{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyzing weather data" ] }, { "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", "This notebook contains an introduction to use of Python, pandas and SciPy for basic analysis of weather data. It contains no contributions to meteorological science, but illustrates how to generate simple plots and basic model fitting to some real physical observations.\n", "See the [associated course materials](https://risk-engineering.org/statistical-modelling/) for background information and to download this content as a Jupyter/Python notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy\n", "import scipy.stats\n", "import pandas\n", "import matplotlib.pyplot as plt\n", "plt.style.use(\"bmh\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s download and import some data on weather conditions in 2013 at Toulouse airport (official code name is “LFBO”), from the `wunderground.com` web site, using the pandas library. (For convenience, because access to historical data requires you to create an account, we have downloaded data for 2013, cleaned it up a little, and uploaded to the `risk-engineering.org` website.) We then look at the first few lines of data, using the `head` method of the pandas dataframe." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CETMax TemperatureCMean TemperatureCMin TemperatureCDew PointCMeanDew PointCMin DewpointCMax HumidityMean HumidityMin Humidity...Max VisibilityKmMean VisibilityKmMin VisibilitykMMax Wind SpeedKm/hMean Wind SpeedKm/hMax Gust SpeedKm/hPrecipitationmmCloudCoverEventsWindDirDegrees
02013-1-11296875938676...311052614NaN5.087.0Rain234
12013-1-2974642938671...3111102316NaN0.005.0NaN298
22013-1-384042-11008769...191010135NaN0.005.0NaN118
32013-1-47657641009483...1061105NaN0.008.0Fog292
42013-1-57656641009490...1192168NaN0.008.0NaN306
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5 rows × 23 columns

\n", "
" ], "text/plain": [ " CET Max TemperatureC Mean TemperatureC Min TemperatureC \\\n", "0 2013-1-1 12 9 6 \n", "1 2013-1-2 9 7 4 \n", "2 2013-1-3 8 4 0 \n", "3 2013-1-4 7 6 5 \n", "4 2013-1-5 7 6 5 \n", "\n", " Dew PointC MeanDew PointC Min DewpointC Max Humidity Mean Humidity \\\n", "0 8 7 5 93 86 \n", "1 6 4 2 93 86 \n", "2 4 2 -1 100 87 \n", "3 7 6 4 100 94 \n", "4 6 6 4 100 94 \n", "\n", " Min Humidity ... Max VisibilityKm Mean VisibilityKm Min VisibilitykM \\\n", "0 76 ... 31 10 5 \n", "1 71 ... 31 11 10 \n", "2 69 ... 19 10 10 \n", "3 83 ... 10 6 1 \n", "4 90 ... 11 9 2 \n", "\n", " Max Wind SpeedKm/h Mean Wind SpeedKm/h Max Gust SpeedKm/h \\\n", "0 26 14 NaN \n", "1 23 16 NaN \n", "2 13 5 NaN \n", "3 10 5 NaN \n", "4 16 8 NaN \n", "\n", " Precipitationmm CloudCover Events WindDirDegrees \n", "0 5.08 7.0 Rain 234 \n", "1 0.00 5.0 NaN 298 \n", "2 0.00 5.0 NaN 118 \n", "3 0.00 8.0 Fog 292 \n", "4 0.00 8.0 NaN 306 \n", "\n", "[5 rows x 23 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pandas.read_csv(\"https://risk-engineering.org/static/data/TLS-weather-data-2013.csv\")\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `columns` field of the dataframe provides access to the names of the columns." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['CET', 'Max TemperatureC', 'Mean TemperatureC', 'Min TemperatureC',\n", " 'Dew PointC', 'MeanDew PointC', 'Min DewpointC', 'Max Humidity',\n", " 'Mean Humidity', 'Min Humidity', 'Max Sea Level PressurehPa',\n", " 'Mean Sea Level PressurehPa', 'Min Sea Level PressurehPa',\n", " 'Max VisibilityKm', 'Mean VisibilityKm', 'Min VisibilitykM',\n", " 'Max Wind SpeedKm/h', 'Mean Wind SpeedKm/h', 'Max Gust SpeedKm/h',\n", " 'Precipitationmm', 'CloudCover', 'Events', 'WindDirDegrees'],\n", " dtype='object')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data consistency checks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is good practice to run a few checks on your data, to make sure that you understand how the columns are encoded and to check things look sensible. A simple way of writing such checks in Python is to use the `assert` function to write a few assertions. If an assertion fails, Python will print an error." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can check that the number of days for which we have data is a plausible number of days in a year. We can check that on each day, the maximum recorded temperature is larger than the mean and the minimum for that day, and likewise for the recorded wind speeds. We can also check that all wind speeds are positive." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "assert(0 < len(data) <= 365)\n", "for index, day in data.iterrows():\n", " assert(day[\"Max TemperatureC\"] >= day[\"Mean TemperatureC\"] >= day[\"Min TemperatureC\"])\n", " assert(day[\"Max Wind SpeedKm/h\"] >= day[\"Mean Wind SpeedKm/h\"] >= 0)\n", " assert(360 >= day[\"WindDirDegrees\"] >= 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What was the lowest temperature measured in 2013?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-40.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def FahrenheitToCelsius(F): \n", " return (F - 32) * 5 / 9.0\n", "# as a basic test, check that our Fahrenheit and Celsius scales intersect at -40\n", "FahrenheitToCelsius(-40)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-7" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"Min TemperatureC\"].min()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at how the mean daily temperature changed over the year." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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PQ4cOAQCWL1+OYDCIyclJAMCGDRvQ29uLWCyG6upqNDU14eDBgwCApUuXIhwOY2JiAgDQ3d2NAwcOIBKJwOfzYcmSJThw4AAAoK2tDbFYDGNjYwCAtWvX4vDhw5ifn4fH48GyZcuwb98+9fsGgJGREQDA6tWrMTg4qH7fHR0d6O3tBQA0NzfDbrfjyJEjAICVK1diZGQEgUAATqcTK1euxO7duwEAjY2NcLlcmu97fHwcc3NzsNvtWLt2LXp6etTv2+v1qtmCnZ2dmJqaMvy+w+Gw+n23t7djbm7O8PtuaGhAX18fgIS1MhQKqd/3+vXrsW/fPkSjUVRVVaG5uVnzfUciEYyPJ/oirVu3Dn19fQiHw/D5fGhtbVWv2dbWVkiSpLlm+/v71e97+fLlmmtWEAT1+161ahWOHDmCYDAIl8uFzs7OlN/36Ogo/H4/8/t2u93Ma5b+vuvr61FVVaW5ZmdmZjAzMwNRFNHd3Y3du3dDkiTU1taitrYWhw8fVr9vv9+Pqakp3TVLf99Tcx4onNESw0tOH+aCIZxUNYup8WRPqkPD2t5Tb775JuajCQHjEGT09fUZ7hEzk8mHpX0HDmJ6NmnRObh/Hz79L3X40fZJdHglNDjn8cbC7/bsPwhf0Mv3iBLbIw4fPgxBEHLeI2pqajTXLN8jst8jMsmEE+QM8+bGxsbw/ve/H1u3boUgGD/RAMmUvOuuuw7f/e53MzlNWoaHh/GTn/wEF1xwAY499lgcOnQIDocDra2tiMViePjhh9HT04Mrr7zSsF1FLBbDli1b0N3dral8abPZYLfn7ifv6enhft0Kgs93eXDnCwN44M3EjfSOC9ZqOoYfmgrhE39KbMAbWnzoGQ2ov/vjRzfi0w/swYg/gioH8OePHWt4jrtfHsJvX03cEL557mr88fVRbBuYVT+HjMO5/41R/OjFxCZ/02mdeOfqBov+Uo5V8LVdesTjcbz22mvYvHlz2vt1xuH9zc3NePLJJ/Gtb30LdXV1kGXZ8L9Vq1bhvvvus1zkRKNRPPTQQ+js7MQxxxwDIKGkly5dClEU4XQ6ce6550IQBGzZsiXt57lcLs1/VogcAGmFIGdxwee7PCAL8/kc2tL+pOtqcDas+d1YIKLG6DjT7JwOkUwvlxChXFckPmdyDLw6cmnC13Z5k9Ud3eFw4MYbb8SnPvUpPP7443jyyScxODiIubk51NfXo7u7G6eddhpOO+00yy8QWZbxwAMPwO/34xOf+ITh53u9XjQ0NKims2Kwfv36op2bU3j4fJcHZHq5l1IsZG2cGarD+XggqgqWKo8bqdAWDISmYCDd/sFLCh1eHbkk4Wu7vMnJdOH1evHe974X733ve60aT1qeffZZ9Pb24oorrkhbwNBut8PtTr0h5ZM9e/bwHikVBJ/v8oAMRvZSFh1nikyqsUBUTTmXY2HD4wC9RScqJYOYbVQQM2lV4o09SxO+tsubsqpM9cILL2Dr1q245JJLdIHNTz/9tCZbKhqNYmJioqjR8mSAM2fxw+e7PFDcQwIAj4Oy6KQQOiNzYShZ4o40hmo7YbVJFAxMvJFVDJC0KvH08tKEr+3yxrTQmZ+fxw033ICOjg60t7fjwx/+cEHdQs899xwee+wxnHrqqaitrcXw8DAOHz6M/fv3Y3Z2Ftu3b8fTTz+txgc99dRTEEURp59+esHGSMOraVYWfL7LA8Vq4nXadK5vuyiA0W8TADAwk7TieJypjeG6OjoLQofVzJO0KgV4jE5Jwtd2eWPadXX99ddjbm4OL7/8MrxeL771rW/hwgsvxD//+c98jk9l27ZtAICnnnoKTz31lOZ3H/nIR/DRj34Uzz77LO666y7E43E0NTXhmmuuKeoF2tDAsycqCT7f5YFiNfE62M95LrvIDAoeIIKTfR6X7vck+oKBic9zMGrv8Bid0oev7fLGtNB5+OGH8eCDD6KlpQUA8MUvfhFf+9rXMDExkVMPK7PccMMNaY/54Ac/mPdxZEJfXx9PSawg+HyXB0r3clJgkBgJnSHCohOdD6Y8h5FFh+m6cnDXVanD13Z5Y9p1tWnTJjz55JPqz8888wyWLFlSEJHD4XA4VvC3PRNqQDGdWq5gFKdDtnFIl15uLHT0Fh23XYRyeJBRGTkSl/DHnSN4Yu9k6pNazFgggnu2H0HPSCD9wRxOCWPaovOjH/0I73vf+3DvvfeisbERhw8fxn333ZfPsZU9VleC5pQ2fL5Lm96xIL773GH1Zzq1XMFlont4fU1Vyt9rWkAQ3ctZritBEOBz2jAXjjOzrh7rncRPX0pU6V1S7cTG1tTntopvPn0IO4f9+L9XhvHXq47RZYtVEnxtlzemhU5HRwe2bduGffv2IRQKYf369XA4HPkcW9kTCoV4o9EKgs93aXN4el7z82kr65nH0Radeo8dM/OxZMaVTcCxTam3Tm16ebKpJ8t1BSi1deKawoIKP982pP77L7vGCyZ0dg77AQAyeFd1vrbLG1NX7tjYGJqbmyEIAtasWWPpACKRCObn5xdlVPvk5CRaW1uLPQxOgeDzXdqQ8S8fP3EpzlrLdrs77VrLxSWbluC0lfWYCSfKVzR6Hejf35vyXKT1IxKTNCKJhfJ6JK7vyONziqqlp1B1dujOQMFoZQsdvrbLm7Q22oGBAWzevBmPPvqo5Sffv38/Tj31VFNtGjgcDicXSKGzrMY4a8pNWXSafU7Uex3oqvegq96Dalf6Gz5p0SEDmw2FzsLxUYZFh0w/L1SLCFpQsWKHOJxyIa3QWb58OR544AF86lOfwnvf+161k2kuzMzM4D/+4z/wlre8BZ/+9Kdx/vnn5/yZpQgvG15Z8PkubcibtVHGFaBv0dDk07vo0801GaMTIgSWQ2RvuYpLiwx4VseqETqFseiMBaKanys9G4yv7fLGVNbV2rVr8fzzz2N2dhYbNmzAueeei1/+8peYnp42faJoNIq//vWv+NjHPobOzk78+te/xp/+9Cdcdtll2Y695Nm3b1+xh8ApIHy+S5tAimaeJHSMTnOVU3dMurm2Z2rRsSkWHVnnNiI/q1Cuq7FARPNzpQsdvrbLG9NO16VLl+Lpp5/G//3f/+E//uM/8Nhjj+Gaa67BySefjE2bNqG7uxuNjY2oqamBzWbD3NwcpqensW/fPrz55pvYsmULZmZmIMsyLr30Utx+++1obm7O599WdKLRaPqDOIsGPt+ljabHVYr8cDLryiYAdYzYlHRzTYoTjUUnjdABEuno5M/kuGepRqP5Ypyy6FR6Dy6+tsubjKPLLr30UlxwwQX4xS9+gf/7v//DM888g2eeecawi7jydOLz+fDRj34U//Ef/4Gjjz46t1GXCVVVhcmO4JQGfL5LG9J1ldqik9zLGn0OZlp1urkmXVQhjUXHwHVFHB+NyyCHR1qEglEJwUg8pevNCvRCp7JjdPjaLm+yCqOvqqrCZz/7WXz2s5/FwYMH8dBDD2H//v04fPgw+vv7MTc3h6qqKqxatQrHHXccjjvuOJx88snwer1Wj7+kWewWK44WPt+ljdaiY8511ezTu62A9HNtM7LoGNSiIXtg0XE6dFuI8WAUHXkWOtx1pYWv7fIm53zBFStW4Nprr7ViLIuOgwcP8rLhFQSf79JGcb/YBHZzTQUyGJkViAykn2ut6ylpDaEDnVnH05lXtMgY80fQUec2PLcV6IKRK9x1xdd2eVO5hRE4HE5FoQgOVtdyErcJi046yBgdpeUEkCpGR+u6Sv5b0tXWGQ9GIckyXhmcw9BCo9Fajx1va6+Fc2Hso/4IXh6YhV0U8LaO2oxr4NCuq3yntcuyjFeH/BiYmcfyOjeOaatKOUccTiZwoZNHli5dWuwhcAoIn+/SRrHoeFPE5wBQxQJgbNFJN9farKv0wcga1xUhbFgCY8wfwZYD0/j6032a1y/e2IJPvHUZonEJ1z3Ui/FgQqxsaqvCt9+dWaHXcdp1lWeLzvOHZvDlJw6qP//3GV04dQW7cnUx4Gu7vDHd1JOTOZFIJP1BnEUDn+/SRhEcvjQdOTcs8QEABADHLq1mHpNursk4H1K4mAlGJttAsATGbDiOnUfmdK/vGks03zwyG1FFDgC8MexHnFGfx4hoXNIJrHzH6Ow84tf8vGc0dXf4QsPXdnnDhU4eGR8fL/YQOAWEz3fpEolLquBIZ9FZ2+TFjy/qxk/e340VDR7mMenm2mkTwDLeOA2CkR0GwcgsgRGMxHWupcTrCXFCBxLHZWA6g7R0lhUp31lXtAUpzKgQXUz42i5vuNDhcDiLHjLF22ciY2llY6LdQ7YIgsDM7DJTR4cMRmYJjGA0rgYL20UBNS6b+joAjTVHYcxv3iLBsiLl26JDBz+HY6UldDjlDRc6eWTdunXFHgKngPD5Ll3Im7cVNWjMzDXLcmTourKRrqvUFp1ARFKtNo1eB6oWem8pMUgsUcOyABnBPme+hY52zKzmpsWEr+3yhgudPNLX11fsIXAKCJ/v0kVTQ8eR+7ZnZq5ZlqN0TT0BbUwPS2BMhaKYCydeb/Y51L8nGIlDlmWddQTQC4lUGFmR8kVMkjEV1LrW5kvMosPXdnljudAJhUK61+jeLZVCOBwu9hA4BYTPd+lC3rzTxeiYwcxcs9pMGBUM1MbopA5GHpxJnrvJ51AFVVxOWEJY1huW+DGCHReUP+ExGYyCvkNESkzo8LVd3lgidEZGRnD99ddjyZIlqK6uxsDAgOb33/jGN/ClL33JilOVFT6fr9hD4BQQPt+lS8Bi15WZuWa1mTDjukqXXk4GKzf7nNru5pE403pDB/umgmVFmo9JGWVuZQLL1VZqMTp8bZc3OdfRmZ2dxWmnnYbe3l7IsgxBEHSpeJ/61Kdw4okn4vzzz8fxxx+f6ynLhtbW1mIPgVNA+HyXLla7rszMdfbByITQSRMb0+RzYDKUtNYEo8mMrEavAxMLgckZxegYnDMUjavxQFbCsjaVWtYVX9vlTc4r/qabbsKBAwdwww034E9/+hPsdv1CqK2txQ033IAf/OAHuZ6urNi/f3+xh8ApIHy+Sxfy5m0m6yodZuaaJagMXVciO+uKFGgsjdRc5dT8PeOBKPwLf+uyGpeakZWZ6yp5fvKc+aqOzLI2hWOlFe7A13Z5k7PQeeSRR3D77bfj29/+Ni666CI4neyS6ccddxyefvrpXE/H4XAWKXFJxt7xIA5OhnKO65sORTUBreRNOt+dv9XzZOu6IlxEAWLcTYx2FIlg5OR5Dk3PE8c70FyVeM94IAIpzXc6FoggLskaUUie0+rMq0hcwp6xAPZO6OM6SdfVfEzCbAZ1gDgcmpztkOPj4zjnnHPSHmez2Squ6BI3d1YWfL6zR5Zl3PBIL3YtVMQ9e20DPndqZ1af9eawHzf+ZS+qXXb84uL1qHLZtRYdC4KRs3VdGTUTNXJdkeKi2efACBXP0uRzaoKeDxNCp7nKiUAkjv0TIcRlYCoUQ6OX3dLi4Z4x/OAfA9jQ4sPqpmT9IPKcVraBiMQkXP3HXbq/R0EROjPzMVx1Xw/moxJuv2At1jZ5LRtDJvC1Xd7kbNHZsGEDduzYkfa4J554AqtXr871dGWFJJWWn5mTX/h8Z894MKqKHADY2jeT9Wd9c8shtRrwX3ZPAKBidNK0gDCDmblmucg8BvFBpAAiW0CQloyWKq1FxyYA9R671qIzRQgdnwMNhLCZDhm7r37wj0QCSc9oAPvGkxYWUhiFLAwQ7h0P6kROvceOpTWJv1H5Dn776jDmwnFEJRn/+3y/ZefPFL62y5ucV/zmzZvx+c9/PmWdgaeffhpf/epXsWnTplxPV1aMjo4WewicAsLnO3toa0EuWTfDc8kb6NTCzV2TdWWBRcfMXLNidFjuJ8A460oJIq5121Hn0Rrgm3xOiIJgKHTI1HPAfIzN4Gwylbqa6HpuZdYVKTzXt3jxgY0t+MrZq9S/RZn/I7PJuZxgVHwuFHxtlzc5u66+9KUv4b777sPGjRtx8cUXIxqN4v7774fH48HIyAgee+wxvPTSSwCAj370ozkPmMPhLD7oInUxSUZckmEzCN41i3JrDhQjRoc6j9chGgZCOxnByHFJVgN1m6hYHOU1QGs5IntaNfuc8DqTwsfI9UTHQ80Qn1FLCJ2ohUKHFJ6nrazHRUe3AEg2Q43LiWvA6rIAnMokZ6FTU1OD+++/H5deeil++ctfAgA+//nPq79XFtEXv/hFnH322bmerqxYs2ZNsYfAKSB8vrOHVaQuHJNyvrlNhxI3bauzrszMNR0L1GxgzQHYwcjT8zEoxp0mr0M37mZV6LAN800+B3yEVcmouvGMQaCvKGi/q5iFbRk0BRyJc5Bd38MxSTNmK2KrsoWv7fLGkoKBxx13HHbu3Imvfe1rOPfcc7Fs2TJ4PB6sXbsWl156KXbu3Ilbb73VilOVFf39xfMpcwoPn+/sYVkbsqmlQrtXFNePcsMUBcBlEBCcCWbmmo4FUiwwLFjByGTadcI6Q1t0EsKJmd0lCqh12zXvMepAblRjx+e0adLeY3lyXZHjd9mMhY7Lnvu8ZQtf2+WNZdWfXC4XbrrpJtx0001WfWTZMz8/n/4gzqKBz3f2BBjxI5EsaqlMUgG3SpVgpYWBz2mDIOR+wzQz10auJhas7uVj/uTf0lyltc4ASYsOy+rV5HPo4neMLDpGNXa8DhvstjwJnQi7gCMpZsJxSSPOillbh6/t8saSgoEPPvgg5ubmrBjPosLj8aQ/iLNo4POdPUyLThYBybR1YiIQhSTL6k3eikBkwNxc0wIkpetK1Acjk60cmnwOw89LFfRM/s4oRseo4afXIebRopPedRWMxDVZZ/lsLJoOvrbLm5yFzh133IH3ve99OHjwoBXjWVQsX7682EPgFBA+39nDjNHJwnVF37SjkoyZ+Zga1GpF+wfA3FzT52o2adGJSIrrKinamqieVonXUlt06N9l6rryOm2aYPB8WXTI2Bsn4boamo1omn0WU+jwtV3e5LzqTz75ZADAypUrcx7MYmPv3r3FHgKngPD5zp58WXSARLp5ZMFKYlXmjpm5dtvpGJ1Uwch619U4kU7d4nPoYn4Ui47TJupaS7QogcomXFdGDT+9DipGx8L+UwGD4HDSojMwo3UX5bODejr42i5vchY6P/vZz3Dsscfi29/+thXj4XA4FQKZ1syyNmQjdFidsMnaMlZkXJmFjgVqrkpl0dG7rkaIekCNPm1PK5sATV0do0BlTR2dBXGhfO+yLEOWZcMYHZ9T1MToWJleblTAkRQ6gzNh3XtybQ2SCYU8Fye/5BSMLMsyotEo7r77bvz3f/833vWud+HTn/401q9fD4/Hg0gkgkAgAL/fj7m5OczNzeH9738/RNEa83Gp09LSUuwhcAoIn2/z/OTFATx9YArXvaMDb+uotcx1xbLokG0RrHJdZTPXqWN0tJWRb35sP3pGAwCAapcNbruIuJQULY0+h8at5HOKIA0gSdeVNr38z2+M4revjuD89U14rm8aTpugCXom8TptsOc5RkeA1vJFBiMPUEJHkhN9rzwFSDPfPxHELY8fRFe9G7eetZKv7TInJ6EzNDSE7u5uzWtPPfWU4fGCICAcDhv+frFhRXYHp3zg820OfziGP70xBgC4+bEDeOzjxxrU0cn8xjrBaHPQTwodiyw6Zufa4xARWrippxJZNlGAKCRu5mQrDABor3Wrn1XltMEfiWP5wmsKzT4nhogqwsp73HYRAhKFE4NRCT9+cRAA8OtXhtOOvdnnzJvQUWOmqCw4Mr182K+/VwQjhRE6Nz92AGOBKEb8EewYnMMKD1/b5UxOQqe+vj5j814lmQNHRkbQ2NhY7GFwCgSfb3OwBAwr/iKShUWH9TlkrItVWVdm5/ob567GfTtHcfbahrTiyGETme66a962DAAgCgKuP6UDzxyYwoc3LdEcc/UJS/GbV4bhj8RxUkctOuoTQkcQBHidNgQicUymaaGwot6Ndc0+HJ6ex9JaF87rbkT/dFJsWFkwMJkFpxV/pOtqbl4vfgPROBph7AK0CtKdNzsfw8gsX9vlTE5Cx+v14pVXXkFTUxMaGhrgcDggiqLqmlJcV8p/fr8fNhsv483hVDJRRoPEgEFl5ExhWYbIuJ1CtxFY3+LDzWeuMHWs0yYgTBUp/s/TOrG+xaf+fMqKOpyyok733u4WH75y9irm53odIgKRuGEsjkKjz4EbTu3QvEb2mrI262rBykXNh5NRIVr7vsJnXtktKDDJKS45FwxM1ajT6XTC6XSivr4+19OUJatWsTcezuKEz7c5WALGqqwr5XNcNgHhBQvEbJhMZbYmRicfc+1g3FBTpaSbxeu0AWlEDsC2duWjYGBckjG/MLd0WweXPfX8FCPFPBSV+NoucyojKrhIHDlypNhD4BQQPt/mCDNcIKzO2pkKHVlONoE0SuW2KusqH3PtYCRppApgNovZHlFGrSQUrBI6RhlXQPo2D4VIMZ+nrrtgJM7XdpnDhU4eCQaD6Q/iLBr4fJuDFjCSLBv0usrsxhqJy2oTzAavA6zG51bF6ORjrlkWnUavFRYdc9s86zgys8uq9HJSrOgsOrbUY2W5OK2GrisUiEp8bZc5ObmuwuEwPve5z6G6uhpVVVWoqqqCz+eD0+mEJEkIhULw+/2YmZnB4cOH0dfXh2effdaqsZc8Lper2EPgFBA+3+aghc58VFIr4HodomrdydSio+1QLsLrSGQokZi96acjH3PtpIROrdsOZxpXjhnMWnRY1i7SokM3TM0WrUUnQ9dVAWJ06HT7YCQOVw1f2+VMTkLHbrfjzjvvNJVqKcty3tNvJUnCc889hz179sDtduOss85Ca2trXs+Zis7OzqKdm1N4+HybgxYw5I2v3uNAMBpmHpcO8nN8Thu8TlEvdCyy6ORjrh02uvKxNdlFZgOw08XoRC3KujJq6AmkFzqs5q9WQ7cRCUbjfG2XOTkJnUAgAJ/Pp/vP5XJBEATIsox//OMfWL58OY4//njU1tZmfS5ZlrF9+3a8+eabCAQCcLvdOOqoo3DCCSdAFEXIsoy//OUviEQiuPrqq7F9+3bcc889+OQnP4mamppc/sys6e3txYYNG4pybk7h4fNtDjptnHRl1HvsGJzNTuiQN0Gvw7Zw49Y+nVuVdZWPuabbOFgRnwOYL5LI+m7sAhmjY43ICJS4RYcuOhmIxPnaLnNyEjo1NTVpu5Zv2bIFl19+OT7wgQ/ggx/8YNbnevzxxzE8PIwPfOAD8Hg82LZtG/72t7/B7/fjjDPOwNDQEHbs2IF///d/h81mw/HHH48XXngBW7Zswfnnn5/1eTkcjrXQdXTIG1+dJ2nFyLSOjsZS4LQxLRRm3TjFgI7RaSqwRYeVkZaPrCuy3Qc9R+lidAqRdaWz6BSxxxbHGvIejLx582Y8++yz+PznP4+XX345689ZtmwZLrjgAvh8PoiiiLe+9a1YunQpXnrpJdXaU1dXh4aGBgCAKIpob29HT08PJIueRDKlubm5KOflFAc+31pkWcbd24bwP08e1BSroy01n/9LsmFig9dOHJfZjVUT++EQmfE4VsXo5GOuda6rFL2xMsGsu45p0TGRdfXq0Bz+62/78HzftKnzpIrRcTKyrshXrLbo7BoN4PN/3YtP3r8bP3tpELIs6yw6wWicr+0ypyBZV52dnbjllltwyy23ZP0ZRx11FOrq6jSv1dbWIhqNIhaL4eDBg7rfV1VVYX5+HmNjYyk/OxwOa/6LxWIpjzeL3Z5zmSJOGcHnW8tL/bP47WsjePbgNH6+bUh9ne5hRWZXke6ajF1XVEds2nojCvqO4tmSj7mmg4GXVFnjuqp1mxsrM0ZH072cLXQ+/9d9eHlgDrc+cdDUeeigcRKW66qeaF7Kav6aC798eQivDvmxfyKEP+wcxe6xICaC+mBkvrbLm4LN3imnnILrr7/e0s+cnJxEW1sb7HY7Zmdn0dbWpvl9dXU1gEQsUSruvvtuxOPJxbdixQps3LgRbW1t2L9/PwBgyZIlkGUZo6OjAIA1a9ZgYGAAoVAIbrcb7e3t2Ls38WTa0tICURSxd+9eVFdXY9WqVRgeHkYgEIDL5UJXVxf27NkDAGhqaoLT6cTQ0JB67rGxMfj9fjgcDqxevRq7du0CADQ0NMDj8WBwMNGvpqurC5OTk5idnYXNZsO6deuwa9cuyLKMuro6VFdXo7+/HwDQ0dGB2dlZTE9PQxAErF+/Hnv27EE8HkdNTQ3q6+tx6NAhAMDy5csRDAYxOTkJANiwYQN6e3sRi8VQXV2NpqYmHDyY2NSWLl2KcDiMiYkJAEB3dzcOHDiASCQCn8+HJUuW4MCBAwCAtrY2xGIxVXiuXbsWhw8fxvz8PDweD5YtW4Z9+/ap3zeQKLUPAKtXr8bg4KD6fXd0dKC3txdA4unabrertS5WrlyJkZERBAIBOJ1OrFy5Ert37wYANDY2wuVyab7v8fFxzM3NwW63Y+3atejp6VG/b6/Xi4GBAQAJwT41NWX4fY+Pj6tjaG9vx9zcnOH33dDQgL6+PgAJa2UoFFK/7/Xr12Pfvn2IRqOoqqpCc3Oz5vuORCIYHx8HAKxbtw59fX0Ih8Pw+XxobW1Vr9nW1lZIkqS5Zvv7+9Xve/ny5ZprVhAE9ftetWoVjhw5gmAwCJfLhc7OzpTf9+joKPx+v+b7fuxA8oHh8b2TeHdzAF1dXRibnAYLuwic1ObEL5DozRSKRDE4OIiZmRmIooju7m7s3r0bkiShtrYWtbW1OHz4sPp9HxmfUj/L67AhGvJrPr/aAezatQvLli3D/Pw885qtqqpCS0tLymv20KFDGB8fx5IlS3LeI4aHh9Xv+4T6GHa6gJlooqJyffAIenqGc94jOh1+rKwWcNgvo7nKibc2Stg6HMf4vFa4CLF5DA3NaK7Z/Xt71d9HYnF1bdB7hMKO199Ec11Nyj0iEKlTj/dPTWC+zaP5vu0iQGpcn02CcpZAOKaOwYo9om9ce41s23UAfup7CURiOHDgADweT857RE1NjeaarfQ9AkjsyW63m3lfo7/v+vp6VFVVob+/P6N2UoJcgOZTkiThy1/+Mu655x51MnJleHgYP/nJT3DBBRdgzZo1uO2223DMMcfgve99r3rMjh078PDDD+NDH/qQrvkoAMRiMWzZsgXd3d2a1hQ2m80SBd/T08MD2CoIPt9avvbUQTxzYBpAogP3ny57CwDg5y8N4vc7R3XH333xBiyrdeH8X76GcExCV70bP33/etPn++2rw7j75cTGesu7VuCN4QD++HryPN3NXnz/vety+IuSLIa5/uLf9+Of/bPqz7/58FHMAOjzfvEqYpKM1Y0e3HmRfh8962evqP/+2QfWo6POrTuG5EcvDOD+NxPC8Y4L1mpaXADAxb9+HTPzSZG8sbUKvWMBhOMyVtS78ZMMrolUxCUZ77n7VZCGqqtOaMNDPeMa91W1y4avHGcv+/lebMTjcbz22mvYvHlz2vt1TnfzUCikPtU0NDTAbrfDZrOpva5kWYbf78ehQ4cwMTGBK6+8MpfTqUSjUTz00EPo7OzEMccco3ZEJ60yyvkBpM26crlceenBtXLlSss/k1O68PnWQt6sSPfJvEHsjVIV121PNLfMJRjZ57Dpso2aLXIFAYtjrun4GKNYHpsoICbJpgoGjvkjaYUOHUulG5dDxEyy4Txc9kRj0nAoxqygnS3ToRhob9yYP4oI5TINROJYsWKNZeflFJ6c6+j4/X7VtJWKU089FbfffnsupwOQEC8PPPAA/H4/PvGJT0AQBLhcLtjtdoRCIc2xSqwNHbtTKEZHR9HR0ZH+QM6igM+3FlLo1BFCx0jAKPEZSuE8uhR/OjTp5U6b7kZuVRYTsDjmmo5h8hikoTtEAWGwCwbSDoHxNB3SASrrihEArUs5tyWKP06FYpZmXdHZVUAitVxfuRsYODKKNSt5LZ1yJSehE41G8ZnPfAY+n0+tilxVVQWHI7mheDwerFu3LmXzz0x49tln0dvbiyuuuEKNwREEAa2trTqhMz09DZ/PB4/HY8m5M8Xv96c/iLNo4POtZZoQOtUu0qJjIHQWso4UwRPJNOtKU4hOn17ebEE7BYXFMNd0BppoUNBVCUhmFQykrTxkp3gjAtQ86cbFaPSpjDUQiVtWfJbOrgIS4ofVemR81g9u0ylfchI6Xq8X3//+960aS1peeOEFbN26FZdccgmWLVum+d3RRx+NZ555BrFYTPXXDQ4O4sQTT8x7RWYjnE7rTOWc0ofPt5aZUFLoSMSTP+0aABIpxEodGUXo0NlZ6aCbRdI3citdV4thrs02OFWEDiu9nJ7LMRNd0pV5EsC2IrGqJSviR5ITWXruNM0/zcCy6AwtFKukkUTrRDKn8JRNU8/nnnsOjz32GE499VTU1tZieHgYhw8fxv79+zE3N4dNmzahqqoKr776KoBEdsXs7CxOOOGEoo15MfjxOebh850kGpc08Q8R4geWgHHaRfWBRLHsRONyRv2VAlSzSNo1Y6XrajHMtdn6OkrRQJbQoWsdsawkNIrlzeMQmVYkWoA5baLGnRWwqJYOS5QZxQA1LFlqyTk5xSHn1KJnn30Wp5xySlqrSX9/P1pbWzVurUzYtm0bAOCpp57CU089pfndRz7yEaxevRqXXnopHnzwQfzzn/9EbW0trrzyyqK5rQBg9+7dPFK/guDznYSuRRIlinayCgG6iAq8LuJpPRKX4BHN3ZAVS4FdFOCwCbpYD6taKgCLY67dJltDpLLo0KKVZSWhUcSEUcVm+nW3XdBUbQ5G4pZ0dSe7lK9q9GD/RMjw2D37+7B+ydE5n5NTHHIWOqeffjoOHTqE5cuXpzzuO9/5DtavX49/+7d/y+o8N9xwQ9pj6uvrccUVV2T1+RwOxzrop2UyvoMVjEwWinMSFYLDMQkek5YHxVLgc9ogCILOotNgYYzOYsCs80cVOox5owN3TVl0FgSpUTsOuhWF0y5qrDxWBSST1+j6Zl9KoTNvUUNTTnHI2XUly7KpmjMdHR246667cj1dWdHY2FjsIXAKCGu+JVnGg2+O4ZFd4xkVuMoUSZbxUE/+z2OGyWAU395ySPMaKXRYwcik0CGrF0cyuMGoloKFGyUdo2MXrYvVq6S1TVt0QtE4fvfaMLYenNYJHX8kjtCCEJmdj+HXrwxj+0CyVk9ckhFSLTrs2w+r0SfpZsum99S+8SB++fIQjizE4Dx7YApvjiQKyda4bFhW60r5frunKuNzckqHjCw6oVAI27Ztg8fjgcfjgdvthiAIKWvQhMNhHDp0CI899phaNbFScLtT15PgLC5Y8/3CoRn88IVE1dSOOhfe0ladl3M/vX8K//uPxHnqPXac3FWXl/OY4d4dRzA8p3VhRAlrACsYWWPRIf5tNsVclmU1dkOxAJmNQcmGxbC2zQYjK0HicTkhqH/76gh+91qiOu6172jXHT8eiKK9zoaf/HMQj+9NVPL9w0eORp3HoYogwHh+WI0+ZcLrGMjCovOZB/dAkoF/HJrBl85cif95qk/9XZPPiWZG/Fat266WSIiidJvBctKTkdAJBoM455xz1AJ9QGKDaW1tNfX+deusqUpaLgwODqK2trbYw+AUCNZ8k+bwI3MRvKWNfpc1/GHhxgMAD/aMFVXoHGFkrmiCkVlCh3BXkaKHJYpYzIXjqsVB6Y3kddpwUmctXjw0g0+/PbVrPVMWw9p+W0ctuurdGJwJ49azjIOrbVRjz98R19pzB6d1xyuuJUXkAMC+iRCOX+7QBPsaxejQAsxlF0Ea4zJt7BmXZCjhRX1T8xicndf8/l1rGlDD6AdW70kKnZGJaQDlXTepkslI6DQ2NuLd7343Hn30UbWZpiAIpkzly5cvrzjXFYdDBmey6pBYBRkoaitSOQUFsrZKldMGfySuDUZmfA9kADIZmGw2xZz8nsmg41vOXIG5cJx5I6t0bKKAH13UjVA0jiqX8ffjIFQGnQXHEqKsYHPl+gxQ1atZ0C4tl12Aw5Z91hVtFSSz8y7e2IL3b2xB73hQ9756jx19C+3T5q1tms4pMBmv/vvuu0/9dzQahcvlwrZt29DU1GT4HrfbrTZgqyS6urqKPQROAWHNNxnwmEmqdKbEiYcNK2NRsoH8O6tdC0InjUWHDEAmXVdmO5iT3zOZRi4IQl5EzmJZ2zZRSClyAMAuJueDFuss1yIr2FwROnStIxasgoECETqdaRsIWhiRY2hfaFdBB0ADQL0neR05vDxGp5zJaQeQJAlHHXUU2tvb0dLSYtWYFg2Tk5Pwer3FHganQLDmm8xCMdMrKFvIe4utyEJHuRnahKSAUV6LSzIzTdltEIzMsg6wIL9nKwsDGlFJa9tOua5IWMHiLPETWziODCQ2jNFh1NEhhXCmris6S4ssZKmILZYbTXGBAsB0YF73e075kJPQcblceO2119Qmnhwts7Oz6Q/iLBro+ZZlWeNSiUmZZ4uYReO6KrLQUcZit4lqIKsSjGxkoXGmSC83A9l6gBVYajWVtLbtNmOhM0u0+VBgubOUIGStRcdcernbLmoqKGeaXk5bdMh+XIrYYrnR6olyBHPz6dPmOaVLzgrFrMg5dOiQqVo4iwkzafecxQM938GopKbSAkCGPSozgrwBFdt1pYzFsVC4D0hm7BjF3BgGI5uN0QmyXVf5opLWdiqLzjRD6LDEqSI2tDE65tLLnXR6eYauKzodnRTFSuCzwybo1g1p0QnzGJ2ypmCmmBdffBH33ntvoU5XEqxdu7bYQ+AUEHq+6SqxrIJrVhHXBCPn7TSmUG6GNlHQWGeicdmwUacmGJn4t9n08nGDYOR8UUlrWyN0TATUs4LNFXGiabxqaNGh08u1Va5zdV2R8VxKzSVBEHQ9tqqcdjgXFpNsL//eZpWMJY8lU1NTuO222/Daa69hz549iMWIZn6ShKmpKfj9fjQ3N1txurKhp6en7MvEc8xDz/eYX2vuZsWmWAUZjJzP7C4zKDdD0qIDJNxXZlxX2aSXKzE6Xodouj5MLlTS2iaFTtSE+5Vp0VFdV0Q/MoN5clBK3UW5rjKto0MLI1IUk2PwOm2YJUw3TpsAr8OGSDzGY3TKnJyFzoEDB/DOd74T/f39KdPMBUHIuv0Dh1OOjNMWnTwKHfKzzVpB8kUyRkeAg8rYMXJdkQHIpBvLTOl9WZZVd0RTAaw5lQYpPMykdrOEjiI2AiYKBtJ9E10LwcgOm4BoXM7YohOgXF2kmCHHwMr28jptmJ6P8fTyMidnofP1r38dw8PD+MIXvoC3ve1t6Ovrwy233II//vGP6gX7/PPP4xe/+AVuvvnmnAdcTtTX1xd7CJwCQs833e8pldCRZRk7j/hR57Gjsz7zRrSk68psXEu+UIUObdGRZGOLjkF6uWLRiUsyXh6YRVe9B0uqtWJmLhxX3SWFCEQGKmttk8HtMybu+JG4pCulsH8ihJf6ZzAXTp9eTqNY+LwOG2biMRyYnMfgzDyW1ZqrTm0kjARoG5uyChUq7qxwPLFG0zWv5pQmOQudv//97/jpT3+Kyy+/HEAiG+Haa69Fa2sruru7AQCbN2/G7t278Ytf/AIf//jHcz1l2VBVxWsvVBL0fNMNDlO5lP5xaAa3PnEQNgH49SVHozGDG7YkJyu/AuZTsvNF1EjopHBdGfW6UixAf9g5grtfPoIGjx33fOgozfHjBjV08kklrW2yYOBsWB98TBOOSTqxvW8ihP/++wHNa2ZbdChz7XPa1ErFn35gD351yVGoTlMDCDB2dXkcIkRCuNAxOi5b0g0alxOp9GT8GKd8yDkYeXR0FJs3b1Z/rqmpwaZNm/Dwww9rjrv66qsrrjJyf39/sYfAKSD0fNPByKkKBt76xMHEMTLw5zdGMzpviDLNm60mnC/ipNARyQwqWb1R0ZA3ECdZGXlBGN398hEAwGQohteH/Zr3GlVFzieVtLbJGB1WOjlNOGZsuSNJVcjxvRsS8Zzrmr2qRWljq0/9fTAqYV+KbuMkRhYdOhg6fTNR7r8qV3IWOkuWLMGuXbs0r7373e/G3XffrYnZaWlpqbimnpzKRmfRMRmjk6l1nM4qMVt7Jh/IspzSdUW78xTIuBx3mmBk+oZDfmahXFeVhF3jujIhdOJS2q7z1S6bZp5prnnbMnzz3NX4xrmr1df+/eR2HLs0aUmjY+CMMEpHp7O76J+ddgE+wr2Waf0eTumQs9A5/fTTce211+LQoUPqa5dccgl2796NG264AZFIBLIs4zvf+U7KLueLkY4O3gSukqDnW5deblboZHhe+sZfTKGjqedjo4ROTDK8ORl3L9d/Z/TNlvzMQgUjV9LaJgsGmrPoSGkD4tMJUrso4Nhl1Zq4GadNxPnrk5m79IOEEcYWHTHlz+6FYGSFQKS4llJO9uQsdP7f//t/OHz4MP7lX/4FL774IgDgqKOOwtVXX4077rgDdXV1aGhowC9/+UucdNJJOQ+4nJiZmSn2EDgFhJzvQCSue5I0LXQyNOnQ50n3NJ1P6MKFDsJSE0lh0XEaZF2xAqvJyraAcZ+rfFJJa5vsdWUmGDkck9KWBcjWxdhclZxfunyDEUaWGDr4mI4Zctq0rqtM09o5pUPOQmfNmjV44IEHcP/99+PYY49VX7/jjjtw8cUXY35+HjMzM2hvb8e3v/3tXE9XVlTSZsjRzjfLcmGm2BqQuUWHTvktZnq5TuiI2mBkxcpFF292G9TRYVmnaLFEftctBehzBVTW2rabCEZ2UB3n01kVsxWkpMWOtpgaYWSJoYUNLXxsoqCx8vAYnfLFkoKBZ599tu41r9eL3//+9/je976H8fFxdHd3w+GoLP857wFWWZDzzbJcmK6jk2mMDrUBR2JS0VJhyb/RIYpU1pWsuhsaPA6NZYYMQGYFI5PQIlL5rj0OUZc5ky8qaW2bCUb2OWyYlWKQ5MScpQuIz9bFWOe2wyYkgvZpy54Rhq4rBx2MrJ9TbesJLnTKlbyv1ra2NmzcuLHiRA4ANb2eUxmQ852L0BEzFCh0QTQZxauOTDcXJV1XoaiEqYXO0fQTPWnREQQBrgWxE4nrU5XJ2IxE49TEz01eR8HEXSWtbVKsGmfNJTuMR2Jy2hIH2QaN20RBFUlkz6pUGAkUXYwOI91dm3XFY3TKlZyFTltbG973vvfhzTfftGI8i4rdu3cXewicAkLON9N1ZbJ7ea7ByEDxUsxJ95zDJmisM8NzYfXf9BO9k8rAUX6ej8m69PmxQFTN6PRH4qrVp7lAbiugsta2jRCPRhlMLruouhzNuK5yKQOgiOTZcDzteSRZNhyz3qKjFzqkO4tbdMqXnIVONBrFgw8+iLa2NivGs6iQTN7YOIsDcr5ZGSH5agHB2oCLlXmVKhh5aDYpdMigUkAbgAwk43QiMYmZVaZU2B0vUmp5Ja1tuvcUC6dNUGshmXNdZT9X5HvTZV7RIpmEFjZ0ejkAbXo5j9EpW3IWOh//+MchyzJmZ2etGM+iora2tthD4BQQcr5ZgZKmg5FzjNEBilcdOVUw8tAsUdjPSwkdyqKjCJ9gNI7+GX1DxbFABAcnQ3h1aE59rZB9rippbdvpyHEGbruozlk4lr9gZEBrDVIsp5PBKPNBIpUVRpd1lSZGhw5qTrhNIyl7PHJKA0t6XS1ZsgSXXXYZfvWrX6Grq8uCYS0OKmkz5NBCJ/Gk6bAlbvbBqGS6YGCm+yYrq6RY/a6ilNAhXVdHUrmuGB2rgYSrhG4dAAA3PbpfFy9SSItOJa1tM0LHSbquTKSXe0y2f2BBzvNYIIpn9k/ha0/3obPejR9f1K3pzZWqCamPClx3MALMNXV0KNH0g38M4JFd47joqGZ88qTlGf8dnMKRk9CZm5vDN77xDciyDJ/Ph3Xr1uHcc8/F+vXr4fF4EIlEEAgE4Pf7MTc3B7/fj/vvv79iApMPHz6MDRs2FHsYnAJBzrdiUm/2ORJCJKpvdGiEWUGkMMNI+S1WinlcVzAwefNQApGBhOtqfYsXu0aDcIiCvmN1mp5CrKDY1U3ebIedMZW0tpfVutIe01Hnxt7xIIBERpRRXAwAbGzNrU8YnWKutAc5NDWP3vEg1rckW0WkKnDYXqdtCtrgTd4O39FVBwDwkMUrqb/pkV3jAID73xzjQqfEyUnohMNhfP3rX1c3KVmW8dBDD+n6XCm/EwQBdrslGe0cTskSjMTVJ8lmnxORWMKSYVbAxDK0xrACn9M9UecLMtvLLgiG8R3NPie+eMYKPLlvCm/tqNH9nnZlGVHvsePUFfU4utWHtQUUOpXE8lo3bn3XSuwYTLgJnTYBZ65pQP/0PF4fDqDBa8e7u5vw1af61PeQ9XbOWF2P45bVYG2zF8/3TeP0Vbl1fk8Vo2OjrE9k9uOHNy2Byy5iKhTDprYqrGjwaI512ET874Xr8OrQHM5a07DwGtnCpHLishYbOamO2tpavOUtb0FzczMaGhrgcDggiqJaY0Kx6Cj/+f1+xGKxirHotLe3F3sInAKizDfdTXt4LiFEzMboZKpRWBVii5Z1RdwM7DZtjI6CAKDB64BdFPChTUuYn0MHJxvRXuvGp99e+KfpSlvbJ3XW4qROrbtuRYMHp65MihbSCqcEiwPA+eubsWFJwsrScUxrzmNpSVE0UKIeJsjfr2ry4NQVqUXW2iavRjCTFslilWzg5E5OQsfhcODVV1+1aCiLD7/fj+rq6mIPg1MglPkeo3ovOWyKSd+s0DEvUiJxCdMM83wpBCM7qKwrBUXkpIJONzc+rvBFEQG+tlmQVjjSZZTODZkpdR47RAGQZODInFbo0FZTbVZe5sHqdMFLTnlSOeU9i8DU1FSxh8ApIMp8kxVbm33Jm7rZjTKTNPQJg+qwpZBebhPZriszGTdmXVepOmDnE7629ZBWONJ1ZXYuzWITBTQuZO0dmtJm5EXj+ppLCtlkeomCAOUSThXgzzOvShsudDgciyErtjb7nKrQMStgMhE6pNuKTJctiYKBBkLHTHaUy0TtFgBqNV5O8dFadOLM163CyDpDP0yME73VGjzZhUwoVslUMXb5qpHFsQZLrsD5+XnccccdeOtb34q2tjYMDw9rfv+9730PP/3pT604VVlRKVkZnATKfI8F2BadmCQzn/zo18zG8gDaQOTlRHZMKVh07DaRmbJrxoVg9uaYj5uoGfja1kPOxRxp0cmDGDUSy7TQUR4EGrwOXaCyWRSxnsoiy91apU3OV2AkEsE73/lO3HDDDdi2bRtGR0cRDAY1x3zwgx/EV77yFfT29uZ6urKi0v7eSkeZbzoY2U5YJ1j7If1aJunl5LmW1ZSY0MnFdWXy5lgsocPXth5yLsj08nzMkdE1RGZGkfFrudRYSgqd5GdL1MNJpiUhOIUl5yvwlltuwYsvvoj3ve99uO2225hdfZcuXYobb7wR3/ve93I9XVkRixnXcOAsPpT5VqwsDpuAWrddE3hLxxCwXjNbbwfQWo9Ii06kSE+YdMFAttBJb9Exe+MoltDha1sPXfQx3eu5YNTXjLSsTARzC0RWUNyj5GfTlydrXXNKh5x3iT/84Q+45ZZbcN999+H666+H2+1mHnfCCSfgsccey/V0ZUVNjb4+CGdxIsuyOt8jCzE6zb5EN21S6LBEDG32zuTpcJRwXS0rkutKlmVIC/+RbrdEZWT9FtNi4ul6jlEEkYXZWB6r4WtbDysw3GXTF4O0AiOLDinwyfi1XFpOKCUSyGBkeh1rRZCss/hwikvO1fsGBwdx6aWXpj2utrYWQ0NDuZ6urGhoaCj2EDgF4NE9E7h72xDetaoWL7zQo5rtm7yJp0gyToUlYuhsDrMxOrc9ewgvHJoBkAi2bK0uvNB5dWgOX3+6T1P1WCEXiw6r8jELs2noVsPXth7WXORrfoyDkcnGutoyD9nCCkbWua4W1uzvXhvGr3YMIy7JOH99Ez799sqqt1Sq5HwVrl69Gvv27Ut73LPPPouOjo5cT1dW9PX1FXsInAJw+3OHMT0fw31vTmBgJtnPaXldQniQQZCs7AzaomMmg2M8EMHfeyfVn9uqXZruy4USOo/sGmeKHCBZMLDalRyXxyFqSu0bcVKHuV5SxUov52tbj4cxF/man7ZqJ1ixxaQYmSRcV41eK2J0kskEOovOQmzQ718bRTQuQ5KBB3vGTVsmOfkl56vwpJNOwk033ZSyrsSuXbvw5S9/GZs2bcr1dBxO2aBU/SWtGlYJHbpZ4WdPbtcUzytUenmqjVzpYXX9KR04ZmkVNrVV4XOndDCLCNK8a20jLjyqGe/d0ISvnbMK7+iqw7fPW62zEPH08tKBJSZycRmlos7jwGdPbsfRrT7N6+RaIgOiSbGdKaz1Sy/RSFxGXJJ169IfNm4qyikcObuubr31Vhx99NE45phjcPXVVyMej2Pbtm3YvXs3RkZG8Nhjj+Ghhx7C/Pw83ve+91kx5rJh2bJlxR4Cp0j89xldaFtwJZExOiy3FN1Dx0xl5DDxOeevb8Kxy6oxFUo+wRbKosPqnK6gWLLe0VWnNkk0i10U8CmiUeLxyxMxMW67iGg8vzVazMDXth5WgHAuQcDpOK+7Ced1N2H7wCy+8Lf9ALRuYLLbuDeHbuka13NchsPGitGRmJ3Sg1EudEqBnIVOW1sbfvOb3+CjH/0obr31VgDQxezIsozLL78cH/rQh3I9XVkxPz+P2lpzJnhOeWJULZVMj7ancV3RGVJmNAopZJSbPXnOQrWAUDZyl03QiC8AzD5XuZKw4JBCpzjByHxt62kqoEWHxKgfVZAQHl5n9oLYqWnsaWzRYYmaVA8CnMJhyePQOeecg927d+MTn/gEuru7IYoiZFmGy+XCSSedhEceeQS//OUvrThVWTExMVHsIXDyTChqIHTs5oWO3nVlwqLDEjp2kfn7fKLcTGo9dp1byZ6HjCjaglMs1xVf23qcdhG1bu2zcy5BwKbPa9CPihQZOVl0bPryEHTfumhcRpAharhFpzTI2aKj0NTUhB//+McAgHA4jLm5OTQ1NVn18RxOSRJkmKuBTIWORP2c3hpDChllo7eJiVT2mCSn7MtjJYEFoed12BCOyZiJJ2N20jXuzAY6nbxYwcgcNs0+hyZjzkwpgVzRCBHiIYEUGWR7lMw/X28xYgUjs0SN0f7AKSx52SVcLhcXOQC6u7uLPQROnjF6YiOfMrUFA1kxOtrXzBQMJIUMKaqU8xbCohOXZPU8XocNPso9kA+hQ6crFyu9nK9tNrSrqhAWHTOuq1wEsYOxflnp5UyhY2Dx5RQWyyw6sVgMv//977Fjxw709fVh2bJlWLduHc466yysWbPGqtMAAILBIAYGBrB27VrDY2RZRiwWgyzLcDrzv9hYHDhwAKtXry7KuTmFgRWACGg3Vk0LCIsKBpIxOKTQcdtFBKNSQbKuyI3d6xQRiWufmll9rnKFvmG5i+S64mubDS1sChOjw648rogMj0PMus+V7vMXLEb08orGZWY8jtH+wCkslgidJ554Ap/4xCdw+PBhAAmRoVTDtNls+Nd//Vd85StfQX19fdbnkGUZ/f392L59O9588010dnZqhI4sy7jtttvQ0NCAWCyGYDAIQRBw8skn4/jjj8/tD8ySSCSS/iBOWWMUbOg0cF3RGVaA3nVlJr1cE6ND3OyV8xYiGJmMSfA5bTrBlsvNxQg6JsdZpGBkvrbZ0D2lcqlfYxanmNqi48shPgfQWoyUxAF9jI7EXLfcdVUa5Cx0du7ciYsuugiBQABLlizBhg0b0NzcjEgkgoGBAWzfvh133nknXnrpJWzdujVr68q2bdvQ19cHh8OBeDyu+5xgMIiWlhZcfvnluf5JllFVVVXsIXDyjJHrKpOsK9qCY0roGLiuXKrQyb9Fh3xa9TpsiFDiilUVOVfoYORipZfztc2GTifPh9ilcTCyooDk2vTmEJ8D0K6rxLpiNfVkJRHwYOTSIGeh841vfANOpxO///3vcc455+iaeo6NjeHLX/4yfvjDH+LOO+/Eddddl9V5TjzxRJx44omIx+PYuXMnHA7tk8Ls7GzJpXu2tLQUewicPGMmGNmRadbVQgXWVD2CtFlXyeMUgRWJS2k/I1foYE86ADovwciUBcdsl3Or4WubTZ3HsmgI0zCzoiRZdV15HbldI+TnJy062mOicRkhVno5j9EpCXLeJZ577jn86Ec/wnnnncfsXN7c3Iwf/OAH+OxnP4snnngi19Op56DPNTMzk3WjvXA4rPnPqs7EBw4csORzOKWLUbAhGYxsS1MwkBYIMvR1OnTvMXBdKQJLkjNrDpoNmhgdh6hL4c1LMLKtNCw6fG2zIV1XdKp5vmAFI88T6yNXi47TTNZVXGLuBdx1VRrkfCV6PB685S1vSXvc1VdfjbPOOivX0xk+oc7OzqK3txf9/f2YnZ1FY2Mj3vGOd6C9PX1TtbvvvhtxotrqihUrsHHjRrS1tWH//kTFzSVLlkCWZYyOjgIA1qxZg4GBAYRCIbjdbrS3t2Pv3r0AEk97oihibm4OPT09WLVqFYaHhxEIBOByudDV1YU9e/YASKTlO51OteHpihUrMDY2Br/fD4fDgdWrV2PXrl0AEo0EPR4PBgcHAQBdXV2YnJzE7OwsbDYb1q1bh127dkGWZdTV1aG6uhr9/f0AgI6ODszOzmJ6ehqCIGD9+vXYs2cP4vE4ampqUF9fj0OHDgEAli9fjmAwiMnJRC+lDRs2oLe3F7FYDNXV1WhqasLBgwcBAEuXLkU4HFbrinR3d+PAgQOIRCLw+XxYsmSJelNoa2tDLBbD2NgYAGDt2rU4fPgw5ufn4fF4sGzZMrVv2pIlifYJIyMjABI91QYHB9Xvu6OjA729vQASYtput+PIkSMAgJUrV2JkZASBQABOpxMrV67E7t27AQCNjY1wuVya73t8fBxzc3Ow2+1Yu3Ytenp61O/b6/ViYGAAANDZ2YmpqSnN933oyIjuenKIgN/vx9zcHKanpzE+mry2Dg0MYsAdRENDg9ovaS7g033G7t69EKQYqqqq0NzcrPm+I5EIhkaTdVzGhofQMx2Hz+eDQ0xuwCNjk/DYoblm+/v71e97+fLlmmtWEAT1+161ahWOHDmCYDAIl8uFzs5O3ffde3BAPVc4MIugP9nnCwD27d2DZS1NcLvdzGuW/r7r6+tRVVWluWZnZmYwMzMDURTR3d2N4Ny05hx7difWRnt7O/x+v9qKhrxma2pqNN/3smXLMD8/z7xmq6qq0NLSkvKaPXToEObm5tDX15fzHjE8PKx+34tljzit3Y3e6Tgu7gJ6enryvkcMDw9DQOIBwR+aR09PD4JIutDioQDGxsay3iMgJR+gDw8M4qTOWhw4cFBzHR4ZGcNMhBGjE41rvu+amho1lrW9vV3dI1jfN33NhkIh9ftev3499u3bh2g0arhHjI+PAwDWrVuHvr4+hMNh+Hw+tLa2qtdsa2srJEnK2x5Bft+jo6Pw+/3M7zubPULOoEO8IGdyNIPrrrsOS5YswRe+8IWUx+3atQsnnXQSpqenczkdgETbiU2bNuHCCy9UXzt06BAcDgdaW1sRi8Xw8MMPo6enB1deeSWWL1/O/JxYLIYtW7agu7sbNltS9dtsNtjtuT+NTE1N5RSAzSl9/vcf/XioZ1zzWo3Lhj9elhT/f9szge8+l9jcrntHO87r1pZe+PWOI7h3x7Dmtfsvf0vK2h+3P3cYj+5J3Dh+8r5urGjwAABuffwAnl/oaP7bS4/OazDoX3aP446tiZvkDad0YCoUxd0vH1F//8iVmywv6PfzbUP4/WtJcfnYx4+19PPNwtd2afGeu19FJC5jZYMbP37fevRNhfCvf0rcSM9e24DPndqZ9Wc/8OYY7nwhIer/87ROnLG6ATuP+HHjX/aqx7z/6GaM+CPY2jejee+aJg9+eCEvRZAP4vE4XnvtNWzevDnt/TrnXeiWW27B73//ezzzzDMpj/vLX/6S19oTnZ2dWLp0KURRhNPpxLnnngtBELBly5a073W5XJr/rBA5ACxzgXFKF5Zpmq7tkmll5MRrqX372oKB+qwr+ph8QJfYp4VZfmJ0SqNAIF/bpYVDjU1LrKWgRVWRE59too6OpE0vVy59VrVkTuHJ6Y4eCoVw33334eKLL8aFF16If/3Xf8XRRx+tO252dhZf+tKX8K53vQv33HMPZFlGPB5XzWsjIyP43ve+Z5nAAACv14uGhgbVdFYMxsbG0NzcXLTzc/IPK9iQDpDNtGAgoK/TQZMuGJk+Jh+QWVc+RtaVmIdAaLoycrHga7u0cNoEBJBcX1ZVRQbYWVf6GJ1kwUABibT6sUCUZ12VCDkpi7m5OVxzzTUQBEGtY2OELMt4+OGH8fDDDzN///3vf9/UOaWFFD7JRD8gu90Ot9tt6nM5nGxgWXRoq0P6goGM2jppru906eVAASw6UW3AJ92cNB+UikWHU1ooVhdlLWlLH+SadUUEIxs09SS7l3scIqqctoTQ4cHIJUFOQqeurg61tbVobm5GQ0MD7HY7RFGEKIqGQcOSJGF+fh6BQADBYBDBYBCBQACxWMxUjZ1oNApAbzp++umnccopp6hWoWg0iomJCWzYsCGXPzEnUlVu5iwOWE9sdAq0tmBg+u7lQPpaOprKyJqsKzIVtnCuq4RFJ/9m+lIROnxtlxZKFW5lfWndqta7rphNPRf2Ap/Tpp4zHJcRk+S8uHE55slJ6DidTjXLoVAoQkf5P5CwFm3fvh2xWAxnnnkmAOCpp56CKIo4/fTTCzo+kkOHDmHVqlVFOz8n/7AqI+ssOhkWDDQ6jkQRMQK0GzF57vm8W3S0MTrheG43FDOUyv2Cr+3SQlkDykMD6VLONUbHaVCnhyQiJbuXe502zTmDkThqCpRqz2FTdt++YskhLTqCIOCjH/0onn32Wdx1112Ix+NoamrCNddck3VtHSsIh8PpD+KUNUzXFRWjk75goF6QsOrtkCgixmnXWk/Jc9MxM1YToAI+C9F2olTga7u0oF1XdKB8Tp9N1GyLxNmuq3BMUtekz2HTnDMQ5UKn2JTdt19XV4ebb75ZU/cGSNQD+OAHP1ikUbHxer3FHgInz7BdVyksOqx4HJMByiSKm4huclkMi44AwO0Q4Y2XhlupEPC1XVooYkSSlarIWrdqTp9twqIzO5988PY6RZ1Fh1NcLBM6sixjZmYGs7Oz6muRSASBQEAtnjY3N4f3v//9zArKmSAIgqUZWvmira2t2EMoa/aOB7G1bxrnrG1EW42r2MPREY1LzPgaXXq5LfP0cnoj3XnEj1eH5nDG6no8c2AaR+YSTSWdVBYSeW7FvbW1bxrb+mfhc9pw/oYmtFUbf5evD/vxyuAc3rO+CQ1EDZ6BmXk8sXcSp62qR1d9omZPkAi+FAUh5xtKOcHXdmlB97vSpJdbGaOjBiNr1+c0KXQcNk2ml1H1dE7hyFktzM/P47Of/Szuu+8+jchhIQhCRZl89+/fX9Rg6HLnpkf3YS4cx84jftx+fukFf4YMNjA6BTpdMDKzozlxXCQmqcXJfv2KtrCgrsklce5wTMLwXBj/8+RB1dQ+OBPGrWetZI47GpfwuUcS53l92I9vv3uN+rvvPdePncN+vNQ/izsvStTDUnsJLWzq+WjiSZNrqrBV8LVdWtBWF217klzTyxktICihMxPSCh1SXHGLTvHJ2dZ83XXX4Wc/+xlmZmYgy7Kp/zicdAQiccyFExvEmyOBIo+GjVFWEy0+yI2SFXvDEkzkcTNh4+J0qbp5h+MS+qbmNfEEQ3PGDxr+cHJDfu2IX/O7wdnE+wZmku+fp9xngiDgnLWNAIArjsuPxeOt7bVYUe+GQxTwtXN4MDAnAd3vinTbui1s6pnsXq49hnww8TlF+Ihz8lo6xSdni87jjz+Od77znfj+97+P1atXa1LE5+fn1fRx5T+y1cJiR+nFwsmcsUBE83M0Lmk2s1LAKI5GF4zMMH2TBBhPfKSLK1VJHfpcpNCJxGSM+env0fhBI1VYkFKTZz4mIS7JsImC+hoZJ3TDqR34+IlL8xZ8aRMF3HlRN0LROKpcxXNf87VdWjipopzagpq57RtmmnqSeJ1aiw4rM5NTWHLeKcbHx/GnP/2JacZ1u91wu91oaGjI9TRlCbdeZc94IKr5eTIYw5Lq9HWWConRZqez6DCeCElYT3yk0ElVPJCu2UMHI9PfY6raOnT8UCQmqTE/ZIHCUDQOj8OmHk/3s8p3holNFIoqcgC+tksNB3HdRyWJapGSm0uVXL8Rg4KBJF6HPr2cU1xyfkTu7u6Gy1V6gaKlgNIRlpM5Y9QNepyy8JQCRtYROhiZtESxgpdZ/XBihLhJlSZOiwxNenlcwlhQ+z2msujEKEGlzIEky5r3BaOSpU/M5Qhf26WFw8Ci47QJObciMZN1ReJ12uCj0ss5xSXnHertb387XnnlFSvGwuGo0C6XUUr4lAJGRf3olG9WrxyFuCQz08DNWnT06eXaYGS968r4s2i3miIu6VYSgUicakFRIlX8OBWLk6peHF4Q5laIcDr+B9BnXZH4HHR6OXddFZucr4IvfOELuPPOOxEKhawYz6JizZo16Q/iMKFdLqVo0TESOrSpnFVCXiFk8LRHBiOnssLQ1iO6ezn9Paaqz0M/pSoWHdoKFYzENVamSrTo8LVdWjgoS6ZSZ4qOYcvqsxlNeTOJ0eHByMUnZ0d3S0sLNm7ciHPOOQdnnXWWWshPlmWEw2G1jo7f70cgEMD9998Ph8OR5lMXBwMDA1ixYkWxh1GWjAe1woa+YZcCxkInRfdy6j1GNTbI41IJHV0wsqZ7uawTiNF4IvOR1YuOPs+YkUUnGkc16boqsSDxQsDXdmmhc13Fk5XDc8UmChCFRFxOxCDrisTrsGlqSvEYneKTs9C566678NOf/hQAsHXrVsPjlM21HAr9WQW3cmUPHaNDZ2GVAkZtGmgNIQgCHDYB0biscx2RGVduu6i6seImXVcStGMgrSvjwYhqwteMW5KZNW9o4aaIS1roBCOSYff0SoGv7dJCm9koERmB1rhV7QIQkZMPIHQdHRKfU9S1gOAUl5xVx29+8xvIsozjjz8eq1evVgOTZVlmppfHYrGKsei43e5iD6FsoWNLaOFTCqRrvEnitImIxuNMN5BCrduO+YW/W1MwMIVFZy6s3URJ0TE4w66ZE43LYNVQMy10ovGKD0bma7u0cFA93pQ1Q1tXs8UuCohIsmnXldsuqlYgHqNTfHIWOtu3b8edd96Jf/u3f7NiPIuK9vb2Yg9Bx/6JIIJRCUcv8THdF6VAIBLXuXSscl3NhWN47Ygfxy6tVqvszs7H8Ppw4rVMysVnInQU0zrtHiKf9mrcNows1OkzG6ND9tgBEhuyTQDicnq32GQwil2jARy/vAYuu6j7e1TXVZy26HChU4pru5IhLTp+4uHBqmvT5bAhGIsZFgwk8TpsEAQBXocN/kicx+iUADlfBY2NjTjllFOsGMuiY+/evcUegob+6Xl8+oE9+Nwje7FjcK7YwzFkgiFqJoPRjISFEV99qg9ffuIgvvXMIfW1Lz1+ALc+cRA/+Ed/Rp9l5FJi6Ue1u7KkdwMp1BC1YTRZVykypVik29yjcQmyLOM//7oPtz5xED/95+DC6wbByDFanGldV7nWKSlHSm1tVzpkjI6fqCRumQiXEp9pxqLjWaiKrLiveIxO8cn5Kjj77LPx0EMPWTEWTp55Y9ivPonsmyjdGANWywMZCbGTC5IsqwLvhcMz6uu9Y0EAwGtDfub7jCA3u866hCujxmXDie21umMV0zotJoIai46B0KE21XqPHcq2ftUJS3Xn2rDEp/lZFIC1Tclu29G4jJn5GA5NzwMAHt41rvt7gOQNg05/T1h0KjvrilNakNfgHCEsrHJduRaElLIWjNLLvQsNbhP/TliHA7ypZ9HJ2XX1+c9/Hueccw6uuuoqXhadoqWlpdhD0EDGuaR6Iik2Rk9AY4EIWqqyr448Q7l5gpE4XHYx6coJRdX2BmYgRcv5G5rQIEawvqNFV9sGICw6aWJ0FGIGWVdnrWnAp05ajrFABDFJxqrGpIBR+OIZK/DywBzmY4nPXtfkwx92jqB3PKh+XiCiF420oIrLieuErqbMY3RKb21XOqSgmZsnA/ytsTZWuR1AKKK2QDHyJpP1c5R/h4m2KZzikLPQWbVqFT7zmc/gwgsvxLPPPpsy0HhiYgKNjY25nrJsEMXSugGQcS6psgaKDWnlaPQ6MLFgyck1TkdXmycYRbMveb1KckLsNPvMiSlSjDhsIjY0e9DgZV//yRgdWjSQrqvkJmnkunprRy28Ths6nR7DcXkcNpyyok57frKMfVzSBXcHInFdZWQgsUnrCwZKGvFTienlpba2Kx2NRYewCFuRXg4kLDUKoWjccP8kY/w0mVeReN5bo3CMyembHxkZwbHHHgtJkjA2NoaOjg54PMkNWJIkxONxRKNRTE5OQpIkhEKhism6Gh4eLqk+X2SKdilbdMgmeJ31blXo0JlYmUKnqI8HIqh2aYOPx/zZCR27mHq+lSfOuJwweyvmbTK9XOO6MghGZqWFm0FT3VWSmd8Fo0AzU+hwi07pre1Kh6zOPZuHGB0xnlwvwagEyWD/JFs/aGrpRLnQKSY5ffMejwfDw8PqzyMjIymPFwShorqXlxpai04RB5IG0qLTWedW42rovk2ZQlt0xgJRLKtxU8dEAGhjXIzQCp3UGypdHVnZmMm/tY7YCMmgZdJ64sjS/E23oWB9FzFG0HM4zhA6uqwrbpLnFBfSqjhLlFywytroJm5bgUjcnOvKydtAlAo5CZ3q6mrcfvvtaGpqQkNDAxwOB0RRVM26kUhEU0PH7/dXVNffVatWFXsIGsrFokPGrXTUJ4VIrq4rfRHCqO4mnkm9HtLq4hCFlPNNu46UJ03SelVNCJ24QYyOI8uNW3t+fcXk8QA7qy0ck3RFBxO9rohg5Ap0XZXa2q50SMsNWXLBKovOksY6YHQSQGJ/Mto/SXHj420gSoachI4gCLj22mutGsuiY3h4GJ2dncUeBgB9bZpSjtEhb/4ddUmhk7Pryq9319A1YjKpwEwKA5sopJxvB2Hx0XYCJ4KRXaRFh511ZYnrKi4zK0+zgqjDcVntG5Qcs9bKY1UcRDlRSmubo70GtRYda6yNUjio/jsQjafMumL9mwud4lJ5O1QBCQQCxR6CCv0Eb+RjLgXom3+9JyEArA5GHvPrLTqZnCNGCZBU823U2JO0XlUT9nFtjE7uNWvoEvm00Ell0ZlPk3XFEkiLnVJa2xztNZiP+DFRSq6XYETK2HUV4LV0ioplO1Q4HMajjz6KH//4x4hEtDfV3t5ejI2NWXWqskFph1EK0De2DGvQFRTy5u9z2tC0kBmlpH9ni75RaCQnoRPVxOgIKeebFhoKipXN6xA1cTRG6eWOLLN96KaHtPBV0tVpwjFJZ9EJRSVNbR2rapWUE6W0tjnGDwBWCZ0qVzKBJhiNGz4okq+SoifAY3SKiiVXwR/+8AesWLEC73nPe/DpT38aAwMDmt9v3boV73nPeyClaE64GOnq6ir2EFR0QqdEXVfjgYimf5PXKaJpIQtKkoEDk9kVOvSHYxiapYROMKpzXY1m4LqKU0In1Xwbuq4WRJ3XYdO4l4wKBlrhupoIRnX9s14emGPWL4owgpEBYDqUvJ4q0aJTSmubYyxorBI6nW3JuknBiHF6eSiq3bsU9o4nXV/hmKRZP6VKTJJzLtJaKuR8Fbzwwgu47LLLMDw8jOrqauYxV111FVasWIG7774719OVFXv27Cn2EFToJ/hSDEZ+dM8ELv3tm9g5nKhQLCBxE20hat18+oE9eH04swrGR+bCeN+vXte9PheOY2Zee3OfDJq3GpGCxS4KKefbyHWl9LryOm2wG1p0iKyrLIUO+cQ7NMtu9vmnN/RWV1YwMgBMhshaJZWXdVVKa5tjLGissjZOjBxR/x2MSoYWcdJFRaaXP7pnAr9+ZRj+cAyX/e5NfOS3b2LXaOm6P+OSjE/+eTcu/e0b2HpwutjDyZmcr4Kbb74Za9aswRtvvIGpqSlDk+7FF1+MX//617mejpMltEumFC06tz93WPOz15lojremSVv9959E+wYzvHjI+PihmXnNz0rRQDOQBfbSCRCnTZveDQCRmITQguuqKqXQsSLrKvm+IwZCh0U4JjMtOlPEk14lZl1xSgtREJilF6wqfUCWwKGDkf/1rcvUf190dNLy017nBjmkLfuncN/OUUzPxxCVZN1+V0rsGJzDoel5SDLw5ScPFns4OZPzDrV9+3b88Ic/xIYNG1LWydm4cSNef13/VL2YaWpqKvYQVOhsolK06NAoWQvvXN2AM1fXq6/Tbpd0kCLv+OXVeE93cl4GZvQ3fbNxOnTWVar5JoVGZOF944RYaK5yQBSg9rAiP5v8e60IRiZdeB87rg2pSvOwCgYCycwWAdlbmcqZUlrbnAQsq45Vrqu2xuT+Q6eXn7GqHtef0oH/PK0TRxN95lqqnPjyWSvVn8eDUY01dSqk7+lXKrDWfDmT81UgCAJaW1vTHnfw4MGKi9FxOrPvy2Q1+hidIg3EAFZ9JSVrwS4KeB/xpJRpN29S5H36pOXoJGrzDDCsG2ZTzDVZV6KQcr4dDIsOme7e7HNCEATVqkNacaIay1F2S5YUSKPEedc1e3E1ozGoQjgu6XpdaT7XLkJgtWtf5JTS2uYkYLlQrbI21niTnopARAL5nGi3CTh3XSPOWN2gWwsnttdiU1vVwvviGCbWXo2LF88tFDlfBccff7wpl9S9996LjRs35nq6smJoaKjYQ1DRua5KzKITZHT4JX3cRjEuZiD/9kafU83iAtjxKmN+kxYdTYyOmHK+WeMnxacyJvvCcayCgQKAbI0nZDA0+e01+Rwpn3qNLDoKlRiIDJTW2uYkYF2LVll0ZsaTVf+DVK8rMY3QJ/cbMpmCt4QoHDlfBZdddhm+/vWv4zvf+Q6CwURkOalq9+zZg6uuugq/+93vcMIJJ+R6Ok4WBCNxXR2HUhM6LCsKmbVA92rK7LMTgqLaZYPbLmp6WbFEEx24bUSMyrpKBSvrivyblTGpFh2G0HHYhKytJ0bupWafM2XAZiQmIRwz/r6zdaVxOFbDuo6tEjqk8SUY0cbopOtK3mSw39B99kqJ0ro75E7OkvKjH/0o/vSnP+Hzn/88vvzlLyMUCuEjH/kIYrEYRkZG1FTz2tpaXH/99TkPuJxYsWJFsYcAgB1zUmrByCwrirFFx7zrSpJltSmoIibIjuUssonRsduElPPNqqMzzrLoLGyaZKCz8vdm67aiz6/gdYjwOW2pLTpxdjCyQiU29ARKZ21zkuQzRmfVypXwvtyLYFRCMCpp1mK69nNG+02JbcEaUrmryxFLroLf//73uPnmmxEOhyFJEl588UW8/PLL6O/vhyzLOO644/D4449j2bJl6T9sEVEqRRJZ1pJSu45ZVhSysihd8M4s06GYKkiUDafWY09pgTHb74q26KSab7oFA6AVOs06oaMPRs62oWfivfqlrjxppspMSaSXc6FDUyprm5OEFY9jlcVxbGxMLQCos+iksbKSFmSSUhYTiy0Y2RInodPpxC233IKrr74aL774Il5//XVMTk6ivb0dxx13HM4880wrTlN2+P2Z1XvJF6wbd+m5rvRjJHvFkGbpTLKuWFYTURDQ6HVgxKB3VjbByHZRSDnfpEiJUK4rUQDqPYmxKZaXGCMYOZfsJtZ7FXGVKmAzXYxOpaaWl8ra5iTJp0XH7/cnHryCUQSi2qyrdM8fTQYWnVQu4WLDhU4K2tvb0d7ejosvvtjKjy1bHI7ULpJCwbKWlJzrijFG0gpi1EIhk88ln6yaq/RCp85tx/R8DBMLRQPT+d7pgoGp5ptVR0cRd41eh3ou5emQVUfHateVsgGnuhnMxyRVmLntoqb1Q+K9lRmjUyprm5OEvhYdNiFtoLBZHA4HvI7EtR+KSur6FAWkjZszcl2lspQWm1IeWzbkLHefffZZZmowTX9/P6LRxVFO2iyrV68u9hAAlIdFhxUXQ5ZTt2fpumJlNgFsc/Ly2kQKqSQDU6Fo2utaEYuikAhITDXftOsqEpMwMx/TjUW16BgEI2cLSyQ1q64r423AT7TjaPDqn4sq1XVVKmubk4QORrYyI3D16tUaV7p/IbkjndsKAGrddqbbuZStJpEStjZlQ85Xwumnn47BwcG0x33nO9/Bz3/+81xPV1bs2rWr2EMAYBCjU2IWHZbQCRAp54IgqDf6TITOuIFFp8mrf8paVpuslfGdZw/jkv97A1sOTBl+tjIOxRqTar61FilZWyyQEGD2hVgaVguI3GJ0snNd7STabSjuNZJKdV2VytrmJKFFt5XNZnft2gUfKXQWHgBEE2tSEASm+6qUhQ5tuZVK7H6RKTlfCbIsw25P7wHr6OjAXXfdlevpOFkwvVCB0yYkb3ilZplktV04YXmN5meHWkzP/ODJpnSNhLihNx4BQFt1UujsGJzDVCiGrz7VZ/jZihgxI0C0wdSSZlwNGqGTOE6SE1Y3SZbV4o65bNxs1xXbomMXBbD+ouW1+vYubkdlCh1O6UFfx1bXeCJjBpMWHXPvba9z617LtMJ7IaEDpUt5rGbIKEYnFAph27Zt8Hg88Hg8cLvdKds+AEA4HMahQ4fw2GOPobe3N+cBlxMNDQ3FHgKApDp3O2yISzKiklxyFh1lIbVVO/Evy6rhcdiweWWd5hiHTQSiUkZ1dEirUBVRt6K5Suu6ctpFze/NoAgdRZykmm/adRUk3HLVxJMi6aKLS7KmnkUuriuWSFLEHl1R1mFLVGgmn+pEAbhkUyuePTit9ucCtOKxkiiVtc1JQgsdoyDgbGhoaIB3Vt+yIV0cn8KVx7fBJgiYmY+hZ6GZJ201KSVoa1M4JpV1cdCMhE4wGMQ555yDcDhZTVaWZVMtIABg3bp1mY2uzPF4PMUeAoDkReuyCVBmrtRidBQrjc9pw7Xv6GAek43rKkgUSiR97HSAoMsmqOmjZlFq3SjiJNV8O6nKyIFIciMhx2WnXFxknFAuQscmChAFaErXtyyIPdr9ZBcTQZzkRnzHBWuxrNYFr8OmETpNBqmzi51SWducJC5qfaSrl5UJHo8HPkdQ97rZYOdVjV7cutD36t8f3IM9Y0FEYhJkWS7JFiosoVPOZCTRGhsb8e53vxsej0d1VwmCAFmW0/63bNmyinNdmYldKgSKtcRlFwnXSOkInYSLJvHvVO4ZRSxkUn9CsZyIgnYjpG/QLruo8cGbQUkBV8RJqvmms8ZIiw4psOgO5prO5YxaOJlAWpU8DlE1xbNcV3T9EeX78lKuqpaqyrTolMra5iTRW3SsE+GDg4O6ax/IriWL8mAhI/N2NoUiTI2rlGv+mCHj9PL77rtP/Xc0GoXL5cK2bdtSdvN1u91YsmRJdiPk5IzyZO60i6oyL6XrlnRFpbJaKDf6TDYHxXLic9o0T071HjtsQrK5qcsuMjcyAIap5knXVXoB4qDqAGktTcnf0UKHtLzlWvzMaRMQXrC+N3kd6vdhExOuKtIVR940bELi+0qMVSsGm7yVadHhlB75dF0B+msfMBeMTEO6isNxCc4SdAktNotOTnV0JEnCUUcdhfb2drS0tKR/Q4XR1dVV7CFAlhOpzEAiOC+gBiOXzpMEGVycUuiorqsMLDoLgoJ2S4mCgCafU62l47SJzI0MSKS5V7n0S4WO0Uk133RTT7L3GDk2Mmg5Fpc1rSBycV3Rn03HKLnsImILY6KFTpPPqZro6e/R6ptJuVAKa5ujhbYGG1Ukzoauri6MDesbAJtJL6chY13CMQnV+hj/ohPRCZ3SuV9kQ05S0uVy4bXXXuMix4DJycliDwHReDKg1WkT1YVZSsHIGvdMCteVcqOPy+Zdb4qLyOc0DsYFEpuPUYwOGU9DEqWETqr5prOuyG7tpMvMprHoSJpsh1wKBtLvZ8UoKdBZV2TAMe3eK+XGhPmkFNY2Rwtt0bEyRmdycpK5P2SzJElBVqoCgg6UrmiLDgCIOcYNZEMwGMTAwADWrl2reV2SJDz33HPYs2cP3G43zjrrLNOB0vlgdna2aOdWICtcuuyCeiMtLYsO4Z5JYQqmO4Cnq8objSeFAmuTIjdCp13QuJBIyHgaEuU7VARYqvmmu69rXFeEy4y02sQWMuRYv8sGR5oYJfK4OaJQIClmaMFYioGUhaAU1jZHC70fWGltnJ2dhbexTvd6NpWXXZRFpxSh08nLvVJy6TkHDZBlGYcPH8b999+P7373u/jnP/+p+/1f/vIXjI+P4+qrr0Z3dzfuueeeom5IqdLuCwVZ4dJlE9XguVKKgYuadM+Qvm0z7isyO4jlliJv9i6bcTAyKUoUyABqxUqWar5p1xUpnnwG6eUxSUaU2AhzKRhIv59+2iXjBGyigNlwMpW2xp18HiINaXSWSyVRCmubo4XOHqx1W9fhyGazsS06uQqdEhUQiy1Gp2yEzrZt2/Diiy8CAOLxOJxO7RPp0NAQduzYgdNPPx02mw3HH3883G43tmzZUozhAiiNdHrSBOm0iyVv0UnpuqIsOukIRNlWEwXyZu+yi3DaRKaYCDAsOjGGpSXVfGubekra9HKDrKtoXEZEyo/rin7aJcdnFwWNSKwhLDqabLEMs9QWE6WwtjlaaNeVldbGdevWMR+Esnn2IB8QSlVAcKFTJE488UR88IMfxAUXXABA31Rv+/btqKurUwt5iaKI9vZ29PT0QMqgCaSVlEKZeDIt0E0KnZKN0UkfjAwgbdHAB94cw42P7FV/Zt2UyWBFZZNkHffffz+Au/45qNa0GQ9E8KXHD6i/V8RJqvkWBEEVE3vGgnhlaC7xOrTVhemCgWYDtc1Avp8O1LSn2LFJiw4p0DJNx19MlMLa5mjJ57Pbrl272OnlWSgdUpCVatq2mcrIs/MxfP3pPnzy/t34nycPYipYur0sy0boKCgxQXRs0MGDB1FXV6d5raqqCvPz8xgbG0v5meFwWPNfLKavgJkNZpqd5huNRYcMRi4pi44594zW/WO8QYwHIrjzhQFNQ0+W2XlJdfJmX7Vw0zZKMb/v9VFVnPz4xUHsGJxTf6eIhHTzzRJRHoeo8fPbqVgesyLQDIowEZAsFqhAjiEuAWuakgXxVjQk/7222av++9il1TmNp5wphbXN0ULGj1ktwmVZhoexh2QTo+PUxOiU5nVEByOzqjg/uW8ST++fwv6JEJ49OI2/9U4UangZY50Ts0CwzJGyLGN2dhZtbW2a16urExtxIBBI+Zl333034vGkSX7FihXYuHEj2trasH//fgDAkiVLIMsyRkdHAQBr1qzBwMAAQqEQ3G432tvbsXdvwoLQ0tICURQxPz+Pnp4erFq1CsPDwwgEAnC5XOjq6sKePXsAAE1NTXA6nRgaGlLPPTY2Br/fD4fDgdWrV6tPjw0NDfB4PGqxsq6uLkxOTmJ2dhY2mw3r1q3Drl27IMsy6urqUF1djd79h9S/KzofQHg+BCDx9LN7925IkoSamhrU19fj0KHEscuXL0cwGFQzSzZs2IDe3l7EYjFUV1ejqakJBw8eBAAsXboU4XAYExOJi7y7uxsHDhxAJBKBz+fDkiVLcOBAwvrR1taGWCymCs+1a9fi8OHD2DucrDg6MzWJnp5Zte7SyMgIgET34Plgch5DkRh6enoAAM3NzbDb7Thy5AgAYL5KH4AenJ5AT88MGhsb4XK5MDQ0BFmWsbmrBr1jAayxT6O3N5jSHdNzZAYt8iyePTiteT0U8GNoaAgej0cdU3t7O+bm5jA9PQ1BELB+/Xq8a6mAPx7QfqZTkDAzM4NQKITJyUlMTSRF9v6DhxCzJXNPZ8fHMD3tRiQSwfj4OICESb2vrw/hcBg+nw+tra3qNdva2gpJktRr9vx1rTgw5sexjQJGBw9j+fLl6jUrEd65QCiEm05fga893YelHqApMoZYzIfe3l4c45Kxo94JQRRwcvUsenp6sHLlSoyOjsLv98PpdGLlypXYvXs3gESRUbfbzbxm7XY71q5dq35n9fX1qKqqQn9/P4BEf7yZmRnMzMxAFEV0d3er12xtbS1qa2tx+PBh9fv2+/2Ymko0YSWv2ZqaGjQ0NKCvrw8AsGzZMszPzzOv2aqqKrS0tKS8Zg8dOoT5+Xn09fXlvEcMDw8DQFH3CPL7np2d1Vyze/bsQTweL/oeMT8/D4/Hg2XLlmHfvn3q9w1o94iT25zYOx3F1Ud5EIvF1LZD9B6xcuVKjIyMIBAIMK9ZZY9Qvm9ZlrFn9y64bAARp494LIrZ2VkMDAwAADo7OzE1NWX4fdfU1GBqbFR9//D4BHpCQ8zvm75mlT0CANavX499+/YhGo2iqqoKzc3Nmu872z1izZo16Dt0WGcdGzgyjPE2EYIgqN/3uL9Kc8xEIGK4J+djj8jkYUOQy/DR5NZbb8WmTZtw4YUXAgD8fj9uu+02HHPMMXjve9+rHrdjxw48/PDD+NCHPoTu7m7d58RiMWzZsgXd3d2a4EKbzWaqUWk65ubmVLFVLF7qn8F//z2xiVz2L614ZXAOb4wkBMOjVx2TlenVaugxXvYvbczjfvB8Px7elVi8/3vhOqxt8jKPe+7gNL7y5EHNa5982zJcdHT6Mgife2QvXic6dpPccEoHzlnXiLN+9orm9c0r6/D/3rnC1Hzfu/0Ifv3KsPpzZ50bd31gvfrzb14Zxj3bE5vDl89aiZG5CH74QmIT/fzmTpy5Jj89lj7/1714dSjxd3fVu/HT969P847KphTWNqdwKPP94f97AxOEi+aoJT7cfv7aFO/U87c9E/jucwmBfu072vHubuNiu8UgEInjont3al778KYluPKEpZrXfvTiAO5/I+ktOXddI64/hd2+Jx/E43G89tpr2Lx5c9r7dU6uK7/fj/POOw9PPfVULh+TM8ofSVplgKR5uaamRvceEpfLpfnPCpEDQH1SKiakadRFxOgApeO+imQTo5PCdTUWiOheM2vKNnJdAcmaGfQQFdeVmfmmC/XRKe10wUCj7CyrsQmld12UMqWwtjmFQ5lven/IOeuqBIN8WWNiZYeVU8ByTkLHbrfjb3/7G971rnfh2GOPxa9+9StEo4UPSFLESSgU0ryuxNrQsTuVBHnxuWzaeJBSCUg228+J7gBuxHhAfw2abdiZynWliEb6mFSBvDR0Wjc9LlKIpqq3YzUaAVwalwWHU3LQaz+bMnJkvZ9SFAdMocN4ja6eXKqB1YAFQueHP/whTj31VOzcuRNXXHEFurq68M1vflP1lVuNkkFFZlIJgoDW1lad0JmenobP5ytap+GOjsKZ8YzQFgwUNZU8S+XJnbTOpOrnRKdoG8Gy6BgVA6RJZTVRFjstThRxZma+6bRu+nyk1SouyQikqQVkFaRWK6WGr6VKKaxtTuFQ5lv3YJKNRcdW4hYdlvWG8fQzTwVSswKWS4Wchc4nP/lJPP300xgcHMT3vvc9dHV14Qtf+ALa29vx2c9+Vg0cswrFYkRnRh199NGYmJjQvD44OIgTTzyxaNVbS6F6qsaiYxe0LooSuZ9FTdaKoYvuGZGLRceXwmqiiKsYJRAVa4iZ+abTuulx2VNadLjrqlQohbXNKRzKfNMPJrmnl5feWjNjvQEYKeglmkEGWJhe3train//93/H888/j9dffx1XXnkl7r33Xqxbtw5nnXUW/vznP1uStq0IHdpFtmnTJlRVVeHVV18FkKh7MDs7ixNOOCHnc2bL9PR00c6tEKbTy0swRsd8HR1zrqtcYnRcKcSE8sRCt4RQzNdm5pseB21p0lRGjkua5p+sfl1WoXVdlcZ1UcqUwtrmFA5lvuk1mE0uB5leXopWEFbKuxl3VqlWeQbyVEfnqKOOwg9+8AMMDQ3hhz/8IV544QVcfPHF6OjowBe/+EU1RTEbFLFEiya3241LL70Ub7zxBn74wx9i+/btuPLKK4vmtgJKow8Q+cRAByPTloliYbYonlNTMJC9qOKSjAmWRcek0Em1ICIxCXFJ1lQNBoDAQr5pNvOdyqITk2RN8898uq7I66JI9TXLilJY25zCocy3Fa4rN/HAxrKUFBtWWEC5ByPnrY5Of38/fvazn+HnP/85gsGgWuvmG9/4Br7+9a/jnHPOwTXXXIN3v/vdGTUGraurw80336zLsAISOfZXXHGFhX9FbqxfX/wUXa3rStRkDJXKk7vpYGQxvetqej7GdMlZEcgbjssIMdpBTIUSojub+aatanYbLXQS53OIgqbrsdWIJXhdlDKlsLY5hUOZb30wcjYFA0s7GJllZWK6s3TVk0vvb1GwdOeMRqN44IEH8J73vAcrVqzA//zP/2BoaAidnZ34zne+g4GBAezatQuXXnop/va3v+HCCy9EZ2cnvvzlL2eUrSUIgmUp4Pngz2+M4vbnDuOmB3YWtYLqk/sm8cfXk8WpaIuOJMmQZRmP7BrHA2+OmXJlbT04jd++Osy84WeL2Q7dZlxX4wy3FZBof2GGVN9AOCZpLCwKU6HEtasUeMsE2g2ms+gsuK7y3VeKx+hkRjZzzSlflPnWp5dn/lml0tQzEInjt68O44VDM5rXWVamXaNBvDY0p3mNDkYemo3gnu1HsGs0dYHeYmCJ0Hn22WdxzTXXoLW1Fe9///vx17/+FZIk4fTTT8cDDzyAffv24YYbbkBdXR1Wr16Ne++9F2+88QY++MEPYmhoCLfeeqtlbRdKgRcOzeDRPRPYMR5nRqsXgv0TQXzzGa2L0GWjgpElYGvfDL7/fD/ufGEAzx+aTvmZR2bD+PKTB3H3y0fwqx3DKY/NBLNZV04TdXTGGG4rwLyrIVXH40hMGzOjUOdh13EyYlVj0p1a7dKez8h1lc/UcgBo8CazwZZQtX44eszONWdxoMw3HWOXSWkJhVLJurp3+xHc/fIRfOnxAzgyF047pi89fkBj7WEJot+8MoxbnzhQcpmbORcM7OjowOmnn46f/exnmJqagtvtxr/+67/i9ddfxxNPPIELLriA6Zrq7u7Gb3/7W7z22mu46KKLitZ4Mx+QT99Bxo2xEGztm9G9pisYKMv47atJwfInwvrDYjvR3+mPaY7NhIjZ7uVUHygWrLoz791gvvLoWWsa0FbthNMm4LSVdZrfzccknQXG6xBxzVuXAUhfmFLh85s74bKLqPfYceFRzZrf0R3aAwWy6Hxo0xI0eh1w20X852ldeT3XYsDsXHMWB8p8n9heg2pXYi3aRQHvWFGX8WeRwcipkiryzf1vJqsav0rs7aTVuo548AtGJUyHkg+SRtaoyWAM06HSMlzk5P9xu91qj4+Ojg585jOfwdVXX436+nrTn3H00Ufjj3/8Yy7DKDnIFOVAJK55Wi4U9R791LqIpp5AwkUxRzRuqXGlvhxq3Pm52WbX1JO9QZCi6VMnLcfbOmo13bfT4bSL+MXFGzAfk+Bz2nD1CRFc9vs3Fz5bQpDo3n3JpiW4ZNMSVYSYve5XNHjwh48cDZsgaDY9QBsUHIrG1YBxXx5Ty4HEk+q9H9qAaFzOu6haDGSyx3HKH2W+m3xO/N+Hj8aRuTDqPY6UFmAjbEKisa4M4we2QkMmppAPczdu7sB9O0fx2pFEexjS2pPKGjUWiBTlvmdEThadYDCI0047DX/+85+xf/9+3HjjjXwDAGXRsTCWJROqGDcrXcFAWcbMfFJ5V6dZtALyk2liOr1cTO+6otPpMxE5CjZRUE3UZIG/cEzbkqHWbdfMdSbZhB6HTSdyAO3fP0uIULMFD3PBYRO5yDFJLpmjnPKDnG+XXURXvScrkQMk3OjKOk/VyqaQaIQOWdLCYUN7nVv9WQnFkGQ5ZQ0goxCCYpGTRaempqbofa5KEfLpm7QAFBLWg4K+15U2wp4ljkhoBS/JsqalRLaYLxhIpGUaPAnRWWa5YhMFOEQBUUlGmKprkw9RQM4PKULzWSyQw+EUFodNRCQeL5mCgeQw6JIWZCKHEpeTbtysoq3FJP+PiRUIeQMMFMmiwzKJ2kS6MrL2mHR1dWif7IxFflizdXTMuK60LS+ssUAplpdwTKKedrTLZ/ny5Tmfi7RazZJCh1taSgor5ppTPlg938o6L2aMDkncwKLjddg0SSDKg3G6+j9jfnb2a7FIa9GJxWJ48MEH4fF4UFVVBZ/Ph6qqKrjd7pSZLLKcSF2WJAmRSAQTExMYGxszDE5eTJAZMsUKRjZKESYtBrSFJt3FS/9+LBhFvQV+WHKxp6oVY6Z7Od3E1ApcdgGBiD69nBYfwWAw5yBVMotjNpwUOqlaU3AKjxVzzSkfrJ7vUnNdkZZ98uHc6xSplhWS7ngW48HSsuikFTqCIOCqq66C3+/P+WSCICAcDqc/sMzRxugU50I2WkCk0KFVd7pUR/riHg9EsLbJm+UIk2iyrlIFI4vpsxXIfitWuK6ApGCKxGXtJkC5kyYnJ9Ha2prTuewa11V+3WSc7LFirjnlg9XzrbjhSyUYmXwgJ8MtvA6btu6P6rpKY9ExqGdWLNLeCWw2G0466STVQmPFf4sd8gbIqrtSCIzcUKRnaHiOEjppLl7aL2uVH5Zs52DWdWXkI54na/JYJXQWPmeecl3lI0CYrIxMCk+zvbo4HE7po+xlpRKjQyZZKA9z7oWYTq3QkRf+n851VWYWHQC46667EIlE0NzcDI/HA1EUYbOl3nhlWUYoFEIwGEQwGEQgEEAwGEz7vsUA2fitWK4rQ6FDWAyGM7To0L+3yg9LWmdSFeAy47oi3WtmqyGnQ1noiYKBxuJjw4YNOZ/L6O/nwcilhRVzzSkfrJ7vZIxOabiuyH0tWY09se+xChyyGn+STASjliWrWIEpodPe3p7xBwuCAK/XC683d9dGuUHelNKll0uyjB2Dc2itdmJ5rTvlsZlgbNFJXngjtEWHuniPzIUxOBPGsUurYRMFvdAhLDqTwSh2jwVw3LIaUy6juCRj++AsOus8qtBx2ISUcV/OFAUDQ9E4dgzOaUymqaosZ4JyXhmpM6F6e3uxdu3anM5lKHQKkF7OMY8Vc80pH6yeb2VPkeTEXmgTBYwFItg3HsJxy6vz2teOBXmfSlZjT+xvmt5ccQmz8zE8vX8q5efFJBkzoZglMZxWULoNo8qYTGJ0/t47idufOwyvQ8S9Hzoqq7ovLGIGJlGyCd0IZZEh/a6haByfun8PApE4/v3ty3H+hmadX1YROpIs4z/+shf9M2G8d0MTPv329ML4/jfH8NN/DqLWbVctL6nic+jf0zE6P/jHAJ7YO6l5zbIYHWKhTxGVQT1UgLAVbUy4Rac8WEwtazjpsXq+NdZpSYYky7juoV6MBaL48DFLcOXxSy09Hw0dQqJYcWQ52V9PsVjT6eVffGw/do0G1ddqXDZNzS+FsYA1ySpWwB8T84AvgxYQvWOJBmjBqIS948GUx2YCbdH54FtaAGhjdMisHkAbbPzi4Vk1vugH/xjQ/Z58/3Qohv6ZRJD5gz3jpsb3038OAkhYSBTBlaqGDqCNX6GzymiRA1gfjAwkU75dNkFnlq2urs79XHaRKXbSVa3mFBYr5ppTPlg937QbfmAmrD44/vbVEUvPxYK2iCt7/XxMUhsbK9nDTsp1RYocAIYP56UUkGx69xwYGMDf//53XHTRRWhoaAAARCIR/OxnP1NdVF6vFx6PBw5HQsVFo1EEg0FNrM4111yz6ON0yCf9dHV0SMuElSl5pNC54rg2fGjTEgDaGB3aKkJabFh2hUiM/RRgVVByqkBkABAFQS2dTtcA0n2WqBci2UIKJv/C38wSZU1N5ntqGSEKAhq9Dp21rbmqNJ6MOAmsmGtO+WD1fGv69sXlgveGokuFKJ4HOuMK0O5/dMdyAGrvL5pSKhpoWuicd955ePPNN/HYY4/h97//PYBEbYHPfOYzpjtDC4KAa665JruRlhFOmwiHTUA0Lqe16JDK2sqy2eTnntBeowocWwr3EBmjw5pS2qKjLA5auYeicXiycLWYiakRhUQVT6M6QQpWWXPoz1JOyxJlBw8etCRosdmnFTouu5i2ajWnsFg115zywOr5dlIPnPQemu9AXjoeU4nR0dbQWRA6ttQP7kbW5lKy6Ji+G3R1dUGWZXR2dqqvKZaZTFLLF1OX8lQoajiQpgUEGXVvZTVJUgiQrhBbisVDBhuzDqNjdIKROGRZ1gm0bJW8w0QhSUWokTqHFXjttKgqMsAWTfkMFiT7awEJ4WP2YYLD4ZQ+2hgdSbdn5tvCQ5cSCUUlxCVZ2+KGYdFhlUsx6pFYSv2uTFt0HnzwQezbtw9r1qxRX/P5fHjllVfg8Xg0riulanIkEkEgEFD/8/v9sNsrI9bA5xQxM58+60rjusqTRUcjdFLcn8MxCbIsQxAEZgNPOutKRsLKM04p9/FAVNMIzizpXFcAFp5yZI3rimU1syq1HEjE49Cwxrp0qTUBhM0+J/Uzd1uVGlbNNac8sHq+adcVbf0YD0Tz2v2bVUqErhOmlEkhkzFYe23NYnJdCYKgETkAIIoiNm3aZPgep9MJp9NZkR3NFTWsWD2MnsgjGqFjnUUnRih2Mog3lUVHRkIgOW3sPuWsxRGMSDrlnq3J0oyVRLXokL1ZGGLSSosLy6LDyhCzquo3bdFpooQPp/hUQoV3ThKr55vu20eLgtFABGub81eahbWXByJxZosbci9lWXRo15UoJCzuZem6ypVYLIapqdS594sJRejE5dTVL8mqwFaa+sjrWGvRSW01SVU0kPV3BCJx3QWd7d9hzqKT+L+m2y7DPWhljA6rwjIrGHliYsKS83GLTulj1VxzygOr51tbKkP/sJhvawjzoTUa1zw0Kvcw0jrOeqiks67aql0AgIlAomhgKVAwodPX14fLLrusUKcrOmZTzEnXlT8SR8iibucxQkCZjdEBkplVrLgXViO3QDSuW5TZWqbMCB1l/PE0Fh2rGnoafZaZsWYLnWHFLToczuKCfFCKSDLD/Z9fawir3U8gEme6rhyEhd/PqJdDu66W1iSETlSSNQVWi4nlATNDQ0Oa4kqSJGFqagq//vWvsWXLFqtPV7KQlWwD0TjqwX4qp0uAJ+Jbcs+wIYWKIxOLzsJ4WEKH1cgtEIljooDByMoh5JMCy5yar6wrBZbQ6e7utuR8tLDhFp3Sw6q55pQHVs83uX/4w3Fdwb18B/LSpUKAhGU8ENWnlwuCAKddRDgmsYORKdcV+aA2Foii3lP8/csSofPiiy/ixhtvxM6dOxEIBAyPW716tRWnKws0bSBSZF6xGmVmE8hLQwoVm8lgZCBp0qQLSsmyzDR3HpkN6479Z/8sInHJME7GqLFrRhYdOY1Fx9KsK0YwMkOUHThwwJJrvI4yBdOuLE7xsWquOeWB1fNN7nVHZvXxP2OBCIKROCRZRlUeioWyrPN9UyGqaXHyHuayCQjHtCEDCjVu7YM5+aA2HohgbVPx20Dl/A0+99xzOPPMMxGNJhSow+FQ/01SVVWFb33rW7mermwgL5JURQPpon1WBXCRLSBIM2m62gyKmKHr1MQkGazSNYem55mfc8UfenD3xRuY1hBaGCXHaULoqMHIyddYKfx5D0ZmjDUSsWbuaKsbHZzMKT5WzTWnPLB6vskHpaE5vdDZPRrEh3/7BiQZ+PFF67DMwj6IANs6f9dLQ5p9zUsUvnXZRYDhtgKAKif9YJbcr0ol8yrnu8E3vvENdHR04LHHHsPMzAyeeuopNDQ0IBaLQZIkSJKErVu3or6+Hu985zutGHNZQF4kqeJuolRdIatMlqSYIO/JZoORaZeaUZDyoSm20BkPRLHPoKWF0WeZcl2ZtuhYGIxsMkbH5/NZds63ttcAABq8dsPKo5ziYeVcc0ofq+eb3D9o1z+QeLAMRSWEY5LagsdKjPZg8sGbdEkZ7aduu4gGr129xxy7tAr1nuT7Cl3x2Yic7wYvv/wyfvSjH+HMM89EdXU1TjzxRASDQbz44ovqMW9/+9txxRVX4Gtf+1qupysbtP1BUmRd6VxX1jw5KBYZu6jtCJ4uGNkoRidMjJMMbiaFzpXHt2neY2S5YfmHAXPiRFlQ5Eezgr2tFDqsmjysrKslS5ZYds5r39GOK49vw9fOXs2LBZYgVs41p/Sxer7J/WPOwFKikA+xQAYjv6OrTvd7UYCmjo/Rfvqd96yBwybify9ch4+fsBT/eVqXtgkow3JUDHK+G8zNzWHVqlXqzw6HA29729vw5z//WXPcRRddhEceeSTX05UNLpOTrXddWWvRoRtEpo/RYWddkb1RNIqdiKpf1+zFR45tVX9mBTQDbP8wALhNxNUo3ddJ1xrLdZX39HKGZezAgQOWnbPJ58SHj2nFykaPZZ/JsQ4r55pT+lg93+T+wQrwJUljhM8K8uH7vO5GtFZr4wDrPQ7NvYOVeXrpMUvU+JtVjV58cNMSNHgduiagpUDOd4Ouri48+eSTmtcuvPBC/OpXv8Ls7Kz6WjgcrqjNgQxgTTXZ+qwra2N0aBdLWotOjG3RCUVJocOOGWn2OTWuMaN+VEbCjyUoaJTxS+lcVxamf7sZi9xMXy4Oh8NhQbaomYukttjko+cVeU9y2kRGkVLtz6yWOvRDtAL5kJnKm1FIchY6F154IT73uc/hoYceUl/70Ic+hEAggPPPPx9bt27Fjh07cN1111VUhWSXCVUrybIuit0qi44iVGhhY3RxKigiJEYNzE88dZAWHZImn0MTD2TUYdzIomPGCqMWDCTr6OTZdcVa5CzXVVtbm+41zuKEz3VlYfV8k/GIAcJ1xXp+yofnmnzYdNtFRpFS7c8si47d4GFPI3QWi+vqP//zP+Hz+fDhD38YzzzzDICEP/N//ud/8Nxzz2Hz5s044YQT8NJLL+H888/P9XRlg1bVpg/8UpgLxw2FQCYoQoe+GM0GI9MWnYBG6OgtOlVOGzwOm0ZIGbmuIkZCJ5MWEGSMTp6Dkc1mXZH1oziLGz7XlYXV803uH2GDAGCF/LiuCIuOXdDV6qJ/Zu2BdoPkETP3vkKTc3p5bW0ttm/fjsbGRjidSRV43XXXweVy4fbbb8fExATOOeccfPOb38z1dGWDU6Nq2Td82m2lMB6IYHmO6YSKyKBjSbINRp4LJxc6y6KjLAy7CdeVkcrPxHUlI2EREwVB059FwVKhw8y60r82NjaG5uZmy87LKV34XFcWVs+3keu7xm3XxD0C+Xddueyirkgp7bpiCx0Diw7xt5VKMLIllYiMzHqf/OQn8clPftKKU5QdmsjzDCw6QMJ9ZZXQoS04ZoOR6YypAFVIymUTNAJOWSg2ExYdI7+tuWDk5L/jkgzRJjCD+ayMoWEtcmc+HrM4HE5FwHpQAtidwPPhuiL3YJdNZFh0TLiuDPZA8oHVCu+EFRSs11WlQd5ojSbbqNmnFQHJSvdy2qIjMi5O8oI1KhhIpkC67KKmICKQfALQBiOzx2ZkzjTVvZxY9coQU/USswKbKOgWNct1tXbt2ryOg1M68LmuLKyeb1bWJgBUu/W2h3RW+GwgreouZowObdFhxSmyx+UQBdXdZlRKpNBwoZMn6FoCkizrOrmSxQI9RIHBUb9xQLJR+wSaqFGMDmPRkA1IjVpAaISOTdC8BwCaqxILxUyMjpHrylwwst41FmC4rozOnS20hYj1RHb48GFLz8kpXfhcVxZWz7eRSMjFopPq3kD/jnZd6Sw6VVrhwworMBJggiCoD63T81HL9+JsSOu6isfjuP766+F2u+Hz+VBVVYWqqiq43e6UhcxkWUYoFMLc3BxmZ2dx+PBhHDx4EM8++6ylf0CpQl4YT+6bwpYD0wCAize24MoTlgLQuq7aql04MBkCANyz/QhcdhEf2Nii+cypYBQ3PboPTruIb523Gh4Hu2JuQlQl/q2vo8MSOiJmFur+JbOutOLhwZ4xzd/mpc6tLBQbQ4jQGAYjm4nRIQ6RZBlxid2Dy2qLqdsuamKBWBvV/Dy7SjRn8cHnurKwer6NXFfsYOTUSkeSZXzpsQM4ND2PW9+1EisatLW3thyYwp0vDOC87iZ87LhEmImyZ4pC4h5RS8VdksUCAaM4ReNxuewi5mMSRv1RnPeLV+GyCXjgY5vSJsPki7RCx2az4ZFHHsGhQ4dyOpEsyxVV4ZW+MBRV+/udI7jsuDbYRUEjdDrr3Tg0FVLTzf/4+ohO6PzoxQEcXKhE/JtXhvHxE5cxz00qaDoynuVXJa0z81ElGNn4b2v0OtDsc6B3PPna8loXAMp1lYf0co2Qko3ba6yxuNAe/UTDMj17PLy4X6XA57qysHq+DS067szbvfzj0Az+2Z+oWXfzYwfwq0uO0vz+q0/1AUjcMy7/l1YIgqDuwYrngRZT9H0ik2DkxPHU7wShaCIHMBmMvHnzZvzpT3+C1+uF1+uFx+OB1+uF3W7HkSNHcPjwYSxfvlxTIVlBlmU8//zz2LBhA97+9rdb/geUKkY3bUlOxJTUuO2arKsGjx2ffUcHbn8uYSINMdwxe8dD6r/7DHpMAdoaOPQwWEG6NcRTRFAVOmwx8v6jm/GWtirUuu2QAMyEYjh2WTU2tPgWzmcivdwgNslMkT8yxkiSZJAu4PUtXiyrcWFlgwerLe6YS88n64ls2TK28OQsPvhcVxZWz7dhjA7DomOUtKIw5k/GdI74U8d3RuIyXHZBvb+Qlvlvn7caD/aM4T3rm3Tvy1joUPujz1HcKBlTQufuu+/G3XffzfzdBz7wASxbtgyPPPKIYUHAe+65BzfeeCOuv/767EdaZqTK+glEE0InQggBh03Euesa8XDPGPZNhJgXNym66XgfklQWHVbAb42bFDpx3Wck3yvgmrctBwCsaPDg1net1B1jKr3cKBg5g15XQMJiRIqm1moXPn9aV9rPyAZ64bKeyPbt24cNGzbk5fyc0oLPdWVh9XyzHpScNoHZV8+oDIlCJp6ScEyCyy6q+zxpzd+0tBqbllYz38cKRk5t0dH+HXTySqHJWWZt2bIFX/jCF1JWPf7Yxz6GSy65BF/60pdyPV3ZIAgCjESskiVEXsDKjVP5f0zSBy+bvZw1QodRMJB+mnDZRPXCVFK1WUKHjsthQa5f4/Ryg15XWWRdaYLqTLw/W3QWHZ5ezuFwsoT1oOSyi0zLiZEFXCGTrSgclxBf6IwOAF6nuT0zmxgdEjP3jnyS853BZrNh3bp1aY/74Ac/iJdeeinX05UVRjdexT1EWm1UoUNYYOg2DKRyT5V8pbXosBcUid0mqKZF1aLDWFx0phULU8HIORQMFCmLkTZ7IH/ig/7sfHcv55Q2fK4rC8u7l7P2ZZvIvGeks+ikgtWcmYxrNCtAWAIsVcwN7TkwK6jyRc5n37RpE5566qm0x9lsNszNzeV6urKC1SMJIC06hNBZEDikSqZTvMlPS5Wxl07o0ONyiIJqWgxG2OnlgLmL1YzrKrdg5OS/JZkWOvlbTPTCTfU0w+FwOKlIWPy1e4jTLjIf1lh7seazUvyOrjE2H5M02aNmXUqsh1CHQQsIQP9g6Ct3i8473/lO/Nd//VfKtPHR0VFce+21OPnkk3M9XVlhk9k3dMVqQtbRoV1XgD4Nm3TFykgRo6MRUPplQPuBbaKgKvtgNA55IW2bxoz6N9frSv+6TUjfcBSg6+hoa/KYKTiYLbSIYsVgjYyM5O38nNKCz3VlkY/5ph+WXDaB+bCWLhg5VYwO3QcwEpe1Ve5NBglnUhkZKL0YnZxbQFx//fW45557cPrpp+OMM87AMcccg1WrVsHhcODIkSN49dVX8cgjjyAej+Pb3/62FWPOCFmWEY1GEwraoW9GmU+MrqFAhOW6EjX/B1JbdFK5rkgBxTIv6qwToqBaayQ5ofrZFp30F6vGtWQwRpZFx6w1hk5fJ0uZswL5rEIfjMxrbXI4nOxx2EQgqrVIsx7W0gcjG/+Obo8zH5M0sZ9mBUjGwci066rIFp2chY7T6cR9992Hiy++GE888QSefPJJze9lWYbb7cZPfvITnHbaabmeLi1+vx8/+tGP0NjYiGg0ilAoBEEQcO655xa8bHu11w0EQ7rXVYsOw/JCWmDoC9xsjA75NqOgNxK7TdBciMGoxI7RMaH+zaWX5yB0NMHIMtWFt4DByIzvdfXq1Xk7P6e04HNdWeRjvnUWHbvIzrpK47pKdS+gGx5HYhJi8eR5zbqUmOnlmQQjFzlGx5KmnkcddRReffVVfPe738XTTz+NnTt3IhwOY+3atXj729+OG2+8EUuXLrXiVGmZmZnBunXrcMEFFxTkfCmJs1s5KCo7onG7MFxXumDk5L9TXfqkRYcZjEypbTsRowMk/LrMrCsT6j/b9HIzbiuAbuqp/Q7zGaNDP9E4Gf7pwcFBrFixIm9j4JQOfK4ri3zMN+3+dtlF5sNaOteV0T4L6GN0wnEJZIk08xad3FxXxY7RsUToAAnLzk033YSbbrrJqo/MitnZWdTU1BR1DAo2GMToWOG6MhmjYyYY2S4KGmtNwEDomLlYzXUv138v6cqcq58v0K4rMr08n1lX6S06oZDeesdZnPC5rizyMd90MK/TxrboxCQZ/dPz+Ok/BzEejGJtkxf/fnK7uren6iVFx+iEY5LmvmO2kF/Fx+iUGjMzM6itrc3oPeFwGDZbciJsNhvs9ty/msRFq7+pJ4ORGenltlSuq+S/c0kvpxeTzqITzd6iYy69nBGMbNIYQ/45kiTruvDmCzMFA91ud97Ozykt+FxXFvmYb73rSjAsNPvb10bUNg/7J0I4ob0G7+iqA5Ba6CjxoArhmIx5Mr08TxYd+u/wLQbXVSkxOzuLgYEB7Ny5E3Nzc1iyZAlOP/10NDXpy1or3H333YjHk5O/YsUKbNy4EW1tbdi/fz+ARB0FWZYxOjoKAFizZg0GBgYQCoXgdrvR3t6OvXv3AgBaWlogiiJEA4tOIBxDT08PjozE1NeG+g+jZ1aEKPnU1/oO9WNDSzd27doFAIgT/tZgMIhgMIjJyUnMzs6q9Yx27dqFAxPJz52aGEdPzzQ6OjowOzuL6elphAJal5p/dgYOR3Ihj8/4EY3pe0jNTIyivz+CpqYmHDx4EACwdOlShMNhTExMAADqlyerJc/6A5ifn8eBAwcAAG1tbYjFYgiG9WXKY9EYIpEI9u3bp37fQDLbYfXq1RgcHMTUZLJEwYGDfRiYSX4nw4MD6AkOYeXKlRgZGUEgEIDT6cTKlSuxe/duAEBjYyNcLheGhoYAJOZ6fHwcc3NzsNvtWLt2LXp6egAADQ0N8Hq9GBgYwNS49vs4uG8vNqxPzI0sy6irq0NjY6P63vb2dszNzWF6ehqCIGD9+vXYs2cP4vE4ampq0NDQgL6+PgCJ8vKhUAiTk5MAgPXr12Pfvn2IRqOoqqpCc3Oz5vuORCIYH080Glu3bh36+voQDofh8/nQ2tqqXrOtra2QJElzzfb392N+fh4ejwfLly/XXLOCIKjf96pVq3DkyBEEg0G4XC50dnait7cXANDc3Ky2fwGAlStXYnR0FH6/n/l9u91uDA4OAgC6urrUa5b+vuvr61FVVYX+/n4AQEdHB2ZmZjAzMwNRFNHd3Y3du3dDkiTU1taitrZW7Srd3t4Ov9+PqakpAMCGDRvQ29uLWCzG/L7n5+fVa7a7uxsHDhxAJBJBVVUVWlpadNfs2Fiiqe3atWtx6NAhzM/Po6+vL+c9Ynh4WP2+h4eHEQgE4HK50NXVhT179gAAmpqa4HQ6Ndfs2NgY/H4/HA4HVq9ere4RDQ0N8Hg8zO+b3COUa7a6ulrzfSt7BOuara+vV3seLl++XN1/6O+7uro65R5Bft8+nw9LlixJ+X0fPnxYvWaXLVuWdo9Qvu+Ojo6U12wme4TNZkNPT0/KPQIAOjs7MTU1Zfh919TUqNdsDSUyXHYR+/f2gkX/ZEDz83gggr179yIajWJ8Uisipqen1T2ibzCm+d3w2AREd7I9Tnw+iPHxeNo9gtUZXYpF0dc3wNwjYvNaYWiX4zh8+LCle0Sqbu00gpzJ0WXA3r17UVdXh6amJoRCIdx3330YHBzEpz71KdTV1WmOjcVi2LJlC7q7u/Ni0bnl4dfwjxG92Dl2aRW+ed4a/OiFAdz/ZmJB33HBWqxv8eHe7Ufw61cSm99Xz16FE9qTbrh/f3AP9owFAQAbWnz43gXs4OqtfdP48hOJTeaqE9pwyaZWze9vf+4wHt0zof58/SkdiEsyvv98YsO78dQO/OD5foQpy8t/ntaJM1Y3pPybJwJRfPi3bwAATu6sxZcYbSLed+9O+Cnf8fJaF35xcfoS67/YNoTfvZbY2L553mps65/FH19PLNLvvHsN3tJWlfYzsuHRPRNqHzIBwN+uPkaX1tnT08PbAlQIfK4ri3zM9/e2HsZfdyf34YuOasYnT1qOs372iu7Y5bUuDMyE1Z+vPL4NHz4msa/fs/0IfrNwzwCAxz5+rPrvu18ewm9fHdG8b3o+hvvfSNx3bj9/DY5aYm7PPP/uVzX3hEeu3GRY0uMvu8dxx9Z+9efb3rMGG1ut3Zvj8Thee+01bN68Oe39etHlyK5ZswbNzc0QBAFerxfnnnsuotEotm7davgel8ul+c8KkQPoa9goPzErI4sM1xXVWFPjtkmhT+Ma15V+ilntDLxUjA4zvdxEjI4mWNhgjKx0SdMxOlRTTzJGJ7/p5cnzOmxCRv1lOBwOh6bJ59T8nMr1PjOvtcyQQcaxFOnnQcp1NR+TNO81U+1egQ6Uziy9vMwrI5c6zc3NcDgcqom4kNRVaTtoK/5QJeuKXTCQCEams66IcOSUWVdpCgbSQbs2KkYnEIkzKy+b8bOaSS9niSiz/VrI4xJNPcn08sIEIxvV0Glubs7b+TmlBZ/ryiIf893i09Z1S1UeYy6stYAHiDCGVOnnuoKBMUkTt5NJfRtSvNiE1A+npRaMvOiFjiAIsNvtRQkedFEXkZfqJxVhZF05NcHI2guYtJCY7V7OKhjItugkxzob1sfnJMafe3p5XJKZIsqs0LHRlZEL1AJCI3QMBmuVJZBT+vC5rizyMd9NlNBxZ5A1Slpl6H2WvDfo0stjskb8ZGLRIffAdOVAFl0LiFLjiSee0AQpzc7OIhQKob29veBjCQe1vb2SFp1UTT2Ns65IAZOqtkKMkc1FojNB2gSNtYY2kyqYauqpsejof2/U0NOsK4h0jUlUZeRCdS836nOlBDpyFj98riuLfMw37brKpOApKVZoiw55b9Cll8e1rqtM3P2keLGn2Wt1ritu0bGOSCSCf/zjH3j55ZcBJIKV/v73v6Ourg4nnXRSwcdjE9iqNhyTEJdkjZBJxugY19HJRuiYTi8nLToGQseK9HKjcWdl0ZGLk17O2z9wOJxcaaYsOpnsX6T7ia5iT95X6PTyCNHU0+MQU3Ygp8nEopNJPE8hKJj9NRqNwu/3o76+Pm/ncDqduPzyy/GPf/wDr7zyCuLxOJYuXYpPfOITcDqd6T/AYuobGoGDyYh3sgx2MBqn6ujou5fTTT3JC9rIMpI4LnVlZDpS3i4KGmuNkUXHYyKgzCYmIolksIORjfzJ2QUjF9J1lTyvUa2LlSv1GWacxQmf68oiH/Ptodw5mVikSUsNHQuZyqJDBiNn2n+KvG+kEy75TAzJBkuEzt///nf84he/wMGDBzExMaG6jqLRKAKBAPx+P+LxOARBQCgUymtzza6uLnR1deXt8zNhZnZW8zPppwxGJLbrSpN1laVFR05t0WHF6JAiZjbMFjpmu4PbRQFRSWYGIxs1qDMfjMyujGy2+3m2OE24rkZGRtDZ2Zm3MXBKBz7XlUUh5juTZApN1hUtdIif6RidSFxSxU8m8TmAVrykteiUmNU7Z6Hzs5/9DNdcc43p4j1kvZrFTogqjEdXH46wXFdEEMr9b4zB57ThPeubIAqC5oKeno/h7peHcMbqBrx0eAY1bjvOWtsIQGv5YTf11GddOWwinDYBkbiM2Xl2MLJZRFEAJJnpumJVRQa0GWWpIP8csqlnPq05AOAmXVeMlH0ACAQCzNc5iw8+15VFIeZ7PmpspacJpsi60riuqM8MRZOuq0xTvs087Cmwup0Xk5yFzh133IFVq1bh2muvxYoVK+DzJSr7yrKM+fl5BINBBAIB9b9FVp8wJVUuO4CEaKhx2TQXlj8SVy9Ih5isy0JeQNPzMfzvPwZQ47LjtFX1OuX+21dHNMWgltW6cNSSKo21h44TAvRqWzmn12FDJB7DPCuKOAPsooAw2OnlRhad5ipzVj5Rk9WVFE75foIghZTRk1cx3KOc4sDnurLI13wrbn6AnSFrRKqsK2VPjFF1xoDEPUUh0wBhsixJurEWOyaHJmehc/DgQTz++ONFCfYtdS49aS22DO/BZDCKL5+1Cq8P+9XfTQWjmAolLrpad3IaWEr5j6+P4rRV9YYiQeGvuydw1JIq9XPpz1ZgBSMDQJ3HrlkIJJf9SyvzdRbK56ULRj6poxavD/shCMA1b11m6rNJ4VZIi47XacNJHbV48fAMNq9kx5nxuI3Kgc91ZZGv+f7WeavxX3/bj5YqJ07qTPRo/J+zV+KWxw+m7GEVlRI1xJw2URfGoPw8GYzq3jdFvJZpjI6ZEhsKdR4HTmyvwcsDs7j25MJnPNPkLHTWrFkDj8djxVgWHQf39eIXF29AOCbB57RheC5ZwntoLqwKErKeQqqMHqMmmTTjwaTLjK7VABhHxDf7nOibmtf87oINTbj8X9pQwxBMRih/AtOiQ7y2rNaFL7yzCwLMCxVNwUCiqWe+hQ4A3PKuFZgLxw2/i927d/O2ABUCn+vKIl/zvWlpNf7w0Y1w25MZUCe21+IPHzkaWw5Oa9oo0AQjcTg9IiMYObEnjgX0PQXJFg6ZNtok7xtmrE9fOWtlyv2ykOR8dzjxxBPx6KOPWjGWRQmZ0UTWTdgzGlT/3VyVfN0oowdIXQETSBaKGlto2umwCWyLji7rSlwYn14U2UUh4wtVsbows66ouCS3XcxIpJALLC6DsOjk31QqCJl/FxwOh5MKn9OmEw5VLnvaLCwl1kbnulr4eTygt+iQZGrR0cYppt9vS2m/zFnofOYzn8GPf/xjTE9PWzCcxUVjY6PmZzIOZddoMrhNY9ExCHSVZHZFYZLpBQvRmD+h5Jt9DmYhPjrGxL4grkjBlRxP5gIi6brS/46VaZYJZNZVJCap30k+iwWahZ5vzuKFz3VlUYz5Zu2PTd7kvYLVSgggLTqphU6mWVekRceexd5dTHK+O2zcuBFXX301LrzwQgSDwZTHTkxMpPz9YsPlcml+biQu0kkijqbZS7qu2BdQKn+twlggikAkrir9Ji87gI62oCRdV3qLTiYBcvR72MHI+tpBmX128t9kjYhCuK7SQc83Z/HC57qyKMZ8M4UOsUcrAcn6goGKZV/vuiLJNOsqk4KBpUZOdqWRkREce+yxkCQJY2Nj6OzsRHV1tfp7SZIQj8cRjUYxOTkJSZLyXkenlBgaGkJdXZ36s9Mmos6tD/glXVqsi1uGrLuYWYwHIpggVLxRJhNt/VAuWvJpQf1dVmIkhdBhNDLNBNKiEyJSJzMpn54v6PnmLF74XFcWxZhvlnW/ucqJ3WMJg4LyQGtUMJB0XbVUOTDq11p4csm6qiih4/F4NF3BJyYmUlptBEGoqDo6LJqrHDqhQwoSozRpMxadYFTCoelkMDHdS0WBVTAwMQ5rXVdSGotONinhNgOhQ3dk53A4nHImnUVHcV3pCwYm9sVxwqKztMalFzo5ZF3ZDUIsSpWchE51dTVuv/12NDU1oaGhAQ6HA6IoQlz4EiKRiKaGjt/vr6g6OitWrNC91uRzYu94SPNaM2nRYQiLaJxdZZgFGfvDckUBeneUzWLXlT2FRSeSY4wOqY1CJea6Ys03Z3HC57qyKMZ8s/ZHMsxBcd0bNfVUYnTqPXZm93BvhllXWqGT0VuLTk5CRxAEXHvttVaNZdExPj6u65reQokJAUADcfGygryC0bhpodMzQgodc0WuFDHjcdhQ5bTBTxSjysaio1hdZCQyAkixxGpkmgmk64qsDloKQoc135zFCZ/ryqIY882KYSSt9IrQobOuovFEVXqljk6Tz8HcH1niJxWaXlclkPyRCQUbbTwex9TUVKFOVxLMzc3pXqPdSfVeu8bfKQqCzv9J98VKxd6JZEA4K108HfR7somu16aAGzecyy4YOfnZ2waSvcRKIeuKNd+cxQmf68qiGPNNPwg6RAG1nqRtIhgxitGRMBmKqhmpTT4nU+hkGqPjzqBgYKlRsLvDwYMHcdlllxXqdCWB3a43mNFCgmV1oU2WCYuOubYMpJCwROhk5bpK/tuoxgOQpevK4C2lYNFhzTdnccLnurIoxnzTNdW8TpvGCqOml9NZV5KsCURuNrLoZJxebr4FRKlh+ewNDQ0hFksG20qShKmpKfz617/Gli1brD5dSbN27Vrdaxtbq2AXkw06j1larTuGDmOSZGjcSWZwiALqUhRrOnN1PZ7YN4XjlmnPf+zSarw8kHx6Wd/sy+i8gHYRGFXtVMaY8Wcz6gIBwIYlmY/TaljzzVmc8LmuLIox3y1VTjR6HZhYcEEdtcSniatJ5bpSaqkBiYdpuucVkHl6eVe9B16HiGBUwoaW4u+3mWCJ0HnxxRdx4403YufOnSm7vK5evdqK05UNPT09urLhLVVO3PX+bvSMBlDrtuNfltXo3hdhVNoz6ih+/TvacXRrFa7+4y7N600GxQIVrjulA2euacB66oJ939EtWNXowUQwinXNPnTUuQ0/wwhSjBilPgLZua5Ehji6/pQOHL9c/z0WGtZ8cxYnfK4ri2LMt8Mm4s6L1mHH4BxcNhHHt9cgRDzwBiMSZFlmdi8niwU2+RyaJBAFT4YxOj6nDXd9YD1G/ZHKEzrPPfcczjzzTESjC20HHA713yRVVVX41re+levpFgXLat1YVmssIFhxxzMGzTZP7qpDtcsGp03QXMxGqeUKTpvIFFk2UWC+ngmku4v2uOVaGZll0dnYWl6LjsPhcMxQ73HgjNUN6s/k7heMxsEK3YxIsia1vJkhdMjeWpnQ7HOaTnIpJXIObPjGN76Bjo4OPPbYY5iZmcFTTz2FhoYGxGIxSJIESZKwdetW1NfX453vfKcVYy4bGhoa0h9kklkDoeN12iAIgu7iM0otLwT2VK4rQvmk6utlBGttZlOPJx9YOd+c0obPdWVRKvPttAlqnGIgws7GjcZkjUWn2efUxV5mmlpe7uT817788sv40Y9+hDPPPBPV1dU48cQTEQwG8eKLL6rHvP3tb8cVV1yBr33ta7merqzwer2WfZaRRUetaqwLci6e0Ekdo0NYdLIoOsV6CimFQGTA2vnmlDZ8riuLUplvQRDUbKlgVEKMEeYQlSRNMHKj16F7EM40tbzcyfkOMTc3h1WrVqk/OxwOvO1tb8Of//xnzXEXXXQRHnnkkVxPV1YMDAxY9lmzYbbQUaCFTTrXVT5JnV6eWwsIluuqVISOlfPNKW34XFcWpTTfSkXjYCSui88BEkVZlT5XtW47nHYRPqdNkx6eaWp5uZPzHaKrqwtPPvmk5rULL7wQv/rVrzA7m6xzEg6HceDAgVxPV7EYBSMr6FxXBn2uCgHpumJlBChk1euKccVm4wLjcDiccsS34HYKROO6/RUAwjFJzdQiH4CrXElxk2nGVbmT81974YUX4nOf+xweeugh9bUPfehDCAQCOP/887F161bs2LED1113Hf5/e3ceG9V17wH8e2ff7LGxPTa2xzZ4JTYB0jqg4MQg9AhLQXoND9rQktIECHkRSoLSqqIv1VNbRVFVrESJ1VRtENFDfWoTSCt4gqQKYWkTCMRQg43By3gBbGzjfcYez8x9fyRzPZuNPffOzF1+HwmBx9dzj+c7+P58zrnnpKam8j2dpOTn5wv2XNMNXfmFDl2JpUcnfI4OzwUDQ3p0dGomaLXkRBIybyJulLWyiClvf4/OpJcNWh3e796om7uhJfAX4MDhqggjXrLGu9D56U9/CrPZjO9///v47LPPAACZmZn41a9+hXPnzqG6uhqVlZW4ePEiNm3axPd0kiLkStAPGroKLWwyIuxEHi8z317OdzJy8NeIZdgKEDZvIm6UtbKIKe/Ahf5GIvwCfGd4gvt34C/AkdbgUQret5dbrVZcvnwZaWlp0OmmLrYvvfQS9Ho9ampq0N/fj3Xr1uGNN97gezpJCRy64+tBPTqBXZSakKXC4y2w9gjdwdzNewuI4I/FsPWDn5B5E3GjrJVFTHkHzq8ZnggvWAJ7eQKnMATuVh6pJ0jOBLkazp8/P+Lje/fuxd69e4U4hSSp1cJN+BqJ8IYOlGGZKjLTzdqEDufMeHv5N4UOg+m3c5hJ6PelE1GPjpB5E3GjrJVFTHkHzq954JQGU8DQlS58+wilEM9VQoZKS0uj+rrvVmTM6rgti23cv5P1ati+qd6L0xN7K+RstoDQqpkZV26ezXMDgF5EE5GjzZtID2WtLGLKO7BnZrr11fyK0o3cv58KuF7sWZ4jfMNETLDxje7ubhw7dgzt7e147bXXgtYdOH/+PLKyshS3BURjYyMWLVo056/b8ch82Cw6pBq1eP20I+zzG8vSkJdiwLrSNO4xhmHw3/+2EBc7h7G2OC3sa+JpxtvLvyl8ohm2AsIXDBTTHJ1o8ybSQ1kri5jyDh66mip0KnOTUZBq4KYHLMm2oCB1qtBZZDPjv9YswNC4B6sKlXVjkCCFTk1NDQ4cOICJia8nQe3evRsLFy7kPj84OIgf//jHqK+vh16vF+KUksCG7s45SyadGt+tsE3bvVhpT8Zj+SlhjxemmVCYlviFrYJvLw/+nH/oKpoNPYHwu67EVOhEmzeRHspaWcSU93RDV0VpRuyszJ7xax9fkBKrZoka76vE8ePHsX//fgDA4sWLIx7zne98B2vWrME777zD93SSkpKSwuvrp7srSRNlkRAvsx26ikbopp5iKnT45k2kg7JWFjHlHTjXJrDQ0YhoGF9seF8lXn/9dVRVVaGzsxNXrlyB0WiMeNyGDRvw5z//me/pJCU5mf/mmJFqGrEXOjPvdcVv6Cr0/7JY9rkC+OdNpIOyVhYx5R00dBWwkKzYrwuJxPsqce3aNRw8eBBpaV/PC5lugmlZWRlu3LjB93SS0tHRwevrGYaJ2GOhiWKPqHgKHF4KXbnTP34cbY9O6GRkg0Y8/7n55k2kg7JWFjHlHbjwX+AcHSp0psf7imkymWY176axsTFonR0yO5F6LMT+hp7NXlfRztER8+3lhBASa4EL/wUNXYn8upBIvK8SlZWVqK2tnfEYn8+H2tpaLFmyhO/pJMVut/N+DkOkHh2Rj8VON3Tl9bHc0uRCDTmJacFAIfIm0kBZK4uY8g68vTxwfbVopwMoAe9XZu/evXj33Xfx4osvwuFwAJgavnK73Th16hTWrl2LTz75BI899hjf00nKyMgI7+eINCE52t6QeAn8/xY4dBW8z5Uw34OYJiMLkTeRBspaWcSU93Q7j4cO65MpvK8S69evx/PPP4/a2loUFhbC6XRi1apVsNlssFgs2LBhAz799FPY7Xa89NJLAjRZOgYHB3k/R6QLudjf0JF2L2dZFm7P1L3mQhU6Yhq6EiJvIg2UtbKIKe/pdh4X+y/AiSTIVaK2thbvvfcerFYrWJZFZ2cn+vr64PF4wLIstmzZgs8++0xxu5dHs/JvqEiFjtjf0KG3l9/qc+IH/3sdW/6nnntcqG5Wg4iG8YTIm0gDZa0sYsrboFFJ8m7cRBJsZeQf/ehH2LZtG65du4b6+nrcv38fdrsdy5YtQ0lJiVCnkRQhVtKMNJdFqN6QWNEG3BXm8bE42dSP3rHJoGPmCbTpqJh6dMSyciqJPcpaWcSUN8MwMOvUYfsf6kR0B6rYCLrFtdFoRGVlJSorK4V8WslqamrivUdKpMnIgZPRxCiwEJvw+IL2YylJNyErSYf/eDhTkHNFen0SRYi8iTRQ1soitrzTTdqwQifNpJ3maCJooUOCeb38d4gNrdIZAIZpxmjFIrD4cHtZjE1OvQ6vry9Ekl64t52YFgwUIm8iDZS1sogt73SzDm0D40GPZZhp+ZbpxKzQ6e/vR3NzM1paWri/W1pacOrUKZjN5lidVlSEWE0ztMfCqFWFrSUjNoHDSeMeH5zuqUnIQvdGiemuKzGtnkpii7JWFrHlnWEJ7r1RM0CKQNMB5IjXK3Pnzp2gQqa5uZn79/DwcMSvmW6LCDmaN28e7+cI7bGY7tZCMTEEtNnt8cH5TY+OXqMS/I4xvYjGpYXIm0gDZa0sYss7PaT3Jt2sE/0vwIk060Lnd7/7XVjvzPj4eNhxD9rl1eVyKaZHx+Fw4KGHHuL1HKE9FmaRz88BgofbJrxThY45BkNuYlowUIi8iTRQ1soitrwzzNoZPybBZl3o3Lp1C++++y6cTicYholY0CQnJ8NutyMvLy/ob/+/c3NzaRuIOQotdAKX/xarwDZPBAxdxaI3SkxDV4QQEg+hhU06FTozmnWh89vf/hY/+9nPUFNTg3feeQfDw8NYu3Yt9u3bh/z8fNjtdtGMY7rdbpw+fRptbW1ISUnBk08+mZA1fHJycng/R+jQjFkCQ1eBvSwTAUNXsWi7mG4vFyJvIg2UtbKILe9IQ1dkenO6SqSnp+PXv/412tvb8ctf/hJfffUV9u/fjwsXLsBgMMSqjXPi8/nwwQcfQKVSYdeuXUhLS8P7778Pt9sd97a4XC7ezxE6NCP2W8uB4F6WoXEPt7/VdCt68iGm28uFyJtIA2WtLGLLm4au5iaqq4TVasWBAwfgcDiwe/duvPbaaygoKMAbb7yBoaEhods4J42NjWhtbUV1dTXUajWqqqrgdDpx4cKFuLfl/v37vJ8jtMdCCoWOWsVwq3QOuKbW0IlF2yPtBZYoQuRNpIGyVhax5W0M+VlKt5bPjNevwyaTCS+//DJaW1vxi1/8Ar///e9ht9vx6quvoqurS6g2zsnly5dht9u5uUBGoxGZmZm4fv16QtrDV1iPjgTm6ABTvTpBhQ7N0SGEEMGlUY/OjAS5Suh0OuzZswdNTU14++23ceLECRQWFmLnzp24du2aEKeYFZ/PB4fDgZSUlKDHLRYLenp6MDExEfHrJiYmgv54PJ6Ix82VEMuGh01GlkCPDgDoI/S0xKZHRzyFjpiWiSexRVkrixjzDtzbiiYjz0zQFYY0Gg127NiBH/7whzh69CgOHDiAJUuWYMOGDfjJT36Cxx9/XMjThRkdHQXLsmHzhZKSkgAAY2Nj0Ov1YV936NChoJUvFyxYgMWLF2P+/PloaWkBAGRmZoJlWdy7dw8AUFxcjK6uLrhcLhgMBtjtdty6dQsAYLPZoFKp0NzcDIvFgsLCQnR3d3PnLygoQFNTE4Cv5z3pdDrcuXOHO3dvby9GR0eh1Wqh19uC2qr2udHQ0AAAKCgowP379zE8PAy1Wo3S0lI0NjaCZVmkpKQgKSkJnZ2dAIC8vDwMDw9jcHAQDMNg0aJFaGpqgtfrRXJyMlJTU9He3g4AyM3NhdPp5LprH3roIdy8eRMejwdJSUlIT09HW1sbACA7OxsTExPo7+8HAJSVlaG1tRWML7xYVPnc6O3tRW9vLwCgpKQEHR0dGB8fh9FoRE5ODpqbm7nXGwB6enoAAEVFRbh9+zZcLhdeeNiEo20ePJLqRdONRmRkZECj0eDu3bsAgIULF6KnpwdjY2PQ6XRYuHAhbty4AQBIS0uDXq8Per37+vowMjICjUaDkpIS7vWdN28eTCYT1zuZn5+PgYGBaV/vwB2O7XY7RkZGpn29582bB4fDAeDriY4ul4t7vRctWoTm5mZMTk7CYrEgIyMj6PV2u93o6+sDAJSWlsLhcGBiYgJmsxlZWVncezYrKws+ny/oPdvZ2cm93rm5uUHvWYZhuNe7sLAQd+/ehdPphF6vR35+Pm7evAkAEV/ve/fuYXR0NOLrbTAYcPv27bD3bOjrnZqaCovFEvSeHRoawtDQEFQqFcrKynDjxg34fD5YrVZYrVZ0dHRwr/fo6CgGBgbC3rORXu/x8fGw96zb7YbFYoHNZkNraysAYP78+fB4PEHv2fb2dvT398Nms/H+GdHd3c293tH+jCgqKkJjYyP3njUajRFfb7H9jHC73TCbzcjMzJzx9Y7mZ4TBYEBeXt6M79m5/IxoamqCTqfj/TMiOTk56D3L52fEfy7W40jTOJZlGmBRebk2KeVnxIOWsgnEsHM5epYcDgfeeust/OEPf8Do6Ci382tlZSW++OILoU/H6erqwh//+EesWrUK1dXV3OOffvopzp07hz179iArK4t73OPx4MyZMygrK4NaPdXboFarodHwrwEbGhp4r71w9c4IXv2/Zu7jlx/Pw/rSNL5Ni7ldHzaiPWSJ8ucqs7F1iTB7XImREHkTaaCslYXyFh+v14urV6+iurr6gddrQXt0/vnPf+LgwYP46KOPgqoto9GIHTt2YN++fUKeLoz/mw3dl8Tfluluf9fr9UGFjlAsFgvv5whfMFA8QzUzibSQnxRWdeZDiLyJNFDWykJ5SxvvQsfr9eIvf/kLampqcOnSJQBThUV+fj5efPFFPPvss2HzZmLBP0QVeiugx+OBVquN+/YTGRkZvJ8jfMFAaRQLkSYJmyUykTpaQuRNpIGyVhbKW9qivvIMDQ3hN7/5DRYsWIDt27fj0qVLYFkWLMuiuroaH374IZqbm7F///64FDnA13eBJSUlhRU6Q0ND3PhiPPnHqPkI2+tKKpORI+xBJZW2R0uIvIk0UNbKQnlL25x7dFpaWvDmm2/i0KFDcDqdXO+NXq/H008/jX379mHJkiWCN3Q2GIZBeXk5mpubwbIsGIaBz+fD7du3sWbNmoS0ia/QBfEkc3u5AoeuCCGEiM+sC50zZ86gpqYGx48f53pugK9neL/wwgvYvXs30tPTY9bQ2VqxYgXq6+vR0tKCwsJCXLx4ESaTCeXl5XFvS3Z2Nu/n0ElwCwgg8tYMsVgZWUyEyJtIA2WtLJS3tM260Nm0aRNGR0e5jxmGwc6dO/Hzn/8cBQUFsWhbVKxWK55++mmcOHECp06dgs1mwzPPPBOTycYPIsS2E1JdRyfS1gxy79FJxDYjJDEoa2WhvKVt1oXO0NAQmpubUVdXhytXrqCurg7Hjx/HoUOHYDQaUVxcjNLSUpSUlHB/iouLE7KZZnZ2Nnbt2hX384bq6+uDzWZ78IEz0KqCe3SMEukVibSQn1kiRVq0hMibSANlrSyUt7TNutBhGAbFxcUoLi7G1q1buce7u7tRV1fHFUB/+tOf0NLSwk38TUtL4wqf0tJSvPLKK9BqaRXH2QqdQK2K84TqaBkiTUaWeY8OIYQQ8eF9e3lWVhbWr1+P9evXc4+NjIzg6tWrQQXQkSNH4PF48Morr/A9pWSUlpYmugkJEzpHR6dmgpYslyMl5600lLWyUN7SJuiCgX5JSUmoqqpCVVUV99jk5CSuX78OlUoaQy9CcDgcKCws5P08/16RgWPXerFNQqsKh84tSjXKvxdPqLyJ+FHWykJ5S1tMCp1ItFotli5dGq/TicJ0m4jO1d4Vudi+NAvJhrjFxVvo7eUZCth0Tqi8ifhR1spCeUubcrpXEsBsNgv2XFIqcoDwHh0l7K4rZN5E3ChrZaG8pY0KnRgK3EBUaUJXRk436xLUkvhRct5KQ1krC+UtbVToxFBLS0uim5AwobeXK2HoSsl5Kw1lrSyUt7RRoUNiInToKkMBPTqEEELEhwqdGFJyd6cS5+goOW+loayVhfKWNip0Ysjn8yW6CQkT1qNjkX+PjpLzVhrKWlkob2mjQieG7t27l+gmJIxeHTwZOUVid41FQ8l5Kw1lrSyUt7RRoUNiIrRHRy3zVZEJIYSIExU6MVRcXJzoJiSMEgsbJeetNJS1slDe0kaFTgx1dnYmugkJk2bSIjtZDwD4wTJlTORTct5KQ1krC+UtbfKfOJFA4+PjiW5CwqgYBm9tLkHLfRcWZ1kS3Zy4UHLeSkNZKwvlLW1U6MSQ0WhMdBMSKtmgwbLspEQ3I26UnreSUNbKQnlLGw1dxVBubm6im0DiiPJWDspaWShvaaNCJ4Zu3bqV6CaQOKK8lYOyVhbKW9qo0CGEEEKIbFGhE0M2my3RTSBxRHkrB2WtLJS3tFGhE0MMo7y1ZJSM8lYOylpZKG9po0Inhnp6ehLdBBJHlLdyUNbKQnlLGxU6hBBCCJEtKnRiqLCwMNFNIHFEeSsHZa0slLe0UaETQ3fv3k10E0gcUd7KQVkrC+UtbVToxIjH40F9fT08Hk+im0LigPJWDspaWShv6aNCJ0a8Xi/a2trg9XoT3RQSB5S3clDWykJ5Sx8VOoQQQgiRLSp0CCGEECJbit69nGVZAIhJl6TX64VarYbX66UuTwWgvJWDslYWyluc/Fn4r+MzYdjZHCVT4+Pj+Mc//pHoZhBCCCEkCitXroTBYJjxGEUXOj6fD263G2q1mpb4JoQQQiSCZVl4vV7odDqoVDPPwlF0oUMIIYQQeaPJyIQQQgiRLSp0CCGEECJbVOgQQgghRLao0CGEEEKIbCl6HZ1YcbvdOH36NNra2pCSkoInn3wSqampiW4WiZLT6URXVxdKSkqCHvf5fDh37hyamppgMBiwdu1aZGVlBR3Dsiy+/PJL1NfXg2EYrF69GgsWLIhn84lAKG956ejoQF1dHe7duweGYVBeXo7ly5dzd/BQ3vJBPToC8/l8+OCDD6BSqbBr1y6kpaXh/fffh9vtTnTTyBywLIuOjg4cO3YMBw8exIULF8I+f+LECfT19eHZZ59FWVkZDh8+jOHh4aDjzp8/j+vXr2PHjh2oqqrCkSNHaCdkEWJZFpcuXcLhw4dRW1uL9957DxcuXIDP5+M+T3nLR3d3Nw4fPoyKigo899xzWLZsGT7++GOcPXsWAOUtN1ToCKyxsRGtra2orq6GWq1GVVUVnE5n2IWSiNuXX36JL774AgC4tRoC3blzB1999RVWr14NtVqNb3/72zAYDDhz5gx3zMjICE6fPo3q6mpotVqUlJQgJycHf//73+P6vZAH++STT9DQ0IAtW7bg+eefR3l5OU6ePInTp08DoLzlJj09HdXV1SgsLATDMHjkkUeQnJyMK1euAKC85YYKHYFdvnwZdruduzAajUZkZmbi+vXrCW4ZmYtHH30UW7duxebNmwEAWq026POXL19GSkoK5s2bBwBQqVSw2+1oaGjgegHq6uqgVquRl5fHfV1eXh5aW1vhdDrj9J2Q2cjJycHmzZthNpuhUqmwfPlyZGdn4+LFi2BZlvKWGY1GgyeeeIL7mGEYmM1m7mPKW16o0BGQz+eDw+FASkpK0OMWiwU9PT2YmJhITMNI1Pzj9aErb/rnXwWyWCwYHx9Hb28vd4zFYoFGMzUVLikpCQDQ2dkZw1aTuSovLw/L02q1YnJyEh6Ph/KWObfbjf7+fhQVFQGg/99yQ4WOgEZHR8GybNi+G/43/9jYWCKaRXiItDUIy7IYHh6G0WgMejw056GhoQceQ8Tr/v37mD9/PjQaDeUtY5OTkzh58iSsVitWr15N/79liO66EpB/olpooaPX6wGAJiTLxNjYGHw+H5erX2jOIyMjsFqtMx5DxKm7uxs9PT3YvHkz5S1jR44cQXt7O7RaLTZu3AiTyUR5yxAVOgLyd2H6t4/3828nlpycHPc2EeHNNmeNRkPvBQmanJzE3/72N+Tn52Pp0qXckDPlLT/bt2+Hz+dDQ0MDjh49ioqKCqxbtw4A5S0nNHQlIH+3pcvlCnrc4/FAq9WGdXMSadLr9dBoNBFzBsCN7VsslgceQ8SFZVl89NFHGB0dxVNPPQWGYShvmVOpVKioqMC3vvUtXL16FQMDA5S3zFChIyCTyYSkpKSwN//Q0BBsNlvE+R5E3Px3WPj/Br6et5OVlRWW8+DgIMxmM1fQTneMWq3m7uYg4nL27FncvHkT27Zt435xobyVwZ+R0+mkvGWGCh0B+VfX7Onp4bowfT4fbt++jUcffTTBrSPRmJycBDD1m5pfRUUF+vv7gx735+wvaCsqKuB0OjEyMhJ0zMMPPxw2j4sk3ueff47z58/je9/7HnJycoI+R3nLi8PhCBt26u7u5m4jp7zlhQodga1YsQIulwstLS1gWRYXL16EyWRCeXl5optGouAvdPx/+y1ZsgQWi4VbYKyxsRHDw8OorKzkjikqKkJeXh63WGRXVxfa2tqwcuXK+DSezNq5c+fw8ccf44knnoDVakV3dzc6OjrQ0tKCkZERyltmzpw5g88//xwsy4JlWTQ2NuJf//oXNmzYAJ1OR3nLDMP6ux6IYO7cuYMTJ07A7XbDZrNh06ZNVOFL1ODgIN58800UFBTgmWeeCfrcwMAA/vrXv2JsbAxWqxWbNm0KuwvD5XLh2LFjGBgYgNFoxMaNG5GZmRnPb4HMwsGDB4N+Mw+0fft2FBUVUd4y0tHRgbNnz8LlcsHr9cJsNmPlypVYuHAhdwzlLR9U6BDyACzLwuv1Bi0MRgghRBqo0CGEEEKIbNEcHUIIIYTIFhU6hBBCCJEtKnQIIYQQIltU6BBCCCFEtqjQIYQQQohsUaFDCCGEENmiQocQQgghskWFDiGEEEJkiwodQgghhMgWFTqEEEIIkS0qdAghhBAiW1ToEEIIIUS2/h/UBKpLaS27eQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data[\"Mean