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@TomAugspurger
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*Author's Note*\n",
"\n",
"Good news everyone, Wes has announced a 2nd edition of *Python for Data Analysis*.\n",
"\n",
"<blockquote class=\"twitter-tweet\" data-lang=\"en\"><p lang=\"en\" dir=\"ltr\">Dear Twitter friends: I have started the process of writing the 2nd edition of Python for Data Analysis -- coming late 2016 or early 2017!</p>&mdash; Wes McKinney (@wesmckinn) <a href=\"https://twitter.com/wesmckinn/status/715320179173888001\">March 30, 2016</a></blockquote> <script async src=\"//platform.twitter.com/widgets.js\" charset=\"utf-8\"></script>\n",
"\n",
"This book.\n",
"\n",
"\n",
"Part of the reason I started out this series was because..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Method chaining is in style at the moment.\n",
"\n",
"Over the past several releases, we've added methods that enable method chaining.\n",
"\n",
"- [assign](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.assign.html) (0.16.0): For adding new columns to a DataFrame in a chain (inspired by dplyr's `mutate`)\n",
"- [pipe](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.pipe.html) (0.16.2): For including user-defined methods in method chains.\n",
"- [rename](http://pandas.pydata.org/pandas-docs/version/0.18.0/whatsnew.html#changes-to-rename) (0.18.0): For altering axis names (in additional to changing the actual labels as before).\n",
"- [Window methods](http://pandas.pydata.org/pandas-docs/version/0.18.0/whatsnew.html#window-functions-are-now-methods) (0.18): Took the top-level `pd.rolling_*` and `pd.expanding_*` functions and made them NDFrame methods with a `groupby`-like API."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"My scripts will typically start off with largeish change at the start getting things into a managable state. It's nice to have all that munging done with. To get your data into a nice and tidy state, where you can start to do Science."
]
},
{
"cell_type": "code",
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"data": {
"text/plain": [
"0 00:13:00\n",
"1 01:51:00\n",
"2 00:13:00\n",
"3 00:01:00\n",
"4 -1 days +23:52:00\n",
" ... \n",
"471944 -1 days +23:53:00\n",
"471945 -1 days +23:48:00\n",
"471946 00:11:00\n",
"471947 00:56:00\n",
"471948 00:47:00\n",
"dtype: timedelta64[ns]"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.arr_time - df.crs_arr_time"
]
},
{
"cell_type": "code",
"execution_count": 2,
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{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 471949 entries, 0 to 471948\n",
"Data columns (total 36 columns):\n",
"fl_date 471949 non-null datetime64[ns]\n",
"unique_carrier 471949 non-null category\n",
"airline_id 471949 non-null int64\n",
"tail_num 467903 non-null category\n",
"fl_num 471949 non-null int64\n",
"origin_airport_id 471949 non-null int64\n",
"origin_airport_seq_id 471949 non-null int64\n",
"origin_city_market_id 471949 non-null int64\n",
"origin 471949 non-null category\n",
"origin_city_name 471949 non-null object\n",
"origin_state_nm 471949 non-null object\n",
"dest_airport_id 471949 non-null int64\n",
"dest_airport_seq_id 471949 non-null int64\n",
"dest_city_market_id 471949 non-null int64\n",
"dest 471949 non-null category\n",
"dest_city_name 471949 non-null object\n",
"dest_state_nm 471949 non-null object\n",
"crs_dep_time 471949 non-null datetime64[ns]\n",
"dep_time 441586 non-null datetime64[ns]\n",
"dep_delay 441622 non-null float64\n",
"taxi_out 441266 non-null float64\n",
"wheels_off 441266 non-null float64\n",
"wheels_on 440453 non-null float64\n",
"taxi_in 440453 non-null float64\n",
"crs_arr_time 471949 non-null datetime64[ns]\n",
"arr_time 440302 non-null datetime64[ns]\n",
"arr_delay 439620 non-null float64\n",
"cancelled 471949 non-null float64\n",
"cancellation_code 30852 non-null category\n",
"diverted 471949 non-null float64\n",
"distance 471949 non-null float64\n",
"carrier_delay 119994 non-null float64\n",
"weather_delay 119994 non-null float64\n",
"nas_delay 119994 non-null float64\n",
"security_delay 119994 non-null float64\n",
"late_aircraft_delay 119994 non-null float64\n",
"dtypes: category(5), datetime64[ns](5), float64(14), int64(8), object(4)\n",
"memory usage: 115.3+ MB\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"\n",
"def read(fp):\n",
" df = (pd.read_csv(fp)\n",
" .rename(columns=str.lower)\n",
" .drop('unnamed: 36', axis=1)\n",
" .pipe(extract_city_name)\n",
" .pipe(time_to_datetime, ['dep_time', 'arr_time', 'crs_arr_time', 'crs_dep_time'])\n",
" .assign(fl_date=lambda x: pd.to_datetime(x['fl_date']),\n",
" dest=lambda x: pd.Categorical(x['dest']),\n",
" origin=lambda x: pd.Categorical(x['origin']),\n",
" tail_num=lambda x: pd.Categorical(x['tail_num']),\n",
" unique_carrier=lambda x: pd.Categorical(x['unique_carrier']),\n",
" cancellation_code=lambda x: pd.Categorical(x['cancellation_code'])))\n",
" return df\n",
"\n",
"def extract_city_name(df):\n",
" '''\n",
" Chicago, IL -> Chicago for origin_city_name and dest_city_name\n",
" '''\n",
" cols = ['origin_city_name', 'dest_city_name']\n",
" city = df[cols].apply(lambda x: x.str.extract(\"(.*), \\w{2}\", expand=False))\n",
" df = df.copy()\n",
" df[['origin_city_name', 'dest_city_name']] = city\n",
" return df\n",
"\n",
"def time_to_datetime(df, columns):\n",
" '''\n",
" Combine all time items into datetimes.\n",
" \n",
" 2014-01-01,0914 -> 2014-01-01 09:14:00\n",
" '''\n",
" df = df.copy()\n",
" def converter(col):\n",
" timepart = (col.astype(str)\n",
" .str.replace('\\.0$', '') # NaNs force float dtype\n",
" .str.pad(4, fillchar='0'))\n",
" return pd.to_datetime(df['fl_date'] + ' ' +\n",
" timepart.str.slice(0, 2) + ':' +\n",
" timepart.str.slice(2, 4),\n",
" errors='coerce')\n",
" return datetime_part\n",
" df[columns] = df[columns].apply(converter)\n",
" return df\n",
"\n",
"\n",
"df = read(\"878167309_T_ONTIME.csv\")\n",
"df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I find them readable, some people don't. Both the code and the flow of execution are top to bottom, unlike heavily nested function calls.\n",
"\n",
"My favorite example demonstrating this comes from Hadley Wickham. Compare these two ways of telling the same story:\n",
"\n",
"```R\n",
"tumble_after(\n",
" broke(\n",
" fell_down(\n",
" fetch(went_up(jack_jill, \"hill\"), \"water\"),\n",
" jack),\n",
" \"crown\"),\n",
" \"jill\"\n",
")\n",
"```\n",
"\n",
"and \n",
"\n",
"```R\n",
"jack_jill %>%\n",
" went_up(\"hill\") %>%\n",
" fetch(\"water\") %>%\n",
" fell_down(\"jack\") %>%\n",
" broke(\"crown\") %>%\n",
" tumble_after(\"jill\")\n",
"```\n",
"\n",
"Even if you weren't aware that in R %>% (pronounced *pipe*) calls the function on the right with the thing on the left as an argument, you can still make out what's going on. Compare that with the first style, where you need to unravel the code to figure out the order of execution and which arguments are being passed where.\n",
"\n",
"Admittedly, you probably wouldn't write the first one.\n",
"It'd be something like\n",
"\n",
"```\n",
"on_hill = went_up(jack_jill, 'hill')\n",
"with_water = fetch(on_hill, 'water')\n",
"fallen = fell_down(with_water, 'jack')\n",
"broken = broke(fallen, 'jack')\n",
"after = tmple_after(broken, 'jill')\n",
"```\n",
"\n",
"I don't like this version because I spend more time than I'd like to admit coming up with appropriate names for variables[^names]. That's bothersome when we don't *really* care about the `on_hill` variable. We're just passing it into the next step.\n",
"\n",
"[^names]: When implementing `assign`, pandas' version of dplyr's `mutate`, we spent *a lot* of time finding the right name. We ended up having 110 comments in the [PR](https://github.com/pydata/pandas/pull/9239), plus more in the issue, for a roughly 15 line method. Most of those were about the name.\n",
"\n",
"A fourth way of writing the same thing may be available. Suppose you owned a `JackAndJill` object, and could define the methods on it. Then you'd have something like R's `%>%` example.\n",
"\n",
"```\n",
"jack_jill = JackAndJill()\n",
"(jack_jill.went_up('hill')\n",
" .fetch('water')\n",
" .fell_down('jack')\n",
" .broke('crown')\n",
" .tumble_after('jill')\n",
")\n",
"```\n",
"\n",
"But the problem is you don't own the `ndarray` or `DataFrame` or [`DataArray`](http://xarray.pydata.org/en/stable/data-structures.html#dataarray), and the exact method you want may not exist.\n",
"Monekypatching on your own methods is fragile.\n",
"It's not easy to correctly subclass pandas' DataFrame to extend it with your own methods.\n",
"Composition, where you create a class that holds onto a DataFrame internally, may be fine for your own code, but it won't interact well with the rest of the ecosystem.\n",
"\n",
"Perhaps you could submit a pull request to pandas implementing your method.\n",
"But then you'd need to convince the maintainers that it's broadly useful enough to merit its inclusion (and worth their time to maintain it). But `DataFrame` has something like 250+ methods, so we're reluctant to add more.\n",
"\n",
"Enter `DataFrame.pipe`. All the benefits of having your specific function as a method on the DataFrame, without us having to maintain it. A win-win.\n",
"\n",
"```python\n",
"jack_jill = pd.DataFrame()\n",
"(jack_jill.pipe(went_up, 'hill')\n",
" .pipe(fetch, 'water')\n",
" .pipe(fell_down, 'jack')\n",
" .pipe(broke, 'crown')\n",
" .pipe(tumble_after, 'jill')\n",
")\n",
"```\n",
"\n",
"This really is just right-to-left function execution. The first argument to `pipe`, a callable, is called with the DataFrame on the left, and any additional arguments you specify."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Costs\n",
"\n",
"One drawback to excessivly long chains is that debugging can be harder. If something looks wrong at the end, you don't have intermediate values to inspect. There's a close parallel here to python's generators. Generators are great for keeping memory consumption down, but they can be hard to debug since values are consumed.\n",
"\n",
"For my typical exploratory workflow, this isn't really a big problem. I'm working with a single dataset that isn't being updated, and the path from raw data to usuable data isn't so large.\n",
"\n",
"For very large workflows, you'll probably want to move away from pandas to to something more structured, like [Airflow](http://pythonhosted.org/airflow/) or [Luigi](http://luigi.readthedocs.org/en/stable/index.html).\n",
"\n",
"When writing medium sized [ETL](https://en.wikipedia.org/wiki/Extract,_transform,_load) jobs in python that will be run repeatedly, I'll use decorators to inspect and log properties about the DataFrames at each step of the process."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```python\n",
"from functools import wraps\n",
"import logging\n",
"\n",
"def log_shape(func):\n",
" @wraps(func)\n",
" def wrapper(*args, **kwargs):\n",
" result = func(*args, **kwargs)\n",
" logging.info(\"%s,%s\" % (func.__name__, result.shape))\n",
" return result\n",
" return wrapper\n",
"\n",
"def log_dtypes(func):\n",
" @wraps(func)\n",
" def wrapper(*args, **kwargs):\n",
" result = func(*args, **kwargs)\n",
" logging.info(\"%s,%s\" % (func.__name__, result.dtypes))\n",
" return result\n",
" return wrapper\n",
"\n",
"\n",
"@log_shape\n",
"@log_dtypes\n",
"def load(fp):\n",
" df = pd.read_csv(fp, index_col=0, parse_dates=True)\n",
"\n",
"@log_shape\n",
"@log_dtypes\n",
"def update_events(df, new_events):\n",
" df.loc[new_events.index, 'foo'] = new_events\n",
" return df\n",
"```\n",
"\n",
"This plays nicely with [`engarde`](http://engarde.readthedocs.org), a little library I wrote to validate data as it flows through the pipeline."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Inplace?\n",
"\n",
"Most pandas methods have an `inplace` keyword that's `False` by default.\n",
"In general, you shouldn't do inplace operations.\n",
"\n",
"First, if you like method chains then you simply can't use inplace since the return value is `None`, terminating the chain.\n",
"\n",
"Second, I suspect people have a mental model of `inplace` operations happening, you know, inplace. That is, extra memory doesn't need to be allocated for the result. But that might not actually be true. There are many methods in pandas that look like\n",
"\n",
"```python\n",
"def dataframe_method(self, inplace=False)\n",
" data = self if inplace else self.copy()\n",
" # result = ...\n",
" if inplace:\n",
" self._update_inplace(result)\n",
" else:\n",
" return result\n",
"```\n",
"\n",
"There's a lot of defensive copying in pandas.\n",
"Part of this comes down to pandas being built on top of NumPy, and not having full control over how memory is handled and shared.\n",
"We saw it above when we defined our own functions `extract_city_name` and `time_to_datetime`.\n",
"Without the `copy`, adding the columns would modify the input DataFrame, which just isn't polite.\n",
"\n",
"Finally, inplace operations don't make sense in projects like [ibis](http://www.ibis-project.org) or [dask](http://dask.pydata.org/en/latest/), where the expression you're writing isn't immediately executed."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I feel like we haven't done much actual coding."
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sns.set(style='white', context='talk')"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import statsmodels.api as sm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Does a plane with multiple flights on the same day get backed up, causing later flights to be delayed more?"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {
"collapsed": false
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"outputs": [
{
"data": {
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VFBRYxkBHKikpoaMNAAAcj0Vv4qS4uFiStGrVKpszQWter1cejyccAx0tdN9sKOZ1BwAA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\n/fb/b+/+Y6KuHziOvw4PDjxAd+EAsS5Xmz9YLcs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"text/plain": [
"<matplotlib.figure.Figure at 0x126b5a7b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"flights = (df[['fl_date', 'tail_num', 'dep_time', 'dep_delay', 'distance']]\n",
" .dropna()\n",
" .sort_values('dep_time')\n",
" .assign(turn = lambda x:\n",
" x.groupby(['fl_date', 'tail_num'])\n",
" .dep_time\n",
" .transform('rank').astype(int)))\n",
"\n",
"fig, ax = plt.subplots(figsize=(15, 5))\n",
"sns.boxplot(x='turn', y='dep_delay', data=flights, ax=ax)\n",
"sns.despine()\n",
"plt.savefig('../content/images/mc_turn.svg', transparent=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Do flights later in the day have longer delays?"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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aDipfH0DWxYzZs2fjhRde0GKVJO1TuHv37h6xys85s/6mTZs++tvf/ha7du3C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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x122226b70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 5))\n",
"(df[['fl_date', 'tail_num', 'dep_time', 'dep_delay', 'distance']]\n",
" .dropna()\n",
" .assign(hour=lambda x: x.dep_time.dt.hour)\n",
" .query('5 < dep_delay < 600')\n",
" .pipe((sns.boxplot, 'data'), 'hour', 'dep_delay'))\n",
"sns.despine()\n",
"plt.savefig('../content/images/delay_by_hour.svg', transparent=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's call everyone above 10 hours an outlier and throw them out."
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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VouD5t9/qHBPpOXnypG5Mcqhe7Mbv7NmzunEkE1MwAkBeXh7y8vK63D5kyBCsWbNG9zFW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\niIiIiIjIqP8DrqrgR5fBhWMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x14dea6a20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(15, 5))\n",
"sns.boxplot(x='hour', y='dep_delay', data=flights[flights.dep_delay < 600], ax=ax)\n",
"sns.despine()\n",
"plt.savefig('../content/images/mc_no_days.svg', transparent=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's condition on there being a delay at all."
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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aDipfH0DWxYzZs2fjhRde0GKVJO1TuHv37h6xys85s/6mTZs++tvf/ha7du3C\nFVdcgSuuuAInTpzAvffeiz/+8Y/w+/04efKk9tiGhgZtOL2wsBANDQ3affX19cqH2okodlI6oRLF\nwowpO0ZIOlnaunWrbqzCokWLdGMVpKzNOn78uG6c6qS8PgB6zJiLjFXoXfyoFAwGdWMVJBXuH3/8\nsW483EwbKfztb3/b498lJSVYvXo1Zs2ahQ8++ADr1q3D2rVr8be//Q01NTV48cUXAQClpaXweDz4\n+te/DpvNhs2bN+Pmm282K22iKHa7HR6PR3f6aFNTEyoqKgAAlZWVyMvLi3pMKk4fJUpEZk3ZSTSR\ns3t6z/Qx2/z587F582YtVunYsWO6Mclg1om1ERkZGbqxCpIuIki6+CVpWm14WVLveLgp27w+sgvV\n2rVr4ff7MWvWLHz/+99HRUUFpk6dCgBYuHAhrr32WixYsABz5szB5ZdfjjvuuENR1kTd7HY78vPz\no/6LLALz8vJ0H8OCkCgxSBpZkKT3On+VvF4vQqEQQqGQ8j35pEyVzM/P141VkPRekfL6APKamFA0\nSY2JzKKsKNyzZw9mzZoFABg5ciTWr1+Pt99+G3v37sW3vvWtLxK0WrFy5Uq8+eabOHDgAB544AHl\nbY2JiCj5SZo+FHkxSfWFJUnNICTtyRfZXKyvRmNmkHQyK2l6r6TtMSR1iJV0ESE7O1s3TnUXXHCB\nbjzclBWFREREkkna1+yf/umfdONUFzmNv6+O0GaRsk7M7XZj9OjRGD16tPIpz5K2XpB0YcXtdsPp\ndMLpdCp/jSRdRJA0mivpgtOoUaN04+HGopCIiEiHpJOlDz74QDdWIdwdvHeswpkzZ3RjFXp3Slep\ntbVVxLYhkqZg5+bm6sYqeL1etLe3o729Xfm0Z7fbjfHjx2P8+PHKC1RJ2tradGMVzNqSiEUhERGR\nDrfbDYfDAYfDofxkKRQK6cYqSOoQaLPZdGMVpGy8XV1djUAggEAggOrqamV5ALKamEhq7iJpFEoS\ns6ZJGiFpb1izLn6xKCQiItLh9Xrh8/ng8/mUX82XtB5KkpKSEt1YhbNnz+rGZquqqtKNVZA0HVAS\nSaNQXq8XJ06cwIkTJ5R/zrW0tOjGKkiahWAWFoVEREQ6eDVfn6Sr+YcOHdKNVZAygippyxBJWwxI\nGvmRlIukKb6S3ruSLmiw0QwREZFCkq7mSyrExo4dqxurIGnvOSmjuVLykEbSyE9zc7NurIKkLsuS\nSLnIA5gy4i75AAAgAElEQVQ39ZlFIRERieL1epVPY5ImPT1dN1ZBUjt9szZ1NmLOnDm6sdlGjx6t\nG6tgtVp141QnaRRKStdcQNbnnKR13Gw0Q0REKWnbtm0ipmtK2mA6spOk6q6SbrcbFosFFotFeQMe\nKXsDAsDMmTN1Y7ONHDlSN1ZBUlEoqWsu6ZP0mSsJG80QEVHK8Xq9qKurQ11dnfLRQkkjYpL2TKyu\nrkYoFEIoFFLe3VLS3nNS1qBKWq8maU1hR0eHbqyCpIsZkqbVnj59WjdWweFw6Mbx5Pf7cfz48aj/\neo9a6j1mOEac1b4TiYiIIvQ+sVY5EuV2u1FUVKTFKs2ePRsvvPCCFqu0devWHvH8+fOV5SLpRP/U\nqVO6sdkkneTbbDZtWq/qLUMkbV8yduxYnDhxQotJnmnTpqG2tlaL483v96O8vHzAdZ2fffYZFi9e\nHHW7y+WCx+MZ0sUxjhQSERHX8fWhrKxM+SghAOzcuVM3VuGzzz7TjVOdlKJQ0no1SdNHJY38SyJp\ntD03N1c3VuHgwYO6cTIzPFJ4+PBhXHLJJfHMhYiSWLjgUD3iQvrCI3SqX5+ysjKsWrVKi6nbyZMn\ndWMV7Ha71i5e9UmkJFKa3kiasimpKJRE0miupC7LFRUV2ud/RUWF0lzMvrhit9vh8Xh0Lyg1NTVp\nv4/Kykrk5eVFPWbs2LFD/jw2XBTeeuutKCgowJw5czBnzhx86UtfGtKBiSi1SCk6KFp4HV845pTN\nL0h530rqhDdhwgTU19drsUrFxcXaFK/i4mKludjtdu3kkcVytwsuuECbJql6K5XeU9NVTnsmfR99\n9FGPWOXnrsVi0T5rzdraxW63Iz8/v9/H5OXlDfiYwTJ82eatt97CokWLcODAAVx//fX4t3/7N7zy\nyivKF4ISkXySmodQNCkNMsKkTNnk+1bfpZdeqhurcOTIEd1Yheuvv143NhtH5/RJmlYraS9JSR0/\nX3zxRd1YhXHjxunGyczwp8XIkSPx7W9/G1u3bsUf/vAHzJkzB3v37sW1116LJUuWoKamRptOQkQU\nSVrRQbK53W7lI3MA37d9+e1vf6sbqxAeheodq3D06FHd2GySCg5J0ySlTO8FZHWIlbRJu6RcSktL\ndeNkNqhLSD6fD+3t7Whra4Pf70cwGMTmzZvxL//yL9i3b99w50hERHHEBgz6JK21kUTSyTVFk7Sm\nUBJJBYckkjavl0RScy+zGC4Kjx8/Do/Hg/nz5+O6667D3r17MWfOHOzbtw8ejwc7d+7ELbfcggce\neCCe+RJRDKR0lGTRIVt4HV9RUZGIETqKxo239Una7y1yTaPq9Y1SSOpsSfoyMjJ0YxUkTX2W1NzL\nLIY/QUtKSlBQUIC5c+fi2WefRUFBQdRj/vmf/xkffPDBsCZIRIMnpUkGycdiPZqktTaSpptJkpOT\no/U2UD3K0XtkQVUjE5vNpo0Qqt6Pj6Pt8kn6bJE0miupuZdZDBeF//Vf/6V1hOvLzJkzMXPmzCEn\nRURDJ6mjpKQNyUkfX5NoxcXF2t8QR35kkrR5fSqOLCQSq9WqFRqqR6EkaWlp0Y1TXVpamjY9XvUs\nBLMY/r8sKirCX/7yF3z44YfaH1UoFEJXVxcOHTqEysrKuCVJRLFjIUaJSsqeluGtDsKxyhb2VqtV\nG/3hCe0XuL4xmqQ1hdnZ2WhtbdVildLT0+Hz+bRYJRXbHfRF0t+QpFHuVGS4KFy/fj1eeOEF5OXl\noampCS6XC83NzbBarZgzZ048cySiBMcNySkWUqY9f/LJJ7qxCpKmVTkcDu3k2uFwKM1FUgE0btw4\nrQOqyhb2kgqOyK70qjvUZ2Zmau9b1etypbxXAMDlcmm5uFwupbnk5eVpueht0G4mScWyWQxfbnz1\n1VexZs0a7Nu3D+PGjcPLL7+MP/3pT5g+fTpmzJgRzxyJaBAkNXdhIxMyStLegJH78Krek1fSNgOR\nGyfHaxNloyQ1pojcnF3lRu2SGodIKgrPnj2rG6sg5b0CABdddJFurIKk924qMvwJeubMGW294MUX\nXwyv14ucnBzce++9eOGFF+KWIBENjrRCTMqG5CQb9wbUJ2mkcPbs2bqxCpKaQbz//vu6sdnYOESf\npFykvFeA6GnylLoMF4Vjx45FY2MjAGDSpEk4fPgwgO4rHKqn1RCRPkmFmJQNyYmMGj16tG6c6n79\n61/rxipIOtGXQlKhTBQLSRc0UpHhovDGG2/E/fffj4MHD+Ib3/gGXn31VezcuRPr16/HpEmT4pkj\nEQ0SCzFKNJKmPY8cOVI3TnWSptUSUfIIDz71jskchhvN3HfffcjKysKnn36Ka6+9FgsXLsSaNWuQ\nl5eHJ554Ip45EhFRighPew7HKjU3N+vGJIekpipENDQc+VfLcFFos9mwfPly7d/33HMP7rnnnrgk\nRUREqUvKnoDhVvq941SXk5Oj/T5Ubxgvaark+PHjtc6J48ePV5oLReM+hUT967co/PGPf2z4B913\n331DToaIiCjc7EDlvoDUN6fTqRWFTqdTcTZylJaWao33SktLFWdDvXGfQqL+9VsU/vnPfzb0Q/iG\nJiKi4RDekiIcq55CStHOnDmjG6e63g14eFFDFkmjyiwKSaJ+i8KXX37ZrDyIEAgE0NTUFPPzIp8z\nmOcD3ZukpqUZnk1NRHHSe0sKFoXySNowXhI24JHts88+041VkFSgEoXFdBb84Ycf4qWXXsKRI0fw\nzDPPYPfu3Zg4cSKuuuqqeOVHKaSpqQmLFy8e0s+oqKgY1POqqqqUb8JMREBbW5turEJaWhoCgYAW\nU7fw76R3TNQb1/Hps9ls2t+OzWZTnA3pScX3ruH/y9raWixYsAAdHR34y1/+gq6uLpw6dQpLly7F\nrl274pkjERERCcFRDjIq8mQ6VU6sjWCXTflS8TUyfOnzxz/+MVatWoXbb78d06ZNAwDce++9GDNm\nDJ577jnceOONcUuSUs/iq9MwKtP4PPvzwe4TE5vV+HPOdoRQ9T+8yk0kSVZWlm6sgqRpklyDRImI\no8r6UrHgIPkMF4UffvghvvGNb0Tdfs011+Dpp58e1qSIRmVakJsVy4kPT5KIkkFZWRlWrVqlxSpJ\nGhHLzs7WOn5mZ2crzUWSVJziNZD09HR0dXVpMRGREYY/QV0uF/7v//4v6vYDBw5wPx4iSiherxde\nr1d1GqTD7XYjPT0d6enpbDITob29XTdOdZGjphxB7TZ9+nTdmIioP4ZHCu+88048/PDD+Mc//oFg\nMIj9+/fjk08+wS9+8Qs89NBD8cyRiGhYhTtcsuiQx+v1aqMcqreksNls2rRR1c0gJE1llYS/l2gH\nDx7UjYmI+mN4pPCWW27Bk08+ib179yIjIwPr16/He++9h2eeeQa33nprPHMkIho24X3w6urqOFoo\n0LPPPqsbpzqOiJFRfr9fNyYi6k9MPbZnzZqFWbNmDemAu3btwoYNG3DixAlMmDABK1euxDe/+U20\ntrbiwQcfxIEDB5CTk4O77roLCxYs0J63bt06bN++HcFgEPPmzcMDDzzAL0aKG+6ZmLy4D55sjY2N\nurEKktYUZmVl4dy5c1pM3SSN5hIRJbJ+zzw3bNhg+AetWLFiwMccOXIEDz30EH7+85/D7XajtrYW\nd955J95880088sgjcDqdqK2txeHDh7FkyRJMmTIFRUVF2LZtG/bv34+amhoA3VNZt2zZgvLycsP5\nEcWCeyYSkcvlwokTJ7RYJUkbb0titVq1opCNZoiIBq/fovDdd9/V4vPnz+Odd97B+PHjcckllyAt\nLQ0ffPABPvnkE3zzm980dLCLLroIf/rTn5CRkYFAIIBTp04hKysLaWlp2LNnD9544w3Y7XYUFRVh\n7ty52LFjB4qKirBz504sWrQIubm5AIClS5fiJz/5CYtCIoqZpO6WFE1Sq/bS0lK88MILWqxSeJ1l\n7zjVSRrNJSJKZP0WhVVVVVr8ox/9CJMmTcLDDz+sTdEIhUJ44okn0NLSYviAGRkZOHbsGK677jqE\nQiGsWbMGH3/8Mex2Oy688ELtcRMnTsTu3bsBAPX19Zg8eXKP+44cOWL4mERDsWCWFTlO448fzJ6J\nre3A9n3cq8gMbrcbRUVFWkzUl1//+tc94vnz5yvMhvRwHzwyKjMzEx0dHVpMRD0ZXrj0m9/8BtXV\n1T3m7FssFixcuBA333xzTAfNz89HXV0dDh48iGXLluF73/seRowY0eMxDocDPp8PANDZ2QmHw9Hj\nvmAwiK6uLu7BQ3GX4wRGxX3PRF7hNhNHCOVKS0vTTu5Vr609ffq0bpzqIr+fI7+biSRzOBxaUcj3\nLVE0wxPwc3NzdVsb79+/H+PGjYvtoFYrbDYbZsyYgeuuuw5//etfo6bD+Hw+7UpO5BdQ+D6bzcaC\nkIgGxe12c5RQqClTpujGJMe0adN041QXedFcZdMbu92uG6c6XuQh6p/hy7B33XUXHnnkERw4cACX\nXnopQqEQvF4v9u7da7ht+L59+/Dzn/+8x7RUv9+PgoICvPnmmzh58qRWYDY0NKCwsBAAUFhYiIaG\nBm3KV319vXYfERElj8OHD+vGJMf//u//6sapTsqeidySgogGw/BI4fz587F582YEAgFUV1djx44d\nsNvt2LZtG2bPnm3oZ1x66aU4dOgQdu7ciVAohH379mH//v247bbbUFJSgnXr1sHn86Gurg41NTXa\nwv7S0lJ4PB40NjaiubkZmzdvjnnKKlEq8nq93IuPEgobh8jHdXxERMknpgUbV155Ja688so+7z9z\n5gxuv/127Nq1S/f+MWPGYOPGjXj88cfxox/9CBdddBGef/55TJw4EWvXrsXq1asxa9YsOJ1OVFRU\nYOrUqQCAhQsXoqWlBQsWLIDf78e8efNwxx13xJI6UUoK78nHqZJElIzsdrs2GsapkkREgzesq/jP\nnz+PhoaGfh8zffp0vPrqq1G3jxw5EuvXr9d9jtVqxcqVK7Fy5cphyZMoFXi9XtTV1WkxC0OixMVN\n2vVxqiQZZbVatW1uuKclUTT+VRAlqfAoYe+YSLLIkzWeuH1Byno1okTFzxai/qnt903KBQIBNDU1\nxfy8yOcM5vkAkJeXp7zlPBHJImnzetJnsVi09Z4Wy2C24CEyH9fCEvWPZ+QprqmpCYsXLx7Sz6io\nqBjU86qqqpCfnz+kY1PfysrKsGrVKi0mIhoObAZERJR8WBQSJSm3261t48L1hERERETUFxaFpLlv\nRgZyM4zPsw8Eu68Qp1mNTx9q6Qzix293xpwbDQ5HCImIiIhoIMNeFHIqSeLKzbAiz8nF18mEI4RE\nRERENJCYK4BQKITGxkacOnUq6j6n04n77rtvWBIjoqHj5vWUaCIbl7CJCSUSvneJKJEZHikMBoNY\nv349fvWrX6G1tRUAkJubi+985zu48847AQAZGRlaTETqSdq8PlycSsiF5GITE0pU7MpKRInMcFH4\n1FNP4fXXX8eqVaswdepUBINBeL1e/OxnP0MwGMSyZcvimScRxUja5vWSClQiI3iST7HgdipElMgM\nF4W/+c1vsH79ehQXF2u3XXzxxRg3bhweeughFoVEwvTevF5lMSatQCUywmazafuZ2Ww2xdkQERHF\nj+E1hTabDSNHjoy6fdy4cfD7/cOaFBEll94FKsnD9afRuNk1ERGlCsMjhXfffTcefvhhVFZWYvLk\nyQCAEydO4PHHH8fdd98dtwSTUSAQQFNTU8zPi3zOYJ4PAHl5eUhL404kqaC4uFgbnYsc4SfSs2nT\nJgDAxo0bFWdCRERkDr/fr9s8s7fjx49H3TZ27FjY7fZ4pKWE4epg8+bNaGlpwdy5c5GdnQ2bzYaz\nZ88iFArhnXfewRNPPKE99vDhw3FJNlk0NTVh8eLFQ/oZFRUVg3peVVUV8vPzh3RsSgy1tbU94vnz\n5yvLpaysDKtWrdJiksXr9aK+vl6LOb2X+pOVlYW2tjYtJiJKRH6/H+Xl5WhsbBzwsXrn7S6XCx6P\nJ2kKQ8NF4dNPPx3PPIgoibndbhQVFWkxyRIeJQzHHC2k/nBaLRFR8jFcFF5xxRUAuluEHzt2DOPH\nj0cwGER6enrckksFP7jqMuRmOgw/PvB5R7M0q/EtJls6fHjyrfdizo0Sm7TROQk5kL7Iq6RGrphS\nauvq6tKNiYgSid1uh8fj0Z0+Wltbi82bNwMA7rzzTt1lOCk7ffT8+fN49tln8dJLLyEQCOC///u/\n8cwzz8But+Oxxx6Dw2G8sKEv5GY64HJmqk6DkpC00TkJOZA+l8ulTR91uVyKsyHpRowYgc7OTi1W\nyWq1ats/WGO4WEpEBHQXhnrLqoqLi7WisLi4OCWWXhn+BN2wYQP27t2LjRs3al8Ct99+O+rq6lBZ\nWRm3BIlo8MrKyjhCRwOaPXu2bkykJ1wQ9o5ViLyIwQsaRESDZ7gofO2117BmzRpcddVV2m1XXHEF\nHn/8cbzxxhtxSY6IhsbtdnOEjgbUuykRUaIIN7zpHRMRUWwMF4XNzc0YN25c1O2jRo1CR0fHsCZF\nRETm4Yk1Japz587pxkREFBvDReH06dPxy1/+ssdtfr8fGzduxGWXXTbsiRERkTk+/fRT3ZiIiIhS\ng+FGMw8++CCWLFmCN998E11dXXjooYdw5MgRAMCWLVvilR8REcXZmTNndGMi6SwWC0KhkBYTEdHg\nGC4KCwsL8bvf/Q6vvfYa/v73vyMYDGLOnDkoLS1l51EiIiIyXbgg7B0TEVFs+i0KS0pKdK+8hT94\nf//73+OFF14AAOzZsycO6RERUbyFW/r3jomIiCg19FsUfv/739fif/zjH6iqqkJZWRmmTp2KtLQ0\n/PWvf8XLL7+M733ve3FPlIiIiIiIiIZfv0VhaWmpFt9yyy147LHHcMMNN2i3XXPNNbj44ouxfv16\nLFmyJH5ZEhERERERUVwY7j760UcfYcqUKVG3FxQU4JNPPhnWpIiIiIiIiMgchovCoqIi/PSnP+2x\nh9XZs2fxzDPP4IorrohLckRERERERBRfhruP/uhHP8KSJUswc+ZMTJgwAaFQCB9//DEKCgrw4osv\nxjNHIiIiIiIiihPDReFFF12EXbt24a233sJHH30Ei8WCKVOmoLi4GDabLZ45EhERERERUZwYLgoB\nwG6345prrsE111wTp3SIiIiIiIjITIbXFBIREREREVHyYVFIRERERESUwmKaPkrJraUzmBTHoC94\nvV4AgNvtVpwJ6eHrQ0RERBKwKExxgUBAi3/8dqeyY1N8bNu2DQCLDqk2bdoEANi4caPiTIiIiCiV\ncfooUZLyer2oq6tDXV2dNiJFcni9XtTX16O+vp6vDxERESnFkcIUl5b2xVvgvhkZyM2I73WCls6g\nNiIZeWwafuFRwnDM0UJZwqOE4ZijhURERKSK6WflBw8exFNPPYX6+nqMHj0a5eXluO2229Da2ooH\nH3wQBw4cQE5ODu666y4sWLBAe966deuwfft2BINBzJs3Dw888AAsFktMxw4EAmhqaorpOZGPj/W5\nYXl5eQlRAOVmWJHnlDF4fLYjlBTHUKmtrU03JhkaGxt1YyIiIiKzmVqptLa24u6778bq1atx4403\n4v3338fixYvx5S9/Gf/5n/8Jp9OJ2tpaHD58GEuWLMGUKVNQVFSEbdu2Yf/+/aipqQEA3Hnnndiy\nZQvKy8tjOn5TUxMWL1486PwrKioG9byqqirk5+cP+ripInKNYdX/mLvekOsbyWwulwv19fVaTERE\nRKSKqcNCx48fxzXXXIMbb7wRAPDVr34VM2bMwHvvvYe9e/finnvugd1uR1FREebOnYsdO3YAAHbu\n3IlFixYhNzcXubm5WLp0Kaqrq81MnSjhZGVl6cYkw7Jly3RjIiKiZOb3+3H8+PGo/3rTe4zf71eQ\ncWowdaTw4osvRmVlpfbvTz/9FAcPHsRXvvIVpKWl4cILL9TumzhxInbv3g0AqK+vx+TJk3vcd+TI\nkSHl8sBV38SYTGMnyoFg9zYKaVbjNXRzRxueeOv3g8otVUVOsV18dRpGZcY2PThWZztC2ohkIkzv\njVVZWRlWrVqlxUREREQq+f1+lJeXG1o2oTe7z+VywePxwG63xyO9lKbsTPjcuXNYvnw5pk6dihkz\nZuCll17qcb/D4YDP5wMAdHZ2wuFw9LgvGAyiq6sL6enpgzr+mMwsuJzZg/8foLgalWlBblZ8i8Jk\n53a7UVRUpMUkCxsBERERkRRKisKPP/4Yy5cvR0FBAZ599ln8/e9/R1dXV4/H+Hw+ZGZmAuhZIIbv\ns9lsgy4IiVJFcXGx6hQ03KidiIgotdntdng8Hpw6dSrqvtWrV+Mf//gHAODLX/4yHn300ajHjB07\nlqOEcWJ6q8lDhw7htttuw8yZM/Hcc88hPT0dBQUF8Pv9OHnypPa4hoYGFBYWAgAKCwvR0NCg3Vdf\nX6/dR0R9q62tRW1treo0AHSPhkWOjqW6yIJdUvFOREQUT3a7Hfn5+VH/RRaBjz76qO5jWBDGj6lF\nYXNzM5YsWYLvfve7PTp5Op1OlJSUYN26dfD5fKirq0NNTQ1KS0sBAKWlpfB4PGhsbERzczM2b96M\nm2++2czUiRKOpM3rJeUixS9+8QvdmIiIiMhspk4fffXVV3HmzBk8//zzeO655wAAFosF3/nOd/DY\nY4/hkUcewaxZs+B0OlFRUYGpU6cCABYuXIiWlhYsWLAAfr8f8+bNwx133GFm6kQJR9KaNUm5SHHu\n3DndmIiIiMhsphaFS5cuxdKlS/u8f/369bq3W61WrFy5EitXroxXakRERERERCnJ9DWFRGSOyG0o\nVG9JISkXIiIiIuop+TZnIyIAsrakkJQLEREREfXEopAoiUkalZOUCxERERF9gUUhEZmCI4Q9Wa1W\nBINBLSYiIiJShUUhURILd/1kQSZPuCDsHRMRERGZjZeniZIU9wYkIiIiIiNYFBIlqd57AxIRERER\n6WFRSERERERElMK4ppAoSZWVlWHVqlVaTF8IT6flWksiIiIyQyAQQFNTU8zPi3zOYJ4PAHl5eUhL\n67/sY1FIlKS4N2Df2ICHiIiIzNTU1ITFixcP6WdUVFQM6nlVVVXIz8/v9zEsComSGEcIo4Ub8IRj\nFoZERESU6lgUEiUxFjzRejfg4e+IiIiSnd/vx6lTpwZ83PHjx6NuGzt2LOx2ezzSSlk/KL4FYzKy\nDT8+EDwPAEiz2gw/p7nzHJ6sfdXw41kUEhERERElKb/fj/LycjQ2Ng74WL3pjS6XCx6Ph4XhMBqT\nkQ2Xc5TqNHpgUahYc4cvKY5BlCiKi4u16aPFxcWKsyEiIiJSj0WhAoFAQIsr33pP2bGJUlFtbW2P\neP78+QqzISIiii+73Q6Px6M7fbSpqUlrXlJZWYm8vLyox3D6aGpgUUhERERElMTsdvuA3Sfz8vIG\nfAwlLxaFCkTuE1Jx1WUYk+mI6/GaO3zaiORAe5QQJTvu30hERETUEysExcZkOuByZqpOgyhluN1u\nOBwOLSYiIiJKdVbVCRARmcnr9cLn88Hn88Hr9apOh4iIiEg5FoVElFI2bdqkGxMRERGlKhaFREnM\n6/VyNKyXyH2ajOzZRERERJTsuKaQKIlt27YNANfORcrJyUF7e7sWExERxYPf79fdBqK348ePR93G\nbSDIbCwKiZKU1+vVNmn3er0sDD/32Wef6cZERETDxe/3o7y83NCMlMWLF0fd5nK54PF4WBiSaVgU\nEiWp8ChhOGZR2O3MmTO6MRERJT6OzhENDotCoiTV1tamG6e6UCikGxMRUWKTNDpnt9vh8Xh0C9Sm\npiZUVFQAACorK5GXlxf1GBaoZDYWhUREREREw8xutyM/P7/fx+Tl5Q34GCIzsCgkSlJZWVm6MRER\nUTLqb3Su98hgVVVV1GM4OkepjFtSECWpsrIy3ZiIiChZhUfnev8XWQRWVVXpPoYFIaUyjhQSJSm3\n242ioiItJiIiIiLSw6KQNC2dwZgeHwh2N+lIs1ridgwaGo4QEhEREdFAWBSS5sdvd6pOgYYZRwiJ\niJKXke0XuPUCERnBopCIiIgowRjdfsGMjdG5NyBJFQgE0NTUFPPzIp8zmOcD3Z1l09ISp9RKnEwp\nLvLy8nQ7cA3EyB47Ro5NREREiUvS3oBEvTU1Nem+72IRPt+NVbihUaJgUZji0tLShvyG5R47RESU\nKqSMivW1/QK3XiCiwUjZorC5oz2hfz4REVGqkFKISRsV09scvaqqSju2GSMV/e0N+N3vfhehUHdT\nOovFgi1btkQ9hgUqmeUHV3wHuRmjDD8+EDwPAEiz2gw/p6XzLJ5856WYc5MgpYrCQCCgxU+8tVvJ\ncSnxtLaHkuIYqnm9XgBsfkNEsZFWiFE0veIUALZs2aK9Jlu2bOGsIlIqN2MUXM7RqtMQK6WKQiKj\nIgv57ftCAMwr2pL1IsK2bdsAsCgk6o+UETFpuUjR36gYp20SUSJTVhTW1dXh7rvvxptvvgkAaG1t\nxYMPPogDBw4gJycHd911FxYsWKA9ft26ddi+fTuCwSDmzZuHBx54ABaL8f3xAPToAPTAVbMxJtM5\nPP8zOpo72rXRyETqPETJRcronNfrRV1dnRarzodIIkkjYpJykVaI9TUqZva0TSKi4aSkWtm+fTsq\nKyt7FEs//OEP4XQ6UVtbi8OHD2PJkiWYMmUKioqKsG3bNuzfvx81NTUAgDvvvBNbtmxBeXn5oHMY\nk+mEy5k95P8XSk6R780FsyzIccZ2ASJWre2hz0ckh/cigpTRuXAe4Vh1PkSROCImHwsxIqL4Mr0o\n3LRpE373u99h+fLlePHFFwEAHR0d2LNnD9544w3Y7XYUFRVh7ty52LFjB4qKirBz504sWrQIubm5\nAIClS5fiJz/5yZCKQiKjcpwWjMqKb1HYbXinqHJ0jmhgHBGTnwsREcWf6UXhggULsGzZMrzzzjva\nbV3RGpAAACAASURBVEeOHIHdbseFF16o3TZx4kTs3t09/bK+vh6TJ0/ucd+RI0dMy5koEUkanSsu\nLtYK1OLiYmV5pDqOiMknaURMUi5ERBRfpheFY8aMibqts7MTI0aM6HGbw+GAz+fT7nc4HD3uCwaD\n6OrqQnp6enwTJqIhC1/gCcfz589XmE1qkjQiJkl/I2IrVqxAe3v39kJOpxMbNmyIegyLZSIiSgZW\n1QkAQEZGBrq6unrc5vP5kJmZCaBngRi+z2azsSAk6kdZWZlurEJkIWKkKCEyU3hErPd/kUXghg0b\ndB/DgpCIiJKBiLaYBQUF8Pv9OHnyJMaNGwcAaGhoQGFhIQCgsLAQDQ0NKCoqAtA9nTR8HxHpc7vd\nmDRpkharZLVadWMyT38jYk1NTaioqAAAVFZWIi8vL+oxHBEjIiIjAoEAmpqaYn5e5HMG83wAyMvL\nS4iu/80dreKOIeK35nQ6UVJSgnXr1mHt2rX429/+hpqaGq0RTWlpKTweD77+9a/DZrNh8+bNuPnm\nmxVnTURGtbW16cZkrr7WiEXKy8szZY0Y1zcSESWnpqYm3WUIsQhfqIyV5HXOkftQP3mgWtmx+yKi\nKASAtWvXYvXq1Zg1axacTicqKiowdepUAMDChQvR0tKCBQsWwO/3Y968ebjjjjvUJkwknNfrRX19\nvRarHi0kCuP6RiIiIlmUFYVXXHEFamtrtX+PHDkS69ev132s1WrFypUrsXLlSrPSI0p4krqPXnDB\nBTh9+rQWExERUfKrmH43cjNGG358IHgeAJBmtRl+TkvnaVS++1zMuZktclrrD74+H2Myc+J6vOaO\nVm1E0siUWjEjhUQ0vCRN2YzsLty70zClHu6BR0SUGnIzRsOVGb3zQKobk5kDl3OU6jR6YFFIRHEX\nefJvZB0ZJT/ugUdERCQH2wASJamsrCzdWIXIBc5GFjsTERERkXk4UkiUpMrKyrBq1SotJnWMdNpk\nl00iIiJShUUhUZJyu93a3p7sPKqO0U6b7LJJRESDxb0Baaj4ChIlMY4QEhERJT/uDUhDxaKQKIlJ\nGSEsKCjA0aNHtTiV9NVps6mpSfsCrqysRF5eXtRzOX2UiIiIzMCikIjiLlwQ9o5TRV+dNsPy8vJ4\nlZWIiIbFvVdUINeRa/jxgWB3A7g0q/GyoMXXgmffqYw5N5KLRSFREvN6vQDkjBiayUhzF4ANXoiI\nKLnkOnIx1ulSnQYlGBaFREls27ZtAFKvKDTa3AVggxciIhocNnehZMJ3k2ItHb6YHh8IBgEAaVbj\nW0zGegxKDl6vF3V1dVqcaoUhERElH0mFGJu7UDJhUajYk2+9pzoFSlLhUcJwnEpFYV/NXQA2eCEi\nSmQsxGiwmjvPJsUx4oVFIVGSamtr041TxUDNXQA2eCEiouGx+F9+gFGZYww//vznzV1sMTR3OdvR\njKo/PBlzbqksEAhoceU7Lyk7diJgUahAXl4eqqqqYn6ekREOI8cmIiIi+QYzVTKV1qvdcv2DyM6K\nbyF2rq0Zr/7u8QEfNypzDHKz2dyFEpf8v/gklJaWNuTRCY5w0ECysrJ0YyIiSgxDnSo5XNMkJa3j\ni5SdNQajcliIUd8i3zsVV3wHYzJGxfV4zZ1ntRHJRLiwEimxsiUiw8rKyrBq1SotJiKSSlLRISkX\nKbiOj5LBmIxRcDlHq05DLHmfPEQ0LD766KMecSo1miGSSlLBISkXSUWHpFwiTZj777BnGduQPHS+\ne5qkxWb8NM/f1oJjr60z/HgiSi4sCkmksx2hmB5/Ptj9eJvVErdjJJqtW7f2iOfPn68wGyJ1WPx0\nS5Tih/TZs3KRPlJ9X4BZc36AzBjW8QU/L1CtMRSoHW3N2FfDhipEZmJRSCJV/U9idWySqKurSzem\n5CWp+JGExU9iSb/xNliycww/PnT+PADAYrMZf865VnTt+tWAj8u46XuwZhtfgzSYXILnzqLz9f8w\n/HjVMrPGIGsk1/GRMS2dp5PiGKlA5jc4EQ2Zw+FAR0eHFpvB7/fr7g3Y2/Hjx6Nu496AQ8fiJ7HY\nbpwNS7bxJlCh80EAgMVmNf6cc204v2v3gI9Lu3EuLNnZMeQymELsHAK7XhvwcZbsHFhzLjD8cwcj\naPBx1uxRsOYYm7JJRN16bAPx7nPKjk2xYVFIYnCrjuEVLgh7x/Hi9/tRXl6OxsbGAR+rV7i4XC54\nPB4WhklC6qil9aaZsGRnGv5ZgyvEOhB8/c0BH2fJzoIlx3ghZnxyfOws2dmw5IwUkQsREZmPRSGJ\nwa06iIaPde5FQLbxAjt0vnuNrcUWw+n+OT+Crx3RvUvqqKUlOxOWHOOjcyx+iIhi02MbiOl3Izcj\nvh0/WzpPayOSUpcxJAL+5ohoWNjtdng8Ht3po0ZGcxN5+qjIDaaz7bCMHGH4Zw2m+EnuVk1ERImp\npbNFzDFyM0bDlWm8MRGpk7JFYXNHm+HHBoLd04fSrManD8Xy84mShd1uH3CkNhlHc6VsMC2Vde5l\nsGQZX9c6qCmbbT4EX3sv5tyIiJJB5Fq6Z/+3UtmxyZjmznMxPT4Q7F7HnWY1vo471mOkbFH4xFu/\nV50CUVylp6drXUfT09MVZzP8pK5Zo2iWLAcsI42v4+OUTSIyorWtOSmOQannydpXVacQhWc1RAmu\nr46fvbekSLaOn1LXrOXOBWwGl6yFui/8wWL8wh/OtwEtAzdwJCJKSpGjUtW/e1zZsXs72x7/4rG/\nY0ReqLz3nyuQmxHfrrktnS3aiCQvkiaHlHoVB9Pdkp0tSTJ2/JTHlgWkjYznWBdX8hERSRBZJFb9\n8Ullx+4tNyMXY53cS1Ia6V32U6ooHGp3y2RcC0WUDKZeDziMN5TE58uEEcMyYfjagP/vd7HlRUSJ\nLXjurJhj+M/Ft3mI0Z/ffi7+I2L9HSNyVGr+9Q8iJyu+TUxa25q1EUmOiNFQSO+yz3c3UQLrr+Pn\nq6++ipqaGgDAnDlzcMstt0Q9JpGnj0ZyZAEZOaqzIIpNqC3+DcmMHiPUFltDgsEweoxQW6vhzeUH\nn0trn/dFjsB0vv4fcc6k72P3/vexmnUi8tj/upwRsZysMRiVo25ELLJIXHzNDzDKGd8C9Wx7szYi\nyQKVhhvfUUQJrq+On7fccotWFN5yyy3DcmWJzV0SR+hc18APSoBjDLfQuQ6lx4g8wT3/+u6459LX\nsXv/O/C6uQtV+8ul6/VfKc2FaDBGOccgN5tTNiVr6Yxt5H8wHT9jPYYkPMMiIsOkNnehbpEnt6HX\njpq6+rC/E+vQOV/cj9/fMSJzC77+Ztxz6evYlBgiLz5l3PQ9WLNHxfV4wXNntRHJ3he+Iv89Yc6/\nw54dv+Yh/nMt2mhkf3l846YfwJkd3xGx9nPN2ogkLwYmtpbO0zE9fnCFmLFjPPnOSzHlkmr4l0ZE\nNIwC54B4NoMJxH+W37DoUYjVmLt/oORCLPIE13bTbFiyYlgMOwihtjZtRLK/E/20m+bCkpUd51zO\naSOS/eWSftNtsGTFdz54qK1VG5Hsr+iwZo+CNSe+XRyNsmfnIn2k+sZ1zuwxyBrJETHJWnyxrT8N\nBLs/M9OsxssCo8eofPe5mHIhdVgUEgkndcrm1d8EMp3Gf9Zgmrt0tAP/Y2BLUV/8l2b1e4zIIuR0\nTfxz0Tsu0PPk1jK3AJbs+O5PGTrXhdBrR6OOLU1kbtabZsKSbXzPxMEInevQRiT7+71YsrJgyYlv\nIWaUJSsblpyRqtMAAFiycmDNuSCux4j3mkUyx7kY9xA8/3nxY4uh+In1GBI8+465m9dLJr3jpyRy\nv8WJhGhtB2IZ+Tkf7H6szWp8W4LuY+iTOmUz0wnEeWChX5EFkdldQSWPRIVZstNhGTki7sfp6y+j\nRyE25zJYsh3xzeOcTxuR7LcQy86EJSe+o3NE8eBvMz76Ezrf/RllsRk/zTP68ztiLJKCn+dijSEX\no8d41eR9CvtztiP+BWqsx1BFUiEmveOnJCwKiQawfd9grykn935yHf0Usol0jOEQWYSMngOkxbFY\nDpz7YjRS8uhcJEu2A5aR8R2dMyrWRjOh891//xab8SFuo8cInYttiHtwuRjsPnoutnnJofPnP8/F\n+Lofo8cInYut++jgcum7+2ikWLekGEwuRo9x7DXzuo/2Z1+Nud1HE0XVH9T+XliI0VAlxhkFEQEA\nvvF1IDOGAZdBTdn0AfsP6N8XOUJmZFrncOpvqmSs+xQORuQ+hf2ORMWwb33o/OfPMX7+aPznn/PH\ndFkidD70eS4x/A+c8xv72W2xNZoZVPFj8BhmN5rpz/ld5nYf7U9gl7ndR/vTtcvc7qP9MXtLChqY\npOJHEhZiNFQJUxS+//77WL16Nf7+97/joosuwpo1a+B2u1WnRSby+/26+/EZWTsX6358kr50euwP\n1UexFi+JME1yMAZTLBvVIuTcOvjakUE9Lx7j28HXzG00Q5QsBvNdFI/vIUnfiZKKH0m/F6KhSoii\nsKurC8uXL8ddd92FBQsWYMeOHVi+fDn27NmDjIyMYTuOXtERj4JjMHmkei5+vx/l5eVobGzs93F9\nrZ1zuVzweDyG8xnoS6ev34sRibxhvMrpiv0d2+w1hZRYBjpxCwQCOH06uqV5S0sLnnrqKQDAqlWr\nkJsb3YVy9OjR/b43Yz25Zi7MJVK8voti/R5KpO9EM89b+HthLsmUiyUUColf+LR//36sWbMGe/fu\n1W6bO3cu7r77blx//fX9PvfYsWO49tprsWfPHkyYMKHPxxktOvTEWnD0Zyh5MJfkzOX48eNDbjQz\nWL0bzTAX/Vz66xAbCATwwAMPoLk59gYBY8aMwRNPPNHnSWTv7rDxyiPRc+lPKn+2MJfUzUVKHsyF\nuTAXObkkxEhhfX09CgsLe9w2ceJE1NfXK8qIzGa32+HxePq84hae5tjXiWAij871d9XajJNr5jJw\nLv1dLfb7/bDF0HQiks1mw/jx44dlhHsoeSR6LkRERNS/hBgp3LhxIw4fPoyf/vSn2m0VFRVwuVy4\n7777+n2u0ZFCoO9hW7MLjv6mG6RyLpJI+r0wl8TNRUoezIW5MJfkykVKHsyFuTCXxMklIUYKMzIy\n4PP17CzX2dmJzMyBW5yf/7w99MmTJwd9fOvn3SiCQf0m2YMd6mUuyUnS74W5yM5FSh7Mhbkwl+TK\nRUoezIW5MBd5uYwbN063uEyIonDSpEl45ZVXetzW0NCA0tLSAZ8brrhvv/32uORGRERERESUCPqa\nPZkQReHXv/51dHV14ZVXXsFtt92GHTt24PTp07j66qsHfO7XvvY1vPLKKxg7duyQ1rAQEREREREl\nsnHjxunenhBrCgHgb3/7Gx555BF8+OGHKCgowJo1a1BUVKQ6LSIiIiIiooSWMEUhERERERERDT+r\n6gSIiIiIiIhIHRaFREREREREKYxFIRERERERUQpjUUhERERERJTCWBQSERERERGlMBaFA3j//fdx\n6623Ytq0afjWt74Fr9erOiXU1dVh5syZSnM4ePAgvv3tb+Pyyy/Hv/7rv+JXv/qVslx27dqFG2+8\nEdOmTcPcuXPx+9//XlkuANDc3Iwrr7wS+/btU5rHli1b8LWvfQ2XXXYZpk2bhssuuwzvvvuuklwa\nGxuxbNkyTJ8+Hddccw3+//buPpjK/P0D+Pt4TAdZaUs0QhsOlYTE0cPJrB7YJjVpS9maVczanszG\nzkgl5ajpaRRKZUs1ZTUalVobqS2KCk1iE6cWpWEIFQ7nfH5/7JdRoe33+577bn+u11+66VxvJ67z\nue77Pp+Sk5N5yXHhwoXu56LrebGxsUFERATnWbKzs+Ht7Q0HBwfMnj0bFy9e5DxDl7y8PMyfPx+T\nJk3C4sWL8eDBA84zvN/XmpubERwcDEdHR0gkEqSmpvKWpUtDQwMkEglkMhlvWV6+fIkffvgBkydP\nhlgsRlRUFDo6OnjJUlZWBj8/v+7f67i4OE5y9JalC2MMy5Ytw86dO3nL8vDhQ4hEond67+HDh3nJ\n0tHRgW3btsHFxQUuLi4IDw/n5eflxYsX7/ReBwcH2NnZYdasWZzmAIDKykr4+/vDyckJ7u7u2Lt3\nr8oz9JWlqqoKAQEBcHJygqenJ86fP6/yDH2t3/jouR9bSzY2NsLDwwNPnjzhLQsfPbevLCrvuYz0\nqb29nU2dOpWdOXOGdXZ2stTUVDZlyhT29u1b3jL9+uuvzNHRkbm4uPCWoampiTk7O7NLly4xxhgr\nKSlhzs7OLDc3l/MsMpmM2dvbs6KiIsYYY7m5uczOzo41NjZynqXLqlWrmEgkYjk5ObxlYIyxkJAQ\nlpSUxGuGLj4+PmzXrl1MoVCwJ0+eMGdnZ1ZYWMh3LJabm8vc3d3Zy5cvOa3b2trKxo0bxzIzMxlj\njBUUFDBbW1tWU1PDaQ7GGKuurmb29vYsNTWVKRQKduXKFebk5MTq6+s5y9BbX/vxxx/Zxo0bmVwu\nZ8XFxczZ2ZkVFxfzkoUxxvLz85mnpyeztrZmlZWVKs/RVxY/Pz+2bds2JpfLWX19PVu0aBHbt28f\n51mUSiWbMWMGS05OZowx9vz5cyYWi1l2djbnWXpKTExkIpGIxcTEqDxHX1lSUlLY6tWrOan/sSzR\n0dHM39+fNTc3s6amJubr68sOHTrES5ae6urqmLu7O7t58ybnOZYuXcqio6OZUqlktbW1bObMmez8\n+fMqzdFbFoVCwby9vVl4eDhrb29njx8/Zm5ubuz69esqy9Df+o3rnvuxtWRBQQGbPXs2s7a2ZuXl\n5SrL8bEsXPfcvrLcvHlT5T2XrhT24/bt21BXV4evry/U1dWxYMECDB06lLcrQAkJCTh58iSCgoJ4\nqd/l+fPnmD59OubMmQMAEIlEmDx5MgoLCznPMnr0aOTm5mLChAno7OxEXV0ddHV1oampyXkWADhz\n5gyEQiFGjBjBS/2eSktLYWVlxXcMFBcXo66uDiEhIVBTU4OlpSXOnj0Lc3NzXnO9efMGYWFh2LJl\nC7788ktOawsEAgiFwu6zjQKBAJqamlBXV+c0BwDcuHEDVlZWWLBgAdTU1ODp6YmxY8fiypUrnNTv\nra+9ffsWWVlZWLNmDTQ1NTF+/Hh4e3ur/Cx6Xz22oKAAGzZs4LT39palo6MDQqEQQUFB0NTUxNCh\nQ+Ht7a3y3ttbFoFAgIyMDPj5+QH4+yoqYwxDhgzhPEuXsrIypKWlwcPDQ6UZPpbl0aNHsLGx4SRD\nf1k6OzuRkpKCiIgI6OnpQV9fH7GxsfD29uY8y/siIiIwZ84cuLm5cZ5DV1cXnZ2d6OzsBGMM6urq\nGDRokMpy9JVFJpOhoqIC4eHh0NLSwldffYVFixap9ApdX+u3+/fvIzs7m9Oe299a8t69e1i3bh0C\nAwNVVv+fZLl//z7nPbevLMXFxSrvuTQU9qOyshKWlpbvHDM3N0dlZSUveRYuXIjz58/Dzs6Ol/pd\nrK2tERMT0/3npqYm3L17l/MXwS46Ojqorq7GhAkTEBYWhvXr10MoFHKeQyaTISkpCVu2bAFjjPP6\nPbW1tUEmk+HEiRMQi8WYO3cuzp07x0uWkpISjBkzBjt37oRYLMasWbNQVFSk8sXjxxw5cgRWVlaQ\nSCSc19bW1oZUKsXPP/8MW1tbLFu2DBERERg+fDjnWZRK5QcLIoFAgKdPn3JSv7e+9vTpU2hqasLE\nxKT7GBe9t68ea2VlhaysLHh5eXH2u91bFk1NTSQkJGDo0KHdx65duwZra2vOswDo/rnx8PDAwoUL\n4erqCgcHB16yyOVyhIWFISoqCoMHD1Zpho9lKS0txb179zBz5kxIJBLExMSo/Haz3rI8e/YMSqUS\nRUVF8PT0xLRp05CUlKTyk2AfW6vk5eWhqKgIa9eu5SXHpk2bkJ2dDXt7e8yYMQMODg7w9PTkPItS\nqYS6uvo7J7EFAgGePXumshx9rd8AQENDg9Oe21cWa2trjB07FtnZ2fjmm2846bl9ZRGJRJz33P6e\nF1X3XBoK+9Ha2godHZ13juno6KCtrY2XPEZGRrzU7U9LSwsCAwMxbtw4zJgxg7ccI0eOxIMHD3Ds\n2DFER0fjzp07nNZXKBQIDQ3Fpk2boK+vz2nt3tTX12PSpElYsmQJcnJysHXrVkilUvzxxx+cZ2lq\nasKdO3dgaGiInJwcREdHY9u2bby9vxH4+0rUqVOnEBwczEv9mpoahISEYPv27SguLkZ8fDy2b9+O\nP//8k/MsYrEYxcXFyMzMhEKhwNWrV1FUVIT29nZO6vfW11pbW6Gtrf3OsUGDBqm89/bVY/X19aGl\npaXS2v80S09RUVGQyWRYtWoVr1kyMjKQmZmJhw8f4sCBA7xk2bNnD6ZOnYqJEyeqtP4/yWJoaAiJ\nRIJLly7hxIkTuHPnDmJjYznP8urVK8jlcuTk5ODcuXNISUnBrVu3kJiYyHmWnhITE7Fy5coP1ldc\n5GCMISgoCBKJBIWFhbh48SLu3r2LlJQUzrNYWFjAxMQEu3fvhlwuR3l5OdLS0jjrvS0tLQgKCsK4\nceMwefJkXnpuzyxda0mJRAI9PT3Oe25vWd5f13LVc3vL0vMEtqp6Lg2F/ehtAGxtbeXsLOTnrqqq\nCt9++y0MDQ1V/oL3MWpqalBXV4eLiws8PT0532zm4MGDsLGxgVgs5rRuX0xNTZGcnAx3d3doaGjA\n0dER8+bN42UTHi0tLRgYGCAgIAAaGhqYOHEivv76a2RlZXGepcvVq1dhYmKC8ePH81bfxsYGXl5e\n0NDQwLRp0zB9+nRONhl4n5mZGfbt24cDBw5ALBYjKysLHh4evJ7c0NHRgVwuf+dYW1sb9d7/aG9v\nx5o1a3Dr1i2cPHkShoaGvObR0tLCqFGj8P333+P333/nvH5eXh5u376NNWvWcF67N3Fxcfjuu+8w\naNAgmJqaIjAwkJfnRUtLC4wxrFu3Drq6uhg+fDhWrFjB62ZstbW1KCgowMKFC3mpX1ZWhsrKSoSF\nhUFLSwuWlpZYtWoVL5vlqaurIy4uDo8ePcLUqVMRFRWFefPmcdJ7u9ZvX3zxBWJjYzF48GDeeu7n\ntJbsKwsfPbe/50VVPZeGwn5YWFh8sMucTCbDmDFjeEr0+SgpKYGvry/c3d1x8OBB3s7oXL9+HStW\nrHjnWEdHB+cL2suXLyMjIwPOzs5wdnbGixcvsH79epWfke1LSUnJB7vdtbe3f3AmkAvm5ubd793o\nolQqeb3F9tq1a5g9ezZv9bW1tT94AdbQ0ICGhgbnWd68eQNjY2Okp6cjLy8P0dHRqKiogEgk4jxL\nFzMzM3R0dKC2trb7mEwm++B2/oGoqakJfn5+aGlpQUpKCkaOHMlLjoaGBnh4eKC5ubn7mFwu5+Vk\nwuXLl1FVVQVXV1c4OzvjwoULOHXqFGfvR+qpubkZUqkUb9++7T7W1tbGS+8dPXo01NTU3uk17/di\nrl27dg3Ozs4wMDDgpX7Xv0PP23nV1NR46b2MMbx58wbHjh3D7du3cfz4cbS0tKj8rTi9rd/46rmf\ny1qyvyx89NzesnDRc2ko7IeLiwvkcjlOnTqFzs5OpKamoqGh4bO5GsSX+vp6BAQEYOXKlQgNDeU1\ni62tLUpKSpCeng7GGK5fv44bN27Ay8uL0xyXL19GQUEB8vPzkZ+fD2NjY+zduxcBAQGc5uiiq6uL\nuLg4ZGZmgjGGvLw8ZGRkwMfHh/Msbm5u0NHRwYEDB6BQKHD//n1cvXqV16GsuLgY9vb2vNWfPn06\nKisrkZaWBgDIz8/n7Tl59eoVfH19UVpaCrlcjl9++QWvXr3i5b2WXYRCISQSCXbv3o22tjY8ePAA\nFy9eVPkGGf8GwcHBGDZsGI4cOQI9PT3echgaGsLIyAh79+5FR0cHKioqcPToUV6uAEVGRuLevXvd\n/dfb2xtLly5FQkIC51n09PSQnZ2N2NhYdHZ24tmzZzh06BAWLFjAS5aZM2diz549aGlpwcuXL3H8\n+PHuDSz4UFxczOktvu8zNzfH2LFjIZVKIZfLUV1djaSkJMydO5fzLAKBABs2bMDZs2e7X6fT09Ox\nePFildXsa/3GR8/9nNaSfWVhjHHec/vKwkXP5f7UyL+IlpYWEhMTERERgT179sDMzAzx8fEq36Xq\nc3fu3Dk0NjYiLi4OBw8eBPB3c1u+fDnWrVvHaRYjIyPEx8djx44diIyMxOjRoxEXF8f7zpYCgYDX\n+mZmZti/fz92796N0NBQGBsbIyYmRuUbUvRGW1sbycnJ2Lp1K1xdXaGrq4tNmzbxduumUqlEbW0t\nhg0bxkt9ABgxYgQSEhIglUqxY8cOjBgxAjExMbxcnTMxMUFkZCSCg4PR1NQEkUiEpKQk3vvctm3b\nsHnzZkybNg1CoRChoaG8/cz0xOfvdmFhIe7evQttbW04Ojp2Z7G1teXl//7cv38/Nm/eDDc3NxgY\nGGDFihWYN28e5zk+JwKBAIcPH0ZkZCRcXFygo6ODxYsXY9myZbzkkUqlkEqlmDNnDjo6OjB//vwP\n7q7hUk1NDa9DoUAgQFxcHCIjI+Hu7g6hUIhFixZh+fLlvOTZt28fIiIisHPnTpiYmCA6OlqlVwr7\nW79FRUUhIiKCs577T9eSXPTcvrLY2dlx3nP7e15U3XMFjO9tEgkhhBBCCCGE8IZuHyWEEEIIIYSQ\nAYyGQkIIIYQQQggZwGgoJIQQQgghhJABjIZCQgghhBBCCBnAaCgkhBBCCCGEkAGMhkJCCCGEEEII\nGcBoKCSEEEIIIYSQAYyGQkIIIeQTWFtb4+bNm3zHIIQQQv5raCgkhBBCCCGEkAGMhkJCCCGEEEII\nGcBoKCSEEEI+UVFREXx8fDB+/Hj4+PigtLS0+3N1dXUICQnBlClT4OTkhNDQUDQ3NwMAampqYG1t\nDZlM1v31Z86cgUQiAQDk5+dDLBZDKpXC0dERUqmU22+MEELIgERDISGEEPKJzp49i5CQEKSn+AyG\nmQAAAiBJREFUp0MoFCI8PBwA0NnZCX9/fzQ2NiIpKQlHjhxBeXk5Nm7c2P13BQLBB4/X81h9fT1q\na2uRlpaGpUuXqv6bIYQQMuBp8B2AEEII+bcJDAyEm5sbAMDf3x9r164FANy4cQM1NTU4ffo0DAwM\nAAC7du3C3Llz8fjxYwiFQjDG+n1sgUCA1atXY9SoUar9JgghhJD/oCuFhBBCyCcyNTXt/lhfXx9K\npRIdHR2orKyEqalp90AIAJaWlhgyZAiePHnyv3p8QgghRNVoKCSEEEI+kbq6+gfHGGPQ1tbu9esV\nCgWUSmWvt44qFIoPjvX1OIQQQogq0FBICCGE/JdYWFiguroaDQ0N3cfKy8vx+vVrWFhYQFNTEwDw\n+vXr7s//9ddfnOckhBBCeqKhkBBCCPk/6nqfoKurKywtLfHTTz+hrKwMRUVFCA0NhYODA0QiEYyM\njGBsbIyjR4+iqqoKv/32Gy5cuMBzekIIIQMdDYWEEELIJ+hv91CBQID4+Hjo6OhgyZIlWL16NWxt\nbXHo0KHuz0dHR6OiogJeXl44ffp09yY1hBBCCF8E7GPboBFCCCGEEEII+X+LrhQSQgghhBBCyABG\nQyEhhBBCCCGEDGA0FBJCCCGEEELIAEZDISGEEEIIIYQMYDQUEkIIIYQQQsgARkMhIYQQQgghhAxg\nNBQSQgghhBBCyABGQyEhhBBCCCGEDGA0FBJCCCGEEELIAPY/4EdzO5Db8kwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1558a79e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(15, 5))\n",
"sns.boxplot(x='hour', y='dep_delay', data=flights.query('5 < dep_delay < 600'), ax=ax)\n",
"sns.despine()\n",
"plt.savefig('../content/images/mc_delays.svg', transparent=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Which flights are the worst?"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Groupby.agg accepts dict of {column: {ouput_name: agg_func}}\n",
"air = (df.groupby(['origin', 'dest'])\n",
" .agg({'dep_delay': {'dep_mean': 'mean', 'dep_count': 'count'},\n",
" 'arr_delay': {'arr_mean': 'mean', 'arr_count': 'count'}}))\n",
"air.columns = air.columns.droplevel()"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"0\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>arr_mean</th>\n",
" <th>arr_count</th>\n",
" <th>dep_count</th>\n",
" <th>dep_mean</th>\n",
" </tr>\n",
" <tr>\n",
" <th>origin</th>\n",
" <th>dest</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>MDW</th>\n",
" <th>MSY</th>\n",
" <td>47.740741</td>\n",
" <td>54</td>\n",
" <td>54</td>\n",
" <td>55.111111</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ORD</th>\n",
" <th>HSV</th>\n",
" <td>56.578125</td>\n",
" <td>64</td>\n",
" <td>65</td>\n",
" <td>52.800000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IAD</th>\n",
" <th>EWR</th>\n",
" <td>47.887500</td>\n",
" <td>80</td>\n",
" <td>81</td>\n",
" <td>52.333333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>JFK</th>\n",
" <th>ATL</th>\n",
" <td>49.647887</td>\n",
" <td>142</td>\n",
" <td>142</td>\n",
" <td>51.464789</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CMH</th>\n",
" <th>MIA</th>\n",
" <td>54.000000</td>\n",
" <td>61</td>\n",
" <td>61</td>\n",
" <td>51.344262</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FLL</th>\n",
" <th>BOS</th>\n",
" <td>40.033784</td>\n",
" <td>148</td>\n",
" <td>148</td>\n",
" <td>51.033784</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IAD</th>\n",
" <th>CLT</th>\n",
" <td>51.111111</td>\n",
" <td>54</td>\n",
" <td>54</td>\n",
" <td>50.888889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MDW</th>\n",
" <th>BDL</th>\n",
" <td>45.807692</td>\n",
" <td>52</td>\n",
" <td>52</td>\n",
" <td>50.442308</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SJU</th>\n",
" <th>BOS</th>\n",
" <td>32.081081</td>\n",
" <td>111</td>\n",
" <td>112</td>\n",
" <td>49.660714</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PBI</th>\n",
" <th>BWI</th>\n",
" <td>40.655172</td>\n",
" <td>87</td>\n",
" <td>87</td>\n",
" <td>49.643678</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" arr_mean arr_count dep_count dep_mean\n",
"origin dest \n",
"MDW MSY 47.740741 54 54 55.111111\n",
"ORD HSV 56.578125 64 65 52.800000\n",
"IAD EWR 47.887500 80 81 52.333333\n",
"JFK ATL 49.647887 142 142 51.464789\n",
"CMH MIA 54.000000 61 61 51.344262\n",
"FLL BOS 40.033784 148 148 51.033784\n",
"IAD CLT 51.111111 54 54 50.888889\n",
"MDW BDL 45.807692 52 52 50.442308\n",
"SJU BOS 32.081081 111 112 49.660714\n",
"PBI BWI 40.655172 87 87 49.643678"
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"air[air.arr_count > 50].sort_values('dep_mean', ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Which airlines are the worst?"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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WAQAAYMjjZTEiIkJt27ZVdnZ2ofH8/HxFRkaqd+/ehcaTkpI0bNgwtWvXTl27dtXUqVN1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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x121d38ba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"airlines = df.groupby('unique_carrier').dep_delay.agg(['mean', 'count'])\n",
"airlines['mean'].sort_values().plot.barh()\n",
"sns.despine()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"B6 is Jet Blue."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I wanted to try out scikit-learn's [new Gaussian Process module](http://scikit-learn.org/dev/modules/gaussian_process.html) so here's a pretty picture."
]
},
{
"cell_type": "code",
"execution_count": 192,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<table border=\"0\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>delay</th>\n",
" <th>dist</th>\n",
" </tr>\n",
" <tr>\n",
" <th>tail_num</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>D942DN</th>\n",
" <td>120</td>\n",
" <td>9.232143</td>\n",
" <td>829.783333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>N001AA</th>\n",
" <td>139</td>\n",
" <td>13.818182</td>\n",
" <td>616.043165</td>\n",
" </tr>\n",
" <tr>\n",
" <th>N002AA</th>\n",
" <td>135</td>\n",
" <td>9.570370</td>\n",
" <td>570.377778</td>\n",
" </tr>\n",
" <tr>\n",
" <th>N003AA</th>\n",
" <td>125</td>\n",
" <td>5.722689</td>\n",
" <td>641.184000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>N004AA</th>\n",
" <td>138</td>\n",
" <td>2.037879</td>\n",
" <td>630.391304</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
]
}
],
"source": [
"print(delay.head().to_html())"
]
},
{
"cell_type": "code",
"execution_count": 190,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"0\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>delay</th>\n",
" <th>dist</th>\n",
" </tr>\n",
" <tr>\n",
" <th>tail_num</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>D942DN</th>\n",
" <td>120</td>\n",
" <td>9.232143</td>\n",
" <td>829.783333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>N001AA</th>\n",
" <td>139</td>\n",
" <td>13.818182</td>\n",
" <td>616.043165</td>\n",
" </tr>\n",
" <tr>\n",
" <th>N002AA</th>\n",
" <td>135</td>\n",
" <td>9.570370</td>\n",
" <td>570.377778</td>\n",
" </tr>\n",
" <tr>\n",
" <th>N003AA</th>\n",
" <td>125</td>\n",
" <td>5.722689</td>\n",
" <td>641.184000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>N004AA</th>\n",
" <td>138</td>\n",
" <td>2.037879</td>\n",
" <td>630.391304</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count delay dist\n",
"tail_num \n",
"D942DN 120 9.232143 829.783333\n",
"N001AA 139 13.818182 616.043165\n",
"N002AA 135 9.570370 570.377778\n",
"N003AA 125 5.722689 641.184000\n",
"N004AA 138 2.037879 630.391304"
]
},
"execution_count": 190,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"planes = df.assign(year=df.fl_date.dt.year).groupby(\"tail_num\")\n",
"delay = (planes.agg({\"year\": \"count\",\n",
" \"distance\": \"mean\",\n",
" \"arr_delay\": \"mean\"})\n",
" .rename(columns={\"distance\": \"dist\",\n",
" \"arr_delay\": \"delay\",\n",
" \"year\": \"count\"})\n",
" .query(\"count > 20 & dist < 2000\"))\n",
"delay.head()"
]
},
{
"cell_type": "code",
"execution_count": 253,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"X = delay['dist']\n",
"y = delay['delay']"
]
},
{
"cell_type": "code",
"execution_count": 254,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from sklearn.gaussian_process import GaussianProcessRegressor\n",
"from sklearn.gaussian_process.kernels import RBF, WhiteKernel\n",
"\n",
"kernel = (1.0 * RBF(length_scale=10.0, length_scale_bounds=(1e2, 1e4))\n",
" + WhiteKernel(noise_level=.5, noise_level_bounds=(1e-1, 1e+5)))\n",
"gp = GaussianProcessRegressor(kernel=kernel,\n",
" alpha=0.0).fit(X.reshape(-1, 1), y)\n",
"\n",
"X_ = np.linspace(X.min(), X.max(), 1000)\n",
"y_mean, y_cov = gp.predict(X_[:, np.newaxis], return_cov=True)"
]
},
{
"cell_type": "code",
"execution_count": 255,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"sns.set(style='white', context='talk')"
]
},
{
"cell_type": "code",
"execution_count": 256,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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sy6iursapU6fQ0dExK9f8IqfTiZ6eHhgMBuj1ejQ3N0/4ey0WCzweD/r6+mYw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\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Xv/hFXLx4EWlpadi9ezdEUVxRR01nZyemp6fhdDrjooRDKAGFTqeDJWPu5x0qhjw17cKM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\n+vRp5OXlzdkuyLIsx6A9c7z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"text/plain": [
"<matplotlib.figure.Figure at 0x122dec710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = delay.plot(kind='scatter', x='dist', y = 'delay', figsize=(12, 6),\n",
" color='k', alpha=.25, s=delay['count'] / 10)\n",
"\n",
"ax.plot(X_, y_mean, lw=2, zorder=9)\n",
"ax.fill_between(X_, y_mean - np.sqrt(np.diag(y_cov)),\n",
" y_mean + np.sqrt(np.diag(y_cov)),\n",
" alpha=0.25)\n",
"\n",
"sizes = (delay['count'] / 10).round(0)\n",
"\n",
"for area in np.linspace(sizes.min(), sizes.max(), 3).astype(int):\n",
" plt.scatter([], [], c='k', alpha=0.7, s=area,\n",
" label=str(area * 10) + ' flights')\n",
"plt.legend(scatterpoints=1, frameon=False, labelspacing=1)\n",
"\n",
"ax.set_xlim(0, 2100)\n",
"ax.set_ylim(-20, 65)\n",
"sns.despine()\n",
"plt.tight_layout()\n",
"plt.savefig(\"../content/images/mc_flights.svg\", transparent=True)\n",
"plt.savefig(\"../content/images/mc_flights.png\")"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"0\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>fl_date</th>\n",
" <th>unique_carrier</th>\n",
" <th>airline_id</th>\n",
" <th>tail_num</th>\n",
" <th>fl_num</th>\n",
" <th>origin_airport_id</th>\n",
" <th>origin_airport_seq_id</th>\n",
" <th>origin_city_market_id</th>\n",
" <th>origin</th>\n",
" <th>origin_city_name</th>\n",
" <th>...</th>\n",
" <th>arr_delay</th>\n",
" <th>cancelled</th>\n",
" <th>cancellation_code</th>\n",
" <th>diverted</th>\n",
" <th>distance</th>\n",
" <th>carrier_delay</th>\n",
" <th>weather_delay</th>\n",
" <th>nas_delay</th>\n",
" <th>security_delay</th>\n",
" <th>late_aircraft_delay</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2014-01-01</td>\n",
" <td>AA</td>\n",
" <td>19805</td>\n",
" <td>N338AA</td>\n",
" <td>1</td>\n",
" <td>12478</td>\n",
" <td>1247802</td>\n",
" <td>31703</td>\n",
" <td>JFK</td>\n",
" <td>New York</td>\n",
" <td>...</td>\n",
" <td>13.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2475.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2014-01-01</td>\n",
" <td>AA</td>\n",
" <td>19805</td>\n",
" <td>N339AA</td>\n",
" <td>2</td>\n",
" <td>12892</td>\n",
" <td>1289203</td>\n",
" <td>32575</td>\n",
" <td>LAX</td>\n",
" <td>Los Angeles</td>\n",
" <td>...</td>\n",
" <td>111.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2475.0</td>\n",
" <td>111.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2014-01-01</td>\n",
" <td>AA</td>\n",
" <td>19805</td>\n",
" <td>N335AA</td>\n",
" <td>3</td>\n",
" <td>12478</td>\n",
" <td>1247802</td>\n",
" <td>31703</td>\n",
" <td>JFK</td>\n",
" <td>New York</td>\n",
" <td>...</td>\n",
" <td>13.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2475.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014-01-01</td>\n",
" <td>AA</td>\n",
" <td>19805</td>\n",
" <td>N367AA</td>\n",
" <td>5</td>\n",
" <td>11298</td>\n",
" <td>1129803</td>\n",
" <td>30194</td>\n",
" <td>DFW</td>\n",
" <td>Dallas/Fort Worth</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>3784.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2014-01-01</td>\n",
" <td>AA</td>\n",
" <td>19805</td>\n",
" <td>N364AA</td>\n",
" <td>6</td>\n",
" <td>13830</td>\n",
" <td>1383002</td>\n",
" <td>33830</td>\n",
" <td>OGG</td>\n",
" <td>Kahului</td>\n",
" <td>...</td>\n",
" <td>-8.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>3711.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 36 columns</p>\n",
"</div>"
],
"text/plain": [
" fl_date unique_carrier airline_id tail_num fl_num origin_airport_id \\\n",
"0 2014-01-01 AA 19805 N338AA 1 12478 \n",
"1 2014-01-01 AA 19805 N339AA 2 12892 \n",
"2 2014-01-01 AA 19805 N335AA 3 12478 \n",
"3 2014-01-01 AA 19805 N367AA 5 11298 \n",
"4 2014-01-01 AA 19805 N364AA 6 13830 \n",
"\n",
" origin_airport_seq_id origin_city_market_id origin origin_city_name \\\n",
"0 1247802 31703 JFK New York \n",
"1 1289203 32575 LAX Los Angeles \n",
"2 1247802 31703 JFK New York \n",
"3 1129803 30194 DFW Dallas/Fort Worth \n",
"4 1383002 33830 OGG Kahului \n",
"\n",
" ... arr_delay cancelled cancellation_code diverted \\\n",
"0 ... 13.0 0.0 NaN 0.0 \n",
"1 ... 111.0 0.0 NaN 0.0 \n",
"2 ... 13.0 0.0 NaN 0.0 \n",
"3 ... 1.0 0.0 NaN 0.0 \n",
"4 ... -8.0 0.0 NaN 0.0 \n",
"\n",
" distance carrier_delay weather_delay nas_delay security_delay \\\n",
"0 2475.0 NaN NaN NaN NaN \n",
"1 2475.0 111.0 0.0 0.0 0.0 \n",
"2 2475.0 NaN NaN NaN NaN \n",
"3 3784.0 NaN NaN NaN NaN \n",
"4 3711.0 NaN NaN NaN NaN \n",
"\n",
" late_aircraft_delay \n",
"0 NaN \n",
"1 0.0 \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"\n",
"[5 rows x 36 columns]"
]
},
"execution_count": 159,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Until next time."
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import statsmodels.tsa.api as smt"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"jdaily = df.groupby('fl_date').dep_delay.mean().sort_index()"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"origin fl_date \n",
"ABE 2014-01-01 6.000000\n",
" 2014-01-02 -4.666667\n",
" 2014-01-03 -4.000000\n",
" 2014-01-04 19.000000\n",
" 2014-01-05 48.500000\n",
" ... \n",
"YUM 2014-01-27 -7.111111\n",
" 2014-01-28 -6.714286\n",
" 2014-01-29 7.125000\n",
" 2014-01-30 3.777778\n",
" 2014-01-31 -2.888889\n",
"Name: dep_delay, dtype: float64"
]
},
"execution_count": 198,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby(['origin', 'fl_date']).dep_delay.mean()"
]
},
{
"cell_type": "code",
"execution_count": 247,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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AEuKYCEd03LLkI1ScaD4p7fUvyMHv7pojLcht3LgRDQ0NOO+88wAACxYswCuvvGIJcW+8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vFZrtq79LDMQFLM+i+oN1ITu3VRv977/7criJZd9lOnHUT5wlTq3prl1bpyHqgSlYZr98golz\nu7gL4mjs1LoEU6fSnjRcELdAdGG271w04lTNepF6EbRv+cWCm3zdstAE5E78XPhIX0AYUaj20h7p\nNXU5Nz/7x/VP83wmm4e3svBxQza5jCEVHcXYCZpbJS6FsfYi9fGs0tqOijr96Cuvxq++/268/U3X\ng+HR6Aim4sZbn/4DrHCb4A4aNoSMbaA2B2ZG0WxwUJzawMSVfri6WNB4mWDiXMu/xaWpYBndrIOP\nvOyDdb8LL0YxBmvvDlu1AQDAmdElpS+hkrOqPQxh+QObn+niP/6zVwCoxKmxsSwtYFKLWUjZS/N9\ncjwFZJkjpiHzAtVT994S3kXJiINV1yciEYFaUxr/DgwbStGoEwcAKxcfwfLOb9Adgv0cQXaJJO25\neEEro6s0evD5YAXRGfNYjnbj8dNfO44vXdOri1ANF99I0cdYLjzq1JmvdSVl4AZyvg1bmXW7jmg+\ntlFU61MtsXGZOFTzalLxX21gZVXe1vIsWP1+3Ztvw6e2317NnJFxrJKJ2KDyMXT73WDeTDlPj4J6\n9ae5rbgMu2JyiqrrVr1XJkvkhcS4rO6lmzHVdCkHyxTmTfVyrPyXL+Cur5pwWcr/IIv0BU+cGohl\nDACD2RVyU4yJs+/5wDtux//xcy/FFRf74BlZ1potv3DEqTrGmRGnKibuf/r7L8D/8y8fw7l1AIxj\nX0Tx3w2+7TYRVUIe5j3Mjl0/Y4QxK4VWlpLSZ+J2Lk3jHW+4BpujAqOV8+h9W8WU9EWXdLyud5dM\nHbyWoIPYr5NKdLLevn4EYrLm5Sl5hl65gU0+X+8iyvDEUadOObSMGMjTyHvQYzOp6nYn9RaA1uPQ\nJVmGDaqgyEBwdr8hcWqe87gILfD7dXdeZg0oxhgu2jGHwXACwYeQmA/WiVpvFoeuwOeXr7KuB8Wp\nkUWycOKUGp045u06ZGTioWVxj4kLZq114pqZuHKqxI/82O3hQgDM92YqllVNeqWri0Z/mW+jmDgN\nnpS1naC6TrFtAkO5eQJrU77IUm3MJHe0fuxBFKlfRq5oPwAAIABJREFUla45sBVvftmVmJ/pYvuW\nKSDntudQyjpT8UswgoGdRGRR0GXpT0LGFgvoxKl5RYSZuErcSd8zXDfGGUbTa5DrkUU7sGG49Y79\nuPOeg76LEcltVr1h/Ok6BM4MpgSmYcBCWz9xHcJgPwaBWTA8b98cRieH0f5ujKqCRVopyzvgzlxk\nJxuEKxUSbdhADDIkI5vXoO6vulb9ne+YTjg308WZ3iJ2J6IMqaQ3nXpukOCdTjBvp6ciLMTeL32a\npgyFJYHwRfB+IYqJG5UVESGJtbMoTatGE2GBr7h4EYMHv2bXSTmRjvWFluLUExc/jBsXbsRTj51N\nNIV9ZWa6i+mZMHhmuS+9iaULgomrxKlVAwiYzqYGwu5tM7h8n1l8+xGxnrug3HjFdjAG/OA9FSVN\nfYxtZrVOXES/zp00SqbocXP+dXccwA++9EpMzc2iozqhrg5l4kwd1zrVe4whMTvbA2PA7FT1zqe7\nlR5GygEqyEZZSobLz37VmUhVfTPNDmomLrWjtCYEKtohyuOWr5wAiCNJwDhaNKXWkwpLhZQKDREW\nBHHMee+ozl99+h2vvxZ33XSRd7mTq9BkYearJGGpzt/1Yh1D19xf1eNZmAiosYE+ntiMgmZLA7o9\nTbovRSEMp5lwO3DPgTsqJ5YRUEj7erFnjKVtM4glzln1KPW80gb+sfd2w3eZG8JgC4CmEvJyjGJ8\nHqlU8tIGQtYmKr0CMcbw915+FV79vZVLFZZnURAUC+oeS4LL6LexDRvIM5iwxKm9YgNC69pGxKnE\n0jVVN844yozGHA6wZ8y+8oo3XINubfBxyWVLKAGcUPXmDDFmIuQmfwiJDfekrPyhVUWEyxIEDE2P\nDStCdRuXUQVR73RtZf0Yu9QmZZ3c2QSk5xg1FysvBhYTB07GYGBz7hxN9827zc90UTJeiVP1B2oQ\np9YPY2UJlof5HNNWEXap/tsr3Zg0fqpAXBq0VWeJlEWU6JQSo1qcSg2UdNO1MJgRAA7tX7LmagDI\nNTERntvdKAuxriHyAi9+zVXW42PRlNTZkKhfJZ5lodcI522X7e82CSG0CTXViaCiF047YWyyLmwr\nwq3zPfz2L70KP/KKq71n7ti7DRwtrVNR650BGE/8gTM90yde//2Fl078q71tAIBNAD/zwzfjd375\n1ZX7BgBfWbQ7CeB3OkgqTq12MmUAxBUs06Iq1uD5v8KFYVhFQRxl4tZGhrI2egUmCQBTjp6X0VOl\nbR6skk29w4TbuulKw8awjCcHgusIN5byjEEwUhcX5JBPnnEfjKjNxhjAY1Mc05MzIEjbylsQPTbA\ntk7t12A+E2pDEN496npZzn7V4/y8b7/572FmcoCIHtz3o8A43VacMwhi6erGXdVhelw85rJWWl8n\nAeKIqGzaDQfnJMFdD3WO/mc7yUWVnF2yHZ3ELDLptlIgR5J122WXSL3IPLQ0tWgxcUxKYzAVYeKo\ni5FYiCFAgbg4K2vr8vrv95Z3vQBPzuZQgjOZIdqv4Mwpq5B4IJALYBWwBJk/XcOGiK9GNfZmakvl\nGw5u991mtEBtuy9aCJ7v5LnTJumyXCbu+dfuNrdyhpTOmGHiahA3Zebe+Zlu5VEBIgoidB20OLW6\nzkUZZeLyrs3ExVVumtuQuz4DW0zuXItT6zmPiFNFG+vU+i+TAjcc2ALhRNfxwrl53d1eu8recvRZ\n3a5qw1i/sn+nQBw6eXB8hdIFAuIkelBiyHoQM9t/Eyc7ebtvhC1KAWAyLi1fUgDwv7/vRXjLqw/h\n+kN7K2exVllksnZ8Z5V1/SaByWRmuqt1IYI7SQo0a8B15cHtuO6KbZjq5do6UJhMwXtVXSxxnCjR\n6foDtCBMHCvVpJYwbCDPyYlla0EiQVDAOymMP7mQn7ghQuLUepFhCevU4MBn2qXL6+48gLe+9nn4\n0LvvqMXtqbZqlxhjNqOQoNxDCzd1vcCzynWNkdj4IE6XS8SpyBje8Q/uwOKBJVxy+ktWNVK6L75h\nQ/j9OInF6rEcdMPSAOIyzisjCVU3h/2O4Qda7IfefQcO1IumvXlwRBvEHUkeYaB03sxm1X3fbu1R\nHO+4rAWdF9oDXqAyUtClOKylEMLakKn0T178HpS5GYNMCqNmkjJs0Kxeul5FVjrTE6kjZeJYgXf+\nwxdZ9zLOsDBndAhFDrqDsPLSzavIJB6PLccSKDQTp4pyQBwdg6QQFZXkf3vfi/Cjr7waP/PDN6Pj\nus1omBZuev4l+KG33hq8lnFm6QU3FabWAbV2/dirDuEtrz6EX/nv7wKYUf8IuXZRFpvqcf0Z087z\nMz2Unlus2LxQnVfdk4s4E9ftOo7VAutN4lFVPevNJ3d8NbZxHCwZs8SpYICowaCIMXFWAdWfLeNV\nnP2V/9ULkUjjmlfJ0UvVPxkOnv5rFFPHg4+Z6vTR78fnBaueEjjwih54wn8o7+RN3dLkbZnv7zSV\nUhImDvVfm4nLyMQaY89EYSv4TwJO9i6/eBH33n0F+jP92nEi1fOiOnEOW1EzcZNA+JeZfg7XjYw1\nMVLjxvr0rTfu1YtAqQ0DYP0N/apoM9NZuCxx5WXb9GWlI1SwzDju1dap0i5HHzNrMb1m5UsoOUNn\n8CxKbkAcde1SEuvXkIuRAaTtYw7U3Js8Laqnx4KHnZzjjXddjqsuXQLnmfVMz7rxObAv1S65Pk6I\nGzOe4Z+94/mYn+ni3W+6wSsny1i1W448Z0LYM/X91PO3bJ3BFTfuhZSOHkdUbEJBXLjuKjFOkFeC\niXOV192kmDgtnnDFqZEXp0D3qkuXcHEdRzDqgBo2pj74A6/H/EwXP/sjtwTLF9SAQN2ki6UireZO\nkXviVAfk1CkJ4upLIiNOll0QR5g4Wq8dc1tx9OA3UeQjLO98EAzSiFNjOnE07Fb9vB94y81+PilR\nZi6odUFKdW00tYKdxNegSj/zwzdjy1wPP3jPQUjLaWmcmZhsHSPrxvSAWKM4tSzDHUtNPXu2z+JN\nLz2Ihdle7TaDfvPwvareL3r5lZhb6Afz5DyzN+FOWa4IVJWpwP5UL8e9d1+By/Yu1BtFVVAA8Dpx\ndPMZE/JrZqpTi1Op0+60Tpxm4so4E6f8N2rVDVdHTNfIb8N7XnsIM7NdvPkdlQW8x7a32FRv33gG\neWHEqQA0Gxcn8vwLXAqsPfQw8LWHrPN5vU6ZfuWUpdyxSIGLzz/shT/ct3gR5nuz+B/u+Cn0eq47\nFheIV397xSqWLgm3t0qZt1GMpwsCxAlhW9KoZDnktHRqKPtC9HnGtiuIIiD6VIl3u/UO15R1bPWY\nPlYLt/owRb2wjgMgbrrf0TR6k7NfVfctW43e0STBxIX0OWhbcSksH2NvftmVVf1ZZnYhehcfbw86\nSGcn57GycwZidAZbB0dJXUy9hGXY4A+qTcDzw6cAy7npPfR1GtN6Nm0BDZWy52Dhc3nAj5ddWFxB\nm+r8ccZx81U78bFfeIUXSqWqEweTJI6n0wY0YgMIE5cPq8nmhiu2o4SaLFRtIgtYSZZP7Ucs9n5m\nMUqBVBaw9qOJM1iiZ8+wQdfHvs8FPArmWtbPXl+v7plkDC+8/SA+9guv+H/Je/fga5KzPOzp7pk5\n5/f7rnvV3i+SltWFXaHdldAVocUYsCRkBBVfZDA4dtkyjoJtbAUXNrYVbGMZGyrEqSKJq4JTFZdj\nElLlkIQUxEnFVtkGCSvG2CBLgAAJS6xW2t3v+/3OOTOdP2Z6+nl7umfeOR8xu5v+4/vO75yZnp6Z\nvrz9vM/7vHjra+/OtqtfIAsGoXbLO5Q6RS14o0jGRIbFMCkCiUtlizrqvdRGaw2efO1j+Nev/Ul8\n/tZ/K9CXOSQOhMo+8dmfwisfvWt6nO/QVl15fRXjLH/Q/Xdexn/zPV+DP/C1r4Qnl9Hk9XFdxuDb\n3vGqbH3eG+yrIAWRN1ACWuw9cNczvzh+f/18GhFZV33GmiKZPdnLzG1cKmehcaeGr7uhU+wzgRiG\n3amZjVQcy8O1yYhz1uBg3EABGs4puJj78ewFElc24iRq+dwv/1La6lxzAQBv/MqX4U/9xd+JewJf\n3ekCzcIxD33un6Fpz1C30Z0KAK07iNPnOY1m+Dc/8aVI3JK4dZsYou/8kq/Cf/nuv45X3PbyKa93\n0hfi37moadHqpk6eVbm8QIw4PwZ6hRvrIBN424aRuHguv5TDnjWngAuFlDgAYOumR+LI9N6xi5CM\nuMd+7X8d05bk0L2LJ/Uo7JflxImFqv//plviAB0NRmp7PCFHgA3IXY/61NsN/vM/83Z81x98Hb72\njQ/07bQOLoR8Z5A4iU4kF/Ue1hmc2Q1uufZrePhzH8ZThAYAQEeDwycZGzp4nEFGHgLRqLveXMEB\nJ5M28d/89bPVhayhOCGHFgyCC7vP4j1/4LHJ+eKyllwdM6Rqa6Y6gVxectMpDKK76nBN5hjsgxFi\nc8Mz2T7T9707b72AB+8PEcxl/kzfri4u3MOxl67mEQUveF4ZFCBccQGJM8YMhkkeXYpVy3rSeiN3\nrmw08ByXVeafHFtATDxHgRarGEvlpKtDRsDzL8siz52NCGGXPCuBpDKmYw1+zyNfj6++83fj7F+/\nYUDiQsaSZZ047/MiuH37O7RpxGw6L4ynlp/3+C4qIuvPIHEwBr/rzQ/iO9/7OP7SH5lGP3duyAFd\n2PywxMg9T/88fnP3ND6GDtfOphH1zlrAUPBGyUUY/pqJMq6cO8qdmk3FZ8pIXJfpC+6CDDAaAxuG\ngfHrn8rzt9okyMXMuFPrSgZLpBuNWPL3LcZklY7x+SqCpyZF4s5Per61Hd9TugbmkLh8uy26Icd2\ngUqSeJEO1XTeCvcYNuhFKhBfN8Od5uI2tXpz+cIw4ryfSiW4OkHiyIgrIXFsYBmP3/n1+Z0fANhN\nA+NbgcTxYx9VrwHcdP0zOJj++rkd1um2HjlzWbeWOMXAOYNLpE0VwtAjBWCOV2DEgmQA3H/XVdx3\nx2W86dG7YIzBH/uGR1A1mwglB+06XowSZEtwk7yHsxbXXQMD4K7nPolr8OCcrlkkbvgvmMITdyo9\niL0JE5SiJ5u8xECVTJTCtU7HX2ifGnkbxUtwxOkMt8cVeA5/6F2vxsP334T3feOjON0Rp/C5Z8Vx\nh0MrSD1h8jl5Jm4grt58aWhG3qgMhfUVbXvA7ZeBd3zjI9lju6qOKEs6kfHfCh80c+K6WYmRWNKN\nabynGSRu5vxJmwxguE/PIHy/q/CMQtnUNUqk47VInBcG7xSJKxmXjavxmltfg3Z/qkbimB+ZTVaP\nAVW2M3MMf1QABb6uyu5U3hzYfjF822P3iHRww6/oLGYV/8fx73u596eMwTmikDuXyrlBcmYABApo\nMQA8/sb7izIQAFC7qrgh71suyxseuQtvfs1dePj+qTaYsZz3OzUmvEBSAaA6PRXH9Jy4maCUUFfb\nifnctYeiETd6DobD7VYCH0Ez1MyMzVCMS2kIMxE2iHm5BScOwNnpF/u2FOc/P/k0zb5E1+n2xY3G\nJHtNsvmxySC3ZBCWA3n8Mi2lrtVepBeGEcdQ8rgjuIZKcOKYYA/6HP9od3FXdtvDFpev5kVLgd6d\natEJdInnvTFqZah+P8eJO6nQIsh4ZHaSCRJ39aat2P29480P9r+NByF7biiTHVsS2PCOt7wU3/Lu\nR0nocNomIQuSQnHDNc8GYWK73wFeInEtIXFpYMNuqIORuJ++8opsp11KlBxqzaU1si6N8MkbqSrU\nWkxAyUCnyciZ/A7rG77y5fgb7/8K3HHLaW+8BiHmxI0hJAe8gRsW5Y8/fsf4fbUNwqfhwGVZiZuu\nfQbvfn2DKzedZo/1AlFIF1sO3FieMnpbPo/ExQhkWabu1LAoe/Ft9npA0SgZjzGS8O4n/bk//+zi\nU3jiTQ/M1rWpa9l+3hzQ59KzevOjd8GfXRjaRdGEyaaGF9uca2W7cQPavsyJ64Tws4ErRMZ576eC\npmJCpf6pGjfl/sLjxtDYb9K2+d4Idx1JVKRurgTtv27LXpbK9rm2x43G7lweMPbFM7zjmx4t1gP0\nqJ54DDPGzMXzp/Cnv/n1+E++5XVZ1NjYkgZAgp554IGn/sUEiXvi1Xf1bsPhGZmCBmFLCD0A3PLs\nr8EU3lNlbe+RCm7Jwjt/buPwikf6Oer1b30wf1BVp4tz9rBoePV9uXenxvXk7KTXPS3nNppWZmYC\nn6qO0p1NvBCynn1i677yNpltgYPWJpt9wjJS42/Spu0mkfUqlxeGEUdI3NXnPo0v/5UfA7pWTNyu\nyUuM8AvmyD+zQBy0zeBOZe0zFh5NJ5Fh8X7p3dNQ9JNNNXIhcuiJT5C4q4lx+fgrbsffeP9b8xIc\nSaczntypYfeU2WVtT7cUXr3cJpMMvmvne5zRRNmjejFVCEfvpmHaw5HjXVz6XV+Pn7r1cZxXcVLy\nhYEQD4jP4N7bL+GuQSyWS1WlET5sxFH7FKOAd6pzHAy3NDidhaUciVNOnEy79dmrBn//q6/iVx+K\nItB1MOIy2T+4cHQjPLL5V8dmCCS7vBtd2kHGc4b/2/LkySV1Wd15MRjlSiRupl0b1/SIQWnjxCiH\noq2bupF7GiR1hTYV4ME//d7H8Ff/6Ffib33NX4JrY7+dQ+Jy7do2FTpYwd0tIXFtK6NTS5Fx/YbL\nC6OxpB+peVaoXLJu5xdx5lpOpRcMYIxQ/J8utmxcGpzbMrJeWSeU/ydG3HiN5VI7m4y/PPpy+eyz\nePxXf3yWUyqROFnYoHftHg8+9bOoTuU68Z3f/ARAnLiyESeFny/sPp9dI4Bez65Heoe7mZJZx4/v\nee9j+IN//E346ncVPFxVJQyT6doVLjJscAdPkWuB3T6+o7PTIF6fN+hlG4e6Zoy4HonLD7RU45SR\nuL/5dX8Bt5xKRNVQCr85AGLJiLNNAzOnBcTHqo76bS4dRVZt9me4uHsaX/7InWI3Y5u81AW/UObE\n2ZkFra+vD2zwAl0SMu3i+G9+96N44yN34k/+3im3yhiDzsooH15QTDKvXbgo4XtjDB6+/2Y0lcWd\nn/9/ijyv0Kw0CCSn/txsNxm1atbgKXcg7z2eu77HGWV9D4hRWEwEJy5p4x5SXuT+t7wO3/Dkwzir\neWdZcAlkxkVV4PdUtUwiLNypglS9PAys44V7xshZIqwag0/cFV3l6etrE/Rl33T49G2NuGJ12p8f\nn3UJfUHsXB6wcyrgrqZJtPzMl+4PwIDk5JGh1LU+1psYYe951dfh8Ttei96gyDQEPJbmkbjv/R1/\nFleb25LTffJ5OF9ho26aRh5IVfG4KRmWdeXwpS+7FXdfvR2V36LIxyHDKwd7nWwqdHAw8IsGfRqp\nnFINxmv6wXAsIaDhd0BOXIXSG4v5TbXgWlJztk2Fb+UgBx8X4qXk4vDAfruddftXVY/EhXq73TT4\nQVs29UZSTQoL98numV5YdsGIi2WKxIXHaLsWFh52K/mt26YCTDTAjZnSYoBhc5deqtCuftNJhkkR\nHfKoaof7X3ZLkVKCqipSGnJ/hzVls/e446/8d3jmFz8OADjU57HdmDeWIqo34071e97ei9/S5xc4\ncS+5cCvuuXwn0sI6feVmKdyppxdeZEgcaRwFF9wjD0n3Wb1hJIEKZ1mgaNRFJG7TwCacuI5lM5IX\n9cgr7sSf+9bX4/abC+6qMEuNHa8cnVriZzW1wy3PfAK3PvspOjV50b1cPn3ORxTaTTOqVed2WTzB\n9kucHHzPXj/gOXeCw9CFLg3CwcHo7QRqKcmhe3hhxNmqwre+89UCiaNLpd9wVZO2cqmrcnJq5sF4\nBbrk5jgKdJGc2G9anr4o2JXit/bQJfaBH46K16iGyTu40HhzIpolZCU8MNM2L5TnU5SDjFSFleOJ\nrD9F4kzy//BXUu1JvcUf/rJvhjDiZvhGc5PifVfvxtvvfJdE3wQndbpznyubJkV4mYYgLN7FuoyJ\nxP+JWnzHZPZpOdlU8MZIJK5g0Kf5p0tpfbIppwrzgqbYmUTeUkRaPqtvfPIh/NFvkNxEwYmbQV/a\nbZkmA/SRnB2JLKcCsGuiXLZVXUQXuaZgKM0F39g5JI76QmhWDj0zYCPOZyNU24NE4oxxxXY5a2Ap\nEGvJBTpXTFWL9bgsx9IXS2ke3fUdPvpXvrc/z6ZyMzOtCc9qxiCqiBOX3t7EiBsAg9Jmll3P6dzu\nae1aQuLcdvviQuL63Kn952DEpYaJKyFx9EI5y4IrpfkZiq2bERoNz5KNuPRt27pMfgWAzpXdqYl9\nhJPTkhFn0RmbBATIdpycce7NbFP79jbNxJ0quD1pYEMyUe32LQ62wq+d3AYAuHVIdZNbTOK9DkYH\nZBBDcFU++NCtdE5+IJjszjI/hUy0dgR3ib5W5Li0dVNEhNjAWnKnAhj4OJl+gCkS19np7FKfBk5c\nf61f+vhv5K9DC/eSO3XCV+F6QDQEhcHLeVhTo6K0oOciAHt0LaJkExca9fOlZlWJK0cY9JyjVIHE\nNY3LImN9XWTwKp6VNdV40QmJmgz6PCeuQjdQHboRicsbccJN703RfRaKcBEL9IzapHhWE1SmMMfk\n3v8dQWZpROJ6IsZwtji2oznmsD3B5SEY4ebL02hs5yy8iejSU9eekk3UMQYA9EESwsgtmDMGflGe\nx9hUgiMWgcoOxTa5NYeMOPi+DyWlZYMQ+U1+KNUQnVpE4vT2LlA1EzAgV1f41iVzx+7Z3o0aUm+V\n0LNcCZy48yS69O/9zpuGdTB/IwxAdAZoh0dVMsIsBYHM0z8WaDe1hea+gBeKEXeInc4GocKJEUcd\nWsI0VE80wkw1H40YOHFAXCwFupQ5fq50VgoBomDEAcD2NF9XUzu0iRH3z3/1Z8Ux1WGq0p8rtqlJ\nI2c6QMVg9bKRzA/7pZNea+rW3efFNTvaRaVpt1J3aqjv63/Pl+EllwZEr2SB5gI5CkZYz63JG/Qc\nnZrLLZuWuk6isgq7b727MbaKCwu8Ahg/MzejOpFI3NNPyQjXseaO3XF+wZ3qyLItI3FLCxEAwPo4\nkR2pEwcEKYgyEse1LgU2mMrJObGIOi+v4HWCxJXc9HPSFKFYU0V0KZNKKieiGsq2cYAZxKMXkLhU\nYmQxwXbB7SVEzhVGauWikQokm+qFTCcvSbwaxh+KfSFF4j70H70V73zLg/je971pUq+zBp4CG547\nT/N+6q0458yMV0W0cFljkWkhSRNaNp6Hd2My2m6GUt71SNzUEOgSTtwcYtwHNjASpzMscsXWiTu1\n1LfJfc7F0IfOHlTG0njtod1/72slh+3a1g4BM+HayXxMa9fBmbHPl+hGJT06LhokrnZ2pi/J8oIw\n4g77mE/SBOMg6XiBJwTIiVgMblq4p6lzZLGbZnwh3eginCJxY/DAZt6I864a9HbC6cyJ45dliiHt\nTe3QwcJRpM6P/8JPJUexO7XcHls3Pa+ia7OLSE5i5MNXX43WWLzqz/+58ftf394CALhwOBvOy7lT\nY12bizW+CEzcqQBw5aYTPPiSa9jun4nnpnc3vNrLZ5/FPU//PKrK4t2/d5oZAeiROCblcmVsxEGx\n2FbNNjGKaeGneqsFriWAIQVU5mSkCbGj3SHcqScnALnQSgRm6U7FrDu11y0qGHE83yumjD4f6BIS\n53Hppuj2yhlhdhToLW33I3zmFt5hZSsxwabBCKOxpEbi+JuCEafYHDjOPZySqHf78f3d8YWPozId\nXvO6e8ffI6+NI8N9lrfEEYmm63Chml9sSo9BBASpkLiyVuNBBIFM++YdQStzCEKwOMR+lfbREb0G\nuu0J7rrtIv7oNzyKe26/NKm3chadofmncLca46CyFglqkD3O+AUkHMH1PIPEjWvgcHxWoFdy4nJI\nXJcicYWIeqDfCF93ZbQ4ouTLxdVbGdiw8HzZnZpepCOJmMnVC4EN/+TRC3j6slz3vQXqblfuV9xf\n6dRDN9UfBDDoxGWAmuRGllD6ytmZvD6yvCCMuJ4nNI/EVSJ3KpOKyIhjd+oCd8k2vQYavxRObp2+\n7JLi9Xh8MOKyGRtkU0tI3KZ26IwRO5SrWzlJeWNG+3YOVQiBID3PZNrppuiEx/95y2P4e6//w7j6\nZa8Zf3vO9QtxWCB9JodjWFQ8gNe960tQdXu85Dy6MBjZs66SvIJ0x00fHv7cP8X7/+PHcfd9U80l\noHeZcxqa0mLrFejSJuXZ+PzEvaTEDaBHlwphhyJyzBsYe21ynN1uYX0ks9uiEYc443coygj0dZjx\nGun8oiHri+vyPiLdsTLYwJ8zRpizBjAzkXGI3y+5eau6KiJxaQTaUunT6+TnGDagNH3Buaijlt7f\n7nyH8CCb9hzvufdX8fW/5zVpFQKJA/JoXO+m78t2/+xiWp9iRGrXaezcsVQzblveSOXeXx3QwsHg\nMojoy2Re4DysJ3lecijWmoG3OSzw6bVX3GCPxFE7kjmUOanLRlzsL8ZMAYixWcP3NpMTuz9vONJ4\nocjApwuwf6afOmvw+c1JHINKnla2rjrleRXGczi+YCgBQOfKbsvczGx8N/LZfv6BHvBpDdAZg6a9\nXjhbdrM9IaX7khFHc3FZJ07hTq2sahMBvICMODsacf3DmxhxlcMnH/6neMmzv5B4KjtRTyjWLUuM\nAD0MG5JLC1FInz++VHxVC9JpjhMXvjq5kNc4CvnxLGlv3XWxnC6qxOECIofPdftsmyZwsQdgDK4n\nffe5ajDihsUrFzHJ9Va1wzt/4x/jPZ/5R+N3bMSZwF0qtD2dX+sZBNQ5J9GXEuevEN3KpdluxdVz\nKv3e6wIbYMsDvaPJ+q6n/w1gB4STjYOTExgQEmfzE6vvQC40P8uDsgmiUOoLGnQJRBpPUaFYrcyw\nkLPBnDXY1SRGU+DQwCwbl845oITErXQRNo3LLhRAyonTRD3HwIZ0533YH4QRUNVTAvrfeP9b0SNx\nnN5qunALF1rni+Ku+ZLKBQ2IkMb17Koigi3pKQtfAAAgAElEQVTS1Wk2P+w2LnGXAHQXpnJDXCpn\nBk7ccO3JO9ejS5WzSWDMdF4Yv1+4R1eV01JJfuuwFuZ42MbTZszjLBN56zvpTp3LHlA5O7BppkBG\nf5HiqZPimo0cwyUjJSCNJXcqeneqJicv1xWQtH/0uov4v157Ef/tO25Ga4HmcJ02B0lN0U2FA0nf\nHAq0BV7jy0aqYtPpbMYIzJcXhBHHk9koEJsMCAuD5678Jm699oso7ZKFO3WJn1CFyK82CmkSvCui\nuJxb3GUFJC67k+xoNQJwWkgHdvGkRgfJiZukKxKu5GUkjiNzMAt1939/fsgc8F1/8HW4+fIW3/Ft\nb+mjroIhkxEdZfV9t9vj4ed+RbaF+Dm2HpC4wmQdSrjeHM9r4k69ASTupLmgisxb4mb11yvzvPpX\n0H93affUGHQhgie224HMPu9OhUfiTp1H4uSz9plPSiPOACi6FOLfQiIoM6lZa3BeR4SwOKn55edu\nmw1siefFgQ2a6NRJSpy8YaLhDwq9tuRZ7Xd70M3DZBbbh++/GQZeRNFnkbgkunHRiCsgcR2l3dJE\ndTdpRGLRnZp/Vn/y9z2Gq+4luMXdA+m9SDcHNB8vGHHOWsGJS92p+Z5fqithQZU2it7PIuFA3xdK\nrmfBRQztziJx0p26yxlxPolOnTPiKgvO5lzigmnMDZNw4ibjOelObkbbjZG4ORsuFEtI3K62+Ogr\nT/H05QqdBZr2OqHhKXhB70AYcQWU0NBMXfIcQIHEOYvy3SfHKo/7bS2Hdif4HB5T94uJVp50LfAO\njdMjKSbYziUGBU+Oggg170rtL1gNbZ8aJ6MBNHxVkhi5dNqgMzZBl5LoTXosl88+V2xOQA5dtx/b\nxEmGhZHjgduf+QRwctsoC/CmR+/Cm4YE2v/symWY8zl36nB/MLC/8okJ9VO4U61Ez+Z4BQBgZhBV\nV7mB6xT8e3RPPBkp0LNt0+CLYoc3XeS810Wnejs9N5RRpwt9cyPVKTHiEIWojckPdxnYMM/J2bqT\n6S7ZhDatdKeyfEPB1SGobsi706wxOG9oYzKpS4+YbOpGtqXkLlTU1QyZEnJ1ifekka6hpODporbf\nHyJI7MvucAOpZ5lD4qSbfpkTnH9rgG/9GnsXla2xF7XxGIx1lcSHn3ziXjz5xL34N7/8evzUT/4X\nNL8k46ZjJG7Kg+PiRiRuMHYKPC9NcQliMnGnjqjlsh6dSzT1OIEW6/yFPlYMbCCu7Nl+NzmGdVcB\nLAQ2yM3ddIOgQ4uAQFHKz+051+FcUA9z4ubcluEYi3aSMquvx6Bpz3A2nJIGgogNDFG2VO7U0tpl\njMKIM2Oe3aXygkDi9of96E4NAy7d5QaEoDPpXM8TELuFlhfuzrk+MmdE4vLSHrnBlBZfB3dq+ILa\nknwqGXEXT+shyTHpcE1CvmNtD/zmvwAAVBem+muhzRyZc36IqtjcAR/63D/Dbc9+snhvzdWr0Z2a\neVYjguUB/NLHJ+czn9BVIQCkhOSESof7WIHECY6JyNig4MQ1lSrRtSawwTgyQFLDxEvDK6zNAok7\n2QIaJI7cqVhwp97kXpIstfSX4MRp3KkYkbhnzp8rHrbEibPW4KyO7sb2/PrkGG2pqzryAwEwzYLn\nBY07ta4cUJgLVrtTq/L1Dru95C4V+5YfKR9AAYlrW7Brdg0Sh8QwoRbN1wGgceVN2VJgA5e6cn2K\nspIUxH4/fmsuLhhxVrpTJyVMPbO19KVyJjmwsIh7j/a58lgAAFfPIHGJXBBQ4GEboB1c6852OM8Y\nji1lKAHmkThrDTrEgIspfzQYUooNS9OgKPPT8ptdrqtzzI9MDK+Mx4Q5cbWLz60zvTs1nLE/SOOM\nEd6OxkxbcKcKL0TRnapD4sqMQFleEEYcI3HjfJBxpwJA58pIHA8qFWJS1YPgb0ZihNGzBY04ADHl\niIITV3INXType524GXejIZTHdQfc9PhrccsbvnxSlzEG3lVwPuYjFPdHA+HWZz81K8NRX7mCgTlB\nqOX0uXsAZpjIbnr8tbj5DV+Oe77pPYJP6Jq6Dwcfx05+IIw73BmjyVy/Nhhe00ElSNULbg5gyOdY\nQm+oiZrNk7WueH8+YR13dtpf7GYDb+LEajOcuP7+jNqd6uZcOfS9zoiLm4xnd1K+QZgAiod1ton3\nuXv6C8vXLjXJmIS6VEBMVOhZgk6k7sZwTVVgg+WaxG8c0OW7OYkKL5C4CW8JQEfSQ+hwYzpxoWgM\nXifFcPkOWezXLvBS62rQzRoX7gSJ48X34uXZuion3akpWX8FzQvOplGEiUG/hjOWcOJK4utxAzt9\nh9Zi5Eda22GXEQIXqB7mvRnGGOE2L+rEaVzPTSUCG6bKEQt18L5yJjqVN+ijwetbHCqDV932EL7/\na/98/NkATXs2rstlJM4LJK5YxDJRuh9FdGpl0Sn7zgvCndoeDoRO5JE4OyJxyYMTiy1pbSneh696\nd2oOXWJ//FL2h/6CAxKX6XiMxG0P5d3axdMGvwEjkKp0AkrdPK/4rg8UDZ3+/lqEbsDPh3cavRLS\njBF39SqM/zSAPBIn3FhDnsLm5lvw8j/xvkld1kkpiOJACP1gZjE6ffnLYf73z2b5Z0IqYSHIBejl\nXRIrh5rC6IvCCLAsTC1/I8pRj7aFSGO+Rl3Dw8bJOoPERWmBuHDPGbxzavGM7Gi0z2BjP3QJ4s1N\n1RhM50Q/a68lY2PNAumM0OebGGEj+rJcaTXJlxkLv0+NwetqB1zPX/OwP8AE5SSfbPyoqDhxbQdH\nc+iqwIZ08xIupXj+TVVBjuH8fLyom1XZXkS6FNgQjDgP2JOp54GLtaEv5HlQGgQulBSJE4bJ9bPx\n89Rlm6mrdsm1pcEzcafmxo8F2jYYcR5nmbywLedUxjLPlSNecxsEbelTWeb7Qi+BM/latoM+d7Yc\nnZrj7QVO3F988k8llfaagUEM+LBPJZGov05y+mbaKJbf9EYimKHRidP2wxcEEte1+wgihF3IxJ06\nDMhhcOZcaGwbqERZByQuL6RJg0CBxJm6Tlx7rBM3uMW6Fm/87E8U6xiRODCiV+bEwc+Tq814f9M2\ntUSkNZ3vxWALpb56ZYTJR85KIToVA0fDbvPBG66qBdK46E6dMQRO7rgDO3JXCaFRjjRWIXFukrUi\n1yZNYEPtGmSjlMPfJMoaeBEP3nSvrMQYik6dtmU/TEZxxz0v9uvG7AjUjqGwEa7SiSNXRzpZrcmy\nAAwHFfp6dOUslz5wgxuSR5dUSJw1QGGjwW5alUE/0/f6PrrQ5wDARLmZ/rBcdKpcJJeMOImeUV8Q\niImir9taGlyC0hC/rhZ21U3dRxdHkCM14uI9u4VNWTVkbCgiJqvcqVYivDzHKOQ0uEyiUxPj2SwY\nOUC/oeNI5d1uyolrk9ypS0oN3kSUviQxotr8NJsYmIikj3XTGm5/8u3FujpH0alJX0i1NgFgbzc4\nFLpYZzAGC7YFcXJ4oNUgcY6i6VMvGfUrjTu1Q3nIi2OXD/ntL0Lao+BODZNvSFPkvRkWsPxknSIE\n2RLcqZmUNsKFpnKn1lLPKeNONd6jKZDUAebEzU1APAlg1oVm6sRI5cnaSyTupquneMtr7sI73/LS\nST295IUfzpsuuMEV4AHgvN8Zuu00HQ5APLb83REIoNjZVgYH4p+JBYS5IorAhjrhq+TcTf3gXJ7M\nNtUGKDAehA6XB97+sjfjwv01vuXLvlEc1xkzutCySNyQJ3hsTofZ+7Qm1Rqfvj9AFxB0cNcB1EO9\nhWt6ncHk+UnfgEaVTaMIU7dX+FYbjFAweOWzUvSrppxqqT20An0pR0cvI3Fd28FUfmyjbY5F4sh0\nU2xYNlUNTEKZhjYpolNDCUhcCX3xg+ySx3IfDRkbUDAC1pSqsmDlPNEXKIWexiKsKotdwXjuv1bU\nZc3IiQOA/T6DxKXu1IV+2iN1BU7cCjTcbupixgY5t/aVXnz5S/Hvfur/iJfijaVt4+YuRWXb6QPa\nVdtsYENflxkbMEHP+H3UFbAQM2oImS3qWhqv1Il7ERlxYvKOsJE4ZOTEBSNuPJyt8pUE7boZMhrM\nIHEeMJlQ77SYuoH1kR8UFcaTHcjMBHTptEGHhVx2XPy8Ho1pkvsTSBwjhR3qpsYHvuV12XrcZhOR\nuKw7ldo4IHFFIy7hDpaRuOXeXbtB+yxz6IGitjSupaZ20nDMGOGCgzZTNvUWQEgvlkxAtLYAwP03\n34s3vOHrMrUY4r5kjLhDgsT5ebHR3p3KDckjcZobbOtr8Purw+HJ8euqEkThEj9SswS7gaA9npOi\nHHS5pVJZk4y7/GKkMVKrmd19J4IRgFLKIwPO2FBG4kxNc9aSOHnBBSpdVQokLnGnlhDeJYO3N+Jm\nAhvIOKgW6nK2z9iQ9dZA0luWSo/KFtAzQj81m05nrXzHKVKVuFNzxRiga+Macmgz0al+pRFny0jc\nGv5gdXIiAxtKbnoP3PWFX4Bxj4jzmfrbI3H1pB4gCVrzHsa3uOsLv4hX3T0VygaAzhLNY+IZoeNq\nh2UjzqIUtDbWCQ0Sx3HN8+UF4U7llxf6QJcQNsOE2YaDMxEiPLepxCUH1944QQqDkOpSRKfaRmZs\nCItAL8I51Onn3Z8XTuo+YwMoOjXdnfPpC/OGreveiAuHC86YNFhnDQA24nzmWdEG0p/3PBFbMOKq\nIWcttSR7nGqxHXgFOQ2gdn/gAxfraqoyD0q0S7Fwb+vT2Kb0Ry/znRb5jBQxZk2H84OcrAMSx5uN\nOXdqzxPi+mWbQtEEBO3sc3SKfB58Dc2zAlOOStkfFPmfrDWQG3TqYewi1PDYUiFOnuhFxgYNwuvE\n+ODSG0w8eAoD2viRxgAUkLhEJ24psIFLCWnUvL4qzS1aMOiWjbiBLzYOjXQshrrMIOxcLi4R+50s\ntivcqcaYYSym7UgMHkVlzprJ5iJ+hsqdaiiwAZCb1VDWBDb0B0RDNc3vu+ZZudNTYcS1XerZ6mu5\n7/M/h1d89p9MAs6cB06vt4D3fWBDIQqUg9a6u/413vLJv4/TwzP4Y2/+Q9l29ZSVPBLHAYxeM2Yq\nU+yjXPOSUHZw02uQuBeGESfsieGh7qU7auTEWXGYROKo485xUcY666YX+81onzG0axayNYx1gTM2\n9O06HDq5aM8YcRdPyJ1asPZN6k6dKa5p+sCGjOElVPqXUJxN0/P0EN2pWYFPD2AXkLgSJ24IbBhO\nmSpjx0G1VKoZF0zLmwBtYAO3IkfQ9VjM4QkAp83paJvmOXGx2mLkrLFRYsR6PLN7VvwcOXHUxCV3\nasnIWUFA7w/qyn2PjDuV5hw8shHdK0vvLs4jJvBYRdZ31kzV+MMn5t0qnlUtgqLkxbu2E++vxEfS\nIXHEqVJkbCjdHzgRuyo3rE0Ga95IWSLXB1mQ0sLNDpp6gSrjkrRbN+JOBfrumZPg6Ijn9dyFC3j0\nQ39tvl1J1HMa2BA/l+swFsKd2mWQuJQTt5wOzGXX07Wlrh1a6uNM2eFnVXXnMIV2/ZH/8Tfx5D9/\nZhD7zXujGIm7dO0cTXeO6vJlNFfyUcudSFaTPlz6WxHYYKuoITlRjqAal+a+enTTv0iQOJPZyHUH\nicQFwnXnUkRIbJPHj5pdsqkbONKJyyJxXonE1VIjJ3S8VkDuwOkD9xfrONlUgzuVInMmEzsvTvOT\nk9sM97eQW7QfUDOiupvNNGNDJncqAPglTlxwpw4P5VNf+PXkiMFwUbkn+kkxl4xdcOKOik6d9gUP\nHbp0sb4wnj9xEbJAL+Yn2LC5sMZP9NhSd6pfMMSdm5HgoO81htf9u69YXBc9G05zhZC4YkSoohpn\nDToyFEqyGZqMFDYJbJD8yHWBDc0mul/S0rWt2OAVOXFpMFeJE0ebjUUKgcnPI+1KOZY0fVAJaaoU\nHGVvQGO5/NbdwmLrhsCGWPHxhgkAgIJmBLpE/epzd74El77kofl22flnpXKnJkhce5hybwXCi2Uj\njpHNG9lIVdaipT7TljIEhc+FNfqRj58NEiPJ8eFPgtwvfrH3/Fx44P5if21trKOExAE62o2pqpm1\nORy07AmsBhHwFw8SJ9bO4WEf8khcpANMd+9cjUZNvY8obbNkfX66GiTONvncqb0uTZxc7/0Pvqnc\nHmNgnOuTnwfDKx+wN9Y3V6pNA+uj2K+crBPuw5wrjtypXQqFUjs8oHCnhujU/u+nnntKtmOsc7l3\nG2MGTtVwCgXI8CZgSb0eGNyppR/ZyFEgcReaC+NJc5PGEnrmRySuwzPnEomLgQ1h17PgTp3oQfEC\nQoaJYvNzFfciPpTEnUqfX/aKct7fsRDKkb7zsbkKY9BagxaR29NS/mGRHkmpki40nAruRs2zahpX\nelSCUzVUnq8kTAWZAKyxvSvdqZ0wTBMkbryugjPmaADOXEOlFiBQ9dRVRXUtaXAFVK+AmKwiegHg\nCOqu434V53ZNt+oR3rzrOU2bVizWCCOua29MJw4IQV0LPC9lX2iJ+sABi7ypG4f1jHHJqGz6/gQS\n90zPQz+9vwyOeMPOzWQ+5j8qh7sv3QEAePXtX5Kty1Je5ck4JNezLu2WDol7QQQ22Ey/Tq3i1IjL\ncRQgJlidEWf9gZC4aWCD94Bt8q5BLraREiMgJI4NkwszSBzQG1OGpr+pO5U6h8qIu4YcWbjrSBnO\nzw8ou9mMu/M42AsSI8PnWSQOHfzQNafRUMOk6D2+7Af/5tzt9ZczlIydF+72EJVFFEhcXTnRf7Kb\nA6+brC9tLuDz43ycvKSkjnkkLnDiPHYJvSDoHYnouAVldoluTDmN4bilwkESaRfk3fBrvvxeXL2y\nxV33Xp2pbW7h1hNyWHneGI826Z/jwqE04kouQm6hhj9YV664H+mStGkl9Ikjwx0KSFwn0zYtZ2zg\nzz73UdXZp4m88wavJurZk/7gRAuMLrFEaXBuiE7NbF77ss6K80T8F/1KGOHL91clBq/kKOskRrx1\no05cf94UifPkTvWdh1voC3UT540uRc8UbQqlchZ7ejfTMSiRxtKm0wPwYJ24JK6e+tXlL/RZXi48\ncF+xXa3FmFe5GJ06rIF/4e3fgX/6qx/Fm+57IluXreto0LdlhHfJiOs9Izok7gVhxAl3audR33QV\nt33FW7PHdg4wh3zEJY9ZDScOdQPrz9H5elIXF6tC4hrEPJ6xrgMpqXtfRqhCMU5Gb5oUBSi4QXLF\nbTcDJy4cXjDiMG9MuM2mz7IAkMGbmazZGNgUOHF1PdbVn5K/h7NNvWjwAsMOMfQFgcS1cMNrW3In\nAEBTp/0l3y4NJ25b1+P5bdcNrhLe6Qb0bD5pNkenpsrsEyTOz9eVInGyMMqx/KwchexP1kN2oVUO\nj71h4R2SCy1FojQudW5Ty26vNu/20iJxpSAQgcRpMhoM+mf9tZNrEP+sX7ny99vaQay7m855oXQt\nLbjdsmuIRdOF9BC1SYOe1VUaBML1xhvWGXHRt1506/nljYazqTu1gC4ttqgvbPizO1Us4iq02BYp\nDZMgl0LpUwgadJ2BtV5sXLkuR6jeEhLXNC6up9zAbt39OWdwoFWlK2z0xzWtsOk0AOq27ftD2ibI\n597s+vvf3HprsV2dNQJI4SL6buVw08kVfO1DX1msy23q8Ywu8+xDnRqxX06lN1deEO5U8So98JoP\nfd+Eh1YPE1lrzZBbNGPE+XUTrB2I/znDRBgkCokRt2mk2G9YxA/SZbKEBJjKCXejyMbik8TGC7OQ\nTSRUjJis5cS7FNhgFIEN3Bx3Mq8Tt7hLVs6wEokjThxz/jRur9rleRtp6zQ8KIG+eDy7Iz6bR+Lq\nmHEpjImuO5wnop4jJ44m/jkXWsqJS1GAUFTjJhEOFm1ml4Im+4OPKRtSVLYY4VtoU2vs2ICWonnZ\ncLYrURhAGoE86WsMkypNd5bUK9CJwiayMwG1DukBM+iLl0ichkJAJ1Ob1smx1Gm6OoHErYvk7Rzz\nW/NcYI/lPmqtQdeSYVLc7CoNehsFXruEEzfWoBSRLgU2tDy3z23Oh+cYghtyfWGCyi4AGk1dRcMk\nvXae6ZAtlbPYG0YJadxQirJQ1Vy76kOkAU2QuEQeCyiDBsBAjaD5WBRC4jQR3a6pEW7keprrWbhT\nl/soc0Bnj1084re5tIdOTqxdfmFz1uFvfd334EJ1C4zviMeW13VRLUYDKjQq4+fq8jokzg0pR1Lj\nMqcuPdum0d0YiDC02HpJil804ppB7DfnTk1RD63EyJgnKs/tCMVt5gMbinyVsUHF5ojSI3H9Z+Zg\n8GSrQRQmuVMx/eyhA3Lq2grAVCRT9lRHoa+HEiISrQXOzyUStx+QOBsQB49ZDUJrTDIT0/3R9xrD\nxAnNOflADM1kmjG4Pb9r7AvPnkne3ypO3IDCjZsf4tTyAqJ1pwrUsqDMrzFMKmcRFutUdoDbNedO\nDUbcLBKXJFBfRuLySFVHBq86sMHk5ySxqVMFNsR+lbpTuS6NetThU68unL2+GMqFnEanxmM0z0rK\n4KSeEY1wcMijPGrFZfmRSV9YQuI2DrkI8d6QHgfObB1APy/s6T23nsYgdfWAxBnnxMv8n952Zfy8\nOXDO73J0aliHSqABACn2m/wmpkSFFFV10ozn/NrTny4et4TEGWN6g1zRNZ/3Rtz5+SFBl3xxlN59\n+Q6c1Df1Rk6Y0HJpPrySE7cJSFwgDBcm682yEVfVtTC+QlukxMhiNb0RR0hV6j1lFGcpksjWMu0W\nXz/158+S4psYnZpH4qb1lwZV1VRDWrHxbPH7CgrGeEI0ePMutDlZl7G9aZQdn0/HqSISK0L1zDRK\ni1NlzRtxrMxeQuLGimcXXWslEidJx4TEKQwTgcSlLsLJcfNl09409p9D4p6gJXKxnij2OyBxSWBD\nrEFpxNFxXJeQGNHoxFWkb5BcOuXEFd2ppvcEjBvXLA+KtmozqMJ/+lV/Bq++/UvAWSSENtjKIJC6\nssk8lN8IqdypLr6/iaEq+qhibvec+i79Mfl/qS4bI4zbLtkcjO9WE/Vcfla9G3t5nbi4uYY7v/gL\ncW7I8CM987A7zAatAcBmW+WnY6Z+KEpdWZwTg2vCr0uuYZzDo3/9r+Lyl74ar/7L34NfuqvBYbit\nZt+i1BeElmFA2AugAdBLjJTcqVw0tJvqZDsavM6bjERW/7NGfsjM5LPm8vw34s4OwjDpdw4zza4b\nWO+z2m5MtlYRtIeMBl2GfwaaXJ0CiauHNBrRt0eBDcHu0SAKwZ2ai77lnTs1sVhX00uMIOdOTSfJ\nmQXJbTajOzWr45QZGGVOnETiJKnar55gS9Gpa105aVt2magv7eagJn6dQfKs2W2ygMTxAN/tUk5c\nmrFhvk2WXEKAJB1z0ZD155A4LqqIPRrrKTVCQ/QOpb8/QuLo/Qk+jsbFC4jGM/dFZiFYrqZyBqXN\nFhPQ4T3ufEcucwfQDejGLBLH7tQZnbgvufWl+J63/0l4n+93MpJX6S4uGG582xqOsneFnNiQez7N\nRspYmu3SOSatc7EuOx58EAY9U2V0Gw0edYwWy8CGcsts5fCqf/dPgNCOHBLHG8UFqgwAbJoomzGl\nXOgpDVN3al7sd5SwcQ6XHno5Hvnev4yrr3kUMAbXN/352x25UxOEWmYb6v+fReIM6Jkm/YrnBoU7\ntdqeRHcwgPNDTHvGhqKKtqGZQPBbYMT9nb/zd/ClX/qleOyxx/Da174Wjz32GH7mZ34GX/ziF/Ht\n3/7teOKJJ/Dkk0/iH/yDf3BU/bvzgzAufDcviOtPT2EQsyyUErHrOHGbIXfqFF0Sx2mQuKrP7ZGX\nGBmqX6wlxxmLvwnIXVGh3W5F7lR+IpITN88H6DlxACi7hdDESz6Yqipq67mq6gMbRtsjfz/aCVbw\nVYQ7lWQzlIOFreyzw1n2EFXu1NpR+41A4uT15jcsjMSdnUkkbj+RGFlAZY2MhGIjrhPjRqujlkeX\nmBeiCQKpqshjE24TX3S0F9vUb8amSJzMQrDeiDsIg56MOIWLsHJlJK5fI/vf7vy9vw+XHs7LGmzR\nu5nDxrXNEKoFSu+XFyTBxRFGDgU2aKgDqTQPd7K10i6uQLDn6qGNoGbNQCorDS+gd0eGdh0O0oiL\nVWnQfomGtySD1Hnpsbnw4AOFSgYuXBvm9AwSpJUrGcrJtsrSWzynhVOUurJoiawvgkAyOVVzxuVZ\nMOL2+yzvvf97Wpeb48QNPPrpufF8eL+IWALA9jRex3qDs8GIYwBCi8RZV9aQFMctHrFQ/tW/+lf4\nzu/8TnzkIx/BRz/6UXzkIx/B448/ju/+7u/GxYsX8eEPfxg/8AM/gA996EP42Mc+trp+QcIEhoWt\n/DDvvP92GO+jZpJwLdBipLhzN2qWETSSFg9Up6fLdQ0XJKwLQG/EjdGpmt1aXcMij1SJ3Zq8WLbc\n8uWvF8nmuXTJJDn3zE1VwRsj9etmggBK8iJA704VbfJxYDEf5xhOnHSncl9QDgO6Jhtx0Z7W5U6t\nKxsXMJOinvK5zQVdMBJ3fp6m3VqHxDmXoABt/llpDC9ny2R9bocqerMi3aX02YTPmnqGCTEicTQv\n0ARrlFOiYW7PIW/Eadyp1cTdSIVcoM3NNxfruM38W5zsvzhuoPa7qUp/Kha7RNIW0bcC7ScwXOlO\nLWV/YK09VV9wl+K5GTfVWJfGnWoNkHGnHoXE0eJ+oHEoCPYaVNZawYnjlFldwo98xXd9IF+JDQEN\nw3Uza5ZWODiU7TYGFwkbXLiLl595U7tIt0HCS2UvSzdnxPUHbc4PZNCn7lTe7PX/pZ6fD37Vd2Jb\n9d/NZWxYi8S5Om40rCckLgEgVO5U9++JE/fzP//zePjhh8V3165dw0/+5E/i/e9/P+q6xqOPPop3\nvetd+LEf+7HV9XcdEiNuHom7+Y5bRY5SDmPmB6KZgHrpjJh2yxQ6vDs5WaxrnKxTJE4ENiis7sqJ\n++MxemDeRH+R2bpO77sXz958RxaJSx3s70EAACAASURBVHc3s0acMehcr6kXjGeePMbFNwyoGfez\nq6pe5JDaFJAqOcEqrTiBxKVCnOEQ7TAgJG5/nj1CxYkjJM4kbZlwHBWBDQCwO1vOnTpXeiQuHiQ0\nnPg4hWHCht7kcYzcAb3rOTdZM6lahWA7W4wi5MVILRNHbT+QEcfDphe6nS8VI60pEoe42M7yGZ3H\nK3/j/x65u+eZfJkQCzdgFqJTZZBFgsRhuU2h9IENhR/pxWk4cafulrEvXC8g4YBuDDpn8uu2Jswy\nvZ6LSNVhX0J4FcFTdUi11Jc9ueLYHb6/+x5sX5IXyg7zhR+QOGsyRhwHNnRYvOftNiKNJV6w5rFN\n3MWC0jBlyuS8EGfNgMSxq3mGEwcMgXdJ/3r41pfhh9/9fbiyuSRyp07KSiPu6ullgTMIJI43eBqX\nfzWzGaZyQ0bc2dkZPvnJT+JHfuRH8Ja3vAXveMc78KM/+qP45V/+ZdR1jbvvvns89sEHH8QnPvGJ\n1deYyGYs8ISqSxfL7lT6oFlA+ojSKDFiEu5SqEuDxNVjMnZ5vtCJ03gU6loGNtBvPoNaLjesEUbc\niHol7tQlKNlXNaouQtx5JK7/f86Iswa47ppo5JgIu/sUaVQUHrzcF0Q+UCUSx4tW1p2qNUyStECC\nf6ZEnbvm80JH6JBw9NK0W0uzQa9LFNvOBG2sfFaVYvLx0CI5nPKHK/Cq8cJFRBGm0anhGGUHY8Of\nn5XgxCncqbUrI3FEOZoPvrFGRNGf76YbjN6dGhq5LJfgedwwNWKlYZIGNpRkejTjpmkuje9vV9hE\naesyziJnxRVTJc0US6mWDqTX2HYtWSTLz+riaZMgcWTEiXRnM3WF+eIwzLUFI05EPS8M1pNNhdxi\nIupRDJs+41Dsd4wYp0YOgKwXYlf3F7r0HCFxJX7kUEqen221wX/2zg/ixNxGrv3kbA6GVLhTN00M\nAundqbuxGtq/6pC4qoLmwd6Q2O/nPvc5PP744/j9v//3441vfCN+9md/Fu973/vwbd/2bdgk8OV2\nu8XZWXn3VCpi1wD0T2NmQqsvXx4mtEwKGrHzUxhx22ZA4qjHT+ryqC8sG3GVMyJRstCJG2tSvLC6\nQq8mRD1iKC1zMADV9sgmJPvWd6iMmyJxCwiMr2tU3S4GgfDEmHyY4xAaY3DhlqvjwQZkxPHjVy62\nxkSDwrf5xUiLxPFCeranvrwS4RU6cUYu/On7K3Hizu/8KB7+NzeNf6c8qCj2O1Y1W65e3ggUgHl6\nbM9XCiPu1qsneLr46zqko6lZz6sQzaYPI8yjsjTBagwTACL5e46DBugN3rF56TV8HEezO3drYX3c\nQOUMnNSFtoQqiEREBV6x2p1aQPV4hlF5Rpp6vP6c4atz+UdUNt0crA2ecnU91tHuWeyXEF5Fmy6e\n1jjQRRnhZZHlufVvnC8OwzxsMpw46guaXKjbxuEL43OP389lJCgW60aDpi2gluEiOeAgGHEPfGaH\nf/vK0KZEJ04sFPNBDdtqA+uIn13ixAEw1bIebF3FjeIUiRtqNMtivwBgnVPNljdkxN1zzz34u3/3\n745/P/HEE3j3u9+Nn/7pn8Yu4WWcnZ3hVIFYpUVE0gAA7OyAry9cBODzEiNcywp3akTieLGNn+uL\nCiMuEHxHg5+jUwMSp5nIqiGIINQTf2v9eiTOElnYAti1O1T2ZMqJW9qF1A2qbldA4pJrLkTz3nzH\nLfiC/9z492EwxGVk3HxzxsMGBXMAxehUtREnlNlp4eYdlgZRqCU6wQTflNNYMp73zRnue+pfArgf\nwJQjNEXi5tt065UTcUhXcKdqjJw7bznF5z3NZKKsg88aSvlzw24viiIUz4sWATUSR0YQc+KEpp4i\nYKZyNhozEysufjfbR60V3of9Ph85vUYbjDcPPFaYd6t2p2Y3v/IVaoIkbFPDhGE3Q2ZXBTY4M7ZF\ndCuWYlH21aqpx2NFMELbkj2oQOJOakn8PyRIXHCtz0V8j+7U/u8sEpe41pfKpq7oODbu14kZA/24\nyRpx5HHj6NS0BCMOwEj8m0RjT9aueePLVnUMbJggcbLtS6VyUU/UADhvp0YcoAxsaGJQ1+xxi0fM\nlJ/7uZ/DD//wD4vvzs/Pcdddd2G/3+Mzn/nM+P0nP/lJvOxlL1t9DZ8YcUsTR1PV8IaQODFZhxel\nI6D3aam6yPPKLRxe506t7OBOTSDgAyFxnWLSqAYDaFwjObChLXfAUnF1FesywPkI/+o5cQBGIy7u\nQjI7q4DEFSJTQ2luugLBiRuROIbc9W6v8RHdYGADL2yliFLNYtTU8Vkak+gl8YEz729vISYrNlAB\nYL9PduBL/MhtJQy0NiX+D0XDXbrjlgsI72fKiVs8XZS6zivrH+Var6Krw6fpkUZjSYnwUh6Zw0Gi\neqFoZAQqZ4rvpsfbA5Iz89yNEdzd1LUOhEtEJG6pabZAQ1g7boyR0jU+FxymrMs1m/is0uhUuh+V\niPSmKhhp8dnMGUuiXWTkdId8BLxmYrh42uBARtxeuGbj6jC7kQoBdLNGHD2uzi/ODZsm6lpOUrCt\nRNYtuQgPO8mJS//Iu1MJufZeHB9PTwz8Qx4pD6VuNgSKpHVFY3dp3QKCETe0D2bkTqeYhmYDZGm+\nmj1OcUyxXLx4EX/7b/9t/MRP/AS89/jwhz+MH//xH8d73/tePPnkk/j+7/9+nJ2d4WMf+xj+4T/8\nh3jXu961+ho+CWxY2tHUtoI3PnLiWBWajtPs1qog9ptxEXKd1UK+UyAicWl2hPbQxvvT7GwTVyQD\nb7lI3qVim1oct2t3Q13JbkZjxLXEiZu5+BISt735JuIVJJy4ULtyAbeExAky+0rDBEj4dTkjzivd\nQpQDsm8LCwdL4zc1zkLZOUgjLtGDSnOnPviHvm22TcYYNDRJHbq861Kzg7zt6knZ3cVx9orCOWsl\nn0o441R1WReV56XcDM0v2khlQrLagsSIao5xUYIj7TrMo5ntV872wU7DnHc4ZJA4rr9bpkdYW6Ah\nkDGozm5ReD9rJZ+qpo6rYcnw8Dp36isevCX/QxfhT6150i/uAxInUvsxwrvcrza1E9y5w46jU2lu\nn6urCkhcf6zLGHFIMjYsBjY0DixvEkpJ5mWuGKKSsOuZN+jjbS4hcQXXesrn7nKBPlQ2Fy4SwJPe\nE80NmuhUZ8ZzeiQugCIMQChRbHLNzpUbMuLuv/9+/OAP/iB+6Id+CI899hg++MEP4vu+7/vwyle+\nEh/84Aex3+/xtre9Dd/xHd+BD3zgA3j00UdXX6NLOHFLk081GHHRnVra+Ske4qCjluN58dk6t8mw\nI00s/sMu77Yqt2lTPLibuFOXa7RNDcPukgGB6cYB0n+/yKFppDtVeAWTiXdJV29z+UJsn4/uVCZ6\naxdulrsokdn1nDiSlWCEdy0iJNAJI424xJ1aMuL21gPCI5gaccGd2v+9uaWwaFHZbsmIS1wdoegi\n/4jykBy+bOLLIpJvl9xyyrosGUw+MehV3DMqjhaYvZBKoOtpE8SP5yR3IgymGW1MIwMb8rlTo0F/\nev992Nw63x8c0SwmmU5WopaiE4ggh/i1Conb8IaztEnQze2vffh24tfF7/uN3gilqIrbUG5RRuLa\nGNig5Vq6Os6NLODdElo8t9EYDZ+hQdb4TM5hAkY6v7hMSCSOUNWW0HDtuGGDNxEzjlUPfT6zru6q\neJ24bhXQs+G3bpff1ISyvXyJ6ig9DA+ndKcykyRy4uIj0s5XVVNCi5PjlPUVy9ve9ja87W1vm3x/\n5coV/MAP/MCNVi985X4hqAEAKjcgcSEZdCZjA7xy57dpEp042TnSb+bbZYdobrkgHXZ7ernLbaoH\n1C+6U83wjMwkh5ymcaZuYM7ieSFScm2UVjDidiPScjwSV29jxCwjcYKwqkbi2PBi+J4zNmiRHOar\nTANm1u9LARgvXLOiJR7Y3nFH9rRD4k5NNQxHN/2KRWRLxnXJMNFmNCjtNNc+o01NQSDCAGDBMl1d\nzlURiRNk/XWICQBBhk65PeMxas5YuLj8rV9sx4aVKxmQuED76AqBFmHhvvWNb1xsl2ODtxBQog4C\noT4j55WVz2qziQbJ3PyiqOtVD96MT/3jUBX1KzGmdB2rIm8Gk/1bEl/XIrwNBQQyEte2VNfMcx+N\nOBr+Z4dznNYkg7WSE7dtmBPHz2pdUB4wGCYBiUvmGMN/AFneJiNxJYHervOR7OCBLqObyOXS5St4\n9tqvZOuKyO8ytw4YlAdGIy6K/TI6qJ0DaxFBXS43rBP3/3URnLgFeREAqKwDDEuMlCLHNAZTn04q\noHo280C1nbepHUQ+hWEyOuwOGA1CzUR2IpE4g9jxUtRS505thDEQFrfUndqdl0P6Qz09Epf50csJ\nw9YLSNxJnMiMNzgM71AMMO3Oz0ZEQbjQxGKrS7vFwR3tMZFZorL4QeyU6f298rs+gOriBeTK3vlk\nT5EYccFVsQK5PD0hJE5MfLxwL1Yjy+oTZGmayKEpyVOo3aksHNwlbi+N25KKI+OSDXpulUrGiN2p\n6Y+MxM2R2a0Vm83Utd5/xwahxnNASc8ZqfdxxlPTECiFVynQTJUgvmmWARPonnu/OZiiSx2lQdSW\nqonRqaWsMMcYcfu91LWMmoEzRtywaQ33ZgxwbXddHsR9gfpYqWwbR8eQQV7KNDNTqiYicYxa5urK\nInEZd2oqaDwx6nKBPlQu33yF9sDlZ+EWtBWBwfNDf0cjjuf4xWoASH7dXHkBGHEE/fp5oV8AqG0N\nDw+fC2wg9EzLwfA+onolTpym9AKvnNA2g8Rp5Cm2qREXjYC2Wz8BuaYWRlwMIgg73uH769fTU0Ux\nzSZxp06fzBjYsOBObbbNOClapJy4YPDOVjGWShheNCmSEaZxhwMDpyrUtZtGp66DmaLbuS0M8O2d\ndxbPPriwYPd/py6TgMStkc6oG0KXOOKSjtFntzDi+snX6tK7U6ffyyTXulJxkETqIhzbp3R72dgu\nDmzgh6Uy4jjP7LFI3BCdmovI56IxAkLhcSPQM+6q6hRlxGtsM54R6ObjehupH5P5hRwAurRbBrkB\nK+51jYswLFEUXOaVLlAum9OImDGloTuQG3vOnVol7lQPXNvLubvPjhDX1CV/ap/6jlCD0CaSUFF7\nRjZk8HJQ3yG6sec5cRTY0IX1fIrEJV/MtuniTZcR+0IZibMKJK6qomi6cKcewR8UKflmyvPfiEtI\nmHO5JIE+sAGmpcCGvE6cdpfcgnzcZrpj0Btxg15SIsHRIybTHWGp1InmjUWMlGRBSG2ncYPLOJQ2\nQeJCLUtGnNs0qLo9kOHEpU9p2Z26GWuwHjhkdOJUeWwA1HXBhXYEJ86S3EWbRn9inQ03IitGuvz5\nuc3yoKxBaxCN5mQiDtGpYxUqTS/mxB2fc3iuKIAUUXoUIOei9+P3WjTcEVG4S2UzwjHKxdYRQtgW\ndNS0z8oXDF4QlWQ2UnIU+x02rpl8mfBk+ChJ1dFIZb2yuHCrM53QMxUuNHGIYpOxZe3RdLGlujRq\n+JyOj8ox2meOos25X8nABh3af+EiGXH0rNquJXfqTPacQB8ZkTiP5/bX5EHcFzrgjq/56tk2lQSp\nfce5U1e4nkdOHKGWB65raHvGiDsX7tS8QZ/Sil727e+bbVNz8UIxGxN3ErcgywOEZxXWQDOm3WK5\nGe3c1xuEy8c974044SJUuFOttTBmP5+xAUqCtjVojRlRPYCMuBE9W74HoIfvOzFvBCTusIocutk2\naCH97h0ZcWt7ims20p3qMwYTgPb6vFCz226EOzWHxI2BDQuh2hUhcQaRpyfJr7pS13UkHTMKQJCC\n0+64ychpRUDKesPG04RVFPtdaNfBmeLz7qNTqV4N+tJQxCW7IFZufoYLDv+n/SAMHF01W+LQiKlZ\nqMUrF5CKBF4n0alh0VO6Zl0kswt3Kp2u5Q9yaQvz1TwS10cPRp53RlYCZhUS55wbn5VIK+Yj2q99\nVhwQJDTs2OBVpCirOTp1pqj7aBaJY3RJVw9zl4TruY2yIFqD/sLFbTSehXAwPfeZ4L4RiQvLlAGu\n7adzd+gLF1/+Mpzed99sm+TzJNfz+gDxge/cfxbP6jDdeKTopYHJ6sSl75GRuGcfegAv+eqvmm1T\ndXpKiFu+f3n06PtSSTmuAolboQcb6nqRuFMpAkbhTgUAYw75jA1jpdrwf4POWJGj0ndd36ZYlarU\n1cCJS3OnEoyscqfWFnty5RhEV1rnSa5Ea8RtGpFOrBOabLGeJV6B22xQtbu8QRPaGiD+JJvHpC7a\nrRlvEp24oWg5JqSmLiISOan7knyKaNdwPrk6sgbrQuHozTGYxHuhJ7Ukp9O6iMSlk89h3yZrkKJv\nMRIneF5sDGoXyAK6tLJsOEKL7nEuAXqp1JRQepqHtS9WOSU6IjCzW+gog1csjIzK8vlzZPawYR3+\nLnGVxi6nMOLo/vYld7EWwbZxc3C2iwaF2FQr6qlrN244J0+W9gbq555Fl8hY0qJLwoiTdcXNgdKd\numV3o+TXhbndznijYnRqfE4pJ475kbaZn4v7thuIBSfUc4TruWFNvVaOQZMsqhPAxgD7TGBDWnid\nONx+y+Kc5U5O6P7Kc7mmv9dJysHRiDsC4a21NJ/VNf97LsyDQgdAYQ3DHEZ+SGmyVymEW4tW8NgG\no5BekhoadaY30sYTBiRuzzDr8uu4+7aLaI2LqJY3iTt1bKiuXZtm5BYAQDfo6qXRqQ98yx+Yrcdt\nNnA+5rPLj4WhzQvuVM69aRE1y4SLWLvzY/i+zUuMaDlx0oijCegYSyW40EB8Nh93yHxMqRxIdZ4N\nya7thGu9r0oxARFXUURc0jFqd2rpsJWPqtnQAskNISROvdjWlHYrIeuHouX8CXdqezza358Tj+NI\nZbXxbAL/d6wld9AqPUqBxDE3yyvbJJpHSFwhUlDz3JvKUSeYW2xVzaLCRnRBeHumjNl4IA0Irktr\n8PZC4AEBpba0/NxnkLjB8AkGTtGdugKVLRUp9qs14uKzYnH6tiClNLkmvVxbROLIja3Id+pOT+Pz\nmvxK64RGBicJVDoMa05JKmqprhcJEkcLmxaJs4cx3J6jU3myVJFfDdAamRjc+1aig8rOa4yBt3Fi\nDC+nJcKqxhi45coJqpOteLnSnboOiau2jUQ4RlQvfnf1W/8ILjz4wHw9J1sYHzWH+s2bbIQbDKcl\ndyrvNI1npCoaK145UzfkIhRh3mzEadGXDdW1Z8RkqFNVSziHkLgxfUxqeC0YcZUZNyt89SgvojcI\ngeRZCQL6unEDxPtLM1Ks9Kb27tSR+0bvzx8R5EJBEowCcF5KrY3qiDNWWvjVmUDoopxtQY2kBpX+\nkB6wkBVhdWBDcOtRmzhThtrgJTmWs12MchfPSuNOrSLRu3i0N+pN2RK6pDVSOdUSzystbzSUz4qR\nnLSPjkjcTF024069PnGnrjPoAUxoRIDsC9pn1VR5NLwtoL1cJpu1AidOyOAoeGzu9GRxQvIAnJLX\n6Gluz62n2o1s5V4snLiJxIjGiItZFqR7Yhho0JNfO2NpoQTgu+HBrjOW+nZZpNGpImODFlHYxDQh\nvVwYR6eua1fdbLLuVA6Zqy5dWm7TSV8PL/hIIlzHNi9EpzpBDk104la4hACgJrHYViCOjMTpBmdF\nrgfhQhv7gh4CYL4UD/Q1LtCWIhs5VfI+EfrtPyuQDo5OJSPOHIG+8MUn+oX9Aapqtpsq25clAX2F\nK6eAxIUatHIzgszObaG2avUHufmtyLZArqOZ596FVxv6dy7VEgwFNuiMuDBuDm0eidMijexOlTm1\naXOgCbyp8wR7rks7t/fHTusSqQvVRlxExKXm3HqDsDdUh7aU+HV2xjBJAxsQN8GxYfHWtPOoIHrF\nBtLPyvuj6FJ+1jlOXFrCFf7733G1/7vLbFaRIHEaI267pTmu1L90Sev7I2ntGuZ2T5xGNSeu0l3v\neW/EcYL4HolbnmSNo+jUUmCDcoI9CMOrr08MVFUtQ7sE36k/83BYb6GDQtqFxMghumbV7tSTjRiM\nKf/Mex0kXW9P0MsZ07NKrbehLLlTnePnZCg6lerRInGMnnEzhAtNOai43UcYEVx4Zx7en0CdsWx4\n7Ymoz/NCmnJL28aaAxs4ipBOXSsx0nP+jn9W200MbBA0hiMWyA0hcZK7tN5IbTYx6XnJiFPnYaX3\nvC+k8JozKMb3MzTDFThxa1ATR5p6QlmfFl7touYqFpHOc2tVfCOxgU/mN7N+PNPJsdYj8oFW3C7R\nR2lzoN100gZWGDnkZZkDMmzoy8TxOmQoRRrh4FzhriPYLSuQuBhDQKhlYQzlLv7rtzf4jZur0Z06\njU6lvqBYu4y140YoFyEeijZyPSJxRHVqY7/S9q6aEN658rw34jqCbL1XInGO1MtvQOwXADpbiSgc\n77v+Jaxft2Fdyq/zgxJ3KMqdLRkTBnHn0R0O65G4k43kxGXEfq0i3UhzGpA4+jLlGYzRqfNGXJ8e\naYrESVtAuXBv2O0Vvz+G28MpcdZmtEhLMOjZ3Sgi48KPM2VfxWfCE1kISlhjEAIDwhvqEBIj6iZN\nrmdMBglYURpCvLhriUlf2aZ6k0fiOK+h1khlFfvSpm61wQugYyNHPOw5I27YsA6PuR6Cr5KDojtV\nMe3XFUnziEje+FlrpFYVp5KKSJyMU1quq6nddE4ZC6N6qmZl3amdSCWle3+camkafDP0K/WzIhmc\nCfE/1DXDiQvnkDs11ZDsv1/nTs2VY+ZAkQtZrDvzSeoB6U5trYkSIyYZgyvdqUAct5OnYeLvWndq\n7D8UKHjEs3rRRKf2gyr0aq+KSjR1dOtlO4fXL9wvvf9WubvyrdhhrSnWJcKlvhty4q1zp5qmGQeA\nROIit0drxDXbjcid6ofABrZ4ljhsQK9fl7pTPSFMXDTuVND8ytGbY+1qI445VbF4scPSGnHxOfjD\n1IhYhcqOC4QfJSo4akweky/7yoJ1+cI9jUjcCn4dMET/DaUYcanNM0vXazNIgPZZNaSsnwzE1bxU\nNuh5XRMbFm1d7BYqpZI6IkUZo17awJSR7D00wxrg2d1zsUVDx1qzcNd1lFA5dJw5gNqk5nmx/mAB\nidNk0KmkZqcsEeXQR1BPi8/wN5cKu714rpMbxSM4cUkfHW2DuejUKnWnehldDPRz9NrAhsyDZxev\n/v6YE0dGnIL4z6+jtRDrFo874fJvltcugAMm8jOTxxqNTFoDD4GvHp+VXqjequbJ570Rl/K8/H7Z\nYreVp8CGvJ6Xdrd28fIFgRv3EiNDY7By4U6ROHi0bcqDWi62KXDiDlEQUutObU42gIDtU06cLt1I\nc3oCA5/lxMU2hfYvIHHE9Zq6U0Mlyl1yTTtbsVuT19OU+oTanRNJWtEZxgXQAIfDbmhTkjZtYRXZ\nV/E+LLkt95OUW8t1Ab0GYSgHnlSFO1VpmATag/FoOQH1yk2Gs4aOlQtIrFNvxCGR+AmfR7L+iijC\n0SBs8zejnvSJIiKCCAQQp3GnDguzBX7z2tPx92T9VUUq02LLUd0sYKtFJpg/KN2ptNiq5RsyBj2A\no1wjvFMM37CbXstRZrcXG3EiCEQ5xzAPykskbjS8ZihF9qX34eP3big6FTjLGM5r0cZ4IjXP+whA\nqN2p0UjlMbgXnLjC5MAGpDUwvDkUXERau1YicbPxQ8r+DvJCBBCJXePHSNfMlee9ESfEfj1weO65\n+RMAuAZjRKnMsLB+t+Y2jYjYD9Gpx5SJW9L7gWy/Domzm0bMPx/59L8EMHWn3vaVX7FYV4/ETWHt\ncSB4wCiROBtczQinps9pcAco6iNEWmaRiFu/xTqAsBgN710YmOsWEACohOacvFPRaEUJEbgGkdSb\nGnFLfXSfSLHsBmPwaHdqRcK6ucANrOF5RYRwt8+T9dVluj4KfUVtaepq7JPSlcPomVLPizJJsLuK\nW6Stixf4wz66G3myn5v43TWZ2sca4Jnds7FNY8BD+F9hMDXM+UvyzIbrqjdS+c3BWrWAuoqo7KQb\nrtwc9MdO5125N1uPngkkTugP6o24UUuUmyoMwrIx4azD//zWK/jslX6tMcbj+i5nxIXnuG488tH+\niI2UoEfws2o10amxtI4lRuRaI8azAoAoXSMt2v4uiYNd/H/l2lW9WDhxIrCh8zg89+z8CQBsjRGJ\ny2sm6YttpASH910iMaIvHHXZ1+XRthBTtaZUm2bcpDnr8SM/+6P49DP/rpeWCKDQdouX/4k/vlhX\nc7oFRGL4aRCBU3Diqm0uOjVA+n3R5k5Nzx3dqTRprHFP5FBTqQ2mfO41kexvEImLC7wfhYPT8bro\nTq0jSmUAPDfIN2QDG1QLd7w/mUqK27RYDQAyUo1PIhLXF58xktsjAhsaQmX5nnijpzVSRV2FFHfa\nfsWLclsSkZ6LTg2BQIEHZfOpwCKZfbldDQVPCbmZIwzeusnfn0TDNTpxOmRCXYz4r29Txy7CI9Az\nUde6TdRY1zjHpGjxYKTPRNOH/tuFCGUDXD9PjDgfI5W10anMXIhBb+vRpaam+6N3eVBFpxLtwBrY\nEhJH41mzdoXaw3+5DbrHGk5crCuMHeZHat2pdaWcP3TV/fYVhqThgfa5a7PHA336IDNY9r2LL7zU\n9ZZXtW2ExEiPxMXf17DjbCWNOKDrx+lKSNptNqMLJ8zfv/rFTw/52YbBWdUqxKvZ1GKyGHdEK3cz\nttnAoBM9NM0zO14jszOcHBO4XibmThVkdq3h5QzNGdy2eIxaD6qyGPtQRnh4zfoSdLGMAdp9nBRX\nuVMdxr5pYXDtPBhx/fNyngwCzcK9qRHJ7GwkUbvV2mfkLt7RLnt8VivGYgbobLtWriyKIkjVidtr\nRIk1YuJIEIVOTAhj0RqELHHDnDGWIphbJD/3yD34hfti+jyTRCR29H3/v0ZuJnJJOZiBjUOnzkJA\nATMsXcP9SvGo6sqOBn3p0a6zE51+lwAAIABJREFU8aYdq2OOstaIKyAmXvSrFajeWIF0ERpFXWGc\njyue8QkSPnxv191jrD/ODaLfK+fjPgNLX/iRCbHf0ksU7lQIdyqvNQIBVSSt7w8MngMvkDx5yPrI\n/LDZl0L1eiTuRaET1wp3qm6I1s0GpuUBEHhe66/vNpIz5sfIr/WVpbsC7z3ajucQ5cvdbkaAMbzA\n2tZJqiU90bRL3MXDh+F/SegvFbtpenK92D2mOnH9h9P771tuGBlxLUX4jLtktRFnx8VNvLFjkLhC\nFNoxhXfTgTO2JrDhm1/zjdjTrtYY4FqCxFkRFapwV9EEK1AAbrdWGywoxyPJl/lbVCQqu961LmMk\n/Ph4tPe3qfNSCUKORSFg2x8X5wUmocvg1HJd+22F/+UtV3A2dClrgV07RbzWzA01I3FsEDJCrxTV\nPSUuaTG7hWIMSgX73wJIbqxi6j0A9PaNMLzYNes76lf6SNccfcCzIPUMzytcpxvtCI+z3RTlimjj\nehdh6KMMsGjH4AlFdQskrtAvRBPoc4/EcUBe3ohzC0oI4/lkeP3oz/04funzn5K/Q+9O5bUpZGro\njuC+My91rjzvjTjBiVNG6V46vSzIxpP8qSvGfy+sK+uiOX/VVMICmuFsgcRp69luhDsVABpXoWVO\n3BrukiDQxkjJUFRI3CBPIW8lQPaxvOZvfag3jBdKGIfWRndqRzwo7eTDKbwE+rPSlQNInapjUoBx\nCfpFPRKXCdwIPxbKOx/+KnzDl71LcOKu7yUnzoENAs3CTXkNC+iSduGO5GufGHHrH9b4/kRkHGki\nql2gee4Si0BrJ+oNR/KKnXtsi7YuRuL2RZS6fI/BiIzoC3B2vpv8voYHJThxhZzDWqL3yWlMel6K\nQlRnWSghcUdFpOaQOA7o0W+EY3+S6Fkoq5C4zEax8/H9zeZODceHvw2wm/QpjlTWulMjUnV+CJtO\nmq+U9Ww5Qpy+L0XD59oA9Jw4Q+t6m+SZDUUTlMd1G3j8Dz/3v+HP/sRfSQ9Qu1Nh4tzuR9Qyz5ud\nKycbpzr2+W/EtZSKSIl+XDq9nESU5qL1dKXaNgk3oRM79zXF1anEiEfnJX1ZU+rtZtSEcjQxS1fA\nmldrojhygsR5KJG4quotriw3IY7a5upNuiZl3KlyglVmWWD0jCZ6f4Q4qNgl59wna1zrtHB3hxhM\nonWnGmNw05Uof2MRUxrtByTOYd2CxGm3ihGXa54Vhve353aoTk/KdDPQknimdgGX2m7xe5Zv0C62\nzO2RsVNHIPQ1iyxnInkxb3iFK7IteUaplsJiuyY6taoKicoFEqc04k7IiCu4qrRITvnpZtD2I+pi\nruUanbhcEf1KHdhAG32pV0J9dO65B3dq5MV2mT65PndqRKoCEncMR/mExNfl7S1z4nhsppy4/Z6N\nuAhEOK07ldpvCGhhjVo1lYTnyG5qxGldzyeFbDVpef4bcZ0f/fcFitWkXDq9LN2pgRgf/l5xfbvZ\nDH7yWNex0amO0v4AvVHSwcTxod35nZ6MLl47DMa263A4tOPf6nQqAFga5FiJEQCo77lXriST5+Rh\nlHWNnDgiaR/2h+ieUO7ceyNuunvnvuTUnLiYIUHbF0uFXesyOnVon19e2Nx2G11lmCJx7E7VLJJV\nU8fIuELEpXaxjUaql9pgNwCY8MntynsDwgIyXeylZuAKiRHVkcvFkar8PpOTN/cXlxGJo7F3fh5z\nlHbp5kCxAarrmOdZuKrouWvlG062DUbjopDpRMuvG8+ceC/CwNF3MBZlDaWl9Eir3KnjRjF+L4j/\nqwKxpoXlPObF14e+MN6Dl4bp0Mi10akx2txjF4w4T9p1KzZSueWzTSRG7vmm90yO+TNv/mPj584C\nlvrSgQNmBBKnM+JYfD3fh7y6j0b5KD+2RQq56+erFwcSx8K63i8mYgeAy6dXRPRgdAdkRu1CsXXd\nS2f4gWvQtgBB22vQl7quhDs1GCcjYVWrUUVGXHCndr4TeVjXplOJSNxorQ7/A04pmHjzu94tXbOj\nTlz4Qicv0h8bkZx2DGyILjSt0GjF2nzCk71+4a6ECDFN0GOdqmoApEhcFEUe8/tqdmDbrRB4PQtG\n3GAIWBGZrein9BzK19f197DAMxInNz9HWHPC7bV+gTwppPDiwIZKGdiwEZGutGFUZlngwmK4HL2p\nReLGjB90U+f7NGn9uud1chrldA7C1RU/V3M5PKmcnkZJJH5v3BvUqbIK4OsN6PuK0qP96+ZQIULM\ndZG7cQ1lIzf2eoNpua6Auh1oqesSVN3DkAGrDVRiJG5wp5Lkk5ajvN045CZKdoFe+vY/jvu/+b2T\nY151+0P4r373hwAMGRtIhHov+jv1UbURF9UCTMaI89C7U8P76d2pwYvEYr/aZ/WiQeLIRdgBr/zu\nP7d4zpWLN0lOXBcjVdcW2/TCiQEZarvd0UhctZHu1HH3MY4PpXjmyQkt3gMS59ueJ6QQhJwUgykS\nR2UupJ3LxfvuFcnScxC5UYZ8e0LixujUwzqOF9AbXiNAwbtkOuaowAZu6xErSMWcKjZyVlTFSJz1\nnoy4wZ1qGK1afl49P7L/LANU9G0KpQrv2fgYneo9jjHecuOt69rViEnvnphuvqTczBqduNC+0lFK\nI65mI45dz3z+zMKNMAfE73Z7md5KGHGKe9ye1hjRM84cQCOnUiJxF0430eXbrtxYJKX0qI/xskRj\nLX7TcYS4ctGuC8r6rO2mvdOyXElspyaC2o8eGT+dhz3GNVUvMUKSQYcgm7HendoHBE2fBtdVbU+K\n52+rnk/dWsB6RuISYWRgACB0gQ2cJjBnxAErdB95vQxIHM3tWtTy9MWExAVDpbv5Kja33rJ4zuXT\nK0l06gD/HrHY9lGXUf9s3+6PlhhpmuhWAEiUdUTilEbcliRGbHCntmgPpKm3AokzBugG5AsZnTit\nkbM5aUTwSTvKvAzFexilQRieq7Ux7U9Lonr6lD+FVD1H3F9d2VHS45gNARfH/DNG4gLCq6jebbfj\nqmUBnB0CJy4ENqwz4sR12fvGiJCqlugiNKDIsxuM6JVI3PoFZNvk+x4vtqvcqTnL4YhbZB21g0gT\nyOjZnDt1SO3Dixpx61J3qgqJO4lInETPyFWlHMunW6IO5ESy+0ap6oqG+2+BMzv6AqNLWmyE1yD0\nUy+P1IlbMcdkLcLoTtVosrX0nKY8RNKJ0z73UYIDOIzRqZGXekw6Pi7CBTqz0R+jb52BpQhsdqey\nQVgrkThhGPvphOfNinsMVB8DoO059H3arQKMXCgvIiSOJiDtoGo2Irdlmj91zfC3TdOL2HYBidsL\nLsCaUiWBDWO4/TjglNFs2+2UEzfkYY3uVD0S16cHCe7URI7Fq3mYaJIgkEMmb61aIdzHZxHdqbE+\nrZ4XI3GlS6t14gQSxwuQ6nRZF7nQOuaYrMija7ecfs2MUWOjxAhKqI6ilAwurfZZFRXjD0cijZNL\n02deQNTjxtkCqhe/W+VaD6XwrLSPvCogcaJfagIbqE+K9F0+boT7uhSBDULMmC9GiInTLZBM0C7E\nNawu/ZyV1zLU1zE6uEYNyrbtIq9Y7T6jLV2C6k2vNV+qKj/HiKEz2xeG9WC8B4jUk6GRazf7owFj\nPEmMEBquji7OM8OYtzdHaRgDRDySwAbO+BDQdpktZK6M6JnxMIE6lXAJtZy4sDYZeJjOw3sP33aR\n2///N524PtXSusnaVA44kFuvPV6nyjbNAEn3D/7QHgav0PrZqN7GsH0gulPXInF2ux2ROEtIXL+L\n7I9Z4041NvLGcgK9Wu2sekAtQxmNuCMmWCHMy0jcyoW74iwZwp16xARLdeXOWGPai2CR4V0KF6am\nju12XFMtPM4PqcTIeiQu55c6Zt0VSc8POSTuqFV3/NjnVA5fH2MZUv+iqrUuEy6ir4qmaMcNR6fm\nkbi5usKY5aWakbg0w4zatR5I8kL9gd2pOiNuS8LBQnNT3JPyHWb0ygB+Umv6QjR0unEM0kZ4xRwa\n7kWA/Zwqa42WYYa7zRu8ufcXhhgjcRNWizE0dtYjaCHP6bGgQc6KY2R9zogL7Wj2XhhxMrAh7D6A\nWulOZV3L0Kxde4g8Nr+CE0cIte0sOt8JXqpfMcdoUNcXhBFn1+4aqgqmZSQuTGjRiteWEYkbOWP7\nownam00t1rFDwolTJ5QmJC5IjLRdh07sIte5U8esFAkS1y9wunu0VSXysEbkzHCVykJI3JB5oD2Q\n2K/SlVNVdjR0xCNZEcWWrUssG0fURe7UUQGd3Kmah5W6U3dtGYnTTrJ5M3L9/QVXWx/YMIw/4sSt\n6guZSZ/dL2pSfOHCQs9rvQ1wI+AigCHF1VBEInBqzHxgwzAH0M21hIJPOHHahTsn6CWMOD1SFZG4\n9Zsn0SZq+25/Tt+v71d8/RGJO9KIi5XGj2Kd0CLY1hToH/z3XF1DX7BhHfBiLUw1A7XtCkicgceh\nZbHfAUxQ9oXYwuQ7sjTnNgdsxDH/ei/SuZFBqDbiwnzsRy/Q+eGcAhj1GzxHGqC2s2jHVJ3rkDht\ned4bcYcjeFCmqmC9RztsR3x3I0hcDeN9dKe2h9WISSjVphHGQ3Cnxm+OcKfaYfLxbR8BE9KprETi\nAicuLI5spGgXSVNViTt1L9LFrCmenoW/EXeqjdhguR1aJI4iXUVbj0BlOeJ3NOJooGt2YJuNiIrb\nBXdqkBhZGdgwXHhoS/zKHGHQsYtwL9ypR+B6mUuKFGyrJsXp4iWkII5A4rgcZdBvpgb9tJTb9XUP\nvb2/Nl26TQR6jzHiYqaT/LOqK90CKYpAeNcbdDwX7Xe5qOcVhWQz2oF+0xG6ZJWBG0DBMOGNxg0u\n3FJYd9mdGiVGpBRHNBAHY0655ljalO2JE7fW9SxKQfOprpbravadeOi73dSdCq/P2BA8BxzYsDvs\nowvU6yVGbAhOMR62G9Zm2hxoaWFDJcvXW1Hbb0tpW796Z2SqCsa36Lr++K6dcrO0xda1CGxou8Ow\nsx2vpq5ru23EYO9GJC4MBOVEto1pxYQ79chdpHWRsD9JlbWiGOfE6t92rdh5rwO/YtfshDt1uJby\n/izvbJnGtKYpQ6mdjZkkzPoFSNTFPCghMaIvxtrRaLAmInFjYINhQ2elO1VgcuvdXpai7EaxX+/H\nZhzDKpVzPiNxR6AAnP2B5WZWvMtxrSi5npV1NQ33hXzarbk+9to7X42/9tXfhUfueNX4XSfSbkWt\nzb4ubV/w/F+oefxUK92pfSWyzqEl+vPDGQKJ21GVN7A5MAkSF9bglYLp/TnRqDwCiBPniVNozZkP\ncun/b2l+sjNInHoe5VzIwZ1K682aMZh772JzoOhXX7jkxDnnZ0wfICROKfbL6Jkw4kJQ5Qp3aojM\nNwCsH9yp5CU7jlFfLs97I647oqPYqoL1LdouEBQlErcKcq96nbiAVLWjOzXj41kom20UUwXi4k1O\nE1U9PRIXFLn7l9j6tidPHrEzstaOnD/flZCA5dIbz1Mkjhi5+sroXQdOXEeJZrV9wRgz3lv58noU\nIKs5d8TgrMjICfxGiZgo6xom196d2i9qAaGwYcE1Vm1ojlcvWNzaxciRhljQcBK8kCPc2VzEznal\nJmJajkmPxOUY9I2L4A+KrCR8kfI1jDF46c33oWm243cczDXJBKKeG4KVmr92pZQLoprE5DsukCum\nHBb53lH6p7VzaH/9cIZHO3LiYnSqXWGkji0wZkRBOVp4jRWXEw6GcIkvu1MPZLS7bmrE2dHdqvT+\nEFl/H7TPeG0+AomT7mJypyoE4X/mladoqenn52zEDf9DrxMnUNfh/PPDjgyvFSDLgP5Z62E6i67r\nBKVhnfzXiwGJY3RJ6Xfv3akduja4CIcXPMLn+tIjceRO7dqjN5ObU+lOHblCih1W2ibWwXOInLhj\nxH5tRcZJK7NbrLF4e52xBIkjseZVxjO7Uw/RiIuClyvQF0rhFb8UF9O1yURUjz3MYd1fY5hU5DII\n79JTwmztszKjEeexHxbukCvRmYM4RlWiFac/J1M4C0FUY6fsKzcY2NB13bgQreHjZFEAQR1Y86x+\na3bUjMSx3pUsy9diaQafJK2/EU6cDNzg6FS9EZcL3zRHjBse94EHxVHPq+YYEnEb3aneww73uM6g\nj7NcGIdsnK5BeOOCEL9h4GDu/b3qtofgrIMnY9dmNB/XrhPWTZG4rov0nXVoeA6JW4es72uLn3r8\n0vj3uYhODd4ko3aJ89gJ0amMxPVGmBJkIZpB5XvlCDZ413DiXhSBDS1HXGqNOOckEtcej8TZuoLx\n3YjmdN2hnxTj1dR1bU82wgDcD0mqDSEm2uJ9fBbOBL87u571dTln0XUpJ264jrqWsWHjx971zKjl\nisJIXBsCG+JAdQrexHj+8D8vZNKGW7FLzgU2mOAO1dfDvI8xsIGMcG2/Cu/ZANgPm5VgxNkxf+IR\nfJXi9bUTGSFxYfxRtJ73+v6ZA3L7vn4D95dBUgG99lmpKomr655V1Uz7AiAXDc0C4qpqKhUEDEKx\nx7tTpbEa69FGpxbLUO0a2RFHCPao0s/o3prL06Y+uFM7ou9o04rxlY0xI61BILxuxRwztk9+Of49\n0xe29Rb/9bs/hP/w9THjQSXyiB/pTh3nGT+ixZ44cVaZvWO4AfFfX1h/UFdXS+fvz3mND6mu9HUx\n+mfZiBszIqmq6euiua8a3KmdkBhZg8Qtj9XnvRHXcSopZUfpuULtiMSNroVjoqHqOolOPfSpNI7Y\nhG83Mm9ctwtG3HB/K+piM7LyBm3XhzEfE53qKhddjjco5ORFdOp+kIiZtnmp8KRgDlNO3JpJYzSu\nfgt6ew7Vi4aJvp6ajYXgTiWkUQ8P9vVY07uvAXKnjkbOeiSuJCum3rkzEjeiS0e4i/uL8n8AElfO\nisU2roP567tj+HU36E5taNJvS+5UxTWqxo2bMdOlEiM3YMTJL9fXw1Vl+tUYGa8ojLoKJG6sfo07\nNRgTUSfuGPrOUMlY1y7QB+hXrf4gEJ9H2kVjMML8PZ42Jzg5uTD+TZ5V8iSso91wKqmQhq0VoMEK\nIy7bfEbDdW1qyTAWOYcJPdMGlLDkk+vySJy2sDZdhT46tWtpbV7RFzTtf94bce2hjUbOqkHlM5y4\n9QuIcQ5pgnjfRqHRNehZn28x9obgTl2r5AwAHb26CmbCiVvDUXCVI4mRkIdxKCttOp4wWt8Ko25V\nPYy0tSHtVnQ3ruPjxAno/2Xvy+OlKs60nzpLL3dlFQUEBRQDGFFxN0JU3EPGECUqOGrixOTnMhqH\nOF/MqDE6mZ9jEpM44xoTJxJcYlzAiCbiihpRg+KVoKIS9svdez1bfX+cU8vpey+361yQ7vY8/9y+\n3X2q661Tp+qt593kdyOhZArJTuNU4XGSy+swds+Tcp+Vz8Qxh1xhxuG1U4PoVNU6ur1+I8RalZtY\nt7diQj3KTaBKm20f74UPLIP1MSkvW3x57cuvyxurhFyCTbbBhQ4Kakxcqkv4x8kJbFX61Vc/osjX\nX1Maf4bKv15+7m2eJFu5G35fJCVARKcK0kDXFJhGidWTffUYVEyzcslB8Z7MxA3cli75WTZ0TOYJ\nrUVgg9oBT/giCibOd98JSvxFyX0WmtMyA12mEie9dqTaqURi4sqtsiA/9wb815Yb9okrF2ZIiSPw\nPBeu5wiLokrmiFpQ4mjEkG8CD27AxFlWnr+rCjaIbHH0qBOU0FCHaeghx3/XCtd0VdpsiXRygMZ9\n9aKEMesJqZ4de8j7pLzL6Zd46XoO5LgGFV+AkI+CK5g41oKK2Uv2A+kzHYGK8hyME/eJo+JUq2JO\nTUh54hj76TlSneAywVwMKDG57xnbkDRFkwnQt1O17IBefuZ52UQofP4iBTaQkr8o8cdRMXuRPua1\nbE6NkBssxMpqO2es+viVgdtJGJyJq+9qglUMnpuoKUZ2IhPXl08cuKlK4bkx5cOBSHURheEV5lQR\n2OB6Ll86lZg4pngQypU4efx0hQSEHmf7+6DQUN680iU/S9NpwOq3NwbNsDVB7QDE2SMiDmXh6NTB\nPYPyvlju4SCdEmxjX0mylXwtpXllEH/sLMfhSqrKjp9MJflrnRB41AtnVlDJ4VrGPl7xSpznOsqB\nDf6XKV/QXvx4BYDI3Es/TBz7UGUB0vpm4qQSKeV3SmLiKOGsV5TABsMUi39pem/VUy6BcOh1vehM\nnBwaTtiiITGgaj5xgokTEWMRTWCSQgiElQmlOrpy1BRzIJeU1HIXMpmJG/b+PgAAN6hWInziBhdx\nKRQTBSVc3mw9yd8oChPXjzlV+OMonGwH+F0lhZD5QYFIDIf/iZJCHwpykRiJULLfMtgXU+fWB13z\nOPvihnwt1edDWBJhXoo2r6TXEcZK9l3i+Qcl+ZTmVUgxYWW3JMVLYY0RcwHCnBpKg6MeMBN2Y+j9\nWzuCJrFBhFB0deSDPjFLjapPnIhOdfh67HCFV1dQ4uTnWRyqy2fifjL73/GtQ8/BkeMP4+95jqwk\nCSauXISYOBowcRHNqalkX+ZU9VrPQM0ocXJ0qspE6W1OjVaeBwBBSInzU12om9AShh6aWG6JOVWF\nBSCSU7EBjfvERTGnmqYhFtJB+sQRIhZS13NCZdNUtFRDTiTKy7yIB9VUSsTJlDgKp1cdQTWU+sRF\n3UBkc6MWrBCOdGApV8lkSgchFMlMAwApKk5XN/n3ddIRUYTlN2NIiw+LlKRUNuspLGR9zBuZXVJ6\nbljm+VDQQLSccwwUIrlulLEyJXMq22T9vzI7ocbEaZrHGVnbdqIpcXwqymOlvqmF0ftwoLLZJiTl\nhB2C5UhltUhXERTkcj8vsT6oKCYiuZzP4Ph9ER8bCoENjPXRZMsBVbt/8uZPQGGYWqgZ1fQ8ch41\npjyHSmUpESxi3PkhX56fAyguE4aNw0mTjkMiKbsMSEoc1OeVLh2qzSBo0HJtPq9UEm+lZCYOvr96\nqH67ium5Fsypsp+QUgZtjfLABoNtuAj/LRc+g8MegqBGKf+w/Hb8bONiOpTWTpUX8wHbCilxhLNe\nUaJTzZQhKPw+kxSVDwLKT5Ke64VyOKkoOWZKYqpYxQapHm6kKEICXjKm5JOy2yhV4nxGSD06VXYE\nZvffdaTNttx0M7rINA6wMff/oXoEnzHWpz7MqUobpN6HYiJF/kVzQBfvyQyorpdfOYCzW0T4n4UU\nnAjO7ASE1wnWorCWssLLTc8UquyLr8QFCoDmcXbJkYLD/KbKWxs4uxjqRgRzOAAR4SorhOx3FA53\nkpmwaIkoUP4MKs0rpnhRnjaDhpQ4lao3InqzGASsyfuMWrqSoC2NCqUy7Jg6cH+ke0yIX/cZEPdU\nNU+cyZkqimKgxLlyWhCFvVmTnmcRkKB+yEgkhLJUcLJY37kxuF4kTy8Xcj45IygSYMtMnMK8SoeU\nOATJfqWgPJUcrmXscxWvxMkFibUysy/7XwZn4gyQcOJFRRAQUdHAc32tn4jPlNqSozcdlsfLfy+h\noMQRU0wUP7DBC/xw1NkJI2GKTaevMDIFaEQ04VKHm3T8TpffTiKREBsSM8d5YtwNFUfh4KEhGoUT\nFImXoXQHS06y1JOz4aucsHTptf/XletmlhvYIDFxgIgcA/yDjP/Z4HyX2OUqiokh5anyeDLjaL5L\nmmR+Yad/z/GkfF7qm63PmPQux6em8LJFgMChLIgkClMlxoIrvBQIb2xlKHGmGWbignG3LFtSmCJY\nJEjvl5GDCUJKHPOJK//6hFQLs2gxRsiVUkEoRP7pghFy+mDiVFKoEImJs4t+TVdZLKXoVK7EgR8O\niOJcCCtxFFrAZPTOE1fefGcEg8/EBUyjJzNxCmMlKbyZfCF4LdePLlOxTKT5606rFVcv+zEsOUGv\nynolR6dyJs6J9DyHmDjipxiRFV6lHK61kGIkZCJUYV908LJbBgkezoiKl2xOpdSDIztRqvqFSJNB\nOGMGSpxCZJwu1c3kTBwV0X8qTFUymeB5u0iJz5g6aykSB3tBn4RjevnjnkyK6hbEY/4qwr000smW\nUJGzLNxphbbC/iqe60YqpyI7AjNJZCau/FQeYSVODrVnqQSj1AOVJdEiLGShQ0RwoecKs5fKc8PY\nMwIKy+7tVK3iuyRnns8VggLqUf3FJDreKTGnqjjrhzZlKYpQNXWNkZSVOJE2w7HtSMoz71/on2hM\nXKg0GXeuZ/+X35asxHHfM9eLxMTJCWwLxd6KicoaSuSKBoESJwut8giyROcaofxwEP5COTLKmrdg\n9FjeTs7EldkxgxMMVJhTaTTWkh+6CNCdY0pc0LoC12JIFUr0oIWMnZPmaPltmbIfW6D82dJ6rKAP\nIiXNUc7ERSwTKFco6fc75Xdt90Bm4oiKtq+DR6caIEH6hYiKiUakZL+uH2zBI0pVF0Xx644T9olT\nMacaqSRfsPdL+c6TclJPFSXHTCWkh6fEhKI4WEQL+8T5EaXqG3cyLdhBpsTJfkK6go8J98EgFHZg\n6lA1TzD08onzIpoINZmJYyyaCEMv25xaosTJGf+pYgRa8MO9f38Q/kYAuJMeDTFxCqdRyQRaLLKI\nRPnAomDKkQp5d2Xzweto5lTZQZszJlHNjQHYxuOFfC3Lg8+oy0xc4BNnOcIXMUoRT5BeAUqDYeJ6\n+w+qKHGC5bDs3nNBZV4ZkuLFlDjZYqMyr2RlyLLkmq5BW0pm+t7m1JB7Qxkyhn0+gaIlcuqFXSXK\n6xdTngkBHJ6fT2ItFaxkggGl6M7mgo6ou6TIZeZYmUDXcyMdOmUrn8bMqZ7wiVNZ25OSZUsjmp+I\nn0o1kZWUuCo3p1qFrjATpxIBI1UhMADYriMxcWogRKJmqVsSLqxoToWYXJzR4yZQhQWoLg1d9yf+\n1DpAcwoAlaNTFQIbkqaoREDVNo5SaJp4ED3qwQmZUxX8CuqT3DSiMyZHPs2oMDmSEuewagZSQjul\necWYOHZCkzJxK5lTZSY4oZZ2AAAgAElEQVQuGBbHcfhcKLs0Ui9zqnRyN1hfB/eYR8nnJd9rNrdc\nzxX+KiomBYmJyxV6p5VQyecl2BWKTKEQ9FXutjrDS0OKCTPlKDQjPxdsM5KT/pa5sRlJ4ROny4EN\njh1JeRb9ozzCWLgRRFNSQcigFN5EUtxrriyFFN7y5eMRiQQoFPpQTFQOB1KUuGv1ZvvLYVQ4uPsH\nBMMb+ryM8ZLNqaCSEldyaCnX/yyV4j/t8railWDTJSYuGyhxUcz0yaQwp2pBC0XXkuZo+W1pkhVM\nC8gfmYlTSY+laUR6DsGDDvnnSjlcq5yJc6ye4PTu/68yUYhBBBNHiH9Dgs+U6zZqhPvXcSWOKYSK\npipfiWN0rc3fQ8mrgWDWpUL/G14x9ICq9CshM3GDDGzQNU2wCZ4bzt+j8CCkkqbIXE5FigrxOwpj\nZTLnf4qiVeSvgUBcpY07OGGx6eDJEZcqJjTxm+yV7aizluwEyYaW5QYDAKozJU6BBeCETW/FJLKJ\nkCvhLgSppnBgMSTzS4/Pnsnl+FQi43SJievOsA1E3tQiJA4mGJQ5ta95E2Yty4ORTPB1StM87jPm\n2LZ00FC4h+wvkYKKoij0Ja1y/0H2DClcnUhJ0amBEudHp6qnDuIRlwAKBZagV1JMFA533NxIAKtY\nksQd0RRCTaNSINbgfOKYEue7IchpbMqb70aqTvxj9zVW6gcpAopsCRuuysSJMoj+dZZjhdf2MkEM\n2ScuaMu1IyX7BSAY8cAfXzY9qyj05Zj0K1qJ84Lam+LEraDEmTITR2C5vR3ay25L0+C6wcTzSpk4\nVZ84UW7bLmHilBz/6+uwddsw0aznALISp2S6TPGgWY2biYN2FZU5TSOcOfCow0/wfpsKildClAJj\nTBwNRSoryBeYYAgRp3dNYkyU2FRuQqPwPC/ok3rtW0I0ngqEXebaUlbvss2pQkEFgGy+KH6D+/yo\nK6mApJhw03E0xYQHujgeiKY+VqYhFv2O7kLQpmz2Kn8DMXkUGkU+t3PMqegjOlUpUlk2fcnmVN7T\nMpm4RNgnrhgoE44tu39E8Y+kIpJ+kOZiAnleMeW+/LZksx1zsJdziarUpTTkiMtCwOpJjImpYCI0\nA8d4f6yCdV2LOq8Eq2e5jLWU6eJy7mHYnNqXL6n8WwNBl1gvVgaRSpkWVCrocMWEADmuxKnndkum\n0qKMWPDXcgXrrHKQCgVNuoxkkeaVoqrEmbgg2a8smIpPXDnjWtlKnOuEzKkqZhNNSnxpEPAEhVGg\naYLVI9Tz67nyUmCKTByhwmRSspipBFwkG+qw8u2pot3Sig0qSlwqIQojsxw7ZV8dhq4TsWm7rj/u\nTCwVc7EpqkhoFMFpJhoTl04ng5+nvFBylAS2gGCQCAEKthPZHwcQShE3p0r+g2UHNvCahoESFzgK\nAwAxmG+NinLJ/hIeBMJNhFH9oFhZsVANTxUmVWLiMv6i70V0QGdRaIQAOTZW3DdLTckRqU8Iis7O\n8Ylj4+LXZ1Zk4sxwnrhcPijDJqcYUZFPesGjniPnieut8AomTmWzFZsayxPnygEzKqXvJD+vQp5F\nlMp+XuUrJqY0r+xicFCU7p+KywZL16FpHg+SCPvEqTNxtiXcEGRXknLnu5EWTJzGyuiFzKkqPnGS\nL2KhGPpM2SeuhP8ImVNVmDhpDWG3zXYdqWh9+W0BYl/RND9zhDxWGlFQeKtdiaOeFWLiVJz1tYTO\n88SZBCjKtdUUb0iIiSvxiSu3wC5vC7LzcoliqWJubKoHQOA4wszrF/xV94nTEyZn4qIHbPjQdI0v\nyo7nRlJMAJ+JY0qOnAePPbUqPnF1aWF6LgZ+UGwqqZm9hAxEo8jmLb/KQoQNEhAPuhzYIOIKymyL\niAURALZs6/bfpxTgCTojBDaAIl/CWkY2pwZwpUheqJxGpaSs3RmWgyvayVY2rXMmDtEUE01KV1II\nxipKst/QMkz9SEn/oMhQ3rjrhhbKE5cPTISeIzYjledaLkuVzVuhnkSp5OL/Jb2YOLX8g2JT83iV\nBWleKTyDzfXNwSuKnnx30BdJ8VI4HAhfPcHqhRleBdOs5OfKGUL5C4rmVIDCdgbHxBlSiSuNOelL\nY6US2MADRghQKIbdWzwVJk5Ks8V94pxoPnEkVCHIH7tQxYaIB3SdBNGpoZx6Cq5OUiBPf6hoJc7z\nHN9ZP4ISYCQMFIr+SSutEdjFDP9M2USoC584wuqgqW62AYj0+15JtmolJq7Rf6jcIJIG1I1sTiWG\nwSe8BhoyKageuA1d44uy4zqhvEtKCYhNXQQ2QO+VzFiFfWmsF0pcV3fgBxXFAR3SxkaAbNEKL4oR\nlTjGxLmSQljuWJXmffp4Y6ffJnWh8dxOKk7VgmnMFVgkL/stledG/k0230U+r2g+cZRHlMqrvQpD\nL5vIigH7EpmV5feIIJsL5lUEE2EoEJgQ5IqOH6Ci6I+j6yTExOUDZ33blg8aKiXKxIueTFgxUWca\nd8DEqRwOpOfekyq5MDO9yoElnWoIrgFyBbY/yPOqfMVLjt7kSlzE4CmdM3EUub5M/uU8zyXRqUyJ\ncxwnxBCWu87okk+cTlkkabSKDXIJLys4VEeZV0k9IdY/5hMnF61XaEuuNcs8PmzH5qlrVJkfRiBp\nRKT/4u0r+VpWuxLnOiURlwoLf0pHT484PVi5bZKypAZN07g5VaNekGKEfaaWDV82p4p6i3wnLrud\nVFM9CHX5ZPHNqSTSWGlmmInzonst++VdJHOqK9eMUziBmAldKDnUd4am1OMMGlHYuJsaxDxg5rgo\nmfUBiYkjFLmC7bMAEXKfAWKRIZpv5nAdKbF1mZsRI3PZdW0dWf966vJSMmomQt475ANThxbFnNqf\nnxdXUhXYM+b3ByATbGoyE1dOBBeDZkj+RiWmKlXFRDZlF7JsrIK2lFYZEnpdtFy4rpRupmwmTg/5\nxLG0Ga7nSAy9wlhJTFxP1g51RXmJkINAAj+vKKkgZAd0lnvLc51Iz6DsB1Wwg3kls0sKikkqLfnq\nFcM1sf1uqWzcvkKoEQ+5XDBHS+bIQChNquwEPnF2KJq+/PkgV0XRWWJe6XihcqiWfeJsi42V/5Za\naT+jtznVsSKx4XJJT80TlpEo0amAbE5lTJxkpldKxJ8a8DuVrcR5VuCnEryhosSlE7DsBAoFf/K5\n2dZIUaAAoBuEm1M1eIGzvrqJ179eTC5aOgMV+pVubAhYQaZclvjXKTJxLMmoRsJMnOpYGYZg4lzP\nheOJKEKljVvyidOJFiRrliN8yl8U01JEW+nJVtWcKqcSyFu2zy5FGHMg7BNXcIqB75L/WbknZBax\nK6JT/UVRpw50U92cSvpg4gZTtD74z++rFMmrlAKH1dElFNng5B5KyhqB5QAAq1jCNCqysoJRgDDN\nRghsCCm8ICjaflS3iG4sry1NIxhlbwpeCybOkw4HKnNUl6oQsICZqEycHARSdEqVHBUmri9zqkj2\nqzKvuH8dobBt5psVzdcykRBmequPNEZEwQ+K1YclGkU+1zsNTlmH/VKfuP6YuDLHSz4063yMovkP\nCp84KZI3wrzyE8sHr5k5VfKJU6kEElqvgsAGR3JDoIr7vLy2+7kHRWfKMZEyGEaVK3HUi87EpepS\n0D0b3ZnA7Fhsj7QZAYBpaJzx0imF53j8oVIPbJAmKr+v6v4q6aYGaJRycyqB55tTuYVH5UQqm1OD\n06iiUzWDaehSsl/mP6iu8IaYOGhwPY9HzvptKZxspdxSxZIFVjXfFZNB04B80farEERQTADwKhma\n5itxXmisymvLKWHi3GCD1KjL/VSUFHrpHnE/r0gbd9icAwT+OIqZ4gHA1AUTlysGSlxEFkBm4kTO\nwIDRUVboA7OX7qKYi24WKmVZipYTDghSQIowP0aPJ0Z2pehNpWzxki9iZw+Tz/8sOhNHuK/lYM2p\nbNGSzfQqvpaaxPCyQ0GIiVOpBBIcNDRNBBHITJya36YIxGIBF+EZMvCzUxrYYAXpZuyIdXTlQ7Ng\n4vr+fMC+SQw2C06J4scmd0KYU6UEvVEjqJnlQFJ41Woqh5k41/NCloOkXr4Sp5lVrsR5rhPOfaYS\ncVmfhu7ZyGQCW77VA11j5ULUxE4mda4saQTwPFsypyoqcZo0+XsV9i5/0pkJEwQSE+d5oIhmTjUa\nG4CA0dE16tdgLe1j2f0SDBozp4qKGwrRXgldKDnwzanh/EYKjrSS2cRli0bEwAaNhJk4349NPW0G\nIBRIQoC8UyjxiStv0Ri5ZxPvDwDQIO2C5rkwEoGDtEp0qrTA5lhgQwRzYzhPnN+mnKBXiRGSHb0Z\nexZiTBRYADm6kW22rJuKCr1u+Iuxobso5FnATATTswxCYNmeXw9UkYnzL/fl0zWP5wbzHPV5BUhB\nW4SiK5tl3QMQhYmTgkAKJVHPKtGpchRkQLXIgQ0qjBeR0s1w2iZqUfdAidM1F7ZdwmBTKK0NiaQw\np7LozTCxXQ4TFz5EMYXeL8GmnidOTomkc7ckmQ1XIA2k3yytHx5Z8QouCwU2qLUgXlFmThU1h1WV\nOJ5ZgcCvmyotCAmVIJCqV+K8kigfBYXCSPlMnO0ED6Jn8QoHqmKnUwZXloDAV4+1pGpOJYT7xPHs\n//xTxYVRNqfCAyiJxAolhg6FE2y0huaFTqOqSJgi2a/j2XAcl4+7pqB4GYbGFSyfiQsrcSpthZQ4\n5o+ji4LLKghFpxYCxUtT30D83xantYJTjFQbtnloffDbTInzDyoadXnaAxVndnkxLhZLU4xEZ+Io\n9XONiaL1CmMlFxdnUeZynrgophzi5+Xz3wyaVJwLRrDAGoaLfD5QcgZtTtVQsBx/c4twuANPFOtx\n9kU+SEVl4jIFVh4pmpIqR7rmB2NCk++17GupsXml4DogzQX0wQCpKSb+GqPpHs9eIAfMqFhZuGlW\no8gG80qeAqrJfiHVHLZtYSL0v1f+eHkuc2/pPVhq9UDFQdjj+QeDnirOqx2ZUyM/g8xn3Y3mvgNI\n5lQtyBMHxhoTJIzymTg9kR7wOxWuxLEEtv7/Sk65ySQMz4FjS0ocN5uoadXpdFiJc70iRKkstbY0\njUgTNczEqab10D1LSn0SLouj6p9lkWAR0hCusqDqE2dqEHnwHNi2GHdNco4dCIQQkYA4iPAJmScU\nHio5/N1xStJmqLIvEiuUKeZD5lRVhR6SOTVvF0KO/+XOK5G3LuhDsO5o1IWZiGJOFQts0WZRhINT\n4gC/drETgWn0+8KUCeqvCQibU1Uc0IlUdotvthFZAHZK1nUXhXw4OlUtJYH4XUqAvGWHxkqJiZMi\nG3mppYhKnC6xzpkC8yUN+hmViQNQsKL7xMlMKrtKrpepwvaLue5v3I7rQNTwVFVM/GdN1zyumIg1\npuxm/DaYOZVQZPP5vnpeRivyIYrCYjn1LLvEJ678ecqCZnSuBIqxUlpjpAA3d5BKXC9zqmNFqnca\nCgRhbXoyWVM+aQDIShyFR11uTqUUMFUIiGoPbKBu+GFXi05NQac2bIel4LAF+6LKxNUlRCoPAK5r\niYB5hQ0EADRD5FGTfH0RfqM8mLQoUp94HiCbUxUVCktSsGy7r4WjPBim8InzXBd20YKu+w+qrnAC\nAWTnUD+3lEbkdCUKzuwJ2Rm6NBpKccyDxVojFD2FrO9vFMEfx/9tweoVnIKfwDboTrkbiByIAAAa\nW2ipy0sBKeUMlOZzscS3J2pgA4EGy7HgupSPlRpjIpg4nlsxlAFdhYljvkseKNtsg64qb7aGYOIK\n+XDUs1JkXMlY5a0ibEsKbFDJ7SYliuXm1IjKs3woEUpcNCaO178lwq8xSrJf+blnZi9PSvarNK/k\n15QgZ+fBtAL1SOVAidM97l9HovrdGuIe5tm4S8t5eUxcmAlnEcFyxKXfbvnjxXOfcSUumnzyQTGP\nbaFcsJGTZDNzalQmLkx1AvB9LRk0BbZf/m3uE8fSsngECYXEyHqibsDvVLYS59mQc5+pdJeZU53A\nnKpRhysTgNoNaWhIhpg4xxVZplUodyCo18cmF3/Q1E+kADAsLUXNUi+UYkTVP8uVxsSxC5FM2ACQ\nMHWxwFMPVkEoz8pKHNONCIFLpVQeUDSnmuK7nhc4s+sR2RddRKFlrTycEBOnNq8Yi6YRIGcXS8xe\nZd4/qQwYAGiUzQcHBqvYoMJg68z3U5zeIzkKk/Ci2JXLw3EdaayiMXGiWKIc2KCg0JvCj40xJojo\nCG0Epg5Dd3kSaVGuTjXdTPCCEGSLBb8kXwRzqmYIJZWXpZLK1UVJ/Oyn0ymGu6JqTuXzmSITsJZR\nag5rZu977Ul54lRKsIVMaB5B1s7zG6GspLLDne7yOSoOB4rzyhA55yyr0PsLZT/P4v6xCielgQ1R\nmbiiY0Fm4pQQ2lNsvN/6oVC8lAMbwi5JRdeKFsAo9YkrYFJ4q67gxwYA1BNru2xOpRRKSpxRE+ZU\nRGPitGQSuufAtkVNO9NgtUrVGJNUOgHPETfZdS0+a1TNqemkFGNZEtigkuwXAOqTlCuXOihCTJxq\n4lkIOV768GX+WrVPRsLgD4HnebBtm/vElTMhQ31ismnoZU5VYhSkB5AVIta42UTxlMz8OTSKXDHn\np4Lgphy1ucAeP6IB3fmcX4dVMbG1XGcRAAgNNjkaNYggUHIMR8qjFmFRLPluW7YHnlwbVuVkK7GN\nhPrpEkJF61V8l7h8LqjLNttoG7cR1JPUDZeXWuKsbERGgQLoKvb46WaC91TcLFheKU3zYAWRyuEI\nagWzl/S7Bbsks76qOVWqbpHr5T+ocv+kfF7M99aWDgcqSpw0RzVoYSZOOWqdmVMpp3SjumxoUuJZ\n14lWdkv+HgEF9Tx4nl/XNUrZLUAoJjoB2nOdfPiUTeuSckkosCWzLTITJ5KvS+bUKJaDUJv+X0Na\nD1SVOMhMHPUkc6oiE1cG8VHZSpzrAKDSKVLhBqeSMCQmDgCSSZawUm2zNevrAFtQq65n8U1EpYYn\nANTXGSKbc2k3FFmv+pQoB+YrcfJYKTJx0pi8+tEKqU9KzSCRlrJoUwqnaPOoYLMM+74Mj8mmB+ZU\n5tPoqrJLksLglTgdDyY61S7AshzJlKP6ODGfOIqeQi7wiYNSW6SEiSNMGScup/BVFF7D9BUT03SQ\ny2V5/4Do0amEELRluuBICS+VTKCcfaHQQZEvuiGfOCUlNVgUdcP1fVshmfVUmThTMHHC15K5bCg+\nOMw/UifoKnaFDgcqD2EyUR/0A3BcVtTd48xltOodgpXtZTwoE3JOvUI27D+otMhIByUNBK5HQ4mR\nlSKVpc3UIEDWygFRlYlQW9Q/dEY0p+qmcG1hlgPlPHFA6PCjgaIrU4QnV+9Q3f6pWK+29XSCTQLV\nNVRiLaB5GhxP3L+oNXkJ8bsjm1OV5JOZuOC1Jg16oozKCWGIA7pftSiaEleOH3mFK3FW+NShcmqo\nT0GTfeIAJJMsuaea2ctsaoLmOtxnhj9YUGMBAKCx0eQRs4bBghF4a0ptNdTp3CfOCDekaDYBDEOw\nZE0wI5tT/XJgwUNACYrFApczkRzYvi/DC/wQDQO+OZVEO9nKzs4sACRynjjJ3Fh0iyG/CZWks4Bk\nJtR8nyNKxWZb9lwI+cRJKyARWcLVytX598g0HWRz3VLbgNpyIS2K0NCe6xbmSyhmeE+meD8MjyJf\ndHh6A1WnasbE6RoFSBF5uyA2EOXNVvjEgQWBRHyWETCohumhx+7mGfb9NstvKxGUkgIAjwZF3T0a\niYmTLQUUtj/uERVeTTKnFvPh0ncq84oQEf2ugyJfsGHL2QIUGBPDFJVckiZFxpJ94spuxv9dORmu\nRpC3C5EDGww5Gay0vjCUzdJzZck37m/vysN1nUhmbACggcuNrgPbejoE46VqAuWRyoDmEeSksYo+\nrwBCfd/baPlg5e9qAKWQVyhZsS4LrGSkzgLEmE8ckFAK8NPgujuWo6KVONe1QSPa7zXNANWcEBOX\nSrIizmqbrdHUCJ26PLiBQihxmqKSM6Q5xftkmEyJk04TCmhqTHBWz6AllLsiEzekfgRfuNKU+BsT\nAOqpjVWquYE/iIZHYElBEmZSzZwKypg4CssVG4g3wKQuhTwWlIQjx1R9l+Tw+KJT8IvW88/UKHfG\nmhECZKw8PFcsO+WbU6VFLHRap6KqgcJcMAMmxzQdZIKi4CQCu0TCkxFd+QxP7wKo+S5pKTZvKMxA\niWNQji6WzBMJDWF/HMWNW07KmnBL02aoLq3+eBimi4zTA0dK0KuUYywhlDid+M9eKD+fSs5AyRxH\nDAttXfnIY8WCUwgBHCsoURYhkpcQAtf2+5U0PHTnLDiOWI9NU8XfSChxpgl05jKRzXoyY2ISIGvn\nhOlZeY5KMtDSwwFQ/gFPsPQaJWjtzMG1hf+gqkWKrVcaoWjLdkVnLSXHSkJ9hVeYZpWaEgdhQkGo\nhoJUO1XluQmtV5oGwwV0SS6VtCAAQANdQTc85C2hx1BKYCqmKxlov6toJc52LGgRFZP9h+8LGAgp\ncbwdRcbEbGyE4dkiuIEKp2NN0Zw6dEQ9ZwcN7qPHe6bUVn1DkptTTZDwnFVU4tL1dXBYkIRtcf9B\nT1HhTQ9pDClxti0cc1WVOAoW8eVXD+Dm1Ij1TgGfHQQiOutDbBKaRuE6FhyJlVUx5QASq6dR5KyC\n7xPHGZMy/V5kJU5i4igREVFKJa4CJsc0HVjFcIJXNT+vsBLXWejhKT0ARSYuJZg4nSKoCRp1sxWL\nsUEIWrNtkU3rhpSIMwXAsoXJX3VpJWyuGx5yju8Txz9TON2ZEhNnGjZyBRvUE1HBKhu3fLjUDRvb\nO3NS4IYa5MAGq1AMRSSqplbygvUzYbroyVrwpIMUCwooB7qR4kqDafhKHENUnzgA0AlBTyHH6+iq\nzitZiTNpUDw9ZGVRO+ARAhBPw6b2tnBCccU9ApLfX0e+G1GfQUjzSvMC1jKyT5ykxHkEHbkuiYmL\naDnQNCSLXoiJSyTVXIGIx6xtFAXLDlkOVJg4QPiG94eKVuKo54T1GoWHXdM0DGsaAkoJHCcspkq2\nfwAwmpqgezb30QIRSUtVNiMAGDa8AY4dKF5mySlL8aFKNaW5YmkQRHrQGeobUlwhTFEiKZhqE85s\nbOQLo+EBnhTJm0ipmVN57iWDoiD5nqkrcZIfDWF+HdHSzSSlEl7EdsPskgILAIjTO9GAnJULbWzl\nznXZ303TJbuGDiCKOTXJlDgb1PU3W6GYKIx7CRPXU8jAlYtAKyxkmpTPS6dAruiAJX6OWmUBAEwN\n6C5mIvvjyMWpU6DY2pkJJVJVgz8epumgQDOhnIFqqZUa+et0wkJbVwGIWCkDJSzvJ21bI7MvcuJg\nzyqCSkmyVbchz/Ofs4TpojNTCLk0GArPICEaqO3/diLhoTOXDW22KgiVpSJAW6ZnEC4boq2ER0NR\n60HHy2tIiuomVMOmro6S6haKmRVYBK4BdOe6Ij83bD3WNA+E+lHBrK3IATPwzakZKxtRSQ3/btIi\nISVO1Z+bu0cYXmBOjc7EDTR/KlyJs0p0OMVI0Hp/4B0nfJ1q9mU9mYRGXa4wEeJyBcyUKPlyYNbX\nIShEwU2WIpu5IitUXwc4/qJjahRRkzgCAasXKLtJCpgmWxgVFd6Gev5U6x4BlZS4ZFpNiUsGpx/N\npMgXipGVOHnR07wSvwlVJk6KHDMchP28FCOVeTJeHSgUMvCkkPZy6iMCgCGZz5IJS3ygEymwQcGc\nmvaVAF2jSHgUHYWuSI7CoeSZhCJr5UCj5l0K3T+fiYucr0xm4nSgM98T3SfOkJU4gi2dkp8Q1OaC\nFhyWDMOF5eZCtVNVmCo9mYJj+d9PmzbauwolrJe6T5zPcmhY37VJGqvymwEgqiNoFK7thPz0VLch\nyhVeF+2ZLFwpKWuijDJFIQRrXsJ00Z3N8jFXr6MrrQsa0JHLgOiDC54CgIRroC3TE1Liyo5OlUro\nEUrQmun0S7Dx+sWK6xVjo3QNVncnZ/7V11B/zUomLD+1SzEf+fAj55wjlIBIVYtoBNbZ/4ciXTBD\no5xUZeIkH9eCZfHDj+cJIqFcJGx7h59XtBKnwZOUCXXavWGIrzTYdlgRUakcwKBrFJbNHDsdJBL+\nwCaSDTu6rHc7qRRgBSk3DJYRP/hQUTfR03WwssEipAGJlBRwoRqBaxrcnJqU+gaFYr3+15Pc1qJT\nwtPEAEAipWZOrW/wx1bXKawecbIdjE+cRgxk7JxkTlX1iRNzSXNpCQugyFoyM6EGuJkMqJQWpNzT\ntpkQzAubkwCgGSSaOTXdxF+nYGJT13YxVlGc4gPk7XxIiTOVQvbF7+rQ0C1lsVc2Vcm+SxrxlbiI\nCr3cVgLApo42yWwZzafKNBx4bsH3XVJMNwMAZlMjnKL//bThYHtX3jenRjBd6pKDvUY1bM+1S+ZU\nxY075c+rZNICcdxQ0lnVA6em++tIIuGitbsj9AyaCcW13WVMnI1MNrrPn7ynJCmwNdMmMXFqbcnK\nlemZ+Efb9pIvlOtqISs4Gjrz3eE6uqrKRNofd2IQOF09gpVVDdwI9sxE0uZJliNXAuGKKkBcHQCR\nyiCqpnwK2gSQLJihY1jKVCMgdCl4smD1RFZ4AUDftOMBrmglDgBSaUkLVZx0jUFdSatEidMjKHGm\nDlgWW2hdJEy/X4YiE6elkqDFIOVGwOaJ4AjFTSSdQrFTRGs1N4vNTTVqVtdFupIEAfeJ0zTV0GoI\nJc4jgOwzpuCvAgBDhg/hr4sd3YPyieMRbZ6O7oJQCNU1Z/FoNxY8OK7sE6fGWibr/IVB0zyQjAN4\n6ilidCPJWQAefQ2AGBpXmqKYUwEgTUx83CpyOEX1iWNBIKFIXgUlLnRI9jR05LsQNZ8X0XR+CDB0\noKvQE33jlkyzhmZic3e7MFUpLq2M1TNNB5rjBYENrM8KStyQIXCLARPHlLiQmV7BF5Ft2oRCcw10\nFTsjzgUgVTccAO96f1cAACAASURBVFCXLsCwCCxXylemqkyk/HXBTDjo2r4xfFBUdWlga55pI5vP\ni1mrrEyIJOdJj2JrpnWnuH/o1MCmto6wObVcJk6KLiZUQ2ehO1yiTJGJSzWw9DUuaI8dOQiEHTxN\nw4VOgJyUXD6q8myaNsxCHUL1w1X2wBImLmklYEjjnFL0504n5ApIGckNQakZAIC2fcf3qQqUOGGO\nUz05NI30H/ZcPkyFqji/MtQlgWKgxNUlBUMoh6mXAz2VAmFKXKk5VfH0btTVQbMd5HK+fI3NOfGh\nqr+DQUJKHGPiZJNRuWDrjQaAyJG8ir6Iw0eP5K+t9qxwFFY1p0I8PJpnYFumI7JPnGyKn7jZQ1um\nk/+fUGQBkvVMiaPQCx48SqGcYgSAkfQXRVmJM5KmxMQpKHGmWKySRMc/tm8dlFO8/xqwnGKIiUsk\nVOaCZE4FQZekhEc52XI/Uo34PjQR02b44f8BE2DWYXumXbB6qq4fgauBYbhIF+qQtwqIktvNbGzk\nSlzKdLC1PeP7NUZJ/Fwn2IdkIYmMI5mey24luD4dKHF1eaTzSXTlurhfozIjVD8MgK/E2ds3hQ4H\nqmmM9CACPpGwUbRETWzltBkQKZE0LYHtubbIczTk5woDm7skBpSq7BPMTYcC0JG1s3AlJk61wky6\n3t/rdN2DlqOI6hMnu4CkdRqk+Yk2VonkCABAU2MWZj4JAiLmlYJ8IfcPAAk7GdoZkor+3E3Dh/HX\nbjEfWT4A0AbYV3apEtfS0oKzzjoLBx98MM4880ysWrVKuY10WmIXFB/20cfMAACu5DCoMkIA0FRv\nolj0N56GOvGEG6o0ayoFUghYPCOczFiZiatLw/QsdGf8h6K5Kcs/U3da1bg5dew4g4+7vKmXC7bI\naJRAI6x+I1E++Q0bJZS4Qk8Pd9yPosSxk7UODdukzRaKvkuyDAQJdPW08/9Vo1NTTIkjHhJF3U8F\nwU1oChGJ3MdEKMy+EscOCQrKl2by8a2Hji3dbVLIvuq4SxFfRS9Iehn0OWp5JKqju9iDqEwcAFCe\nbDuBTdlNg1pgXTsw7TUa6Mp18YAnVf/WdHOgmBgOGnpSKNh5PhdUkkgTXYcb+AAnDRct3X8LGN4I\nQRJpcchIFFMoeNnIpudkwMSlkjZSbgL/6Nws9Ukxp2Vg8k+YDmhna9hMr3iQMgKfX9O04Vhy0ln1\nucDkyKaHI7u1O3LUszweBAZaezqkyPPy2yqtq0wMC/mCHdncmG7w52g6XYRe0MVzo/gMmknhAjLU\n81BwCtJ6rMjw1u8JAGhqzEDPJgCP8sM+UVmPS9Y2064LKUcpxcPB8LGjxbUFe1BM3J6nnLTDz3eZ\nEmdZFr7zne/g61//OlauXIn58+fjO9/5DvJ5teLq6ZTkrK14g5ON9QBxkMuHFRFTOfsyMHxUI2fi\nUklxJ1TNqUTXoVki+7mhuxLtrXgKGT4cBrXR2eU/FM1Doitx6boE6tK9742ZUpNPhk4JgvKdAyYs\n7AtmWpzYChk7emADAH4qJQa2Z9sjm3LqRo0R/9TrcLNd/F9DcV6xxKzJlIWEpSPrdHE2TYUBNQLz\nhBzYYKaTnImDihJACFzL39jqkhSduY7ICi9vExSpYhoFV6Sb0ZMKCS9lZZCkkLGiR5QCvn8XEJhi\nKKTNNkJbaAYApIZQZJxuyUyvGPXc5G+QhuGgLleH9m7BeqlWAqGuiN5sJx8H7I26Epce4m+QzU09\nGJKgsDUR+adKxSUCJg4A6pMmPm3fwMdK2QIRHJwTCRvJ7q6QEpdSfAZ1+N+vSxdAXbkQu1Izfn8C\n53ddp6jblowcnRo6KGomOrOdfF1gbF+ZDfl/Apn27Mkjl7f4QUNTzKyQTPtzNJW0kHASiJoYWTfS\nfA1v0DzQXC7y81w3dG8AQCLhoNHSYUoKs1oZxLD7hyExcZQCKcU8ccMnjIMbyNhUoMInLsLe1Xzg\ntB1+vsuUuNdeew26rmPevHnQdR1z587F8OHD8cILLyi1kwoxceqbiGb2ZuJUN1sA2HPafrCKvdkD\nVXMqAJiuzOQ5PBee6uldTyYxdMI4bN48stdnqkrcHns1oqOjudf7yaS6fOy3NQSpTyCKJ6sglEDT\n03eKEgeiY/37wr9OVXFONY+CR/1+eXs0gBb24Z8lFBQTAEg3+Jukabho1EwQeGio9xXpdONeZbdj\nSo7CmuZC01yk69ORzKkAQF2/vcYGG8M+3STYJUWmUWSMB5KFOhQdcUhIKASByCWN6hpctLZ38UVR\nveQPYAanat0gaO4yoQ+Cfamv8805jU05NG4XlU5UWWc9qCtsGA4ShTS2dfVwlwZNsS3q+WObTjlA\nshN5uymSEjdszKFws/4jsu/erRjZTrhJnaoeOFPNfA0YtXcef3nnVf7oqaSbAcR81zSKOscKpfkx\nlcz0gEn9ttJpC8NzBhzq7w1RlDg92FcSCRv1mXqxXkUw07O5qCcIMsUeNDb6B3TLLZ8RElkP/Of3\niI/yyGblgBJFJa5OUsSNergk2lgRQuB6/rVufRqTPsyDBJugasBM04h9+O9/oSkHQ9obdAX3Hf95\n9a8dOaIDni0CG6inVioLAFLDhvBUYo2uPigmbiDsMiVu3bp1mDhxYui9fffdF+vWrVNqZ+iwbv5a\n9cQGAHWNaWRzYSaurl6NGgWAvQ6Zypk4Bs9Tz9IPAEnJ3yKZsPkEVjdXASOm7od8IYX29sbwB6oV\nG4bW4dNP9hIJjQOkG5r6uaJ/sPQRJgX0IHVCabtltaMZvGSNiToeVBDlNMPzwxkAebuZKyYpRZc/\nQgiILvwwQMSBIKl4OEg1jOLyDUlrqE+n+MKfbhi9gyvDYI7CTY0ZzDxmJU46/lWMHr0FlFcRUE0l\nsAcAoL6piGnvGrxPblPjji7rjWA+65qHumwDChslplDBpaGuYS9orn+jJu/3MWhrFnoQdh/Fd6lu\niO8rmzBtnPRSGuwUZSUiMPQjxwIA6usKmDdNsEuptCK7FJS90zQgSeqwV1cPhg/zWd765nFKbbmF\nxqBPFvbffAAc2hApsEHTDNAt/n0aMaIDoz79Et8xCkMV3RCIBs/2x2rshA7MHSrW5JHNvQ+PO8Lo\ncRM5y9E8rAlbW+X8g4rVeIiY02MLe4OyhLZeob9L+gXzMZu836cYbtbxeRXJ5O/4Y9I8vAC9Lemv\nNQAcV+EZDNa8pOcfnly6B9zskMh54hKpIVwWs24oKAnGylUfK7ZmOUMa0LDtMH7GNrTiDq7qo510\nHTZt8UmM/Q/Io7ko7r9KKjFNMzBkj6kAgP0mrscXDmrntVM9SmAol1Qk3K2hzk2ACRjloDgQ1Hqm\ngHw+j3Q6rDyl02kUCgPfcJbZva0jbN7buGkLzGS2r0v6RSrtYss/utHaJpz+G/YsYMOGDUrtAMD2\n9myoHQCR2nGGDsWGzZuQTNgYM/ZNbNtWBECR2tyKnKPWXgEFZHLtWP33NL6w/1YA/kTZsrUDhHQO\ncHUYxZ5uLHtuPA475D3+XmKE+li1dhlwkIObzKOO5tHaVkCuJ+KYt1kgmoMhIz6C41lobXPQ3ukq\nt9XWacCjXRg6tAVmog7tnb5Jrr0np9xWzq5DrjMHM/Ex9hqxHq1t/sJT39aGfF5tEdq40UWqrojm\noR4amzNobcvBcQj2aMuCtOcGbgBAdzYZzEv/+9k8AKzln6e3bEfWLl/GrNaEfFsOnpdH4agmbG/3\nlYmMkVUaq+5cCoVcK0aMeBfpXBqm6fDnZ1hrKzo7yp+frj0R2zvfAEgOs4bWwUvZaG2z0dXlKd+/\njNOI7W05JFIfo/PIRuScNjhtLjYW2pTbshIjeq0JANBd6FFqy7UdbGv182WNn9gCtwgUrW60tgF1\nezUrtVXIUmzeVoChe/hi86ew0pvgWF1obQNQ1w7Uld9W3mpAoW0DgBwmTHwd+WIPnDYP7U6d+nOj\nTUVu29+h6xRAzu8PAHO4rtzWp+s1NDb2gIxJYqTzCVrbcvA8YNOmTUrtZNJN2LihiETaxahRq2Do\nHlrbiujsVl9j1n/6EX89bt/VyFsenDYPnd3q+0R7Rx2ovglG6h84qr4BttON1jaKrFP+fG/dnkEh\nm0Oi8VNM2Ncf7Al4E4lkHq1tFnJuBvWq62gHQJHDsBGrg7Gy0NmjPla2PhSdrZ+ivuEDDJvSgFyh\nB5btobPHUWqLUor1G/eCYayHpuVwDEnx5zHrKq7t9dPR2vZXAIBel8MeXgqtbQU4DsHGjRuV5AOA\n9vY8soUCUvUePM0fq+3dtvJYbdmyBQBCFW9kEEp3BcEH/OY3v8GKFStw11138fcuv/xyTJkyBZdc\ncskOr125ciXOO++8XdGtGDFixIgRI0aMqsIDDzyAGTNm9Hp/lzFxEyZMwAMPPBB67+OPP8acOXMG\nvHbatGl44IEHMHLkSOWyVjFixIgRI0aMGLUA13XR2tqKadP6DnDYZUrckUceCcuy8MADD2DevHl4\n7LHH0N7ejmOPPXbAa1OpVJ8aZ4wYMWLEiBEjxucJ48eP7/ezXWZOBYC1a9fiP/7jP/DBBx9g/Pjx\nuP766/HFL35xV/1cjBgxYsSIESPG5wa7VImLESNGjBgxYsSIsWtQ8WW3YsSIESNGjBgxYvRGrMTF\niBEjRowYMWJUIWIlLkaMGDFixIgRowoRK3ExYsSIESNGjBhViFiJ6wO1HusRy1f9qHUZY/mqG7Uu\nH1D7MsbyVQdiJS5AoVDAk08+CSBajdZKRyxf9aPWZYzlq27UunxA7csYy1d9iJW4AIsXL8a1116L\nd999F0D/dcqqFbF81Y9alzGWr7pR6/IBtS9jLF/14XOvxDFKNZPJgBCCO++8EwBqptxXLF/1o9Zl\njOWrbtS6fEDtyxjLV7343CtxjFJdu3YtFixYgEwmg4cffhgA4DjO7uzaTkEsX/Wj1mWM5atu1Lp8\nQO3LGMtXvfjcKHGe54FSit/+9rfYunUrf5/dwBEjRmDy5MmYMWMG/vCHPwAADMMvLVsNDpCxfNUt\nH1D7MsbyxfJVOmpdxli+6pavL3xulDhN00AIwS233IJHHnmEv28YBmzbxurVqzFt2jSce+65aGho\nwDnnnIPLLrsMQHU4QMbyVbd8QO3LGMsXy1fpqHUZY/mqW76+8LlR4gDg2WefRX19Pe655x78/e9/\n5+97nodJkyZhn332wZtvvok1a9bggw8+wOzZswFUD90ay1fd8gG1L2MsXyxfpaPWZYzlq275SkFo\ntXKIA6BQKCCVSvH/LcvCRRddhHPPPRePPvooNE3DnXfeCUIIurq6cOKJJ2LcuHFoa2vDueeei7Vr\n18J1XfzsZz/bjVL0j1i+6pYPqH0ZY/li+SpZPqD2ZYzlq275yoF+/fXXX7+7O7EzQSnFjTfeiDvv\nvBMrV67EyJEjseeee4JSCk3TMGfOHBx99NG4/vrrMWXKFOy7774oFotYt24dDjroINxxxx049NBD\nAQB77LEHpk6dupslCiOWr7rlA2pfxli+WL5Klg+ofRlj+apbPiXQGsPChQvp+eefT9944w36gx/8\ngM6ZM4cuW7aMUkqp67r8ezfffDM95ZRTaKFQoJ7n0UKhEGpH/m4lIZbPR7XKR2ntyxjL5yOWrzLl\no7T2ZYzl81Gt8qmgppS4jRs30rlz59L169fz92644QZ61VVX0bfeeotSSqlt2/yzww8/nN533338\nf9d1qed5n1l/VRHLV93yUVr7MsbyxfJVsnyU1r6MsXzVLZ8qqjqwoa2tDY8//jjPvrzHHntg06ZN\n2LRpE//OOeecA8uy8Morr8CyLB6lAgBXX301fvKTn2Dbtm0ARGRLpSCWr7rlA2pfxli+WL5Klg+o\nfRlj+apbvsGian3i/ud//gff+973kMvlcN9992HTpk2YNm0aWltb0dLSghNPPBEAMHz4cGzcuBHv\nvfcepk+fjubmZp6leerUqWhsbMTRRx9dcTc1lq+65QNqX8ZYvli+SpYPqH0ZY/mqW76dgt1NBUbB\n+++/TxcsWEA//fRTSimlb7zxBj344IPp+vXr6dKlS+mFF15In3vuOf79trY2etRRR9EPP/yQv1fJ\ntvBYvuqWj9LalzGWL5avkuWjtPZljOWrbvl2FqrSnPr3v/8dW7duxbhx4+C6LmbMmIFRo0Zh3bp1\nOPzwwzFhwgT8/ve/h+d5AIChQ4dizJgx6Onp4W1oWuWKHstX3fIBtS9jLF8sXyXLB9S+jLF81S3f\nzkJVSrjnnnvirLPOQk9PD3Rdx8aNG9HR0YExY8ZgxIgRmDNnDmzbxvnnn48XXngBV155JUzTxH77\n7be7u14WYvmqWz6g9mWM5asO+Wg/aUBrRb4doZZkZIqKjFqSry/Uunw7CxXtE2fbNrdre57H7dnD\nhg3DjBkzeJK/p59+Ghs3bsS5556LZDKJUaNGYebMmfjkk0/w2muvoaGhAbfeeivq6+t3myx9IZPJ\nIJFI8P8ppSCE1Ix8MthmUmvyld5DNk9rRca77roLQ4cOxdChQ0Pv14p8xWKxV+3EWrp//fkA1Yp8\nAJDNZkPPIEOtyPjAAw/gxRdfxCGHHML3Q6B25JNRi8/gLsduNeb2g2XLltEzzzyTXnPNNfQXv/gF\npXTHtu3LLruM3n333fz/NWvW0GKxSCml/G8l4dlnn6UnnXQSPf/88+lVV1014PerTb5nnnmGzp8/\nn9588830nnvuGfD71SYfpb6MZ5xxBv3ud79Lr732WtrW1rbD71ebjMuWLaOzZ8+mJ5xwAt24ceOA\n3682+Z555hn61a9+lV511VX0lltuoZTWzhrjeR51XZdec8019JFHHqGUUuo4zg6vqSb5ZFx66aV0\n4cKFZaWMqDYZly1bRk866SQ6efJkevnllw/4/WqUb968efTHP/4xXbRo0YDfrzb5PitUnBJ37733\n0pkzZ9KHHnqIPvjgg3Ty5Ml006ZN/X5//fr1dPbs2bSjo4OuW7eOnnnmmfTMM8+k27dv/wx7XT5W\nrFhBTzjhBPr444/Tv//97/Q3v/kNzeVy/X6/2uR76KGH6MyZM+nDDz9MFy9eTI844gh6++23cyWn\ndLGtNvkopfSPf/wjPf744+kTTzxB33jjDXrqqafSX/7yl6HcRDKqScZCoUCvu+46euCBB9IlS5aU\ndU01yUcppffffz+dNWsWfeSRR+jSpUvp5MmTQ87Qpag2+Sj1+3zkkUfSCy64gCc47U/RqUb5mMJ9\n5pln0kMOOYSuWrVqh9+vJhnXr19P586dS2fNmkUff/xxeu+999L/+7//o5TWzj1cunQpPe644+ii\nRYvovffeS6dPn04XLVpEM5kMpbQ29onPChXlE2dZFpYsWYKbb74ZZ511FsaNG4dZs2ahUCj0e83a\ntWuRy+Vw6623Yu7cufjSl76ERx99FMOHD/8Mez4wmE/D8uXLceqpp2LOnDnYd999sc8++2DDhg39\nXlct8gF+AeGnnnoK3/72t/H1r38d8+bNw3XXXYdHHnkEL7/8MoDe5p1qkg8AXNfF008/jUsvvRRf\n+cpXMGPGDCxYsABLly7lZrlSVJuMW7ZswTXXXIPTTz8dlmVh2bJlWLNmTb/fryb5bNvG888/j6uv\nvhpz587FtGnTcOKJJ/ZpjmOoJvkY/vrXv2LcuHEAgLvvvhtA//5x1Sgfc1ifOnUqhg0bhltuuWWH\nBcyrRcZsNovFixfjmGOOwfLlyzFnzhysXLkSGzduBNC/ebxa5AP8vfDZZ5/Fv/zLv+Ccc87BRRdd\nhGuvvRaPPfYYXn/9dQDVv098luh71/kM8fbbb2O//fZDKpUCpRSzZ8/G5MmTsWbNGlxwwQXYf//9\nsWDBApxyyilYsGABxo8fz33HAGDz5s3Yvn07CoUC/vznP2PYsGG7WaIw3n77bUyaNAnJZBKJRALZ\nbBa5XA7vvPMOvv3tb2Py5MlYu3YtvvrVr+Lcc8/F3nvvXXXy7bfffkgmkzBNE57noaOjg39+yCGH\noLu7G8899xymTp2KiRMnhq6vdPkA4N1338WkSZOQTqeh6zoaGxvR3t7OPzcMA8OGDetVjJmh0mWU\n5UsmkzjiiCPw2GOPYcSIEbjhhhtwwAEHoKWlBaeddhrOPfdcTJw4sarmqCyfaZpIJBL4xS9+gdWr\nV2PRokUYPXo0FixYgDlz5uDss8/G2LFjq0q+5cuXY/To0Rg1ahSGDBmCrVu3YunSpTjttNNgGAYe\neeQRfOUrX8H48ePheV6viL1Klw/oLSMArF+/Hu3t7Xj44Ydx3HHHYcmSJfinf/qnPq+vdBmXL1+O\nvfbaC+PGjcO//du/8fcty8LQoUO5Qt7X/QMqX74VK1Zg3333RUNDAxobG+F5Hj766CP++dy5c7Fi\nxQo8//zzmDJlCvbcc8/Q9ZUu327F7qIAV61aRb/85S/TU089lc6fP5/++Mc/Dn2+ZcsW+sEHH1BK\nKX3hhRfo/Pnz6aJFizjNyv62tLTQNWvWfLadLwOyfAsWLKA33ngjpdQ3N1599dX0yiuvpC+99BKl\nlNIXX3yRXnDBBfS+++7jZoJqkm/+/Pn0pptuopT6teq+//3v8/Inf/rTn+hVV11FzzvvPPraa6/x\n6ytdPoaVK1fSs88+mz7zzDOUUt+3aNWqVSEfuGuuuYb+5Cc/oZSGzQDVIGOpfJT6Mh555JH0nHPO\noX/7298opb4bwLe//W165513Vs0cpbRv+Xp6eujSpUvpGWecQV9++WVKKaXLly+n5513Hr3//vur\nRr6//e1v9KSTTqKnn346Pe+88+hpp53GfYPYfVu/fj294oor6P/7f/+v1/WVLh+lvWU8/fTTaT6f\np5RSmslk6Pz58ymllN5xxx30hBNOoH/5y1/o888/X9X3kJm/mXvGlVdeSRcuXEgp7W1mrHT53njj\nDXr88cfTM844g37zm9+kP/zhDymllN5zzz308ssvpx9//DH/7sqVK+mpp57K5y6llS9fJWC3mFOL\nxSJ++9vf4vzzz8dTTz2FCy+8EH/+85/xi1/8AoB/2hg1ahQmTZoEx3Fw3HHHYezYsVi9ejUIIaFT\n8he+8AVMnjx5d4jRL0rlu+CCC/Dss8/i3nvvxQEHHICNGzfi9ddfx0EHHQRKKb70pS9h7733xqpV\nq6BpWtXJd+GFF+Lpp5/Gb37zG8ydOxeEEFxxxRVYsGABbr75Zlx55ZXQNA0rVqwAgIqXD/DNpgDw\n2muv4b333sNLL72ETZs2Qdd1fPGLX+QnwZ6eHrz88ss48sgjAfhmAFbuhaESZexLvi1btgDwTVWM\ncZsyZQocx8FRRx2FMWPGYO3atVUxR/uSb/PmzQCAhoYGJBIJdHV14ZhjjoHneZg1axYmTpxYNc9g\nPp/H3XffjQULFmDJkiX43//9XxSLRdxzzz0AgGnTpgEA9tprL5x88sloaWnBq6++CkCMTSXLB/Qt\nY6FQwH333QfAzyPGnrWzzz4b27dvx3e/+10kEgnOVlWyjP3dQyYfw9FHHw3LspDJZHqZGStZvo6O\nDvz0pz/FxRdfjCeffBLTpk1DLpcDABx44IEoFot4/vnn+fcPPfRQDB06FM899xyA6tgnKgG7RYnL\n5/N49913sf/++wMAjj/+eNxwww246667+CYBAK2trdzPaNSoUTx0uNJLZ/Ql349+9CPcdtttSKfT\nmDlzJhoaGvDOO+9wWfbZZ59eCmqloi/5brzxRtx6660AgJtvvhk//elPMX/+fLz44osYO3YsRo4c\nyf0XKl0+ANB1Ha7roqWlBV/72tfQ1dUVWnCYj+PTTz+N5uZmzJw5E4Av+/333w/Lsipazr7k+8tf\n/gLAvz8XXnghbrzxRpimyZ/B4cOHwzTNqpijfcm3fPny0HcOOOAAvP/++3y9GTNmDJLJJIDKn6Nt\nbW1Yt24dpk6dCgBobGzE7NmzsXXrVgDgqSgMw8AhhxyCGTNm4Ne//nXos0pHfzIyZVzXdey///64\n9tprccopp+CYY45BMpnk3690DCQfe+40TUM2m92hz18l4r333oNt2zjllFMAAK+//jo6Ojrw2GOP\n4eCDD8a0adPw1ltv4a9//Su/ZsKECVWzz1cKdosSl81mMWHCBGQyGf7ecccdh6OPPho/+9nPAAD3\n3HMPLrroIqxcuRIPP/wwnnrqKcyePXt3dFcZfck3c+ZMHHbYYbjzzjsxb948HH744fj+97+PRx99\nFIsWLcKvf/1rzJ49uyombn/yHXnkkfjpT38KQggmTZqEjo4OdHZ24sEHH0RLSwsOP/zw3dhrdbS0\ntEDTNCxcuBB77bUX3nzzzV4O/h988AHOOeccPPHEEzj22GPR0tKCOXPm7NBRvlJQKt9bb72F999/\nHwCQSCTwyiuv4PLLL8eqVavw4IMP4sEHH8TJJ59cFXMU6Pv+tbS0APAVtqamJvzHf/wHXn31VTz0\n0ENYvHgxTjrppN3c6/LgOA5mzpzJ/cMAf5McP358r++OGjUKxx13HLZs2cLZuGrAQDJ2dnbioYce\nQk9PDx599FHcfvvt2GefffDoo4/uri4rYSD5GGN6yimnYNWqVVi1ahWA/gNUKg3jx4/H7bffjiFD\nhuCOO+5AXV0dpk+fjttuuw3f//73ceKJJ2L06NG49tprsXz5cixevBgvvfQSDj300N3d9erC7rLj\nXnbZZfS6664L+RatW7eOTps2jW7dupX29PTQa6+9ll522WX0zDPPpCtWrNhdXY2EvuT76KOP6LRp\n0+iWLVsopZTecsst9Ic//CGdP38+982pFvR3/w488EC6adMmms1m6SWXXELnzZtHTz75ZPrqq6/u\nxt5GB8uv9dZbb9HvfOc79Pbbbw/5pZx++ul08uTJ9LTTTuM+jtWEHcn36aef0iuuuIJedNFFdM6c\nOVU3RyntLd+vfvUrLt/69evpD37wA3rppZfSr33ta/SVV17ZnV1VhvzsrV+/ns6aNYu+//77oe8w\nWTOZDF93zTPvOgAADI9JREFUqgn9ycjkWrt2bej7O0rXVIkY6B6y+fu9732vrJyilQpZzkwmQ6dM\nmcJ93/7zP/+TXn311XTu3LlVt89XAnaZEtdfziw2KVeuXElPPPFE+uyzz/L3enp66Lx58+jTTz/N\nv5/NZndVFweFwcj3pz/96TPrZ1QMRj7ZibySN47+ZOwPd9xxB7300kv5QtPV1UX//d//nf7xj3/c\nFd0bNKLKV6rMdHZ27sxu7TTsLPmqbY3pC48//jh38qeU0u7u7oqVS8ZgZOzq6qLFYpF6njdgMuPd\nhcHeQ5Y3jQVzVBoGkq80EIMp2eeddx698847y24nRv/Y6eZU5ivE7PkrV67E+vXr+We6roNSikMP\nPRTHHHMMnnjiCbz22msA/HBq13Vx4IEH8vbq6up2dhcHhZ0h3xe/+MXd0/kysDPkk31SRo0a9RlL\nMDAGkrG/759xxhkwDANLly5FV1cXmpqacNNNN/Wb1mB3YbDyPfXUU6Ei0s3Nzbu6y0rY2fJV2xoj\ng1IKx3Hw+OOP83l466234rDDDsN77733GfZaDTtDxsMPPxyrVq0CIaTi/Px29j3sK3XR7kS58jHX\ni9dffx3vvPMO0uk0MpkMDMPACSecwL/XX47NGANjp48ccxJ+/fXXceWVV2LIkCE8SR+zdTNl4Ior\nrsAdd9yBH/7whzjuuOPwl7/8BUcddRSGDh1asc7TsXzVLR9Qnox9fX/MmDE47LDD0NnZCdM0AVSm\n8+3OkK/SNkUZsXwChBBks1ls2LABH374IU444QSMHj0aS5YswaRJk3ZH98tCrcsYyyfQ09ODhx56\nCO+88w6+/OUv45lnnsERRxyB0aNHV/Q+US0glA7eS1K+Ed3d3fjd736HNWvWYM6cOTjqqKNw0003\n4c0338SSJUv45seSFhYKBaxatQpr1qzB+PHjMWvWrMF2Z6cjlq+65QOiydjX9f0l29zdiOX7/Mr3\n3nvvYe7cudhvv/1w2WWXVWxwRq3LGMvX/z6xfft2rF69GqtXr8aUKVNw/PHH705RaguDscX25YfQ\n0tJC58+fT48//vjQ+0cccURZxdArCbF8AtUoH6W1L2Msn8DnWb7HH398l/RvZ6DWZYzlE6jGZ7Da\noV9//fXXR1UA2Yn2vvvuw9KlS2FZFo444ggkEgm88MILOPzww7HHHnsA8HNM3XbbbTjzzDMrzgel\nP8TyVbd8QO3LGMv3+ZbP8zwQQio6EWqtyxjLV93PYLVDSYn7+OOP4TgOT8b37rvv4uKLL8batWvR\n3NyMRYsWYezYsTjhhBPw0Ucf4dVXX8Vpp50GwM+4/Mgjj6ClpQWnnnrqLhFmsIjlq275gNqXMZYv\nlk+WrxL9iWpdxli+6n4Gaw1lK3HvvvsurrvuOl52CABuu+02TJ06FbfddhumTZuG1atX44UXXsA3\nvvENNDY2YtmyZWhsbMR+++0HAJgxYwZGjx6NCRMm7DKBoiKWr7rlA2pfxli+WL5Klg+ofRlj+apb\nvlpE2UrcqFGjsGbNGmzYsAFjxoyBruv44x//iIsuugh1dXW47bbb4DgOtm3bhmw2i69+9avYsGED\nFi9ejLPPPhu6rmPkyJEVe2Nj+apbPqD2ZYzli+WrZPmA2pcxlq+65atFlKXEMZv98OHD8dxzz8Hz\nPBx77LE46qijkMvlcN5552HUqFFYuHAhPv74Yzz11FM48cQTsc8++6C+vh4HHXQQdF2vONqYIZav\nuuUDal/GWL5YvkqWD6h9GWP5qlu+WkVZShy7KXvssQc2bNiAd955B8OGDcMBBxyAp556CiNGjMAN\nN9yA+vp6vPzyy+js7MTGjRtx1lln4dBDD4VhGBV9Y2P5qls+oPZljOWL5atk+YDalzGWr7rlq1WU\nneyX5XuZO3cuVq9ejZdffhmHHXYYWlpa8MEHH+DFF1/E4sWL0dTUhEWLFnGnyGpBLF91ywfUvoyx\nfLF8lY5alzGWr7rlq0WU7RPHNOyGhgbYto0VK1bgwAMPxMyZM/H+++9jyZIlOOCAA/CjH/0IiURi\nV/Z5lyCWr7rlA2pfxli+WL5KR63LGMtX3fLVJFSSyrW3t1NK/aK2s2bN4oXci8ViVRRbHgixfNWP\nWpcxlq+6UevyUVr7MsbyxagklG1OXblyJZ5++mnMnTsXuq6joaEBw4cPBwAkEomq18pj+apbPqD2\nZYzli+WrdNS6jLF81S1fLaJsJW7ixInI5/O4+uqr0d7ejksuuQSHHXbYruzbZ4pYvupHrcsYy1fd\nqHX5gNqXMZYvRqWBUEqpygUtLS2YNGlSzWrksXzVj1qXMZavulHr8gG1L2MsX4xKgbISFyNGjBgx\nYsSIEWP3Q9vdHYgRI0aMGDFixIihjliJixEjRowYMWLEqELESlyMGDFixIgRI0YVIlbiYsSIESNG\njBgxqhCxEhcjRowYMWLEiFGFiJW4GDFixIgRI0aMKkSsxMWIESNGjBgxYlQhYiUuRowYVYsnnngC\nxx9//GfyWw8++CBc1wUA/OpXv8I3vvGNz+R3Y8SIEaM/xEpcjBgxqhqEkF3+G2+88Qauu+46rsR9\n85vfxF133bXLfzdGjBgxdoSya6fGiBEjxucVnueFlMV0Oo10Or0bexQjRowYMRMXI0aMKsInn3yC\n888/H9OnT8fcuXOxfv16/tlHH32Eb37zm5g+fTpOPPFE3HbbbZw5++tf/4qZM2figQcewNFHH40j\njjgCP/nJT+B53oC/uXHjRvzzP/8zKKU46KCD8MYbb+BXv/oV5s2bx9s+9thjsWTJEsycORMHH3ww\nfvzjH+OTTz7BOeecg+nTp+O8887D1q1beZtvv/02vvGNb+Cggw7Cqaeeivvvv38nj1SMGDE+D4iV\nuBgxYlQFbNvGxRdfjKFDh+IPf/gDvvWtb+G+++4DAFiWhYsvvhiTJ0/GE088gZtvvhnLli3Dz372\nM359W1sbHn30Udxzzz34+c9/jqVLl+LnP//5gL87evRo/PKXvwQhBMuXL8f06dMBhM24nZ2dePTR\nR/HrX/8aP/rRj/C73/0O3/rWt3DJJZdg8eLF2LZtG+644w4AwPbt23HxxRfj5JNPxpIlS7Bw4ULc\nfffd+P3vf78zhytGjBifA8RKXIwYMaoCr7zyCrZv346bbroJEydOxKmnnor58+cDAJ588knU19dj\n4cKFGDduHA4//HD84Ac/wP333w9KKQDAdV3813/9F6ZMmYKjjjoK//qv/4oHH3yQf94fCCFobm4G\nAAwbNgymafb6juu6WLhwISZOnIivfOUrGDZsGE4++WTMnDkTBxxwAE4++WR8+OGHAIBFixZhxowZ\nuPDCC7H33nvjy1/+Mi677DKukMaIESNGuYh94mLEiFEV+OijjzB27Fg0NDTw9w488EA8+eST+PDD\nD7Fu3TocfPDBoWscx8GGDRsAAI2NjZg0aVLo2u7ubmzbtg2jRo0adP/GjRvHX6dSKYwdOzb0v23b\nAIAPP/wQL7/8cqivnufBdV04jgPDiJflGDFilId4tYgRI0ZVgBDSizVjCo/neTj00ENx00039bpu\nr732wubNm6Hreuh95g+naTvHIFGqfPXXruu6OO2003DZZZcN2EaMGDFi7AixOTVGjBhVgf333x//\n+Mc/0NnZyd9bvXo1CCGYOHEiPvnkE+y5557Ye++9sffee2Pz5s347//+b66sdXZ2YvPmzfzaVatW\nYfjw4Rg58v+3c7csqoRhGMcvGTTYFBaTiAh+B5loF4uCKGMRqzYHFAQRbCIYFct8B5NlqlhEUMS3\nr2ARweKGw9m2Rw+77DL4/9WZee572sXz9vaw9ndeY5JIJHQ8Hj/6jEajWq1WXFkC4L8R4gB4QiqV\nUiwWU6PR0G6302w2k+M4kqRMJiNJsm1b+/1ei8VCrVZLfr9fgUBAknS/32XbtrbbrVzX1XA4lGVZ\nT9UOBoOSpPV6rdvt9qX/KBaLOhwO6vV6Op1Ocl1XnU5H4XD4S+MCeD2EOACeYBiGRqORJCmfz2sw\nGKhSqUj6s+dsMpnofD4rl8upVqvJNE11u92P730+n9LptCzLUrPZVKlUUrVafap2MpmUaZqyLEuu\n6z58/18zd5FIROPxWMvlUtlsVu12W4VCQfV6/aleAOAv3/3R0SwA8Lj5fK5yuazNZvPbrQDAt2EX\nLYCXdr1edblcPn1uGIZCodAPdgQAzyHEAXhpjuOo3+9/ugQaj8c1nU5/uCsAeIzlVAAAAA/iYAMA\nAIAHEeIAAAA8iBAHAADgQYQ4AAAADyLEAQAAeBAhDgAAwIPeAZEV0rlW8vgMAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12b680470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hourly = (\n",
" df.dropna(subset=['dep_time', 'unique_carrier'])\n",
" .loc[df['unique_carrier']\n",
" .isin(df['unique_carrier'].value_counts().index[:5])]\n",
" .set_index('dep_time')\n",
" .groupby(['unique_carrier', pd.TimeGrouper(\"H\")])\n",
" .fl_num.count()\n",
" .unstack(0).fillna(0).plot())"
]
},
{
"cell_type": "code",
"execution_count": 250,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sns.set_style('ticks')"
]
},
{
"cell_type": "code",
"execution_count": 251,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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hS/y98cYbPPzww0ycOJHMzEz+9a9/MXfuXAAOHjzI2bNn+cY3vkG/fv247bbb+NGPfkRC\nQkJH7YJAIBAIBIJOQLh6eyH79u2joaGByy67DIAFCxawbt06df2bb77Jt771LYxGI2PHjmXw4MFs\n3Lixq6YrEAgEAoGgnRAWvw7AbDLwx8VXdFtX7/r166mpqeHSSy8FwOv1UldXx+HDhxk6dCibNm3C\nbDbz1ltvAdDU1MS6dev4zne+0yHzFwgEAoFA0DkI4ddBmE0G+mcndfU0ImhsbORf//oXr776KoMG\nDVKX/+pXv+K1116joKCA4cOHs3btWmRZBsBut3P99dfz6aefMnXq1K6aukAgEAgEgnNECL9exoYN\nGxg6dCgTJ07ULL/pppu455572Lt3L9/73vfIzMxU12VlZTF79mxee+01IfwEAoFAIOjBiBi/XsYb\nb7yhJnGEc/HFF2M0GiktLeXaa6+NWD9v3jzef/99ysvLO2OaAoFAIBAIOgBJVvx5PZzi4mKuuOIK\ntm7dSm5ubldPRyAQCAQCgaDbISx+AoFAIBAIBL0EIfwEAoFAIBAIeglxCb/Nmzdz7bXXUlBQwHXX\nXcd7770HwBdffMGYMWOYNGkSBQUFTJo0ibVr16rvW7lyJRdddBHTp09nxYoVhHuVN23axJVXXklB\nQQF33303VVVV7bxrAoFAIOgpyLKfqtI9OJvOdvVUBILzmlaF34kTJ3j00Ud56qmn2L9/Pz//+c/5\n8Y9/TG1tLUeOHGHWrFns27eP/fv3s2/fPhYtWgTAunXr2L59O5s2bWLz5s3s3buXl156CYCjR4+y\nbNkynnnmGXbt2kV2djZLlizp2D0VCATdDqe9khOH3qDk+BZ8XldXT0fQhVSX7uPEF69zdNdq/D5P\nV09HIDhvaVX4DR06lI8//pgLL7wQr9dLRUUFycnJmM1mDh8+zOjRo6O+b+PGjdxyyy1kZWWRlZXF\nXXfdxdtvvw2ErH3jx4/HYrHwyCOPsGPHDqqrq9t37wQCQbem9PgWqkp2U1b0PiXH32lxrCzLVJ/Z\nT+nX7+L3eztphoKOwudxUHJ8CxXFn1Bd9hkVJZ8ElnsdVBTv7OLZCQTnL3HV8bPZbBQXF3P11Vcj\nyzLLli0jKSmJI0eOYLFYuOKKK5BlmauvvpqHHnoIs9lMYWEhI0aMULcxbNgwioqKACgsLKSgoEBd\nl56eTlpaGoWFhZr6cQKB4PzB7/NQfPwdkGXSc8aAZKC+6ri6vuL0J/Qd+g2stujXgLKirZR+9b+B\nF7LMgBFXdca0BR2As+ksX+1/GZe9Mur64mPvkJIxnMRUUaFBIGhv4i7gPGDAAA4ePMinn37KPffc\nw+DBg8nMzGTatGksWLCAyspKHnjgAZ577jkeeughHA4HCQkJ6vsTEhLw+/243W4cDgc2m02zfZvN\nhtPpbL89EwgE3Yqzp3ZQceojACpOfxxlhExj7YmYwq+x9mTYtv5Nv2HfwGC0dMRUBR3MiS/WxxR9\nAMh+6iq/7JHCz+d1cfbURySlDcJsTcGW3A+fx4HBZEWSRD6loOuJW/gZDIETdsaMGVx99dVs3bqV\n559/Xl2fm5vL3XffzTPPPMNDDz1EQkKCRsg5nU6MRiMWiyViHYDD4SAxMTGuudTU1FBbW6tZVlZW\nFu+uCATnTGNNEQ01hWQPnIrZmhqx3u/z4HE3xBQxemmqO43ZmoIlIb1dttfZyH4f5Sd3RF1nsWVi\ntqbQVHsSe30JWf0nRR0XHvfl8zpoqCkkLTu/Q+Yr6DhkWcbRUAqA2ZqGx1WnrktI6ovZmkJD9Vd4\n3U1dNcU2I8syJw6tp7b8oLoss/8kqs/so8+QWQwadV0Xzk4gCNCq8Nu2bRuvvPIKL7/8srrM4/Eg\nyzJPP/00999/P0lJgZ60TqcTq9UKQF5eHkVFRUyYMAEIuHfz8vI06xSqq6upr69X17fGunXrWL16\ndZy7KAgnPz8fm82GJEnIskxycjKXX345jzzyCKmpAQGzZMkSMjIy+OlPf9rFs+2e1Fcd4/jeFwBo\nqDrOyKl3a9Y7Gss5vu/PeJy1DJ+wkIx+E9r8WbLfR/HxzZw9uR2LLZNxM3+GJEnnNP+uwO2swetu\njLqu39DLcDSeVYVfLPw+t+Z1Q/XXQvj1QPxeJ35/QMQPGTsfe91p7A0leD0Oho1bQMnxLQB4PdHP\nl+5MY02RRvQBVJ/ZB8DZk9vJHflNas8eouLUR/TPu5KUzBHRNiMQdCitCr+xY8dy6NAhNm7cyHXX\nXcf27dvZvn07f//737nnnnuQJImHH36YkpIS/vSnP7FgwQIArr/+el588UVmzJiB0Whk7dq13Hjj\njQDMnTuXhQsXctNNNzF27FhWrVrFrFmzSEtLi2vSN998c0TbsbKyMm699Vadu9/7kCSJN998UxXZ\n5eXlLF26lEWLFvH3v/+9i2fXM3A0htrWNdR8TfWZ/WT2D8WslhzfgscZsEifKdpKet/xbRJrst9H\n0ed/pSZ4I3E7qvF7nRjNtlbe2f1wu+rV/y+YdAeVpXtwNpVjTcwhe+B0qoI3R0dDCbIsRz1esl+b\n6dlQdTzmWEH3JfxcSEjqEyHeTZaAIcET40GhO1NVurvF9fu3PoocTEwynLAI4SfoEloVftnZ2fzh\nD39gxYoVPPHEEwwdOpTnn3+evLw81q5dyxNPPMGMGTOw2WwsWLCAhQsXAvDd736Xqqoq5s+fj8fj\n4YYbblCFWX5+PsuXL2fJkiVUVVUxZcoUVqxYEfekMzIyyMjI0Cwzm806drv3Isuypp5i3759WbVq\nFZdeeikffvgh3/jGN7pucj2E5qUmir74O4mpA7Em5lB79gvqKg6p6xwNpTgaSklMHRh1Wz6vk5Lj\n/8JpP8vg/HnUVhwiJSOPprqTnD76/yLGu1312Hqg8PM4Azd7g9FKavYoUrNHadZbbVlA4HjIfg9S\nlNg95binZY+mrvII9oYSasoPkNlvYgfPXtCeeMKEX7QwCZMlGaBHunprzgZ++7mjriMtO58TX7xO\nU90pdb0clo1uD7q7BYLOJq4Yv8mTJ/OPf/wjYvnQoUPV2nzNMRgMPPjggzz44INR18+ZM4c5c+bo\nmGrPwuvzUumo6ZTPyrZlYDLGHa4ZQWJiIpMmTWLv3r1C+MWBYnmy2rLw+Vx43Y2Un9iGLPuoKt0b\nHCUBAYHtbDobU/iVHN+iJjoc+ug3UceEx0F5XPXYkvu23850Esr8o93oAUxhYtbrcWCJJvyCxz29\n7zj8speGquOcPrKBlMwRmINiQQ/OpgqQJBISsyM/y+ehsmQ3tuR+pGTGF4IiiA/lXDCaEzEYIq9b\nPVX4yX4ffm8gdt2W3I+EpD7kTbyFE1+8Tn3VsYjxPq9DWKwFXULb1YIgJl6flwe3LKOiqXO6keQk\nZfHf1yw7J/GXlpZGXV1d6wMFaqyZxZZBcsYwznz9LpUlWhdPzqCLaKw9gaOhtMXsRXcrDwfmhHQG\n59/IiUPr8XnsGmtJT0KZtyWG8At3X/u8DiAy7EM57gajhSFjvs3hj1fi9TRRcmwzA0ZcjdtZQ0N1\nIX2HzooqKMJxNp3l8M5nkCQjYy95RJM0I8t+ju99gcbaQBzy0PH/FTPhRKCf1s4Fc9DV63U39ihh\n5A8LRTAYAh4oszWVCybfib2+hKO7VyP7vfQZfClnT+3A73Pj89hV13Zzaso/x+2sJaPvBCwJ8YVB\nCQTxIISfAAhkSg8cGN0q1Zuoq/ySypLdDM6/IaZ1SrnAG4wW+gy6hJryz3E2BrLKE5L6Mubih5Ak\nA18feA1HQylOe+wHAH+zuDUkA4kpA3A7axk19R4SkvoAYPkqFUcPFn5KXJc5xg3MaAoTfh5H1DGK\nq9dgsGC1ZZDRdzxVpXuoKv2UusqjeD1NIPvxeZrIbSV7svTrd5H9XmS8VJzeycALrlHX2RtKVdEH\nUHHqIyH82hH1XLBGPxcUi58s+3pUTGt4CEjzMkOJqQMZOeUunI3lpOWM5uypQIa7y1kTVfg5Gssp\nPPA/ANSUfUb+9Ps7cOaC3oYQfh2AyWjiv69Z1mNcvY2Njezfv5/bb7+9HWfVM/lq35+BgHXpgknR\nj4cqQIxmTJYkxlz0Y0q//j+qSj5lUP71aq0uJW7N5WhB+AWtWCmZIwKxb1kjsSX3B9BYOszWVByN\nZT1W+HnUm310MW0wWkAygOzH640UfrLfhyz7gmMD1pTE1FyqSvcA4HU3qGPLT26n3/ArMJljl4eq\nrzyq/l9R/An9h1+pbtfRcEYz1tFwBln2ixps7YTXFUjaMFtToq43mUNCyONu7KHCLzLmPDl9KMnp\nQwNWTIMJ2e/F7agmKUqtQrczVK6sqe4UHndjm8IZBIJoCOHXQZiMJvol53T1NFrl9OnT/OpXv2LC\nhAlcfPHF6vKmpibKy8s1Y3NyctR6jucjrjChHi4MmqNa/ILuHEkyMHDEHAaO0MasWhODwq8li19Q\n+KVmjaLf0G/EHKcIJvd5KvwkScJoSsDnsUe1+GncaKrwi22h/vqzVxk19Z6o62RZxhdWGsbnsfPl\np3/ggsl34Pd5OHnoDSAQg+bz2PH7Pbjslar1VXBu+ILCPpagCxc4Xk8T0P2vo9D8HI1dWFySJCwJ\nGbjsFTFDPfw+bd/qhqqvyOzfu5KYZNkPsoxkMHb1VM47hPDrZUiSxLe//W0kScJgMJCens5//Md/\nRCThrF+/nvXr1wOocTb/93//x6BBg7pi2p1CQ/VXmtd+nzvqBTzc4tcSisXP627A7/NEHR/vthS3\nmMdZ2+K47ooSqB8rngnAFBRavigWP401JSi4E1MGxNxWY01hzO9Pln0g+4PzScbrbsRef5oDHyzV\njEvvM5bqM/uR/V7sDWeE8GsnvEFhH+7eD8dgSkCSjMiyL2btx+5IeJ1J5RyNhdmagsteERS2Ubbl\n1dasrCk/2KuEn9fj4MjOVRhMCeRPux+jSXToaU+E8OtlHDlypNUxTz31FE899VQnzKZ70Vz4NdUX\nk5IxPGKcmmTQysXdkhCybsXq4uELS1hoCSXz1NlU0aMC3iHw5O4LZjuaYtzsAYymQItHbzSLX5T4\nKYPRQt7EW3HaKzCZk6irOExmvwIKD74GBNxl0cSaHLatIWNuorrsM2rKDkSMS0odhL2+FEdDCc6m\ns/HsqiAOWjsXJEnCZEnG46rD04Mye1tz9YajhCHEylz2NbP41Z79Apejut06AXV36iuPqu7uypJP\n6DtkVhfP6Pzi/PXbCQQ6kGWZhuqvNcvcjuqoY8OTO1rCZAnFMHlcDVHHxLsta1LA3eXzOnpcmQuf\n14VS2qaleC1lXVSLnz/MmhJ2U03vM5Z+Q79B9sCp5E28hbQ+Y9R1Md1oYS45iy2T4RNuZvDoeZox\n6X0nkNm/QM0wjZVwItBPyNWbEHOMKSyzt6cQfo5KrWSVq/sXy+IXfCC0JuYEYx7lqA8n5ysNNaFr\nccXpT7pwJucnwuInEAAue6WmZyhoA6zDUZ7spVYsfkZTghrEHZ58oCDLcliJkpa3lZAUinNy2s9i\ntvacQO9w0dRSwoViAfJ5nBHrWsqYDMdgMGG2puJx1eOK+f1FuuRyBl1MRr8Czp7aQXrOGBKDAfeK\nOzKaGBXoR5Zl9XyI5eqFQJyfgx4m/MKuC60lAikJLF63Pep6xeJnsiSRnD6YqtK91Fcdo9+wy9tx\nxt0Ht6OGuqpj2OtP01hTpLGwu+wVeN1NLYaJCPQhLH4CAVBfdRwIiLW07NEAuB0tC7/WxJokSWqg\nejSLX3ismbE166E5US1z4WyqaHFsd8PnDd3cWrrZhyx+kTdDPfFTSk2+2IHzoe4J4SLSZLYxIO8q\nVfQF5pQQnFOkGBXoR/Z71ezsls6FkMWv51i3Q9b71rtItdaWzu8NCD+j0UJqVqDLTUP1V5pC0I7G\n8qA1vefz1f6XOXX4TSqLd0UNqwjvfiI4d4TwEwgIZfGmZI3EkhiIo3E7W3YVtuaehZC7N5rw04qZ\n1reVkBiw+rVUELo7Eh6z16KrNygEvC1a/KRW3WgWW6CdY+zvL7rbuKU5CVdv+xBuOW3Z1Rt8YOqB\nFr/WHkwgzOIXw9Ubiv21kpJ1AZIUyGw9vvcFKk7vpPbsFxz++Hd8/dmr7TH1LsXlqMbReCbquoSk\nQJciIfzEkezYAAAgAElEQVTaFyH8BL0ev89DfTCxIy17FBZr0GLUiquwte4QEKpV5oni6o3Xfamg\n3Ax9nujuoe6KIpoMRkuLx0xJ7ohmXVPEmsFobjWxJfT9Re9EEy1DOPacgmK0kyx+9vpiig7+NarV\nw+Oqp/zENlz2Sk2/7Z6E5iGgJYufOdi2zdOThF98iVoQsvj5PI5A2ZKIbQUtfiYrZksyeRNvVded\nOvKWKvgaqo/3KKtoNBRvi8FopeCKX5GaNRKAAXlXkZQ+GICmutNdNr/zESH8BL2exppCtf9uatYo\nLLaQ8It2g5V98Vv8VOHXmsUvDveQYi3rLBHSXigFmVu60UPoeIYfFwU91hTlOPljHCc91kOT6urt\neIufx1XPkU/+m+qy/Zw89GbE+tNf/pPiY5v44t+/5sjOVVGPU3cn/DiaTLEtfuYe2K9X1uPqVYtU\ny9HrVnpDFj+AtJx8rInR6xnWVx9vw2y7D401hQCkZAzHYLQwbML3yJt4C/2GX0FSaqB8WFP96R77\nsNMdEcJP0Oupq/wSAFvKACwJaViCNfP8PneEeJBlOaKAc0uYg67eaMkdWuEXh5VAsYj1MLejYqE0\ntdKBwRi8yTUvXgv64qdUy2GU7QS2FbLYtmY97CxXr8fVyMHtv1JfN9YW4Qxz6fu8LmrPfqG+djSW\n9UgrSChxR8JgssYcFx4DF+uGL8tytxKG8cb+graeZTR3tk+1+IWuC4NGXae6fMNpqPoqYllPQrHM\nK6WXTOZE0vuMQ5IMJKUFLH4+j73Hhbh0Z4TwE/Rq/D6PekNNy84HtBfl5jXlZH94YoCeWJ4oCQtR\nulG0REvlTrozasHeFjJ6AQzBm5yvJYtfHAJZEZCxEjJ0bUvN6nVGdcm1F86mMjXRR6Hws//B626i\n5PgWPnv/F5pzD2LHMHZn1FIupoQWM19V67DsVy1p4biddRzb8ycOfLiMiuKOL/fhcTdyfO+fOVP4\nXswx8db3BG1bumihG36f1uIHkJYzmoIrnyKjn7aQc2PdyVY/rzujPBRHa+FnS+6nHs+m+p73oNNd\nEcJP0KspP7kteAOVyAxeUMNdks0zTNss1qIWJdZn8eupiQbKMWzN4hfu6m1u5dFzU1UsSbEyHpXv\nUIrr+1PckXJM16rPe+4u1/C4w8GjvwWAo/EMBz5cRlnR++q6lKwLsKUEWtXFylruzoQLv5YwhlkD\nmwt4v8/Dl58+T2Ow1lvt2UPtPMtIygq3Ul/1JaVf/a/G8qqZl46kr8CYgLU52nmqLGu+LUmS1I5A\nCs7G8h53TQhHCYMxRRF+ksGo1jCNVWVBoB8h/HoZ+fn5FBQUMGnSJCZNmqT+v3jxYkpLSxkzZgyH\nDx+OeN8nn3zCpEmTsNt7VmJBa1SV7gUgJ3cGtpT+gDbztLnFT28mrtZiFF3MSAZTq3W/wufl7WEW\nP+XG3erNXrFuyP4I65Y+K11CcDMeZL8vYr2ueMHwh4AoN9ev9r/CZ+8/ype7n8frbsLvc7fpJhxu\n4cnOnU5m/0lRx2X2nRgqV9NC+z6f10VdxVH8zY5jV6OI5JbcvKA9V5oLo8bak5ri6o6G0nacYSQ+\nr5PKkt3q64riXVHH6XH1SlLI1R0tJEFN7jBGHqfE1OatCuUeaw3z+zzqw4DZEr2Pt9rlJEYGtEA/\nooBzL0OSJN58803y8vKirp85cyYbNmxgzJgxmuX/+Mc/uOGGG0hMbNld15NwNlWocSOZ/QvU5QaD\nCYPREvUmrqctE4QsRrLsw+/zaGJ29AgQCCtwHBSRPaVtW7yiLXx9oM9u6LiEZ/W2hkY0+FyYDNpz\nti0iEgKC20KG+lqWZeoqAtamxtoiDny4DEkyIhnNjL34ESwJaTTVnaLk+Baa6k5htqaSN/FWbMl9\nIz4nXDRIkoFh4/+L1KyRnDz0BkZTAl5PEwZTAul9xqqlL1wtuHpPf7mRqpLd9Bk8k0H5N7S6n51F\nvPGx4cKwuTDy+7QWQI+rHo+rIaqrsD2orTiseeCL1S879HuOr6+s0WjF73WqNfvCUcu5ROlRm95n\nHDmDLsFkSaL6zH5c9gqaak+q2bA9ifBqB7G+P8Ut7hPCr90Qwq+D8Hs8uCqrOuWzrNlZGMzxiQdZ\nllvMjvrOd77D448/zuLFizEaA4HEjY2NvPvuu7z++uvtMt/uQu3Zz4GAVUcJIlYwmmz4fe4I65pe\nV6/JFBIdPq+jmfCLv/xDYE5BESL78ftcrVrQugvxCtzw4+DzuTERioPSY01p7iZs3i0kJCJbv/yF\nu6ebdxRpbpWEgMCXvT5Of7kRv8+t1oeEQP3FypLdDBp1XcT7QnMKHYOsAZPJ7F+AJBmw15dgMJox\nWZLCClTHtvhVBS1UZ0/9u3sJvzi/x/Bzu7kwUkSRJBmDcZcyTXWnSe+jfVhtL2rOfKZ5HbP9Ypxd\neBSMJiseF/h8URLIvLEtfpJkYPDoGwFwO6pw2Sto7KF17sKPZUzhZ1H6Gp9f3qauRAi/DsDv8bDv\n3gdwne2cxu7WPn2Y9PyzcYu/lrj88ssxmUxs27aN2bNnA7Bx40by8/MZNWrUOW+/u+D12Ck/uQOA\njH4XIhm02XImsw2Pqy4i8FpPDTjQFqkNuDTSIrYVt/ALFyFeZ88RfnHG1IULtuaZvaEYv3jip8K2\nE8WaIuuwzATabxmRZV9EUk24FShn8CXUVRxRXZC15Qejbq95W0AFX4wYRiUEIDF1oLos5OqtQZb9\nrYYJ+H2euMVIRyPHa/EzmMKOe7MYv+B3aramYLIkY68vpqxoK2k5+XGFTOiaryyrfWMz+k2kpuwz\nvJ4m/H5vRE1KPdn+EDpPm7uyAw8UcnBMy+doUtoQqkr30lR3qkd5ARSUxA5JMsYs99RSgpwgRE35\nQU4f/X8MHj2P9D7jWhwrYvx6IQsWLGDatGlMmzaNqVOnMm3aND744AMAjEYj3/rWt9iwYYM6/q23\n3mLBggVdNd12p77ySw5/vCrYB1Si39DLIsYY1biS2K7euJIDWogR8+m2+LUcb9ZdiVdoaVy9zRIm\nlFi1+I55uNiO3QUk3lisUGHpFoRf7kWMv3QJo2f8SFtyQzIwbPz3MFsD8UuttwGMo4NLcj8gIBDi\nad9nry9udUxnoefYh5J0mid3hOIhB15wDRDo7FB9Zl97ThUICHXl89KyQw++0XoI69k3CD3oNH84\n0XoVWhF+6UOAYLkTR+d4mNqT8MSOWKLVKGL84qLwwGt4XPVxdXMRFr8OwGA2M+n5Z7ulqxfg9ddf\njxnjB/Dtb3+bb37zm9TX13PmzBlOnz7Ntdde2x5T7XLczjq+PrgOv9eJJBkZPOZbWBOzI8aFkjK0\nT5lqaQnJELWmVnMMRgtIBpD9UdzG+lxD4W7HnpTgEW8NPq2rN4bFLx7BoGZMylEzJvXUBISApdXr\naYpw9fqiZGUnpg5k7MzFGAxGDEYrXk8TVlsmfp+Lk4ffjHlz1iX8knLUGFR7fXHUmEHJYFJd0dVl\nB0jOGBbXvnY0umI1jVZ8HnuE9Tf8gSk1ayRpOWOpqzhEyfEtZPSbGFdHnXgJF9YpGaFrpsdVr1pe\nFaK561tCtfjFONcDY1o+TlZb6NrlcdWTEOVa1p3xqjU+k2KOCSV3CItfLFzNMvxb8wQI4ddBGMxm\nbP37dfU0otJaBfSBAwcydepUNm3axKlTp7jxxhuxWOK7mHV3yk98iD/oJh059R4SU5pnyAUwxSjD\nEl5WJB63iiRJmEyKcIi+LWOcNwqN2zFKP9vuSijGr+XLTbh7r3npFD2B80rGpN/rjIif0rstCG/b\nFjveM/w7tNpCCSCKVccSLMHhdTfi87o1sZ6BbcUviCTJgC1lAE21J7DXl5A1YLJ2Wz6PJv6w+sxe\nckd+s1u4e/Uc+5ClNbowUo557shvUldxGI+rnqrSPeTkzmi3+SrCz2xNw5yQrp6fHld9xNh2s/hp\nwklas5Kb1QfLnnRNUIinvE8oucMRV2hDb0OW/Zw6rO3047JXqgWxoyGOoCAq3/nOd9i8eTP/+te/\nzi83b7AvZM6gi2OKPggrnRLD1avnJhqr8LLebWndjj3n6VePhS1W2zbdgfMx4qe024rvudcYo22b\nLstMYqb6vzuK1U9vvGdSai4QvZRJc8uIz+tUz/uuRl+STizhp61xl5CUQ0a/CwGoLN5Ne+GyV3H6\n6NuBz0jMRpKksBaMLQg/HVm9cG4WP+XBEnpeYXcIufFN5haEn6Xl9na9ncaaIuqrjmmWNbWS7COE\nXy9DkiS+/e1vq3X8lFp+11xzjWbc7NmzOXnyJEOGDGHYsO7hJjpXPK4GnE3lAKRkxnZ1AzEvpnoD\nuCF24WW9Wb0QXhC65zzd67khxqptpts9GxQN0fr1hr7D+I67ei54oseaAa32/LUkpKtjosXl6SlQ\nDWBOCCQJRW33FSb8FHdkXUVkbc6uQE300VOIu5nVNlotwKxg3UN7/Wnqgy0Y45+Tl6LP/8ahj36n\nEXSnjryt/m8LPiSaLIrwixLjp/McjVVovLd09IH4anyGZ+ULd28kTcHOLeaEdDXm09FY3uJ7hKu3\nl3HkyJG4xhmNRnbs2NHBs+lclGbgkmQkOX1oi2ONMeJK9FqeAtsKXNQiXIU6MlXVbcVwO3ZndPXZ\nNVrw0ILFL273bEsWP70ishWLrcHcqvtJkgwkJPXB0VCKo/EMGUxoti298Z5KpmNkwHv4OZs1YApn\nCt+j5uzn5I6a2+WZ4G0py9NcvEcLkUjJHIHBYMbv93B8358Zc/EjUWMfo3Hm63fVxJCqM/voN/Qb\n2OuLqa8KCMjE1Fz6DbscCFmfvFEs7m0p5xJ4XwsWv7iKjCuW0Z7zMKigPAzHyuiF5sKvCcjp6Gn1\nKBTrXnL6UIxGK021J3G2IvyExU/Qa3A0lgHB/o+tWNmUi02ElS4YO6XHSqfU8ou0GLXFbRzd7dhd\nkf0+tQdtXFYexdUbI+5JtzUlWoxfG62HsbNL4zsXbMFsXOU81G4rMKd44z3DA96bx+wq54ZkMJGd\nOx3JYMLnsVN+Yntc2+5I9FjMY7nrm7t6A/+byc6drr5urD0R95waa0O9bhuqA6Vb6ioDrjNzQjr5\n0+9XXbyxYn/lsG4z51rORTkXJMkYUWYqGj21lSPEZ/EL/JYlzXhBiKa6QNeW5LQhJAQfdhxNQvgJ\nBEDI/J0QhyVA22rNry7X65KDcLEWy3p47iKyu6InXikwRhFszcu56BRrxujxYYE56YzFai3RJ845\nhYRf5EVZb0aoGvcULOYdTihTMhFLQjo5uRcBUHVmb6uJXR2NrKucS/TvMJTVqy1unDvqetUl62qK\nv4Zq+DnaWFOE3++loeYrAFIz8zTWXKMpuicgPJkm/vJMsSx+Out7mhSPQs+4JoSjCr8W+nhLkiFm\naZ/ejsfVqIYnJKblYgsmdLgdNS32EBfCT9BrUOL74nEBhS5E2pIgbbLSKe7Z5hY/HU3dQ/PqWckd\nuuOVlJt9c4uK7kxcJcavHcq5mGK46nV+f4rwc9krI3ro6j2vNO6vZh0NFFGinHdKO0K3o1pt99ZV\n6HL7t1I/sXlmtCRJJKUOAqLHUcacU5jw8/tcHN31HA3BZJjkDG0scMjiF7uwezy1JqEFi6bOMk+x\nHkx6Anr7eAvhpyXce2BL7hdm1JBxOSpjvk8IP0GvwO/34gz25U1Ial34aVt1hS6oeoLTm28r1g1M\nl/CLISK7K35fmCUkjmNmtiQD4PWEgudlvw9Z9gW2oTN+KnoB52DLL7031nN09VpsSmavjMepzQrV\nG8MYXveseZyfUhRXOZaJqbmYg0keNWUH4tp+R6GnP3Uog1bbIq2l425NCtSxq6s8Ql1FfPHMza34\nSqa00ZxIeo62DVzswu764vIgFI7g97maeRX0PVCYYgjknkA8MX6B9coDYc+47nUWzqDwsySkYzQl\nYLaE2t55Y7QWBCH8BL0Et6NGjTVrqb6RgjGsx254IHebkjtazeptw7Z6yEVesV5AfPtpCoqV8GxV\nvVZDaCXGT4f4gPCsXofGVar3Bm1JCLXrc7u0HTx0J5yYbShxTxHCzxnYtiL2JEkiM1jupKp0r0Zk\ndDZ6LH5KtxOPu0EzZ8VC1tzVC5CQGPptnzq6IWJ91DkFf4eDRt9I7qjrScseTVL6UEZOvjOslEiA\nmBY/Hd02QtsK7+MdOk/1hpPEejDp7sh+n3rcWrX4mXtuAktH0VhTxOkv/x8Q6uYjGUKt7zwtdDoR\nWb2CXkF4HE1L8SQKWotfmPBTkzvOXazpbdkWmFd0V2h3RW9vY9XiF1YuQxsnGG+NtOjxYbIsh/rF\n6nT1ghwo/h08N3TfoE0JGEwJ+L1OPE5tz1691kNJMmA02/B57BHxZu6g8AvvLJE1YCrlJ7bhcdXR\nWHuClIzhcX1Oe6I3AcJiDQpl2Y/X3agKwZaOVXLGUPV/t6M6rp7WPtV1bCN74DT6Drk05ljV4ud1\naHrjas7zNrnrm9TXbc467yHXBIVwEdeq8DPFFrf2hlK8bjupWSPad4LdnLIT29T/E1P6q/+bLMn4\nvA687tjCT1j8BL0CPdXwIfDkpNxYNK7etpRgMcdKFGlLTcBEdVs9Ab3WOpM1isVPp3iE2F0RNEH4\ncX6HiuAAcIfVeWuLxVYRM4o4U7elU4xCWGZvswu8Oygqwy2MtuS+qhDsqt69Grd/HAI32nGXZbnF\njjcmcyITLntMfe1oaDmmMSBG47fcKtbf5kk1Wlfvubnr9Sb69NRyLuEPwq09jMeK95T9Po7vWcvx\nvX+i6PO/9bhj0FYaa09SV3FIfZ0z6BL1f7XkUJQanwpC+Al6BVqrUZwdG6LUzNOTlahgCotfUS5M\n4TeceEt4gNbl0ZUuu3jRBL3H0UNVsfj5fS71vVpryrndDNviNg4XIB5XyFKn19ULITHmDrP4+bzO\nkCVMl/U3MTinUCyP7A+1E2veSzYxdSAA9vqSuD+jPQl3+8cTX2myJAXakYEaExnYt4C7PZZYMFtT\n1ULLrSWzhJ9b8fwOjZqacpGxvxD/9cVgSlD3LzxBR+8DodplyOvo8qxtPXh1WfxiZHh7naporj6z\nj6LP/97Os+xe+P1eyk9s48vdq9Vl42Yu0TzkmVXhJyx+gmbs3LmTW2+9lcmTJzN9+nQWLlzI1q1b\nNWMOHz7MPffcw7Rp05g6dSrz58/nH//4RxfN+NwIT8qIt9djtJpdbercEdaOSAlO1mv9ULdlip5t\n7PO6qK86FpEt2tXI6nE3xXXclRg/CD2x6o0TBG0HEG1cXhu2ZTSr1hmNYGuDq14RY25Htbos1E5N\nIjHYii0elNIllcWf0FBdiL2hNNi6SdZ8lkJiStcKP1mn5VaSDGqwuiK4G2oCdfYkg0ndn2gori97\nKxY/vWEEmrg8T6RYi/c8h2C7tSiFuNtaziVghfS0PLgb4Q8rN2KMEq8ZTqwHueav66u+7HbXwPbC\n0VBG4YHXKD62SV2WkjlC0w4SwGSOTJBrjojx64X885//5Mknn+SnP/0pa9asISEhgQ8++IDHH3+c\nkpISvv/977N7927uvfde7rnnHp566inS0tL49NNPeeyxx/jyyy/5+c9/3tW7oQtfWxIpomTwtS0h\nIzyI2w5ktknMAJqsLbejGpM5cPM7ffRtqkr3MmDEHPoPvyLu7XU0eq0X4fvncTdisWWEtceSdMf4\nEbSsSmoPYH0uf3VeCWl4PU2all56XXIQyuytqzzCkU/+Gwi5fZPTh2qERWv0G3Y5VSWf4vM6OLbn\nD1Hm3NziFxCVzqazNNaeJDnY3qmzaIu11ZKQhsdVF+g+UnYAV1AwJ6cPbXEbtpT+1Fcda9XVq1f4\nhVsZo4o1HQ+EELBqet0NGuuM3nIuWo+CI6LMTXcldA2UWvUGxBR+vshQDnt9caudmXoSst9H+clt\nlBzfolk+csrdUfcz5OqNXfJLWPx6GS6XiyeffJInn3ySm266iaSkJIxGI1deeSWrVq3id7/7HdXV\n1fzyl7/kvvvu4/bbbyc9PR1Jkpg2bRpr167lr3/9K0ePHu3qXdFFW9xyIYtf+EW5DckdYRY/r2rx\n05+wAGCxZaiCVOk4IMt+qkr3AlD61b/i3lZnoNt6Ybap7i9FECmt9mwpAzDE4S6GUIwfNMuYbIP4\ngFBsXnhShttRA6BLrGUNmKK6ju31xdjri1XLZnrfcXFvB8Bqy2T4hTdHCDyA9D7jItxnAetANiBT\nfOyfuj6rPWhLrGZSWkCcelz1NNR8jdsZOOapWSNbfJ8tOWDxczSWtRgSofd3aDCY1N9fuIu9LQ8B\nEN6BJZrFT5+rF3pOtj9o91NJkolFzJqOYV4PxRvSFNaJ5XzgxKH1GtEnGUxMvPwJUjLzonZ2iVYZ\nIWJM+09TAODz+qmr7ZwfYVq6DaMpPg2/b98+nE4ns2fPjlg3ffp0cnJyeP/99yksLOSaa66JGDNk\nyBAKCgp47733yM/PP+e5dxZt6bhhtWUB2iKZbUnuMBhMSAYzst+jFl5uS9waBNxDyWlDqKs8Qm3F\nF2T2L+jWFzq9SQuSZMCW3BdHwxlOHXmbhurj1AbrsaVkxp+JGi56fF4X5qAObIurF8CcEBBrLmcN\nsizjdtTgCtaF1JMha0lII3/afYEuGn5f0DVoxGxNJqPfxLi3o5DeZxxpOWPwuhuRZRmD0YzBYI66\nbwajmQF5V1H0+V+x15ciy/643ZLtQVtEd+6ouaTljMFef1rTkaTP4EtafJ8t6Or1+1y4HTVYE7Oi\njvO14QHMYk3F4bHHiPfUafGL6urV25c6PJQk8p7jdtZR/OVGsgZMIS1ntK75dSR6rsmtu3olUrNG\nUlN+gMbaE/Tlsnada1diD9aVhMADTZ/BM1tMhoknuUMIvw7A5/Wz5tfvU1vdOcIvPdPGDxfPjkv8\nVVVVkZ6ejtEYvQdkdnY2VVVV6v/RyMnJobIydlXw7khbLH6Ka8zecCZ4kza2+QJvsabiclThslcH\n59M2ix9AUnpA+DVUHefAB49HrPe6myLqj3UVIRdY/JeaQfk3cuzTP+J1N1Bxeqe6PCUz/nINhnCL\nnyb7Ul9BaQXF4ldfeZT97y0JbcNoJSltcNzbgYDVtv/wK3W9pyUkyaBJQGkJpbK/7PfgdtZitWW2\n8o72oy1FjiXJQGrWCN2lOhKS+iBJRmTZR1N9cUzhFz6neJOszNY0HI1lmnjPc3H1gjYQX284SaCe\noUQg7jcyq7X85HZqyg9SU36QcZcu6dTvvCX0dL7RttAMldFRftsGk5XkjKGq8Asf09NR60zmz6PP\n4ItbHa98vy1Zf4Wrt5eRlZVFVVUVXm/0ANiSkhJV8J05Ez0+prS0NKYo7K7ojZuBkPCT/R6cTWfx\n+zyhC41O4aeKyPpAQ23FimgwmFsNbG5OZr+CsC4QkYRbKLsa5bjr6XSSkjGcUVPvIbP/ZNKyR5OW\nPZq+Qy4jLTt+C3O4FcSvcfUGb/SSIaqbJBZpOWPUm48shzqJpPcZo2s7XU1CYg5K4WdnY/z9bNsD\nVXTrPPZtwWAwkRSMYSwr3BrT3at2cZGMcc9JyaDUWPzacH2BkMXP2ViO1+PA67GryTcWW0Zc25Ak\nSZPZ2xxPWOmgL3Y8RdHBvyL7fbrm2RHoeYg2WYLhFLJf83tWEtyMRqsa7+Z1N+JyVLXvZLuQlsoX\nRSMpbbAmSS4awuLXARhNBn64eHa3dPVOnjyZ1NRU/vnPfzJv3jzNuh07dlBXV8fll1/OyJEjefvt\nt7n//vs1Y44fP86hQ4dYtmxZe02/U9D74wGwJmapBXcrincGEg9kPyDptvIkpuZSU36AusqjeN1N\n1Fd9CUByxnDdN0FrYibjZi4OxC8FYw6tidkc+eS/cTuqqa8+TkpmXitb6RyUm71eq2ZyxjCSM4a1\n+XMD7nUTst/bLDlHv+UXAqVQLvzGUhyNZWqCgcFgiujl2t0xGM1YbZm4HFU4m8pJy+m8cI229KY+\nFwaMuJpjn/4BR+MZHI1lJAazoDVzakNmttkapSRP8BzTu2+pWRdQVrQVl6NKY72XDCYy+oyPeztG\nUwI+jz1qS7PmiRPVZftxu+pISOrDwBFzusw7oOfYh9c89HiaQkXU1V6/VmzJ/TEYrfh9LhqrvyYh\nsWcZJ2KhxDEa4kzakSQDGX3Ha7wlzRHCr4MwmgxkZncPd1s4FouFxx9/nKVLl+L3+7n66qsxmUxs\n27aNJ554gocffpjMzEyWLVvGokWLsNlszJ8/n6SkJPbs2cPSpUv5z//8zx4V3wdti8GRJANZAyZT\nceojzY8oNeuCuF1rCklpucF5uDnw4TJ1eUobq81LkiHiRpbeZyxnT+6gpuwgA/Ku7hauDr1dMtoT\nsyUFt7NGk4krt9ElB4Gi3ompA9V6eD2VhOR+uBxVVJbuIWfQRZ0mxEIxXZ1z20lOC2Ute10NkBI5\npk3CT7X4hc6rpmBRbMWVHi8pmXnkjrqO4mPvqC0lAbL6T46rw5CCyWTDTXT3niJKA1brBKrP7KOx\nppDGmkIkJAaP+ZauObcXetzj4eLU626EoKgLeWCsSAYjKZl51FUcprbiCNm50ztg1p2LLPvb9MA0\nIO/qFjOl4zITbd68mWuvvZaCggKuu+463nvvPQDq6+u57777mDJlCrNnz+bNN9/UvG/lypVcdNFF\nTJ8+nRUrVmjqaW3atIkrr7ySgoIC7r77bjWuTNDxzJkzhzVr1rB582Zmz57NpZdeyrp163jiiSe4\n9dZbASgoKGDdunUcOHCAa665hhkzZrBy5UruuusufvGLX3TtDjSjqe4UX/z7N5w99VHMMW1JygAY\nOOLaYGahBEgYTTb6Dr1c9xyT0oaoySIKgad6fZmcLZHRdwIALnsFDdXHWxndOXT2zT4cczu65M4n\nAi3JJJyNZdSePdTq+PZCT4eM9kAyGEMZuDEC3dtUi1HJ8HY14GyqwO9zq91QwsVmvPQdMosJs37B\nBS5Uz/YAACAASURBVJPv5IJJdzByyt0MGn2jrm3EynqFUK9xW0p/Bo/WiryK4p18+ekfu6QYvJ7f\notEUyvYPj4dUXb3B/U/PGQNAQ9WxHlXTMBZtrfdqsiQxaNT1sde3toETJ07w6KOP8sorr3DhhRey\nc+dOFi1axI4dO3j88cdJSkpi586dHDlyhDvvvJORI0cyYcIE1q1bx/bt29m0KVBscNGiRbz00kvc\nfvvtHD16lGXLlvHyyy8zatQonnjiCZYsWcLatWvj3jHBuTFlyhRefPHFFseMGjWK5557rpNm1HbK\nit7HZa/g9NENJKUNJiltUMSYtiZlGE0W8qffd85zNBjNjLnkEVz2KvUJzmJNx2xtORZDD0lpQ0hM\nHYS9/jTFX25i9EU/6tSszWh0tnsvHIs1jSZolyD884mUzDxsyf1wNJ6JaB3XkXTFsTdbkoP9jKN3\nMWiLxS8xLReDwYzf7+HQR7/RrEtqY/04szUFszWKSTJO1LaQUVy9isXPZLJhNFkZfuFCCg+8pq5v\nrPkae32x7vCVc0VP2IVS7Dqi5qEq/AJx0oGsZQm/30NN+UGyBkxu/4l3Im1JPoqHVu8KQ4cO5eOP\nP+bCCy/E6/VSUVFBcnIyJpOJrVu38sADD2A2m5kwYQLXXXcdGzZsAGDjxo3ccsstZGVlkZWVxV13\n3cXbb78NhKx948ePx2Kx8Mgjj7Bjxw6qq6tbmopAEJWmsE4ElcWfRB3TlQJEwWAwYUvuS1JqLkmp\nue0q+iBwcRw06jog0KqqqmRPu26/LXSl0IrmkmtLAe7zkXhqfbU3belHfK4o+xmrtEVbYn/NlmSG\nTfhexDltS+4X0S2lswhlvUax+AXL4CjWz4y+E5h81W8ZfuH31TG1Zw93wiy16P0tqq3IwjpSKK5e\nRfiZralqyZrK4l3tNteu4lyqP7REXP4Xm81GcXExV199NbIss2zZMk6fPo3ZbGbgwFC8y7Bhw3j3\n3XcBKCwsZMSIEZp1RUVF6rqCggJ1XXp6OmlpaRQWFpKZ2T1SzQU9A6+7SZO11lBTFHVcb7nhJ2cM\nI73vBGrLD1JRvJPs3GldOp+2WlrbA0swDjPc4mdvCDwkdJeSFl2FuRVB1BF0xUOAkhQQS+C29bqQ\n3mcsEy57LFDqSfYjSYEErq6Kq1WKxHub1fGTZTlk8WsWM5jRdzx9Bl/K2VM7qD6zl/7Dr+jU32no\nfIhP0IQeVsJdvQELp8EYyuLPzp1OXcVhGmuLcDSWY9MZd9md6CjhF7cfaMCAARw8eJCXX36Zp556\nivfffx+rVVuGIiEhAacz8EU4HA4SEhI06/x+P263G4fDgc2mPQltNpv6XkH7UH5iG2cKt/aoxt16\nUXp3KrjsFRoLj0JbXDo9leyBU4FAZ4hw0dMVdIWVR0HpaOFx1tJYe5KmulM0VAe6gOipCXg+ErqJ\nNrQysv3oioeAkMBtP1evgtFsIyVzOKlZI0jJHBHRKaUzUTqAhPcPhkBcpVJ6yGiKTBbJzp0OkgG3\ns5aK0x93/ETD0HttiFaYuLmrFyAtO1/NvC4/ua1d5tpVhNcgNegs+9UScUdcGwwBjTh9+nSuvvpq\nvvjiC9xut2aM0+kkMTFwAoaLQGWd0WjEYrFErIOAUFTe2xo1NTXU1mpjU8rKuk/tsu6Avb5Ybeac\nlDZEdwHUnkL1mc+AQO2ipvpikP001RWT3meMZlxviu1KyRyhljWoqzxCTu6MLptLqHl911n8/H4P\nX+5erVknhF8XWPy6xNXbcheDtiR3dEdiue7DLYDRWgvakvuS0Wc8NeUHaKo71bGTbIZe0W0yR4p4\nJXYzXHRLkoGcQRdT+tUWqko+JT1nDOntmETXmXRZjN+2bdv4wQ9+oFnm8XgYMmQIHo9HI7iKiorI\nywvUtcrLy1NduxBw78ZaV11dTX19vbq+NdatW8ecOXM0f0o2qiBAeLZed8nwbG/qK7+k9uwXAGQP\nnB6176VCb7L4GQwmUrMuAKCuC2J3wlEzObtA+CWmDVJ7vYaTknlBsGdt76U1S1hHoBZL7kxXbyux\njOfLdSG89Vu4hye8hVus8jDWpMBvoTMTfUC/BVgpnG1vKEH2+/B67DibAkXIlRZ9Cv2GXqYmqyjG\ngZ5IWwqMx0OrFr+xY8dy6NAhNm7cyHXXXcf27dvZvn0769evp7S0lJUrV7J8+XKOHTvGpk2beOGF\nFwC4/vrrefHFF5kxYwZGo5G1a9dy442BFPW5c+eycOFCbrrpJsaOHcuqVauYNWsWaWlpcU365ptv\nZu7cuZplZWVlnSL+ZFkG2d+tq/XLskxN+UH1dVnR+6RmXXBeWTl8XicnDq0HZCwJGWT0m0D5yW14\n3Y0R7g7oWpdjV5CeM5bas19QX30cn9eNMc7in+1NV8b4GQwm8qffF6iF5XUhE7ghGk22blHjsCsJ\nF0Sd1bPX71eKeXeBq9fVELWNV1uSO7ojyn7Kfi9+n0u1gCmlXACMpugeNUtCoENI5ws/ff3T0/uM\no+T4ZrzuRk4f+ycmxXUtGdSuHQqSwUhmvwKa6k5RU36AsqIB9BsW2Z++u9NRDyatCr/s7Gz+8Ic/\nsGLFCp544gmGDh3K888/z7Bhw1i+fDlLly7lsssuIykpicWLFzN+fKDa+He/+12qqqqYP38+Ho+H\nG264QRVm+fn5LF++nCVLllBVVcWUKVNYsWJF3JPOyMggI0PbzsZs7viLiez3cWTXs3jdTYye8YDu\nIr6dRUPVMfVJSKHkq3+RP+3cy5J0NRXFu6g4/TGOsMbVeRO/j9GUoMawRGtbpDeQuKeTmpMPSMh+\nLyXHNzEo/8YuKe3SHQS3JBl0FcPtDShCAdmPz+uM6gZsb+Qu+A0qPXr9fg8eV11E1u15Y/ELa9Hl\ncTeqws/jCsRwGgzmmL9B5Zh4XPX4/d5Oq7mpt9JCQlIOyRnDaawppCKsZmtiysCo8ZWp2SMh0CCJ\nkuNbyOg7ocdZ+rtM+EGgzdc//vGPiOVpaWn8/ve/j/oeg8HAgw8+yIMPPhh1veKi7Uk01p1UBUf5\nie3kjprbyjs6H7/fS8nxLYBS1y2XitMfYa8PmMe7s6UyGnLwxlRTdoCa8oM0VH+lWW+2pqp9cEO1\nrCIz23pLVq+C2ZJM3yGXUn5yOxWnd+Lzuhg2/r86fR69KbayJ9G8E0JnCL/Qb7DzinknJPUlUHxd\nxtFQFiH8zpcYP3OY8AvvbOF21ACBvr+xrNzhx8TjrFPFckfTlmvy0HH/yanDb9FYeyLwXoOJvkNm\nRR1rTcwhJSNPTQCsrTgSLF7ec+io81O0bNNBQ1UoVq6iZBcpmXmkZo3sVmKqqnSPWrJiwIg5WGzp\nVJz+CNnvxdFUHrVfZXelsng3Jw+/0eKYAXlXq/+bYgk/vxeCbr6efoHXw8ALrsXtqqem7DOqz+wj\nJ3fGOfW/bQvdweIniCTcAurzdk41BfVc6ESLn8FoxpqYhcteiaOpLKI38fli8TOYEpAkI7Ls0ySy\nKO7bluoLhq9zO2s7UfjpPx+stkwumHxHXGMlSeKCKXdx4vO/UV22n9ryz3uc8OuoUISuLevfw6gP\nS5Lwe518tf8lyk582HUTioISzJ/eZxypWSOw2rJUF+gPf/gjfve732nG33777YwdO5bGxtDFYs+e\nPRQUFLBgwQJuuOEGvF6v5j1LlizhN7/RVqzvCJof24SkvhiMViy2TPoNu5xJVz6tqVOnxLA0d/Uq\nNxzo+Rd4PUgGI8PG/xe25EDgc0st7ToCWfYHRbew+HU3jGGlITpN+HVRvGfA6gfOxvIoczo/hJ8k\nSVETWdzOkMUvFkaTVb1HdFacnyzLnfJQKEkSGf0uBKCxtgh7WIhQZyL7fW1qi9dR56cQfnEiywFX\nAWjrIdWUdZ+MIb/fq7pClerlkiRhC1r5CiYMZc+eUDcHh8PB/v37GTVqFDt27FCX79q1ixkzZmA2\nmzl27BjPPvtsJ+5FCEOYJXXImPmMveQRCq54kvGXLmHgBddGWFpDFj9tcoe2CGbvEiCB0gaBci51\nlUc7tX+lIvoApF523Ls7ksGoNnFX+p12NP4uyvBOSOoDgMse2Q/+fEnugOglelThlxBb+EFYHcBO\negiQZR8EhVBHi+60nNFqn/Sig3+N8Ah1NI21J9j//i8o+vxveFyNusS18tsUwq+L8Lqb8AeLKY4o\n+AHZwdpojsYyXI7IVnN+vxeXvbJT/pRsudryz9WLa2rWKHUuiin/wjH9OXToEC5XYD927tzJ2LFj\nmTNnDh9++KE6fteuXcyaFYibmDdvHq+++ir79u1r5yMaB8FkhLTs0YFCo62guK+aV68PFzu9Jbkj\nnLScsQD4fa6IGMmORHvchfDrbihWP7+vk4RfF1n8lNaIzcs8BWJ/u76VY3uhuGgD8dCfU1d5FEfD\nGaBlVy+AIVgAudMeAsKvDR18PkiSQY3HdzaVU1naua0si4+9g+z3UlP2GQe3/ZJDH/0OZ1NFXO9V\ncgqUkjvthYjxixOXPfRFJST3ZXD+jdSUfYbP66Su4jB9Bs9U1/v9Xg79+zfq01ZHY0nIYNj473Lq\nSKAXclr2aLXmUWB94EffN8tETk4O+/fvZ8aMGXz44YfMmjWLmTNn8vLLLwPgcrk4cOAAK1asYPPm\nzYwdO5bc3FwWL17Mxo0bIzqudCRKVfbU7FGtjAwQq19lb7b4QaD+lS25H47GMprqT6vW4I6mt7rY\newoGkxU8TZ1u8ets6+//Z++8w+Moz7V/z/aqVS+2bNmWi9xtMDY2xtQQIHQIhxAIBAKGA4EE+Mgh\nkBwCJxDT00ggJCcBEgIHQjMldIyxMe5dtmxZva+219mZ+f54d96d2SKtpN3VSprfdXGxZTRbPDtz\nv0+5H+pxF+dZSDwmx0/tb/mUk+Ds3oOAtwuNu5+XPTfYiMLcLwIk5+QcLMYLyxfAVjYfrt798Dqb\nclbr1930OXzRRhQRnguhu3kDauZdmrC96MHIMAx4PgKfuxUAEuxqRooS8UuToL8PABl0rdGawKjU\nKCglhcLO3tE1yQWApv2vgIsEwDBqTJr5TdlzOiMRfuGgC6tWraLp3i+++AKnnHIK5s6dC61Wiz17\n9mDXrl2YNGkSqqur6d+vXbsWhYWFePjhh3P3gRBLO6jTHFUjbe6QmpjKBcjEE35AzOBUjADkAiXi\nl9+oRynKk+tjgU7vYP2yOisuS3NQRwtr8QyUTVlFfCqjaXxGpUFp9QpqZpwKGvHLlfAbhXOytZgM\niPA5m3IyxjTo60Hb4XcAEAPm0uoTodFZAQD2ju3gIvLJZ35PBw5segw7P7oHuz79b+z5/EFaLpNp\n4adE/NIkFBV+Yq0AABSWzYOjaxe8/Y2IsAEqPFQqDeavvhtsjgpluUgYB796EgBpdzcVTJY9r9PH\nfJpOWnUKXn7l/3D48GEIgoDZs2cDAE4++WRs2rQJ4XAYJ58sXw2p1Wo88sgjuOSSS3DGGWfk4BMR\nxJOQSpOe8BObOwSBA8+x1LQ4W4OuxxKkwWMnAt7cjTaUf+/KqSbfUEcH2+ciyiMIQmyKyyhF/AAB\nHBugQnA8nhemzr0YU+deDECMHglp+XfSiF+cGMkWo5GFsRSSKT5syE26lwdoeMkE3U2fAxCg0Vkx\nf9Wd0OjMmDTzm9jz2QMQeBZu+yEUVRDfY4HncGTn/1LNIK1TN5grBk3VDxXlbJwmYtpW2upeUFpH\nW+id3XtkdWgqlSZnZpGdjR8DIJ52YgeTlNhBI2DZ8Qtw389+js8//5zW8QHAmjVr8Morr4BlWdx4\n440J+5g+fTruuusu3HvvvViwYEGCgXamEXiOrnbUaQo/mTcZ64VaQ9IbsVFRmlExMc4HxM7ekN8O\nngvn5EKnpHrzm1hdV/YL+qWNPqMV8QNIx2sy4TcemjviIb596U2oUUUXyTmL+HG5PzcYzJX0djjg\nyKrwEwQBrr56AEBFzcn0mNPqLLAUTYfX0Qhnz14q/LzOJir6qmrPiqXmGQbWovRG2Q6FiXkVHAZi\nw4D0JKLRGmErmweATJQYTrt2JvA6yNzjgpI5SYWNtN7PqOMxY8YM/POf/5QJv5NOOgmHDh3C4cOH\nsXz58oR9AMB3v/tdzJ49W9YIki2kJyAxMjEY0s/JBl30tmIiDBit4klPSLuweKTw3Ohd7BUGR5x2\nkItU72guAjRaibmxpMFjPEb8hkss4pdbax8gd+cGtUYHVfRzsmF3Vl8rHHCADZHXEFPMIqLYc3bv\no4sut52MGDGYyzGp9hsomXQ8+a/qONl1LVMowi9NxNCrRiNvbhB95PzuVvQ0f5Hwd9lGEAT4XC0A\nAHNh4kB6gHS7io0PQX8fVq9ejZ6eHqxatYpuY7FYMH36dCxatAg6HTkJJnN6f/jhh2Gz2bI+65SX\nXIzST/Ua6A9b2jI/njr3hotWX0C7pMMSUZxNeD56YWVUeWVyrkDIZUG/vJg/t4sAlVpLa96kDR6K\n8IsRq/HLUao3em5gGHVOzw1aPamxE0fZZQuvkwRjGJUWJqu89Kq4cikYRg2eZ9HftQuCIMAZ9d9N\nt5FxpCip3jSJRIWfOm60ka20DsVVS9HfuRP2jm2omHZKTt9X0NdDu1jNtikptzNYKuBzNiHo7Uo5\nSu+FF16Q3X/++ecTtqmoqMCWLVtG+K4HRxbxS1P4ASStHfR1y4UfP7HGtSWDYVTQ6gvABp25M2lV\nIq15TS5Tvbm074hHNDdmg05ZxC/kJzZcKlVMGE5UYhG/cW7to7Mi5O/LuvBzR6d8mW1TEv1mdWYU\nViyAo2s3Ohreh0ZjQtBHzMWLyhdm9X2JKBG/NBGFX7KZliWTlgEgnn5ieFeEi4SzmgJub3gXAKBS\n62G0VKbczmipiL7HRPf6fESaflKl2dULxNK94ZA01asIPyD23bCh3Ag/ZVxbfpPLrt7R7qwXGzw6\nGt5Hb9sWuHoPor+TeJNaS2ZlPYOR74jn2NzV+I3OxBStvgAAEMlAqpeLhNDTshGuvnoEfT0IBxwI\nBxwIeLvpsVVYviDp306edS5UKi0irA+Ne0jARW8qhTnD3bupmNjLnDQRBJ66fScTfpbC6WBUGmLS\n2L0X5VNPgiDwaDn4OvratsBsm4KZx/2Adv1milCgH66olUzFtDUDNi6IojDgGxvCj5fV+KV/ctBG\nG1nYZKneCWjeLEVnKIQPzTmL+Cm1lflNblO9MeHHjMLxYC6YjICnHRHWh5YDr8qeK4wanE9kxEVA\nziN+OT4WMpnq7Tj670HKuxgUVSxK+ozeWIwZS67BkR3P0cfKpqzM2QJEifilAfkxEN8fdRLxplJr\nURht8mg//A7YkBuu3nr0tX0FgNTg7fviYdRv+S06jvw7YxFAab1K+ZSTBtxW7Ghig86c+XaNBPE9\nMirtkGpAaMQvmCziN8GFnz7m55gpBEFI6YmlRPzyG1UOmzuEUY74TZl7MabMuRDW4lnR6B+5wOoM\nRSisSB6VmUiI58bc+fiNThYmU8Iv4OkaUPQRP92zB2zMsJXOweRZ50bfVwHKotPAcoES8UsD6Qiw\nZBE/AJhSdxGcvQfB8yw8/UfR175V8iwDLhKAz9UCn6sFgsBj8qxzRvy+pLU5YodeKqQHYCTsG1Ld\nXDbxOpvQ07IR5VNOgt5cBm103qS48hzq+xRnUkrH6I1WPUm+Idr6ZCrix3MsGnY8h3DAgbkn3i7r\neBefB5SIX76izqFpbyzix4Bhct/oo1JpUF6zGuU1ZMIS8RWMkJnFE9TiSYp4LAh8BALPZb3hYrQa\n7kQDZTY8fOEXDrpwYPPj9H7tkmtgtFSC5zn6mFZvTakVpFRMOwU6YxFM1sk5/S4U4ZcGkUjMTFE0\nCY5Hq7fCVDAJPmcz7B3b4eknxZ21S66B3lQKZ89+2Du2IeTvg6Nrd0aFXzpRMelBGGF90GPgET6Z\nhmMDOLT1Dwj4umGyTgLPRzBj4XfRuPsFsCE3HF27odYYMW/VHdAZCunFaDBBG48h6p3IsX5EWD80\nWpNkdTmxI35aA6lvia9DHS4dRz+A19EIAHDbD6O4aqnsefHknusRXQrpIS3oFwQhq2km6YU+H+rp\nGIZRjksJ0jpqjgtDo8ruaM7RS/WKNX6+YQlcLhJC8/7/o/cZhkzwUg2zOYhhVCiuXDKsvx0JylIn\nDaQu2gPV6ZkKyJgz0ZNHZyiCrWwejJZKVM04A5NqySg1Nm5Y+LDflzjSLA1xJN1G+nlyhb1zBwLe\nTkDg4Xe3IejtwqGtv5eJEC4SwNGdf0VPy0Y4unYDIF1YQ0FvKqO3Qz4ybUWJ+BHoZBM+Al5iqDsc\nBJ5DX1usuztZ0xBN9SoRv7wkZpMkyKxNskHsWFBiDfmINLOSk5rPUVqMi6leQAAb9g7pb3k+gsPb\nnqHXdwCoWXD5mDymFeGXBmKqV6XWD7hCMFurZffLpq6SpRGoY3wkOOILLzA04ceo1NTLT5q6zgUC\nz6G3dVPC48lsJPyedrTWv0l9kMqnrh7Sa2l0ZolnYQ+AWEf2RG/u0Gil4n9kFh49rZuojRCApKPg\nBEVw5zXS80a2L/ZKnW1+I52HnpMu71Gzcymgt4ea7u1p/gJ+dyu9P33hd1FSdVzG3lsuGXtSdRSg\n5s2DdOVaS2bF7jAqlE6WT8CQjRQL+0bsyD0U4QeQxhQuEpB5WeWCrqbPEPQREVY953wUVx2HY3v+\nDk//EQBA7ZJrYSubC1fvAdg7tsPnagUgoKBkNgorhuZrxDAM9KZS+N2taNr3MgLeLnj6jwIAzAXV\ng/z1+EYW9Y0EoNVbBtg6NV7HMbQdekv2WDCJ8FP8E/Mb+cU+SNNg2UBc6CrHQn4ibVqULuiyxWhZ\nbGl0JmJkL/CIDKHBg+cj6GnZCAAwFUxB+ZRVKKpM3rE7FlCEXxrEDtKBGw10BhtmL1uLlvo3UTp5\neUJxZ2xYOKmzy7Xw02jNCAf6c5bqFXgOPS0b0XHkfQBAafWJqKghY+Jql1yDzsaPYDCVo7Cc2CkU\nli9I6Xs0FIyWSroyI4OyAY3OgqKq3NdS5BNqjfTkPvyIn8dxlN4un7oaPS0bEQr0g+dY2YlcHNmm\npHrzE/lCIDcRv9GwclEYHBKJZQAII84GpMNoWWwxjApanQVsyD2kWueOhvej2zOYvuhKWks+VlGE\nXxoMZXViLZ6J+avuTPqcPOI3tPqCZAxd+Imp3twIv65jn6Dj6Af0fsmk4+lttcaA6tnnZeV1q2ac\nDkHgqG0Jw6hQUXPymKzFyCTxEb/hIqZ1iyoWo2zqSdGVsIBw0AGDuZxup9i55DeqHNZ1KcdCfsMw\nKqg1BnCRQG4ifqOYDdDqrET4pZnqdfXWo7uZBBDKa1aPedEHKMIvLWInrZGtTlQqDVQaA/hIUObB\nN1yo8NOmm+olEchcCL9w0CUTfQBgLkg9Ui6T6E2lmL7wOzl5rbEEo1JDpdaB58IjWtWLjRxGSwW1\niAHIYHKZ8BMXTEqUJy9RqTRgGDUEgcvI2Lb+rl3obf0KheXzUD71ZFn3rjK+L/+JlQLlItU7evPT\ntfoCwNM+qJcfmaG7D037XgZAUryi795YRxF+aZDJ1nOt1oxQxoQf+YEOJdULgE4hySbxzRxl1Stz\nOoxbITlqjZEIv2Gu6gWeQ8jXCwAwWCqhUmnIDOCQG6GgQ7atuGBSbDPyF5VGD471ZyTV2374XYSD\nDngdR2G2TYVFMn5K6azPf8RSkNzU+I3e8aCJdvbaO3fAYK6AuD5hw144unbDUjgNU+ddBmf3XjpO\nTaXWY8aiK8dN1mh8fIosk8mONI3OjFDAnpEGCzFqo1YPNdWb/eaO/s6dAICKaaeifOpJQ7ZlUcgO\nao0BbMiFyDBP7n5POwSBGJWKYwB1hiKwITfCgTjhR2v8lE7OfEWtJsJvpKleNuxFWCL8A55OufBT\nUr15j4ZOcslhc8conBvMtimwt38NPhJEa/3rCc8HfT0orFiE7pbYZI4Zi6+CfhykeEUU4ZcGmVyd\niFG3oXoIJWP4qd7s/rAjbIBeBApK5sjSgQqji9i9N5zUHhcJ0bSH3lhCT4Q6YxF8rmbZhR8Yvc49\nhfSh0ztGGPHzu9pk94PRqLCIMsUl/6Hnhlw0d4ziQqB00glgg270d+2ii1gIAtiQm96XztCtXfJ9\n2Errcv4+s4ki/NIgk2aTdGyWZKTYcBl6c4co/LIb8ZNaexitlVl9LYWhIR4rwzm5t9a/Tm15iiqX\n0BouvVEckycXfoJi2pv3ZGper9TfDAA9TkSUiF/+k9tU7+j5OjIqNSbNPAuTZp4le5yLBOF1NqNx\n9ws0Al5QMhu20jk5f4/ZRjkjp0EmI356M4mShPz2Ee1HEHiJv6B5kK0R3Y4IP44NQBD4rM2oDHg7\nyevpLHT2rkJ+oBnmyV3gOTh79tP7ZVNiA8X1xhIAoLV/IqNZwK2QHnRs2whTvT53XMTPr0T8xhpi\nxG+4ZSBDIR9rPtUaA2ylczB35Y/g6tkPnbEIheULxuUsZ0X4pUEmPYf0xqjwCzpGNAybiDcSlo6N\noRmYmEAUwEVCgxpSDxfR7sNorcrK/hWGj1gWkG6DjyDwaNz9Ipw9e+ljC1b/lyx9b7BUACCRZDbk\npcbQysi2/CeW6h1Zes8fFX620rlw9R1EOOAAxwaomBCFpdLok7/QGr8slwIJAi/JBuTf8WAwlcIw\n7ZTRfhtZZfxJ2SyQyVolQzTiB4FHaATpXmkrerqO+zJ39iyme8WU33jwOxpv0FRvmhEen6tFJvr0\nplLoTSWybYzmCno76COin+fYvFzVK8jJRKo3HHRRM9yyqavIZAQIcNsPAyAXenExaJDM0lbIL0ZS\n/zsUBMm4UiUbMDoowi8NMuXjBwA6YzGIQzoQ8vcNez9sOOY6rkkznSqdJJLNBg82RIyTtfqRTSZR\nyDwqmtoLp7W9o3uP7L44eUWKWmuk/9Z+D0nzk1nLAgDAVDB5uG9XIctkItUrRvvAqGAtqqXdv7ml\nqQAAIABJREFUvM5eUhoQ9PbQ481sy42Xp8LQic1yz67Pq7ggBJRF4WihpHrTIJMRP5VKA52hEOGg\nY0R1fmLET601pV08T1Z0ZCxPNhs82CARpTpF+OUd4uIl3QiPu+8QvV1cdRxKq1ck3c5orQIbcqG9\n4V14+o/QY9torcrqDFiFkaHSRI+HEQg/0dDbYCqDSq1FYfl8eB2N6O/cCTbkoceaWmMYV5YY4w0x\n7Z/uonC4SPevRPxGByXilwaZLlInUT8kGN6mfv0w2g6th7P3AH1MHDczFH88cSwPkL06Dp6PUFGp\nNSgX/HxDPYSIn8BzCEaj0rVLrsH0hd9JWehcOe1UMCoNBD4CV+8BBH1EDNhK52bonStkA3X0nDaS\ni73YwWswkzRuWfVKmG1TAQCe/iO049dsqxmXhfLjBTEbIPARCDyXtdcRM2hAftb4TQSUiF8aZHr0\nlN5YCK8DCYa3qehu+hzdzeS/GYu/B2vRDISDTgDpN3aIaLSm6Fie7ITzpYOvlVRv/iFGeNJJ7YUC\ndkDgAUA2ii0Z1uJa1K34IRxdu2gZgUZrQsU4L5Ie68RS/+wgW6YmFO3gFY8RlVqLWcffCHv7VgR9\nPRAgQKXSoGzKypG/YYWsIS4KAYDjwtCostP8p0T8Rh9F+A2CIPAZrfEDyKQDAAmGt0lfn+fQIxl/\n1rj7ednzQxV+aq0JyNDkkGSwQRe9rVNSfHmHeHLnuDAEQZDNU42HerExKmrZMhAm6ySYrJMy8j4V\ncsNQU//xCIIgifjFFgdqjR7lNatH/gYVcoa4KASiC8MsuT4oNX6jjxJ3HwR5B1JmDlIx1ZtOxM/n\nbkMkOuWDYRKtX8SUSrpIvfyygRjxU6m0tGNQIX8QIzwQeNmxnQxx+oLeWKLMWR6nqEaY6o2EPbQL\nVEz1KoxNVJKIXzbr/KT7ZhRz91FB+dYHQb46yWzEL8L6wEXCUGtS7zfgaQdAOncXnfIzhPx9JFrD\nsWDUWpisQ+uYzPb0Dlp7qC8YMJqkMDqoZav68ICLGbFBQ7mgj1+kNX6DRYCTIZ3QoVi1jG3Ukuvb\nSCe5DISYQWNUWqXmc5RQvvVBkNUjZKzGr5jebjv89oDb+j0dAEgajWFUMJjLYS6ohqVoOswF1UM+\nUat12Z3XK+3gU8g/VLI6noFP7mIdqEaX3mQYhbFHbDErDBoBTkbAS4SfVl8g8wlVGHuoNLmJ+HHK\nDO9RRxF+gyDrQMpYV28RCisWAQD62r6Cz9mSdLuAtwt9bVsAAMYhRvZSodGIqd7sNHeIwk96ElHI\nH6THMB8Z+OQemwWtXNDHK7LjYRgX+6A/sb5PYWzCMOqo+fbI7H0GQxnlOPooqd4kHNn5v4iEvSib\nshJue0P0USZjI84YhsGMhVfigLcbQV832hrewexlN9HoHc9H0NvyJdoOr6d/kynjUw2N+GVH+PFc\nVCyoFeGXj6g16Uf8xHm+SvR2/BJ/PGgwtOhu0CsKv4pBtlTIdxiGgVqtBxcJDLooHAmZdslQGDqK\n8IuD5yPwOpvAsX74XLFIXHHVkoxeABmVGpNnn4ujO/8XXkcj3H31sJXNBccG0LDzL/A5m+i2ZVNW\nobBsXkZeV63NrvDjoicMJeKXn8gjPIMJPzHipwi/8cqII35JOnoVxi4qtY4IPyXiN65RUr1xqFQa\nzFx6HYyWKtpFq9FZMKn2rIy/lq10LiyF0wEAnY0fIcL6cXj7nxJE39S5F2esqzKW6g1AiHq0ZRLx\nhKFE/PIThlGBia60B7vQK8Jv/DMS4cdFgnQ8o9GiCL/xgBgB5rLZ1csrNX6jjRLxS4KlsAbzVt0B\nQRAgCBy5WGah+4hhGFTVfgMN25+Fz9WCfV/8KppeY1Az/zIUVSzJ+I9DTPUCArhIUDa/NxMoNX75\nj1qtQ4RnB+3cE4VfpkocFPIPlayTc2gXe1lHrxLxGxfE7H2yGPETrxGK8Bs10lIz27Ztw+WXX45l\ny5bhrLPOwssvvwwA2LdvH+bNm4fjjjsOS5cuxXHHHYdnn32W/t3jjz+OlStXYsWKFXjooYcgCAJ9\nbv369TjzzDOxdOlS3HTTTbDbhz+3NlswDAOVSpPVlnNr8UxYi2oBxGqqqmq/gdLJy6HW6DJuiaKW\nCL1spHuViF/+o6IzOVOf3HmOpV2eSsRv/KJSaWhB/1AjfmJ9n1pjgGYIoyMV8hex63+oi4Ch4IuO\n8FMWC6PHoIrG7XbjlltuwbXXXott27bhqaeewhNPPIHNmzfj4MGDWLNmDXbs2IGdO3dix44duPHG\nGwEAL774IjZs2ID169fj3Xffxfbt2/GXv/wFAFBfX4/7778fTz75JLZs2YLS0lLcc8892f2keQrD\nMJi28Duyx8qqV2Tt9aQRPi6ceeEXs3NRhF++oqbTGlKf3MVoH6AIv/HOcOf1BqLzmA3mcsWzc5yg\nzkLEj+dYsCE32JAboYADflcbAMAaLXNSyD2Dpno7Ojpw6qmn4txzzwUAzJs3DytWrMDOnTvR29uL\nuXOTD2F/6623cM0116CkhIx6Wrt2LX7zm9/g+uuvp9G+hQsXAgDuuusurFy5Ev39/SguLk66v/GM\nzmDDrOPXonHPCyiuWAxtFkedkYs4A0BIGvHjImGwIeewV2PiCUNJ9eYvsfmsqU/ucuGnpHrHMyq1\nHlwkOKSLfTjoQl/71wCUjt7xRDrZgKHQ07IJ7Q3vJF1UWIoU4TdaDBrxq6urw7p16+h9l8uFbdu2\noa6uDgcPHsT27dtxxhln4PTTT8e6devAsqRjp7GxETNnzqR/N336dBw7dow+V1tbS58rLCyEzWZD\nY2Njxj7YWKOgZCYWn3o/ps67JKuvwzAqarSabHrHsT0vYv+Xj8LRvXdY+6cRPyXVm7fQAm6JuItH\nifhNHOi83iFE/HqavwDH+sEwapRmMUOhkFvSyQakS8jfj9b615OLvsLpWQ1wKAzMkJo7PB4Pbrrp\nJixcuBCnn346Xn31VSxfvhxXXHEF+vr6cNttt+G3v/0t7rjjDgQCARgMsQuGwWAAz/MIh8MIBAIw\nGuVRBKPRiGAw9YVoIpCrdIlGawbH+ukMYJGQ3w5X30EAQOPu5zGl7iKUTz0p7f0KgkC94VSK8Mtb\nROE/sPCLTXZRhN/4ZjipXrf9MACgbMpKWAprsvK+FHJPOtmAdLF3bI3uU4dZx99AFxgMGKW+b5RJ\nW/i1trbi5ptvRk1NDZ588kkAwNNPP02fr66uxk033YQnn3wSd9xxBwwGg0zIBYNBqNVq6HS6hOcA\nIBAIwGRKr8PU4XDA6XTKHuvq6kr3o0x4dIZChPy9CAdj3yEbcuPQ1j/ItmutfwPWohkwWqtkjwd9\nvWjc83fYyupQUXMK7foUBA6IWsQoNX75iyjkBhR+LHlOpdJmzEpIIT8ZSnpPEHgEvd0IeDsBALay\n5KU+CmOT4UR/U+Hs2Q8AKK1eAUvhtBHvTyFzpCX89u/fjxtuuAEXXnghfvKTnwAgTR9PP/00brvt\nNirYgsEg9HpyEqmtrcWxY8ewaBEZTSZN74rPifT398PtdsvSvwPx4osv4ne/+12aH1EhHp2xCAAQ\nCjjoY22H36GeXFK6mj7F9IVXyh7rbduMgKcdAU87uho/RnnNGlTPPo+26QNKjV8+Q4XfAPOaqYef\nYuUy7lHTTs6BhZ/XcQxN+/8PIX8vALIosCgF+uMKtSYzzR0Cz1G7H+UYyT8GFX59fX244YYbcN11\n1+EHP/gBfdxqteKTTz4BwzC488470d7ejmeeeQZXXHEFAOCCCy7An//8Z5x44olQq9V49tlncdFF\nFwEAzjvvPFx99dW49NJLMX/+fDzxxBNYs2YNbDZbWm/6qquuwnnnnSd7rKurC9dee226n3tCo48K\nv3CQCL9wwIH+zp0AgMrpZ6Bk0vHoOvYJ7B3b4Ojei6l1AZkA8DqaZPvrad4AW8ls6E1l9DGlxi9/\nEZs10kn1Kmne8Y8qjZpPv7sdh7b9kUb0AaBs6mrFi22cQVO9I6zxC/r7SAYIgNFSOeL3pZBZBhV+\nr732GhwOB55++mn8/ve/B0Bq0b73ve/h2WefxQMPPIATTzwRRqMRV1xxBa6++moAwJVXXgm73Y7L\nLrsMLMviwgsvpMKsrq4ODz74IO655x7Y7XYsW7YMDz30UNpvuqioCEVFRbLHtFrlBJQuOkNU+EUj\nfl5nEwABjEqDqtozoVJpUD3nfPR37oTAR+Do3ovS6uUAyEg7Mc1TOnk53PbDCAedaD/yPvUjBJRx\nPPlMWqleZWrHhCF2PKSO8rj6DgICD5VaD43WBL2xGFXTT8vVW1TIEbFU78gifkEvsfphVBroTSUj\nfl8KmWVQ4bd27VqsXbs25fOiN188KpUKt99+O26//fakz5999tk4++yz03ybCplEFH5cJAAuEoTP\nRQw1TQXVxNAVxO/PVj4fzu496GndiJLJJ4BhGPiczdTYt3LGmbCWzMKxPX+H390Gv5v4M2l0Vmh1\nllH4ZArpoAg/BSliPS4/wPEQ9PUBAApK56B28dU5eV8KuUdNmzvYEe0n4CU19wZzWVYHICgMD+Vf\nZAIipnoBoGHHc+hp+QIAYLZNkW1XMXU1ACDg6YQn2sXX27YZAGC0VkFnKERx5RLUzL+chvM1Ogtq\nF1+tNATkMdJUr3SajhSa6lVq/MY9dCEwQJRHrOszmEpz8p4URgeVJtbhPZJZ7qEAmcRlkJT/KOQP\nyqzeCYjWUIiCktlw2w/D52ymj1tsclsGS9F0mAtr4HM2o6vpM4BRw9G1BwBQPmU1tZ8pnXwCSiYt\nAxcJQK3WK6IvzxEv9ILAQeAjYJLUaSkRv4mDWj14qjfoJxE/vSL8xjWx2mwBPBehzR5DhQ2SRkGt\nIb26fYXcogi/CQjDMKhdcg26mj5DwNsNgWNhtE5CYfmChG0rp52Ko7v+Bk//EXj6jwAgxbrFVUsT\n9ikdB6eQv6i1MTHHRQJJC/QjrCL8JgqDNXdEWD+46JQfJeI3vpHWZvNcaNjCLxxyAwB0ekX45SOK\n8JugqNQ6TKo9a9DtbGXzYC2eBU9/AwBi/jxj8feUbr4xjFTMcZFgUgf9WMRPSfWOd8TjIVWNX8hv\np7eVQv3xjdSGi1i6WIe8D0EQqDWYVhF+eYki/BQGhGFUmLH4anQceQ8Ag/Kpq2EwK3UbYxmZ8GOT\nX+wVO5eJA23u4FkIPJdQqhEO9AMAGJUWGt3QhYDC2EEtifgN18SZjwTpFBitQRnLlo8owk9hUDRa\nI6bOze4MYYXcIY/4JTdxVmr8Jg5ijR9AGjw0KnnJRijq96k3FuVsrKTC6CAdtckPYuidCjHNCyip\n3nxF6epVUJhgMIyKnuCT1XUJgqCkeicQsvRekou96Pcp2kApjF+kJTzDjfhJJ0AlKyNRGH0U4aeg\nMAERI3mRJMKP51jJzGUl4jfekUeABxB+RkX4jXfIonBkY9vC0Y5etdak1ILnKYrwU1AYZQRBQHiE\nI5KGSszEOTHVK31M2gGsMD5RSyJ+HJe4EAhFa/z0xuKcvSeF0YMKv2Gek1ilozfvUYSfgsIo89st\nf8X337gLTY7WnL2mKOiSpXqljymp3vEPudCT2r1kzT7hoBOAkuqdKIhefsMd26Z4+OU/ivBTUBhF\neJ7HxuavwXIsXtj9r5y9rnR6RzyRsJfe1mjNOXtPCqMDw6gkqX+/7DkuEqQpP6VDc2Ignd4xHGIe\nfsrxkq8owk9BYRTp8/fT256Qd4AtMwtN9SaJ8LBR4adS64Zt4KowttDoiMDnwnLhx0o6NJVC/YlB\nbJJL8o7/wVA8/PIfRfgpKIwibe4uepsbwWzMoRKr8UsW8fMAIHOXFSYG4tSdCOuTPc6GPPS2VqcI\nv4mAuAhgw8NbiIqLBSXVm78owk9BYRTp8MSEX4/PDm/Ih12dB8DzRARuatmGpzY9B2/Il2oXwyKW\n6k1c1bPRyKM2B2a9giCgxdmOCM+ltf229j343x2vIJTjZpjxjpoKv+QRP5XGoER/c4wr6MbjXz6L\nr1p35PR1xd99ZBgZCIHn6GJhpKneABtM+7ygMDQUA2cFhVGk3d1Nb4ciIfz3J4+j1d2J1VNPwPXH\nX4GnNv8ZAFBkLMQ1Sy/L2OumE/HT6rMb8RMEAb//+m/Y0LQFl8w7G1csvHDA7XmBxyMb/wAAsBms\nuGTeOVl9fxMJsZYzMeIXjd4oEztyzmv738OWtp3Y0rYTf7pwHXRqHRrsxzC7dAYMGj2O2JtQYSmF\nNcO/U010f8OJ+JH6PgHA8CJ+dr8DRq0BzqAbP//4MRi1Rjxx9s+gVWxhMooi/BQURpH+gFN2v9Xd\nCQDY2LIVG1u20sf39xzK6OsOJPzEE342xnO1uTrx5x3/RJm5BAV6CzY0bQEAvN/w+aDCr8vbS28f\n6GlQhF8G0eiiEb8UNX5KoX7u2dm1n95+cffr2N11AM6gG3PLZuK06avw9NfPY1HFXNx36m0ZfV1t\ntMRDXAAOBWfPPgCASqWF3lg6pL9t7G/GvR8/CpPGAAGAN+yDO+RFu7sL04qmDPm9KKRGEX4KCllA\nEIS0xlt5w+mlcDs83YhwEWjUmfnJDmTnIqZqtBms8QtGQghHwvjbrlexv+dwwvOBSBDBSAgGiadc\nPEfsTfS2Mjoss8QifvHCT4z+KsIvl3jDPvR4++j9z5u+orcP9h7Bwd4jAIA93QfB8zxUqsxVbYkL\nPjbsTfs8JmLv2A4AKKpcNOTSgHcOfwKO5+CJOye2uTsV4ZdhlBo/BYUM8/mxr3Dlqz/Evxs+H3Rb\nUfjpJcPRpxfGTnLHT1oIAAhzLI46mjP2HqURP0EQZM9FMhzx29y6Hde/fhd+8Obd2N11QPZcSXQa\nhCAIg/oYHulvorc7Pd2pN1QYMmJzBxeX6hXn9CrCL7e0ODsgQBh8Q8idATKBuOAT+Aj4uIUhz0cQ\n8HYl+zOwIQ8CnnYAQHHVcUN6TU/Ii6/bd9P7OklqV9oAp5AZFOGnoDAMgmwQW9p2JkzcCLJBPL/7\nNXA8h/cbPht0P95oau2c2adBo9JgeuEU/OKMO/HNmafgornfxN2rb0aZiUxMEFf5mUAjGjMLvGw0\nE89HYnVd+swIv43NW8HyEXq/3FyCe0/5Ib635FI8de79KI1+vkN9jQPup9PTQ2/3+vpzPu1kPKNJ\n0twh8BwCbnIhN1qrRuV9TVQ8Kerrfn3uL/D9pZdjTskM+liH5HeRCTSS3318nV/Tvn/iwKbH0dn4\nccLfeRxHAQAMo4alcFparyUuOl/e9zZCkRD0ah1uO/E6/O5bD+LkmuUASMRPIbMowk9BYRj83/53\n8PiXz+Lpr5+XPf7+kc+pH1+7pwt9vtSrcV7gacSvrnQmnrngYTx4xl0waPS4/vgrcOWii8AwDOaW\nzwIAHEiSIh0uelMJve11xiKJflcrBIF00pltmUmvOINu2f1vzjwViyvn4bw5Z0Kv0aGutBYAcKC3\nYcD9uCXWIgIEtCtRv4yhjqZ6eS6MCEs6vYO+HvA8CwAw26aO2nsbT/jDAQSSeGfGI3bxS0sf5pTM\nQJW1HOfMPg0Pnvn/6IJQ6gyQCaQlHqykzs/rOAZHF4nKdRx5H0EfqbkNB10I+fvgsZPfr9k2lY59\nG4hgJIQ7338Q93z4K3xwZAMA4OJ5Z2N1zQkoNNpQXUAWG82OtoSshMLIUGr8FBSGwduHPgIAbGrd\njiu9F+FfB9+HJ+TFVkm6AgB2dx3AGbWrk+4jwMbSrBadKWV33ryyWdjQtAX1fUfB8RzUKvWI379W\nXwBTQTX87ja0N7yLSFRUufvJyVtnKILOUDji1wHkwu8kvgqn2OYi7HRCYzKh/Y23sMjhxHYDj/re\nIwN+PnecvUSzsw3TldqfAUm3/stoKQcYFSDw2P3pz6HV26joU2uMsoWCwvDo9ztx9we/hFatxePf\n/BlMutTjEMU6t3IzaZBocbUnnEcmFVSg19+PDnd6C6B0jwWVWg+N1owI64Pf3Q5rEYku9rVvlW3X\ndexTTKm7AAe/eko27aegtC6t99NgP5YQzVtTs4Lenl8+GwDQ7etDo6MFtcU1ae1XYXCUiJ+CQpQI\nFwGfholy/Orz7g8ewieNX1LRp1frMLN4GgBgd9fBlPuRNnZY9KlHo80rIxG/YCSEJmfboO8vXWxl\n8wAAAU8Hmva/jKb9L6O/k3iGWYqmZ+Q1BEGAKyr8flx9Hpb9czf23nQbtl5zPTZ/+zto+ftL0L77\nJc7c4kYgEsTBFFE/QRAShN/TXz+PW9bfl9FI6Hjiqc1/xvVv/j9ZijwVWn0BqmefR++zIRe4aNrX\nWlwLhlEuFSPlzfoP4A55Yfc7sKl124DbiiUgVr0Zd510I+46aS1OmXaibJuptskAgIb+Y4O+9tv1\nH+Hqf/0IX7ftGnRbhmFQUEJEl6NrN3iOBc+xcNuJs4BY72nv3I62w+sTRjyWT1016GsARAjHU2ou\nprdnlUxHpaUMgLy5RWHkKL9mBQWQOpLr3rgLj218ZtBt44up/WzMBLnIaMN/rbkFa6aRleve7oPg\nUpiQeiXWGRZdauFXYSlDUdQT60DPwOnQoVA+ZRVsZfPAqDTQaM3Q6CzQ6CzQm8pQPuWkjLxGIBJE\nmCORI0Nzb8rtZrSHUeqI4IMjXyR9PhQJgY3uR9r80uuz45GNf4QvzoZkouMMuLCpZRt8YT/ePfxJ\nWn9TUXMy6k68HTXzL0fNvMtQM+8yTFvwH6iZlzn/yIlIf8CJI/YmfHQ0dmx/emzzgH/jjS5yzDoT\nKq3lWF69JKG7dm7ZTADAMUcrjvanbvwSBAEv7H4NLMfiT9tfSus9F5TOAQD4XM3Y+fFPsfPjn9La\n3xmLr4beWAIIPPrattC/Ual1mLbgP2jj2GA4gi7Z/UvnnSu7zzAM1kTF7pfNWxHhIlDIDEqqd4wT\n4SJ4ed/bqCubSTtAFYbO33a+imAkhG0de+AN+QaMwLW6EouNdWot/njBw1TAFRtJmtTHBrC/5zAW\nVc5N+BtZxC9aXJ8Msc5vU8s2HOxtwPl1Z6b9uQZCozNj5tLvZ2RfqZCmebXOxIJ1XXEx+HAYEa8X\nta1BbC3ehQjPQROX7pVG+xaVz4Htq0PoKdago1wHPxvAJ42bMva9jAekkeZgJDTAlnLMBdUwF1Rn\n4y1NSBr7W3DPh7/C7GMBXLvDA1bD4LNlVjTgGPoDTnqeiIdG/AawVJoTrY0FgHs+/BX+eP7DKDYl\n7k+aJQimUV8IALayudAZihCOdnWLGMzlMNtqMGPx1Tj41VP08Zp534atbN6QTN/FiN+iirm4fMF5\nmJEklbtm2gq8su9teMI+7Oraj2WTF6e9f4XUKBG/Mc7/7X8Hb9Z/gHVfPJ1WmlIhOW0SMSe1DUlG\nj68v4bHFlfNkUbtKSxmtSXmr/sOk+/FEC7jNWuOgtTe1RWRf7Rku5M42zkBM+Ak9JFJactIqrHz1\nnzjuj7/H8c/8HsXLlwEAyvsj4AQezrhIAAC4JI0dy49GcMoOLy791I3llWSx88Lu1/Ds1r/jxd3/\nGrfdvrzAo83dmdbvfHd3TPj1+uzZfFsKA/DagXchCDxW7vHCFBJg8/E4b4MLpY4IdnTsS/l3Yo2f\nRZd6QWjVW2TR72ZX8jIQqYWSQZteNE6jNWHB6p+g7sTbMXvZzeS/E25G3YofgmEYmAomY/qi70Jv\nKkPNvG+jtHr5kCf9iOb1JaYizC6dkbDYA4gDgFjHe7S/ZUj7V0iNIvzGOJ81xVIGPcoJflh0eXth\nD8RWtg32gWtmxEhdlbWciDZGlTRNcWHdWQCIyWqyVKSXntxTRxdFKiykyLvX10/n+I4FXNH0kF6j\nR7ib1JpZZ8+CSquFsaoSKp0OlpkkclHuIKkcRyBR+IkRPxUY2F97m9zmeFxomA9VtP7so8aNeKv+\nQ2xo3pLw9+OBfx14D3e89wBeP/D+oNu2SxYySvfz6NDn68fW9t044YAfNl/sN6sWgJN3ePB+w2cp\nZ9GK5wbrAJkHAPivNbfQ270pHASkNZ6uoDvtOdeMSg1zQTWsxTPIf0UzZGnc4solWLD6bpRWL09r\nf/E4osIvVdRTZJK1AgDQ5c2sbc1ERhF+Y5hQJCxLpTVnsPB/IvFls7xbrb5vYL88X5jU9JWZSvDg\nGf8P/3PG/8OM4kS7C7EpA0juRSWmc4Yi/CJ8BP3BxKLofMUVJJG6Iq0FoajwM1TJPeHMtUT4WQI8\nzH4uYYwdALij+6l1qsH5YzWV2voWPHD6nWAQq3+STvgYa/jZALa27064OHvDPryybz0A4nk2EIIg\nyMbbuYLutCfEKIwMXuDx7LZ/4Pldr2Fjy1ZU9rFYtZt897qSEsy6/VYAQFUfixZnW8K5R0S0cxns\n3FBktGF21NMvlZFzfIYiWcZiNOiPLvCKjAPP9K20lAOQj2xUGBmK8BvDdHt7ZR2mivAbOoIgYGP0\n5GuNnmQP9B6BPxxI+Tdi9M6sM6HaVoWZJdOSbldgsKIgmv5IVhdII36DrOqBmK0DANkop3xH/Ixl\nIQ0EjkQ3jFWVsm3M06dBpSd+ZYsPB5J2+3nCXkzuDmPFdvlzvRs2YmbhVNx7yg/pY/FF42MFT8iL\nez78FR7d+Ee8duBd+rgr6MYtb9+X9n7cIQ8CcRMXBvKTzBcCnZ3Y8Z8/RPPf02tAyEeO9jfjo6Nf\nYP2hj/CPPW+gqo+lz0279moYq0n9pJYDjCEh6TlbEIQhZQPETtg+vyPp891x54v4+6MBL/D0d1oc\nFX5cKAQumFiDKHb2KsIvcyjCbwwTv4ofy5GOXCMIAj5t3IQnNz9H6+ZuPfFaqBkVOJ7Djs69Kf/W\ny8aE32BMsU0CALS5OhL3Exq8jkfEqDVQEdmVByfudBGjoyXiocowMFRWyLZR6/WYdP63AESFnzdR\npHDbD+Cyj50o6Sbf/aSLLgAAhPv6YN+8BYsq5+J7Sy4FgLTsS/KRz459Rd/7nq6D2N0+3K7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MkO/frcXwAAQpFQ0olCuUA8NxRGZxgzWm3CotBcUwMACHZ1odBYAF1U4Eu/q/jrkCL80kMRfmMU\nnufpjydVSuCCum/gzpNupPf/feTzpNulIsgG8eTm55I+9+mxzUPa13BgORb/OvAejjlb8cSmPyVt\ntkiXCBeho8DEubepMGgNOKGamANvatkme078zo1aA1SqxJ+PGO3TFpEaS9/RRoTsdswuJRcyUZSJ\nNV21veQibZ0zW7YfQ0U5pn73O/S+v5Wc0BiGodNAROEXb+EQX+Cdad6QpCu3d+zFf66/F/u66xO2\nE+shxVTvQPV9ALngayqIcLO4QrQT1WePnegLBhB+DMPQwvBZLcGUglQ63/qaJZfh/tN+jOuOu1y2\nTdjpxFITufC8efADNPY3J91XvEVPiT2WZu0q1UJ1Nuk6VglAZS9JzYuGzCKCIKBsy1GccCC2qDju\n6d9izk/uwqJ1v0yIGKn1ekz79rcBAGWOCPZ0xKx97N2xC2HFihOhKyXH+jKOfG97uxL/nXKNIAgI\ndBDBYZqaOOMaQEz4HUku/Drjar1ufvunCWnvXCOKLJ1ai0i0fjHVMS+mNQ1hHrowLxMzAy3oB6I6\n2vjV5IgtBF1iVsgQywpVWsrovo/0y88duYKa13vIb0JfVgom7nwqLoQjHg8Q4VBBGzxi//bNCcJP\n/ntUSI4i/LJMttrmvayfOrJbdYmpXpEV1Utx0VxSy7ar6wAdkzMYzqAbP/3okZQrqK/bd2XdEuCY\noxURPpYa+9f+d/HD9T/DrevvSzrPdSD6Ag76fUnn3qZiaeV88h6cbbLvjJouJ0nzChwHTz1JTU35\n9mVQm8g2Xe/9G3NKSWTjcN9RCIKATm8PTAEO5e3kxFy8YkXC/qZcfhnm3H0XACBs7wfrJhcWMd3b\nGu3sFYWfmPLv9dmz2sUpRhylPPDZrxNqb+jJPZCe8AMA82SSfi/0cDSq4+4jabOgXgWjfuCC96Lj\nSGNAoZeHxz2w8DPrTNBrdJhXPluWLvQebcT2tbdg/p82wBZSgRN4fNGcvMNUOm3jpJ1earJcfvpp\nuPi5f2DlzT+GvVADADh7kxv6MI8NTVtkPoPugBtL9sj/vQxVlShdtTK1MIr6wukiAg417KSP93XE\nBKq1tJxG1Cr6ye+o3dOVsvYxV3A+P/joTFYxQhtPW7S239fUJDPzBciiN9zajkWH/LhqvR2TesII\ncWH8c+9baRllZws3Lb2xItxPakhTlTYYymORwAIfJ6vB7vXZUeSKoLTDh64PPsTm//iuzOA4FeI5\nRrQgCrBBhKIOBGLEDyALpNriaMOZY3Tmu4sLaIMvKvxKE8/JWsl3xzpdSTt7m13y9z9YN78CQRF+\nWYLlWNz30aO47vU78dy2l/DCrtfw3LaXsKFpS0YEk1dSxDpYEfDqqScAICmR+BVSMgRBwDNbX6QX\ntfnls/HchY/gTxeuwxULyYzUXp8dB+OMbzPNobius0+ObUK3rw89Pjs+OLohxV8lR1qrZzNYB9iS\nIK6eQ5GQTGQO5OHn2rsPXICIn8Ili1F5DhHcne++jzlFpGbPHfLiw6Mb0OrqwIz2MBiB2HQUL1+W\n9H0ULllEi5xd+0jKUWzwqO87ClfQTdPHp01fRf8um3YNPJIfv0fiauFEg3FbgGyvKx04xQ4A5qjP\nX4GXo9E0bz/5LKxRm7ReSoph0iR6W+/wJR1rJqZ6C/UFCc8JPI9Djz0BPhgE7/fj3B4SuU01VUNa\n77rsoKTxZ/o0qBjy71Z1PBH1xrCA446QC92m1lgkub3jGE3PAkDl2WclRD/iMVZPhqAi34X9aAOt\nHXS0k+8sbNBAbTTSyJmqrQdaFRGgoz3TO9QXu3BLL/iCIGBvdz22tO3EP7qJ0BFYFiG7PNK//9FH\ncfnb3Thtuxclbo7WTwLAxhQCPReIwq+QMdDzgK4kufDTFReB0ZB/D5uXx9H+ZvA8aYZy+By49GMn\nTH94DUd//0fwwSAOP/7UoPOLF5STTuFWdyecAZfsXD+pQD4xZ0rUHWC0bKHE86jeS4SpPsm5QRfN\nmgAkAi8KP+miSfyMYilNt7c37eDGRCYt4bdt2zZcfvnlWLZsGc466yy8/PLLAAC3241bb70Vy5Yt\nw+mnn45XX31V9nePP/44Vq5ciRUrVuChhx6SCZ7169fjzDPPxNKlS3HTTTfBbh9+Gi8fOdh7BIft\njfCxAXxwdAPePvQRPji6Ab/b8lc8v+u1Ee9fOqd3oIgfAEyxTUJh1MF/ILuPfd31uPfDdXjtwHvY\nHp1hetMJV+G/T/sxCgxW2AwFuHju2bRZ4f5Pn8zqRaRhgDTE501fDcmeQow+MQyTtDYvnknWCjAg\nF9Y2Sc2MmL5MJvza33wbAEnbGidPQvlppwIg5sLlfhXmlpEpHs9t/yeO9jfD4o+Oc5o6RVbDJUVj\nNqNgLmn66N9CxsytqF4Kg0aPABvEbe/8NxV5S6rmQ68h+4mfGZpJHCmirYfjagu90WJ3sY7JkKLe\nSYq4jc3HYW83SZsHnCRCxVsG/3fTFReB0ZP6zEIPB0cwsVnCFSKPJVsAuPbsRbAjdmEp3d0KCELK\nhiaxnsoQlB+Lpmk19PbSH9wMbSG5iC1wk2jph0c30otfT1csSnfcH3+H2pvXDvIpyaQTfbSZpbAv\ngM+aSOlFqIu8H66E/N7FiF+woxM1BnLhHO2oSKg3uihRqWg6DyBi+MHPfo3Hv3wWTquaPh7sjP3+\nIn4/3Jvk4xaNYQEqPto1feC9pN34uUBM9ZZGYj6KqaLcjFodG93m5dDm7sRHjRvR4emGJcDDHEw8\nt4kNXqmoK62l4n5jy1aa9iwy2uj5X2SqpFxkNMycxcyJxh01eC9JFH4aiwWMmhwHrMNBI5pHHc1w\nBz3gBZ7W+K2oJpF+lo+MatR3rDCo8HO73bjllltw7bXXYtu2bXjqqafwxBNPYPPmzbjvvvtgNpux\nefNmPPXUU3j00UexZw8xo3zxxRexYcMGrF+/Hu+++y62b9+Ov/zlLwCA+vp63H///XjyySexZcsW\nlJaW4p577snuJ80x+ySO/8XGQiysmIOKaIrxvYZPR5xuETt61YwKRm1i6k0KwzCoKyMGnwfjnN1F\nvGEfHvjs12job8Ir+4iAKTOXyKJI4r7OnnUqvf/3Pa8P9yMMSoebXGxrCmPdt+J3aPc7ZN/xYIjR\nJ4vOTCMxA6HX6KiRszSdRyN+calef0sLnDtIym3ShecDIOPJxIHsgZYW/HDFtZgl8Q40hMgJV2Md\nOAJZciKJGPVv3Q4+EkGR0YarF19K9hudQKJVaVBbNBWlxtQD2zOFPcWJNd4XzBs1b7Z4SaRCLGgf\nCLH2yeLnUd91GAE2iIiLCDX1IN8TQI5PcTJCoYdLehGgXmuGxIhf17+JqbBKRy7eKrcPJS4OPT57\n0o5c8Rj9dtmJ9LGyU0+BbcF8el9jMmLaNVcDAEyN3ZjbHIYr6MZ/ffgrNDla0d8bE2LJUl6pKJxL\nOvdrOkN4dts/8POPH0Okm4gqrVgrKTZPCAJmBcgxm4kZxCNBFH664mJ6YQeAV/aup7cjGgY+A/md\nBrtiwo91JS9heGT2tbDozPCxAXw8Sg0s4jm5KBz7TAN2sUcXOXMYInpe2vMG3q7/EFZf8k7b1lde\nTYh+StFpdDh5GjlXvLT3LbxRT2pxRY8/KaIfqJ8NZHWRmIwIz9HzFuMk31kymydGpYK2kOT8w04n\nFlXOhValgSAI2N6xF70+O93P8qjwA5TpHukw6BWwo6MDp556Ks4991wAwLx587BixQrs2LEDn3zy\nCW677TZotVosWrQI559/Pt544w0AwFtvvYVrrrkGJSUlKCkpwdq1a/H660QkiNG+hQsXQqfT4a67\n7sIXX3yB/v7RrT3JJHujxe5nzVyDP5z/EH526o/w2Nk/g1VnBi/w+HfD0Bot4qFCRm8ZNP0FkNUg\nANT3Hkm6wvuqdWfCY3WliVYLAHDq9JW4eO7ZAMh0gmzYu/ACT4t4L5p7Fq5efCmuWnwJHvrGTzCz\neBoA4OPGL9PeXyqz64GYHJ1t2SGN+KVI9XasJ4Xl+vIyKtQYtRqmqLecr7kFpeZi/PLMu/GXix7D\nT9fciuVFJDWjsQwcsS1esRwAiRy6o6bQ35h5Mp445+f4/tLLcd6cM3HHSTfCoDXQ8XDZOpnzAg9H\nVEwV6C24YuEFmF5EIsDNcWkjT8gHU5CHJprGTNXhKEW0dFAJpBv1vo8fBRsVflpbolBLhilqC1Po\n4eh7lRJvcSESdjhoVHXGjddTE9mpnWFyPPrkF5QIz9FjtMxHficaqxWzf3xbQqq2YP48evusL53Q\nh3h0e3tx9wcPYXcDSftGDNoBu57jKYkeF5P6IjD7OdT3HYXVTUR2QTW52GsLCqiP3CQH+XcYfeFH\nvkfpFBd3yJtQnuCKRv38nbGFl3gsAIB9cuzfz//RRhr1iTf/zhW0xi9aXaA2m6A2pF6Ui7+HWsEG\no8YAHxvAptbtsEp8LxeuewgrXnqBlHvwPHzHmgZ8D5fOOwdWvQUsx9I50zOKpiRsV22rotHBt+o/\nTPszZgJ/9BzK8AKEaN2yPknED4gJZ9bhhEGjx6JKsth57cC7ONgbnWijUmNmcQ1dyCnTPQZnUOFX\nV1eHdevW0fsulwvbtpETlUajwWSJ+eb06dPR2EhW/Y2NjZg5c6bsuWPRuYyNjY2orY218RcWFsJm\ns9G/HetEuAiaok0RCyvqqHjSa3Q4o5Z0+W1s3jqiWoShChkxzegOeZPWK0mjWiJiaD0ehmFw+YLz\n6AD5T4YgwNKlP+CkBsWTrZU4v+5MXFD3DVj1FmpCurl1O37x6ZN4bttLg5rsDsciocoqusXHTiQ+\nNuqxFZcudu4innEV3zhTFsUwR1N+/uZYOs+iN2NJ1XwYw+lF/AwV5dTXz/5VzLOquqAK58w+Dd9b\ncimOn7QQALIu/D5p3AQuetz+dM0Pccm8c2j00RFwISCpqfOEvSjwxo7xtFK9ErNbm5dDq6sDugA5\nDkzFg9cIArF5wEXuCPqTNLmIi6YCvQWCIMDf2gZvYyOa/voCBI6D2mRC6cmrUbhkMQBgWjd5/WP9\n8kanHm8v/S4sDvK5RRPqhPdUUY6q886l9+8qP4c24xiiU0kY69C6OAuXLKZj3K77OIAffMXg/7P3\nndFxVWfX+07vo9675N57w51iwLSXEmJIQgqkUULe5HUC6RACSYAQAl9CCZDQO6EZMNiAe5MtWbaK\n1etIGk3v5X4/zj1n7miqZNmUeK/FWlhzp9859zn72c/euXbyeoqrIj6eVOdnNJGLbL9zMMqP8nTD\nN0xYK7Gua1/PYbYeVmeW48Yl18GqI7+j4c7IdYEWfiEJ0PX11ai56YcAAPOu3agCaae3Wbo+m/Yl\n3YzbyGR3KvaWMuCh4RH8eu2tWFm+GBkqA2P8NOVlMEydAplGA5UwBCOWIcRDrjYb9573C9yw8Bos\nK12AOQXTcU71qpjjFFI5G/p7v/UTuAOemGNOFZyCJZbaF2Yepon0v9QdwW8h69nVsy6GlJNg0GXG\nw/v+BQAo0RdAJpWJNID/XQMePM+j6/kX0fvGm2mf92Ma7nA4HPj+97+PWbNmYcmSJVCO0iWpVCp4\nhWktj8cDlWi3o1KpyDSW3w+PxwO1OvrCqVar2X2/6OhzmNgFQdymBICV5WSXbvZY0DgUv+2aDlgh\nE8e8OR7KjcVsGrMxjt1HvGJwbsH0mL9RSCVSrK0ibeBt7bsnPA94wBEZ2ac/aIo1FUtRpCdFRMNg\nM95v/QSbXroxqdcfM0Udgxt+vCkylz9W4+cfscBnIq/XMCPaOJsWbI7GZvCjNIkBB2EI5PrU3yFl\n/axH6pMel60hC+WpKPyCoSD+dZjoeDVyNYoM5DsoFgnHxeyv0++GUbiISTUayNJ4nxKFghk5X8VP\nxbk1q6APkGWqqDB+xN5oaIWJ1xxrECZ7bMRTJBJLi95XX0ftjbfgyK0/xdB2wsIX/8+lkKpUZLAG\nQPFgANIQj4ahaH1sr/BepZwE4TZSFGrKYtkViqrrv82iunQdQ/jbhXfg12tvxczjBMMAACAASURB\nVBIjsfIx5hQkvG88SBQKVHzrOvL/Dje0bSZIhAuptrKCHUcjALnWHsg5KXienxBfzPHCL3R2FNnZ\nGPFY8eiBZ/HIgWcAAEtL5uMP5/4MqyqWgM8RLJF6I5ObQTsp5D1KCQr1+chdvZINSRQKucR2nxND\nEzi53GcfwO7ugynNjmlBozIRlpmeh4lACz/f4BAqM0tx09Jv4h8X341L8olsQDzxTIeWPH2pi5oM\ntRFnV5+FW5d/B7evvgmZamPc486tIQVhmA9HDUycajAbMpco0SfBpo4ygVTnWZ5RgusXboJUJNeZ\nlU800FTO9HHn3qgN6Jcdtvqj6H7uBXT880n0vpZeGkvahV93dze++tWvIjMzEw8++CA0Gg38fn/U\nMV6vFxrBwkJcBNLbpFIpFApFzG0AKRTpfVPBYrGgvb096r/u7s+PcSOdlFLKlDFmwaXGIpQL+ood\nnfthcg6lFQk1GrStkC6DJZFImJfc8TgFZ59QaOXrclGVWYbbVt2EvBR+d+sF5s3hc8Z9zHgYcpnx\nVO3LzMcuEejryVQboRqlYZRJZfjeomtjtHqvNLyT8PHG0+qlbvFmt4Wxj/FavTRdgJNKoROx3ACQ\nMYcUDwGbLaZNE3QQBiYV4wcABuHi7e3rQ8DhSHhctqDxG3JPvMD9xEgnvII9xC9W3wyVMEiSoTKw\nTYXYPNbpcyHTRtgsVWFBWpIEAGwoJrB9L1ZuN7HWV7qMn7aSsKzyEDDcFdtFYOdCSBojmFcXF6FE\nyMQ1Ct+dNBhG4VAADaMGo+h7LZNmwdFEbsucPx/JYJxDmFnznj1Q8BLMyJuMUgkpcJRJ9GCJUHDu\n2Zj2y9tQdPFGFF28ESVXXYGpP/spY5qBSFZs0GrDChVh8XeO8qc8nQhYBY+7zEy8fuw9fNAasSpZ\nUR6Zbs+pJL8l6bCNWbr4rZHCr0CfC4lcDk05aWtrTDbWvnyy9qUJe733fPr/cP+ux3DvrkeTdmno\n2iDtJ7898YBPPNBWb9jnY9pFjuMQMpNNmzInUviphc2Qp3fi2CyjysBsXk7ndC8lLbJt5DuV6XQJ\nZRzaSrLZc7W3MzZrXdUKPHjhHbht1U34zdofY9Mc8ns9f9JayCQyuPxu7O89cqrfxucG1tpIQlH3\ncy8wdjQZ0ir8Ghoa8JWvfAUrV67EQw89BIVCgfLycgQCAQyIhLft7e2shVtdXc1au0B0e3f0bSMj\nI7Db7VHt32R4+umnsWHDhqj/rrvuurTuezpAp+ZKDYVxBwlWlBN7la1tO3DT27/CoweeZbfxPJ+S\nruV5nu3QRuf0JsM0YUc0WoQfCAVYnNk3512Fu8/9OeYWJmb7KHK12UwkXGdKHQnH8zwe3PME3m7+\nEH/89P8xltAfCsA2avqSWoPQ6bPRmJpbg5uXfpM9P0A0Zol25XTCdEyFn54svDx49vnQXb04QN0u\nePdpqypjpnPVpaVsYs1yKFpHSTMqU2n8AEA3qQYQCicadxUPhQITavc5ozI7TxYuvxt3fvwAAJJ8\nUpNdwW7jOI6xf32iFAmH34lcKyn8UrEfYuSfs559JsOffAo+SB5Dkebgg7q4GLyQAOLv6o76PQXD\nIcYGKD4+jJA7uuVpmDmT6fOU2dlQlxDGvnjQD5NzKOo8pYMdU4eJ/oqTyxlLmPC9rV8LSCQIWKw4\n/KP/RdOf74OtnrC44mD6sSBr4QJUfvubqPz2N1F+zVeRvWxp1O3ainIWgTbTRgr0VkvnZ9IOBSJt\nO0VmZlQqygWT1mJx8Vz275LJpEiWhnhYe8nG3jlC2HePikOhsDGjxYG3oxOXTSc5vwd6j0wI6233\nOphZ9IHeI/i4fU/c48LhMNwBDxSBMLhhUtjqqpIz1OJhJ9oxAADfMFlrxBpItcD42erqY9KBTgaj\nzeBPB2iBXCA4kmnKShNuCrWCTCFgs8NvjrC4OdoszC2cjul5kyCTkN96ptqIScK69N+U4GE9HCly\nw34/+t9KTIBQpCz8hoeHcf311+Nb3/oWNm/ezP6u1Wqxbt063HvvvfB6vairq8Nbb72Fiy8mPm8X\nX3wxHn/8cZhMJgwPD+ORRx7BpZdeCgDYuHEj3n//fRw6dAg+nw/33XcfVq1aBWOaC9+1116LLVu2\nRP335JNPpnXf0wHqP0f91kbjrLJFkEoiOrBt7btYO/HRg8/h66/eyow1e+z92NN9KGqi8KO2ncw6\nY17hDKSLCqHtPOAaYgwWAAy6zOwiUKRPPXkpxmyBZt/Wvht7ug9hX8/hqGEIMY4MHGNt5l7HAO4V\n0jh+9eGfcf0bm/G3vU+y9900RI6bklMT97EAYHnZQvx5wy/wi9U3s7+NdvSncPqEgm0MhXKuJou1\nFAYcQ/AGfWzRMogMUalpM22picFxHAzTyWfk7oqIzsPBICs65IbUjJ9Mq4W6hJxPjubE/omJMjtP\nFltbd7BzhvqFiUEvIGJhvdPvRq5FKPwqk7MfYigyMzH7z3ejcOMFyFm1EjmrVqLsmq/GpJskAieV\nQl5MGBL9sCdqgt7pdyF3JIANO2zwv7MdAJnCpRhduNHXnekgGwqxtQ9taxeYyeeinzKZae4SQVVQ\nwBhNT28fhj/dCd+gMOyQhs/heMBJpYx51jSS35cn4P1MjJxDPh9CLnLeO1URv8nbVt2E6+ZfFVUA\nTJ62AGHhnx2NZNPECj+lhDHykXi3dmycsp7dfyLiyEYzYU8feTXupDjVyGVZIxvPVIyfTK+HRJBD\neU3kXOJ5PnI+5EYYP4NoSjyVrctYEDGDP32FH7VyybFGtIyJoC0vYz6mieL7xCg3kmtch/W/o/AL\nulysk0TdDMRZ8YkgS3XAK6+8AovFgocffhgPPfQQAHIx+/rXv44777wTv/rVr7B69WpotVps3rwZ\ns2aRXdqmTZtgNptxxRVXIBAI4JJLLmGs3NSpU3HHHXfg5z//OcxmMxYuXIi77ror7TebmZmJzFFt\nEfkYpuFOJYbdI0y7N79wZtxjcrRZ2HzW9/Fc/RtsZ3Lru7/F3ILpzD/v5WNv43uLrsUvP/wzXH43\nJmVV4Ndrb4Xd52Q+gIuK50TtkFOBarF4nseAY5AVpuKdcY4mdbqCGEtL5+Ot5g/h8Dlx365HAZA4\ns4c23hkVORTmw3iuPlp/cKivHof6Ipq1Tzr24pOOvVDKlMxxnrKUyTAzbwrkUjkCoQC6rH0oEaZx\nxRhPDJJUIkWBLg+9jgF0WLuj7D/oc4QDAZY7aohT+AFgU5V0QQeAoDPCxqXD+AEk0N7T3QN3R0fC\nYwwqPfRKHRw+J3rtAwkHdMYKcUF9+YwLYm6fnF2F7e270WxuR5gPI8zzCDgcrE07FsYPANSFhai6\n/tvjfr36omJYOnugd4fRbetjubtOnwvL6lyo7CMyFXlGBiq/9Q1kzp8H39BQDFtGB0Wyha+rx9aP\nGXmTwfM8y8jV9ZM2Xbzc2Xio/v4NyF6+FM4TrfD29SPs90FmMCL/nPWp7zxOZC1ZDPOu3fA3tkA1\nLRteOWF5clPkVk80AqI2VCdPPje1TIVZ+bG/nQxdJpwGBQw2PyxvbMGgIgverl5IAIQ0SmgUpMim\nesaA1Qqpy4s8bTYGXWbc/elDePDC353Ue+wQmSCr5So4/C48tPcp3L76pqhuDu0EZDrIRkem16Vk\ncDmOgyo/D+7OLngFxi/kcjPzZzHjpy0vQ/nXrkHnv5+Bq7MLfDic0uQ7HdBrQJe1FzzPpy3HOBnQ\nwi/TQn6DidJpAKJj1ZSWwN3ZBXdnJ7KXLEr62BWZpPDrPI3v57OEs+UEIJA2hReej/bHn4CrozPl\ne09Z+H33u9/Fd7+b2FD0L3/5S9y/SyQS3HLLLbjlllvi3k5btF827Oo6CB48tHJ1UjZubuEMzC2c\ngZ1d+/G3PU8iFA6xog8gU277eiK9+5aRDlz7yi2QS2QIhIPQK7S4fuGmMZ3YuZpsViD12AdiCj+j\nUg+ZNOUpEYXJOVW4ccl1eOnoW2z37gl4sa/nCNZVRTwAGwabWZH7m7U/Ro+9D48dfD7uY9KiTyNX\nM+uWZJBIJCgxFKDd0o0T5nYsL1sQcwzTdY2B8QOAKTlV6HUM4NhgCyuKNXI1E0y72tpZK1I/dWrc\nx6A7d2pjAUT0fUB6Gj8gsjN2dSbfzZYYCnB86AT+vv9pLCmZF9dseqyg58iGmjVxL6TULsgd8KDH\n1g+ZRIoMe4SlTrarPxVQCfoonTsEkzNiE+LwO2EQBk44uRxz7vsT5EYjclevjPs4VFuVYQ8CPM+m\n3+0+B1x+NyQhHpI+8vj6Sak3KQAxX85auABZC2PP01OFrIULAI4DHwxhuluLQ0YXuqy9bBr8dMFv\nibBlPTxpm5dnFEd1QMQITyoDDpyAsmcYLff/lbWoZKKiSlMaGahxdXah2FCIQZcZYT6M145twQ2L\nrkn5ugacQ+h3mDC3YAZbU03OITbMtKBoFlaULcRf9zyBelMjPunYizWVyyLPKxQzWXZybqmLi9Na\nm1X5+XB3drFWb1SqSW70UFvmgvno/PczCHu98A0OMobnZECZeoffBZvXjowEgyATCbvXAY0nDJVb\nmNZPsTaoiwpJcdyfmsGlw5ROvwsWjw1ZmowU9/hig3Z/VEVFjBUOud3k/EjionAmsm2CsaNTSFco\nnR+V/5kIK8oW4Z5zb8Ps/GkpjwWIMzkAfGvBV+Ia0CaDRCJBsaABE9u30NZFlnp8P5JVFUvw4MY7\n8MJVD2NRMbHA2NlFdChOH4nNeq6OsH1VmWWYnjcJ59asxpUzLgRAzETv3fBL/PHc23HLsm/h5qXf\nxA0Lr8Fv1/0YSpki/pOOwlwhW/fTrv0xwzKBUIAVk2PR+AHA9DzSXmwyt2F7O0lHKDUUskXdLQwV\nyQyGhK06asXgH7EgLBSJAXtEK5bOtCsQmRj1Dgwg5PMlPE6se3yp4e20HjsVaOFH7WJGo8iQz9jU\nelMjeuwDUPkEIbyES5vVnCjQ70LnCUf5wzl8LmiF7ODqH3wPyjjGsWJQbZXMH4Lax6N1hOymewV9\nX9mAHxC+03QZv88CMp2WeaIVB8hGoNcxcVKAdEEzbCUKBdq9pNhJJIkBgOU3/xQN0/Sw6qTwKqVw\na2TozZUjOD/S9pfptEz/6e7sikpk2dmdeoiF53nc/sE9+MMnD0VplcUJSwuKZuOs8sVsnaY+rRS0\n8MsUNjvq4sTvSQxqWO4RihraFeCk0qjIMoDE9NG2p6tzYrwKS0XdkdOl8+ux9yNvRJAaSSSptZCF\ndLAldeFHdZ/AqRlw+7zBJvi66qdMhqa0hE24dz//YtL7jY3eOYOk6HOY0GElGhqaj5sOyjKKcfvq\nm4QLZn/MRNpdZ2/GsaFmeIN+BMNBzMibjDlJrFaSocRQiA5rDzqtEYsEVvid5O6I4zgsL1uA/b1H\ncGywGe+f+BhP1r6MYDjC/Ih3yVfMuBBTcqpRk1XB2jaUqh8r1lYtx2vHt8DmteNQXz0Wl0Ra4OJ4\nO12KeLvRmJ43CRw4BEIBHBOyiUtEAyfUZkBdGNtepmAtG56H32yGKj8/cgFUqVLqwii0dGccDsPT\n2wtdVVXc4y6Zei62te+CPxTAxx17sGn2pVCksQlJhlSFn4STYEHRLHzcsQc7uvZjQdFsKKlPoVY3\nIW2psYBGZencYRwXRXg5XTaohNelzEo9RUutZQByUT+h6sCPt/wOGpkK4HmcVU/acobp09IyqP4s\noczNhX9kBJlCdvJIgui9Uwlq5SLLzGCFRkVG4t98pjEHS3+0GXd/+nDUOrKpLLrI1paXwT88DHdn\nF84/ayPbpBVoo1mzeBhyj7A14t2W7ZhTMB0Ng81sMvSa2ZfhbMF/dVpuDepMx9E60hn1GLR9meUg\nmwqqx00FulmwH22AaetHTAesyM6O8gMFCFOsKSmGu6sblv0HmYH3yUAlV7HWeJetlxkkTwRC4RDM\nbkuMO0SXrRfTRsh3qSkpTrn+UW9MTxqMn1quYlKhL3t0m/NEK2xHSFJa5vx5kMjl0E+ZDHvDMQx+\ntB0F52+AfvKkuPc9w/hNIKiwXSlTYnpu/A88ETiOw+yCaTivZjWqs6JFwdVZ5bh46rm4auZGbJp9\n6biLPgAsMqxpuJUNdJhPkvETY07BdEg4CUJ8GI8dfD5qsZ6WW4Ozq85i/6bvmRZ9J4MCXS5mCOzc\naENp6uEHjL3Vm6PJwg+XfAOLiucgX5cLo8qA1RURHRhdjFSFidsu4pYN3dH7R0gxosjKSrtdr8jJ\nYYukuytxuzdHm4UHLvgtOI6Dy+/Ggd66tB4/Edx+D4tGyklQ+AHAijJixdE60okXj74JlZ9cBNNl\nNCcSlPFTBHmMjES8BV3DEfZPkUbhJ9frmVZrsYwwrr32AbSMdCDXEkT2CNEplW26+nOvJ6IbEI0Q\noWf2nN6oLiASv3YCFtiEbFsxQx0Pswum4c71P8GColmYkTcZayqXYd2oKEnaLnR3daEysxQ3LNwE\nALD6YrOaR6NVcBAAgHA4hO3tu/H7jx8EQMzjxQMj1YL0pM9hgtsfMT12+d2QB8IwjpHxy1mxnOU4\nn3jwIfQJed9ifV/U8auIJMH0wVbsvORydL/4clrPkwx0I0tZ7IlAMBTE77b/BTe+/Uvc/clDeLvp\nQ9SbGnF8qAV2nxN5wkBUOiw5ZfyCdjtzQkgEjuOQJbSrzZ/BxuZ0wrT1IwCkzZuzYhkGncM4etEM\nllVuOXAw4X3PMH4TCDrlV6TPg2ScDIdUIsUfzvkZLB4bXjj6JtZULJ3QCwodlrD7nOhzmFBsKIDF\nPXGFn06hxZScqri+fj9efv2YNYRjwfqqFWgYbEbtQAOcfhdrPTqjGL+xFX4AaWWvEjIwR4MyfskK\nP6laDZlej6DDAU//AIyzZjJrglStRjE4joOqqAiu1taUDv7ZmkzMzJuCelMjdnUfiKt7TBfi6c9E\njB9AjFTnFEzDkQHSLqOtXpn29Bd+4uxP99AgEzu7hk2gt8jT9M3TlJfBVlePxVwRZDMW4KipCfm6\nXJS0NwKwQJmXFzV1+XkFNQRW2knBMuK2nnYBPNVpWfVkHVDKlKiKkyU7GlVZ5di88gcJb4/oX8ng\nA5XB2L0OhPlw0nzuVtEkepulC83mdgQFHfVPV34vSn9YI9qUt1k6MVNwNXAF3CgaCkAiOOQYpsUf\n9BoNiVyOim98DW2P/RMhF1mnOJkMuavia06LL7sEI3v2soGyrmeeQ9HFG5NGw6UCTWCihfhE4JVj\n77JrwKH+ozgksu0BAIM7ooVMBbWIdff09qWc7s9SZ6DfMfilZ/zsx8k6m7N8KTipFM/Vv4GdXQew\ntlyG2c1+WA4dRtmmq+Pe9wzjN4GIFH4n3/LJVBvxvUXXMjfyiUKZsRhqwRD5yMAxAJGdf7KL+liw\nYdKamL/Nyp8K4xg1iWMF1fmJfQ6BSKtXLpWnrRlMBzzPp9XqBSLRbS7Bv5IWfvHCyZOBtT3ScPCn\nDFxt31H4g/4URycG1chJOAkyk2wOpBIpbl99M/524R24bt6VmKYjDNlnwfjRVi8AKBxellvqHCa6\nsrBUkrbuUFNOvjtPZxeumnkRfrf+J/jhkm+gcoQUTNlLF3/u2T4gwjxLLIQ18YX8cAVOb3SbSzhv\nrUIOr0Gpm5DNoFb4jsJeL3xDQ2ytCfHhlPF0nSLrD7vPyaxZ7jz7/2LWcp1Si3wh0eeEqN3r8DlR\nOkB+Y9rKSsgN6a91eevWYMkzT2HZy89j2cvPY+kLz6Bgw7lxj5XIZJh0681M6wdEG/iOBzQ60OFL\nzqalC4vHhjebIvm/k7IrYwbC9AHy/cvS+JzkGRnsuFRZxUCEwPgyF36O5ha4O8j5p59GNh/UlL2j\ngMh6nK2xCV0UZwq/CUS/QJUXTkDhlw6CwRDs1rFlLEokEiwsIp5eW1t3YMRjZSkgBbqxefglwrLS\nBbhg8jrkarPx5/N+gRuXXIebllw3IY+dDDqlli34Yg8vms061sGOVAjYbMx6IRnjB0SMSF2tQuFH\nY6uyxlv4pda70EI4EA4y7el40G4hjEipoZCZpSZDni4HF0xehxoV+R0kK7D4MI+RYdeEmwlL5HJ2\nsdC5Qzg6SLwWfRbyufMGbdrFmrZCxCaJXmfARi4sqoLPt7aPgjJ+YYsNkrAg8zhFmc7xwIdC8JuI\n1IEWfpdPj7UGGg/Egw/uzq6owTebNzmTNRznM5hTMJ1ldY8GleKcELWI+51DKDCTNu942F+O4yCR\ny8l/suSFsKakBEuf+ze74J+soTMt/OwTxPgd7m+APxSASqbEE5fdi9+f/X94aOOdePJ/7sPfL/oD\nHrjgt0xnK0/D0YDjODYA4mxrT3F0pPCzfEkLv6DTibqf/oz9W11ThZ9suZP925QtnD/hxCkzZwq/\nCQLP8+gTvM4mgvFLB88+uhcP3LkVRw6MzaySMnI99n68ePQtACRvtCozcc7oWHHdvCvx0MY7UZZR\njFUVS06LTQAQMTAWTy07xxHXlg4o2wdEtyPigQ5iOJqa4O7qYtYuNNUjXYijm8RFiM9sjskCztJk\nsDbOLz78U1SO7lhAtauVWWOzZAk6aDJJ9OceDvOwWUjBvGt7K/72h4/w/hsN43ptycAme91h1A0c\nB8/zCFmI5kuakT4jQ+1CQi4Xi9YCIvFh403cON1gbTWeZ7Yjp1MH5R0cZBcjd4YKNy65Dmsql6a4\nV3qQyOVsU+RsbYvqLli8tkR3AxCfGVqdQNoBgFlMiQc8+u0mqAVpQyJ93kRCqlIxOyBr3dGT2jjp\nGeM3MUk/tGWcr8uNspLSyNXI0mQgT24AHyAaP5khPdadejW62tMv/D6L4aXTAdrmB4Ds5cvQ5h+K\nMhp3q6VwqpOXdmcKvwnCoGuYWYaI0xNOFXieR8cJM3geeOO5w2Ni/mqyKpjvGh2EKM8ogWIC26Cf\nFaixcrzCbyypHemA6pVkel3KtqFuUkTEXHvTrfANCbFMY231CvYiYa+XtYvNe/fjwLduwNHbf8UY\nSAoapQYArx57d0zPBZDzrFVg/NLRYolBTapHfzZvvnAYD9y5FYf2dOLDt4lOZe+n7RjoTX6BHito\nUa3zhLC3pxZbW3cw7zDlGJhWMaNHh3NCPh/CQt44Fed/3qHKz4NUyEOvcJB20MhpHPCgGyUeQFHF\nZKyqWJJUezdWGAWmbWTffiikciZpuWP7AyxjejTcAQ+L8BMb7i9KYow/WRiQM7staBxqRTAcwoBz\nkGla02GxxopAIASfNxj1N5rB7B8eZkMz4wFNIXL6XQkjL8cCyrBSJnE0xB6m6X5WWoHxc3ekjhqk\n7hQjHutnFkt4KuESWrzK/DxM3fyTKNa+UJcHjVwNU1Zy1vhM4TdBoObEMoksbnLERMPrCUT9+58P\n7sDWt47jrZeOwO8LJrgXAcdx+OrsS6JEy5Nz4luDfNFQaiSffae1h/3o6U52PIMdyeChgx0Fqb9v\ndVERSr/6FZa3C5CCQT9tbPYJ6tISZvNANRwje0h+qP3YcfT9562o42flR0yl9/aMXQu0r/cwy6el\nE+HpIugkC7x4cW85bsKRA6Tt/NZL0dPGDUcm1keMFtUZPgl8IT8ePfgs8/DT5qQva5AZDJAoyKbI\nN0hY/YA1UqR+URg/TiJhF9BCK/kcrCnaoBMJKk9waCXQaif+M8teSlg6V1s7vIODUTYxHQmyW8Vs\n39fmXo7/mb4Bv1h9c1ItcE12BcqFSeQH9jyOp2pfQjgUYu1LWRoRjGOB3xfE3/+0HX/85RZ8+E7E\nZ1BXU82m/G31RxPdPSXEBZpjAvK9KeNnVMb/HAL2sZvX08nesN+PoD35pDZl/ALh4ITmlX9eQFlP\nmlEtHr67ffVNuGHhNeguSE7inCn8Jgi08CszFp3SyVUKlyN6B2u3erFr2wkc2tOFN188kuBeEUzL\nnYR7zvk5rpq5EWdXr8Rl074cKSo1WeTHYPc5Wf6x45S1elNbuYhRdvVVWPTk45j/8INY+M9HsfCx\nv0ORMbYLoFSpZBFHzhYyNSe2dhmdZ3lezWqmdwqGg1GZz+ng5aPEAHpW/pS4jF84GIS7qxtBdyzj\nTK0XaKvXZnHj5X8lthjo6ZhY9okyfpXIQE1WBWQSGTReUvDoxlD4cRzHYve8AuMnbvl+UQo/AEwr\nlW0mgwi0qD8doJPoVp00IRt0MjDMnAGplpxrI3v34eerbmS3JRL6i9uBedpsXD3rkpRedhJOgmvm\n/A84cDC7LXjvxMdQBng20TuWwY500No0CIvZDT7MY+eHJ9DWHDF5Nswg1l62uvpkD5EUUYXfBAx4\nOHzpM37pDliJtdA+c3JjZrE7xZfN0sXT14eh7Z8AiLS/qUZ1QdEs5OlysKRkLo5PNeD1NYnXpTOF\n3wSBCuArx9gOGy+cosJPKo3+GhsO96XV+i3LKMYVMy7EDQs3sQiyLzrKM4qhlCkBEK9CAOgRjGJz\ntGNrq6aCp49O9Kbf2ldkGKEuLoIyOwuSNPOlR7crqPeV9XAdAnZ7VOFHw94ptAoNfrf+JwCIoepY\n0hqGXGZ0CtqRy6ZtiBmGcLScwKHv/RC1N/0IR279X4QDERaa53nW6pUKdi5NR00I+EOQySUoKo0s\nzmoN+Rz6uq0IhxILkscKNjFtc+Kuczbj35f/BYVh0upMx8NPDFW+ELvHGD9yQeGk0hgN4+cZGmG6\nXGd2ATwP6+ks/AYiVi6novCTyGTIWkR0b+Y9+6CSKZneesQTX0ZAC0KjUp8waYkPhaJYKgCYWzgd\nt6++CQuLZhMTemVEDpAui5Uumhuif9Pb32ti/2+cTdq9tvqGcbc1xd+FfQIKP9bqVSVn/KRqddpr\noCLDyIZ3qMQlETJUBrZWfdkme7ueicScZi8lBt5mgfGjrhxSiRTlmSXoLFImfJwzhd8EIMyH0SJM\neFWPUQA/XlDGT6GU4rZ7LkDN1GgGo/3EcLy7fekhlUgxObsCAPGPcoiYr8TslgAAIABJREFUv7G2\nKpOB53l2IVOlGOwYKxpqe7FtSyPCoTDefrkOd9/2Lnq7ImyYfgoxB3e2tGDf176JsD9i1eIdMMVc\nAPK02VAJxXB7gpZXPNQK3ltqmQpT4xiSt/6/fzCtonfAFNVuCjqd4ENEL0RZzZ5O8h6qJ+fioqvm\nQCLlIFdIceU3iO1MwB9CW8vEnbdKgfEL2u0I+/2Q8EBIuOgo0vTwY48lMH6s8BMYP5nBcNpTSU4G\nlC2W+oLQesKntfCjrV6rXsp0ZRMN2u61HzsO39AQ29AmKgCoPiqZh+mxO/+AfV+7Dge/fyOa7r0f\nDoFpn10wDf+38vu4Y/1P8KPZm9jx8gls9fq8ATQeJZu1yklkaKSnw4LBfvK9UZ1fwGqFp3t8k/sK\nmYJtlieC8aPFY6JWL2X8xlIgkwg78pv1DSdn/KQSKTKUhHX9shV+ro4OAEDRxRuhragAEGH8aJY8\nkJqA+uKsWJ9j9Nj6mVfU1JyJ9d1LBKeTFH5anRIcx+Gq6xbi+z9dg6rJhJlob/7vLPwAYEnJfADA\nnu5D+M22+wEAHLiYRJSTQdDhQMhFvvNUHn5jQXf7CF55+hA+/aAF+3a04+DuTgT8Ibz69CF2TM6q\nlSi8aCPTnYkR9npjNDASTsKK3qOmppj7JMKhPlLIzS6YFmPjEvJ4Yjy1hnfuZv8fpYFjhR/ZmZZU\nZCG/yIDrf7QK1/9oJcqrs1FURi68H751PCFz4fcFo25LpWWlU54AYGs4RqZwhfuna95MoSogrK7l\nYC2O33U3+t4kLfCxtuo/a4gNc7PsodPW6uXDYTYYY9OfmlYvAGQumA+50QCEw+h7652U1h608E3k\nOhAOBGA9VAuAtKqHP9mBpj/eG5OVTVksTiplAzQnC57n8fH7zfB5g5DJJLh00zwYM4mm77VnavHv\nv+9GY38kB3sidH4nuxHgeZ5p/BIyfuMo/IAIg0+tsADAfrwR7f98kumtKb6MXn7hYBDeAcL+Ussg\nnufZ5kWcqnTepNWYJEyfx8OZwm8CQB3KdQpt1BTlqQRl/LR6slOTyaXILdCjegop/BoO97Fd4X8b\n1letQKVgTdMttHlLjUXQyE8+Go5CbOWSrsYvFeoP9eCJv0Xi5t7/zzH2/xazG0MmoUWiVKLqO9/E\nwscfwfRf3Y5pv7wN8x68nx17/K57YoqnOQWRcPl0WkL+oJ9534mnHSmcbW3MmqPo0osBEF0VZflo\nKxQgQywWswvWESI/KCknC1R+kQE5+XpwHIf1F5DXZ+q3M6sXMdpPDOOPv9iCxx/YAVO/HfUHe3D3\nbe/ivdcTX+yUubmsLX7sN3fgxN8eZreNtdWbu2YVKxZH9u6Hu5NIO9KN5vq8QKZRM7uRLFvwtDF+\nQZeLnRtuleSUMX4ShQIFG84DAAxt245MxvzEb/XStqQxQZEyWjoBENZ38MNtUX8Ts1jJ/CFDwTAO\n7emEqS/5507Z/j0fE83u/GXl0BtUmDWfnG+mfjvaW4bx7usN4KeSja6tfvw6P2r7dLLng8k5xCaD\nEzJ+djr0FV389/dYUX+oB067N+79KIMvbvW2/v0R9L3xJg5974cIiDa8mZovX+HnMw2CD0ZHAlq9\ndmY4To3FAXK9+/05mxM+1pnCbwJwsI9MJ07NrZlQe4JkcDlIe08nFH48z6P1H49C9eGzMBiVCIXC\n2PNJW7KH+NJCKpHit+v+F99f9DVcOHk9lpbMx3XzrpjQ56AZvVKtBp19Hjxy38c4uJuM2btdfrz6\n9CE88eAOWEfST0bYvS2x0zoAvPb0oaiiTW7QI3PBfGQtXAB1aSljAB2NTVFeTwAwO58UVhavDSah\n9Z0Mx4Za4A8Rzd68wlhDWsdxUhQq8/JYykDQ4YCtgRSr1ONOolJBqlTi8H7SYtbqFCipiC26yiqz\nIJOR3w5tCYvRcWIY4TCPvm4rHrv/U7z2LGFh9n7ajn/c+zFczvh2HTmi6CvK3Eg1mjFbbigyMjDr\n979DwfkbkLtmNQrO34CKb12Hqhu+PabH+TxAU0Y2Rdm2ILxBX0Krk4mEWNDvUXIwqASGacSNF5/c\nzwYWJgI5q0geeMBmR+4QeW+JGD+bkOWbkSBVyNMbsYVa/PSTyFqyCABhmsSgRUeyNi/P83jrpSN4\n66U6PPvoXoSS6Fn/88IRHNpDNhfTZhfi7AunCf9fFHUcH+bRoSabG9vR5Dq/7hdfRt3Pbod5996Y\n2+j7tyYokNPFHR//NeYxR8NvIb9v8eZr2OTA43/dgdeeqcU/H9wJPhz7PijjRz1Qw4EAS68Aor+T\n7C+hiTPVcnNSKbOYEvv3lY7BTeRM4XeSGHaPsGzSs4SIrNOBoUGykOr0xKvKcbwRA+9sgbvuMHJ6\nyAWur334S+ljlA5UMiXWVi3HN+ZdgR+vuJ5lak4UKOMXKqjEs4/uw0CvHe+9cRR2mwfvvlqPo7W9\n6O6w4MCuzqSPYx5y4t1X63G8rg8DAgtwydVzUVBMFk2pVIJV55BsyoE+O7ra4gubOY5D5Xe+yf7t\naIy+MOXpIqay6WRyUrPnfF1uTBvMOzDAwuENM6ZDXVjIJszMu4i1DGX8FALbt39HBwBg1oKSmGEk\nAJDKJCgsidYCiuFxRQZHRl8wTX12fPRO4+i7AAAKzz8PZZuuRs6qlchbtxYFF2zA1J/9lFnijAXq\n4iJUf+96TL71ZlR/73oUX3LRF2qil4JaYxidhJk5HawfNfMGAK9SwlqLzz++D431A3j6H3vAh3k0\nHO6DxXxyFhzq4mKmuzW0kN/pkHskrn6NvvdE7JRXiJhTFRVBrtdDV0OkPK5RCRLp6Na62keYlZHD\n7kXt3q64xwUCIdQdJMctWlGBK762ADI5OV8Lig2onpILrV6JabPJexzxKYTX4Iw7+OAfscDd1Y2u\nZ5+H43gjGu/+IxwtJ6IYsgw1WW8sJ3Eu+IN+DLmI/m5qTnVMTBs7Tij8xHKLrW8dRzhErlXWETd6\nu2MLNhp7aT92HAG7HZ7eaPsn/3BE3vRlM3EOB4PofvElAERTTtNduqzkM8jX5UIlTz+v+dT7jnzJ\nsb19N3jw0Cm0WFQ857Q858iwi1lf0NZu31tvs9u1ThOgn46hQSd2XrEJucsWYcpPfnxaXtt/Czy9\nZKdlMZYDwloZDITx5N92spYmgKSmxDzP4+WnDsLUb8f+nR0AgOxcLWYvKMGUmQU4sKsD5dXZKCnP\nRHPDAAb67Kjd24Xy6vgLasF558Jaexjm3XthP96Eoos2stvUMhUknARhPgxniuxSIOJ9GO+COLL/\nIMI+H2Q6HSq+fi153cuWwtXeAfOePai64duRqdeMLLz4xAF4PQGoNXIsWZnYL7K4PBPdHRb0dsUu\n1h53bNZwYYkROXk61B/qRe2+Lqw+bzIMxuh2vkShQOlXrkz5fv+bQNkCo4MUfg6fEwWiNtGpANV1\nhTkgqJBCK9fA7wticCCyCdnx0Qlse7cROr0SP9i8Fip1ehOfo8FxHAzTp8Pb1w+dxQNlvgK+kB/b\n2nfh4qnRGbiRVm8Cxk8o/NTFpMiiPoievj6EfD5IlaTj4h8RWKw42tHBfjs0OiXb/FC880o9MrM1\nqJ4SPZjncUXO9fnLysFJIq1jjuNwzQ1LEQ7zaDlmwvG6foxY/QhxUkj5ENxdXSyxBgC8pkEc+sFN\nrEVIUfeTzQDHofLb30TRRRcig7V6x8/40UxvALhxyXUJW94BxvgRBs/j9qOlcTDqmD0ftyEcDkOr\nU+KCy2eB4zhkr1iOtseeQNjrRee/nmGbTQrx0MeXTeNnrT3MNhulX7mK/Z0yfmXGorj3S4QzjN9J\nIMyHsa1tFwBgVfnihHYAE406Ydeo0SlQMy0PfCgEay3x7tNPnQKjnGgkeE6Klow5GP5050k5u59B\nLKjGy66ILsLERR8ADPTZErKuHSfMMI3SYZ590XRwEg4qtRxnrZ+E0ooscByHuUvIlNaxI30x5t1i\n6KcSZtPRGD3EwXEci09KFVoPRKb79HHSTuhOW1dTzdo12cuXAQACFits9UdZq/eEvAqmfjs4Dvif\naxcwcXo85BWQInNkKJaZcQsXw9kLS6DRKaBUyXDppnm46Ko5UKpkAA/85Xdbce+v3/uv1bZSOO1e\nvPr0ITz18C70xWFO6KCK3h2GJMxPWFRXMlBdl1fBQa8iOrhtW6JZ2m3vkn87HT58urXlpJ6P6hhD\nI1asLCe2Fzs7D0Qd4w8FmD4qQ6Txaz5mwuN/3YFnHt0D6wlysaWxfdQ0F+FwVJsxkr0dXfjt+7Qd\nf//zx7jvN+/jmGBQvmhFBbu9sT52XXaLNjkaTXwjXomEY12BcJhHoEBItuiOntp3NLdEFX1Rgyc8\nj/bH/gl3VzcyWat3/L8dKiGRchJmLTIaPM/HFMltTUPgwzwkEg7zROtcY/0ADu7uRHc7+WxlGg3y\nzzmbPNcHW9H2yGNRj+0TM36Cxs/hd8EfjN00ftFgO0oiLbVVlchduYL9vc9Ozh8aXJAuzhR+J4EO\nSw+GBA+dtVXLJ+xxPW5/QoErH+ZRd5D8uGfNJ20zV0cnQm5yMZ90841Y+8RDkMvJbqs7YwZsylyY\n9+ybsNf3345wIMCKnxE/WZhXnzsZG6+cDYmUg0TKYf5SsoC5nf6Enop0ypVixboaTJ4efzho1vxi\nSGUSBINhHK3tjXsMQAp/APCbzcxqhUInJ4t+Om72dr9Q+Clipy8p2ymemtWUlrCLYuM9f4J55y4E\nJEq0eElhvGxNDWOnEyEzhxSZHncgpriljF92rhY/+L+1uPFn65Cbr4dMLsXUWZFFz+X0Y/fHY9O2\netx+HNzdiace3oV3Xqn/wssjDu/vxtHaXnS2mvHGc7VwOX3obDXjkw+a4fcFocon55iEB/Su0GlJ\nN6CMH2nz6mG3ebD3k8S5q8eO9J3U96DMIYWff3gYC4tnAwA6rD1wiopc8UQzZfy6O0bw4pP70dtp\nQWvjEDqHiKyAGiUrsjJZe9/ZFjnPWDEjMhrete0EtowaPpLJJTj7oulYsY60jHtTyBrU2sRkgiFD\nzVhRl5C8JPb0JK8rwoJlL1uKhY//A1M2/wSTfnQT+7u9sZHZ3th8DoTD4/PSNDnJepOjzY5KhRIj\n5HYj7PeDB7CrMYCnHt6Ft18hQyllVVmYvzTWeaH+UGS9q/jGtVG6XTH8cRg/ABg5CRbz8wK7oJ2m\nsYQU1MolVzO2zPczhd9JoM1Cdnw6hRZlxpOf7rNZPHjxyf340y/fw/13bMWBXR0YGXahqWEAYUHs\n2tlmZqzSnEUkksh2lCwu8owMqIoKwUk4rLtgOnvcAX0VrLVjj+s6g/jw9PaCD4XgkWlhEdplRWUZ\nmL+0HDf9fD1uuf1sbLh0JuQKsvglYi/cwgJfXJaB7//fGqy/cFrC9ohao2CFU7KEC111FThB/2Ef\nxfpRxi+dVi+9QMZl/AQ/NnHhBwDVP/guIJEg5HIj5PHAqcxEiCfvZ8W66pjHGY2snMhzjQxHFyMe\nIWNXrVFAo1WwaXYAWLKqEnpDRN9y7EhfSqsXMV5/thZvv1yHzlYzDuzqwNa3juPArg4c2tMJnzcx\nu3q60dU+gn/9v13o7khuYOuwRTaNQyYn7v31+3jq4V3YvqUJ27Y0QZkfaS0anaEJ8W5LBaqB8yqI\nvq9b0KpKZRKcvTGyVtGNj83iiTEuHgtouzNgs2OysQwSTgIePI4NRX6LNlFcHS38dm9vZVozAGjP\nnIuATAnDdDJcwXEctNWkyBLr/PwWyviRwo/neez8iLg96I0q6I3k/FyyqgpyuZQNOJn67THnKt3k\nyBVSyGSJtagcxzH/1i4+DzziFX4W8AD80xaj4pYfQabRIGf5MuStXQPj7FnkfbR3sEGMMB9mm76x\n4oAw5Fgg0hOPBtX3dRun4/AxGzpbzWyTt2hFJYpKjdBoo1nOpoYIKyqRyzHlf3+Exf9+AvMe/AsW\nPPIwG7DyxdH4AV98nZ/fYmGJTAZR4RcMRabys0UefungjMbvJNA2EgmvTzbCny7efPEIm27jwzze\neSUynl9enY15i0vxxgukpVtQZEBBkRF8OAzT+x8CADLmzGavY8mqKvh8QWzf0gSTrgKuvm04g4mB\nq4N87615i8HzZFK1vIpcaMStzFXnTMaHbx9H7d4unL1xeoxmiWp5MrI0yM1PPWWaX2hAc4MJw4OJ\nhzMkcjl0NdVwNDbBcbwxqi2gG1erN5rxC3m9TEQ92spEP3kSZt/9ezhPnEDI6wPsCuBoGHKFFOoE\nLSsxdHol5AopAv4QLMOuqHQP2uodfVEAgIIiI2799TlwOX2499fvI+APobfbisqaxBcgCp7n0T2q\nkN69PTIRvfeTNnz7lpVQKD+bpdLt8sM64kZhsRFPClY/b75wBD/YvDbhfVzOxK2t2r2dWH3uZMgz\nMxGwWKB3hScknzUVWOGn5EjhJ3zmRSVGLF9bjeLyDNitHsyYW4wH7/oQNosHrz9Xix9sXhtV1KcL\nRU7ku5fa3ajOKkeLuR1HTU1YXDIXAGD2kNcglUihU2gQDoXRLhiIa3UKuJx+uBVGHK/YgDWiFqmu\nqhLWQ7VwtpLCL+TzMU9P2uq1Wz1ss3LVdQuRlaNFxwkzK2xLyshxPE8SaypE52qyc3005i8rw9Ha\nXox4ZXApMiDrJhnl9DrgGzbjaMEaDAYqYHq2Fld/ezFcDh+UKhm0FeWw1dXD3dGJclHh0GPrTziR\nmwg7OvejYbAZQMRWJBwMwlZXD+uROjibWyA3GhEUOlMD+ojWV6tXYv7SMjascvW3F6N2bxeqp+Ti\n5X8dhNPug8PujToP5AYDi8aj37VvcAj2Y8dhmD4NarkKapkKnqD3C6/zM239CAiHIdVqkDE3Mkcw\n4rWBB9mk5CRorSfCGcbvJNAmxLRVTUBax/YtTVGWBhJpdCHZ2WrG688dZmPusxcRzYn1SB08PUTz\nV3jRhVH3mTmPXJgDMjUGnPKohIczGD9MLd3YUXElTBrSllizYWrcwoC2e3k+/qTqWBZ4AKw4HDI5\n49odUFB2wnqkLurvY9H4RVq90Ywf1TYCgLqkJOZ++imTUXjhBSi5/DIop5Ddabrvj+M4ZGULWaui\nyc5gMISAnzCryQpIrU7JCu9UPmkUHpefMQ5nra8BRu3fhkxO0v5N8nmfKjQc7sNffvcBHvvLp3j2\n8YgFx/CgM2kb1O0iFiZVk3NB96OLzyJteL8vhI4Tw8x2ROUPR7U/TxXErV69Uo/2FrLWlVSQgqO8\nKhuz5pdAIuFw6aZ5AACfN4iOcSa5UI0fAPiGhjEzj0ggqDclQAocACjS50PCSdDbbYXPS9i3cy6O\nMCtDyMTeT9vYZ04HPNydnfCZR1ibF4gwfv09gp2RhEN+oQFqjQLTZhdCKlgWafVKZGaT3+PotYEy\nfjTKMBnKq7LZcVZVPkIeT9R064A5gEFdBQCiXXzl3wdx32/fxzOP7mXxffZjx+HbX4dCPWEPjw01\np3ze0RAzqedPIpuSlgcexLHf3om+1/8D+7HjMO/eA5uwJgWEteiCy2fhf39zLtZuiLgulJRn4qKr\n5hA2Uzh/kw3JGWfMYCbW7f98kv09MuAxsRngpxvUfid31So2TAREotqAiKYxXZwp/MaJblsfi7+q\nSeKQnQ76e6z45APyY9PoFLj9ngtx290XYsW6GmRmazB3USkystRQa+TQ6BQoLDFizkJy0aXpCeri\nIugnRaeGZOVoUVhILqQDukp4TdGTU2cwPtS2BuGTRQqi2QtjCyCAFCm5wsBCvPbcWAu/nHyyuAX8\nIdiSZDFnLiSGrp6eHuY3CIhbvckv9DzPi1q90YwfbR+HsovA6YVJwBF33Knbsb4/AMjMIa9xZDhS\nnKareQIIKwoAg2kWfuahyGexdHU1fvq787D59+dj8+/Px5oNpFioO9jDbDhOFwYHHHj9uVoEg0Rv\n1doY7XP32F8+RSgYX4vlFhi/ykk5+Pr3l+MbP1iODZfNZMMAfT02Zjui8vGnifEjGwmPggP6tBgy\nkX9PnhGraS2vykap0Art6xkfWyNVKiETDIK9AybMzCffZY+9n7XHeuzkt1FiKITd5sFrz5B0nMxs\nDabW6DFzYDt7vPdeb8C+HYThM86cAalaDT4YxOFbfoyme/4ceV5jBg7u7sDbL5MCJ7dAz6xYRoMa\nmY8u/KgEJB2WnOM4lArFs01NPkuXaHNmd0RLFRoO94HnCZHgy61gf+9+/gXMEIpjytyNBQMOcm25\nYNJaFBsKwIdCGNlHhmnUJSXIP+9cYqm0fh0KL7wAQTlZP7W6xO9RoZQhJ498h8kKP5lOi/KvXwOA\nbEx5QaOYp8sWXtvEeUSebvA8D6+whlP9NgVN7FDLVWMOJzjT6h0n/tP4AXjwyNVmx002SBdNRwfw\nwhP72b+v+sZCtitcf+E0rBeMOxOBnhSqovjj3FNmF6O/vxl2VQ48ff3QlMYvUs4gPXg9AXT6jWwn\nuuqcyZAnWNgBoLQiE0MDDnS3nzzjl52nI8/LE9YnIyt+NJRh6lTI9DoEHU6Y3vsAFdd9HQDRogKp\nGT9f0IdAmDAfo6O1HE1NsCuzsT/zHOz41Xsoq8pCW/MwDBkq3HzbekhEHn2ecRR+VOcn1vilM+VI\nkVdkQPMxE2NcUoE+j0otj3mdK9dPwonjg+jptKDjxDDmLi5N6zHHi672EXhcfnS1j6CzzZywsAMI\no9TaPBR3GMjF4hwVUdY/hSUZGOi1o7/HikKBIVH5wxgcp6ZrLKDZxi55JpzE6hHVU3KZRGI0Cksz\n0N1hSft7jAf95EmwHKyFedduTFm3GXKpHIFQAM/WvY5Nsy9Ft8D4FSoK8Oj9n7I0pEUrKuBsaka+\nswMj9mb0GYiP5ifvN2Pe4jIojEbU3PxDNP3pPgQdDtbGHsmbhofu3QmHaDCvIoH1EkDsi+oP9aK3\n0xLVnvW6x/a7KanIRPMxE2xaMq3t7upG1sIF4HkeHk8QSNApP3LcgTlfvRrdzz0Pr2kQ07OrsbX1\nU7SNdEW9nnTQLxR+hXpyPrq7exD2ks9h6s9/Co2oO+D3BRG87V3hPSqRDIUlRgybnGhvGcbKsycn\nPE43iWSJh/1++M1mKHNzUawvQG1/A3odX1xHi6DDyQY3qQ0TQPKQ/7rnCQBAjnpsbV7gDOM3LvA8\nj8MDZMpmQ80ayKTp1888z8PUZ8dAnw31B3uiir7pcwpRlmAhTARqJKxOEBuWX0RYGY/cAFdPX9xj\nziB9DLQPgudIoXf1xiKsPjfxYgREdvX9PdaYduFYCz+5XIpModij8W0UPM/D5fCRBVsqZbYHvW+8\nCXcPmYrTpTncYRcxQDrRcAfP83Acb8KQtgwAh2AwjDYhE9pu9WJw1GsaD+NHCz+LuPAT+ZqpUzxW\nYTE53039djQkmX6mGBasY7JzY4dYOAmHmmmk/dWfhHGYCAwOOPDUQzvxwhP7sXt7K/oEL8MLLp+F\nnHwdOA64bNM8FtkFgLVLxeDDPNyCtkyji76oUoPs/h4bZDra6p1YO5eAzRY35ixgtcEj08LvWYeg\nl4dSJcMFl89K+Dj0tQ702sbdZs9bR1qO1sNHAIcLF01ZD4B4r97wxmbmgeY8rGZFnzFTjXlLyuAU\nBjfmqvtw+bUCg+4OoPEoWW9zli/DvAfuQ9mmq1Fy5eUoueoKDExaw4o+mUyCuYtLGWscD1TD6nL6\n2fMDYN9fOowfEFljPBINAhIFHEKChX9kBD6eXJtUSglWrKvBORdNR14h+e5r93WhV0e0dnwggKwg\nYdN9IT88gfiuEvHgC/qZXpK2ix3NpPUr1WqgHkVKiH/PqdaGqTOJ7q/jhDlpCpK6KDLZTx0XSgSL\nE9rS/yJCbMNGbZgAYH9PZFizPGPsZM4Zxm8c6LUPMCuAWWNIhAiFwnjtmVrm5zQaBcVjTwGg4dTU\njX80aHuQ5yQYaOnEyasRv7ywtXeh4V+vIq84A2VXXgZFnFQGaw+5qHF8GOVzq6PMVeOBLu4+bxDm\nYRdrXYSCYTbNp1TL4fUFoUpjgCAnXw+L2Y1hUzRL8+Hbjdi17QQu/soczF1chrKvfgWmrR8haLfD\nevgINCXF0FI7l0Dywk+s+RJr/PzDw/CPjCCQG7mYqTVyJmLv77ahoCjymY2v1Uuez+nwwe8LQqGU\nsSlVlVqelF0FyFRoQZEBA3127P20HTPmxZ+2D4d5eD0B1O0X9LEl8X979Dc5bHIg4A9Crhj7kunz\nBiCXS6PY0NFobRzEaNlecVkG5i4uxaz5xfB6gjBmqjFzfjGUKjkO7OpAe3Os/s3jCbBCaXQbjRYI\nbqcftgLyvpS+iRvu8FttOHzLjxF0OjHvwfvZBZ8PhRBw2NFvnA0OMkikHDZ9Zwkys2OLbYr8ItKW\n9vuIrCERu50IoWAY1sxKhCRSSMMhuDo6ccXsCzHssuCTzoheUh3UYaCJyCbWnj8Fy9fUQCqTwCVY\ntRiqKjB5XjHqDvWi5ZgJdQe6MXsBudBqykpZ/B0AeO8iQ3bT5xThiq8vSPkaxQNdgwMO6IThBcqU\np6PxAyKfFQA4FZlQ1R9FOBiEo7EJfil5zLKqbNY9WrSiAs//cx/amoexa/8wFkgUkIf90IrawiNe\nKzSK9NqHlO0DIoUfjUfUT5oEThJ93kcVfklavQD5PWu0Crhdfhyv78ey1fHdAaQqFRQ5OfAPD8PT\n24uMuXNQbCCFksPvgt3rgCFBHvPnGbTwk6hUkBsj33OPPVIQbppxGd5+uQ46gyolEUFxpvAbB+pN\nZEelV2hRlhHbYuV5MpF7vK4fao0caq0CAX8oruA8K0cLhUIKm9WDWfPHVrlTWhsAVAkYv8xsLaQc\njxDPwdRpjnvMGZDW6aN/O4QAqgE7oPrN+7hh83pkFESPyTvNQiZnyAdFRupCPSdPxyZV+7utrPAT\nty9f3H4C+/9pxj03noXJZclp+9x8HVqOmaIYP6fDh13biHXEltccg2TqAAAgAElEQVSPIiNbg4/f\na0Z25VJkHHmfMAAbL0COVtACee0wuy0JTVZdosKQFosAYG8k2h+PIrIAfevms/DOK/VobxlGX7eV\nGbACkQU+FUsnRpaoGBgxu1BQZGQ+iMaM1BciqUyCRWdV4s0Xj8RYwlAE/EH86+97mIcaJ+GwNMEF\nhRaEPA+Y+h2seKJ455U6dHdYcO13l6KxfgBHDnSjrDIbi8+qgCFDjb5uK/751x2QySVYf8E0LFhW\nHrcAHN3SXH/hNCxcXgGZjFh6KFWkCOA4DlNnkVSXwQEH+rqt0dPPoszi0W20/CIDsnK0GBl2oc2h\nRTEI42f12OAN+qCSJW+7pULnv59hiS2WQ4dZ4RdwOIAwzyY5fUagaciJ0srEFhTZucllDUdre6Ez\nKFFRHT25HQ7z+Oid49gl5F5XFy1FRc9OePv6kDlvLm5ceh02zb4UVq8N3qAfvbUe7A53Qq2RY+mq\nKiazoRO7umoyyDFnYQlajpnQ1jyMnk5LzHkARKapp82KvxaPhlIlgyFDBbvVi2GTE1WTyTQsZQ11\naU4zqzUKGIwq2G1eOJWZyLSZ0HL/XxF0OhGQks9Ya4j8dmRyKS68Yg4evmcbXE4/aks3YF73Fiis\nkd+91WNDSZrZry8fI6lRWoUG2epM+MxmmPcS39iclWfFHM9ytbn4rKa4zSyVSVBenY3jdf3o707O\nuquLi+AfHmaWNrTwA4Bex8AXtPAjRIOqID+q9d4r6FPPqV6Jj149wYzAP36vCVddtzDK2zQezrR6\nx4EdXaQ9O7tgGiRc7EdYf6gXB3d3wu3ywzxE4tXERd+yNdW48hsLcPFX5uD6W1fh+ltX4Se/Oy9p\nqkE8WGoPg9IEoz3VKCQSDpmZZEE3+xTMR+kMolG3swUBRNgkr0SFvS99EnOc00qKCQUXTEsDI5FK\nGGskTlEQ73oPtAwhGArjsTeOxtx/NHLyyOI1bIpMdooNnf2+EJ55ZC86W8045CpCv34SG8iYmlPN\nLu4H++qRCFQDqJQqomQMNP/XK2hKzrtkBrJzdSgqy4h5f+L3KFfKsPdoPwLBELvtnV3t+MNT+/De\nng68t6cDv350N4YsHhiMKnbxNQ+Sz9puFS6ERiXe3d2Blz5sThpwnyW0bd2iiV0xPn6/Oco4d/FZ\nlVEegmLoDSrGvAyPamV73H4c2NUJU58d9/76fbz9ch16OizYte0E/nLHVmx/rwkHd3UiHObh94Xw\n7mtHsUPwdhuN3i4hv1QhxXd+tBIr1tWQRJI4qKzJYa3pfZ9Gm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JLUW06I43LMJRUUqFXE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\nf/31F7m5uaxfv55Vq1axc+dOVq1a1eRxvb29Wb16NQaDgb179xIcHAw0fIv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"text/plain": [
"<matplotlib.figure.Figure at 0x14ce749b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(df.dropna(subset=['dep_time', 'unique_carrier'])\n",
" .loc[df['unique_carrier']\n",
" .isin(df['unique_carrier'].value_counts().index[:5])]\n",
" .set_index('dep_time')\n",
" .groupby(['unique_carrier', pd.TimeGrouper(\"H\")])\n",
" .fl_num.count()\n",
" .unstack(0)\n",
" .fillna(0)\n",
" .rolling(24)\n",
" .sum()\n",
" .rename_axis(\"Flights per Day\", axis=1)\n",
" .plot()\n",
")\n",
"sns.despine()\n",
"plt.savefig(\"../content/images/flights_per_day.svg\", transparent=True)"
]
},
{
"cell_type": "code",
"execution_count": 235,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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apqMHmfEh3FITFzCse0n2OxJudK8kBQcbkTp8+2dP4viBT7Bv00ue6+4oxCIt\nUsne9VgbtZaSLGYqLLthGJ7n7lOJ9mTiSETaOGOUQI8T4hQT1z1A7mhCWb0d5w9sXYHNn/wUdZU7\nHedMOD0bI4m6K61jjbUHrL+jnInfrk7qjDZx5OJk6FGmbZZXmJO0l+wX9ondnjoLALZ++gS2rHpM\nYhFxV6faFwKWVyUL/oRq0y5sOZt2u2e2/WCkrR5f/PtBlG97zdavjlc/OcO+eHVsiEHnMnGnyCaO\nqG//lj/h2P5/M++F9y2nAnHu1PiYaK4/lNF22wvRSDO++OQn2PafJ4Qqbvv4JRnstpaT9uJCVOx+\nB5s/+SmqDq/1fO2pQKpyg6HHLCY2EOoFgC/Ebf7kYTTVHnQ9b6LHCXFQQly3ALmj8Qec4SxOHt0A\nACjf/prjnBtMFodcgsmPjJdGy6Ey64TqVAM2Js4uaHK/B7bAYu0WGde6CXYyTFw03IBYpNlzBHiS\nibPHAeQycQbDJk7k2ODKxNkFy/jYqEqo5+2QZQjbEw7TAml2MC68CJk4N3WqXbWethBH13dk7z+Y\nGwEeEyfLsNLoXktp7YmtMPQoIm31aG2q5Ja1q09JBjsVlvlE+SoAcGx2OgtSzdig6xFrnszpNQgA\nW51KomKP2FRIauStX78e8+fPx+TJk3HppZfi1VdfBQDU19fjzjvvxOTJkzF79my8/vrr1HVPPvkk\nvvSlL2HatGl49NFHM56rMhV0dccGhThILx8eo8R9x3bbJcuehlC7UB6n7osULyp/ZwH5/RlGzNFH\n/rNyEeLCDZxrXYQ4R5y41ARe1nxCx2Cj74/HxJE1mUJcLNIsLfjx+2mODXZ5WYYw0wi31loLtIOJ\n4zGgjPhoIiHOTTByMnHpqVNZ/WbZ90VSCO3AW7/ETFxmYRgGmusr2s3+jPyORM5edrMDkgFPN0VV\nZ0QmYjuGsgsASAQUl/BaF5aor6/Hd77zHSxYsADr16/H008/jaeeegqrV6/G/fffj7y8PKxevRpP\nP/00fv7zn2Pz5s0AgFdeeQUrV67Eu+++i/feew8bNmzACy+8IGjtFICyiet4oVIhNZBMnF0YIVUl\nbmqcONjqVHJctBKqVZ66SGS83ilACFq6HqOMwOOnvU9OUZ4Q58rEuYQYYcDrxo8OK0H3SZbx8hOe\nojvXLOGUdOmbfXOQeDZuQnJHqFP1WBhbVv4M2/7zBMKttY7xGou1uT578qi5wBtGjB+oV3IspK1O\nZTA/LMGmo9ygAAAgAElEQVQuLGBAWOD27RSHiKk9sRU7Pv8Vdqz5dbvU7yVen90BqKXxqPV3tyRK\nUr0n4hsIZcWFuGi4kbvh569fcQhH3pEjR3DRRRfh8ssvBwCMHTsW06ZNw8aNG/HRRx/he9/7HoLB\nIMaPH48rr7wSb70VT4T79ttv41vf+hb69euHfv36YdGiRXjzzTeFHWpv0DZxnSdauoI3tDQes/62\nL0Dk7sZL/C3WJE2qEnhCjv1DrKpYg51rlnaqGEnpMHFuopSplmJd66qWSpQ1s2SYCzkrYKru1cCe\njBPmYOLkvFPJbBN2Q2TqCkmbOJjjxk2I6wB1Kslk11fvdrKhNqcQVySewf4tf0lpE2B/hunOySz7\nN5ZKjzuuXN4rz07wVDNxR/f9EwDQ1lzVLvUbthh7PNjDsbQ2nkheY89W0gWJk0Awj/qdsk0c8bfJ\nxAEGIm0NrtdkhIkrKSnB4sWLrd91dXVYvz5u2xEIBKh8ncXFxSgri7txl5WV4fTTT6fOHThwQNih\n9gYlxKVk+6DQ0TAMAy0Nyd0euQAZhoGqis+Tvz28YxZ7RqpieAsMK7VSU105FRC0w3ellONFzNnn\nFGziouYExGTi+PcbSMRsi7TVu7JxXm1qGuvKUV+9N9E83X6YlwvZuj0Nwaw+9CnDYC9kEkwVEB9X\nJ49tchXWOkadmuxlNNyI6iMbHCXchZbkteY3Y+gRNDcccW9NUuBN1wyBKbAx7iMVppxvJ3hqmbj2\nZvppL2++EGcycVoiDZ1hxKzNr2NO6eg5MAUEbLElU99oEExcdnKO4dnFuXl1k/A08hoaGnDHHXfg\nnHPOwbRp05CVlUWdz87ORmtrfKC3tLQgOzubOqfrOsLhzKXYSQ3Ejqkb6ut7AsItNbRwRUxoDSf3\nUF5N0XCj/ALCsImjSvNsflzOkaxgWkFtMwBSoDWMmKPP3MnJ5RHambi8PiOJ+tyEnPjxXn2LrXYb\niBheJLhBVynbrLjaoaF6D/ZseA6tTZUO9V5z41GpseAPZGF4yVXEKZ2pXvKyQdi/+Y+orFjNPNcR\nTBy5SB/e8w8qhZRVxk1oIQReEqZ9pOAiLtJVp7JUp2w7uYg8k8qpxwSPMeEJpqkyU+09l3hi4hI2\ncXm9h1n5hE1NiSjncleAnWXNxGbcH8iBzx8CILCLy4Q61cShQ4fwjW98A3379sWSJUuQm5vrEMha\nW1uRmxtXRZACnXnO7/cjFArJNtkuoJm4rifElZSUYOLEiZg0aRImTZpk/X3PPffgyJEjGDt2LLZv\n3+647vPPP8ekSZPQ3Nzx4QzSRUsjveMnJ8nmevqcoUddFyNnUFb+7jYVIU7XI9iy8mc4WvahVMyl\ndgUx+ZRvew2HbZ5PMpOT3UYj3FKDHauftuwQc/sMI2t06Uf8v0CoF3J6DQEA1FezvVCP7vuAmYvT\n0S8fnXymueGwg4mLRZrF8acSE3Zuol9Awn6QZe8lEgIkVfkdYxMnHovu4zV53yPGXmP9LQygyzzK\n9uRNBW5ZSNgCj3tAX7fXymOFeepUN4Fr/5Y/Ydt/fu56HQ/t7f1ueGHiovHx6w/mIpAVD51hjmmn\nENf11lw70nW+AQBosBj/CCcAdEbUqQCwbds2XHfddZg5cyaeeeYZhEIhjBw5EpFIBMeOJW2T9u/f\nj9GjRwMARo8ejf3791vnysrKrHMdCuKhsFQInR2apuH111/Hxo0bsXHjRpSWlmLjxo1YvHgxhgwZ\nghkzZlh2iSTeeOMNzJs3zxKyuzLsLu/khObzBx3l3cMJsFU5rgwSx3Db7Vy45STCrbU4svd9HC9f\nmeynz9nP9gY5gTbXVzAKiNWp9kmlrmoHmhsOW799hJDnPmEn6kIy2XwbJ4yBme+VB59NiPP5QrZ3\nEl9kSaNrHkih0DCcMfUSZ9gXJw77JHbRgLw6NRppxvHylRlJms2KzQfQ9y2MFadp6D/sfCvXbEqe\nvHbzwTSYOHdhQ85LmoVR595s/V1JmGk4wGPiGM9a16M4ebSUiknpBe3NxFHZZySZuEAwF/4Eu2Ru\nEpx5g08tE9dQU4bKQ6vTssWzX5myIEr1QbNUqmHOxlLGsUGYO7Wqqgrf/va3ccstt+DWW2+1jufl\n5WH27Nl48skn8dOf/hS7d+/Gu+++i9/+9rcAgK9+9at4/vnncf7558Pv92P58uW46qqr3Jo5ZSB3\nTFUVn2PA8AusmC0k9EgEbVXuRs2ZRFZRP/iCcou6YRjcATl//nw88MADuOeee+D3xwdAY2Mj/vnP\nf1qhYbo67KlLDCpfonMRiIYbAVuSYRYs+x6XxYA3mcl4c50ghDiNIWwy641FmIJpShBMZDITrObz\nA5zFj2LEhBOnlpz0U7DxIVkcXyALIISh+CIS/9b9gRwEgrloa6lGa9MJ9Ckq4dYF0GEVDD3myHcK\nSAipvgD3Wfn8IeixsDQTt+0/P0c03IjWpkqMJBiwVKBH2UJAIJibMLQ2BE4lSfgD2YhFW/jBsFPI\nbuEVXlWxeiziEvuRGFf+pOao5timlPrFErjSFWbI52QYRsYdK6gctJI2cf5gTvw7BLEB6GAmbve6\nZQDi80O/wZNSq8ThfJOZezCZOF4qNhmbOKEQ98Ybb6CmpgbPPvssnnnmmXjFmoabb74ZjzzyCB54\n4AFceOGFyMvLwz333INzzjkHAHDDDTeguroaX//61xGJRDBv3jwsWLBA5t7aFXYmoa2l2iHE6ZEI\nNv7f76HtxKnxLMwaMACTnv21tCDHw8UXX4xAIIBPPvkEs2fPBhD3FC4pKcGZZ56Zdv2dAZbHoOaD\nPQeoOeFk5w1Ea9Nx6pgIJqPnNsFyHRs8Tsrk4uCG6iMbcGDbCgw/cx4GjJjuqX4WRAsp3ztVTkXo\n1XHIFGbTNdTuO3A8lW8wFmuz2DnN54cvsVizhLFEZ+NlE4KfRjGKbuEz+PcnUoWYQpzM2Gms2W8J\nSVWH16YvxLkwOT5/CL5AFvRoqysTZ3+v/mAO0FojSGUld8LQoykLJV6/QXfWjxDipBlz97FAqaWt\nuHqZY6QMIwZNEy7lnkDbHIuEOJOJy4HfHxfizE2CN+ep9kPDyX2pC3E2pPruqO9GI5g4TlaLjDBx\nixYtwqJFi1zPP/3008zjPp8Pd911F+666y5hJzoSvCj8nRXXX389fD5zMohPeIsXL8bFF18Mv9+P\nq6++Gm+99ZYlxL355pv45je/2ZFdzihMJi4nbyBaGo/SibsTEw7JXokYE+vaRD1ukzs/2K83FsCu\n/mPhwNa/AAAO7fxrZoQ4AVMhM8GKbHFoJs6lPsOSmODzmeqXFNRoxA65T1EJ2pqrUHtia7y+aBu0\nQPwb0TQ/IRTILSI+iomLMseESEVjt9NzthE0GxD2p5nwxu7VN32zFDcBzecLwO9PCHFuTJxN4DXn\nUH5KKXl1VqpCiVdVrExqPBkmJF6Z+/2RArMVHDmDasWqirWIRZsxqHhOxhg58t2LhBaTSfYHcuHz\n00yc1xAymQxBQs1nmQxtkgFBVEPSQ5XLxEnYxGVWfO+CYD0kXzCISc/+ulOqUwHg1Vdf5doXXnvt\ntfjKV76C+vp6HD16FIcOHbLi/HV16HrUGvQ5+YPiQhylTo1PErRNk5s9Dn28raUq7rXmxsSl4NjQ\nmSBa5GS8U4OhPAH9TzJYohAcmiVs82x8glZMJT5GnXsTtn/2JFqbTiAWbbPq1nx+KrMAG3Z1anL8\n2AMja75AQiDmG+uLIt2bbcgwluTzSdeD014f3acg/AEdkTbeO7ExcYEcl3LkFXwnEE3zW+PP0GOA\nxCbHUVMK6lR2Rd4XfN47ZKpTM8jEHdr5VwBATv4QFAwYm5E66fEmcmwgmLiAycS52MSJBKAMMnV0\nW+71hltrEQjlczbW9Lttba5KjS22DRFTncozQ8gIE9fd4NwZsF+uLxhEzmCnrVxngGi3MnToUEyZ\nMgXvvvsuDh48iKuuuqrDvYIzhbgAEb//7PyBAACDihMXn8jjH6QWLys5MVQfXofmugr0LhrDPM+b\neD0bZHdA0EshE8cNuRPvbyi7L4acPhe1J7ZarBcJH8WgiEI4aNbEyWNFQra4bWxo0DQfglm90dp0\nAnqsDboeFy40zZ/M1CL0KGWrU8n36/OHENOjwncomoB9/sSzkmJAk8xIJlK6uatTg0LbUPuzktJm\nuDoLJaryBWDETCEuCiCLWZ4Hr88lo7HWOGMhZhPA41606ThwsNuKBxbPjBBHM3E8hy7d8tpl28TZ\n42fyBcJMpisk23J7Zg0ny7B7/TLk9x2FM6fcIVVv9eF1yM7tj0HFF3vtEfG3RsWKc0PG48R1R3TF\nuDUymD9/Pt577z28//77uP766zu6OxkDaWwdzOodP5aYGAGCidNI9kUuKCuAhHrWTZ3Km8yS4ygQ\nzLMCX9oxeNQlibZPvRAnUoVK2atoGvoNOQ8DRsxgn5Zg4oiqLLYs3Frr7qXpuuMlbUzi//mJRcR8\nJ5rPDw0iJs7WpM2xgVzIfCIGLXE4K6cQeX1GEtHZaZD2VqJnRQsC6QsfrupUfyjJMEhuNAJBMRMn\ntB8knneqC7l3Js7lO6d+aeg//AJx21x1Kv2s45uCdBw42j+lH20Tx7GVJe7D5wsSNnFsJk60YckE\ny2zVRczJTXWHsLf0D2iqo1X+FbvfAQA0usSpjNfjfLeH97yXSo+oX6HsvsIrMpJ2q7ujq8Wt0TQN\n1157rRUnzowVd9lll1HlZs+ejfLycowcORLFxcUd1Nv2RdI5wIBhxBBpa0Bj7QEAiUVBaAflkoUg\nwqa3uYb/icksEMzD+IsewOhzb2KW85spnTqAiUtLnWqDKSzZQU06Evdo2sSxkJWb8CiWiOdl2mf5\nCMNq8534ND9hUC763k0mjlDH69Hkgq/5kvcoYPU0zYeSaXdi3Ix72C3J2A8mQDJn7crE+QKeBV7z\nmfMgCqxLOvqkypB5NWlwF4ZIhb+GEWddhex8kVbGfaybc5JVMhZJizywJ5xvD8gycXY4beK8BfvN\nrMNHsu225krUVW7DTluu2Q4LwK5p8AdzM2KT3+PUqfaPja9C6nzYsWOHVDm/349Vq1a1c286AmzP\nMSMWD6qbZF8C0DQfDHAWI7csBC657LiR13W6XbeFzVysOoKJE+5yPaTdcrs/isFyE56tBV3jhk8x\n1Y1ejJ39fhcmzmKX3ARC2/35bN6pOqGmtzYHcqpZny9geaLSbRCCIgxG5tgkMq5OdQkx4vMHkx7I\nwmelOfrmHfG6AsFcK+ipPaG6LNpFnWoxvILF1k3F2VyFaluwal13ZktJViO2tXIPOpy5OUWWibOr\nCC2buMRYt18r2hi0lzrVDR0ZgF3TNIRy+qGFiLPphMRGOHNd6prorurU7gpySJMCgK7Tu1tv7AsN\nN0NTfu7U+ORjCjGuTBW8qaoyCdGixb8/8y/TDkosxMnco5vaGSDZMJFtXRKWTU60zZNq3Woz2THr\n2O71z6GprjxxOGC9Q0/CJcP4n7p3D0yckYFo/e5MXNASImSflVSwYkGw30Agx6ox1TRkXj3E5Rwb\nEuNdwDa6bcpY4SMaavY6GCGyJhHaI2/q8fJV2PH5rxFurYVhGLTHP9cmjvihJTepsWgrqirWOrPC\nCASrzKpTZWxNZZi4zMzVrO8pK7ef52vsUEJcF1OnKiRBCXE2+5a4HZSkMbsNbkwcbwLSCYEh3jcX\nNaGQxWkfyBhTy+y4zd67MnESGRuSC56WNO5nwGKqZN6faWRPRIwnmThLoBep1i3HBo26FzPbhhQT\nxzjsZ9iNkfcumodi0cyqU12zMWg+z0xjvyFThe2JvFOh+RBImBrIZrBw1JSxOHFO+Fw2LUTr0nXt\n3/xHTjXiejIhxNtRsettNNcfwsEdf018N8l+yDJxGsnERdtQvv01Z2mhTZz4HbY2VaLm2BcSnq7s\numpPbEV99W5UHV5nedaeaphrU1YOX4iTcXrqeepUZ8LMjumHQmog3h+pTo3FaBWDXFgJNtw+bJlg\nvz5JJi6T8ZBkILPDlXVsAEwBOuH9S4B20xfco8YRdpFk9byons2gvm5MnPh7T6qySI9J65jmt8q4\nO8zQ6kbAZJpsfZUJg5MArU5tPyYOMDzbxPUqHI3Boy7B0bJ/cUqJx0IglIdopCllJq494sSZEDFx\n7kyjt+/cMHRo4Buzu7//9OeUtuYqB0PJZzjZZhZufRRpvmTe4bb/PAEAGDluPoqGTnHvmcv43bfp\nRWEbtoq8lXeviPg7IcTlFgquUEycEF0hvpcCGyQTt2vtM9Q5TQsI1ale7dL4wX7p+HQ+v4sNjbWu\n89vOdOJomcmRP8HafPY0H1MAk1OnsgVxZ10iJo4qDSC52OqxMNMmzj1mIKt952JKeW8KMzYk/2bZ\nVKWqToWhpz1vuQpxhkF8N6JnlWQtexcJssFIeIgHgnkAIJ2GzFFXhuLE2SPrA+6bMusaDx7wqdRD\nwtWrNkVZg5xb4inm6LEhbTeuaRLPScDEeTBvEqVBy5S9e7vYL6dpa0miWwlxhmGg8tBq1FXudC/j\nuEYxcV0LyTcYCOYlw4zYJh6SicvUToof7DdhE2epU02myg45mzj7AiMKDyKCjPH5iYP/8STksCZs\nGXUqGfGf69hghvIQZX4grwkkbHJiNBMHIbvkrIvl3k+9Vy82cSx1qgcmzp6wPp0QFQDHZACEYb2H\nZyWTRo5XlwYNgVB66tSMOTY4I9dI3J83kw1Or8QlMszEkY4SbS3VqKuinee82BoKbQcFghUtiDvn\nT/I7EYXf6Nz27s54lCz0OJu4uqodOLjjTewtfV4qLx7Q2V+0ggMUI+3D2Ol3Iyu3yFHMR7Ivrl6S\n3prmG/gS9leIsxP2iT+YXZBU8Qoatwul6arQZFRUzfWHOJ5SThUhyy6OZq8yxMS5ZkYgytpSQOnR\nNkvwoQV6wSJJ0Gc+ARMnCptBPiuWEEc7dXhg4uBNFWhHNNJsmQwUn3MDzp7xP0TFIMaoG4OdAPms\nBEKOjIe4P8HEhVvcM4Jw2/CsTpVZI9Jj4rxCpp5M28TZvV0Pbn+Dbo+3YbB7dQufU3rqVHLcizKi\ndLq1nbXpFGYmEQv13UqIa6o7aP0tS6UqJq5rIxDMQdFQp2G1RninemEUeJBybCAmFvvEP+a829BR\nTJwsu8FNYg5Qm2M/U50qzy6JQoyYu1SxsJTsV7YZWw4GWhL5RsmMDe6qdUb7jAnW5wum5NjAtomT\nYC0T0G2hENIR6tsIj8lehaMRCPUizhrEd8N/7iRPIp8onl0XoFnq1PrqXThe7j08kmfHBg/flDgW\nnoTqWSIPplT2jgx7p8YEcee4tsDULw2BYL6gLi+ODYajPOngI2axMrS2Z0pAZxwTC6I9jImjH7bc\nwt3ppPVOhOaGIyjf/jpam6s6uisWSAYrqepwLiBmvDYg/V2yye5IOTYQQWLJiX/k2GuRnddf2js1\nk8wLIB+2wS3hMqu3vfqd4Tjmkwj2a70PjS0oWXUJmDga8ecayulrPffWpuOJemRU607BhNknfxBJ\n1axYSDUhYuJ4dRmG7li40/FQbWuuttoPhHrZvGQNwvlGfhFkCfQURM9K06gUQ0f3fSDdtgnv6lQ5\nbQ2QhmODJOucrEbCJs6l36muZe5x5xL1coVju3dqiM/KeszYYB+D5LwoSknV3vbu3tcVUhUsp07t\ntjZx4dZa5sAjB7GsbU9XC/ZrYvXq1ViwYAHOO+88TJs2DTfddBM+/PBDqsz27dtxxx13YOrUqZgy\nZQq+/vWv44033nCp0Ykdq3+Jqoo12L1uWcb6bRgGWhqPMz8w8xx/MnYaHbOi/tNehOm9YzPLAt+x\ngY4TB9BMnKVmtcp7VKeeIibO/R6Ttksmho35Cs6ZdR9VSirYL1mew054c2xI1pdji65PxYkTqtaT\n98d6FnKODQwhgMXE+eUyNrDeveFi3C6DcEtciMvKKUyEUkm+g16Fo4SsJetZCdWpEoJ4bq8h1t+m\nrasXZCxOHAnTsSHIN0AX3p/GZ52JXolLuDlkpCi0iMJsSAuHieEQCLmzccLcqYJcq6Rt76mziXPb\njHqsX9J5ir6kGwpxrc1V2LLyZ9iy6jHHQkj9lly4uyIT98477+D73/8+rrzySqxcuRKfffYZvvWt\nb+GBBx7ASy+9BABYu3Ytbr75ZkyePBkffPAB1q5dix//+MdYvnw5Hn30UU/tRdrqM9b3Ewc/xfbP\nfoEKWxBIAKiq+BzbP/sFDu34q6c62UycjB1UQjARTAammofv2OBUp5ILm8UqCaKxm9D1TNvEuXv8\n9R/2Jetv1+/BZS6x5wUl01WJhS/+sxCGGHGpP6fXYGc9KbCyLCGGdmyQtxljeaHRjg08Ic7plJKW\nOrU5rk4lA42OmXw7hp35VfQbMlmatSTBWowGFc/mXhM/mjxeMOBs61tLxVEiUyFGWGMkGBIIlRIe\n8DK5MqVs4tz6nbIQx2fiuE40jMDIQZ4Q55mJo9smHXxOmTrVBd431s5nxdNExC/phjZx1YfXAoin\nZnE8RNJVWnIC6mo2cW1tbXjkkUfwyCOP4JprrkFeXh78fj8uueQSPPXUU/jFL36BkydP4uGHH8ad\nd96JhQsXoqCgAJqmYerUqVi+fDn+9Kc/YedOdw/e9kTFrrcBACcYNi+H9/wDAFB1eK3keyFjltHw\nSYSVMA+TC0Yoxxm3x0zwLaNOJScWUgWT/FhFnn9xOLwRE78rD63Gvk0ves6fyGPi8gpGJB0CBEwc\n1+MWNiYuXdWlxcTJx68DgFy7EKeJ026xhAzW+/b5CMcGUYgR4m8zkC11nlKvudfFCgeSTmR7M9Av\n2adehaMxcOTMuAAn6Xwj2pDkFYxEMKtPosMuhQhPZU3zYdCoOfE+Rlqwf/OfBLHnbFUlnkkwqzeC\nWb1RMOBsdrcT40rGw9dknoPZfaT74VaPKCYYAKmxnmoMNjcI1ake10ie2liYO9UuxHGZOJE61Vu/\nvYaJSdfEBbCZn7DakBDqu1ywX3JHG4s2w+cPorGmDNl5/W0DRNKA2WWAxqI66mpTj+YcDTejraUK\nub2HC3Ph9SnIgT8gJ09v3LgRra2tmD17tuPctGnT0L9/f3z00UcoKyvDZZdd5igzcuRITJw4Ef/6\n179QUlIidzPtBF2PUmxEdl5/yzmlueEI8noPc17E9PBhMHFEnDgZFYXVh9z+jlQ5gZCYidNtceIA\n2lPLPC4rADjVqfHJ7eCONwHEbb+Gn/lVbh0keEJcXMhJsF5pZgOgGRl5T1BeXeKgurTAlJPvZOK0\nmGQAW6JPYibOizpVxMTxhDjnYpEWM2vel8vzF+aZlXQIIhdZYcaGBEzburaWarQl1L4DR14opYo0\nv8+c/ME4fdJC6LE2bPpoKwAgK7c/2porAcTni5ge9ST0BLN6cc/LmO8Io/Pz6iHgGicuVSZO5Njg\ndU7g2KqJc6fa1KmGXYgj0s9xxqGhx1Bf5ZWoMMDcWrq8E7mUXfb6aYjUqTJrV5cT4sggqtFIMxpr\ny7F/8yvw+UMoHDzROie7e2B9yLGojmcWf4Tak5lIybFXWKKgMAffuWe2lCBXXV2NgoIC+P3sl19U\nVITq6mrrbxb69++PqqqOcVYIhPKt3KRtTZWU6iuUU2gJcY0n97GFOAomE8cOOivO2GAkrg9adiG5\nvYehvnoX3eeEisdur0HVZMWJS75D0vvQ52DiPHqn6hFqgmflZOSB59ig+fyWkClcCFgLv6ZZ9+PT\nJJg4WwJ1N3hzbEjCYRNHqVPlBRO2TVzSO9VdzWu1bB1iOzbI2cSx+uy2kMvAfC+ay/P3mrHBDZrm\nkw6MnMwE4vyW43O0WIgz1alxpyYN/kA2SqZ+F9FoM3y+IHav/411HuAJJwy1F4P1ycrpB12PJMxN\nxEKqKE9m4i6EJdwYIN78xIPJxJme1w6nKt7YZNgoaxwFn3cmzuadSgpxHOHyyL7/RWXFam5bAJDf\ndxQaa8rMzonVAwS8foPUCLEcG/giWLf0TiWNxWORFpw4GFfLxSO0Ey9cMg2Koeuo2PUudq5ZItyR\ndAb069cP1dXViEbZA+jw4cOW8Hb06FFmmSNHjrgKeG7YW/r7FHYeTpAG3s2NdP/IycmN4qfYl8QH\n52YTJ3ZsiNeVndsfhYPPQ5/+YzFgxAXOPluODZyP1lwYicmeVK1aOy5Jmzj7ZGfEIlT7oo/fDiET\nZ7FeLrt8ziKsUepUD2m3Ehg59uvseq1gvzJOSrTARNofyalTzVoETJwvKJ+Tl8rYIAr2K7lQmsfS\nUuWY/XOZ/jXB/QmEwGQ1yW9QlrVkhfKQ3pAnvg/yueYVjECfohL0KhyNQcVzkN93FPoOGp8oLyH0\ncG4xEMpDvyHnJfooGgta5pg4V5u41AT7aGKu7V1UgsLBk7zVS8pw5v8cNae3YL8MJo4ItcN7f8f2\n/5vbjok+RWcl6/O4WfTMhpOBis3/WUwc9fy6oTqVXCQaavahqbY8eVLKJo6GYcRw4uCnAIBjB/6N\noWdcDn/Ah+/cMzstderWTx8HEGcFRk9YwC3rRZ163nnnoXfv3njnnXfwta99jTq3atUq1NXV4eKL\nL8aYMWPw17/+Fd/97nepMnv27MG2bdvw0EMPSd8LANRVbkfFrncxYuzVnq6zg/SECrfUUOdI9kkm\nOCiXidMkwkpYhJCG4nOuTxR1lg3IeKcybMY0BhNnhW8QfJz2yU7Xw1TScpF7vR2xqHvGhjhr6U+0\nw3dsYC7cmkasVYQKTTImW9Gwaag6sh5NtQds1fpdrnCrKYmc/EEIt8bHF83KyjtJMG3i/CFCEJd3\n3GBmtyBDjPDqIp+j5gMMPa0QI+Z7cWXiRJ68LsjtPRzN9YfoejzG1GMycZJqwiQTx9ZSDD1jLgDg\nyL5/UuWdDTqZOCY0H3FevN5k5w8UlpERWF29U1Nk4kw7M38ghGDIqTZuOLkX0XCTZVZia5X4O/4s\nBtYNv2cAACAASURBVIyc4cj6INvHmCNvq7s6NZ1vwAQ13jyYR8T7Qvc1Gm5CzYmt6DvgbJdnRcJ0\nbHCO1YL+Y+EP5qL68NruycSRE9rRxMdonSKFOMkJiBwIZM4+f8CHwqK8lP/l5bbG/+VFhGVlBTgA\nCIVCeOCBB/D444/jjTfeQGNjI1pbW/G///u/+J//+R/88Ic/RGFhIR566CG89NJL+N3vfofa2lpE\nIhGsXr0a3/nOd3DdddelZA8nQ0/zYBgGxXY6PlDiXXhR5bBs4nxUnDj5ujRNwzmz7qdsmCwhzuMk\nSbJlmt07Vfhx2uMjRaBTgS497r84z0DT/JbqNxW7GkoY0Iigph4yGrB27z5hiBGnKscEmcVDLvAz\nq3q2TVwyjpoH703N5wjHIhtihGzHHOtpLWBWnD4XAUXoycu+fszk22hnAkqgF9k1mpkR3NSpYrCY\nOBasse5Sr9tdBx2e2D4P37OGYCgfeX1G8IulEycuRZu4pGd9ACEXB44D215zu9pxpHe/MSiZ+l0M\nPO0iZ2mRQ5dNY2D2zTDigX9l1amyelFSi+M17ptdM7Vn4/M4uP11lCfslvlIEBAMxwbKDEFivupy\nTBxX7UCpU+W80Kjgge0i02be+3Xu3LkoKirCsmXLsHjxYhiGgZKSEvzkJz/BnDlx766JEyfilVde\nwdKlS/H8888jHA6juLgYixYtwjXXXJPxPslAj0WoidPpeUTsbNLM2ygXVoJtmxXK7oPs/IEWy2uq\neLyqX0i2TLMxcYABwyDyVNp7ZutzLNaGWCypYvbKxPEmKMomznXB5ExwlArZBw0aDG6bpuqZqII1\nmYlyp3JAegKSwX6FBvYCdbfPFxIu3G63HcouQFZuEdoSwbNl1ankt+Dzh6DH2tJSpxrW82ePoaS6\n2Fu6On8gG/kFp6H2xFarfpEHodWmZRrBYuJk1alO5yJ2W/IbFvL7HHPebdix+peWGs0c64A7aWD/\nBk6ftBD7N/8R9dW72eVlbOIyHCcu6VkfcPXCravcJq6IeFZ5BSPQRLCyRGPcKuxmH4YRg2EY2Lvx\nebQ2nUDvojOpc65d8QWkvhF6vPHf4ZDTL0NzfQVqT2wBAOwtfR6Fgyei+JwbAMBioWuPb3ZpjeXY\nwBirmgYIN4pJdDkhjreY1Bz7IllKUqqmYjBJ2it5gjfhXhqTJ0/G888/zy1z5plnYsmSJRlt1zAM\n6LEITpR/gt5FZ4p3lgRiUTpWmX3SIT86qYXbMoZmeaeK7aB4r4bsmykwmRMKU/Bi2AmRbBk7TpyL\nNxSjz+HWOlTseodZtxzi/evVdzQaavZRZ+S8UzlCjv2YpV6VDxbLWuyTqgbvHxFpf2QYyT6mGxdS\nyrEhAaHNGMkgczM2JM/5A9mIhhtwdN+/EMouRMGAsRK9tldovhc3Ji6NINmayzuVjBnIsok7vPcf\nGDbmCleWyATp2MBtKcUNS3Zef4ye+F/Ys2F5ss+STJz5VALBXIwa/01s+vcDLk2nYROXqjrVYjD9\nCGWlF0qFBEtVKOqjPZ6loccQi7ZYzmZVFZ9b53hstM8XQExKiJP5BuPHQ1m9MXjCzdj07wcRS2jt\nTh4txWlnf4Oer2U2LppZlKX6JwNwd0N1qjTlKTkBUbZC7SDEeTWW7PQwdBzZ+w8c2fcBdq7xJiCS\n6mpApE71oKpiTNqUHZQoBRvjtecXnJasS8rQlNUvkqGyeacKYF9Aqw+vRcPJpKezLMNhr6/f0Mk4\ne+b/w8hx84l+ko4N3oL9Ak5hRaxuZNTBEuIE6a3I4/Y+kJ6AkXB9kmWXzOTiBp8/JO/YIKpLlokj\n6jNjFkYjTdi36fcpCVoGTyAH8S4kVaBuoLKmeAwxQqLm2Cbs2/QHbltAcuz6BGEbrLHuahPHuZZi\nnTV51Top3HLCpUjZxLn0O9LW4FklGG8zyWC6MXGkeQJ9LYfhZ7DrIlbVycTprtfw1KnCILoJkNl+\nxHERzWvo9xeLtqK1qdL6nZPHtn2kn5W717M3NX1XZOKkQ4fI0dvtrk7NUPLczgJdj6K2cntK19q9\nf3nqVJldpcb9EEg7KO+MyZDT/w80zYfeRWdSk5Fh6AIBKlkX9bGbOy9y4eS4tAsjm3vcdRsE+5KV\n0xeN5KICzVrYxAFQZZi4VCL+M56ptAOBs19k0OZYtBVBM+uGMMSIQJ1KxomTnPRdT0vGiSP77LcF\nDRaPR2aF8fYFQpyQaRTG+ZMIMSLh2AAAzfUV3LbidXkRLmUCW7Pq0ui/pe+PZCh5QqYEE+eiTm1p\nPIpDO/+KEWd5cz5LhkfyM72ogXiKNhHs8yjLNlHMxDHUqSlkqBDZRVrlpJg4Gv5ANiJtddbvaKQJ\nzY1HrN+hHHFmDsEIJTYH3TBjg7S7ueRuuL2ZuHT1qTXHvsDBHX/NiCdOJmDo0ZQFU3uOPntcI0pN\n4NHeiFVQ+CFw6vIHsjHszCvRu98Y2uPSZeJIshvJY0XDzkcglI/c3sOtWHNkAWmPROZpj+PBEQKF\nVuv6NH6cONkQI/E2+OwLyZ8l/2QZ+Hpn9Ez4fAH06T8WPn8WBo6YYQmWorpIwWT0xP+CpvmTWQdA\n28R5tbVMXET1MQk5mzh75odU7KCS/RaFGJG3SyUuJv4kvDcln1VcsE1tHpYWxNOw/6QEV8J2yQt4\nwq/M+saz9ao85N35TCdsCd375nbcXeBlq1P5Nu0ObY0ec1Ufc9WpUnlqadZWnN4v4Xxjy6MbDTeh\n8eQ+RnkOOGNAI53DumOIkUyrUykmrj3UqWkwca1NlSjb/AoAIL+gGIWDJ2SqWykjEm60Qjd4RZst\nQK0zsCOhThWpQAUwoBMLd3p12Zk4flXJMRQI5uCcWffR3kbkRCdpB8WC5zyRlpDpYswuiBNnlWN9\nIo6DgoXbcAq8bDZJxHgRxxn9Gj1hAQw9GvcoTcE7taD/WEyY/VNUH1lvZcrQfD5own65g4pzKBsn\njniODiEuJTsoARMnCvbLGOvMegi1kFCgt4KfavAFsqALUkFxOyZiQD04NriyzNZpWYFeEml4pyar\ncHeYYpYnbOIAQPMFYegR9BtyHnz+ECoPrZaL9uAwjfXGxMVjg9L3bxgxd29crmODKBOCVZKsUOoK\nO1sZjTShvnqPRL8kx4LWzZk4WW9P2YU7RiWXzszjSEdwI3G8/BPr70i4ISN1povtn/0i5WvJgQ7Q\ng910mLB+u9pOkAs3bzdDumnLGVW7niVVfYJxZa+JDHUS75fdscGtNhET53HxNmODsZxBNJ9ExgYe\ny8FwbID4HignEI6a1kseXfpyzbpP2ewddvj8QVvKLAljdtm5mghIzR+jyWdvT9/lNT8k1VbKIUbk\noJFvVdLwH2DbxXltl3teYBPH5RnJbxkkEydwnpIO8u0hTpzLhsyu8RC3aTJx8ecybvp/Y9iYKzDs\nzHlJ9bZUfEUJJo4zXllZZQw95h4Xj+vYIMfEke9FaGqRKGv/BpvrDlHEhlxwck6XQDBx3TFOnPmA\nsvMGYOgZztygREF+RYmHREaAzhwTZ7j87Q2tTR2TGqs9oOvRZHoTc5HQSSEuBvpZpR6apVfh6cjt\nPUzCsSEB0Xun4l2lYDPm0hZ3kRTmGPTIxNlUAgX9xyGvzwj07jcGOfmDvbETNti/G2GQZXYlzkNC\nZwQv9QvUExx2qWDgOcjtPQy9i0qQlVskoS6WU6eSIThkbOI0zecU4lJg4sTBftNRpzoqE/XGccTN\nLk4IT8Jz/Nkxnzsjsr71m+WJbbuG1SkPvJi4ROK9uD2nSGsd87hrfTav3qzcIgw87UIEgjkSmx93\nsBxMaNKEBunU4EuM82i0xT3NWAYcG+Sc1hJlwRbimuroUCpyG0XOiCAICBmzsC6nTiXd492MMAHx\noNM0f9zzJc2QA6K208k/GCPsAzKR8so7NKQjhJIIt5y07qF34emor96dcB9vRcPJfcjrM5wqn85z\nGzN5UfwPgQpNPpG3hDpVGpJMXMZt4pKCABBfyEqmJbN5mBOua/5F7qNiq1PTVWN7c2wQVZV6n3y+\nAM46/y6ytsQlIvs6UZ8S6kYD4G1arD5rzjkvHXWqKO2Wa+wzWzl+KwJ1I0N4ti+S8pD9nm1BlrmO\nBhx1qox3qqTq2SouM78kyvj9IabaOdxaR+WkFsGyiWM9B2HOYXew6ovZbN6oc8S9ZOcWobm+AtVH\n1qPfkMnstjPg2JAJdWpL03F7x5jXSa83JMPbHb1TyV2pj5HKJlmOv3vXfH6HhJ8xgS5D6tQoQYu7\nUcrtifgzyoxDBdl/P5EBoXzba6g5vpnKYRc/552+B+gPTLhwS8sSpGODW12y9jhyTJxIleX1vQgD\nvIrCLnDYJVcmTui9SXrs8etl2fkYLmXZkGQUZNh4Se9N9mCgr9E0Hwxhv5Lvzm5UnY5jg8gmLhV2\nibTZ8/n8EvaDzu8mmNXbpawsRI4NSeFC12PwOxgjjooQtjHrwQBdBjIqbHPcBYJ5iLTVO86TnpNy\nbZqhWRihmsDfCJP37ZgHiPpMO7soLz85oS0IhPIBAE215XRqTbI4l4lLqlOD2QUYdsbl2L/lT85y\n5BwjdGyII2D7BiOttbbiYkGcO19pGsHEdUObOGuQC6OBi5g457WpRrx21ENljkj94yZDcnhOtpsB\n8F3hvYEUkM08kroeQ00iurUj157Ezo/yJJywAHl9RuKMybcRJeQyNsgl8k5cIUzVIxIC5Jg48/7d\nbDt0gQOCW31uQoom9E61CrKutleWuMhF3cgMBcFzbKB6IDjGRjqBnx11SXtcSpyRUqdybOJSYYYF\nwX7Fmx93gb5w0AQUDBiH/iMuiAtjQjbVWZdbUN/SD+9Hxe73XOoh1wbXIvHTlEOJ4DtykMw+6mQq\nKdgA4LSzr3cpLsPEJYS4hKBjRzhldWoKHuKcD4esz4xvyGPiiEaZOVztcNUawJ7SzkDfQW5OgV6Y\nOLY61Y60tTWahN0tgS4nxJnCWTzQonv3RUaKqcSwkQbVtjchrrWpEpWHViMWbaWySZiqyEWLFuEX\nv6CdCxYuXIhx48ahsbHROrZ+/XpMnDgR119/PebNm4dolJ6s7r33XjzxxBPcvsh4+MgOWNJ+wW+m\nseJMoF7VXgUDxqFk2p3I6z3MOmY5JKT5UZGODeJ+ydvE8b1TEyoTmzeidd7DhoMXFNc6Lgr2a13v\nxJDT/w+AuJ0q2YanyYzp1yB4VtQhkSAuK9BLwOpXCt6btvaFKa6Ic3GbOFqVc+LgKkdYBhFErGw6\njg2az4/RExZgRMlV5pFEo/J1BbMKmMf1WBuOH/hYphfCPprwunF3tYnzwDoDQL8h5+H0iQsdxUTs\nbvydxMsEXYS4aKSRedy1TiLtlgNCr24Oa0lsfk3Bh+d0Qd57MIt9b/QFuuscQ96LYcSYzFd+39Fy\nTJyNLeaZcZn9Yh+XVaf6JDYHSXQ5IY5UpwazObS70F6FxcSla++UqIcYDF4nwm3/eQIHd7yJQzvf\noo6b6sgLLrgA69evt463tLSgtLQUZ555JlatWmUdX7NmDc4//3wEg0Hs3r0bv/71rz3fh4xdgXTc\nPkKIM9XgvOctrle83ApDJUjb0Mg7NgjtoCAzaST7bO5gAaD/8C+hYMA58fNe1KkSKWGS6lTv7vGF\ngyeh5Py7UDLte4nK5BY2oXcq+azS3t3KGmjLjCvJCVZGMyvRL9omjmYBqirW4MDWV8UN0RVyO5gc\n75mZDwH3sc56hLz0WvyNpZwgLmLWWZH1iQ7YzglYZ843wApwLRYqk/W5MXF6TH5uiCeWp71TqT7K\nZr1hgFRbJ4W4VqF5iwYNAR4TJxG3U5QNpWTa93DGpIWgRKBMMXFS3w1fnepFTd/lhLik7ZGGvD4j\n0X/4l1yKiR0bnNckB7+uR9HWXJXSP9Kr1DBiwvIsL5vqIxuo36Y69YILLsC2bdvQ1hZn6VavXo1x\n48Zh7ty5+Pjjj63ya9aswaxZswAAX/va1/Diiy9i48aN3Gci84zskN3JWuU0n6Ui5Koy0rRji7cl\nqQoQRZ6XihOXWSbOPEfu+gKhfPTqOwqATGYFoirKboX9yfusKPaiVERs27W83sMsNbks62WrhVGv\nyHPMizpVwCik5EnrXZ3qOCelNkkyZyyPxDqPGVSSG2GXsSob+0zCfjCpxnbtTbwc8f6DnPydUtkp\nBP2iArwKNkNOlx1b2i3r9gQ22IzxTQWaT6Dsi5f49s+GhBDnwfSGFGKZm3bBWDAYZa2fRH2k4GPP\n3MOqzY1lBEAETue8P8oSw/nN5/UZTuVBtrfP7lUcbkKcZestEx6Ls05oIGziJDavXdexAXE33GFj\nrmRGqRYttrwYNroexbZPn0g5qC2JaLgRWz9dzC0Tyu6LcTN+zGW+THXq6NGj0b9/f5SWluL888/H\nxx9/jFmzZmHGjBn4/e9/DwBoa2vDF198gUcffRTvvfcexo0bh2HDhuGee+7B22+/jZwcAR2cQHuo\nU32a38b6aGB9PGl7NkK8cEvntSUXjgyxtWYP3M8kmLhQPrJy+yPSWov+w85H7Ylt8fMpM3Fu6lTJ\nKPZy+sbEJR6YKla/hE4gBrMss6k0QiUwauP0ieyVjJAjDoND2sQFs3ohmNXHs/E6s4durKzou/Gk\nXJBVNyb/DHE0LPywPHIbKVK4YG+G3MeVa8aGFFTP+QWnwecLIpjVG20t1dbxxtoD6N3vDOY1hoSg\n48UJjpxHeExcKiYptDo1ueZEoy0IhPIYVyQ3Bzy2KxjKQzQRN1XXY2CuUsTr4H3zUo5mliBuXsT+\nbkJZvdESaZabY3hDVNMAoXNREl2OiTMIJg7gCBqpqFPbIdxIpkB+mNOnT7dUqqtWrcKFF16Is846\nC8FgEJs3b8amTZswZMgQDBuWtA9btGgRCgoK8Nhjj0m3KcXEST4zMhaRJmJ9IKOq8rJAytHk7vXI\nODZILiAgVbO8BSmxWfH5MfZL38c5F96PYFZvawHyEifOk01cKrlT7SVEMY4Yi61IncoU9L30Shh3\nKQV2Sci+SEDG/owwIdE0H8ZdcLdMze7Vcdih+PHMOATFC0k+d0kmLl371niXxN8z52Lyhye1lx3B\nrF44Z9Z9GDv9v6njps0wEyQTR9iN5fYaammldF0+HBX5vbPme+FY4MXUY6hTATnnhiBHpU4ykO7a\nHNKkiR4zNJvt3bHBzXs6kGWqgOUYPddWtG7OxDniXblIxcJo8YwBa+7KfL4Axs34scN1WBZtrfXY\ns34ZgPgO5Kzzv8ctH8wuENqfkXHiLrjgArz66qvYvXs3DMPAmDFjAAAzZ87EZ599hnA4jJkzZ1LX\n+/1+PPHEE7j66qsxZ84cqfuQYuIk1Xo6KcQl7jVOq7tNDhlgTIRBSyWr8eLYIDbIcV7Dqo0MpeMP\nWROPlfcx0zZxZrDfdFPGxGtztkvVxKhL4NggCsoq7lFmnFzilcmyLwwVse07l3FssKs/fbxFXgoC\ngTVD3w1A3p/8u/IHslA8/kbs3/xHxzmuHalsn0SODZyK7OuNtHeqy7NmMVI8wZKcfwKkgT3h9GJ4\nsInTBUxccpMhM8/bWUtSnZocs25hRkjGObfXEAwvmYdDO//mKCelTqXqpccxKYTRjg2i8EPx/7Jy\n+mLk2Gtx7MC/0dacNJ3y+7MTfXKLtSneTMf7FCDGS3dk4swHLdoxi3aRzOS8tH1AVm5Rav+IXYSm\n+YTlZRwISDuH6dOnY8uWLfjkk08suzcAmDVrFtatW4f169dTx00UFxfj7rvvxn333YeaGrGqWCrE\niEfHBp8vYNlfkZ5Koyd8i9qtCVOgSEDWsUEqKKvVr/TYWqHHpXXK7BvbzsSLECdjEyeq15vJmKx3\nI3lvqYQYcSvL7FSiT+mrCFMNKwEAo8bfCJ8/CwNPu1CqX3R9Ce0DZfjsHSKbOGkWQCqmnmieZh8u\nHDQBoZxCRnkZe0MRs04YvTPHO4/jtaXdErKy3K4wwbd3JVW9yb7Eoq3WRi+TNnHi1IXuz4rO2JBU\nkbrbxNG1DBgxAwUDznacD4SSHvtSQYgTZQaMmAGfP4Ti8Tey++zhey4aNhUDR9JrrJniz8saZUcg\n1AsDRs6QYMOJdlNuraNgqQL4XU/NsSHzceLSeaEkSCauT58+GDVqFP7yl79QwtoFF1yAXbt2Yffu\n3Zg6dap1PNxaY6ljb7zxRowZM4ZygnCDnE2cN8eGOBPnrDe311Cce9FDGDz60kS9Yg8mIUTChHVY\nxp5KsLBJ94vc+YlVaPbF2pxoeTGSHFURfXZbuJOODXwmzosKzYt3ozjYb3pepeJUYKncnwebvwTy\n+ozAhIsfxrAxV0j2ixToSaP6NGI4imzHhGYI3uc0d/tBTl9c7CCFal7BK6QcG1jeqTyPUptNnEig\nlzWzoK7hhl4iN2TJOgsHnZucGzxk96HVqSwhzoMtqVOfav2Z33eUxRS6hxlxspaseHH+ACHESTkR\nxDG8ZB4mXPwTKgyVlGbE5Xuxr2PJPLMSfXIZpONn3RcPmN2tmTibOpVTkH048T/bsSFTNnGZEdxI\n2I1VZ8yYgRMnTmD69OnWsfz8fBQXF2P8+PEIheIDKtJWh+P7P8a+TX+wyj322GPo06ePu3daAjIL\nmmfHBp+fuQD5AlnQfH4JQ1oPTFwm1UJWvtf0+5W8REKdavtErXHLiZHEb0dgEycSDqVkHDk7GiGR\nQ37jQscG2T5lgF2SDTEieNZUvyRU6+TzkNlgudYncmwQqZ4lNz/xEnKLkeixZ+UWsTqQWr+I+xZ5\neTvjwvnsBfh9cquHAy7LTr0TDWOn340RZ30Ng4pnW0xQJh0bRDZ/vHAsmqbhzCn/F6edfR369D9L\nPMcw3h+LjSXDLonromNt2u+RCvkk44FLXqvZhTgz6kLqkRXM/nVrmzgyZhK3nGsgTueuNnkqPSHO\n0GMo2/wy/RGlmYIrK7coEYaE/jDvuusu3HXXXY7yL7/8MvX7R7eeCQCor95tHRs4cCDWrFkjbFuG\nRZSNrWfuLt2YONOYVzoukSfHhgwIXpoPMGISY0TECHm3iaOvp1VBmkSycJqJSzVOnBfI7iJpVsN5\nNpPq1ORixErh5QVCx4YM2g+S9ZF9lgq14VodW1VPVJ4olr5Jg9h+kMdUJa8ZMGJGMnamYbi8brl+\nxQ3H/TCMWFrBfjWPkfV5GDRqDo6VfQiAL1jaTSNy8gciJ39g/HcidJMXdaouqU6VSiXFOJbftxj5\nfYsTdXmPRZmV289xjBTKZKIYxOPBuUDKvIVv2mLC5wsJ+sTGmMmLcGDbaxh6+mVk7YI+Ee16aq0z\ngCOEAUmjR9EuOZTT11l1muEjqo9uRO2JbZTAlK461fxAvVDkpxKygq9OpHZhurKbx8xJIxOhPAR1\nkWamwqoIBoxZl2TKH0h7p7LZEh8VHkHWLo5tR0MimXbLe+5UZ12iiZ9130zPhuQVaS6StC0iq19e\n6uerQFOzH5QJfE0KEGkwccK0W/LhDcSQVwvZQV5Bpp8T20HJfM9mSB3GeOfet0varTQF+qGnzyXi\njEkycTahImkT58FeVtqxIQPaDAETx3pSWUwmTl6I6ztoAvL6jHDvE2nv7DG4tc+hTuUzcfQYSb67\nXoWn45yZ96JwMJEaTDqyQhcU4oSqgMSDFKnQ8nqPwKBRtJemMI+eANEwI92Jh4mQ9fKz8wclTuoZ\nVPdK90hcwqtjgxZg2l6YSC5O6S8g4rpSYPXSjfjvmYlzt8OQdW6QsYkjJ1i2J6hUU2YjZsNy5WBn\n3ZJHeR2gQ6eImiIna979eRBSBeMqI3ab8ZOJdjOjTnVjFqy6JRcQKTbTHAqpqECJZ2IukLaL2OWl\nHntqIXXoe5Zg4jyMq6TnOc87lRzzdkcCU52a+RAjUkb/kkHThUwcUQ+LiSOFuPRjGcowcS5XOtSp\n8jZx4vmqWzNxfM8qnxUqQRwKYvCoS2xVZzKQq609mZKMwZ2TP9j625vXkYG9pb93Oadjb+nvsf2z\npxCLtnIqSf6Z12cks8ieDcux4/NfCXd/tGOD+7ATsTjs5Omp1WWVE9ZECnEiw39BPeQVPJs4ywvb\nbhMnClTKqkzCJk5SuJR67gLPKuZRoWODvEDIBmlf5xwP3hhzSVtLKftBs5AEE0c5NqSvTnX1cBXa\nknqwS01Kcfy6hNpwfholZpu8MlyBgmfn5SN/WOcz4QSSDPPDm0vdWXUr6buHDb842K9gDvVkkSK3\nESafOCvorxd1qmgsSOVO9ejYIOcEIrdSyNTV5YQ4N4NvCx5UAT5fAH36jyXqTpfpcrapx8I4fuAT\ntDVXM8rbrra3r/mQTexEvOywwi3Vrul4WhqOoq5yO1oaj6L2+FZejwDEhV23fIaxaCua6yvQVFvO\n7Q8ZJ85nY+JoN3LvH7o7ZA20xdCEmwOrYHrnTbiYDZCBKmXHg4xNnCiHYEp2UJ4mRfq5DCq+mD6W\npgpU1tNVjl0SLdzykGN4M2sTl5xDXQR66QCvUtsf8yJ2VY5y7LOkOjUTal5TFcby8qZqt3eLYo9J\nITXdTUZSUOXaxLl4pwL0M5Ld8Fv3nwgkzehUomEZgV4kMAnuz4W1zE+kGjQh5dgg1yW6gEdHJe+O\nDV7mqx6SO5WFpKpDTu01avyNKBo2LX6NHvNkT+DWNTsqdr+LXet/I3E93edQVm9qJxINN3noi/vL\nr6/eY/3dJpVaTHMYcbLKcPtDBFK272CKz7khWYtPNGmYBb0wcakYVdvrMr1TRYEcPXBxMt6ptomV\nDJqpx5y5F11qI5p3s4kjS7v3S06DJnruZjmy3uSvM867DUNOnytWgXoBFesvTfu6ZEXsAl6EHAm1\nCdOGzVbem82SHBOXkRRlom+Qk92CvMZimZAh1ksy3qJd0KW/R0KdKhRSxZAK5M1h1UmVsy4Z8Ncg\n0iGyINpkeIrbaTFx3gKKnzFpIQaedpH1m4onmq72TEIDkTThsl1qZ+J8cqZcnvrVHdWppnDmb+45\nYAAAIABJREFUuhMVDTrbQ/H5Q5bhY7i1Bps+vB+VFWLPTbfeuUEm+4N9QAZC+QjlFFrxdRpq9kn3\nhMcoNJxMCnEtjcckKoNQiBPt/AwXx4a8PiOoyUc25Y8UhCyHBxuaDBn4ykYId/PCJlPycFXhVF3u\nu3eiZ6JaJMvBgzqOXVdu72Hx5y3yHONSJvYu8dWpHmlZ9z79f/LeO96To7oT/Xb/fjdPnpE0CjMa\naQQKSEIWoIAwYOA5G7ANftheG7x+zn7L+tl47f047GIbg8H7DLIxsEuWwQYsC0kESShLCOU0mpEm\n53jv3HzvL3XX+6O7uk51V51Tfe+11zPv/DHzu93Vp6qrK5z6nmQXlFmFIM8OVLa8eYZu2hk7XtW0\npKF5FuHYYOF0dZC4oAMeY2QfKuRHUfBBMQizLOz0uG/pt2+1UPrA1FvUzMXZphoG9mLIKjErTFHQ\n+jNu9OPcl/0Iztz4Omy89Cez9wxd26V1ISDEiKssUO0z2v+Ljmt5eqtT+VNkHYNA84wd/HH/1q8t\ntHULfM7UTanRHEIUxUUyZIqgybz8H79FUoXMTx9heFB1Bm9IrQQhLiUZG2h/x+UQGcWiWA9yd1E4\nJB2i6uDVqeFfXop9pu/548TpDS3pBSJxpdhSTgoWmGqgllKvRO4/9ByWQ4wsRD3h+Ya1VIT6/ZaA\nAhwbXMF+K0hcDXtZeA4IlTaJyMRSII1h/R4H2MTVs5cVkHWGRlZuBKIY6zdRlf/iUdm66tTy9k0F\n3dBYcUaI86zvSyjQx4IzCa8BiLHhkrfhjA2vLf4GQvYJgYJtgd1tomQHkZbsbkUj0OA2nXJx4iTH\nhuBUS3TTWJSnV0bt+fFFq2nKA1Lr/pevuQjjx57DzMTecF6OidLrzKI9f9Lyom3PjUKpVLCxieyT\nsIOkRUOl7jhxZSEuNLJ+CMlOEsGsyGYrqQKkyel6xsGNieXVaA6g1+kiDRTiguLE1TiRyrSQg5TD\nPk5wbLBjZoXbIi4dmlpP/cLyYtvkErpKSFwdpyfJOzXQljTMujPQftCtTzW3rXG7BOIz+w2Vo5yh\ni1/zm0iSDpp9Q5ifzTUZS2GnV9OxgbOJCxXqUxK/00Xlw09l/VgAWOIXvHiEuMxLoecdo+GZMgLW\nPc/1Slw9KTg5P6xKrQozSQFOQSEu3LGhTsqfxQlxowcfw76tX10UD6C6uTRyIW5w5AwAQNKdQ5p0\nquiVg1wGu8898OcOqF5BpQmihqs/jSqA2mI56xOEOLpYcEicbINRFGTryyvLH1qK7A9hvEInp1S7\nUac6AiM3B9HrzCBJAtWp8G2GtGG04Yy6MUgvxNuluhAT+5DgWIAXHSduKYWAMCE1bDOSAlLTNc+/\n4dSJ0m/aLWgz4Nm4a9mSlp+pNCaMV5AQXkcIYBBQSd6MG2jGQ1ZdspAajsTxIUa4OHHEc70mEuez\niatoDtjXCFSnLkGorFDzFvlsFyFrtwpYY8r2kaXsD5Uc22Xgow4SF46AnnLqVOPYwC9AckgC+szi\nhLilEOCA6uDWOeL6BoxnaKc1uSBe2TVPcnPJmSOKCrs8H8k2ccaxgZ5gqI1XVtUSBpcMTCJcKyTB\nYlMRBUUIB4s4F4mkg9WpIUdAvt2aw/NHX8L+iUNs2YWgqWduuB79g6uwYu3FxfuF2g9yNNuZw0cf\n+TSeOPy84cWpOphVf/fJ/fjIw5/ERGtqUW0CgIf2PYa/eeTTSHRbAtSpYATRIptBAElInJzuTJcL\nqU1vRp62cFPAc/ios7bLhRZpahGsLg5oUaFOXaBjwwK8UzUq5tNGyV7d4YKJnNovXE0v7xM1zCMk\nb/qiXOnPcgovyWSjBsmxKA2dukicaM8hufkurTp1Kag8uFeuuwQArPAe3fZkgcyxvGqcdlKVQOoB\nV7wei0ewOrXBqlND0bOwdTrQODRonks2NGGLtSUwLsA7FTCCb7hjA1Gnll62lybYObYHZzeETTK/\ndmJuDH9w1wfxpXfeyNQY1u+0LY2+IVz+/X8I62OI6gl5A/nSc7fg4f1PYOvBJ/GrK0fy55gQI0x7\n/+CuvwQA9A3243VD/f7vF4Aafux7nwUAXHHm2VgFQTBxqNbL5afGtqM1eyJobTAHYY86teRAEaY2\n9VH4ZhTCJ2O2BPZnzGG/lsclEQZd6dzqAMiSzVi5bZWUfHleaqWScCSOyd4xd/AQOu1JUtbVV7QB\nfF0iElejryQb5Vo2vIigwM1B9/Vy0HrOZrU+hYdKO/WEOKd9iKGFpIxZLBIXVIcYosMekBsv/Sks\nX5PFx4kb/Wg0h5D05sORuBox70LCZohC3AIdG/oGVljlwoNLhp/WllKduuiUP8Hokh9xjgskLkyI\ns1P12Pw+/eQ/4u7dD+EHz3kFvq9ct6dVPSksw0JPtuVNyVI9LwwxOTB5GICtIF5sRgrdlqUIXTPf\n7WAVwAqW7sDPC9sksjYLasfgFGXhwpK/vUxbPF7Vi0FAScsqdZTbREoxbMp2iuUnaqh4g0KM+NWp\nABA1+qB6SbiNpD4slgKwt0+M4unf+k+IzhrAwDvOza9yDkHyO0rBfsPt2GDAmiWIPIAoyovX8yit\nBK2vqFM9bdJ1sk0KP/ycsupUn01cHdfc4hlHBoHtj38CB7d/I+j5WBBwgttDQoysXn+VdUujcd32\nwtWp/rIeNSv5TQMsuqiOY0Pc6MO6c6/FyKrzcebG11rlitOaaEMjkwi51xEIxZNfxuzB/Y/hfzz8\nP5kNfgmQuNw+MdyxwX96v3v3QwCAZ49tE9pV65jM8GGuV/gs3iZOP5WSx3m1kDwWlOOXkwI2EFX8\nz4UYcQTnXfA3kjcS2/bOoXquMW94YalazH9fRjnqCQGhB41ww3he9Ry+xrjsmU0V/rlMrwVnbPDs\np5PP50HgxXkTTnJ+Zl2uzgG9Xto0rowTabSE1HIb/Eicm1dAUwyz/KHT0CbOlYLGIgF9cdm+lDMI\nAFlMtmN77wuaDGW7LnfFcioUKr2X0cG+wVUAatjE1UHiAiYCReLKEbQBBIcY0QP//Fe8A5dc89ve\nECNQKa9iquHYIJ1mjs+MYa4zz7MSvVMz2jt+EN87+BT2T7rtxoIyAoAKcS6buHrq1JCNm/bQ4oPh\nBtqlSif3OkKLj1X+nPU0szCmKsWDex/DXNc/HgpeS+CRCEatZ6qporKuMR20yQpCQKUept/rmDR4\nhSVWBepGeZbGXpbp9wV7VS+O4hAhRzAhqKuJ8u2nxXVy+lm0ECem3frX0IyE8ApDZSuOJLVt4mqg\nljVsQE85Ic5lH0Ip2LGBPsPYxPW6c+LzkqpRk2j8T4W4EjrYn6sdF+PY4G+Xb9EwfUgdG1yom4zE\nGccGjpbSi1AK36A3wm2jO/HR733ay0cpFQDf29Twjim/XZNdqf+wUjg2BGZs4GziijLMX/SavsMJ\nOWaxW2SUd0GFZm9n/HvZQqr/Gx6bHcONj34WH3/0C94y+rOJcdTqoHpBwX4FoTZgzbPfXbaJY9tV\nQ4BZiEBP80YHqZKLfuLbkc3nJXJsEFX+dfYhWYhTTLDf7Jrs7Wwz9CD+zokjODaEBvutmXbLzUvS\nstQ4aCzUbrPcZ6HzRqBsrpTV9H465YQ4Ts2U3QgbxHTR50J29LpyqqtwIS4sSTxQfb++uurUpbCJ\ng1kU7VQnDiGuRsYGjqTTTC2j4xqC19NHXnBe/8qW2/Abt/1XtLWQ6k3zUhKDfJtWYHBJn5oDAOJG\nXe9Uv02cqc/6S2R5ct6fgSTcQ1xaYus4NrhJj5fUUoL6N9t23qePHXqG4SnUn1++c+f9eJJ4xbpJ\nNv9w28Q5ygVtHAHqVCE+Xx1aDFK16YqfxYp1l+DCK/9DgJekVavzatrr4bn3/QG2/NGfAhwSV4eW\nMki2VqdyB3Am2C+tJ/S9vPupw2tasiX9u0c/z9YV7J0aQEZtvHjv1IXY0WfPlWzkEI7E+Wjv+EH8\n+q1/iAf3PS7wMnTKCnF08py9+QcBAOvOu1Y2Zs8/1FOHt6Cbb8xc+IyQfKU0bRRHki0A9RQqT6r+\ngZrq1CWwiaMLEBXi3Egcn+bFLBaSE4lwmqkREFL28JEn1dde+CZOzk9g1/iBnJWgEs//Tz3jLzSo\nri/tFkBt4uqm3YqCNtUQe46Tc1waubBFUVYpLF6Y0M9J6lSDrtXgLZRuJ1186MGPCzxKDXAWqqrW\nnerUgNZLNlXZDXp9YZsRYaYrdreHMUAfGFqNl139y1i9/pUIy3TCt2v8yacxs2Mnpra8gHQ+nzsB\nkfWnd+zEoa/firRbXfek+Vzn0BmSO1VKoSc7c5X5+dSpjgkh9NUTh5/DTNu/X0pInNluQkxlBBvl\nopzMikVlAzzgi7uxJMS56jT07NGt+P07/wLjrUncvedhTxuqdMp5pxp0yHTY2Re+BavPuhKDI2dg\n1zOZGkRa9B/c9xjG+lfh/7ziJ9Do8yNpIerUUBWbqHJkYvZoJK7XmUGa9kS1ZEdQtWlXdFqvo0Wm\nPGmTC3WThV3/Ym21q85EEEj0dK1BvTQFYj+vSvDVRSJxXjUHFmETxyyO9mbDqFPzW+Pz/sOE6Fm1\nEMeGBRqgF0gceXyhp+RKyUBhopN00e856KlClcMF+3Wgsk5UJMQmLkCdKiEKNUJ5hKqqagn0XjV2\nUdh9v0sPmky7SmDlc7/3XwAAyXwLG9/1M+WGkT+Y0DV1gv2yB0UBSa275vlsb/U3TuklXl2sFNBO\nOliGEWdVcu7UcBWobKNcA4kLdoas4+TCe/KWKUkT/MX9NzqLnnY2caajTdOjKMLQsrMQRbFgpGjT\nowefzjgxAlGIOlUMlhtYTkPDLrSqvwj4q9BtT7N8vrPrQXzuqX9y3hsYXoe1516DS677T8U1Fr7P\nWmT95ULdZib24NCOb3o5EHFQqKlGUE+JSP45ThUQUkthIiJMdAmJC7V14MwGwhZ7By+m7y0Rju33\n7B4bZmSJ8i3KqGXAl3N9Yw4BDWiXcvziaPvoLv/NYrniBHqXEO5CS+X+DkpVJqY7CycxY8NSeioL\nwqWiknyoMTvhNf7EU9VmheZCDiC97nNmN7a35FI4NlRBEYD0FVWnBtjZtRmNjKguruVQIjgwLmiQ\n8kiqnP1Byp1qlbb+Sti5e5qpU8XcqaJNnFGvdAQVIBCmTuVUlzQ+XKhjg2vj7qMBf1ucKgv41BNf\n8gbvHV5+Lja94p0YXn4OgbflECOUfIji0T33+hsVamgaGqMqyA1dEpjCZ3panHDD7Dm86tRAFaFR\nM7nCCATYzlBekkc3yq2XhRxu0ZEzZQSekiWUw2LPI3G2kLo44dII9Lwwoe+OMarnIpRugE2cOHZC\ndi5axpv1RhJM9MZfx6RBKicd7sJt4rycnKpIvmGff/pr7H2ICGF2baI1hRdP7GRZhahTrXmwBI4N\n3rUhUJ1aplbXrwGSkbiipFiPGPKpQPVqoMWL9aavoUXyIp85pcy9MtUS4p577jl8//d/f/H3li1b\ncNlll+Hqq6/G933f9+Hqq6/Gpz71qeL+X//1X+P666/Htddeiw984AOLR1bgPzkUVMMmoGMJI+4P\nFITEeQZl38AKXPmGPy7+ThPJJs4vxDWag4UDRqc9JbbJ92Gp/Z6Yq69AAOzLq9df6a1XNraX1CaS\nKkdgb/GqczIKI78hrc2TH+sBaDFzWJENhMu8hDmDAKSqoi4O8VoU3P9liZ5tU5ANmEOI85Wk5Pcu\nro/ElfvKHhsBjg2OECNuJC7gLQUkJ7tBBZNFmiLooe7tq1Akro7Xug+JSyplpD67c9cDfL2BHsMz\nnVn8yT1/zdYVhWRsEG0aF6pOdQtxygoxIq8LLcbEI1TwCqHQkE9hIQPDBHqRj3jQ8PNPS/cs2Vlo\nV7BN3Ne+9jV86EMfQrNpHtm2bRte//rX4xOf+ESl/E033YQHHngAt99+OwDgV3/1V/GZz3wGv/zL\nvxxapZMkVEHyjKNXqRAXRbFzQIQgcT5EJMu0wHt1Wm0romdXN5AoitA3sBLtuRMiEgcADc/gpZ64\nUdwAEnki6MF52Wt/FxPHX8AZG67HySNPO8vOzxzFslXnO+64BcJKXcHeqTW8jgAB6ZBJSYtjXSFH\nKbZmTp1aJKvOY+lJiEhIXtA6iwaQ2XD4KDzMT4gdVJS1SHSS8JALUGA2I31ngPFYNxkbwmJU8UKc\nXb+bYVUd3mgOodcpm1WEbNw8kpPVIzkXBVRT8Ao0bxHXhRAkTlhjnAJQjc3W8Q6hWUVCuiwsd6px\nfnPyqKtOhXudcTk2hDh1tZhDfCxpfoqlPXxtXwp7Z/ZQXQd4omZQNedNeU0QD9WEgpC4T3ziE7jp\nppvwG7/xG9b1rVu34tJLL3U+c+utt+Ld73431q5di7Vr1+LXfu3XcPPNN4dUJ5AE5Yd/XKq/96XF\nCnNs8A3uKLfTk20dAHMC83lwmvhgsho49kxyKsTFIYsGoaFl63H2hW9Gs2/YW+alx/7W7akaagwd\nKHgFqXJEVC98ghohzudZZQsBnBBXGNIGCHFOdWpMEcYANC7AJq5UefVS6f1c6tQH9j6KDz/0CXQ0\n4izaLgUQe0pWjnLlEi4kTl4brn96Crv+/pNumzBV/uFul75d7is6NlSAIboLibvoqveg2TeCcy76\nYVIuwCbOQuL4g3C5POFScJCJRzmCD2VLkJfSZRMneWIrz/XJ1hQ+/NAn8NThF9wFiufD2xoH2LqK\nB7Kawo1fnVoNMRLyfvOLQuJqUGCcuLDDfpjzTdihU1fPHQ6qfDghbkkcG97xjnfglltuweWXX25d\n37ZtG5588km8+c1vxpve9CZ86EMfQjd3w969ezcuuuiiouwFF1yAvXv3hlTHksuxgZJ4EilO3MpC\nE3zxyxIuqKlm6UEldFuiXIUpCnFCDLxC5x4wCXzKIEudKpyMah25CU2drNp+hHKqE6m6Hi/5xM3a\nqBV7UaAncoi6McCY3bXRWmriALs4MbYiKj0h8nS9398++jk8fuhZbMttf2SPRJnCsz+4yR1ixLUZ\nGVo11cPlz43j6LfvxOSzzzFlF6ZOtYQ4QcjJblVV6yOrNuLKN/4p1l/wJlIuDFMuSBAEaN3ucv5b\nnV4Hzx97kaiJfOuxyCq/L9uSKmnjDlZx8cI5APyvJ/8Rjx96Fl/e8vWA58I+TVDKLME0QgpwXuXn\n807N/7e8U3l0SUGyiZPeT695NbQsgnlLrYOG5ORSS4tUb71KSwfLOofOICFu3bp1zutr1qzBm970\nJnzjG9/AF77wBTz66KO48cbMTXZ+fh6Dg0aVODg4iDRN0enIKBJLxSD2wck1bQJy8nmohiQS9p2c\ndFuMwerCQ4xk/MJtoeJQdWoIv5oBO91CoYSgonJfTCIskDWpmMmuOXIelyoY4c24eUOMZC0r1Vzi\nQFStnE1cVjbELi5AnWoduBenTp3R6LVo+xJksJL/WBiS6l6W+cW6v2t+d6eq9qcGiFu8EFfwZNX9\nVSQOyMaGUTmHtUeKM1a+zo93//e78dHP4c/u+yi2Ht8R2LZFOrlktbAsZlrGNCbR64HQLp/wv2/i\nYOVxKRiut4ymAHtuGkvUwySvNlCd6jngFfX4oEhz0fprnlGnLuV+I6fdCjwdkPpkkw0/s76BlaXD\nD/OOjverIHE11uNFead+/OMfx3ve8x4MDg7ivPPOw6//+q/jrrvuApAJba2WgVZbrRYajQb6+/22\nJiEUmrEhzD6EPOZRYYaED9Eni2b/Mmdb4jhH4sTUVAISJ6UtyakvbnqRuIYlxPHqVO5k+7Kr/y8M\nLT8bF77yFzGy6nyctemNiHUO2cUgaNZ34BbFkIleT9hp9+wDBp08hTpVcALRj3BCXCHCedFiarfk\nso+si8Txp3cgAIkrtZV3iRe8Uz0OMy4KReL+5O6/xq0v3lWtynoXzvbF+q/6TLWoszTlX4AZpK+O\nTB/H++74C8I+4P0kdXihDgpY8xxOFVV+5PDjeMcQAUGHbzo8fcxRr80tjGQkzpR0v9exmRPFbz3X\na4WuIZf1ISY0vmJRLxeCI0itJyFxCwsxUhEFzEmFXJKduljHBnH/qnNAD1PN1kL1XGNdaNKmy9+F\noeXn4qKr/6N4oOLNZ8orMJXi/pVCjExNTeGDH/wg5uaMzVir1cLAQLaRb968GXv27Cnu7d69G5s3\nb15odYR4VEE2qnaoV+BHvyTBK6sr6+SNl/4k1l/wZtKWXJ2aC0vjR58V+PA2caHGnIN9g4VN3PDa\nl2P1+qsMD4I4xoFCoYtWrLsYl13//2D1WVfgkmt+G+e9/MfIZsIJATWQOCd6VmOix5JaiIwFpXDi\noYcxS1T+dRETSq5ntx7fgWeObCWbpA+JM88uCRKX81O9BCefeDKgvH8zMoKJXW93ahqX7ZrHQDuF\nhDQaqmPXyPPaO3EQNz3rsLml7xJo+xKKOy8EifvYI5/BsdlRrJ7s4eI9LWJfV9c71VCdKP1S7k2L\nn49nIYPLPRU8W4McGwQzBOlw4FxPhD6z6jK/ezpQurdsiU3+f6tbFXKmWtO4d/d30dKHyAAzC//+\nV9Pgv3CmK8eJqyJxITw5xwazbilBNVsHiVt8zLlgdaqD1p7zKlx2/X/G8PJzSu2q59hQ9k6lT0vr\n1YKFuOXLl+Oee+7BjTfeiF6vh3379uGTn/wkfvqnfxoA8Na3vhWf/vSncezYMYyOjuJTn/oU3v72\nty+0uoJM4FIeiQv1ItQ0vOI85/UQo/8iL2jUQGwJg9ngSHqZXd30+C7MTh7w85HUqYFw9GBzoPBO\nTZXCWee/vrjX0GgZ5ScIcaEG8cYTjS/F3rVQgMWGNxA8XUk7LzrQxuGPfRLPvPd3i2sUbUoFNb3k\n2DDRmsJ/u/d/4AMP3GgmpWjb4z5xL9Qmrjs+gW1/9gHM7tnraD/9LS+ASWlD3PaBD+L/eHQaP/rQ\nJFkTw7w33W22E5VLJ1sfT7o48p6SyvnTqfoQa7VJ95VSCifmxgAAv/iNk/jhR6YwfGIm58SMdSk2\nZh27QUuo9QiFiwiV4CspZ+8IV63L64LHySWtjgXJUzjyqLUMEkfuByBxLiHnz+7/GP7+8S/itpe+\nw/Cx2yCissFInGc/NSqF6jW7oPXXvENI1e2R1q1aCehFYTV8XEXsuKoeAsPa5TcFcn27xXinLjjt\nVhRF+NSnPoX3v//9uO666zA0NIR3vetd+IVf+AUAwM/93M9hbGwM73jHO9DtdvG2t70N73nPexZa\nXUFcTkmADMaaNnEbLnkbVNrDxPEtdn2iM4KyhC+KdOkNuNeZKa6150YxsnKDm5feGIUTt3QiGmoO\notHN6kwUMLJyAzZc8nbMTu7HyjNfYfgV3lBL5NgQEvlatGDmUQBzWKsDk8ub0YUHq4urFTomigAV\nfvIrC3FHp0+Qe0oHzvC0nA8DsVCbON3E6R07MHLBJkeJgqnIsaxOnd72IgBg47EuDogfmeefpin+\n+O4Po5cm+Nk+WQUaXFX+DbkHKwi941WKMj4hvHyqVikOfPWfcfjrt2LdG1Zgarm5PzQ2C6wZFFAc\nj8qraGQdFZpDqK3wC8Qi69jKevvKtEauLs7mcWC/c7WRj8iVQmRBIrwQF9L/LpsxbV+36+R+XL18\nSOAThsTVz51admzQB01HWUcxXdQlpO6bOIj33/dR/Ph5V2Jj8VwCwJ2KLixFWeB7Bg3RAEezQIqi\nuNDsVEkWzl0lpf2+lhB3zTXX4JFHHin+3rRpEz7zmc84y8ZxjPe+971473vfW6cKmQK9c6Q4ccX/\nKouz1de/DJuvejeevPN9VnnRscFSfTVsx4G8jWdsvAEn9j9cebTCqjhxC44NgkfOQLMfcS6X9fI3\nPXPjDQBusPlJaVCKgvxtU0x2KpFzJIYJXqlK8ZUtt+MHLrgeZ4ysDeDFBdB0vyIVVKQ4ca6Nm1Iv\npTEJ+UXDVqcuBRJXWpBT18blVhuV7xcsuHqjOCso2S55FuvtY7ux4+ReAECyTn/bhS2wqiS0ZM2S\n3t9qpKOs8IwDld1/05cAAG/5zhxu+pHVRcm0Tx+kOCROr3mCCUkAcm3VI4RponXXpeWzCS7b3ULz\nar1RS2MhhGug05qPmWPdFI3GPfd72kSB8nLNm9LU8yFVNi9V7EtVfktoH0n5lfYcd5w4GZV1Cakf\ne+QzmG7P4N6938O7VwwH8+IoONhvHSRuiYS4jFdAdAIAabeLw7fejnTT2YBSeOX2eUyPNDC6keZz\nF8boYhr8b01KqUI16U0hJJ5E7A7pemzeprUKJO2xH5cOoihuWMF99cfacPFbi0t8XjyN6PEhRqSB\nGyNCQ6tymbbHUWDGhmApjrGFCpwgoion5zPZmsbXXvgGPnD/3zLNCU2DokDfUSVZf9hokxa8ZONe\noOrY0LGydfC2WaIQR5C4sm0ay69wvmAQTngWs9Il3rFB2EiEsWB7CXMbt3L8sinuJWgkJfRCNIzn\nydixhY1p2lf9nRTL5szfSb8W4rg1JtCZq6Y6VQxT4W2XXM877xrHdc/PYvP+dv4EL/CGUKjRvk/A\nseLEsXabpI/siVH8DEfi7GuczZgfi3HUIWqiAvvVG2LE0VcBc9Bl8zebh+miK5VTw1VjvzHhSsIO\n1QKz4il/m2q2K1CIPnzr7dj3hZtw4P0fxjknunjjkzP4iQcm0dcmAMK/pnfqvzXt2/rV4recOzXs\nI5aDEw6/7K14otXBHXNmsnEqVSoARZEtxBWODVGM/sHVMq8lcmxIVVp82C6b11Xb2IUF+5Up5EQj\nWTDTqNd+Pr38vQ5NH/WzEtJueZGwfGGoqFMRIvDmf5YmsSWYSMKEhZYwGRu49rj4sUic/y/XHTZ3\naqCw5BsLylmk/ik5abfxo1/ejl+4fQxxYgR1t+NN/p8CImHhFkXH0mWKykYKthDXMNk3/CRt3IEI\nVaVMiDrVjy5xc3l5/o5DbfsA4ac6NnGCgOOj0DWAXIotJMohxNlSnL/q/H/Oe1MWCM2pwV+1AAAg\nAElEQVS7S96p4cF+3fxs4SgcqXIF+9XP0YPtYgP+it6pesoEcfN709srQfgYDUV9J0gcypF588zq\nKbJf/Gt5p/7voLFDjxe//adSYUHTaET+Zxn+bSw/F3fPdzBHNjoOPaNISBw30GgOmaqsYMJydgST\nsWFxIUZSpQrHBq5kJCRcrnWaARWsmRNpkBda/sSiJzrpRyFOnCLtUr2sPyzHBlGdav+flgQlKsRF\nLApgT3ZnsF9idxmkTi0klCp/U6f1gJMLJU6dulj1hDu3KI9yuO5OPP0MhuZ6WDmbYv1YVxCezbXY\nM1TWTPTwlu9NYdms3sB5dMnIzDbDZfMOo+6A2GB+FdrCbOIkoTBj6e+rVq+Njz/2BRNGRKjOfb8G\nEheIhge1hZkLxfdTyh4LVKBzCrfyu3BIXJBHohQnrmacVG/GBrJemvEg8+w58oNr5yLr/TjHhiVJ\nu1UH1QtDZcNkuHyPZvuKbjaGf7vPXF81afrxX8079X8/+TyreHVquTvapUmlF1w6FLkgvTYS10Sj\nzyBxSWJOJXGDF5goL1/g4dBgvxSJU8zIM+nAFm9XYJVbBBJXN8uCi5RS2D9xqBC8smvhYVRUktWb\nuJC4QDV9eePuJlUkLixOnMOxIdDWjxQq/S+phOXFOkSd6hVShQXWUkUHo3quZtj8JeFZ36HoC23i\nu+44iVfsbuG6Z2dIaY7yzYtuiCUkzrBg2lSo0AQ74CCbOHJAEA7CGfnn4M6Te3HfnkfwZ/d9tFa9\nLpoOyFEth4jhx5XtnVp+xs3NQmUFMwRRCIBkE2fBfmyZpYoTZ9SpJSQuoesKs/ZRdA1mXdBrcJIm\nSFWK1ZO9zMuueMyxbtVBzwLjxNVzbFiY17NVgt0nFMulQT7ZmknSP0vp2PDvieSMDWGDuBwqQW8g\nPfJ8iB0bAERxjDg2ITxSEjw2imQkrtfNFrKGLzdpHK5O1TZxnBAXSyFGCqidra4gX7BKG1mSmISF\nBeG+7j9tuQ03b/0W3nLBa/EqjhdBTCwFUuq3ifN7p9p/VoQ4JotF5aq00UZx3h5VK8SI3o+VpE51\nqphsdClInSqRp5gtjPg3bmmK03ZECsEoRWSFVTA/+/Ku7usZpIYjFxIXAVg2RxdozYtzbAiziasd\nYiRkhwvgOTY3HvA8z+eunQ/iOTWAn7n8J7xlJM/Logbfa6mq8Cw7NpBHXNPC+kOeN1xGA0te9B7w\nBLSqpk2WLrdQdWr5SpKvj19/8U586blb8PpN1+L8PdN4830nceLcAeDty3L+XDaecCTOK+DUsq+T\nDgc1iLPVK5rkRuIo6ruaCHGnlU2cRYt0bPCpOgokzjqAhdrENS2buCQxEzYWVJeAEeKa/SPO+3WQ\nuCJOHLOhSupUUrL49S9bv42PPPRJdJwOIT7URFbhmNtRwDd0k1IKn3z8H3Dz1m8BAO7e811yL5yX\n6mkhjkykQPjeN65cxvp+0x46plzeqVEN7yyYftTfhSwwZ4128ZN3j2P9CXPgcEfpt4nNDRuYscFr\ngG7JGeFG1RUiYy3bjMPUJnTjfumvPsIESJaFcKAq8A52iJBeyDgcIsRv3HXUjCHBfkWcynFxdu8+\nbPmT/47xp572VCyhssDXXvgmJuYnPW2iKjRBwPFt3GlViHOja47vYz3kvhIyb1zq1HOPdfCT94zb\ndlAeIUxSrdfNnWrCWtn8KBJntI2yZkSjzl967hYAwAN7H8U1j58EAJxx0uwZvPem3G5p/asBG8C/\nb3muse3S9sr1bBIBICaHx74OFeJOI5s4SrJjQ1gn9konAj0R6VUua0MZiWs0KRLXJvcCkLhOlv2i\n2VcV4rpJF8dnT+aMBSQOKkydGprLjtCXn/86Hjv0DL61/V4Hw8XZQhk2Ws0ro1cDJKTLthM7cPfu\nh5wlazk25AsYVYNJwSUr6GPpbyrEKQZd0iXK9ZbJCOALt4nbfXIf3nXnODYe6+Kn7iGbZ8D3S5kx\naKYmP04PTh3xtphwc1xzlctrpGFhSBsbiSICoYNT0UXKVqcC2PZnH8Cuk/uq1QYiX0O7beebPuuE\nqIsFIHHejXuhSBynng2zH9S05Y/+FJPPPoet//3PpaJOXrrYttGdTNkw1bp3xUvI2Cj+98NrCmV1\nqktIE6C6En+XY8M77p7AxqNdvOV704SVsDZ4AzXXGAuEXxgSx6BLOTkReicYy/VVAHomaqX0e4ms\nAtT0djm+iEbiApFG8p0aRIizbTFPWyFO8M4RBB1N5RANBokzHcrFiisjcbRd9LlaSJxDnfrZp76C\n7x54KuMRok7VSBxTzqh4w3LZ0Q3SpULx2hzVVOGIal5Sw3CfcSSZy13Z7UbVR/VUUnVsKBYyQWjy\nIXG2TZwuzJ+2gYDDSi2bON24FMdnx/AHd32wWsbPxCqWcPUG2uV88ZmbcceO+yvXqU1crWwEpWdV\n18y/ZqIML2Gxjh3q5j909JU0DxWyTCDn3/Sgdb2v6xDimDZJNnFmc6lrE8fMRTZwd/VOb3q6Uo4W\n8oebsf/sJf5xFa728tnEuZA4AZX1ODa4LrHOKfn/LsN/N38e5fV+u9qODW5nOguJCxDodbtc60Jk\nF7XK220JanLGM9gLN0DwYt7PjjO5uHa5UW0ixFETbMviQlivAtr175J8H092PS5vRmnpdnbDdmwI\nt4nzkegJqlIkuRDiUqd+Z/dDhZePrE5VRe7UMJs4n3eqbnzGg6IvqWtRZr18ikLMPc2GC31i86ZC\nnFv1KKdBUaVmUceGV78wi5//5hiac7lAINpgZFSOE9e1DgJCPwUYn4emTMvYldSpAF46satUiJaX\nV1PWJk4UvMz1O771BTz5G7+N0e+aIOIqTfET90/g7fdMQOyr0l0qPKcd0+c2+lVj43ZRcV953tFc\nu3xnFXnpdyBxISFG5LASIbsgRXkZlD7QKziYvI/YSByvppdUhcoqVqGEqqic8FClTXXUqaKUB6DD\nma4IqF92Xb87f7gLlYhMP9hjK+3REBeyYGjOhy475tIh0tu+cCROTrtVg4L2LSAMIeTkDz0+3Xya\nxPEjSoXTA6FTVojTqscK1UEo4HJsyP5OQQYmc3oqI3E+igV1aibAZTW61Km6TYA8cDPHBv0Mp07t\ny9vUcRco2ZhYG7dzXLkXfus0EzQ/GVVhaT1okMC3LnWTKNQ7SCNxnf0HccOzs1g3kWDlvpNBfHyb\nUccxhvxZReQFuFA5BwX7zTelwrFBUov4Vc9msfYb3hphQxa8fvruCbQOH8FLH/pIcT3ZuQ8XHurg\n/KMdqG7PWQdtk9Vy0q60a8Z1M4GgNvFt3K6idLMVnCQcbbQEylRG9ZSwccvCDeVVRTndLGV0z9dN\n8515RyGxU7PaWIeZxdrEudAfYYOkyK6AHoV40/uCy5eLSmYbfiSupnCjVfUlAOJ4KU1gVrfM03W4\nM0gc6UuGVxjiJcRXrAHr8Xl0g9nk7WL6v3TGmN2zF1NbtxW3qRBHD5KnrU0ctT2jxEvCVSrDv3Z4\nA22bFW4T56NICDGiVamA37FBf2M5TlxK8Av/KGzm4VASxu0dMIPOMvR38OXj7ZS5MSVC04HBDgMS\nM+E4QoUvAAUSN3c/QYdiI5hwnq6aqkIcFZSFPgixW6qBxJU3Yi3ERY5NrVq/m6yUZCUVmBZc3Jue\nzFvNmLnAGWq7ONH5S5G4Zk+BFXYIM1+qpaKopergBV6XQNhP1Kkhjg3eqPqaR62Nm9p5cuNw4Rvb\nl5/6Z1Kbfyw4W8cavPOCpVhDMBJHqizdLo91G6jz89J33F7qTmaeMjyaE9VQrWfstL2lvc50u471\nKmDdS1RS+YaRq6s5JG5J4sQVJUVeofEjgyjIfCer75n//LvW1SY53Nk5e08jIU6H3oibg1ix7mJn\nGTkBcGnQpWUhjmxOhX2de+KlSRfbn/gkqdudaQEwKa58SFyPxEmSkbiAOHG8AyQAFIGJEyaKuMWX\nIDjuRdkzGRbo4eN6T9eiYZ5jhDgmuGS5dVqVkE6bb2LHnONQk7x8RYgjnlnlwo6WafJv3OFOKco0\nqqg3ioChtqlnbkDwSCyRNU+69iEnUiHCvP+umifjMQA9o0THQ9qhSJwKVps41akeVZeYAs8lxNV0\nbPBF1S8oWB1UQuJ8/CAdyPh6HtpBvMKFZ5Sy5yAfukZSGwvvTxwbTL/7DxoK9lhoHzuOB3/mXTh0\ny63OGkNy8vJIHI/60euuIOD0eqjQbIL92usM1T6FIFWFkJr08Ad3/mWpTaVCXl410DPWgYD0ey3H\nBgFJrSVcco4NbmqSR6hd7ullE5e/zPmX/nSAY0OYOrW82dJJp4U4HxI3Nba9VHf2kddf+GYAwIaL\n32buCTZxGomLogZi4nFptVW3S0KVlLGE84EtAIpwKEmvJdi+aHVqUrlDKSxGXx3HBjkdGBXCneqh\nAHi7Qjpvbo/wpguQUx1ZRuLM30enj+Oe3Q/jkt3zuGLHnCCYhC3AIc4fpMH5//rPFEoBwy3zHq0B\nHXuu+i6utiaW2rIsxLGNkdvbIinvAj0Si7ZQm7hu2SYuzM7LJXg1LfSN/uYRQlk1q//jCuoNaQls\n4iSVo+FaKu9tVYUGFUkLF7KJElqcTVxeyrfZOg+h9ZC4Ri/F3s9+3rC0K/Dy0dWFqlOZxSlvGK9O\nDRaIPDEIy4hjxlJWF/fSHvZOHHQXsdq0uD0iNGNDSKos3nGjHtV1rKRkqVMVzN4loKqnVLDfkLQc\noTZQ5uQnI3E+m7jpk253+HM2/xDOOO869A+uKq7pjA1eJC53amj0DXsXocI2oY46lRnDJqadQpq0\nrRh3FuU8LBWaaxJ6T+/0NONvT1FEC7ySMwKAnoCE8Mise9IWSFyPoGeWjYIsONFx9MEHP47lswl+\nSIcQuFZwkqC0lEhc6X9LiOuPs7qUgrNfHIiJUgq9mZmKEBcX1SzM6FjNk1haqvKjcs/KaWk5NthI\nHIcu0S3dpWamKlDb6ck/rpRy28RRKuoKsInzb0jhHolKEgI0R+agUb5G1UAAMKiIh36xP/Lomb7L\n28QJ3qnSJlzTO1UhQLVuVS8fFLU6VSmF6fYMVgwud5aVkDjfQspnDKhSWhLiZtqzGOwbRLvTQrEb\n6PMPs4YGiWTC+9USoSTb9zrMauZbZ1kx8ockv1iODSqb7woQ94lTSojTE46TruX4MTaVHRvo4NLR\n1nxpt6Y8QlwURZYAl12TvVMBg7C4KNyxwXinlr0kKdE8r0mvVRHiyguGrE51IwKWmWEd71RWWM2Y\nWoiQy6iWsZGkG7eVOzU/hWqj+ow53QBkgZD2++HpYziLJDdWSeqNFpE3lr6Bs8iCbOLIxhVFwBAR\n4lSU9WUjioIQnTRNsfPGj+P43ffgwl/9ZbtthfGmXxikzanQvD+JdulqhY/PO7W5aCSOCIoEnpHU\nJi5eVkn9aUIcGwSbuKBDgaSaNVyt8j5WjUThF28bs64PpmYNM8fJUKGC6bDgFGzuflKWOlWPHckx\nha/JBs/4cQWYUEP/88kv4+5dD+H3v/833EUFg30xd3hAf8+0ZzE5P4mROIJChKPTx/E7334/kjTB\nj89MYGXRrBANC0NO0NO/hoZkfJFt30MRZx6JC3YE0mVYzQ9dN6p12Y4NKhMuVXK6qVPlU2St+FkI\ns4nzomdtExtp9VmvZOsxwX59JwfJA62eTVzI0mnleRWcGwAbtdw7cQAfe+Qz2Eegcz/SUW/ys31V\nGtD0+zk9owInFaV9Y/uzH0SdqoS8fwXIlf/Nq4X0M57TNumvpbCJm2pNW43be/IAADsRe6RorbwB\nc6OncM2tL+L43fcAAA5/+w67cCHwLmzRVy1HaqJQZIEeNIhxdl9i7ZD+uuGxYyNIXEK+CYe+KMhC\nQJhjA79xR7WQBP/mtv/L/4SDX7s5G5fcRkqqWTfew/J5uw9mZ03g6EDzyII4b2vJ3ovLyfviiV3Y\nPbqH1KMfch00zE/XWOj2lw/aspCj70y3Z/CJx76I7+x6EAoKH37oE6QQPeD43lEQ6BGuTn1o/+NF\nT8105/FPW25DkiY453gHmw+6IhYsDFl3tnSRnqDBKtAaNnELPRxYJWJZ/ogQQfWqMgU12aBpAqV2\nnVJCnOheDQHOdKAA5Y3f8m4THBt0e9Ze9GO44MqfZ9tubJjcqJ4J6Ol/NwNwSEhcWrBhhTiaIqzn\nCJSbv99MZw4nZsesvtozfgAP7X8cf3H/jY7HFjbZNRV95YwTR1tm1Hq7T+430dCVwpknu4hTJQRf\nNEgOXaz/4enMu86aaNYpKgSJS9GdmsL8ocMAfJu5b3IuLRL32MGndaMAAM8ceQHpzBzOP2IW6ljx\nayg19t50pIMzD5gDzGhiJy/XiEdobtHK9VZVnRqq6qDCc6dlxnSzB35RpBu3Q53a1zN8exS1dTrf\nGBKRnJAQI5IZSfAmZOopr6FzBw/iwD9+Bfu++A84cf8DxJidH+suc40+CmAXT3jaVlLTByFxkjDh\naNOf3PMRWyDT9QoIr0u13mtGWUL3UrtEw3gA461J3EPSAVqHPUf7quwkJC5cE0UP+1EUYT4/yL/z\nOxOlOnXV/j2VG3n2HAhBw2t4lIrrQgh6Fug8FSQQBppzOWwOqVkCTRMooaqnlBBnBjbnVWVUC9WB\nUv1I5ZOfJegVNnEeY9S87Gef+WdMd2bdZXS7iphsPsFEmJwwrQ8R4oqAGMyiGDcGoAcK56H6hWe+\nht+6/Y8MokNoojVF/vJNBjoRFqdOdRnY37nzAfzBXX+Jjz7yGQDADc/M4me/PY63fG+KRWYtqDwt\nTyBbiKOqGM5otRAM0xSP/cIv4anf/L9xwfxgaf4LJ/cQdWoNJK5skxIpBfXRm7DhmBnXUUrHFyvO\nYaBTOvjM2GO/UKcG2FM5ad6FxPl50Tv0oPHE3qeK35mqIkyd6hK8aL7TxPZyEXhJUpzpK/940DZx\nPo/EGnZQxWHR5tWbnil+H/zqzcImafq9v1e9T9VCZTtMNydDi4oTp8t55ozb4881rsgzjqqG5nr4\nxW+cxJljXatdrOo5YNwr5q/qdd4mLkSgT5Uqohggit0Zb0iV/2aBdUNkOGENraf6XUIkrhgLvJkF\ndZrT1Cg5NoR+y1NKiAtC4qhNWcCg0zZxJ+cn8P57/wZ37nrA3Ms3yl7XHViYbhgvje5yltEUC7ku\n5/M6Zn0TCUBSCAhC6idlvFPZE1IUWR6qDkYWj+1ju9l6zaBji4nEokylPaGnEnz6qX+0irx6W9aX\nl+5tFycjabOli3WcKrR7nVrq1PJL04jnl+yet+6bOenb2IgQ4FObFLH0ZA/eshD3qhfn0Txmp02z\nkDgBnegrbdx9LfuQo7/bgm1oiBBn1NQ8eqbJMofoub1TuQGq4EbiBtrUppGUF1T+kk2c7T4ubEii\nR2K4Cr8s6FAnkN7MDFiBl1yyUojpazTelTDWi3GV316Ud6q02dHHinWkvkCv6ZXb9VrtF6JrTQER\n7TfXlyZmINknlCqQuJD2UR7mXzfRPuSEL04dXmUahsQFOUcvqWNDQDSEKLIzYuRkHX6ygn5ehE4p\nIc4MIubTkBMmh1JoTloQ+9zTX8WW4y9hx9ieokwvzkJ9dDuevICEWNdx0E3XXe7JQ88DKCNbNi3I\nJk5YRRp9OlacX3jUNOgJsFyQb2IFIEsWm8I7VRZQxFM5p05VZgOhC/xF+9s4On4YoBMtlRdYwLz5\n7LwZMzPtGXszyLtgamy7Z5Okq56ExMmLtRHiqnUlURPHRzYiJT5OTo9E8mx5saHx5jKmfpTDtvvx\nkNMmjt9sNe0ZP4BtJ3YAsHMRZnHiNCthsxeQuFgYC9anloA4KsR528UfXsNC+5RaV44L1iZ9HtG6\neJ79LiHOkRs2lMqOZgBwYnYMTx3eQtSWPNODU0ewd/xA5bqdzF7/4BxKeO/UQlhdqmCxljzveU4U\n6MNRWaqxSQDM+bQxHBJXV+7hVOL61cL0lnmb+DkTpPnhkLiaB9Eg71SgyApE6eyx0rXAb3nKeKdm\nH0v+MDTgbshA1obxx2dGq/dyYaLXmancA4Ao/ywKdjBXF8W5OtWHos3lSBw3ZIwxbqYq5kKR6Mkp\n9YBG4noBjg09R9upYOczPLbll3B1qtsJpO6kCovbQxf4i/e3cfjLX4VKEnNStTZuWYW5/+QBvKLg\nXb6bXZgZ3425qYMYWbnBeZ9tb41YejGzH79w1utwYtkmLOscwVlqe7428ptRGYmrtE3be4gLoOe+\nS50qoGea/vbRzwEAPvSD/9USNqk61cWLLrAuIW7NFOlnK2YcHwZHjBNXEggjOLzTJTOSwDRnug6g\nOg+TNjFkT1NwKiaqxu7vVefVQNdc47J3uNrsQuJ+6/Y/AgD83jmbst4ReH3xmZuxu5fg8z/1/2KI\nOG/ZqYwKyYRtEvf99DzQoSA4m7igVcuSMd1P+JBUTaEp74DSPqGROKY/Qj3EK20qeXgqgVcIhR4y\n6qF6woGsTrBfdr+JnOpUV7lqK6p0yghx9EV4xwaCxJWFABcSkS/CDUdoj24ueHXbIUhctsifODqN\nf/zMY7j6uvNxw5suMu0Sgv02C8QoD/XgaI81LFRqVIX0slJQMAJeKgwATp1atjlyCarLaYqwJYoT\nFxLINnS6hyBxQDVKf3r399AaiDCsy1rhCWRP10MnD5k2KHszaMSmr2cn91WEOAuI89n31EgvZ1Qm\n1Xsnlm0CAMz0nw2F7d6CFFuThDitepYQE9fd7+5/Ar25Oehw19pRMsSZhNLD+5/AIBXirCwJjEep\ncqtTryCJ7CNqHymMq3CbOL+gI5mRLMwmzo/EqSSVY7Ll5ELiBikyWzTJhyzZdzl16nhrCuvACYQ2\nr6n2tC3E0ccKhxJemHBm78ipOCQEOsyIZCGFEsLkU6KFq1OVUkWqwhTAXHfeaeNYXAng+dpnZnDl\njnlECthy0SAevHq5vYKFBCMOSbAteeHWQNB4+7oFggbCQd+FxLla5m+XoVNHnWq9COPYEIchceVF\noxlX5dlelAlxvc6MW4df2IwpdHM16c3/8BTGx+Zw9ze24fGH9uDQt+/E9EvbyaabONvV1OpWAPMe\nWDshA8r3blSVCgCtXgff3H4Pjs6ccJZvNDIkLU1c6IdN7V7V7dxWsYYMOh96mOKunQ9i59heEgNo\nCZG4Gt6pmhrkkYjaxLGODRnFJUcJn21U/+Bqx1VasaBODbKJCzOQNYKaazOiApFQnxZyFrAofvTh\n/+VMS8W13XXn+Myo5bLfRx0bmDY0UoWrX+RNCyJLnufHAicEACjZxEm2XrxNXFiwXy0Q2msotYnL\nPOdkFaGC2yZukDi+xOL3k5E4Q36bONeaE5fe0VKDW8cSf8tCkLjaSee5CivtKxURkTjBbtDiZcqk\nSmHDoXlcvtNlG63/45EqAHjN1jkMdBX6e2QeWYUCPUElKsyvfQefUkGW1xKiemycWnMYC0Pi9GOn\nizp1IUhcgNpL22A0Hcnru0SYSHrzaPYNV8oUZXPJenbaCEPf+pct2Dz2JDaNfxJXfvbDpl1pgqhh\n19cojCuB+W4Ly/qr+VPtg1oCoK9Shto5AMDWEzvx7SMv4aZn/wVfeqcjHEhAHDVdbzupCnE0obM3\n+XLAqeiunQ8WDgp//cofyR5jBJTg6a6/qxiUtcqxQRd9UZ1qP083jEipkh1VhMiZFbooQP5YSps4\nvlw2xyLn96JXJCTOGO26Dj58G6q8/aged1g4NnsCLyeCdyMBQUxcT2QX14/yZhFASaAX8vtWjZVL\nZS1ePuHEjZ4V7anhkVgWCNNuF0lUQuLSlNjj8OiSiMQVAoC02WbE2fAWQWeFUB76Vzl8VJ/Da1bK\ndxpiE8cfkmoIJrSo13kjZbnWScFGBebe7Czeft+kuyAriNc7VHNqAXNpkXZspF1BoF6gE08QJ86R\njg4/R4gRf7tOF8eGQON4zibOtZBodaoLietG5ppbpWpOpBqJK9dwfOR8AMY7FXB7FGokTgtxLqKf\n3e+9pKze0erUnkcgCnGP19RxCXEWLBywmXhm1YP7HjNFGHVqXYdHPm4gKefoTmoYL262pf8pAhMp\n+++Z+fMIL15g8h5Yapz+i0nOJdKl9TIGvgpmM5wddC8fo5Mn8kf4Rd91uywUFGVqfvhjM6OWy35D\nDParnPW7yELiBNW6JMRNzhNHJqG/RI/EgB1HC0BRFKE9dhKPvPuX8JX/9G48f2CLKZMkBOnheWrU\n9MQqs75RJK5QJweiwOU0iO7CYWNB2zv30gSvfmEW6yaIt7mk5s3vcN7FZccGd4oyqRZamM4Nn9Cb\nXX/66FaMzp2sFqiDCpK+np+Y8BcrPiFvhuCjyPotC+Jhcpc0Pu3DCs+K41Vv3eG9g02bXN6pDm75\nY3wbThkhzrIzWahNHOWX/68nesNhX9YhgpfPuaEom9uLVYz68/ZEDeL95/BQpUjcnEeIszzkPWqc\nMhInrXd1XNI7vWq7O+RdfHY0Forq4T3eMqfAwpN3SdWp9dMjWW21Uo75Q59oalhInH2i73YHiriB\nTpLUZ6iHvviQuG+9doVdbfE/v5hp+7I5jxBn7M/qLYr//MI3q0KUgOT4OM5159Ek36CZEiRnkSfu\nWCmyWTJrjFLo89zWOUUjyeuZtPWpwy+4mdVQoRmbuBgHv/rPwOw8Nh1q46XDL5oiBImTvqH+Xq0B\nM1bPO07WBKlfS9+CU6eqYsgHCoRpgvv2PIKvvXA7bni2FMezQOL4Pve1vxc1cWjk+zAytQacmrfW\nwFLePypt66UJvrLl9srtcIN/2xN4bo6x++aEOLqGug6JSpU885cGtaTq5AWHMiq1SbSJq+PYIAX7\nDRLidAtOFyQuwE4ICLeJ05SkCSbm3TByirjwKnUKcQSd6GlEqjQOdNaHuNFvrjkcBBqFAASTeaDc\nHsLbt3mkSlndIw3vUCEH8KhTXV655clg/en+djS0ShyQOzV02gbbxAkoVdb5HFc4Zq8AACAASURB\nVLytyL8le7oSEpcSw3F2k+QWjRo5El1Vbb1gENs3DTrLu9pEAbE+SYjTjg01F9d/2nKbHwmruUGu\nmElstV7WIPG5kIEVKYpg+8dVg/k0BYppoS98WILbtt+NE7NjlTJRTWP27Bk79Q/1KKXeqRxSrGDG\nwvyAJxBxgBBOiQ+JxIWnqD430ZrCxx/7Am7e+m1H8TCE0Lcu7Fr7KhxaeQUuePE6IgQwSJWH/yCJ\nP2irU31InFanKivFHGmxvy0lSsgBfG7Ko0qlbRFszF2oc1UIDnACCdGBWmUWdyiLGCHckj9DeBXe\nqXwmlzrqVGmMnjo2cZabckDGBjgEE6szst/f3HEvvrnjXievVKWZV2naFSeFF4nLP0REVLPuDBB6\n4+OQOLrg+4Q427FBnMqMOrW85bmEOMtj1avWkWcUFQb5OHF1kTjGdox6pwpsozyFl88xpUy2Y4Oy\nDdyTsBAOXDiW0ByJSpkwArTs9HB1DilHOcddEYlrFJ+t/gm5v1vqW8Z2idsgX/3CbPWbFvu2v89D\nKEqzcaXQYwNSX7ndHSQcAGaHYiyfT0tqfDeSQds42ZrGGSNrSw2qYRPnyb1ZjvXHq1PNylAgcf2e\nNTktOt3THvvwU0bi7FSJYd56+u5knmGmnGHEKsS8n4LyInEnh88hf4XboVEank/wK/9ChHLrkO4x\nl8kFtxRwShV1HBvomtua9mualMqqkuZNwzEV4rS8ti6RYwOVAXQDnbxCBMLQ7xeAxLFRA8zhPASJ\nY9XYhE4hJI50cGCcuMXm8KSJoLlBpwC0cu/OyjjIn49Ju9K0KgzpU5UCMO/J2mCpUxnv1JhCzdYz\njpNSLXWqo90qLVTS5kRTLhX27UwZ/2mmLnFxe6xTljR/qQqNQwhzPhWbOKWwe81V2LH21UjJKcxZ\nrTKT3UuBG3c37TnVqUmjyrtYNFxIHKlH28TNDQnqVMa2rtScgsohDkxxedHffKCFH354EkOtFOvz\nwJk7zzPe0+YdFrcuUCSOQ89WzPrrmc2FaMm+zhJiPJ/a2MTJ7zXfydaWVq9j7UkXHfB4pwvCsxa6\nqTrVahv7/apURpfEYNgF9+q16Vx7snLagYpwIUbIJd/hziGXlK8y1zK6dE/psO4AGcqkTUwyuaXa\n53UcGxIixHVmGHOhQGHChcR5HUNY1CtEbUmf8wMQYc6pnDNCXdBAdhSMgEAkTj/Gt+GUQeKszmQ3\nN2oTJ4eC4CiFEqFW3RIdfqOKxOWLtYDE6Y+uoPwhRuhJzSNIcEhcL+2hr2HbYrHq1NK7+AIad5Nu\nFtcuNEF1uc3l78SpU4kKO4i4lESEl6ROjVKFKG5k9oxSvsxU4bxjRuCNFBB3l2HPmqsAAMPTh7B+\nkca0oXG8uknXucf0XEJc8cPPUyFAndozY9lbh5O5wsYjpYOCMvck+vEHM5V8pDJ1KgCMrm7iooNt\nmweHNAYMrFgpIQyOTDND+cZh2Ui4xlXAXKqBxD168GlsBjA6P45V0RkiT2kD0UJ3y6NO1W2SMtr4\nkDgrjVoNEwLAmGisnOHyJvsFQgXmcEf2oG6aIAYv5JTZvG7ja/BTzdXY98xNzkK+fqeHfSrEpSrF\nzrG9WF6kvJP7iDq7pbNM7m/u8EPW0KbDa70aYicAiavhUWq3r9qusODyeqxLczkcgHBHQzB80lrB\nfk+XECOWOnWhIUbqSdWpSnmolQzgVs+NxKXFR42Qy+BIHWpJI8SFOTb4UMYUyuvY0O51GCGO27iz\ney51KgB00h4y6yr3wi99u6mK528e/sAZvqEeRUzcHhorSsxxqVQwann9c7N4zVajSmsmClFq+r3b\njRnU0vQXvwCFqVMzIa66ySeuxACOX667hTq1hL6ML29g9XTCI3FMLS/f18YVu+yxT2Mx+jnZdP6R\nDgbyNoytJC+a6ufqjiKbJCROt6wXV5f9Ry8fxv71/bjwUCfnRZE2Gbl0Gf7XsYmbmJ8AGnUABv4b\n6jhx8/3usarnlc9hofzOnBBHHmKv6V9TuTrVJcSxanpCvsMdjQFwcn4C6xoNz0Hf/Xxfo69YmyoN\nr/5RUAoixBFB8lvb78Xnn/kafmD1elzDPE+pRwRrNeePE2rOPgIi5EDiqnahsk1cUNotySauBvF7\nIAWPQngFqFOBwGC/YHgZOmWEOMmx4b49j+A7ux7Cb73m54triw2+aKW24oQcBbR7bXzn9m3otO2P\nU9jEKYW40Y80afM2cfCHGAm2ifNAza1eG8sGSvHn2OTZJSTOoU4FzCk7xDPq7x77PF5+7qswMT+J\nA1NH8L7X/Tqm2jaUrwq15VLYxAV4EUIOyqpt4ny86IikAhyQLW5xGhUjePfYHlycxsWZ1N0iwB+V\nnZ4eBVvNtGfSbpGiSVydQwb0cghM5JJG4jp9MWaWNbFsJvtO+1ddil0rNuCi5NESxzC6/rkQNKDa\n4vKtAeIccXIl8QrnkLgaTY0VWawZtDhWVbbfu3IZAOCCw/lcEmzirHyLcKe+C0XNABQR+gfaKY7d\ncZe/oJI99hQMEtf22MTJTeKFODvWW9iY1zwn29omztEIk8OQ5eQ3s6iarLB2m6VbTUtz4XjM59ig\nkTbYa84Xn70ZAHBsdhQYGQza+xKyvva3GGSoeEHOoUu5beJ87yEJTALJ3ql6DQ2RvEJjbi6ld6qM\nxBmwWBCeRU7/TkhybPj4Y18AAHzs0c/jHcUzdkfRvgg5iSpqByVAmq1uG9+9d2eVh15g0xRxoy8T\n4hw2cfqjpwi0ifOGGCnHiSNtdGRlCBVyAF6dmnPLHyh3rvl798kDeGx0X/H3vbu/iw0rz7GLh9ie\nee+UWIWm3ZIGhFJBAXZdXBqJbfsUqUygHoojOE/qTFuOTB/HgcnDOJet0VAddSppgP+aUmjm79Jr\nRpheN4JlM5ln2+jAqwEAYwMXYz2O5cX9OX7LNLG8gVVl1KSwXeKM093Ubka2AweD6nl3WwfFAhKn\nKj+qZEKM0ObxqFMmxFUPNpynbJl0byyfSeA+kuU8GceGwmQzNUhLt8/+xt24H2PD52I9Tub8+M1c\n3y17p1rqVMcvMHc1EudCiPgN0rTJaxNHxnQa8sFL1IybHpkg09Z4NS002K9jXoVu/EBJiGsza1rg\nHHR6p/qQOKavJlrTGJ+fxOqhld4y4UhcuDp1sTb0GS/GO1UVhaC6dZA4/luedo4Nx2fHUJzYKoJO\nPWQgRRocjbvdcQs4ihjW63AlrE2cAuZ7bmg7LMRIKU4c+d3qckKcLEy4gv1m120kjo/pZd+b7sxg\ntmsjVylno1DvEwbD265gvxaf1K9ODVEz0G9iiW5OI+28nGOcv/ebf4qPPPxJ7J88HFQ3FeJoWU6d\nyqWYo4hltwmMb1pTKduLaCq2Ei/GsWFqxJEL2FtapqllDVtYZTwla3MPUKdyzjI65pmtTuXVcQp2\nhpSiKTWC/RZOT6EvHPh+nZIQ99z6H8AL69+AAysvqVVfOdhv6kTiwphpJE4LF8fWEMyCE+jpVpOX\na/dFuP+HNpAiLiRO1mZoasSNSuqzrEJ+DaVmNxSNMmA7I3CViApxgy27/DdetwKdpj1WpDBNbnUq\n/x4u2jNxAP/lzg9wTbeAnMXGiQs96IccRZdUnVoUP028U0OD/SKKanlccpQqRVQVLluUvG0A2l2P\nEKe7OE2LWHFumzgzGVwLNRDunepF4lzCYQiikJPXJk4LpT7VMzPJvrLldnzp2VvKjcoecyJxfl5R\nqvAzd5SimAegFNyJ2xRSzCmLFzUymziy4CoFao/nqgvIbCP/4dl/cTZnXy7ESafHjgeJc6tT5cVw\nM/Fi7DYjjL5yA148fwBPXTJUXLeElxoLrDNZfLGB8IiJi+YGI6g4KlCv0NhgPupZkjjnEJQXYepp\nd6/Aw+e/A11FUvkF2Hq5HQTCkYSYLloBxI0Jai9WbPg5TQyfDQCYGdDhUDybeekbsjZxjGmLS8sy\nmZtpaOFifEUDB87sy8twY8Fc04eWE6ubmFi/jJQgSFxxkVM32pSpU6ulpXRSqSXEMS0PEeKIIDEy\nZ4/jA+v7cTDvKwTOG7d3avkKg/CSazRuqJMEJK6OYBcsLyxRsN8o0LHBdPtpIsTZA4hxbACnIqy3\neD+07zEkgQO47chmAKCiTgXcabfoCSv1qBHttFscEkftBUgbcyFs38RB3Pbid9DudQRVjL0AedWp\nqa1OrXroun9rOjR91C5Pvp8//UyVzj/Swdljdt8ulTo1UkqIAeSnRmLHibPqclabXUyVwtdfvNPJ\nkzP4p9RJus44cVyIEW4srCbhGqZGGhgYGMYdN6zEg1cvL65b6BLKY8Ev8Pa5UlSZRjnaxFOnL3vz\nAo1LuT7jBUIgUx9rmu3o5N7hxuyUusmlaPUtw7GBq8xz0ukdPnVqfZu4YEGWKWYJcX3uNVmspqI+\ntf8u5z/NHglDvNr5obWZd1m3EVVkCGkuF8GKIyBuEqcwlypTQPUoDY5O4/DXb3NUyEvZhdmNx0zB\nzBb5+yYkDmdMtpPJkRjt/hjTzU04MbIhWJhw2cSdX/Y2LxrKHdjYasJ45RTmJBFuFy5SHMAriv7/\nGWJECY4NxS1EQNwQA/SGfprjs2NY24irm1HZVsUTvE8jcUpA4ugmwuUPTJVCHEVee7HMBqnMNaNW\nr4VOr4P33fEXAICxuZP4wRWr8ucWjlrq/Kl+O5p6E8FSVajECs/CLU7OPJWsfV31xO2lVPknO6Mi\nTBGjkUS26kMpdrEtoxMuUoHoSzf12cRxvJma83d96KoRdPpjDDQGEKUxFO3AusanOWmv1iNrm2gm\nwBkTPRYFsNrpuN/OPSaTBoAeMtuehqdNyvrPSd1mhMHcSP7E3DjO7mssOpZhCiIYMGpsfbvrUsPU\nsIkrZmjwdPcLvLZq3bMmK14oKfNkQ4wEBSCukl4Xeo3IpO5KNF/XuDL/6wNXGgFxs1kpk7VRXwyf\ny2d99Ba4jGai3HowxLEhdggoxVsFqVMTA+Pk9f3Dj6zB1EiMwdkVGO1/LUbPBs5IHkUfSnuwaVHx\nr2v9ff1T5fhzssOMpk7SRX/DnZ6QCrCLDVcSrrmrg8Tx60KIOlWpvMbTEYnjMzZEArpUs9pideft\n61Jfoms92ESbOIMSOD3QckqK8vXjxG0f3YNfuuX3ir8f3P94kJejtPzK6tRwXgAso2G3h2od8r8f\nVWFLwX4jxXunuqgb9+OhTe/E1nU/4lCnMhSAshWbg2gT13Me7p1IXKl+u0n2xj09nEmBMw+swCVP\nvxnNziDcj/vHQpm0p+PRtX1ISxFU+BA4biG8naNDvdjMwaw8g8Qx6zQVVEz/1zu9N+KS9Exzpzrj\ncFEhRi2hTVy17CgNx8J5p+r9kQi+PiFOVX6U7+t+zP4uhxWykbkw79RyVVq4SJpRYW9bzDFBmDBI\nXISoSTEPh8PMEuw3Zg31O65xtFDHBqRZKrjR1U10+mMMza0g5Rj0llxyHqK9D8ian0lWpUqRCq7e\nRapA6+EPQoYg8jMkTlzA2gecSkIc7QEBifPaLi3AFiYN6MhMCOC70lanOpA4qk5lFgN9x6dyTVUp\nThzpt2/tuNeyqeklvcK9ejHRqivq1EUicamFxJVRr1pNCw7FIQf7lYxWreYBAA6veBm6zSHMDKwD\nUmPsb43eGrZerhREUt9m6lRbnQi4beIEydL6L40BpBHaxxpoJH24YPSKoiQf+0w5fmWkY44lzcgB\n4PDj02VArcNeFAJrgGkE1wXUScKsC8xi7WBWVe/QvpIdG1zqVL9XeJWMar16747XrqheZJBiPWc6\nfVGAvZBPiisdhvO/79vzCP7p+duKbDAACIzoEib8776ykdlrdsn3Ozh5xN+uQigzQlwaAU2iTrWE\n/cDNtiLAO6hXIG1uXjSKAadOBZTYHkuIU8DkcirEhwqppo4QIW4i9xiWMmUAJm2ak8TcqTX2nAAn\npWBWAZlcgDB1qsmTzO9dp446Ndixwb/Z1hfh6DN+FRpQU4hzIXFk42aROAUgQjASx71zJ+2GhUoQ\nqNOT4sT5N24X8YuP/x5FBuabyzHUm4ZiA6GaxbqeY0N5XHkWXOJ9FpNVP1IReQ/HJkkQQtd1Wmcd\n71TK0KVONYd4po8JYhUrw+Tac6/GMwcPZH9Y3cMI9KV6VuX2dr0GCUjBpUcqOLqDNWs7reJdC0GP\nGQuhSFyxccsBqZM4C8XRaeYiHB0Lqb8/ytd8QlzoQQXIbeKUo5EA2n2OfLpMv2v0s+zUYDMI8ekz\nzUlVir3jB4uQUQPNflLG77lZuaIUVsymmBqJsSoeRoIp9BqoHg4klCN/RxUDTRKcl5p8GM92Hl0a\nag5ipsPEQgTQSXoYjCNvu6jttKsf7KmXmkO6ixfdZ5TCzIgRB6jmgEP36CrWDACXWt02ljeacA3A\nsup5ojXp5SN5p1KBSSJOc0f7OCRUUqhqNvU4QlLqJQmAxuljE2cPoEAkLiD2maZXn3MlJltT2HFy\nr7OciMSl/AdWSYo4lr1TU+VIQ0UoyWoLT7vFfP8kTYQNwC1MlElSp9YVni2VQQ3HBr3g7lt1OXat\nezU2TLyA8zlhCWYklYWAwXPOQevw4eLvhahT6UIfp3EBg0QpJ8L5r1JbyVCxuJt2neiLS53K1V8s\niSrfQKIIcUKEVM/JmF2ASreGcnuzXgNQcWQXEdReLqNqrU7V76rSbG6wshLTXCrEFUicc67aTG57\n/UqsH+vhxU0DGO4fxhRNcWShlgEhRhibuBAhrngDx8JA3y8qpB0/T43ElWPEdSy1c/UXpbIgsu3E\nTvz+nX9R/H1k+rjjIdkB5NrnZ3Hdljk8ftkw4t4yJLBt4gywzM8fjSqnUZTFdjN3zE8t6Ak2jYPN\nAVGIU3p99/ZXqiPJOfcJZf1WrAiTIXH5O6VANGAEZguUKN6P7/dGABIXsp9qmlgMEucq5i2zNNEs\nKC+oFNUYmSov40fi7r96Ga5/bhb9PYKkni42cdRehJOII0SMF2H1Yy+bWIcLtl6HtS9eghvOu8ZR\nr/7Boy8cEndg5SXo9josEqdnigLQYx0b8vqXAIkDwlSEEunQJVpVVJmgjOG/i6zMFNIim8Y4b9cr\nsfbIBQWcv2tdFnT2wKpXkIng37ld9nCX/uH70FxuQgpECv5x5Xk/uoSeeZKc6BARocGvjisveNRT\nL9RjrJcmBIkzbWDVqYxqnaqXIoLEWZEgUrsXbDakHzyfttswYUF4j1JDLu9irU7VatAT01o9wQuE\nPpptrsWzZ78JkwPrEGQTl/83O9TAo1eMIFm7Eu+74dcygT6niG7EAcF+OZu4kHfgnB9T1xLGCM9l\nJG7H9Tfg6XPehFtfd7YpWdhTpUEqtDI1qQqyxmZ73ZYs9uRrts4hygOrUjV9ZCaX42lzeNWHOxUB\nDYJqUbvdKGDeAMBQc6B631fc8440nqhrn6Brp7T5W0KgUoibAzhv51VYc/R8IsQDE/NaBSqo9UJs\n4tj3s0EDzibOcmxgT2VLh56FeUlQlTRjduMR4p65ZNisfcUaL6x9cqv+nZD1Ikyzo3APEQBYd/RC\njMyswaEXZzBz2I9ALMYmbvsZ12FybtJ4p6YOIY6s+wMT85jZvcfJq3BsYLxT6f4sTivOkFYYPMv6\nsxReczrDREDarRCybAIZmyoAWHN8I1aNnYuzD1yKhiMBs2KM2VXlR0bN1asxvHEjrvni55C+9Q0A\ncsEkKFEy2XRpVPeoajTu56AFhOxvLbxR+6Cih4RvlKq0EhusFzXRN7e20o4Gk7i+OEWSTS0mEYPt\n+UE3EuaU7Lll28RxQrj5z+XY0CmQuPyC3rQW0CYAODrwQxgd2YgnNvw4f5gq8Ugj4Kcv+1F8+u0f\nxsvXXWitFZEyfScZ2SssQYgRJtiva1hyYTMsmzgA+0+8DCeHN2Jg/DVF0STNOj9DQOvFfQSAvrjq\nESq9Z/lu2sk0H91GZOYkgV6ruZ7N73OPZ2t1GoFB4vwHDUX+H+wbrNz3lveqU42gk3BZASALJZYT\niQKm1Mux6uQ5OGf/K6wxqpS8RygVJsQZlaks0E8LqGW5DQsm1rGhHm+aD5c97OfRLCYvPMMqcv7K\nc4tgjmZdOG2QOHKCZ5C4GBHJaygboNONCEm1O6hvmM2ghLkIG/PE3CRB4vyODVAKP/KlbXj2d34P\ns/v2Z+XJRzQRuTkkjggPbKvCTiG+cbxqMDOENhkXfJuJcvzyU+oTCEhb9Hjoa5sgs83EYegbcOLu\nJ4vz85sHcelf/TmAfJzl/RMpBX/Set/7uYW4WEV8j5S+hV6srZhZRVNkIa5sE/fsOW/Bhl3X48xD\nF1ll10wm3iaVm/u2y34Yv3Ptr5jLFsKmnNfL5AuGa4WC8EnasN/d5ZiiQ4xo71Rtu8SHUPHfsooV\nQpyMCqVxZtul1y1LiCvhztV6aF961Kl1gv1SZpV2Ok5/LBJnC3GaBqlnI1lTJVtgFznnU83NNmln\nmgLL1pJZY/TfzZ4yaeAioCHZxAnq8MEciYsYGxdxpSQ2cc4YevQ30ydljQ0UkIBqHuhY0KYN/Phy\nmTRU2hcwrjS5hFRDdfRNPIVHs6hhXwf/Hk0dG9KSRiSOYnOteK3TRIizPnpwxgbZO9VaUNMIa49u\nwuYtN6CvNWQ9wqlmVYmPiyZmJ/kQIxrpINWMPfI9KKXwkYc/VVzTh52eJxk9l3bLRaFpQsr0xk3X\nY+Oqc3Hu7itx7O4m0iRlHBvqkWUHJCBxlJq96jcw7+USlvLNiFx6YfMQRtaZ05E+WUUpAI/ayrdW\nUiQuIYLixqPdIiZaiMmYtoWjHslmM5JO26qiTp0YWg8AOPPwy9wVcqhlTpeffSnWDKxx37deyj9v\nfKhXr+EKBSFsIM4QI7Z3aogKTfcVa6wPctBwOjbY/Pvm12DHzT288ExmY2mpU5XZGkNyp7IhRmrZ\nxFXvpTX3RY1+dpv2vKOgc0LeVbk0EA5afXwDNm+5Af3zI3aWmChMmKisGLkROXVssNLseSYhRZbO\nPNmzkbioKsS5beLM+jPUHKzw9TZeROKUJeTo0hXHBg/RdUHnRo1i6thAbeI4pNcI4WEhRsot9l/h\nHPzC48QtVp1K5Q7387s/fxM++b6b8C9feKzYT138rH2tl1m378LVeH79G4s7UeSw2zw91an8h6kV\nWd/yFItx9v7LMDS3EmcfuDS7XVQvbNwSEjc7hUgLcY7FLCo2K3MtbbXw4uhOPHHo2eKaHtbbR3c5\n67E2bbimSrlizrHBTdecdxV+89pfRH9rGKtHz0P3aD9eeuEYiuFU6SsbTZAosQp5FjMAKwftkAgN\nF5LKeDfqK0PzBOmMs9OQplavD0eXXQCVKsx3W/lzfsHSrsaNxClEGG75hcuyd+qLJ3bhqcPPWyfv\nkNA3WbmULNZs0aLGkDy6USNGt0PUu3QBD1zL/TZxZDox+U7pBuJC4joaidNCXIh9ne57Ye03NsdM\np+aFVh+9AvMnU/zzF5/M22HGV38vIYu1C1mxdQE9LthvQMebc5Zd9vC6Zumd5Xmj7cXKMeKG+43a\nMLWQOJcGonrp3L1XYGhuJc7bfWWRdSFvvbPtGRv53XtUTR/wLBVqt10wWFKnklYxSFzxbWGQOM6L\ns9hvfOseReJc6lSrLI/Elc0sYvJ+cWqvV9kPx/gkVWjv8icuHUbfqlWe9tvv4Wp9cXhlkbhqCJQq\nJ2CxNnG21FHllbTbePrOZ3EsXYnnnz2G2Wmzt1fWBiOpQSU9TAyehUmsx/FlmzA1eEZ+i9gDc6Yk\nhE4Z79RwxwaAzWtY8MvLk1lN15hmZyAv5zzjgH5epUonFwdNzc2YdrNQsrmXtNqYywUHTboV3cQV\n79vetKXAkADQK9S4supZkzbwHVRmse52E6Bfl69zIqtSqE3cGcNrMEsmlkuIY91zc7pgj7G9SBqR\nNb6+u209sH49zp16ErMnduKi/ibbJitxgSXENe3rDOpVXsw++ODfAQB+85pfrNYoInEpG+DVUS3b\nJs0jihvodc386naMcMGqU22jHWcz6GZbVp/7yIXEaTStl3d9ZFxKq4X1wV0XEYU4LeTIqr04NfHF\nZqZaJZs4ldly9kfu/qggcd2i/iiKiv9pmzgyaKS59uSlw3js8uFsc4nyMpx3amlzKS99zWYDQNbO\nhJirpA4BlFOn9reH0U5GTVnuwBlwhrDUqXYOQzczcvnpi4fxpijOtC5lxoyanu5b/Xm4FM6L0x9c\n3r6fwqhTFTm4209xSBw53BVzmghxCVmvuMDPGsFWwJnj2fc9eGYf1FHPBCrGn2us2z84B7/QOHEB\nrgiok/EkY23mXPvYcXQaxmGFhg7xyR8RgLTXs7QzSb4/xIgcjg2nozq11GzLHofYxHEepbHDPmVu\n3CwySTNfLB11wLqT0eYDnhxxOU3Nz4RJ/IRt2m5VymqUymdPRE9YIaJUJ19Y6yBxjfw9BsjgjWOS\nWirAK5ijv3/8Jv+T5MK6kTXWrYZDkDbfzb8ANfITU9qI8NY3vMvZprHhi6jY7iwD2PYuljqV6pgi\nsmE7Wbk3tnv3fNdRku/bsk3ckbX+cxtnf1amKLaRuE7HNpL2/GGRL9VZ4vBO5Rf9KhLXJWFKpkay\nvh9o+8eC2TzzaoXVX/ISp01uDU0U13bvGLUOfJFKi4JcWiPdxm7awwfuvxH/+Vv/Dd/cfg9++Zb3\n4eBUnns4aA4b70YA2H9WX5ZCLVc9q9iWnqWNG6gKcQ2CzFF1qtOhq/wtqDAWpU4kLiRlk4t6xLHh\n/COGb1XLYv994Mw+bNx+PY58eRnuu/AXcGDlJdZ91iaODCvtpMGpHY187ClDvFOTNME/Pn8rfuXr\nv08EOsqLF+LKoYdiskY1EpLuKvWt64a0YNqNIzQm3ohHVrweqUOEYh0bSuueO7B1RqJ3qinJ3NO8\nwh0bjt97Hx77D+/B2COPAgBaR49a8UDTeQK6cCZYnowNcRSjmiDjNBHiEqvcUgAAIABJREFUuGC/\n1keMmIwNhBq55EuFuBmSPD3NMwIbL0AeqXr5Pt7eo91u896bjk09abUraJpuReRZtKg6NWRJ9wlx\nbJDP3E5skAhxjUbktz8IOCV7ivtPyQDWDK607riQuMI7lZug+X8X//Zv40cvfrO3UX6BnrTBh8TF\nTed15+ndw3/v+EHaHF3Y2xYgF+LIsFMBNiIhiA7iOENfc6JCXKr8Cyz9i7OJK3sRsnYvqCJxVMV3\nYnXW9wMdg1z4qGgT6aapkeq4Wj0RfvhR5EWPHpq0giRH9sCqPltC4sbnJvDM0a04Mn0cn3v6q5jp\nzOLbO+4PbktRRy6Ffue6FcW8jdIY+1ZejskB6jHHHVhyVnFkSb2NhukvybGhDHpR4UFFCh2X7e8C\nI+v3nJlAgPJKWSBTeZl2YzlGZrIDYxo3sP2M66zyrE0cqaiv0cTK0XMwMnGu2Fbv+xBTi0QluHnr\ntzDVniFPqUpZF1kOcFqII2tUw4nEuYTU7GF9iDq05iwMz67GVN9qnBw+x/9aAYI4r061GuHnFQDF\nBduURhF2/M2N6M3M4MUP/hUAoHX0mCXEHfn2XaRZPn5Rnju1iia61Kmnj00c/cCljYiq3yIwNnGE\nhfY0ourU6TGzYGg42ZzdyyfG0uYU8V3Z66VFlGnXxy2EspxvEjWRtFrWu/V308KxIfYKceaEFSIw\ntQv1DO+4QUmrU/tjisTF/jhxNcktttr3FIAzl62zCscuIY5pS7Ff6/ne4NPieHuE1GHHK3MjcUpH\nzXfxItfKd+Z75pRXIEHCV05SisQpLKN2hOUFjrHBKPdjNwE6bbc61RIUGSG8SEwe2Umuu4EhRuhY\nKCNxPSLEja5qlh5gDlEFT/P8F39sLT79trXW/XU5au8+KNq8rlp/efF74uRcyfQi4oOploS42e48\nolQVjjG0tjAzBltqSlWj+H3G4Yuwe82r8MSGHxM226LlAIAksrN3xMTjLrWQOEZboRT6uikG5onw\nECm0iI1LkbFB2Gx9LU5Qtvszddt/lrQfHls4TQaJc80bYsc608SG3Vdh9dFXYbZvZaUsZeENMULW\nBpeQY/trcEKc7fCkAPSIHZxTncqBD5ov/faubBHM+5VxjFDvVN7RxT5QtluOgwSxKa3jSJe022gd\nPQbqSjjx7FZSn3tPVVBIO+V25AepKDYZz7h1gdApI8SVVaaUqMF3xHmn0pN7PsCoENfrGD76RGi0\ncW5hQv9OBSEu6SVG+GQ2EaWAdmMQD276GdwzvbkIKXDx3hZ+/aujWDHd8/OAfcKiJVYPuheNea2u\nWIg6NSYRviPAjzQuXKjjnlw9tBKvOOvlxd+xS53KxgbLTz95kajh/4YW8lmW4cjvmKhKfHHilGCU\ny6NPmjfzPKGy2mTd8vWmrWVULkQwVMBc3wp84rMv4q7bzIJFVavK2in9B6m33j+JI8svxP0X/hz2\nrXpFcd2VHknOfWv/TfNkzg7FmO8X0M/y0YF8ol4zwsywO3F9iGlEDPPs+OicHYOLqNZFxwYFzLRn\n8LPfHsd/vGUUA+3cDKAoUAOJUwrzzRGc/+IP4oIXrwUArBg/q/ISfMzA7P80trN32IfsCL28r9xB\nzrN7V700j9/86ijeedecuRMpS53qP1byAgsA7Fl9JTZt/WHMRxsqLMrvWP5+3UY/WCps4hjHBgVg\n3oyDuT5Xnlr6nOdbEiSu7UAp7X1JUKcSlc3WM78fY9PmG1rqVCZOXGpevlKnC9gw7ZPR1FDvVBe5\nxsPXv/wMPvzHd+DA3pMlXnQ9DhMIAeDJX/stzO7bZ72npWUpyR+6SQcmj2DP4R32t8rfJ46qnvnS\nGn/KCHHWR2eRuCjI0LevkRsSehwSGr0+q1ZJQpeQuKSngmDbSAEHV16KpNGPcbUMrVxi/+HvTiEC\nsPZkJsS5ItQDJXUqKbJ++ZnO8vPdttimMml1an9kkLgeekCBNJYXRW75rZJVhun3RtTAecsNZO/6\nlinnkVhCG8pInE8VyHmnBjk2WEicq1lGoPeWKSa45NhAWpECKRG843LWhgD0BQD2r7wUvVJgZapO\ntRY1bt4oYOtZrweiCDvXmQCxPWITp1JVfa7ESymgkZc7sPISPHv2m3FieLMpFuVCGPN+5SvffeUI\nun0xVl59FQDbWw8AEeJklU9CJuLJsVm8YcP1pN6I7/cSEpdMTeOMiR6GOgqv2DVvtT0MATdwx6GV\nFyNOmxiZXos4aZY8Ev1tKpuZpjEQpVRFbFPUzdXYDhsnzeqMHNnsEnQ/AqwQI+Y9BSSONDlFhB1r\nX43da69GhAiT0Q3VQl6buOz/JLKFuMgzb9zqVNPWvj7i5BG7UX+DRvm+pRHiJtrVjAZWzwg2cRSJ\nO7pis3V/EMOkLGPLXX5nsgRvO/MGTA2sLT3gec7imf2fsHNLOAg76LknDyJNFe645QXruh3bzX/o\nLFN3fBxTW16wABw7CYa7/xOVIpptQZGDfZof9KJOAwdHrsXJobOdgrGLThkhzv7ovBBnQl34VYT9\njX70dVM0PbaTWojjFjPKVRTiktR4zZZP/aUJRWn32D6UCgPgbOLcjg3fd/YrnOXnipNuCUoubR6U\nNIrZJM7NrW57CePE+f+i2qA4irJ+zSl2xOorJhJroK0hE3thpbyh6Hfzv58JHQJY6lTvos1v3D7i\nkoFTsoN6qsILCnBsRqQcd60vrXpGd9rEnnSRgThdNnGSgBOnQCcewPYzrsPoyAYcWvZaRNQeK6Ll\nXbzscTK5rIFvvfsKXPrH/zXjn5SFOF1cNoam46jbSXDB0AWmaBQX5V2LdfkARFnrEB91kLhivKVA\nkyBj/a0hWxBj7XHyeUNs4iwhtzSs4m5WnkPiDOplPN7jpIl2r4MoidHfGubj6Xno0MqLsX/15dUb\n1lmiLMTZ6FJZiFu23E6fxQf7Nf+fSbQhTlUjbYtvDSBI3MR8VYizl3D/3HM5NljUpSYRmh8zPvWw\nIvtgEvfh8Q0/4S4fsC4sRZw4rZWinvTluiPm0GklGfC0RVmx4RiBkPAaaqe28BfFmBuIgGfPxPjg\ny/D0uT/Er32EThkhzrxIVIFSrZAUETFUZAbKQKMfl+1ueYWvRtKXb9x59RW1UEkQA29PlfZIMtyy\nzQXJb5mxNbzv2/U9u9riUfdCZoUYIXwuWbcZv33teyrlZ6n3V+DiqNWpTRjIfb7TgjeOk0cgvGDV\nBid/fiEiG3fUQI94+bjCvJhYPX70xdjE2c/3uratpVegJ3+/4UljZDx0gdms7RAjMViBQrxDvq2k\nTk0TozZNs5RbmspIHIsCaBsOBQz05iu3bXUqt6woz++MLvvTP0JKE5UH5k5tpArz/baKamB+uamJ\nfEAu9pkpH2F42XI0cuE7Tn12UfJmlJSm1YljJrG3QmSmXYBNHEXgo9IQkISbk1MttNvGHIMK4/3t\nEVslqio/KlR8osiBVNJXyE0MnDZxJfZd6izV60M76WDzC6/Dy597I3pa3ccIlmWaHljnaRT97d64\nC5u/uGSz2SkJF8y4orzTm75R/E48Qpzc73lfKuWcE9aVwGC/rqpS6mWv/P1efudlA+74cJUGMt9Q\n3+G8U8Ha3dJy2X/TU8aeuNlX6ntLneo3wfI57lnH5MB2DXSVJci/tGn4/yPvzaMtOe4ywS8i8y5v\nf/Vqr5JUKpVUksraJSTLRotly/sKwtBmMXhpjwEvPU3jHsZNNw145rTHM6Y33ExD99CewzIeMMZj\nwNimMY2Nd1uWtZS2klSqveq9est9d8mMmD8yI+IXa6ZMz6HLE+dUvXtvRkZGZsby/b7fht972RJw\ncoY2XDfzPcLE6YfpuBY/9q9/HUd/87f1A2MgXpKJm+/mXSyslhaKpoWBgZd5s2RU96zJJk6UcS+Y\nkngQMmEjfi8TRL0gxkKMSCmDjg2ccdx56W1efZ331OlXSgWq1Kk9ok49PzRx8JroX1Vec9VLrO+d\nrBOo5S6w5i9n3AZagY1ElO09El11almQtqXE0nnlkZhYNOpjp2YuwePnzP14jg2J4gb7DVdSdZvU\nqTabWBBhw7MrSSywbDMclzDctZRkmy5bbroRgHF27J5cifaJtjmfT2Mzn7N+33vkGlzy6E3gZWaB\nuCCgd9qf68/jHbf8KB7+9nHc+NS92FVeRCqLVpuROiackBIba04WghQIcOYhVdfrEB9q82sYC1/6\nzgkwjfzsNas7mrbVqS1AnKpUDK/HgQdfaPrlchb1HE0ycaoqZeJkBlFI9IdVOqjx8Tp2Z6Njg2mz\niDklUHAc88yv/7hMnGccnwjBQfsyOWVi3kWZuORYaF4bbMeGBIgjxEHTct3GO1WVqW7Y9tqcED6P\nHlOlddqtJHiu6q2eNyCu07WffVKd2qJYGMJG0W7N6nqKwSbnHdkzhdXZLFQ9DVJxAYE4SUBaKUp8\n68SDOHP4IZz888/g3J99VicqruzrwzZx9PtoDHQTQB+o2DjzHF3HBqftCIjjQqVMkpARpooycQtr\nhXVcgTgBjrPTeyHqBSOlTg0pNfOIOm+DBBNO2xAaQKIyGtBHsjJYRZSJszYi83m6M2XV6tcGxPY8\ncNoi3zPOURCgdb53MYQzpM0G2iy9syzD5mCMRx86ibIUFssHANvPFcHzQhLxt3ffY/fDTZ7dYuNO\nTV0Kt1PFGrdS4mRpFtnSpYhaBgVuAqEitcBaNCuigpZRp6o/6fd3aOkABh0bxE0NFjC/vAt7Txyy\nvOaS6ZHqQ//47p/Brrkd+P3/+FVMTnaw68ghXZdLkQbyThHOc7ZVz4SVbWA6JOxAsZop0nXT9nmd\njFu5U6mKf2Z1SXvP076k2CUugWE2DYzt9G1ekHHNxDWn3ZpwGzBZXpKhSMVOn9xSspBg6J0c/q5A\nsgPi3EulcvJSQEjXJsXMSzCcmd6LUzP7bHYuMi9i677peXitdUtldtNyvisNR8rxpm6jbIAUZjzF\nAa+qkQJxtsFGM/BaWyGe/Y5QlVKn0nL46ZXg77ZjQ6ItPW/q+UDedzBZQEtB/YIBcfqlM4Y/evjT\n+NW//Ff49S/9tj66Q22wlZtk9TnxQp54Zh2dSXozyiZd4hzgvhD7YwzEsXphZcJMP4+JIyBuz6mJ\nNVF5ndT98Lbvwzf33IszUxfX7TaDOOrYwCOSHwVxoTyQquyeNY4RChBSFmx5c5U89nbsiwviugEQ\nF7IfVKVi4kyfl6f24fGtN1n1NVBpIfmxLMPHfvtr+J1//2V89QtHLIBoxfNKshPhn0WUiftuQRxl\nEtKLtSob+TweHZsYYLadCMESjRtFw0JNF7KmpNlEZWK9d1cSaQqkKhmGDohTpTOcqpm4FKC3C88y\nrJwznpKDDcOesZbPHgBKMA8sjwiIs5i4xmC/djw87R3acrHvdrhRZDiq9bnzjuNTm7Euwgb63riq\nnWBSGRs0a8ls5qwzIerVcTw2X6yX0fAgNmVlt+V8X5reDQDo9WOsnvobByZcSttbvX5up2b34Vt7\n7sW3d78ITy1eQ5i29LiKvWlbAG6pTm3KapMIMeI+K1eIBoDn/dIvNp4XKimbuKacqLqvTDFxRuM0\n3LSFiWTSetLP93/kC0DmjwHLtq2FPbBh4mjQb+4DuaRTlykXDIh7/NkKBQsJfOJLf4lDX/t+XGXi\n6mHLau21CdbKJg4iQ6dBMOyO+wR4xdmlHDyqTuUaxGVkUNpOBIUk1La0N4mZeh95drHK5TrI6o0q\nMkGFlFrCoj2OMXHrY+LS77A2pEuWfcI1O66s+k2YqtXNNaJGibMv9Eg/79v1Ag4ZMXsVKSvbPHfD\ncI2YRQ3EmsJmAEApGZ58tFJ5fOaPH7JAnN2lOKCPXsJ1Q091p8UCV1puUPHFmr7TVcc+KH6ZwGJN\njDabnHisECNJ1TOQSTOuvnLRa/DHv/8t/Nj1b2gZ8JKwUkJ6TBztvKVODdrEuZsRwxOHT+vv07Nd\nUpe+v/T9ScZQOpI/VcdJi5VtVlfReHhEM1p/SDOE3U5mGbOn4p8ZBin+rBhkENBT4a76oQZoLWzi\nXAegqQ0D4vLBuO5SM9g17fn3eP+uux1C2H339f0pYFnnE5yZtR0ayAl1v0KCYt2WsIUbJdRtkjFL\nP0fnjatOlRIv/cIq7vvzZWSltPDYc83YECu9caI9V/UcsIddvOF6DPru4p6ez0BD2q2W3qlqT6Lq\n1M2Bs/Fb61m8LQmgyH1mN8bE+XtXVbLJLAQ4BGlr99OHsO3Efqu+sXn9HmHifv/PHwEAjCcC+x+6\nEbycx8M7jB3Gljr5LljKJs48VCEydIo0mu+Opq0FMtbWlUuXRdkJrtU03IpnR8+nTByktF7+3MCV\nEtP2frZjA8DKDFtOXYTBahixrls2cbEBLPHyK+4GANy051oc2lHFZrNUmZvrzmRoLr3cVlMo1she\nVN37d5i4CNBS5dj5U+rEwFH7t2OnjN3X/GLf24zagp5Quhm7NiONxRf+1Np6YoPklEwtPGQhzIoG\nqSUBcugdNdl/yuSiaH+nTNxafyu+8aWn8fL992D73DaneoM0KiTGtT1Vr9iwjjEo71TVUjOjMCqB\nJw6bZzwe0mDG7eL8ARUz4TJxNEgyjROXaktKiazoYHpln75PtchbW11iwc8zrm3ipJTRMBe0maQt\nqQiPhUmEiZNBmzhVqfrj2opd9bj5XqoAzi1YdQAY5HNYd0NcADg9eyk2usQAP6XyBzCpgcnsfBjE\nsRY2cZmwhR/lJU5VqIJlyTGqjpj/gbmBwNVHhth7eoLLnxklBWBa3HR8qSL8PFDmmAu8IvugcM0j\nEu9QHUmqU5vSbjm/DdaNALE5MJ8ffegknjli1KRu0no7A0a1dq93FnBs7nK9zovMD4zsnQsSEF10\ncGz+CpRdezztPHqlfQ/CzNVUSYei/m+oKHaKSQlWTlvHJIClmomrlKnheGX2SRydsgHEDWeiTBz9\nvr2/iBV2NtiGYuK45DY9LKXeGUtHKqJM3Jy9H5kJFSHUqWwsUSH8pdMX4w//3QN4369c4tXfGG8C\nU9N1l2KThuHeA3fg0sWLcWDpEkghIaS0AJSV+iVpE2dK13Fk8Gxp4K8v1LC3DYg7snwUe+cbgnXW\nbT570gDaybj0bOLim62zkPH09dJx1Ex7qan7XNLr6H412AcZWJkChab/O/fM4/zaCMM12+khlXbL\nLZSJU2UyKY2KIwEsab9ZKbSBceZ6tUnW7DXmMArDscCTjxomjo6zKiyI3b1YEYx5Y5SqU2VDxgZR\nz0kJ4OLHbsTs6jZ8Y88luO2ZT3iODaoNFvGUp05PFROX8KhvIWQwIGgf6YG4+mub3KmuOnVhdRpr\nNd6S2ta5gYmTEiXL8KVLXheoV1/HUvlH1vb6z6Rec6NMXAvhgAv7WRW1xysFrYLn5LGnR5YGcRt2\nzmJL/G0ZJ66J+DeRF2Q1vgJCjBEownuq5h5SAou7jrb1Tk3OwjrECFnLR8MCQkicObmG3/n3X8bU\n1CbuuVN1K+x5rPrORIkv7Xtj1Sbv4pLzD6LMaaq4BBNHaNKCd1DmafjVRNiocuGAOO296SDszhy+\nctGrsGP9KUwNH7W9U1P2OJIhb2Tipih3F62XCRZ3bFCDQnIU1PuTLLalKKPJDmacaA5Cu3s3M3ES\nEkunKxu60WYYoFmSVIQp5GDIeIarth/AeFTgw//iMzixOsSuPbaR/FBHEHfDsQQvHQBxiomj58bB\ns2sTp+uTCa7sDJoM4wFgfd20tb42wtCi3SkQTQkHQNEQ4f3I0vW4LPsrVKMrBFyboAEctUkKdJGF\ngzVM99YbSPV8u70cs93MA3EpJs4z1A9s7JNx6SdiT7y/7mgK4zHXm6QP4qpNxA3ialexfztxauCr\nXaz7sPtgH6t+OzWzDzN4zGPi6GJO48SF5rRiIySA2dWKnVzvVXk8uZbU6bVLAGGwXgpJlkaZVqcm\nmDitTnVUhPo6Dmg1NnHNjg0usNyg3o6J50QLF1V8OJFUF8e+kPtD9dwn9RrixodThaWYqvrddwbb\nIbGsfy8DIM7yYI/MQSXgq8ML65TVdU394vO4EHbGhlTxVIRUHnLqxhwbfLE3LrCrv2nHhvaCIuCr\n+IebE2MuIdsBwrc9/QnkE7PWHZ+/vAJxZB+TwbxuutPWlyIlRIE4zHyvqFNZJFv24W23ocj6OLZw\nJbauFHWcuLB3Kp1kB86cw9QQwTLpVqxSdzRNjIbj7AtP2AkpdSqTHIWgII7AQ2knI6ZM3LQxWasO\nK+/UmFcfMVgNje0fu/4NAIAbd1e2Y7FJT8+l1PW3v34UaytDzAjg6aPUW4dhbbwRvLDlMUUOdQnY\n4ULium8t4+IT4zSII0dd71SAgGbVKxlfYN2ysWlv/nY8L05WmTgwAeyo87EyzGdVw35JCavBEp/k\nBVGhNnrqhbODV4Uu3PVY55wFAwYLaheTugcpg0zceExT1Jm6/vnqL8dTK9s0u8LdNiWz1akpm7j6\n2OkzkcVBl8TGXV/+5Ox+CMY9UGNfN+2pXNaNhVpQTg5WGNPEgl8KOzZYLMyF3Zc4SGXSBeyRtpQW\nqUWIEZeJGwRAXBMTx6XEWkCNatVObNxuANuyXnOnZiLCWWKzXT1XbfqsnLZAs/pM77dSp6q+NIVR\nqQoFcd2Jb90XK0VZtGfiLGbdVTc6TnoRENPGUcntSJECLxYTlxgPdTWXHR5uTnC+9li17k+4bZk+\nLRYb1vNd7y3h7PQeW52aCq+khRAGsGZPXlYm1mNSnhOIu//++3HHHXfo76urq/jZn/1Z3HLLLbjn\nnnvwsY99zKr/oQ99CLfffjtuu+02fOADH2iFmGMlNuDGJK7Q1uXCydgQv96dTz4dXYC2r1YSU2dE\nvCcTbXHBgl45Vb9rxwZXnQob0FGbOJquybWJUwMuF5PoZkRiu3rlNVfei3/76l/Fm2/4Qa+OTSWb\ntil9PiESDb1jJpl2kmibRLhDBv/1j2zilq8v4wc+t2IzCx6TY9i6EBPnueCLxERwflrfsDf/s6eM\nipjaqyQnlZQYZ80gLgmYlLSdOt26ZLzmsdMGiLZWpybNEIwdVJaFQZyVP7BhMwp5WU/GJdy0I43x\n8ErDhrtMHJ/klU1O6v05P62up1mjcCCfqtjwgFmBU/3LEnVq4FlRJs4tuQrdQdtLxgZz1KkpEKea\nCa0x5mArEAetTk2ox+rLuMBylJvgp0bLGWdxgApcxtZjUou0GxH2pf18o96p+rS0Ywq1HwyqU1nW\nqE7VmTTqO15YoyBOOOtCfCxMSgEe9CTzi5BtgEn1N6ZOnfDaSZDYePrFAXGp8WJ3ItrSZm1/6u4T\nm4MJVlfqtHUWSE04U0jpjc9v7nmpBc4lEuDSBakNttOK4W3CTa1B3Mc+9jG89a1vRVGYB/v+978f\nMzMz+OIXv4gPf/jD+OAHP4j7778fAPDRj34Un//85/HJT34Sn/rUp/C1r30Nv/Vbv9X2cl4xBrn2\njdMHuPV8xRqZoLOuhGV/iRlobxlU9m0MHEyl3/JyqhFGSPgvVxXq2DAhA4S250bPpmh+ZpNhZmDO\nEzW1n8sSTz34f3nXEzIc7FcVxhi2zSyhl/fq+vSWwupUy4iUesfRdiVh4lqoAwETbw4A9p4KeK4F\n2qLfsoBNnAcKZGoi2BL3wHE9p2ElRNKOzf4+5o7XbfzKwQ1pUpTRY7o/ievTsjow9H9Re9n1pyJg\nrg1IhRmfPON+/lU4jh2JZ3VqZl/YpmpcEBDXzAhBVv80iJP2e+wN5nC6cwcBhKFF336iG+ux8ahK\nuwVWMObFibOuyzjccWid3wbE0TmcUEFZ6lQpG9SNNliwjpHfmpx4qvr+p9hPClj2e4FwJAkHAjrO\nZvlUi4DasS/m/syjqj71euHnJZMCmSlWmKFeBU6pc0nJczIUmuZgVVwmDrTnKXVq4WYJSvTbgglp\nYBLyTn3y0TP41s434sEddyTNENwjpSgT84sKiqFGql//5e99E1+4/5i3T0wmBc6HQJzXmnN/AZOU\nktigysR8cAM1Fw0CUMphhpZWIO4jH/kIPvrRj+Kd73yn/m0wGOCzn/0s3v3ud6PT6eC6667Da17z\nGnz84x8HAHziE5/Am9/8ZmzduhVbt27FO97xDvzBH/xBm8sFS8yThhqR90d5Q8YGZ7JGHuLUeBWC\nVRtBNlHtx8FEpVYIvzwdYkRm+Nh3PkUaoEubA+JoPCHGcckJkgRamGNnn/2Kd72K1VMgNl56bQLr\n1oXaH1BWwYKtkmF1tKH74HTKfIz0RyLDQ9tvx4nZy5J9oob63zx8JsDE2e98/7NqQ29eFIeO3eCj\nD50y17VUHem2Jm2YOHphp5xa3vAOTW+WeNkXzuOS4yPvWErizsiwVDZxM7NhtZAhARqelQJL0dyr\ncaNx+vXRbbcBgUVvPC5xduMSPL50AyFF/D5ZMfA2J4YhDEjwm9lF5P0FGJN6XK93twAABoM0C5Ba\nrK0+gjVskmmGMJUEPNNMnIXiovXLkihwxN+GiSPzuX7mjAEvesVV4baSJg3O/K6B5VTHB9FCUEEq\nfp/Tea85DI712W5Ljyupvld/uzEQl2RMDECnqtM1NoPl/g6PiWNmwAev5Zqx0VzNGsQlHUCqMilL\nYxOXsuOCPdZjQe9745qJC7T1nz7yRQDAifkDdJEJXsktp0+t4o9+95s4fvS89TtrGQ8WAP6n/+Mr\n3j4xGZdBJg6ud6orZHBfAJ5QpjKhThXWPsiaBSDR/B6BliDuvvvuw8c//nFcc42JwXXkyBF0Oh3s\n3btX/7Z//3488cQTAIAnnngCl19+uXXsyJEjbS4X7qhi4pzf6YbJRN7eOxX2A7euBYGMVYNGgbhU\nMttMQHvGXbTyoN0WsYk7NzQJi60UV5a7t62ikIzrbBSArb8P35O5q9SrV+E94upUcg8RFspSpwLY\n0OFK2jFxtKzk1+DYwpX4zq47nQU2DAglgH/3sW97k8xlV7XzSoJ8HpeBAAAgAElEQVRyByphIKn2\nourUBnVjGxCXkkhzBxz1RwJv+pNlXHVkhDf8xXn/rJSqn5tjRR15fmo6YtvTwihXgGugwzMefNPC\nNYS2L2J9CoGho08t48z6PhxZugHDbMY7L9T2ZGxS6IXs7GLnqbJ+qpqbK1O7MOFd7dTCs/AzIZan\n/kFiv0uBUlD1zFhyLBRlGesycqWmpO0lFvyidNeZ784mbrJyXh/SrCwPs7JWm6l1QQGmuk/TWPPr\n2DcabgCVeYvq10UrD4UvJ2l2hLCg4cbh67g5N3X1ZsZEwgfND+6808pQIVhGjNljIM7eBw37BvQK\nm4lLjgUvX3e8WHnBXWAyUbl4qz8xdao5X/0JCQdWFUACH/kXn8e3vvIMPvv/BN5jzBuQ/KaOuDZx\nk3GJ9dVaILaYuIZ3GGCvJcmrXM3nMBD3QF1LJq6JlW0F4rZt85MIb25uotezN6t+v4/hcKiP9/t9\n65gQAuNxk5oiXPT74vYCTRciVnbSceJsdGBi1ziFS4HpSWUXxycqX1+cUWBCGhbA2UCYBkb2hueq\nUzkZj3RjEyzTOTurW0q/srau4znPwRn3whOQL+YeIjF5bCaOG2+ihDNCrEsjbsaY9awTE8HL0Qig\ndMJ7SLSYCBIYZcb+cWral7YsdWoEWKrSxrEBCRDASXQNJiR+5E/PYWboSsDxb1ZblImrn810xEDb\nLJ7x9h7fejPOT+2o+8mCwd5tYBYfCwCCDPap40bY0RtfiIlT3plgIFgVW2+8Lth3kVCtF2OzGZUs\nx6h2cplfnPLqVm20UKdKZqlful0fBNgsRwAw1Y4poauEbeIS6lRZWuuMiIQiAaCZySADOjYqeu3k\nkrFoEP126kZpAZ1th7+N7etH7OsK+qwS8fCksY90HZ10W4n57NvhVn9dQC+YDWDSDhfMi8s37Mzi\n/NRO0l5Ooi+E789a26VEj4A4l4lLPe8xZWWbQJyMM6Cu+r6JZDBILe2cAgCz582e8ORjZ9zKRuMU\nmoMOInTVqdRUxtpuEo4Nz85doW0Z3Z6Y2nFmXTre5I12m/811amhMjU15QGy4XCI6ekq5hgFdOpY\nlmXodhtidkWKK4EE68gOGFIZG9wNJJ4qa26zMmo3SdVTkp+RSF2v0e50DWQld/YhCmxcdSqN7M2x\nbZUCvvQkGa8LLJ6r0sS4gRhpYYyhl3XtTTii9qQ5FekYtx0boIMZp1Roqux45iB+7z98RUsbKiq6\nait2sh0frVmlpSdKaKLXN7/S345xbjbrboCpsh0b7EJ/Xu8uJkM3eOeGuiXMWO8UEgsb5qE/vXA1\n9j1yC1hBwxHEJ7nNxFUL0HREnZqSklUZE7CbZTwS2685VIK6XoiJW18164bKM5iS3AEb0C8euDR4\nOaO6ivdJAvjaRa9EWTvwzC2G7RtlYqOkRyxb2SATR0KMBNoa1zbISRBnyTxpFRpdZ1LeqYNnno32\nSd3hMJvBt3e/SP/0yb9+MtJaC3WqrNdQDb4KHDz9ZbumCGsE3O/Z0/twbnpPfeXwu05G1ifqVAmj\ntvs//+xhq57Iq/0v5eRCLqjVqXNsE7t3+ONKsAxcy8Gh8W7zv51CWsJLVzudNQsYZUmZuCb7wYQ6\n1U0hmWDimCwJ4I0DL3WoOzROLbv3zgcadJXLpCnnr6tOXT5LMxWlhAPTz0e33hZUp1q1rRiSsTHK\nIMGSTDhAHRv+PwJx+/btw2QywYkTJ/RvTz75JA4cOAAAOHDgAJ580kzqJ554Qh/7bkqeqRuKD5KV\n7v6ajm6jK497VjEpMLtZS5sqzlji5fLSxFzKHMlEqYGZdFmv8GdI2ztVMo4O8QilNnGhcuwLAr3x\nlNNDU8pC4JEHTmA0LNDLuw47GJZaFRM3WB/hkQeO699z0k9GM1I0qNB4kWPH8cvxyAMnsHC2UscL\n4jnJwoRg/d0AHNYCxMmAoa0qos6de3z+Cs2elZB46sy6X5mqvRJj4YGddyY3R9Mv/1xzjHjgOpd6\ndPttmDu/A0s0RUtinFN2RIO4WKiE6P2FSyEkjpxY9X6nrGaTmD+uHWz2n/smZkfnAADHnjH2LwaE\nJzz/pA3iOgHGq2ors8+LlGFnVn+eigR4TW98pn0a92xl4Gsh1ntLxlYqxBCWCsTZx873t6OUVT/b\nq1PJxp1wxqoqNNt5nZwzY3BzVOLk8iBQtylYBqlHnlUmS/RKuz37mSfUXitL+nMsFFPZQuXPpbQY\nu8PP2AnQpaNvbRpXJ2er5zW9ayempgI5OHlmmLjQWBAlcdqDxcIBASauJaCnlyoC87W01KkOiHNy\nU8dCjACApN63oXXP+ZSVZk8YDeMmEunnXvVn4sSJo3mRW48r1hymyRJKE9o7MGYJu8EiEgQEKd81\niJuZmcE999yDD33oQxgOh7j//vvxyU9+Eq997WsBAK997Wvxm7/5mzh58iTOnDmD3/iN38DrX//6\n7/ZyyJRWJVFneWo/+NFFMtDTjg0xOpNLgY4yjhbhTYS2xIXEMK8YyF5pp1gwlLVjP+SqU9XP0qb6\n3YWWZ+klcbwKTWW5z0oIiT/63W/i9/7DV/C5Tz2EXt5LbAAEpNbP8z/+2y/gxLP+pq2KiYOXHnSd\nsZFC80K52hMmzqIHw4a0AJCTevPDUwgVKrt6k12YOkrCKr0r+m2lmEaJTKuE9ly8gHiJCxo0LyqP\nTOB8bMBFahHjhNZUi1VcnZqy82Leka88dBLL6yO/rtWoh8Jpo+aaUgZVX0qVE1TrEYGJgriQ2hKg\n8z3BCDkla7SDSo91uujHxtVKf2e0BzEm7qsXvQqPL9xbMTx0+0t4p05EaYWVSNrEBT7Ff6n6kBAl\nqvMan5XpDxc+p9NWnWpdORYU3XK+cRwbNJCyN2UP6rkRExJptwBotp9nLBquRNvEBZ7mpCQqQADd\ncRjE6XUqGTNQmBzbpJmwkjPBgLrq1EabuPhYoMIrAGRFGsRFc3UHfpOO3cepk9TmkrxjT51qXzGs\nTiXXSTDr3rNrCs/zX9MmLlZ++Zd/GZPJBHfddRfe+9734n3vex+uvfZaAMCb3vQmvPjFL8Z9992H\nV7/61bjlllvwkz/5k9/1tTqKiWsYJPzpRSKJOA+NfH5o++24f89Lgm0wCOQqkryISO/kuyiAQudt\ntKXHTG+iWRQwSdjBfi2bOGRWv3vd5qjnKhyLOxyPPb2MB75RqUm+8tdH0M+6rSJ8K/X0mZMBhkrV\nkcyoUxuYuM7EgDhRr1o2iEtIM4Qo7xEvxN2rjwf7ZRuPRiaDJBHU4eSitIp5R+E+1desGYVdexcw\n7DRNsRA4UZuDCejqn5Vw+yfFCpJdL6C//7lH0z1Krxm6rA8nNpOrvxnWMpnCC2asM0jwgFdpKmCO\nUuXKugVV/uDzsbEQZ7zM6fb6wiPv76kt19bXTjwsCWvRj40rQ04ENu6EOnWSzYBJ1lqdWpZ2jmaZ\nSNiTBKn6kA1wbNGLzvnEZksBBLEfVAGbrz/256aqbGbPqo+mXzyanjCVHomszZbtnNOGA+JCzz50\n50+dXMOxsxteXaByygj1CQAmhQ3iokxcCwHDUq1b+41fLJs4V6h2QE+zTVw7wAs4IG4UYOLc1Hyh\ny0kb5KhrnDzpOs5ENG5UY8Y4Htr5/bS6fz1iE5dS+Vd1m5i4djZxzynt1q233oovfvGL+vvCwgI+\n/OEPB+tyzvGe97wH73nPe57LJaIl02t5epCI2ZGxiUvc/PLUHmAzfIxLoWNNMZGS3qtSkODufSf5\ndpdVdgBS9l1cbj5JaS+uZOHYyKesBefUaaMqyLtG7aMLkySmnn3osW8fdfrWc9hBJ7erarIh5lJV\n34A4XwKxq+aEiePCH8iZsDcHuy2zcVNuM5S+CVASd2T7pF6EtTq8DRMX6JVVR7GneZ4hyzgwCSxY\n0j2T9JnEBuOCtk0r0bZSTJzfy5XBGEuBVSil6jC3Ht+4SyaR6w2tlqVSmy1sEJeFmLiEp7nQGwgD\nXVWfPbuBy0PpoGqPxCDwkuE5w/Poam2dF67CLPvI6GqUeO4qY0PsKpWZBp23aY9Ey4Eq6Z0a02ZE\n6jvfBagWooXqWdpaBzUWtg2exZ7V+3Fs/rq07ZIMfkwwcRmA+tm6m6vyCAbDMwtXB9sFCIhrxQiZ\nvo8mJZ48OcBS5tvFGVMSv99ji4mT6I0d+2s3xEji3ZWC8NKa8XHuoIqd5XinuupUZcSnel3HMe3l\nKELAS4+rEBNHhTJbnToZlxgNJ7j/q0ex/+B2bNsxS+4zPp8BG28VqJLS5R4ZxFE985QDGQG7eQE+\nDniqJoKKS7LGVM+6iYlrxjGq5xdEiZBrXpH9MaKSSMRw39sguAEFcS80830yNC/XZeLmswopCjln\n2bMlg/0SEPfs1E6LTdoc9vH1lXrjC9GxzDwr99WvHLM9fHq14ajZj2IeUc3DhIGhUMm6E8/q3gN3\n4t7d9+jvdKKqwktijhxjU2UVZFmVXIZBXEripkW5+idBXGQseBuYCnWRc2SREBUp79TSAnH0Oiz4\nOSVg0Lh5qv9xMBGfZOqerHnjfC/t7bOuk2aqBJ2rCRAXukeqIqEGx7H7EwlP1+jYiITNSG3c9Iw2\n/Uo9q0kixAigQBzpV8o7lagoRcJWlPYpdOFxaG+G/SRChhmN6lRO1anmIqKmowUR+FI2yrSEMoJU\n/Ysz9OoZjvJpPLn1xmCtAWSAiQuM0cC1JeKsbCrECAVxQlahh2jpFrJ+X83qa8s+Ul/c6W+nfu5J\ndaqtAq19bbA+imiMdO7vFOCtCmXiAODTf/Qg/uQPH8Cvf/A/191tBgWVsG9K3LKufmYJ71Rahp2w\nWZGlIo0ycaz+12Q73Q6eXTAgjqLYVGGlJN6pLQ203R8yaHVqmxhA43FVJy9HHpuQ6dhwGfLhtP7d\nVqdKyyucbtCd7iJOzNkOIedH6Th4LGITd/LYsvW9s65AXHrS87ZMXNQmznzv8Nxi4naWB1Gc2W3V\nzgT1KbPbUtHvZ1a3IaMeaREmjm6i7iZJF7HCUqfGFv7Ixm05prggLjzFYiAVgA42KgHL+4wyJzYr\nkQJKPoiLq/USUnLAjMHduAtGr+V+MOfYxTBxImBvkvIuLsm90RybTSCuSXLXPWOIR/6X1h/nRHpN\nki8z0q+ICU11TmkAfajfTDAHxKWYODOCU+FFaJ/CYU/8/qZBXIqpModsdap5WqWaBG3ynTqH3ODf\nun8JeyRlrO9mXpEAHobAWUgc7VEVY8oGzR8oEnEwwRLqVAri5tdLvOxv/Fh6WUkeU+uYgREmrgZx\nSceGWuBc623FhHe10NwkCAeFMueeXQH/G19+ur5mXS/hIU5NO9qBuJg6VfXN/rnMC4igVyzTlb1d\n8DmqUwVL7/OqXDAgDhaKtcvi8Ij+zErZnrari+vw2ev2TNR3/RJd12rTtgJxrioVAE6ePKMBRneT\nqD8pK5hQpwLAIztudzqcVvGacCz28bPnbP0xW+tbrVApnp7LGG8cSEwyk7A4UTfjGdbOkxASkw7K\nJ6732gr1AwAGq9VClhVdTJFJkEdA3ISELon3i2nPTZeJOwXzTtsYs0sYaSzPeVwVnXicgjo2CImT\nM/vw9MKheIT91LsJmBfaG2xg8wst/oHbcK9aWrFhmgFv5WavakucDiQtl7HFFUZq9hZYv6v178+R\nieMMDz51LtJa4jwLRaTtjaLn1cV4pwKS+S1kpW0rnDLM3ji5iayu9/T8oaq+Hc9Hj4e07XEz4yQh\niRDdbj0OqVMBoMyq81LxymIlrU5VbYXZJbdIAGsAnoBE1uvo99EmDp50PkdBnH6fobFg1rgDT4+w\nmc/i0a234ImlG3Bk8RpIKGevFKisyuBcgelBFbZD2bG5MR/HdQgVCma9kCKFEjgzHF24So/3ONsf\nByZm7FXFZeKsupJkJkoFWZYOMx6rpwXYduOqzApIN3QAqrU/KsA69nVN1mzHZ1WyhO8REKcfbuB+\n9gy+gNlRne+0BOJBAMMPw/212+t66tTQMqXKxqB6jL0AiAMYZsaVazqNe5POnZpmvliZ0JUTmzj3\nKHPil8nVOi9saJElH4X0gyUGLqyZuFQw3KIA1teMR2M5Ed5QzlLqVGrrQA6FUi0BsCKie++QhAgo\ns7Bjw8SyKWs3XbRdSM5RJoBj1WaAiSMqiqzI8cDuF+HR7bfigV13mL5YdoOJd2Nd319g6b22E3lo\nfbv3peUJq/6mW1Vj7/NbrsckM++Ki9oMgcUFFhHZbGNPo0zFidMdNs91XAp858kwiGsVwFYCIMCk\naQMJgZyCMnHMP96tBUgT6SGuTl17YF2vLKu9KpCquMhOZ9QKmMSYBusz8703g89K73j6/TBZgnLx\nIRDnB3IPCRBx726biXPaUuYMji0fbUmIkDo1ZPsaBryx5OepsTAuDIgbdhju330Pnt5yDZ5cugGP\nb7sFy1O7kRcy2YYqJz9XoD+ctW7M9TBezqp9i3pYe7HPSrNWVSC8ge1PGOt7TFwCxA2tPNdpoey5\nqFPdtFux+S2yMihUGWjpn0u1iYOOiXv35O7HMO764XmS5h+kXDggTroLgikik5oFq5i4ZmcE10Cb\nlqyb68wLUXsH8vXUSjXYeuU6/mLbzXbfGENe0+CspHCFMhLCBnFN6TiSuQjjRKTOZlDb+ZTnc6sn\n9gZgTj5+egMPBiJmB/sUuDD99vG/fBInThsvVzEp4Qa84Am1Cf2ZPqWYOpV6ByZtRJixiaO1BhmV\n/mPSmnO/3KhTy0gqr5i0BlB1qkRnZFTwy9MXkVrx5+205vXftVfSC3PLLAT2uaYEmTinrfMPfMdp\nsKo3zjpWW5msQVyCMTG5U+01IapOrcWFWCBVwNmoER190T65vaEq8GjwbS1L+Mc3j1XrECtyIATi\nailDNAQGrVRQ0lsbilmbnfeYuSTTGB8LAgTkRITq0enTFv2j8qZyJ2xFkStgGbfNCvWu6mGMVUtl\nqwibhdCWVjdGvrN6Yly5Y7SIMPRmjfHbOvKQESgEGNZ7S9bxQWfO8mZvYpW0sB9Rpw57A0iU9p7r\n5hYVVHvDtPlB/O3EAvHbc5AJDi7j72h9bUQ2umg1SMRB3AQSA31y2gTLfbUim0BEmLjYfKZj9vTs\nPv15zAREFjE0DbTjlgsGxBlJ2fzEZIlrj38ORUZo89J4U7al3D0Q18lrmwzbUT56Vg0AeoPT+NLi\n85xazHi6EhBn504lHE9AneqVlDqVQS/23sCrAc1yPRHFkCGbmDAjscEiwfC7TrRy77LSyM6pTBm8\n5ChLc+/jUeGDOMLEpRZrGnyld+m+YJ3CSoEVb0vlO3UlyElheqffSwPIUW/zs189io2hAZclC8mn\nKRAH5JMZ77jbhdQ4twCFlrjJtQCy2cb7FNpy3EWfBgo1/bPbeub3P2bVoYv+U9WWgeOQWO0rb+G4\nAXos1+3fiolz2ona9kT6BIBs7gwnFg/VbdmzIjzX/N+K5eq3fNIPSv4dBeISbFB1XFLNrt6YT6w4\nYYM8j0u/vQCW9ACvBEMsXqUqJz79GUvrrm1JiTD59M4Oir+FOrWIbHGCNatT3RidFkiVZsOXMq4Z\nCWc0ASZRJi4e3PrbnzmtP7PAnv/IjhdgZnUb0jZ6ppjwQ2EQV2YlZL5q/RiNqVc1CA2GYlYkCQKC\nzokUCwcAG2skCsVzADnU3nkD5tZiz4za1tFSZkVwPj615VrbWctuLNiWgMS47zNxbWNRXjAgTk+Y\n+samxyu4+/GPYsfG0ygypr2Qquca3mxjgMD9VUVtYyiAyOLo2hJlYoJO4RuaSsaQK1VfGU4k/JzV\nqdr1ODwRmK4Xbmedgp/hDGFiQj5l1cSTZXogVeBFtRMevFICO9e3WnfXA0Pfud80E2cmFVWnTn74\nbcFuFSxuE0eVPEWtyhPO0xdgeuLHAlnGEhsfPrqMEVFDlzwA4oJ4wpyTTab9CoCTQzfxbgLBfmkv\nqG9Z0sElsCF7i36AiXMX2HzWvh9JwiysA/g6JI5CYpwp1jDl7RU2sYipcibKtqeFZ1x17cSTbZEt\nxG3dAryWE0gzowAJ5IWfPaJTuCAufPdSSNgpqOr6zkakAP0wU6q2+GablGUgSdthobMzP2d9V3lm\nVYy4/p7d+MN7FnWfRCppvbMeq/InO54f7J+w7HydcaXCZjjzXQK45WqT69TssXF1ccghTwKYxJi4\nxByk748V4XVh69HbycKWXrOZqw6GfceCl5D5mr0iunNQqVPrfUs7AkW8unXYjIQgJRGOWkDLxtoI\nSIIcsk+on7jNy45ILb3Pu0xj5BmWESYOIMRBS/wh8gnW588Gj9VnJo5dICBOCBvkAFUsNxUnrMyY\nps1ZSybOX85MefjYWv17QdReKamGIRdjhGymBDi4UExc2EVeSmEM4CWambgGexw1OXkZnkg0xj4v\nTSqUKOslWUMk68oOMc5OmO9Tk673lPY6b4AJmuIqDrzpWec3I44NCe9UckWdHN51bKCbrzGyjy36\ndX0tIdqlzEi9hNpEEIP9LMLEWddPLNZe7khpX5EycWRFa9W+RFzKjb2/zjzNgRg3aTDsIJkzLhPX\nwjaLFmWHEt5Awj81iC6tF2oJe1wVATor6H3qMWN2yWsQp9MdxewEhXQAff07D4O45f6uul4aTJi+\nuwDf2MSJCDDpLCxYjj+K+TKeqQxgTBuQp7IsuNc2bcbAEsmF7PSrLCNAGMCurSTCAKMiUHq/cduZ\nRNZ4kVrbKZYSgRih+sy2TFxdPwXieJnEgoaJUwCuaoFx5/5U+KlUGj0KUomQOgloMNbXjTo1GVBc\nmnsqhBVRESMyiqLMs7s0qlp5mImrrhnuV8hkAwCE4Fif982VGjC4LhcEiCuFMB6X9QNyvY70RiTQ\nziaOlGkwS3Fa6iTMk4RNnA1ZuCz1eVY1MOS1ZGmrU+mCSg0ZZJTxUcU4NkQmuhKGIiDuxaf+Ruei\n5SI3w9bqk/ncH003u9bJZhVo9TNruLsqanlYRobljMD1TwLnNyY4AYmi/re2oFQPLZ0RSIiRZQBr\nkDgHiSFAJnp4XHksLTNu9hbICTFxgTFabijPaA5eVCAuL+30VtZZMRVaKbDt2CV1H4FqYPggDo5a\nxdfDW4Y21scoiIswcZ2FQCLrUN81AIgbs7updGJlMLtst5WyiXMYNvfJntz7SFUvcn9yMkEIN6zD\nfmdBJi6xcccWdMPEqXpxEMcCrCy8MdnCsDuiIozO1UjhPRLCQ0JnOlH5p4tJJZgJ7WwRD3WREvZC\nRRDbJe+ciNZBApjpdzDVc22JE2YWLZ/VqFfZdCthMnSelX1FRPIfAyaQXxOoDNjE2facogYqRNiK\nqJ7rBnVd7sTH5JioRoPt0N8kALG8w9xOYN3cWBuZnSQROaK6dlVcZn08u+y9Q3f+xJynUkycDHyq\n2gojwtGJSzHub2B561FsTq3iSRl2rImVCwLEFaVvkMvJw67GYs3ECfacvVNPO0ux9pJCQRB6WuLm\nosSEB5IaM6YDV9qODab/QtqbZGsmLhKXSEGgGIjbOTwDNhrU/TaWZTGjzkuOXRGV8PM6LRG1ifOe\nlf7OwKSht09H3gcFcSlxRIM4CKysjfAMJL5R/zu6+1H/dLctj4Eyjg0PQ+JxKCCB+m9ETU8ld0ns\nQmBPsCJk5xFa9zerK/YGc+BFpXKantjJtyEoKxF+Rg99+wRmBgt1l80EckGcqx7zGK8i7NPlSe4h\nLbjzrLKZWb8O/Mcg9bNv49iQLk8c+iIYP282kJbCXahfp/c+Dob16P2VQxM+hx46CombrjKquCIk\nxSdZr/BcViFGmtSpFYijl6rPcx0ZWgSwpb3T5zlHJICSV+OmRCdYywtX4ahTV9dGOLT9CkjuA/om\nr+dYv1RJ2cSJCBMHAN1OhmmV99Rz3EiMx4Aj3eF6ZZlAYjBXCRoqnEeQlaWfA5luVOGnluv+pJ+R\nS4xIADlRg8ra7stuxn1W5p5Pzl4KVgvD3ImPyaWK9pCwSyW/iROX6s+bnbFXc3MwQTxOnL0TqSsK\nAHQFlvsf8M/0HDfCwKvMCsgsFtA4LHnFAKEs+gADnj1wPx67+ks4wxi2DJ4Ntx0oFwSIKy0psmbi\nXDpdTahCJl6udQK4mOARCDzjTJlCS4QTompMoH1ZMXFruW+nUDFx1cvmIubYQD/7IG7TvY+UXQGM\nxMYiIK4jRtr7lpeZYSGTvHn456xOS2SpU6MGnRXYUyB7FANxksTaSUxQw8RJHDluh0oYPHqTOmrO\nbCGth5Zvl4nzQM7EgBwJgMZKom+gLKhqt3mM8qIDJqqk2XPjM84xOv7CbQw3x95CDUjLXIUycTFD\nWlkUpLf2ZkSfV+EsnsG2eHzjp0Xn1G3l2NBCYmWT+PhM9IYOe800sqifqQXiVHkEApsALtltbMCo\nOjUm/ACIepqr4tvEPTcmThKWYwQRCGMSkjKkd0QGao6mKqeJYZ343V8X7DXUVaeKssTP3/FObJvd\nUldJOTbQe0v2vvrdSlTubtzGnMEtFMT5IVTaFdXseQAPQuAhSGxOV+uXsdsMvEfr/VV9yLCKzb7j\nnKIzYbVzbFBzWgDIiRpU8OfGxI3zaa0edzPVMNRALMFaWuGjNNMtMMpHXt1iUgbP8xtlOjZiAXu9\nGvfMzmpuwxHKrNR+pohsEowTR1vwzT/Up9R4qfdu6YrI8XJhgDgSXTrExAFkQqVs4tzJLQVW4dtB\nTbRESMJfJ1gACVaBuCwA4hjTMcx4mQc3EkFd6iV1TQAeg8DDkDhPJGyWmgjkJned8SHJ7OgcesWG\nDo7LBbWJizg2VJ302gKq/KD1jUaZHFo48TDrT2JJoKGBpaeu0n8NGISUeOyoDeJE2YXLOrkTNDRF\nQndpmLgIyEkEB7Xd25l9EIH7I04u1ENrprANX7MyvrCqwjkPgACJ/XtNdgN65umZfYFfUTGNgYcl\nUamez6LyKB1TABBhvWIepRLA1ZcuYabeILU6lYVNEABiEw6VXPwAACAASURBVJcmHOru0LncjsFT\n/VLFSj8eub9y00/IrHK25ISdsJg4Pf9S4DK8oIvBC3HNl1+JvCHPovRAXP2XSxyGwHlIHM5HBtA3\nhDGyulZ/3Ldr3vo+nK5si0eZygwTB3GnZi7RGhDlncoYMN2Zwq6F7XafqhuK9qXFzzg7cxFidoYy\nIRz0OlyrU31PXumDnAjgVWUDlY2yelbKEStoi0jfX83EMbaOlVk7lmHUO9JrT1UjTBy1UeQlJJNO\nM2Gmyr0U79hMIWOuOjVuEyeliQEquNBBh2mZTEQ47aTTGQkTUrcAcAbA6uJJnNz7CCQ3wljUHDyy\nXpV5YQlAzo2EG22z7uh37DKg8XJBgLiiFGYAa5s4AmpgQByTzNjENapTwzJwoSVC46voUf8O5c6l\nCDJxAgbEZWUWbG9iqeOgmbhnILCMavA9KQtsXz9SNxpncaoUXvUGGHi9ly7fDwajssiKFkxcSMyu\ni2biUnHiaBopsjDedvYbwTaZIKntE9K7InUUK3vjwe2WyojLCWBJyelZISHhy3wUxIVVAcp2J3Re\nLKSo9D7UdUqpJzKrmdveZB0dafdM2UX6LZM6jAVZthuu2I65+UriPwGpvR5jDi6yiBt6A1UE+6Ow\nF/vY+7M3cnuT/MW3PR8/9Zprqnp1v62UPx7gbQ/GqMVeW8cG92eSuTJ6f+UmZeIcEEC6azNxcYm7\nbfIZJdhJEVOnGrties3Z2QznARxGZf/JhL1mhFOw+WVuuot3/fCN1m/D6Qq+jrMwE0fH2dGFq/Ds\nYpVsXpmfqEC9POfe6X4Ko/C4Sj02NZ99dil+Vq+bYbqngqS7IK7pivEy7m84Z6dBHKQCkgW4o1qV\niawIofbO93boK1KWfnR8v882eSrCMODNc2ccKeeEVHgs0rYez1xg1PXZ7YqJazc51NNRZM3TB7+G\n03sfr36sbRFja19M6EzbxIX3Z2WWEupuuVqxzZOnrq5Pbb+2XRAgrhRGBaQeEGXizizm0JmDQW3i\nGh6EDE8ZDeIERcPOxu2BuBJrue1JWEBWTFytTq1AnN/emGaUluYe6RUF48ZrSyZiHMHYvoRA3Nzo\nHM50FnTYk5mBAUx22BQXXYQHs1pg4djE2Y4baobY4UNmCkcNUBcm496pVltQALL67Rd+8lb0iATI\nZWE9w5T3LVBJaSHrL9cmzpvozvujH6PKwIgxe1nagZ8BYG687JkPMBEfA7oOhyf8ABI3HtyBn37f\n3bgfAjYXGlt8Jt5vqtY/fdvz8cvvuN07FmWqEkbjvQ5Ht6OcQgKCSMvN9q4bL/J/ZCRoaQJMpPbg\nVXWQhRlrAChHYZs4wIxTwAnHkqQDaqBA5s1C8Q0dDFnXagj2KwSCNnFX79mHf/kP78bubTOobFYd\nwNSSDmAAuBNWYji1Vt9BBKRG+qrWOW3bq0GcZYHpNtaqn3aJ2DuTsBlu6XYyTCl1as3EDLO4B3nI\nkzf0NNxMGWEmznwWUvWhwMhhqgwT11KdapZU28b1/A5Mzu2EDYoTc4eU3GHiNGvVEB5L9UOrU1mJ\ncdeMdVaraYuiNBq3xLuXsJk4t7DZytbYLCXuGhMeCyISJ846N6I5CJXxI9+H4bdfiH/z1p/ANQe2\ngknZWk1/YYC4ksQ4crxTzxy8BV+9ejrMxLkvxN1hI3KPclDgsoxOqqKgOnnbJu4BCJyGxEOQFhNH\nw9PSxXZImRyJYIgKAWaAayoRtKS2Dv7r7U/Wcba7oKXdrMzM4IpOegYW2TCDNnFOv2jUcgriXA9j\n9Z2LxKJBv3Rm9a/zM130ezm6DohzkJPTe2n9uhZZDLRNXGRc2YCeqCMQn2AxibskrLM6srh5EoW0\nlyAmMwJoIwCbsaA69ZoDW9HrdzzWMQqcHaaYfty60Mdlexer6wUZEHchs+0/ackzjo7asLUxezgs\nT/U9fN+X7fU9YCWjdovuiiyMUO+cd8cNe/EEBE5C4qT6kUnEzCxiZgduXTs3SnwzYp6NGrA+tw7X\nelOHpog6NgiHyanqv/G6V2D/ngUszfcBaZi4VknrHTjCHXvHsjOx2kqpU2kx6tRaYM98EJd2IjAf\nU9usmRLOGE0wcdQmbnVLNSI2uoukUX89rv6SdY8cv2hHtYb59lWBPljsbe1NzwucmzmPbYOHyDWb\nsg/Ue6WjTu2SY6qIOl5bk1DtvspO1wZxIqtWG5OfJwDiLJu4+jwuIDoTPAWBE5DItlWAeTIhtnqp\nGK4wIC4YG6BeZ0wTLccCq9TNoRIFXylveskhN+ewd8ccLtuzkASmbrkwQJwQvndqPUCHL/0BlLmJ\nSQRwPPDE2bpu+kFQEPEkJAQkzkJqJi4TAjEdflHYGzcFcZsAjqBST2RSWHk9zVwgCzrNSyplMHWJ\nsrsDYLkBhoMQV2eWgdQyHAKDrKfZwcqxwW/LfXL5xLdLAIBM2fkIB8RZNn9kcibUrjpgc8rTNTQR\npNTgjYI4Jic2C+BeL67twk+88mrv91juVEGNbGm34HiUBc51x6g9FqozlgbH4G5HDJRBjatTXceG\nuemOfmd5Fl5sQupUE8bQ3qh7nUzbCA0hdaiEuIdWZOPOOBhj6NR9U44NrdSpzqLZ7/le4mCigYlT\nbdht3XL1DrzhddfgabKsSqJO9cSCxJpzxbW70e3nGEBi3DJ7h7vRAlUuUS/EUoNjg4zEiVucrZwt\n5me6qNYxxaw3349nB+UwcYKrUBfhE+y5bM49l89CgOFb17+yajf3513btFvJHUBG6iTa7uUZpvsV\nsFlbPAXwVRtcOq01cSlaaNFMnOqC/x7peqU8fiUvAZlhz+Br6E8qzcZ6ZzF5H6JUIM5eG2bAvPV1\ny8JUqqkoSu507Tko8mHdb2XzF/fO7g5m9XPrTQqAlzgF4BlITGohqZiU+oEkAY806tQiUE89dxEZ\no4Y989+kctwJXTPYls6JnR4Vu7bOAPj/ERO3daF2ya5fBpMMf/xXT9Z1U3KYCRAMVAam34TEE5Da\nsSETduQrWiZO2AUJiaJm8D72P78ar7/rAABgvtjQgAkgizHpm5COTVzotTDSXxFXMQkYdWoIxAHA\niHfBatsZLnKyIIaXPwlg++oJAMCu1ccwPTZOBFwzcTw6lbRNnLTZGkBgalzZzcwMz+j74zLl6Vov\nPKQdBolerYZTf4HabtJijtKgXr2Ff/q25+OeWy4mvazKiKsFzW6nmIRDcAgAl1+1I3gs1pWydFmh\nMWbH5yAdOVJKA75jK2wpKKtXNdonEnLmhAGIBqmMhBhhqGyE1EYEBjx27V8BktiftVQpKPDWqUG4\n8U5NpUdS92aXqQCIk5zeQ2BMRdbLqV5uOSQAqJm4RFuRMj/fx9//R3fjQfcJxxBhpBSZ1LHUzGWb\n1KnhECPKdmlhtgdIptX07Zg4UxgA5noeMyCeP8Numz62x6d349f2vxFru/cDADI9pxnM5EjZatkv\n81zsHqLgMuyRCACllJjWjg0AMsc5q4X6mbaqxpbn6RoEcabtCavTBGYFIBi4lDrGnLH1C48FlfbQ\nXRtWID0QNzej4taFNVIxMN115mDRqVSiBQtnMwCA0aAaKwsruzA/qerPDSbYsmlSUp0+X4HBYkLN\nTuJzUIKF1alSYn69hEmdpuqHx0LoLle2pcOAtGWe3bJr63TbqgAuEBBXOTZUn9WAUyBufrYeFCQE\nSTQavvNklHqSM+Cnf/A6vdwUJOhkbHEsC0fFpKSIToZeJ8OWuQpcLkzWI0wcVStZSEMzge571DBJ\nJtgJGMeGkgUYCdQgTqksBGXi7H7Qz8pxoVduWsnm2dlKpWCzZ/azpwsDDfXLpMANx/8cl577Fq48\n9V/0O2XC2QxouxG7oU7tJdvrmHu24/wFGnOKeg6Lcz0tbdPThp0Z55f6vIS68SWvuhr7r9+N73gh\nnGM2cTQ9EgNjo6qmZ39BQXMExFHVbF2FkiUeONHNOfcXAXGAzXwCgOQCjJkg2d74jGy2ClC6zIQ9\nhtsBwiCIc+Jd2WM9wlgA6Hdzn7FkJDlbYgNxQUAn55ie7kAC1mhoo061mLhcejaSZp1KxYmTXv2s\nnjeKiTMe36pe+93EZeKqEo+1GX3uDBhlJsVYb4qO0+cGJiSA6+/cH41JGeoXtRFzS1kKEycOgMg2\nHTWvt2J5bdCnRAWgCvBWR4Njm7w/BYZEVkCKHFzAaHAaAL0GcQ4V+RRcT1SA5+5eFDNpsN99t2ev\nC+PaOUEw2ynE6tfEAKq+CoElS8yNR1r4HNT2xyurQ0JNpscodWxQ5Y5vrOOnPnEW286r+HX6huz7\nC2gOHjv019UxLnD42r/Eyb2Hsbp4wpwTs7WMxJxzy66tVSrM7y0mji5A9Y0pADZfSwqCqFPbJI6V\nMEAwzzhe8YL9uOFg5cpeaCYuroKxbOIq/1gAZlL26kG3UGxYoCc0WISghvES4zqPp7ccqMCKNNBr\nxAYDADa6W8jvJW449mkAwIh3DIiTNOxJnLlcmarS8HRKx1Po2acBANMbi9j59JXBjsRd9iWmJ2s4\ncO4bmJms60WFSR7tkwitsFJqh4YuYeJ8m7jI/anAp/XXTs4txko49dyxQFWgVsofALOzPVx580Vw\n0xsbtYkL4mybMQaVrsZZPFmOmKrf9IuEBlHzhmy0aqye3v1Y3U64PVmWnuoZqJm4Tojttc0DrCOO\ncKCKYoRUn0Z5NWd0BHv4zyoK4rohEFfAHn8U0EijmiFNPgWJUkgP7FoCigcA7Gd3mDyLTs5JWwGB\nKXA/LHCo4MDajKO6jOR+1Med3Kl6tazHw8JM1+lSGxBuHfFs4qobMHPQX6ti3n1VmdSbetbN9Rpq\nmnCEamfe0LbecM9BHA3snFHmWT1D55SLd87hhoPbLXV9mbuek5HnQ35WT+mnf/A6A+JgCxrBZ0NA\nXFmDoTIrURy/FEwwXHHmK/Wl0vtfUJ26eRIhg5nMsUdsE0IFALqOTdy4N7S7FOib9R5IuJl+F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cM9PTM9Mfd1/3dV93/qD777qM/+Z7fjf+4Ne8Ap5cRpPXx3UZg297+yuz9XlvsK+C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\n40AXZYSXRZbn1r9xvjgM87DJcOKoL2hyoW4bh8+Pzz1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9qSU5ndZFJC6dfA77NlmDFH2L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kzDRq5gg3phVLDMxi0eLnXDxvb2nBC4IQcxsMEqFCMRibKplbxg/UyYLrqyFjzh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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x14c54b438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hourly.unstack(0).fillna(0).plot()\n",
"sns.despine()k"
]
},
{
"cell_type": "code",
"execution_count": 229,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"top = hourly.index.get_level_values('unique_carrier').value_counts().index[:5]"
]
},
{
"cell_type": "code",
"execution_count": 222,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"F9 533\n",
"VX 555\n",
"MQ 589\n",
"WN 605\n",
"FL 612\n",
" ... \n",
"DL 662\n",
"UA 667\n",
"US 673\n",
"AS 689\n",
"B6 697\n",
"dtype: int64"
]
},
"execution_count": 222,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gr.fl_num.count().index.get_level_values(0).value_counts().sort_values()"
]
},
{
"cell_type": "code",
"execution_count": 215,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"unique_carrier dep_time \n",
"AA 2014-01-01 00:00:00 8\n",
" 2014-01-01 01:00:00 1\n",
" 2014-01-01 05:00:00 31\n",
" 2014-01-01 06:00:00 77\n",
" 2014-01-01 07:00:00 107\n",
" ... \n",
"WN 2014-01-31 19:00:00 205\n",
" 2014-01-31 20:00:00 147\n",
" 2014-01-31 21:00:00 98\n",
" 2014-01-31 22:00:00 18\n",
" 2014-01-31 23:00:00 6\n",
"Name: fl_num, dtype: int64"
]
},
"execution_count": 215,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gr.unstack()"
]
},
{
"cell_type": "code",
"execution_count": 214,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x14dea0b38>"
]
},
"execution_count": 214,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ztH79ekxPT6O/v18CPzrc1AVL6ZVQKISuri6cP39edFmtVkMikUClUpG9qdVq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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x156128908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gr.unstack(1).fillna(0).pipe(p)"
]
},
{
"cell_type": "code",
"execution_count": 206,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"0\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>fl_date</th>\n",
" <th>unique_carrier</th>\n",
" <th>airline_id</th>\n",
" <th>tail_num</th>\n",
" <th>fl_num</th>\n",
" <th>origin_airport_id</th>\n",
" <th>origin_airport_seq_id</th>\n",
" <th>origin_city_market_id</th>\n",
" <th>origin</th>\n",
" <th>origin_city_name</th>\n",
" <th>...</th>\n",
" <th>arr_delay</th>\n",
" <th>cancelled</th>\n",
" <th>cancellation_code</th>\n",
" <th>diverted</th>\n",
" <th>distance</th>\n",
" <th>carrier_delay</th>\n",
" <th>weather_delay</th>\n",
" <th>nas_delay</th>\n",
" <th>security_delay</th>\n",
" <th>late_aircraft_delay</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2014-01-01</td>\n",
" <td>AA</td>\n",
" <td>19805</td>\n",
" <td>N338AA</td>\n",
" <td>1</td>\n",
" <td>12478</td>\n",
" <td>1247802</td>\n",
" <td>31703</td>\n",
" <td>JFK</td>\n",
" <td>New York</td>\n",
" <td>...</td>\n",
" <td>13.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2475.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2014-01-01</td>\n",
" <td>AA</td>\n",
" <td>19805</td>\n",
" <td>N339AA</td>\n",
" <td>2</td>\n",
" <td>12892</td>\n",
" <td>1289203</td>\n",
" <td>32575</td>\n",
" <td>LAX</td>\n",
" <td>Los Angeles</td>\n",
" <td>...</td>\n",
" <td>111.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2475.0</td>\n",
" <td>111.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2014-01-01</td>\n",
" <td>AA</td>\n",
" <td>19805</td>\n",
" <td>N335AA</td>\n",
" <td>3</td>\n",
" <td>12478</td>\n",
" <td>1247802</td>\n",
" <td>31703</td>\n",
" <td>JFK</td>\n",
" <td>New York</td>\n",
" <td>...</td>\n",
" <td>13.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2475.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014-01-01</td>\n",
" <td>AA</td>\n",
" <td>19805</td>\n",
" <td>N367AA</td>\n",
" <td>5</td>\n",
" <td>11298</td>\n",
" <td>1129803</td>\n",
" <td>30194</td>\n",
" <td>DFW</td>\n",
" <td>Dallas/Fort Worth</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>3784.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2014-01-01</td>\n",
" <td>AA</td>\n",
" <td>19805</td>\n",
" <td>N364AA</td>\n",
" <td>6</td>\n",
" <td>13830</td>\n",
" <td>1383002</td>\n",
" <td>33830</td>\n",
" <td>OGG</td>\n",
" <td>Kahului</td>\n",
" <td>...</td>\n",
" <td>-8.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>3711.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 36 columns</p>\n",
"</div>"
],
"text/plain": [
" fl_date unique_carrier airline_id tail_num fl_num origin_airport_id \\\n",
"0 2014-01-01 AA 19805 N338AA 1 12478 \n",
"1 2014-01-01 AA 19805 N339AA 2 12892 \n",
"2 2014-01-01 AA 19805 N335AA 3 12478 \n",
"3 2014-01-01 AA 19805 N367AA 5 11298 \n",
"4 2014-01-01 AA 19805 N364AA 6 13830 \n",
"\n",
" origin_airport_seq_id origin_city_market_id origin origin_city_name \\\n",
"0 1247802 31703 JFK New York \n",
"1 1289203 32575 LAX Los Angeles \n",
"2 1247802 31703 JFK New York \n",
"3 1129803 30194 DFW Dallas/Fort Worth \n",
"4 1383002 33830 OGG Kahului \n",
"\n",
" ... arr_delay cancelled cancellation_code diverted \\\n",
"0 ... 13.0 0.0 NaN 0.0 \n",
"1 ... 111.0 0.0 NaN 0.0 \n",
"2 ... 13.0 0.0 NaN 0.0 \n",
"3 ... 1.0 0.0 NaN 0.0 \n",
"4 ... -8.0 0.0 NaN 0.0 \n",
"\n",
" distance carrier_delay weather_delay nas_delay security_delay \\\n",
"0 2475.0 NaN NaN NaN NaN \n",
"1 2475.0 111.0 0.0 0.0 0.0 \n",
"2 2475.0 NaN NaN NaN NaN \n",
"3 3784.0 NaN NaN NaN NaN \n",
"4 3711.0 NaN NaN NaN NaN \n",
"\n",
" late_aircraft_delay \n",
"0 NaN \n",
"1 0.0 \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"\n",
"[5 rows x 36 columns]"
]
},
"execution_count": 206,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 201,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "IndexError",
"evalue": "index 441740 is out of bounds for size 441586",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-201-07aec73f35ab>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mgr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'dep_time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'unique_carrier'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTimeGrouper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Min\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/Users/tom.augspurger/sandbox/tomaugspurger.github.io/pandas/pandas/core/generic.py\u001b[0m in \u001b[0;36mgroupby\u001b[0;34m(self, by, axis, level, as_index, sort, group_keys, squeeze)\u001b[0m\n\u001b[1;32m 3746\u001b[0m \u001b[0maxis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_axis_number\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3747\u001b[0m return groupby(self, by=by, axis=axis, level=level, as_index=as_index,\n\u001b[0;32m-> 3748\u001b[0;31m sort=sort, group_keys=group_keys, squeeze=squeeze)\n\u001b[0m\u001b[1;32m 3749\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3750\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0masfreq\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnormalize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Users/tom.augspurger/sandbox/tomaugspurger.github.io/pandas/pandas/core/groupby.py\u001b[0m in \u001b[0;36mgroupby\u001b[0;34m(obj, by, **kwds)\u001b[0m\n\u001b[1;32m 1426\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'invalid type: %s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1427\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1428\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mby\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1429\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1430\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Users/tom.augspurger/sandbox/tomaugspurger.github.io/pandas/pandas/core/groupby.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, obj, keys, axis, level, grouper, exclusions, selection, as_index, sort, group_keys, squeeze)\u001b[0m\n\u001b[1;32m 343\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mgrouper\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 344\u001b[0m grouper, exclusions, obj = _get_grouper(obj, keys, axis=axis,\n\u001b[0;32m--> 345\u001b[0;31m level=level, sort=sort)\n\u001b[0m\u001b[1;32m 346\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 347\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Users/tom.augspurger/sandbox/tomaugspurger.github.io/pandas/pandas/core/groupby.py\u001b[0m in \u001b[0;36m_get_grouper\u001b[0;34m(obj, key, axis, level, sort)\u001b[0m\n\u001b[1;32m 2415\u001b[0m \u001b[0msort\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2416\u001b[0m in_axis=in_axis) \\\n\u001b[0;32m-> 2417\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgpr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mGrouping\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mgpr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2418\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2419\u001b[0m \u001b[0mgroupings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mping\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Users/tom.augspurger/sandbox/tomaugspurger.github.io/pandas/pandas/core/groupby.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, index, grouper, obj, name, level, sort, in_axis)\u001b[0m\n\u001b[1;32m 2213\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2214\u001b[0m \u001b[0;31m# get the new grouper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2215\u001b[0;31m \u001b[0mgrouper\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrouper\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_binner_for_grouping\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2216\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrouper\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2217\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrouper\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgrouper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Users/tom.augspurger/sandbox/tomaugspurger.github.io/pandas/pandas/tseries/resample.py\u001b[0m in \u001b[0;36m_get_binner_for_grouping\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m 899\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindexer\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9
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