Skip to content

Instantly share code, notes, and snippets.

@wilkens
Last active August 29, 2015 14:13
  • Star 1 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
Star You must be signed in to star a gist
Save wilkens/ed8b6eaa35497d2cd491 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "",
"signature": "sha256:1de552e3ac52f8961baaea60e0c8e8b6780643515fe7c5ed81c67d4e0f4211e4"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Literary Attention vs. City Population"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Measure relationship between literary attention as measured by geographic location occurrence count in 1851-1875 U.S. fiction and populations of 23 U.S. cities between 1790 and as late as 1990. There's a fuller write-up on [my blog](http://mattwilkens.com/2015/01/13/literary-attention-lag/)."
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Preliminaries"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"pd.set_option('max_columns', 50)\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cities = pd.read_csv('https://gist.githubusercontent.com/wilkens/9d6ea82c3f07fb7aed68/raw/48dc8d25b19a49cde258190ee8cea42a65722c4f/cities_data.csv', index_col=0)\n",
"cities.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>city</th>\n",
" <th>year</th>\n",
" <th>population</th>\n",
" <th>literature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> New York</td>\n",
" <td> 1790</td>\n",
" <td> 33100</td>\n",
" <td> 10603</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> Washington</td>\n",
" <td> 1790</td>\n",
" <td> 2800</td>\n",
" <td> 5079</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> Boston</td>\n",
" <td> 1790</td>\n",
" <td> 18300</td>\n",
" <td> 4568</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> Philadelphia</td>\n",
" <td> 1790</td>\n",
" <td> 44100</td>\n",
" <td> 2086</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> New Orleans</td>\n",
" <td> 1790</td>\n",
" <td> 5300</td>\n",
" <td> 1590</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": [
" city year population literature\n",
"0 New York 1790 33100 10603\n",
"1 Washington 1790 2800 5079\n",
"2 Boston 1790 18300 4568\n",
"3 Philadelphia 1790 44100 2086\n",
"4 New Orleans 1790 5300 1590"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cities.describe()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>year</th>\n",
" <th>population</th>\n",
" <th>literature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td> 483.000000</td>\n",
" <td> 483.000000</td>\n",
" <td> 483.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td> 1890.000000</td>\n",
" <td> 800996.687371</td>\n",
" <td> 1424.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td> 60.615789</td>\n",
" <td> 1985015.220347</td>\n",
" <td> 2340.399277</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td> 1790.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 112.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td> 1840.000000</td>\n",
" <td> 21300.000000</td>\n",
" <td> 229.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td> 1890.000000</td>\n",
" <td> 101000.000000</td>\n",
" <td> 637.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td> 1940.000000</td>\n",
" <td> 623000.000000</td>\n",
" <td> 1172.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td> 1990.000000</td>\n",
" <td> 16754000.000000</td>\n",
" <td> 10603.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
" year population literature\n",
"count 483.000000 483.000000 483.000000\n",
"mean 1890.000000 800996.687371 1424.000000\n",
"std 60.615789 1985015.220347 2340.399277\n",
"min 1790.000000 0.000000 112.000000\n",
"25% 1840.000000 21300.000000 229.000000\n",
"50% 1890.000000 101000.000000 637.000000\n",
"75% 1940.000000 623000.000000 1172.000000\n",
"max 1990.000000 16754000.000000 10603.000000"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Work with (base 10) log-scale data\n",
"cities_log = cities.replace(0,10) # Change zero populations to avoid log problems\n",
"cities_log['population'] = cities_log['population'].apply(np.log10)\n",
"cities_log['literature'] = cities_log['literature'].apply(np.log10)\n",
"c19_log = cities_log[cities_log.year <= 1900]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Plots and calculations"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot lit vs. pop by census year for c19\n",
"sns.set_context(\"talk\")\n",
"figure = sns.lmplot(\"population\", \"literature\", col=\"year\", hue=\"year\", data=c19_log,\n",
" col_wrap=4, ci=95, palette=\"muted\", size=3,\n",
" scatter_kws={\"s\": 50, \"alpha\": 1})\n",
"figure.set(xlim=(0,8), ylim=(1.5,4.5))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": [
"<seaborn.axisgrid.FacetGrid at 0x119c21588>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA10AAAKACAYAAABnrBIaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMRd01wAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x119c21278>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot lit vs. pop by census year for all years\n",
"figure = sns.lmplot(\"population\", \"literature\", col=\"year\", hue=\"year\", data=cities_log,\n",
" col_wrap=6, ci=95, palette=\"muted\", size=3,\n",
" scatter_kws={\"s\": 50, \"alpha\": 1})\n",
"figure.set(xlim=(0,8), ylim=(1.5,4.5))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
"<seaborn.axisgrid.FacetGrid at 0x117ed2438>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABQ0AAANYCAYAAABuF8vnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZIkSdI4/w+xaSu4ZCTmLgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x118017518>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"OK, this all looks nice, but it's hard to compare the goodness of fit between census years. So let's measure the $r^2$ value for each year, then plot _that_ by year to look for the highest values."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy import stats\n",
