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"# **The Euro on Forex**\n",
"## **Exploring Twenty Years of Volatility**\n",
"### Very Brief History\n",
"The currency exchange market has been around since coins were first used. At the end of the 1800s the development of the gold standard fixed currency values to a certain amount of gold, allowing for an internationally stable monetary system (1). Eventually the amount of gold was not enough to keep up with the demand for currency. After World War II the Bretton Woods Accord set the US Dollar as the global fixed currency. This created an adjustable rate exchange, but it was still determined by central banks and state actors (2). The US dollar was pegged to gold at the time, and during the 1970s the same liquidity problem (i.e. amount of gold vs currency in circulation) occurred. In August of 1971 President Richard Nixon unilaterally canceled direct international convertibility of the US dollar to gold, inadvertently beginning a regime of free-floating currencies (3).\n",
"\n",
"### Today\n",
"The modern foreign exchange market (Forex, FX, or currency market) is a direct broker to dealer global marketplace that determines the market value and exchange rate of currencies all over the world. It is open 24 hours a day, 5 days a week. Currencies are always traded in pairs, and the value expressed is of one currency relative to another. For example, at the end of the day on 11/19/21 the Euro to US dollar rate was 1.13, or $1.13 equals €1. All of the twenty most traded currencies are free-floating, their value is determined by political conditions, economic factors and market psychology.\n",
"\n",
"Forex is by far the largest financial market in the world, in 2019 having a daily volume of over $6.6 trillion (4). The Euro to US dollar (EURUSD) is the most traded currency pair, taking about 30% of the multi-billion dollar Forex turnover (5).\n",
"\n",
"### Methodology\n",
"This study examines the volatility of the value of the Euro to eight other currencies. It uses the 2019 Triennial Central Bank Survey by the Bank for International Settlements to determine four currencies that represent large portions of the market and four currencies that represent small portions of the market. The highly traded currencies are the US dollar, Japanese yen, UK pound, and Australian dollar. The Israeli shekel, Phillipine peso, Malaysian ringgit, and Romanian leu comprise the group of least traded currencies.\n",
"\n",
"The data set used is based on daily closing values provided by the European Central Bank and compiled by Daria Chemkaeva. It is updated weekly, the version used for this study was downloaded from Kaggle in November 2021.\n",
"\n",
"### Summary\n",
"Text with conclusion.\n",
" \n",
"\n",
"## **Initial Look**\n",
"The first steps are to import the basic libraries, open the file, and take an initial look at the dataset.\n",
"\n"
]
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"# import libraries and set display options\n",
"import pandas as pd\n",
"import pprint\n",
"\n",
"# set frame width and center output\n",
"from IPython.core.display import display, HTML\n",
"display(HTML(\"\"\"\n",
"\n",
"\"\"\"))\n",
"# display(HTML(\"\"\"\n",
"# \n",
"# \"\"\"))\n",
"\n",
"\n",
"# pretty print options\n",
"pd.options.display.float_format = '{:20,.4f}'.format\n",
"pd.set_option('display.max_rows', None)\n",
"pd.set_option('display.max_columns', None)\n",
"pd.set_option('display.width', 3000)\n",
"pd.set_option('display.colheader_justify', 'center')\n",
"pd.set_option('display.precision', 3)\n",
"\n",
"# open file\n",
"x_rates = pd.read_csv(\"euro-daily-hist_1999_2020.csv\")\n",
"\n",
"# head, tail, and basic info\n",
"# display(x_rates.head())\n",
"# display(x_rates.tail())\n",
"# display(x_rates.info())"
]
},
{
"cell_type": "markdown",
"id": "7b25b0c0",
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"source": [
"## **Initial Look Continued**\n",
"The dataset covers the time period from January 1999 to January 2021. It has 5699 rows and 41 columns. Some of these columns have less than half the number of entries as other columns. In the original data set, cells with missing entries have a hyphen (-). This causes problems with a lot of the functions that will be used. For the time being the hyphens will be converted to the value ```NaN```, which preserves the row of information.\n",
"## **Data Cleaning**\n",
"The first steps will be:\n",
"* Clean and modify column names\n",
"* Convert to `datetime` data type\n",
"* Sort the values with oldest first and reset the index\n",
"* Clean currency columns\n",
"* Convert exchange rates to floats"
]
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"/var/folders/bz/5cj1tzbj5xn319rpqrw6gpmh0000gn/T/ipykernel_76124/1632861684.py:4: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
" x_rates.columns = x_rates.columns.str.replace(\"[\",\"\").str.replace(\"]\",\"\")\n"
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" date australian_dollar bulgarian_lev brazilian_real canadian_dollar swiss_franc chinese_yuan cypriot_pound czech_koruna danish_krone estonian_kroon uk_pound greek_drachma hong_kong_dollar croatian_kuna hungarian_forint indonesian_rupiah israeli_shekel indian_rupee iceland_krona japanese_yen korean_won lithuanian_litas latvian_lats maltese_lira mexican_peso malaysian_ringgit norwegian_krone new_zealand_dollar philippine_peso polish_zloty romanian_leu russian_rouble swedish_krona singapore_dollar slovenian_tolar slovak_koruna thai_baht turkish_lira us_dollar south_african_rand \n",
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"2 1999-01-06 1.8820 NaN NaN 1.7711 1.6116 NaN 0.5820 34.8500 7.4452 15.6466 0.7076 324.7200 9.1010 NaN 250.6700 9,337.6800 NaN NaN 81.5400 131.4200 1,359.5400 4.6994 0.6649 0.4420 11.4705 4.4637 8.7335 2.1890 44.8720 4.0065 1.3168 27.4315 9.3050 1.9699 188.7000 42.7780 42.6949 0.3722 1.1743 6.7307\n",
"3 1999-01-07 1.8474 NaN NaN 1.7602 1.6165 NaN 0.5819 34.8860 7.4431 15.6466 0.7058 324.4000 9.0131 NaN 250.0900 9,218.7700 NaN NaN 81.0600 129.4300 1,337.1600 4.6548 0.6627 0.4413 11.5511 4.4203 8.6295 2.1531 44.4360 4.0165 1.3092 26.9876 9.1800 1.9436 188.8000 42.7650 42.1678 0.3701 1.1632 6.8283\n",
"4 1999-01-08 1.8406 NaN NaN 1.7643 1.6138 NaN 0.5819 34.9380 7.4433 15.6466 0.7094 324.0000 9.0302 NaN 250.1500 9,321.6300 NaN NaN 80.9900 130.0900 1,366.7300 4.6643 0.6654 0.4419 11.4414 4.4295 8.5900 2.1557 44.2950 4.0363 1.3143 27.2075 9.1650 1.9537 188.8400 42.5600 42.5590 0.3718 1.1659 6.7855"
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"source": [
"# strip brackets and trailing space from country names\n",
"# replace remaining space with underscore\n",
"# lower case all column names\n",
"x_rates.columns = x_rates.columns.str.replace(\"[\",\"\").str.replace(\"]\",\"\")\n",
"x_rates.columns = x_rates.columns.str.rstrip()\n",
"x_rates.columns = x_rates.columns.str.replace(\" \",\"_\")\n",
"x_rates.columns = x_rates.columns.str.lower()\n",
"\n",
"# rename columns\n",
"x_rates.rename(columns={\"period\\\\unit:\":\"date\",\n",
" \"chinese_yuan_renminbi\":\"chinese_yuan\",\n",
" \"uk_pound_sterling\":\"uk_pound\"}, inplace=True)\n",
"\n",
"# convert datetime\n",
"x_rates[\"date\"] = pd.to_datetime(x_rates[\"date\"])\n",
"\n",
"# resort and reindex\n",
"x_rates.sort_values(\"date\", inplace=True)\n",
"x_rates.reset_index(drop=True, inplace=True)\n",
"\n",
"# convert hyphens in currency columns to NaN\n",
"import numpy as np\n",
"x_rates = x_rates.replace(\"-\", np.nan)\n",
"\n",
"# convert exchange rate values to float\n",
"x_rates.iloc[:,1:] = x_rates.iloc[:,1:].astype(float)\n",
"\n",
"display(x_rates.head())"
]
},
{
"cell_type": "markdown",
"id": "b2bd0e36",
"metadata": {},
"source": [
"## **Euro to Dollar**\n",
"A line graph is a great way to look at change over time. The Euro to US dollar is the first trading pair to be examined. This will also continue building a good foundation for developing the project."
]
},
{
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# create a us dollar to euro dataframe and add 30 day rolling mean column\n",
"us_dollar = x_rates[[\"date\",\"us_dollar\"]].copy()\n",
"us_dollar[\"rolling_mean_30\"] = us_dollar[\"us_dollar\"].rolling(30).mean()\n",
"\n",
"# line graph for dollar to euro exchange rate\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"%matplotlib inline\n",
"plt.style.use('ggplot') # set style for graphs\n",
"fig, ax = plt.subplots(figsize=(18,10))\n",
"ax.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\", linewidth=3)\n",
"ax.set_xticks([\"2000-01-04 00:00:00\", \"2005-01-04 00:00:00\", \"2010-01-04 00:00:00\",\n",
" \"2015-01-04 00:00:00\", \"2020-01-04 00:00:00\"])\n",
"ax.set_xticklabels([2000,2005,2010,2015,2020], fontsize=18, weight=\"bold\")\n",
"# ax.set_yticks([0,0.9,1.0,1.1,1.2,1.3,1.4,1.5,1.6])\n",
"ax.set_yticklabels([0,0.9,1.0,1.1,1.2,1.3,1.4,1.5,1.6], fontsize=18, weight=\"bold\")\n",
"ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*181 + \"Source: Daria Chemkaeva\",\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14,\n",
" transform=fig.transFigure)\n",
"fig.suptitle(\" \"*10 + \"Euro to US Dollar Currency Exchange Rates\" + \" \"*10,\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=35, weight=\"bold\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7f6a9088",
"metadata": {},
"source": [
"## **Euro to Dollar Continued**\n",
"* The line graph shows that the exchange rate between the Euro and US dollar is pretty variable.\n",
"* This is the only graph showing a value for the currency being traded against the Euro. It shows that at it's highest value €1 traded for about \\\\$1.60. At one point the Euro trades for less than \\\\$1. However for this study, comparing across currencies and looking at particular regional events makes the actual currency amount less relevant.\n",
"* There are also a lot of gaps in the graph. These represent points in the data frame where information for a particular day is missing. This is the most accurate representation of the data, but it's not very easy to look at. A quick visual check can illustrate this overlap and then compare the original data frame with one where the missing dates are removed."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "1153ca91",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# create nan group and get dates\n",
"nan_dollar_group = us_dollar[us_dollar[\"us_dollar\"].isnull()]\n",
"nan_days = nan_dollar_group[\"date\"]\n",
"\n",
"# create a dollar to euro dataframe with NaN dates removed\n",
"US_dollar_nonull = x_rates[x_rates[\"us_dollar\"].notna()].copy()\n",
"US_dollar_nonull[\"rolling_mean_30\"] = US_dollar_nonull[\"us_dollar\"].rolling(30).mean()\n",
"\n",
"# line graph showing dollar to euro showing NaN values with and without highlight\n",
"fig, (ax1, ax2, ax3) = plt.subplots(nrows=3, ncols=1, figsize=(18,10))\n",
"ax1.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\", linewidth=5)\n",
"# ax1.set(title=\"Dataset with NaN Values Included\")\n",
"ax1.set_title(\"Dataset with NaN Values Included\", fontsize=18)\n",
"ax2.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\", linewidth=5)\n",
"ax2.set_title(\"Dataset with Corresponding Dates in Gold\", fontsize=18)\n",
"for xc in nan_days:\n",
" ax2.axvline(x=xc, color=\"gold\", linewidth=4)\n",
"ax3.plot(US_dollar_nonull[\"date\"], US_dollar_nonull[\"rolling_mean_30\"], color=\"salmon\", linewidth=5)\n",
"ax3.set_title(\"Dataset with NaN Rows Removed\", fontsize=18)\n",
"for ax in ax1, ax2, ax3:\n",
" ax.set_xticks([])\n",
" ax.set_xticklabels([])\n",
"for ax in ax1, ax2, ax3:\n",
" ax.set_yticks([])\n",
"ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*181 + \"Source: Daria Chemkaeva\",\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14,\n",
" transform=fig.transFigure)\n",
"fig.suptitle(\" \"*10 + \"Euro to US Dollar Currency Exchange Rates\" + \" \"*10,\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=35, weight=\"bold\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8373d967",
"metadata": {},
"source": [
"## **Euro to Dollar Conclusion**\n",
"The second graph shows vertical gold stripes for all dates with missing information. These correspond with the gaps in the original chart. The third graph, with these rows removed, appears to be good match and is easier to look at. This also demonstrates how the rolling mean handles NaN values within a data frame. In either case the shape of the line is identical where the information exists, therefor both are similarly accurate representations of the available data. This would look very different if the program managed days with missing data as 0. All further currency data frames will be handled the same.\n",
"\n",
"## **Euro & Traded Pairs**\n",
"### Euro to Highly Traded Currencies\n",
"The first set of line graphs represent the exchange rates for the Euro to the US dollar, Japanese yen, UK pound, and Australian dollar. These four currencies, in addition to the Euro, are the top five currencies in the Forex market. All five together comprise over 75% of daily trades (4).\n",
"### Euro to Least Traded Currencies\n",
"The second set of graphs represent the exchange rates for the Euro to the Israeli shekel, Philippine peso, Malaysian ringgit, and Romanian leu. These four currencies have low trade volumes, they comprise less than 0.4% of daily trades (4)."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "27c42da0",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# import colormap\n",
"from matplotlib.pyplot import cm\n",
"colors = iter([plt.cm.Set3(i) for i in range(20)])\n",
"\n",
"# create a list of data frame names\n",
"# not sure this is neccessary but trying df = df_list.index(currency) in the framer function doesn't seem to work\n",
"# create a list of data frames for each currency with log rate of the exchange rate, 30 day rolling mean, and year\n",
"# col_names = []\n",
"df_dict = {}\n",
"for currency in x_rates.columns[1:]:\n",
" df_name = currency\n",
"# col_names.append(df_name)\n",
" df = x_rates[[\"date\", currency]].copy()\n",
" df = df[df[currency].notna()]\n",
" df[\"log_rate\"] = np.log(df.iloc[:,1]/df.iloc[:,1].shift()) # getting the log of the exchange rate # double check this is the correct way to get log\n",
" df[\"rolling_mean_30\"] = df[currency].rolling(30).mean()\n",
" df[\"year\"] = df[\"date\"].dt.year\n",
" df_dict[currency] = df\n",
"\n",
"# currencies for comparison\n",
"high_freq = [df_dict[\"us_dollar\"], df_dict[\"japanese_yen\"], df_dict[\"uk_pound\"], df_dict[\"australian_dollar\"]]\n",
"low_freq = [df_dict[\"israeli_shekel\"], df_dict[\"philippine_peso\"], df_dict[\"malaysian_ringgit\"], df_dict[\"romanian_leu\"]]\n",
"\n",
"# line graph showing Euro to each high frequency trading pairs\n",
"fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows=2, ncols=2, figsize=(18,10))\n",
"\n",
"for ax, currency in zip((ax1, ax2, ax3, ax4), high_freq):\n",
" ax.plot(currency[\"date\"], currency[\"rolling_mean_30\"], linewidth=5, c=next(colors))\n",
"for ax in ax1, ax2, ax3, ax4:\n",
" ax.set_xticks([\"2000-01-04 00:00:00\", \"2005-01-04 00:00:00\", \"2010-01-04 00:00:00\",\n",
" \"2015-01-04 00:00:00\", \"2020-01-04 00:00:00\"])\n",
" ax.set_xticklabels([2000,2005,2010,2015,2020], fontsize=18, weight=\"bold\")\n",
" ax.set(yticks=[])\n",
"# ax.set_ylabel(str(currency)) # why not, i can get it to change to a string \"currency\", but not a variable\n",
"ax1.set_ylabel(\"US dollar\", fontsize=18, weight=\"bold\")\n",
"ax2.set_ylabel(\"Japanese yen\", fontsize=18, weight=\"bold\")\n",
"ax2.yaxis.set_label_position(\"right\")\n",
"ax3.set_ylabel(\"UK pound\", fontsize=18, weight=\"bold\")\n",
"ax4.set_ylabel(\"Australian dollar\", fontsize=18, weight=\"bold\")\n",
"ax4.yaxis.set_label_position(\"right\")\n",
"plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
"ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*30 + \"Source: Daria Chemkaeva\",\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14,\n",
" transform=fig.transFigure)\n",
"fig.suptitle(\" \"*6 + \"Euro to High Frequency Pairs\" + \" \"*6,\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=35, weight=\"bold\")\n",
"plt.show()\n",
"\n",
"# line graph showing Euro to each low frequency trading pairs\n",
"fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows=2, ncols=2, figsize=(18,10), sharex=True)\n",
"for ax, currency in zip((ax1, ax2, ax3, ax4), low_freq):\n",
" ax.plot(currency[\"date\"], currency[\"rolling_mean_30\"], linewidth=5, c=next(colors))\n",
"for ax in ax1, ax2, ax3, ax4:\n",
" ax.set_xticks([\"2000-01-04 00:00:00\", \"2005-01-04 00:00:00\", \"2010-01-04 00:00:00\",\n",
" \"2015-01-04 00:00:00\", \"2020-01-04 00:00:00\"])\n",
" ax.set_xticklabels([2000,2005,2010,2015,2020], fontsize=18, weight=\"bold\")\n",
" ax.set(yticks=[])\n",
"# ax.set_ylabel(str(currency)) # why not, i can get it to change to a string \"currency\", but not a variable\n",
"ax1.set_ylabel(\"Israeli shekel\", fontsize=18, weight=\"bold\")\n",
"ax2.set_ylabel(\"Philippine peso\", fontsize=18, weight=\"bold\")\n",
"ax2.yaxis.set_label_position(\"right\")\n",
"ax3.set_ylabel(\"Malaysian ringgit\", fontsize=18, weight=\"bold\")\n",
"ax4.set_ylabel(\"Romanian leu\", fontsize=18, weight=\"bold\")\n",
"ax4.yaxis.set_label_position(\"right\")\n",
"# it would be best if I could match the ylabel color to the line color\n",
"plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
"ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*30 + \"Source: Daria Chemkaeva\",\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14,\n",
" transform=fig.transFigure)\n",
"fig.suptitle(\" \"*6 + \"Euro to Low Frequency Pairs\" + \" \"*6,\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=35, weight=\"bold\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "df8ba05c",
"metadata": {},
"source": [
"## **Euro & Traded Pairs Conclusion**\n",
"\n",
"### High Frequency Pairs\n",
"* The US dollar, Japanese yen, and UK pound all show a tight ratio with the Euro in the early 2000s.\n",
"* Both the Japanese yen and Australian dollar have a period in late 2011 where the exchange ratio gets tight and then rebounds. Is it really at the same time? Are there any other countries with the same pattern and what could the cause have been?\n",
"### Low Frequency Pairs\n",
"* The Israeli shekel appears to have increased in value and the Romanian leu is definitely loosing value.\n",
"* The shekel and leu appear to be fairly stable, or have low volatility.\n",
"* The Israeli shekel and Malaysian ringgit also show the tight ratio of the early 2000s. This is seen to a lesser extent in the Phillipine peso.\n",
"\n",
"## **Alignments**\n",
"Can I add a widget so that a person could pull the x value interactively?"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "edeb8b57",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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35W0uWDNWfWWWi1m3pWeWLVcjfEg8Do960BUdI8YIfOaj4BWQd/NwYjqQL8BQ+fHZNFplgjIKm9qIa/EdqapIJFcK4nO11yqzIqEhpacQVwObQY/xgFF5eP1hvPWbb8U7HnkHFsuL8KmPklfCi6dfDEJI+NquVqrfz2fzZ3seJLMTSDErkUg2hWj+esPzZutuNzWlrkq6kOdV2LG4hmumuOC7/3wetM1SPnFLULwyaGys7vZnlvkX/InJWN3tTDVgwoHrNYvZ/OvfUN1vjc1gxBgBwBst8l4e1NTBbBumwq0Nrh9tRrmo4BqKgZTOI8Jk1qxE0n8abQZ75XMmRHltZXZQnlnR3PWVpa/gx778Y3ho/SEAwK1jtwIApqwpAMDZwtnwMb/6rV/Fe59570COp59IMSuRSHqGBvmyr7hmFNOpepuBoRI4NcLy7Br/Yj4+EUNMV/GfnzeLZ1bK+JdHV/CnnzuFklPfMEVsfpKiZqbu9tUgBWE6qdcfjKjMevX7YZVK2PwFALAsuIw3gI0aowCANXsNFb8CZhpApQKd8Kpv1MpsKGZVA/ti+wAA8+X5SI+VSCTREZXZ6dg0AOzIcIFBIH6PtJ4OK7ODWt05mT1Z9/9/v/TvAIDDycMAgP3x/ZgwJ/DUxlMAuAVi1V4NLyCGGSlmJRJJz6yXPGxUfNwYpBjUYjRUZosOF7YiUuvOw2kAwB994RLe9cWzeOvHTtc9ngTNB42e2eUCF47CdysIPbMNYtZ7+OG6/1PCQBmFTnSMW+MAuN+14lfADB2gFBb4vqN6ZkUF11CMcJ/rzvAvyUkkuw3hIxVd/3vFM1trMxh0ZXa5soybRm7Cu5/7bgC8QktAcHX6agAAIQSzsdkwnvBC8QIYWHgBMcxIMSuRSHrmzCr/st0/0pw4YDR4ZkXlNWFwMXtwxASp2V7EewmIz4UkU6sV34cuF/DOL/PJNM0NYCZMuHD9hspsoRj+nPij/y+M4tIVHVPWFFSi4kzhDGzfBjW4iDUDd0HUbt5am4GpmNCItmcqRhLJMCF8pJZq8QbOPTI4odZmIJJWBlWZzTpZjJqjOJY6hqtSVwEAJqwJ6Eq1QDAVmwonkt0zfw9UouLW0VsHcjz9RIpZiUTSMw/PFaES4KbZ1pVZuybNoORQaAoJp4MlDBXi3tmMhUbnLAmqnUypitnHF6vCVCGkbntmpGASF45bHwfGclkAQOoDH4B22211J0MxsetS8RIc6sBN8+W92AYXsVErs2I7XdFBCAEhBB8890GZNSuR9JmyV0ZcjUMhClJ6as9VZtM6X7GKq/GBVGaLbhFz5TkciB8AAMzGeK+D+L9g0prEsr0Mhzq4Z+EeXJu5FlOxqb4fT7+RYlYikfTM/IaDiYQeVltrMVRSl/ladHzEjfqvmkxQXX3pNRPIV/z6ZrCgMouayuxqkQvV3/vOo03P51ujvDLb6JnN5QBCQCYnAFSn6oya3C+b0lNYqayg4ldQHuOiPLbGRXPUk0ltZRZAOCL3VZ99Fd7yjbfgq0tfjbQfiUTSmZJXCpfhM3pmz6yAbLgbUIkapqHEtMFMEjxTOAPKKK4fuR4Awr6BRjE7bU2DMoqnc09jxV7BS2de2vdjGQRSzEokkp5ZKboYT+gt7zPUes9syfUR1+tF739/2SH86LOmcXQ8AYb68beENtsMLqxXcHTMwkuuGml6PhobgwGvWcyWykAsBqLy5xbxMiM638fZwlk8k38GBbcAZ5wnEUxs8OO+WIo20lGIWVPldou/e+HfhfedzJ7Ebz78mz0NYJBIJK0Rk/YAIG2k90yaQdbJIqNnQIIVp5gaG4jNYNXmcVuT1iQAhOkrYuqYQNz/ycufBADsi+/r+7EMAilmJRJJz3QSs5auoFiTUFByaFNl9iVXjeBnXrAPsxne5LWYry7rN3pmGWN4cqnUlGcrYJrF0wwak7kcG8SsCmIxmUtUd161/1UAgDVnDTTNv9hjRR7dFbWJy/HrK7NTsSm89/n1MTaXSpci7UsikbSn7JVD4SWGnuwFzhfO42DiYPj/uDYYm8HfneYX2uMmb1Q9kOAVWXEhLhDxXJ+Z/wwA4IaRG/p+LINAilmJRNITFZfiwnoFV403T+gCgMmEjvWSF1oNSq7f0o4AANNp/kVaOxGsUcyeWatgteSFGbVNKDr3zDbYVJltA0b1i7rREnD7+O3hfbrJT5LMdWGpVuSRtKKCYqnV1+Jg4iD+8rl/iZ8+8dMAqhURiUSyeUp+KRSzKT2Fsl/uaVLfsLLmrIUCEgg8s30emlD0iuFFdVJLAgBeOvNSvOX6t+D7Dn9f3baz8Wpu+HMmnlP33TbMSDErkUh6Yr3swWfAvnRzkgEATCR1MPD4LiCozOqtv2oSQVxXya2WVYmoSgQVg29e5N645x+pz50VMFUPKrMNjWEVG8RsL2bFkiUAGEYMUBTA9RBTY5FH0grrwphRP+DhaOoonjP5HAA8y1YikWyNkle1GWQM/l2Qd4bDN3u5dDlyAkojeTcfLvkDg/HM3r98PwDgj5/9x6GdQSEKXrH/FU1i1VCMMFf27tm7+3ocg0TrvolEIpFUERaCpNm62moFqQW2qMw6tGmwgiBh8K+gck1ZVd24AADwU9yrtVp0oSkE+zOt98GUIGe2hc0ARvUxTWJWq4pZUzUBXe+5MiuaysTJtRbRndyqUeV84TwyRiacRCaRSDpT9qs2A/HZyrm5MN95UFBGoZD2db+iW8RPfeWncNf0XXj7zW/vad8udVHxK3VidhCV2ac3noahGLg2c22k7d/7/PdiqbKE/fH9fT2OQSIrsxKJpCfydmcxawZi1gniuVqlGQhiQWNYuWZimLZ+Bl5yH1ggNi/nHEwl9bCi0ISqw2xVmbWdlpVZXeVeXzFtBwAfY6vrQCBmo55MKrQCQzGgKc11gbSehqmYWCgv1N3+ZO5JvOFrb8APfPEH4FMZ4SWRRKHgFuo8swAG7pv9jYd+A6+55zV4Mvdk223OF88DAL6w+IWe919wCwBQJ2ZTRgobzkZf4/0ulS5hf3w/VNL6O7sRXdF3lZAFpJiVSCQ9UrTrhyA0YqhcVNpe1TPbmGYgiAf7KNfYDNTSMvxk1bf18FyhZZ6tgCk6DOLCY0p9xJdtA7ViNvDimgq/rbYya6kWiK4DrtNTZdbxnbDS24hCFMzEZprE7FxpLvx5xV6J9DwSyZVMzsmh4BXCkdFpIx3ePih86uPry19H2S/jn8//c9vtLharySdFr9h2u1Y8sPoAANSNiz0QPwCXuVgqL/V4xO1ZqiztipG0W0GKWYlE0hOF0GbQ+uvDDG0GDIwxlN3mNAOBoSlQFd5UJiBuEUzn4tX1KdZKHg6PdWhCULhnlm9fFbPMcUBqbAYiA1ZMu6nzzCpGaDOIqbHIlVmb2m3FLAAktERTzE5tUsJeiReSSAaJuOgTjVLCZjDIyuyZwhmwYKTLFxe/2HRRKngi90T4s/DQR+Wz85+FQhTcOnZreJvw3/dzKMSGsxFWs/cqUsxKJJKemN/gFc6JNtFcpsYrs45HUfEoKGtfxQWAuK7WNYApNWK2FBhhOz0ehMAkfLvaMbqw6xvAbGpDJ3rof6v1wVmqBWLogOth3BzHSiVaxdSlblO0TS0xLdZU5RU+W6D3So5EciXSOCVrO8Ts15e/DgKCt93wNgDA5+c/33K7B1cfDH+OuqID8MjBk9mTePWBV9eNk03qPG2gX0MhGGO8ycxIdd94FyPFrEQi6YnLORuTCT30uzZiqEFl1qOhGG2XZgAAo3ENy4WanFm3CGpwMSuazTo9HgB0hVdQnJoxusy2gZqcWdu3Yaitq6gT1gRgGGC2jUlrEjk3F9oSOmH7dt2JqBFLtZoyI2srs4OawS6R7CWEsBNCT1M0xLU4NpzBVmb3x/fj5ftejmlrOvTG1mL7NpYqS7hp5CYA6Klxa8PdgEOdpuV/4Z/tl5it+BW4zA0vAPYqUsxKJJKe2Kh4GIm1D0IJG8B8hpIbiNEOldUjoxYurFdjbWptBkLMdqzMAjAVUZmt8cw6TlNlVvhlG5mypkDSGbBcLjyZRKmaOtRpu0+AWxmaKrN2NlzykzYDiaQ7rRqlMnqmr0vxjVwsXgyHGUxYEy0j9h5ZfwQMDDeP3Qygt5UWkftamzEL9F/MCouGGF+7V5FiViKR9ETe9pGy2ovL2gawfJdmMQDIxDTkbZ5JC0ahuKVQzK6X+e2ZDs8HAMKSW2szaBqa4DttLQEjxgiU8XGw1dWwYzpK1qNDnbbVXgAt/bfrzjpOpE/AUq2W1R6JRFJP3uPCrlbMpvX0wGwGPvMxX5rHgTifkrUvvg/nC82fVSFw75y4EwCwWF6M/ByPZx8HANw0elPd7Sk9BUu16hrLtoI47iPJI33Z37AixaxEIumJbNlD2mxfmbUCS0DFo7ic40v1+9LtBV/KVEPRS1wu/GggZkXF9tBo5yk0wvFQ2wDGPbM1NoMWzVpiVKNCFJBkAqxYDCO7olgAbL9zA5ilcZsBq0lZyDpZjJljGDVG+1Z9kUiGhXOFc3jP0+8BZY3Bz5un4BagE71uFSRjZAZmM1iuLMNlbhhPtT++n1uPGiaOCf/7wcRB6IqOZXs58nOs2CuIqbGmjGqVqLhx5EY8vP7w1n6JAGFrEmNs9ypSzEokksgwxrBUcDGdau8TTVsaFAKslbzQCzvVYfukqcL2GByPgrh8mU5UZldLLlTCfbWdED5dUZllngdQWhfNZft2U2X2D571B/jY3R/j/wnSDERlNsqSoe23ty4AwLQ1DZe54VIfYwxZJ4tRY7Sln1Yi2e2884l34sPnP4ynN57u2z7zbh5JPVmXNZ3SUwOrzIqq6IEEr8wmtKAhtWG15nzxPCbMCSS0BFJaKrRDRGHVXm0rMA8lDmG5El0Y13IyexIPrT0U/j8c7CLTDCQSiYSzUfFRdilm2kz0AgBNIRiL61gqOGHkVrtmMYBXZgFuXwjFbNAAlit7gThuMzAhQA/sBGEDmM0rusSoH5rQKDw1RQsFLtENoEbMRrEZ5Nxcy+lfgtkYz8tdqvDMyMXKIjzmYcqa6ikCTCLZLQjbTatl+c2S9/Jh85dgkJ7Zy6XLABDaDISYLbr1F7gXChdwOHmYb6MnUPCii9lTG6faDiZI6kmU/XKkJtRafObjLd94C37pgV8KH5tzeB+AqkQbmLBbkWJWIpFEZq3Es1rH2sRyCdKWiqLto+xRGCqBprQXo7OBBeHsWgVKcLIQNoNs2e/YbCbQdW5DcEVlNhCzUdMMgp0AnodJg1dLRINGOyijWHfWMWrWN1YopWpFRQxmEMJYVHyOJI8gpkkxK9l7CEtNPy00eTePlFYfLZU20qj4FTi+g/OF83VWnq1yqXgJCS0RjpsWYrZRrK7aq5i0JgEASS3ZJHbb4fgO5svzbcfLCpHb7TuokXsX7w1/ni/PAwCybnbPV2UBKWYlEkkPiDzYRJshCIKYpqDkUpQdGnpo23FsnAu++Q2nyWaQ65KcINCD4QhhmoHDqxKN42w7+VthcIGeUZIYM8Zwqdj5RFLxK6CM1p1kjbn7MfP+FyN26t8BVEfmCtEqTvAZIzM0NoP7lu/DRy58ZKcPQ7JHEF7zfloACm6hZWUWAD419ym84WtvwPvPvL9vz/fUxlPYH98f2hrCymyD9ajkl8LPeEKLXpldc3jj2Jg51vJ+MTih19fwc/OfC38W3zk5p/Pq0V5BilmJRBKZfIU3aqU6NIABQMxQUHb50IRYFzGbDJIOCrYP4tSL2WzZQ8aKIGZr4sCAmspsjc3AZz400n5fRA+qzY6DEWOka2yWaAaprfYmHvtbAEDq/j8CqB9WZoVoFWI2padgKmZTQ8lO8BsP/Qbe/dS74dP+zYKXXJkwxnA6fxpAfyuzWScbVkkF++J8tO07n3wnAOD9Z95fN5BksxTdIp7eeBrPnnh2eJuovopqJ8BXZip+JfyMT1gTWCwvRqoQixQEIVobEfvsZQgDwF9zYaUSwrvVa7cXkWJWIpFEZiOI0Ep3icqK6SrKLvfXxrTO24pRt0XHr7EZ8GpHtuxhJNbd6yUawITNIPTM1tgMPOp19o0FYpa5LjJGdz9eKGZFtdd3YF6+D4wo0ArzUDcuNCUjiH/jWhymasL27eYdbyO1J0vhE5RINotDnXBsdL/ErE99rNlroaAUtFqiP5M/s+XnE0v7x1PHw9umrWnE1FhdXJb47Iix2AfiB5Bzc5EaR88VzgFAW8+s8PH3unJT8Suh7UkcX87JSZuBRCKR1JILK7PdxCyvzJZdv6vNQCEEpkZg16YZGAlQxrBR8ZCJYDMQ2baiAYwFNoPaNAOf+VBJ++MOK7Oui1FjFMuV5Y5VFtfnJ20hZq2LX4LiFlG84Uf471XJNlVmS14JuqLDUAyk9TRybq6vEUa9Ult9/vszf79jxyHZG9ReHIls2K2yaq+CgmLCnKi73VItWCr3yv/Wrb8FALhQvLDl5xNiVjR/AQAhpCnXVohWYUEQE7aiWA0WygtQiRpWlxsRArlXT33ZL4dV2LJXhs985N28rMxKJBJJLYUgD7ZTzixQFbNRK6umptSLWS2Bgu3DZ8BIBJuBEVR/ncbKbA82A+hclDLXxdWZq7Fir7Sc+iMQlVkxztaYux9MNVE5+m0AAMXJQVd0jBqj4XCEklf12I2b4/CZP9D58t2ofe4vLH4Bz2w8s2PHItn91IqvXmKqOiGyWxsrswDw9y/6e/zu7b+LOyfuREpPtU1QYIzh3sV7I6UDXCpeggIFs/HZutvTerou13bVXgVQ9b2KgQ5Rfu+8m0dSq48aq0WI2V5tBhW/ElZ7lypLyLt5UFApZiUSiaSWvO0hpivQ1M5RWRlLQ67i4XLOwWSyQ9NVgKkqsD0GtTAPqsfB9DhylWD6V5QGME3YDBo8s1ZVzHrM61iZFQ1gcNywCtTJatBoMzDnvwln5nZ4aT4CU83PAQCuTl+NCwVeMSp5pTD6S5z8hkHMvmLfKwBUlz8lks0gxJcCBTbtj4VG5K22ErNJPYlnjT8LhBDE1Bg+fvnj+MVv/mKTaH0s+xje8cg78JdP/2XX57tUuoTp2HR4kSpIG+m674PG42qXeNCKolesm2bWiKg4b0bMZvQMJswJzJXmQsEtG8AkEomkhoLthw1bnTg+EYNPeXZst1G0AK/MVjwKbeMCvMwRgBBkg1G2kSqzKn8O2wuiuUrcm0ri8XAbn/nQlAgNYK4TqcoivIFCzCqFeXiZw6DxKVAtBm2D++vGzfFwaELJK4UnPXHC2knfrKg0fdeB7wKAjpVoiaQbwk6TNtI9Z6S2Y6XCPzuTZrOYreXu2bsBAA+vP4w/OPkHuHfx3tDC842VbwBApBGxl0uXcTBxsOn2I8kjOJ0/HV4AhmI2OC6RthDFM1vwCuH3QCs0RYOpmD35jkteCRW/ghFjBGk9jYJXwNM5PrjiRPpE5P3sVqSYlUgkkSnYPpJd/LIAMF6TQ2tq3b9mEobCG8CcApjBvWfZMrc0jHSZ/gXUVmb5Y1gxELOJ6gnDp108sxYXl6xSCcVsJ99fXZoB9aDaWfixCYAQMCMJEgjhSWsSG+4GHN/hUT5BZXaz1Zet4lEv/FmcmKdiU4ir8TAySCLZDMJmkNbT4cXeVlm2lxFTY+Hnph0/efwn8aGXfAgAz1t9xyPvwCcvfxIA8ETuCQDdm9Ioo7hUvNSyMevOiTvhMx9/cvJP+HFVlmEqZvhdIZbyhfjuhJho1omZ2ExdekI3QtFvTcJQDTjUCUfZtqpq7zWkmJVIJJEpOH7X5i8AGK2xBkQRs+nAlkDcUjgwIRdUZqNEcymqDh0eHJc/hhV5daRWzHrM6+yZTSbDx4rs2E6z30PPLNGhVLgIpDHun2N6AkoQMyZGVq7aq3We2Z0Qs+945B34qa/8VBjDJcRsSkthzBwLlyUlks0gxOKoMdq32LmVygomrcm2/tJa0kYa//NZ/zP8/5898WcouIXwfX6+cL6joF21V2FTu675S3DDyA0AqsL4YvEiZmIz4XGNGWMwFbOrAGWMYa40h2lruuN2E9ZEKEajIJJSUnoKhmLApS7WnXXEtXjnfO09ghSzEokkMlErs7WDDrrlzAI86itf4eNsmYjlCjyzURrImKLBgAvXC7JSS0VAVQGjJpqLdY7mEsKXFQoYNUdBQEJ7QCtCm4FqIP4Erwj56UMA+AQzUZmdsLj/dsVeQdEr7mhl9t7Fe7FYWcQHzn4AAPcEJ7UkVEXFmDkmbQaSLSEuhmbjs30Ts8uV5aYkg07cOnYr/vBZf4iXzb4MAPB9X/g+nCucw4Q5AQraMfFADEo5kGgWs7qi43UnXod1Zx1r9hpO5k6GAhfgiQfTselwdHU7Kn4FBa+AmdhMx+3iWjzSSG2BsHXoig5d0eFQB3OlOeyLtU5M2GtIMSuRSCKTjyhma3No45HErKjMVsVsruzBUAmsCJVdFlRmvdBmUARJxMOqCWMMlNHONoOayqyu6Bg3x7FYXmy7vfDGxRQT6Qd4cLszfRvfh56A4nAx21SZ3WGbAcAD5hljyDv5MFJozJBiVrI1sk4WKlExZozBoU5fRsyu2Cs9L5PfPHYz3nr9W/Hs8ergg1vGbgEBwVeXvtr2cd9a+xYUouBI8kjL+0XF9rPzn0XJK+GWsVvq7k/pqa5pBuJ7o1MDGAAk1EQk/61ANNwZigFDMeD4Di6XLreN/9prSDErkUgiU7Cj2QyUmiXBeISGsYylYqPi45IdxxzlS/XZYJRtlOVFKFzMiqEJzHYA0wrv9hkXuR0ngIWV2Wp+ZKecR5HROlbk1aj8rW8Ihbg7djW0lScA3wkDyzfcjR31zIrXQJB1ssi5OaQDj7KozPZzxr3kysL2bZiqGYb+u2xrvtmKX8GavRaubvSCqqh4x+3vwJ0TdwIAXj77ctwydgseXnu47WMulS7hQPxA2ygrkQrwmbnPQFd0PHfyuXX3p7RU1zQDcX83D3CvlVmxUmSqJhez1Gk5bGKvIsWsRCKJhOezyGIWAJ59kFce7jjYuQIBAKNxHQzAS8p/iG97+EU4tVLGvz++FiYadIMpOgx48ITNwPNAtKpw9RjfT9ehCboOBEkI3SZ0bbgb0BUd6ZXHAQCla/5DeJ87fi0UvwK1tBw2eqzb63CpG57EknoSCpRtq4aKKs/1mesBcItB3q2pzJpjsKndc1C7RCKwqQ1TMUOPphgsslkeXX8UDAzXppunfUXlZ675GfzE8Z/AzaM341jyGM4Xz7e9gFyuLHcUf0LkXihewKHEofCCVJDSU13HYIvPYVLr3AAW1+Io++Wmi9B21OZeG4qBkleCTe2uz7NXkGJWIpFE4vKGDZ8BB0bM7hsD+J/fdQwfe92NSESozI40ZMm+88t8tOp0KmLjgqJBJ351nK3nATViVpwQOubMAoCug7n8BGypVseqackrIakloRW5R85PVX12zOQCnjgF6IoOUzGxUF4AgLABzFAMzMRmcLHUPS6oH4iTrOjUfuPX3ohT+VPhCVpEBfWytCmR1OJQB6ZqhhmtW/XNCg/u4eThTe9jX3wffvDoD0JTNNwxcQcc6uCx9ceatiu4BZzNn8VsbLbFXjjCMgQAt43d1nT/4eRhrNgrHRtHi2795LB2CBtCN3EsqM291hU9bB7r9jx7BSlmJRJJS8quj1/4yCk8Ns+/fEWVdDyud3pYiKUrmEhE2/ZZ6tm6/99/gXccv/cHro70eKYagWc2sBk0itmge79TziwQVGcDMWsqZsfg94pfgamaIHYW1EgDNfumBj8RKcFJbSY2g/tW7gOAupNlSk/1tJS4Fc4W+Gv80tmX1t1+dZq/xuJELfIzJZJesX0bhmKEqw9bvTDKOlkA6NsEK3Eh1yq141T+FFzm4nmTz2v7eEu1oASy6dpMc7V4OsYTCjpF3IVjcPXOIlP4dsXnthtiFclUTBiqAQZuF5JiViKRXNHccyqL+y/k8X+/wSuKZZcLxbjRh6+NWl8mY7j+C69r2uTV148j1WVsroAaKe6Z9QJbgudWhyAgms0AAGAYYC6vcJiq2bEyW/Er/ORWWQe1RuqPx+TeOqXEheGBxIFQtNZ2Mce02LZ5ZtdtXqk5njoednoD1QxK0SgyV5rbluOR7D0c6sBUzFB89hIt1YpLpUuIq/HQg7tVRo1RKFDCVZJahJf2ePp4x32IimmrxiqxpN8p/kt4ZruJTHFx2anKW0vtEBdTqb5erZIZ9iJSzEokkpacX+NX+kK8VgIxGyVdoBPE3sDUB16GxMP/h//f2YDiV3CX8hAMuPjwDx7E3//wtXj7yw9F3iezMhgjeawHcV5w6yuzQsx2zJlFQ2W2i2fWpjYs1YLaQsx6o8dB9TiMhQcB1PvjYlqs+rMa27bKrDjBJrUkfvHGXwxvF8JDiFqZNSvZLLZvw1CN8D0lKqub5ZG1R3DT6E1bP7AAUzVxIHGgZbXzGyvfwE0jN3WtAr/uxOvw4ukX41jyWNN94bCVDmJWfN67eVnF/VHG4wI1nllVr/P9Hks1H+deRIpZiUTSkvPrvGK4XODiruzypfqYHq0BrB3G8qPQivPIfP3/AwCoeV4J/AvzL/Cx2x/GvskJHB2PddpFE9QcwSxZxWIpiOLyPN7MFVDx+O/S2LDRhGmCVarLdV1tBooJNXceXqph/KVqwE/MQC1zYVhbhYmp9WJ2uyqzG+4GEloizNp95b5XAqhWmEyFex0fzz0uI7okm0JUZsV7fCvvbZ/6WLaX+y7GRo3RcIgCwEc4f+LSJ3C6cBo3jN7Q4ZGcV+x/BX7l5l9pmbISjsHuIEALXgEa0boOMhDfGVHFbMkrQSUqdFIvZq+EgQkAEG0NTyKRXHGcWuFd7Qt5fsWfq3Axm4kwxKAT+uJDAIKl+OIKtAJv9ip9798gPdn9ZNIKpsUwigLybnB97rogsapoFNNxui3tkXQaLJcLty26RTDGWp64Kn4FE+Y41MI8/BPf3XxMRgrE3mh63loxa6nWtqUHnMyexOFEtZHm5677ObzuxOvCNANCCGJqDPct34f7lu/DJ1/+yWixaBJJgO3byBiZaprBFkbaXiheAGW07zmpST0ZDkdwqIMf/NIPhvddl7lua/sW1dQOWbNFr4iEluj62TJUnhcrGsa6kXNzyOgZEEK6ZtjuRWRlViKRNJEre5jb4CJ2teiBMYZcxYNKgGSEdIJO6OunAACKnYPxZ9ch/dXfAwD4qc2ftJhqIgYbFarAp4ynGejVa3XRdNEt21EZGQnF7Lg1Dpe5dVWcWmzfhkV0EDBQM910PzVS4eCE2maP2ilkcS2Osjd4MUsZxen8adw8dnPdcYiMWUGtDePx3OMDPy7J3iLrZDGij4RiditpBmJs7E0j/bMZALx6KmwA98zfU3efiK3bLHEtDgVKR5tB0S1GbsrKGBks29EaMnNOLszBFfuvvXDe60gxK5FImviVT3BP2bdfMwqPMqyWPGxUfKSsiEMMOqCUV+COXQN37BoAgFbgNgNqjmx6n0wzkCB8SbPiUTDPBbSqzSDsIO5WmR0ZAcvyppUxgw9vaNfEUvErsIKvUNaiM5kZSRCHn9RqI31qiakx2NSOnCW5WYpeEQwsHODQjj+84w/DIPg/fOwP5QAFSWR86iPrZDFmjsFQty5mlyvLICB9D/1PaSnkvTwYY+HEr4+89CP42xf+bdPFXa8oREFCTyDvdRCzXjHMnu7GVamrcDYfLc2g7JfDi/UD8QN41f5X4Tdv/c1Ij90LSDErkUjqWC44ePBSAQcyJl57Cz+RPDJXQK7sIWNtrSoLAEppFV7mCJa/719Ar301AKB0/NXAVkQy0RAn3N9acSngeiA1lVnRdNFVzCYT4QQwcWJoVzmt+BXEwI9ZRHHVwrQ4lOCxx1OtO6RFM9igfbNi2bPb8uOBxAH85q2/iXFzHPPleTy18dRAj0uydyj5JVBQpI10NWfW37yYXaosYcwc6xqn1yuz8Vm41MVCeQFfXfoqXjz9YsS0WBirtVWSWrJrmkG3FSLBqDHacV+1uNQNX3dN0fDz1/9807jdvYwUsxKJpI4L61wU/reXHsCRUd4wNbfhIFfxkLG2eGJhDGppCX58AiAE3mveh7nXPYzs3X+wtf0SgpjC0xbKLg1yZnuvzELTAUrBGOs6btb2bVgsaDgzmist1EyB2DmAsbbjOMUy4KCtBqK6HNVL95fP/UvE1Bg+funjgzwsyR6iNrRfJSo0om2pMnsyezLMQO4nR5NHAQA/9dWfgk1tPGv8WX3df0pPdfXMRp3KJSwRUVZIXOp2TWvZy0gxK5FI6nhsgQu/o2MWEqYKS1Pwrq/M4amlMjKxrX1ZqoU5KG4R3uiJmhv7020bV3n8Vsn1ebxWTWVWiEVL65JmoAWVZ88LxWyrRAOf+nCZixjlzylyZeu2SR2A4pWhlFdDD+H3HPyeum3Ec/TaBLbhbOCjFz4Kymik7Z/ZeAZA+wpxI2kjjRdMvQD3Lt27pSYeyZWDeJ+I6qChGFt67+ScXF0mc78QDWWUURxKHMLdM3f3df+1ntxGGGNYsVcwaoxG3pfL3I6pKoLayuyViBSzEomkjqeWSjg0amIyyQXYD94+BQAoOD6unYq2PNYOJRz92t8OZQCIq1zYlRwKeB5ITWXWZz4UKF2HJoSP8bwweLxVZbZC+W2JSpZvPtosEr00DytX87xz+lPf9im86do31R9zsNzYq83gfafeh3c99a4w6L0bojItGkSicPPozSh5JZk7K4lEmHNK+GdIV/RIIqwVPvVR8kuRK5i9UOsb/9Nn/2nfbQwpLdU2Tivn5lDySpEHGaQ0vpLSrgm1litdzF65NWmJRNKS+Q0H+9PVCTKvf+4sNIVAJVVhu1kUOwtga81e7ZjQ+IlztejiqOs2DU3oOv0LqK/Mau1tBuK2mFsGNTNgerPIF7+jYrc/EYnKbK+DE4SIzbnR5rZX/Ao0ovV0shPVo3V7fSAVMsneIpxAFay0mKq5aZtB0Y+WPrIZCCH4wIs/gLyb7zpSdjMk9fae2ZzDP69Rx/PWDmGYsjp/93rMk2JWIpFIBPN5B9fP1H/J/+Sd/REzSlDJbJyY1Q+mDL5Uv1x0m6K5fOZDIREWooLKLHNdWGZ7MSsmg8XdCnxrrOWuwpG2HcZRhp7ZHm0GQgQvlhcjbS9G7/bCqBmI2S2OJJVcGYQ2g6Ayu5XpdiJbNWrXf6+Mm+NtE0b6se8Nd6PlZ06I3Kje9SgTxQQudcPX/kpE2gwkEklI0fGxUfExmx7M1JiwMjsAMZsI8m/LLuVDExpsBlGWE4mozPp+WJltJTTrKrNWa/8bCxIOSIfKrEgz6LUBzGVcOLSaMd+Ksl/uWcyKSKSLxYuRljklVzaNldlRc3TTk+TEGFwx0GM3ITy586X5pvuEKI36e/UqZvttmdhNSDErkUhCxLSv2dSAxGwlC0Y0sAFUXNjEtVBA4TouQGlTZTaSzUCMwHVdGEr7CTxCzCZKK6Dx1kkFYpBCJ5vBZiuzG0G1d7ESrTJb9suhcI7KiDGCA/EDeN+p9+G1X3gtLhQv9PR4yZVF6JkNlrrHjLFNV/UvlbjPfH98f38ObhsRx3y5dLnpPmELGkRl1qNXts1AilmJRBKyEEz9GlhltrLOq7IDGJPqTN8GAy78fDAxp7YySyOKWZULYObxIQZJLdkyAF3YDJKlFTjTt7XZlwGqxSLZDHppAPOpHx6T8OB1w/ZtWEpvlVkAOJI8Ev58oSDFrKQ9jTYDS7U2nTMrVgLE4JLdxIH4AShQcDJ7sum+0/nTiKmxyIMghJht11BWy5XeACbFrEQiCTm/zkXVzMDEbBbUit5R3wvO9K0w4QIbPDGBbKIyG9oMPH5ibtfMEdoMKIOfbO8nZkaqs80gELO9eAvnynNhJJdYju1G1slual77fzr6n8Kfo47VlFyZhDmzgc3AUIxNN4CJz5epml22HD5iWgy3jd+GB1YfaLpvpbKC6dh0tAtrAKZiQlf0rpVZxhhcJnNmJRKJBADw8FwRB0dMjMUHc4Wv2NmBJBkAgJ8+yCuz5aCK0eCZjZZmUI3mAtoHoIdillHQePsqCzXTHW0GqqIiraex5kT3FgoBe8f4HVixVyIJ2rnSHPbH90Mpr2HqA3cj9uQ/RXquE+kT+NjdH0NGz+DJ7JORj1Fy5SFWK0R1UFc3H80l0jd2qwd0X3xfy0i7DXejJx8wIYSP3+0iZj3Gv69kZVYikUjAY60GZTEARGV2ZDA7JwpM4sN3eFV1M5VZEc3FAjEbV+Mtq6biJG0xBi/Z3tdHjTQUp/OJaMqawnIletVTNIsdTBwEUPXPtsOnPgpeASPGCMzz90ArzGP0S78a+flM1cR1metwvng+8mMkVx5iKVxko4qhCVGmVzWymfSNYWLCnEDBKzTZhzbcjZ5XSDoNYRB4VIpZKWYlEknIatHF+ICqsoDwzEabfrMZDIWCuvyLvTZn1mc+VCWCzSBsAOP7MFSjZXVJdGlnmAqaaJ//yMw0H2nbgSlrKnIqAVBtFhPRQiW/s0VBZHYm9AT07JnwduI0N7a1Y8KawIq9Enl7yZWHWMEQ2a1i6MhmpoDtdjErPpuN1dleK7NANDHbOH3tSkSKWYlEAgAoOT5WSi6mUgP6QmQMip0bmM0AAAzig7rBiFd9EzaDoAEMPhezlmq19P3NleYwCR2WNQZ0yK+lRqprZXY2PouF8kLk0bSi2iOGGnTz24r742ocxtzXw9tTD74LiFg1m45NI+/mcSZ/pvvGkiuSgltAQkuEnzMhrDbjm90zYrZSFbNZJ4usk8WBeLTpX4JexKz0zEokkiues2sV+BS4Ybr/U3EAgLglEOoOzmYAwCAUNEgiILWV2ahpBhavJrEyr34aitGyIzvrZDHOlDB+qx3U7G4zOJw4DIc6YRxRN4Q4EEMNuolZMco2oSWglpbgjl8HAEg+8j7oy49Ges67Zu4CgJZNLRIJwEc81wpQQ+F2pStRzE6YPK6vdjVjqcwbU3uNG0vpqZaJKrWI3GlZmZVIJFc82TKvRo7GB3N1P8hRtgJToaBeUG3cRAOYkuFJC2xjI9if2dJmkHNzGKEM1Ojsf2NGEsQpAIGnrRWHEocAtA5Zb0VjZbZbRq1oEMsYGSh2Dvb+56F43Q8AALT105Gec8qawrQ1LcWspC0e9eoqgyLVYDNidtVeDd/fu5FWNgORMZs2erMZJLX243EF0mYgxaxEIgnYqHDBlbEGJGYrPECdDbAyqysM1Bc2g01Ecwkxm+MnHlM1wy5tAWMMK5UVTPp+OLK2HV7mCAjzoW20z2hNaLwSHnVwQliZjWgzWLf56z6mpUB8B9TMIPeCXwVTdBhLD2P671+K+OP/2PV575y4E89sPBPpGLeDolvEXzz5Fz35jSWDozHnVFRmGz8/UZgvz4eTtHYjcS2OuBave2/2Ov2rdl8Vv9LRhiQbwKSYlUgkAYsFfnU/sMpsJQtgMKNsBYaq1NgMNuGZtSxAUcCKfGneUi14zKuzGpwvnseas4YbbBusi83AT/AMWqXUvnlKTOaKmjVr+zZ0ooeNNt0awMQUpokgzJ4aCUDRQGPjMC/eC7W4gMxXf6fr846ZYyh4hU0H4febR7OP4mMXP4Yf//KPb6pjXtJfPFY/gSrqdLvG95PPfJS80q4cZSsghOB46jhO56srH6JK2+sgCGG36HRRICuzUsxKJJKAp5ZKODhiImFEC/TuldBmMMg0A10DWlRmPeZFq8wSAhgGWBDvJZYLa3Ngz+bPAgDuyK3AS3Vu5mAGH9tLnPYTfOJaHEAPYpbaMFQ+alcnetfHFbwCFKIg7rvBMXFrBDUz0Apz4c8C8/w90FeapxdNWTy14WLpYqTjHDS1cWZRos0+dO5D+JPH/2SQh3RF01iZzRj8PdVpSt3p/Gm8+vOvxgfPfTC8reJxG434XOxWRo3RcJIZACyWF5HUkuFFaFSEmO10USA8s7IBTCKRXPGsFF3MpAabMQsM1jOrayqYH/ynpjJLGY08dYfoOuDyk8OYyasotd63+TL3th7yXPiZwx33RQMxq7QYvCAIp4B1qbAKbN8OY4/iWusc3MbtLdWCEkRxUZ0fU12FXCxhMobxT70Jk//8/U37uW6EN46d2jgV6TgHzdnC2fDnbkMnCm4B733mvfjk5U9isbw46EO7InGoUydmRWW1VtA1cv/K/QCAj174aHibaFjc7WI2qSfrBq4sVhYxHZvueT9CzHYaeS0rs1LMSiSSgKJNkTQHU5UFasXs4JYPDZWEYrZxaELkaUK6DtYgZkWuLMCrgBklhhhj8NKHOu6K6d0rswpRENfiKLrRcl8d6oRjPuNavOsyrhC/JEhVENViplW7xdXKGohbhJqvqbo2ePQmTT7prNVko53gUvES4ioXPI9nH++4rbgAAWQiw6AQF00CIUY7vT8/eJZXZFfsldBTKjr3NzN+eZhIaknkvXxogVksL2La6l3MitdRiPxWSDErxaxEIgHPmJ3P25hMDu7LUF95nIu/AY6oNFQFjBH+n4ahCUqHPNj6nRiAw318SY0Lv9oKy4q9gimoYIoOb+RYx12FldkOYhbobXBCxa+EzTUxNdbxJAdwW4KpmmF1WBxT+fh38f0dugsATzbQV6oja0nDGF5DNZDW0z1NKxskG+4Gbh69GUeTR/H1la933La2mvz5+c8P+tCuSMp+uU7M6oFHu93QBJ/6dasR4n0sRK347O1WUnoKlFGU/TIuFC/gfPE8pmLtB6y0Qwjg2guyRmQDmBSzEokEwGMLRdgew/OPDK5qqhbn4Y4eH9j+AV6ZhSgobmZoAuptBsmgsipGdQK8MjvjM3iZI2GVsy2qCaonoAbe1HZMW9NYtqOJRMdvqMx6USuz/HcQntny8e/C3OsfR/6O/woAvBmscDl8nEifqOVY6hgeWX8k0nEOmrybR8pI4VDiUFfrwJnCGSS0BH78qh/Ho9lHw7gySf8oe+XQMgNUhVWtmP3Cwhfwffd8H1bt1dB7/ZyJ5wCoesZDMavvbjErPOYXihfw+q++HgBwTfqanvdzIMF9+RcK7RNRZM6sFLMSiQRArsLX5qeSg/PMEjsXCqlBoWsKQPmyXu3QBI9GawDjO9HBXF6ZjatxqETFhrsBxhhOZk/ibOEsZnw/WioDIXDHr4W23tlnGlNjHT1xtdi0d8+sqZphdZjWCnBC4Me4fSD9wDuRue8PwrvUcrOd4FjyGJYryzueHuAzHzknhxFjBNOxaSxXljtGF6076xg1RnH7+O0AgIfWHtqmI71yKPvlMJkDQGjrEWLWpz5+79HfQ8Er4H3PvA9P5Z4CANwxcQeAqpgVqyC73WZwPMUv3N/91LvD28Tv2guWamHCnMBCpf3KjajMXskNYFfuby6RSEJExmxqkJ5Ze2OgflkAMDQVSiBm+1GZJYRgf3w/zhfO45WffWW4zbWVCmjyaKT90dh41+EErfJs22H7dniij6txXPYvd9y+5JcQ1+JNntnq8dVHBVEtDsUrQSk3N1WNmqOwqR05E3dQrFRW4DIX+2L74DMfHvOwZq9hwppouf1SeQnj5jiOJI8AgGwCGwCNlVmFKNCIForZWq/15dJlzMRmQEBwVeoqANVGsdAzq+1uMSssBU/mnsR1mevwR8/+o+gX1A3MxmbxRPaJtvdLz6yszEokEgB5m1dmByZmqQfFLXYdMrBVdE2FToMOMLX6u1BGo1ctaqK5AOBE+gROZqtRVd8xege+f/kCvMyRSLuj1mjLJftaLNWKXJmtbQCztO6Py7t5JLUkFKcAqlpA4wlP0bD6qveicPNPAgD8ZJCNW2muzGZ0/vfr1KG+HSxV+GjQ6dg0ZmL8eBcrrQWqQx2czp/G1ZmrYSomDMXY8ePfa7jUhcvcOjELcHElhJZInEhqSaw767h/5X4cSR7BVamroEDBqTxfvSi4BWhE29XjbIF6Yfmz1/3spoUsANw2fhsulS61/ayLQSpSzEokkiuabNmDpSkwtMF8JahFLjQaq4D9xtBUWB7/Yiex6om1p8qsUa3MAsDhxOHQM/tTx38Kv7W8DKgWijf/eKT9UXMEip0DOizN9yJmK34ltBlYSvfHFdwCUnoKSmUdzGxd7bIPvACFW18PLzGL/J1vAYCWlVkRtySmiu0UolkoqSVDb2K7autSeQke83A4cRiEEGSMTDhIQtIfxHuw1mYANIjZIBHkWOoYViurOJ0/jTsn7oSlWkjoCWw4QWXWzSOpJ3nm8y7nV2/+Vbzx6jeG1efNIt7jtakqtXgssBkMsLl22JFiViKR4KmlEo5PxLpvuEn0Vb5E5k7cOLDnAABV1ZDwyoCmgRhV/29PaQa6DuZUpxI9b+p54c8vnHoh9LVnUDn27ZGHP1BrBIT54TJ/K8SkMeF964RDnXDufUJPoOgV4YtqdAvyHhcH+uqTcMeu7nCco1j64c+jcuRloGYGagsxK5bpazNedwLR9BbTYpiOTUMlaljZa+RCkTfOiAru4cRhnMmf2Z4DvUII/x4dKrNP5J6ASlRcl7kOLnPhMz/8myS0RDXNwMvver+s4EXTL8JrDr9my/vpltkrXmORcnIlIsWsZGDQ9XWwUrQgeMnOslbyMJse5MAEXgmj8fGBPQfAxWzctQGr/nfxmAdViViZTSbBCtX0gkOJapbsrJaCWlzoGslVi2gUExPQWiFsA1F8s7VDE7ot+9u+DZe6SGlJaOun4I1F66b2rTEolWYxOx2bhgIlXObfKYRnN67GYakW7hi/A/cu3tuyMe3ry19HUkvi2sy1ALioHZas3L2C+Hs0WgN0RQ877edKc9gX31f3eRJDBGrFbM7J7epRtoNAvE4Xi62n78kGMClmJQOCUYrC69+A4q/9+k4fiiQCedvfpoEJIwN7DgBQDAtxr9IkZnuyGYyMgK3XL0P/6s2/itedeB3MYKiAl4nW/AVUR8WK16AVoqJV9LsPThC5sUDNyFC39chQEXOUUi0Q6kZLYAC3gygt0gwUoiClp8L97hSi810saz974tlYqiy1rBjPledwOHk49BOm9TQKbqFj+oGkN4SYbVWZFX5OkSgxalZXNESGaq2YXamsYMJs3ch3pXIwcRAKFFwutW72dKkLArIlX+5uR4pZyUDwn3oKbG0N/re+teMxPpLOeD5DruxhNDa4q3pi58AUHUwbnJUBAIiRgO57YFq9386nfuSqBRkZASoVMLtaJX3R9IvwH4/8R2jrfHnaGzkS+ZjCymwHMStO3t0GEvjMh0vdpspszmktZoXXNwV+kqMRo9FobLxlZRbgkUk73UBV8Ap8clowAezqNLdPNFaMKaO4ULyA2dhseFtKT4GC1mUHS7ZGW5sBqdoMRJTaqFEVs8ILmtJTyDpZMMawaq+2TaW4UlGJ2vFz51IXmqLtCZ/xZpFiVjIQ/Ceqk4RQkCeNYWal5IIBmBrg9C+1tAwaGwcG/GWr6DFozAdQfwFFGY1embX4UimrNDdWmRe/BKonIicZAAi9tZ1sBpNWtFGxjs+rXLVDE4D2I0NFBTXN+Fd91yEP4phjYy0bwAC+5HmucC7SfgaFWIoWJ+8RYwRAc2PamfwZZJ0sbh27NbxNVLPzHTzMkt4QFwYJPVF3e0yLoeyV4VIXi5VFTFlT2BffF94vvN9Xp6/GpdIlLNvLsKkdXqRJqnQSsw51rmi/LCDF7J6BUYrSb/4Wyn/2v3b6UAAAdLEa8Ox+5Ss7eCSSbizluUAa5MAEfe0ZuGMnBrZ/gaoqUBkFSL2Y9Vj0oQnE4EIRNU1gAADGYCx+C/aBFwJq9NdKWCs6VWaF17CbZ1ZMCRszeSqEWGZvl2gguvYnbC42fCtamgS1xvjxtmhIuyp1FeZL8zu64rLhbtT5KkW1rzGl4L7l+wAAN45UGw+7NdNIemO5sox3PPIOAM2DDkaNUaw761goL8ClLo4mj8JSLfz0iZ/G2296e7jdgTifcnWpeAlAs/dWwt+37ew9eXfvNM1tFilm9wgsm4X7xS/C+ehHwYrdfXeDhl68BGV2Fsr+/XA+8cmdPhxJBxYLfBlwKjW4yqxSWoafmB7Y/gUqAVRKwWrELGUUDCy6n8zkQrXWZgAAxsID0PKX4cz2NsWHmWkwEB7P1e4pIzaACRuCWJ4Vy7rtRtqKKJ/pPF9+d6dvjXTMfmwMBKylAE/rabjMjRwlNggaxayhGohr8Tq7RdEt4p8u/BPunLgTs/F6m4HYh2TrfPjch8Ofx436Bk8hZsX4YOGXfe2R1+KumbvC7cTfUsSriRUHSZVRc7Ttyk3j5+FKRIrZPUJt97V/6dIOHklwDI8/DvW2W6Hf9RL4J0+ClXd2YpCkPaIyOz2oyizjoihqlNVWUBUChflgNW4Gn/nBfRErs2ZQmW0Qs+oGj3iqHLqrt4MiCphmgXjtxZ/wwNq0s5gVAlKc7EMx28ZmsGavQSMaRp0yqGqB6dFEAo1xUdLKNyvEYLaDbWLQlL1yk+AZ0UfqKrMPrj2IklfC9x763rrtZGW2fzyefRwfufgRXJ+5Hn/3wr9r+ozFtTjKXjm8yGhnHxDvKTH4QorZZvbF9mGhtNAyhk9WZqWY3TOwfM3ywwDisLwnnkTl794faWmRlctgGxtQ9++HeuIEQCn8Cxf6fkyS/jC34SBpqEgMKM2AuAUQ5m2PmCUEGqOtxWzUymxgM2ANNgO1tAJgc/FiTE+A9KEyK+4X4jemxqAQJax8NbJqr2LMHIPi5MCs6D7ETtaIsLLp7JwYbOURHDVH68TsJy5/AtPWNG4evbluOyFmdzqRYS/w+4/+PgDgew99bzi+tRaRnywqisKv3Ih47NMbTwNA2NgnqbIvvg8uc7FUbo7Fs6l9xVszpJjdI7B8tTLbqnFlq5Te8Q7Yf/3XoHNzXbcV25CpaShXHee3PfNM349J0h+eWirh6snBpQyohXkA1WrfIFEVbjPAFsQsCWwGjZVZpbwCqic2lcjgp/ZBK7SO1QH45B6FKF0rs6GYDcSvqqg4lDiE84XzLbdfs9e4mLVzPY0SZjr/HUkL+8K4yf+O5/Otn3M7aCVmJ8wJzJWq30/nCudw4+iNTSM+E1oCClFkZXaLlL0yFiuL+L7D34eXzLyk5TZCYC2UeQ9FOzGb0BKYMCdwOn8aQPMkMQnCxrlPnue2vdP502HsmePLBjApZvcILFutSAxCzLJ5LkjYWusO51rc+3jThXbjDVD2zQKJBPzTcuLOsDK/4eDAiDmw/esrjwMA3MnBTv8CuM1AZT5YTZqBWJaLXpkNPLMNlVl9/Rl46UOtHtEVPz4FJajstsNSrDCtoB1C7IrKLACMGWMtc2a/ufJNPLj2ICzV6lnMUoNXL8Wwi1pOpE7AVEw8tvJY5P31m1Zi9kT6BFbsFazb63gq9xRW7VUcSzYPtyCEIKXtfLzYbkfEoIlYtFYIMbtYWURci3cUXCKeC6g2OEqqXJu5FrOxWbznsffg6dzTeNN9b8Jbv/FWADLNANgFYpbmcvAvd68G7hVYpQIaQTA24p86Xf3PAMSsIIqYpRcugkxOQpmeBiEEysTEpn4nyeChjGGj4mFkgBmzisNXDbbDZqAQApXVN4D1XpkVntkaYckY9JUnNi3ImZ5oWeWsxVCNrk1VjZVZAE1DDL6w8AV8a/Vb+OjFjwIAXrHvFdyz3IOY9ZO8CqQWmr97VUXlS/p2s9DdLhzqQFfrK663jd0GAHjbA2/Dz93/cwCAV+5/ZcvHp430jtok9gIrNr84E5X6VghP90J5oWvclrB/WKolhya0wFIt/PZtvw3bt/Gz9/8sAG7LcKlbN+L6SmXoxWzlL/8Sxbe+dacPY9so/dZvI//9r23qpO4GKxYAkY9Z7q+Yra300vmFDlsG28zNQdlXzRIk4+NgSzs7/lLSmnzFh88w2IEJQZ4nbcigHASqQqBSH4x5QODv7lnMprgnlNasdijlFSh2Dt7o8U0dF9PjIG5nL7ulWt3FbFCZra3CCDH7ZO5JFN0ifu/R38N/f/C/40z+DF4y/RLcPXt3z5VZaCaokWobJ5bRM1hvUbXdLhzfqatOAzwyzFTMcOTn9ZnrkdRb5+ruj+3HmYJcLdoKKxUuZkVGcitqbQYiC7gdQsweiB+AQoZemuwIBxMHcdP4TQCqg1YeWH0AZa/cNLDiSmPoB/mSZKquU3+v4z30EADA/fw9ML6jdVWhJRWbj+FcWOi7zYAuVAWs9+ST6LYgTefnoT3nzvD/ysQ43AcfhH/uHNQjR/p6bJKtsVTg1cfR+AArs/YGqGr1lM26WTQFIIyCgYK4RTAj2buYnZwETBO0JhVEX+ONKe5Y+yXVTjAtBqWLmB03x8NqVzuEiKud9JPSU8i5Ofz8/T8fjgcFeOXsupHreJqEnYs8yrZ6zFbbavKUNdVydOx2wBiDS92mZVVCCP76hX+Nfzn/LziaOoobRm5ou4/j6eP4+srX4VEPmjL0p8GhRMTEdbIEiEleRa/YVcyOW7zCeyBxoD8HuEf5+Vt/Hp878zl876HvxQ988QdwauMUXObKaK6dPoBukFQSKJXA/OY4ir2IMs27Ov2LvXX/s0qFV5QI6bvNQFxMkFQKfpdGLlYug62t1VVm9bvuAlAV6pLh4Svn+FLrbfujTYbaDEplHTQ2eIsBwNMMuM2AhEKsZzGrKCCZDFiO+1DH/+0nMf7xnwYAeKNXbeq4qB4H8e2WQwgEU9ZU13G2FVppWk4UgfNANdpIcChxCMSvgPgOWC+VWXABTtzWYvZI8gguFS7B6/D7DAqf+aCgTY1dAL8g+Omrfxovm30ZZmIzbfcxZU2BgXW9eJC0Z648hxFjpKNX80T6RPh32B/f33F/33Xgu3DL6C34qeM/1dfj3GvcNnUbfuL4T2DEGIGpmOEKgxSzQw5J8pPslVKdpSs8woQtdT6pNcLsCh/DaVlglf5murICH8Kg3nYr2Pw86OJi221p0ChWK2a15zwHJJUCPbdz3c+S1nz+mXXcOJPA5ACnfymVtW3xywJVm4FPFJCgmcpjXHBFbgADv3Bj+QKIvQFz7r7wdhrbnJePBRaLTr7ZThN+BK2W128cbe/jnTQnQQKrQE82AwTWiDbHK+K5it72D2gRHdxbaXiZjvEKtrAk7OQ0s93Ko+uP4qbRm7puJwZ81I6xbcXBxEH8wR1/EP5tJN05kDiAh9YeAtA+KeJKYfjFbDzImxtAduqwwRgDgulddLlHj2nFBrEsLmj7XZkt8gsJ/Q4++ci/eLHttv5TfDlWPXw4vI0QAjI6CprN9vW4JFvj0fkiTq1U8G3XDFZoKpV10IhjVLeKqfFxtr6i8koo+AQwIPrQBICvCLFCAUq5YeJOzfJ+L4hhBcRpL/4SWgJFrxgebytsatc1fwHATGwGv37Lr+O3b/3t8P+CCWsinDwmsmMjH7NmQWkjZoUXteBuf5FBTDvbSq7mtZlrAQDPbDyDf7/073jlZ1+Jn/v6z/Xl+K4EXOpipbKCQ4nu6R6vPvhqAGiZLCHZGocTh8MLyit9aMLwm4VEU1OPDVG7kpooILbaW/c/s22QiQkQy+q7Z1ZUxZWjR/n/l9tXjf1zZwHTDLcV1C7bSoaDzz2zDlMj+K7rBys0lfIavMzR7hv2AUtX4FAPrqIDHv/OEAkAvVTySDIFevky1KDJyY9NYP3b/nTTxyUydtXyKmiy9fJ3Uk+CgaHkldo2Ltm+3fL3eMHUC8AYw08e/0m8ePrF+Mdz/wif+ohr8bCJi/YwNAEIbAZtxGxC45Xmgrf9YlYMRhCjUTeDpVpIakmsOWv49NynAQBPbTyFc4VzOJI80o/D3NMsVZZAQes82u140dSL8A8v/oct/b0kral9TbulRex1hl7MkiDzEU7n/MW9QF1qwEaPsTGVCohlAjGr72kG9PJlQNehHjsGEALawQLBsjmQkZG6BhUAIKMjoDJrdmiwPYqPPLqC2/YnEdMHM/lLoFSyoLFtqsyqBPA9lJRYWJkVCQG9VPKU0VF4Dz0EJcetMauv/ht4I5uvLPkJLmDV4jzcydaNSUktqHZ6hbZi1qFO29+DEIL/dPQ/AQDefP2bw9u13Dl+DOmDPR0z1eLQyq0vqmuPdbsRYrZbQ1E3xsyxppG8j2cfl2I2AmIIQidfsoAQIoXsgBg1qq+r9MwOOSLzcRCDAIaOoPpMpqaAQqGnpjdWKIDEEwOxGdBz56EeOwYSi3G7QAcLBMtloYyMNN2uXXc96OXLoKurzQ+SbCvrJRe/9enzcHyG77lxwHmOXgWKV9o2m4GlKzCoB0fVQ89s2efVxV6ia5SjR4BCAcrlZ8BANj0sQUBNvgRInPbiT5yYRORRKyp+pWevqFqYAyMa/MRsT4/rlGawozaD4O8pqsObZcwcw/nieSyUF/Ajx34EMTWGc4VzfTjCvY94j0p/685SezGR2Ibow2Fm6MUshJi1r4DKbCBmlUme28ciVmdZqQSWz/MkBCs2EJuByN5UJifBlpbh3ncfnH/7t6Zt6do6SKb5ClEJPLS1MV+S7ecDDy7iO9/7GO45lcVV4xZectVgl6bUCq/s9RoLtVkMwqAyCkfVQjErKrO9iFnxfmcbWTAjCWwxvokF1VTitbdL7U/wbu+5cvshMY7vhJ5ZpbIeZul2QnEKoEayZ78v09vbDERldkcawIK/a6s0g164PnM9LhQvgIHhYOIgDicPSzEbEfF3F+8Dyc5QO32tlwbXvcjQi9mqzeAK8MwKMTsViNmIHlMWNFaRsbHBeGZtO/Quk+kp0OUllH75V1D+4z+p385xQM+fb/LLAtXIMXr2rOwc3iGeXCrhnV/mQum7rh/Dn7/mRJMdpN8oRV7FF57RQaO4LgDAVvQt2QyIxYUvya/25diZxgUo6TAUYUQfAdC52mlTG6ZiQl85iZm/fT4Sj/x11+cmTgHM6L05hHtmWx9vWJndAZtBP9IMAN49LziUOIQjiSM4X5SJK1EoebwhO6Zd2UH9O42clFZl6MVsWJmt7H0xK35HMsWFH8tFrMwKP7FpDsRmANvmflwAyuQU6PlqBm7t/Hr/9GnAdaFdd33TLpRDh6AcOoTyH/8Jir/wC2De9udTXul84MFFGCrBB3/sevzyyw8PdIStQF99EgDgjl878OcCqu9HWzGAQMyG4qeHoQ0kFpyk82vw41s/YbDgpN9OHAKApXGxLYRCK2yfpxnoyycBALEzn+z63IqT59XlHumUM2sqJlSi7ojNwKVueAxbQeTzTlvTOJI8gsPJw8g6WWSd7FYPcc9T9IqwVOuKrwbuNKqi4pX7XolfuvGXdvpQdpyhF7PhnPQroDIr8mGVyUDMRm0CC6pRRDeCnNkBVGZNfqLVbr2l/r58NRfTf/hhAIB6vDlYnqgqzB/kzSn+o4/B+8Y3+nqMku48vVzG84+kcWBkayKgF5TAZuAnprbnCYWYVY3QZiCGJvQ0IjPG3+/Kynl4oye2flyKDgbSUcyqRIWlWh2X7m3K0wy0LG+mFL9jJ4iT5zaDHmFaDIR5QIvnIIQgZaR2pDIbjvTd4kS5E+kT+J3bfgd/8dy/gEKUMGbqQqG3gTVXIiW/hLga3+nDkAB48w1vxt2zd+/0Yew4Qy9mEVRIWLm/gwCGERYMIxBiMLLNQFRHDWMwNoNKJbyo0J71LECpvm38kyerP58+AzIzUzcwoRbjFa9A6l/+GQBAL7f3BUr6j+NRzOWcbRWyAKDYeVAtDmzR3xgV8VlwFC30p/q0twlgQNVmAMeFO7K5qV/1OyS8ocrvfFEeV+Mo+e0rs47P0wy0IGVBy54BcTv7VtXy6qaGVjBN+Hxbf5+kjTSKXZ57EISeWbK19xQhBHdM3BHmc46b3E6SdbNb2u+VQNErIq5JMSsZHoZezJJ0GjAM0MUehwjsQujiEkAI1BO8EkQ3IuayBidwYuggMQsol/vrS7XtUMwSy0Lqb/8G6Y99FGR8HJX/+zfV419agjLVuQJH0mkgFgNdmO/f8Um68q3LBXiU4dYBjq1tBXE2wMxtDPMWYlatemZ7HWcLgH+OAFCP9O34mWp2rMwCQFyLd7QZiHG2ojGLUBdqsf1EPlAX6saFTcWKhYMeOkwB2ynPrErUnoZgRCFt8MbVDafHWMQrkNMbp3EgcaD7hhLJNjH8YpYQ3kG/svdnaLNSEYjHuV/PsjZVmYVlAZSG1oMtH1O5DHgeSLIa+6Hs2weSTEK/+27Qc+fgPfgtMMZAz5+DcqDz/G1CCJTZGdB5mWqwndxzKgtDJbhtm8WsYudBN9F8tFnCyizRqhPAEEwA60XMprmw8WwV1OxPfiNvqOpSme0gZj3qgTIKUzHrvKxiKEIrFHsDhNFN+X5Dn6/b+niSRnJHxKxL3S03f7VC5HRuuFLMdmPD3Yg0MEEi2S6GXswCAGKxK8NmUCyBJIIZ7okEWDHiEp4TeGYDmwHQv1xeIahJi+xY60d/BADgfuUrYIuLYBt5qCeubtquEWV6BnSeV2adz38e3gMP9OVYJe15aK6A5xxOD3xAQiOKkwc1tjHMm3Lh6ipq6PXclM0gHgdJxeHm1Z7HwLaDGQkQp/MFalyLhzmqjYhJZqZqgngl+