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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **Analysis of Oxford Weather Data**\n",
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Finn McCool July 2019**\n",
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Using Python - Pandas - Matplot and Scipy**\n",
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**[Link to Met Office data.](https://www.metoffice.gov.uk/research/climate/maps-and-data/historic-station-data)**\n",
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Oxford**\n",
"\n",
"Location: 450900E 207200N, Lat 51.761 Lon -1.262, 63 metres amsl**\n",
"Estimated data is marked with a * after the value.\n",
"Missing data (more than 2 days missing in month) is marked by ---.\n",
"Sunshine data taken from an automatic Kipp & Zonen sensor marked with a #, otherwise sunshine ## data taken from a Campbell Stokes recorder.\n",
"***\n",
"The co-ordinates are in Woodstock Road,near St. Anne's College. Roughly at garden level."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src='img/oxfordMap.png'/>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**[Data courtesy of lat-long-dms](https://www.latlong.net/lat-long-dms.html)**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Introduction**\n",
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I do not accept the masked-man fallacy of the term 'climate change'. A mere 20,000 years ago, I would have been sitting on top of almost a kilometre of ice in relation to where my desk is today. It is therefore an obvious fact that the climate has changed.\n",
"\n",
"It is also a proven fact that there was an extremely cold period lasting more than 500 years from the 1300's until 1850 or so, called the 'Little ice Age'. The 'climate' had radically departed from the 'Medieval Warm' period and, thankfully, has warmed since then.\n",
"\n",
"When today's prophets of doom talk about 'climate change' what they are really referring to is Anthropogenic Global Warming (AGW) caused by a trace gas (CO2). A trace gas which is essential for life on this planet.\n",
"\n",
"A Mean Global temperature is probably one of the most meaningless numbers bandied about by 'climate' activists such as Extinction Rebellion.\n",
"\n",
"Anyway. To try out the Jupyterlab Version 1, I thought I'd look at the Met Office oldest data set from oxford."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### **The Met Office Data**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I cannot see a way to download the data in _CSV_ format. I copied it from the screen and pasted the data into a text file. I then changed the headers to be more useable. \n",
"It is said that 80% of Data Science is making sure the data is in the right format. This data is no differrent.\n",
"\n",
"It has some problems.\n",
"\n",
"* The data is not comma separated\n",
"* The data has a term Provisional for 2019 which does not have a column heading.\n",
"* An * is used for estimated data.\n",
"* '---' is used for NaN"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I had to make a small .sh file to run some **sed** commands. It takes the input file and the output file you want as arguments and cleans up the mess."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I called my file _makecsvargs.sh_. It consists of this:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#!/bin/sh\n",
"cat $1 | sed 's/ */,/g' | sed 's/,//' | sed 's/*//g' | sed 's/Provisional//g' | sed 's/---/0/g' > $2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It removes all the sapces and replaces them with a comma. It removes 'Provisional. It removes the asteriks and replaces '---' with Zero (0). Remember. The original file and it's data remain the same."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can probably do this in Windows, but I would have no idea how!!\n",
"\n",
"Hpefully, I now have a useable copy of the original data. There are some columns about rain and sunshine which I'm not interested in at the moment, but I can drop them easily from the pandas dataframe.\n",
"\n",
"The data itself is almost meaningless. It is Maximum and Minimum teperatures for one month. \n",
"However, it's a nice little data set to learn some Python, Pandas, simple statistics and how to draw some visual conclusions via Matplot."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Analysis of Temperature Data for Oxford, UK. 1853 - 2018**\n",
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">**Import all the necessary modules**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"from statsmodels.graphics.gofplots import qqplot\n",
"import scipy.stats as stats\n",
"from scipy.stats import norm\n",
"import seaborn as sns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">**Create the Pandas data frame from the CSV file**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">TminC has to be changed to a float using <b>coerce</b>. I forgot that this column contained some entries marked with an * which was more than likely the problem and led to problems with creating graphs. It is worthwhile to make a copy of the original file and remove these with a simple Linux **sed** command."
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [],
"source": [
"oweather = pd.read_csv('OxfordWeather2019copy.csv')"
]
},
{
"cell_type": "code",
"execution_count": 208,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Year</th>\n",
" <th>Month</th>\n",
" <th>TmaxC</th>\n",
" <th>TminC</th>\n",
" <th>af</th>\n",
" <th>rain</th>\n",
" <th>sun</th>\n",
" <th>TdiffC</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>180</th>\n",
" <td>1868</td>\n",
" <td>1</td>\n",
" <td>5.9</td>\n",
" <td>1.7</td>\n",
" <td>11</td>\n",
" <td>87.2</td>\n",
" <td>0.0</td>\n",
" <td>4.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>181</th>\n",
" <td>1868</td>\n",
" <td>2</td>\n",
" <td>9.8</td>\n",
" <td>3.3</td>\n",
" <td>5</td>\n",
" <td>42.3</td>\n",
" <td>0.0</td>\n",
" <td>6.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>182</th>\n",
" <td>1868</td>\n",
" <td>3</td>\n",
" <td>11.1</td>\n",
" <td>2.9</td>\n",
" <td>6</td>\n",
" <td>38.7</td>\n",
" <td>0.0</td>\n",
" <td>8.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>183</th>\n",
" <td>1868</td>\n",
" <td>4</td>\n",
" <td>14.1</td>\n",
" <td>4.6</td>\n",
" <td>5</td>\n",
" <td>39.7</td>\n",
" <td>0.0</td>\n",
" <td>9.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184</th>\n",
" <td>1868</td>\n",
" <td>5</td>\n",
" <td>20.4</td>\n",
" <td>7.8</td>\n",
" <td>0</td>\n",
" <td>14.9</td>\n",
" <td>0.0</td>\n",
" <td>12.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>185</th>\n",
" <td>1868</td>\n",
" <td>6</td>\n",
" <td>23.6</td>\n",
" <td>9.4</td>\n",
" <td>0</td>\n",
" <td>23.6</td>\n",
" <td>0.0</td>\n",
" <td>14.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>186</th>\n",
" <td>1868</td>\n",
" <td>7</td>\n",
" <td>25.8</td>\n",
" <td>12.7</td>\n",
" <td>0</td>\n",
" <td>47.5</td>\n",
" <td>0.0</td>\n",
" <td>13.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>187</th>\n",
" <td>1868</td>\n",
" <td>8</td>\n",
" <td>22.1</td>\n",
" <td>12.5</td>\n",
" <td>0</td>\n",
" <td>85.8</td>\n",
" <td>0.0</td>\n",
" <td>9.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>188</th>\n",
" <td>1868</td>\n",
" <td>9</td>\n",
" <td>19.7</td>\n",
" <td>9.4</td>\n",
" <td>0</td>\n",
" <td>101.3</td>\n",
" <td>0.0</td>\n",
" <td>10.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>189</th>\n",
" <td>1868</td>\n",
" <td>10</td>\n",
" <td>12.7</td>\n",
" <td>5.0</td>\n",
" <td>3</td>\n",
" <td>57.0</td>\n",
" <td>0.0</td>\n",
" <td>7.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>190</th>\n",
" <td>1868</td>\n",
" <td>11</td>\n",
" <td>7.9</td>\n",
" <td>2.6</td>\n",
" <td>7</td>\n",
" <td>30.7</td>\n",
" <td>0.0</td>\n",
" <td>5.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>191</th>\n",
" <td>1868</td>\n",
" <td>12</td>\n",
" <td>10.4</td>\n",
" <td>5.2</td>\n",
" <td>2</td>\n",
" <td>105.3</td>\n",
" <td>0.0</td>\n",
" <td>5.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Year Month TmaxC TminC af rain sun TdiffC\n",
"180 1868 1 5.9 1.7 11 87.2 0.0 4.2\n",
"181 1868 2 9.8 3.3 5 42.3 0.0 6.5\n",
"182 1868 3 11.1 2.9 6 38.7 0.0 8.2\n",
"183 1868 4 14.1 4.6 5 39.7 0.0 9.5\n",
"184 1868 5 20.4 7.8 0 14.9 0.0 12.6\n",
"185 1868 6 23.6 9.4 0 23.6 0.0 14.2\n",
"186 1868 7 25.8 12.7 0 47.5 0.0 13.1\n",
"187 1868 8 22.1 12.5 0 85.8 0.0 9.6\n",
"188 1868 9 19.7 9.4 0 101.3 0.0 10.3\n",
"189 1868 10 12.7 5.0 3 57.0 0.0 7.7\n",
"190 1868 11 7.9 2.6 7 30.7 0.0 5.3\n",
"191 1868 12 10.4 5.2 2 105.3 0.0 5.2"
]
},
"execution_count": 208,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#oweather.dtypes #Check the data types of the df if if you want\n",
"#oweather.head()\n",
"oweather.loc[lambda oweather: oweather['Year'] == 1868] #Show the data for a particular year."
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [],
"source": [
"oweather['TminC'] = pd.to_numeric(oweather['TminC'],errors='coerce')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">**Variables**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">The variable, **mnth** is used to query for a particular month and <b>tmp</b> represents TmaxC or TminC as an integer, 2 or 3. The variable **dk** is used to hold the year and temperature values. I will iterate over the data frame using the **.iterrows** method and select the temperature for the month based on the values in mnth and tmp and store them in a list\n",
"One more variable **tmptxt**, is needed to store a string defining what temperature we are using which will be used mainly for graph titles."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">**Change these variables here to give a different month or temperature to analyse.**"
]
},
{
"cell_type": "code",
"execution_count": 220,
"metadata": {},
"outputs": [],
"source": [
"mnth = 9\n",
"tmp = 2\n",
"dk =[]\n",
"\n",
"for index, row in oweather.iterrows():\n",
" if row[1] == mnth:\n",
" dk.append([row[0],row[tmp]])\n",
"\n",
"if tmp == 2:\n",
" tmptxt = 'Max Temperature'\n",
"else:\n",
" tmptxt = 'Min Temperature'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">**Create the new data frame, dfTmp and add some headers.**"
]
},
{
"cell_type": "code",
"execution_count": 221,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Year</th>\n",
" <th>Temperature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1853.0</td>\n",
" <td>17.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1854.0</td>\n",
" <td>20.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1855.0</td>\n",
" <td>19.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1856.0</td>\n",
" <td>16.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1857.0</td>\n",
" <td>19.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Year Temperature\n",
"0 1853.0 17.3\n",
"1 1854.0 20.2\n",
"2 1855.0 19.0\n",
"3 1856.0 16.8\n",
"4 1857.0 19.0"
]
},
"execution_count": 221,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfTmp = pd.DataFrame(dk)\n",
"dfTmp.columns = ['Year','Temperature']\n",
"dfTmp.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">**Get some basic Stats in a variety of ways.**"
]
},
{
"cell_type": "code",
"execution_count": 222,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The following values are for the Max Temperature recorded in month 9\n"
]
}
],
"source": [
"print('The following values are for the %s recorded in month %i'%(tmptxt,mnth))"
]
},
{
"cell_type": "code",
"execution_count": 223,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 166.000000\n",
"mean 18.564458\n",
"std 1.537137\n",
"min 15.200000\n",
"25% 17.525000\n",
"50% 18.550000\n",
"75% 19.500000\n",
"max 23.200000\n",
"Name: Temperature, dtype: float64"
]
},
"execution_count": 223,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfTmp['Temperature'].describe()"
]
},
{
"cell_type": "code",
"execution_count": 224,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Year 1929.0\n",
"Temperature 23.2\n",
"Name: 76, dtype: float64 \n",
"\n",
"Year 1912.0\n",
"Temperature 15.2\n",
"Name: 59, dtype: float64\n"
]
}
],
"source": [
"print(dfTmp.loc[dfTmp['Temperature'].idxmax()],'\\n') #Maximum Temperature\n",
"\n",
"print(dfTmp.loc[dfTmp['Temperature'].idxmin()]) #Minimum Temperature"
]
},
{
"cell_type": "code",
"execution_count": 225,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The Standard Deviation was 1.537 Degrees C\n"
]
}
],
"source": [
"sigma = dfTmp['Temperature'].std()\n",
"print('The Standard Deviation was %3.3f Degrees C'%sigma)"
]
},
{
"cell_type": "code",
"execution_count": 226,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The average temperature was 18.56 Degrees C\n"
]
}
],
"source": [
"mu = dfTmp['Temperature'].mean()\n",
"print('The average temperature was %3.2f Degrees C'%mu)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">**Graphs**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">First we will create a normal distribution around the observed sample's Average and Standard Deviation using 10k points.\n",
"The measurements are from 1853 to 2018 giving 165 data points for each month. 10 bins should be sufficient. (_Sturge's Rule_)\n",
"The formula for Probability Density in Python can be found [here](https://docs.scipy.org/doc/numpy/reference/generated/numpy.random.normal.html)\n",
"The following code shows a visual representation of a PDF overlaid onto the actual data.\n",
"There are easier ways to do this, but it's nice to know the maths."
]
},
{
"cell_type": "code",
"execution_count": 227,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
"sNormal = np.random.normal(mu, sigma, 100000)\n",
"count, bins, ignored = plt.hist(dfTmp['Temperature'],10,density=True)\n",
"plt.title('Temperature Histogram for Month %i 1853 -2019-6'%(mnth),fontsize=20)\n",
"plt.xlabel('Temperature',fontsize=20)\n",
"plt.ylabel('Frequency',fontsize=20)\n",
"plt.plot(bins, 1/(sigma * np.sqrt(2 * np.pi)) *\n",
" np.exp( - (bins - mu)**2 / (2 * sigma**2) ),\n",
" linewidth=2, color='r')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">Simple checks to see if the data is from Gaussian distribution. If the P-value is greater than 0.05 it is probably Gaussian A QQplt should show this visually."
]
},
{
"cell_type": "code",
"execution_count": 228,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"KurtosistestResult(statistic=0.33514435810478604, pvalue=0.7375161928618621)"
]
},
"execution_count": 228,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stats.kurtosistest(dfTmp['Temperature'])"
]
},
{
"cell_type": "code",
"execution_count": 229,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.9877504706382751, 0.15716256201267242)"
]
},
"execution_count": 229,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stats.shapiro(dfTmp['Temperature'])"
]
},
{
"cell_type": "code",
"execution_count": 230,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = qqplot(dfTmp['Temperature'],line='s')\n",
"plt.show(ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">A seaborn plot is much easier! It does the Kernel Density Estimation for you"
]
},
{
"cell_type": "code",
"execution_count": 231,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.title('Temperature Histogram for Month %i 1853 -2019-6'%(mnth),fontsize=20)\n",
"plt.ylabel('Frequency',fontsize=20)\n",
"plt.xlabel('Temperature',fontsize=20)\n",
"sns.distplot(dfTmp['Temperature'],bins=10);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">The next graph is a basic Pandas scatter plot - Basic"
]
},
{
"cell_type": "code",
"execution_count": 232,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dfTmp.plot.scatter(x='Year',\n",
" y='Temperature',\n",
" title=('%s scatter plot for Month %i 1853 -2019-6'%(tmptxt,mnth)),\n",
" grid=True\n",
" )\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">**Let's try some more Seaborn plots...**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">A basic scatter plot with a best fit line."
]
},
{
"cell_type": "code",
"execution_count": 233,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(context='notebook',style='whitegrid')\n",
"\n",
"sns.regplot(x=dfTmp['Year'], \n",
" y=dfTmp['Temperature'], \n",
" fit_reg=True,\n",
" )\n",
"plt.title(\"%s Scatter Plot for Month %i 1853 -2019-6\"%(tmptxt,mnth),fontsize=20)\n",
"plt.show() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">A plot of the temperatures showing higher temperatures as bigger points."
]
},
{
"cell_type": "code",
"execution_count": 234,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmap = sns.light_palette(\"Red\", as_cmap=True)\n",
"\n",
"ax = sns.scatterplot(x=\"Year\", y=\"Temperature\",\n",
" size=\"Temperature\",\n",
" sizes=(20, 200),\n",
" palette=cmap,\n",
" data=dfTmp,\n",
" hue='Temperature',\n",
" legend=False\n",
" )\n",
"plt.title('%s Scatter Plot for Month %i 1853 -2019-6'%(tmptxt,mnth),fontsize=20)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 235,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f219cbd50f0>"
]
},
"execution_count": 235,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.residplot(x=dfTmp['Year'],y=dfTmp['Temperature'], lowess=True, color=\"g\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">My favourite. A heat map of the temperatures."
]
},
{
"cell_type": "code",
"execution_count": 236,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(dfTmp['Year'], \n",
" dfTmp['Temperature'], \n",
" cmap=cmap, \n",
" shade=True)\n",
"plt.title('%s Heat Plot for Month %i 1853 -2019-6'%(tmptxt,mnth),fontsize=20)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Analysis of High/Low temerature difference**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">**Create data points which measure the differential temperature between TmaxC and TminC, but first create a copy of the original data.**"
]
},
{
"cell_type": "code",
"execution_count": 237,
"metadata": {},
"outputs": [],
"source": [
"oweatherModified = oweather\n",
"\n",
"tdiff = [ row['TmaxC'] - row['TminC'] for index, row in oweather.iterrows() ]\n",
"\n",
"oweatherModified['TdiffC'] = tdiff"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">We still have the variable _mnth_ from our original input and the only temperature we are now interested in is _TavgC_. Let's create a new DF called dtdiff to hold all the data for a particular month and show some basic stats."
]
},
{
"cell_type": "code",
"execution_count": 238,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Year 2003.0\n",
"Temperature Difference 13.2\n",
"Name: 150, dtype: float64 \n",
"\n",
"Year 1994.0\n",
"Temperature Difference 6.2\n",
"Name: 141, dtype: float64\n"
]
}
],
"source": [
"dtdiff = []\n",
"\n",
"for index, row in oweather.iterrows():\n",
" if row[1] == mnth:\n",
" dtdiff.append([row[0],row['TdiffC']])\n",
"dtdiff = pd.DataFrame(dtdiff)\n",
"dtdiff.columns = ['Year','Temperature Difference']\n",
"\n",
"print(dtdiff.loc[dtdiff['Temperature Difference'].idxmax()],'\\n') #Maximum temperature\n",
"\n",
"print(dtdiff.loc[dtdiff['Temperature Difference'].idxmin()]) #Minimum Temperature"
]
},
{
"cell_type": "code",
"execution_count": 239,
"metadata": {},
"outputs": [],
"source": [
"sigmaDiff = dtdiff['Temperature Difference'].std()"
]
},
{
"cell_type": "code",
"execution_count": 240,
"metadata": {},
"outputs": [],
"source": [
"muDiff = dtdiff['Temperature Difference'].mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">**Just go through the same code as before, only now with the mean temperature differences.**"
]
},
{
"cell_type": "code",
"execution_count": 241,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sNormal = np.random.normal(muDiff, sigmaDiff, 100000)\n",
"tdiffcount, tdiffbins, ignored = plt.hist(dtdiff['Temperature Difference'],10,density=True,color='y')\n",
"plt.title('High/Low Temperature differential Histogram for Month %i 1853 -2019-6'%(mnth),fontsize=20)\n",
"plt.xlabel('Temperature difference',fontsize=20)\n",
"plt.ylabel('Frequency',fontsize=20)\n",
"plt.plot(tdiffbins, 1/(sigmaDiff * np.sqrt(2 * np.pi)) *\n",
" np.exp( - (tdiffbins - muDiff)**2 / (2 * sigmaDiff**2) ),\n",
" linewidth=3, color='g')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 242,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f219ef6ada0>"
]
},
"execution_count": 242,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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elpYmBAcHC3K5XLh69aogCIIQFxcndOzYURgyZIiQmZmpWfbKlStChw4dBJlMJuzZs+eZ52/Hjh2CTCYT1q5dqzU9JydH6Natm9CxY0dBoVBoHe+T10YQBCEqKkoz/eeff9ZMv3//viCTyYTXX3+9yvMvCILwwQcfCDKZTLh3755m2vbt2wWZTCa89dZbQnFxsWb6gwcPhB49egg+Pj5CcnKyIAh/vce6dOkiZGVlPXN/giAIPXv2FHr27CkIgiBMnz5d8PPz09pPWVmZ0K1bN+Gzzz4T0tLSNO8zNfV74pNPPtH6LF2+fFnw8fERevToIRQVFWnF17FjR+HatWuaZbOysoSAgAChc+fOQmlpqc7Ynj5HY8eO1WxXEARhz549gkwmE95///0qj/fBgweCTCYTRo0apRWvIAjCf//7X0EmkwmdO3d+5nl7kvq9NXbsWJ3zCwoKhAULFmjeH+p/q1at0nwnCYIgxMfHa+YFBQUJn3/+ufDxxx8LvXr10pzjynTv3l2z7ty5cwWlUqnXMVRHfn6+EBQUJMhkMiEqKkoQhMefQZlMJrzzzjs613n77bcFmUymeY8+Tdf3otrcuXMFmUwmREZGak0vLCwUAgMDBZlMJmzatKnKmC9fvizIZDJh4sSJQufOnYUxY8YI//73v4WpU6cKMplMCAwMFFJSUqpz+NTAsZyDmpQdO3bAyMgIH3/8sVZLi7o1LSEhocJDJT169NCqBfT39wcAeHt7a9XOqZ+Cf/oWKQBMnjxZq8YtICAAgwcPxoMHD/DHH3/UOLZ+/frBzMxMa9r06dOxfPlytGzZUmu6ulUmKyurstNTY9bW1hXqCH/99VcAwP/93/9pxejo6IipU6eioKCg0lKIp505cwZr1qzR+e+777575voqlQqCICAhIQGpqama6QEBATh06BD+/e9/V7n+zp07AQAfffSR1pP3zs7OmDNnDgRB0Bzv3r17UVZWhnfffRcODg6aZf38/DBixAid29d1/vz8/LBkyRL87W9/05pua2uruW38dO2ll5cX+vTpo3mtfq/a2tpqdU3n5eUFGxsbne/V6ti5cyckEgkWLVoEc3NzzfQ2bdpgxowZUCgU+O2337TW6d69e43qqoOCglBcXIzo6GjNtLNnzyInJ0erW8MnhYeHw9rausJnqXPnzhg3bhyysrJw5MgRrXXUXaap2dvbw9fXF0VFRdWu450yZQosLCw0r/v37w8AiI+Pr3K9Nm3aoH///rhx4wY+/PBDxMbGIj8/H+Hh4Vi9erXWOa4tO3bswIEDB9CiRQv87W9/w5gxY2BnZ4fNmzdryo2Ax98X7dq1w4gRI7B7924sWLAAS5cuxZ49e+Dt7Y3t27drXRs1lUqFAQMGYNKkSWjfvj327NmD2bNn62xtr6nS0lK89957ePToEYYOHYqBAwcCgKYLuydrjZ+knl5Va31lJk+eDKlUik8++QT79+9HQUEB7t+/j/fff19z10B4xoPJxcXFAB6XWA0fPhy//PILPvroI2zatAnz5s1DWloavvjiC71jo4aH5RzUpFy/fh3m5uYV+nkFgNjYWACP64mf7Nrs6Zo69R/Jp2vZ1Imirj8Sum4r+vr64uDBg7h16xZ8fHxqFJuup/XVt6lTU1Nx+/ZtxMfH4/79+5o6ZKVSWWGd59W8efMKt3TVPw727dtXIVlWJ2+3bt2q1vb//ve/480339Q5r7S0FL6+vlWu7+TkhEGDBiEqKgoDBw5EQEAAevfujf79+8PLy+uZ+7916xZMTEx0dhfWtWtXAH89fHXt2jUA0BmTv78/IiIiKkzXdf7atm2Ltm3boqSkBFeuXMGjR48QGxuL69ev4/LlywBQoab56fequhTFw8OjQo8IZmZmNU5obt26BU9PT51dcKnPx9PXtqYPSg0cOBALFy5EZGSkpnu0gwcPwsXFBf7+/sjIyNBaPisrC6mpqXjppZd0Jp9du3ZFWFgYbt26heHDh2umt27dusKy6vrd6p6np7dhaWkJU1PTavUe8vnnn+Pdd9/Fvn37NHXoJiYm+Oc//4nvv/++Wg+rVdfp06exdOlSBAQEYMOGDZr3SWpqKsaPH4/58+ejY8eOaNOmDXx9fbWSajU7OzvMnTsXb775Jvbu3VuhXMXIyEjz47SsrAxz585FZGQktm/frrOuWV8FBQWYOXMmzp49iy5duuDzzz/XzFNf98p6HlJfzyd/8FSXr68vPvvsMyxatAgffPCB1vTZs2fj//2///fMHz3qz7qpqSkWLFig9dmcMmUKtmzZgqioKCgUikp/CFDjwCSamgylUqn5Y1bVQze5ublaryv7otXny01X37pOTk4AHv8xqGlsT7dCA49bvZYuXYpjx45BEARIpVK0adMGfn5+mv5ea5uuPxp5eXkAgG+//bbS9XJycmo9lsqsXLkSmzdvxq5du3DmzBmcOXMGX375JTp37ozPPvusyj6lCwoKYGVlpdWqqebk5ASpVKppXVIP+qC+vk+qrCZa1/lTKpX4z3/+gx9++EGTQDk5OaFr167w8PDAo0ePKlzL2nivPotSqURxcXGlD4ipj1F9PtRq2prq4OCAF198EceOHUN5eTkkEgmioqI0zyg8Td0aqG98us6RevvV/cxUdp6rs769vT22bduGkydP4tatW7CxscGAAQPg4uKCL7/8slZ7a1DfWfnwww+1HiB0dXXF7Nmz8X//93/47bff8P7771e5nY4dOwJAhcFWnmZiYoJ58+YhMjIShw8frjSJzsrK0nooWW3s2LFaP9jS09MxY8YM3Lx5EwEBAVi3bp3We1/dV3RlPzzU7xF1PbS+xowZg169euHIkSPIz8+Ht7c3AgMDNQ0gTk5OKC8v1/ndFxwcrHlvtmrVqkIMUqkU7du3x8mTJ5GWlsauWhs5JtHUZEilUpiZmcHd3b3aZQS15cmeFNTUX/B2dna1FptSqcT06dORkJCAmTNnYsCAAWjXrh3MzMyQmJiIHTt2PHMbVSUOuo6jMpaWljAzM8OVK1dq3C9sbTI1NcWbb76JN998EwkJCTh9+jT27t2Ls2fP4u2330ZkZKTOJBkArKyskJqaitLS0go/XNQ/gtRlHuo/iurE++llq+u7777DmjVr0KtXL0ybNg3e3t5wdHQE8Li/3kePHlV7W7VJKpXC3Ny80hIH9Q+96g44UR1BQUE4e/Yszp07B6lUiqysrEpLOdTnvD7jqy0SiQR9+vTRKslRd0fXtm3bWtuPuhcfXdts164dACA5ORnA44fg4uPj4e3tDVtbW61l1d8H6h8PKSkpiImJQceOHSsk/e7u7pBIJDpHFlTLzs7W2YjQu3dvTRIdFxeHKVOmICEhAf3798eqVasq/ECzsrKCs7Nzpcl9QkIC3NzctH5A6MvV1RXjx4/Xmnb9+nUAj8+hUqnUeSxeXl6au4WVtZSry1Fq0lJODYv4f/mIapF6iFpdX+RRUVFYtWoV7t69W+v7Vd/if5K6qzB1iUBtxHb9+nU8evQIw4YNw6xZs9CxY0dN0qdrSGJdLXkmJiYAoPMWtD7D0crlcpSWluLOnTsV5l24cAFfffUVLl26VO3tPY/Y2Fh89dVXmn5kW7RogXHjxuGHH35Aly5dtGqldZ2TDh06QBAEnd2MqbvKUrdkq1vndF3z6nR9pbZnzx6YmJhg7dq16NWrlyaBVqlUePjwIYDqt5DWtg4dOiAjI0NnIq8uG6rJaJGVGTx4MIyMjHDo0CFERkbC2dlZU+/9NEdHR7i4uODOnTsV7tzURnyV9UTxPEpKSjBgwAD8/e9/rzDv0KFDAFBl7x76Ur+XdF0/demY+k5KWFgYJk2ahD179lRYVv15UNeSnzx5ErNmzarQ1Sfw16iHTz+r8aS2bdvi9u3bFf6pe2BJT0/XJNChoaFYs2ZNpXc4unbtisTExAp1//Hx8UhKStLZq0t1bNy4Ed26davwvaau2/fw8EDbtm1hZmam81iGDx8Oa2treHt7IzY2tkJPHgqFAnfu3IGzs7PWMxXUODGJpiZl9OjRKC8vx2effabVCpCcnIxFixZhw4YNNb7FV5X169drjXR27tw5HDhwAP7+/mjTpk2txaZOmJ8eVS0rK0vTHdqT21Z30fTkNFdXV1hZWeHKlStaCf3Vq1dx6tSpah/z6NGjATweZezJbvPy8/OxcOFCrF+/vt5aqE1MTLB+/Xp88803WsdaWlqKzMxMWFhYaP5g6Ton6mNZtmyZVglKeno6vvrqK0gkEk0XbKGhoTA2NsbatWu1kribN29W606AmpmZGZRKZYWSl6+//lrTd7W6xaq+jR49GoIg4LPPPtO6O/Ho0SN89913MDMzq7SluCZcXFzQuXNnHDlyBIcPH0ZwcHCV753Ro0ejqKgIX3zxhdYzAFevXsVPP/0Ee3t7rdZefRgbG9f6KJ/m5uZwdnbGkSNHtJK+69evY8OGDXBzc6vQxd/zGDp0KABgxYoVWg/XZWdnY/Xq1ZBIJJruJ9XXcdOmTVrfBykpKfj6669hZmaGV155BcDjLgnNzc2xbds2rVbggoICLF26FAC0HnDV18cff4yEhASMGDECX3zxRYUu5p40atQozTGqf2wKgoAVK1YAQKWjYD6LXC5Hbm4ufvrpJ800lUqFhQsXIjc3F9OnT6/WdsaNGwdBELB06VKtz7H6b8WYMWPq5Acb1S+Wc1CT8uqrr+Lo0aPYs2cPbt68iZ49e0KhUODAgQPIzc3FRx99BHd391rfb3Z2NkaNGoXBgwcjNzcXBw8ehLW1tdawrrURW/v27dGhQwecOnUKEydOhJ+fHzIzM3HkyBGUlZXBzMxMKylT12rv3r0bxsbGePnll+Hl5YVRo0Zh69atGDt2LAYPHoyMjAwcPHgQnTt3rvZAKX379sWrr76K7du3Y8SIEejTpw9MTEwQGRmJ1NRUTJ48ucatQfry8PDAhAkTsG3bNoSEhGgSqOPHjyMuLg5z5szRtGipz8mWLVuQlpaGKVOmIDAwULP+yJEj0a9fP6hUKhw5cgSZmZmYOXOm5o5C69at8c4772D16tUIDQ1F//79UVhYiIMHD8LCwgJFRUXV+vEwcuRIfPHFFxg3bhyCg4MhlUpx9uxZ3Lp1C46OjsjMzEROTo4o/cmOHTsWR48exdGjRxEaGorAwEDk5+cjKioKxcXFWLx4ca3HFRwcrHl47FkJ+jvvvINTp05hx44d+OOPP9C9e3ekpaUhKioKRkZG+OKLL2p8q9zV1RVXrlzBggULEBgYWGmPK/pasGABXn/9dYwbNw5Dhw5FaWkp9u7dC6VSiWXLltVqXXtwcDBGjBiBPXv2YPjw4RgwYABKSkpw+PBhZGRkYNasWXjhhRcAPH5gbvLkyfjhhx8QEhKCoKAgzbK5ubn47LPP4OnpCeBxC/dHH32EhQsXYtSoURg2bBikUimOHTuGpKQkTJo0Cf369atRzJcuXcKJEydgZGQEFxcXnaUSlpaWmDZtGoDHPaMMHDgQe/bsQWJiIgICAnDhwgVcvnwZI0eOrHJUwqr07t0bffv2xdatWxEfHw+ZTIYLFy7gypUrGDhwYLWT89deew3Hjh1DVFQURo8ejcDAQNy5cwfR0dFo37493n777RrFRw0Lk2hqUqRSKb799lts2bIF4eHh+Pnnn2FhYQG5XI5p06bV+Av+WZYsWYITJ07gt99+g1QqxeDBg/H+++9rPc1fG7FJpVKsW7cOy5cvx5kzZxATEwM3Nzf0798f7777LhYvXozo6GjNwCxeXl549913sW3bNoSFhcHb2xteXl5YsGABbGxsEBERgS1btqBNmzZYvHgxTExM9BptcPHixfDz88P27dsREREBY2NjeHl5Ye7cuQgNDa3Bmay5f/zjH2jbti127NiBnTt3QqlUQiaTYdmyZVqtfL169cK4ceOwd+9ebN26Ff369YOjoyMWLlyITp064X//+x8iIiJgYmKCF154AUuWLNF0raX23nvvwdnZGWFhYfj1119hb2+PGTNmwMLCAl9++WW1Erg33ngDRkZG2L59O37++WfY2tqiTZs2+Oabb6BUKjFnzhwcP35ck+zUJyMjI6xZswZhYWHYsWMHfv75Z1OcrrMAACAASURBVFhaWmpGgXx6UKDaEBQUhM8//xzOzs6aHkAqY2FhgbCwMGzYsAF79+7Ftm3bYGtri6CgILz11lvPHL66KvPnz8c///lP7NmzBzk5ObWWRHfp0gVhYWFYuXIldu3aBTMzM/Tq1QszZ86s1sA0+pBIJFi+fDn8/f3x66+/4qeffoJUKoW3tzc+/fTTCqNAfvzxx5DL5di6dSt++eUXmJiYwNfXF2+99ZZWb0HA4+TQ3d0dGzZswG+//QZBECCXyzF37lyEhITUOGb1945KpdIMePM0JycnTRINPB7g57vvvsOuXbvwww8/wMPDA3Pnzq1yRMLq+Prrr/Htt99i//79+P333+Hp6YmPPvoIEyZMqLJ1/ElSqRT/+c9/sHnzZuzcuRNhYWFwcHDAxIkTMXv27Oeq16aGQyKIVXRH1AQsX74cGzZswIYNG2p8+5gal6ysLAiCoKk7fdKyZcuwceNGRERE1HpiREREDQtroomI9HDy5En07NkT69ev15qenp6OiIgIODo6anpAICKipovlHEREehgwYABcXV2xatUqXL58Ge3atUNOTg4OHTqE3NxcrFixotq3fImIqPHiNz0RkR5sbGzwyy+/YP369Thx4gROnToFKysr+Pn5Yfr06XjxxRfFDpGIiOoBa6KJiIiIiPRkcC3RKpUKhYWFMDExYR+NRERERKSTIAgoKyuDlZWVzq5LDS6JLiws1DnCGhERERHR02QyGWxsbCpMN7gkWj3ksUwmq9XO7an6rl+/rhlGlgwDr7lh4fU2PLzmhsVQrrd6mHZ17vg0g0ui1SUcpqammiGUqf7x3BseXnPDwutteHjNDYshXe/Kyn/ZTzQRERERkZ6YRBMRERER6YlJNBERERGRnphEExERERHpiUk0EREREZGemEQTEREREemJSTQRERERkZ6YRBMRERER6YlJNBERERGRnphEExERERHpiUk0EREREZGemEQTEREREemJSTQRERERkZ6YRBMRERER6YlJNBERERGRnphEExERERHpiUk0EREREZGemEQTEREREenJWOwAiIj0kV+kQHFJudhhVIuFuTFsLE3FDoOIiOoAk2gialSKS8px6Xaa2GFUi7/chUk0EVETxXIOIiIiIiI9MYkmIiIiItITk2giIiIiIj0xiSYiIiIi0hOTaCIiIiIiPTGJJiIiIiLSE5NoIiIiIiI9MYkmIiIiItITk2giIiIiIj0xiSYiIiIi0hOTaCIiIiIiPTGJJiIiIiLSE5NoImo0ShTlSM8ugiAIYodCREQGzljsAIiInqW4tBz7Tj1E+PF7yC1QwMTYCE62FnC2t4CznQVaezSDuSm/zoiIqP7wrw4RNVhFJWXYe+ohdh2/j7xCBbrInOHj5Ygr9zKQnl2EGw+zUK5UoZmVKUICvWBnYyZ2yEREZCCYRBNRg3Q7NguLN51DXqEC/t4uGD9YDu/WDkjLKkIz68fJskoQkJxeiANnH2HnsXsY0asNXBwsRY6ciIgMAWuiiajBScoowOJN52Bpbozls3vjXzNegndrhwrLGUkkaO5ijZf7t4exVILw4/cRn5ovQsRERGRomEQTUYOSW1CKRevPAgD+NeMlyFtVTJ6fZmdjhpf7t4ettSn2RD/Enbjsug6TiIgMnOhJ9O7duzFs2DAEBQVh69atFeYfOnQIISEhGD58OBYsWACFQgEACA8PR2BgIEJDQxEaGoqVK1fWd+hEVMtKFOVYsukcMnOL8cm07vBwtq72ulYWJhjdrx3cHC1x6Pc4xKbk1WGkRERk6ERNolNTU7Fy5Ups27YNu3btwvbt23Hv3j3N/KKiIixevBj//e9/sXfvXpSWliI8PBwAcP36dSxYsAARERGIiIjAnDlzxDoMIqoFSpWA5WEXcSc+Gx/+LQDe1WiBfpqZiRQhvb1gb2OG45cSUFaurINIiYiIRE6iT58+jR49esDOzg6WlpYIDg7GgQMHNPMtLS1x5MgRODk5obi4GJmZmWjWrBkA4Nq1awgPD0dISAg+/PBD5ObminUYRFQLNv12Hef+SMGbozrhpU7uNd6OsdQI/fxbIL+oDOdvpNZihERERH8RtXeOtLQ0ODs7a167uLggJiZGaxkTExMcP34c8+fPh4uLCwIDAwEAzs7OmDp1Kvz9/bFixQosXrwYX331VbX3ff369do5CKqRixcvih0C1bOqrvmjtFLsPpmO7nJruFtkV7mssYUdYuMSnrk/T2dTXLmTDhvTEjSzlNYo5uflbqtE/MMcUfYtNn7GDQ+vuWHh9RY5iVapVJBIJJrXgiBovVbr27cvzp07hxUrVmDRokX46quvsHbtWs386dOnY/DgwXrt28fHB2Zm7FNWDBcvXkTXrl3FDoPqUVXXXKlUYfPK43C2t8CHb/R95qApaVlFaJX77KTY1a0c2w7exu0kJcb0bwMjHd8tdc3dzQUuDm3rfb9i42fc8PCaGxZDud6lpaVVNrqKWs7h5uaG9PR0zev09HS4uLhoXufk5CA6OlrzOiQkBLdv30Z+fj42b96smS4IAqRScVqaiOj5HDjzCI+S8zAtxKdWRx00NzVGoJ8HUrOK8Mf9zFrbLhERESByEt2zZ0+cOXMGWVlZKC4uRmRkJPr06aOZLwgC5s2bh6SkJADAgQMH4O/vD0tLS2zcuBFXr14FAISFhendEk1E4sstKEXYgVvwbeeEnr41r4OuTHtPO3i6WuPM9WQUFpfV+vaJiMhwiZpEu7q6Ys6cOZg0aRJGjRqFESNGwNfXFzNmzMC1a9dgb2+PJUuW4K233sLIkSPx8OFDzJs3D1KpFKtWrcKiRYswdOhQ/PHHH5g3b56Yh0JENbBl/00UlZbjzdGddJZyPS+JRIK+XVpApRJw8kpirW+fiIgMl+jDfoeEhCAkJERr2oYNGzT/HzRoEAYNGlRhvYCAAE13d0TU+NyLz0HkuViE9PZCK7dmdbYfW2szdPV2we83UpGZWwxHW4s62xcRERkO0QdbISLDo1IJWBceA1srM0wI8q7z/XVq5wRjqRGu3El/9sJERETVwCSaiOrdsUsJuBWbjcnDO8DKwqTO92duaowOre1xJy6HtdFERFQrmEQTUb1SqgT8dOg2vJrbYkBAy3rbr297Z6gEAdfuZ9TbPomIqOliEk1E9ers9WQkZxRi7MD2MDKqv76b7azN4OVhi+sPMjkcOBERPTcm0URUbwRBwI4jd+HuZIWXOnnU+/79ZE4oVShxOza73vdNRERNC5NoIqo31+5n4G58Dkb3awdpPbZCq7k7WsHF3hJX7qZDEIR63z8RETUdTKKJqN7sOHoPdtZmGBDgKcr+JRIJOsuckVugwKPkPFFiICKipoFJNBHVi4dJubh0Kw0hvb1gZiIVLY62zW1hY2nC7u6IiOi5MIkmonqx8+g9WJhJMaxna1HjMDKSwLedM5IyCpGWVSRqLERE1HgxiSaiOpddUI4TVxIR3KM1rC1NxQ4HL7RxgKmxEWLY3R0REdUQk2giqnNnbhXASAKM6ttW7FAAAKYmUrTztMODxFx2d0dERDXCJJqI6lReoQKX7hein78nHG0txA5HQ97SHmXlKjxM4gOGRESkPybRRFSnon6PRblSwKh+DaMVWs3dyQrWlia4E8c+o4mISH9MoomozgiCgANnY9HS2RSt3JqJHY4WiUQCmac94lLzUVRSJnY4RETUyDCJJqI6c+1+BpIzCtG1nZXYoegka2kPQQDuJeSIHQoRETUyTKKJqM4cPBMLawsTvOBpKXYoOjnamsPJzhy3Y5lEExGRfphEE1GdyC0oxelryRgQ4AkT4/of4ru6ZC3tkZZdhJz8UrFDISKiRoRJNBHViSMX4lGuVCGoRyuxQ6mSzNMeAHCbDxgSEZEemEQTUa0TBAEHzz5Ch9YODe6BwqdZWZighYs17sRlQxAEscMhIqJGgkk0EdW66w8ykZheiCEvNexWaDV5S3vkFSqQymHAiYiomphEE1GtO3gmFlYWJujl11zsUKrFq7ktjKUSlnQQEVG1MYkmolqVV6jAqZgk9O/aAmYmUrHDqRZTEynaeNjiXnwOlCqWdBAR0bMxiSaiWqV+oDC4R2uxQ9GLzNMeJQol4lPzxQ6FiIgaASbRRFRr1A8UereyR2v3hv1A4dM8Xa1hYmyEh0m5YodCRESNAJNoIqo1d+NzkJBWgEHdGscDhU+SSo3Qys0GD5Py2EsHERE9E5NoIqo1Ry/Ew8TYCL38PMQOpUbaeNiiuLScvXQQEdEzMYkmolpRrlThxJVEdOvoBmsLE7HDqZFWbs1gJAEeJLKkg4iIqsYkmohqxaVbacgrVGBAV0+xQ6kxM1Mpmjtb42FyntihEBFRA8ckmohqxZGL8WhmZQp/bxexQ3kubTxskZNfiuy8ErFDISKiBoxJNBE9t4LiMvz+Rwr6dG4OY2nj/lpp7fG4V5GHSWyNJiKiyjXuv3ZE1CCcupqEsnIV+gc03lIONRtLUzjbW+ABu7ojIqIqGIsdABGJK79IgeKS8ufaRuS5R3B1sIStlSnSdPRsYWxhp3N6TZSWKWtlO1Xx8rDFuT9SUFhcBqtG+pAkERHVLSbRRAauuKQcl26n1Xj9vEIF7sTloHtHN1y+k65zmdi4BLTKrZ0hwOWt7GtlO1Vp49EM5/5IwaPkPHT0cqzz/RERUePDcg4iei534rIBALKWdiJHUnscmpmjmZUpRy8kIqJKMYkmohoTBAF34rLh7miFZlZmYodTayQSCdp4NENCWgEU9VA+QkREjQ+TaCKqsfTsYmTnl9ZLiUV98/KwhVIlIC41X+xQiIioAWISTUQ1djsuG0ZGErRtYSt2KLXOzdEK5qZSdnVHREQ6MYkmohoRBAH3EnLQys0G5qZN7xllIyMJWrs3Q2xyHlQqQexwiIiogWESTUQ1kpxRiKKScrRr0XQeKHxaK/dmKC1TIrWWuucjIqKmg0k0EdXIvYQcSI0kmhH+miJPFxtIJEBcCks6iIhIG5NoItKbShBwLyEXrd2bwdS4dvp/bojMTKVwc7Dkw4VERFQBk2gi0ltyeiGKS8vRtgmXcqi1dGuGtOxiFJWUiR0KERE1IEyiiUhvdxNyYCw1Qmt3G7FDqXMt3R4fY3xqgciREBFRQ8Ikmoj0olIJeJCYi9buNjBpwqUcas52FrAwM0Ys66KJiOgJTKKJSC+J6QUoLm3avXI8SSKRoKWrDeJT86ES2NUdERE9xiSaiPRy789SjpZuTbdXjqe1dLNBiUKJ9OxisUMhIqIGgkk0EVWb8s9SjjYezWBibDhfH56uj+ui2dUdERGpGc5fQSJ6bolpBShRKA2mlEPNwswYLvaWiEthV3dERPQYk2giqrZ7CTkwMTbS9FhhSFq62SA1qwglinKxQyEiogZA9CR69+7dGDZsGIKCgrB169YK8w8dOoSQkBAMHz4cCxYsgEKhAAAkJSXh9ddfx5AhQ/DOO++gsLCwvkMnMih/lXLYwlgq+ldHvWvlZgMBQDwHXiEiIoicRKempmLlypXYtm0bdu3ahe3bt+PevXua+UVFRVi8eDH++9//Yu/evSgtLUV4eDgA4F//+hcmTJiAAwcOwMfHB//5z3/EOgwig5CQmo/SMiXatbAVOxRRuDhYwsxEypIOIiICIHISffr0afTo0QN2dnawtLREcHAwDhw4oJlvaWmJI0eOwMnJCcXFxcjMzESzZs1QVlaG8+fPIzg4GAAwZswYrfWIqPbdS8iBqbERWroaXikHABhJJPB0tUFcaj4EdnVHRGTwjMXceVpaGpydnTWvXVxcEBMTo7WMiYkJjh8/jvnz58PFxQWBgYHIzs6GtbU1jI0fh+/s7IzU1FS99n39+vXnPwCqsYsXL4odAv3J2MIOsXEJVS6jUgm4l5ALNzsTJCTG12g/sXGxNVrvac0dTWptW/qyMlGgqKQc1249gK3Vs78+3W2ViH+YUw+RNTz8jBseXnPDwustchKtUqkgkUg0rwVB0Hqt1rdvX5w7dw4rVqzAokWLMH/+/ArL6VqvKj4+PjAzM6tZ4PRcLl68iK5du4odBv0pLasIrXKrHnnwUVIeypW58PNugVbu+vcPHRsXi1YtW9U0RC3W1ta1ti19OTmX4erDGyiTWKNVS9dnLu/u5gIXh7b1EFnDws+44eE1NyyGcr1LS0urbHQVtZzDzc0N6enpmtfp6elwcXHRvM7JyUF0dLTmdUhICG7fvg0HBwfk5+dDqVTqXI+Iate9hByYmUjh6WotdiiisrIwgZOdOR8uJCIicZPonj174syZM8jKykJxcTEiIyPRp08fzXxBEDBv3jwkJSUBAA4cOAB/f3+YmJggICAA+/btAwDs2rVLaz0iqj3lShUeJuWiTfNmkBoZXq8cT/N0sUFyRhEU5UqxQyEiIhGJ+hfR1dUVc+bMwaRJkzBq1CiMGDECvr6+mDFjBq5duwZ7e3ssWbIEb731FkaOHImHDx9i3rx5AICFCxfi559/xrBhw3DhwgV88MEHYh4KUZMVn5oPRbkK7Q1sgJXKeLraQCUISEpnt5pERIZM1Jpo4HGJRkhIiNa0DRs2aP4/aNAgDBo0qMJ6zZs3x5YtW+o8PiJDdzc+B2amUjR3McxeOZ7m7mQFqZEECan5aF2D+nAiImoaeG+WiCpVrlThUXIe2ja3hdRIv4d3mypjqRE8nKwQn1YgdihERCQiJtFEVKm4lHyUlavQjqUcWlq42iArrwSFxWVih0JERCJhEk1ElbqXkANzUymaOxt2rxxP8/xzwBn20kFEZLiYRBORTmXlKjxMykPbFnYwYimHFidbc1iYGSM+jUk0EZGhYhJNRDrFpuShXKlCuxa2YofS4EgkErRwsUZ8agGHACciMlBMoolIp3sJObAwM4aHE0s5dPF0tUFxaTkyc0vEDoWIiETAJJqIKlCUKxGbnIe2LWxZylEJTV00SzqIiAwSk2giqiA2OQ/lSoG9clTB2sIE9jZmfLiQiMhAMYkmogruJeTC0twY7k5WYofSoHm62iApvRDlSpXYoRARUT1jEk1EWhRl6lIOOxhJWMpRFU9XGyhVApIzOAQ4EZGhYRJNRFoeJedBqRLYK0c1eDhbwUgiQQLroomIDA6TaCLSci8hB1bmxnB3ZCnHs5gaS+HmaIn4VA4BTkRkaJhEE5GGokyJ2JR8tG1hBwlLOarF09UG6TnFKC4tFzsUIiKqR0yiiUjjYVIeVCoB7T3ZK0d1tXB53I82SzqIiAwLk2gi0riXkANrCxO4OliKHUqj4eJgCTMTKUs6iIgMDJNoIgIAlCqUiGMph96MNEOA53MIcCIiA8IkmogAAA+TcqESWMpREy1cbVBQXIacglKxQyEionrCJJqIADwu5bCxNIGLvYXYoTQ6nn/WRXP0QiIiw8EkmohQoihHfGo+2rGUo0Zsrc3QzMqUddFERAaESTQR4UFiLlQC0K4FSzlqytPVBonpBVCqWBdNRGQImEQTEe4n5KKZlSmcWcpRY56u1igrVyE1i0OAExEZAibRRAYuv0iB+DSWcjyvFs42kAAs6SAiMhBMookM3KXbaRAEoF0LW7FDadTMTKVwcbDkw4VERAaCSTSRgbtwMxW21qZwsmMpx/PydLVBWlYRShVKsUMhIqI6xiSayIDlFpTi5qMslnLUEk8XawgAEtNZ0kFE1NQxiSYyYKdjkv4s5WCvHLXB1dEKJsZGLOkgIjIATKKJDFj01SS4OVrC0dZc7FCaBKmRBM2drRHHJJqIqMljEk1koLLzSnD9fgZe7ODGUo5a1MLFGnmFCuQVcghwIqKmjEk0kYE6fS0ZKgF48QVXsUNpUlq62gBgV3dERE0dk2giA3XySiI8XW3Q3Nla7FCaFDsbM1hbmLAumoioiWMSTWSAMnOLceNhJnp3bi52KE2ORCJBC1drJKQVQMUhwImImiwm0UQG6HRMMgQBCPTzEDuUJsnTxQalZUo8Ss4TOxQiIqojTKKJDNDJK4lo7d4Mnn/W71LtUp/XGw8zRY6EiIjqCpNoIgOTkVOMm4+y2ApdhyzMjOFkZ4EbD7PEDoWIiOoIk2giA3MqJgkAEMh66Drl6WKNewk5KC4tFzsUIiKqA0yiiQxM9JVEeHnYsleOOubpagOlSsAfD1jSQUTUFDGJJjIgadlFuBWbjcDOLOWoa+5Oj4cAv3w7TexQiIioDjCJJjIgp67+Wcrhx1KOumYsNYKspT0u30kXOxQiIqoDTKKJDEj01US0a2ELdycrsUMxCC+0cUB8aj4yc4vFDoWIiGoZk2giA5GaVYQ7cTlsha5HHds4AgCusDWaiKjJYRJNZCCiryQCAHqxa7t609zFGnbWZkyiiYiaICbRRAYi+moiZC3t4ObIUo76YiSRwK+9M67cSecQ4ERETQyTaCIDkJxRiHsJuSzlEEEXuTNyCkoRm8IhwImImhIm0UQGIPoqSznE0lnmDAC4fJslHURETQmTaCIDEH0lCd6t7OFibyl2KAbH0dYCnq42uHKH/UUTETUlTKKJmrjE9AI8SMrlMN8i6iJzxh8PMqEoU4odChER1RIm0URNnKaUw5elHGLpIneBolyFGw85BDgRUVPBJJqoiYu+koQOrR3gZGchdigGy8fLEcZSCbu6IyJqQphEEzVh8an5eJSch94s5RCVuZkxvFs7cAhwIqImRPQkevfu3Rg2bBiCgoKwdevWCvOjoqIQGhqKkSNH4t1330Vubi4AIDw8HIGBgQgNDUVoaChWrlxZ36ETNXjRV5MgkQA9fd3FDsXgdZY540FiLnILSsUOhYiIaoGoSXRqaipWrlyJbdu2YdeuXdi+fTvu3bunmV9QUIBFixZh/fr1+O233yCXy7F69WoAwPXr17FgwQJEREQgIiICc+bMEeswiBqs6KuJeKGNIxxtWcohti4yFwDA1btsjSYiagpETaJPnz6NHj16wM7ODpaWlggODsaBAwc088vKyrBw4UK4uroCAORyOZKTkwEA165dQ3h4OEJCQvDhhx9qWqiJ6LHYlDzEpeSzlKOBaNvCDtYWJuwvmoioiTAWc+dpaWlwdnbWvHZxcUFMTIzmtb29PQYPHgwAKCkpwfr16zFx4kQAgLOzM6ZOnQp/f3+sWLECixcvxldffVXtfV+/fr2WjoJq4uLFi2KH0OQdjcmFRAJYCem4eDGr0uWMLewQG5dQ5/HExsXWynaaO5rU2rbqmrutEvEPczSvWzoZ4/c/EnHhghISiUTEyOoeP+OGh9fcsPB6i5xEq1QqrT8kgiDo/MOSn5+PmTNnwtvbG6NHjwYArF27VjN/+vTpmmS7unx8fGBmZlbDyOl5XLx4EV27dhU7jCZNEARsjDqCTm2d0C+wW5XLpmUVoVWutE7jiY2LRauWrWplW9bW1rW2rbrm7uYCF4e2mtfpikdY++tVuHrK4elqI2JkdYufccPDa25YDOV6l5aWVtnoKmo5h5ubG9LT/7q1mZ6eDhcXF61l0tLSMGHCBMjlcixduhTA46R68+bNmmUEQYBUWrdJAFFj8ig5DwlpBQjkMN8NinoIcHZ1R0TU+ImaRPfs2RNnzpxBVlYWiouLERkZiT59+mjmK5VKvP322xg6dCj+8Y9/aFqpLS0tsXHjRly9ehUAEBYWpndLNFFTFn01CUYSoCcHWGlQ3Byt4O5khcscApyIqNETtZzD1dUVc+bMwaRJk1BWVoZXXnkFvr6+mDFjBmbPno2UlBTcuHEDSqUSBw8eBPC4DGPp0qVYtWoVFi1ahJKSErRu3RpffvmlmIdC1GAIgoDoK4nwbecMW2uWLDU0nWXOOHYxHuVKFYylovcySkRENSRqEg0AISEhCAkJ0Zq2YcMGAECnTp1w69YtnesFBAQgPDy8zuMjamweJuUhKaMQY/q3EzsU0qGLzBn7Tz/C7dhsdPRyFDscIiKqITaDEDUxJ68kwshIgh4+HGClIerUzhlGErCkg4iokWMSTdSECIKA6KuJ6NyepRwNlbWFCdq3tOfDhUREjRyTaKIm5H5CLlIyi9grRwPXReaCu3HZKChSiB0KERHVEJNooiYk+moipEYS9OjEUo6GrLPMGSoBiLmXIXYoRERUQ0yiiZqIx6UcSfCTOcPG0lTscKgK8lb2sDAzZkkHEVEjxiSaqIm4n5CL1KwiBLJv6AbPWGqETm2dmEQTETViTKKJmohTMUks5WhEOsuckZxZiJTMQrFDISKiGmASTdQECIKAUzFJ8G3nxFKORqKL/PEQ4Jdus6s7IqLGiEk0URPwMCkPyRmF6OXXXOxQqJqaO1vDzdES52+kih0KERHVAJNooibgVEzSnwOsuIkdClWTRCJBQAdXxNzLQGmZUuxwiIhIT0yiiRo5QRBw6moiOrV15AArjcyLHdygKFPiGru6IyJqdJhEEzVysSn5SExnKUdj5NPWEeamUpy/kSJ2KEREpCcm0USN3KmrSTCSgKUcjZCpiRR+7Z1x4WYqBEEQOxwiItIDk2iiRu5UTCI6ejnB3sZc7FCoBl58wRVp2cWIS80XOxQiItKD3kl0XFxcXcRBRDUQl5KH+NQC9PLjACuNVUAHVwBgLx1ERI2M3kl0UFAQxo8fj59++gm5ubl1ERMRVdOpmGRIJMBLHGCl0XK0tYCXhy0u3GQSTUTUmOidRI8ePRp3797FokWLEBgYiFmzZiEqKgplZWV1ER8RVeHU1US80MYRDs1YytGYBbzgipuPslBQpBA7FCIiqia9k+jPP/8cp0+fxsqVKxEYGIhjx45h1qxZCAwMxL/+9S9cvny5LuIkoqfEp+YjNiUfvXxZytHYvdjBFSqVwNELiYgaEeOarGRqaoqhQ4di6NChyM3Nxb59+7B//3788ssv+Omnn+Dp6YmRI0ciNDQUnp6etR0zEQE4fS0JANDTl6UcjV37lvZoEKrlRQAAIABJREFUZmWK8zdT0adLC7HDISKianju3jlsbW0xfvx4bNq0CcuWLYO7uzvi4uKwZs0aBAUFYcqUKbh48WJtxEpETzh1NQkdWjvA0dZC7FDoOUmNJPD3dsHFm2lQqtjVHRFRY/BcSbRSqcTx48cxf/589OjRA3PnzkV6ejqCgoKwcuVKzJgxA3fu3MHEiRPx66+/1lbMRAYvKb0AD5Py2CtHE/JiB1fkFylwNy5b7FCIiKgaalTOceHCBezduxcHDhxATk4OBEFA586dERoaiuHDh6NZs2YAgKFDh2LChAkYOnQoVq9ejVdeeaVWgycyVKdi/izl6MQkuqnwl7vAyEiC8zdT4d3aQexwiIjoGfROogcMGIDk5GQIggAPDw+8+uqrGDVqFFq3bq1zeTc3N7Rq1QopKRzWlqi2nIpJgryVPZztWcrRVFhbmqJDawdcuJGKiUM7iB0OERE9g95JdE5ODkaNGoVRo0ahe/fu1Vpn2rRpcHPjkMREtSElsxD3E3IxNaSj2KFQLXuxgys2772BtOwiuNhbih0OERFVQe8k+vTp0zA3f9wnrVKphFQq1cxLTExE8+bNK6wTEhLyHCES0ZNOXVX3ysFSjqamu48bNu+9gd//SMGIQC+xwyEioiro/WChubk5Tp8+jdDQUISFhWmmC4KAoUOHIiQkBNeuXavVIInoL6diktDe0w6uDmypbGpauNigubM1zl1n+RsRUUOndxJ94cIFvPnmm4iLi4OFxV/1mAqFAiNHjkRycjJef/11xMTE1GqgRASkZRXhbnwOB1hpwnr4uOHa/QwUFHMUWCKihkzvJHrt2rWwsrJCREQExo0bp5luZmaGzz77DDt37oSZmRm++eabWg2UiP7qlYNd2zVdPXzcoVQJuHAzVexQiIioCnon0Tdv3kRISAhatmypc37Lli0xbNgwXLp06bmDIyJtp2KS0LaFLdwcrcQOheqIrKU97GzMcPZ6stihEBFRFfROopVKJUpLS6tcRiKRQBA46hZRbUrPLsbt2GyWcjRxRkYSdO/ohku3UlFWrhQ7HCIiqoTeSbS3tzeOHj2KrKwsnfNzcnJw9OhRyOXy5w6OiP5y+tqfpRxMopu8Hj7uKC5V4urdDLFDISKiSuidRE+ePBkZGRmYNGkS9u3b9//Zu+/wNstDbeC3tizJlpfkvWf2Js4gEEImMSMHWprQQFtSVstpeqCkQA+j8EEpJT2lhDI6WG1ZSUgghBACAZKQ4QzH8Y5teVvyXrKs9f1hcDEZtmzJr8b9u65ciaRXr25HsX3n8fM+D+rq6tDR0YH6+nrs3r0bt9xyC4xGI2655RYPxCUKXAdO1SMlNgSxOo3QUcjDpqZHQimX4PAZrtJBROStXF4n+sorr8TGjRvx7LPP4n/+53/OeVwkEuHnP/85VqxY4ZaARAS0dvahqKoV61ZkCx2FxoFcJsGs7CgcLmjAHWumQiwWCR2JiIi+w+USDQC33XYbli9fjg8//BAlJSXo7OyESqVCZmYmVq9ejdRUbhJA5E7fXGQ2b0qMwElovMydHI0D+fUoq2lDVlK40HGIiOg7RlWiASA5ORl33HGHO7MQ+YWu3n6Y+2xuPef+47WICldBKZPA2Nrr1nNbrLx4zRvNmRAFsViErwoaWaKJiLzQqEt0X18fGhoa0N/ff8GVOLKz+aNnCjzmPhuOlxjddr6+fhuKq1oxLUOHE6Umt533G1lJYW4/J42dRiXH5NQIHD7TgJuvmih0HCIi+g6XS3RfXx8ef/xx7Ny5c9il7oqKikYdjIgGGBq64HACqXFaoaPQOMuZHIMXt59GnakbcbyglIjIq7hcov/v//4Pb7/9NsLDw7FgwQIEBwdDJOJFL0SeUlHfAbVSiqhwldBRaJzNnRSNF7efxuGCBqxZnCF0HCIi+haXS/SuXbuQlJSEd999FxoNR0aIPMlmd6C6sQvZyWH8z2oA0oerkBqnxcHTLNFERN7G5XWi29rasHTpUhZoonFQ3dQFm92B1FhO5QhUC6bGosTQBlObWegoRET0LS6X6KSkJDQ0NHgiCxF9R2VdBxQyCTdYCWALpg3sUHno6x0riYjIO4xqx8I9e/YgPz/fE3mI6GsOhxOVDZ1IjgmBhJttBKw4nQbJMSH48hRLNBGRN3F5TrRUKkVmZibWrl2LOXPmIDk5GXK5/JzjRCIRNm3a5JaQRIGovrkbln47V+UgLJgWizd2F6Olw4wIbZDQcYiICKMo0d8uxocOHcKhQ4fOexxLNNHYVNR1QCoRISEqWOgoJLAFUwdK9KHTDVi9kDvCEhF5A5dL9KuvvuqJHET0LU6nE5X1nUiICoZM6vKsK/ISNrvDLTtMDsyLV+PTvBpcMjHaDcnOL0gpRbDq3J8sEhHRuVwu0ZdccoknchDRtxjbzOg2WzF3sucKE3mexWpHfnmzW84VF6nB0aImfHGqDmqlzC3n/K6ZWXqWaCKiERr1EJfNZsP+/fvxwgsv4KmnngIAlJSUoKamxm3hiAJVRV0HRCIgOSZE6CjkJdLiB+bGV9Z1CJyEiIiAUZbow4cP48orr8Ttt9+OzZs34+9//zsA4MMPP8SKFSvw17/+1a0hiQJNZUMHYiM1UMpd/mER+anwECXCghUor2WJJiLyBi6X6KKiIvz0pz+F2WzGbbfdhmXLlg0+Nm3aNERGRuLpp5/Gvn37RnS+nTt3YtWqVVi2bBneeOONcx7fu3cvrrnmGlx99dW488470dEx8A2kvr4e69atw4oVK3DHHXegp6fH1Q+FyCu1d1vQ1mlBSixHoek/RCIR0uK0qDd1o7fPKnQcIqKA53KJ/tOf/gSFQoGtW7fiF7/4BTIzMwcfW7x4Md5++21otdrB0emLaWpqwubNm/HPf/4T27dvx5tvvony8vLBx7u7u/Hwww/jxRdfxI4dO5CVlYVnn30WAPDII49g7dq12L17NyZPnowtW7a4+qEQeaWq+k4AYImmc6TFh8IJoPLrfyNERCQcl0t0Xl4eVqxYgbi4uPM+rtfrsXLlSpSVlQ17roMHDyInJwehoaFQqVRYvnw5du/ePfi41WrFQw89hKioKABAVlYWGhoaYLVacfToUSxfvhwAsGbNmiHPI/JlVQ0diNAqEaJWCB2FvEyEVgmtRo6zte1CRyEiCngul2iLxQKVSnXRYyQSCSwWy7DnMhqN0Ol0g7f1ej2ampoGb4eFhWHp0qUAgL6+Prz44ou48sor0dbWBo1GA6l0YL6oTqcb8jwiX9XXb0N9cw8vKKTzGpjSEYpaUzfMFpvQcYiIAprLVy2lpaXhwIEDcDgcEIvP7eBWqxVffvklUlJShj2Xw+GASPSf7YydTueQ29/o6urCXXfdhezsbFx33XVoamo657jzPe9iCgoKXDqe3CsvL0/oCB4jDQqFobp2VM+tbe6H0wkoxb0wVBvcnOz84iJk4/Ja7nqN8crrDp7Iqpba4HQCR09XIEnv3p9WxGjtqKl0zyi3P3+O0/nxPQ8sfL9HUaJvuOEGPPLII9i0aRN+/etfD3mspaUFjz76KAwGAx544IFhzxUdHY1jx44N3jaZTNDr9UOOMRqN+MlPfoKcnBzcf//9AIDw8HB0dXXBbrdDIpGc93nDmTx5MhQK/rhcCHl5eZg1a5bQMTzG2NqLpA7JqJ5bVF8FlVKKaRNSXf6P4WhpNBokJSZ59DUM1Qa3vcZ45HUXT2R1Op3INxSjtUeCRW4+d0y0HvrwtDGfx98/x+lcfM8DS6C83xaL5aKDri6X6B/84Ac4ceIEduzYgZ07dw4W0SuuuAKNjY1wOBy48sorsW7dumHPNX/+fDz77LNobW1FUFAQ9uzZg9/+9reDj9vtdtx+++1YuXIl7rzzzsH7ZTIZZs+ejV27diE3Nxfbt2/HokWLXP1QiLyK3e5AdWMXMhJCx61Ak+8RiUTISAjDsaIm9JitUAd5ZuMVIiK6uFEtQvvUU09h8eLFeOedd1BYWAibzYbu7m7MmjUL1113HdasWTOi80RFRWHjxo1Yv349rFYrrr/+ekydOhUbNmzA3XffjcbGRhQWFsJut+Ojjz4CMDCC/Pjjj+Ohhx7Cpk2b8PzzzyMmJgbPPPPMaD4UIq9RZ+qB1eZASqxW6Cjk5TISQnGsqAnlte2YlqEb/glEROR2o97JYeXKlVi5cuWYA+Tm5iI3N3fIfS+99BIAYMqUKSguLj7v8+Li4vDaa6+N+fWJvEVVQwekEjHi9Rqho5CXCw9RIkKrRFkNSzQRkVBGve03EbmP0+lEZX0nEqI0kEr4aUnDy0gIRVNrLzp7hl8JiYiI3M/lkejrrrtuRMeJRCJs3brV5UBEgai5ow/dZisumRQtdBTyERkJYfiqoBFlNe2YlR0ldBwiooDjcokuKioa9pjY2FiEhHCdW6KRqqof2M4+KTpY4CTkK0LUckSHq1iiiYgE4nKJvtAc5b6+PlRXV+P555/HqVOn8MILL4w5HFGgqGzoRHSECiolV1qgkctIDMUXJ+vR2tmH8BCl0HGIiAKK2yZfKpVKZGZm4plnnkFISAh+//vfu+vURH6tu7cfpjYzUmK4Kge5Ji0+FCIAZTXcBpyIaLy5/QomkUiEBQsW4IsvvnD3qYn8UlVDJwAgOZZToMg1aqUMcXoNymra4HQ6hY5DRBRQPLIMQE1NDfr7+z1xaiK/Y2jsQohajrBg7qBJrstICEVH98BPM4iIaPy4bU40APT09OCzzz7D3r17MW/evDEFIwoENrsDtcYuTEiJ4C6FNCqpcVrsP16Hspp26MNVQschIgoYLpfoa6+99qLf7J1OJ4KCgvDLX/5yTMGIAkGtsRs2uxPJXJWDRkkplyIxOhhlte2YPzWG/xkjIhonbi3RMpkMqampyM3NRURExJjDEfk7Q2MnpBIxYnXcpZBGLzMxFFUNnag39SCOO14SEY0Ll0v0k08+6YkcRAHH6XTC0NCJeD13KaSxSY7RQiYVo6S6jSWaiGic8Ds3kUBaO/vQ1WtFcgxX5aCxkUnFSIvT4mxtO2x2h9BxiIgCgssj0evXrx/VC4lEIrzyyiujei6RPzI0dAEAkliiyQ0yE8NQbGhDZX0nMhJChY5DROT3XC7RtbW1MJvNaGtrAzCwyUpISAja29sHl7UTiUTnrFnKi12Ihqpq7ERkqBKaIO5SSGMXp9dArZSitLqNJZqIaBy4XKLfeOMNrF+/HklJSbjvvvswffr0wYJcUlKCp59+Gvn5+Xj55ZeRnJzs7rxEfqGv34bGlh7MzNILHYX8hFgkQmZiGE6VmWC22BCkcPnLOxERucDlOdGPP/44JBIJXn31VcyYMWPICHNWVha2bNmCqKgo/PnPf0ZwcPCQX0Q0oLqxC04nOB+a3CozMQwOJ1DObcCJiDzO5RJ98OBBLFmyBHK5/LyPy2QyzJs3D0eOHBlzOCJ/ZWjshFIu4eYY5FaRoUGI0CpRUt0mdBQiIr/ncolWKpWoqqq66DGlpaVQq9WjzUTk1xxOJwyNXUiKDoGY1wqQm2UmhqGptRftXRahoxAR+TWXS/TChQuxb98+bN269ZzH7HY7XnjhBXz11VdYsWKFWwIS+Zumll5Y+u1IiuEUJ3K/zK8vKizlaDQRkUe5fOXJxo0bcfDgQTzwwAP429/+hilTpkClUsFkMqGgoAD19fXIyMjAL37xC0/kJfJ5VQ2dEImAxCjOhyb306jkiNdrUFLdhjkTo7gyEhGRh7hcomNiYvD222/j97//Pfbt24fy8vLBx9RqNX74wx/iv//7v6HRcNcsovMxNHYiJkINhVwidBTyU5mJYdh3rAZNrb2IjuDUOiIiTxjVGkgxMTF45plnYLFYUF1dja6uLmi1WiQnJ0MiYTEgupDu3n60dPRh3pQYoaOQH0uL0+LzE7UoMbSxRBMReciYtv1WKBTQarUIDg5GWlraORusENFQ1U1f71IYzfnQ5DlymQQpsVqU1XAbcCIiTxlVie7r68PTTz+N+fPn47LLLsM111wDAPjb3/6G9evXo6Kiwq0hifyFobELmiAZwkOUQkchPzchORwWqx1VDZ1CRyEi8ksul+ienh6sXbsWL7/8MhQKBRISEgZHoPv6+nDkyBGsW7cOtbW1bg9L5MvsDidqm7qQGB3Mi73I4+L0GmiCZCiqahU6ChGRX3K5RD///PMoLCzEgw8+iH379iE3N3fwsbvvvhtPPvkkOjo6sGXLFrcGJfJ1TS096Lc5kMipHDQOxCIRspLCUNPYhW6zVeg4RER+x+US/eGHH+LSSy/FTTfdBJFIdM6I2rXXXovLL78chw8fdltIIn9gaOyCWAQk6FmiaXxkJ4XDCaDUwDWjiYjczeUSbTQaMWHChIsek5KSApPJNOpQRP7I0NiJ6Ag15DKuYEPjIzRYgZgINYoMrbzwm4jIzVwu0eHh4Th79uxFjykrK0N4ePioQxH5mx6zFS0dfZzKQeMuOzkM7V0WNLX2Ch2FiMivuFyiFy9ejE8//RT79+8/7+MfffQRPv/8cyxatGjM4Yj8xX+WtuMuhTS+0uNDIZWIeYEhEZGbubzZys9+9jN8+umnuOOOO7Bo0SK0t7cDAJ599lkUFBTg888/R0REBO666y63hyXyVYbGTqiVUkRoubQdjS+5TIK0eC3Ka9px6fQ4SCVj2h6AiIi+5vJX08jISPzrX//CwoULsX//fpw8eRJOpxPPPfcc9u/fj9mzZ+P1119HVFSUJ/IS+RyHw4napm4kRodwaTsSRHZSOPptDlTUdQgdhYjIb7g8Em02mxEbG4sXX3wRJpMJhYWF6OzshEqlQlZWFuLj4z2Rk8hnNbb2wGK1cz40CSZOp0awSo7iqlZkJoYJHYeIyC+4XKLXrFmDSy65BI888gh0Oh0uu+wyT+Qi8hvVjV0QcWk7EpBIJEJ2UhiOFjWhq7cfwSq50JGIiHyey9M5amtroVarPZGFyC9VN3YhOlwNhZxL25FwspMHRqBLuGY0EZFbuFyis7OzUVBQ4IksRH6np88KU7uZUzlIcCFqBeJ0ahRzzWgiIrdweTrHL3/5S9x77734/ve/jyVLliA+Ph4KheK8xy5ZsmTMAYl8WU3jN0vbsUST8LKTw/HJ0Ro0tPQgNlIjdBwiIp/mcon+0Y9+BABobm5Gfn7+eY9xOp0QiUQoKioaWzoiH1fd1IUghRSRoUFCRyFCWpwWn5+oQ3FVG0s0EdEYuVyi77rrLi7TRTQCDqcT1U1dSI7h0nbkHWRSCdLjQ1Fe245Lp8dCJuU8fSKi0Rq2RH/yySdITU1FSkoKAODnP/+5x0MR+QNTmxmWfjsSoziVg7xHdnIYiqpacbauA9lJ4ULHISLyWcNeWPizn/0MH3zwwTn319fX4+jRox4JReQPar7e6jtezx+bk/eIiVBDq5GjuIqrdBARjcWwJfpCV3Fv3boV69evd3sgIn9R3dQFXWgQVEqZ0FGIBg2sGR2OOlM3OnssQschIvJZLi9xR0TD67fa0dTSgwRO5SAvlJU0sGZ0MdeMJiIaNZZoIg+oNXXD4QTnQ5NXClbJkaDXoLiqjWtGExGNEks0kQfUNHVBKhEjOlIldBSi88pODkdXbz/qTT1CRyEi8kks0UQeUN3YhXi9BhIxP8XIO6XGaSGXilFkaBU6ChGRT+J3eCI3M7b1orOnHwlRXJWDvJdUIkZ6QijO1nag32oXOg4Rkc8Z0WYrR44cwZ///Och9x0+fBgA8Nxzz513Tp1IJMJdd93lhohEvuVMRQsAIDEqROAkRBc3MSUChZWtKKtpx6TUCKHjEBH5lBGX6CNHjpz3sWefffa897NEU6A6U9GCYJUMWo1c6ChEF6UPC0KEVonCyhaWaCIiFw1bop944gmPBti5cyeef/552Gw23HzzzVi3bt15j/vVr36FnJwcrFmzBgCwbds2/OEPf0BExMAX/ssvvxwbN270aFai4djsDhRVtSI1TsutvsnriUQiTEgOx5en6tHcbhY6DhGRTxm2RF933XUee/GmpiZs3rwZW7duhVwux4033oi5c+ciPT19yDEPPfQQDh06hJycnMH7CwoKsGnTJqxevdpj+YhcVWJoQx+3+iYfkpUUhkOnG1BY1Yplc5OEjkNE5DMEvbDw4MGDyMnJQWhoKFQqFZYvX47du3cPOWbnzp1YsmQJVq5cOeT+06dPY9u2bcjNzcU999yDjo6O8YxOdF4nSowQiYB4PUs0+QalXIrUOC1KDW28wJCIyAWClmij0QidTjd4W6/Xo6mpacgxt956K2644YZznqvT6XDnnXdix44diImJwaOPPurxvETDOVFqRGqsFgq5ROgoRCM2MSUcFqsdx0uMQkchIvIZI7qw0FMcDseQeaNOp3PE80ife+65wT/feuutWLp0qUuvXVBQ4NLx5F55eXlCR3C7XosdpdXtuGKGHoZqg9BxRiwuQjYued31GuOV1x18JavT6YRKIcbeI5WIU7e75Zz++DlOF8f3PLDw/Ra4REdHR+PYsWODt00mE/R6/bDP6+rqwrvvvotbbrkFwMA3AInEtZG/yZMnQ6FQuPQcco+8vDzMmjVL6Bhu98XJOgANmDs1CZ09/ULHGTGNRoOkRM/OhTVUG9z2GuOR1118KeuU3iYcPtOImKQcxEaObY1zf/0cpwvjex5YAuX9tlgsFx10FXQ6x/z583Ho0CG0trbCbDZjz549WLRo0bDPU6lUePnll3Hq1CkAwOuvv+7ySDSRu50oMUIdJENKLNeHJt8zITkcIhGw90i10FGIiHyCoCU6KioKGzduxPr163Httddi9erVmDp1KjZs2IDTp09f8HkSiQR//OMf8fDDD2PlypU4c+YM7r333nFMTjSU0+nEiRIjpmVEcqtv8knqIBmmpkdi75Fq2O0OoeMQEXk9QadzAEBubi5yc3OH3PfSSy+dc9yTTz455Pbs2bOxbds2j2YjGqmapi40d/ThxqzhpyMReatF0+Pw7NuncKyoCXMnxwgdh4jIq3HIjMgNTpSaAAAzMlmiyXdNSY9EeIgCHx32/oshiYiExhJN5AbHS4yI02mgD1cJHYVo1CRiMZbMSUReURNMbdzBkIjoYliiicao32pHwdkWzMzmKDT5vmVzk+AEsIej0UREF8USTTRGhZUt6LfaMSNTN/zBRF4uOkKNGZl6fHzEwAsMiYgugiWaaIxOlJgglYgwJS1S6ChEbrFiXhJaOvpwrKhp+IOJiAIUSzTRGB0vMWJiSgSUCsEXuyFyizkToxEeosDurzilg4joQliiicagtbMPVQ2dmMGl7ciPSCViLL0kCXnFTTC29godh4jIK7FEE43ByVIjAHA+NPmdZXMHtivnBYZEROfHEk00BidKTAjVKJASqxU6CpFb6cNVmJUdhY+PGGDjBYZEROdgiSYaJYfDiROlRkzP1EEsFgkdh8jtluckobXTgqOFjUJHISLyOizRRKNUWd+Bju5+zocmvzVnQhQitErsPsQpHURE38USTTRKx0s4H5r8m+TrCwxPlBrR2NIjdBwiIq/CEk00SidKTEiJDUFYiFLoKEQes2xuEkQAPuJyd0REQ7BEE42C2WJDUVULZmRyKgf5N11YEOZMjMaewwb0W+1CxyEi8hos0USjcPpsM2x2J2ZyPjQFgKsWpKCzpx8H8uuFjkJE5DVYoolG4USxEQq5BBNTw4WOQuRx0zJ0iNOp8cGBSqGjEBF5DZZoolE4XmLElLRIyKQSoaMQeZxYLMKq+SkoMbShvLZd6DhERF6BJZrIRY0tPahv7sGMLK7KQYHjijmJUMgl2MXRaCIiACzRRC77Zmk7zoemQKIJkuHymfHYf7wW3b39QschIhIcSzSRi44XG6EPVyFOpxE6CtG4umpBCvptDuw9Wi10FCIiwbFEE7nAZncgv7wZM7P0EIm41TcFlpRYLSYkh2PXgSo4HE6h4xARCYolmsgFxVWtMFtsmMn50BSgVi1IQUNLD06WmoSOQkQkKJZoIhccLzFCLBZhajpLNAWmBVNjEKpRcLk7Igp4LNFELjhRYkR2UhjUQTKhoxAJQiaVYFlOEo4WNaKxpUfoOEREgmGJJhqhjm4LztZ1cFUOCnir5idDLBLh/S85Gk1EgYslmmiETpSa4HQCM1iiKcBFaIOwcFoc9hw2oLfPKnQcIiJBsEQTjdCJEiOCVXKkxYcKHYVIcFcvSoXZYuNyd0QUsFiiiUbA4XDieIkRMzJ1kIi5tB1RZmIYJiSH4/0vKmHncndEFIBYoolGoKqhE+1dFk7lIPqWaxaloaGlB0cLG4WOQkQ07liiiUbgm62+Z3B9aKJBOZOjoQsLwo7PK4SOQkQ07liiiUbgRIkRyTEhiNAGCR2FyGtIJGKsXpCK02ebUVHXIXQcIqJxxRJNNAyzxYbCyhYubUd0HstykqCUS7Dji7NCRyEiGlcs0UTDOH22GTa7kyWa6Dw0QTJcOScR+4/Xoa2rT+g4RETjhiWaaBgnio1QyCWYmBoudBQir5R7aSpsdgc+PFgldBQionHDEk00jOMlRkxJi4RMKhE6CpFXitVpcMnEaHxwoBJ9/Tah4xARjQuWaKKLaGzpQX1zD1flIBrGmsXp6Ozpx94j3HyFiAIDSzTRRZz4emk7zocmurhJqRGYkByObZ+Vc/MVIgoILNFEF3G8xAh9WBDidBqhoxB5veuvyICxzYwzBrPQUYiIPI4lmugCbHYHTpU1Y0aWHiIRt/omGs7sCVFIiArGl0VdcDo5Gk1E/o0lmugCiqtaYbbYOJWDaITEYhGuvyIdxnYr8oqNQschIvIolmiiCzheYoRYLMK0DF5USDRSi2bEI0QlwTv7yoSOQkTkUSzRRBdwosSIrMQwqINkQkch8hlSiRjzszU4U9GCospWoeMQEXkMSzTReXR0W3C2rgMzszmVg8hVM9OWCRxyAAAgAElEQVTVCFbJ8O6nHI0mIv/FEk10HidKTXA6ubQd0WjIpWKsXpiKw2caYWjsFDoOEZFHsEQTnceJEiOCVXKkxYcKHYXIJ121IAUKuQRv7S0VOgoRkUewRBN9h9PpxIkSI2Zk6iARc2k7otHQahRYvSAFX5ysQzVHo4nID7FEE31HVUMn2rosmMGpHERjct3l6VDIJPj3xxyNJiL/wxJN9B3HipoAADOyuLQd0VhoNQqsXpiKL0/VcW40Efkdlmii7zhW1ITUOC0itEFCRyHyedddng6lXIJ/7ykROgoRkVsJXqJ37