"\n",
"cities_na = cities_log.replace(1.0,np.nan) # Get rid of zero-population cities\n",
"years = []\n",
"rsqs = []\n",
"pvals = []\n",
"for year in range(1790,2000,10):\n",
" years.append(year)\n",
" data = cities_na[cities_na.year == year]\n",
" pops = data['population']\n",
" lits = data['literature']\n",
" mask = ~np.isnan(pops) & ~np.isnan(lits)\n",
" gradient, intercept, r_value, p_value, std_err = stats.linregress(pops[mask],lits[mask])\n",
" rsqs.append(r_value**2)\n",
" pvals.append(p_value)\n",
"# Munge the data back into a frame\n",
"data_na = {'year':years, 'Rsq':rsqs, 'p':pvals}\n",
"fits_na = pd.DataFrame(data_na)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot the r^2 values\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(fits_na.year,\n",
" fits_na.Rsq,\n",
" s=75, c='royalblue')\n",
"titlestring = r'$r^2$ vs. Census Year'\n",
"plt.title(titlestring)\n",
"plt.xlabel('Census Year')\n",
"plt.ylabel(r'$r^2$')\n",
"plt.xlim(1780,2000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 19,
"text": [
"(1780, 2000)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAgwAAAGaCAYAAABjURvMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8AAAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x11bd5d7b8>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# And p values\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(fits_na.year,\n",
" fits_na.p,\n",
" s=75, c='royalblue')\n",
"titlestring = 'p vs. Census Year'\n",
"plt.title(titlestring)\n",
"plt.xlabel('Census Year')\n",
"plt.ylabel('p')\n",
"plt.xlim(1780,2000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"(1780, 2000)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAhYAAAGWCAYAAAAkH8qWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSVJlDBaSJKkyBgtJklQZg4UkSarM/w/marZByE++WgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11b87fd30>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Return to the Rsq values, now with a Gaussian fit\n",
"from scipy.optimize import curve_fit\n",
"from scipy import asarray as ar,exp\n",
"\n",
"# Define Gaussian function for fitting\n",
"def gauss(x,a,x0,sigma):\n",
" return a*exp(-(x-x0)**2/(2*sigma**2))\n",
"\n",
"# Constants to normalize the fit\n",
"startyear = 1790\n",
"baseline = min(fits_na['Rsq']) # Gaussian curve decays to zero, so need to shift the baseline to make it work\n",
"\n",
"x = ar(fits_na['year']-startyear)\n",
"y = ar(fits_na['Rsq']-baseline)\n",
"mean = x.mean()\n",
"sigma = x.std()\n",
"\n",
"# Run the fit\n",
"popt, pcov = curve_fit(gauss, x, y, p0=[1,mean,sigma])\n",
"\n",
"# Find x for max(y)\n",
"max_val = 0\n",
"max_year = 0\n",
"for i in range(0,200,1):\n",
" j = gauss(i,*popt)\n",
" if j > max_val:\n",
" max_val = j\n",
" max_year = i\n",
"print(max_year+startyear, max_val+baseline)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1832 0.535714383789\n"
]
}
],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the highest _fitted_ $r^2$ value occurs in 1832. For comparison, the **average book** in the dataset was published in **1862.5** and the **average location** occurred in **1863.2**. So almost exactly **30 years lag** on average."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot fitted data\n",
"plt.figure(figsize=(8, 6))\n",
"# Smoother fit line\n",
"xs = np.linspace(0,200,400)\n",
"plt.plot(xs+startyear, gauss(xs,*popt)+baseline, linewidth=1.0, c='black')\n",
"plt.scatter(x+startyear, y+baseline, s=75, c='royalblue')\n",
"\n",
"plt.title('Fit Quality over Time')\n",
"plt.xlabel('Census Year')\n",
"plt.ylabel(r'$R^2$')\n",
"plt.xlim(1780,2000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 22,
"text": [
"(1780, 2000)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAgwAAAGWCAYAAAAUk9u3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x11bd604a8>"
]
}
],
"prompt_number": 22
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Include zero-population cities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For reference, here's what the data would look like if we didn't drop zero-population cities in early years."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Run a bunch of regressions\n",
"from scipy import stats\n",
"years = []\n",
"rsqs = []\n",
"pvals = []\n",
"for year in range(1790,2000,10):\n",
" years.append(year)\n",
" data = cities_log[cities_log.year == year]\n",
" pops = data['population']\n",
" lits = data['literature']\n",
" gradient, intercept, r_value, p_value, std_err = stats.linregress(pops,lits)\n",
" rsqs.append(r_value**2)\n",
" pvals.append(p_value)\n",
"# Munge the data back into a frame\n",
"data = {'year':years, 'Rsq':rsqs, 'p':pvals}\n",
"fits = pd.DataFrame(data)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot the r^2 values\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(fits.year,\n",
" fits.Rsq,\n",
" s=75, c='royalblue')\n",
"titlestring = r'$r^2$ vs. Census Year'\n",
"plt.title(titlestring)\n",
"plt.xlabel('Census Year')\n",
"plt.ylabel(r'$R^2$')\n",
"plt.xlim(1780,2000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"text": [
"(1780, 2000)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAhMAAAGaCAYAAAC19MGpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt8ZVV9///XSSaTTAYkM9gRq1MGrHxwBApqa1v7Fa1X\n/LZ+/YLWb7/tVC3VoqVarVXES0utg8VLW63CqEjrQNUqqGAtWH8IXqvt7+dtHPhI64xYKzPjDMFh\nwlzMOb8/9g6chMzksk9ydpLX8/HII8ne++ysk5Wd8z5rrb1Wo9VqIUmSNFs93S6AJEla2AwTkiSp\nEsOEJEmqxDAhSZIqMUxIkqRKDBOSJKkSw4QkSapkWbcLIKkQEeeWXz4JeG1mbutmeSRpumyZkGog\nIn4J2JqZlwMfBt7R5SJJ0rTZMiHVw8OBJwBfBv4DOL6rpTmMiPi/wO8DpwIt4JvAX2bm9V0tWEUR\n8XfA/wUelZlbJuxrAF8Afhp4ZGaOzH8JpXqzZUKqhyuBV5Zf/zLwmS6W5X4iohERHwDeA3wJ+D/A\nBuAHwKci4kXdLF8H/DFwF/CuSfb9LvBLwIsMEtLkGq7NIdVHRDyAIlj8Vmbu7XZ5xkTE71O80D4p\nM2+esO9y4DeBtZm5uxvl64SIeAFwOfA7mXlluW01kMA/Zebzu1g8qdbs5pBqomxOfzXwe9MNEmXz\n/OmZeXrbtmXADuBNmfn2cjzGW4HTgHuATwGvyMw9MyjeHwEfmxgkShcBw8ADgN3l83gVcB5wHLAF\neGX7YyOiSdGycQ7wVGAv8O7MfGO5/4hlLh//4szc1HbOfwVuycwXTOccE2XmFRHxPOAtEfGJsg7e\nDPwEeHn7sRHx6ime3xDwJuCZwBrgRxRjYV6VmT9pew4XAL9XnufXMvNzk5VNqju7OaT6OBd4V2bu\njIhzpvmYDwGnRcSJbdt+FRgCPhwRxwCfBL4L/Drwh8BTgHdPt1AR8RAggEnHRWTm7Zn5x213n7wJ\n+DPgMuB/Ubyzvz4izpjw0HcC3ynL9SHgooh4+gzKPLFZtTW2rcLzPg9YBVwYEadTdHG8NDPvbPt9\nbJzG8/sgxV05fwQ8Dfi78uvnT/h5rwPeSDEO5d+mKJtUW7ZMSPOkfMf+WuARFO/mzwQeCNxN8YL0\nV8DFEQHFC+HV0zjtZ4DdFO/w31Juezbwpcz8QUT8IsWL47sy81/LcvyYIhxM10+Xn2+f6sCyW+AV\nwBsy85Jy86cjYi3wBuB/tx1+fWZeUH792Yh4DnAWcGcHyvyI2ZwjM2+NiEsoxq88GfhkZn5kJs8v\nIlYAvcDvt7VW3BQR/xP4FeB9bT/yE5m5eQbPS6olw4Q0f84CPgK8lOKF/xyKPvrBzHwncPRMT5iZ\nP4mIa4CzKZrne4FnAX9eHrIF2ANcGxEfBK4FPp2Z/zyDHzNafu6dxrGPBZYDN5TdLWM+DfzJhGO/\nMuH7HwArgW93oMxVzvEmigGmD6doeWg35fPLzHuAp5aDVh9GEWBOAx4E9E04X87gOUm1ZTeHNH+O\nyswEHgdcXvadXwy8pOJ5PwT8QtkdcSawmiK0kJl3l9tupuhG+RfgBxHx/Bmc//vl57WHOyAiHlp+\neWz5+WvAwbaPNwJHR8RA28PumXCaJtDTiTKX4x1mdY7MPAB8kWLej/+esHtazy8ingVsB26jCIy/\nUD7fxoTz7Zzuc5LqzDAhzZPM/MeymXw9xYscmXlrZu6qeOrPUbwoPYuiteNzmbmj7ed+OzOfQ9Hs\n/wyKd+3vK8PHdMq9C/gGxUDJ+4mI44HbI+LFFF0UlMc+pu3j5yleUA9O82cersw/3XbYxJaScS07\nFZ93g/u/8EMx0BSO8Pwi4uEUgy0/ChyXmQ/OzLOBqvUs1ZbdHNL8ejzwjcy8q1MnzMzRiPgIxQvm\nacBfjO2LiF8HrgBOzswfUQwUvJNicqzjKLoWpuNvgU0R8T8y8/MT9v05RUj4GEXrwk+AYzPz3rky\nIuIC4MTMnHI+ioj4NYoBi5OV+cHAf1OMM1nb9pifAk4CvtrB5z3ZffNfner5RcSjKLozLi5/NhHx\nIIqJvpwiXYuSYUKaX08APjsH5/0wRQvFKOMHbn6p/PzRiPjL8uvXUNzl8HWAsl//p8YGKh7G+ylu\nc/zniPgb4CaKloDnUdwtcW5m3lGe7zLg0vIF9FsUz/m1FHcuHMlYS8CXpyozcAPwooj4JkWweD3w\n47ZzTPm8p+F+LRPlnTZTPb+vUdTD2yPiCooBrK8F9gFHTfNnSwuK3RzS/PpZisGAHZWZXwT+C/js\n2LvhcvtuihaLJvAPFKHjTuCpmTk2sPL1FGMEjnT+FsUgz9dy30DS91AMmHxKZl7RdvgfUdyZ8nKK\nuR1+g2J+hzdP8TRaMyjzyygCw+UUt3teCfzzDM8xVVkON6PfEZ9fZn4HeAHFrJn/TDEw8yLgEuAx\n5V090qLS9Rkwy3uzN1H0I98GnJeZE0d5ExGfpLh/fuwfQSszHzCTc0iSpM7rastEOfL5Oop3F8dQ\nrJR4bUSsnOTw04Ffycyjy48HzOIckiSpw7rdzfFEYDQzN2XmaNlUuoOiefJeEbGGYkrab8/2HJIk\naW50O0ycDGydsC3L7e3OoJi7/5MRsTMivlDO7DeTc0iSpDnQ7TCxEpi4pO8IMDhhWz/FYKuXAg+h\nHGxVjqae7jkkSdIc6PatofuAFRO2DVK0QtwrM69l/Aj4yyLiJRRdHNM6hyRJmhvdDhO3AOdP2BbA\nVeM2RPwGxd0bH2nbPEAxPe20znE4rVar1Wh4p5Ykacno+Itet8PEjUB/RJxPcWvnBoqBljdMOK4f\nuCQitgD/QXGf9wDF4jrNaZ5jUrt376On2509h9HT02BoaCXDw/toNrt7C6/uY73Uj3VST9ZL/YzV\nSad1NUxk5sGIOAu4DNhIMUfEMzPznoi4tDzmxZm5OSIeDFxPsdDOvwNnlavzcbhzTKcMrVaL0elM\nYdNFzWaL0VEvxLqxXurHOqkn62Xx6/qkVd22a9fe2v4CensbrF59FHv23O2FWCPWS/1YJ/VkvdRP\nWScd7+aoaQO/JElaKAwTkiSpEsOEJEmqxDAhSZIqMUxIkqRKDBOSJKkSw4QkSarEMCFJkioxTEiS\npEoME5IkqRLDhCRJqsQwIUmSKjFMSJKkSgwTkiSpEsOEJEmqxDAhSZIqMUxIkqRKDBOSJKkSw4Qk\nSarEMCFJkioxTEiSpEoME5IkqRLDhCRJqsQwIUmSKjFMSJKkSgwTkiSpEsOEJEmqxDAhSZIqMUxI\nkqRKDBOSJKkSw4QkSarEMCFJkipZ1u0CRMQZwCZgPXAbcF5mfuUIxz8J+DRwdGaOlNteCWwEDrQd\n+vTM/OKcFVySJAFdDhMRMQBcB7wReB/wO8C1EXFiZu6b5PhVwPsnOdXpwAWZ+fa5LK+WuhYHDrbY\nddcoO4b3csyKFn3LABrdLpgkdVW3WyaeCIxm5qby+ysi4uXAM4CPTHL8pcAHgVdN2H4GcMWclVJL\nXqvVZMu2Q1xz8362bm8CsH5dD2efOcApJ/TRaNhjKGnp6vZ/wJOBrRO2Zbl9nIj4LeABFIGiffsg\nEMDLIuKHEbE1Il4wR+XVktRiy7ZDbNw8cm+QANi6vcnGzSNs2XYIaHWveJLUZd0OEyuBkQnbRoDB\n9g0R8TPAnwO/y/3blNcAnwfeDawFXgS8PSKePhcF1tJz4GCLq2/aT7N5/33NJlxz834OHDJMSFq6\nut3NsQ9YMWHbILB37JuI6AH+HnhtZt4RESeUuxoAmbmdortkzBciYjPwLOD6qQrQaDTo6XakOoye\nnsa4z+qOXXeNcsv3JkkSpa3bm+waHuX443rnsVRq57VST9ZL/cxVXXQ7TNwCnD9hWwBXtX3/UOCx\nwOkRcSn3taZ8PyJ+DdgPPC0zL257zArg7ukU4NhjV9Jo1PsPfWhoZbeLsKTtGN475TEDA32sXn3U\nPJRGR+K1Uk/Wy+LX7TBxI9AfEedT3B66gaLb4oaxAzLzdtq6PSLieGAb8NDMHImIhwOvj4jvAB+j\naKV4LvD46RRg9+59tW6ZGBpayfDwPppNm9G75ZgVLdav6xk3XqLd+nU9DA222LNnWvlVc8BrpZ6s\nl/oZq5NO62qYyMyDEXEWcBnFPBG3Ac/MzHvKVggy88UTHtagbbRbZt4WEc8GLqboDrkdeF5mfn06\nZWi1WoyOVn8uc6nZbDE66oXYLX3L4OwzB7j19pH7jZvo6Sn2LevFOqoBr5V6sl4Wv0artbQreNeu\nvbX9BfT2Nli9+ij27LnbC7HLvDW03rxW6sl6qZ+yTjret9/tbg5pQWg0ejj1xOWctLaPXcOjDAz0\nMTTYYlkvOGmVpKXOMCFNW4P+vgbHH9fruy1JamPbrCRJqsQwIUmSKjFMSJKkSgwTkiSpEsOEJEmq\nxDAhSZIqMUxIkqRKDBOSJKkSw4QkSarEMCFJkioxTEiSpEoME5IkqRLDhCRJqsQwIUmSKjFMSJKk\nSgwTkiSpEsOEJEmqxDAhSZIqMUxIkqRKDBOSJKkSw4QkSarEMCFJkioxTEiSpEoME5IkqRLDhCRJ\nqsQwIUmSKjFMSJKkSgwTkiSpEsOEJEmqxDAhSZIqWdbtAkTEGcAmYD1wG3BeZn7lCMc/Cfg0cHRm\njszmHJIkqXO62jIREQPAdcDlwDHAO4BrI2LlYY5fBby/yjkkSVJndbub44nAaGZuyszRzLwC2AE8\n4zDHXwp8EGhUOIckSeqgboeJk4GtE7ZluX2ciPgt4AEUgWJW55AkSZ3X7TETK4GRCdtGgMH2DRHx\nM8CfA48DBmZzDkmSNDe6HSb2ASsmbBsE9o59ExE9wN8Dr83MOyLihHLXWFfHlOc4kkajQU+322cO\no6enMe6z6sF6qR/rpJ6sl/qZq7rodpi4BTh/wrYArmr7/qHAY4HTI+JS7uua+X5E/No0z3FYxx67\nkkaj3n/oQ0OOJa0j66V+rJN6sl4Wv26HiRuB/og4n+LWzg3AGuCGsQMy83bauiwi4nhgG/DQzByJ\niOVTneNIdu/eV+uWiaGhlQwP76PZbHW7OCpZL/VjndST9VI/Y3XSaV0NE5l5MCLOAi4DNlLMEfHM\nzLynbIUgM1884WENoDWdc0ynDK1Wi9HR6s9lLjWbLUZHvRDrxnqpH+uknqyXxa/Rai3tCt61a29t\nfwG9vQ1Wrz6KPXvu9kKsEeulfqyTerJe6qesk4737de0gV+SJC0UhglJklSJYUKSJFVimJAkSZUY\nJiRJUiWGCUmSVIlhQpIkVWKYkCRJlRgmJElSJYYJSZJUiWFCkiRVYpiQJEmVGCYkSVIlhglJklSJ\nYUKSJFWyrNsFkJauFgcOttg5PArAmqFe+pc3gEZ3iyVJM2SYkLqg1WqyZdshrrl5P1u3NwFYv66H\ns88c4JQT+mg0bDSUtHD4H0uady22bDvExs0j9wYJgK3bm2zcPMKWbYeAVveKJ0kzZJiQ5tmBgy2u\nvmk/zeb99zWbcM3N+zlwyDAhaeEwTEjzbOfwKLd8b5IkUdq6vcnOO0fnsUSSVI1hQpIkVWKYkObZ\nmqFe1q87/KW3fl0Pa1b1zmOJJKkaw4Q0z/qXNzj7zAF6Jrn6enrg7DMH6O/z9lBJC4dhQpp3DU45\noY8LNwyOa6FYv66HCzcMcsoJfTjXhKSFxHkmpC5oNHo49cTlnLS2797BlmtW9ZYtEgYJSQuLYULq\nmgb9fQ3WrrGBUNLC5n8xSZJUiWFCkiRVYpiQJEmVGCYkSVIlhglJklSJYUKSJFXS9VtDI+IMYBOw\nHrgNOC8zvzLhmAZwEXAucDTw78D5mbm13P9KYCNwoO1hT8/ML879M5AkaWnrastERAwA1wGXA8cA\n7wCujYiVEw49FzgbeExmPgD4PLC5bf/pwAWZeXTbh0FCkqR50O1ujicCo5m5KTNHM/MKYAfwjPaD\nMvN9wM9n5g8j4mhgFbCr7ZAzgG/MV6ElSdJ9ut3NcTKwdcK2LLeP35h5T0Q8n6IV4y7gqQARMQgE\n8LKIuBK4E3hLGUwkSdIc63aYWAmMTNg2Agwe5vh/AK4EXgbcEBE/CwxRdHu8G/gM8IvAdRHxw8y8\nfqoCNBqNSVdvrIOensa4z6oH66V+rJN6sl7qZ67qotthYh+wYsK2QWDvZAdn5sHyy7dFxPnAmZn5\ncYrukjFfiIjNwLOAKcPEsceupNGo9x/60NDEISSqA+ulfqyTerJeFr9uh4lbgPMnbAvgqnEbIi4C\nejPzdeX3DWA5MBwRjwKelpkXtz1kBXD3dAqwe/e+WrdMDA2tZHh4H81mq9vFUcl6qR/rpJ6sl/oZ\nq5NO63aYuBHoL1sZNgEbgDXADROO+zJwVUR8mGJMxYUU4ya+BBwPvD4ivgN8jKKV4rnA46dTgFar\nxehoB57JHGo2W4yOeiHWjfVSP9ZJPVkvi19X35OX3RZnAb8J7Ab+AHhmOdjy