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aarongilman/post_election_analysis.ipynb

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post_election_analysis.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**A Week After the Election - Looking at the week before and the week after the election through factors**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I always find it interesting, and sometimes useful to compare the performance of global factors (e.g. large cap vs small cap, value vs growth, etc.) before and after a material event takes place to try and gain insight into where the money is flowing. For the purposes of this analysis, we are going to look at the week before the election, the week after, and the week before/after combined. I have compiled a list of over 80 ETFs that I think cover every possible way one could slice and dice the markets (for both fixed income and equities). More on that below. Skim through the code until you see charts if you just want to cut to the chase.."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"data sources: tiingo for security price data"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [],
"source": [
"etf_factors = pd.read_csv('etf_types.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I am reading in a CSV file I created to make my analysis of factors easier. A small output of what that spreadsheet looks like is below. I assembled over 80 ETFs that should cover most of the ways you can group equity and fixed income securities. For equity securities I have it broken down by industry, sector, global style (growth vs. value), style box (large value and growth, mid value and growth, etc.), qualitative (buybacks, IPOs, etc.), and style (momentum vs growth). For fixed income I have it broken down by duration, gov agencies, credit, and international credit. It is probably a bit overkill, but with the amount of ETFs and ways you can break apart and combine the markets these days, why not?\n",
"\n",
"As of the start of this week, I have been reading about the \"work-from-home\" trade unwinding as news about a possible vaccine is back in the press. Luckily, a new ETF came out back in June that tracks a basket of securities that benefit from remote work becoming a bigger part of people's lives, so I have included the WFH ETF in our analysis to see if the trade is really unwinding."
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ticker</th>\n",
" <th>asset_class</th>\n",
" <th>type</th>\n",
" <th>factor</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>IWF</td>\n",
" <td>equity</td>\n",
" <td>style</td>\n",
" <td>growth</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>MTUM</td>\n",
" <td>equity</td>\n",
" <td>style</td>\n",
" <td>momentum</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>IJR</td>\n",
" <td>equity</td>\n",
" <td>style</td>\n",
" <td>small_cap</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>IWD</td>\n",
" <td>equity</td>\n",
" <td>style</td>\n",
" <td>value</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>USMV</td>\n",
" <td>equity</td>\n",
" <td>style</td>\n",
" <td>low_volatility</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ticker asset_class type factor\n",
"0 IWF equity style growth\n",
"1 MTUM equity style momentum\n",
"2 IJR equity style small_cap\n",
"3 IWD equity style value\n",
"4 USMV equity style low_volatility"
]
},
"execution_count": 153,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"etf_factors.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now I am going to extract the column that contains the tickers so I can go and grab all of the historical adjusted close prices, and ultimately calculate the returns for each for the week before, after and before/after combined with respect to the election date."
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [],
"source": [
"tickers = etf_factors['ticker'].to_list()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below I am grabbing the adjusted close prices for each ticker by looping through the list above and storing the prices into a dataframe that we can use for our analysis later. I am discarding any of the ETFs that do not have price histories within the last 5 days, because that most likely means they no longer exist."
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [],
"source": [
"adjusted_close = pd.DataFrame(columns=tickers)\n",
"null_tickers = []\n",
"\n",
"for ticker in tickers:\n",
" try:\n",
" data_panel = web.DataReader([ticker], \"tiingo\").loc[ticker]['adjClose'].to_frame()\n",
" data_panel.columns = [ticker]\n",
" data_panel.index = pd.to_datetime(data_panel.index)\n",
" if data_panel.index.max().tz_localize(None) < datetime.today() - relativedelta(days=5):\n",
" print(\"{} most recent date is {}\".format(ticker, str(data_panel.index.max())))\n",
" else:\n",
" adjusted_close[ticker] = data_panel[ticker]\n",
" except:\n",
" null_tickers.append(ticker)\n",
" print(\"{} not found\".format(ticker))"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [],
"source": [
"adjusted_close.index = adjusted_close.index.tz_localize(None)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data ultimately looks like this:"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>IWF</th>\n",
" <th>MTUM</th>\n",
" <th>IJR</th>\n",
" <th>IWD</th>\n",
" <th>USMV</th>\n",
" <th>VYM</th>\n",
" <th>RSP</th>\n",
" <th>IPO</th>\n",
" <th>CSD</th>\n",
" <th>PSP</th>\n",
" <th>...</th>\n",
" <th>XME</th>\n",
" <th>XOP</th>\n",
" <th>OIH</th>\n",
" <th>VNQ</th>\n",
" <th>KRE</th>\n",
" <th>XRT</th>\n",
" <th>SMH</th>\n",
" <th>IGV</th>\n",
" <th>PHO</th>\n",
" <th>SPY</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",
" <th></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",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2015-11-13</th>\n",
" <td>92.486382</td>\n",
" <td>66.595300</td>\n",
" <td>51.670787</td>\n",
" <td>86.637630</td>\n",
" <td>36.797070</td>\n",
" <td>56.480442</td>\n",
" <td>69.833722</td>\n",
" <td>20.427287</td>\n",
" <td>36.750210</td>\n",
" <td>7.788251</td>\n",
" <td>...</td>\n",
" <td>14.584420</td>\n",
" <td>136.681076</td>\n",
" <td>536.001690</td>\n",
" <td>62.034474</td>\n",
" <td>39.078013</td>\n",
" <td>39.314857</td>\n",
" <td>48.921852</td>\n",
" <td>100.122519</td>\n",
" <td>21.324911</td>\n",
" <td>183.486465</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-11-16</th>\n",
" <td>93.700955</td>\n",
" <td>67.457618</td>\n",
" <td>52.247439</td>\n",
" <td>87.988721</td>\n",
" <td>37.337938</td>\n",
" <td>57.349503</td>\n",
" <td>70.922301</td>\n",
" <td>20.549929</td>\n",
" <td>37.011711</td>\n",
" <td>7.926806</td>\n",
" <td>...</td>\n",
" <td>14.757827</td>\n",
" <td>142.275118</td>\n",
" <td>550.163607</td>\n",
" <td>62.748633</td>\n",
" <td>39.515287</td>\n",
" <td>39.917988</td>\n",
" <td>49.553581</td>\n",
" <td>100.994327</td>\n",
" <td>21.520105</td>\n",
" <td>186.276720</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-11-17</th>\n",
" <td>93.738616</td>\n",
" <td>67.729436</td>\n",
" <td>52.117228</td>\n",
" <td>87.767955</td>\n",
" <td>37.292866</td>\n",
" <td>57.187619</td>\n",
" <td>70.766790</td>\n",
" <td>20.505778</td>\n",
" <td>36.936996</td>\n",
" <td>7.853882</td>\n",
" <td>...</td>\n",
" <td>14.274113</td>\n",
" <td>139.552684</td>\n",
" <td>540.124779</td>\n",
" <td>62.748633</td>\n",
" <td>39.649146</td>\n",
" <td>39.769525</td>\n",
" <td>50.055249</td>\n",
" <td>101.553934</td>\n",
" <td>21.178516</td>\n",
" <td>186.140831</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-11-18</th>\n",
" <td>95.395707</td>\n",
" <td>68.891596</td>\n",
" <td>52.889197</td>\n",
" <td>89.004247</td>\n",
" <td>37.725561</td>\n",
" <td>57.903316</td>\n",
" <td>71.891960</td>\n",
" <td>20.760874</td>\n",
" <td>37.502025</td>\n",
" <td>7.934098</td>\n",
" <td>...</td>\n",
" <td>14.803460</td>\n",
" <td>142.386998</td>\n",
" <td>557.692728</td>\n",
" <td>63.300483</td>\n",
" <td>40.220279</td>\n",
" <td>40.465445</td>\n",
" <td>50.315373</td>\n",
" <td>102.466977</td>\n",
" <td>21.568903</td>\n",
" <td>189.094153</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-11-19</th>\n",
" <td>95.348630</td>\n",
" <td>68.469904</td>\n",
" <td>52.749684</td>\n",
" <td>88.924771</td>\n",
" <td>37.734575</td>\n",
" <td>58.031120</td>\n",
" <td>71.818778</td>\n",
" <td>20.751063</td>\n",
" <td>37.525373</td>\n",
" <td>7.934098</td>\n",
" <td>...</td>\n",
" <td>14.757827</td>\n",
" <td>138.694931</td>\n",
" <td>544.427134</td>\n",
" <td>63.495254</td>\n",
" <td>40.059559</td>\n",
" <td>40.159240</td>\n",
" <td>50.705558</td>\n",
" <td>103.654915</td>\n",
" <td>21.461547</td>\n",
" <td>188.931086</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 82 columns</p>\n",
"</div>"
],
"text/plain": [
" IWF MTUM IJR IWD USMV VYM \\\n",
"date \n",
"2015-11-13 92.486382 66.595300 51.670787 86.637630 36.797070 56.480442 \n",
"2015-11-16 93.700955 67.457618 52.247439 87.988721 37.337938 57.349503 \n",
"2015-11-17 93.738616 67.729436 52.117228 87.767955 37.292866 57.187619 \n",
"2015-11-18 95.395707 68.891596 52.889197 89.004247 37.725561 57.903316 \n",
"2015-11-19 95.348630 68.469904 52.749684 88.924771 37.734575 58.031120 \n",
"\n",
" RSP IPO CSD PSP ... XME \\\n",
"date ... \n",
"2015-11-13 69.833722 20.427287 36.750210 7.788251 ... 14.584420 \n",
"2015-11-16 70.922301 20.549929 37.011711 7.926806 ... 14.757827 \n",
"2015-11-17 70.766790 20.505778 36.936996 7.853882 ... 14.274113 \n",
"2015-11-18 71.891960 20.760874 37.502025 7.934098 ... 14.803460 \n",
"2015-11-19 71.818778 20.751063 37.525373 7.934098 ... 14.757827 \n",
"\n",
" XOP OIH VNQ KRE XRT \\\n",
"date \n",
"2015-11-13 136.681076 536.001690 62.034474 39.078013 39.314857 \n",
"2015-11-16 142.275118 550.163607 62.748633 39.515287 39.917988 \n",
"2015-11-17 139.552684 540.124779 62.748633 39.649146 39.769525 \n",
"2015-11-18 142.386998 557.692728 63.300483 40.220279 40.465445 \n",
"2015-11-19 138.694931 544.427134 63.495254 40.059559 40.159240 \n",
"\n",
" SMH IGV PHO SPY \n",
"date \n",
"2015-11-13 48.921852 100.122519 21.324911 183.486465 \n",
"2015-11-16 49.553581 100.994327 21.520105 186.276720 \n",
"2015-11-17 50.055249 101.553934 21.178516 186.140831 \n",
"2015-11-18 50.315373 102.466977 21.568903 189.094153 \n",
"2015-11-19 50.705558 103.654915 21.461547 188.931086 \n",
"\n",
"[5 rows x 82 columns]"
]
},
"execution_count": 157,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adjusted_close.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have the adjusted closes for each ticker lined up. I am going to read in another file that contains the start and end date for each of the intervals we want to examine as mentioned earlier."
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [],
"source": [
"date_windows = pd.read_csv('date_windows.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That data looks like this:"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>10/27/2020</td>\n",
" <td>11/3/2020</td>\n",
" <td>week_before_election</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>11/4/2020</td>\n",
" <td>11/10/2020</td>\n",
" <td>week_after_election</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>10/27/2020</td>\n",
" <td>11/10/2020</td>\n",
" <td>week_before_after_election</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" start end name\n",
"0 10/27/2020 11/3/2020 week_before_election\n",
"1 11/4/2020 11/10/2020 week_after_election\n",
"2 10/27/2020 11/10/2020 week_before_after_election"
]
},
"execution_count": 159,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"date_windows"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {},
"outputs": [],
"source": [
"date_windows['start'] = pd.to_datetime(date_windows['start'])\n",
"date_windows['end'] = pd.to_datetime(date_windows['end'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have the two raw datasets we needed to begin calculating the returns needed to finish our analysis and begin examining, I am going to create an empty dataframe with the tickers as the index (the first column), and the three time periods as the columns so we can fill it in below with the calculated returns."
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [],
"source": [
"returns = pd.DataFrame(index=tickers, columns=date_windows['name'].to_list())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now I am going to loop through each ticker, then through each of the 3 date intervals, and calculate the returns for each and then store it back into the empty dataframe created in the step above."
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [],
"source": [
"for ticker in tickers:\n",
" for i, r in date_windows.iterrows():\n",
" returns.loc[ticker, r['name']] = (adjusted_close[ticker].loc[str(r['end'])] - adjusted_close[ticker].loc[str(r['start'])])/adjusted_close[ticker].loc[str(r['start'])]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A sample of what that looks like when it is all said and done can be seen below:"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>week_before_election</th>\n",
" <th>week_after_election</th>\n",
" <th>week_before_after_election</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>IWF</th>\n",
" <td>-0.0257959</td>\n",
" <td>-0.00857564</td>\n",
" <td>0.00808393</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MTUM</th>\n",
" <td>-0.0206123</td>\n",
" <td>-0.0235752</td>\n",
" <td>-0.000743394</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IJR</th>\n",
" <td>0.0172716</td>\n",
" <td>0.0965582</td>\n",
" <td>0.104844</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IWD</th>\n",
" <td>0.0153382</td>\n",
" <td>0.0701016</td>\n",
" <td>0.0862459</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USMV</th>\n",
" <td>0.000157257</td>\n",
" <td>0.0357698</td>\n",
" <td>0.0473345</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" week_before_election week_after_election week_before_after_election\n",
"IWF -0.0257959 -0.00857564 0.00808393\n",
"MTUM -0.0206123 -0.0235752 -0.000743394\n",
"IJR 0.0172716 0.0965582 0.104844\n",
"IWD 0.0153382 0.0701016 0.0862459\n",
"USMV 0.000157257 0.0357698 0.0473345"
]
},
"execution_count": 163,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"returns.head()"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {},
"outputs": [],
"source": [
"etf_factors = etf_factors.set_index('ticker')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay - now one final step and then we can begin with the actual analysis! To make it easier to know which segment of the market each ticker is going to represent, I am going to recombine the returns we calculated above with the original etf table we read in at the beginning of the notebook. This will add a few columns to allow us to filter, slice and dice the data into different groups for comparison purposes."
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {},
"outputs": [],
"source": [
"full_dataframe = pd.merge(etf_factors, returns, left_index=True, right_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [],
"source": [
"full_dataframe = full_dataframe.set_index('factor')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And we are good to go. You can see what the final dataset looks like below:"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>asset_class</th>\n",
" <th>type</th>\n",
" <th>week_before_election</th>\n",
" <th>week_after_election</th>\n",
" <th>week_before_after_election</th>\n",
" </tr>\n",
" <tr>\n",
" <th>factor</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>growth</th>\n",
" <td>equity</td>\n",
" <td>style</td>\n",
" <td>-0.0257959</td>\n",
" <td>-0.00857564</td>\n",
" <td>0.00808393</td>\n",
" </tr>\n",
" <tr>\n",
" <th>momentum</th>\n",
" <td>equity</td>\n",
" <td>style</td>\n",
" <td>-0.0206123</td>\n",
" <td>-0.0235752</td>\n",
" <td>-0.000743394</td>\n",
" </tr>\n",
" <tr>\n",
" <th>small_cap</th>\n",
" <td>equity</td>\n",
" <td>style</td>\n",
" <td>0.0172716</td>\n",
" <td>0.0965582</td>\n",
" <td>0.104844</td>\n",
" </tr>\n",
" <tr>\n",
" <th>value</th>\n",
" <td>equity</td>\n",
" <td>style</td>\n",
" <td>0.0153382</td>\n",
" <td>0.0701016</td>\n",
" <td>0.0862459</td>\n",
" </tr>\n",
" <tr>\n",
" <th>low_volatility</th>\n",
" <td>equity</td>\n",
" <td>style</td>\n",
" <td>0.000157257</td>\n",
" <td>0.0357698</td>\n",
" <td>0.0473345</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" asset_class type week_before_election week_after_election \\\n",
"factor \n",
"growth equity style -0.0257959 -0.00857564 \n",
"momentum equity style -0.0206123 -0.0235752 \n",
"small_cap equity style 0.0172716 0.0965582 \n",
"value equity style 0.0153382 0.0701016 \n",
"low_volatility equity style 0.000157257 0.0357698 \n",
"\n",
" week_before_after_election \n",
"factor \n",
"growth 0.00808393 \n",
"momentum -0.000743394 \n",
"small_cap 0.104844 \n",
"value 0.0862459 \n",
"low_volatility 0.0473345 "
]
},
"execution_count": 167,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"full_dataframe.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"My preference is to start out as high level as possible and work our way down until we are more granular. To do that, we will first split the return data into two sets, one for equities and one for fixed income. Once we do that, we will chart each by time period to make it easier to see."
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [],
"source": [
"fixed_income = full_dataframe[full_dataframe['asset_class'] == 'fixed_income']\n",
"equity = full_dataframe[full_dataframe['asset_class'] == 'equity']"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc2365a37b8>"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1728x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fixed_income['week_before_election'].sort_values().plot(kind='bar', figsize=(24, 12))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The week before the election, only 3 were positive and only 2 of those were meaningful. Senior loans and high yield corporates, which are risk-on fixed income asset classes. A tough week for fixed income in general, but still the worst asset class (20+ year treasuries) was down just over 1.5% so nothing to panic about, but still pretty underwhelming."
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc23638f048>"
]
},
"execution_count": 170,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fixed_income['week_after_election'].sort_values().plot(kind='bar', figsize=(24, 12))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This one is a bit more interesting. This time, the top 5 positive performers were Local Emerging Market Bonds, Senior Loans, Preferred Stock, High Yield Corporates, and US Dollar Emerging Market Bonds. These are all risk-on asset classes in fixed income world. All of the negative performers are assets classes that are very sensitive to yield curve changes. We will look at the yield curve later in the analysis, but judging by the returns and the order of magnitude, it would appear as though the entire yield curve jumped upwards (rates went up across the board). I am cheating a bit here, but still interesting. The longest duration treasuries went down the most, which is not surprising because they are most sensitive to changes in the yield curve (in the US at least)."
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc23638fc50>"
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fixed_income['week_before_after_election'].sort_values().plot(kind='bar', figsize=(24, 12))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not much insight gained from combining the two other than the picture looks almost identical to the week after the election. This means that the returns leading up to the election were relatively meaningless, and the real moves came after the election which is the returns from the week after look identical when combined with the week prior."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now lets look at equities. It should be a little bit more interesting."
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc2353fa1d0>"
]
},
"execution_count": 172,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"equity['week_before_election'].sort_values().plot(kind='bar', figsize=(24, 12))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The week leading up to the election looks much different than it did for fixed income. The worst performers were the darlings of 2020 so far. IPO, Internet, Software, Tech and Growth have been the place to be as an investor recently and it looks like that may have started to reverse course a bit leading up to the election. The three top performers were regional banks, oil services, and clean energy which Regional Banks were head and shoulders above the rest. Not sure what to make of this yet, but the week leading up to the election so far looks like the market had already started to shift towards what ultimately played out after the election. We will dig in more below. "
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc2366d34e0>"
]
},
"execution_count": 173,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"equity['week_after_election'].sort_values().plot(kind='bar', figsize=(24, 12))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The results for the week after the election are similar to what happened the week prior, but homebuilders sunk to the bottom of the pile. They were in the top 20 performance wise the week before so this one is a bit puzzling. The rest of the performance was largely a continuation of the trends from the week before the election. Most of the negative performance does look like a possible unwinding of the work-from-home trade. The top holding in the IPO ETF is actually Zoom, so IPO has been behaving much like a work-from-home trade, and the work-from-home ETF is not far behind in negative performance. For both Fixed Income and Equity, the market appears to have done a pretty good job getting the trades right before the election started and once more certainty (via the election) was delivered, it was just a higher conviction movement in the same trades (excluding homebuilders of course). Most of what the pundits and news outlets are saying is that homebuilders were also a big pandemic play (not necessarily work-from-home but correlated with the pandemic). Interest rates also went up quite a bit after the election as we saw in the fixed income charts previously, which could have been what propelled them to the bottom of the pack the week after the election."
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc2367f9080>"
]
},
"execution_count": 174,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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AAMBAQu4ShFYAAAAAYB0crQAAAAAAMJyQCwAAAAAwnJALAAAAADCckAsAAAAAMJyQCwAAAAAwnJALAAAAADCckAsAAAAAMJyQCwAAAAAwnJALAAAAADCckAsAAAAAMJyQCwAAAAAwnJALAAAAADCckAsAAAAAMJyQCwAAAAAwnJALAAAAADCckAsAAAAAMJyQCwAAAAAw3Na6B1ilw/3ddY8AAAAAALByduQCAAAAAAwn5AIAAAAADCfkAgAAAAAMJ+QCAAAAAAwn5AIAAAAADCfkAgAAAAAMJ+QCAAAAAAwn5AIAAMA/sXfeYZZU1fp+vxnCkEEJopJEQbkIiGTBCypmwIw6oKLXC+IFzOFnQlARBRXxgooKKKCAgCCCJMlImCEnRUEuIMFAGAElfb8/1q7p6jOnu2e69j4z3e73ec4zfar7rF1Tp2qHtdf6VqVSqVQqCzjVkVupVCqVSqVSqVQqlUqlUqlUKgs41ZFbqVQqlUqlUqlUKpVKpVKpVCoLONWRW6lUKpVKpVKpVCqVSqVSqVQqCzjVkVupVCqVSqVSqVQqlUqlUqlUKgs41ZFbqVQqlUqlUqlUKpVKpVKpVCoLONWRW6lUKpVKpVKpVCqVSqVSqVQqCzidHLmSnibpLEm3pH+XG+Hv3p3+5hZJ724dP0/S7yRdnV4rdjmfSqVSqVQqlUqlUqlUKpVKpVKZjHSNyP0UcI7t5wHnpPfDkPQ04AvApsAmwBd6HL7TbW+QXvd1PJ9KpVKpVCqVSqVSqVQqlUqlUpl0dHXk7gAcmX4+EnhDn795FXCW7b/bvh84C3h1x3YrlUqlUqlUKpVKpVKpVCqVSuXfhq6O3JVs351+vgdYqc/fPAu4o/X+znSs4fAkq/A5SRqpIUn/LWmGpBl/+ctfOp52pVKpVCqVSqVSqVQqlUqlUqlMHBYa6w8knQ08o8+vPtN+Y9uSPI/tT7d9l6SlgBOAnYEf9/tD298Hvg+w0UYbzWs7lUqlUqlUKpVKpVKpVCqVSqUyYRnTkWv7FSP9TtK9kla2fbeklYF+Grd3AVu33j8bOC/Zviv9O0vSMYSGbl9HbqVSqVQqlUqlUqlUKpVKpVKp/LvSVVrhFODd6ec8wAdtAAAgAElEQVR3Ayf3+ZszgFdKWi4VOXslcIakhSQtDyBpYeD1wPUdz6dSqVQqlUqlUqlUKpVKpVKpVCYdXR25XwW2lXQL8Ir0HkkbSfoBgO2/A/sCV6TXPunYooRD91rgaiJy97CO51OpVCqVSqVSqVQqlUqlUqlUKpMO2RNPbnajjTbyjBkz5vdpVCqVSqVSqVQqlUqlUqlUKpVKJyTNtL3RWH/XNSK3UqlUKpVKpVKpVCqVSqVSqVQqhamO3EqlUqlUKpVKpVKpVCqVSqVSWcCpjtxKpVKpVCqVSqVSqVQqlUqlUlnAqY7cSqVSqVQqlUqlUqlUKpVKpVJZwKmO3EqlUqlUKpVKpVKpVCqVSqVSWcCR7fl9DvOMpL8At8/DR5YH/lrodErbn8jnXu1X+9X+xLU/kc+92q/2q/2Ja38in3u1X+1X+7VvqPar/Wp/ctmfyOde7U88+6vZXmGsP5qQjtx5RdIM2xtNRPsT+dyr/Wq/2p+49ifyuVf71X61P3HtT+Rzr/ar/Wq/9g3VfrVf7U8u+xP53Kv9yWu/SitUKpVKpVKpVCqVSqVSqVQqlcoCTnXkViqVSqVSqVQqlUqlUqlUKpXKAs6/iyP3+xPY/kQ+92q/2q/2J679iXzu1X61X+1PXPsT+dyr/Wq/2p+Ytqv9ar/ar/bnh+1qv9ofF/8WGrmVSqVSqVQqlUqlUqlUKpVKpTKR+XeJyK1UKpVKpVKpVCqVSqVSqVQqlQlLdeRWKpVKpVKpVCqVSqVSqVQqlcoCTnXkViqVSqVSqVQqlUqlUqlUKpXKAk515FYqlQUGSVPn9zlUKpV/P2rfU6lUKpVKpVKpVCYCk9aRK2mvuTk2TtuLS/qcpMPS++dJen0O28nempIWTT9vLWlPScvmsp/sbi/pgPTaLqftyuhI2kPScvP7PMaLpKcXNH+LpK9LWqdUA5L2krS0gh9KulLSKzPaL/r8SlpU0jsl/T9Jn29emWy/RNIS6eedJH1D0mo5bCebRa69pKeN9sp07q+SdKikU9LrUEmvzmG7p50TJb1OUrHxWdLiBWy+VdJS6efPpv/HhhPFPgPoexpKXP9kdzFJa5ewPQhK982ThXSNlspss8jzJekjo726n/mwtlaT9Ir082K5r1FJJL11bo6Nw+4gxsaV0vN6enq/jqT35bA9qDZGuD/fJ2mDTPa3KzymLyJpPUkvlLRIZtvF16TJdvZ+LdktPecvbV+K+fjn0/tVJW2S0f6Bkv4jl70+9os9uwO8N7eUtEv6eQVJa2SyW/q7LT1vLt33FL03e9qaImnpzDaXaPp9SWspfG8L52xj0jpygXf3OfaeTLYPB/4FbJ7e3wV8KZNtgBOAJyU9F/g+sApwTC7jkvYD9gJuTK89JX0lo/21JJ0j6fr0fj1Jn81ofyNJJ6XB8lpJ10m6NqP9N0m6RdKDkh6SNEvSQ7nsAysBV0g6TtKrJSmj7eLXB7hU0vGSXpv73IH1gd8DP5B0qaT/zt2xAu+1/RDwSmA5YGfgqxntF31+gZOBHYAngIdbrxwcCjwiaX3go8AfgR9nsg3lrv1MYEb6t/c1o6txSd8i+szzga+l1/lE33lQV/s9HAK8k3AsflUZHXOStpB0I3Bzer++pEMymf+c7VmStgReAfyQuJ9yUdp+8b6n5PVXbMheDfw6vd9A0ik5bLfaKD02Fuub0+Lr/0n6vqQfNa8ctlttrCXpMElnSvpN88pof2NJ1wHXAtdLukbSizOZL/V8LZVeGwEfAJ6VXrsBOTd63g/8HPheOvRs4BcZ7Red1wKfnstj80rRsTFxBHAG8Mz0/vfAhzLZHlQbGxH3ZHN/7gq8GjhM0icy2N+RGNO/Jun5GezNRtLriLnat4HvAH+Q9JqMTZRek5bs16D8nL+0/UMIf8M70vtZwP9mtH8T8H1Jl0naTdIyGW1D2We39HoLSV8APslQf7wwcFQm86W/26Lz5gH0PUXvTUnHKDZhlgCuB26U9PGMTVwATJP0LOBMom84IqN9sD2pXsTD8EvgfuCU1utc4JxMbcxI/17VOnZNxv/DlenfjwN79LaVwf61wJTW+6nAtRntnw9s0nN9rs9o/3fA9sAawGrNK6P9PwAvyGVvhDYEvAr4WWrvK8CaE+T6CNgW+Gnr3NcqcI3+k9gkeRg4EnhuJrvXpn8PAt6Yfs75fJV+frM9S6Oc++eB97WPTYRrX/C6/H6E4wJuKdTmMsTC8g7gEmAXYOGONi8jJrrZ++bGJrAf8M7c321p+z1tlep7Sl7/memeadu+LvN1KTo2luwf0jO0P/A24M3NK/P5X0M4KzcBXty8cl4fYKvW+y3JNHcbwPN7AbBU6/1SwAUZ7V8NLFLq/qfQvBZ4DXAwcC+xGG5eRwCX5zr/ki/git77Bbh6IrWR7s8lW++XTN/5YsCNmdpYmnAQXwr8Fvjv9jPRwe7N7TEKWBO4OeO1GcSatEi/1thP/5aa8w9qTVHE59CyuTbhgL6dcIZuk8lusWe39L3ZnCsx12+ff65xt+h3S/lxvWjf07Jb6t68Ov07HTiQcNLn7Hua73cP4BPtNnO9FmLycQlwN7A88aU0zCIGixw8JmkxIFby0ppEhG4uHpf0DiKquJE9yBqKDSwL/D39nHv3bXHbl/cEaz6R0f5fbGeNNOrhXts3FbSPbUu6B7iHuDbLAT+XdJbtrrv/Ra+Poyc6CzhL0jbEzuTukq4BPmX7t+O1rdCpfB3htFqdeIaPBrYCTgPW6nb2AMyUdCbh6P60Iu3kqQx2G0o/v5dIeqHt6zLabJgl6dPEruFWipSQnOde5NpLer7tmzVCypDtKzs28U9JG9u+ouf4xsA/O9qeA4V8yU7E93AV8QxsSdxTW3exbfuOnr75yS72Wtwl6XvEJs/+inS3nFk/Re0PqO8pef0ft/1gj21nst1Qemws2TcvbvuTmWyNxBO2c0aJ9/Kk7QubN7YvkpRrblX6+V0JeKz1/rF0LBf/sv1Yc/9LWoi893+pee2ficjY7YnNmIZZwIcz2J+NQtLrecC05pjtCzKYfjiNWc2aaDPgwQx2B9nGigxfxz0OrGT7UUlZ1ne2H5L0c8I5/CHgjcDHJX3b9sEdTM+y/YfW+1uJ+ycXpee0Jfs1KD/nH8SaYipD9/4Kme0385/np9dfiU3Jj0ja1fbbO5ov+ewOwl/yWFqzN+e/REbbpb/b0uN66b6n9L25sELq4A3Ad2w/ruxJ0tqccBQ3ciJZ63FMOkeu7dsJj/3mCm3H59k+OzleFyPPDfYFIn1xFUlHAy8hn2wDxEJyN+DLtm9TaLH8JKP9/YCrJJ1L7DK9FPhURvt/Tc7tpmN6C+Fcz8UXJP0AOIfWxMv2iV2MSnpT+nGGpGOJtLxs9lvt7AW8i+iQfgB8PHUeU4BbgK6O3CLXp6HHyXQvsdN0CrABcDwxmRkvtxDR81+3fUnr+M8lvbSDXSB6VCLadAXgVtuPpP/PLl1ttyjy/KbUMxP99i6SbiW+XxH+9fW6tkGk/72TSBW7R9KqwNcz2G14H3Gf5L72HyGiWw7s8zsDL+to/z3AoWmCfmc6tgoxGX1PR9vDkHQSsfv8E2A7203feaykrqmwd0jaAnCavOxFpC7l4G1EKuoBth+QtDIRJZGL0vaL9j2Jktf/BknvBKZKeh6wJ7Gx3ZlBjY2U6x8ATpX0WtunZbI3Gw1pjf5S0u7ASQy/Pn/v+8F55/y0KPsp0a/tCJzXbGB13LAq/Xz9GLg89W8QC6cjMto/X9L/AxaTtC2wO5Gdl4si81rb1wDXSDrG9uNd7Y2EpP8i+ptnExFmmxFRoV3HRojx9xRgTUkXE/Ort2SwO8g2jgYuk3Ryer8dcExy2tzY1bikHYi5wnOJZ2ET2/cp9NJvJKKyx8sMSacBxxH351sJ+bY3QZb+ufSatGS/BmXHlUHY/zYxpqwo6cvEfZ9TrvCbxP1+DvAV25enX+0v6XcZmij57Ja+NwGOS/fnsgoJn/cCh2WyXeS7lbSG7dsoP64X7XsGcG9+D/gT4Ry+IPkNc24QfoiQ5DjJ9g2SnkOsM7KhFOY76UgP238DT7O9ZlrYfNf2yzvaFTEReoSYCAm41PZfu55zsj8V+LHt6TnsjdLOykQ0mYm0h3sy2n4OoVWzBSFxcRuwk+0/ZbJ/FLEzcwNDO1e2/d6Odg8f5ded7bfa2Rs4PG069P7uBV0jnkpdn5b93xMD5eG27+z53Sdt79/B9pK2/9H1HMdo4zrbLyzcxmLAqrZzDDSNzdVG+32/+6lDO80G2OLAVNvZdlgVWkGr0dpIzBQVVBxJzyD08wDuytlvttqYw9kkaVHbnaOCJC1PpP+9ghi7zgT2sv23rraT/S2Je+fwFFmwZJpMdrU7FbjBdlZtwZ42trR9Uc+xl9i+OGMb/a7/njkcfelZ/Qyh0wehSfcl250jxkuPjRqj+EaXhbykWcQ8R8AShIP1cYY2wDrrIEu6rdVGL7b9nK5tpHZGWwDY9ridcpJ+YnvnsY51IX3PW6W3F9i+KqPtKYRD5ZXE93AG8ANnWuSMMK+dnnHcfQmwN0NjY3N/5rp3riPm/Jfa3kCh0/oV228a46Nza38hYgNSwO9yOqXTd7sZcHmpNlI7GxPfL8DFtnNpCCPpSOCH/eY6kl5u+5wOtgeydilFqX6t5LjS084+tj/fep99HZ+e15cT9/45OTNjFEW8jrM9R60NScvY7uzYKtk/DIK0OTh7bLF9Vkbb2b9bSTNtv1jSOV39XmO0U3puWPTe7F1bJR/f03KtiVp2F7f9SE6bs21PYkfu1YSe1WW2X5SOZXHglHYESboIeJntx8b84/G38SYiVdfARbZPGuMj42ljCUKLN3eY/e9sF6vM3W/xnmtBPyCHROnro1yLoz62v93n8IOELvXJfX43njaOJFIoetPks6AoOnQAsIjtNRRVj/exvX0m+8UW3KU2wFr29yeiLW5kKKXcua5NamNdYB2Gp492LtimENl/NS1HLjGhe6Cr7Z52rrS94VjHxmF3KuE0/GanExzZ/heIgjFr215L0jOB422/JJP9kwkNtP/LYa+P/SLXvcdekbElfbf72/5YpxMcu51S598s5KcRurLXEoua9Yi+f/ORPrsgIWlar+O837EFkd57Pd1T19lep6Pdp432+xybGKVJjsS32D6u4Lz2ZkJKYSYtuZWMm2xX2N44rY02tf0vSTfY7lwRXNK7+h3PMe622riqWcuVIt3zKzF8kznLeCNpf/dIu/Q7tiChoSywvjhPFlgxSm589bRzOFFHYT9F6vpxhA7p3pnsr9rveMZ7s98c50HgdtudJS5K9A8T/d5sUMhM3NCMJ4oCuy+wfVlHu1cRGbIfAOaY89v+Rhf7g2IA9+avgB0aW4ogx1NtZym2qJBV+CER1LKqopD4rrZ3z2EfJqG0QouSellXqr9eYi5uBS5WVJyevQuR68FTVMl+LpHGArCrpFfY/mAm+8sS0gGrAws134HtPXPYJzRC17HdOd1pBA5mzmrK/Y7NM7aflPQ7SauWckhQ/vqcrDk1ZB4kdN6+13HROo2IJj4+vX8zEfmyvqRtbOeodLopsJOkPxHPV05pAoiomk2A8wjDV6donlwMW3ilxUeuCr8fJG2AAdi+RdKKmWxDpNOu7QzRpf1IzsStCUfuaUQhmYuIVMYudt9FSOqcSThwAbYBviLpi5kcxU2072KSXsRQdN/SwOJd7ae+5530mdRl4o3Ai4ArU3t/VkhR5GI5Qj7gcoaPi502AdJEawtgBUkfaf1qaTJrWVFobEnf7ZZdbMwlpc5/GwBJJxLFwa5L79cl+tPO9ItMKRCtcglzXot+x8aNokr0fzB8o2qfDvY+DTSSBA81hwkN2+93ONWGmcwZrdy8N5Ar4rSJih6GM0S02n5K0icYITIoEw/aPr2QbYA709z8F0R9g/sJGbocbNz6eRoRXXYlHcfdHs6R9GbgxBKBBJL2IMb4ewlHenN/5poXbktUvm/zmj7H5hpJBzO6M6vrmuv1HT8/1+Tu19Lnt+l6XnPJe4GjU1+6DXB65g3zXzHUZ04D1iCKWnfehEkcQoxRzQbqukRG5zKSPmD7zI72S/QPg7w3m6weiIKaCwMPO0M2D3Aow+cH/+hzbDy8nVhvLUQUFi2CpLWI813J9rqS1gO2t/2lTE2Uvjd/ARyvkEpahZAAyRkQ8S2isP0pEFJKyifVBkxuR+75KqeXtSkwXdLtlHEE/TG9plDmAXwZsePTaH0dSTwYuTiNqMp6HZkF2RObAVeniXs2jdABLuiLOCRaFLk+LW4jNI6ajYAdCe3ptQjdoC6RoesBL7H9JICkQ4ELiejxXMW9XpXJzkj0KzqUo6BX6QU3lC8YcysxCSriyCX0pdYnoiF2kbQSUYyvK58hHEzDom8VxWMuI8+C9VWEht6zgfam3Szie8/BRZK+AxzL8L4nR4phyYIQAJ/LbK9hEaJCee+E9yEy6bgNaGy5Km3+Hs/w77azfu0Ax8a13SriaPt6SS/oYlDSNEJSYfn0vLY3SJ414gfnrY2imzCtdr6b7G1D6Ou/hUg3Hze29wP2k7Sf7U93P8s57HfRzJ8XNmr9PI3Q6hs1GngeOVvSx5iz7+wUUdyKODpX0teBExmur5wl/dv2G9OPe6dIxWWIWh85bO/Rfp8cxj/LYbvFroTW5pOSHoV80iiJvYj+J3dK7QeI9eeaktoFt5cCumb59Uo/ZHVwO5NsyFiU6Nf6tJE9U6snWvAgQm/zYsL/sGHGZ3dYBnBqN1tEH1Fw8X22b0j21wH2Ieq1nEgEMIybEv3DoO7N1NbseaFicbQDsc7OwbAM17RpmMM392rb+yukAzptiIzBYYTm7vcAbF8r6RgglyO39L15mKRFCIfu6kS0bJbaEq02ShU4Bia3I/dThF7WdcQE4DRigMhBUUeQ7S9CUU2NPwCrMrQbv0o6lotptj8y9p+Nm1cXslt8QZ8o5ZBoKHV9Graw3d5h/aWG0va6bggsR3wHje7NEkSa/5PKVzn4dvXR8sxhO1Gk6FDpBXei5AYYhLb41ZJ6C/HlitZ/NE2EnlCkKN1H9G9daaJzenkK+upizjO2jwSOlPRm2yfksNmHDdK/7YldjmJwULYgBLbPT475pu+53PZ9OewS9/0RBRcHgxhbpgF/Y/h3aWKy25VBjY3XKgp1Npsv04lIjC7sShSceCYpWjzxEPCdjrYbRtqEeYh8mzAQY+96kq61/UVJBwKdojglPd/2zURUyhxRQLmcEWkBPB1Yw/a+inThZ3ioeEkn+jjgviVpJlHcNAc7pn/bmWs5Iop7C3S2HdK5+mZgmHRAo1v+DKBEZtjD0Kno7Ry0nSmFuIO8RW4ajiGe0f0YXlR6VtdNgDRnQKHt+/9IWZDNr8kUEa1I/z4YeAExFkwlX0QiFOjX2qhQphZzPrv3pzYOJPOz28b2lZI2zWhyrcZRluzfmMaFWzVn9mUOsvUPA7g3h5Gcrr9I91SOIvG3StqTiGqFWHPdmsHuLsTmwhsYPt/PzeK2L++5TzpLHrQocm/2BCSI8IldDWwmaTPnk54oWeAYmMSOXNtPEYvIbAvJlu3bARQpx9PG+PN5Ri1NDaCEpsZSwE0pItREKvWMFM2TIzL0J2khfyplKjcX0WdtLeiPtp3Tsd2vnZKUFr5eUi1piLQgaxyhXXWdv0Y4+s4jOteXEunrSwBnd7QNDNfyBA4nIkSPArJoeQJ7EBGc/yKils8A9s1kG2CV9HxdmBbgOSm5AQaRXnJKRnu9zEi7/YcRKb3/ICpzd+XLhKTOmcSCD2Lg35ZM362knWwfBazeM8kA8kjrlEw1tH1Acv4/RDxbn3feghBvA75OSJYIOFjSx23/vKPdbzkkW77TRBO3yZEpMQhnse2cVbJ7bQ9kbCQWHx8gJrsAFzC0wBkXtg8CDpK0h+0uleFHa6PZhHlTjgjoUXg0/fuIQoP6b8DKHW1+hNBF73VKQF5nxCHExtfLiD5zFnACw9Nux02PE3oKMcZnW+OUiiweVPq3hksHzC6CSwbpAEm/ZGjeOYVwZh3X1W6fdrYn5oQA59k+NaP5W4HzFJqJ7XVL13HXtv8kaQ7pOklPy7QuOoqIiiuVBfkdIlX7eOK5eheRgZeLEv1amyKZWgN8dtvzwSlEqvmfMzZxoyL7sYmS3TEdW5QoDNqJwv1D6XsTRU2hhmZsyaV7vxvwbeCzxDU6hxiPu3KTpFuAZ/ZkAuTO0P2rpDVJ369CouDuTLah3L3ZuzF44gjHu7Ib4VB/FiHLdybDN4M7M5mLnRWrAJsmEwcSER73pTZucoaiAcn+ZcTAc4qHCrVdb3vdTPb/c7Tfd3U0pgnLl4EHGOq8s1z7ZL8ROR+mF5Tx+p9PRNZcQaT1X9BO98xgv+gO4gCuz2uB7xLyH0r2dyccLO+3/a2O9lcmNhcArrCdc8KCotjHi4ArW8/XtRkHtqJI2oao/L0VsCZwFXGPHjRfT2wuSWkszUSrWPVaSasDS9vuGtHX2FuOiLzrLXZ2fyb7u9r+XtpomIMmUyNDO9m16JLdNYC7nTSyJS1G6Gb9qavtZO8aYNsmCjdF0p9te/2Odl9se+ZI42LOjbd0zp9gzuvf2VmmKLjSzxGdrWJ56bGxJIoisucT532xMxerSm38kZCVupDYaMspWYWkzxFzh5cD/0t83z+wXTrLpzNKxdTUKlol6Zquz2/Lfruw0RPAn4ADbP8uk/2FiU2G2Y5EoiZAlvGr3+YdESE60/bVGez/gShyllU6INlu951PEIVo7szcxlcJp//R6dA7iEKIWbKTSo27kk61/XoNaTgP04rOtCa9yHYxjXRJM2xv1J4nK2PxudL9mqTLbW+SIvS3ITaRbnKmotOSvgJ8zUl6K80VP2r7s5nst+/Npm87wZmKaKa52u6EhB2EPMQhhLNycdv/6Gi/WP9Q+t5M9g5vvW2u/2HOkBFWEoXk0xnAHMEIuQIKFPVfvk9Ib91PZHtMz2i/6L05GZjMjtxiFWDTgvJlxCLyRcmxspPt93W1nexfZnvTUhPe0ki6FdjE9l8H1N6GwO62/yujzUWISePWRGTikraz6K1JmkGfHcRcE9I+7ZW4PosSRckgnHHZqnL3RF2cbztnan97UtcsLJcAftvVkdtE9vXsPs8mR2Rfq62pxP25DbHj92iXSakGVAFW0tbAkcRESITswbttX5DJ/iAKGk1YNIIWXY6xK/VrW9h+LL1fhHCY5Yq4u84trThFJflr3KMftyCjiOg+liimsBvwbuAvzlC5XFEIqGEaUXzuz84nW9K0U3Js7N2AB/IUrEobDc0G2GZE1N2Ftj/c1XarjUWJGgpbERkeawPXekifNBuprWm2s6SDS1qciM5d1fZ/K2SB1s4V9ZgCFLYgNmc3TJsaZ+ZccJdEIfmxMDF+QdQCeDLXvEqhK7gRQ1JGrydkRVYHjrf9tY72zyU2wnKmvQ6MFFW2gSPbspkDXTVRNuBLIunlhGO7V7IqS3aApAuAVxBzhnuIiLv3lFiT5u7Xks1DCOmJtwMfJTK1rnamLJZ+jsNmfZHDfknSc/Rj29Pn97mMh0HemyVI4+D7GS6LknsDvnjwTFpHT+ndIJf0bicJmHHYLH5vKoq1fYw5r3+WTCRFDaq9ejZ5Dsz5/U5aaQXKVoB93PbfJE2RNMX2uZI6RSH2UERTo9m11fAKjED2ogF/ILQwB4Iz6wUp9FObBd+yhETEhbnsA9j+g6SpjqJeh0u6CijiyC1wfRYmFvCzI1MkZYlM6RN1saekzW3n1BkspeX5k/TvARlsjYhCX3YJQjLgQmDjDDvDg6oAeyDwyiZKKg2iPwVe3MWooqDR4hQqaCTpvbZ/lH5+FqGttiHRL7/H9u8ztPHt0X6fySFXUotuocaJC+AomrdIJtsAv5Z0BsOLLHY+90FtYiSebvuHkvbykFzBFTkMu0dXWdJPCR3AbAxgbPwhfTbgc2D7Nkn/JOR/HiM2MzoVUuvDk0S635NEivN96ZUFRbbT0bYfsP0vSYtL2t32IRnMH05c9y3S+7uIzeZc6evfBk4CVpT0ZWITqXPE2giRrLNxPq27jXucA79JQR25eDawYRNhlKLwfkXMs2YSslNdyC4d0GctMftX5F1TNCwLNFIEy+QwOKgNeI1QqTzTJvYuRGDFwgyXzcgl87IzkTn4P0T/vArw5lE/MQ8U7tfwkCzhdyX9moyZWompiqJS/4LZUYSLdjU60j3ZkOPedNQfWU3SIu35Ww4G1D8UuzclHczo1z/HnPxkYg51NpnnPDA7GvrHtIJnknM1S/BMg+2HR/jVXgxtfs6rzWL3ZovjiQzjH1Dg+gPruVUk2/b9ioK42ZjMjtySFWAfkLQkod92tKT7aFWxzUARTQ2n1BuXLxrwMKFzei4FChqpvF7QecTEeT/gtAIdyCPJwXG1pK8RO4hTchkfwPU5lJgwNpOsndOxHJEpr2V41MWRhHRANkeuC2l52p6ZftzAPTIHkvYi0npzcC3h+FyXSL18QNJvbT86+sdGxq00GEU6zibEBOYK2/d0PN82C7uV6mr792ljoCulCxr9D/Cj9PM3iajKbYnqtYcSKYFdmTn2n3SmpBbdXyRtb/sUAEk7ANmyMmx/XKFV1qRYfd/2SRlMD2oTA4Y0ve5WSFz8GcgSzdqH5wErZrZ5HmXHxmIb8ArZg78SxYd+COzRjDMZeYjQqfwGkXqZO439/bb/t3mTFgXvZ2gs7sKatneU9I5k+xEpX6Ub20crUptfTiwo32A7R9GP0vPZhiclrWn7jzA7pTTnwm9FWvNloq9YyfajylPo9f/Sa5H06swA1hJt9gOuSuuKpn5CjmJDA9mAJzRsG6YRc6yZ5NGg3tj22hns9KU1P3wUyCLx1EORfk2pkKP6FGZ6IdQAACAASURBVHGUtGEmfwBE4Mk5GkrB34VxOq96KH1PNtwKXKyokzPbl9F1E2wQ/UPhe3NGZnv9WNwZMrJG4RsUCJ6ZB7rOIYrcmy2esN2pDsMYTJG0nJMEn6Snkdn3OpmlFc7tc9g5wqVTCPmjhJNsOrEzfHSBSfuERNK7+x0fb3h9H/ul9YKWJdIiX0pEhz5FpN7n0mtajSg4sQixg7gMcIgzFZEZwPWZQ+aj37Fx2r4W2NqpAETq9M7LHBVXlH4pVf1SrzK0sxRRKf1jRPXvHBEA/0VU+f4NMQD/J7BPE42awf6PiOepXZV+aq40ExUqaNT+TiVdbXuD1u+yf7elUEEtOkXBg6MJZzrAncDOjeMjg/39eye8/Y4tyEh6PRF9sQrxPSwN7O0M8jF9ol/uAT7dG6nbsY3SY+NXieia7BvwaTNtS+La30xsrF2Q6/5MbeyQ2tiEiPq9JLVxTib71xERHk1hkamEdENn/XtJlxD9wsUO6YM1gZ/a3mSMj45ld2nbD6WxfA6crwhuURTp64cTC0sR8h+72O631hiP/c8Rcignp0PbEYVBDyQ2rbKkl6YgFFxAW1A9BaCdCuJmtL8yQ8XxLs+8yTxQJK0CfMt25+jB5ED8uu0bu5/ZMLvH2X7bSFkrueblpfo1Sd93yMQU8we02noNQxv6Z9k+I5ft0qhwXYZWO9n6h0Hdm6WR9CXgEtunFbI/R/2XfsdK0W89PI+fL10zZG8ia+okhs85s8xLJL2LCEQ7npg3vAX4su2fjPrBeWljMjpyFdp5b7GdvWpqsv8+YnJ+SyH7xTVTSqOCmiyS3mr7+LGOdWzjBYQTaysi1fD/bI9aJG5BofT1kXQl8NaeyJSfd+msW7bfAXwVGBZ1YfvYDLZHSvMBwB3TfNK5v5NYyLfTjZcCnnImnVZJ/0Pcly8mnPRNYZ3fZLD9OyL9/m/p/dOJSUaWaA+F/tkHGYqqvJDYxMgRcdRssn2YzDqPKeviZ8Q9+SZg9aZPU6ZClBqgxnJqL5sWXXvMLeUoGGGDJNuEVIWLUKY2XmL74rGOLciUHBsHtOBekoiY+hjwbNtTc9lutfF84DVElsCKthfLZPfrhAPxe+nQrsAdtj/a0a6IzJr3ERXFzyQc9u+xfV5H273Fnmb/irxFcKcR599bSDCn1uCiRBYPxLw2y7jVsr8Rcd0hHOrZIsIkrUtEnzYO9b8C73KGgnwqXAA6tfFG4DfNeJU2lba2/YtM9osVyB6hPQE32F4ng62biMK3txHOiCyV6SWtbPvuFHwyB85X0KhIv5ZsTwE2n0hjbC9pHrsf0Te3+7as96akxW1nl0Us0T8M6t5Mba0AfJI5r3+OwMBZhFTev4gsjKyyNKWDZ+ai/SyBLgXvzdv6HM7a70tah6HMi99k33CbjI5cAKVKhoVsf5FYxKxBhN5fQDhSOleWTfYvIRwcvYXaskXWlETlCxr1W9BnE5ZXFGu7mdAXvIDY+c+WQtpnwgjkG5QHcH1KR6YUjbqQtC8hZ/ET4vynAyvb/nxHu6sRfcJ+DE/5m0VEF2QpMiLpY6T+IZfNlu1LiMVRu2DVeba3GP2TCwaSjiX6zXfZXldRwOcStyJox2m3N8vgFEf63zOAPZ1Bw1nSi23P1PAKv7NxaKp2bWO2Fl16vxzwDmfQois15kr6AFG1dk1Cf71hKeK7zRWpVrwIZcm+WQMo9Fd6bCyJQg96S2BJhvTFL7R9a8Y2TgDWB/7Y2Acuc75smCnAfxPFXQDOIiLqO6f4p8imrYlCcAIu9YAK1uZA0vHEvflOYB9iXL/J9l6Z7BfpOzWgiOU0tn+mmaelefpXcoztKlwAOrVxde84nstJkGwVK5Cd7Lf1NqcAGwB/sr1TBtvFnFmK6NizbW/T1dYobRTr15L9ollTpTeBJV0EfIGQ9dqO2Iic0nXN0rK/OSE3tKTtVSWtD+zqIW3hrvaL9Q+KIqZ3N2OsQp94Jdt/6mq71UaxIrWlKR08Mxftf8f2/3T4fNF7sxSDGtdhcjtyv0rsOB/LcF2NfBcvOoz3Ew/3s3JFdvSbsEwkFDpo73SPJovtrgWNXkNoqL6N+F4blgbWcccUwFY7U5xfO69tv8iEcVDXJ7WVNTJFfTSs2jiflhUqKA0xKNJgtlV6e6HtLEVXJP0YeCGR3mlCA/ba9Bq3LpEGl6I3w/ZG7Yn7IL9bSZ+2vV9HG3u5j8Zy77Fx2i62GC415kpaBliOPhskmcfz5t6ZHeWb8dpsTkSvfohYjDUsDbyxy/2poUJ/5xKOuHahv1/bfv54bfdpq/TY2HdhanufDLbfQvSV93a1NUobGwFX5XJAjKP9EzzOVG2FHv13bGcpvtfH/gnEguzXJe6h5lltnl+F9vqFtjfLZL9I36k5I5bV/jfjBn9JSaym77wGeJHtp3KPu+qfInyd7Rdmsn+Z7WxFgfvYb28GP0E4cSdElKiiwO6bnCF7Z5ztj7tfS58/gNi8O9EFnB6lN4ElzbT94vb93hzLZP8yIuX7lNa8OUumWbJVrH9I136LnuCTi21vPPon56mN5vq354ZX5GojbQo+j+HRvlmLkY3Sdtdnay8isGsWUTDsRUQW7ZmZzq/ovZnsrcuc0dY/7mhzIJlIMLmLne2Y/m0XCTPQ+eJJ+iyR/rQkUYipiZDLxamSXutCmikDoFRBoz8TEdDbM7ww0CzCMZqLZ6bd8ybF7UJgL9t3ZrJfqqBL0eujKDTUj+dKwnaXCrkHjvI7k6cgRMPDkqYTqfIG3kGGYoWSLrK9peaUcMidKrMnEb3QXO+jFFpgObRh/5heDY1eX9eiBU1UVOnCUo+lDbZGa21NhheQKc1bCYdjF95NFLts854+x8bDVElqFjMp2iZL4RsKjblp8figpIOAv9ueBbHjLWlT25d1sd+iZBHKRYj5wkIMf5YeIiapXShd6K9N6bGx3Q9PI/qLHAWxsP1zSdtrqHr8+c6gTdzDNcAH220A33VGaakx6PKsbQpMl3Q78T1kSc9ucSgRSXawInr28PY8MQPNNX4gLczuIW+xvyJ9p+3Xp3/X6GprDG5V6PA22nw7EVlVOWgKQF9ImQLQADMkfYPQdocYZ3IWCC1ZIDtbjZD5xD+A6ySdxfBN2iwFrOeCruv2XYGPAE9I+ieZ5+SEsT9Impo28Q6XdBWQK5vnX4qo5VsU0mp3EfOJbNi+Q8NrW+bcjCxZIH4ht7KCbD+W5nE5KVakVlGXZC/g2cDVREbMb8m75h2Nrs/We20fJOlVRMDFzsQYk8WRC2XvTYUG79aEI/c0QhLrIqCTI3eA4/rkjcgtiUIj9AngV8RE/bddIxJ77BfVTCmNyhc0WrjkwihNVo5h+IR3uu1tM9kvVtAl2S9yfTRUkbUfzvX9lkbS6oRT7CWEo+li4EPOmIpTEkVBuM1tP5zeL0H0QQu8uL8KFqySyuk8zsM5jDtCSwPQWFZBLbrSpIXRhi1HyhRghvNJxqxG6LctTIEilE0bTumu6fyXtP1QJttFCv31tFF0bOzT3qLAGba3zmBrP6II2dHp0DuAK5xBFqXVxg+I+6dx2uwMPGn7v3K1MUb745bp0AC0BlM7yxDX/jPAHcBhwFFd5yxpQXwCsB4RIbQk8Dnb3xv1g3Nvv2jfmcav6cAatveVtCpRxPTyTPaXI6q6t1Ns93aqpt3R9meAIwjn+U4UKACd5jmfI9LvTaTff7mZB2WwX1SfWyNkI5F/wyQ7KlzAei7azyYNVwJJFxD35Q+IZ+BuYt6ZJSJd0sbEhuaywL5Ets3XbV+ayf7PgW8QG7+bEo7FjWy/PZP9YgXi05zkYNunpPc7EHJnOSWl+hWp/WLTZkfb1xFSgpfa3kChr/8V2yMFTmWl67OloQyYgwgZvpO6rIP62C99b15HyGFdZXt9SSsR85Fc/p5TgJ8CJ7uAxi9MYkeuQhvxI2QuetOyvzThJNiSiMK6z/aWo3/q3wOVL2hUtCiB+qfQZZO7GMCEcaBFG3KSIrc/QBQ5AzgP+N4AI5rGjUbQwmlwPq2764CNPaQJNY1wSHROMVSI+n+COQvG5Lo3Sxesmq86jxkcKUU1llVWY/Nd/Y67Y4pSy36/fnlg1XdzIOkYQmPtSeAKYkFwkO2vd7A56oTf3TIletsqOjb2aW85om97bgZb1wIbOKX1p4jKq3LeP5rPsj0TwOHxdMLRtzMR1XQ0MU98YVdnfSsarggl+85k/1AiAOJltl+Q7v0znTFFuBQpqultwN8JaZ3jXVDCZIRzONj2HoNsc15QZHnA0CZYo+1+KOTfMMmNItNpVeeNop/btrs6m4rqx6e5271EhH72TWBJG+YK9BnB/vJEcMsriHnzmUSmTS596I8Ax9q+K4e9HttrEuPIM4lzv4OokZFzA34F23/JZa/H9hW2N5Z0NbCp7X9JusEZC0WO0X7XZ+tw4FnE2mV9IkjtPOeT/Sh9b15uexOFJOg2xHrrJmeSJFPUPNkReB0x5/8ZcKoz1U2AyS2tcDiRdtMI+d9F6Nd0duQq0ra2Iio3b0R0HJ2lFSQ93/bNGkEvtGRHnpPksP1GepXgh/TRmM3I3yTtROyiQESPZIsscMGiAYmi1ydF1HyBIWfr+cA+zqOfdSgR0dQUENk5Hesc0aThxSbmwN3TxGYypG03h3kyyLokDgcuk3RSev8G4jvPwdHEQuz1tET9uxrVUMGq5ySHSsNSRER0Lq4EnmP7Vxltzgv9vvu5Ii3kbgc2z3c6c7TxFPDd9JoDddPLajscpgEvJ76PLI5cIjV4T9LCl7ifchaq6tWyArJXhl7HUQBhOnA64bCfCYzbkUsUPxkJMyTBkoOiY2NP1NpUYAWicFUuliWcTRCL7dw8KWlN238EkPQcysxRRmLc/U9p0ni1NuHI2s723elXxyp0Drtym6RfE+PXb5rI/VwU7jshFvEbpswDHMU0O6cIS/qW7Q9J+iX9+7ftu7Zh+4vAFyWtRyxaz5d0p+1XjPHRnLxk7D+ZE0k72T4qOZvmwOOsC9CHbXui1D6VnCifGvETCwiStgMOIByVa0jagJjzd7535vYUxvWhIf345dPGSFs//lmZzg3bt6dndXVivP2d8xYBPVBRWPfnhEP0+oy2ScEOWYrGjsBSwJmSsm/0pLF2M4V0A7b/kcNuDxdL+hNx7ifmyGJocaekZYFfAGdJup9YBwyKrnOG9xGFG2+1/UjarN2l+2kFA7g3Z6TrfxgxF/8HIW2RBUeR6vNT4MDLiLpaPyL6oCxMZkfumrZ3VKSrkm6wXJPcrxJaL98mokVyRQt+hNjx76cXmlsntBh9IkKBrAviUhqzDe8l0ie+SVz3S8jYMRV2hEL56/Mj4HoiAgPC2Xo4kCMVZOOe6KXfKATyc5BjsTgiHoAWTmrnG5LOYyjifRfbV2Uy/3TbP1QU12oGoBzFb44hHFdFC1ZRXudxLI7vakCFKyCPwbj76N5oqDQ5+lnnMxpiN2LM/SzRL59DjJe52Kj18zQi0yaLDlqLhVPWwRuIwlKPS+rkcLKdbWyaC4qMjZLWsH0bwzW0nwDuzRGJntgPuCplxIgYf3M7UT5OaG3emtpYjYxzh7lgQa6i/W3b/bKRcBTC2db2WR3sP5+4fz4I/Cg5Ln9m+6IONueFrvPbx9Nir5GOWYGI0O1KEwF6QAZbY3EfkVr+N/LqE5dkifRv1zoAYyFJL3EqcCZpC/JpsJdmb0KW5jwA21enTapBMd5+ra0fP5Mhp1VW/XiFbup3ifoSIpzdu+Zah9neJjly3wZ8T5ERfKztL+Wwn/qa9xOO6PaaPYtcXsmNHkUG8JtJ5964eZyhQGqD7bUkbUIUtPuMpBuJseWoMT46N7bfmH7cO81NlgF+3dXuPNBpzuAoXHcbsFbaOMnKAO7N3dOP300bwUvbvna0z8wrKZthO+Le35Ah6a089jNvWi8wSLqEiAi6OO1yrwn81PYmGWx/yPa3eo5lqSo+GZB0M30iQjOGwhfTmE0T6T1tf3PMPx5/GycQjtC2jt76zqSJU/L6JPvF0msV+tNv7Ylo+vmCnC7aMIiI+nR/3pAr7aOP/UttbybpDMJp9mfi+q+ZuZ0VGS7d8H+Z7BbVeUz340FE1OxTxM7th23njAwtWgF5jLazpWYnh+X1ttfOYW9+oIyVoZO9PYmJ8zVEqtWqhB7XVhlsf77f8VwLmpJjo4aqQmdLd+2xL6KYyBMMRY5fbvuejG1MISRdZhKRpxCRWZ0lpTSB9TXnlsx9z3JEPz3d9tQcNueiza4pqtMZvtB7C/BZ2503B5P9OdYoudYtknYnnEwrEOPWcbZv7Gp3Hs9hQZcVeTERBNFkAjxAFApa4DMtW/PC2dqXyiBrNKh+TYX149Oa9/VO6fzJ3/CrEvN0SS8k5M92tJ2lqFfyl1zInGv2E3LYb7XzDGKD/O3AUjm+3+R8e5A5z320Atpd2lueyDbuPLaUXs+lNkpLUfYt1uZ8cnzF702FPNmWRF90ke2TxvjIvNg+jtgEa7KFzneS98rFZI7I3Zu4cKtIOppIu8kVGfEu4Fs9x95DnqrizcP9OubcgSglVZCb0hGhm6Z/2xFUWSKWbT+ZoriLOXKJaPF2Ct4XFfo4uSh2fRKPStqyiXRJA8WjmWwXi2hS+RTD4hH16f78naRVczk/e/hSihj/KEOi/h/KZVyRovcNIkLiPuL7vYnQ5O1MLoftKBxDVM1udtHfTqSZbzriJ8aBy1ZALkLPczWViCg+LqP9w+n/3OYqotl2Akwh+s+scyTb3yY2SBpul5RLaqdd9GcaEZ14UybbpcfGKZL+HxHVMUeKc9e5j21LOs2hI965QMkIbTwl6X+ToyNrRAfDI5UnK50z5jSkR/dqIgPnbaN/YsHB9tEKnb6XE9fiDbazPb+ETFLvGuU9fY6Nh1WIgrE557HzSqf7R9IawB7Mue7KIh9geyawfppfkTEDbxDcIOmdwFRFvZk9iWyMrgyqX7tH0lK2Z0n6LLFZ8qWMTvRZHq7JeiuhtZkFSS8g+rU3E9HuxxJz9Fws7gwFh0eiz0bP+zNu9Dzb9qsz2epLioB+IzHfXxM4iXDOdWIA6zkoL0W5F0PF2rZRKtaW0X7pe/MQ4LkMyYXtKukVtj+YwfYUwrn9DhfU75+0jlzbZ6ZJUVP0Zi93LHqjoariz1FUomtYiiHdtRz8EvgncB15UqsGQmshfK6iwm+RiFCX15i9WNJ3iMFy9uI446Bf0hE6iOuzG/DjNCEVce+/J4dh2+ekiWLWiKZE0RRD202a92vcI2SeOeVkOWJifTnD788cC4770wLjQUL4vbk/c/Elok8+2/aLkhNrp4z2S7O47Z+03h8l6eOZ23hEobd2taJAyt0MLgWzy2K4/Vw9Adxu+86O59OmrW8/jZhY/zmj/QMZchQ/AfyJiB7JhqIi7leAZ9p+jaR1iOjuzhrXvREokg4Azuhqt4dSY+PbCbmJhSiX4nylpI1t55CKGYlzJL2Z0NHLlu42gA2qBYFO10uhYXgVsXn0cdsPj/6J7HR1JO5LSLYdkfPcW+uWNUqtWwaRLdKQnCq23eso6+qQ/gXRD/+SAuuukfp+27nqG5RkD+AzxHruGGJc2ber0QH2a5+zfbykLYmiSV8ntPY7bcBrqNDoDEmnEX2PiXlDznHmR4RM1ats55zzNJwq6bW2TytgG8bY6JG0nMevO3uJpBfavm78pzcm1xD9wz62s+mnJkqu56B8YN0/bf9TEpIWdWSl5szCK31vvgx4QTNfk3QkcEMOw2lz/622czq252AySytkr1KZbs6VKVhVPLUzoSpxNyj0XUbCGUPti06IWv+P5uFoUhFynf8GROrcMEeo7SxasIOaMKYJNbYfymx3C+aMishVMKk4/VL8cqb9paijOXBo2na1XfrcZzj0EK8BXpQGuoFVde+KpP2B+4lJtYkoieVIxaqcQe9XIQ9xH1H0L3sF5DHafqXtMzt8fiWGp67fl+fM+rY1hUiD2mLMP547ex9leLHCYZOjHBkxkk4n9MQ/Y3t9SQsBV6VI0awo0suvsP3cjDb7jfE5x8bXjLbokPRu2+PSF1Okvz6XKCRSRD9b0ixCc/MJYjO+aaOTvnWyO1oK8iD0s4vSdZyRtPRocxFJn7a933jtJxuLEFq8pqegUYa+cxeiiPLmxJriQuAC2yd3POfVgDUovG4pjaSNCYfWUsR930gTzMxk/zLbWTNreuwPrO/PTXJGHD/WsXHYHUi/piQJIWk/4Drbx6glE9HB7uGj/NrOlC00F+fRqdBia9x6LL0GOq506fsVerXPBW4jNhpKjOsabWNW0sHuqRExD7aLreeS/dJSiycRWbMfIpyi9wML235tJvuziIKFjwGPk79vOBX4YLOplMbL79gerYjwvNg/gJDgy7q5P6yNyebI1VCVynOBrRlalC0N/NodtEiazkbSUbaLRZElZ8E5XSaFCzJdFmPp80UnRCMs6B8CZoy0ozjOdko5Qktfn2Hi8s1xZ9BilPQTInXlaobSQGx7z662W20UqU6v0H96FnA0EQHTsDTw3S59T2kkbQ5sQQzG7dTppYE35nK0SjqbiLzbD1iecFhunMsZV5p07zS0N3ogo+5UKVRQL0vS2wiH9nnJ7lZEZNzPu9oeob21CR26LI5KSccQTuiTifPfDrgcuAVmF+zo2sYVtjfWcK3BXPribb3BqUQa4z62sxV1md90XPAV1c+udEPSic5UJ2AE+10dxXMUNAKyFTRqtdMUNfoYsJzt0kW4JgSSriUW3Bem91sSG5y5dFTfCTwPOJMyDo9ifX9pSm/wlyY5a+4CtiVkFR4lNppzzWuf7kw1YMbZfmen9Pyky/kvCOP6gvwslN5872nrP0nF2tqbnB1tTgGmA2vY3kfSqsDKti/raLeRgluGmPdfnt5vSvQNW3c68aF2mk2SJ4l+J/smyWSUVihZpXKRNNhvrqGUitnYPrGj/YZLgZPSDZx9B2IBYC+6Ve1b3vZxkj4NYPsJSTn1R15M6COeQlz71xOad7tKOt7218ZjVNJOto9Sjwaghqps5tJALn19TmZIXD6X7EHDRsA6pXauWm005KxO/ypCYuKZDE8zn0VGfdMRohgeJDQBP+rxFd5aBFiSOVObHyKKruRiB2Iw+zAxOC8DZKsuOwA+SUxSHpL0OWJRsG+OxZ5GLvwBQKYFa0m9rM8QTvn7ABTVZs8GsjhyW/e90r/30LHibg/PBjZ0StmVtDfhKM65afuwpKczVJl+M+LZzUFbb/AJ4N7c0Xa9Y1fiQWBmzk3O0U6hw2f7aRZm0zEEUP9Clw8SMiPZvgsVKhZZgn5z5TbNvLmkE7c5lY6fPxDYxj0FjYAsjlxJPwDWAe4lonHfAmQrhJX6moMJ7fJFiM2ehyfQuuLJxokLYPsiSTn7txcShYdfxpC0Qs7aEiX7/iJIeg3wWuBZktra7ksTY0zu9kr1a28jdLMPsP2ApJWJehy5uFRR5+Rw4PTC65d+dJWlEUPOsn0lrUI4yy7PcnZjM+7zb0VSDrt3Jgo967lFiEy8bP2yC0stSmqvnRt5i5z3//8S/fHLiLXiLOAEhjL/xksRicVeBrERO+kcuY4KrAepTJXK3YjOblkiWmdY00Toeg6+QaRXXTcfBoRB0HVCXXpC1Czo/5Hsf4GYsL+UcICMy5FL7MpAfw3AnN9z8evjcuLy1wPPIHRBi9Bn5/xbCj3tvlXf58HukcCRySF3HsPv8xcSAvk5+BZwJ6FVJoYE+K8kUg+3nleDKY3nfElHtCZGU4AlM0eMrwjc7dAQPlLSYsBKRAGHicBn0ybJlsTE4gAyaK0lBlH4o6Re1hQPl1L4Gxm1fQcwIVqJSN9qeCwdy8lHiA3CNSVdTETN5tooWZmogNw4opeStE7XyIUeNkqvX6b3zSbnbl02OeeBLuPklYRW3/1Ev7ksUQTnXqL4So4U7UOIzZ1mQfNCYkxbRtIHumZZSdqecCgWKRZZiGauvCKR9fGb9H4bomBSrnnzWHSdYxUtaAQ8nXCuPkDIbf0180bMd4i5wvHEM/wuYK2M9ktzvqTvEUVpGlmj85rNkwybqW8FnpMrkqwPJfv+UvyZCBDYnlj7NMwiNoSzMIB+bXni/0GK6AO4OZNtiOfoFcB7gW8rKtUfYfv3GdsoySEMOcv2Bf5BONC6OsuKM0HHxNm057XJob4DUUekEyMFjrXazRU4VnpetWnKhL8KwPb9ComjTngupSsk/db25uNtZxCbJJPOkdtg+2Bl1tp0FKe6SKHzWFKg/g7g+knqxIXuE+rSE6IVGR5p+jiwku1HJY07AtX299KPZ9u+uP075S0oVfr6lBSXXx64USH83k5vyyX83hs1VaI6/RGtn7NXjwe270kJ+35K0fukovJ7F/aTtBsRrXkFsLSkg2x/vaPdhuOJxXzDk+nYAj9hTDRRrK8DDrP9K0lfymG4nQqmzFqzGkwhyl9LOoOh6q87Ap0LFIwQ5TibXKmvwI+ByxWaXxASIEdksg3Euab0s7WJSe/vbD/e/F7StrbPGqf5QwknYsPDfY51pdQm59zSZRP4LODnts8AkPRKQiLocGIhm2Mz5s/A+2zfkNpYh4gi+QTxzHWVy9qXCVYs0vYuAJLOJLJt7k7vVybz8zUGXQMI+hY0aiKOu2bk2X4jgKJC/auIvnqq7Wd3O+1hbfwh2XwSODwtjgdWqKwjzZznCz3HX0SeyNnrCSdEEV33wn1/ERx1O66RdEz7XAtQul/7FUPZPNMIWZTfkcnZl9bqZwFnpXM/CthdUQviU85fIKuXrn1bEWfZPNDl/BeEMbHr9Qdm30e/SPOqT43192MwWuBYTkrPqx6XNJWhwLQVKFCMchS6RnkX3ySZtI5cjaC1SSzWuvITSXsSixeA8wkNzFwD3a3ETvPpDF9s59pB3oVJ9AAAIABJREFUmd906vTGmhBl4GjgMklNkYntgGMkLQHcmMH+wcy5uO53bFwM4PpsCbxHoReaW1x+7ww2xqJd3b2pTv+2XMZdvnr8Iwo90iZl/S1EYR3ovkmyTpINmE6kjH6KcNDkcuQu1I54sf3YgCeMXbkrRQVtC+yv0IvOFnUKfbVmD5bUVWv2wJ73bXmRLOmjtj+enBpbpkPft50jCr0592nEeV9DXJf1iCibce+Wt7H95TTmbpUO7WL7qhy2e9p5gpGr4u5PTIzHw7CCHI5CgrnneEU2OeeBi8f+kxHZzPb7mze2z5R0gO1d03Ocg7UaJ25q40ZJz7d9q5Rlrfe47b9JmiJpiu1zJX0rh+EBsErjxE3cC6w60h8XoFNhJqL/uRdoitP8BViMmB92zsiT9Hqi73kp4VD8DSGxkItH0lh7taSvEVlPWceukpROESau+c2SrqBQEEHBvr80qysKha3DcOmDXDUBivZr7qkPkjaHd89lP2VA7kRIc9wL7EEE02xA9DtrZGhjxEKLdJeYKuIs0/C0+znwUHHgcRehZ4BjoqKujZuspxYHdbDZlhRqAov+OcKfzzVN4Jgz1HYYg9Lzqm8T2awrSvoysd79bAa7c0vXNXXxTZJJ68ilrNbmIYSOySHp/c5E5Mt/ZbJ/W3otkl6TjS6LMdKA81qGoq1fKSmbozuFv58ONFGyu9mekX6ePl67GiootUJPusPSREpdFkpfH+A1mezMwdymO3Rso/SCoJfFiUi2XEwnJg6HEIPMpcBOCpmC/+loe2FJCxPRiN+x/biknH3oXyRtb/sUAEk7AH/NaL80pbXWoIDWbHPPS3qOezSUJWVZjKWNrpNtn6goRLa2pIW7biK1zv1EIhr0uvR+XTJv/KTo3my6lOOgi7fv1rTBfGh6vzuxKZyTopucKRL9K8Azbb8mRbRu3mRA2e7Sv90t6ZPAz9L7HYF703iZK8LjBkmH9rRxY1rQ5NhMfUDSksAFwNGS7iMirycC5/SJ2D87l/HUjx1EbOw8RVSK/nDT39n+Shf7TWRxQV5NOG4Psv3nAvZ3JhwF/0Okxa9CRE5NGBQF5/6D4c7EXBr7vZG+gybLTk8hDieuzzcJSZRdyLsJMNB+LQW75MjAaPgt8BPgDbbvbB2fIem7XY2rT6FFSbMLLbp7YfRSzrKZDC8c3sbAc2CYQ3c8FL93JG1MyNYtFW/1APBeJ9kA20d0MN+W6WwCi3boYG8YrXFxM+KaDxsXM1B0XmX7aIX04cuJ++gNtnNmuJameESxyvg55z+Sjgf27IkAyGX7mp7U5r7HSiHpYNt7DKKt8SBpWUJ/a3WGy1rsmcn+acSO1XW0HogB7Dx1IkXJbk1oLbcH91nAL23fkqmd4tcndUwrMfz77VyYIO1O7k9EfokChf7S7vkXiMhBAxcR1d2z6LRqPlePl/Rp2/uN87N7Erv71xDyAasCR9neatQPzr39NQln0DOJ7/YO4F0erj34b42k69oRJAqt4mt6o0rGabtf9emZtl+cwfZMIqJsOeKZmgE8Znvcm1899m+w/R9jHZvI9Pt+5uGzKxILspcR/c85wIfcUZajTzsbMbTJeXFrkxNJy9m+v4Pt0wmnwWdsr58iiq/KdO8vz/B+/2JC9uBBYNUcfVDaTNudoaj0i4kNt38CiztJUnSwv0Sy1eiuLQMcnWvsKk0a35ux5IJMEfuN7UuJlMXGUfx2YA/bWRw2kqYB72NOR+J7c9ifi/Y7afVNdJJDbHHCkfgDwtl0ue33Daj9ote/S99fmmaO0J6b5Jo3JFtF+7WewJkpRPbj022/KpP9YdkwuZF0M/B69xRatP38jG08nyFn2TltZ1nXcb0kgxgTJV0LfNCp2KKiRsYhzpOFWpQBjIvF51XzE0lX2X5Rh89PJ5zbGwJHkjZJbHfNEBpqYxI7cs8l0hqya21KuhJ4q+0/pvfPITRCBjIIL8gDPoCkS4gowV5H4pGZ7F87ETrQkZC0mu3bJS1u+5EC9oteH0l7EB33vbSq++ZoU9IfgO1K7rhJOovYvT0qHZoObG37FZnsr9Z6W6R6/BjtZ+sfJAmY2py/pHfneI7TDjpdHRuTEYWG7XoMj1y71va40+fSJP0/CA3TdgTx0sDHczhDm/su9Q+L2f6aQrt5g662k/2fEpEW7ed2SdvvyGF/QWBBH9vHouv5S7rC9sbtyXPOe2iMtotvkEs6wXbnKEhFimd7E7VLRNOkoN+8J2eARQoOuRl4J7FQnQ7cZHuvHPbnov2uC8qXEBkMqzH83smVHl+U5vtt/bskcHquTea5aL/T9Z8L+wts35/WdFsSWUG/Ae4Cvmp77cztFOnXFJqjDU3U4wmOors57J9LnxRs250lq5L9K2xv3HovYhNjILUlctybkpYDnsfwTbALup7bIOj37Od6XhUyN18CHgV+Tcz9P2z7qFE/OPf2i46Lc9H+Ah14OBaS1rV9fUcbI26S5GAySyvsXdD2x4hCBE1o+upEqkklmGa7b6XETJwu6ZUZ0knmF89MkUdLAqtKWh/Y1XYuzabS12cvYO1CUUD3DiBtYmXb+7bef0nSjrmMu1W0aj6RLUUvRRm0ndB7EbuK83ZCI1RQVdKN9OTR/+6My2jNrk0U3VuW4alcs4D39/3EvCOFfMx0InINMkrGEGPsB4h7EGIz5tCR/3xC8qd5/YCkTySn+cH0X0xmyYSZ29Pp+PmHU8ZEk4a2GRHZMQhyFhwdiU5OM0m7Al8kIpCeImWsdLU7CAaQbXO6pE8RKZ4mFVtU0mnM4BR6ru23StrB9pGSjiGvhu1YdI26+SEhqTCTobohE4lH07+PSHom8Ddg5QG2Xzrq6U+F7XdhLyIaek+iYM82RNZlFkr3ay6frfmx1s/TCMmSnMEbRQstzgWdxnVJ/0XcQ88m6hZtRqT4d3Z0D2BcAThfURvjpwyNLecpFeJ1t4K7r7T9CUlvJPqANzE80KgrpcfFsRjEvGqekTSL/n36sPsngxN3TeA22/8raWtgW0l3236gi902k9aR67Jam08H1iUcuG8gNLkGtdiYCPxE0vuBUxkeDZ2rw7gUOEmRcvw4ZTruknyLqEp8CkRlWEkvHf0j80Tp63MHme93DQm+z5B0LPALht87OScqZ0p6OzEpgkh1yFmMbH5TcsEx3gndoCqoTniSs/vYnPe87ZOBkyVt7nIVlD9EVEA/yfYNKVPl3FzGU/TMN9NrQqHhBS3moPmubY/6dyPQbHzNGPWvBkPXvucjxLi4pqSLCVmat3Q+qwWHrtfnY8C6tieSrnjD1yibbdMULN215/jbyeMUajSOH1Doc99DOA8mCg86aWpOUE5VyLZ9ndAxNyGxMCGQtDjwUSLd+P2SnkcERJwK4+77B4UJDdjViPowAIcR0YM5KNKvSfolo/S5OTJ0k52ZPYculnR5DtuJooUW54Ku49ZewMbApba3SRGKnTTLW5QeVwCa6NVeHe0X0b1YcOOHex1wvO0HlacwakN7XGy+R5FvXJyQ2B7UWvQEYCNJzwW+R8xvjyHqGGVh0jlyJV1ke8s+3vaczqzP2T4+pYFsAxxARAblFE8fjQVZFB/gMWKy9RmGvoOcHcY3COf5dZ6g2iC27+jprHNGSBS5Pq1oyluJ3chfMdzZ2iWqsh0l+Ajwytb7LBOVVp8gwul0VHo/FfgHw3fVJzIl+4dx3U8eXAXVycBSxGbD34FjicndvV0MtqM1Jc0hRZAjajNtnp6fFqw4iilkiwad4KnB243yu079m+1fKjTLX2h7QvdhjiI0/0lEkIuozp2jSNhk4Y/E+DgRKZptY7tzZfgx+H5KD/4ssRhbEvh84TbbdB3Xz02yPScyfN42P4s7zjWtLKoTJJ1KZP4NMoCm6/U/nIiGbnR27wKOJwJeFnSOJiSZhsnlZaRUv3ZA+vdNwDMYinJ8B+EYzUIT3ZiYQhRbXyaXfZcvtFiaf9r+pyQkLWr7ZkVB3BwUz+J02QLZpyo0kB8FPqAohpVF8iPxSeDXth+S9DlCq3XfidLvDwpFjYm27Efnmj+Jp2w/kYI5vmP7YElXZbINTEJHru0t078lve2N0+11wGG2fyXpSwXb6+WgAbY1Hj5KpKGVihq5A7h+ojpxgTskbQFY0sLEbmXOgajU9Wmeqf9Lr0XSqzODmKgMcAdufpNNRL0PXVOsViBS+VdnuDNuIAVjJgLJ2f1FSesRaVDnS7rT3TSci0drJlmFH1JOMmbCpgaX7t9sP5kc3fObrv1Db1TaWpIeJDYlsxZt69d8Yfs52vg0cImkyxjujBukfMZ4KZ5tkyJl12H4guzHOWzbbqI/L2D+RDHt3PHzTaDJRq1jXaPJBoakDxJFjB6w/S9Ji0va3fYhmewvATxq+ylJawHPJzR4m42krtd/Tds7Nhupth9R5tC7gvzF9ikF7Rfp15rMXEkH2m7f97+UlHNONJOhIIdGgzdbET7N50KLdB+37kzR9L8AzpJ0P5BLgm4QWZxIeh1zXv99utq1/amkk/tgmsc9DOzQ1W6Lz9o+TlGg7WXUwMNhSNoeOJAowH0fEShyE/Fd5+Dx1Oe/i6GAjoVH+ft5ZtI5cgfEXUkvZVtgf0mLErtwnZjbNBDbR3RtqzB/oGzUSBMRejr5IkIHyW6EM/5ZxK78mcAHM9ovcn0GEU0p6Uhgr0Y/JkXAHJhzwpImz9OBNWzvK2kVQjc3ZypUMVLK+kFEZMdThNbUh1MEJLbHlbKUpDjeYvu4Uf7s4vHYbnEyoSt4NhPMGTcfuI9I3/0bHVN4nanQ5Bj8//buPMyuqkr/+PdNBAEhDIIDCghpBNPIJJEhURnEWVABEUEUaaFBIUjbItpKkBYEwRaDgiJGRaSBxoFBaKYwg0xhBn+NoAiiNsgQGZrp/f2x90ndqtykKnX2uUPV+jxPnnBPpfbZ1HDPOWuvvVbTJWP6fWsw0NwDAXCzpLNICzlPtoxdYjfDSov6eEvZpG1qnmpP0vtaVZJjS9JD8pqSvmr75JrjVw11bHvekA8VWSCXtCQpCGRSRvGzLR8edcPC7HukZkNNZcY1aRIN7baB+Q2NtiQFcn8NvBu4EigSyJV0OHDUkHuTf7H9bzXHbbxWX762Hz/Mtb3Xfcr2d6oXth/NJdyKBHJJAfq35O/rBcD1pIXUXfP5atVKBJ6VtDQDO2Mm03J/3uMOkfQD4GKaCZY1/b72MklrVffIktZkoNxXCVOAfUl9DUy6xy0ZKD6Z1GjxnbQ0Wiw4PnlXzysZnGBRZSXWuq7b/mD+z5lKjeGWJzX2KqHR6wqApBNINaK3IpVz2REo+by4LvA6Sa0xuSLXLSLxcDiHkWo2X2R7I0lbAbsVHH8PUszna7bvy+89te9jW6l/kxq7J28dfRcpS+R/JL2atK2xVnOpvKUQFrINxPZn64zfKZJ+QXpQnUMDWSMa3IF0vn7Ytp0vlvvbbqzOY9NfH0kXAjsNeaD5T9vvLDB2u+6gRbsFSzqedLO4te03VDfu7lAH2LokXQt8h1R4H1Kto/1s115hlXTDkMyFotShDvT9TNK+pLpWq5CCcqfbvrPQ2KuQgklDs9ZKNJ34je1NW39fVbZr/NdJZVD6cmswLPyBwHbt7B1Js9scdolFMEn3MVCWpt05imQoSvpvYPeqlIikV5IeaHYBLre9Xo2xpwI/JO0sEfAY8EkvWN9w1HKQ/gTSVmEBa5Ky0ossQJS+Fo4lkm4j1TKca3uD/LPzU9vbFhq/sc7lndD0tb1p+fu7frXTLN9L32q7SOZU9b2UtB+wtFMDyWL3K5LeQSo3N4UUKJ4G7GG7WB35pkj6KSnYdAcDgdYi15Y8fqPva5LeBXyflOQiUtbd3raL9MaQdDrwBKkEBcBHgRVs71Ro/Lk5yHSr7fXzTs4rbG9WaPz9SPVf/8Lg72+pGsjDBYp7WsvXvfp7WVK2/lsKjH0yMJnUBK4KurpgvOQcUsLYtqSyCk+T7jlr3ZePNPGw11XXRUm3ABvlHRnFnltGcP4zbe9QZ4zIyB0F20/Rstpj+yHgoQLjdmobSNN+mf80ogpI5jdTbP+9qXOVlrdOfJQGG/Z04Ouzils6LubMiFJNPyZIWtH2ozA/E6z0+9Sm+YZ9Lsyff5ESER2yzJDMtJ9K+tdCY18k6XOk2qytWX2lGhWeI+k9tn9daLyxaDXgANs3t/tg6+/HKJxC+t6+l7RK/HFS44wSmi4Z09dbg7MtWh4IDpV0DFAkyOcGyze4+fqjldU8uB70X/Oxv0mqWyv3JGBf21cA5K2GsynXsAfSFr2tbN+TzzEZOJdC32NSB+q9gLNpppFsY5S2qx8PvNL2ekqlY7azXSo7qNoW/3zOuv4r6b20lIlK9R3/DyBnV7604PjkcZuq1df0tb1p5wOnKe2GhNS8p1RWH6TNWpuTsh2rhbWJpQa3fYGkG0nZXyLtPOuXpoVTbZeqadpOo+9rts9Xai63bj50d/V7XMh6tqe0vJ4jqcjie9Z0o8UZpMZ7jxQcc76FBYqpce2V9Pm82DK//0OrUoHQ7On891OSViXtknt1obE3AaZUC1QN+DAp8fBo24/lxMMSz4sdqT/dAY/lWMnlwCmS/krL9bEDaidBRCC3NzW9DaRRtn+cA2Ovz4eKNizJF7KTgZXy64dJWTx3lDpHw66UdBwL3lAXySzrwNfnBUmrVw8YktagflfTyjHANZKqOq87AV8rNHblubw6XGV2rEJ/bVM9T9IXgP8k/T/sDPw6B73r3vzunP9uLfVRslHhDOCLkv6PdHNasgnlmGD74GH+ycWklfXReLntkyTN8EBzsutHOdZQjZaMcbMNJzqlsQcCSd9uc/hx4AbbvypxjnyeFYG1GRxsurzQ8JfmDJLq/X+HfOxlpAzaOl6ogrgAtq+U9HzNMYeaVwVxs3uBoSUc6qgaFba+R/RL5+kTSQ+QVePLWyX9DCgVyL1BqQ7jiaRyHH8nlR0q5RTg4pbM9z2AYiVr1Hytvqav7U07CNgL2Ce/vpC0q6GUA0i/V7+wfYdSCati2bKSLra9DWlhZ+ixXne1pCmldga10fq+1vosUfJn800M9GbYQFKx+tnATZI2s30tgKRNKVtaoelGi38k3Ss0pYlA8UHAUaTdL6NNbBipc/K15RvATaSf0VLvPbeTAqG1kwHbicTDYW1Pai73WdIi3vKk8iWdUjt2EqUVelDT20CaJmlL0g3u70nzXw34eKmHPUlXA1+qtiTl8x1ue4sS4zdNqUbQUHaB7c15/Ea/Pi0/n5eRvr9vAfYquE1pCgNZdpeUvnmUtCvpoWZj0s/pjqSC8E02CStGaZvzwtiFtjmH3lRnG6Kka21vprSF/dvAn4D/sj255pw6UTJmeVJWR1V39zLgq+5s5/JalLoGzyLVnPsO+YHA9pcLjP19UsZRaxD0PuDlwL22Dyhwjn8iPZS9lrQVcDPgmoLXLpHmXTVuuwo4s0S2iqRvAUuTStJUC2DPkDNJSiykKpXtWQM4PZ9jJ1Jj0IvyOYo2YOknkq63PVWDS680UmpH0uuASbZvLTzuu4Cq6eSFJe/J89bOrRlSq88Fyq6MByW2qDZBqVHVMqSg8JYMlKeZROomv+5CPrVnSLqLtP37PlLGbLUAX2Q3g6QPk74WT+Rr5MbAYQWTWxrZvq5U7sOk5kXrkN7rTboG3D0kS7dnSTqJNP9zaaDvTH7m3dZ2sYXTnPH8dtJuly0ZUvapqZ0GSj2Rlip135m/NhuSau62fu37pTTBXcB7hyQe/tr2G7o7s/6gAuWZIpDbo/KbRVPbQBqVtw991PZv8+vXA6faflOh8ReoX9Lu2HjVia+PpJVJD/EA15bcIpa3vK5te3bOll3W9qKCl6M5x7qkYIqAi20XbRzQr5Tqfx8IrG57r7wdbR3b5xQav23zq4IZfWNenQu/pPeRGnGsRgooTgIOdYGO1FWgpu44ixj/TFL2QpUF9zFgA9sfauqcTWrggeBaYJrtF/Lrl5C+19NJ9fxrP1TmB9eppPf8DfP76OH98D1YyAJqpchCqtrXKW49R62akpJ2IgU85kn6NwYCHnPrjNsJSs1XPwOc4VTaaEdgT9vvLjT+B0kLv4/n1ysAW9purMzXkPNfY3vzGp/faK2+pq/t3TbaBU41XOtR0gxStu+qpJ0qVcDpCVLzoePqjN8JedfdAmz/odD4Ve3R6aTmQ0cDX3GBvg95/LtoYPv6wr4ulYJfn0YaLbaM33RfleKBYqVyDfuSsrYfbP0QhRNaJH0aOGXI138X27UbLWqgN9IgVcZrrxsDiYcfAo4klSoRHd4lWicxZ/4YEcjtHfkHaqH6JZujuigPd6zG+L8gbW+o6oTuBrzJA50xe1oHLsqNfn1y1tSuwFq2vyppdeBVtmt38cw3FJuQHjBer7T9+Azb04b51MU9z4qkYFZr4f1+apq0Hgs2rKq9TUzSaaRtqbs71TFcBri6VNZUfmiqLAW8GbixVEbfeFBiBbcJkv6DlJnSVMmYBbL3msroa0r+ffoXUjDlUyWDKZJ+C7y5JZC1PKmpxTolbhbzmFVW5c2kWuP/J+kO12w4JGkeiw6mROkVFgh4/Dtpq2exgEeTlLaqfx/YgrQV9j5SxunvC43f7v2hY83h6p5L0kXAB4AjgJVJ5RWmutxOqkav7d022uviwgIplVIBFUn72Z5VYqyxRgPNvI4gLTr+rOTvrlKptv2dtpX3nXZfi169D2ynyUCxpONt7zP8v6x1jq5eW3pdnyce3gO8v1vJXJLeYfuCOmNEjdze8v5FfMy01DnpcTdI+gEDxa93pWy9oE8ChwJn5tdXkOqV9Yt32/5i9cKp2dZ7SPWPSqi+PtXPyxX5WCnfJdWU3ZpUS2Ye6XtRIhvvg8BGpEA0tv8kabkC484n6TDgE6TaSlXwoG+aJuWboi1JgdxfA+8GriR1d69rsu2dJe0Cqb5SDtwXYXvQe5yk1YBvlRp/nBj190PNNhyqbnRb60uV/L16WtJ021cCSJrGQM3ZfjGbFEypMvceJJVCKJEVdxRws6RLST8jbwUOV6ove1GB8QEeyJmOvwQulPQoUDvryPZyMP+9+SHSImS1YFiqqQiS3kuqOdq6AFasHprSNuo925yj1PW32hb8XuD7ts+VVKrGbKOctl6+Pf88TrBdsnYwwIQ2xzr5jFM3K6bpWn2NXtv7Vacy32zPamoBfgx4UKmJ3bbAkTkw1O73ebRWBu6U1Jfb12m40aLSzsfPs+B1q8i9mxtswN10EDebKElVRrdSKbFaDbIlXWl7eptF7H7sG9Jk/emm/aWJIK4Gyq4s8CFaytLUDeJCBHJ7ihvsOt1h+5AaKlT1h64gBf9KmUzKppxA+hnehhQsKNl9ukmNXpSdOtqX7Ng51KZ5a+Tc6nxKze1KeNa2JVUXzCaa/H2Y9FDzbANjd8KOwAbAXNt7SHolA4smdT2bfx6rr/9kWm58G/AAELWUWuRg1uWkbKl23VPrNEdprOGQh2lGJunjtus0B9oH+HHONIWU1feJGuN1Q2PBFKcmdueRSk7cRWo290D+GSrRpZiWXR0zlUoVLE/ZzvHbefBW8uOVtprXbuwi6QRSrcqtSI1KdiTVpSvpZOBu4J2kINyupO9FKU0HPIqTdOBCjgPl6jCSEgi+Sao9Deke9MZCYzduyHt9sSZqLTp9be+0Wu+jeXfEESwYaC2yRbvhBfh+92HgXcDRth+T9GoKXbOymQXH6oZGGy3m8U8D3kdqWvtx4H9LDa7+b1B+PnBavvYC7E3N+x7b0/PfRROVOk0LqT9N/7yv3ZB3q/ySwYs8dRMn31fz80csArk9SH3c1CWvVP3Q9q5AqRv0oU4BPkeql/hiQ+doUtPdjzcBvsjAChkApUpbAM/l73P1QLAK5b4Pp+eL5QqSPkXKJD6x0NiV24EVSFsX+9HTTvXznpc0ifT/sVqhsQ8h3aCsJukUUtOhTxQaG0mzGFilnEDK4uybkhYdci+pi/O382r9FcDltn8FtZs4LGP7uiGxw2INKIYxgxrvc7ZvJq32T8qvnyg1sQ5qLJiihTQio/BOg/ze/0rS1nhIHZfvLzT8k0rNKP+T9DXahZYyHTVtkcsS3Gr7UEnHkBqllPQPtneStL3tH+dFkisKjr/IgIekFfNCbi+pHlTXIe3aqepxv5+ygfT9gC+TAhIGLiQFczulbiCxNTNrSVKZmicLZmbNZMFr+1hJHoHUxb6O2aT7n/8gLfbsQdlFkiYX4Pua7ado2XGaSyAUK4PQqazrptg+Mi9oVo0WD3PZGqQvzwvBM/LX6jJJ1xcc//vAgR7cgPtEUpmdfnAQsBcpmQDSteUH3ZtOT9mEBupPd9Ak4CngHS3Hau+Ad6H62CMRgdze9ENSsOnD+fXHSDcZPd9QxPYLktaQtGSDGY//a/vs4f9Zb+rARfkU0sPdbTQT6P428AvgFZK+RrpBrd11PVsF+C9SI4h1SJlYb1/kZyy+I4C5km6nP7dZ3ZC3N59Iyjj6OylgU5vtCyXdRAoCCZjhgo3sGFxi5XlSE8SrCo7f92zPBmZLehXpGvA50k1kiZX7h3PwsAok7kjBB6Zh1A10NFpbvGk58/YEmlsomcFAI7KtlBuRFRobmN9g5BDgLwxcW0y53TAfBY7NfwxclY+VUJXheEqp9vojFCzbkD2X/34sZyH9mdREo4gRBDwuJjVA6xkt22ovBzauSipImklqflPqPE8CX1jYxyXNsr1fqfO18bE6n9yamZXfK7ZnoKFsbbYvUGpE3NS1vREd3KK6tO2L8xbqP5B2HdxIgd0AWZML8KGNsbR93fb5LCQLVDUbLTJw3XpIqfzQn8jZs4W8rAriAti+tKHdlo2w/SLp3u2Edh+XdKbtHTo7q55xO2kxvy/rTze1E76T7z3R7KwHqc+bukj6CWmPAmNjAAAgAElEQVS79FkMbnpTJENX0jakTJ2LKZsK3xH5Albd1K1DClieZ/u5YT51pONfWW3baEoOEmxDelO6uFSNGbUp4K+CjfLyeHeQtpYPCnT346q9pNcBk2zfWnDM9Vkwm7svfrfGAqX64lNIwbIrSNsvb7JdO3NW7RsO7dqJ1eN2v9uL+fl93fAD5gcltmQgmHJtqWCKGmpENuQc9+SxHyk1ZqdI+jIwi3Td+g7p5voHtkstQlZZ0WcCbwR+BCxLakbW9gGwtHa/I71CqRnf+i0lpV4K3Gp7nQ6df7TNsLrWiK/k91PSxba3Ge5Yr5G0xqI+XuraJelqYDopkeASUv3yr5f6+ZT0XdJOuY+QGl7+Hbi5qUBCGD/qvk9Ieh/pXnM10jVyEnCo7bMW+YkjH7+vG5QPp5evu01TKrG1IWl3Td8lRkl6LelnvmqofgVpkfOBgufYEHhLfnm57VtKjQ2Rkdur+r2py+/ynwmUySIbag9Sh8QlGJwV1C/BpsuBt+SMsvNJWYo7k+rplXBIDgY1EuiWdLLtj5FqAQ49Ntox9wH2BdaS1BqUXI6UlVXSU7a/XXjMjpH0QeAS24/b/r2kFSR9wPYvC4z9Q1J23R008LuVbxgPA9YgXX/6LjOiA14OTAQeA/4GPFwiiJs9SNrdMYeUcfEEqR5ayaY6C1O3FmyjtcU75CZgLdvFMhFbNNKIbIg/Ao2VeFKDzfhsH5b/80xJ5wBLuXC5KtvVdsvLgSK1NRd3Cl0450j9BLguP9QDfIAU7O5p7lwjvtYddxNIW1afKTDuUqTa0Cvne87qfXgS8Jq64zetg1tUZ5C+TvuT7lG2AnYvNbjtffN/niDpfAovwIdxrdb7vu2q2erjpJ/70ppuwN1tvXzdbdrMbk+gptnAz4Cd8uvd8rFtSwwuaX/gU6SffQEnSzrR9qwS40Nk5PYkSRuQbnpbm7p8vNcv+lUwL9fZObbB8/y2U1kcTagyQ/I21aVtH1Uy41rST0mB7kHBOBfqnD00s0WpZuJttqfUGHN5YEVS2YPW7ZHzXK8maLtzfZMU4D6LwYHuvqjVupCM/SIrwpLurPN9HMH495BKxNzmuPgskqQ3kJomfRaYaPu1BcY8nxQgvomBxgTYPqbmuBOAHW2fvoh/c5ztz9Q4x0GkupqttcXPsn3UaMfsNEl3A/9ACrA+yZDtwQXP8zZyIzIXLHEk6STSDpJzGfzeWWq3zWXkZnzV+5mk222vV2DsTwOneHBpjl1sF2vEqi6X/+j1DHVJGzM4M2VuB89dd0fALR7ciK/tsRrjz255+Tzwe+BE27Vq+UuaARwArEpayKsCuU/k8Y+rM37TFpERXXQRWNJOts8Y7liN8c8i1f7+lds3MQ1hVAq8tzW2gDoe9Pp1Nyxc0zvgc2La5tV7ft6RfU3Je/7IyO1N25CawiybX/8dmCppglPDl171JqXac5/M5RUGZWAVDMhdLWmK7TsLjddpkrQ5KaNjz3xsYsHxpzYR6JZ0MGlr2NKSnmDg+/ssabv2qOXMqMdJJTOaVgU8W+vPmcJNgRrUrgFHqffyaxr+3fojcHsEcRcuZy2/hdTscgXSNs9SDZNea/tdhcaaL5eJ+Tyw0EBunSBu/vwj801RtRW4dG3xTnhnJ07SYJmY+/OfJfOf0ppsxvcp29+pXth+VKmhZrFALvBu218cco73AJ2q41w36704SZNsPyFpJVJw8vctH1up9ELtoqZS8/ObbMTXWK2+nFRxrKT9SmYBdYo719X9YGBo0LbdsdE6hrTz7gilRlL/CZxju3bWdRj36r63nUheQAWwfatSo85agVxJ37J9gKSzabMY0y/b70eg5667nSJpM1JpgjeQ7gknUrZJZ9MekbQbcGp+vQupf0IpoiVpJv930Z+XCOT2pk3yn7MY2MJ1K/DPks7o4QykE0jb+dciNWFq/WE15bYabgbcLOk+UlZQI1lNDTqAdIP4C9t3KNWtnDPM5yyORgLdto8g3YQeYfvgkmN3ku0mtg510g05q7gKSnya9PtWwk9Iwdw/08zv1ueBX+fMu+IZfWPEu0iB22Nt/6nw2FdLeqPt2wqPC3CRpM+Rusa31kYvFqixfR5wXqnxOq2D24Qb4YHGVcvm138vfIomm/FNlKRqESnvJCkdjG6k/EcOgi5Uy+9YL9Y7/RnwPtI1aoGmHxQuQSFpGaemcEPV3SXWZCM+JC2y3JPt/euMb3uWpC1YsP79T+qM22mSXgEsVb22fX/N8d4NvAd4zZDvwSTKLSJVi2uX5fedrUnbbX+YzxNCHbUaLdLcAmpVE/foAmP1soO6PYEuOo5U9/sMUtxqd+D1XZ3R4vkkKRD9H6Tr+tWk3X6lzAZ+M6Sk1EkFx4/SCr1Iqbvve6qHpPzQdC7pAf/GJrc+lyDpeNv7LOLjK9p+tMb4bZsf9PtDcimS7gImkxoZNRLolrQdKWMQ4NKWGks9L5dxOISB+V8GfNWF6yU2JW/N+DLwdtKF50LgayW26+XSBweyYCO4Ug1FLiDtMBg6/qElxh8rJL0SmJpfXldge23V+fslwNrAvRR+b8gLa0PZdq1AjcZQ5+l+J2k90sNZFVh8GNjd9h2Fxm+sGZ+kb5Bqc38vH9ob+KPtf6k7dss5Gin/kX+3TPtMjtq/Y2NBDlL+AFjW9uq5RNneHqhN2tMkfZ/U5PK0fGgn4E7gGgDbP645/smk+8KbGcgQct0Acafke85jSCUi/kr6Xb7LNZs55p+TDUl14r/S8qF5wJw6zyptzrU06f1hZ2BjUkbufqXGD2PLIsqKAOUaLUo6D/gMcIZT2b8dgT1tv7vQ+AuUW2x3rNe03Dcv8CH6K3msMZJusL2JWpqSlyr1N1bkklJVA/orSpeUikBuD8p19N5o+7n8+qXALbbXHQu/IOO1nkyntpkMF+guEEg/AngzcEo+tAtwfeuW0l4m6UzgdlL5Ekir2RvY/tDCP6t/SJo12ocDSdfY3rz0nFrGL1LvciyTtBMpg+FS0g3jW4B/tf1fNcbsSOfvMLYpdXb/ku05+fWWwOG2tyg0/kuBHUlZg1UzPtuu3YxPqY7zXqQFMEgLYD+w/cLCP2tU53lX6zn6sPxHI3KN0FNJNULbZczWHf83pJ+ds1ywvrKkzzv1MZhF+/u2IoFQSdcC050bW0pagvTQt9miP3PE498FTHGfPvRJuoWUyXqR7Y0kbQXsZnvPYT51pOMvQVroXN32b0uMOWT800n3zeeTgvWX2X5x0Z8VAgtttGj7K4v8xJGP324BdTfbvy80/gLP/P0Qy4j75uHlxMO3kxZR/0z6Of2EC9WOb0qnruudEKUVetMppFTsX+XX7wd+ljPx+rUubKvxWk+mI9tMRnBxuZiUDTBa7wU2rG5CJf0YmEuqn9sPJtveoeX1oZJ6ufb04ppW43Pn5tpYZzO49MHPF/4pi+XXkt5h+4JC441F/0aqc/1XAEmrABcBow7kduKGU9IypGzu1W3vJWltYJ2S2fpKzaNWY/DW4L5oUjhGvKwK4gLYvjTfl5TyKwaa8RUtK5KvVyfkPwuQdOaQ68Joz3M+KVjT7hy1F8ry78DaDN5efnmdMTukqhH69aZqhNr+45DtwSWC9Hflv2+g2e7kK5K22VdlMpbNx0q5HXgV5UqVdNpzth+RNEGpX8gcSd8qOP67SPfmSwJrStqQtFOrVB3Pk0jNFYsuHIVxYbshgbHj88JGkUCu7XuBt+dr+QTb80qMK2kXUvmZNfNCXmU5Bt7nelYEakfkY6S+LZ8hNWZeDah9H9UBrdf1vhaB3B5k+7C81aEKyPyz7eqHbdcuTaukvswIqMv2jfnvphrRjFSJQPoKDFyIly8wXic9LWm67SsBJE0Dnu7ynHrF0qQA7jtajhkoFcjdB/icpP8DniO2x7czYUgphUdo3+Cu18wm1cGssjMfJNXNKhLIzVkpnyCVhagymfqpSeFYcK+kLzOwKLkb6ftRSiPN+EaoE+UJlhr+nyycpH8CZgCvJW2R34y09b7nfwc6UCP0j7m8gnN25QwGHtZGzfbZ+T/vJC1Wv46BZyeT6sqX8HXgJkmXkq6LbwVmFhobYGXgTknXMXiRtl8aDj2Wy8xdDpwi6a8UbDZH+lq/mbQTBts3S1qz7qCStrZ9CfAyYPshCw0lF8nD2NVIo0VJBy7kOFCkd8XVpIWjlUkLeZV5pL4/PW0RpS3iuSVrCXY/AyxQIq/UAnlp1XW9bsmiXhCB3B6VA7d9v1IQBiyi3g4AHay3UzeQfgQpc3MOAw8cX6g9q87ZB/hxrpULaSvRx7s4n57hhjpnt4zfqQ7U/ex8Sf/NQBfVnYFfd3E+IzXZ9s45CwPbT2noU2s9H87neLbgmGHxfJJ0s14FH67Ix0ppshnfcDqxwFz3HDNItbOvtb2VpHWBw+tPqzPa1Agt+RD1z6RGZK8hLSJdQGoEWspPSZ3dB9V3L+hHpAziA0hBxS+TMmhLmVlwrG7YnhQs+CwpoWV5Ul3bUp6z/fiQS1aJ94S3AZeQfu6HKrlIHsauphotVvfj7eqv1/7Zz0G+PwCNlWtrUjyvFNHT9fsXUurycVL87Xsldww1JQK5oRvGa2mF9+W/q4eL1qymvslStn1qzhqpmjEdZPvPXZzS4roLOIrU+GMF0pv2B+iDFeIRGvXvl6TZtK8XVCxYI2l9FuycHQ8zme1/lbQDAzsyvm/7F4v6nB7xbA7UGEDSZFoyvwq4nfT7WqvxWxi9XFu9eO0wDW7Gt4ek4s34xohnbD8jCUkvtX23pHW6PamRGFIj9DgK1wi1/TDN7lj7X9tnDf/PRu27pADx0rbPyiU0zmTgPquWHtgJVotzM1dJk0iln0q7Q9JHgYm5LND+pIzCWmwfkutzn2f79LrjhfEn16rdvoFxD4X55fFm2H4sv16RwRm0tUjaDJgFvIFUumQi8GS/ZbRKegWDSxrd38Xp9Itej23cC6zC4MSZecDrgRNJpSN6WgRyQ3GS9rR90pBjX7ddZW1u04VpdV1Ls7FthxR5P0jSTXQuq3VUgT5J6+YHx6q+7gP571UlrdpHtSpb6zA+2OW5jJqkZRbSNKZOJ9jWbfBLAR+kYK1KST8E1gfuYPD2+AjktrB9Jukhvp/MJAVpVpN0CikQXTLDu9oJcDv9uTW4b6n5Rp3vG/6fNK4TC8x1z/GApBWAXwIXSnqUlPHUDxqtESrp220OPw7cYPtXbT62uA6R9ANSj4Em6sdv6tQxfm4e91FJS9YdVNKVtqe32SbcV9uDJe1N2g3wDOneQaT/n1IZX/sBXyJ9b38G/DdwWImBbb8o6fNABHLDiHWwIdP6VRA3j/uopJKNyI4DPkIqtbUJsDspUNYXJG1HCmyvSkokWIOUEPSP3ZxXKGIL262LpWdLut72VEl3dG1WiyECuaEJO0h6xvYpAJK+w+BVrJ4vct4wSZpm+6r8YgsK1MCUtNKiPt7ydR9tIP1AUtfvY2jzQEAf1OnLulmHsbb88/IDUjOU1SVtAOxte18A2z8a7dg5gNh6rlOBK0c/2wVsZntKwfHGjH6vx2X7Akk3kup2ipTh8XDBU/wYOJLmtjaHhWu0UWePNBU5qAPnqJXdYfuD+T9n5tJGy7OQxmq9ooM1QpcC1iUFCyA1XLkP2EDSVrYPqDn+Hnn8JWhmEfK5XD+42tGwCgXe52xPz3/3+zbhzwHrFb6mtJqS/7wk/9ke2I608FzCRZI+B5xGS33TeB4Ki9CpRosTJK2Yd9xUz5JF40O275E0MS/kzc4LVgeXPEeDDiPd115keyNJW5F20obh9foO7GUlrV5lV0tanfRsDdAXZdwikBuasANwlqQXSZ1gH7O9Z5fn1Ev2BH7YUqP1McrUGbyR9rWOoCVzYbQ3jrb3yv/5HmBfYHoe9wrg+NGM2SXdrMNYwn8A7wTOArB9i6S3NnSutYFXFBzvGklTbN9ZcMwxod8ftCVdbHsb4Nw2x0p4yna7rLvQsKpRJ7Ch7UEZ/5JmAD27bXsRtekHlW2wfUGNcyxsEYY89qT89+2jPUfLuSYCryQFKSHVUe3lLZ6dqhG6PjCtyviVdDzp3mQ6afGnrqm2myxj8W3gF8ArJH0N2BH4twbP129+B7TbgVTKKaRg8e00s1C4M+nnfd8hx3u6hmTong42WjyGdG9eLYLtBHyt0NgAT+XdBTdLOorUAK0fGvhWnrP9iKQJkibYniPpW92eVJ/oxAJ5Hf8CXCnpd6R7wjWBfSW9jLI1/Bsju9fLV4R+MSQjdDnS9r+rgK9ArDwPVQVybT8+5PjHe7mTYq519wTpxhdS0f3lbX+4e7Ma3pA6jGuTauP0XR1GSb+xvamkuVWJDkm32N6gwNhDAxJ/Bg4emqlbY/y3kQLQf6YPv/ZhQZKWApYB5gBbMrCQNAk43/a6hc7zTdLPzFkM3trcLyVd+p6km2xvPOTY/PehXiRpjUV9vGQ2sKTDSA+pJ5N+D3YFXm37K4XG3w84BPgLLVmh8f4Jkn4LvLm6n8r3V9fZXqfEz2iuH/+NJhchc/O6bUg/OxfbvmuYTxk38lbv2cBvGPz+X2R7eVWCosRYCxl/aRZMgDjB9tNNnTOMDfm9bYFGi4WvXVMY2FV5Scn3uXwN/gupPu5nSTtJvmv7nlLnaJKki0h9VI4AViaVV5hqe4uuTqyLRrpA3g8kvZS02wbgt+6DBmetIpAbipF0Hwtuua/Ydqw8j0C7h+VRjLEiKVjZWtLi8rpzy2PfOXR7fLtjvaaTD/RNkvRfwDdJdac2JXUy38T2R7o6sRGQdA+pREdjN6Shs3JG5gGk+mEPMvC+/wRwou3jCp1nTpvDtt0vJV36lqRdSAt200kBiMpywIsFs677WrsFtVKLbHmse0i1VB8pMV4nSDpwUR+3/c1C59mTlMF6Kek96K3A4aQmJjNt/2vN8e8iNUi9j1iE7DhJ15HKPA29dyiS9CBpG2AXGqqB3K8JEKH7ml5kCIuWszOfYWBxdnnglH66Dpc2hp6nlyE9k65h+1NKjS7XsX3OMJ/aM6K0QijG9ppK3Vk3r+q/hlGpVVNG0j+RgnuvBW4m1fa5hnI1bG+StJnta/P5NiXVcOpp/XJhGYF/JjU0ew0pcHYB8OkSA0uaBtxs+0lJuwEbA8cW/No13fk7dFjean+spP1sz2rwPFs1NXYY1tWkTNOVGdzNeh5wa1dmNEIdrj39pKRdgf/M59yFlnqYBfyR1MCrn1QlY9YBppJLApFKLVxX4gRKhXcvAH4NvDkf/qLtqlFnrSBu1rd19ceIJWwvclGgpqZrIK83JNlhjqQoMRVGoulGi43KzxUzSU3C5sed+iW5y/aTAJImAWcP88/HhTH0PD2bVJZy8/z6QVKd/b4J5EZGbiiu17da9rq6Gbl5y8NU4FrbG+bteofb/lDNeVVbKZYgPZTdn1+vAdzd6xm5YXiSbgU2INUb/BGpqdqHbb+t0PjfBVYg3Qz13Q1pWDRJ65EaxrTuBChSx03SK0kZdqvafnfeCri57ZNKjB9CXZJeR1pkm0a6Nl4FHGD794XGP4l07T2Xwe+fRbJamyTpcuC9tufl18sB59ouUt9d0m2231hirNB7JB0O/J4F7x2KlGyT9NsmayBL+ilw3JAEiE/b3r2pc4axIf/srAvcweCSOiV6qzRO0t2kkgo3Ai9Ux/slo1XS3sChpKzcFxlYBO6LQHQTqizxNgvlfdGcuSLpBtubNFGqsFMiIzc04WJJOwA/d6wUjEbdLo/P2H5GEpJeavtuSSVuUN9XYIxQk6R2DZ8eB26w/auawz9v25K2Jz10nJS3rJayNOkh7B0tx0pmvYQukXQIqUbuFFJm3LtJW2FLNeT4EWn1/Ev59f8jdQCPQG6HSNoMmAW8gVTvbiLwZL/ctANIegWDFxqKNQrLAdvtS43Xxv35z5L5Tz95JYO7QD+bj5Vyk6Sptq8vOGboHbvkvw9mcOCgVDDl6oYbsb4pn6N6v1kd+G2VIBElOsIiNN1osWmP2z6v25Oo4XOkjPqHuz2RXlGV+rC9nKQNgbfkD11u+5buzWyxPZvrlxtA0mRaFgr7QQRyQxP2JtUceUHS0/TZCk2TcumJHW2fvoh/VrcsxQOSViA1m7tQ0qNA7W0QY2grRb9birQ6X3WY3YFUt28DSVvZPqDG2PMkHQzsBrw1/7wuUWu2LWzvUWqs0HN2JGVzz7W9R86g/WnB8Ve2fXr++cT285JeGO6TQlHHAR8hvfdsAuwOvL6rMxohSduRykKsSmpWsgZwF/CPBcb+vO2jJM2iTRmHUg2ZbB+az7dsfv33EuN2yE+A6yT9Ir/+AGlxppRNgV0l/YFUziJq2I4tB5GaZz4h6cuksk+HFRx/M+Dm3OujiRrIUZojjFbTiwxNmyPpG6SEjX5sVPs74KluT6IXSdof+BTpeyvgZEknNllmrZRckukE4HxgNUmnkHZTfaKb81pcUVohhA6rUvk7dK63kQqzn2/72eH+feh9kq4Fptl+Ib9+CakB0XTgtjolLiS9itSE43rbV0haHdiy4Pb415Iy+qblQ1cAM2w/UGL80D2Srrc9VdKNwFak+ql32V53mE8d6fiXkhYtLrS9cc4OPbJU2Y8wvJZtaLdWAY5+KaUk6RZSnfiLbG8kaStgN9u1dxxIer/tsyV9nPaB3FLvn+sBJwMr5UMPA7vbvqPE+E2TtDGDM3fmtnxsRduP1hi7bfOVWIAeG6r3HEnTSQHco4Gv2N600Pjx8xN6Ur83Wuz3RrWSNiLtBvsNgwPRRRZo+1kux7d5Sx3hlwHX9NHP5m2knYSbkX6vru23zOvIyA2NyNkvVe2zS/upA2AHXCTpc6RtwfMboZSq9QUgaSJp2+J9+dCrSFsyQ/9bEViWgaY3LwNWsv2CpFpbQmz/Gfhmy+v7Kbc1HtLN0M+AnfLr3fKxbQueI3TH9XknwImkWmh/JzVZLOVAUqOkyZKuAlYhZQGHznlK0pKkzLWjSA3QJnR5TiP1nO1HJE2QNMH2HEnfKjGw7aoByp3AF4HXMXB/bcq9h34fOND2HABJW5J+37YoNH6jcgbWwrKwLiZlWY527D/AgqUzwphR7b54L3Ci7XMl/XupwSNgG3pY32Zz5119xw+zC7XXfQ+4BLiNgRrFIREtdY/zf9ctD9lJNwFr2T632xMZrQjkhuIkfZ3UbOuUfGiGpGm2D+7itHrJzvnvT7ccM4VqfUnaDzgE+AuDu+/2xQpZGNZRpEDKpaQL5luBw/NK6EV1Bpb0IeBI4BV57NJlUVaxPbvl9Y8k1SkFEXrHJFKA/lLSVqVJtm8tOP5kUt3d1UiZuZsS9zCd9jFS4PYzpOYl1feiHzyWSxJcDpwi6a+0LKQW8lPgX2nuge9lVRAXwPal+X1/LKj18Ndk6YzQEx6U9D3Sou+Rkl5K/ywihTBq/bzIYPtFSZ8H+jmQu4TtA7s9iR41G/jNkJJJ/dS3ou9LMkVphVBcTrXf0PaL+fVEUt3EvvnF6GeS7gE27ZeOoGHkck2f1wLPA2/Oh6+3/adC498DvN/2XSXGazP+xaQL/6n50C7AHra3aeJ8oXPyVvW35D+Tgbmk7dPHFhq/0a21YWzLAc9nSDfqu5JKDp1S8jpZdXIuNV6b8X9ByiA5OR/aDXiT7Q82dc5OkXST7VFn5DZZOiN0n6RlSJmJt9n+H0mvBt5o+4IuTy2EsAg5uethGtyF2iRJhwO/B85mcGmFvph/03LJpOq+54rWkkm9biyU1IlAbiguB3K3rN7kJK1EKq8QgVzm35AeCKxuey9JawPrlCo/kesRbWv7+RLjhd4i6Tbbb2xo7KtsTxv+X456/DVINXI3J2WJXw3sZ/uPTZ0zdE5etJtKqpH7z8DTBWvkzs0BmiNID/M/65f6rGOFpGnATFK24/xsaNulOsc3TtIkBs+9ZEmjbUiLUxcz+IHv54XGXxE4lJaHJmBmndqyvaJAILeq33wLsFHOBLvF9gYFpxlCCGEx5AaCQ7lf7huGzH9+0Kxf5h/GttiWGJpwOHDTkK3fX+jqjHrLbFINyaqu3YOkLuCl6gjfC1wq6VwGP0x+c+GfEvrITZKm2r6+gbFvkHQa8EsaCEQAXwU+XgUe8iLP0cAnC40fuiRnW7+MVBf3CmCq7b8WPEVsre2+k0glFW5kcF20nidpb1IQ9BlS2QNRsKRRtgewLrAEg8saFXn/zO+bY7XBSt26ep0onRFCCGEx2F6z23Oo6SBSw/AnJH2ZVMv9sC7PKQQgMnJDAyT9FPh/wKOk7QjX5yZKgUGZI/OzyUpmjkg6pN1x24eWGD90l6S7gX8Aitf0kTS7zWHbLhJobZdBGVmVY4Ok/wDeRFoAuIoUULnG9tOFxo+ttV0m6Tf9WspC0v+Quis31pFY0m9tr9PAuN+yfYCks2nJCKrY3q70OZvQ0oS1NSP6/vyxlepkR3eidEYIIYTF0/Qu1KZFWa/QyyIjNzThJFKdxO3ItRIlFauVOAY8K2lp8gOZpMm0ZD/WVQVsc3YKtv9eauzQE97Z1MC292hq7GyCpBWHZOTGdWgMsP1ZAEnLAZ8g7Tx4FfDSQuM/RUtmo+2HgIdKjB1GbI6kb5C+D60Z+zd1b0oj9jvgqYbPcbWkKbbvLDxuVRP36MLjdsxwTVjrlriw3Zp9++M6Y4UQQiim6V2oTat2H70XONH2uZL+vZsTCqESGbmhEU3WSux3krYF/g2YAlwATAM+YfvSQuOvR3rwWykfehjY3fYdJcYPvUHSK4ClqtdVZlPNMV9LqmFb1cm9Aphh+4G6Y+fxdwe+SLqJA9gJ+Jrtkxf+WaEfSPoMaQHvTaSdGFeQGh9c0s15hXJy/fWhbHvrjk9mMUnaiNxhmcFB6GKlCiTdRVq8vi+fo2gHZEkzhi6ItzvWi5pqwippHm2ylBn42srfffIAAA+kSURBVE8qeb4QQggj1/Qu1KZJOocUfN6WVFbhaeC6fpl/GNsikBuKa1Mr8crCtRL7nqSXA5uRHjauLbndU9LVwJdsz8mvtwQOt73FIj8x9AVJ2wHHAKsCfyU1HrrL9j8WGPtC4GcM7oq+q+1t647dco4ppO7iAJc0kL0WukDS50jv9zdGo8WxR9IEYEfbp3d7LqMh6TrgSuA2BjJCsV0se7PpDsjtGoL1S2maaMIaQgjjT34m3Qa4yvbGeRfqqbbf3OWpjUiU9Qq9LAK5obimayWOBZLWB17H4FpxpTpbL7DS2U+rn2HRclfurYGLbG8kaStgN9t7Fhj7ZtsbDncshDD+VJk13Z7HaPRLwLMdSbsAHwWmkxZLKssBL9repisTGwFJB+b//EdgHSCasIYQwjgh6R3Alxi8C3WPKtkohDB6UZswFNd0rcR+J+mHpLpwd9BAZ2vg3txZszWr8t5CY4fue872I5ImSJpge46kbxUa+xFJuwGn5te7ANEsJoQAcFHOvD6N1GgRqF/ftEPOk7QXcDaDA4n9MPerSfWgVybtxqjMA27tyoxGbrn89/35z5L5TwghhDHO9gWSbmRgF+qMJpuOhjCeREZuKC5qJS6apDttT2lw/BWBQ0nZO5C+/jOrBlOhv0m6CPgAcATpwf6vwNQSpTPy1uBZwOakxYWrgf1s/7Hu2CGE/ibpvjaHbXutjk9mMQ2Z+/wb336YewghhNCPJF08dNdIu2MhhMUXGbmhCUsB3yRqJS7MNQ11tgYgB2yLNXAJPWd74Bngs8CuwPLAVwuN/VXg41XQX9JKpE7pnyw0fgihT9les9tzqOEg4HzbT+QdKxsDh3V5TotF0makhbY3kLJaJwJP9kNDL0lns2BTsseBG4Dv2X6m87MKIYTQBElLAcsAK+cEI+UPTQJe07WJhTCGREZuCB0m6W3AWcCfKdjZWtK3bB+wkAcmbG9XZ/ww9rWrI9nPtSVDCOXkph8HAqvb3kvS2sA6ts/p8tSGJelW2+tLmk4K4B4NfMX2pl2e2ohJugH4CHAGsAmwO/B62wd3dWIjIOlYYBUGyvbsDDxBuleZZPtj3ZpbCCGEsiTNAA4gNWZ+kIFA7hPAibaP69bcQhgrIiM3hM47CfgYQ7pnF1DVxD264JihR0iaR5sAPQMLASWysiZIWnFIRm5cJ0IIkOrd3whUZVweJAUVez6QC7yQ/34v6SHyXEn/3s0JjYbteyRNtP0CMFvSXKDnA7nAFrantrw+W9L1tqdKuqNrswohhFCc7WOBYyXtZ3tWt+cTwlgUD+ghdN7/2j6r9KC2b8z/uWG+gM6XV0YvK33O0Dm2lxv+X9V2DKn0xxn59U7A1zpw3hBC75tse2dJuwDYfkqShvukHvGgpO8B2wJHSnopMKHLc1pcT0laErhZ0lGkBmj98v+wrKTVbd8PIGl1YNn8sWe7N60QQghNsT1L0hbA62iJO9n+SdcmFcIYEaUVQugwSd8FVmDB7tk/LzT+TbY3HnIstseHEZE0Bdg6v7ykqVrOIYT+IulqYBvgKtsbS5oMnGr7zV2e2rByWYh3AbfZ/h9JrwbeaPuCLk9txHIzyr+Q6uN+llQf/bu27+nqxEZA0nuAE4DfkXaRrAnsC1wKfMr2t7o3uxBCCE2QdDIwGbiZgZ0xth29XEKoKQK5IXSYpNltDtt2rYZSOUvqo8B04IqWDy0HvBgdQkMIIYyWpHcAXwKmABcA04A9bM/p6sRCX8hZ0Ovml7+NBmchhDC2SboLmOIIOIVQXARyQxgjcrbOmsARwBdaPjQPuNX2812ZWAghhDFB0suBzUhZldfafrjLUxo3JE0DZgJrMHiL6lrdmtNwJG1t+xJJH2r38VI7kUIIIfSeXKptf9sPdXsuIYw1EcgNocNyRu4Cv3h1M3JDCCGEpki6eOjOjnbHQjMk3U0qqXAjA1tUsf1I1yY1DEmH2j6kZSdSde9TNemM+54QQhijJM0BNgSuY3A5we26NqkQxohodhZC57V2+F4K+CDwp1KDS9oMmAW8gVRLbyLwpO1Jpc4RQghhfJC0FLAMsLKkFUlBOIBJwGu6NrHx53Hb53V7EovD9iH5P/cBdmBww5vIJAkhhLFtZrcnEMJYFYHcEDrM9pmtryWdClxZ8BTHAR8BzgA2AXYHXl9w/BBCCOPH3sABwKqkbNAqkPsE6XoTOmOOpG8AP2dwZtNN3ZvSiP0SeAy4Cahq40YgN4QQxjDbl3V7DiGMVVFaIYQuk7QOcK7tfyg03g22N5F0q+3187G5tjcqMX4IIYTxR9J+tmd1ex7jVd6iOpRtb93xySwmSbfbXq/b8wghhNA8SVfani5pHoMX7aqyOrFLNISaIiM3hA5rc1H7M3BQwVM8JWlJ4GZJRwEPARMKjh9CCGGcsT1L0hYM3h6P7Z90bVLjhKQJwPG2T+/2XEbpaklvtH1btycSQgihWban57+X6/ZcQhirIiM3hDFG0hrAX0j1cT8LLA981/Y9XZ1YCCGEviXpZGAycDMDzbZse//uzWr8qHbbdHsei0PSbaSF65cAawP3kspCVFlZ63dxeiGEEEIIfSkCuSF0mKRpwM22n5S0G7AxcKztP3R5aiGEEEJbku4CpjhuHLtC0teBh4HTgCer47b/1rVJDSMvLC9U3PeEEEIIISy+COSG0GGSbgU2ANYHfgT8APiw7bcVGn8aqUvoGgze/rpWifFDCCGMP5LOAPa3/VC35zIeSbqvzWHHtT2EEEIIYXyJGrkhdN7zti1pe+A42ydJ2rPg+CeRSircyMD21xBCCKGOlYE7JV1H2h4PgO3tujel8cP2mt2eQwghhBBC6L4I5IbQefMkHQzsBrw1NzFZouD4j9s+r+B4IYQQwsxuT2A8k7QMcCCwuu29JK0NrGP7nC5PLYQQQgghdFCUVgihwyS9CvgocL3tKyStDmxZqvN3rqM3Efg5g7OmbioxfgghhBA6S9JppJ02u9teLwd2r7a9YZenFkIIIYQQOigCuSGMMZLmtDls21t3fDIhhBD6mqQrbU+XNA9ovWkU6doyqUtTG1ck3WB7E0lzbW+Uj91ie4Nuzy2EEEIIIXROlFYIocMkfQg4EngF6UG42MNwLtNwvO3T644VQggh2J6e/16u23MZ556VtDQ5mC5pMi27bkIIIYQQwvgQGbkhdJike4D3276rofFvsL1JE2OHEEIIofMkvQP4EjAFuACYBuxhu90unBBCCCGEMEZFIDeEDpN0le1pDY7/deBh4DTgyeq47b81dc4QQgghNEvSy4HNSDt5rrX9cJenFEIIIYQQOiwCuSF0mKRjgVcBv2RwM7KfFxr/vjaHbXutEuOHEEIIobMkXWx7m+GOhRBCCCGEsS1q5IbQeZOAp4B3tBwzUCSQa3vNEuOEEEIIobskLQUsA6wsaUVSNi6ke4nXdG1iIYQQQgihKyIjN4QxRtIywIHA6rb3krQ2sI7tc7o8tRBCCCEsBkkzgAOAVYEHGQjkPgGcaPu4bs0thBBCCCF0XgRyQ+gwSa8FZpEalQBcAcyw/UCh8U8DbgR2t71eDuxebXvDEuOHEEIIobMk7Wd7VrfnEUIIIYQQuisCuSF0mKQLgZ8BJ+dDuwG72t620Pg32N5E0lzbG+Vjt9jeoMT4IYQQQug8SVsAr6OlNJrtn3RtQiGEEEIIoeOiRm4InbeK7dktr38k6YCC4z8raWlS3V0kTaalqVoIIYQQ+oukk4HJwM3AC/mwgQjkhhBCCCGMIxHIDaHzHpG0G3Bqfr0L8EjB8WcC5wOrSTqFVMJhj4LjhxBCCKGzNgGmOLbShRBCCCGMa1FaIYQOk7QGqUbu5qRsmquB/Wz/seA5Xg5sRmqKcq3th0uNHUIIIYTOknQGsL/th7o9lxBCCCGE0D0RyA2hwyT9GDjA9qP59UrA0bY/WWj8i21vM9yxEEIIIfQHSXOADYHraCmXZHu7rk0qhBBCCCF0XJRWCKHz1q+CuAC2/yZpo7qDSloKWAZYWdKKpGxcgEnAa+qOH0IIIYSumdntCYQQQgghhO6LQG4InTdB0opDMnJL/C7uDRwArArcyEAg9wnguALjhxBCCKELbF/W7TmEEEIIIYTui9IKIXSYpN2BLwJn5EM7AV+zfXKh8fezPavEWCGEEELoHklX2p4uaR6prv78DwG2PalLUwshhBBCCF0QgdwQukDSFGDr/PIS23cWHn8L4HW0ZPra/knJc4QQQgghhBBCCCGEzolAbghjjKSTgcnAzcAL+bBt79+9WYUQQgghhBBCCCGEOiKQG8IYI+kuYIrjlzuEEEIIIYQQQghhzJjQ7QmEEIq7HXhVtycRQgghhBBCCCGEEMp5yfD/JITQZ1YG7pR0HfB/1UHb23VvSiGEEEIIIYQQQgihjgjkhjD2zOz2BEIIIYQQQgghhBBCWVEjN4QQQgghhBBCCCGEEHpcZOSGMEZIutL2dEnzgNYVGgG2PalLUwshhBBCCCGEEEIINUVGbgghhBBCCCGEEEIIIfS4Cd2eQAghhBBCCCGEEEIIIYRFi0BuCCGEEEIIIYQQQggh9LgI5IYQQgghhDFP0v6S7pJ0ymJ+3gGSlmlqXiGEEEIIIYxU1MgNIYQQQghjnqS7gbfbfmAxP+/3wCa2H16Mz5lo+4XFnGIIIYQQQgiLFBm5IYQQQghhTJN0ArAWcJ6kgyRdI2mupKslrZP/zURJR0u6XdKtkvaTtD+wKjBH0pz873aRdFv+d0e2nOPvko6RdAuweRf+N0MIIYQQwhgXGbkhhBBCCGHMqzJrgWeBp2w/L+ntwD62d5C0D7AN8JH8sZVs/601I1fSqsC1wJuAR4ELgG/b/qUkAzvbPr0L/3shhBBCCGEceEm3JxBCCCGEEEIHLQ/8WNLagIEl8vG3AyfYfh7A9t/afO5U4FLb/wuQ6+2+Ffgl8AJwZsNzDyGEEEII41iUVgghhBBCCOPJYcAc2+sB7weWKjTuM1EXN4QQQgghNCkCuSGEEEIIYTxZHngw//cnWo5fCOwt6SUAklbKx+cBy+X/vg54m6SVJU0EdgEua3zGIYQQQgghEIHcEEIIIYQwvhwFHCFpLoPLjP0AuB+4NTcs+2g+/n3gfElzbD8EfAGYA9wC3Gj7V52begghhBBCGM+i2VkIIYQQQgghhBBCCCH0uMjIDSGEEEIIIYQQQgghhB4XgdwQQgghhBBCCCGEEELocRHIDSGEEEIIIYQQQgghhB4XgdwQQgghhBBCCCGEEELocRHIDSGEEEIIIYQQQgghhB4XgdwQQgghhBBCCCGEEELocRHIDSGEEEIIIYQQQgghhB73/wHQJ//PCh/A/AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1728x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"equity['week_before_after_election'].sort_values().plot(kind='bar', figsize=(24, 12))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Again, like we saw in fixed income, the performance over both weeks looks very similar to the week after the election since the performance numbers were much larger as a whole. Not much else to see here. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before we take a look at the yield curve, I think it would be helpful to look at the same 3 time periods, but lets get a little more granular. I am going to run them all at once, but this analysis will be grouped by \"type\" from the spreadsheet I showed earlier."
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [],
"source": [
"full_dataframe = full_dataframe[full_dataframe['type'] != 'broad_market']"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [],
"source": [
"all_types = list(set(full_dataframe['type'].to_list()))\n",
"all_periods = date_windows['name'].to_list()"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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N8kcl+XySLUkOH5j/0CSfSXJpki8ledrCRi5JkiRJmk925EqS1FFJlgBvAp4IrASOSrJyqNjVwDHAe4bm/wh4VlUdBKwG/ibJXUcbsSRJkiRpVCZyjFxJkhaJQ4CNVXUlQJIzgTXAZVMFquqqdtnPB1esqv8eeH59km8Dy4Dvjj5sSZIkSdJ884xcSZK6a2/gmoHpa9t5s5LkEGAX4KvzFJckSZIkaYHZkStJUo8luTdwOvDsqvr5NMvXJtmQZMOmTZsWPkBJkiRJ0ozYkStJUnddB+w7ML1PO29GktwFOBf406r67HRlquqUqlpVVauWLVu2U8FKkiRJkkbHjlxJkrrrIuDAJPsn2QU4Elg/kxXb8u8H3lVV54wwRkmSJEnSAvBmZ5KknbJi3bkj3f5VJz1ppNvvsqrakuQ44HxgCXBaVV2a5ERgQ1WtT3IwTYft3YDfSvIXVXUQ8DvAo4C9khzTbvKYqvrCwtdEkjRbo86vsLhzrCRp8ZrkHGtHriRJHVZV5wHnDc07fuD5RTRDLgyvdwZwxsgDlCRpAiVZDbyB5kDp26rqpKHljwL+BngIcOTU1S1JHgq8GbgLcAvwyqo6ayFjlyQtXg6tIEmSJElaNJIsAd4EPBFYCRyVZOVQsauBY4D3DM3/EfCs9uqX1cDfJLnraCOWJKnhGbmSNCaTfDmHJEnSBDsE2FhVVwIkORNYA1w2VaCqrmqX/Xxwxar674Hn1yf5NrAM+O7ow5YkLXaekStJkiRJWkz2Bq4ZmL62nTcrSQ4BdgG+uo3la5NsSLJh06ZNcwpUkqRBduRKkiRJkjQLSe4NnA48u6p+Pl2ZqjqlqlZV1aply5YtbICSpF6yI1eSJEmStJhcB+w7ML1PO29GktwFOBf406r67DzHJknSNtmRK0mSJElaTC4CDkyyf5JdgCOB9TNZsS3/fuBdVXXOCGOUJOkX2JErSZIkSVo0qmoLcBxwPnA5cHZVXZrkxCRPBkhycJJrgSOAtya5tF39d4BHAcck+UL7eOgYqiFJWoSWjjsASZIkSZIWUlWdB5w3NO/4gecX0Qy5MLzeGcAZIw9QkqRpeEauJEmSJEmSJHWcHbmSJEmSJEmS1HF25EqSJEmSJElSx9mRK0mSJEmSJEkdZ0euJEmSJEmSJHWcHbmSJEmSJEmS1HF25EqSJEmSJElSx9mRK0mSJEmSJEkdZ0euJEmSJEmSJHWcHbmSJEmSJEmS1HF25EqSJEmSJElSx9mRK0mSJEmSJEkdZ0euJEmSJEmSJHXc0nEHIEmSJEmSJKn7Vqw7d6Tbv+qkJ410+5NuXs7ITbI6yRVJNiZZN83yXZOc1S7/XJIV7fzHJbk4yZfbv4+dj3gkSZIkSZIkqU92uiM3yRLgTcATgZXAUUlWDhU7FthcVQcAJwOvaed/B/itqnowcDRw+s7GI0mSJEmSJEl9Mx9n5B4CbKyqK6vqZuBMYM1QmTXAO9vn5wCHJUlVXVJV17fzLwV2S7LrPMQkSZIkSZIkSb0xHx25ewPXDExf286btkxVbQFuAvYaKvPbwOer6qfT7STJ2iQbkmzYtGnTPIQtSZIkSZIkSZNhXsbI3VlJDqIZbuH52ypTVadU1aqqWrVs2bKFC06SpDGawTj0j0ry+SRbkhw+tOzoJF9pH0cvXNSSJEmSpPk2Hx251wH7Dkzv086btkySpcAewA3t9D7A+4FnVdVX5yEeSZJ6YYbj0F8NHAO8Z2jdPYGXA4fSDIP08iR3G3XMkiRJkqTRmI+O3IuAA5Psn2QX4Ehg/VCZ9TQ3MwM4HLigqirJXYFzgXVV9al5iEWSpD7Z4Tj0VXVVVX0J+PnQuk8APlxVN1bVZuDDwOqFCFqSJEmSNP92uiO3HfP2OOB84HLg7Kq6NMmJSZ7cFjsV2CvJRuBFwNSloccBBwDHJ/lC+7jHzsYkSVJPzGQc+lGsK0mSJEnqmKXzsZGqOg84b2je8QPPfwIcMc16rwBeMR8xSJKk2UuyFlgLsHz58jFHI0mSJEnalk7c7EySJE1rJuPQ79S63kxUkiRJkibDvJyRK0mSRuLWcehpOmGPBJ4+w3XPB141cIOzxwMvnf8QJal7Vqw7d+T7uOqkJ418H5IkSYM8I1eSpI6ayTj0SQ5Oci3NEEZvTXJpu+6NwF/SdAZfBJzYzpMkSUCS1UmuSLIxybpplj8qyeeTbEly+NCyo5N8pX0cPbyuJEmj4Bm5kiR12AzGob+IZtiE6dY9DThtpAFKkjSBkiwB3gQ8juaGoBclWV9Vlw0Uuxo4Bnjx0Lp7Ai8HVgEFXNyuu3khYpckLV6ekStJkiRJWmwOATZW1ZVVdTNwJrBmsEBVXVVVXwJ+PrTuE4APV9WNbefth4HVCxG0JGlx84xcSRPJse8kSZK0E/YGrhmYvhY4dCfW3Xu4UJK1wFqA5cuXzy1KSZIGeEauJEmSJEnzrKpOqapVVbVq2bJl4w5HktQDduRKkiRJkhab64B9B6b3aeeNel1JkubMjlxJkiRJ0mJzEXBgkv2T7AIcCayf4brnA49PcrckdwMe386TJGmk7MiVJEmSJC0qVbUFOI6mA/Zy4OyqujTJiUmeDJDk4CTXAkcAb01yabvujcBf0nQGXwSc2M6TJGmkvNmZJEmSJGnRqarzgPOG5h0/8PwimmETplv3NOC0kQYoSdIQz8iVJEmSJEmSpI6zI1eSJEmSJEmSOs6OXEmSJEmSJEnqODtyJUmSJEmSJKnj7MiVJEmSJEmSpI6zI1eSJEmSJEmSOs6OXEmSJEmSJEnqODtyJUmSJEmSJKnjlo47AEmSJEmSJKnvVqw7d6Tbv+qkJ410+xo/z8iVJEmSJEmSpI6zI1eSJEmSJEmSOs6OXEmSJEmSJEnqODtyJUmSJEmSJKnj7MiVJEmSJEmSpI6zI1eSJEmSJEmSOm7puAOQtPBWrDt35Pu46qQnjXwfkiRJkiRJi4Vn5EqSJEmSJElSx9mRK0mSJEmSJEkdZ0euJEmSJEmSJHWcHbmSJHVYktVJrkiyMcm6aZbvmuSsdvnnkqxo598+yTuTfDnJ5UleutCxS5IkSZLmjzc7k2Zp1DcK8yZhkqYkWQK8CXgccC1wUZL1VXXZQLFjgc1VdUCSI4HXAE8DjgB2raoHJ9kduCzJP1bVVQtbC0mSJEnSfLAjV5Kk7joE2FhVVwIkORNYAwx25K4BTmifnwO8MUmAAu6YZCmwG3Az8L0FiluSJEmaN6M+oQo8qUqTwaEVJEnqrr2Bawamr23nTVumqrYANwF70XTq/hD4BnA18NqqunHUAUuSJEmSRsMzciVJ6qdDgFuA+wB3Az6Z5CNTZ/dOSbIWWAuwfPnyBQ9SkiRJo+XZrFJ/eEauJEnddR2w78D0Pu28acu0wyjsAdwAPB34t6r6WVV9G/gUsGp4B1V1SlWtqqpVy5YtG0EVJEnqJm8oKkmaNPPSkbsTCXCvJP+e5AdJ3jgfsUiS1CMXAQcm2T/JLsCRwPqhMuuBo9vnhwMXVFXRDKfwWIAkdwQeCfzXgkQtSVLHDdxQ9InASuCoJCuHit16Q1HgZJobisLADUWBRwDPn/qNK0nSKO10R+5OJsCfAH8OvHhn45AkqW/aMW+PA84HLgfOrqpLk5yY5MltsVOBvZJsBF4ETB1QfRNwpySX0nQIv72qvrSwNZAkqbNuvaFoVd0MTN1QdNAa4J3t83OAw7yhqCRpnOZjjNw531G7qn4I/EeSA+YhDkmSeqeqzgPOG5p3/MDzn9CcGTS83g+mmy9JkoDpbyh66LbKVNWWJIM3FF1Dc0PR3YH/6w1FJUkLYT6GVtiZO2pLkiRJkjRJBm8ouj/wx0nuO1woydokG5Js2LRp00LHKEnqofk4I3dBeFdtSZIkafRGfXdz72yujpjNDUWv3dYNRYFvJ5m6oeiVgytX1SnAKQCrVq2qUVRCkrS4zMcZuTtzR+0Z867akiRJkqR54g1FJUkTZz46cncmAUqSJEmStKC8oagkaRLt9NAK7aDvUwlwCXDaVAIENlTVepoEeHqbAG+k6ewFIMlVwF2AXZI8BXh8VV02vB9NvlFfpgdeqidJkiRpZryhqCRp0szLGLlzTYDtshXzEYMkSZIkSZIk9dV8DK0gSZIkSZIkSRohO3IlSZIkSZIkqePsyJUkSZIkSZKkjrMjV5IkSZIkSZI6zo5cSZIkSZIkSeo4O3IlSZIkSZIkqePsyJUkSZIkSZKkjrMjV5IkSZIkSZI6zo5cSZIkSZIkSeo4O3IlSZIkSZIkqePsyJUkSZIkSZKkjrMjV5IkSZIkSZI6bum4A5AkSZL6YsW6c0e6/atOetJIty9JkqTu8oxcSZIkSZIkSeo4O3IlSZIkSZIkqePsyJUkSZIkSZKkjnOMXEmSJI3dqMeWBceXlSRJ0mTzjFxJkiRJkiRJ6jg7ciVJkiRJkiSp4xxaQZIkSZIkaRqjHvrHYX8kzYZn5EqS1GFJVie5IsnGJOumWb5rkrPa5Z9LsmJg2UOSfCbJpUm+nOQOCxm7JEmSJGn+2JErSVJHJVkCvAl4IrASOCrJyqFixwKbq+oA4GTgNe26S4EzgBdU1UHAY4CfLVDokiRJkqR55tAKkiR11yHAxqq6EiDJmcAa4LKBMmuAE9rn5wBvTBLg8cCXquqLAFV1w0IFLUmSBA5LIEnzzTNyJUnqrr2Bawamr23nTVumqrYANwF7AfcHKsn5ST6f5CULEK8kSZIkaUTsyJUkqZ+WAr8KPKP9+9Qkhw0XSrI2yYYkGzZt2rTQMUqSNDaOQy9JmjR25EqS1F3XAfsOTO/Tzpu2TDsu7h7ADTRn736iqr5TVT8CzgMePryDqjqlqlZV1aply5aNoAqSJHWP49BLkiaRY+ROiFGPLQSOLyRJHXQRcGCS/Wk6bI8Enj5UZj1wNPAZ4HDggqqqJOcDL0myO3Az8GiaH6GSJMlx6CVJE8gzciVJ6qh2zNvjgPOBy4Gzq+rSJCcmeXJb7FRgryQbgRcB69p1NwOvp+kM/gLw+aoa/VFBSZImg+PQS5ImjmfkSpLUYVV1Hs2wCIPzjh94/hPgiG2sewbNpZ+SJGn+TI1DfzDwI+CjSS6uqo8OFkqyFlgLsHz58gUPUpLUP56RK0mSJElabByHXpI0cezIlSRJkiQtNreOQ59kF5px6NcPlZkahx4GxqGnGfLowUl2bzt4H83WY+tKkjQSDq0gSZIkSVpUqmpLkqlx6JcAp02NQw9sqKr1NOPQn96OQ38jTWcvVbU5ydQ49AWc5zj0kqSFYEeuJEmSJGnRcRx6SdKkcWgFSZIkSZIkSeo4O3IlSZIkSZIkqePsyJUkSZIkSZKkjpuXjtwkq5NckWRjknXTLN81yVnt8s8lWTGw7KXt/CuSPGE+4pEkSZIkSZKkPtnpjtwkS4A3AU8EVgJHJVk5VOxYYHNVHQCcDLymXXclzZ0/DwJWA3/fbk+SJEmSJEmS1JqPM3IPATZW1ZVVdTNwJrBmqMwa4J3t83OAw5KknX9mVf20qr4GbGy3J0mSJEmSJElqzUdH7t7ANQPT17bzpi1TVVuAm4C9ZriuJEmSJEmSJC1qS8cdwEwlWQusBVi+fPms1l2x7txRhLSVq0560kRvfyH0oQ7Qj3pYh27oQx2gP/WQJEmSJKnL5uOM3OuAfQem92nnTVsmyVJgD+CGGa4LQFWdUlWrqmrVsmXL5iFsSZIkSZIkSZoM89GRexFwYJL9k+xCc/Oy9UNl1gNHt88PBy6oqmrnH5lk1yT7AwcCF85DTJIkSZIkSZLUGzs9tEJVbUlyHHA+sAQ4raouTXIisKGq1gOnAqcn2QjcSNPZS1vubOAyYAvwwqq6ZWdjkiRJkiRJkqQ+mZcxcqvqPOC8oXnHDzz/CXDENtZ9JfDK+YhDkiRJkiRJkvpoPoZWkCRJkiRJkiSNkB25kiRJkiRJktRxduRKkiRJkiRJUsfZkStJkiRJkiRJHWdHriRJkiRJkiR1nB25kiRJkiRJktRxduRKkiRJkiRJUsfZkStJkiRJkiRJHWdHriRJkiRJkiR1nB25kiRJkiRJktRxduRKktRhSVYnuSLJxiTrplm+a5Kz2uWfS7JiaPnyJD8C7UlyAAAgAElEQVRI8uKFilmSJEmSNP/syJUkqaOSLAHeBDwRWAkclWTlULFjgc1VdQBwMvCaoeWvBz446lglSZIkSaNlR64kSd11CLCxqq6sqpuBM4E1Q2XWAO9sn58DHJYkAEmeAnwNuHSB4pUkSZIkjcjScQcgSZK2aW/gmoHpa4FDt1WmqrYkuQnYK8lPgD8BHgc4rELPrVh37sj3cdVJTxr5PiRpISVZDbwBWAK8rapOGlq+K/Au4BHADcDTquqqgeXLgcuAE6rqtQsVtyRp8fKMXEmS+ukE4OSq+sH2CiVZm2RDkg2bNm1amMgkSRozhy+SJE0iO3IlSequ64B9B6b3aedNWybJUmAPmrOGDgX+KslVwB8BL0ty3PAOquqUqlpVVauWLVs2/zWQJKmbHL5IkjRxHFpBkqTuugg4MMn+NB22RwJPHyqzHjga+AxwOHBBVRXwa1MFkpwA/KCq3rgQQU8ahyWQpEXJ4YskSRPHjlxJkjqq/dF4HHA+zfh9p1XVpUlOBDZU1XrgVOD0JBuBG2k6eyVJ0uicQDt8UXuC7rSSrAXWAixfvnxhIpMk9ZoduZIkdVhVnQecNzTv+IHnPwGO2ME2ThhJcJIkTa7ZDF907TTDFx2e5K+AuwI/T/KT4StfquoU4BSAVatW1UhqIUlaVOzIlSRJkiQtNg5fJEmaOHbkSpIkSZIWFYcvkiRNIjtyJUmSJEmLjsMXSZImze3GHYAkSZIkSZIkafvsyJUkSZIkSZKkjrMjV5IkSZIkSZI6zo5cSZIkSZIkSeo4O3IlSZIkSZIkqePsyJUkSZIkSZKkjrMjV5IkSZIkSZI6zo5cSZIkSZIkSeo4O3IlSZIkSZIkqePsyJUkSZIkSZKkjrMjV5IkSZIkSZI6zo5cSZIkSZIkSeo4O3IlSZIkSZIkqePsyJUkSZIkSZKkjtupjtwkeyb5cJKvtH/vto1yR7dlvpLk6IH5r0xyTZIf7EwckiRJkiRJktRnO3tG7jrgo1V1IPDRdnorSfYEXg4cChwCvHygw/cD7TxJkiRJkiRJ0jbsbEfuGuCd7fN3Ak+ZpswTgA9X1Y1VtRn4MLAaoKo+W1Xf2MkYJEmSJEmSJKnXdrYj954DHbHfBO45TZm9gWsGpq9t50mSJEmSJEmSZmDpjgok+Qhwr2kW/engRFVVkpqvwKaJYy2wFmD58uWj2o0kSZIkSZIkdc4OO3Kr6je2tSzJt5Lcu6q+keTewLenKXYd8JiB6X2Aj80yTqrqFOAUgFWrVo2sw1iSJEmSJEmSumZnh1ZYDxzdPj8a+JdpypwPPD7J3dqbnD2+nSdJkiRJkiRJmoEdnpG7AycBZyc5Fvg68DsASVYBL6iq51bVjUn+ErioXefEqrqxLfdXwNOB3ZNcC7ytqk7YyZgkSZIkSZpYK9adO/J9XHXSk0a+D0nS/NqpjtyqugE4bJr5G4DnDkyfBpw2TbmXAC/ZmRgkSZIkSZIkqe92dmgFSZIkSZIkSdKI2ZErSVKHJVmd5IokG5Osm2b5rknOapd/LsmKdv7jklyc5Mvt38cudOySJEmSpPljR64kSR2VZAnwJuCJwErgqCQrh4odC2yuqgOAk4HXtPO/A/xWVT2Y5oakpy9M1JIkTQYPlkqSJo0duZIkddchwMaqurKqbgbOBNYMlVkDvLN9fg5wWJJU1SVVdX07/1JgtyS7LkjUkiR1nAdLJUmTyI5cSZK6a2/gmoHpa9t505apqi3ATcBeQ2V+G/h8Vf10eAdJ1ibZkGTDpk2b5i1wSZI6zoOlkqSJY0euJEk9luQgmjOInj/d8qo6papWVdWqZcuWLWxwkiSNjwdLJUkTx45cSZK66zpg34Hpfdp505ZJshTYA7ihnd4HeD/wrKr66sijlSRpEfFgqSRpodmRK0lSd10EHJhk/yS7AEcC64fKrKcZnw/gcOCCqqokdwXOBdZV1acWLGJJkiaDB0slSRPHjlxJkjqqvYzzOOB84HLg7Kq6NMmJSZ7cFjsV2CvJRuBFwNRdt48DDgCOT/KF9nGPBa6CJEld5cFSSdLEWTruACRJ0rZV1XnAeUPzjh94/hPgiGnWewXwipEHKEnSBKqqLUmmDpYuAU6bOlgKbKiq9TQHS09vD5beSNPZC1sfLJ3KyY+vqm8vbC0kSYuNHbmSJEmSpEXHg6WSpEnj0AqSJEmSJEmS1HF25EqSJEmSJElSx9mRK0mSJEmSJEkdZ0euJEmSJEmSJHWcHbmSJEmSJEmS1HF25EqSJEmSJElSx9mRK0mSJEmSJEkdZ0euJEmSJEmSJHWcHbmSJEmSJEmS1HF25EqSJEmSJElSx9mRK0mSJEmSJEkdZ0euJEmSJEmSJHWcHbmSJEmSJEmS1HF25EqSJEmSJElSx9mRK0mSJEmSJEkdt3TcAUiSpMm1Yt25I93+VSc9aaTblyRJkqRJ4Rm5kiRJkiRJktRxduRKkiRJkiRJUsctiqEVvCxTkiRJkiRJ0iTzjFxJkiRJkiRJ6jg7ciVJkiRJkiSp4+zIlSRJkiRJkqSOsyNXkiRJkiRJkjrOjlxJkiRJkiRJ6jg7ciVJkiRJkiSp4+zIlSSpw5KsTnJFko1J1k2zfNckZ7XLP5dkxcCyl7bzr0jyhIWMW5KkrjPHSpImjR25kiR1VJIlwJuAJwIrgaOSrBwqdiywuaoOAE4GXtOuuxI4EjgIWA38fbs9SZIWPXOsJGkS2ZErSVJ3HQJsrKorq+pm4ExgzVCZNcA72+fnAIclSTv/zKr6aVV9DdjYbk+SJJljJUkTKFU17hhmLckm4Osj3MXdge+McPsLpQ/1sA7dYB26ow/1WIg67FdVy0a8j5FLcjiwuqqe204/Ezi0qo4bKPOfbZlr2+mvAocCJwCfraoz2vmnAh+sqnOG9rEWWNtOPgC4YqSV8jPcFX2oA/SjHtahG/pQBxh9PXqRX8Ec22HWoRv6UAfoRz2sQzd05jfs0hEHMRKjbjwk2VBVq0a5j4XQh3pYh26wDt3Rh3r0oQ59UlWnAKcs1P768P5bh+7oQz2sQzf0oQ7Qn3r0hTl29qxDN/ShDtCPeliHbuhSHRxaQZKk7roO2Hdgep923rRlkiwF9gBumOG6kiQtVuZYSdLEsSNXkqTuugg4MMn+SXahubHK+qEy64Gj2+eHAxdUM27SeuDI9o7b+wMHAhcuUNySJHWdOVaSNHEmcmiFBbBgl7+MWB/qYR26wTp0Rx/q0Yc6LIiq2pLkOOB8YAlwWlVdmuREYENVrQdOBU5PshG4keaHKG25s4HLgC3AC6vqlrFUZGt9eP+tQ3f0oR7WoRv6UAfoTz1GzhzbWdahG/pQB+hHPaxDN3SmDhN5szNJkiRJkiRJWkwcWkGSJEmSJEmSOs6OXEmSJEmSJEnqODtyJUmSJEmSJKnj7MiVJEmSJEmSpI5bOu4AuiTJrsBvAysYeG2q6sRxxTRbSZYBz+MX6/CcccU0W0nuD/w/YD+2rsNjxxbUHCTZDziwqj6SZDdgaVV9f9xxzVSSewKvAu5TVU9MshL4lao6dcyhzUr7eXozcM+qelCShwBPrqpXjDm0WUnyqzSfp7e3/+d3qqqvjTuumUoS4BnAfavqxCTLgXtV1YVjDk0LoA/5FSY/P/WhjQC9+l63ndABfclPk95O0Nz1Icf2IT9NehthUA/y08S3E/qQY82vI4ypqsa5/05J8m/ATcDFwC1T86vqdWMLapaSfBr4JL9Yh/eNLahZSvJF4C38Yh0uHltQs5TkecBaYM+qul+SA4G3VNVhYw5txpJ8EHg78KdV9ctJlgKXVNWDxxzarCT5OE2j6q1V9bB23n9W1YPGG9nMJXk5sAp4QFXdP8l9gPdW1f8cc2gzluTNwM+Bx1bVLyW5G/Chqjp4zKFpAfQhv8Lk56c+tBGgN9/rthM6og/5qQ/tBM1dH3JsH/LTpLcRpvQkP/WhnTDxOdb8Ojqekbu1fapq9biD2Em7V9WfjDuInbSlqt487iB20guBQ4DPAVTVV5LcY7whzdrdq+rsJC8FqKotSW7Z0UodtHtVXdgcELzVlnEFM0dPBR4GfB6gqq5PcufxhjRrh1bVw5NcAlBVm5PsMu6gtGD6kF9h8vNTH9oI0I/vddsJ3dGH/NSHdoLmrg85tg/5adLbCFP6kJ/60E7oQ441v46IY+Ru7dNJJuYIxzb8a5L/Ne4g5iLJnkn2BD6Q5PeS3HtqXjt/kvy0qm6emmiPoE3a6e8/TLIXbdxJHklztH/SfCfJ/bitHocD3xhvSLN2czWXT0zV4Y5jjmcufpZkCbfVYRnNEVotDhOdX3uUnya2jTCkD9/rthO6ow/5qQ/tBM3dROfY1sTmpx61Eab0IT/1oZ3Qhxxrfh0Rz8gFknyZ5o1ZCjw7yZXAT4EAVVUPGWd8M5Hk+zR1CPCyJD8FfsZtdbjLOOOboYu5rQ7QXA4xpYD7LnhEc/fxJC8DdkvyOOD3gA+MOabZehGwHrhfkk8By4DDxxvSnLwQOAV4YJLrgK/RjNUzSc5O8lbgru3lTs8B/mHMMc3W3wLvB+6R5JU0n6U/G29IGrU+5NfWROennrQRBvXhe912Qnf0IT/1oZ2gWepDju1JfproNsI0+pCf+tBO6EOONb+OiGPkcutg3ttUVV9fqFgESe5QVT/Z0bwuS3I74Fjg8TRJ/XzgbTUh/3Bt/I8ELgQeQFOHK6rqZ2MNbJbaehzeXpZyR+B2kzRQ/6C2IXXr56mqPjzmkGYtyQOBw2jq8NGqunzMIWnE+pZf+5CfJl1fvtdtJ3RLH/JTH9oJmp2+5dhJ15c2Qk/y00S3E/qUY82vo2FH7oAkp1fVM3c0r8uSfHR4IPLp5nVZks9X1cN3NE+jleSSqcHhJ1mSDVW1atxxLHZp7lL6C6rq6oWORQuvD/kVJj8/9aGNAH6vd0WP2gnmJ020PuTYPuSnSW8j9Ekf2gl9yLHm19FxaIWtHTQ40Y7n8YgxxTIrSe4A3BG4e5q7AU5d2nEXYO+xBTYLSe5FE+tuSR7G1nXYfWyBzUGSrzHNWEJVNUmX1nw0yW8D/zQpR2C34SNJXgycBfxwamZV3Ti+kGZn4LIzgF2A2wM/nJDLzaacy22Xnd0B2B+4gqHvXfXWxOZXmPz81Ic2wpA+fK/bTuiOic9PPWknaO4mNsf2IT9NehthWE/y08S3E+hHjjW/jogduUCaOwFOjQPzvanZwM00Y6tMgucDfwTch/aOeq3vAW8cS0Sz9wTgGGAf4PUD879H8/5MksEjgHcAjgAmbbD759OMzXNLkh8zWWNVDXpa+/eFA/Mmaryqqrr1zphJAqyhudxmYlTVVjfhSPJwmjG31GM9ya8w+fmpD22EQRP/vY7thM7oQ37qQztBs9eTHNuH/DTpbYRhfchPfWgnTHyONb+OjkMrDEjy6qp66bjj2BlJfr+q/m7cceyMJP+7qv5p3HHMtyQXV9VEHB1X9/XkcpsvDyd49VMf8itMfn7qQxuhz2wndEcf8lMf2gmamT7k2D7kp0lvI2yP+Unzxfw6Pzwjd2v7tnei+2RV/de4g5mjp7WXd3wS+NSkDezd+uv2MoJP0rwXl447oNlqjzZNuR3Nkc2J+39L8mTgUe3kx6rqX8cZz1wkuT3wuwzUA3jrJA0Wn+R/D0xOfZ4m7cYJLxqYvB3wcOD6MYWjhdeH/AqTn5/60Eboy/e67YSO6EN+6kM7QTulDzm2D/lp0tsIQD/yUx/aCTD5Odb8OjqekTsgya8Dv9Y+7gdcAnyiqt4w1sBmIcn+3FaHRwI/pUkk/3esgc1Ckl2BQ2nq8D9p7tT4pap66lgDm4Uk/z4wuQW4CnhtVV0xnohmL8lJwMHAu9tZRwEbJu2If5K30Yxl88521jOBW6rqueOLanaSvH1gcurz9A9V9e3xRDR7SV4+MDlVh/dN2p18NTd9yK8w+fmpD20E6M33uu2EjuhDfupDO0Fz14cc24f8NOlthCk9yU99aCdMfI41v46OHblD2sHhDwZ+HXgB8OOqeuB4o5qdJPcGHk2TRH4duLqqVo83qplLspTmPXg08KvAXjRJ8PljDWyRSfIl4KFV9fN2eglwSVU9ZLyRzU6SL1bVL+9onqTR6kl+nfj8NOltBPB7vSv60k6Q+qAnOXai81Mf2gh90Yd2gjlW2zNRp8iPWpKP0tw18zM0l0QcPO6e9tlK8lXgO8B7gFOB35/6558g3wO+TDNY/D9U1Q1jjmfGhi4f+AVV9frtLe+guwJTd/fcY5yB7IRbktyvqr4KkOS+wC1jjmlGkvwd09w1dkpV/cEChjMnST7A9uvw5AUMR2PSh/zamtj8BL1pI8Bkf6/bTuiIPuSnPrQTtPP6kGN7kp8mvY3Qp/w0se2EIROZY82vo2dH7ta+BDwCeBBwE/DdJJ+pqh+PN6xZ+VuaI4BHAQ8DPp7kE1NfYhPiKJo6/B7w3CSfprk86KPjDWtG7rzjIhPj1cAl7eU1oRmfZ914Q5qT/wf8e5IraeqxH/Ds8YY0YxvGHcA8eO24A1An9CG/wmTnJ+hHGwEm+3vddkJ39CE/9aGdoJ3Xhxzbh/w06W2EPuWnSW4nTJnkHGt+HTGHVphGkjsDxwAvBu5VVbuON6LZS3Inmi+rFwP7VNWSMYc0a0keCDwR+CPgHlW125hDWnTaS5wObicvrKpvjjOeuWrHrHpAO3lFVf10nPFIi1Uf8itMfn7qSRvB7/UO6Es7QeqDPuTYnuSniW4j9EUf2gnmWG2LHbkDkhxHMybPI2gGMZ664+QF44xrNpK8juZI4J247fKaT1bVlWMNbBaSvA/4ZeCrtPEDn5uwQbHvABwLHATcYWp+VT1nbEHNUpKnAhdU1U3t9F2Bx1TVP483stlJ8kLg3VX13Xb6bsBRVfX3441s5pIsA/4EWMnWn6fHji2oWUpyIM2R5eE63HdsQWnB9CG/wuTnpz60EaA33+u2EzqiD/mpD+0EzV0fcmwf8tOktxGm9CQ/9aGdMPE51vw6OnbkDkjyYpov3Iurasu445mLJIfTJL1vjTuWuUqyimYg70kcxwaAJO8F/gt4OnAi8Azg8qr6w7EGNgtJvlBVDx2ad0lVPWxcMc1FH+qR5EPAWTRnJ7wAOBrYVFV/MtbAZiHJfwAvB04GfovmbIvbVdXxYw1MC6IP+RUmPz/1oY0Avflet53QEX3IT31oJ2ju+pBj+5CfJr2NMMX81A09qYP5dVRx2ZG7tSS/THNEE5pk8sVxxjMXSZ5MM4YKwMer6gPjjGe2ktwe+F0G6gC8pap+Nr6oZmfqSzbJl6rqIW2dPllVjxx3bDM1FfvQvC9X1YPHFdNcJPky8JBqv+zaO35+qaoOGm9kM5fk4qp6xOB7kuSiqjp4R+t2xUAdbv0MTc0bd2xaGD3Jr33ITxPdRoDefK/bTuiIPuSnPrQTtHN6kmMnOj/1oY0AvclPfWgnTHyONb+Ozu3GufOuSfIHwLuBe7SPM5L8/nijmp0krwb+ELisffxBkleNN6pZezPNpUF/3z4e3s6bJFMJ+7tJHkRzl8l7jDGeudiQ5PVJ7tc+Xg9cPO6g5uDfgLOSHJbkMOAf23mTZOrz9I0kT0ryMGDPcQY0Bz9NcjvgK0mOay8XutO4g9LC6EN+bU10fupJGwH69b1uO2H8+pCf+tBO0Bz1Icf2JD9NdBthQB/yUx/aCX3IsebXEfGM3AFJvgT8SlX9sJ2+I/CZ4SMhXdbW4aFV9fN2egnNJR6TVIcvVtUv72helyV5LvA+4CHA22m+sP68qt461sBmof38/znwG0ABHwZeOfX/MSna5LGWph7Q1ONtk3TZU5LfpLlkbl/g74C7AH9RVevHGtgsJDkYuBy4K/CXNHX466r67FgD04LoQ36F/9/evQdLVtbnHv8+jMoIOAhlWcJR4YAnepRLQBERSh0hUaOiCSoi5qKU4SiFl5MomhI5Sg6UREyQhIuSIAoGRT0KiSKoiDdURpAZFC1FQKMiKhcHUHSG3/ljrWZ6b/be06v37v2u99fPp2pqprtnnN9i71nP41rd71t/PmXoCJDmvO6e0BMZ8ilDT7DxZcjYDPlUe0cYSJJPGXpC9RnrfJ2cB5T8y3tIwPA/7o3tc7V5KHBr++ttSw4ypo2Sdo2I6wEk7cLMr0sNzm6D4nKgmsW8h7Uh8eb5Xpd0akT0/m5/WwjPaH/cj6SPRcQhyztVZ19vF7q/A1hdepgxbYyIO4E7adZHsumSJV8z5FPtHSHLed09oT8y5FOGnmDjy5KxtedTho4AOfKp+p6QJGOdrxPiC7kznQ18XdL/ax+/EPjXgvOM40TgakmX0QT401jgBNBTbwQuk/RDmmPYifr+4d8g6WKahbE/P1ifJ5n9Sw+wRGooKF+RdCPN99PHI+K2wvOM42RJjwA+Cnw4Iq4tPZAtqwz5CvXnU4aOMIoazuvuCf2RIZ8y9AQbX4aMzZBPtXeEgWnIpxp6wubUkLHO1wnx0gqzSNobOKB9+KWIuLrkPF1IEvBIYAMwWHz5GxFxc7mpumk/BvEUmvVfHts+/b2IuKfcVN1J2gp4HvBSmrWSLgLOj4gvFx1sCUm6KiL2Lj3HYtVyHJKeTPP99EKatcPOj4hzy07VTRvkLwEOpflYyocj4u/LTmXLpeZ8hfrzKUNHGFUN53X3hH7JkE8ZeoKNr+aMzZBPtXeEYc6nOtRyDM7XCc3kC7mNdh2eb0fE40rPshiqbCfDuajdKbP0HEtF0nbAKcDhEbGi9DxLpZbw2JzajkPSw4B3U/H3k6TdgTcBh0bEg0rPY5OVJV+h/nzK0BFGUeF53T2hJzLkU4aeYKPLkrEZ8qn2jjAX51N/1XYMzteltUXJv7xP2nVgvifp0aVnWaSr2kWla/Y5SYe0d2erJenpkk6juTO7kuZOVCZVf32G9P44JK2S9JeSPg18FfgZ8OTCY3Ui6X9K+j+S1tEsFP9VmndfWHKJ8hXqz6cMHWEUVXx93BP6IUM+ZegJNp5EGZshn2rvCPdxPlWh98fgfJ0cvyN3iKQvAnsB3wDu2w0wIg4uNlRHkr4LPAa4ieYYBERlO36uB7am+XjNb9l0DKuKDtZBu47K1cBHgAtr2l1yNkmraP77r5/1/F9FxPvLTNWNpAcBj6PZ8fN7EfG7odf+OCIuKTbcCCTdAHwC+EhEXFF6nnFIugI4H7ggIn5aeh5bXhnyFerPpwwdYSDBef1G3BN6IUM+ZegJNr4MGZshn2rvCANZ8qn2njBQc8Y6XyfHF3KHSHr6XM9HxOXLPcu4JO001/MRcdNyzzLNJK2KiF8v8PpbIuLE5Zypq/au+L8BD6EpIrcDr4yIbxYdrCNJz6XZsfR6muP478CREfHpooN1IEkLbTSgOnYtXZAq2D3WxpchXzPI0hGSnNfdEypRQz5NQ0+w+WXI2Cz5lEGSfMrQE9JnrPN1fL6Qm4yk7ed4en1E/H7ZhxmTmsX6Z7sDuCkiNiz3PJNQw5o2ktYCR0XEl9rHBwCn1XRnHO67w/+8iPhB+3hX4D9rX0tsWA3fT5uTcV0xy6f2fMrQEcDn9b7I0hM2J0M+1fD9ZNMtQz7V3hFGVcP5JENPmIaMdb6O7wHL/Rf2WftxiNlXtu8A1gB/ExE/XP6pOrsKeBRwG82dm4cCN0v6OfCqSu7gnAbsDaxrH+8OXAtsK+nVtXwMYjN6v6YNsHEQHAAR8WVJNZaQ9YMQb/0QWD/fb7ZifFcxsST5CvXnU4aOANNxXndP6A/nk/VakozNkE+1d4RR1ZBPGXrCNGSs83VMvpA70z8B/wV8iOYE9VJgV5pg+TfgGcUmG92lwEcj4jPQrP8CHAKcTRMu+xacbVQ/BY6IiG8DSHo88A6aXQ4/DmQIwRpOWpdLOhP4d5p5DwW+MLjbHBFXlRyugzWSPkWzzlMALwaulPRnABHx8ZLDmU2JDPkK9edTho4A03Fed08ws1FlyNgM+VR7RxhVDfmUoSc4Y21eXlphiKRrImLPWc99KyL+cK7X+kjSuojYfdZzayNij8GxlJptVJKujYjd5nqulmPYnBo+RiDpsgVejoh45rINswiSzl7g5YiIVy7bMBNSw/fT5mQ4BptfhnyF+vMpQ0cAn9f7IktP2Jwavhabk+EYbH4ZMjZDPtXeEUZVw/kkQ0+Yhoyt4Xtpc0odg9+RO9Pdkl4CfLR9/CKaHSehjjtPAD+TdAzN7oDQ3Ln5uaQVwL3lxurk25JOZ+YxfEfSlkA16yRtxgWlB9iciFhdeoalEBGvKD3DUtE8u5YCp5SYpystsHsscEyZqWyZZMhXqD+fMnSEVOf1BbgnLKMs+VR7T7CxZcjYDPlUe0cYVQ35VH1PyJKxztcJzeN35G4iaReaL8R+NN9oXwPeAPwEeGJEfLngeCOR9DDgOOAAmmP4Cs1HOu4AHj1rrZhekvRg4DU0xwDNMZxGU0i2iog7S802qlnfS/cCVwBvqGSNqvuo2fHzCcDKwXMR8Y5yE3UnaSVwBPc/jt7fiR1Qgl1LlWD3WBtfhnyF+vMpQ0eANOd194SeyJBPGXqCjS9DxmbIp9o7wkCGfMrQE6D+jHW+TnAuX8gdnaS3RMSJpedYDEmnRsTRpedYDEkfi4hDSs+xEElfA/6FZk0baNaqOjoialjfCQBJZwBbAauBs2ju7n8jIo4oOlhHki4Avgu8jKYQHg5cFxGvKzpYB0qwa6kS7B5rk5MhX6GOfFpILR0hyXndPaEnMuRThp5gk5MhY2vJp4XU0hGS5FOGnlB9xjpfJ2eLkn95hV5ceoAlsH/pAZbALqUHGMFWEfHBiNjQ/jiXoTtplXhqRPwFcFtEvJ3mruwfFJ5pHI+JiGOBuyLiHOC51LFhwrD77VoK1LZraYbdY21yMuQr1JFPC6mlI2Q4r7sn9EeGfMrQE2xyMmRsLfm0kPuY+gEAABk/SURBVFo6QoZ8ytATMmSs83VCvEZuNyo9gAF1rPX0aUlvplkjabDL5KckbQ8QEbeWHG5Ev2l/vlvSjsCvgB0KzjOuwZpUt0vaDbgZeHjBecaRYdfSDLvH2uRkydca8imDDOd194T+yJBPGXqCTU6WjK1dLR0hQz5l6AkZMtb5OiG+kNtNLSdfK+8l7c9Hznr+pTTfRzXckf0PSQ8F/gG4imbus8qONJb3StoOeCtwIbAN8LayI3U22G34uFnP70Xzdalh19KVwM+Bp7ePfwE8GHg+zTHUEOQ2Oc5X6yLDed09oT8y5FOGnmCT44y1LjLkU4aekCFjna8T4jVyO5B0dUTsVXqOxfAx2Dja3VZXRsQdpWcxs3yynNdrP47a57dy3BPM+ivDud3HYNPMGWuz+R253VxQeoBRSVoFRETMXoPklBLzdCXpQcDjaO5yfC8ifjf08jFlpuqm/RjH45m5y+QHyk3UjaSjgPMi4vaIuEfSVpJeExGnlZ6tC0knACdFxO3t4+2Av4mIt5adrJsEu5am2D3WJqamfM2QT7V3hCzndfeEHsiST7X3BJuomjK29nyqviNAinyqvidkyFjn6+R4s7MhknaRdJGkX0q6RdInJd330YGIOKHkfKOQtI+kdcBa4FpJ10h64uD1iHh/seFG1P5DuR54D/DPwA8kPWfwekRcUmq2UUk6Dji1/bEaOAk4uOhQ3b1qEH4AEXEb8KqC84zrOXMcx58UnKezdtfSQ4GjadY5ezGwU9Ghuvsg8AjgWcDlwCOpb7F7G1OGfIX68ylDR2hlOK+7J/RH9fmUpCfYmDJkbIZ8qr0jDCTJp+p7Ajky1vk6Ib6QO9OHaBZifgSwI83dy38vOlF3/wq8JiJ2joidgKOAswvP1NXJwOqIeEZEPJ0mQP6x8ExdvQg4ELg5Il5Bs7bKtmVH6myFpPs2R5C0AnhQwXnGtaL9OAoAkh4MbLnA7++jDLuWZtg91saXIV+h/nzK0BEgx3ndPaE/MuRThp5g48uQsRnyqfaOMJAln2rvCRky1vk6Ib6QO9NWEfHBiNjQ/jiXobdPV2JjRHxp8CAivgxsKDjPONZHxA+GHv+Qyu7cAL+JiHuBDe1HhG4BHlV4pq4uBj4s6UBJB9IUwosLzzSO84DPSTpC0hHApcA5hWfqavaupb+nvl1LZ+8euy317R5r48uQr1B/PmXoCJDkvO6e0BsZ8ilDT7DxZcjYDPlUe0cYyJBPGXpChox1vk6I18id6dOS3gycT7OuzaHApyRtDxARt5YcbkSXSzqT5h/64Bi+IGlvgIi4quRwI1oj6VM0d5aD5u3rV0r6M4CIqGF3wzXtLpPvA74J3AlcUXakzo4B/hp4dfv4UurbKZOIeKeka4CD2qeOj4jPlJxpDBl2Lc2we6yNL0O+Qv35lKEjZDmvuyf0R4Z8ytATbHwZMjZDPtXeEQaqz6ckPSFDxjpfJ0QRUXqG3pB0wwIvR0TsssDrvSDpsgVejoh45rINMyZJC32MJipcHHtnYFVErC08ypKS9LGIOKT0HIsl6YqI2K/0HKOSdy21CmXIV6g/nzJ0hFFUeF7fGfcEWyLuCdMnQ8ZmyKfaO8JcEudTVT1hLs7Y5denfPWFXLMJkPSnwOcH/8jbuzjPiIhPlJ1s6Ui6OiL2Kj3HYtVwHBratbR9vB1wWGW7lla/e6yZ1aGS87p7Qk9kyKcMPcHM+sH5VIcajsH5OsG5fCF3pnbtjscztK5QRHyg3ETdtTtmPoGZx/COchN1I2klcAT3P4Zq7mJK+lZE/OGs53p/su1C0lURsXfpORarhuPI8P0017w1/Le3pZMkXzPkU9UdYRQ1nFsynNc3p4avA+TIp2n4frKFJcnYqvMpQ0eA6Tif1HaOn0sNx+B8nRxvdjZE0nHAqe2P1cBJwMFFh+pI0hk0awodDYhmbZ6dig7V3Qdpdl19FnA58EjqWyh+rn9bXpPaxpVh19IMu8famDLka6vqfErSEbJwT+iPDPmUoSfYmDJkbJJ8qrojDHE+2VJxvk6IL+TO9CLgQODmiHgFsCfNzno1eWpE/AVwW0S8HdgP+IPCM3X1mIg4FrgrIs4BngvsW3imrtZIerekXdsf76ZZLD4Tbf63VKGG48iwa2mG3WNtfBnyFerPpwwdYRQ1nNfdE/ojQz5l6Ak2vgwZmyGfau8IA86nOtRwDM7XCfGdlZl+ExH3StogaRVwC/Co0kN19Jv257sl7Qj8Ctih4Dzj+H378+3tx4RuBh5ecJ5xHA0cC3yYZmfDS4Gjik609I4pPcAS+fPSA4yg+l1Lk+wea+PLkK9Qfz5l6AijqOG87p7QE0nyqfqeYIuSIWMz5FPtHWFgGvKphp6wOb3PWOfr5PhC7kxr2sW830dz1+lO4IqyI3X2H+0x/ANwFc3Jt/g3WkfvbReRfitwIbAN8LayI3UTEXcBb57vdUmnRsTRyzjSyCSto/m+ud9LNDuu7kHzi0uWdbCOJK1n7uMAICJWtT9fu2xDjSki7gXOaH/cTy27lkbExcxzBzPD7rG2oAz5CvXnU9UdIdl53T2hR2rPpyw9wcaWIWOrzqdW7R0BqD6fqu8J2TLW+ToZ3uxsHpJ2BlZFxNrCo4ytXY9k5WDHSeuPPi/yLWnB9agi4qblmmUpSDoe+BnNulUCDgd2iIjqitV8+rDg+mJlOAYbTYZ8zaDmjjAl53X3hJ7IkE8ZjsFGkyFja86nadDnfBqouSdMU8ZmyKZSx+A1codI+lNJ2wJExI3AjyS9sOxU3Ug6qr2bSUTcA2wh6TWFx+pE0gmDY2gfbyfp70vONE0i4qaFfpSebwwHR8RpEbE+In4dEacDLyg91BLLcEcuwzHYPDLkK9SfTxk6Qmsazuu9lbAnbE6GfMpwDDaPDBmbIZ9q7wjJVNsTpixjM2RTkWPwhdyZjhu+8xcRtwPHFZxnHK9q5wYgIm4DXlVwnnE8Z45j+JOC80wVSesl/XqOH+sl/br0fGO4S9LhklZI2kLS4cBdpYcymzIZ8hXqz6cMHQF8Xi8qYU8wq12GjM2QT7V3hEyq7QnOWBuF18idaa4L27X9N1ohSdGumSFpBfCgwjN1tULSlu3dWCQ9GNiy8ExLrbe7TEbEQ0rPsMReBpzS/gjgK+1zmfT2+6mDDMdg88uQr1B/PmXoCODzelEJe8Lm9PZr0UGGY7D5ZcjYDPlUe0cYVQ3nk2p7wpRlbA3fS5tT5BhqO8FP2hpJ7wb+pX18FM2C8TW5GPiwpDPbx0cyz+LSPXYe8DlJZ7ePXwGcU3CesUnaKiLunuOlU5Z9mDFJejiwcvA4In5UcJzO2o+YVfFRmkXo/a6lI8iwe6zNL0O+Qv35lKEjpDqvuydUIUM+ZegJNr8MGZshn2rvCDPUnE/JekLmjHW+jsmbnQ2RtDVwLHAQzZ2bS4H/2+7cWAVJWwB/TXMM0BzDWRGxsdxU3Ul6NkPHEBGfKTlPV5KeSrPT6jYR8WhJewJHRkQ1az1JOhg4GdgRuAXYCbguIp5QdLARSXpTRJwk6VTmWLsmIl5bYKxORt21tM804u6xlluGfB2oOZ9q7wgZzusD7gnlZcinDD3BFi9DxtaeTwM1d4SBmvMpWU+oNmOdr5PnC7kdSDo1Io4uPcdiSPpYRBxSeo7FkHRFROxXeo6FSPo68CLgwsEuhpKujYjdyk42OknXAM8EPhsRe0laDbw8Io4oPNpIJD0/Ii6S9JfMHeQfKDBWJ0q0a6kq3j3WJi9DvkId+bSQvneEDOf1AfeE/qg5nzL1BJucDBnb93waRS0doeZ8StYTqs9Y5+vkeGmFbvYvPcAS2KX0AEtg5eZ/S3kR8WNpxpIpVd1RBn4fEb9qF4jfIiIuk/RPpYcaVURc1P7yO8DfATuz6ZwXQO+DvHRALLGDI2LPocentwWl90FuyyJDvkIl+bSAXneEDOf1Ye4JvVFtPiXrCTY5GTK21/k0omo6Qq35lKwnZMhY5+uE+ELu9MnwFuwajuHH7cdSQtIDgdcB1xWeqavbJW0DfBE4T9ItVLLb5yznAm8E1gH3Fp6lkwU+ljL4SEfvP5Yy5K52x9jzaY7pMOr8fjJbSA35tJBa5q/2vD7EPaE/qs2nZD3BbCG15NNCajmGDPmUoSdkyFjn64T4Qq7ZZPwvmoXg/xvwE+ASmo0HavIC4LfAG2g+BrEt8I6iE43nFxFxYekhxpFs19Jqd481s96p9rw+xD2hP6rNp2Q9wcz6IUM+ZegJGTLW+TohXiO3A0lXD9aJqZWPwbqStIqhmz4RcWvBcTqTdCDN3b/PAfcMno+IjxcbakzJdy21KZblvF77cdQyf6bzega194RM3BNsLrWc2xfiY7AuMvUEZ2w/9C1f/Y7cOUjaKiLunuOlU5Z9mKV3TOkBlsCflx5gcyS9Z46n7wDWRMQnl3uecUg6Eng7zZ3Ae2k/RkB9a1S9Angc8EA2fbQmgGqCfL5dS4Eadi1Ns3usLV7yfIUK8mkzaukIGc7r7gmFZcqnmnuCLZ3kGVtLPi2kio6QIZ/I0ROqzVjn6+T5Qu6Qdi2Ys4BtgEdL2hM4MiJeAxAR7y843oIkrWPhNTz2oPnFJcs6WAcLrEMCwGAdkoi4dtmGGt9KmvC4oH18CHADsKek1RHx+mKTje5vgd0i4pelB1mkfSLisaWHWKTjgacwa9fSwjONarCm1hrqWRvMlljN+Qr151OGjjBLhvO6e0J5mfKp5p5gi1RzxmbIp9o7whwy5FOGnlBzxjpfJ8wXcmf6R+BZwIUAEXGNpKeVHWlkzys9wGIN1iGRdDzwM+CDNCF+OLBDwdHGsQewf0RsBJB0OvAl4ACaRddrcD0w11392nxV0uMj4julB1mEanctTbZ7rI2v5nzNkE/Vd4RZMpzX3RMKS5ZP1fYEWxI1Z2z1+ZSgI8yWIZ8y9IRqM9b5Onm+kDtLRPxY0vBTG0vN0kVE3FR6hiV0cETsOfT4dEnXAG8rNdAYtqO5K35H+3hrYPuI2Cjpnvn/WK+8hSYEv87MtYWq+ShE6ynAtyTdQHMcM+7wVyLDrqUZdo+1Rag1X2epMp+SdQTIcV53T+iPDPmUoSfYItSascnyqcqOMIcM+ZShJ2TIWOfrhPhC7kw/bj+aEpIeCLyOTW8L77UFPtIxOGmtWuaRFuMuSYcD59Mc02H04B9LRyfRhMcXaL4GTwNOkLQ18NmSg3VwJvB56j7xAjy79ABLIMOupRl2j7XxVZuvs1SZT8k6AuQ4r7sn9EeGfMrQE2x81WZssnyqsiPMIUM+ZegJGTLW+Tohiqh9yYqlI+lhNIvBH0Rz0roEeF1E/KroYFNG0s40X4f9aULwK8DrI+LGclONTs3t8EcCG4Ant09fGRE/LTdVd95ZtX9q3rU00+6x1l2WfK09n6wf3BP6JVM+1dwTbHxZMrZ2GTpClnzKIEPGOl8nxxdyk5L0cJqFygGIiB8VHGfqSFoXEbuXnmMxJJ0A3AhcxMwTr/9PwTKbb9fSiOj9rqUDks6l2Tjh2wztHhsRryw3ldl0ckcozz2hPzLkU4aeYAbOpz7IkE8ZZMhY5+sE5/KF3E0kvWeOp+8A1kTEJ5d7nnFIOhg4GdgRuAXYCbguIp5QdLARSHpTRJwk6VTm+IhNTevBSDoH+OeIuLL0LONq1xQauO/rUfqkNY0kfR/Yr9JdSwGQ9L0Eu8famGrP1yz5VHNHyMY9oT8y5FOGnmDjqz1joe58ytIRBjLkUwYZMtb5OjleI3emlTR3DC5oHx8C3ADsKWl1RLy+2GSjO55mce/PRsReklYDLy8806gGazmtYe61kmqyL3C4pJto1kaqcYH1Y4CLI+LXko4F9qb5/rLlV+2upUMy7B5r46s9X7PkU80dIRv3hP7IkE8ZeoKNr/aMhbrzKUtHGMiQTxlkyFjn64T4HblDJH0N2D8iNraPHwB8CTgAWBcRjy853ygkrYmIJ7U7ZO4VEfdKumbWDpq9Jmkf4O+Andl0s6Gq8JC001zP17Qzq6S1EbGHpANoQuNdwNsiYt/Co00dSXsBZwPV7loq6TpgV5r/Y1Hr7rE2pgz5CvXnU4aOkIV7Qn9kyKcMPcHGlyFjM+RT7R1hIEM+ZZAhY52vk+N35M60HbANzUdRALYGto+IjZLumf+P9crtkrYBvgicJ+kW6tst81zgjVS8Q+Mg6Gav81SZje3PzwXeFxH/KenvSw40xTLsWpph91gbX4Z8hfrzKUNHSME9oVcy5FOGnmDjy5CxGfKp9o4ApMmnDDJkrPN1Qnwhd6aTgG9J+gLN3YKnASdI2hr4bMnBOngBzULMbwAOB7YF3lF0ou5+EREXlh5iMeZb5wno/TpPQ34i6Uzgj4B3StoS2KLwTNPqgRHxv0sPsRi+iz/1MuQr1J9PGTpCCu4J/ZEkn6rvCbYoGTI2Qz7V3hGANPmUQfUZ63ydHC+t0JIk4JHABuDJ7dNXRsRPy001PkmrGLpQX9nuhgcChwGfY+bb1z9ebKiO2o8FPZNZ6zxFxBGFRxuZpK1o7qKti4jvS9oB2D0iLik82tTJsGupTa9M+Zohn6DujpCFe4ItJfeE6ZUpY6HufErUEarPpwycsf3Q13z1hdwhktZFxO6l51gMSUcCb6e5o3kvm9YhqWl3w3NpFuz/Npvevh4R8cpyU3WTYZ0n648Mu5badMuQr1B/PmXoCFm4J9hSck+YbhkyNkM+1d4RBpxPZpv0NV+9tMJMV0naJyKuLD3IIvwtsFtE/LL0IIuwT0Q8tvQQi5RhnSfrjwy7ltp0y5CvUH8+ZegIWbgn2FJyT5huGTI2Qz7V3hEGnE9mm/QyX6taY2MZ7AtcIel6SWslrZO0tvRQHV0P3F16iEX6qqTe7666GS8AfkOzztPFNF+X5xedyGr21jY8DqD5qNNZwOmFZzLrIkO+Qv35lKEjZOGeYEvJPWG6ZcjYDPlUe0cYcD6ZbdLLfPXSCkMk7TTX8zUt0ixpL+Bs4OvMXMPjtcWG6kjSdcCuwA00xzD4aM0eRQczK0TS1e0aVSfSrJP0ocFzpWczG0WGfIX68ylDRzCz+3NPmG4ZMjZDPtXeEczs/vqar15aYcgg7CQ9HFhZeJxxnQl8HljHprV5avPs0gOMS9J6htZOGX6JJshXLfNIlkP1u5badEuSr1BxPrUydISquSfYhLgnTLEkGZshn6ruCM4nszn1Ml/9jtwhkg4GTgZ2BG4BdgKui4gnFB2sgz7cHTCzpeVdS612GfI1A3cEs5zcE6Zbhox1PplZH/U1X30hd0i7M+Mzgc+2b59eDbw8Io4oPNrIJJ0A3AhcxMyPpdxaaiYzM5tuGfI1A3cEM7N8MmSs88nMbHS+kDtE0pqIeFIbhntFxL2SromIPUvPNipJNww9vO+LGxG7FBjHzMwsRb5m4I5gZpZPhox1PpmZjc5r5M50u6RtgC8C50m6Bbir8ExdHQNc3O6sdyywN3B84ZnMzGy6ZcjXDNwRzMzyyZCxziczsxH5HblDJG0N/JZmQe/DgW2B8yLiV0UH60DS2ojYQ9IBNOH3LuBtEbFv4dHMzGxKZcjXDNwRzMzyyZCxziczs9H5Qm4yg4XiJZ1IsyDzh7x4vJmZmbkjmJlZHzmfzMxG56UVAEnrGVqLZ/glICJi1TKPtBg/kXQm8EfAOyVtCWxReCYzM5tCyfI1A3cEM7MkkmWs88nMbER+R24ykrYCnk1zJ/P7knYAdo+ISwqPZmZmZgW5I5iZWR85n8zMRucLuWZmZmZmZmZmZmY9548rmJmZmZmZmZmZmfWcL+SamZmZmZmZmZmZ9Zwv5Jr1iKTXSrpO0nkd/9zr27WlzMzMbA7OWDMzs8lwxpotH6+Ra9Yjkr4LHBQR/9Xxz90IPCkiftnhz6yIiI0dRzQzM6uSM9bMzGwynLFmy8fvyDXrCUlnALsAn5Z0jKQrJF0t6auSHtv+nhWS3iXpWklrJR0t6bXAjsBlki5rf99hkta1v++dQ3/HnZJOlnQNsF+BwzQzM1t2zlgzM7PJcMaaLS+/I9esRwZ3JIHfAXdHxAZJBwGvjohDJL0aOBB4afva9hFx6/CdTEk7Al8DngjcBlwCvCciPiEpgEMj4iMFDs/MzKwYZ6yZmdlkOGPNls8DSg9gZnPaFjhH0v8AAnhg+/xBwBkRsQEgIm6d48/uA3whIn4B0K5T9DTgE8BG4GMTnt3MzKzPnLFmZmaT4Yw1mzAvrWDWT8cDl0XEbsDzgZVL9L/7W68nZGZmU84Za2ZmNhnOWLMJ84Vcs37aFvhJ++u/Gnr+UuBISQ8AkLR9+/x64CHtr78BPF3SwyStAA4DLp/4xGZmZnVwxpqZmU2GM9Zswnwh16yfTgJOlHQ1M5dAOQv4EbC2Xej9Ze3z7wUulnRZRPwMeDNwGXAN8M2I+OTyjW5mZtZrzlgzM7PJcMaaTZg3OzMzMzMzMzMzMzPrOb8j18zMzMzMzMzMzKznfCHXzMzMzMzMzMzMrOd8IdfMzMzMzMzMzMys53wh18zMzMzMzMzMzKznfCHXzMzMzMzMzMzMrOd8IdfMzMzMzMzMzMys53wh18zMzMzMzMzMzKznfCHXzMzMzMzMzMzMrOf+P53hDQqYTWbZAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1728x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
"<Figure size 1728x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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TkqP6sp0DPF5VRwIX0d0WTst3FnA0sIpujJkFkyxTmlZJvj3G8uqJj1a/JL8zxuv5O7Ndt7EkuWGMOv/qbNdNkvY19rvTay71u/ankjQx+8HpNZf6wcmaS/1lknvGqMub93ZdtGemPERDkn8EvKeqTmvb7wSoqvf35NnU8vx5koV0Y38sBtb15h3N1w4bt0xJkiRJkiRJmu+mY4iGJXQDYo/a2tIG5qmqnXQTPBwyzrGTKVOSJEmSJEmS5rWFs12BqUqyFlgL8IIXvODYH/zBH5zR89217YkZLX9veOWSPZnweG7xOswdXou5weswOXfcccejVbV4xk+0D3rxi19cy5cvn+1qSJLmIPvXPWf/Kkkaz2T72OkI8G4DDu/ZXtrSBuXZ2oZoOBB4bIJjJyoTgKq6BLgEYOXKlTUyMrJnrZik5euun9Hy94aR9a+b7SpMmddh7vBazA1eh8lJ8vUZP8k+avny5cx0HytJGk72r3vO/lWSNJ7J9rHTMUTD7cCKJEck2Y9u0rQNfXk2AGva+hnAzdUN/rsBOCvJoiRHACuAz0+yTEmSJEmSJEma16Z8B29V7UxyHrAJWABcXlX3JLkAGKmqDcBlwFVJNgM76AK2tHzXAvcCO4Gfq6pnAQaVOdW6SpIkSZIkSdK+ZFrG4K2qjcDGvrTze9afBs4c49gLgQsnU6YkSfNNklXAB+m+8Ly0qtb37V8EXAkcSzf80Rur6sEkpwDrgf2AZ4Bfqqqb2zG3AIcBf92KObWqHtkLzZEkSZIkTbOhn2RNkqR9VZIFwMXAKcBW4PYkG6rq3p5s5wCPV9WRSc4CPgC8EXgUeENVPZTkGLqnYpb0HPfmqnLQP0mSJEkactMxBq8kSZoZxwGbq+qBqnoGuBpY3ZdnNXBFW78OOClJquqLVfVQS78H2L/d7StJkiRJ2ocY4JUkae5aAmzp2d7Krnfh7pKnqnYCTwCH9OX5aeALVfXdnrSPJbkzybuSZHqrLUmSJEnaWwzwSpK0D0tyNN2wDW/vSX5zVb0SeHVb3jLGsWuTjCQZ2b59+8xXVpIkSZK02wzwSpI0d20DDu/ZXtrSBuZJshA4kG6yNZIsBT4JnF1VXx09oKq2tZ9PAZ+gGwri76iqS6pqZVWtXLx48bQ0SJIkSZI0vZxkTZKkuet2YEWSI+gCuWcB/7IvzwZgDfDnwBnAzVVVSV4EXA+sq6rPjWZuQeAXVdWjSZ4PvB64aeabIknDafm662e7ClP24PrXzXYVJEnaxb7Qv8Lc6WO9g1eSpDmqjal7HrAJ+DJwbVXdk+SCJD/Vsl0GHJJkM/CfgHUt/TzgSOD8NtbunUleAiwCNiX5EnAnXeD4o3uvVZIkSZKk6eQdvJIkzWFVtRHY2Jd2fs/608CZA457H/C+MYo9djrrKEmSJEmaPd7BK0mSJEmSJElDygCvJEmSJEmSJA0pA7ySJEmSJEmSNKQM8EqSJEmSJEnSkDLAK0mSJEmSJElDygCvJEmSJEmSJA0pA7ySJEmSJEmSNKQM8EqSJEmS5p0kq5Lcl2RzknUD9i9Kck3bf1uS5S39uCR3tuUvkvzzyZYpSdJMMMArSZIkSZpXkiwALgZeCxwFvCnJUX3ZzgEer6ojgYuAD7T0u4GVVfUqYBXwu0kWTrJMSZKmnQFeSZIkSdJ8cxywuaoeqKpngKuB1X15VgNXtPXrgJOSpKr+qqp2tvTvA2o3ypQkadoZ4JUkSZIkzTdLgC0921tb2sA8LaD7BHAIQJLjk9wD3AX8bNs/mTJJsjbJSJKR7du3T1NzJEnzmQFeSZIkSZJ2Q1XdVlVHAz8GvDPJ9+3GsZdU1cqqWrl48eKZq6Qkad5YONsVkDTcHlz/utmugvA6SJIk7aZtwOE920tb2qA8W5MsBA4EHuvNUFVfTvJt4JhJlilJ0rTzDl5JkiRJ0nxzO7AiyRFJ9gPOAjb05dkArGnrZwA3V1W1YxYCJHkZ8IPAg5MsU5KkaecdvJIkSZKkeaWqdiY5D9gELAAur6p7klwAjFTVBuAy4Kokm4EddAFbgH8KrEvyN8DfAu+oqkcBBpW5VxsmSZqXDPBKkiRJkuadqtoIbOxLO79n/WngzAHHXQVcNdkyJUmaaQ7RIEmSJEmSJElDygCvJEmSJEmSJA0pA7ySJEmSJEmSNKQM8EqSJEmSJEnSkDLAK0mSJEmSJElDygCvJEmSJEmSJA0pA7ySJM1hSVYluS/J5iTrBuxflOSatv+2JMtb+ilJ7khyV/v5mp5jjm3pm5N8KEn2XoskSZIkSdPJAK8kSXNUkgXAxcBrgaOANyU5qi/bOcDjVXUkcBHwgZb+KPCGqnolsAa4queYjwDnAivasmrGGiFJkiRJmlFTCvAmOTjJjUnubz8PGiPfmpbn/iRretIH3kGU5L8k+UqSLyX5ZJIXTaWekiQNqeOAzVX1QFU9A1wNrO7Lsxq4oq1fB5yUJFX1xap6qKXfA+zf7vY9DDigqm6tqgKuBE6f+aZIkiRJkmbCVO/gXQd8pqpWAJ9p27tIcjDwbuB4ug+q7+4JBI91B9GNwDFV9UPA/wPeOcV6SpI0jJYAW3q2t7a0gXmqaifwBHBIX56fBr5QVd9t+bdOUCYASdYmGUkysn379j1uhCRJkiRp5kw1wNt719AVDL4D6DTgxqraUVWP0wVvV413B1FVfbp9SAW4FVg6xXpKkjQvJTmabtiGt+/usVV1SVWtrKqVixcvnv7KSZIkSZKmbKoB3kOr6uG2/g3g0AF5xrr7aLJ3EP0b4IaxKuDdRZKkfdg24PCe7aUtbWCeJAuBA4HH2vZS4JPA2VX11Z78vV+cDipTkiRJkjQkJgzwJrkpyd0Dll3GAGx34dZ0Vi7JfwZ2Ar83Vh7vLpIk7cNuB1YkOSLJfsBZwIa+PBvoJlEDOAO4uaqqjV9/PbCuqj43mrl9MftkkhPa2PdnA5+a6YZIkiRJkmbGwokyVNXJY+1L8s0kh1XVw23IhUcGZNsGnNizvRS4hQnuIEryVuD1wEkteCxJ0rxSVTuTnAdsAhYAl1fVPUkuAEaqagNwGXBVks3ADrogMMB5wJHA+UnOb2mnVtUjwDuAjwP70z0lM+aTMpIkSZKkuW3CAO8ERu8aWt9+DroDaBPw6z0Tq50KvLOqdiR5MskJwG10dxD9FkCSVcAvAz9eVX81xTpKkjS0qmojsLEv7fye9aeBMwcc9z7gfWOUOQIcM701lSRJkiTNhqmOwbseOCXJ/cDJbZskK5NcClBVO4D30j1mejtwQUuD7g6iS4HNwFf53h1EHwZeCNyY5M4kvzPFekqSJEmSJEnSPmdKd/BW1WPASQPSR4C39WxfDlw+Rr6/cwdRVR05lXpJkiRJkjSW9tToB+mGQLq0qtb37V8EXAkcSzd56Rur6sEkp9Dd2LQf8AzwS1V1czvmFuAw4K9bMaNDI0mSNKOmOkSDJEmSJElDI8kC4GLgFGArcHuSDVV1b0+2c4DHq+rIJGcBHwDeCDwKvKGqHkpyDN2QhEt6jntzu5FJkqS9ZqpDNEiSJEmSNEyOAzZX1QNV9QxwNbC6L89q4Iq2fh1wUpJU1Rer6qGWfg+wf7vbV5KkWWOAV5IkSZI0nywBtvRsb2XXu3B3yVNVO4EngEP68vw08IWq+m5P2sfaPDLvSpJBJ0+yNslIkpHt27dPpR2SJAEGeCVJkiRJ2i1JjqYbtuHtPclvrqpXAq9uy1sGHVtVl1TVyqpauXjx4pmvrCRpn2eAV5IkSZI0n2wDDu/ZXtrSBuZJshA4kG6yNZIsBT4JnF1VXx09oKq2tZ9PAZ+gGwpCkqQZZ4BXkiRJkjSf3A6sSHJEkv2As4ANfXk2AGva+hnAzVVVSV4EXA+sq6rPjWZOsjDJi9v684HXA3fPcDskSQIM8EqSJEmS5pE2pu55wCbgy8C1VXVPkguS/FTLdhlwSJLNwH8C1rX084AjgfPbWLt3JnkJsAjYlORLwJ10dwB/dO+1SpI0ny2c7QpIkiRJkrQ3VdVGYGNf2vk9608DZw447n3A+8Yo9tjprKMkSZPlHbySJEmSJEmSNKQM8EqSJEmSJEnSkDLAK0mSJEmSJElDygCvJEmSJEmSJA0pA7ySJEmSJEmSNKQM8EqSJEmSJEnSkDLAK0mSJEmSJElDygCvJEmSJEmSJA0pA7ySJEmSJEmSNKQM8EqSJEmSJEnSkDLAK0mSJEmSJElDygCvJElzWJJVSe5LsjnJugH7FyW5pu2/Lcnyln5Ikj9O8u0kH+475pZW5p1tecneaY0kSZIkabotnO0KSJKkwZIsAC4GTgG2Arcn2VBV9/ZkOwd4vKqOTHIW8AHgjcDTwLuAY9rS781VNTKjDZAkSZIkzTgDvJIkzV3HAZur6gGAJFcDq4HeAO9q4D1t/Trgw0lSVd8BPpvkyL1YX0mSJGlOW77u+tmuwpQ9uP51s10FzTEO0SBJ0ty1BNjSs721pQ3MU1U7gSeAQyZR9sfa8AzvSpJBGZKsTTKSZGT79u27X3tJkiRJ0owzwCtJ0vzz5qp6JfDqtrxlUKaquqSqVlbVysWLF+/VCkqSJEmSJscAryRJc9c24PCe7aUtbWCeJAuBA4HHxiu0qra1n08Bn6AbCkKSpHllChOZnpLkjiR3tZ+v6Tnm2Ja+OcmHxnpKRpKk6WSAV5Kkuet2YEWSI5LsB5wFbOjLswFY09bPAG6uqhqrwCQLk7y4rT8feD1w97TXXJKkOaxnItPXAkcBb0pyVF+25yYyBS6im8gU4FHgDe1pmDXAVT3HfAQ4F1jRllUz1ghJkhonWZMkaY6qqp1JzgM2AQuAy6vqniQXACNVtQG4DLgqyWZgB10QGIAkDwIHAPslOR04Ffg6sKkFdxcANwEf3YvNkiRpLpjKRKZf7MlzD7B/kkXAwcABVXVrK/NK4HTghplsiCRJBnglSZrDqmojsLEv7fye9aeBM8c4dvkYxR47XfWTJGlIDZrI9Pix8rQvXUcnMn20J89PA1+oqu8mWdLK6S2zf3JUkqwF1gIsW7Zsis2QJMkhGiRJkiRJ2m1JjqYbtuHtu3Ock5hKkqabAV5JkiRJ0nwzpYlMkywFPgmcXVVf7cm/dIIyJUmadgZ4JUmSJEnzzR5PZJrkRcD1wLqq+txo5qp6GHgyyQlJApwNfGqmGyJJ0pQCvEkOTnJjkvvbz4PGyLem5bk/yZqe9GOT3JVkc5IPtU6w97hfSFKjs31LkiRJkjRVVbUTGJ3I9MvAtaMTmSb5qZbtMuCQNpHpfwLWtfTzgCOB85Pc2ZaXtH3vAC4FNgNfxQnWJEl7wVQnWVsHfKaq1idZ17Z/pTdDkoOBdwMrgQLuSLKhqh4HPgKcC9xGN4HMKloHmORwutm+/3KKdZQkSZIkaRd7OpFpVb0PeN8YZY4Ax0xvTSVJGt9Uh2hYDVzR1q8ATh+Q5zTgxqra0YK6NwKrkhwGHFBVt1ZVAVf2HX8R8Mt0QWFJkiRJkiRJUp+pBngPbeMMAXwDOHRAniXAlp7trS1tSVvvTyfJamBbVf3FFOsnSZIkSZIkSfusCYdoSHIT8A8G7PrPvRttsPkp322b5O8Bv0o3PMNk8q8F1gIsW7ZsqqeXJEmSJEmSpKExYYC3qk4ea1+SbyY5rKoebkMuPDIg2zbgxJ7tpcAtLX1pX/o24OXAEcBftDnXlgJfSHJcVX1jQP0uAS4BWLlypcM5SJIkSZIkSZo3pjpEwwZgTVtfA3xqQJ5NwKlJDkpyEN2duZva0A5PJjkhXST3bOBTVXVXVb2kqpZX1XK6oRt+dFBwV5IkSZIkSZLms6kGeNcDpyS5Hzi5bZNkZZJLAapqB/Be4Pa2XNDSAN4BXApsBr4K3DDF+kiSJEmSJEnSvDHhEA3jqarHgJMGpI8Ab+vZvhy4fIx8x0xwjuVTqaMkSZIkSZIk7aumegevJEmSJEmSJGmWGOCVJEmSJEmSpCFlgFeSJEmSJEmShpQBXkmSJEmSJEkaUgZ4JUmSJEmSJGlIGeCVJEmSJEmSpCFlgFeSJEmSJEmShpQBXkmSJEmSJEkaUgZ4JUmSJEmSJGlIGeCVJGkOS7IqyX1JNidZN2D/oiTXtP23JVne0g/p8D+3AAAgAElEQVRJ8sdJvp3kw33HHJvkrnbMh5Jk77RGkqS5YYb611tamXe25SV7pzWSpPnOAK8kSXNUkgXAxcBrgaOANyU5qi/bOcDjVXUkcBHwgZb+NPAu4BcHFP0R4FxgRVtWTX/tJUmam2awfwV4c1W9qi2PTH/tJUn6uwzwSpI0dx0HbK6qB6rqGeBqYHVfntXAFW39OuCkJKmq71TVZ+k+iD4nyWHAAVV1a1UVcCVw+oy2QpKkuWXa+1dJkmaTAV5JkuauJcCWnu2tLW1gnqraCTwBHDJBmVsnKFOSpH3ZTPSvoz7Whmd411hDICVZm2Qkycj27dt3v/aSJPUxwCtJkgbyA6gkSbvlzVX1SuDVbXnLoExVdUlVrayqlYsXL96rFZQk7ZsM8EqSNHdtAw7v2V7a0gbmSbIQOBB4bIIyl05QJuAHUEnSPmsm+leqalv7+RTwCbqhICRJmnEGeCVJmrtuB1YkOSLJfsBZwIa+PBuANW39DODmNrbuQFX1MPBkkhPao6NnA5+a/qpLkjRnTXv/mmRhkhe39ecDrwfunvaaS5I0wMLZroAkSRqsqnYmOQ/YBCwALq+qe5JcAIxU1QbgMuCqJJuBHXQfUgFI8iBwALBfktOBU6vqXuAdwMeB/YEb2iJJ0rwwE/0r8HVgUwvuLgBuAj66F5slSZrHDPBqKD24/nWzXQVJ2iuqaiOwsS/t/J71p4Ezxzh2+RjpI8Ax01dLSZKGy0z0r8Cx01U/SZJ2h0M0SJIkSZIkSdKQMsArSZIkSZIkSUPKAK8kSZIkSZIkDSkDvJIkSZIkSZI0pAzwSpIkSZIkSdKQMsArSZIkSZIkSUPKAK8kSZIkSZIkDSkDvJIkSZIkSZI0pAzwSpIkSZIkSdKQMsArSZIkSZIkSUPKAK8kSZIkSZIkDSkDvJIkSZIkSZI0pAzwSpIkSZIkSdKQMsArSZIkSZIkSUNqSgHeJAcnuTHJ/e3nQWPkW9Py3J9kTU/6sUnuSrI5yYeSpGffv0vylST3JPmNqdRTkiRJkiRJkvZFU72Ddx3wmapaAXymbe8iycHAu4HjgeOAd/cEgj8CnAusaMuqdsxPAKuBH66qo4H/OsV6SpIkSZIkSdI+Z6oB3tXAFW39CuD0AXlOA26sqh1V9ThwI7AqyWHAAVV1a1UVcGXP8f8WWF9V3wWoqkemWE9JkiRJkp6TZFWS+9oTpYNuVlqU5Jq2/7Yky1v6IUn+OMm3k3y475gxn1KVJGmmTDXAe2hVPdzWvwEcOiDPEmBLz/bWlrakrfenA7wCeHXrRP8kyY+NVYEka5OMJBnZvn37nrZDkiRJkjRPJFkAXAy8FjgKeFOSo/qynQM8XlVHAhcBH2jpTwPvAn5xQNEDn1KVJGkmTRjgTXJTkrsHLKt787W7cGua6rUQOBg4Afgl4NqxvvmsqkuqamVVrVy8ePE0nV6SJEmStA87DthcVQ9U1TPA1XRPqPbqfWL1OuCkJKmq71TVZ+kCvc+Z4ClVSZJmzMKJMlTVyWPtS/LNJIdV1cOtMxs0lMI24MSe7aXALS19aV/6tra+FfhfrVP8fJK/BV4MeIuuJEmSJGmqBj1pevxYeapqZ5IngEOAR8cpc6ynVJ+TZC2wFmDZsmV7UndJknYx1SEaNgBr2voa4FMD8mwCTk1yUJtc7VRgUxva4ckkJ7S7c8/uOf4PgZ8ASPIKYD/G7kQlSZIkSRoKPoUqSZpuUw3wrgdOSXI/cHLbJsnKJJcCVNUO4L3A7W25oKUBvAO4FNgMfBW4oaVfDnx/krvpHpVZ0+7mlSRJkiRpqrYBh/ds9z5R+nfyJFkIHAg8NkGZYz2lKknSjJlwiIbxVNVjwEkD0keAt/VsX04XtB2U75gB6c8A/2oqdZMkaV+QZBXwQWABcGlVre/bv4hujL9j6T50vrGqHmz73kk3QcyzwL+vqk0t/UHgqZa+s6pW7pXGSJI0d9wOrEhyBF0Q9izgX/blGX1i9c+BM4Cbx7vxqA1d+GSSE4Db6J5S/a2ZqLwkSb2mFOCVJEkzp2eG71PoxvG7PcmGqrq3J9tzM3wnOYtuhu83tpnAzwKOBl4K3JTkFVX1bDvuJ6rK4Y8kSfNSG1P3PLohBRcAl1fVPUkuAEaqagNwGXBVks3ADrp+FXjuy9IDgP2SnA6c2vrndwAfB/ane0L1BiRJmmEGeCVJmruem+EbIMnoDN+9Ad7VwHva+nXAh9vY9quBq6vqu8DX2ofT4+juQpIkad6rqo3Axr6083vWnwbOHOPY5WOkD3xKVZKkmTTVMXglSdLMGTTDd/9s3LvM8A2MzvA93rEFfDrJHW0m74GSrE0ykmRk+/btU2qIJEmSJGlmGOCVJGn++adV9aPAa4GfS/LPBmVylm9JkiRJmvsM8EqSNHdNZYbvMY+tqtGfjwCfpBu6QZIkSZI0hAzwSpI0dz03w3eS/egmd9nQl2d0hm/YdYbvDcBZSRa1GcJXAJ9P8oIkLwRI8gLgVODuvdAWSZIkSdIMcJI1SZLmqKnM8N3yXUs3IdtO4Oeq6tkkhwKf7OZhYyHwiar6P3u9cZIkSZKkaWGAV5KkOWyKM3xfCFzYl/YA8MPTX1NJkiRJ0mxwiAZJkiRJkiRJGlIGeCVJkiRJkiRpSBnglSRJkiRJkqQhZYBXkiRJkiRJkoaUAV5JkiRJkiRJGlIGeCVJkiRJkiRpSC2c7QpIkiRJ2tXyddfPdhWm7MH1r5vtKkiSJM0L3sErSZIkSZIkSUPKAK8kSZIkSZIkDSkDvJIkSZIkSZI0pAzwSpIkSZLmnSSrktyXZHOSdQP2L0pyTdt/W5LlPfve2dLvS3JaT/qDSe5KcmeSkb3TEknSfOcka5IkSZKkeSXJAuBi4BRgK3B7kg1VdW9PtnOAx6vqyCRnAR8A3pjkKOAs4GjgpcBNSV5RVc+2436iqh7da42RJM173sErSZIkSZpvjgM2V9UDVfUMcDWwui/PauCKtn4dcFKStPSrq+q7VfU1YHMrT5KkWWGAV5IkSZI03ywBtvRsb21pA/NU1U7gCeCQCY4t4NNJ7kiydgbqLUnS3+EQDZIkSZIkTY9/WlXbkrwEuDHJV6rqT3sztMDvWoBly5bNRh0lSfsY7+CVJEmSJM0324DDe7aXtrSBeZIsBA4EHhvv2Koa/fkI8EkGDN1QVZdU1cqqWrl48eJpaYwkaX4zwCtJkiRJmm9uB1YkOSLJfnSTpm3oy7MBWNPWzwBurqpq6WclWZTkCGAF8PkkL0jyQoAkLwBOBe7eC22RJM1zDtEgSZIkSZpXqmpnkvOATcAC4PKquifJBcBIVW0ALgOuSrIZ2EEXBKbluxa4F9gJ/FxVPZvkUOCT3TxsLAQ+UVX/Z683TpI07xjglSRJkiTNO1W1EdjYl3Z+z/rTwJljHHshcGFf2gPAD09/TSVJGp9DNEiSJEmSJEnSkDLAK0mSJEmSJElDygCvJElzWJJVSe5LsjnJugH7FyW5pu2/Lcnynn3vbOn3JTltsmVKkiRJkoaHY/BKkjRHJVkAXAycAmwFbk+yoaru7cl2DvB4VR2Z5CzgA8AbkxxFNxnM0cBLgZuSvKIdM1GZmseWr7t+tqswZQ+uf91sV0GSJEnaa6Z0B2+Sg5PcmOT+9vOgMfKtaXnuT7KmJ/3YJHe1O4g+lDbdaJJXJbk1yZ1JRpIcN5V6SpI0pI4DNlfVA1X1DHA1sLovz2rgirZ+HXBS609XA1dX1Xer6mvA5lbeZMqUJEmSJA2Jqd7Buw74TFWtb494rgN+pTdDkoOBdwMrgQLuaHcKPQ58BDgXuI1u9tJVwA3AbwC/VlU3JPnJtn3iFOsqSdKwWQJs6dneChw/Vp6q2pnkCeCQln5r37FL2vpEZQKQZC2wFmDZsmV71oJJ8q7RuWNfacew8zrMHV4LSZI01011DN7eu4auAE4fkOc04Maq2tGCujcCq5IcBhxQVbdWVQFX9hxfwAFt/UDgoSnWU5Ik7aaquqSqVlbVysWLF892dSRJkiRJA0z1Dt5Dq+rhtv4N4NABeQbdfbSkLVsHpAP8PLApyX+lC0L/4ynWU5KkYbQNOLxne2lLG5Rna5KFdF+MPjbBsROVKUmSJEkaEhPewZvkpiR3D1h2Ga+v3YVb01Svfwv8x6o6HPiPwGXj1G9tG6d3ZPv27dN0ekmS5oTbgRVJjkiyH92kaRv68mwARse3PwO4ufXJG4CzkixKcgSwAvj8JMuUJEmSJA2JCe/graqTx9qX5JtJDquqh9uQC48MyLaNXcfPXQrc0tKX9qWP3kG0BvgPbf0PgEvHqd8lwCUAK1eunK4AsyRJs66NqXsesAlYAFxeVfckuQAYqaoNdF+CXpVkM7CDLmBLy3ctcC+wE/i5qnoWYFCZe7ttkiRJkqTpMdUhGkbvGlrffn5qQJ5NwK8nOahtnwq8s6p2JHkyyQl0k6ydDfxWy/MQ8ON0geDXAPdPsZ6SJA2lqtpINxFpb9r5PetPA2eOceyFwIWTKVOSJEmSNJymGuBdD1yb5Bzg68DPACRZCfxsVb2tBXLfS/dIKMAFVbWjrb8D+DiwP3BDWwDOBT7YxhJ8mjaDtyRJkiRJkiTpe6YU4K2qx4CTBqSPAG/r2b4cuHyMfMcMSP8scOxU6iZJkiRJkiRJ+7oJJ1mTJEmSJEmSJM1NBnglSZIkSZIkaUgZ4JUkSZIkSZKkIWWAV5IkSZI07yRZleS+JJuTrBuwf1GSa9r+25Is79n3zpZ+X5LTJlumJEkzwQCvJEmSJGleSbIAuBh4LXAU8KYkR/VlOwd4vKqOBC4CPtCOPQo4CzgaWAX8dpIFkyxTkqRpZ4BXkiRJkjTfHAdsrqoHquoZ4GpgdV+e1cAVbf064KQkaelXV9V3q+prwOZW3mTKlCRp2hnglSRJkiTNN0uALT3bW1vawDxVtRN4AjhknGMnU6YkSdNu4WxXQJIkSZKk+SLJWmAtwLJly2b8fMvXXT/j55hpD65/3WxXYcr2hesA+8a12BfasC/wOkwv7+CVJEmSJM0324DDe7aXtrSBeZIsBA4EHhvn2MmUSVVdUlUrq2rl4sWLp9gMSZIM8EqSJEmS5p/bgRVJjkiyH92kaRv68mwA1rT1M4Cbq6pa+llJFiU5AlgBfH6SZUqSNO0cokGSJEmSNK9U1c4k5wGbgAXA5VV1T5ILgJGq2gBcBlyVZDOwgy5gS8t3LXAvsBP4uap6FmBQmXu7bZKk+ccAryRJkiRp3qmqjcDGvrTze9afBs4c49gLgQsnU6YkSTPNIRokSZIkSZIkaUgZ4JUkSZIkSZKkIWWAV5IkSZIkSZKGlAFeSZIkSZIkSRpSBnglSZIkSZIkaUgZ4JUkSZIkSZKkIWWAV5IkSZIkSZKGlAFeSZLmoCQHJ7kxyf3t50Fj5FvT8tyfZE1P+rFJ7kqyOcmHkqSlvyfJtiR3tuUn91abJEmSJEnTzwCvJElz0zrgM1W1AvhM295FkoOBdwPHA8cB7+4JBH8EOBdY0ZZVPYdeVFWvasvGGWyDJEmSJGmGGeCVJGluWg1c0davAE4fkOc04Maq2lFVjwM3AquSHAYcUFW3VlUBV45xvCRJkiRpyBnglSRpbjq0qh5u698ADh2QZwmwpWd7a0tb0tb700edl+RLSS4fa+gHSZIkSdJwMMArSdIsSXJTkrsHLKt787W7cGuaTvsR4OXAq4CHgf82Tv3WJhlJMrJ9+/ZpOr0kSZIkaTotnO0KSJI0X1XVyWPtS/LNJIdV1cNtyIVHBmTbBpzYs70UuKWlL+1L39bO+c2ec3wU+N/j1O8S4BKAlStXTleAWZIkSZI0jbyDV5KkuWkDsKatrwE+NSDPJuDUJAe1oRZOBTa1oR2eTHJCkgBnjx7fgsWj/jlw90w1QJIkSZI087yDV5KkuWk9cG2Sc4CvAz8DkGQl8LNV9baq2pHkvcDt7ZgLqmpHW38H8HFgf+CGtgD8RpJX0Q358CDw9r3QFkmSJEnSDDHAK0nSHFRVjwEnDUgfAd7Ws305cPkY+Y4ZkP6W6a2pJEmSJGk2OUSDJEmSJGneSHJwkhuT3N9+HjRGvjUtz/1J1vSkH5vkriSbk3yoDYdEkvck2Zbkzrb85N5qkyRpfjPAK0mSJEmaT9YBn6mqFcBn2vYukhwMvBs4HjgOeHdPIPgjwLnAiras6jn0oqp6VVs2zmAbJEl6jgFeSZIkSdJ8shq4oq1fAZw+IM9pwI1VtaOqHgduBFa1yUoPqKpbq6qAK8c4XpKkvcYAryRJkiRpPjm0qh5u698ADh2QZwmwpWd7a0tb0tb700edl+RLSS4fa+gHSZKm25QCvNMwdtGFSbYk+XZf/kVJrmljGt2WZPlU6ilJkiRJmj+S3JTk7gHL6t587S7cmqbTfgR4OfAq4GHgv41Rt7VJRpKMbN++fZpOLUmaz6Z6B+9Uxy76o5bW7xzg8ao6ErgI+MAU6ylJkiRJmieq6uSqOmbA8ingm22oBdrPRwYUsQ04vGd7aUvb1tb706mqb1bVs1X1t8BHGfxZl6q6pKpWVtXKxYsXT7WpkiRNOcC7x2MXAbRxix4ecExvudcBJ43OTCpJkiRJ0hRsAEafLF0DfGpAnk3AqUkOajconQpsap9fn0xyQvuMevbo8aNB4+afA3fPVAMkSeq1cIrHT2XsovE8d0xV7UzyBHAI8Gh/xiRrgbUAy5Yt263KS5IkSZLmnfXAtUnOAb4O/AxAkpXAz1bV26pqR5L3Are3Yy6oqh1t/R3Ax4H9gRvaAvAbSV5FN+TDg8Db90JbNCQeXP+62a6CpH3YhAHeJDcB/2DArv/cu1FVlWS6xi6atKq6BLgEYOXKlXv9/JIkSZKk4VFVjwEnDUgfAd7Ws305cPkY+Y4ZkP6W6a2pJEmTM2GAt6pOHmtfkm8m/397dx5tW1We6/552YgIAoJiLSgGIcSoIEQUowaLq1E55yjRaCqrcz3JuYpVoifRK1GjCTFpsTgaUWPU6L1GYxkNogSxFqkUEb0ajbXGgiCi1N/9Y84FC9wb9tqwZv/mGs+vtdXWmn3uDR+Mvub7tT7G6CO3qKrvXMPeRfdZ9frWwIeu4V+7st/RN5NsD+wG/PCaapUkSZIkSZKkKbm2e/Bu895Fa/jnHgn86/zpppIkSZIkSZKkuWu7wPvnwP2TfAm43/w1SQ5O8hqA+T5FK3sXfZpVexclOSbJN4GdknwzydHzf+5rgRsn+TLwNOBZ17JOSZIkSZIkSdpwspEujD344IPrlFNOGV2GJKmpJKdW1cGj61hGZqwkaUvM121nvkqSrs7WZuy1vYJXkiRJkiRJkjSIC7ySJEmSJEmStKRc4JUkSZIkSZKkJeUCryRJkiRJkiQtKRd4JUmSJEmSJGlJucArSZIkSZIkSUvKBV5JkiRJkiRJWlIu8EqSJEmSJEnSknKBV5IkSZIkSZKWVKpqdA3XmSTfB742uo5r6SbAD0YXIcBj0YXHoY+NcCz2rqo9RxexjMxYXYc8Dn14LHrYCMfBfN1GGyRfYWPM443A49CDx6GPjXAstipjN9QC70aQ5JSqOnh0HfJYdOFx6MNjoWXnHO7B49CHx6IHj4M2AudxDx6HHjwOfUzpWLhFgyRJkiRJkiQtKRd4JUmSJEmSJGlJucDbz7GjC9DlPBY9eBz68Fho2TmHe/A49OGx6MHjoI3AedyDx6EHj0MfkzkW7sErSZIkSZIkSUvKK3glSZIkSZIkaUm5wCtJkiRJkiRJS8oFXkmSJEmSJElaUi7wSpIkSZIkSdKS2n50AZpJ8hvAcVV1XpJnAwcBL6iq0waXNikehx6S7Az8rKouS3IHYH/gX6rq4sGlTUaS9wBbfApnVR2xwHKkNXMO92PG9mDG9uHvhJaVGduLnyV9mLE9TPV3wit4+3jOfPLdE7gf8FrglYNrmiKPQw8fBnZMcivgeOB3gL8fWtH0vBj4K+CrwM+AV8+/fgL828C6pK3lHO7HjO3BjO3D3wktKzO2Fz9L+jBje5jk74QLvH1cOv/+YODYqnovsMPAeqbK49BDquqnwMOAV1TVbwC/NLimSamqk6rqJOCwqnpkVb1n/vVo4FdH1yddE+dwS2ZsD2ZsH/5OaCmZse34WdKHGdvDJH8nXODt41tJXgU8Enhfkuvj8RnB49BDktwd+C3gvfOxTQPrmbKdk+yz8iLJ7YCdB9YjrZVzuA8ztgcztg9/J7TszNge/Czpw4ztYZK/E6na4tY5WqAkOwEPBM6sqi8luQXwy1V1/ODSJsXj0EOSewHPAD5WVX8xbxyfUlVPHlza5CR5IHAs8BUgwN7AE6vq/UMLk7aSc7gPM7YHM7YPfye07MzYHvws6cOM7WGqvxM+ZK2Jqvppkv8A7gl8Cbhk/l2L9aqq+p2VF1X1nSTHMNs/R4tzs9UPZ6iqryT5yMiCpqqqjkuyL7MHBAB8oaouHFmTtBbO4T7sddowY/uw79RSM2N7MF9bMWN7mGS+egVvE0meCxwM7FdVd0hyS+CtVXXY4NImJclpVXXQqtebmJ31OWBgWZNz1eOwpTEtRpJ7ALdl1UnBqnrDsIKkNXIO92Cv04MZ24d9pzYCM3Y887UPM7aHqearV/D28d+AA4HTAKrq20l2GVvSdCT5X8AfAzdI8mNmtxgBXMTstiMtQJIHAb8O3CrJS1e9tSuzM9FasCRvBG4PnMEVm9UXYOOupeAcbsVeZyAztg/7Tm0UZmwb5utgZmwPU89XF3j7uKiqKkkBJHFz+gWqqhcBL0ryoqr6X6PrmbBvA6cARwCnrho/D3jqkIp0MHBAebuHlpdzuA97nbHM2CbsO7WBmLE9mK/jmbENTD1f3aKhiSTPAPYF7g+8CHgc8OaqetnQwiYmyXbAo4HbVdXzk9wGuEVVnTy4tElJcj1mJ6D2qqovjq5nypK8FXhyVX1ndC3StnAO92Gv04MZ24d9p5adGduD+dqHGdvDVPPVBd5GktwfeACzy8jfX1UfGFzS5CR5JXAZcHhV/WKS3YHjq+qQwaVNSpKHAi8Gdqiq2yW5C/C81RvWazGSnAjcBTgZuPyhGR4LLQvncC/2OuOZsX3Yd2rZmbF9mK89mLE9TDVfXeCVVlnZjDvJ6VV14HzsM1V159G1TUmSU4HDgQ+tOg5nVtUvj61sepLce3PjVXXSomuRtoVzWLoyM7YP+04tOzNWujIztoep5qt78A6W5KNVdc8k5zHbkP7yt4Cqql0HlTZVF8+fsLiyf9GezM78aLEurqpzk6we82zUAFV1UpKbAStnO0+uqv8YWZO0Fs7h8ex12jFj+7Dv1FIzY8cyX1syY3uYZL5uN7qAqauqe86/71JVu6762sUP5CFeCrwDuGmSPwM+ymwfIy3WWUkeDWxKsm+SlwEfH13UFCV5BLPb7n4DeATwqSRHjq1K2nrO4fHsddoxY/uw79RSM2PHMl9bMmN7mGS+ukVDA/MzC2dV1f6jaxEk2R+4L7MznydU1dmDS5qcJDsBf8JsHymA44HnV9UF46qapiSfAe6/cjXG/OznBzf67S3aOJzDPdjr9GHG9mLfqWVmxo5nvvZixvYxxXx1i4YGqurSJF9MsldVfX10PVOW5PFV9VrgC6vG/ryqnjWwrCm6WVX9CbNwBCDJIcCnx5U0Wdtd5Va7H+LdH1ouzuEG7HVaMWObsO/UBmDGDma+tmPGNjDVfHWBt4/dmV3OfzJw/sqgT1tcuIcnuaCq3gSQ5H8DOw6uaYr+KclDq+pbAEnuBfxvwM3pF++4JO8H/p/560cC7xtYj7RWzuE+7HV6MGP7sO/UsjNjezBf+zBje5hkvrpFQxM+gbSHJDcA3g38HfBA4D+r6qixVU3P/CznK4CHAgcx2y/nIVX1jaGFTVSShwH3nL/8SFW9Y2Q90lo5h3uw1+nBjO3DvlMbgRk7nvnahxnbw1Tz1QVeCUiyx6qXuwDvBD4G/N8AVfWjEXVNWZK7A68CLgAeXFXfH1zSZCW5OXA3Zk8e/XRVfXdwSdKaOIelKzNjx7Lv1EZixkpXZsaOM/V8dYG3iSTnASsHYwfgesD5Pv1yMZJ8lSv+/8NsI+4VVVX7LLikSUryHq58HA4AvgOcA95mNEKSJzALxH9l9ntxb+B5VfV3QwuTtpJzuA97nbHM2D7sO7VRmLE9mK/jmbE9TD1fXeBtKEmA/wIcutE3ge4kyXbA3avqY6Nrmaot3V60wtuMFi/JF4F7VNUP569vDHy8qvYbW5m0dZzDPdnrLJ4Z24t9pzYCM7Yf83UMM7aPKeerC7yNJTm9qg4cXceU+P98vCSbgA9W1a+NrkWQ5OPAfarqovnrHYAPVdU9xlYmbR3ncG/m7mKZsb04/7XszNi+/HxZPDO2j6nO/+1HF6CZ+eb0K7YDDma2Z4sW64QkDwfeXp79GKKqLk1yWZLdqurc0fVMVZKnzX/8MvCpJO9idrvLfwE+O6wwaSs5h/ux1xnPjG3HvlNLyYztxXztwYxtZZL56gJvHw9d9fMlwL8zC0gt1hOBpwGXJLmA2Z4t5f5FC/cT4MwkHwDOXxmsqiePK2lydpl//7f514p3DahF2hbO4X7sdXowY/uw79SyMmN7MV/7MGN7mGS+ukWDpHaS/N7mxqvq9YuuRVcvycuq6kmj65C2lXNYU2PGSloUM1ZTY8ZqJBd4m0hyDPAC4GfAccCdgKdW1T8MLWyCkuwO7AvsuDJWVR8eV5HUV5LTquqg0XVI28o5vDj2OtLPs+/URmbGLob5Kv28KebrdqML0OUeUFU/Bh7C7JaKXwD+cGhFE5TkCcCHgfcDfzr/fvTImqYoyb5J3pbk80m+svI1ui5J0rVir9OAGduHfaek64j52oQZ28NU89UF3j5W9kN+MPBWN+Ue5ijgEOBr86dfHgj859iSJul1wCuZ7SH1awIH1FsAACAASURBVMAbAM9AS9Jys9fpwYztw75T0nXBfO3DjO1hkvnqAm8f/5zkC8BdmT3xb0988uUIF1TVBQBJrl9VXwD2G1zTFN2gqk5gto3M16rqaGYNi/rJ6AKka8k5vDj2Oj2YsX3Yd2qjM2MXw3ztw4ztYZL5uv01/xEtQlU9a753zrlVdWmS8/HJlyN8M8mNgHcCH0hyDvC1wTVN0YVJtgO+lOT/Ar4F3HBwTZOWZKeq+ulm3nrJwouRtoFzeDx7nTbM2D7sO7UhmLFjma+tmLE9TDJffchaI0nuCBzAlTeBfsO4iqYtyb2B3YDjquqi0fVMSZJDgLOBGwHPZ3YcjqmqTw4tbIKS3AN4DXDDqtoryZ2BJ1bVHwwuTdoqzuFe7HXGM2N7su/UMjJj+zBfezBj+5lSvrrA20SS5wL3Yfah/D7gQcBHq+rIkXVN0fxpi7dh1RXuVXXauIqkcZJ8CjgSeHdVHTgf+1xV3XFsZdLWcQ73Ya8j/Tz7Ti0zM7YH81X6eVPMV7do6ONI4M7A6VX12CQ3w824Fy7J84HHAF8BLpsPF3D4qJqmKMnBwJ8Ae3PlD+Q7DStqwqrqG8mVtlC7dFQt0rZwDrdhr9OAGduHfac2AjO2BfO1CTO2h6nmqwu8ffysqi5LckmSXYH/YHa2QYv1COD2G/3S/SXwJuAPgTO54gNZY3xjfvtdJbkesyeSnj24JmktnMN92Ov0YMb2Yd+pZWfG9mC+9mHG9jDJfHWBt49T5ptAvxo4FfgJ8ImxJU3S55jtl/MfowuZuO9X1btHFyEA/gezB2TcitlDAo4H3FdNy8Q53Ie9Tg9mbB/2nVp2ZmwP5msfZmwPk8xX9+BtKMltgV2r6rODS5mc+S0V72L2gXDhynhVHTGsqAlKcl/gUcAJXPk4vH1YUROV5LCq+tg1jUldOYd7stcZx4ztw75Ty86M7cd8HcuM7WGq+eoCbxOZbVz0W8A+VfW8JHsBN6+qkweXNilJzgJexVVuqaiqk4YVNUFJ/gHYHziLVXvmVNXjxlU1TUlOq6qDrmlM6so53Ie9Tg9mbB/2nVp2ZmwP5msfZmwPU81Xt2jo4xXMJt7hwPOA84B/Ag4ZWdQE/bSqXjq6CHFIVe03uogpS3J34B7AnkmetuqtXYFNY6qStp5zuCV7nR7M2D7sO7WUzNh2zNc+zNgeJpmvLvD2cbeqOijJ6QBVdU6SHUYXNUEfSfIi4N1c+VL+08aVNEkfT3JAVX1+dCETtgNwQ2Y5scuq8R8ze1Kv1J1zuB97nR7M2D7sO7WszNhezNc+zNgeJpmvLvD2cXGSTUABJNkTn7o4woHz74euGitmZ0O1OIcCZyT5KrMP5DC7teVOY8uajvntKycl+fuq+troeqS1cg63ZK/Tgxnbh32nlpIZ24752ocZ28Mk89UF3j5eCrwDuGmSP2N25vPZY0uanqr6tat7P8nvVdXrF1XPhD3w6t5MsntVnbOoYibup0n+EvglYMeVwara0OGoDcU53Ie9Tg9mbBP2ndoAzNgezNc+zNgGppqvPmStkST7A/dldpbnhKo6e3BJugofGtCDx2FxkhwPvAV4BvA/gN8Dvl9VzxxamLSVnMO92Ov0Z8b24bFQd2ZsH+brcvBzvYeNehy8greB+e0UZ1XV/sAXRtejq5XRBQjwOCzSjavqtUmOWnU73qdHFyWtgXO4AXudpWLG9uGxUHdm7GDm69Lxc72HDXkcthtdgKCqLgW+mGSv0bXoGnnJew8eh8W5eP79O0kenORAYI+RBUlr5BxuwF5nqZixfXgs1J0ZO5j5unT8XO9hQx4Hr+DtY3fgrCQnA+evDFbVEeNK0mZsyDM90tV4QZLdgKcDLwN2BZ46tiRpTZzDfdjrSGtj36nuzNgezFdpbTZkvrrA28dzRhegrfKx0QUI2KAfyB1V1T/PfzwXuNrN6qWOnMOt2OssBzO2D/tOtWbGtmG+Lg8ztocNma8+ZK2JJH9x1c3oNzem9ZXkaZsZPhc4tarOWHQ9U5Vkc7d2nVdVF6+8X1U/WnBZk5TkpZsZPhc4pareteh6pLVyDvdhr9ODGduHfaeWnRnbg/nahxnbw1Tz1T14+7j/ZsYetPAqdDCzJ8Deav71ROCBwKuT/NHIwibmNOD7wP8HfGn+878nOS3JXQ3FhdoRuAuz4/Al4E7ArYHHJ/mbkYVJW8k53Ie9Tg9mbB/2nVp2ZmwP5msfZmwPk8xXr+AdLMnvA38A7AP826q3dgE+VlW/PaSwiUryYeDXq+on89c3BN7L7MPg1Ko6YGR9U5Hk1cDbqur989cPAB4OvA54SVXdbWR9U5Lkk8Bh8wc4kGR74CPAPYEz/Z1Qd87h8ex1ejFj+7Dv1LIzY8cyX/sxY3uYar66B+94bwb+BXgR8KxV4+etPruTZPeqOmfRxU3QTYELV72+GLhZVf0syYVb+Du67h1aVf995UVVHZ/kxVX1xCTXH1nYBO0O3JDZLS0AOwN7VNWl/k5oSTiHx7PX6cWM7cO+U8vOjB3LfO3HjO1hkvnqAu9gVXUus0B81DX80ROAg9a/osl7E/CpJCt7Rj0UeHOSnYHPjytrcr6T5JnA/zt//Ujge0k2AZeNK2uSjgHOSPIhZg8FuBfwwvnvxAdHFiZtJefwYPY67Zixfdh3atmZsQOZry2ZsT1MMl/domFJJDm9qg4cXccUJDkEuMf85ceq6pSR9UxRkpsAz2V2exfMnnL5p8wamL2q6sujapuiJLcAfmX+8tNV9e2R9Uhr5RxeDvY6i2HG9mLfqWVnxvZnvi6OGdvHFPPVBd4lkeS0qvKs2wLMz67djFVXuFfV18dVJI2TJMBvAftU1fOS7AXcvKpOHlyatFWcw8vDXkdTZN+pZWbGLgfzVVM0xXx1iwZplSRPYnbG7XvApcxuNSpmT4TVgiS5A/AM4LZc+QP58FE1TdgrmN1OdDjwPOA84J+AQ0YWJa2Bc1haxYztw75TG4AZK61ixvYw1Xx1gXd5ZHQBE3EUsF9V/XB0IRP3VuBvgdcw+0DWOHerqoOSnA5QVeck2WF0UdIaOIeXh73OYpixfdh3atmZscvBfF0cM7aHSearC7yDJdnj6t5f9fTL+y6gHME3uOIpsBrnkqp65egiBMDF89tbCiDJnviAAC0X5/Bg9jrtmLF92Hdq2ZmxA5mvLZmxPUwyX13gHe9UZoG4ubNqBewDV/pw1vr6CvChJO8FLlwZrKq/HlfSJL0nyR8A7+DKx8Hfg8V7KbPjcNMkfwYcCTx7bEnSmjiHx7PX6cWM7cO+U8vOjB3LfO3HjO1hkvnqQ9akVZI8d3PjVfWni65lypJ8dTPDVVX7LLwYkWR/Zmf+A5xQVWcPLklaE+ewdAUztg/7Tm0EZqx0BTO2h6nmqwu8jSTZHdgX2HFlrKo+PK4iSVM2v+XurKraf3Qt0rZwDvdjryNJG4MZ24v5KsktGppI8gRmG0HfGjgDOBT4BLMnkmqdJfmbqnpKkvcw30Nqtao6YkBZk5Pk8Kr61yQP29z7VfX2Rdc0ZVV1aZIvJtmrqr4+uh5prZzDvdjrjGXG9mHfqY3AjO3DfB3PjO1h6vnqAm8fRwGHAJ+sql+b3+rywsE1Tckb599fPLQK3Rv4V+Chm3mvAINx8XYHzkpyMnD+yuBGD0dtKM7hPux1xjJj+7Dv1EZhxvZgvo5nxvYw6Xx1i4Ymkny6qg5JcgZwt6q6MMlZVfVLo2uTNF1J7r258ao6adG1SNvCOdyHvY4kbSxmbA/mqyTwCt5OvpnkRsA7gQ8kOQf42uCaJifJmfz8pfznAqcAL6iqHy6+qulJ8rTNDJ8LnFpVZyy6nimzQdeycw63Yq/TgBnbh32nlp0Z24b52oQZ28NU89UreBuanwndDTiuqi4aXc+UJDkGuBR483zoN4GdgO8C96yqzd1yoetYkjcDBwPvmQ89BPgscFvgrVV1zKDSJifJeWw5HJ9eVV9ZfFXS1nMO92SvM44Z24d9p5adGduP+TqWGdvDVPPVBd5G5k8ivRmrrqx2w/rFSnJaVR20ubEkZ1bVL4+qbUqSfBj49ar6yfz1DYH3Ag9kdvbzgJH1TUmS5wPfZBaOYRaOtwdOA36/qu4zrjrpmjmHe7HXGc+M7cO+U8vOjO3DfO3BjO1hqvnqFg1NJHkS8Fzge8Bl8+EC7jSsqGnalORXqupkgCSHAJvm710yrqzJuSlw4arXFwM3q6qfJblwC39H6+OIqrrzqtfHJjmjqp6Z5I+HVSVtPedwE/Y6bZixfdh3atmZsQ2Yr62YsT1MMl9d4O3jKGC/jboXyBJ5PPC6+Zk2gPOAxyfZGXjRuLIm503Ap5K8a/76ocCb58fh8+PKmqSfJnkE8Lb56yOBC+Y/ewuIloFzuA97nR7M2D7sO7XszNgezNc+zNgeJpmvbtHQRJITgftX1YY9m9Bdku2AI6vqH5PsBlBV5w4ua7KSHAwcNn/5sao6ZWQ9U5VkH+AlwN2ZNeqfBJ4KfAu4a1V9dGB50jVyDvdhr9OHGTuefac2AjO2B/O1FzN2rCnnqwu8TSR5LbAfs/1ZLr90v6r+elhRE5TklKo6eHQdUzbfP+qsqtp/dC2SpOuOvc54Zmwv9p2Srgvmaw9mbB9TzVe3aOjj6/OvHeZfGuODSZ4BvAU4f2Wwqn40rqRpqapLk3wxyV4+GGC8JC/dzPC5wClV9a7NvCe14hxuxV5nMDO2HftOLTUztg3ztQEztpVJ5qtX8DazskfIylMXtVhJvrqZ4aqqfRZezITNnz56IHAyV/5APmJYUROV5Fhgf+Ct86GHA18Fbgx8paqeMqo2aWs4h/ux1xnLjO3DvlPLzoztxXwdz4ztYar56gJvE0nuCLwR2GM+9APgd6vqrHFVSWMkuffmxqvqpEXXMnVJPgkcVlWXzl9vD3wEuCdwZlUdMLI+6Zo4h/uw1+nBjJV0XTFjezBf+zBjNdJ2owvQ5Y4FnlZVe1fV3sDTgVcPrmlykuyU5Nnzs9Ek2TfJQ0bXNTXzAPx34Hrznz8NnDa0qOnaHbjhqtc7A3vMG/kLN/9XpFacw33Y6zRgxvZh36kNwIztwXxtwoztYar56gJvHztX1YkrL6rqQ8wCUov1OuAi4B7z198CXjCunGlK8t+BtwGvmg/dCnjnuIom7RjgjCSvS/L3wOnAXybZGfjg0MqkreMc7sNepwEzthX7Ti07M7YH87UJM7aNSearWzQ0keQdzM7svHE+9NvAXavqv42ranpWnraY5PSqOnA+9pmquvPo2qYkyRnArwCfWnUczqyqXx5b2TQluQWz4wHw6ar69sh6pLVyDvdgr9ODGduHfac2AjN2PPO1DzO2h6nmq1fw9vE4YE/g7fOvPedjWqyLktwAKIAkt8fbi0a4sKouWnkx38/Ls1HjXAB8BzgH+IUk9xpcj7RWzuEe7HV6MGP7sO/URmDGjme+9mHG9jDJfN1+dAGaqapzgCePrkM8FzgOuE2SNwGHAY8ZWtE0nZTkj4EbJLk/8AfAewbXNElJngAcBdwaOAM4FPgEcPjIuqSt5Rzuw16nDTO2D/tOLTUztgfztRUztodJ5qtbNAyW5G+q6ilJ3sNmzuxU1REDypq0JDdm1pwE+GRV/WBwSZOTZDvg8cADmB2H9wOvKT+wFi7JmcAhzH4X7pJkf+CFVfWwwaVJW8U5PJ69Ti9mbC/2nVpmZuxY5ms/ZmwfU8xXr+Adb2WfnBcPrUKr3QrYxOz3415JqKq3D65pUqrqMmZPfvXpr+NdUFUXJCHJ9avqC0n2G12UtAbO4fHsdRoxY9ux79QyM2PHMl+bMWNbmVy+usA7WFWdOv/xLlX1ktXvJTkKOGnxVU1Xkr8D7gScBVw2Hy5mexlpQZI8BHg+sDezz6kAVVW7Di1smr6Z5EbMnv76gSTnAF8bXJO0Fs7hwex1ejFj+7Dv1AZgxg5kvvZjxvYw1Xx1i4YmkpxWVQddZezyJ/5pMZJ8vqoOGF3H1CX5MvAw4ExvZ+kjyb2B3YDjVh4ekGT3+b5fUnvO4bHsdXowY/uw79RGYsaOY772Ycb2MNV89QrewZI8Cng0cLsk71711i7Aj8ZUNWmfSHJAVX1+dCET9w3gc4ZiL1W1uasATgAO2sy41I5zeAx7nXbM2D7sO7VhmLGLZ762ZMb2MMl8dYF3vI8D3wFuAvzVqvHzgM8OqWja3sDsw+C7wIVccUvFncaWNTl/BLwvyUnMjgMAVfXX40rSFmR0AdK15Bxef/Y6vZixfdh3aqMzY9eX+dqPGdvDJPPVBd7BquprzPYpuvvoWgTAa4HfAc7kir1atHh/BvwE2BHYYXAtunqendaycw6vM3uddszYPuw7tdGZsevIfG3JjO1hkvnqAm8TSQ4FXgb8IrMPgk3A+W7GvXDfr6p3X/Mf0zq7ZVXdcXQRkqTrjr1OG2ZsH/adkq4187UVM7aHSearC7x9vBz4TeCtwMHA7wJ3GFrRNJ2e5M3Ae7jyLRUb+mmLDb0vyQOq6vjRhegaeeudlp1zeHHsdXowY/uw79RGZ8YuhvnahxnbwyTzNe793EOSU6rq4CSfXdkXxCdfLl6S121muKrqcQsvZsKSnAfsDFw0/1rZM8ez0AuSZI+re7+qfrTy51Z+ljpxDvdjr9ODGduHfaeWlRnbi/nahxnbw1Tz1St4+/hpkh2AM5Icw2yz9O0G1zQ5VfXY0TUIqmqX0TWIU5ntm7a5Ky8K2AeuaOClhpzD/djrNGDG9mHfqSVmxvZivjZhxvYw1Xz1Ct4mkuwNfI/ZnjlPBXYDXlFVXx5a2MQkuQPwSuBmVXXHJHcCjqiqFwwubVKSBPgt4HZV9fwktwFuUVUnDy5NkrSN7HV6MGP7sO+UdF0wX/swY3uYar66wCutkuQk4A+BV63c0pLkc26UvlhJXsnsaZeHV9UvJtkdOL6qDhlc2iTN///vy+xpsABU1YfHVSStjXNYuoIZ24d9pzYCM1a6ghnbw1Tz1S0amkhyGHA0sDerjktV7TOqponaqapOnp14u9wlo4qZsLtV1UFJTgeoqnPmtx1pwZI8ATgKuDVwBnAo8Ang8JF1SVvLOdyHvU4bZmwf9p1aamZsD+ZrK2ZsD5PMVxd4+3gts9spTgUuHVzLlP0gye2Z7R1FkiOZ7WGkxbo4ySauOA57MjsTqsU7CjgE+GRV/VqS/YEXDq5JWgvncB/2Oj2YsX3Yd2rZmbE9mK99mLE9TDJfXeDt49yq+pfRRYj/CRwL7J/kW8BXme2ho8V6KfAO4KZJ/gw4Enj22JIm64KquiAJSa5fVV9Ist/ooqQ1cA73Ya/Tgxnbh32nlp0Z24P52ocZ28Mk89U9eJtI8ufAJuDtwIUr41V12rCiJizJzsB2VXXeVcZ/r6peP6isSZlfAXBfZk/nPaGqzl713u5Vdc6w4iYkyTuAxwJPYXa73TnA9arq14cWJm0l53Af9jp9mLG92HdqWZmxPZivvZixfUwtX13gbSLJiZsZrqpy/6JGkpxWVQeNrmPqPA5jJLk3s6fyHldVF42uR1or5/BY9jrLwYztw2OhZWLGjmO+Lg8/13vYqMfBLRoaSLId8Mqq+sfRtega5Zr/iBbA47BA832kbsbs1haAmwNfH1eRtDbO4fHsdZaKGduHx0LtmbFjma9Lx8/1HjbkcXCBt4GquizJHwF+KPfnJe89eBwWJMmTgOcC3+OKBwQUcKdhRUlr4BzuwV5nqZixfXgs1JoZO575unT8XO9hQx4HF3j7+GCSZwBvAc5fGayqH40rSZuxIc/0SFfjKGC/qvrh6EKkbeQc7sNeR1ob+051Z8b2YL5Ka7Mh89UF3j4eOf/+P1eNFbDPgFq0ZR8bXYCADfqB3NQ3gHNHFyFdC87hPux1loMZ24d9p7ozY3swX5eHGdvDhsxXH7ImAUmednXvV9VfL6qWKUuyx9W9v3IWOskenpFejCSvBfYD3suVn8rr74SWgnNYmjFj+7Dv1EZhxkozZmwPU89Xr+BtIslOwNOAvarq/0yyL7PbXf55cGlTscvoAgTAqczONgfYCzhn/vONmD2s4Xbg7UYL9vX51w7zL2nZOIebsNcZzoztw75TG4UZ24D52oIZ28Ok89UreJtI8hZmHwq/W1V3nH9If7yq7jK4NGnhkrwaeEdVvW/++kHAf62qJ46tbLqS3BCgqn4yuhZpWziHx7PX6cGMlXRdM2PHMl/7MGM1kgu8TSQ5paoOTnJ6VR04H/tMVd15dG1TkmRH4PHALwE7roxX1eOGFTVBSc6sql++pjGtvyR3BN4IrNx29ANmzeNZ46qStp5zuA97nR7M2D7sO7XszNgezNc+zNgeppqv240uQJe7KMkNmF3WT5Lbs2ofIy3MG4GbA/8HcBJwa+C8oRVN07eTPDvJbedffwJ8e3RRE3Us8LSq2ruq9gaeDrx6cE3SWjiH+7DX6cGM7cO+U8vOjO3BfO3DjO1hkvnqAm8fRwPHAbdJ8ibgBOCZQyuapl+oqucA51fV64EHA3cbXNMUPQrYE3jH/GvP+ZgWb+eqOnHlRVV9CNh5XDnSmjmH+zgae50OzNg+7Du17MzYHo7GfO3CjO1hkvnqQ9aaqKrjk5wKHMpsM+6jquoHg8uaoovn3/9zfsvRd4GbDqxnkuabzx8FkGQTs+bxx2OrmqyvJHkOs7OgAL8NfGVgPdJaOYebsNfpwYxtxb5Ty86MbcB87cOMbWOS+eoVvE0kOaGqflhV762qf66qHyQ5YXRdE3Rskt2BZwPvBj4PHDO2pOlJ8uYkuybZGTgT+HySPxxd10Q9jtmZ57fPv/acj0nLwjnchL1OD2ZsK/adWnZmbAPmax9mbBuTzFcfsjbYfPPnnYATgfswO+MGsCtwXFXtP6g0aZgkZ1TVXZL8FnAQ8Czg1Kq60+DSJElrZK/TixkrSRuD+dqPGauR3KJhvCcCTwFuCZzKFR/KPwZePqqoqUryQuCYqvrP+evdgadX1bPHVjY510tyPeC/Ai+vqouTXNPf0XUoyd9U1VOSvIf5AxtWq6ojBpQlbTXncCv2Or2YsU3Yd2pZmbFtmK/9mLENTDVfvYK3iSRPqqqXja5j6pKcXlUHXmXstKo6aFRNU5TkScweDPBZZhui7wX8Q1X96tDCJiTJXavq1CT33tz7VXXSomuS1sI53I+9Tg9mbB/2nVpWZmwv5msfZmwPU81Xr+BtoqpeluQewG1ZdVyq6g3DipqmTUmuX1UXAiS5AXD9wTVN0R7Aq+c/P4fZfuEfGlbNBFXVqfMf71JVL1n9XpKjABt3teYc7sdepw0ztg/7Ti0lM7YX87UVM7aHSearC7xNJHkjcHvgDODS+XABfigv1puAE5K8bv76scDrB9YzVT9Z9fOOwIOAswfVMnW/B7zkKmOP2cyY1JVzuAl7nTbM2D7sO7XszNgGzNdWzNgeJpmvbtHQRJKzgQPKAzJckgcC95u//EBVvX9kPYIk1wfeX1X3GV3LVCR5FPBo4J7AR1a9tQtwWVXdd0hh0lZyDvdjr9OTGTuWfaeWkRnbi/nalxk7zhTz1St4+/gccHPgO6MLEacD12N21vP0wbVoZifg1qOLmJiPM/s8ugnwV6vGz2O2p5TUnXO4H3udnszYsew7tYzM2F7M177M2HEml69ewdtEkhOBuwAnAxeujPsE0sVK8gjgL5ntkxPgV4E/rKq3jaxrapKcyRVP5N0E7Ak8r6p8GqwkLSl7nR7M2D7sOyVdF8zXPszYHqaary7wNuETSHtI8hng/lX1H/PXewIfrKo7j61sWpLsverlJcD3quqSUfVMWZJDgZcBvwjswKxROb+qdh1amLSVnMN92Ov0YMb2Yd+pZWfG9mC+9mHG9jDVfHWLhib88G1ju5UPgbkfMnvypRaoqr42ugZd7uXAbwJvBQ4Gfhe4w9CKpLVxDjdhr9ODGduKfaeWnRnbgPnahxnbxiTzdcP/B3aX5KPz7+cl+fGqr/OS/Hh0fRN0XJL3J3lMkscA7wXeN7gmaaiq+jKwqaourarXAQ8cXZO0Fs7hsex1pC2y79TSM2PHMV+lLZpkvrpFg3QVSR4OHDZ/+ZGqesfIeqSRknyY2dNHXwN8l9nDGx6z0W9v0cbhHJbUmX2nlpkZK6mrKearC7ySpC2a7yP1PWb7qj0V2A14xfxqDak957AkSevDjJWkPlzglZjd1sIVT7u80ltA+aAASZIkXRfsOyVJuu5NPV9d4JUkbVGSw4Cjgb1Z9WDOqtpnVE3SWjiHJUlaH2asJPXhAq8kaYuSfIHZLXenApeujFfVD4cVJa2Bc1iSpPVhxkpSH9tf8x+RJE3YuVX1L6OLkK4F57AkSevDjJWkJryCV5K0RUn+HNgEvB24cGW8qk4bVpS0Bs5hSZLWhxkrSX24wCtJ2qIkJ25muKrq8IUXI20D57AkSevDjJWkPlzglSRtVpLtgCOr6h9H1yJtC+ewJEnrw4yVpF5c4JUkbVGSU6rq4NF1SNvKOSxJ0vowYyWpDxd4JUlbNN9b7QfAW4DzV8ar6kfDipLWwDksSdL6MGMlqQ8XeCVJW5Tkq5sZrqraZ+HFSNvAOSxJ0vowYyWpDxd4JUmSJEmSJGlJbTe6AElSX0l2SvLsJMfOX++b5CGj65K2lnNYkqT1YcZKUh8u8EqSrs7rgIuAe8xffwt4wbhypDVzDkuStD7MWElqwgVeSdLVuX1VHQNcDFBVPwUytiRpTZzDkiStDzNWkppwgVeSdHUuSnIDoACS3B64cGxJ0po4hyVJWh9mrCQ1sf3oAiRJrR0NHAfcJsmbgMOAxw6tSFqbo3EOS5K0Ho7GjJWkFlJVo2uQJDWW5MbAocxuuftkVf1gcEnSmjiHJUlaH2asJPXgAq8kaYuSnFBV972mMakr57AkSevDjJWkPtyiIUmNmwAAA6BJREFUQZL0c5LsCOwE3CTJ7lzxwIxdgVsNK0zaSs5hSZLWhxkrSf24wCtJ2pwnAk8BbgmcyhWN+4+Bl48qSloD57AkSevDjJWkZtyiQZK0RUmeVFUvG12HtK2cw5IkrQ8zVpL6cIFXknS1ktwDuC2r7vqoqjcMK0haI+ewJEnrw4yVpB7cokGStEVJ3gjcHjgDuHQ+XICNu5aCc1iSpPVhxkpSH17BK0naoiRnAweUYaEl5RyWJGl9mLGS1Md2owuQJLX2OeDmo4uQrgXnsCRJ68OMlaQm3KJBknR1bgJ8PsnJwIUrg1V1xLiSpDVxDkuStD7MWElqwgVeSdLVOXp0AdK1dPToAiRJ2qCOHl2AJGnGPXglSZIkSZIkaUl5Ba8k6eck+WhV3TPJecyehnz5W0BV1a6DSpO2inNYkqT1YcZKUj9ewStJkiRJkiRJS2q70QVIkiRJkiRJkraNC7ySJEmSJEmStKRc4JWWRJInJzk7yZvW+PeekmSn9apLkqRlZr5KkrQ+zFhpcdyDV1oSSb4A3K+qvrnGv/fvwMFV9YM1/J1NVXXpGkuUJGnpmK+SJK0PM1ZaHK/glZZAkr8F9gH+Jckzk3wiyelJPp5kv/mf2ZTkxUk+l+SzSZ6U5MnALYETk5w4/3OPSnLm/M/9xap/x0+S/FWSzwB3H/CfKUnSQpmvkiStDzNWWiyv4JWWxMpZTOAi4KdVdUmS+wG/X1UPT/L7wH2B35y/t0dV/Wj12c8ktwQ+CdwVOAc4HnhpVb0zSQGPrKp/HPCfJ0nSEOarJEnrw4yVFmf70QVIWrPdgNcn2Rco4Hrz8fsBf1tVlwBU1Y8283cPAT5UVd8HmO+FdC/gncClwD+tc+2SJHVlvkqStD7MWGmduUWDtHyeD5xYVXcEHgrseB39cy9wzyJJ0oSZr5IkrQ8zVlpnLvBKy2c34Fvznx+zavwDwBOTbA+QZI/5+HnALvOfTwbuneQmSTYBjwJOWveKJUnqz3yVJGl9mLHSOnOBV1o+xwAvSnI6V95m5TXA14HPzjeZf/R8/FjguCQnVtV3gGcBJwKfAU6tqnctrnRJktoyXyVJWh9mrLTOfMiaJEmSJEmSJC0pr+CVJEmSJEmSpCXlAq8kSZIkSZIkLSkXeCVJkiRJkiRpSbnAK0mSJEmSJElLygVeSZIkSZIkSVpSLvBKkiRJkiRJ0pJygVeSJEmSJEmSlpQLvJIkSZIkSZK0pP5/EWOK9mnbqHgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1728x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for types in all_types:\n",
" df_list = []\n",
" df = full_dataframe[full_dataframe['type'] == types]\n",
" for period in all_periods:\n",
" df_list.append(df[period].sort_values())\n",
" \n",
"\n",
" fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(24, 4))\n",
" \n",
" # plot counter\n",
" count=0\n",
" for c in range(len(all_periods)):\n",
" df_list[count].plot(kind='bar', ax=axes[c], title=\"{} - {}\".format(types, all_periods[c]))\n",
" count+=1\n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lot's of graphs - so lets start from the top with style. I will layout each category with what I think the market is telling us about the new administration:\n",
"\n",
"1. Style - the market is telling us that small caps and value are back in vogue, and that momentum and growth will not.\n",
"2. Qualitative - looks largely like a reversal of the work-from-home trade. The private equity ETF correlates more to microcap equities, so the performance probably has more to do with favoring small caps than it does about private equity.\n",
"3. Government Agencies - this group is telling us that interest rates may be going up a lot sooner than what would happen under the Trump administration (possibly), and municipal bonds are the only positive performer post election. That may be a result of anticipated relief and funding for struggling municipalities under Biden's control.\n",
"4. Size vs Value - the market looks like it is going all in on small cap and value. Last month when I reviewed the same set of investments, I mentioned that companies in the small cap AND value camp look like a good place to start putting some cash to work. We will see if this continues to hold up down the road but very strong trend so far.\n",
"5. Corporate Credit - the junkier the better here - market appears to have started to reign in default estimates as a result of a potential vaccine. This looks like a good trend so far.\n",
"6. Industry - metals and mining, oil and gas, and regional banks appear to be the industry picks so far after the election.\n",
"7. International Credit - here it looks like the market has started to price in some potential improvements in Emerging Markets as a result of the election outcome. Possibly from lower probability of tariffs and protectionism from Biden and better relations with China.\n",
"8. Sectors - Energy, financials, materials and industrials look like the favorites. Energy is probably more of a result of the vaccine news and the economy reopening than the election. All sectors were actually positive the week after the election which is interesting.\n",
"9. Global Style - This looks somewhat similar to what is happening in the US. Money starting to shift towards value and smaller cap companies. This one is worth keeping an eye on as most US investors are heavily concentrated in US Megacaps right now, so may have room to run in developed markets outside of the US.\n",
"10. US Treasury Duration - all negative performance after the election. We will look at the yield curve shift below, but I have a feeling we will see the entire yield curve moving upwards after the election."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Normally I would download this data via API but I am rather exhausted after looking at all of this data. Using my Quandl.com subscription I went and downloaded all of the yield curve data (you can get it here if you sign up for a free account https://www.quandl.com/data/USTREASURY/YIELD-Treasury-Yield-Curve-Rates)"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [],
"source": [
"yield_curve = pd.read_csv('USTREASURY-YIELD.csv', index_col=0)"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>1 MO</th>\n",
" <th>2 MO</th>\n",
" <th>3 MO</th>\n",
" <th>6 MO</th>\n",
" <th>1 YR</th>\n",
" <th>2 YR</th>\n",
" <th>3 YR</th>\n",
" <th>5 YR</th>\n",
" <th>7 YR</th>\n",
" <th>10 YR</th>\n",
" <th>20 YR</th>\n",
" <th>30 YR</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",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-11-10</th>\n",
" <td>0.09</td>\n",
" <td>0.09</td>\n",
" <td>0.10</td>\n",
" <td>0.11</td>\n",
" <td>0.12</td>\n",
" <td>0.19</td>\n",
" <td>0.26</td>\n",
" <td>0.46</td>\n",
" <td>0.72</td>\n",
" <td>0.98</td>\n",
" <td>1.53</td>\n",
" <td>1.75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-09</th>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.11</td>\n",
" <td>0.11</td>\n",
" <td>0.12</td>\n",
" <td>0.17</td>\n",
" <td>0.25</td>\n",
" <td>0.44</td>\n",
" <td>0.70</td>\n",
" <td>0.96</td>\n",
" <td>1.51</td>\n",
" <td>1.73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-06</th>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.11</td>\n",
" <td>0.12</td>\n",
" <td>0.16</td>\n",
" <td>0.21</td>\n",
" <td>0.36</td>\n",
" <td>0.59</td>\n",
" <td>0.83</td>\n",
" <td>1.37</td>\n",
" <td>1.60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-05</th>\n",
" <td>0.09</td>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.12</td>\n",
" <td>0.14</td>\n",
" <td>0.18</td>\n",
" <td>0.33</td>\n",
" <td>0.56</td>\n",
" <td>0.79</td>\n",
" <td>1.32</td>\n",
" <td>1.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-04</th>\n",
" <td>0.08</td>\n",
" <td>0.09</td>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.12</td>\n",
" <td>0.14</td>\n",
" <td>0.18</td>\n",
" <td>0.33</td>\n",
" <td>0.55</td>\n",
" <td>0.78</td>\n",
" <td>1.33</td>\n",
" <td>1.55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-03</th>\n",
" <td>0.09</td>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.12</td>\n",
" <td>0.14</td>\n",
" <td>0.17</td>\n",
" <td>0.21</td>\n",
" <td>0.39</td>\n",
" <td>0.65</td>\n",
" <td>0.90</td>\n",
" <td>1.44</td>\n",
" <td>1.66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-02</th>\n",
" <td>0.09</td>\n",
" <td>0.09</td>\n",
" <td>0.09</td>\n",
" <td>0.11</td>\n",
" <td>0.13</td>\n",
" <td>0.16</td>\n",
" <td>0.20</td>\n",
" <td>0.38</td>\n",
" <td>0.63</td>\n",
" <td>0.87</td>\n",
" <td>1.41</td>\n",
" <td>1.63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-10-30</th>\n",
" <td>0.08</td>\n",
" <td>0.09</td>\n",
" <td>0.09</td>\n",
" <td>0.11</td>\n",
" <td>0.13</td>\n",
" <td>0.14</td>\n",
" <td>0.19</td>\n",
" <td>0.38</td>\n",
" <td>0.64</td>\n",
" <td>0.88</td>\n",
" <td>1.43</td>\n",
" <td>1.65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-10-29</th>\n",
" <td>0.08</td>\n",
" <td>0.10</td>\n",
" <td>0.09</td>\n",
" <td>0.10</td>\n",
" <td>0.12</td>\n",
" <td>0.16</td>\n",
" <td>0.20</td>\n",
" <td>0.38</td>\n",
" <td>0.61</td>\n",
" <td>0.85</td>\n",
" <td>1.39</td>\n",
" <td>1.62</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-10-28</th>\n",
" <td>0.07</td>\n",
" <td>0.09</td>\n",
" <td>0.10</td>\n",
" <td>0.11</td>\n",
" <td>0.12</td>\n",
" <td>0.16</td>\n",
" <td>0.19</td>\n",
" <td>0.34</td>\n",
" <td>0.56</td>\n",
" <td>0.79</td>\n",
" <td>1.34</td>\n",
" <td>1.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-10-27</th>\n",
" <td>0.08</td>\n",
" <td>0.09</td>\n",
" <td>0.10</td>\n",
" <td>0.11</td>\n",
" <td>0.12</td>\n",
" <td>0.16</td>\n",
" <td>0.19</td>\n",
" <td>0.34</td>\n",
" <td>0.56</td>\n",
" <td>0.79</td>\n",
" <td>1.34</td>\n",
" <td>1.57</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 1 MO 2 MO 3 MO 6 MO 1 YR 2 YR 3 YR 5 YR 7 YR 10 YR \\\n",
"Date \n",
"2020-11-10 0.09 0.09 0.10 0.11 0.12 0.19 0.26 0.46 0.72 0.98 \n",
"2020-11-09 0.10 0.10 0.11 0.11 0.12 0.17 0.25 0.44 0.70 0.96 \n",
"2020-11-06 0.10 0.10 0.10 0.11 0.12 0.16 0.21 0.36 0.59 0.83 \n",
"2020-11-05 0.09 0.10 0.10 0.10 0.12 0.14 0.18 0.33 0.56 0.79 \n",
"2020-11-04 0.08 0.09 0.10 0.10 0.12 0.14 0.18 0.33 0.55 0.78 \n",
"2020-11-03 0.09 0.10 0.10 0.12 0.14 0.17 0.21 0.39 0.65 0.90 \n",
"2020-11-02 0.09 0.09 0.09 0.11 0.13 0.16 0.20 0.38 0.63 0.87 \n",
"2020-10-30 0.08 0.09 0.09 0.11 0.13 0.14 0.19 0.38 0.64 0.88 \n",
"2020-10-29 0.08 0.10 0.09 0.10 0.12 0.16 0.20 0.38 0.61 0.85 \n",
"2020-10-28 0.07 0.09 0.10 0.11 0.12 0.16 0.19 0.34 0.56 0.79 \n",
"2020-10-27 0.08 0.09 0.10 0.11 0.12 0.16 0.19 0.34 0.56 0.79 \n",
"\n",
" 20 YR 30 YR \n",
"Date \n",
"2020-11-10 1.53 1.75 \n",
"2020-11-09 1.51 1.73 \n",
"2020-11-06 1.37 1.60 \n",
"2020-11-05 1.32 1.54 \n",
"2020-11-04 1.33 1.55 \n",
"2020-11-03 1.44 1.66 \n",
"2020-11-02 1.41 1.63 \n",
"2020-10-30 1.43 1.65 \n",
"2020-10-29 1.39 1.62 \n",
"2020-10-28 1.34 1.56 \n",
"2020-10-27 1.34 1.57 "
]
},
"execution_count": 181,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"yield_curve"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I am going to pick 3 dates to plot on a line chart so it is less busy. 1 week before the election, the day of the election, and yesterday."
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [],
"source": [
"yield_curve = yield_curve.loc[['2020-11-10', '2020-11-03', '2020-10-27']]"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc2351d4da0>"
]
},
"execution_count": 187,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 1728x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"yield_curve.T.plot(figsize=(24, 12))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Largely what I was expecting. The entire yield curve (1 year + maturity) started to shift upwards towards the election (green to orange), and after the election it continued the same move upwards. I am not one for predictions, but I think this says the potential for the Fed to raise rates could start to happen a year or so out, instead of zero for the next few years. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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