tyJVatWYdmyZXjjjTcueNyvfvUrbN26dfB2fX091q1bhxUrVuCOO+5AT0/PeMQlP9fd24/iqlbMnhAldBQivxCilmP1wlQcyK+HoYGj0UTkPwQt0U1NTdi8eTP++c9/Yvv27XjzzTdRXl5+zjG33347PvrooyH3P/LII1i7di12796NyZMnY8uWLeMZnfzU8RIjHE5gDks0kdsMjEZL8S+ORhORHxG0RB88eBA5OTkIDQ2FSqXC8uXLsXv37iHH7Ny5E0uWLMHKlSsH77NarTh69CiWL18OAFizZs05zyMajaNFTQhRy5GRGCZ0FCK/EayS4+pLB0ajK+s7hI5DROQWgpZoo9EIne4/F2/p9Xo0NTUNOebWW2/FDTfcMOS+trY2aDQaSKVSAIBOpzvneUSusjucyCsyYma2nkvbEbnZNZelQaWU4t8fczSaiPyDVMgXdzgcEIn+U1acTueQ2xdyvuNG8rxvKygocOl4cq+8vDyhI5yjxmRBV28/IhS9Y8onDQqFobrWjck8Ky5CBkO1weOv467XGK+87uBLWQEgRmtHTWW7W851vs+h2elB+Dy/ATs/PoTYcLlbXoe8hzd+XSfP4fstcImOjo7GsWPHBm+bTCbo9cOvzRseHo6uri7Y7XZIJJIRP+/bJk+eDIVC4XJmGru8vDzMmjVL6BjnKPywCGJxM65fORca1ei/wRtbe5HUIXFjMs/SaDRISkzy6GsYqg1ue43xyOsuvpQVAGKi9dCHp435PBf6HM+eaMXJJ/biq3IHHrt9psuDH+S9vPXrOnlGoLzfFovlooOugk7nmD9/Pg4dOoTW1laYzWbs2bMHixYtGvZ5MpkMs2fPxq5duwAA27dvH9HziC7mWGETJiSHj6lAE9GFqYNk+MGyLOSXNyOv2Ch0HCKiMRG0REdFRWHjxo1Yv349rr32WqxevRpTp07Fhg0bcPr06Ys+96GHHsJbb72FVatW4dixY/jFL34xTqnJH7V0mFFR38Gl7Yg8bHlOMmIi1fj7+2dgtzuEjkNENGqCTucAgNzcXOTm5g6576WXXjrnuCeffHLI7bi4OLz22msezUaB45tdCrm0HZFnyaRi3HzVRDz5ylF8cqwGy+b6znQXIqJvE3yzFSJvcLSwCbqwICRGBwsdhcjvzZ8Sg+ykMLyxuwh9FpvQcYiIRkXwkWiikejq7Ye5zzPfbK02B06WmjBvSgxMbeYxn89itbshFZH/EolE+FHuJNz35y+x/fOzuHFpltCRiIhcxhJNPsHcZ8PxEs9ciFTd2AWL1Q61UuaW18hK4kYtRMOZmBKBeVNisPXTMizPSUJYsFLoSERELuF0Dgp4hsZOSMQixOk1QkchCig3XzURFqsD//qIG7AQke9hiaaA5nQ6UdXQiTi9BjIpPx2IxlOcToNV85Px0VdVKK91zyYvRETjha2BAlp7lwWdPf1Ijg4ROgpRQFq3YgJC1Ar8ZWs+HA6n0HGIiEaMJZoCWkV9BwAgOZYlmkgImiAZfpQ7ESWGNuw9Wi10HCKiEWOJpoBWWd8JfVgQgrlLIZFgFs9KwMSUcPzj/UJ09fYLHYeIaERYoilg9ZitaGrtRUqsVugoRAFNJBLh9jVT0dNnxau7ioSOQ0Q0IizRFLAqGzoBACmcykEkuJRYLVYvTMFHX1WhtLpN6DhERMNiiaaAVVnXgRC1HOEhXJ+WyBusW56NUI0Cz2/Nh50XGRKRl+NmKxSQ+q121Jq6MTUtEiKRSOg4RF7BZnfA2No75vNIg0JHfZ7rr8jAS+8V4O29pbhidsIFjwtSSnktAxEJiiWaApKhsQsOh5NTOYi+xWK1I7+8ecznMVTXIqlDMqrnyqRiJERp8ObeUojFQIhacd7jZmbpWaKJSFCczkEBqbK+A0q5BNGRaqGjENG3iEQiLJ6VAJEI2HesFk4np3UQkXdiiaaAY3c4YGjsREqsFmJO5SDyOsEqORZMjUWdqRtnKlqEjkNEdF4s0RRw6k096Lc6OJWDyItNTAlHQpQGB/Ib0NljEToOEdE5WKIp4FTUd0AqESMhKljoKER0AZzWQUTejiWaAorT6URlfScSo4IhlfCfP5E347QOIvJmbBEUUExtZvSYrUiJ41QOIl/w7Wkd7V2c1kFE3oMlmgJKRX0HRCIgOZolmsgXiEQiXDErARKJCB8droLN7hA6EhERAJZoCiBOpxMVdR2IjVRDqeAS6US+QqOSY8nsBDS39+Fgfr3QcYiIALBEUwBp7exDW5cF6fGhQkchIhelxGoxLUOH02dbcLauXeg4REQs0RQ4ymraIQKQGqcVOgoRjcK8KdHQh6mw71gNTO1moeMQUYBjiaaA4HQ6UV7bjji9BiqlTOg4RDQKErEYy3MSAQAvbMuH1cb50UQkHJZoCgjN7WZ0dPdzKgeRjwtRK3DFrARU1nfilQ8KhY5DRAGMJZoCQnntwKocaZzKQeTz0uJDsWR2At77/Cz2HqkWOg4RBSguUUB+75upHAn6YK7KQeQnvndlJpo7zHjunVOI1akxMSVC6EhEFGA4Ek1+z9RmRmdPP9ITOJWDyF9IJWLct34OdGFB+H//OAJja6/QkYgowLBEk98rq22HWCRCSiw3WCHyJ8EqOX7z47mw2Rz47d8Ow2yxCR2JiAIISzT5tcGpHFEaKOWcykHkbxKigvGr9XNQ3diJP7yRB4fDKXQkIgoQLNHk15pae9Hda+VUDiI/NjNLj59cMxmHzzTirzsK4HSySBOR53FojvxaeW07xGIRUmK5KgeRP8tdmIqmll7s+KICmiAZfrA8W+hIROTnWKLJbw1M5ehAUnQwFDKJ0HGIyINEIhF+cvVk9PRZ8c89JVAFyXDNojShYxGRH2OJJr/V2NKLHrMV6VNihI5CRONALBbh5zdMh9liw8vvFUCtlOLKS5KEjkVEfopzoslvlVS3QSoRITmGq3IQBQqJRIx71s3CjEwdnn3rJA6cqhc6EhH5KZZo8ks2uwNlNW1IiwuFnFM5iAKKTCrB/bdcgqykcDz9xjEWaSLyCJZo8kuV9R3otzqQnRwmdBQiEoBSIcX/3pqDjIQwPPXaUew5bBA6EhH5GZZo8kvFVW3QqGSI02mEjkJEAtEEyfDobfMwPUuPZ986ia2flgsdiYj8CEs0+Z1usxU1TV3ITgqHSCQSOg4RCUgpl+LBH83Fwmmx+Pv7Z/DqrkKuI01EbsHVOcjvlBra4ASQncSpHEQEyKRi3HPTbKiDTuHtT8rQ2dOP266bCpmU40hENHos0eRXnE4nig2tiIlUQ6tRCB2HiLyERCzCXddPQ4hajrc/KUOtsRv3rZ+NsGCl0NGIyEfxv+HkV5pae9HWZeEoNBGdQyQSYf2qibhn3SyU1bTjl5v3o6ymTehYROSjWKLJrxQbBtaGTo8PFToKEXmpy2bG4/c/vxRisQj3/flL7DtWLXQkIvJBLNHkN75ZGzqVa0MT0TBS47R45heXYUJyODb/6wSefeskevusQsciIh/CEk1+Y3BtaE7lIKIR0GoUePSn8/Bfi9Px8RED7v7DZzhT0SJ0LCLyESzR5DeKq9qgCZIhXs+1oYloZCQSMW5ZPQlP3LkQIhHw6y1f4u87z6Dfahc6GhF5OZZo8gtdvf2oaepCVlIY14YmIpdNSo3An/5nMZbnJGPrZ+XY+Mf9KDjbLHQsIvJiLNHkF775EezElAiBkxCRrwpSSHHX9dPw0K056O2z4ddbDuCp147B1GYWOhoReSGWaPJ5NrsDZypakBwbghC1XOg4ROTjZk+IwvP3XYEfLMvC4YIG3P67T/Dvj0tg4RQPIvoWwUv0zp07sWrVKixbtgxvvPHGOY8XFRVhzZo1WL58OR544AHYbDYAwLZt27Bw4UJcc801uOaaa7B58+bxjk5e4mxtO/r67ZiSFil0FCLyE0q5FGuXZ+P5+5ZgzoQovLG7GLc/sRcfHKiE1cYyTUQC71jY1NSEzZs3Y+vWrZDL5bjxxhsxd+5cpKenDx5z77334rHHHsP06dNx//3346233sLatWtRUFCATZs2YfXq1QJ+BOQN8subERas4AWFROR2+nAVNt08B6fLm/Hah0X4y9Z8vPNJKa5fkollcxMhk3I5TaJAJehI9MGDB5GTk4PQ0FCoVCosX74cu3fvHny8rq4OfX19mD59OgBgzZo1g4+fPn0a27ZtQ25uLu655x50dHQI8jGQsJpae2FsM2NKWiQvKCQij5mSHonf/WwhHrttPnRhKvxlaz42/L+92L6/HD1mri9NFIgEHYk2Go3Q6XSDt/V6PfLz8y/4uE6nQ1NT0+Cff/zjH2PmzJl45pln8Oijj+IPf/jDiF+7oKDADR8BjVZeXp5Lx0uDQmGorj3n/hNneyAVAypJNwzVPe6KNyZxETIYqg1Cxxix8crrrtfwpb9fX8oKuDevpz/uGK0dNZXtHn2NC/nevCBUpkZif0En/rrjDF7bVYgZqWrMzdIgPFjQb6uCcvXrOvk2vt8Cl2iHwzFk9NDpdA65fbHHn3vuucH7b731VixdutSl1548eTIUCsVoo9MY5OXlYdasWS49x9jai6SOoT827e2zouFYESalRiItJc6dEcdEo9EgKTFJ6BgjNh55DdUGt72GL/39+lJWwH153fl+X0hMtB768DSPvsbFzAZww1VAeU07dnxxFl+crMORsm5cMjEaq+anYHqmDmJx4Px0bDRf18l3Bcr7bbFYLjroKuh0jujoaJhMpsHbJpMJer3+go83NzdDr9ejq6sL//jHPwbvdzqdkEg4Ly3QFFa2wuFwYkoql7UjImGkJ4Til2tn4eUHluJ7SzJRbGjFQy8dwk+f2Iu3PylFW1ef0BGJyEMELdHz58/HoUOH0NraCrPZjD179mDRokWDj8fFxUGhUAz+yOC9997DokWLoFKp8PLLL+PUqVMAgNdff93lkWjybQ6HEwUVLUjQaxAWohQ6DhEFuAhtEG5aOQF//80y/Oqm2dCHqfDqriL86NE9ePKVozhVaoLD4RQ6JhG5kaDTOaKiorBx40asX78eVqsV119/PaZOnYoNGzbg7rvvxpQpU/D000/jwQcfRHd3NyZNmoT169dDIpHgj3/8Ix5++GH09fUhOTkZTz31lJAfCo2zivoO9JituGyG90zjICKSSSW4dEYcLp0Rh1pjFz76yoBPjlbjQH49YiLVWJGThCVzEqHVcDohka8T/AqI3Nxc5ObmDrnvpZdeGvxzdnY23nnnnXOeN3v2bGzbts3j+cg75Zc1I1glQ1JMiNBRiIjOK14fjJ9cPRk/XDkBB/Pr8eGhKvz9/UK89mEx5k+JwYr5yZicGsGVhYh8lOAlmshVdaZuNLT04NLpsRDzmw8ReTm5TILLZyXg8lkJMDR24qOvDNh3rAafn6xDvF6D5TnJWDInAcEq7rhK5EtYosnnHCtqQpBCiokpvKCQiHxLUnQIfnrtFKxfNQEHTtVj96Eq/HVHAV7dVYgF02Kxcl4yJiSHc3SayAewRJNPaWzpQa2xG/OnxEAqEXzXeiKiUVHKpVgyJxFL5iSisr4Duw9V4bPjtfgsrxaJ0cFYkZOMxbMToAmSCR2ViC6AJZp8yrGiJijlEkxK4yg0USCz2R0wtvYKHWPExGLA4Tj/Y2qlDP+1OAOrF6TiSGEj9h+vxYvbT+Mf75/BnInRuHxmPFJiQ8ZtdDpIKeXUEqIRYIkmn2Fq64WhsQtzJ0VDLuW64ESBzGK1I7+8WegYI5aVFIYSQ9uwx6mDZFi1IAWmtl4UVLTgSGEjDuTXI0KrxOTUCGQmhkEu8+zXv5lZepZoohFgiSafcazYCLlMjCnpkUJHISLyKF2YCotnqbBgaixKa9pxpqIF+0/U4UB+AzITQzEpNQL6MJXQMYkCGks0+YQ6Uzcq6jowe0IUFB4ehSEi8hZymQSTUyMwKSUcxjYzzlS0oLS6HYWVrdCFBWFSSgQyEkP50zkiAbBEk0/44EAlZFIxpnEUmogCkEgkQlS4ClHhKiyYFotSQxvOVLbgs+O1OJBfj6zEMExKjUBkaJDQUYkCBks0eb06UzeOFDZieoYOSgX/yRJRYFPIJJiSHonJaRFoau3FmYoWFFW1oqCiBVHhKkxMCUd6fKjH504TBTo2EvJ6r+0qgkwqxvRMndBRiIi8hkgkQnSEGtERaiyYFosSQxvOVLTg07xafH6iDimxWmQlhSEhKhgSMdedJnI3lmjyamcqWnAgvx5XX5oKlZLrpRIRnY9SLsW0DB2mpkeiqbUXpdVtKKtpR3ltO4IUUqTGaZESG4J4nQYSrrFP5BYs0eS1HA4nXn7vNCK0SqzIScaZyhahIxERebXvjk5XN3ahxNA2OEotk4qRFB2MlFgt4vQaqDk4QTRqLNHktT47XoPy2g78cu1MKOSc20dE5AqJWIyUWC1SYrWw2R2oNXajsr4DlfWdKK/tAACEahSI1akRp9MgOkKNYJVsVBvZSINCBdv8hpvDkFBYoskr9VlseOWDImQkhOKyGfFobjcLHYmIyGdJJWIkx4QgOSYEl890wthmRr2pG/XNPSivHVgyDwDkMjHi9cFQKaSI0Cqh1SgQrJJDo5JBepFpIIbqWiR1CDPYwc1hSCgs0eSVtn5WjtbOPty3fjbEvCCGiMhtvr1c3owswOF0oqXdjKY2M1o6zOjts6G0pg39FUP3KQ9SSKFRyaCUSSCXS6CQDfySyyTo6bagD21f3xZDIZNAJh34s1wq4ddx8kss0eR1mtvNePfTciycFouJKRFCxyEi8mtikQi6MBV0X++AmJUUhuKqVnSbrejs6Ud3bz+6eq3o6u1Ht9kKS7994HerHf1WO2x2JwCgwFB9wdeQSsQIUkihUkoHf1cpZQjVKKDVyBEarIBSzkpCvoX/YsnrvLKrEE6nE7esniR0FCKigCQSiRCsko9omoTd7sDZKgP0+lhYrHZY+u3otw0UbKvNgX6rHRarHWaLHea+gTJubOtFb59tyHkUcgkitUpEhasHRsojVLzwkbwaSzR5ldNnm/FZXi2uvyIDUeEqoeMQEdEwJBIxFDIxQoMVLj3Pbnego6cfHd0WtHdb0N5lQXO7GSdLjXAMDG4jWCVDQlQwkmNCEK8PhkzK5fnIe7BEk9cwW2z4v3+fQEyEGt+/MlPoOERE5EESiRjhIUqEhyiH3G+zO2BqM6OptRcNLT0oqxm48FEiFiFer0FKrBbp8aFctYkExxJNXuOVDwphbOvFE3cu5PbeREQBSioRIyZSjZhINaZDB7vDgXpTD6oaOlHV0AnD8Vp8cbIOqXFaZCeFYXoGd7MlYbCpkFc4VWbCBwcqcfWiVExK5cWEREQ0QCIWIyEqGAlRwVg4LRamdjOKq1pRWtOOspp2fHGyHsvnJeGq+SkI+86oNpEnsUST4MwWG/701knERqrxw5UThI5DREReSiQSQR+mgj5MhQVTY1HZ0Il6Uzfe/LgU7+4rx2Uz43DNojSkxGqFjkoBgCWaBPf398/A1NaLJ+9ayCWOiIhoRCQSMdLjQ/G9JZmw2h3Y8flZfHKsBp8crcG0jEjccEUmpmZEQiTiGtXkGWwsJKhTpSZ8eLAK116WxjWhiYhoVOJ0GtzxX9Nw08oJ+OgrA3Z+UYEHXziICcnhuHFpFmZk6Vimye1YokkwbZ19eOZfxxGnU+MmTuMgIqIxClbJcf0VGbj60lTsPVqNtz8pw0MvHUJGQihuXJaFOROiWKbJbViiSRBWmwNPvHIUPX1WPLwhBwoZlyoiIiL3kMskWDU/BUsvScK+YzV4+5NS/Pavh5GVGIabVmZjWgZHpmnsWKJJEC9tP42iqlb86oezeQEIERF5hEwqxvKcJCyZk4BPjtbg3x+X4DcvHMLktAjctGICV4OiMWGJpnGXV96ND4+0478Wp+PS6XFCxyEiIj8nlQyU6Stmx+Ojrwx4a28pNj33JWZm6XHTymxkJIQJHZF8EEs0jauiylZ8cKwdM7P0+OGqiULHISKiACKTSrB6YSquvCQRuw5U4p195fjlHz9HzuRorFsxAckxIUJHJB/CEk3jpqXDjCdeOQKtSoJ7bpoFiZjz0YiIaPwp5VKsWZyBFfOSseOLCmz7rByH//ApLp0Whx8sz0K8PljoiOQDWKJpXHR0W/CbFw7BbLHhR1dGIlglFzoSEREFOJVShhuXZuGqBSnY9lk5dnxRgS9P1eGK2Ym4cVkWosJVQkckL8YSTR7X2dOPB/9yEE2tvXj41hz0dxiEjkRERDQoWCXH+lUTcfWlaXhnXxl2HazEZ8drsHRuEr5/ZSYitEFCRyQvxBJNHtVttuKhFw+iztSN3/x4LqakRyIvjyWaiIjcw2Z3wNja67bzXX1pKi6dFov3D1Riz1cGfHy4GgunxWLlvGREho6tTAcppfxJrB9hiSaP6e2z4uGXDqGqoRP333IJZmTphY5ERER+xmK1I7+82e3nnZQagYQoDfKKjfj8ZB32n6hFZmIYZmXpERaiHNU5Z2bpWaL9CEs0eUSP2Yrf/u0wymrasWn9bMyZGC10JCIiIpeEqBVYPCsBcyZG42SJEWcqW1BiaENqrBbTMiIRE6nmpi0BjCWa3K6xpQeP/vUr1Jt6cM/aWZg3JVboSERERKOmCZJh4fQ4zJoQhfwyE05XtKCivgP6sCBMy9AhLT6UK04FIJZocqszFS14/O9H4HQ68eht8zA1XSd0JCIiIrcIUkgxd3IMZmZHocTQilPlzfj4SDUOnm7ApJRwTEiJgCZIJnRMGics0eQ2nxytxp/fPomocBX+9yc5iNVphI5ERETkdjKpGJPTIjEpNQKGxi7kl5twpLAJR4uakBwTgkkpEUiIDoaYUz38Gks0jZnVZseru4qwff9ZTE2PxK9vngMNL5wgIiI/JxKJkBwTguSYEHR0W1BY2YKiqjZU1nciWCVDZmIYspLCEBY8ugsRybuxRNOYnK1txx//fQJVDZ1YNT8ZG66dAqlELHQsIiKicaXVKDBvSiwumRSNirpOFFe14nixEXnFRujDgpCVFIb0+FDouYGL32CJplGx2x14e18Z/r2nBCFqOf73J3O5AgcREQU8iViMjIRQZCSEosdsRWlNG0oMbfjiZD2+PFWPKWmRWDAtFvMmx4x6qTzyDizR5LKKug78+e2TKKtpx6IZcbjtuqkIUXP6BhER0bepg2SYkanHjEw9WjrM6O614kSpCc+/m4+/bM3HpNQIzJ0Ug7mTohETqRY6LrmIJZpGzNjai9d3F+Gz47XQBMlx3/rZWDgtTuhYREREXi9CG4SllyThp9dNQXVjF748VY8D+fX4644C/HVHARKiNLhkYjTmTIxGVlIYp0b6AJZoGlZXbz/e2luK97+shFgErLk8HdcvyeQyPkRERC4SiURIiglBUkwI1q3IRmNLD46cacSRwkZs338W735ajiCFBJNSIzE9U4dpGTokRQdzUxcvxBJNF9TY0oMPDlTi48MG9FpsWDI7EWuXZ0MXFiR0NCIiIr8QHaHG1YvScPWiNPSYrThZZsKpMhNOlZpwrKgJABAarMC0dB2mZ0ZiaoYO+jBenOgNWKJpCKfTiZOlJrz/ZSWOFjVCLBJh/tRYfO/KTCTHhAgdj4iIyG+pg2RYMDUWC6YO7PRrbO0dKNRlzThVZsL+E7UAgNhINSamRCA7OQzZSeGIjwrmjokCYIkmOJ1OnK3rwIFT9Thwqh4NLT3QauT43pJMrJyfjAgtR56JiIjGmz5chaVzk7B0bhKcTicMjV04WTowUn34TAP2Hq0GAKiUUmQmhCHr61KdlRSGYO7X4HEs0QGq32pHSXUb8oqacCC/Ho0tvRCLRZiaHokbl2Xi0ulxkEklQsckIiIiDN3Y5drL0uB0OlHf3IPiqlaUGNpQbGjF23tL4XAOHB+n0yAjMRSpsVqkxmqREqflSlpuxhIdIHrMVpyta8eZsy04fbYFxYZWWG0OSMQiTMvQ4YYlmciZHMNPMCIiIh8gEokQp9MgTqfBkjmJAACzxYaymjYUVw2U6vyyZnyWVzv4nEitEonRIYiP0iAxKhjx+mAkRAUjWCXjhYujIHiJ3rlzJ55//nnYbDbcfPPNWLdu3ZDHi4qK8MADD6CnpwezZ8/GI488AqlUivr6etx7771oaWlBSkoKnn76aajVXGOxx2xFY0sPGlt6Ud3YiYr6DlTUd8LY2gsAEImA1DgtrlqQgilpkZiYGsFVNoiIiPxAkEKKqek6TE3XDd7X0W1BZX0HKuo6UdnQgZqmLhQcakG/1T54jFopRXSkGtERasREqKEPVyEiRInwECXCQhQI1Sgg4ZJ75xC0RDc1NWHz5s3YunUr5HI5brzxRsydOxfp6emDx9x777147LHHMH36dNx///146623sHbtWjzyyCNYu3YtrrrqKjz33HPYsmUL7r33XgE/GvdzOp2w2hzo7bOh12KFuc+GXosNvWYr2rstaOuyoK2zD21dFjS3m9HY0ouu3v7B54tEQGykBpkJoViRk4SUWC2yk8Kg4TwpIiKigKDVKDA9U4/pmfrB+xwOJ4xtvag1dqPW2IWG5oHBt4q6Dnx1ugH2b+aEfE0sGlghZKBUK+Ho70axqRjqIBnUSilU3/JHE/wAABUASURBVPyulEEdJINKKYUmSOb300IFLdEHDx5ETk4OQkNDAQDLly/H7t278bOf/QwAUFdXh76+PkyfPh0AsGbNGvzpT3/CDTfcgKNHj+K5554bvP+mm24aUYl2Ogf+YfT39w9zpHt9VdCAMxUtsDucsNkdcNidsDm++d0Ju8MJu90Bm90Bc78dfRYrzBY7HN/5h/xd6iAZtBo5dFoFJibHQBcaBF1YEHShKkSFq6CQf/cfsBMWi8VzH+gIuZrBZu2HGPbhD/QCdpvVZ7IC45NXLhW57TV86e/Xl7IC7svrzvf7QgL173Y8jCbreLznF+JLf7c2az8sFu8olmEaKcI0oZiSGjrkfrvdgc7efrR3WdDRbUF7lwXt3/69uw8t7f0421A+7GtIJWLIZGLIJGLIpGJIJRLIpKKBP0slkElEkErFkIjFEItEEIkAsUgE8dcrjYjF+Pp+EcK1SqyanzKuq5B80xW/6Y7nfHzjluQ8jEYjdLr//MhBr9cjPz//go/rdDo0NTWhra0NGo0GUql0yP0jYbVaAQClpaXu+BBGTANgbioAiAB46hPIDqAbsHWjsxnobPbQy7hBQUGBy8+J8JEB9A5Tu89kBcYnb0SyGkC7W87lS3+/vpQVcF9ed77fFxKof7fjYTRZx+M9vxBf+rttqG1HQ+3wx3kLKYBIxcAvRACA/OtfweOYwvn1r14UFZ4Zx9f9D6vVCqVSec79gpZoh8MxZCK70+kccvtCj3/3OAAjnhCvVquRmZkJmYyT6ImIiIjo/JxOJ6xW6wWvuRO0REdHR+PYsWODt00mE/R6/ZDHTSbT4O3m5mbo9XqEh4ejq6sLdrsdEonknOddjFgsRnDweP4PioiIiIh80flGoL8h6KWW8+fPx6FDh9Da2gqz2Yw9e/Zg0aJFg4/HxcVBoVAgLy8PAPDee+9h0aJFkMlkmD17Nnbt2gUA2L59+5DnERERERF5ksh5odnS42Tnzp144YUXYLVacf3112PDhg3YsGED7r77bkyZMgXFxcV48MEH0d3djUmTJuGJJ56AXC5HXV0dNm3ahJaWFsTExOCZZ56BVqsV8kMhIiIiogAheIkmIiIiIvI1XDmbiIiIiMhFLNFERERERC5iiSYiIiIichFLNBERERGRi1iiaVzt27cPa9aswcqVK/HYY48JHYc87L333sNVV12Fq666Cr/73e+EjkMe0t3djdWrV6O2dmArtoMHDyI3NxfLli3D5s2bBU5HnvDd9/zNN9/E6tWrkZubi1//+teD2yWTf/ju+/2N119/HT/84Q8FSiU8lmgaNzU1NXjooYewZcsW7NixA4WFhdi/f7/QschDzGYzHn/8cbz22mt47733cOzYMRw8eFDoWORmp06dwg9+8ANUVVUBAPr6+nD//fdjy5Yt2LVrFwoKCvh57me++55XVv7/9u49KKryDeD4FxcECcrUFActL3nWhlUcTPAWIInaJnkhL2mGoZV5iTIrdUoYysrE0bIZB1bGGhVFdAjwAoE3xCy1MkLFCyoBAkkpiqbgcn5/OLu5QgW461K/5/PfefZcnve8549n3/Oec84SHx/Pxo0bSU1Npba2loSEBPsmKazmzv42OX36NHFxcfZJqpmQIlrcM5mZmej1ejw8PHBycmL58uV4e3vbOy1hI0ajkdraWv744w9u3rzJzZs3cXZ2tndawso2bdpEZGSk+auxubm5PPLII3Tu3BlHR0dCQkJIT0+3c5bCmu7s85YtWxIZGYmbmxsODg4oisL58+ftnKWwljv7G6C6uppFixbx2muv2TEz+7PrZ7/F/5fCwkKcnJyYMWMGpaWlBAYG8vrrr9s7LWEjbm5uRERE8NRTT9GqVSv69euHj4+PvdMSVrZ48WKL5V9//ZWHHnrIvNy+fXvKy8vvdVrChu7sc09PTzw9PQH4/fffWb9+PR999JE9UhM2cGd/AyxbtozQ0FA6depkh4yaDxmJFveM0WjkwIEDfPjhhyQmJpKbm0tycrK90xI2kp+fz5YtW9i9ezf79u2jRYsWxMfH2zstYWO1tbU4ODiYl1VVtVgW/13l5eWEhYURGhqKn5+fvdMRNrJ//35KS0sJDQ21dyp2J0W0uGfatWvHgAEDaNOmDS4uLgwdOpTc3Fx7pyVsJCcnhwEDBtC2bVtatmzJ2LFjOXjwoL3TEjbm4eHBhQsXzMsXLlywuA0s/psKCgqYOHEiY8aMYdasWfZOR9jQ1q1bOXXqFKNGjeLdd98lLy/v//aushTR4p4ZMmQIOTk5XL58GaPRyL59+/Dy8rJ3WsJGevbsyTfffMO1a9dQVZVdu3bRq1cve6clbMzb25uzZ89SWFiI0Whk69at+Pv72zstYUNVVVVMmzaNiIgIwsPD7Z2OsLGPPvqIHTt2kJKSwgcffIBOp2PFihX2TssuZE60uGe8vb2ZPn06kyZNoqamhkGDBsntoP+wwYMHc+zYMcaOHYuTkxO9evXi5ZdftndawsacnZ35+OOPmTNnDjdu3CAgIIARI0bYOy1hQ5s3b6aiooI1a9awZs0aAIKCgoiIiLBzZkLYloOqqqq9kxBCCCGEEOLfRKZzCCGEEEII0UhSRAshhBBCCNFIUkQLIYQQQgjRSFJECyGEEEII0UhSRAshhBBCCNFI8oo7IYTNrVy5ks8//7xB63p6erJr1y4bZ/TvVFBQQEFBAcOGDbN3KnXExMRgMBgsYg4ODri4uNChQwf69+9PeHg4jzzyiMU6BQUF6PV69Ho9y5cvN8cTExMxGAyUlZXxwAMPkJSUxP333090dDS7d++muroaf39/Vq5ceU/aJ4QQd5IiWghhc76+vsyePdsilpycTElJCS+88AL333+/Oe7u7n6v0/tXyM3NZdKkSUydOrVZFtEmw4cPp0ePHgAYjUaqqqo4fvw4GzduJDU1lc8//5xBgwaZ13/wwQeZPXu2eRuA48ePs2jRIlq3bs3kyZNp0aIFHh4efPzxx6SkpNCnTx/8/Pzo3r37PW+fEEKYSBEthLA5Pz8//Pz8LGIHDx6kpKSEsLAwOnXqZKfM/j0uXbpETU2NvdP4R8OHD+fpp5+uE8/KyiIiIoLXXnuN1NRUPD09AWjTpg1z5syxWPfYsWMAhIWFMXPmzDrxTz/9FA8PD1s1QQghGkTmRAshhLC5oUOH8uqrr1JVVUVsbOzfrltdXQ3cGqVuSFwIIexBimghRLNVW1vL2rVrGTVqFL179zZPCzlx4oTFetnZ2Wi1Wnbs2MH69esZPnw4vXv3Rq/Xs337dgAyMjLM+xkxYgSbNm2y2EdMTAxarZYzZ84QFRWFn58fffv2Zdq0afz0009Nzm3Dhg1otVqysrIICwtDp9MRFBREWVkZcGvqwptvvom/vz86nY6+ffsyefJksrKyLHJ76aWXADAYDGi1Wo4cOUJBQQFarZY33nijTn6m9mRnZwNw48YNtFotixYtYuXKlfTt25d+/fqxfv168zZpaWmMHz+ePn360LdvX8LDwzl8+HCD++ufhIWF4eTkRHp6OrW1tQB12jBo0CCioqIAiIqKQqvVEhcXh1arNfdD79690Wq1XLhwAbBeX1y+fJklS5YQFBSETqcjICCA6Ohofv/993rPbVFREUuWLCEgIIBevXoREhJCUlJSnXbX1NRgMBgICQnB29ubwMBA5s+fz/nz5y3Wa2g7hBDNg0znEEI0S6qqMnfuXHbs2IFWq2XixIlcvXqVHTt2kJOTw+rVq3n88ccttomNjaWoqIinn34aBwcHkpOTmTt3Lj///DNr165Fr9fj6+tLSkoK7733Hh07duSJJ56w2Me8efMoKSkhJCSEyspK0tPTmTJlCgaDwTwlpSm5RUZG4uHhwZQpUygrK8PDw4PDhw/z4osv4urqSnBwMK1bt6awsJCdO3fy/fffEx8fz6BBgxg4cCBlZWWkpaXh4+PDwIED8fDw4OrVq40+rzt37qS6upqxY8dSXl5Onz59APjkk0+Ij4/n4YcfJjQ0lNraWtLT03nhhReIiYlBr9c3+lh3cnd3R1EUjh49yunTp1EUpc464eHhHDx4kD179hAYGIhOp8PHx4fZs2eTlJREeXk5M2bMwNHREVdXV6v1xaVLl3juuec4c+YMgwcP5qmnnqKwsJCEhAT27dtHYmIibdq0sdhPREQE5eXlBAcHo6oqaWlpvPvuu7i7uzNixAjg1rzw6dOn8+2336IoCuPHj6eiooLU1FS+++47kpKSaNeuXZPaIYSwM1UIIezg+eefVxVFUYuKiur9PTk5WVUURZ0/f7568+ZNc/zs2bOqj4+PGhQUZI7v3btXVRRF9fLyUvPz883rfvnll6qiKKqiKOr+/fvN8ezsbFVRFPXtt982x5YuXaoqiqL6+vqqxcXF5vihQ4fUnj17qiNGjFBra2sbnVtCQoKqKIr65JNPqtevX69zDnQ6nVpYWPiXbTcxtXHp0qXm2OnTp1VFUdTXX3+9zvkztWfv3r2qqqrq9evXzeciJyfHYt1Dhw6piqKo4eHhFjlWVFSoQ4YMUX18fNTKyso6x6jveFu3bv3b9V555RWLHOprg+mcJSQkWGw7btw4VVEUixyt1RcLFixQFUVRk5KSLOLbtm1TFUVR33rrrTptHTZsmHrx4kVz/JtvvlEVRVFffPFFc2zdunWqoijqvHnz1JqaGnN88+bNqqIo6pIlSxrdDiFE8yDTOYQQzdKWLVto0aIFCxcuRKPRmONdunRh/PjxFBcXc/DgQYtt+vfvj1arNS/7+PgA0LNnTwYOHGiOe3t7A1BSUlLnuGFhYeaH3gAef/xxgoODOXPmDEePHm1yboGBgTg7O1vEpk+fTkxMDA8//LBF3NfXF6DONAJrcHNzszgXAJs3bwbgnXfescixbdu2hIeHU1VVRUZGhlWO37JlSwCqqqqssj9r9MWNGzdIS0vDy8uLZ5991mJdvV6Pl5cX27dv5/r16xa/jRs3jtatW5uX+/fvj4uLC+fOnTPHtm3bhkajYcGCBTg6/nnzd/To0bz88svma7Ep7RBC2JdM5xBCNEt5eXm4uLjwxRdf1PmtsLAQuDWfeMCAAeb4ne8gbtWqFUCdt3+YCijTg2q3MxWwt+vduzcZGRnk5+ej0+malFt9byAJCAgAoLy8nBMnTlBUVERBQYF5HrLRaKyzzd3y9PTEwcHBImb6c7B9+/Y6xbLpj0Z+fr5Vjm+aguLq6mqV/VmjL06dOkV1dTU1NTX1vnfaaDRSU1PD6dOn0el05niXLl0s1nNwcOC+++6zuK7y8/Pp3LlznakgGo2GN998867aIYSwLymihRDNjtFo5Nq1awB/+5GWyspKi2VT0Xwn0+hnQ3To0KFOrF27dsCt0dOm5nbnKDRAUVERixcvZs+ePaiqikajoWvXrnh7e3PixAlUVW1w3g3l4uJSJ3b58mUAVq1a9ZfbXbp0ySrHNxXlnTt3vut9Wasvrly5AsDJkyc5efJkg/dT33Xl4OBg7jej0cjVq1fp2rXr37Si6e0QQtiXFNFCiGZHo9Hg7OxMx44drTaNoKHuvGUPfxZZrVu3tlpupgfOiouLmTVrFkFBQTz66KM4OztTUlLCli1b/nEfphHl+ort+trxV1xdXXF2dubIkSO0aGG7WX4VFRWcO3eONm3a1Llr0BTW6gvTqPj48eN5//337zovE1N+f/UA6LVr13B1dbXr9S6EaDqZEy2EaJa0Wi3FxcVcvHixzm9ZWVmsWLGCU6dOWf24P//8c53YkSNHgD/nUlsjt7y8PM6dO4der2fOnDl4eXmZR0gLCgrqrH/nFAwAJycnAPMo5u1++eWXvz3+7bRaLTdu3Kh3FPbw4cMsW7aMH374ocH7+ysbNmxAVVVGjhxZb3uawhp90b17dzQaDXl5efX+Hh8fz6pVq8x/phpDURR++eWXekfy9Xo9ISEhVmuHEOLekiJaCNEsjRkzhps3b/LBBx9YfKmvtLSUqKgoDAYDbm5uVj9uXFwcv/32m3n5u+++Iz09HR8fH/NteWvkZiqYbz8W3HqYMCYmBsBi36aH0m6PdejQgfvuu48jR45YFF8//fQT+/fvb3Cbx4wZA8DixYstRk2vXLlCZGQkcXFxdz1CnZ2dTWxsLG5ubkyfPv2u9nU7a/SFm5sbw4YN49ixYxbvzQbIyclh6dKlpKamNul6e+aZZzAajSxbtsz8bmyAr776itLSUvNDnva63oUQTSfTOYQQzdKECRPYvXs3W7du5fjx4wwcOJDq6mrS09OprKxkwYIFdOzY0erHvXjxIqNHjyY4OJjKykoyMjJwc3MzfwDEWrn16NGDxx57jP379zNlyhS8vb357bff2LVrFzU1NTg7O1uMXprmaqelpeHo6EhoaCjdunVj9OjRrF+/nnHjxhEcHExFRQUZGRn06dOnwR9KCQgIYMKECSQmJjJy5Ej8/f1xcnLi66+/pry8nLCwMPP7pP9JRkYGZ86cAW59POTKlSvk5eXx448/4urqymeffVbvvPOmstZ1snDhQnJzc4mOjiY9PR2dTkdpaSmZmZm4uLiwePHiJo2eT5o0iczMTDZt2sTRo0fx9fXl/PnzZGZm0qVLF/Mnz+11vQshmk6KaCFEs6TRaFi1ahVr164lOTmZTZs20apVK7RaLdOmTSMwMNAmx33//ffJzs4mNTUVjUZDcHAwERERFm9isEZuGo2G2NhYYmJiOHDgALm5uXh4eDBkyBBmzpxJdHQ0OTk55o+BdOvWjZkzZ5KQkMC6devo2bMn3bp1Y/78+bi7u5OSksLatWvp2rUr0dHRODk5Neprg9HR0Xh7e5OYmEhKSgqOjo5069aNuXPnMmrUqAbvJyMjw2Jer6urK56enkyZMoWpU6fW+5aSu2Gt66R9+/Zs3ryZVatWsXPnTn788Ufatm1LcHAwM2fOrPfDMA3h6OjI6tWrMRgMpKWlsW7dOtzd3Rk9ejRz5841jy7b63oXQjSdg2qLx7+FEOJfJiYmBoPBgMFgwN/f397pCCGEaOZkTrQQQgghhBCNJEW0EEIIIYQQjSRFtBBCCCGEEI0kc6KFEEIIIYRoJBmJFkIIIYQQopGkiBZCCCGEEKKRpIgWQgghhBCikaSIFkIIIYQQopGkiBZCCCGEEKKRpIgWQgghhBCikf4HU8WgDmxTqL8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.title('Temperature Histogram for Month %i 1853 -2019-6'%(mnth),fontsize=20)\n",
"plt.ylabel('Frequency',fontsize=20)\n",
"plt.xlabel('Temperature',fontsize=20)\n",
"sns.distplot(dtdiff['Temperature Difference'],bins=10)"
]
},
{
"cell_type": "code",
"execution_count": 243,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmapAvg = sns.light_palette(\"Green\", as_cmap=True)\n",
"ax = sns.scatterplot(x='Year', y='Temperature Difference',\n",
" size='Temperature Difference',\n",
" sizes=(20, 200),\n",
" palette=cmapAvg,\n",
" data=dtdiff,\n",
" hue='Temperature Difference',\n",
" legend=False\n",
" )\n",
"plt.title('Temperature differentials for Month %i 1853 -2019-6'%(mnth),fontsize=20)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 244,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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m5oYVK1agXLly6NGjh9iznpiYiL59++LBgwdo1qwZqlatil9++QWbNm1CTEwMvv76azz//PPic2VlZeHdd99FgwYN0Lx5c5t7ktu2bYtjx47hyJEjJh/OHz9+jLi4OPTr18/s3508eRKDBw9GZmYmQkJC4Ofnh1OnTmHlypU4fPgwtmzZYjKOWBAE9O/fH6mpqejYsSNSU1OxZ88ejBgxAlu3bkVQUJDF95pRUlISBgwYgIYNG6JPnz44d+4c9u/fj59//hn79u2Dh4eHxe0sWrQoAJi90Ck5ORnA015Ha+bMmYNmzZrB1dUVFy9etPi4//3vf1i9ejWWLFmCF154AXXr1sXvv/+Ojz76CB4eHujdu7f4WOMHxYyMDLz77rs4e/YsMjIyUK9ePYwZMwY1a9a0uJ7k5GQcP34cs2fPhoeHBwYMGGB1GyypV68e6tWrZ/Z3xg6Bl156CcDTwA4AFStWzPNY47CqpKQkcVnp0qURERFh9sNHTsb9ZG7oS0ZGBtLT05GWloaMjAzxseYYh6RUrVoV33zzDb766itcuXIFPj4+6NmzJ95++224umqsr1QgyWzfvl0wGAzCW2+9JXz++ecW/xkMBqF169bi3926dUsIDAwUOnToIPz999/i8rS0NKFnz55CtWrVhISEBEEQBOH27dtCtWrVhL59+wpPnjwxWf+QIUMEg8EgxMfHi8smTZokGAwG4ZdffrFa/1tvvSUYDAbh+vXrZn+/bt06wWAwCF27drX4/NeuXRNq1KghtGrVSrh27Zr4uNTUVKFfv36CwWAQduzYUeD6kpOThQYNGgh169YVLly4IC7PzMwUxo8fLxgMBmHZsmXicuPrfOjQIavbnZu112HHjh2CwWAQPvjgA5N9cOXKFaFu3bpCSEiIuDw2NlYwGAxCzZo1hcuXL4uPXb9+vWAwGASDwSAcOXJEXB4XFycYDAZh4sSJ4rLPPvtMMBgMwssvvyzcuHFDXP7TTz8J1apVE9q3by9kZ2cXuLbNmzcLBoNBeOWVV4THjx/neQ0CAwOFq1evWtx2I+M2fvbZZ+Ky33//XTAYDMKYMWPyvH7G7YmNjRUEQRAeP34svhY//PCDyWN/+uknwWAwCIMGDTKp8f79+0Lr1q2FunXrCg8fPsyzDnPr27t3b76PGzp0qEkN5rbB+Jpt3rzZ5G979OghGAwGkxodtS8mT54sGAwGYdu2bSbL9+3bJxgMBuH999/Ps61t27YVHjx4IC4/evSoYDAYhIEDB4rLLO2jJk2aCE2aNBF/Nr6Xdu7cafI443s9JCTE4utz/vx5wWAwCNOnTzf52507dwoGg0FYtGiRkB9j2+jRo4fJ8p49e5qtyXiMGjJkiLhszJgxgsFgEMaNG5fvuoxytue7d+8K1apVM2nvgiAIUVFR4nFr5cqVJu0rIyNDaN26tVCzZk3h6NGj4t9kZ2cLYWFhgsFgEGbOnJmnvt69ewtpaWni8m3btgkGg0GYNm2a2dpyv0YGg0FYu3atSZ2DBw8WDAaD8P333+e7zQsWLBAMBoOwbt06k+VZWVnC66+/LhgMBmHWrFlWXjlTlt4rRhcvXhTatm0r1m4wGISGDRsKZ86cMXmcsf0FBAQIQ4YMET799FPhvffeE6pVqybUqlVLOHbsmNnnP3z4sPi8NWvWFGJiYgpUv62M+6RZs2bie3fJkiUWzz///POPYDAYhP79+1t8TmOb+P33302WJycnCzVr1hSaNWsmpKSkmPzu4MGD4vbmzBHmTJ8+XTAYDMLQoUOFGjVqCGPGjBE+/vhj4dVXXxUMBoMwadIkG7dePTQW5ZXpxIkTWLZsmcV/ue3evRsZGRkYNWqUyZhBT09PjBo1CtnZ2eLwgKJFi+LTTz/F1KlT4ebmZvI8xq8pCnsR2fr167F06VLx36efforQ0FDMmTMHXl5e4le/5uzevRtPnjzB8OHDTXp0vLy8MG3aNACwOC1MfqKjo/Hw4UP069fP5JO+u7s7pkyZAk9PT7ue1x7bt2+Hq6srpkyZYrIPKleujDfffBM3btzIM51No0aNTL62q1u3LgCgWrVqJmPCjJ/8zfWy9O/f3+TK5vr166NNmzb4448/xF4We2pr1apVnl6ht99+G/Pnz8/Tc2H8yi/31+2O4O3tbfJaAMA333wDAJg0aZJJjWXKlMGgQYOQkpLisCvujT0lub+Wtpcj9kV6ejr27NmDmjVrmozNA4COHTuiZs2a2L9/Px4/fmzyux49epj0bjZq1Aienp4mvU22Mk55ZRw3aVShQgX4+vrm2xYEQQDwtKfJ2INorD0mJsauKeGSkpJw5swZNG3aFF26dDH5Xf/+/REQEIDY2Ng8U3TlHDJhq7Jly6JOnTr47rvvkJWVJS6PiopCpUqVzH6jZLxgtmvXrmjcuLG43MXFBePGjUOZMmWwc+dOPHnyxOTvQkND4enpKf7csmVLcXtt4e3tnacnunXr1gD+G9ZgSc+ePeHl5YXFixdj69atePjwIW7cuIEpU6aI6zfuS0dISUnB4sWLkZSUhCZNmmDQoEFo0aKFOPTjzp074mMFQYCfnx8WL16M8PBwvP/++/jiiy+wevVqZGZmYvLkyWZ7Qj09PdG/f3907doVRYoUwahRo7Bnzx6HbQMAXLhwAWPHjoWLi4vYuwxA3Le5L2gD/jvO2DOm1tvbGz179sTdu3cxbNgwJCQkICUlBTExMZg5c6Y4o5G1fZWWlgYAiI2Nxdq1a7Fo0SJMmzYNO3fuRFBQEHbs2CGOX9YKDnuQwYgRI/I9qOceu3ThwgUAT8fh/Pbbbya/M44hMo6PK1WqFDp37ozs7Gz8+uuvSExMxPXr15GQkICjR48CgNUxeNZ89dVXJj97enrCx8cHb7zxBgYNGpTvNE7GOs2NF6patSqeeeYZq2P9Cvq8pUuXRpUqVXDp0iUkJydLPiXZhQsX4OnpiS+//DLP74zzxV66dMnkxFepUiWTxxUrVgwA8swmYTx4mvv60dxYs6CgIERFReHy5csIDAy0qzZzM1oYT7x37txBQkICrl+/jsTERHGcbc4g4Ch+fn4mF78AEEP9/v3784Rc4wcEe9qTOcahGuamxLOHI/bFb7/9hoyMDGRmZpqdPzwrKwuZmZn4/fffERgYKC6vXLmyyeNcXFxQvHhxu+bvDAwMRGBgoDg13NWrV5GUlITz58/j1q1beaaeyv23NWvWxJkzZ9C8eXM0atQIzZs3R+vWre2eScU4p3juISPA0+2sU6cOEhIScPnyZZQtW1b8Xe4psWzVtm1bzJkzBydOnEDjxo2RkZGBw4cPm1xwZGt9np6eqFGjBuLj43Ht2jWToV5VqlQxeazxOGbrPitfvnyeDhHjByBrw5D8/PywZMkSjBs3Dh9++KE41VblypUxdepUTJ061SSYF9bMmTMRGxuLadOmmYy/3rt3L8aPH49x48aJY/5HjRqFUaNG5XmOpk2bol27djhw4ADOnDmT5/jYqFEjNGrUCAAwbNgwdO/eHdOmTUPjxo3x3HPPFXobTp06haFDhyIlJQWTJ08Wj5nAf8dxS8MTAPuPMxMnTsTt27cRHR2N//3vfwCetvv33nsPZ8+exdGjR8XziyXGIQ0dOnQwGZdcvHhxjBo1Cm+//TYOHDhgcTo2NWL4VSBjj8jXX39t8TE5pz45ePAgFixYIH4i9/LyQmBgIKpVq4ajR48W+hN6TEyM3ScmY6+ZpQDq4+Nj9oYCtj6vpfk2fXx8cOnSJaSlpUkafrOyssQPJOZ68Y1yT1Vj6WCU37is3MyNszYexFNSUuyuzdxYwOvXryMsLAzff/89BEGAm5sbqlSpguDgYCQkJDi0F8jI3Mn133//BQAsX77c4t85avJ6Y5guyHymljhqXxiPDb/++mu+U0flfh5z7crFxcWu/ZaWloYFCxYgIiJC7K16/vnn0aBBAzz77LP59pS7urriq6++Qnh4OPbu3YvDhw/j8OHD+Pjjj9GsWTPMnj27wFPD2XKMAZCnNzy/Ma/5MYbf6OhoNG7cGPHx8UhNTUW7du0cWl/uXkLjB0Fb95m922fUokULREdHIyYmBn/99RcqV66MVq1a4fDhwwDgkMAIPA1/+/fvR5UqVfJceNipUydERETg+PHjuH79utX3Yo0aNXDgwAHcuHHDbOeAUcWKFdG3b18sX74cR44cyfONgdHRo0fzXDBWqlSpPB90Dh06hPHjxyM9PR2TJ0/OM5bYOBuEufeG8T1t6VxmjYeHB/7v//4PJ0+exJkzZ+Dp6YlmzZqhSpUq4nzCxYoVw88//4zvv//e5G/d3NwwbNgwsW2aGy9t/DZDihtPORPDrwIZPwFGR0dbfbOfO3cOo0ePhq+vLxYuXIhatWqhQoUKcHFxQXh4uNj76yzGicnv3r2b5yIc4OlJ2p5pi3I+rznGkCT1lEhubm7w8PDA888/L/sE97lPlsB/B9KSJUs6rDbjdD43btzA8OHDERISgpdeegkeHh64efOmTcNL8jtxm9sOS7y8vODh4YGzZ89KegHG/fv3kZSUhNKlS+fppbeHo/aF8djw5ptv4uOPPy50Xfb4+OOPsX37dnTq1Am9evWCwWAQT+4hISFWh4l4e3tj3LhxGDduHBITE/HDDz9g9+7diI+Px4QJE7Bx48YC1SP3seCFF15ArVq1cOjQIUybNg0HDx5EhQoVLF5opZRjlT1KliyJ7t27mywzfjPpqBu33LlzB1lZWRYvcK5atSqOHz+OP//8ExUqVMCFCxfw+PFjsz3pxg9jxuB/7tw53Lx50+xFsMae/wcPHlis7ejRo1i1apXJsipVqpiE323btmHGjBkAgE8++STP6wX8982LueEmxmW5e/oLqn79+iavSWpqKq5cuSKG1wsXLuT54F20aFEMGzZMPMaZ65k2DtlwZE+/EnDMrwIZh0EY5z7MKSkpCfPmzcN3330HANi3bx+ys7MxY8YMvPbaa6hYsaIYNIzTueQMHLm/RpaacX5Cc9NQXb16Fffu3TO5qtzW+oxvaHPTuBi/jq1UqVKBelLtFRAQgBs3bpg9iEZHR2Px4sV5hq84grn2YZzqyDhW2BG1XbhwAUlJSejYsSNGjhyJmjVriicXc3N9mtuHuaf+ycl4JbQtAgICkJ6ebrbX8+TJk1iwYAFOnz5t8/NZsmXLFgiCgE6dOjnsPeOIffHiiy/Czc1NDCC5rVmzBsuXLzcZT2srW7ZTEATs27cPvr6+WLBggdjbCzx93929ezffnskLFy5g7ty5JgGqf//+2Lp1K1544QWcPn26wL3RxmOBpanufvrpJ7i6uhZ6dpuc2rZtizt37uD06dM4fPhwvuOH86vvyZMnOHPmDJ599lmxB7ggpDqe7927F40aNcrTUygIAg4dOoRixYqZDZ/2KFWqFNzc3CyOZTYuN/Y0v/POO+jfv7/ZD1nG84FxyM+8efMwduxYs89tHB5lbgYGowkTJiAhIcHkX87pRvft24fp06fDzc0NS5cuNRt8gafD0YoUKWL2VsbGZfbeqbBbt24ms2EYHT58GJmZmWjWrBkAoHfv3nm2xXgOMe7LH3/8Mc/zGN+rtkwtpyYMvwpkvE3i4sWLTS7SePLkCT7++GOsXbtW/GrXGEJyz2V57Ngx7N27V/w7I+N4PLnuwNWlSxe4u7tjxYoVJl+bPHr0CLNmzRIfU9D6Xn31VZQoUQKbN282mULnyZMnCAsLw+PHjy1+leVoXbt2xZMnTzB79myTum/duoWZM2di1apVdn+llZ/w8HCTixmPHz+OyMhI1K1bV+xFcERtxjaW+8LJv//+G/Pnzwdgur/M7cNy5cqhePHiOHv2rEn4O3fuHI4cOWLzNhtvuxsWFmYybjE5ORkzZsxAeHh4oXuE4+LisHLlSnh7e+Ptt98u1HPl5Ih94e3tjbZt24rTeOX0ww8/4LPPPsPu3bvtam/GDyj5vfdcXFzg4eGBx48fm4QP47EpMzMzz4VbOaWlpWHdunVYsWKFyfJ///0XycnJ8PX1LXCgq1KlCurUqYPTp0/nmb9748aNuHjxIpo3b16oOV1zMw5x+PTTT/Hw4cN8w2+jRo3wwgsvYN++fSY3MhAEATJTZAoAACAASURBVAsXLsT9+/fx2muv5TtW2hKpjuc1atTAgwcP8gy9W7x4Ma5cuYI+ffqY3G64MLy9vdG8eXMkJibmmdP88OHDOHLkCKpXry72NLdr1w5PnjzBokWLTB67a9cuHDt2DM2aNRN7Mo1zC8+fP9/k2pezZ88iIiICvr6+eeawttX169cxbdo0uLi4YNmyZXjllVcsPvaZZ55BSEgIjh8/bnLh2J9//onNmzfDz8/P7joqV66Ms2fP4vz58ya1ffbZZ/Dy8rJpDuvq1aujVq1aOHbsmEm4T0lJwdKlS+Hm5obXX3/drvqUisMeFKhy5cp4//33MXfuXHTq1AkhISF49tlnERcXh8TERLRu3Voc2N6xY0esW7cOH330EX766SeULVsWCQkJ+OGHH1CqVCn89ddfJmMgjeNE586diyZNmmDEiBGSbkuFChUwadIkhIWFoWvXrnj11Vfh5eWFuLg4cZ7bnG8qW+vz9vbGJ598grFjx6JXr15o06YNypQpgx9//BG//vor6tevL04AL7WePXvi8OHD2Lt3Ly5duoQmTZogIyMDkZGRePjwISZPnmwyx6ijPHjwAK+//jratGmDhw8fIioqCt7e3iazbziitqpVq6J69eo4cuQIQkNDERwcjL/++gvfffcdMjMz4eHhYbaN7dmzB+7u7ujevTv8/f3x+uuvY9OmTejRowfatGmD+/fvIyoqCrVr17b5BhUtW7ZEz549sXXrVnTq1AktWrRAkSJFcPDgQdy5cwf9+/cX5wO2JioqSvx2JDs7G8nJybhw4QLOnDkDLy8vfP755/nOX11QjmonU6ZMwfnz5zFr1ixERkYiMDAQt27dwqFDh+Dp6YmwsDC7egTLlCkDd3d3HDlyBHPnzkX79u3NvpadO3fGxo0b0b17d7Ru3RpPnjxBXFwcrl27hlKlSuHBgwd4+PChyV2vjOrXr4/WrVvj0KFD6NatGxo2bIiMjAwcPHgQycnJ4oVVBTV79my89dZbmDx5Mvbt24eqVavi0qVL+PHHH/H888/nOyONPSpVqiTeVKJ8+fImFxfm5u7ujrlz52Lo0KEYPHiwOM/v6dOncf78eRgMBowfP96uOsy91+y9kC8nf39/9O7dG1u2bEHv3r1Rt25dXL58GT/88AOCg4NNbuXtCNOnT8fFixcxffp0REVFoVq1akhKSsJ3332HEiVKYO7cueJjR44ciSNHjmDjxo345ZdfULt2bfz++++Ii4vD888/bzIcqFevXjh48KDY3ho3boxbt24hOjoaRYoUwYIFC+weGx0eHo5Hjx6hcuXKOH/+vEn4NKpXr544Y82ECRNw/PhxvPfee+jcuTO8vb2xd+9e/Pvvv/j000/t+vADPL0pyuHDhzFgwACx42z//v34559/MH/+fLPDDc355JNPEBoainHjxmH//v0oV64cDh8+jOvXr2PEiBHinMVawfCrUAMHDoS/vz/Wrl2LgwcPIjs7GxUqVMAHH3yAvn37im+U6tWrIzw8HJ9//jmio6Ph5uYGPz8/jBo1Cm+88QZatGiB2NhY8faOffr0wenTp3Hy5EkkJiZi4MCBDvsEb0m/fv1QuXJlrFmzBgcPHoQgCHjxxRcxdOjQPNM1FaS+tm3bYvPmzVi+fDni4+ORkZGBihUrYuLEiejXr5/ZaWWk4ObmhuXLl2PDhg3YsWMHIiIiUKxYMQQEBGDw4MFo1aqVJOv9+OOPERcXh927d8PNzQ1t2rTB6NGjTa7sd0Rtbm5uWLlyJebPn49jx47h/Pnz8PX1RevWrTFs2DDMmjULP/zwg3gTBn9/fwwbNgybN2/Gxo0bUa1aNfj7++ODDz5AiRIlsGvXLmzYsAFVqlTBrFmzUKRIkQLdnW3WrFkIDg7G1q1bsWvXLri7u8Pf3x/jxo0rUG9/VFSUyfhbLy8v+Pn5ITQ0FAMGDLD7Ik9LHNVOfHx88M0332D58uWIiYnBmTNnUKZMGbRp0wbDhg0ze0MOW3h5eWHq1Kn44osvsGnTJpQuXdps+J04cSJKlCiBvXv3YtOmTXjuuedQtWpVzJo1C+fPn8eCBQsQGxsrfkDPycXFBQsXLsSXX36J/fv34+uvv4arqysCAwMRFhaGFi1a2FX7Sy+9hO3bt+P//u//EBcXh+PHj6NcuXIYOHAghg4dKsltptu2bYuEhASLF7rl1LBhQ0REROD//u//cPz4ccTGxsLPzw8jRozA22+/bfVqfEvMvdccEX4BYNq0aahQoQK2b9+OjRs3wtfXF8OGDcPgwYMd/k1W+fLl8e2332LZsmWIjY3Fjz/+iJIlS6Jz584YMWKEydAE4w0gli5diujoaPz8888oXbo0evXqhVGjRpn08BcpUgRr1qzBypUrsWfPHmzYsEH89mT48OGFGrdsvCNbUlKSxYtYhwwZIoZf453uFi5ciEOHDkEQBFSvXh0jR47M99bP1lSoUAERERFYsGABIiMjIQgCAgMD8d577xVoaIrBYMA333yDpUuXIj4+Ho8ePYK/vz/mzZunuV5fAHARpLhMm4gkM3/+fKxatQqrVq2yOywQERHpFcf8EhEREZFuMPwSERERkW4w/BIRERGRbnDMLxERERHphmpme8jOzkZqaiqKFCki+40aiIiIiEgdBEFAZmYmihcvbnbud9WE39TU1HzvZU9EREREZGQwGFCiRIk8y1UTfo1zthb3Lw7XohyqTERERER5ZWdkI/WPVIvz/asm/BqHOrgWdYVbUTcnV0NERERESmZpmCy7UImIiIhINxh+iYiIiEg3GH6JiIiISDcYfomIiIhINxh+iYiIiEg3GH6JiIiISDcYfomIiIhINxh+iYiIiEg3GH6JiIiISDcYfomIiIhINxh+iYiIiEg3GH6JiIiISDcYfomIiIhINxh+iYiIiEg3GH6JiIiISDckDb8pKSno1KkTbty4YbJ848aNCA0NlXLVRERERER5SBZ+z507h969eyMpKclk+e+//47w8HCpVktEREREZJFk4TciIgIzZsyAj4+PuCwjIwMffvghRo0aJdVqiYiIiIgscpfqicPCwvIsW7BgAbp3747y5ctLtVoiIiIiIotku+DtyJEjuHXrFrp37y7XKomIiIiITEjW85vb3r178dtvv6FLly549OgR7t+/jzFjxmDx4sVylUBEREREOidb+J0zZ474/+PHj2PZsmUMvkREREQkK87zS0RERES64SIIguDsImyRnp6OCxcuoES1EnAr6ubscoiIiIhIgbIyspB8ORmBgYHw8PDI83v2/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbjD8EhEREZFuMPwSERERkW4w/BIRERGRbrg7uwAi0r57KfecXQLKepd1dglERKQADL9E5BBKCLj5saU+BmQiIu1j+CUiuyg97NrD0jYxFBMRaQfDLxHZRIth11YMxURE2sHwS0QW6Tnw2sLc68NATESkbAy/RJQHQ6/9cr92DMNERMrC8EtEIoZex8v5mjIIExE5H8MvETH0yoRBmIjI+Rh+iXSModd5jK89QzARkbwYfol0iKFXOdgbTEQkL97emEhnGHyVi/uGiEh6DL9EOsJwpXz3Uu5xPxERSYjhl0gnGKjUhfuLiEgaDL9EOsAgpU7cb0REjsfwS6RxDFDqxv1HRORYDL9EREREpBsMv0Qaxl5DbeB+JCJyHIZfIo1iYCIiIsqL4ZeIiIiIdIPhl0iD2OtLRERkHsMvEREREekGwy8RERER6QbDLxERERHpBsMvEREREekGwy8RERER6QbDLxERERHpBsMvEREREekGwy8RERER6Ybk4TclJQWdOnXCjRs3AABbt25Fp06d0LlzZ0yePBkZGRlSl0BEREREBEDi8Hvu3Dn07t0bSUlJAIArV65gzZo1+Prrr7F7925kZ2dj8+bNUpZARERERCSSNPxGRERgxowZ8PHxAQAULVoUM2bMgLe3N1xcXGAwGPDnn39KWQKRLpX1LuvsEoiIiBTJXconDwsLM/nZz88Pfn5+AIC///4bmzZtwpw5c6QsgYhIE+6l3OOHGiIiB3DKBW937txB//790b17dzRs2NAZJRARERGRDskefhMTE9GrVy907doVw4cPl3v1RLrBXkIiIqK8ZA2/KSkpGDx4MEaPHo1BgwbJuWoiItW7l3LP2SUQEamerOH3m2++wf3797Fu3Tp06dIFXbp0wZIlS+QsgUhX2PurPQzARESF4yIIguDsImyRnp6OCxcuoES1EnAr6ubscohUg2FJe/ihhojIsqyMLCRfTkZgYCA8PDzy/J53eCPSOAYl7eEHGiIi+zH8EukAA7D2MAATEdmH4ZeISKUYgImICo7hl0gn2PurTQzAREQFw/BLpCMMwNrEAExEZDuGXyIiDWAAJiKyDcMvEZFGMAATEVnH8EukMxz6oG0MwERE+WP4JSLSmHsp9xiCiYgsYPglItIoBmAiorwYfomINIwBmIjIFMMvEZHGcRgEEdF/GH6JiHSCAZiIiOGXiEhXGICJSO8YfomIdIbDIIhIzxh+iXSGoYeM2BaISI8YfomIdIwBmIj0huGXSEcYdMgcDoMgIj1h+CXSCYYbsoZthIj0gOGXiIhEDMBEpHUMv0Q6wEBDBcFhEESkZe7OLoCIpMUQY97dlLs2P9bH20fCSpTrXso9lPUu6+wyiIgciuGXSMMYfJ8qSNAtyN/rIRQzABOR1jD8EpEmFTbwFnQdWg7Cxg9RDMFEpAUMv0QapcdeXzkCry3r1moQZi8wEWkBwy+RBukp+Doz8FpirEmLIZgBmIjUjuGXSGP0EnyVGHpz02oI5jAIIlIzTnVGpCEMvsp0N+Wu6mq2hV7aGxFpC8MvkUboIYioPUSquXZL9NDuiEhbGH6JNEDrAUTtoTcnrWxHTrwpBhGpCcMvESmaFsOiFrcJ0P6HMCLSBl7wRqRyWg0cWg2IRlq+GI4XwhGRkrHnl0jFGHzVT4vbymEQRKRkDL9EKqXVcKHFMKhXWm2jRKRuDL9EKqTVUKHX4Kvl7dZqWyUi9eKYXyKV0WKY0HL4I44DJiJlYc8vkYow+GqX1l8HjgMmIqVg+CVSCS0GB60HPspLi+2YiNSF4ZdIBbQYGBh889LLa6LF9kxE6sHwS6RwWgwKegl5ZJkW2zURqQPDL5FCaXWMJIMvGWmxfROR8tkUfqOjo7F06VI8fvwYBw4ckLomIt3Taihg8LVOb6+RVts6ESmX1fC7evVqrF+/Hnv37sWjR4+waNEirFixQo7aiHRJq2FAb6GOiIiUyWr43bNnD1avXo1ixYqhdOnS2LZtG3bt2iVHbUS6otVhDgCDL+VPq+2eiJTJavh1d3eHh4eH+POzzz6LIkWKSFoUkd5o+eTP4Eu20PJ7gIiUxeod3sqVK4f4+Hi4uLjgyZMnWLt2LXx9feWojUgXtHrSZ+ilguKd4IhIDlbD74cffogJEyYgISEBwcHBqFmzJhYsWCBHbUSaptXQCzD4FtbdlLvw8fZxdhlERJpkNfz6+vpi1apVyMrKQlpaGtzd3VGqVCk5aiPSJC2HXoDBlwqHvb9EJDWrY36joqLQpUsXeHt7Izk5GR07dkRsbKwctRFpDoMvERGRc1kNv1988QW+/PJLAIC/vz+2bduGxYsXS10XkaZoeSYHIwZfchStv1eIyLmsDnvIysrCCy+8IP5cvnx5CIIgaVFEWqGXkziDLxERqYXVnt9SpUph27ZtyM7OhiAI2LlzJ0qXLi1HbUSqpYeeXuBp6GXwlYbeX1c9vH+IyDms9vx+9NFHGDt2LGbOnAkXFxcYDAYsXLhQjtqIVEkvJ229hzMiIlInq+HX398fu3btwt9//w13d3c888wzctRFpDp6Cb0Ag69c9D7lGWd+ICIpWA2/f//9N7Zu3YqHDx+ajPWdPHmypIURqQVDLxERkXpYDb/vv/8+3NzcUL16dbi4uMhRE5Eq6Cn0Agy+zsLeX/b+EpFjWQ2/N2/eRGRkpBy1EKkCQy8REZF6WZ3twc/PD2lpaXLUQqR4DL7kDHrfD3p73xGRtKz2/JYrVw6vv/46GjVqBE9PT3E5x/ySnujt5Kv3sKVEeh/+QETkKFbDr4+PDzp06CBHLUSKo7fQCzD4KpmeAzDH/hKRo1gNv2PGjEFGRgauX78Of39/ZGRkwMPDQ47aiJxKb8GXoVcdGIAZgImocKyO+T1//jxeeeUVDB48GHfu3EHLli1x9uxZOWojcgq93J3NiHdpUx897zM9vTeJSBpWw++8efOwevVqlCxZEr6+vggLC8Ps2bPlqI1Idno7seo1QGkF9x8RUcFZDb9paWkICAgQf37llVfw5MkTSYsikht7e0mt9Lgf9fReJSLHszrm183NDcnJyeINLpKSkqSuiUhWejuR6jEsaZ1xn+ppLLDxfcsxwOpVmGMv9zsVhtXwO3ToULz11lu4e/cu3n//fcTFxWHmzJkylEYkPT0FX4Ze7dNrCGYQUg65jqm2rIftgixxEQRByO8BT548wbVr13DkyBFkZWWhcePGJsMg5JKeno4LFy6gRLUScCvqJvv6SXv0EnwZevVLTyEYYNiRg9qPm2wj+pCVkYXky8kIDAw0O0OZ1Z7fHj16YMeOHfD395ekQCK5qf3gXRAMvvqmt55g9gI7lhaPlea2iW1Gf6yGXw8PD9y9exc+Pvo4eJK2afFgbg5DL+WUsz1oPQhzLHDB6eW4aEnO7We70Qer4Tc9PR0hISHw8/ODl5eXuHzHjh2SFkZE9mHwpfzopTeYITgvvYdcW7Dd6IPV8Dtx4kQ56iCSnNYP/Ay9VBB66Q3WY6+e1o91ctBju9ETq+G3cePGuHjxIn755Rd06dIFly9fRlBQkBy1ETmM1k8GDL5UGHrrDQa0E2i0fmxTAvYGa4/V8Ltz506sXLkSmZmZaN26NYYMGYL3338fb7zxhhz1ERWa1k8ODL7kKHoJwYD6grDWj2NqwBCsHVbD7/r16xEREYHQ0FA899xz+Pbbb/HOO+8w/BIpAIMvSUEvQyKM8guWcgQdBlt1YQhWP6vh19XVFSVKlBB/9vPzg5sb59klddDySYXBl+SgtyCcm5aPIVQ4nFpPvayG32eeeQYJCQni7Y3379+PZ599VvLCiMgyBl9yBr0HYaLc2AusTlbD79SpUzF69Ghcv34dLVu2hKurK5YvXy5HbURkBoMvKYGexgcTWcNeYHWxGH6//vpr9OrVC15eXti1axcSExORnZ2NF198EUWLFpWzRiK7aPHrSgZfUhr2BhM9xV5g9XC19Iv169cDAIYPHw53d3cEBASgevXqDL5ERGTW3ZS74j8ivdJix4vWWOz5rVixIurUqYP09HS8/PLL4nJBEODi4oITJ07IUiAREakPe4RJzzgMQtksht9Zs2YhIyMD7777Lsf4EikAe9NIrXK3XYZh9ZPzeKTW9sIArFwWw++wYcOwfft2VKpUCRUrVpSzJiIi0jD2Ciub0j5oW6pHDW2HAViZLIbfhw8fYubMmTh79izmzJmT5/eTJ0+WtDAiItI+BmHnUFrAtYe5bVBiG2IAVh6L4ffzzz9HdHQ0XF1dUaxYMTlrIiIiHeLwCMfSQsAtKKV+mGIAVhaL4bdGjRqoUaMGKlasiNdff13OmoiIiBiGbaTHkGsLpQVhBmDlsBh+586diw8++ACHDh1CdHR0nt8vW7bMphWkpKSgV69eWLFiBcqXL4+jR49izpw5SE9PR4cOHTB27Fj7qyciUrD7qfdlX+dzxZ+TfZ1yUcvX3FJgwC0cpdyUhQFYGSyG3/r16wMAWrVqZfeTnzt3DtOmTUNSUhIA4PHjx5gyZQo2bNiA559/HkOHDkVsbCxatmxp9zqI9IAnPmVyRri1xlpNWgvHWgrEfJ9LTwkhmAHY+SyG31dffRUA0LlzZyQlJcHT0xPly5eHu7vVOyKLIiIiMGPGDEycOBEAcP78eVSqVAkVKlQQnzsyMpLhl4gUTYkh1175bYtWgrG1EOmM4MNgqyzODsEMwM5lMclmZ2dj3rx52LJli3jBW2ZmJvr164cxY8bY9ORhYWEmP9+9exdly/63s318fHDnzh176iYikoSWgm5Bmdt2rQTinBhEyehuyl3VflNA9rMYflevXo2rV68iMjISL7zwAgDg2rVrCAsLQ3h4ON55550Cryw7OxsuLi7iz8a7xRFJoax3Wd5mkqzSc9i1hV4CMemXs3qB2fvrPK6WfrFv3z4sWrRIDL7A01sez5s3DwcOHLBrZb6+vrh3778wcu/ePfj48BMXEcnrfup98R8VXM7Xj68jaYUzvhFgB41z5DuA19z8viVLlrS7tzY4OBhXrlzB1atXUb58eezduxfdu3e367mIiGzFcCa93K8xe4fVS+73i5LaijN6gdkDLD+L4dfV1WKnMARBsGtlHh4emDt3LkaOHIn09HS0bNkS7du3t+u5iIjyw8DrXBwuoUxKfF9YqsmZ7YVjgbXNYvh9/PgxEhISzAbdx48fF2gl3333nfj/xo0bY/fu3QX6eyI948U5tlPiiZ3+w95heWjlfZBzO5zRVuQMwOz9lZfF8JuammrxojZepEZESqKVk73esHfYfnpr88764MQeYG2yGH7j4uLkrIOIqED0dvLXCwZiU2zn5hlfFznahlwBmL2/8rH9jhVEKqOFq2g55MEUg4A+aT0Qs13bT64QzB5gbWH4JVIoBt//MBxQbmq6Ux3br/TkCMFyBGD2/sqD4Zc0Se29vgy+DAxkP3vaji2hiW1S+aQOwewB1gabwu+dO3fw22+/oXHjxrh//z7KlSsndV1EuqXn4MtwYbvCfsBj75Iptj1tuZ96X3HfANiKvb/Ssxp+Y2Nj8eGHH8LNzQ1btmxB+/btsXDhQrRu3VqO+ogKTK29vgy9lJPU7djW5+dJmNRKql5g9v6qn9Xwu2zZMkRERGDo0KEoV64cNm7ciClTpjD8kiIx+KoHA+9/lNxuLdXGUKx+crU7Z7cVKXqBpQ7A7P2VltXwm5WVZTLMoWbNmpIWRGQvJQcIS/QWehl4n1JjW83N3DbwZK0sSmlnSmgrah4GQY5nNfx6enri9u3b4o0tTp8+jaJFi0peGFFBKOUgbys9hV4G3qfU1kbtoYSQozdqbVc565arjTg6AHP4g3pZDb/jxo3DgAEDcO/ePfTp0weJiYlYsmSJHLURWaW2A79eQi8Dr/raplQYiB1Dy+1JziCspgDMoQ/SsRp+/f398fXXX+P06dPIzs5GnTp1UKZMGTlqI8qXmk4GWg+9DLv/UVO7dJbcrxFP8P/Re/sxbr+UbYJDIMhq+O3bty8OHDiAkJAQOeohskotJwctB16GXVNqaZNKpcfeYbaZ/MkRgkm/rIZfX19fnD9/HkFBQXLUQ2SRGk4WWg28DLvmqaFNqpUWZplg+yg8qUKwI3t/OfZXfayG36tXr+LNN99E0aJF4enpCUEQ4OLighMnTshRH5EqTiBaC70Mu/lTQ5vUqvxeezmDMduAvKQY/8rhD/plNfx++eWXMpRBlJfSTy5aCbwMurZRensk7iOtU/IFYFL1/ip5m9XMavh99OiRHHUQiZR8AlNz4GXItY+S2yOR3jg6DLL3V5+sht+hQ4eK/8/MzMSDBw9QvXp1fPvtt5IWRvqjxJCh1rDLoFt4SmyPRMTeUCo8q+E3NjbW5OejR48iMjJSsoJIf5QWMtQUeBlyHU9p7ZHIURx1bFPCxV2ODMDs/dUfq+E3tyZNmuCzzz6TohbSGSWFDDUEXgZd6SipLRLZS67jmKX1yB2KldYDzFkf1MNq+L18+bLJzz///DPS0tIkK4i0TylBQ6mBlyFXPkppi0QFodRjV8665AqBSgvApA4FGvPr4uKC0qVLY8aMGZIWRdqjlJChpJMGQ65zKKUtEtlCScesgjDWrZaeUA590Ber4Xfbtm3w8TFtvH/88YdkBZG2KCFoKOHkwaDrPEpog0S2UMKxytHkCMHs/aWCshh+U1JSAABvv/02Nm/eLC7PzMzE8OHDceDAAemrI9VyduBw5kmEQde5nN32lK4g7w219NqpkRaDbn7U1hOsJAz3jmcx/I4cORLHjh0DANSvX19c7urqijZt2khfGamSM4OHM04mDLrOw5BrmaPeC7Y8D8OMdXoLuvnhzSBICSyG33Xr1uHJkyeYMmUK5syZIy53c3OTpTBSF2cFEblPKgy7DJ1K5MxwpZQr/5WCQdc6pc6KwHG/+pHvmF93d3d8+umnSE5ORlpaGgRBQHZ2Nq5evYpGjRrJVSMpmDOCkJwnF7WEXQZSfVFDwNJDKFbDflAqpQZg0gerF7wtW7YMX3zxBYCnQx6ysrLg7++Pffv2SV4cKZdWQ6+S6vV8ygAAIABJREFUwi4DLeWklaCltlCsldddiRwdgLU69EGL2+RsVsPvt99+i++++w7z5s3DpEmTcPToURw5ckSO2kih5AxlUp94nBl2GW7JFnoJX7Zup6PCkl5eVyLKy2r4LVWqFHx9ffHiiy8iISEB3bp1w5o1a+SojRRGK6FXzsDLgEv2YDCzjK+NtnD4AzmD1fBbpEgR3LhxA1WqVMGpU6fQrFkzZGRkyFEbKYRcAU6qk5ocYZchlwqLoY6ISB5Ww++QIUMwefJkrFixAkuWLMHOnTvRtGlTOWojBZAj1Elx0pcy8DLokiMx9JLesfeX5GY1/Lq5ueGrr76Ci4sLduzYgStXrqBGjRpy1EZOxND7H4ZdcjQGXiIi57Eafj/77DO0atUKAFC8eHEEBgZKXRM5kRpDr6MDr17mLC4o9swUjtL3LxGRXlgNvwEBAQgPD0f9+vXh5eUlLq9WrZqkhZH8pA59jjz5OzLwqn1Ms1x4t6+CU/s+J5ILhz6QnKyG31OnTuHUqVPYtGmTuMzFxQXff/+9lHWRzKQMgEoMvVJtr97DTn7br5cTm97bAMmnsMdD3s2M9Mpq+I2NjZWjDnIStfT2OiL0OnpbGXIKRqvBmO2ApCTlxbs5n5tBmPTEavh99OgRFi1ahD/++AMLFy7E4sWLMXHiRBQrVkyO+khCSu/tVVrgZciRjpru+sV2QFJw9t0lGYSViXd3k4bV8BsWFoaSJUvizp07KFKkCP766y9Mnz4d8+fPl6M+kojSv/YvzInAUdsmd8iR6+SnphObtX0gZThmyCWpODvoWnM/9b6qjhNEBWU1/F68eBE7d+7EkSNH4OXlhUWLFqFz585y1EYSUXLwdXbo1cqd5fJjax1qOPkxoJKSKeU9bw89BuDCbq8Sv6ki86yGX1dXV5OfBUHIs4zUQ4rgq+bQq/Rp15zJ0rbo7YRIZI2W3vc56TEAkz5YDb/16tXDwoUL8fjxYxw7dgwbNmzAyy+/LEdt5GBKDL5qDr1aPeFZY267eYIkrdPz+53vb9Iaq+H3/fffx4oVK+Dl5YW5c+eiWbNmGDlypBy1kQNpKfjauy0MvNJhIFYXJbRjJbQPJbwOasAATFrjIgiCYMsDU1JS4Obm5rRZHtLT03HhwgWUqFYCbkXdnFKDWikt+Kop9Mp1cpRy5g2lXC3Mk6c8GOhIKlK/hx0xZrYwxzsljvlVyvFbbbIyspB8ORmBgYHw8PDI83urPb9JSUmYNGkSfv75ZwBAgwYNMG/ePPj6+jq+WnI4pc1ta8+J2Z5tUFrgddYtk21Zt1wH19yvK8Nw4TDkEmkbg690rIbfDz74AP/73/+wYcMGZGVlYevWrZg6dSrWrFkjR31UCEoKvkoPvUq/c5yULNUs9YGXYdh2DLqkBBz+QFphNfympqaib9++4s8DBgzA9u3bJS2KCk9vwddZoVeNYddWubdNzjCs5xMsgy6R+nCaM3WxGn6rVKmCc+fOITg4GACQmJgIPz8/yQsj+zH45s/ZcwmrlZxhWC+9wgy6RMqg1WMMmWc1/N69exd9+vRBzZo14ebmhgsXLqBs2bLo2rUrAGDHjh2SF0nOI2fwVWrolSPw3kt1zDrKFpdvjBjDcMEw6JIWKHnoA8fIkq2sht/Ro0fLUQc5iFJ6JqUMvmoNvY4KuIVZh5ThOOfrJfd4YUBZgZhBl4hIuayG38aNG+Pvv//Gw4cPTZZXqVJFsqLIPkoZ7qCU4CvXRXZ5nkOGkGsvc7VJEYjlDMJGzrgjHUMuEZH6WA2/8+bNw1dffYXixYvDOCWwi4sLTpw4IXlx5Dx6C76FDb1KDrzWSB2InRGEc2JAJSK14RAOaVkNv1FRUYiPj0fp0qXlqIfs5MheXzUHXzlDr5oDrzU5t02KIMwDOxEROYvV8FupUiWULFlSjlpIxaQKnVL19toberUceC2RIgg7uzeYiMhROM2Z+lgNv6GhoejXrx8aNWoEd/f/Hv7uu+9KWhjZztm9vnoIvlKFXkeP05Y6SBpfB/YGa5ecF81yn6uTkmd8sIeWtoVsYzX8rl69Gp6enrh3778DoouLi6RFkXMU9tbFtnB08JUy9Doy8MoVKOS6Wxt7g9VHKTPB5OTImthmiMhWVsPvo0ePsHnzZjlqITs4+4QmRfjUQvB19n7JTco5eaXsDQYYauyhtPYnh8JuM9uZunH/UUHYNOb3t99+Q9WqVeWoh5xEjuEOjiRV8NVa6LVEinApRQgGOCzCGrW0OaWz93VkuyRSH6vh9969e+jatSsqVaqEokWList5ZzfnU9NJT4pxvo5cL2B/8FXTfjDH0eGSIVhaam9vWmNtf+i9vdqKF42RnKyG35EjR8pRBzmR1L2+zhruYOt69Rp6c3N0b7DUIRjQT7DQWlvTE7nG4ROR7Wy6w9vFixfxyy+/oEuXLrh8+TKCgoLkqI10RE3BVw9BxJG9rFKFYEC7QVgPbUzvpByHT0T5c7X2gJ07d2LChAlYuXIl/v33XwwZMgTffPONHLVRPtRycnRknQy+8ruXcs9h2yz1HMmOrNVZtLANZB/jvlfL/uedE0nNrPb8rl+/HhEREQgNDcVzzz2Hb7/9Fu+88w7eeOMNOeojiSnhQjdHjvOV8sShxOeWq7foXso9xfcCi+tQWW+wWsIOyYfj24mkZTX8urq6okSJEuLPfn5+cHNzk7Qo0gZn9PraqqC9kI4OKA7rTZXxq1NHD4WQMgCL61FoEGbgJVsotf2StLivpWc1/D7zzDNISEgQb2yxf/9+PPvss5IXRsqk5K+6pBruIFVQlYIcJ0s19QKbrM/JYywZeKkwHPW+I8fiLBXqZDX8Tp06FaNHj8b169fRsmVLuLq6Yvny5XLURjpgy5AHRwZuLQdfS+uU4oTpyBOxXL3AedYr0wcFIkfhcAjH462N9cli+M3IyEDRokXx0ksvYdeuXUhMTER2djZefPFFk/l+Sb3kuJ2xXJQcMpxdm1Q9RloIwOL6Hdgr7Oz9TdrHXmCiwrEYfnv27CneyMLd3R0BAQGyFUXqp4UA4IhtUMrrwABcMErZb0SWMAAT2c/iVGeCIMhZBxUAT8z2kXqqrTzrU9h+kqoeRz6v3PuISM2cPTWakq8BIcqPxZ7f9PR0/PLLLxZDcM2aNSUrivTBUeN9pTj4F/Y5lRZ8jdTQW6SkHmAiNVDD+5pISSyG3+vXr2PkyJFmw6+LiwtiYmIkLYxIzcp6l1VsAJaCo0++DMBERCQVi+H3pZdews6dO+WshcguUgRNvYVXJWIAJrIde3+JbGf19sZEZB8lnoiUWBMROYZeP7Br7bim1/0oJ4vht379+nLWQWQW52DUN14AR1QwDE5E1lkMv9OmTZOzDtIhue+M44yv0LXWI0FERKR2HPagQgxU8nDU66yE/VXWu6wi6iAi6bH3lyh/DL86JmXPq9xBy9b1FbT315EB2Bnhk6GXiEhdeMyWnsXZHoiU4rniz2lmMvWcBzWpemecFbKJSDnkmv3hfup9XptBqsOeXyoQRx/k5B73Cziv99fc8+b856jnkpvU6+RFb0RE5Ejs+SXNkHJuXmPAk3IsHXtPzeNcv0T24dy/ROax51elHHVAU8K4X1tqsLXHuSBjf+0JVTyR/IfjiYmISI0YfqnAnDW+y9EBGLCvV5GhT74PAez1JVI2NY/3VXPtVDgMvyQpR/b+SrFewP6ApccQrMdtJiIibeGYX4KPtw/uptx1dhk2kWrmh7LFy9p9YZUcMzg4m1MupNNAr29hXzettieSj9bH/Wp520g6DL8qJuUFXtYUJITaWqetIdzWdRf0IjVj2CrM7AJaCsLOPKmoNfg6+jUz93xqb1dEuTlj1h9HUGvd5KTwu2vXLoSHhwMAWrRogUmTJjmjDMrBnt5fNQTggqxbfLwDQrBxvTkpPbQopQdFjcFXztdObe2KiEhpZA+/aWlpCAsLQ2RkJJ555hn07t0bR48eRZMmTeQuRROc2fsrFSUEYMBxIThnDebIvf+UEnJzY+h1TA1aOx4QETma7OE3KysL2dnZSEtLg5eXF548eQIPDw+5yyAzlNL7W5BaCrp+oODhwNEhOM/zKyBAOZMaQy+g3P2mpaE3RFLhTA/6Jnv49fb2xujRo9GhQwcUK1YMDRo0QN26deUuQ1Oc3furhAAMQLYQDPCuY46ixuCr1NBrDoMwKV1hxs2q6b1oKy1ukxLJPtXZ5cuXsX37dhw+fBjx8fFw/f/27j+2qvr+4/ir9AcwIGw4i0ZAFzLHggwzWDYjtsHM6aAdkyXOjaiEEZwzbjNOUzMzhMhYEEeWMTPifpgpi7/LJnGYidFRZ+KPbTKy1Wx8BZkSxI0NqHopt5/vH82pl/be2/vj/Pj8eD7+oyF6yueee55993PPGTNGP//5z9M+DJSQxgb+ak7uao6n2p/k67ltV/SQDBfjLWuu/tu5fps3148ftUlyzUOenvJhN7elHr89PT264IILdNppp6mlpUVLly7VCy+8kPZheCfON7haTupawrNS1QZwmhEsnRpzrgVdGnz49/EpGolgAKFLfdvDrFmzdOedd+qdd97R+PHj9fTTT2vOnDlpHwYSUO09eKvdAiGp4j3J1W6FiI5Hqv/Xw6UCL4StEq7GbSk+R2Jcr3egVllteQh5Yo1BqcfvggUL9Le//U1Lly5Vc3Oz5syZo1WrVqV9GF6Kc+9vrQ++SDKAazmuWh6KkdQ+SZ+i2LfILcbn8C1EBKMWIQdkUlseQnnPsUGDMcZkfRCVyOVy2rNnjybNmqTGlsasD8dqcV7Ean3yWy1PYavmuGs5rnqfDGdLHCR214kAgrYSIV+AbHmNIx627/fNYvKb9XGXE/J7T9zyJ/I61ntM5513XtE7ivGEN5SV1gRYSnYbRHRMkVpC2Jb7qRKpyeDCk/2dY+CGrAOScxX1Sv0Db0he3G8Mtb5J1fIGWe2xt05srfkDevW+gUcfHOIDRO5i/Ubi38IPrGMymPr6gcmvp+Ke4NQzAZaS/+BZLZNgqf5pcKFib15M0ezEhaY89gEjSXzQDVkjfj1mSwBLyW+DiNQawVK8IRyx5ZHGIHhrwTYIN9m+19dVTH39Qfx6zocAlqqPxXoiWEomhAuN9mZHcNSHiwkQP5f3+oYc7RiJ+A2AbQEsVR+U9UawFE8IS8nE8HDVvsmHGstEbvKY/rqFcyIZPNHNL8RvIGwKYKm2KbBU317EeqfBkSxieDRJXfDSjB4u2vYigMHUNxm872WD+EXN4tpakFUES/WHsFT8jdWGII4Db8yAO2w+X10OX6a+/iF+A5LUJ7jjmAJL6UewFH8IR0q94foSxQgP01+78SE399j8w4rviN8AJXERqzeApdq3QkjxhP3wn+7jjOEIUQzAJVlPTn2d+hK+2SJ+A5VUAEv1RWM9U2Dp1DeUer+/pKbCxYz2Jk0cAyglqZDKOh6zDkS2O/iL+A1YUr/GjGsKLNUXfUmFcCTpIC5UyUWIQEbS2Ppgn6wD0VY2b9VgzbJH/AYuyQCW4ruzQpxPX4vr+01jm0Q1CGQgLLbv82W7A2xF/CLRR5naFsFSMiEsZT8drkSlFwUiGaUw/bUD4Vtc1sc+Gqa+diB+MSTJi1ocWyGk+J+8lmT4S24EcTFMkYEw2R6PLiN87UH84hRJB7AUX/wlNQ2Wkn24Q6kLgwtRXIhABrLhc0T5OvX1ec1cRPxihLSmoXFHsBRfbCW1NaIcX6K4EHex8BNbH7LDdofisj52uIX4RUlJX+DijmAp3mlwJM2pcDE+RnGEOAYqR/gWl/Wxj4apr32IX5SV9BRYSjaCpfgDKusYjpR7s/YhjCW2VtiM6W+6CF83+fy9uYz4RUXSuNAlEcFSMtPgQrbEcCGfp8XDcQeL7BDA6fA5fOtl8/ETvvYiflGxNKbAUvIRLCUbQjbGcCSkKB6OSE4GAZws38PX5+0OsBfxi6qldbFLKoKl9EJYKv7mblsshBzFw7HVonoEcDII39JsOP5ymPrajfhFTdKaAkvJRrCUbghHXAhiiSguhUAeiQCOl+3hWy/CF1kiflGXNC94SUewlE0IR2zeLjGcqw/vSFOpC7TPUZzmD8W+Sjqc4gpf7uxQHOHrBuIXdUv7gpdGBEvZhrDkznQ4wpS4MsUu3r4FMRFcG8K3PBsm1uUQvu4gfhGbrCJY8j+EI64FscSUuBK+BjFbISpH+KaDOztAIn6RgCwueGlNg6WRF5GsI4Ug9pMtP3DViylweWlEkw/ha/t2B7iF+EUisrrgpRnBERsjxaX9wxGCuDQfJsNZPDLcdoRvZWwPX6a+7iF+kaiQIliyM4QlN6fDEkFcjq2vtUqEHsJpxRLhO4jwxXDEL1KR1d6/NPcFD2d7nBDE/rBtK041QgrhNEOJ8B1E+KIY4hepyXrvX1bTYMmdOCGI/WD7D16l+BrCaUcS4TuI8EUpxC9SF3IER1yKExf3D0sEccSVH7yGc/V1VyiLQCJ8BxG+KIf4RWayvg2SDREsuRXCkrvTYYl7EUv+xLBk3+suyyiK8x64hG9phK8fiF9kKuspsGRPBEv+hIltUTKakKPY1declH0Q2xJCNkx7JcIX7iB+YYWsp8CSXREccTVMso6SuIQYxa6+5iKVBkolr0fbY8eWaa9E+MItxC+sYcMUWMr2DhGjcTlMXJ8OFwopil1+zZXjeswQvqcifFEN4hfWsWEKHLFxGlzI5TDxZTpcaLQLsK2vo2r48MANl8UZvRLhOxrC10/EL6xkUwBL9kdwxOUYlvyaDhdT7iJt+2urHNdfd64gfEcifFEL4hfWsmUbRCFXIjjiepT4OB0uxacwZjocL9uiVyJ84TbiF9azbQosuRfBER+iJKQgjvgQxq7/IJaFuKNXInwrQfj6j/iFE2wMYMndCC7kQ5SEGMQRV8PYhx/EkpBE8EYI39ERvmEgfuEMG7dBRHyI4IgvUVLqImbj6ycproVxqTBy8fVXjSSDV7IjeiXCF/YgfuEcW6fAkt23SauHD9PhCFE8yKUw9jGKkw5eKb5QtGHaKxG+iA/xCyfZHMARn6bBw/kyHS5EFL/PlfsYl4sqm16PaYTucIRv5Qjf8BC/cJYLASz5Ow0ezscglka/MLrwGoxLsQCx9TVdSXTF+frMInCLsSV6JcIX9iJ+4TRXAjgSSghHfA3iQnE+TtdFrkyJi7ElWOMQZyASvvAd8Qvn2fxBuHJCC+FICEFcTDUXWtdey8W4HMWuiDsM44pBwhe2I37hDdemwIVCDeFIqEFcSrUXZpde90Rx/ZKIwpDCFyB+4RWXAzgy/E0/1Cjw8RP+SfFh64VL+4mzkFQM2ha9UvLhy9QXxC+840MAFyKGT8WUuHaufXjPpduxJcGVCCR84RriF17yLYALEcMjuXLLK9u5FMe+bZ9I69f8ccafS9ErEb54H/ELb7n6Qbhq8evi8gjj+JSLB1vOs0oiKuvzI4v9rHGHn0vhS/RiOOIX3vN5ClyKb1OxpFR6ASeSR+fSQ0JC+jBVEuFH+MJ1xC+CEGIAF0MU16aWiz3BPMilKPaJ7dErEb7IDvGLYISyDaIWRHH84goFXyOaKI5fUrGXxMNACF9kifhFcJgCV44ozl694eFaPLuwr9gmSUaei9ErEb4YHfGLIDEFrg9R7I5qAsb2UGZanF7YEb7wGfGLoBHB8Qr9vqyuqyR4bAxkn6fFacdcEtErEb6wC/ELiAhOA2Hsh9HiyLY4riSIsj7vbYg2l6NXsuPfEO4gfoECRHA2RrtAEsfucPGx1KGGU1LBGyF8YSviFyiCCLYLcew+HjZiD1+iVyJ8URviFyiDCHZDtRdbYtkuLk6LXZN08ErpPzyE8EWtiF+gAoVvsoSw+9K6SBPZ9WFaXLs0YrcQ4QuXEL9AlQhhVMqmx+j6FuJMi0dKO3glohduIn6BOhDCcEUtkeJiMLt2N4paZRG6hbL4wY7wRVyIXyAmhDB8U0nguBbILt3LOOvALSar32YQvogT8QskYPgbNTEMX/l4/2YbozNrWW7hIXwRN+IXSAExjBD5GMahyXrfOuGLJBC/QAaKvaETxAgJYWyvrINXInqRLOIXsARBDAwqFV9EcXJsCN4I4YukEb+AxUpdBIhihIgojpdNwSsRvUgP8Qs4iCgG3sfjrytjW+wWInyRJuIX8Ei5CwhhjFCFuL/Y5tAtRPQiC8QvEAjCGBjJ9XsZuxK5xRC+yArxC6DiixCRPDqXL+isb3H1BGa14exyzFbK5XMEfiB+AVQsrotWkpHFhbV21f7bEcujCyFmK8W5CVsQvwBSx0XQD6OtI3EMifMd9iF+AQCJYJ952Ihe2Ir4BQCkjtv1+Yvohe2IXwCANYhidxG9cAXxCwCwHlso7ETwwkXELwDAaUyL00XwwnXELwDAS8UijSCuDcELnxC/AIBgsH2iMsQufEb8AgCgsO9bTOwiJJnE79NPP63Nmzfr3Xff1YUXXqjbbrsti8MAAKBilQSizYFM4AKDUo/fAwcOaPXq1Xr44Yd12mmn6ZprrtGzzz6r9vb2tA8FAIBY1RqY9UQzUQtUJ/X4/f3vf69FixbpjDPOkCRt2rRJY8eOTfswAACwBgELpGdM2v/D/fv3K5/P6+tf/7qWLFmiX//615o8eXLahwEAAIAApR6/+Xxezz//vL7//e/rwQcf1O7du9Xd3Z32YQAAACBAqcfvhz/8YV1wwQWaMmWKxo0bp89+9rPavXt32ocBAACAAKUevwsXLlRPT4+OHj2qfD6vXbt2afbs2WkfBgAAAAKU+gfe5s6dq5UrV+qrX/2q+vv7deGFF+pLX/pS2ocBAACAADUYY0zWB1GJXC6nPXv2aNKsSWpsacz6cAAAAGCh/Im8jvUe03nnnVf0jmKpb3sAAAAAskL8AgAAIBjELwAAAIJB/AIAACAYxC8AAACCQfwCAAAgGMQvAAAAgkH8AgAAIBjELwAAAIJB/AIAACAYxC8AAACCQfwCAAAgGMQvAAAAgkH8AgAAIBjELwAAAIJB/AIAACAYxC8AAACCQfwCAAAgGMQvAAAAgkH8AgAAIBjELwAAAIJB/AIAACAYxC8AAACCQfwCAAAgGMQvAAAAgkH8AgAAIBjELwAAAIJB/AIAACAYxC8AAACCQfwCAAAgGMQvAAAAgkH8AgAAIBjELwAAAIJB/AIAACAYxC8AAACCQfwCAAAgGMQvAAAAgkH8AgAAIBjELwAAAIJB/AIAACAYxC8AAACCQfwCAAAgGMQvAAAAgkH8AgAAIBhNWR9ApYwxkqSBEwMZHwkAAABsFbVi1I7DORO//f39kqS+/+vL+EgAAABgu/7+fo0bN27E1xtMqSy2zMDAgPr6+tTc3KyGhoasDwcAAAAWMsaov79fEyZM0JgxI3f4OhO/AAAAQL34wBsAAACCQfwCAAAgGMQvAAAAgkH8AgAAIBjELwAAAIJB/AIAACAYxC8AAACCYW38Hj9+XB0dHfrXv/4lSerp6dEXvvAFdXR06JZbbtGJEyckSW+++aaWLVumyy67TNddd536+gafAHf06FGtWrVKn//857Vs2TIdPnw4s+8F76t0Xbu7u7VgwQItWbJES5Ys0aZNmySVXm9kb/jaPvbYY1q0aJE6Ozt1xx136OTJk5I4Z11U6dpy3rpl8+bNWrx4sRYvXqwNGzZIkv74xz+qs7NTn/vc54bWT5L+/ve/a+nSpbr00kv13e9+d9TzGdmqZm03b96shQsXDp23W7dulVR6zb1gLPSXv/zFdHR0mNmzZ5sDBw4YY4xpa2sz//znP40xxtxwww3moYceMsYYs2rVKrN9+3ZjjDGbN282GzZsMMYYs2bNGrNlyxZjjDHd3d3mW9/6VtrfBoapZl3Xrl1rHn/88RH/jVLrjWwNX9u9e/eaiy66yBw6dMgYY8zq1avNL37xC2MM56xrqllbzlt3PPfcc+bLX/6yyeVy5sSJE+bqq682jz/+uGlvbzevv/666e/vNytWrDDPPPOMMcaYxYsXmz//+c/GGGNuvfVWs3XrVmMMa2ujatf22muvNX/6059G/HdKrbkPrJz8PvTQQ1q9erVaW1uHvpbP53X8+HHl83nlcjmNHTtW/f39evHFF3XppZdKkpYuXaodO3ZIkp555hl1dnZKkjo6OvSHP/xB/f396X8zGFLpukrSX//6V3V3d6uzs1Pf+c539L///a/seiNbw9f21Vdf1fnnnz/054ULF+qpp57inHVQpWsrcd665PTTT1dXV5daWlrU3NysmTNnat++fTr77LM1ffp0NTU1qbOzUzt27NAbb7yh9957T+eff76k99eQtbVTNWsrSXv27NGWLVvU2dmptWvXKpfLlVxzX1gZv+vWrdP8+fNP+drtt9+uq666ShdddJGOHDmiyy67TEeOHNHEiRPV1NQkaXDBDx06JEl66623dPrpp0uSmpqaNHHiRP3nP/9J9xvBKSpdV2lwLb/xjW/ot7/9rc4880ytXbu27HojW8PXdtasWXrllVd08OBB5fN57dixQ2+//TbnrIMqXVuJ89YlH/3oR4fCZt++ffrd736nhoaGoXNQklpbW3Xo0KFTzk3p/TVkbe1Uzdr29fXp4x//uG6++WZ1d3fr6NGjuvvuu0uuuS+sjN/hDh8+rI0bN2r79u3q6enR3LlztX79ehlj1NDQcMrfHf7niDFGY8Y48e0Go9S6StJPfvITzZs3Tw0NDVq5cqV27dpV1XojWx/5yEd000036brrrtOyZcv0sY99TM3NzZyzHii1thLnrYv+8Y9/aMWKFbrllls0ffr0U9YmWruBgYGiX2dt7VbJ2k6YMEH33HOPZs6cqaamJq1YsULPPvtsyTX3hRNXlpdeeknnnnuuZsyYoTFjxuiKK67QCy+8oClTpujYsWPK5/OSBmMq+lVca2vr0DTi5Mmlc4HmAAAE0ElEQVST6uvr0wc/+MHMvgeMVGpdjx07pnvvvXfo7xlj1NjYWHa9YZdcLqdPfOIT2rZtmx544AFNnTpV06dP55z1QKm15bx1z8svv6zly5frpptu0uWXX64zzjjjlA+aRms1/Otvv/22WltbWVuLVbq2b775ph555JGhrxtj1NTUVHLNfeFE/J577rnavXv30IVx586dmjNnjpqbmzV//nw98cQTkqRt27apra1NktTe3q5t27ZJkp544gnNnz9/aDoBO5Ra1w984AP62c9+pldeeUWSdP/99+uSSy4pu96wyzvvvKPly5fr+PHjOnHihO6//34tWrSIc9YDpdaW89YtBw8e1PXXX6+NGzdq8eLFkqS5c+fqtdde0/79+5XP57V9+3a1tbXprLPO0tixY/Xyyy9Lkn7zm9+ora2NtbVUNWs7btw43XnnnTpw4ICMMdq6dasuueSSkmvuiwZjjMn6IEq5+OKL9atf/UrTpk1Td3e37rnnHjU2Nurss8/W2rVrNWXKFL3xxhvq6urSv//9b5155pn64Q9/qMmTJ+u///2vurq6dODAAU2aNEkbN27UtGnTsv6WoMrW9aWXXtK6dev03nvv6ZxzztGGDRs0adKkkusNOxSu7cMPP6x7771XJ0+eVEdHh2644QZJ4px1VCVry3nrjjvuuEOPPvqoZsyYMfS1K6+8Uuecc47Wr1+vXC6n9vZ23XrrrWpoaFBvb69uu+02HT9+XLNnz9b69evV0tLC2lqo2rV98skn9eMf/1j9/f365Cc/qTVr1qilpaXkmvvA6vgFAAAA4uTEtgcAAAAgDsQvAAAAgkH8AgAAIBjELwAAAIJB/AIAACAYxC8AWGTNmjW64oorhh4cIEn5fF5XXnmlNm3alOGRAYAfiF8AsEhXV5feffddbdmyZehrW7ZsUWNjo775zW9meGQA4Afu8wsAlnn11Vf1la98RVu3bpUxRqtWrdKjjz6qqVOn6qmnntJPf/pTnTx5UuPHj1dXV5fmzp2rt956S9/73vd05MgRHT58WGeddZZ+9KMfacqUKWpra9O8efPU29urm2++WRdffHHW3yIAZIb4BQAL3Xffferu7tbAwIBuvPFGtbe3a+/evbrxxht13333afLkyert7dXKlSu1c+fOoVD+2te+poGBAa1cuVLt7e265ppr1NbWpmXLlunaa6/N+tsCgMw1ZX0AAICRrrrqKj355JOaOXOm2tvbJUnPPfecDh06pKuvvnro7zU0NOj111/XihUr9OKLL+qXv/yl9u3bp7179+pTn/rU0N+bN29e6t8DANiI+AUAS02bNk0zZswY+vPAwIAWLFigu+66a+hrBw8e1NSpU/WDH/xAvb29uvzyy/XpT39auVxOhb/YmzBhQqrHDgC24gNvAOCIz3zmM9q1a5dee+01SdLOnTv1xS9+UblcTj09PVq+fLmWLFmiD33oQ3r++ec1MDCQ8REDgH2Y/AKAI2bNmqXbb79d3/72t2WMUVNTk+6++26NHz9e119/vdatW6e77rpLzc3Nmj9/vvbv35/1IQOAdfjAGwAAAILBtgcAAAAEg/gFAABAMIhfAAAABIP4BQAAQDCIXwAAAASD+AUAAEAwiF8AAAAEg/gFAABAMP4fiS3DDW1kix0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(dtdiff['Year'], \n",
" dtdiff['Temperature Difference'], \n",
" cmap=cmapAvg, \n",
" shade=True\n",
" )\n",
"plt.title('Heat Plot of Temperature Differentials for Month %i 1853 -2019-6'%(mnth),fontsize=20)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## **December 2015**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One of the data points which caught my eye and why I have left this page on Decber's data, is because 2015 was an unnaturally warm month which I thought needed further investigation. It is such an outlier on the temperature measurements that it needed further looking into."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I collected some data by hand from **[from here](https://www.timeanddate.com/weather/uk/oxford/historic?month=12&year=2015)**\n",
" for the month in question to check the veracity of the data point from the Met Office."
]
},
{
"cell_type": "code",
"execution_count": 245,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Tmax</th>\n",
" <th>Tmin</th>\n",
" <th>Tdiff</th>\n",
" <th>Tavg</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>13</td>\n",
" <td>9</td>\n",
" <td>4</td>\n",
" <td>11.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>13.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>13</td>\n",
" <td>12</td>\n",
" <td>1</td>\n",
" <td>12.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>12</td>\n",
" <td>11</td>\n",
" <td>1</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>12</td>\n",
" <td>11</td>\n",
" <td>1</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Tmax Tmin Tdiff Tavg\n",
"0 13 9 4 11.0\n",
"1 13 13 0 13.0\n",
"2 13 12 1 12.5\n",
"3 12 11 1 11.5\n",
"4 12 11 1 11.5"
]
},
"execution_count": 245,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"oxford201512 = pd.read_csv('oxfordweather201512.csv')\n",
"oxford201512.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 246,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"count 124.000000\n",
"mean 10.854839\n",
"std 2.527712\n",
"min 3.500000\n",
"25% 9.375000\n",
"50% 11.500000\n",
"75% 12.500000\n",
"max 14.500000\n",
"Name: Tavg, dtype: float64\n"
]
}
],
"source": [
"print(oxford201512['Tavg'].describe())"
]
},
{
"cell_type": "code",
"execution_count": 247,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.title('Oxford December 2015 Average Temperatures Celsius',fontsize=20)\n",
"plt.xlabel('Per Day (split into 4 time periods)',fontsize=20)\n",
"plt.ylabel('Average Temperature celsius',fontsize=20)\n",
"plt.plot(oxford201512['Tavg']);\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 248,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
"sns.distplot(oxford201512['Tavg'],bins=10)\n",
"plt.title('Oxford December 2015 average Temperatures Celsius',fontsize=20)\n",
"plt.xlabel('Temperature Range',fontsize=20)\n",
"plt.ylabel('Frequency',fontsize=20);"
]
},
{
"cell_type": "code",
"execution_count": 249,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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s9urqIklGRnKwR0AIYB2gGWsBUuDXQd3hI/r2rX+oYstWJfTL0gW/+ZVSLx/Wcr682nnG6zzGmZ+vrcd35FxGRnKbj2k+397znPqYcNddvg5/CdgvvG3YsEFHjx7VL37xC23atKnLz2O3O+Rp629NhKC3GxLrACexFiAFdh146utlf+/dpna2mBhl3DtZKaNvkis6utUMaZY42c8QNs2mMwfgNEucJJ3xGm/nbLbjbb5e8/n2Zjr1MeGM7weS2Wxq983SgG2w99577+mbb77RhAkTNHPmTH355ZeaMWNGoF4eAACcJcMwVP3pRn0783lVrHpfluE5OuflV5V6y21nrCXOy81WbHTrqBEbbVbusL5nPJ6Xm93mNd7Otfd6zec7+hh0bwF75/eVV15p+XjTpk3661//qv/+7/8O1MsDAICzcFo72xNPKiH7/Havaf4FsjPtrHB+v5R2d1zoyrn2Xq8jMyEysM8vAABok9vhUNnSJar6eF1TO9uD35dl5PUdbmfLGZx5xmDZ1vGzOdeR8x19DLovv4ffNWvWnHZs+PDhGj58uL9fGgAAdJHh8aiqYO0p7Ww3yTr+LtrZEPZ45xcAALRSu+dr2ebNlvNgczvbNMVldX2nJiCUEH4BAIAkqbGiQmWLFuj45k8VnWZVn8d/pKQrr5LJZAr2aIDPEH4BAIhwLe1sK5ZLbrfSxk1Q2m23yxwXF+zRAJ8j/AIAEMEcO7fLNn+eGkuPKfHyK9Tr3imKycgI9liA3xB+AQCIQA3HSmRbME81O3coNrOPsp75qRIHXxrssQC/I/wCABBBPPX1sq9YrsoPP5ApOlrpk+5T6pibz1hSAXRHrHQAAMJUYVFJS1lDRmqCLj0nVTuL7a3KG6QThQ5V9brGfUg32rbIXFOtPWkX6APLMMUXW5TXr+zk4850rZdjOYMzW81CcQRCmckwjDO0a4cuu90hz5kKwSMIvd2QWAc4ibUQmQqLSjRr5W41uDxtPibKJJnMJqXV2nWzbbP615eqJM6qj3pfo4OxGac9zuU2On0sNtqskZdlasMXJa1miY0268GxgwjAAcb3A8lsNslqTWrzPO/8AgAQhvILitsNvpIU46rXDfbtGlb9jerNsXo/I0c7LedL39m6zG00/6fzxxpcHhVsP6Lvvi/V4PIov6CY8IuQQ/gFACAM2audbZ4zGR4Nq96jG+zbFedp1NaeF+mTtKFyRvln67K2fiDb3oxAsBB+AQAIQ1ZL3BnDZb+6Y7rZtlm9Gyp0IKG3VqdfI1tcql9nMZvOHICtFvYJRugxB3sAAADQeXm52YqNPvnPeJKrVuNKPtb9hz9QvMeppZk3aGHWLarokdbquiiTFB1l8tmx2Gizcof1bTVL8/HmX5ADQgnv/AIAEIaa76V9Z+0eZR/cppEVXyhKhrZmXq61PQbJkpKkH3Rix4azOZYzOFPn90thtweEBXZ7CEP8Jick1gFOYi1ELsfOHbItmKvGY8eUNvxqWe6apNiMXsEeC0HE9wN2ewAAoNtpOHZMtgVzVbNzh2J6Zyprxk90zqgRER96gI4g/AIAECY89fUqf/89Vfx7lRQVrfR77lXqTbfQzgZ0An9bAAAIcYZh6PjmTSpbvECuigpZckYqfeIkRaekBHs0IOwQfgEACGHOg/9R6dzZqvtmj+IGDFSfx36ohPMvCPZYQNgi/AIAEILcDofKluWrat1aRSUmqdcDD6nndTfIZGaXUuBsEH4BAAghhsejqo/XqWzpEnnq6pQyaoysE+5WVGJisEcDugXCLwAAIaLumz0qnTtbzoP/UcJFg9RryjTF9esf7LGAboXwCwBAkDVWVKhs8UId31So6LQ09Xn8h0q68mqZTCbvFwPoFMIvAAB+VFhU0tJ8lhgfJZPJJEedS1ZLnIae01P6tEDDjm6TWYZKLh6hD2Mv1LHVDlk3b9SQbKt2FttbWtO++zktakDnEX4BAPCTwqISzVq5Ww0ujySppt7dcq7n0WKd/8VnSms8rj2J/fVR+lWqakyWGpsea692au22Iy2PP9Pns1buliQCMNAJhF8AAPwkv6C4Jfg2S2mo1k1ln+n82sOyx1i0oM8YfZuY1aXnb3B5lF9QTPgFOoHwCwCAn9irnS0fx3galVPxha6p+Epuk1lrrFfq85RB8piifPYaALwj/AIA4CdWS5zsVfW62LFfo8q2yOKu1ZfJ52mt9QrVRPfw2WsA6DjCLwAAfjLpkgQ5lryrfnXHVBKXpmWZN+hwQi+fPX9stFl5udk+ez4gEhB+AQDwseZ2tpR1a2WJS9An/a/Txthz1CMhRkmn7PbgbTcHdnsAfI/wCwCAj7RqZ6utVcqo0bJOyNOgxEQ9HOzhAEgi/AIA4BOt2tkuvEi9ptyvuP60swGhhvALAMBZcFVWyLboRDtbapr6TH9CSVdfQzsbEKIIvwAAdIGnsVGVH34g+4rlktuttNvvVNod42SOY/cFIJQRfgEA6KSaL3aqdP4cNR47psRhlyvj3imK7eW7XRwA+A/hFwCADmo4dky2BXNVs3OHYnpnKmvGs0q8dEiwxwLQCYRfAAC88DidKl+xXBX/XiVFRSv9nnuVetMtMkXzzygQbvhbCwBAGwzD0PHPNqls0UK5KsqVnDNCGRMnKTolNdijAegiwi8AIKAKi0qUX1Ase7VTifFRMp0ofejIx2aT5DHU6etO/fi7ZRFtPW6AqpR7dJOyakpUlmDVsVH3a2NVguxvbOvwc1NEAYQek2EYRrCH6Ay73SGPJ6xG9rmMjGTZbMeDPQaCjHWAZuG0FgqLSjRr5W41uDzBHqVN8W6nri/frsur9qjeHKuPrZdrh+V8GSZzl54vNtqsB8cO8nsADqd1AP9hHUhms0lWa1Kb53nnFwAQMPkFxSEbfE2GR0Oq9yrXvk3xngZt63mhPkkbpvqos9u6rMHlUX5BMe/+AiGC8AsACBh7tTPYI5xRVl2pbi7brExnuf4T31urM65WaVyaz54/VL9uIBIRfgEAAWO1xIVUEEx01WqUfasuPb5P1VE9tKz39dqVdI7k43Y2q4XiCyBUEH4BAAGTl5sdEvf8mg23rqrcpZHlOxVleLQx9TIVpl6qRnOMz18rNtqsvNxsnz8vgK4h/AIAAqb5vtdg7vYw1CjVjcc2K8FRrm969FNh1nBVx/dUow92iGC3ByD0EX4BAAGVMzgzKGGwobRUtoXzVLN9m2J691avh5/VhZcN0R0BnwRAMBF+AQDdmsfpVPn776nig5VN7WwT71XqzbSzAZGKv/kAgG7JMAw5Pv9MtoXzm9rZhucoY9K9tLMBEY7wCwDodpyHDqp03hzVfb1bcf0HqM/0J5RwwQXBHgtACCD8AgC6DbfDIfu7S1W5do3MPXqo1/0PqOcNN8pk7lo7G4Duh/ALAAh7hsejqk8+VtnSxfLU1KjnjaOUPiFPUUltV5wCiEyEXwBAWKvb+41K586W8z8HlHDBheo19X7F9R8Q7LEAhCi/h1+Hw6HJkyfrjTfeUL9+/bRgwQK9/fbbMplMuvTSS/Xb3/5WsbGx/h4DANDNuCorZVuyUMcLNyo6NVWZjz6u5GuGy+TjdjYA3Ytfw++OHTs0c+ZM7d+/X5L07bff6q233lJ+fr4SExP1/PPPa+7cuXrooYf8OQYAwIvCohKvxRPeCiY6ev5six8Ml0sVq/8t+/J3JbdLabffqbTb75Q5Pt7HfyoAuiO/ht+FCxfqxRdf1HPPPSdJio2N1YsvvqikE/dgXXjhhTpy5Ig/RwAAeFFYVNKqcrim3t1y7tSPPcbpx7py3l7t1KyVuyWp0wG45ssvVDp/jhpLSpQ4ZKgy7puq2N69O/UcACKbX8Pvyy+/3OrzrKwsZWVlSZLKy8s1Z84cvfLKK/4cAQDgRX5BcUvwDZQGl0f5BcUdDr8NtlLZFpxsZ+v742eUNGSon6cE0B0F5Rfejh07pkceeUQTJ07U8OHDO3Wt1cpv7kpSRkZysEdACGAdoNnZrIXyaqcPJ+nc63qb211fr0NLlurw0mUyRUVp4AP3q+/4O2WOiQnQlOGF7wmQWAfeBDz8FhcX65FHHtH3vvc9/eAHP+j09Xa7Q57mn51FqIyMZNlsx4M9BoKMdYBmZ7sW0ixxsgchAKdZ4tqcu6WdbdF8ucpbt7PZK+sl1Qd22DDA9wRIrANJMptN7b5ZGtDw63A49PDDD2vGjBm66667AvnSAIA25OVmt7rnNxBio83Ky80+47nT2tkefVwJF1wYsNkAdG8BDb+LFy9WWVmZ/vGPf+gf//iHJGn06NF6+umnAzkGAOAUzffdBnu3B3dNjezLlqpy3RqZExJoZwPgFybDMMLqHgJue+BHGmjCOkCzcF8Lhsej6vWfqCx/sdw1DtrZuijc1wF8g3UQYrc9AABwqrrivSqdN0fO/d8q4YILlTFlmuIHDAz2WAC6McIvACDgXFWVKluySNUbNygqJUWZjz6m5GuupZ0NgN8RfgEAAWO4XKr46EOVL18mw0U7G4DA61T4PXbsmA4ePKirrrrKX/MAALqpmqIvVTpv9intbFMU27trFccA0FVew+/cuXO1ZcsWvfDCC8rLy1NSUpJuueUW/eQnPwnEfACAMNdos6l0wdymdrZetLMBCC6v+8csXrxYv/jFL7Rq1SqNGTNGK1as0IYNGwIxGwAgjHmcTpW9k6/9v/qFand9pfSJkzTwty8RfAEEldd3fk0mk9LT01VYWKixY8cqOjpaHk9gO+ABAOHDMAw5tnwu28J5J9rZrlX6PfcpJjU12KMBgPfwGxsbq7///e/avHmzXnrpJc2dO1cJCQmBmA0AIlJhUUmnCifMZrOO1zaedQlFW+UTneE8fKipnW33LsX176/MRx5Tjwsv8uGfDgCcHa/h9+WXX9Zbb72lP/zhD+rZs6e2bNmil156KRCzAUDEKSwqaVU1XFPvbjl36sfNXT9Nx9xnOObtmtM/tlc7NWvlbknqdAA+rZ1t2gPqmUs7G4DQ06GGt/r6eh04cEAXXnih6uvrg/rOLw1vtLegCeuge/rZ3zbIXu0M6gxWS5z++MORHXrsae1sN9yo9Lsn0s4WBHxPgMQ6kHzQ8LZ9+3Y9+eSTio6O1vz58zVhwgT9n//zf3TFFVf4dFAAgIIefDszQ13xXpXOnS3ngf20swEIG15/HvXaa6/pn//8p1JSUpSZmanXXntNL7/8ciBmA4CIY7XEBXsErzO4qipV8r9/18FXXpKrqlKZjz6mfs/9guALICx4Db/19fU6//zzWz7Pzc2V2+1u5woAQFfl5WYrNjp498nGRpuVl5t9xnOGy6XyD1Zq/wvPq3rTp0q97Xad+9KrsgzPoZYYQNjwettDdHS0qqqqWr6x7du3z+9DAUCkav5Fs1Db7aGm6EvZ5s1RQ8lRJV42RBmTp9LOBiAseQ2/jz/+uO6//36VlZXp2Wef1YYNG/S73/0uELMBQETKGZzZqd0W/PkLLo02m2wL58uxbUtTO9tTM5Q0dJhfXgsAAsFr+B09erSys7O1YcMGeTwe/ehHP1J29pl/JAYA6B48TqfKV72vilXvS2az0vPuUcrNt8ocExPs0QDgrLQZfouKilp9PnRoUx1lfX29ioqKNHjwYP9OBgAIuJPtbPPlKrcr+ZrhTe1saWnBHg0AfKLN8PvUU0+1eZHJZNJHH33kl4EAAMHhPHxYpfNmn9LONp12NgDdTpvhd82aNYGcAwAQJO7aGtnffUeVaz6SOT5BvaZ9Tz1vuFGmqKhgjwYAPtdm+P373/+uRx99tM0q45kzZ/ptKACA/xkej6o3nGhnc9DOBiAytBl+k5OTJUkpKSkBGwYAEBh1+4qb2tn2f6v48y9Q1jP3U1IBICK0GX4nT54sSUpLS9PUqVNbnXvzzTf9OxUAwC9cVVUqW7JI1RvXK6pnijIfma5kSioARJA2w++8efNUX1+vf/7zn3I6T/a8NzY2av78+Zo+fXpABgSAUFZYVNKpQoqOnm+vcKIrDJdLlWtWy758mTwNDUq97XZZ7xwnc3yCT54fAMJFm+E3Ojpae/bsUX19vfbs2dNyPCoqSs8//3xAhgOAUFZYVKJZK3erweWRJNXUn4anJEQAACAASURBVKx+P/Vjj3H6MW/n7dVOzVq5W5LOOgDXFH0p2/y5ajh6RD0uHaJek6cqNpN2NgCRqc3wO2nSJE2aNEmrV6/WTTfdFMiZACAs5BcUtwRff2hweZRfUNzl8NtYZpNtwYl2toxe6vvUDCUOGcotDgAimteGt2HDhumvf/2rKisrWx1ntwcAkc5e7fT+oCC8Rqt2NpNJ1rsnKvWWW2WOifXDhAAQXryG35/97GeKj4/XJZdcwrsFAHAKqyXO7wHYaonr8GMNw5Bj6+eyLaCdDQDa4jX8lpSUaOXKlYGYBQDCSl5udqt7fn0tNtqsvNzsDj3WefiwbPPnqHbXV4rt11/9Hn5UPS4a5Je5ACCceQ2/ffv2VW1trXr06BGIeQAgbDTfixvM3R7ctTXa9/8W6eiKlU3tbFPvV8/cUbSzAUAbvIbfXr166a677tI111yj+Pj4luPc8wsATQHYV9uRdcZp7WzX5za1s50oKAIAnJnX8JuVlaWsrKxAzAIA6IBW7WzZ5+vS3/5adZaMYI8FAGHBa/h98sknTztWW1vrl2EAAG07rZ3t4elKvjZHSb0sqrMdD/Z4ABAWvIbf1atX689//rNqa2tlGIY8Ho8qKyu1bdu2QMwHABGvqZ3tI9mXv9PUznbrWFnHjaedDQC6wGv4fe211zRjxgzNmzdPjz76qFavXq3ExMRAzAYAEa9211cqnTdbDUeOqMell51oZ+sT7LEAIGyZvT0gISFBt99+u4YNG6a4uDj95je/0bp16wIwGgBErsYym4787S869PprMhob1ffJp5X19LMEXwA4S17f+Y2Li1NDQ4MGDBigXbt2afjw4ZRdAICfeBoaVL5yxcl2trvylHrrbbSzAYCPeA2/o0eP1vTp0/WHP/xB9913n7Zs2aLU1NRAzAYAEaOpnW2LbAvnyWW3K/nqa5Q+6T7FpFmDPRoAdCtew+/jjz+u8ePHq3fv3vrb3/6mzz77THfeeWcgZgOAiOA8cli2eSfa2bL6qd/PnqedDQD8xGv4LSoqkiRVVFRIkq666iqVlJTIauXdCADho7CoxGsTW2da2brSxvZd7tpa2ZcvU+Wa1TLHxStj6v1KoZ0NAPzKa/h96qmnWj5ubGxUWVmZBg8erMWLF/t1MADwlcKiEs1auVsNLo8kqabe3XKurY89RvvnT/3YXu3UrJW7JalDAdjweFS9cYPKliyS23FcPW/IVfpdtLMBQCB4Db9r1qxp9fmmTZu0fPlyvw0EAL6WX1DcEnz9pcHlUX5BsdfwW7dvn2zzZqv+232Kzz5fWTOeVfzAc/w6GwDgJK/h97uGDx+uV1991R+zAIBf2KudQX8dV1WVypYuVvX6TxTVs6cyH35UycNzZDJ73XESAOBDHb7nV2r6beQvv/xS9fX1fh0KAHzJaokLSAC2WuJOO2a4XKpct0b2ZUtpZwOAENCpe35NJpOsVqt+85vf+HMmAPCpvNzsVvf8+kNstFl5udmtjjW1s81Rw5HD6jH4UvWaMo2SCgAIsk7f8wsA4ab5PtxA7fbQaC+TbeF8ObZ8rpj0DPV98mklDh1GQRAAhIB2w29NTY3mz5+vrVu3yuPx6PLLL9fUqVO1evVq9e7dWzk5OYGaEwDOSs7gzE5vRdZZnoYGVax6X+UrV9DOBgAhqs3wW1lZqfvuu0/Z2dkaOXKkJOnTTz/VxIkTlZiYqH/9618BGxIAQtl329mSrrpGGffSzgYAoajN8PuXv/xFkyZN0iOPPNJybNq0afrxj3+s6OhoJSUlBWRAAAhlTe1sc1W7q6ipne2nP1ePQRcHeywAQBvaDL+bN2/WO++80+pYZWWliouL5XK5/D4YAISy1u1scbSzAUCYaDP8mkwmRX3nm3hiYqL+/Oc/65lnnvH7YAAQigyPR9WFJ9rZjh9Xz+tzZb07T9HJlmCPBgDogHZ/4c3hcLS6vSEmJkYZGRl+HwoAQlH9t/tUOm+26vedaGd7mnY2AAg3bYbfO++8U7/61a/0hz/8QbGxTb+p7HQ69eKLL2r8+PEBGxAAgs1VXa2y/MWq3vCJoiwWZf7gUSVfSzsbAISjNr9zP/zww5KkMWPG6IknntATTzyhMWPGyGw2t5zrCIfDoTvvvFOHDh2SJG3cuFHjxo3TLbfcoj/96U9nOT4A+I/hcqli9b+1/4Wfq7pwg1JvuU3nvvyqLCNGEnwBIEy1+c5vVFSU/vSnP+mLL77Qli1bJElPPPGEhgwZ0uEn37Fjh2bOnKn9+/dLkurr6/XLX/5Sb7/9tvr06aPHHntMBQUFys3NPbuvAkDEKCwq6VJZxXeLKLw5rZ1t8lTF9unr568OAOBvXhveLrvsMl122WVdevKFCxfqxRdf1HPPPSdJ2rlzpwYOHKj+/ftLksaNG6dVq1YRfgF0SGFRSaua4pp6d8u5tj72GE3/117t1KyVuyWp3QBMOxsAdG9ew+/ZePnll1t9Xlpa2uoX5nr16qVjx475cwQA3Uh+QXFL8O2KBpdH+QXFZwy/noYGVXywsqmdTaKdDQC6Kb+G3+/yeDyt3j0xDKPT76ZYrZRrSFJGRnKwR0AIiLR1UF7t9MlznPrnZhiGyj/drAP/+085S0tlHTlC537/AcWF2c42kbYWcGasA0isA286HH6rq6tlsZzdPpaZmZmy2Wwtn9tsNvXq1atTz2G3O+Rp/jlmhMrISJbNdjzYYyDIInEdpFniZD/LAJxmiWv5c3MeOSLb/Dmq/ap1O1u1JIXRn20krgWcjnUAiXUgSWazqd03S73+uvK+fft0++2364477tCxY8c0duxYFRcXd2mYoUOH6ttvv9WBAwfkdrv13nvv6YYbbujScwGIPHm52YqN7vouC7HRZuXlZstdVyfbgnk68NtfqX7/t8qYMk0Df/1baokBIAJ4/VfkpZde0gsvvCCr1arevXvr/vvv169//esuvVhcXJxeffVVPfXUU7r99tt13nnn6bbbbuvScwGIPDmDM/Xg2EGyWuIkSYnxUUpKiG73Y/OJO6usljg9eNuFuqTyG+1/4eeqWP1vWUaM1Dkvv6rUMTdTSwwAEcLrbQ+VlZUaOXKk/vjHP0qSpk2bpoULF3bqRdasWdPycU5Ojt59991OjgkATXIGZ3Z4u7JT1e//VqVz39KxfcWKPy9bWT9+RvHnnOuHCQEAoaxD9/w6nc6WX0yz2WzyeLr+29YAEEit2tmSk9X7+4/IkjOCkgoAiFBew+/UqVP18MMPy2636/XXX9eKFSv0yCOPBGI2AOgyw+VS5bq1si/Ll6ehQak336q0cRMUlZAQ7NEAAEHkNfzec889GjhwoNatWyeXy6Xf//73GjlyZCBmA4Auqd29S6VzZ9POBgA4TZvht7KysuXjCy64QBdccEGrcykpKf6dDAA6qdFul23hvJPtbD96SonDrqCdDQDQos3we+2118pkMskwTu6p2/y5yWTSrl27AjIgAHjjaWxQxapT2tkm3K3UW8fKHEs7GwCgtTbD7+7duwM5BwB0mmEYqtm+VbYF89VYZlPSVVcrY9JkxVitwR4NABCivN7z63a7NX/+fK1fv15RUVEaPXq08vLyAjEbALSp4egRlc6fq9qiLxXbN0v9fvKcelx8SbDHAgCEOK/h9/e//72Ki4s1YcIEGYahxYsX68CBA3rmmWcCMR+AbqCwqET5BcWyVzuVGB8lk8kkR52r1cdWS5yGZFu1s9je7uMyE026L3qfErZvlDk2VhmTpyll1GhKKgAAHeI1/G7cuFErVqxQTEyMJGn8+PEaP3484RdAhxQWlWjWyt1qcDXtD15T7245d+rH9mqn1m47csZzNfVuyTB06fF9uvHbLYp316v+0qt0yQ8eULTFEoCvAgDQXXgNv2lpaXK73S3h12QyycI/NgA6KL+guCX4dlVmfZlutm1WlrNMh+PStbjPaDXGZumPfC8CAHSS1/A7aNAgTZ06VXl5eYqKitL777+v1NRU/eMf/5Akff/73/f7kADCl73a2eVrE9z1yrVv1dDqvaqNiteKXiP0RXK2ZDJJZ/G8AIDI5TX8Op1OXXTRRSoqKpIk9evXT5K0Z88e/04GoFuwWuI6HYBNhkdXVH2t68t3KMbTqM96XqwNaUPljDq5dZnVEufrUQEAEcBr+H3llVcCMQeAbiovN7vVPb/eDKgt0U1lm9WroVLfJvTR6oyrZY9tXaoTG21WXm62P8YFAHRzXsPvpk2b9Oabb6qqqqrV8cWLF/ttKADdR87gTEnyutvDgPhG3Vq5TdYju1UZnaQVA0brW8tAOerdp+0KkZeb3fK8AAB0htfwO3PmTH3ve9/TgAEDAjEPgG4oZ3Bmm2HV09igig9Wqfz99yTDUNqEu3X+rWN1De1sAAA/8Bp+rVarHnjggUDMAiCCNLWzbZNtwbymdrYrr1LGvZMVY00P9mgAgG7Ma/gdPXq05syZo+uvv17R0Scf3rdvX78OBqD7at3O1pd2NgBAwHgNvxUVFfqv//ovJSQktBwzmUzaunWrXwcD0P246+pU/t4yVaz+8EQ721Sl3Dhapmiv34oAAPAJr//irF27VuvXr1d6Oj+KBNA1hsej45sKZVu8UO7qallGXq/0vHtoZwMABFyH7vlNS0sLxCwAuqH6/ftVOm+26ov3Kv6885T15NOKP/e8YI8FAIhQXsPvhRdeqKlTp2rUqFGKPeW3r2l2A9Ae1/Fq2ZcuUdUnHysqKVm9v/+wLDkjZTKbgz0aACCCeQ2/9fX1Ovfcc7V///4AjAMg3BlutyrXrZF92VJ5nE6l3HSLrOMmKKpHj2CPBgAADW8A2ldYVNJSUGG1xGlItlU7i+2nFVZYLXEamexQ5qZVSquv0MHEPvr4vGt18NtkWf+5jWIKAEBI8Bp+t23bpjfffFO1tbUyDEMej0eHDh3SunXrAjAegGAqLCppVU1sr3Zq7bYjLedr6t2SJEujQ9ftKdDFjgOqik7U0sxcfZ04QDJMLdfNWrlbkgjAAICg8nrz3cyZM3X55ZfL4XBo3LhxSkpK0i233BKI2QAEWX5BcUvwPZMoj1sjynfq0f8s0/k1h/RJ2lD9fcAEfZ00UDKZWj22weVRfkGxv0cGAKBdXt/5NZlMmj59uioqKnTeeedp3LhxmjhxYiBmAxBk9mrnmU8Yhi6oOagxZZ8rxeXQ7sQBWpN+lapjkrr2fAAABIjX8JuYmChJGjBggL755htdeeWVMvPb2kBEsFriTgusaQ1VGlP2mbJrj8gW21Pz+t6sAz36dPj5AAAIJq/hd8iQIZoxY4aefvppPfbYY9q/f3+rmmMA3VdebnbLPb+xnkaNKN+pqyt3qdEcpdXpV2lrz0HymDr2P4Zjo83Ky83288QAALTPa4r95S9/qR07dujcc8/VCy+8oA0bNuj1118PxGwAgixncKZkGNq59ANddWiTkt11Kj1niD5IHqLDdebTdntobycIdnsAAISCdsOvYRhyu90aNmyYHA6HnE6npk6dqnPOOSdA4wEIpvoD+5W1fLasB/Yq7pxz1Wvq93TheefpumAPBgBAF7UZfvfu3avp06frV7/6lXJycjRp0iRJksPh0KuvvqqRI0cGbEgAgdXUzpavqk8KFJWUpN4P/UCWEdfRzgYACHttht/XXntNM2bM0KhRo7RkyRJJ0ooVK3Ts2DE988wzhF+gGzLcblUWrJX9nXx56uuVMuZmWcdPUFSPxGCPBgCAT7QZfo8eParx48dLkjZt2qQxY8bIbDarT58+cjgcARsQQGDUfr1bpXNnq+HwIfW4+BJlTJmmuL5ZwR4LAACfajP8nrqd2bZt2zRz5syWz51O9uoEuovGcrvKFi3Q8c82K9pqVZ8nfqSkK66S6TslFQAAdAdtht+ePXtq9+7dcjgcstlsuvrqqyVJW7duVe/evQM2IAD/8DQ2quLfq1S+YrlkGLKOv0upt90uc2xssEcDAMBv2gy/zz77rB566CE5HA799Kc/VY8ePfTWW2/pjTfe0P/8z/8EckYAPmQYhmp2bJdtwTw12kqVdOVVyph0n2LSM4I9GgAAftdm+B02bJg+/vhj1dfXy2KxSJIuv/xyLVq0iK3OgDDVUFKi0vlzVPvlF4rt01dZz/5MiZcMDvZYAAAETLv7/MbGxir2lB+BXnHFFX4fCIDveerrZH9vuSo+/EDm2Fhl3DtFKaPHyERbIwAgwvAvHxCGCotK9M76Qtkq6k5rVmv1eVW9hrsOauSxzxVb79DO5GztPOdaXWD01843N53++DY+p50NANBdmAzDMII9RGfY7Q55PGE1ss9lZCTLZjse7DEQJIVFJZq1crcaXJ52H9fbaddNts3qX2/TkTirPsy4Rkfju3Zfb2y0WQ+OHUQADlF8T4DEOkAT1oFkNptktSa1eZ53foEwk19Q3G7wTXDX6wb7dg2r3qPaqHi93ytHO5PPl85i67IGl0f5BcWEXwBA2CP8AmHGXn3mfbZNhkeXV+3R9eXbFedp1Oc9L9b6tKFyRvlm67K2XhcAgHBC+AXCjNUSd1oQ7V93TDfbNqtXQ4UOJGTqw/SrVRaX6vPXBQAg3BF+gTCTl5vdcs9vsqtGo8q26BLHflVFJ2ppZq6+ThxwVrc4nElstFl5udk+fU4AAIKB8AuEmZzBmZLLpX3572roka0yy9ChS0bq37EXqtTh7tDuDZ39nN0eAADdBeEXCCOGYahm5w5lzp8rq61USZdfqYx7J+uSjAyNDvZwAACEAcIvECaa2tnmqvbLnYrt01eDf/trNWadF+yxAAAIK4RfIMS11c6W0ic14vdyBACgswi/QIgyDEPHNxXKtmih3FWVsoy4TukT71F0z5RgjwYAQNgi/AIhqP4/B1Q6d7bq936juHPOVd8fPqmE7PODPRYAAGGP8AuEELfDobKlS1T18TpFJSWp94Pfl2Xk9TKZzcEeDQCAboHwC4QAw+1W1cfrVLY0X576OqWMuUnW8XcpqkdisEcDAKBbCUr4XbZsmd58801J0g033KCf//znwRgDCAm1e76Wbd5sOQ8eVMKgi9VryjTFZfUL9lgAAHRLAQ+/dXV1evnll7Vq1SpZLBZNmTJFGzdu1IgRIwI9CuA3hUUlyi8oPq0k4tTjA+IbdUvVdqUf3KWq6B767Nwxuvy2m3So0qT8ZRtaXSvptOcbf2NykL9KAADCT8DDr9vtlsfjUV1dnXr06CGXy6W4uLhAjwH4TWFRSUv9sCTZq52atXK39h6q1IYvSuRubNS1FV9pRMUXMsuj9alD9GnqpXKZo7VtxS6ZzCa53EbLtf/73lenHZu1crcsyfEaPICdHwAA6IyAh9+kpCQ9/fTTGjt2rBISEnT11VfriiuuCPQYgN/kFxS3BN9mDS6PCrYf0bmOQxpT9pnSGo9rT2J/fZR+lapiTr6D6zaa/6N2jzW4PPrXyl36w2M5/voyAADolgIefnfv3q0lS5Zo7dq1Sk5O1k9/+lO99dZbeuSRRzp0vdWa5OcJw0NGBj/yDlXl1c7TjqU2VGtM2Wc6v/aw7DEWze97k/b36HtWr1NWUcc6QAvWAiTWAZqwDtoX8PC7fv165eTkyGq1SpLy8vI0d+7cDodfu90hj8fw/sBuLCMjmWavEJZmiZP9RACO8TRqRPlOXVO5Sy5zlNZYr9TnKYPkMUWd9eukpyawDiCJ7wlowjqAxDqQJLPZ1O6bpQHfPHTQoEHauHGjamtrZRiG1qxZo8suuyzQYwB+k5ebrdgoky45vk/TD7yjnMoi7bacq6I7HtP2jMvaDb5RJik6yuT1WGy0WQ+Mvdgv8wMA0J0F/J3f6667Tl999ZXy8vIUExOjyy67TNOnTw/0GIDfXJ7slOX4OsUcO6CjcVatyb5Z190xQjmDMzXwO7tADMm2amex3evODmc6duOV/SP+f90DANBZJsMwwuoeAm574EcaoapVO1tiktLz7pHlOv+1s7EO0Iy1AIl1gCasA++3PdDwBpwlw+NRVcHak+1so0+0syXSzgYAQKgh/AJngXY2AADCC+EX6ILGigqVLVqg45s/VXRamvo8/kMlXXm1TCaT94sBAEDQEH6BTvA0Nqryww9kX7FccruVdud4pY29Q2ZaCgEACAuEX6CDHDt3yLZgrhqPHVPisMuVcd8UxWb0CvZYAACgEwi/gBcNx47JtmCuanbuUExmprJm/ESJl7I3NQAA4YjwC7TBU1+v8vffU8W/V0lR0UqfdJ9Sx9wsUzR/bQAACFf8Kw58h2EY2pr/gUyrlyupsUZ70i5Q+sRJKkuyKP/NTa2KJnIGZ6rwO8UVzccBAEDoIfwCp3Ae/I/2/r//VfLh/ToaZ1V+1g06kpChqHWHZDKb5HI3FazYq52atXK39h6q1IYvStTg8rQ6LokADABACCL8AjrRzvZOvqoK1soVFacPM3L0hSVbhqmpnc1tNP/npAaXRwXbj+i7hYMNLo/yC4oJvwAAhCDCLyKa4fGo6uN1Klu6RJ66pna2P+1LkzOqY1uXtdW0ba92+nBKAADgK4RfRKy6b/aodO5sOQ/+RwkXDWpqZ+vXX0l/2yBnB8Or2XTmAGy1sO8vAAChiPCLiNNYUaGyxQt1fFNhUzvbYz9U0lUn29nycrM1a+Xulvt4JSnKpFb3/EpSbLRZIy/LbHXPb/PxvNzswH1BAACgwwi/iBiexkZVrv637O+92247W/O9ut/dweFMx3IGZ+r8fins9gAAQJgg/CIidLadLWdw5hkDbFvHCLsAAIQHwi+6tVbtbL1pZwMAINIRftEtndbOds+9Sr3pFtrZAACIcCQBdCuGYej45k0qW7xArooKJeeMUMbEexWdkhLs0QAAQAgg/KLbcB78j0rnzVHdnq8VN2Cg+jz2QyWcf0GwxwIAACGE8Iuw53Y4VLYsX1Xr1sqcmKhe33tIPa+/QSazOdijAQCAEEP4RdgyPB5VfVLQ1M5WU6OUUaNlnZCnqMTEYI8GAABCFOEXYanum29UOm+2nP85oIQLL1KvKfcrrn//YI8FAABCHOEXYcVVWSHb4oU6/mmholPT1Gf6E0q6+pqWdrbOKCwqoZwCAIAIQ/hFWDBcLlV82NzO5lLaHeOUdvudp7WzdVRhUUmrCmN7tVOzVu6WdOYiCwAA0D0QfhHyar7YqdL5c9V4rKSpne3eKYrt1XY7W0fkFxS3BN9mDS6P8guKCb8AAHRjhF+ErIbS0qZ2th3bT7SzPavES4f45Lnt1c5OHQcAAN0D4Rchx+N0qnzFcr+2s1ktcWcMulZL126jAAAA4YHwi5BhGIaOf7ZJZYtObWebpOiUVJ+/Vl5udqt7fiUpNtqsvNxsn78WAAAIHYRfhATnwYMqnTf7ZDvb9B8q4QL/tbM139fLbg8AAEQWwi+Cyu1wyP7uUlWuXRPwdracwZmEXQAAIgzhF0Hx3Xa2njeOVvqEuxWVlBTs0QAAQDdG+EXA1e39RqVzaWcDAACBR/hFwLgqK2VbvMAn7WwAAABdQfiF3xkulypW/1v25b5pZwMAAOgqwi/8qubLnSqdd6KdbegwZdw39azb2QAAALqK8Au/OK2d7elnlXiZb9rZAAAAuorwC586rZ1t4r1Kvdm37WwAAABdRSKBTxiGIcdnm2VbtECuinIlX5ujjHvu9Uk7W2FRSbtlFO2d93YtAACILIRfnLXT29me8Fk7W2FRSasaYnu1U7NW7pbUVFLR3nlJ7V4LAAAiD+EXXeauqZF9Wf4p7WwPquf1uT5tZ8svKG4Jr80aXB7lFxQrZ3Bmu+ebP27rWgAAEHkIv+g0w+NR1fqPZc9fIneNQz1vHKX0CXl+aWezVzvbPe7tfGfPAQCA7o3wi06pK97b1M52YL8SLrhQvaber7j+A/z2elZL3BnDqtUS16Hz7Z0DAACRx3c/n0a35qqs1NG33tTBV16Sq6pSmY8+rn7P/cKvwVeS8nKzFRvdepnGRpuVl5vt9by3awEAQOThnV+067R2ttvvbGpni48PyOs335vb1o4N3s57OwcAACKLyTAMI9hDdIbd7pDHE1Yj+1xGRrJstuN+f52aL79Q6fw5aiwpUeKQoU3tbL17+/110TGBWgcIfawFSKwDNGEdSGazSVZr27+HxDu/OE2DrVS2BfNUs32bYnr1Vt8fP6OkIUODPRYAAMBZI/yihcfpVPnK91SxaqUUFaX0iZOUctMtMsfEBHs0AAAAnyD8oqmd7fPPZFs0X67yciUPz1HGJN+0swEAAIQSwm+Ecx46qNJ5c1T39W7F9R+gPo8+roQLLgz2WAAAAH5B+I1QTe1sS1W5bo3MCQnqdf8D6nnDjT5tZwMAAAg1hN8Ic1o7W+4opd/ln3Y2AACAUEP4jSDfbWfLmDJN8QMGBnssAACAgAlK+F2zZo3++te/qq6uTiNHjtTMmTODMUbEcFVWqmzJIlUXblBUSooyH31cydcMl8lkCvZoAAAAARXw8Hvw4EG9+OKLWrRokaxWqx588EEVFBQoNzc30KN0e4bLpYqPPlT58mUyXC6ljr1D1jvGBaydrSMKi0poYAMAAAET8PD74Ycf6vbbb1dmZlPA+dOf/qS4uLhAj9Htnd7ONkWxvUMrVBYWlWjWyt1qcHkkSfZqp2at3C1JBGAAAOAXAQ+/Bw4cUExMjB5//HEdPXpUN954o2bMmBHoMbqtcGpnyy8obgm+zRpcHuUXFBN+AQCAXwQ8/Lrdbn3++ed6++231aNHDz3xxBNaunSp8vLyOnR9e13NkSQjI7nV526nU4cW5+vw0mUyRUVp4AP3q+/4O0O6na282tnm8e9+fTgz/pzQjLUAiXWAJqyD9gU8/KanpysnJ0dpaWmSpJtuukk7d+7scPi12x3yeAx/jhjyMjKSZbMdl3SmdrZrlX7PfYpJTZW9sl5SfXCHbUeaJU72MwTgNEtcy9eHM5nAUQAAEuVJREFUtp26DhDZWAuQWAdowjqQzGZTu2+WBrzRYNSoUVq/fr2qq6vldrv1ySefaPDgwYEeo1twHj6kQ6+/pqP/92+KSkxS/5//Un0efVwxqeFRS5yXm63Y6NZLMDbarLzc7CBNBAAAuruAv/M7dOhQPfLII5o6daoaGxs1cuRITZw4MdBjhDWXw6HSubNPtrNNe0A9c8Ovna35vl52ewAAAIFiMgwjrO4hiOTbHgyPR9XrP5H9nSVyHT9OO1uE40dbaMZagMQ6QBPWgffbHmh4CxOntrNZLrlYKfdMpp0NAACgkwi/Ic5VdaKdbWNzO9tjOu+Om1VW5gj2aAAAAGGH8BuiTm1n8zQ2tmpno5YYAACgawi/Iaim6EvZ5s1RQ8lRJV42RBmTp4ZcOxsAAEA4IvyGkEabTaUL56lm29YT7WwzlDRkWLDHAgAA6DYIvyHA43SqfOUKVax6X4qKUnrePUq5+daQbmcDAAAIR4TfIDIMQ44tn8u2cL5c5Xb9//buPaiqut/j+GdzNfNCIiqVk0oeczJzrB7TKBSb8AIiaIWeFPVo3jqaKQ0xVv+gpjKhg0825iXOERUviJqSlo12FEZHnpMaPpTSQ6KiIB5FvLCBvc8fO/Yjj1dIWdu93q+/9l6btddnwRrn4+LH/jb/y8tqPfwtef8x/Q4AAAD3F+XXIJWnT6tk7Wpdy/+7fNu3V7vx76rpv3UxOtZ9lZN3lgEWAADApVB+G1nN1Ssq25qpiz/slkeTR9Tm30ep5Wt9ZfH0NDrafZWTd1apWfmyVtskSWXllUrNypckCjAAADAM5beR2G02le//H53P2Kiaigq1fC1ErYcOk2fz5kZHeyAy9hY4i28ta7VNGXsLKL8AAMAwlN9GcO23Asd0tsJ/qMnTnfXEjHfcfjpbWXllvbYDAAA0BsrvA1R96dIf09n2ybOln9r9x7tq/nJvUwyp8G/he8ui69/C14A0AAAADpTfB8BeXa2LP3yvsm1bZLNa9diAQfIPj5BHk0eMjtZookOC6qz5lSQfLw9FhwQZmAoAAJgd5fc+u5L3s0rXrZG1+IyaduuuNjEj5dPOfGtca9f18mkPAADAlVB+75Oq86UqTV+niv/NlXdAGz3+n+/r0e7Pm2KJw+30frYdZRcAALgUyu+fZKus1IVvdzims1ks8o8apsfeCJOHt4/R0QAAAPAvKL8NZLfbVfG3QypNr53O1kuth7/NdDYAAAAXRvltgBuns/k88aSejItX0y7PGB0LAAAAd0H5rYebprONfEctQ/q53XQ2AAAAd0X5vQdmm84GAADgrii/d1FnOlvQ03ri/Zlq8lQHo2MBAACgASi/t2Hm6WwAAADuivL7LxzT2XarbFumW09ny8k7W+8BFA3ZBwAAwJVQfm9w5VieStem/TGd7bk/prMFGh3rvsvJO1tn9HBZeaVSs/Il6bZltiH7AAAAuBrKr/6YzrZ+nSr+livvgAA9/t50Pfp8D7dd4pCxt8BZYmtZq23K2Ftw2yLbkH0AAABcjanLr1mns5WVV9Zre0P3AQAAcDWmLL83TWd76S9q/ebb8m7lb3S0RuHfwveWpdW/he993QcAAMDVeBgdoLFVnj6t058vVPHSv8rjkUf0ZFy8AidOMU3xlaTokCD5eNX90ft4eSg6JOi+7gMAAOBqTHPn1zGdbYsu/vC9PJo0UcDId+Rn0ulstWt06/PJDQ3ZBwAAwNW4ffm122wqz96n85s2qqbislq+GqLWUUxn6/1su3oX14bsAwAA4Ercuvxe/8dvOpf23zdMZ/uA6WwAAAAm5rbl126z6dTiz2Xx9GI6GwAAACS5cfm1eHio/YcfybtVK7ebzgYAAICGcdvyK0m+jz9hdAQAAAC4ENN91BkAAADMi/ILAAAA06D8AgAAwDQovwAAADANyi8AAABMg/ILAAAA06D8AgAAwDQovwAAADANyi8AAABMg/ILAAAA06D8AgAAwDQovwAAADANyi8AAABMg/ILAAAA06D8AgAAwDQovwAAADANyi8AAABMg/ILAAAA0zC0/M6fP1/x8fFGRgAAAICJeBl14JycHG3evFl9+/Y1KsJDLSfvrDL2FqisvFL+LXwVHRKk3s+2MzoWAACASzPkzu/FixeVnJysSZMmGXH4h96e3CKlZuWrrLxSklRWXqnUrHzl5J01OBkAAIBrM6T8fvLJJ5oxY4ZatGhhxOEfev+V9XdZq211tlmrbcrYW2BQIgAAgIdDoy972LBhgwIDA9W7d29lZGTUe39//2YPINXD5fz/Xbvl9gvllQoIaN7IaWAkft6oxbUAiesADlwHd9bo5XfHjh0qLS1VZGSkLl26pKtXr2ru3LlKSEi4p/3Lyipks9kfcErX1vqxR1R6iwLcqoWvSksvG5AIRggIaM7PG5K4FuDAdQCJ60CSPDwsd7xZ2ujld9WqVc7HGRkZOnjw4D0XXziMHthVKet/qrP0wcfLQ9EhQQamAgAAcH2GfdoDGq7vC+1Vfvk6n/YAAABQTxa73f5QrSFg2QO/0oAD1wFqcS1A4jqAA9fB3Zc9MOENAAAApkH5BQAAgGlQfgEAAGAalF8AAACYBuUXAAAApkH5BQAAgGlQfgEAAGAabjvkIifvrEsMgXCVHAAAAHDT8puTd1apWfnO8b9l5ZVKzcqXpEYtnq6SAwAAAA5uuewhY2+Bs3DWslbblLG3wJQ5AAAA4OCW5besvLJe2909BwAAABzcsvz6t/Ct13Z3zwEAAAAHtyy/0SFB8vGqe2o+Xh6KDgkyZQ4AAAA4uOUfvNX+MZnRn7LgKjkAAADg4JblV3IUT1coma6SAwAAAG667AEAAAC4FcovAAAATIPyCwAAANOg/AIAAMA0KL8AAAAwDcovAAAATIPyCwAAANOg/AIAAMA0KL8AAAAwDcovAAAATIPyCwAAANOg/AIAAMA0KL8AAAAwDcovAAAATMPL6AD15eFhMTqCS+D7AInrAP/EtQCJ6wAOZr8O7nb+Frvdbm+kLAAAAIChWPYAAAAA06D8AgAAwDQovwAAADANyi8AAABMg/ILAAAA06D8AgAAwDQovwAAADANyi8AAABMg/ILAAAA06D8PoRyc3M1fPhwRUZGKjY2VqdPnzY6Egy2aNEipaSkGB0DjWzbtm0aNGiQ3njjDaWlpRkdBwaqqKhQeHi4Tp06ZXQUGGTJkiUaPHiwBg8erAULFhgdx6VRfh9CcXFxSkxM1JYtWxQREaHExESjI8Egly9fVkJCglatWmV0FDSyc+fOKTk5WWvWrFFmZqbS09N14sQJo2PBAIcPH9aIESNUWFhodBQYJDs7W/v27dPmzZuVmZmpvLw8fffdd0bHclmU34eM1WrV9OnT9cwzz0iSunTpouLiYoNTwSi7d+9Whw4dNHbsWKOjoJFlZ2fr5Zdflp+fn5o2baqwsDB9++23RseCAdavX69PP/1Ubdq0MToKDBIQEKD4+Hj5+PjI29tbQUFBOnPmjNGxXJaX0QFQPz4+PoqMjJQk2Ww2LVmyRK+//rrBqWCUoUOHShJLHkyopKREAQEBzudt2rTRkSNHDEwEo8yZM8foCDBY586dnY8LCwuVlZWltWvXGpjItVF+XVhWVpbmzZtXZ1unTp309ddfy2q1Kj4+XtXV1Zo4caJBCdFY7nQtwJxsNpssFovzud1ur/McgPkcP35cEydO1IcffqgOHToYHcdlUX5d2MCBAzVw4MCbtl+5ckWTJ0+Wn5+fli5dKm9vbwPSoTHd7lqAebVr106HDh1yPi8tLeXX3oCJ5ebmatq0aUpISNDgwYONjuPSWPP7EIqLi9NTTz2lRYsWycfHx+g4AAzQp08f5eTk6MKFC7p27Zp27dql1157zehYAAxQXFysqVOnKikpieJ7D7jz+5A5duyYdu/eraefflpRUVGSHGv9vvrqK4OTAWhMbdu21YwZMzR69GhVVVVp+PDh6t69u9GxABhgxYoVqqys1GeffebcFhMToxEjRhiYynVZ7Ha73egQAAAAQGNg2QMAAABMg/ILAAAA06D8AgAAwDQovwAAADANyi8AAABMg/ILAAAA06D8AnBriYmJioyMVGRkpLp166awsDDn8+vXr6tLly66cOGCIdnGjRvnPPaECRN04sSJBr1PfHy8VqxYccvXTp06pbi4OIWFhWnIkCEaPny4NmzY0ODM9+JW53XgwAGFh4c/0OMCwL1gyAUAtzZ79mzn49DQUCUlJem5554zMNE/7d+/3/n4QQyqKS4uVkxMjD744AMtXLhQknTu3DnNmjVLhYWFiouLu+/HlG59XmVlZQ/kWABQX9z5BWB6KSkpio6OVmhoqNLS0pzbN2zYoOjoaA0dOlRjxoxRQUGBJOny5cuaNWuWwsPDFRERoQULFqi6ulqS1K1bN02fPl1hYWE6evSoCgoKNG7cOEVHRysyMlIbN26UJH300UeSpNjYWBUXFys0NFRHjx6VJG3cuFGDBw9WRESERo8ereLiYtlsNiUmJurNN9/UoEGDNHDgQOXm5t7xvJYtW6YBAwYoOjraua1t27ZKTk7W6tWrde7cuZvuyN74/Pz585oyZYrefvtthYaGatSoUc4SGxoaqpSUFI0cOVL9+vXTokWL7npetaxWq+bOnauoqCgNGTJE8fHxqqiokCStWbNGQ4YM0bBhwzRy5MgG3w0HgNuh/AIwvfbt2ysjI0NLlizRZ599pqqqKh08eFCZmZlKS0tTZmamxo8fr/fee0+SYymFn5+ftm3bpk2bNumXX37RypUrJUlVVVXq16+fdu7cqa5du2ratGmaOXOmMjIytHr1aq1cuVI//fST5s2bJ0lKTU1VYGCgM0t+fr6SkpK0fPlybdu2TaGhoVq6dKkOHz6skpISpaena8eOHYqKirrr3eLc3Fy99NJLN21v3bq1goKCdOTIkTvuv337dvXo0UPp6enavXu3mjRpoi1btjhfv3r1qtasWaN169Zp5cqVKioquu153WjZsmXy9PRURkaGtm7dqjZt2igpKUk1NTWaO3euli9frk2bNumtt966a8EHgPpi2QMA06u909m1a1dZrVZVVFRoz549+v333xUTE+P8uvLycl28eFE//vij1q5dK4vFIh8fH8XExCg1NVXvvvuuJOnFF1+UJBUWFurkyZNKSEhwvsf169d17Ngx9ejR45ZZcnJyFBwc7CyOY8aMcb7WsmVLrVu3TkVFRTpw4IAeffTRP3XeNpvtjq/Hxsbq0KFDWrVqlQoLC3X8+HE9//zzztf79+8vyXE32d/fX5cuXVL79u3vetw9e/bo8uXLys7OluT4D4O/v788PT01YMAAxcTEqG/fvgoODlZISMifOEMAuBnlF4DpeXk5/im0WCySJLvdLpvNpsjISOe6WJvNppKSErVs2VI2m835tbWv1S57kKSmTZtKkmpqatS8efM6d0vPnz+v5s2b3zaLp6dnnfe+fv26Tp8+raKiIs2ZM0djx45V//791alTJ23duvWO59WzZ08dPHhQYWFhkhzrbv38/HTp0iUVFBSoe/fuKioqkt1ud+5TVVXlfLxw4UIdOXJEw4YNU69evVRdXV3na319fZ2PLRZLndfuxGazKSEhwVlsr1y5osrKSklSUlKSfv31V2VnZ2vZsmXasmWLFi9efE/vCwD3gmUPAHALwcHB2r59u0pKSiRJa9euVWxsrPO11atXy263y2q1av369erTp89N79GxY8c6SwWKi4sVHh6un3/+WZKj6N5YmiWpV69eysnJcR533bp1Wrhwofbv369+/fpp5MiR6tatm77//nvV1NTc8RwmTpyonTt3avPmzZKkb775RhEREZoyZYpiYmIUGBioVq1a6cyZMyorK5Pdbtf27dud++/bt0+xsbEaOnSo/P39lZ2dfddj3u68bhQcHKy0tDRZrVbZbDZ9/PHH+vzzz3XhwgWFhITIz89PY8aM0fvvv3/TemEA+LO48wsAtxAcHKwJEyZo3LhxslgsatasmZYsWSKLxaLZs2crMTFRERERqqqq0quvvqpJkybd9B4+Pj764osvNGfOHC1fvlzV1dWaPn26XnjhBUnSgAEDNGrUKKWkpDj36dKli+Li4jR+/HhJUkBAgObOnauKigrNnDlTERERqq6u1iuvvKJdu3bdcelCYGCg0tPTlZycrC+//FJeXl7y8vKSv7+/fvvtNx0/flydO3dWTEyMhg0bpoCAAPXt29dZOKdOnaoFCxZo8eLF8vb2Vs+ePXXy5Mm7fu9udV43mjJliubPn6+oqCjV1NSoa9euio+PV7NmzTR58mSNGTNGTZo0kaenpxITE+96PACoD4v9Xn9PBQBwG/n5+fL19VXHjh2NjgIAjYryCwAAANNgzS8AAABMg/ILAAAA06D8AgAAwDQovwAAADANyi8AAABMg/ILAAAA0/h/jAsYGCAfIekAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = qqplot(oxford201512['Tavg'],line='s')\n",
"plt.show(ax)"
]
},
{
"cell_type": "code",
"execution_count": 250,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data is not Gaussian\n"
]
}
],
"source": [
"statistic,pvalue = stats.shapiro(oxford201512['Tavg'])\n",
"alpha = 0.05\n",
"if pvalue <= alpha:\n",
" print('Data is not Gaussian')\n",
"else:\n",
" print('Data is from a Gaussian Distribution')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
">December 2015 was indeed, unnaturally hot!\n",
"Of course it was also the month with an extraordinarly strong El Nino according to [**climate.gov**](https://www.climate.gov/news-features/blogs/enso/december-el-ni%C3%B1o-update-phenomenal-cosmic-powers) Just by looking at the plots, you can tell it's NOT a normal distribution!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Conclusion**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This has been an interesting study for me. If you code in any language, it should be to produce something which is useful, interesting and satisfying. \n",
"It is impossible to make any meaningful sense of a list of monthly high and low tempersture data points. \n",
"But. It's a nice data set to start using Python and thanks to the Met for making it available. \n",
"In creating the Jupyter Notebook, I used HTML in preference to Mardown, principally because I wanted to learn how to use it in a simple environmnet. Sadly, exporting a notebook doesn't work well with HTML, so I had to go back to Mardown."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you want to add the rendered notebook as a Wordpress postthen follow these simple steps: \n",
" \n",
" 1. Sign up for a [github account](https://www.github.com) if you don't already have one. \n",
" 2. Open your save **.ipynb** file in a text editor and copy all the text. \n",
" 3. Create a new Gist (use the little blue icon next to the bell at the top right of the page) \n",
" 4. Give the file a description and a name and paste all the text in. \n",
" 5. Save the file. \n",
" 6. Copy the URL of the gist file and paste it into a paragraph block in Wordpress."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The takeaway's from this little study, apart from refuting bogus claims of climate disaster, are:\n",
"\n",
"* Simple use of Pandas in Python for data analysis\n",
"* Some simple statistics\n",
"* Using Matplotlib and Seaborn for Drawing Graphs\n",
"* How to use Jupyter Lab"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hopefully, it will be of some use to you as you learn Python! \n",
"\n",
"**It is not an attempt to analyse the causal mechanisms of how the planet's climate changes over millenia.**"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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