0oi4tDzueuA1wMeB\nHwKPophH4mBm3gY8G3gD8GPgncDzMvPr8/6EJElaghqt1tJOi7t27a3tL6C3t8Hq1UexZ8/dpvoa\nsV7qxzqpJ+ulfso66fhAwZqOFpAkSQuFYUKSJFVimJAkSZUYJiRJUiWGCUmSVIlhQpIkVWKYkCRJ\nlRgmJElSJYYJSZJUiWFCkiRVYpiQJEmVGCYkSVIlhglJklSJYUKSJFWyrNsF0GRaHDjYYtddo+wY\n3ssxK1r0LQPo+KqxkiRVZpiomVaryZZth7jm5v1s3d4EYP26Hs4+c4BTTuij0bAxSZJUL74y1UqL\nLdsOsXHzyL1BAmDr9iYbN4+wZdshoNW94kmSNAnDRI0cONji6pv202zef1+zCdfcvJ8DhwwTkqR6\nMUzUyM7hUW753iRJorR1e5Odd47OY4kkSZqaYUKSJFVimKiRNUO9rF93+CpZv66HNat657FEkiRN\nzTBRI/3LG5x95gA9k9RKTw+cfeYA/X3eHipJqhfDRK00OOWEPi7cMDiuhWL9uh4u3DDIKSf04VwT\nkqS6cZ6Jmmk0ejj1xOWctLaPXcOjDAz0MTTYYlkvGCQkSXVkmKilBv19DY4/rpfVq49iz567GR31\nllBJUj3ZzSFJkioxTEiSpEoME5IkqRLDhCRJqsQwIUmSKjFMSJKkSqa8NTQiHgs8FPjXzPxBue1J\nwB2Z+e05Lp8kSaq5I4aJiHgjcDLwXeCFEXFjZl4C3AzsAI6tWoCIOAPYBKwHbgPOy8yvTDimAVwE\nnAscDfw7cH5mbp3uOaTFr8WBgy12Dhcry64Z6qV/eQMnO5M016bq5hjOzOdk5qsz8+nAVyPitUCz\n/KgkIgaA64DLgWOAdwDXRsTKCYeeC5wNPCYzHwB8Htg8w3NIi1ar1eRb3z3Im6/ayyvfdTevfNfd\nvPmqvXzruwdptSpfqpJ0RFOFif0RsToiXhwRg5l5E3AZ8AdAXwd+/hOB0czclJmjmXkFRYvHM9oP\nysz3AT+fmT+MiKOBVcCumZxDWrxabNl2iI2bR9i6/b7gsHV7k42bR9iy7RDgDKqS5s5UYeI9wNOA\nB1G2RGTmbmAv8PaIGPf4KDxuBj//ZGDrhG1Zbh+/MfOeiHg+MAz8NvC6mZ5DWowOHGxx9U37aU7S\nANFswjU37+fAIcOEpLlzxDETmXkI+GD7toh4OfAGirEL64DfbTs+I+LRwBen+fNXAiMTto0Ag4c5\n/h+AK4GXATdExM/O4hzjNBqNSZf8npkW+w+02HHnTwB40KplDPRX76vu6WmM+6x6qFu97LprlFu+\nd/iujK3bm+waHuX443rnsVTzq251ooL1Uj9zVRezWejr0cADKcLE30TEKcDzgEcAdwBrKV70p2Mf\nsGLCtkGKlo/7ycyD5Zdvi4jzgSfM9BwTHXvsShqN2f9yR0dH+fI3f8yHPzPCt7cVA98eeUIvz33y\nIL902gPo7a3+D3xoyOEfdVSXetkxPPWf+sBAH6tXHzUPpemuutSJxrNeFr/ZhInvZOYoMBwR5wH/\nRHEHxT3AUynuqpiuW4DzJ2wL4KpxGyIuAnoz83Xl9w1gOXBn+XOnPMfh7N69r0LLRItv/McB3vSB\nkXFNzN/eNsqfXb6X1/7OKD/3s/3MtoWip6fB0NBKhof30WzaTF0XdauXY1a0WL+uZ9x4iXbr1/Uw\nNNhiz56757lk86dudaKC9VI/Y3XSabMJEwfGvijHMdyYmX8xy59/I9BftjJsAjYAa4AbJhz3ZeCq\niPgwxXiIC4G7gC9RvFJP5xyTarVajI7OrvAHDjb56GcP31d99U37efhD++jvq9aP0my2XIK8hupS\nL33L4OwzB7j19pH7/S329BT7lvVSi7LOtbrUicazXha/2bzK/Y+IeETb97fN9oeX3RZnAb8J7Ka4\nS+SZZUi5NCIuLY+7HngN8HHgh8CjgKdn5sHMPHC4c8y2XNO1c3jqvuqdd84yqUjT1uCUE/q4cMMg\n69fdd0mvX9fDhRsGOeWEPpxrQtJcarRaM0uLEbEXGKC4/fJfKMYmvDEzd5X7fy0zP9npgs6VXbv2\nzjouf3/nIV75riM3Hb/1D45i7ZrZ3UXb29tg9eqj2LPnblN9jdS3XlocONS6N8CuWdVLf9/SmLSq\nvnWytFkv9VPWScf/KcymZeIS4KeAlwL7KeZzuCMivhYRlwAv6mD5am3NUO+4d4ITrV/Xw5pVi3cE\nveqmQX9fD2vX9LF2zVj32uIPEpK6bzZjJv4mM38MXFN+EBEnUAy+fArwq50rXr31L29M2VddvDOU\nJGnxmnGYKIPExG3bKAY/boqIjZ0o2MJwX1/1NTfvv3c0/fp1PZx95oB91ZKkJWE2LRNTuXYOzllb\njUYPp564nJPW9i3JvmpJkjoeJjLzXzt9zvpr0N/XYO2aylNpSpK04PjqJ0mSKjFMSJKkSgwTkiSp\nkrkYgKlaanHgYIudw+Ug0aFe+pc7SFSSVJ1hYglotZps2XbosLevNho2UEmSZs9XkUWvxZZth9i4\neWTcqpJbtzfZuHmELdsOAU5zK0maPcPEInfgYIurbzr8yqbX3LyfA4cME5Kk2TNMLHKubCpJmmuG\nCUmSVIlhYpFzZVNJ0lwzTCxyYyub9kxS065sKknqBMPEonffyqbtLRTr1/Vw4YZBVzaVJFXmPBNL\ngCubavac7EzS1AwTS4Yrm2pmnOxM0nQZJjRLvmNd3O6b7Kx9jpKt25vcevsIF24Y5NQTl2N9SwLD\nhGbBd6yL33QmOztpbZ+DdyUBDsDUjDk991LgZGeSZsIwoRlxem5J0kSGCc2I71iXBic7kzQThglJ\n9+NkZ5JmwjChGfEd61LhZGeSps+7OTQjY+9Yb7195H7jJnzHurg42Zmk6bJlQjPkO9alpUF/Xw9r\n1/Sxdk0f/X09WL+SJrJlQjPmO1ZJUjvDhGbJ6bklSQVfCSRJUiVdb5mIiDOATcB64DbgvMz8yiTH\nvRD4E+BBQAKvyMwvlPteCWwEDrQ95OmZ+cU5Lr4kSUteV1smImIAuA64HDgGeAdwbUSsnHDcE4E3\nAc/OzGOAvwWui4hV5SFnABdk5tFtHwaJBaXFgYNNvr/zEN/feYgDB5s4LbckLQzdbpl4IjCamZvK\n76+IiJcDzwA+0nbcQ4BLMvObAJn5gYh4O/BI4AvA6cD756/Y6iQXDpOkha3bYeJkYOuEbVluv29D\n5pXt30fE44Cjga0RMQgE8LKIuBK4E3hLZl4xZ6VWB7nUtSQtdN1+y7cSGJmwbQQYPNwDImI98FHg\n9Zm5h2IMxeeBdwNrgRcBb4+Ip89JidVRLhwmSQtft1sm9gErJmwbBPZOdnBEPBX4EPDWzLwEIDO3\nUXSXjPlCRGwGngVcP1UBGo3GpOsP1EFPT2Pc58Vo111TLxy2a3iU44+rzxTdS6FeFhrrpJ6sl/qZ\nq7rodpi4BTh/wrYArpp4YES8APhr4IWZ+Y9t2x8NPDUzL247fAVw93QKcOyxK2k06v2HPjS0cuqD\nFqgdw5PmxnEGBvpYvfqoeSjNzCzmelmorJN6sl4Wv26HiRuB/og4n+L20A3AGuCG9oMi4knAu4Cn\nTHKXxo+B10fEd4CPUbRSPBd4/HQKsHv3vlq3TAwNrWR4eB/N5uJs6j9mRYv163ruHXg50fp1PQwN\nttizZ1rZcF4shXpZaKyTerJe6mesTjqtq2EiMw9GxFnAZRTzRNwGPDMz74mIS4FWZr4EeBXQB1wf\nEe2nOCczPx0RzwYuBv4euB14XmZ+fTplaLVajI527jnNhWazxejo4rwQ+5Yx5cJhy3qp5fNfzPWy\nUFkn9WS9LH6NVmtpV/CuXXtr+wvo7W2wevVR7Nlz96K+EBfaraFLpV4WEuuknqyX+inrpON9+93u\n5pBcOEySFjjDhGrChcMkaaHyP7ckSarEMCFJkioxTEiSpEoME5IkqRLDhCRJqsQwIUmSKjFMSJKk\nSpxnQtI8anHgYIudw+XkZEO99C93cjJpoTNMSJoXC23adEnT59UraR602LLtEBs3j4xbIXbr9iYb\nN4+wZdshwLUbpIXKMCFpzh042OLqm/bfb2VYgGYTrrl5PwcOGSakhcowIWnO7Rwe5ZbvTZIkSlu3\nN+9d5E3SwmOYkCRJlRgmJM25NUO9rF93+H8369f1sGZV7zyWSFInGSYkzbn+5Q3OPnOAnkn+4/T0\nwNlnDtDf5+2h0kJlmJA0DxqcckIfF24YHNdCsX5dDxduGOSUE/pwrglp4XKeCUnzotHo4dQTl3PS\n2r57B1uuWdVbtkgYJKSFzDAhaR416O9rsHaNjaLSYuIVLUmSKjFMSJKkSgwTkiSpEsOEJEmqxDAh\nSZIqMUxIkqRKDBOSJKkSw4QkSarEMCFJkioxTEiSpEqcTlvSAtbiwMEWu+4aZcfwXo5Z0aJvGbjW\nhzS/DBOSFqRWq8mWbYe45ub9bN3eBIpVSM8+c4BTTuij0bDhVZovXQ8TEXEGsAlYD9wGnJeZX5nk\nuBcCfwI8CEjgFZn5hZmcQ9Ji0WLLtkNs3DxCs3nf1q3bm9x6+wgXbhjk1BOXYwuFND+6Gt0jYgC4\nDrgcOAZy7rF2AAATpUlEQVR4B3BtRKyccNwTgTcBz87MY4C/Ba6LiFXTPYekxePAwRZX37R/XJAY\n02zCNTfv58Ch1vwXTFqiut0O+ERgNDM3ZeZoZl4B7ACeMeG4hwCXZOY3ATLzA8Ao8MgZnEPSIrFz\neJRbvjdJkiht3d5k552j81giaWnrdjfHycDWCduy3H7fhswr27+PiMcBR5ePfd50ziFJkuZGt1sm\nVgIjE7aNAIOHe0BErAc+Crw+M/fM5hySFrY1Q72sX3f4f1/r1/WwZlXvPJZIWtq63TKxD1gxYdsg\nsHeygyPiqcCHgLdm5iWzOcdEjUaDnm5HqsPo6WmM+6x6sF66b3BFD+c8YYBbPzByv3ETPT1wzhMG\nGBzowQGY3eW1Uj9zVRfdDhO3AOdP2BbAVRMPjIgXAH8NvDAz/3E255jMsceupNGo9x/60JBjSevI\neumuxz96kL6+Xj78mRG+va0YH/HIE3p57pMH+aXTHkBv7+xaJlqtFnePHOK/dhwA4KEP6ueowb7a\n/5+oM6+Vxa/RanVvxHNELAe+C7yZ4tbODcBG4ITMvKftuCdR3LHxlMz84mzOcTg/+tHdrTq3TAwN\nrWR4eB/NpiPT68J6qZNi0qodd47S37+MVUe1WL6swWxbJFqtJt/8z4NcfdP4uSvOecIApz1suXNX\nzJDXSv2UddLxZNzVMAEQEacClwGnUswR8eLM/GpEXAq0MvMlEXED8KvA/gkPPyczP324c0zn5+/a\ntbe2f+G9vQ1Wrz6KPXvuZnS0tsVccqyX+ulMnbT41ncP3m/uCii6Tpy7Yua8VuqnrJPFFya6zTCh\nmbJe6qcTdXLgYJOLr9x72FtO16/r4YLfPpr+PlsnpstrpX7mKkx4VUgSzl0hVWGYkCRJlRgmJAnn\nrpCqMExIEtC/vMHZZw5MOu9MTw+cfeYA/X0OvpQmY5iQJAAanHJCHxduGBzXQrF+XQ8XbhjklBP6\n8E4OaXLdnrRKkmqj0ejh1BOXc9LavnsHW65Z1Vu2SBgkpMMxTEjSOA36+xqsXWPDrTRdXi2SJKkS\nw4QkSarEMCFJkioxTEiSpEocgKlFrFhRcudwOSp/qJf+5Y7Kl6ROM0xoUWq1mmzZdohrbh6/lPTZ\nZw5wygl9LiUtSR3kf1QtQi22bDvExs0j9wYJKBZq2rh5hC3bDgGuYChJnWKY0KJz4GCLq2/aT3OS\nBSCbTbjm5v0cOGSYkKROMUxo0XEpaUmaX46ZkKQ55UBgLX6GCS06Y0tJt4+XaOdS0povDgTWUuFf\nshYdl5JWPTgQWEuHYUKLkEtJq/scCKylxG4OLUouJa1um+5AYFcn1WJgmNAi5lLSkjQf/C8rSXNg\nbCDw4TgQWIuJYUKS5oADgbWUGCYkaU44EFhLh2MmJGmOOBBYS4VhQpLmlAOBtfj51y1JkiqxZUKS\nljzXD1E1hglJWsJcP0SdYJiQpCXrvvVD2qf93rq9ya23j3DhhkFOPXE5M2+hKFo6dt01yo7hvRyz\nokXfMmZxHi0UhglJWqKms37ISWv7ZjQfhi0dS1PXw0REnAFsAtYDtwHnZeZXjnD8y4FfzszntG17\nJbARONB26NMz84tzU2pJWvg6v37IXLV0qO66GiYiYgC4Dngj8D7gd4BrI+LEzNw34diVwJ8Cfwxc\nPeFUpwMXZObb577UkqTJzEVLhxaGbrc3PREYzcxNmTmamVcAO4BnTHLsNcDDKFoxJv4lngF8Y05L\nKkmLTKfXD5luS4cWn26HiZOBrRO2Zbl9oudl5jnAzvaNETEIBPCyiPhhRGyNiBfMSWklaRFx/RB1\nSrfDxEpgZMK2EWBw4oGZecdhzrEG+DzwbmAt8CLg7RHx9A6WU5JqosWBg02+v/MQ3995iAMHm0Br\nlufq7PohrpS6dHV7AOY+YMWEbYPA3umeIDO3U3SXjPlCRGwGngVcP9XjG43GpKm8Dnp6GuM+qx6s\nl/pZKnXSajX55n8e5Oqbxt8pcc4TBjjtYctneadEL6c/vIdHHL+cO/b8BIDjVi+b1aRVgyuKstz6\ngZH7jZvo6YFznjDA4EDPjM+rzpmra6TbYeIW4PwJ2wK4aroniIhHA0/NzIvbNq8A7p7O4489diWN\nRr3/sIeGVna7CJqE9VI/i7lOWq0WX/z6MG/6wCR3SnxghD87t5fHnX50pf9nDz6uejkf/+hB+vp6\n+fBnRvj2tmJ8xCNP6OW5Tx7kl057AL29tkwsRt0OEzcC/RFxPsXAyg0U3RY3zOAcPwZeHxHfAT5G\n0UrxXODx03nw7t37at0yMTS0kuHhfTSbs23GVKdZL/WzFOpk/4EmH/z0vsPeKfGhf9nHwx7cS//y\n7v9DW3/8Mi7ccDQ77hylv38Zq45qsXxZg7vuuqfbRVtAWuw/0GLHnUVr0YNWLWOgv/oU52PXSqd1\nNUxk5sGIOAu4jGKeiNuAZ2bmPRFxaXnMiyc8rEVbB2Fm3hYRzwYuBv4euJ1isObXp1OGVqvFaM0H\nFzebLUZHF+c/yIXMeqmfxVwnd+z5yZR3Svxw909Yu6ZvHkt1eMt6G/zMg/pYvfoo9uy5u6yXxVk3\nnbYQJ/7qdssEmfkt4HGTbJ8YIsa2XzTJtk8Bn+p86SRJmk8Lc+Kv+sUbSdL9eKdE3XXmLpvpTPx1\n4FD9Wni63jIhSZra2JwQt94++Z0SzgnRPZ3sluj8FOfzo16lkSQdRmfnhFhYOjm3Rqfd1y0xFiSg\neNHfuHmELdsOUZ+yzh1bJiRpgWg0ejj1xOWctLbv3mmp16zqLVskFmeQmJvBiMUS6TuHy9/hUO+s\n5tWAzq9HMtad1R5M2tW1O8swIUkLSoP+vkbtmrnnRucHI3Y6nHS6W2Khdmcthb9GSdIC1PnBiAuh\nS2JhdmfZMiFJqqVOv+ufiyXS56JbYiF2Z9kyIUlaEuZiifS5W3m1QX9fD2vX9LF2TR/9ffVe08Qw\nIUmqpYUxt8bC7JboNLs5JEm11OnBiHN1p8RC7JboNFsmJEk11dl3/XPXJVGUdSF1S3SaLROSpNrq\n7Lv++8LJ4W4NXUoBoJMME5Kkmuvc3Bp2ScwNw4QkaYlZShN/zQ9/k5IkqRLDhCRJqsQwIUmSKjFM\nSJKkSgwTkiSpEsOEJEmqxDAhSZIqMUxIkqRKDBOSJKkSw4QkSarEMCFJkioxTEiSpEoME5IkqRLD\nhCRJqsQwIUmSKjFMSJKkSgwTkiSpEsOEJEmqZFm3CxARZwCbgPXAbcB5mfmVIxz/cuCXM/M5sz2H\nJEnqnK62TETEAHAdcDlwDPAO4NqIWDnJsSsj4hLgrUBrNueQJEmd1+1ujicCo5m5KTNHM/MKYAfw\njEmOvQZ4GEULRGOW55AkSR3W7TBxMrB1wrYst0/0vMw8B9hZ4RySJKnDuh0mVgIjE7aNAIMTD8zM\nO6qeQ5IkdV63B2DuA1ZM2DYI7J2vczQaDXq6HakOo6enMe6z6sF6qR/rpJ6sl/qZq7rodpi4BTh/\nwrYArpqvczzwgUfV/q98aMixpHVkvdSPdVJP1svi1+0wcSPQHxHnUwys3ACsAW6Y53NIkqRZ6moD\nf2YeBM4CfhPYDfwB8MzMvCciLo2ISyd5WIu2W0OPdI65Lr8kSYJGq9Wa+ihJkqTDqOnQQ0mStFAY\nJiRJUiWGCUmSVIlhQpIkVWKYkCRJlXR7noklKSJ+AfhYZj6k/P5k4N3AGcA9wN8Br83MVrn/YuBc\nivr6APCKzGyW+34TeBPF3BqfBc7NzInrl2gKM6mTiGgAdzF+wbnPZeb/LB9rnXTIJPVyIvAu4BeB\nXcBfZOYH2o73WpljM6kTr5W5FxG/AryNYrLGHwGXZOZ7ImIV8H6KxTDvAi7KzPe3Pa6j14otE/Mo\nIhoR8bvAp4G+tl3vAb4GHAv8PPBc4LfLx5xPsQLqqcAjgMcBf1zuOw24tDz+gcAdwBXz8VwWi9nU\nCfCzQCszj277GPvnaJ10wGT1EhG9wMeB/wKOA/438OaIOKvc77Uyh2ZTJ3itzKkyMFwL/FVmDgHP\nAS6OiCcB7wV+TBEIng1cEhGPLR/X8WvFMDG/LgReCvwF45P6jykuzt5ye5P7Fi/bQPGHsiMzdwAX\nA88v9/0W8PHM/LfM3A+8Gnh6RPzUXD+RRWQ2dXIG8M3DnM866YzJ6uUkYD3w0sw8kJnfpviHeW65\n32tlbs2mTrxW5tbPANdl5ocAMvNrFC0Jvwz8L+BPM/NgZv4b8A/A75SP6/i1YpiYX5dn5unAv0/Y\nfj5FxY8AtwOfz8yry33B+CXWv1NugwnLr2fmHmBP235NbTZ1cgZwTER8LSJ2RMRHIuKny33j6ss6\nmbXJ6qUX+AlwsG1bi+LdL3itzLWZ1MnDy6+9VuZQZn4jM5839n3ZUvE/KMLeoczc3nb4dyiuA5iD\na8UwMY8mW0Y9InqAT5QfRwOPBB4fES8qD5m4xPoI0BMR/RSro7r8egWzrJP9wJeAp1L807wbGAsa\nE+sLrJMZm6xegFuB7RTNuP0R8UjgBcBAud9rZQ7NsE76y/1eK/MkIo4BrqMIe5+lGOvVboT7Vtju\n+LVimOi+0yj6rP44M/dn5i3Am4GxF672PwAoKvQnmXmAySt4kOKC1ewdsU4y86LMPC8zd2Xmjyn6\nGh8bEcdhncyZzPwJRWvRGcAPgHdQDBwbLg/xWplnR6iTu8r9XivzICJOoAhtPwLOBvZxX8ge0/67\n7fi1Ypjovv0UTVLL27aNAofKr2/hvqYpGN88dQttTU8R8UBgdblds3fEOomICyPijLZ9K9oeZ53M\nkfLOgKOBp2XmAzPzScAQxUBZ8FqZd0eok/+v3O+1Msci4lHAvwL/nJnPKgPBbcDyiFjbfijjr4eO\nXiveGtp936EYoPS2iHgp8NMU6f295f4rgT+JiBsp+iZfA2wu930QuDki3g/8vxSDaD6VmXfOY/kX\no6nq5GHlvmdThIy/phiwNBwR1skcKW/L/SDw1oh4L8Utb78N/Gp5iNfKPJtGnXitzKGIeBBwPfCW\nzHzL2PbM3BsRn6DofnohcArFytpjd9l0/FqxZaJ7WgDlfb3Porit6r+Bmygq8x3lce+m6Lv/KvBt\n4PPA28vHfgN4IcW9xDvKc7xgvp7AIjTdOnkZsI37+ov3U46Etk7mRPvSxs+luFPgLooXpueXI9jB\na2U+TbdOvFbm1rkUt2++ISL2tn28keJ320dx2+5HgVeWd3XAHFwrLkEuSZIqsWVCkiRVYpiQJEmV\nGCYkSVIlhglJklSJYUKSJFVimJAkSZUYJiRJUiXOgCktchHxAIoZ7s4BHkoxEdeHgIszc183yzYT\nEXERcAHwc5l564R9LwT+Fnh0Zm7pRvmkpcyWCWkRi4ghinn7fwV4CcUCZi8FngNcGxG9XSzeTL2J\nYhbFd7ZvjIhjKab8/UuDhNQdhglpcbsYaAJPzszPZOb3MvNTwDOBMylWGFwQMvMgRSB6UkT8Rtuu\nNwM7gTd2pWCSnE5bWqwiop/iRfZVmblpkv2PA75VLg1NRLya4sV6FcWqjy8fW2MhIm4CbgQeAzyZ\nYqnjN2Tm35X7Hw/8FUXLx4+A92bmG9se++XMfE35/QDFMsdPyMzPHemxh3lemymC0EkUCxh9uTzX\nF6fxPB5c/qwnU6x2uQ14XWZ+tNzfpAgl5wHbMvMXp/GrlpY8WyakxetEihfMr062MzO/2BYkXgK8\niGLhoEcBNwM3lasSjnkN8ElgPfAx4LKIWF12lXwM+CeKZY3PAy6IiF8vH9di/MJQ95rGYyfzCmAl\n8HLgb4D3tAWJqZ7H5vJ38njgkcDngPeWwWvMb1CEld87QhkktXEAprR4rSo/3zWNYy+geAf/mfL7\nP42IJ1O8oL6p3PYvmfkegIh4HfCHwGkUy7WvAnZk5u3A7RHxJIrxDVM55jCP/d7hHpCZuyLiAoqV\nD38IPG0Gz+MTwCfKn0VEXFLueyjwn+Vj3jNxgKekI7NlQlq8flR+XnWkgyLiKIoX0w+0L2NM0aVx\nUtuh3xn7IjP3ll/2ZeYeijsp3hkR/x0R7wX6M/OOqQp4hMf+cIrHvRfYBbwtM++ewfO4FPiViHhX\nRPwL8JVye/tA1O9OVW5J4xkmpMXrP4E9wGMn2xkRmyLiRdz3QvpbwM+1fawHXlXuawEHJzlNAyAz\nXwoExXiEhwM3RsTvtz223bgW0SkeeyQHgHsmOe+kzyMieoBPA6+laNF4J3DWJOe9Z5Jtko7AMCEt\nUpk5CvwD8IfloMd7RcQpwAuAH2fmXcAdwEMy87tjHxRdBk+Y6udExPERcRnwg8x8S2Y+AXgP8Nzy\nkIMU3RljTpzBY2fyfIeneB5nlJ+fmpl/kZnXAg8sH96Y6c+TdB/HTEiL20UU777/n4h4A8XdC48B\n3gp8BvhwedwlwEURsQP4GsUAxt+mGOAIxYvt4V5wd1PMW7EsIv4SGKIY4PhP5f5/A14YEVdS3MXx\n18ChaT52po70PIYpbpP9PxHxUYoBmH9dPq5/knNJmiZbJqRFLDN3A48Dvg68D9hCcevj5cDZmTnW\nBfE3wNuBtwHfAp4C/HrbJFCHvSOjHLPw6xTdCV+jCAKfBV5fHvI24AsU4eXjFC0Pu6f52Jk67PPI\nzP+iuFvkpcCtwKuBDRQDRR89y58nCeeZkCRJFdkyIUmSKjFMSJKkSgwTkiSpEsOEJEmqxDAhSZIq\nMUxIkqRKDBOSJKkSw4QkSarEMCFJkir5/wGmjaTaiPiuXgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x119c21f28>"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot the p values\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(fits.year,\n",
