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@baldwint
Last active August 29, 2015 14:26
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Plotting Mint.com data with Python\n",
"\n",
"Mint has great tools to keep track of where your money is going across several accounts, and back in 2009 its auto-categorization engine was the best one out there. Alas, the plotting tools leave a little bit to be desired. For example, in the (otherwise quite useful) net-income plotter, Mint insists on binning by the calendar month, even when my payday sometimes slips from the 31st to the 1st."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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RJJk55yjCejXnKMJ0FCElkbA+OWMYuJVtiowyOjqKUgAbo3/61ZeGv3lp7oQimIW0Vjsr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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image(\"net-income.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Income on top, Expenses on bottom.\n",
"This makes things look way more volatile than they are - a 30-month rolling average would be better than a calendar bin. By the way, it'd be nice to color-code this to show how much of that expense bar is going to rent and how much is going to sundries."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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r64vCwkJs2rQJABASEoJPPvkEs2bNgqenJ44cOYKvvvqqxkvaaXstGZOrq/HC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\nK5EhJFFw3FgYLeDDr6egoAA/+clPOqWvqakxxTFy8cbD+vr6UBBLboH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kEAQBr732GubM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iTU0kMh1sWbjQIBKJEonE+exnV2HbUTZt2sLISCsrV67lppsW8s535gOuEmGwbp3L+HggY3v9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\nR8dS4vFt6feHdzg+/PDHCAKs3+nxxurxo97BOpzd2JbGuKpDSHgWhj+Mi4v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vjkWLFrFg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KqwA0Hge0e6Br6wMRsbX+PSS79NMJjeE02zhQ0bNnDyySe7kdv+EHjoKUTl8Xi49dZb3ehi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\neZWaYz8AAAAASUVORK5CYII=\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image(\"output.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's more like it. I got this by exporting Mint.com data to CSV and doing some more sophisticated plotting with Python. I used the Pandas module, which is designed for two-dimensional, spreadsheet-like data just like this. I don't use pandas that much at my day job, so this'll be a good chance for me to practice using it."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"from matplotlib import pyplot as plt\n",
"plt.rc('figure', figsize=(14,8))\n",
"plt.rc('ytick', color='w') # hide my totals from internet people\n",
"\n",
"import itertools"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To get the data, I scroll to the bottom of the 'Transactions' page and select 'export all transactions'. I have six years' worth in there."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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PVyyD/EyPj0tbxOKhkrAJKqlMZKDsabJ/U9Xajd8qLy+fO3cuEY8wqaio6Ew8KKtWrTp+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\n92cZ6IgwRK8Yoo9/+Uj9absXIbSp2np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CVQMXlP3hcrlqq6sH9Enrl5VVUVFBjg8ePHjD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\nrkJggg==\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image(\"transaction-export.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then parse it into a pandas DataFrame."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Description</th>\n",
" <th>Original Description</th>\n",
" <th>Amount</th>\n",
" <th>Transaction Type</th>\n",
" <th>Category</th>\n",
" <th>Account Name</th>\n",
" <th>Labels</th>\n",
" <th>Notes</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2009-07-27</th>\n",
" <td>Denny's</td>\n",
" <td>DBT PURCHASE ON 07/25 @ 15:03 CERTEGY TRANSACT...</td>\n",
" <td>-10.00</td>\n",
" <td>debit</td>\n",
" <td>Restaurants</td>\n",
" <td>Remarkable Checking</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-07-27</th>\n",
" <td>Dbt Certegy Barrys</td>\n",
" <td>DBT PURCHASE ON 07/24 @ 15:03 CERTEGY TRANSACT...</td>\n",
" <td>-6.50</td>\n",
" <td>debit</td>\n",
" <td>Restaurants</td>\n",
" <td>Remarkable Checking</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-07-27</th>\n",
" <td>East 19th Street Cafe</td>\n",
" <td>DBT PURCHASE ON 07/25 @ 15:03 CERTEGY TRANSACT...</td>\n",
" <td>-9.25</td>\n",
" <td>debit</td>\n",
" <td>Alcohol &amp; Bars</td>\n",
" <td>Remarkable Checking</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-07-27</th>\n",
" <td>Market Of Choice</td>\n",
" <td>POS PURCHASE ON 07/27 @ 00:48 MARKET OF CHOICE...</td>\n",
" <td>-2.49</td>\n",
" <td>debit</td>\n",
" <td>Groceries</td>\n",
" <td>Remarkable Checking</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-07-27</th>\n",
" <td>Market Of Choice</td>\n",
" <td>POS PURCHASE ON 07/27 @ 00:48 MARKET OF CHOICE...</td>\n",
" <td>-13.46</td>\n",
" <td>debit</td>\n",
" <td>Groceries</td>\n",
" <td>Remarkable Checking</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Description \\\n",
"Date \n",
"2009-07-27 Denny's \n",
"2009-07-27 Dbt Certegy Barrys \n",
"2009-07-27 East 19th Street Cafe \n",
"2009-07-27 Market Of Choice \n",
"2009-07-27 Market Of Choice \n",
"\n",
" Original Description Amount \\\n",
"Date \n",
"2009-07-27 DBT PURCHASE ON 07/25 @ 15:03 CERTEGY TRANSACT... -10.00 \n",
"2009-07-27 DBT PURCHASE ON 07/24 @ 15:03 CERTEGY TRANSACT... -6.50 \n",
"2009-07-27 DBT PURCHASE ON 07/25 @ 15:03 CERTEGY TRANSACT... -9.25 \n",
"2009-07-27 POS PURCHASE ON 07/27 @ 00:48 MARKET OF CHOICE... -2.49 \n",
"2009-07-27 POS PURCHASE ON 07/27 @ 00:48 MARKET OF CHOICE... -13.46 \n",
"\n",
" Transaction Type Category Account Name Labels Notes \n",
"Date \n",
"2009-07-27 debit Restaurants Remarkable Checking NaN NaN \n",
"2009-07-27 debit Restaurants Remarkable Checking NaN NaN \n",
"2009-07-27 debit Alcohol & Bars Remarkable Checking NaN NaN \n",
"2009-07-27 debit Groceries Remarkable Checking NaN NaN \n",
"2009-07-27 debit Groceries Remarkable Checking NaN NaN "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame.from_csv('transactions.csv')\n",
"\n",
"# order from old to new\n",
"df.sort(inplace=True)\n",
"\n",
"# represent debits by negative numbers\n",
"debits = df['Transaction Type'] == 'debit'\n",
"df.ix[debits, 'Amount'] *= -1\n",
"\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A slice of life as a grad student in Eugene. Except the part about Denny's - I'm pretty sure I'm the only young person in America who eats at Denny's.\n",
"\n",
"Right away I can plot my entire transaction history:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x107af7a90>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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0cKnctqtuljn3pPyU37crTMv5wQduypEFGT+d7fYWyv59GT997GWVSdL7qszI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\nSZIk9cL/BwsKoSB7dD7iAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1047b5828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['Amount'].plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Each transaction is a spike whose magnitude is proportional to the dollar amount. Income (upward-pointing spikes) comes mostly as a regular monthly paycheck, whereas expenditures (downward-pointing spikes) are smaller, irregular, and more numerous.\n",
"\n",
"In this visualization, it's easy to pick out patterns in the periodic components - for example, that I was supported more generously than usual between July 2010 and June 2012 - but harder to see trends in the irregular ones.\n",
"\n",
"A famous condensed matter physicist told me: \"When in doubt, integrate\"."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1080a82b0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MSmd4vyf/XjIJP+bKj/nnats2mvAzaBBw443e6+mwCzAbN7pv07Sp87aZCPL34IThh4go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VS91noVgK8BdC3P3lGp+I8DrfVjWuvPlVIjADwHoBeAG5RSh5dtJ6mofMeAcjI/ywFsDuADyHfE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\n/h/t1GCLlK/ZdAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1047b5780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['Amount'].cumsum().plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This integrated view describes the state of my budget surplus (or deficit) over time. There is a 2-year boom time corresponding to the heady days of my NSF support, a 2-year bust time during which I burned through all of my leftover cash, and finally 1.5 years of relative stability (I joined Simple, an online bank with good built-in budgeting tools, in February 2014).\n",
"\n",
"This isn't exactly the visualization I'm looking for, though."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Net income over time \n",
"\n",
"Mint visualizes expenditures vs. incomes via a bar chart with incomes pointing up and expenditures pointing down (the 'Net Income' view, shown at the top of this page). It bins by the calendar month, which irks me to no end, since my paycheck sometimes lands on the 31st and sometimes on the 1st.\n",
"\n",
"My goal is to replicate this visualization using a rolling 30-day window. The resulting plot is akin to the first of the two plots above, but with the chain of delta functions smoothed out by the 30-day convolution. A perfectly balanced budget will be mirrored about the horizontal axis.\n",
"\n",
"To implement this, I need to separate debits from credits - that is, break the 'Amount' column into two, and carry values through based on the state of the 'Transaction Type' column. In pandas parlance, this is called a 'pivot table'."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Transaction Type</th>\n",
" <th>credit</th>\n",
" <th>debit</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2009-07-27</th>\n",
" <td>NaN</td>\n",
" <td>-41.70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-07-29</th>\n",
" <td>NaN</td>\n",
" <td>-6.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-07-30</th>\n",
" <td>NaN</td>\n",
" <td>-114.28</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Transaction Type credit debit\n",
"Date \n",
"2009-07-27 NaN -41.70\n",
"2009-07-29 NaN -6.39\n",
"2009-07-30 NaN -114.28"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pivoted = pd.pivot_table(df,\n",
" values='Amount', # column of DataFrame to fill pivot_table with\n",
" index=df.index, # pivot_table should be indexed like the DataFrame is\n",
" columns='Transaction Type', # columns of pivot_table come from this column of DataFrame\n",
" aggfunc='sum') # when combining rows, sum values (don't average)\n",
"pivoted.head(3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This creates a new 'pivot table' dataframe from our original one, with the same index, whose values come from the old 'Amount' column, and are put into columns named after the various values of 'Transaction Type'. None of the other columns are carried over, and duplicate index entries (multiple transactions on the same day) are aggregated together by summing (as opposed to averaging).\n",
"\n",
"Note that 28 July is missing because no transactions occurred on that day. In order for the window convolution to be over 30 days (and not just days for which there is data), we need to reindex this new dataframe into a regularly-spaced time interval. We also need to replace missing data (NaN) with zeros for the convolution to work correctly."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Transaction Type</th>\n",
" <th>credit</th>\n",
" <th>debit</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2009-07-27</th>\n",
" <td>0</td>\n",
" <td>-41.70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-07-28</th>\n",
" <td>0</td>\n",
" <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-07-29</th>\n",
" <td>0</td>\n",
" <td>-6.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-07-30</th>\n",
" <td>0</td>\n",
" <td>-114.28</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Transaction Type credit debit\n",
"2009-07-27 0 -41.70\n",
"2009-07-28 0 0.00\n",
"2009-07-29 0 -6.39\n",
"2009-07-30 0 -114.28"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# construct a regular time axis\n",
"start,stop = min(df.index), max(df.index)\n",
"regular = pd.date_range(start, stop)\n",
"\n",
"#reindex and fill missing data\n",
"resampled = pivoted.reindex(regular).fillna(0.)\n",
"resampled.head(4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For convenience, I can wrap all of that into a function:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def do_pivot(df, by_column='Transaction Type'):\n",
" return pd.pivot_table(df,\n",
" values='Amount',\n",
" index=df.index,\n",
" columns=by_column,\n",
" aggfunc='sum').reindex(regular).fillna(0.)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ins_outs = do_pivot(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The output of the function is the same:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(ins_outs == resampled).all()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In our new view of the data, we are just dealing with dollars in/dollars out for every day in the past six years. Pandas makes it easy to apply a rolling mean and plot it:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x108370fd0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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PP3DGGWfgnXfeQSgUwty5c3HRRRdhwoQJ2Lx5My677DKcdNJJqKm76UajUbz22muYMmUK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Zy1OGorIU2oSQ1OwSi8TtuRqubAFySEJODVbq9i8t2TAXDF05EfR2LoiqG4t8m96JrU1Wn7h1s+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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10859a198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.rolling_mean(ins_outs, 30).plot()\n",
"plt.axhline(0, color='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The area under the curve represents the rate at which money is coming or going. I like it because it's literally a representation of how my spending habits (bottom half of plot) reflect my means (upper half).\n",
"\n",
"Next I want to dig into the 'Category' column to understand where money is coming from and going to, and whether I need to correct for anything."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Categories\n",
"\n",
"To figure out which categories are most important, I group transactions by category, sum their amounts, and sort:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def leading_categories(df):\n",
" \"\"\"\"\"\"\n",
" summed = df.groupby('Category')['Amount'].sum()\n",
" summed.sort(ascending=False) # in-place\n",
" return summed\n",
"\n",
"category_rank = leading_categories(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(NB: In the next few cells, I append ``.index`` to each statement, to mask out my dollar totals from being displayed on the internet. When re-working this notebook with your own data, you can comment that part out to see the totals.)\n",
"\n",
"The beginning of this list comprises the most-positive categories (largest incomes):"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Paycheck', 'Stipend', 'Reimbursement', 'Income'], dtype='object', name='Category')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"category_rank[:4].index # remove '.index' to show values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The end of this list comprises the most-negative categories (largest expenditures):"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Mortgage & Rent', 'Buy', 'Groceries', 'Sporting Goods', 'Restaurants',\n",
" 'Auto Insurance', 'Shopping', 'Gas & Fuel'],\n",
" dtype='object', name='Category')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"category_rank[::-1][:8].index # remove '.index' to show values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This isn't the entire picture, however, because some categories comprise both debits and credits which sum to near zero. Repeat this analysis, separating debits from credits first:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Paycheck', 'Stipend', 'Credit Card Payment', 'Transfer',\n",
" 'Reimbursement', 'Income'],\n",
" dtype='object', name='Category')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mask = df['Transaction Type'] == 'credit'\n",
"credit_category_rank = leading_categories(df[mask])\n",
"credit_category_rank[:6].index # remove '.index' to show values"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Credit Card Payment', 'Mortgage & Rent', 'Buy', 'Transfer',\n",
" 'Groceries', 'Sporting Goods', 'Restaurants', 'Shopping'],\n",
" dtype='object', name='Category')"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mask = df['Transaction Type'] == 'debit'\n",
"debit_category_rank = leading_categories(df[mask])\n",
"debit_category_rank[::-1][:8].index # remove '.index' to show values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"'Credit Card Payment' and 'Transfer' appear on these lists, but not the ones above. These categories account for a lot of money moving around, but don't amount to a lot of net expenditure or income - most of them are a debit from one account, followed by a credit to another account a day or two later.\n",
"\n",
"Mint isn't smart enough to pair these up and hide them, so my mirror plot gets inflated symmetrically somewhat. To add this to the visualization, I mask out these two categories and re-plot. them"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x1087537f0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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HDx5k3bp1ZGRkMH/+fIeEqihlgnVcjclkIjAwEIvFwuLFizl06NBNywU4f/48\n69at4/Lly1SqVInq1avj7e3tdN9hw4axYcMGtm7dSmZmJteuXWP79u2cPn3aaaz5lW2bAMBZwhgW\nFkZkZCQzZ87k+vXrfP3112zcuLHAcRiGwfLly/nxxx+5cuUKM2bMYODAgU4Tmjp16uRKhE+fPk1S\nUhIdOnQo0DUsDiU5IiJSJijJEXGtqKgoNm/ezLVr1+zrct6sZl/O/oyU0NBQNm/ezNy5c6lduzZt\n27blwIEDufa77bbbmDFjBg888ABNmzalS5cuDmX+85//JC0tjbp16/LEE0/wxBNP5KrTWf05twcG\nBrJmzRomT55MYGAgP/74I5GRkTedHvtmz/Rp0aIFzz77LB07dqRu3bocOnSIzp07Fygmi8XCm2++\nSYMGDahduzY7d+7k3XffdXpuDRs2ZN26dcyaNYvg4GBCQ0OZO3euQ2KTff/8yj558iSNGjVyGFeU\n3cqVK/n2228JCAjgpZdeYsSIEQWOwzYmZ+TIkdSrV4/09HSHSQWyxzh+/HjWrl1LQEAA//d//2ev\ne+TIkVSqVCnPa+4qJk+cZ9tkMhmeGJeIiLhPQADs3g0dO0K27vAiHstkMnn880ymTZtGcHAw48eP\nd3coLmWxWAgJCWHlypX5TpNdHr3yyisEBwcXqPtaafr9999p06YNO3fudNq9LT95/S5lrXeapSrJ\nERGRMsHfH/btg0aNICMD8uj1IeIxykKSU55s3bqVdu3aUbVqVWbPns27777L8ePHS+Rhp1K6ipLk\nqLuaiIiUCRYLVK9u/fzpp+6NRUQ8z65duwgPDycoKIhNmzbxySefKMGpwIrbklMF2AH4ApWBdcAU\nIABYDYQBJ4BBgG1C7CnAE0Am8AywNVdQaskREZEczGaIj4fHH4fBg2HgQHdHJJI/teSIuIY7WnKu\nAfcCbYDWWZ87A88D/wVuA7ZlLQO0AAZnvT8EvOOCGEREpAKwWMDLy9pNLTPT3dGIiIgnc0WCYZto\nuzLgDSQDfQDbHIBLgL5Znx8BPgCuY23hOQa0c0EMIiJSzlksYDIpyRERkZtzRZLjBewDzgFfAoeB\nOlnLZL3bHk9bH8j+ZKZTgPP57URERLIxDLXkiIhIwfi4oAwL1u5qNYHPsHZZy87IeuUl17aKNtWf\niIjcnLqriYhIdvnlDK4cD3MR2ATcibX1pm7W+nrA+azPp4GQbMc0zFrn4GZP3xURkYpHSY6IiGSX\nX85Q3CThhTENAAAgAElEQVQnEKiV9bkq0B34AVgP2B6fOgL4JOvzemAI1vE7jYFbgT3FjEFERCoA\n25gcHx8lOSKuMmXKFN5+++0SKz8mJoYuXboU6dgTJ07g5eWFxWIBoGfPnixbtsyV4XmMjz/+mJCQ\nEMxmM/v373d3OC4xcuRIpk+fDsDOnTtp1qxZnvueO3eOFi1akJ6e7rL6i5vk1AO+wDom51tgA9bZ\n1F7DmvAcBe7LWgY4AnyY9f4p8BT5d2UTEREBNCZHxNUSEhJYtmwZY8eOBWD79u14eXlhNpsdXt9+\n+62bI7XavHkzw4cPd2mZK1assJ9ntWrVHM7fz8/PpXXlZ+LEibzzzjukpqYSERFRavWWJJPJhMlk\nnd25S5cu/PTTT/ZtjRo14osvvrAv16lTh3vvvZd//etfLqu/uEnOQeAObkwhPTtrfRLwANYppHtw\n4xk5ALOAcKAZ1jE8IiIi+bI9HsE2u1pGhnvjESkPYmJiePjhhx0emNmgQQNSU1MdXu3bt3djlCXr\nscces5/np59+6nD+ly5dctjX1qLkaoZhEBcXR4sWLYp0fGYp/NUno4j/6Ob1nChnz7157LHHeP/9\n94tUjzN6Ro2IiHg823gcUEuOiKts2bKlwJM9JSUlERISwsaNGwFIS0sjPDyc5cuXA3Dy5En69etH\ncHAwgYGB/OUvf8lVRs7uZwDdunVj4cKFgPVmfeLEiQQFBXHLLbewadMmh+Oz7xsTE0Pnzp2ZNGkS\nAQEBNGnShC1bttj3/e2337jnnnvw8/Oje/fujBs37qatQDlvukeOHMmf//xnevbsSY0aNdi+fTub\nNm2ibdu21KxZk9DQUF588cVc57d06VLCwsIICgpi1qxZ9u179uwhMjKSmjVrUrduXSZOnEh6ejpm\ns5nMzEwiIiK49dZbAYiPj6d///4EBwfTpEkT/vGPf9jLiY6OZsCAAQwfPpyaNWuyZMmSXGU/++yz\n+Z6rjcViYdasWYSHh+Pn50dkZCSnT1uHy3t5efHOO+9w66230rRpUwA2btxImzZt8Pf3p1OnThw8\neNBe1g8//MAdd9yBn58fQ4YM4dq1a/Zt27dvJyTEOix/+PDhxMXF0bt3b8xmM3PmzAGgXbt2HD9+\nnJMnTxYo9ptRkiMiIh5PSY6I6x08eNB+83ozAQEBLFq0iNGjR5OQkMCECRO44447GDZsGJmZmfTq\n1YvGjRsTGxvL6dOnefTRRwtUbvYuTQsWLGDTpk3s27ePvXv3snbtWvu2nPuCNWlo1qwZiYmJTJ48\nmVGjRtm3DR06lA4dOpCUlER0dDTLly93OLagPvjgA6ZPn05aWhqdOnWiRo0aLF++nIsXL7Jp0ybe\nffdd1q1b53DMN998w9GjR9m2bRsvvfQSP//8MwDjx49nwoQJXLx4kePHjzNw4EAqV65MWloaAAcO\nHOCXX37BYrHQu3dv2rZtS3x8PNu2beOtt95i69at9jrWr1/PwIEDuXjxIkOHDs1V9qBBgwp0fnPn\nzmXVqlV8+umnXLp0iUWLFlG1alX79nXr1vHdd99x5MgRfvjhB0aNGsWCBQtISkriT3/6E3369OH6\n9eukp6fTt29fRowYQXJyMgMHDuQ///mP02u+bNkyQkND2bhxI6mpqUycOBEAHx8fwsPD2bdvX+G+\npDwoyREREY9nm3QAlORIOWMyueZVBCkpKZjNZod18fHx+Pv7218BAQFcvXoVgO7duzNw4EDuu+8+\ntmzZYu9atGfPHs6cOcPs2bOpWrUqvr6+3H333YWO58MPP2TChAk0aNAAf39/pk6dmmd3J4CwsDBG\njRqFyWQiKiqKM2fOcP78eeLi4ti7dy8vvfQSPj4+dOrUiT59+uRbljMmk4m+ffvSsWNHAHx9fena\ntSstW7YE4Pbbb2fIkCG5ZviaOXMmvr6+tG7dmoiICPtEApUrV+aXX37hwoULVKtWLc9ugN999x0X\nLlzghRdewMfHh8aNG/Pkk0+yatUq+z533303ffr0AaBKlSoFLjunhQsX8sorr9hbkFq3bk1AQIB9\n+5QpU6hVqxa+vr7861//4k9/+hN33XWX/Zr7+vqya9cudu/eTUZGBuPHj8fb25v+/ftz1113FSiG\n7MxmMxcvXiz0cc4oyREREY9nm3QAlORIOWMYrnkVgb+/P6mpqQ7r6tevT3Jysv2VlJTk8Jf90aNH\nc/jwYUaOHIm/vz9g7aoWFhaGl1fxbivPnDlj79IEEBoamu/+devWtX+uVq0aYO1GFx8fT0BAAFWq\nVLFvz15uYeQ87ttvv+Xee+8lODiYWrVq8f7775OYmJhvXLaWmoULF3L06FGaN29Ou3btcnXHs4mN\njc2VbL766qucP3/evk/Dhg0djilo2TmdPHmSW265pUDnHxsby9y5cx3iOnXqFGfOnCE+Pp4GDRo4\nHBsWFlagGLJLTU2lVq1aN9+xAJTkiIiIx1N3NRHXa926tb0rVUFkZmYyZswYoqKimD9/Pr/++itg\nvRGOi4u76QD46tWrA3DlyhX7urNnz9o/16tXj7i4OPty9s+FUa9ePZKSkuwtUMUpK6ehQ4fSt29f\nTp06RUpKCmPHji3whATh4eGsXLmShIQEnnvuOQYMGOAQo01oaCiNGzd2SDYvXbpkHw+Vs9teYcrO\nKSQkhGPHjuW5PXs9oaGhTJs2zSGutLQ0Bg8eTL169exjeWxiY2MLVK5NRkYGx44dc9nsckpyRETE\n42VPcvScHBHX6NmzZ6EewD5r1iy8vb1ZvHgxkyZNIioqCovFQrt27ahXrx7PP/88V65c4dq1a/zv\nf//LdXxQUBANGjRg2bJlZGZmsmjRInuiBDBo0CDmzZvH6dOnSU5O5rXXXstVRkGEhYURGRlJdHQ0\n169fZ9euXWzcuLHQY3KcdW9LS0vD39+fypUrs2fPHlauXFngcpcvX05CQgIANWvWxGQyOW39ateu\nHWazmTfeeIOrV6+SmZnJoUOH2Lt3b55x5Vd2o0aNWLp0qdOYnnzySaZPn86xY8cwDIMDBw6QlJTk\ndN/Ro0fz3nvvsWfPHgzD4PLly2zatIm0tDTuvvtufHx8mDdvHtevX+ejjz7iu+++y/Na1KlTx+G7\nB2u3x0aNGhW51S0nJTkiIuLxNCZHxPWioqLYvHmzfRYsk8lEfHx8rufkfPzxx3z//fe8+eabLF26\nFJPJxHPPPYfJZOL111/H29ubDRs2cOzYMUJDQwkJCeHDDz+0l5k9CViwYAGzZ88mMDCQI0eO0KlT\nJ/u20aNH8+CDDxIREUFkZCT9+/fPM4Fw1pqRfXnFihXs2rWL2rVrM336dAYPHkzlypVvek3ym+gA\n4J133mHGjBn4+fnx8ssvM3jw4DyPz+mzzz6jVatWmM1mJkyYwKpVq+zTd2c/zsvLi40bN7Jv3z6a\nNGlCUFAQY8aMsU9p7SyuvMpOT08nKSmJDh06OI3pr3/9K4MGDaJHjx7UrFmT0aNHO/w8ZHfnnXey\nYMECnn76aQICArj11lvtyVOlSpX46KOPiImJoXbt2nz44Yf0798/z2szZcoU/va3v+Hv78/f//53\nwPqd/fnPf87z+hWWqbCDsEqDyWQyPDEuERFxj4sXITTU+j5rFqSmwquvujsqkfw5exaIp5k2bRrB\nwcGMHz/e3aGUqMGDB9OiRQtmzpzp7lBK1TfffMM777zDihUr3B1Kvs6fP0+3bt3Yt2+f02Q0r9+l\nrPVOM0slOSIi4vGSk6FJE+v7669DYiK88Ya7oxLJX1lIcsqrvXv34u/vT+PGjfnss8/o168fu3fv\ndtl4DyldRUlyfEo8KhERkWLSxAMiUhhnz56lX79+JCYmEhISwnvvvacEp4JRkiMiIh5PY3JEpDB6\n9epFr1693B2GuJEmHhAREY+n5+SIiEhhKMkRERGPpymkRUSkMJTkiIiIx9OYHBERKQwlOSIi4vGU\n5IiISGEoyREREY+niQdERKQwlOSIiIjHyznxQEaGe+MRKS+mTJnC22+/XWLlx8TE0KVLlyIde+LE\nCby8vLBYLAD07NmTZcuWuTI8j/Hxxx8TEhKC2Wxm//79botj+/bthISEFGjf6Ohohg8fnuf2Vq1a\n8dVXX+W5fcCAAWzZsqXQMRaUkhwREfF4zrqrnToFp0+7Ny6RsiwhIYFly5YxduxYwHqD6+Xlhdls\ndnh9++23bo7UavPmzfneVBfFihUr7OdZrVo1h/P38/NzaV35mThxIu+88w6pqall5nk+JpPTZ3Da\nHTp0iHvuuQdwnhA999xzvPDCCyUWn5IcERHxeDmTnIQEuOUW6NfPvXGJlGUxMTE8/PDD+Pr62tc1\naNCA1NRUh1f79u3dGGXJeuyxx+zn+emnnzqc/6VLlxz2tbUouZphGMTFxdGiRYsiHZ/ppv67hmEU\n6/i77rqLS5cu8f3337soIkdKckRExONlH5MTFgbHj8Ndd8G1a+6NS6Qs27JlC127di3QvklJSYSE\nhLBx40YA0tLSCA8PZ/ny5QCcPHmSfv36ERwcTGBgIH/5y19ylZGz+xlAt27dWLhwIWC9WZ84cSJB\nQUHccsstbNq0yeH47PvGxMTQuXNnJk2aREBAAE2aNHHo+vTbb79xzz334OfnR/fu3Rk3btxNW4Fy\n3rSPHDmSP//5z/Ts2ZMaNWqwfft2Nm3aRNu2balZsyahoaG8+OKLuc5v6dKlhIWFERQUxKxZs+zb\n9+zZQ2RkJDVr1qRu3bpMnDiR9PR0zGYzmZmZREREcOuttwIQHx9P//79CQ4OpkmTJvzjH/+wlxMd\nHc2AAQMYPnw4NWvWZMmSJbnKfvbZZ/M9V5urV68ycuRIAgICaNmyJd99953D9vziMJlMXLt2jSFD\nhuDn58edd97JgQMH7NsbNWrEtm3b2LJlC6+++iqrV6/GbDbTtm1b+z7dunXL9T27ipIcERHxeNnH\n5HTsCL/+Cu+/r7E5IsVx8OBBmjZtWqB9AwICWLRoEaNHjyYhIYEJEyZwxx13MGzYMDIzM+nVqxeN\nGzcmNjaW06dP8+ijjxaoXJPJZO/2tGDBAjZt2sS+ffvYu3cva9eudegSlX1fsCYNzZo1IzExkcmT\nJzNq1Cj7tqFDh9KhQweSkpKIjo5m+fLlN+1e5cwHH3zA9OnTSUtLo1OnTtSoUYPly5dz8eJFNm3a\nxLvvvsu6descjvnmm284evQo27Zt46WXXuLnn38GYPz48UyYMIGLFy9y/PhxBg4cSOXKlUlLSwPg\nwIED/PLLL1gsFnr37k3btm2Jj49n27ZtvPXWW2zdutVex/r16xk4cCAXL15k6NChucoeNGhQgc7v\nxRdf5LfffuP48eN89tlnLFmyxH6dbhaHYRisW7eOQYMGkZyczNChQ+nbt6+9Zcn2fT300ENMnTqV\nIUOGkJqayg8//GCvv3nz5iU2BsmnREoVERFxoezd1Wx8fJTkSNln2r7dJeUY3boV+piUlBTMZrPD\nuvj4ePz9/e3LJpOJ06dPU7VqVbp3787AgQO57777SElJsf/Vfs+ePZw5c4bZs2fjlfWLevfddxc6\nng8//JAJEybQoEEDAKZOncqOHTvy3D8sLMye2ERFRfHUU09x/vx5rl27xt69e/nyyy/x8fGhU6dO\n9OnTp9Ddq0wmE3379qVjx44A+Pr6OrR83X777QwZMoQdO3bwyCOP2NfPnDkTX19fWrduTUREBPv3\n76dp06ZUrlyZX375hQsXLhAYGJhnN8DvvvuOCxcu2MerNG7cmCeffJJVq1bRo0cPwHp9+/TpA0CV\nKlUKXHZOa9as4d1336VWrVrUqlWL8ePH89JLLxU4jsjISPpl9Rv+61//yty5c9m9ezedOnVyqMcw\nDKfXv0aNGqSkpBQo1sJSkiMiIh5PSY6UV0VJTlzF39+f1NRUh3X169fn5MmTeR4zevRo/vnPfzJt\n2jR7MnTy5EnCwsLsCU5RnTlzxmFmr9DQ0Hz3r1u3rv1ztWrVAGs3uvPnzxMQEECVKlXs20NCQvI9\nr7zknGns22+/5fnnn+fw4cOkp6fz+++/52o1yRmXraVm4cKFzJgxg+bNm9O4cWNmzpzJww8/nKvO\n2NjYXMlmZmamfRA/QMOGDR2OKWjZOcXHx+d5zQsbh8lkomHDhsTHx9+0XpvU1FRq1apV4P0LQ93V\nRETE4/3735CU5LhOSY5I8bRu3drelaogMjMzGTNmDFFRUcyfP59ff/0VsCYCcXFxNx0AX716dQCu\nXLliX3f27Fn753r16hEXF2dfzv65MOrVq0dSUhJXr14tdlk52bpknTp1ipSUFMaOHVvgCQnCw8NZ\nuXIlCQkJPPfccwwYMMAhRpvQ0FAaN25McnKy/XXp0iX7eKic3fYKU3ZO+V3zkJCQfOMAHBJHi8XC\nqVOnqF+/fq568uoq+OOPP9KmTZubxlkUSnJERMTjvfUWjB/vuE5Jjkjx9OzZM9/uYDnNmjULb29v\nFi9ezKRJk4iKisJisdCuXTvq1avH888/z5UrV7h27Rr/+9//ch0fFBREgwYNWLZsGZmZmSxatMie\nKAEMGjSIefPmcfr0aZKTk3nttdeKdF5hYWFERkYSHR3N9evX2bVrFxs3biz0mBxn3avS0tLw9/en\ncuXK7Nmzh5UrVxa43OXLl5OQkABAzZo1MZlMTlu/2rVrh9ls5o033uDq1atkZmZy6NAh9u7dm2dc\n+ZXdqFEjli5d6jSmQYMG8eqrr5KSksKpU6ccJha4WRwA33//PR9//DEZGRm89dZbVKlShQ4dOuSq\np27dupw4cSJX7F999RV/+MMf8r1uRaUkR0REPF5wMIwc6bhOSY5I8URFRbF582auZU1TaDKZiI+P\nz/WcnI8//pjvv/+eN998k6VLl2IymXjuuecwmUy8/vrreHt7s2HDBo4dO0ZoaCghISF8+OGH9jKz\nJwELFixg9uzZBAYGcuTIEYexG6NHj+bBBx8kIiKCyMhI+vfvn2cC4aw1I/vyihUr2LVrF7Vr12b6\n9OkMHjyYypUr3/Sa5DfRAcA777zDjBkz8PPz4+WXX2bw4MF5Hp/TZ599RqtWrTCbzUyYMIFVq1bZ\np+/OfpyXlxcbN25k3759NGnShKCgIMaMGWOf0tpZXHmVnZ6eTlJSktPEA6zjh8LCwmjcuDEPPfQQ\nUVFR9rK9vb1vGkffvn1ZvXo1AQEBrFixgo8++ghvb+9c9QwcOBCA2rVrExkZCVjH/JjNZvuyq5mK\nO8d1STCZTIYnxiUiIu4RFASHD1uTHZsLF6BpU0hMdF9cIvkxmUzFfpZISZs2bRrBwcGMz9lUWs4M\nHjyYFi1aMHPmTHeHUqq++eYb3nnnHVasWOHuUHIZMGAATz75JA899NBN983rdylrvdPMUkmOiIh4\nvIAA+OUXqF37xrqUFGjUyPou4onKQpJTXu3duxd/f38aN27MZ599Rr9+/di9ezcRERHuDk2KoChJ\njmZXExERj5eZCTl7QKi7mojk5ezZs/Tr14/ExERCQkJ47733lOBUMGrJERERj1ejBpw5A9kf6XHt\nGtSqZX0X8URqyRFxjaK05GjiARER8XhqyRERkcJQkiMiIh7PWZLj7W1drz+Ui4hITkpyRETE4zlL\nckymG4mOiIhIdpp4QEREPJphgMWSO8mBG13WfPS/mXiowj6AUkRcQ/8tiIiIR7NYrK02zu4VNS5H\nPJkmHRBxH3VXExERj+asq5qNkhwREXFGSY6ISAVz9Ch07w7p6e6OpGCU5IiISGEpyRERqWCOHoXP\nP4e0NHdHUjD5JTmaeEBERJxRkiMiUsFYLI7vnk4tOSIiUlhKckREKhjbWOiyMiZaSY6IiBSWkhwR\nkQpGLTkiIlLeaQppEZEKpjwlOWYzdOkC1apBpUrg7w9ffgm+vqUbo4iIeBYlOSIiFUx56q62cyck\nJ1tniktPhw4d4PJlJTkiIhWdkhwRkQqmvLXkmM03ln18yk7yJiIiJUdjckREKpjylOTk5OVVds5L\nRERKjpIcEZEKxtbSUVaSgcIkOSaTWnJERERJjohIhWNLbspKMqCWHBERKSwlOSIiFUx57q6mlpzc\nTp6E2Fh3RyEiUro08YCISAVTnrurqSUnt/vvh9RUOHPG3ZGIiJQeteSIiFQw5bm7mlpycouLg7Nn\n3R1FxbJ1K+zZ47juP//Rz6ZIaVJLjohIBVNmu6sdPQqnT1szmY4dnT4MRy05uZlM7o6g4nnwQbjr\nLsdEZ8AASEqyPrBWREqeWnJERCqYMttdbfBgmDzZere4ZYvTfT29JefyZaheHQ4ccHckUtKuXMm9\nrqAtkiJSfEpyREQqmDLbXe36dVi8GLp2hfR0p/uaTJ6dvKWlWW9+8xofc+4c7NwJu3e77vtRS477\nefLPpEh5pe5qIiIVTJntrmaxWO/YfXysK53w8vLs5M0Wdl7XfupUa5KTkACbN1t75RWXkhz3yH7d\nMzKs72Xld06kPFBLjohIBVPWkhyLxZq8YBjWD97eeSY5nt6Sc7Nrf/06vPACjBgBo0dbp38uLiU5\n7pE92VaSI1L6ipvkhABfAoeBQ8AzWesDgP8CR4GtQK1sx0wBfgF+AnoUs34RESmksjYmx57k2D7k\nk+R4ekuO7ZrnEb79FGfOtJ6HK5IcKV3Ofv5sSU5e37uIuF5xk5zrwASgJdABGAc0B57HmuTcBmzL\nWgZoAQzOen8IeMcFMYiISCGUtTE5tgacgiQ5nj7xwM1acmyn6O9vfbkiEVVLTuly9h1fv557nYiU\nrOImGGeBfVmf04AfgQZAH2BJ1volQN+sz48AH2BNjk4Ax4B2xYxBREQKoSx2VzOZKHBLjiefV0GT\nHPD8cxHnbD+a2X9E1V1NpPS5shWlEdAW+BaoA5zLWn8uaxmgPnAq2zGnsCZFIiJSSspadzV7S45h\nWLMdb+8bd405lPWWHNspgvWcXdG9SS05pctZl0QlOSKlz1VJTg3gP8B4IDXHNiPrlZdc27p27eqi\nsEREJKey1l0tV0vOTWZX8+QbycK05Hh7e/a5iHPOZtBTkiNSMvLLGVyR5FTCmuAsAz7JWncOqJv1\nuR5wPuvzaayTFdg0zFrnYMeOHS4IS0REnKl59me2cR/G786fNeNpytOYnJtNIe2K7mqLFsGkSTeW\n1ZJTutRdTaT05JczFDfJMQELgSPAW9nWrwdGZH0ewY3kZz0wBKgMNAZuBfYUMwYRESmEWgm/cB9f\nYrqc5u5QCkRjcgrnvfdgzpwby0pySld+3dU0u5pI6SluktMJGAbcC/yQ9XoIeA3ojnUK6fuylsGa\nDH2Y9f4p8BT5d2UTERFXy7oLs2SUbjaQnAxffVX4G3eHlhzbmJwy2pJTGkmOkhr3Unc1Ec/gU8zj\nvybvROmBPNbPynqJiIgbGJasLKAUs4HTp6FhQwgMhLFjoVs3aN8eatS4+bH2wfgFeBioWnJyU9JT\nupx1V9MU0iKlT8+oERGpaNzQkpOSArfeChs2wK5dMHw4rF5dsGML011NLTnibrbvUGNyRNxLSY6I\nSAVjZN1pGZmld8eVmQm+vtChA3z+OfTunecs0LkUZuIBT08MCpvkaArpsiczEypXVpIj4m5KckRE\nKpqs7mr2bmulIDPTmpvYmEwFv+FzaMkxmaxTSJfT5+TYzxVNIV1W2ZIcZ2NyNPGASOlRkiMiUtG4\noSXHYnFMcry8Cp6MODwMtIy35NxsCmn7uaIxOWWVxQKVKqklR8TdlOSIiFQ0buqu5pXtf5zC3MBr\nTE7FNmqUtavj5s3WZYsFli+Hjz5yb1x5ycxUkiPiCYo7u5qIiJQxtm5qpZ3kFLW7WkUek6OWHIiP\nBz8/OJ/1WPGff4ZnnoGLFz2z+5ezMTmaXU2k9KklR0SkorG15JTimJzidFcrjy05ed2cl2aSk54O\nx44Vv/ySZrFYk4b0dPjyS1izBjp39tyEwdZdTc/JkZyuX7+RrEvJU5IjIlLRlLHuag5jcm7yMNDC\nJE/u4EktOXPmWKf19nS2pGHvXujbF3buhCFDrNs88btWdzXJyyuvQJ067o6i4lCSI1LBGBaD1PhU\nd4chbuQJ3dWKNSbHxyfflhxPvpF0xxTSebl4seTKdiVbknP1KrRsCf/9LwwdWvLXp6gyM60/onDj\ne/799xvbpOKKj3d3BBWLkhyRCmbnsPcxN/BzdxgV2ryhu3m5y1b3BeCm7mrZW3IK062sMGNyykp3\ntYIkOa6aQrqsj8mxWKxJQ3q6Y6LsqVNs27pmZo/v2rUb26TiKuu/i2WNJh4QqWB8vtnh7hAqvIfX\njOCWjKOAm+7GDfd0V3NZS04ZnnjgZlNIa3a13GwtOTmTHE9uyfH2vhGfj4+1FQr0fVYkH30E4eHQ\nuvWNdUpySpdackQqGL/E4+4OocKrYlx1bwBlrLuaQ0uObUxOBXgYqJIcK1uSc/162WjJsf2sZ8/F\nleRUPP37W6c/z85Ld92lSpdbpIKpel3jcSq8m91pl1CVOburFbolpxw8DPRml14PA80tr+5qnvpd\nO2twVHe1iinnTGpl/XexrFGSIyJS0bhhTI6zlpxCjckxGQWaXc0TW3IMI/dzUjxhdrWyIvsU0mWt\nu5rt+7O15HhivFJyEhLcHUHFpiRHRCoek4lz+864Owr3cdMU0sXqrmbKSnCyJzmHDsGRIw77euJf\n9x97DFq0sH5WklN4eY3JKUvd1UqyJWf4cOu1Ec/i52dNbj/55Ma6sv67WNYoyREpZd9OW8/FuDIy\nd2s5dmzBl+4OwX2M0h+Tk7O7WmEnHvA2ZRus4uMDp07B7bdDVJTDvp7YkvPJJzceuulJU0iXFbbn\nzuQck+OJCS04765WkmNyli+HCxdcX64Uz733QmAgHM82DFZjckqXLrdIKWs/6xF+eHK+u8Oo8K7H\nVuAHFnhAd7VCTyFtyjZY5bbbrH+67tMn15+wPfHG9+rVG6HfLMkxZWZQKTUJLl1yeUuFpyV/BZXf\nFCScVxsAACAASURBVNKemAQ6665W0mNyKlUqmXKl6DIzwd/f8TtXS07pUpIj4g55zAwlUirc0F3N\n9uwQm8K25HiRrYmjbVvYvRtmzcp1l+uJLTkANWta3282hfRz8eNp1iMEAgOpl3S4SDfFORMp27sn\nJgQFkdfsap6Y0IJjd7VbbrH+qJZUS47tO9XNs+fJzLSOJcv+e6fvqXTpOTkiIhWNLQsoxTvEzMyi\nd1czjKzuajn7evj45PqDgafc+J4+DV98cWPZluTcrCWnRmYKZ2a+T4NjO3jk82f5/JYVQO1C1Z09\nqcl+PTzhuhRFfkmOJyZutoTeZILLl6FjR+ty5cqu/w5sE1p4YmJf0dm6Waolx33UkiMiUspM7noI\nqI2HdFcrckuOjZMkx1NachYuhNmzYetW6NYNqlWzrr9ZwuFtycBUyQeee46g5KPUOvdzoevO2VqU\nV0uOJ1yngiiLEw94eVljrlcPLl2ClBTo2dP1SZmtt2ZZ+S4rEluS44mJeEWhlhwRqZgq8p/UPKS7\nWmHG5Hh7Gbm/szxacjzhhu/yZRg6FJ5/Hn7+2Tp8CAqQ5BgZ1juj8HBSa9Qv0l287aYqZ7Kzdi1U\nqXJjv59+KnTRblHWnpNz+TJUrw7btlljNJut60siKbMlOZ54HSo6W3e17N+NJh4oXUpyRKRicuOd\nsIGbE6wy1l2tsC05nnDDd/kyNGxo/WxrhYCbj4/xMa5bW3IAw8urSIlozjosFuskdOvX39jn1Cnr\nWJGyIK/n5HjqxAOXLlm7J4aHO64viaTs99+t757wMy+OCttd7cAB6NQJTp60TljgCX+sKeuU5IhI\nhWJY3J5iuJ9R9p6TU5gxOZ5wc2D7az5Yb9AL+jBQe0sOgKloSU7OlhzDgHnzbowLAuu01n/8Y6GL\ndouyNvHApUvWZ6TkVBLxqrua58rMhKpVCz7xwK+/QloanDhR4qE5lZlpTbTatLEmWr6+UKeOe2Jx\nFTWciUc6uvYAhxfvcXcYUg7Zx6FU4LsCk+1OqxSvQc7uaoUZO1NWWnISE298vnLlRpJju0GHgiQ5\nxW/JcTYmJ+elK0tTDpe17moXL5Z+klOS1+HaNbjvPvjxx5KrozwqbEtOYKD13fbMo9L+L2rvXrjj\nDjh6FFq2hH79Srf+kqAkRzyS76P9aPlEe3eHIeWQJaOMTzXlArZEr7Rbcoo9u5oHj8lJT7fepNim\nCr58+cZkA9m7q2VvZenbF3r1gjVrbpTjbWTYkxxMRZs+zNmYnIIkOfHxkJBQ6OpKXH4TD3hqd7Xy\nkOQkJcGCBRAXB19+Cd984/o6yjNnU0jbfg+//976ENfsbD/b27ZZ33M8AqzE2eqLj7e2KMXFlW79\nJUFJjnikGpkp7g5Byil7S04FTnJMWd3V3n7LQmBg6fxnVpzuahZL1ox0HtySYwvjtddg6VLrjUJ+\n3dWOHIF162DTJhg06EY5PsZ1TJWtGYhRxLtiZ2NynF26nFq2hEceKXR1Jc72F3HD8OyWnAsXrAnr\ngQN5JzllaXa1Dz6AMWPgzBnr8rFjrq+jPHPWkmPzyiswfLjjOtt+W7ZY320PkC0ttvpt33d5oCRH\nPFJ5HTVRmlP2inOe0JLjzimkDQOOHLKe+8S/GiQmwtmzJV9vzhvtwiQjZWFMju1c4uPhX/+CH37I\nv7vagQNQt27uchxacryKNh1XUburpaRYX57G1pID+bfknD0Lhw+XbmzZrVwJU6dC7drQoUPu7WVt\ndjXbr9Yvv1jfT592fR3lmbOWHNtnW4tv9n+rLBbo0sX6b0dQkPuSnMWLre9paaVbf0lQkiMeqdwn\nOZ7058cKxp7kVNAxOVeuQGam9dx7PmShY8dceUKJcNaSU+wxOU76K7mrJcdisU4VvGAB7NxpXefr\na323dbUyjBsJR1KS9UYmJx8jw6Elp6hjckymwndXgxvjAjyJbUwO5N+S88gj0KpV6caWXXq6darw\nDz+Elptnw7JlDtt9fOCtt6z7TJ5cuLKfeML6yqkkZ1eztfA+8ww0a1b63afKOmctObbfyfPnre9J\nSY7bbL+nVar8P3vXHedEnb6fmUk22cousMvSq3QRRLGAgIoNTr2ze7ZTsYH9EPUsd6f+7uz99FAs\nZ+fslVMRaQICCgrSe9mFhWVha3Y3M/P74803UzLJfCeZJAvk+Xzyye5kMjOZ+j7f93mfN/UkR5bp\n+h85Epg6lWrLDvTHZIbkZJBBCtESsgiHOlrCMUgnia+pAfJztH0gSekjOQnX5DCSo3sSpzOTwwIU\nQaD9PHiwtk1sU1nArig04m+GR22GmKWryXF4nqoqHU/9CDIPyWGrsdqmZMLvJ1lULMTK5Oh3T7qz\nUM3Nuv06eTLw1FOGz++9F3jwQarFsvvNZrz9tjbCrkcy5WqbNhFhq6+n7U7FfeJgglUzUPb3ihU0\nCLJ1KzBoEBX9681Z/H6NwKYKigIMGQLcdx9w9dXGgZIDFRmSk0EGKURLCLAPdRzq2bTqaiDbp52H\nHk9qHmTmQNspyREFi5ocQYjI5qQzk6PfvLw84+deL43aPvqoFsjosyYsgJSgWUjHk8m55hoyD2hs\nBLp3p5ofu5qcsjLqy2Gengo0NlIwHQusTw4QSZT1526qR77NCAZN+49pFEPo2pWyOGPHRnxkCyZt\nHDYMKCwEevak1xVX0HS3z/ldu8hlq3t3+l8vucyAD9EyOTfdBCxaRD1xli4Fli8Hfv45OZmc6mot\na8Szvfr7hM+XeqLlNjIkJ4MMUohD0b74p39+g1mn/iPdmxHGoS5Xq6kBfFnaecjKWn74gaRWydot\n5kyOKxbSQERdjpPlugkrIqGH1wu89x414Rw7lqbpsyZ1dfSubwYaT2V9TQ2Nxs6aRYmE996j6eYk\nmD6Ts3Ytybzefbdlcv9omRzz7kk3yTFkcoCoJ6JFKZkt6uromPbqRTKil14CvvkGmDcP6NDB3eOm\nqkC3bvR37970niE5zhGN5PTtCxxxBBHXpUtpenl5ZCbHjfP54ouBLl345jXb/B8MJCfTDDSDFoqD\nsybnUMzk1L35EUavmoK1H/wOopfuoK37l6L1YSnWxYQQHhk/hI6BHtXVgN+UyQkGgb/+laxLx44F\nOnZ0f70Jy9U4SU66HLfsSM7RRwNPPknBaU4O8OGHQEmJ9nl9PTXr9CAI0ReKlOOw4woGqfh91Cgi\nNtOmWffm0Afj27dTlsHna5mXRbSaHHNJFivmTheCQa0OKxZ4CEN9PUnFmBpz3z4a+f/iC/q8e3eg\nRw/6u1Urd4l9UxOtd8UKZ9vc0lBfDyxbBhx/fHrWz4wH6uuN09i53L69Zsu9c2dyMjmbN/MTFfM9\nLENyMsggA0c4FEmO6s8GAIiXXgwA8AdrsaH1QLSu+DI923MIy9UUhYKl7KxIkrNxI3W3Xr8+OSRH\nUSiAR/luoH17xxbSljU5wAGTyWG9LwAKFocMoe88+CBNu+02GqW/TjFmcvZWKvj1V9Lt80AvmTrs\nMOrH4fdHzmcmOZ06tTxLZoYDNpMTBTyZnMWLgbvuAsaNo//vuou+x86xZFppNzQA2dmR23ygkZyn\nnwbuuSc194OhQ4HTTydraAarTE4wqB27IUPIm2LgQJKY6u8h6TIe0N/DsrIOfLOJjFwtgxYJNVZb\n4AMYh6JcDcEgZp/zDHoFfkOvwG/Y9dBUSMH0DQ8dikSTYexY4LzzgMICTbInSTRat307cNpp9Hm3\nbiRdSwSyTNmhSZPotfCLPZj0VAfSTvznP8ir2sZdb6KqUfrkAC0mk2MOEGLB6wX699fqTAD6e9u2\nUCYnZDxQUCShukrB0KH88iZ9oN2+PbBhA73M0NeO7N1LdR4HGsmRJOCOO4Dx4ykwb26O3VE+2Qjv\ne5v7O09WRFGAfv2AV16h10MP0XT2++Otb+NBQ4PWyFa/zQea8UAqSdnPP2tZNoZoFtLsGF5yCdU+\nPfAA7Vu9XCwvj7LuqcTBKFfLkJwMWiQOVgvpQzHAFhQZ8GoRlSCJQBr7xBzKNTnl5fQwHnOyls3y\neEjv7/UC//43jSBffnni/Ub27QMee4x056WlwIWjd8HvCQIffQTcdx/Ovbcvjl3/lv2CoMvktPCa\nHH2AwAP2c15/nRqITpgAeKE1A21XKuLvf1WQn8/vHGbOJnTuTGTHDP081dUUVKWa5KicYz6xLKR/\n/JGaJ7JGlVZZq1QhnEUzd2M1gWVFYv1uJUrikv3+eOvbeFBfH5nJORDlaqmGmRBEq8kx3yeYS6B+\noKRNG6CyMrnba0bGeCCDDDJICOGRa/XQITmQgxB0d3VBEiFw/v7Ff/8Ki//+laubcyjX5NTVhUZo\ndV0iPR4KarKyKLDp1o3kanodeTyQZWqGyTI5V14uQ+rcETjzTGDrVmw67hJ4gnxFFKrKbzzQEiyk\neWEOWIuLjZkcxjqKipyRHH+wlvQvMWAmObm5qSc5jAPYlR2xYBEwBojse717A++/D7TBHvTPWu/+\nhnIiTDDN3VhNEEX7fa1GSVymS66WITn2MEu7zJkcRQE++CBS0shK7/QDJW3bAnv2JL5NTu6FmUxO\nBhlkkBBYFkE4hAJsQZa1GgM4IzntHroRR/9tnKvb0xJqcoQ0ZbLq600kJ+SuxkgOQ26uOyTHMGJp\neoKqoggofPvBqbtaSzQesIKZ5LRta2E8YEFyfvwRePVVzZlJj2AQ6P/on4yuBhY4kEhONLkaC8BK\nS8nU4QvvH7Bk/2HubygnIkhOjB9mRxqinU+pkKuF7xM6ZEiOPcz7x5zJ2b+fztkzzzTOxww00p3J\nMZ9zB0NNTsZ4IIMMUohDsSZHUGTAo8vkiGnSE4UQlqulUTKXLtTXUzAb3v+hZqANDUaSk5OjWRrH\ni4ggzayFEPnJbtRmoECExdYBk8lRFJRccirmoBFtpo0AfgXyVUBGAPAZMzmFhUBVlfbViRNpfV27\nAh9/bFxsczPgr9pmu3p9Tc7+/XRepJog6hKKtvOxoNvKaKBDBzpfexRVAFWR308VeOVqgCZZiyav\nc0Ou9sor5CzWrx/f9jNEMx440GpyUo1ocjV2GuzZQ72NcnON8zG5mv4eUlJCzWOfeCJ1dWbJkKvV\n1wNr1pDJQjqQyeRk0CKRqck5eCDIQSPJcZDJUZNwi2JytXRm09J1fkdkckJytYYG48h+Tk4SMjmm\nCYKD4WdFAS5+c6x1V7u2bYEBA8hHt21b3P/fAfDWpj7SdUxyVq6Ef953OAHz0HrzUqCgAEKrAnj+\n9Sw8uSEf4pCOpajIOKq7caNGdMzgLb6PVpOTSoLoJJMzZgwwcyYVazOwAOwvfyEr3jxPeu3VnGZy\nYpGGaHI1K5IT7VIaP56IjlNk5GrxIZpcjR2bykpjbywGK7na+efT+Z3oYyrdcrXHHgOOPDKxZSSC\nDMnJIIMU4lCsyREUGWKccrVkuOy1BLlaOtDcrJP9RKnJYUiFXA2CoB0LG6gq4AvsM/owM8yfT2mO\nrVuBVatQld8VY+/o73otlx3iITlyO3IE2H3EGODuu+k1YYLGUkLR66BB1NRPEICjjqJjWVycGMnR\nH4rNmw8MudqJJxpNFFgmp3VrylhIzeklOeFMjk1NDmBvyRztfGLTkiVXa2oCzjiDzgk9kk1y1q6l\n83bHDuDFF4GRI5O3rmTBiuTo5Wp79tCYjBlWcrXs7NQ72iUjk5NuW/cMycmgReJgzeSwoE44lORq\npkwOBCGtmZxDMZsGaFkcQYDB1sqK5OTk0AN5yBDgl1/iWx+PXM1M9ocPB/r0AQ4/3Fh0qyiA7PFT\nIx8zJIkiglatgOJi7GnVE+2xE4G3P4xvw+OEY5Kzbx/UNqGIR3996BHSsZx7rta1/KefqP6ESVzM\nCAb5SI4gkNwNoExOOiykObgAVDVkIW7xm8wBlNjUQjI5HHI1uwDWLXc1p4+arVvp/bnnjNOTRXJ+\n+oka4zJStWED/T93rvvrSjYYyWFSX0UxGg9UVQFFRZHf08vVYjW7TRYaGsh507z+dPTqcRsZkpNB\nC8XBSXIOxQDbKpPDWw+jCMmTqx0qNTmKQnbQP/+s04JbZHLMcrXVq6lb+MqV2vTaWhrdW7bMfr12\ncjWIokEyqKqUlPn0U3qw7twJw2eCauG9aoXQPKpTF4AE4ZjkVFWFSY4oRfliiHX070/uYQDw8MPA\nNddEJyROesVs3kz7tqyMHMpSTXI4uABUFWgtVAGrVkWwAvMos9TE59aXLDiRq9llctyQq8WDLVuA\n0aOBU081Tmfb+69/Abfc4s66AODOO6k315Yt9L/+uj+QwAjJypUk/WR9b/RyNav+Q4AmVzOPA7lB\ncnhI7i23UF2b+R6Wm5t4bWa6kSE5GWSQQhyacrUgBN1ItegRIXL//uTJ1Q4Vh7tvviEpz803k9wH\ngIHkWBkPFBcDBQX0d02NNn3PHhqt3L7dfr2WcjXdE5QMKBTD/IIA9O1L69aPICoKIHKSHJXNwxHp\n33MPsGiR7Wxc4CY5qgq8/TYNmbcOCfSjZXJ00as5uHWD5DAwCVhLlKspCvAKrqK28B98QBObmoBJ\nk/Bk40S8KE4Ebr8dCAQgBtNbNGKQq3k8MXdmvO5qybSQnjABuO46oHv3yM9Y5umll4Bnn6VDcP/9\n1mVyTsBIzapV9L5okdFk40ABq7Vh+2PnTpqmNx4IBKyNJhiZMR/zVGVyysro3Uyy8vNpYCsRpFu0\nkiE5GWSQQhyKFtKiIhtIjpOanKRmcg4RC+k1a4BLLwWWLwfeeSc00SRXM5Octm3Jcev2241dtxnh\n4bEVtZSrxbCQ1n+cnW0kOaoacunjyeSIbB77SP8f/4jsUh4vuEnO7t10QF55JRwZCdF+VwySE80J\nLR6SY7G6lICX5GQjQCclOyl++w14/32cOLE/TrutPzBtWrgbaEDMjr6wJMMgV9NHtxZIVK6mP9fc\nagb65Zfk5vXoo5GfMVLmC3lirFsHPPggMGdOYuvcuZMGNlauBHr1Ipkac/5Ld4DsBIzkMJntihU0\neKCXlcYiOcmSq1ntQ/MxY+s0rz8vj25XH31Ey1m0iGqnDiRkLKQzyCCFOFQtpIUs3a2GikK4vqsm\ngeSEJYMH8TFobKQGnIEAPZiuuMI0g41cjaGgwJjJYX/zaPN53NUEUyaHBTdmLbiiEFl2IlfjjfTd\nOg24SQ6LWhobgQ6UQhEcZHL0hedW285bk2OzupSApyZHUQBRCJGG6mrgqaeoQdCxx6LroxNppp8+\nIJ0jgCbRjyiuzEmHIZNjQ3Lilasl03igqoqkaq1aRX7GSA5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kmKNBXWSWFJLDkclZhf44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bxZMis0NPBX8vv9rgW8PEX+yc7k8IA7OWE2HggEovshy7LmYuHxINzN1vEoisU2sHceksNzD87K\nMnaVjQUHO9YJycnU5ITQXNcIjxTfjaLvpUdh/py/Qww04bSzgC4WSrBO31PhldKjJ/Dgg8h58EH8\nzjTPbgVQOwMeyJh/07to2rANA6Y/jr2+9uF5BFDXeIZ6ZKNn02rAR4coCOsTb79AN+4ul41C9hup\nNz4IZ3IamxAMUIAqZUlRpS3bbn8Krbf8jL0dBqL/1ZEyQKdoKTU5gipDhJpmZ68kjLZzInzuJlCT\nI/k8AEyZHCdW4mkmAxDcl6sJnvSTeAViyPkseSTHbXc1dl+ISUJ0I912AZO5Jich4wGzhTQveOVq\n8ZCcigqt5iUKwnK1Vq2AujpkZ9P8fj/1t9D3lGHjiK6QHCekMC+PpBQ1NRRQZmWRDdyQIdScwwJW\nEpmOHbXGhHqw+PSWW4DLLgO++8703XgzOUEFkm4gQfb64Q8EEhvRdiBXCweMDQ2kwdu/31kmxwWS\nwxu0JqNuA3BZpsZglqvxkhxAc/tNlOTwOhgCOPpIBdm5HDvWyTHXr9/FgbIMyQlBrg1Alpw1LmPw\n+D0Y+cY1Mecp//dy9Nw5H8HxNwAP/9VyHnbKzBk4AerOSqC6Gr+NnojRM6NnXlRFxZr3f0Gfi4Zg\n1oh7MXqudZEXS97n7gsAqrvGBzxgmZyR71yP4DsTIULB7KG3Y/SSKNY7ioK9Z1+FkW9f5876wwXn\n6cuiiB4iOQoEiGntZZLOPjkhCY3LmRyncrW0W0i73DSTNbsVoEJIU00OBIHqZZJck5OsTE5eXpSZ\nLILAaPFgS7KQNjcDdaUmp7ratgYjLFcrLAT27w/HalaxMLe2nifb4GR/CQJwxx3GaU1N1BBnzx5t\nWvfu1HIdzoJm87xsH4S/GwfJESQRalCGqCv6lrOykY2GxG7n8cjVTjiBrMMlCYaOqrGQ4pocs4V0\ni4ZZrhaN5LABH/25zkgOT0dau23Qv8fAXXfIwMeccjXeTE6SSA4v0lWlnDIE6xoR9CSQ8rWDaLT1\njAWVncgN9bajJIIooPWAUKaHY0TFV+BDFppS77KmyJh9zjNormuCRw1i4a3vwbdzS/T5OYNWXrCa\nBRFpaoYKhEfweWqokgUVQqhHy4FTk2O+Zjx+T1h+GV4sFK7jqq9dEdMo63K7n0xLOL/VUCYnmRbS\nbsvVmISUV65mnmSGJNGmutIMNEEL6fC1lkVytYgR6Hhqcqqrbd20wnK1zp2BsrJwrBYtZtNvcvSF\ncgTi8e4vhgsvJKY7fz69Zs+mabp6MK5tRSR5Y4/mROVqqkmuJnv98CNgvOR+/JFs63jhILgNn0Nl\nZcBvv1Gr+eHD+dbDanIcFJgnAkeZHLZNHFmMpGZynMrVAPdqnRxkcngkbQDoN/ES23jOQw5kMjkh\nyHUByN74MjlcCN2FuHrUiCHtbaABaq69/ZqvkO6gAse8giigAX6oexuQW5KaplwAZXKE/Fx4c+ih\n6m/fGqjfG33+JDRLFEKSuXQFgaKHRvBJ1pMeqCH7YtcbNvIiDv9NyceRyeGVq4Uyeul1V3O/doV6\nMIWyhGkylVAEMeR8lgK5WpY7jyS9XM0tkmN+Z5mclBkPmJmDhzI5zfGSHHMmx4bkhAdxQr0ysrvQ\nv7EyOSmXq1lh6FDglVe0/1UVaNcOePll4NprHTk6mQ9BBMmJ10JaVgwDCUook2O45M86i+Rk1dV8\ny3VQkxMOGKuqqNDICTp0oMIkn49qu2xkjwY0NWnb5/UaXSv0EMVwytRRTY7+/LI5wE5ur9zzWsnV\nwlZ8OkiSlsnRpwndyJDxXGMvvkjay7IyoGdP+2U6yeQk4vLnAg5YklNTVoOqtbvhK8xGu8Hto84n\n1zdCTmImRw2dkDwkR5UkIChDbGyAkGufncluHSI5OXza2AYhB6hKMclRjIVq2R1bA4HovYYERXHN\nQYkWSEGgnEaCIUg0gq+kMTGqJKERpSOE7vqJuqsJFpkcZxbS6auLUgUBkipDdFFWxs6tdGYJIQhE\nQA5QuZobJMfsq6GvyQnL1VSV2nOffnrsjXNJrgavl0iOeb54SU5UXZ8JPXoAd9+NdtfXAbgt6sC0\n/j0qUkFyzBAEaoo0ebKB5CQiVzNkcuKQqyEoh6SuTK5mkclRVao1+vJLOgFrojQ1B6gGyaFczYcA\nfYe3Fodh6lR6HXMMSd14Sc6uXZQVFEXaRtYx1oq9BIPAihVA377O3NX051eitS0MP/2Eqx44B7di\nq7FQOz8fuPJK4/aza5FHrsYyOWa5WqLgucZef50knAsWAIcdZr/MeGtyXMRBn8lZ+fxMtH/sNrQJ\nbkVt+T7s21CJivnrUfPjSgCAkOPH8KlXQakPQElqJidEcrwcN2GBRi6lxnog3z47w7IjvA/+RjEb\n6t4Umw+YSE5e5yIITdEzOVDdfWAJUvqzKKJHhNQS5GqqnKScOwdcsJD2+C2MBxzU5AhqejN6JOty\n2V1Noh416c4SJs14wCRXE10iOczWvbGRz3iAwS6TU7p/DfDUVxi4GKiaC5TsBfKnAhjUE+jbFzjj\nDJL6xLKJcovkeDzwohkB8+keb00Ob/PHSZOAvDzkzvgBgHVMzG22GCvbIMvUdLC62n2p5EUXUQ8I\nJFaTY5nJiUeuFpQNjRhVn0VNjs8HjBhB2715M9l9W9VrbNsG9O4d/n08JKe0FChCKIsT7zOkSxfq\nt6TvuMuQkxMZ3JeX0zXz66+URRgzBnjqKeCmmyK/f+KJlGVIhOTYgPtnr1iBgqqt9Pd772muhIsW\nAfPmGee97z763fHI1dwiOTwkY8cO4NprgWnT0ipXSwYOWJJzzD/OBv5xNvaKbYCaRjSfeCqyPXmo\n7ToUqteH3r99iDUnD8bcGY0Yk5XEmhzmdOPlvEPKMqSmBiDPwWgJ59XXKOZA3Zda8wFBMWo4C3u1\nhU8uwwZfv4h563xtILTp5npNjqikN4sCQYAIOa3bELb5TVcmJw65WlHfdob/KZMTKVfjqTMSRAGi\nGkxrRk9hNTlun99qes8tkqs1QU2iXA0INQN1sSZH4MnkeDxESpYvB3B4TJIjQME5398I7Pahd8lh\nqC8GPB2A7N0AJjyhdcO85BKS8Fx1VWRdw7ZtwEMP0YivU5h1VSG5WkTMlKSanDCysoABA+B5/xMA\n0WM2/XtUxMo2LFlC/USGDQMuuIBv23jBAkhFgRQ6r53I1fSD7YbvxiFX8+dKaKhXIOhqchSfhVyt\nspJ8re+/H3jySfKw7tUrcoFffUUNfqwI5KxZwL59wPvvE1EKDTKMB3BVx+1AIWcDUCsMG0amD2bj\nB0WhjM3y5cbpemmcHSsuKgo3KnTUSyUZAXZ5ufZ3585aU8QuXSL73wDA3LnGTI7VDSmaXI2RnLVr\nyQFREGgfCQLVTs2caVxOQQHw2GPGrCwjTvp9MH++1vhRVWnZzE6Qh+R4PLStPDU8bh6DL76gZqkA\njpsHdMelAHrE3tTE15peiFCw4pHPMaR5O3zV+9HPTz9pTr9GdL7mUlwSDKLjlaclbf1q6KJ0QnK8\nTfVQC+wzOU7R6MlB1bX3YXsr6xtV1tgx4b402+ZswsZbn0XPXz+iQNICZff9G0f/dSwAYNH9X6D+\nuwUR83QuX4ZdHs2aM79DPrbPWwdURWaUBp3ZH/MLO4X3mRtoCXIeyuSkl2ipCDWiTJu7mkO5mqrC\nLGqQsiSIoL5QLBvjRK6W7owe4L6sS5SEtJ9bTK4mJ4PkNDcDFRXw7w2iLfa45gvLLMVta3K6d6eR\n2HHjAGxFMGgxX1kZBn3+GsZhEHpvmQHM34FWHTrA0Fv0n/9Htrs7dlAgunIljbSvWUPXRk0NjfIu\nWULE50Frt8yYMA9hSxJEQUVejgKDhxBvoK2PEtet4yc5AFBSAqmyAgBQXLsR+KHcQOiO/OVV3IkK\nSI+qMNyajzoKOOUU7X8mz7EKgMrKgJEjgU8/5d8uXogiBZENDZAk+t2JZHLC343DeKBTVwkP3C9D\nfECTKqmtCvE6/gT/PdnA/4ECUa+XMiJ2DLJtW3KSUxStoRNAjYxOO42yjX37AhMm0HRBgPDYY5AW\nLAA++tHRthtgRXDYektKInsd6UmO3W/SkRxHSKRXEPveb79priOSBKxZQ/JwXlWKfjCnsdG5XK25\nGTj2WDpmrGeUqtLnV1xhvMG9+irw5pvADTcY94FeMldXR86CJ5+szXPllRaMPQYEQavLsZM3OpCr\nGYjr228TMe7Xjz5QVfJunzgRkCT0WvkVTkdbABNiLvOAJzmF6j6MeOVKzDr6Doz2az/n8C8exrZv\nVqG4GPCN6p209auCw1y3LMMTbAAKHOpeOVD/98fR9NMay8+EZUuhvvMOECI5G+59Da02LUPtm58g\nv1tkF+n1E56EOmsxECI53ueegFTSE3KX7ob5to26FP2vNrYS7zS8q+U2yBAhys1QXLXYFdI+0i1I\nVJid7tF2MRld6XkRh1wtYhEeEQoEqEElXOPmhORISnrJLsumuXoMRLEFOPeJ8ECG4rYMsFUr4Icf\ngP798SclC/tFAL3jyHBYQPSIKA5swZFLXkLP7gB2CdRFXC8jk2UiOF99BeTmQkIQsmzxSJw2DUe8\nfy9+h2uxvf3R6NShQ+Q8OTn0at+eAnkAWLqU6hQYjjuO1n/77XH4TsMyEBQ8HuDbb42BtRPLt02b\ngO3baXTUSmakg+EcLC6GsGUTXsZ4nPfoJ8D9lUTwBAGorMRZn1yNswCgbKImqZJlysgUFwN7Q5Lm\nykp6twqAystpfyYLublAfT0kKRcdsR3t5i8GbNTeBWXAQPRCdkNH4OwrkVVTg+8A9HscwFsg6VVU\nVh0FogiRsevQfbT9Fy9j18pKFJVA46+5ubR/7QhBcTGwe3dkcLthA9VbfPJJ5HfYOd3V+tmdEPLy\n6HyvqjJef3v3av/b/abWrbVzJgS3MzmCALyFS4AjV9H15PUSQausJJLFSIiioKLTUJRuW8wf9+3b\nR9mT8nJ+uVppKWVqVq+mjN38+fbr8vmIaM6apU2rrSUi8v33dG5s3EjE4csvjd+dM0fbFh5kZQHT\np2uDI5s308uMRYvo/YEHwtccmpq0c06Hq6rzsQmtgL9tAZ5+Ghg/XmtGBQD33BMm0mUz9kLaYX9c\nD3iSAwBbPD0wetGjhmlFPVuj6AZOC8QEoDJbTc5uzEfMehpBeLDHCcnhrLA68o6TAZxs+dnCyR8B\nb72JFVMXom7jLhT9Mgt1f5qIIRcPsZx/46CBwALtosoNVCLnwafR54Ij+LfbBBkSBLnZfblaukmO\nmH4LaYDkWgdSTY4VgvAgWN2IRVf/G2gIYASa0MxpIZ3u8yAZLmSCJLYIKaQHQQTdJtBDh9LDThSR\nDcDNYR9BEtFa3YsLql9Gt8ohwBurgG++Ac4/X5vpl1/oge71AsXFOKFsLuT6UmBV6POlS0lzv3w5\nVEGEV22GKjrINE2f7uIvgnUgeMEFwKPGZx9+/3t+ktOtG71GjLCd1ZDxb9cOwtSpGDqvDk1DToX/\nrRfoeJpxzz1GovLHP9Ix7xGSmFx0EQUxq1cDV19t/O6yZeQolizk5AB1dZDyinELnkGvN6YDv8Yu\nui7avgfLMQ/7H+oNHNUbwr33ovOFQFFnAH5QcMxILi8kiVzT9OQ1JxulR3Wynt9O2lVcTFmw8eOJ\nYK5eTRmxqqroReXcRVRxonNnOi9zdAqWLVtCGVSO9bdpA0yZEpZn3YGTIAiT7dfrkOSMwmzgoZdo\nfc3NlJkbNsy43QC2nnw3P8np1Imya5Mm0e/rbTHobiVXu+UWMsdQFJK48oBdL/rfe/nldO97801t\nmpVc1onNIEDX7pQp2v+5uXTum2OQiy4CLr5Yi2Pz8zWiY8JdVZMRgB+ouYbkmJdcEnX1iiDiGdwC\nnP5l1HmAg4TktAjwBJeShCK1CrNO/QeO/d0ArsXOPucZDLr/nAQ3LmReoMhod+3Z2NJ6CBpy26L7\nZdEfbAVH9f5/9s47PI6z3Nv3zGxVtSTLkizZcpPtuDuOHTuJHQNpBAglcDiQQGyl9cIAACAASURB\nVAKE+p1QTjhAgAOh5ACHTgiHkpAQEggkIZQUpzt23Hu3bNkqtmT1ru0z8/0xu6uVtNLOrHc9K3nu\n68rlaHd25t3Z2dn39z6/53mY/8j/o018hsa8BZQEOmDmyIiPEWQkLZKTaruaySv4ok1LzA4KSazO\npghFELEpaUgO14sho/ToyEhUP7KDqmd/xslVt/LGDfdy9aTEOXWZENFThdT3k8kEu5oatqulZQKU\nrklV+Dpsf9fHWfDoJ7RoxZe/DE8+OXS794TvrTfeyJ+e/Aw2FYjcbh0O+MIX4OMfp+HHT+B4PWBM\n5KSaeHlvjz5qzlgEAT7wAZZ/IPz3HUNzZnau+Syrtt83chK4bNnQv594QosinTkzciJ6xRWavSpd\nZGVpkZx8LR+s+W0fY84vvzDmS7qfeAP3v62lecl15D/+fcjOpurN5zmO4Z1m9Wwf++9wcnK0SmT9\n/Vqp7Lo6bbIuCKOLHEPNZ5LgL3+BhoaRjy9fru/4n/zk4LVz4AA3vvCcPpFjsMKchKwdJ160NgbV\niCisqBiMkoxGPLvaypVa9MUIDkf8vKCImEw0BtB/DcQKnBThv/fn2NWgJu5KSsbcVhUkRFRNCL3w\nwqjbWSLnQhK+eBb88CO4dEzcAK5+6rMpObRgkxAUGRtBZm17jMKqsQXL0jvX0XFdI6o/xNyls8jC\ni3f2+YscSQ6m1NsviOYn/Ufsan7SWOAiAWoakt4NkaJIjhsfs+56F/sXf4j1W/9H9+syITcrHTk5\nmfC+IuLNrCaryRAZa9b8cDOXigrN4z0av/sdZb8b/WnlV89jpyOl+YRJY1a01gCKoHNVuKBgaG7A\nhSQ7W4vkRMqX65jcRXJvvVNmGMthGnOnoraqrXdyqUeQxEYLIgnl57vP82HBAu2/ZI9fUDBYmt3t\n5iq+Rvsv/guKFS0i6/dreUinTw/9fkT67lx6qRbdXLRIExIFBZqQiSTPKwpfasvCjj6xaXel+HzF\ns6tdaNJ9DehARdT9GSiRBadrrhlzuwkicswt3aubSONQ54U/7ZG+EaIqg57GpUDRPK2AQbVrLrN9\nh6N9e5JFRkJUgmmpPhW1DZpAJJJjdglpaZyVkB6N/Ys/zGUvf9/QazLF1mUnpKt5qV4EKXxtmXh9\nR+xqZpXmTobJS6ayq/itVN60LPHGepAkHASiLQMsxiZ6vZo4YUpITg7ceSdZeQV8lg2ctv0y4Usi\n1f9SupgUieSkUuQYJd12tUQYsUpJEjZkXHXHYfE6LdetpETLR1m8eORvoM+nRbX6+rRCIC6XZpUb\nGNCOJ4ogSdzS/UVs6Pscll4qwTM6x6uHeHa1C41Ru1oakAUJm6pP6Knou2YniMgxj9Eqk8Ul/MHZ\nXCaInHAkR0JG1VMJLobsl/5OXaeHOMUqDaEIWiQn1X1EzLbzCKKgJWabXUI6Hb1M9BIROamYCM+d\na7ihrSCab+tShMg5SEPOmWDmZDGNdrU0MWlmAStbn0vdDm0Sdgzm5KQLvV3wTMRQQR6z+O1v4dQp\n1D0H4aUNuu6d0WhmKt+XUbtaOgSJ2av4RqxS4W36Vl3DpP/6XOLtXS6YNEn7/0tGtraI4PvsfzNJ\n9ek6r1Kqr4N4drULjVG7WhqQ0X8dqjqvWUvkXEjCH4YZkRzRLoEaFjk6IzkRKq6akZIxyEhIKY7k\nZEIjzsj7MXW1HZPtakZLSI+BVJhv/PAZENGLnoMUl5C2EcJHirp1J8F4tKulGiEcyVEzedKeQUTF\nYCafr7lzYe5cBJfWU0RPj6ZI1ceU9XOC9NjVjGK2yEmiI+ukyakdq2K0Uq7ebfVg2dUA/dEZgBUr\nJdhIwvFevL9aJhC5MUoGRUaqji2GIzlmHB/CkZwUi5xMaMQZmfyZnTeR6spehkihXc1elGf88Blh\nGUzdOYgQsauZaskdh3a1VJOTp3nFTetDFYtJllQjc5/oYkMmnK8ERPJs9AiXtNnVMkXkjAe7Wnib\n3PwUixwDUYSUny/LrgZodrUhYxkDh0tf5Cnz70A6UMdBIiYQvXhMsatJIoKqIKKYJnJkJGxKIKWr\nYKJNxKaGTF3Bj0z+zK6AJZqZkyOlboKfO19HouwwMsG2GLkG05GTo5iakyMgoZgnoDOAySUS69cE\nqJyVwZGJNJOg2NEQDK2Km0y0kbeOyd2EtauZbVVKwq6W6rHKeotlxG5j2dVSihG7mt7rwLKrXUgi\ndjUTREbErmZLwq6WKhRBQlJTX3hAwvwS0pABdjUzc3JSVEK6eU8jCy4du3xn3MOLWt5IAION+FKI\nmoacHNFmfqPZ6Pu6iEUOkoQQCkIqbUrjDCNvfVzY1SIYmDSnxa5mFR5Iyq6W6mvLUCQn1ecrkyI5\nZtrVjESAdY73Iv7VMg8zvO2aXS2EgmCa7UQRJGyprq4WntyaXUIazI7kmGtXE1JkVytNQuDAoBgw\n19aV+pwcrUS6itl2NbBEjqHV9ouc8WRXi0yS9CxSRe1qEy0nx2ySsKul+toyFMlJ0aJelEzKyTHT\nrpaM0LwYRI65vTEMYGJVHNGuWcWiF5EJKKQrkmN+CenwaEwbQ6Rho9k5OWYlp2eCrQsh9ecgKqAz\noKCCKI2T+2w6MDoRvciJ/iaPByt5ROToqJwn2dMg+I1GcsyOuqSDTIjkGLFYpvq6tuxqQMx9w4rk\njFNMFDmCJJovcgQJW4pFTibYeaI5Oab3MkltI0pDxOvGfgERRAG7ydeBkobV64hgMjtKCFYkx9BE\n1GL8YEDkGClSYOj4RqKEqY4ipHpfyZABOTmKgcpeKZ/LWXY1wOAysc45x0X8q2UCJkdyJCVousix\nk4ZmoCbbeQarq13EE1ExdSWkk2HwuCb+WKch4hERrWY3AwVL5Fh2Nf0Y6h9nNgbsamkROVaU0JhV\nKk2T8eh92wzBlwl2tfEaIbRETgZhssixKwGTV7pTH8nJhCjKYOEBM1fDTBYZJtvVohGPCSYGMqE8\nuRj+jtkcF/HPhdEyv+nioYfgiivMHcNEw8CkOfJ9NNWuNg6awRrGiHBJk62qrNTAxhPRrpYBkZx0\nMEF+tcaB7xdQFcW0Y4t2CZsaGKwgYgLpiORkQhQlutqeAZEc02wHJtvVMuE6IA0iJ9po1sT3NWeu\nduy8/PFxn00LmbLafvvt4DSvgqBexk2eLBiyq0UiOHq2NXT8iz1KmAF2Nbt5/ZYtu1oy6BT7F/G3\n6uJCkETsamCwgogJpMuuBuZGUSZqFMEQJtvVIuLK7H4ykNrqaplwbdmd49TGkEqsiaghxqNdLSvH\nJKuU0Sih2fkz6SADCg+Yel4zya42XkSOTqw79oXE7Opqqsk5OaKEiJra6lMZEEXJiD45aajsZYRM\nsauZuYKcDqGZCTk50R//i3mCnyl2NYvUE/5Mp07Tb5VK6fdRFM23q5ltgcuAEtKGSPX5yiS7momR\n4qLJBjbWKUonRDNQc3MhDKCYK3IcBPAJWaaNIVKiMR12NTNXugeFVgb0aDG5hLRZx88EoZmOEtKZ\nIN4yYlJhNlZ1NVi0SDsHEw2zowhWlND8zwDMj+Rkil3N4TDn+EBOtoGNdQrNCSFyxg0m5uRIDk3k\nmJmTo6ZB5Aza1cwXOZnQsNG0Es7hz8GsEtaZENFLSyQnA65vs/OtMgJRhFDo4p6IPvWUttI80TC7\nspckQV8fFBfr2z4d30Ozv9sZkJNjiFSfr1i7mlnJQZHPYBzk/BnBEjkXCVqzRMXcnBxRu9wiZThT\nQUasdGcCJtvVMDmSlAm5WaQxJ8fcggqWXS0jJlZmY7ebnJ2dJpKo7JXSwgOlpdDTA+3tqdunUcaT\nXS0TvoupPl+CoO3zIrerpYMJIXLGzQTX5JwciOnqawKKmIZITibkLGQAZtvVIsc1PyfH/EhOSu1q\nUuT6tuxqppIJEyuL9JCEVUpN5XdhxQrN5TERrYB6yYAS0qZGswRhMFp8EdvVDGFVV7swGPpemGxX\nA3NFTjrsapkwuc0EzLarmW1pyoR+SdHPIIUToEwoIW32Z5sRWCLHECUlZo/AAMlEEVIZyQHtu2Xm\n5NLs77aRaHEmfBfTcb4kCbZsMb+6mhXJsYhl9Wpgs86NrUiONpZUVlfLBJtSJmB6dTXB1OMPHtd8\nu1q0c3YKyITCGlYkB+scGOSSS8wegQHMtqtZGBMNmSBy0sEPfwgtLXDjjeYcf7xFcnRiiZzzZLyI\n3sHJkomRnHTa1axIDmBVVzM1kpOGMtqDdjUrJ8dUJurEyiLJSM5F/F0wmwnaz4XPfc7c40fu8+Ml\n7+7iqq5m4urtTTfBnj36tjUxkhOxq5mas5CGSE5GlA7OBKycHMBsMZA+u5qp9zgrimGJnImMkUlz\n+D47d95F7hwwE0tophfbBJEFYayr5HxZuRKee07Xpgt/egebb3sgzQOKTybY1dKZk2OqnSeMQ/aY\nduxoJMekEs7pqCxm6PAZENGrfOsCOqcuYvKMnJTtc7CwRgaInIvZEmpNrCYuSXy2DudF/F0wm3Qt\nulzM97dYxovIuZiagY4XihdOofjhj5ly7IwoPJCOnJwM6FEDsGXGLQSnVlJp0vHTYZUyQrRPjunN\nQM27Diruvxvuv9u046cNy642cS0yFsmJeDNLLqfj2GaXkDZC5HOyREl6sOxqmcdFn3Sug2jEw8SE\nyXTk5GSETQm4svZRU48fEXmWXe0inoinC8uuZtnVLCwyjVTP+8aLyE03E+wedxH/al1cZEIkR3a6\nASsnJx1EIjmm2dVMPv6gXc1a8Eg5lsix7GoXA0Ymrmb3VBkP+7QYn4wXu5pOJsQd25rYJCZaeMDM\nEtI5+UC6IjkX+TVgcnW1iMgwrbqbRfrIy9MmQS6X2SMxD8uuZhGLmSv5E/UavP12mDXL7FHoY6LO\nN773PZgxw+xR6CPDm4HeABwHTgJfPp8dHf/TXtyvPJuSQU1kMiHioebmDRlLKhhMzL64J9eZkpNj\n1vEnOqpkok/6F7+AgQHIzTVvDGZj2dUsMoUPfxhefdXsUaSehx4Ct9u84xsRLtdeC295S/rGYhZf\n+cqEi+SY8W4k4JfANUAjsAv4J3AsmZ3N/8Dy1I3sIiDP22LiwcMix566iUKmFB4wH3MjKVPWzsOL\nC3dRlinHn8g0/uBRplSY2EJeksydfGQCkR/+QMDccVikj/FiV3O54E1vSu0+L78csqx7t24WLYKX\nXzZ7FBY6MEPkrAJqgLrw348D7yRJkWOhn9cXfQa1fBozTTq+OCn1kRwLDZu3FzAvJ6byLXNA9Zpy\n7IlO+ZduMXsIFqtXwze/Cddfb/ZIxgfXXgv//KfZo0gfEy3x/LrrtGjtxcxEtaBNVN72Nti6NeFm\nZoiccuBMzN9ngctNGMdFx9WH7jf1+LbC9ImcZT2vp3yf4wn/Vdew+1Uvi+cUmT0UU+mbNN3sIVhM\nRHJz4Z57zB7F+GH1ati1y+xRGMOa5F7cKIrZI7Aw8hksWQL/+lfCzQT1wq9I3IyWk/Px8N+3oomc\nOyMbrF+/Xr0n5gelrq6O+vr6CzhECwsLCwsLCwsLC4tMorKykhkxBRLuueceNm7cGHeVwgyRsxq4\nB03oANwNKMAPooMSBNWEcVlYWFhYWFhYWFhYjBMEQUBV1bgix4zkiN1AFTADcADvRys8YGFhYWFh\nYWFhYWFhcd6YkZMTAv4DeAGt0tqDWEUHLCwsLCwsLCwsLCxShBl2tYRYdjULCwsLCwsLCwsLi7HI\nNLuahYWFhYWFhYWFhYVF2rBEjoWFhYWFhYWFhYXFhMISORYWFhYWFhYWFhYWEwpL5FhYWFhYWFhY\nWFhYTCgskWNhYWFhYWFhYWFhMaGwRI6FhYWFhYWFhYWFxYTCEjkWFhYWFhYWFhYWFhMKS+RYWFhY\nWFhYWFhYWEwoLJFjAo+c3sHJnhazh2FhYWFhYWFhYWExIbFEjgnc1uBl9bZnDb3mZ8c2sva1h9I0\nIgsLCwsLCwsLC4uJgyVyTKLTNYtTfa26tv1l9Sa+0AJvCDPTPCoLCwsLCwsLCwuL8Y8lckxACnQA\n8I+zR3Rt//Xa06AEsPsti5uFhYWFhYWFxcXMKa+XK/fuNXsYGY8lckzC4W/Gr4R0bSsj8CaxiRzV\nk+ZRjW8UReGjO57g0dM7zR6KhYWFhYWFhUVaeKOnh629vWYPI+OxRI4JqIKIpIbwy7Ku7RVEsiUJ\nGSHNIxvfvHDuGA95i/l2zUGzh3JR84mdT9HqtW6+FhYWFhap55u1tfy6sVHXtq93d7NrAooBVVXN\nHsK4wBI5JqAiISETUPSLnFybHdn6uMakwdMFQLdiiUGzeKnpGL/zFPH3s4fMHoqFhYWFxQTk2/X1\nfKu+Xte26/fv5/qDE2/hMx0SR1VVfDoX38cL1qzZBFRBwo6CX6fIURHJkewoE+Tj8gT93Hv4xZTv\n95y3HyHYywCOlO/bQh8n+9sBdAt4CwsLCwsLoxiZDU3EmEc63tPT7e24N29Ow57NY2LMmscbgoQD\nRX8kRxDJtzkmjMj5Y90uvt7uwCcHU7rfVr+HHLkLv5iV0v1a6OesR7MFeFP82VpYWFhYWEQw4tdQ\nJqC1Kx3vqdbnS/k+zWZizJrHG4KEQ1AJKoquzVVE8h1OFEFK88AuDJKgXXZ/rtud0v22BXyUikFk\nWy4P1GxlR1ttSvc/kTjS3cSaV3+f8v1+rzsbAK+sr6iGhYWFhYWFUQRBv8wZLxLHJ8u81Nmpa9tg\nWOSEdM4j9TDe8nyuP3CAzuDYC6qWyLnAKIoCoh27AH5V38WpCBL5tokjcnoC2mrBE40nU7rfrlCQ\nyTYRlCAfPxtgzYHDKd2/UY51nzP1+GPxo+otbBdnpW3/lsixsLCwsEgXEzGS81hrK9fpzB/yhsWN\nL4UiZ7zxYlcXhwcGxtzGEjkXmIAqgyrjQH/egiqIFDjcqBPk4+oLBQBoCgRSut9+WSZXkiAsBlVb\nbkr3bwRP0M+C/dXUh3NUMo22sNDU25DWKD4TRc7BrrNkbXjUtONbWFhYWKQXIyJnfEgckHWIsQP9\n/bz38GG29PQAF7fIgcSf7cSYNY8jfHIQVBmbAEFF51dPkCh0ZqEKtqSP+9e6PRRseAhP0J/0PlJF\nROT4U/zd9CoK2ZINJJf2gBLgucb0R3MOdzXyrUMbhjy2s0Or/LK9vS7tx0+Gc37tM9jXeTZl+1QU\nBVSF6f4afCYWHni4dg9eV4Vpx7ewsLCwSB0hRRlhpTIUyUntcEzjjM/HrceO8VR7O39r1xZQvecp\ncjZ3dye0fI1nLJFzgfGEAqCGkAQI6rSrqYJEkSMb9Tzsance30+3ayYbW/VbxK57/Q/csu3xpI85\nGgMh7QsVSPHyileBXJud+6dKfHdygLfbW/jE4e2pPUgcfnJiK/d0uKjuaUZRFKp7mvnykTcA2NvV\nHPc1j57eyR9OpX9so+EL/2B4UlggoDMwAGoIp4CpIufkwMTriWBhYWFxsVK4ZQufr6kZ8pg4Rk7O\n5u5ubj92jDqvN91Du2B0BIMs3LWLHEnitaVL+dK0adgE4bwiOTUeD+v27+dz4XMbyfMJjIPoUCSn\nPVFue/KhAYtRWfPq7+kKKRy/7o4Rz3nlAIKqYBME/ReSYGOyKztqw0qGXlyIgS4+cbiGE1OqyLI7\nE77mJbUSPB4eS/qo8emXQxAaSLnI8amQY7PzmblrAfjDqe28ejK1eT/xsIULKczfd5y3ii9SYHdw\nIOgiO9jA/6rlTDn6KnctePOQ13zodDvYsrhtdtqHFxdf+Nynsgpah38AQfFjE9BdHj0dtAWDIGqR\nJVG01nEsLCwmFjUeD7PdbkPJ9+OZPlnmtM+HqqrcUV0NjB3J+Wh1NTVeL39oaQE0S1fe5s1cX1hI\nid3Op6ZOZVFOTlrGGlS0+V0qP5vuYJBbjx1jcXY2Wy69FID1BQW82NXFT8+e5f6qKsPHa/b7ubeh\ngTdNmsSGzk5UVcUTnpM6N21i47JlXD1pUsreQ6qJRLAGEsyjrRlAGtghT6baMSfucz45BKqMXRB0\nR3IQJIqduSDakx6TX8rmKyVOGp1zON7bov+FUnLlmP9ty595rHZX3Oc8cgib7CFgKOCcmIAqkG8b\n7JGTY3Mik/5iDb2hAPMCNSwJ1dArywyEQiywedm35nqm+Ov4WcPpEa9xhbTGpQ+d2pb28cUjEL70\nvKHU5c60+/sRlYBWVMNEkdMV0t5cbyg15TAP9vezdt++lOzLwsLC4nyp2rmT17q7zR7GBcEfnsRK\naPkov29u5sq8PCbZ4q/R/6apiRqvl4G1azm+ahUAv583j3tnzsQuCPylrY3HW1Ofi+pXFJ5sbcWx\naRPf1dmodDiRnJzIvw0+Hwf6+1m/fz8bOjuZnzV0PnZVfj7/19RE0ZYtfKO2lkP9/bqPdeuxYzzc\n3MwHp0xBRMuRfiGmsttZv/mpDWPhCTct9SRoXmqJnDF4o+UkwsaNhl8nqtrq+E+OvTbiOW8oiKDK\n2ASBkI4ks5AiAwI5NicIEoEkErr7gz5UKYdvLroOm7+N3qDOyZ+sbXfjpkcMHe+R0zt4IljGd08e\nAAabf/7qxGaEV57nhX4Fu+ojlGqRg8gkhyv6d57ddUEq0vWGguRKAtOcTnyygkeRcYkCVfklPL/y\nWs665vDbk1uGvGaqqIXRP3rGnBtJRGA2+fpwvvBnHqjZmvS+egNe/u/EZjr8HiQ1iF0Qoj9MZtCj\naO+tw6//hj8WfzpbzRvhJE8Li4nKwATrdD7RSdfnpSf5XS9be3pwb9pk+HUBRWFrTw9tgQCPhqMx\nvbLMwYEBPjhlCg/Pn0+N18uK3bs52N9PQFG44/hxvlFbyxdPneL9xcVkSRLzsrJQ16/nI2Vl3FlR\nwZ8WLOD+qirubWjgRZ2lmvXwkzNncG3axPuOHgU0a1kyRKITXlnm9e5uKrdvZ9nu3ThFkYG1a3lg\n3rwh2/98zhx2r1iBSxT5Tn09S3bvpk1nQad9/f2sys3lhsJCluXk8EhzM7v6+ih3aAvFu3p7Wbdv\nH3v6+gy/j129vfy5xcBiehJEzpXHiuQkz9aOhvN6/VfrR5YQ9skBBJRwJCfxzSSSwyOKIigBeoP6\nPaYhRebmLY8x95VHyQucxSHZENWQbpEjKNp2zyvTdR8T4Okmzd+ZLQnU9rWRs3EDX28J8f/O+kFy\n43FNw0WIUIovvyAS+TE2PE3kpN+ROSDLZEsSblHCHw75usM2qUuLtHP3+VNDozmKCh90NkeF5IUm\niHY9/authYCzjEfOVCe9r+ve+DOfaZI52deOpAZxCAIdwaBWiOAC09DfSYtL8wB2+j0p2efRtmMA\n/PzsWdpTXBHQwsJs/tnezq8bG8kZB53OD/T3s2J3avurWQzSEQxie/11dvWmJq/xyMCA4ZyRx1ta\ncG7axJX79nHFvn189uRJ7igroysUoiMYZLLdzmy3mzluN3k2G0t376Zi2zYebG7mO/X19MvymDar\nm4uL+XBJCdtT8B7rvF6ODgzwvQZtrrg6L4//rqzEn6RQjEYnFIWD/f1cV1AAwMfKysiSpBGWNFEQ\nWJGby5k1a7gqPx+AHp3ujAFZZuOyZVS4XHxq6lS+WlvLT2fP5syaNXyuvJxfNjZysL+fy/bs4T9r\navjyqVP8o11ftdjHWlr44LFj0R4+QUVJaT8fGBQ5EfviaFgiJ0lO9gyq1Nu2/5Un6/cCsK3tNLKj\nCKeviSxGrtL7FRlBHV3kfGnfvyjY8FB0guiRA6BqF74U6uVgV5PuMf7r7CH+FiynTcjjr0u0sK2E\nTF9IX/QgRw6vXofGrkMey/7OM/w9VI7L18jhoJu7D72MKmXxxJxSxFAvk33aZH+OXSGUYitZCIkC\nuzv6tyZykrf46WVAVsiRJLIlG34VfLKCWxp8b89VFRMUXENe41ehxOkG0WGKGAgiAQLHHXMo8p1m\nS6iA7kByouBIQHuvz7Q2kEuAfllhuziLHx8fGclMN6+1nABACnTQmeT7GY4aLlL5+Zoa/pjm1SkL\niwvNOw8f5tPh3MUaT2q+M+liY3c3ew1YciYyCvB0W1tK93km3PG+MUVWpRzJ2G/8Ka+XDxw7xo9m\nz2bTsmU0+v14FIWvTZ/OSY+Hep+PIrsdQRDYvWIFry5dSnDdOtqCQSqdTp5dvBiAIvvov/uSILA8\nJ4f2FFQUW7V3Lwt37aI9GGTnpZfy0pIlzHC5knIydAWD0TF5ZJn2YJA1eXk8vXAhHyktHfO1kiCw\neflylmZn06cjwhdSFIKqiiu8GPvu4mJOrFrF56dNQxAE7q6s5PbSUrZfein7VqxgQ2cn/3vmDP/S\nKXKywp/7nTU1zN+xA0dMlCtVdOkUc5bIGYPRzFTHus8xd98xPrPrbzT0d/KIbwrvP1HP9468xNeO\nbCLfV8ee1evplopY9vIDCK88zz0HtRLDXjmIiIxdFKN2tWPd5/jekZcAeLCljW7XTP5Qu0PbPhRA\nCIucHKWfOw9v5ql6ffkBASWEy9dI8Pp/4/qpCwBN5AyE9K1GO5H5TE4Xgs4q8/s7z7D84CkALncF\n8bum8pdAGbNC9by38lLk697DzYXaasOHyucgY6PVm5oVo1N9rfhteSyeNDX6WL7DjSqmP5LjUVVy\nJRtZko2T9lnssc0mRxo87sqi6YTs+UPETBBRizqpIboDF74CTAgpmuP1plwXTrmfv+q8robjFbNx\n+prY5nMyzQaNsnZb2dTRFLZbGiN3wyO8c/OjPFizjT/XGlu17QsFyPXV41C8SYu24cRe/dtbUnuj\ntjh/FFXlXIb7x8cLVTt3cjxBcz0zuTjS7McmYier8Xp5z5EjAHyxpoaHz51/8+mO8MSxO0W5mtnh\nyW5sM86+UIgTo4jp7lCIS3NyuGvaNNZOmsSK3FxuLCyk0uXSLFUtLRSGc3GEcHK/TRTZvWIF2y69\nlLcWFo44Xjwm2+1RS1mi6lyj0RIIaEVuwizPySHHZsMpirqjVzt6e/l15gnyhwAAIABJREFUYyM7\ne3uZvn07P29sBOD3zc20haNW7youxq6zgE6OJNGvQ+QMKArZwyJDVTH5PiUOBw/Mn8/87GyW5eZy\ndNUq7q+q0j0OjyxzU1ERm7q7qQ5XuNuZouigrKp0BoN8u66OApuNk+G8q9GwRM4YiKPcUmsHOgD4\ndY+dyh07KPfVoEjZfLXNzmvM4NOlxSycNJU/V02lPiSB5Oa1Du0GtL/7HE41gF0YFDnXbn+Wr7Zp\nE84eMZ9Kfw1fPHmMN1pO8njDflSbVgWkRAxx1D6HH9Ts1TV+RWWEQLGh0K9T5IQQKHK4dPfn6Q1P\n1kt9p9i4/na+WuDh0tApPlQ62LOkJ3zsBfkl+F1llOzYm1Se0XAePLWLolAbl0wqiz42ye4GwTHG\nq1KDVrraQY7NDuFKa1kxImeyKxeUII/W7eLbh14gIIc0kWNzISj+lOWO6KU74CEkOEDRbtA/XfZW\nykQf2zr1RwkjhBQZ2ZbPV8uLsBPg5rLpSOFr7hl5GtNffMjwPvtd0/lnqIw7zvq5s1pf9+cIfSE/\ndmRsyDR6jXuJE7Gt35pMZxrfrqtj6rahBTyaPBdHUnY6uGTrK7RmqGhMlcj52unTtIxT66k3PInt\nCwuRjmCQH589G7VMJcvm7u7oxD92lfylzk4+f/IkqqryaHMzm5IoeBCJLrQFAqzZu5d5O3fSHSeS\n0i/LQ6I/ry5dyjOLFyMIAtcVFtIVCjE5TpRmRW4uZU4ngiBwbUEBl+WO3Qi8KCxyvldfj2PTpqg9\n75zfr9tW1RIIMMPl4pqCAvzr1mELCwCngZzUf7a38+mTJ3mlq4vbS0s5eNllnFm9ml81NvJ/TU1x\n3+tY5NpsuiI5EYu9EdyiGL32EuFRFG4sKmLXihUJo1BGeaylhaItW3ixq4sNS5YwJ2vs4liWyBmD\n0Urytfn6yfKdYdvSRTw6azIN130UwpXSHqhwcu+StwLw/hmX8crKtzDZd5o9fokVLz/Idxo7eG9B\nFjZB4IBQwX8feI5g+NZ91WsPITuKeGLFNeQKCmuP1PPVFoESnxYdqb7uDt5ta8Sns4moHKd6mw3V\ngMgRKXK4QafI8SsyNn8r5274GAD3Lr2RPdd8jHuW3BDd5tsL38yHnC0UuwbLNx7oOr+GlLdu+wvf\n63Ixe5iecUl2EAStAWsa8aoCxU432bbBG1KObdjNyZbNbQ1evtmq4tz8Bj2uGeTanQhKkG4DeVYR\nFEWhYsMDCK88Z/i1S1/7EyFnMSjadVCRXUC2AH0hY+fpZE8L9k2bcQTb+cbi6+m74TbuXngte9e+\nh5sk7TPtwp1gL0OJCl5BItvXgB+JL+37Fz8/vlHX6/tDQWyoKAjc1ZKaKVHsouA5NblqgxbpoyHO\nhLx8537dEW+LQTquWAPd+3m+U58t5UKTzDf6je5u/jTMZvo/DQ38Xaf1JtOIJFq3hEXC1eHKjyqg\nquqIppl6Wbd/P//q0BZwu0MhnmprY9q2bfz87Fl+3tjIlp4e7qiu5gvD+tWMRcSS/526OjZ0dDBn\nxw4kQWBFTg5fPHWK/mERo+Eixy6K0XnYR0pLeWT+fN5eVDTmMV9cujThxHey3c7e/n5+fOYMHy8r\n465Tp3jv4cNM3baNH545o+u9+RSFYrudl5YuxRET4XAZiORI4ff2t/Z2pjudLM7JocLl4omFC7mz\nvJwrw3k2etEdyZFlsg22V3CLou7Gox5ZJksUyZIkpjkTtysZDVVVOTDMnlrr87E2P59rCwpYnJ2d\ncB+WyNHB8JyJVv8ADkJcXjyTW2auHNKL42Nz1gz5+9Ki6Rxb/z6miQFKHHY+UuDgtyvfw+K8IpBc\n/OhcF11CNmKgky3CTL6Q18PKyTOou/4O7q9wgmjjB1ULo/srcbrp1RldVbTb3pDH7Ch4dUZOZEQK\nHG4QRF22o6AqIyboLVyVX8Ija97PkoIKDiydQ46vnl2d+m4q8ej0DfCYt4BP5/Tw08XrhzynFWsI\nRiNM6cKLRKkzm1zb4Jc5RxoqchYFa/hsbjeXKIOCLt/uRFKDSdnVXjh3jEbHDJCy+MKef+h6zfON\nR7hx0yP0qRIfcbdhkwdtKVmSaFjkHO7RopPPLF425PGK7AJ+d9lNSIGOuHlpY1H+0mAlv2IhgF9w\n8sOeXO5q0Dch6Q8FcKCihqdDyeY7zXv+F3zxiBYdUCJTq2AfIYSkJxEW6SESER++AtuVxOLBxcw7\niorIlUQIdNEe8BFQFJ4PT3ozhWR6j3y2poZbjh0b8fhPz5zhfWG713giMtGMRKKOeDx8tLQUpyhy\n/cGD3Brnverl0ZYWFmRlsaWnh8/X1HDW7+fZzk4KbDZ+cvYst5eWsre/n5sOHdK1v0gvwB+fPctb\nDx2iV5b5yvTpzHG7ebC5mX91dLBi9+6ovWy4yIllmsvFh0pLyRmldLQRKpxO2oJBVuTm8s0ZMzjl\n9fJUezsrcnKo8+krBuRTlGhOSyxOUdQdyYlst7uvb4gYeFNBAb+oqmKayzXaS+OSK0mjRnKEjRvZ\nH66UllQkR5L0ixxFieblRP5NZoHi2Y4Olu3ezV9bW2nw+fh+fT2Nfj+3lJTw4tKlQ3KfR8MSOWMQ\niYQE1KEXTWfAhzPBZD6Wya5cjl13B8+t+zC/XnUzNlHiG4uvp2P1SnyucoLOUvatXMWjldn85NJ3\nRl/3mblr6Vi9kttmr44+Vu7OoV/V97GpqjriwrIJMKAzsqFg0ybuakir8pYAvxxCMDABXFJQQZEQ\n5FBPG9vaTrPuNc3a9HzjETp9+nzhW9tPYw928auV72FN8awRzwtqkJ7zFDm72+vZ1Hxi1OcD2Clz\n55IXU9kt1z40rHTo2jv4+Yp3cfgtH+UDzmYAJjtzkNQQXUnkjvQFfbgC2urkz/r0rfY8Un+Q55Xp\ndLlm8p7y+ajC4HWUI0kJm2oNpzPgJdvXwLVTLxnx3BR3Hj+oKBgUCDrwyUHaXYOfYYVDIiRqK3I2\nRV/0cSAUwhHz9ejXWWRjOCfcS/hxm58fnznDK0rYAil7QJXPq8O0ReqJVBPqCf+4RxY1pIukUWIy\nBBRlRNK6SxRRVAXkfroCfp7p6ODGOJPZ7mCQjxw/fqGGysudnTzarN0zI/koevMomv1+poxi+an2\nenmyrS267/FCpAJXrN3uWzNm0B4M8lJXF/U6J+mxRBZuJOC38+bxSnc3NxYW8umpWo7rJ8rKeLq9\nncvz8nhg3jy26iypH1tc6UezZ1O3ejUfKCnhv6ZrVUc/eOxYNKICY4ucVFISLpNc6XJR7nTSeMUV\n+Net4xszZtCk08Y4msiJRHI+cvw4RxPkt/kUhazwPuYliD7podBmozk8/qfa2qjYupVdvb1Rm9mL\nXV1s6+nh8MCArhYmsSQTyQGi/yZDcyDAZLud9x89SuX27dxdW8vvzp2j0kB0aNyKnPr+dhwv/IXu\ngIclLz1A7gZjvVz0EGlo2B8uuTx1wwPctv2vdAV8uIXzX80tdGmhtkm+WpYUVHDLzJWjbhOh3J2L\nF30+zZCqjsjJcQjg0ZlUKAsSeXYXKCFdk8WgIiMYEH8AU+0iu3u7uHnPq2wWZvK1A89x48k2rnvj\ncX5ZvYmKDQ+M+fq9XU3kqaPfSAQlyKf3b6Ddl3x+xpo9O7j6+Oj5KkHRRXnWJHJjGpFeU1IVd1tR\nFLUoHrBuyhwkZHqTmIgHVQUBlWuFeib5anW9picmUrOqqBI15uufI0p4ZKMix4OD0SN8bpsd2cAt\n5kPbnwBgXiBSglxCtecBYEPfNetRQjgYzEVLOt8p1I8ge/niqVPhSnRgC3WD7KU7GOCEx8PHjh9P\nWTKlRfJE8gcea2lBVVXqwjmTvcHMzCvJBB5qbuY9R44M6anhjoickIfOYGDUcjM7+/p4OCwMTgz0\n0h1Mb27LtQcP8qGwqIr2EdEx2VJUlbJt23ihS2u8/M/2dv7a2joiEvuh48eTTj43g5fD72dr+N5z\nctUqpjgc0c/SaB4HQCB8TuyiyBV5ebyxfDm/mjuX+6uqOLtmDV+ePp3vzpzJjUVF3FhYiE3nAkJA\nUXhnURFfmT6du6ZNozIcmViRm8v08ET1zvLyqHXwQokcMTz+d06eHH3MIYqa4NGZj/Z6dzeOOOfB\nKYrU+nw83NzM5gRi0K8oLAxbrlIhct5eVMS99fX85MwZvlBTQ2coxKq9e1m5Zw8AX6+t5YaDB/n4\niRO8p7jY0L4T5eTEfofiRXKSYUBReG+ccV4XLjChh3Ercv5Qu4egs4Ti157lhJxNv7045aV4/WFb\nlycUJCCHOOeaw9+7Pezp6ybLpDOXJdlRdH5sapyfKYegTQT1oAg2cmxOBDXEgI4JQ0CRdVdiizDL\nnc1uaTZBRGYFavh+q3acppDKD+tO0OiaM+bnerSvk2Jx9Offl+Nns8/J/x7bqGs8TZ5uXjk3dJVS\nTdBQVLblMi2rgLVT5nBJsIY8Xx0rJ88YdfsvX/IWzqxciiiKiKj8ut64vSCghBBQeVfZLN1Cok+W\nKfadYnGwhinuvCHvK89mx6Mz1ytCd9CPYwxR65ZshiI5f++34fad4fh1dwBQ6nBxk3SWmf4aXHpF\nTiiESxR4bpkW/exItleOICFtfz+8/iZofRWAnFA3guzjnLeXT1ZX81pXO38cZ6vAsdR6vdwZLh08\nXmkJBKITic/V1HD1/v281ql1M+9JQuTs6u3lsydP4nz9dQBe6erSnWybDg7193PfWeM5i+8+fJi/\nt7XxRJzO7qqqcn+4itP1BwcLewxGcjz0yMFRoyaxkcx5u/ayZvOThsenl0gH99kuF62BQHQCqqcR\n5nGPJ9qvbG1+Pu88fJj3Hz06JDqlrl9PmcMxrooQ7O3v573FxWSJIreWlDAnKwuHKEaXmwIxIu6k\nzpLgkfMpoFkCr8zPRwpXLyt3Oimw2/laZSUlDgeFdjudoZAu225QVSlzOvnerJEuiz8tWMCzixfz\n71OmRH9F+kIhwzaqZJGvvpq3DcvvydWZ0wJaXtfWOItcTlGMRoOGX1eqqg6p/OZXVT5eVsa25cvP\nSwxEWF9QwCPz5/OjM2doCQRoueIKfjt3LkfC18H8rCx6ZZl3T57Md2bONLTv0SI5l+/Zw5QtW3Bs\n2sS+sB2uP0WRHI8sky9JDKxdS8eVV1K/ejVHVq6MilQ9jFuR843F1+P0NRFyFvODGWWAytkUV9SJ\n+EkHQn5mvPQwAL2uGewWpnFN4eQxXmkM9xir4cORBP0fmayOnGI6BPDp/BKrgo08uwtBlRmQE/8I\n6MnJGc6icFTjP6dN49R1d9C29jpud7fRgzM69r+d2T/q6097PVS6Rq+g9vgVH2Cty8+mLn39BD65\n519cU93MJ3Y+FX1MGsUq1eTp5tKXHwTRQak7j6lZkzh67R303HD7mMcQRZGKbK3J1w9nz2YP5YZL\nLQcVBRGVMlcuAZ2RvX5Z4YpsJwev1UQEMSIn1+7AZzA42R304xojoukS7cgGeiGJqswfL1kEwInl\nl/DAqpv5x9pb+drshfjQ58P2KjJOUWBd6Vxs/lZDVsDegJdnzh7SIreCHf/d3fi/7me9dzPsuo2r\nlWokNcD9TefY2NND3aEf8HjTKb5x+hRnk7CImM1TbW38MjzZHa+c9HiYYrfz0Lx53FVRweaeHh5q\nC//Q6iywAvDX1lbWvfE3Vu3dy32NjQRUlf19fVxz4ACvJ1FNKlX8rb2dzxpI9Abt3vD39nbefeQI\n/zasN8VdNTW8+cABDg0M8P1Zs3AOS5jWIjn9VHv90dyElkCAS3fv5j9rali9Zw+t4YlbRPwk291d\nD2/09DDP7eaUz0fJ1q3cF75ev9fQkDD60hEMMtetFT759ylToo9vCHe6PxEuPVvqcPBSODrileW4\nVb/MJva9tgYC3FZSQv/atTw8f3708f+sqOCWKVPY3tvLit27Kdu6lbk7d9I0RmSiM6YvC+ibEDpF\nEYcg6BIDQVXFPsqE9Mr8fG4sKqLQZouOY1dfH4t0JJOngngTZSNFAyB+qepYC1tsVKg9ECBn82aW\n7NoVfcwXLuW82mCBgbG4trCQc4EAq/PyyLXZWJ2nuSHmud08t3gx89xubjQQCYkQLydHVlV29vXx\nuYoKbi8tZd3+/Xyztlb77oUjU+cjWiO5Q1mSRKHdznSXiwUGr49xK3I0tIv0c/PX4wj1sK39dILt\njRGI2NVCfs655gDwn3m9PD6rkJ+veFdKjvHKvDK2XaV/XwICIzNt4qPEsas5BRGvzgm1KtrItbsQ\nkBnQYanSIjnGWFFQDsDcHE00Frqy+dK8q/DaJuFRBRz+Zn5x+gD/aDgQ9/VNIZW52XljHiPfZtNt\nxeoOhSjw1fI7TxG/OfkGMLpVavXmJ2kICexcNAObmNwX+ZNVVyGoQU71GWvqFgrb1SqyJhEU9SUn\nDigq+TG5Qp8vlLndrR033+bArxr79PqCAVxjvCRLsg+xxCUiYM9nZVEloBWoiJzTQoebkG6Ro0RX\nb21qkK8d26o7wvvRXU/zjpoO6gc6EWQPoijikBy8dttr7Pzgk/zszd9AFER+39YN9X/ktrJplA4c\n4n92PcCcra9S68nc/iITFY+isCQnh9vLyvjRnDn8sqqKA2G1bqSQxqdPnGBzZwuFp34cfezpsIWm\n18RITqJ+H/EYy27zRFsbG7u7WZKdzZenT2fL8uVUhYVAo9+viZxgN3s8Ib58Wvs9nbZ9O/v6+/np\n2bPs6Ovja7WaPTaS4CwliHQnS0BR+O25c3ysbLAtQJYocklWFg+cOxcVJhG29vQMKT7hVZSodcsl\nilyVn8/9VVV8LFzSNtIXZF9/Px+trqbB5+N9R46MKEduNkcHBnBs2kRvKMS7Dh3ixa4upjgcCIIw\nJO/sx3Pm8KXp0+kKhah0uaKVp+JFvTyyzIudnRRt2cLvmpqiFdv0FnaIRHMSEVCUUUVO7L5qvF7u\nqa3lnx0dXFtQoGsM6cCoyImX9xcROdOcziH5Pb89dw6Pogwpz+1XlCELDUbwh/y8eOrFEY/nhwsz\nRMYR+T2scDqpcLk4fvnl3JpEWWe3KOKRZbqCQR5oakJVVY57PMx0ufhaZSW/qqqiX5b5dn0991VV\nRccR29fIKJF+PufDuBY5X5lawCVBbZXrcoePf6/r559njPXVGItITs7bdr8CQKW/hh9fehPvn3FZ\nyo7x5rJ5VObojwrZBBG9dSrkuKsMgv4vsWAnz+5CVGU8OiYMWnTBWCTn8rCta1FMf5t5eSWogkQv\nbiapA2yWp/Cu01281DRo63q6YT/v3PwojbYKrp5cOeYxXKJEMMFcQVEUGvo76ZcVrszWvpQvt2p9\nB+zhSNvBYaWuW9UsfnPJ8jGtaXpwhPo52mPM9hSQZURUKrMLUWx5XP1a4n40XoUhIucnl76Thy5/\nHwCTHC78Bm4HTZ5uHut3II0lcmwOFJ2RR0VRQHQyxT2yv0Ge3YWss4y5J0bkyILELmk2uzrqdb02\nO9zb6MkzB8mWh67eryxfyYxJM3AHO8gNtkPzBr6w6lOc2Pff2E7+lPyePdx18JVR9/2Dmv28Y+8W\nXeO4UEyEGnHDS6GujPTH8LcxYEDkFNvtUP19svsORlf/9/T1UWSzpawxYjIYNWD7ZJmZO3aMeDyo\nKNxy9ChnwgKoLJx4LQoCJy6/nBeWLOGL06ZpIqdrD9+Zop3T98X44R+eP5/75syhNbzqHhE5ogF3\ngRGODAwwIMvcERY5XVdeSe/atRxZuZJPT506orTslfv2DSkL7ZHlqAVIUVU2L1/OZ8rLuWrYqvnb\nwqvabcEg+/r7dSdXXygiOTjzdu7kHx0dhFRVu17jEMln+WVVFS8uXcqi7OwR72dvXx/ZmzfzeNjK\neG99/RC7mh6KYpppjkVQVYeUV45Hgc2GAjzY3MyKnByKHenvbTcaeiujRax68aJBlS4XDatX87eF\nC4csONT5fNxaUkKly8WqPXt4rKVFEzlJFkh58uiTXP/o9XGf67jySv54iVYQKFKBLF6RBCPkSRK9\nssynTpzg4ydO8JXTp1m0a1c0r8ktSXjXruWxSy7h+phI0ZX5+Xx/1iy8ssyDBhvWJlMFbjjjWuTc\ns+QGjoatNy+v+xBCsJcjvS0JXqWfYLi6Wruk3ehPXHN7yvadLIIgoHfBXY0XydG5UhFSZBDt5Nic\niKrM5va6hK9JJpKT53Bz/1SJefmDKwuiKOIKduF3TaVQVMGmrUjdenArORse4bN7/s57TjbzT38h\nSC7eOnXBmMdwihKJjCs/OPYKlbsPMqCoFNmdXCafoj+ck5UbjuT817BJbEh0UBpnUm6ULHyc7DdW\nqlWzBqpMcefx6Mx8NsuT2dE2egGC/qCPs/YKCu3xoz5Zkh0jn97zTcdQ7AWU2EcXH27JhqJzldcj\nB0BVtN5Gw8ixOVEFie6AZ9SeR3+u3U3Whj/SHlIpcWqT1KCkRfg2NFfrGkOkgesPGttZ444vAYrr\n7qNv6/v4y9t/ypKSJfTd3Uf7l9q5pbxqhD+7OxikPbyS96vT+3imN6i76IcZtAUCvKHTmtXk9/PN\n2tq4CykXkuE/gqvy8vi/MgG69/FHfwkne/T9HngVBWQ/NkGi+vLLAXi2s5O3FRVFV15rPB7efjB1\ni2h6MBLJUVWV79Zrgv5NkyYNee6ptjb+1NrKF6dNA7SmgbFcV1jI6vx8TeSgssYVRLn6av66cCFP\nLlzIfXPmcFtpKf9RUUHo6qtZmJUVtUFJSUaxExFUVSbZbBTY7fjXrWOS3R7NE5nhcsWNWMWuFntj\nKlfFVpL6cGkp+1asiP79zJIlXFtQQEcwqKuR4oUmIiaaAwGeWLCAB+fNiybwD2eGy8U/Fy1iajip\nP14eRaT62itdXXyuvJzuUIg/hHML9U4IYy1mYxEYw64WwS6KPLVwIQ2rV7P7Mn0LyD/Z9hMePfio\nrm2H88iBR0bNJ9IbyYnkPY12/5sWqdoWvkYb/X4ebm5mWU4O9T4fu/r6+N+GBvyjVGjTQ2iM3OpC\nu50pYbEYWfQ7X5EzyWajJxTila4ubigs5H/PnOG/Kyv5bkxuj0uS+GBJyZDolCAIfGnaNDpCIe6o\nrubTJ05wRqe9O5l+PsMZ1yInFodko0huT2mVlEhOjmrP4x+zC3FI51+f/XzRVg70R3KGb+kWJQI6\nEsx7Az5QAoiiiN81le90uqNV5kYjpGp5Ikb5zNy1Ix4rQCsDW+oYPOetrtkMuKZzX98kpoXOol5z\nI22rV5BlH7ucoFuyEUowrEiuU6tio8DupNBmi05uXCLk+uqp9Q+9qSuii6nu8/fSFggyu7ta+XPt\nbnJ0VgmM2NUAbpm5khlyC7+oGbmCG+G5xiMgiHx01qq4z2cbrITWH/KT76vj1fW3j7pNls2JqjMn\np9PviTYnHU6e3YUi2Cl8/UXmvvyHEc9/ed8zfPBUK17XNBrJo8yp2VAcsiY66jz6Kuv1hnM4vK4K\nKt3xfb8P3vQgBz91kPct0CJgDslBjiOH68vm0SFogldRFB6p3UPBli1cuk2zE0SmTi+3ZE6if+xX\notM3wMKdO1i7f/T8t1h29Pby7fp6TnvN7UUTz84w36mCW5vMb2rTZ2H2KgoogeiE/XPl5fxfVRXz\ns7Ko8/n4VHU1VTt38mw4n+NCYeRu2hMKcW9DA9+bOZMPxuSg/LW1lb+1t/O/s2bxw9mzgdHFkxJe\n2POFfFHBcHNxMf9RURHdRhIEWoNBrgg3oTSSJ2qEkKpGq3gNjwYMn7xH3o9jmMiJrGI3DwzagUVB\nYFnu0MWpIruddpNFzmiRkQFZ5raSEp5euJD3TpnCR8vKRk28FgWBd8RUDItXESsSiWvw+5nldjMv\nK4st4QWaVNvVgooStwLZcN5TXGzIznTXi3fxXy/9l65tj7Yd5XSXdh9QVZXb/n4bA8H41mKHIBDU\n0VA1ksM0VtRnisNBazDI0l27qNi2jQ+XlHBjYSFNgQB5ksTBgQFe6e5O2q6mxGn2Ho+obe08IyK2\ncHPPbEnigXnzeGDePL41Y4auSIsgCDw0bx4Av25q4jM6Ct6c8np5tbt7xIKMUSaMyAEQUQkaTOAG\nqO5p5sdHXx3xeCBmX8sKKkY8bwaSIOrPyYnzE+mWJPw6Vgd7gh5Qht507z7wfPT/j3Q38cq54xzr\nPseRbq28ckCRkxI58fj1wlXk+Bqoyhr6Y/Rs1WQOLa3i9Su0fkKTXYkjKVmiLaFdzReO2vTYiily\nuilyOOkJaTeRoAouQgRi9qEoCqrkpixrUrzdGWKmy84TwTI+WN/PgGu6rtcEFBkp5lwvznLxJ38p\nV732EMLGjSO2f6PjDFMDDUzPiZ9wmGtzGioS0BcKYEtgpnFL9oSV6SJ0Bz2Iavwf+XyHG1W0odon\ncY6hotIT9PPD9hDYNGETck5hWpYWwTm4ej2z/DVR22kiBkIhFoftr+WunLjbrKtcx+KSxSN+kNeV\nzidky+FLNdUs3LKB2+r7INDFGZ+P7586RL+q3ajbvKlNYm/26utXkYg3v/hD2kIys3U2n4v8uJ8w\nWeTE9mOIoKoqs5oewu5vpi9BhbV6n49Pnzihrd4qgWh+yc+qqvhUeTmT7XZ+3dTEn+JUKbsQGInk\nyGjWn69UVg6p1PT+o0ep9nj4QFj4TLHbRy0fGytyxuKnc+ZE/39AcMedFDpef51zOsvxxiNW5Axn\neBJ0b3jCHbsK75Hl6Cr2tzZ9Z8xjTQ6LHBhc+b7QTN6yhV1xqnV5FIVVeXm8y2DJX4gfyWkJBJgU\nnjjmSBLPLl7MG8uXkyNJTNVpFXMKAp+ork5YpCGoqtjTdD4FnfOghb9ayBUPXqGNJzynGQjEFzmC\nIOAQhISWtcg5/Y/y8lG3kQSBpxcu5K5p03hy4UIemD+fWWErbKnDwY/DCw7JEq96bjwiIidZW1ws\nBTYba/LyKHc6+VhZmSFhentZGcrVV/PNytHTC7qDQbqDQR48d45xs3o5AAAgAElEQVQ5O3ZQYLNx\n3XnmaE0wkQNnfQPcuftpQ+Wkb939LF9sFcne8MchjwdilHJFCiazqcBI6bx4djWXKA2ZrI9GX8iP\nEJ50fjKrg1n+Gv7Q3hs9r+/b9RzXVDezcPdulu/YBGgdx1Mlcm6atoS+Gz5MeWRFXdZ+dJcVVLCo\noJyZufpv+G6bjVCCG6I3LHKwZVPkcFPscNEXfishIEtQhyTmdwYGQAnGtVcZ5aqCEsOvCSlDK+et\nK9Katm0LDhUBj9XuQti4kfu63dxUNHpFlWybE9lAAvFAKIg9wWedHbaZ6aHb70FU4v9gTrK7QdJE\njCy5hzz3assJhkc2y8PRtXn5peRI6BY5/YpMnk0b77xcY9UT3XY3Ytdufnj2HMflcCRJ8XC78yx3\nn+mgxzkNIdBpKE9ED2U79vGH06NH8MYiYuFpCQQ45vFC2ybKEjRZ29jVhUeWo3aNBpOrysXzbCuq\nQqU7hzzVQ3+CqpAvdHby66amcCTHPyK/5IMlJTw8fz5bly+PPhZIoVsgEUaOpKhqNBE6dqI+3elk\n/2WXUREWsC1XXsktJfHvORGR4wmOXZXwlpISjl+2Ag59mX6ccUswB1WV0+dxfYwpcoZN3iNRhdgk\n+4hdbUH709D8wpjHypWkaBPFcgONBlNNV5zoyEAcIa8XtyRFiwpEaA0EuCRcdCFHkpjscOAURWou\nv5xNMdf5WMxyu+mRZaqHLXIUvvEGf2xu5tt1daiqSkBVdUVykiHyXVVVlXf8+R1jRl/8sia2A+H7\nQX9g9P5p8Sz9w/ftkWVmuVz8IIFQeVdxMR8uLeXmsEB1iiIdV17J8VWr+M9p07gqP5/pOheWhqM3\nkmNkzpiISTYbV+ioBPfMiWf41DOfGvG4IAhcPWkSfaNEAZft3k3Bli3cUV3NDJeLvStWnHcEakKJ\nHAmVF7t6+GV/AdUJcnPyNzzM94+8DEB7SOVdtkY8jqEVJ0KKSravgcdn5CCatLozHJuBSI4cZ8ss\nyTaqyPHErHr2BryIqnYh/nrVzfxh2dX0uSqpfPH3KIrCGdmO23cW1ZZL0FnKrva6cCQntUyK5pBo\n72RqEmLTLdkIJRjZQEyux5XFMylyuPGp4QR2VSBXhGDM2fzi/udBSu7mNJxvLLqO4Lq1LArWIAa6\nEr8AbaIV+47uWvBmViunyVGGrgQ+2XgCu7+Z31Xm8n8r3zPq/nJtDhSdyf2glee1J2iIm2Nzgs59\ndgd90ettOLFCUpWGNkw70H2OAlnLZ6oK1PBuWyNvLp0bfd6uY1UuQsT/q65fzwdmGi8usv/KG3kw\n/zQEteiKXQ3yhcU3aU+2vU5usN1QWWO91A/oiw4JGzcOWSmOTBJLt24lUPpWHN6GhD1h3nTgAD8I\ne8kBw12zU008u5qKiiiI2FHpS9Co0h2bs6GGRuSXZEsSt5WWkhdjmXBu2sQ/YhLc00nE868noiOr\ng7UMYyM5FU6n7hXXyMSpL9BHUA7yau1Ih0OEqXagcydZ+Kn1+fhWXd2IbfT0UhmNhCIn5lp9MWwj\nfKi5mUmbN/PP9na8isJfDv2Ro0d+AfIAbQOjV7DMEkVOhifs81PQlDGVnE/ydTy7WkswGH2PsY03\nSxwOinQ2Ev32zJlcnZ8/Yt9doRAfPn6cb9bVYXv9dX529mxSzUn1ELmmA3KAZ048M2aOSuS69oer\nxI4lclyiOMTtcnRgAPH114dYc2OreBql0G6Pjn3z8uWj5lclIvKe9H7HUnGnfntREW/VUX761dpX\n+c2e3+AL+QjKQc71naPLq81txupFVBi+Vv62cCFbly/HlYLeQZkxc08RogD94VKzB7vH7v/Q65rB\n787WAdCniizLLwJBJCAPflECqsICezCl1dTOFy1Em3wJ6WzJPsK6daS7iTkvPkD2lm1sadXsOn2h\nAKI6eCGuLp6FFOigSSzC9dITeKQ8mt98M7+fpq16rTpcxwPNzSmL5EQocIRX7qXkV9f0JNV7QiEI\nDVDgq2VJQQWFDjeBsH0riECuJBKM+br8wTcFKZCaiY4oithEifsWrxt1oj+ckKoMsasBlNgdhMJj\njvTd2T/g5ZZJEnfMuWLM/eU53KgGRM6AHMKZ4DLMsjtA1LfP3qAPaZRS3UMXGFQ6fYNWgxP93RSF\nm8HOcNr521W3kBNTXEGP9SCCV1GiFdaSYXHJYj66/KM0Xrke0BZdFhXOgIbHaLj+k7hEAc8ohROM\noigKcvh9SYKgO3Jd7fGwqbub79fXj6hOtcat6Eq6PerxRCM5poucUSI5giBgF9SE53t45bTRyiHn\nDjuG3sTZ8yVkROQwWNI2duW/0MAkMzJx6vH18OzJZ3nLI28ZsU2vv5fPb/h81NLmVP38pbWVe2JE\nTmTidT4xr0Qip87n4/76aj6x/1Ve7+mh1OFgU08PPbLMOw8f5sGms5ztHszJWv3g6lFXv92SFLWr\nJZvXe3Rg4Lxz1PyKwr31Q6tBxnaPH417N93LYwcfG/F4Vhy7WmsgwIKwyBl+XRvBLUkcGhiI9pGK\n7b93ctUqTl5+Of9v6lTeNTl1PQVjidjVIlHHwBhR28j1mEwk53i4keYlO3dy2zGtwmtvCqp+nS/e\noHatJbKWRgim4F79P7NmRUuvj0W2XXPgXP/o9Ti+62DqT6ZGK8HlSNKouW/TnU7+vmgR7y4uTugq\n0MvEEjmAT9AmOMf7Ek9Au1TtIvXgYE5OEcg+zsV45oNj3GTNwsh45Dg3dLfNFo1IeIJ+hI0bee/O\n5zjl0DzWG86dALQGqFLMhNsmSoSuu5meN72V38yZzvbly8lzuPnI7DXUrNCqm7W5ZiOm+HRNdmpf\nlsvkU/y7w1j5wQjZNkfCpHqPEuIS9RydN3wE0MRVRDDICEyy2Qgh8asTm7WIlxKk/y3vTGo8o+GU\nbKg6k3hDqjLiXGfbbAQE7cbQ7tdu4k3k8LbSxN7fXJvTkMjxyCEcCT5rhyABwpCFg9HoDfkT5vgA\n2AId7Os6E/27zjtAmV2i54rLeW7trSPHIIq67UVeBXJSUFxkapYWzlcREAUR+UO/YVpeKXZhaMTw\nfPjM7qexbdJsol9vd1D18u91vc6rKHy9tpa7a2v5V8fQin6K7B1T5ESiCqqqRs+p2SLHE6f6jmbT\nFXAKmhgfi/ZhOQWjVQobPhlMVBY3VUQmJnoMl7F2tblZWbw/bJGZbmCyEBEBvf5e5FFsntvPbufn\nO34+KHIUP43D7GqRcRvpOTKcRDk51V4v/1F7jt91izze2srlMcUEPldeTkMgRIVNG8d9b70PWZGj\nCegj9ieK0WshmWtaVVUW7trF3adP86OGBk4ZFDsnwxPpgwMDfL12aJVMPXa1r7/2dT717Eh7UGzu\nUk8oxEmPh5ZAgCvy83nzpEnMdrtHvEYvWaLIZ2tqWL9/P9UeDzVeLzZBoPmKK5iTlcUst5tfzp17\n3onjoxGJhkSKCIwlcqKRnLBtrS8wejEa17Ay0g0+H3eWl/OWggIeaWnhO3V1/E99PWvyxu7Ply66\nfd3sPbc3Ku70iJx3FhVFm4IaYVfjrjEjoKPhl/18asWnopEzgOZ+rYJfrs02IpITEaGe84iQjcaE\nEjkSEJS0SfHxvsS2n35B+4L7xSzm5hYjKV7q+zsJyCG+fegFXlErWZhjzoU8GqIgoOoUOiojYz45\nNgdtrtl8ZtffuGXHkwAcd8zhg85mLgnWcKxfE3l9IX/cnjc5dhcfmb1mSG+Y2bmDlXxSvbYxO9xD\n6IbJZfz5ig8ktY9syZEwqd4ny0MS8wodWYQEbQVURqTA7sAvuvl/TTL/ajyEGOpLST5OLHZB0t08\nMzjMrgaQK9mjOStlO/YhbNxIwFnK2ysWJ9xfrt1lSOR4ZRlXgutQFEVQQ1p56AT0Bv3RfkRj4Va9\nvOPA7mikqikoM8OdTZ7DHbchq1MQolGHRATVwTLSqSTiHbcL6mDu13lycljFuG5F33XzcHMzm3s0\nO91tJSUsjXSP7j+NIvvwKgqPNDdzwjMyJyNSMrZHlukNV1pMxerg+TAQZ5VbURVEQcQhaGI8Hmd8\nPgKKQt2wiMxokRzbcCF1HmM2gqFIToxdrcTh4PGFCwG4NFd/mftoJMffgxyO5AeHCfPIxCUyuWoX\n83iybehEKDKx9gy3SgUCfH9YpGI0EkVyAHKOfQPQ+v68u0hbXPjd3Ln8rKqKl6aHmCVrCyL/n73z\njpOivv//c2Z7uV6BOw6Oo3fpqIgFUSR2jUps0a8mGhOixhYb0Z9GEzW2GGPvokjQxIYgoKBI773D\nwR3XuLa3bWZ+f8zO3O7e7t7sFcDE1+Phw2N3Zmdmd8rn9Xm93q+33WxncN5g1pevj/l5zhDJsYXS\ntZLFZyG73Ir6ev6waxdjV61iWYwQgXjos2wZoBIRUAd9VYEAiqLgMdAQMdeVG1Od6O1w8LsdO7hg\nwwa6fPcdfZYt45Dfz0CXi/nDhulR022B9htkms1cvXkzv9q2javy8sg7Sn1uklJyMK7kOEUxIunu\ngM9Hgc3GJ4MGcV1+PmsbGsi0WPQ49qONP87/IyP+OUI/7qZg64R6zuDB3JQgJCEeRr88mty/5hKQ\nAiw9sJRNFZsMrecL+uib3Zd8d3MJiDaB5A7122kIneu7m5oQFy1CVpSYQTJHvPHt2IfqW5/4/u8i\nOQIo5hQc3gOsb4ydnjFr7yqEhQsRgg0EbPl4pQCyOUVvQHnKloPYvl3MA4cVBgR28JdhU47yUSSG\neqIYjZCW4y75QmMmc4LqST84sIO3xlxKL7uNbR4Psizzyz01eE2xE6Zi4eNeqk+zw0lOKGAgepCR\nDFwGmlI2yVJEgWSOzY0kqDdrGYFsqx3JqhKut/ZvxiUbiyVOBlaTyTCBDSotw5ldZguKOXJAc52j\n0hAZS7U4QLQatj15ZAmbEdlODlLrT1zEDNAY9GM2MHR8rLiYJnsBK6vURq2Vsok+7vh1WlZRJGAg\nMh1UkuPoxJh4qyDEHXQni/QoC5IfY/v9XV2dnqCUajY3N95b+X9IwSYaJImrt2zhrfKWNY0bQvfU\n6kCArdU71b8TPICOBmLZ1RQUBEHALgjUSTJT1q3jo4oKXj54kCs2bSIoy3RfuhT7N9/wZnk5txYU\n0Dc0o220sWXtUep3pJEcI/2Iwu1qGvaPHcsvk+hurpGcbVXbOFCnNj+u8FRw2huncf+C+zn9zdM5\n3KgmzWkDxZFNK/T1tRlZrVajMep+8npZGXdHKRXxYITk2L0HoGIh7/TvzzUvq24ELc2rKdBEijVF\n369cZy5VTbH7kWl2tTSzOSmSIysKXRd8wv27tjM6JYVdXi/X5edzUloaS5MgORq0AIcPyg+RvWQJ\nd62fR2UgQEYrakhhqjrgvmzWZREF39d36cIrffsyp7KSoKLwaM+e/HvwYL0bfXugTS58OWQIP9TX\n0yBJPBmWutfZ0JScZOxqGkGv9MR3+vwiL487du3S1eqKQIAciwWzKPJyv37MGjSIt/r314M8OhOy\nIreoudGOs86nnl9G7WptwUndTwLA+rCVca+M4+mlTxtazyf5sJlsEfdTbQLJHarJSVm8GFD7NQF8\nX1enhoWE3c8DUoCMxzJYW7Y25na6PtmV1YdWJ9yX/y6SE/r/eIfEdtkVc8A288AWABxB9Yt9YN2X\nIPtJtTowyX7SvHuY1TONTSOGsnHS9aRbj68iRBHBcPCAotCiJqdQ6+sSDPlMAztYN+l6RFFkSl4P\nNpJN6ty3weTk5kzj3rO+qaqa09F2NW12vsrf9gvZZbYit6bkyDL2sJ3PsbuQRSubjxzCJzjIsTWf\nB59KhXQTOzYlC8AmmjF6SQZi2NVSLZEzaCsHF/PymIsNfZ7VZAZFjttsMxxfHtzEPKXIkKwsKH5q\n/K3PNHklqVWS83GvTH7d52RSvXtYXLGbvnNfpl5M5eLCIXHXsYkmw0pOEKHDSE76vlc5lT0Rr1kF\n8MoSQVlu9yA5wxw5A9tgzmZfg7EeLo8UF3No3DgeKy4O65wuI0ke6kKD01g2o/cPH+bGLl2oDATw\nyhLIQcobk2ti29GIZ1cTBRGTAJ9L3fi8upqLN27k/7ZtY1ldHY/sUwmyAvy1Vy+eKClh7YhhgLHE\nor4Ox1EjOdqA28jUQ7hdTUOB3Z5UzKt2/PN3z+e2ubcB0O3JbizYs4CHvnmIr3d/zYOLHgRU8gPQ\n1b9TX1+z+cRTcu7aZaxvEajELh7J0V61EYBNMzg1IwOUAF1MQZ2wegIeHBaHflxuqzvuDL5TFAkq\nCmlmc1J2tb3eJg4Jqaxq9HJxyB6Ya7UyMiWFQzES51qD1jzysi2qbXxFfT1lfj89WxlQZzvVCbiZ\nG2eypqy515XTZOKqUJJeH4eDu4qKmJDeMUmx2v2/yG7n++HDWTx8eIeQp1j4fPvnbDy8MeK1RErO\nuvJ1zN48W/93tJJz06c3Ue+LPVF5a2Ghqup98w0r6uqoCgQ6LTyhNZzz7jlMeH1CxGvmUJ1reaM6\nEdVaEmJ7oNXWANx54p3YzQZbDEg+bGZbhP1XIzzh96hH9u6l1O8nxWTiudLSFnY1zeK28tDKuNvS\nyF48/FeRHA2vjDgHSbDwxaFmac0T8PHc1m9YXK8OuBQEUrx7+ayyDIuk3vj2nDyZA6dfxkVFw+mf\n3iWpbfaXD1Do29FxBxEHycQByjHo0OU9R6JMnIhJVr+HTZOu19+7ttdYxpiq9V4tz4w43/C2MkJk\nsLNK8YrbEeGdarETtOXyyf51VHsbuWHZRy0G896ozsM5thQw2Rmwaj1BWw6n5hYDMJE9PJYrMWfM\n1DbvTzxYRZPhyGVJbknb0sJuQEKglhOyjPXc0aEEKPW0PjM/t0w9z6PVhFgQlSBHjJAcOYg5wamt\nTJzIuSEy09cicfthkW3WEpaNGEXftPgz1TZRbLVHkoYAAk5zxzzMqq98g4/PfjDiNasg0CRJ/Hz1\nQtJDs1hthRRFCHvJBxm+eI4hJa7IZiPfZsNhMvGnHj24OSfUYyjM9vDX/fv59kjkufB5dTW3FBSg\nAFv8JpC9VHmNpQF2Bg54vZQHArGDBxDYG7rEH8oK0N/pZPOoUSwaPpyHwuxS54SSgrQZ/kQJTQAj\n3G5uLSzku7o6NtSUMuWbN3XrZGcgKSVHMWp2jQ9ZkemV0Ys3zleb7k7p3exkeHHqizxx5hPNCk/I\nqx+Q/NwaahbqiSI5VYEAfwoFEiSbtBaMQdo0dLPZ+GV+PlbREvHZL+Q0MjYUcdsUbMJpCUXPKxIp\nthR9YHvxBxezu6ZZUdIGVulJKjnvlZfpf2tEJCXUb+ZgG3oEzQ+/5rb8mbVBN30djladDFnOLP3v\nPHdkPLi2bkfXF2vPywyzmbFpabg7ieAATHl3Cg8sfCDiNW2wr/W8CSc5v5j9Cy764CLOfudsQFU7\nTn3jVO75+h5SbakoKLy+5vWY2xIFgatDxHDUqlV8Wl1tOHWuo7GsdBmL90U+KzSyMG+Xmg58zZxr\neGzxYyzYvaDDtx8Ia+vQPa17QrUsHL6gquRMHzNdV1PDCc/3w4fzcM+ePF9aSmUgwFmZmWz3eFS7\nWtj9/GC92oMx2jKbDP6rSI72eCpyZ5Mj1zK/vHnWqGT+W9xySKbMHur4jEimEGCDpQSbot6MujrT\nI5KZksGmSdezb/L1rS/YTqjdpY3a1RLdrFu+ZzdZ+O60X3Ja1Ay0EWSGAgI644RSJk5kev+JbV5/\nRGZ3evp2cN7WA2Qt+ZaXPFn8duUnEcs0yTL2sIvQabGBYALRislfxYm5JewfNZQFE6/hjgGnJxxY\ntxU2kwWM2tVQWig5adbm2f1uUvLFgpgc9FnResd7u8lMmncP7439eesfqQSoNUByfLJs0HAFs8de\nSKZXvbZbI3IO0YzR26OEgMNgGlxriDV7bhcFvLLMF5XtbyzplYKU+HeAImH2VbDp9GtowMF9679I\nuN6S4cM5OWwmt8Tp5PosKwICgVAvqkmh5mvhxdNNksRhv59+TienpaezK2gFyXtUe8ZEo3DpUjY0\nNsaNkHYICvirGWzxsGn0aPq5XHQL9YzR+t5oPSqGvKAS6EQkxyWK5FqtXJOfT5nfzy2bV/O53J29\nnahmBZNQcmLZ1ZKFrMhYTBauGnoVwfuCfHrFp7x9wds8dsZj3DDiBm4ddyveP3oZkDOA/XVqvUtA\nCvBESQndrFY8kkRdMMjsUI3OX/fv54EQyblgw4ak9qW14IFX+vXDErLiasXnUlgiaFOgCYdZVXIk\nWYpQcj7a/BFf7mzunaMNrNLMZsPpakFZ5unSg3DwYwB6hhQkt8lEF6u1TUqOBhEFfIepUqyG0sks\nYvMgPN6AMBlFzwg0tbc9VnIj0Ais1WSlKdCEMEM9ju3V21l6YKk+ENYG4B9t+oj1h9Xaqy92NN8P\na5pqmLtzLoNzB3PPSfckrPW4q6goojfWsSI55qjn0SdbP+HvK/4OqBMzxRnFrDy0krvm38WMRTM6\nfPvh55LNZNODG6L3qfezvRFmCM22wJCSc2L3E3n6LNXiFl7vODYtjT8WFZFjsTC/poYRKSlsbWpi\nn88XUZNzqEGtuYlFrvQEx1bU9/8qkhNuve9uEVgfCh+o8zdxyNqd/3OqDyMhWI+CQLFNPYFmDxl1\n1Pe1rRAFwfBAWGnjzN6XE66kdvyYpNbRbGWdN6fZdoiiyK7J17Ny+CAusFXRx7+DlzxZPLHpa3bX\nV3Drqo9Zp+RybpfIFLI70ho431xK8MyLAChwta/zbmuwiiaMamGBGEpOn1D90ghpJ/vPSp5wP5oT\nxBJsfWbeKwVxE1Qtbq3ApEjUGvAM+2QpoZITjgJXBhVnXqOn+iWCzWQiaHBiNojYYUpOLFhFkSZF\nwWNpvc9Aa/DJMk4Rdo0cwrbxE7GazPw2183fDlVR4/Owpnp/xPLaA2FcamqLgbAkSzgsDgJSgH8N\nHMjVoRqOPV4vmxobURSFVQ0NdLfbMQkC3e12fIgg+45pupo2kxxdqKpFSG847RecVflmiwfzQJeL\ncWlpNJx8sj64zXPn8eq5r0YMkqNROn48Hw4ciFUUGZeaymq/ev4bjShvC5JRcmLZ1ZKFFtoAzTOv\n04ZM444T79CXsZltVHoquXv+3UDzbK/TZKJRlklbvJj7QsSmKmTrkxSFj0NpfsUGaxkSkRwNVpNq\n0a1uUq2a4Z3sm4IqyRlfOJ6JPSaSYk2JSNW69+t7GfvyWAC9WL7E4TB8Tn9VU0N3qwX2qdHNWq2b\nAHS12ZJScqbl5vKHwkLqT1JrIDJECRr3ADDSQHCE9rtN7TOVVYdWcdbbZyHMEHjmh2f0ZSwdTHJG\np6ZySiuNISs9lfx9+d/btR3NjmQSTSzYE6lWTP9iOtd8fA0A9y+8n6eXPs0fv/4jo7qO0q1VvnvV\n3+E3o38DqMlqLqurVZvXuLQ01owcyU1du1J0jBrERgehPLDwAS4fdDlbbt7CjSNuZFRXdez6zoXv\nJLx3tRVBOcjzU57ngVMewGaOTXK+3PElO6pDrUdC15em5AC6mhoruXJcWhqbPR562e08GWqsGj5p\npRHRQIxG4VotUms1Sf9VJCf8J861WtjvC/DHtZ8xYuE7mAO1/GPkBXzRJxcFE4og8ofeo1AmTmRS\n1/7HbJ+ThdoM1BgSPRiFBO+ZRROp1rZFS8ZrNHo84ISs7sw+aRovDlE9rrPL9lC8ciNP1aXRXT7M\ndSXjIpZ/bPhU/nXStKO2f1bRDK0UPsuyTEPAi6QomKKeWWOyewKRDd6SwejMQlrGGbREk5TYWhYO\nMxJ1gdYf9n5ZwpLEM1gUxYhUv3iwiybDdjUZEZe585KBUkRYQpGqDja0z9rqDQVl9EzJoWeI3N45\nYCIeeyGZ3y9j+LqdHPS0jMOPNZsrKRIOswO/5Of8nBw9ZXDG3r0MXL6cQcuXc9Lq1dwcSufRB6mS\neh5+VFHB1zXN5PhXW7fyiMEErfbg9JAilRplk9FqctwWO1l2d0SMaTjCH6ZNgSZyXbkJlZw0s1lf\nxyUo1KJ+D0Yi0tsKTVVINl2trQgnOYnwyGmP6H/vr92Poig4RZH1od5LU7OycK3+tb4/34US/cB4\nRLMRkqMpGFodyuqy1Ty99Gl21+zGE/DgtDhZ8sslDM4b3KImp6qpih9Kf+DppU/Ty+Fg95gx/L6g\nwLBdbbfXywCHBXwVPOTYrvf1UCBpJUcBhrhcuM1mvhwyhBudFRBQr6n+LlfilVHVy9fPe52HT32Y\n8sZyfeb7h9IfALW54lv9O3acMy0vj4VhakcsfLjxQ27+7OY2ff5zy57jheUvcOW/rgTU2pPSuub+\nh7MumUWtr5aSzBJO6HICn2z9hOlfTmdr1VbO63ueXrOjEWFt0H3EewSXxUVjoJH9tfv558p/xt2H\noW43z/fp0yFNKdsCjRhsrtjMCS+ewPry9Tx06kP0ze7LP6b+Q39/UO4gdtfs5rXVr7WrAW80AnKA\nkV1H8uDEB7GarPglP56Ah0+3faov4w16eelnL1GYWsh769+j6xNd+XT7p9jMkSQn1n1ldIjAp5vN\n/F/XrtSddFKEXS2WFVGDRlJbI6v/VSQnfD6tm83JFmsJTx6qYYe1BAEJURQZkVkIoaheWwdZU44m\n1EGKsZ9NoWUz0M7G0SnHbR8m5vfhbHEfhwIySKol59iZbpphN1laJTnXLptFypKlBBQZU5Rt0Sya\nSPfu5u4+o9u0/VSLHdlAjLQ3CdXFjEx9nEFmOHyybPgzk4HTZCZo1N6JCZep80jOlCzV5z2oYhbp\n5vbdev2KEpEGCJBtT+H21OaZ6i8Pbdb/DihK3JncoBxUlRw5dp+QI8EgwVNO4XehuosLQgXWmF0E\nFYWLN27k0VAxP8CLhw7xbGniZswdAbso8krfvuRGRdZqNTkQ32IRDW/Qi9vqjtsbJhpaXYrgr+lU\ny56u5BhYtqPsaoKB6+W6E65j62+2MvcXc9lXu4/DjYc5J8iCMrgAACAASURBVCuLSzZt4sq8PP49\neDCNdVv0J9WENc02WCOqFCSn5Hyy9ROsJitPLX2K6V9Op9/z/ShvKNeDBwDcVjfzds2LsLe4LC6m\nfzkdX9BHD4cDaxIR0j5Z1tssZAjNgzAF1d7UIEmGAyqkMBXuzMxMeorq4O4p+xpDvWw09dJtVRNR\nXz//dd6/6H3eXf8uFY0VXJCTQ99QE8eKxgqeW/acof0KR4O/gVEvjeL2ubcbXifFZjy+PBovrnyR\nmz67iS93fsnfp/wdT8ATkY7XLbUbWyq30DWlq654nNP7HABcVhefT/ucdy98V18+3a5OivglPy6r\ni1pfLVPencKN/7lR7f1lsN7kaEI7rgF/H8CWyi1IihRRc3VS4UlcNugyMuwZlNaX8stPfqlbvDoC\nASmgTyTYTDZ8QR+//+L3TH1vKm+ufZOCJwt4dc2rdHF3Id2ezq8+/ZW+fY1Udk9TLeXhlkoNJ4eU\nQE1Jje6ppNlQY1kwtehsbZl4+K8lOQVO9eJ6tKgb+d6djLCobM9pUruwK4KA7Rh3rG0LzAYjTkG9\nccZ/RHQO+ZGU46t5ajzYRBMeRcAcVGf2/MfBfpsFEQRT3OLxDTWl7POq5/HWJl/MJLuas65lctfW\nbVyxkGFzoMS4EUXDJ0sYNXVZkKkPtP7w8Mlyh9spQK0fMkpyZMGE29J5toTr+k1idn4d0wacZzgh\nMR58sowthhf+5Jwi/e9KX/MMVyDB9yvJzUoONCd6rR05kq5WKyNSUiIGz2lmMxexBSoW6oPw9nRO\nbyuCikJmjGJnrSYHVGtVPCUH1GPfVrWNpmATKbaUVoMHNEyxlHFx7UxE2YfP4DptQTJ9cjrartYa\n+mT1YVKvSeS589h9ZDdph2bhnTCB1/r105eJvkctGDq0Y5WcUE3OK6tfYXzheP31gtQCnlv+nD7o\nBzUO91DDIQY833x/bLingYLUAj2pyhJKWQvHFZs28bf9kfZPUCcaxJBFKJw49XI4EAWBKVlZfHjY\nWP1dNEHVzkMjaX/QrF4WpRfxzoXv0D2tOxf2vxBQex6FY+WhlTy6+FEURTHUZ0TDp9s+ZXvVdl0d\nMoLwCO9k0TNddSb4JT+9s3qrJMdTRd+svlwy4BJ6Z/YGoNZbq8/m/3L4LwFVPTilxylcPljtrbfz\ntzuZ2meqXmPmsrhYsm+Jnro35uUx2B62sb+25e9sBM7/5+Sp759q07qJoCk1k3tN5rNpnwFEnNO/\nHvVr3rvoPTIczVb6eKlxbUFADujXmM1swy/52VKlJhTf+uWtlNark1kFqQX6b3DPSffoywMMzR/K\nU5OfIiAHdFVOQ4nTScPJJzPYHbtdSaO/EQEhoZLTGmH/ryI54ddRz1D9xA0l4zh01nV8f5p68quz\n5SYUTKo96EcGkSRqcto9lEoOo6Vd/K6wqPUFjwPYRBEvJkQlyGO5Eh8MO/lY71KoeaaEP4a3dnnl\nHgav3U6ZPwhykO2mbh2elpNhcaGIrSsZ3iSsZTZBocFAMkpA6RySk2q2ETR4m5MFE64ObvAaDovJ\nwgX9zsUiiMTvYGUM8UhOZpjNtDosdj2RkiMpak3O4cbDfLjxQ6ZmZfF4cTFD3G66WK0Mj/EA6i+X\nIjQdwK9ZQqI+uyMtE/EQL31Lm9WG1pWcmRtn0ve5vjQFmlQlx6CvXZT9pOJHQMZvcCDaFmiE82il\nq4UTRKPIcmTx3vr3uHPendhEEZPQXICsUV+teD7LYulQkhO+r9os/t+n/J31v15P9R3V/Hrkr/X3\n89x5nNnrTLZWbQXg0G3qAD/Xlcuba99UG2/66/DJEmvq6zkSCCArCu8dPsy/Kpv7qjywezeVfj9+\nWUYgkuQETzmFc7LUpLMCm01PmWsNUtS5rM1cG72ONHJqFs1cMfgKQL3fDMwZSFMgMvjlcONhDtYf\n5L0N79H1ya6UN7TsiRULqw6tYnLJZDZVbIqo9UkEbZCeqPlmPIQPbNNsaXgCHg7UH+D28bfzwSUf\nkOXM4okzn+DKIVfqs/mZDrXeMTz6GKA4oxhBEJjSewqnF5+Oy+piZ81OhuYNxSJaWH5wOW6rm7fW\nvZX0foKqKqwpbz20J1lowQOZjkxO6n4SMy+eGXM5l8Wlk8J43/Xtc29PitRCpJJjNVnxST5qmlQb\nZVVTFbMvVWO6+2b3xWlx4ra6Obu3mmiXakvVP2dI3hDWlK3h7XVv8/A3D0fue4IJssZAI+n29Jg1\nOdp5vfzg8oTH8F9FcsIHDtN6jqJm/Gg1JSsMoiiCHEQRzdg6sfFfZ0EUBZJJV4u35ASbh27ejo28\n/uH0X3LXwDM69DM7C3bRhA8LJoLcMeB0JuT3Oda7pEKRYvaqqQ/VtexQUukX3AMmR7tnbaORblUb\ngrYWieuT5RaD2niwCtAQjE9y5h/agl8KqvarTkjpSbXYCBoMc1AEc5vTFZOBRTS1m+QEFLDFGIzq\nfb0kL9u8AQ77m9UZS5zvNygH9RSqS2ddSobFwh+6qxaDIW53zL4aPsmHVTRRr6gPwOjB3NEwycYb\nBCuK0mxXa0XJ0WbMfZIPl8VlWMkJykHMohlBkfBJnR8hfTTT1ZImOc4sfUZXgzYo6WWR6Wm3c30X\ntSVDlsViOJzGCMnR7IUvTn2Ra4ddC6iDK6fFSYYjQ59N1vD5tM914qN1Y191aBX3LbiPPUf2cNXs\naVQHJYavXEnGkiX8PWS7NIeIm7BwIX/au5e3ystVJUeOJDnh378J4/VHUlRz52SVnHg2Q4fFodt6\nNGik5r0N7wFE9NVJhM2Vmzmx8ESqm6r53Re/M7SORlTWlq+l0d+YsAlnNMInJxwWBysOruD9De/T\nJ6v5WX3ruFu5bfxteu2GTnKsieuYNBJUklmi7+MTZz7BzuqdSRGyI94jPLToIXUfzW2rY04Eza6W\nYc/ALJq5dOClMZcTBIFdv9vFhKIJEeEa0HyNPPH9Ezz9w9NsOByZcvjZ9s/iEt0IJSdkV6vx1ugE\n5oQuJ5DnysNutjPnsjmsumEVI7qM4O0L3qZ/dnMNmGZdA7hvwX2Gj7/R30iGIyOmkvPp9k9jrNES\n7RlVXAJsRL23nhD13t3AdmALcGbY6yOA9aH3jLVOTQLRt4O4jTwVCUWwYDHYk+R4gho8YFTJiS/6\nzJ94DQfakMD13wK7aCIg2jAfF9U4YVDkFoXMf9u8kGd3ql3Fg7ZcruqmqmUdffaqEwB+jvgTF/L5\nZRmrwa6vuWaRnZ74D40ztpZx04o5Ce1U7UGqxY5kMJxaEUykdKJdTYNZNLWbBPgVJWYxrBblbg7W\nM9ubzvmh2N6ESk4oXhfUGbdwvNqvH6dntEwV9Et+bKKZ3YI6a90YNdA/liQnfKDempITToAsJkvy\nJAfZcORwW1Ablk7WGo62XU3DuvJ1fLT5o4jXtFnWezPqWDdyJFMyM9k/diwpJlOHKjmyIrP42sXc\nMOIGvVdMNLEJhyiInFJ0SsRrN5xwA6Amge2pjBwAHg6oZM0kCDSEneNHgsGYSk44TIJguP4oWsnR\nzkPF4JUUT4FzmB0xlRxQe7CEb6s1eAIeClMLDS2rQVOkTn7tZNyPuil4ssDwuuEDW614/ckzn2RC\n0YQWy1pNVgbkDKAorShi+XjQSFCeK09vpNo3qy+vrnmVlEeN1REtL11OxmMZ3L/wfkCtITJKSo1C\nU6TT7IlT7DTEanh78YcXc/JrqlPlsSWPcfWcq/X3tlRu4Zx3z4kbPx2t5Pglvx7cAFCUXkTZ7Wqv\nqOKMYnpn9cZhcTBtyLSIkBvtmnznwnewm+0RKYiJoCs5YRO/Gw9v5O55d7P84HKmDZ4WoRjFQntI\nznrgAuCbqNcHAD8P/f8s4O80Sw8vANcBvUP/ndWO7beA4QerIoFoxf4jVHIEjPfJURLW5Pxvw2Yy\nIYt2jM8rHiUoMv4oJeXW0nrmBNVkK2Q/54TSADtayQEQZD+1gcR9bXyybFh1mZJbwDdSbkTSVzQq\n/d5QIX3HKzkZVieSgTAFAEWwkGKwo3N70BF2tYBCRF8nDRrJsSnqb/h9XR3Pl5ZywOdLaFezmqx8\ne+23uoc+Ht5e9zZVnqpQRKj6vV6ck0PjMeiXIxG7waGC0mxXa0XJCZ9ZNotmw8ED4UpOLHtpe7DN\n40FYuJDDfj97vF7yLBZjSs5RTFcLx18m/UX/W7NXaeqBFPTgNpsRBIGCUAR5RwYPyIoc0Uuk9q5a\nLup/UcJ1Lh14KXunN6f/vfizF5ncazJVTVU0+Oth618Y5HIxPjVVj4EOKgrlfj/drFauzsvDI8v4\nFQVCilVckmPoSNUJWjEGyUlKyYnxXcVUchrLKc4o1smOUZITkAN68b5RRNuMjISAaAgnOV3cXRiQ\nM4DTep4Wc9lVN65i5Q0rdTKgWariIc+lFu/nuHKYdeks3rnwHSYUTeCzKz6ji9tYI3jte+uf3Z/P\np30OwPry9fzuc2MqVzLbMKoSpVhTWtTk/HDgh4iGormu5lTSebvmkWJNocKj9rWSZCmiSW50TU5j\noJGmQBND84cmdRya+pbjzKEorYi9tcbSNxv8DWTYI5WcuTvn8uclf2bOljlcOvBS/beMh/bcE7cA\n22K8fh7wHhAA9gA7gDFAFyAFWBZa7k3g/HZsvwWMDhwEJBBELD/CmhyzKBrlOK0ED/xvwy6aUUxO\nrEc5fa41CMj4wh4M479+FcXcPPAUZD9DMgow+Ss5MaP1COWkty8HqPElJjmxkr3i4Z4BZ2CRGvh3\nafxGgAFFIdBJdrV0qwPZQJjCRUveAUXSSUJnwiIaV2Oj0eWLV3hp+3cclK3k2VrOVtpDDyRHKOdw\nTEoKv9m+ndPWrGlBcnbV7OKmT28iKAcxiSbsZnuLAVE0rvzXlVz84cX8Y+U/sIeSrUzBeqp8Hl45\n1Oz39oUeSof9foSFCw0VzieLRHY1o0qOVnAOqjUkWSVHVOQOT1db36jOcs6vqcEmimRYLDoxqA0G\nqYuT2HWs7GrhpEL7rjX1IHrG1iwIHarkSIoUsb+pttRWm14KgqAnPmnIcmZR6alUZ8HLPmP9qFHc\n1K0br5Sps9T1kkSZ30+h3c7IlBQ8kqT+7gnIiDlZJSfs37qSY3D98HM+HPGUnAE5zeELyZzzFpOF\n/3fa/wNa708CkUTl22u/jbAwGVn3/Yve58DvD+CwONh408a4g+tcV67eF+cvk/7CGcWJbfPdUtVJ\nwwx7BiO7juSKwVcgCAJD8oYk3TR1SN4Qzio5iwx7Bo8teYxnlhmrVzIC7fvTQiRaQ3gvqKAcpNHf\nGGFfu/PEO/WeUov2LGLvkb2M7jZaf+3tdW9T/Eyxvrx2nwP1XrqjegddUrrw0aUfse03sYb/sZFq\nS6V3Zm/6ZPWhX3Y/vtr5VcLlq5uqeXDhg8zfPZ9xBePwy+r30OhvjLDGptvTGVOQuKdjZ9TkdAUO\nhP37ANAtxuulodc7DEYfo0Jo5u3HqOSISUVIG+ZD/3NwmNSeNBbh+CI5ql2tef5vqRTZ7VrQYn7P\nvJiHhk7p+M0LAg9sihZnIxGQlZhF77EgiiJdqeefe7fGXUZCIahg+DOTQYbVgSwkJjlBWWK2N5P/\nS/XqTW07ExbB1GaSU2bvxQ2lfhrt3TmnS/w6st529ZiXjhgBqMQ0um5m9ubZvLDiBSRZwiSYcJgd\nhgYuC/csBCAYGtDOXP0CO71NXL91K6NWrgSgThaoDQb5ayiVKtzOJikKD+3Z0+5wgkR2tfCanK93\nf011UzVlDWXM3zUfgEs+vIQnv3+SV1e/qg94zaIZSZGo89Uxb9e8xNsOt6u106Iyv6aG78P6yNSE\nLFJfHzlCgc2GieZ0tSGhnkWxcKzsaoIg8JtRaqNFLfFII8vVTdU8vuRxfVmjSs6S2loe2beP6kDi\n0JK27G8sZDuyqfKo8cSaFccedj9qkCT2+3x0s1pxmkx4ZBmfLLN0/7f6fkSjI+xqySg5MUlOHCVH\nIxsCQnIkR7Rwz8n3kOfK0wfGL618iZ5P94y5TrjNqG9WXw7WHzR8TH7Jz5C8ITohMYrbx9+uWxfj\nQYset0QFzdjMNkP3QGgm9L8d81v9szR1rKPiqANSgH3T9zEwd6Ch5bukdGF9+Xr8kp8b/30jhU8V\n6va1gtQCrht+nf67TXxjIl/u/JKSzBL93I+OY462qwXlIEPzhuK0OOmd1TupY9l2yzaK0ou4bvh1\nfLbjs5jLXD3nai6YeQFZj2cxY9EMcl259M3uy7rydZz73rm4H3Xz+Y7PGZQ7CFBJjnbviYfW7g5f\nodrSov/7WVJHlyROOeWU1heKAcNKTojk/BjT1TouQvp/GxrBtR1nX5CAzMLDO3hv9wo+2rsaxZLK\nU2Fq7DhLfNtXR+DBfAdzmxLXpfgVBVsSZOCKvC6sMvXg431rY75/JBhks5LVKXa1LJsbxMTHc9BT\nC4rCP0cntrl0FCyi2qerPRgS2MFJuSVx35+U5iZzy4MRr+2L04FdUiTMohm72Z7wAR89GCrJCA1s\nvGU6kdziaa7nunjjRr1JaH0Yydnu8XD/nj18WxsZbZss4io5YfUJbqubteVryXo8iy5PdOGMt87g\nu/3fMWvTLG6bexvD8oex4v9W8MP1P2ASTXgCHtL+nMaktybRFGii97O92VrZkqA329UiJyXagjPW\nruXcDc1KZ01IqVnT0ECu1YoYZnva5/OxzRO7Zu5Y2dUAnp3yLN1SuuEJeGjwN/DJ1k8AuGv+Xdw5\n7059ORHVmtWasjerooJ+TieX5SZWqyVZitlJPVm4rW6991FRulrXUWSz4TaZ2Dd2LFs8Hv6yfz/D\n3G6coohHkqgLNLGtchO/GvGr2CQH4z2BolW4gBxAQGh/8ECUktPob2RH9Q76Zasx3/GSq2IhfFY/\ny5mlD5bn7prLniN7Yq4TPtjPdmbTM6Nnq7P44etaO7Fv2Zob17Soz7Kb7QntreHwBr1M7jVZjy43\ni2bdhjV359wO2cdwu5gRXDboMj7c9CH3fX0fr655lRpvs20v1ZZKpiMzwqK7qWITvTN767+lPcqu\nHb59rfalV0avNh8PQK/MXnHPlzfXvsmcLXP0f2c6MrGarKw6tIp/b/u3vs/Tx0zngVMeoHtad8YU\njEnIGVq7m00CBsf4798J1ikFwqvTClAVnNLQ3+Gvx+wYt2jRolZ2KzaMDumF0I3D3olxsZ0FEbHV\nhpEaVG96J+/QjxSOEMmxH2ffj2xJ56aDElfsPsK0zWoeff809UHv9u5j8anXdur2LywYhNRKjHQg\nSdXlkWHnkOXby78PbefLg5tavP+DWIxszaAyYNyvbRRaX6x/7YufIFTtb0RUOn7b8WAVTShtuDDD\nAyFeHn6GGhQRA5daDnJVz5EIderAOd1sJsdiYdbAyNlATUmJsKsFmpixcAY/HGjZCyP84Th9zHRO\n0Kwjvgr99UPjxkHlYrLX3cy8mhpWNjSQZTZHWKzmhYjPUwfChf3kkVDJCb1+xeArePwMVUm4aeRN\nzPn5HH72XvMc3RNnPkGOK4fR3UZjNVkjCpZnb57NjuodeuRwxLY1uxqh2ox2whX2W9YEgxTZbKxv\naCDHYsEkCBGkIJ6d5ljZ1TQ4LU48AQ8pj6Zw9/y7I/ctVOskCEJcG1dNIICwcCH7vV62eTw8XlzM\nqNTERcUdpeQ4LA52HdkFqAXUACNTU6k/+WS92ezqhgYuyMnRlZy9dQcZmtufbGd2u2tyYik5VpO1\nY4IHwpScRXsXUZxRrAeMZDgyYio5vqCvReJWOMnJdGTqA+NEdWwBOaAna2l2MKPNKjub5AzNH9ri\nWmptoicc571/XkSRf1lDGTuqdzAsf5iudrcX4UqKEQzIGcC9E+7l+wPf669dMuASQL0+Mx2Z2Ew2\ntldtB9QJrn7Z/ajwVBCQAvrva/6TmZUHV0ZsX6t3SrYuKxpFaUXsPbI3oZL/1gVqlLdZNOvb75ai\nKnr9svsxLH8YMxbN0Pc3EWfoqKnT8DPlE+AywAr0RA0YWAaUAXWo9TkCcCUwhw6E8Zoc9YaUjCpy\nvEA0mGoFPyk5ieAIEdw083GYsCcHQTTjs3dhmq2cU/JUWfhoGOsybS6UVpQPnwLOJK2e6aLMK03Z\nnLUtfnM8o7OeyUAjAhfuOsKTmxfEXKba50HsxIaO0WhLhPTYxZ9w6tIv9H/3T8uPu+zME68gy97c\n2LJ8/HjKxo/nopycmMvrdjWLgzpfHQ8uepD/bPtPi+VWHFyh/20z27Bo90+piQlV7zNn0CDcZjNs\nvA/BX60v29PhoC5M7XiutJR7i4p0W1ZbYaQmx2qycsuYW9j6m608f87znNfvPH4z6jfcNPImoHnW\nHtTkreo7mvf7232qFanW21JxirSrtT94ILxXRE0wyACXC5+i4G86zIHafcd1upoGp8XJ5orNAEwq\nnsSGX2/QByjLSpfp9TnxFI5DobjztQ0N7PP56G5vPQREUiQ9Zrc9cFqcOomP7q5uE0WyLRY+GjiQ\ngS4XTlGkUZLwSkEybamIghiX5CQTIT3xtZPZeHgj0Fz/0t7ggW6p3bjl81v4YOMH3PblbWyt3Kqm\nYGX25oJ+FzAgZ0BMknP73NvJfyLyHhM+CM5yNCs5iexuASnADSNu4P2L3gdUK6DRZK3OJjmxYBbN\nKCiGLHx+yc+68nX6v7Xf6tph1xpWg1pDQA4k/R1kOjJZU7aGYfnDABicOxhQCZwgCIwpGBMRRJDh\nyKAwtZBtVdv0e7ykqE2SNZUfmnv2JKMsxYLL6sJqslLnq4u7jBaO0Duzt378b5z/BqDep0d0HYHy\ngBLRGDUe2jPKvwDYD4wFPgU+D72+Cfgg9P/PgZtoHp/dBLyMGiG9A/iCDsS7g07gwSwjLFzdnXgz\nocczVGL2U01Oe+EMXahZ5uNPzbP5D5Ph3U2Gdzdvj/u5rjgGWqkt6Qhkh+xdcoJiaq8C6QliWmOh\ntT2f2SOFf580LanPNLxtXxn9/Dt4o3RnzPdrA02YlPYNuJPaH9FEsrfeH4KprJEz9X+31s/HIlp0\nG4pVFCOSmzRos8ThdjXNk72vbl+LmbZ317/L5F6TAbUI1arZhCQvNs8uzssOqx/TBv67XyXFZNLt\navu9XioCAaZmZUVY2NoCIzU5oD7cw3trzDh1Bs+f8zyvnvsqOc5I4mcz21h2/TJMgokFexYwLH+Y\nbvlQFCUikUoNHlAIyO0n586wZ9F2j4czQrHdzrrVVDaWJ0xX29XURKnPd0ztagBnlZzF+TPP54rB\nVzD3yrkMzB2of9b4V8fz2prXgPjhA0dCat+sigo2NDbS3db6PabDlByzo5nkRNm3SutK2TFiEBeG\nJgmcJhMLjhxhnZyGTRQTkpxkanJA1ouqdSWnncEDN4y4gVtG38LPZ/2cJ5c+yZytc7CarKTZ05j9\n89l0S+nWgtQBMdWWaCXn273fIitywga6fslPqi2Vnw/6OaCSyei6j0TrHm2SA5GWtcs/upx/rPhH\n3GWjrZJFaUXq+kmkyCWCX/InTSoyHZnU++sZlj+MgtQCPXJbU9ScFidVTVXku/P5YtoXjOo6ipFd\nRzJnyxyeXfas/jnbqrapEzmdYAfKdmbr11utt5Zr5lwT8X6OM4dF1yziuSnP6cqRVmcVy5aZCO25\nO/wL1ZbmAPKBs8PeewQoAfoBX4a9vhLV7lYC/LYd246JqQWDeWBw66nUwnGWqJUMRIT4zW+i8FOE\ndHxoSk6OtfMjg5OFAx+VZ17N4TOv0l9bNqgHcwYNSbBWx8BqMoMcoDrBbJsPkXRrciTnz/1G0du/\nA5d3H4eb6tjXUM0L277V3z8tv4+67U6Af/JlnJWVQ1WcybkjgSZMRzFKvD3BAzbvQdYOjV+Lo8Es\nmpMqKNbsahreXPsmX+yInIP6evfXepKWzWwjN/RzndF9tF5w3gJKkFSTSber/aeqip9lZZFuNnca\nyVFQDD0Irx1+bcwH+Khuo5AUCUVRmFIyhSPeI1Q3VfPo4kfJ+6taIBeu5ERHvieD70J1SXsr1Xo1\nWVFYWF3GFTnZyKecQg9qACXhYHnw8uWMWbnymNvVHj39URrvadRnXIGIz9JsQPFsXBrJeaO8nP/X\nsycZlpaDu/Xl6/WeH6CqkB1BcjQlx262t7huCp4q4Mb/3Kj/O9XUvD2baIpPcjCuTssAYctqJKe9\nwQPZzmweO+Mx/d8rDq6IIA7x7hOxrgtNXQKVFD659EnWlK1JrOREKRHHu5IDKhnQztX3N7wfMfCP\nRrSKKApixPrtwZbKLSrJScKuBs0NUXuk9WD/7/dzSg+1XkWP1TfZqGmqwW11M7lkMhaThZ/1+Rn3\nLrgXUCcrpo+Zzj9X/TNmHHuyJCMWdh/ZzZR31eCk/2z7D2+sfSNi3wvTCplQNAG31a0rUhl2deJH\nm2gyih+flNEBEDu4YdPRRDLpT/JPJCcunGb15plnT9w07FggW5QQRTHitx6V3YOzuxlLWGkvBNlH\nhTd+A88AJjKsyXV3Pq/7UP7SbxQBLPRZNJuiFeu46WDzUCfbbqwBW1vROyWT2jh6Ul3Ad1T7JVlN\nJpS2WoLwMiSj9YZ6FpMl5gxtOLTByYG6A5gEkz5I0rpqh8crN/gbqPPVUZKpEiybyUY3iwCLTqfY\nmU5joJGVB1fqyysoCIE6qF1PntXK/23divubb/ioooICmy1C3YnGDo+HCn/sdKL6YJBFR9TwDSPN\nQNuKNTeuYd5V88hyZvHssmfJejyLP379R/19bcAnosaftxUfHD4M9dup9x5h5IoVTNu0CclXQ5pJ\nHZQoigKKHKHkaEdc5vPhkSRkoNTvb1HX0Ra057sTBAGnxRnRt0ab6Z7aZyqldapKEU/JqQqzL07O\nzGzxPqhEO9xqIytyhwQPOCyqkpNmS9OvmzfWvMGuGrVOR7sWvt37LYOfSGV2kTrJk5DkJKvkhIj1\np9s+JSAFkqrJiRc8oB2bBk/Ag1VsneTEOgfClZwZZ7ofzwAAIABJREFUp86gZ3pPvEFvQpITPUh3\nWV3xJ0RirHuslBxv0Kv/prFqULT3osmgKIhqb64OUHKWlS6jd2bvpM9vrW9MYVrsxq02k43qpmo9\nRRDUwIKvrlQDIep8dfTK7MXB+oN6fZqGKb2ncE6fc5Lan3jYVrWNlQdX6iEE3qCXLu4urP/1er1B\nK6jnzKJrFtE9rTv/vvzfvDj1xaS28z9JctwcvSLjjoYoCGDQgyzzP/oDG0A3p1pENyA1dp3CscSv\nCopbX6gTISqJlZwAZjIsyZEcgCJ3Jn5zKrXWrti9zZkjVWNHtWk/k8H47B40mjPxhMINDjfV8dxW\nNSq7NuDDbKjdYsfAKrQ9Xc1mcD+1QUr44EuYIehdzqG5l8kDCx/QE21W37iaC/upPRlWHVrFwj0L\nOeI9wocbP6Q4o1gfMNnMttCARybPncfeI3sZ+dJIbvvyNkD14juWXw51GxiVkkJVMIhHlpl/5Agu\nk4mUMHUnHGvq6+m9bBnPlMbMpOGxffuYuEYNkUhUk9Nei8XQ/KF0T+vOyK4jqfRU8shpj0S8Hxk8\nkNy589CePbxZVsaepib+cfAgVCxAchSysqGBDysqoHGnbgFSfz+5xWC5IRiky/ffc+XmzfRzqhM1\nC48cOaZ2tVgYnDuYwtRCLh90uW6Bihc8cNWWLfrfXa2xB7fRv2tH7a/T4kRWZNLsaQTkAPW+eq75\n+BpmbpgJqDP2siIz4XXV+rNp/9fcKi2gt+iJS3LMSQQP+KQgILO6bDVT35tKUElOyYkXPBAL4cTB\nIloiSIokSzz67aN6pHA4wklOtjOb7mnd8QV9EcEDb659k/KGcr02SyNrGlwWV6t2tUpPJbd8dgtA\nBGE+WtDsZlqoQKzJIk2piY6KFgQhqfCCRPBLft1qlgy0SPxoBUizPlpNVpbsXxLxuwuCoPcWCkgB\nvSGqpqxo+PSKT3VlpT24ZbT6+87aNItan6pm1zTV0BRsigh/0TChaAKCIDC1z1Qu6H9BUtv68WUo\ndwAyRZnK1hc7LiGGZmtkWW61pkj+EdvyOhtDMgpoPDEHpyU521VnQ5k48VjvAibFT5Uv/mxbULCQ\n3YammX1ScsHsQggc4dosBy+EnnWZ9s5vwDkssxBb8Btm7lvFtb3G0XvRbOrsPfhNX6gP+LEeTZJj\nMoMg4JNlRNTmoEbhSKKvk6bm2MLqp7ZVbaMp0MTifYtZXdbcb6WqSR3UDMsfpifvPLvsWZ5d9iy5\nrlzcVjd/Pv3Puq/bZrLpA5BuKd30upUnlz4JoD+4AApCtRUX5eQwq6ICl8mEK5RQtaWxkX6u5t//\n+YMHMQsCtgQJYqA+sI1ESLcXE4omIN0vsbN6J/d8fQ+g1iZVeCoYKA6kyZrBnytkHk3iM+/fs4dT\n0tJwm0yUOBxsrN9MwHodEDq+YIM+cJQVWVVywkhBkyzzxIED5FgsLDpSQ7bFyqU5ObxeVsb52dkx\ntmgcHU1yvrryK2RFZu7OufqAMFFB/klpaSyurdUTzaIRrVZ0VPCA1lE+3Z6OX/Lz0DcPAejntSiI\nEQN/T8CDKPmx2d3IitxuJWdjxSZQZI54VZVSS7Vqb/BALETb1cJrkHZU7+Cer++JmEnXEJADEaTD\nZlabQ363/zv9tavnXE1JZgk7qncwbfA0lh9crg9oQZ2V31SxiXm75sVs2FndVE3OX9SJx3P7ntsp\n9SCtQeuVU+9Tm2jGUmU0NaoFyUFQGxB3QPBAW6xqoBKWjy/7mNN6nhbxunYcNrON9YfXc27fc1us\nu+5X60i3p7O/Tu1vFk1yOgrPnP0MRWlFlNaX6vbFPUf2cMR7RL8WOwr/kxP95+XkYfL/OGmORmyM\nEBi1GLGz9+jHi+ON4BwvMCtBrtgYP3JZFq1ktYHkOC02kLwgmHhuxPmcLe5rz24mDRc+9nvqqPY2\nUmfvob/+17oUDlmL4q/YwdD65BR8O49xS431jNDgTOJ6jmVF8QQ83L/wfu5dcC+fbv805nrhgx4B\nAbfVzc7f7uSSgZfodTvNSo7a90DDwVsPArDh1819XzQi0tuhPrxcJhOiIPCLvDz6L1/OC2Gqzfe1\ntZyfnY0nTvCFNhvpkWXDwQPthSiIpNia7ZTTZk9j5saZmEUzDbbkGhVubFQf6H2cToKKQondApIP\nBFPzsUjNFiBZkcGSzmfV1XjC7H0P7tnD6RkZVNVsYUdTEw/06EGTLB9Tu1osuKwuUmwpeqNVUAf/\nmxobqY1S8twmE+/078/i4cPjHkdnKjmAblfbUrmFYfnD2Fer3qOagk2UNZQxIGcAT5z5BJ6AB5/k\nw2a2dYhdDUEERdbrDer99R0SPKDhqclP8eApDwItSU74PUKb7AjvraMhXMkBdaLjhv/coN8vNGK+\no3oHN428iXfWv8O2qm16WAmo/YgW7V3EpLcmxVSL9tfu1//WbFdHG0VpRXy3/zs9/avB39DiPqp9\nPwuujkzsFAVRV3IONx42XBcZC9EqWDI4t++5LZLHNNKmTVRdNeSqFusNzhtMYVohXVO6Ap1HckBV\nA+ftmqenWI5/dTzVTdUxlZz24H+S5Dw+/GcEz7z4WO9G2xE1sxcPkvJTutpPSB6zBp9Ao707+xqq\nY74vi1Zy21hDs3hwCW8W5yGKIoNSMtqzm0nDJchU+Dzcue5zkP1YfM01J3Z/csWM7YFVNIEgUqlY\nWem3ISxcaHjd9CQmrcMT1jS8tuY1vtmr2vSuGnqVbj0Ynj9cX0YbWFX8oYKC1IKI9zRVKFzJcVlc\nvPSzl7jzxDvpktIF5QFF74ZtChu854dm57WeMG/178/TJSX6wF9WFLZ4PIxKSYkY0IfDGyI/R4JB\nQxHSHYUUa8vz3SyaGX3oRdwG1bWgLDNo+XJAPdaAonCgdi8EVLVAVzdkb6RdzdWDv+zfT+8f1N5F\nE9PVGoEciwXW3cqa4f3pGYpbPt7sahpMoqm5BsznY9K6daQvXszhUO1VQJZpkiQKbTZOTEuL+zkt\nlJwOCh4oSFXr3IbmDSUgB2jwNzC221hmblTtag3+Bsoby8lz5en9gLSakUTBA0YjpFWSI+npagt2\nL6A4o7jdwQMapo+dzpTeaqF3hF3NFGlX02Khw3vr+CU/pXWlah1amLJgi0rYDO+jde8EtYj91B6n\n6vcCgDOKz2DmxTPpl92Ps945S6/T0tAYaGRswVjg2FjVAP506p94cOGDvLv+XdxWN7tqdjHynyMj\nlvEEPPTO7K3vqwatJqfGW0PeX/P4dFvsiaR42FWziwtnqnbhjq5JqveHSE7od3NZ409UFqUV8dTk\npxhXMK7Dth+NbGc26w+vZ3PlZr0p629H/1ZvOtpR+J8kOT9+KAQNJPoobc5w+gn/yzi720Ac3v18\nVdbcBPH7il0ICxdS528CwUK+o203ohNzS/hF8WgAbu49jhHB2LHOnQG3CNsa63i5IZVxHEAKRXJb\nvYd4d8DRCXUAsIrmNtfkzBr9s9YXCiGWkrP0wFJ9QJduS9dtKStuaO6Bc/GAi/li2hdkO7PpktKF\nE7qcoL8XS8lxW91cf8L1/PmMP+vLaQ9nSZF0IpIdSssKbyRbaLOx36faKBolCbsokm42x1RyHt+3\nT0/gqgkEDDUD7SjEml00i2Zc0hH8gLBwIUtrW/bTCcf6xka6Wq081asXQUUhIMvUNlVxTuEIimvm\nQXmoS3qYkhMez6vFgL/UR43DTjWZINhAN6sVR6jPjjdB9LsRdBrJEUwxm0Z+XFmJR5Lot2wZErFT\nvb7Z+w0fbvwQaP4+tDqJjgoeKEwrpO6uOm4ceSNBOUidr04/128ccSP1vnq2VW2jOKMYp8VJU7Cp\ndZITUnIO+XxctnEjwsKF8ZUZwQSotj5QB6TjC8d3SPCABq2eLp6SI8wQWF++Xv88gMlvT+bOr+6k\n4KmCiD454Z/z1ZVfkenI5MWVzQXhWp+T6N8m3Z7OpQMvJd2ezoqDK3hr3VsRqlGDv0FXILTakqON\nE7qcQGl9KQ9/+7Bel7O2fC2vrX5NX6Yp2BQR6KBBU3I0y2+iXjCxMG/XPP615V9A2+KjE0HbF+13\nS6SYCILA9LHTyXN3nprWI72H/vc5vdUwg9vG39bh9+6fSM6PEYpiyK4m/0RyfkIbkYWPF/ZsYsz8\nV/nDqn/z+Fa1g/KZi98D0ZJUyl88FLmzWXHGde3+HKNIM4lsagpg81fyxohzUEKzkpJoIacN9ru2\nQlNykoHZd5i3u0F+SvwmoC3WEc0xi2YfPvVhym4r489n/FnvExM+sLWZbUwuUS0mk4onMal4kv5e\nlkPtVWA1WXUrQ7iVKxa0miNr6OHlCxuI97Db+aSqilmHD1MvSaSYzThFMaaSc+euXSypUx/Ug1es\noEGSOr0mR0OsB69ZNGNB1pN/d3kTFxuX+/0MdLnItlhUkqMoyHKAHFcODTtfgp0vqAtKXp0QBOUg\nHPqcBUMHq6QG6BqqcXKbWl6DmgXsvq/vY8XBFTFtR4nQmUpOOGHrZrXyTEkJn1ZV8c+DBxN+d6e8\nfgqXzlIT/7Tj0ZQGSekYJQfU89giqnVsdb46Lh98OW9d8BYzJs5gZ81Obv7sZkZ0GWFcyREE3igv\np+fSpewMHV9D3Nh0MSJCGlTVqiODBzTS1qImJ+weodWdaZi7cy7fHVBrbnySr4VdDVTiUt1UzQML\nH9CJiUZutAmVaKTZVLXu7vl3M/2L6frrjf5G3FY3ZbeVcfv42xMeT2chloJ0Uf+L+OUnv0SYISDJ\nEgfrD+r3wnAIglqTo52fGklqDX7JT0VjRYvXOkrJeelnL/Hc2c8Bzb9beLrascDA3IHccMINPHf2\nc3qiZ77b+PPNKH4iOT9KGLOrKYrhljo/4SdEIMcssNLci2WmYv56xMacoFp78IN4bJPf2oMMs4UD\n9hLSaSLL5kYR1Zu9LFjJsrXeObmjYDNZWiQkNgZiF6p+dGATrgVfELRmMTS7V8xl4iHaiqKhKL2I\nPHceDouDh059iIdPfTjuZzx82sOM6tacfmcz26i+o5qzS85mSN4QNt60MWJGLhY0IqL93x927xrq\nVr/3B/bsoS6o9tRxhkIJYsEny9xaUMA1+fn8obAwQhXS0NE1OfFgFs2YBBPO0C7YWwmQqAkGyTSb\nMQsCgVBwgiwHyHJkqbUYwVASh+zXf7egHIRtjzMuxY0l9P05Q+RGCGvmqqFWkpBkiYe/fZgLZ16I\n85HW/e2KouAJeHh8yeOdRnI0xUBRFM5OT+Xk9HSuys+nJhjk9zt3smT4cA6Oa2mN2Xh4IwDFGcVU\neaooaygDmgu/ZUXukOABDRaTavGs89XRPa07vxjyC12VyLBncNXQq5IiOQA+ReGOwkJ62O1UBGLH\nujutbiYVn07prap9K8uRFfdzY8GIeqmRnHB1QPtdwu8TVwy+AoBRXUdhNVnZcHiDrubGIjla/5KL\n+l9Et5TmGrXSW0t5fsrzsY83TEXYUbND/7vB34DL4iLPnXfM7GoaREFk/a9VZeviAc3lDaNeGsXd\n8++OmPwJXyecmISTnC92fEHBkwXsrG52LzzzwzO4H3Fz79f3kvvX3IjPiu4x1B5cf8L1ekNWI3a1\no4UXf/YiN4++maL0IhZds6hTIsN/Ijk/UgQN2BIUmtPYfsJPSAbWUGLFluH9ADD7KvhbPlh85Wr/\nkx8hHhusps0UWiDd6gDBTFCWUEQbOfajR3JiKTmHmmJbnb4/vBOPYMdZu4ZBGbH7HsRDdHISwPfX\nfc/J3ZubKfbK7MUfJ/wxetWEyHBk6AOqATkD4i73/kXvM7XP1AiSM3fIEC7NaY5tFwWB1/r2ZURK\nCvWSRGocJUdTf+qCQU5MS+O1fv14vFcv3cIVjs6oydGQ5cjivgn3qccjmhEFkQxR3be1DQ2srq+P\nu25NMEiGxaL3iVGVHH9zHw4l9FtZUmLasgrtkY2LvVJYOAHwaM+e3F5YqPd00RKSWsMJ/zyBgX8f\nyJ3z7ux0u9oHGz/g849H8N6AAaSZzcwdOpS1I0cyPi2NLraWQTCL9y2mT1YfdtXsIvsv2fzth78B\n8OrqV5FkqcP3Vxv01/nq9NoAQRB47bzXWPfrdbisLpwWJ1/t+oovdnzRak0OwOyBAzk3O5tci0Wv\nQYqGIgicU3I2XVO68vp5r/PyuS8jCmKHBQ9AbCVHi5DWrEx2s51+Weo9/9Zxt+KX/AzOHaxHCocT\nKW2wnOFQSU73tO58cMkH7P7dbgC6pnSNa4nSvq+PLv1I75MCkXa1Yw1ZkemTpVpDw3vlpNvTWVe+\nrkUPGVDVt1xXLj3Se/DzgT+PIDkLdi+gtL6UJfuX6K/VemtpDDSycM/CFp/V1nS11nC8KDnRaEtc\nthH8RHJ+jFBkZAORtz81A/0JbcVNPQZykrKbvmn5iMFGgrYcTs4pxjvpEoKnTz3Wu9cmDMroxssF\nNj4ed5GaUigHWFm1D0QLmUdxVssqmlsoOWVNsYljUJHJbtxA2dk3JL2d8B4Y2mBpTLcxHVLDYAQu\nqwtZkXUFwiwITMrMxB5ls0o3m9ncUMeYFcuwCUJMJUfrqVMbqttJhM6oydGQ787XC7gb/Y2YRBNX\nuFUr0p/27uWElStZURf7t6wOBMgwm7GIok5yJMnXongZs7tZyVGaa3Pe69+fDaOaVTVvyNKmWdvu\nKiri3Mx0uj2ZXOLbmrI1+kDz8o8uT2pdo9DsarM2z4p43SaKDHHHHtQGpAAvrXqJa4ddq78mIDCx\nx0ReWf0KX+36CkmWOvR8tpqsVHoqMYmmiCjba4Zdo1uvnBYnQTmoJ6Al6pMDcHZmJjZRJM9q5aua\nGs5fv57FoYa2GhQE3dZ59bCrOb/f+QiCcbuaEbIXz64WlIN6dLWAoM/w983qC8CILiNiFoNrg2Xt\nvVxXLgWpBa0qu4Ce3jW1z1TKG8r17TcGGo8LknNS95OwiBadZGjnQnFGsR59rSl84RAFkTR7Grt/\nt5tRXUdFkJy9tXvpmd4zgtRp1/mmik0Aepyyoiid1gz1eFJyjgZ+Ijk/UgQN3PzkNpc3/4T/dVxV\nPIZvT1UHF2ZFtVJlWB2Iothqf6bjGdeVjKOrMzQrZ7IxduNekH1H9Zhi1TMd9sVukBdUZJxmW6t1\nL7G301xUrPW4OJp9J7TZ+2i7WjTSzWZWNDahiGaW1NXFVHLqwv7dGslRA1c6/jhnTJzBHSfewdiC\nsTx55pOc2P1EREFkhM3HXd2bi6Qv2rgx5vo1wSAZIbtaMGRXkyQfqbZUqu6oYtn1y2D1LbD37cia\nHNRBrNtsZmCop9CtBQWcn5Wmv6dh1iaVRJRklrT5ODUlqCOhnYva/hnBhsMbqPXVcsMIleBX/KEC\n370+5l81n/P6nseasjUdruRotSIN/oa410pRWpE+6DUJprgkR1tfs1SemJbG/Xv28HFVFW+UR37H\nCgLmqPNaFMQODR7Q7WpipF0tIAf0ZDRBEPQwkuKMYj657BNmnDpD/15iHZ9ZNHPXiXfpxeNG8MzZ\nz7B3+l6sJiv57nzy/5rPfV/fx/7a/br97Vjisys+Y/fvduvHqFn8yhrK9GjrWEX5afbm78ltdVPv\nr+f7/d+zvnw9MzfOZFLxJPYe2asvo/XZ0Rqk3jr3VkC9X7cnQjoRNHXteCCTRwP/k81Af/xQDNXk\nyAo/ZUj/hHbDFJpNPpp1K0cVpo5tPtYaYg2eDnlj25yCStsnKrRmoNDcXPBowiSqXeKNkBwAdjzL\nh+e+0ELJURSF23c2+9iNKDmdYbm6/5T79b9/P+73gDrIlRVZDwWA2IEAoAYPDHO79ZqcgCwTlHw4\nLU41xCETqFP7C0XU5ECLZLInSkr0PiPaALvOV8cVs6/g5lE3MzRvKDf8RyUHGw9vpCi9yNCg5m+T\n/8b5/c5vdblkYRJMrDi4ovUFwxCQA2TYM8h0ZNJ4T2OE9alHeg+2VW3r0OABUK/N/1z+H/bW7o27\nTJ47j8Z7Gjn5tZPpldmLfbX7YpIcLT5au94nZWRwF/C3khKm79jByWlpXJWvFlorCJijjqOjgwf+\nf3t3HiZXWeZ9/PvU1vuadCed0CH7QlYICYQ1YZM14kJUFgdxGARBRVzGUQZElFdURAFxVEZhHHFA\nEXBk0CgkLBFiQEMCCQFCyL5Bd7rTay3n/aPqVKq6qqurU9VVp6p/n+vKla6lz3mq+1T1uc99P/fj\ncXk4c+KZTB85PXpfmbeMg70H+cGLP4juc+m0pZw07iRqSmu4YFq4m2PsybutO3CoWcRtZwxmOdzw\nWOwmBSsvX8kR3z+CW5+9ldrSWp64+IlBbWsoVJVUxV1Y8rg8/O3Kv9HS1RLNHNolfLZN126Klu5B\nOIj46cs/5eHXHqbT38kxTcdw6vhT+f2m30efE1tOfPc5d3Pt/10LhBtsDFUm5/yp57P9+u1Dsm0n\nKtxLssOZZaU5J0eZHMmcK1IaWekprsVT9xx3TP7mF62/EXY8Fr25oT35mkSBUOiw38N9MznZbEea\nDpdxxbWQ7i/IGRFpLc2OR/lQQ0NCJue5Awd4dP+hNTj8A1zgsSwrZxkrl3ERDAUZ5Tt0wjAmydwS\ngB29vYwpKcEbMycnEOyJZgVi6/77zsmJbS5g69tmOhAKUFdax93n3h3X3nbWvbOoum3gTODZk8/m\ns8d/liNrs78wrh3wAjRXpze3LHbxyb5zO8o8ZXT5u7LeeADgvKnncc2Ca1I+xxjDc1c8x+T6yf1m\ncnr7/I2eE8nCXR4JbG58Ozx35V2/nxAuqpNlctKck5NuieafLvsTJ447MXp7xsgZbNi/gbdb3o6+\nrtrSWp79xLNx33fpnEv5+Nz4xSPnjZ7HgjELyNTY6rG8cd0bHD36aFq7W+MWF3aKCm8Fx445ljMn\nnclpE06j/SvtcQENwJQRU6JZMDjUKeyOs+6gN9jLuJpx+Ny+aPYGiPvanv8D4cYavaHstpC2+dw+\nxlYPrqS1kOkcuCBZWOnMySFx8TSRwbKPoEIuU0um8TDX+skG69pnCXzsu9Hbb3YkD7aCWLgO8y0c\n23ggL5mcSLmad4Agp7m0lO/4/g6E8If8CZmcbT09fLSxEf8pp/DYrFkcV5X6hH0oWkj3xz55HxMJ\ncv44Z06/WfadPT2M8fniytX8wa7oCXzsmPtmcpKdRMctGEr8wpixQUG6v/fYOSjZFtspK905NLFB\nTl9l3jK6Al1ZWww0Ey7jSjpHtm8w7nG5sBYvpsbj4Y5JkzglsqjrS+3tVPv34uuTAUzVXe2Xr/wy\nLpNyuM02jmo4is0tm3l136vRfSYzq3EW9194f9x9l8+7nNVXrh70PpOZXD85GuQ7oVwt1uvXvs7M\nxvh11NLJitqZqmPHhBcSrS+tj7Yot/UGe6OvN7aRwbtd7w5ZJme4Ka6zlmHCpFmuFr6imYMBicig\nuV1uZu55EPY9w9s9yVvLZpLJCYQC0RXF85HJSbdcLexQ5qJvJqc9GKTK7cbjcrF05MiExgV95aqF\nNBw6ER0Rs9Bpf6vc7/P7aYh0V/NbFnu73qOj50DSDlR95+QkW0iz72NB69Ak/Nht2idZsVmBdXvW\nUf/t+rjtJlvcMFtisy3J2ponkzLI8YSDnGwtBpqJdDM5sSaXldESaSe9q7eX0mBbQkYqVeOBy353\nGcvfWh69fbglmmXeMq4+9upox8B8XhS1f9e5/pwaSGyGZTCaa8IZSzszOrpydEImxx/0M6I8vN6O\nve7YzIaZfO2prw3ZnJzhRkFOQUq3XE2/YBEne2XZvfxkzilstZK3Wg1gcbincFNHTOWBVx4A8pPJ\nSbdcDQ5lI/whP2WRTI59Um6vn5OuoWwh3Zf9Go+tquLpuXOjWZpY/lAIfyhETyhEqcsVfc6ejv00\nlo+Im+/Q+W+dnNB8QlyZIfSTyQnFZ3JiS7diszJ1ZXUYTNwk9kc2PEJLdwtr96yN3jeUmRw7ELlh\n0Q1JA7ZkBszk+LuGrMnEYPQb5KS4EFnn8dAS6Ri4r7cXb7AjIVjLduOB/tx+5u3RhTdz2Zik2JV6\nSnntmteoLqlm2/XbuGXJLdF1mGy9oUOZnOqSakL/HuKlf3mJtXvW8sL2F3L+mV2MdA5ciCyLUBof\nfuFyNRFxKpdxcdGR8+kNWfx667qEx4MhK+laMOn4yklf4fHXH+euF+9iW9u23GdyTPqZnNjMhduE\nl7l8O7JKfHswSJUn/R45Q9lCui/7NRpjWFxXlzTImf/SS5y7bh29loXP5YrOyQlYMCqmhh/CJ+9e\nlzdung2knpOTrFxtfO14JtROAGBs1djoifjmls2s37uem1feTH1ZPfN/Mj+6Pbv71lCwg5XZjbOz\nkskp95ZHmwPk+8S8vyAn1dyxOq/3UJDj9+MJHkzM5GS58cBAbll8C99Y8o2MtpGJj836mONK1TI1\no2EGAEdUH4Hb5cbn9iWUq1101EV89rjP4na5McZQ4ilhzqg57Dq4K5rlkcOnIKdApdNCOnxFU2GO\nZKbbDN3Jj0BtaRUTzAGufmMzi1f9b9xjAUKHncmZMXIGp004jc88+RlOf+D0/GRy0piTAzGZnJgT\ngEkvvsiv9uwJLxI6mExODufk2K/RlizIWdfRwYaODgKWhdeYmDk54Epyscrtcg9qTk7s/3Y24Mja\nI9n82c1AeKK/fSJ+wYMXMPve2QD8/aq/8/Q/PX1o7EO4wnw0w+Qty1q52sb9GxM6XOVDf0HOabW1\nnFidfN7fESUlbOvpwR8Ksae3NxzkDDKT0+nv5PQHTgeyE9jfeOqNXLvw2oy2kYlPHP0J3v3Su3nb\nfy54Xd6EcrVJ9ZO48+w7455nt6l2wvFd6BTkFCQrra4ryuRINgS89fkeQtEb6/XQ6q5hZW/8hNZw\nJufwtul1e/nLx/8ChK8YdgW6Mh3moNgLQKaVybG7iYX8/Mea/4jef8mGDbzQ1kbVIIKcXM7JsTM5\ntmRBDkCVx4PPGEwkyNne08ObAQ/uJCexHpd1WXUiAAAgAElEQVRnUHNykpWr2e459x4+deyncBkX\nbT1t0UUHTx53MuNqxrF4/GLWXLmGKfVTmFQ3dF2t7BP4Mk9Z0qxUMsFQMGW5GsCfP/7n7AwwA/0F\nOUdXVfHcMcck/Z4aj4eJpaXMWbOG1e3tlPTuT3tOjn0hYOuBrTz19lNYlpXTEs2hlO+s3FBLKFcL\n9ia9+NRQ3gBAU5WCnEwV/rtiGDJY6WVyQJkcydjPxlXwn83F1T7a5gnl9sS/P7Mrw+1lfV3b4u4P\nYuHO0gn71gNbs7KddNkBgDvyGeROo1ztwXUP8qk/fIpyq4c3Fi7kjkmTeKGtjUll6c8XyeUJ39o9\na6Pr0UBikLOmLdw1zwC+SHdCrzG0BgK8HfBE27PHchs3+zr3ASSshRMr2nAg5v++r/uaBdfQUNGA\nMYaG7zRE77cnOQPMHzOfTddt4rrjrkv/hQ+SHawMNpPTX1MBe/6QfcU7n1J1QUvlz3Pncnx1NRs6\nOynt2ZXwu+uvhbR9saKluwWAv27/K2+890ZRBDnFzm48cM/qe3h9/+v4Q8mbC4yvHQ8MbQnpcKF3\nRUFKdzFQS5kcydgnJy/iE5MW5XsYQ2L1ghN4dkb+1wz47tEX8lHrFXwm/n0dtCzcGb6J60rraKps\n4ncf+V1mGxoku5Qrnauz9kniL9b+gkl1k/iSeYHJ5eVc39xM7ymnsKQu/Vr9XM7J+dvOv8Xdjpai\nhUL8paWFZa+9xjn19bQEAviSZLSS/W7X7V3HZb+7jHda3+GdA+/QXN2c3pycmHK1vuwT4DVXhhfk\nzMf8LIhkcrLQeMB+PX3XKskHO8jZuH9jdL2ZdDT4fNw1eTJPzZ2Lq59ytWTBU6e/E4A9B/cAcOJ/\nnkggFMh7AwYZmN1C+tr/u5ar/3B1v22ir5x/JaF/H3zgLImGrghXho6VZgtpVK4mksq8+vQWJhxq\npd5Szj/yeB7b9Ebc/QHLSpkBSceeL+zB7XLn/Epv7AKQA7FP4jfu38i/HPMv0RM5AO8g12fKZcet\n9Vev56SfnxS9bQc5zxw4wBlrw53LHp01i+Nefpm6SPOE2CCnNpC4COz2tu0A/Hnzn6ktraXSVxn9\nOb7T+g4u46K5pjlhnZxUC2Pav3t7vY+cr5nkyu6cnKaqJpbNXOaI7IUdzM+4ZwbLZi7j+LHHc+H0\nC5lQN2HA7630eFhSV0cwFEy78UCXP5zJ2du5N2Ec4myxLaS3t22nxFPS7wWHYi/dyxW9KwpUMI2T\nh5AaD4gUjHKPl76r4gQtDntOjs3r9ublBMhur5yO2JO5mY0z44KcwTrcNUMOx8S6iXQHujFfN6za\ntiq6Bs5L7e0sqa1lfmUlDV4v3aFQQibnc5XvURdq6XfbK95ZQVNlU1xzg2l3T2PBT8OrzPftvJZq\nYUz7frdx88iyR7jrnLuy8OrTZwcrpZ5SglYwrTmlA3VX+58P/09Wx3i4XMbF/24KNwx5aedLfP5P\nn2fRfYtYs3NN2ttIloXrr/FA30yOTSfFzud1e3m7NZzte+O9N1i/d73aRA8xBTkFyJBeC2llckQK\nR4WnhFCfq7lBK4SnQK/Quo07enI+rqSEBm//f8xjS5gqvBUZBTnhRZBz88kXu4DmltYt0UzOytZW\nrhozhjXHHktFpGmCPSdnlM/HfdOmMd3TlTIYW7t7LY0VjXEZsZ5gDwd6DgCJ6+SkU67mMi4+MOMD\nOW9Na2cpStwl/ZZhBUIBfvS3H8V1lvMY5xebRNdKGnMsb7W8xSeP/iTHHXEcf93217S3kTST00/j\ngV++8ksgXCpZ5ati+WXLo+MQZ0tWmqbgdGjpXVGQrLTqmrUYqEjhqPD4EoMcOOwW0vkWe3L+zqJF\nVKZY6yY241PuLaczkH6Q0xvsZeP+jdHbuWwhDeFF/CCcpfBGMjnPHTjAktpaAMojwY2dyTHGcEVT\nE+UmdRe4dXvX0VDR0G9GrG/ntVTlavZ+8nUibAdfXrcXj8uTtGRt64GtfPqJT/PMO88AqTM5TmL/\nTC866iIAGisaWThmITvbd6a9jX4zOUkyXtvatnHHWXdw6ZxLuenUm6JryyjIcb6+WZsPTP8AC8cu\nzNNohge9KwpUOnNygipXEykYlZ4SrD5XroNZmJOTL4dbrlbuLR9UJufGp25kxj0z4raVy0nYoytH\nA/DyrpdZv+cV9vv9eF0uGn3hq7aeSJCz3++P+750grGG8oaENtW2VIuB9mViAqx8sIMVr8sbzvAl\nOS5ausKle3ZHuUILcibWTQSgyldFU1UTuw7uSnsbqebkhKwQL2x/AQi3j97bsZejGo7ivz7wX9xw\nwg3R7IAaDzhf30zOyD6LAUv2KcgpQMaykq7F0FdnyKIqx110ROTwhIOcvuVqhRvkxJarDST2eYMN\ncux2y7Zcrxly2+m3AfDNZ7/J6fefCsDUPi2vq9xu9vQJcvrrArfp2k38/aq/01zdzOXzLk9YcNTW\nt/FAqnK1dObADCX7BN7n9vWbyWntbgVg2W+W8dvXfltwQc6E2nCjgQpfBWOqxgwqk5NsHpld1vf0\n20+z6L5FrN+7Ht+tPpZvXk5jRWP0efaJszI5zhfbZOB7Z32PL57wxTyOZnjQu6IgWSlXQrZ1haAm\nRR28iDhHpTcxkxOyUq8v42Rul5u2njZm3zt7wJPsTDI59gmzvUhiLltIA5w75Vz+9cR/Dd+IBB59\n5x/NrKhI+L7+grEpI6Ywb/Q8tl6/lTmj5iR0qbOv2PdtPJCqXC3f7NfpcXnCi8QmCdrsIAdg+ebl\nBRPkHNVwFHBo4UaXcdFUOchMTorGA3ab8tn3zo4+FrtIZDSTU6CfE8NJbCbn84s+z5QRU/I4muFB\nQU4BSncx0C4L6rzFuYijSLGp9JRAn5rtIOAp0DIUl3FxoOcA6/eujwtaLMvi4VcfjnuufaLucXmS\nBjn2qu7J2CfH9oT8XM/JgUPzcuwgp7bP/KMzkqzzk25ZXX9lf/bE9nTK1dK5KDaU7BNwl3H1m8m5\neeXN0a9rS2sLJshprmnmrc+8xZiqMUD4WB1sJidV44H2nnbKPGVMHzmdli+38OZ1b0ZLJEGZnELi\nMi4umX1JvocxrOhdUaAGmpNz+opf0EoJdT6tmCtSCMrcPjBuHty5Jfr+DloW7kx7SOdJ7Elbe297\n9OstrVtY9ptlvLr31eh9wVCQ7531PTZ8ekNCkNPl72LCDyZw84qbk+7nva7wWjN3vnAnwVAw53Ny\nAEZVjgp/0U+Qc/P48ew+4YS4+9INxpLNyXmv6z2+9dy3gEOlfqnK1ZzgDxf/gUpfJR6XJ2nQtn7v\n+ujXhRTkwKH5OBD+vY4oH8HB3oO09bSl9f2pGg90+jv58olf5slLnqS2tJZJ9ZPinqcgp7Ao45Zb\nelcUIDNAudrurgM8xXi6SpsZ4SvP4chE5HC5IhPUL960hWf2vgVACHAX6Me0fdJV6auMO9l7ftvz\nANz67K3R+0JWiJqSGibXT04IcpZvXs47B97hL2//JWEfO9p2RLf3zWe/yeS7JvPyrpdzfiIxtmos\nAI9+5HcAVPcJctzGMMoXP+l4UJmcmPKurkAXSx9cysKxCzln8jlpLQaa7zk5EC7rM8bgNu6kmZyG\n8gYeWfYIEH7NhRTkxJpYNxGXcXHO5HMSMpb9SdV4oMPfwejK0RxZe2TS71XjAZH+FeZfz2HPIhDq\nv1ztxX1bol8ryBEpMKEAu7sia6FY4CnQTI598jWlfkpckHPHX+/gqvlXxS1mGLQOlVr1DXJau1uZ\nWDcx6YWdzS2bGV87nicufoLvnPkdtrRu4dmtz+b8qra97ox9Nb7SPXBGJd0GCW+1vMVtz93GltYt\n0fue3/Y800ZMi5uvk6pczUne63qP5u83c8vKW6L3WZZFa3cr5009jxtPuZEuf1dBBjm9X+vl/Knn\nA9Bc3ZxQdrntwDZu+OMNcVkrSD0np9PfSbm3/7/jyuQUFgWjuaV3RQEqs3q44tU1rNi9Kenjaw/s\npqJ7KwCjy6pyOTQRycBDYwNU9mznvZ7wyVGIwp2TU1Nag/9GP9Ul1bT3hMvV3u18lzffe5NL51wa\nV8IWskLRk7y+QU57TzvVJdVJ2yh3+juZUj+Fc6acwxdO+AL3nncvkPsTiflN83nm8mdwGRcjuzdz\nXHX1gN+TboOE7W3bWb55OUfdE57g/rnjPgdAfVl93Hwdp5er2boCXQDctOImnnzzSSC8wKU/5Mfn\n9lHmKePpLU/zree+FS1FLBSx3bPcrsRW2Xe+cCd3vHAHP17z47j7U83J6fB3UOFLbFxhU+MBkf4p\nyClAd089igAuznjlFdp6uxIeb/f3UkMvq2aO48TGyXkYoYgcjoumnIGPIC3+biCyGKircD+mPS4P\n1SXV0UzO468/zvsmv48RZSOigQ/EZ3JKPaX0BHqiQU1bTxu1pbVJS676ngAuOmIRADMbZw7Za0rG\nGMPJR56MwTB//0OcGlkINJXBNkiwO2pdv+h6INzsIHa+TspytTw3HuirrrSOr578VVZtW8Wqbav4\n+KMfjz5W5i1j5Tsraa5u5qKZF+VxlJlJVpbX0t3Cx+d+nHv+dk900VNI3UJ6oEyOHdg6oSRRBqaM\nW27pp12ALp24kNazL6cidJAfbno24fEeK4jbwKKGiUm+W0ScrMSEaPX3AOEW0t4Cv0I7snwktzxz\nC6fdfxp/fOuPTK2fSlVJVWImJ3KCbkx41uFjGx8Dwk0LakpqkmZyOno7qPAeCnLmjp7LG9e9wZLx\nS4b4VSVnlxilI905OT8690e8fu3rlHnCa++Mqgg3OajyVUVPhKFwytUgHMheMPUCfrzmx1zyyCV8\nav6nmD5yOkD0dd597t0cf8Tx+RxmRpK1yg5ZIU44ItyA4sMPfRgIZyq7A93UlNbEPdduPND3GO9P\nsnlO4jzKuOVWYRW8SpzRrgAb21sS7veHQji/aEFEkikxcMAOcijcdXJsxzQdw8//8fPo7VuX3EqV\nrypunk4wlFhq9cGHPsiymctoLG+kprSG7W3bE7bd6e9MOAGcXJ+/7LVdYpSOdOfkXL3gauBQKVSJ\n59CyAC7jYn/nftp72h29GGisDZ/egGVZzGiYwcMXPcwDax/gu2d9N5qRK/OGg5xxNePyOcyMuU1i\nuVrQClLuLeeGRTew++BuANbsXMPc0XPj1lCBQ40HBsrk2NJ5jshwUxiXfSSpRq+b/+4ZxczlP+O+\nN/8avb8nFMRT2OdFIsNWmYHN3T2YFSt4p2QywQL/mJ5UF255u3TaUiC8Inylr5KDvQfp6O0A4svV\nbB+c8UEeevUh7vnbPdSU1CTNkHT4Oxx1cmcwaQcUg1209OjRR8fd7g324na5ufoPV7Pk/iWOXgw0\n1vSR05nRMAOAU8efyn3vvy+u5LDSVwkUfpDjcXmSZnJcxsXJ406OBvk72ndwZE1i5zQ7K7i9bXvc\n4p/JWDdZCZkgcSY1Hsitwv7rOczZf0pft2r55+09XP/SY7T2dtIbCilFJ1Kgyl2G57t90LMPgL1d\nrQN8h7PZHbKmjwiXI1V4K3C73MwdNZfK2yp56NWHEk7Q7zn3Hu6/8H5WXbGKsyefzUnjTuq/XC3F\npOxcG0y52mDn5Pz0gp/y7pfejd7uCfZEv/+lXS85ejHQwTh/6vmsumIV9WX1+R5KRpI1HrCDnLqy\nuugitvs69tFQ3pDw/cYY9nXsoyfYQ1Nl6iBHRJJTkFPAvjR5Ph/x7SJw1oc517WNO9trmPDU/9Ab\nCuHWxQKRglTudtHtG8llld28MrOJ+xd+KN9DyohdZmVfjbaDkn986h/Ryed9T9CvWXANlb5KFjUv\n4olLnmDaiGnJgxx/evMVcmUw5WqDXbTU7XJHT/wfvuhhrlt4XVxg+NKulwqiu9pAfG4fi5oX5XsY\nGXOb5HNyXMZFXWkdLd3hUvO9HXtprGhM+H6XcbFu7zoWjFmgeRxFRJmc3FKQU8CWNs/h1yd8DIA/\nnHIZm+fPpNU7hoAVUrmaSIGqdIczH+eNnc7shmnUlA7cjtjJ7EyOfbW61FMafWzuqLlsa9sW10I6\nGXsSdl+d/k7nZXLSLFezLOuwT14/fNSHaahoiAaGZ006i1++8ktHLwY63Lhdid3V7CCnqaqJbQfC\nx/2+zn00VCRmcuwyzAunX5iT8YoUIwU5RaShtAqMm14rhEdXfkQKUlUkyBld4MGNzQ5y7Anz/qA/\n+ti4mnE8suERnt/2fMrSrf4yJOl2nsoVe7J4OgZbrtbfNgC+vvjr7GjfUTDd1YaDZI0H7CBnZPlI\nGioaOO9X57Fu7zom1iV2Qj2qIbwu0oyRM3IyXsmNuaPn5nsIw4o+EYtIudsHxtAVDCrIESlQ1d5w\nedeoIlnI1w5y7P+7A93Rx45uCk+mb+1uTTlpPrZVciynNR4YihbSqXz15K/y4j+/yJxRcwCKolyt\nWPTXQtr+HT36kUdxGRerd6xmduPshO+v9FVyzuRzou8RKQ7XLbyOwI1q950rCnKKiMvlgpCf9mCw\n4NfWEBmuqj3hVrKji6RbktcVDto8Lg+3n3E75089P/qYz+3jjrPuAFKfoPcXPAy0GnyuDUUL6VSm\njpjKwrELo2vL9AZ7k++rgBoPFItUmRwIL1j7swt+xn1L70s6JwfgiUueKPgGDBLPGKOLETmkJlxF\nxoR66cCiUp0HRApSaSTjUeNzToYiE7GZnC+e+MWEx4+sDbfPTVmu1k8ZWLJ1cvJpKFtIp9xvZDt2\nxy7Jv/4yObHHeVNVE1ccfUWuhyYybCjIKTIuy09nEaySLjJc2afIxdJRqW+5Wl+1pbUAgy5X27h/\nI1sPbHVUJmcoW0in40D3geT7UuOBnPO4PCkzOSIy9BTkFBmXFaDLMnj0QSpSkNIrdioc6QY59kr3\nySTrWjbjnvCEbCfNyRnKFtIDuXze5cxpnJO17UlmUrWQFpHcUJBTZNxWgB5c+Fz6IBUpRB9smsT3\nN/wMWJzvoWSFvU5Of0FOTUl47tG80fP63Uay4KHKV0V7b7ujytUG20I6mye8P3//z/vfl+bk5Fyq\nFtIikht6txUZN0F68eDVB6lIQVo4ajo9H/tuvoeRNQNlcibVT2L79dvxuX39biNZudqSCUuAQ5kg\nJxhMC+lszskR57EbD+w+uJtLHrkE3zd8CYveisjQ0rutyHgI0eWpxevSH08Ryb+BghyAsdVjU24j\n2VwXr8vLrz/0a0aUj8h8kFlijMnrnJx+96U5OTnndrm5f+39TP7hZDbu34g/5Ketp01BjkgO6d1W\nZM6o8mF5imN9DREpfOkEOQNJliEJhALRBUadYjDlatmekyPOYjfS6PB38OUTv8z42vHsPrhbQY5I\nDundVmR+c+LFAGzr7srzSERE4tfJOVzJytUCoUBG2xwKgylXy/acHHEWey2U31z0G5ZOW0pjRaOC\nHJEc07utSB0IBgd+kojIEMtGJqdQgpzBtJDO5ZwcNR7IPfvYPG/qeZR6SmmsaMQf8ivIEckhvduK\n0GOT6vn98R/M9zBERLJTrmYSF9l0YpAzmBbSuZyTI7lnlyKWuMMllSc2nwikXvRWRLLLWX8hJCuW\nNmutBBFxBjsQSbXY50AKJZNjSAzG+pPLOTlqPJB7dvtoO1s3feR0QEGOSC7p3SYiIkPGPsnLpDSr\nUIKcwZSraU5OcesN9sbdtoN8/c5FcieTd9t3gA3AWuARoCbmsa8AbwAbgbNi7p8PrIs89oMM9i0i\nIsOEIbE1sxODnMGUq2lOTnHzh/xxt+1jVUGOSO5k8m77EzATmAtsIhzYABwFfCTy/9nAjyCak78X\n+CQwJfLv7Az2LyIiBSKTkqmCyuQM8Dr3dexjV/suLKyclaulG3hJ9vTN5CjIEcm9TN5tywH7k/NF\n4IjI1+8HHgT8wBbgTeA4oAmoAlZHnvcAcGEG+xcRkQJRV1Z32N9bKEFOOi2kG7/byJW/vzKn5Woh\nK8TYqtQLrkp29RfkZDI3TUQGJ1t/Ia4gHNgAjAFeiHlsOzCWcNCzPeb+HZH7RUSkiFk3ZVYuVUjd\n1VKVhtkBUF1ZXU7L1RaMWcDFsy/Oyb4kzB9UuZpIvg30F2I5MDrJ/f8G/D7y9VeBXuBX2RrUqaee\nmq1NiYhIgSuUTM5A5WqzfjQLgDJPWU5bSK++cvXAT5KsWjx+MQvGLIjeVpAjMjRSxQwD/YU4c4DH\nLwfOBU6PuW8H0Bxz+wjCGZwdHCpps+/fkWyjK1euHGC3IiIyXPQX5Dit9CdVudqu9l1s2L+BMyee\nSSAUyGkLacm9+WPmxwWXCnJEhkaqmCGTd9vZwBcJz8Hpjrn/ceCjgA+YQLjBwGpgN9BGeH6OAS4D\nHs1g/yIiMgwUSne1VC2kX3/3dU4adxKXzrmUQCigFtLDjIIckdzL5C/EXYQDmeWR238FrgFeAx6K\n/B+I3Gd/6l8D/AIoA54Ansxg/yIiMgwky+QEraDjgpxULaRbulqoL6vH4/LgD/lzOidH8s/t0jo5\nIrmWyV+IKSke+1bkX18vAbMz2KeIiAwzyYIHJ2ZyDIkNEmwt3YeCnEAokNM5OZJ/yuSI5J7ebSIi\n4mjJJvQ7MchJVa72Xtd71JXW4XV5NSdnGFKQI5J7ereJiIijFUp3tYHK1epK6w5lcjQnZ1hRkCOS\ne3q3iYiIo/VtPOAP+h0Z5KRqIf1u17uMKB8RnpMT1Jyc4UZBjkju6d0mIiKOZgcDlmVhWRYjbh/B\nwd6DjgtyUrWQ3tG+g7FVY/G6vZqTMwwpyBHJPb3bRETE8eyStYO9B2nvbef77/s+pZ7SfA8rjjGJ\nra5tO9t3MqZqTLRcTXNyhhcFOSK5p3ebiIg4np0l8Yf81JXW8bnjP+e4cq9U5Wo723fSVNUUbSGt\nTM7woiBHJPf0bhMREcezO5f1Bnvxur35Hk5SqcrVugPdlHvL4zM5DgvSZOgoyBHJPb3bRETE8exy\nNX/Qj9flzCAnVQvpYCiI27ijLaTVXW14cRstBiqSa3q3iYiI49ntmf0hv3MzOSlaSAetIG6XW3Ny\nhillckRyT+82ERFxPHu+iz/ox+f25Xs4SaWak2NncuwW0haWytWGEQU5Irmnd5uIiDhetFwt5Nxy\ntVRzcuxMjtftZcP+Dfxq3a90wjuM2L9rBbYiuaNPWBERcTw7gHB044EULaRjMznR56tcbdiIXetJ\nRHJDQY6IiDiePanf8Y0HkpzEWpYVbRkdG+SUeEpyOTxxAP3ORXLHWctFi4iIJBFXrubUTE4/5Wp2\nkwFjTDTI+cS8T3DB1AtyPUTJI+smZXFEckmZHBERcbxodzWnNx5IUq5mz8cBqCmpwWD49IJPOzZY\nExEpBsrkiIiI47mMi1XbVnHtE9cyfeT0fA8nqf5aSNvzcQAqfBWEbkrenEBERLJHmRwREXE8l3Hx\nm9d+w7a2bY7NgBhM0jk5sZkcERHJDQU5IiLieAbj+LVG+i1Xi8nkiIhIbjjzL4WIiEgMl3HRE+wB\noMvflefRJNdvuZoyOSIiOacgR0REHM9lXHT6OwGi/ztNshbS/qCfnkCPMjkiIjmmxgMiIuJ4bpeb\njt4OADr8HXkeTXKGxMVA5/9kPoAyOSIiOaYgR0REHK/CW8G7Xe8CMG/0vDyPJrnYVe3tr9ftXQdA\nU2VT3sYlIjIcKcgRERHHqy6pZkf7Dn79oV+zbOayfA+nX3Y2x2Ci91WXVCuTIyKSY5qTIyIijldV\nUsW+jn2UekqjWRInim0+sGbnGgA8Lo9jO8KJiBQrfeqKiIjjVZdU0xPsodRTmu+hpOQyLvxBP0+9\n/RTLHl7G0mlLOdB9QI0HRERyTEGOiIg4XpWvCsDxQY7BsPKdlZz+wOm83fo2t59xu1pIi4jkgebk\niIiI463atgqAEk9JnkeSmjGGNTvXsGT8Elq7WxlVOQpAmRwRkRxTJkdERBzvliW3AOBz+/I8ktR6\ng718+/lvc9X8q3j5qpep9FUCaiEtIpJrCnJERMTxPjrro/R8rYdjmo7J91BSunTOpRzsPciSCUuA\ncNMBCAc/IiKSOwpyRESkIDg9iwMwtX4qAI0VjXH3d/m78jEcEZFhS0GOiIhIlswZNSfp/V0BBTki\nIrlkLMvK9xgSGGMsJ45LRERksMzXDWWeMjq/2pnvoYiIFBVjDJZlJV08TZkcERGRIaZMjohIbinI\nERERGUIlbme3vRYRKUYKckRERIZQmbcs30MQERl2FOSIiIgMoeqS6nwPQURk2FGQIyIiMoRmNc7K\n9xBERIYdT74HICIiUsy+fca3Oan5pHwPQ0RkWFELaRERERERKThqIS0iIiIiIsOGghwRERERESkq\nCnJERERERKSoKMgREREREZGioiBHRERERESKioIcEREREREpKgpyRERERESkqCjIERERERGRoqIg\nR0REREREioqCHBERERERKSoKckREREREpKgoyBERERERkaKiIEdERERERIqKghwRERERESkqCnJE\nRERERKSoKMgREREREZGikkmQ8w1gLfAP4C9Ac8xjXwHeADYCZ8XcPx9YF3nsBxnsu6CtWLEi30MQ\nB9BxIDoGBHQcSJiOAwEdB9mUSZBzOzAXmAc8CtwUuf8o4COR/88GfgSYyGP3Ap8EpkT+nZ3B/guW\nDmABHQeiY0DCdBwI6DiQMB0H2ZNJkNMe83UlsD/y9fuBBwE/sAV4EzgOaAKqgNWR5z0AXJjB/g+L\nDp78/wzyvX+njCHf8v0zyPf+nTKGfMv3zyDf+3fKGPLJCa8/32PI9/6dIN8/g3zv3yljyLd8/wyy\nuf9M5+R8E9gKXA7cFrlvDLA95jnbgbFJ7t8RuT+n8v3Lc4J8/wzyvX+njCHf8v0zyPf+nTKGfMv3\nzyDf+3fKGPLJCa8/32PI9/6dIN8/g3zv3yljyLd8/wyyuX9jWVaqx5cDo5Pc/2/A72Nu/yswDfgE\ncBfwAvDfkcd+Bvwf4azO/wPOjNx/MgzMwuoAAATlSURBVPAl4IK+G1+8eLG1ePHi6O0VK1awcuXK\ngV6LiIiIiIgUqVNPPZW+McKKFStMsud6BtjWmQM8bvsV8ETk6x3ENyE4gnAGZ0fk69j7dyTbWH+D\nFRERERERGUgm5WpTYr5+P/D3yNePAx8FfMCEyPNWA7uBNsLzcwxwGeGGBSIiIiIiIlkzUCYnldsI\nl6gFgbeAqyP3vwY8FPk/AFwD2DVx1wC/AMoIZ36ezGD/IiIiIiIiCQaakyMiIiIiIlJQMu2uJoAx\nptkY87Qx5lVjzHpjzGci99cbY5YbYzYZY/5kjKmNuf9pY0y7MeauPtuab4xZZ4x5wxgzbBdMLURZ\nPg6+aYzZaoxpT7YvcaZsHQPGmDJjzB+MMRsi27mtv32K82T5s+BJY8w/Itu6zxjjzcdrksHL5nEQ\ns83HjTHrcvk6JDNZ/jxYYYzZaIz5e+TfyHy8pkKhICc7/MD1lmXNBI4HPm2MmUG469xyy7KmAn+J\n3AboBr4GfCHJtu4FPmlZ1hRgijFmWC6YWqCyeRw8Biwc+iFLlmXzGLjdsqwZwNHAifosKCjZPA4+\nbFnWvMi2aggvti2FIZvHAcaYDxJeo1AlOIUlm8eBBVxsWdbRkX/7kzxHIhTkZIFlWbsty/pH5OuD\nwAbCawAtBe6PPO1+IoufWpbVaVnW80BP7HaMMU1AlWVZeV0wVQ5Pto6DyGOrLcvanZOBS9Zk6xiw\nLKvLsqyVka/9wMvkYV0xOTxZ/iw4CBDJ4Pg4tPC2OFw2jwNjTCVwPXAr4eZNUiCyeRxE6PefJgU5\nWWaMGU/4yuuLwCjLsvZEHtoDjOrz9L5XY8bigAVTJXMZHgdSBLJ1DERKGC4gfKVPCkw2jgNjzB8j\nz++yLEsNewpQFo6DbwDfBTqHaIiSA1n6u3B/pFTta0MyyCKiICeLIldafgt81rKsuLkUVrjDg05m\nhwEdB5KtY8AY4wEeBH5gWdaWbI9Thla2jgPLst4HNAElxph/yvpAZUhlehwYY+YBEy3LegxdxS9Y\nWfo8uMSyrFnAycDJxpjLsj/S4qEgJ0sipQS/Bf7Lsix7/Z89xpjRkcebgL0DbCbtBVPFmbJ0HEgB\ny/Ix8BPgdcuyfpj9kcpQyvZngWVZPZHtLcj2WGXoZOk4OB441hjzNvAsMNUY89RQjVmyL1ufB5Zl\n7Yz8fxD4FZq7m5KCnCwwxhjgPuA1y7LujHnoccC+6vZPJC5+GndFxrKsXUCbMea4yDa1YGoBydZx\nIIUrm8eAMeZWoJpwHb4UkGwdB8aYisjJj53VO59DC2+Lw2Xx3ODHlmWNtSxrAnASsMmyrNOGaNiS\nZVn8PHDb3dQiQdMFgDrtpaB1crLAGHMS8AzwCofSjV8BVhNeGHUcsAVYZllWa+R7tgBVhCeStgJn\nWpa10Rgzn5gFUy3L+kzOXohkJMvHwe3AxwiXqOwCfmpZ1i05ezFyWLJ1DAAHga2EJ6j2RrZzl2VZ\n/5mL1yGZyeJx8B7wv0AJ4ROePwJfsvSHuyBk4ThoAc6yLGtjzDbHA49bljUnF69BMpfFz4Otke14\nATewHPi8Pg/6pyBHRERERESKisrVRERERESkqCjIERERERGRoqIgR0REREREioqCHBERERERKSoK\nckREREREpKgoyBERERERkaKiIEdERERERIrK/wc60J6c/EmPPAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1081776a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# construct version of ins_outs with these two categories dropped\n",
"mask = df['Category'].isin(('Transfer', 'Credit Card Payment'))\n",
"no_transfers = do_pivot(df[~mask])\n",
"\n",
"# horizontally stack these two frames\n",
"comparison = pd.concat([ins_outs, no_transfers], axis=1, keys=['Including Transfers', 'Excluding Transfers'])\n",
"\n",
"# plot the comparison\n",
"pd.rolling_mean(comparison, 30).plot()\n",
"plt.axhline(0, color='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I started using a credit card in 2012, and multiple bank accounts in 2014. My mirror plot started to be somewhat inflated after that due to shuffling money between those accounts.\n",
"\n",
"In lieu of implementing an error-prone way of pairing transfers and canceling them, I'll just leave these two categories out of the analysis from now on."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Visualizing category spending\n",
"\n",
"Ultimately I want to color-code the area under these curves based on where the money is going, so I need to incorporate the category column into the analysis (beyond just dropping the Transfer and Credit Card columns).\n",
"\n",
"Previously we pivoted the 'Amount' column of our dataframe into two columns (for credits and debits) by using \"transaction Type\" for the ``amount=`` keyword argument. We could do the same for 'Category', but that would make a mess of ~100 columns.\n",
"\n",
"Unfortunately, pandas doesn't provide an easy way to pivot into a fixed set of columns (with an \"other\" column to catch the leftovers). My solution to this is to manually mask out the categories I don't care about prior to pivoting."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"main_categories = ['Paycheck', 'Stipend', 'Reimbursement',\n",
" 'Mortgage & Rent', 'Buy', 'Groceries',\n",
" 'Sporting Goods', 'Restaurants',\n",
" 'Auto Insurance', 'Shopping', 'Gas & Fuel']"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x108a06470>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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N2LRpk+W9K1euEBsbS1BQEHXq1GHKlClUqVLF8n5KSgpdu3alYsWKREdH8+67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\niFLKj4ZCi8m8moecugmtqTjVdnsrNX66i9XBG/PjHm2w7cw2PtvzmfK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mAAAg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\nDA+HPhfw5eFhvRby+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"text/plain": [
"<matplotlib.figure.Figure at 0x10874ce48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mask = df['Category'].isin(main_categories)\n",
"by_category = do_pivot(df[mask], by_column='Category')\n",
"by_category = by_category[main_categories] # manually order\n",
"by_category.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a subset of the transactions plotted in the very first graph - only those transactions from the most important categories. The color coding helps to identify the periodicities identified earlier: monthly paychecks and stipend disbursements, regular rent payments, etc.\n",
"\n",
"We'd benefit from the rolling mean to smooth things out:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x108e40748>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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mWPmPRj5Kn0/7GFa+LXg08lG+2PeFYeU/uPJBei3rZVj5WTSSIyIi9kpBjhU0bNgQZ2dn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GNeHuzc2eHjiGSvqkrzFHXurK9PgejSRXvI9O7d9ll6unYjLi/XEg+ooMSaXU2vXA20ch9/rK0m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EQEiqkBIIpfRn6YpGs7bkpH67axwORKTEkUgEXkWBw2DfCY+iwGOwU3EgHs970PXF4/AqCiIG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\nEREREVWV/w/0RBAGyv2GLgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x108756fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.rolling_mean(by_category, 30).plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It would be nicer if this were stacked, which in pandas is usually achieved by passing ``kind=area`` to ``plot``. However, that fails if the data being plotted can be both positive or negative. To try and get around this, I used two separate axes for the top and the bottom of the chart:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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IIYQohpztWNHQoUNZvXq15fdPP/2UYcOG5SrTevPmTYYNG0ZAQAChoaHMmzfP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\n6iYbOVOXoa2VAeVr2LbnaLTiyORw0VjHwl4bELklON05vNK4XU+QzQR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gLCiXiZokWnC0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MaNny8DTeIQPvzSqRvpgEuzc4hyAAqR835vmx8O7o9fU5i3+gt948EDGXXkiRFD4xWCNp8Lza6y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\nuDIwHtEggTQNpfGTpdfz5qEm3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oy67n1giSiGVBMwDrT+FeHwkJJApIrkwABJtxhXc/0H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T23bVc8tlXMywKZwRJptPHeS29LeYnVpEckMBcxfkOH7UwZldEqtn9zGllzC+4wSOmdXYHnse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