HG+CtLJZkCcfPDcvf8NutkMMkYGuS6/zyBwqDMQMasrOpJaEkuV7quA6a+8A6OffTMm/+k1MC98qe/HMuy41N1yNJpE0k92hZglsf77QIcRViqBxIOlPcsCIk7yCiuzelXM9ivRgAoxm27OIyXJJJQTJ+D867/Cf/IpAIB6TXcxq15zNei5cyj9/u+j/I7fQfFtvwj3a1/ry/FKmmGMYSnvYl+6/wKgG8TOba/NwOdi1iP1NgMC0lsDGAA1acJ3FPjJ1h7wng8tOQu10HlFIq62r8yKxidTMUG8chgZ1i5xAOCVcQCbawALbAZKG5vB/uR+LFYW4dHtTSYpeIWBRUJdk7kGT+We6rhN/OTfI3ny7xE780noq09g9LO/EF40XCm4TIpZyXCxO8SsFQOugMosasXs2CjoWutRkk2EnlkDCBpX+ib+g/2QeOuTh/6SFwOeh9Jv/RagqnzkbRfM174WJJWC++nPhLfJ6uzgWCt5qHgU06ntF7PbXpllQszWNIAxf1MRQooB+K4K2odoLgDw41NQS+1HQQOdbQZiST+uxUHcMvygqaudpxUAlMD/yTZhlajGibXe/0x8BpRR5NxqdfZc4Rw+fO7DeGB1cJ/npfLSwJa4p61pnCmcweXi5Zb368uPIfPV34cfn8LGHT8Ld+xqKF4Z8Sc+NJDjGUZ85oMyCo0MPtpP0jvew4/wmMwrjF0hZnGlVGaLxVDMKtMzkadlVT2zet8rs7VV31YYL395+LNy9Gh1yEUHSCwG8yd+ovq4w4dAl/e+J3qneHiOi6CbZ7d/3KHi5PvmOY1EaDOo8cwyujkxqwPU14AeK7rtYGa6awUvrsXbRnOt2+sA+BjWuspsh4YxYnMxuxnfMg1tBq3FrGiYKrgFVPwKfuhLP4Q3fu2NeM8z78EvP/jLoMGFRb/JOtm6mfT9ZMLiFy4/c9/PYLXSPHo7cfL/gak6ll/zIRRufxOWv/+j8DJHYCw9PJDjGUZEJV5WZocPVi6j+OY3o/D6N+z0oWw7u0LMDiJuahihy8sgY0G1JRGPLEiFt5bE42EXNotoUehKTVJCK5SpKZg//MMAAPVQ9Pn1+ktezB9/YD/I2DjYcueKlWTznFurgAA4Oh59AlZfYBTEyW9q+tSmqbMZVHNme7UYAKIy27+vSGqk+JI9bd+cGdd4NFerNJJ1h4vZETUBxSvDTx8EIxrUQvs0A5F04Cd6r2RWG8DapBkEf9e8m8d8aR6rdr34G9RABYc6PU1z64VXH3g17hi/Aza18eHzH66/k1FYpz+OyrFXgsarqS1e5ii07JVTCRNDK6SYHT78C1duRvLuELOxvW8zYI4DtrpazWg1TD6sIMpjc1nAsnhVNmwA68/rVZeU0AbjO18F7UUvgvnjPxZ5v8rYGJJ/9b+R+PM/h3rVMfinT4P5/lYPV9KC06sV7MsY2978RdwSCKPbWpllQbOXo+h1E8A20zCkGB11Z+/HFog/xWkv8uJqHJTR0B9bi5hklgiqu17qAPzkNNRC+8xmtTAHqic21wBmcp+8YmcBAMkH/gLmhS+G94eVWa+A03ku5t713HfhV2/+VQDAxdLFnp8zChW/AlMdTF5y2kjjd27/Hdw+dju+ufrNuvuU8goUvwJn8sa62+3ZZ0FfPw2lcGXEDYr3oRSzwwd95pmdPoQdY3eI2cwIWKGwpxMNxO9GkrxRgxhGWBXt+thsLowS6rfNoM6P2wZlZgaJ3/wfUA8ebLtNK9Tjx6FkMlBmZgDXBStsf8zPlcCZ1TKuGt/+GeqKzb2U21qZpTWe2Roxu5kTr6KxvopZsdQvlv5bIYLoyx7Pir5/+f4wjUEMC7Aq/HNC4xNgerJtdBYAaBsX4SdnAUJ6P15rFEw1oBYWQNwi0g+8E+Of/M/h/ZlA7K7b67hYugiVqDiaPIrbx26HSlR8Y2UwU/5sam95+lc3njX+LFwoXsB7n35veJua5z5aP1UfP+hO3QwA0NevjOqsELODuqCQbB73i9VkjSutOLQrxKx67ChAKeilSzt9KINDNFqJ8b2mCVAK5nXvFGaVSn0KAvoYzRWhMrtVSGaEP1fEXF1JdGyP4lLWxrFtshhYZz6NsY+/nldlHdFJv42e2eAL3CZaaDNwfGdTJ15Vp2Bu/04KYqlfy7f/HhNitugV8Vj2MfzaQ7+GP3vizwDwiiQAWIG4ZXocTI9BaeeZ9R0Y89+AM33r5g6YEPixCSjlFeirT1ZvDzyTs/FZxNQYThdOY81ew6gxCoUoSOgJjBgjoce3n1BG4VIXljLY9/NdM3cBAD50/kNhJJrWTsyOHgcjCoz5zYn35YKLP/7iJawW+3jlNEDERdUg4tEkW6M2zvNKO5/uCjErqpWstIcrs8JSEKQRhB7VKNVZ1wH0YPs+i1lsg5hVRniFh2WzA3uOK5Wvn9+Az4Drpren+WvkC/8d1qUvw1j8VliZpdsazSXErBmmGdjU3pzNQAtEbKl95bMXvDEeW6d1qOCZChfdNrVDj+wXF/nSvhCzMSFmNSsYxND6e9FYegSKW4R96CWbPmZmJEHcIqwznw5vU0s8h1VVVJxIn8DJ9ZM4VziHKavqI03r6bqUg36xXVXBCWsCv3jjLwIAFsvBmPE2YpZZo/DGrqkX/D3wR1+4iA8/vIx/fby54WwYERYYKWaHj9rz/pV2Pt0VYhYxXq1g5f6cVIYSUZm1gi/pQDxG8s26LkggZsPKbkSLQlci2Ay2CskIMXtlXUluBycXSlAV4LmHt0lQBsu/xsK3oK9x/5aXObI9zw2EYjYPI6wgbtYzq2q8UsaK/fneodYIGFGhlNtH7gmRtm6v43ce+R0ACJvXKrQCQzGgBZVCpsVAg5iuVugrJwEAztStmz9mPQnFKcKsqTqqNd7Qu2buwpnCGTy98TSeP/X88PYRYwTLlf43dQpBvx1Cal9sBgBwvngeABezfmw8bIyrxU/MhCK/V04u8Gra+bXd0eQsbQbDC6tUQEZ5E/letmW2YleIWZFxyvpUIRlGWChmgzicHkQpc5xq5VSI4D6JWRZMFwsrvwMgFLMbUsz2m3tOZXHTTBK6OviPOrcWcD+nsfgg1PxlUNUCTc4O/LkFwhJQgAUSGF43bTMg/DPJShEn8XWDKKCxMSgtIp8EKZ1fdLz7qXeHt1W8Cip+BRWvAku1wolcTDXBNKttZVZbPwXfGt1STi4zEoHN4AmUj30HANQNfnjFvlfgBVMvwNHkUXz7vm8Pb79x5Eaczp9uGzO2WULf8IDSDARKaQXP+/TbYDDgyfVHAfCKup9u3RfgJ6d55bbHOLKi42O15IU/7wakzWCIKZXC/hlEsCjuJXaJmOWVWexlm4FYHhANXGFlNoIoddyqLUHTeLNHv8SsXQF0HUQdXCe8ELNUVmb7yvyGg0s5Gy88tj2eVX3lJAjz4Y6egDF3P6yzn+LNR9uJxwVBESY8YTnYhM2AeGVolC/z97MxkcYmoOXax+dMWpMAgEsl7qv9yeM/CQqKc4VzqPiBmA2qk0yLgemxtg1gamkZfmJmS8fL9CT09VMAAHf8WgCAUjP4QVM0/Potv46/fN5fImNUpwTuj+8HA2uZ1boVhDge1AQwQfKRv0Y8exYznou15YdBnCKMpUdgz94JADidP13nCXamboHi5KFlz/T0PJey1ZW3gj2YXN5+I20GwwljjGfVj47w/7u7w4PdL3aHmI0Fldk9bTPgXxBhZdYQldnuNgPmumHllBAC6Hrf3sgsV01KGBTEMIB4/Irz+AyaTz3Fl7Ofc3h7xKzwFObv+FkQ5kMrzKNy5O5tee6QQMD6REHJ4x38Du29MksqOegxvi/axwxke/9zYSw8APitLzZHjdFwwMPLZl+G500+DwAwX5rHir2CEWOkWpnVLDAt3nZoglJeCwcrbJbaMbjlo98Gpppdp5gBfLADgKbs2a0i9jdubu336ghjiD39L6gceAGmYGClNAdj/n4Q5sE+8Hx8demreNN9b8Kbv/HmMA/YT/OMbbXHeK7LOf79PpMydk1lVuTMSpvBkFGpAL4PJWiolpXZYSQWAxRlT3fnNVZmhYCk69nuD3ZdkNoJXYYRiuMtH9f6eujBGSRKJrOn/747wTPLZezPGNsWy6Vlz4KBoHLwxeFt9v7nd3jEABBiVlHhBzFdtm/3HM1FfBt6wgMIAe1jELk7cQMI86Gvt86DVIiCpMYF5L7YvrBSu2wvY640h/3x/XVilsbGobilltVZpbwKGhvb2vGOXRP+7I8chZ+YDi9aOnEgcQAAcLZwdkvP30g4OMIY6et+a9HWT0GtrKN81aswaY5hmZZhXfgiqGqhMnkz3vnkOwEA8+X50BcskirEkIqoXAgqs9dOxVDYJWJWpDvInNnhIhyeNDLCb3ClmB06iKqCTE6CLu3dKVGsIZpLmeInMbbcvamgtjILAEoqBZbvPDYz8nEViyDJwXfCkz4es4RzeqWMExPbly9rzH+TZ25qJvK3vwnu6Ak4++7ctucHqp5Znyjwg59d6oYpAVEhvgNFA7T9E/Aff6Jvx2fvuxMMBOb5L7TfJljG3Rffh7gWR0JLYKmyhKJXREpPQbE3QPU4QBT4CZ4goDRWS30nsBn0PvmrFm/0WN3/3Ynroa883vVx4+Y44lo8TALoF0JIxdTBva+N+fsBAM7snRjPnMCSqsB64h/h7H8uHsydxKq9iu888J0Aqs1hfnwSVIvDOvtpoMX0tnZcWK9gKqljNm1ireSC9vDYnSJsAOvxMyUZLMIOJcQs86TNYChRxsbA1vufWzg02A0NYCneCBLJr+e6ddFZZHQUtF+vleeDaNtwBW5ZYBEsFZJoVFyKi1kbV22jmFXLK/BSvCKXv+NnsfzajwGKtm3PD6CmMqvA9/mX+WZC9klwwtYOTsO/2L9JVjQ+CT9zCPra0223uXmUh/BPx7gQnbKmsFxZRskvIa7FoVTWQa2xcH8AmjrptY2LINSFN3piS8crls9LJ76b/z8+CaUS7bslo2eQdbNbev5GhJDqp18z9Y0/xex7b4a+/BgAwJz/JrzELPzUfhyYvhM+IXjUNFC4+Sfw4NqD0IiGHz7GR3ifK5zjO1EN5O/8BVgX78XYp97UfHHRhtWih8mkjkOjJmyPYTE//AJkEH8DydYRyUehLbBf8Zy7hF0jZmGae1rsNDWABRXaME2gE44TRnMB/M3MNtpPGerpuFyXN5UNGGKZfbNGSIBnVspgAI5vl5hlDEppeUud833B50trPlFAHRtgjKcZ9FpFCjytJN3/FQN39AS0tfZjJ992w9vwluvfgmszvOFq0prEXGkOlFHE1TiUyhqoxa0/NJjCRRpG5BKHf/6pNbKlY/VT+7Hy6r9F7oW/AQBgRhqKWwBo9yXxEWMEOae/1qFQSPVxAph14Ysg1EXyIT7tS196BM7MbQAheNbMi2BCwYdmr0Zx+lZ8eu7TuHH0Royb4xgzxnC+cD7cT/GGH8bGs38B1oUvIPPV34303BWPIqYrSFv8O3Y3+GZFdXzQU9gkPRJ4ZMWqLl1rHwG4F9k1YpaYJhCls3+3UrEBTQMRwlGkEkTIma2L5kJQ3Y2STxsF398WMQvT6t+gBwm+fCYHVQFu2ZfsvnEfIM4GFK+85e75LVNrM6AUzLM3l2YQiFlldAQol/u30gHAGzsBbeN820ittJHGK/a/ImwEyxgZXChy325Mi0FxS2A6t/7Q4F+lQcwqTjG4f+t/f2f22WA6T5ShZjA22+l+sZwxMqHHtV/Yvg0CAp30b7WIBMM9Ymc/heSD74JaXIAfZCOn9TRuHL8Nj6en8PD6o8i7efyHQ/8BAHA8fRyPZR+r2ZGCwm1vRP62NyJ25pO80a/b7+NRWJoCUyPh/4cd0QAmK7NDRiBmSTwOJJNgq1LMDiemEW2AwC6FVSphNRYIUglMs2teLCuXAduGkqnpWDf0vuXM8uaybajMJhPSM9tHTq2WcWjEwkhsQH87z65bbhaNL1v1aG4VVtsABhV+EJ/Us80gELPajXyZvvjW/4bi294GurS5YPxaeBMYReypf4m0fUavRl7NxmYB3wFTuZhjQdoAcRsqs24xuL+/fnchZhW7u5g9nDiMS8VLYS5pPxADMAghfdmfUlmHVphH4QZuG0h/889BGA1jyADg2sy1OJM/gy8tfgkKFNw2dhsA4KbRmzBfnkfRrc/SLdzy02BEg3nhi12fv+JRmJoCSwsGY7jDL2ZtakMnejjMQzIkiPQCTYMyOrq3bZkt2DXvRmJ0F3a7GWZXQr+sgBhG12gu8YYlI9XEAf64PuXM+j6gDl7MKqOjYNksGB3+L/Nhx/Yovnkhj2cdHNDUL0Yx/omfxtQHXg51g/tJq2J2eCqzLlS4wTK3sBkQO4fxf/2xrlWzUMweOQwAoOfOwXvgQbif+9yWD7Fy6CWgWgwjX/ltEKf7UIHXHnlt+PPt47eD+A5YEIskxGxjZVbYDkQFt18IW0MUMXsifQIe88Kqcj9wqNPX5W0leN86s3di4YfuqT7P1M3hz3fP3A0Kik/NfQpj5lgYSTUb4xnKc+W5un0yIwl34loYS492fX7b5WLWDMSs7Q//91+//waS/sBEeoGm80KYzJkdUkyzf0vnw0i5WczCMLoOTQg7GFM1y4n9FP6etz2e2cwIFyLF/k4MuhJZLrhwKcO1U4Pxy2q5czDnvwnFKyH+9EcAAGqRT4WiQXf9jlGxwVQVjCjwocL26sefWufvgTn/DaS7eBpDC0C8PqOXrvQhN1XR4I3zyKtY8Pp1YsQYwdHkUbz6wKuhEhWEOmCBmGBaDNTMNMVlKUGltjYnth8wUZmNYDMQWbD9tBo4/uZGE7dDLfO/J42NgSZnULr6NbD3Pw+0ZoXhQOIAjqeOAwAOJw+Ht++L7wPAI7oacSdvgr78aFdvse2xXVeZ7fffQNIngvQCoqncrijTDIYTstdtBrZdbf4KIKbZtcLKxNJCbQNYHyuz8LbJZiBGFkvf7JZZLvIvscnEYFIo9IVvAeCd7fGTHwAYg5qfAwOBH3TX7xR0fR1eegQA4EGB63NRKipJoejrUlkioec0AfX22wEAysGDoH1KNlh7+Z8CAMzLX4u0/buf+2781+v+K/+P79Qdv5c+1CxmS8tgig7WB89sLdQIPLN298YuYY/YcPvTjApUbQb9QgnErB8Ml8je9TtY/c73NW1318xdABD6ZYFqZXa+1ELMjl8LxS2GF3ntqISe2aAy6w1/NNdmPOiSbSCYfghNB3StWqm9Qtg9YtboLux2M6zSojIbRcAHb9jaNAMYBuC6/Vmy97bHZiCEPCtLMbtVLq7z13AqNZgTjnXxXviJGeRv/xmodhZq/jKMpYe4z3CHlx/Z+hr8YAJOq8qssEOIwQPtCD2negLxX/0VJN/zV1Bvvhn+M+1TCHqBJqZRPvZK6NlTkbav9YgS3wGrERPUSIWVWIGWvww/tQ9Q+juGumoz6O5vTwfCt5+JBmKkb79QSisAqhFn7fj+w9+PD7z4A3j2xLPD2+JaHCPGCOZKc03bu5M3AACM+W+03SdjLPDMEhhqMK1ul9gM5PSv4SPMldVULmhlZXZIsUwu0PaqD6RS4fFUNRA9QoU1fANXBScxgxNdH14r5nn8wzFgQiFvSzG7VR5fLCFjqTg0MpgTjrb2NJyJ6+FOcl+hvvwo1Ox5eGNXD+T5eoEViqAJXo10mQqX8veT8MyKUazdKotKKGbjUEZGoF51FZTxMbCNjbDJbKt4qQNQ83ORYq5q4Z7ZqphlRhLEqReXip0N47v6Ce3BZpDUklCIgpzbPzG77qz3dfqXWl4FU82u3mJCSMsRuvvj+3G51DwRzR2/DkzRoa2fbrvPksOFa8JQoQdi1vWHvzIrbQZDilctbBFdkxPAhhVlPw9jp+fPd9lyd8IqlSabQaQ0A7fZZhDGdPWjku152zM0QeTq7gKbgX/mTDg6cBjJVTyMJ/S+dXzXopRXoefOwp2+De7YCTBFh7H0CNTySjiNaidhpRJYjMdI+VBh+0FlNhB/Isy+W2WRuCVQjU/ZCm/LjACM9S3D2U8fBKEulFJvCQmkwWZAjWQYxRVu4xRAjQE0AGoWmGpEshkQQpDRM9iIIHyjsmqvYszc2ojeWpTSMvz4BI9B3AQH4gdwqXSp+Q6iwE/MQC00V20F62X+3T0W12AENoPdUpmVYnYIEZZDVQVUrWpBvELYNWJWvZY3TNj/8I87fCQDwrZBzBae2W42gyAkntRVZvsjDBlj29cAZgnP7HD7ouniIgo//XoUf/lXdvpQ2pItewOL5NJy/GLSHb8GUA2449ch/sQHQagbTovaSdjGBlgwPY97ZoOAd2EzEGK2S/A/cYthtmp42+gIf45sti/H6qf2A+DTuiLDWBDNVVOZ1Rsqs4xCLSyEU8L6DTXSkdIMAJ7T2s/KbMkrIaH1L6FBKa+CxporrlE5kDiAdWe9KZ4LANyxq2HOf7PtY9fLfOVsNKYjriswVIL10vALkLyb7+vfQNIf6gpbulYVt1cIu0bMKvv2gYyPwz97dqcPZSC0rMxGyIsNbRe1YnaKV8joXHNjQk9Qyk+e29EAJiwW21SZZYUC7H/4x2jjgmtwv3QvAMB/8slBHFZfWC97GB2UmF15AgDgZY4CANzJG6F4JQBA+cjLB/KcUWGMgeVyYCm+FM4rs1zMmooJ+A6U8gpoIFJJcNytIG6xKaNVmeYd7lv+XAWIZjnRhBQJ5oGANdgMUtwWwXhVT19+FGp5pS5eqp9QM7qYzRiZvnpmbWr31a+pllfgxzbftLgvxhMNGuO5AMCZuR1qaQmkzWtVDpIL4oYCQgjG4jpWisNvo1uuLGPS2tlGT0kLvGphi0jP7PBCCIH23OeC5fo7HnFYYK08s4bZNWdWVG5JzcAFZZZ32dKlxa0dVLhssR0TwEQ1ufVUpH5TeMtbUfmrv4L7he7B5rX45/jFFEkMZ2XC9ijmcg5m04NZBjQXHoCXnIWf5raf8vHvBMC7wdkWR6dumVKJx7sFs8ldqHBodfSmljvHA/HHeCA+6RDmr7jFcLqWQD3EK8/0Qn+sTmLUbO3wiW4Qjx8za7AZANWmNbXAO+idmWf14zCbYGYaSkSBmtJTyLv9GYbiMx8udXsfTdyBrVZmJyw+vnnVbr4g8VP8M9KYNCFwguQCYTFImSoK9vCPs827eWSMTPcNJdtLbf+MTDMYbpSRkb0brN8qzSBKzqxYlq95rBBarLRFYRhUfbclmisQIP3yI3bCv3QJ9BTvIqcrKz09lhWCxqCNjaF8Hy7kHXiU4dj4YDJmleJinZ3Ambkda9/2v7D66r8dyPP1grjQFe+lWs+sqZhQC7yi6o0c4Q/w21cuuM2gXsySRAJIJEBX+5A1C4Ba46B6Evra05Efo1TWgsdWm7tEBVkMSqh26E/05TgboUa6bbWxkZgaQ9nvzwVq3RhVzwbo1ipPxClALa/CT85ueh8H4wehEQ2PZx9vui+0kRTaiNnAHyuav0xNGfqhCT71QUGlZ3YIYWE0lxakGUgxO7SQ8TGAUrA+nUyGBeZ5vKLUyjPbrYkrWJavFcIkHnj9SltrUhLCjST7m1XZCpJOA7oOutybuNwM7merU5x6F7OBLYHSoRy/uxZ47sbjg7kA4cuy9ZWsytFvgzdybCDP1wtUXAgFYtaDUieARBwXM0cAAIS2/2wRp1nMAsEF9Xq2PwesqPAyhzo2CTUiPL+1UVKi0UtMAVNLi2BEBQ1+z35DzUxkm8GIMYJ1Z53777eIaCRL6SlM/7+XY/rv797S/vRVbplxJ67f9D4SegIzsZmWNgM/xS0IbSuzQXKBqfLTsKmRoc+ZdRn/POnKNjQFS3qjXOZCVg2GJuzV5Kc27Coxq17No3/8p6NXMnYFLQQpgEg5s0xEWdXYDGCagKKAldp7AqPAClyskdSAxqLWQAiBMjEB1qO43Ax0eQlkfBzK8eM9XxiRlWqzTr8agfrJcoELtLEBDUxQyiugscFU/LZKWJnN8CVQDxrswEpgqFUxK8Qf6VCZbWUzAPhngfbR6sR68J8CAAkEnch7BRAORhCVWX35JI9J63PGrKAXz+yUNQWXun1pAltzeFV6TE1ALa9ALa+E1orNoC+fBLA1MQtwq8Fqpfl7hJojoFq8g82AV2GNmsqsuG1YcYILQClmhw9WLIIkkzzFRpdpBkONMsPnvvdaTRt2WJkvw5FYQ2U2mOTVsapRsQFdB1GrJy5CCEgisWWbAdvYPjEL8G5xug0Cka2ugYyNQZmYaHoveQ8/gtzdL0Plve9tfYxrC1AtvpzDssPn3350voiYruDwSP+C5QXELUFxSwNbvt4qwqKiCJsBU2DTagNYKGaDrFR08syWV1p6KZWrroL/1FN9O2ZqZJoyYjshfL6spgmKBjYDMThBrazDrxnH2m+YmebHzLoLr5TOvzv64Ztdt7m3eKpUFY7qRotYrIjoK4/DT0xv+f08ZU3hYukiPNogHgiBn5wN7S2NiMqs8MyamjL8lVkqK7PDCisUQJKB5UiPoB32GLtKzJJMhlcc+zEffYgIq69mQ2ODYfJEgQ5XWMy2mx8HAPH4lpfBw6pvY8V4QJB0els8s3RxAcrEBJSJ8aZKcOXv/g4AYH/g/zWH4xdW4ZZUWKP8C53lsgM/1qhkyx7Kro97TmVx82wCmjqYjFkA8Ie1Mhu8d9SREQCABxVOzcmXePzijgVVzXY2A+IW24p2ZWYaKBb7Nlq7lyonUK0mN6YZAAhFMXGLYVPYIKBGGgQMiDAFLK5xy1PF33pKybrDxexkcS28zVh6eNP701cehzNxw5aP67ax25B387hYbI5Yo4nJcOpcI82eWTL0nlkpZocXViyCBANjSDrNdcMWV2d3E7tLzKoqyOgo6NreErNVm0F90w4Rww86idlKudmeAEA9sB9+MGCCrqyg+Ou/Af/sud6Oy61GfWwHJJMBW4/e2b0ZmOOAnr8A9cRxkIkJHuUU+JKZ4/CqW3Bx4J9qGDV6+TTACOITfHs6JJXZf/jWEl71nkfxu5+9gLWSh1ddv/nu7E4o5aCxaAvd34OEra4Bqgo1xasTPhQ41OV+WUIi2ww6ifZ+NyoyIwXFzvEIvCiIanJtmkFgMxCeWeIUuk602gqhxaGS7bqtGD1b6hCDFpWqmF0BUw1QLQZtPdo44EbU/GVo2TNbthgAwMHEQQBoOwlMX32y5SpAo2fWUBXYu8VmQKSYHTaY44QDk8gobxClAz6fDhO7SswCgDI+zk9ae4hqIkFDhTVIEeg4wrdiN0V6AYB64mrQM2fAPA/OJz8F78tfhv3+v+vtuIKBDNsxNAEA1GNXga2uwj91CqXf/V3Q5eW+P0do6UhnoF51HADgP/YYAIBengOKRRjf+z1824bnJxv8i0FPCpvBcHxRfOBBXvn53DNZAMCNM4MRMmrQJe8Pqc3Av3wZyuwstGD8sgsNdiBmAYB4FTCiVYchtLEZKEGFkwk7Qu19fRaz1MyAUBckYuWSBLm5TK2KCWbUe2aVFkkM/US8LiSCmI2p/AK9H4kG6/Y6UnoKqctfgzNxY7CEv7CpfRkLD4CAodKHbOT9cZ5a0ErMeunDfMpbufmc5XgUCgECLRvYDIZbzMrK7BDjeeEkUJLmF+ws31uO+m5m14lZMj4OutTb+MdhR2SrNlVYxRjZrjaD5sosmZkBfB9sdRXOv/0bAIDmejwBi5y67RhnC0A5zCOfyn/xLrif/RzcL36p/09SDqrgMQvqjXyJ0T/Ds2PpMn9fadfwHFK61iBWC8H/R8ahGGwoPLNnV8tYKXp40bEMEoaCG6bjmE4NqvmLVyyHtgFscRHKvlmowWhSHwps5oYh+8Qrg2lmKARJm2gnETvVcqk+jL3rz/Kd8O+SCEv2QI1nVqmdABYHA4HiFkDcEohvhxm2gyD0466f67ptTAvErLd1MbvmrGHUGIWWOwd3+hY+Lra4OTGrrzwOpujwRo5u+bjiWhxjxljLsbbCqqK2GIzh+Ay6SsKx07sizUCK2eHFdUGCC3kixtu7fRhpv0vYnpJbH1GPHIH39a+DuW71D7bbaTH4AKjJd3XaV2ZZq3xaAEqwzOB945tggfhniz0OUQhH5Q6mK7oRZZwvX/sneZfxID6I4VAGy+JLxpYFGrwuNLBhqDfeABACttrQaFjI8uObugqa+QSw0p9JUFvhM09zgf2WlxzAdGqw2Y9qYQEMBDQ22n3jHYCVSlD27YMaeBC5Z7Y6R15xNsCMVCgE2w1N0ILucxF6X4uIqRPNkVtFiFnFzoEmprpuT1rYDEAU0Ng41PwclCC6y6+J7uo37tjVYIoOZeFhYPIFHbftd2V2TE2A+A681H4QOwf94jM97UOprCN+8gOIP/kh2PueU/86boH98f0tK7Mixk4pN68y5Soe0mb1FGxqCjzK4FMGVem/570fSDE7vDDP45O/gNBucCXFc+2+yuz0NM/43EOTwJgY4drgmRXL+6zTWLoWk8MAgIxxwSHG/6o33Qi6tNRT0H/drOdtgARiVlSi+xVOXwsrV2PQCCFQZmZAL/LGDf/UKZCpKd4cduhQc9d6EFXmHn4uVJOCrW5xwlof+MzT63j2wdTAhSwAGIsPwp28ARjSExmzbcCywsqsCw2uX6mK2eIS/MQUIJboW4hZpbiIxCN/Dd8caZkIoIyN8eda74/VSTSjKU7EVRPaPAEMANzxa6Ctn2qZQ9t3VIP7povdbUBpPQ0C0nJCVq+sO+uYCL4b3KlbQROzfEBEh1SKRuJP/hPSD7wTiltC5fBdXbfPlaPFG83EZrBUaV4xFKsYSqn5918rehhP1ItZoNoYNoxIMTvEeG7VEhicsztaFPcYu07MKiP8y5+t7SHfbCiwGj2zYqmgg82gVAJi8abbxUnXf5xPplGvvQ5w3d6yUb3t9cyKfFCB/9jJ/j+JsHTE+IWDesMN8J/k4el0aSkcBaxee01zw1w+mL40fS1U09/xCyrGGBbyDq6dav77DwI1fwleZuvLsgMjWKUQHkRPjcH2ndBmoFbW4McmQI2gGtoiEmvqH14JPXsG3thxQGl+34eNFX36/gmb0SImGhDfASNK07HR+BTU8sq2VGYBPoqXlLt7xk3VxGxsFucLWxsBzBjDmr2GcRZU3TNH4CenQcBCAR8FfflRAEDhxh9F6bof6Ljt187l8B3veRT3nun+OR8xRpB1svBZfQIKjfML9FY2g1zFQ8ZqFrPDbDUoejzXV6RUSIYIzw9Xq8NV6w6runuN3Sdmg/no/oULO3wk/YMGVR4SRAoJwjdkm8qsc889oOfOgaSavX3ipOs/9RRvirnlZv5cvVgNgufdtjQDQqAcOQIAUK+5Bv65c83xWFukWgXn1gxlehpsI89TDlZWoExOVG9fXa0LniZr3J/nz14D1QJofmdjT/K2D58CowOa9lWLtvIEtMI8D+MfUlilAlgmCCFQCeCpcdg1NgPumbVAY2NgRIFaaqik+Q6UoBGrnQWB6DqPkGv0U2+Sqs0gqph16/yyAj8+AaW8Fv5O2yFmUWoj6L0K1OzZ8L9Tsalw4MFmybk52NTGNGVgqgGmx8O0CaUS/W9hLD2M0vFXY+P5v9zyYqWW+87zi51/Pdk91/xg4iBc6mKhVO/hZVoMVE+ESSC1OD4NBSwAmIE9ZpibwNZs/nccN4cz0eRKhrm1lVkjuO3K8czuOjErRNp25JFuF2x5GWR0pBrFJQhtBq0rs+XffkfbfRLLAoLqo3LsKJRpvmTKFqM3z7FtrswCQOL3fhexX/llGN/93YDjhBaAfiG6O0nQyBP6dE+fBltYgHKQx+woU1PczlKTaewv56AYAMmMQEnFQIv2joZSP7PMq8wz22AxMOfvBwCUrv6egT/XZmC+zxsggosUVSHwiA6H+TVi1gZUC1A0PpK1ocNcTIQCgNwLfq3tc/HhHv0Rs6xDlbglvlO1SdRA41Mg1IUx/w1QLRaO7B0U1BwBadGhDwAjX/o1TH/wVWHubVJLbnlowpcWeTPos30d1BrlnvaGFIfuB+1zq0n6YKTNH53n+10vdbcaTFhcWIv4sLqnjY2HSSC1OB6DoVW9sdXK7PCK2ayTBQFBWm9O+pDsMJ4XnquJISuzQ48QIaywdyInWKEIkmyeslXtSGx+Q9ZWLK0f+ZHWOw5iqPTnPS8Us71VZrdfzCrT0zBe9jKo118HAPCf7q3Boxt0YR4gJHw9lIO8ycf91KcBxqDdcCMAgEzxZhy6VH29vFwFWkbnmaWZDEAB7OD78BsX81AV4HlHBn9i0ZcfAzUzQ5tk0DgSWlUIXKLDBoUh/KW+DaZxywFTraacWS3Pu9EX/+PH4U7e2PapSCrdt8gbpvHjFRm43eCxW81LvM70bQCA2LnPwZm9AyCDbSCi1ijQYDMgbhGxZ/4V8VM8PSV26uMAuJgtuFt7vR5YfQDT1jSuyy+HXmZh0VDsaHYfxc6CgMG3xiJtfznHq1qXct0HZAhx10q0+/HJMAmkFtunMNTqKdjYBWLWpS50RYdCdp102Pt4bnUV1RCVWSlmhxaiaYBlgRU3P5N72GCVcuspW+IN2WLaEA1sFrFffFvo82xEvY4LQu25z+Vd2IlEb7FmrgcoCoiy/W8TZZIvk/bbG83WsyCpZFgFV6+7DtA0OB/7GH/e/fv4v1PBCbPm9fILDpREEPM0IkKps309vl4QnrvapcpBYc5/E5WDLxq4SNosIj9YNFGqhMAnGmxQmIqI5rJD8QhVB/z6z1U4FKJLji4ZHW2aHLfp4+5VzFbWQVuIMXfiOtAgW9bLHOnLsXWCWiNczNLqRXXikf+L0Xt+Mfy/8KemjTQ23A34dHOWIYc6eGDlATxv8nnQ10+Fgw78FK+warloflylJP6+3ZfIF/IO8raPiYSOXMXHRqVanfUpwzs+cx5/ff8Cvn5+A4yxcGzvhtu8Ykhj46GXue738li9zUATNoPh9cy6zIXWxZ4h2RmY64XZ9FdiNNeuE7MAj8fZU5XZYjGM/Kml07Qh0Wmv3tB+HGPij/8IiXf+edgMpkxP9VSZZb63rVXZOmIxHpvV52lv3FdZTY0gqgoSDypdiURYkVWmuJiufb1oiUJJ88eS8cC2IfzOTh7ayuN9PdZubFT8umiffkC8cp1AAQDilqAWF+CNHOvrc/UTcdEhPM+aQuBBq1ZmGQPxK2EKAFPNJl+smr8MqsfB9M6jYNWrjoFeulQV0FuBKHw8rJ2NtLlSWYNvtYhGI0r499mOvxM1R0DAQGpSGGJnPhX+7CemETv17xj7xBtxVE3DY17L6KooXCpegstcXJ26CsTeCMU8MxLwzZHIWbNqcT48tm4IC8/Lrx4BAKwWqxWuf3xoCR9/Yg3vuW8eb/7oaXzw4eWOYtbLHIW2cRHw6i+eXJ/BqBk7LSaBDXOagUc9Of1rWKmN5uqwqrtX2Z1iNpEAK+yhymyhjZgNuvtbdc3ThUW+XD4z03a/xDShXV8d16hMTfVemd2hLF9CCJR9s/BP9lkg2nZTLq/18z8HAIi9+RfCAHNiWSBjY6Cnz/CNfAdeGVCCySqY5FN/sMQr5OOfeCOm/vn7YF68t7/H24H1kodMrHUGMMvnQXv0lROngOm/eT7SX/v9utvVoPLVj4D5QcGWeOVL2EdUBfCIBhuMe2apC8IoWDBelalGOE1LoK8+CXfs2q7VZ/XIEYAx0MubE2eN+LHxlt3urSBuKfSKNrL+sj9G7vm/3LVLvx/QQFArYgoYY9CyZ5G/9Q2Ye8MTqBx+GRS/Auvil3Dw8gP8+Fr4SaPw0NpDAIBb4ge4TaCmcs6MVGTPrJgW5if3dd22YPMLuoMj/P2St6sXeO9/oP479IGLecRVPjjhbOEsGvEyh0GY19Rw6PgUurq7PLMe9WRldghhjAUTwBqiuRxZmR1qSDK5t2wG+TxIsnn8JEkmeaNDKzF74QLI5GRPgyOU6WnQ+fnoCQGeB6Juz8CEVmi33w7/zJm+NlmxSgVoGE5hvPSlyHz+czDuvrv++W+5Bd6TTwIA1IUnwXwCTHMRyyb5EidZ4YJGWz8NALDOfrZvx9qN06tlHBlrYU8BUPgv/wX5H/rhnvanrzwOxa8gefL9QM1rruX4CXo7lq83SzimOKiyq0Fl1gGDqZjVMbChzcAAoQ2V2dIy/NT+rs8lbD10rj9DM5g1UhWFXSC+05QxK/DTB1C88Ue3xQoiJoyJ4yZuAYR5ocgt3Pzj4bYTwRCKVlXLKJwvnseoMYrZ4MRc69umRjJy85xaWAAjWiTfd8Hh35Gzaf5ab1T4/wu2j2zZw5tesA//+7VX47b9SSzkHRBCcDx9HGfzzWKWiizhmr8xYwyOz+o8s7vGZkCkmB06KOXf2UFllqjqnrNjdmPXitmdbLzpJ3R9HWx1Nawo1UJUlQv3VjaDU89Avfaanp5Lu+02oFiE//AjkbZnxSIQ37k8QWVqGrDtviZXsDZDJlo+//Q02MoKHzSxPAcAIOPchsDGgop4fh3ELYah99rG1vI0o2J7FHnbbzksgRWLoJcuA6VSTxcCtXmdamEu/FnLnQMA+JnDmz/gAcPs+si1qs0AMFSDJxkANQ1gJuDVi1lib7StetYSitn5PolZzQLxo3lmiW8DLaK5thux1K8Gk62EUBMi108fwtwbnkD56LdjtMirzjlnc7nM6/Y6Ro1RGAu8wiua3QCAmekwNaEbanEefmISULpfoFcrs/z9shzYDB6e4+edExMx3DSbwC37EjizWoHtUUyYEy0jyJgQ/jWNao7PP5e7Lc3Ao54cmDCMuCJGs/reJiMjYDvY07Hd7E4xm0jsGc8svXQJYAzqdde33iAWq2aj1sBKZZBUb13sIsOVRpxexHI5KA2DDLYTRSQKXGqeeb5pbBukcdJaG8jUJOB5YAsL4bQvMhZUdVIjABhYoQB9iTe6+LGJUPgNAp8yfODBRWTLXtiQUhu6LnDv+3r4cy8NdNp6NTmi9vfQsufgJWfBtGiv244g0gyCqruqELgAfAJemQ0EDwuapJiq11dmGYPi5MMO+U6QZBIkneqfmFWtUGx3fW6vAqrv/N/BGz0GRhRoa/w9I7JehZgV+IlpjBeWQECwWNncxLwLxQvYH98PtTAPaqTrGvR6qcxquXPwE62bZRsp2D5iuoJ9aQMJQ8HZVV75f+hyAbpCcNt+ftFzcMQEZcBywcWkNYmsk8VGwzS3sDJbJ2a5YDXrKrO7QMwyKWaHkjB5qPq3UUZGehuStMvZnWJ2D9kM2CoXG8p467gYEou1bDRhwbSjXggbynLRKp0slwPJ7FyeoHrdtQAA/5n+xXMxu9lm0A7t2XcCANwv3Qu2GnSvTwQnQyMBRWdgxVLYgGIffCHU4iKIO5hhCo8vlvDOL8/hVe95FJ9/JgsAmE41n1i8b30r/JnOzTXd3w5j8WF4wclezZ4Lb9dyZ4d78hcAVgnEoBCzhMAOil66oodVZzFMoLEBjNg5EOaHQwy6oczuC0dFb/nYNbMpWaEdxC0NxUUF02KANQo1SIAIK7MN+bY0PgXTLeLmzA14YPWBnp+n6BUxX57HsdQxqIV5+Mn6HgE/MQM1f6mpaVFgnf44Uvf/MbT10zCWHoGz79mRnnep4GA0poEQgvG4jvVgrO09p7K4eV8ijNGaTBrh9jeM8GbcZ/L131fiPVe72lGwuWCNG9VKWihm/SG2GVBpMxhGwgguveZvY1ktC2F7lV0qZnlldicD6/uF6NYn463jYkgsFo67FTDGwtGdvUBSKUBVQVeijX9kpRJIvNnLu12EDXD9bPar2JFtBur+fSDT0/CfeQZsPWhemeRij2kWFJ1yMRsIJXuWnyjVjf5Np2OMhe/zS9nq++DP7r0MQyW4cab578PW1sLl9l7ErFpcgDt1E6ieCH2yorHHH2K/LBBcpBhGGCPHG8D462aqZhiNJPySjQ1gxsKDAAB38qZIz6ccPw7/scdAl6OPUm177JoVLZqLeiDUrfp+dxorHY7h7VSZBYBrYjO4ULiAc4VzcGn3DuuPXvgoXvGZV+A197wGAHBV6iro2dPw0ofqtvNGj0NxSy2jr4hbwtjn3orUQ+/B1Ie+i2+fjmaVuZxzQotBJqYhV/HgeBRzGw5uP1Ct3u/PcDH78FwRUxZfSVq165v5mJmGn5iGlj0T3ibSEcYTVfEhkg2cYa7Mygaw4SSozJKayiwxTUA2gA03JJkEfB9okb+622Arq4CmhVXTJlpVZl2XG75jPYpZVYV6zdXwH3k02rE5TuQq5iAghgGYJlixUCfqtgJvAIv+uqknTsB/5hnQpWUADJjkndBMi0E1GFipAnXjEqiehDvOc331ta1Xkj/39Dqe/7++hRf8+UP4/c9dhOtT/NV981AJ8B9u4oJsJm0g3cJmwNbXw/xc75vRqmHa2tPQcufgTN8Kb+QotGAcqVJaguIWhzrJAEDTxZ2mELhCzCpmWEEMx7yqZt3Svp7lDXzuRPuou1qM73glwBiKb33rlg+dV4m7f5cJwdtqaMJOwKyRcAyvEkSL0YbYMCFmX2gdhstcvPFrb8TP3PczHT/Lb3/g7XjXU+8K/38ocQjPTl8HLXce7sR1dduGgxPc5gteY/FbTbd5I0e6/2IAio6PlMWrphlLQ67sYzWYBDaRqAqG2bSJExMxPHS5gDGTr66tVJoziKk1VtcAtlbiYnY0Vt2XtBlINo2wGdRWZk2jZUb9XmVXilnsoSlgdG0VZGwsjIRqRBnJgK02XOmLzu2I3s9atDvugP/kk9HyZm079CDuFCSZhP/U09j47u9B5X/9+Zb3x1pEc3VCPXEC9NIlOE9fgjGuglhcSIjKLC1VYCw/Cmf6Fnhjx+HHp2Cd/cyWj/PXPnku/PlTT63h/gt5LOZd/IebJvBfXrAPLzsxgre/7FDT45jvg87PQZmdgXbLzfBPn470fEK82gdewHMxg8qssfgwAMDpMBFrkPiXL0eymTSmVPBxtlww6Yoeii4W+Bf9+AQP0Q+Wp4mdA1P0yEJRPXECAEAvXd7yCYOpZqTKLPG4fWUYbAYAACtTFbOVdTCigDV4joVt4yY1g7tm7gIAXCxexFMbT7Xcpe3beHCNV8n/6a5/wt+88G/wx8/+Y8SCAQyNFxvhSNsWE8bMC18EA8H8j9+HjTt+HqXjr4Y7dWukX61g+0gEFoDxhIaFvIPlAq9yjcXrLyCvnY7jyaUSDMXAtDWNU/lTTfujZrWKDQCVQLDG9OopWFUINIUMd5qBtBkMJcxtntZJDENGcw07IpN1L4hZtroGpY3FAACU/QdAFxfBvOoEGhHVRTbRnKW/6EUApfBOnuy6LbPtHa3MAtxS4j/0EFAswvnoR7dene0hzQAA1BPHAQD25QrUdE0XOVGgGASsbEMpLcFPzgKKDnv2Dugrj23pEBljsDQF43ENb3jeLByf4cklLmRe95xZxA0Vv/0dR3HLvubOe7a0BLaRh3bddVAOHY68DC7GbVJrDF7mMLTCPOBVYMzfD6Ya4dSl7YRRisKP/hgKb/zP3bddXQuHgwBcGDgIOsYVHfAdMEUPY6v85CwI88LfWy2vgsbGIsdaEV1H7C1vBlCdxrdZuM2gh8rskNgMmDUCJUgoUCpZ3ujUMOZUDKBQ3RLeftPb8U93/RNUouK+5fta7vNkln8v/Y9b/geSehIzsRmk9BSMufvBiAZn3531+xeV2RZZs+blr8He/zwwM4PC7f8Z2bv/INLflzKGjWC6HgA860AKedvHRx/j75Vj4/Wv/3VTceRtH/MbDq5KXYW5UrO1hxrp8LUC+PQvAE3T+0yNwB7yoQnSZjCEeCLNoOZvY0ibwdATitk90ARG19ZAxlo3fwEASSW5paDGyC3iNpTRkZ6fT9nPczS7Bb4zxoaiMqtM1zd8bCWonrkut6f0aDMIjyVe/1oopgpWcbgQivPlVHfiemiFeZCIuaGtWCq4qHgUP3nnDI4GObJfPbeBlKkiE+t8ImF53tlNRka4D7tYBCt1b0hTy6tgIKDWCLxR/jvra08h/szHUDn4YqBNtukgqU2xYLTzCZ4uLoLUxNuphMALPIimH3hN1eryaGOHuVpYgJ9oP4CkFcpBXhnfanQc00wQ5gHU67gdccvB9sNhM4A1UvXM2rkmiwEAUIu/zsLmkdSTmLKmMF9qnQQhpoRdk6mPHVTzl+Cn9jVVpf0496lq67waalz+GiY/9GroKyehZc/B3cSKQsH24TNgJPisXRWI1088uYakoWI2Xf89cM0U/3s8Ol9Exsgg62Sb9knNNBS7mrpQdPmKQMJoFLPKUNsMbGrzISSS4aJFmgExTWkzGHbIHrEZMMZAl5ehTHSYFR4Ir9o3JcvyZovNVGaJZYFMTvIc0k64Lg9h7qGKOQjUm28GUM32rO3U75ngNexFoCvj42HWrpJqEBGJVCgU3VE+QlTMi1eLm4shAoBza/zC5ciYhcOj/O//xGIJB0a6H7f4TJBkCupVwTE92XpJtxY1dw40MQ0oGpyZWwEA1rnPQ3HycGbv2MyvsWX8x6vT32iX5ABWKtUNHtFUwAuKcJZbBPFdoMbrJyp6YnlaLS7w6noPCJ97r5PWGhFxYaSF77Pu+YTNYAiiuQAAscBmwBjU/CX+/mmAGf8/e+8dGNlVX4+fe1+ZXtS7tjfvrnfdsA3GmA4h9EASA8k3gTRIpSQhCWmkfvNLAvl+IYFvQkkhCQmEgOkQA8awrrjsrr1dWkmrPpr+5rV7f3/c997MSDPSzGgkzcg6/3g9mvJGmnnv3HPP55wIrNAA5MXiZ7DX31s1psslgjGl/NwmpwWZXQ47Ogwzvhe+KRFHFzv1F1CWLiL23T8E4Rb0kTvqflupZbF3Ix1+DDq7Mj3hlX7RA90BdARkfPdKCnE1jpSRAuPlhJT7YmU2g7yxMs0AaH0yq9kaAq1ic9mBB17JM6sq22KuqFa0J5n1bAbtrczypSUgmwUdGal6H+JzVsElH0rmZMeRjgod7TWADg2BTa2R3eoSP3WLyexBRyV88YtBurpgn17bHlENbkwJqXNwTnmuuCAGrh8u/0G0E8ykYJIfhd0vAlDajNRYdScAjC0VyexwzAc3inKkFjLrKrORMKT9wiJhT6y9Da4sXYThWAlYsBdmfC9CZ/4FAFZMkG8W2NWJ4r/XynQ1jLLPqkQILOJkedo2wMqbs5iz/U0NcQ4hemrFJP5acGPrKjX01QOvGlZbPRO45WwGvhgIt0HMPOTkZZjxfRXvZ8d2QS6JpeoN9GKuULlWO2WkEFWikEqLDZgFJeFUDVcAC/WC6klxHIuisU+dewKcKjBqTKcoOwZNqKZxpypapgTP3iPIdaXvoCwRHOgJ4FraQJevCwxsxftjagTULgBOHFzOsOGXKWRabnvwSbSlPbN5K4+g1CI7AzsowqySZmCa2yL1qRa0N5ltc5uBu43qbldWAqmozDbumQUAOjgA++xTsK+MVb2P93q+rd1Skm+6CaG/+SB8b3mzqONdNgxXD4rvqT6CHvjVX8K+V8xCOVj+d+Id/eCMQNv9Um8b3iOzznR3IxhPFBDxSegIyJAlgn6n5Ws4Vg+ZjYDE4wCl4Asrp6uXgxaSZdvEZu/13oS40Xey/jfRBPBccedlLasE1/WyXQRRZytIiY9zENsUnln3/qqrhorXoGa+7u17EouBRCKwz52v63HL4bVpFdYgsy1oMwAAeek8qJmH5exOLAfzx8sWdz2+HiT0BGy+Mht2RpvxUgFc0EICxDZgRYdX3B8Q2bZET0GdfhAEHEbvCQCA0Xs90ADx95TZEkvPiw7EAQAHeiqrkgNRFTNpA4eiwh5xMV0+BOYOwrm2FjFgtvLyq8qkZaO5OOfQrB1ltiVhVciZdRf3z5Cs2fYks9vEZsDmncDx3p7qd3Iu0F4oPITNgESjon+5ASi3iDxU/Z/+qep9XLWJ1tky1mwQQiAfOyaqfbu7aiJmVeG1RNWpzOavQY3YnoXAhTUqtt+TJ37Zu02TYshxX1kMT70YX9Kxq8PvJVxEfOIEtb977YuIfWUM8PtFQoYkgY6Owjr71OoP4hxUT5Ypk/rQs4s/ruCF3AzwbFZkI2P1XRjO2AplVqYEdimZtbQyv6UX6WRkRH6rrYPVGXlFJAl0967akkFWAfOI9eqEnVgOmW0RmwF3/LBu4oUVr0ZmO8o85DE1Bg6ObIUEgqfTT+NIeJ+nYAKAvCTyWatlHTNfDEryMrq+8gtgchBLd/0pzPheZE/+TCNvC0mnICFeEnt3/WAY//Cjh/Dmm1ZaKQCgP6JiSbMQoOJ3kjbLrSfc82iL23NGMS2hFD6ZtuwAmMEMMDAEpNb4/O2giEppBq59ka3nmtlGaEsyC1UFFAVoczLL58RFkHZ3V72P5+/Ui6srtpgQqluDUJ73PCgvfQnMhx6qeh82I1qtSH/lk/dWgHZ3r0+ZdVeoddoMXP/rck8l6RAKEssWL7x/+L0cnqV/GCw909Ax5g0bZ2ZyONxXJFbvvmsYh3uDuGV07apVNj8P2t/vLXSkw4fBJibK7mP8z//AvP97xfdhaSC24V1wAUAfug1MDiB1+2829D6aAZ7LgfQ4jV2rKbPOxK6lUPzlmb/Ek0tPQqIENhEneB+3QbXFshpUL9LJyJWQxPoLQkg4sv5FtTNQU9pIVvFu7nG2iM3AVWbdPNfVyCzVU14MWlQRC+TlhE+zNGTMDA6e/Qy6vvJz3u2KYx1wc5yXQy9JOMgdewvs+B7Mv/GL0Eef18CbWumZdXGkL7gifcDFgOOp1XTxt8mY5RW7rjLr+mbzBkPIV4nMtm40l+UMKO7kzLYgKqQZuHXwvAnFLu2AtiSzhBCQUKjtbQb25CRIR4enNFeEk4laqsza589D2lfZn1Yr6MiImHSvYhB3t6vpOkhzs0Hd6fwK9b41oYEBMKComC1X7iTH6+x6O6fTOr55IYUcArg819hQ0NWkDsPmuHGoGLt1XX8IH/uxQxWVnOXguZxnwwHE74wnEuC2IBJsZgbaH/0x8u97H6ynBElwaza9QgEALNiDmf/1EHLHf7Kh99EM8EwWtKMDUBTw/CrKrPN3PZV+FF+79jV87MLHIFHAhrj4qjaDpC3ADhQHLd2tempkvb9vI2UEJBpZf5qBm7KwRjOWS7pZq2zzBhxlduZRMDXqtastB/N3gICDGuL3FFHEomw5mR3PjQMAdpkmfFOnIDnZx3J6HLYvLqLTKkAfvQu2vxPZ638KmVt+Zd1vK6lZkClBsIINoBpcMruYBVSqrnhvns3AiecSyuzK5xee2dZUZl1byE7ObAvCciw7pZ5Zb1ervUW/WtGWZBYAsA0CgdnkFOhwZR+YC494GSU2g6UlkL7edb22S1LdmK/l8FTMLY7mKgVxFOxGt024Uwtcdw2wp9wFsZAz8e8/mINlcy9SjaWSAIBPPVoc+phINka4rzrDX7UkF1QCz2TKpvpJRwfAmEe4SksUrO9/H0Ax1sjsLI9DAm3MxtIs8FRK+FKj0dWHrJzzwOm8KFdImSlIhIBBkEMft0GsQnmsE5XAlBCIkVkfmY1EvIVfo3AH0yopszQ/j9h9vw9SWCoZAGsNzyx3lG5JWxB+2SoZrsuHIl1ldrl6eSEt/n7HdPF7CJ77jPO4lGdpqHgcShCzP3E/0rf9es05washo9uI+KSqRTaVMOjEdV1eLKDL14VprXxgcYaLhZVrM8iuZjNoUTJrue+BtC9t2K7gFTyznh0zt3Y043ZA234qiaqI+Kg2Bk+l1k4k8JUrs9wwANNcXc2tAe7rsmSVqXvn9eolfhsJ2iUuno36ZrneGEEvJTt//s2r+OB9U7h/LOVFM7lE8aGrGRwfEH+Xq1kKeam29q1SPHg1g6hfwq6OBslsOl02GEgHRZwRGxeql/md+wBFAR0ehnVatCq5gfPct7X+6OVgznuhgwNgUyuD6F24ymyW6hgJjWBWm4VEGRhxPLPMAmwTkMq3R7kaBjGzkPJiEcJ8DUTdRaKApokM40axCpmNPPQBhJ76dwQufxXEzIODbEnmb0WURGVlj72l6t28tIZlZHa5ejmRm0CQyOi3bRi918M/eb94nJ5s6G/TKHKGjXAFC8Bq6AopONoXxIfuv4Yo2V02APaHj/8h7n7it/CQ3wdiZLzXqE5mW9NmsKPMtjAqpBm4kZKr7WptJ7Qtmd0OyixPp0HXSCRw26pcIubliK6XzMbFBYYvVSazjU7+byRI1Nk2adRe0uAAmEdm5RASznDIk9M5EFUF/H7wdAaXFjRML2bxhsJFvHb2UYyzPvgmv1v3IV5JFHCoJwhFqv+ryRIJ8IUF0P6it9fLmp2YAOcc1g9+AOWO50A6csQjiG6+KWvAM7pR4LYNZLMg0ShoZxe4E0dX8b4Z8Z0o+ClePfJqWNyCRVJFZdayQJhVlmYAiHguauSgJIQiaHZVjn5aDd5nch3qrHdcFcislBXea//Vb4shNiXQFPWxKSAEZtdh2IEuFPb9UNW7FZXZJIASMmuUk9nJ/CRGSQBc8qOw64VQFp8Gzc9Dyl6DHV6ZMbtRyBmsogVgLfzSc0UhzRNXfZgvLMDmNmxm43tzwp9+f8DvpRnkDVaFzBIYLToA5npmdxrAWg+eMisXP1OeMltDac52QNuSWaKoba3MctteoaJVgmczcJVZh8itl8y67WHVSAIvaICqgtAW+ogExDZxo55ZlnDKJuL1qTzUI7N+b9L5yqJDjCMR8HQKT8/l8YuPfwa3fPwv8bPf/xRmzC5vCrtWaKaNy4sa9nQ1poaza9MAY5COFEkZ6ez04rmML9wDvrAA6foTkPbuBZ+fB5ueBjHz0FMy0r/4HqR/9MfKrAhbBucETEIhIBhYdQHDZsSWrtQ/gP6AaPEy6RIYTPgYA2Wm8KMuI7PcFwE1UiAOqao3ZxYQA2DAOsmsq8wu98wyC8qCKI7wX/0WfNce9MoeWgXzr/1PzL7pW6veZ7kyG5SDkIi0Qpmdyk9hlMvg/jj0kecAAHyT90PKXIMVGWr+wVdBvopquhauHwzjC289Bm52gMHGeHYcH7/0cXCnVvmpQARycgyc8+qe2Ra2GZjO53NnAKwF4aYZKCWeWUkSYkub5/HXihZiKnVCVYvbxm0InkgAjIH0VE8yAOApo65S6n4w16/MxgEArIoyi4K+qRaD+ayJlLZGnadLZvONkVk+NytqXuv1zJpZMDkARigWsuKEnsiL/9KhIbArY/jKY1N4ydWHvccoKQtysj5SeH5eg25x3DLSGGHhGUEOXPsDIE5opKMDxpe+jMIHPgAAkG+8AdIJ0axmX74CYuaQmQmCXb4MPj+Pwif/saHXbya8ggu/HyQYgp3PVqwJBYq5y/0DhzEQEKp0AXPgxILKAWKknZzZckXJDnSD5hdAjSyY5F9BdmtBM5TZajYDqiUg6UnkrrsbAKAsPgXbX736ektAJWANpW45mSWEIKJEyjyzBjMwq81it67BCg/C7DoC29+J+Hd+F4SZsCOrzxY0EyIDtjG/eFdIQZwfBzjBP1z4B/zH2H9AIhJOdp5EUlYgafPQTAbGUfE11BYuTTD5DpltWVRIMwAA2tMDdq26RWs7oW3JLInFqg4vtQPYnPDp0Z41BrlkGaDUi+by4rx61zcARvx+IBAAT1SxGRQKXpLCZuDVHzuN3/7S6pWlJBIBCKlqjVgLPFdeeVorpOwMWKgPSc2CycSFZjEviLe0ezfsqSmo50UygHznnQCAcCqLuUSyrtd5ek6okQerBLNXAucc5qlT4NlsSWFCufdVvvVWcCfSLPCe90AaGfHqgdn0NKiZQ242ADo4CPn228uivHgmg/yf/AmMr32trvdSz/FXvN0dQPT7YPgooOn4zYd/o/J9HaXeF+3AQHAAEpGgYVYos4RAyk6DcGsFWWXBXkj5eRAj60V11QtvYngdiQbVbAbUyWE1u4qDeawkkaFdwOUAuFSevRxVomXK7HR+Ghwce7ILsLoOA4RCO/BKT63ezOKOXBULQK24Y3QUrDCChxfF4vZDt34IMbkTl3gAH5y7ERldeE+r2QwsxmGz1iO0njJLdshsq4G7aQZK+d+GjoyATe+Q2ZYG7eoU6mabwiWRtGt1pYUQIrYKHGWWzYnMOLJOMgsA0p7dsB58oCKh4Pl83bWvjWIuIy7ij05lV63eI4oC0tnZcEg913VvoK4eSLkZ2OEBzDuq7K4OH5Y0E4xzkbCQy+G2sUfBCUHgV38FzB/AaHoWF7UISB21tk/N5tEbVtATrn3Ax3rwQeR/67eh//unwdNOnFq0XNn1/8zboLz0pfC99aehvOylABz1NhQSNgMjCyMlQTp+DNLR68DGx73KZOMrX4X5jW9C+7M/b3oUnvHlr2D8+S8Aq/Q91osDiFM8AQrg2tIV2E5WadbMYlEXBN3KZWATIOSPQSISgnIQNikIZRaSlxO8QpkN9oDqKZFB2+D2vUdm16PMUhmc0BU2A3dYyA71ebFibIsKLNYL5u8oawGLKlGkjGJCxWOJxwAA1+XTXkRc9uTPwIqOInXrewTB3SRUswDUihfsj0NPiNKRw7HD2BPZg0Q6hIKk4cPZZ+GrT4vPe0dwpaLtV8TrFszarAZPTudwYX5zPJE7NoMWhuuZXVakRIIBQGvfHex60LZObhKJCjWK87oiVFoFblVnLXYB4vN5F3deECoUCa4/nke56/kofPjDFb27fH4etHuVZrIm4snpIkla0ix0BqufLEksBp5tkDjoOkgD9bzEzMMO9npk9lBvEONLOtIFG0EnLuwlVx9C9sZbEY/HgV27cHBuApO8G8eTl2H031TT6yxkTS+vslawK0LNZolFEE0TavqyzxSNxRD8jV8vf0+EgA4MgF27Bjo0BSsH+Hp7IR04IJ5vYgI0HgebLkYMWY88AsVRnpuBwkc/Cp5KwT53DvT228t+5qZ3MJ+CLy7di58FENSBt37vrZgtzCIkh5AxM6CE4mPJ22H7gIgqFOmAFACzdHCY8BHqkSgulw8z2iGxIFSWLoL54g29B+JNDDeYfeyAUxXELiezXsqEGoYx8CwELn+5LZVZwCWzSe//e/29OJM84/3/eG4cETmEvaaFZNAh7oEuzP3YVzf1ODnnyBs2gutQZm8aiWBQugm5zCze8azXAQBymQEQxQZV5/F33xff8SO9K8/hUaeoIa1bFUsVSnFpUcPP/YeoUr737SeqFjo0CwYTosMOmW1BmBZA6YpWUOL3F3e5tjnaVpmF3wdw3rZDYN6EYS3eV7+/WJqgFQBZXuGNaQTeVvPY2IqfsUQCpHtzLpzfvJD0/p0urOxrLwXx+xvumuaGXuyrrgMio9SPGUdBPtQjLkKJvAnpumIrkf3KVwMA/M99Dg4vXUUiE64rnitVsLyLWa1gs062rVYAm5wAHRmpeWiPDgyATU/DuupYV0ZGQPvFABWbFlP0bGZGFGxQCvti8wbDuGF42bFsbl5U0pb+3Fm0fW7my1h0RNPuFDCtTYNx5vktGWe4OPkoMkEgrsYBAH7JDxs6QAsIQC6SWan8b8+CgszK6auwYrsaeh8emdXWqY7JPi9H1ntuh8wyJey1z7VKlW29YP44qF5UZvsD/ZgvzHsT8tP5afTLYjFiB7eudVC3OGyOuqO5luONJwawOPlSSJYoVlnMiB2hAblo4am0aHcrdJPa6udBAHhsshiGP53e+GSfHWW2dcEts6zK1kMgsENmWx3ulH+7/qHqSSUgPl8xmkvXm+ZllZ0hIOvJ0yt/WNBAApsTzj6TMUAdcd2tkqwGEvB75Qd1Qzfqbv8CRGkClwM4PZNDd0jGoV5BKBJ5C9LwMOYPHsffHn81Om4TCqz6bLHFKC0wSJnJml8nXbAR9dd3EbXHxwAA1tmz4Km0l1KxApzBd/XbQAlhcsmsPiMWSvKJE6B9gkiwWUFm7QsXIB06BDo4CPtyfekMq8F64EHv34UPfhC5X/u18js4OxFXrGnMxcWHozdVbkH54LM+iFu6bgEyWaQDwKGo8JYGpABs6CByGt3EB6kKmXWVWWBlVXHNUFVAltddnMD8cdBCud3Cbczivgjyh14LpoRrVvlbDfYym0GPvwcMDEvGEmxu40zyDI5RsWoxuyvX1m4GskZ1P2s9uGOP2Ok6NZZGSrNwbUkQjZeo3/HuI0sEC4UFvPuhd+PjFz8OAN73f63zIADceynp/Tujr33/enElcwVfnPyiZ/3aIbMtDNNc4ZcFiuLPava97YL2tRm4hK5QAKKtFfZeC3g2B/h8NSmsxOcrRnMVtIYIWcXnDYeBcLii95gXdKF+bwLSBQsjcZ+3db8q/P6GB/94ozYDJ99zalrHns6Ap6i4iQb33P1ufOPMIn7DuQDSkRHk/GEcujQOkq/tosg5R6pgreiDXwv2BRHOzufmwGwbslOxuxz+8XvR+bVfRP7ga5G8608AANLhQ4BpIn2JAjIF6eoCoeK/bHpGqKeLi6Ajw4DPB/Nb32qarcd6+OGy/7efPA17bAzS7t3i/Tg7F9M8gZOjdwD4Np4ffhaOHDiJFw68EJO5SRyOHcbPH/p5LGjfx2KEoNMn/OcBOYAEz4EqKXTREo/pcptBCYHlcmMLREII6K5dnt2jUdiBblBtGZnNzXk/Q1jFzE89tK7X2EpwX7zMZuCq6EkjCZnI0JmOPVwBB9lSK0XOI7Pr03l6Iyr2dvlxajyNm0Yi4LYQLQYVUV6iOKv378x+B08mn8STySfxiqFXwCeLQcRa4rmuLukYjKq4ljaQyDeXzN43ex/+6Ik/AgAcix/DrvCuHTLbwuCa5qX9lIIEAmIHu4kiWKuibZVZ9w/jbb+3GXg65Q2PrImSATCeyzU0kV8NtKNjxQAOt23AMDYtmitdsDEcE0RjTWXWH1iHzcAAqddmwDmIVYAt+TGR0jEQVdEVEoRzMSeOdS5joieseCSPSBIeed5rMJych3luqqaXGV/SYdgcuztq/51zwwByOW8YkC8ueo1fy6FOierawMV7vKl5+bBQwAqLCuTuiGdPoP39YFfHvVIF2t0Dac8eIJdruH1txbFreZCBAex95GH4/tdPAgDsM0UPJZsXg45XfCl0d40CAG4JXIc37H4DOn2duL5T7CoMh4YxbEaxd+ik9/v3S34UeBpEKqBTKn7HlpdCcDXiDRuVVd3WCdrTDbbOZBXmi4Ea5equlJ8XUVyt0vi1DjB/hygMcGwFPX7xe7+cuYzJvNi9GLa5aKHbwrrUXJOUWQC4fVcUj0xm8Y7PXAC3g+hRevFIQMb/Pj6FP3udHy/9+kvxkfMf8e4/mZ/0fK9rkVmbcSTyJp67NwZKgIsL6/NsL4dLZIHicN4OmW1h5LXKczQuT3oGFCe0LZn11Mk2zZplY+Ogo6M13Vcos877zOXWnTFb9tzd3WU5dDybLTZlbQKZtWyOrGFjOC7+num1ttfWY2jXda9RrWYwE4TbOK93Il2wcf1gCGFVQlChmEyJBcZc1kDvsgSC9HPugg2C7KXa0gzmsoJgjtRRY8umBFGWDhWjm7pT/4bYd9+/4r6+aw8AEMH88W//jvh3ScaxemyP92/5+uthn30K2be+FaAU0pHDkG+8ASCkaRFdrpJAFAW+u+8GKPUILADw+QUgHIKuEvgDUZErXSVNQckW0N9/wPv/mBJDhgkfcKdc3LWxK/hi3ZpUrjRuqSHBkFfy0DAkdUU0FzHz4C3UyrYe2G7WrC6sE/sj+9Ht68aji49iPCvUyn2m1VBxRTORNwSJbAaZfd31grBrJsPergBOdl2P+4MBDCj3Y8G+4N3vZOdJAKI0wieLBZmxRtbskmaBcWA47kNnUMZsprme2aAcBIE4FtefvkNmWxdcy1dUZqnb9LlKg+J2QduSWTdiyatdbTOwRAK0p7a0ABIMehdyns2BhBrLxKwE5ZZbwC5eBJuZReEf/gHpV70a6Ve+SrxurcrxOnA1KYjpwZ4gJFLDAFjA39Aqk3MuHlfhC7/q61lC8Zgyxe9id6cfhBAc6Ang8qL42VzWQF+k/ATf3R3DldggslO1XWTcZrF6bAbm/d8DCIH/Z3/Guy1IryJ09lOg+SIxpPkFKEsXkbnxFwAAvqnvA5yVTb6qNx73/u37qf8F6ehR8Xzv+x1Iu3dD2r1bxKJNNSezkOeL22JElldErvFCAdxZTPklv1jAZbMrn6dQAAwDtMRq1OsvemGjvn7v364KWwopI95PowNggPC9rze2jFNlRWmCO3i4HVCstC0WJ+wK78JkfhLjuXEEpSAG9UzDqRLNQlZvjs0AAAaiKj76hoN4/fXd+D+v3Y+XDIlYvD/JPiqIK/Xhr2/5a/zeid+Dj/ocMlubMruQE8SyO6SgO6R4u0TNyKjNW3nkrTx+av9PwS/5kbPEZ3unNKF1wfMaUEGZJb3inOfm2m9ntC2ZLbZBtad8ztPpsqam1UB6esDm5sAZEzaDJiqz0g0nAQCF//dR6P/yqfLXjdZX+9oI5jLiBDkc9yHil9dUZml/P1AolKl4NUHTgEIBtKO+BiUpKwahrrE4AKDPUWA7g4ooUbAZFnPWCmV2IKriWqgLVra2C8vlxQIkirqiufjiIkg4DGloCNINN4AEfZBUcRFU5p707qc6qmxh9C4s3fVnkLQFKPNiSz/69tfB32VAOnHSuz+RZYT+4n8j8u//BuV5zyve3tnEbGetfFuMDg+XlTXA0MFUQewDUgAkHgdbrODtdhIRSqPl3C1sAOgI7i7et4LKmbnp7eBUWd9gVSi4fjIrqSB2+cKc2NuJzJa3gAHASGgEE7kJjGXHMBoehbJ0BVZs9xYdoUAzbQYAcGwghHfdNYKOoILrO6/H65RhLBGG86lz2BPZg+vi1yEoBzEUHBJkVnLIrL06mV10yGxXUJDZa2kdjHO86Z+fwk986ul1HfNUXuz4DAWHEJSCKNhCcNgpTWhd8HxOZMoug1uu1Gg2ezuhbcksdfI9+VydpKYFwAsFseUdq40s0qEhwBnG4blcbXFeNUI6eBAIh2He+y0gHEb0i/d4P5NvvKFpr1MNaWcKN+KTEPNLayqzdFjUWrqRVNaTT+Lqq14N89SpVR/n1vaSzvpC5+WMIFhntE5E/ZIXdB4PyEgVbCzkLHAAveHyE/xAVEVGDYIbXBjw18DTc3ns6wrUlRXJs1kxxAcg9EfvR//7Xgl3NktxqnTlpUvo/J93w/bFYXZfh8LoneBEgn/8m+Jxx/qw58UL4JHyEg7i96/YOaBdnZULDqrAHhtD5id+EvaVsZXHruWBklIOaXgI7Fox05brRpHMygFIu3dVjJCrRGZVKhYEtt6DjljRglHJi5k78VZMv/XxNStZVwMJhQDTFB7mRlHJZmAVVmTjtisqkdnh4DB0puOJpSewKzQKmp9vPFWiSWg2mV2OY/FjyFGKM6mzuC52nXf7UHAIE7kJqI7NYK1KW4/MhhScGAxjfEnHl55KYCKp40qi4Cm3jWAy53iYQ8PwST7oTCyydmwGrQux01VBme3sBBQFbGZmC45qc9G2ZJb0dAOEgM23n3zuVl/SGpVZ2uH4XlIp0czVTM8sIV62qHzddSCBACL//E8I/7+PVvTgNBvutl7EJyHql9ceAHMbl5wtZ+2DH4Q5Ngbz299e/YVcH3CdcWPEEIrbRI5if3cA1GGLUb+ETMHyvGq9kXJFtSukIK8GIBkMsFYfzrBsjienczhUIUR9NfBMxvt9kEAAijkH5ovBjO+DOvMDAIB/7BsAgMzNvyiapvwdMLuPQJ17AgC8CXrbv7ZiTTo766oSLnz8E2CTkzC/de/KY9cKZX8LEo2CZzLFCBldB1MEwfRLfpBozCsaKYXbVEZice+2O/vuxPNib0H+yi/DCAhCbsb2rHhs8cXXl85A4+K13crgRsAlFYQtJ7P6ugbTWgnLbQaAUGZd7PIPgoA33MTWLOSa6JmthJv3vt779609t3r/Phw7jGltGgljHpSsbTNw67S7gjL2dYvPyKcfK14LP/Fg4+RlKj8FAoLBwCB8kq9MmSUgkMjG/G52sA7k8xUHwAiloIMDYFcnKjxoe6F9yawkAT5fW6YZuGS2VmWWONmhbGFBKLqh5ua/utmi0mFRGUkHByHt29fU16gGl8yGfRKivrWVWdcvzLMZcNv2vqTmd+/3CG4leKpZhSy+VV/PEjaW+TxHd6j42K6gApuLCloA6FumzFJCQIM+UM5BMpUJ4CMTGcxlDHz1XAKayXDTcH1eaPvqVa/4AhCWCDs8AKtjH/xX74UyfxpSZhJ2oAv5o28qPi48BCkrVFCqLYop/xq2s2mHILPcXjvQHSgOHVSy04i65CJRI+EIYNveooMbOkzHtxiSQyCBQMV8YZdck46i4i5RCTfHfgjgCiwaQOIl/weLr/xkTcfcCKgTh2ZP1p4pvBzCZrCsztbSVmTjtiu4S2b1YoXtSLBIZnf7nJ02tXnzAI0gZ9jwyQSytDGtkr7ICP7fXBK/rO7zBr8AYFdYeLYTegI+mcJYw2awkDMR9UtQZYoe59xzcaGA0bgPlACffXIBP5hsLPt4Ij+BXn8vVEmFj/qgOYtxk5lQqNKWjZvbHVzTgAo2AwCQ9u2Hvc7owHZA25JZACCqChhtSGbdrdFaPbMO6WXjV8X/N1GZBQDf3T8O6frrob70JU193lqQ0W0olMAnU8QCNSizTiwZz2ZhX7wIWBYir3oVkMvBOnu2+gMdMkvU2j2p02kdJ79xGHfpf4XprI29XUXCt8tJHXh4QlwwlntmAYBEHeI9cWHFz3SL4Zf+6yJe8/Ez+N5YGhGfhBcfrN0CwTkHn531bBcAQPUkmD+O/MHXAABi3/sTqNOPwFzWa2917IOUvgqipyAvXYQdrhznteL9dHYCjHmLsbXgDh1wvVxx5Jw7ntkSMht1FHfnuXlBR0ESF/S+QJ8YbjBN8GWNfy6ZpcvsI5JzwbUYR2H3i8AqDH81C+73k6fXUZxAVRBmArxIYoitbxvPLJcDYHKgTJl1c4EBYL8i/n6sBcjsRqmyAABCcJN/EG/RyslqRBGf/5SZgl+mXqpCNVxZLGDIiTMcjfugOuR7KO7DX75KCBFXk41dG59IPIH90f0AxDDltCYWvi6Z3UFrgZsmYJpVdx1JZ8dOmkHLo7TmtY3AXGW2VpvBwABILAbzW98Sj2tyyoB85AjCH/jrMpVvszCV0tHvDD31R1TMZ00UzOonctcjytNpWA+J4P2On/85AIB97nzVx3HDIUF1kNm/uFeovmNc2DB++LpimHuXo9I+PZdHSKUVe9SNEWdC/tyTZbdbjOPbJe09911O4Xn7YvUpHoWCyMAtWdiQQgrMF4e+6/nInPw5qLM/gJK6AqP/xvLj6r8RhDOoM4/CN/0Q9OHn1PSSLmGsZQiMFwrg7tDB8gWnaQoVtlSZjYjvgrvQg6GjIDMoREFEjoA4/lqulVs22NIS4PevsMS4ytp6J7trgfs3WM8QGHezZEvUWWIVto0yC7gtZ0UySwjBG3a9AT+57yfRDfH94VtuM9hgMgvAiu6CnBoruy2qiM9/xsygO6R4hSzVcC2tY0+n+E4oUlGdPdIbxA1D4hy5pNVfpGAyEwkjgf0RQWYHggOYK8x5P9shs60Hdwi+0gAY4Cy2C4X1efrbAG1NZttWmfVsBjUqs7IM+P2wz50D4AxtbRNMpw0vY3Z/dwAcwOVEdY8pUVWQ/n6wK2OC+AQCUIaHQUdGxO+HVbkIeMpsbSfjgsnw4NUMfqr/Cn7f9y/44x/aU9alHnUitJa0lUkG3rE6yQk8nSy7/e9PTeP3vzru/b/FOG4dra/FziNOpYkARhpMFc+jDz6r+PzL/KJmh8hk7frq20GYCW3fy2p6TU+BTK2tzJZaPniuPHHEJaSlSgLtd2p0nUEFrhswZMAviyg0j6wuI7M8seR5ykvhKrP2JrQ4eguKCp7eWuGSWc83y0xQLbGlbVjNBltWaQsAbzv4Nty9925IuXnnPvWljTQbmcImkNnYbkjpKa9AAhBWGgDIWTl0h5Q1B7g0kyGoFC/fqpOCcP1gCKpMEVYlLDXQCpY1xWc4rAhCHJACsLkNk5kw+Q6ZbUm459Ng5R1b6p23UxV/7oJzjtzv/z6Me77Y3OPbJLQ1mW1XZbZemwEAqC8rEg5pV+OZmK2G0pOyu41/aWH1UgRpaAhsdtZpQxMnXenQIdhPncXg318P/6Uvr3gMNx2SUKMye2o8DcaBmwLTeEvwATx/f7zs55ESJXZ5xqx3nK7aWErsOMdXnxbK5ltu6vNuv2W0PkWK550TmOuf5hxUT4P5xYnLihcJrD5yR9ljWagXRq9o0GK+GMzeEzW9JukUxIrV0AJW+p5LSzkAeAUDZZ5Zx7fNnHQSnslA81MEJOc+DmlfHsXHEokyv6wL59oOazPYrN8PULpOZVZ8hoglzmdSdhaEW7CitRWrtAOYL76CzLqQU8LTZ3Xs3cxDWoGJpI6h2MY2rtmRQRBuQcoUPdZhJYygFMRkbhJdIdnLja0GzWTwl5DZd9wxiBcf7MCJQXE+7IsoXqlLPUgaSQCieAQQw5cAULALQpndieVqOaypzHY7WbMTq3v62fg4rO/cB+2v/qq5B7hJaGsyW4sya1+5ssJnt9Xg6TQQCgnFtUaoP/RyAIDy8tpUtHZB3mQIKoIYDsV86A4p+P7Y6itI0tEBlkyCJxZBnEly6fAh8KUkTI2i85vvxKmxJDSzZFCpTs/s6ZkcFErwPPIY7HD/ip/7ZOq19fRUUWaVaBQ2oTCzRQK2pFmYzZr4lecO4ReeM4g3nOjBK492eUpvreB5QZzcCVZi5UGYCe4osyzUj9Szfxvzr/3Pilu3qee8D7lDr8f8q/+15tek/X2iqeva2hW9POsQO0pX2BI8ZbbUMxsOA4SIwT5dB3I5pCKSdzGlfeJvwCaLr805B7t4EXT3ysWdRF1ldhNsBoSAhMPF99wA3Axcd+CQONW23FefYt/KEMpssuLPqJ4Gl3xbmt7AOcds1qgr67kR6EO3AwD8E/d5t0lEwnBoGNPaNMI+yYsIqwTL5rAYR0ApLqifvTuGP3jZbi/a72BPEBfm689gX9RFIofrZ3YXk5qt7dgMWhSusFGpNAEApCNiZsK+dHHV5ymN76pFsGg1tDWZXUuZtaemkH3r26D977/YxINaGzyZqkuVBQDa04PwP/w9Au961wYd1dagYDIEnKl1iRIc7g3gW5dSq26zkY44+NIS2LVpz+frkh1Lk3CWjeKdn7+C/3NfCfFxm+JqJLNXl3QMx30I5CZgR0Yq3qcnJJ5reZKBi5Dfh5zsh5ErKs3u++pzorx+7XnDeO8LG1DfcsvIrFMT6iqzIAS5Y2+G2XO04sPNnmNIPe+PYMdXiaxaBqKqov54eu3YH1eZJT09K9TUSidfQikQDIJnst6wQipYVIbokBhSK8tL1HXwTAbS0NCK15fp5nlmAYB0d9Vf5FECt1bXJXvUIbXrqdltNbBAJ6i2WDF3mZg5kaqxhcjoNmyGMjvRRsCOjsAKDyBw7r/Kbg/LYeSsHMKqhLzJYFX57GqWILoBpfrle0+XHws5C595Yh4PXa1tYBMAEoZYeHb5xC7MCmW2jciszTj+6OvjODVe+/tvR3DN3emqMgAWjQJ+v7frVfV5SkQH87vfbd4BbhLamswSv9/7Q1YCm3amML/5zc06pJpgX74MabR+AiPt2SMu+tsEnHNolg1/SVGA65/9u+9Vr02lAwMih3Ry0sv4JHGhPhbU3fgBE8MLFxZK/JXutnyV1etyXF7UsLfLD6JnigRxGV53vYgTOjlUeQJ7KO5DRg0ilywa7xPO9mFnsPGQfgCwna17l8S7kUdM3djWNtrRUVPWrJv/LA0PrySznme2XIUjkYjImnXiufKy7V1Mi0NWJZaNTMZ73HJITSSz81kD0+nVd4Bob9+6WnaKOaxJAAAxxe+MbSMya4cHQc0cqJ5c8TNi5is2tG0m3IGpjsD6vpu1IH/4R6AuPuXlPANASAkhY2a8YdJ8FXXWHZD1r0JmR53z6F9+axK/8rlLNR9XQhfH4ymzjlJesNqPzH5vLI0vPZXAO/+79vfflsitYTMgBLSnZ81MfjYv1Fg6OAjre99v7jFuAtqaGdGeHrDZuWLQ+jLwRO0B75sFbttgk5OQ9tSuiG1XmDaHzVA2yPC/bhHkLKNX32aTjx/3/u2SU78sTsI5HMRVLvyXOb2YiuBNwfvXjjrK6TaupQ3s7wqAGpmqQe4/erIHX3jrMdw4XPnnwzEfrkb6gPmiMjDvKLPrVX/4/AJAiNe9TV1ldoO3pUlXV02kjU1MAH4/6K5dKyuntZWeWQDOVn0GcFT0nGwVyawkAaFQuf/YJbPhCmS2JJprvXj1x87g9Z8oxr599PvX8Bv3XC4779Ce7vWVJjifMeIM4BBTfF63muA1E67/V0pfXfEzYubA1a19r0mXzK5zoVkLjN6TAABl4Yx3W0SOIGflPDJdbXdKc8hsYJW2wNGO8vNcbpXzaSkSegJBOeh979z/tqPNYLIkmqzMcrbN4Cmzqwg1tLdHXDNKYJ07V2bBtB5/HHTPHsg33gDrsce81KV2QXuT2d4esd1aqDwwxBPFi0vpRdB86CGv3nSzwSYmAMsCHawt23M7o2CtVBiifhkvOhjHIxOZqosUt28aAODkzgYX74cctKHngliEIHQzmaIiKupTA1WV7VLSc87xmh3olBwfamWySgjxIroqIeyTkPSFIZVYYS4uaAgodN2+PK5pIpLKeT+eMuvbWGVWvv442MTEyqGu5cfnDOeRcAjQNHBWsrCoMAAGQDTVjF/1lNkEcuhQi8NdguyWDJYtigWMWypSdpxeNFcdb64CSpuYmPN5/MRDs7jvcgpnZ4sknYQj4Llc1c/sWvDSDJxKW9c7y+VtpMxGhV1HTq9sI6JmDmyL36s7/R/fBGXW6L8RnMhQpx/xbgspIWTNrJdhfWWx8nUt5RTLRPzVUxeGY+WRbpcTqw/VupjMT6JTLSZKuJFhaTPddmS2dDEwvtR+g+K1whMLVmnsJD29Xu43IGrgc7/wdqRf+jLv3MwXFiCNjkJ+9nMAy6pYH97KaGsyC5+TPVklP620R96L/Mnnkf+N30TuXe/e+OOrANOR7+Xbbl3jntsf7slm+cVjT2cAeZPhkckqUUfh4rY+7RLeLnX2MdCwHyxvYZGK7f+CxbxtZtFdXfnLfnFBwws//Dj+60mxcn1sKgsC4IZucdFotGIzrErQJRWkRBVY0kx0hxRvG7xh6AWQEpXZJbMbPTCkPPe5ACHQP/tfq98xr4EEg0UfV8mC02vyWqYkSLt2gc3MeCfnBWTQ6y8uXEgkAp503qemwXroQQDFBq6y53J+vesdAEuVZHVml6lbH/pukdCTcAiwLG/QsF5wuozMmsITvZ08s5ZDZqXU+IqfESOz5cps0WawCYRN9sOODpflzUbkCExuYiBGIRHg0mLliMJF57zZvcpCWpYI/uBlu/F7LxHDkdWeqxQLhQU8uvgojsSOeLe5doOEnoDOdPho++QePzKZ8YZ0x2ok8+0IXoOFjvZ0gycS4Jb4jFsPPuT9zHpELKjY0hJIR4d3PmVTaw/6thLamsx6k+lVLiClNgN3a9Q6fVr8/9jYpsvonHMY//3foIODoN3dm/rarQhXOR2Ilp8gX3lUENTLVU7AhBD4f+mXQIeHId90E8A55NQ4aCQEnknjCV6s4vWmgvN5kGAAOd3Gn37japlq+5WnEzAZx5fOCiV/NmuiIygjYq9P7ZQlAkuRIVm2p9glNQvRVRSVWsEL5WTWGwDzxdf93KuBDgxAvukmmN/8JtI/fjcMp8hjxfFpoq6WOEULpdOxy5MYXJCODoBzb1BBV4p5l4DIV7ZOnwZnDLn3/DqM//xM8XHL4C4W1hvNlSxppEvkrbLt2ulMidrjLLBOnbkGsxE52C1NcHKSpdwcOJE33DayqZD9MLuOIHDla+W3cw45PQk7snKQbzOxlHcX1xubM+vCiu0uI7Nu1qzJ8xiO+3C5ijKbrJF0v/hgB15yqANBheLSwtpk9mzqLDg4Xj78cu+2qBKFRCR8+NyHMZYd85rKWh05w8b5eQ1339gHmZKq15JWArdt6P/+6fIh11oep+UBRQFZpaqd9vQCnIMviGuc9fDDoAcOAH4/rFMPiJ2+XE6Q2f4+QJLKkmPaAW1NZt3J9GrKLM9kQJwtaXtcqAH2hWK1qPGFL2zwAZYj9653g8/PQ33tazb1dVsVrtIVWdae1RmUIVFBHqrB99rXIPKPnwTt7gZZOAdqpIGOHmgLS1i0iiRvKiU+G2JbPoDPPrmAL5xdxH89USRXT1wT5OrCggbdYljMCfVUdhQkO7aOrE9FAuVctF4BmMuaVUsW6gHXCkCgXJnlRNoUJU86cT14KgU+O1s1KYTnNSAYBHWSBspsCTnn5LssWcItP7DPPQ0ASAcBlRbvIx06COTzSL/oxbCd6mLl+XdVbE5rVjTXfLa4VbmkWZ7n+UB3ALMZ0yNANC6O/cP3nMGH71/dglEJRZuBeD45PQE7MgjQjd/y3kxoe18KJXG+PG/W1kGNNOzQ5jcQliKpWYj4JCjS5lwWrdhuoVI7Fcbuwi1rZbGvK1BVTdU9e9bauzuEEOzrDuDxa9k1LTCnl04jIAVwOFasv6aEwubFBRzH5qSDrBdnZ8Q5/Xh/CMMxHyYarPbdTNinz6DwkY8g93u/X98DV9l1dEH6BA9iM9NgqRTsc+egPO9OyMePw/rBD2A9KVoqpcOHQSQJdGAA9o4yu3lYU5nVddCBAdDRUdhPi/YsNj4O0t0N0tnppR1sBrhhwH7sMQDiA7MDwLDEidG3bJCBEoLOgILFNSodPWTFSpbu3gNlfhZhI4/3yx8DOPem0Lkmtr2fnhNb2KkSxW0xb6IjIMOwOV7x/57E03N5dIcUUE0QXju0Mme2VoQCxHt9zjnmsyZ6q0R51YVlyqy8dBFWbBdQTyVug1BuucX7d7VqZe4o4V4KQckQmPjZStLtKqzmfd8F6+3GUoTAV1LnKl93Xdn9I//+bwi+730VX99rAFunZ/ZiiaK1lDc9a8yzdon37S6WqHOx6NGWylT/WrHCM2tmt5cq68CtTvZd/Y53G7XcYbct9sxq1qYMf7mwYqOgdgE0L3YiwnKRzO7t8uNayqg4uKQ7H2q1RtJ9264oLi4UMJdd/XyaMlLoUDsgkerKdCmxbWWcnhHnm+MDIezq9OHCfOsrs67QxiZWespXA0+n16y4l/aJ3Ur7/HnYLnHduxfyDSfBxsZgffe7AKWQnUxaOjwMNrl6yUKroa3JLJxq0qqdw7oO4lNB+/s9m4H99DlIhw4K/122iidzA2CfFx9U5Yd+CNKyi/IzFa7C4PqaStEZlL0Yq7VAtCUUuAK2ew8I5zhgJ3Fn9jF8+ku/i+7PfxpAkVy5QxXjS+K/nHMk8iZeelgQqbzJkMhbeNZopJgQsI6++E5nl5zn0sgaNjSTeT3q6wEvFAB/cTUu5WZgR4bX/by1QDp4EJH/+DTUH3m9V8284vg0oRYQx9de5pmtRmYddRPZLOw+xwtdqszu24fQhz8E+Hzwv/3toD091Y/RObOxdSqzyRLP7JJmeduVR3rF8bvkljjH0ptPlj2mZjiDNcUBsMKWFghsFMyuI+CSD0rinHebZ5FRK0fcbRYSeWtTYrlcuItkKSeuTV6lrZnDod4gOIAHr2ZWPM4VAVSptoXr9QPied1zXjWkzTSi6soF1C8f+WX0Bxpf0G8Fzs/nMRRTEfJJ2NsVwHTa2LTM6Ubh7RoXCnW1CbLpYt56NdDOTpBYDGzqGowvfQkIhyEdOQLphhsAAMY9X4R04ECxUXPfPmHFXEdCy2ajrcks8TmqTTVl1jAA1Qc60A82NQVuGGDT05BGdwlVq0oKwkaATYg4Gv/dP15xW/SZCFdhWK7MAkBnSEGiRmW2kE3iFv1v8XMPic/DIakA8wkfIqaG/u84/jxNA/cHMJESf/OrznRrzmDQLY6uoIKPvOGA95y3746CGhlwyVf0MzaAsDOkkZlf9JSRptgMcrmyrSW6yTmdtKsLtKtb5P1WIrSaJoa/HCtEabkJz+crttXQzqL31Q6Kxy0fOJEPH0bsy1+C70dev/rxOd+x9V6/FvNFJX0xZ+ID3xFbbzcNRyAR4Ckn0YDEYrAIRYeeKbMm1AxCwKkCMJfMauDy2jFybQcqwew8BHXmUe8mKS+mrFmw+uJko8E5x4V5Dbs6Nu93bsVFda+y8BQAeLsQOtNx47AgFeMVBpd0m0GVSM3XkQM9AUhUDLauhrSZ9tILSvGK4Vfg7YfeDgBlA5mtjCeu5XD9gPgdRv0SOFYOcLYaSiMP7au1q7NsaQmkq3PN+5F4HMYXvgDr1ANQX/gC0FgM0sGDkO+8EwAg33yzd1/5xhsAxsDGVw5rtiramsxiDZsBCgUQn0/8kfJ5WN//PmDbwmYQjYKnNm8AzLzvPkCWvQ76HQB6FZsBIJTZxVU8s6V4fEZHBkHMB+IAgB9ZOg3zmnhuJZcBt21wTYOu+GEzoDskI1WwYNncsx3s6w7g+EAY33r7CXz+rccwEveD6Ml1qbIA0NErCObYhUmP5KzXZsA5B5uZAS35LBEzD7bJ0+B0r8hKZlfGVvxMENZAccGplyqzucqTt6EQ4AwxWAHx3VYbXEi4ZHY9nlndYvjOpRT6IirifhmnxoVK9vLDnYgFZJwYCuOhCXFbQrOR9EXQUchgIWc2FNHFJaVEmdW2VSxXKfThZ0OdexywxGeC5gSZtYNbR5RSBRtZw8aers0js3Z0FEwJQV4SNaPuws1gBgKKhKBCvYSFUugWr3jOrIaoX8ZAxIfJ1CptmczGbGG2LAqvFM/qfhbee/y9eNPeN9X8uluFxZyJJc3CwR6x2I85VeGl1rJWBE8mQYfF7hqbrt13z3M5kODa5/7SnSzlxS8GIDzVwd/7XYQ++AH47v5x7+fuThNb2FFmNwdrDYAZBuBTIe0XjVDWoz8AANAuR3LfpDQD8zv3wTr1AGBZIvx9BwAEWZAp8apHS9EVVLCkmTVtEy/MCG/P7TfsBj94CKHvCz/eR4+/EpTZyL///eD5PAxVXCyOD4TBOHA5oWEmLT47bmOOKlMv8kbOXoMdXl8e8IG9IgkhMznjqSzr7n7XNKBQKEvEIGZu08mP27623GrAbRswDEFYHTLLS20GuTxIqILNgJCibzYofkeNRgF5NoN1SLPn5vIwbI6XH+7EyaGQt/B5vdP8NhTzYSqlw7QZXvkPp5HwR7CHisekC/WrQJyqJZ7ZbarMQgw+AeL7BQCS4xm1t1CZdeOuelaJu2o6CIEdHYXv2imAcyiSeG3D+QxE/XLFz5FhsYrWrNXQFZJXHaidyE8gY2Zwfcf1VQ6V4K7+u9oiZ/aJabFFf7RfEDw3PWa1Ip6tBmcMbGZGCG9+P+wnT9f2OMMQKQTOuXg1BN79Lqivex38v/arkI4U49cIIZCPHy/b6SNRodBXs5G1ItqazHoDYHr1ATCi+sQqw+eDeeoUAFHXRmIxrwN+o2F++9sAAN+b7t6U12sX6KuclDuDMmyGmkjBbF7c55efO4TAy1/q3f7dvSeQjXbC+s59gKPMAsB1fYJITacNXEvrIEBFH6uUubbuuCB/ryDDRiaN0zM5DERV9KzTZuD6qVx/EzgXdaCbrMy6QwcrvOdeKUJQbIX6/WU2A2j5qkoCkYWKonWJ516vMrsem8FpZyL6zn0xDJaE0LvtSjcOhZHRbc/XuOSLoM/Jh52v0t60KiQVKPXMKtvPMwsUyxOktFiESvl5cEkF3+DCj9Xg+kmXxwRuNPTBZ0FZughl7vEyZRYAYn4JS9rKz5Fhs5qHv1x0BJRVZxDGs2I7eXd4d13P24q4MJ8HJcChXvH9iTvK7GIj38lNAp+fBwwDdM9uSHv3wL56FTybRe4974H5wAPVH+dwGFohnnA5aG8vAr/4Dvhe+co1LSokHAb8/k0dkl8v2pvMOhfzSoNcnDGxYgmHQSgFHR4WHxhCQEdGQGIx4aNsMOS8HtiXL0F+9rPhf+tbN/y12gkFi1XdLnPrXmtJNDiVG0KM6iJW51ZRRkFUGQGq43Ov+0XvfrkOofy4W4mzGQOPTeVwoCdQMY6Haguwg+vLA7a7xa6AmctjIWdiINIcvywAwFE3iV0AAd90Zbba989r+HK6wpf706spswDg/9mfAR0YwOIRsQhw6zTrheKo/eY6cman0wYiPgmdQcVT64MKRdiJktvdKY7tu1dEHrHU1YnotXH84ff+HwpV8ndXA5f9IM7Wu7AZbE8yazmDilJGkFmanxMWgy2aJXh4IoMP338NMiXY3725anj25M+CExn+8W+VeWYB8fm6uFDBM2vxuslsV0he9Vx6JXsFlFCMhtYRQ9giWMxbiPll75w+4jSqtVI8F9c0GPfeK3axAC85QBoeBh0YBJuagvGVr8J65FHkf/t3qtqWcr/+GwAAunt3U4+PUApp3z7YFy+sfecWQXuT2ZhYybNKCms+LxQrp+5UclotSH8/iM/nefZW9MY3GWxpCWz86k4cVwXkDQZ/FTLb5UTkLNXgmz1vduM50VkQQkD7+xF4z3vQ/asvRRgaJqJFX+lSp5jIHYr5EFIpvnE+iceuZT2ltgzMAjXz666H5cEYGCFIZLmYlm5C9E+RLIrjdjM7Nz3KKRgUg0vZ8olrt5HGHfIikQhYymnuymbBk0mQ7spbysqddyLyL/+Mccc+2eNrbOvZ51QkF6zGs7l0q/j5PDEYhkSAt95anBp2vc+nxsRW3M3HR0E4wy1z59Dzrx9H/i//qqyFcC3YgW5I2gJg6aCWBlZhsnw7gAW7wSUVcqaozG6lX/bdn7+Ea2kDFuObljHrggU6YcX3wDf1fShEnBtcm8FAVEUiv9JqVTDrtxl0BhVkdBtGle/D5cxljARHGt4JaRVwzvH0bL7MyhXxyYj5JVxLb7xwVSu0D3wQ2vv/CNmf+3lwy/KSDOiuXZCOHwefm4P+qU+JOzMG8+vfWPEcvFAAuyoGy6UjzecX0t49sM+cBTdbV9EuRXuTWVUFQiHw5NKKn/GssxXrbIXSPbvF/7sXWEc1wgaTWfv8eQCAfPz4hr5OO2IhZ1aNqeoIFifIV4PFOK6xDgwHiicq9eUvg7TvAMLQkCuxoJwPdEMiQHdQwUsPdXrbyJUmmIkh1Ea+zgEwKEEwiUDXGSaSuve+1gOec8isk+EqZYT3cLMblAilIPG419jlHZ/m2gwcZba7G9xpAGPT0wDnkNZQEhb1RcSUWMMXV5kSKJRUzOmsFaWDNkf6gvjaz1+PH7uhSK7jARndIQWzWRMyJfD3dnk/8y8twvziF6H/67/V/Hos1Auamyt6SEPtMTleNwiFFRn2bAY0N7dlSQY53YbhqPc/ecvWDOdqB14Jdf4JKPl5+KgPeVt8f6J+GYyXtBg6mE4b6K1zh6fTFQeqxMZdyV7BnsieBo5+azGfNVAwiwT96TkNFxY0vOhg+bZ7Z7D2dJxqMO//HiwnK3494IYB09m5YZcvw/z2t2E+/Ajo3r2gnZ1QX/ZSkI44eDIJ5UUvBIJBFD7+cZgPPojMT/0Ucs5j7cuXAQDB9//hhsziSCdPAozB+OIXm/7cG4G2JrMAQGMxr6+9FDwnyAgJia1Q5fbbxQ+08h5jrm1smLL91FMAIZD27d3Q12lHuE1blRBzTPvpNUz7i1kDDBT9gXLFwYrvQZhoyBd0+N/xdvh/4RdwRZcxFPch5JPwlpuLF67XX7/yQkodMrtutZNQEBnwuWpLU2wGzmfbVWY1of7Zga6qj9koSHv3go2Nld22Qjnu7vbqbL0e8So2AxeapSG4TtuEX6FlF7p6oVusrGUpoEhlXjNCCEadLcy9XX4oTsTNha5d3n3Y/FzNr8d8MVAjDVoQf0/mX9sH166wI0OezUDKz20ZcT8zKxa0f/mqvfi529c37NkozC6hqsnZacTVOFKGuJ6558CUVn4OnM8Z6K/zPNK1im0ra2YxV5jD3nD7XaN+9B+fwms/XhyWuufsIvwyxcsPl0dVdYVkLDQSmeeAzc8j/773IffOd3m7TI0/1wJgmvD/0i8BgFA/Z2Yg7RIWD6Kq8L3hDQClUF/7OoT+4n+DZ7PI/+Z7wcavYuaXfwW8UPDUXOnAgaqvtR4od90FuncPjHvu2ZDnbzbanswiFPK63kvhDck4F026Zw+UF70Igd/+LXEHl8xmaw8nbgT2+fOge/YUh3V24EEzGYJK5RWlq4jpa2wTz6UEsVvuFGD+DoRQQM5k8L3+9fC94UeQ0W2vOrcvouKetx3Dx3/sEOQK4ePUuaDwJgS5qzKD3xJkttSTp//nZ2A9/viaj+e6Dv3Tny5u1c8KgkSdqmZiCfK4FQ1KpLsLbGnZzki+fMFI4jFvKtZbPAbWILO2hoC0Ps9oQKHIr4PMFiwG3xrbzu5i7EhfELSrC9Gvfw0feu278Z8v/xnQXbvA0ytD76uBqaKow/XNblfPLADYkWHImUkQMwdq5rZMmf3+WBqqRHBicOvOz255As1OI6bGkDSSAIQyC5RHSnHOUTAZAkp9l+7OUHXb1mxB5JsOBreGzDeKvGGjYDGkCjbe8Mkz+MFkBt84v4TdnX7ElpVfHNJP49J8BlaDE6HW6SJhNu+9d13HzZ0FrjQ6AunECdhPPQWWSIB0FcUI9Ud/FNHP/zfkI4chHzmC0Pv/EPTAAVC3yevMGdjnz4PEYl6MVrNBCIFy221g41c3tWCqUbQ9mSWhoLftWgbX5+EkHhBJQvC33gvZiaSQdgn1xH766Q09Pp6tLTbjmYiCxTxv43LUSmZTKUGk4ssWC8wXFcqsVSSqpWQWEFtPh3orkyopJbxI1jqjuQBAUgCfLT6P+7oFQeG6jsKHP4zcr71zzSFE64EHUPi7j0D7kz8F4Kh9oZC3QCKmQ2a3IJeUxMV2WOmAwgqbQTgsWm0sC7zgEF3/6oM2mq0hsE4y55fpmp+f1aCvMqDowiW7h53PEZEkdId9+M7QSdChIfBM7WSWqxEQZoLqSfH/2zSaCwCs6AiokYG8dAnA1mXMPjGdw7H+EILq1kUm2mHhw5ZyM4ircY/M7nEGDM/MFAUX0+awudh1qAedq9i2CrZYPK13J2SzcXa2eN2fShl4x2cvIqPbuGGo/FoQ/f6f40TiqygwCYUvvhe+8XsROP/fdb2WffYpQFVBenu9iM9G4VoP6cgIpP37YZ87J6IWO4tklhBSlsUtnzyJyEf+DuG//ivQaBTa3/4drIcfgXT06IaWMMm33grYNqxHH137zluM9iezwVDFIS7PtCxX3samPT0gPT2wr1zeyMMDz2Y9b+MOyiEGbCp/ESXH87gWGclnheIXjsbLbudKCCFSQM4qfsSzuo2Ir7YBLHc4xY6v30dGAxJuwCTuvrHXu6iUtr2ws4+t+njXk2o99BBy7/l1WA88WNbFTZ04qK1QZmksLkpLSr6DbHYWKMmMda0+PJsFNGdaP7A6UdUsreEkAxcSJeuqsKwlnP7Hb+zFj5zowV374t5tPWEF81kTJBKui8wyn/ibSpkp5/+3Lqpqo+H6u33XHhT/vwXKrMU4Li1oONi7tQo4V8NgagRSdgYhOYS8s9MyGPPBJxPMZooE1B1oDNRRmgAAnY5SWamIRrPEAnO937fNhhun9jev3Y833SgWQxGfhHfcUS5ABC59ET1E7Gplp86g66tvR8e3ftP7ntUC+8IFSAcOQDqwH2yi9nauis91ZQykuxu0t7es+Ea67sgqjxIg4TC63/tesMuXwefnIZ84sa5jWQt0VFgfXJtYK6P9yWw4BJ5IrIyucNQuolYfuKEDAxueo8azWS9RYQdF2IzDsHnVNANAqLNuS1g1ZJ0t7WBo2aAWoQhLDBqTPEKT0W0vVmkt0MISmORvylav1B1HLJ3AL95RHNBiU8UTInnw66s+ns0XB6ysRx4Bm5oqa3OhWgJMDmzJtjTd7exwOGoDALBr10B6eorKrJM6wpeWSmwGq18483Z+3UqRRIF1JHOtmoPsYnenH+983nDZtmZPWEWyYIGFInUqs8KfLafFZ2Mrc1c3Gmb3UXAiIfzo3wIA7Mjmb3GPLxVg2BwHe7ZekbRDfZByMwhIAWh2cY6jI6AgWTK05Qb/13oec6HKFBGfhKUKnln39YLS1v8e6sF02oAqEdw4HMY77hjCfb94Eve87ZiXMQ0A4Ay0kETw4PMAAAu8+J3yj9duF+CLi4J8joyAXbvmRWo1Ap5IgDqWAunAfu92aW9tnuXwy18G6ehRAIB8w8mGj6MWkGgUUJQdMrsZkE+cBF9aWnMIpRIEmZ3ZyMMTVXM7ftkVcBWG1bbLfDJZM1op60z6hoIriVzQLywmWd0G59xRZmsls0lwf7ym+64FEovBLgAoXXBNFHcErNNnVn08X5gHHR5C6P/8DaRjx8TxOVFzAEDz88JzuAU5nW4qQemikOfyZQs4d7CBjV/1msDWUmazZhYReX1JEhJZnzKrmazu7Vyg2CKl+YMiy7rGaBt3CEqZfxJAUandjrAjQzAGbga18mBqBHZ08/NNP/mQOPcf6tl6b7IY/svAL/nLyGw8IJcVJ7jENh6oP+KvWkW4+3rtpsw+MJ7Grg6/R14lSlZEq1FtAYSZiMfFLtGl2/8cs2/8EuxgL5S5tecVAKc+fHERpKtTRHyaJtjM7NoPrAK2uAjSKQbUJDflqMQ2thYIpQj9+Z8h9KEPee2mGwVCCEhXF3gb1Nq2PZl1UwLYxGTZ7cuzLiuB9veDLyyAWxvT2czm5wFNA+3ZphE764BrH1hNmQ2qEvLG6ivgjM4QggZJXfl3Ho0JMnt5UYNucViM16xoSLnpdRcmuCCBILhNAL1ooudTYwDliO7Ko3BurmooNiCmX0l3D+SjRxH6679C8Pd/D4F3vL14rNoC7EBzjrVeuCdltljMU+WaBlIy4OXaDVg6LdJEKAWU6jsmnHNkzSxCyvp2NCglNdUhV4LFOOazBnobaGvrduLmMo7to1Z11oqIBYo6fxpGzzGgDapD1wOzW6hLdqgfIJuc78o5vnk+CQAYqRDNt9ngSgjEyCIoB1GwC2BcnB87gnKZMrs+Mqvg3otJ/Mp/XcQTU8WJfDc9IdpGucaJvIlLiwW88EB81fu5sYWxTnENThgS7PgemN1HoSzWNi/DFxeFp7W3D3RI7K6xqck1HlXluQoFsIkJT4wglCLyr59C5J//qa7nIcEg5A3Ilq2E8N/9LQK/8eub8lrrQduTWTootqeW2wWWD6FUgtc/vEGTevaVKwAA6dDBDXn+doYbmbSa8tUfUTG9RtD1WFbCEFmoOCxzOC6I8IUFrb7tOc4hL56D2dmkv5vjGSWZ4uqWT01CCdpQ9g2Bmxx8eSJACdj8vGcrIJIE5c47yz7XnjK7BSCqChKJgCdKVu75fNmOiPfvfF4os4HAqkMLBjNgcrNJymxjj01qFmxeLEaoB25s0jwRn8lrU7Vt0bFQL7gTnG9Fd61x7/aH0SPILJc2n7Q/NpUFB/DeF45CplvTPFYKpoZBzaynjrpDWR0BuSyBYGkdZFZ1UlsemsjgjR99EGMJ8RoJPQEf9bWVzeC7lwUBf/ae1a04UlaQWRobKrNZ6PG9sJLXAL72CcK+JIYUpUMHvcQBXqmoqQawqSnANMs4Ae3rA421rqWIRqMbkmPbbLQ9mSXhsGgYunat/AeaBsiyKFao+lih/GwUmeWO13FHmV2JVMGxB6wyRdwbEYM0q2EyL+MAmaxIZuNhcXJOayayurgIRGqYWqb5eUiFJVhdaxvya0LQIbNpJ2vVNFF44jICXSb43uvFfcbOVXwoZwx8YQG0p7ryKuXXX7u7HpDOTrBEkYxzLQ+ULiJ9PtEUpuWFartGkkHWEt/H5nhmG1Nm3cVWoEp03GoYiqmQKPBgQrz2h75S+W+7AoSCOX9HFtqaAP/NhD7yXBRGnovMje/Y9NeedKpNbx5pDSsHV8Igesb7zLtb/x0BGUua5e3crEeZ/bXnDeP9L9uNP3r5bjAOPDktBkeXjCV0+Do2dCq+2ZhI6lAlgr1dq59LZGfIyw4PoiMoI+EsDP5q7iYc0f4eP/0vT665e8NTYsiYdHaCdnYClK7kGzWCzQhrCx0YWOOeO6gXbU9mAYD0dIMlyj0dPK+t6cvzuuUzG0Nm2cyMmOru6lz7zs8wTKbExWQ47qt6n4hPWtF+sxwpU0IHyYJX8nuF+xBGHvnMYlVlVpn5AeTEefgvfdnztLrbT2bXoZrfz2ogYWfVnRaLm8Lf/h1gMYQOhcAO3iLuc+773v1L0zl4IgHYNkh3FbJqFUCN9JYpswCEp2qxRHXOa+XKLKWA3y+sP5oGssbwV8HJWV1vzux6PLN6DZ7ualAkiqGoD484O7m0jsWyG1Fldm5MEHorgasRJF7+Uei7X7Dprz2+JMhQI8r7RsAO90MqJBCAW8PsKLNBGYbNvbzklGZBlQiCDXwuRzv8eOHBDty5Nw5KgOm0OAdnzAyiSvtYDABgJiMsQHQNAi6lr4KpUXA1jM6AgkTewnTawCfH4gCApxMMX326+q4YAHAn35tGoyCBAOjICOyLlxo6bvvceYBSSMPDDT1+B9XRNmT24oKGV/3DaXzwOyu9KiTeAb6ULLtthTpUAW680fJu+WbBOvsUpAMHQFbxBz5T4baxrHYxifhk5E0Gq8pIOuMcaUtGjBYAulJBK+x6PiLQoCVnPTIb8RfvJyWvoOfzd6P3P1+Nzm++Ez5nurVIZpvjSWKdwgpDF8bBFhdhfO5ziB4G/Cf3gR15jriTMxCmffSjSP/wK1H45D8CAKwnnhDHWqXlRdIEidwqzywA0M4OsITwzHLOwTOZFXF0JBgUymyhAPhX/17qTFxkfVL1hU5Nx0WBRue/XDK7VppBNfRFVGQcH3fMqr1lMPGyDyN5x+9C2//DDb3uDmrDWKKAXR1+SC1gMQBEiQQAhExBYt1KW1eBda0GS5qFeEBel4oqSwS7u0J4dFIssgp2oe2Gv2bSBvqja19X1elHYPTfAEC0gM1lDXz2CSEqfF19D4CisFINPJ0WJxPnnEa6uhq2GdgXL4Du3r0zFL4BaAsye2o8jZ/41NNYyJn498fmPa+PCxqLeasnF8vVoUqgzvAKn21sMpEtLXkX8UrgqRTIKtvDz2QsaaLPPrzKtr+romarqLNZ3QYDQYdU+WTE/J2IEA2pgkgyAFCWZhC4/NWy+/snvgNAkFkrMgSuNmcLknc5q/DEDNi4KGOI9y+gMPxckFAUUgDedKzxORHmrX/mM+C2DeML94B0xCEdrkysaV60yWypMtsplFnOuTjxFwpeO5l3n0AAyDk2gzWUWYMJn7SPro/MrkeZLdQwoLga3niyxxsAQyaD+ezq3m8XLNCF/HU/DtD6t5F3UDtmMgYGY+uvlm4WmDPsGHQ+rq5n1s3FTjs2qaRDZteL5x/qxlOzeVg2b08ym6mt0lfSFrzByusHw7iWNvAfj8/j+n4/DtAp9KjGmjW3bHoapLtb7DDB4RsVyKx56hTM+767+nPNzIIO9K953DuoH21BZn/nS1fK/v/sbHkFLenuApubK/e+5vMgFeKayh43MAD4/bDHxhs6rvz73ofMj7yhmJ25DDyX2ylMqIIlzULHGgqDS3QzeuW0iQnH99Zf7VdMCA4pcziXC3pktpQ8B658FUbfDbj21sdhdF8HOXkJ/R+7EYHLX4bZc7yBd1UZdMCZgF1Ygu0EbitRG4XdLxT/7ovCGJsH1wvCUtDTA2SzsJ96GvaTT0J56UurGvClvPDhbqVnlnZ1isa9XM47ybspBy5IV5fIKiwU1rT/uBfy9Sqz0jrSDIrKbGOnyOfsieETb70RnBBEzPyKBfgOthb1xPRtBtzCk6Cz+HKLDPZ2+UEJ8L0rwreZ1CzE/Osns9cNRGAyjvGlAgp2Yd3ftc2EbjEs5q21yaxtgBoZsIA4Fz13r7B7GTbHy9UUlq6E0StrWKjQilb2NGNjZRmwpCPuVYu74KaJ/G/9NvK/93tVM1k552AzM6D9O37ZjUBbkFm3avCet4mMzdKoEgBQbr0VME1YJdW0XMuXxQNVAiFE1HE6vfG1gnOO1AteKCruALDJyjEdojBhZzuhEpL5tRWG0Q5xgr0wX3mx8Pg1sXh5Vk/1aLXuAJA2JWSMcs+svHQJyuLT0Pa+FJBU2NFR+KYfBnUuIulb313fG1oFpKcHIBz2Qhps4iqISkF6+8DCYoUu7dsFI03BfnAKME2oP/wKAIBxzxcAxiBXUWUBMawGbLEy6yQtsNnZYlmJv/ziSPv7wGZnxcJvjQEww3aU2fXaDBpMM9AthqQmPi+NeGZdDHYEwENhhI28N4W+g60H5xypglVzG+BmgCtigRdyputdm8FQzIfhuM9ru0pqFjqC6z/uQ31i1+nSogad6W2lzM45uxx9a5BZKVe+a9UfUfHKoyKN4M6P/SlmHojijolH1iSzPJMpq6Qn8Q6xcC+pIbceftj7t8sLVjxPMil2rXaU2Q1By5PZgsmwmDPx1lv70RGQIVEgXSjfdqbOqoldGfNu43lt1YxZ77HRaN1kFrlyZdi+cGHFXThjQh3eIbMVsVTDSdkls3NVtoEWcxYCMNAVrn4i9kW6kIeKtGbCL1MvVNs/9g0AgLZPEEd98FbvMTNv/rZXt9kMEFmG5CdgqTzY1QkocQmspPGIdPcAjMD40pcBVYX64pcAAMyvfR1QVcjPfnbV55a0BXBCwfxbN2Qo7RGVv/aly8UT/DKfOIlEwHM5x2ZQm2dWpevbBpYbSDPI6Bae/+HH8f6vi92aruD6/O40EkbE1HbI7Cbj1HgaH7p/akV+80LOxP9cSMKw+arDp5sNLrvKrCCz7u4EIKxR7jWvWTaDbic/OV2w285mcH5OCA571kgykLIiycAqOZf/2p3D+PQb9nhDmUemn8b8WmQ2nQaJRvHkdBZ/c98kWNRpNCyxGlgPPghIEuD3wzx1Stx27lzZrq1rJaN97UVmO7/0NkQe/r9bfRhrouXJ7JPTIg9wIKqCEIKoT0ZiWSUfjcdBOjq8XFdATISvZTMARNZsPZWTgPDKAoDy4heDRCOwKqzEeDIJcO5l2e6gHK7NYDWEVAkE8CwCy5E1bERIHlilKSng84GDYjGTL0syUOZPw4rt8qKQ9NE7AYgTHws2P0pNClHYGQ32xAR8EQN2uITM9ogYJvPR05COHAHt74N0UOQQytdfDyJX/z3R/LwgshUG4DYLrj+WLy6U1EiXE1ESFG1YqCGaayovLkI9/vWpzbQBz+z9V8oXtlH/+n6vNBpF1NQws0Ze8g6ah0TexDv/+xL+5ZE5TKWKv3fOOV738TN431fGAAB37m2dbM+izUCc60pbwKJ+GemCBd1iyJusKWQ27KjSWaP9yOyVRAEEwMHu1cUqKSuy5+1wcVvfr1AMWMXrfX9iHknNglllC4frOqDreDpP8XP/cQH/9oN5XLbFIqiUzNoXLkA6fhzS4cNg4+OwL11C7hfejsyb3+LFeLEZcTztpsyqc0+A6Km177jFaHky+/99S2zhuz6ho/1BPH4tt+J+0t69sC9eLN6gaSBrTE0DAOnsAJucrLlyEih+iJUXvQh0aBjs0iWvptMFcwsTdu+p+XmfSViqwWZACUFQpasMgFmIIrcqmfU7xGkuo5d55JSFMzCcBiJA5BDOv+bfkXjZ39XzNmqG0qGiMJEHn52FL5grO8HimFCFeb4A2i+IrZtDqNz1vFWfV8ovbKnFAHCGu/x+sMRSUZmtRGbhtGGtocyeT5/HUHAIEWWdpQmU1JVmwDjHH36t3D+/VvTPWqDRKHp4AU/P5de+8w6aglPjxQWJmycLAKdn8rBKPhBdodZJmXHJbMgS1yGtJAEj6pOQ0W2k1pExuxyqTKFKBCk9C5Otv6BkM5EuWAj7JMjS6t9Nagj1lfvKFy32U8KOqAxEEUlmITG7Ys0vAK/M5rslyZ+XLEFmWQmZZYsJ0O5uSKOjsK9ehfbXH/Aen3//H4n7TDsZs/1tRGY933HHVh/Jmmh5Mvu640I5c8ORD/YEMZHUoZnlBEc6fAjsyhXwQkFMVS9rIaoG+dgx8EwGVhXTdiW4MWC0Iw66dy/sc+eQfXt58Ddz1F63ynMHRWimjYLFavJ+hVWpqjKbK5iIIA++Gpl1Cgvms6ZHZmlhCXJ22qvTdGH2Xg+rY2O6rv2H+8ANcSFdoczuPwpA/Iw6+YO+u38cygtfCPmOO1Z9XqptbWGCdxydnaIFTBOLOuIr38ItbwRbfSgyZaTQ5eta/zER1KXMPlFhkbxekEgEESPvhbXvYONRqoKfcYaF0wULP/cf5wEAP3FzHz7wmn1bcmzVwNQwOKFQC0tQqFJBmbU9q8paO1q1IqRKWNDF1vdAsH2GkpKF2obgiENmWUktNrdtFD72MdDhYYSeexiUcYxk5qomGthjYwCAS6FevPpYF3Z1+PB0QSzUXVGLcw6eSIhShV27gFwO9tmzkI4ehXzTjbAvXQLXdfDZGZBotCZe0iqgBUHmt9LGVitansy+8WQP7nnbMQxExcXxcK/4INx3uVz2lo4eBWwb9rlzYrLatoFabAaxOACsmE4sBdf1sglFd0VG4nH43/JmcdvYWJkh3PXVklD7fHA3C+4AX2dgbWUk7JOQLlQmAtmCiSjJAatEaKkdIpZlTisOf/km7wcAmD3H6jru9UC++Vnev/2dZjmZpRSRvQw0KEN9ifDLSgcOIPjbvwW6hk1Fys+DBbZWmQWEb916+hzYovieLE8zKPWv067ViWqztj0lSuryzLrpGB95wwGoEsGbblq/3YREIgjouRXWqB1sHJ6YzqE7JGM07sOlBUEK3UzVHzrSiZ9/9iCeNdpi9i+qwA4PQspMIigFkTWLyTwRn4SsYXttiLUQOZ7JoPCJT5YVsCxH2CchYwrRJaa0juViLaQ0uyZ1mpg5cKoAUnGXiF29Cj43B9+b3wzlsJi12Z+arDoE5pbBXKZRDERUjMR9uGg5ZNZpPeTT04Bpgvb1QbnVOc/7fAj92Z9Cff3rAcuC9cgjYNMzbdf8JeWEmswC6xcXNhotT2YJIegsGcK4bVcUBMDVpfJsUVfRYrNzXuYsCa+9deJW2rJVhsDyf/AHyLzxR2FfFsH2PCk+xCQWA+3tRfAP/gAAYJemKTgnkXZahW0W3ADwWk5IQzEfxpf9rV1kCzoi0MA791b8OQDEIkKZtTj1yKwy9wSYHIQxcHO9h94w7MPPxaEfuYaRN3VADdvlNgMAvS8OYuSXj4D21EFMOQPNL7aEMivt3wc+PQ3r4UdAenvLpn8BlHWPV20zc1CwC+tu/wLcnNna7z+bMUAgFszfesdJvOM56x8CJF1d8Gs5kGx2xTDSDpoPzjlOT+dw264oDvUG8cR0DpxzPDSRQViV8JsvGN3qQ6wK5u8A1VPo9ndjUS/ua7u+7fvHUpAosL977e+G+Z3vQP/Hf0Thn/+56n36IypmsuI61S7RXCnNwoV5DX2RtYUQaubKVFkAsM+eBeDs5B64EQDQraXKyKxuMbz3i5dxZiYH5lTZZtQghmI+DMV8uJgnQCQCe8qpyj0vBsDl48dABwcR+pu/Qfj//h+QUAjyiRPiPpevgM1Mt5fFAIA6LVIajL4btvhI1kbLk9nlkCUi1LplW8/uoBVPp8GuimB6aVcNJy6HbLJc5S1G86GHYZ16AABg3PNF8RrJFEgk4jV7SceOAoTAevRR73E856yI1/AHPhPhbZfVYDMYivm8KJblyOo2oiQH3n991ce7iQhAsTBByk7DjgwCZPM+/mb3deCRboTtM7AD3bBiu8vv4I9D0qvXKtL8Anr/9UUInf6nktvmQbi15Z5ZAKCDQmm2HngA8tHrVuQH0/1F+watgcw2R5lFXTmzlxY19EYUL/GiGZAOiUrkPelpr4hhBxuHpGYhbzLs6wrgcG8QibyFjG5jPFHArk7fmj7LrQRXQiBmHl2+rmVkVpwnrywW0BVUVlRyV3wuXQgAbKJybCQA7Ov2Yy4vrnvrTQ7ZaFiM477LKfz4Pz2FZMHCXfviaz6GGFlwtTxNyHrqaZBoFHRkBCw+AqowdBjZMjL7mSfm8e1LKfzltybAUykwVYUuq+iNKBiO+6DbABsZ9SI52ZyTUuAQVfnYUUj7hI2FBAIgvb3QP/1psMkpkDYb/pKyM2BqxBuUbmW0HZkFgKBKkV82FETCYYAQQWZdZXb5VmcFSENCfTEqxGvZly8j/xu/IZ4rHvciuHgyCVKiNNGODtA9e7wVGgDwfA4IBKqG3T+TUY/3K+yToFu8YqVt1qKIEB1YxZxeqv6GfRIC5z+HwNg3ALLJfxdCYHYJYsP88RXpA2Z8L+TEeaAK+fJf+SrkzBSCZ//Nuy14/nMAWmPV7CoQACAdPrLi56WpHnSNVjzN1ppCZutNM7iSKOC6vuaWnNBesdDoLKR3fLObADe9YCjmQ6ezWF7ImXhqLo8jTf7bNhtMCYKaeQSkwIpoLkDsRtY6/MUdcYaVJPwsR19YhcUEiWt1ZfYfHpjGb9xzGcmChaGYirv2x9d8DC0sgfnK7STs6lXQ4WEQQsB8Mch+hhFtoYzMusOaps3BlxIww+I5wqqE4Zj4PWm+kJeCxCYnhShWpSAp8As/DzhRYPLJk3W9760GLSTA/O0x99OWZDbik7zJTheEUpBIWGTGulv8NaiiJBwGGRiAcenyip8Zn/+C92/p6FFwTTwvSy6BdMTL7ku7urzJR0BMLq7lDXymoh6bQUgVH9HliQa6xWBwCRFp9cij0mn00ZiMwEWhrmduentdx9wMZG75VTDJj/zB1674mdl7PSQ9CTlV+eLjn7gPACCnroIY4iSqzD0BM7YHZs/Rio/ZTJTaIyrl4pYqtatlL2uWhpyVa8oAWL1pBnnDrkn1qgfuOaBLS1XNS95B83AtLRTJoZjqkdmLCxo0k2FPZ2vHT3ElCGLmoEqql7UMFG0GyULtGbNuGyabmQG3Kw/Q9kZUENqc6uiNxv1XijMtH3rdAUh0bYVdTo2V7YDZU1OwT5+GfMNJ5w4++Ltt7FuaxFOz4tpuMY6L82IhMZnSYZ+/gMygeI6QKmG0Q3yG0krA+x1bZ89CPnasapulfOed8P/yL8H3Yz8G+cYb63nbWw45PQG7BXb+akFbktmhmA+TqZU+SuIUIHh+1RqrZGlXV8U0A+upp0CHhhD+x0+CBALgzqQ2X0qKFpDS1w6HvNUwIFZrdPfuWt/SMwpLmgmfTBCooV3JJRfLEw1yDrmNSLWrXbukJUi5WWi7XoDCnpfUccTNgdlzDDM//ShyJ356xc/0odsBAIELn1/xM1JYgm/qFMz4PhBuQZ19DOAcvsnvwRi4ZaMPu2YoL38ZpJMnIA0NVvy5fNttUF7xilWfY7Ygtuz6An3rPp560wzyBkNwHY1fFREKgfn86Cqkq6Zy7KB5yDi/46hfxnBcEA93WDi2zszgjQaXgyBmHj7q81rwAJQ1lQ1Ea7MDeNXujIEnEhXv86zRCCIBYX1Rpda1GegWw1hCx9G+IP74h/agd60aWwe0sAQWKO4CubYA+dbbvNuksIqwnseVRQ3pgoVPPDiDsaUC9nb5oVsc9vw80p2CzIV8EvoiCvwyRYL6PGWWp9IgXdV3gQkh8L3mNfD/7M+smhneaiCWBnX+SRiDt6195xZAW5LZ3rBacfqQRKNgLpklZM3aTO9xnZ2wK5BZPj8P+cYbIA0PC5XXafPgySTosgEXBENlk6M8mwWJ7LR/VUJSs9ARUKquZEsRcqqMryYLmC/xzroXrYi8Npn96eMq7qSP45jxOKTstbIkgU1HlfdsR0dgdB2BE712KAAA2GBJREFUMvfkip/5J+8HsXWkb3s3OJGgzjwKoidB7QKsjtaJGAq+5z0I/eVfVv156E/+GMF3vXPV50gZgnjE1fi6j0empCxXdDUwzpE3mfd5axYIIeCdnegqpFfECe6g+dAdX7JPphiIqhiKqXjESTJoRj7rRoIrQRArD5WWK7NdoeJxH+uvTaDh2RJhZW6u4n1CqoT9PeK5ZbSuMjuWKMBiHD9+Yy+eX4O9AIAYjjVz4Grx9+U1cJXYnGjYD8oY/LaBH0xl8dhUFtcFbbynN4WIkQPRNKTDHSAAAgoFJQSjHT7MwQdoGrhheA1h2w1UE4sgK9weCQxtSWZjfgk5g63wUbrKLFtYAInHQWhtb08aGoI5MVGWaMB1XXhje5x4nlBQ1HHatvjwLrMZkFAIvGRimedyNSvDzzQkaihMcOEmWbz785fx6o+d8S5WYwmhkg/UEBbxtruuwydCH0J04VFQMyeGv1oQZs9RqAtnVvhmpbRQFIyBZ8HsOgTftVOQ8vMAADvU/Lay9aCWBcpqSJviOxhV1n9xCCgUhs1rIrRuXFxkA9Q70tWNzkIKmrkzALbRKDi/Y7+jsA/FfN7ftpZIq62EsBlo8FEVhm1415JSZbY3XFvRA89mQRzrj33xUtX7BVUGzgmyhdYdjHOjGespuSCmEJ6YUhSU7DNnQDo7QXqL50wSFheQbiuPRyYyeHouj3fd/zHs/tPfxkvGHwIAXOscQtgneZa1XR1+XCLiee2zZ0Us12BrXlPWA5fMskDrZ8wCbUpm3enOjC5q6B6dzIA51bE8nQabugY6XHusjnzLzYBliYxaB+5q1q3qpH19gGmCXbokamqXRw8NDACGAT4/LzxKhcKq3sBnKjjnOD+vYVdHbUrAcp/bFYfEXnMGPWpqpCQELNgNde5xAIAdXn/k0kbA7D4KqqcgZa+V3S6nxmCH+sCVIAq7XwR19jEELn8NQOu+l0bhKrPNyL0MORaV5cOilXBhXlz89nU1P32EdnehW0t7RGsHGwfNYlAlAtnxVD5rtBjPOBJvXfUREANgBBw+QsHAYPGVu057avx88mwW0t69ILEY7PPnqt6PSBrAfFUbsFoBOUN8b+rZNSFOTi8vieZiU1Ogu3eXLbhpXCyaD0l5PHA1AyWbxuC4+H297cw9AIAnfb0YihU/OycGQzhPxfnJelhEV0lONOh2grL4FACxa9gOaFMyKz7UqYKN9399HL/42Yt4YDwNEo4IdXRhAbS7dtOyu6ris7PebXxeKF/uNLI0Iv6g2Xe+S9zeVT6R7fYts7k5zzu7o8wWMe208mR0G0nNwsGe2vJ3lw/kXHRC0LOGDQKGYA2VxQBgB7shp8bEv1tUmbXiIi9XSl8tu11OXoEVF7XIVudBAID/8ldgB3s2tfhhM7CoL4KAILJKEUatcC9+uRrI7FWnMMFtGmwmlB6hzNZCqnewPhRM5qmyAPDcktWuKrf25c6ttPVzQbZKfbN//8aD+PMf3ovuWtXJXA4kHAbt7wdfrOyZBQCTLIKZcTw0UT1nfavhfn/dYeBaIGnCNujWsHLDgH3lCqTR8rhOeVBcx49ZCUwkdQxmndIXR6wyJAXjPID+klzblxzqRCYghKonvvuEuH/v+j3+rQY5NQ4m+WHFW8fKthpa+9tdBe4X+vNnFvCN80kAwKnxjCgo0DTwTAYkUvvFkHR1AbIMNjPj3cZmlymz7jCX44uVT54oew7XQ8uTSZGoANR1DNsZn3tyAa//xBmcGkvj0qJQVmsJvXbx/71qLz7wmn2QKcHVJfH4jG4jAg1EqU1tsWLFYgUr2prB6XZUrO7V+TNlt0u5aViOAmsHxedRSV6C2XWkqge3XXEufQ57wnuakntZJLNrK6Iu0Qw32TMLAFJ/P3zMAkksrn3nHawLmskQKCGtI3E/fuXOIXzyxw9t4VHVBi4LMuue0QqsGM91XX+ojJiv+VzZLEg4JOZIlqrnV+vIICjFcP+VdiCztX83XWuWFREilH3pElAoQL5hWYxhpyCz+1Qxg7MvJYoQAr/6KwCAfz/wfFxJFNBRUtwU9kl42S1CXOibGQMnBLSzPeKr6gHVFoTFoE2uMW1JZq8fCCOgUPzbD+bhkwmO9Yfw0NUMSDAAcC48rXWookSSIPf3ewZxoGgzcNuKaGcnfD/1v4qPWUZUSYf4MLOlJbBpQYppX3sFJG8UPvukULnvu5LCPWcWEVYl3DxSO9F/9u4YnjUaxVBMxaSjoCU1Ex0kCy7XpqS5bV9c8oH7WtOsb4cHYcV2QVkoIbPMBtUWwRxvbGlzWO66H9vsQ9xwLOqL6A8053ujSq7CtTaZ1UwGiQLKBoTqS/vEQiowNd70595BObRlyiwA/OjJXhyocSdoK+Eqs2EI0uZWzdb9PJw7ZDYsygEmJqq2z+WtPDp8YTw9m4dZT13eJsJdjAaVOshsRpBZVyBwyyPorl3ldwx3AISjyxa7qYeWrgJd3ZCf+1zgnz+Ffz30IgAi6q0Ub75LqJVxI4eFeF9NMaDtBik/51132gFtSWZliXjDFD96she3745ibKmAVKBIUpZ7WteCFI8V40wA2BcugA4OgqjFD7HvzW+G/Kxb4HvT3SseTzo7QSIR2E+eBncUmLVqO58JSGkWxhOCgM5nDTwxncVNI2HP91wPesIK5p0Ui/FEAXvIdM1kVnfIbGHX8+t+3c2EFR2FlCqSHikzCcKZp8yyYDf0odthh/qgj961RUe5cVjUF5uSMQvA801WKtxYjoLFEJCldQ+wVYK70KXZxsjJDmpHwWQI1EF6Wgkume11Ml9LW8DqQqEAMAYSEjYDFArebuFyaLaGmC8Ek3FvUK7VsJAzEfFJdbW3yekJMF8M3LEr2U89Bfh8oIPlk/k80AFJYehm4trfpWcg9faAEILYYB/eeIOwD9y+q1wAoYrifa8v+bpW5N5vB9DcvLcT2A5oSzILAL94xyD6wgreeLIHJwaFCjsXLfpkSZ2yPwkEwZ3oLcDJid1f7hUhhCD0Z38G/1vfuvLxkgTpyGGwq1e9KlsS3vHMnhpPw2QcUb+Ex6/lMJUyao6XWY6ekIpzcxpyho3xJR0HyCR4jU1RLDyA2Td+Cck7/7Ch194sWNFdkNNXvUQDJSGGEayuw959Ei/5v5h7/efaZvunVhi2gYyZQaevOdOzHpmtIc0gb9gI1uHJqwdubI+0Q2Y3HJrJasqvbkUwZ1ipg4uFvjsMWS88m1s47MVQlc6DlEKzNIQdEr3UooRsLFGou/BCykzCKhlcssfGIB08sCLnlflioAqHnEvj4z92CNf79TLu8DO3DeAjbzhQcfDOLYeZDnXi/rHG/latDCk3u0NmNwN339iHz/7UUXQGFa8WdUkukiTaUd8FkQbLySxPpUDjdRLi7m6wxcViacM23HqoF189l0BQoXjLTX1eNuyxgcbI7G27o7AYx70XkjBsjgNkClyufULZju/xVuqtCjs2CmrmQAtiaEPKiGQDK1qcluVKENwf34rD21AkDPGem6bMSrWT2ZzR/IxZFyQcBgOBnMuufecdrAsFy15hM2gXuMpsgAlSqdsri4FqAVt0dwa7IB0R1dLmgw+tfD3OkbfziKridVtVmc3qtjf07UKdeQTyUvXIMTkzCTtScs5Mriw6AhwyqzIglcLBThXS3GyZPTCoSjg+UDmVSLntNkCWcbZ3P64sFirep11BzByomd2xGWwW3C1Bd+I9XUJs3C2AWkGDQaDglCLYthgiqzMImXZ3gycS4IsLgKKUWRSeqbi0UMDtu6NlETlHG1RmXUX3mxfEQMMBOgkub68Fg6smSCmRaCDlZsEkP7jamj7fZsLdVm0WmVUcZdaswWaQ20hlVpKg+YPwZ7afetNqyC8bAGsnuDFSAUtYqUqLE+p6HqcAiHZ3g/b2gkQj3m2lMJgBxhm65QBU28RMevVq8K1C3rQRLFloqjOPoPvzb0bvf/wwaKHCcBuzIWWuwSols0uJikNazB+HL2rBGp8Cm5oCCgVIhw7WdFzKc56N6Fe+jKf2nPCEmu0C6uaY7yizmwtXUVlCkTzWbTMIBot1tdms8BzF6iMQ8vHjAOcw7/vutmwEqRcZ3cJ8zsSBngD2dwfwmy8YwX/+5HXe9m+96Iso6AsreOCq2K7dT66BS62dHVkvrKgYUJDTwjcrZSbAwn3bzlJQCe9//P0A0DSbgVSHzSCn2xumzALAfNcQehcnN+z5dyBQMBkCG7Qo2Wh40Vy2Q2YbVWad9ALSKb5Hbv76ciwZ4n5v+JVP4r+/8F5cmM+tuE8rYPmuif/Sl71/hx/58Ir7q7OPgjATZs9RAE4BUjpTcYaF+WJQIxZYKgfmWDFob+0EjlCKsE/adlXVUk4MwLdaKc9qaM9v/TIEVQlDMRWnF4sVt/XGYtFgwLMZ8JTjOYrVF9xOh8SQDk8kVk5NPgNxaUEsDg50B0AIwauOdWMw1jj5pIRgt+Od6g9yRIi27bbb7egImBKGOvMoAECdfRxG3w1rPKr98cD8A97FtVlpBq7NwN5imwEA5GJdiOR2lNmNxvJornYCc6K5/FYBBAQFu8Gta0eUcW1uJBgqs9C5mNFmyv6/MLtSvW0F5A0bwRLriDr3JIye6wEAgStfXXF/Zf40ANGYCADcsV3QrpU7PswXg+wTw+T2+Qvifj21Z9QDQF9ExUSysYVHq6JYmNCaMZaV0J7f+goYifswly0hszVW2bqQYjEgnwcvFMDT4qJTL5klXV2egibt3iGzbvLAQLR56mm3U+d4PCL8h1Zsd9OeuyVAZRj9N0KdfQxgJiRtoWy7bLviCxNfAAD80x3/hKDcnBilemwGedPe0MEhMxxBqNCaytd2wvLShLaCpIITCdTKwyf5GiazXHeIlc857wYCFclsxsyAlER2kSpDYlsJy+YwbO7ZDOSlS1Dnn4C272VI3f6bkPLzoLny41YWzsIO9Xk1rJ6HuKtCupDsBw2K57YffxxQVZC++goQ9nT625bM+sbvReeX3gbJKRRyoSw8BTvYCzvSPg2TbfqtX4nOoILFnInQ//cXCP7u79b9eGW3CEFmk5PgKUFmab1kVlG8E4jkliw8g+FuvUR8zVO8bh0V9o1XdIkTWLv0RtcDq2M/5NQYfJPfBwCw0PZrl1mOqfwUbu+5Hb2B5m1r1ZNmYNocvg1U9KxwFAFLBzda05e4HWDZHCbjbRvNBULAlSCImYeP+hr3zOoFQcocQYcEAt5QcikKdgFDJWIsnZutmke7VVjIC0Ek7gx5By59CZxI0Pa/EkbfjQDg7WIBAGwD/vF7oQ/e6t3ESjzElSB1iMWz9cgjoKOjIFJ9n5+ukIKCxdqu4Y/m5hD/1m/BP3k/gk9/puxnysJZmF2tXzRSim1DZruCChKaCXLyBih3Pa/ux0vOFgRPpTwyS6IN9MMXxGpavvHG+h+7zZDRxXTs8kra9eBFBzvwP79wAi+MToBTpeZornaCPnQ7CDMRefTD4sS958VbfUgbjrSZRo+/vu29tVAPmbUYb9jLXQvsiFiE8UT1atEdrA+aJchEu0ZzAXDIbA5+yb8umwHxF3fDaG8v2MzMCqJasAuI5Yu3hZbmMV+yu9kKGEuI34FrL5NSY7AjQ2DBbpjdh8Ekv9jFcuC/8nVQM4fC7hd5t/EFx2bQXXmwVB2MgTg+a6kBe2BXUBDtRL410yCqIfTUpyHpSdj+DgSufM27nRg5yEsXYfSeWOXRrYf2/dYvw+5OH2yGhuV+GhUeW57JFnP66hwAA4DgH/4BlFe8AnRwsKHj2E7I6QwKJV4TU7PgVyiongZTw9tyMMpt+VLnHofRfwO4r4FFVRvB5jZyVg4RpbmxaV40Vw02A8NmG9L+5UIb2Q0A0J8+t2Gv8UxHwSnSaVubAYRvlpp5xNQYkkayoefgug74iykvdHAAyGaBXLnNpWAX4CvZKOjLLyFZaC1ClnaOx43flDOTsEOOp54qsGOjkFNXvPv7xu6FZnRDGykKWvb4GOD3A+HKEVtm33GoIUHi5dtvq/sYu0PC+jaTaa9dF5qbhh3qQ/aGn4Ocvgp18nsAAHX6QRBwmD3Ht/gI60P7fuuXod/xZS7kGltZSk76AM9mwFIpQFXFF6BOKHfcgeC73tnQMWw3ZHQLId8GtSoZ2ZbPjG0UpROk+SPbr7J2OXJmDhy8+WS2HmXW3lhllnUL1dmYb80hm+2AYu1p+17WXJtBX6APs1qDHla9AOIriakMisiv5b5Z3dbhc7grJwRhM490obW2yt2/aUiVQMwclPkzMPpOej83ek9AnXvC+//0V85i7LMqjM9+zrvNPnMW8g03VL0OWR37MfycBfh/8m4od9xR9zEedKqSz8+vtHK0MqT8AuxAN7QDr4Id6kfse38C2AaiD30AVngAxuAtW32IdaF9v/XL4J7AGvWt0IirzGbAE0sgsdiGkLBnEq4mdQxGNyZrlxaWwHzbM/6MqxHk978SVnQUhdE7t/pwNhxuB31E3hgya65BZm3GYXNsqDIrO/XaZiK5Ya/xTMeiI2R0BZUtPpLGwZUgiJVHRI4gazVWssG1QnH4CwCCQqVd7pst2AUELaF48lgcAUv3lNBWgTt3EVIppOwMCLdhdRZzYO3wIKieAqwCiJGBOSMsgsaXRHwX5xxsdhZ0qPpOqR3uhxq2Efrh5zSUDR/1S1AoadkGtWqQMpOww/1g/g5kT7wVSvISBv/hBJTEeWRu/uW2y3DfPmTW8bxozlZTvSCBAEg0CvvyFdiXLkLas6eZh/eMxEzawHB8Y3JglcQ5WB0HNuS5WwHJF/xvzP3ol7et+lyKjCXIbFRp7uJEqbEBzP25soHKbGfEh5QahL5YIeR9B03BojMs1BVqZzIbAjHz6/LMssVFUGfxBBQjupYrswW7gLDt1Lt2dCBgGS0X/p8zbEhE+KCpJryvdqDofbWd4VgpPw918vsw0uL9sKtXwa5dA19aAgoF0P6Bqq/hXkdKvbf1gBCCWEBCWmut392qsA3IySuwOsWQl7b3peC0+L3RDrx6q46sYWwbMutOsOYbJbOEQDp+HPbFi+CJJdA64zl2sBI5w0Z4A7I7iZGDpC3Cim/zBQfZNl/PVZE2hEd9I2wGlBS9lNXgemrlDVRme8IK5gMd4BMTG/Yaz3S4FrOeNiazTBGeWb/kh27rDaUL8JmZspkNEnSi7vLlZHZRX0SMCSud0tmBoK3j6lJrRUylC0WrGtWERYeVklmn5ltOXIDvex+DmZWhvEQMf9kXL4LNiCxd2l/9em7F94LJQcjL4qnqQcwvI9ViqvZqoIUkCDjsoLA/sWAPZt78bdiBbmSPvqlsFuXBq2lcXlwZ7dZq2DZXS3eCVTMbXx3RgX4x9ZlOg0Qqm8V3UBs458gadlOTDFxI2SkAgBXeGbLbDnCV2WaTWUIIoj55TbXJtSGo0sadDiM+CRfiw/Bd2yGzG4WFnAm/TDeslngz4Hpm/ZIfHLzueC7OOXguV1YaVFRmy20Gc4U5dHDhp6Xd3Yibecy22BDThQUNezvF8cupcXAQb0AWgDdx3/W1d4BcEUH/yh3PBQCwqakimR2orsyCELBQL6Rc4zm7nUGl5X53q8GtAWb+YlMq93dg9se/jvSzf7vsvn/09XH82w/mNvX4GkH7fuuXIeB5ZhtTZgFAGh0FdN2pst3eE+QbjYxuw2bFKdTVQApL8I99A6hRhZCy1wCgrQKdd1Adnme2yWQWAKIBCak1vGzmJiizAUXCki8CJZsGZ42fo3ZQHfNZE10hua1nHbhcJLMA6rcaGAbAGBAo+h2JM8W/vNI2b+URKQDw+0FHRhDT0jAylX26+n//N6ynnq7vWJqAxZyF/qhQ2uWli7AjQ+BqidAkqV5Dol4Qt0v7D4AODcF86OESZXb1VkE71A8pc63h4zzSF8T5ea2mYdNWAC2IiMBSMgsAkP1lqqxlcyzmLPSGN2b2pZnYNmSWEoKoX0Ii33hOnnzzzd6/d8js+uBm7nUE1yaznd/4NXR+7Zfgm7ivpueWMkKZtSM7yux2QNoUF9mw0vzdkIhPWlOZtRxyuZGe2YBCkfKFQDgHz2Q27HWeyTg9nfMmy9sV7gBYo2TW9cWSUjLb1wfIMtjEZNl9daaja1aDtGsXaJcon3Ez1kthT06i8MG/gfanf1rXsTQDGd1C1C+uIZK2CBZcmUW9+NIPYfGlH0Zy9G5AkkB6uiEdPw42MQE2NgbSES/7fVSC0Xs9lIWzIEZjLX09YQUcKFs4/2Aqi4sLrbk9L2fEZ8EOr07yF/ImOIDecOtbd7YNmQVErdyVRINB0xCrt8Bv/zbUV74SynOf28Qje+ahnsliZf4MANHuUgvkzDVwSQULVG502UF7IWNmEJbDkEjzLSmqRNdUSwxHmd3INANVIsj4HYUssTME1mzoFsNs1sTBnvaawF4OrgRBOEPQ+S5oVp1kyCOzxVhJIkkg8ThYKll2V93WEUobID09IAGnBSu3Ml6KTQnxgE1OrvjZRsJiHDmDeQ2SVFsoG/5ywf0d0Hc9H2wuAdrXByJJoAMD4IuLsB58EPKJk2u+ltF/Awi3MPCJmxG/9zegzPygrmPtdK5zrpi2kDPxjs9cwE986ml88/xSy7WDyckxcMmHa+jFhVUixZ64JpT6XZ2tX060rchsX0RtOGfWhfrCFyDwa7+65kpuB6sj4axQO9dSZpkFYjmtaSXh16tBnXkYVnzfM2ZAarsjbaY3xGIAiCEwc43SBG8AbAOVWUIIFmMiP5hNXN2w13mmwiURnU2O5dI//Wnk//hPNs0awhRBKnudmLoZbaaux1dSZgGAhILgy4iqwQwEk5qoeXXub2TzsJct/vj8fPHf2cbiwhqBG8sV9csAZ5Byc2DB6gIGm57xvLHyiesBADydAR0ZXvO1jP5ipmrwwufR8/m7ocw9WfOxute5+ZwJzjn+5BvjAMTO0Pu+MoYf/vvT69o1bjaIngLzxfDaTzyFn/zXc1UX/E/N5hFQKI4PhDb5COvHtmIDnUEZizmr5fqln4lI5GqLyZFysyDc8v69GmhuDr2feiHUuSeQP9h+0SE7qIxr+WvoC2xMeogiEc9GUA15c3NqUDNxZ3K4hBzsoDmYzYjzTbO3Qwt/9xGY3/wm2PR0U5+3GrgiSMOAJFT8uUJ9gzde/Faw3G5BQiGgJGeWcQZ/RoeqmaC9vSBOFi0taHhiOldGbphTBwsA9vh4XcezHriNWl1BGVJqHNTIwKjSSsU5B5ua8lIcpL17vZ9J+9eOcORqCHM/8t/I3Ph277bg+c96//Zf+hKkdPXhzf3dAUgEODuTx/iSjlPjGdy+K4rP/fRRPGs0goLF8PVzrbMjQ40sZqXiUNzDVytbn6ZSOvrCKmgb+NC3FZntCiooWAzZFpP0n4lYzJuQKfG2iKrB9b8afSdB8/MAqz6sE3n0w5Cd4a/8gVc172B3sKW4lr+GkeDIhjy3Iq2tzC7kxGeue6Mjndyp8nxr+ujaGe4keV+keYMqXC8mCbALF5v2vKu+pixIaNghk3m7vlYpvigGe+iymQ8SDIGX1Nnqto7jY86OxI03eEpuwNLxjs9cwJ3/9zGcGhNedrZQbK3bTIvMuGMZ3NsV8ISOakO/fGkJPJMB3TUKoDj0BgDSgf01vZ7VeRCZm38JM3f/Dwojz4U68ygAQF58Gp3ffBe6/+uNVR8bUiV0hRTMZAw8MimI4dvvGERAkfCB1+zH4d4g7jm7WPXxmw1qpPFN+4T3/1eTK+2Zmmnj1HgGNwy3R7LTtiKz+7vFF/LsTHvVym1HJPIWOoNrTxZTQ3zxzc5DIJwJQlvtvs7PFl/2d+DLpzB30JZgnImp6o20GazhmV3aoC3q5VD9KkxJAc83NmSyg+pwyWx/E8ksmy2qoubDDzfteVcDd2wGPtuEQhXkrfquZWy2ShRVMFj2udNtHaPzHEyioHv2eFm0IatI4N/5+UuwGQdPJLyBaL7Md7uRSDq5rR0BGZKXMVvZZsAdwk17i1Xg/l/4BUiHD4sBuDrAwgOwOvaL3FlmQ1m6BACQ9CRotrrtozukYCFn4sxMDj0hBfu6ilaPFx2M49JiYd02yGaBGFmcsYYRViWoEvF2NkpxZiYPi3HcMtIexT3biswe6RNfyMuLjQ+B7aA5uLSgYSi2dvsXMcUJ1oqLbSEpV/1kIRUS0Idugz76vOYc5A62HHkrDwaGkLwxnixFIp4nthrcATCfvLGnw4AiQVf9Zdu9D15N4xvnW2f7sV2RLFgIKBT+JlpFXGIIAOaXvoTsO99VptZuBJhjM6BWHkEpiJxV38LH88WGy9U0EomAJ4tJBQWrgNE5QBvoBFEUkI4OgFL88mEFX/nZ47h9l2jjm8sa4JrmkWOWXJl2sFGYzRjwySKlSHJIpF0hzQCApzqX5uv63vAjCH/4Qw1FtVnxPSC2ASk7DZovLmqiD/5l1cf0R1RcWtDw8ETG4yIuTgyKv8d9lzfv97caaCGBSdaJoZiKoZgPlyqUIjw8IYSmm0Z2lNlNR9QvI+KTMLa0Q2a3EoxzXEkUVnyhK6FIZkWbl7SaMltYgu3vbM5B7qAlkHGU+Y2I5QIAhdI1bQbmJqQZAEBApdAUv2czyBk2fvVzl/C7Xxnb0Nd9JiCnM4Sa3DbIZ8XWtvKSFwMA7Mceg/m97zX1NVa8pqPMEjOHoBysW5nlhg6oqkfgTs2fwtnkWUijo+CpFFgyCUAkiPQlOcxBQQ6JzwfS1wff7DSifhl33ygUzsmkDhQKINGoUHedx28GZtIm+iPivSgLZ2GFB8F9lSuvedYhs6HmLIqtmLgeyYnzkLLTYHIA2p6XIHDxi2XkthS37YpiMW9hIWfh+fvjZT+7ri+IwaiKh6p4UzcTxMxBSk/hyUIP9nUHcMtoBI9NZaFb5bMFCzkTPSEFEd/a8ZqtgG1FZgHgxuEwHhhP7wyBbSEuLmgwbI7hGpRZaojpWCu2CwCqB1c7q2QWWj0Xbwfthazz998oZVaW1rYZuMMuG5lmAABBhSKv+L2c2X99tHhR3DlfrQ/ZDajOtsfGAUVB4D3vQehvPgigfLJ/I1Aks3mE5FDdZBa6AahFq8XvPfZ7+LWHfg2kU9iyeFp89ha1RQQMQA4XySEJhz2Fczguzt2TKQO8oIlihVisYg7tRmEmY3i2EZqfgx2t7qt3UxaaRWbNjn0ARLNY6Oy/wew5ityxN4OAQ1k8X/ExB0pi4ZaTWUIIDvYE8dRsbsu/67SQRAIRpCwFB3sCuG1XFIbN8Zknyj/bizlzzQHuVsK2I7M3D0cwlzXx9NzOkMVW4d6LSRAAz927dvEEMXPghMKOjMAO9UNZfKri/aTMFIhtwOw82OSj3cFWwm3/CssbpMzWYDMwbQZKAGmDyWxAoZgLdYJdEwu20zPFLeR0YWdodT3IGTZCvuZezuzz54XnUpIgHT0KOjCAwt99BIVPfKKpr1OKUjLbmDJrgDhk9tT8Ke925hfk1K20XdKXEDAApZTMhkKer7YnrECVCKZSOrhWAAn4QeLxzVVmMwb6o+K9SNriyraqErAlMfhGOpuzc8f9HUg++3fEczITVsfBouCSqpzosL87gMGoipcf7oRawbL0rF0RzGZNTCQ31qqyFoiRxTQXeb19ERW37Yri5pEwPv1YOZmdSOroj+yQ2S3DSw53QJUIvnYusdWH8ozFpYUCdnX4a1rVUT0FrkYAQmCHekHzC5XvZziTtf54Mw91B1uMjbcZEJhrRHOZjG+4KgsIz+yMvwNsfh6cc4wnCpCcM/B8iwyGtCtyut18m0E2CxKPAxDKmu8nfxIAoP/jP22YuuaSWWoKz2y9aQbQdcAniOvZ5Fnv5kXiLJwcv7ZuFeDXASlY/N6JLFpxP0oIdnX48dhUFihoIH6/U7ywOcpsTreR1KyiMqslKhYmuODz8yDRCIhv7d3AWpE/9ibkrrtb/Pvga8ACPWByEHK6MpmVKMG/veU6/NaLRiv+3B0Iu7q0tWSWGhmMczEU56Z/3DISxVzWRM7J9s0bNq6lDRzubZ9GvW1HZiM+GScGw555eQebj/GlAnbX2BgiZaZgOXErdqCnqmeW6uLvydTKnqkdtCdcZXYjbQZrKbOWzTfcLwsIZTYtqYCu49qShtmsiRceEGrTfNbY8NffbmCc47uXUzBttiE2A57JgISLn0v1JS+G+moRCchn6iszqPk1JT84CIiZQ0ip32YglFkhIjy08BCCTtTXOBP+XzeH1srnQAHQUCmZDXneUwC4dVcE5+bz4FoBCARA4jHwpY0fVmSc43e+fAUEYnCKGFlQIw0W7K3+mPkFkO7Kw2HrQerZ78Xc6z8Hs/e4EFxio5CrKLOAON9U2+HZ1SGIdqUYrM0EMTJ4nO2DSoH9DsEedY7t8Wlh13Dr6HvaoMbWxbYjswBwqDeAq0s62I4PbdPBOce1tI6ReG0rZJpf8E5SLNgNqlVWZomj4HFfe8SE7KA2pB3FfcNsBpTA5lj1XGDaHArd+FNhUKHISmKRl14Sn+frnCHJpFY9X3kHlfH9sTR+/Z7L+MRDs47NoHlklqVS4IuLoh2rBOorXwkAsJ6svR2qLhAiKm3NnFBm6/XMGjqg+pCzchjLjuG1o69FVIninCEImEtmbcdjKpcps2HwkqSN0bgf1DQB0wQJBEF7esETCXBjYxde915I4oGrGbzzecM4ORT2yKM7JFwJfGEBtKf5ZBZUhtV1yPtfKzICKdNYrW/ULyMekDHeAsrsPI+hK0ghO4v4W0ej6AjI+OJZsaPt7hRtePZ2E9HyZDZ66i/Q/bkfq+sx/REVJuNYzO1cIDYbqYINmwGdodomIKmlgctidWgHeyAVlgB75cnSzaPdUWa3FzZ6AExx9vFXSzQwGfdO6huJgCpBk8UiL5MS79vd5itYOwvvenF+XhCzC/N55AzWVGXWPn0aACAdL2+cokNiF4nNbdwgmB3uh5yebNAza4KoKh5dfBQMDDd03oAOtQMJyVEDHTJrZoVdQAkX5xrcljDXQjEc96E/75QwDPSDDg8BnINtkCrt4vHpHIIKxWuvFwsJ4lnMVvHMzs2BdFevum0WrNgo5PQEYDWmrg7HfLiW2loyKycvYw4d6AoVBSe/QnHH3hi+ezmFRyYyeGBc/M4HaxjibhW0PJnlkgJl/jRg1f4BGO0Q6sfFhZ3yhM3GFae1pZYkAwAglgamCDLLnAxBqq30O1NdfLl2lNnthYyZQUAKQKLN3SJ24eaOamZ13+xm2QyCCi2S2YRYnLnfE83cGQCrF486TUtLeQuayRBSm3c5cxMnpKHyxini84lBqLnVq7fXAyu+D1J6HEE5CJObMCos7qtCF9FcSSMJABgKDiGqRJGQBIl1lVfLUWalkul/EgwCjHmEdzjuQ0dB/B5odzdIWJx7S5vENgJTKR1DMZ9XoUqd+EamVPZvsoUF8GQS0p7dG3pcAGD2HANhpihUaADxgLTlw55SdhpzpBtd4fKCkTv2xGAyjl/6r4v4x4dnMRhVa8qKbxW0PJm1YrtBuL1qmP5yHB8IwScTnBrf8c1uNr57OQWFEhztr01pI6bmVTjaTruLVMFqQIwMOJHBpdq8uDtoD2SMzIapsgAQkGsgs4xD2YQBsLBPQl5xyGxSnJsGY+KCou8os3VjPiu2Qs/MCoLWTJuBS2ZLQ/hd0N5esLnKWaPNAPPFQfWU972oZwiMp5KgsRiyliCrYTmMuBrHNBMCAdeE2GBnnfcXLBJE1x/sktWuoIwYxO/4y2MaSNCJnspvrEgkyGyRaBFTvB6vRmYnxba/tHv3hh4XANjhQfFa1SIk10AsIGNJ29phT2LkMM+i6FrWeHjraKQsUuyOGtKIWgktT2aZT/xCXWWuFvhkiusHwl5H8g42DxcW8tjXHUA8UJvNgFgauKfMCjJbqdKWGmkwn0g92MH2QcbMbFiVLVBUZgurKJ+mvTk2g4M9AWiyWIxpqSwiPgkBRYJCyY4yWyc455jLmoj7i+eZZtoMeDoDUApUyC0lvb1lVbfNBvPHQQspBCVxXsyZtSmhnHMxCNXTjayZhUpVqJKKPZE9mNKnAb/PU2aZ25hVQmbd9+q1aRGCt98otva/P2N4Ga5ey9gGgHGO6ZRRpgi6xTpcqbzodbNzSXTjLWi2M6wsZyYaevxg1IeFnLWl33fL0JDkwRVpQ6pM8cc/tAf/+pYjeOPJHrzt1oEqz9CaaHkyy10ya9ROZgFRbTuWKOwMgW0iCibDE9dyODZQo9LGLBBmgjsXeDsk4kKk7PSKuxI9IyK8drCtsOHKrGszsBiW8ib+4KtjK4atLMY2RZntDavQHWVWS2W94Qq/Qnc8s3XizEweBYvh5tHiAFO4mcpsKgkSjVasQt14ZTYGwi2EIN5PzZW2pgnoOkg0ipSZQlQR5C6miGso9/sBJ2fWG/QqVWaXkVkAGFAE6Zq3JZCAINduVu1GQDMYTMbRESwuUtwkG65WHhJlqSQAgMQ2Xklk/k7YwR5hfWwA7mD0VGrr0ksSmtil6gpWFpx2dfjxq3cON/X7tBloeTLLnPo6oteXbxcPyGBchGnvYHNweiYHw+a4fVdtpJNYjo/LsRmwYC/sQBfUuSdW3FcoszvDX9sNWSO7YUkGQJHMFkyG71xO4avnlvDR75dvEerW5iizEiXwRcV7vXptCUf7xefeL9NVleMdrMTTc4JQvWB/cSiomTmz9tQ10IHKyhTp7AQ0bcOm+pmTpzrskNnTyRqJk3M8RPUhZaQQV+MA4MVz8YDPsxkgJ869pBKZLbERsKUkAOC84YOuOmR2A5VZ93pd+rek+XkwNeINCi+HW+SwGWQWhMDsPgp19vGGHu7m5s5tYRTfgiYWzu3U7lUL2oDMOspsob58u6hffBlS2s5FYrPwg6ksKAEO1Ri07A11uStuQmDFdkPKrvQjUSO7o8xuQ2TMDEJVtg+bgdIBMNuprf3c6cWy7NmkZpVtV28kDu8WRMVv6viJm0U1c0Chq3p6d7ASFxY0xPwSbhktnhOaSWZ5IlF1Op6ExfnK9dU2G27L4X4th/2R/bh35t6aHueRa58PS/oSOlRB9AOOXcH2qR5RJQ6pLSOzgZWeWJ5IwAqFYUoyrpoyQOmGZs1mK5BZKT8He5WMWevhR0AHB73ms42G0XsccmYC6vRDxRs5R+Thv0Hvv74YcuJC1ce66SVPz27RcDpnWNwhs1sDFugCU4KQk1fqelzMuTilCzvxXJuFp+fy2NvlR2ewti+JS1rtcFEBYYHuii1gxEjvxHJtQ2SMzIYqs0FFXBTzJiuzF0yWxOMsaWbNn9n14vAuQZCCVsEb/vIrFLq1Q2brwXiigL1dgTLSE/M3kczm855SuRw0Js5DG0XqmGu30hZxe8/tOJ8+j6yZXfuBuvhME1VB0kx6ymzAjT70K17OLM3rYAReWxhQ/DfXi6ohW0oAHaIidixlCr/wBkZz5QzxPQgvI7MsVDlDll27BvvJJ6G87GUbdkzLkTv6ZgCA7+p3nIMw0f25H0Xk0b+FnJlE+AcfqfrYnrCCgz0BPHathr/nBoAWlnCBiUV0XxsVItSCliezIBR2eAhSrj6PkqvMbnUMxjMFps3w1EweezorbwVVAtUWAYh8WRd2sBtSfg7g5Rd3qmfAqnimdtCeYPz/Z++94yTbyzr/9wmVY+c4Mz3pTrxz52bu5QKXjMCKi8AKiCCssqLyc10UE4K6wrq6xnVdEV0jiAkQEJB44XK5OU/OPdM5VI4nfH9/fOtUdU1Xd1d17unz5sXr9pw6p+pUh1Of83w/z+exyRrZNfXMOmInV7LqRsbOvcnNlCwiqyiEFuPlh7sxVJ0X9Xmr0UN+3a3MtkqubBGpePqGKlGMvdHVq8yJfL6+OWoO6uAgANbV5TUBLYXtiyFQUIuz7InsAeC7k9/lr87/Fe/4zjsWPE5UxCxeL8lSkrgvDkBQk+/D9OnV2C2tWMLw63We4KonNlsTWmI2gbezHU2VsYtqLIbItNa/AmDZgnITN2zOONWQryZN1NwkVqCxmDWffBIAz0vvb/mclovwRSn13Ylv5CEAQs/9Dd6p5zBiuyn33Erg0r8vupK8rzPA+elidaVoPVFzE5yzB+kLWLSt0w38erH5xSzSN+uE5jdLtFKZTbmV2XVhJFUmWTS5u0m/LIBSCZ52PLMARtfNqEYOz3W+WaWcQbie2RuKgllAIAh71u4mJVz5UPzq2QRnpwpVATQ9R9ga65QzC7IK6w0HORip31Z0K7MtUTDsqoXkj39wH3/11gPVm4OVIoSAfB4l1FjMOvYDMTs/D3tVUDWZaFCY5Y7OO+j0dfLtiW/zyUufZLI4yURhgYzbis2gpAsMYRD3xAGqNp6ST6vaDLSCgeGvFzNKWxtKJIJ9Wa6CqrlJGLuE1hZjMOZjOFGEgL9a3W2Fj319mNd94jmeH1u8mW2eZ1YItPwUVqixzcB84kmUaAS1v7/lc1oJRtdRvNMnCT/1cWKP/DYA02/8J9J3/gyKbeC79t0Fj719MEKyYFZ93+uJlpsgSZj4Ot28rydbQswKb6Q6BaRZopUPrXTJrcyuB85s+b5I89WRWgNYLTu2NHgPAL7RR2s7WmVUs4DtemZvKOZmYa4V/krO7FMjWSYzZe4diqKptelRli2wBeuSZlAlGKxropENYK6YbYWiaVeb+9qCHvZ3NefTb+7JiyAESmABMRsOy7Gza+SZBRkBpSfO41W93NV5F88lauNzr+Ubj1N1PLNTQn5W9gbkcnKXrwsFhZzHqgrRYM7ACNUH4iuKgrp7N9ZlOT429tBvYqcy+IyrdIQ8JAomit9fayJrgW+eT5Ir2/zCFy+SKS1cYLpezCqlJIptVEeeX4954gT6XXc3TJ1YSwr7XgdA9LHfA2DmtZ9AeIKUu49hhvqIP/DLeCYbN4kdH5DXu1/4wsV1/7vXcpMkRYhIYH38xevJlhCztjdSjedolohTmXVnnq8Lo2l5Ie1swYdTq8zWrAl2sJtyz3H8l79a3aZWRp66ntkbC0fMrqXNYO6H3EzepD/mY2fcX51U54y5dcbergdKMFgXb+RWZlunaNjVG5XVprrMvoDNQNE0lEh4TRuhjI7D1T6Re7vvpWTXPN7n0uf4ucd/jk9d+lT9QRWbwagpew72RfcB4NW8RD1Rsh4Lkc1iWSadsxaFrvnXUyUaReRl9VQbO4EwVXylS0S8cnKV4g9Isd8CqYJJ2bS5bSDMbN7k008tPArYaQBzPLNaJXO8UWVWmCZidha1r7el81kNjM4jTP+Hv6E0cA+zr/rflAZfKB/Q/Uz/wN8jVC+h5/6m4bG9EQ+3D4aZyZu87E+eWde+Hi0/yYRopy3SvB1wq7AlxKzwRlrOmdVVhYhPcyuz68RTI1nagzr90ebH39Uqs/XHlLuOoc+eB1v+kTtVeXeU7Y2F09SyljYDgJ99yWD1686Qh7agXr3JNWwpItfLZgAVMZuvLdW6ldnWEELU2QxW/fkrIlVtb1twH+3wEYyHvrcmrw9gB9pQS0kQNvuj+6vbfaqPByce5NnEs/zl+b+sO8bxzGZU+V+nAQxkE9jYjhAUi5TOnSZSACs+/+9OCQTk76ZtIKZln4pXnaXPV2Q0XUL4/YgWxezlRBFLwA/f0cPhniDPLNL8lC/bKECgMprY6ZWxg/M9s+bjj4Nto+3bP++x9aDcdwczr/sLikMvr9tuh7op7H89wQtfRMuMzDtOURT+6I37uWdI3kz81WNrNxr5evLpGcboYHfHKq5kbBK2hJi1fRGUchZaHIAQ8WlumsE6IIRgOmcwGPOhtbBcq5hFhOoBtT4Wqdx7K6pVrEaf1Cqzrpi9kRgvyK7oLl/j5o7VonNOBM2eDj9xv1710tcqs+soZtvaEFO1htaAW5ltibIlENRGFa829pSsbC4UzQWgHT2KmJlpWdg1fQ7+dhRho5RkXuz7DryP9970Xl7Z/0rOZRpHP4mUzGJPBwSaouFTa0UCn+pjvLcyOvnaMD4D8M0fDa4EAlAo4Jk+hV15a5pPcCj9XUqmoKh5W/bMOikibQGdwbhv0YEB2bJF0KtW/c/ONMjro7mEEBQ//mcosRj6C+5u6XzWg/z+NwDQ9Q+vR1mgGexjr93Nkd4gXz/XeoXfsOyqta8VJtLyhzrQQtFpq7A1xKw3iiIsFLM1w3QsoLtido25OFPg9Z94nievZYk1OcLWQTGLDYOwje5jAOhp2S2sVPNoXTF7IzFWGENVVHqDa7tMODdPcX9ngFhAr+ZPlyqTt7zraDPQdu/GvjaCMGQTmq9SmRXutMKmcJIfAquYKzsXe1qKWXURMVuN50q1Nsyn6XMIyDgsrZL48oadb+CNu97I7vDuuv0Mu9bIaE9J4TcTFgT1YJ3Fxq/5mQ3K3y9jfAS/AUq4gb2n0uDlnXgKsyT/JnS/RcekbGgyPF4oFlv6XXXEbDygs78zwHimzNVk45uAXNmqz5jNyaqldV1l1vze97AvX8b3n96C4tl8XflGz3FSd/8cqlUk/MyfN9zHq6u8dF+cyazBlURrN0V//sg4b/iLE1yebeE4IRhNSAtJTwu9LVuFLSFmneVlpUXfbNSnkXKjudaU3/rGVRKVi5Uz0ahZFLNQ1/zlYAW7EYpaHWvrJFm4E8BuLHJmjrAnjKasbWft3Mps0KsR82ukSyaWLaoz0oNrtGTdCKVNLl+LtLxJC3hULAHmBkT1bEVm81LAtbV489wsYnoaVLX6c2qEM23KXiPfrNEml8490yfrtu+O1IvZVLkmpu3JKZS2NrIUq3FcWmYENT+NT/OR8Fsovb14/ukLAKjh+cUBNRaHchll8jKGIQsN+Rf+FGFkNbYYjoFltdT8NlfM3lUZcnF6snF1N1eqF7OemVOYkQG47nOi9PefRunuxvumNzV9HutN7pZ3Uxh6JZFn/pzA+S/Me1yfPct/vPghNEXwmefmZ6svhG0LPvWkXNl58lrzPwfP1POcK0hryZ6O+Z+7W50tIWadxp9WfbNuZXZtmckZnBjP8eZbuvjEf7qJt9/W09LxsjLb4I9K1bGCPXPErPy5uzaDG4t0OV3NwlxLnBnkTlNJ2KdhC8gbVrXKF/Su36VQrQghp6o3d0qZy9I4sWprNcFIpNMokQiKtvBNlrZ3LwDWmbNrcg5WRPq8rx8gMxQaqvv3o9O11BcxPYXa1UWqnCLmlb9jPZ96Bd1//yr8mp+iKBH4iZ9ATUvbVmD/oXmvq+6VubbWxUsYIg5A8a534o/L1ZNctHIjNrVwE9f1XE2WaA/q+HSVXW1+PKrCcwv4ZnNlm5BXQ1gWCIF34mnKPbfV7VP+ylewnn8e72teg6Kvz+S+5ZK5/X0AtH3j5+r9s0LQ/tX/j72z3+GYfpWzC4j7Rgwn8hiVG9/Pn5jBbrJK7h15mM9b9zAY1Qmu0arGRrIlxKwz7rTlrFmf5g5NWEO+czGFLeDVB9s43BNqyS8LTmW2cVelFemvTghzKvLCTTO4oUgaSdp8C1e/VguvrvKV997Ml378ZkAu64P0y+Yr3dMBz/pd3JUe6f+zhoeBWnyYOwWsObKVpl4nfnG1EaUi+BevXCk9PaBpiOnmRV1L5+AJyMEJ103+CnlC3NN1D68ffD1hPczJVK1ya49PoDhiVg/ju/wNAFSzIMWsVcTzovt47L++hj99jUrPnS+d97pqn5zGaE9MYFohCARQfD4CEWl7yAbkZ7FjxWiGsXSZHXHp0fTqKrcMhHh+vLFlMFu2aBcl0q98Fek3vQklNUW555bq48Yjj1D4rf8JgH735vPKXo/ZcZCJt/wbAMGTf1/drs+eRU9dxvYEOWKf4fxU8xPBHrkkVwPeems3Z6YKPHG1OV30dydLnBU76I7ceFVZ2CJi1qnMOt7JZon6dTIly12+WyOeH88R82sc6l5eZ+SClVnkiNu5lVmhqAjPjdeBuZ0Zy4/RtcBkn9Um4tOrN1s+zRGPgrzjv1xHm4F2000QCmE99XTda7uV2eYoV5r2vPraNO2JZLJaPV8IRVVRurqwR0bX5BxQVIQ3LBufr+Mjxz/CTx/6aY7Gj/LV0a9yIXMBkc1iDw+jHThAykjRPX2Gjn//yeoxATTylZ6TywfaePCOQHXM7VzU7m5QVYyxNGbZixqPA6Dtk8K3UJIi1rHIOGiZEbAaNyRlSxYRX62C2hf1MZFpvG+maLE3IXslRCLJ9Kkw5Z5bq48b3/oWAJFP/h36oYMNn2OzYcV3Uxy8j+DZz1YnW/pGZBLGzOv+ggFlhqxB9cZ6Kb5yYpL+qJd33CFXQs9NN1fV/bfkDgDefff6R5mtB1tDzFY8s61WZp2GpKwbz7UmnJrIc3NfaNmB1Qs1gAFY4X607DjYFmopI5u/1jkY22XtyJt5JooTHGxf/w8kRwSVLXtDbAaKpqF2dFQFgVMpdhMNmsMZi7pWTXv2xCRK19I3WfrBg5gnTy6537LPwxOuJrk0wonset/D78Ny4sR6ukmVk3Rmxur27bEFiXICwzYoWsWGQhZA8XrRjxykMKFiFlWUipj17LwTgGwxCVDnmfWOPkrPp15B/DsfaficmVJt9DDAQNRLomDOE7SmJRjLlDgyIdMa9HY/Mycj5J+tvRfr3Hn0229H7d1agqyw73VohWnCT38CAP/VBzBjQxjdt9AWlY14iSYy8Z+6luHBCzO88kAb8YBOX9TLI1ea0EVmkWtWG2/uHee2wRvTrrclxKyzvKwsw2YA7kjbtSKRN+kKL78rcqEGMJCVWUWYqIVplHLG9cveYCRK8sO3w9+x7q/tiMeyOUfMrqPNACp5npXBCU5l1s2abY5SpTLrW6uhCbkcSmxpS5N2+DBichJ7ZmZtzmOByqzDi3tfXP26mJR2ByPkp2SXabNkAae4Q+7TW5ajoxPlBAWrsKCYBdDiQayiil2wqmI2WLFdZHNTcvpZxe+tFJO0feMDcp+zn0G9LoZKCEG6aBKeI2bv2yOr3o9ftzyeKBhYNrQX0yhdXex69SyKrmA99zwAdjqNffEi2q3HFzz3zUpx9ysp7ngR0cd+j9i3fxXfyMMU9sopYu29sqlvfHbplefPnZgh6NV45x1SzN+/N87TI9klh0Nlp4ZJEmFn241pMYAtImZtxzNbuStslkhl/nDOrcyuOpYtSBVN4ivoKF7KZgCgZUdRXTF7w3E5dxmAvbG96/7aXs2pzM71zK7zpTAUqo60dTyzrs2gOWqV2TVaqSmXUTxL36Rr+ypNYBcvrfgl7VQKe7w+PF94w6jGwgWcnaGdfOCIFJK5WZnZnK1o1DZLMPqfn2P2Nf8Xy99OJCvFbtEqUrSKBPWFLVuaX2CWVKxsCaUtLrepCgHNJl8uo3WEqyNv/Ze/jpafInW3PI/od3+z7rnGM2Xyhs3Otlqu6a42P2Gvxm9+bZiPfOVy9eeZqXxOB/IZ1EgYr0iidUSqub+i4tPV+gcWPPfNivCESLz8d7F8cUKn/xEr0Enm+H8GYPdOufx/+VLj/GCQwv9rZxP8+5kEP3THYLVp9OU3xTFswXcuLR4RNzImq9uDXWvfo7BRbAkxi+bFDPWhp660dJgT8ZFt0ovi0jzpoomAFYrZRRrAwv0AaJlRlHIG4cZy3VBMFmW0TH/l57yeeLVaw5UjINdqmtRCyElL+brXdm0GzeE0ynnXqjJbLoN3aTGr7toFgH358opfM//Lv0LmbW9D5HLVbbY3jFLONT5A2ATOfIZwST5uJGR1OFOpDcS1gBxGoyiYHQcIVfoPSlaJnJlbtDKrew2EpSISKRnVVSHk95IKDuH3ziIm5PP5xh/H8reRO/Zuyl1H8Y0+AnOyb6/Mymlk+zprr6epCm+4Wa7I/PuZBJ9+Wgptxw7oy6VRg5WM2727sE5JK4dIJgGqAnurIbzh6tjb7K3vrcaNBffcgxeD5GhjMfvgxRTv/8x5fvXLlwF474uHqo/d1BVEU+FastTwWIdrU7JiPtC3/tfb9WJriFnADvdW5zQ3ixPFk3ETDVada5UpLt3h5cfjLF6ZlX90enYMtZR2K7M3GLOlWXRFrxu5uV54qzYDQd6wCHhqE4fWC7W3F3t0FGFZ1eVyN82gOcqWQFPlyPK1eYEyinfp65ra1oYSi2FdubyilxOWhVXx3prPPVfb7gkv2Cfiv/Q12h74Jfoe/DV5Ls89B+Ew54JyqXpQr10vjfYDhNOyUa1oFbmYucju6O75T1oh0Ff72rEZgMxoTkYPoHkMREU8e8ceo9x7BygKuSM/jFaYxjNbiytzCkmR65In3nF7D//lnj7ifp3PPT+NEKJamfVOT+IJVf4WbjqOSCSxk0lK//qv8pw616dpdC1I3/uLJO/9FXIH31zdpug+OrwGiWSy4bSwp0ak1eTeoSg/+cJ+2oK1Gy1dVdgR8/P8+AI3PRUuzhTwYtDbhBd8q7J1xKw30rJntrcy5WI03frYN5fFuTQjOyj3dy58h78UizWACU8QoXpQymnUcsaN5brBmCnN0OHrWHbz4EpwlqdLlQaw9RyY4KDu2AGlEmJ2Fk9FlLmpK81RMu1qIsVqIywLbLupyiyAOjSE8bWvr8g3OzcRYW5KgL2IZzb2vY8CELCl6FNHRtGGhpg05FL8QLRm3zGjgwQsWblLlBOkjBR7YnsWPJ9gOFn9Wu2pZYeHvRpZ4Ufz2YhMDs/4U+iZEUr9d2OPjVHyyeVyrTK5EWpiNnxdrmnUr/Mjd/byvvv6GU2XefJalmzJQrdNtHQKT9DCCnSg9EpLQeaNP4j57e/Ic+rbWs1fc7EDHeSPvh30+nGyHeEg10RXNeVgLuenCxzoCvA737+Xt98+P8v9BUMRnh/LYS1y/TiX9bLPm1i7G8BNwJYSs62mGYR8GhGftqwZxi6L40x1WXZwuRCoizSAoSjYXlmZUErpqm/a5cZgpjRDu699Q157biU0X7bXNWPWQY1WxqFms3i0Wu6ty9KULbF244fL8rOi2RGp3te8Gsplsu95D/YyR9uKmVpm69zxuMIbaShmFbOAlpugsPtVRHwdIASekWnUHYMUyxmCto3Vcbi6v+2LE6gInemifK3IIitden4Ub38Adfdu9HvvqW4PelWylo7mtRHFMt4RObAh1/0iMm//YTJ/8NeAtIY5OP0qoQUygV+6L46qwKPDGa4mSwRM+f3XrQRWeKDqS657/+qWkS1Nc2iwg6fFPnzDD8577OJMgb3XF43MYjUKbU97gLIlGEktbDUYNcLsCCxuRdjqbJnfCtnZ2ZqYBTmmsuAu3606iYJJwKMuv6O4UilYUMwCwhdFT5xHNfNY0cHlvY7LpmQjxWx7ZSLYTM6kULEZrDdKRN6ciXQGT6VS7IrZ5siXLQJrFKUmKmK22cqs51Wvwv+T70OkM1hzLAKtYM/Wlpat8xdq270hVKtY50EFUHOyUay48370N32RjrRAzxlo+/djJM8TtAVG98219+SPE6hMibqWvwZAd6B7gZOx0LJjdP/0S4n8+SfqJmz5dY2ipaDFpLBSzzyCGRnEvCj9s+bTz1EODOCdfKZ6TK5sobBwg2XIq9Eb8TKeKXM1WWJHpS/NUxih1H8n2p496C96EdrxWwj9zm8T+qM/XPD7uJXpjfop46F09QmYM9ErkTeYyZvs7ZgjZksZev/2JfT+9QvRsqMc7ZPRXo8NL6yPElaANt+CD98QbBkxKyuz2bofdDMEPBqFsitmV5tEwVzRbHTFlDaFnKrzkac/whMzT8zbx4ztwTf2uPw6vvCymMvWImfkuJa7xp7wxvxMo36dsFdjLF0ib9jrmjHroERkZUxk0lWbgStmm2M2b9K+gmvPojiV2SbFrKIoeF/9alDVZY+2ta9cAVVF3b0bMTtb3S4q1dPrq7PeyWcBMDoO4tUD9GXl74/a1U2xOE1ICEoDtYqq7Y8TqIT1X81JC0BPsPHocS0/gWIb1XG6c/HpCiXLRr1JjsG1zp2hNHAP1oXz1X1SI+0yH7xCtjKedjFP+t7OAE9eyzCdM+jxVGwTmoUVGwIg9GsfIfy7v4t+223oR44s+DxbGecGO5E38My5GbgwUwRgb2et6KOe/CxqOY1qZAmc/Ry72nx0hjwL+mbtcp4kIWL+G2+E7Vy2jpgN9aDYBlpubOmd5+D3qG7kzRqQLKw8lgvgMXOa7019j3++8s/z9jE6DtS+jq9/hJPL2jBVmkIg2BHasWHnEPTKFRvpmV3/i7zSJiNy7OlpdKcya6/9daps2lxNFtf8ddaSZMGkLbj8xtPFEIXKNKVA89MGlXAYdWgX1qXlRXSZzzyDdvAAalcnIlsTrrbHGeNeL1K0SmXWig8B0FmUH+NKLErBzBNQPKDUPtqtcD/tlo0XjWcTUggvKGYriUGNVsL8HpWSYSOOvAAAY6aM2bYX86mnUXfvRu3vJ3vOQMtPVo/JlSxCvsVlxj27oszkTc5M5unSpC1B1QVmdOeix91IOGJ2QuutDlYAuFCZ7lVNg7ANtId+n3LXMUp9dxJ+5i9QjTy39Id45EoG0aDYl56+hkAlFrpxM2ZhC4lZo1N6gPTZ80vsWU/Qo5I33DSD1SaRX1llVjXkBXrYlvFE5QajEAt7X1v92g41vvi6bD2S5STAhiQZOPh0VUZzle2NsRl0dqJEo1gXLlabMsx1qMz+wXdG+E9/fYrpnLH0zpuUvGGtWTXdiUtTgq01tqqdnYhlNoGJRAK1pxclFEbkamJWVPoEFKO+MqsWkwjNV22e7crL67Aa9lAwcwS0+vVk298G/nb6FHkDENAChD3zexC0zAidX3w3AOXuY/Me9+sqecOmdPgH0AMWRlanOPQKxOQE2s6daMeOUZ4qoeYnUQvye5EtW/Oav66ns9J3kTdsdlbuIRRdodxzfNHjbiQcT+wTXW8kcOXraFnpOz43XaDDLzj42dcQOP9Fgmc/h5IaJnP7+8jc/lOoRhbv6CMc6Q2RLJqcnZo/2vbcpWEA9gxuvXzeVtgyYtYKykgJ54+kWQIe1Z2sswYkCybx4PLFrLMUdcqSDQ8Fa/4fodm+n5lX/THTr/t/7ijbGwhHzLZ5Ny7A26crtWiujbAZKApKRwcilUJTFTRFNjatNZ95TjYAPTa89LShzYppiarPeNWpitlQS4cpHR3Y09NL79gAkc+jhIIo4TAiOydn1icnZV0fSakWk1KgVujMS/HqY5oZYRD1zf+7sv1xIkJ+z7r8XQ1TRKLf+63aOTVoEOsKeciULHJaFHVwBznfUQoPPY99bQSluxttaBd2toRVlNFhICuz4QWavxwGYjVLx45A5W8gHANt+dMltxrtQQ8Rn8ZVvxxR7B19FFsIHrqc4m77afTsKPEHfonYg7+O3Xec0o4XY7btA0DPXKU/Kr9XP/r3Z0hfN/F0Jis/W3u7OtfxHa0/W0bM2gEZsqwVWrtgBLyuzWC1EUKs2Gag5aSYHTaSgMwdbURp6GWUB16w7Ndx2XwkyrLhZUMrs5paHZqwEWkGIH2zThSTrilrHs0lhMxnBbi6RMj6ZmalaQbGtx7AfOqpho8tuzLb0YlIJGS0VwsIy0JkMijhCEokjMhkqs9hdEl/qGfqRN0xeuIsVqDWPNmWU8n7BVr2Mtc8OoO++VmiwhshXLGxdPkbZI3aJoHLXwUgcf//aHiu3ZWoy8msgbjpVsxzlyn81v+U5/iCu1GHhgDIG/34L/07ICuzoSUqs7s7AhzqkSXZPZVvu4is/5jrjaYj6GHKimCFevFf+RYnx/MkCxb324+SufW/IPQAdqAD67W/J9N+/G3YehAtM8Ldu6LVCvj1AxQyBbnqGY7E1v09rSdbRswKTxDbF0NLXW7puIBHI++K2VUlV7YxbLGyBrBKU0PakpWIRDmBZbt2kO1AspxEVdSGS53rhVdXKVUqsxuRMwugRKNVMevV1OpYz7WiYNhYlZeYzG5dm4Fpi2XnZdrpNPlf/3Vy/+0DDR93xCzLqMxi29UpVU2fz+goGAbqzh0ye9iysEdG5Ll4QrLxee5qpG3hmT5Fuf/u6qbuvJepiEJq6klMRSHSqDLri2LasmJ3d+fd8x4PnpY9C8kXfojCTW9oeK6OWMqXbbSBfpnHC4T+4PfRb70VbYf0wBeUoerghFwTYhbgY6/dzT/8yGHCqcp77ds+flmH9pDOdN6k3HUEffYsD15KoWPxiugwmdt/ivF3fJeJt34V0XNUHqAoWJEBtMwIPl3lj94oK7Uj1+XqZ0omOhYB7xo1TW4StoyYBSh33Yxn5kxLxwQ9KgXXM7uqOBmzK0szyCOAtJElpIcQiOrys8uNTbKcJO6Joyobd/nx6QrZsolls3FiNhZDJCpV6oBOomAuccTKcMaFAkxu4eztsmVXB1+0ijWnItuoilqtzIaabwADUDtlJbFVq4FIyZsZpaMDtUvGZTm/EwB2oB21WFu1UgszKMKqa45qzyjMRhROTz0GgL/BioftjfLmgsVt7bfx0r6X1j2mZUaIP/gRAAoH/uOC51odu2xYqAO1BjHtsOxncaaFGVYErTCNUkyQK9lL2gxAVn0H4z7s6UkUTSB6di15zI3G7nY/56cLFLtuwZO6xNkL59mvXEU79hZQtcr/6z9zrcggeuYavqvf4diVvySiWzxxsn4sbjabI6oWN2RAzXqypcSsHeio+8NuhkAlzaBRl5/L8nA+dFeUZmDkyek+TGEyFB4CZPaoy41PspTcUIsByAYw56Ys0ETlaC3Qdu1CpFLYs7N0BD1r3pSVKc8Vs1u4MmuJagJEq9iTNf+paDDkoGYzaE3MKh1SzIrp1q5hTsOXEgpBxdogcjXfrOXvQCvUPvOcxiCr0hBrDV/Ff3mMyz3wjFr5fQ7PTwkRvgivzmb42O0fI+qpn6bov/INABIv+eiCExmhdtOXN2zUOc1Eiib/fpRAAKW7m3JCVmz1xMWKzaAFmZFNo+o2Yo6NYruwu91PwbAZ7b4fIeCZhIc7AuPkjrxtwWPMyABa5hodX/pxOp76I+6zH+fLw5CaGK7uc6UYoMe3df/em2WLidl21GKypWP8HhVbrE9zxXYhkZd/GCuJx1GNHKN+ucx8ICojuCaKEys/OZdNT9LYHGLWuSnbiDQDALXSkCESCcI+jfwa52FnilLM7m73M71FxaxlCyzBsj2zc4WiaFRFzedB16HJCWAOaqf8WbZcma2cjxIKVZvOqvFgVD7z5tgMHP+sWYkttM7LKtwzBzWe8ktPayA4fyCC7Y2hltINc9r9l7+BEdtN4aYfWPRcnb+TgmGjDg6i3XwzgV/4YN0+ans7dqHi+c1MYNpiyTSDOnIZVF1gb8Px5V1h+fMb0/oZj91CAT/9QwcXbYSzIgOoRr767x/SvkkZD1euXpYbbIOLVjcHIlvXI98sW0vM+ttQzUI1cL8ZnAxJtwls9UiuUmV22Cdz7+7tvhdN0TifaS12zWVrkixvvJj162rVP7pRNgNCFfGSy+HVFMrW2l6jHJvBQMxL3rAXneW+WXGa5Jbrma3LcW0QpSVyeZRgoOUlWaWtDSUWw3xi/vCXRc/HEbPBYLXpTORq4sT219sM9OwoQvVghfrkvpVKs6e7k5M+mWoQ0uf7fW1fBEVYKGZ+3mNaZkRGXy7xnp0VjKJho3g8hP/g9/G+6lV1+yihIHalmz6fkRaKhUbZNqSQk2LWtx3FrLyBGk2XOX3HbwDQvvvWRY8p99xS9+/+m18CwOkx+b1XC7NkCBLxr00u82ZiS4lZK9QLgJa+1vQxtbtJ1ze7WqyKZ7acI1MZZdvh6yDmiZEsJVfj9Fw2MVkjy1RxqnFH9TriZFsCGzI0AUAJVUba5nJ4NGXNJ4BlKmK2u1IB2or5247gX65nVuSyoMrPhEa5sCKXa7n5C+RSu/d1r8V86CHsycmlD3BwxGw4LK0GUI0HA2c1MgGVCV5aZgQrMlAVntblSyhtcaK9h6rHtDVoABMVcaiUrotkq4yvtSJLZ5AGdMdmsMjvTSiEKJQQispYSr6P3kjzEVuikEfVBcJ3Y3feN2JfZWTtr375Mj/6b/Kmy8mfXQijo/Zzn/qBfyB03/vYr47x1HTldzw7RR4/ocCNPTABtpiYNdrkFCg92fyklcAcn4/L6pAomAQ9Kj59+b8+Wn6KnE9+mAe0ADFvjLSxdbMvXZrjWv4alrA4HD+8oefRGa6J2Y3ImQWq4kVWZtU1t0JlSvImtKciLnJbcMy3I/iX65kVqTTqjkEZbdTA32pPTVXtH62i33cf2DbW2ebH2tpT0xAIgN8v/6+qdYMT7EAHirBRS9Lfq2WuYc4ZNWuPjaHu3MVPHPgJdoZ2crz9OP2B/vmvU1m2V8uZuu1qfhJFmM2J2WoD2MK/N0owhMjnsf3tTFWaDHtaELPkcyi6wApsv2iu63+n+6Je+mO+BfZ2DvJXmwGdke8HfDM8nO0iX7bIp6XtJbiMG7StxpbKarD90hSutlDBq9oMtuCFe7OSWGHGLMgZ4LnoXrAT+DU/EU/EFbPbgM0wMAGo8/E1Ex20FijhOWI2pmA0sBnY4+Oovb2r8nqOzaAnUpm4VN56lVlHzC7XM2udO4d+63FEOtPQZmBPTKAfPbKs51b75NK/PTbe9DH22Chqf3/V1qB0d2OP13oHnDxZtTCD7W9Dz1yj0H1z9XGRy6H29dHh7+DP7v2zhV+nUplVr6vM6hkZA9aMmPVoCpq6eGFICQYRuRx2oINCUfo0W2oAy+dQddmlvx353TfsZTprcKA70HT+9czr/gKhqAivvJ68LHKVLxSOcmI8x0AqBcRoi934to0tVZm1/XGAlprAfLq8SJTWOMPxRuS3v3mVe//wKZ4ZrR+nOJkxaFvB9C8ApZwhr8nn8Gk+glqwbgrYeGEcS2y9D1uXxUmVZYVpoz2zc5u+hto3ZglOicVA1xGTU3g0ZV5l1njgATJvezvGY4+tyutlSjJTN+qXf3dbujK7DM+sEAKRTKJ2daP29GCdOjl/n0QCpX15VUElGkVpa8N89tnmzymXQ4nUpm1pA/3VnFkAKywFsmfmDFhl1FIKa06Dl8jmavaExV7H29hmoFXErBmeX829HkVRCOjaov0nancX5POUzSiFkhSz/hZW8OxCGcWvyxiqbcgLdkV5/ZEO9ncFGYwvUZWtYEUGsCu/JwB3RGW021fOJJhOSRtLZ9vGFg/Wgy0lZtH92Jq/uuTSDJ7KHfxa+9FuNCYz5eroy1/7ypXqdiEEJydyHO5ZwbKFEChGgbyq4Nf8qIpKxBOpCp1kOck7H3wnv/b0r63oPbhsPqaKsmFlM4nZ5TYTrRRF01AHBrCGr1RsBvUiofylLwOVYP1V4PJskZ6It+p1n8xsvazZdMUqEfUvQ+yUy2BZEArhednLsC9ewnjs8erDwrKgVGo5Y9ZBURT0u+7COjlfJC+EyBfqYsDU/gHs0ZqYNbpvwfK347v2EGpl0MzcUbNyFO7Sw0dsnzxGLdfErGLk8czK3HarCTELS4+H1w5JD2cxE6BYlj+rYJMrH8KysNIl9Oj2GWO7FnQGde7UL3AlUWQ6K28oOqPL+53eSmwtMQvYwU705MWm93dmeBtbsHN3I3noirzoRXwa45kyl2Zk1bRg2JQtUe28XBZWGQVBQZF+WYC+YB/TpWlKVomzKek5e2T6kZW9CZdNx8XsRQaDg/i05qoOa8VGjbC9HrWnGzE9g0dTsGyw50QniUplq1EeaqsIIXh6NMvtg2F2t/vRVYXTU/M72zc7TvNpzN/6ylAtBiuI9zWvBsB65unaDsvMmJ2LduAmRCKBdeFCc+eUz9eNzlW6uhDpTPVnj6Jih3pQi7MoFSFqV8SsEALy+abOt+qZdSqzuWl6/+oFhJ/9f5S7bwG9ub/HgFddtAHMscSUszrFsolC8816IpUCAVr0xm9WWkus8ABD4hqTmTLZQhGQn+M3OltOzJb678Yz+UzT+1fF7BrH3txojCRLeDWFT/7wIXy6wj89K6u06YrvLrqCPw4nHmZWmEQ88sLc7pXesJSR4lymNsGkaBWX/Toum49EKUGnf3kNNqvJRmXLXo8SkSNta9epOWJ2VkYyNcxDbZFc2aZkCnqjXry6yp4OP+emmo843CykKhmmsUDr15+6GKxwWPpT5/hmnUgsZQXNMp4XvhAA85mlP6OEZSEmJ1G7a7YBdUBWSI1vf5vin/8FQghsfwy1lELLSS+tHazkE6fTYNso0aX9kE41V6k0gKln/w3FllnDRuehBY+7noCuLmozUDo7UaIRSmNF8rZGwKM0H3NWEfDKNui8X0vK3TfTxzQzuTL5GVnl3yzXu7Vky71DM74HrZhAzTd3gW/0IeGyNKcm8+yI++gIebhnV4xvnkti2oKUUxlZ0ShbKVBH7Cz9QXnxDnvkUlnOyFUrswDPJZ5b9LlmijOcTZx1J7xtEdJGmogeWXrHNWbDsmWvQ4lGsVMpvBWrg2M1sGdnsa/JCEJ7auVi9vo4vb0dAU5P5qu5rVuFUuX704oP02HugAIAtaOj7kZB5B2xu3gc0mIonZ0oHR0YD3536fOZnATLQu2vLfFrQ7sBKHzsf1D6u7/DOnUK2xdHKSbxjXwPgYLRLgcm2MNyypO6c/7Er3moGrYnXLXoKdPSXpA9+iNkjr+36fcX8CzumVUUBe3wYYzxLAX8BLTmf79EpWFMBLdfLNdqYnQeoV+ZwUblrNhBQBNVu+WNzJZ7h+W+OwAIXPxyU/u7ntkal2eLvO1vTjGSWnwaiBCCk+N5bhuUouO+PVGSRZORVImZyvSv5SzzOTjxMGm7TNwTB2pB31kzy7PJZ7m7824AJouLZzb+4pO/yFu//Fa+Pvb1ZZ+Py/qRLCeJ++IbfRq0Bz3cOxTlN14ztKHnoe3eDfk88elR/uuTn8b+vleT+9UPy/B9IVDa4i1PlWrE1aS8gXTydW8dCJMuWkxsMd/sShrA7MuXgdpSuLp7CPNM7Ua4Oh1sBTYDRVHwfv9/wHr6aazh4XmPi2yWwh/8Ieap01Uv9FwxO3dMLID5xJPYPqcyO4kV6q1VZmdk5V7tai6z2fZFqtdeZfos5a6jpO/9Rexw82kZYZ9WTcVYCLWnByuRJylCRLXmJ82JYmWlIBxv+hiX+djBTrzf95sAnBS7iAa3hwd5y4lZo/sYZmwXvqvfaWp/pwKT3YIxNKvNOz95msuJIo9cWTwCayxdpmja1S7v3e2yUvHWvznFiXG5FLd/iTDnuWiZEfo/fojA6X+W/87LJqC8MAlUZoE7YnasMEbezHNzm4yfcZrCPn/18/zO87+DLWpVgadnn+ZKTjanfXP8m02fz0oRQvCHp/6Qj5/9+Lq95o1A2S6TNbMbHssFMtPxd75/Ly+/aWPPxREvOx97gFcNy9QC88EHKXzsf6B0dOB59auxL1+ui2taDhdnpJh1GjedNBKnYrtVMKpDE1r/6LKHr4Kuow4NAaAN7oBsForye+OkCKw0Cs372teCqlL43d+b91jps5+j/LnPkfvJn6T8la/I15sjZhWPB/3uu6v/FqkUti+OWkqhFqaxK1FdAHbFS63EmqtkCl+smmagTJ+p5pK2QiygkSou/juj9vcjcnmyeT993uZ92UpOnpsIb/z1YavTE5Wfq8Oih7bAjT/9C7aAmP381c/zByf/oG5baeCFeMceazhn+noiPg2PqlQrituVUxP5ahPcWHrxaszjV+Xd+/F++cF3sDtAvFKJ/X+PjtMZ0lsaUei7Jpfcws/9FQBqfgobyNulagNYWJc2g8vZywD0BHoIakHSRhohBP/79P/mq2Nf5VquNv3tgfEHCOpB3rz/zTwz+8y6+WufSTzDF699kX++8s/r8no3CpslY3YzoYTl7/3A1z8PQGn/wepjnhe+EO/3fR9YFsZDD63odfKGjUJtQIRjN0jkt5qYldcwzzKGJthTU9IGUJkApkQqE9jSlcaqyuQuJy92uagdHWjHbsZ69lmsSjW4eg5zkimMr8nVJKWz3kMe+thHiX79ayg9PYhMBtsfRxEWenq4TsyKdGti1vZGUMtp9ORFlMwYRvtNLb+3mF8nWTAXtXVpR48CEE3k6FQzC+43j7T8/ovoxnvqtzrdcwZV3DqwdNrFjcCmF7PjhXG+OvpVynZNgJnxIVSz0NTwBEVRaAvqW+6ivdo8dFle+MJejb97cpLcIktFXzo9S1fIU63MKorC3/9IrUmg1VxO/5VvAOBJnCP2wK+g5acoVJoCgrpc0uvyd6Gi8vmr8kN9b2QvIU+Izwx/hv93/v9Vn+tM+kz16/OZ8+yP7OfOnjsxhMHV3NWWzmu5/NPlf6p+7Qg0l6VxxhW7YrbG3IzQh3qPcPGXPoZSaQjSbr4ZdXAQvF7siZVVZvNli4BHRa383fVW4o9G04tbjjYbK5kAZl+9WtdspURk45TIViKvcnnw+VD0lc8SCv7iL0IwSOnTn67bLqam0A4cwPv93w+A5zWvqYrruSiKghIKIvK5ar66nrpSnfYEcqAG4XDT52v7oqilNIGz/4pQdQo3/UDL72tH3EfZEoykFi6IqD09AISKRcKlqaafW81IO42IuGJ2pYS8Gge6ZKHoVQe2x/V204vZofAQhjCq+ZRANTRazTY3acWnz89w3G5cS5boi3r52fvlZJX/+73G2ZUl0+aZ0Rwv3R+v60KN+nX+5u0HeeedPXzk1UMtvfbc8cOhM/9M6Lm/JlOZVuKIWa/mpdPfSdkucyh2iIHgAO/e924APn259oFwNl1rDpsoTDAQHGBPTC6XOVXd1cYWNjNF2fVctIo8Ofskh2NyHOvp1Ok1ec0bkdmy9Pg1mh2/XXEqswD/vP9+ciWL4Id/FaWzE/3IYRRFQe3uXrmYNWyCcyYxtQV0Ij6NK4mtJ2Z1VamK8mYRpol19iz6zbXpWUq0EnFVqcxSaC7mqhnUri4899yD8a0HEEZtVdC6ehV1cJDAz/x/xL7xdYI//3MLP0d7B2J6BttXq7waXUdrz3XyFPrRo40ObYjwRlFKGTyzZyG+C3sZI2N3tclCxmI3QUo8DppGtJAnUrgGZnMrZkpCfiaJWE/L5+Uyn//31oM89P5bOdB942fMwhYQs050U9aoTaEy2/cD4JluLpxaVxXMbd4AljdsQl6VVx9ow6spDC/wIeZYEA73zP8D2NsR4L339NMebN6DoxZm0TLXyB77UTK3vhdbD6IVpskgfx5BrfY6HT55cX3d4OsAeFnfy3jzrjdXH+8P9HMuLWO7LGGRNtLEvXF2hHfgUTwM5+Y3XKwGf3DqD3jbd97GUzNP8eTMk1jC4r6e+wDqbrJcFsYSVrVy7lZm5zBHPJ1u24lhC/RDh4j+w6er3k2luxsxvbLfs3zZqo72Bln56414t9zghLJlN51bOhdHsM5d0neqtNZl6bsXudUTswD6vfdAqVRtPBNCIKanm/bkqgMDWCMj2HMaJu1A7fztmZmW/L22vw09N4Z/+JvYQy9u+ri5OGPMF/NaK6qKuncvR6YuElYK6KkrGN95cPG4MttCPfltUARi1/LGCbtsb7aMmM0YNe+NGRvC1vx4ks0FU3sbjIrcbuQqH2aKovCKm9q4NFu7WzYsm1/7ymXe9Jcn+OIpWYHc07H8eJq5eMceQxE2haFXkrnzZ5j5D9I3e7b/FgAGgrXu3Xftexdv3PlG7u+9v7ptMFSb0X1rx61czl7GtE0yRgaBIO6No6s6PYEexvJjq3LO1/PgxIMA/J8z/4e/OP8XANzTdQ+aorlitkl+89nf5BPnPgG4ldm5KFpNYNqq1vCmW+3swJ6embe9Fa6vzAK0B3WuJkv86pcvcXl2a+Q5m7ZYlsXAGTyhzvGXqv39KG1tlL/4RYyHH0EU8itKMrge7SYZoWWdqVijikWZC9vkhDElEoFcDttXy5F1LAeiWIRsFqWz+epqcWdNwNq7X9L0cXNp1mtt33SAg4lh9lwcQTn/JPkPf5jcf/3ZBb22numT2NNptFgAQvFlnZvL9mbzi9lKJmXWrFVmUVTsYBdqvjkhoWvKto/mypdtQpWxgu3BehP/Pz87zVfOJBhNl/m7JyaJ+TX2dqxOcLVn+iQCBbNTNrYYXUcZf8eDDN/0ekA2ejkcbz/Oew+8F49aq/zui+wD4ED0ALe230rBKnAufY5ESc6fjnnlh1Obt21N/Kslq0TOzBHUggznhrmau8obd76R/mA/nb5Opksrj03aDnx3UjYB3t9zP151e0TFNIvSURMkjSYVqp2diJkZOW51maQLJhFfvbdyMO5jOFnia2eTfPRra7OqsdqULbG8ymy1879+wIA6OIh98SL5X/ol7OGrq1qZVfv7IBSqTgNz8oLn/rwXQwkGQQhMvba/Y7GznViu9vaGxzai3HcnxR0votxzK2LXfU0fN5eIX0NXFcaWqOiXu2UT3Z4nR0h/4nPV7fbVaw33D1z8EmZJhc6VNd+5bF82v5itVGadiCYHK9zb9Fhbj6puuXDw1SZftqqVmXhAx7QFmUoT2Pcup9nd7ufP3nITB7sDvPFYV/NTW5bAf/U78uKp1yq9dqCDrCUjW5xIroXYF93HB458gJ87+nMcjElB/PjM49VGsL2RvYC0KIwXm/NQt8K1/DUEgnfte1d125uHpPWh09/pVmabwEmZeOvut/KBox/Y4LPZfIT/6A/h/8qYt0aTCtU9e8CysM6fX/ZrjGfK9ETq7UFvvqWWT7pVMtVNS6A3aJhaCrFAjJX3da+tfm2PjsqGu1VCURTUnh7sSXmNsCel71ntbtITWhHWomxR7jyMUD3YISlmxYwjjFtollJUZr/v40y/4ZPgX95gAlVRONYf4tnR3KL7jR2+rfp1+cIUVD5Psu96V21U7xw8k89i2hGUNrf5y2V5bPpLWNwbJ6yHq3miDuW+u/BOn0Qxls6x82jKtm8Ay5QsgpXK7IEueZF8bDjDqYk8o+kSezr8HOkN8Rc/dJAfe8Eq3R0LgZa6gtE13wOVNbL4NT+6unQn7iv7X8mO0A66/F3si+zjby/+LeOFcVRFrU4Q2xfdx1Rxqs5bvRoMZ2XF6ljbMX7j+G/wO3f8Du0+WQ3p8nW5YrYJHK/sUHioruruIlF7e/FUsk8b3XRrFYElVmA1SBbNeXmTO9v8fPnHb+a+3dHqje1mZ7meWTtV8cxeL2Zf9SqC//O3qv/Whnat7ASvQ+3rrU5yE1PyWqH2dC92SBVnEpnI5Zl57ScY/+FvVx+zK6OO1RZsBqvFrjb/koN3zutxfuRVv1z9t/8n3wce+ftnnbyu10UIPInzWGVVWitcXJbBpheziqLQE+ipdpM7GG2yIhd95HeWfA6Ptr0bwHJli0TBZCAml3dv7pPV0A99+TLv+fQZRlJldsR9q/66amEG1cxjzYmTqZ6Tmatmy7aCU4n92tjX6PB1oCkV60RFYF5fwV8pw7lhVFQGQgPc1XVXdZgDyDix6eL0ho7SvZy9zAef+OC6xZIth4sZuYJyU7T1XMvtwqJjt0OVPNTc4tWwhTBtgWWDv8EI36hfJx7QSRe3hpgtmQKvvgKbQTQ67zHPHXfgefWrwOtFP358padYh370ZuyrV+V44olJUJR5ubILoQQqldlCHuFvQ1T8slC7sWnWsrCa9Ee9ZEoWmdLCvtlU0WIq2EZgrwfFo+B56UuJ/O3fAGAN11+rtPQV1FIKq9T45+Pi0gybXsyCtBqkjHqRUtp1PwDBU/+IWphd9Pjt3gA2lZXRML2VIGWvrvIfDtdfBF+0J77qr6unZVXTbCBms2Z2SYtBI965752ATBFw4rEAoh55Ebz+92SlPD37NEPhoYY+zy5/F4YwGC+svr2hWb42+jWenn2aL1z9woadw1KkDVkVc1MMFsYZz9pIzCph+Xfi5KG2SsmUq1K+BURg1K+TLi4ehL9ZSBdNor7Wc2BFKgXBIIqn8cpA8IMfJPqlf0Pbu3elp1iHulfGBtrXrmFPTqK0tzedC6vEZRVZNBhnbM9Mg8ezIZXMPiejeJGs2ZmcQdSv0fuGPnb/WAdqW5sU3oEA9pX6Vdbguc8jbBCFsitmXZbNlhCzMU+sLs0AQOgBpl/75yjCxDP13KLH65qyrT2zeUNWXeZG8/ziK3by4E8f59dfM8Sbb+nipq7VSS+Yi+aI2dgClVlP65XZDl9HNc7rjs47qttjHnnhd4TTanEld4UjbY2jYm7rkL6wx2YeQwhRN9hjPRBC8LWxrwHwvanvretrt0KinMCrevFrq9NUeCOiKIqMEGxwnXKyaEVueWK2YEgxO/fvfy69ES9lSzCd2/yDZVJFk6h/GWI2nVpyUtZq9QnMRa14Wu3xcexLl1qK0nKEtXXp8rzH7EuXUbtWr7ehFQZichVvsUmSI6kSHUEPwt+GZlWq4qqKOjiIcvYxQs//LQDe8SeIPPl/KMaOghDV7F8Xl1bZEmI26omSLCfnVQ6M7mPA0nmzXq02NEEpJvGf/2JTo3BvFPLlyofZddE8aiWm67++ZBBNXf2Lop66glBUrHD/vMeyxvIqswAfOf4R3rHnHby87+XVbd0B6UO7kr2y0GEtkzNy5Mwc3f7GHrfB4CAxT4xz6XN85JmP8Iavv4FnZ59dtddfii+PfJlEOcGB6AEmihNMFifX7bVbYaY4Q4evY0M+eLcSngVSVxRNA68XkV2ezaBYEbONbAYAO9ukOLm2hA9yM5AtWUT8zY/SdhCpNOoGVP3UnTsgHMZ44NtYZ87gufeepo9V/H7weBD5+T936/x5tGPHVvNUm8apzD4zmm0Y6VY0bJ64luXOnRFsfxy1mKw+pob9KOOXiD30m/iGv0XkMTmqPnHrBwFcz6zLstkSYnZXeBdZM8tEsX4KjvCGMaM78UyfWvT4uUMTOr78X2j/xgcInvmnRY+5kciXK5VZb+sfAitBnz2LGdsN2vwl+uV6ZgFuab+FH977w1W/LMhGwU5fJ1fzq+cddZoOd4bmV5ZBVnJuit7E07NP8/DUw9jY/OOVf1y111+KE8kTRDwRfvbIzwLwyNQj6/barTBdmqbT53YpL4WuKg2juaDSSDQysqzndVZmAguIWScIP7VIEP5moWwJfMtpAEsml6zMrgWKpqHt2IH5Pblyot99d2vHB4OQq29yFkIgMhnUeHy1TrMlIj553f3001O8++/PzHv88asZTFtw71AU2xdDKaVByBsqXS9ileTvYeSJP8E79jjZY+/GFLKw4YwYdnFplS0hZnsDcmlmpjS/m9foPIJ3/AmwGi95aMlLVc+sUs5ULQn6zNmG+9+I5KvLjOv749aTlzDb9jV8LGtmCXmWV5ldiKgnSqacWXrHJnHG4w6FhxbcZ390f7UienvH7Tw6/eiaDW+4njPpM+yL7GNXaBc+1cdovvGI4o1mpjRDh3/9G1W2GrJRtXHqijo4iD2+PG92YYm//3hl2T5Z3PxidjlDE4RpYg8Pr2rsVivod0o7lHb4ENqePS0dqwSDcpjDXIpFMIwNW5JXFKXqvy6aNoXKzVLZtLFswYmJHJoCtw6Esf1xFIQUtIBHSWGVNbJH34F36lkUBIWhV9QmtLk2A5dlsiXEbFCXHsm8OT+Gq7D7FWjFWTlv+jr0xHl6/uG1dIx/h2zJQp94FqVyh6hl10dwbAY2qjKrltPViTVzEUKQM5ZfmV2IqDe6qp7Zy9nLBLTAgjYDoC7d4KcO/hQAX7z2xUWf90LmAieSJ1Z0bqZtMpwb5mj8KIqi0OXv2pQ2AyGEW5ltEs8ilVklHFl2A5gzrSmygNc0VqnMprdAZdawBJ4Wc2ZFIgGl0qrHbjWL7x3vIPDffpbghz7U+sHBIOL6ymxV+G1cFfPrP3EL+zqlBz5ZMCmbNj/yydP83OcvcC1ZojfqxaOp1VG8aikJgIcktqGQ3/Wa6nMZ3TfLnxFumoHL8mndSb8BON7KnDnfO2R0HQXAM3Oq+rWDd+xxALpmH0dwiNL4aQCKO+/HO70yMbGVSFVid5zlofVCLWewvfMFa8EqYGMv2zO7EFFPlIvF5gZpNMPl7GV2hXehKgt/eN7afitv2/02buu4jf5gP8fajvHU7FML7l+2y7zv4fcB8JVXfmXZ5+ZMO3NGw/YEeurErCUskuUkHb6NrYhmjAyGbWz4eWwF/B6VQrlxZVaJhBGZ5a06OKOrd7U1jt/z6SpdIQ+nJwvLev71wrQFpi0WTGVYCJFMAqDE4qt/Uk2gaBre171ueccGg4j8dWK28nuwkUvyqqLw/71okJ/+zHmeuJolZ1gMJ0sMJ6Xv+sV7pKXDKWZohRlsXxyvPQnEKft2knjZb2N7I6DqmCdOQiiE2udOAHNZHluiMruYmLUig9ieIPrMfO+Ob1R6CGPI4/Kzo1ihHoz2A6j56aqP50ZnPF2mI6jj09fxx22WUKwywjv/guuMJl7tymzME1u1yqwQgsvZy4taDEAuub1z3zurFdqj8aNczF6kYDYWBnOtACtpVkuUZSXDibvq9nczUah5yj9+9uO87dtv43+d+F+rPkiiFcYKcgWky9+1xJ4u8YAcM90IJRKBQgFhtl49TRRMQl6VwAJpBgBHekNcmt3cYra0RCPbQtgT8u/CibraSqjd3dWhCw4iXRGzG7wkf8tAGK+m8NGvD/MH3673c79kr/xeG103IxQd39UH0fJTaD75MxSpFIV9r6e08yXy31OTaIODstnRxWUZbCkx2/BDWVEx2g/imTk97yE9JcVCTKmI2clLGO03YQc7UYRZ12V5I5MqmtUmj/VCLUtR2agymzPkz2M50VyLEfFEyBgZLLHyAPhkOUnKSC0pZq9nKDyELewFs2fn+r4fnX502efn+HkdC0S3v5uUkaJoFTFtky9d+xIA/z7673xp5EvLfp2V4tgp5mYCuzSmLaAzm19EzFJbYraGh7GuNtfsOJsz6AgtPnmtL+plLF3e1FmzxUperr/Fm3LzscchFEI7cGAtTmtN0fbuQczM1FVnRaZiM9jgzn9drc9vf8/dvRzplZbAF+6uVGYD7VjRAfTUZdTC9BwxW190EOnMhr8fl63NlhCzAS1AzBNbsFPd6LkF78QzqPl6z6CWHaXcc7wqZrPZDMUdL8EKyiqRllled/BWo2jaLX8ArBS1IEVbI8/sdEmGgMe98x9bCTFvDIGoiuWVcCl7CYDd4d0tHedUSh0bwPU4eckBLcAD4w8s+/zOpM8Q1IPViWg9ATnvfbI4yVhhjJJd4s273gzAtfy1BZ9nrZkqTuFTfdUJbS4LE/Jp5MqNb8S0nTJRw750CWFZZN/1o2Tf+a6mnnciU6YzuLSYLVuCxCb2zTqNbAulMiyEnUigdnejeOenqmx2lHZpz7FnajfBdnpziFmgOvr8Q6/cyXvu7uN/ff9e/uFHDtdlARvxvXjHHsOTuIBeEbN2un64jZ1MorS5Q1Vcls+WELOKorAjtKNuGXUuxV0vlcMT5iQUKOUMailFuee2qs0gSYjSzhdTdvJpp9YvE3QjKZk2vnVOMvDMngPAbJ8/wtQZb9qqUFyK1ZwC1kySQSMcgb6UmL2r8y6u5q8uqxImhODJmSfZF9lXzW4dCA4A8Hzi+er390U9L+Jw7PCGphxMl6bp9He6GbNNENDVavXxehwvoT05VTfbvjg1P+FlLtmSxcmJPEd6F/enO9MBFwvC32hqk8xabABLpVBiW7OxSB2QGd3Gt79d3Vb1zG6CZqkfvauXf3/vMb7vkBTdUb/O4HWj0Uu77kcrzBB76DcR7TKZyPExg0ybELOzW9IG4rJ52BJiFmpLyI2wQrIqpRZqY/+0jPwAL3ffTDAq/9CSvgGs6A7sSmV2u9gMShtRmS1KT6cVmN/4czFzkR5/z6rbDBwxuxq+2cvZy8S98Zarx/FK9+5sufGIZefcDsYOUrSKC+7X6Hy+Nf4tLNviYvYiI/kRXtH3iurjB6IH2BHawVdGv8KJ5An8mp99kX0MBAcYyW/cCsRMacZt/moSn0etCrbrcapWdiJB4sJwdfu3vjvfXjWXizMFBHCsf3Ex6wThj29iMbvcyqxIJlGiW1MoaYcPow4MYJ2pFWpEOgM+H4qvcUPfehNeorG4uOtl2JVEItE7BKqKmKld96wzZ6BcRj/sWpFcls+WEbNhT7jaOHQ9tl8uYTpL2yAtBgBWuJ9wmxSvE55KzqCqY3vCqKWVV/C2AkVDrLuYVSp5r6KBZ/ZC9kJ1eXw1qYrZ8uqI2VarsgARPULcG69Wdq8nY2QIaIHqIIZmqqZTxSne+7338rHnPsYvPfVLnErKISG3tN9S3UdRFF478FpOp07zwMQD9Af60VSN/mA/M6UZStbGTHeaLrqxXM3i11XKlsBqNNLW74dQCDE1xcjpS9Xtpx871XB/h794VHq3D3QHF33tamU2s3nFbNUzu0gjWyPs2VnUjq15Q6UoCmpvD2KOzUBk0pvCYtAsdqCD8Xc9QvrO/0rq/v+OunMn1oULtccr3m91aGiDztDlRmDLiNmIvnBlVnhCmKE+vFO1uC294oe1IgPofTdzk3KVJ9Ta+D/bF0UtrV4m6WamaNotdwCvFLWcxdYDoNZ79R6eepiruatrI2a9q1OZtYXNldyVZYlZRVEYCg8xnBtu+HjaSBP1RKu2gGbE7OPTj1e/fnr2af7s3J8R9UTp8ffU7feyvpcB0uKwP7ofqKUIXD89bz2whe0OTGgBp+K4kNVA278f88QJ1PFxJgJtlEIR+kYvcGZqfv42QCJv8OiwvGZ2LtEAFvJpxPwaw4n540k3C9WxvC3cmItSCXI5lI6t69lWOjrqPLMild7wJIOWUXWyt/44dqgHtburmisLUP7Sl1CiETeWy2VFbBkx2+Zro2gVG1fdFAUzvhstW1tO1WfPYXuC2P52ssfezbE9gzydDmNWqhjCE0JZhUahrUDRtNc3lgtQS2mEt/6CO5of5cNPfxiAVw28atVfs8PXgU/1cSFzYemdF2GiMEHRKjIUGlrW8T3+HiYLk6SN9DxhnTEyRDwRuv3d6IrO1dzSHekXsxcJaAH+9WX/Sl+gj6JV5GDs4DwfatwbZ0doBwDH248DVEXt+fT5Zb2XlZA20pjCpMvnxnI1g/M36oi269GPHsU+f57Y5bPMxLtQu7poL6aZzBgN939+XIrc//aS5iZfHe4JcWYTZ80WzNZtBiKRBNiw0a+rgdregZidrfrrrQsX0HZuzACI1UCJRqtNbADWpct47n/plmzQc9k8bBkxeyAqY1XOZc41fNwOdaPmpqr/9kw/T7nnVlAUUDWO7d9N3rB5+LL8IxLeEGp54/I315OyabccNL5S1MI0VrB+efkzw58B4H0H3rfoVK3l4lE97AjtqGabLpfzGSn89kRaGz3pMBQeYrY8y5u/9WZ+/vGfr3vMEbOaqrE/up+TqZMLPEuNi5mL7A7vxqf5+IWbf4H7uu/jnXvf2XDf37z1N/nRfT/Kfd33AbXKbKNR0GvNdFF62F3PbHMsWZk9Ij2F8fQMufYePF2dtBcznJhofFP+8JU0QY/K64809/2PB3QypZXH2q0VTs5sKzfmIiev8Up4i1Uy56B0doBpItJphBCI6WnU/q1bxVQi0WrEnD05CdlstdHNxWW5bBkx63wgJkqJho9bwW60/BSY0huoFWawgzXBdNdOeTH7nW9d5be+McyMf2fVV3sjky9b5A2b2AKjLNcKtTCDfV3z10h+hP2R/bxh5xvW7HXj3viCSQLNcil7CRV12WkLd3fdXfdc13K1aCxHzALsCO1YMI/WQQjBxezFqrA+GDvIh275EPui+xru3xPo4Yd2/xBeTVY5gloQn+pjttRco9lq4kSwdfpdz2wzOEMNsgsISs/dd6MOyirr1f234O3vYzA/zcXRxraa4USRPR2BpsVf0KuSNzavmF1WZTYnhb4SWtwzvJlRnXiu4WGy7343WBZKd88SR21elGgUcjlEuVxtbNOOHVviKBeXxdkyYtYZ2+lMPrqecs9xFGHinXoWhEAtzNZ10kf9Orvb/UxmDT73/AxfLN6Cmtt8s+xXm/FKQ4fTrbxeaIUZ7EC9iJksTtIdWP2K7Fzi3jip8soa+2ZLs8S8saogbJWB4ADv2f8efnjPDwPwyLScRGcLm9nSbN3UrtnSLIbdeJkY4IGJB8ib+WV7jBVFod3XvurxXCO5ER6eepiitbDH0q3MtkZnSN5wzuYX/n0I/+n/5WOv+ClGD9+GdvQIfqOENdb4ZzuRMeiJLO6VnUvIq5Ev25t2cMKyPLPOsIHg6o7OXk+UTvn3U/zEJ7CvSC++5+67NvKUVoS2T17LrFOnsaflNULtXtvPBZcbny0jZp0K01RxquHjVlR2h2u5SdTCFIptYF+3zD13CtaYGUG1imBv3krEauCEsEfXuTKrlNNy7naFvJlnJDeyrKaqVnAqsyv5QJ4sTq5YgL1l6C28Y+876PZ388TME9XnzVv56veg29+NQDBTmkEIwYee+hAfeupD1QlmI/kRfufE79Dubef+3vuXfS7H2o41ZWdoFktYfODxD/Dhpz/Mjz/04ws23M2UZlBRafdu3eab9aSjMthgJrfw4AIlEOCJ9j2EvBpqu/y+GtMzpIv1x6QKJqPpErva/E2/ftCjYtqibqrTZqJo2ijQkmVK5KSY3dKV2S5pFbKeex4A///3ftSerVuZ1fbIVSZ75JocNazrKLGtGZ3msnnYMmJWURT2RvYu2NzjTPVS81N4J+UwBGc4gsMvvHwH776rl86QzrQVkM9rbt7u3dWgZMoPpnVtABM2ilFAeGvVkInCBDb2uojZkl1atGK4FNdy1xgMNdc0sxR3d97NqdQphBDVirEzDcvxs04WJvna2Nd4dPpRHp1+lAtp+Tv+wPgDGLbBH979hwT15X8Y9wf7SRvpFX1PAIZzw/zzlX/msenHqvm4E8UJHp1qPJZ3ujRNm68NTXXnrTeDM3J2scqsLQT5sk3Iq6FUmprCpRxPjdT7/6+lStgCDvU0/3sT8MqfU2GBBrSNpmBY+D1qSwM4qjaD4NYVs8qcqqX3B34A3xvWzqa1Hijd3aCqWMNXMb/7XbSDB1HULSNFXDYpW+o3qNvfvaDNQHgj2J6QnAGdl0sXVnigbp8dcT//+QV9dIY8zBgycFoxb+xEg2K1aWL9GsAUs4CCwPbUxKwjfpwl9rViqQlcS1GySkwWJ9kR3LEq59Mf7Cdv5skYmWpOckiX3xenCe5K7gr/98z/rR7z1bGvci59jueTz9Pl76qK3uXiRHiN5VfWGPffn/nvfPzsx/nw0x+m29/NZ1/6WSKeCN+d/G7D/aeL067FoAW8moKuKuTK8m82W7L48X84y+dP1Jr3MkULAYS8anWQQm8hyZdO1XuiE3lZqW0LNr8iE/LKj4NMaXOOtC2ZovXpXxMToNWE/1ZEURS8b3kLAN7XvHqDz2blKJqGduxmzIe+iz02hn78+EafkssNwJYSs1FvdGE/pKJQ7r4Fz9TzaLlxhKJhBxoLp7aghxlD+iEVo3FG443CckdArgQn8kzMEbOOuNzsYnY0P4pArFpltjcgxzeOFcbIGlLMOg1gjkj936f/N1kzy+/f+fu8vO/l/OvVf+WnHvkpnph5ghd1v2jF53AgJpNAnk8+v+znmChMMJofJayHuSl6Ex869iECeoCX972cx2cex7TrBZAtbC5kLjAYXJ3v43ZAUZS6JqzTk3meH8/xsa/XMovPTcvorP2dAdR4HKW7m7vNSc5M1l/HEoWKmA0075nti8ob/JHk5hycUDCslqd/2ePjqL29KPr62qxWG/97f5zo176KdtP88eBbEf34cexrI2Dbbr6sy6qwpcRszBMja2bnfXA6WOE+tNwEWvoaVrhvXmC/Q0dQZ7osL243upidysklS8ePtx4431PhqS3tXchcwKN41ryzPeaR3qvlitlTKTldy8lrXSl9AXmhHiuMVeOxHMHt02rjKF/T/xoOxQ/x0wd/mrcMvaW6/b6e+1blHGKeWDVybDn86dk/xRAGf3T3H/FHd/8RN8Xkh+rh2GHKdplL2Ut1+yfLSVJGikPxQys69+1GyKtVfe5zBxhMVBo5HW+sY0lQ29tpMwvM5E3MOV7X6crffVugeRHXE5bPOb2IzWEjWc4kQ1HIwxa2GDgoinJDLcV7XvKS6tdukoHLarClbldjXilUUkaq4fKlHepBLcygp69gRReuCLUHPcyWFGyvgnqDi9nhRJGoX6trfltr1AaV2au5q+wK78KvNd+QshxWWpk9kTxBm7dt2bFc1+NUZicKE0yXpglqwargBvjju/+Yy9nL1QavgB7gPfvfw9v3vJ2Z0kx1UthKUBSFA7EDfG/ye7z/4Ptb9rAKIXhm9hmOtx+nP1ifB3kwdhCA06nT1QENUBvSsBrnv50IedVqNNdwsjaC+FqyRE/EW7UghCr+ViUcJjaTwrQFz43nuHVAjo8eThTpDntamvwX9snnzG3SrNmiabU8yVAUSyh+39I7uqwr2q5d6Lffhj0xuaUzc102D1vqVs8RKgtZDczoDhQE3qnnMSMLV9Y6Qh4soZAkjJZdmY9wszOaLjMQW9+LueaMEg71VrfNlmarjU9rifM7stwhAdOlaXoDvajK6vxpBPQAYT3MVHGKqeIU3YHuugaWfdF9vKL/Fehq/c2GX/OvqhB8Vf+rSBkpPnv1sy0feyFzgayZ5WW9L5v3WLe/m6AW5Gz6bN32b09+m6Ae5Oa2m5d7ytuS3e2B6hSu4UQRryZ/V2YrtgGnajtXzPpLcv/JTM0eMJM36Im0Fi0XrDxntrxJxawhCLRqlyoWUfyBtTkhlxUR+u3fJvwXf95SQ5+Ly0JsKTHrVLQWErPl7luqX1vRhcVszC8v2rNE0VOXFtzvRiBXtgh717eb3BGz5pyfwUxpZl0imryal8Hg4LKX1CcKE6tuhYh746SMFBkjQ9QTXdXnbpZ7u+9lZ2gnHz/7cc6lG0/RWwgnQeRY2/zlQEVRuKf7Hr459k2enn0akGkQXx39Ki/seiFe1R1R2Qr9MS8zeYNMyeThKxlu6ZeVVifhwBGzjndUCYfQ8tKL7ViKAFIFq3qdaxZdVQh41AWHNmw0RdPC12pltlQCn1uZ3axsdS+zy+Zha4nZOTaDRlixoerXRnzhkPnusPyAvey96YavzKaLFtEWP9RWijMmWHjlB3HRKpIoJ+gJrE824s7QTq7mrrZ8XKKUYKwwVh2dvFr0BfoYzg0zVZxacTLBctEUjV8+9stEPBH+22P/ja+MfKXpY50EkYUq6+/a+y56g7382jO/xnhhnA88/gEUFN489OZVOfftRMyvYwv4w+/IG8LXHGxHU2rpBLmyRdCjoqmymqW0d0AqRVwxGU/XKrOzeYO2OT5543vfI/crH0IYi/thw3M8u5uNgmG3XJkVxSKKf22tTS4uLhvP1hSziyQaJF/0a+QOvpnSjoUbZ4ba5cXtkrYbNd94CMONgGULxtJl+qPrW5lQjBy2HoTKUv1kQU5ac/yja81gaJBr+WstVyCd+LDVPs+h8BDDWSlmnTiujWAoPMQvHP0FSnaJ3z35u3WZzU/PPs2fnP6ThvFdiXKCoB6sa1ibS3egm/cdeB95M887H3wniXKCnzjwE+wK71qz93Kj4tx4frkStfXKA220BfVqZXYqa9TFbam7doIQ3O3NVZMOSqZNsmDSUdlPCEH+Nz+K+dBDmA8/sujr90a9nJzYnH0ERdNu2TMrbQZuZdbF5UZnS4nZiCeCgrJoc0/+0FtIvfjXYZFRpMHKBTHr7cSTaDyE4UZgMlvGtAUDsfVd6lWMXF2SQcbMALWbkbXmDTtkqPgzs8+0dFzGkOe52laAdl87duV/TubrRnFH5x381u2/BVC1BZStMr/xzG/w2auf5aPPfZSSVao7ZqIwQadvcevFLW23VG1Ab9z5Rt6wc2sHu28Uezukv9MS8Pbbu9FVhbaAh9lKZXYkVWJHvCbOlLCMeetRy6Qqvtozk3ksAYd7ZAOm+e1vQ2Wsa+kzn1n09V+2L87FmSL/fmZ20f02gqJht55mUCyCW5l1cbnh2VJiVlM0op7ogiNtm8WjKWgK5Hw9aLnxai7qZuDkeI7/890R7FWYjz6aksuO/evcAKaWc3XTv5x8VWdYwFrT6e+k3ds+rylpKZyK/2qL7rnZut2BjZ9Bfrz9OAPBgaqY/eb4N8maWV7a+1LOps/y95f+vm7/S9lLS6Y7aKrG+w+9nzftehM/vPeH1+rUb3gOdNduAl97UNo62oN6VcxmSzYRX60y64xpjWOQLkp7gJMx2x2RNgPjkUdRYjG8r38d1okTi456fsNRedPyxLXsgvtsFK1WZkWxCIXClh6Y4OLi0hxbzn19vP0435v6HkKIZXdBKoqC36OSU6S4UgsJYHMsif7JQ6M8cS3Lkd4QL9kbX9FzOV3JEd/6emYVI1c3/StXmbIW1sPrdg5H2462LGYdm8FqV2bnDmDY6Mqswwu7X8g/Xv5HHp56mL88/5cMBgf5+aM/z+XsZU6nTtftmy6nm0qiuK/nvlXJxd3uPPT+W+v+3R70cLmSOXv94AAlIMVsxC6TKZsIIZjOGtXjhBBYzz2Htn8/6uAgGAbkchBu/Lfo96jc0h/i0szmGvNtC0HJbC1n1p6WkyDVzrXNtnZxcdl4tlRlFuDmtpvJmtkVV2cDHo28Ipef1OLyYpzWgmJlYtfpyZX71vLXZVKuF2pxFtsXr/7bGeMa9qyfmB0MDjJRmKBsNT/N6ELmAu3e9lWfUrYvsq/69UZ6ZufyQ7t/iIgnwoef/jCz5Vl+8uBPoioqQ+EhruSuVKt3pm2St/LVqWUu6097UCeRl0K1YNj1YjYobQlRu4QlIFe2uZYq4ddVOoI6Ip3GHhlBv/326vhbe3ZxC8GhniBnJvOLVnDXG2eSYSsTwERGXneUiPu76+Jyo7PlxKyz3Hn9xKFW8esqBSGX37XsxIrPa7UYq3Qk/9VjE1UP3HJxxmIGvev7Y9aTlzDjtWXpdDktz0Nfv0k8R9uOYmPzyPTiDS9zSZQSdPo7Vz33UFEUPnzLh/ng0Q/iXcTLvZ6E9BA/efAnCekhfv7oz3Nbx20AHIodYqY0w2xJCh7nRsQVsxvHQMxH2RJcTZbmi9mQXAFpQ143RlIlriVLDMa9KIqCSCblfp2dqDt3AmBfvrLo6/VEvBi2IFXcPKkGBUOK2ZY8syVZXXbTDFxcbny2rZj16QpFLYyt+fFOPLkap7ZibCGq3jiAv3xsfEXP51Rmg551rMzaBqqRww7UJrQN54bpC/Sta+bo8bbjBPUgj04/Wt32qUuf4sce+jGeSzzX8JhUOVU3nWs1ubf7Xl7WN3/owEZyf+/9/NP9/8TL+15e3eZUjqdLcok2bcgbkfW0iLjUs7ezkr4yW0RAvW80EABNo7Pi+784U+RaqsRgTB4jEjJWTW1rQ+2VKR321OSir9dVGZU7lW1+VWOtKTpitpXKbKnSyOiKWReXG54tJ2ZDnhB9gb6W/ZDX4/eoFEywIgNomdFVOruVUaiIz/fe00fcr3NhprCi58sbFqoihft6oRZkRc/2x6vbZkoz656vqqkad3TcwZMz8kZFCMFfnv9LhnPDfODxDzQ8JmWk1i1xYbNw/aQzZ2CEM0HtSlZW8dyxtBuHczM6UxmKMPfmVNE01IEBwlPj6KrCxdkCo6kyg3F542hXxKzSFkeJRkHXETOL2wx6o/LYa6lNJGbN5VRmpZhV3KEJLi43PFtOzAIcjh+e16TSKm0BnWTBxAr3omeuoT72cXxXvrlKZ7g8nLDyeEDnxXtjnJkstOxbe+hyir97QtomMkWLkFdb13GBzhCKuaNsc2ZuQyp7u8O7mS5Ncy59jrFCfX5q2a7/oC5aRWZLs3T4OtjOOBFcjifd+b7tCC08Uc9lbXFsQqMVC1L4uoZOpb0d0kmG2n186slJDFtwsJKKIBJJuU9bG4qioLS1Yc8u3iPgxINdnt08TWDLqswWK5VZn1uZdXG50dmSYnYgOMBMaWaeIGmFtqCHmbyB0XUznplT6F/9ZTq+8j5ooWFotZk7d/1gd5BMyeKpkdYicj7wrxf54++OMp0zGE4W6zIp1wMtJ60RVrivui1jZNa1+cvhBV0vAOCnHvkpHpt+DID/NPSfAOZNCLuau4opTG6K3rS+J7nJiHlj6IpercwmSgl8qo+A5s633yicBs6T47IpdHd7vThTIhFEJstdO6PYlXvf2welx1kkEqCqsioLqAMDWJcuL/p6Pl0l6FFJFVfm2V9NllOZFVXPrFuZdXG50dmSYrbq6ytOL/s5oj6NbMnC6Dpat91/+WsrOreVkKumD6jct0cud3/9XLLp4zOl2ofPs6NZprJGdXTveqFlK2J2E1Rm90T28JqB1wDw1xf+Gp/q46W9LwXgUqbecz1RkNXs9Rq5u1lRFZV2X3vVM5ssJ4l74+ta3Xepx7EVjKZlpbE9WJ+oqIRDiGyW/3Ckg6E2P++9p49YQO5jJxIo8TiKKi/12p7d2KNL26piAX3FDairSbJyLi2N5i66NgMXl+3ClhSz/cF+oObnWw5eXaVsCYzIYP328adWdG6tki6aGJYUsTOVkZURn05nyMOhniAjqdJih9fxnYu1Mb9XEiVGUmUG4ustZsew9QDCJ8V40SpSsAob1g3//kPvB2RXfnegm52hnXhUz7wGQseD7fxubWc6fZ3VymyynKTNt7pRZS6toWsKXk1hMmugKtAW8NQ9roQjiGyWXW1+PvmOQ7zzztqNpEgm64YGKO3tkMvJgQKLEPNrpEubJ81gIiOvjY6ftxmq79EVsy4uNzxbUszujexFReVc5tyyn8OryUpTIbaP1N0fwHzDxyn13Yl3+vnVOs0lyZYsXvPx5/j9b48AcG6qgALs75JLuv1Rb3WKVyN+94Fr/NQ/n0MIQcm0+e9fHaYn4iHoUfnMc1OYtuB4//pWRLXsmLQYVCp5TgV0qQlSa3Y+Sq2S8+5970ZTNYZCQ/MaCB+dfpRb2m5Ztyllm5kOf0fVM5soJ4h74xt7Qi70RKSI6w570bX6KrnaFodiEZHJzDvOvnYNta1tzr5y+IWTcrAQUb9OehNVZlNFE02BcAuZ2SKVgmAQxeNZemcXF5ctzZYUs37NT9wbZ2YFww68mnzrZQtyt7wH+8h/xAr1ouZXNoyhFZ4ZlX7YL56U7yNVNAn7NHwVX1h/1MdYpoRlz28CSxdN/umZKZ4cyfK3T0xyflomH7xifxv374sznZMfRDf3ra8409PDWOFadTNlyGrxRjZW/cyhn+HHb/px7u2+F4DjHcc5mTzJmdQZfuyhH+PDT3+YS9lL3Npx6xLPtD3YG9nLSH6EmdKMrMyu8hAJl9YZqvhk+xtUJtW9ewGwLtavNpS//GXs4WGU3lqlVu2RFi3r2rVFXy/q1+pyZjd6gELZsvHpakt2F5GYrRPyLi4uNy5bUswCtPvamSguf9iBtxJXVa4s8QNYoW603CSs04X7WsVC0FnJdTw5kWcgVlsSiwd0LLsWGD6Xh6+kq1//yUOj/N0TEyjAW2/r5rWHZPWlL+ol6l+/icVqdhzP7BnK/XdVtzmjbEOejat4ft/g9/GDu36w+u8Xd78YU5i8/9H3M5wb5uGph+X2nhdv1CluKo7EjgBwMXORVDnlitlNQHdYXiP6Yg3EbHul2ppKVrcJISj9/afB68X/o++qbtcOHQJVxTpxYtHXO3L1JPExOQku90u/RP4Xf2nlb2IFlEyBt5VYLkCkMyix1R1N7eLisjlZP6WzyhyKH+LL176MZVtoautDAXyVymzJrAlXKzKAYhto2VGsyNrnao5XonaSBZPZvMGpiTxvv6027tSZ9FMw7HlxPM6ksD/8j/t4/2fO860LKY70BmkPemgPevj4m2+irwV/2Wrgv/J1AIqD91W3ZQ1Zfd5My/f7o/v5voHvYzQ/ikAghGBneCf9AdcvC7ArvAuA70x8BxvbtRlsApwbXue6NRcnqUCkaze49pUr2MPD+P/rz1TFLoASCKB0d2OPLNwEZs/M8JpP/S4v1n2Y77gF82E5Rc984gn0229f8lxPT+b51S9d5hdfsZNbB1bH5pQvWwRbiOUCEOUyeDfHxD0XF5e1ZcuK2f2R/XxefJ6L2Yvsj+5v+fhGlVmj6xgAnsln10XMOoI0b9icqMTuzLUFOJmKRdMCPPOObQvo3LEjwsHuAKcnC7z5ltpggqPrbC8A8I0+ihkZwOw4WN1WrcxuIjGrKAo/c/hnNvo0Ni0xb4xDsUN8ZfQrAOwM7dzgM3L5/iMdPHwlzWsOts97zBGzdqrWAGpXbATaTfOj5tS+PuyxhcWs+YgUr0GzRO7fvoyzsG9dvdqUmP3e5TTXUiX+9omJVROzBcNufSx3uexWZl1ctglb1mZwrE0Kzy9c+8Kyjq96Zs05YrZ9P0LR8MycWfkJNoGTXgDw5dNyKs/gnFzYuZXZ6xlLl6uV1197zRA/ckcPL9+/scvBeuI8RvvBavMXyG74gBbAo7pNGFuJofBQ9es9kT0bdyIugMzF/pM33dTwJlXx+cDvr6/MTsqRtWrP/Kg5ta8Pe1QOw7Cnpsj82I9jXbhQfbz8la/UnvtTf4e6S97MiGSKZjg9KW/Mv3c5zYXplU0xdCgYNoEWx3ILwwC3+cvFZVuwZcVsX7CPm+M3M5wdXtbxtcrsHH+s5sXoPIJv5HurcYpLUjTsqhfum+eT7Iz76gLRnUawYgMxO56pidkdcT//5d5+NHUDs0CtMnrqCmbbvrrNl7OXq8vWLlsHJ4/Xo3q23YjfrYgSjdaL2YlJ8HpRYvN/dmp/PyKZROTzlD75KewLFyh98pMAiFIJ69RpzFjtxtj3treh9PRUq71LcS1ZixP82NeXd32+nnzZqt7cN025jOLaDFxctgVbVsyCHLF5Lb/wBfbJmSf59Wd+HcM25j3mrXpm64WiGR9CLSx/GEMrFAy7rhJ7pDdU160bqzRvJa6LyLGFYDxdbilzca3RU5dRhIXZXi9mk+Xkth8RuxW5pf0WPnj0g/zx3X+80afi0gRKNIpI1cSsmJxE7e5q2P2v9svpfOZjj2E+/jgA1lV5HbXOngXTJPea1wOQPn4n3le+Em33ENaV5nK984bFaw+186oDbYykSpgN0lhaJV2yiPjcyqyLi0tjtrSYHQwNkjbSpMqNl7/+5/P/k+9OfpdvjH1j3mPxyoSc5PVC0RdDLaXn7b8WFAy7Lr3gpq76kaFOlfb6GekzORPDFvRFNpGYTZwHwGibL2ZjHreytxV5Wd/L3Kr6FmFeZXZqEqW78TQ7bY+0jeR/7dexR0ZAUbCvXkXYNva4nOCnvehFvP77f4vn/vMH5PO3dyyZTeuQL9sEPSq3DYRJFS2msisbES6EYCprVJvgmsatzLq4bBu2tJgdCMomrbHC2LzHnph5gkRZXnyfTTw77/GOykjI6Vx91db2xVCNLNhrHxheMOy6EPDu68Sp36MS8Kiki/WTeMYzchlvvdMKFsOTOI9QVMxYbThC2SqTMlJ0+js38MxcXG581DliVgiBPT6B2tXVeN8dO+oqlp7XvhZKJcTkZHXwQqSrDUvVSBXlypXaFpfWBHu+5WkuQgjyhkXQq1VXjpzUluVSMgVF06Y92JqYlZXZzXONdHFxWTu2tJjt9ssYq9H8/M7cT178JH2BPg7FDjUUu7GAjq4qzOTqRavwye5XtTx/ms5qYgt5gZ7rA+ttUGkNeTWy142VdFIQ+qKbZ0yjnriAFd0Beu2cnJGonT5XzLq4rCVzK7P26Chidhbt4IHG+yoKof/xMfDLlR/Pi2W+snX1KiItr3vhtiiaIge5ACjd3WDb2GPji55H2RJYNgQ9Kh0V8Xm9TapVHCuYT2+xJ6Bcdm0GLi7bhC0tZneFdhHzxHhk+pG67bawOZ85z92dd7MrtKuh2FUVhXhAJ1Gor8yaYVnt1ZMX1+7EqTV1BTwqt/TLDuWD3YF5+4W9GtlyvZgdrYjZRuJ3QxACz8zpeRaD6ZL0HruVWReXtUWJRhHZrLQKjMjx2NrefQvur996K9F//RzRL3wetU9OCBOJJCKbgXAYVdeJ+HXSFTGr7ZPxh/bly4ueR75yrQp6Ndoqq18z+dURs94GGbsLIYQAw3BtBi4u24QtmzMLoKkah+KHOJU8hS1sVEVe7MbyYxStInsie0iUEyTKCfJmnqAerDu+LaCTLNQLRaP7KACe6ZOUe5fOVFwuTrUiFtD5/R/Yh2WLhs0aYd/8yuzjVzPsavNVc2g3Gn32LHp6mNzht9ZtdyqzbgOYi8vaokSjYNtS0FYitJT44l51RddB11FMeS0S6TT25FR1BGxszkhbtV1umztlrBGOcI0HdNoCOl5NYTKzMpuBUx2O+ltoADMMOcnRFbMuLtuCzaGGVsBt7bcxUZxgJD9S3XYhKzMT90T20BeQnbuNrQba/AawQBe2HkBLNxdDs1wmMrXqqk9XCXobX6jDPnVeZfbURJ47d0TW9PxaIfzsXwBQ3P3Kuu3TRVmZ7fI19u65uLisDnOngDmCU43Hmzs2HAZNw56exh4eRh0aAiDq12s2g8pzFX7nf2EuMgrXieXaEfehKApdYQ+T2flpMq0wWxHIrXhmnWa1Zr8HLi4uW5stL2adQPfxQs3LdT59HlVR2RXaVV3iTpTmd+LGA7WLdRVF4Resn+C/nWnsN1stMpVq61LVhpBXIzenMpsvWxQMm67wOlUcbIvAuc8vKu49M6cpd908b2ra1fxVwnp4XkXcxcVldZkrZu2rV2VFMtTc1D1FVdEOHsQ6cQKRTFarsDG/VrUZKL6aF958/IkFn6t2XdMrz6GTKa3MZlATs80vJNozclVI6XQtTi4u24EtL2a7/LLqN1Wcqm57eOphDsUO4dW8hHU5TjFrZucdG/fr8yqzJdPmHwp38JXMblIrbFxYjFpTw+I/gohPq35AQG1qWGdofRwi3smnafvmzxP/zq823sEsoqcuU+67c95Dp5KnOBw/3NA+4eLisno4wxFEKoV55iz6sWMt/d2pfb3YY2OIdBqlQwrAqF+vS1IJfOhXALAuLdxP4HhmQ5XRsyFv/fVrOTh9DS1VZnNyCpkSXp1xui4uLpubG0LMRj1RTiTl0pcQgrHCGAdjBwGIe+MAzJZm5x0bC+hkShbmnClgn3xysvr1dy83N75xOZRN+ZpLNTWEfBq5OTaD4YRcxluv5i89eQkA38j3CJ745LzHfeNPoFhlSgMvmPfYTGmG3kDvmp+ji8t2p85mkEyidLTmU1faOxCz8hqp9siUmJi/fuXK+9KX4n396zAffWzBiK58pbE1WBk9G2ng+W+VRN7EqylVgdwUZWnjUrxumoGLy3Zgy4tZTdG4tf1Wnpx5EiEEiXKCsl2mxy8Dw2PeGDFPjCu5+dNrnMEJcy/Y/36mckHH5spMfs3Ou9m4mbBXo2yJ6v7nK7POD/U0t4S4UhwxCxA8+7l5j3umTwFQ7rq5bnvZLpM1s7R52+Yd4+LisrqosYqYTSQRMzOoLS6vq901X7t+u2x8jfk1Sqaom5KoHToExSLWyZMNnydvWHg1BV2T17Xrb8aXQ64sc2tbqTQLo9J05jaAubhsC7a8mAW4veN2ZsuzXM5eZqIwAUBPoDb9pt3XTro8f6pXvOLrSs4RsxMZg7fvmGVQmWJkdr41YbUoWc3ZDJyhCs4HQqpoEvCo65Zk4Jk+QbnrGNkjb0dPnge7/oNJnz2DFepF+ON1251KuFMZd3FxWUNCIVBVrEuXwLar1dVm0W6q9QgolTSDqHOzP8dupd97LygK5mOPNXweOf2r1gdwvU1qOZRMsbyMWXCjuVxctgk3hJg93n4cgKcTTzNRlGJ27vJ2WA839sw6I20rDQZFw5aTZsJ+blPO8cRocd4xq0WpYjPwLWEzCFfmkTtLdamC1VpEzQpRiwmsUBdG182oRh49eaHucc/MaYyO+c1yp5KyYrsvsnDWpYuLy+qgKApKNIp1Xo6VVrpbE7PqjsG65wKIVq49c1eu1FgMdecOzGefa/g8+bJFcI4dIOSV1V3DWnxy2GKULXvJm/75B7mVWReX7cQNIWa7/d0MBgd5eOrhamXWmQ4GEPKEyBjzJ3q1XzfS1rlohzv62K9eI1WmboltNSlbNppCdTluIapidk5lNuZfv3hgpZRBeKOUu48B4Jl8DqWcI/7NDxL/xs+hJy9itB+cd5wTlTYUHlq3c3Vx2c6o3d3Yly5Vv24FJRrF84pXEPxwrdHTSSS43vOq33U31vPPI6z5Fde8UT/VMHLdzfhyKJn2kjf91yMcMetOAHNx2RZs6aEJDoqicEfHHXxx5It4FA9RT7QuDiqiR7hgXph33EDMh6rAcCUb0RG10UgcVZG2hNm8sSZjY0umjbeJakPIW/9hcCVRZG/H/Elha4VaTmN7I1ixXdjeCG3f/hX49q/U7VPc/Yp5x40Xx2n3tuPV3MqIi8t6oA70Y509K79uVcwqCsFf+sW6bf7K9alYuaH/4wdH6I/5eG1/H1gW1uwsXOdjzVf8rQ6hqk3Kpm2ZCX3SZrC8yqxrM3Bx2R7cEJVZgB/Y+QMYtsFjM49Vkwwc2n3tJEoJTLs+asurq0R9tXiuJ67J6u2B3jAdPnkBH0mtbHrNQpRM0VS1IVKxFGSKFoZlM5Iqs79rfcSsYhZQjRy2vw0UlcztPzlvH6P9JozOI/O2X8tdYzA0OG+7i4vL2qB0SQGrdHSgBFee7exUWAuGTapg8ndPTvLb37wKleQEOzU/7SVv2AQbVGZX4pstmXbLnlnh2gxcXLYVN0RlFqAv2Eenr5Pp0jQ3t9V31u8K78IUJqP5UXaGd9Y9FvKp1arnV04n8OkKvREvOyNpyMKzo1nuWINpW+mi2ZT3ta3i600UzOroXWfbWqNl5dQ0K9IPQO7md2IFOvGNP0HqBT+PWkwifNF51RmQE9fu6bpnXc7TxcUF1Mr4Wm337lV5PqcaWjBsnhvLVbfP6EFCgDE2DtdN2MqXrbrYwJCvvoF1ORRNm4ivRbtAuQyahqKtX3+Bi4vLxnHDVGYB3rXvXQwEB3hJz0vqtjv+2anS1LxjnBzE4dk8l2aL1Qu458CriZElPXV1Tc51OmfQEVr6Ah3z62iKHJaQrISHx9dbzIb7qtuK+15H6r5fBd2PHe5FeOZXgIQQpI00Me/is+FdXFxWD8+rXoV+7734fug/rcrzdYU9KMjR28+P18TsyfhO0HWKT86fBJYv23UNYKtRmU0VTWItXvNEuexWZV1cthE3TGUW4JX9r+SV/a+ct92ZEuY0h80l5NXIli2+eWYagN/+D3I8bv7QW+h44JukEmszvSpVsBhq9y+5n6YqtAV1ZnJG1Q6xXpVZpSwTIGxfa6I0Z+awhU1EX/2KtouLS2PU9nZC//03Vu35fLpKV9jDSKpMpmSxs81HIm/y+fM57orFsGYT86ohBcMm4JnvmV1JA1iyYLZ8Ay/y+VWxWri4uGwNbqjK7EJ0+7tp97bz5MyT8x4LVyqz3zk/zc42Hzf3yfGHwhOk3WsymV+7NANvkz6wtoCHZMEk4YjZFsY6rgTFkNUY4WltQIOTMdvua1/1c3JxcVk/4gE5BezURI6D3UHu3xvnmdEsSjiMnalPiBFCkDesOs9sPCDFrDOStlWKhk3JFC0nuIhsDiW0PoNlXFxcNp5tIWZVReVA7ADDueF5jw3GfVyeLfLdC7PcMVhfSTzcrvJcqQeRm1n1czIsgWeJWC6HeECveGbN6r/XA9WQE9AaWQkWY6Ykv18dvtZGarq4uGwuYn6dqazBTN5kd7ufw71BypbACIaw0/WDaEqmwBbU2QwCHo2IT2Myszwx6wy0afmal8+7YtbFZRuxLcQswGBwkNHC6LxEgx0xHwKwbMHu65b9uzvaMdHJz8wXwSvFsAXeJrMTu8IeriZLzORMVIV1G5rgVGbtFiuzrph1cbkxiPo1rqVkdGHMr7MjLmMKi94g1nWV2bwhrQQhT/31qSfiYSKzvFQY5wY+1uI1T+TcyqyLy3Zi24jZfdF9GLbBpeyluu2hOZmIkesumOFoHIBcYr7XdqUYlt10ZfbOHRHSRYtnx7JE/TpqCzPKV4Ji5BGKDmprtgZHzLo2AxeXrU1v1EvBkFartqDOQEyK2YwnMK8ymy/L/eZWZkGK4OU2gFX7BIIt2gxyOXA9sy4u24ZtI2ad7NnTqdN12+deeJ1pWw6+iKwsltPzUxBWSis2g90dsmL8zGhu3Zq/QFZmhSfYMHprMWZLswS1YN3gChcXl63HbQPh6te72vzVhIOM7p/nmXWEZ8RXf40K+7RlR3OlqpXZ1sWsEnYrsy4u24VtI2Z7/D20e9s5lTpVt72uMnu9mPVJMWZkp1f1XIQQlC2BR21OJO7pCNBZifFaL78sgJYbxwp2tXzcTGnGrcq6uNwAzJ1+uKvNh6ooBL0qOW8QO5NB2LUGWceOMBivn5gY8mrkystrpD0/U0BXFbrCra0OuTYDF5ftxbYRs4qicDB2kK+PfR3DrjUjdM7Jep0rbIHq1Bkztbo2A6tyXfc06ZnVVYVDPVJYD8TWLztRz4xgRXe0fNxMaYZOf+canJGLi8t6Mhj3cf/eGB982Q6UygpN2KuR8fhBCMjnq/sm8rKK2hGqv+EOepdfmb04U2R3u78u7msphGVBseiKWReXbcS2EbMAh+OHAXj911/Pv1z5FwD6ojVxuDNe3wDmDFCwEldQ85Ordh7lipr1NmkzgFq27MHu9Vu6V0opbH+85eNmSjNu85eLyw2Arip89HV7eMPR2s1pyKeR1uVIbZHNVrc7gjV4nfBsC0jPbMlsvTo7kiq1fAMvcrJx1RWzLi7bh20lZt+4840ENSkGv3jti4Cs2L7pli7eftcO9OvEpTN1ZlrECJ389Kqdh2EJgKY9swDvubuPl++P87L9bat2HkvxWa3Ml9T80jvOQQjBbGnWtRm4uNygdIY8TJpSsIpCsbo9W7YIeVW06+xTvRG5+jWVbS2ey7IFY6kyA9fZFpbEFbMuLtuObSVmNVXjX176L7yw+4WkjBS2kJWCn33JIB9+/cF5+3dVLAhXI8cInvkXsJc/xWYuhu2I2ea//V1hD7/xfbvXzTN7NTvMr7WH+EjpNA9PPdz0cRkjgyEMtzLr4nKDsrvdz2ih8g+jFrmVLVmEvfPtAF1hWVmdzLYWzzWVMzBsUU1QaJZqZTboilkXl+3CthKzICuxd3TcQcbIzIvpuh6vrhL0qMzGjqLlxvHMnl50/2YxKjaDViqz683TcwTs4zOPN32cmzHr4nJj0xbQyVGpzJbrxWzIN1/MOo21rTaBjSQrDWXLFbNumoGLy7Zh24lZgNs7bgfgqZmnltzX71EpqDKeRi0kVuX1nYv63LGPm43L6fNELJvjvj6emX2m6eOu5a8B0OlzG8BcXG5E4gGdslpZIZojZnPlxpVZJ/4w32IT2NVKOsJyK7O4NgMXl23D5lVTa0i3vxuf6mO2PLvkvj5dpYC0Gyil1Kq8frYSIH59FNhmYjJ3lR2mwe3xmxnODVMwC0sfBJxInsCn+rgpetMan6GLi8tGEA/oGJoUs6JUqm7Ple2GlVkniSBvtFaZvThTJOhR6Ym0HssFrmfWxWU7sS3FrKIotPnaSJSWrrT6dZWSkBdutZxeYu/mcMRs2Ld+mbGtMl1O0m1adEeGAJgsNpfmcC13jcHQILq6ed+bi4vL8tnXGSDrqaQZZGppBvlKA9j1OCtQLVdmE0V2VrJtW8EVsy4u249tKWYBop4oyXJyyf18ukLB9mB7gnhmz67KazsRNo0u/JuFaTNLj2XRFRoEmhOzpm1yOn2aPeE9a316Li4uG0R/zIenU6aViNna6pZMM2hUmVVRaL0ymyyYtAVaq8qCK2ZdXLYjm1dNrTEDwYGqv3MxfLpKyRQYHYfQE+dX5bVr0Vyb89tftsqkRZkuy2IofhgFhXPpc0sedyJ5goyR4Z7ue9bhLF1cXDaKeFsEQ/Ngp5LVbbkFxKyiKAQ8asuV2WTBpC3Y+gqPyOXA40Hxrt+AGRcXl41lc6qpdWBnaCeTxUmKVnHR/fy6StG0Ed4wilGfuaqlr9HxxR/FM/V8S69tVqK59CbH2a43TiJBl9AJeSPEvDGmilOLHmMJi7+68Ff4VB83x29ej9N0cXHZIHqiPkq6F4ry+mlagpIpGopZkE1grVRmbSFIFMwFowiFEBR+7/co/evn5z+Yy7tVWReXbca2FbPOuNXZ0uJNYD5HzOoBFKO+CSp49jP4Rh4m/Myft/TaNTHb0mHrRlXMqnIiWpu3bcnv05XsFU4kT/Cufe8i6o2u+Tm6uLhsHN1hD3nNi12UDWB5Y3HrVNCjtVSZffhKmrIlOLDAxEPrmWcof/4LFH//9+X42jmIXM4Vsy4u24xNKqfWnnav9Hwt5QXd0ebjSqJIVo2gmvWVWe+YzF9VypmWXnuz2wymS9MAdHikKO30dTKcG8ZaZGjE6ZTM4L2j8461P0EXF5cNpSfipah6KGflNdFpal2tyuxfPTZB1K9x767GN8bGt79T/XqubxdcMevish3ZnGpqHTgUO4SKumSG6t6OAJYN46J9XmVWLcqLqGf6FNhm068912bw7OyzTBQmWjz7tcWpwnaEdgDwqoFXMVoY5Ue/+6ML2jKeSzxHm7eNHcEd63aeLi4uG0NP2EtR91LOyWtiral1ATHr0Sg0OTQhW7I4MZ7jB491NYz6AjCfe676td1AzLoZsy4u24ttK2ZDnhDdgW5G86OL7tdZGWk7RRuKkQWrFhKuFpMIzYdWnEVPLj5NbC6OmDVFiZ974uf4kQd/hOni9DLexdowXZrGJwQhv6xev6j7Rbx56M1MFCd4wzfewBeufqFu/7Jd5snZJznWdgylxRgdFxeXrUd7SKekeTAKjpiVQnUhm0HAo1atCEvx6HAaW8BtA+EF9xGzs6i7dsmv0/WRiW5l1sVl+7FtxSzIRIOR/Mii+3RUumnHtH4UYaOnr8oHbBO1mKQ0IDv3W4ntcsTspWwtHeHPzv4Zw9nhVk5/zZgpztBt2uCRfjVFUXjPvvdwJH4EgD86/UdcyFyo7n8xc5FkOcmLel60Iefr4uKyvuxu91PSvRjXV2YXqKQGvRr5Jiuzf/XYBB5V4WhfY0EqLAuRSqEdkINZ7NGx+sddMevisu3Y1mK2P9jPSGEEIcSC+wzGffh1ledzMQDUohy0oGWuoQiT4s77EYqO3oqYtQS6qjBVqiUEfGviW/zY935sme9kdbmYvchOo4zQA9VtiqLwu3f+Ln/zor8BZAyXwwPjDwAyIcLFxeXGJ+DRsL1+lEqawVI2g45yBjXT3ATF0XSJl+2P41ugQ1ZMTYFtox05AsEg9nB9EUCK2caNYy4uLjcm21rMDgQHyJt5UsbCF1mPptIX9TJeqoy0NWQgt56RFV2zbQ9mbCd68mLTr2vaUsw6jVbv2veu6mNlu7zAUeuDEIJruWscKteLWYcuXxcxT6yaOyuE4IGJB9gX2cdgZcCCi4vLjU8u2k4oNYMQYo7NYL6YFbkcP/xHH+CXv/a/5yUPXE+2ZJEr2+zvmn/tcbAuyFUhbd8+1FgMkanZDIRtQ96N5nJx2W5sbzEbGABY0mrQFtSZKclvlVLO1v3X9kaxQ91oheY9r4Yt8GgKVzOXiWlB3rr7rfzqLb8KwPn06gxmWC55K4+NTdS2sRuIWUVR2B/dXxWzp1OnmSnN8AM7fwBNaVyVcXFxufHIt3XhNUqITGbRqYalz34WzTLZmR6n9OB3F33OCzPStrAj7l9wH3taRgeq3d0o0SgiPSdNplAAIVwx6+KyzdjWYnZPRI5dnbtk3ojd7X7OzNqkRAi1UplVy7IaYPuiWIEu1OwELGJXmItlCzRVYWTqCQ5mZwme+CSHYocAOJk8udy3sypkDSnSY5aN8Db+QNgf3c+V3BVKVomnZp8C4M7OO9ftHF1cXDYeNRKRX+Tz5MoWmiKHzMxF5POUP/s5cj0DlFSd7FOLp8dcmpW2hZsWqcyK2RlQVZR4HCUSQWRqYtYdZevisj3Z1mK2098pM1SXaLx60Z4YJQtO2jurNgO1KK0JwhfD6L4ZPTeGll08GcHB8cym7ALtloVn+iTtvnZ6A73VvNaNIm1IkR6zbexKmsH17I/uxxY2FzMXeWjyIW6K3kTcG1/Hs3Rxcdlo9IhMGxC5HLmSRdCrzUszKfzxHyNmZijecx/n44OYJxe/viULMuKwbYHJXwD2+IQUsppWEbM1m4GdkD0NSiy2rPfk4uKyNdnWYhagy99V14jViI5KPNc08WoDmFpMkFRi/O2zGUrR3QBouebyYg3bxqMppG2DmG2j5eXr7wztXNLysNY4Y2t7TQs70NFwn/2R/QCcSp1iJD/CwdjBdTs/FxeXzYE3KiuzolAgV7bn+WWFEJiPP4F2+DDGW97KlWgv+sTiN/yJvEnIq+JdZDyideKEbP6Cis1gjpi9KtNm1EHXv+/isp1wxay/i+Hs4tOtOoNSzJ71H8MzIysL3vHH+T31Xfzxd0e567MhfrL8fpTc4qLYwbQFmirIYBO3bLSsjJbpC/QxXhhfNF1hrXHEbI9pYgfaGu7T5e+iw9fBn579U/JWnqPxo+t5ii4uLpsAf0yKWSOdJVe25vll7dExxNQUnle+gnDAy6wvgieTRpgLD5iZyhq0BTwLPi6EwJ6aQu3vA0CJRhCZrGz8AkSm0tPgVmZdXLYV217MHms7xmx5lon8wlXVWEDnYHeQh8ybUAuy+UDLTZIJ6YT2/k+04EW+aL+Ak+PNjbUtGgKvXkQocjnfkziHUs4wFB4ib+XrMlzXm0Q5gQq02zbWAjYDRVF43eDrADgaP8o93fes4xm6uLhsBgJxKWbzqUxFzNZXZs0nngBAP36csFdjIiivJ071tBHPj2c53LtwrJZIp8EwUDs7AVAiUdmrUPHKUpKeW8W/cAOZi4vLjce2F7M9/h6AJSdwDcS8zNoh1GIShEAtJngqcArVO8utRx4D4Jmp5iqqubKFX5dLY8G4XLLXMiMcbz8OwJ+e/dNlvJPVIWNkiKCDJwT6wh8Ib9z5Rn728M/y0ds+ilf1ruMZuri4bAaCnVKcFmeTpIomUf91Yvbhh1EHBlB37iTk1TjbJkddWxcbxxhmSibTOZN9nYvEcp06BYC6U07/UipWB7uSaCAqubf4fMt8Vy4uLlsRV8wGpJh9fub5RfeLB3RmTT9qKYViFlCsEkldCmBNK3FIG+FbM9GmXjNbsvBrcp54sPMYIHNr+4P9HIgeIFlOLvPdrJyMkSGGumDzl0NAD/DqgVfj09wPDReX7UikuxNLUTGmppnKGnSF629q7dFR1D17UBQFXVMoRuTSv0gkGz7fcKIEwK62RWK5xsYB0PbtBUCpJCo4TWAinwe/H0Xd9h9tLi7bim3/F78ztJMj8SN88swnFx1YEPPrpCwvdrmAmp/EFmBoSQAmihPs9yUYKzW3tJUrW3jVSmW282ZAVmYB9kb2kio3NylnLcgYGWKWhRXq3rBzcHFx2fzEwz4Svgjm9AypokVnqOZ1FcUi9thY1dsK0NffgaWqiEriwPVcSciq6q62hW+QRVZWYB0Rq0RlAUGkKuky6bTrl3Vx2YZsezGrKApv2vUmxnJjPDnz5IL7OVExScLoqSuc0jpQtCI+JcxsaZa+QIExM0yutPiEG4CiaaMo8uIbbLsJ2xMkdPKTeKZP0OHrIG2kyRhN+m+tIn9w8g8Yy48tvXMTZIwM8VKOcs/xVXk+FxeXG5OeiJ+UL0RhSq4ydYVrYtY6cxYMA/2W49VtO9r8pHwR7OQCYna2hK4q9EcXEbOJJIRCKLq8HquDg6CqVfuBSKVRXTHr4rLt2PZiFuCOjjsIe8J8a/xbC+4Tq4jZWRFBT17iIa0XgMPRWxEI+mJpbNRqdWExTFtgI8VqJNCNHehET12h/Uv/hTs670AgeGLmiabO/fnE8/zbyL/x68/8OpOFSZ6efbqp4xYiY6SI2RZ2oHNFz+Pi4nJj0xH2UvQGSM7Ka1nXnMqsPSHtAOqOWkRWT8TLrDeMNdtYzJ6ZyrMj7kPXlIaPAzLJoKur+m81FkPdswfr9BmgUpmNNmf3cnFxuXFwxSzg1bzc3HHzohmv8YqYnRFR9NRlfo/XAnA4LjNWy2H5rUynG1+o52JaAkukUAWEPGEyt70PAK0wza6QbGyYKDSXWXsxK5spkuUkv3/q9/ngEx9kpjTT1LGNkDYDGzuwuGfWxcXFpa0zStCUXtedc+wB1sVLoCh1wnNvR4CEL0x+cv71yRaCp0ey3LEjsujrienpapKBgxqLVid/iVTKtRm4uGxDXDFboTfUy2RxcsHHHTGbIMLMzBRlVdoJjnXsAyAbkp28mcTSWbOmLSgoM/TiQVVUCje9gdTdPwdA0DII6SFG80tPE7ucvcyfn/tzQIpZp5r7fGLxZraFsGyLnFUgZltY4f5lPYeLi8v2YUd/O0FTrkb1zbEHmI89hnbrrSjeWlPYkd4QKV8YkUzOe57ZvEnZEnWCuBH29DTKdWKWUBiRlfmydiqFEnMrsy4u2w1XzFboC/WRLCcpWaWGj8+tzD4/q6Ko8gI+FBlCVVQymvx3OldY8rUMS5DTswyqtQgaKyqX47TMNY61HeOp2aeWfJ5PXfwUAPf33I+NXd1+NbdwjuNiZEy5XBi1bcz47mU9h4uLy/ZBi0XpNnO8757e6jbzxAnsS5fQjx+v27cjpJMORPCkk/MGw0znDKBmVRDW/N4DYVmIRGJeZVYJhxGZjBzGkMu5NgMXl22IK2Yr9AblxXih6mzcr6Op8LB9iOmiglIRrxE9QpeviwQ5fJSZyBqLvo5lCwRQVsu0a3PEbEhGhGn5SfZF9jFZnKRoLe6/vZS9xF2dd/Ej+36kbvuTsws3si2G03QWs5Ulo7lcXFxc1F270EtF3rarljFrnZH+Ve9rXl2/r6IQ72xDt0xyufpr21TlutkZ9pD/6EdJv+rVGA89VLePmJgA255XmdV27ULMzmKdPw+4079cXLYjrpit0BeSETILiVldU7hvKMZj9kFmiaCoBfyaH03V6An0MGGk2KuMcjnd8PAqpi0rEmXVJDRXzAZlFJaWm+RQ/BACwXcmvrPoc82UZugJ9DAQHOBNu97EHR138Mq+V3Ile6XZt12HI2ajmh+UhZswXFxcXADUWBwAkamlr9jT06DrKO3zb4iP75Me2r/+9qW67VNZGYvY5dcwvvktEEL+dw7Ggw8CoN9+W9127eABAMzHHpfn1N6xvDfj4uKyZXHFbIVqZbawsG92b2eASdq4anfhC4wwGJTWgB5/D+OlaTrUHKniwnPHQTZ/gaCsWgT12thGO9iFrQfxzJzitvbb6A30LpquULSKZM0sHT554f6xm36M39rzHg5E9pI1szyXeK667/VLeguRNqQSj2gLj5N0cXFxcVDCIYBqAxaAfeky6uBgw8EF/T2yavq1Z0arN/YgbQaqArHRy1CxGJhPPll37TKffBJ1cBBtYKDuOdXKv83vflf+e9euVXhnLi4uWwlXzFboCnahKirjxfEF9+mJyGaGf7fvxOtJ0xeU1dyeQA+zpVlCfpXswnMXgEplVjEQCoT0UO0BVcfoOow+ew5FUXhJz0t4fOZx/unyPzV8nksZWdlwBHXw5Kfp/ofX8YPP/hMKCo9OP4olLP7x8j/yuq+/js9f/fyS34OLmYsoAnboi3cUu7i4uAAQlDe+Ip+vbrLHx1B37mi4u9YtK7M9+VkmM7WL5VTOoD3oQZyVFgXfD/0QIpGoDliwRkYxn3wK/d575z2n0tYGoRDW2bPg8aAOuM2rLi7bDVfMVvCoHnYEd1RFYiOG2mWnbYYgilYmULEJ9AR6sLHRAnnSlmfB4wEMW1T9tkFf/TKcFepDy0kx/cZdbwTgM8Ofafg8YwU5JGEoPETg7OeIP/gRADrHnuTOzjv5wtUv8Imzn+AT5z6BJaxq6sFiTBYn6RAQ9rvLdC4uLkujBOdXZkUmixJufEOsDsib777cDKPpmpidzhp0hT2IqSnQtKp1QEzLkeHGl78Mto3vTT84/xwUBW3nTvn8g4MomjZvHxcXlxsbV8zOoTfQy3RpesHHd8Zr42ptzSJYWY5v90pRqvtKZIR/0WV9wxIoulzOj4XrqxdWuB8tOwFWmbg3zpuH3kyinGj4fFlTRtFEPBGij/4uAoXC0CsAeGPXi8lbef5l+F8AuKvzLgpWYdEcXYB0OUnMNDA6Di66n4uLiwuAEqpUZrOVnFchEJkMSrSxmHVsCQGzxEiqlhwzlTPoDHmwJyZROjtR++SqlzU6ihCC8je+gX7bbfOSDBz8P/af0W67jcDPfWDV3puLi8vWQd/oE9hMxL1xzmfOL/i4MwUMBKYo4deluHXsAt6AQhkPudkRwh2DDZ8jWTBRPXL84//f3r0Gx3XWeR7/ntP3VnfrbsmWLduJL4F4Et9yhVwWMoQkZAhFMSFFMZULyRQY2E0qW5NiQgooqMFVJIEZTJEdoLbWG0h2CwxVqWEJW4SwBMIYnMEEJzG+xfJNd6mlbvXlnPPsiyO1JUttddtSlLZ+nzeI0+ecfk49cOrnp5/n/yxNTJ3bVWy9FMs4hHtfpdC+mcZwI65xyTgZEqHElHNHi+Nh1tgEsj2kr/gv5FZcT+zI/+XasRzbt2znjeE3eNeSd1HwCvx737/zxvAbdMSnzjebrCd7inbHwY23lj1HRGSClUpBIIDpHV9rkM9DsVh2ZJaY/2tWnZvn5KSR2d7RIhuXJXD27SOwbp0/7zUYxNv/F8zmzZiTJwne8cGy7Qhu3EjijFJgIrJ4aGR2koZwA0OF6TUQp7EcPLzSNIOJMJto9P/78a4jZS8dyBaxAn4t2uQZ0wzyS7cCED30fwCoD/mLJYYLw9Puky6miQViREb96QZOagVO0xq8UJzIsZfY2LSRO1ffyfK65XTWdZIMJWfdIrc730OH42AiKm0jIrOzQiHsZctwjx0DwOvxQ61dZuMCKxCASIRGivRn/XJcecdjJO/SUhf0d/hathQrHMZeuRL34EG8Lr9u9sRorYjImRRmJ2mNtuIal1Nj5ReBXbsqhWX7P4+VwmxofCFX2A/Bo5MWQ5ypP1ME2x+RiISnvvBNtJF8+xYiJ34HQH3YD5VDxaFp9+nL99EcaSaYPgqAm+oEO0S+412Ee/445dygHWRz02b29O8pG9SzTpa0k2GZ4+ApzIpIhayGekzanzrlvvYaAIENG8qfH4/RYAoMZPzKLxM1ZttCHhSL2ON1YoOXX4bzyis4f9zr33P9+nl7BhGpbQqzk1zedDkAewf3lj3nn25bzb/e5S82mBiRrQ/VY2MzavsjroVc+V3AskUPq0yYBXCa1mJn/NGN1Ql/F659Q/umndeX66Ml2kIg7Y9aOCl//q3TeDGBdBdWYXTK+ZuaNjFQGKArO/PuYN1j3QB0OC5eRDvoiEhlrFSqFGa9fn8Klb1kSfnz43U0WQ6v9/j/6O8d3/2rzfPfm9Z47drghr8Cx8F56SWsVAq7VdOfRGRmCrOTLI8vJxaIsbtvd9lzQgEb1/Jf3I2RRsAf+WyONjPk+cfz+fJhtuB6YBUIGUMwGJ32uRtvI5AfwsoN0RJtoT5Uz4nsiWnnDRWGaAg3EEwfxYvUl6YG5JddhWVcwienPsOa1BqAshsqTIxGLyu6OPXaylZEKmMlU5i0v2mCGeiHeBwrFjvL+UlanAyDYw4jeYfjQ/4vXUsK/vvTamwAwL7Ifw+5r72G1aIKKyJSnsLsJLZls7l5M/vT+8963sQc1oZwQ+lYa6SVtOOPShTy+ZkuA/xNEyy7QNyb+ef+fMfVAKWpBq3RVnpzvdPOG3PHiAfiBNJdpVFZAKfeX1QWyE69ZqIe7Zf3fpmjo0en3e+Pg38kjEVnMInRyKyIVMhqqMcMDWHyedw39s86t9Ve2k5iyK8aczJd4I3eLHVhm9YB/x/U9gr/l69AZyeBzf5uX1ZK7yQRKU9h9gwd8Q768/14xit7Ts7168TGJm1HmwqnyLj+6ES+UH7nhIJrsO085cYtnPpVAAQy/s/+S6JLZtxid8wZIx6MExw+gps8HWa9mD+CYZ8RZmPB09+4Z2BP6e/DI4f5u//3d+w6uotLTZS68dFmEZFKBC/dAI5D9otfwv3znwld9+6znm81NhLO+O/Kk+kC/ZkirXVhzLA/SGA3n14YG/nbj/jHzjJtQUREYfYMLZEWHOOwp38PN//85hl3zip4flgN2+HSsWQoSWa89mu+WCx7f8cz2IEccWPN+LmJpDCWjZ3zd75pjbbSm58aTF3jkvfyxD2P4OgJCq2TFlsEwrixFoLp6XNjv3X1t/z2uXlc4/Jc13P8wx/+ge6cH5xvKQbwogqzIlI5e4X/q4/z8ssAhG+55aznW7EYdj4HxnAqXeBkukBbMgTZDIxXO5gQvOIK4l/8IrEHH5y/BxCRmqcwe4ZNzZsA+MdX/hGA7x343rRzip4fVieH2fpQPeniMOCRLzhl719wDXZwiHZv5jCLZeNFm0o7gbVGW8k6WTLF0zvsTIwMJ7Lj0xraN01tX+ulhPqmLxq7OHkxy+PL2TOwh58c/Qn/8vq/4BiHJ694kn+76d/4yGhWYVZEqmK3tZX+rtvxzdkXakWj4Lo0BOHoUJ6uoTydjVFMJotVF8eyTr8bLcsidN27sSYFXBGRM2nThDN01nVyWeNlpYoGWSdL91g3bbHTL+zSyGzgdJhdlVhFwSsQjXSTc8pPUejPFLFDaVpNuOw5hbbLCXe/AvjTDAB6872lEmBjznid2tFTGDtEseXSKde7iQ7Cp16Z8d5XtlzJT7p+wqGRQwB899rv0hhpxCqMEhh+k+yaD5Rtl4jImaxIhOhnPgNOkeA73jH7+eOLw9Yl4Q9dI2SLHp0NEUw2C3WJWa4WEZlOI7MzeGDdA8QDcT6yyp+vdWbd2YkwG7JCpWMToTMZGWSwGKKcE8N5sPPEgvGy5zj1qwmMnADjle47uQ0TW9mmRk5QbHknBKYGY7euDbuQxnKmV1W4ueNmXOOSLqb56OqPlioyBEZPYGFwGi4q2y4RkZlEPnQHkY98pKJzrahfxeXiOouj45UMOhsjmGwGK17+vSgiUo7C7AzWptay6z27+JsVfwPAwZGDUz7Pu3lCVoiAHSgdm9jgIBUb4aRXj1WceeOEE+k8nlUkEihfusZNLsfyigQHD7I6uZqwHZ6ye9dEsF0+lsZNLJt2vdN4MQCh7v8AIHr457TtfDeB4SOsSqwq1cfd2ry1dM3EgjO3rr1su0REztv4yOzq+OmKLu9sr8P09WM3aMMWEamewuxZLIkuoT5Uz7HssSnHc26OSGDqHK6JMl3hyBiDJjGtmgCAMYZsMQ8WRAPl54DlVr0HLxSn4ZePELVCbGraxG97f4vruYC/YQLAsrH0jHNc88v88l7xvzwHQOq3/0RgrJ/kK08BsH3Ldu5cdScbGk4vHAsO+/Vn3YS2jBSR+TMxzWBFxJ+OFbCgLhzAPXoUe+XKhWyaiNQohdlZ1IfrGSoMTTmWd/NEA1M3PEiGkkTsCG5okAwxAtnp5bQcz+Ba/hSFmF1+zqwXb2X4ms8R7ttH/PX/zY3tN9Kb6+XAyAEAhovjdW5zw3jRhmnXm3AdxcY1xPf/iIZf/FeCoycBiL75AngOa1NruXftvVMWWoR6/4QbX4JX1zbtfiIic2VigdgqZ5hVjVEe/k8rMMUijI2Vdv8SEamGwuwsmiJN/L7v91Pqzubc3LQwG7ACbG7ezMnw7xi1HXKjx6fdK+8YLNuvRBAPTN/9a7KxdR/ESXWSeOW/sT7l70n+ZsYfPe3N9dIQShE1pmz1gf7b/4f/PQf80dn0FQ9i54cJDh2e8fxApgc32QFWmSoLIiJzwG73pzJFB/v5/sffwQc3tGAyfrUWq65uIZsmIjVKYXYWK+tWkvfyU6Ya5Lzp0wwAbmy/EQBn3T/zQNf/xDXulM/zjkcg6o+SrgrNsj2jHSS77g6CmZO0R5oI2aHSVrSvDb9GZ8gPscUyC7a8aCN9t32PzDvupP+WfyW/7ArAX+g149dlunHjKkwuIvNsfJqBGTu9QLUUZhMKsyJSPYXZWdzS4RcAP5A+UDqWc3NE7Olh9oa2G0p/d7kj/CX9lymf5xwPK9QPwMpIy6zf7cX9c8K5QVbEV/D68Ovc/PObOTJ6hM0hP3i6yekLwCYUOq5h+LovkF/xbn/UFQiMTB8xxskTHDlWOkdEZL5Ytg3R6JQwi0ZmReQ8KMzOorOuk7AdLs1XhZnnzIJf4HtleAvGCxEyFs+feH7K53nHwwqMYRuIBWd/absxP8za2T46E528OvRq6bO/jvjB04Qqq8voxVowgTDBGcJsuHcvllck376lonuJiJwPKxaD3KSR2RF/e1sroTqzIlI9hdlZBOwAqxOrp4yy5t38jNMMAO5c+jCj+z/P+nyA14dfn/JZ3jHYkR7qHRsTSc363U7jWgDC3a9wVctVpeM/vemnrPL8smBeOFnZg1g2bmLpjNMMom/+EmOHKCxVmBWR+WfFYlNGZt3j/nvJXqpqKiJSPYXZClzedDmvDr3KYH4QmHkB2ISOhiiYMEvGwhwePTxl3uxY0SVYd4AN2UBFmxO4qeW4kQaCQ4e5vu16AJbHl2NbNlZhBGOHpm2YcDZOomPGaQbhU7+nsOQyTEQ1HkXkLRCPT50z29cHto3VMvv0KxGRMynMVmBj00Y843E86wfBvFd+ZDYV8UdMQ8UonvEYLY6WPuvNjmDZBVYUnbPOdZ3MTS4jMHqSoB3k+9d/nyevfBIAuzCCF05UVX3AaVhNuPdPBAdPT5mwckOEel+lsOyqs1wpIjJ3rFgUkzm9sYzJZiEW8+fTiohUSW+OCsQD/haLY64/kpBzc0TtmUdmE+Nh1vL8FbsTNWEBDg37u2xd5KUxocoWOvhTA/wKCM2RZlIhf3qCPdaHF22q6jnG1n8IgFDvn0vHIsdewjIeuc7rq7qXiMi5sltaMD2na3GbsWxpMwURkWopzFYgFvRfshNh9mxzZuPh8S1uPT90pgvp0md/ybwCwNZiHuxgRd/tJpaVwuxkwXQXbqqzsgcYNzG1YXKt2ejRF3GjjRRbNpS7TERkTtlt7Xjd3RgzvqVtdkxhVkTOmcJsBSbmx445Yzieg2OcsnNmg7ZFLGRTtP3C4JNHZgecY+AkWRWsfMWum1iKXRzFKoxMOW7nZ97K9mxMMEahbROR4y8BEOr+D2KHf0Z+xfVgB6q6l4jIOUvUgetCsQj4NWeteHyBGyUitUphtgLxoP+SzTgZ8m4eoGyYBUiEA+Qsf1XucOF0mM16gwSKdRTaNlX83W7Cv8+Zo7NWMYsXqv7lX2jdQHDwIJE3X6D1J3cBkL7ywarvIyJyrqyY/+4yWX/erBnLljZTEBGplsJsBZLBJMlQkqOZo+Q8fzvactMMAC5qjnIw708BSOf6S8fHTB9hJ4bTsKri7z4dZieV1DIGq5jBhKsvMJ7vuAbbGaPhl58DoPeOZ/Hq2qq+j4jIubLi48F1IswODmKlZi9XKCIyE4XZCliWRWddJ8ezx8m542F2hh3AJiyrj9BbSBHzPNKjXQAUvSIFu4dEPll5bVhmHpm13ByWcSteRDZZYelW/375IbLrPoTTfEnV9xAROR/WpC1tjevinThJYMWKBW6ViNQqhdkKxQNxcm6uNG0gcZadtxpjQYaLNg2ux8iYX8FgYvFY3LUwVYRZL9aCsUNTw2zBL/flhavfLWfyd+dW3lj19SIi521imsHYGGZ0FDwPq7FhYdskIjVLYbZCkUCEnJvjzdE3AVhZt7LsufWxIAZIepDODwCURnQTxsWLNFT+xZaNW9c+Jczaeb9CQqVb2Z6p/307yHVcS27le87pehGR82El/F+VzMgIZjTjH6ur/pcmERGAyupDCZFAhLybJ130g2RjpHwlgSWJEAABk2S46FchOB1mHdy61qq+e3KtWYDg8BEAnPrqSnNNyK96D/lVCrIisjDsdr/ai3f8BHZzM6AwKyLnTiOzFYoGouS9PCPFEUJ26KxzZq9ZmSIesul3lzE8vmAsU/T/M2Vciq1/VdV3+2H29AKw4OBBAJyGi6t9DBGRBWc1NEAohNffh8loZFZEzo/CbIUitj/NYKQ4QjKYxDrLNrLhoM3tlzZzIt/OIB4Yw2DOX7WbDEUq3jBhgptYSiDTA54DQHDwAG5dO+Yc5syKiCw0y7L8qQbZMYVZETlvCrMVaoo0kXNznBg7cdbFXxOuv7gB16ljzLZwRo4yPB5mU5HqX9huYimWcbGzvQAEhw5SbFxT9X1ERN4urHgdJpvFO+lPobLaVCJQRM6NwmyFVtT5ZWP2Du6lPdY+6/nvbItje35wLf6vDzOQ9ReC1aeWVf3dbsK/Jjh6EoxHcPAQTqOmGIhIDYvHMZlRvBMnIZHArq9f6BaJSI1SmK3QkuiS0t8XJ2cPkpGgzZYOf6HXXztfpjt9GICOeHPV3z1RazY4eIBA+ii2m1OYFZGaZtXFMZksJp1WkBWR86JqBhVqibaU/l6TrOwn/ncuaWLvScAucDx9AuNFaItXP8/VqV+FG19C5NhLWEV/ukK+fWvV9xERebuw6hJ4x45hwmHt/iUi50VhtkLJYJLr2q6jL9fHNa3XVHTN+pZGOAmWnefE6CgmGqO9sfINE0rsAMWWSwkOH8GEErixFtyG1dXfR0TkbSKwshPn5ZchYGO3Lpn9AhGRMhRmK2RZFo9e9mhV16xM+tMMrNAQ3SZEyA0RrG/HOYfvd1IrCB//LXY+jdO09hzuICLy9mEvXQqui3foMIH16xe6OSJSwzRndh61x9sJWAHqY6ewQ0OE3Bhu3dJzuldh2RXYbo5A5hS55e+a45aKiLy1rKam0t+BNfoHuoicO4XZeRSwAjSEGwgljhOIHSeRS2HC51ZLsbBkY+nvYtumOWqhiMjCmBxm7daWs5wpInJ2mmYwzxLBBP0hv5JBYyF+zvfx4i0MX/UwWDaF9s1z1TwRkQURWLGi9Lc96W8RkWopzM6zz132Ob7wypcYHrL4z+s3nNe9MpffN0etEhFZWFY8TvTv/x6vr4/AypUL3RwRqWEKs/NsVWIV//267y10M0RE3nYid/7tQjdBRC4AmjMrIiIiIjVLYVZEREREapbCrIiIiIjULIVZEREREalZCrMiIiIiUrMUZkVERESkZinMioiIiEjNUpgVERERkZqlMCsiIiIiNUthVkRERERqlsKsiIiIiNQshVkRERERqVkKsyIiIiJSsxRmRURERKRmKcyKiIiISM1SmBURERGRmqUwKyIiIiI1S2FWRERERGqWwqyIiIiI1CyFWRERERGpWQqzIiIiIlKzFGZFREREpGYpzIqIiIhIzbKMMWahGyEiIiIici40MjvukUceWegmyDlS39Uu9V3tUt/VLvVd7VLfzUxhVkRERERqlsKsiIiIiNQshdlxN91000I3Qc6R+q52qe9ql/qudqnvapf6bmZaACYiIiIiNUsjsyIiIiJSs4IL3YD50tfXx44dOxgaGsKyLG666SZuvfVWRkdHefLJJ+nt7aW1tZUHH3yQRCIBwK5du/jFL36Bbdvcc889bNy4EYBDhw6xY8cOCoUCmzZt4p577sGyrAV8ugvbXPbdhO3bt9PT08Pjjz++AE+0eMxl3/36179m165dWJZFY2Mjn/nMZ0ilUgv4dBe2avtuZGSEJ554ggMHDnDjjTdy3333AZDP53niiSfo7u7Gtm22bNnCxz72sQV+ugvbXPUdgOM4fPe732Xfvn1YlsVHP/pRrr766gV8ugtbtX23d+9enn76aRzHIRgM8vGPf5wNGzYAizyrmAvUwMCAOXjwoDHGmGw2az772c+arq4us3PnTrNr1y5jjDG7du0yO3fuNMYY09XVZR5++GFTKBRMd3e3+fSnP21c1zXGGPPII4+YN954w3ieZ77yla+YPXv2LMgzLRZz2XfGGPPyyy+br3/96+ahhx56y59lsZmrvnMcx9x3331meHjYGGPMzp07zbPPPrsgz7RYVNt3Y2Nj5rXXXjM/+9nPzHe+853SfXK5nPnTn/5kjDGmWCyaz3/+83pnzrO56jtjjHn22WfND37wA2OMMa7rlv4/KPOj2r47dOiQ6e/vN8YY8+abb5oHHnigdK/FnFUu2GkGjY2NXHTRRQDEYjE6OjoYGBhg9+7d3HDDDQDccMMN7N69G4Ddu3dz7bXXEgqFWLJkCe3t7Rw4cIDBwUHGxsZYt24dlmVx/fXXl66R+TFXfQeQy+V47rnn+PCHP7wwD7PIzFXfGWMwxpDP5zHGkM1maWpqWrDnWgyq7btoNMoll1xCOByecp9IJFIaKQoGg6xevZr+/v638EkWn7nqO4AXXniBO+64AwDbtvVryDyrtu9Wr15deheuWLGCYrFIsVhc9Fnlgp1mMFlPTw+HDx9mzZo1DA8P09jYCPj/I0qn0wAMDAywdu3a0jVNTU0MDAwQCARobm4uHW9ubmZgYOCtfYBF7Hz6DuCZZ57h9ttvn/GlLfPrfPpu3bp13H///Tz88MNEIhGWLl3KJz7xiQV5jsWokr6rRCaT4Q9/+AO33nrrfDVVznA+fZfJZAB49tln2bdvH21tbdx77700NDTMd7OF6vvud7/7HatXryYUCjEwMLCos8oFOzI7IZfL8fjjj3P33XcTj8fLnmfKFHUod1zm3/n23ZEjRzh16hRXXnnlfDVRyjjfvnMch+eff57t27fz1FNP0dnZya5du+aruTJJpX03G9d1+cY3vsEtt9xCW1vbHLZQyjnfvnNdl/7+ftavX8/27dtZt24dO3funIeWypmq7buuri6efvpp7r//fkBZ5YIOs47j8Pjjj3Pddddx1VVXAVBfX8/g4CAAg4ODpZ9Qmpubp/wUNjAwQFNT07Tj/f39+rnzLTAXfbd//34OHz7Mtm3beOyxxzhx4gRf+MIX3vJnWWzmou+OHDkCQHt7O5Zlcc0117B///639kEWoWr6bjZPPfUU7e3t3HbbbfPWXjltLvoumUwSiURKAwBXX301hw8fnt+GS9V919/fz9e+9jW2bdtGe3s7MP1dutiyygUbZo0xfPvb36ajo4MPfOADpeNbt27lxRdfBODFF1/kiiuuKB3/zW9+Q7FYpKenh5MnT7JmzRoaGxuJxWLs378fYwy/+tWv2Lp164I802IxV333vve9j6eeeoodO3bwpS99iWXLlinMzrO56rumpiaOHTtW+mlt7969dHR0vPUPtIhU23dn88wzz5DNZrn77rvnq7kyyVz1nWVZbNmyhX379gHw6quvsnz58vlruFTdd5lMhq9+9avcddddXHLJJaXzF3tWuWA3TXj99dd57LHH6OzsLJWmuOuuu1i7di1PPvkkfX19tLS08NBDD5VKBP3oRz/ihRdewLZt7r77bjZt2gTAwYMH+da3vkWhUGDjxo3ce++9i6fcxQKYy76b0NPTw/bt21Waa57NZd89//zz/PSnPyUQCNDS0sK2bdtIJpML9mwXunPpu23btpHNZnEch7q6Oh599FFisRif/OQn6ejoIBj0l2W8//3v573vfe+CPduFbq76bvny5fT29vLNb36TTCZDKpXiU5/6FC0tLQv5eBe0avvuhz/8IT/+8Y9LI7IAjz76KPX19Ys6q1ywYVZERERELnwX7DQDEREREbnwKcyKiIiISM1SmBURERGRmqUwKyIiIiI1S2FWRERERGqWwqyIiIiI1CyFWRERERGpWQqzIiIiIlKz/j/OG76110fosgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# %matplotlib widget\n",
"fig, ax = plt.subplots(figsize=(12,10))\n",
"ax1 = ax.twinx()\n",
"ax2 = ax.twinx()\n",
"ax3 = ax.twinx()\n",
"line = ax.plot(df_dict[\"us_dollar\"][\"date\"], df_dict[\"us_dollar\"][\"rolling_mean_30\"], 'tab:orange')\n",
"line_1 = ax1.plot(df_dict[\"us_dollar\"][\"date\"], df_dict[\"japanese_yen\"][\"rolling_mean_30\"], 'tab:blue')\n",
"line_2 = ax2.plot(df_dict[\"us_dollar\"][\"date\"], df_dict[\"uk_pound\"][\"rolling_mean_30\"], 'tab:green')\n",
"line_3 = ax3.plot(df_dict[\"us_dollar\"][\"date\"], df_dict[\"australian_dollar\"][\"rolling_mean_30\"], 'tab:red')\n",
"lines = [line, line_1, line_2, line_3]\n",
"for ax in ax, ax1, ax2, ax3:\n",
" ax.set(yticks=[])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "2e9ad288",
"metadata": {},
"source": [
"## **The Early Struggle and Other Alignments Conclusion**\n",
"### Stuff\n",
"* Stuff\n",
"* Stuff\n",
"\n",
"## **Volatility**\n",
"Stuff"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f9c862e9",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# function to create df with year and annual volatility for every row\n",
"volatility_df_list = []\n",
"def volatizer(currency):\n",
" annual_df_list = [currency[currency['year'] == y] for y in currency['year'].unique()] # list of annual dfs\n",
" c_name = currency.columns[1]\n",
" row_dict = {} # dictionary with year:annual_volatility as key:value \n",
" for frame in annual_df_list:\n",
" year_name = frame.iat[0,4] # first cell of the \"year\" column, becomes the \"year\" key for row_dict\n",
" annual_volatility = frame[\"log_rate\"].std()*253**.5 # volatility measured by standard deviation * 253 trading days per year raised to the 0.5 power\n",
" row_dict[year_name] = annual_volatility # dictionary with year:annual_volatility as key:value \n",
" df = pd.DataFrame.from_dict(row_dict, orient=\"index\", columns=[c_name]) # new df from dictionary indexing on year\n",
" volatility_df_list.append(df)\n",
"\n",
"# apply volatizer to each currency df\n",
"for key in df_dict:\n",
" df_dict[key] = volatizer(df_dict[key])\n",
" \n",
"# create an annual volatility data frame with all 40 currencies\n",
"annual_volatility = pd.concat(volatility_df_list, axis=1)\n",
"annual_volatility[\"year\"] = annual_volatility.index\n",
"# move year to position 0 and set index as int"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "12a692a9",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# bar charts comparing volatility for four low frequency pairs\n",
"# %matplotlib inline\n",
"low_freq = [annual_volatility[\"israeli_shekel\"], annual_volatility[\"philippine_peso\"], annual_volatility[\"malaysian_ringgit\"], annual_volatility[\"romanian_leu\"]]\n",
"years = annual_volatility.iloc[:,40]\n",
"fig, (ax1, ax2, ax3, ax4) = plt.subplots(nrows=1, ncols=4, figsize=(24,8), sharey=True)\n",
"colors = iter([plt.cm.Dark2(i) for i in range(4)])\n",
"for ax, currency in zip((ax1, ax2, ax3, ax4), low_freq):\n",
" ax.barh(years, currency, height=0.65, color=next(colors), alpha=0.7)\n",
" ax.set_xlim(0,0.21)\n",
" ax.set_xticks([0.05, 0.1, 0.15, 0.2])\n",
" ax.tick_params(axis=\"x\", labelrotation=45)\n",
"# ax.set_yticks([])\n",
"plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
"# ax.axvline(x=0.07, ymin=0.045, c=\"grey\", alpha=0.5) # might use this later\n",
"ax.text(.25,.84,\"Israeli shekel\", color=\"green\", fontsize=16, transform=fig.transFigure)\n",
"ax.text(.43,.84,\"Philippine peso\", color=\"orange\", fontsize=16, transform=fig.transFigure)\n",
"ax.text(.62,.84,\"Malaysian ringgit\", color=\"purple\", fontsize=16, transform=fig.transFigure)\n",
"ax.text(.83,.84,\"Romanian leu\", color=\"fuchsia\", fontsize=16, transform=fig.transFigure)\n",
"ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*310 + \"Source: Daria Chemkaeva\",\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=12,\n",
" transform=fig.transFigure)\n",
"fig.suptitle(\" \"*43 + \"Annual Volatility of Euro to Four Minor Currencies\" + \" \"*43, color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=25, weight=\"bold\")\n",
"plt.show()\n",
"# every other bar change alpha\n",
"# see if i can add y labels without the black ticks, maybe 4 horizontal lines that start and stop\n",
"# would be cool if i could match the label color to the graph color"
]
},
{
"cell_type": "markdown",
"id": "322a66c9",
"metadata": {},
"source": [
"## **Volatility Conclusion**\n",
"* Stuff\n",
"* Stuff\n",
"\n",
"## **Volatility Map**\n",
"* Stuff"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "ef0e4c27",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# build and animate the map"
]
},
{
"cell_type": "markdown",
"id": "a751c6bf",
"metadata": {},
"source": [
"## **Volatility Map Conclusion**\n",
"* Stuff\n",
"* Stuff\n",
"\n",
"## **Further Research**\n",
"Stuff\n",
"\n",
"## **Conclusion**\n",
"Stuff\n",
"\n",
"## **Citations**\n",
"1. Eichengreen, Barry (2019). Globalizing Capital: A History of the International Monetary System (3rd ed.). Princeton University Press. pp. 7, 79. ISBN 978-0-691-19390-8. JSTOR j.ctvd58rxg.\n",
"2. https://en.wikipedia.org/wiki/Bretton_Woods_system\n",
"3. Lowenstein, Roger (August 5, 2011). \"The Nixon Shock\". www.bloomberg.com. Bloomberg. Retrieved March 25, 2019.\n",
"4. Bank for International Settlements. \"Foreign Exchange Turnover in April 2019.\" Accessed Oct. 3, 2020.\n",
"5. https://fxssi.com/the-most-traded-currency-pairs\n",
"6. https://www.kaggle.com/lsind18/euro-exchange-daily-rates-19992020 kaggle dataset"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "6cacb66c",
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# # need this to correctly get year ticks in DQ server\n",
"# years = mdates.YearLocator() # every year\n",
"# years_fmt = mdates.DateFormatter('%Y')\n",
"# for ax in ax1, ax2, ax3, ax4:\n",
"# ax.xaxis.set_major_locator(years) # format the x ticks\n",
"# ax.xaxis.set_major_formatter(years_fmt)\n",
"# fmt_three_years = mdates.MonthLocator(interval = 36) # Major ticks every 3 years\n",
"# ax.xaxis.set_major_locator(fmt_three_years)\n",
"# ax.set(yticks=[],\n",
"# xlabel=\"Year\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "91e40c5e",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# colors = iter([plt.cm.tab20(i) for i in range(20)])\n",
"\n",
"# N = 50\n",
"\n",
"# x = np.random.rand(N)\n",
"# y = np.random.rand(N)\n",
"\n",
"# plt.scatter(x, y, c=[next(colors)])\n",
"\n",
"# x = np.random.rand(N)\n",
"# y = np.random.rand(N)\n",
"\n",
"# plt.scatter(x, y, c=[next(colors)])\n",
"\n",
"# x = np.random.rand(N)\n",
"# y = np.random.rand(N)\n",
"\n",
"# plt.scatter(x, y, c=[next(colors)])\n",
"\n",
"# plt.show()"
]
}
],
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"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
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"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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