" fits.p,\n",
" s=75, c='royalblue')\n",
"titlestring = 'p vs. Census Year'\n",
"plt.title(titlestring)\n",
"plt.xlabel('Census Year')\n",
"plt.ylabel('P')\n",
"plt.xlim(1780,2000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 26,
"text": [
"(1780, 2000)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAhYAAAGWCAYAAAAkH8qWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XucXWV97/HPnslkwgRlCBhjNZrQyg8jULG2WrVGjp5W\naaU2XpCjUTlIDyja46XF0nqXS0WqRS2gBTyigqdCEZRWa4FYLwdRkYqBn1oS8FJIYBgJCbk4s88f\na02ys5lkLlkzs2bP5/165TWZtZ695lnzzJr9nWc9z7MazWYTSZKkKnTNdAUkSVLnMFhIkqTKGCwk\nSVJlDBaSJKkyBgtJklQZg4UkSarMvJmugKTZISIeD/w5cAzwGOBnwBeAszJzYCbrtq8i4nrgKUBk\n5oa2fQuAHwIbgWdm5vAMVFGaNeyxkDSmiHg68D3gacC7gBcCHwaOB9ZExIEzWL0qnAzsB3xwlH1/\nBTwWONFQIY2t4QJZkvYmIvYDbgV+BPxh65trRDwRuAX4+8x82wxVsRIR8R7gHcDKzPz3ctsTgR8A\nZ2fmu2ewetKs4a0QqUYiYhh4bfnvGcB64J2Z+fk9lP8k8JTMfErLtnnAPcAZmfm3EfFHwHuBw4D7\ngc8Dp2Xm1nFW64+B5cCx7X+xZ+aPI+LtwAMtX/8A4BzgTyh6Af4NeGNm3lXufzfwPOAiijfyXwO+\nDZycmbeVZR4DfBRYCfQC3wL+PDNvKfevBy7LzL9s+bqXA4/OzKPLzyd63mcArwA+FhFPKc/1o8BP\nyn1ExHzg/cCrgH7gRuDPMvM/WurxTOA9wO8A84EE3pGZ15T7P1l+X+YBLwA+lZmn7KFO0qzjrRCp\nfs6j6B14McUb7uci4ug9lL0cODIiDmnZ9t8o3vQ+FxG/QfGGeh3Fm9g7gBOAd0+gPs8Dfp6ZPxxt\nZ2ael5mfBIiILuCL5dd6M/BKivEY10fEwpaXHQG8FfgL4Djg8cAlLfs/DSwFXg28BOgDvlQeH6BZ\n/mvXLOsx4fPOzO3AKcDhwEkRcWx57idm5o6y2CeBkygCy0uBreW5Pbb8ussogtQvKNrv5cAm4LMR\n8ciWL/cnwCBwbNt5S7OePRZS/XwzM08u//+ViHgS8Dbg+lHKfhW4j+LN95xy20vLY/w8Il5B8Vfz\nBzPzbuBrEbGNiV37vwbcNc6yLwCeBTwjM78NEBE3lK9/HfB3ZblHAi/JzB+VZR4NXBgRB2bm/cAz\ngXdn5rXl/jsogsH+tPSO7MXTmMR5Z+Z1EfFpih6HB4CPZuaNZR2eTNGj8YrM/L/lti9ThMC3UQSp\nFcD1mfmakWNGxM+A7wJHAWvKzU3g9Zm5bRznIs0qBgupfi5v+/waijeuh8nMX0XElcAq4JyI6Kb4\nS/m9ZZEbgW3AjRHx2fJYn83MiQyuGmL8vytWAgPAd8tbMgCby3ocza5g8cBIqCj9vPy4kOK2xb8D\n742II8o6X5uZfzWBOu/Leb+F4vZFD3B6y/bnlB+/0nJuUPRQHA1QBqFry3EphwFB0esBRdAZ8VND\nhTqVt0Kk+vmvts83UvyFvyeXA79TdsevBBYB/wiQmeuA51NMl3wz8HXgjoh44QTqcxfFbYlRRcSi\ncuwBwEHl198BbG/593xgScvLHmo7zMjYjZHfSccBF5Svuwy4JyI+FBGNMeragH0778y8F/gP4FuZ\nuaVl10Hlx4G2c3vdyLlFxLyI+ChFOPo2xYyS/VrrVtptSqvUSQwWUv0savt8MXDvXsp/jeKN6sUU\nt0S+lpn3jOzMzG9k5jHlcV9K8cZ4eUT0jLM+/wosKW8FjOZcYH3ZWzJIMeD0aW3/fpviVsa4ZOb9\nmflnmbmEYhDkJ4E/oxizAMWthO62l+1Py7iLfTzv0QLMIEUvyGjn9gdlmdMpBna+BNg/M4+gHPg5\njuNLHcFgIdXPH7Z9/seMPr4CgMwcouihOIZiMODnRvZFxMkRcUdEzMvMLZl5JfAB4BHsvRek1bXA\nHey61bJTGTZeDlxR1uObFGMyNmbm9zLze8DNFL0Gz2McIuLREfGziHhxeX7fAd5A0cvxuLLYg7T0\nokREL8WbfFXnPdotk29SzFDpGTm38vxeRRFcAH4X+HpmfqnlVsd/Lz+2/r51nr86lmMspPo5PiJ+\nDtwArAaeDJw4xms+R9FzMQRc0bL9BuBDFH+pX0DxV/1fU7z53QcQEUcBW0emerbLzB0RcSLwJYpB\nkB8D7gaeCpwG/CcwMu3zaorbD/8SEe+j6Gk5iaI35YLxnHxm3hMR/wl8OCL6KG4NvYKih+JLZbEv\nA6dGxEnAnRTBZR67egLGPO8xNGjrVcjM70XEF4HPR8S7gHUUPROvB/5HWewm4G1lvX5McWvqZIpb\nPfu3HV/qSLXqsYiIoyLi2xHxYETcXK72t7fyb46If2zb9uyIuDEiBiPiJxHxp1Nba6ly76L4y/ef\ngCcCLxhZv2FPMvMbFEtsX1+OERjZfjvF1Mal5fEuAr5P8YY44krgY2Mcfw3FTI07gbMpppSeWB7v\n2Zn5YFnuV8DvUwye/ChwVfm1X5SZXy8Pt9epoqXjgG8Af0vRY/KU8hi3l/vfS9FLcy5wKfAd4MKR\nY4zzvPdmT3U8rvy676cIOc8CXpmZIwNuz6YY83IWRcg6Evg9isGgI7/P9nRsqSPUZuXNcj3+nwDv\nA/6BYv762cAhmbm5rexCil++b6Xogn15uf1Air+eXp+Zl5d/iX0VeHlm/tu0nYw0SSMLZGXmp2a6\nLpI0GXXqsTgaGMrMCzNzKDMvoVg98JhRyl4J/DrFXyitXYqPB64Z+eshM2+muDf9zCmtuSRJAuoV\nLA4D1rZty3J7u9dk5ktom7KVmbe0LUxzIEU35PcrrqskSRpFnQZvLgS2tG3bQrGU727KlfT2qnxe\nwTXAd0bW6JfqLjPrFPYlacLq9EtsM7sWkhnRR7HO/oRExHKKqWH3UqxIKEmSpkGdeixuA05t2xbA\nZyZykIh4KvDPwKUTfYxzs9lsNhrOApMkzRmVv+nVKVhcB/RGxKkUgzJXU6w4+OXxHqB8kNG/AOdk\n5jljlW93332b6apTH06Lrq4G/f0LGRzczPBwPWbyyHapI9uknmyX+hlpk6rVJlhk5vZyHf8LgDMp\nFpc5NjMfiojzyzKntL2sfT74icDBwDsj4p0t2z+cme8Yqw7NZpOhoX05i6k3PNxkaMiLsm5sl/qx\nTerJdul8tVnHog42btxU229Gd3eDRYv2Z2DgQS/KGrFd6sc2qSfbpX7KNqn8VkhNO/4lSdJsZLCQ\nJEmVMVhIkqTKGCwkSVJlDBaSJKkyBgtJklQZg4UkSaqMwUKSJFXGYCFJkipjsJAkSZUxWEiSpMoY\nLCRJUmUMFpIkqTIGC0mSVBmDhSRJqozBQpIkVcZgIUmSKmOwkCRJlTFYSJKkyhgsJElSZQwWkiSp\nMgYLSZJUGYOFJEmqjMFCkiRVxmAhSZIqY7CQJEmVMVhIkqTKGCwkSVJlDBaSJKkyBgtJklQZg4Uk\nSaqMwUKSJFXGYCFJkipjsJAkSZUxWEiSpMoYLCRJUmUMFpIkqTIGC0mSVJl5M12BVhFxFHAhsAL4\nMXByZt64l/JvBp6ZmS+b7DEkSVJ1atNjERELgGuAi4ADgPOAqyNi4ShlF0bEB4APAs3JHEOSJFWv\nNsECOBoYyswLM3MoMy8B7gGOGaXslcCvU/RMNCZ5DEmSVLE6BYvDgLVt27Lc3u41mfkSYMM+HEOS\nJFWsTsFiIbClbdsWoK+9YGbeva/HkCRJ1avT4M3NwH5t2/qATdN1jEajQVedolaLrq7Gbh9VD7ZL\n/dgm9WS71M9UtUWdgsVtwKlt2wL4zHQd46CDFtJo1PuHvr/fcah1ZLvUj21ST7ZL56tTsLgO6I2I\nUykGZa4GFgNfnq5j3Hff5lr3WPT3L2RwcDPDw82xX6BpYbvUj21ST7ZL/Yy0SdVqEywyc3tEvBC4\nADiTYg2KYzPzoYg4vyxzStvLmrRMN93bMcZTh2azydDQvp/LVBoebjI05EVZN7ZL/dgm9WS7dL5G\ns2kDj9i4cVNtvxnd3Q0WLdqfgYEHvShrxHapH9uknmyX+inbpPL7/zXt+JckSbORwUKSJFXGYCFJ\nkipjsJAkSZUxWEiSpMoYLCRJUmUMFpIkqTIGC0mSVBmDhSRJqozBQpIkVcZgIUmSKmOwkCRJlTFY\nSJKkyhgsJElSZQwWkiSpMgYLSZJUGYOFJEmqjMFCkiRVxmAhSZIqY7CQJEmVMVhIkqTKGCwkSVJl\nDBaSJKkyBgtJklQZg4UkSaqMwUKSJFXGYCFJkipjsJAkSZUxWEiSpMrMm+kKSJI0c5ps295kw+AQ\nAIv7u+md3wAaM1utWcxgIUmak5rNYW5dt4Mr12xl7fphAFYs62LVygUcvryHRsNO/ckwWEiSZpGq\nehia3LpuB2deuoXh4V1b164f5va7tnD66j6OOGT+JI4rg4UkaVaosodh2/YmV9ywdbdQMWJ4GK5c\ns5VDl/bQ22OwmCj7eSRJs8CuHoaRUAFFD8OZl27h1nU7gOa4j7ZhcIjb7hwlVbQcd8P9Q/tS4TnL\nYCFJqr3x9DBs2zH+YKGpY7CQJNVe1T0Mi/u7WbFsz2+BK5Z1sfjA7gnVUQWDhSRpzumd32DVygV0\njfIu2NUFq1YucHzFJBksJEm1V30PQ4PDl/dw+uq+3Y67YlkXp6/u4/DlPTgjZHJqNSskIo4CLgRW\nAD8GTs7MG0cpdzxwBrAYuB44MTM3lPteBJwFPB74BfCezLxses5AkjQVRnoYbr9ry8PGWUy2h6HR\n6OKIQ+Zz6NKenbdRFh/YXR7HUDFZtemxiIgFwDXARcABwHnA1RGxsK3ckcD5wHHAwcDdwCXlvj7g\nH4F3ZuYjgdcB/yciHj9d5yFJmgpT1cPQoLeni6WLe1i6uIfenq5JHkcj6tRjcTQwlJkXlp9fEhFv\nBo6hCAsjXglclZk3AUTEacDGiHgU8CCwCeiJiAbF3KNtgHOGJGmWmz09DHN7mfA6BYvDgLVt27Lc\n3iqAb+4skDkQEQNAZObXI+I1wOeBT1P0yPzPzPz51FVbkjR9GvT2NFi6uDYd7rtxmfAa3QoBFgJb\n2rZtAfrGWy4ilgGXUdwC2Q94EfB35e0TSZKmULWLeM1Wdeqx2EwRBlr1UdzaaDVa2OijuA3yYuDm\nzPxsuf3aiPgi8GrgbWNVoNFojDr1qA66uhq7fVQ92C71Y5vU01xol63bxl7E60lPmF/eFpl5U9UW\ndQoWtwGntm0L4DOjlIudBSIOBhaV248AFrSVHwJ2jKcCBx20kEajHg2+J/39C8cupGlnu9SPbVJP\nndwut92xacxFvAa3NHjSkv2nsVbTr07B4jqgNyJOpZhyuppiOumX28pdBqyJiIuB71JMLb02M++