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https://github.com/beltashazzer/jmpy
Quick plotting and data visualization of pandas and numpy data.
https://github.com/beltashazzer/jmpy
Last synced: 3 months ago
JSON representation
Quick plotting and data visualization of pandas and numpy data.
- Host: GitHub
- URL: https://github.com/beltashazzer/jmpy
- Owner: beltashazzer
- License: mit
- Created: 2015-08-23T12:18:29.000Z (about 9 years ago)
- Default Branch: master
- Last Pushed: 2017-01-27T22:50:12.000Z (almost 8 years ago)
- Last Synced: 2024-07-05T09:23:09.866Z (4 months ago)
- Language: Python
- Size: 10.5 MB
- Stars: 57
- Watchers: 4
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.ipynb
- License: LICENSE
Awesome Lists containing this project
- awesome-python-machine-learning - jmpy - Quick plotting and data visualization of pandas and numpy data. (Uncategorized / Uncategorized)
README
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"source": [
"## JMPY \n",
"Jmpy is an analysis library created to simplify common plotting and modeling tasks. Simplicity, a common plotting signature, and ease of use are preferred over flexibility.\n",
"\n",
"The goal is to create mini-reports with each function for better visualization of data.\n",
"___\n",
"Currently, there are three modules: plotting, modeling, and bayes. \n",
"Plotting is used to make pretty graphs, and modeling is used to anaylyze data with visual output. \n",
"Bayes is currenlty in development to support easy bayesian analysis and plotting, relying on significant assumptions about the underlaying data.\n",
"\n",
"This module relies heavily on statsmodels, patsy, pymc, and pandas.\n",
"\n",
"___\n",
"__Overview__ \n",
"[Plotting](#plotting) \n",
"* [Histogram](#histogram) \n",
"* [Cumprob](#cumprob) \n",
"* [Boxplot](#boxplot)\n",
"* [ScatterPlot](#scatter)\n",
"* [Contour](#contour)\n",
"\n",
"[Grid Layout](#grid) \n",
"[Modeling](#modeling) "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n"
]
}
],
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
" \n",
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use('bmh')\n",
"\n",
"import jmpy.plotting as jp\n",
"import jmpy.modeling as jm\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### Plotting \n",
"___\n",
"Create some artifical data for our analysis:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
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" xc xc2 xd xe xf xg y ytrue\n",
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"source": [
"nsamples = 250\n",
"xc = np.linspace(0, 100, nsamples)\n",
"xc2 = xc**2\n",
"xd = np.random.choice([1, 3, 5, 7], nsamples)\n",
"xe = np.random.choice([10, 30, 50], nsamples)\n",
"xf = np.random.choice([.1, .4], nsamples)\n",
"xg = np.random.normal(size=nsamples)*15\n",
"\n",
"X = np.column_stack((xc, xc2, xd, xe))\n",
"beta = np.array([1, .01, 17, .001])\n",
"\n",
"e = np.random.normal(size=nsamples)*10\n",
"ytrue = np.dot(X, beta)\n",
"y = ytrue + e\n",
"\n",
"data = {}\n",
"data['xc'] = xc\n",
"data['xc2'] = xc2\n",
"data['xd'] = xd\n",
"data['xe'] = xe\n",
"data['xf'] = xf\n",
"data['xg'] = xg\n",
"data['y'] = y\n",
"data['ytrue'] = ytrue\n",
"\n",
"df = pd.DataFrame.from_dict(data)\n",
"df.head()"
]
},
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"cell_type": "markdown",
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""
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fwSITsMhEemjSkIT5R7DIBCwyAYv5R7DIBCwykR6aNCRh/hEsMgGLTMBi/hEsMgGLTKSH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\nRvVwDmufffaZVq+uu9Jj6NC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"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"jp.histogram('y', df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets start to visualize how our artifical data looks. First, plot a histogram of the results."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you want to look at the data color coded by a categorical variable, you need to specify \"legend\":"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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IdwBYOvts/uItn+HqlZ/M26qJpXTMp6Kp8askIYQQQgghJqhjIM63Ht9FytQs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W1jPraL2dguZmPbmI/tYja2KzY2tqCreTxNkYiIiIiIyAqsMhgrKiqCVquFTqfD0qVL0ZunStqK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\ngv8HUaj935eirOwAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"jp.histogram('y', df, legend='xd', bins=50, cumprob=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"You can also create cumprob plots:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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x2Tzcuec+fK5a3A4fXSPnllwef7Zq//ktJJhVNemXUT1krKtHNY91ZShTSjEV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\n62mixt1IraeRWk8TZt3Cie4fo2tmFOVKr0m33Uc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lbYiNX34SuNImP5fNEwklAXB5bajq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\nWnRGErMwoZQ6orXO7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rly5YerV6/O7eyYzJgJIYQQQgghRIhJYiaEEEIIIYQQISaJmRBC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\niIiIiIjIwf4fXZMsV/O7vZkAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"jp.cumprob('y', df, legend='xd', marker='D')"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"___\n",
"\n",
"Lets look at the data with a boxplot to see if there is any difference between the groups defined by xd:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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hw6c4/f99l/TICK6F86EaOn70BLG2buoevK/QIYoCCgfjDPZF8fod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\nIiIiIlLY/wCVb3swGx+31gAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig = jp.boxplot(x='xd', y='y', data=df, legend='xd', cumprob=True)\n",
"fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Violin plots can be created in the boxplot function:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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MXynqnPFomkTcIDya4OkfnCYRywDg9blYt7mR5rYQm3a23pR8TTrH+Uskz3eD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\nhUMobc0IIZCui4wn0e+fPf98sVRazLrGzLhV0gigWux4IzGeX3yTinR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7eRf6O+5C6JVL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r1+Q5wPbVeqVxyXaeCQkJ6TFr6mCbBQC0trairKwMEydOBAC0tLTIHwCkdL7ZuSC2WCwoKirC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\n",
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig = jp.boxplot(x='xd', y='y', data=df, legend='xd', cumprob=True, violin=True)\n",
"fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"___\n",
"\n",
"You can also create a scatter plot with a fit."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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XYJnt3P64su//mWfzw5+eegrnUBWQc54EMNjqeerp6Zwo9bEiSqF+MUQpNJeI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\nB43Qn1JUhgpGkF5BgRUhl0wze35OWgandFEGzjm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FISQGYAKSA2ENX/VnFJVQu2ow6FWI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\nAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"jp.scatter(x='xc', y='y', data=df, legend='xd', fit='linear', marker='^')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can generate the same graph using the arrays directly without creating the pandas dataframe. You can fit the data by specifying a fit param. Currently, linear, quadratic, smooth, and interpolate are supported."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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9YSZqwgbXmB0mCwVRSkuubSAfiUJtMiIfiSK5ttETWSsxiGq7UEUn9XVgRX2s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4uqbIQQ5PaPIP6wzub86VrLrCjTrbFTY4mHi7C9uACd/foFMl/HjI96oZItSdiM1IuoDE7SatFs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\nSU36P9cUln2p7gliAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"jp.scatter(xc, y=y, legend=xd, fit='linear', marker='^')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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v8KPHZwppMI2Ipul3zQCFQoFcITfQ7/9kMoWDcAKFrIB8topCTkAhW0W1wpBJ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\nrERERERERGJSYCUiIiIiIhLT/wcbRXWJHCRoiwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"jp.scatter('xc2', 'y', df, legend='xd', fit='quadratic', marker='o')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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SxdB6sYnH9r0lUl2WPtQZmimRKhG5fi2Kx5JYnPdhweFLF5jwIuiPbrvOVFuR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\n",
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# fitparams get passed into the fitting functions. Smoothing uses the scipy Univariate spline function.\n",
"jp.scatter(x='xc2', y='y', data=df, legend='xd', fit='smooth', fitparams={'s': 1e6})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Contour plots can be created as well:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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tgoU6thZuCKSNAE0vtyUxs6cmyZ1MQalA7lSKJ1Mp4sM2ea4uKnnEOWnycz6h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"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cdf = pd.DataFrame()\n",
"x = np.random.triangular(-1, 0, 1, 400)\n",
"y = np.random.triangular(-1, 0, 1, 400)\n",
"z = np.sqrt(x**2 + 2*y**2)\n",
"cdf['x'] = x\n",
"cdf['y'] = y\n",
"cdf['z'] = z\n",
"cdf['Gx'] = np.random.choice(['X1', 'X2'], size=400)\n",
"cdf['Gy'] = np.random.choice(['Y1', 'Y2', 'Y3'], size=400)\n",
"cdf['Gz'] = np.random.choice(['Z1', 'Z2'], size=400)\n",
"\n",
"jp.contour(x='x', y='y', z='z', data=cdf, cmap='YlGnBu', figsize=(7,5), marker='.')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### Grid\n",
"JMPY has the capability of creating grids by using the jp.grid function. You can specify either rows, or columns, or both, and the individual charts will be created with data filtered for the grid."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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skdK5PNp6R4yufK0xbNgXT+Tx7Ng4UK1gcnIS4+Pj2L9/P7hWR/sO/0D+gbLe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4DZeq+VHkeubx7gK03wpu2G52GKx1M0uWskQB5/vPG/XgQAeD0uePwCgr2a1oAdj0airyXE4xG9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\nnZbeqKL0dw+QvSz6iyi+4Q/IEuqoyXewx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"text/plain": [
""
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"jp.grid(cols='Gz', data=cdf, \n",
" chart=jp.contour, args={'x':'x', 'y':'y', 'z':'z', 'marker':'.', 'cmap':'YlGnBu', \n",
" 'axislabels':False, 'axisticks':False},\n",
" figsize=(8, 4),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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UOkj4IfQDpdQ1iSfq9/gzHowt6wbNDPHrv7h9AfZ2j+D56Bq2DTATBu6bVjEX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\nYEy8iIiIiIiIAvb/b5HAb3tOUUoAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"jp.grid(rows='Gx', cols='Gy', data=cdf, \n",
" chart=jp.scatter, args={'x':'x', 'y':'y', 'marker':'D', 'fit': 'linear'},\n",
" figsize=(12, 7),\n",
" legend='Gz')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Lfb89QPvgOGPRFDUBNz6Xg/tePMGm9Y30hmMaByEiMmlxhZfFFd5ClyElJpFI4HIVzUcn\nkYIpli5M8hokU5Yf7e9n94kxInFL0ONgcDxOJJGepErhQURE5LXTOhAiaYrRJS4THvb0hGko82CA\nvnA8GyIAhQcREREROWPUAlHCpocHhzEYY6gPuokmLGWe9LdX4UFEREREzhQFiBK2rXOU7V1j2fCQ\nkQkRI9Fk9rGIiIiIlD5jzE3GmO3T/qSMMf/dGPO0MWaPMWanMebms1WDujCVsHPrA2zvHiUUSVDt\nd0/ZNxZLUubVt1dERESkkO73rmll2kJyt0T3HTnd61lrvw18O/PYGPNBYDPwCPCwtfb3xpjFwAvG\nmCestcOvofxZqQWihFX4XNx8QSMBj5OhiXh2+2g0QdLCpvWN2W0T8SSP7u7l0MB4IUoVEREpeVoH\nQk7VZHj4CekP+G+a/Psnk9tfM2PMOcDHgS3W2gPW2t9DdvbSXqD+THyd6RQgStz0EJEbHhrKPEA6\nPDyyq5ff94/z6O4+hQgREZHToHUg5DT8M7Bi2rYVk9tfE2OMG/gm8DFr7dFp+y4HPMCh1/p1ZqMA\nUWJS1vKzg4M8sb+fZMoCU0NEMmWnhAeAR3b10jMWY1G5l0qvUyFCRETkNCQSiUKXIKVn8SluPxX/\nG9hjrX0wd6MxZhFwL/B+a23qDHydGdRJvoRkwsMLnaMYwFp48zm1OB2GCp+L917YRCyZyo6HmIin\nB1H3jMWoD6YDhc/tBODR3X2867x6VtQGCvJcRERESk1nZyfLli0rdBlSWrpOcXtejDFXAxuBi6dt\nrwB+APy9tfZ3r+VrvBK1QJSI3PDQWOahoczDzhNjPHlgINsSEfQ4s+HBWst39vQBZMNDhs/tpNLr\n5JFdfXSPRuf2iYiIiIgsHP/AzG5Ehya3nxZjTDXwVeA2a+1oznYP6cHV37DWPny618+HAkQJmB4e\nHMbgMGbWEJFhjGF5tR+AxLR9AOF4ivoyNxWaqWlBsXbma0FERETOjsnZlv4Q+C/g55N//+FrmYUJ\nuBNoAP4jdypX4BbgjcCf5Gy/8DU9gZPQp8cS8NyxEZ49NsriiqnrPWRCxIvdo5R5Xbxh+dTBXRuW\nVgDQF053YXI50ucOjMep8rt4zwWNBD3OuXsiUlDD2/bQ++Rvab3jj/HUaiCgiIjIXJgMC7eeqetZ\na/8F+JeT7P76mfo6r0QtECWgtdpP0OMgHEvO2DcRT+FzOVhR65+xL7OA3BuXV9EXjpFIWYWHBWp4\n2x6OfvVRot29tN99L7GBMz4ltIjIvJSMRKfcM6N9gxz50kNEevoLWJVIYSlAlIDGcg+b1jeRSFlG\noy/PABGOJYkkkty8volFFd6Tnn/F0kreuLyK7tGowsMClAkPnvoafM2NJMcnFCJEZEFKJRKk4vnP\npJSciNLxxYf4/f/9EhPHTxDAQftn7yW0fR+HP3NvNkQkRsP0PvkbUtHY2SpdpKioC1OJyISIB3ac\nYDSawGFMNjwsfoXwAOmWiCuWVlLjd9NS5VN4WEByw4PTn36deOpriPUN0n73vdDyhgJXKCIyN5KR\nKB1f/hY2maT1T2/GGfDNOMZam229T05E6fjSQ4y1H8UV9PP7f/sSxuXE4XYTaG0mPhji8GfuZckH\nNtL18I8IHzxKuP0Yy/7kXTi8nhnXFplP1AJRQnJbIvINDxnGGM5tCCo8LCDjHV103PPwlPCQ4amv\nITEyBoBNnZUpokVEikYmPIQPHiF85DhHvvQgyfHIlGP6f/k8hz71NRKj4Snhwbe4AYfHzejegwzv\nPIDxpGc7dNdUkoxE2fnhf2K8o5PgqmWM7jlIx9ceVUuEzHsKECWmsdzD5oua2HzRorzDgyxM3sZa\nyteuJD4wNGP2pVQ8TnLyDc44dBsoZsaY64wx+40xB40xfzfL/r/OmW1jtzEmaYypmdx3xBiza3Lf\n83NfvUjh5YYH7+JGfIsaZoSI/l8+R+eDP2DiSCeH7r6Xw5+9LxsebCLJ0LM7MQ4H5ppLGH52J/GR\nMVLRGOGDHSTDE4wfPo6NJ/C1NCpEyIKgLkwlqC6oplF5dU6fl2W3v5uOex4mfOAw3uZGjDGk4nEi\nnb0033wDHCh0lfJKjDFO4HPAm4HjwHPGmO9aa/dmjrHWfhL45OTxbwf+ylo7mHOZN1lrNdpTFqTp\n4SHTPSk3RJStXcmJ7/wk29IQ2vES4x1d3LjnRzMv+Pxj6b+f+86UzU+8eQvG6cQYMyVELLv93Thc\n+qgl849e1SLzSCqRID40gre+BpgZIjwNtUS60uGh7o2XwYEXC1yxvIrLgYPW2nYAY8wDwDuBvSc5\n/hbg/jmqTaTo9f3kt4zsfInAymXZ8ADpbr2+RQ30P/UMfT99muoN63FMdk2qvOBcEqNjfHf926i7\n5gqcPi82mWJk50v8j2u28E/f+Q8q1q8m9OJeEqEx/C2NVF60FuN0ZK/tcDlJjI7BLOswicwHChAi\n80QqkaDz/u8z/PxuWv/svZSvbgOmhoiRXftpee/b0+FBSkEzcCzn8XFgw2wHGmMCwHXAXTmbLfAT\nY0wS+E9r7Renn9fb28vtt9+efbxx40Y2btxIc3MzLpeL4eFhQqHQzMLm8f6Ojo6irk/789/vuvBc\nkkMDhKJxXMGXpzsPdA0y/lI7sXI//msuZ9w7tUtw9ZWXMfjUM/R3HCdwzeUYY7C1QQAc178e50QS\nf8siJtoccOG5hIOB7LmJsTAVzkaWf/BmRsbDhLqL9//nte6XhcvMt5Vpn376abt69epCl1E03vLl\nF/nxHRcVugw5yzLhYejZnbirK0mMjNF65y3ZEAHppvyJo92UndOa3abXx8u2bdv2wrXXXntpoevI\nZYx5N3CdtfaOycdbgA3W2rtmOfZm4FZr7dtztjVbazuNMQ3Ak8BWa+0vc8/TPXMq/UzMP7GhEdo/\ney+JkTDehnTrbKxvCON24vC4SYyM4W2qn3JOMhIleqIfX3Mj0e5eHF4vzjI/f9lyJf/69ENgofqy\n82l6x7Uc+c/7SUXjeOqqiXb34V1cz/I7b8FVFizE051TxXjflLmh0ZMiJS43PPhamnCVB3FVlXPk\nC/cz+lJ79jinzzslPEhJ6ASW5Dxumdw2m01M675kre2c/LsX+DbpLlEiC4qnuoK2u7bgqggS7R0k\n1jeEM+hj5Uc/wMqPfQBvYx3RE33Z45ORKLGeAZbd/m7O+ds/pfqKC3GVB/C3LALA6ffhbaxjya3v\nxN/cSNvW23B43YQPHV1Q4UEWNgUIkRI2PTxkZlRyBQOzhggpOc8Bq4wxy40xHtIh4bvTDzLGVAJX\nAY/lbAsaY8oz/wbeAuyek6pFikwmRLgrynAGfbTdtQVPbRWusiDL//y92RCRCQ9LP7CRqovXYZxO\nmt9zPYG2JYS2p4ce+ZcuJhWe4Pj93yMVi+Otr6Ft623UXb1B4UEWDAUIkRIWPniUgV+/gHdRw4zp\nWF3BABhD17d+NGMaVykN1toE6TENTwD7gIestXuMMXcaY+7MOfQm4MfW2nDOtkbg18aYHcCzwA+s\ntbNMKyOyMHiqK1jxkfex4q/ej6e2Krt9aojoz4YHAJtM0vXwEww9swP/knQLhDEGb0sjo7sPcvRr\nj2RDRMumtyk8yIKhETAiJazs3OU0/dE19Pzol/hbmjCulxcKjA+N4PC4WfqBjVNmH5HSYq19HHh8\n2rYvTHv8NeBr07a1A+vPcnkiJcVVPvsH/EyIiPYMEFyxNLu9/xfP0f/UMwTalkz5JU0mRIRe3Ed3\n7c9o3vjWs167SDFRC4RICTPG0PhHV9N43RuZOH4Cm0gC6fBgk0na/uI2/M2NBa5SRKT4ucqCU8ID\nQMX55+CtryU+NDLj+MTIGM6yANWXXTBXJYoUDQUIkRI3PUTEBoYUHkREzgBvfQ1tf3kbDpeL2MBw\ndns8NEoqGqNt620Eli4qYIUihaEAITIP5IYI43AoPIiInCG5IQIUHkRAAUJk3siEiHP/8S6FBxGR\nPMQGQxz61NcY2XfoFY/LhAhA4UEEBQiRecUYg9PvffUDRUQWuNhgiPbP3ku4/TgdX7g/rxABsPJj\nH1B4kAVPAUJkgRqenNM8FY0BYK3FplKFLElEZE5kwkNibBz/kiZc1ZV5hQgA37RVq0UWoqIJEMaY\n64wx+40xB40xf3eSY642xmw3xuwxxvxirmsUmS+GX9zL0XseAaDja4+SGBvn6FceoePL3yIVixe4\nOhGRsyc3PGRaFVxB/ymFCJGFrigChDHGCXwOuB5YC9xijFk77Zgq4PPAO6y164A/nvNCReaB4Rf3\ncvQrj+CZfOMc2XWAHX/xvxjetoeR3Qc4+rVHFSJEZF6yySSH/+ObJEJj2fCQkQkRR/7jfiY6ewpU\noUhpKIoAAVwOHLTWtltrY8ADwDunHfNe4FFr7VEAa23vHNcoUvJyw0NmrERsYIixPYeI9g/iXVSv\nECEi85fDQdXF60hGoqQSiSm7rLXEh0coW7kMT03VSS4gIlA8K1E3A8dyHh8HNkw75hzAbYx5CigH\nPm2t/cb0C/X29nL77bdnH2/cuJGNGzfS3NyMy+VieHiYUCg0s4AS3W8tHAtFaGluZnld2aznd3R0\nFG392j93+yPtx2n/3k+wl68h6XJhrYVxiK5txR1PEOsbZHhgCPfrzqN3ZIzQD56kcv0ajNNRFPWf\n7f0iMv8ZY2i47kqstfT84Cl8LY04Ju+Hka5eytqWsuxP36PJKEReRbEEiHy4gEuAawE/8LQx5nfW\n2gO5BzU0NPCb3/zmpBepqqqiqurkv1kopf3JlOWnBwd5YTCFJzTAu893sqx6+vmDLFu2rCjr1/65\n3e+pqcSfSJHafRhPXTVjB47AhlZcL7wEKUvKgi8SJ3B8AGst49t+h9fpZdE7ri2K+udivywMRwYn\nCEUTXNBUhjHmpMdZaxmeSFAdcM9hdXK2GWNovP6NANkQEe0ZUHgQOQXF0oWpE1iS87hlcluu48AT\n1tqwtbYf+CWwfo7qKzqZ8PBi1yiLyr0EPU4e3tVLx9AEAPFkih/t7y9wlVJMPHXVtG29DYfXTax/\nCN/kWhHJ8ASJ0TDl61YRWLYYgPhgCE9tFdUbFuyPmMxThwfGeXhXLz98aYDnj4+kW+JmYa3ld0dD\nfPHZTnZ1j81xlXK2ZUJE49uuZuJIp8KDyCkqlgDxHLDKGLPcGOMBNgHfnXbMY8AbjDEuY0yAdBen\nfXNcZ1HIDQ+NZR4cxhBwO7Mh4lB/mB/s62d7V/pN70BfuMAVS7Hw1tew/MO3Eg+NkhxLvy6SExH8\nS5qy4SE2MJxezfovb8PXWEdiLExsaKSQZYucEYcHxnlkdx8VXicNZR5+dnBo1hCRCQ+/PDxMlc/F\n4/v7FSLmoUyIaLvrVoUHkVNUFAHCWpsA7gKeIB0KHrLW7jHG3GmMuXPymH3Aj4CdwLPAl621uwtV\ncyH9/NDQlPCQEXA7CbgdfPo3x9nRPcqicg8Aj+3tV4hYwMKHjtL75G+wqRQ2lWLgl8+RHI8QPngU\ngFV/86cEljYTGxieER7ioVEOfeYbHPx/7yHSoxYtKV254cHnduJyGOqCbh7d1cuvjwxPCRGZ8FAf\n9OB3O6kNuBUi5iljDBXnn6vwIHKKimYMhLX2ceDxadu+MO3xJ4FPzmVdxcjndoBND6Amp/tuyloO\n9k8wGk2wuj6Q7dtb6XPxrZ293HhePesaywpTtBTE2MEODn/uv0hFY8RDo9hUisFfPk/52pWE29Pz\nFjS+9UpqrriQ9s/ci02lpoSH9s/dR3xwBIfLyeG772X51i34GusK/KxETk3H0MSU8ADpVobOUJTe\ncJx7t53AaQyvW1YJkA0PLkf6HupxOrIhAuD8RbqPisjCVhQtEHJq/mBZJa9rraR3LEYy9fJvzfb0\njDEwHufS5grKvC9nw3gyxdHhCT7/2+O0D4zn9TUiiRTf29vH0aHIGa9f5kYmPLjKg/iWLOLo17/N\n8fu+i6+lEeN0EFy5FICjX38Ud2U5Kz76flZ+9P0zwoO3sRZ3bRU2keTw3feqJUJKTiJlSWGzv1Sx\n1tIxFKFzJEq510kskeKp9iG6RqIAVPtc2fCQ4XE6KPM4efLgIBPx5Jw/Byk+Ywc7iA0MF7oMkYJQ\ngChBxhiSD+cZAAAgAElEQVSubK2aEiLGogncDgfLanz4Pc4px+/pGQMMkUSKXx0ZJpZIveL1I4kU\n397dy56eMN/a1aMQUYJyw4OzLED4wGGSo+PER8bSsy/Zlz9Mjew+yNGvP4qrLICnrnpGeMhQiJBS\ntaI2wDvX1jMUiROJJ7Phwe92MBFPsaougM/l4CcHhwAYmkgQS069T0biKcbjKd65tg6/2znbl5EF\nJLR9H+2f+jqHPvN1Yv1DhS5HZM4pQJSo3BBxYjRKLGnZ+gctvG11Hb1jMRIpy2g0vUhOMpX+7dll\nLeX0jsV5bG/fSUNEJjx0jURZVO4h6HEqRJSY8Y7ObHhwlQexySTR3gGMx4W7spzxw8fTIWKSq7KM\nsf2HSYyk+3cPPbuT8cOdeBpqZlzbVVNJtH+I/qeemaunI3JGnFsf5B1r6nipP8zRUCQbHpZW+VhS\n5aUu6GFgPL144jUrqxkIx7MhIhJPEYomeNd59ayoDRTyaUgRCG3fR8c9D+NpqCEViXHo7m8oRMiC\nowBRQpIpy+HBiexgv0yIeOu5tWy6sJHGci9j0QRBj4PDgxPsOjEKpMPDuqYgAY+LhqCbI0ORWUNE\nbnioC7gxObM7KUSUEjNlbIzD5aLq8gtwuFykJiayh2SkJqK0bd2Cp64agLqrLqf68guIHD8xZWCp\ntZboiT7KzllO0x9dMxdPROSMWlUXZEmln3jKMp4THjI/EAFX+i1xeY2f61fXMhCOMxpNKDzIFB33\nPIynvhqn34enrlohQhYkBYgSkUxZfvhSP9988QS/ypkxxBjDxc0VNJR5eOrQEM8dH2U8lmRoIsZY\nLB0Q1jUFCUw2uRtjqA+62d83zuHJNSMg/eHwsT29dIZeDg8Z2RCxs4ee0dgcPms5HYFli2n78K0k\nxsIkRtOzb7kCfqouXUdiPIq3voayc5YTn2xxaLtrM4HWluz5Do+bpe+7iYrzz82GiEx48LcsovVD\nm3AF/QV5biKvhdNh+NCGZi5cVEZd0D0lPIzHkoxPjm2oC3q4YFE516+uJZq0Cg8CQGjHSwDZ8JCh\nECELkQJECciEh7294yyq8PL0kdCUEJGydjI8jNBY5qGp3EtjmZcKT/rbG8jpr5uylp6xGFcsrWRV\n3ctviMYYFlf4SE6uSDxdJJ6i0u8i6NFLphQEVyydEiJsMklsIETrB2+m7NzlTBzrJjWRHjCaGx4y\npoeIaLfCg8wPAY+TD21o4dz6IP3j6W6emfDwnvWNU469YFE5f3ZFs8LDPDTe0Unng4+TjETzPmfo\n2Z0AGM/MlcldleVEewYYP9Z9xmoUKWb6NFjkcsNDY5kbl8PQUObJhohkKjUlPDiMwRjD0iofiyvT\nH/QGx9OtBpnwcElzBdesrJ6yhgTAG1pnn91pcDxOmdfJey5onDK7kxS33BAx3tFF/Zv/gCVb3knb\nX9xGsG0JbXdtfsXzc0OEf4nCg8wfAY+TPz6/gdqAm+7RaDY8tFT6ZhyrAdPzz3hHJ+1330v/U8/Q\n8dVH8goRifAE8ckFNQd/9QKp5MszcaXiCSKdPTS/5wYqL1xz1uoWKSb6NFjEpoeHTLciZ06IaB+Y\noDMUobnSNyUQGGNYUpleGKdvLA7GEE2kThoeMudc2VoFwNNHQjSUeQhFEtnwUOHTy6XUBFcspe2u\nLYwfPkbdNa/DGIO3voYVH/mTySP6XvF8h8fNsg9sxFqLw6Xvv8wfmRDxxIEBLltSMWt4kPknEx4c\nfh+ehlrG9rXT8dVHWPb+jTh9sy8mlwhPcOQ/HyDS3Qs1kIrHGfzVC9RceQmkLJHOHhZvfCt1b9ow\npfuvyHymFogiNhJN8FLfOBVe54ybktNh8LsdDIzHKfe6GI3OnJd8PJ4eA3HrxU0EXI4Z4cHa9PSv\nuXJnd+oaiSo8lLDYwDDhw8cJti2h/trXn/Ybm3E6FR5kXgp4nNx0XoPCwwKRGx7cFWUYY/C1NGZD\nxGwtEZnwMHGsG9/iBiA90UQqHmfwl88zcawLT0MNyajGB8rCok8FRaza7+Y9FzTyrZ09YKaOZRiJ\nJDDGcNslTTiM4YHtJwhFElROftAPx5JMJNKhYk1jGSvqArgdZspCSs8eG+FXR4a5ad3UAYKZEFHj\nd7Os2ke5ui2VnGjfIO1330t8eISGG64isHQxFWtXFrosEZGCiHT30X73fdnwkJEbIo5+7VFaP7Qp\n+z6ZnIjOCA+Qbpmtu+py+n/1HNH+YXA46Pn+z8FaGq9/o1ohZEFQC0SRW1rt448vaCQcfXmGkJFI\nAgtsurCR+qCH2oCbTRc24TAQiiSy4eHmC14eEOhxOmaEh6fahwi6nTy6u49D01aoNsZwXlOZwkMJ\nyoSHVDRGCtj/P+/m9//6xewMIiLyyvrCMTpyZqmT0ufweXEG/dhYfOZOa7GpFJ6aqimbkxMRor39\nU2ZcyjAuJ06fj3jfAP7mJnwtjfT84Cl6fvjLKdNfi8xXChAlIDdE9IVjU8JDRm6ImIinw0PzLM3y\nueGhPpheKK7S65o1REjpyYSHZCTK+LFuhp9+EWdFGeMdnRz8968oRIjk4Zsv9vDQjl4O9uueOF94\nqitYsXULDp93ylSrNpVi4tgJ6t54KYvf/dYprQeemkratt6GTaWyA6gz5ww9vZ34UIi6a16Hw+3C\n4XIpRMiCogBRIjIhosrnmhEeMmoDbt57URO3Xrwor/DgcqRvlD63QyFiHoj1D2XDw8TRLkIv7CER\nnsBORHCWBRQiRF5FZp0blwMq/S6+vbtPIWIe8dRVTwkRU8PDdRjHzI9E/uZG2rZumRIihp/fRWww\nRP21r5vSOpEJESe+9zMGfvPCnD0vkUJQgCghS6t9fOCyxbOGh4xqv5uGstn394Xj/PzQEDV+dzY8\nZPjcDnwuB9/f108smZr1fClu4cPHiPT0E+7oJPTiPhx+L06/l/jQCInQGBhDKhqj455vEdq1v9Dl\nihSVntEYD+zoAaDc68LncihEzEO5IWL80LFXDA8ZuSECwLdkMRXrVmInpzvPLLYJkAxP4C4LElzW\nfPafjEgBKUCUmNcyOKs+6OaqtioGx+Mkpq0WF0mkiCRS3LC6Fo9TL4tSVHnJeQSWNhPedwicDoxj\nctyLx02sbxBjDGXnrcImU0R7BwpdrkjR6B1LhwfXtFtfbohQ6+z8kQkRLZvf/qrhISMTIgDWfOIu\nlv/FbSSGQsSGRxl+Zgdj+9qJDY9go3GWb92Cf8mis/00RApKnxQXEGMMVyyt5I1tVfSNxbIhIpJI\nEYokuHFdHavqggWuUk7X4K9fYOJ4N1WXX4Ar6CcVjWFTFhuP46osI5VMMvLiXhpvuIr6a15X6HJF\nikbPaIzxWGLWReM8TkPSWo4NRwpQmZwtnrpq6q66PK/wkOFvTk9M4q4sp2LNClredxPDz+wg2j/E\n2O8PE37pMK0f3kxgqcKDzH8KEAvMibEYK2r92RARjiUVHuYJ3+IGnF4P/uYmKi9ehzPgIzk2jtPn\nw11ThY3GaHjrlTTecJWmGRTJcV5TkDetrKFvbOpc/ilr6R2LceGiMq5cXl2g6qQYJcITDDz1LP4l\nizBOB06/D1dFkOEXdmW7OonMZ5qjcwE5NhzhoZ09uBwmPcVrG/zmSEjhYZ4oW7mM5R/ezOHP/Re+\npnq4eB3jh4+THI+QGAqx5P0baf3gzQoPItMYY9iwpAKAnx4aIpGyOEy6a9MFTWW8+ZxanA793Eha\ndnG5492UrWnDt6g+Pa1rwE//z58FYPFNbzml1g2RUqNX9zxhrWVX9yjtg7P3082Eh6DHictheHBn\nD8ur/XxwQ7PCwzxStqqV5R/eTCI0iq+pnpo/uBh/cwPL7ngPy3MWSBJZaKy1HB2KED/JJBG5IaJv\nLEaPwoOcROdDPyR86CjepnqMMbirK3CVBzFOB/6WJvqe+DVDz+wodJkiZ5UCRInqGJrgR/sHiCVT\nWGv51eFhvvhsF//Pz47w9JHhKcceHZrIhoeA20m515UNERNxNbXON7khIj4Y4txPbKX1T9+j8CAL\nlrWWF46PcN+L3Xxvb/8rhgiAN62s5uLmcoUHybLWMvTCbgDqrr4cp89LcjQ847hY/xD+1mbK166c\n6xJF5pS6MJWgI4MTPLKrl3jKMhZNUBNw8929fUTjKZzGcM/zXQAsrfYD8NnfHmd5jY9AzgDBcq+L\n0WiCB3acYNP6JhrLTz41rJSeslWttP3l+7CJBGWrWgtdjkjBZMLDTw8N0VTm4dDABN/b28/b19bh\nPsmMc5cvqZzjKqWYWWvpefwXnPjuT+Gyd+GpqWT5Xbdy+LP3AeCqKAMg2jOAu6aCtg/firuyvJAl\ni5x1aoEoMZnwEPQ6WVTu5ndHQ3z1uS7C0SRlXgdl3nQXpf98ppPP/OYoAN2jMQbC8RkrYwbcTsKx\nJMdHNLvIfBRc3qLwIAtabnioD7hxOR00lLmzIeJkLREiGZnw0PP4Lwi0tgDQ/rn7siEiOR4hMTKm\n8CALjgJECckNDwG3k6PDUTpDEcZiSSLJFJl44HYYRqKJ7OJHy6q8HOif4Nhw5OXFblKWnrEYr19W\nycWLdbOb78aPdjO8fW+hy5DTYIy5zhiz3xhz0Bjzd7Psv9oYEzLGbJ/88/F8z53vpocHSHdTUoiQ\nfOSGB39LE8aVbsWPD45MCxETCg+y4KgLU4noHo3yyO6XwwNYBicSRJIWn8sQTaQYGE9Q4XHQF07g\ndpjsOg9LKr0AHOifAGBxhZfecJwrllZwVVu1+sbPc+MdnbR/9j5S4xGSm99O7esvLnRJkidjjBP4\nHPBm4DjwnDHmu9ba6WnwV9baPzrNc+elZMryQtcYXqcjGx4yjDFU+V3s7R3jiqWVLJ68R4rkmi08\nAHgba4n2DND+uftou2sLK//bHbjKArjKNSGJLBxqgSgRAbeToNtJLPvbMsP5TWUsKvcQSaRI2XTL\nw8B4gpS1pKwl4El/e3f1hGmp9LKk0sv+/nGODEUUHhaITHhw+Lx4F9XT+c3vM/DbbYUuS/J3OXDQ\nWtturY0BDwDvnINzS57TYXjP+Q14XA5CkfiUfdFEiq6RCMkUvNA5kv1li0iGtZbwwQ6M2wWzjJVx\nlvmJ9QykZ7xbVK/wIAuOWiBKRKXPxc0XNvLg9h6GI3GqfG5cDsNFiysIx4aZiCcpcztwOtJzlwfd\nDqKJ9JviWCzJ7p4w9UEPlzRXcNHiMt6o8DDv5YYH9+QgP29THZ3f/D6AWiJKQzNwLOfxcWDDLMe9\n3hizE+gE/pu1dk++5/b29nL77bdnH2/cuJGNGzfS3NyMy+VieHiYUCg0s7AS2F8dcPOONj/PHOwi\nNWHxuZzpsBBN4KSM6qCHzr4Bfj7ez8q6AJkJlzo6Ol71+tUNi/B5XIyPjhTt89f+17Z/2R3vYf83\nHyNEEmdZAIOBMIw0VuLe2c/yP3sv0XI/vR0dRVn/XOyXhctMH1hb6p5++mm7evXqQpdx1gxNxHlw\new+xVIpyj4vesRiXLalge9cIL3aFcTsg4HHQORLDYWA0mqLS68TtdLC0ysvHrlpGfVAzLs1340e7\nab/7G1PCQ0YqGiN6op+WLe9g0y7Lj++4qEBVFpdt27a9cO21115a6DpyGWPeDVxnrb1j8vEWYIO1\n9q6cYyqAlLV2zBhzA/Bpa+2qfM6F+X/PBBgaj3P/jh4i8SSj0QRgqA+6KfO60v3cx2KsaQhy/eo6\nbvjK9lf9mRgYj/PA9hPUBd3cuK4Br0uN+fNV7qJx3qZ67qq5lH/f/Titd95C+eq2QpdXcMV435S5\nobteian2u7n5wkY8Dgddo1Fe31rFm1ZU8+evX8obWitoLHMTT0KFx/nyN9cAxuJyGh7a0cPAePwV\nvoLMB/HhEZITERzeqWHRWgsuJ9Zaot192e3JiSj9v3iWVDQ216XKK+sEluQ8bpnclmWtHbHWjk3+\n+3HAbYypy+fchaI64OaW9Y2TYyFeDg+QHg/RWOZhX2+YH77U/6rXyoSHlIVjoQjf2dNLNKGB2POV\nK+in9UOb8LcsYuJoeop0V2U5ibGZa0CILCQKECUoEyLesbaON7RWYozB53Jw/bl1WGMYiyVJWUtt\nwA1AhddJY9BD31icI0MRfnFoqMDPQM62ygvOZemWG4md6Cc5GQpsIsnw87sYeOpZat9wMU3vuBZI\nh4eOe77Fsfse48hXHlaIKC7PAauMMcuNMR5gE/Dd3AOMMU1msj+iMeZy0vf1gXzOXUiqA25q/C78\nbkc2PGSkZ2bysKN7DIBYMkU4lpxxjdzwUOlzUR/wKEQsAJkQUbEmvThcfCjEsa9/m6HndxW4MpHC\nUYAoUdV+N+c3lU8Zx5CwFpcxJJKWsXiKkWj6DbDK58YYQyyZwu928KaV1YUqW+ZQ9Yb1LNnyTmIn\n+kmMTzC8bQ8TR7pwuF0kxyPYyQH5Hfd8i/DBIwRXtTK2r10hoohYaxPAXcATwD7gIWvtHmPMncaY\nOycPezew2xizA/gMsMmmzXru3D+L4nHdubUEPE5CkcSU7Slr091BWyoAeGRXL994oZuhnNba6eEB\n0sFDIWKhsCQm0msm+ZcswtNQqxAhC5oCxDxibPoNrdzroMzjzL6ZJVKWoYk4LZU+/uoNS6j2uwtc\nqcyV6g3rad50A0O/3sbE0S7K1rRR84ZLCG1/iY6vPAJA+OARvIsb0y1ZLY0KEUXGWvu4tfYca+0K\na+3/mdz2BWvtFyb//Vlr7Tpr7Xpr7RXW2t++0rkLWV3Qw6b1jRhDNkRkwsP6ReVcubwKgM5QlHgq\nxQM7erIh4leHhxiNJrLhISMTIg70TbC3d2xun5DMiUR4nMP/cT+Rrp7sNqfPqxAhC1rRBIh8Fzwy\nxlxmjElMDhCUSYcHxnl4dx9LKr2sayoj4HYQ8KTnrT4eitBU7uWjVy6hOqAB1AtJKhpjZNcBPA01\nlJ+3irJzWjHG4F3cQNfDPwTA01ifbcmaESLiiVe6vEjJyQ0RwxOJKeHhsb3pcUH1QTdVPveUEHHN\nihpqAh6GJqaOIcsMwj5/UZDzm7SI2HzUcc/DTBzrxreoYcr2TIg4+tVHGTs4cyYmkfmsKAJEzoJH\n1wNrgVuMMWtPctz/BX48txUWt57RGA/v7qXS68TndlAb8LC6IUjAnf72+lwOWqt8VKrlYd5LjIUJ\n7dyfXXG85/FfENr+EhXrV+NvbmLgVy8wuvcQJJPp+c2BiSPHp1zDGIPT5yHWO0gqpgH3Mv9kQoTT\nwZTw0BmKAmQDdW6ISKYsm9Y34nc7syEiEx7OqQ/wR2vqcTk0NfZ8VHXxOmwiOev9MDE8in/JInyN\ndQWoTKRwiiJAkP+CR1uBR4DeuSyu2FX4nDSWezkWirKtc5SJeJLagIc1DenpO9c2Bjl/URmOnPES\n1loGwvpwOJ8kxsIc/sL9HP7cf9H7xK+x1lL9ugvx1FYROX6CoWd3gLWMd3QSPniUspXLAHB4p67C\nG+sbxBkM0LZ1C66gvxBPReSsqwt6+MBli3nzOTXs6wtzsH+c+uDMX7JU+dwMRxL8+sgwFT7XlBCh\n8DA/RfsGOfKlh4j2DQJQ+4ZLaN70NiJdUz96RE/046mvYfmfv1cLycmCUyyrgLzqgkfGmGbgJuBN\nwGUnu9B8XhTplfavrSvnx/sHaPLGsSNjlAU9VLrSb2hX1cW5rDl9c8ucf3Q4wrHhCCvrAjSWeQpe\nv/a/tv1NVdUc/dJDjMVi2DdeSMeRwwz8HIIrluK68SoG/vGzpEbCOFe3Yta0Eg5P4KpMd7eIX3Iu\njv1H8VZXEk4lSJ7XRvXlF9A9Ogyjw0Xx/OZivyw8fne6m+f5TWV0DEY4NDgx45ihiTh1QTdXtaUn\nn8iEiAd3nGBZtU/hYR4Zen4Xg7/ZRrS7n/joGBPHumnbugVvfQ11V04udbAfUrE48cFQNjxMX2tH\nZCEoioXk8lws6VvAv1trf2eM+RrwfWvtw9OvtRAWRZpu94lR7nmui1AkwVg0idvpoMrvpLHMy6+P\nhHji9guzTfLWWn59JMRvO4ap9rkZmohz/epaLlikvrulKtPyEO3qw7uoHoBUPEGkq4ea11/MyM79\nTHT3MfzsTrAp3FUVuGsq8S9u5G+veDffe8dS2j/3X0R7B/A11dO2dQuemsoCP6u5t1AXRFqI98zZ\nxJIpvr+3ny8808nmC9OTCgxNxAl4nNx8QSMV0wZPRxMpXA6DU+FhXhh6bidH/vNBxl5qx1VZTs0b\nLiYxPIrD62HJbTfibajFXVHGW778Ip984Tv4lzUrPLBw75tSPC0Q+Sx4dCnwwOQH4TrgBmNMwlr7\nnbkpsThlwsNoNEmVz0WZ28mJsRiDYZudbWm28NAQ9OB0GGodbn740gCAQkQJSoTHZ4QHAIfbhW9x\nIx1fehCHz0sqFse/pInoiX7iI2OUrVlBcOVSAKI9/azYuoUTP3iKprdfsyDDg4jH6eCP1tbxhWc6\n6Q3HcTsMQe/s4QHQ6tPzSCY8THR04Qj4SEYihLbtpfLitUS7+9hx58epuvQ8Vv3NBwFo+4vb8Lc0\nqduSLGjFEiCyCx6RDg6bgPfmHmCtXZ75d04LxIIOD10jEb78bBdjsSQVXifGGIwBt8NgjMkOpE2m\nLA7DjPAA6TfN2qBCRKmKDYSY6OjGXVc1Y5/D7cJTX8PIzgP4lzThCvpxLF2ETaUYP3yc5MgYXH85\nZWtW4HC5WPq+mwrwDESKh8eZDgUravwMjMdPGh5k/hh6bicd93wrvcq0w+AK+LDWEhscZuh3O0hF\no6TiCYae2cmh/+8r0Ho15WtWFLpskYIril+h5LlYkkxzoG+cRMriNGBILyDXG44RT1miiRSHB9OL\n3jgdhsGJRLbbUiY8jMeTJFIWj9NB0OPkZ4eGiGghpJISWLqI1js3ER8MkRif2n979KV2Yv3D1L/5\n9YAhFY3hcLtweNwYyB7vcOkDkkiud66rZ8slixQe5rmx/Yc5+tVH8S5qwF1dSSqRwE6up+Twehg7\ncIRo7yDG6cTbWEsykl4bJzY4cxyVyEJTFAECXn2xpGnH/sls4x8WmsZyL82VXir9bkai6fnMrU23\nQCStJbdnbm3AzdtW1zEUiRNLphieiLO9a5R9vWFGowkiyRQ3rq3Hp2b5klOxbhWtH7x5SoiInujH\nXV1J+bnL8dZVU335+aTiSZKRKImRMN5F9QSWtxS4cpHi5HQY3QsXAE99Dd7GOlLhCSovWoO3robE\n6BjJaJxIZw9Yi8PtwttQQ+WFa/E21gLQfve9ChGy4OkOWcLWNAR559p6gm4H4XiS2GRrRDRpqfC6\nuHBxujvSTw8OYq3lvKYy3ra6jqNDEXafGMPrdDA8EWdPT5i3r6mjtUZTdpaq3BAxcawbT30Naz5x\nF8vvupXYQAiHx0315edjE0m8jbW4qytY9PZrC122iEjBeGoqabvrVpzBAPHBUDZERLp7SY5HcFYE\nCSxvofLCtRjnyx+XIp0nGHpmRwErFyk8BYgSt6I2gNvpwO1wEHA7iCRTlHmcXLakAt/kQnL3vtDN\nz36fDhFlHiexVIpEypK0FqfD0BB088LxUXVfKnGZEFG+uo22D2/GVR5Mb/vQzS+HiNdflA0PDddd\nWeiSRUQKylNbNSVElK9biae2Cnd1Bb7aKirWr8mGh8y4wqpLz6f+2tcVsmyRglMHzxLndhouaa5g\nLJqgLxzD63Jz0eJyIokUT3ek5/BvKHPzbOcIo7Ek+/rChKNJnA6IJy3rGoNU+lx0j0Z5dFcv7zq/\nQU33Jaxi3Soq1q2asa31Qzdz5D8fxCYS2fCQmZ0rFU8QGxjC11Q/2yVFROa1TIho/+x9RLv7OPd/\n/BkAI7v2M374OJ6mOjCGaGcP1MDSP3kXDs/MRQdFFhIFiBLnMIbzGoMMTMTY2zNOU5k7HR6ODBOf\nbFCo8LpoLPPww/0DhGNJyr1O3E4nLkd6ISVjDDV+N4eHJjg6HOGcukBhn5SccRXrVtH6Z7cQO9FP\n7dWXZ8MDwLFvfIfQ9n203rlpRvgQWYj2nBhjeY2fgMdZ6FJkjnhqq2jbuoVId2/2Pljzuos4/Pn/\noufxX+AM+mi84U0ACg8iqAtTyTseivDgzh46h6OsrvfTPRqdDA8WS7q59fBQhOPDUdzO9MxL4XgS\nv9tBIgXPHw+xq3uM7tEoVy2vZlWtxkHMN5lm94o1K6j7/9l77yhLqvtQ99tVdXLqcDp3T/f05GES\nYUBCgAAroWgJBCggWcnK8r33XS/7+d5lW7bfsu67fs9PwijLtgSSAAkkoUSQQCCR0wSYPB2mczh9\ncqq03x+nz5nu6R5AEkyH2d9as2a6qk6dveecrqpv//b+/a64aF7kASC99yCexjoGvn4bmeePLlk7\nFYqlxp39XfnR81P8YP8kBdNZcEzBdHh2JIPjLn0RVsXLi7chNm8QRTo2TtlEGDpu2cITVXUfFIoq\nSiBWMMPpErfvnSDo0Yn6DQaTJRJ5i7IjcaUkNLsGImfa7BvLki7aNAQ9GJpG0XKRUjKVtziaKOC4\nkgs6I7WHS8eV3HN4mieG0iyHauWKP4zcsUEO/+NNFAbn12V0LZuh71TKqPg7KzUivA0xJRGKs5aR\ndIl/vr8fgI6oj0TeWiARBdPhB/sn+fmhBPccSSiJWMXYuTz9X/4e1vQMTX/yauJXXETikWcAkK5a\nL6hQKIFYocyVh6BXJ+DRmchZZEo2AUPg07WaDJiOpGC5ZMoOjUEPr+qK4rqSiZyFJiBgCJJFix8f\nmKJsuziu5JeHp9kzluP+40meGMooiViB5I4N0n/Td7FSWfpuvKUmEVV5SO89CJysVK4HlUQozk5G\n0iW++PAQh6cKAFiuSzzkmScRVXlIFCw6Yz72j+eURKxSqvJQHp/C19YMQiB0nUBXGwCjP7xbSYTi\nrEcJxApk5BR5qNIU8lCwXRwEUb+OPXtjC1QqzSGANTEfBcvBkRKfIQh4dDpifs5pCTGcKnPH/kl+\nemUATUoAACAASURBVGCKAxMFWsJemkNeHuhTErESyB0ZoP/L38VKZ2vyYERC+Nua0AK+mkQU+oZI\nPrkX3yKLpvVgAKFpjP34PvV5K84KRmflYTpv0RiqzG1/bjxPyXZqEvG9PeN8f884iYJFPOhBE4KW\nsFdJxCpl5PZfUhgcqcjDHIRWeWSauu8RlcZVcdajBGIFMp41KTsS3ynZkixXEvMZuK4EBPFg5WZY\ndCTtES9NYS99MyUOThYIenVi/sri6q0tITy6Tjxo8NhQinuPztAcrtwkDU0oiVgBVOUhe7CPQ//0\nZfr+v//EiIQwIpU5u55ouCYRwueh7Z1voDQ6seA8ZiKFHvDT/ZF3z1torVCsRsYyZW7bN0HRcvHp\nGlp1CqeUNYnw6oKnhzNM5szaNRVYIBGuujauGpqufBV6wI+VyS26P7ihm+i2jWe4VQrF8kJlYVqB\nnNcR4fO/6n/Bug15yzz5b9Mlb1Z/Li84dt94Hq8uOK89QrJgs7kpVLuRAjWJuP94kpBXZ1tr+GXr\ni+KPpyoPRiyC0HUm7/ktRjhI46XzIwyeaBjTcei/6Xts+ttPVTYOVaY0aR4DM5FCaBq9n7tBpXRV\nrHrSJZtb907gM3R2toU5OJmnMJu6zm9olCyXPSNZOmI+1tT5ifoX3i6rgyzTeQtXgnaKc5u2y0P9\nSXa0RWgOe89EtxQvA8GezlpaV4vKtROgPD4F9dD7yffWBmcUirMVJRArECEEJdvlb/9kLb8bSNEy\ne2OazJuc3xEhXbTZO55lLF3mgliJhFHPa3sbuLg7xkimzD8/MMBk1mRLc5D18cpF8JZnx3GkpC3i\nIx5amKKuaDmEvTotEXUTXE7MlQcjHKwUC9zQTfZwPzOP76Xhop1ovspnJh0HJ5Mj/rrXYIRDNL/h\nEvjWHkqjE+gBP5rHw9pPv7cmD9J1ayF7hWK1EfRodNX5GJgpEQp52NIc4uBkHgApoWS7xPwGN5zf\nht/QuXXvBNmyTcR38rY5XbCIh7xcs70Z4xR7MG2XHz8/xbFEkYOTBa7b2aIkYgVxqkS4hSLeljiA\nkgeFAjWFaUXzmp4Yl/TUMZEzmciWubArypXrG3j7OU3sbI3g9egUbZeOqJ9Xr4kyXbD40XNTbGoK\ncunaOsayJv0zhdpaibdtbeIju9vIlJ150Y1s2caVcN3OFppC6ga4XCiNTc2TB6jIZXjreiKb1mJO\nzZB8ch9IiXQcSsPjxF/3Gtre8ScIIWpTlFrfdiW630fTGy9h4Cu3ku8fYvo3j3Pkn7+GmUgtZRcV\nilcMj67x9q1N9DT4mcpbeDTBlubKg+F03iTmN/gvl3axpi5Ac9jL9TtbcGTleggVeWgMenj39uYF\n9SKq8jCYKtIR9aIJuG3vBJM5c0E7FMuXqkS4hRLelji9n3zvUjdJoVg2KIFYwQgheE1PjN2dUUq2\ni1cXCEDXBCGfju1IGgIexrMmDxxP8v09Ewigzu+hLuBhZ1uE4XSZI1OVUbeLuqJsag7zjq1x0iWb\nku3Okwc1era88MQiBNa0Y2dz89amCCEIbVqLN16PEBquvVAe5tL8hktou/qNjN15L06pzMH/8a8M\n/sedWIkUfTferCRCsWrxniIR1SjCluZQTR6qzJWIkUz5JclDc8iLEIKIz1ASsUIJ9nSy4a8+Ru+n\n36ciDwrFHJRArHCyZYfjM0ViAYPf9ad5dDDNr44meKgviQQStpegR3DLsxNM58pE/SdvdlG/wc62\nCPrsTbP6YLmxKcQ7tsZJFZU8LGf0oJ+ej19PoLON8vhUTSIq0YYJuj/6bjre81aKgyOnlQeA7IFj\nnPiPO/A0xHCKJQonRikNj6EFfDiFopIIxapmrkQMpytrxP7qip558lClKhHbWkKLyoMr5QJ5qFKV\niFv3jJMsWK9onxQvL77mRoxQ8LT7rUyO6Qcex7XtM9gqhWJpUWsgVjCZ2UWARcuhMejFcl1u3zdB\n2XZwXAh4dQ5lXILFEpqQjGVNgl6d9qiPSlJXiPh0cubCr8HGphDX79IJefRaakPF8sMIBej5+PUM\nfO1WisNj+JobKQ6N0/zGS2h925UgJXW7thDa2HParEoDX78NT0MMc3KG7IFjeBvqkLZN8ol91F+4\noyYRvZ+9AW9j3RnuoULxylOViG0tRR7qT81LInEqzWEvb9u6eJIBAYS8OlIKJNWr7ElsVxIwdAxd\nZThbLViZHP033UK+f5jC4Cid738bmqEerRSrHxWBWMFU5aE+UHnAtx1JIm8ylrWwXYkhBDEvZE0H\ny5WUbZfBVAlndnmDlJVicttaFg/LrqnzK3lYAVQlItDZRqF/uCYPQgiEphHetHZReShPzQDgqYvi\nFstknjuCEQkhdA3N50XoGskn92PURbBSGQa++QOVxlexavHqGpub/7gpKkII3rSpka0tQSZz1rzU\nrsmiRcDQuW5Xy7yF2IqVS1UezESK0PpuUk8/x/AtP1WRCMVZgRKIFUymZNfkASBnOui6hiEgU66s\nYVjvL1IwHdJFm7xpU+/3IDkpD1ubg1y1Ob50nVC8LFQlYu0n3lOThxejGk2wppMY4RC+ljhOvoCU\nIB0Xt2wR7O3EtRyk49L8hteo2hAKxYuga4KrNsXnScRceYgtkg5WsfKYKw++ljhCCPxdrUoiFGcN\nSiBWMBIozeYtd6VkMFkiaGhE/Aa6piGoSEW27CClxHSg5LiMpEuM58yaPOinJi9XrEiMUIDYuVtr\nD/nSdXFKC+t+5PuGKA6N1VK0uq5LYWCI2I7NeBrrsdMZ7EyO0KYe/G0tWNNJ1nz4aurO3XpG+6NQ\nrFTmSsRIpqzkYZVh5/Lz5KHKqRIh3dPXalIoVjpKIFYw79rWRLpsU7JcNCFYE/MxkbMIejTObQ8z\nnitTtl0sR2K5UO/XSRYsirbLxriSh9WMdF1Gf3g3R//XNzCnk7Xt2UPH6fvSdzj+xW+Tevq52nY7\nm6cwMET0nA0Iw8Abr1fyoFD8EVQl4vUbGpQ8rDLcsoWdySE8C6f4CiEQho6ZSCqBUKxqlECsYNY1\nBmsSMVOwODBVoCFoULRdjicKuLJSEEnTIGBomG6lwup41mQgWcJ01MVtNVKVh+mHnsLO5Tl+482Y\n00myh44z8NVbMeoiSAnP/bd/BiDU20Wwp7MiEf1D9H7ugzRefhHmZELJg2LV47iSgum8IufWNcGF\nXTElD6sMb2MdvZ/9ACAxZ9Lz9pVGJwl0ttLzievVYmrFqkZ9u1c46xqDvHZtHV95bJiY32BHW4Th\nVJEnhrNIKRGiUnHVb+g4riRZtAl4NI5M5xnPmqxtWJiqULFymSsPga5WhKZhTic59PkbcS0bX2sc\nEOQOHquYJWClMnjj9QA4hSL1F26n+fUXU55IEOxuX8LeKBSvLI4rufdIgmMzRa5XhTIVvwf+9mbW\nffYDHP2/v0HqmWFiO7dQnpiuycMLpX1VKFYDKgKxwpnImjx6Is3WlhA72yIAJAo2MZ9eKXhU0vEZ\nlY9Z1wS2KylYLp1RP/cdTaisOquIxeShSurZA+T7hpC2Q+qJvUjbxVNX+b4kn9iHmUzjjddjhIL0\n3Xgz0rJ/L3kwp5PYufzL3ieF4pWiKg/7x3Mg4dY9E0zlK0Xenh3JqGuj4kURhg4CCv0jTP36Efxt\nTUoeFGcNKgKxgsmVbW7dO46hCeoDPqCSXSnmNyjZDkjJQAEChsRrgOVINAGtES9+j+Atm+Mqq84q\nIr3nIJP3Pcznd/8pBW3Or3Y9sOF1J3/uuXze6z5/3V/MPxbgtiPzjon4dO64Ycei71scmaDvxpvx\nxMKs/fT78UTDf3gnFIozwFx5aA570YQgU7L56mPDANxzdAbTkVzYFVXXSMWilCcT9H3pO+g+H02v\nv5j0swfQA3602XUR5akZJu/5La1vuxJPLLLErVUoXn6UQKxgAh6ddQ0BDkwWCHtlZfGWEPQ2BnCl\npGi7dPt1pooOJctF1wRtUR9dMR/X72ylI+ZHSlkZgVOseCJb1xM77xwKmsG/zTx18sFHSlJPP0/h\nxCjxyy/CEwuT3nuI8vg0DkChhBENY2eyxC+/kC3/8F/QfPOncrzhm88u+p75gREO/PX/xt/ajGmn\n6L/pFiURimXNYvIAYLkuAzNFAMIend/0VZIPKIlQnEpVHqTt4JlNh9142W5yRwc48Z930vLWKxj4\n6vcwp2YonBil99PvVxKhWHWoKUwrGF0TXLU5ztbmIBM5a17IPeLT2d4S5jVxm01NwYo8RLx0xXy8\nZ9dJeXjsRJpfHJoGYDy7MOWnYuWg+310f+hqAErDE7Xvg5XNE+hqZc0Nf4qdzYEQRM/ZUNn/qm0Y\n9VGk4xDoasPK5Jm8/7GXNH0jPzDC/s/9I8XBUbKH+9DDQcxERSKsjJJSxfLkeKLI0yPZefKQKJgc\nnioQni3wNpAs0RTy8pMDk9x9WE31VMznVHmA2RSuna0kn9rPvk//PU7JJNi7BmsmQ99Nt2Cls0vY\nYoXi5UcJxArnVIlwpWQyZ7KzLcJfXLKGlrAXj65xbnuUrrrAAnl4qC9Fc7gy/em2vRNKIlY4ur/y\nWYa39FIansBKZ3FLZXo/ewM9n7ie+GUXUhwaI3/8BL6WRoy6CG6+iK+5gboLtqEF/Bz+/I30ffHb\nL/jQVJUHcyaFt6URXJfk4/uURCiWPesaA+xqCzM5O+iSLFocnirgMzRcV9aOSeRNpnIWt+2d4J4j\niSVutWJ5IVjs6ugUiuQOHkfaLr7ZxBS+lkYlEYpViRKIVcBciRhOl9nRGub1GxvxGhrrGoNcs72F\n/3pZF594VccCeWgKezFma0F4NKEkYpXQ/aGrCW/pxS2W6f3M+wl2dyA0jfZr3kj88ouQrkuwq41A\nVxux87YS27UFM5khs/cgRjTM0HfvYvh7P11UIlzL5ugXvkZpfApvvB4hBHrQX5MILegn3z9M+tkD\nS9BzheKF0TXBxqYgZcdhNFOu5LqWYDou1cTWubLNsUSRgEdH0wQP9acYSZeWtN2K5UPv525AMwzM\nRKq2zSmVmbrvYfRwiIbXnAdzpr3NlYjFinsqFCsRJRCrgLzp4LiSqzbHuXZHC6/f2FgrECcEbG0J\n4Tf0Wnj+yaHMAnkACPuMmkRM5swl6Yvi5UH3++j58DVs/D8/TrC7o7ZdaBod17yJdZ/7AG7ZrExd\n6mzFTGZIPbUfze9D2g6h9d3MPPw00/c/Ok8ipJQMfedHCE3D396CkyucfM+gHxyX6fsfJ3bu1spN\nVKFYZhxPFPjJgWkMTVCwXAqWS1edj7Il2dBYyZ5zLFHEZ2iUbJcNjQG6Yj5u2zehJEIBgK+5cZ5E\nSCkpDo8hXYmdy2MXivOOl1LiWhbehrpK5iaFYhWgBGKFkyxa3PzMGD/cP4nlSjbOrnd4ITJlBwQs\ndpihaZQdScl6ZQorKc4cms+LN15P4cTYgmJHdedvY82fvQsnX6Q4MlGTB7dYxt/eTGzXFvydbYz9\n6D6m73903mulKxG6Tt3ubRiRMHa2kr5VSomdz+NraaT96jeoIkovE0KINwkhDgshjgkh/nqR/e8T\nQuwTQuwXQjwihNg5Z9/A7PY9QoinzmzLlx/HEwXufG6KmM+gI+on6tcpWC4Bj84nXtVeGzipysPa\nej8dMR8hr0HA0Llt30QlaqE465krEbnD/djZAnXnnYMRCpL4zeNYc66LpZEJIlvW0f2hq9V1UbFq\nUAKxgkkWLW7bM4HpuIxly9y5f5KSPb+6dCwWW/C6K9bVs6stwmTOxJ0zulyyXNJlm6u3NbGmXhWY\nWw1kD/dz/P/9d45/8duY08l5++rO30bbji2kntgHiJo8RLdvRGgamsfA2xJn9I57a68RQrDmg+8k\ncs56Uk/sI7ShuyYR5tQMvtYmdnzpf+Jvjp/hnq5OhBA6cBNwFbAVeI8Q4tTS4P3Aa6WU24F/BL5+\nyv4rpJS7pJQXvOINXsbMlQe/p3Lrawn7iPp16vwG29si7GqvZA8rWk5NHmB2iqcusGxJrmwvVRcU\nywxfcyPdH303wmPga2og0N1O42W70YOBmkTMkwefKlSoWD0ogVjB3LZnAtN1qfN7iAc9i0pEXV3d\ngtfpmuB1GxrYeYpEpMs279rWxLpGVQRnNZA93M/AV76HEYvglsocv/HmBRLRdfEF9H7uAzjZPN54\nfU0eAFzbpjwxTctbr1h4clfiFMvM/O5pQhvWIAyjJg+BjtYz0b2zhQuBY1LKPimlCdwKvGPuAVLK\nR6SU1Q/2MaDzDLdx2TOWKXPH/vnyUKUl7GOmaPPj56e4enszAA1BD21RL1V5MB2XRMHiLVvibGwK\nnenmK5Ypdr7I6J33YgT9+DtaEEKgeYyaREzd+zsCna1KHhSrkmUTSxNCvAn4IqAD35RSfuGU/e8D\n/orKFT0LfFJKufeMN3QZkCxaADV5gMrI8FyJeNf2ZvyGhm3bGIuETKsSAfDsaCUzhJKH1cNceTDC\nQQgHMaeTHL/xZtZ99ga8sxlCbNum8/q34G2sZ+wn9+GWTPSgH9e2KY1M0PLmy2m56jL41h4AXNPi\nxH/eSfbQceJXXETyiX0kHnyK+t3b2fg/P4m/tWkpu70a6QCG5vw8DFz0Asd/BPjlnJ8l8CshhAN8\nTUp5anSCyclJPvKRj9R+vvrqq7n66qvp6OjAMAxSqRTpdPrUl62o/fmZFJt8OUqWS5DKHPSUUYcU\nGh67QLvIsUYLMDxUmZ705jaHJ9Nl4mE/XruAYebZ2RQkUk4wOJhYdv1T+8/s/sHBQTo6Okg9/Ryp\nmRm03VuwmT8nuF6/iMzj+3A7mhgaH1tW7X859yvOXpbFpz8nTP96KjfIJ4UQd0kp56ZxqYbpk0KI\nq6iE6V/oRrpqeWSw8stclYcqVYk4PlNk/1iO3V1RRkZG6O7uXvQ8VYnwGYL7jyeVPKwi5snDLN54\n/QKJqH4/ml9/Mb7mBga/9QM8ThRzJlWTh2oRrao8ZJ47gr+zFSEEDRftJLP/SGWRYFktvF9KhBBX\nUBGIS+ZsvkRKOSKEaAbuE0IcklI+NPd1zc3NPPzww6c9b11d3aKRzJW2v7XD5vZ9k4yWbBqDlWun\n7UrGijqXre3mVWtis9/1GS7dtQnneJInhzOAwVs2r2Nb6+LFEZdL/9T+M7V/pnZPbXj1ueSPDpB+\n9LnaNbFKeSpJ3QXn0PuWF65Evfz69/vtV5y9LJcpTCpM/3tw2drKL/PMbCSiipSSqbzFluYgO9tf\nWiVgXRNcvq7hZW+jYmlxLQs9tHAdi6cuSnl8ityxwQX7Yjs30/2Rd2OlMgvkAeDEt380Tx4AhK4T\n27UFT0OMvhtvoTQ29cp16uxkBOia83Pn7LZ5CCF2AN8E3iGlrBUtkFKOzP49CfyIyrX2rCTsM7h2\nRzMxv0GiYGG7kqm8yWVr6+bIQwVNCC5fV8/F3TF2tIZojajpJ6uR6d8+xfEvfQc7X3jxgxdB8xh0\nfeCdxHZupjQ8XstYV55I4GmIqgrUilXNsohA8MeH6WucDeH46v4eLYNZdAkYOkk9xlTBYWPUZVuk\nyNhw5b8znU7Xwq2nO787J9X/cuqf2v+H7QeQV+4mNZ3EiIYQCIKjMwjTImuW8F/zOrJt9WQHBxd8\nP2R3K+FPXUc54OPEiRPz3sMTi2DFY9id8XkPWwCe5zLofh85q8zE4EI5WU7/P6fbv0x5EtgghFhL\nRRyuB9479wAhxBrgTuAGKeWROdtDgCalzM7++w3AP5yxli9DqhJx+75JxrJlrlxXv0AeqmhCEPYZ\nPDyQ4liixPW7WmgKKZFYLUw/9BSjt/8CdI2Br3yfnk++ByP0+0fhqxLBd35Eeu8hNK8HT0NMyYNi\n1bNcBOIlc5owfY2zJRwPM/zJ+Zu5fe8ko6aNXXboafDzpq1NePWTgaXBwcF5U5hOPX+ubPODfZMA\nuFIuo/6p/X/ofoDtb3kdh/6vr5B69D4aLtuN8HgoDo/T8aZLaXndycjCi30/TjJD+9VvgDsk0w89\nRaCrtbbY2kyk0AyD3r/4AL6mBl4o/9Jy+P9ZSeF4KaUthPgMcA+V9WH/LqV8Xgjxidn9XwX+FmgE\nvjz7udqzGZdagB/NbjOA70kp716Cbiwrwj6D63a2MJwqsbEpuKg8QGVt2L1HEjSFvBQtl1v3TCiJ\nWCVU5cHX1oTm9VAcmfiDJEI6DuM//w3hzetqElGeSLD20+9T8qBY9SwXgfh9w/RXzQ3Tn61EfAbX\n7mzmtr0T1AUM3n6KPLwYubLNbXsnycymJXzgeJIr1tWjneaGqlg55A71YSdSCF0ncf9jhDb00Pb2\nK2l56xWnfWB6MYSu0371GwFqEmElM/PkQfHyI6X8BfCLU7Z9dc6/Pwp8dJHX9QE7T92ugJBXZ1Pz\n6bMpVeUhHvTg0TU8ukamZCuJWAWcKg8A/vbm31sipOMwfOvPmXn4Gabvf4yeT76XNX/2LqTtqIxL\nirOC5bIGohamF0J4qYTp75p7wOnC9Gc7EZ/BDee18c5zmheVh8XqQMBJeciaJxcUPjWc4YHjyXm1\nIRQrk8Fv/RBfa5z45RehhwJIx6Hh0gsWyMPpvh+noyoR8csuoNA3pORBsSqYzJnc+dwkmVJlMGWu\nPFSJ+g0EcOueCabzKmHASiR74Bgj37trnjxU8bc3UzgxytC3f/yi56nKQ/KxPQS62zFiEQa+8j1y\nx04oeVCcNSwLgZBS2kA1TH8QuL0apq+G6pkfpldVVefgM7TTVp9ebLrGXHloCJy8iLaEvUoiVjjp\nPQcB8DbVowf8CEMnfvlFeBvq6P/yd7HS2XnH/yHTeaoS0fGetyp5UKwopJS1ha5VJnMmt+6d4MhU\ngdv2TdS2G4tcU/2GRsF0aqKhWFn4O1vxxOswE8kF+5xSGaSk/qIdL3qeqjz4OytTOY1wsCYR2cP9\nr0TTFYplx3KZwvQHh+kVL8xidSDuPpJgumDRdkpmEU0IWsJeHh1M0xbxsrXlpWVyUiwPCoMjDHzz\ndtj1dvSAf94+X0sjpdFJBr52K+v/8qO1SET1++GaFkj5kkfPhK7TdPlZmUVZsUIxbZe7Dk5R5/dw\n5frKVM2qPOgC2qO+Wo2ddQ0B+mZKtIQ9td8V03aZKVq8dUuc3peY8lpKiSMXlxHFmSffd4Ly1Axu\nsVLvw99WKRzolMr8VdMFFNu88KwFzz77guf5SLELdnbN31hPZSL2b1Pw22eJ+HTuuOHFZUShWKks\nG4FQvDIsVgfi1WvqGEqNkzcdQl69tl1KSaJgsbYhwNqGhSlAFcsbb7yBUO8aoPJZzp2u5FoWrmVR\nt3vHvO0jIyN0NrUw8PVbcW2btZ94D0ZYVdpVrC5M2+UnB6YYSJZw3SISyY7WMLftm0QXlamgAPWz\nEdlE0aK3wV+TCMuRzBQt3rI5zjmnqQdxKlJKHhtMs388z7t3NtfOrVgaUnsOcOJbd+Bvb6E0Ook5\nXYlCeOpjmJMJim1e7v3ouS96nud/9RDl7/0SadmEt6xD85x8jLJSGaRls+6/foi3/3z4FeuLQrEc\nWBZTmBRnlo6Yj2t3tFKyHfKmU9s+XbBojfh417YmAh79Bc6gWI4YoQA9H78egPL4VG2qhmtZlEYn\naX/XG4lfPr8MgLRsBr5+K4XBEcqjU/R/9fvYufwZb7tC8UpRlYfBZInmkIeWiJfHB9P8y0Mn0ISs\nycNcimYl2rCpKcBYzmQ8Z/LGjY2/tzw8NJCiYDvctmeiFt1QnHmq8uBtasAIBgj1dqEF/JjTScpj\nk3R98J0A9H/1+5ipzAuey98axymUyB48TurJ/bhWZTpbVR56P3sD/ramV7xPCsVSowTiLKA/UeDx\nE+l5c38XkwglDysfY7Z4XKCzjfL41Hx5uOKiedEHp1Ai9czzFAZH8LU1YzTEKI1MKolQrBrmykNT\nqDIdSROCtqiPXNmmb6aIK92Fr3Nc2qM+3rw5zrr6AJbjcjxRxHQWHnsqc+WhOeSlIeDBdCtpYJVE\nnHnmyoMe8AEgNG1WIgJEtqzHUxcFYPjmu9j78b/FnEkteq7S2BQzjz6LOZPG195EaXSS1JP7KU/P\n1OQh0NV2xvqmUCwlSiBWOcmixR3PTfHA8SQP9acWlYiiVREIJQ+rh56PX0+gs43iibFF5aE0Mc3e\nz3weczqFr60ZO50l8eCTWMm0kgjFquE3fUmOJYo1eaji0TXO74ySK7scniqejNbN/r21JcRVm+JM\n5y1GsmVawl6OJ4r87MD0C0rEqfJQTW5R5/dgKYk440jHYfQH96D5vTV5qCI0jUBXK8kn9nHkn74M\ngB4OUDgxyt5P/v0CiSiNTXHsX75JeSIBroudyeNtaaA4Mk5m72G6P3atkgfFWYUSiBVM0XIYTBYX\n3VeyXe49PM3ByTxRn05L2Fu5sS0iEX92QTuAkodVRHU607rPfWCBPFiZHAf+5v8hvfcgZjpDeSJB\n8ol9CEOjMDiKlUyTOzLA5D2nL8ioUKwEtrWGCRgaBWvhQ3/edNjVFmZjPMBU3sKVkslcJT3rVZvi\nTOZMbts3gVfXCPsMmsOeF5WIgWSJ+48naZojD1Xq/B7ylsNdz08vyASleGUQuk7Pn18LVK57c3Et\ni/zRAexikcLwOAB60I+vJb5AIsxEimP/8k3S+46AACMSxBMNY2fyBLraCHS1MfGLB5GOg0JxtqAE\nYgXzw/2TfO/ZCfaOzk/NWbJdvvn4CDc/M85IycA7m+a1+TQS0RBUi/tWI0YoQGTr+gXy0H/TLeih\nIMHONpz9x5i8+7cA6H4fRixM9nA/TqFE/IoLT3dqhWJF0B71ce3OFsq2O2+9V7Jo4Tc03ntuK+89\nt42OmI+hdJmtLZUEAo8OpvjCAwPoAsKziSaEEC8qER0xH5uag8wUrAWSULIcpIRL18b+4GKOit+f\nYHcHvZ95P26pXJMI17LIHzuBkytgpbJo+snBMyE4KRGf+nvsQhGnWCR78DhuqYQ2PoNrWghdgMg+\nQwAAIABJREFUwxMNYyZSWKkMRjRcebFCcZagsjCtQKpTjiZzJs1hD3cfqRTl3tkeoWS7/PsTIzw1\nkqE+YHA0K8lSZG1DYJ5EGJrgNT2/fw0AxcqlKg/l6RTBrjZ0n5f83b/FtWzM6SSaz4trWngb6zGC\nfqZ+9Qjt17wJoalxBsXKpSoRH/vhQSx3/kP9Hc9Nzfv5t/2VEed/+PUAAAenCoue875j8J1nxvjx\nB+cX+vbqGm/f2sRdB6YYmDm57qJkOaTLDldva3rJKWAVLx9Viej7t1swLQs7W6D96jdx4jt34uQK\neE5d9Cwlut+LlcqSfOo5Mk8/T6C7k+LQGOUnnsPJF/G1xDEiQQRgpbPUXbBNXSsVZxVKIFYYRcvh\nh/snAWgKVXL2x4MViTAdlyPTRRIFC78uQAhiXsl4thKWr6VmFSov+dmGUyrTf9N3KU+n8LfGkVKS\nO9yHt70JezqFXShRGBgh2N1Ow0U7wNCZ+tUjRLdtJLJ1/VI3X6H4o2iP+rBcyVWbGgl6NK7b2ULd\nImlVD07m+fmBCXyGhyPTefKWS2PAw5aWIIam4UrJeKbMpuYQX3lsZNH3OlUioj5dycMyoCoRA1/5\nPu3XvIn45RcS2dLLvk9/nvL0ycJy0pXYmSxGNELzGy+l8aKdeGMRcsdPYERCFEYmQEpK41MYuSC+\npnqarng14XXdL/DuCsXqQ+nyCqIqD9V5ulU8ukad3+BbT45yYCLHmjo/57RGsByXdb4iIa/GeNak\nL1FkIlfm0p46LuyKLji/lJITqRKOq+bnrjaErldC7LZdqxER3b4JLj0XT0MMXBfNY1B3wXaE10Np\nZJKm111MeHPvUjddoXjZuOG8Vt6zq/W08vDTA1Os8xaIBQy2tYYJeTQSRYuDEwVMx2E8U6Yh6OHw\naSITVaoS0dPgJ1VS8rBcCHZ3sOnvP0v88gsRQhDq7WLHTX+HZ7b2zany0PORa9B8XqI7NhHe3Evh\n+Al811xZKbjpuDjZPOGNa1n7yfeiB/0v8u4KxepCCcQKYjpvMZIuE1skb7kAyrZLtmwjBMT8Bltb\nwjiuxHYlQsBYtsxruut4dffic3AfH8pw89Nj/PLQtJKIVYbmMej+yDWENq6lPDKBlBJPXRRfS5zS\nyARSgr+jBQQUh8aJX3aBmr6kWHXEQ16i/oXXz6FUibsOTFEf8NSiswGPXpOI6YLJU8MZGoIeZooW\n9YHKOZ4ZOX3NgKpEfGh3m5KHZYTu9827/1UlAir1c06Vh9SeAxz6uy+RPXCMhtecC67E19yIEQsT\nXLcGt1gm8/yRpeqOQrFkqKeDFURXnZ+3bokzs0gawLzlcl5HhDV1AXJmZXGfVxcgYDJvYTuS63e2\ncMnaugXyUF3s9+DxJG0RLwcmC0oiViG63zdPIqx8gULfENJ28DbXU+gfZvQHdxPdvlHJg+Ksoj5g\nEA95yVvzs+gEPDpbmkIIoCPqZ6Zo0Rzy1jLW3Xd05kUlojrVVLF8CfV2ARDduZnmN15K57VX1eSh\n/8ZbmPjlg1jJNFa2gKchhls2CXa20vjqczFiEUZuvxunVF7iXigUZxb1hLDC2NYa5s2b40ClSBJA\nomBRFzD48O4O3nduK6bjMp03eW4ij+NK/IbGq9bEuGJd/aLy8PhQ5QbYFPZi6BotYY+SiFVKVSJ8\nHS2M/fAepOPg62rFSedwLRuhaUz8/EFKY9NL3VSF4owR9hlct6OZiM+gaJ+UCNtxSZcttreF0QQ0\nhyrXyCrxoOdFJUKxfJGuy/jPHiC97zAA2//1fxA7byuH/+nLDN1yFye+dQeB7g7qLthOZu8hUk/s\nw0ykiJyzgbrzt+GUTdxSme6PXIPu973IuykUqwslECuQba1hAGaKFhM5k7qAwbU7Wgh5ddqiPt64\nsZGDUwVyZQefofHqrhiJosVjJzLzUgtW5eHB45UFZNXQvRBCScQqxskXSD65v7Iuoj6Km83j2jaa\nz4O/qxUzkWTfp/6O0tjkUjdVoThjVCXCq2vMFC1sx2Uyb1If9PD0cJaJ3MLIr0fXiPoMfn0sSa5s\nL0GrFX8o0nUZvfNeJn7xIIPfuB2A7MFjjHz3Luxiib4bv4O0bXS/FydfRAsGsNJZ7HSO9L5DlCam\nsdNZej7xHiJqrZjiLEQJxArmzZvjs9WkK/IAMFOweOB4knUNAVrDXkLhKAGvTnPIy28HUjw6mK5J\nhOVKnhnJ4vcs/BoIIajz6xyYzJMqqhvjasFKZTh+4y1YiRTepnqcfUdxiiX0oB+h6ZRGJtD8XsxU\nhr4bb8ZMpF78pArFKiHsM9i9ro2Iz2Asa9IS9pIqOuxsD5MpWewbz2PPqf9QXXf2ti1xwousTVMs\nT6rykHjgcQJr2vE21QNw/F//E6lp5I8OYDTEyB7qI/HbpymeGEVoGsLnwd5/lNLwOMlHnqX5za9V\n8qA4a1ECsYLZ1hrmvbtaa/KQLVn85MAURcuhPepjS0sIxxvCkRJdq6R9faAvyUCyBFTm5757RzPa\nIguqS7ZLuuTwrm1NNIZUobnVQvLp5yiPTtL42t24ZRPrmUMIbyVXvdA1rHQOc3KG+OUXYSYzjP/s\ngaVuskJxxhhMFvnxsQKv6gyzPh5gImfREvbSEvaxrTVMqmjOk4hk0eLtW5vY3Bxa4pYrXipz5cHf\n1Va57iUrU9CKw+O4pTLCMBBC4BRL5A73YSbTOMUiRiiEGBxDaDp4PIzdcS+FwdEl7pFCsTQogVgl\n7BnN8Plf9VPvM5CyUvUUoGRaPDOc5USyRCJvsqU5RGfs5FzNppCX63e1AJApVSINJdslXbR557Y4\n6+PqxriaiF92IfUXn4s1nSR++UXojTGcQgnXcbFm0gjAiIYp9A3hb4nT+tYrlrrJCsUZYTBZ5If7\nJ3Fsm/94epznxvO0hL3os1M7m+dIxJ7RLICShxXI+F2/ZnqOPLhlk/S+QwAYkRD5owMEe7uQdqVy\nuGtZmDNp3LKFWy7j6+4gvKUX3eche+g4ZjK9xD1SKJYGJRArmO/vGac/UWDPaIavPjrCdMHil0cS\nrG8IkCk7zBQt3OwUjutyJFFE0wRv3dyIR5//sVezhEhgOm8qeVjFaB6Drve9ndj527BTGSJ/fg26\n3481nURKSXhzL5rfR2FghNgF2/E2qmrlitVPVR5CXp0eT56yLRlOl8iesq6hOexjQ1OIrFkZoFHy\nsPLw1MeASiQCqNR52Lqhss2yccomxROjRLdvQghwHRcQlciEEGhXXoC0bTSPQXBtF8nH9ixVVxSK\nJUUJxAqkelMbTpX4+uPDfPG3Q7hS0hj0AJJfHknQGvayfyyHK8GR0B7xYTouTw1na2sgUkULd86i\n6ut3tRDxGUoeVjlzJcIpFDGiITS/j0BXG9J10f1eGl+7m6m7H2L6oaeWurkKxSvKXHkIenSEEOxs\nCxP26uwZzZGakza7YDn4DY2/ubJn6Rqs+KNovGw37Ve/kdLIBK5VuZcG1rQBUJqYBilxyxbZA8fw\nd7ZihIIITaD5vaAJ7EwOadqENvQQXNNK+9VvXMruKBRLhhKIFUa2bHPb3gmgkkXpWKJEqmTVogph\nn4Htuvzo+UmiPg0JNAY9bGoK0hr21RZSH5/O840nRrn/WLImEU0hLx+9sF3Jw1lAVSKkU6lA3fn+\nd+Bva0LzGNRfuBNPLIKvrYmR7/+UzPNHgcqInTmdXOKWKxQvH7myzQ/3TxLwVOShitfQ2NkWIeDV\n2DOaw3RcCpZD3nS4dkcLG9Q1csUihCB+xUXzJMLK5AAIrmlH0w10vxcrkaI8NkX9q3YS2bYBIxwC\nV1amNjkuRiRI72c/gK+pYYl7pFAsDSptxAqiKg+5ciV8/vRoDiklAY/OVN6kKeTFb2gULRdXSoYz\nJhd1ewj6g7V5vE0hLz89OIXP0GiN+Hj6lPzli1WoVqxONI9B/QXnUDp8AqEJ6s4/pyIU3sqieSuV\nwd/RSqCzFThWWXj426fo+fj1RLeuX9rGKxQvAyGvzoVdMR4eSGHZLvXBk7dEXRO0hb04slJrx9AE\n1+5ooavOv4QtVrwcVCUCYPQHd2MVi9ANdRdsw5xOkt53CC3gA9fFnJqhfvcOckf6yR8bxAgHQbro\ngQCeaHiJe6JQLB0qArFCcFzJD/dNkinZNAQrD3h1fp1qQkFdE0zlTSxXEvXruFIQ9eoEdK0mD1JK\n+hNF8qZLW9hH0KMT9ek8dqKSqnPudCbF6mVuLRB/ewtr/uxdmJMJXMuuyUN5MoEnFqX3M+/DiFRG\nW6d/8wSeWISBr91K5sCxJWm7QvFyIoTg1WuiBD2CJ0cynEiWAInjSiZzJpetq+e/XdrFuoaAkodV\nRlUimq+6pPYgpAf8BLraaLxkN966KJrfh1syST/zPLEdmwhv6AHDILx1HZ66CKgBN8VZjBKIFYKu\nCTY2BbFcWSvsdmFXjKaQh5LtYjsuPkNDCCjZknNagqxrDJClknFJSsmx6SLpss05zSECXp286fDc\neJ6JrAkwbzqTYnXiFEr03/Rdxn/2G6SUxGIx6i/YTtcH34k5mcAplefLQzTM6J33AhDobMWIhPA0\nxBZIhGvZDH/vpyQefXapuqZQ/N44ruRXx2YoWi7rGwIcni7Sn9eZyJm8uifGpT11RPwerlHysCoR\nQtD8+kupO28bcHJwxRMLU7d7O5rfh53LE+hqQ+g60R2bCNgukc3r6PnYdfOita65sNCgQrGaUQKx\ngri4O8YlPXVM5isP/KYj2dkWJuqrRCJifoN0yWZjPMjfXLmW63e1MmZ5KVoO41mTkuOytt4/Rx5y\naIJaFON3AylGM+Ul65/ilcUplBj4xm3kjg0y8csHmfjZb4jFKhlJqhJRHpteIA/Tv3kCADG7zsYI\nBuZJhGvZDN3yExKPPMPwd+8i8fDTS9ZHheKlIKVkMFnkniPT7BvL0RLxsbYhwLrGAE9OOTQGDS7p\njqkpnWcBesBH98euBaA8OnkyQqtp+NuaiZ27Fc3nRUpJeXyauliMno9dhx6sCGVpdJIjX/g6A9/6\nAU5J3T8VZw9qDcQKQgjBxd2VB75fH0uydzSLC1zcXcdM0eL5iTxbmkN87jVdhH0GYZ/BO7c0cPv+\nadqjPt57bis/3D/BVM6kb6aIJiqLBatRB8eVBBepSq1Y+VTlIT8wjL+9GRyXibsfwgXa3no5Qgjq\nL9heWTzd3IgnFiH55H4mf/kgwd41C85nBAM4uQJDt/yE8Lo1pPccJLCmHWnZDH//ZwA0vub8M9xL\nheLFkVLy6GCa7+8ZRxOwsz1SK6a5tt5PY0AjUbB4/ESGVymJOCvQA5VIfah3Dfm+E3ibGyiNTNL5\nnrcSO28rx/7lWxSODRLeuoGuD18zTx6O3/gdEILcwT4G/+MOuj90Nbrf90Jvp1CsCtTT4gpDCEHX\nbCG4suPi0wUucP3OVl6/oYHPXtxJ2DfHC3MJ6gIGo9ky0wWLy9bWs3csi+O6NXkomJUYRDxkcNve\nSZJFFYpdTcyTh7bmStVpQyfQ2crw8BATs9OZAMIbevDEIhSHxhi5/Re4jqQwMLzgnHYmh7QdvA11\npPccrBRlEgLN68Hf1szw93+mIhGKZYeUkseHMvzq2AxlxyVvugzMlGqDKEIIeow8Ia/BUyNZyo6a\n0nk20f2xawn1rqF4Yoz2a95E42t3M/Pw06Sffg7HtrCzeYaHhoD58uBtiOHvbKlJhIpEKM4GVARi\nhTGUKvGD/ZMARH0G57SGyZRsvvjwEHV+g8PTRc7vMJgp2Owby5KezFF2orSEvdx9aJpEwcJyJSXb\nxdBdLEeyps5Pf7JEzO9hJF3m6HSRC7s8S9xTxcvF8O2/IHdkgEB3+7zRVGHoGNEw4z+7H19rnPrd\n2wEoDo3Rd+PNaF4PvqZ6ylOV1K2ubaMZBnYmh1MoEeztIne4j8Ca+eetScR3f4oRCRPbsenMdlih\nOA2PD2V48HiSzpifmN/gwESuNm2ztzGAJgRFy8FBcv2uFvyGGmM7m6hOZyoMDBPatJbJux+i/6bv\nUp5Okj3UT/HEOIGuOGlbMPz9n1bkYbYwnRBinkTg2bLEvVEoXlmUQKwghlIlbt83QX62CmrJdjky\nmccF0kULx3W5+/A02ZLNntEMz08UuKjOpKHewJ1NRTiZM4n5dbIll1zZYUM8SOdsRGMyZ3J+R4Tz\nOyJL2EvFy0H1YR+g4VW7yOw5iJMvVlIQzsEplgh1thFa3w2clAfhMfDURecdW+gbwtvUgCxbrP3M\n+zGnZ8gf6cctmwtC9naugKcugq+l8RXspULx0qhG2B48nqQp7MXQBPUBD1tbwvMkwqdDxDJZ3x2g\nJezFdFzuPZygpyHAtlaVsvNsQA/4CG/uZeKXD1bkIZHCKZRA18gf6oehMQ7+6AF88XrCm3vnvVYI\ngb+jmfQzB+AiJRCK1Y0aXllB7B3LMpE1GU5XbnZ+Q3AiXWI0XSbqNyhaLo4r+fYzY+wdy2PoAtOR\nHJkucGAyR860aQh4Kile/RqOlBgaVIP0O1rDvH5jYy3tq2LlUX1QOva/v4WVzgIQ2dxLzyfeg53O\nYucKtWPLkwl0n4+1n3k/3vroaeXB11yRANdycHJF1n7m/YTWdlK/ewddN/xpLXtTFXMmjRDQ+9kP\n4G+Jn4luKxQviDU7FSng0THmXN+qEoGA4zNFDk8XaQ55eW4iz4N9Kb7x+DC/PDzNXQem2D+WW6rm\nK84gUsr58pArIC0bbBu8BmYihZlMUxgcoTg0tuC1peEJots2ApDvG1qKLigUZwQlECuIprCXbNmm\n+sifKNgAuEjGMiZNIQ9TeQtDg3TJxnIkmoDnxnMcmy5StFw0TaCJSsXq1oiXA5MFDk3mAZQ8rHCk\nlIzfdT8A5ekkfTfeclqJKE8m8EQj1F24HW99RRYSjzyDnc1hxBaPQGleg+arLiW0trO2rf7C+RIx\nTx7aml7hHisULw3v7FQkCbPX0JP4PRpCgutKzu2IEvLqxIMe/vOpEe47OsNkzmIqZ/LTg0oizgas\nRIqBr96KOZPGyeWRlo1rmghDR9N10ATF/mGEz0P2YB/liQQwKw9D44TWd1ManQCg/6ZblEQoVi1K\nIFYIxxMF7j+aZFd7hDr/bLEv20XXBFKCpsFgqjIKHPN7iPoN0iWLgylJ2ZYULZdU0WYkXSLo0dnc\nFGJrSyUFbHVETsnDyqUqD1P3/g4Af2scK505rUR4ohHWfub9NLQ0187R9vbXEdm6YX4qQ0C6s4vs\nX3shLW+4ZMF7VyWiPD6l5EGxrLl+Zwu2C8miRV+iQLJo8exIlkzZxpGSsu2SF372jKZJFCxMW2K5\nkuF0WUnEWYI3Xk/rn74eaTtIx8UplUDXAYF0Je7BfrSAn/JYgqbXXYwe9GNOzcyXB63yaKWHgkoi\nFKsWJRArhKaQl8aQh7zpsLm5Uhk45NUo2S5Br0bQo+PTBWXbJVmwCXt1goZGf8FAE5WRt7ItyZkO\nyaKJEJAp2WxvDfPfX9u9tJ1T/FFU5WHsznvwznlw9zU3LioR6/+PD9P7uRvw1kepq6urHa8HfHR/\n9FpC69bUJEK6LqXhcQA6r38LQtcXbUP9hTtY+6n30fsXH1TyoFi2tES8vPOcJo5OF+lLFnl0ME2y\nYCGlxJWSJ4fS3DNQZDBVRgKGVklvLaEmEXcdmKJ/prjUXVG8gvR8+Grar3szbtlEeDzguJWBFMdB\n9o/ia24kvLEHcybF2k+9Dz3onycP3obKwmojElISoVi1LBuBEEK8SQhxWAhxTAjx14vsF0KIL83u\n3yeEOG8p2rlURP0GW5qDHJkuMJ6tRBpaIj7W1vmRUrC+McD6eJCpvEWyaJEtW0ghCGgSIaitddCA\nVMnhN8eTeDTBdbtaqQuojEsrmcyeg5z4zp0UBkbI7Ds8b5+vuZHyxDRDt/ykti3Q1YYRqUiobc+f\nzjFfIiYoDY9T/6pdAKeVhyrRczaoNQ+KZU3JdvndQIp40CBXsnGlxJESywWPriGlZDpvYruVa6VE\n4Dc0/IaGJmAwVWI6b1IXUPlHVjsb//tHaL/2KnBd0ATSshF+L772FoJrO/C1xln759fhb43T+9kP\nUB6fBEFNHqoYkRBaMEDfv92MmUgtUW8UipefZSEQQggduAm4CtgKvEcIsfWUw64CNsz++XPgK2e0\nkUvMMyMZHhlMs6ExyGCyMvq1oTFAc8TH9tYgEzmTw1N5mkIeBJJkwSZXtrmwwSLo0dA1QdhTqRlh\nOy6Zsk2yaKnCcasAM53DTuVAE5jTJ1OuQiUbktA1mudMPTKTGY7+r68z9atHajnN51KTiPU91L/6\nXDqvf8uZ6YhC8Qpz5/5JhtIlTqRKuBIKpoPrgqELLMdFaIJXN1g4EiwXfIaGb04qV1dCW8RHvRp0\nOSvY9oW/rEgEoIeD+Brq8Lz9MryN9az77A2E1lWKbHoaYtTt3o6dKyIdd945pJTYqSyxHVswYiqT\nl2L1sFyGUS4Ejkkp+wCEELcC7wAOzDnmHcB3ZGVy9mNCiDohRJuUcmzh6VYXz4xkuO/oDPGgB49e\nkYENT58g1TdR+wA7Z/8sxkWnO/Hhcb746yMAvOHlbbLiDDHz+B7G7ribhkvOJ/vcEcxUBoD0swcJ\nb+jByRdY++n3Ed7QA1Tkof/fbsGcSXHi2z/CumATDW+4guiWdfPOqwd8rP3Ue0EIVYlXseJx3Mqa\nnqF0iYlsGdNxcSQgwHIlZcdFE+DVQBMgqPwNVKIUbmUtxIZ4kHfvaD7t+yhWH9u+8JcEezpIPrYX\nzefDCvrnyQNU0re2/enrAZi6/3ECna3AyYXVdedvo/P9b6ul1lYoVgPL5dvcAcwdCh1m4XPvYsd0\nAKtaIE6VB4CGoIdbeltY1+An7DVIly18uobpVG5wMb/Bs6NZkgWT/5+9N42S6yoPtZ99xpqruru6\nqyeppdY8WZKNJwZPgGNmiA022A4Qww0BE5J7k5t8+fLl5ubm3kUGwroMAZIQEgzBBjMZDA6jGUyw\nsWxJ1mQNLbXU81TVNdeZ9vejukvdGmxjW2p1az9r9VJX7XPq7L26dM55zn73+14Sq/BoziZq6bi+\nJGRoxCydzR1xQobGcL7GO7a38ztfO8AfLvBYFb8eU4/uZOALD2Bl0ui2RfKyzUzv2ANAbWQCL19g\n89/9yWny4OYLaJZJZWAEubKdA//j/7L+f37oNIkQmpqduhAQQtwE/F9AB/5ZSvnhU9rFTPtrgTLw\nLinlE89l34uNo1NVkAFtMQsvcOqLp2fWOAjA0uuhSs1hA19KopZOoeYTSMmqlgjvv6qLlS2RZzuM\nYonR+753MLFhNaPf/jHxKy6ZJw/1dRIGQtPoePOrkUHA+A8fhTRKHhRLmiX3jR4bG+Ouu+5qvL75\n5pu5+eab6erqwjAMcrkc09PTp+13IbYXHZ/9QwXWWToFrQkJhPwKIb+ey39DuFR/UhaFo04UXdPI\nT0/TLeDVGY2xokdKC9CFw+M5k5Bl0hsL2NIkMchRqvhcmw6hFcYa/biQxq/an7l98nAf/iWr8GNR\nIkNTaKZB+Ia6d4tXXY6IRxnzamT7+2mLJjj+qS9RNgX++uVUh8YQN14JPR3UNMH+v/okG/7sAwQd\nLWc8/iwX0vhf7PYLkTnhna+m/tDkV0KIB6SUc2dn54Z3Xkk9vPPK57jvRcHsbIKpgRvUxbgtZlKs\necyuApJAyQkIGRo3rWui6sGOgTxhQ6M9YSt5uEjwy1X0SOi099PXXkHqss0MTo433nOmpjn6yS8Q\nWbWc7ltfiwwk3nSRoFIPM1byoFjKPOdvtRDio8C/SSl3noN+DALL5rzunnnv192GtrY2HnnkkbMe\nKJVKzcs8cyG3B1IyTJbHB/O0WwINqOph9mQl4LKnFGF9W5RAQqFUJmxCHpsfjQesS0eoaD4RI8+U\nEcU0qliGoK2lmbyhMVZyeMWKFFf3JGdCVKYuuPGr9mdu74gmOPLxewiqQ2jpJgBC5RrYEOkfo+c9\nb6Vl2xYAjnz0X6lNTGGFbHLf/yV6yEKzTHxdR3viILXJLIf/+h9Z8ye/Q88p1VXrXBzfj+fDOT43\nPu/wTmDFc9j3omA2DK8zaZOreEyVXaarLpL61Iw/Z9uKGxDx4Y5L2zE0QX+uyrsv61DycBEw+fMd\nDH/jB/S8923E162c11YdGuPoZ+5Fe83V0NODMzVN3yfuwSuUyP7nk0jfRzou0zsPYDbXzzGZN16v\n5EGxZPl1vtk68B9CiHHgHuCLUsqBF6kfvwLWCCFWUpeC24B3nLLNA8DdMxfBK4Hppb7+QROCG1bX\nbwwfH8zTHrPQhGgs6ludjpCOWo3tD02U0QToQnBkssIbN6XZ0pRks2uStA2+uW8cxw8YLzq8bEVy\njjwoFiNWur6Q78jH78GZyGKlmwhqDkBdHq7eTlBzmHpsN5FVy5jec5DpXQfQIyE0a2YR6IkR/HIF\nPR5DhEIc+8y9rP+LD2KepZic4oycy3PjCwnvfC77LqlZ22drf0WzQ3+uwph0+UlBR9c0Vsd8MpaH\nAHQNkqYkNz7EQ/s13rG9ndGJLKI4Tv9Zyj9cSONT7S+s/ciefWibejjwk0dYEwSkNqwil8sxOTBE\n9rHdyO40/qFj7K85yJ/vIiiWEauX4cVCHO8/gdA0wldvwp2qr0U79ql/J/3ut1B0nQtifOeiXXHx\n8pz/+lLK3xNC/AH16fLbgT8TQjwKfB74mpTyeVfXkVJ6Qoi7gf+gfjH+FynlXiHE+2baPw18h3qM\n72Hqcb7vfr7HW0ycKhHNIQNTr9/0S8D1A0xdoy1mUXJ8jmUrGJpGMmSwf6zEJR3tbG+zAXjXSzr5\nl8eHKDs+RyYq9LZU2DlY5JVrmhdqeIoXyFyJqA6PIR0X2mnIw/F/+xqj33sEL1cgtmk1ZjyKmyug\nmSYIkPuPgaYTlKvkn9zL8t++BSOhMoX8OpzLc+P5YCnN2j5z+xQvu2QtWv80jz81SkDd/hw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jiRq5KOqqduS4Xpnfs5/rmvkXrJZmLre8nvfprSoWOg6xiJOIkNqzAi4dPkodw/SHhFN8KuL6xX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\n/8MniJnwQUiVAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"jp.grid(cols='Gx', data=cdf, \n",
" chart=jp.boxplot, args={'x':'Gz', 'y':'y', 'marker':'D'},\n",
" figsize=(12, 7),\n",
" legend='Gz')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"___\n",
"\n",
"### Modeling \n",
"#### Ordinary Least Squares\n",
"Now that we have visualized some of the data, lets do some modeling. jmpy current supports two types of linear modeling: ordinary least squares and robust linear model, all built on the statsmodels functions. Lets do the OLS first. \n",
"\n",
"All models are specified based on the patsy text formulas that are very similar to R. \n",
"\n",
"By default, only 80% of the data is used to fit the model, and the other 20% is plotted alongside the data to validate the model results. This can be changed by specifying a different sample_rate parameter."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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UidGjRwfkOAr/ser1r+Tyj2ZlIFu95l5ToHRiROnEiNKJEaUTI0onRvzVyalTp/joo4+4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\nM1HtgwYNE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Pg72jrIyXjl/T24fZnOp5p0rMF+tEgcrTf08pqK3yvZtfSAQrrkZS6osQ9q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6OY6TRlkryNGfeBuCtbeOMEGqBjiSYFVZBNwWLcaTCFaRn5rZGkl/Ba6SdBEwjjCkaJJ2Jbx0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\nlgNnZOXm17UAp/h1HwAe8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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = 'y ~ xc + xc2 + xg'\n",
"jm.fit(model, data=df, sample_rate=.8, model_type='ols');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"___\n",
"#### Robust Linear Model\n",
"Now... what if we had a couple of outliers in our dataset... lets create some outliers"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"dfo = df.copy()\n",
"p = np.random.uniform(0, 1, size=dfo.y.shape)\n",
"err = np.random.normal(size=dfo.y.shape)\n",
"\n",
"dfo['yout'] = dfo.y + np.greater_equal(p, 0.9) * (dfo.y * err)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our coefficient estimates will be skewed due to the outliers."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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bNgwR4dRTT2Xv3r3s2LGD//3vf/Ts2ZPExETi4uI444wzmD9/fpG8qsp7771n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K1vexJqzZUH8PGRcCzuubI4cT+tP+tRuNmyRCKR6N3objMaHQ3AdsCDuNmcsTgTs2yk3cii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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = 'yout ~ xc + xc2 + C(xd)'\n",
"jm.fit(model, data=dfo, sample_rate=.8, model_type='ols');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Employing the robust linear model, we can minimize the influence of the outliers, and get better coefficient predictions."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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D3fpt1g526/e69qKiIv75z38yd+5c8vPzAedGvm7dOgYNGsShhx7KoYceGmWV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\ng4CHzWxBxm8Ovif5X83sv4Gfkjt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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = 'yout ~ xc + xc2 + C(xd)'\n",
"jm.fit(model, data=dfo, sample_rate=.8, model_type='rlm');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our parameter estimates using the robust linear model are much closer to the truth, than using the OLS."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Overfitting \n",
"Next we will test how robust the parameter estimates are by running many iterations of the model, and randomly subsetting the data, and then looking at the parameter estimate distributions."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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LukTSqKSHJV0l6VkN5WdKGpd0Yv652yXdoPwebJJOaPisidyf792cNPCekuRI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\nb8rD3Q5oNp1en+luZmb90Xa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IOLbYhI+RtAH43YjY2PT8YcAVEfGMQoK14Pna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\n8KDEzMzMivAZbwalQcOkjwcAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = 'y ~ xc + xc2 + C(xd)'\n",
"jm.check_estimates(model, data=df, sample_rate=.8, model_type='ols', iterations=275);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [default]",
"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"
}
},
"nbformat": 4,
"nbformat_minor": 0
}