmS95Qcu27aUCT+UMlkomjiuRN2wcVyJTtpjO3zEW68U2yJLErcUSL00XMLbxlN+K3lLNvqZuuTiOg+XsrK/LqmR2bgaXrRmUDp5xPFPY2prvcqcqhlwxupu15PREvflWMm06oyEiqkxnNIRuO9iuy1imRF631jQOrRkvsRCaKnO4K8JQSuNUfwytEk9VjfF28ZIIkppam9/TOZ35osF0Tl/xd1fH+rRqH9kud/XxlmVZvPTSSzz66KO17w0NDeE4DleuXOE1r3lN3d97/PHHse07U/bIkSOcO3eOoaEhrl27BnjWreu6zM56NbhPnDjB+Pg4pVKJSCTCgQMHuHLlCgD9/f3Issz09DQAx44dY3p6mkKhgKZpHD58mJGREcBrAhoOh5mcnKxde25ujnw+TygU4vjx41y6dAmA7u5uotEoExMTABw+fJiFhQWy2SyKonDq1CkuXbqE67p0dnaSTCYZG/OCzg4ePEi5XObixYtIksSZM2cYGRnBtm1SqRRdXV3cunULgP3791MsFllY8Fz4Z8+eZXR0FMuySCaT9Pb21vp4DQ8Po+s68/PzgJchdv36dQzDIB6PMzAwULtJvv9QH1PZMko5gzmbY1/PAYY0iwXHokNzsZQI6VwJZxPZLvV+bAOqU+lKvGNUo0HaH8exNx3UqdugSi6SbXmxOg6UykatQJpcidStVsiOqTKy4+C4Djay1zZEgt4IlF0Z2XbImOtnBznAZvYamUp9F/dOrRtVgitzeS7PFhrG07jA9EKGhaJ3reUvi4Wk2lOwqkhYtoOmgO54gc1z4ze5uKAwNDSEZVkcVzN8q2gzTxKrVCRXNino1OpFbdWe2L790T7zz8XrKVadIztpxzm2i7qJ2BmXjV6zUj/DcpnK+yu+0ExjUgJU16InrFAwJOayJZIhKDkKigTZbJa5Mkws6fRrNt+VkJmfdil3dvPKyE3SixYXdQUZl6JhoyqgW/HaQ2CtLpYLx8N59HwGx3FIGkt8a9bCkVRUHA4PycxOWJSjPXzq/A2KFvQkYzx8OIGdy3Hx4kWOHTvG1NQUxWIRTdM4dOgQo6OjAPT19aGqKlNTUwAcPXqU2dlZ8vk84XCYo0ePcvnyZQB6enqIRCJ19zVVVTl58iQXL14EoKuri0QiwdjYGO4my+5L7mZfGUDS6TQf+chH+Imf+IlaerZpmvzX//pfefOb38xb3vKWFa+3LIunn36a06dPoyh3dkpFUVDVu88+XFxcpKurqyXXrhcI+syNpdo58thSiYmMztn+ON8ez7FUtja9iFYLnrl4G280rJAVrp6aW3ezz+FhGXriYYZSGj1RlbxhUzQcpnI6mbKF47pEQwq9leqwR7oixDWF+YJJLCwzkdGZyBksb5200Wa4mWDo3piKaTvkdC9uR5bgvqEEtuvy0nRh3U3nYEeYsYxR80BVbayoWhmdJDGYCJEumFiOiypLHOiM8B/fcpjB5MpCcAXDc/kXTZv/5x/HuPT/Z++/gyTLrjNP8HefdBkeWqXWmaUVgAIKqAJAEJIkOEQTbJDdRFE1elpwe2dsbczGbP7aNpu1nd21td5ddrdxMCQaIJssEgRBgGgCbLIaKAIooLRMrTO0dv3k3T/ue57uER4RHhmZGREZ7zMrghnh8fz58ffePfec73zfdPWu8Xniqad2sdrCwbG7Al1AxlQk5dWUxe8VCCBnafxPHz5IyQ3449cmKTu+mnjNWXSlDAopg8mSQ1/G5Hfet5fxosP3zs2xUPO5MFvFCyWWLlis+WQsjUdG8vzo6hJVL2y04fZ22/xfP3GE4bxNxQ34w5fHmat65G2DkuPTlzH5/ENDPPfm1Iqf/+LRDHsG+7Y4UhAEAW+88QbPPPPMmuv1vbeSN2FpSY21mqbZ+FkcjLWks23bbkl67lVsVduuHRH0b87O4QaSwUgafThvc2PJ5dpivZHwrMcJieGHNx/8QoDj7ayEZz1V4luF6PC48RRXxtQ4OZDhHz001EJevL5Y49//+AaTJRc3kEyUHHrSJu8/2M25mQoZS8fQBJNlj+Vekau9fTwy3wkB19BaCbamBr0ZU6l8y9Xb1rYueOpQgefemFFeVLrAjwJS90HXJId6bAZz6sEfSIkuBANZq61abUwWnSm73FjqzOqk2xIsboArsxo0Ad1pndnqzrq2NwuBasPUvLBRwdmpSV7WhEoHRSVNgBOEXFuoUfd9vCDEDRQP53DEuzF1jfmqx3TZbTxbs5aOH0oypmA0byOlspJRMzwyiqVSIPcC2dCiittifdE9ZWVMSk7AZMlhvOgwX/O5seSga6qVvFQz2HMH43S7cU8nPXGyEzb1mOP/v1AobMk5bSfMzMwwMDBw19+3HVFupuxi64LZikt/1mKp7nO0L8181WsUoOOx0PUQf9vdKZ20qVF2fJzbsNDcaRgCDvWlmFhyKd+BmedOtRl1TYm6PTSS47ffu6ehCZK1dM7PVvn26Vmmyx5OIMlZOkLAvoLN+dkqVS9kTyHFWxMl3ECio7639TbkI3mD8dL6SbgmlAt4EN4kM7sBnJ6pMpQzyZqC8hpv1pe26M2YzFc9vKYMMGcJLF1jMGdTdpQYpnI/kWuqMYOarKl28H3F4/a3A75k1Um87X+lK1gCtEiMstPULVbTThnKB86XW/t5M6ageovVpk4SHolSuv73P77BXNVvPAurfkDJqdGVMthbSDWsJCSy8WzVhBKCnS571H1J2QnIWBquL3EDdf/4gbrGa35I2fUZwGpRcm72n+tKGcxWPMquT3daCXeGoWRxfg4OjNxSDLYC9zSRuaurC4By+abuR1zh6e3t3ZJzStCeCNqdNvjEiVZy8+cfHuKfPDaEqXXSm2+FAKpegBtIjB0iTyClUpL17pBy9FpHjVkNplAJz4PDeX7u1AC+lFRc5dl1ab7Kf359kjcmytQ8pXZkaoLH9+TRNMFC7eYkSTryWQhYP+ERQM42O1q8dE3FKGha7CQwX1Fky/uH822nZuJK0jtTFX7t0WE11mvrkRihqg6qqlWdqbJD3tbozxnkbY3psst02V1VBK7i+Z1YdKlWgiZu20N3rTy+HcunL60zkjdYw+njrsKVRNWHzv8mZQhSpmAwZ2HfgZG3jcam7sk7zqjyJSxUl7X3peIfBYFkuuwqa5ZD3Qzl7AYJeb7qUfeUSrapCTKmkhSYLDkN+48QlYhX3YDacg0A2fq/QQj9WSX02ircuU0uqA5xT1d6uru7GRoaYnx8nEcffRRQ1Y1UKsWBAwe2+Oy2HsePH9+S942nt75zZpaxYp3etNkQvzrSl2m0UcaLDn93YRFL1/A2OBEiURWAqhsQ7BD7iQAYW3Lu6CTPWq0AQ0BX2uBQT4pH9+R44fIiJedm/KpewLtTFdKmFhEiJQt1n/Giw2iXjRCqUpc1NcaKTsftSF2DfV02Z2fXVvI1NYGlSUXGXvYhQgm/9MAgP7le5CfXiyv+Nh51dwPJY3vyvGdvF2+MF/m9H9/ADSUZU6PqBUyWXFKGjhOE6J4kkKo9cHWhxnfOzLYVgRvK2crmpIMvruqFWLoi/N4pGNGX7C/72f6eNBlTo1gvU7nD6omdClUaGnR6a2soGxokTJTc235f5y3BYM7mykK943tQ11Qi6weyZVMmUJw4Z43PthExz+bXxW+jCTg1lGWi6OAGkhcuL5I2lTbPn7w+SbHu4wSSkwNp9vekWah5nJ2pUvH8FlkKNXkmqUc0gHY6akUnQAjJaJeNbWjkbb3RAnv45L4OP8X2wM7YAm8CH/zgB3nrrbcoFotIKXnxxRf54Ac/SCqV2upT23Jcu3ZtS99fSrVdb+bSxxoQAM+9McUb40ok7lZR9+WWjAPfMu7gueqw5u5YSqWSPVZ0+cbbM8xVPbpsnQuzVS7MVcmaGn4YsljzcX2JE0DdC5kpezw4kufTJ/uREl4ZKykDzg5pcUEIGXv9R5EhJF0pi4yp3fTiQi3oaVM9hF++tro9hR8qLaC8bTCQsxjM21iGTsrQCEKpuBGaptqooVRSCaFE1+DlG8UVRoszZZeJaNecs9t/WFNT4/3x+brhnU14AHrSJl1pHZ2bIoQZS6c7ZfDISP6ubAI6/YimLjomf4cofziEembcTnsJDdA1NQr+yEjnYnu5iFC8rzvFcM6kYOv0ZQxsQ6z73EltkjZaSOlMllxqfkjG0pirenznzCz/cHkRN5BYkXDQ9SUHz5e8O1WhVA8oNWVihhb9p4vGd9as5Oz4ktmqR97WGczZfPx4H30ZE8eX9GXUZnV2cmxzH+Qu456u9AA88MADOI7Dn/zJn2AYBidOnOCpp57a6tPaFqjX76x55GqIicwx/6NZ8XO24nJpvoapCy7OKWPMzUq675BCD6BK/neqWCwEyFWCIVAmmVlLp+aHVFxV0UCAFunzWIaGoSt1Zi+QaChdntGCzZnpCg8N58haGnsKNoauMVl0OiaZ7u1KYa7B/ckakLYMAhkynLe4PFcn4CZZPW3qaMBUefUBBV/CnsJNUbWRvE3K0Jir+g3uQiFlMpK3KDo+XiAb2iUlJ2BPIdXgoF1dqPGHL483ROmKq/B+vPDuEm0N1HdS8ySWqZHSBaauMZgzMXWNF68VcbbRLqBYX90weDk0YG+3xVItwE5rzFa823ZvK30euLGkTJA7hRsEFB1Bd8rgf/7owYa31R++NMGl+SqlNXqQmg6WXF9ZejkEMJw3+YX7Bnh1rMR81eOGVK25hZrHbMXH1KHbNpFIKk7I+bkqVTcka2nkbYNiXelT6UIgkfSlTQ72pAEaSs5/8vokFTcga+k8dbCbrKW3VWR+d3pr1pFbxT2f9AA8/vjjPP7441t9GtsO6XR6S953Nbfer706zvfOL+D6yhVd0wQpo1MZsvboTilxvZ00sn6nliSlrrz60Q1NUPOVlk9cObF1TQn6RSRyXajpjzCM9HlMjf6smu6YKDvUfUlv2lSj7R1+FkODtK1zoDfFhbn2D9CKD/XARxeKe6PrAhko0cpQwkDOImXqiHWcPi/O1RoP8tjwdrLkIqNplkLaYG93iqW63yjhF1IGUsoGyX6y5DBb8TA0QXfa4NpCHXeNy+tuphgSVX3ImRp63cPSdfwwZL7q050OMI2b53M7vNI2i40Wa6qu6m3OVfwNb4bsaFovIG6VqUQhdr3XhGSh5nXcbgNVpQzCkJ60QXfaZDhv8+ZEiamyu66i9eHeLCUn4PLC2irky3FyIM3/8PQBMqbO987NtxCL676GIASpqjxCqnveCwJ170fk5q6UzmItQNegO23yTx4baQwsVNyAF68u4QYSU9dwA8mLV5d4cn+hMbHYbMuyVevIreKeb28lWB179mzNoGE7IrOUku+dW8DxA9KmqibUvKAjnkQzlldJ6n5Id6p9bt9BR+Wegm1odKXMFT/XUCPfKUOjGPVeBrImuhAUnYCj/RmO9mWoRboeWVOQtVTw3EC1u/K2zkjOZnypzvOXFjgzU+14PL47bXJyIMtQzsJa5TsxUYRLL1SJF5GRZOwWUHUDMpYqwa+FkuM3prGmyg5jRafF2Xqy5PLwSK6lhP/pk/185tQAGVNjbKketdM0xot1XhsrMba0+k73VlzEN4MAuLpYZ7qquEmjeYsT/RnFTYpGm2OyrhBEJNe7eIKbgAAWaz4LNb9jS5lMSwvp5pSYbaiR8aylIaSKgS/VNNNGqkdKnkGjL2OStw0qbsDfX5jHCVY3OhWoZ4+mCdygvXr4ajAEfPpkPwd60vhSkYl1ISg7PjnLYChncaA7TRBKFqoei3U1/er46nyWaj7zVTV1lTLV9aAtk2mfKjtcmKtFCZGBrsGFuRrTq1RRt2oduVXsikpPgva4cOEC9913311/35jI3OzW25sx+NHVJTKmjqVrYEHZDRojmp0+GLLRCGmI2slKCUv19q0H9y63HrYaZTcgZ638tELA77x3hB9fW6LkBOwtqEpHxtT47P2DDEY7wIvzVapeQNEJqLoBQgswhCAXfZ9VL+D6kkMYqsU+XmB602pXudoGui9tkDHV4mHpArfNqhNP90pQO9do+kRIVS2YKNYVsXMwvSohWqD4LrHmznjRoezc9GaSQNkJMHXBs0+MtpTwz89WEUJEiYLGeNGlGF1XaxUGtsJ8VBdgahqTJZepshvJCgjemiqjCaGmpUJFwLU0wUje4uL89mhRrCW6qGnKKmQjLcO0ZZCSMF/3GyrEhgBdaFS9EF+qb0iGgB+ibVAja74WYGqqpQiqir1Q87F1gREdq/lwsVq1L+GtifKGJ1ILaYORLpXYvzZW5PxclboXIgTk7ZD93WoIYfJtj6W6RyAhb2oU0iZ1T1J0fWpuQM0PSZk6AzmLxZrHc29M8dBwTlV7pFA2H003hlhD+Xur1pFbRZL0JNgSLO8Nz1Zc/vytGarRBEHVDRAI9nenmC47TJU7U2SOncBNAaYhGMhYq/ItVr+N7014ISzUby7DirypYrDkBGhC41Cv3SJ2lja1Rin7SG+G/d2phiLrQs0jb+k8+8QoAzmL5y/O44eSvK2ha4JiPcCXUTtqlSkdDdV6vLJQo+qpVlLZW1vAxGvaRceHdAJ4bbxEsS5XXRBtQ+MTx/san2eu6q54nQTmI++3+HXNYpqFlMnYYp3iBhTC4895txIg29BwgrDB3XF9pcSbtw00ISikTASS0a4UvWllqrptkh4N8pZBqe63TJ8J1PVjG6Ih6dBJTP0woCtl4gaqeuyEKuFYroMVoq6hW3ke+CH87bl5Zsse7z9YIG+rJFNvM9EXVxRvZafVl9HZW7B54fIihZTBN96eIQglWmQaqhTTA87NVNnXbbMXi1dulHBDieuHOKFK6vqzJteXHDShYpi1dMqu8pcbyFkM5S2O9GW4MFtVmwIJR/szjc3PTkeS9OxibLU7bvPCkrXS/NIDA/zF2zPUvBDT0BjMWhwfyNKXMZmtLnY0reEFkZZLCNKXFN0Ay9DQCVblL+ymak8zjEj/yDQ0DnTbjC05kbngTYn5ZiXi5gpdyQkYyll8/HhfgwtwuDeNZWjU/ICMqb5XAThxWaYNlOCkRBdqXH++5q+7mNXajFuHUvLaWAlfSnpSBsWmRVMX0J8x2VOw2d9zc2pzbz61QvBSE7Cnq7VFVnT8FiXamhdEI/Aqhn7Y/nxjq4v4d52Ka24WVdcnzvNF42chj4ym6M9YSGCm4nFyIM31RYfLC6uTv+820oameHwpjYobNnzUJKr6U/MVUVjKzpLIoiPJWBJJuKonWzNu5euRQD2QvDxW5I3JMod7UozkLfxQMl/1bsv0qAbYhq4MlL0Ke7uUaripCzK6pvS9gpCqH7BQEwzlLLxQ8evmax4LNR/XV4KbEyUXP1RVzfHQwQ1CLENv6PRkLZ3PPzzEN9+ZafDYPnv/QAuPpxlbvY5sFEnSk2Db4NceHeGDB7u5slBjKGfxdxcWmK24ShdGtOqOrIW0oVN21XSCF4Q8ua+bH1xexPHClmPEZMZtNMxyV+GGisswmLX40dUi3WmDNyfKVL0qGfPmxEYz2k1vxDjQoxLXr781TTVi9vZlDMqOvyrRV9cER/rS2KbWqNI1a4gADX+giMqjeDzLvjOB4hd12UakI2RQdALC6MG/ryfFaJfdksTt70nTZessNs2Qd9k6+7pbiZmGEC1KtAuR9UPITY+3+ByaTyttqOqClEoA8Vbc15sRG63W1zlIKG+2h+IWSwjMlFyG8ykuz1eZLLmcm66g64LcFpJ6BIpgrwsJaFiGRnfKICMNLN1jruqvuD+lVFVcz5frxlMCcyUP9zad61qPipjUfHGhzkPDOf7HD+7j934yxvVFZ9ObqpDY6019s0vODKFUulM1L1RDBhpkDB1NiEirSv1OCIHn+QShundsQ8MN1POx7oWkLY09XTYv3Shy/3CucU8bmnqtsUM4X50iSXp2Maampujr23qjuGYc6ElzIBqd1DWN752b48aS01g015s4SZmCfEqPJot0Rgs2QqhR5UtztZanVghrPsV2WgVoo+ero6ozh/syTJVd3pwoM5y36E6rEe0z05XGxEbFDSg6Pl1RorParu+9+wpcX6xzY9Fhoe43fMSa2wZxBcQyBIdzkl99dARdCNV+aCI5xN5ATsDNyoouMDVW8H5Cqb7vz5zqJ5SzXJyrRolGSD0ImS57fPRob8t5+1KJrflBDTeUWJpgtMsmWDbh5ktJf1b5ENW8gK6UQdVrNVJttC2aUPfDxs+rt8Hmro0mY1tkbQO/pqabYsKvABadgHenymqyyFFDAlLAzBZe5PG3EUZXr7JYCOlJmwxkDOYqpZbXS1Tlbn+XzXjJwfXluqTm25HwxO8N0XXZpsInRFQ9lZIrC3Xmaz5zFQ8jMkDeLOLk3NbB8UMCqdTJ40OnDR3b1CjVAxZrHoGU+FHl2zTUaDrRxiFjadS8kPuHshzuzaBpgvmq1yD5ryYp0u6+347ryFpIkp4E2xbH+jN0pwz+y5kZ3pwoYQBCCLSw/YPOEJCLJNK70wYHutMU0gaLNZ+eyI14oeZ3vNveKKlxq7HRU9U0pRB8erpCKKHs+JwczNCXschaIRNFh5euK3L5SzeKbdWImxFzX0IJ9w1l+fHVJRaidpXU1MNGSjUxc99glo8e7aOrMs6x/gxXF2pUvNZJlhDF4cjZBpqQaEKwv9vm/GxN9TGX4b37unhoJM+RPnW8r706yfWlOpoQuH7QMnYLqoJT8yJCZzSeXvPChvFijC5bEa2veXWklIQScpZBztbxghA/lMy2yWriRE1we/g8gvU1XWwd9nYpc8mF2k3ekamp2E+WXJaiZDSWIdhK9GUN/FBSqgfoumC0S7UcJ0uOWtjb/I0EFhy/IcBnhpLqXbxRBdCbNpir+a08Nak2agLQhaTqKdPajfCEUoYgZ2mrGsmK6P/mLZ2JkqO8yIT6L2tp1NyQKws15a0VVfjCEES0mfBDSBkaTuCTNnWlb6WJhndX3jZWlRQpOf6qm52dhCTp2cU4evToVp/Cmjg/W+V75+aYLLmAIESSMdR0lpArF3lDg19/bIQfXFrgymKds7NVQLKvkMLQNWxD29Dis5MSnvWwvApkCjB1jZoX0JMxWah6eKFkoeaTtQzemSxzo+hwZqaMG6iF9P7h3Jq7vuUPyz0Fi7mI06BrkDU1UqbOfYNZfvXRYSxDQ/oHmCg5nJuttBiAxnAD+MypHt63t0DZC9CB//X5Kytel7U0jg9kov9fJ2Uo/yFTE2QsnWLd5/xshemyy6FeVUmMKzhxcqumCM0VlR5Qo+4xqROh9In2FGx60iZnp8ttkx6AI70pri3W17Qj6BSWrs5xurJ62UggyKcMDmqClOEyX/UwdEEYtQVjXtF2ubZrXoihK00uieTyQo2sqbFYV1NR7aqXAjV67Yfgh+GGJzxXQ6ft7pDY9Lb1feNKXNbUONSbiSYNV09UBbQY5NoaPLm/i3+4vLqquESphc9VXUKi9mVUcZqpeGRNjYqnrlO9KaltPoeFmodt6jx1oIu6L7m2UGcgp9SV43s69u9ajd/XjO2+jixHkvTsYoyNjXHo0KGtPo22aJ6Y2dedYqrkMlZUuz9L13Cl6mPH7QMB7C+k2FOwqHhR71uqh5iTlWQsseoU125Ad0pnX3eK64t1dE1woDtNzQ9wfKWuXEgZylPH0pkoOtwoOugC8rbBRNFhrFjn1GB2zV1fs/5Sd8pgquTRnTbRhGSp7uOFcLInzXv3F/j26VnGiw7jCxVGe7KKZNnmvHUheP7iItcX6miahpSyraKwrglyVtPjTCi5QS8MqFTCyHhRcG2h1kh6umyjrZfQ8of7VEkZjhZSOmlLp+ZGAo6GhuOHHOhJc3XBWVGVMDWl5tybtZgobb7JEgSs60EngYeHc9woOlEiAWXHi6oPgpSls1BbyZPZKkgp6U5ZFJ06MgSNgHlP8U0KtkGpTcYQiwk2Q6dzzt9qUO1UQeivrrETI054iE5FQzmu26Zgf08akHz9rek1dcZ0DaXg3DgBwSs3SquOsccJlich9CVWQ3ApKukIdQwtruKt8r6nBrKEwJsTlUYlymxyWo0VmZ97Y2pNfl+MC1dv0DO8p9H63u5Ikp5djFptbYPHrURcNSikDPwg5OHRHEN5iyf25unLmvzej26wUPWJBXh1HfJpg6+/NcPF+Toa0JMxkBJmqx4fO9bDuZkqZfd2dfh3FnRNCeod7kvTZRv8zNFeXrpRjMbPby74n39oiHemypybrdCdNjE1QcrUqXsh8zVVcYvL4MvRPN01VXFBCB4ezaIJODNVoeqFmDq8eHWJQErmaz4VL2S+6qEtaynFsHSYKbvUvYC+rIWl09Y7ShOCsuszgJokG8rZHOxJ8fp4qVHlyFgar0+UeWLfTWXZ5mm02EtoxYM7SqA0DSxdw9FCTCH4xPFeTF3D1AWvjhVZWlbOOdBtM1KwQdCYntlMwScAausRWKRkpMsmlzJ46Xoxmh5SE09uKDnQazFf89QEWnQoPaoWbIU6sx9KKp6PIVQ1IiSqSGlKGHN5BWe1ik48sbkZBEDQgXBOswZVDEnUWg8lkyWHnrSxbmLphzcTNaUpJim7q0suNP9MShU7TURK65rS8OnLWizUfBbXaONnU2pjM191yaUMLE1wZV4Z6v72e5XQ4JnpCnsKduPZ0Mzva8b52SpfP1vCvDGxZut7OyFJenYxtrPpapdtEISSF68tEkqBJiTH+rM8OJIjbxns70lTcst4vozaDUrcTnEy1BRFxQ0iTybJ8YEs/8PT+/m//7erTFfW1oG5FzFXDZBU6U6ZgOClG0U+dKibv78wz0LNpydtNMbP7ydHzjKYr7oquZGKO+EF0J81GonBcnIz3Jzumi67fPOdaYpOwETRoR6EdGeUQNp4scLh3jReEFKwlDFjb7r9DjHe6WdNjaWah6mLttNby1WXVELTy+X5GlJKsrbOwe40NS9sqVKtNY0WYyhnc7QvzbnZCos1H5CM5C1euLJEzQtxfDUhkzKgWQdT0+BXHxkmkKqF8BdvTfPm5MYE6ZZ/QmedP9YF/OiqkneQQE/aQAg1paMLSRBCX8YkZ6UwDcHYkkMglT9T2tRIG4KZirdhP6hbhRtAyQkbgwqmJpT3VfR1Lv+qDdHen+1uikC2+waEUCT3vG1QD0JluLtGtWU5ApRAYieXhhG3KENI24rHo2vg+SGmJthXsKn7IX4Qtv0ePV/ZkgRSyUkEuoalq7ZXyVE8sJITMJy3I8VzwULNb9w38X1vCMH3zs1RCzWGMua6hOftgiTp2cXYv3//lr5/u0WzGVMlh7mqr9RSBdT9Ml/+6Tg9abUQ96ZNXD+k4ikhw+tLdY73ZejNWMxV3UYr7NhglsGcxWBOVYrOTFfatiN2KlTrYm1jVgnYuh7ZRnjkLF0JQEYqw6Kp0jKQs3j6cDd/8fYME0UXy9D4+VP9fPJEX4tCcVwhWb7Dy1o6h3rTfObUAN94e5qyqwTijvdnKNY9FusB70xVIg8kjT4LnKD9DlcXqnU1XvIav7N1GlNh8ec3NI3csmvooZE8j+7JM1t1GcnZLNb9tlWqtabR4t8/eaDAlYValEgr9mjFVfylsaU6XiBx/JvTSADFekDZDTjUm2Y4b+MFIW9PlRHy5ndyK1iLv+KFMFXykEJiaIoEXvfUIiwCgakLPnt/P5fn62phy1kc7Enzl+/ONAxk9Zp3V7KI+HP4YbRoh1BxJSlDYOgCJ1Iabv6wlg4yUN99rIFk6Sgj3LuUqbWNfVR5EZHg33TZxdBEu1euedyOBBebrvswVNYaYQgVT93bfVmLDx+2ma96/OR6qeV8NaDshg3emh+GuIHE1ZSyenxv5G2dC7NV5ms+NU9ZXEyXXUpO0LjvNaHU7vcPdO8ownOS9OxinDt3bsvkw9daNAGuLFS5vqSIqKYpKDshxbpS7r22qIiZj4zkuDhXwzYFAoEfSs7PVjnWn6HuBfih5Ehfmo8e7QFUy6zuSw73ZZip+IRhiBfKu7arvRMQwIFuxRnx18ni5qouKVNHI2R/N/zkepGKGzDa1TqWCsrj6IGhLLYhcHwZua4bjZ1ezLfqz1qr7vCO9Wf4lYeH1HchoeoFvD5eVouc0BBC4AYBhVQa29DaqyhrUPJaORZeoIjLgZT4ocTSNfYWVo6aZy2dT5/s53vn5ihGrdK27at1UHFVeX9fd4q8rTNT9pgsOewvdEWE7RRTZZer8/UGuTRn6+iaRrxEnp+t8tdn52in07gRteZ1uSZSjfl3pSymii5LNZ8lxycIJQNZ9bkvz9f5maM9TJRdDvek6c9avDNV4cKscuIOERhCtk2ib6eMg+QmObvmS3wnQEQ6Mr5UcVxOAPel4AMHCrw6XsTxQ9KGxidP9PKTayUq7t0XWYzjkTaVvlAQKoVxIQRBGDZUz2W4PudIE5CztBVt0tUgUWrnaSMi8QBzVY/BnEXVC0mbK6/zEKhE3EY/jEfpFT/ogwd7GvfGod40f39RmT/bhqA/o/H8xQWklBSdoKHIPlvxcKplju8ZaJkA287Y3meX4J5EJ4tmxQkJIy6CJkRjUbB1DSlh0fGZKDkREVCQtXRG8jbn52qMFZ2GncWbk2UW6z6vjpX40KFu8rbOXNWjkDaYq7hscDO27ZAxYE8hxWTJY73lyNAENTfA1DXuG8pyerpKd8rAD0Oyps50RRF2U6ZGyQnYU0iRMjTqftiyg+t0pDVObJ1AMl1Wo9J+KCNVYIkuBF16wK89Nszbk2V+fK244pyLyzqRcRqha0qcztA0UobaobZ72MayBxNlh5Gc3VCP3gganzdjgoChnMlEyWWi7LBP15ituIzk1c666Ci15povOdRrMphTyrlf/ukY705X2vJTNpJzd5IgPTCU49G9XTh+yNkZJUfQnzE5NZgjY+m8O1Xm1bESbhCSMZX67ucfHuKPX5uM9I00iqtk0PHX6zT9ejOJUMpUyWEQqC86kKpCJoTSZIqP3GjpSMlDI1l0DabKLkM5i48c6WNvIcW///FYW5L7nYShqfPK20ojp+z4CARHe1OMF13C0MdpSnTX+v5G8xal1VQ8V4EWVWl17Wbr8/0HCrw+XuLcbLXxuubvqOz6VJfJQ1S8EDcSnqq4AW9PlkkZgt6UhRtKHD9kpuJS90KW6j6OH2IbyqLGlqLhoXgrm4q7jSTp2cUYGBjYkvftZNE81JumJ22yUPNwI4aiHu0CHT8ka+l0pw0WampKa18hhS8lJ/rTnJ2pYumKK1LzAm4sOXSlDF64vMiHDnXz/MUFxXVAaVZcma917Nq83eD4cHq6ongQa0AAGcug6iry96tjRZwAzk5X8ENJ2Q3IWjrffGeajx7tbUxhxUlp8w6ueUqr3e+hNbE90JOm7ARMl12EgOmKG40HCwb6UxzuzfDDywsdfd4QdR3s6bKj4yiC8WpYr6LYCWJ+2UvXi2iaIAwlQ3mL/ozV8OlarPmYukbakI0dfrzTPjNd5p2pSsMzKoZELeaGJgilXNXOAoiOp9pTS3W1YBmsrB6kDMHVxTqfuW+Af/Oh/Vydr/HNd2fwQrWbvzhb5fpiHdvQ6MmYDbPJ//OH9mHqguEum8mSw1J95eJrRsJ2yyujm7l1hnMmC7WgxZU8QA0kZXWNepR8hfKmWeePrixhGoJj/RmW6j7fOzfHp07088honivzVdxQYuui4dcXXx53oqAbSyK4gcTwg0h2QXKj6Cr/sGXBsXSl5VNpo1boh5K0obG4kca7hJqrrgdNg6G8TW/GxA+V6WxM8I7J15qAELlCnymU8DdnZ3l8bxfFSAPJ1nXma6qtvFhTE55jSw6LTcS1nrTB/+V9/YwM9q/KidtuuMcEphNsBIaxNTlv86JZ90NmKy55W29ZNAdyFv/08REGczZpSydjqrHiWHTr1GCW//7JfXzpfaM8sidPiCqTPzSaw5eSQsoEFME5CCW2ISg5AVU3xPVDDE2wt2Dz3n15jvVndqzxqI9yel7vgT6atwhlSM2X1L2Q18fLXJqrKhJrJKJmaIKpisvzFxf40CE1ojpWrDemnG76pKl/F1LGqju85sRWEzfVif1ALe5uqErzS1HJYCMVmJG8FY3XG5iGIG3oVL2goSYboznx6s2YjQWysmw3XXEDLs3VuDRfXfG7Foib/5u3DX71kWGefWKEn7+vn1BKUoZqs+3tTtGbMZBI3poo8/W3ZnCClQuNoUFf1mS0y6I3Y2Ibou0DWQBZS5AyNdKmQdZUr2vXLtE1QTUia4OqpDx5oICUiuB8fq5K3VcVnpSh0Z1WcfnKKxOcnq4wW3aZX4Xo78n2prHrQdDKdWpGd8ogRDb4WfHnl0DO0oknqSVRMgScma1ydaHOmekquqbuayEkw3nF20sbOk4QkrM0rIhjk9JhT97idjluxAlYOjpg3Q+p+5LutKmqo56yH1mOekAj4dFQopF6RNgezFoUUht7JvsR51vTVLxyls433p7hnckyZTfAjErZ8VVtaWDq7b+Niquum/j57PhBRJhWwqB+EFKK7H3i/0pOgCs1hvPbm7zcjKTSs4sxMTFBT0/PXX/f5lHhtcqiP3O0l4eGc0yWHWpuyI+vLbFQ8+hJm3z6ZD8DOYuBnMWDI/kWt3ZTn2Ep2o1UvYCUoeP4kr6MxnfPzXJloU7NCyk6Pq+OFSmkTFKGoHarYzV3CetZcKyGvKWRT+lMzLhq0s3ScHxJyQk42JtiouiiCyXAJ5dgquiyr5BCSvVElW2e3utNPTUntmlT8YByls5cJOInUFWO8ZLH1YUaJwdyLeTkZmgCLKH4B4YO/939A3z7zFzDC2sx2o0uV1LupKJ4frbKc29McXGuikRwtC/N5x8eaqkGFR0fXRPcN5il5qmJwCBqtQznVfuqJ21wbbFOxQuimCnV5hevLeIGYdsWUF9aSSqM5G2uLKjk0jbCRiUnjpMetTDqnsTQJGlLB+lTbpP1SCQZU2O67PLln45zNhJ9rLpRNSVaJMeKTlQ18vFCiRCKyDpXcdfkuHWqhaMBhbRytK26ITlbZ74WrCDVvj1VVarCUXzidlEgo7hH10Q8m5exDBxfJbi6EJyZ9nl4RE0b6hpcWag3EmxTE+i6RloXmIZGl63jBMaqQpIbgWorqcpzEELG0nlkJIcm4K3JEEMPWQjXKN0RiRk2tb7OzVXZ353a0H2e0qE3a+EFsiEtMVZUKuSGpiYdDQFpQyClROg63SmD2Yq/4nrsz5qNe/m9+7p4fbyMZWjYusa+nhRzZVclQNw02vVDyaXxGd53dGSjIdwyJElPgi1BJ6PCQCOxAbh/ONf29fH0zfnZKn99eoaUIVishWhCYOsagzmT3rTBQyM5/tMrk4RSUnaUhLzQlCmpt80THri1hEdDPZguztUaXmN+CLom8QK4uuDg+iF1P8TUBUKoXfd/OTvLvu7Umt47a009NSe2CzUfQxOU3ZuLnqGpXW4QqkrLfUM5Hh7J8c5EWVUUuNn68ULZMNnUJJS9QCkpawIvkHSl1Pe7nMi8Xhuu4gZ858wsF2ar0QSb5MKcuoZ+5317G5+tyzZYrHmcnakipVrsTgxkGsfJWjqfOTVAxQ25MFdDIDnan+GpgwW+f2mRwZyFbVSpN11jtqYWq7oXousah/rSLNY8Zqu+4oEE6vsIJQzlLNX6CiW6JpivuW0THnUuBs8c7uH5iwu8MVGiHAkpxjCjke9AKtJrzjYYzOkc7EkzmLV40w9Zctz2Y9l03spKmxr7CykmSi5GNF01lNci7lmUzGnKGy1tGsQOUkGorEfMaLH1QklaAy+QGLrAD0P6MiZL9YAQiY5gf3ear7wyzg+vLOEFqorrBpKaLxGoqTrhBpTqPgd7Urcl6QkkDGUNHhjOYWoab0yUmCw5VNww0siRaup0HTTuB4i0q1yylkaxw+mKrG2qhDWls1TzGcyZ+BJqrg91SS0aAvBCiaFrDOcs/rsHBvh3P7zecj0CHB/INK75h0by3DeYYbrisqfLpuopyQk9im18erYm6LJ2Vp08SXp2MQ4fPryl77/eqPBGXl9xA557Y4oLc1U0oYjNBVtnuMuORknVhJdATfzEgnUxr2dDffQdhJhUCzctCKpRed3SReRwrcjKQggyhsFg3uTiXI2MoeGHId0p5Vi+0VHUZs2e//TKOBfmapSdsOFOrvR5DA72pMlaOr/13j18/c0ppiouBdvgkdE8P762xOvj5cYxvRD+/K1p3r+/O1JSXimT3yyFsFZFsej4zNc8NE2QiVzeHT9s0SQBqLoBkyWXUKqkIwglkyWX2YpL0dHosg2O9Wf4Nx/az3TZAQSDUaL+6liJuapHf8ZkpqKSCU0IumyDw71p3r+/gAD+7sJClBxCV0qJ3I3mbSxDYyRvcXq6wkLNY67mt2gBNcMQ8E8eHWFfT4pvvD2jkkzZSp5tXuc+eaKXnznax7dPzzYSw33dKbxQ4ngBRadVTLGThCf2Gqt4Ie9OVUmZGvcNZZgue1RcpV2ja4LulM5cZOUwX/UbCZWuQT5lsLdgU42GGbqiSSElqCioegH9WYP+jEVPxuTaYo2piosfKh2iZjNaGZ+3BBlIZsq3T6NrquzzwyuL7CmkONCT5saSqiD3ZQwqbsDCeuOUTRBCVXJLjvr7jpMeS0cima945Gydnz3Wx/WXxilHwoXxUaxoIGGy7CIj7pAfBA2ulKbB2RnV3s1aOuNFBzeQzFU8Zis+R/vSfPJ4H2emK8w1fV95W+fhYwc2GLmtRZL07GJMTU1x4MDWXbDr6fRsBFNlhwtzNcKIm4KEsaJLPm1wqCfDbMXljYkSB3rSXIimGkKpdEmqbtDxDnYnY/nkiCbgiT1dCAFvTZQpewGHelPUfGW6+cZkWXEsBBzvz97SKGrW0kmZGrah8/iePD+9XmKh5iEl2LpgMKVaAzHSlk4hMOhJmwzlLWreyu+m7IQM5w1mKzBbcclYeoOD1I64/OwTo20rhF22QW/aVHokVTcSwYQDPaLls06UlIDfaJetqg2B8ij7ysvjWIbeQpA+1NtKko6TLscP0TWlZj2Us/jQoR4ylsYLlxeZLrtcnlfq6D0ZxUUr1lW1IG0KFus+I3mbG0vOqrIEulBV0cf25MlYOoauqibLYyebXv+BA90c6Ek3znG67JK1dL7wyDDvTpX50ZUlyhu0B2+eRutK6wRhyJmZGicHMmQsjVdulHB8yWJdVVobSUl8XppgT5eFH0quLtZwAtnQRtI1jbSlkzU1etImhbTB43vz/ORakaGMxWmqa25dQmB+tYzxFlHxJJfmarxnXxeGJshYKgkeLzr89PpSy5TbWvCkkmIwhaTur67K3AxNKE7UZMXFNAT7ulOYumBPwW5wGGueSlD8UGLrmlJYjzaPZTfA1tVz0IqmYptd1oWAJ/Z2MVF2yNk6/TmTwZyF4yttH0tXyf3UzCx7+7o2E8a7iiTp2cWoVCpb9t63Y6qmBVJQdRWHAxSnQtOgN2W28Dk+cbyP7rTBuZkKkyWl8GvoINz23k/3Epp3+QI14np9qc7xgSz9OQut6uEEki5bp8vWub7kNNo5y0nCG0HcZposOaRNDUNT9hanBrPMLS61PGibdYN+er3Yltgro3NfqgdcW1T8hW/JWQBeuLy4Qgrh2SdGGc7bK46TtXQ+cqSH18ZKBFKJranzay3Xj+RtMqYa1Y+Jv16odGyG11GibW7j6kIQSNlIqP7w5XGW6j6DOYsrC7XGqLYbhNRc2eAFGVEbyNQFftBehHIwaza0irKW2vG/dKPUlkwLKuG0jZuq1AtVj/9ybo6aJ7k8X+OB4SyvRppKlq7hBCFOsH6Lq/l3NTdE0wSOH2AbgpSuE4ahmizSbyZHOjeTpZoveXdajc3nbZ3QCXADiRCSh4ZzfPpkH5oQfP/SAm4geeVGSbWqJWQMDTe4+xVbX8JPri5xYjBLxQ2Yq9R4e6qi2sis3pZuy2ETAqdNot8MjchWxdSwDMFo3qY7bVD3Q356vchA1sQ21HX8o6tLuIGk7qn0si+rc3Igy/3DWcbOucQ5rR61ktu5rO/TNearHnUvpOaFmLpGIaVRjf7t1Kq3dQN7p5EkPbsYlrVxzZLbgU7F7TYCxQ+42baKd5ALdZ9C2mzwOR4cyfHgiOIGOb4iM19ZqPH//eHYbf2M2xmmppLCUCqPo/mqx96CzRceGWIwZzFX8fh/TFyjy9YxDaWHM1X2mC47KyoZnSDm9/z16RluLLnoQnBiIIsbysbU3mqk448e7eXs7FjL4mDrgomSy5X5mkpQBFyYq/Lt07NIqSoenSrEDuQshvOWWoCQpPSbk2Dx3wzkLD7/8BDPvTFFse6TMnUGczp7Ix2j9d6nXVt2ouS0fN77hnK8cqPEYt3H9SWmrqYLzagF+chonrcmSgRyZeIhUItnxrw5AdmXMVtctptfCyAR1DyVbL45UeLLL41HApQ6dV9psRiaqrxIlGZOzCmKPZ/ccO0kqBpxajQB52ZU27keRMT0qE0YyJvu5DHqvsTzA/r7UhQi2Yq+tMk/fmSQAz0Z/vDlcWq+an2dm6w2pjP9Tkg0dwhjRYfP3j/AW5NlXpqqEErZIjQYt/2EUAlG3N6NISDSDFMcpLVg6ZC2VHKhBjICJssOpqbkPH7+1ACvjBWZrXiRzlnT9y6VQ/sbE+WWmDtBiBOVEVfjwqUMnbSpMVsJmfMCDE2QNjUmHXjt5fHbt4G9w0iSnl2MreL0dCputxEs1X1sQ0PT1FitpoFAkNLbC2c1v4+7wRL+TsPytpYXxrovGr/5xAjdabOl9VN1Q7wgpOL66J5GEIZkLYNmb6uN4lh/ht95317emijxk+tFal5IIWXwsQcOko0sMTQBkyWH4bzdeND+zLE+LsxV+a/nFwikIkB/4GCBuq+qCDlbnXPZCai6SnV5Lf2g5TCE8hWq+SF5W1Vz2k2CNU8SdtlGCw/mVpRoly8sjh9SSOnkTIu5mkcoJeNFh71dNueLLmNFpzG95rdZFMNlJZ3zs0qUUIOW8fY4SZFIkMpK42/OqgpbIW3g+srKQCDpSal/O35IKAU9GXXOUyUXL2w/kbYcDT4NojGBZWqC7rSB4QYtk2ox4grIYs1H09T1qAufv3xnlg8c6Ga86DBdcpmteiAl+ZShKnCRL9pmEG8INjrX4IeSmbLLwyM5fnq9CEFI2VUHEYBlqGSRkAZRP/5dvEGTUg1WBGs8juJks8/U+IVT/fzF29Ms1LxI6wkcP+RIX5oHR3L89MYS52arZC2t8QyouCE/vLzIXMVruZtDCTVfjawP520+fryP75yZZaxYpzetjHjzttKj8kIZJW6S+ZrHhXoOP7x9G9g7jSTp2cU4c+bMlthQdCJut1GM5G1Shka16qupHl/Sm7H44hOjDcLrWjfhZlRltztCbpbE44e5JuAjR3s4OZhb8fq8rTceokKq6pkRefNsFgd60xzpyzTaPFcvnOW8drBR+ZuteDh+yGiXevAC2IbOI3vyjcUwbWiYmkYY1inVfYhE8/qzJh892ssLlxc7Voj1pSRtasxUVHXHjHgKyyfBoHWSsN2isFFSfjPJOmVoDOYsRrts5q4Vma95hCFMlFzyls6hXhtdRAvnMgjgoZEcIBqtwgtzNUxdTbc1VxQiGzslpGhpDSG6fJTgWIbGZNFhquxiRlWdobzNge4UTx3s5v94aRw3DAmCzu+XADjan6IvbfGTa0vM13xmKz5CE2RNgWUI5ms3V/rYV0siqTiq6mVognenKlycq1H1AspOgB8JGgZ1JbjpBCGmBpvZw6SM9sKB68EL4T+/PkXOVvIMzYeQQM7UGiP7AvX5bEO0TFBJVBWzFsq2we2yBBnLwA8l//r9eym6IUt1NZ0XSjWRGQuNDuQsHhjMkbN0yq5qO81XXKQUvDlZaRjSxs89QWulEFghWVFyo4RHE2pTICWeL7k2s8CR4T40wY7w30qSngR3HZ3q9GwEGUtnOG+xVPeRUpXlh/MW/Vlr3eMGqAerG8h7NvFJm0I9HAM1HLy/Wy2i8bRGM3wp2RO1VmK5+dUSgU7RjsM1nLep+5Lnm5SbbUMjbWh8/qEhBnJWow10sCdNytAoOT7TZZePHunB8UOlryOVvs5nTg1wrD/Dkb7MulIIMQwhmC67VD1FHvVCZZmxvNLTDmvpGHXCcVjO93nuzSmmyi6lWE4BtZiV3YCrC4pMulBrvyAvVn329aQarUI/hIeGc5ydrVJzg8aIcYM/EwnOddkGPWmDiuuzWEdxN3xJ1tLoz1ksVD28QPKrjw4TRLospibQBRvStVqqBQxlVZ9FCUuqhk8g43uu9XOZOvzao8P88MoSsxUPP2qFLtQ8ym6AoWkE0RRm3ZfMVb1IiE+2JBwb8TUDVTHr5DKP7VCaX+pJWGijZA3Kj8s2NPZ3K00mP5RI2fq8EUDZlavWU2ueJGsL7h/Ksq8nze//VLXkU4ZASiUcpGs3t29xW/arr0wwVnTwQ0nOUnw9Y1lyaOrwkSM9Ld56VS9skaz48OEebF1gajppS1fXVSCZr8PijaKquKVU23c7+29t3zNLcMfR19e3Ze/dqU5Pp4hJph8+3I0bSixNiQ3GXlJrLT6HejL0ZUw1vox6iN4rDa9YC6faZNppanC0L0NplTH0LtsgY+rUvYAQQd0LVuwCN4L4ITpX9cjbahz2j1+b5NknRjDz3SzOuGQsDV3AcORhFSdYzVVBXROcma4ggNcnyvz8ff3ROUlyloEvZSOJ6/R6mq4obRW4ueutuCEzFWdVlejVFoW4pL8Rkn58rhU34LE9eb5zZhY/lGSjXf181VNTWFI2RATjRS2ufIWoJL9546DUy0MeG8lxdrbCZMmPtIiURpBtqCpPPL31l29P4wWStGERhg79ES+qJ2NSrPsUo+vE1DUy0YLXKTSUWvpUxcXSde7fm6M7Y+D5IS/dKOEtk3lWVRCdQsrEDyVTkWN5EVWN0AjImAKBRi3ykNKFwNK1lvMSbNx6otKhH40RtcGaX96cYAnA1pVHWZwcKY6Pj5SqPbQ8u4mrcKslPYYOh3pSPLonx3TZRUrI2xoLNZ8wmj3vTRsM5m6S9p/cX+Cn15a4tlhTkgGapkxJsxazVU+1viKO3Xv2FYDV6QcZS+NIX4YLs1VcXz1PLF2jO2XioFOqq/P4wiPd27bKA0nSs6th2ysnWu4mNqrTsxbixbGZHC0lfPOdaeq+XHPxiS0v/vi1ScqOT9ZSSrU72X0dlIpxxtQpuUELodU2NIpuwFDOWjWRKTk+ZTe8LdNbRcdnvOgwX/U4U/dZqqsx2qsLNd47kubKgkPZ9SnYBj0ZNYXULPwXk6DfmKiAhJPRlMwLlxd59olRxosOz705dUtESmVsG0ZeYEr8MJRhIxFa7fOsxkkDNkzSPz9b5ZvvTDNT8TA1jZSpbAxCJ4iEJNWiWfeCFo+1uA1k6YLPPTjQ+MxZS+fkYJbn3phise5R80K0KPkVEhwJXSnBcLQ4Xlusc262RsX1sQ0dXRMs1ryG2rVKNAR5y+Bgj83r4+UWwcO1oFpp8Nn7+unJWHzznWmKTqAMLMseli44OZjlR1eKjdarRE2rff/iImNLTlQVUWTqQCqrh0CqSknKiM2Ilft3KCNzUlpJ3LH0QpvuYAs6rQz5IQzlTWZKXoMvtVzTKP48tq74hYtRFdqPyOiHCjZXF5yW6S5DQM7WWayvnOAyNcHVxRoX52uRhYgRtZ4hjKo83Wmz5W/enChxZqaKlEqo0DZDRCDoyRoYumA4b9OfVQr3zWKc7egHgzmbzz88xHfOzLJQ87B0jYobMJwWZNIpio5P1Q0bGlXbFUnSs4sxPj5Od3f3Vp/GbcHyllnW0hW51Qs7Wnz2d6c4NZhhquwyUXQxdQ33VoyGthFcCW40wp81ledOsa5icn2hzjOHewA1SdRcCZsqO0yVPbpTRmMB3sz0liEEsxWPxbpPqe43CMllN+A7F5bIWAZuEDLhOtT9kC88MtTyHR3rz/AL9w2yWB9nMGuRs9V47kzZ5Z2pMj++usRSXVUM56rehoiUQ3kLQ9PwApX4hBJsTVvzwb0WJ22jJP3Ygf3sTBU/lJGQJg1mq65BztQZ7bIadiHIm2PQugb3DWU50cTNqrgBZ6YrmDoREflmlU+iEru+jEnG0pkpuzz3xhRVz28YkAohSBmCYt3H1DT6MibfOj1L3tZ5YDjH5fmamn5sU+yJkwYl+qkW+2yUzB7qTfPgSD56v0DxmPI2pWVkZolqo83XlYWJQDY2LpoQ/NypAS7NV3lzsqxsNaSMDFJVayhlanheiLPsmFoHRZxO7/gQmKt4WKZG6LWKOKrPrRKjrKVxYiDD1YV6Q9TPjCwcxorOivcLJAxkLSRei7GnqUHZk0h8hrtSLNY8ik6gLDekmvA71p/BjlrAcfXwb8/PK80nqZg7ThDSmxYc6M7x6GieUEoO9aY50JNuvNda9INj/Rl+9ZFhJkvKxPnbp2e5NjXPkdEUNS+kO705bubdwPY+uwQJNoDmllnVC3jujWl6M+a6i0/crnADyUDW4txMjXuN1lz1ICsUd0kTgt6syYtXl3h7skzNC1srJFIpV4eoLalERno5rYX3TrU5YrLwVDls7H6DMFqQA8ggGciakdmnbPvQzNs6GVNntuph6BqX52vMVz2++c4MVxdqWLqOoavdrhNNoXSS9FiGxoGeFNcX63iBis++7hS2sboz5XqctI2Q9K/M1zg7U43aeYqjIiX0pHRSps7eLouJkks50vAxdUgZKnkNgf0Z+K337llh9jpb8ZgseSsmgTQgZaqKQMyPqnoBXbaBhkroym7As0+MkjK0hh5Ob6RHVPMCDvcp9eGS6674PM3JVSoyNT3en2UwZzeSsT1RJa/k+FTdgBvFeovhaIhKCixNYBsaEh3LgIGsyZ5Cik+c6KPqdvPS2BKvXC9xbrbKcN7C9aWqbLnhCm0cya3ZuKyFIAREiKELZDR+j4CUYbC/YHG96GJqNCYMFVlY3X8SZTtBIBstrTD6z9AEJwczXJmvNhIlEY25130IgpC8rRzP44gHEq4vOQznb1Zvp8oOl+fr5CydehDgeBJNE/zi/YNYhuCPXpukGrWuP//wED9ztLfx2VajHyxv3Z4czDI/P3/buJl3A0nSs4tx6NChrT6F245mjkSni0/z7rzqBUrzZwd4cXWCeFcpgbKrxoxtQyn+TpVcDvWl2FdIt1TChiK36tMzVeaqHpqmcWog01L92AhvxRBCjbo29URiITqJssVwA6XSrNSZW2Mfv1c83VV1AxZqPr0Zg4GsybtTFUoyYLTLplj3lJ5MB0RkUIv8QNZiruoRhCrx6Emb6+5WV1sUNkrSr3h+Q1vKlwItcqFSwm8BQRhyoDvNo6M5ZmseZSfAjeKYMgR7+ldO33VFPCfHD7F0Qb2pJSaEWqwtXQnR6UJN4owXnYbFRk/a5ORAFl9K/JBG1UrXBO9MVenLGAShwBArR7ub/1mwdI4NZPnFBwbJWnqDlD4cTVrauuDl+RoFWxnRxkNLsaDfxdka+ZSq6hmaYDBn8+mT/YwXnca1lzI0DnanMA2NharHVNm9K3y8uB0qpCK/92VN8tGkVNEJmCi7WLqg7AScnqpyqCdN1avghhJTU/wsDdHYRsQVPFNX2jd9aYNa3qZYV0axliYwhKoEzlS8iM8l6U7p+KFqfVbcgEdG8zevtabNSxgqkrYWqY5/853ZFsPe596Y4qHhXAuPbTn9oJ2+2pnpCs++/yCmlbot3My7gSTp2cWYnZ1l3759W30adwQbWXyaFYNThoZtaJGmxvZKfDY6iQI0pP7jv5co3kCxrkaV+9Mr2zB521CJiB+qBTkMG35d0Lm4ZFwJmo+mb3RNSe03Q0Aku6/OMmPp5CxjxXvNVT36s2Y0Lgsp02a0y8YPlIN32QlwglBZS2TMDU+a+aFU3k4hXJ6vcXGuykMj+TX/ZjVO2kZI+od6MvSkjWhEXTbGh71AtbkWaj5Fp8yVxbpKCiPHetvUONaXoVKtr4h91tL51Il+3pysUPdaib1aJD/w/gOFxuvjqccwVL5gw3mrYQ0SbxwKKYMz04pTdbg3zWx0T91YrLHotL8q05aOFVXMKm5AzQ1JGaKxEZkoO0gEo10pbhQdHP/mNWrp0J1R1Sg3kBzoTmFoUPMUl2uq7GLrgmrkLh47rBsR/+lOSG/FFRlNKH6RqQtMIVhyAgQS29SouKLx3fVmTHQNglDwa48NcWWhzp++Mc181cPQNE4OZLg0X6fkKJK5pQuO9mXwQ3j+0iJBGOJFU3yDOYuKG7BUV6Kq3RmTvKZFSWyIbEqgYgzlLfqyJm9PVm7KFgjJf7u00Eh4FDdIkdUny6uT9+Hm5rA7ZbR48t2YmuPgvj23P+B3CEnSs4tRKpW2+hTuKDpdfJqJn1UvwNY1uvIGlxfqd/mMV4eOOs/SBn3C4iXP1NQCFpsy5iwdJ1DTbSGSkhM0TDuvzNe4slBT5NGIAHtlocbV+Rr3Dec64q00V4JCKVfIAQggY0DFb9UKqXuh0hmJXtdMgr4h1Y64kDLoy9xU2TY0QVdK576BLFU/bDEfXQ9Fx29o1Uip2l01L+S7Z+c40pe55Z1rpyT9mET/J69Pslj38QKJ64eN5NQJIQglmaxG1Q+Ux1bWVD5SNZfA9dAsZ0U77737C/zWe0b4szenmS67+KH6Lg1N42h/umVSp93UY7NIXezLJVAk8pxtYOjKs840NHQ3XGGnYAjYU0g1jIBtQ6Pk+mgozZ35qkd/xmKp6vPKWImYPhcv/g8M59hbsHllrETVDdjfk6LqhfzN2TluLNYZL7kEkWbM3oLNR44qO5GejMlsxVfk51v65trD0KBg65iGjuOF1PwAPwAPZQ8SSiWQGaI8qYy40ihpyDIe689ypC9N3QvoShkM5W10TfDmRKlhDAsozzFfDRHEudtkyWUgazEyaFNIGXz+oUG+/NMJ3pkuN8RY07rGGxNl3rPvZkJrRpYqGor/pQllumppGvNVt9Fm7LLNBrG9Gc0t7C7bIAglL10vomlKoXuoy+ZvLpRJT2k7Qo0ZkqRnV8Mw7v2vv5PFp5VroFNyAoJQMrZYx90GxR4BdKcNJBIrGoONkY6UXlfb2cZlc0UsVQt6Ia2ztzuF44dMV1yuLdXJmDpPHVSjpnM1t7Fb1QWEQlUe5mrKoXo9ccnllaCxpTquv1KwLf53M7mz5gcsVF0O9SpiZUyCVomrzlJdTej80gODvHSjSMkJONqnHrJ+RNDdCK/AEIKZiofjq1aJF0jQVXvpbgmsNas9X5yp8r+/PA5Sqfg6rmp3Gbogjc5U2UWi3MltXWkviSWnbTvv0ycHuH8ox//vh9cZKzkYmlpWu1M3J3zaTT02f5fxxmG67PBX785ScRV5dmxJJR5qvF6j3OTIrioTJn0Zk7of8uOrS5EqsUYYSvZ1p/i5+/rpsnX+b2MlQimxDA0RKB2Z+4ay6JoS7qtHyt2KNwbXF+vcKDq4QUjGVJYhVxbqvHajhBtIKmUPrcPWZjssF/G0NcVNylg6//SxIY71Z7k8X+err45TdUO6UjopQ5l39qYN+rJpFmuqdTxfVe3IrKXznTPKdDbWGyq7PmemK6qdLjTyKSUIOl5yKNYDUoZQ7cUgrnwJ3CBgJJ/ls/cPMNqlTEUNAZop0FAbmXKTDEXRUQKQtn5T+NAJBELA43vzPH9pkYmii2VoPH24e0WVZ3kL+0OHum9+waiEbLLoMGAK9qzjQbedcO+veglWxfHjx7f6FO44OiHbxpWLmGuQtdRk0FBekRG3AgZgGIpvUUgbdKcMZqsuhqapEVUZqoqNbfDoSI7zc1UuLzgrDxRVa6RQbSTHDxtEyrxtkLH0xm7vzHSFJ/cX6EtbDTXfuMNn6oK+yAF8vdbh8kpQd9rA1GO2imolCSBt6oSxrooQaEJGppw3Tz8mQc9VJdNlDz3y+9nfk+L+4VyjigfckuaTL9VCOyWVPo8m1JRbxtQ2NYWyUQPGgZzFm5Nl/uKdmUYLUDSRXF0/ZLaqJquIBPS8UFUVGiq8bY5rGRq9WYvRgt0gatejSk68IVivDZy1dA71Zvj0yX6+d26Oqws1Jkoujhfih2pWK04zNKCQ1hnpShFIGFtylMVFyiBn68xXPN6aLBPK+FzCFvf6shvwxN4uLs3XWKipc1Qj6jBbcTE0Vb3QhBIntCNR0aoXcP9QlrcnyzihxBA3NXQ6VVvXhaqo+irvVVY2kSq1F4S8cHmJszM1HtuT53BvpuGoPlv1eGeyjB9KDE3ws8f7eG2syJuTZXK2zpG+NPNVj2uLdbKW4uB4gRKCVNwqnd6surf8itpY+DLi4UTnH4Qhjq8Ut8/PVnD9kJSp4uwGYSTcGTS4WqASWlvXCFH3shtITB0OdKvv5oGhLLYhlOt9zW8RKm3Xwv6bs3OAcl5XQooBb02WGR3ouW12QncDSdKzi/Huu+9uiQ3F3UKnZNt2lYucrVNIGYwX3UaLqB1x807A0ODkgBo/7U2b1PyQLlvH0jVO1yqNNkVPWgchWHJ8Tg5mWayrXXjWFCxG8vTxqmloGgNZk7pvUHZ9ri/WGcxZHOnLRIme3nhgHexNc99glnenK4ShWpzuG8y2jLWu1TqM4zm2VMcyBFU3bLhAx4KxoYQTgxneHl+iGghFXtUFvWmTg03vYwgROTsrjkTJ8al5IboQK6p4t/KgNYSa9lKLkcQNVGvpmcM9t/zg3gjJO8ZM2eX/eGmcuarXWKC9ELIWSKkcrTUhONib4tqigy5CJBITianHTJj2n6/s+JyediJrEcnRvkxLQtdpG/hYf4bulMEfvjyOrgluLDlMlwO8QBHk04aafBvIWhRS6nrK2eo7Up54KqkJJXSl1JSYF0oWah5dqZttlif2dvH04Z7GdNnzFxcadh/v39/L5fk68zWv4f+kCcFgVvGQulMG15bq5G2DtyfLLTYPa0FDVRvjHDxtqvjrAvwgRLd1BnOK+/STa0sNuwlLD3lzokzFUW3n+ZqP40t+8f4BJktKXXu86CJDGSllh/RlLep+gKlrHOlNc3Xhpp2Kpgm607ri1EW8NE3Ewwghr4+XeH2iTH/GYCBn05sxWKwHlOoq0fjEidaEVRfKPqbi+gRS0JUyeGxvnnemquyJDHPrfrgiWWnXwp6OeFRxIlT3lYbT2PQ82b0Dt8VO6G5ge59dggS3iI04ubfb7d4/lOWn14uYhkCEatclhLph7lTik9IVybQnY/Hx432cma5Q9yV9GZOTg1mW6osNl+u+jMFIl03O0slaGhVXEQtThqDihRTrAaZQbTHbUCJiNV8tTr2RHstsxSNrtRp8xovegyM5Tk8pETpbSB4cybWN22qu4t1pg7+/uNDwc3rmcDelesCFuRpCSI73Zfj8w0Ps1yu8MKtsELKWwT9+ZKilzO5LSX/WRIsmi7rTFr1pY1OWGM1oPr7jqwW5P2Oxvyd1S8fbyHXXjNPTFearHkIqEq8bqMTwWH+Wzz0whBDw/UsLFJ0AS3NYjPquUsDhnNmiwhvj/GyVvz49w5WFOhU3IGepFko7dMpB8qUazR7KWYwXlV2Hh8QyBL0Zk/3dKdxA8vFjffhICrbB116d5MJctSEe2Jc16c2YdKdNpkou02WX8aKDrWs8fepmmyVrqVZzbPfh+iEVL2AgazbsZgwBlqHz1lSlJan7Z+/bw1+8Pc1/OTsXJcms4B3FsHVV9Sw7gRrHkir+QQhuoKpGB3qUjEFczfjw4QKvjJUYLyo+lUBS8wRBGHJ6usInT/RScgLKbkB32mSu7iNQth/lSHQSJEHEi5kuOUgpON6f5skDBX50ZZHXx0sEYUiIwNQEVS9sVLoqbkBQdHhgOEfWCrF71Ch/M/m+GEl3dNnqGeAHajDh1bEy02WXiutzqDfTNllptxHsSRt86FB3w9uuL2Py1MFufnTmejKynmBnoLe3d/0X7VCsNmmwWul1+W73ynyNqqseuHF53A9V2dvS2LRac7z0CKGUk91QTVqlU2oM+/XxMmlT48OHCxzpy/Dcm1OYuuA9e7s4M1MB1NTNp0/2N857uuzywuVFZipq/Ls7ZbC322ah5nNjsU7NUw9g11dTToWUQdrQVjywZsou33xnllq0660FasT148f61pzuiDFTdvnBpUUsHfoyFiXH553JCv/zRw82RNIGc8oTLX9ygE/lepksOwzn7BXH77INRrsU4dPWNZwgXFNJeqOIj+8Fylm+7gWNWA7nN65YvlFxwgbEzV6MRsTFAn72WC/v3R+TjgP+5PVJytHFl7M1bEHbWFTcgL8+PcNY0VHE2pRBytA4NZhtuGnH59tpCw5aJx0dP0CgEgopJfNVn9fGStiGxp+9NYVt6ORtnScPFMhamhLz0wX9WZNQEh0jjN5bQwjBlfl6o83SbPeRsXTena7w1mQZTQgeHc2RtnSEVJYkYTz339waDSX3D2UZX3KiUfKVju5x0MtOgIzEDWOdoPjGDwWcnakyWfIopHSGogrpgyN5Xh0r8u5UpaGM7AUq9hU3bCTTXiAppAx0LaA3bTJbU3EopAxMQ6PP1vn1R4dJWxqDOZUcPzSc4w9fHmex7jNVdiMHeVWxtQ2NQsqg4gY8c7ibfd3tx8VjPlzZvSncqQtBf0bZe8xWPDStxmDWatvSbNf2bOdtd9iuk+7uS0bWE2x/ZDLbm2W/GbSbNDjan1lzsWze7aZNnbSpsVALG/ohAvUAvFUhEAM1TSWj/+LFLdZdlQK8QD3gYzG4V8ZKDOatFRyZ6bLLL9zX31BIzlo6w3m78UCaLrv8/YV5pWeTNnhy/xDffGeGpZoiBHenld3D5x8aajiex5/99YkiS5EabDwmv1T3eWOiyMeO9a/7OSdKDlUvoDejztfUtYZ/0+HejFJ8LinOVCaToavJvXw54sm6NyfKDSG1dq2njXJomo//oUPd6vhuQMZUC8oLlxdvaXprPZL3ajg1kKMnbbBQ8xsE7560wcMjXVTcgKmSy1sTJQaylrKikJK0qXO0x8QXYkVS9eZESdl2IKm4IbYu8ELJbM1lOGczXXb5+lvTG7buiBfDv3x7OkoUBH0ZndmqD4T0Z1Ub88pCnSf2drFUV1yxX3t0hECqacHvnp3j4lw1ImIrXlI+ZVKq+1ycqzJdVkT2OIFU4/JVRazXFPfn4nyN+4dyzEcJxMMjeUxDJT1FJ2Ay0gQ60JNmIGvx+niRpVVG63UN/EC1yTShKlmxgnPKUElLxQmougETRYHrhzz35hQfP97HnoJNxlKEaj9U7amMqdOfNSKysdbgzOlCaeSMlRyylk5/1qRgG9T8kLSlkzJvCmIO5Cx+8YFBZdtR9/EtHScICaQkY+mUHJ+cZXCwJ73qvdNcxax7AYYmyJo6piHoSRlMFB3lVL9K1XQtLarma62vkKPrFjYIW4Uk6dnFuHHjxj3N6QGaSiob+7OhvMWB7jQL1RIClZwYWrQL3KC0a87SMDSN/qzBXMUjROIFqlzf7GEUhLBUD6hFEv1xlUAgWhbSpbrPYM5q29KIH0glJ0AIEZlMKon6f/mBvXz3rFKe7k6rnVu7B2bVvbkjji0RJFDrUPxkJG+TMfUW/6acZVBzQ/7fL1xTLS4kR/oyPJGv8MFHTq2asLSbrIsJ183j8d98Z6YRn8/eP7ChsdmBnEVP1DITQMkNGm2LjSY9GxUnbD6H33rvHv74tQnKTkDO1vnVR0dYrPs89+aUmrJbcDjan6bLNqh4Pl4oGZsvc3S0ryWpqrgBP71eBKkm8CxDjVMXNEF/xmq0KDbagotxrD/D5x4cihzhFacnZWikDY2j/RkuzNYAdcvF13AgJcN5m3emKpyZqVJ2fSxdU2RsI7o5BcotPLr6jDhJWFJJNFJNKGVtnbPTVV4fL5G1FNem4gX0WzeTzOG8TdrUuL5UYyRnM5S3mal4baccFSlcKY/H0CCy8VAxNHTR4BDV/LBhd/L5h4a4bzDLudkKcWnoeH+WAz0ZPn5c569Pz7BQ8+hJG3zm1ACWLvjfvn+V64sOM2UXIRQPqp1H4LXFOmdnqlTcgLSp8YEDBS7O1aj7ITnL4PMPD61ZeY2rmLahkTI03pmqoAGeLzk9XUGiph2LTrBm63+9a2KnrSNJ0pPgnkTR8dE10Zg0kLCqq3g7ZC2dj5/o5Z3pSkM3BSHIGBr9BZML851r+DheiGnDQtWj5of0pg1G+myuLzpMR9MaRlRS8YELs1V60mrcty9jMpizNqbyG7UFKm7AaNdNF/BnnxjlX3wgs2LnthyPjOZJGWrKJ+ZBpAyxrlhfjIGcxecfHuK5N6Yo1tWO9LP39/Ojq4tcmKs2EqkLs1UWlnxOOzdWNYVtN1nX3C6quAFffmmcs9MV1YoUVWarHv/Lzxza0Nj6Qs1vtP8WaxtTdV6OjYgTNqN5dH04pyoIf/jyOEt1n6GsxbX5Ohdmqxzty3BhzgckBVusuBaKEdn71GCW60t1hCcwUoJfeXiIpw/3rNuC66RqNpS3ONSbZq7qkTY03p4qoyHIGHrD8VtCS6Vrpuzy1VcmWKipKbya64EQ2JFysZRwtC/NYM5uUeGeqbg4foipCUbyNufnqnSlDB4cUrpMuhBoCC7NVemPWjWLdZ+yE3Bj0WVs0eFAT5qTA1nemaq0FGo1wG0jQmoI1aoKUZ1HK1KytnWNMKqMlpyAQEo+//BQlNz4jeQmjlvzxuPaYp3XxopciyxPbF0jkJJri3Vytt5QBv/euTksXfDcG1MNZfmSE3B5vs7/+PR+vFC2bQUvR3MCvlDz2VewMXWN+boXJZsaF+ZqG7Zu2elIkp5djAMHDmz1KdwxrKc/0g7LH/YPDOXImhpuZGCkHK5DerMWA3WfmepNQ8CCpVHzw7ZcH09CyQ3pz5jogWS+5mMbGnsKthLG8yUyVK0vDSg5IS/fKNKTNhvaORtZSNfiMw3n19/NH+hJ8ysPD/H1t6YjKwONT5zopT/buXvy8gXcl5IfXVlSkzuWjqYpQ8spRydd9djXnW5bcWjmkMRtgmbxwSvzNc5OVwhlSNo0qHk+Z6crDSHFTtBoA0R6RLeq6tyMTonByzEQtfoqbsDFuSqLNZ+BnNXg45yZqeAGIQ+P5HhyfzdHCoKB7taqVvO1f2owy0TZoT9j8XRTW3C1FtybEyX+5uwcXlM1sF3VLF5Q48X+cG8aQ1P3wNHo9XFrKk7K3pkss1DzEEhMTSMMlZXCaJeNFDCQMfns/YPATaf6Az1pbEPD80MKkV+YAA73ppACCrbB5YUaSzUfJ1AVmPOzWS7P1xACntibZ7LkUEjpPHO4m+tLdUqRg7mlo6bMagGRhFGjEpS11QSVEMqKw43kAwJfIpyAiaLDgR7FpRnO2/zO+/a23JvLNx6TJYfn3pgiZynHettQQpA5W7Wqx5YcJksOpqbh+CGXFmos1lRy4gWqIb5UV9W9B4c723yASsBrXsB3z84h0LF0wf7uVIPjl7d1lmr+ppL8nbaOJEnPLsbCwgLZbHarT+OOYKNthnZjxrqmOAQpXSCRuIEqhXfZOvcP53D9kKx0ePzIEEf6Mvwv37vEbNltme6yNZX0SAlpUyNt6sxU3Iao3i89MMA33pml5oWNDpwRPQyH8lZLK2e9hTTmftR8JVX/0nSlYz7TcvzaoyN88GA3P762yJU5h8VawB++PL4hxdWBJq7OmxMlpsouizU/qv6ozyFl2KjitCP9tqplV1tEFOPPHCvF+GGIQBACleV+F2sgbgOA4sKGEka77C0bvY2vxYWakhYouwGHetP4UvLwaJ5fuK+/QXi9ceMGdHe1/H187X/nzCxTFZf+jMVHjqgKT/Pvl98bF+eq/H9+eJ2yE9CV0im71rptLz8Exw+jCksvg00k8xVcEFtDoiaj/DAgkIpPE5u7xpNlyytRw3mb+arH5x5USkS/9+MbvD5eRkpFPZYogcTejMVizePP35ziQE+akS67wSmbr3oMRserCGXeGkpwvQBD16h7YUMRWY9kHka7LA70pKn5aizdjOUfhBrb/tCh7pbrdHm1rfkzKGuXKod6UlxfquP4Ai8MWarLyLHdxdQFQRTPSj2g7CoxQ0Movl/aFJGv2k2sV5WruMq2wwslhi4aZPC6r4j7NS9E19SzqdMkf/l7js/MkQuNDfPptgr3TNKztLREoVDY6tPYUSgWi1t9CncUnVZHVhsz/vDhHiDitaAhpdJKsQ2NblPpkDxZkHzoaF8kJS850KOk9yfLqm1lGhoiUB46FTfAih6AJwcyPPvEqJpKmazw7nQl4gyAoStNk1zEzemk7Hx+tspzb0xxca6qHubKAhpzzb9aG/1Zi7mKT4ikP7Nx7keM+MHbn1Uic3MVj7Ib8OBwDqdaYrrsslj3cH3ZsmjGf7sWp+dQbzrSDgmRvtqNF1Jai9bPemg3Yn/fUHZLHuDN16LyW/KV3k10jh8/3tcgr8Pa93A86r1Y8/nWu7PommhpITbfGwD/699fjgQgYbYS4gXxNbjy+ovtJS7MVtE0wVRJtaD+zYf2tyQCza9HKm2lxZpSlJaAJlQitLdwsw37+YeG2laicpaqikyVXAKphADdQOIHkqGcjgaNaqAQqrXWnTIalS4pJBUvVKKF0fqu+dCTMZj0lB6XAEbyFsf6M3ihpD9rcX2xRk/K4IEhZcFR8wOqbthiwLs8EVhOaC85PhlTxw0lx/szvBlpCJmRv64viSYboeoF/OTaEqYmCKTEk4pU3RfJT8ToRA+qHRlci7SpJDCUM5WcRaR9tR7auaz/4N15SN3kLSU2FHcQjuPw9ttv8/rrr+N5Hv/8n//zFa+5evUqL774IpVKhQcffJD3vOc9W3Cm2xO6vv2z8s2ikzZD84PBD5TsvSICq91nECrPGogmr6RsagmoY8fk3WK0iFi6TxBKspZOKDVAKGXkSIvjHz2kSIgTJYeutMmeQoq6H1Kse9R8yWLd552pCsc7qNBU3IDvnJnlwqx6qMnIS8sQEs02SZuCqtc5n2l5XDY8fr3KcfYVUgznLapuSMUN+I33jPBXr1T5wWSlkWz80kCm7Y55NU4PgKlrCIJGpUyJ9XWOdiP2P7i02PGI/u3E8pgf6s2QtVx+4f5+DveunCZrdw83j3oP5Sxeul4kRHL/UK7BGYkT1/h4l+ar3FhylAox6jqfq/oc628/Ej9VcrkY8bNytr5i8qoZ8UI5XnQgWrw1TZGU675ydW++vgIpV1SiTg5mee7NKa4v1lmKfOJylk7dD7i+6DJR9LAM5bnVlTL48OEeXri8yMs3ikgEKV3nwkyNitNaAaxH1icDWaPxuSWC9x/o5p2pckOPJmWohEXTlFhmd/pmq/z8bJXvnJllvubRmzb59Ml+jvVnWj5DrGlzZrqiWpZZi7Qp6MtY/PR6ESEgY2kN5eRi3UfTwAzBMAWup/h1cWLSqR5Uc3s4JoOriTLVvvNDSSFtdqR9tfw9J0sOX31lAseTZByHa4t1Km5r4rsdsWOTnnK5zN/8zd+Qy+WYmppieHh4xWuuX7/ON77xDb74xS+STqf58pe/jBCCJ554YgvOePvhxIkTW30K2wLxePvLN4po4qbAWcpU4+FFx8cLQmxTI6Ur0mtMLh7tGlWJi200yLsVN6A/YzKQM8laOj1pk48c6YkekrLRmojfuydtUHEN5qs+86FqseQsjU6X7qLjM1/zQIBtasgQ/NBTvmEioOioabGN9uxvdfx6tfgulw/QhODdooGle6smG+udw0TJQRNwoMdGRK2Oqheu6xjdjNVG7DdyjNuF1UTh2iU80P4ebk6c/DDEl7JRMbNNvT1pVaokJGdquCHUvQBNtLqxt0Co1pJo0hdqnryKES+UN5bqzFeVWJ4QgoeGsghNMFlyWYg83Zr5WsN5u1GJcvyQP31jirofMpK3OTtTZa7qYRsa5ah6KlByD4FUvKyfXl/CDyV7CjbDeZulus8Pry62VZuouAGeJtB1jSAMyVqCAz0p3rOvq1EJGy86fOfMbEMZOm6VL694XZuvU3YC/s2H9retND+5v8DF+Sp/9c4sPWmDYt3H1FSFV0kNKff2+ZqP6ytF1CCElCnoijy7BrA63pA0c69uLLkgYX+PzYWZkLyteGLxwMR69/Xy90wZGgt1n+6UqRJfx+fCXI3pstNSjdxu2LFJTy6X4x/9o38EwPj4OJq2col4/vnnOXXqFD09qk3x2GOP8fzzz/PYY4+1fX0Mx3FadlC6rt+T5pynT5/m1KlTW30a2wexGE/03NYjM8pKNMItgpCMafArDw9yoCfDeNHh//W9dzCzXY3y8r/9xJGW6ZtOHN7jHaEmHGpewJG+SHsj0hxZr7LSZRvoQrBY8wmr6kNEAzRIZCRjLxsPzE5xq+PXq2KZfMBU2WGpUqevK71qsrHeOcQVtrLrR5NXalqsnWP0alhtxH4jx7hd2GjM293DzYlT1tSU+7eU2IZGsd5+Mm0orwT3LsxWFZdNwNG+TMONfTmGcjZH+9JcmKuumLxqRtHxWaj5LNbVOQxkLabKDufmajwykuPpw9384NIil+drK/haWUtnvOjwjbeneWuyTM7S6RpQaunvTFUo1n3Shs5QzmBvweb0dCXyF9OYrrjMlH0eHslGLU+D2bK3qg+XL0FIGYkMikjpvLVKHLcLm3Vt1qt4LT9G1tI50ptBAC/fKKpbQWiYWizSKNGFRl9GtdGUdYuGGdk//NW7sw1B0k43JMf6M/zO+/by1kSJn1wvUvMU2dwPVTLck+7svl6ekC/WfDTAdz3l2yFvOspvZ9wTK3m7Eu/CwgKXL1/mySefbPxsZGSEarXKtWvXOHjw4KrH+4M/+AOC4GYZ9NChQzz44IOMjIxw8eJFAIaGhpBSMj09DcCxY8e4ceMGtVqNVCrFvn37OH/+PACDg4Nomsbk5CQAR44cYXJykkqlgm3bHDx4kLNnzwLQ39+PZVmMj4833ntmZoZyuYxpmhw9epTTp08DSlE5nU4zNjYGwMGDB5mfn6dYLKLrOidOnOD06dNIKenu7iafz3P9+nUA9u/fT61W491330UIwalTpzh79ixBENDV1UVPTw9Xr14FYO/evVSrVebn5wG47777OHfuHL7vk8/n6e/v5/LlywCMjo7iOA5zc8qc7uTJk1y6dAnXdclmswwNDXHp0qXG9+H7PjMzM4AyQL127Rr1ep10Os2ePXu4cOFCI94AU1NTABw9epSxsbFGvPfv38+5c+cAGBgYwDAMJiYmADh8+DBTU1NUKhUsy+Lw4cOcOXMGgL6+PpZ8jXKpyOGMpNBdoFarsVgq8uK7VeabvJAksFj1uXz5CvUpjRcWMyzVffrEEteX4HvAB/IlbB28sBvZ1cX89WvMA/v27aNUKrG4uNg23r9yfzevn7vKP7gBhAFOrcbkUo2cCTlrL+fPn8fzPPRUBjvfw/zEDVKGYHR0lMVKnUqphClCPERj2swQoCHwgxDX81haKjIbVluu2evXrzfivXfv3pZrVgiBNz3F+3OS/hP7qSzM4k1f4eKSzYEDB9aM9/T0NOVyGcuyyAzsUfFNS9KZNLqmM71UZGasjK3DXKlO1pCUPOjJpihNXOXdeY2enh5yuRze9HXen5N0Hx4lrJdxp69wZlbj5MmTzN24xFN9Pv9tUrJYdTEIeKoPUtJhYmKOhYWFFddsV1cXvb29XLlyBYA9e/bwyYMp/vLsInNFn0I2xTPDMHPtArVcjsHBwTWv2atXr+I4DplM5rY9I371wYNcGptEuBW0JZegRz0j6r7EyvfQm0uxODNJqVSiVquteEYcNZb4aTVgQhqkDQFhSLFSJ5syyekBZ86dZz5rtDwjPjKape6anJ+poAnQCXnj4g26ZaXtNfvzx7v4+mtLlDwY7snx9B6DqxfOtsS7XPfwHViqBegyoOKp0e+S4/P62CJjc4I93XmkU6XkOrx0cZJHB20mb1yl7kv+25zNUtXDCD3myh5ngS7N5/5ueN+oxX0Hhvnjn15hbKZG4KuKj/B90p6DGxi8eGVe/UwIDvdnyehQaepwaUgyuqCQNnF8D01Kug2lPfTuu+8CkOnq4VvnK0wtVui2oCSy/MWrV/nZ4ZBFX0Mi8FyHWuASoIPQuHjxIrVJjQMHDrCwsNDyTD539iwLSy6OJ7B0jZSmVK335g0MQoo1lwHdZ3h/gTevL7Dghmia4GhvhvGZBf5kcYHffnI/j/fB354vcrkIewd7OZmqcPXCWXK5HAMDAy3PZNd16arM8qEuyfD+w7x58RovjtWpSY2ClePSpUt40xrDw8OEYbjqM+Kjh/v485cvc7kIhWyawz0WY4tV5otVNNNkTxoWblwiXEht6Bmx/JmcSqXarmuGYXD8+PHGdxM/I65fv76qyOJyCNnpK7cxvvKVrwDwxS9+sfGzCxcu8Ed/9Ed86UtfarS+ZmZm+L3f+z1+4Rd+gUcffXTFcXzf5/vf/z4nT57cFZWe8fFxRkdHt/o0thwVN2jooTTvmobzJv/xJxMrXv9/emovj+3t4isvT2CFDv3dXQ3Tvl+4rw8/VNWDePR4I0rBa5ETV/vdRMnhKy9P0GUr08ylusdLNxSx2tSVG3VP2uR/+8yxu96ugdXj++wTo/yXN67wt9fchtry5x8e4meObtweZabsrmplcTePcSfRPNVl6YJPnuijX5ZWvYcrbsB02eGrr05yYbZKKJXq8ImBbFveRcUN+P2f3GCu6jVaQvH3tNYQwHrVzO+cmeX3fzJG1bspepk1NazIIf3Dh3voyZiNe+jZJ0YYztuN67o3o8i252arlB2fh4Zz/OIDgy33xXfOzPLGeAkJnBzM4vghZ2fU66WUaELj2IB6/ZmoIgRQsDXuG84jxE0SdF/GbPnMzefRbND57BMj5G0jEtystrTG4/hW3ICpsgNSMJRX1is/vrrI7/9kDInS/dnXY4MU/ML9/QznbJ57c6pxr1yZr3GjWOfx0Tw9GWtFjDqJf7vvbLX7sZNjNL/neNHhz165iqtZ9DTxmbYCQRDwxhtv8Mwzz6y5Xt97K3mEpaUlAEzz5vxKHAjHcdb8W9u2dwXJt6ura/0X7QKs1lJ4faz9ZEw9MvHL2zpzZY2cHzJbcSnWff6fP7hOzVPeQR8+0sNizd+Q1P9qE2drERfjc1mMfjdTdRWZWlOjrildpy+7Od2ZzWCtls0nTw3xzClr08lG83j8reJ2HONOoZkbE7tqX5yr8ZuP9rHatkWpFdtUvbBh3CmEoOS2H+cvOj51X7KvO90y6r1We7UTGYXzs1XShoYXhg0Xcy0yw50se4wV66QtfUWLZrlG00DW5HBPimefGG35no71Z/jt9+7hrYkyL15bpO6rMW8/cn8XmgApubFY52hfWpnfOoFSWA8CPnG8j1fGipQigvTyVs9avLKspa8qTnh+tsofvzbBxbkaWqSK/vP39fOTa0uqCSTUlOWFmRqP7Mk3eFvN90qcKFW8kHT0nGmO0a3oQW12QKH5PVXsRwmN9v5f2xHbNun5sz/7M6VB0QYf//jHuf/++9f8+zjZCcOb1LX4/09G2xWuXbu2o+TD7yTaJRvTpfbJ8XA0IfHx4338yYvnma+amJpSXC27yuOm5Pj8+ZvTPDSSY0/TOG4n497tHmRrPaiG83bLg9IQGqYmcMOQtKnTlTK2VHcGVk/mrl27xoGjJ+jPWmR2wANzq9DMjfGDkELaYKnm81dvTfDA3tX5GFMll+mSQyFlKI8oN2C65LSdsrpdxPXl5z1f80hbOl0pnetLDkGoxrOX6gE9KYPBnN2WvxRrNP3J61NU3ApZy+CZR9pbL2QtZWz64EiOkuMztljnJ9dLuIFsaC+FBLiB5J3Jm/pVg5bPgyO5xt+ttnA/tifPT64ttT3PmDMzXVZO6UN5VeH949cmeX28HBGUJe9Olxv6QCcHs9xYVAR6CTwykmvoKC2/V8aLzu3j1XH7v+fZibEdtY5s26Tnl3/5lzt+bbsOXVzFKJfLDAwoUau4wnMvu4snuHUsTzZGmrRhYuRtvSFkd6w/w2f2G4weGuHcTJV/uLqELlD6GiHUfCX8tZlx7xjrPajiB+V02eWb70wz0mWzWPMoOQFLolVIbSux/E69Xg55/uXxDRtf7jZ02QaWLijVfQppA9cPyds6XuivfU1FU1aaJjF1gaa1n7KCO0Bcj867N21ybb6OKyFvGRRdn0CqdtI/fmSIJ/cX2iYcFTfgxatLuEGgkvhA/bvZd635tXEbeThvM1fxGl5arbRauYxQLxufffl7Fx2fmbLLC5cXKTnK/+rDhws8OJJf8f5xYhJfx/cNZbkwVyMIQ2xDI5DK067k+PSmTbxQcnIww2TJwdA0Xp8o8+NrxZZ7IG6P5Wy9rTHwraL5e54pK1HE7fJ8uBvYtknPRhCXbZuxb98+MpkM4+PjHDp0CFCcnt7e3kYStNuxb9++rT6FbY2hnM2xvjSnp6sEMkQXGseWTagcO7SffPyQlZJ6IPEC5bgsBFSckHqbsvRG0cmClLWUU3PdlxzqTaML5VS9XEhtK9COjzTaZfNuNUMtvDXjy92ErKXzyRN9XJxTlgt5W6c7bTKYXruC1+mUVYyN+oatx1nLWjqfPtlP2VG2GmlL59hAmg8c6OaJvV0tU3rLcWW+xtmZCpoQFDLGqlpA7a6ttKXRZRuUXSVUaEhImzqmobX48S1U6iuSxuWK2L0Zk0O9yibllbESDy7zoGvXev7xlcVILgB8NwQBupBYusbR/jQXZmuNdlol0q1afg8sT6Q+fryP4dvkZt5sT+EEkhcuL5I29VvacOy0deSeSHqaW1gxdF3nAx/4AC+//DKPP/44pmny0ksv8ZGPfGTNcfXdhFKpRD7fuY/LbkTeNuhO6SAMiHZazYhjGCsJz1c9gijhydsGAznrtu2aO1mQlleElgupbQVW4yN96kQ/i9U6e/oKt6Uadq/joZE8//IDe/nu2TncyBvr0Z5wzVitxTlZ6282S7pvxrF+ReydLrss16la69jffHeGJSdAI7KqaKMFFF9bc1WPvG20uJ+fGsxybrbaeO3h3hTdabPlOrQIViiAx9dqXGnRBOgiver12a71PF50MDRB5CNMGIKmCy7N17g0XyNl6HzqRC+PjHbx3JtTDZJ0/B7TZbcj8cFbRbM9xWBuc8ffaevIPZH01OvtHa+feuopgiDgP/2n/4RhGLznPe/hgQceuMtnt32xuLiYTG+tgdip/X37Cw39nuW6OXEMfSk52JMiY2o4QYitawzmLD734ABpU79tJL/1FqSspfOhQ938zVlVuu7uUIPjTmI1PpIQEiP0biuH5F7HQyN5RvI2kyWH4bzNzLUL6/5NzDnZ6JTPWuhUEThG1tJXcIjWO7YfSvoyJrMVl5mKIucf72+tUhUdn/Giw3zN58aS03AMj93Pv/nONDNVb4WZabwROWpUVk1gNAH5lKowxc717a7Pdq3njKmxp8sma+rUgxAZShbqPl4g6cuazFddvn16lvuGsm3b1rGq+mbV0FfD7VJbh523jtwTT5d/+S//ZYuuTjOefvppnn766bt8RjsDy1uCCVqxfCqq3aIcxzA2rYwl3uPSdSe72tuJ87NVXri8iBtI7KhXv9UcmdX4SIM5m/cNGZz3jNtWDbvXsby6csyUdEIhvZUpn7VwOxfN1Y49nFetuzPTFUqOz9G+NB892tPyWkMIZiseRUdVehZrreKLhiZI6VrDzHR5tfTaxXLL8ZZfq90pnTCUVN1w1Q1Eu9bzhw5188LlRTKWR97WubHosBAZ7QaBcm6fqXg89+Z0w56i+R4YynUuPngruJ1k5p22jtwTSQ/sDh+p241EjXltdMKjiWPY/NrVRl/vNJabVc5WFAnzSF97C4O7hbXi+PH33M9Tt6A1shvRrrpyni6ecoO7Hrc7Mem12rH3FGw83yRtanz/0iKvjpUarTRfStKmxlwVZsoeuiZIm8qeIvYfazc9Gcdr+TNw+bW6t5DiC490N9rXq8W5Xes5beoNTy7b0NCFYKLkNPhEaVNpaJ2ZrrQlKt9uUvlan3Mzx99p68g9k/Qk2DjOnj2b+G+tg/V4NM0x3CgJ9HbjTu6+N4tj/Rm6U0ajLRMTWOP4bfX57QS0+36vTM5RcgbvevzuxKTXasfusnUqQgkZLm+lGUIZgFq6IJ9RRsE1L6TqdXYvtHsG3up93K6a5vohVSdgvuYxkDWZrXpUXTXVeWowy55CqmGyupykfKefJ7fr+DttHUmSnl2M1VqCCVqxVmtgeQxvdxthI7iTu+/NYjXSa3INdo52329aX0muv1u41UWzE5Xy5mNX3bAt2bfk+EigP2uiCQik8tjqzZhkzM7uhdWuv83ex7ER6bnZCn4IpbpPf87iqQMF3pqq4PghvRFfaa179HY8T9aK9+04/k67h7f+aZhgy5AoMm8e2ymGd3L3vRmsqSa9jeK33dHu+31kqGvLW5cbef9OJ76aj11xgzUTmPZcOquje+FOXX9T/Ekl6QAAGF1JREFUZYd3pytUPTV95kvJdMnhQLfNYNZiqe6vyRO6XdhIvG8VO+0eTpKeXYxEpHHz2G4x3OoWWzus1XbbbvHb7lj+/Qp/bUud7YSNTnzFWC+ZX41L18m9cKeuv5obUnUjd3tTo+6DF8LpqQqFtMln7x/gsT35O3qP3mq8N4qddg8nSc8uxpUrV3aUfPh2xHaM4Va22NphrbbblQsXt138tjuav993L2y/6281bIZztlYCs9bv1rsX7tT9mzbjKpUaU5eAqcF9w1lAcHm+xjOHe+7ofXq3OH7b8Rm4FhKVvgQJbgMqbsBEyaGyipnjbka8Uy+kktH03Yzm5DdWKc/besecpKylM5xfXQdotd9tBYbyFqcGs3SlTFKmGpkfzFns6UoxnLdZrPlcnK/e0efFZuN9r2J3f/pdjj179mz1KdwVdEKcvFXs2bPnrvTNdzpW243vlmvwTmEnxW87cs7uVPxiJezvnJllpuIyVfLoz5oEEi7P15ivevzVO7P0RJyeO/G8uFvx3knXICRJz65GrVa75x3n73RCMl+s8L3rwR3vm98LaNdq2A3X4J3ETovfduOc3cn4HevP8Nvv3UPJ8ZmOjEtnyi7zVY/ejLFp+4dOz+FOx3unXYNJe2sXY35+fqtP4Y6imcjXm1GeO987N3dbS8o3ZhZW9M1LkVVFgvVxr1+Ddxo7MX7bqRV1N+IngSN9GZ59YpSfv7+ffd0pDvVm7trz4k7He6ddg0mlJ8E9i7tB5MsabFttnAQJ1sKdbPsmaF9lPtKboSdtJM+LLURS6dnF2Gny4RvF3SDyPfrgfQlJdxO416/BO41bjd/52Sp/+PI4X3l5gj98eZzzTW7k2w2dDAnc6iDBnbr+VqsyA/fc82Kn3cNJermLceHCBY4dO7bVp3HHcDeIfHEMtxNPYSfhXr8G7zRuJX53S7/ldqATTt5meHt36vpbq8q83XhNa6GTauBOu4eTpGcXw/O8rT6FO447/YCJY7jdtHF2CnbDNXgncSvx284ebc3oJDnbbAJ3p66/9SxhdsLzotNkcqfdw0l7axcjl8tt9SncFdxJIt9uieGdQhK/zeFW4rdT9FvaJWfLSb+dvGYt3Knrb6drU21kCGSn3cPb6ypPcFcxMDCw1aew4xHH8HaQQncjsTS5BjeHW4nfdtTLaYdODHQ3a7J7J6+/ndTGWo6NVAN32j2cJD27GJcvX95R8uHbEZcvX8YcPLhpLaDdKnCYXIObw63GbycsyJ0kZ5tN4O709bcT2ljtsJFkcqfdw0nSkyDBJlD3Jc+fm2Ou6pG3deaq3oZJoTuJWJrg3sFOWJA7Sc52QgK307BTqoG3giTp2cUYHR3d6lPY8cj1DTI+vsRcxcMNQyxNw/HDDZFCdwqx9E4guQY3h90Qv06Ss1tN4HZD/G4VnSaTOy2GSdKzi+G67lafwo5H4HmMLTks1Dx0TRCEkrofogvR8TE2y0vYyUiuwc0hid/mkMRvbXSSTO60GCbTW7sYs7OzW30KOx5jM/P4YQiAH8rof0PKGxBJ2+mTHptBcg1uDkn8Noe7Hb9bFVHczu+5067Be38rmSDBHUbNl9R82fi3oUuU407nSHgJCRLc29iKYYXdOiCxFpJKzy7GiRMntvoUdjxG9+2jumwHVXUDHD/c8LG2kxHj3UJyDW4OSfw2h7sVvztlfrxWFeduGC7DzrsGk6RnF+PKlStbfQo7Hq+cH0NGRZ34ZpISri3Wt+ycdhKSa3BzSOK3Odyt+G1WRLEd1vNPuxPv2Q477RpMkp5dDMdxtvoUdjyymo+mqRvJiP5X06A/bW71qe0IJNfg5pDEb3O4W/G73SrYnVRx7pby9k67BpOkZxcjm81u9SnseNw33MXRvgyaBkGoEp6jfRlODO0safatQnINbg6bid9WkGq3G+7W9Xe7hxU6qeLcrQGJnXYPJ0TmXYzh4eGtPoUdj0N7R/jXhYCvvznNVMVhKGvzuYcGb+nBshttKJJrcHO41fglBFeFu3n93c5hhU5lLu7GgMROu4eTSs8uxsWLF7f6FHY8Ll68yLH+DP/6g/v4nz58kH/9wX23tHis15+/V5Fcg5vDrcTvbhFcdwLu9vV3u4YVNlLFudMDEjvtHk4qPQkS3AZsRtI/saFIcDexmxXA7yUkMhe3hiTp2cXYaWXJ7YjbEcPdvAgl1+DmcCvxi1sjkyWHvK1TcgL6MuauUABfjp1+/W0H/7SdFsOkvbWLEYYb15JJ0IrbEcO7NWWxHZFcg5vDrcQva+mcHMwytuTw6liJsSWHk4PZLV88twLJ9bd57LQYJknPLsb09PRWn8KOx+2I4W62odhO1+BOnGa6lfhV3IAz0xX2FGwe29PFnoLNmenKjvrctwvb6frbqdhpMbz3t5IJEuwAJP35rcVummaK26nDeZuUoZG19F3TTk2QIKn07GIcO3Zsq09hx+N2xnA32lBsh2twJ08z3Ur8dnM7dTm2w/W307HTYpgkPbsY169f3+pT2PFIYrg5bIf43S25/juBW4nfbm6nLsd2uP52OnZaDHdfap+ggXo98YfaLJIYbg7bIX6dCr1tR9xq/JJ2qsJ2uP52OnZaDJNKzy5GOp3e6lPY8UhiuDlsh/jt5MrHZuK3G9upy7Edrr+djp0Ww+2/lUlwx7B3796tPoUdjySGm8N2id9OrXxsl/jtVCTx2zx2WgyTSs8uxvnz57f6FHY8khhuDtspfjux8rGd4rcTkcRv89hpMUySngQJEiRIkCDBrkCS9OxiDA4ObvUp7HgkMdwckvhtDkn8NockfpvHTothkvTsYgghtvoUdjySGG4OSfw2hyR+m0MSv81jp8VwRxOZr1y5wttvv83c3BxSSu6//36eeOKJli/h6tWrvPjii1QqFR588EHe8573bOEZby9MTU3R19e31aexo5HEcHNI4rc5JPHbHJL4bR47LYY7Num5ceMGf/VXf8Wv/MqvMDQ0xNmzZ/nTP/1T6vU6H/rQhwAlmvSNb3yDL37xi6TTab785S8jhOCJJ57Y4rNPkCBBggQJEtxt7Nj21tDQEJ/61KcYGhoC4MSJExw6dIjXX3+98Zrnn3+eU6dO0dPTQyqV4rHHHuP555/fca6wdwpHjhzZ6lPY8UhiuDkk8dsckvhtDkn8No+dFsMdm/SYprnC88M0zUZCs7CwwOXLlzl06FDj9yMjI1SrVa5du7bmsR3HafnP97e/HP2tYGJiYqtPYccjieHmkMRvc0jitzkk8ds8dloMd2x7aznCMGR8fJyjR48CMDc3B0BXV1fjNdlsFlAJ0cGDB1c91h/8wR8QBDfNBg8dOsSDDz7IyMgIFy9eBFSlSUrJ9PQ0oEzXbty4Qa1WI5VKsW/fvoZ+weDgIJqmMTk5CajMeHJykkqlgm3bHDx4kLNnzwLQ39+PZVmMj4833ntmZoZyuYxpmhw9epTTp08D0NvbSzqdZmxsDICDBw8yPz9PsVhE13VOnDjB6dOnkVLS3d1NPp9v+KTs2bOHc+fOUalU0DSNU6dOcfbsWYIgoKuri56eHq5evQoo8alqtcr8/DwA9913H+fOncP3ffL5PP39/Vy+fBmA0dFRHMdpxP/kyZNcunQJ13XJZrMMDQ1x6dIlQCWhvu8zMzMDwPHjx7l27Rr1ep10Os2ePXu4cOFCI96g+scAR48eZWxsrBHv/fv3c+7cOQAGBgYwDKNxMx4+fJipqSkqlQqWZXH48GHOnDkDQF9fH7Ztt8R7dnaWUqmEYRgcP36cd999txHvTCbDjRs3GnGJY2gYxop4d3V1NRLsffv2USqVWFxcRAixIt69vb1cuXKl8d3UarVGvE+dOsWFCxfwPI9cLsfAwEBLvF3XZXZ2FlAVzytXruA4DtlsluHh4cY1Ozw8TBiGLdfs9evXG/Heu3dvyzUrhGjE+8iRI0xMTFCtVrFtmwMHDqwZ7+npacrlctt4p1IpxsbGkFJy5coVhBCNGDbHu6enh1wu17hm9+/fz9LSEktLS2iaxsmTJzlz5gxhGFIoFCgUCi3xLpfLLCwsrLhm28W7Xq+3vWZzuRyDg4NrXrNXr17FcRwymcxdfUaMjY0xNTVFf38/8/Pzt/0ZsX//forF4qrX7E5/RgghuHTpEpVKhSNHjtyRZ8SBAwdYWFhYNd47/RkhpWzE8OjRo7f9GbH8ml3rGSGlpBMI2ekrtzleffVVvvOd7/Av/sW/oLe3l1deeYVvf/vb/Kt/9a8aJKuFhQX+3b/7d3ziE5/gySefXHEM3/f5/ve/z8mTJ9H1mwJluq5jGPdMfgioatZ//I//kS996UvYtr3Vp7MjkcRwc0jitzkk8dsckvhtHtsphkEQ8MYbb/DMM8+suV5v25X8z/7szxrZ8nJ8/OMf5/7772/8+/r163znO9/hmWeeobe3F1CtLqCFvxP//4VCYc33tm27JelJkCBBggQJEux8bNuk55d/+Zc7et3i4iJ/+qd/ypEjR/jgBz/Y+Hnc1iqXywwMDAAqKwUaiVGCBAkSJEiQYPdg2yY9naBUKvG1r32Nnp4ePve5z7Xo8+zbt49MJsP4+HiDzDwzM0Nvb28jCVqOuNPXzOe5VxEEAbquEwTBrvi8dwJJDDeHJH6bQxK/zSGJ3+axnWIYv/96jJ0dy+lZWFjgq1/9KpZl8eyzz5JKpVa85oc//CEvv/wyX/rSlzBNkz/4gz/gySef5IEHHmh7zHq9zg9/+MM7feoJEiRIkCBBgjuAp556qm0+EGPHJj1/93d/xz/8wz/Q19dHPp9HSkkQBNRqNZ599llyuRwAP/jBDzhz5gyGYfD444/z8MMPr3rMMAxxXRdd13ectHaCBAkSJEiwWxHnAJZloWmrq/Hs2KQnQYIECRIkSJBgI9ix4oQJEiRIkCBBggQbQZL0JEiQIEGCBAl2BZKkJ0GCBAkSJEiwK7CjR9YTJNgKBEGAlPKeU+m+m5BSJsMCtwjf95menmZ6eprDhw+3WO0k6BzJNbgxnD17lpdeegnHccjn8zzzzDMN64+dhITIvAsQhiGvvPIKly5dolgskslkeN/73tfwKQuCgOeff57r16+Ty+X42Mc+Rk9Pzxaf9fbE9PQ0v//7v88DDzzAZz/7WSCJ33qYnZ3lueeeo1Ao4LouruuSyWT4p//0nwJJ/DaCc+fO8d3vfpeHH36YEydONDzSkhiuji9/+ctUKhXS6TS6rqNpGouLizz22GM8/fTTSew6wOnTp/nLv/xLfuM3foPh4WH+63/9r7z++uv87u/+LpZl7agYJu2tXYAzZ85w5coVPvvZz/Lss89iGAZ//Md/3DDx+/M//3PCMOQ3fuM3OHz4MF/96lfxPG+Lz3r7wfd9vvGNbyCEaEgiQBK/9VAsFnnooYf4tV/7NX7jN36DL33pS42EB5L4dYp3332Xb37zm3zhC1/g6aefZmhoqFGpSGK4Op599ll+93d/l9/5nd/hN3/zN/nCF75AvV5vyJcksVsfb731FgcPHmR4eBiA+++/n0ql0jCN3UkxTJKeXYBTp07xuc99jlQqhWmaPPjgg0gpqVarXL16lbNnzzYsPB599FHq9TqvvPLKFp/19sPf/d3fcfz4cbLZbMObLYnf+igWi+Tz+ba/S+LXGZaWlvjLv/xLPvWpT9Hf39/yuySGa2O5j+Lbb7/NgQMHKBQKSew6RHd3N1NTU/i+D8DY2Bj5fJ6BgYEdF8Mk6dkFEEI0xJqWlpZ49dVXeeihh9i/fz+vvfYaw8PDZDIZADRNY2hoiLNnz27lKW87XL16lcuXL/P000+3/DyJ3/pYK+lJ4tcZfvSjH5HNZtuqyScx3BheffVVHn/8cSCJXad47LHH8H2fr371q7z99tu8+OKLfOELX8AwjB0Xw4SJuUtQLpf5oz/6I6anpzlx4gQf+9jHEEIwNze3ggiZyWQYGxvbojPdfnBdl29961v80i/90opdYxK/9VEsFnnhhRd44YUXcF2XgwcP8swzz2BZVhK/DnH16lX27NnD9773PcbGxujq6uLxxx/n4MGDSQw3gKmpKYrFYoPPmMSuM/T39/Prv/7r/P7v/z5f//rX+ehHP8rIyAiw82KYJD27BLlcji996UvU63W+/e1v8x/+w3/gt3/7t1lcXKS7u7vltaZpNhzpE6i21qlTpxgdHV3xuyR+6+ORRx6hr6+PdDrNwsICX/nKV5iYmODXf/3Xk/h1gDAMmZ2dZXBwkI985CPous6PfvQjvva1ryUx3CDiKndc+U5i1xlc1+Vv//Zv+fjHP06pVOLv//7vKRaLfOYzn9lxMUzaW7sMqVSKn/u5n6NWq/Hiiy9imiZhGLa8JgxDCoXCFp3h9sLY2BhXrlzhmWeeafv7JH7rY+/evaTTaQB6enp48sknuXz5MpOTk0n8OkClUiEIAg4cOIBpmmiaxlNPPUU6neYnP/lJEsMO4Xkeb775Zov/YhK7zvCtb32L/v5+3vOe9/DRj36UT37yk7z88su89tprOy6GSaVnFyKVSpFKpajVahQKBcrlcsvvHcfZtuOGdxvXrl1D13X+6I/+qPGzUqnEa6+9lsTvFtHX1weoOCbxWx/pdBohBKVSqfEzIQTd3d3Mz88nMewQ77zzDl1dXQwODjZ+lsRufRSLRd5++21+8zd/s/Gz9773vfzDP/wDFy5c2HExTCo9uwA3btxo+Xe5XKZWq7Fv3z5OnDjB9PQ0QRA0fj89Pc3Jkyfv9mluS7z//e/nn/2zf8YXv/jFxn+5XI7Dhw/zqU99KolfB7h+/XrLv+MH5ODgYBK/DmAYBqOjo0xMTLT8vFar0dfXl8SwQ7z88ssriOBJ7NaH67oALUKOQghSqRSZTGbHxTBJenYBvv71rzdIZb7v893vfpfR0VEeeeQRHn74YUzT5OWXXwaUpo9lWTz44INbecrbGs03dxK/teF5Hl/72teYnJwE1A7wpz/9KY8++iiFQiGJX4f42Z/9Wc6fP8/ly5cBGB8fZ2Fhgfe9731JDDvAxMQEY2NjK5KeJHbro6+vj8HBQV588cVGG+vSpUuUSiU+8IEP7LgYJorMuwBvvPEGr7/+Opqm4bouBw4c4IMf/CCpVAqAmZkZvvvd71Kv1+nq6uLnfu7nGuOHCVbi3/7bf8uDDz7YUGRO4rc23nrrLV5//XWklHiex7Fjx3jqqacak3BJ/DrD6dOn+cEPfoBt2xiGwfve9z6OHTsGJDFcD9/61reYnp7mt37rt1b8Lond+lhaWuJv//ZvmZubI5PJYBgGH/vYxxgYGAB2VgyTpCdBggQJEiRIsCuQtLcSJEiQIEGCBLsCSdKTIEGCBAkSJNgVSJKeBAkSJEiQIMGuQJL0JEiQIEGCBAl2BZKkJ0GCBAkSJEiwK5AkPQkSJEiQIEGCXYEk6UmQIEGCBAkS7AokSU+CBAkSJEiQYFcgSXoSJEiQIEGCBLsCSdKTIEGCewqe5xGGYcMosZPXB0HQ8BVKkCDBvYsk6UmQIME9hf/8n/8zuq5j2zYvvvjiuq8/efIk+Xyeubm5u3B2CRIk2EokSU+CBAn+/+3dMUvrUADF8aMUstihZL2li6SjoIMUBDenfILQQYiLpZPg0I9RBwfnLoWCtODmUicHm7UOYoPg4BBwTOmQNzzeA3kP3/QSuPf/G5M7nPFwEhKrRFEkY4wk6fb29tuzSZLo9fVVp6env3+eCMBelB4AVqnVaur3+5KkyWTy7dnxeKzt7W1dXFyUEQ1AxfjLOgDrZFkmY4zyPNfj46MODw//OLPZbNRsNnV0dPTPcgTADiw9AKzj+76iKJIkjUajv56ZzWb6+PjQ5eVlmdEAVIilB4CVkiTRwcGBfN/X+/u7PM/7cv/k5ER5nuvh4aGihADKxtIDwEr7+/vqdDrKskzT6fTLveVyqfv7e1YewDGUHgDW6vV6kqSbm5sv16+urtRutxWGYRWxAFSEx1sArLVer2WMUZZlen5+VhAE+vz8lDFGw+FQcRxXHRFAiVh6AFjL8zzFcayiKHR9fS3p5+pTr9fV7XYrTgegbCw9AKy2Wq20u7urnZ0dpWmqvb09nZ+fazAYVB0NQMkoPQCsF4ah7u7udHx8rMViobe3NzUajapjASgZj7cAWO/XF5rn87nOzs4oPICjWHoAWK8oCgVBoDRN9fLyolarVXUkABWoVR0AAP63ra0t9Xo9PT09UXgAh7H0AAAAJ/BODwAAcAKlBwAAOIHSAwAAnEDpAQAATqD0AAAAJ1B6AACAEyg9AADACZQeAADgBEoPAABwAqUHAAA4gdIDAACcQOkBAABOoPQAAAAn/ACVDn2zSyLBzwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data.V, residuals, \".\", alpha=0.5)\n", "plt.xlabel(\"V\")\n", "plt.ylabel(\"Residual\");" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data.AP, residuals, \".\", alpha=0.5)\n", "plt.xlabel(\"AP\")\n", "plt.ylabel(\"Residual\");" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data.RH, residuals, \".\", alpha=0.5)\n", "plt.xlabel(\"RH\")\n", "plt.ylabel(\"Residual\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed, except for a minor quadratic shape to the residuals of variable AT (which we will ignore here), the residuals look random, without any systematic feature apparent that might indicate that our linear model is not appropriate for this data. \n", "\n", "We also check that the variance of the residuals is normally distributed by plotting a histogram or a QQ plot of the residuals, as shown below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(residuals, bins=40, alpha=0.5)\n", "plt.title(\"Histogram of the residuals\");" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scipy.stats.probplot(residuals, dist=scipy.stats.norm, plot=plt.figure().add_subplot(111));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Goodness of fit" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: PE R-squared: 0.929
Model: OLS Adj. R-squared: 0.929
Method: Least Squares F-statistic: 3.114e+04
Date: Wed, 30 Oct 2024 Prob (F-statistic): 0.00
Time: 11:01:34 Log-Likelihood: -28088.
No. Observations: 9568 AIC: 5.619e+04
Df Residuals: 9563 BIC: 5.622e+04
Df Model: 4
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 454.6093 9.749 46.634 0.000 435.500 473.718
AT -1.9775 0.015 -129.342 0.000 -2.007 -1.948
V -0.2339 0.007 -32.122 0.000 -0.248 -0.220
AP 0.0621 0.009 6.564 0.000 0.044 0.081
RH -0.1581 0.004 -37.918 0.000 -0.166 -0.150
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 892.002 Durbin-Watson: 2.033
Prob(Omnibus): 0.000 Jarque-Bera (JB): 4086.777
Skew: -0.352 Prob(JB): 0.00
Kurtosis: 6.123 Cond. No. 2.13e+05


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 2.13e+05. This might indicate that there are
strong multicollinearity or other numerical problems." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & PE & \\textbf{ R-squared: } & 0.929 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.929 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 3.114e+04 \\\\\n", "\\textbf{Date:} & Wed, 30 Oct 2024 & \\textbf{ Prob (F-statistic):} & 0.00 \\\\\n", "\\textbf{Time:} & 11:01:34 & \\textbf{ Log-Likelihood: } & -28088. \\\\\n", "\\textbf{No. Observations:} & 9568 & \\textbf{ AIC: } & 5.619e+04 \\\\\n", "\\textbf{Df Residuals:} & 9563 & \\textbf{ BIC: } & 5.622e+04 \\\\\n", "\\textbf{Df Model:} & 4 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{Intercept} & 454.6093 & 9.749 & 46.634 & 0.000 & 435.500 & 473.718 \\\\\n", "\\textbf{AT} & -1.9775 & 0.015 & -129.342 & 0.000 & -2.007 & -1.948 \\\\\n", "\\textbf{V} & -0.2339 & 0.007 & -32.122 & 0.000 & -0.248 & -0.220 \\\\\n", "\\textbf{AP} & 0.0621 & 0.009 & 6.564 & 0.000 & 0.044 & 0.081 \\\\\n", "\\textbf{RH} & -0.1581 & 0.004 & -37.918 & 0.000 & -0.166 & -0.150 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 892.002 & \\textbf{ Durbin-Watson: } & 2.033 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 4086.777 \\\\\n", "\\textbf{Skew:} & -0.352 & \\textbf{ Prob(JB): } & 0.00 \\\\\n", "\\textbf{Kurtosis:} & 6.123 & \\textbf{ Cond. No. } & 2.13e+05 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified. \\newline\n", " [2] The condition number is large, 2.13e+05. This might indicate that there are \\newline\n", " strong multicollinearity or other numerical problems." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: PE R-squared: 0.929\n", "Model: OLS Adj. R-squared: 0.929\n", "Method: Least Squares F-statistic: 3.114e+04\n", "Date: Wed, 30 Oct 2024 Prob (F-statistic): 0.00\n", "Time: 11:01:34 Log-Likelihood: -28088.\n", "No. Observations: 9568 AIC: 5.619e+04\n", "Df Residuals: 9563 BIC: 5.622e+04\n", "Df Model: 4 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 454.6093 9.749 46.634 0.000 435.500 473.718\n", "AT -1.9775 0.015 -129.342 0.000 -2.007 -1.948\n", "V -0.2339 0.007 -32.122 0.000 -0.248 -0.220\n", "AP 0.0621 0.009 6.564 0.000 0.044 0.081\n", "RH -0.1581 0.004 -37.918 0.000 -0.166 -0.150\n", "==============================================================================\n", "Omnibus: 892.002 Durbin-Watson: 2.033\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 4086.777\n", "Skew: -0.352 Prob(JB): 0.00\n", "Kurtosis: 6.123 Cond. No. 2.13e+05\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The condition number is large, 2.13e+05. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n", "\"\"\"" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The $R^2$ for this model is 0.929, which means that it explains roughly 93% of the variance of the output power. Interpretation of this number is dependent on the application (for instance, models used to understand health effects tend to have lower $R^2$ values than those used for physical models), but is quite satisfactory for this application. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 1 }