P\niGuBv4mI1wL/B3gORS/G0eOpwH33ba51j0V//0IGBzczPNz5XWmzhe1SP7ZJPc2Fdtm6dey/Ybdu\n3cHAwIPTUJuxjbRJ1WoTLDJze0S8ELgAOJNiHYtjM/OhiDi/LHNKZt4SEScBFwNLgK8BJ5T7fxoR\nfwScC3wYuAt4dWZ+bzx1aDabDNV8/sjwcJOhoc68KGcz26V+bJN66uR2edQBxSJereMrWq1Y1sWj\n+rs79vxHNJrNzj7Bidi4cVNtvxnd3Q0WLdqfgYEHO/6HcjaxXerHNqmnudEuTX5wx3bOvHT0RbxO\nX93HEYfMpy7TTss2qbwyNe34lyRptnGZcKjRrRBJkma72bOI19QxWEiSVKmqF/GaXSt5GiwkSaqp\n2biSZ/1qJEmSmK0reRosJEmqoW3bx17Jc9sOg4UkSRqHDYNDY67kOTJAtE4MFpIkqTIGC0mSamhx\nf/du62G0W7Gsi8UHdk9jjcbHYCFJs1aTbduH+emGHfx0ww62bR+mjoP5NDm98xusWrlg1GdYdXXB\nqpULyvUx6sXpppI0C83GaYiaqF0ree6pneu4loXBQpJmnV3TEFtnDKxdP8ztd22p3TMpNHmzcSVP\ng4UkzTLjmYZ46NKeWnaTazKqXslzas2OWkqSdpqt0xA1NxgsJElSZQwWkjTLzNZpiJobDBaSNMvM\n1mmImhsMFpI06+yahtjac7FiWRenr+6r7TREzQ3OCpGkWWg2TkPU3GCwkKRZa3ZNQ9Tc4E+jJEmq\njMFCkiRVxmAhSZIqY7CQJEmVMVhIkqTKGCwkSVJlDBaSJKkyBgtJklQZF8iSJE2hJtu2N9n4yyHu\nGdzEAfs16ZkHrg7auQwWkqQp0WwOc+u6HVy5Zitr1w8DxfNMVq1cwOHLe2g07DTvRLaqJGkKNLl1\n3Q7OvHTLzlABsHb9MGdeuoVb1+0AmjNXPU0Zg4UkqXLbtje54oatDA8/fN/wMFy5ZivbdhgsOpHB\nQpJUuQ2DQ9x25yiporR2/fDOp7KqszjGQpJUKgZabhgsH8Pe303vfB/DrokxWEiSKh9oubi/mxXL\nunYbX9FqxbIuFh/Yvc/1Vv14K0SS5rzqB1r2zm+wauUCukZ5l+nqglUrF9DbY09IJzJYSNIcNzUD\nLRscvryH01f3sWLZrreaFcu6OH11H4cv78FbLJ3JWyGSNMeNd6Dl0sUT+1u00ejiiEPmc+jSHjYO\nDrFgQQ/9fU3mdYOhonPVKlhExFHAhcAK4MfAyZl54yjljgfOABYD1wMnZuaGct/jgAuA3wMeAD6Q\nmR+ZnjOQJO2uQW9Pgycs6WbRov0ZGHiQoSGnmXay2twKiYgFwDXARcABwHnA1RGxsK3ckcD5wHHA\nwcDdwCXlvgZwFfBDYBHwB8C7I+IZ03QakjTrjAy03BMHWmoiahMsgKOBocy8MDOHMvMS4B7gmLZy\nrwSuysybMnMrcBrwgoh4FPB04DHA28tjrAV+F/jR9J2GJM0uDrRUleoULA4D1rZty3J7q2gtl5kD\nwEBZ7qkUvRXnRMR/RUQCzyjLSJJG5UBLVadOYywWAlvatm0B+iZQbhFFz8e/AUuB3wb+JSLuyMyv\nj1WBRqMxamKvg66uxm4fVQ+2S/3YJpPVzVOe2MWTnjCfuwd+BcCSRfMqWyDLdqmfqWqLOgWLzcB+\nbdv6gE1t20YLGyPltgEDmfk35fZvRcQVwB8DYwaLgw5aSKNR7x/6/v6FYxfStLNd6sc2mbzHLJm6\nY9suna9OweI24NS2bQF8ZpRysbNAxMEUPRW3UQzmnBcRXZk5Mndq3Od4332ba91j0d+/kMHBzQwP\nO6K6LmyX+rFN6sl2qZ+RNqlanYLFdUBvRJxKMeV0NcV00i+3lbsMWBMRFwPfBc4Crs3M+yPiXyl6\nNN4VEe+lGMz5YuD546lAs9lkqObPxBkebjpVq4Zsl/qxTerJdul8tfn7PDO3Ay8EjgfuA94AHJuZ\nD0XE+RFxflnuFuAk4GKKWSNLgBPKfQ8BzwV+B9gAfBp4Y2Z+e3rPRpKkuanRbJocR2zcuKm234zu\n7oaLy9SQ7VI/tkk92S71U7ZJ5QMLa9NjIUmSZj+DhSRJqozBQpIkVcZgIUmSKmOwkCRJlTFYSJKk\nyhgsJElSZQwWkiSpMgYLSZJUGYOFJEmqjMFCkiRVxmAhSZIqU6fHpktSh2uybXuTDYNDACzu76Z3\nfgOo/DlQ0owxWEjSNGg2h7l13Q6uXLOVteuHAVixrItVKxdw+PIeGg07kNUZ/EmWpCnX5NZ1Ozjz\n0i07QwXA2vXDnHnpFm5dtwPwUeLqDAYLSZpi27Y3ueKGrQwPP3zf8DBcuWYr23YYLNQZ9ngrJCLm\nAW8HXgJsA74AfDAzd0xT3SSpI2wYHOK2O0dJFaW164fZcP8QSxf7t55mv739FL8f+Avg/wHfAU4D\n/n46KiVJkmanvQWL44HVmXlKZp4KrAJeFRHd01M1SeoMi/u7WbFsz79uVyzrYvGB/mpVZ9hbsHgM\ncFPL52sobp0smdIaSVKH6Z3fYNXKBXSN8hu3qwtWrVxAb49TTtUZ9hYs5gG/GvkkM4eArUDvVFdK\nkjpLg8OX93D66r7dei5WLOvi9NV9HL68B9eyUKdwHQtJmgaNRhdHHDKfQ5f2sOH+coGsA7vLngpD\nhTrHWMHi1RHxQPn/Rln++IjY2FooMz8+FZWTpM7SoLen4ewPdbS9BYu7gDe0bbsHeN0oZQ0WqjGX\nUZak6bLHYJGZy6axHtKUcBllSZpe/lZVB3MZZUmabgYLdSyXUZak6WewUMca7zLKkqTqGCwkSVJl\nDBbqWC6jLEnTz2ChjuUyypI0/QwW6mAuoyxJ080lvdXRXEZZkqaXwUJzgMsoS9J08TetJEmqjMFC\nkiRVxmAhSZIqY7CQJEmVqdXgzYg4CrgQWAH8GDg5M28cpdzxwBnAYuB64MTM3NBW5tHAD4ATMvNL\nU113SZJUox6LiFgAXANcBBwAnAdcHREL28odCZwPHAccDNwNXDLKIS8CFuHjKyVJmja1CRbA0cBQ\nZl6YmUOZeQlwD3BMW7lXAldl5k2ZuRU4DXhBRDxqpEBEnAw8CPx0muouSZKoV7A4DFjbti3L7a2i\ntVxmDgAD5XYi4lDgLcApU1ZTSZI0qjqNsVgIbGnbtgXoG2+5iJgHfAo4NTPvj4gJVaDRaIz6XIk6\n6Opq7PZR9WC71I9tUk+2S/1MVVvUKVhsBvZr29YHbGrbNlrY6KO49fEO4PuZ+ZWWfeP+zh100EIa\njXr/0Pf3Lxy7kKad7VI/tkk92S6dr07B4jbg1LZtAXxmlHI7uyIi4mCKQZq3UwzYfExEHFfufiRw\neUS8LzM/MFYF7rtvc617LPr7FzI4uJnhYcej1oXtUj+2ST3ZLvUz0iZVq1OwuA7ojYhTKaacrqaY\nTvrltnKXAWsi4mLgu8BZwLXlWIsntRaMiHXAGzLz2vFUoNlsMjS0bycx1YaHmwwNeVHWje1SP7ZJ\nPdkuna82f59n5nbghcDxwH3AG4BjM/OhiDg/Is4vy90CnARcTDFrZAlwwszUWpIktWo0mybHERs3\nbqrtN6O7u8GiRfszMPCgab9GbJf6sU3qyXapn7JNKh9YWJseC0mSNPvVaYyFJNVMk23bm2wYLAZf\nLe7vpnd+gwlMNpPmHIOFJI2i2Rzm1nU7uHLNVtauHwZgxbIuVq1cwOHLe2g07PCVRuOVIUkP0+TW\ndTs489ItO0MFwNr1w5x56RZuXbcDH0Mkjc5gIUlttm1vcsUNWxkefvi+4WG4cs1Wtu0wWEijMVhI\nUpsNg0PcducoqaK0dv0wG+6v+aI30gwxWEiSpMoYLCSpzeL+blYs2/OvxxXLulh8YPc01kiaPQwW\nktSmd36DVSsXjPrsoK4uWLVyAb09TjmVRmOwkKSHaXD48h5OX923W8/FimVdnL66j8OX9+BaFtLo\nXMdCkkbRaHRxxCHzOXRpz86BmosP7C57KgwV0p4YLCRpjxr09jRYutjOXWm8DBaSOkSx/PbGXw5x\nz+AmDtivSc88sHdBml4GC0mznstvS/Xh1SZplnP5balODBaSZjWX35bqxWAhaVZz+W2pXgwWkiSp\nMgYLSbOay29L9WKwkDSrufy2VC8GC0mznMtvS3XiOhaSZr3W5bc3Dg6xYEEP/X1N5nWDoUKaXgYL\nSR2iWH77CUu6WbRofwYGHmRoyGmm0nTzVogkSaqMwUKSJFXGYCFJkipjsJAkSZUxWEiSpMoYLCRJ\nUmUMFpIkqTIGC0mSVBmDhSRJqozBQpIkVcZgIUmSKmOwkCRJlfEhZJJmSJNt25tsGBwCYHF/N73z\nG/g0Uml2M1hImnbN5jC3rtvBlWu2snb9MAArlnWxauUCDl/eQ6NhZ6o0W9UqWETEUcCFwArgx8DJ\nmXnjKOWOB84AFgPXAydm5oZy37OBc4EA7gU+kJkfn54zkDS2Jreu28GZl25heHjX1rXrh7n9ri2c\nvrqPIw6Zjz0X0uxUmz8LImIBcA1wEXAAcB5wdUQsbCt3JHA+cBxwMHA3cEm570DgauBDmdkPvAw4\nKyKeN13nIWnvtm1vcsUNW3cLFSOGh+HKNVvZtqM5/RWTVInaBAvgaGAoMy/MzKHMvAS4Bzimrdwr\ngasy86bM3AqcBrwgIh4FPAG4JjMvB8jMmyl6NJ45bWchaa82DA5x252jpIrS2vXDbLh/aBprJKlK\ndQoWhwFr27Zlub1VtJbLzAFgAIjM/H5mvmZnwaIH4/eA709JjSVJ0m7qFCwWAlvatm0B+iZTLiIO\noLi18p3MvKbCekraB4v7u1mxbM+/elYs62Lxgd3TWCNJVarT4M3NwH5t2/qATW3bRgsbfcCDI59E\nxHLgixQDQI8bbwUajQZddYpaLbq6Grt9VD3YLhPXt18XL3nuAm7/1JaHjbPo6oKXPHcBfQu6mOzg\nTduknmyX+pmqtqhTsLgNOLVtWwCfGaVc7CwQcTCwqNxORDwV+Gfg0sx820QqcNBBC2k06v1D39+/\ncOxCmna2y8Q857f66Onp5nNf3cIP1xXjKZ68vJvjnt/H7x75SLq7973HwjapJ9ul8zWazXqMvo6I\n+cAdwNkUU05XA2cCyzPzoZZyvwmsAf4Q+C7wEWBJZr4oIh4N/AA4JzPPmWgd7r33wWadeyz6+xcy\nOLiZ4eF6tJlsl31TLJB198CvAFiyaF4lC2TZJvVku9RP2SaV/zVdmx6LzNweES8ELqAIFD8Gjs3M\nhyLi/LLMKZl5S0ScBFwMLAG+BpxQHuZEiimo74yId7Yc/sOZ+Y6x6tBsNhmq+WD04eEmQ0NelHVj\nu0zOvO4Gj3tUz87Pi+uvmu+jbVJPtkvnq02PRR1s3Liptt+M7u4Gixbtz8DAg16UNWK71I9tUk+2\nS/2UbVJ5j0VNO/4lSdJsZLCQJEmVMVhIkqTK1GbwprSLj9OWpNnKYKFa8XHakjS7+VtaNbLrcdoj\noQKKh1KdeekWbl23g6qmIkqSpobBQrXh47QlafYzWKg2fJy2JM1+BgtJklQZg4Vqw8dpS9LsZ7BQ\nbfTOb7Bq5YJRH13f1QWrVi6gt8cpp5JUZwYLVaDJtu3D/HTDDn66YQfbtg8zudkbDQ5f3sPpq/t2\n67lYsayoAFwjAAAQlklEQVSL01f3cfjyHlzLQpLqzXUstE+qXnei0ejiiEPmc+jSnp0DNRcf2F32\nVBgqZpYLl0kam8FC+2DXuhOtU0TXrh/m9ru2cPrqPo44ZD4Tf+Np0NvTYOliO9TqwoXLJI2Xvw00\naa47MVe4cJmk8TNYaNJcd2JuMEBKmgiDxZxU1WBLzQUGSEkT4RiLOabKe+Uj6060do+3ct0JSZp7\n7LGYU6q9V+66E3ODC5dJmgiDxRxS/b1y152YCwyQkibCWyFzyHjvlU9kmqfrTswFuwLknm6h2daS\nRhgsKjcXFxFy3YlOZ4CUNF4GiwrVfREhB1tq3xggJY3N3xCVqf8iQt4rn0ucUixpZthjUZHxDIw8\ndGnPDL9xe698Lqh7z5mkzmawqMhUDIycCt4r73RT9fwWSRofg8Wc5L3yTjU7es4kdTLfWSoydYsI\nFffK77x7O7fdsYmt27xXrj1z+W1JM80ei4qMDIy8/a4tD/trcbIDI71XLkmabXxnqkzVq1DWf5aJ\n6sfltyXNNHssKlTlwEjvlWsypqLnTJImwh6LyjXo7eli6eIeli7uobeni8mMwPdeuSbH57dImln2\nWEgdxinFkmaSPRY15b1y7Ztqes4kaaIMFjXl8ttzjUtwS+oM3gqpLZffniucViypkxgsaqz1XvnG\nwSEWLOihv6/JvG4wVHQKl+CW1Fn8U6j2invlT1gynycd8gh653uvvJOMZ1rxth3eEpE0e9SqxyIi\njgIuBFYAPwZOzswbRyl3PHAGsBi4HjgxMzdM5BjSvmmybXuTjb8c4p7BTRywX5OeeTDR0DdbHl4n\nSeNVm99WEbEAuAa4CDgAOA+4OiIWtpU7EjgfOA44GLgbuGQix5D2RbM5zA/u2M7Zn9nEWz/6IG/4\n4P2ceekD/OCO7TSbew4JkjQX1CZYAEcDQ5l5YWYOZeYlwD3AMW3lXglclZk3ZeZW4DTgBRHxqAkc\nQ5qkapdad1qxpE5Tp2BxGLC2bVuW21tFa7nMHAAGynLjPYY0KVWPiXBasaROU6dgsRDY0rZtC9A3\ngXJ94zyGNCnVL7XuEtySOkudBm9uBvZr29YHbGrbNlpQGCm3ZZzHGFWj0Rj1L8c66Opq7PZRM6Mx\njm9/owHd3RNpp26e8sQunvSE+dw98CsAliyaR+98l+CeDK+VerJd6meq2qJOweI24NS2bQF8ZpRy\nsbNAxMHAonL7AeM8xqgOOmghjfG8c8yg/n7Hoc6knt7tPHn5Q/xw3ei9Ek9e3s0Tl+3P/n3zJ3X8\nxyzZl9qplddKPdkuna9OweI6oDciTqWYLrqaYjrpl9vKXQasiYiLge8CZwHXZub9ETHeY4zqvvs2\n17rHor9/IYODmxkedl2DmdNk1cpebrtzT48l72X71m0MbN0+M9WT10pN2S71M9ImVWs0m/Vp4Ig4\nArgAOIJiDYpTMvPbEXE+QGaeUpZ7GfB+YAnwNeCEzLx3b8cYz9ffuHFTfb4Zbbq7GyxatD8DAw8y\nNFTbas4JLsFdb14r9WS71E/ZJpV309cqWMw0g4XGr8m2HU2XWq8hr5V6sl3qZ6qCRZ1uhUizSIPe\nngZPWNLtL0tJamGfrSRJqozBQpIkVcZgIUmSKmOwkCRJlTFYSJKkyhgsJElSZQwWkiSpMgYLSZJU\nGYOFJEmqjMFCkiRVxmAhSZIqY7CQJEmVMVhIkqTKGCwkSVJlDBaSJKkyBgtJklQZg4UkSaqMwUKS\nJFXGYCFJkipjsJAkSZUxWEiSpMoYLCRJUmUMFpIkqTIGC0mSVBmDhSRJqozBQpIkVcZgIUmSKmOw\nkCRJlTFYSJKkyhgsJElSZQwWkiSpMgYLSZJUGYOFJEmqjMFCkiRVxmAhSZIqY7CQJEmVMVhIkqTK\nzJvpCoyIiP8NvA14BHA18L8yc8so5XqBvwdeDOwAzsvMM1v2/zVwEvBI4PvAqZn5w6k/A0mSVIse\ni4j4I4pQ8VxgKbAIOGcPxc8oyywDng28LiJeVh7ntcBqYCVwMPBV4EsR0Zi62kuSpBG1CBYUYeAf\nMvMnmfkA8A5g9R4CwauAMzNzU2b+BPgo8Npy30HA+zNzfWYOAecBjwceO+VnIEmSpu9WSER0U9zm\naDcMBHBFy7YfAftTBIKftRzjQGAxsLat7BsAMvPctmMfC9ybmT9DkiRNuekcY3E08JVRtt8J/Apo\nHU8x8v++trIL2/aP/L+9HBGxEjgf+NPJVFaSJE3ctAWLzPwqe7j1EhG3APu1bBoJCg+2FR0JFPu1\n7OtrLxcRq4GPUQzcvHy8dWw0GnTV5eZQm66uxm4fVQ+2S/3YJvVku9TPVLVFXWaF3AYc1vJ5AIOZ\n+YvWQpk5EBEbyrIbW8runPUREe8A3gQcm5k3TKQSBx+8f+1/4vv7F45dSNPOdqkf26SebJfOV5dg\n8Wnggoi4gmJMxXuBz+yl7Lsj4qUUMz/eAPw5QEScAPxv4Hcz80dTXmtJkrSbRrPZnOk6ABARbwTe\nAvQDXwROysyt5b5NwAsy8xsRsQD4ELAKaAIfzsyzy3JJMQ11e8uhm8BvZ2ZO17lIkjRX1SZYSJKk\n2a+mQxUlSdJsZLCQJEmVMVhIkqTKGCwkSVJlDBaSJKkydVnHYs6KiN8B/ikzH1t+fhjFY+GPAh4C\nPgn8VWY2y/1nASdStN2ngLdk5nC573iKp78uBq4HTszMDdN6Qh1gIm1SPijvl0Dr4mpfy8w/LF9r\nm1RklHY5hGKF3WdQLJj3/sz8VEt5r5UpNpE28VqZehHxbOBcioUj7wU+kJkfL5+zdTHFozV+Cbwn\nMy9ueV2l14o9FjMkIhoR8T8pnp/S07Lr48DNFE9q/W3gOIonuhIRpwLHAEcATwKeBby13HckxbNR\njqNYOOxu4JLpOJdOMZk2AX4DaGbmI1r+jfyitE0qMFq7lA81vIpiQb0lwJ8AZ0fEC8v9XitTaDJt\ngtfKlCrDw9XAhzKzH3gZcFZEPA/4BPAARTh4KfCBiHh6+brKrxWDxcw5nWLp8feze4J/gOJC7S63\nD7PrGSmrKX5o7snMe4Cz2PXI+FcCV2XmTeXCYqcBL4iIR031iXSQybTJUcB/7OF4tkk1RmuXQ4EV\nwJsyc1tm/pDil+eJ5X6vlak1mTbxWplajweuGXk+VmbeTNHD8Ezgj4F3Zeb2zLwJ+Czw6vJ1lV8r\nBouZc1FmPgX4Ttv2Uyl+CLYAdwH/npkjj5QPHv7I+Cj/f1jrvswcAAZa9mtsk2mTo4ADIuLmiLgn\nIv4xIn6t3Ldbe9kmkzZau3RTPBW5fZXd3yj/77UytSbSJk8s/++1MoUy85bMfM3I52UPxu9RBL8d\nmbm+pfiP2PV8rsqvFYPFDMnMu9u3RUQX8IXy3yOAJwPPiYiRR78v5OGPjO+KiF6Kp7y27hvZ/7BH\nymt0k2yTrcA3gd+n+AX6IDASOtrbC2yTCRutXYDbgfUUXb29EfFk4ARgQbnfa2UKTbBNesv9XivT\nJCIOAK6hCH7XU4wNa7WFXU8Ur/xaMVjUy5EU97jemplbM/M24Gxg5E2s9YcBisb9VWZuY/TGftgj\n5TVhe22TzHxPZp6cmRsz8wGKe5NPj4gl2CZTJjN/RdGLdBTwc+A8ikFng2URr5Vptpc2+WW532tl\nGkTEcooAdy/FM7U2sytwj2j93lZ+rRgs6mUrRbfV/JZtQ8CO8v+jPV5+bcu+nd1TEXEwsKjcrsnb\na5tExOkRcVTLvv1aXmebTJFyhsEjgD/IzIMz83kUDzC8uSzitTLN9tIm3yv3e61MsYh4KvD/gH/O\nzBeX4eDHwPyIWNpalN2vh0qvFaeb1suPKAY3nRsRbwJ+jSLVf6Lc/2ngzyPiOop7mX8JXFruuwxY\nExEXA9+lGIBzbWbeP43170Rjtcmvl/teShE4Pkwx2GkwImyTKVJO9b0M+GBEfIJiGt2rgP9WFvFa\nmWbjaBOvlSkUEY8G/gU4JzPPGdmemZsi4gsUt6hOAg4HjgdGZutUfq3YY1EPTYBy3vCLKaZq/QK4\ngaJhzyvL/T3Fvf5vAz8E/h342/K1twAnUcxVvqc8xgnTdQIdaLxt8mfAOnbdX95KOaLaNpkSrY9j\nPo5ixsEvKd6kXluOhAevlek03jbxWplaJ1JMCX1nRGxq+fc+iu9tD8VU4M8Dbytnh8AUXCs+Nl2S\nJFXGHgtJklQZg4UkSaqMwUKSJFXGYCFJkipjsJAkSZUxWEiSpMoYLCRJUmVceVOaIyLikRSr6r0E\neBzFgl+XA2dl5uaZrNtERMR7gLcDv5mZt7ftOwn4KPBbmXnrTNRPmuvssZDmgIjop3iGwLOB11M8\nWO1NwMuAqyOiewarN1FnUKzc+JHWjRFxEMWSw39jqJBmjsFCmhvOAoaB52fmVzPzzsy8FjgWWEnx\nFMRZITO3U4Sj50XEy1t2nQ1sAN43IxWTBLikt9TxIqKX4g33LzLzwlH2Pwv4QfkoayLiNIo37gMp\nnkz55pHnPUTEDcB1wNOA51M8mvmdmfnJcv9zgA9R9IjcC3wiM9/X8tpvZeZflp8voHgs83Mz82t7\ne+0ezutSilB0KMWDlb5VHusb4ziPx5Rf6/kUT+RcB/x1Zn6+3D9MEVBOBtZl5jPG8a2WhD0W0lxw\nCMWb57dH25mZ32gJFa8H/pTigUZPBdYAN5RPThzxl8AXgRXAPwEXRMSi8nbKPwFfongM88nA2yPi\nReXrmuz+wKqdxvHa0bwFWAi8Gfg74OMtoWKs87i0/J48B3gy8DXgE2UIG/FyiuDyur3UQVIbB29K\nne/A8uMvx1H27RR/2X+1/PxdEfF8ijfXM8pt/5qZHweIiL8G3ggcSfF4+QOBezLzLuCuiHgexXiI\nsRywh9feuacXZObGiHg7xdMZ/wv4gwmcxxeAL5Rfi4j4QLnvccB/lq/5ePvgUEljs8dC6nz3lh8P\n3FuhiNif4o31U62PXaa47XFoS9EfjfwnMzeV/+3JzAGKGRkfiYhfRMQngN7MvHusCu7ltf81xus+\nAWwEzs3MBydwHucDz46Ij0XEvwI3lttbB7HeMVa9JT2cwULqfP8JDABPH21nRFwYEX/KrjfVVwK/\n2fJvBfAX5b4msH2UwzQAMvNNQFCMX3gicF1E/K+W17barcd0jNfuzTbgoVGOO+p5REQX8BXgryh6\nOj4CvHCU4z40yjZJYzBYSB0uM4eAzwJvLAdM7hQRhwMnAA9k5i+Bu4HHZuYdI/8obis8d6yvExFP\niIgLgJ9n5jmZ+Vzg48BxZZHtFLc8RhwygddO5HwHxziPo8qPv5+Z78/Mq4GDy5c3Jvr1JO3OMRbS\n3PAeir/K/y0i3kkxC+JpwAeBrwKfK8t9AHhPRNwD3Ewx+PFVFIMjoXjj3dOb730U62LMi4i/Afop\nBkd+qdx/E3BSRHyaYjbIh4Ed43ztRO3tPAYppt6+IiI+TzF488Pl63pHOZakCbDHQpoDMvM+4FnA\n94F/AG6lmE55EbAqM0duU/wd8LfAucAPgP8OvKhlwak9zuwoxzi8iOKWw80UoeB64B1lkXOBr1ME\nmasoeiTuG+drJ2qP55GZP6OYdfIm4HbgNGA1xSDT35rk15NUch0LSZJUGXssJElSZQwWkiSpMgYL\nSZJUGYOFJEmqjMFCkiRVxmAhSZIqY7CQJEmVMVhIkqTKGCwkSVJl/j97wYZyhAzCeAAAAABJRU5E\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11c693f28>"
]
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment