{ "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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", "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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Ro3NOp1PrJegGsxLHrMQxq8n59kFKTR2btd5Np88t24Npzx6LT2Hj/qqqcmDPHssUI9X1UXrmmRGsXm2HwaAgNtYBg0HB6tV2PPPMyKzNCyhS82rVnysQgxImjUscDgf27t2Lqqoqb5+ouaC1tRX5+flaL0MXmJU4ZiWOWYljVnKYl5vT6UR1dTVWrFiByCk+S+ORGp1LTU3Vegm6wazEMStxzEocs5LDvOSxqNG5pqYmrZegG8xKHLMSx6zEMSs5zEseixoiIiKaE1jU6FxeXp7WS9ANZiWOWYljVuKYlRzmJY9Fjc6Njo5qvQTdYFbimJW42c5Kqx47weiD9J3vGKT7EfmOn+1+RmrGLlmS4JfXkiUJwmM9prNvhUoPJq2wqNG53t5erZegG8xKHLMSN5tZadVjJ1h9kM45p1OqH9Hp42ezn5GasUuWJKC5OQK+eTU3R0gXNrL7Vij1YNIKixoiIp3QqseOVn2Q1I5X089IzdhTBY3/WPf2mRNKPZi0wqJG53iLdnHMShyzEjebWYVSjx1Rvn2HfG/7L9KPaLLHzXQ/IzVjg0V239Lj/hFsLGp0rrGxUesl6AazEsesxM1mVqHUY0eU773SNmz4V8DtouNFtvtS089Izdhgkd239Lh/BBuLGp0bG5v921DrFbMSx6zEzWZWWvXYCVYfpKQkGwDxfkSnj/eYjX5GasYWFTkDjnVvFye7b4VSDyatsKjRObNZ/AqEcMesxDErcbOZlVY9doLVB6mxMVmqH9Hp42ezn5GasQcPDvkUNu6voiInDh4cmnKsL9l9K5R6MGmFvZ90bnR0FLGxsVovQxeYlThmJY5ZiWNWcpiXG3s/hZFjx45pvQTdYFbimJU4ZiWOWclhXvJY1BAREdGcwKJG53Jzc7Vegm4wK3HMShyzEses5DAveSxqdM5un/pMfHJjVuKYlThmJY5ZyWFe8ljU6FxPT4/WS9ANZiWOWYmbTlZqehmp6e2jVQ8lT9+oJ58ckO4bFay5p9OzSk3WwejBNNv71lwgePsjIiIKBk8vI8+t/51OYPt29xvPVJcpe3r7+N4Kf+PGOABTX7arZl5PHyTfW/+7+yBhykuc/ftGAb59o0QuCQ/u3BCeW03WasaqoeZvPFfwkm6dczqdc+r3mUnMShyzEiebVU5OMmy28belNZkUtLf3Tzp22bIE1NaO/7doZaUD7703+T1Q1MyblpY8rv8S4L4J3smTk49NTU2Gp6iIjnbAbvesX0Fv7+Rjgzm3v6nnVpO1mrG+ZnPfCmW8pDuMNDU1ab0E3WBW4piVONms1PQyUtPbR6seSr5uuaVWbkAQ55alJutg9WCazX1rrmBRo3M2m03rJegGsxLHrMTJZqWml5Ga3j5a9VDylZ4+KjcgiHPLUpN1sHowzea+NVewqNG5+Ph4rZegG8xKHLMSJ5uVml5Ganr7aNVDybdvVFNTonesSN+oYM7tO1ZkbjVZB6sH02zuW3MFz6nROZvNBpPJpPUydIFZiWNW4qaT1ebNMdixIwYOh/tf0evXi/dC2rkzClu3xsBiMcBsVrBpk1X45FM1865bF4fdu6OhKO6jJKtWifVBAk6dsJuWNoqTJ2OF+0YFc24PmbnVZK1mrMds71uhSuacGhY1OldTU4OFCxdqvQxdYFbimJU4ZiWOWclhXm48UZiIiIjCDosancvOztZ6CbrBrMQxK3HMShyzksO85LGo0TmXyzX1gwgAs5LBrMQxK3HMSg7zkseiRue6urq0XoJuMCtxzEocsxLHrOQwL3ksaogobAWjP89sz6umD5JWPac8a/7rX6Ok16x23Vr9zloJ995PvPpJ58bGxhAVFfpPtFDArMSFQ1aB+vOkpLiwbZtcfx7ZrNTMG6gPEqBg9eqpL3E+vS8Q4L6HyYYNU1/yG6w1m812WCzRwmtWu26tfudgkd231Py+oYyXdAcwV4uao0ePYt68eVovQxeYlbhwyCpY/Xlks1Izr5o+SFr1nPJd8ze/+SkeeWSR8JrVrlur3zlYZPct9n7ix0+6Z7Xqt/qebcxKXDhkFaz+PLJZqZlXTR8krXpO+a4tJ2c44PbJqFm3Vr9zsMjuW+z9xKJG92JjY7Vegm4wK3HhkFWw+vPIZqVmXjV9kLTqOeW7trY2c8Dtk1Gzbq1+52CR3bfY+4lFje7l5+drvQTdYFbiwiGrYPXnkc1Kzbxq+iBp1XPKd80vvVQqtWa169bqdw4W2X2LvZ9Y1Oje4cOHtV6CbjArceGQ1Zo1Y9i2bQSVlQ4UFDhRWemY1kmgslmpmfeZZ0awerX9szcuBQaD+Am3W7ZYsWGDFSaTgogIBSaT+AmkwVrz979fLbVmtevW6ncOFtl9S83vO1fwRGGdY28QccxKHLMSx6zEMSs5zMuNJwqHkczMTK2XoBvMShyzEsesxDErOcxLHosanTOInm1HzEoCsxLHrMQxKznMS55uipqxsTGMjEz9GWyYfJrm1dnZqfUSdINZiWNW4piVOGYlh3nJC/kLvU6cOIGDBw/i0KFDWLt2LSoqKrzfe+qpp2A0GuFwOGC1WuF0OnH55ZeHxZUbRERE5C+ki5r9+/fjxIkTsFgssNlsiI6O9vu+y+XC9ddfr9HqQkNpaenUDyIAzEoGs5razp1R2Lo1BhERZ8HhMOE//sMqfGXMypVmVFefevmtqnJgzx6L0NglSxLQ3HzqYoeiIicOHhS7w+3mzTHYsSMGDgcQEQF861viV8aoWbNnbGrq59DbGyM1FnC3Wti9O9p7wz6Zq6fUjPX8jS0WA+LjFam/cTDweSgvpD9+Ovfcc7F27VosXboUAGA0nlquy+Xi540A2tvbtV6CbjArccxqcp6+QLW1kViy5Djq6iKxcWOcUMPDU8WBwftVXR2JlSvNU4z0LWhOjW1ujsCSJQlTjvX0BbLZDHA6DbDbDdi+PUao4aGaNfuO/cpXmqTGAqd6R7lbLbi/du2KFmqKqWas79+4pSVC6m8cLHweygvposbDt5jxsFgsMJvFnhS+bDab35dD5/ePFjnPiNyYlThmNbmtW2O8jQ4LC91HSfr6jNi6deoC4VRx4MvgdxRkIqcKGv+xvkduJrJjR8y4vlGKYsCOHTO7Zt+xnqxExwLA7t2nN/B0j3dvn7mxvn9jD9G/cbDweSgvpD9+mszg4CDa2trw5JNPYnR0FMnJybjooouQnZ096bhHH30UTqfT+98lJSVYvHgxcnJycOTIEQBAVlYWFEVBV1cXAGDBggVobW3F6OgoYmJiUFBQ4L0pUmZmJoxGIzo6OgC4Dxd2dHRgeHgYJpMJxcXFqK+vBwCkp6cjOjoaJ06c8M7d3d0Ni8WCqKgozJ8/H7W1tQCA1NRUxMbGoq2tDQBQXFyM3t5eDA4OIiIiAuXl5aitrcXw8DBOnDiBhIQEtLS0AAAKCwsxODiI/v5+GAwGVFZWor6+Hk6nE4mJiUhJSUFzczMA9x0rR0ZG0NvbCwBYuHAhGhoa4HA4kJCQgPT0dBw7dgwAkJubC5vNhpMnTwIAKioqcPToUdjtdsTHxyMrKwtHjx4FAOTk5MDhcKC7uxsAUFZWhuPHj8NqtSI2NhZ5eXlobGz05g2cOilu/vz5aGtr8+ZdWFiIhoYGAEBGRgYiIyO9/4KZN28eOjs7MTw8jOjoaMybNw91dXUAgLS0NJhMJm/eERERaGlpwdDQECIjI1FWVoaamhpv3nFxcWhtbQUAFBUVoa+vb1zeiqIgOTkZiYmJOH78OACgoKAAQ0NDE+admpqKpqYmAEBeXh5GR0e9eVdWVqKxsRFjY2Mwm83IyMjwy9tut6OnpwcAUF5ejqamJthsNsTHxyM7O9u7z2ZnZ8Plcvntsy0tLd688/Pz/fZZg8Hgzbu0tBTt7e0YGRmByWRCUVERhoeHUVNTEzDvrq4uWCyWgHnHxMQE3GdPzzslJQVms9lvnx0YGMDAwACMRiMqKipQV1cHl8uFpKQkJCUl+eVtsVjQ19c3bp8NlLfVag24z5rNZmRmZk66zzY3N8NmsyEuLs7vNaK4uATJyQZ84QstKCoaREKCDVdddQTz5w/h6NHISV8j0tKW4LLLjqO4eBA9PbF49NFK3HXXRwCArq6kSV8jjMbP4z//8wMAwP792WhtjceVV7rXNDKSF/A1wrPPFhcDV1/tXtMzz5ShsrIPZ53VDafTCKB00teI1asH8PnPu/ete+89F9///sdISLCjvj4Fo6Pxk75G3HbbIaSmWnH0aBKGhqJw9937AQB//WsRursHpnyN+NGPovDmmwUAgEsuce8v999fhSuuOIKamr5JXyN+9KMo/PGPZ+DSS1swb94AentjsGPHIvx//98B1NSMjXuNKCkpQU9PD4aGhrB2bSxqaz/nXe+HH2ahuTkB1113GDU1jll5jRgeHoaiKCH5GjHZa3KwXyNkLgDSxc33mpqa8Pjjj+Omm25CcXExAHdRY7VakZmZCZfLhddffx2ffPIJbrvtNqSmpo77GZ6b71VUVPjdfC8iImLKm/mEMofDoev1zyZmJY5ZTc63g3NsrAOjo+7/L9LBOTU1GeOPHgCAgt7e/hkbq6aDc7DW7JuVyFhAXWdyNWNDoUs3n4duYXHzvcTERO+NiYxGI1atWgWHw4H9+/dPOs5kMvl96X2H8VTLNDVmJY5ZTc63L9Add7iPsoj2BaqqciBQ/yb39skVFTkDjnVvn5yavkBq1uw71pOV6FhAXb8rNWNDofcTn4fydFvUnC42Nhbx8fEYGpqdCpqIwpdvX6DYWEWqL9CePRafN3r3l+jVQAcPDvkUNu4v0auf1PQFUrNm/7GQGguo63elZmwo9H4iebr4+OnYsWN44okncOONN6KkpASA+6zwzMxM70dJTqcTP//5z3HRRRdhxYoV437GXO391N3djYyMDK2XoQvMShyzEsesxDErOczLbc59/OQ5sdflOnUocN++fXjrrbe8//33v/8dsbGxOOecc2Z9fVrS+8dns4lZiWNW4piVOGYlh3nJ00VRY7Va/f4XAC6++GIMDg7iiSeewKOPPorOzk6sX78ecXFT339gLuF9DMQxK3HMShyzEses5DAvebooA8844wwsWrTI77Ku1NRUXHXVVRquioiIiEKJLooawN2tlHcQHm/evHlaL0E3mJU4ZiWOWYljVnKYlzxdfPxEE/PcSImmxqzEhUtWO3dGYdmyBFRVJWLp0oRp3QJ/OlmpmbesLBGpqcner7KyROGx69bFIS3t1FiRdgHBWLPHdPerYMytR+HyPAwm3RypocAsFvGmcOGOWYkLh6w8vX18b4W/cWMcALnLdmWzUjNvWVkienqM8L0RXk+PEWVliWhoGJx0rKcPku9Ydx8kTHmJs1ZZBXNuPQqH52Gw8UiNzp3euZwmxqzEhUNWwertI5uVmnlPL2jcDJ9tn1wo9EGazn4VCj2YtBIOz8NgY1Gjc/zMVRyzEhcOWVksgc/Rm2j7RGSzCta8sia6I5nIncq0yiqYc+tRODwPg41Fjc55GoXR1JiVuHDIymwO/G4+0faJyGYVrHllTXSdhcj1F1plFcy59SgcnofBxqKGiMKSVr191Mybnu5CoF5G7u2T02sfpFDowUT6wROFdS4tLU3rJegGsxIXDlm5TzIdwdatMbBYDDCbFWzaZJU++VQ2KzXzNjQM+pws7Jae7pryJGHAfTLwunXuc2sUxX2EZtUq8T5IWmQVzLn1KByeh8Gmi95PwTBXez8NDAwgKSlJ62XoArMSx6zEMStxzEoO83Kbc72faGJtbW1aL0E3mJU4ZiWOWYljVnKYlzwWNURERDQnsKjRueLiYq2XoBvMShyzEsesxDErOcxLHosanevt7dV6CbrBrMQxK3HMShyzksO85LGo0bnBwamveiA3ZiVuOlmp6c+j1djNm2OQk5OMjIxkZGcnY/Nm+bvUTierlSvNfv2bVq40C49V079JDTVZef5GO3eOTKt3k9Z/Y63wNUseL+nWuanOBKdTmJU42azU9OfRauzmzTHYvj0GiuK++5zTCWzf7n7D27JF/B4oslmtXGlGdXUkfFsWVFdHYuVKM/bsmbzXj5r+TWqoycr3b9TTE426ukip3k2h8DfWCl+z5PGSbiJSbdmyBNTWjn8Brqx04L33hkJybE5OMmy28bfTNZkUtLf3TzpWjdTUZIzvwQQACnp7J583LS3Z+wbty2BQcPLk5GPVUJOVmr+R2vFa/Y0puHhJdxipqanRegm6wazEyWalpj+PVmMdDrntE5nN/UpN/yY11GTl+7f40Y/2B9wuOl5ku69g/Y21wtcseSxqiEg1Nf15tBo70T/4QvmIv5r+TWqoycr3b+G7TtHeTeH2NyZ1WNToXEpKitZL0A1mJU42KzX9ebQau369FQaD/xujwaBg/Xq5cy1ks6qqciBQDyb39smp6d+khpqsfP9GBw5kApDr3RQKf2Ot8DVLHutVnTObxa+aCHfMSpxsVmr682g11nOi6I4dMXA43P96X7/eKn0CqWxWe/ZYfE4Wdquqckx5kjCgrn+TGmqy8v0bDQ8noLLSIdW7KRT+xlrha5a8GTlR2GKx4NChQ7jggguC/aOnba6eKFxTU4OFCxdqvQxdYFbimJU4ZiWOWclhXm4zcqLwJ598gszMTKxatQovv/zypI81GAy444478OCDD4r+eCIiIiJVhIuaV199FT09PVi6dCm+9rWvTfrY+Ph4vP766/j5z3+Ozs5O1YukiRUWFmq9BN1gVuKYlThmJY5ZyWFe8oSLmn379uHKK6/EPffcA4PAqfbp6en44Q9/iPvvv1/VAmlyAwMDWi9BN5iVOGYljlmJY1ZymJc84aKmtrYWP/zhD6V++NVXX42//e1v0osicdzpxTErccxKHLMSx6zkMC95wkVNX18fzjvvPKkfnpOTg9bWVulFkTijkVfli2JWU/P02Pnb30yz2oNJTT+jsrJEvz5KZWWJwmOD0RdoOvuVmt5PeuxlpGa/8h0/nX1Lz/iaJU/46qfc3FycOHFCeoKMjAx0d3dLjwu2uXr1E1GwBOqxk5LiwrZt0+vBJDo2UD8jQMHq1VNfqlxWloieHuO4senpLjQ0TN4M8PS+QID7HiYbNszsJb+Bej957lMz1WXdWq1ZDTX7RjDGk/7NyNVPqampOHbsmNRCjh49iqio8KiotVJXV6f1EnSDWU1u69YY7xvHXXcdAAD09RmxdevURwJ8x3qIjt29+/SCBgAMn22f3PiCxj3WvX1yO3bEjOujpCgG7Nghd+RDdr8aX9AAgMHvvjUTCdaaZ5Oa/er08R4y4/WMr1nyhIua1atX4ze/+Y3UD//Rj36EiooK2TWRBJfLNfWDCACzmopvL53oaGfA7SJjRbb70mM/I1+zuV/psZeRmv1qsseJjtczvmbJEy5qNm7ciCeeeAKvvPKK0OPvuOMOvPDCC1i7du1010YCkpKStF6CbjCryfn20jl0KD3gdpGxItt96bGfka/Z3K/02MtIzX412eNEx+sZX7PkCRc1+fn52Lp1K66++mrceOONaG9vD/i4N954A+eccw5++9vf4qyzzsKGDRuCtlgajzu9OGY1Od8eO4cOpQGYnR5MavoZpae7Ao51b59csPoCye5Xano/6bGXkZr96vTxHjLj9YyvWfKk2yR861vfwsMPPwyj0YjFixejpKQEJpMJR44cQUNDA4aGhqAoCmJiYvDRRx+FzMdPc/VEYd5GWxyzmtrOnVHYujUG1113AE8/fbZUjx7PWNn+PID7ZOHp9jM6dbKwm8hJwh6bN8eo7gs0nf1qur2fgrXm2aZmv/IdP519S8/4muUmc6LwtHo/vfzyy/j2t7+N3t5e9w8xGOD7Y1avXo1t27aFTEEDsKghZiWDWYljVuKYlRzm5SZT1Ezrk9grr7wSK1euxEsvvYT33nsPnZ2dyM7ORkVFBc477zysWLFiWgsneQUFBVovQTeYlThmJY5ZiWNWcpiXvGmfXpaSkoL169dj/fr1wVwPSbJYLEhISNB6GbrArMQxK3HMShyzksO85PF2hTrX19en9RJ0g1mJY1bimJU4ZiWHeclTVdRcdNFFk35/165deOaZZ9RMQURERCREVVFz+PDhSb+flJSEbdu2qZmCpsCTyMQxK3GznZWa3k9qeiEFo4/SdLLSqk+WGsHovzTd/UqP/a6Cga9Z8qTOqTl58iQ6OjoQHR0Nk8kERVHQ2tqK0y+gUhQFJ0+exI4dO3ib5xnW0NCAsrIyrZehC8xK3GxmFaj3065d0Vi3DlNe1n16LySnE9i+3f2GN9VlzmrG+pLNKlAvo40b4wBMr0+WaFZqqFmzr+nsV8H6O+kRX7PkSV3S/fzzz2PdunVSE3zuc5/DBx98IL2wYOMl3cSsxM1mVmlpyeP6GQHum8qdPNk/6dicnGTYbOPHmkwK2ttnbqwv2ayWLUtAbe34f09WVjrw3ntDk45Vk5Uaatbsazr7VbD+TnrE1yy3Gbuk+ytf+QpWrVoFu90Ol8uFf/zjH7jgggsmfHxJSQn+67/+S2YKkpSYmKj1EnSDWYmbzazU9H5S0wspWH2UZLPSY5+sYPVfms5+pcd+V8HC1yx5UkVNfHw8/vrXvwIA7HY7iouL8dZbb83IwkhMamqq1kvQDWYlbjazMhgCvymL9H6KjHR/HBFo+0yO9SWbldo+WdPNSo1g9V+azn4VrL+THvE1S960TxSOjo7Giy++GMy10DQ0NTVpvQTdYFbiZjMrNb2f1PRCClYfJdmstOqTpUaw+i9NZ7/SY7+rYOFrljxVte7SpUuDtQ4iClPPPDOCdeswrd5PnhNFp9MLSc1YNdwn1o5Mq5eRmqy0WrNaWv2dSJ+m1fvpdMeOHUNHRwccn33I6XK54HK5YLFY0NXVhVtuuQVGo7b3+ZurJwoPDAywk6sgZiWOWYljVuKYlRzm5TbjvZ88/vWvf+Haa69FfX39pI/75je/qWYamoTVauVOL4hZiWNW4piVOGYlh3nJU1XUbNiwAe3t7bj88suRnJwMo9EIRVHGHalxOp1TVlc0PSdPnkRWVpbWy9AFZiWOWYljVuKYlRzmJU9VpfHJJ5/g008/RV5eXrDWM6GxsTGMjY0hLm527p5JRERE+qKqqCkuLkZOTk6w1hLQiRMncPDgQRw6dAhr165FRUWF93tOpxN79uxBS0sLzGYzLrnkEqSkpMzoekKNbx40OWYljlmJY1bimJUc5iVP1dm7ixYtwr59+4K1lnH279+P/fv3o6+vDzabDdHR0X7ff/HFF+FyuXDLLbdg3rx5ePLJJzE2NvNn44eSo0ePar0E3dBTVitXmr29fVJTk7FypXlWxnp67PzkJ62z2kdJTT8jNWPVZOUxnf0qGH2UpkOreT309BwMBcxLnqqi5gc/+AF+9rOfBWst45x77rlYu3at99Jx3yuompubUV9fj+XLlwMAlixZAqvVigMHDszYekKR3T6z96eYS/SS1cqVZlRXR8Ld38f9VV0dKfSGq2asp8eOzWZAcrINdrsB27fHCBUnvmOdToPUWE8/I/ft/91f7n5GUxcnasaqycqX7H7l6aNUWxuJlpYI1NVFYuPGuBkvMLSa15denoOhgnnJm3ZR43Q6MTAwAJfLhVtvvRXvvvuu92vv3r1466238Oqrr+KBBx6Ay+Wa+gdOtsgAl4MfPHgQ2dnZ3nNsjEYjsrKyprwSy2az+X05dH6vbbNZ/l+W4UovWZ16o/Vl+Gz7zI3dseNU08DGxmQAgKIYsGPH1IWJ71gP0bG7d/s3aPSs2b195saqycqX7H61dWuMX2NIAOjrM2Lr1pntPK3VvL708hwMFcxL3rTPqRkeHsbq1athMBigKAoee+yxCR/73e9+d7rTTOjkyZPj+mLExcWhra1t0nGPPvoonD733C4pKcHixYuRk5ODI0eOAACysrKgKAq6uroAAAsWLEBraytGR0cRExODgoICHD58GACQmZkJo9GIjo4OAEBpaSk6OjowPDwMk8mE4uJib6GVnp6O6OhonDhxwjt3d3c3LBYLoqKiMH/+fNTW1gJw3x47NjbW+/sUFxejt7cXg4ODiIiIQHl5OWpra+FwOHDixAkkJCSgpaUFAFBYWIjBwUH09/fDYDCgsrIS9fX1cDqdSExMREpKCpqbmwEA+fn5GBkZQW9vLwB3q/uGhgY4HA4kJCQgPT0dx44dAwDk5ubCZrPh5MmTANyf9x49ehR2ux3x8fHIysryHi7NycmBw+FAd3c3AKCsrAzHjx+H1WpFbGws8vLy0NjY6M0bADo7OwEA8+fPR1tbmzfvwsJCNDQ0AAAyMjIQGRmJ9vZ2AMC8efPQ2dmJ4eFhREdHY968ed7O8GlpaTCZTN68c3Nz0dLSgqGhIURGRqKsrAw1NTXevOPi4tDa2goAKCoqQl9f37i8FUVBcnIyEhMTcfz4cQBAQUEBhoaGJsw7NTXVe2fQvLw8jI6OevOurKxEY2MjxsbGYDabkZGRgbvvdu9br79egtRUG5Ytc6//v//7czhy5AhsNhvi4+ORnZ3t3Wezs7Phcrm8Y3/727NwzTWHkZMzjLY2M156qdT7u2ZmZsJgMHjzLi0tRXt7O+66awxdXbF48slKLFp0EnffvR/vvpsHiyUKNTWHvXl3dXXBYrH45X3XXVHYty8bHR3xWLvWvabHHqvEBRd0oKama1zeKSkpMJvNaGlpwY9+FIU//akcixefxOLFPbDbI/Df/3027rzzAGpqbEhKSkJSUpJf3haLBX19ffjP/4zCz39+Lv793w8iPn4MtbWp+Oc/s3DzzbWoqRlDXl4erFZrwH32G99Ix549BfjWtz4BALzxRjESE8dw4YVtqKkZQ1lZGZqbm2Gz2RAXFzfha4TT6cTY2Jjwa0RkZBWuu64VxcWD6OmJxaOPVuKuuz5CbKyCrq7koL9GePbZ1NRs3H23e/3PPFOGyso+nHVWN6KiDADmz8prRHJysncfCMXXiJKSEvT09ITMa4TT6YSiKONeI3zzttvt6OnpAQCUl5ejqalp0tcI3/e1lpYWb975+fl++2yg14iRkRGYTCYUFRVNmneg1whP3jExMQH32cleI2Rupzftm++5XC4sX74cmZmZMJvNiIiI8B5R8VzSPTw8jK6uLrz99tuqLuluamrC448/jptuugnFxcUAgF//+tcoLi7GVVdd5X3cq6++ivr6emzatGncz/DcfK+iosLv5nsRERG6vtycXVzF6SWr1NRkjD+CAAAKenv7Z2ysbzfku+/ej3vvPRfAzHe8VtN5Ws1YNVn5ms0u3WpoNa8vvTwHQwXzcpuVm+8ZjUa8//770x2uWlRU1LiPtVwu15Q3KjKZTHPqjsI091RVOQJ8NKKgqmrqj0rVjF2/3ort2/0/RpLpozTdsatW2bFr1+kfI4n1M1IzVk1WamzaZMXGjXF+HwVNp4+SXuYlmk3a9i5QISkpCRaLxW+bzWYLu0u6Z/qS+rlEL1nt2WP57I1V8X5VVTmwZ49lipHqxm7ZYsWGDVaYTAr++tdimEwKNmwQ76PkGRsRoUiNfeaZEaxebf+saaECg0HB6tVi/YzUjFWTlS/Z/WrNmjFs2zaCykoHCgqcqKx0YNu2kRnvo6TVvL708hwMFcxLni4+d/F8Qub7SVl5eTn27t0Lp9PpPfLS1dWFiy++WIslakbvJzrPJj1lJfvGGqyxW7a4C5Hu7n5kZMhdFeMZOx3uImR6TRnVjFWTlcd09qs1a8ZmtZjQel4PPT0HQwHzkidc1PzlL39Be3s7br31VgDuj3p+8pOfeE+IMplMMBgM3u/5tkm45557VH3k4zmx1/fjpqqqKrz//vv48MMPcd5556Gurg7R0dFYvHjxtOfRo+7ubmRkZGi9DF1gVuKYlThmJY5ZyWFe8oSLmm9/+9vo6OjANddcg4SEBLhcLtx7773eQiYQRVFgMBhU38vGarX6/S8AxMbG4oYbbsCuXbtw6NAhJCYm4qabbtK8GzgRERFpQ7io+fGPf4zW1lYkJCQAcBcsX//615GdnY2EhAQYjUbv0RiXywWn04mhoSG0t7fD5XKpOlJzxhlnYNGiReMu68rIyMD1118/7Z87F5SVlWm9BN1gVuKYlThmJY5ZyWFe8qSO1PiKiorCc889F/QFTcRgMEx6VChcNTc3o7S0VOtl6AKzEsesxDErccxKDvOSx89qdM5ms2m9BN3QU1ZqevSo6YXkmXfXLqf0vMHoOTWdvlFazesxnf0qGPPqkZ6eg6GAeckLytVPVqsV77//Purr62E0GrFo0SKcf/75ur6pnV542kTQ1PSSladHj+/9RDZujAMw9eW3nl5IvvdecfdCwpSXOfvOW1+f6O0NJDKvfx8lN08fpamuMPL0jfLc48bpBLZvd7/JT3U1lVbz+pLdr4I1rx7p5TkYKpiXvGnfUdjjjTfewPe+9z3v7aA9Fi5ciIceegjnn3++qgUGi+eOwlVVVXPq5ns2mw0mk0nrZeiCXrJSc+dXNXfY9Z03NdWK3t4Y4XmDdSdjXyJ3I9ZqXl+y+1Ww5tUjvTwHQwXzcpO5o7Cqj5/q6upw9dVXo7u7G5dddhluvfVW3H777fjKV76Co0eP4ktf+pK3pwbNDE9fD5qaXrKyWAKfOzbRdl8T/RNF5J8uvj//ttv+JTWvGhPdimOmb9ERrHll9yutft9QoJfnYKhgXvJUfT70k5/8BBdffDFeeumlcYfJuru7cc0112Dz5s14+OGHVS2SKJyYzYErkIm2+zIYAhcwIufYq5lXjchI90cwgbZzXiKSoepITXV1Nf74xz8G/NwvIyMDTz/9NPbv369mCpqCp3stTU0vWW3aZEVKin9fM9EePe6eR6cXIWK9kHzn3b27UGreU+0G/OcV7TnlbnNwimjfKK3m9SW7XwVrXj3Sy3MwVDAveaqKmoGBARQWFk74/YyMDG/rcpoZKk+JCit6yUpNjx41vZB8583Kkps3WD2nZPtGaTWvL9n9Kljz6pFenoOhgnnJU3Wi8HnnnYcnnngC5eXlAb+/a9cu/OhHP8KBAwemvcBgmasnCrM1vThmJY5ZiWNW4piVHOblNmsnCq9cuRLXXnstjh49Ou57b7zxBq677josX75czRREREREQlQdqRkZGcEZZ5yB5uZmnHnmmSgoKIDVasWnn36Kjo4OZGVloaamBsnJyUFc8vTM1SM1Y2NjiIqS66YcrpiVOGYljlmJY1ZymJfbrB2piYuLw9///nd87WtfQ3V1Nf785z/jzTffRHt7O5YuXYo9e/aEREEzl7W2tmq9BN1gVuKYlThmJY5ZyWFe8lRfRJibm4sXX3wRXV1d+PTTTzE4OIgzzjiD/SpmyejoqNZL0A1mJY5ZiWNW4piVHOYlL2i9nzIzM7Fy5UpcccUVLGhmUUyMfnrGqOlnFAzTyUpNjx41Y9X0byorS/TrhVRWlig8dsmSBKSmJuORR5KQmpqMJUsSZmXNnnk9XzLzqtmvgtGDSU/PQa0xKznMS57UOTWKouD+++/HK6+8gv7+fixZsgR33XXXhFc/hRKeU6OtQP2MUlJcwpcMB4NsVqf36AHc9xMRufxWzdhA/ZsAsUuzy8oS0dNjHDc2Pd2FhobBSccuWZKA5uYIAAaYzXZYLNEAFBQVOXHw4ORtEtSs2Xde37Ei86rZr9T8jXzp5TkYCpiVHOblJnNOjVRRc/nll+Mvf/mL37XzJpMJjzzyCNatWzf9Fc+CuVrU6OWSPzX9jIJFNis1PXrUjFXTv0lNLyTfsXffvR/33nuu8Fit1qxmvwpWDya9PAdDAbOSw7zcZIoa4XNqnn32Wbzxxhu46KKLsGLFCmRnZ6OpqQmvvfYabrvtNlx00UXIy8tTvXiam9T0M9KKmh49asaq6d+kFa3WrGa/CuceTERzlXBRs2PHDmzcuBG//vWv/bb/v//3/3DNNdfgF7/4BX7/+98HfYE0uczMTK2XIESrvkK+ZLNS06NHzVg1/ZuC5e2386Uer9Wa1exXwerBpJfnYChgVnKYlzzhE4U/+eQTbN68edz2qKgobNmyBe+8805QF0ZijMagnes9o9T0MwoW2azU9OhRM1ZN/6b0dFfAse7tkysqcnrH2myej2iVz7ZPTs2afef1HSsyr5r9Klg9mPTyHAwFzEoO85InnJjL5ZrwnjOVlZXo7u4O1ppIQkdHh9ZLEKKmn1GwyGalpkePmrFq+jc1NAz6FDbuL5GThAHg4MEhb4GxenUzRE/WVbtm33k9X6LzqtmvgtWDSS/PwVDArOQwL3nCJwqbzWZYLBM3iSstLcWRI0eCtrBg44nCxKzEMStxzEocs5LDvNxm5EThkZERPPzww1i6dOm473V2diIuLg4ff/wxFEWBy+WC0+nE0NAQOjs7sW7dOhhm84SAMMJ7AoljVuKYlThmJY5ZyWFe8qROifv2t7896ffPPvvscdsMBkPIX+6tZx0dHSgqKtJ6GbrArMQxK3HMShyzksO85AkXNXFxcd7zaiIjI2E0GgOexKQoCpxOJ5xOJwYHBzE8PAyn0znlISOanuHhYa2XoBvMShyzEsesxDErOcxLnnCl0d3djdjYWOkJrFYrC5oZZDKZtF6CbjArccxKHLMSx6zkMC95wlc/TaegAdi7YqYVFxfP6nxq+uxoNdZjOlmp6Q2kpp9RMHoSTYdn3osuOmtW+1Vp3RdMjdl+DuoZs5LDvOTxInidq6+vn7W5PH12amsj0dISgbq6SGzcGCf0BqTVWF+yWXl6A9lsBjidBtjtBmzfHiP0Ru/fz8j91dwcIVTYqJlXDd9577jjI6l5Pb2f3K0S3F+7dkULFTbB+vtqZTafg3rHrOQwL3ksakjY1q0xfo0DAaCvz4itW6d+09NqrBo7dsSM62ekKAbs2DH1vOMbNAKewmYm51VDzby7d5/ezBIADJ9tn5xWf18imntY1Ohcenr6rM2lps+OVmN9yWalVW+gUJj3vfdypeZV0/tJj33BfM3mc1DvmJUc5iWPRY3ORUdP/S/hYFHTZ0ersb5ks5ro/PaZPu89FObt7TUF3D6RiW5DJXJ7qlDoC6bGbD4H9Y5ZyWFe8ljU6NyJEydmbS41fXa0GutLNis1vYHU9DMKVk8iWb7zXn75Mal51fR+CoW+YGrM5nNQ75iVHOYlj9dakzB3P50RbN0aA4vFALNZwaZNVqE+O1qNVcPTA2jHjhg4HO4jFuvXi/UGOnhwyOdkYTfRfkZq5lXDd16DATCZFOF5n3lmBOvWuc+tURT3EZpVq8R6P2n19yWiuUe499PpnE4nWlpadHPJ2Vzt/TQ6Ojrty+3DDbMSx6zEMStxzEoO83KT6f2k6uOn+fPn4xvf+Ab27dun5seQCuyOLo5ZiWNW4piVOGYlh3nJm3ZRoygKbr75Zvzf//0fli9fjs9//vN46qmnMDbGQ8azabLO6eSPWYljVuKYlThmJYd5yZt2URMZGYkdO3ags7MTf/nLX1BVVYXvf//7yM/Px+bNm9Ha2hrMddIEoqL0cYOyUMCsxDErccxKHLOSw7zkTfucmkBsNhtefPFFPPLII/j73/+ONWvW4Pbbb8fFF18crCmmba6eU6MoCgwi180Ss5LArMQxK3HMSg7zcpu1c2pOZzKZcN111+GZZ57B9773Pbz00kv44he/yI+kZlBtba3WS5gVweiFNJ2s1PRvWrnS7Dd25Uqz8Fg1fZSC0XNq27ZG6Zz13L9JjXB5DgYDs5LDvOQFrahpbGzEfffdh4svvhh5eXn4zW9+g5iYGFx77bVz6sgIzT6teiGp6d+0cqUZ1dWRfmOrqyOFChs1fZSC1XNKUSCVs977NxHR3KDqku6HHnoI77zzDvbu3YuOjg4A7sNl5557Lm655RZce+21SEpKCuqCp2uufvzU0dGB7OxsrZcxo3JykmGzjT8EazIpaG/vF/45slmlpiZjfD8jAFDQ2zv5vGrGpqUlj+vBBLhvhHfy5MzN65vzpZcex9/+VghALOdlyxJQWzv+sHBlpQPvvTf1vXn0LByeg8HCrOQwLzeZj5+mffM9RVGwYcMGGAwGeOqizMxMPPHEE1i1atV0fyxJCod7GASrF5JeslLTR0kN3zxbW+MDbp+I3vs3qaGX/SoUMCs5zEueqku6o6OjceWVV+KVV17BCy+8gPPOOw9r167FZZddhueeew42my2Ya6UA2tratF7CjAtWLyS9ZKWmj5IavnleeeWRgNsnovf+TWroZb8KBcxKDvOSN+2iJiIiAp2dnXjhhRdwxRVX4KqrrsJrr72GpqYmXHjhhbjrrruQnZ2N2267DY6Zbi9Mc5pWvZDU9G+qqnIEHOvePjk1fZS06jml9/5NRDQ3TLuoMRqNAc+XyczMxIoVK3DhhRdiYGAADz74oKoF0uT00qZCjS1brNiwwQqTSUFEhAKTScGGDfK9kGSzOnhwyKdIcH+J9m/as8fiU9i4v6qqHNizZ+qbaT3zzAhWr7Z/VmAoMBgUrF4t1kdJzZp9c37qqQqpnNesGcO2bSOorHSgoMCJykoHtm0bCYv+TeHwHAwWZiWHeckL2n1qmpqa8Kc//QmPPfYYjhw5AkVRUFRUhNtuuw133nknjEZtG4LP1ROFW1tbkZ+fr/UydIFZiWNW4piVOGYlh3m5zcqJwgBQV1eHl19+GS+//DIOHjwIwH2uzRe+8AX827/9Gy6//HLNi5m5bnBwUOsl6AazEsesxDErccxKDvOSN+2iZmRkBIsWLQLgLmTi4+Nx44034vbbb8fChQuDtkCa3Fw66jTTmJU4ZiWOWYljVnKYl7xpFzXR0dFQFAXz58/H7bffjltuuQWJiYnBXNu0hdOtpcvLy7Vegm4wK3HMShyzEses5DAvedMuapxOJ/7yl7/gsssuC+Z6pPX09OD5559HUlIS7HY77HY74uLicMMNN2i6rtlSW1uLyspKrZehC8xKHLMSx6zEMSs5zEvetE94MZlMmhc0gPszxzPPPBPXXXcdbrnlFnznO98Jm4IGAILYj3TGqenfpKYXkqcn0Z49EdI9idTMq2asGsHowTSd/Spcez/p6TmoNWYlh3nJU30W70svvYTFixejqKjIb3traytuvfVWtT9+SoODg0hIEG/YN9ckJydrvQQhavo3qemF5NuT6P33M6V6EqmZV81YNYLVg0l2vwrn3k96eQ6GAmYlh3nJU1XUvPnmm7jmmmvw6aefor+/3+97+fn5yM3NxbPPPqtmiinJFjU2m83vS+83BtRLQbdjR8y4fkaKYsCOHVMXNbt3R2N8PyPDZ9snt3VrDPr63Lt5Q0MKAKCvz4itW2d2XjVj1fD9fT1Ef19fsvtVsObVI708B0MBs5LDvOSpuqR769at+Pa3v42f/OQnqKqqGvf9b33rW7jjjjtw7bXXqplmUoODg3j33Xfx7rvvwm63o7i4GCtWrEB0dOA3j0cffRRO56m7q5aUlGDx4sXIycnBkSPuW8NnZWVBURR0dXUBABYsWIDW1laMjo4iJiYGBQUFOHz4MAD3zQaNRqO3oWdpaSk6OjowPDwMk8mE4uJi1NfXAwDS09MRHR2NEydOeOfu7u6GxWJBVFQU5s+f7201n5qaitjYWO9tsouLi9Hb24vBwUFERESgvLwctbW1GBwcREFBARISEtDS0gIAKCwsxODgIPr7+2EwGFBZWYn6+no4nU4kJiYiJSUFzc3NANzF58jICHp7ewEACxcuRENDAxwOBxISEpCeno5jx44BAHJzc2Gz2XDy5EkAQEVFBY4ePQq73Y74+HhkZWXh6NGjAICcnBw4HA50d3cDAKKjz8ENNzQgK2sEra1mvPZaKW6/vRoGA3DyZCoAoLOzEwAwf/58tLW1efOOjV2MjRs/BgDs3ZuHkZEofOlLTQAAq7UAnZ2dGB4eRnR0NObNm4e6ujoAQFpaGnJyxnDlle7HmkwO/OtfGSgv74PLFQmgBDU1Nd684+Li0NraCgAoKirCFVecxKJFvbBaI/HrX38OmzZ9iMhIFz7+OB0WSxSOHz8OACgoKMDQ0JBf3hs3HkRsrAM1Nan48MMs3Hij++/68sul6Ojo8uZdWVmJxsZGjI2NwWw2IyMjwy9vu92Onp4eAO6TBpuammCz2RAfH4/s7GzvPpudnQ2Xy4XrrmvA6KgBv/3tWbjmmsPIyRlGW5sZ//jHqd81MzMTBoPBm3dpaSna29sxMjICk8mEoqIi1NTUICEhARkZGYiMjER7ezsAYN68eejq6oLFYvHL+7rrIrFnTw46OuKxdq17TY89VokLLmhHTU03IiMjUVZW5l1DSkoKzGaz3z47MDCAgYEBGI1GVFRUoK6uDi6XC0lJSUhKSvLL22KxoK+vb9w+m5iYiNTUVDQ1uf/meXl5sFqtAfdZs9mMzMzMCffZsrIyNDc3w2azIS4ubsLXiKGhIXzuc58L2dcIRVGQnJwcEq8RnrVNlPfx48dhtVoRGxuLvLw8NDY2evOe7DWisLAQDQ0NABBwn53sNcJkMvnl3dPTg6GhoXH7bKDXiL6+vgnzTkxMnPQ1wjfv0/fZ0dFR9Pb2YmhoCOeee25QXyN839daWlq8eefn5/vts1O9RkyWd6DXCE/eMTExAffZyV4jZD6GU3Xzvby8PFRXVyM9PR15eXkB+1SUl5d7n7AzobW1FWlpaYiNjUVfXx8ef/xxpKam4sYbb/R7nOfmexUVFX6XyUVEREx5M59QVlNTo4tL6NV02lbTtdq3e/Tdd+/HvfeeC0Cse7SaedWMVSNY3bJl96tw7tKtl+dgKGBWcpiXm8zN91R9/BQTE4OUlJQJv3/s2DEMDc3sC1p+fr63k2lKSgrOP/98HDt2zPuvotOZTCa/Lz0XNID7X1x6oKavkJpeSL49iZ55pgyAeE8iNfOqGatGsHowye5X4dz7SS/PwVDArOQwL3mqipozzzwTf/jDHwCMP0vbZrPhjjvuCPix1ExKS0sDgBkvpkKFXu44qaZ/k5peSL49iZYuPSnVk0jNvGrGqhGsHkyy+1U4937Sy3MwFDArOcxLnqrDFD/96U9x/vnn4+OPP4bVasWrr76K/v5+fPLJJ3jppZdw/Phx/OlPfwrWWgNqaWlBQUGB978tFnfDwMzMzBmdN1T09/cjNzdX62UI2bJFvgmlh7sYmF5BsGbNGNasGUNNTQcWLkydtXnVjFXD8/uqMZ39Khjz6pGenoNaY1ZymJc8VUXNmWeeiYcffhgbNmzAwMAArrrqKgCnjtp861vfwje+8Q31q5zA2NgYnnrqKdxyyy3Izs6GzWbD/v37sWTJkoAdxOeicLlzcjAwK3HMShyzEses5DAveUHp0t3W1obnnnsO1dXV6OvrQ3FxMb7xjW9g2bJlwVjjpA4dOoSPP/4YiqJgbGwMCxYswLJly8b1zJirXbqJiIjmslnr0u2Rl5eHO+64Ixg/StrixYuxePFiTeYOBfX19ewPIohZiWNW4piVOGYlh3nJU13UdHZ2orW1FSaTCXl5eZNeDUXB53vPHZocsxLHrMQxK3HMSg7zkjetq58cDgd++9vf4owzzkBubi7OPfdcVFVVIT09HWeffTYeeuihYK+TJjCdzuhqevSoGaumF9KSJQnecampyViyRPxOm54179iRKb3msrJEv3nLysTzVtPrSmvT2a/CFbMSx6zkMC950kdqjh07hssvv9x758TTHTx4EN/97nfx8ssv47XXXpvwzr4UHLJHxjw9enxvab9xYxyAqS+/VTPW0wvJt3WAuxcSprzMecmSBDQ3R/iNbW6OwJIlCTh4cPJL933XPDKShebmSOE1l5UloqfH6DdvT48RZWWJaGiY/FJLT68rzw34nE5g+3Z3UTPdK8BmE4+4imNW4piVHOYlT+pIzcDAAFasWIGamhokJyfjzjvvxJ/+9Cf8/e9/R319Pfbv349HHnkEq1atwq5du/D9739/ptZNn/HcylyUmh49asaq6YV0ekHjGevePjnfNV9/fZ3Umk8vaDzzurdPTk2vq1Agu1+FM2YljlnJYV7ypI7U3HHHHeju7sZvfvMbrF+/HnFx4z8++PznP4+bb74ZTz75JL7zne/gxz/+Ma+zDyEWS+BLBCfaHqyxE11jp/7au8mpWbMaE/VJ1Xn/VCKikCZ8pGbPnj14/PHH8dprr+H73/9+wILG1w033IDLLrsM9913n+pF0sTy8/OlHm82B64iJtoerLET3W5hpm/D4Lu2l16aH3D7TJjoqkO9dOWQ3a/CGbMSx6zkMC95wkXNY489hptvvhmrVq0S/uH//u//jvfee29aCyMxIyNyd6xV06NHzVg1vZCKipwBx7q3T853zUVFQ1JrTk93BZzXvX1yanpdhQLZ/SqcMStxzEoO85InXNS89957WL9+vdQP/9znPudtp04zo7e3V+rxanr0qBmrphfSwYNDPoWN+6uoyDnlScKnr/nCCzuk1tzQMOhT2Li/0tNdU54kDKjrdRUKZPercMasxDErOcxLnvAdhePj4zEwMCDd1TopKQkDAwPTWlwwzdU7CrM1vThmJY5ZiWNW4piVHOblJnNHYeEjNTExMdIFjWcczRzu8OKYlThmJY5ZiWNWcpiXPOGiZnBwMOB9aSajKIq3azbNjIaGBq2XoBvMShyzEsesxDErOcxLnvChF6fTie9973s444wzhH94Y2MjrFZ9nEOgVw5eIyyMWYljVuKYlThmJYd5yZP6POkPf/iD1A9XFIWt02dYQoJ4u4Bwx6zEMStxzEocs5LDvOQJFTVjY2M4//zzkZ6ejsTERBiNRkRERAQsWBRFgdPphNPpxMDAAHp6eoK+aDolPT19VufbuTMKW7fGwGIxID5ewX/8h1XoSiIAWLnSjOrqU7tcVZUDe/aIfTypZqxnzbGxxRgZiZNas5rfV6uxwTDb+5WeMStxzEoO85InVNRERUXh/fffn+m10DQcO3Zs1k4mU9P76VRRcqoQrq6OxMqV5imLEzVjfdd89911uPfec2el15VWY4NlNvcrvWNW4piVHOYlb1pduik8qen9dHpR4mbwO/oyE2O16nWl1VgionDGokbnZrOvllZ9lNTwXdtrr80LuF1krMj2UBgbLOzXJo5ZiWNWcpiXPBY1Omez2WZtLjW9n7Tiu7aMjNGA20XGimwPhbHBMpv7ld4xK3HMSg7zkseiRudOnjw5a3Op6f1UVeVAoD5K7u0zN9Z3zUuXtkutWas+WWrGBsts7ld6x6zEMSs5zEueTnoGUyhwn6Q64r0qx2xWsGmT2FU5e/ZYpn0Fk5qxvmuOjVVQWekQXrOa31ersURE4Uy495PezdXeTy6XC0YjD7iJYFbimJU4ZiWOWclhXm4z0vuJQtPRo0e1XoJuMCtxzEocsxLHrOQwL3ksanTObrdrvQTdYFbimJU4ZiWOWclhXvJY1OhcfHy81kvQDWYljlmJY1bimJUc5iWPRY3OZWVlab0E3WBW4piVOGYljlnJYV7yWNTo3HQ+c925MwrLliWgqioRS5cmYOfOKOGxmzfHICcnGRkZycjOTsbmzeJ3uVUzrxqeeR955Piszqtn/CxfHLMSx6zkMC95vKQ7zKjpK7R5cwy2b4+BorjvbOt0Atu3u4uaLVsmv4eKVv2MfOcdHTWgri5y1vsoERHR7OCRGp3LycmReryavkI7dpwqaDwUxYAdO0K3n5HvvH/9a/Gszat3svtVOGNW4piVHOYlj0WNzjkcU99V15eavkITTSWyBK36Gfn+/Li4sYDbaTzZ/SqcMStxzEoO85LHokbnuru7pR6vpq/QRPc8muJeSKrnVcP3569Y0TZr8+qd7H4VzpiVOGYlh3nJY1ETZtT0FVq/3gqDwb8YMBgUrF8fuv2MQqGPEhERzQ62SdA5h8Mx5W2jT7dzZ9S0+wpt3hyDHTti4HC4j9CsX2+d8iThYMyrhmdeT1bsozS16exX4YpZiWNWcpiXm0ybBBY1Onf06FHMmzdP62XoArMSx6zEMStxzEoO83Jj76cwYrXyYxRRzEocsxLHrMQxKznMSx6LGp2LjY3Vegm6wazEMStxzEocs5LDvOSxqNG5vLw8rZegG8xKHLMSx6zEMSs5zEseixqda2xs1HoJusGsxDErccxKHLOSw7zksajRKU8/o7ffjpTuZ6SmB9O6dXFIS0tGaqr7a926uFmZV6u+UVoJt9+XiCgYeK2YDvn2M3r99UKpfkZqejCtWxeHXbuiAZy6G++uXdFYtw545pmRGZs3WH2j9NLxVqs+Wb70klUoYFbimJUc5iWPR2p0SE0fJTVjd+/2L2jcDJ9tn7l5teobpZVw+32JiIKFRY0O+fYtuuSSloDbRcaKbPc10R2NRO50pGbeYPWN6uzslHq8VrTqk+VLL1mFAmYljlnJYV7yWNTokJo+SmrGGiZ4T51oe7Dm1apvlFbC7fclIgoWFjU65NvP6P77qwCI9zNS0wtp1So7gNPfWJXPts/cvMHq3zR//nypx2slFPpV6SWrUMCsxDErOcxLHosaHVqzZgzbto2gstKB669vRGWlA9u2iZ1E6ju2oMApNfaZZ0awerX9s6aWCgwGBatX26c8SVjtvGrG+mpra5v6QSEgWL+vGnrJKhQwK3HMSg7zksfeTzpXU1ODhQsXar0MXWBW4piVOGYljlnJYV5u7P0URmJieEWMKGYljlmJY1bimJUc5iWPRY3OFRYWar0E3WBW4piVOGYljlnJYV7yWNToXENDg9ZL0A1mJY5ZiWNW4piVHOYlb07cUbirqwvvvPMOBgcHUVpaigsvvBBGI+s1IiKicKL7d/7e3l48/fTTWLp0KW688UY0Nzfjrbfe0npZsyYjI0N6jFZ9hbTuZzSdrMIVsxLHrMQxKznMS57uj9S8++67yM3NRW5uLgDgnHPOwYsvvogLLrgA8fHxGq9u5k11JvjptOorFAr9jGSzCmfMShyzEses5DAvebo+UuNwOHDo0CGUlJR4t+Xk5MDlcuHw4cMBx9hsNr8vh8MxW8udEe3t7VKP16qvUCj0M5LNKpwxK3HMShyzksO85Om6DOzv74fT6URiYqJ3m+foTF9fX8Axjz76KJxOp/e/S0pKsHjxYuTk5ODIkSMA3J1RFUVBV1cXAGDBggVobW3F6OgoYmJiUFBQ4C2aMjMzYTQa0dHRAQAoLS1FR0cHhoeHYTKZUFxcjPr6egBAeno6oqOjceLECe/c3d3dsFgsiIqKwvz581FbWwsASE1NRWxsrPfmS8XFxejt7cXg4CAiIiJQXl6O2tpaDA0N4cSJE0hISEBLi7sPVGFhIQYHB9Hf3w+DwYDKykrU19fD6XTivPMyMTKSheuvrwMAvPTSfBQVDeHCCztQU+PAwoUL0dDQAIfDgYSEBKSnp+PYsWMAgNzcXNhsNpw8eRIAUFFRgaNHj8JutyM+Ph5ZWVk4evQoAHdx6XA40N3dDQBwOM7G+vV1yMoaQWurGa+9Vorbb69GbKyCkyfTAJzqczJ//ny0tbV58y4sLPSeMJeRkYHIyEjvk33evHno7OzE8PAwoqOjMW/ePNTVuX+3tLQ0mEwmb95OpxMtLS0YGhpCZGQkysrKUFNT4807Li4Ora2tAICioiL09fWNy1tRFCQnJyMxMRHHjx8HABQUFGBoaChg3omJiUhNTUVTUxMAIC8vD6Ojo+jt7QUAVFZWorGxEWNjYzCbzcjIyPDL2263o6enBwBQXl6OpqYm2Gw2xMfHIzs727vPZmdnw+Vy+e2zLS0tsFqtiI2NRX5+vt8+azAYvHmXlpaivb0dIyMjMJlMKCoqwtDQEGpqagLm3dXVBYvFEjDvmJiYgPvs6XmnpKTAbDb77bMDAwMYGBiA0WhERUUF6urq4HK5kJSUhKSkJL+8LRaL9znuu88GyttqtQbcZ81mMzIzMyfcZ8vKytDc3AybzYa4uLgJXyOGhoYwNjYWsq8Rnn1W9DUiMTERKSkpaG5uBgDk5+djZGTEu8+qeY1wOp3efSBQ3sePH/fus3l5eWhsbPTmDcz8a0RJSQl6enpC5jViaGgIiqKE5GvEZHkH+zVC5nZ6ur753pEjR/DUU0/h+uuvR2lpKQBAURT87Gc/w3nnnYfLLrvM+1jPzfcqKir8br4XERGh60N8VqtV6l4Gy5YloLZ2/O9bWenAe+8NBXNpITGvL9mswhmzEsesxDErOczLLWxuvhcV5T7R1OU61SfH8/+TkpICjjGZTH5fei5oAPkurlr1FQqFfkbseCuOWYljVuKYlRzmJU/X7+iej50sFot3m81mA+A+VBgOhoeHpR7vPil3BFu3xsBiMcBsVrBpk3XGT9bVal5fslmFM2YljlmJY1ZymJc8XRc1ycnJyMrKwokTJ7BkyRIAQHd3N2JiYlBUVKTx6mZHdHS09Jg1a8ZmtZjQel6P6WQVrpiVOGYljlnJYV7ydP3xEwAsX74chw4dwuDgIBRFwT/+8Q8sX748bD6HnDdvntZL0A1mJY5ZiWNW4piVHOYlT/dFzRlnnIFLL70Uzz77LB599FHk5+dj2bJlWi9r1njOKqepMStxzEocsxLHrOQwL3m6/vjJ4+yzz8bZZ5+t9TKIiIhIQ7o/UhPu0tLStF6CbjArccxKHLMSx6zkMC95LGo0tHlzDHJykpGRkYzs7GRs3ix/HpDJZJIeE669n6aTVbhiVuKYlThmJYd5yZsTHz/p0ebNMdi+PQaKYgAAOJ3A9u3uombLFvF7t5w4cQLJycnCjw/n3k+yWYUzZiWOWYljVnKYlzweqdHIjh2nChoPRTFgx4652YMpFHo/ERHR3MaiRiMT9dGU7a/p28xThMVikNoeLFrN60s2q3DGrMQxK3HMSg7zkseiRiMTdWeQ7drgaWQmymwO3Oprou3BotW8vmSzCmfMShyzEses5DAveSxqNLJ+vRUGg/8busGgYP16uV5IQ0NyzSDDufeTbFbhjFmJY1bimJUc5iWPJwprxHMy8I4dMXA43Edo1q+3Sp0kDEC6IWc4937Se/PS2cSsxDErccxKDvOSZ1AUZfaO/2vI4XBg7969qKqqQkREhNbLISIiIgFOpxPV1dVYsWLFlIUeP37SuZqaGq2XoBvMShyzEsesxDErOcxLHosaIiIimhNY1Ohcamqq1kvQDWYljlmJY1bimJUc5iWPRY3OxcXFab0E3WBW4piVOGYljlnJYV7yWNTolKeP0lNPdWjSR2k6tO791NraOqvz6RmzEsesxDErOcxLHq8X0yHfPkqjowbU1UXOeh8lWaHQ+4mIiOY2HqnRId8+Sk89VQEg9PsohULvp6KiolmbS++YlThmJY5ZyWFe8ljU6JBvv6QlS7oDbg81odD7qa+vb9bm0jtmJY5ZiWNWcpiXPBY1OuTbL2nRopMBt4eaUOj9NDg4OGtz6R2zEsesxDErOcxLHosaHfLto2S1uk+Lmu0+SrJCofcT7yQtjlmJY1bimJUc5iWPbRJ0aufOKE37KE2HHtdMRETakmmTwKufdGrNmjGsWTOG2tpaVFZWar0cIZ41a0VPWWmNWYljVuKYlRzmJY8fP+lcmBxoCwpmJY5ZiWNW4piVHOYlj0WNziUnJ2u9BN1gVuKYlThmJY5ZyWFe8ljU6FxiYqLWS9ANZiWOWYljVuKYlRzmJY9Fjc4dP35c6yXoBrMSx6zEMStxzEoO85LHoiYMad2DiYiIaCbw6iedKygokHp8OPdgks0qnDErccxKHLOSw7zk8UiNzg0NDUk9PhR6MGlFNqtwxqzEMStxzEoO85LHokbn+vv7pR4fCj2YtCKbVThjVuKYlThmJYd5yWNRo3MGg1wxEgo9mLQim1U4Y1bimJU4ZiWHecljUaNzsnebDIUeTFrhnTnFMStxzEocs5LDvOSxqNG5+vp6qcevWTOGbdtGUFnpQEGBE5WVDmzbNvdPEgbkswpnzEocsxLHrOQwL3m8+knnnE6n9BitezBpZTpZhStmJY5ZiWNWcpiXPB6p0TnecVIcsxLHrMQxK3HMSg7zkseiRudSU1O1XoJuMCtxzEocsxLHrOQwL3ksanSuqalJ6yXoBrMSx6zEMStxzEoO85LHooaIiIjmBBY1OpeXlyc9Jlx7P00nq3DFrMQxK3HMSg7zkseiRudGR0elHu/p/VRbG4mWlgjU1UVi48a4sChsZLMKZ8xKHLMSx6zkMC95LGp0rre3V+rx4dz7STarcMasxDErccxKDvOSx6ImzIRz7yciIprbWNTonOxttMO59xNvOS6OWYljVuKYlRzmJY9Fjc41NjZKPT6cez/JZhXOmJU4ZiWOWclhXvLYJkHnxsbk2h242yOMYOvWGFgsBpjNCjZtsoZF2wTZrMIZsxLHrMQxKznMSx6LGp0zm83SY8K199N0sgpXzEocsxLHrOQwL3n8+EnnMjIytF6CbjArccxKHLMSx6zkMC95LGp07tixY1ovQTeYlThmJY5ZiWNWcpiXvDlX1CjK3L+Kh4iIiMbT9Tk1r732GiwWC1wuF6xWKxwOBy6++OKwugwuNzdX6yXoBrMSx6zEMStxzEoO85Kn66JmYGAAN954o9bL0JTdbtd6CbrBrMQxK3HMShyzksO85On64yd+1AT09PRovQTdYFbimJU4ZiWOWclhXvJ0e6RmugWNzWZDRESE978jIiIQGanbGIiIiOgzun03Hx4eRm9vL5588knYbDbEx8fj/PPPR0lJyaTjHn30UTidTu9/l5SUYPHixcjJycGRI0cAAFlZWVAUBV1dXQCABQsWoLW1FaOjo4iJiUFBQQEOHz4MAMjMzITRaERHRwcAoLS0FB0dHRgeHobJZEJxcTHq6+sBAOnp6YiOjsaJEye8c3d3d8NisSAqKgrz589HbW0tACA1NRWxsbFoa2sDABQXF6O3txeDg4OIiIhAeXk5amtroSgKTpw4gYSEBLS0tAAACgsLMTg4iP7+fhgMBlRWVqK+vh5OpxOJiYlISUlBc3MzACA/Px8jIyPexmkLFy5EQ0MDHA4HEhISkJ6e7j0DPzc3FzabDSdPngQAVFRU4OjRo7Db7YiPj0dWVhaOHj0KAMjJyYHD4UB3dzcAoKysDMePH4fVakVsbCzy8vK8d8vMysoCAHR2dgIA5s+fj7a2Nm/ehYWFaGhoAOC+xDEyMhLt7e0AgHnz5qGzsxPDw8OIjo7GvHnzUFdXBwBIS0uDyWTy5l1YWIiWlhYMDQ0hMjISZWVlqKmp8eYdFxeH1tZWAEBRURH6+voC5p2cnIzExEQcP34cAFBQUIChoaEJ805NTUVTUxMAIC8vD6Ojo968Kysr0djYiLGxMZjNZmRkZPjlbbfbvf9aKy8vR1NTk3d/z87O9u6z2dnZcLlcfvtsS0uLN+/8/Hy/fdZgMHjzLi0tRXt7O0ZGRmAymVBUVARFUVBTUxMw766uLlgsloB5x8TEBNxnT887JSUFZrPZb58dGBjAwMAAjEYjKioqUFdXB5fLhaSkJCQlJfnlbbFY0NfXN26fDZS31WoNuM+azWZkZmZOus82NzfDZrMhLi5uwtcIRVEwNjYW0q8RycnJIfEaUVxc7N0HQvE1oqSkBD09PSHzGqEoChRFCcnXiMnyDvZrhMxBDIOi089wrFYrenp6kJeXBwB4++238e677+Kmm25CUVHRuMc7HA7s3bsXFRUVc+pIzZEjR1BaWqr1MnSBWYljVuKYlThmJYd5uTmdTlRXV2PFihVTvl+H7Lv5Cy+84K2IT7dq1SosWrQI+fn53m0rVqzAhx9+iH/84x8BixoPk8nkV9Tonc1m03oJusGsxDErccxKHLOSw7zkhWxR8/Wvf13q8UajESkpKRgcHJyhFYWm+Ph4rZegG8xKHLMSx6zEMSs5zEuebq9+OnnyJEZGRvy2WSwWZGZmarQibWRnZ2u9BN1gVuKYlThmJY5ZyWFe8nRb1FRXV+Ovf/2r9wSi6upqDA8PY/ny5RqvbHZ5TgKjqTErccxKHLMSx6zkMC95Ifvx01TOPfdcvPXWW3jyySfhcrkQFRWF9evXIy0tTeulERERkQZ0W9SYzWasWbNG62VojocnxTErccxKHLMSx6zkMC95uv34idxcLpfWS9ANZiWOWYljVuKYlRzmJY9FjUo7d0Zh2bIEVFUlYunSBOzcGTWr83tupERTY1bimJU4ZiWOWclhXvJ0+/FTKNi5MwobN8ahr+9UbbhxYxyAEaxZM6bdwoiIiMIQj9SosHVrjF9BAwB9fUZs3Roza2tYsGDBrM2ld8xKHLMSx6zEMSs5zEseixoVLBaD1PaZ4OnlQlNjVuKYlThmJY5ZyWFe8ljUqGA2B26bNdH2mWC1WmdtLr1jVuKYlThmJY5ZyWFe8ljUqLBpkxUpKf5np6ekuLBp0+ztiLGxsbM2l94xK3HMShyzEses5DAveTxRWAX3ycAj2Lo1BhaLAWazgk2brLN6krBvU0+aHLMSx6zEMStxzEoO85LHIzUqrVkzhvfeG0J19SDee29o1q96Onz48KzOp2fMShyzEsesxDErOcxLHosaIiIimhNY1OhcuHUlV4NZiWNW4piVOGYlh3nJY1GjcwbD7F0+rnfMShyzEsesxDErOcxLHosanevs7NR6CbrBrMQxK3HMShyzksO85LGoISIiojmBRY3OlZaWar0E3WBW4piVOGYljlnJYV7yWNToXHt7u9ZL0A1mJY5ZiWNW4piVHOYlj0WNjjkcDhw6dAgOh0PrpYQ8ZiWOWYljVuKYlRzmNT0sanTM6XTi2LFjcDqdWi8l5DErccxKHLMSx6zkMK/pYVFDREREcwKLGiIiIpoTwqahpaIoADCnDuU5nU5ERETA6XTOqd9rJjArccxKHLMSx6zkMK9TPL+/5318MgZF5FFzgNVqxXvvvaf1MoiIiGgali1bhpiYmEkfEzZFjcvlgt1uR0REBG89TUREpBOKosDpdCI6OhpG4+RnzYRNUUNERERzG08UJiIiojmBRQ0RERHNCSxqiIiIaE5gUUNhiaeS+RsbG8PIyIjWy9AF0ay4j9FM4b41sbC5T81c09XVhXfeeQeDg4MoLS3FhRdeOOVZ4eGqp6cHzz//PJKSkmC322G32xEXF4cbbrhB66Vp7sSJEzh48CAOHTqEtWvXoqKiwvs9p9OJPXv2oKWlBWazGZdccglSUlI0XK22JsvqqaeegtFohMPhgNVqhdPpxOWXX478/HwNV6wdu92Of/7zn2hvb8fAwADS09OxYsUKpKamAuC+5WuqrLhvyWFRo0O9vb14+umn8Y1vfAOZmZn405/+hLGxMVxyySVaLy0kDQ4O4swzz8Ty5cu1XkpI2b9/P06cOAGLxQKbzYbo6Gi/77/44otISUnBLbfcggMHDuDJJ5/EbbfdhqioKI1WrJ2psnK5XLj++us1Wl3oefHFF5Gbm4srrrgCAPDcc8/hkUcewe23347Y2FjuWz6myor7lhz+016H3n33XeTm5iI3NxeRkZE455xzsG/fPgwPD2u9tJA0ODiIhIQErZcRcs4991ysXbsWS5cuBQC/I33Nzc2or6/3FoJLliyB1WrFgQMHNFmr1ibLyuVy8d5Xp1myZAlWrFgBk8kEk8mElStXYnh4GI2Njdy3TjNZVty35LGo0RlPO/qSkhLvtpycHLhcLhw+fFjDlYUuFjWTC/Sx5cGDB5GdnY24uDjvY7KyslBfXz/bywspgbKyWCwwm80arCZ0VVZW+r0ZR0a6PxRwuVzct04zWVbct+Tx4yed6e/vh9PpRGJiondbfHw8AKCvr0+rZYW0wcFBvPvuu3j33Xdht9tRXFyMFStWjPsIgU45efKk3z4GAHFxcWhra9NoRaFrcHAQbW1tePLJJzE6Oork5GRcdNFFyM7O1nppIcOz3xQXF+PDDz/kvjUJ36y4b8ljUaMzAwMDAOD32bOnsrfZbJqsKdSdddZZSEtLQ2xsLPr6+vD444+jvb0dN954o9ZLC1n9/f1ITk722xYVFcV9LIDExERcc801yMzMhMvlwuuvv46HH34Yt912m/dkz3Bmt9vxj3/8A0uWLEFSUhL3rUmcnpXBYOC+JYkfP+mMp5hxuVzebZ7/n5SUpMmaQl1+fj5iY2MBACkpKTj//PNx7NgxdHR0aLyy0BUVFeW3jwHu/Yz72HiJiYnIzMwE4P4oZdWqVXA4HNi/f7/GK9Oeoih45ZVXYLfbvRcycN8KLFBW3LfksajRGc9hW4vF4t3m+RcOK3cxaWlpAIChoSGNVxK6kpKS/PYxwL2fhetltzJiY2MRHx/P/QvAm2++icOHD+Pqq6/2nkPDfSuwQFmdjvvW1FjU6ExycjKysrJw4sQJ77bu7m7ExMSgqKhIw5WFrpaWFr//9rygev4FFO48N/LyvaFXeXk5urq64HQ6vdu6urr87s0SjgJl1d7e7peT0+nE6Oho2O9f+/btw759+/C1r30NhYWF3u3ct8abKCvuW/JY1OjQ8uXLcejQIQwODkJRFPzjH//A8uXLERMTo/XSQs7Y2Bieeuop70dNNpsN+/fv935mTfC+aPp+JFBVVYWoqCh8+OGHAIC6ujpER0dj8eLFmqwxVATKat++fXjrrbe8//33v/8dsbGxOOecc2Z9faFi79692L17N9asWYNFixb5fY/7lr/JsuK+Jc+g8H7LunTgwAEcOHAAkZGRKC8vx7Jly7ReUsg6dOgQPv74YyiKgrGxMSxYsADLli1DRESE1ksLCZ988gleeuklXH311X4vqt3d3di1axesVisSExPx1a9+dcLD4uEiUFa9vb3Ys2cPhoeH4XQ6ER8fj1WrVo07GTZcjI2N4Ze//CUAoKioCIqiwOVywW63o7S0FJdccgn3rc9MldXnPvc57luSWNQQERRFgaIobLUhgFkRhS4WNURERDQn8J8aRERENCewqCEiIqI5gUUNERERzQksaoiIiGhOYFFDREREcwKLGiIiIpoTWNQQERHRnMCihoiIiOYEFjVEJMxut4P36ySiUMWihihIvvvd7+JnP/uZ0GM9PagcDscMryq45s+fD6PRiKioKCQlJSE1NRUGgwEGgwEpKSlITk6GyWTybvPtMEz69/777+Omm25CSUkJMjMzkZqaioqKClx77bW4//77ceLECa2XSGGORQ1RkFRXV+O+++7DyMjIlI999NFH0djYiJaWlllYWfC8+eab6O/vx9jYGAYGBlBXV+f93gcffID+/n7YbDZYLBbU19ezaaigmpoa7Ny5U+tlTGh4eBg/+MEPcNlll+Gcc87B/v370dXVhdbWVvz85z9HXV0dvve97+Hf/u3ftF4qhTn2fiIKApfLhcTERAwPD+O+++6b9MXdbrdjwYIFOH78ON5880188YtfnMWVBpfNZkNMTAwAoKenB2lpaRqvSH/++c9/4vzzz8eVV16Jl156SevljDM6OorzzjsPLS0t+OCDDzB//vyAj7niiitw0UUX4b/+6780WCWRG4/UEAVBY2MjhoeHAQC//vWvJ/1Y6ZFHHsHx48cBAEePHp2V9c2UqKgo7/+Pjo7WcCX6ZbPZAIRufps2bcKhQ4fwq1/9KmBBAwCxsbF44oknsGLFilleHZE/FjVEQfDRRx/hoosuQlRUFJqbm/Hss88GfJzdbscvfvELXHDBBQBmt6gZGxtDf39/UH+m0WgM+P/VGBkZ8RaIarhcLgwNDcFutwdhVf4cDgf6+vqC8nM8BbDJZAr4GKvVCqfTOa5QdrlcsNvtGBsbGzfGZrNhcHBQ9frefvtt/P73v0d5eTnWr18/6WOzs7Nx4YUXqp6TSA0WNURB8NFHH+FLX/oSrr32WgDAr371q4CPe+ihh7B48WJcddVVAIBjx44FfFxTUxOuu+46lJWVITs7GytWrMDTTz897nH/+te/cPPNN+PMM89EVlYWKioq8Ktf/Qoul8vvcXa7HdHR0UhJSYHVasVzzz2Hyy67DOXl5UhLS8M111yDkydPqolgSnv37sXq1atRVFSEwsJCfPWrX8WBAwf8HvPggw8iPj4e69evx+joKO6991586UtfQlpaGs455xw8+OCDcDgcePDBB3HRRRehqKgIOTk5uPHGG8cVQtdffz0SExPx2GOP4b333sOXvvQl5OTk4Pzzz8cDDzwQcI09PT347ne/i4ULFyIrKwsXXHABfvvb34674quwsBCpqak4fvw4XnvtNZSUlCA1NdWbu8ViwT333IMVK1agoKAAubm5uOGGG9DU1OT3c66++mp8/etfBwA8//zzyM7ORlZWFl577TXvY774xS8iMjISDz74oN/YI0eOwGQyITo62nu0BwAaGhoQExODs846CwDw05/+FKmpqbjiiiv8xr/88su4+OKLkZ+fj3nz5uHrX/86Ghsb/R7z0EMPQVEUrF69GgaDIWBmRCFFISLVvvjFLyqvvfaa8vHHHysAFADKG2+84fcYq9Wq5OXlKe+//77y8ssvKwCUc845Z9zPevvtt5X4+HjlRz/6kTI0NKT09/crP/nJTxQAyn//9397H9fZ2alEREQoV199tdLf36+4XC7lj3/8owJA+fGPfzzu5yYmJioAlFWrVikbNmxQPv30U0VRFGXnzp0KAOXb3/72tH53z+9rsVgmfMyvfvUrJT4+XvnTn/6kOJ1OpampSbniiiuUqKgo5f333/c+zpPL4sWLlbPPPlt5+umnFYfDoTQ1NSlJSUmK0WhULrjgAuWVV15RRkdHFUVRlK1btyoAlP/4j//wm/MHP/iBAkC55pprlK985StKS0uLYrPZlJ///OcKAOWuu+7ye3xtba2Snp6ufPOb31R6enqUkZER5YEHHlAMBoNy++23+z32zDPPVAAoL7zwghIbG6ukpqYql156qff7l19+uZKTk6N88MEHiqIoSmNjo5KXl6dUVlaOy+ntt99WACg333xzwOy+9rWvKQCUl19+2W97X1+fAkBJTk72297b26sAUIqLi5X77rtPiY+PV+Li4pR7773X+5jbb79dycjIUHbt2qUoiqLU1NQoF1xwgWI2m5Vjx455H1dUVKQAULZt2xZwbUShhkUNURCkpKQohw8fVhRFUVatWqUAUC666CK/x9x3333KF77wBUVRFG/xk5qa6veYoaEhpbi42Ps4D4fDocTFxSmJiYnK2NiYd/uNN96oWK1Wv8cuWLBAyc3NHbfG3NxcBYDy8MMPj/teYmKikp+fL/EbnzJVUfPRRx8pkZGRys9+9jO/7fv27VMAKF/+8pe923bv3q0AUObPn680Njb6PX7t2rUKAOX111/3297f3x+wQLz77rsVAMrChQuVwcFBv+8tXrxYiYiIUOrr6xVFced77rnnKvPnz1ecTqffY8vLy5WIiAjlxIkT3m1Lly5VAChnnXWWUlNTo7hcLqWvr8/7/f/5n/9R9u3b5/dz7r33XgWAsnv3br/tUxU11113nQJA+dvf/ua3fWxsTAEw7u9mt9sVAEpSUpJy6aWXKoODg4rNZvP+fV5//XUFgPLEE0/4jXvmmWcUAMqGDRu822JiYhQAyvbt2wOujSjU8OMnIpWOHj2KkZERlJSUAADuvPNOAMA777yDffv2AXCfF/HLX/4Sd999NwB4H9vb2+v3sc+uXbvQ1NSE/fv3Iycnx+/LaDQiIiICvb293sc//vjjfudiKIqC3NxcnDhxAj09PX7r9Fxe/c1vfnPc75CcnIyOjg7VWQTyyCOPwOFw4De/+Y3f7/OVr3wFZrPZ7/fxrHH58uUoLS31+zlJSUkAgISEhIDbfX8OcOocnzvvvHPcmEsvvRROpxNvvPEGAODjjz/G/v370dbWhry8PO8as7Oz0dbWhri4OHR2do5b50033YTKykoYDAYkJyd7v79x40acf/75fnPm5OQAcF/6L8Pze5x+ebxn++nnMnkeNzAwgF/96ldISEhAdHQ04uPjAQB//OMfAQA//OEP/f4eGzZsgNls9ttvsrOzAbg/6iLSg0itF0Ckdx988AHKysq8byaXXnopqqqqUF1dja1bt+LVV1/FH/7wBxQWFuILX/gCACAxMRGpqano7e1FbW0tli9fDuDUG94999yDH/7wh0LzHz16FC+//DL+7//+Dx999JH3BNHh4WGkp6d7HzfZibxGo3HGbgTo+Z12796Ns88+e9LHTrbGqc7pOP1GfxO96QPj36w9a7z11lvxu9/9btJ5fH/mypUrJ3zM8PAw3njjDbzxxhvYt2+ftyiSPQl6ot9jqu3Jycne82p8eX7X2traKS/Br6ioQFNTExoaGqTWTKQVHqkhUunDDz9ERUWF3zbP0ZqdO3fiwIED2Lp167j7dxQWFgJwv7l4eK6oGRgYmHJep9OJ73//+ygvL8cHH3yA2267DY2NjeOOEIhQpnm7Kt9xE/0Mmd9JdC4RkxVBniuGPEdPprtG36Mzvv785z9jwYIF2LJlCz7/+c9j165duO+++6R+tsdUxdzpJ4VPtTaZ3/W8884D4L7pou+RKqJQxaKGSKUPPvgAlZWVftuuvfZa5OfnQ1EUrFq1CtnZ2fjKV77i95j8/HwA/kVNcXExAOCTTz6Zct577rkHv/vd7/DAAw/gueeew5o1a8Z9zOLL8+YXqDiY7HuT8X1DnejNVeZ38vyMQD9rou9NNmYiniMPnr+bzBp95wqUV01NDa6++mpUVFTgwIED+Ld/+zfvx42TmSr7038/T3Fy+pGfqf6WMr/rxo0bkZmZidHR0Qmv6PPV3t4+5WOIZhKLGiIVXC4XDhw4gPLycr/tkZGR+Pd//3cA7nM9POfS+PIUNb6tBq688kpERUVh9+7d6OrqGjfGt63C66+/DgC45ppr/B4zNDQEwH2X19PXCoz/mMb3ezKFwek/a6KPrzyXuT/99NMB32h9fyeRNZ7+vcnGBDI0NISdO3di/vz5+OpXvwrA/ZFhamoqDh48iE8//XTcmLa2Nr+1Tzbn7t27YbPZsHbtWr8b6k30d/GY6JL6zMxMAPA712VsbMx7Kbjn54qsDTj193jyyScDfr+1tdX7/5OSkvDLX/4SAPD73/8ezz//fMAxgPu2BhdccAH7fZGmWNQQqVBbWwuLxTKuqAGAb33rW0hMTERlZSWuvPLKcd8PdKSmpKQEP/7xjzEyMoK1a9fi0KFDANz/Av7Nb36D2267zXtPEs+cv/71rzEyMoLOzk5s3LgRBw8eBADvWA/Pv+gD3ZTNYrH4/a8o35v5TXRjv3Xr1mH16tXYv38/vvOd7+DEiRNQFAUNDQ34zne+43f/Fc8aT3+j9l3b6d+baLvHH/7wB++Rmfr6enzta1+D0+nEH//4R2/RkZiYiP/5n/9BVFQUrrrqKuzbtw8ulwsnT57EE088gRtuuMGv6PCsM9D5MZ6/y5NPPonm5mbYbDY8++yz+MUvfgFg/N/FcxTn/fffx5///Gfs2rXLe8dpAN5959lnn4XT6UR7ezuuvfZaXHfddcjOzobdbve7EeBkawOAH/zgB1iyZAlefPFF/OQnP8HJkyfhdDpx6NAhXH311d6Tpz1uueUWvPrqq0hKSsK6deuwZcsWv/k++eQT3Hnnnbjyyivx9NNPs98XaUuLS66I5opHHnlEATDukmGPu+66a9ylsx6PPfaYAkAxGAzK8PCw3/d2796tfPWrX1UKCgqUwsJC5ctf/rJy//33Ky6Xy/uY9vZ2Ze3atUpycrKSlZWlLF26VHnllVeUt99+W5k/f76SkJCgrF+/XlEURbHZbN5Lrz/55BO/uXy/19DQIPX7f/rpp96xvvebOZ3L5VJ+97vfKRdffLGSmpqqLFq0SLn22muV//3f//V73IMPPqgAUM4777xxP+OCCy5QACgPPPCA3/b6+vqAl5Xfc889CgBl+fLlSnl5uZKWlqaUlZUp1113nXL06NGA6/zwww+VK6+8Upk3b56Sm5urfPGLX1R+/vOfKzabze9xnsvjT7/M2uMXv/iFUlhYqMTGxipnnHGGcvfddyttbW3Kl7/8ZSUuLk4599xzlZqaGu/jt2zZoiQmJiq5ubnKrbfeqrS0tPj9vKeeekpZvHixkpmZqZxzzjnKzp07FUVRlIqKCgWA9344iqIoDQ0N3jzsdnvA9dlsNuVnP/uZsnTpUiU5OVk566yzlBtvvFH55z//GfDxiqIoHR0dyqZNm5SzzjpLSU1NVTIzM5X8/Hxl1apVyu9+9ztlZGRkwrFEs4UNLYlUGBsbg6Io0+rb43A4oCgKnE4nTCbTjN+x1W63w2AwICIiYtwVM57vRUZGSq1DURQ4HA4YDAYYjUbVrRI8P8vpdI7L1G63IyIiAoqiIDLy1IWbnjWc/ne455578NOf/hQPPPAAvvvd76pa1+nsdjuMRqM3z1AyUR5E4YCXdBOp4NvQUZbnjVnNz5Ax2RvcdN/8DAZDUNfvySRQoTDRGidaw3RPfhYRysVCsP8mRHrCc2qIaE7ynLDKE1eJwgeLGiKakzwnDgej4zcR6QOLGiKakzyXQM9093EiCh08UZiI5qSxsTEYjUa4XC6eY0IUJljUEBER0ZzAj5+IiIhoTmBRQ0RERHMCixoiIiKaE1jUEBER0ZzAooaIiIjmBBY1RERENCewqCEiIqI54f8HO1bQwOlt1/QAAAAASUVORK5CYII=", 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" ] }, "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": [ "(10.031876931269572, 1.993781871961303)" ] }, "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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", "text/plain": [ "
" ] }, "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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" ] }, "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 1 }