TemperatureC\"])\n", "plt.ylabel(\"Mean daily temperature (°C)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Checking for correlation between random variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check for a correlation between various measurements, such as temperature, pressure, wind speed and visibility." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PearsonRResult(statistic=0.007326586609780488, pvalue=0.8890582229326991)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(data[\"Max TemperatureC\"], data[\"Mean Sea Level PressurehPa\"])\n", "scipy.stats.pearsonr(data[\"Max TemperatureC\"], data[\"Mean Sea Level PressurehPa\"])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PearsonRResult(statistic=-0.026087479441801335, pvalue=0.6193473005387747)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(data[\"Mean TemperatureC\"], data[\"Mean Sea Level PressurehPa\"]);\n", "scipy.stats.pearsonr(data[\"Mean TemperatureC\"], data[\"Mean Sea Level PressurehPa\"])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PearsonRResult(statistic=-0.17492033473927465, pvalue=0.0007899349035989393)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(data[\"Mean VisibilityKm\"], data[\"Mean Sea Level PressurehPa\"])\n", "scipy.stats.pearsonr(data[\"Mean VisibilityKm\"], data[\"Mean Sea Level PressurehPa\"])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PearsonRResult(statistic=0.26244850822084614, pvalue=3.6510407873521086e-07)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# this is using the plotting functionality in pandas, rather than matplotlib\n", "data.plot(x=\"Mean VisibilityKm\", y=\"Mean Wind SpeedKm/h\", kind=\"scatter\")\n", "scipy.stats.pearsonr(data[\"Mean VisibilityKm\"], data[\"Mean Wind SpeedKm/h\"])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plot(x=\"Mean Sea Level PressurehPa\", y=\"Precipitationmm\", kind=\"scatter\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [dew point](http://en.wikipedia.org/wiki/Dew_point) is the saturation temperature for water in air (the temperature at which water vapour condenses). It is associated with the temperature and with the level of humidity (exercise: check the correlation with humidity)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PearsonRResult(statistic=0.9350261458377362, pvalue=1.5718647760518305e-165)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plot(x=\"Mean TemperatureC\", y=\"Dew PointC\", kind=\"scatter\")\n", "scipy.stats.pearsonr(data[\"Mean TemperatureC\"], data[\"Dew PointC\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are using a probabilistic model to generate weather samples for some risk calculation, it is important that your samples respect the correlation between inputs variables. Otherwise, you may be running your risk model on improbable combinations of input weather variables, and your results will be unrealistic." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting a probability distribution to data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SciPy has functionality which allows you to “fit” a probability distribution to your data. It will calculate the distribution parameters which give the best match to your data (the lowest level of error). Let’s try that first with some generated data from a normal distribution." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(9.977872949255223, 1.9660602547215627)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# here we generate some fake \"observations\"\n", "obs = scipy.stats.norm(loc=10, scale=2).rvs(1000)\n", "scipy.stats.norm.fit(obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It tells us that the best parameters for a normal distribution based on our data are a mean of 9.92 and standard deviation of 2.04 (actually, these numbers will change each time you run this notebook). Indeed, that is very close to the original parameters. We can superimpose our “fitted” normal with a histogram of the data to check the fit visually." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu, sigma = scipy.stats.norm.fit(obs)\n", "fitted = scipy.stats.norm(mu, sigma)\n", "plt.hist(obs, bins=30, density=True, alpha=0.5);\n", "x = numpy.linspace(obs.min(), obs.max(), 100)\n", "plt.plot(x, fitted.pdf(x), lw=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It fits quite well. \n", "\n", "Let’s do the same operation on our wind speed data for Toulouse airport. Some bibliographic research indicates that wind speed is not normally distributed; it generally follows a lognormal distribution or a Weibull distribution. Let’s start by trying to fit a lognormal distribution (`scipy.stats.lognorm` in SciPy)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "wind = data[\"Mean Wind SpeedKm/h\"]\n", "shape, loc, scale = scipy.stats.lognorm.fit(wind, floc=0)\n", "fitted = scipy.stats.lognorm(shape, loc, scale)\n", "plt.hist(wind, density=True, alpha=0.5)\n", "support = numpy.linspace(wind.min(), wind.max(), 100)\n", "plt.plot(support, fitted.pdf(support), \"r-\", lw=3)\n", "plt.title(\"TLS wind speed in 2013\")\n", "plt.xlabel(\"Mean wind speed (km/h)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use a **probability plot** to check visually how well the fitted distribution fits the data. This shows quantiles from the sample plotted against quantiles from the theoretical distribution. It’s particularly important to check how it fits at the edges of the probability plot (in the tails of the distribution). We check first with a normal distribution, and see that it doesn’t fit very well for low wind speeds." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KstestResult(statistic=0.9986501019683699, pvalue=0.0, statistic_location=3, statistic_sign=-1)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "wind = data[\"Mean Wind SpeedKm/h\"]\n", "mu, sigma = scipy.stats.norm.fit(wind)\n", "fitted = scipy.stats.norm(mu, sigma)\n", "scipy.stats.probplot(wind, dist=fitted, plot=plt.figure().add_subplot(111))\n", "plt.title(\"Normal probability plot of TLS wind speed\")\n", "# also run a Kolmogorov-Smirnov test to measure goodness of fit\n", "scipy.stats.kstest(wind, \"norm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fit is not bad, except for the tails of the distribution (low and high wind speeds). Then we check with a lognormal distribution, and see that it fits better for low wind speeds, and less well for high wind speeds." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KstestResult(statistic=0.09352227664560753, pvalue=0.0031423028181509485, statistic_location=10, statistic_sign=-1)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fitted = scipy.stats.lognorm(shape, loc, scale)\n", "scipy.stats.probplot(wind, dist=fitted, plot=plt.figure().add_subplot(111))\n", "plt.title(\"Lognormal probability plot of TLS wind speed\")\n", "scipy.stats.kstest(wind, \"lognorm\", (shape,loc,scale))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we check against a Weibull distribution." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p0, p1, p2 = scipy.stats.weibull_min.fit(wind, floc=0)\n", "fitted = scipy.stats.weibull_min(p0, p1, p2)\n", "plt.hist(wind, density=True, alpha=0.5)\n", "plt.plot(support, fitted.pdf(support), \"r-\", lw=2)\n", "plt.title(\"Wind speed in TLS in 2013, with Weibull fit\")\n", "plt.xlabel(\"Mean wind speed (km/h)\");" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KstestResult(statistic=0.10271595910846454, pvalue=0.0008326519475570719, statistic_location=11, statistic_sign=1)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scipy.stats.probplot(wind, dist=fitted, plot=plt.figure().add_subplot(111))\n", "plt.title(\"Weibull probability plot for TLS wind speed\")\n", "scipy.stats.kstest(wind, \"weibull_min\", args=(p0, p1, p2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Choosing a model**. The Kolmogorov-Smirnov distance statistic is a little less good for the Weibull distribution than for the lognormal distribution. The quantile-quantile plot shows that it fits the observations better except for one extreme point, perhaps an outlier, at the highest observed wind speed. If we were using our model for optimization purposes, around the most common wind speeds, we would select the Weibull distribution. If we are using the model for safety, where the highest wind speeds are the most dangerous, we would use a lognormal plot instead, because it has a better prediction of the observed highest wind speed. " ] }, { "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 1 }