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@Pierian-Data
Created June 21, 2022 22:38
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{
"cells": [
{
"cell_type": "markdown",
"id": "6251a48c",
"metadata": {},
"source": [
"# Exploring Inflation Data with Python\n",
"\n",
"You've probably heard a lot about inflation in the past few months. Let's take a closer look at the data and learn some Python along the way! In this blog post we'll be exploring data from the US Bureau of Labor Statistics, in particular the CPI (Consumer Price Index)."
]
},
{
"cell_type": "markdown",
"id": "8c5b51e0",
"metadata": {},
"source": [
"## Libraries\n",
"\n",
"We should always do a quick search to make sure we're not duplicating previous work. A cursory search reveals this that the BLS provides us with a wonderful Python API: https://www.bls.gov/developers/api_python.htm"
]
},
{
"cell_type": "markdown",
"id": "d77400df",
"metadata": {},
"source": [
"Now we could use this API ourselves, but we already know the gist of what we want to do, download the data, analyze with pandas, and then visualize with Python. Surely this is a common enough task that others have explored it already, right?\n",
"\n",
"Fortunately for us, the Python ecosystem is a supportive community of many open-source libraries, and thanks to data journalist [Ben Welsh](https://palewi.re/who-is-ben-welsh/) we have access to the CPI library with Python, which is a very nice wrapper around the BLS Python API that will save us a lot of work.\n",
"\n",
"We can install it with **pip install cpi**.\n",
"\n",
"Let's explore how to use it, first we'll import a few more data and visualization libraries:"
]
},
{
"cell_type": "code",
"execution_count": 104,
"id": "05b7519e",
"metadata": {},
"outputs": [],
"source": [
"# IMPORTS\n",
"import pandas as pd\n",
"import cpi\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"id": "4e3ac1b7",
"metadata": {},
"source": [
"Often when working with the **cpi** library, you may get a warnings that the data is stale, which makes sense as the BLS is constantly updating with the latest inflation information, let's update our data:"
]
},
{
"cell_type": "code",
"execution_count": 105,
"id": "92c85811",
"metadata": {},
"outputs": [],
"source": [
"# This sometimes take awhile!\n",
"cpi.update()"
]
},
{
"cell_type": "markdown",
"id": "29ceb892",
"metadata": {},
"source": [
"We can get a pandas dataframe for the \"All Items\" tracked, which contains within it an average inflation of many items, such as food, energy, shelter, new vehicles, etc..."
]
},
{
"cell_type": "code",
"execution_count": 145,
"id": "3677b554",
"metadata": {},
"outputs": [],
"source": [
"cpi_items_df = cpi.series.get(seasonally_adjusted=False).to_dataframe()"
]
},
{
"cell_type": "code",
"execution_count": 146,
"id": "60f095da",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 1420 entries, 0 to 1419\n",
"Data columns (total 22 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 year 1420 non-null int64 \n",
" 1 date 1420 non-null object \n",
" 2 value 1420 non-null float64\n",
" 3 series_id 1420 non-null object \n",
" 4 series_title 1420 non-null object \n",
" 5 series_survey 1420 non-null object \n",
" 6 series_seasonally_adjusted 1420 non-null bool \n",
" 7 series_periodicity_id 1420 non-null object \n",
" 8 series_periodicity_code 1420 non-null object \n",
" 9 series_periodicity_name 1420 non-null object \n",
" 10 series_area_id 1420 non-null object \n",
" 11 series_area_code 1420 non-null object \n",
" 12 series_area_name 1420 non-null object \n",
" 13 series_items_id 1420 non-null object \n",
" 14 series_items_code 1420 non-null object \n",
" 15 series_items_name 1420 non-null object \n",
" 16 period_id 1420 non-null object \n",
" 17 period_code 1420 non-null object \n",
" 18 period_abbreviation 1420 non-null object \n",
" 19 period_name 1420 non-null object \n",
" 20 period_month 1420 non-null int64 \n",
" 21 period_type 1420 non-null object \n",
"dtypes: bool(1), float64(1), int64(2), object(18)\n",
"memory usage: 234.5+ KB\n"
]
}
],
"source": [
"cpi_items_df.info()"
]
},
{
"cell_type": "markdown",
"id": "7a37f05e",
"metadata": {},
"source": [
"### Data Cleaning\n",
"\n",
"While the data is already extremely clean, it actually has more info that what we need, we just need the monthly periods and this data set has monthly and annual, let's clean it up and also set a date index."
]
},
{
"cell_type": "code",
"execution_count": 147,
"id": "de28a8c4",
"metadata": {},
"outputs": [],
"source": [
"cpi_items_df = cpi_items_df[cpi_items_df['period_type']=='monthly']\n",
"cpi_items_df['date'] = pd.to_datetime(cpi_items_df['date'])\n",
"cpi_items_df = cpi_items_df.set_index('date')"
]
},
{
"cell_type": "code",
"execution_count": 148,
"id": "38725067",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 148,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cpi_items_df['value'].plot()"
]
},
{
"cell_type": "markdown",
"id": "4af8de96",
"metadata": {},
"source": [
"It isn't super useful for us living in the 2020s to view inflation on such a large timescale (unless you want to reminisce about your 5 cent cup of coffee from the 1920s). Let's zoom in to a more current timeline."
]
},
{
"cell_type": "code",
"execution_count": 149,
"id": "23532dad",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'CPI Value')"
]
},
"execution_count": 149,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2000x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(dpi=200)\n",
"cpi_items_df['value'].loc['2010':'2023'].plot(figsize=(10,4))\n",
"plt.xlabel('Date')\n",
"plt.ylabel('CPI Value')"
]
},
{
"cell_type": "markdown",
"id": "dd7bd289",
"metadata": {},
"source": [
"If we were targeting a yearly 2% inflation rate since 2010, let's explore what this line would look like on the same plot, starting with the 2010 CPI value. We'll do a very simple method for this (overly simplified, but it should work fine for our exploratoy data analysis), by simply looping through the values and adding the original plus 2% of the original. Then we can plot these values against the real data."
]
},
{
"cell_type": "code",
"execution_count": 150,
"id": "c1a2abd3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"216.687"
]
},
"execution_count": 150,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Starting value\n",
"cpi_items_df['value'].loc['2010':'2023'].iloc[0]"
]
},
{
"cell_type": "code",
"execution_count": 151,
"id": "f46592da",
"metadata": {},
"outputs": [],
"source": [
"start = cpi_items_df['value'].loc['2010':'2023'].iloc[0]\n",
"\n",
"periods = len(cpi_items_df['value'].loc['2010':'2023'])//12"
]
},
{
"cell_type": "code",
"execution_count": 152,
"id": "5e50e131",
"metadata": {},
"outputs": [],
"source": [
"def get_target_cpi(previous_cpi):\n",
" return previous_cpi + 0.02*(previous_cpi)"
]
},
{
"cell_type": "code",
"execution_count": 153,
"id": "3511e019",
"metadata": {},
"outputs": [],
"source": [
"target_cpis = [start]\n",
"for year in range(0,periods):\n",
" target_cpis.append(get_target_cpi(target_cpis[year]))"
]
},
{
"cell_type": "code",
"execution_count": 154,
"id": "52ff239c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[216.687,\n",
" 221.02074000000002,\n",
" 225.44115480000002,\n",
" 229.949977896,\n",
" 234.54897745392,\n",
" 239.2399570029984,\n",
" 244.02475614305837,\n",
" 248.90525126591953,\n",
" 253.88335629123793,\n",
" 258.9610234170627,\n",
" 264.14024388540395,\n",
" 269.42304876311204,\n",
" 274.8115097383743]"
]
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"target_cpis"
]
},
{
"cell_type": "code",
"execution_count": 155,
"id": "f3162ff0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"13"
]
},
"execution_count": 155,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(target_cpis)"
]
},
{
"cell_type": "markdown",
"id": "717f298f",
"metadata": {},
"source": [
"Creating a pandas series for the target CPIs starting in 2010:"
]
},
{
"cell_type": "code",
"execution_count": 158,
"id": "86ec4b37",
"metadata": {},
"outputs": [],
"source": [
"dates = pd.date_range('2010-01-01','2023-01-01',periods=periods+1)\n",
"target_cpi_series = pd.Series(data =target_cpis, index= dates)"
]
},
{
"cell_type": "code",
"execution_count": 159,
"id": "2d3cc17f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2000x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(dpi=200)\n",
"cpi_items_df['value'].loc['2010':'2023'].plot(figsize=(10,4))\n",
"target_cpi_series.plot(ls='--') \n",
"plt.xlabel('Date')\n",
"plt.ylabel('CPI Value');"
]
},
{
"cell_type": "markdown",
"id": "26a5aa91",
"metadata": {},
"source": [
"Looks like the Fed was actually doing a pretty good job at keeping things steady and the pandemic, stimulus, and supply chain really put strain on the inflation rate. How bad is this compared to the 1970s? Let's compare...\n",
"\n",
"### Inflation in the 1970s"
]
},
{
"cell_type": "code",
"execution_count": 160,
"id": "553b4e90",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"35.6"
]
},
"execution_count": 160,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Starting value\n",
"cpi_items_df['value'].loc['1969':'1980'].iloc[0]"
]
},
{
"cell_type": "code",
"execution_count": 161,
"id": "c7743373",
"metadata": {},
"outputs": [],
"source": [
"start = cpi_items_df['value'].loc['1969':'1980'].iloc[0]\n",
"\n",
"periods = len(cpi_items_df['value'].loc['1969':'1980'])//12"
