{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings(\"ignore\", category=np.VisibleDeprecationWarning)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Customizing Plots\n",
"\n",
"The [seaborn homepage](https://stanford.edu/~mwaskom/software/seaborn/index.html) is very useful. \n",
"\n",
"To get a feel for what is possible, see\n",
"\n",
"- [Matplotlib gallery](http://matplotlib.org/gallery.html)\n",
"- [Seaborn gallery](https://stanford.edu/~mwaskom/software/seaborn/examples/)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"url = 'http://bit.ly/2b72LNj'\n",
"df = pd.read_csv(url)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
\n",
" \n",
" \n",
" | \n",
" model | \n",
" mpg | \n",
" cyl | \n",
" disp | \n",
" hp | \n",
" drat | \n",
" wt | \n",
" qsec | \n",
" vs | \n",
" am | \n",
" gear | \n",
" carb | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" Mazda RX4 | \n",
" 21.0 | \n",
" 6 | \n",
" 160.0 | \n",
" 110 | \n",
" 3.90 | \n",
" 2.620 | \n",
" 16.46 | \n",
" 0 | \n",
" 1 | \n",
" 4 | \n",
" 4 | \n",
"
\n",
" \n",
" | 1 | \n",
" Mazda RX4 Wag | \n",
" 21.0 | \n",
" 6 | \n",
" 160.0 | \n",
" 110 | \n",
" 3.90 | \n",
" 2.875 | \n",
" 17.02 | \n",
" 0 | \n",
" 1 | \n",
" 4 | \n",
" 4 | \n",
"
\n",
" \n",
" | 2 | \n",
" Datsun 710 | \n",
" 22.8 | \n",
" 4 | \n",
" 108.0 | \n",
" 93 | \n",
" 3.85 | \n",
" 2.320 | \n",
" 18.61 | \n",
" 1 | \n",
" 1 | \n",
" 4 | \n",
" 1 | \n",
"
\n",
" \n",
" | 3 | \n",
" Hornet 4 Drive | \n",
" 21.4 | \n",
" 6 | \n",
" 258.0 | \n",
" 110 | \n",
" 3.08 | \n",
" 3.215 | \n",
" 19.44 | \n",
" 1 | \n",
" 0 | \n",
" 3 | \n",
" 1 | \n",
"
\n",
" \n",
" | 4 | \n",
" Hornet Sportabout | \n",
" 18.7 | \n",
" 8 | \n",
" 360.0 | \n",
" 175 | \n",
" 3.15 | \n",
" 3.440 | \n",
" 17.02 | \n",
" 0 | \n",
" 0 | \n",
" 3 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" model mpg cyl disp hp drat wt qsec vs am gear \\\n",
"0 Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 \n",
"1 Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 \n",
"2 Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 \n",
"3 Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 \n",
"4 Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 \n",
"\n",
" carb \n",
"0 4 \n",
"1 4 \n",
"2 1 \n",
"3 1 \n",
"4 2 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Customizing `matplotlib` graphics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Markers and linestyles\n",
"\n",
"A wide range of [shapes](http://matplotlib.org/api/markers_api.html) is available to use as markers, including [unfilled](http://matplotlib.org/1.5.1/mpl_examples/lines_bars_and_markers/marker_reference_00.hires.png) and [filled](http://matplotlib.org/1.5.1/mpl_examples/lines_bars_and_markers/marker_reference_01.hires.png) markers."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['None', '', ':', ' ', '--', '-.', '-'])"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from matplotlib import lines\n",
"lines.lineStyles.keys()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['3', 0, 2, '8', 4, '_', 6, 1, 'None', '', '4', 'H', '*', 3, 'h', '>', '<', ' ', 'd', 's', '1', 5, 'D', '+', '2', 'v', 'o', '^', ',', '|', '.', None, 'x', 'p', 7])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from matplotlib import markers\n",
"markers.MarkerStyle.markers.keys() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### The `-o` notation indicates a solid line `-` with a filled circle `o`. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAECCAYAAADq7fyyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n7EIIEWcksQshRJz5/7uMpu0MarnQAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot('wt', 'mpg', '-o', data = df.sort_values('wt'))\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### You could achieve the same effect more verbosely as shown here."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAECCAYAAADq7fyyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n7EIIEWcksQshRJz5/7uMpu0MarnQAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot('wt', 'mpg', linestyle = '-', marker='o', data = df.sort_values('wt'))\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Or change the linstyle and marker"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAECCAYAAADq7fyyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot('wt', 'mpg', linestyle = '-.', marker='D', data = df.sort_values('wt'))\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Adding labels"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEZCAYAAAB4hzlwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhPCQoCCEEMJDgoIQQgiP/w9wNsfnTqkpqAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot('wt', 'mpg', '-o', data = df.sort_values('wt'))\n",
"plt.title('MPG versus Weight')\n",
"plt.xlabel('Weight')\n",
"plt.ylabel('MPG')\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Changing Axes Limits"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAAECCAYAAADjBlzIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKZCLiDjc/weYCLdmeatbxgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot('wt', 'mpg', '-o', data = df.sort_values('wt'))\n",
"plt.xlim([1, 6])\n",
"plt.ylim([0, 40])\n",
"\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Changing coordinate systems"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEECAYAAAArlo9mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nocAXEbGI/w8iFE6VeJ9OswAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot('wt', 'mpg', '-o', data = df.sort_values('wt'))\n",
"plt.yscale(\"log\")\n",
"plt.yticks(np.linspace(10, 100, 10))\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Changing attributes of visual eleemnets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Choosing individual colors\n",
"\n",
"There are many ways to specify colors, but the most convenient is simply by name from this list of [available colors](http://matplotlib.org/mpl_examples/color/named_colors.hires.png).\n",
"\n",
"If you need even more colors, you can also access the [XLCDh](http://xkcd.com/color/rgb/) colors using\n",
"\n",
"```python\n",
"sns.xkcd_rgb[\"pale red\"]\n",
"```\n",
"\n",
"To see the colors available\n",
"```python\n",
"sorted(sns.xkcd_rgb.keys())\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### For example, there are 206 green variants available!"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['fern green',\n",
" 'greenish turquoise',\n",
" 'hot green',\n",
" 'highlighter green',\n",
" 'poison green',\n",
" 'light lime green',\n",
" 'soft green',\n",
" 'deep green',\n",
" 'flat green',\n",
" 'bright yellow green',\n",
" 'pastel green',\n",
" 'boring green',\n",
" 'yellowish green',\n",
" 'sickly green',\n",
" 'snot green',\n",
" 'brown green',\n",
" 'vivid green',\n",
" 'weird green',\n",
" 'tea green',\n",
" 'greenish grey',\n",
" 'light green blue',\n",
" 'bright light green',\n",
" 'seafoam green',\n",
" 'foam green',\n",
" 'swamp green',\n",
" 'army green',\n",
" 'lightish green',\n",
" 'booger green',\n",
" 'vibrant green',\n",
" 'light yellowish green',\n",
" 'jade green',\n",
" 'green yellow',\n",
" 'light sea green',\n",
" 'greenish blue',\n",
" 'pale green',\n",
" 'vomit green',\n",
" 'light light green',\n",
" 'baby puke green',\n",
" 'yellowgreen',\n",
" 'leaf green',\n",
" 'dark mint green',\n",
" 'greeny grey',\n",
" 'algae green',\n",
" 'lemon green',\n",
" 'military green',\n",
" 'light grey green',\n",
" 'dark grass green',\n",
" 'khaki green',\n",
" 'toxic green',\n",
" 'dusty green',\n",
" 'washed out green',\n",
" 'shit green',\n",
" 'light seafoam green',\n",
" 'baby shit green',\n",
" 'ocean green',\n",
" 'darkgreen',\n",
" 'tan green',\n",
" 'greenish tan',\n",
" 'hunter green',\n",
" 'seaweed green',\n",
" 'sap green',\n",
" 'emerald green',\n",
" 'muted green',\n",
" 'light green',\n",
" 'greenish beige',\n",
" 'light neon green',\n",
" 'mossy green',\n",
" 'kermit green',\n",
" 'nasty green',\n",
" 'lime green',\n",
" 'hospital green',\n",
" 'turquoise green',\n",
" 'brownish green',\n",
" 'forest green',\n",
" 'pale lime green',\n",
" 'dark forest green',\n",
" 'slime green',\n",
" 'muddy green',\n",
" 'tree green',\n",
" 'shamrock green',\n",
" 'grass green',\n",
" 'very light green',\n",
" 'teal green',\n",
" 'sea green',\n",
" 'pale olive green',\n",
" 'light moss green',\n",
" 'light pastel green',\n",
" 'bluish green',\n",
" 'kelley green',\n",
" 'grey green',\n",
" 'green grey',\n",
" 'electric green',\n",
" 'lawn green',\n",
" 'baby poop green',\n",
" 'wintergreen',\n",
" 'light bright green',\n",
" 'spring green',\n",
" 'cool green',\n",
" 'mustard green',\n",
" 'kelly green',\n",
" 'pea green',\n",
" 'olive green',\n",
" 'bottle green',\n",
" 'pine green',\n",
" 'greenish yellow',\n",
" 'evergreen',\n",
" 'gross green',\n",
" 'dark green',\n",
" 'dark yellow green',\n",
" 'aqua green',\n",
" 'bright green',\n",
" 'blue/green',\n",
" 'green brown',\n",
" 'greenblue',\n",
" 'blue green',\n",
" 'barf green',\n",
" 'yellow/green',\n",
" 'greenish teal',\n",
" 'fresh green',\n",
" 'greeny yellow',\n",
" 'very dark green',\n",
" 'faded green',\n",
" 'light grass green',\n",
" 'light mint green',\n",
" 'green blue',\n",
" 'bright lime green',\n",
" 'british racing green',\n",
" 'greenish',\n",
" 'baby green',\n",
" 'fluro green',\n",
" 'bluey green',\n",
" 'dark pastel green',\n",
" 'dirty green',\n",
" 'puke green',\n",
" 'poop green',\n",
" 'true green',\n",
" 'greeny brown',\n",
" 'bright sea green',\n",
" 'ugly green',\n",
" 'dark blue green',\n",
" 'grassy green',\n",
" 'dark olive green',\n",
" 'mint green',\n",
" 'acid green',\n",
" 'light bluish green',\n",
" 'mud green',\n",
" 'forrest green',\n",
" 'slate green',\n",
" 'apple green',\n",
" 'sick green',\n",
" 'minty green',\n",
" 'medium green',\n",
" 'pale light green',\n",
" 'camo green',\n",
" 'darkish green',\n",
" 'mid green',\n",
" 'browny green',\n",
" 'yellowy green',\n",
" 'greenish cyan',\n",
" 'jungle green',\n",
" 'pea soup green',\n",
" 'light forest green',\n",
" 'light pea green',\n",
" 'tealish green',\n",
" 'dark sea green',\n",
" 'radioactive green',\n",
" 'racing green',\n",
" 'dark seafoam green',\n",
" 'off green',\n",
" 'turtle green',\n",
" 'irish green',\n",
" 'greeny blue',\n",
" 'dark green blue',\n",
" 'dull green',\n",
" 'lighter green',\n",
" 'green',\n",
" 'lightgreen',\n",
" 'light greenish blue',\n",
" 'navy green',\n",
" 'neon green',\n",
" 'easter green',\n",
" 'murky green',\n",
" 'yellow green',\n",
" 'drab green',\n",
" 'light olive green',\n",
" 'fluorescent green',\n",
" 'green teal',\n",
" 'light yellow green',\n",
" 'grey/green',\n",
" 'greenish brown',\n",
" 'icky green',\n",
" 'leafy green',\n",
" 'frog green',\n",
" 'moss green',\n",
" 'camouflage green',\n",
" 'avocado green',\n",
" 'light blue green',\n",
" 'greyish green',\n",
" 'bluegreen',\n",
" 'green/blue',\n",
" 'green apple',\n",
" 'sage green',\n",
" 'dark lime green',\n",
" 'green/yellow',\n",
" 'kiwi green',\n",
" 'very pale green']"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[c for c in sns.xkcd_rgb if 'green' in c]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAECCAYAAADq7fyyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot('wt', 'mpg', color = 'orange', linestyle = 'dashed',\n",
" marker = 's', mec = 'blue', mew = 1, mfc = 'red',\n",
" data = df.sort_values('wt'))\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Adding annotations"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAECCAYAAADq7fyyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nblMAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot('wt', 'mpg', '-o', data = df.sort_values('wt'))\n",
"plt.text(4.0, 30.0, 'Interesting!', fontsize = 15, color = 'red')\n",
"plt.text(2.4, 32, 'A', bbox = dict(facecolor='yellow', alpha =0.5))\n",
"plt.arrow(4.3, 29, -0.80, -3, head_length = 0.9, head_width = 0.3, fc='r', ec='r', lw =0.75)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Adding legends"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAECCAYAAAD9z2x7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot('wt', 'mpg', '-o', data = df.sort_values('wt'), label = 'Fuel Consumption')\n",
"plt.plot('wt', 'hp', '-o', data = df.sort_values('wt'), label = 'Horsepower')\n",
"plt.legend(loc = 'upper left', fontsize = 13)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using styles"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['ggplot',\n",
" 'presentation',\n",
" 'seaborn-paper',\n",
" 'seaborn-dark',\n",
" 'dark_background',\n",
" 'seaborn-poster',\n",
" 'seaborn-white',\n",
" 'seaborn-talk',\n",
" 'seaborn-colorblind',\n",
" 'seaborn-notebook',\n",
" 'seaborn-pastel',\n",
" 'seaborn-muted',\n",
" 'seaborn-whitegrid',\n",
" 'grayscale',\n",
" 'seaborn-darkgrid',\n",
" 'bmh',\n",
" 'seaborn-dark-palette',\n",
" 'classic',\n",
" 'seaborn-ticks',\n",
" 'fivethirtyeight',\n",
" 'seaborn-deep',\n",
" 'seaborn-bright']"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.style.available"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAECCAYAAADq7fyyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.style.context('seaborn-white'):\n",
" plt.plot('wt', 'mpg', '-o', data = df.sort_values('wt'))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAECCAYAAADq7fyyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCCGCzP8DQ3q23U++ca0AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.style.context('seaborn-dark-palette'):\n",
" plt.plot('wt', 'mpg', '-o', data = df.sort_values('wt'))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAECCAYAAADq7fyyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.style.context('bmh'):\n",
" plt.plot('wt', 'mpg', '-o', data = df.sort_values('wt'))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAENCAYAAADnrmWtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.xkcd():\n",
" plt.plot('wt', 'mpg', '-o', data = df.sort_values('wt'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Customizing `seaborn` graphics\n",
"\n",
"Since `seaborn` is built on top of `matplotlib`, customization options for `matplotlib` will also work with `seaborn`. However, `seabornn` plotting functions often give much more scope for customization."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Choosing a color palette\n",
"\n",
"If you see the argument `palette` in the function, it means that you can choose a color scheme. For example, here we choose a `BuGn_r` color scheme, which is short for colors in the range Blue to Green (reversed) - that is, high values are blue and low values are blue. Here the `hue` is for `wt`, so the lightest cars will be green and the heaviest blue. See [here](https://stanford.edu/~mwaskom/software/seaborn/tutorial/color_palettes.html) for a description of palettes available in `seaborn`.\n",
"\n",
"Sometimes you see the argument `cmap` in a function instead of `palette` - this is the equivalent concept for Matplotlib functions. Here you can either use a [Matplotlib colormap](http://matplotlib.org/users/colormaps.html) or convert a seaborn palette to the colormap format by using the as_cmap() method:\n",
"\n",
"```python\n",
"sns.color_palette(\"GnBu_d\").as_cmap()\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAERCAYAAAB8eMxzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wOPMb4AohoFTQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.swarmplot('gear', 'mpg', hue = 'wt', \n",
" size = 15, palette = \"BuGn_r\",\n",
" data = df)\n",
"ax.legend_.remove()\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Layout for Multiple Plots\n",
"\n",
"See [more grid layout examples](https://stanford.edu/~mwaskom/software/seaborn/tutorial/axis_grids.html)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data aware grids"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAo8AAAGqCAYAAABqGa5jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(df, row=\"am\", col=\"cyl\", margin_titles=True)\n",
"g.map(sns.boxplot, 'carb', 'mpg')\n",
"pass"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAoQAAAGqCAYAAACS+VWUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(df, row=\"am\", col=\"cyl\", margin_titles=True, \n",
" sharex = False, sharey = False)\n",
"g.map(sns.distplot, 'mpg', rug = True, color = \"orange\")\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Pairwise Plots"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df1 = df[['mpg', 'hp', 'drat', 'wt', 'qsec']]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA38AAAN9CAYAAAAjf8CEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.PairGrid(df1)\n",
"g.map_upper(plt.scatter)\n",
"g.map_lower(sns.kdeplot)\n",
"g.map_diag(sns.kdeplot, lw=3, legend=False)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Several `seaborn` plots use these grids under the hood"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAFiCAYAAAAEBkVdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEREREZESSpJFREREREr8fyb6Jynm5tHVAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(x = 'wt', y = 'mpg', col = 'am', data = df)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Laying Out Multiple Different Types of Plots\n",
"\n",
"See [more custom layout examples](http://matplotlib.org/users/gridspec.html)."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAoEAAAKBCAYAAAAoU3G4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,9))\n",
"ax1 = plt.subplot2grid((3,3), (0,0), colspan=3)\n",
"ax2 = plt.subplot2grid((3,3), (1,0), colspan=2)\n",
"ax3 = plt.subplot2grid((3,3), (1, 2), rowspan=2)\n",
"ax4 = plt.subplot2grid((3,3), (2, 0))\n",
"ax5 = plt.subplot2grid((3,3), (2, 1))\n",
"\n",
"sns.regplot('wt', 'mpg', data = df, ax = ax1)\n",
"sns.violinplot('gear', 'hp', data = df, ax = ax2)\n",
"sns.swarmplot('wt', 'gear', data = df, orient = \"h\",\n",
" size = 10, alpha = 0.8, split = True, palette = 'pastel', ax = ax3)\n",
"sns.kdeplot(df.wt, df.hp, ax = ax4)\n",
"sns.barplot('cyl', 'hp', data = df, \n",
" palette = sns.light_palette('orange'), ax = ax5)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercises"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"**1a**. Load the `iris` data set found in `data/iris.csv` into a DataFrame named `iris`.\n",
"\n",
"- How many rows and columns are there in `iris`?\n",
"- Display the first 6 rows."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(150, 5)\n"
]
},
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Sepal.Length | \n",
" Sepal.Width | \n",
" Petal.Length | \n",
" Petal.Width | \n",
" Species | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 5.1 | \n",
" 3.5 | \n",
" 1.4 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" | 1 | \n",
" 4.9 | \n",
" 3.0 | \n",
" 1.4 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" | 2 | \n",
" 4.7 | \n",
" 3.2 | \n",
" 1.3 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" | 3 | \n",
" 4.6 | \n",
" 3.1 | \n",
" 1.5 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" | 4 | \n",
" 5.0 | \n",
" 3.6 | \n",
" 1.4 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Sepal.Length Sepal.Width Petal.Length Petal.Width Species\n",
"0 5.1 3.5 1.4 0.2 setosa\n",
"1 4.9 3.0 1.4 0.2 setosa\n",
"2 4.7 3.2 1.3 0.2 setosa\n",
"3 4.6 3.1 1.5 0.2 setosa\n",
"4 5.0 3.6 1.4 0.2 setosa"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris = pd.read_csv('data/iris.csv')\n",
"print(iris.shape)\n",
"iris.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**1b**. Make a regression plot of Sepal.Length (x-coordinate) by Sepal.Width (y-coordinate) using the `lmplot` function. Add a title \"Bad regression\"."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAWEAAAFqCAYAAADLOOsUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiVhEZEUKQmLiKRISVhEJEX/DxP7AfSM64uXAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(data=iris, x='Sepal.Length', y='Sepal.Width')\n",
"plt.title('Bad regression')\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**1c**. Create a new figure where you fit separate linear regressions of Sepal.Length (x-coordinate) by Sepal.Width for each species on the same plot."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAFhCAYAAAAoS077AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6wCRCx+4AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(data=iris, x='Sepal.Length', y='Sepal.Width', hue='Species')\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**1d**. Create a new figure where you have separate linear regression plots of Sepal.Length (x-coordinate) by Sepal.Width for each species. This figure should have 1 row and 3 columns."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABDEAAAFiCAYAAADvKENzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmcXOdd5/tPLaequnpVb+puW/Hux9Zux44X2RIOMUvI\nzSRD2ALcQBK2AcKw3Uvg3kkCA2QgwzrDQAiEEG7gwmQmQAgDhCSSrXi3JdmS/ci7LXW3eq2ufTvn\nzB9VvclS79VV1f19v156SXXWX7Xkx3V+9fyeX8D3fUREREREREREGl2w3gGIiIiIiIiIiKyEkhgi\nIiIiIiIi0hSUxBARERERERGRpqAkhoiIiIiIiIg0BSUxRERERERERKQpKIkhIiIiIiIiIk1BSQzZ\nVMaY9xhjHjfGnDDGnDTG/NwGX3/QGPPFjbzmRjDGdBhj/me94xCRrWm7jq0rZYx5co3nvWyMedNG\nxyMiW8tWH4ONMW82xnxyled80RgzsJHXFJkV8H2/3jHINmGMGQK+Dhy01iaMMXHgKPAxa23Tfjhe\nCWPM1cBXrLXX1jsWEdlatvPYWmvGmJeAb7DWvlbvWESkMWkMFtl84XoHINtKL5V/c21AwlqbNca8\nD8hD5Rsv4G+Bw4APvN9ae9IYcx3w34BuIAt8yFp7ovrt2KeBfiADfBBIAV+z1l5jjOkH/gi4EvCA\nD1trv2KM+UbgP1W3TQPfY62dmg3SGPOW6nkLM3wpa+2RhW/GGPMzwP8JuMCj1tofM8YEgd8EjgAh\n4M+stb8L/C4wZIz5vLX2240xPwj8TDWGJ4CfAIrAnwJ7qrf4A2vtnxhj9gC/D7RW3+tvWWt/f/U/\nfhHZorbM2GqM2Qd8zlq7r/r624Afsta+yxjzfwPfSWUW6T9Za3/BGHMV8L+ACSAH/CzwSSrjbx74\nQWvti8YYz1obNMbsAP4EuKm6/2ettV81xrwD+BUgALwE/Ii1drz6GmNMAPgd4Bur7+8vrLW/YYw5\nAvxGNaZnrLU/uLq/OhHZArb6GPzDwG8BH7XW3meM+SowBewGvovKePqxaqxPASFr7fur7/sIcB/w\nLdX3eS2V8fsnquPn7DUPAn8ItFSv/b3AherPZw+wE7DAv7XWFlb7FyRbj8pJZNNYa08Bfwe8ZIx5\nxBjzcSBsrX1pwWET1tpbgY8Af17d9hng5621twE/AvxVdfsfAH9THWg/Bvw/1e2zg/PvAn9irb0d\n+DfAJ40xbcAvUfmA+hbg74FbL4rzUWvtLdbaWxf8ujiBEQJ+AXgzcBvgGWMGgR8C/GqsdwDvMsYc\nAj4EDFcTGPuADwP3WmsPUPkf10eBu4Fua+2bgfuBQ9XbfRD4FWvtHcBbgV9dyc9bRLaHrTS2Wmuf\nBsrGmN3VTd8D/IUx5puZH29vBa40xry3esyNwHuttd8E/DTwiWoMvw/ceVHs/xF43lq7m0oS+j8a\nY/qofHh+p7X2IJVvVP/LRT/mHwWutNbupTK2f7sx5lur+24A7lMCQ2R72gZj8Gcvuj/ASWvtzcAw\n8NtUxsDbqCQquMTxdwHvBvYD76x+QbfwmL+gMnPlQPXn8FNUPhcXrLWHqIyzceDtiKByEqmD6sP+\nN1HJyr4T+F5r7ReqGds7rbUXqsdNAAeofCt2muo3YkAPcBB4FRi01qYXXPsq4KvW2muNMePA6wvO\n66Iy2N8H/BzwBeBvrbVfvii+hZnq2XOTl0hk/E/gairZ9b+21p4xxvxNNeZM9bBWKtnrf1wQ148D\n11prf7Z6nf1UZmDcDzxSfb9fAv7SWjtend3xLVQG/v3Ad1lrQyv6YYvItrGFxtafqV7z14GzwHVU\nkrffQeUbugAQA/4HlVkXD1trB6vnfjvwX4EvVn/9rbXWN8a41tqQMeZpKt9OPrPgft9G5ZvRb6++\n7gBestb2Lvgm8T8Df26t/fvqMR8C3kTlQeHj1tq7lvirEZFtYIuPwXcBH7HWvrU6E+Pj1tp/Msa8\nm0oS+Tuq574TeNclZmJ8s7X2vdVjvgb8v1S+TP8IlbHdWmt7L/Ez3Q18A5XZHu8GftFa+9mLj5Pt\nR+UksmmMMW8H2qy1f00l+/wZY8wHgQ9QGXABygtOCVZ/5arZ69nrDFlrp4wxxYuufzOVWQ2zQsBb\nrbWJ6v5BYNRae8oY8/fAO4DfMMb8jbX212dPstY+Ctyy3Pux1r7bGHMH8K3A/zLGfF/1nv+XtfYL\n1Xv2AGlg4cJGF8+AClDJ2E8bY/YCbwO+DXiqOnh/Gpik8mH5r6hM3RMRAbbe2Ar8JfAV4BSVacfF\n6uy337HW/k71nh3V99RHpYxk9h6fN8Z8vRrDv6cyPv/IgmuXLnpvpvqzCCzYHOSNn48uOW5X/5xD\nRLatbTIGX3zM7LjnVuNZTn7BnxcmUaAyLs+9NsZEgSFgL/DLVGZ6/CmVsp2F58k2pnIS2UxZ4Neq\n2eTZGuPdwMJV47+7uu/dwLPW2teB540x31vdfj9wrHrssQXH308luwzzA9y/Aj9e3b8bOAnEjTEP\nAx3W2t+jMjAumm63EsaYXmPMs8DT1tqPAv8C7Kve84eNMeHq1L4HqUw9LjP/gfdrVKbSdVVf/xDw\nVWPM/0GlzvpLVKbRpah80/eNwH+ofgP4DQt+diIisIXGVgBr7QiVbxk/TGWKMVQ+UH+/MabVGBOm\nMgPuPRfFhTHmr4A7rLV/TOWbvlsvOmbhe7uJyiy5h4E7zHwXkh+u3m+hrwDvM8YETWXRvu8FvrqW\n9yciW852GIMv5+vAbcaYndX3/d0sLiNZyf2SwGumsqYHVEr9fpnK59//31r758AYlTVFNBNZACUx\nZBNZa79Gpbbvi9UEwBkq/wZ/ZcFhh4wxT1FZ9PJ91W3fB3zQGHOSypTi76xu/0ngPdXjP0IlGQDz\ng+eHgDur5/0l8H3W2gyVQfnPjDGPV8/5yBreywSVGurHjTGPUZl292dU/kdzlsrCRo9SqVk8RmVx\noteNMf9arTf8OHDMGHMG6KRS7/iPQNYYc5rKh+rPV6c8fxQ4Xo33fuAV4JrVxiwiW9NWGlsX+CzQ\nW31v2MoK/5+nUnJ3Cniy+sF2YVwAvwb8ojHmCSqLLP/0Rcd8BLjRGHOieo/vs5UFPH8Y+EK13OQw\n8GMXnfdHwHkqDwtPAF+w1v7tOt6fiGwR22EMvsjcmFv9PPxTwJepjM9h5mdpXC6Zcant3w981FTa\nYX8HlbKYTwHvrY7n/x14CH3+lSqtiSENY7Z2zqqVnYjIhtHYKiJSP1t5DDbGdFPpqvLR6uvfBc5a\na/9rXQOTLa+ma2JUp3x+hsrih2UqbdLO1vKe0tSUURMR2XgaW0VE6mfLjsHVNTy6qrOIy1Rmqv1x\nncOSbaCmMzGqK9S+11r73caYtwE/aq19z3LniYiIiIiIiIhcrNZrYpwFwtWFXjqB4jLHi4iIiIiI\niIhcUq1brKapLMDyHJXex++o8f1EREREREREZIuqdTnJfwby1tpfMsZcQaUd2V5r7SVnZPi+7wcC\n6hwpIlJV8wFR466IyCIad0VENteqB8Raz8SYAkrVPyeq97tsf99AIMD4eKrGIa1cX1+74lmC4lla\no8UDjReT4llaX197ze+hcXdpimdpimdpimd5jRaTxt36UzxLUzxLUzxLa7R4YG3jbq2TGL8D/Kkx\n5hjgAB+21uaWOUdERERERERE5A1qmsSw1maA76rlPURERERERERke6h1dxIRERERERERkQ2hJIaI\niIiIiIiINAUlMURERERERESkKSiJISIiIiIiIiJNQUkMEREREREREWkKSmKIiIiIiIiISFNQEkNE\nREREREREmoKSGCIiIiIiIiLSFJTEEBEREREREZGmoCSGiIiIiIiIiDQFJTFEREREREREpCkoiSEi\nIiIiIiIiTUFJDBERERERERFpCkpiiIiIiIiIiEhTUBJDRERERERERJqCkhgiIiIiIiIi0hSUxBAR\nERERERGRpqAkhoiIiIiIiIg0BSUxRERERERERKQpKIkhIiIiIiIiIk1BSQwRERERERERaQpKYoiI\niIiIiIhIU1ASQ0RERERERESagpIYIiIiIiIiItIUlMQQERERERERkaagJIaIiIiIiIiINAUlMURE\nRERERESkKSiJISIiIiIiIiJNQUkMEREREREREWkKSmKIiIiIiIiISFNQEkNEREREREREmoKSGCIi\nIiIiIiLSFJTEEBEREREREZGmoCSGiIiIiIiIiDSFcC0vbox5H/ADgA+0AAeAAWttspb3FRERERER\nEZGtp6YzMay1n7HW3metfSvwBPCTSmCIiCxvJplk1577eusdh4iIiIhII6npTIxZxpjbgN3W2p/Y\njPuJiDSrfKHAVCKNH4zQ3nv1pozRIiIiIiLNYrM+IH8Y+Ngm3UtEpOn4vs/EVIJ8GRynpd7hiIiI\niIg0pIDv+zW9gTGmE3jQWrtvBYfXNhgRkQaUTGWYmskSjsQIBAJz2+9/z08Onjn66dEa317jrojI\nvMDyh6ybxl0RkXmrHnc3YybGYeBfV3rw+HiqhqGsTl9fu+JZguJZWqPFA40X03aPp1QqMZlI4fph\nQuEwZLKbdu+FtvPfwXIUz9IUz9IUz/IaLaa+vvZNuU+jvWfFc3mKZ2mKZ2mKZ3lrGXc3I4lhgJc2\n4T4iIk3B932mE0kyBRcnEiNU74BERERERJpEzZMY1tpP1PoeIiLNIpPNMp3MEXJiOBGn3uGIiIiI\niDQVrXwvIrIJXNdlYnqGkhskHNHCnSIiIiIia6EkhohIjc0kkySzJZxIC+FgvaMREREREWleSmKI\niNRIPl9gciZNIBTF0ewLEREREZF1UxJDRGSDeZ7H5PQMhTKEHSUvREREREQ2ipIYIiIbKJlKM5PO\n40TjhLVup4iIiIjIhlISQ0RkAxSLRSYTKTwcnGi83uGIiIiIiGxJSmKIiKyD7/tMTifIlyqlI6F6\nByQiIiIisoUpiSEiskapdIaZdJ6QEyPsBOodjoiIiIjIlqckhojIKi0sHQmr64iIiIiIyKZREkNE\nZIV832diKkG+DI5KR0RERERENp2SGCIiKzDbdSQcacFR6YiIiIiISF0oiSEisoRCsciUuo6IiIiI\niDQEJTFERC7B8zwmp2dUOiIiIiIi0kCUxBARuYhKR0REREREGpOSGCIiVfl8geGxSQhEVDoiIiIi\nItKAlMQQkW1vtnQkU2wlGFbLVBERERGRRqUkhohsazPJFMlMAScax4lEgXK9QxIRERERkctQEkNE\ntqV8ocBUIo0fVOmIiIiIiEizUBJDRLaVi7uOiIiIiIhI81ASQ0S2jVQ6QyKVU9cREREREZEmpSSG\niGx5pVKJyUQK1w+rdEREREREpIkpiSEiW5bv+0zPJMnmXcKRGKF6ByQiIiIiIuuiJIaIbEm5XJ6p\nmQyBcJRwxKl3OCIiIiIisgGUxBCRLcXzPMYnE5S9IKGIFu4UEREREdlKlMQQkS0jmUwzkyngRFsI\nqXZERERERGTLURJDRJpesVhkIpGCQAQnqtkXIiIiIiJblZIYItK0fN9nanqGbNHDUemIiIiIiMiW\npySGiDSlTDbL1EyOcCSGEwnUO5wN5fs+Y4lcvcMQEREREWk4SmKISFNxXZfxqQRlL7TlSkc8z+f0\nK1McOzHM+YlMvcMREREREWk4SmKISNOYSSaZyRSJROOEt9DCnWXX46mz4xw7NcLkTL7e4YiIiIiI\nNCwlMUSk4eULBaYSafxghEg0Xu9wNky+WObRZ8c4/vQIqWxpbnswAPuv6+XFx+sYnIiIiIhIA1IS\nQ0Qalu/7TEwlyJfBcbZO6UgqW+Trz4zyyJkL5Ivu3HYnFOTNN/Vx7/5BdrTH+Pxf1TFIEREREZEG\npCSGiDSkVDrDTDpPyInhOFtj4c6pZJ4HTo3whB2j7Ppz21uiIe7cM8BdewZoa3HqGKGIiIiISGNT\nEkNEGkqpVGJiOonrhwlvkbapwxMZjp0c5umXJvHncxd0tEa4Z98gt9/cT9TZQot8iIiIiIjUSM2T\nGMaYXwDeCTjAH1hrP13re4pIc5pOzJDOl3EiLU2fYfV9n5dHkhw9Mczz52YW7evrinH4wBAHru8l\nHArWKUIRERERkeZT0+cEY8wR4C5r7d3GmFbgZ2t5PxFpTrlcnqlkhkAoihNp7nIKz/d57tVpjp4Y\n5vWx9KJ9u/rbOHJwiJuu2kEwsDVKZERERERENlOtv+z8ZuAZY8wXgHbg52t8PxFpIp7nMT45TaEM\n4SZfuLPsepx8YYJjJ0cYT+QW7btxVyeHDwxxzWAHASUvRERERETWrNZJjF7gTcA7gGuBvwNuqvE9\nRaQJJFNpMoU8ZSKEm3jhzkLJ5bFqm9SZTHFueyAA+67t4fCBIYZ6W+sYoYiIiIjI1hHwF64yt8GM\nMb8OjFlrf7v6+gTwNmvtxGVOqV0wItIQSqUSY5NJXD9EKNy8K1+ks0W++sQ5vvrE62Tz5bntTjjI\n3fsHedtbrqKva32zS+5/z08Onjn66dH1xroMjbsiIvM2I6uucVdEZN6qx91aP0E8CHwI+G1jzBAQ\nByaXOmF8PFXjkFaur69d8SxB8Syt0eKB+sbk+z7TiSSZgosTiQFlurvDTE1l6hLPpXR3ty4bz3Sq\nwIOnRnj8uTFKrje3PRYJccfundy9d4D2eAQ8r6He21Ia6d9po/13o3iWpniWpniW12gx9fW1b8p9\nGu09K57LUzxLUzxLUzzLW8u4W9MkhrX2H4wx9xpjHqWSYfl31lpln0W2mVQ6QyKVJxyJNe3CnaNT\nWR44OczJFybwFoxi7XGHQ/sGecvN/cQizTuzRERERESkGdT8E7e19hdqfQ8RaUzFYpGpmTRlL4QT\nbc6FO18ZTXLsxDDPvZZYtL2ns9Im9ZYb1CZVRERERGSz6GtDEdlwvu8zOZ0gV/RxIjHCoXpHtDqe\n73P2tQRHTwzz6oXFU+6u6G3l8MEh9lzdTTDYvAuSioiIiIg0IyUxRGRDpdIZZtJ5Qk4MJ9JcD/mu\n6/HU8+McOzHMhenFbVKvv6KTwweHuG5IbVJFREREROpFSQwR2RCFYpGpRAoPh3CkuUpHimWXx58b\n5+vPjDKVzM9tDwB7ru3myIEhruhrq1+AIiIiIiICKIkhIuvk+z4TUwnyZXCcFpqpciSbL/PwmVG+\n/szoojapoWCAW2/s494Dg/R2NldCRkRERERkK1MSQ0TWLJlKM5POE4604DjNU2Ixky7w4NMjPPbs\nGMXy4japb7m5n7v3DdIRj9QxQhERERERuRQlMURk1fKFAlMzaQhEcKLxeoezYmPTOY6dHObE8xN4\n/nyf1NYWh0N7B/iWQ9eQzxbrGKGIiIiIiCxFSQwRWTHP85icnpkrHWkWr11IcezkMGdemV60fUd7\nlHsPDPLmG/txwkHiMUdJDBERERGRBqYkhoisSDKZZiaTx4nGcZx6R7M83/d5/twMR0+c5+WRxW1S\nB3viHD4wxN5rewipTaqIiIiISNNQEkNElpQvFJhKpPGDzVE64no+z7w0ybGTw4xMZhftu2awncMH\nhrhxV5fapIqIiIiINCElMUTkkpqtdKRU9nji7BgPnBxhOlVYtO/mq3Zw5OAQb9rZXqfoRERERERk\nIyiJISJv0ExdR3KFMo+cucDxZ0bJ5Epz24OBALfc0Mu9B4bo39H4SRgREREREVmekhgiMqdUKjEx\nncTDafjSkWSmyPGnR3j02TEKJXdueyQc5Pab+zm0b5CutmgdIxQRERERkY2mJIaI4Ps+04kkmYKL\nE2khVO+AljAxk+OBkyM8eXYc15tvkxqPhrlr7wB37dlJPNYEK4+KiIiIiMiqKYkhss1lslmmkzlC\nTgwn0rgP/+fH0xw9Mczpl6fwF2zvaotwz/4hbjN9RJxGTr+IiIiIiMh6KYkhsk25rsv4VIKyFyIc\nacw1I3zf58XzSY6dHOaF8zOL9vXvaOHIwSH2X9dDKBisU4QiIiIiIrKZlMQQ2YZmkklmMkUi0Tjh\nBpy84Hk+p1+Z4tiJYc5PZBbtu2pnO4cPDmHe1EVQbVJFRERERLYVJTFEtpF8vsDwhUn8YIRIAy7c\nWXY9njo7zrFTI0zO5Bftu+lNXRw+OMTVAx11ik5EREREROpNSQyRbcDzPCanZ8iW2gg6jVc6ki+W\nefTZMY4/PUIqu7BNKhy4vtImdaC78ZIuIiIiIiKyuZTEENniUukMiVSOcKSFsBMBSsues1mSmQL/\n9OhrPHLmAvnifJtUJxTktpv6uWf/IDva1SZVREREREQqlMQQ2aJKpRKTiRSuH8ZpsNKRqWSeB06N\n8IQdp+x6c9tboiHu2jPAXXsHaFWbVBERERERuYiSGCJbjO/7TM8kyeRdnEiMRlq3c3giw7GTwzz9\n0iT+gj6pna0RDu0b5Pab+4mqTaqIiIiIiFyGkhgiW0gmm2U6mSPkxHAijTGTwfd9Xh6ptEk9+/ri\nNqkDPXEO7R3gwPW9hENqk7pQqZgnn550lz9SRERERGT7UBJDZAtwXZeJqQQlL0Q40hgLd3q+z7Ov\nTHPs5DCvj6UX7dvV38aRg0PcfcuVJKazdYqw8RSLecIBn1gkTE9POy898Xfj9Y5JRERERKSRKIkh\n0uRmkklmMkUi0TjhBqjEKLseJ1+Y4NjJYcYTi9uk3rirk8MHruCawXYCgQDBQKBOUTaOUqlACI9Y\nJEx3dxuRSKTeIYmIiIiINCwlMUSaVL5QYCqRxg9GiDTAwp2Fkstjz47x4NMjJDPFue2BAOy7tofD\nB4YY6m2tY4SNo1wsEgi4xCIhdnTFiUbVgUVEREREZCWUxBBpMr7vMzGVIF8Gx6l/6Ug6V+Kh06M8\nfHqUXGF+CYdwKMCbTT/37h+kuyNWxwgbQ7lUAr9MLBKia0cLMSUuRERERERWTUkMkSaSSmdIpHKE\nIy04Tn1LMaZT1Tapz41TWtAmNRYJcefundy1d4D2+PYujXDLZXyvRCwSorMzRkuss94hiYiIiIg0\nNSUxRJpAqVRiYjqJh4NT59KR0aksx04Mc+rFCbwFbVLb4w6H9g3ylpv7iUW279BSLpfx3SKxSJiO\ntijxeEe9QxIRERER2TK275OGSBPwfZ/pmSTZvEs40kI91+18ZTTJsRPDPPdaYtH2ns4Yhw8MccsN\n27dNquu6eOUCsUiIjraYEhciIiIiIjWiJIZIg8pks0wnc4ScGOGIU5cYPN/n7GsJjp4Y5tULqUX7\nruht5cjBIXZf3U0wuP26jLiui1sq0BIN0RaP0NbaW++QRERERES2PCUxRBqM67pMTs9QdIOEI/VZ\nuNP1PE69MMmxk8NcmM4t2nf9FZ0cPjDEdVd0ENhmLVI9z8MtFYhGgrS2OLT19my7n4GIiIiISD0p\niSHSQGaSSZKZEk60hXAdKjOKJZfH7RgPnhohkV7QJhXYc203Rw4McUVf2+YHVkee51Eu5Yk6Idqi\nDu093UpciIiIiIjUiZIYIg0gXygwOZ2GUAQnuvmzL7L5Eg+dvsBDz4ySLZTntoeCAW65sY/DBwbp\n7ax/O9fNMjvjIuIEq4kLzbgQEREREWkEK0piGGO+DfgI0EPlS9kA4Ftrr61hbCJbnu/7TEwlyJfB\nqUPpSCJd4PjTIzz27BjF8nyb1KgT4i0393No/yAd26RNqud5FAs5gn6BuGZciIiIiIg0pJXOxPhd\n4KeA04C/zLEisgKpdIZEKkc40oLjbO7D8th0jmMnhznx/ASeP/+fdGuLw6G9A9yxeyct0a0/UWvh\nGhfxqMPVV/QyMZGud1giIiIiInIZK31KSVhr/2EtNzDGPAHMVF++bK39wFquI7JVlEolJqaTeDg4\n0fim3vul8zP8/bEXefbV6UXbu9uj3HNgkDff2I9Tj8U4NlGlHWpxLnGxcMaFZl6IiIiIiDS2JZMY\nxpjD1T8+a4z5PeALwFzBvLX22DLnR6vHvXWdcYo0Pd/3mZ5Jks27hCMthDbxvmdfT3Ds5DAvjyxu\nkzrYE+fwgSH2XttDaAu3SV2YuGhtcWhrVamIiIiIiEgzWm4mxscW/PlKYN+C1z6wXHLiANBqjPkn\nIAT8krX2kVVHKdLkMtks08kcISdGOOJsyj1dz+eZlyptUkcms4v2XTPYwZGDQ9xwZeeWfZh3XRe3\nVCAWDSlxISIiIiKyRSyZxLDW3gdgjNljrT29cJ8x5s4VXD8L/Ka19k+MMTcA/2iMudFa6y13oshW\n4LouE1MJSl6I8CYt3FkqezxxdowHT44wlSos2nfghj7u3tPPrv72TYlls1VmXBSIRqqJi151FRER\nERER2UoCvn/5dTqNMYeozKD4FPABKl1JoJL8+ENr7Y1LXdwYEwGC1tp89fUjwL+11p6/zClaNFS2\njOlEkkS6QGSTWqZm8yWOPnmerzz+GqlsaW57KBjgjj0D3H/HVQz2tm5KLJupMuOiSEs0RFs8Smtr\nfCslLjbjjWjcFRGZp3FXRGRzrXrcXa6c5H7gCDAI/PKC7WXgj1Zw/fdTKUH5cWPMENAOjCx1wvh4\naqndm6qvr13xLEHxXFq+UGAqkWZH7w7SGQ8ymZreL5kpcvzpER59doxCyZ3bHgkHuf3mfg7tG6Sr\nLTq3fWqqtvGsRnd365rimZ1xEYuEaIlFaI1XEhe5nEcut/buIo3yb2hWX9/mzJhptPeseC5P8SxN\n8Syt0eKBxotJ4279KZ6lKZ6lKZ6lNVo8sLZxd7lyko8CGGO+31r72TXE9CfAp40xDwAe8H6VkshW\n5fs+E1MJ8mVwnBZCodou3Tkxk+OBkyM8eXYc15v/UiceC3P33gHu3D1APLZ12qQuTFy0xSO0xlUq\nIiIiIiKy3SzXneRPF/z5vov3W2vfv9T51toS8H1rjk6kSaTSGRKpHOFIC45T2wfr8+Npjp4Y5vTL\nU4vmo3a1Rbh3/xBvvqmPSHizep/U1sWJi7bW3nqHJCIiIiIidbTc17RHq7+/g0opyF9QKSX5LmCm\nhnGJNIVSqcRkIoXrh3Gi8Zrdx/d9Xjyf5OjJ87x4Prlo384dLRw+OMT+63oIBYM1i2GzKHEhIiIi\nIiKXs1yEyzXeAAAgAElEQVQ5yWcAjDH/DrhrthTEGPPXwMO1D0+kMfm+z3QiSabg4kRi1Greg+f5\nnH5limMnhjk/sXjtiKsG2jlycAizq6vpyyrK5TK+WyQWCdEej9KqxIWIiIiIiFzCSgvmO4FuYKL6\neifQVpOIRBpcpXQkTzgSw4k4NblH2fV46uw4x06NMDmTX7Tvpjft4MjBIa4aaO42qeVymVIhR8gv\n0tEWJR7vqHdIIiIiIiLS4FaaxPhV4JQx5jiVlqt3AB+qWVQiDahYLDI1k66WjtSmbWq+WObRM2Mc\nf3qEVG6+TWowAPuv6+XwwSEGumtXtlJr8zMuwnS0Rbnqyr6GWyFZREREREQa14qSGNbazxpjvgzc\nTaW39Y9aa8dqGplIg/B9n8npBLmiX7PSkVS2yNefGeWRMxfIF+fbpDqhILfd1M89+wfY0R6rwZ1r\nzy2X8RYkLjTjQkRERERE1mq57iQ/bK39pDHmP1y0a68xBmvtL9cwNpG6S6UzzKTzhJwYTmTj152Y\nTOZ54OQwT54dp+zO9xppiYa4c88Ad+0ZoK2lNiUrteSWy/heiagTUuJCREREREQ2zErLSZp71UCR\nVSoWi0wmUng4hCMbXzoyPJHh2Mlhnn5pEn9Bn9SO1gj37Bvk9pv7iTrN1SZViQsREREREam15ZIY\nQ8aYu4Bfme1MIrKVzZWOlMBxWja0dMT3fV4eSXL0xDDPn1vcobivK8bhA0McuL6XcKh52qSWSyXw\ny8QiSlyIiIiIiEjtLZfEiAC/AdxgjPk68C/AP1trX6x5ZCKbbFHpiLNxk4883+fZV6Y5dnKY18fS\ni/bt6m/jyMEhbrpqB8EmaZO6KHHRHiUe76x3SCIiIiIisk0smcSw1v4igDEmSqUjyb3AfzHGDAIP\nWWt/rPYhitRWsVhkYjqFH9jY0pGy6/GEHePoiWEmLmqTeuOuTg4fuIJrBtsJNEHyYmHiorMzRktM\niQsREREREdl8K+1OUjDGJIA0MA3sBLprGZhIrV1cOrJRCkWXx54b4+unR0mkCnPbAwHYd20Phw8M\nMdTbumH3q5VysQi4SlyIiIiIiEjDWK47yfcA3wzcB7wEfBn4beBxa62/1LkijSyZSjOTzhOOtGxY\n6Ug6V+Kh06M8fHqUXGG+TWo4FODNpp979g/S09HYbVJLpQJBPKJOiK4dLcSi0XqHJCIiIiIiMme5\nmRj/H/BPwLdbax/fhHhEaqpQLDJV7TriROMbcs3pVJ4HTo3wxHPjlNz59W9bomHuuLmfu/YO0B6P\nbMi9aqFUzBMK+MQiYbp3tBKJNG6sIiIiIiKyvS2XxNhHZSbGrxpjrgaOAf8MfNlaO13j2EQ2jO/7\nTEwlyJc3ruvI6FSWYyeGOfXiBN6CeUntcYd79g3yTXdfQy5TuPwF6qhYyOGEAkQjIXp62nEcp94h\niYiIiIiILGu5hT1PA6eB3zLGxIAjwP3AR4wxGWvtHZsQo8i6JJNpZjIbVzryymilTap9LbFoe09n\njMP7B7nlxj7CoSAt0XBDJTFKxTxeOUQkWKK3r5NweEVL4oiIiIiIiDSMFT3FGGOuBw4B9wBvobLA\n59dqF5bI+uVyeaaTGfxgZN2lI57vc/a1BEdPDPPqhdSifVf0tnLk4BC7r+4mGGysTiOlYp5QEGKR\nEL29HQwO7mB8PLX8iSIiIiIiIg1ouYU9vwDcCUwAXwH+Afh5a21iqfNE6snzPCamZii5AULr7Dri\neh6nXpjk2MlhLkznFu27/opODh8c4rqhjoZqk3px4kIzLkREREREZKtY7unmr4EftdaObkYwIutV\nKR0p4ERbCAXXfp1i2eXx58Z58NQwiXRxbnsA2HNtN4cPDHFlX9v6A94gCxMXWuNCRERERES2quXW\nxPjc5fYZY95hrf3ixocksnr5QoFzIwXSBR8nuvbZF9l8mYdOj/LQ6VGy+fLc9lAwwK039nHvgUF6\nO9c3u2Mj+L5PqVTACUJUMy5ERERERGSbWM9Tz78BlMSQVfF8n+OnRjg3nuHKvlYO7R8kuI5SDM/z\nmJyeIV+GnTu7CYbcNV0nkS5w/OkRHnt2jGJ5vk1q1Alxx+5+7t43SEed26T6vk+5mMcJB4hHw7R1\ndRIKbUSfFRERERERkeaw5iSGtfaHNjIQ2R6OnxrhK0+dB+DsucrSKvceGFrTtWa7jjjROGutnhib\nznHs5DAnnp/A8+f7pLa1ONy9d4A7du+kJVq/GQ6e51Eu5Yk6oUriYscOgsF11MmIiIiIiIg0seUW\n9vwPS+231v7yxoYjW9258cySr1ciXygwNZOGwNq7jrx2IcWxk8OceWV60fbu9ij3Hhji1hv7cML1\nSRa4rotXLhCNhIhHHdp7ehpq4VAREREREZF6We4rZj05yYa6sq91bgbG7OuVWlg64qyh64jv+zx/\nboajJ87z8sjiNqODPXGOHBxizzU9hOrQJnU2cRGLhGiPR2lt7d30GERERERERBrdcgt7fuxS240x\nAeCamkQkW9qh/YMAi9bEWIlkMk0yWyAcaVl16Yjr+TzzUqVN6shkdtG+awY7OHJwiBuu7Nz02Q6+\n71Mq5og6ITpaHNpaNeNCRERERERkKSsq9jfG/ATwa8DCr81fBq6vRVCydQUDgVWtgTFbOuIHIoQj\nq5t9USp7PHF2jAdPjjCVKizat/vqHRw5OMSu/vZVXXO9KomLPJFwgHjUoaNbiQsREREREZGVWumK\nhT8LHAB+FfhF4BuA+2sUk8i6SkdyhTKPnLnA8WdGyeRKc9tDwQAHr+/l3gND9O/Y3DapxWIeJwjx\nWJi2ri51FREREREREVmDlSYxxqy1LxtjTgH7rLV/Vp2dIbLhUukMiVSuWjqy8lkKiVSBf3z4VR59\ndoxCab7VaiQc5Pab+zm0b5CutmgtQr6kYqGAV84Ti4To61M7VBERERERkfVaaRIjY4y5DzgFvMsY\n8xiwo3ZhSSPzfJ/jp0aYzBTpaY1waP8gwQ0oiSiVSkxMJ/FwVtV1ZCKR49ipEU48P07ZnW+TGo+G\nuXvfAHfuHiAe25w2qaVinlAQYk6IK3d2k4hGNuW+IiIiIiIi28FKn+x+EvgglbKSDwAW+EitgpLG\ndvzUCF956jxOOEip7AGsap2Li/m+z/RMkkyujBNtYaXzFc6Npzl6YpgzL0/hL9je1Rbhnv1D3Gb6\niDi1n/0wl7iIhOjpaceprjxa+T1f8/uLiIiIiIhsFytKYlhrTxtjfh44CHwM+A5rrVfTyKRhnRvP\nLPl6NXK5PJMzGYLhKE50+bYjvu/z4vkkR0+e58XzyUX7hvpaObR3gP3X9RAKBtcc00pcLnEhIiIi\nIiIitbPS7iT3A58BhoEQ0GWM+U5r7WO1DE4a05V9rZw9l1j0erXK5TJTiSRFN7iiriOe53P6lSmO\nnRjm/MTipMlVA+0cOTjEXQeuYHo6e5krrF+5VCSISywSVuJCRERERESkDlZaTvLbwLdaa08CGGNu\nA/4QuK1WgUnjOrR/EGDRmhgr5fs+04kkmXyldCS8zISJsuvx1Nlxjp0cYTK5uDTjpjd1cfjgEFcP\ndADUpFVpuVQCv0wsEmJHVwvR6OYtDCoiIiIiIiKLrTSJUZhNYABYax83xmz8E6NsuNlFOM+NZ7iy\nr3VDFuEMBgLce2CIvr52xsdTKz6v0nUkTzgSW7Z0JF8s8+iZMY4/PUJqQZvUYAD2X9fL4YNDDHSv\nfPHP1XDLZXyvRCwSorMzRkussyb3ERERERERkdVZaRLjEWPMp4A/BsrAdwOvGGMOA1hrj9UoPlmn\n2UU4gbkSkPUswrkWs11HXD+ME126dCSVLfL1Z0Z5+PSFRW1SnVCQ227u5559g+xo3/jZELMzLqJO\niI62KPF4x4bfQ0RERERERNZnpUmMm6u/f/yi7R8DfOCtlzvRGNMPPA68zVp7dtURyrps5CKcq3Vx\n15Gl/rFNJvM8cHKYJ88ubpPaEg1x154B7twzQFvLxq5BUSoVCPieZlyIiIiIiIg0iZV2J7lvLRc3\nxoSprJ1Ru9UWZUkbsQjnWuRyeaZmMgSW6ToyPJHh6Ilhnnl5En9Bn9TO1gj37B/ktpv6iW5gm9SF\nXUW6d7QSiUQ27NoiIiIiIiJSWyvtTnIV8CngauBe4HPA+621ryxz6ieA/wZ8eO0hynrMLrq5cE2M\nWnJdl8npmSW7jvi+z0sjSY6dGOb5czOL9rXHHXbuaGHvNT3cdnP/utfvACgXiwQCrtqhioiIiIiI\nNLmVlpP8EfCbwH8CLgB/Cfw5cPhyJxhjfgAYs9b+izHmF9cZp6zR7CKcm2EmmSSZKV2264jn+zz7\nyjRHT5x/Q1nLrv42ruht5dULKbIFl0efGyMYDHDbTf1riqVcLuO7RVqiYTq7YrTEYmu6joiIiIiI\niDSOgL9wDv9lGGMet9beZox5ylp7S3XbCWvtwSXOOQp41ZcHAQu801o7tsStlg9GGk4mk2UykYFQ\nhFDojaUfZdfj0dOj/PMjrzI6ubiyaM+1PXzznVdxw64u/uZfz/LC6/OlL9fv6uI732ZWHIfruril\nIi2xMG3xKG2tteleIrKJNqMLlMZdEZF5GndFRDbXqsfdlc7EyBljrqQ66Bpj7gEKS51grT0y+2dj\nzFeBH1kmgQGwqpadtbbaFqK11mjxtLdHOPviCK4fJuw4QH7R/kLJ5bFnx3jw6RGSmeLc9kAA9l3b\nw5GDQwz2VNbomJ7O0hWPLFrUsyseYWpq6YVIXdfFKxeIRUK86coecrnKFJBc1iWXre/PqtH+vqDx\nYlI8S+vra9+U+zTae1Y8l6d4lqZ4ltZo8UDjxaRxt/4Uz9IUz9IUz9IaLR5Y27i70iTGTwNfBK4z\nxpwAuoHvWMV9lHFuMmXP4zNfeo7Xx9Ls6m/jfW+/iXCwkiDwPI/J6RkyxVYC4Td2HUnnSjx0epSH\nT4+SK8y3SQ2HArzZ9HPv/kG6O95Y3nGr6QNgdCrLQHd87vXFZhMX0UiItniEttZeANraWsnlGus/\nShEREREREdk4yyYxjDHvAM4AtwO/ANwH/APwxEpvYq29bAtWaUyf+dJzPPZcZeLM6FSlBOQD79hN\nMpVmJp0nHGnBiUSB8tw506k8D5wa4Ynnxim53tz2WCTEnXsGuHvv0m1Sg4HLr4FRKRUpEItWEhet\n8R4CG7Dop4iIiIiIiDSPJZMYxpifA74LeB9wM5Ukxk8Bu6l0Hvn3tQ5Q6uP1sfSi1y+fn2J4bBIf\nBye6eK2J0aksx04Mc+rFCbwFc2464g6H9g1y+839xCIrnfQzb2HiorXFoa1XiQsRERGpjWKxSNfO\n68KJCy+Wlz9aRETqZbkny+8H7rLWZo0xHwf+zlr7KWNMgMrsDNmidvW3MTqVxfc9SsUcfbv6CYYX\nt0x94fUEf//Ai9jXEou293bGuPfAELfc0Es4dIk2JUvwPA+3VCAaCSpxISIiIjVTLBbJ5nIUSh7F\nkguBEF0DN3YAU/WOTURELm+5JIZvrZ1tJ3Ef8AcA1lrfmJV3jZDaKboun/jcU1yYyrGzu4Wfe+8t\nRC7RIWS13vf2m8jnsrw2lmLXtbt495FrgUqb1LOvJTh6YphXLyxef+KKvlaOHBhi99XdBIOXTjx4\nvs+Tdnzxuhe+P5e4iEcd2nu6lbgQERGRDVUul8lks+SLLqWyhx8I4jhRCIITrXd0IiIVnu9z/NQI\n58YzXNnXyqH9gwRX8Gy01vOa0XJJjLIxpgtoA24B/hnAGHMVCxdDkLr5xOee4sXzSQDS50t84nNP\n8Yvff9u6rpnL5ZlKZnjXN5i5lqmu5/HU2XGOnhxmbDq36Pjrr+jk8MEhrhvqWDb58KQd5+EzF/B9\nnxdeH4NynsO3XKnEhYiIiGyoStIiR6FUpljy8AgQicQgGCYcqXd0IiKXdvzUCF956jwAZ89VZrzf\ne2CoZuc1o+WSGB8HTlSP+5S1dsQY853ArwEfq3VwsrwLU7klX69GqVRiaiZFyQ0SdiqlI8WSy+N2\njAdPjZBIL2iTCtxi+rlrdz9X9LWt+B7nLkzjlnIEgwFisTipYoiO9pWfLyIiInIpruuSzmQplsoU\nSh4+AcJOlEAgqqSFiDSNc+OZJV9v9HnNaMkkhrX2vxtjvg70WmtPVTengQ9aa79W6+BkeTu7W0if\nLy16vVq+7zOdSJLJl3GiLYSDkM2XeOj0BR56ZpRsYX7STSgY4NYb+7h3/yA3XtvL1NTy/3GUinlC\nwUqXkpuu6uXCzPz1ruxrXXW8IiIiIq7rkslmKRTLFMsergdOJKakhYg0tSv7WudmUsy+ruV59eT7\n/vIHXcKyLSOstcPA8ILXX1rTnaQmfu69t7xhTYzVSKbSJDMFQk4MJ+qQSBc4fmqER58bo1Seb5Ma\ndULcsbufu/cO0tG6/CeDUqlACI9YJExPTzuOU2mteviWDkKh0KJaLREREZHleJ5HOjObtHBx/QBO\ndaZFyIH1rwgmIlJ/s89Hq31eWut5m8l13cqCysUypXJlUeU9t98bH3/1ZHb5s+etvu+lNJRwMMi9\n+4fm/rGGgyvrBpLL5ZmcyfDk8wnGZgrEo2Emk3lOvjCJtyAj5oSC3Lirk3cdvpbWmLPkNd1yGd8r\nEYuE6N7RSiTyxmRHMBDYsrVZIiIisnEWJi1KZZeSB5FIjEAgoqSFiGxZa31earTnLN/3yeXz5AtF\nSmWPUrmyNlE4HCEYjBAIQzjgrunaSmI0udUu4FIul5lKJCm6AU68lOLBZy6QzpXIFxf/A2qNhQmH\ngsRjYabTRZ59ZZrbbup/w/Vc18UrF4hFQrS3Rmlt7djAdyciIiLbxaWSFo4TJRiMEHRADURERBrX\n7GLKxZJLqexSdn2C4QjhsANBNrTMT0mMJrfSBVw8z2M6kSRbcAlHYrw4kuDLj79OMltadNxgT5zD\nB4Z47UKKVy+k57aPTs3P8PF9n1IxR8h36IwHaY33qLOIiIiIrIrruiRmUoxPJi4qD1HSQkSkkc3N\nssgXKbmVspDZttWBQIigA5GlJ/Gvi5IYTW65BVx832d6JkkmVyYQjnLm9SRHTzy/KCkBEHGC3G76\neftdVxEIBCiVvUVJjIHuOOVSgVDAJx5z6Ojuob+/g/HxVG3foIiIiGwJl1qIc+dAD67KQ0REGtrs\n+F2ZZeFRcj2CoflZFs4mZ52VxFglz/c5fmpk0YIpwQ2YhbDUdWf3TWaK9LRGFu273AIuvu+TTKVI\nZor4wShPvjDDA6dGmE4V5u4ZoDLzoqczxg1XdnGr6ZubUXGr6QNgeCJFf3uYt5hOutovvc6FiIiI\nyMXmpxZXWp56/nz3kNmkRaPM5PR9f9GC5iKyfdTq+a6ZFQoFsrk8xepaFvMtq0MEwhCpcxZBSYxV\nWu0aFBtx3dl9Tjg49z/Y2X2XWsBltuNIwQ3x2HPTHH96hEx+cZvUgzf0cu+BIfq73tiS1fd9yoUc\nt9/YScu+XtrbWhvmQ4aIiIg0pkrSIkuh5FIsLfzQ21gtTz3PZ2Imz8hkpvory/BklkyutPzJIrLl\n1Or5rln4vk8ulydXKFSSFiWPYDBMOBLZ8LUsNoqSGKu00jUoNvK6K71nKp0hmc6TzMPDZ8Z49Nkx\nCqX5BTsj4SC339zPPfsG6WxbPOfH8zzKxTzRSIiWSJj2Hd0EV9jpRERERLafYrFYaZVXml91vlIP\nHW6YD72FksuFqSzDkxlGJrKMTGa4MJWj5GrWhYhU1Or5rlF5njdX2jfbNSTkRAmFIgRCEGmC2j4l\nMVZpuTUoanHd5e6ZSmdIZvJMJF2Onx7jqbPjuN58m9R4LMzdewe4c/cA8dj8X3llgc48kXCAtphD\ne48W6BQREZFLuzhpMbuIWyN8U+f7PqlsaW5mxezvkzN5/GXOjTohBnriDHbHefrLmxKuiDSQWj3f\nNYr59Yhc8qUCYxNpwtXOT41QGrIWTRhyfV1uDYpaXveOvTt54NQwY9M5+rti3LF3JwAzyRQz6Tyf\n+9dXeG0sS760uE1qV1uEe6o1XRMzec68MsWtpg+3XCQU8GmJhOjv7yIUWl26bak1OkRERGRrcF23\n0vK0VK6UhzRI0sL1fCZmcpVkxcR80mJh6ezldLZGGOyJM9jTOvf7jo7o3OeYP/69WkcvIo2mVs93\n9bJwPaJi2VvQ+SlE0IkRibrLX6TBKYmxSpdag6LW1/3sP1peu5AmEAjw6miKP/4fT/HOe67m5bEC\nn//aS6QuquHcuaOFwweH2H9dD0+dneDhMxfwPJcXXhsj4OZ521uuIRpd+xKyS63RISIiIs3J87xK\n0qJYrrQ89eYX4qxX0qJQdBmdyi6aYTE6laXsLj2/IhiA/h1xBrrjDPbGGexuZbA3Tmushj3/RKQp\n1er5brMUi8VK0qJ8cWlfdMt2flISowm8PpbG9z3KxQKe7/PiqMMn/+FFzk8srtcKAF1tUT70nv1z\nZSHnRqdxS3lCoSDReCvJQmhdCQzYfnVjIiIiW5Hv+2SzOXKFIsWyR9n156YYb/YHX9/3Sc6Wg0zM\nJy2mkisrBxnsiTPQE2eop5XB3lb6u1pwwlrbS0S2nnw+TzZfoFT2KJZcCIRwIvWfJbeZlMRocMVi\nke5Wn9dGCgTDUfAhkSmSyBTnjgkAwWAli3jNYDue6+J7JeKxMDdd3cuF5Pz0yo2o8drqdWMiIiJb\n0XzSojD3jV0oXFnMLbiJddGu5zORqJSDTGeGefn8zCrLQSqzKmZLQna0R1XWKiJbku/75PJ58vki\nhbJb6RwScgg7DgTBWd93001LSYxVWk8f4bLn8ZkvPcfrY2l29bfxvrffRPgyHUCSqTTpXIFswae3\np4vAKxkWrNVJMAAHru/lrr07+eLxV5icKdDVGuSddw/R2RqirbUDgHsOtvPicGrunnftG1h3rLN1\nYgvXxBARke1DayM1B9/3yWSz5AslSmWPdD5PIl0iHN68Fehny0GGF5SDXFhROUiA/h0ti2dY9MSJ\nqxxEZFWWe3ZZz7ONbLyLx+2S6xEMRQiHHQIhpyk6h1xK2fVIpApMJvNMpQpMJfNMJQvkCssnry9F\nSYxVWk8f4c986Tkee24MgNGpLAAfeMfuuf2e55FIpsjmy2SKAR4+M84jZy6QLy5efKWvK8YPfOvN\n7GiP8tizF8gXcrTFgGCYV8eKvGmwd+7Yh54e5dxEhkAwwLmJDA89PbqieJeKdbZurK+vnfHx1Ire\nu4iIbB1aG6kxLWybVyx7lBe2zQtDJNZCOFub1qK+75PMFBmZrCQsRiezle4gyfyy50ad0Ny6FUPV\nGRb9O1oIh1QOIrJeyz27rOfZRtbH930KhQL5QoFS2adUdil7EApH5sftJnpazxfLTCZnExSVJMVk\nMs90qkAiXcBfrjZwFZrox9IY1rMexOtj6Uu+LpVKJJJpckWXZD7Ag6dGePLs+Bu+pQgGKr/CwSCd\nrQ7lYo6xiQSxaAuB6iyJ5eJbabyXi1VERERrIzWGNyQtFqxpUcvyENfzGU/k5tatGK0mLrIrLAcZ\n6m2tzrBoZfd1vQRcVy3eRWpktc8GGs9rJ5/Pk8sXKLmVJHPZ8wkGq6UhAQg60MhLWni+TypTZDJZ\nYDqVf0PCIrvKWRVOKEh359rqYZTEWKX1rAexq79tblYDwM6uMKPjU5RcGE+6HDs5zNMvTS7KUnW2\nRmhrcbgwlSEQDOK5ZfraoTXi09HTzY1XFzg3ff6y8aw13otj3dXftuL3KSIiW5vWRqqPeiQt8sVy\npTvIRJaRqUpL0wvTqysHmVvDoruVeGxxkN1dLUxN6aFJpFaWG681ntfG7BpEBF1Gxmcol30CwXDD\nJyxKZY/pVIGpVCU5sTBRMZ0qLDv2X6w1Fqa7I0ZPR4zujijdC35vb3HwPI+//eTq41QSY5XW00f4\nfW+/Cc/zeOncBP+7vTsPjvS+7zv/fq4+0TgaxwAgh4dE8eE1IilRkaiLssterxQndjZa2zlkOY6P\nbLzZ2MlulZ2q2Ots4k0q2mSduLKb2F5HdmxnE68TWb7kSxZpiaJEijc1D2+RQ2CAwX309Vz7x9Pd\n6MYAjQYGjW5gPq+qKQzQ6H5+eAbze7q//T3OjWX46IO38upChS88NcdLl9bbvndyNMtD9TGpMTH/\n7jPPsLS6xexEnr/9Xe8hZSUFUQ9emObFN9f27Xlx1PV+8mN3ALT1xBAREYHe9UZSbXa7xsjTmh9Q\n85M0414FLXaXgzT6V6xsVA+8byZltfWtUDmIyOA46LXAQa8leuEwfQJPiyAIKJXLVGthW1mIk7cx\nrAzOAPWyKFWCeoAiCUwst2RTbGzXDpwI1co0kumYrcGJYmHn80yPUgIVxDiko84RLpXKbJUr/Lfv\nmcF8/y1c/MYav/R7L11VpnF+aoiH7pvljpvHMA2DwK/x5MV54ijm/MwEfhDx2HMLzTUc1PPiqOu1\nTbOtX4eIiEhDr3ojXe+12WEY1jMtkifBfgROI2hxjO/ahVHElbUK80vbSXZFfaxpN6nAo0Op5lSQ\nmfGkh8XoUFrlICID6qDXAkftn3ctDuoTOOhaJ4b4YTLpKcbAdtIYhtX3LIsoilnfriWBiXoTzeV6\nkGJt8/BlHynbbAYlxoczjNU/FoczjA6lsPoQgFIQo4d832dja5tyNcQwHWLD4ZnXl3j4aY8ra+2N\nrm4/P8pD981yy3QBox68MIyQ8eE8276dzP6ta61VUx2biIicFdfbNa1arVKuVKgFETU/IorBSWWa\nT4KPY3JepRbUsypKrGxVeX1ug4WVEmHU+b02y9xVDlL/mE3rqaPIWdKPffe09d6L45hyuUKlWh9z\nGuxMDMEEuw8Ri1oQsrKxM+UjCVgk5R9rm9UD9/jdClmnPZuiJVCRz9gDF6jWleiYxXHMxuYWpapP\nECZPRkJCvvrCIn/27Dwb27Xm9xoGXHjbOB++d5bZiaT+LPBr2GbE+HCObDYDdK5VUx2biIicFWf5\nmkFwjNAAACAASURBVNb6JLhWfxJsGDZ2KgXGtT8JjuPknbdGGcj8Ur0cZLO7cpCZejnI9HVSDhKG\nIVEYEMcRBmCaBpZpUC2vH3zCRM6Qfuy7g957L8mKKyelfG2Tnk5uzGkcx2zXyz52RpLu9KjYLPmH\nejzLNBgtpDlXzFHIOu09KgppUoNU79IFBTGOSaVaZXOrTKUWYjlpTCtDtebzp199k0efv9w2JtW2\nDN7tTvGhd85QHE4CFWEQYMQ+48P5ZvCioVPt8bX06BARERkkZ+maFkURG5tbLK2sXfUkGMu5pvro\nMIpYXC03x5g2eliUu0gRHiukk8kgxVx9Skie0aHUwL3Ldi3iOCbwfaI4xDKSJ++GAbZlYZkGpmng\nZGwcJ4Ntt7/DOP/il852+o/ILv3Ydwet995VWXEYOE4aw+j9pKf1rWqz1KOZVbGZfKz64cEP0iLt\nWIw3MykyjA+nGat/HMmnMU2DYjF/JpopX7dBjKM2D2u93+x4lne+rUC5GhLFJoZl85kvvdFMiVrb\nSuqkGjIpi/fdPc3775lmKOskjxdFREGVkaEMhaHhQ/8cR+15ISIi0kk/mmx2uqYNetPP1n4WFT/g\n8YtX2KwZFIcyvMudJGUfba075SA72RULq+VDlIPslILcedsE1VKt4/1Og0aQIo5DDGJsy2xmUliW\niWUapIeyOI6DecqbBYr02lH33cZtrW+ydrsnd+q9180xr+U60AhY+EHSyyKIYsDimdfWubxSYrqY\n413u5LEFdpM9fDsZS9rSm2Jls8LaZo0oPlzZx3A+lZR6FDJt5R/jw2my6cEr++iV6zaIcdTmYV98\nZp7PPfYKYRjx9IsxG6Wbec+d5zCBX/n9i1x8c43dv4uFnMMHL8zwnjun2jq0+tUyw3mHkYnxrtbq\n2CZ+EHW9VhERkaMatCabg7aeMAx3JocEEWG008/i6VfXeOLlDWzL4MUwmT72wB1THR+vWQ6ytM1c\nI2ixXGK1y3KQ2Yk8M8UcMxN5pou5PctB8hnnVAQxkjd4AsIoSDInDLDtJIsiyaQwyRRyOI5z3Txh\nF+mHTvtur16fdHPMvW7bS2tZiB9G+H6Eae6U8TUacD5+cZEvv7AAwOuXk2bVB+3ZDXEcs1X2m5kU\nrUGK5Y0q2+XDl32MFXb6UbT2phgrpHFsBWbhOg5iHLaJTblSYWu7wvOvzBPFFpaTFK9eXinx2vwG\nDz89h/fGWtt9LNPgL37wVu5/x0TbEwm/WiaTMpk6N9bVOwTXW6MzERHpv0G79vR7PTuZFruDFmks\nB1qrQ1prvff6PAgjrqyVkwyLlqBFa+npfhrlIDPjeWbHk6DFSP50lYM0+1FEIX7VJA6rO8EKy8RK\nmWTS+atKPUTkZHXad3u1J1/LMX3fZ219gyvLSRlfGO+UhRgW+/ay6GbPXtuqtpV8NMeSblabQZxu\nZdN2UupRyLSUfyQfh/OpgcoyHFTXbRCjmyY2YRiysrpOuRYQY2M7KW6cHufSygJxHFOthXhvrvHo\n8wtt90saRME731bkPS1RPN+vkrZgemIYx3GOda0iIiLHadCuPSe9niAIkqCFH+6aHHJ10GK36WKu\n+W5eFMVYpsEXn51vloUsdlkOcm4sy3R9jOnMeJJhMejTQa7KomiUeZgGlpmUfdhpi3Q6i2VZTE0N\nH+uYXhE5Pv0YLtDtMeMoYjxvsLy61iwNwbSYsscIu9inW00Xc7w6t0EQRYRhkhX3Xx5+leWNCqub\nVda2qldl2ndiGDCST1EczjAzOcRQ2mo20CwOZwZ+Hz8NrtszuF8TmziO2dzaplSpsVWtUosdrJaA\nwztvK/KEt8hbSyWCsP23+e2zwxgGbJV8Zify/KWH3gZAEPjYRsjkaJ6vXlzm0lNLV9VxBVHEp3/3\nYluDG7uepdGpsaeIiEgvDFqTzV6tp3H9fW1ulenRFP/dR95GFNHS2M3ec3JIFMd8zbvSrKG+//YJ\nNrZ95pe36094YxZXK1Rq4VXv6u2WTVttvStmxnNMjg7mdJAwDAlDH6KopQ+FgWkY2JaBlbKURSFy\nRjx4YZoX31xrvj558MJ087ZreX3SqbfFXnt9GIaUymXecUOGP3iszJW1MhMjWdy3TeLHSbSi0Sx5\nv30nimM2S/5VUz4af29tjNxNGZ9tGfXARHs2xfhwhtFCurl/n5VGmoPmug1i7G5iUyqV2S5XqNSi\n5nSRVDoD28kvXc0Pedxb5I+feOuq7t/3vK3Ih++d5cbJ9vFAURQR1sqMDWfJ50Z45Om5feu4Pv27\nF/nqxUVgJ4Wp0fCmsdbJyYLerRARkRMxaI2jj3s9tVqN7VKZX/59j2deWcIwba6s1+CRt/j4N93W\n8b5BGPGnT77F1168gh9EPB5EfPZLr3eVUlwspJOsivHGdJDcQJWDBEFAFPrEcZJBYtsmZn3Ch2Wa\nOGmbdDqLbV+3TyFFrhuPPnuZS0vbGKbBpaVtHn32cnMfvpbXJ516W0RhyL1vK3Dn+Rx+EPHW5WUw\nTCw7xW9+4RKL6yEYKa5shHz2z77Rtl8HYcTl5W1efXO1pfQjCVKsblauegP6IPmM3Vbq0cikGB/O\nUMipJ08/9fQK5LquCfw84AIR8Lc8z3uhl8c8jEq1ytZ2MhbVMB0sO42Tbv+eUsXn0ecXePS5y5R2\nBS9yaRv3plH++11PduI4JqiVGc6n25p2dqrjakw02e9zEREROZo4jilXKlQqydSwmh+CYeGk0ixu\nRNipbPN755fbsybK1aDZZLPxsdtykNnJIaZGMy1ZFrm2Bt/90AhSEMdYVpJJYVtmkklhm9hZh3Qq\nj2VdwwxYETkTet33IgwDwqCG9/oCt81mCIIIDBPbSWMYFoYNTsuWOb9cIo5jYoAYXrq0zv/3hVea\nfSo2tmscJkxhGjA6lN4zUFEcTvd9vz7toigiiiLiKCSOI4jjeuAnxqyXFxpxRGVr5XDdT+l9JsZf\nAGLP8z7ouu5DwM8A39njY3ZUrVbZKiWBizi2sFOpPdNE17aq/NHX3uKRp95qe2fFtgwyKZt8xsay\nTG6daR+L6lfL5DM209PjV0XnOtV4nZ8aaks3PT/VntUhIiIi3YmiqG1ySBBEmHYK23bApO0Ni5nx\nHEvrZeJ6wXM2bfFHj7/J5ZVS19NBDAMmRjK458eaGRaToxkmJwonnkYcxzGh7xNGQZJBYZk49WyK\nfCpLsaAghYh057j6XkRRRLVWo1qt4gcxeSekXNrGMC1MK8305BiGlcGxkj5C69u1nSkfLRM/FtfK\nhC0Jb5tlnye8Kx2PnbLN9iBFy7SP0aEUlsYwt9kJPERATBSFNF7RGkZSrmPW+x2ZhpF8jeTrcRxj\nGkmJoWEkfxw7hWVZmKa573Vnc/nNwQpieJ73Gdd1P1v/9BZgtZfH261Rb/Xa3CoTBYsLt00kta1O\nCsOOebKllvVd7iSmYbC4Wubhp+d46qWltrm9+azDB+6Z5j13TvH111fb7gcQ+DUcK+rYtPO995zj\nkWfmWFgpc66Y5b33nGve9omPuiyslpq3feKj7lU/x1HmMIuIyOnQqUa4k049la7lcU/6fteiMUYv\nNgLmF9YJIrCdNKaZAivmmZfbr/dRFLO4WmZ+eZtUysI0Dap+cs1/dX6TV+f3T40uDqeZKSblIKWK\nTy2IuGlqiHffMXVi1+bd2RStmRRWh/GjoyMF/JqeP4gMqk77Z6fXA73adzv1IqqFIZ/6tSdZXKsw\nNZrhf/6r92PWs978ICQMI4IwJggjIgwsy0kCyQa8053Fe6vE5ZUSedvgraUtnvu9FVbqjTQPynTb\nbSjrNIMTN5wrkHVMioUkYDGUdYih2cPINk3efsNI2/nZ3eOo8bqwlzod87DrieM4CT6EITGNAESS\nEdia+WAYQGhjxjVMg+ZthpFMh0q+p/5vVQ88NP4Mmp7nyHieF7mu++9JMjA+3uvjNVSrVf74q6/x\n8DOXMUwby3aIzExz5u/XvCtt84CXNyosrpb5+jfa4yzFQpoP3TvLu26fbM7lbZ0bHEURYVBhfDhP\nNpvpuKZf+T2PNxaSMpE3Frb4ld/zmn0vHntuAT+MKY5k8MOYx55b6PkcZhERGRydaoQ76dRT6Voe\n96Tvdxi1Wo1SuUwtiJLJIfUmnJnYwXSytCZYfvm5yzz6/AJ+GPHkS0v88ROX2Cr7Bz5Jti2DqbFc\nMsa03sPipMpBWoMUZr0vhWWAZZpYlkkqlyLlKJtC5KzptH92ej3Qq313dy+iKIqoVKvUfJ9P/fqT\nvL6wBXHMyuo6/+gX/owf+o4L2HYKw7DZrgTNMo+VzfZmmpulnTfeV7dqXFrqnLFmmUa97GOnJ0Vr\n+UfK2dkL92qk+cTFxbbXfdD+em7368Ldtx+XZpZDHPP4xQUee2EB4oiX34jxq2Xec+cUhmHw+MWF\n5npeuQSEVd5397mdgIRhgkEzEJEEHmxsK93MetivX8fkZIGUtUcZwilzIoU+nud9n+u6U8BXXNe9\n0/O88n7fOzlZOPJxqtUq65slKrWQyDBZqZhksrnm7WulGsVivvl3y4RKLWRju8bcrv8856eG+LYH\nb+F+d3LfNKNatczoUJax0e668c6vltp+oeZXS82fd3m71gySND7f6zbHNttu67dBWUeD1nOwQVuT\n1tN/g/YzX6/r6XQd6LSeTteWwzzuca3nqMfbTxzHbJfKVCq15rhTDJPcyCi5Xd+3tFbmzSvbXFrc\n4s2FTS4tbrGyUWl7vPIe1SGmASnHwrFNzp8r8Je/+R1MF3NYxzAdpPG8o1UYhgS+j0GEbVuYBti2\nhV2f9JFyHNLpVE+CFIP2/wsGc029Nmg/s9bT2SBcBzq9HjiufTeKImq1GpWqTxCGhGFMGMVEUYwf\nRMSAZTtkMllWSmA7O2/gXtmM+cyjb7G0mkwPqdTCQx07k7aYHM1RqQVUqgGOZWJbBm8/P8onPnoX\nptl9ZsTufXetVMO2jLbPW7/noNubmQ71Mos4jiGOmuUVlmViQHNik1nPgDAAw4w4P50FGtOcLCzL\n5DFvkaF8GgMDwzQx0lnuv3ALAF99ZYNCYeffL7DS3Ome7/rnP8ig/f86il439vzrwI2e5/1ToAKE\nJA0+93XY7rZhGLK+uUWlGhBi4jQLXUNGc6m2LrSjuRQrK9uEUczmVo355TJB2L6cW2eG+cj9s9x2\nwwjj40N71rIGfpWUBeNjwwS+0fWaZ8ZyXFrYavu8cd/xfKqt98Z4PnXVbY3Ia+tt/TRo01K0noMN\n2pq0ns5O6iIzaD/z9bqeTteBTuvpdG3p9nGPcz1HPV5DrVajXKlS8wP8IMIPY2wn3faCPggDFlfX\nmV/eZq7ecPPycqmrJ835jM0tM8PM1pttLq6VefrlpWYg6I7zo2Qtg/X1fd9vOVAURURBwMhohvW1\n7eaTWss0cGwTx3HIpXYFKWKIwuSPXwvY3g72P8ARDdr/Lxi8NWnf7b/reT1HfT2w3/3CMMT3ffwg\nIKoHI6I4Tl6Ux0nZQuPrYRSDYWCadnNEctUPd2VT7PSoKFXa9yg/iHjygP4Uw/kUxUKaKI5Z3axi\nWSa2afDeu87x/num61kIO1kTkFzT1tY6j6lutVcmxkjWoeYHEMfEcUTeDpmfu1IvoTAYcSKqlWTP\nN4BiZpjttXUMI24psbCwDAPbtptf23c6SQQxyZ/J4s7vj08MJOft3Eie56N6v5Gou3/P4zBo/7/g\naPturzMxfhP4Jdd1v1A/1t/1PO/gDlkHiKKIza0tStUAP4RUKoPpOOx+v6TRr6JRT3Th7eN8+fnL\nPPLM/FWNuu66ZYyH7ruhY0PNKIqIw2pXpSN7+eTH7gBoq1tu6FRzdi1zmEVE5HTodB3opFNPJYAH\nL0zz4ptrzWvPgxemr3k9nWqzDzpea+32DRM57r9tlJrvJwGLIGpODcGwMB0IQ59Ll7eYW97m+VdX\nWNqoUK4GxAeUTNuWwblijulijoWVEuVKwI2TeT7+zbe1ZVjeftMoubR9Va+rTpJSUp84CrEss55J\nUe9LYRmYpkkmnWdmZoylzOGfL4jI9Wm/fTeOY9571yS1apUrW2VG0xZ33pRjaWWNOI55xw1ZVtcK\nzC+XmB7PctNUijfmljBMEwyrXmKwK7PLgJiYzWqNLz+3yFtL29iWQTplsbpZZWWjylb5cP0WLdNI\nyjwKmbYmmmP1rzWyRfbq+dAICOx+/da6J8dxTBiGxFFIFEcYxFhmsgcb9UaTjpHGMfxm00mAD10Y\nJ21HXF4uc9P0MB+89wbsliDyzFSR0dHhjr1ITrLfyFGfD1xPet3YswR893E8VhK42KZc9akFMU4q\ng2HZpDpkWpqGwQN3TFGuBnz5+QU+9etPsr0raphN2wxlHe64aaxjAMOvlhnOO4wMj+/7PQexTbOt\nTnn3WverXbuWOcwiInI6dLoOdNKppxLAo89e5tLSNoZpcGlpm0efvdzVcTqtp1NtdqfjVatVPv/E\nN3j46XniOObpFw3WNm/kz909Q2zGbFarzC1vM7+8yPxSkmGxvl07cK25jM3seJ5bbxhhLJ9iZjzH\nxGgWy0ze1ZtfLpFO21zZqPLki0tttc6N5wq7hWFIGPoQRdhWki6cjCM1sNM2mXQB2+78NGrfd+lE\n5LrSKEdIMiMCwihMXpDXe/PEMc0sidtmM7x9Ok2MwdzCSj1zAgzT5Pabi3xgcpi1tTJBI5BrJH/+\n3IWb9jx2GEWsbjamfVRY2azuZFdsVKgFHZPkr5JNW82mmcXhDDfNjJC2oDicYTif6uoFfmPfDcOQ\nKIoI/CpEUXPqxbvfMYJpjGAYYNYDEqaZNJ60bQfHzjZ7P+w2OVHAiK9+gfjfvHf4qq+1rueg6x30\ntt9It7dJYqCH3zYyLsrVoCVwkekYuGi1vl3jS8/O89jXF5Ia2rqUbTI+kiGK4ma9a+t401a+XyVj\nw9S5sYHszCoiIte3S1e2r+nz4z5m4+9xFOH7VbzXF7htJkMQxhiGxaWVAMNOE4TJ6NMvf/0KT72y\nwvxyiap/cDlIoyRjajTLR951AzPFHMP5FIZh7JlGvPv63vp5GIaEQQ3iGMc2d7IqLAMn7ZBOZw8M\nVIjI2RbHMUEQJL1sgrAegKhnaFMPQNQDDVEUtwUngObfDdPEwMTcr/FiPRhhAEanN2n3eD1SqQWs\nbFRZ3qiwWv/YKP9Y26oemLm22+hQirFChvGWsaSNhprZdPueuNe+GwQBURQ0AxPJlAzaSutM08RK\nW/WpJfbA7rW9uIbKtRu435YwDJPARS3E7zLjYrcra2UeeXqOJ19aattEchmb998zzfvumuaF11fa\n6q2mi7m2xwj8GkZkc24sTyp1+ju4iojI2XTjZL757lDj88PcfhzHnClm2Njcwg8ChlIh5dI2YGDZ\nKcZGh3l1oZ5hsVTi1bl1NkqtKcp7Z1rYlsF0cWcyyMZWDe/NtWZztwfumOKOm8YOXOvUSJqX31wG\nQojh3PAIVpw0cUulHTKZUU35EDlD9sp6iKKkQ0EUg4FBFMc731sPSIBBHMfEUP/+JDixWamwulbC\nMHZGTiYBiKvLM7CSD60vsI7jxVYUx2yWfFY2Kly8tM6b8xs7mRUbVUrVw/XQcSyzWeIRhCFX1irJ\nuGbT5MF7pnnvXef2vW8jqBNFASYQ+hZGVMU0kuCEbZvYWYeUkxvYwMRh9OIaKtduoH6zLi+u8NaV\nTRwnjWE5hwpcAFxa3OILT8/xwmsrtAYcR4dSfOids7z7jklSdvKg+9VbRVFEHFQZG84ye25c5Rsi\nIjLQDqqdPe7aWt/3uXDrEJubBZa2fIbTNrfO5NmswtpWRCaXZ2x0mMXVMptbNX7n0W8c+JiNcpCZ\n8RwzE8nHiZGkHKQhimPGRzJ71klHUUQQ1KhVTKKgknSAr//5pvunGc47zK9Uj7WeWUSOV2P6Q2OE\nchgmJRc7gYYk2yFmpxllEnQwrgpCHJj10KolHlFPhmjrs5fOZEmlDldycRRBGNV7UeyMIm38fXWz\n0jasoBu5jJ30oyik20aSjg9nKOSc5jnZqz8FJHt9HAUYxNj1SSGWaWI7JumhDI7jYJpmUu7unN3X\nS+pPMZgGKogRhDGp1OEaYMVxzMtvrfPw03O88tZG223nxrI8dN8NXHh78aoxqXvVwAa1MoWcw8jE\n0fteiIiInKSDamejOG422ixVfB68MN3Vi3jf9ylXqgRBSBBFBGFMEEQYlkWMzbnJItlCyEtvrPDv\nP/cKl7soBzGA4kiGmfEcs/UMi9nxfNsT6v2EQcCFWwvc97YCpgFWXMNqvPOXsnnixS2+9urGVY1G\nAT7yrqO9c9arhm4iZ0Xb6Mk4ro/lbAQf6m8OtpRbYOwEI3aXYMT1aQ+VKGZt069nPezzjqYJhpns\nKXBVTkTP7fXCv5u9oVwNWFov88TFK1yuj8c2DVjZqLKxXeMwYQrTgJGh9J6BiuJwmkzKblvr/HKJ\nOIabpwvN/TaOY/xaFb9aJvQrEJo4Ro20Y5PKpbGcIX7597y2oQT2dVZe3+ka26trhK49BxuoIMZh\nRFHM86+v8IWn5phbaq9NumW6wEP3zXL7+dGummo1+15Mqe+FiIicLZ/+3Yt89eIisNMPorXJdBKs\nqOAHYRKoCCPCKOlfYTspSlWYX64wv7TN/HKJueVtltbKRF082zaA8eEM778wzexEnnPFHGln/5cb\njYwKoqjZo6Lx7t9oLk0qVdjzOv3I03N84ZmFPRuNXoteNXQT6ZdGwCH5vxYShAFOKmZtfZM4TppA\ngkFMPesh3vkY1aMQcX0sJ0BsGPUXVwYYScZDe/Ch5f974ym52fbhqgBEKpXCtg83FeOkfc270ixL\nf/1ykoXwwB1TRFHMRqnRRHMnm6LRr6KbMdCtUrbZ1pOiOJzm5tlRUgaMFlJXvUm7lycuLvLFZy5B\nHPLyGxAHFR68ZwarvrdefH2TZ76RjOm+vL7JyPBwc5/7xd9+oeP143rXq2uErj0HO3VBDD+IePKl\nKzzy9DzLG5W22+64aYyH7pvl5unuZs1GYQhxjcnRITLpdC+WKyIi0ldvLm4ljeaCJDX45W8ssrA0\nQxgm2RWGmQQrYkxWN6vMLZeYX04mg8wvl9joYjpIPuswU8wxO5HjmZeX2Son9zGMpAnn++7eNWY1\nipqTPywzGU9qmyZOxiKbGT50HXWvGq+poZucpNashmQ6TtTWRJJ6L4e4EUyol1UYxk4ZRRzFYOwE\nGgzj6qCDYRht/R0yNZNKuMf/uUZtBW0VF9c9P4h4dW6DSjUgiGLCMOJPvnaJh5+eY3Wz2taPrxuO\nbTIznmtO/EgyKpK/D2WvzlLbq5FmqzAMCf0qtm2Ssk2uLG+QTjuYZpLtvlWzmCiONL//8up82/1b\n97k3F7fabtv9+fVO157+OTVBjEot4CsvLPLFZ+fZbJlZbBpw720TfOje2auac+4njmOCWpmRoQzD\nBZWOiIjI2RAEQTOrIgxjgihiJBvzZq2CaTtYdpYbpovUIoeFtXqwop5hMb+y3TbJay8GMD6SYWY8\nz+xEjnfcXKSQtijkdhpgb5V8nn11ufn51GiKWqWUNI2zTByrEaw4eERpt3rVeE0N3aQX3nhrkbV6\nNlNbL4dGgAETo9lAcp8mkg0mSQlCI9hQf2N+d18H6V4cx5SqQbMfRcVf5NLCZjOror0x8cFMw2Cs\nkG5mU5QqPpeubGNbJpZl8P67p/cc89yNZGJKDasxVck2Gc6nyWaHmsGPd9xc4s2Vt5r3OUzz5/NT\nQ20Tnc5PDR1pnWeVrj39M/BBjM1SjS89d5kvP7/QVmvrWCYP3DnFBy/MMFboPouiUToyPT2u+e0i\nInKsTqKONQxDqtUaNb9GEMb4YcRXnl9kbnmbmfEhHrh7FttykuxuC/78B2+nHLzCwkoZ2za5tLTN\nT//SVw4sB3Esk+nxHNPFHLP1ZpvTxRwpx2rWWL/w2jKjuVTSCC6OCfwq3/7gDKFf4fJyiRunhvjk\nn7+DfDbb02tuo9Ha8nat2RPjOB9XDd3kOAWRiWFnsFB2Q7+EUcz6VnVnLOlmazPNalfjnlulHTPp\nTTHcOpY0Q7GQZmQo3dak2A9DfvGzL7C8XmV8JM297+juDdW4vsf6VRPCCo5tUsilyGY7l8MftI89\neGG62Tfp/NQQD17YyZz7xEddFlZLLKyUOVfM8omPuoc5LWder64RuvYcbGCDGMvrFR55Zo6vvXil\nrRtvNm3z4N3nePCeafIZp+vHi8KQOFLpiIiI9M5x1bGGYUilUsUPfIIwJqynLG9VyqyslrDsFJaV\nXAOfeGmRr768ThzHfGNphcvrPrm0zfxKqetyEEjeuZ0ay/KR+29gZjzPxEimOc50t6++MM+jz17C\ntk3CMMaMqjx0/3kyY8m40r/7PZN73q9XGo3XJicLxzpV7KCmqSIyuGp+yEpz2sdOj4rljQprm7Xm\nmNVuDeecneDErrKPXNruOlD7mYdfY345yW6YXy7xmYdf4+PfdFvb9+zOsLAtk1TKJj86wvT06KH2\nuYP2sUefvcylpW0M0+DS0jaPPnu5+f2PPbeAH8YURzL4Ycxjzy1oT2zRq2uErj0HG7ggxtzSNl94\nao7nXlumdW8Zyaf44DtneOCOqY5NwfYS1MoM59IMD6t0REREeqfbOtbGGMGa7ydlH2FIEMVEUdK4\nGsPAtJxmoAITTBNSmRypdIwfRMwvbjG/vM2jzy+wvFEhCCJiYHG1vO/6dpeDfPWFRTZK1eaTb9Mw\nuPe2ibb7BLUacRxiWQZO/cn0+maFTDbJyvCDiPWKST7fXUmniMhxiOOYrbK/00BzV8Biq3y4sg/L\nbJR9tAcpbr1xFDOOSNnHkzfTCGC0fh4EAVFYS8rtbJN81iafO5mBA52uW+rNIINqoIIY//o3nuOF\n19favjY5muXD985w720T2Nbh/iMHfpWUBbOaOiIiIiegUcfaaKRZzMPq+gZBEBHFcb1RX0yEOuz6\n+AAAHFVJREFUgWna2Hb93TvDxrDAsq5OL98q+80mm8ubVb4xv8GVtTIHvYno2CbTxRwz47lm0OLc\nWBJ4aLiyWubZV3cyNVr7Vzj1pnDZsSzpXRmMt96wzWuLO8ES1euKSC+EUcTaZmPax06gohG4qAWd\n+/jslk1bzTKP4nCmbSzpcC61Z/bZQY00D2u6mGVheZ04SkpWpkfzFAsO2UyhL6XunfovqDeDDKqB\nCmK0BjDOTw3x0H2z3HHz2KHriaMoIg6qjI/kyWYzx71MERG5zsVxTBAEVKpVgiBMyj2imFun09x7\n8xDzqxVmJsa45x0zVEOz2eXfNPdvthfFMSvrFeaWS1yuBy3ml7e7aiKXdiyyaYupsRz3vWOC2Yk8\nE8NJOUijf8XTLy8zXSzzLncS0zAIgoCPvneGy0urLK9XODeW5fu//Q6Guuhf0aseFCJy/anWwp0g\nxUaV7VrA3JUtVjaqrG1VDwzYtjKA4XxqVzbFTsAimz75lz6NbLZG482/9q23kHYM5pYrnJ8a4pMf\nuwP7Gt9svZZ+TJ36L6g3Q3+cRH+t026gghgAt58f5cP3znLrzNGikX61zFDWZmxCpSMiInJ0YRhS\nKpVZ39gkjCL8oJ5FUf9jmBaW7WCaOyUftgnvu/fmAx+7FoQsrJSbGRbzy9tcXi519a6ibRlMF3Pc\nfWuRmfGk4WbrdJDdvuZd4csvLBAGNV5+Y5E4qPCBCzMMF1I87m3ipHNMTyWlIE+9tMaH7j24LKRX\nPShE5OyJ4pitkr9nNsXyRoVSJTjU49mWwVhhVwPN+t/HhtI4dv+yrxvjTR3bTPpYOBaZ/NXZbD/0\nHe881uNeSz+mTv0X1JuhP46rv9ZZNlBBjP/1+99Nyu6+WWerwPexzZDpiWEc52iPISIi148wDKnW\natRqPmEU1Ztnxs2sCtM0qcYjlIP6DAGzcybFfjZLNS6vlJhfKjFXD1osrXdXDtKYCLK0XmFju0Ym\nbRFFcNO5Ag/dd8O+942iCN+vYhkwv7hKHFawbQfbzrBVsyiOjQDw1lJ7bbbqnUXkKIIwYrXZk6LK\nav3jymYSuGht0t+NXMZOpn0U2rMpisMZCjlnYN6VDmo1oijAcZLx0YVcilzu5CcgqnfF2aJ/z4MN\nVBDjXDHL6sbhorFxHBP6FUaGMhSGRnq0MhEROW3CMMT3/auaZ4ZhnHSlN0wsy8Gy6pfCpDUFNjsX\nR9u2gWpXx4uimOWNSjOzYn55m/mlEptdNJcrZB1m6mNMZ8ZzzI7nKQ7vTAd5/OIiX35hAdMwiIiZ\nLu5kS4RhSBjUsEywLTNJWU7bDBWTflB33Fplbm3n2qp6ZxE5inI1aAYpVupZFY2/b2zXOEyYwjBg\ndCidBCcK7SUfb7+5SHm7u333pCQlhDWIQux6803H3jvLoh+0l58t+vc82EAFMQ7L96tkbJg+V+xL\nIxwREemfKIraMimiKMYPI+IYwjAmBkzLqQciaDbPvNYG81Ec85UXFnhtfgPLNEk5JvPLJS6vlPAP\nKAcxDJgYye4EKybyTBc7l4MA3H/7BK/Pb7C4XmZiyOKem/MQVupd7B2efLnCW0ulPWtnT1O9s+qA\nRfonimM2tmttjTNbsynK1fBQj+fY5k4WRT1QMVZIN0c/z07kmz16WmXTdt+DGEEQEAW1ZLwpKXJO\nRG54qKts737sY9eyl/djvdrrOxu0a/MgOpVBjDAIMPGZHB0iMwDRTxEROX6tmRRBPTgRhFFzwkeM\n0RKkSCIThpU0djOP8eq2Waq1ZFeUeG1uo6vsipRtMl2fDNIIWpwr5g41pq9RFvKUd4W3FldJOSbL\nWxZvLvl86N5JAB55eo7PPzUH7F07e5rqnVUHLNJbfhDVgxI7fSk2Kz6Xl7ZZ3awSRocr+xjKOm1B\nivGWHhVDWeeqNxkfv7jIc6+tAPDG4hYAD9wxdTw/3BHtzmZzbJPhoRTZbNKfb3KygHmIl0z92Meu\nZS/vx3q113c2aNfmQXSqghiN0pHhfJrhghp3ioicVnEc4/s+lWqNMAyJYgijmEpQZWlpizCKMQwD\nozmGtP7C/4h9KbqxUw6SBCvmlrZZWC2zsV078L6FnMNsPVgxXR9nWhzOHPqdpea7f/Xxpql6WciX\nnl8hk83h2CZ+ELXVx56l2tmz9LOI9EMcx5SrQbPMY3mjNWBR6WraUSvTMBgtpPYMUhSHM6Sdw6W2\nXV4pdfy81+I4JvCrGMT1khCTTCZFNjt0bFndp20f68d6T9s5ksFzaoIYfq1CPm0xptIREZFTYWcE\naUDQ0jAzDCOiGCzTxnIcDKOenmuAaWewU2HPL041P0yabbZkWHRTDmIakM86BGGEY5nYtsX77jrH\nB4+Y6un7VYw4aj6ZHi6kyGauns7VqT72LNXOnqWfRaRXwihmY7va0puivUdF1T9c2UcmZTFWqDfO\nLOz0pigOpxkZSmOZx/e8e7qY4/XLm22f91Kz8WZ9j02lLPKjI1jWNdYVdnDa9rF+rPe0nSMZPAMf\nxAgCH9sImR4vaOqIiMiAiKKIWq2WNM2sjxwNo5ggjDqOIDXN4y316EZrOcjcUvJxeb1yYBO6lGNy\n41SBqZFM0nSzmJSDWJbB17wrXF4pMV3M8S53sqt1tKYsp+xk9N7EcGGnZ0cHjXrY5e0a4/nUQPe1\nuBZn6WcRuRY1P2yOIm3PpqiyullNmhMfwnDOacugSAIVacYKGc7PjrC6ejIZEY398rD7ZzdaM9mc\nDuNNe+207WP9WO9pO0cyeAY2iBFFEXFQZWw4Sz6nqSMiIielUepRrdWa/SdaAxVRtEfTTKhnUvSm\n1KMbURSztFFhfmm7LcNiq4v+FZmUxc3nCknviok8s+N5xobTTIwPsbJydZprNzXcfq0KcdgsDSnk\nUmSzycSQQ/9sccyLb64xv1piZizHgxemm6UqZ6l29iz9LCKdxHHMdiVoBimW1yusblabAYtu9q1W\nlmnsZFPsKvsYK6Q79uI5yQxn0zCOpQdGHMf4tQqmwYGZbCfttO1j/VjvaTtHMngGMohRq5YYzqUY\nnVDfCxGRXlpd2+DK8jpRvFPmEcVgGhambWOaO+NHscCyGi00+6vqhyyslJirjzG9vFLi8nIJPzy4\nHGRiNJkOEoYx88slbNvEMg3uvrV45CfXSeCnimXE9SwLm+JQnlSq89SRbn36dy/y1YuLGIbBpYWk\nGd7f/Pa7juWxReRk/bP/8CRL6xVqfuf9ardMymJ8OMNYa5CiHrgYyaeaI5nPokaTY8cEx7ZIpyzy\no6M9LQsRkcE1UEGMMPAxoxo3TI1pUxIROQFrW1VCI5VkUfSoYea1iOOYzbJ/VXZFt+UgM8X8zijT\n8RznxpLmmAC//aXXWdncGeN3mAZzez+h7l2d9Zv1Lv77fS4ip8fc0t57jQEM51O7sikakz8y5DID\n9bS9p6IoIvCr2CakHKvZ5PgomWwicvYM1G544+wkKyfcpVhERAZDFMXML21z8dWlnQkhyyW2u0ir\nHsmndiaD1EtCxgrpjtNBDtNgrt9PqM9PDbUFWc5PDZ3IcUXk+J0rZhkbau9NURzOMDqUbgZZrzdh\nGBL61aQ0xEhRyMDQuJr5i8jeBiqIMSjZF1Ec88Vn5tsaqB12TJ6IiOyv6odcbsmsmF/eZmGl3HU5\nyOx4npmJHDP1sab5zOEbP3dqMOcHAY8/f4mNasDkUIoP3nsDhT4+of7ER10WVkssrlWYGs3wiY+6\nfVlHrzWuv63N3nT9lbPmH3zvu9guHW6CyFkTBAFRWEsmhtR7BuVy4xiGweREASPePPhBROS6NVBB\njEHxxWfm+ZMn38Kxzea4PTWfERE5vDiO2Sz5LZkVyceVLspB0o7F9HguKQepByumWspBrlVrg7ko\nighqFWzLIGWbPPPqMk+/vkXKsXj9cpVCYZMP3Vs4luMexWPPLeCHMVNjWfwg4rHnFs7kdalx/QWa\n4/fO4s8pcr0JfJ8o9Ek5JinbGpgmnCJyOimIsYdLV7Y7fi4iIlcLo5iltXJb74r55W22K8GB903K\nQfK87cYRRuulIQeVg1yL3eUh6YxNvqU8ZHnrStuT635fB66X69L18nOKnHVBrUYcB6QcC8c2GR1J\nk8lo2qCIHA8FMfZw42S++Q5Q43MREdlRrYVcXtnJrEjKQUoEYef8CtOAydEssxN5ZsaTZpuz4zly\n9XKQYjG/50jTaxXHMbVapdmIM3dAT4tBuw4M2np65Xr5OUXOGt+vQhQmPYNsk7GxLOl0ut/LEpEz\nSkGMPXzgnTMAbT0xRESuR3Ecs9EoB1lqmQ6yUTnwvmnHYmZ8p2/FzESeqdHsiTSuC8OQMKhhN6eH\n2Jwb674R56BdBwZtPdfSO6pT34vGz9V6m4gMljiOCfwqBjEpxyTtWMc6Ulr2pp59IjsUxNiDaRh8\n6N5ZJicLXLmixkIicn3YqxxkbnmbUhflIKNDKaaL7c02e1kOslsjddmxTZxmk7ijN+IctOvAoK3n\nWnpHdep70fg5RWRwNEZK2yakbJOUY5MfGca29TLiJKlnn8gO7T4iItexh5+a5/W5LeaXSyysdlMO\nYjA1lm3PsBjPk8uc7OXE96sYcdTsbK/U5ZN1Lb0r1PdCZLAFtRpRFOA4Jo5lXtUzSPpDe6fIDgUx\nRESuY7/x+df2vS2Tqk8HKeaZrWdYTI1lsa2TfSK7V+ryeGEIxzn8WFU5HtfSu0J9L0QGRxRFVCtl\nglqZVD1ooaDwYNLeKbJDQQwREWF0KNXMrJidyDNdTMpB+jH+Lo5j/FoF04C0o9TlQXQtPTrU90Kk\nf3zfJ458HCspvUtnbG65YZzlTKbfS5MDDFpvJJF+0jNCEZHr2P/48bsZzWVPvBykVWu9tUWKfCoi\nPzqKZVl9W5N0di09OtT3QuRktAaEG/2CRkbSZHeNOlWZyOkwaL2RRPpJQQwRkevY7edH2NqOTvSY\nQRAQhTVsK+lnkWoZdzo5WeCKLk0iIod21d6ashQQFpEzqafPFF3XtYH/B7gFSAH/xPO8z/bymCIi\nMlhaJ4ekbIvhQopsptCXUhURkbMgjuNmg+OUY+HYpvZWEblu9Prtrr8OLHme972u644BTwEKYoiI\nnFGtpSGNySHZU9gkLopjvvjMfFvt8UmNixUR2a0RtLCMWGNOReS61+ud7z8B/7n+dxPwe3w8ERE5\nQY305UaTuNbSkNPsi8/M8ydPvoVjm/hBUm6jPg4iclIaAWHHBMe2SKcs8qMjKg0REQGMOI57fhDX\ndQvAZ4B/63ne/9vhW3u/GBGR06Pnb/2/dulKnEpnu/7+KIrwa1VStpk8qc6myWYzZy59+ec/8ywv\nvLrc/Pyut43zg99xoY8rEpET0vPN7NU3l+L0rmkgjb3VsQzSKYtM2mEonzv1AWERkS4cet/teQ6a\n67rngd8Efu6AAAbAQHXbHbTuv1pPZ1rPwQZtTVpPZ5OThRM5zsrK9r63xXFM4FcxjZiUbZFJ2wzl\n80nQIoLt7YDt7a1jW8ug/BuM51P4QdTMxBjPpwZiXYNyfhq0ns60noMN2ppOat+9cmWD0K9i18vu\n0qmWvTWGaiWmWtl/bz5Og/hvoPXsT+vpTOvpbNDWA0fbd3vd2PMc8DngRzzP+3wvjyUiIsej0Ygz\n5VhkU9Z1WXf9gXfOALT1xBAROQ5DGRMztMjlxs9cFpuIyEno9bPSnwBGgX/ouu5PkpSLfNTzvGqP\njysiIt2oN4sjCkk5FinbZOwUNuI8bqZh8KF7ZwfyHQsROd2mJotcQfuKiMhR9TSI4XnejwI/2stj\niIjI0RVHsmRs57rLtBARERGR00ndgkRErmMjwwUFMERERETk1FAQQ0REREREREROBQUxRERERERE\nRORUUBBDRERERERERE4FBTFERERERERE5FRQEENERERERERETgUFMURERERERETkVFAQQ0RERERE\nREROBQUxRERERERERORUUBBDRERERERERE4FBTFERERERERE5FRQEENERERERERETgUFMURERERE\nRETkVFAQQ0REREREREROBQUxRERERERERORUUBBDRERERERERE4FBTFERERERERE5FRQEENERERE\nRERETgUFMURERERERETkVFAQQ0REREREREROBQUxRERERERERORUUBBDRERERERERE4FBTFERERE\nRERE5FRQEENERERERERETgUFMURERERERETkVFAQQ0REREREREROBQUxRERERERERORUUBBDRERE\nRERERE4FBTFERERERERE5FRQEENERERERERETgUFMURERERERETkVFAQQ0REREREREROBQUxRERE\nRERERORUUBBDRERERERERE6FngcxXNd9r+u6n+/1cURERERERETkbLN7+eCu6/4vwCeArV4eR0RE\nRERERETOvl5nYrwM/KUeH0NERERERERErgM9DWJ4nvdfgKCXxxARERERERGR64MRx3FPD+C67s3A\nr3ue9/6eHkhEREREREREzrSTmk5inNBxREREREREROSMOqkgRm/TPURERERERETkzOt5OYmIiIiI\niIiIyHE4qUwMEREREREREZFroiCGiIiIiIiIiJwKCmKIiIiIiIiIyKlg9+vArutOAY8D3+J53ost\nX/8LwD8EfOCXPM/7hT6v50eBHwAW61/6Yc/zXjqB9TwBrNc/fc3zvL/ZctuJn6MD1nPi58h13R8H\n/iLgAP/G87xfarmtH+en03pO9Py4rvtJ4PtIGupmgXuBac/zNuq3n+j56WI9J31+bODTwC1AAPxg\nP/egLtZzbOdH+27HtWjPPXhN2nf3X4v23c7r0b6rfXevtWjf7byegdpzu1iT9l3tu9eynkOdn74E\nMeo/xP8NlPb4+r8A3g2UgS+6rvsZz/Ou9GM9de8GPuF53pO9XMOu9aQBPM/75j1uO/Fz1Gk9dSd6\njlzXfQh40PO897uumwf+fstt/Tg/+66n7kTPj+d5nybZJHBd9+eAX2jZQE/8/HRaT91J/x/7GGB5\nnvcB13W/BfgZ4OP19fVjD9p3PXXHcn6073Zci/bcg9ekfbcD7bsH0r579de176J9t8N6BmrPPWhN\nddp3te8eaT11hzo//Son+RTwfwFzu75+J/CS53kbnuf5wJ8BH+7jeiA5oT/huu4j9ejjSbgXyLuu\n+znXdf/Idd33ttzWj3PUaT1w8ufo24DnXNf9r8BvAb/dcls/zk+n9UB/fodwXfcB4C7P836x5cv9\n+j+233rg5M/Pi4Dtuq4BjAC1ltv6cX46rQeO7/xo392f9tyDad/tgvbdfWnfbad9V/vuQQZtzz1o\nTaB9t9N6QPvuse67Jx7EcF33+4BFz/P+EDB23TzMThoXwCbJD9mv9QD8OvC3gG8CPui67sd6uZ66\nEvDPPc/7NuB/AH7Vdd3Gv9WJn6MD1gMnf44mSH7RP15fz6+13NaP89NpPdCf3yGAnwB+etfX+nF+\nOq0HTv78bAG3AheBfwv8q5bb+nF+Oq0HjuH8aN89kPbcg2nf7Y723b1p322nfVf77kEGbc89aE2g\nfbfTekD77rHuu/3IxPgbwLe6rvt54D7gl92kPg9gg+SkNhSAtT6uB+BnPc9b8TwvAH4HuL/H64Ek\nUvWrAPVaoGVgpn5bP85Rp/XAyZ+jZeBznucF9Vqqiuu6E/Xb+nF+Oq0H+vA75LruCHC753lf2HVT\nP85Pp/XAyZ+fHwN+3/M8l+Sdl192XTdVv60f56fTeuB4zo/23c605x5M++4BtO92pH1X++5u2nc7\nG7Q996A1gfZd7btHXw8c8vyceE8Mz/Meavy9vpH+sOd5jQYeXwduc113lCQi+mHgn/drPa7rDpOk\nTd1BUi/0zcDu1KBe+H7gAvAjruvOkvxizddvO/Fz1Gk9fTpHfwb8T8C/rK8nR7KxQn/Oz77r6ePv\n0IeBP97j6/04P/uup0/nZ4WkiREkG7YNWPXP+3F+9l3PcZ0f7bsH0p57MO27B9O+uz/tu9p3d9O+\n29mg7bkd16R9t/N6tO92Xs9Rzk+/R6zGAK7r/hXXdX+gHnn5e8AfAF8kaYgy3+kBeryeDZKUoD8F\nvgA853ne75/AOn4RGHFd9xGS1JrvB767j+eo03pO/Bx5nvc7wJOu634F+AzwI8D39Ov8HLCefv0O\nucCrzU/6/39sv/X04/z8n8C7Xdd9GPgj4B8A39nH89NpPb04P9p3r6Y99wDad7uifXd/2ncZiN+J\n/dajfXfA9t1B23O7WJP23c7r0b57zPuuEcdxj9crIiIiIiIiInLt+p2JISIiIiIiIiLSFQUxRERE\nRERERORUUBBDRERERERERE4FBTFERERERERE5FRQEENERERERERETgUFMURERERERETkVLD7vQCR\nvbiu+3Hgx0l+Rw3gVzzP+9QxPv5PAbHnef9o19dfAx7yPO+N4zrWrsd/D/CXPc/7cdd1Pwl8xPO8\nv9GLY4mIHIb2XRGRk6V9V+RolIkhA8d13VngU8C3eJ53H/Ag8N2u6377CRw+7vHj3wVMneDxREQO\npH1XRORkad8VOTplYsggmiD53RwC1jzPK9WjuBXXdR8A/iWQBZaAH/Y87xuu634e+DrwXiAN/Jjn\neX/ouu7dwL8G8iSb6f/hed7PdTi2sdcXDzjuV4AP1df9dzzP+5zrujcAvwqMAs8BDwF3A/8IyLuu\n+xPAHPCO+mPcBPyx53k/dJQTJiJyjbTvioicLO27IkekTAwZOJ7nPQP8FvCq67qPua77T0k2+TeB\nXwD+iud5DwD/ov55Q8rzvHcDfw34tOu6NvADwP/med57gW8Gfuaw63Fd1znguI7nee8H/h7wj+tf\n+1ng1+uR9d8AZj3P2wB+Evgtz/P+9/r3nQe+E7gT+Kjruncedn0iItdK+66IyMnSvitydApiyEDy\nPO9vAzcD/6b+8VGSmsG3A7/luu6TwD8Dbmm528/X7/s0SdT3ncDfB7Ku6/448E9IItSHdfsBx/39\n+sfngGL9798K/If6ev4rsLbPYz/sed6653k14BWS6LaIyInTvisicrK074ocjcpJZOC4rvsxYMjz\nvP8EfJokyvwDwF8FXvE871317zOAcy13DVr+btU//8/AMvBZ4D8C332EJVkHHLdS/xizk54X0l2Q\nsHXNrfcXETkx2ndFRE6W9l2Ro1MmhgyiEvAzruveDM1N9C6S6HTRdd0P1r/vB4Bfa7nf99S//wF2\navO+BfhJz/M+C3yk5fE62X37xQOOu5c/IEnzw3Xdj9bXA8kmruChiAwa7bsiIidL+67IEemXSwaO\n53l/6rruTwO/Xa/zA/gc8FMktYP/ynXdNLABfG/LXd/muu4TJBHe7/I8L6qPlvqi67qrgAe8Btza\nejzXdX8e+Izneb9d/9Jzrus2osSx53nDrut+F/Czexx3v27LPwb8suu6Pwg8w0563VeAn3Jd92dI\nLhat1LlZRPpC+66IyMnSvitydEYc6/dITr96x+Of8jzv4X6vBcB13b8D/KHneRdd170f+Hee572n\n3+sSETku2ndFRE6W9l2RhDIx5KwYtGjcS8B/dF03AsrAD/Z5PSIix037rojIydK+K4IyMURERERE\nRETklFBjTxERERERERE5FRTEEBEREREREZFTQUEMERERERERETkVFMQQERERERERkVNBQQwRERER\nERERORUUxBARERERERGRU+H/B8P1A17hyoUbAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(data=iris, x='Sepal.Length', y='Sepal.Width', col='Species')\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**1e** Create a new figure with 2 roww and 2 columns, where each figure shows a `swarmplot` comparing one of the 4 flower features (Sepal.Length, Sepal.Width, Petal.Length, Petal.Width) across Species. \n",
"\n",
"**Challenge**: Can you do this in **two** lines of code? "
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAI6CAYAAADFf1nDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = pd.melt(iris, id_vars='Species')\n",
"sns.factorplot(data=data, x='Species', y='value', col='variable', col_wrap=2, kind='swarm')\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**1f**. Repeat the exercise in **1e**, but change the titles of the subplots to \"One\" and \"Two\" for the first row and \"Three\", \"Four\" for the second row."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAI+CAYAAABe7hvVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhEhIEuQIIYQQIiFJkCOEEEKIhPRfBz8mD4o/pjcAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = pd.melt(iris, id_vars='Species')\n",
"g = sns.factorplot(data=data, x='Species', y='value', col='variable', col_wrap=2, kind='swarm')\n",
"titles = ['One', 'Two', 'Three', 'Four']\n",
"for ax, title in zip(g.axes, titles):\n",
" ax.set_title(title, fontsize=16)\n",
"pass"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
},
"latex_envs": {
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 0
}
},
"nbformat": 4,
"nbformat_minor": 1
}