{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Example Lap Analysis Using FormulaPy's Ergast API\n", "---\n", "[Ergast](http://ergast.com/mrd/) implements a REST API for accessing their database for F1 and Formula E. They also provide a mysql database file, but this requires that you setup mysql. This library will support the database access, but for now supports the REST API, which makes it easier for anyone to get up and running with the library.\n", "\n", "#####Approach\n", "FormulaPy generally implements python classes to represent the different concepts implemented by Ergast and/or formula racing. By using classes for the api, instead of just raw tables retrieved by simple functions or queries, convenience methods can be added to produce charts, and/or dynamically add additional data that isn't included in the Ergast data set. Additionally, what could be a sequence of steps/queries, can be or will be available through simple dot ('.') notation, which supports more exploratory browsing. For example, `f1.seasons.s2015.`, would dynamically query Ergast for the list of races for 2015, and most IDEs/REPLs will present the user with what is available. Then, you can drill down to more elements through dot notation to get to more specific information.\n", "\n", "Once you drill down to what you want, you can access the table of data as a [Pandas DataFrame](http://pandas.pydata.org/pandas-docs/dev/10min.html). Or, you can utilize the convenience methods for directly producing charts, using the subset of data. This notebook demonstrates some of these concepts.\n", "\n", "#####Running\n", "FormulaPy is not a python package, but will be after it matures a bit more. For now, the easiest way to get started is to install Anaconda, then clone the FormulaPy github repository. There may be additional dependencies (beyond Anaconda's base install) required to install via: `pip install LIBRARY_NAME`, such as:\n", "* lazy\n", "* atom\n", "* seaborn\n", "\n", "#####Contributing\n", "As the API becomes more stable, I'd love to have people add more reuseable charts. Getting consistent acess and visualizing data was the first step. Eventually I'll be adding some statistical modeling for predicting outcomes of races, so inputs on that side are also welcome.\n", "\n", "Contact me [@rothnic](https://twitter.com/rothnic) or through the [Github FormulaPy](https://github.com/rothnic/formulapy) project." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "#0. Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", "
\n", " \n", " BokehJS successfully loaded.\n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Show the plots after they are generated in the notebook\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "# Just some temporary messy things to deal with the project path\n", "import os.path\n", "import sys\n", "sys.path.extend([os.path.dirname(os.path.dirname(os.path.abspath(os.path.curdir)))])\n", "\n", "# Interactive Plots (more to come on these)\n", "import bokeh\n", "import bokeh.plotting as bk\n", "bk.output_notebook()\n", "\n", "# Statistical Plotting\n", "import seaborn as sns\n", "sns.mpl.rcParams['figure.figsize'] = (16, 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Import the Formula1 Utilities\n", "* Ergast API for Formula1\n", "* Utility for finding indices for pit laps, and filtering outlier lap times\n", "* Plotting Utilities (reused as methods on Laps class)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from formulapy.data.ergast import Formula1\n", "from formulapy.data_utils import pit_laps, filter_pit_laps\n", "from formulapy.plots import lap_box_plot, lap_dist_plot\n", "\n", "# Just make this shorter for convenience\n", "f1 = Formula1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "#1. Accessing Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each list of things is a wrapper around python objects that represent the \"thing\", that are made to easily convert to Pandas DataFrames. Most operations are passed down to the Pandas DataFrame for displaying interactively and filtering. For example, viewing the seasons looks like this:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Introduction" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
season
612011
622012
632013
642014
652015
\n", "
" ], "text/plain": [ " season\n", "61 2011\n", "62 2012\n", "63 2013\n", "64 2014\n", "65 2015" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f1.seasons.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, it isn't actually a Pandas DataFrame. This is useful for providing custom behaviors on the DataFrame." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "formulapy.core.Seasons" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(f1.seasons)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can always access the DataFrame by appending `.df` to the group." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(f1.seasons.df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using dot notation, FormulaPy will collect data only as you request it, while you are drilling down. In an IPython Notebook, this looks like this:\n", "![](http://i.imgur.com/EJAgBP6.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Preview the Race Information for 2015" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
circuitIdcircuitNamecitycountrydatelatlongnameroundseasontime
0albert_parkAlbert Park Grand Prix CircuitMelbourneAustralia2015-03-15 05:00:00-37.84970144.96800Australian Grand Prix1201505:00:00
1sepangSepang International CircuitKuala LumpurMalaysia2015-03-29 07:00:002.76083101.73800Malaysian Grand Prix2201507:00:00
2shanghaiShanghai International CircuitShanghaiChina2015-04-12 06:00:0031.33890121.22000Chinese Grand Prix3201506:00:00
3bahrainBahrain International CircuitSakhirBahrain2015-04-19 15:00:0026.0325050.51060Bahrain Grand Prix4201515:00:00
4catalunyaCircuit de CatalunyaMontmelóSpain2015-05-10 12:00:0041.570002.26111Spanish Grand Prix5201512:00:00
\n", "
" ], "text/plain": [ " circuitId circuitName city country \\\n", "0 albert_park Albert Park Grand Prix Circuit Melbourne Australia \n", "1 sepang Sepang International Circuit Kuala Lumpur Malaysia \n", "2 shanghai Shanghai International Circuit Shanghai China \n", "3 bahrain Bahrain International Circuit Sakhir Bahrain \n", "4 catalunya Circuit de Catalunya Montmeló Spain \n", "\n", " date lat long name round \\\n", "0 2015-03-15 05:00:00 -37.84970 144.96800 Australian Grand Prix 1 \n", "1 2015-03-29 07:00:00 2.76083 101.73800 Malaysian Grand Prix 2 \n", "2 2015-04-12 06:00:00 31.33890 121.22000 Chinese Grand Prix 3 \n", "3 2015-04-19 15:00:00 26.03250 50.51060 Bahrain Grand Prix 4 \n", "4 2015-05-10 12:00:00 41.57000 2.26111 Spanish Grand Prix 5 \n", "\n", " season time \n", "0 2015 05:00:00 \n", "1 2015 07:00:00 \n", "2 2015 06:00:00 \n", "3 2015 15:00:00 \n", "4 2015 12:00:00 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f1.seasons.s2015.races.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Store Out the Bahrain Lap Data for Later Use" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
driverIdlap_numberpositionsecondstime
0hamilton11101.39000:01:41.390000
1vettel12102.21700:01:42.217000
2raikkonen13102.89600:01:42.896000
3rosberg14103.38100:01:43.381000
4bottas15104.43200:01:44.432000
\n", "
" ], "text/plain": [ " driverId lap_number position seconds time\n", "0 hamilton 1 1 101.390 00:01:41.390000\n", "1 vettel 1 2 102.217 00:01:42.217000\n", "2 raikkonen 1 3 102.896 00:01:42.896000\n", "3 rosberg 1 4 103.381 00:01:43.381000\n", "4 bottas 1 5 104.432 00:01:44.432000" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = f1.seasons.s2015.races.BahrainGrandPrix_4.laps.df\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "#2. Manual Data Manipulation and Plotting\n", "Often you will want to add additional information (features) to the data, for visualization and/or further analysis. The DataFrame makes this easy.\n", "\n", "Let's add the difference in time between each driver's lap, and the total sum of lap times for each of their laps. The GroupBy function provides a way to conveniently apply these operations to each \"group\" of data that makes sense. In this case, we need to group by the `driverId`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
driverIdlap_numberpositionsecondstimetime_difftotal_seconds
0hamilton11101.39000:01:41.390000NaN101.390
1vettel12102.21700:01:42.217000NaN102.217
2raikkonen13102.89600:01:42.896000NaN102.896
3rosberg14103.38100:01:43.381000NaN103.381
4bottas15104.43200:01:44.432000NaN104.432
\n", "
" ], "text/plain": [ " driverId lap_number position seconds time time_diff \\\n", "0 hamilton 1 1 101.390 00:01:41.390000 NaN \n", "1 vettel 1 2 102.217 00:01:42.217000 NaN \n", "2 raikkonen 1 3 102.896 00:01:42.896000 NaN \n", "3 rosberg 1 4 103.381 00:01:43.381000 NaN \n", "4 bottas 1 5 104.432 00:01:44.432000 NaN \n", "\n", " total_seconds \n", "0 101.390 \n", "1 102.217 \n", "2 102.896 \n", "3 103.381 \n", "4 104.432 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.ix[:, 'time_diff'] = df.groupby('driverId').seconds.diff()\n", "df.ix[:, 'total_seconds'] = df.groupby('driverId').seconds.cumsum()\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Let's Just Select Kimi\n", "And, lets select his laps where he either increased or decreased his lap time as compared to the previous. This could be helpful for doing future stint/tire wear analysis. We will take a peek at the slower laps." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
driverIdlap_numberpositionsecondstimetime_difftotal_seconds
60raikkonen44102.27700:01:42.2770002.425404.907
117raikkonen74100.19600:01:40.1960000.140705.421
136raikkonen84100.59200:01:40.5920000.396806.013
155raikkonen94101.33100:01:41.3310000.739907.344
193raikkonen114101.17200:01:41.1720000.1061109.582
\n", "
" ], "text/plain": [ " driverId lap_number position seconds time time_diff \\\n", "60 raikkonen 4 4 102.277 00:01:42.277000 2.425 \n", "117 raikkonen 7 4 100.196 00:01:40.196000 0.140 \n", "136 raikkonen 8 4 100.592 00:01:40.592000 0.396 \n", "155 raikkonen 9 4 101.331 00:01:41.331000 0.739 \n", "193 raikkonen 11 4 101.172 00:01:41.172000 0.106 \n", "\n", " total_seconds \n", "60 404.907 \n", "117 705.421 \n", "136 806.013 \n", "155 907.344 \n", "193 1109.582 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Kimi Only\n", "kimi = df.ix[df.driverId == 'raikkonen', :]\n", "\n", "# Kimi's Laps Faster Than the Previous\n", "faster = kimi.ix[kimi.time_diff < 0, :]\n", "\n", "# Kimi's Laps Slower Than the Previous\n", "slower = kimi.ix[kimi.time_diff > 0, :]\n", "slower.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Interactive Plots\n", "More to come using Bokeh, as it is even better suited for interactive dashboards, but here I demonstrate making some simple interactive plots using it." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = bk.figure(title='Bahrain 2015: Kimi Lap Time Changes')\n", "fig.scatter(x=faster.lap_number, y=faster.time_diff, color='green', legend='< previous')\n", "fig.scatter(x=slower.lap_number, y=slower.time_diff, color='red', legend='> previous')\n", "bk.show(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Compare Driver Laptimes with Indication of When Corresponding Pits Occurred" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# only plot these drivers and with corresponding colors\n", "drivers = ['raikkonen', 'hamilton', 'vettel', 'rosberg']\n", "colors = ['red', 'green', 'gold', 'gray']\n", "\n", "# create the figure\n", "fig = bk.figure(title='Bahrain 2015: Driver Lap Time Comparison', y_range=[90, 130])\n", "\n", "# index of the pit laps\n", "pit_ix = pit_laps(df)\n", "\n", "# loop over each driver and plot their laptimes\n", "for driver, color in zip(drivers, colors): \n", " driver_df = df.ix[df.driverId == driver, :]\n", " fig.scatter(x=driver_df.lap_number, y=driver_df.seconds, color=color, legend=driver)\n", " \n", " # loop over each driver's pit laps and add an x intercept\n", " pits = df.ix[((df.driverId == driver) & pit_ix), :]\n", " for idx, pit in pits.iterrows():\n", " x, y = [pit.lap_number, pit.lap_number], [-100000, 100000]\n", " fig.line(x=x, y=y, color=color, alpha=0.6, line_dash='dashed')\n", "\n", "bk.show(fig)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "###Seaborn for Statistical Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Plot Distribution of Kimi's Laptimes" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6wAAAJfCAYAAAB7SltHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIxKX/Dw3RsOaPTV2bAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.distplot(df.ix[df.driverId == 'raikkonen', 'seconds'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Compare Multiple Drivers' Lap TImes\n", "First we will filter out the outlier, out laps, then plot a distribution for each driver we are looking at. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6YAAAJfCAYAAABsaMuOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQRAEYVOJwFQQBEEQBEEQBEHYVP8/NDhpKKH9IT8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "filt_df = filter_pit_laps(df)\n", "\n", "for driver in drivers:\n", " ax = sns.distplot(filt_df.ix[filt_df.driverId == driver, 'seconds'])\n", "\n", "ax.legend(drivers)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "####That Works OK, but Not Ideal for Comparing Many Distributions. Enter, the Box Plot.\n", "The box plot summarizes the key components of a distribution of values. The relationship between the box features and the values (src: Wikipedia) are shown below:\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use seaborn to create a boxplot of the Bahrain laptimes, grouped by driver id." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/IAAAJbCAYAAABHBq+qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(df.seconds, df.driverId, names=df.driverId.unique(), vert=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "#3. Convenience Functions for Quick Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Pre-Configured Box Plot for Lap Times\n", "To save the time it takes to perform the ordering operations, filtering, labels, etc, I have a function that can perform that in a consistent way." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/EAAAJbCAYAAACsMRSpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lap_box_plot(df, pit_laps=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Also a Version of the Distribution Plot\n", "Just need to pass it the laps dataframe, a list of drivers to compare, and whether to filter pit laps (default is not to filter)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6YAAAJfCAYAAABsaMuOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lap_dist_plot(df, drivers, pit_laps=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Combining API with Convenient Plotting\n", "Some of the plot types can be integrated in as methods to the classes, which can reduce some of the boilerplate required to produce quick plots.\n", "\n", "Here, I start by selecting only the first 4 races of 2015" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
circuitIdcircuitNamecitycountrydatelatlongnameroundseasontime
0albert_parkAlbert Park Grand Prix CircuitMelbourneAustralia2015-03-15 05:00:00-37.84970144.9680Australian Grand Prix1201505:00:00
1sepangSepang International CircuitKuala LumpurMalaysia2015-03-29 07:00:002.76083101.7380Malaysian Grand Prix2201507:00:00
2shanghaiShanghai International CircuitShanghaiChina2015-04-12 06:00:0031.33890121.2200Chinese Grand Prix3201506:00:00
3bahrainBahrain International CircuitSakhirBahrain2015-04-19 15:00:0026.0325050.5106Bahrain Grand Prix4201515:00:00
\n", "
" ], "text/plain": [ " circuitId circuitName city country \\\n", "0 albert_park Albert Park Grand Prix Circuit Melbourne Australia \n", "1 sepang Sepang International Circuit Kuala Lumpur Malaysia \n", "2 shanghai Shanghai International Circuit Shanghai China \n", "3 bahrain Bahrain International Circuit Sakhir Bahrain \n", "\n", " date lat long name round \\\n", "0 2015-03-15 05:00:00 -37.84970 144.9680 Australian Grand Prix 1 \n", "1 2015-03-29 07:00:00 2.76083 101.7380 Malaysian Grand Prix 2 \n", "2 2015-04-12 06:00:00 31.33890 121.2200 Chinese Grand Prix 3 \n", "3 2015-04-19 15:00:00 26.03250 50.5106 Bahrain Grand Prix 4 \n", "\n", " season time \n", "0 2015 05:00:00 \n", "1 2015 07:00:00 \n", "2 2015 06:00:00 \n", "3 2015 15:00:00 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "races = f1.seasons.s2015.races[0:4]\n", "races" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Iterate Over Each Race, and Make a Box Plot" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/EAAAJoCAYAAAAu32GqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmcnWV9///XIQZwQpJD2FFJWORDrQtqBLVmgfoT3LVV\nG1tSMViR1qUuLaIxCga3WltrtaAVpKElWrVa3NAWsmjF9SsqwkeWZKKyCAkTIOyZ8/vjvkcmk1nO\nLGfOuWdez8cjjzlzn+u+7899nzkH3ue67uuuNRoNJEmSJElS59uj3QVIkiRJkqTmGOIlSZIkSaoI\nQ7wkSZIkSRVhiJckSZIkqSIM8ZIkSZIkVYQhXpIkSZKkinhEuwuQJGmqiYhTgLcBDeAe4I2Z+aOI\nmAF8BHgOxX+DP5yZ5w9YdwXwksx8Ub9lXwCeCNxdLro8M986zP6fBHw9Mw8dRc1fABYDh2Xmvc2u\nN8S2vgksy8xto1hnKfCxzHxCRJwNXJ+Za8ZTR79tPwL4a+DPgJlAF3AVcGZm/nIi9jHEfn8O/FVm\nrh+w/DPAs4HbKP5GZgI3AH+RmbcNsp2vAm/NzGtbVaskqToM8ZIkTaCICOBDwJMz89aIeC7wRWA+\ncDpwJPD7wBzguxHx48z8QUTMA94HnAJcPmCzTweempm3jLDvGcAbgTMpgmqzNR8KLAK+C/w5cP7w\na4zo2UBtrCtn5rvHuf+B/g3YCzgxM+8AiIhXAv8bEZGZ90zw/vo0yn+DLf9IZn6kb0FEfBj4BPDy\ngY0z8/ktqk+SVEGGeEmSJtZ9wGmZeWv5+4+AgyNiJvBS4LzM7AV6ImItRWj/AUV4+w1FD/7vQltE\nHA7MBs6PiAXl9t7aF0YHeArweOBlwNf7PxERnwJ+OLDnv/Ra4H+ALwDvpV+Ij4heYP++XvW+34EH\ngAuBo4Desq7TgQvKVS+PiOcD3waupBhJ8A7gIeAsYE/gQOCizFw1oNbPAD/LzL8vRya8tmw/D/hA\nZp4XEaeW53Mn8Niynj/PzKsHbOupwInAgsy8r295Zl4SEftSfJlyT0TcD3wJeBJFj/2TRrvfiHhc\nefyPBBLYZ5BzPZTLgQ+WNW8ecM7+Efhjitd2Vbkc4IfAuZl58Sj2I0mqOK+JlyRpAmVmd2Z+HSAi\nahTD57+cmQ8CjwZ+1a/5b8plZOb5mfleii8B+jsA+BZFoHwyxZD6CxhEZv4gM08Dfj3Ic38xWIAv\nh5q/BrgYuBQ4KCJObuJQXwrsk5lPBp5WLjs8M19dPj4hM39N0ev8s8x8XGZ+CXgLReh9GvAM4Kxy\nFEJ/DaAREbPK2p6bmU8BllGMcuizGHh9Zj4B+A7wN4PUuQjY2D/A98nMT/Qb3TAT+O/MPAa4doz7\n/Xfg/Mx8EvD3wGMGqafP70YqRMQjKUZA9I3AGHjOGkAjMy+iGC3xIeCfgPUGeEmafuyJlySpBcoA\n+hngUUBfKB7sy/Odw20nM79P0Qvbt933ALdExCMy86EJKPXFwAzgsszcGRGfBd4MfGOE9TYC50bE\nFRRfMvxjZt44TNs+LwReGBF/BvweRZidNcg6tczcEREvKNsfBRw7oO2PMvOm8vGPgT8aoea+yx3W\nlr/OBT6Umef1r3Ms+y2/iHgCxdB9MvN7EXHVEGXUgDeXcydA8f9j6yhGKPTZOHCl0uuAn1LMtfCU\nEQ5XkjQFGeIlSZpgEXEYRa/21RQ90veXT20B+k829yh27ZkfbFvPAuZl5n+Xi/agGL5+YDnhWZ/n\nZebNYyj3DIrh39cX+ZY9gUMi4vcy85qyTa2sZc++lTJzcxlwl1IMV/+fiHhDZn5hkH3cXa4/C/gJ\nxbD9jRQjCl7C4NfPNyLi0RQ9z+eV7T8PvKBfm4ET8A22nf8D/qbvS4/MTIoRDUTEhew6d0BfnWPZ\nb9+173vw8BczQ33Jsts18YO4e4jlB1Nc3z+T4u9n0zDbkCRNQQ6nlyRpApU9suuBz2fmn/YL8ABf\nBlZExIyIqAN/QnEd9nBmA/9UXr8NxdDt/8zMmzLzyf3+jTrAR8TRwBKKSfgOL/89iiK4vrlsdhsP\nD5fv6+muRcQZwIWZ+c3MfDtwGcWEfVCE2N8F/n4eWx7PuzLzqxRfAOxFMRKgv1r576nAbzPz3Mz8\nFkUvPhHR9P+/lCMZrgDWRMR+/Y79cRQ97IONhFg42v2WcxT8iGIYPhFxbLn9oYx64r9yXoVLgHcB\n5wCXlJdDSJKmET/4JUmaWGdQXOf+RxHRf3j3icC/UMxOfxVFyD0vMwcOm95lRvPM/HpEfAz4Thki\nfwr8RRN17DIr+hAT270O+GJmDuzNPRu4NCLeTjHb/ccjoodi2PxN5bYvApZExC+AHUA38NFy/S8C\nGyPiJQO2exXwFeCaiLiZ4nryH1JMjvdAv5r7zsE3Kb70SOC3FF+C3Fy2Hzjz+1AzwQMsB/4K+FoZ\nhPcCtgEf5+H5Bfqvexnw6jHs95XAheUXHNcD1zC0oWodqm0NOBe4KTMvACjP72rg7aPYliSp4mqN\nxmj+GyJJkiRJktrF4fSSJEmSJFWEIV6SJEmSpIowxEuSJEmSVBGGeEmSJEmSKsLZ6TvUQw/tbNxx\nxz3tLkPAvvt24WvROXw9OoevRefwtegcvhadw9eis/h6dA5fi85xwAGzR327UbAnvmM94hEDb5mr\ndvG16Cy+Hp3D16Jz+Fp0Dl+LzuFr0Vl8PTqHr0X1GeIlSZIkSaoIh9NrF2vWXEB39+Zh2/T09ABQ\nr9fHtI/58xewfPmKMa0rSZIkSdOZIV676O7ezObrruewuQcP2aZn++0AzHlg9H8+W7bfMubaJEmS\nJGm6M8RrN4fNPZiznvWqIZ9//7cvAhi2zUjrSpIkSZJGz2viJUmSJEmqCEO8JEmSJEkVYYiXJEmS\nJKkiDPGSJEmSJFWEIV6SJEmSpIowxEuSJEmSVBGG+Clu48Z1bNy4rt1ljNtUOQ5JkiRJGg/vEz/F\nrV9/OQCLFi1tbyHjNFWOQ5IkSZLGw554SZIkSZIqwhAvSZIkSVJFGOIlSZIkSaqIaXNNfEScCkRm\nnjUB27oE+HPgU8AlwDrglMz89Hi3LUmSJEnSUKZTT3xjojaUma/MzAfLbTaAQ4DXTNT2pami0WjQ\naEzYW09SG/g+liSps0ybnvjS0yPiMuAA4F+AO4C/BGZShPGXAk8AzgLuAx4DnAecCDwJ+GhmnhcR\nm4Eot1kD3gE8LiJWAv8MXAzMpji/KzPzioj4KUWP/RPLfb04M+9s8fFKbbVhwxXUajUWLz6h3aVI\nGiPfx5IkdZbpFOJrwIOZeVJEzAe+BqwBnp+Z90bEecBJwG+AR1GE9oXAfwJHAI8G/osi1PfvkmgA\n5wJPyMzVEfFh4LLM/FhEHAp8u1x/NvAfmfnGiLgYeC7w2VYfdE9PD9u338Hq1auaat/dvYk5ezyy\nZfVsv/9u7uy+rel6+nR3b2Lu3H1bVJVaYceOHaxdezEACxceR1fXrDZXJGm0fB9LktR5pttw+h+X\nj28FuoDbgIsi4gKKHvKZ5fM/z8ydwHbghsx8COgB9h5i27V+j48BNgBk5k3AnRFxYPnc/yt//mqY\nbUlTQq02chtJnc33sSRJnWc69cTDrj3odeBsiiHzewDf5OEwPpqL/2rATh7+QuQaYDFwVUQ8qtzP\n1jFsd0LU63Xq9TorV57TVPvVq1fR+9u7W1bP3L32Yd8DD266nj6j7blX+3V1zWLZslOo1Wr23kkV\n5ftYkqTOM51D/HbgSuC7wG+BpJigbhO7D5cf+Hjgst8Ce0bE+4H3ARdExMuARwKvzcydETEwwDtL\nkKY8r6GVqs/3sSRJnWXahPjMvKjf4/uABcM0X1+2u5ZiUjsyswd4XPn4iLLdq/ut8+R+j186yP6P\n6Pd43Le5k6qg5lhcqfJ8H0uS1Fmm0zXxkiRJkiRVmiFekiRJkqSKMMRLkiRJklQRhnhJkiRJkirC\nEC9JkiRJUkVMm9npp6slS05sdwkTYqochyRJkiSNhyF+ilu0aGm7S5gQU+U4JEmSJGk8HE4vSZIk\nSVJFGOIlSZIkSaoIQ7wkSZIkSRVhiJckSZIkqSIM8ZIkSZIkVYSz02s3W7bfwvu/fdGwzwPDthlu\n3QUHHjXm2iRJkiRpOjPEaxfz5y8YsU19z/0B2KO+z6i3v+DAo5rahyRJkiRpd4Z47WL58hXtLkGS\nJEmSNASviZckSZIkqSIM8ZIkSZIkVYQhXpIkSZKkijDES5IkSZJUEYZ4SZIkSZIqwhAvSZIkSVJF\neIs5sWbNBXR3bx71ej09PQDU6/Wm15k/f4G3sZMkSZKkMTLEi+7uzWy+7kYOm33YqNbruWsbAHPu\n26ep9lvu2jLq2iRJkiRJDzPEC4DDZh/GmcedOap1Pvj9DwI0vV5fe0mSJEnS2HhNvCRJkiRJFWGI\nlyRJkiSpIgzxkiRJkiRVhCFekiRJkqSKMMRLkiRJklQRhnhJkiRJkirCED+NbNy4jo0b17W7jJaa\nDscoSZIkafryPvHTyPr1lwOwaNHS9hbSQtPhGCVJkiRNX/bES5IkSZJUEYZ4SZIkSZIqwhAvSZIk\nSVJFGOJHISKWRsTH2l2HJEmSJGl6MsSPTqPdBWjiNRoNGg1f2tHyvEnyc0CSpMk3bWenj4hTgRVA\nDTgPeBNwP3Ad8FrgCOBC4EGKLzv+tGz75Ij4FjAX+ERmfiYingB8tHx+a7ndpwAfLLf5SaAHOBvY\nDtwB/DQzz56MY9XwNmy4glqtxuLFJ7S7lErxvEnyc0CSpMk3bUN8aStwGvA94NjM3BERHwFOp+h1\nvxI4E1hEEdoBeoHnAHsDP4mIrwCfAk7NzGsjYgXwt8C3gL0y8/iImAH8Enh6Zt4WERfThl79np4e\ntm+/g9WrV+2yvLt7E3OY0/L9b79/O3d237nb/idSd/cm5s7dt+n2O3bsYO3aiwFYuPA4urpmtaq0\nKcXzJsnPAUmS2mM6D6dvUATrI4CrM3NHuXwD8PvApyl6zb8BvB54qFzn25nZyMx7gWuABcAxwL9E\nxBUUvfCHltvK8ucBwJ2ZeVv5+0aKXnu1Wc