]
},
{
"cell_type": "code",
"execution_count": 162,
"id": "29162e4c",
"metadata": {},
"outputs": [],
"source": [
"def get_target_cpi(previous_cpi):\n",
" return previous_cpi + 0.02*(previous_cpi)"
]
},
{
"cell_type": "code",
"execution_count": 163,
"id": "7f995d1b",
"metadata": {},
"outputs": [],
"source": [
"target_cpis = [start]\n",
"for year in range(0,periods):\n",
" target_cpis.append(get_target_cpi(target_cpis[year]))"
]
},
{
"cell_type": "code",
"execution_count": 164,
"id": "f3f81739",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[35.6,\n",
" 36.312000000000005,\n",
" 37.03824,\n",
" 37.7790048,\n",
" 38.534584896000005,\n",
" 39.305276593920006,\n",
" 40.091382125798404,\n",
" 40.89320976831437,\n",
" 41.71107396368066,\n",
" 42.54529544295428,\n",
" 43.39620135181336,\n",
" 44.26412537884963,\n",
" 45.14940788642662]"
]
},
"execution_count": 164,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"target_cpis"
]
},
{
"cell_type": "code",
"execution_count": 165,
"id": "30f04985",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"13"
]
},
"execution_count": 165,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(target_cpis)"
]
},
{
"cell_type": "markdown",
"id": "05e59029",
"metadata": {},
"source": [
"Creating a pandas series for the target CPIs starting in 2010:"
]
},
{
"cell_type": "code",
"execution_count": 168,
"id": "b2847a9a",
"metadata": {},
"outputs": [],
"source": [
"dates = pd.date_range('1969-01-01','1980-01-01',periods=periods+1)\n",
"target_cpi_series = pd.Series(data =target_cpis, index= dates)"
]
},
{
"cell_type": "code",
"execution_count": 169,
"id": "0225a1a5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2000x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(dpi=200)\n",
"cpi_items_df['value'].loc['1969':'1980'].plot(figsize=(10,4))\n",
"target_cpi_series.plot(ls='--') \n",
"plt.xlabel('Date')\n",
"plt.ylabel('CPI Value');"
]
},
{
"cell_type": "markdown",
"id": "238c2ec8",
"metadata": {},
"source": [
"Wow, things were really bad in the 70s compared to today! Let's see the change when Paul Volcker \"broke the back\" of inflation by substantially raising rates in the early 1980s.\n",
"\n",
"## Volcker \"crushes\" inflation:"
]
},
{
"cell_type": "code",
"execution_count": 195,
"id": "4c7e867b",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 2000x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(dpi=200)\n",
"cpi_items_df['value'].loc['1969':'1990'].plot(figsize=(10,4))\n",
"plt.xlabel('Date')\n",
"plt.ylabel('CPI Value');"
]
},
{
"cell_type": "markdown",
"id": "33eedc85",
"metadata": {},
"source": [
"So far we've explored the raw CPI values, but we're probably more interested in terms of percent change as is reported on the news (e.g. inflation came in at 6%). Let's see the change in rates of inflation after Volcker dramatically hikes rates:"
]
},
{
"cell_type": "code",
"execution_count": 201,
"id": "92cbade7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2000x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(dpi=200)\n",
"cpi_items_df['value'].loc['1969':'1990'].pct_change(12).plot(figsize=(10,4))\n",
"plt.axhline(0.02,ls='--',c='red')\n",
"plt.xlabel('Date')\n",
"plt.ylabel('CPI YoY % Change');"
]
},
{
"cell_type": "markdown",
"id": "f2d3980a",
"metadata": {},
"source": [
"Now let's do a similar plot for the current timeline:"
]
},
{
"cell_type": "code",
"execution_count": 202,
"id": "61d97e67",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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1y9wpEQmtpOCSgb/51CT1z0jxjP/0uTXaE7Z/CwDgqMJGSwUSXKHjotFxNSoKzwTQDVXV1unl1QWesYun0m3VHVw5c7iWbDuop5ftOjK2rrBMP3l2tW6ZO5klNgAAALqoypo6Pbhguypq6nTFjGEazDJAiLKSihr9890tnrFPHD9Ef/vciUpIiM7fKwb2TtWvL5mom/691FPHD59epX9ePZ2/zwBAE3aHBVfZfdN9qgTdQcSDK+fc9kg/E0D3NH/9PpU1+NacmXQhywR2C2amX39qotbsLtX6PWVHxp9amq/pI/vpszOH+1gdAAAAOqK2LqCr/7VIH2w9IEl6ceVuvfD1U5Wa1P69hIC2aqrb6lsfHx+10KreeZNydOGUoXphxdFVQuat26snl+Rr7vRhUZ0bALqi8D2ucvhyCzohWksFAkCrwpcJnDmyv3L4Nka30SslSX/9/Anqner9jsTPnl+j1btKfKoKAAAAHfWXNzcfCa0kacOeQ3pm6a4W7gA6p6luq/Mn5Wh8dmZM5v/lRcdrUGaqd+yFj7S7uKKZOwCgZ6qpC2hv2B722SwViE6ISXBlZv3NbJCZEZQBkCQdqqrV62v3eMYuYpnAbmfMoN76/Wcme8aqawP6ykNLVHK4xqeqAAAA0F5Lth/U7fM2Nhq/++0tqgs4HypCT9BUt9X/nH1MzObvl5Gi331qkmesrKpW339qpZzj1z0A1NtXVqXw3xbZ4wqdEbUgycymmNkTZlYiaZ+kQknlZvaamX08WvMC6BpeW1OoqtrAkfOkBNN5E3N8rAjRct6kHH3xFO/2h/kHK/Stx5crwA85AAAA4l5ZZY2+8diyJgOqrUXleiVs31ogEvzutqr3seOG6NMn5HnG3tlYpIVbDjRzBwD0PAVh+1ulJCaof0aKT9WgO4hKcGVml0haKOlSSZmSLPRKlXS2pFfN7AfRmBtA1/DiSu9fbs8YN0j9+A9at/XD8yboxBH9PGNvrNurv7212aeKAAAA0FY/f/4j7TzQ/NJof31zM90niDi/u60a+umFxyk7bK+Whxft8KUWAIhHhWHBVXbfNJlFdy9CdG8RD67MLEfSfQqGVCapQtISBYOsYh0NsX5tZidHen4A8a+iuk7vbSryjF04hWUCu7PkxAT95coTNCAsnLz1tfVasHm/T1UBAACgNS+u3K2nluZ7xsL3/PmooFRvbdgXy7LQzcVLt1W9vunJ+tLpoz1j/1ldqP2Hqpq5AwB6loIS7xdc2N8KnRWNjqsvS+ojyUn6o6TBzrkZzrmTJQ2S9HVJdQqGV9+KwvwA4tz7m4s8ywQmJpjmTBjsY0WIhey+abr9s9OU0OALNwEn/eKFNXxDFwAAIA7tLq7Qj55e5RnLTE3Sk1+ZrdEDMzzjf51PJz0iJ566repdOi1XKUlHf4xWXRfQ00t3+VgRAMSP8I4r9rdCZ0UjuPqYgqHVC8657zjnyus/cM7VOef+Iun3CgZXZ0dhfgBx7o11ez3n00f0U9/0ZJ+qQSydMnagvvXxcZ6xdYVlemPt3mbuAAAAgB/qAk7ffGx5o/DgV5dM1IgBGbrhDG/3yaKtB7RkO3v+oPNKK+Or26pev4wUnTcx2zP2yKIdfAkPACQVlDZeKhDojGgEVxNCx3tbuOZfoWMfMxsShRoAxCnnnN4MC67OotuqR7npzLEaO7i3Z+yONzfxFz4AAIA48ve3t+iDrd4g6uKpQ3XJtFxJ0qem5TX6NvVf36TrCp0Xj91W9a48aYTnfEtRuRZuIbAFgN3F3qUCh/ZN96kSdBfRCK76ho7bWrim4Wd9m7sIQPezrrBMBWHtwwRXPUtCgumrc8Z4xlbsLNa7YfueAQAAwB+r8kt062vrPWO5Wen65cUTj5ynJCXo+tO8XVdvrNurdYWlMakR3VNpZY3uecfbbXXepGzfu63qzRjZr9GX8B5etMOnagAgPjjntGnPIc/YsP4EV+icaARXSaFjTXMXOOfqmrgeQA8wL6zbalj/9EZ/8Ef3d+HkoRrev5dn7I43NvlUDQAAAOodrq7VzY8uU23gaDd8gkl/unxqo+W9PztzmPr18o79jb2u0Anx3G0lSWamz84c7hn7z+pC7T9U5VNFAOC/XcUVKqvy/t49IbuPT9Wgu4hGcAUAzQoPrs4aP1hm5lM18EtSYoJuOtPbdbVo2wF9sGW/TxUBAABAkn714lptKSr3jN105ljNHNW/0bW9UpJ0zcmjPGMvrNitHfsPR7VGdE/NdVvF2w8/P31CrlKSjv44rbouoKeW5vtYEQD4a11Bmee8T1pSo+WEgfaKZnDV1s1K2NQE6CEOlFdr6Y6DnrE5LBPYY116QuN9Ee58k64rAAAAv7y2plCPhC17NiWvr27+WPMdL1efPEIZKYlHzgNOuvttuq7QfvHebVUvq1eKzp+U4xl7ZNHOTu3ZW1sX6GxZAOCb8GWCJ2T34Uvq6LRoBlevmdmW5l5tvc7M+BMv0E28tWGvGv5ZPj05UbNGD/CvIPgqJSlBXznD23X1zsYiLQsLNwEAABB9e0sr9f2nVnrGeqUk6s9XTFNyYvM/OsjqlaIrT/IunfbEh/naW1rZzB1AY12l26pe+HKBW4vKtaADq0fsKa3UpX99T+P/91V99d9LVV1LgAWg61lb6O24mpATH/sSomuLZnCVK2lkCy/XxutGRrFGADE0b90+z/kpYwcqLTmxmavRE1w+Y5gG9k71jP2FrisAAICYCgScvv3ECh087N2q+ucXHq9RAzNavf/600YrJdG7dNo/390a8TrRfXWVbqt6M0b2a7RX8yOLdrbrGXUBp68/vExLdxSrLuD00qoC3fPultZvBIA4s66gcccV0FnRCK52hF7bW3m15zoAXVxtXUBvrffub3X2sSwT2NOlJSfqhtNHe8ZeX7tXa3aX+FQRAABAz/Pk0ny9s7HIM/bJidmaOz2vTfcP6ZOmT5+Y6xl7aOF2lYQFYUBTulq3lSSZWaOuq/+sLtT+Q1VtfsY/392iRdsOeMbueWerDlfXNnMHEFlPLsnX5+/5QL9+8SOVVvL7NTqmsqZOW8P2xqTjCpEQ8eDKOTfSOTcqkq9I1wgg9pZsP9joG3RzxhNcQbrypOHq1yvZM/bXN1klFgAAIBacc/pXWHfUkD6p+u2nJrVrf4obTh+jhAaXl1fX6YEF2yJUJbqzrtZtVe/TJ+QqJcnbafjU0vw23buusFS3/GdDo/ED5dX690K+v43ou//9bfrOEyv07qYi3fPuVl1+90KWeEWHbNp7SIGwLf7GDyG4QudFc6lAADhi3jpvt9VxOX2U3TfNp2oQTzJSk3Tdqd7vKLy8ukCb9pY1cwcAAAAiZUV+idaF7U3x60smqV9GSrueM3Jghs6blOMZu/f9baqorut0jeienHN6ZVWB/vF21+q2qpfVK0Xnh/2af2TRTjnnmrkjqLo2oG8+tkLVdU3vZ3X321tUWcO/N4ietzfs0y9eWOMZW1tQqk/99X1t3nfIp6rQVa0NWyZwxIBeykhN8qkadCcEVwBiIjy4YplANHTVySOVmXb0DzbO0XUFAAAQC48u8nZ35PVL19kTOvZn9ZvOHOs5P1BerUcX0z2CxrYVleuaexfrxn8vVVlV1+u2qhe+XODWonIt2LK/xXtue2NDox/0NlR0qKrRv5dApGzaW6av/ntpow4ZSdpVXKHP/O19LdtxMPaFocsK//LLhGy6rRAZBFcAom7ngcPauNf7rZ05HfzLMLqnPmnJuubkkZ6x51bs1vb95U3fAAAAgE4rq6zR8yt2e8aumDFMCQltXyKwoeOG9tGc8YM8Y/94e4uqa5vuLEHPU1lTpz+/vkHn/PltvbVhX6PPL5wytEt0W9WbMbKfxg7u7Rl7ZNHOZq9fsv2A/jbf+wW98UMyNXv0AM/YXW9tUVUtXVeIrAPl1frifR82CosbOni4Rp/9x0LNW7cnhpWhK1tX6A3ix3eh38MR36ISXJnZJ81saeh1ZTvvvbLBvR+LRn0AYiu826p/Roqm5GX5Uwzi1rWnjFKvlMQj53UBp7veousKAAAgWp5fsVuHGyzll5hgmjt9WKeeedMcb9fV7pJKPbd8V6eeie7hrQ379Ik/v60/v76xyTDz9HGD9LtLJ/lQWceZWaOuq1dXF2j/oapG15ZX1epbj6/wdLokJ5r+ePkUfeuccZ5rC0sr9eSStu2XBbRFdW1AX3loiXYcOOwZ/8TxQzQlr69nrLImoC89sESPL24+hAWk4JKvawu8HVfH0nGFCIl4cGXB3Vv/JGmKpH3OuYfb+YhHJBVJmirp1shWB8AP4cHVmeMHKbGD3+JE99U/I0WfnzXCM/bkknztKq7wqSIAAIDu7ZGw5cjOmjBYQ/p0bh/aGSP7a8bIfp6xu97arEBT61KhRygoqdBN/16iq/+1SNv3H270+eDMVN155TTdf+0M9e6C+6J8+oRcpSQd/fFaTZ3TU0sbh06/e2Vto3/+b3xsnI4f2lczRvbXrNH9PZ/9bf5m1TSzDxbQHs45/fiZVVq09YBnfEpeX912xTQ9/KVZOmOct1u2LuD0vadW6o43Nra6bxt6rn2HqnSgvNozNiGHjitERjQ6rs6SNE5SQNI323uzC/5u+A1JdZImmtkZEa0OQEwdrq5ttMb3WSwTiGZcf9oopYb9pe/vdF0BAABE3Kr8Eq3e5V3e58qwzpGOCt/ravO+cr28uiAiz0bXUVMX0D3vbNHHbn1LL68qbPR5YoLpulNH6Y1vn6ELJg9V8HvQXU9WrxSdPynHM/bIop2eH/bPX79XDy30BsUnDM/SDaePPnL+P2d59/bKP1ihZ5bRrYjO+/vbW/REWAdfTt80/eOq6UpLTlRGapLuuXq6Lj0ht9G9t/53g/73udWq48sHaMK6sG6r9OREDe/fy6dq0N1EI7j6dOj4X+fcRx15QOi+/4ROPxORqgD44r1N+z3LQCQlmE47ZlALd6AnG5yZ1mipjUcW79TeskqfKgIAAOieHlns/SH60L5pOn1cZP6cfub4QTo27BvXP3hqlVbll0Tk+Yh/H+0u1YV3vKtfv7RW5dWN92o6YXiWXvjaqfrfC45TZlqyDxVG1pUnef8Os7Wo/MgXOIsPV+t7T670fJ6enKg/XjZVSYlHfyw3e8wAnTjC26341zc3qZauK3TCfz/ao//36jrPWHpyov5x1XQNbtBhm5yYoFvnTtGNZ45p9IyHFu7QV/+9VJU17LsGr/WF3uBqXHYmKywhYqIRXM2U5CS90MnnvCjJJM3qdEUAfBO+TOD0kf3UN73r/8UE0fPl00crOfHoH3SqawO6552tPlYEAADQvZRX1eq5sE6Oy2YMi9gPm8xMN4X98PNQVa2uvneRNu0ta+YudBfz1+/V3Lve17rCxv9f9+uVrN9/erKe/MrJOm5o91lOavqIfho7uLdn7JFFwf2BfvLsau0t8+559ePzj9XIgRmeMTPT18/yditu239YL66kWxEd89HuUt386DKFr/T3p8unamJu30bXm5m+f+4E/fzC4xTeAPnqmkJd9c9FKjlcE8WK0dWsLfR2brO/FSIpGsFV/QYl6zv5nA2h48hOPgeAT5xzejMsuGKZQLRmaFa6PnNinmfsoYXbG62bDAAAgI55ceVuTxdMgkmXTR8W0TkumJyjT07M9owdKK/W5+9ZpJ0HGu9zhO7hscU7dN39HzbZZfXZmcM079tn6rIZw5TQzb6Rb2aNltp8dXWB7ntva6Pg6fRxg/S5k5pelvOMcYM0Oc8bKNwxbyPLtKHd9pZV6vr7F+tw2L+L3zt3vM4N+7053DWnjNKdnz1BKYneHxsv2nZA19y3iD0LcUT4UoETCK4QQdEIrur/C3ugxataV39/9/kKDtDDfFRQqsJS7xJvZ00Y4lM16EpuPGOs5xu/h6vrdO97dF0BAABEwsOhTpB6c8YP1tCs9IjOYWb68xVTderYgZ7xwtJKfeGfH7AUdDfjnNOtr63X959a1ShkOTanj5668WT97tLJ6peR4lOF0XfpCblKCduv9+cveHfQ6Jse7Dhrbj+vYNeVd6+rzfvK9Qp7xKEdKmvq9OUHlmh3iff32UtPyNWNZzReCrAp50/O0f1fnKnM1CTP+LIdxfrv2j0RqxVdV01dQJv2HvKMjc/mx/iInGgEV/U9glmdfE79/awjAHRR89Z6u62G9++lMYMymrkaOGr4gF66eMpQz9h9721TSQXLEgAAAHTGmt0lWrGz2DMWvsdopKQmJeruL5yoacOzPOPb9h9myalupLo2oG8/vkJ3zNvU6LOLpgzVs189udHeTd1RVq8UXTApp8VrfnXJRGX3TWvxmo8dO7jRHnF3zttElwvaxDmn7z25UsvDfp+fMbKffnfppGZD06bMHjNAj39ltgZlpnrGP9zW2V4FdAdbi8pVHbYHHx1XiKRoBFf7QsfjOvmcY0PHvS1eBSBuzVvfeJnA9vwhCT3bTXPGetbVLquq1cur+KYhAABAZzwa1m01pE+qzhw/KGrzZaQm6d5rZmj8EO8Ps9YVluna+xbpcHVt1OZG9JVU1Ojqfy3S02F7pknSjWeO0Z8vn6rUpEQfKvPHZ5tZAlAKLp95UdiX85rS1F5X6wrL6HJBm9w5b5OeX7HbM5bXL113ff7EDv27eGxOn0Zfblixs6RTNaJ7WFvg3d8qu09at+6qRexFI7haJMkkXdjJ51wsyUla3OmKAMTc/kNVjb7hw/5WaI+xg3vrnOO8S0vOX893GQAAADqqorpOz4YFDJdPH6akxGj8aOCorF4pevC6mRoxoJdnfOmOYt3w4BJV1TbeDwnxb1dxhebe9b4WbNnvGU8w6Tefmqjvnzuh2+1l1ZrpI/rpmMG9G40PzkzVry+Z2ObnnHt8dqPn3DFvo5yj6wrN+2DLfv3p9Q2esd6pSfrXNTM0oHdqM3e1buow775rq3aVqDas0wY9z7rCsP2tcui2QmRF40+nr4SO55jZqR15gJmdLumcsOcB6ELmr9+nhn+m7pWSqJNG9/evIHRJ5xzn3TT2vU37VcMfkAEAADrkxZW7VVZ1tMPJTLpsxrCYzD24T5oeuu4kDenj/eHpOxuL9I1Hl/ND0C5mze4Sfeov72nDHu/+JunJibrn6un63EkjfKrMX2bW5NKbv//MZGX1ansnQkKC6WthXVerd5Vq/vp9zdyBnq74cLW+8dhyNVxRMsGkO66cpnFDOhcoTMnL8pxX1NQ1+ncfPc/68OCK/a0QYdEIrp6StE3BrqsnzOyYli/3MrNxkh5XsNtqm6QnI1wfgBgIXybw1LEDe9QSEYiM08d5l605VFWrpdsP+lQNAABA1/bIoh2e89OPGaS8fr2auTryhvXvpQevO0lZvZI946+sLtSPnlnVrbpJqmrr9NPnVuuiO9/VPe9s6Vb7E81fv1eX3bVAe8uqPOMDe6fqsRtm6awJQ5q5s2eYOz1Pw/qnHzm/7tRROnN8+1cfuWDyUI0e6N0j+na6rtAE55x+8NQqFZRUesa/fc54zenAr71wA3qnen5NS2q0wg56nnVhSwUeS8cVIiziwZVzrkbSd0KngyUtMbObzSyjhdtkZr3N7BuSPgzdJ0nfds6x4DXQxdTUBfR22DfBWCYQHTEoM1UTc73f2pm/gW8ZAgAAtNf6wjIt3VHsGWuqMyTaxg3J1P3XzlRGivdLbY9/mK/fvLS22/xQ/mfPrdEDC7ZrZX6Jfv3SWv3ulbV+lxQRjy3eoevu/1Dl1d7lHccMytAzN52syWGdGT1RZlqynvrKyfrpBcfprs+foJ+cf2zrNzUhMcF00xxv19WyHcV6b9P+Zu5AT/XIop16dU2hZ+zkMQN04xljIjbH1GH9POcrCK56tJLDNdodFpTScYVIi8pC1s65pyX9TMGuqwxJf5RUYGYvmdkvzexrZnZt6PgrM3tJ0m5Jt0qqX8T3Z865Z6NRH4Do+nDbQc8SJJI0h+AKHXRGWNfVWyyPAQAA0G7h3VaDMlN19rH+/Bl9yrAs3XP1DKUkeX8kcc+7W3XnvE2+1BRJq3eV6LEPd3rG/vHOVt373tZOPbeqtk6/e3mtZv/uDV39r0VavO1Ap57XHnUBp9+9slbff2qV6sK6x2aO6q+nbzxFw/rHrnsv3g3uk6YvnjpK507MkVnH9/m6eOrQRp0ut8/b2Nny0I1s3FOmX764xjPWr1ey/nT51IjuMTclz7vP1Yr84og9G13PukJvt1Vyomn0oBZ7VoB2i9oOrM65X0m6TlKFggFWb0nnSvqxpNsk3RM6/ig03jt03WFJX3TO/TpatQGIrjfDlgmcmNtHQ/qk+VQNurozxnl/oPJRQan2llY2czUAAADCVdbU6eml+Z6xy6bnKTkxaj8SaNXsMQP01ytPUGLYD1Zv/e8GfbCl63aUOOf0ixfWqKnGsV+++JFeXV3QoedWVNfpyw8s0d1vb1FBSaXe2rBPc+9aoBse/FBb9kV3r5nyqlrd8OAS3f3WlkafXTRlqB68bqb6hi3/iMhITkzQTWd6u64WbT2ghV343xFETmVNnb7+yDJV1nj3CPzDZ6ZE/GcwU4dlec437ClTeRWLZPVU68L2txozqLevf6ZA9xTVX1HOuXsljVOw46pIwWCquVeRgh1X45xz90WzLgDR9cbaPZ7zsyKwpjJ6rhOGZykzLckz9lYPWS7QOac31+/V/PV7VV3LhuUAAKBjXl5VoNJK7w8YL58e+2UCw33suCG6Ze7kRuN/+M/6Lrtk4EurCrR4W9N7sjon3fzoci3Z3r5OqUNVtbrm3kVN/hn4P2v26Jw/va2fPbda+w9VNXF35+wqrtCn//a+Xg/7O54k3XjmGP358qnsZRxlnz4hT0P7ekOI299grytI/++VdY0ChKtmj9DHjov8PnMTc/t6vmgQcNKqXSURnwddQ3jH1bE5LBOIyIt6FOqc2+2c+45zbrCkSZI+L+lmST8JHT8vaZJzbrBz7rvOud3RrglA9GzfX67N+8o9Y2cd27M350XnJCUm6NSxAz1jPSG4qqiu01X/WqRr712sa+5drO8+uYK/nAIAgA55dJF32brTjhmo4QPiY1m3T03L0/fPneAZ+3D7Qc3vgstDV9bU6Xcvr/OMpSV7f+xSVRvQdfd/qM1t7JIqOVyjz9/zgT7Y2nzYVRtwun/Bdp35h/n66/xNqqypa/ba9liy/aAuvvPdRj8YT0ow/b9LJ+n7506I6FJkaFpKUoK+cqZ3r6L3N+/Xy6sKm7kDPcG8dXt03/vbPGPjh2TqR+d1bE+11qQlJ2pCdqZnjH2ueq61Bd7/LoT/2gAiIaY9fM65Nc65h51zdzjnfhs6PuycW9P63QC6gnnrvMsEDuydosm5fZu5Gmib8H2u3tlY1Ght/e6ksqZO1z+wWO9sLDoy9tzy3Vq6o+lv7wI9mXNOW4vKdaC82u9SACAubdpbpkVheyF9dqb/3VYNXXfqKOX18+7jc8tr6xXoYn/e+8fbW7SruMIz9qfLpuqzM4d5xooP1+iaexdpX1nLHVJFh6p0xT8WannYD4f7pCWpXxNL85VV1er3r67XWbfM19NL8zv1v98zy/L12b8vVNEh739fs3ol68HrTtIVcfZrqLu7bPowDemT6hn72fNrVHK4xqeK4Ke9pZX6zhMrPWOpSQm648ppSkuOXgdk+HKB4b83oWcIBJw27AkLrui4QhSw+KQkMxthZrea2TozKzezA2a22My+a2YR+xqamX3SzJ4xs3wzqwodnzGzT7bh3iFmdr2ZPWxmH5nZITOrNrMCM3vVzL5sZumtPQeItvDg6oxxg/kWHjrtjPHe4Kqkoqbb/iG5sqZOX3rgQ723qfG69fe9v92HioD4VVJRo8/d84Hm3DJfJ/76v/r0397XPe9sUf7Bw36XBgBx45GwbqsBGSn6WJytiJCSlKCbzz7GM7Zmd6leXdN1OkoKSyr11/mbPWMnjeqvcydm61cXT9ScsD/P7jxQoevuX6zD1U3vEVNYUqnL716gtQXe5ZgGZKTo0S/P1lvfm6MbzxyjlKTGP9bZXVKpbz2+Qhf95V29v7mo0ectCQSc/vCfdfrmYytUXeddqnrMoAw9e9Mpmj1mQLueic5LS/7/7N11mBRX1gbw93aPuwujDIMNDO4QJBAgCUmIC8Tdk002u7GNbLLfJrvZ2EbZCCFKEuJCggd310HGYNx9pvt+f3TDdFV3j7e/v+eZh67bJRepoqrOPedq8bc5gxRtJTWN+OevBxzUI3IUvV7iT4t3mQ3aemJOBvrF2jbrZagqcMWMK8+UW16HuiZlZu9AZlyRDXh84EoIcQGA3QD+BKA/gAAA4QBGAXgRwA4hRLr1PXToGBohxP8A/AxgLoAEAD7GX+cC+FkIsUAIYfHvQwhxK4B8AAsAXA1gIIBAAN4A4gDMAvAOgF1CCPMC4UR2UtvYgk3HlKM5pw/k/FbUffGh/uivugl3x3KBDc063LZomyLTytQve06hsKrBzr0ick41jS24/v3NWH/UEOSV0lDS6LmfDmDSCytxwetr8cbKLJtPWE9E5MwamnVYsj1P0XbZqESLwQ5Hu3h4AvpEByra/vP7YZfJsn/x14OoNynRJwTwtwsyIISAl1aD/14zApmqShS78ypxz6c70KIKEOWW1eGKdzaYlWCPDfHFF7ePR0avEIT4eeMvswdgxUNTcPHwBIt92ptfhWsWbMJZL67AA5/vwKKN2dh/ssrqn2ldUwvu+mQ73lh51Oy7s/pGYcldE5EaFWhhS7KH8zLjMEP1fP3Z5lxsPGY+4I3c14I/jmFtlvJ5cWZGLOaPtX0WpDrj6mRlA4r4fOpx1GUCIwJ9EB3sa2Vtoq5zvrtVOxJCDAfwBYAQADUAHgcwAcB0GIJEANAPwE9CiO6Ejp8HcLPx8w4Ygk9jjL/uMLbfAuA5K9vHAtACaAKwBMAdAKYAGAHgcgC/GdfrC2CZECKxG30l6rI/jhQrRuV5aQQm9Y1qYwuijlNnXblb4KqxRYc7P96GNW38vlr0Ep9uyrFjr4icU11TC276YEubmZd78ivxr6WHcPZLqzHr5TV4+ffDOFhQxbniiMijLN1XgHJVKbGrRjtniTcvrQZ/Oqe/oi2rqAbf7sh3UI86bntOOZao+nnV6CQM6tUaqAr09cL7N4xGUoSyUMqKg0V48rt9Z/5/OlZcgyve2YCcMmX2cGK4P768fQLSY4JU7QF4+cph+OGeSRifZjkTKresHt/uPIknv92L8177A0Of+Q3XvrcJryw7jD+OFKOmsQWnKutx+dsbLGa53TAhFR/cMBqh/ublCcl+hBB49qLBCPRRloJ77Js9PTavGTm33XkV+NfSQ4q2uBA/vHDpEAhh+0o3faKDEOTrpWhz10ooZN3BAmUm8IC4YLv8+yPP49GBKwCvAvAH0AJgpnHerQ1SyhVSytsAPGJcrx+Ah7pyACFEPwAPGxe3ApgopfxcSrlFSvk5gEnGdgD4s5XsrloALwBIlFJeKqV8R0q5Rkq5Q0r5lZRyFoD/GNeNBvBsV/pK1F3f7TypWB7TOwIhfny4oZ6hnudqd16F28xp09iiw10fb8dK1STkwX5emJiufAHx6eYcNLUoR+USeZKGZh1uWbjVbL6WthwqrMary49g9it/YPpLq/HmqixUNXBOCCJyf59tVg54GZ8Wid5OnDFz7uA4ZKjmyXh52WGnvvfR6yWe/WG/oi3Y1wsPzexvtm50sC8+vHEMwlTzU322OQdvrjqKgwVVuOKdjThVqcxgSIsKxJd3jEdypPWZDDITQ/HprWPx/g2jzIJbajWNLfjjSAleWXYE1763GUOeXorpL63GvpPKl5FajcBzcwfj6QsHwUvr6a+PnEOvMH88PEv5b+tYca1ZmUpyPzWNLbjvsx1oMcmYFAL4z5VDER7oY5c+aDXCLHN0V16FXY5NzuOgKuOqP8sEko147J2HEGIMgLOMi+9JKTdYWO0lAKcLBt8vhOjKG/gHAJwejnCvlFIxU6uUsg7AvcZFLwAPqncgpXxZSvlXKWVb6QWPAjhl/HyJtbKDRLZS1dCM5ar5reYM6eWg3pA7GpUajgCT0YVSGrL8XF1Tix53f7LD7PwJ9vXCopvH4vHzMhTtxdWN+GXvKRB5osYWHW5ftO1MecDTIgN98J8rhuKKUYlmLwPVjpXU4sVfD2Hi/63Ai78eRElNoy27TETkMFlFNdioKuN9tR1KSXWHRiPw8Kx+ira88np8sTXXyhaO992ufLOMg/um90VUkOWySX2ig/C/60aZlWv819JDuOytDWb/Lw2IC8YXt49HfGj7U1oLIXD2gFj8ev9ZeP7iwYgN6VjpJr2E2XwlIX5e+OimMZg/LqVD+yD7uW58qtlcQ2+tysLhwmrLG5BbeOq7fThRqszEvGtqH0zoY98qN8OSwxTLzLjyPOqMq4FxIVbWJOoeTw5uzDX5/IGlFaSUegAfGRfDAEzrzAGEIU/yIuPiQSnlRivH2QjgdK7vRaIL+ZVSyiYA64yLoQA4WyrZ1a97ChQjIb21AudlxjmwR+RufL20mKCaCHr1IdcOXDXr9Lj3s+1YdqBQ0R7k64WFN4/BsKQwZPQKwZjUCMX3C9efsGMviZxDs84Q5FWXCQ0L8MYnt47FJSMS8eJlQ7H18Rn45JaxmD8uuc1a69WNLXhz1VFM/OcK/O27vchVlWQiInJ17687rlgOD/DGrEGxDupNx03rH4ORKeGKtv+uOOKUpdDqmlrwwi/Ksl29owJx/YTUNrcblRqBV68cBvWTf01ji2J5aGIoPr9tXKfnDvHSajBvbArW/3U6frn/LDw3dzAuHp6A5AjrGVumekcF4tu7J2JiOsu+OyOtRuCfl2TCS9P6D6hZJ/Hokj3Qu8iccNQ5P+85ha9V8xUOSwrDAzP6WdnCdoYmhimWd+dW8t+dB6lrakG26rlpQDwzrsg2PDlwNcn4ay2AbW2st9rk88ROHqM3gNMpJ6vbWtHk+wQAqZ08zmmmd7POd1dPbu3bncqa7lP7xyAswD7p6uQ51OUC1xwpdtmb5GadHvd9tgNL9ymDVoE+Wiy8aTRGJLe+sFG//NieU4E9eZX26CaRU2jR6fHA5zvNgrzBfl74+OaxGGAyys9Lq8HE9Cg8NzcTGx+dji/vGI+bJvZGr1A/i/tubNHjow3ZmPrvVfjTFztxhKOVicgNlNc2YYnqJefVY5Lh66W1soXzEELgYVWZvcKqRizakO2gHln39qqjKKhSlvV7/LyBZtlUlpybGY8nz8+w+v3o1HB8fMvYbj1TaTUCA+NDMH9cCl6+chjWPDINmx+bjrfnj8CtZ/XG8OQweGuV0bOJ6ZH49q6JSItuu9wgOdbA+BDcOjlN0bYtuxyfbOZ8uO6mtrHFrBxpkK8XXrtqOLwdUMJzmCrbr7qxBcdKau3eD3KMw4U1MJ0yWCOAvjEMXJFteLW/itsaaPw1S0rZ0sZ6By1s01Gmd6EHra5l+TjHra1oibGM4XjjYqGUsuMTP3RFaSng27lRXwCAoCDA30qJg5ISoKsTpgcEAIFWarWXlQG6Lsbx/PyAYCsX4IoKoLmL82P4+AChoZa/q6wEmro4b4+3NxAWZvm76mqgocHyd+3RaoGICMvf1daisKAMh/YeQ4TJX98VySlAcTvZMEIAUVZG8dXXAzU1XesvAERHW25vbASqqix/1xGRkYDGws1hU5Ph766rwsMBLwuX5JYWoLy86/sNDTX8e1PT6w3ncVeFhFi/BrT3996Wdq4R0yIEIupa/5z1dcDBPceQ0aud1HQnu0a06PR44pu92HSgEKZnlr+3Bv+9fASGhylfKs0cFIu4ED8UVDUguLEW3roWfLV0OzIvHNy5/jroGoG6Lmay8BrRyoOvETq9xFPf7cWGvQXw9fZDo7dhv0G+hhJGg0/X2bdwH6EFMDoQGD0uGk+OjcLuvEp8sikbyw8WKVat9/JFvY8fluzIx5Id+TgnIxZ3Te2D4cnhvI84jdcIA14jDJzoGqHAZw0DHx98ur0YDc2t1RC8NALXjU91mWvE+D6RmJQehW378+DfYiid99nP23B1mj+CfDv4GsPG14i88jq8s+aYonlaagimR4kO/zu+qX8QKrJD8fEmQ7Ch3D8YUmhwVt8ovHPtSAT4GH+vPXiNiAnxw+zB8Zg9OB5oaUFDUQkOnqrCocJqRAb6YtqAGGhrKwxDfNvDa4SBg64R9w8Jw7oNTcgrb52RYsFXGzEzWoPYEMsDdgDwPuI0F7mP+GDFETQVGJ4bT18j/j53kHLOOzveR8QBGKBtQFF1a1nT/buPIn2ohakieI0wcMH7CGvXiKNH8hTvZFIiA+Bf2cFX0LxGtHLHZ43unNPWSCk97geAHwBp/PmxA+vXGNfd0Mnj3GFynMvaWfcyk3Vv78Lv6W6T7V/v4p9LYjs/o04fI9dwue78z3//K62KiuraPgEpn3rK+n4zMrq+37vusr7fKVO6vt/LLrO+38su6/p+p0yxvt+77ur6fjMyrO/3qae6vt+oKOv7/e9/u75fwPp+Fy/u3n6Liizvd+XK7u13717L+927t3v7XbnS8n6Lirq338WLrf8Zd2e/vEYYfixcI15bdlim/OVH+WP/iV3fL68RrT/W8Bph4KTXiCfOuUOm/OVHOeCJX+Tm46XK/XbjGvHyxKtlyl9+NPu5ZsEG2TRgYNf7zPsIww+vEa0/vEYYfngfYfix0TVCd+mlcvRzvyuuZ/d/tt2wXxe6RuzIKZcvT7y66/u18TXi7k+2Kf6M0x79Sea/u7Bb+x1+7yfyzo+3yvqmFmV/eY1o1Z398hph+OF9hOHHBe8jht/7iZy3YKPU6/XK/fIa0ao7++U1wvDTxjVi74SZXd8vrxGtP9a48LNGLs7EJSSARCm7H8Px1Iwr03B0R8KjtQACAXQ2V74zxzEdz9Sp4wgh0gA8b3Kc/+vM9iacd8ZbIiIPd/XYZLy+IsvR3bBIAvjPb4ew5kgJpvWPxv3T+6IL0zUSdYivlwbvXT8Ko1OtjKrrAi9Lo9IArMsqRX55XZdrOBMROcLJCuVIeAC4eVKalbWd17CkMOREOWe5us3Hy/Dj7lOKtvljk9GrqXvlsj66aQwGD0vv1j6IyH15aQSevjCDz1rkMNUNXcziIuoCT53jyjRnuiM50Kfv+q3ki/bIcUyfLDp8HCFEAIAlAEKNTfdKKU92dHui7iqrbWx/JSLqtqggX8wZEu/oblhUUdeM11dkYVduBV5ZdgRfbs1rfyOiLvASAu9eNwoTeniy+Jsn9cZ9Z6cjxM98TFdTi+zRYxER2dqJUmXwZEzvCGQmhlpZ27mN7xPp6C5Y9OyP+xTLof7eeGBGv27v90z5WyIiC64cnYR0zidEDiKlRFVDW7PtEPUsTw1cmRbN7MhMp6cLp9a3uVb3jmNanLVDxxFCeAH4EsBQY9NbUsoPO9w7c0nt/Izuxr7JTR0s4CT2RPZy/YRUR3fBovI65diMz7ZwUmiyjStHJ2FKPyv1wLvB30eLP83sj/WPTsdj5w1AVFAX5vEkInISlfXK0dA3T+rtoJ50X3Swc16P9+Yr5594cEZfhAd25NUCEVHX3TbZ9bJnyX0UVDWgWadvf0WiHiKk9LxRpEIIP7QGh36SUs5pZ/0aGEoFbpRSju/Ece4A8JZx8XIp5VdtrHsZDEEoALhDSvlOO/sWABYBmGdsWgzgaimlza4gQohEGMsJ5u7cicReFiZebA8nOjRwk8lQpZSY9fwvKCmqONN2zZhkPDyrf8f2y4kOW3FSdYMOXiPu/nQ7Nhxt7f/cob3wtwsHWd+vE1wjDpyqwvz3Nikuc5cM74Un5ljodxvXiKv/vRSHclp/7yNTwrDgug6OK7DBNeLnPafw6Hf7Uemv/HNY+5dpSAwPcMnJUNdszcKDi3cp/q4Swvzw3d2ToNG0U5aD1wiDblwjahpbMOvl1ahvbr2l0WoE/nlxJqaP6WOX+4i9+ZW44L9rISUQWl8NrdTj/Mw4/H1uZuf2y/sIA06Y3IrXCANOqm5gg2vEg1/sxLKj5aj2NfQ3OSIAKx+eCu3p/79c8BqRnVuMy97eAJ2+9e/vqtFJeGT2gLb3a4NrRFlNI654dyOyZOu/s/SYIPxy/1nw1mp4jTiN14hWdrpGSClxz2c7FM9IQgDvXz8KQ5PClds66D7ih03H8PxPB9DUgRffQxJC8M51o+DrpfXI+4gP1h03KxP/1AUZuGj6EKe5Rlz+9nocLW7N8H34nH64ZlyKciVeIwyc4BrRKVauESsPFuG+d1bBW2fIugr00WL1n6e1/4x8Gp81Wrnhs0beyZNIGjbs9DdJUspul+LxyDmupJQNQohSAJEAEttaVwgRDkPQCuj8HFCmf0FtHgeGjKbTOnKcN9AatPoFwHxbBq3MREZaP8m6ytrFoLusXby6y9rFtrus3UB2V3Cw9f/Qumh7TgUO10ggoLXPM6cOBqLDur9zf3/rNwzd4evb8/92AcN/7LbYr5eXbfar0dhmv4Dt9mtyjRgxsh9+OrX/zPLPhTo8GRXVtVrfdrhGSCnx9JIslPq3niuBPlrcftl4oJMjia+YPggPfrHrzPLvxRKHdH7oH9fN87sL1wgpJd7ad8gsaAUAv+wpwK2T0ww36NZu0rvDRteIrMom3PVbHmr8ldfisiZgY40GE/p08f8qXiNatbPfn7bkIN87GPA2LAsBvHLlMEwfltD2fnvwPmJwQiiuGp2Ezzbnnvn3vehoPS6u98KI5PB2tu4g3kcYuNg1gvcRRi5+H9GjnOhZ40RJLb7Nb4L0bT2nbpyY2hq0AlzyGpEyIBBnT6rCF1tbH5P/d7AG8y4IQkJYF8/zLlwjmnV63PXNJkXQCgCenJNhCFoBvEacxmtEKztdIwSAv157Fs55eTUaTAb//Hn1Kfx4bzp8vDpYcMkG14imFj2eW5GNjzbkAb7K60RsiC9eu2o4/vP7YWw6XnamfVU58PjaQvzrsiFtP+O54X1EYVUD/rW9DHUm71mGJYXhgulDAWsBAgdcI1IHpGJLbetrz021WlzT0T7wGtHKie4j2nOwoPrMwBgA6J0SDk1sTM/snM8aBq58H9HY81PJeGqpQAA4/cYz3VhyzxrTYVwHungM9X66dRwhxAsA7jQurgFwqZSSs+OR3X23M1+xnBYViEzWZSc7mNpf+R9uQVUDDhU6b9nKpfsKFQ9iAHDXtPQulb85LzMeUUHKUWsLN5zoTve6bMuJcuzJtzxq58c9pyy2O7OKuibcsnArahot1+3m3F32sVj15zx9QAwuai9oZQMPzeyPYF/lLeIzP+yHXt/FkZZERDb2wbrjisHgwX5euHxUkvUNXMh9M/rCR9v6+qJJp8dry47YtQ//+PkANh5T3s9NHxBjkxK2RF2RFBGAP52jnGvtcGEN3l933EE9AoqqGzDvfxvx0YZss+9Gp4bjh3snYWxaJN6cNwKJ4cqXwF9ty8P7607YqafO4/9+PoC6ptYMHCGAZy4c1PGsFjsZmhSmWN6ZW+GQfpD9HCxQZgIN6O7gWaJ2eHLgaq3x10AAI9tYb4rJ53WdPMZxACct7MeSycZf8wGcsLaSEOIJAI8YF7cAmCOl7OzcW0Td1qzT48fdyhfTFw1L6FrGC1EnpUUFmj3YrD7UjZIANtTYosP//aIcj5AQ5t/l+SZ8vbS4ekyyou2b7fmorLP/+IX31h6z+t2u3ArklnUxJd8BWnR63PPpDpwotd7nn/ecQlUDx4nYUlZRDbZlK8uROOqla1SQL+6b3lfRtiu3At+qBm0QETmDyvpmfLlNGfi/ekwygnzdo8hKQpg/rhmrvP/5ansejhV3o0xPJyzZnocPVC/Q40L88M9Lh9jl+EQdddPE3hjUK0TRtmDNMdQ3dbEUWTdsyy7HnNfWYssJ81Jz149PwSe3jENMsB8AIDLIFwuuG4UAH61ived/2o81h53zOc8Wtpwow7c7TyrarhiZZBYkcgbDVH3KLq1DeW0Xy0ySSzh4SjlYeEB8iJU1iXqGJweuvjX5fKOlFYQQGgDXGRcrAKzszAGkYQKx74yLA4QQ46wcZxxaM66+k1YmHhNC3A/g78bFPQBmSymdN8WA3NraIyUoU92UXDSsC/OeEXWBEMJsdOtqJ32g+Wh9NrJVwZC/njsAft5aK1u0b97YFHiZjLirb9bhy22drWbbPTmldfhtf2Gb6/yy13Wyrp7/+QDWZpUo2jLiQxR/zo0tevyw66R6U+pB6n/HUUE+OHtAD5Wf6ILrJ6Sid5SytMQ/fzmIWitZeUREjvL55hzFCH2tRuD6CamO65AN3D0tHf4m9086vcS/fztk8+PuyavEo0v2KNp8vDR4+9qRXcqeJ7IlL60G/7hYOSdnaW0TFm+177PCp5tycNW7G1BUrSwd5eulwUuXD8UzFw02K184MD4E/7liqKJNL4F7Pt1utyC1I+n0Ek99t0/RFuznhT/P7uAc4nbWPy4Yvqq/w115FY7pDNlcY4sOR1Xn4UBmXJGNeWzgSkq5GcAfxsWbhRDjLaz2EICBxs+vqsvxCSGmCiGk8edDK4d6BcDpJ4jXhRCKFAHj8uvGxRbj+maEEDcCeNm4eBjAOVLKMkvrEtmDesT5sKQwpEbZoG4skRXqwNWWE2VWS7w5SlltE15boSxjMyI5DHOGxHdrv3Ghfpg1OE7Rtmhjtl1LmH2wXlmOKMjXC+erfl8/7XaNwNXiLblmo6ijg33x/g2jMWNgrKKd5QJtp1mnx9fblP+3XDIisXXeEAfw8dLgyTkDFW1F1Y14c1WWlS2IiOyvWafHh+tPKNpmD47r+vxPTio62Bc3TExVtP28p8Cm9xslNY24fdFWNLYop5N+bu5gs2wDImcxNCnM7Fnp3TXH0Kyzz7ToS/cV4LFv9qBZp3w2SQjzx9d3TsClI61PAT97cDwenKEsd1jV0IJbPtrq9pUPPtucg/2nlKXYHpzRD1FBzhkg99ZqzKaKYLlA93W0qBYtqvcN/Ri4Ihvz2MCV0f0A6gF4AfhNCPGoEGKcEGKaEOIdAC8a1zsM4KWuHEBKeRjAv4yLowCsE0JcKYQYJYS4Eobyg6OM3/9LSmlWqFsIMRfAAhjm26wy9jtaCDG4jR9GEMhmahtb8Ns+ZabFXGZbkZ1NSI+Ct7Y1G6ZZJ7HhaKkDe2TulWWHUd2gDKY9OSejR0pqXj8+VbGcXVqHVYeLur3fjqhqaMbiLcpRm1eOTsJVo5Ul3XblVTp9ucCtJ8rw+LeqUdRaDd65diTiQv1wxWjlg/XO3AocduL51FzZqkPFKKlRjsq9vI0XG/Yyrb/5/CUL/jiOnDbKShIR2dMvewtwqrJB0XZLF0sSO7vbJ6chxE9Z/vCxb/agQPX77wnNOj3u/mQ7Tqr2fd34FFzhJnOHkfu6c2ofxXJ+Rb1dKgfo9BIv/HrQrH1SehR+vHcSBndgTux7z07HeZnKQXrHimtx32c7oHPTuUbLa5vMMkj7xQbh2vEpDupRx6hLGO5i4Mptqee3SgjzR4ift4N6Q57CowNXUsodAK6EIRgUBOAfADYAWAHgNuNqhwGc382SfI8DeN/4eTiAz2GYn+pz4zIAvAfgCSvbzwVwuiZCCIBfYCgV2NbP6G70l6hNv+8vRH2zshTJnKEMXJF9Bfl6YVRKhKJttZ0CNx1xpLAan2zKUbRdNKwXhieH98j+R6eGY6CqpvTC9eaTHtvC4i25qDUpR6QRwA0TUjE+LRLhAcqb15/2OG/WVX5FPe74eJvZaNB/XJKJEca/p8l9oxGjKgP0pZ1LrXgKdQmb4clh6Bvr+FF8Qgg8OWegomxkU4se//j5QBtbERHZh5QS7609rmgbkRzWY/cbziYswAfPXDRI0VZZ34w/f7WrxzPPn//pADYdVxY5GZMagSfnZPTocYhsYWzvCIxIDlO0vbXqqM0rNPy05xSOFdcq2m6bnIaFN41BeKBPh/ah0Qj8+/KhZs86qw4V40ULQbHu0OslVh0qwurDxWhotv88YKe99PshVKjmLH76gkEOrTzQEWaBq7xKWJn9hFzcwQLla/GB8Y5/TiP359xXQDuQUv4AYAgMZfgOA6iDYT6rrQD+AmC4lLJb9WCklHop5c0AzodhzquTAJqMv34H4Dwp5S1SSvvkbRN1k7pM4KT0KKdNXyf3NqW/Mgti1aFip7lRfv7nA4oRgb5eGjwye0AbW3SOEAI3TFCOwFt9uNjm9d9bdHqzsnqzBsUhKSIAXloNZqtKGDprucD6Jh1u+2grSmqUc/XdelZvXGaS5eOl1eCSEcqsnyXb8+1WasVTFFU3YMVBZeDZmUazp8cE4zpVluOv+wqw/miJ5Q2IiOxke0652Qj3myelOaYzdjJ3WIJZ2eU/jpSYlUvsjq+35ZntLz7UD2/MG+H0L5KJAMOzwp1T0xVtR4pqsPyg7Qb66fUSry9XFhEa1CsEj547AFpN5ypOBPh4YcF1IxGpCna9s+YYvtnRM6W7qxqacdW7G3HDB1tw/fubMfq5ZXjkq13YeKzUriXY952sxKeqAY/nZcZhQnqU3frQVcNVgauy2ibkltU7pjNkU+rA1YC4ECtrEvUc3nEBkFJmSyn/JKXsL6UMlFKGSylHSylflFJarQMjpVwlpRTGnxs6cJyfpZRzpZQJUkpf469zpZS/tLPdDSbH6ejPqs7/SRC1r6SmEX8cUb6omzuc2VbkGFNVgau88nocK6m1srb9rD5cjFWHihVtt56V1uNzTVw4NAGh/soMp0UbbZt19dv+QuRXKB9GbjYpR3R+pvJ6sCe/0ulKqkkp8eevdmHfSWW5gyn9ovHXcwearX/5KGXgqrS2ySzIQt3z7Y58RaDX31vb7bngetr90/uaZRQ++8N+tDCISUQOpM62Sgjzx6xBsVbWdg9CCDw/NxNxIX6K9n/+erBHyvnuzqvAo9+oygh7GcoIRwdzsB65jukDYtAvNkjR9uaqLJsN9PtlbwGOFCkH0d03vW+Xy6QnhgfgrfkjFVnvAPCXr/d0e/BQeW0T5i3YhM0nWrMqqxtbsHhrHq56dyPOenEl/r30EI7aeFCglBLPfL8fpnEyP28NHj/fNTI7E8P9EaEKLu7Mq3BMZ8imDqrmXxvAjCuyAwauiKhTftp9yuzl4syMuDa2ILKd/rHBiA1RvkBYrQoY2VuLTo/nf9qvaIsO9jWrM98T/H20ZvNKfbU1DztzK1BZZ5vJi99XvSAbmhiKkSmt5YjGpUWYPbw4W7nAN1cdxY+qTLC0qEC8dvVwi6NB+0QHYVSKsuQSywX2HCklFm9Vjpw9LzMewU5WMz00wBsPzeyvaDtYUI3Pt/DfAhE5Rm5ZHX7dW6Bou3FiKrw8ICMoNMAbL10xVNHW1KLHA5/vRGNL18t9FVc34vZF29DUohyU8I+LMzEkMazL+yVyBI1GmD2D7MipMCuB2RP0eonXVyizrQbEBeOcgd0LpI/pHYG/zx2saGtq0eP69zeblZnuqJKaRly9YCP25FdaXSe/oh7/XZmF6S+txkVvrMPC9SdQVttkdf2u+nZnviJ4BgB3TU3v8QGPtiKEwDBV1tXOnAqH9IVsp7SmEUXVyrmImXFF9uD+d7RE1KPUZQLPyYhFoK+XlbWJbEsIgSn9VOUCDzs2cPX5llwcLlSOzPvzzP42O0/mj0uB6SDG6sYWzH1jHYY++xuGPvMbLvrvWtz72Q78e+khLN6ai03HSlFQ2dCl8he7ciuwNbtc0XbTpN6KUZQWywXusf1E0B31+/5C/GupcuLjYD8vLLh+lFn2mil12bqVh4pRVN3zE8F7ou05FchSjc69QpXl5iyuHpOMAXHK0YUv/XbIZoFiIqK2fLj+hGKUfqCPFleMdp4yq7Y2MT1KkfUNAPtPVeE/vx/u0v6adXrc/el2nKpU/v9+w4RURRlhIlcyZ0gvsyDIm6uO9vhxfttfYFZK7L7pfaHpZIlAS64ek4zrxytLpDfrJB75ajf+oSrP3p7CqgZc+c4Gs762ZVduBZ76fh/GPL8MtyzcisVbc3GsuKZLmWtSSuw7WYmXfz+Mc1/9Aw9+sUvxfWK4P26b7FrlXoeqgvq7mHHldg6pzhdfLw1SIwMc1BvyJHzbTEQdll1aix2q0TMsE0iONqVfjCJbY9OxUjQ06+DnrbV7X6oamvGy6mVJRnwILrXhy46kiABMHxCLZQcKzb6rrG/GrrxK7MozH00Y6u+NGyak4t6z0zs8Mltdjig+1A/nZZqXc5uTGa+o0743vwonSmqRGhXYoePYSk1jCx75SvlwqBHAa1cPR5/oICtbGZw3JB5P/7APdU2GUdw6vcQ32/Nx+5Sez6TzNOrstdTIAIzpHeGg3rRNqxH42wUZuGbBpjNt5XXNeGX5YTx1wSAH9oyIPE11QzO+UGV8XjE6CSFOlq1qa3+e1R9rj5TgkEmJwHfXHMO0/jEYlxbZqX099+N+bFZlooztHYHHzzcvI0zkKry1Gtw+JQ1/+27fmbY1h4uxN78SgxNCe+QYUkq8ulw5NXy/2CDMHtRzlVmemJOBk5UN+H2/8pnn3TXHcKy4Bq9cNRxB7QwUzCuvw7z/bUK2qox5fKgfXr1qOLbnlGPJ9jyzQYintegllh0oPPPcFRHogxHJ4RiZEo5RqeHITAi1+AzaotNjy4ly/La/AL/tMy+7burJORkOeY7tjqFJyn9He/Mr0azTcz5AN3JAFbjqGxvkEdnd5Hj8V0ZEHfb9TmXWRESgD87qG21lbSL7mNQ3SlHerbFFj43HSh3SlzdWZKFUVULiiTkDOz0ZcWfdOTUNnT1EZX0zXl1+BLcv2obaxpZ21z9VWY+fVSX/rhufavGBZEzvCEQFOV+5wCXb81Cuyox59NyBmNY/pt1tg3y9zIJ0i7fm2myOAE9R19SCH3Yp/2+5fFRSl+dCsIcJfaJwriqrcNGGbGQVdX9eFSKijlq8NQ81Jv9/CwHcOKF3G1u4Jz9vLV6+chh8TO5HpAQeWrwLVQ0dy4atrG/Gsz/sx8INynlCe4X64Y15I/jylVze5SOTEKkq5f3W6p7Luvp9fyEOqOa/uffsnsm2Os1bq8Hb80fi1rPMr3PLDhThsrfWI6/c+ry62aW1uPKdjWZBq6QIfyy+fTzG9I7AHVP6YOkDk/HjvZNw86TeZs8zamW1TVh2oBAv/HoQl7+9AZlPL8XcN9bh7z/ux897TuHXvQV4aPEujHp+Ga5esBEfrDvRZtBqav9ozMxwvTkK1aUCG1v0Zhk65NrM5rdimUCyE96BEVGHSCnNygSenxnPBzlyuFB/bwxX3Sx/uTUPuWV1dg0q5JTW4YN1JxRt52TEYkKfKJsfe2RKBN6ePxKT+0UjMdy/U0Gs5QeLcMU7G1BY1XbZu4Xrs9Gimt/umjHJFtf10mowSzXC8qfdjg1c6fUSH64/oWib2j8at1h4+LVGXS7waHEttrOGe7f8vKcAtU2tc5FoBHDpCOcvx/TYeQPh49X6/1+LXuLZHw+gWadvYysiop6h00t8sE6ZBT0rIw7JHlq2J6NXCB6a2U/Rll9Rj6dMMkwsadbpsXD9CUz910q8r/rz9PHS4O1rRyIqyNfK1kSuw99Hi5tUZTV/2XMKx0tqu71vKSVeU81t1Sc60GJVhu7SagQePz8DL1yaCS/VA8/BgmrMfWMdtueUm22XVVSDy9/eYBY0SosKxOLbxyMpovXaKYTA4IRQPDknAxsfnY4PbhyNC4b2gq9X++89mnUSO3Mr8N7a47jrk+244+Nt+Hp7HiraKSkdHuCN+eOS8cqVw5x68JY1YQE+ZmXjduZWOKYzZBPq0prq0ulEtsJSgUTUIftOVuFosfLG9qJhLBNIzmFKv2jF3Es/7TmFn/acQnyoH0anRmB07wiMSY1A35igHh35Z+qfvx5Ak8lLa2+twGPn2a+0zMxBcZhpDBY1teiRX1GP7NJa5JTVIbvU8JNTZlhuaFa+XN93sgoXv7EO79842uLoqbqmFny2OUfRdtnIRIQGWC9HdP6QeHxiUi5w/6kqHCuuQVo7Jfls5Y+sEhxTXcNum5zWqYfD0anhSI0MwAmTkZpfbs3FyJTwHuunp1FPqj2lXzTiQv0c1JuOS4oIwK1n9cYbK1tHK685XIyhz/yGkSnhGNs7AuPSIjEkMUwR4CIi6q4TJbX4eGM28sqVL2Bv7sRADHd0y1lpWHmoCBuPtZb6+2ZHPqYPjMGcIcpnFikllh0owv/9csDs3uC0/7s4E0NU87YQubL541Lw1qqjZzI19RJ4d81R/N8lQ7q135WHirA3X5mNcd/0vjatOHHl6GQkRwTizk+2KYJCJTVNuOrdjfjXZUNw0bAEAMCBU1WY/79NZlUx+sUG4eNbxiIm2Pp9p5dWg2n9YzCtfwyqG5rxy54CrDhYhG055SiubuzW7yEpwh8zM+IwMyMWI1PCXb7s2rCkMMUz0q7cCswfl9LGFuQqdHqJw4XKwNXAeGZckX0wcEVEHfLtDmW2VWK4P1/WktOY2j8GL1mYiPtUZQO+33US3xtLkYUFeGNUSviZYNbQxLAeeajaeKwUP+8pULRdNz4VvR00p5OPlwa9owItHl9KiQ3HSnHXJ9sVD3onKxtw2Vsb8Oa8EZjcT1kC9OtteaisV44UvHFiapt9GNs7ElFBPiipaX1I/HnPKdxzdt8u/I66Tz0yvX9sMMZ3cu4LIQQuH5WEfy09dKbth10n8bcLMhDgw1uqzjpeUms2l4g6q82Z3TU1HV9uzUORyYuLuiYd/jhSgj+OlAAA/Lw1GJEcjrG9IzE2LQLDksKszlug10s0tOhQ36RDfbMOTS16JEUEMLOZiJBdWmsYlLP7FPadrDL7fkhiKEZ5+H25ViPw0hXDMPuVNahuaC2h+Pg3ezEqJeLMoIi9+ZV47qf9igCXKW+twMMz+9t0flIiRwj198a8ccl4Z/WxM21fb8vHAzP6ITaka4OGpJR4dZky2yotKtAsWGwL4/tE4tu7JuLmhVsUA2ybWvS4//OdyCqqwYyBsbj+g81mGU+DeoVg0c1jERHYdilAU8F+3rhidBKuGJ0EKSXyyuuxLbv8zM/Bgiro2yn2MahXiCFYNSgWA+KCXTK7ypqhSWH41mRqCWZcuY8TpbVobFEOfGXGFdkL37IQUbt0ennmxf9pFw3r5VY3WuTaBieEYFxahNWXEKdV1DVj2YEiLDtQBADoHRWIRTePQWJ410vrNOv0ZqVowgK8cZ+DAjTtEUJgQp8oLLlzAm78cIuizntNYwtu/HALnp87GFcZywDq9RLvq0ogTh8Q027mlFYjcO7geCza2DpfxE97ChwSuDpWXINVh4oVbTdMTO3SNezSEYl46bdDZx5Ma5t0+GVPAV9wdcGXqmyriEAfTB/oOnX9A3298Nh5A/HAFzutrtPQrMf6o6VYf9Qw756Plwb9YoOg0wMNza1BqoZmndkDIWCYW+3da0diQrrtS44SkXM5Haz6ec8ps2wGtZsn9eZ9OYCEMH/8/aLBiutyZX0zHv5yF168bAhe+u0wluzIg7VK0rMHxeGv5w5AqoMGHhHZ2s0Te+ODdSfQZLznaNLp8d7a412uErH6cDF25VUq2u6elm7z+X1PS40KxJK7JuKeT7efGTR02usrsvDGyiyzYNKwpDAsvHFMm5Uj2iOEQFJEAJIiAjB3uCGzq7qhGbtyKw2BrJxy7MgpR1OLHiNTwjEzIxYzMmK79czp7IaqSvdnFdeguqEZwX5d/3Mm57DhqHL+8OhgX0SyjC7ZCQNXRNSujcdKFSPKAWCuMfWeyBkIIfDhjWOweGsu/jhSgq0nylDeTi1xwJDx8afFu/D5reO6XEJw0YZsHFKlzv/pnH7dehiyh7ToICy5cwJuW7QN20zKLOr0En9dsgfZZXX488z+WHmoyKz+/c2TOlaO6PwhysDVgVNVOFpcgz52Lhf4kWqy9bAA7y5fw+JC/TClXzRWmgTCFm/NZeCqk1p0eny9PU/RNndYgsuV1Zs7PAHVDc1YtDEbhwtr2l2/qUXf7gtoUzWNLbj/i53445FpVjO1iMh9lNU24Ystufh5zynsya9sfwMY5mu0R3aDq7hoWC8sP1iEH0wG3a3NKsFZL66Ezko6xNDEUDx+fgbG9I6wVzeJHCImxA+XjUzEpyblvD/ZmI27p6Z3+tlFSolXlyuzrVIiA+w+nUCovzc+uGE0nv1xv9k9v/qUH5MagfdvHI0g355/FRrs541JfaMwqa9nDjbKiA+Bt1agWWf4Q5cS2JNXycFXLq6yrhkvqyrbDO7FMoFkPwxcEVG71GUCM+JD0DeWqcHkXPy8tbhufCquG58KvV7iaHENNp8ow5bjZdhyotxsMt7TNh8vw6KN2bh+Qmqnj1lU3WB2I5cRH4J5Y12jnndkkC8+uWUsHvpyF37afUrx3VurjiK3rM4saD0gLhjj+3SsxN7o1AhEB/sqasD/vPsU7p1uv6yr6oZms8yeq0Ynw9+n60GAy0clKQJXm46X4URJLUdod8IfR0pQWKX8t3XlaNcpE2jq2vGpuHZ8KkprGrH5eBk2HS/DxmOlOFRYbXVUf2cUVzfi8805uGGiZ89fQ+Tu9uRV4voPNqNMNQ+LJVFBPpg1KA7nD4nH+LRIZluZEELguYsGY+uJMpyqbDjTbilo1SvUD4/MHoALh/ay2RyoRM7m9slp+HxzjqJ6wEcbTnT6/nxtVgl25FQo2u6elu6QuZq8tBo8e9FgpMcE4Zkf9ls83yelR+Hd60ayvLeN+HlrMTA+BLtNMvB25lUwcOXiXlx60Gx+uGvHu8a7DnIPvGITUZsamnX4da9y7p65wzmqk5ybRiPQNzYYfWODzwSR8ivqseV4GTafKMPSvQWKG7AXfj2Iaf1jkBzZufINL/xyCNWNLYq2Zy8aZLfyGD3Bz1uL168ajqTwALy9+qjiux9VwSygc+WItBqB8wbHYeEG03KB9g1cfbk1D7VNujPLGtH9m+3pA2MQHuCtyOr7alseHp7Vv1v79SSLVcHEoYmh6O/itdIjg3xxbmY8zs2MBwBU1DWdCWRtOl6K/Sfbn/vAmrdWH8VVY5KZdUXkpvadrMT89zaZzSdpKjLQB7MHx+H8zHiM6R3hkJfDriI0wBv/vnwo5v1vk8Xvg3y9cOfUPrh5Um9eV8njpEQG4vwhvRRZiR+sP4Fbzkrr8MAuS3NbJUX44+Lhjq3Kct34VKRGBuLuT7cr5ro7e0AM3pw3gue7jQ1LClMErnZxniuXtjO3Ap9uzlG0nZMRi7MHuE5pd3J9DFwRUZtWHCxSvJgXArhwKMsEkutJCPNHwvAEzB2egDmZ8bjG5GVGXZMOf/l6Nz65ZWyHR9xuyy4zK3V2yYgEjEp1vTIzGo3AX88dgJTIADzx7V6rpXSignxwYSfLf5yXGa8IXB0sqEZWUTXSY2wfpNDrJRZuOKFomzUoDglh/t3ar6+XFnOHJ+ADk7m/vtqWhwfP6edSQUtHKa1pxLIDhYq2y0e5ZrZVW8ICfDBzUBxmDooDAFQ1NGPbiXIUVjXA11sDf28t/Ly18PfWwt+n9bOftxaHCqox/73Wa1RhVSO+3JqLa8enOuh3Q0S2crCgCvP/ZzloFRnog1mD4zCHwapOm5gehZsn9cZ7a4+fadMI4OoxyXjwnH6I4vwc5MHunNJHEbgylCnteHb3hqOl2GpSahwA7p6aDm8nuEZN7heNb+6agMe+2YuDp6pwyYhEPHbeQJcrR+2KhiaGAWh97tvJwJXL0uklHv9mj6J6hL+3Fk9dkOG4TpFHYuCKiNqUGhmIK0cl4ee9p1Dd0IJxvSMRF+rn6G4RdcuE9CjMG5uMT0zqu284VopPN+dg/rj2s3F0eoknv92naAvy9cJfzx3Q4321p6vHJKNXmD/u/mQ7alSZZAAwf1wKfL06N1JxVGoEYoJ9FSUHf9pdgPtn2D5wtepwEbJL6xRtN3ShJKQll49MUgSuCqoa8MeRYkztH9Mj+3e03XkV+HRTDk5WNmDe2GTMMgZfesI3O/LP1L8HAF8vDS4Y6v6ZvCF+3pg2oGP/PqKDfTGhTyTWm0yG/Oaqo7hidFKnz0Eicl5HCqsxb8Ems3k5x/SOwP3T+2Isg1Xd8pfZA9Cs02P5gSIMSwrDAzP6stw5EYCMXiGY2j8aq0xKXy/44zjmjUvpUPBJPbdVQpg/LhnhPPO9pscEY/Ht4x3dDY8zNClMsVxY1YiCyga+P3JBizacwL6Tynl575veF4nhnatQQ9RdvAsmojZl9ArBC5cNwZbHZ+Dt+SNwz9npju4SUY949LyBZpk3//fzAeSV11nZotWnm3Ow/5TyRu6BGX0RE+z6N+VT+kXjyzvGI171gOHjpelQUE9NqxE4z1g67bSf95iXILQF08ASYJh/rKcmXs/oFYLMhFBF25fb8qys7Rr0eokVBwtx5TsbcOF/1+HzLblYc7gYd3+yHYcKqnvkGFJKszKB5w6OQ6h/5yYE9wT3qUpqnqpswFcu/m+MiFplFdXg6gWbzOaOGJ8WiYU3jsHE9CgGrbrJx8sw7826v56NN+aNYNCKyMRdU5XP9fkV9fh+50kra7faeKwUm46XKdrunNqHGU2EtKhABPsp8yOYdeV6iqoa8NJvynm8+8YE4eZJnG+X7I//sxBRh/h5azF7cDwmcnJNchNBvl7456WZirbaJh0eXbIHUlqfiKastgn/XnpI0dYvNgjX91AmjzMYGB+Cb+6aqAjMPDKrf5fL6pw/RBm4OlRYjSOFPRMIseZIYTX+OFKiaLthYmqPTmB/xSjlyNLf9xWiXPUC0hU0tuiweGsuZr2yBjd9uNXsZUSLXuLTTdlWtu6c3XmVOFxYo2i7wg3LBPaEcWmRGKsKtL658iiaWvQO6hER9ZTjJbW4ZsFGlNQ0KtrHpEbgvRtGdXieGSKirhrTOwKjUsIVbc/8sA+3fbQVL/9+GL/uLUBOaZ3Zc9Frqmyr+FA/XD7KebKtyHE0GmEsF9iKgSvX89xPB8zm8f773MEMTpNDsFQgERF5rLP6RuOq0Un4fEtrBsgfR0rwxZZcXDUm2eI2/1p60GweimcuHOwUNd17UlyoH767eyI2HS9DRKAP+sd1fZTyyORwxIb4orDKpFzgnlN4wIYjn9VzW0UE+uDCHi5Hd+HQBPz9pwNnAglNOj2+25nf4fkBHK2qoRmfbsrBB+uOK/5uLPlu10k8dv7AbpepU2dbJUX4Y1xaZLf26c7un95XMR9ffkU9lmzPs3p9IiLnl11ai6vf3agooQsAI1PC8f6NoxHgw0d0IrKPO6f2wc0Lt55ZrmpowW/7C/Hb/ta5SIN8vTAgLhgZvUIQEeijKGN8eh8sY0ynDU0Kxdqs1sGDuxi4cinrskrw/S5l5uUlIxL4vEYO415v2YiIiDrpsfMHmpXFe+6nAzhZUW+27q7cCkWQCwAuGNoL4/u4542cRiMwvk9kt4JWp/ejLhf4027blQusrG/G19vyFW1Xj0mCn3fPPlSHBnibzf20eKvzl3I7WVGP53/ajwn/twL//OVgu0ErAKioa8bKg0XdOm59k86sBM3lI5Og0fRcFpy7Gd8nEqNTlaOh/7syC806Zl0RuaLcsjpcs2ATCqoaFO3DksLw4Y2jEeTLoBUR2c/ZA2IwoJ37/JrGFmzNLsdHG7LxyjJltlVsiC8z50lhWJLyvnVPfmWb1UzIeTS26PDkt3sVbSF+XnjsvIEO6hERA1dEROThQvy88Y9LlCUDaxpbzEoG6vUSf/tuL0zvuwN8tHjsvAH26qpLm6MqF3ikqAaHbVQucPGWXNQ3684sazUC145Ltcmx1OUC95+qwtYTZVbWdiwpJf7z+2FMfnElFvxxHDWqEhCnpccE4cVLh5iVj+nu/Eq/7julKDshBHDpSJaWaYsQwmyuq7zyenyzI9/KFkTkrPIr6nH1go3IVw2MGZIYioU3jUGwH+f6IyL7EkLg35cPNRvE11F3TOnT4wPDyLUNjFcGQmsaW1BS43ql1D3RgjXHcKykVtH2yOwBXZ4ugKgnMHBFREQeb1r/GFymeoG++nAxvjR5Uf/ltlzsyqtUrHPv2X0RH+pvlz66uuFJ4YgLUT4U/2iDrCudXpqVCTx3cBziuvhA3p6JfaKQEKb8N6AejeosFm3MxmvLj6BFb3nU45jeEXjv+lH47YHJuGJ0ktkI2pWHilFc3X52liVSSny47oSibVK6+Z8dmZuUHoURyWGKtjdWZqGFWVdELqOgsgHXLNiIvHJl0CojPgQf3TQGof4MWhGRYwxOCMWaR6bhp/sm4d+XD8XNk3pjfFokwgLavi5FB/viapYuJpX4UH/4qEro55TVWlmbnEVOaR1eX5GlaBuaGMpznByOgSsiIiIAT56fgZhg5Wiiv/+4HwWVDaioa8ILvx5SfJcWFYibJ7nGXEbOwHK5wJM9Xjpi+YFCsxeDN05M7dFjmNJoBG5S/TtYm1WCzcedK+vqZEU9XlT9GwYAjQDOy4zDt3dPxOLbx2P6wNgzpfvOGxIPf5NRtDq9xHc7u5bpsz2nwizwew0fhDrEUtZVdmkdvlOVXSQi51RU1YCrF2xEdmmdon1AXDA+uWUswgJ8HNQzIiIDb60Gg3qF4rKRiXhyTgY+u20cdjx5DjY8ejbev2EU/jyrP84fEo+06EBoNQJJEf7433WjmG1FZk7/+zB1oqTOytrkDKSUeOr7vWhsaR0UpxHAc3MzoWVJd3IwFtEmIiKCYb6if1yciVs+ap2guLqhBY99swcJYf4oq1WWOHj6wkHw8eL4j844f0g83l93/Mzy0eJa7MmvxJDEsB47xgeqrJ7MhFCMSA63vHIPmTc2Ge+sPooik2ykl38/jM9uG2fT43aUlIYyl+rSgPPHJePWs9KQEhlocbsgXy/MHhynKEv31bY83HJWWqf7YPr3DgAJYf44JyO20/vxVFP6RWNoUphiguv/rszCRcN6wUvL6xCRs5JS4vaPt+G4qvROv9ggfHLLWIQHMmhFRM5JCIH4UH/Eh/rj7AGt92x6veT8pNSm1MhAHC1u/X8vu5QZV85s6b5CrDxUrGi7dlwKMhNDHdQjolZ80iUiIjKakRGLi4cnKNpWHCzCoo3ZirbZg+IwuV+0PbvmFoYnhZmVhvtY9WfbHQcLqrDhWKmi7caJqRDCtg/Xft5a3D0tXdG24Vgp1h8tselxO+rnPQVYdqBI0XbFqEQ8NzfTatDqNHUJzYMF1dh3stLK2pblV9Tj170FirYbJqQy4NIJQgjcP135b+x4Sa1Nym0SUc9Zf7QUO3IqFG19ogPxyS3jEMk5I4jIBTFoRe1RP1+cKGXGlbOqbWzBsz/sU7RFB/vioVn9HdQjIiW+MSAiIjLx1AUZbU5A6uulwRNzBtqxR+5DoxG4arRy3qTvd51EZV1zj+x/4foTiuWoIB+cPyTe8so97MrRSWYTW7/y+5EeL4XYWZV1zXjqe+XDSFSQLx47r2P/hsenRaKX6vf1lcncbx3x0foT0JnMqxXgo8UVqn8H1L5p/WOQmaAc+fjaiiOKP1sici7q/5cSwvzx2a3jEB3MoBUREbmnlMgAxXJ2GQNXzuq15UdwsrJB0fbE+QMR4se5N8k5MHBFRERkIizAB89fPNjq93dPS0dieIDV76ltV45JgpfJSM2GZj2+3t65QIgl5bVNipJ2AHDN2BT4etmn9r6ftxZ3qbKuNp8ow7qsUitb2Mc/fj6AkppGRdvTF2Z0eE4VjUbgkhHKrKvvdp5Ek0kN9LbUNrbgs805irbLRyYi1J8PQ51laa6rY8W1+HE357oickZ55XVYdqBQ0Xb7lDTEhPhZ2YKIiMj1mQWuWCrQ6dQ2tuD3/YV4b62ynPvE9EhcOLSXg3pFZI6BKyIiIpVZg+JwgYUbtuSIANw2ufPz+1CrmGA/zBocp2j7eFN2tzOTPt+Si4bm1mCKt1Zg/tjkbu2zs64YlWhWCvHlZYcdlnW1/mgJvtiaq2ibMTAG52d2LgvtUlW5wLLaJqw6VGRlbaUl2/NQ1dA6t5YQwA0Te3fq+NRqxsAYDOoVomh7fUUW9My6InI6n2zKgempGeTrZTYQgIiIyN2kqkoFVtQ1o6KuycraZGtSSpwoqcWS7Xl44ts9OO/VP5D59FLc+tFWtJjcqHhrBZ69aLDNy+wTdQYDV0RERBY8c+EgRKomTX/qggz4edsng8edzR+bolg+VlyLDUe7npnUotNj0YYTirbzM+PtPqrd10uLe85WZl1tyy7HmiP2n+uqoVmHx5bsUbQF+mi79DDSOyoQI1PCFW0dyZLT6yU+WHdC0TZ9QAx6R7U9rxZZZynrKquoBj/v5VxX1DMOFVTjpg+34Nr3NmFbdpmju+OyGpp1+FyVbXrpiAQE+Xo5qEdERET2kRDuD61qLrRsD5nnKru0Fq8sO4y7PtmGBWuOoVnXsSoVPalZp8fGY6V4c1UWblm4FaOeW4ap/16FPy3ehY835mD/qSpYGvN2++Q+6BMdZPf+ErWFd85EREQWRAT64P0bRuPez3agtKYRD8zoh+kDYx3dLbcwLi0C6TFByCqqOdP28aZsTEiP6tL+ft9faFab21FZPZeNTMSbq7KQW1Z/pu0/vx/G5L5Rdh299uryI2YTIf/l3AHopcoI66jLRiZiW3b5meXlB4pQWtOIyDbmg1t9uBjHSpSlQW5itlW3nTMwFgPignGwoPpM2+vLs3De4HhOmE7dIqXE/Z/vOPNva1duBVb9eRoiAjtWWpRa/bj7FMpV8zdeOz7FytpERETuw1urQUKYP3JM5rbKLqvD0KQwx3XKhirqmvDj7lP4Zke+4nnp5z0F2H+qCi9dPtRu9+iHC6tx9yfbccTkObsj0qICcbeq7D2RM2DGFRERkRVDk8Kw5pFp2PfsbNzKEoE9RgjzMn5L9xWisKrByhbW6fQSry4/omgblhSGYQ56MPLWanDv2cqMmF25FVjZwdJ6PWH/ySq8u+aYom1EcphZpltnnD8kHr5erbeNLXqJ73e1PbfS++uUNdMHxAVjfJ/ILveBDDQagftVWVeHCquxdF+Bg3pE7uJIUY0iIFrV0IIPVecxdcxHqizgiemRSI8JdkxniIiI7MxsnqsS95rnqqlFj6X7CnDHom0Y8/xyPPHtXkXQ6rRvduTjxaWH7NKn/Ip6XPfe5g4Hrbw0AkMSQ3Hb5DR8dts4+Puwsgw5HwauiIiIyO4uGZkIf5Oyizq9xOebc9vYwrIvt+YqXrQCwI0TU7vbvW65ZHiC2cPay78fsctcVzq9xF+X7IZOVa/8n5cO6dZIvxA/b8wapJybrK1ygYcKqvGHqkTiTRN7s2Z6D5k1KA79Y5UvwV9dfoRzXVG3rMsyL2v64foTqG5otrA2WbMztwK78yoVbdeNT3VMZ4iIiBxAPc+VuhKEK5JSYntOOZ78di/G/mMZbl+0Db/uK0BTO+UA31591OYDgSrqmnD9+5tR0MZA0KggH5yTEYu/zB6AL24bhz1Pz8L390zCY+cNRKydS+wTdRQDV0RERGR3IX7euGhYL0XbZ5tz0NKJOuA1jS3492+HFW0D4oIxZ0gvK1vYh5dWg/tUWVd78iux7IDts64+WHfc7IXpnVPT0S+2+yP9LxuZqFjem1+FgwVVVvthKiLQBxcOc+zfizvRaATuna4s53GwoNqumX3kftZlmc81WNXQgk835VhYm6z5aP0JxXJCmD+mD4hxTGeIiIgcwCzjqtS1M67WHy3BjP+sxiVvrseijdlm5YBNhQd4m83x9cyP+/HTbtvMSVvfpMNNH25RlOEHgOSIAFw7LgUvXzkUa/48DVsen4EF143CnVP7YGxaJDOsyCUwcEVEREQOMX+csnRdQVVDp4I7b67MQklNo6Lt8fMHmj0oOMJFw3ohLUo50vA/vx+2aUZMblkdXlIF8vpEB+LuaX16ZP8T06MQpxqN9/U286yr0ppGLNmRr2ibPzYZft58OOpJ5w6OR3qMcgLlH230QEzur0Wnx6Zj5oErAFjwx3E0NOvs3CPXVFLTaHYezhuXDC8tH7uJiMhzpLhRxlVZbRNuX7QNR4utB998tBqclxmH/103Cpsfn4F/XpKp+F5K4MEvdmKjlXutrmrR6XHPp9uxPadC0d43Jgjf3zMRf587GBcPT0RyZAArX5BL4h00EREROcTghFCzuag+2ZTdoW3zyuvwv7XKrJ6zB8TgrL7RPdW9bvHSanD/DGXW1YFTVfhtv23mIZJS4vFv96Je9XL5n5cOga9XzwSMtBqBi0ckKNq+2XESzaosuc8256CppbXNWyvMgpTUfVqNwHXjlX+uKw8VKcpEEnXU7vxKVDe2WPyupKYRX1oIUpO5L7bkKkoG+XhpcOWoJAf2iIiIyP5SVRlXJTWNqLVyn+Hs3l59FNUNlvs+OjUc/7g4E1sen4E3543EjIxYeGs1uHxUEh6e2U+xbpNOj1s/2opDqjL3XSWlxOPf7MXyg8qBn/Ghflh40xiEBfj0yHGIHImBKyIiInIYdUDjjyMlON6ByXtf+PWQIjjipRF47LyBPd6/7pgzpJdZRszLv9tmHqLvdp7EmsPFirb545IxOjWiR49z6QhlucCSmkbFcZta9PhogzL4eMHQXohh3XSbOFtVfqyirhnbc8wnhiZqz3oL81uZemf10U6VcvVELTo9Pt6ouv4N6YXIIF8H9YiIiMgxkiICoE7wyXbBrKvCqgYsVJUATgz3x4Mz+mHNn6fhyzsm4JqxyQgN8Dbb9u5p6Zg3NlnRVt3Qguvf34yTFfXd7tt/fj+ML7Yq54gO8fPCwpvGoFeYf7f3T+QMGLgiIiIih5kzJB5hqhv9Tza2nXW1LbscP+w6qWibPy7FLEjkaFqNwP3TlVlXhwqr8cvens26KqttwrM/7le0xYb44pHZA3r0OACQHhNkliX39fbWTIyf95xCUbWyfONNE3v3eD/IIDE8AAPilPOXLbfDXGrkftTzW2UmhCqW88rr8cNu5XWXlJYdKMSpSuWk6NdPYLYpERF5Hj9vLeJVA9dccZ6r11ccQaNqsOQnt4zF/TP6IlmVVaYmhMCzFw3GzIxYRXtBVQOuf38zKtuYJ6s9izacwOsrshRtvl4avH/D6B6Z25jIWTBwRURERA7j563F5SOVWTxfbsuzOp+KXi/xd1WQJsTPyyxA5CzOz4xHv1hlQO2VZYd7tJzbcz/uR1ltk6Lt7xcNRoif+ci/nnCZ6u9r2f4iVNQ1QUqJ99cpyzeO6R2BwaoX4NSzpg9UZl0tP1DooJ6Qq6pv0mFbtjJT777pfTE8OUzR9ubKozadp8/VLVyvHHQxLCkMQxLDHNMZIiIiB1MHdlxtnquc0jp8vlmZ0XTF6CSz+bvaotUIvHb1cIxMCVe0Hymqwa0fbe3SHKI/7zmFv32/T9GmEcB/rxmBUT1cbYPI0Ri4IiIiIoe6ZqxyRHplfbNZRtVpP+w+iZ25FYq2+6b3RXigc9bw1mgEHpyhrG9+pKgGP/ZQ5sL6rBIs2ZGvaDt3cBxmDorrkf1bcsGQXvDxar2FbNLp8cOuk9iaXY7deZWKdZltZXvTBypHcR4pqkGOi70YIMfaml2mmJdJI4CxaRG4e2q6Yr0jRTX4nYFRiw4XVmODasJ1ZlsREZEnS1UFeHLKXCvj6pVlh9FiMmDHx0uD+87u/GBJP28t3rt+FPpEK/88Np8ow4Nf7OzUgMYNR0vxwOc7IVWbPH9xJs5RZXYRuQMGroiIiMihekcF4qy+UYq2jzflmK3X0KzDC78cNNv2uvGptuxet80aFIeB8SGKtleXH+l21lVjiw5PfLtX0Rbs54VnLhzUrf22JzTA2+zB6KtteXh/rTLbKjHcnw9QdjA0MQyRqsDt8oMMLlDHqcsEDkkMQ4ifN84eEGNWivLNlVmQ6rclhI82nFAsRwb64LzMeMd0hoiIyAmoM5NOlLjOwKrDhdX4ZqdycOD141MQF9q1eXvDAnyw8KYxiA1Rznv5y94CPPvDvg7dW+0/WYXbPtqqGGwEAA/O6IerxyRb2YrItXk5ugNERERE88el4I8jJWeWd+VWYE9eJTITW8vM/e+PYzipmj/k0XMHKLJ/nJFGI/DAjL64fdG2M23Himvx3c58XDIisY0t2/b2qmM4VqIcufiX2QMQE9K1B6rOuGxEIn7aferM8q68SuzOV2Zb3TAhFVqNUG9KPUyrEZg2IAZfbWuda2zFwSLcyGw36qD1R0sUy5PSDQMJNBqBO6f2wf2f7zzz3a68Sqw/WoqJ6crBBp6sqqEZS7YrX25dNSYJvl5aB/WIiIjI8VJVpQJdaY6r//x2WJHVFOijxZ2qTPTOSgwPwIc3jsEVb29AdWPLmfaFG7Kx7mgpgv28EOjjBX8fLQJ9tPD38UKAyecP1h1XbAcA88Ym477p3esXkTNj4IqIiIgcbvqAGMSH+ikmtv94YzZeuGwIAKCougFvrjqq2GZ8WqTLZPTMzIjFoF4h2Hey6kzb8z8dwIQ+UV0auXe8pBZvrFJOyDssKQzX2Gm03Vl9oxAd7Ivi6sYzbeqHuytGJ9mlL2Q4f0wDVxuPlaK6oRnBNprnjNxHZV0z9qiCzhPSI898Pj8zHi/9dhg5Za2jpN9YmcXAlYmvt+Whrql1jgqNAOaNZZlAIiLybOo5rk5VNaChWQc/b+ce2LErtwK/7itQtN18VhoieqA0/cD4ELxz7Uhc/8FmNOtaH56yimo6va/Zg+Lw7EWDIQQHCpL7cu4hykREROQRvLQasxIH3+3KR2V9MwDgpaWHFS8GhQCemDPQZW7UhRD40znKua5Ka5twz6fb0awq99AeKSWe/HYvmlpat9NqBP5xcSY0dspw8tJqcMnwBKvfXzE6CSEMmtjNWf2i4a1t/btv1kmsPVLSxhZEBhuOlSiCzr5eGoxIbp1A3EurwR1T+ii2WX+0FNtzyu3VRaem10ss2pCtaJuZEYdeYf4O6hEREZFzUJcKlBLIK3f+coH//u2QYjkswBu3nNVzlQwmpEfhpSuGdWsfY3pH4JWrhrG6Bbk9Bq6IiIjIKVw1OgleJjffDc16LNmeh30nK7F4W65i3ctHJmJQr1D1Lpza2QNiMGOgMkNsa3Y5Xvz1oJUtLPt+10mszVIGJW6ckIqMXiFWtrCNS0daLnMohKFMINlPkK8XxqVFKtqWHShyUG/IlajntxqdGmE2EvrSkQmICVbOyfDmSmUGbE/R6yX2n6xymXJC646WmJVsvW4Cs62IiIiCfL0QFaS8f3D2ea42HitVlK8HgDun9OnxAXkXDu2FZy8ahK7EnfrHBmPBdaOcPnONqCewVCARERE5hZgQP8waFIef9rTOnbRoYzZ+21eoyAgI8NHi4Zn9HdDD7hFC4KXLh+L81/9AXnn9mfYFfxzHyJQIzB4c1+4+Kuub8fcfDyja4kP98IAqm8se+sUGY0hiKHbnKcuMzRgYazbCkmxv+oAYxYP2qkNF0OklR2JSm9ap5reyVALQ10uL2yan4bmfWq89yw4U4lBBNfrHBfdYX6SUePjLXViywzBf1KxBsXjmwsFdngjdHhauV2Zb9Y0JwnhVEJmIiMhTpUYGoKSmtbT4CScemCKlxL+XKrOtooN9cd34VJsc77rxqZjaLwYHCqpQ36RDXZMOdU0txl9bP9c36VDb1IKGZh36RAfhoZn9EerPyhbkGRi4IiIiIqcxb1yyInB1rLgWx4qVDzh3Te2DmBDnfZHZltAAb7w1byQufWs9mkxKBP75y10YGB/cbsDn30sPKR7+AOCpCwYhyNcxt3SXjkg0C1zdNLHnSmlQx00fGIunf9h/Zrm0tgk7cyswMiW8ja3Ik52qrDe7vk5Mtxx0uXpMMv67MgsVdc1n2t5alYVXrhreY/35dmf+maAVACzdV4h1WaV4eGY/XDs+1emCsLlldVh+sFDRdt2EVJcpYUtERGRryZEB2JrdWl44u9R5M65WHSpW9BUA7js7Hf4+tstsSo4MMJsLjIhasVQgEREROY3xaZHoE209eNMr1A+3nJVmxx71vMzEUPztggxFW3VjC+78eDsamnVWtgJ25lbg403K0f0zBsZg1qBYK1vY3kXDeikmKh6ZEo5xaREO648nS4oIQL/YIEXbCtVLdSJT6jKBIX5eVkuwBvp6mZUA/X7XSeT00AuoiromPKfKJgWAmsYWPP3Dflzy5jrsO1lpYUvH+XhTtiIbONjXq825/4iIiDxNqmpQXnaZcwau9HqJf6myrRLD/XHl6GQrWxCRPTBwRURERE5DCIH546zPD/KXcwe4RT3veWOTcdGwXoq2/aeq8MwP+yyu36LT47ElexQvSf29tXj6wkEOHd0fFuCD964fhdmD4nDV6CS8NW8Esw0c6OwByiDmcs5zRW1Yr5orb0KfqDazmm6YkIoAk1HHegm8vaZn5rp64deDKK1tsvr9rrxKXPjfdXj+p/2obWzpkWN2R0OzDl9sUc69eOnIRAQ6KPuViIjIGaWosomcdQ7LX/YWYP+pKkXbgzP6wceLr82JHIlnIBERETmVS0Ykwt9CcGpYUhguHNrLwhauRwiBf1ycifQYZYbMZ5tz8fW2PLP1F27INnuYun9GXySGO760xPDkcLx97Uj889IhLlvC0V3MGBijWD5YUI28cucc2UqOJaW0ML9V23MzhQX4mA0s+GprHgqrGrrVl60nyvDZZmUQKCHM32w9nV5iwR/HMfPlNVh+wLHZhN/syFeUTQSAa8dbH3RBRETkidQZV3nl9Wg2KZfuDFp0erz0uzLbKj0mCHOZRU3kcAxcERERkVMJ9fe2GKB6ck6GW2XzBPp64a15I8yCdI9/uweHCqrPLJ+qrMd/flM+TPWPDcbNkziXFCkNTw5HWIBysuaVB5l1ReaOFteisEo5X96E9Kh2t7t5Um/4aFsfIZt0ery39niX+9Gs0+Pxb/Yq2gJ9tPjyjvH4/LZxFkvH5lfU4+aFW3HXJ9u6HTTrivyKevzfz8qyhmf1jUKf6CArWxAREXkmdcaVTi+RX17voN5YtmRHvtmcnw+d08/p5tYk8kQMXBEREZHTuUn1cvTi4QkYmRLuwB7ZRt/YYPzz0kxFW0OzHnd+sg01xnJYz3y/H7VNyrmvnr94MLy1vI0jJa1GYFp/ZdbVMpYLJAvWqcoExoX4IS3K+vyCp8WG+OGyUYmKto83ZqOiznqZv7a8t/Y4DhVWK9oePKcfeoX5Y1xaJH6+/yz86Zx+iv8PTvt5TwGmv7Qaz/6wH4s2nMDKQ0U4WlzT5lyB3aXTSzz4xU5UNSjLFd40kQMJiIiI1MICfBDqrxxUdcKJygU2tujw6rIjirbMhFDMHhznoB4RkSkW4SYiIiKn0z8uGO9cOxKfbc5B7+hAPDijn6O7ZDMXDUvA5uNl+GRTzpm2Y8W1+OvXu3Hx8AT8uq9Asf5Vo5MwKjXC3t0kFzF9YAy+2ZF/ZnnD0VLUNrZw7h1SUAeuJqZHdTij9Y7JffD55hzojXPu1TXp8PcfD+Bflw2BphOjk3PL6vDKssOKtoz4ENwwIfXMsq+XFvdN74s5Q+Lx+Dd7seFYqWL9msYWvL/OPOMrNsQXyREBSAoPQGJEAJIjAjCoVwgGxod0uH+WvLUqC5uPlynaLhzaC1P7R3drv0RERO4qNTIAu/IqzyznlDlPGevPN+civ0KZAfbwrP5uVeWDyJXxCZaIiIic0rQBMZg2IKb9Fd3Ak3MysDuvEnvyWx/qftx9CitUZd4iAn3wl9kD7N09ciGT+0XDSyPQYowqNOn0WJtVglmDOHKUDHR6iY2qAFB781uZSo4MwIVDe+HbnSfPtH29PQ9CAC9cOqRDpXWklHjq+31oaG6d50II4B+XZMLLQnZVWnQQPr11LJZsz8dzP+1HuWp+KbXCqkYUVjViy4lyRfusQbF45crh8Pcxn0exPTtyyvGyalR2Qpg/nrt4MF9wERERWZESGagIXJ0ocY7AVV1TC15fkaVoG5Magcl92y+dTET2wRozRERERA7m563Fm/NGIMRPOaaoTlUi8LHzBiI80MeeXSMXE+LnjTG9lRl5K1gukEzsza80K3U3sQPzW5m65+y+ZuX7vtqWh4cW70RLByZd/3VvgVlgfv7YFAxLCrO6jRACl45MxPKHpuKykYlW12vL0n2FuOWjLahv6lw5weqGZtz/+U7oTqeZAdAI4NWrhiHEz7uNLYmIiDybep6rbCcpFbhwfTZKapTzfTLbisi5MHBFRERE5ASSIgLwnyuGWf1+bO8IXDoiwX4dIpd1tipTcfnBIuhNXriTZ1urKhPYJzoQsSF+ndpHekwQXr9mOLy1ypc73+48iQe+2InmNoJX1Q3NePqHfYq26GBf/Hl2/w4dOyLQB/++fCi+u3si7praB+cPicfQxFCEB3QsgLQuqxS3frS1U3NhPfXdPrPSRvee3ZdlW4mIiNqREqmcQ9MZ5riqbWzBu2uOKtqm9o82G/xFRI7FUoFERERETmJGRizumNIHb69WPkh5awWeZzkq6qAZA2Px3E8HziyX1DRiT34lhraRzUKeY/1RZeBqUiezrU6bNSgOb88fiTs/3o4mk0DVj7tPoUUn8drVw+HjZT5O8qXfDqOwSjnC+ck5GZ3OXBqaFGb2b7qmsQW5ZXXIKatDblkd8srrkVtWh83Hy1Dd2JpltjarBLd+tBULrhsFP++2ywZ+tzMfS0zmjQOAkSnhuPfs9E71l4iIyBOlqjKucsvqodPLDpUWtpWPNmSblR1+6JyODaAhIvthxhURERGRE3l4Zj+z0X63T+6D9JhgB/WIXE1qVCDSopWjW5cfKHRQb8iZNDTrsFU179OELgauAGD6wFgsuH4UfFUBql/3FeCuT7ahsUWZ1bQnrxIfbTihaDurbxQuGBLf5T6YCvL1wsD4EMwaFIdbzkrD0xcOwns3jMZnt40zK8X6x5ES3LZoW5uZV7lldXjim72KtmBfL7xy5TCLc3ERERGRkjrjqkmnR0FVg4N6Y8i2WvDHMUXbjIExyEwMdVCPiMga3m0TEREROREvrQZvzRuBczJiERXki2vGJuO+6X0d3S1yMTMGxiqWlx/kPFcEbM8uR2NLa3aURgDj0iK7tc8p/aLx/g2j4eetfLRcdqAIt33UGhjS6SUe/3YPTKtW+npp8Nxc22eTDk4IxSe3mAev1hwuxu1WglctOj0e+GKnIlMLAJ67eDCSIgLM1iciIiJzUUE+CPBRZjdnlziuXODHG7NRVtukaLt/ej8H9YaI2sLAFREREZGTiQzyxYLrRmHrEzPwj4szLZbbImqLep6rfSercKqy3kG9IWehnt8qMyEUof6dK9FnycT0KHx44xizF1OrDxfjloVbUd+kw6INJ7A7r1Lx/b1np5uNxLaVzMRQfHzLWASrglerDxfjzo/Ns8NeX5GFbdnK7LRLhifgomGca5CIiKijhBAW5rmqs7K2bdU1teDdNcpsq7MHMNuKyFnxLQgRERERkZsZlRJull2ygllXHm/d0VLF8sRulAlUG5cWiY9uGoMgX+W/u7VZJbju/U3492+HFe19ogNx6+S0Hjt+RwxJDMPHN49FsKqPKw8V486Pt58JXm09UYbXVxxRrJMcEYBnLhpkt74SERG5C/U8V9lljsm4+mRjDkrNsq1Y2YLIWTFwRURERETkZry0Gkztr8y6Wn6AgStPVlnfjD15FYq2ngxcAcCo1AgsunmMWVbTlhPlqFGV3Hv+4kz4eikztOxhaFIYPrp5jFnwasXBItz18XaU1DTi/s93KkoaajUCr141DMF+3c9OIyIi8jTqjKvsEvtnXNU36fDOmqOKtmn9ozE0KczufSGijmHgioiIiIjIDU0fqAxcrcsqQX2T+Vw+5Bk2HStVBGN8vDQYmRLe48cZnhyOT28Z12YJwstGJnZ7bq3uGJ4cjoU3m2eHLT9YhOkvrUZ+hbKs5oMz+mJ4cs//WREREXmCFFXG1YlS+2dcfbIpGyU1qmyrGZzbisiZMXBFREREROSGpvaLgVYjziw3tuixTjXHEXmO9aoygaNSwuHnbZuMp8zEUHx661iEB5gHr8ICvPHYeQNtctzOGJEcjoUWShtW1jcrlsf0jsCdU9Pt2TUiIiK3og5c5ZTVQUppZe2eV9+kw9urlXNbTekXjWHMtiJyagxcERERERG5odAAb4xSZdQs5zxXHmutKmjZ02UC1Qb1CsXnt41HVJCPov2xcwciItDHylb2NTIlHAtvGo1AH8sBvBA/L7x85TBFAJiIiIg6J1VVKrCuSYfimka7Hf/TzTkoUR3v/hmc24rI2TFwRURERETkptTlAlccLLTrCFdyDoVVDcgqqlG02TpwBQD944Lxxe3jMaFPJOJC/PDAjL64fFSizY/bGSNTIrDwpjEIsBC8+uelQ5AQ5u+AXhEREbmPuBA/+HgpX0Fnl9pnnquGZh3eXq2c2+qsvlEYwRLARE6PgSsiIiIiIjc1fWCsYrmwqhH7TlY5qDfkKOuPKrOtgv28kJkQapdj94kOwqe3jsPGx6bjgRn9IITzZS+NSjUPXs0bm4zzMuMd2CsiIiL3oNEIJEeo5rkqsc88V59tzkFxtTLb6gFmWxG5BK/2VyEiIiIiIleUFhWI1MgAnDAZ1br8QBEG2yloQc5hXZZyfqtxaZEsf6cyOjUCSx+YjK+35yExPACXjkhwdJeIiIjcRmpkgCL72x4ZV5ayrSalR2FkSoTNj01E3ceMKyIiIiIiNyWEMMu6Wn6w0EG9IUeQUmKdan6rSXYoE+iKkiIC8MCMfrhsZKJTZoYRERG5qhTVPFfZZbYPXH2xJReFVZzbishVMXBFREREROTGpg9QznO1O68SpXacEJsc63hJLU5VNijaJqZHOqg3RERE5IlSI5WlArNLbVsqsLFFh7dWKbOtJqZHYnQqs62IXAUDV0REREREbmx07wj4e2sVbbvzKx3UG7K31YeLFcsxwb7oEx3koN4QERGRJ0pWZVwdL6mFlNJmx1u8JRcFVcqBO/dP72ez4xFRz2PgioiIiIjIjXlrNRjUK0TRtjePgStPkFdeh5d/P6xom5gexTJ4REREZFfqjKvqhhZU1DXb5FiNLTq8qcq2Gp8WiTG9mW1F5EoYuCIiIiIicnODE0IVy8y4cn/NOj3u+2wHqhpaFO1zhsQ7qEdERETkqRLC/OGlUQ6cOWGjcoGLt+aZlUnm3FZEroeBKyIiIiIiN5epClztZeDK7b3022Fsz6lQtJ0/JB5nq+Y8IyIiIrI1L60GieH+iracsroeP05jiw5vrcxStI3tHYFxaZzfk8jVMHBFREREROTmhiQqA1enKhtQUtPooN6Qra06VIS3VytL5CRHBOD/LslkmUAiIiJyCPU8VydKej5w9dW2PJxkthWRW2DgioiIiIjIzaVFByHAR6to28OsK7dUWNWAPy3epWjz1gr895rhCPHzdlCviIiIyNOp57nK7uFSgU0tery5UjlwZ0xqBMYz24rIJTFwRURERETk5rQagYz4EEXb3jwGrtyNTi9x32c7UFbbpGh/9NyBGJIY5phOEREREQFIUWdc9XDgavmBQuRX1CvaHpjRl9nmRC6KgSsiIiIiIg8wWDXPFTOu3M9ry49g0/EyRduMgbG4cWKqYzpEREREZKTOuOrpOa5+2VugWB6RHIbxfZhtReSqGLgiIiIiIvIAmarA1V4GrtzK+qwSvLbiiKKtV6gf/n35EI40JiIiIodLUQWuSmqaUN3Q3CP7bmzRYcXBIkXbxSMSeQ9E5MIYuCIiIiIi8gCZicrA1cnKBpTUNDqoN9STSmoacf8XOyFla5tWI/D6NcMRFuDjuI4RERERGSWGB0AdR8ou7Zmsq/VZpahpbDmzLAQwKyO2R/ZNRI7BwBURERERkQfoEx0Ef2+too3lAl2fXi/x4Bc7UVytDEI+PLM/RqZEOKhXREREREp+3lr0CvVXtPVU4OpXszKB4YgJ8euRfRORYzBwRURERETkAbQagUG9QhRte/MYuHJ1b685ij+OlCjaJveLxu2T0xzUIyIiIiLL1OUCs8tqu73PFp0evx8oVLTNHhTX7f0SkWMxcEVERERE5CEGq+a5YsaVa9t6ogwv/XZY0RYT7Iv/XDEUGg3ndCAiIiLnYha4Kul+xtWWE+Uoq21StM1i4IrI5TFwRURERETkITJVgau9DFy5rPLaJtz32Q7o9K0TW2kE8OpVwxEV5OvAnhERERFZlhIZqFg+Udr9jKul+5RlAjPiQ5CsCpARketh4IqIiIiIyENkJioDVycrG1BS02hlbXJWUko88vVunKxsULTfN70vxveJdFCviIiIiNqWqs646uYcV3q9NJvfavZgZlsRuQMGroiIiIiIPESf6CD4e2sVbSwX6HpWHS7G7/uVczmMS4vAvWf3dVCPiIiIiNqnzrgqqGpAQ7Ouy/vbnV+JgirlQB4GrojcAwNXREREREQeQqsRyOgVomjbm8fAlSuRUuLl35XzWkUG+uDVq4ZDy3mtiIiIyIklR5iX8Msp63rWlTrbKi0qEH1jgrq8PyJyHgxcERERERF5EPU8V8y4ci3LDhRhtyrY+NdzByA2xM9BPSIiIiLqmEBfL0QHK+fiPFHStXmupJRm81vNGhwHITiQh8gdMHBFRERERORB1IGrvQxcuQy9XuI/qmyr3lGBuHh4goN6RERERNQ5PTXP1ZGiGhxXBb1mD2KZQCJ3wcAVEREREZEHyUxUBq5OVjagtKbRQb2hzvh1XwEOnKpStN0/vS+8tHysIyIiItegnufqRGnXMq7UZQLjQ/0wRHWfS0Sui084REREREQepE90EPy9tYo2lgt0fjq9+dxWfWOCcMHQXg7qEREREVHnpajmuerqHFfqwNWsQSwTSOROGLgiIiIiIvIgWo1ARq8QRRvLBTq/H3efxJGiGkXbAzP6QavhCxoiIiJyHSlR3c+4yimtw35VFvrswSwTSOROGLgiIiIiIvIw6nmuducxcOXMWnR6vLrsiKJtQFwwzuULGiIiInIx6jmu8svr0dSi79Q+lu5TZltFBvpgdGpEt/tGRM6DgSsiIiIiIg+jDlwx48q5fbfzJI6pJh9/8Jx+0DDbioiIiFxMSoQy40ovgbzyzpUL/FUVuDonI5ZZ6ERuhoErIiIiIiIPk6mauPpkZQNKaxod1BtqS7NOj1eXK7OtBieEYGZGrIN6RERERNR1oQHeCAvwVrRld2Keq6KqBmzLLle0zWIWOpHbYeCKiIiIiMjD9IkOgr+3VtG2h1lXTunrbXlmk5b/6Zx+nHyciIiIXFZKpGqeq5KOz3O1dH+hYjnY1wsT+kT2SL+IyHkwcEVERERE5GG0GoGMXiGKNpYLdD5NLXq8viJL0TYsKQzT+sc4qEdERERE3aee5+q9tcdRXtvUoW2X7lWWCTx7YAx8vbRW1iYiV8XAFRERERGRB1LPc8WMK+fzxdZc5FfUK9oemslsKyIiInJtE9OjFMt55fW497MdaNHp29yuoq4JG46VKtpmD2KZQCJ3xMAVEREREZEHGqwKXO3Nr3JQT8iShmYd3lBlW41ODcck1YseIiIiIlczd1gCRiSHKdrWZpXgxaWH2txu2YEi6PTyzLKvlwZT+kfbootE5GAMXBEREREReSB1xlV+RT1Kaxod1BtS+2xzDgqqGhRtfzqnP7OtiIiIyOX5eGnw1vyRiA72VbS/u+YYvtuZb3W7X1VlAqf0i0aAj5dN+khEjsXAFRERERGRB+oTHQh/b+V8ACwX6Bzqm3R4Y+VRRduEPpEYz4nHiYiIyE3Ehvjh7fkj4K1VDsr5y9e7se+k+T1pbWML1hwpVrTNHswygUTuioErIiIiIiIP5KXVIKNXiKJtLwNXTuHjjdkoUWW//emcfg7qDREREZFtjEyJwDMXDla0NTTrcfuibSivbVK0rzpUjKaW1jmwvDQC0wfE2qWfRGR/DFwREREREXkodblAZlw5Xm1jC95arcy2mtwvGqNSIxzUIyIiIiLbuWZsMq4ek6xoyyuvxz2fbUeLrjVQ9es+ZZnA8X0iERrgbZc+EpH9sQgoEREREZGHGqwKXO3Nr3JQT5xfWW0TjhXX4FhJLY4V1+JYcQ1yyuoQHuCDx88faPZn2VUfrj+BMtUIY2ZbERERkTt7+sIMHCqowvacijNt67JK8eLSQ3jsvIFoaNZhxYFCxTYsE0jk3hi4IiIiIiLyUOqMq/yKepTVNiEi0MdBPXK8/Ip67M6taA1QldTgeEktKuqarW5zzYKN+OWByUgI8+/WsasbmvHummOKtukDYjAsKaxb+yUiIiJyZr5eWrw9fyTmvL4WRdWt5ZLfXXMMg3qFINjPC7VNujPtQgDnZLBMIJE7Y+CKiIiIiMhD9YkOhJ+3Bg3NrWVY9uRXYkq/aAf2yr6qG5qx4Wgp1maV4I8jJTheUtvpfVQ1tOD+z3bg89vGwUvb9Wrs76w+hsp6ZYDsQWZbERERkQeICfHDW/NH4qp3N6BZJ8+0/+Xr3RiSGKZYd1RKOGKC/ezcQyKyJwauiIiIiIg8lJdWg0G9QrEtu/xM2568CrcOXLXo9NiVV4k/jhRj7ZES7MitgE4v29+wHVuzy/Ha8iP408z+Xdp+xcFCvLEqS9E2a1Bsj5UgJCIiInJ2I1PC8exFg/Hokj1n2hqa9dh8vEyx3qxBLBNI5O4YuCIiIiIi8mCZCarAVX6lA3tjG3VNLViyPR9rDhdjw7FSVDe0dGk/3lqBlMhApEUFond0IH7afQp55fVnvn99ZRbG9YnEhD5RndpvVlE17v9sJ6RJ/EwjmG1FREREnufqMcnYk1+JTzflWF2HgSsi98fAFQAhRAqA+wCcDyAJQCOAowAWA3hDSlnXQ8c5F8BtAEYDiAZQDGALgHellL90cB9eAG4BMA/AAABBAE4CWAbgNSnlvp7oKxERERF5BnVGz978Kgf1xDaOl9Ti2vc2KQJM7QkL8MbAuBCkRQciLToIaVGBSIsOREKYv6IU4OxBcbj87Q1oMWZsSQk8+MVO/HL/5A7PE1ZZ14xbP9qG6kZlMO3hWf0xIC6kw30mIiIichdPXzAIhwqqFYOrThucEIKkiAAH9IqI7MnjA1dCiAsAfAzA9KkwAMAo488tQojzpZRZlrbv4DE0AN4FcLPqqwTjz1whxP8A3C6l1Ku3N9lPFICfYQh8mUqDISB2vRDiHinl/7raVyIiIiLyLJmqwFV+RT3Kaps6HHhxZkcKqzHvf5sUk3xb4qPVYFRqOCb1jcJZ6dEY1CsEGo1od//Dk8Px0Mz+eOHXg2faCqsa8ecvd+F/14+CEG3vo0Wnxz2fbTebV+vCob1w55Q+7R6fiIiIyB35eGnw1rwRmPP6WrP7uNnMtiLyCF2fOdgNCCGGA/gChqBVDYDHAUwAMB3AAuNq/QD8JIQI7sahnkdr0GoHgKsBjDH+usPYfguA59roqxbAN2gNWi0BcC6AsTBkixUB8AXwjjGzi4iIiIioXX2iA+HnrXwscIdygQdOVeGqdzdaDVr1jw3GzZN648MbR2PnU+fg01vH4a6p6chMDO1Q0Oq02yen4ay+ytKAyw8W4YN1J9rd9p+/HMQfR0oUbYMTQvDCpUPaDXoRERERubOYED+8NX8kvLWt90RCALMHxzuwV0RkL56ecfUqAH8ALQBmSik3mHy3QghxBMCLMASvHgLwdGcPIIToB+Bh4+JWAJOllKfrlGwRQnwPYDUM2V1/FkK8byW763oAk4yf35RS3m3y3WYhxC8AtsEQhHtNCDFQStm14v1ERERE5DG8tBpkxIdge07Fmba9+ZWY0i/acZ3qpj15lbj2/U2oqGtWtA+MD8Etk3pjUt8oxIb49cixNBqBl64YivNe/QMlNU1n2v/5y0GM6R1hVorxtK+35eF/a48r2qKCfPHutaPg76Ptkb4RERERubKRKeF47arhePjLXWhs0eO+6X2RHhPk6G4RkR14bMaVEGIMgLOMi++pglanvQTggPHz/UII7y4c6gG0BgjvNQlaAQCM82fda1z0AvCglf2cDn6VAfiz+ktjsOv/jIvpAC7uQl+JiIiIyAMNSQxTLO/Oq3BIP3rCtuxyXPO/jWZBq+HJYfj8tnG4dGRijwWtTosJ9sN/rhimaGvS6XHvZztQ22g+lmx7TjkeXbJH0eaj1eCda0egV5h/j/aNiIiIyJWdmxmPnU/NxM6nZuK+6X0d3R0ishOPDVwBmGvy+QNLKxjnm/rIuBgGYFpnDiAM9T0uMi4elFJutHKcjQAOGRcvEqq6IMasrYHGxcXGYJclH5p8ZuCKiIiIiDpEnRW0N7/KQT3pnk3HSnHde5tQ3aAMFo3pHYFFN49FqH9XxqF1zOR+0bh9cpqi7XhJLf723T5FW0FlA25ftA1NOuXUts/NHYyRKRE26x8RERGRq/LWahDk6+mFw4g8iycHrk6X3auFocSeNatNPk/s5DF6A+hlYT9tHScBQKrqu0kW1jMjpSwAcNi42Nm+EhEREZGHylQFrvIr6lFW22Rlbee09kgJrv9gM2qbdIr2SelRWHjjGLu87HhoZn8MTVT+WX69PQ/f7MgDADQ063D7oq0oVs27dePEVFwxOsnm/SMiIiIiInIFnhy4Op3BlNXOXFAHLWzTURlW9tPZ43RlP0lCiMB21lUQQiS29QMgrjP7IyIiIiLX0Cc6EH7eykeDPfmVDupN5608WISbFm5BQ7Myi2la/2j873r7zRnl46XB61ePQLAqSPbEN3txvKQWjy7Zg115yj/XSelRePy8zj5mEBERERERuS+PDFwJIfwARBkX89paV0pZDkNWFgB0dhhkosnnNo8DINfks/o4XdmPUG3XEbnt/Gzp5P6IiIiIyAV4aTXIiA9RtO11kcDV0n0FuG3RVjS1KINWMzNi8fa1I+HnbZ+g1WnJkQF4/pJMRVttkw6XvLkO3+zIV7SnRAbgv9cMh5fWIx/LiIiIiIiILPLU4qDBJp9rOrB+LYBAAEE2PE6tyWf1cXpqP0REREREFmUmhGJ7TsWZ5T151gNXJ0pq8eW2XPyw6xRKaxqRHhuMaf2jMbV/DIYkhEKjEVa37Uk/7DqJB77YCZ1eKtrnDInHy1cOg7eDAkIXDu2FtUeKsXhr65iz8rpmxTpBvl5YcN0ohAX42Lt7RERERERETs1TA1d+Jp87Urz/dBF6fxsex7TQvfo4PbWf9rSXURYHZl0RERERuaXBqnmu1KUCaxtb8NOeU/hqax42nyhTfLcrtwK7civwyrIjiAz0weR+0ZjaPxqT+0YjPNA2gZmvtuXhka92QRWzwiUjEvCvy4ZCa6fgmTVPXzgI27LLcbS41uw7IYBXrhyGfrHBFrYkIiIiIiLybJ4auGow+dyRJ2lf46/1NjyOr8ln9XHU+2mAdW3tp01SyjbLEArh2Id/IiIiIrKdIYlhiuX8inqU1jTiaHEtvtyai5/2nEJdk67d/ZTWNuGbHfn4Zkc+NAIYlhSGqf1jMK1/DAb1CumRbKyF60/gqe/3mbVfNToJ/7g4024ZX20J8PHC61ePwNw315mVMXx4Zn/MyIh1UM+IiIiIiIicm6cGrqpNPneknF6g8deOlBXs6nECTT6rj6PeT1uBq7b2Q0RERERkUZ/oQPh5a9DQ3BpkmfnyGpTWdqRAgWV6CWzPqcD2nAr85/fDSAjzx5NzBmL24Pgu7/ONlVn419JDZu3Xj0/BUxcMcoqg1WkZvULwxPkD8bfvWoNsc4bE466pfRzYKyIiIiIiIufmkYErKWWDEKIUQCSAxLbWFUKEozUYlNvJQ5lmMLV5HCjL9KmPo95PSQf2I1XbERERERFZ5aXVICM+RDHPVVtBq/AAb8wdnoBxaZHYcrwMKw8VWSyLZyq/oh53fLwd141PwWPnDYSft7bD/ZNS4oVfD+Ht1UfNvrt9chr+eu4Ap6wQcO24FPh6afDL3gIMSQzD3dP6OGU/iYiIiIiInIVHBq6M9gM4C0C6EMJLStliZb0BJp8PdOEYlvbT2eOo97OzA/vJlVK2/eaAiIiIiMhEZkKoInClphHA1P4xuGJUIs4eEAsfLw0AYNagODwxJwO5ZXVYdagIqw4VY93REkX2lqmPNmRjW3Y5/nvNCPSOCrS4jim9XuJv3+/FxxtzzL57eGY/3D0t3WmDQUIIXDk6GVeOTnZ0V4iIiIiIiFyCJweu1sIQuAoEMBLAJivrTTH5vK6TxzgO4CSAXqr9WDLZ+Gs+gBOq79aq+vO5pR0IIeIA9DMudravREREROThxqZFYuGGbLP2tOhAXDEqCZcMT0BMiJ/V7ZMiAnDt+FRcOz4VDc06bD5ehlWHirHyUBGOlyjHVO07WYU5r/2Bf1ySiYuGJVjdZ4tOj0e+2o0lO/LNvnvqggzcOLF3J36HRERERERE5Ow0ju6AA31r8vlGSysIITQArjMuVgBY2ZkDSCklgO+MiwOEEOOsHGccWjOlvjNuZ7qfw2jNwrpCCBFg5ZA3mHz+pjN9JSIiIiKaNSgO52TEAgCCfL1w9ZgkfH3nBCz/0xTcMaVPm0ErNT9vLSb3i8bfLsjAioem4MVLh8DPW/n4Udukw/2f78SjS3ajoVlnto/GFh3u/nS7WdBKI4AXLxvCoBUREREREZEbEqoYiUcRQqyBIeuqBcBkKeUG1fd/BvCicfEZKeXTqu+nojWYtVBKeYOFY/SDodSfFsBW43HqTb73B7AGwChjPzKklEcs7OcmAO8ZF9+QUt6j+r4PgO0AQgBkARjYRvnDLhFCJMI4/1Zubi4SE9ubtouIiIiIXFFFXROCfL3gpe3ZcW6HC6tx9yfbcaSoxuy7/rHBeGPecKTHBAMA6ppacPuibfjjiHJ6V2+twCtXDsf5Q+J7tG9ERERERETUeXl5eUhKSjq9mCSlzOvuPj054woA7gdQD0PJxN+EEI8KIcYJIaYJId5Ba9DqMICXunIAY7bUv4yLowCsE0JcKYQYJYS4EoaSfqOM3//LUtDKaCFay//dLYT4SggxSwgxRghxD4D1MASt9ADu6+mgFRERERF5jrAAnx4PWgFAv9hgfHfPRFw+0nwA1KHCalzw+jp8vS0PlfXNuO69zWZBK18vDd69bhSDVkRERERERG7MozOuAEAIcQGAj2EI+lhyGMD5UsosC9tORTsZV8b1NAAWALipja68B+A2KaXlGawN+4kC8DOA0VZWaQRwj5Tyf20cp8uYcUVEREREPWXJ9jw88e1e1DWZlwiMCvJBSU2Toi3I1wvvXT8KY9Mi7dVFIiIiIiIiagczrmxASvkDgCEAXoYhSFUHw3xWWwH8BcBwS0GrTh5DL6W8GcD5MMx5dRJAk/HX7wCcJ6W8pa2glXE/JQAmALgLwFoApQAaAByDITA20lZBKyIiIiKinnTJiER8f88kDIgLNvtOHbQKC/DGp7eOZdCKiIiIiIjIA3h8xhV1HDOuiIiIiKinNTTr8OyP+/HpphyL38cE+2LRzWPR30KAi4iIiIiIiByLGVdERERERORW/Ly1+MfFmXjt6uEI8vVSfJcY7o8v7xjPoBUREREREZEHYeCKiIiIiIgc7sKhvfDjvZMwLi0CADAmNQJf3jEeKZGBDu4ZERERERER2ZNX+6sQERERERHZXmpUID6/bTyadXp4aznGjoiIiIiIyBPxaZCIiIiIiJwKg1ZERERERESei0+ERERERERERERERERE5BQYuCIiIiIiIiIiIiIiIiKnwMAVEREREREREREREREROQUGroiIiIiIiIiIiIiIiMgpMHBFREREREREREREREREToGBKyIiIiIiIiIiIiIiInIKDFwRERERERERERERERGRU2DgioiIiIiIiIiIiIiIiJwCA1dERERERERERERERETkFBi4IiIiIiIiIiIiIiIiIqfAwBURERERERERERERERE5BQauiIiIiIiIiIiIiIiIyCkwcEVEREREREREREREREROgYErIiIiIiIiIiIiIiIicgoMXBEREREREREREREREZFTYOCKiIiIiIiIiIiIiIiInAIDV0REREREREREREREROQUGLgiIiIiIiIiIiIiIiIip8DAFRERERERERERERERETkFBq6IiIiIiIiIiIiIiIjIKTBwRURERERERERERERERE7By9EdIJeiPf3h1KlTjuwHERERERERERERERE5mCpWoLW2XmcIKWVP7Ic8gBBiFIAtju4HERERERERERERERE5ndFSyq3d3QlLBRIREREREREREREREZFTYMYVdZgQwhfAfuPi2QB0DuwO2VccWrPtRgMocGBfyP6WG3+d7tBekCPw3PdsPPc9F899z8Zz3zPxvCee+56J5z7x3PdMPPc9my3Oey2AaOPnPVLKxu7ukHNcUYdJKRuFEA3Gz9mO7g/ZjxDCdLFASpnnqL6Q/QkhWgCAf++eh+e+Z+O577l47ns2nvueiec98dz3TDz3iee+Z+K579lseN73aLyApQKJiIiIiIiIiIiIiIjIKTBwRURERERERERERERERE6BgSsiIiIiIiIiIiIiIiJyCpzjijpFSjnI0X0gIvvieU/kmXjuE3kmnvtEnonnPpFn4rlP5Hlc5bxnxhURERERERERERERERE5BQauiIiIiIiIiIiIiIiIyCkwcEVEREREREREREREREROQUgpHd0HIiIiIiIiIiIiIiIiImZcERERERERERERERERkXNg4IqIiIiIiIiIiIiIiIicAgNXRERERERERERERERE5BQYuCIiIiIiIiIiIiIiIiKnwMAVEREREREREREREREROQUGroiIiIiIiIiIiIiIiMgpMHBFREREREREREREREREToGBKyIiIiIiIiIiIiIiInIKDFwRERERERERERERERGRU2DgioiIiIiIiIiIiIiIiJwCA1dELkQIMUoI8TchxG9CiDwhRKMQokYIcVgI8YEQYlIn93euEOIbk33lGZfP7cC2vkKIcUKIe4UQi4QQh4QQeiGEFELITvQhRggxRwjxrBDiFyFEyel9CCE+7Mzvh8gdudt5L4QIEUJcJYR4SQixWgiRJYSoFEI0CSGKhBCrhBCPCCEiO/P7InI37nbuG/cjO/izqjO/NyJ34m7nvvH/9Y6e+6d/pnbm90jkDtzt3DfZl58Q4i4hxHIhRLHxnv+kEOJnIcRVndkXkTtysnM/VghxixDiUyHEfmM/moQQp4QQvwohbhNC+HdgP3zPRz1CSNmp/3OIyEGEEGsAnNWBVT8CcKuUsqmNfWkAvAvg5jb28z8At0sp9Vb28QGAG6xtLKUUHegr2rnxXSiltHoMInfnjue9EGIGgN/bWw9ACYD5UsqlHViXyK2447lv3E9HHzxWSymndnBdIrfhjue+MRA9pb31TOgBJEsp8zuxDZFLc8dz37if/gC+A9C/jdV+A3CplLKmI/skcifOdO4LIW4F8BYAbTt9OQLgMinl7jb6wvd81CO8HN0BIuqwXsZfTwL4EsAfAHJg+E9lPICHACQAuA6AN4Br2tjX82j9z2wHgBcBHAXQB8AjAIYDuAVAMYDHrOzD9Ga1GsB2GG5I4zrxe1LLAXAQwMxu7IPInbjreZ8LYCWAbcbPp2DIAk8EcBmASwBEAfheCDFGSrmrk/sncnXueu6f9haAN9v4vraL+yVyde547t8IILCddTIAfGH8vJxBK/JAbnfuCyFiYBislmRs+hLAQhh+j70AXA/gchie/T8HMKej+yZyI8507scaj9sE4EcYgsoHYLgG9AFwKwzna18Ay4QQI6SUeR34PfI9H3UZM66IXIQQ4kcYRll8LaXUWfg+CsA6AP2MTVOklGssrNcPwD4YAtdbAUyWUtabfB8AYDWAUQBaAAyUUmZZ2M+VAPwBbAFwQEqpNx1R2YlRWM8Y97FFSlkohEgFcNz4NUdikEdzx/NeCKG19HtRrTMXwDfGxW+klJe0t18id+KO575xP6cfPJ6RUj7dkW2IPIm7nvvtEUK8AMNLNQC4Vkr5cU/sl8hVuOO5L4T4L4C7jYsW/983vgv4m3HxcinlV+3tl8idONO5L4R4EIbg1UtSymIr/X0JwJ+Mix9IKW+ysh7f81GP4BxXRC5CSjlHSrnY2gtfKWUJDKMxTrvMyq4eQGu25b2m/5kZ91MH4F7joheAB60c7wsp5YdSyn3WSgx0hJTyKSnlj1LKwq7ug8hdueN5317QyrjOtwAOGRc7UjqByK2447lPRO3zxHPfWNponnGxBsASWxyHyJm527kvhNACmG9czAbwdyurPgtDNgYA/LWzxyFydc507kspX5ZS/tVa0MroURiqpQDAJcb/wy31m+/5qEcwcEXkXlaafO6j/lIIIQBcZFw8KKXcaGknxvbTL40vMm5HRM7JXc/7auOvfg7tBZHzctdzn4ja5m7n/nQYyiABwFfGl2tEZM6Vzv2+AEKNn39v46W8Dq1z344UQvS2QV+IXJ3TnPvSMMfWOuNiKIDIzu6DqDMYuCJyL74mny3dHPZGaw3d1e3s6/T3CQBSu9ctIrIhtzvvjRM5DzMuHnRUP4icnNud+0TUIe527l9n8vkjB/WByBW40rlv+jK7vYwL0+9ZaYHInLOd++31h6jHMHBF5F6mmHw+YOH7DJPP7b0MNv1+YJd7RES25hbnvRAiQAjRVwjxJxhuqE+XOnjFnv0gciGufO5fLoTYL4SoE0JUCyGOCCEWCiGm2eHYRK7Olc99BSFEEICLjYvZAFbZuw9ELsSVzv0ak8+hVtcy/z7D6lpEnstpzn0hhDeA8cbFQillWWf3QdQZXu2vQkSuwFhb1rQu9GILqyWafM5rZ5e5Jp+TutovIrIdVz/vhRA3APigjVX+CeBTW/eDyNW4+rkP8xdT6caf64QQ3wK4QUpZaYd+ELkUNzj31S4FEGj8/LGUUjqgD0ROzwXP/SwAzQC8AUxuZ13T75Nt0Bcil+WE5/5tAKKMn7/swvZEncKMKyL38SCAMcbPS6SU2yysE2zyucbC96ZqTT4HdadjRGQz7nre7wQwRkr5KF9iEVnkqud+HYDPAdwKQzmg4QBmAngeQKlxnbkAvjOO6CQiJVc9961hmUCijnGpc19KWQtghXFxiBDiakvrGdszTZqCLa1H5MGc5twXQqTBcM9++jj/15ntibqCGVdEbkAIMQWGzAQAKAJwp5VV/Uw+N7Wz20aTz/5d7BoR2YibnPffAthqcrw+AK6AoWzQZ0KIB6SUP9qhH0Quw8XP/QQpZYWF9t+FEK8D+AWGYNYUGH5fr9mwL0QuxcXPfTNCiEQAU42LG6WUh+15fCJX4cLn/tMApsPw3nGhEKIPDAHqUwDiYQhc/w2GvvrYuC9ELseZzn0hRACAJWgt7XmvlPJkR7cn6ipmXBG5OCHEIADfwHBD2ADgcillkZXVG0w++1hZ5zTTCRfru95DIupp7nLeSykrpJR7jT9bpJSfSykvgeFBNg2GrIsbbN0PIlfh6ue+laDV6e8KAVwGQ2khALjXVv0gcjWufu5bMR+t7yMW2vnYRC7Blc99KeVGALcDaIGhZODfYZjLrsn469+N3/3JZLNqW/SFyNU407kvhPCCoSzgUGPTW1LKDzuyLVF3MXBF5MKEEL0B/AYgHIAOwFVSyjVtbGJ6I9heWnCgyef20o2JyE484byXUi6C4eZYA+C/QogIR/WFyFl4yLl/DMDvxsV0IUQvR/WFyFm48bl/rfHXRgBf2PnYRE7PHc59KeX7AMbC8ALetERZC4DvAYxAa/UFACi3VV+IXIUznftCCAHgQwDnGZsWA7inve2IegoDV0QuyvgyZxmAXgAkgJuklN+1s5npRI2JVtcyMJ2oMdfqWkRkNx523p/+fQUCmO3IjhA5moed+/tNPic4rBdETsBdz30hxCgAGcbFH6WUfFlNZMKdzn0p5XZjRYUwAMkA0gEESykvklIeBNDXZPV9tuwLkbNzwnP/DQDzjJ9/ATBfSqnvwHZEPYJzXBG5ICFEFAwjktOMTfdKKTsyobHpy6AB7axr+v2BTnSPiGzAA8/7YpPPKQ7rBZGDeeC5Lx18fCKn4Obn/nUmn1kmkMiEu577UsoWWH5RPtLk82Z79IXIGTnbuS+EeAGt82qtAXCplLK5jU2IehwzrohcjBAiFMBStI5S/KuU8o0Obn4cwOkJFKe0s+5k46/5AE50po9E1LM89Lw3zbRguVLySB567meYfOakz+SR3PncF0J4A7jKuFgMwwhuIoJ7n/uWCCG0AC4xLuYCWO+ovhA5krOd+0KIJwA8YlzcAmCOlNLec2ESMXBF5EqEEAEAfoKhFjQAPC+lfKGj20spJVrLbw0QQoyzcpxxaB2J8Z1xOyJyAA8+7y83+bzHYb0gchBPPPeNNf3PMS4elVLmO6ovRI7iAef+uQCijZ8/NWZhEHk8Dzj3LbkZhvKBAPCOlFLnwL4QOYSznftCiPsB/N24uAfAbClltaV1iWyNgSsiFyGE8IFhUtOJxqZXpZRPdGFXr8AwwSMAvC6E8Fcdxx/A68bFFuP6ROQA7njeCyFuEEL4tbPOg2idAPY4gD9s1R8iZ+Sm5/4FQgirZcqFELEAvgbgY2x601Z9IXJW7njuW2BaJrAjJZCI3J67nvtCCKtzVQohzjY5/mEAL9myL0TOyNnOfSHEjQBeNi4eBnCOlLKsC/0h6hGc44rIdXwGYKbx8woA7wkhBrexfpOU8rC6UUp5WAjxLwB/BTAKwDpj7dqjAPoA+AuA4cbV/yWlPGJp50KIOACzVc1xJt/foPpurZQyy8J+JsEwQetpUSaf09X7kVJ+aKk/RG7KHc/7pwG8JIT4GsBaYx9qAAQDyIRh8tfTN+5NAG7j6EvyQO547r8OwNt47m+AoTxJPQz/708FcDta7wHWwjAZNJGnccdz33R/4QDmGBf3Sim3W1uXyMO467m/VwixGoZskn0AGmHIsLoYhnt+DYAyAFdIKRus/3aJ3JbTnPtCiLkAFgAQAKoA3A8gWggRrV7XxHEpZa2FffE9H/UI4fhKQETUEUKIzp6s2VLKVCv70sDwH9JNbWz/HgwvjPVW9jEVwMpO9OdGS/8ZCSE+BHB9R3cipRSdOCaRS3PH814IcQJASge2zQNwk5Ty904cj8gtePi5/zWAW6SUFZ04HpFbcMdzX7W/OwC8ZVx8REr5r07sm8htueu5L4SoARDYxnb7AMyTUu7qxLGI3IYznfudfTdnNE1Kuaq7++J7PrKGGVdEHsj4n9TNxlHPtwEYDcMIiBIYJl58R0rJiZKJ3IgTnfezAJwPQ1ZVOoBYAJEwZF4UAdgJ4EcAi6WUdXboD5Fbc6Jz/3oYJoweDyDN2IcQGDIuT0/IvlBKucEOfSFye0507pu61virDsAndj42kUdwsnP/FhiyScYAiAcQBKAYwG4AXwL4WErZbKe+ELk1Jzv3iXoEM66IiIiIiIiIiIiIiIjIKWgc3QEiIiIiIiIiIiIiIiIigIErIiIinWmexQAAB+ZJREFUIiIiIiIiIiIichIMXBEREREREREREREREZFTYOCKiIiIiIiIiIiIiIiInAIDV0REREREREREREREROQUGLgiIiIiIiIiIiIiIiIip8DAFRERERERERERERERETkFBq6IiIiIiIiIiIiIiIjIKTBwRURERERERERERERERE6BgSsiIiIiIiIiIiIiIiJyCgxcERERERERERERERERkVNg4IqIiIiIiIiIiIiIiIicAgNXRERERERERERERERE5BQYuCIiIiIiIiIiIiIiIiKnwMAVEREREREREREREREROQUGroiIiIiIiIiIiIiIiMgpMHBFREREREREREREREREToGBKyIiIiIiIiIiIiIiInIKXo7uABEREREREXWdEGIqgJUWvtIBqAJQCSAXwDYAawH8IKVsslf/iIiIiIiIOoMZV0RERERERO5JCyAcQCqAswA8AOArAHlCiCeEEDYdyCiEkMafp215HCIiIiIici/MuCIiIiIiInIfbwF402Q5CIbg1RAA0wHMABAN4O8ALhBCzJFSFtu9l0RERERERFYwcEVEREREROQ+iqSUey20/wLgBSFEBoCPAQwHMAbAN0KIs1k6kIiIiIiInAVLBRIREREREXkIKeV+ABMB7DA2TQRwt+N6REREREREpMTAFRERERERkQeRUtYDuBaANDY9LITwNl1HCBEuhLhRCPGxEGK/EKJGCNEkhCgQQiwVQtwmhPCxtH8hxAkhhDRpespkvqvTPx9a2TZdCPGyEGKPEKJSCFEvhDgmhPhQCDGqB377RERERETk5Bi4IiIiIiIi8jBSyn0Afjcu9gIwWrXKDgDvA5gHYCCAQADeAGIBzATwDoCNQoi4nuqTEOJhAPsBPABgMIAQAH4AegO4HsBmIcSzPXU8IiIiIiJyTpzjioiIiIiIyDMtgyEIBQBnAVhv8p0WwCYAP8IQxCoE4ANDEGk+gNn4//buLdSzsowD8O9NotS6UGqwErIEpVE7eDcFJYpzM1hBcxfRCalAIzAvIxRsyIIkKCMvwhFJMG8iuquIygpGGXJucoagE5E6ecBjHl4v1vqzF9u9Z29nD7r2/j8PbNb37fWd9twNP753Dd/JuivJZavW3TuOfWDs35rkh6vGPDrtVNX1SW4eu38Z5xxN8liSC5Nck2RPkm9U1SPd/f1X84cCAADbh+AKAABgOd0/aV+w6t3l3X10jTn3Jrmzqj6f4UbWx6rqiu7+1WJAdz+YJFW1+NVD3X1kvUNU1e4kN43dG5Lc0N3TUoP3VdVdSW7PEJrdVFV3dPejAQAAdhylAgEAAJbT8Un7rOmLdUKr6fufJDk8dj+5xXNcl6EM4aG8MrRa7PdSkmuTPJfkLUn2b3FPAABgpgRXAAAAy+nJSfut6w2qwTlVdUFVXbz4SfLvccgHtniOq8bnPWuFVgvd/VhWyg/u2eKeAADATCkVCAAAsJymYdUTq19W1b4kX0ny0Zwg2ErytpM9QFW9O8nbx+6BqjqwyannnOyeAADAvAmuAAAAltM0cPrfolHDx6luS/LFTa5z+hbOsOsk552xhT0BAIAZE1wBAAAspw9N2n+dtL+QldDqcJJbkvw5Q2nAp7v7xSSpqoNJPpOktnCG0ybtG5Pcvcl5T21hTwAAYMYEVwAAAMvpykn795P21ePzWJIPd/cz68w/+xSc4fik/Xx3HzkFawIAANvYG17vAwAAAPDaqqqLk1wxdv+Z5NDk9UXj8+frhVZjOcFLT8FR/pbk8bH9kVOwHgAAsM0JrgAAAJZIVZ2e5GBWSvx9t7tfmAxZVOY48wTLfCLJOzbY6tnx+ab1BoxlB385dvdW1fs2WBMAANjhBFcAAABLoqp2ZygLuPi+1W+T3Lpq2NHxeVVVvaIcYFWdn+QHm9juP+Pz/A3GHUjyYob/n/6sqs5db2BVnVZVnz7RGAAAYHvzjSsAAICdY9dYBnDhzCRnJXl/htKAV2blptWfkuzv7udXrXEwyXeSvDPJH6vq20mOJHlzksuTfC3DLar7c+JygfcmeU+Sj1fVl5L8ISu3sJ7o7oeSpLsfqKqvJ/lekt1JjlTVj5P8Osl/x33PS7Inyf4MN70uSfKvTf2LAAAA20p19+t9BgAAAE5SVV2W5DevYsrDSW5JcvOqEoGL9d6Y5BdJ9q4z/5kkn02yb3z+vbvPW2OdD2YIx9YqFXh7d39u1firx3OdscH5/5/kou4+tsE4AABgG1IqEAAAYGd6KcnjSf6R5HcZQqFPJTm3u7+1VmiVJOMNrH1JvprkUJKnM4RVx5L8KMml3X33Rpt39+EMt6R+Op7huQ3G35bkvUm+meF21iNJXkjyVJIHk9yT5MtJ3iW0AgCAncuNKwAAAAAAAGbBjSsAAAAAAABmQXAFAAAAAADALAiuAAAAAAAAmAXBFQAAAAAAALMguAIAAAAAAGAWBFcAAAAAAADMguAKAAAAAACAWRBcAQAAAAAAMAuCKwAAAAAAAGZBcAUAAAAAAMAsCK4AAAAAAACYBcEVAAAAAAAAsyC4AgAAAAAAYBYEVwAAAAAAAMyC4AoAAAAAAIBZEFwBAAAAAAAwC4IrAAAAAAAAZkFwBQAAAAAAwCwIrgAAAAAAAJgFwRUAAAAAAACzILgCAAAAAABgFgRXAAAAAAAAzILgCgAAAAAAgFkQXAEAAAAAADALLwO5RSLhsumEcAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 2000x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(dpi=200)\n",
"cpi_items_df['value'].loc['2010':'2023'].pct_change(12).plot(figsize=(10,4))\n",
"plt.axhline(0.02,ls='--',c='red')\n",
"plt.xlabel('Date')\n",
"plt.ylabel('CPI YoY % Change');"
]
},
{
"cell_type": "markdown",
"id": "00f8896d",
"metadata": {},
"source": [
"Looks like rates may have to rise quite a bit to solve this! We also have to consider supply chain issues and global macroeconomic changes (e.g. conflict in Ukraine) that can effect particular commodities, such as oil.\n",
"\n",
"To conclude, let's do a similar plot for only a single category: Gasoline (All Types):"
]
},
{
"cell_type": "code",
"execution_count": 206,
"id": "dc0677d7",
"metadata": {},
"outputs": [],
"source": [
"gas = cpi.series.get(items=\"Gasoline (all types)\", seasonally_adjusted=False).to_dataframe()"
]
},
{
"cell_type": "code",
"execution_count": 209,
"id": "710c09e8",
"metadata": {},
"outputs": [],
"source": [
"gas = gas[gas['period_type']=='monthly']\n",
"gas['date'] = pd.to_datetime(gas['date'])\n",
"gas = gas.set_index('date')"
]
},
{
"cell_type": "code",
"execution_count": 215,
"id": "2e09aeeb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2000x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(dpi=200)\n",
"gas['value'].loc['2015':'2023'].pct_change(12).plot(figsize=(10,4))\n",
"plt.axhline(0,ls='--',c='red')\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Gasoline Price YoY % Change');"
]
},
{
"cell_type": "markdown",
"id": "a15bc85c",
"metadata": {},
"source": [
"Clearly there is very high inflation in gasoline, the 2021 values are looking to average somewhere above 4% YoY increases!\n",
"\n",
"We encourage you to explore this library and other series as well!"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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