1XYUw8b5L8HJAkqT2me098L7AJeFxEdGXmPcBSivD9\nYmBjZp4TEa+k6JG/CHhaRNSAWRTh/fqy/fLM/HVELAb267d9gN8CsyNi/8y8HXhGud9JVa/Xqdfr\nrFx5zi7LV69eRe8tD7V8/3P3msu+B++32/4n0mh7+bu6ZrFs2SnUajV7kUbB8ybJzwFJktpjuof4\nRmZujYh3A1dERC/FNfF/CzwauCgiHqAYsfBmiiH1DYqh8nOAlZnZExFnAGsi4hEUwf004FFlWzKz\nNyJeD3wtIraX2/vlZB6ohua1nGPjeZPk54AkSZNv2ob4zLyo3+NLgEsGNLmR4lr4gdYPsq0fAwP/\nT+b6AW2PBZ6VmQ9ExBpgy1jq1sSrOSZ0TDxvkvwckCRp8k3bEN8GdwFXRsQ9FEPpP9vmeiRJkiRJ\nFWOInySZ+XHg4+2uQ5IkSZJUXdN5dnpJkiRJkirFEC9JkiRJUkUY4iVJkiRJqgiviZ9Gliw5sd0l\ntNx0OEZJkiRJ05chfhpZtGhpu0touelwjJIkSZKmL4fTS5IkSZJUEYZ4SZIkSZIqwhAvSZIkSVJF\nGOIlSZIkSaoIQ7wkSZIkSRXh7PQCYMtdW/jg9z846nWAptfbctcWFhx8xKhrkyRJkiQVDPFi/vwF\nY1qvvvc8APaoN/dntODgI8a8L0mSJEmSIV7A8uUr2l2CJEmSJKkJXhMvSZIkSVJFGOIlSZIkSaoI\nQ7wkSZIkSRVhiJckSZIkqSIM8ZIkSZIkVYQhXpIkSZKkivAWc5oQa9ZcQHf35iGf7+npAaBerze1\nvfnzF3jrO0mSJEkawBCvCdHdvZkbb9jEQfMOG/T5bVu3ATCzMXvEbd26bcuE1iZJkiRJU4UhXhPm\noHmHsfy57xz0uTVfPxdgyOcHaytJkiRJ2pXXxEuSJEmSVBGGeEmSJEmSKsIQL0mSJElSRRjiJUmS\nJEmqCEO8JEmSJEkVYYgXABs3rmPjxnXtLmNCTKVjkSRJkqT+vMWcAFi//nIAFi1a2t5CJsBUOhZJ\nkiRJ6s+eeEmSJEmSKsIQL0mSJElSRRjiJUmSJEmqCEO8JEmSJEkVYYifIBGxKCKeUD5+aUQcMkzb\nz0TESZNXnSRJkiRpKjDET5zTgEPLx28C5gzTtlH+U4U1Gg0ajen7Mk7345emE9/vkiR1Dm8xN4KI\n+ALw0czcEBELgfcAtwCPpfgSZCVwF3AScGxEHAQ8CbgoIhYBrwNeSRHa12bmx8pN1yb1QDThNmy4\nglqtxuLFJ7S7lLaY7scvTSe+3yVJ6hyG+JF9CngVsAF4NfAN4NGZ+ZqI2A9Yn5mPj4hvAJdk5jcj\n4tXA6RRB/xXAH1AE/m9GxGVtOYoR9PT0sH37HaxevWpM63d3b2LvmXMnpJa7793O7XduH1ctc+fu\nOyG1DGXHjh2sXXsxAAsXHkdX16yW7q/TTPfjl6YT3++SJHUWQ/zIvgn8XUTsCzyLogf9WRFxfPn8\njDLMD1QDHg/MBy4vl9Upgr0qrjbNx1FM9+OXphPf75IkdRZD/Agyszci/hM4D/gvYCvwq8x8f0TM\nAd4KbAN6gRnlar0UPe/XAldn5nMBIuItwE+Bl03uUYysXq9Tr9dZufKcMa2/evUqdtyxc0Jq2eeR\nczno0HnjqqXVurpmsWzZKdRqtWnZKzXdj1+aTny/S5LUWQzxzbkQuB74G4rr4T8VEesoJq/7eGY2\nIuJ7wAciYhPwf8BFFNfJ/29EfBvYG7gS+E25TWcIqrjpfm3odD9+aTrx/S5JUucwxDchM38F7NVv\n0asGafNJ4JPlr+8q/wF8uPzX36snukZNvto0H2M63Y9fmk58v0uS1Dm8xZwkSZIkSRVhiJckSZIk\nqSIM8ZIkSZIkVYQhXpIkSZKkijDES5IkSZJUEc5OLwCWLDmx3SVMmKl0LJIkSZLUnyFeACxatLTd\nJUyYqXQskiRJktSfw+klSZIkSaoIQ7wkSZIkSRVhiJckSZIkqSIM8ZIkSZIkVYQhXpIkSZKkinB2\nek2YW7dtYc3Xzx38ua3dAEM+P3A7R+x7+ITWJkmSJElTgSFeE2L+/AXDPj+vNg+AWfUZI27riH0P\nH3F7kiRJkjQdGeI1IZYvX9HuEiRJkiRpyvOaeEmSJEmSKsIQL0mSJElSRRjiJUmSJEmqCEO8JEmS\nJEkVYYiXJEmSJKkiDPGSJEmSJFWEt5jTuK1ZcwHd3Zubbt/T0wNAvV4fss38+Qu8bZ0kSZIkDWCI\n17h1d2/muhtuZM7+hzXV/s6t2wC4v7bP4M/fvmXCapMkSZKkqcQQrwkxZ//DeMZL3t5U2+9+6QMA\nQ7bve16SJEmStCuviZckSZIkqSIM8ZIkSZIkVYQhXpIkSZKkijDES5IkSZJUEYZ4SZIkSZIqwhCv\nIW3cuI6NG9e1u4yWmerHJ0mSJGnq8RZzGtL69ZcDsGjR0vYW0iJT/fgkSZIkTT32xEuSJEmSVBGG\neEmSJEmSKsIQL0mSJElSRRjiJUmSJEmqCEO8JEmSJEkVYYiXmtRoNGg0Gu0uozI8X9LU5/tckqTJ\n5y3mShFxKvBCYG/gEOCjwIuBxwNvAw4DXgrMAm4vHx8OXAg8SPGFyJ8C9wOfBWrltl6XmVdFxPuB\npwL7AVdl5orJOjZNjA0brqBWq7F48QntLqUSPF/S1Of7XJKkyWeI39WszDw5Iv4EeHNmPj0ilgJv\nBn4IPDszGxHxDeBpwLHAlcCZwCJgLjCfIuT/OfA4YFZEzAa2ZeZzImIP4OcRcUhm3jzZBzgaPT09\nbN9+B6tXrxq2XXf3Jmp7zpmw/d5/z3a6e+4ccb/j1d29iblz922q7Y4dO1i79mIAFi48jq6uWa0s\nrfI8X9LU5/tckqT2MMQ/rAH8pHy8HbimfNwD7EnR235JRNwNPJri3H2aIsB/o1znHcDXgccCXy7X\nWQ3cCxwUEf8B3A3sA8xs/SFpotRq7a6gWjxf0tTn+1ySpPYwxO9qqAv79gJeUvbMd1H0yu9BMdx+\nY2aeExGvpAj0a4CbM/OkiHgG8D7gH4BHZ+ayiDiAYih+x//vT71ep16vs3LlOcO2W716Fbduf2jC\n9rtX11wOOmS/Efc7XqPp6e/qmsWyZadQq9XsbWqC50ua+nyfS5LUHob4XTX6/ez/+EHg7ojYQDFU\n/scU181/D7goIh6gCPVvBrYAayPiDIrzezbwM+BdEXE5cEu53qFA92QclCaG13yOjudLmvp8n0uS\nNPkM8aXMvKjf48uAy8rHVwEnDbPqokGWPWeQZceNq0C1Xc2xo6Pi+ZKmPt/nkiRNPm8xJ0mSJElS\nRRjiJUmSJEmqCEO8JEmSJEkVYYiXJEmSJKkiDPGSJEmSJFWEs9NrSEuWnNjuElpqqh+fJEmSpKnH\nEK8hLVq0tN0ltNRUPz5JkiRJU4/D6SVJkiRJqghDvCRJkiRJFWGIlyRJkiSpIgzxkiRJkiRVhCFe\nkiRJkqSKcHZ6TYg7b9/Cd7/0gabbAkO2v/P2LRw094gJq02SJEmSpgpDvMZt/vwFo2q/V2MeAPW5\ng//5HTT3iFFvU5IkSZKmA0O8xm358hXtLkGSJEmSpgWviZckSZIkqSIM8ZIkSZIkVYQhXpIkSZKk\nijDES5IkSZJUEYZ4SZIkSZIqwhAvSZIkSVJFeIs5dZw1ay6gu3vziO16enoAqNfrw7abP3+Bt8GT\nJEmSNCUY4tVxurs3c+0N1zNjv4OHbffQ1tsBuG2YP+OdW2+Z0NokSZIkqZ0M8epIM/Y7mNkvePWw\nbe76yoUAw7brayNJkiRJU4HXxEuSJEmSVBGGeEmSJEmSKsIQL0mSJElSRRjiJUmSJEmqCEO8JEmS\nJEkVYYhXy23cuI6NG9e1u4xxmyrHIUmSJKm6vMWcWm79+ssBWLRoaXsLGaepchySJEmSqsueeEmS\nJEmSKsIQL0mSJElSRRjiJUmSJEmqCEO8JEmSJEkVYYiXJEmSJKkiDPFSB2g0GjQajVE/p9HxXEqa\nSH6mSJLawVvMjVJEnAo8D3gkcCTwQWAzsIriS5F9gD8FfgV8DpgDdAHvzMxvRUQ3cA3wi8x8y2TX\nr860YcMV1Go1Fi8+YVTPaXQ8l5Imkp8pkqR2MMSPzZzMPDkijgIuBT4KnJKZN0fEWcDLgS8B+wEn\nAwcCR5frPho4NjPvaEPdbdHT08P27XewevWqptp3d2+id+YjJ2TfvffcTff225re92BmzpzBgw/u\npLt7E3Pn7jshdfW3Y8cO1q69GICFC4+jq2tWU89pdDyXkiaSnymSpHZxOP3oNYCflI9/DewN3AT8\nU0RcCJwAPCIzfwGcD1wCfIKHz/Xt0ynAa2S12tie0+h4LiVNJD9TJEntYk/82PS/AK4GfAo4IjN3\nRMRngD0i4vHA7Mx8QUQcAnwH+CrQO+nVtlm9Xqder7Ny5TlNtV+9ehXX9dw9Ifveo2sf5tcPbnrf\ngznggNncdttd4+rNH05X1yyWLTuFWq22W0/OcM9pdDyXkiaSnymSpHYxxI9NY8DjNcDGiLgJuBY4\nBLgOeHdEvIKiF/5dg6wrAQx7PaXXWk4cz6WkieRniiSpHQzxo5SZF/V7fB9w+DDNXz7I+oe2oi5V\nW22YcZnDPafR8VxKmkh+pkiS2sFr4iVJkiRJqghDvCRJkiRJFWGIlyRJkiSpIgzxkiRJkiRVhBPb\nqeWWLDmx3SVMiKlyHJIkSZKqyxCvllu0aGm7S5gQU+U4JEmSJFWXw+klSZIkSaoIQ7wkSZIkSRVh\niJckSZIkqSIM8ZIkSZIkVYQhXpIkSZKkihhxdvqImA2cADwW6AWuA/4nM+9rcW2SJEmSJKmfIUN8\nRMwCVgF/BPwU6AYeBJ4B/GNEfAF4b2bePRmFanrZufUW7vrKhcO2eWjrLQDDttu59RaoHzWhtUmS\nJElSuwzXE78G+BTwjszc2f+JiJgBvAD4d+DFrStP09H8+QuaatfD/gDU6/sM3ah+VNPbkyRJkqRO\nN1yIf1lm9kbEEyl64n+nDPVfjohLW1qdpqXly1e0uwRJkiRJ6khDTmyXmb3lw8810UaSJEmSJLXY\niBPbAVdHxCrge8C9fQszc0PLqpIkSZIkSbtpJsTvRzE7/QkDlg/8XZIkSZIktdCIIT4zl05CHZIk\nSZIkaQTN3Cd+AcUs9YcDiylmpF+RmZtaW5okSZIkSepvyInt+jkf+DBwF3ALRYi/qJVFSZIkSZKk\n3TVzTfz+mXlZRHygnI3+XyPiDa0uTNPTmjUX0N29edTr9fT0AFCv15tqP3/+Am9lJ0mSJKlymgnx\n90TEo/t+iYhnAfe1riRNZ93dm7nmhuvYY95+o1qvd+tWAG5tjHzXw95tW8dUmyRJkiS1WzMh/i3A\nV4EjIuIqYB7w8pZWpWltj3n7sffzXziqde776qUATa3X11aSJEmSqqaZ2el/EBELgaOBGcC1mflA\nyyuTJEmSJEm7GDLER8SF/X5tALW+xxFBZnpBsSRJkiRJk2i42em/Wv7bm2II/ZeBL5a/S5IkSZKk\nSTZkT3xmfh4gIs4Eji9npicivgL8YHLKkyRJkiRJfZq5T/w+wAH9fn8U0NWaciRJkiRJ0lCamZ1+\nNfCTiPgOReh/BnBGS6vSlLZx4zoAFi1a2tY6RqOKNUuSJEmaepoJ8T8Hngo8E+gFzsjMW1talaa0\n9esvB6oViKtYsyRJkqSpp5kQ/9nMPAb4fKuLkSRJkiRJQ2smxF8dEauA7wH39i3MzA0tq0qSJEmS\nJO2mmRC/H3BC+a+/gb9LkiRJkqQWGjHEZ+ZSgIiYA8zIzDtaXZQkSZIkSdrdiLeYi4gjI+L7wGbg\nxoj4fxFxdMsra6GI+MIo2/9DRDxmDPvZPyKuGO16kiRJkiQNppnh9OcDH8rMzwNExCuATwJLW1hX\nS2XmH4+y/ZtbVYs0nEajscvvtVqtLfuf7P12yv4lTS1+pkiSpoJmQvz+fQEeIDM/FxHvamFNLRER\npwIrgBrg+1zAAAAgAElEQVQQmXlgRBwP/APFiITfAH8GPGmQZd8ATgd2AJ8A9gYOAVZm5pcj4udA\nAg8AbwL+A5gBdPfb//8HvBe4D9gKrMjM7a09alXdhg1XUKvVaDQa1Go1Fi+e3Kko+vY/2fvtlP1L\nmlr8TJEkTQXNhPj7IuKpmfkjgIhYSBFmq2hrZr40Im4ufz8f+JPMzIh4NfB7wHnAsgHL+rpDA/j7\nzFwfEc8Azga+DMwCzsnMqyLin4BLMvPTZXB/R799/UFm3hwRbwRWAn8zCcfccXp6eti+/Q5Wr161\n23Pd3ZtozJzZ0v037r2H7ju3D7r/wcycOYPu7k3MnbtvS+saaMeOHaxde/EuPUcLFx5HV9esSd0/\nMKn77ZT9S5pa/EyRJE0VzYT4vwY+HxF9E9rtB/xJ60pqmQZFb3l/B2VmAmTmhQARcfAgy/rWvwV4\nZ0ScVv7e//z1bTuAfy0fbyzX3x+4MzNv7rf83Ak7Mk1J7R7tOd33L2lq8TNFkjRVNDM7/ZVRpNij\nKYaYZ2be3/LKJl6Nh3vU+9wUEUdl5vUR8TfAdUMs61v/HOBTmfmNspf+Vf221Vv+/AXwLOCnwNMB\nMvP2iJhTfkFwC7CE3b9QmDbq9Tr1ep2VK8/Z7bnVq1eRd2xr6f5rj+xi/qHzBt3/YA44YDZvetPk\nT4vQ1TWLZctO2WU4/WT2HPXffzt6rNq9f0lTi58pkqSpopmeeDLzAeDnLa6l1Ro8HOL7fp4OXBAR\nvcBNwD8Cvx6w7KMU17k3gP8EPhwRbwKuBOYNsp/3AmvKCQCv7bevvwC+WG53G3DqhB6dpqR2X7c5\n3fcvaWrxM0WSNBU0FeKngsy8qN/jQ8ufPwQWD2g62LK+/+r/Eljbb/nZ5XYO77ftbcDzB9n//wL/\nO8byNU21ewbl6b5/SVOLnymSpKlgxPvES5IkSZKkzjBiT3xEHEkx7Hx/iuvCARqZuaKVhUmSJEmS\npF01M5z+C8C3gA39lg2cIE6SJEmSJLVYsxPbTcv7mUuSJEmS1EmaCfHfjYg/Ar6Umb0jtpZGsGTJ\nie0uYdSqWLMkSZKkqWfIEF/eCq3P6eWyvt8bmTmjhXVpClu0aGm7Sxi1KtYsSZIkaeoZMsRnpjPX\nS5IkSZLUQZqZnf4o4HjgEuA84MnAWzJzY4trkyRJkiRJ/TTT234h8CDwIuBo4K3Ah1tZlCRJkiRJ\n2l0zIX7vzPwc8ALgPzJzA03Oai9JkiRJkiZOMyH+oYh4GUWI/0pEvATY2dqyJEmSJEnSQM2E+NOB\n5wF/lZk3Aa8AXtPSqiRJkiRJ0m6Gu8XcwZl5C9ADnA00IuIw4CygMUn1aRrq3baV+7566ejW2boV\noKn1erdthX3njak2SZIkSWqn4a5t/zTwfGADg4f2w1tSkaa1+fMXjGm9nloxqKRer4/ceN95Y96P\nJEmSJLXTcPeJf375c8GkVaNpb/nyFe0uQZIkSZI6VjP3iV8AvB6YB9TKxY3MNG1JkiRJkjSJmrlV\n3OcohtRv6LfMa+IlSZIkSZpkzYT4R2Tm21peiSRJkiRJGlYzt5j7dkS8KCL2bHk1kiRJkiRpSM30\nxL+c4pp4IqJvWSMzZ7SqKEmSJEmStLsRQ3xmHjIZhUiSJEmSpOENGeIj4vTMPD8i3s2uE9nVKHri\nz2l5dVIT1qy5gO7uzU217enpAZq8n3zpmGOO5mUvO2UspUmSJEnShBquJ35mv8e1IR5LbdfdvZlr\nbvgle8ybO2Lb3q1FiL+1cX9T2+7dtp2ZM71yRJIkSVJnGC7Evwr4Z+DgzDxjkuqRxmSPeXPZ6wVL\nRmx3/1fWAzTVtn97SZIkSeoEw4X42RHx78DJEbEXu/bANzJzRWtLkyRJkiRJ/Q0X4p8DLAWeBaxn\nQIhvYU2SJEmSJGkQQ4b4zNwC/FtE/DQzfzKJNUmSJEmSpEHsMVIDA7wkSZIkSZ1hxBAvSZIkSZI6\nw4ghPiJeEREzR2qn6WXjxnVs3Liu3WVUiudMkiRJ0ng10xP/XOD6iPh4RDyt1QWpGtavv5z16y9v\ndxmV4jmTJEmSNF7NXBP/auBxwJXA2RHxo4h4W0Qc2PLqJEmSJEnS7zR1TXxm7gC6gV8Bc4EnApdH\nxBtaWJskSZIkSepnuPvEAxAR5wKvBDYDFwBvysz7ImIOsAn4WEsrlCRJkiRJQBMhHugF/jAzN/Vf\nmJl3RsRzW1OWJEmSJEkaqJlr4t8F/F5E/H1EfCAint3vue+3tLoRRMSpEfH+JtotjYhLyse3jHOf\nPxvP+pIkSZIkjVUzt5hbDZxFMZz+ZuC9EXFWi+tqVmOS1lGpt7eX3t7edpehUWo0GjQaI//pN9tu\nIk32PttxjNJU4ftVkqrLz9Spo5nh9C8GnpKZDwJExPnAj4ARe8AnydMj4jLgAOA8ii8cIjMfiIgP\nANdQfAGxi4h4HzAnM18fES8H3gzsBL6dmWdFxHuABcCBwHzgzZn5TWBGRPwbcBhwE7CiXO884CiK\nL0ZWZub6iPg5kMADwOuBS4A9y2UnZuZjW3A+Wupf//VfqNVq7S5Do7RhwxXUajUWLz5hQtpNpMne\nZzuOUZoqfL9KUnX1fab+8R+/qN2laJyaCfHbgX2AO8rfZ5bLOkENeDAzT4qI+cDX2bWnfdCvmiLi\n74DeMsDPA94DPLWcsO/fyksGGsB9mfm88ve3At+kCOHnZmZGxAeBvwAeAm7LzNMiYj9gPfB4YBZw\nTmZeFRH/AHwxM88rt/ecCT8bLXbbbb9lw4YrANh//wPZseMuVq9e1eaqoLt7E42ZTd1oYdQa997H\nDTfcMCHH2d29iblz952AqkZnx44drF17MQALFx5HV9escbVrR21V3Z80lfh+laTq6v+ZevLJf9jm\najReQ4b4iOibdf5+4McR8UWKHucXUvQkd4IG8OPy8a1AF8VEfH0G6zI+CHgCcEP5+1EUvfhfjwiA\n2cCR5XM/KX/+Gti7fPzbzOw7/u8Czy73sygiji+XzyjDPDx8ro4BLiwff7vJ4+so9sBXU7MvWzte\n3snep3/C0tj5fpWk6vIzdWoZrif+RxQh+YcUIbWvV/sXdNZ15QNruQ84NCK6gWMphtP3d2tmnhwR\n6yLiJIrj/BXw7MzcGRErKI75pYNsG2D/iDgiM28ElgBXUQT8X2fm+8tb770V2Fa27/tS4efAM4Gf\nAk8fx/G2zf77H8DixSdQq9W49dZb2H///Vm58px2l8Xq1avIO25tybZrj9ybIw88lDPPfPe4t9Wu\nUQtdXbNYtuwUarXasD1ZzbZrR21V3Z80lfh+laTq6v+ZOmvWLO655652l6RxGDLEZ+ZnJrGO8Rg4\nfP5DwNcoroPf1u/5gT9PA74BHA98BNgQETOATRTXrg+2bYAeisn9HgNcD1wAzAA+FRHrgDnAxzOz\nERH91/8AsCYiXkFxLf2DYzzetnrNa84A4H3ve097C9GoNHs9aTuuO53sfXptrTR2vl8lqbr8TJ06\nmrkmvmNl5kX9Ht8HHF7++plBmq8v2x1a/rwB6JtY7t/Lf/2d3W/b1wInlo+PG2TbO4FXDVLfEf1+\nPQ5YlZk/LK+JP3io4+pke+zRmmvP1VrNXgrRjksmJnufXhYijZ3vV0mqLj9Tp45Kh/iK2QRcEBEP\nUfTcv6HN9UiSJEmSKma4ie0OG27FzNwy8eVMXWVv/jPbXYckSZIkqbqG64n/GsV14PsAj6GYmO0h\nipndrwWe1PLqJEmSJEnS7wx5gXNmPj4zn0BxC7dnZuaxmbkQWEgxaZwkSZIkSZpEzVwTf3Rmfr/v\nl8z8WUQc1cKaVAFLlpzY7hIqx3MmSZIkabyaCfHdEXEuxW3X9gBOpbhXvKaxRYuWtruEyvGcSZIk\nSRqvZu4Xtpzi3ueXABdTXCf/6lYWJUmSJEmSdjdiT3xm3hERZwFHAj8DujLz7pZXJkmSJEmSdjFi\nT3xE/CHwE+DLwCHA5og4qdWFSZIkSZKkXTUznP79wCLgjsz8DbAE+LuWViVJkiRJknbTTIjfIzNv\n7vslM6+muC5ekiRJkiRNomZmp/91RLwQICLqwF8BW1palSRJkiRJ2k0zIf504KPAY4AbgcuB17ay\nKGm0erdt5/6vrB+53dYegKba9m2XAw8dV22SJEmSNFGaCfFPzMxl/RdExB8BX2xNSdLozJ+/oOm2\nPbW9AKjX682tsO9BHHnkkWOoSpIkSZIm3pAhPiKWAXsB50TEu/o9NRN4B4Z4dYjly1e0dPsHHDCb\n2267q6X7kCRJkqRmDNcTPwd4JrAPcEK/5Q9RhHhJkiRJkjSJhgzxmflJ4JMR8YbM/Ngk1iRJkiRJ\nkgbRzC3mXtfyKiRJkiRJ0oiamdjuVxFxOfB94N5yWSMzz2ldWZIkSZIkaaBmQvyV5c9G+bPWolok\nSZIkSdIwRgzxmfmeiDgQOL5s/3+ZeWvLK5MkSZIkSbsYMcRHxEnABcD3KHrhz4+I0zLz0lYXJwGs\nWXMB3d2bW7b9np4eYOh7x8+cOYMHH9wJFPekb/Ut7SRJkiRpKM0Mp38f8KzM3AQQEUcA/wUY4jUp\nurs3c80N11Lbr6sl229svQeAW7izqXaSJEmS1C7NhPhH9AV4gMy8MSK8Ll6TqrZfF3u+8JiWbPuB\nS68FGHH7fe0kSZIkqV2anZ3+r4FPUwynPw3obmlVkiRJkiRpN83cJ/404JnAjcCm8vFrW1mUJEmS\nJEnaXTOz098KvAIgIuYCj8nMm1tdmCRJkiRJ2lUzs9O/hqL3/e3Aj4G7I+ILmfnOVhcnSZIkSZIe\n1sxw+r8E3gYsA74MPB44uZVFSZIkSZKk3TUT4snMbcDzgK9l5kPA3i2tSm2zceM6Nm5c1+4y1ARf\nK0mSJGn6aWZ2+qsj4ivAkcC3IuJzwA9aW5baZf36ywFYtGhpewvRiHytJEmSpOmnmZ74FcDfAcdn\n5gPAvwGvaWlVkiRJkiRpN0P2xEfEB4APZGYPsL5veWZ+pXx+P+DMzPzbllcpSZIkSZKGHU7/OeBL\nEXEzRYj/NbATmA+cADwK+OuWVyhJkiRJkoBhQnxm/hhYGhEnAi8CXgD0AjcA52fm5ZNToiRJkiRJ\ngiYmtivD+rQI7BHxKmBbZl7a7lokSZIkSRqomdnpp43MvKjdNUidrNFoAFCr1dpcydiMt/6qH78k\ndYJO+yzttHqkZvh3O3ZT4dxNqxAfETOB84CjgBqwCvhnIIEHgGuBWzLz/Ij4Z+BpwJ7Au4HvAp8t\n19sbeF253ueAOUAX8M7M/FZE/BnwJuB+4DrgtcApwPOAR1Lcru+Dfmmgqtmw4QpqtRqLF5/Q7lLG\nZLz1V/34JakTdNpnaafVIzXDv9uxmwrnbsQQHxGrM3PlZBQzCV4D3JaZp5Wz62+gCN/nZOZVEfFu\ngIh4KbBfZh4fEXXgLcBDwO3AnwOPA2YBRwD7AScDBwJHl9t9D3BsZu6IiI8ApwN3A3My8+SIOAq4\nFOi4EN/T08P27XewevWqdpfyO93dm2jM7G13GTTueZDu7Zs65tx0d29i7tx9J21/O3bsYO3aiwFY\nuPA4urpmTdq+J8J466/68UtSJ+i0z9JOq0dqhn+3YzdVzl0z94l/UUQ0064KngA8LyKuAD4PzKAI\n4Tmg3dEUPe9kZk9mrgK+DnwH+DJwDtCbmb8AzgcuAT5BcT4PB67OzB3ltjYAv18+/kn589cUvflS\nZVR4xBEw/vqrfvyS1Ak67bO00+qRmuHf7dhNlXPXzHD6rcC1EfFj4N5yWSMzV7SurJa5BvhVZr4/\nImYDbwNOpZh1f2C7lwNExFyKkP53wM2ZeVJEPAN4X0S8EZidmS+IiEMoQv7TgMdFRFdm3gMs5eEv\nCRotPboJUK/XqdfrrFx5TrtL+Z3Vq1dxbc+WdpdBrWsm8+uHdcy5mewRAV1ds1i27BRqtVolv7Uc\nb/1VP35J6gSd9lnaafVIzfDvduymyrlrJsT3DfnuC6A1KhBGh3A+8KmIWEdxHfsngJ0D2jQy878j\n4tkRsZHiHL0HuApYGxFnlMvOprje/d0R8QqKXvh3ZebWclj+FRHRW7Y5E1jGruetqudQ01iVrx2C\n8ddf9eOXpE7QaZ+lnVaP1Az/bsduKpy7Zm4x95mIOJxiSPhlwGMy88aWV9YCmfkA8KoBi/+13/Nn\n93v8xkE28ZxBlr18kP1cQtF7399F/Z6/j+J6eqlSqjyLJ4y//qofvyR1gk77LO20eqRm+Hc7dlPh\n3I14rXtELAP+G/goxfXj34mI5a0uTJIkSZIk7aqZCevOBP4AuDMzbwGeApzV0qokSZIkSdJumgnx\nOzPzzr5fMvNmdr+OXJIkSZIktVgzE9tdHRFvAPaMiGOBv+ThW6VJkiRJkqRJ0kyI/0vgXRS3l7sA\nuBx4ayuLUvssWXJiu0tQk3ytJEmSpOmnmRD/WuAfMvPtrS5G7bdo0dJ2l6Am+VpJkiRJ008zIf5R\nwJURkcDFwBcz857WliVJkiRJkgYacWK7zHwbxT3N3wc8HbgqIi5udWGSJEmSJGlXzcxO32cmsCfQ\nC9zfmnIkSZIkSdJQRhxOHxEfA15CMSP9xcAbM/O+VhcmSZIkSZJ21cw18b8EnpKZt7W6GEmSJEmS\nNLQhQ3xEnJ6Z5wPzgDMiAqBWPt3IzHMmoT5JkiRJklRqpiceHg7vQ/0utVRj6z08cOm1Lds2MOL2\nG1vvgXpLSpAkSZKkpgwZ4steeIDDM/PUySlH2t38+Qtauv0eegCo1wdP6DNnzuDBB3dCvfW1SJIk\nSdJwmumJf3xEzM7Mu1pejTSI5ctXtHX/Bxwwm9tu889fkiRJUvs1E+J7gS0RkcC95bJGZp7YurIk\nSZIkSdJAzYT4vx1kWWOiC5EkSZIkScNrJsRvBYKiF/4XmbmptSVJkiRJkqTBDHeLuQOBzwOPB66j\n6H2PiPgu8KeZ2TM5JUqSJEmSJIA9hnnun4FvAwdl5vGZ+XTgIOAq4B8nozhJkiRJkvSw4YbTPzEz\nX9F/QWY+EBHvBH7S2rKkwa1ZcwHd3ZvHtG5Pz/C3khvKMccczctedsqY9ilJkiRJE2m4EH/vYAsz\nszcidraoHmlY3d2b+eUNV9M1rzbqde/ZWszHeHfjpubX2dZg5swZo96XJEmSJLVCMxPbSR2la16N\nY543+j/da7/2EMCo1u1bR5IkSZI6wXBp5vcjYqiZ6A9tRTGSJEmSJGlow4X4oyetCkmSJEmSNKIh\nQ3xmbp7EOiRJkiRJ0giGu8WcJEmSJEnqIIZ4SZIk/f/t3XucHXV5+PHPSQiXhCRLIYiiJIL2Uaso\nyEXQTQLy865ItRULVMT7vRYrLaYgmB/gBa1WC5UWiaCkVvlVrSByS7LgBVEQi/goGFZstQTCBogG\nluT8/phZOGxOspfsOWdnz+f9eu3rzJnznZln5ntmzj7z/c6MJKkiTOIlSZIkSaoIk3h1RF/fCvr6\nVnQ6jMpxu0mSJEndzefEqyNWrrwagN7exZ0NpGLcbpIkSVJ3syVekiRJkqSKMImXJEmSJKkiTOIl\nSZIkSaoIk3hJkiRJkirCJH6CRMRJEXFgp+OQJEmSJE1d3p1+gmTmRzsdgzQa9XodgFqt1uFIWq+b\n1lWSJEnjV6X/G03iRxARfwx8ARik6LlwLHAK8ETg8cA3MvPvI+IC4OJy3MuAnYB9gI9m5rKI+Dow\nB6gBhwIvzMy+Nq+OxKpV11Cr1Vi48LBOh9Jy3bSukiRJGr8q/d9oEj+yI4DvAycBvcBs4HuZ+a8R\nsSNwJ/D3QL0sXwfmZOZLIuIpwDeBZZl5JEBEnAH0dXsCPzAwwLp197J06Sljmq6/fzWbZtRHLjhB\nBv9Q5/bbbx9znK3S37+auXN3Gff069evZ/nyiwA44ICDmDlz1kSFNul007pKkiRp/Kr2f6NJ/Mj+\nlSKB/zawDjgNODAiDgPuA3ZoMs1N5etvgB2HRkbEB4DdMvOtLY1Y2oIK9A6aMN20rpIkSRq/qv3f\naBI/siMpWs5Pj4jXUyToH8vMt5ct7c0S8s2aiiPiTcDzgde0NNqK6OnpoaenhyVLTh/TdEuXnsJv\n7v1Zi6La3Iydajx593046aRT27bMrdnWHgEzZ87i6KOPpVarTfozjNuqm9ZVkiRJ41e1/xtN4kd2\nA7AsIh6iuCb++cA5EfFcoB+4ISKeMGyaxiS+HhGPA84FrgWujIga8PnMvLj14UuPVYXrfCZKN62r\nJEmSxq9K/zeaxI8gM39FcS18o+c0KfrGJtNuAPYu386Y4NCkcanCHTcnSjetqyRJksavSv83+px4\nSZIkSZIqwiRekiRJkqSKMImXJEmSJKkiTOIlSZIkSaoIb2ynjli06PBOh1BJbjdJkiSpu5nEqyN6\nexd3OoRKcrtJkiRJ3c3u9JIkSZIkVYRJvCRJkiRJFWESL0mSJElSRZjES5IkSZJUESbxkiRJkiRV\nhEm8JEmSJEkV4SPmVDm/X1vn55c+PPbp7qkDjGna36+tw+5jXpQkSZIktYRJvCpl/vwF4552oDYA\nQE9Pz+gn2gX22WefcS9TkiRJkiaSSbwq5bjjTmj7MufNm82aNfe3fbmSJEmSNJzXxEuSJEmSVBEm\n8ZIkSZIkVYRJvCRJkiRJFWESL0mSJElSRZjES5IkSZJUEd6dXpPWhReeT3//HZ0OgxkzpjM4uHHU\n5QcGxvYou/nzF3TkrvuSJEmSqsckXpNWf/8d3HbbLYzlse6TQZnD8/DD/z3qspIkSZI0GibxmtR6\neuDwF07vdBhjcvVVRav9aOIeKitJkiRJo+E18ZIkSZIkVYRJvCRJkiRJFWESL0mSJElSRZjES5Ik\nSZJUESbxkiRJkiRVhEm8JEmSJEkVYRKvMenrW0Ff34pOhyH5XZQkSVJX8jnxGpOVK68GoLd3cWcD\nUdfzuyhJkqRuZEu8JEmSJEkVYRIvSZIkSVJFmMRLkiRJklQRJvGSJEmSJFWESbwkSZIkSRXh3em3\nIiKOB14C7Fb+fRi4F1gKbARuB94GHAucANSAU4FdgfeXZa7NzL+LiNOAheWsnwl8JjM/0q51kTT1\n1Ot1AGq1WocjkaRq8fipblWv1x/5/qu6bInfujowLTOPoEjmPw2cDxyVmYuB/waOL8utzcxe4CaK\nZP/w8v2eEXFEZp6amYcBnwBuAM5q87pImmJWrbqGvr4VnQ5DkirH46e61apV13DFFVd0OgxtI1vi\nR3YVQGb+LiJ+D+wD/HtEAOwEXAHcBmRZ/inAPOCyssxsYG+AiFgInAy8ODMH27gOE2ZgYIB16+5l\n6dJTWr6s/v7VTJ/e8sV01IYNxXq2Y3tOFTNmTGdwcCP9/auZO3eXTofTMevXr2f58osAOOCAg5g5\nc1aHI5KkavD4qW419N2fNq3Gxz++r9/9CrMlfmQHAkTE44DtgV8CR5at6mcBV5blNpWvq4E7gSPK\nMv8EfC8i9gM+BfxpZj7QxvglTUH2AJWk8fH4qW7ld3/qsCV+ZE+NiCuBOcBbKU58fCsipgHrgDcA\nCyi61JOZayLik8CqiJhOkdRfDPwQGAQujogacH1mntTuldlWPT099PT0sGTJ6S1f1tKlp3D33be0\nfDmdtOOOsNtuT27L9pwq5s2bzZo193d974WZM2dx9NHHUqvVPJMuSWPg8VPdaui7P2fOTn73K84k\nfmTfyMyzh40bfiHJssY3mfkl4EvDyjxzogOT1N0WLjys0yFIUiV5/FS3WrjwMObNm83dd9sxuMpM\n4kfm7RslTUreVVmSxsfjp7pVrVbz+z8FmMRvRWYuG7mUJEmSJEnt4Y3tJEmSJEmqCJN4SZIkSZIq\nwiRekiRJkqSK8Jp4jcmiRYd3OgQJ8LsoSZKk7mQSrzHp7V3c6RAkwO+iJEmSupPd6SVJkiRJqgiT\neEmSJEmSKsIkXpIkSZKkijCJlyRJkiSpIkziJUmSJEmqCJN4SZIkSZIqwkfMaVIbGICrr9rY6TDG\nZGCgeB1N3AMDsNtuLQ5IkiRJ0pRhEq9Ja/78BZ0OAYAZM6YzODj6EwnbbVdk8T09PSOW3W23ybOe\nkiRJkiY/k3hNWscdd0KnQwBg3rzZrFlzf6fDkCRJkiSviZckSZIkqSpM4iVJkiRJqgiTeEmSJEmS\nKsIkXpIkSZKkijCJlyRJkiSpIrw7vTRGF154Pv39d4x5uoGB0T96rtH8+QsmzZ36JUmSJHWWSbw0\nRv39d/Cr225h97lj68iydmATANsN/nbU09y1btOYliFJkiRpajOJl8Zh97nTOHrxDmOaZvmKBwHG\nNN3QNJIkSZIEXhMvSZIkSVJlmMRLkiRJklQRJvGSJEmSJFWESbwkSZIkSRVhEi9JkiRJUkWYxEuS\nJEmSVBEm8Zq0+vpW0Ne3otNhaAusH0mSJKn9fE68Jq2VK68GoLd3cWcDUVPWjyRJktR+tsRLkiRJ\nklQRJvGSJEmSJFWESbwkSZIkSRVhEj9MRBwfESeOsuy7y9cdIuJNrY1MkiRJktTtTOI3Vx9D2Q+V\nr48H3tyCWCRNAvV6nXp9LIcGSRofjzeStoXHkO7g3embe3FEvAzYGTgN+BwQmflQRJwF3ArsCfxR\nRHwOmAE8IyKWAJ8FLgJmU2zfJZl5TUTcDKwA9qU4UXBkZt7X5vWSNA6rVl1DrVZj4cLDOh2KpCnO\n442kbeExpDuYxG+uBtyVmcdGxO7AD8pxQ+pAPTPPiIj3ZOa7ImI+8KzMXBoRnwAuz8x/jIgnANcC\ne1Mk9V/OzPdGxEXAS4F/a+uaVczAwADr1t3L0qWndDSOGTOmMzi48ZH3/f2r2XFae85wrt9Q557+\n1R3fBs30969m7txdOh1Gy61fv57lyy8C4IADDmLmzFkdjkjSVOXxRtK28BjSPexOv7k6sAogM+8C\n7gN2bfi81mSaxnFPa5j+f4D7ypMBADeWr3cCO05gzJJapNZsj5ekFvB4I2lbeAzpHrbEb64GPA/4\nfHNreJYAABnzSURBVETsCewE/AZ4QkT0A/sBP2soC7CJR0+I3AosBH5STt8D3FN+5gUqY9DT00NP\nTw9Llpze0TjmzZvNmjX3P/J+6dJTeGDNrW1Z9qwdazxu3pM7vg2amYy9A1ph5sxZHH30sdRqNc9o\nS2opjzeStoXHkO5hEr+5OrBrRFwFzKK4Yd0+wKXAHTyakAP8LCK+CLwF2D4izgTOAM6PiNdSnAB4\na2ZujIjhCbwJvVQRXlcmqV083kjaFh5DuoNJ/DCZuQxYNmz0KuALTcoe3vB2v4bho5qU3bth+O+2\nMUxJbVSzf5qkNvF4I2lbeAzpDl4TL0mSJElSRZjES5IkSZJUESbxkiRJkiRVhEm8JEmSJEkVYRIv\nSZIkSVJFeHd6TVqLFh0+ciF1jPUjSZIktZ9JvCat3t7FnQ5BW2H9SJIkSe1nd3pJkiRJkirCJF6S\nJEmSpIowiZckSZIkqSJM4iVJkiRJqgiTeEmSJEmSKsIkXpIkSZKkivARc9I43LVuE8tXPDi2aQY2\nAYxpurvWbWLneWNajCRJkqQpzCReGqP58xeMa7qHZwwAsHNPz6in2Xne+JcnSZIkaeoxiZfG6Ljj\nTuh0CJIkSZK6lNfES5IkSZJUESbxkiRJkiRVhEm8JEmSJEkVYRIvSZIkSVJFmMRLkiRJklQR3p1e\nY3bhhefT33/HNs9nYKB45FrPGB65ti3mz1/gneUlSZIkVZpJvMasv/8O7vjlz3jS3O23aT4D6x4C\nYPZDd09EWFt1Z7ksSZIkSaoyk3iNy5Pmbs+JL3j8Ns3j7Gt/C7DN8xnLsiRJkiSpyrwmXpIkSZKk\nijCJlyRJkiSpIkziJUmSJEmqCJN4SZIkSZIqwiRekiRJkqSKMImXJEmSJKkiTOJFX98K+vpWdDoM\nTRDrU5IkSZq6fE68WLnyagB6exd3NhBNCOtTkiRJmrpsiZckSZIkqSJM4iVJkiRJqgiTeEmSJEmS\nKqIrr4mPiBcDewHfAZZn5iENny0ALm4cJ0mSJEnSZNCVSXxmXg6PJOyS2qRerwNQq9U6HImkrXFf\nFfg9kDQ+Hjtab0om8RFxPHACUAP+HTgSmAXcDRwFHAMEcG5ZfhqwDPgp8G/Dx2XmxyLiROB1wMPA\nqsz824j4MLAA2B2YD7w/M78TEYuApcBG4HbgbcCxwMuAnYB9gI9m5rJWbgdpslm16hpqtRoLFx7W\n6VAkbYX7qsDvgaTx8djRelMyiS/dk5lHRcQpwBGZWY+IbwMHAvWGcjOALwErM/PcsnV+u2HjngX8\nGXBIZm6MiK9FxMvL+WzIzJdFxBHAiRRd9M8DDs3MuyPidOB4YBCYk5kviYinAN+kOEnQcQMDA6xb\ndy9Ll54yqvL9/auZM21ji6OaWPc9uJH7+lePeh0bzZgxncHB6qxvf/9q5s7dpdNhbGb9+vUsX34R\nAAcccBAzZ87qcESSmnFfFfg9kDQ+HjvaY6om8XXgF+XwIHBxRDwAPJEiaW+0LzAAzG4Y92xgXcO4\npwHfz8yhTK4P+JNy+Kby9TfAjhExD9gD+PeIgKLl/QrgtuFlt2H9pMqxR5VUDe6rAr8HksbHY0d7\nTNUkHmBT2YJ+ZGY+LyJmAjdQdLFv9CPgFcD1ZUv9/U3G3Qr8dURMBzYBC4EvUiT79WHzu5siSX9V\nZt4fEa8G7qXodj+87KTQ09NDT08PS5acPqryS5eewsa7bmtxVBNrzg7T2WX3J496HRvNmzebNWvu\nb0FUrTGe3gbtMHPmLI4++lhqtZpnZaVJzH1V4PdA0vh47GiPqZzE1ylav9dHxCqK5PrHwBMaPgeo\nZ+aGiHgHRWL+uibjDga+AlxH8Vi+vsz8j4gYnsTXy2777wMuLa+rXwe8gc2T+EmZ0Eut5LVRUjW4\nrwr8HkgaH48drTclk/hhN4x74QjFDy2nuQ7YbyvjPlX+NS7ntIbhnwOHl8NXUHShb7SsoewGYO9R\nrIo0pXiXUqka3FcFfg8kjY/Hjtab1ukAJEmSJEnS6JjES5IkSZJUESbxkiRJkiRVhEm8JEmSJEkV\nYRIvSZIkSVJFTMm702tsFi06vNMhaAJZn5IkSdLUZRIvensXdzoETSDrU5IkSZq67E4vSZIkSVJF\nmMRLkiRJklQRJvGSJEmSJFWESbwkSZIkSRVhEi9JkiRJUkWYxEuSJEmSVBE+Yk7jcue6hzj72t9u\n8zyAbZ7PaJe1YPeWL0aSJEmSWsokXmM2f/6CCZlPz/YDAEzv6ZmQ+W3Ngt0nLm5JkiRJ6hSTeI3Z\ncced0OkQJEmSJKkreU28JEmSJEkVYRIvSZIkSVJFmMRLkiRJklQRJvGSJEmSJFWESbwkSZIkSRXh\n3enV1S688Hz6++94zLiBgeLRdz3lo+9mzJjO4OBGoHhMnXfnlyRJktQpJvHqav39d9B/2y/Ya+4f\nPTJuYGAtAHMHHwbgoXL8r9etbXd4kiRJkvQYJvHqenvN/SNOXvzSR96fseIygMeMaxwvSZIkSZ3i\nNfGSJEmSJFWESbwkSZIkSRVhEi9JkiRJUkWYxEuSJEmSVBEm8ZIkSZIkVYRJvCRJkiRJFWESr67Q\n17eCvr4VU36ZkiRJkqY2nxOvrrBy5dUA9PYuntLLlCRJkjS12RIvSZIkSVJFmMRLkiRJklQRJvGS\nJEmSJFWESTwQEc+MiN5OxyFJkiRJ0taYxBdeCzyj00FI7Vav16nX650OQ5I6ymOhJI3MY+Xk0bK7\n00fE8cArgR2BxwOfBo4Engl8ANgLOAqYBdxdDr8VeH5m/kVELAO+n5nnNJn3bsCqzHxG+f6zwJXA\n7eVyasA9wAnA/sBHgQeBzwNPBxZTrPvXgIuA44ENEfFjYD7wTmAGUC/jehbw1+W6PA44JzPPjYgV\nwI3AfsAm4OjMvCsizgReAEwHPpmZX20o+0xgDvBnmfnrcW5eaUKsWnUNtVqNhQsP63QoktQxHgsl\naWQeKyePVj9iblZmviQiXge8PzOfFxGLgfcDNwBHZGY9Ir4NHJCZn4uIIyLiAmC7Zgk8QGbeHRE3\nl13gr6dIyt8HXAccn5k/j4gTgA8CVwA7ZObBABGxGlgE/K4s+z8R8QXgt5n5w4g4Anh5Zv4hIs4F\nXgz8N7Ab0AvsANwcEV+jSPKvzMz3R8S7gQ9FxGXAgszsjYgdge9FxBVl2R+UZZcCr6c4uaA2GBgY\nYN26e1m69JTHjO/vX83caaPbDdZt+APr+ldvNo8t6e9fzdy5u4w51nZZv349y5dfBMABBxzEzJmz\nOhyRJLWfx0JJGpnHysmllUl8HbipHF4H3FoODwDbA4PAxRHxAPBEipZvKBLb71K0oG/NecAbgD2A\nr2fmxoh4OnBORFDO7xdl2WyY7phyGXsAlzWMr5Wva4BlZVxPA75Xjl+ZmRuB30fEfwF7l+OvKF+v\nBV4O/AZ4bkRcU47fDlhQDt9Yvt5ZLl/qmFpt5DKSNNV5LJSkkXmsnFxa3RK/pYsmdgBeXbbMz6Ro\nla9FxPbApyi61Z8TEQszc7DZDDLzqoj4GLAnRfd3gJ8Dx2XmbyJiIbBrOX4TQETsQNGN/fURUQNu\niYjl5efTImIu8GHgSRT3C/gOjyb3B5TzmEnRJf+X5fiDgT7g+cBPyxiuycy3RcR2wMkU3fy3tj3U\nYj09PfT09LBkyemPGb906SnU19w9qnnM3XEneubtttk8tmS0LfadMnPmLI4++lhqtZpnUyV1LY+F\nkjQyj5WTS7uS+Pqw4UHggYhYRXE9/I8pkvGzgG9m5r9ExND7E7cy/68CL8zM1eX7dwAXlsnzJuBN\n5XzrAJn5YESsjYjvA38ALs/MX0fEj4CPU/QWuI6i9f0uihb8xwOrgTllt/hdgNMyc23Z4v+uiPgI\ncB/FCYR1EbG4XLedgUsy84GybLNtI3WM1zRJksdCSRoNj5WTR8uS+Mxc1jB8OXB5OfwTiuvMm/ly\nwzSnjWIZZwJnNrz/MTD823UbsLKhzEeAjwybz6XApeXbFcOXU17Hf31mvqdJGO/MzLXD5rfZiYfM\nPKxh+J+brpDUZjX7RkmSx0JJGgWPlZNHq1vit0lE7AUsa/LRysz8cBtDaexJIEmSJElSR0zqJL58\nBFvH+21k5koaWvMbxnc8NkmSJElS95jW6QAkSZIkSdLomMRLkiRJklQRJvGSJEmSJFXEpL4mXpoo\nixYd3hXLlCRJkjS1mcSrK/T2Lu6KZUqSJEma2uxOL0mSJElSRZjES5IkSZJUESbxkiRJkiRVhEm8\nJEmSJEkVYRIvSZIkSVJFeHd6db1fr1vLGSsue+R9/8BagMeMGyo3f95ubY1NkiRJkhqZxKurzZ+/\nYLNxPTOK3aLW0wPAjBnTGRzcyPx5uzUtL0mSJEntYhKvrnbccSeMWGbevNmsWXN/G6KRJEmSpK3z\nmnhJkiRJkirCJF6SJEmSpIowiZckSZIkqSJq9Xq90zFIkiRJkqRRsCVekiRJkqSKMImXJEmSJKki\nTOIlSZIkSaoIk3hJkiRJkirCJF6SJEmSpIowiZckSZIkqSK263QAgojYHvgX4CnAIPBeYD1wAbAJ\n+C/gXZnp8wBbbAt1MQ34T+AXZbFzMvMrnYmwO0TEwcBZmXlYRDyFJvtCRLwFeCvwMLA0M7/VsYCn\nsFHWxaeB5wP3A3Xg1Zl5X6dinsoa66N8fxTw2sw8pnz/POAfKPaL72Tm6R0LdoobRV0cBXwcuLOc\n5NTMXNWRYKe4Ycep5wCfATYCDwJ/mZl3+ZvRHqOsC38z2mBYXTwD+Hz50S+BN2fmRveL9hhlXYxp\nv7AlfnJ4C/D7zDy0HP4CcDZwcmYuBGrAkR2Mr5sMr4vzgf2BszPzsPLPBL6FIuKDwHnADuWoTzJs\nX4iIPYD3AIcCLwbOLE/AaAKNpi7K8fsDLyr3j8P9Z6w1htdH+YN/BkVdDDkHeH1mvgA4uPwnWhNs\nlHWxP/DBht8OE/gWaHKc+gfg3eXJlUuAkyLicfib0XKjqYtyvL8ZLdakLv4v8LflbwPAK/1fqj1G\nUxfl65j2C5P4yeEZwLcBMvMXwJ7A4Q0/+JcBR3Qotm7TrC6eC7w8IlZGxL9ExM6dDLAL3Ab8KY/+\nM7x/k33hQOC6zBwsD3K3Afu2PdKpb8S6iIga8FTgvIi4NiLe2IE4u8Xw+rgOeMfQ+4iYA+yQmavL\nzy/H345W2WpdlJ4LnBARqyLiExExvc0xdovhdXF0Zt5cDs8A/gAchL8Z7TBiXfib0TbD6+I1mXlt\nmaTvAQzgftEuI9ZFRExjjPuFSfzkcBPwCnikK+Q8YGbD5w8AczsQVzdqVhd3Ah/IzEXAr4BTOxfe\n1JeZl1B06xrS+E/x/RT7whxgXZPxmkAj1MXQcWkWRXfJY4CXAO+MiGe1LcguMrw+mvQKmgM0nrl3\nv2iRUdQFwBUUrZALgZ2Bt7cpvK7SpC5+BxARhwLvAj6FvxltMcq68DejDZrUxaaI2Au4BdgVuBmY\njftFy42yLmYyxv3CJH5yOB+4LyL6gFcDCaxt+Hw2xRkztd7wuvgF8IXMvLH8/D+A/ToVXJfa1DA8\nh2JfuI9ivxgyG7i3nUF1qca6GDou/R74TGZuyMwHgKuBZ3ciOG22XwztL+qM8zPzjnL46/jb0TYR\n8TqKS0telpn34G9GxzSpC38zOiQzf52ZTwX+meLyOPeLDmlSF2PeL0ziJ4eDgKszsxf4KvA74LsR\nsaj8/KWA19K1R7O6+H8RcWD5+QuBGzoVXJe6scm+cD3QGxE7RMRc4OkUN1pTazWriz8Gro2IaREx\nA3gB8KNOBdjNyu6QD0XE3mWX1Rfhb0dHlNv/JxGxZznqCPztaIuIOJai1Xdxw0kUfzM6YAt1Efib\n0XYR8Y3y5rRQ9KTbiPtFR2yhLsb8v5R3p58cEvi3iDgZ2AC8meIEy3nl9RI/o0go1XqNdfEHirrY\nGfhcRAwCv6W4i6dab+hpDCcybF8o74j+GaCPYl85OTMf6lCc3WCkuvgi8D2KJzpckJm3dijOblEf\nNtz4/u3Al4DpwOWZ+cN2BtaFmtZFuV+8CfhaRGyg+Mf4vA7E103q5XWlnwb6gUsiAmBFZp7mb0Zb\njVQX/ma0z9Ax6kzggoh4iOIJWG/OzP91v2irkepiTPtFrV73qWWSJEmSJFWB3eklSZIkSaoIk3hJ\nkiRJkirCJF6SJEmSpIowiZckSZIkqSJM4iVJkiRJqgiTeEmSJEmSKsIkXpKkUYiIxRFxzQTP87MR\ncWNE3BIRD5bDN0bE8RHxrYjYY4KW8/GIeM4WPpsWEZdExKwtfD47Ir46wvxPi4hXlMNNt1FEbBpr\n3COJiCUR8bJxTPfKiHh/OfzhiDi1HL6xBTGeHxE/j4i/iIhvleMuiIg3lMMT+p1qWO5rI+IL5fCy\niHhCK5YjSWq/7TodgCRJ3Soz3w0QEfOBFZm5X8PHF0zEMiLi2cAemXnTFmLYFBHnAacAJzUpcirw\nz1tbRmae2vB20XhjHYfFwCfGMd1zgXo5PPTKsO0/Ud4A7JCZDwNfbljm0HLbsb0+CnwKeF0bliVJ\najGTeEmStkFEbAecA/wJ8DgggT8F9gAuAe4E9gH6gWMz894ms6k1me8dFAneYcDLgScATwT+AdgL\nOBy4B3hpZj4YEX8JvI+il92PgHdl5oPAicCF5Tz3pUjItwM2AG/MzNuA7wCfiYilmXl/QwxzgFdk\n5gfK9yuAnwKHAjsCf5WZV0TEBcA1wP5lue9l5iFb2F57Av8KzAUeD1ycmX8XEccDrwJ2L7fjNzLz\nxIh4IvAlYCawCXhvZv4gInYBHszMDRHxvHK77AjcDbwtM28v4z01M1dGxIIyxpcBbwfqEdFfhlUv\nY9uUmdMiYmfgcxR1Oh34aGYuL2N8A7Ar8E3gFuBvgI3Aaor6fbBhXb9BUbfXR8TbgK9k5pPLj2sR\n8enG7RURLwFOA2aU83tLZq4tvwvfB54D9AIvbVbXEXEMsAR4ALitrGMy82cRsSAi9s7MXzWrF0lS\nddidXpKkbXMIsCEzDwWeAuxEkSgCPJsiAXwmcCvw4THMt7G19kDgxRQJ3NnApZn57PKzF0fEnwBv\nBg4pW5PXAB+IiBrFCYC+suxfAWdn5oHAPwLPA8jMjcDNFCcMGh0O/GRYTNtl5nOBY4BlETFjKNbM\nfF85v6YJfOlo4EtlmWcD74yIXRvW80iK5Pl5EXEUcALwzTLmDwLPL8u+CLi8XP5yikT2OcC5wMVN\ntiFlbLdSnHQ5JzMv2EKMS4AbMvMAihMpH4qIoeR7T+A5mfkh4CPA/ynL/Rx42rBlvap83Z+iTho9\nZntFxDzgTOBFZfnvULSgD63HpZn5NIqTHM3q+gkUvRIWAwdTfA8b1/1a4BVbWF9JUoXYEi9J0jbI\nzL6IuCci3kWRxD0VmEWRQP00M79bFl3Go92pR2uohf66zHwAeCAiAK4qx/cDu1Ak308FflB+vj1F\nC+2uZYx/KMt/C/hc2eL7n0Djte795TwaPRX4zbBx55bzvCkifgvsO5YVysyzI+KwiDgReBZFq/PQ\n9vpqZt4DEBHLKU4iXAxcEhH7DcVfzuolwBlAAGsz80fl/L8aEZ8vexFsyWY9H4Y5AtgpIk4o38+k\nOLFQB36cmUPX938T+G5E/Afwtcz8yeazGrWDKXpYrCjrcDpFT4shPyhft1TXhwDfzcz/heK6e4oT\nIkOa1a8kqYJsiZckaRtExKsouns/AJwPrOLRJPHhhqLTh70fi4ca3zQkkUOmUXTV3q9snT0YeC9F\n0vlww3Rfo+jyfj1Fq/y5DfMYpOiu3mhjk5g3DlvumNYpIs4G3gPcQdGSfQ+Pbq/GeU8HBsuTIM8A\nLqe4pvub5ed/nJm/pPn/MrVy+nrDvGcMK1Nny6YBxzRsz+eXywcYOiFCZv4V8BpgLXBR2Z19vKYD\n1zYs8yDgzxs+H1ru1uq68eRE47aE5vUrSaogk3hJkrbNCymSqmXA/wILKRKyGrBvRDyzLPdG4NIW\nxbACOCoi5pVd6M+huHb8HmBaRMwEiIgvAwdl5ucpbmS3f8M8ngz8cth8bwfmDxt3TDmvA4Aeimvk\nH5M8RsT0rcR6BPDx8oTCXhTd04e21ysjYueI2JGi2/1lEXEmcFxmfpEi+d+/bJUfupN8AruW8RAR\nfw7cUd574G5gaPu/uiGGQR5N6mts3jJ/NfDOcn6PL5f1pMZyETE9IhK4OzPPAr5Icc36aDTbXj8A\nDomIodbyJTzanb7RCprUNUV3+UMi4onl+NcPm25vNq9fSVIFmcRLkjQ6daA3Iu5v+Psn4Dzg9RHx\nQ4qbxn2dIiGuA3cBZ0TELcBuwNIR5j/8fePfFstl5s0UN0S7GvivcvxZ5etlPHoH9LOAkyPiR8DH\ngaHHrE2nSOivHDbvqyiuU2/0lHL6c4HXlb0CGmP6OnBTRGy/hfU7E7gwIr4L/EUZ89D2WkPR4n0T\nxY3trqDoPv+a8vFvl1DclO6llCdEyhvJvQ74bET8lCL5HroL+8corrn/EcVN74ZiWAUcExHv5rHb\nd+j1NIru9D8tt8EHyxvCPVK2vI/AqcCVZd33Ap9kc83qbrPtBdxLcf3/VyLiZmA/ipsSPsaW6joz\n7wLeQXEt/Q8pbmrXuJyFPNqLQZJUYbV6fWu9ySRJ0niUd0O/LDOf3uE49gWWZOafb6XMkcChmbnZ\nI+bK7u9XZ+a3ymean5SZ17cgzuOBgzPzHRM9725XPmbw5Mz0EXOSNAXYEi9JUut0/Ex52XJ7Z0Q0\n7eodEdMoWoA/soVZnAa8qUXhNdrsTvKaMH9Dk1Z9SVI12RIvSZIkSVJF2BIvSZIkSVJFmMRLkiRJ\nklQRJvGSJEmSJFWESbwkSZIkSRVhEi9JkiRJUkWYxEuSJEmSVBH/H+LtLvYCk5D8AAAAAElFTkSu\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/EAAAJoCAYAAAAu32GqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmjCJlyRJkiSpJv5/Dnz+Z7bF3y8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/EAAAJoCAYAAAAu32GqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/EAAAJoCAYAAAAu32GqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmcXXV5+PHPTSDAxGSGQBBcGILax1pxqaGKdZJI3bUq\nrtESZalSqtafWmvRNEKMVanVWmsFKSIGS9zFVhGpNGG0Yl1aFS2PIskFlSUkzBDCEkLu749zBy7D\nzOTOcre5n/frldfcc+73fL/PWbB9zne5pUqlgiRJkiRJan9zWh2AJEmSJEmqj0m8JEmSJEkdwiRe\nkiRJkqQOYRIvSZIkSVKHMImXJEmSJKlDmMRLkiRJktQh9ml1AJIkdYuIOB74S6AC3A78RWb+MCLm\nAh8CnkXxf5s/mJlnjzr2JODFmfnCmn1fBB4H3FbddVlmvm2C9ucBlwOfz8y/30usK4CLgauqu/YB\nbgZOzcyrxjuueuxG4KOZ+cWJyu2ljlOAvsz8wCSPOwp4N8V1ubu6+18y88NTjaWONl8GvCEznz5q\n/xHAr4Cf1OwuAR/JzPPGqOePgWdk5psbFaskqfOZxEuS1AQREcCZwBMz88aIeC7wJaAfOAV4BPB7\nwELguxHxo8z8fkQsAv4WOB64bFS1TwGelJk31BnGPwBHUrxEqMfVmfnEmnN4O/CPFC8bJlJv/eMa\n/RKjHhHxeOCbwJ9m5r9V9x0EXBQRNDKRn8Dto67hQ4ArI+IHmfnT2oLVmP+t2QFKkjqLSbwkSc1x\nJ3ByZt5Y3f4hcGhE7AscB5yVmXuAoYjYQJG0fx94OfAbih78549UFhFLgAXA2dUe3x8Cb8vMW8Zq\nPCJWUbwg+BpFb/DI/nOAH+wtaY6IEnAQ8Nvq9nzg48CjgEXADuDVmfmL6iEvioi/Ah4M/AfwOooX\nFoPAz4EjgOXAScCLgP2B+cBfZuZXIuJ04KDMfFNEbAHOA/4IOBz4bGa+Y4ww1wEfGEngATJzW7VX\n/6hq3KcDxwCHAj+muK6fAA6p7isDr8jMrRO1GxFrgVcD24CrJ7p2tTLztxHxS+B3IuJJwMlADzAM\nnA+8jOKe/xD4p8z8eHUUxv8D/iAz76y3LUnS7OSceEmSmiAzy5l5MdybEH8IuCgz7wYeBlxXU/w3\n1X1k5tmZ+R6KlwC1FgOXAq8HnkgxpP6TY7VdHWL+JopEGmp6yjPzdRMk8I+IiP+JiP+pxnQK8JHq\nd88BtmfmMZkZFC8c3lj9rgQ8iGKkwO8CzwWeWv3uocDa6jH7AccCyzLz8cBqYG1N+5Wav/Mzc1m1\nnjdFRP8Y8T4NuGT0zsz8WWZuqNn1cIoREa8BVgLfycynZuaRFNMcVk3Q7hER8SLgJcDjq/vnU+fo\ng4g4BngkcEV112OA5Zl5LNWXK9VE/ZXA2oh4HvBe4KUm8JIksCdekqSmqvZgf4oimX1OdfdYL9Xv\nmaiezPxv4KU19Z4O3BAR+2Tm7pr9vcB6YGVm3lF9gVAaXd84fjVqKPhLgEsiYklmfjEiNkfEmyiS\n0hXAf1WLVih6rSvAHdWe50MoXgTsBr5bPYdyRJwArIqIR1Ak/fPHieWi6jG/jYibKHr/y6PKlKhJ\npiPiw9W45gI9mfnI6ldXVEc9kJn/GBEDEfFWilEFj+W+BHu8dp8BfDEzd1bbORd46zhxH1B9CQL3\nrSvw6sz8TTHDgp9k5m2jD8rMKyPiDIrh9a/JzF+OU78kqcuYxEuS1CQRcThFUvYz4OmZeVf1q2uB\nh9QUfSj375kfq66nAYsy86vVXXOAPcAhEfG1mqIfAnqBC6tJ4+HAMyJiQWaePpn4M/NLEfFx4Peq\nQ8FfB3wU+AzFsPIjaorfXfO5wn0vDu4aSaAj4vcpkuS/p+hB30QxRH8sd4xTX63/Ap5OMVyfzHxL\ntZ1+4MqacjtHPkTEB4CjgXMp1hzYZ1TdY7W7h/u/eJnohcsdtS9CxvCABL7GY4EbKIb/f2aCcpKk\nLmISL0lSE1QXqNsEfLI6PL7WRcBJEfFvFPPcX0kxdH0iC4B/jIjB6jz4t1OsOv9biuH1tdbXxHEe\n8NPM/NAUzuEPgX2BBE4DPpWZ50VEH/DPFC8nRtTT2z8AfD8z/6G6Qv8/U/SaT6aOWqcBX4uIzcDF\nmVmJiP0pRizsHueYZwHvzsyvRsRDgWdSzE0fTwX4BvDhiPggxVoAqyYoPyUR8VKKNQMeD/xXRLyw\n5oWNJKmLmcRLktQcp1LMc39JdVj6iGMpep8fQbHQ2jyKRe4GRx1f4f5z2S+OiI8C34mIORQ/Y/Y6\nJmmChe0qVOfEV7fnUMzLf0lmDlcT2E9ExGsoeuG/QjH3vfb4sdTuvxB4aURcWa1jA/CqiHjQ6POt\nR2b+OCKOpfiJufdHxD0U8+6/TTFUf6T92nrXAh+MiHcCNwFfoJgeMFE7F1fXGfgBcAvFfavnfMf6\nrjJ6OyIeRvFC4wWZeXNEvBb4SnVF+99OFJskafYrVSrT/hUYSZIkSZLUBK5OL0mSJElShzCJlyRJ\nkiSpQ5jES5IkSZLUIUziJUmSJEnqEK5O36Z2776ncsstt7c6DLXIgQf24P3vTt777ub9717e++7m\n/e9e3vvutnjxgsn+lCpgT3zb2mefuXsvpFnL+9+9vPfdzfvfvbz33c37372895oKe+KlqvXrz6Nc\n3lx3+eHhIQB6e/um1W5//xJWrTpxWnVIkiRJ6g4m8VJVubyZ8tW/4vDexXWVHxq+GYCFu6Y+oOXa\n4a1TPlaSJElS9zGJl2oc3ruY0562sq6y7/v2BoC6y09UhyRJkiTVwznxkiRJkiR1CJN4SZIkSZI6\nhEm8JEmSJEkdwiReHWlwcCODgxtbHcas53WWJEmS2osL26kjbdp0GQADAytaG8gs53WWJEmS2kvX\nJPERcQIQmXnaDNR1IfAa4BzgQmAjcHxmnjvduiVJkiRJGk83DaevzFRFmfmqzLy7WmcFOAz405mq\nX5rNKpUKlcqM/efYUJ0UqyRJkrpD1/TEVz0lIi4BFgMfB24B/hzYlyIZPw44CjgNuBN4OHAWcCzw\neOAjmXlWRGwBolpnCXgn8JiIWA38E3ABsIDi+q7OzP+MiJ9Q9Ng/rtrWizLz1gafr9R2ijn2JZYt\nW9HiSPauk2KVJElSd+imJL4E3J2Zz46IfuDrwHrg+Zl5R0ScBTwb+A3wUIqkfSnweeBI4GHAlymS\n+tquuQrwXuCozFwXER8ELsnMj0bEQ4BvV49fAPxrZv5FRFwAPBf4bMPPepYaHh5iaGiIdevWzFid\n5fIWeufuN2P11WP4rp0Ml7c/4DzmzduHXbt2NzWWsZTLW+jr65ux+nbu3MmGDRcAsHTp0fT0zJ+x\numdaJ8UqSZKk7tFtw+l/VP18I9ADbAXOj4hPUvSQ71v9/srMvAcYBn6VmbuBIWD/ceou1Xx+NHA5\nQGb+Frg1Ig6pfvc/1b/XTVCXNGuVSnsv0y46KVZJkiR1j27qiYf796D3AWdQDJmfA3yT+5LxyUyC\nLQH3cN8Lkf8DlgE/joiHVtvZNoV6NYHe3j56e/tYvXrtjNW5bt0aKlubO8Ohd7/59C0+7AHnsXjx\nArZu3dHUWMYykyMdAHp65rNy5fFAqe17tjspVkmSJHWPbk7ih4ErgO8CNwFJsUDdZh44XH7059H7\nbgLmRcT7gL8FPhkRLwMOAF6fmfdExOgE3oReXamTfq6uk2KVJElSd+iaJD4zz6/5fCdwxATFN1XL\nXUWxqB2ZOQQ8pvr5yGq5E2uOeWLN5+PGaP/Ims/T/pk7qVOVOmiceifFKkmSpO7QTXPiJUmSJEnq\naCbxkiRJkiR1iK4ZTq/ZZfnyY1sdQlfwOkuSJEntxSReHckFx5rD6yxJkiS1F4fTS5IkSZLUIUzi\nJUmSJEnqECbxkiRJkiR1COfESzWuHd7K+769oc6yNwHUXX689voXL5zy8ZIkSZK6i0m8VNXfv2RS\n5fvm7QGg1Dv1JLx/8cJJtytJkiSpe5nES1WrVp3Y6hAkSZIkaULOiZckSZIkqUOYxEuSJEmS1CFM\n4iVJkiRJ6hDOiVdXWL/+PMrlzU1vd3h4CIDe3r5JHTdv3j7s2rW7rrL9/Uuczy9JkiR1CZN4dYVy\neTPlq6/h8IWHNbXdoVu3A7Dwrv0mddxddZa79tbrJxmRJEmSpE5mEq+ucfjCw/jrY17f1Dbf/91P\nADSs3ZH6JUmSJHUH58RLkiRJktQhTOIlSZIkSeoQJvGSJEmSJHUIk3iNa3BwI4ODG1sdhjQmn09J\nkiR1Ixe207g2bboMgIGBFa0NRBqDz6ckSZK6kT3xkiRJkiR1iK7siY+IZwOHA98ENmTmMTXfHQFc\nWLtPkiRJkqR20JVJfGZeAvcm7JI0aZVKBYBSqTSl7yVJkqSpmJVJfEScAJwElIDPAy8C5gM3A8cB\nfwIEcFa1/BzgfOCnwGdH78vMMyPibcArgd3A5Zn51xFxOnAEcAjQD7wlM78ZEcuBdcA9wK+AU4Dj\ngecBBwCPAD6Qmec38jpIapxiUb0Sy5atmNL3kiRJ0lTMyiS+altmHhcRa4BnZGYlIr4BHA1Uasrt\nC3wG2JSZZ1V75/cZte8o4OXAMZl5T0R8MSKeX63nzsx8XkQ8A3gbxRD9c4CnZubNEbEWOAG4G1iY\nmc+JiEcC/0bxkqBtDQ8PMTQ0xLp1a1odyrSVy1vondPT6jBm3PBdOxgu3zgr7tFklctb6Ovra0nb\nO3fuZMOGCwBYuvRoenrmT+p7SZIkaapmaxJfAX5R/Xw3cGFE3AY8jCJpr/U4YAhYULPv8cBwzb5H\nA1dk5j3V7UHg96qf/7f699fA/hGxGDgU+HxEQNHzfilw9eiy0zg/SS20txHyjqCXJElSo8zWJB5g\nT7UH/UWZ+ZSI6AF+QDHEvtYPgRcA/13tqd8xxr7/A94aEXOBPcAy4NMUyX5lVH03UyTpL8zMHRHx\nYuAWimH3o8u2td7ePnp7+1i9em2rQ5m2devWULnpjlaHMeN691tA3yGHzIp7NFmtHH3Q0zOflSuP\nB0pj9rLv7XtJkiRpqmbzT8xVKHq/d0bE5cAFwI+Ah9R8D1DJzDuBUykS83lj7PsF8DngO8D3gM2Z\n+ZVR9YzUVQHeDHw9Ir4DvB74+VhlZ+pEJTXfwMAKBgaWT/l7SZIkaSpmZU/8qAXj/mgvxZ9aPeY7\nwBMn2Pfh6r/ads6o+XwVcGz186UUQ+hrnV9T9k7gyDpORVKb2tuq865KL0mSpEaYzT3xkiRJkiTN\nKibxkiRJkiR1iFk5nF4zY/nyY1sdgjQun09JkiR1I5N4jWtgYEWrQ5DG5fMpSZKkbuRwekmSJEmS\nOoRJvCRJkiRJHcIkXpIkSZKkDuGceHWNa2+9nvd/9xNNbxNoWLvX3no9/Ycc2ZC6JUmSJLUfk3h1\nhf7+JS1pt2+/RQCUeg+Y1HHz5u3Drl2791qu/5AjW3ZukiRJkprPJF5dYdWqE1sdwqQsXryArVt3\ntDoMSZIkSW3GOfGSJEmSJHUIk3hJkiRJkjqEw+mlGuvXn0e5vHlKxw4PDwHQ29s37ThG5sT39y/p\nuKkAkiRJkhrHJF6qUS5vpnz1Zh6+4PBJHzu04xYAFty5YNpx3Mk9XLfj2mnXI0mSJGl2MYmXRnn4\ngsN5+5P/atLH/d33zgSY0rET1SdJkiRJI5wTL0mSJElShzCJlyRJkiSpQ5jES5IkSZLUIUzi1VKD\ngxsZHNzY6jC0F94nSZIkqT24sJ1aatOmywAYGFjR2kA0Ie+TJEmS1B7siZckSZIkqUOYxE9CRKyI\niI+2Og5JkiRJUncyiZ+cSqsDkPRAlUqFSmXi/zzHK1PPsZIkSVK76No58RFxAnASUALOAt4M3AX8\nEng9cCRwHnA3xcuOV1fLPjEiLgV6gX/OzE9FxFHAR6rfb6vW+/vAB6p1fgIYAs4AhoFbgJ9k5hnN\nOFdptisW3SuxbNmKSZep51hJkiSpXXRtEl+1DTgZ+B7whMzcGREfAk6h6HW/AngHMECRtAPsAZ4F\n7A/8b0T8O3AOcEJmXhURJwF/BVwK7JeZT46IucAvgKdk5taIuAB79QEYHh5iaGiIdevWtDoUAMrl\nLfSWFrY6DABuvWuY4fKtbXFtyuUt9PX1tTqMMe3cuZMNGy4AYOnSo+npmV93mXqOlSRJktpJNw+n\nr1Ak1kcCP8vMndX9lwO/B5xL0Wv+DeCNwO7qMd/OzEpm3gH8H3AE8Gjg4xHxnxS98A+p1pXVv4uB\nWzNza3V7kKLXXtI0ler4L2m8MvUcK0mSJLWTbu+J3wNsBh4TET2ZeTuwgiL5fhEwmJlrI+JVFD3y\n5wNHR0QJmE+RvF9dLb8qM38dEcuAg2rqB7gJWBARB2fmzcAx1Xa7Xm9vH729faxevbbVoQCwbt0a\n9tx4T6vDAGDhfr30PXhRW1ybdhgNMJ6envmsXHk8UBq3J328MvUcK0mSJLWTbk/iK5m5LSLeDfxn\nROyhmBP/V8DDgPMjYhfFiIW3UAypr1AMlV8IrM7MoYg4FVgfEftQJO4nAw+tliUz90TEG4GvR8Rw\ntb5fNPNEpdmsnt+vH69MPcdKkiRJ7aJrk/jMPL/m84XAhaOKXEMxF360TWPU9SPg6aN2Xz2q7BOA\np2XmrohYD1w7lbglPVCpjnHx45Wp51hJkiSpXXRtEt8CO4ArIuJ2iqH0n21xPJIkSZKkDmMS3ySZ\n+THgY62OQ5IkSZLUuUzi1VLLlx/b6hBUB++TJEmS1B5M4tVSLirWGbxPkiRJUnvo5t+JlyRJkiSp\no5jES5IkSZLUIUziJUmSJEnqEM6Jl0a5bse1/N33zpzSccCUjh2vvv4HL5mRuiRJkiTNDibxUo3+\n/qknzX37HwjAnN65045j3rx96N+1ZFrxSJIkSZp9TOKlGqtWndjqEABYvHgBW7fuaHUYkiRJktqM\nc+IlSZIkSeoQJvGSJEmSJHUIk3hJkiRJkjqEc+KlSVi//jzK5c3Trmd4eAiA3t6+Mb+fN28fdu3a\nPe12xtLfv6Rt5v5LkiRJmhyTeGkSyuXNbPnVFg498PBp1bP9llsA2O+ehWN+fye7plX/eG645dqG\n1CtJkiSpOUzipUk69MDDOfmZp02rjnMvfR/AtOuZaruSJEmSOpNz4iVJkiRJ6hAm8ZIkSZIkdQiT\neEmSJEmSOoRJvGaVwcGNDA5ubHUYquE9kSRJkmaOC9tpVtm06TIABgZWtDYQ3ct7IkmSJM0ce+LH\nEBEnRMTb6iz7xurf/SLi5MZGJkmSJEnqZibxY6tMouy7qn8PA/60AbFIkiRJkgQ4nH4iz46I5wEP\nAk4HdgPvAe4EtgEnAW8EFkXEx4B9gcdExGrgPODjwP4Uyf3qzLwoIt4LrKC47l/MzDObekaSmqJS\nKd4Dlkqlph0/3TYlSZLUGeyJH1sJuCkz/wj4Y+CfgbOB4zJzBbCJIjF/L7A9M98AvBf4eWauAx4N\n/H1mPgt4PfCGar2vBl4FDABDTTwfSU1ULOa3qanHT7dNSZIkdQZ74sdWAS4HyMybIuJ2YE9mXl/9\nfpAiaa9V2/11A/Cu6hz5Cvdd5z8BPgAcClzcoNi72vDwEENDQ6xbt6Yh9ZfLW5i/T29D6m6G2+4Y\n5sbycMOuz1jK5S309fU1rb1W27lzJxs2XADA0qVH09Mzf1LH33bbbZM+frptSpIkqXPYEz+2EvAU\ngIh4KMVQ+Z6IOLT6/XIga8oC7OG+67kW+HRmvgbYCMyJiHnAyzPzVcCxwAkR8fBGn4ik5pruaPap\nDId3BL0kSVL3sCd+bBXgoIj4FjCfYsG6fYEvRcQeYDtwQrXszyPi08DrgHkR8X7g88AHI+LNwBXA\noszcFRHbI+IK4A7gksy8rqln1QV6e/vo7e1j9eq1Dal/3bo13Ll9T0PqboYHHdDLwYsObNj1GUsz\ne/3bQU/PfFauPB4oTalHfP78yR8/3TYlSZLUOUzix5CZ5wPnj/HVt8Yoe2zN5hNrPm+o+XxGtex7\nKBbHkzSLDQysaPrx021TkiRJncEkXpJm2HRXiJ/akHrH1EuSJHUD58RLkiRJktQh7InXrLJ8+bF7\nL6Sm8p5IkiRJM8ckXrOK84Lbj/dEkiRJmjkOp5ckSZIkqUOYxEuSJEmS1CFM4iVJkiRJ6hDOiZcm\n6YZbruXcS983rTquv6UMMO16JuuGW67liEVHNLVNSZIkSTPHJF6ahP7+JTNSz6K5BwKwf+/Yg2Hm\nzduHXbt2z0hbtY5YdMSMnYMkSZKk5jOJlyZh1aoTm9LO4sUL2Lp1R1PakiRJktQ5nBMvSZIkSVKH\nMImXJEmSJKlDmMRLkiRJktQhnBMvTcL69edRLm+uu/zw8BAAvb19k2pn9MJ2/f1LmjYfX5IkSVL7\nMomXJqFc3sw112zh4IMOr6v8tm23AFBi4SRb2nXvp5u3XTvJYyVJkiTNVibx0iQdfNDhHPfCd9VV\n9stffS9A3eUnqkOSJEmSnBMvSZIkSVKHMImXJEmSJKlDmMRLkiRJktQhTOLVcoODGxkc3NjqMLqa\n90CSJEnqDC5sp5bbtOkyAAYGVrQ2kC7mPZAkSZI6gz3xkiRJkiR1CJP4GRIRAxFxVPXzcRFx2ARl\nPxURz25edJIkSZKk2cAkfuacDDyk+vnNwMIJylaq/zpapVKhUun401CTjX5uaren+kxN9rjpPrs+\n+5IkSWoV58TvRUR8EfhIZl4eEUuB04EbgEdRvARZDewAng08ISIeDDweOD8iBoA/A15FkbRvyMyP\nVqsuNfVEGqBYCK3EsmUrWhyJOsno56Z2e6rP1GSPm+6z67MvSZKkVjGJ37tzgNcClwMnAt8AHpaZ\nfxoRBwGbMvOxEfEN4MLM/GZEnAicQpHovwL4Q4qE/5sRcUlLzmKG7dy5kw0bLgBg6dKj6emZP+W6\nhoeHGBoaYt26NTMVXsOUy1vYb15vU9u8/fZhbhkabuj1KZe30NfX17D6R4x+bioV7t1+zGMeM6Vn\narLP4nSf3Zl89iVJkqTJMonfu28CfxcRBwJPo+hBf1pEPLn6/dxqMj9aCXgs0A9cVt3XR5HYd7xS\nx48jUCuMfm7uvz21h2qyz+J0n12ffUmSJLWSSfxeZOaeiPg8cBbwZWAbcF1mvi8iFgJvA7YDe4C5\n1cP2UPS8XwX8LDOfCxARbwV+ArysuWcx83p65rNy5fFAado9kb29ffT29rF69dqZCa6B1q1bw63D\ne5raZk9PL4cedmBDr0+zRkGM9dyMbB988OIpPVOTfRan++zO5LMvSZIkTZZJfH3OA64G3k4xH/6c\niNhIsXjdxzKzEhHfA94fEZuB/wLOp5gn/62I+DawP3AF8JtqnR2/Kpa/Ka6pGP3c1G5P9Zma7HHT\nfXZ99iVJktQqJvF1yMzrgP1qdr12jDKfAD5R3fyb6j+AD1b/1TpxpmNshZLjijUFo5+b2u2pPlOT\nPW66z67PviRJklrFn5iTJEmSJKlDmMRLkiRJktQhHE6vllu+/NhWh9D1vAeSJElSZzCJV8u5SFjr\neQ8kSZKkzuBwekmSJEmSOoRJvCRJkiRJHcIkXpIkSZKkDuGceGmSbt52LV/+6nvrLFsGqLv8eO0t\n7D1iysdLkiRJmj1M4qVJ6O9fMqnyFQ4EYGHv5Aa9zJu3D7t27a4ee8Sk25UkSZI0O5nES5OwatWJ\nTWln8eIFbN26oyltSZIkSeoczomXJEmSJKlDmMRLkiRJktQhTOIlSZIkSeoQzomXGmT9+vMolzdP\n6djahe0AhoeHAOjt7ZuR2CbS37+kaXP/JUmSJE2OSbzUIOXyZq6+ZjMPOvjwKRx9z/22dmy7BYA7\nSgtmILLx3XbztQ2tX5IkSdL0mMRLDfSggw/n91/0V9Ou50cXnQkwI3XV044kSZKk9uSceEmSJEmS\nOoRJvCRJkiRJHcIkXqrD4OBGBgc3tjqMtuX1kSRJkprDOfFSHTZtugyAgYEVrQ2kTXl9JEmSpOaw\nJ16SJEmSpA7RlUl8RHxxkuU/HBEPn0I7B0fEf072OEmSJEmSxtKVw+kz86WTLP+WRsUiafaoVCoA\nlEqlCfdNdPxIeUmSJGksXZPER8QJwElACYjMPCQingx8mGJEwm+APwEeP8a+bwCnADuBfwb2Bw4D\nVmfmRRFxJZDALuDNwL8Cc4FyTfvPBN4D3AlsA07KzOHGnrWkZioW9yuxbNmKCfdNdPzChQfwhCc8\npTEBSpIkqeN1TRJftS0zj4uI66vbZwOvzMyMiBOB3wXOAlaO2jfSNRbA32fmpog4BjgDuAiYD6zN\nzB9HxD8CF2bmudXE/Z01bf1hZl4fEX8BrAbe3oRz1gwYHh5iaGiIdevW1H1MubyF0n4LGxjVzNt1\n+zDlW26d1HlCca59fX0Niqoz7Ny5kw0bLgBg6dKj6emZP+a+vR0/Z06JM888asKykiRJ6l7dlMRX\nKHrLaz04MxMgM88DiIhDx9g3cvwNwLsi4uTqdu31G6k7gH+pfh6sHn8wcGtmXl+z/70zdmaSWm6s\n0fJ1jKCfUllJkiR1r25K4kvc16M+4rcR8cjMvDoi3g78cpx9I8evBc7JzG9Ue+lfW1PXnurfnwNP\nA34CPAUgM2+OiIXVFwQ3AMt54AsFtbHe3j56e/tYvXpt3cesW7eGG269p4FRzbx5Pb0ceuiiSZ0n\nMOme+9mop2c+K1ceD5Tu7UUfa9/ejl+48AB74SVJkjSubkriK9yXxI/8PQX4ZETsAX4L/APw61H7\nPkIxz70CfB74YES8GbgCWDRGO+8B1kfEK4Cratp6HfClar3bgRNm9OwktdzAwIq69k10/OLFC7j5\n5ttmLihJkiTNKl2TxGfm+TWfH1L9+wNg2aiiY+17evXvL4ANNfvPqNazpKbu7cDzx2j/W8C3phi+\npA4w1gr09axKX1t2MuUlSZLUfbryd+IlSZIkSepEJvGSJEmSJHWIrhlOL03H8uXHtjqEtub1kSRJ\nkprDJF6qw2QWJ+tGXh9JkiSpORxOL0mSJElShzCJlyRJkiSpQ5jES5IkSZLUIZwTLzXQbTdfy48u\nOnPa9ewwmIzPAAAgAElEQVS4+VqAGalrIrfdfC0sXNLQNiRJkiRNnUm81CD9/VNPhufN24ddu3bf\nu31A5UAAehfOnXZcE1q4ZFpxS5IkSWosk3ipQVatOnHKxy5evICtW3fMYDSSJEmSZgPnxEuSJEmS\n1CFM4iVJkiRJ6hAm8ZIkSZIkdQjnxEttbv368yiXN09YZnh4CIDe3r4Zb7+/f8m05vdLkiRJmjkm\n8VKbK5c3k9dcw9xFh41bZve27QBsrew3o23fs/36Ga1PkiRJ0vSYxEsdYO6iw1j4gteN+/2t/34O\nwIRlpmKkXkmSJEntwTnxkiRJkiR1CJN4SZIkSZI6hEm8JEmSJEkdwiRemqLBwY0MDm5sdRizgtdS\nkiRJqo8L20lTtGnTZQAMDKxobSCzgNdSkiRJqo898ZIkSZIkdQiT+EmKiHdExNGtjkOSJEmS1H0c\nTj9JmfmBVscgafaqVCpUKhVKpdL99gH37hu9LUmSpO7RFUl8RBwAfBo4DLgOWA4kcBNwIPAC4JPA\nEmAu8KHM/FxE/DnwGmAP8P3MfHNEfAq4EPgWcDbwSIoRDaszc1NEvAz4c2BfoAIcBxwFvAO4CzgS\n2JCZf9uEU5fUYS699FJ27LiLZctW3LuvWPSvdO++0duSJEnqHl2RxAOvB36VmS+PiAB+BlwF/Gtm\nXhQRbwRuzMzjI+JBwI8i4lvACcCpmfnDiPiziJhLkZgDvA7YmpknR8RBwCbgscCjgOdn5h0RcRbw\nbOA3wOEUyfz+wG8Bk/gONzw8xNDQEOvWrZnxuufN24ddu3YDUC5vYc+8nhlvox577thBefjGhpxj\nrXJ5C319fQ1toxPs3LmTc889lz17KixdejQ9PfPZuXMnGzZcAMDSpUdTqXC/7Z6e+a0MWZIkSU3W\nLXPiHw18FyAzE7i5uj9rvh+sfn8b8HPgEcCJwBsjYiPQD9SOXX0s8LyI+E/gC8DcajK/FTg/Ij4J\nPI6iRx7gp5m5JzNvB+5oxElK6mxjjY4fvc8R9JIkSd2tW3rirwSOAS6KiEcAB1Ek5CO96v8HDABf\niYgFFD3mm4F3AX+WmXdFxDeAp9bUeRXw68x8X0QsBN4G3A2cDjyc4gXJN7kv8a+gWaW3t4/e3j5W\nr14743UvXryArVt3ALBu3RquHmrNe585Byyg/7BDGnKOtRrd098penrmc/LJJ7Njx1339rD39Mxn\n5crjgdK9+0ZvS5IkqXt0SxJ/LvCpiNgElIE7KZLqkcT6E8A5ETEIHACcnplbI+KnwGBE7AB+DXyP\none+QjEf/pxqL/1C4GOZeWtEfIei1/8mip7+wyheCNQm8Sb0ksb0zGc+894XOCMGBlZMuC1JkqTu\n0S1J/BOBczPz0oh4FHBMZh478mVm3k0x//1+MvNcihcA94qIfYFdmbkLeO0Yx7xynBg21ZR5yFRO\nQtLsVyqVHrDq/N62JUmS1D26JYm/BrgwIt5NMUf9DVOpJCL+Gvhd4H9mMDZJkiRJkurSFUl8Zt4I\nHLvXgnuv5/3A+6cfkSRJkiRJk9cVSbzUCMuXT/u9kKq8lpIkSVJ9TOKlKXJxsZnjtZQkSZLq0y2/\nEy9JkiRJUscziZckSZIkqUM4nF7qAPdsv55b//2ccb/fve16gAnLTLVd+o6c0TolSZIkTZ1JvNTm\n+vuX7LXMcGkRAL29B8xs431H1tW+JEmSpOYwiZfa3KpVJ7Y6BEmSJEltwjnxkiRJkiR1CJN4SZIk\nSZI6hEm8JEmSJEkdwjnxUptbv/48yuXNDW9neHgIgN7evhmpr79/ifP5JUmSpBm21yQ+IhYATwce\nBewBfgn8R2be2eDYJAHl8mauuuZXzFm0uKHt7Nl2MwA3VqY/QGfP9q3TrkOSJEnSA42bxEfEfGAN\n8BLgJ0AZuBs4BviHiPgi8J7MvK0ZgUrdbM6ixfQ8/+UNbeP2r30eYEbaGalLkiRJ0syaqCd+PXAO\n8M7MvKf2i4iYC7wA+AzwosaFJ0mSJEmSRkw0bvZlmXkx8Hujv8jMezLzIuC4hkUmSZIkSZLuZ9wk\nPjP3VD9+ro4ykiRJkiSpwepZnf5nEbEG+B5wx8jOzLy8YVFJM2xwcCMAAwMrWhqHZp73VpIkSd2k\nniT+IIrV6Z8+av/obaltbdp0GWCiNxt5byVJktRN9prEZ+aKJsQhSZIkSZL2op7fiT+CYpX6JcAy\nihXpT8rMzY0NTZIkSZIk1ZpodfoRZwMfBHYAN1Ak8ec3MihJ6gaVSoVKpdLqMO6nHWOaqtl0LpIk\nSSPqmRN/cGZeEhHvr65G/y8R8aZGB9YOIuIE4DnAwdV/pwO3AOuAe4BfAacAxwMnASXg3RTrCLyl\nWubbmXlaRJxBMZIB4LHAP2bme5p1LpLaT7EoX4lly1a0OJL7tGNMUzWbzkWSJGlEPUn87RHxsJGN\niHgacGfjQmorFWBOZj4jIg6lWKF/N/DkzLw5ItYCJwB3A9sz88URsQgYBJ6UmXdGxKcj4hmZ+W6A\niHg+8Ebg/a04oW41PDzE0NAQ69ataXUodZk3bx927doNQLm8hcq8/Voc0eRU7thJeXh7U653ubyF\nvr6+hrcz03bu3MmGDRcAsHTp0fT0zG9xRO0Z01TNpnORJEmqVU8S/1bga8CREfFjYBHw8oZG1V6+\nBZCZN0TE7cAjgM9HBMABwKXA1UBWyz8SWAxcXC2zADgSICKWAe8Enp2ZdzfxHCS1mVKp1RE8UDvG\nNFWz6VwkSZJq1bM6/fcjYinwO8Bc4KrM3NXwyNrH0cDZEfFgYB7wS+BFmXlrRLyYYnj9EcCeavnN\nwHXAMzLznog4Cfh+RDwR+DDwvMy8rdkn0e16e/vo7e1j9eq1rQ6lLosXL2Dr1h0ArFu3hl8M3dri\niCandMB8+g87rCnXu1NGV4zW0zOflSuPB0pt00vcjjFN1Ww6F0mSpFrjJvERcV7NZoVivjdAJSLI\nzJMaGln7eFRE/AewEHg9xWKAX4uIOcAw8FqKJL4CkJlbI+JDwOURMZciqb8Q+D7FsPsLI6IE/Hdm\nvqPZJyOpfbTjb9u3Y0xTNZvORZIkacREPfFfq/59KcWw8U9RLNT2KrpnTjzAVzPz70ftu3TU9v1W\n68/Mz1Cs4l/rsTMdmKTOVmrDMd/tGNNUzaZzkSRJGjFuEp+ZXwCIiHdQLOS2p7r97xS9yt3C3yeS\nJEmSJLWFeha2exDFQm03VrcfCvQ0LKI2kpnn772UJEmSJEnNUU8Svw7434j4DsV88GOAUxsalTTD\nli8/ttUhqEG8t5IkSeom9STxVwJPAp5KsQL7qZl548SHSO3FBa5mL++tJEmSukk9SfxnM/PRwBca\nHYwkSZIkSRpfPUn8zyJiDfA94I6RnZl5ecOikiRJkiRJD1BPEn8Q8PTqv1qjtyVJkiRJUgPtNYnP\nzBUAEbEQmJuZtzQ6KEn3t2f7Vm7/2ucb28a2mwBmpJ0927dC38Jp1yNJkiTp/vaaxEfEI4ALgUcC\npYjYArwyM3/R2NAkAfT3L2lKO8OlPQD09s5A8t23sGlxS5IkSd2knuH0ZwNnZuYXACLiFcAngBUN\njEtS1apVJ7Y6BEmSJEltYk4dZQ4eSeABMvNzFPPkJUmSJElSE9WTxN8ZEU8a2YiIpcDOxoUkSZIk\nSZLGUs9w+v8HfCEiRha0Owh4ZeNCkiRJkiRJY6lndforIiKA36Houc/MvKvhkUld7OMf/zhXXTUz\na0cODw8B0NvbNyP1TVd//xLn+UuSJElTVE9PPJm5C7iywbFIqrrmmmu46pqrmbNo0bTr2rNtGwA3\nVvZMu67p2rN9e6tDkCRJkjpaXUm8pOabs2gR+z33edOu566Lvw4wI3VN10gskiRJkqamnoXtJEmS\nJElSG9hrT3xEPAI4BTgYKFV3VzLzpEYGJkmSJEmS7q+e4fRfBC4FLq/ZV2lMOJIkSZIkaTz1Lmz3\n9kYHIrWDwcGNAAwMrGhpHJLPoiRJksZSz5z470bESyLC+fOa9TZtuoxNmy5rdRiSz6IkSZLGNG5P\nfETU/h7VKdV9I9uVzJzbwLjaRkScAERmnjZD9T0WODAzB2eiPkmSJElS9xg3ic9Me94LMz3//2XA\n9YBJvKRpqVSK/3kqlUp7KanZzOdAkqTuUs/q9I8EngxcCJwFPBF4a7f1JEfEYuArwO8CL87MyyNi\nKfA3wG3AZzLz6xHxu8DfAa8CzgV6gYcAHwO+CpwA3BkRP8zMHzT/TCTNFsW8+RLLlq1ocSRqJZ8D\nSZK6Sz0L250HfBR4IfA7wNuAD1Ik9t3iUOAi4M3AQcBrKVbrPxE4G7gdOBX4OnAS8C/AI4ELM/PL\nEfEQYGNmnhUR5wHXm8C3p+HhIYaGhli3bk1L47juujKVfepad7KjVO64g/LwlpZf33Y2b94+7Nq1\nm3J5C319feOW27lzJxs2XADA0qVH09Mzv1khqo34HEiS1H3qGTK/f2Z+DngB8K+ZeTl1rmo/S5SA\nZwPzgLnAJcAfRMSBwNOAi4FNwGMi4mDgmcC/ATcBL46I9cC7uP81c8yjpGlx5LTA50CSpG5UTzK+\nOyJeRpHEr4mIFwP3NDastlIBzgfWA58D/gD4PMXUgi9nZgWgmqx/FLgkM++JiLcB3632vj8deH61\nvj3U9/JELdDb20dvbx+rV69taRxnnrmWK2+6qaUxNELpgAPoP+yhLb++7Wzx4gVs3bpjr6MVenrm\ns3Ll8UDJ3tcu5nMgSVL3qSeZPAV4HvCGzPwt8ArgTxsaVfupZObPgQuADwGfBI6r/h3xKeAlFPPg\noZj//oaIuAT4Y2BHRMwDfgi8MSKWNyl2SbPUwMAKBgb8n5Ju53MgSVJ3megn5g7NzBuAIeAMoBIR\nhwOnMfMrtretzDy/5vP7a76aN6roXODyzPxFtexG4Kgxqvx69Z8kTYurkQt8DiRJ6jYTDac/l2II\n+OWMnbQvaUhEHSgiXgKcTjFqQZIkSZKkhpjod+KfX/17RNOi6VCZ+SXgS62OQ5IkSZI0u9XzO/FH\nAG8EFnHfquqVzDypgXFJLbF8+bGtDkECfBYlSZI0tnpWp/8cxZD6y2v2dc2ceHWXgYEVrQ5BAnwW\nJUmSNLZ6kvh9MvMvGx6JJEmSJEmaUD0/MfftiHhh9efRJEmSJElSi9TTE/9yijnxRMTIvkpmzm1U\nUJIkSZIk6YH2msRn5mHNCETS/e3Zvp27Lv769OvZtg1gRuqarj3bt0PfolaHIUmSJHWscZP4iDgl\nM8+OiHdz/4XsShQ98WsbHp3UpY488kh27do9I3UNl4pZM729fTNS37T0LaK/f0mro5AkSZI61kQ9\n8fvWfC6N81lSA5x66qls3bqj1WFIkiRJajMTJfGvBf4JODQzT21SPJIkSZIkaRwTJfELIuIzwHMi\nYj/u3wNfycyTGhuaJEmSJEmqNVES/yxgBfA0YBOjkvgGxiRJkiRJksYwbhKfmdcCn46In2Tm/zYx\nJkmTsH79eZTLm+sqOzw8BDR+kbv+/iWsWnViQ9uQJEmSulE9PzFnAi+1sXJ5M1dd80tKi/aemFe2\nFUn8DZW7GxZPZftQw+qWJEmSut1ek3hJ7a+0qI/9nr9ir+Xu+tpGgLrKTtVIG5IkSZJm3py9FYiI\nV0TEvnsrJ0mSJEmSGmuvSTzwXODqiPhYRBzd6IAkSZIkSdLY9prEZ+aJwGOAK4AzIuKHEfGXEXFI\nw6OTJEmSJEn3qqcnnszcCZSB64Be4HHAZRHxpgbGJrWtwcGNDA5ubHUYquE9kSRJUjfY68J2EfFe\n4FXAFuCTwJsz886IWAhsBj7a0AilNrRp02UADAysaG0gupf3RJIkSd2gntXp9wB/lJn3+yHqzLw1\nIp7bmLAkSZIkSdJo9fxO/N9ExPMi4o3A3cB/ZOZ/VL/770YHKEmSJEmSCvX8xNw64DSK4fTXA++J\niNMaHJckzWqVSoVKpdKStprZttqfz4MkSZ2lnuH0LwJ+PzPvBoiIs4EfAu9rZGDNFhEnAH8M7A8c\nBnyE4twfC/wlcDhwHDAfuLn6eQlwHsUIhTnAq4G7gM8CpWpdf5aZP46I9wFPAg4CfpyZJzXr3CS1\nn2IRvhLLlq1oelvNbFvtz+dBkqTOUk8SPww8CLilur1vdd9sND8znxMRrwTekplPiYgVwFuAHwDP\nyMxKRHwDOBp4AsVP770DGKBYub+fIsl/DcVP882PiAXA9sx8VkTMAa6MiMMy8/pmn6BmxvDwEEND\nQ6xbt6Yh9c+btw+7du2uq2y5vIXKvLkNiWMqKnfcSXl4S8OuzXjK5S309fU1tc2p2rlzJxs2XADA\n0qVH09Mzv2ltVSo0rW21v2Y+i5IkaWaMm8RHxMiq83cBP4qILwH3UPRWZxNia7YK8L/Vz8PA/1U/\nDwHzKHrbL4yI24CHUVy7cykS+G9Uj3kncDHwKOCi6jHrgDuAB0fEvwK3UbwU2bfxpySpHZVKrWur\nmW2r/fk8SJLUeSbqif8hRWL7A4qh4SMT5n5e83m2Ge+89gNeXO2Z76G4JnMohtsPZubaiHgVRUK/\nHrg+M58dEccAfwt8GHhYZq6MiMUUQ/H9f506WG9vH729faxevbYh9S9evICtW3fUVXbdujXk0NaG\nxDEVpQP2p/+wxQ27NuNpds//dPT0zGflyuOBUsN7Psdqq1ltq/0181mUJEkzY9wkPjM/1cQ42kWl\n5m/t57uB2yLicoqh8j+imDf/PeD8iNhFkdS/BbgW2BARp1Jc3zOAnwJ/ExGXATdUj3sIUG7GSUlq\nP838PfvRbTWzbbU/nwdJkjpLPXPiu0Jmnl/z+RLgkurnHwPPnuDQgTH2PWuMfX8wrQAlzSqlJo5j\nHt1WM9tW+/N5kCSps+z1J+YkSZIkSVJ7mGhhu8MnOjAzr535cCRJkiRJ0ngmGk7/dYr54A8CHg5c\nCewGjgKuAh7f8OikNrV8+bGtDkGjeE8kSZLUDSZa2O6xABHxReCVmfnf1e2jKH42TepaLgTVfrwn\nkiRJ6gb1zIn/nZEEHiAzfwo8snEhSZIkSZKksdSzOn05It4LXEiR9J9A8VvxkiRJkiSpierpiV8F\nLKRI4i+gmCd/YiODkiRJkiRJD7TXnvjMvCUiTgMeAfwU6MnM2xoemaS6VbYPcdfXNu693LYhgLrK\nTicW+hY3rH5JkiSpm+01iY+IPwLOrpb9Q+DHEfEnmXlJo4OTtHf9/UvqLjtc2heA3t6+RoUDfYsn\nFZMkSZKk+tUzJ/59wADw9cz8TUQspxhabxIvtYFVq5zdIkmSJHWLeubEz8nM60c2MvNnFPPiJUmS\nJElSE9XTE//riPhjgIjoA94AXNvQqCRJkiRJ0gPUk8SfAnwEeDhwDXAZ8PpGBiWpsH79eZTLm1sd\nxriGh4uF8iY7x76/f4nTACRJkqQpqCeJf1xmrqzdEREvAb7UmJAkjSiXN3PVNb+gtGhBq0MZU2Xb\nDgBuqNxR/zHbdzQqHEmSJGnWGzeJj4iVwH7A2oj4m5qv9gXeiUm81BSlRQuY94KlrQ5jTLv+/QcA\nk4pv5BhJkiRJkzdRT/xC4KnAg4Cn1+zfTZHES5IkSZKkJho3ic/MT/D/27vzMDvKMuH/3yYhQMek\nW0JUUAlB9HYUFTEIollkGMVdXkeNI4zgruOur44aw2JekfEdHbcRZARiGMn4U2cUN0QxoVFcUMEF\nvFVMGnxFCYndQFgCyfn9UdVy6HTSnc7Z6vT3c125Tp06VfXc9VSd07nPsxz4dES8MTM/3sKYJEmS\nJEnSGCbyE3OvbXoUkiRJkiRpXBOZ2O6GiLgU+BEwMntVLTNPb15YUucZGFgDwMKFS9oah6rHe0eS\nJEmNMpEk/gflY6187GlSLFJHW7v2UsBETLvOe0eSJEmNMm4Sn5mnRsQDgCPL7b+fmX9uemSSJEmS\nJOk+xh0THxFPB34GnAz8I/CLiHhOswPrBBGxJiKi3XFIkiRJkgQT607/AeApmbkOICIOBv4buKiZ\ngXWIGvcOI5CkrlKrFR9vPT2OkmoE61OSJLXCRJL46SMJPEBm/j4iuu5/KBExGzgH6AcOAP697rV+\n4AJgFkWdLcvM70bEz4E1wGMpkv3nAXsB/0Uxd8DewGsz8+qIeDvwYuAe4LLM/OcWnZokjamYcK+H\nRYuWtDmS7mB9SpKkVpjo7PRvAT5DkZi+AhhsalTt8TBgdWb+d0TsD1wG3EBxzsuAizPz4xFxAHA5\ncDBFUv+5zHxTRFwAPAO4FbiZYujBo4CZEfEY4IXAkzJza0R8MSKelZlfa/VJavKGh4cYGhpixYrl\nTS9rxozpbNlyD4OD66nNaHpxLVW74y4Gh9e3pB47xeDgevr7+9sdxn1s3ryZ1asvAGDBgiPo7Z3Z\n5oiqzfqUJEmtMpHfiX8FcDTwe2BdufzqZgbVJjcBz4+IVRRJe/0XHI+kSOrJzD8Ct5ST/UExXwAU\nCf/ewDeA7wFfBk4HtgEB/CAzt5bbDgCPbt6pSNLO2eO7saxPSZLUKhOZnf7PwIsAIqIPeGhm3tjs\nwNrgbcAVmXlWRDwVeBb3/pzetcAi4OqIeDBFl/uN5Wujx8wvAW7MzKdHxJMo5hR4E/D2iJhGkdQv\nAlY282TUeH19/fT19bNs2elNL2vu3Fls2HArK1YsJ4e66+3Ws89ezNt//5bUY6foxF4Hvb0zWbr0\nBKDHVuMGsD4lSVKrjJvER8QrKVrf/xn4KXBbRHwxM9/b7OBa7CLg4xFxPPAr4DZgBkWS/gHg3Ij4\ne2Af4NVlt/jRCXwNuBpYHRGvo6jf0zLzlxHxeYoW+j2Agcz8ckvOSpJ2wN+tbyzrU5IktcJExsS/\nHjgWOIGii/ibgR8CXZXEZ+Ya4DE72eT4MfY5uG753XUvPW2MbT8CfGQ3QpSkhnIW9cayPiVJUitM\nZEw8mbkJeCbw9cy8h2LstyRJkiRJaqGJJPG/ioivUszefknZLfzHzQ1LkiRJkiSNNpHu9C+nGBP/\ni8zcEhGfBb7Z3LCkzrN48THtDkEV5b0jSZKkRtlhEh8RHwQ+mJlDwNqR9Zn51fL1OcC7MvOdTY9S\n6gBOWqXJ8t6RJElSo+ysJf7zwP9ExI0USfwfgK3APOCpwIOBtzQ9QkmSJEmSBOwkic/MnwJLIuIY\n4LnAsyl+4/w64OzMvLQ1IUqSJEmSJJjAmPgyWTdhlyRJkiSpzSYysZ2kNqptupUtX72y3WGMqbbx\nVoBdiq+26Vbo379ZIUmSJEldzSRe6mDz5s1vdwg7NdyzDwB9ff0T36l//44/L0mSJKlTjZvER8SK\nzFzWimAk3deJJ57c7hAkSZIkdZA9JrDNcyNiIttJkiRJkqQmmkh3+o3AryPip8Ad5bpaZr68eWFJ\nkiRJkqTRJpLErywfa+VjT92yJEmSJElqkYn8xNz5ETEfeDRwMfDQzPx90yOTpqhVq87jxhtvYMuW\neya1//DwELCLk801wLx58x3DL0mSJDXZRCa2Wwq8F+gFngx8LyLemZmrmh2cNBUNDq7j17//NT1z\n9prU/rWNdwHwJ/7SyLAmVKYkSZKk5ppId/p3USTvazPzTxFxOPAdwCReapKeOXux53MOnNS+d190\nPcCk99+dMiVJkiQ110Rmnd+ambeMPMnMG4GtzQtJkiRJkiSNZSIt8b+KiDcCMyLiMOD1wFXNDUuS\nJEmSJI02kZb41wMPpvh5uXOBW8p1kiRJkiSphSbSEv9q4COZ+c/NDkZqpIGBNQAsXLikrXFocrx+\nkiRJ0vYmksQ/GPhBRCRwAfClzLy9uWFJu2/t2ksBk8Cq8vpJkiRJ2xu3O31mvgM4GPgAcBRwdURc\n0OzAJEmSJEnSfU1kTPyIPYEZwDbAH4WWpEmq1WrUarXtlltZrnbMepIkSZ1s3O70EfFx4PkUM9Jf\nALwpM+9sdmCdKiJOAp4J7AM8DDgTWA8sp/hS5H7APwA3AJ8HZgO9wHsz85KIGASuBa7JzLe1On5J\n7VeM9+9h0aIl91luZbnaMetJkiR1somMif8NcHhmbmh2MBUyOzOPi4hDgIuAjwInZOaNEfFu4IXA\n/wBzgOOABwCPKPd9CHBYZv6lDXFPKcPDQwwNDbFixfJ2h7JLBgfXU5txT7vD2CW12+9hcGh9Q+t6\ncHA9/f39DTtep9i8eTOrVxcjkh71qEf/dXnBgiPo7Z3ZknKbXVaVWU+SJKnT7TCJj4jXZObZwL7A\n6yICoKd8uZaZp7cgvk5Uo+iVAPAHYG/gj8DHIuI2iokAL8/MayLibOBCiqEIHyv3udkEXpq6enrG\n36abyq0a60mSJHW6ibTEw73J+46eTzX1gyV7gHOAgzNzc0ScD+wREYcCszLz2RGxP/A94GsUcwqo\nBfr6+unr62fZsmp937RixXJyeF27w9glPb3Tmbf/QQ2t66r1oJio3t6ZLF16AtDDfvvN/etys1t8\n68u1dXnHrCdJktTpdpjEl63wAPMz86TWhFMZtVHLq4CBiPgj8Gtgf+C3wCkR8SKKsfLvG2NfSVNQ\n/c/mtfIn9Py5vomxniRJUiebSEv8oRExKzNvbXo0FZCZK+uW7wTm72TzF46x/wHNiEtSdfTU9dnu\naWH/7VaWVWXWkyRJ6mQTSeK3AddHRAJ3lOtqmXlM88KSJEmSJEmjTSSJf+cY6+wSLkmSJElSi00k\nid8IBEUr/DWZWa0ZtzRlLV5sZ5Eq8/pJkiRJ29vZT8w9APgCcCjFJG21YnVcAfxDZg61JkRpcpyc\nqtq8fpIkSdL29tjJa58ALgcemJlHZuZRwAOBq4F/a0VwkiRJkiTpXjvrTv/YzHxR/YrM3BIR7wWu\nam5YkiRJkiRptJ21xN8x1srM3AZsbU44kiRJkiRpRyYysZ2kFqttvIu7L7p+0vsCk95/0mX2taw4\nSZIkacraWRL/6IjY0Uz0BzQjGEkwb958ZsyYzpYt90xq/2GKOSf7+vobGdbO9RVxS5IkSWqunSXx\nj5hS3ygAACAASURBVGhZFJL+6sQTT2bu3Fls2HBru0ORJEmS1GF2mMRn5voWxiFJkiRJksaxs4nt\nJEmSJElSBzGJlyRJkiSpIpydXuoCq1adx+DgjuahHN/w8O5Nhjdv3nxOPPHkSZcvSZIkaWJM4qUu\nMDi4jt/8/hr22Xdy+9+xsXi8pfbHXd930+TKlCRJkrTrTOKlLrHPvvCwZ07uLX3d14ufs5vM/iP7\nSpIkSWo+x8RLkiRJklQRJvGSJEmSJFWESbwkSZIkSRVhEi/thoGBNQwMrGl3GFOKdS5JkqSpzInt\npN2wdu2lACxcuKS9gUwh1rkkSZKmMlviJUmSJEmqiEon8RFxUkScMYHtlkTEheXyn3azzF/szv6S\nJEmSJE1W1bvT11q0j7pcrVbcFj09PW2ORJ2ukffKyLFGtOr+836XJEmqrqon8QBHRcTFwFzgLODd\nQGTmloj4IHAtsH70ThHxAWB2Zr4hIl4IvBXYClyeme+OiFOBg4AHAPOAt2bmt4BpEfFZ4EDgj8DL\ny/3OAg6h6N2wLDPXRsQvgQS2AG8ALgRmlOuOycyHN6E+NAnFRGk9LFq0pM2RqNM18l4ZOVbx3WLr\n7j/vd0mSpOqqehLfA9ydmU+PiHnAN7hvS/uYre4R8SFgW5nA7wucCjwhM++MiM9GxLHlvndm5jPL\n528HvkWRhP+fzMyIOBN4FXAPsCEzXxERc4C1wKHATOD0zLw6Ij4CfCkzzyqP97SG14YmZfPmzaxe\nfQEACxYcQW/vzAnvOzw8xNDQECtWLG9oTDNmTGfLlnsmvP3g4Hq2zmhoCBN29x0wOLy+4XWwI4OD\n6+nv729JWaPtzr2yo2PVt4ovWHAEMKsRoY5bLuz+OUiSJKn1qp7E14Cflst/BnqBbXWvj9VX9IHA\nY4DryueHULTifyMioPgf9MPK164qH/8A7F0u35SZWS5fARxblrMwIo4s108rk3koWt0BHgmcVy5f\nPsHzUwvYo1gT1ch7pV33nfe7JElStVU9iYftW9vvBA6IiEHgMIru9PX+nJnHRcSaiHg68BPgBuDY\nzNwaES8HrgSOH+PYAPtFxMGZ+XtgMXA1RYL/h8w8IyJmU7Tabyq3H/lS4ZfA0cDPgaN243zVYL29\nM1m69ASgZ5dbJfv6+unr62fZstMbGtPcubPYsOHWCW+/YsVybhi6pqExTNSe+8BD9z+o4XWwI61q\n8R/L7twrOzvWSHf6VrSKN/IcJEmS1HrdlsTXgH8Bvk4xDn5T3eujH18BfBM4EvgwcFlETAPWUYxd\nH+vYAEPA+yPiocDvgHOBacA5EbEGmA18MjNrEVG//weBVRHxIoqx9HdP8nzVBP7muCaqkfdKu+47\n73dJkqTqqnQSn5kr65bvBOaXT88fY/O15XYHlI/XASMTy/1n+a/eaXXH/jVwTLn8xDGOvRV42Rjx\nHVz39InA8sy8shwT/6AdnZdaz1m6NVGNvFfadd95v0uSJFVXpZP4ilkHnBsR91C03L+xzfFIkiRJ\nkirGJL5Fytb8o9sdhyRJkiSpukzipd2wePEx7Q5hyrHOJUmSNJWZxEu7wQnCWs86lyRJ0lS2R7sD\nkCRJkiRJE2MSL0mSJElSRZjES5IkSZJUEY6Jl7rEHZvguq/fM7l9NxaPk9n/jk1A/6SKlSRJkrSL\nTOKlLjBv3vzd2n+4ZwiAvr5JZOP9u1++JEmSpIkxiZe6wIknntzuECRJkiS1gGPiJUmSJEmqCJN4\nSZIkSZIqwu70Ugdbteo8BgfX7dI+w8O7Mb59J+bNm2+3fUmSJKnNTOKlDjY4uI7fXXcNs+8/8X1u\n+UvxeNfWPzYsjpFjSpIkSWovk3ipw82+Pxz1d9MmvP0PLtkK7No+Ez2mJEmSpPZyTLwkSZIkSRVh\nEi9JkiRJUkWYxEuSJEmSVBEm8ZpSBgbWMDCwpt1hqIm8xpIkSepmTmynKWXt2ksBWLhwSXsDUdN4\njSVJktTNbImXJEmSJKkiTOLrRMTLIuI57Y5DkiRJkqSx2J2+TmaubHcMkqqjVqsB0NPT05XldVr5\nkqTxjfdZ7We5VH1TKomPiD2Bs4BDgB5gOfAJIIEtwK+BP2Xm2RHxCeAIYAZwCnAF8F/lfnsDry33\n+zwwG+gF3puZl0TES4E3A3cBvwVeDZwAPBPYB3gYcKZfGkjVVkyg18OiRUu6srxOK1+SNL7xPqv9\nLJeqb0ol8cArgQ2Z+YqImANcRpF8n56ZV0fEKQARcTwwJzOPjIh+4G3APcDNwD8CjwJmAgcDc4Dj\ngAcAjyiPeypwWGZujogPA68BbgNmZ+ZxEXEIcBFgEt9iw8NDDA0NsWLF8naHslMzZkxny5Z7GBxc\nzx4d8C696w4YHFzf8fUGRZz9/f1NL2fz5s2sXn0BAAsWHEFv78yuKq/TypckjW+8z2o/y6XuMNXG\nxD8GeGZEfBf4AjCNIgnPUds9gqLlncwcyszlwDeA7wFfBk4HtmXmNcDZwIXAv1PU53zgV5m5uTzW\nZcCjy+Wrysc/ULTmS6qoVvdCbHevx3aXL0ka33if1X6WS92hA9r4Wupa4IbMPCMiZgHvAE4Cto2x\n3QsBIqKPIkn/EHBjZj49Ip4EfCAi3gTMysxnR8T+FEn+EcCjIqI3M28HlnDvlwS1pp6dxtXX109f\nXz/Llp3e7lB2au7cWWzYcCsrViznpk3XtDsc9toHHrDvQR1fb0DLegv09s5k6dITgJ6WtGS0urxO\nK1+SNL7xPqv9LJe6w1RL4s8GzomINRTj2P8d2Dpqm1pmfiUijo2IAYo6OhW4GlgdEa8r151GMd79\nlIh4EUUr/Psyc2PZLf+7EbGt3OZdwFLum8Sb0EsV1+rfom91eZ1WviRpfON9VvtZLlXflEriM3ML\n8LJRq/+j7vXT6pbfNMYhnjbGuheOUc6FFK339VbWvX4nxXh6SRXW6pl92z2TcLvLlySNb7zPaj/L\npeqbamPiJUmSJEmqLJN4SZIkSZIqYkp1p5cWLz6m3SGoybzGkiRJ6mYm8ZpSnMyl+3mNJUmS1M3s\nTi9JkiRJUkWYxEuSJEmSVBEm8ZIkSZIkVYRj4qUOd8tf4AeXbN2l7WHX9pnIMR+wb8MOJ0mSJGmS\nTOKlDjZv3vxd3mevaUMA9PX1NyyOB+w7uVgkSZIkNZZJvNTBTjzx5HaHIEmSJKmDOCZekiRJkqSK\nMImXJEmSJKkiTOIlSZIkSaoIx8RLO7Fq1XkMDq5rejnDw/edjG7GjOls2XJP08udjHnz5jtWX5Ik\nSWoTk3hpJwYH13Hdddewb+Mmeh/TpiKHZ9s9f2xuQbtpJE5JkiRJ7WESL41j3354+lOb+1a5+LtF\nq3uzy9ldI3FKkiRJag/HxEuSJEmSVBEm8ZIkSZIkVYRJvCRJkiRJFWESr443MLCGgYE17Q5Dajnv\nfUmSJI3W2bNoScDatZcCsHDhkvYGIrWY974kSZJGsyVekiRJkqSKmFJJfEScFBFnjLH+ooiY14Ty\nFkTEeY0+riRJkiRpappSSTxQm+RrkiR1lVqtRq3mnz5pIny/SL4POkllx8RHxEnAc4C9gf2BjwLP\nAw4F3gEcCBwPzARuLpd76vY/DXgWcCPw0HJdP3ABMIuibpZl5ncj4ufAGuCxFMn+84DNwNnAQ8ry\nv5KZ74uIAM4F7gA2AreXx34p8GbgLuC3wKsz856GV4wkSRNQTJrYw6JFS9ocidT5fL9Ivg86SWWT\n+NLMzDwuIl4MvDUzj4qIJcBbgSuBYzOzFhHfBI6gbG2PiMOBp2bmgojYG/glRYK/DLg4Mz8eEQcA\nlwMHUyT1n8vMN0XEBcAzgB8AV2TmZ8pj3AC8D/gQsDwzvxMRrwKOjoh9gVOBwzJzc0R8GHgN8MkW\n1FHlDQ8PMTQ0xIoVy1te9uDgevas+rukge64E24ZXN+WazFVzJgxnS1biu/3BgfX09/f3+aI1I02\nb97M6tUXALBgwRH09s5sc0RS5/L9Ivk+6DRV7k5fA64ql4eBa8vlIWAGcDdwYUT8B0Vr+Z51+wbw\nE4DMvBP4cbn+kcBl5fo/ArdExAPK135WPt5A0fq/CTiiTOo/XJY5cuyR411WPh4M/CozN9etf/Sk\nzlqSpN3U0zP+NpIKvl8k3wedpuptjDsalLEX8PyyZb6XolW+/ta7BnhjROxBUQePL9dfCywCro6I\nBwP9FF3ixyrrJGAoM18bEYcAr6479lOArwNPKtetAx4VEb2ZeTuwBMhdPNcpq6+vn76+fpYtO73l\nZa9YsZy/bLym5eV2qn32hgPmHNSWazFVzJ07iw0bbgWwx4Oaprd3JkuXngD02JoijcP3i+T7oNN0\nSxJfG7V8N3BbRFxGMR7+p8ABI69n5tUR8WXgR8BN5TY14APAuRHx98A+FOPWt0bE6AS+BnwH+FxE\nPAEYBK6MiP0puvKfHxFvB/4AbM3MjRFxCvDdiNhGMSb+nQ2tCUmSdsHChUvaHYJUGb5fJN8HnaSy\nSXxmrqxbvhi4uFy+Gnj6BPY/EzhzjJeOH2Pbg+uW31330mE7OPySMY5xIXDheHFJktQKPfaNlCbM\n94vk+6CTVHlMvCRJkiRJU0plW+I1dSxefEy7Q5DawntfkiRJo5nEq+M5/kZTlfe+JEmSRrM7vSRJ\nkiRJFWESL0mSJElSRZjES5IkSZJUEY6Jl8axaQgu/u49TS8Dml/O7to0BPef0+4oJEmSpKnLJF7a\niXnz5reknD2mF1l8X18/ADNmTGfLls5L6O8/p3V1IkmSJGl7JvHSTpx44sltKXfu3Fls2HBrW8qW\nJEmS1LkcEy9JkiRJUkWYxEuSJEmSVBEm8ZIkSZIkVYRj4iV1pVWrzmNwcF1Tjj08fN+JCBtpxozp\n7L//Q9s2H4MkSZI6m0m8pK40OLiOddddw9y+noYfe+NQDYBpd9/Y8GNvGK515C8TSJIkqTOYxEvq\nWnP7enjR4hkNP+7n124BaOqxJUmSpLE4Jl6SJEmSpIowiZckSZIkqSJM4iVJkiRJqgiTeEm7bWBg\nDQMDa9odhirEe0aSJGlynNhO0m5bu/ZSABYuXNLeQFQZ3jOSJEmTY0u8JEmSJEkVYRJfiog3tDsG\nSZIkSZJ2xiT+Xu9tdwCSpB2r1WrUarV2h9EU3XxurWD9SZKmkik5Jj4iHgGcB9xN8UXGt4F9I+IT\nwFuAs4FDyteWAZuAj2bmMeX+Xy3X9wErgK3AdcBrgBOAZwL7AA8DzszMlRHxeuAfgW3AjzPzza05\nW0nqDsVEeD0sWrSkzZE03si5veAFz2l3KJXUzfeGJEmjTckkHjgW+AHwLmAhcBPwusx8Q0S8DtiQ\nma+IiDnA2sw8NCL2jogDKRL/OZl5VUT8Bjg6M2+OiNOBk8rXZ2fmcRFxCHARsLJ87XWZ+ZOIeG1E\nTMvMrS0+b6kphoeHGBoaYsWK5e0O5a8GB9ez97TqtcxtvrPGxsH1HVWXzTA4uJ7+/v4Jb79582ZW\nr74AgAULjqC3d2azQmu5+nM77rhj2hxN9XTzvSFJ0limahL/GYoE/pvAEEWr+ojHAE+JiCPL59PK\nZP4zFC3pdwHnRsRc4EHA/xcRULS8XwL8Driq3PcPwN7l8snAOyJiPnAF0NOcU5Ok7tPTxZ+Y3Xxu\nrWD9SZKmmqmaxD8PGMjM0yNiKUVCP/LfgGuBGzLzjIiYDbw9MzdGxGrgUoqu838H3EGRpD83M2+N\niOcDfwEOAsZq/nsV8NrMvCsivgk8CRho3ilKrdPX109fXz/Llp3e7lD+asWK5dx287XtDmOXzdy7\nhwfud1BH1WUz7GpPg97emSxdegLQ03UtrfXnNnPmTG6//dZ2h1Qp3XxvSJI0lqmaxF8JrIyILRTj\n3t8GzIuIzwKvBM6JiDXAbOCTAJm5OSKuAqZl5maAiHgz8PWI2AMYBl7G9kn8yPIvgIGIuJUi+f9h\nU89QkrpMN/+mfDefWytYf5KkqWRKJvGZ+XuKsfD16gcivmwH+71m1PNLKLrQ11tZ9/qdwMHl8mco\nuuRLkiahp4v7TXfzubWC9SdJmkr8iTlJkiRJkirCJF6SJEmSpIqYkt3pJTXW4sX+LJZ2jfeMJEnS\n5JjES9ptTiqlXeU9I0mSNDl2p5ckSZIkqSJM4iVJkiRJqgiTeEmSJEmSKsIx8ZK61obhGp9fu6Xh\nx71pqAbQlGNvGK5xv/0aflhJkiR1CZN4SV1p3rz5TTv21j2HALhfX3/Dj73vAdPZf/+HNvy4kiRJ\n6g4m8ZK60oknntzuECZl7txZbNhwa7vDkCRJUodyTLwkSZIkSRVhEi9JkiRJUkWYxEuSJEmSVBGO\niZekcaxadR6Dg+uaXs7w8BDTp09j5sxZTS9rZ+bNm1/ZOQUkSZK6nUm8JI1jcHAd6393DQf0Nbfz\n0l+GtwGwZ5PL2Zk/ljFIkiSpM5nES9IEHNC3B699Sm9Tyzjr8tsBml7ORGKQJElSZ3JMvCRJkiRJ\nFWESL0mSJElSRZjES2qqgYE1DAysaXcYUsN4T0uSpHZyTLykplq79lIAFi5c0t5ApAbxnpYkSe1k\nS7wkSZIkSRVhEt9EEXFQRFwxxvp3RcQR7YhJkiRJklRddqdvg8w8s90xSJK0O2q1GgA9PT3GIUlS\nC5nE70REnAQ8B9gb2B/4KPA84FDgHcBewFuBrcDlmfnuiDgVOBroBV4JzI2I/y73/3lmvjoizgcu\nzMyLW3pCkiQ1SDG5Xw+LFi0xDkmSWsgkfnwzM/O4iHgx8NbMPCoilgBvAx4GPCEz74yIz0bEsUAN\n+FVmvjUiDgJmAycBtwC/i4i55TbSlDA8PMTQ0BArVixvdyiTNji4nvtNmxpv21vvqnHb4PpKX69m\nGxxcT39/f7vDaKvNmzezevUFACxYcAS9vTOndBySJLWSSfzO1YCryuVh4NpyeQiYCcwFvhERALMo\nknqA39Qd4/eZOQwQETdRtNBLklRZndJzvVPikCSplUzix7ez5rfrgb/LzHsi4uXAlcDxwLYJ7i91\nvb6+fvr6+lm27PR2hzJpK1YsZ8uGX7c7jJaYtVcPc+YeVOnr1Wz2UoDe3pksXXoC0NPW1u9OiUOS\npFYyiR9fre6xfnkL8GFgbURMA9YBF47aZ6LLkiRVysKFS9odAtA5cUiS1Com8TuRmSvrli8GLi6X\nrwaeUb70uVG7nVa3z3qKSe5Gno8sn9yEcCVJaplOmQ2+U+KQJKlV/J14SZIkSZIqwiRekiRJkqSK\nsDu9pKZavPiYdocgNZT3tCRJaieTeElN5aRT6jbe05IkqZ3sTi9JkiRJUkWYxEuSJEmSVBEm8ZIk\nSZIkVYRj4iVpAv44vI2zLr+96WUATS9nvBgOmtu24iVJkjQOk3hJGse8efNbUs79Zwwxffo0Zsyc\n1ZLyxnLQ3NadryRJknadSbwkjePEE09uWVlz585iw4ZbW1aeJEmSqsUx8ZIkSZIkVYRJvCRJkiRJ\nFWESL0mSJElSRTgmXtJuW7XqPAYH1223fnh4CIC+vv6mlT1v3vyWjlmXJEmS2skkXtJuGxxcx+B1\nyYF997vP+qGh2wCYfffmppR7/fBtTTmuJEmS1KlM4iU1xIF99+Ndix53n3VnXnY1wHbrG2Xk+JIk\nSdJU4Zh4SZIkSZIqwiRekiRJkqSKMImXJEmSJKkiTOKlKWhgYA0DA2vaHUZLTKVzlSRJUvdzYjtp\nClq79lIAFi5c0t5AWmAqnaskSZK6ny3xkiRJkiRVhEk8EBGHRsTCdschSZIkSdLOmMQX/h54VLuD\nUHer1WrUarVx12lqqtq9ULV4O5X1qCrz/lUVeJ+qGzVtTHxEnAQ8B9gb2B/4KPA84FDgHcCBwPHA\nTODmcvnVwJMz8x8iYiXwg8z81BjH3g+4LDMfVT7/BPBt4LqynB5gI/By4HDgTOAu4NPA3wBLKM79\ni8AFwEnAnRHxU2Ae8HpgT6BWxvUY4G3luTwQ+FRmnhURa4CfAY8HtgFLM/OmiDgDeAowDfhwZn6h\nbttDgdnACzPz+klWryqomFyth0WLlux0naamkXvhBS94TrtDmRDv3cawHlVl3r+qAu9TdaNmT2w3\nMzOPi4gXA2/NzKMiYgnwVuBK4NjMrEXEN4EFmfnJiDg2Is4Hpo+VwANk5s0R8fOyC/yPKJLyNwPf\nA07KzF9HxMuBdwKXAHtl5pEAEbEOWAz8qdz2jxFxHnBjZv44Io4FnpWZd0TEWcDTgf8H7AcsBPYC\nfh4RX6RI8r+dmW+NiDcA742IbwAHZebCiNgbuCIiLim3/WG57QrgJRRfLmgK2Lx5M6tXXwDAggVH\n0Ns7c8x1rTI8PMTQ0BArVixvyPEGB9fTN63133IP37mF4cH1Oz2PwcH19Pf3tzCqXVd/Lxx33DFt\njmZ87bx3u4n1qCrz/lUVeJ+qWzUzia8BV5XLw8C15fIQMAO4G7gwIm4DHkLR8g1FYvt9ihb0nTkH\neBnwIODLmbk1Iv4G+FREUB7vN+W2WbffS8syHgR8o259T/m4AVhZxvVI4Ipy/drM3ArcHhG/BA4u\n119SPl4OPAv4A/CEiPhuuX46cFC5/LPy8YayfE0RPT0TW6epqWr3QtXi7VTWo6rM+1dV4H2qbtXs\nlvgdNc3tBTy/bJnvpWiV74mIGcBHKLrVfyoiFmXm3WMdIDO/ExH/AjyYovs7wK+BEzPzDxGxCJhT\nrt8GEBF7UXRjf0lE9AC/iojV5et7REQfcCrwUIr5Ar7Fvcn9gvIYvRRd8n9brj8SGACeDPyijOG7\nmfmaiJgOvIeim//O6kNdrrd3JkuXngD0/PVb4LHWtUpfXz99ff0sW3Z6Q463YsVyajf/v4Yca1f0\n7T2D/v0evNPzaFRvg2aqvxdmzpzJ7bff2u6Qdqqd9243sR5VZd6/qgLvU3WrViXxtVHLdwO3RcRl\nFOPhf0qRjH8QuCgz/yMiRp6/fSfH/wLwt5m5rnz+OmBVmTxvA15RHrcGkJl3RcSmiPgBcAdwcWZe\nHxE/AT5E0VvgexSt7zdRtODvD6wDZpfd4u8PnJaZm8oW/3+KiPcDt1B8gTAcEUvKc7sf8KXMvK3c\ndqy60RQx1u+U+9vlGlG1e6Fq8XYq61FV5v2rKvA+VTdqWhKfmSvrli8GLi6Xr6YYZz6Wz9Xtc9oE\nyjgDOKPu+U+Bp47a7HfA2rpt3g+8f9Rxvg58vXy6ZnQ55Tj+H2XmG8cI4/WZuWnU8bb74iEzn1q3\nfPaYJ6Su1jNGn66x1mlqqtq9ULV4O5X1qCrz/lUVeJ+qGzW7JX63RMSBwMoxXlqbmae2MJT6ngSS\nJEmSJLVFRyfx5U+wjW5Zb0cca6lrza9b3/bYJEmSJElTR0cn8ZKaY/Hizv8Zs0aZSucqSZKk7mcS\nL01BU2mSl6l0rpIkSep+e7Q7AEmSJEmSNDEm8ZIkSZIkVYTd6SU1xPXDt3HmZVffd93QbQDbrW9k\nmfP2a8qhJUmSpI5kEi9pt82bN3/M9f17DgHQ09ffnHL323HZkiRJUjcyiZe020488eR2hyBJkiRN\nCY6JlyRJkiSpIkziJUmSJEmqCJN4SZIkSZIqwjHxknbJqlXnMTi47j7rhoeLCez6GjyB3bx58x1v\nL0mSJNUxiZe0SwYH13H9db/lwL59/7puaGgTAH13b21YOdcPb2rYsSRJkqRuYRIvaZcd2Lcv7158\n3F+fn7H2mwD3Wbe7Ro4pSZIk6V6OiZckSZIkqSJM4iVJkiRJqgiTeEmSJEmSKsIkXuoyAwNrGBhY\n0+4wKs96lCRJUidyYjupy6xdeykACxcuaW8gFWc9SpIkqRPZEi9JkiRJUkWYxDdIRLwrIo5odxyS\nJEmSpO5ld/oGycwz2x2DpGqq1WoA9PT0tDmSzjFSJyOsG0mSpIJJ/Dgi4hHAecDdFD0XTgCWAw8B\n9ge+kpnvi4jzgQvLdc8E9gEeBpyZmSsj4svAbKAHOBr428wcaPHpSOpAxQR6PSxatKTNkXSOkTqB\nGtaNJEnSvUzix3cs8APgXcBCYBZwRWZ+JiL2Bm4A3kfxP03Kx9mZeVxEHAJcBKzMzOcBRMQHgAET\neDXL8PAQQ0NDrFixvCnHHxxcT/+05n90DN95B0OD65t2HuMZHFxPf39/08vZvHkzq1dfAMCCBUdQ\nfMRMbSN1Ut9DYcGCI+jtndnmyCRJktrPJH58n6FI4L8JDAOnAUdExFOBW4C9xtjnqvLxD8DeIysj\n4h3Afpn56qZGLKky7CW+PetEkiRpx0zix/c8ipbz0yPiJRQJ+r9k5mvLlvaxEvLa6BUR8QrgycAL\nmhqtpry+vn76+vpZtuz0phx/xYrlcPPGphy7Xt/e+9C335ymncd4WtUDoLd3JkuXngD02NJcqq+T\nke701o0kSVLBJH58VwIrI2ILxZj4JwOfiognAIPAlRFxwKh96pP4WkQ8EDgLuBz4dkT0AJ/OzAub\nH76kTudv0W/POpEkSRqbSfw4MvP3FGPh6x02xqYnj7HvncDB5dM9GxyapC7hzOvbs04kSZLG5u/E\nS5IkSZJUESbxkiRJkiRVhN3ppS6zePEx7Q6hK1iPkiRJ6kQm8VKXcUKwxrAeJUmS1InsTi9JkiRJ\nUkWYxEuSJEmSVBEm8ZIkSZIkVYRj4iXtsuuHN3HG2m/+9fng0CaA+6xrRBkH7jenYceTJEmSuoFJ\nvKRdMm/e/O3W9e85rVjo629YOQfuN2fMsiRJkqSpzCRe0i458cST2x2CJEmSNGU5Jl6SJEmSpIro\nqdVq7Y5BkiRJkiRNgC3xkiRJkiRVhEm8JEmSJEkVYRIvSZIkSVJFmMRLkiRJklQRJvGSJEmSJFWE\nSbwkSZIkSRUxvd0BCCJiBvAfwCHA3cCbKL5g+Srwm3KzT2Xm59sToZohIo4EPpiZT42IQ4DzgW3A\nL4F/ysxaRLwKeDVwD7AiM7/WtoDVUBO8/h8FngzcCtSA52fmLe2KWY1Tf/3L58cDf5+ZLy2fY9o1\newAAC/NJREFUHwX8G8V7/1uZeXrbglVDTeDaHw98CLih3OWUzLysLcGqoUZ97h8GfAzYCtwF/GNm\n3uTf/e41wevv3/0uNOraPwr4dPnSb4FXZubWXX3v2xLfGV4F3J6ZR5fL5wKHA/+amU8t/5nAd5GI\neCdwDrBXuerDwHsycxHQAzwvIh4EvBE4Gng6cEb5hY8qbiLXv1x/OPC08jPgGP+Qd4fR17/8T9sH\nKK79iE8BL8nMpwBHlv/hU8VN8NofDryz7u+/CXwXGONz/9+AN5Rf5nwJeFdEPBD/7neliVz/cr1/\n97vMGNf+/wD/XP59B3jOZP7PbxLfGR4FfBMgM38DPBh4AvCsiFgbEf8REfdrZ4BquN8B/4t7/+N2\neN1/1L4BHAscAXwvM+8uP8R/Bzy25ZGqGca9/hHRAzwcOCciLo+Ik9sQp5pj9PX/HvC6kecRMRvY\nKzPXla9fTPGZoOrb6bUvPQF4eURcFhH/NyKmtThGNcfoa780M39eLu8J3AE8Ef/ud6txr79/97vW\n6Gv/gsy8vEzSHwQMMYn3vkl8Z7gKeDb8tQvlXIpudO/IzMXA74FT2heeGi0zv0TRXWZE/X/gbgX6\ngNnA8BjrVXHjXP/bKK7zTIqudi8FjgNeHxGPaVmQaprR13+MnlazgfrWF9/7XWIC1x7gEooWukXA\n/YDXtig8NdEY1/5PABFxNPBPwEfw737XmuD19+9+Fxrj2m+LiAOBXwFzgJ8Ds9jF975JfGc4F7gl\nIgaA51OMgz8vM39Wvv4/wOPbFZxaYlvd8myKb+VuoXhTj5gF/KWVQall6q//LIrrfzvwscy8MzNv\nAy4FHteO4NRyo9/7I58JmhrOzcz15fKX8e9/14qIF1MMnXlmZm7Ev/tTyhjX37/7U0RmXp+ZDwfO\nphhSucvvfZP4zvBE4NLMXAh8AfgT8N8RcUT5+t8CV7YrOLXEzyJicbn8DOAy4EfAwojYKyL6gL+h\nmPRM3Wes6/8I4PKI2CMi9gSeAvykXQGqdcqudFsi4uCye+XTKO4Jdbnyel8dEQ8uVx2Lf/+7UkSc\nQNECu6TuSxv/7k8RO7j+gX/3u15EfKWc0BiK3pdbmcR739npO0MC/xUR76EYE/VKii50n4yIu4Eb\nKWYrVPeplY9vpxgDNQO4BvhCOTv5x4ABii/c3pOZW9oUp5pjvOv/WeAKil+tOD8zr21TnGqO2qjl\n+uevBf4TmAZcnJk/bmVgaroxr335vn8F8MWIuJPiP3HntCE+NU8tIvYAPgoMAl+KCIA1mXmaf/e7\n3njX37/73Wvkc/8M4PyI2AJsppid/s+7+t7vqdVqO3tdkiRJkiR1CLvTS5IkSZJUESbxkiRJkiRV\nhEm8JEmSJEkVYRIvSZIkSVJFmMRLkiRJklQRJvGSJEmSJFWESbwkSRMQEUsi4rsNPuYnIuJnEfGr\niLirXP5ZRJwUEV+LiAc1qJwPRcRhO3htj4j4UkTM3MHrsyLiC+Mc/7SIeHa5PGYdRcS2XY17PBGx\nLCKeOYn9nhMRby2XT42IU8rlnzUhxnMj4tcR8Q8R8bVy3fkR8bJyuaH3VF25fx8R55XLKyPigGaU\nI0lqventDkCSpKkqM98AEBHzgDWZ+fi6l89vRBkR8TjgQZl51Q5i2BYR5wDLgXeNsckpwNk7KyMz\nT6l7uniysU7CEuD/TmK/JwC1cnnkkVH13ygvA/bKzHuAz9WVOVJuK+rrTOAjwItbUJYkqclM4iVJ\n2g0RMR34FPBo4IFAAv8LeBDwJeAG4GHAIHBCZv5ljMP0jHHc9RQJ3lOBZwEHAA8B/g04EDgG2Ag8\nIzPvioh/BN5M0cvuJ8A/ZeZdwNuBVeUxH0uRkE8H7gROzszfAd8CPhYRKzLz1roYZgPPzsx3lM/X\nAL8Ajgb2Bt6SmZdExPnAd4HDy+2uyMwn7aC+Hgx8BugD9gcuzMx3R8RJwHOBB5T1+JXMfHtEPAT4\nT6AX2Aa8KTN/GBH3B+7KzDsj4qiyXvYGbgZek5nXlfGekplrI+KgMsZnAq8FahExWIZVK2Pblpl7\nRMT9gE9SXNNpwJmZubqM8WXAHOAi4FfA/wa2Ausoru9ddef6FYpr+6OIeA3w+cycX77cExEfra+v\niDgOOA3YszzeqzJzU3kv/AA4DFgIPGOsax0RLwWWAbcBvyuvMZl5TUQcFBEHZ+bvx7oukqTqsDu9\nJEm750nAnZl5NHAIsA9FogjwOIoE8FDgWuDUXThufWvtEcDTKRK4fwW+npmPK197ekQ8Gngl8KSy\nNXkD8I6I6KH4AmCg3PYtwL9m5hHAx4GjADJzK/Bzii8M6h0DXD0qpumZ+QTgpcDKiNhzJNbMfHN5\nvDET+NJS4D/LbR4HvD4i5tSd5/MokuejIuJ44OXARWXM7wSeXG77NODisvzVFInsYcBZwIVj1CFl\nbNdSfOnyqcw8fwcxLgOuzMwFFF+kvDciRpLvBwOHZeZ7gfcDf1du92vgkaPKem75eDjFNal3n/qK\niLnAGcDTyu2/RdGCPnIeX8/MR1J8yTHWtT6AolfCEuBIivuw/twvB569g/OVJFWILfGSJO2GzByI\niI0R8U8USdzDgZkUCdQvMvP75aYrubc79USNtNB/LzNvA26LCIDvlOsHgftTJN8PB35Yvj6DooV2\nThnjHeX2XwM+Wbb4fhWoH+s+WB6j3sOBP4xad1Z5zKsi4kbgsbtyQpn5rxHx1Ih4O/AYilbnkfr6\nQmZuBIiI1RRfIlwIfCkiHj8Sf3mo44APAAFsysyflMf/QkR8uuxFsCPb9XwY5Vhgn4h4efm8l+KL\nhRrw08wcGd9/EfD9iPgf4IuZefX2h5qwIyl6WKwpr+E0ip4WI35YPu7oWj8J+H5m/hmKcfcUX4iM\nGOv6SpIqyJZ4SZJ2Q0Q8l6K7923AucBl3Jsk3lO36bRRz3fFlvondUnkiD0oumo/vmydPRJ4E0XS\neU/dfl+k6PL+I4pW+bPqjnE3RXf1elvHiHnrqHJ36Zwi4l+BNwLrKVqyN3JvfdUfexpwd/klyKOA\niynGdF9Uvv6IzPwtY/9fpqfcv1Z37D1HbVNjx/YAXlpXn08uywcY+UKEzHwL8AJgE3BB2Z19sqYB\nl9eV+UTgRXWvj5S7s2td/+VEfV3C2NdXklRBJvGSJO2ev6VIqlYCfwYWUSRkPcBjI+LQcruTga83\nKYY1wPERMbfsQv8pirHjG4E9IqIXICI+BzwxMz9NMZHd4XXHmA/8dtRxrwPmjVr30vJYC4B+ijHy\n90keI2LaTmI9FvhQ+YXCgRTd00fq6zkRcb+I2Jui2/03IuIM4MTM/CxF8n942So/MpN8AnPKeIiI\nFwHry7kHbgZG6v/5dTHczb1JfQ/bt8xfCry+PN7+ZVkPrd8uIqZFRAI3Z+YHgc9SjFmfiLHq64fA\nkyJipLV8Gfd2p6+3hjGuNUV3+SdFxEPK9S8Ztd/BbH99JUkVZBIvSdLE1ICFEXFr3b9/B84BXhIR\nP6aYNO7LFAlxDbgJ+EBE/ArYD1gxzvFHP6//t8PtMvPnFBOiXQr8slz/wfLxG9w7A/oHgfdExE+A\nDwEjP7M2jSKh//aoY3+HYpx6vUPK/c8CXlz2CqiP6cvAVRExYwfndwawKiK+D/xDGfNIfW2gaPG+\nimJiu0sous+/oPz5ty9RTEr3DMovRMqJ5F4MfCIifkGRfI/Mwv4vFGPuf0Ix6d1IDJcBL42IN3Df\n+h15PI2iO/0vyjp4Zzkh3F+3LecROAX4dnntFwIfZntjXbvt6gv4C8X4/89HxM+Bx1NMSngfO7rW\nmXkT8DqKsfQ/ppjUrr6cRdzbi0GSVGE9tdrOepNJkqTJKGdD/0Zm/k2b43gssCwzX7STbZ4HHJ2Z\n2/3EXNn9/dLM/Fr5m+bvyswfNSHOk4AjM/N1jT72VFf+zOB7MtOfmJOkLmBLvCRJzdP2b8rLltsb\nImLMrt4RsQdFC/D7d3CI04BXNCm8etvNJK+G+d+M0aovSaomW+IlSZIkSaoIW+IlSZIkSaoIk3hJ\nkiRJkirCJF6SJEmSpIowiZckSZIkqSJM4iVJkiRJqgiTeEmSJEmSKuL/B/JzR8hcMZ+qAAAAAElF\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for race in races:\n", " ax = race.laps.driver_box_plot(pit_laps=False)\n", " plt.show(ax)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "---\n", "#4. Analysis Takeaways\n", "Nothing significant, but more to come with some statistical modeling. You can find these in the above charts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Intuitively, Hamilton stands out as both consistent and fast (see bar charts/dist charts)\n", "* Malaysia's temperatures show greater variance across all teams, with Ferrari faring the best (see last bar charts)\n", "* Mercedes and Ferrari look a lot closer to each other, than any others look like them\n", "* You could pick out Manor quite easily without labeling the drivers" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }