{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Music Taste Analysis\n", "\n", "When I met my first girlfriend's friends for the first time, somebody innocently tried to make conversation with me by asking my music taste. I clammed up. How could I answer such a complicated question convincingly? There are so many things! I became annoyed with myself for not knowing what to say, not even any genre names. How uncool. My frustration leaked out, and my then-girlfriend later told me someone had asked what was wrong with me. (Hi, Sam.)\n", "\n", "But *now* when someone asks, I have the perfect answer. \"Would you like to see my data analysis!?\" Enjoy lol.\n", "\n", "## How to Use\n", "\n", "My first pass at this depended upon [Watsonbox's Exportify](https://github.com/watsonbox/exportify), but I decided I didn't like his version because of bugs and inadequate output detail. So I [went and forked it](https://github.com/pavelkomarov/exportify), cleaned up [the](https://github.com/pavelkomarov/exportify/blob/master/index.html) [code](https://github.com/pavelkomarov/exportify/blob/master/exportify.js), and [hosted it](https://exportify.net) myself.\n", "\n", "As such, the code here depends on `.csv` inputs in the format output by [my version](https://exportify.net).\n", "1. To get started, hop on over there, sign in to Spotify to give the app access to your playlists, and export whatever you like.\n", "2. Next, either download this `.ipynb` file and run the notebook yourself or [launch it in Binder](https://mybinder.org/v2/gh/pavelkomarov/exportify/master).\n", "3. Either put the downloaded `.csv` in the same directory as the notebook, or upload it in Binder.\n", "4. Open the `.ipynb` through your browser, update the `filename` variable in the first code cell to point to your playlist instead, and `shift+enter` in each following code cell to generate the corresponding plot. (Or select `Cell` -> `Run All` from the menu to make all graphs at once.)\n", "\n", "## Read the Data\n", "\n", "For years I've been accumulating my favorite songs in a single master playlist called [`music that tickles my fancy`](https://open.spotify.com/playlist/3wZ26eXVkSaPmfKA4tc1pT). It's thousands of songs. This is what I'll be analyzing. Let's take a look at the first few rows to get a sense of what we're dealing with." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total songs: 5499\n", " Track URI Track Name \\\n", "0 spotify:track:3T9HSgS5jBFdXIBPav51gj Fanfare for the Common Man \n", "1 spotify:track:2bdZDXDoFLzazaomjzoER8 Highschool Lover \n", "2 spotify:track:1fE3ddAlmjJ99IIfLgZjTy I Need a Dollar \n", "\n", " Album Name \\\n", "0 Copland Conducts Copland - Expanded Edition (F... \n", "1 Virgin Suicides \n", "2 I Need A Dollar \n", "\n", " Artist Name(s) Release Date Duration (ms) \\\n", "0 Aaron Copland,London Symphony Orchestra 1963 196466 \n", "1 Air 2000 162093 \n", "2 Aloe Blacc 2010-03-16 244373 \n", "\n", " Popularity Explicit Added By Added At ... Key Loudness \\\n", "0 36 False pvlkmrv 2014-12-28T00:57:17Z ... 10 -15.727 \n", "1 0 False pvlkmrv 2014-12-28T00:59:35Z ... 1 -15.025 \n", "2 0 False pvlkmrv 2014-12-28T01:03:38Z ... 8 -11.829 \n", "\n", " Mode Speechiness Acousticness Instrumentalness Liveness Valence \\\n", "0 1 0.0381 0.986 0.954 0.0575 0.0377 \n", "1 0 0.0302 0.952 0.959 0.2520 0.0558 \n", "2 0 0.0387 0.178 0.000 0.0863 0.9620 \n", "\n", " Tempo Time Signature \n", "0 104.036 4 \n", "1 130.052 4 \n", "2 95.509 4 \n", "\n", "[3 rows x 24 columns]\n" ] } ], "source": [ "filename = 'music_that_tickles_my_fancy.csv'\n", "\n", "from matplotlib import pyplot\n", "from matplotlib import font_manager\n", "import seaborn\n", "import pandas\n", "from collections import defaultdict\n", "from scipy.stats import pareto, gamma\n", "from datetime import date\n", "\n", "# Extra fonts for displaying other alphabets\n", "candidate_fonts = [\n", " \"Noto Sans CJK SC\", # Linux CJK\n", " \"Meiryo\", # Windows Japanese\n", " \"Malgun Gothic\", # Windows Korean\n", " \"Microsoft YaHei\", # Windows Simplified Chinese\n", " \"PingFang SC\", # MacOS CJK\n", "]\n", "available_fonts = {f.name for f in font_manager.fontManager.ttflist} # Available fonts in the system\n", "usable_fonts = [f for f in candidate_fonts if (f in available_fonts)] # From the candidate fonts, get the ones that are available\n", "pyplot.rcParams[\"font.family\"] = pyplot.rcParams[\"font.family\"] + usable_fonts\n", "\n", "# read the data\n", "data = pandas.read_csv(filename)\n", "print(\"total songs:\", data.shape[0])\n", "print(data[:3])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Artist Bar Chart\n", "\n", "Number of songs binned by artist. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of unique artists: 2733\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# count songs per artist\n", "artists = defaultdict(int)\n", "for i,song in data.iterrows():\n", " if isinstance(song['Artist Name(s)'], str):\n", " \tfor musician in song['Artist Name(s)'].split(','):\n", " \t\tartists[musician] += 1\n", "\n", "# sort for chart\n", "artists = pandas.DataFrame(artists.items(), columns=['Artist', 'Num Songs']\n", " ).sort_values('Num Songs', ascending=False).reset_index(drop=True)\n", "print(\"number of unique artists:\", artists.shape[0])\n", "\n", "pyplot.figure(figsize=(18, 6))\n", "pyplot.bar(artists['Artist'], artists['Num Songs'])\n", "pyplot.xticks(visible=False)\n", "pyplot.xlabel(artists.columns[0])\n", "pyplot.ylabel(artists.columns[1])\n", "pyplot.title('everybody')\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note I've attributed songs with multiple artists to multiple bars, so the integral here is the number of unique song-artist pairs, not just the number of songs.\n", "\n", "It seems to follow a Pareto distribution. Let's try to fit one." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's find the best parameters. Need x, y data 'sampled' from the distribution for\n", "# parameter fit.\n", "y = []\n", "for i in range(artists.shape[0]):\n", "\tfor j in range(artists['Num Songs'][i]):\n", "\t\ty.append(i) # just let y have index[artist] repeated for each song \n", "\n", "# sanity check. If the dataframe isn't sorted properly, y isn't either.\n", "#pyplot.figure()\n", "#pyplot.hist(y, bins=30)\n", " \n", "# The documentation is pretty bad, but this is okay:\n", "# https://stackoverflow.com/questions/6620471/fitting-empirical-distribution-to-theoretical-\n", "# ones-with-scipy-python\n", "param = pareto.fit(y, 100)\n", "pareto_fitted = len(y)*pareto.pdf(range(artists.shape[0]), *param)\n", "# param = gamma.fit(y) # gamma fits abysmally; see for yourself by uncommenting\n", "# gamma_fitted = len(y)*gamma.pdf(range(artists.shape[0]), *param)\n", "\n", "pyplot.figure(figsize=(18, 6))\n", "pyplot.bar(artists['Artist'], artists['Num Songs'])\n", "pyplot.plot(pareto_fitted, color='r')\n", "#pyplot.plot(gamma_fitted, color='g')\n", "pyplot.xticks(visible=False)\n", "pyplot.xlabel(artists.columns[0])\n", "pyplot.ylabel(artists.columns[1])\n", "pyplot.title('everybody');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Best fit is still too sharp for the data, and I tried for a good long while to get it to fit better, so I conclude this doesn't *quite* fit a power law.\n", "\n", "Let's plot the top 50 artists so we can actually read who they are." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyplot.figure(figsize=(18, 10))\n", "pyplot.bar(artists['Artist'][:50], artists['Num Songs'][:50])\n", "pyplot.xticks(rotation=80)\n", "pyplot.xlabel(artists.columns[0])\n", "pyplot.ylabel(artists.columns[1])\n", "pyplot.title('top 50');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Volume Added Over Time\n", "\n", "My proclivity to add songs to this playlist is a proxy for my interest in listening to music generally. How has it waxed and waned over time?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pandas.plotting import register_matplotlib_converters\n", "register_matplotlib_converters() # to suppress warning\n", "\n", "# Plot of added volume over time\n", "parse_date = lambda d:(int(d[:4]), int(d[5:7]), int(d[8:10]))\n", "pyplot.figure(figsize=(10, 6))\n", "pyplot.hist([date(*parse_date(d)) for d in data['Added At']], bins=30)\n", "pyplot.title('volume added over time');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The initial spike is from when I first stared using Spotify as the home for this collection and manually added hundreds from my previous list. There's also a funny Covid bump from when I was woodworking and listening a lot.\n", "\n", "## Eclecticness Measure (Frequency Transform)\n", "\n", "This one is a personal favorite. I want to know how many of my songs are one-offs from that artist for me--just individual pieces I found fantastic and ended up adding after a few listens--, how many are two-offs, et cetera. I know it must be heavily skewed toward the low numbers." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of song-artist pairs represented in the eclecticness chart: 6268\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# bar chart of first bar chart == hipster diversity factor\n", "frequency = defaultdict(int)\n", "for n in artists['Num Songs']:\n", "\tfrequency[n] += n\n", "frequency = pandas.DataFrame(frequency.items(), columns=['Unique Count', 'Volume']\n", " ).sort_values('Volume', ascending=False)\n", "print(\"number of song-artist pairs represented in the eclecticness chart:\",\n", " sum(frequency['Volume']))\n", "\n", "pyplot.figure(figsize=(10, 6))\n", "pyplot.bar(frequency['Unique Count'].values, frequency['Volume'].values)\n", "pyplot.title('volume of songs binned by |songs from that artist|')\n", "pyplot.xlabel('quasi-frequency domain')\n", "pyplot.ylabel(frequency.columns[1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, yes, it's much more common for an artist to make it in my list a few times than many times. In fact, the plurality of my top songs come from unique artists.\n", "\n", "Conversely, this view also makes stark those few musicians from whom I've collected dozens.\n", "\n", "Note that here, as in the artist bar charts, some songs are doubly-counted, because in cases artists collaborated I listed the song in both bins.\n", "\n", "## Genres Bar Chart\n", "\n", "Alright, enough messing around. All the above were possible with the output from Watsonbox's Exportify. Let's get to the novel stuff you came *here* for.\n", "\n", "People describe music by genre. As we'll see, genre names are flippin' hilarious and extremely varied, but in theory if I cluster around a few, that should give you a flavor of my tastes." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of unique genres: 373\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# count songs per genre\n", "genres = defaultdict(int)\n", "for i,song in data.iterrows():\n", " if type(song['Genres']) is str: # some times there aren't any, and this is NaN\n", " for genre in song['Genres'].split(','):\n", " if len(genre) > 0: # empty string seems to be a legit genre\n", " genres[genre] += 1\n", "\n", "# sort for chart\n", "genres = pandas.DataFrame(genres.items(), columns=['Genre', 'Num Songs']\n", " ).sort_values('Num Songs', ascending=False).reset_index(drop=True)\n", "print(\"number of unique genres:\", genres.shape[0])\n", "\n", "pyplot.figure(figsize=(18, 6))\n", "pyplot.bar(genres['Genre'], genres['Num Songs'])\n", "pyplot.xticks(visible=False)\n", "pyplot.xlabel(genres.columns[0])\n", "pyplot.ylabel(genres.columns[1])\n", "pyplot.title('All the genera');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So many! Let's do the same thing as with the artists and for giggles see if it fits a power law." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y = []\n", "for i in range(genres.shape[0]):\n", "\tfor j in range(genres['Num Songs'][i]):\n", "\t\ty.append(i) \n", "\n", "# sanity check\n", "#pyplot.figure()\n", "#pyplot.hist(y, bins=30)\n", "\n", "param = pareto.fit(y, 100)\n", "pareto_fitted = len(y)*pareto.pdf(range(genres.shape[0]), *param)\n", "\n", "pyplot.figure(figsize=(18, 6))\n", "pyplot.bar(genres['Genre'], genres['Num Songs'])\n", "pyplot.plot(pareto_fitted, color='r')\n", "pyplot.xticks(visible=False)\n", "pyplot.xlabel(genres.columns[0])\n", "pyplot.ylabel(genres.columns[1])\n", "pyplot.title('All the genera');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Still too sharp, but fits better than with the artists.\n", "\n", "Let's look at the top 50 so we can read the names." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyplot.figure(figsize=(18, 10))\n", "pyplot.bar(genres['Genre'][:50], genres['Num Songs'][:50])\n", "pyplot.xticks(rotation=80)\n", "pyplot.xlabel(genres.columns[0])\n", "pyplot.ylabel(genres.columns[1])\n", "pyplot.title('top 50');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"Indie poptimism\" lol. wtf? \"Dreamo\", \"Vapor soul\", \"Freak folk\", \"Tropical house\", \"Post-grunge\", \"Hopebeat\", \"Noise pop\", \"Mellow gold\"\n", "\n", "These are too good. Next time someone asks me my music taste, I'm definitely using these.\n", "\n", "If these are the *most* popular names, what are the really unique ones at the bottom of the chart?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyplot.figure(figsize=(18, 1))\n", "pyplot.bar(genres['Genre'][-50:], genres['Num Songs'][-50:])\n", "pyplot.xticks(rotation=80)\n", "pyplot.xlabel(genres.columns[0])\n", "pyplot.ylabel(genres.columns[1])\n", "pyplot.title('bottom 50');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"hauntology\", \"psychadelic folk\", \"stomp and whittle\", \"dark trap\", \"filthstep\", \"shamanic\", \"deep underground hip hop\", \"future garage\", \"crunk\", \"sexy drill\", \"hard house\"\n", "\n", "That was fun.\n", "\n", "## Release Dates\n", "\n", "Which era of music do I prefer?" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "years = defaultdict(int)\n", "for i,song in data.iterrows():\n", " if isinstance(song['Release Date'], str): # somebody found a NaN release date!\n", " years[song['Release Date'][:4]] += 1\n", "\n", "years = pandas.DataFrame(years.items(), columns=['Year', 'Num Songs']\n", " ).sort_values('Year')\n", "\n", "pyplot.figure(figsize=(10, 6))\n", "pyplot.bar(years['Year'], years['Num Songs'])\n", "pyplot.xticks(years['Year'], [y if i % 2 == 0 else '' for i,y in enumerate(years['Year'])], rotation=80)\n", "pyplot.xlabel(years.columns[0])\n", "pyplot.ylabel(years.columns[1])\n", "pyplot.title('Songs per year');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems to follow a Gamma distribution! This makes sense because I'm more likely to have heard things that are nearer me in time, and it takes a while for them to get through my process and become favorites.\n", "\n", "Let's fit that gamma to the time-reversed data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Oldest Hall of Fame\n", " Track Name \\\n", "2985 That's Amore \n", "2945 Autumn Nocturne \n", "3743 The Elements (Music By Sir Arthur Sullivan) \n", "2416 Take Five \n", "3131 Skating In Central Park \n", "3100 I Guess I'll Hang My Tears Out To Dry - Rudy V... \n", "4257 Oye Cómo Va \n", "2625 Stand By Me \n", "0 Fanfare for the Common Man \n", "3183 In A Sentimental Mood \n", "\n", " Artist Name(s) Release Date \n", "2985 Dean Martin 1954 \n", "2945 Lou Donaldson 1958 \n", "3743 Tom Lehrer 1959-01-01 \n", "2416 The Dave Brubeck Quartet 1959-12-14 \n", "3131 Bill Evans,Jim Hall 1962 \n", "3100 Dexter Gordon 1962 \n", "4257 Tito Puente 1962-01-01 \n", "2625 Ben E. King 1962-08-20 \n", "0 Aaron Copland,London Symphony Orchestra 1963 \n", "3183 Duke Ellington,John Coltrane 1963-02 \n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Some years are missing, so transform to a dataframe that covers full time period.\n", "eldest = int(years['Year'].values[0])\n", "youngest = int(years['Year'].values[-1])\n", "missing_years = [str(x) for x in range(eldest+1, youngest) if\n", " str(x) not in years['Year'].values]\n", "ago = pandas.concat((years, pandas.DataFrame.from_dict(\n", " {'Year': missing_years, 'Num Songs': [0 for x in range(len(missing_years))]})\n", " )).sort_values('Year', ascending=False).reset_index(drop=True)\n", "\n", "y = []\n", "for i in range(ago.shape[0]):\n", "\tfor j in range(int(ago['Num Songs'][i])):\n", "\t\ty.append(i)\n", "\n", "# sanity check histogram to make sure I'm constructing y properly\n", "#pyplot.figure()\n", "#pyplot.hist(y, bins=30)\n", " \n", "param = gamma.fit(y, 10000)\n", "gamma_fitted = len(y)*gamma.pdf(range(ago.shape[0]), *param)\n", "\n", "pyplot.figure(figsize=(10, 6))\n", "pyplot.bar(range(len(ago['Year'])), ago['Num Songs'])\n", "pyplot.plot(gamma_fitted, color='g')\n", "pyplot.xlabel('Years Ago')\n", "pyplot.ylabel(ago.columns[1])\n", "pyplot.title('Songs per year (in absolute time)');\n", "\n", "print('Oldest Hall of Fame')\n", "print(data[['Track Name', 'Artist Name(s)', 'Release Date']].sort_values(\n", " 'Release Date')[:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pretty good fit! I seem to be extra partial to music from about 5 years ago. We'll see whether the present or maybe the further past catches up.\n", "\n", "## Popularity Contest\n", "\n", "I was happy to find popularity listed as a field in Spotify's track JSON. It's a percentile between 0 and 100, rather than an absolute number of plays. Still, it can be used to give a notion of how hipster I am." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average song popularity: 46.02150537634409\n", "Median song popularity: 46.0\n", "Max song popularity: 94\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "popularity = defaultdict(int)\n", "for i,song in data.iterrows():\n", " popularity[song['Popularity']] += 1\n", "\n", "popularity = pandas.DataFrame(popularity.items(), columns=['Popularity', 'Num Songs']\n", " ).sort_values('Popularity')\n", "\n", "pyplot.figure(figsize=(10, 6))\n", "pyplot.bar(popularity['Popularity'].values, popularity['Num Songs'].values)\n", "pyplot.xlabel(popularity.columns[0])\n", "pyplot.ylabel(popularity.columns[1])\n", "pyplot.title('popularity distribution');\n", "\n", "print(\"Average song popularity: \", popularity['Popularity'].mean())\n", "print(\"Median song popularity: \", popularity['Popularity'].median())\n", "print(\"Max song popularity: \", popularity['Popularity'].max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Damn, I'm a hipster.\n", "\n", "## Track Duration\n", "\n", "Do I prefer long songs or short ones?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average song length: 4:01.9582615020912897\n", "Median song length: 3:51.80000000000001\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyplot.figure(figsize=(10,6))\n", "pyplot.hist(data['Duration (ms)']/1000, bins=50);\n", "pyplot.xlabel('Duration (s)')\n", "pyplot.ylabel('Num Songs')\n", "pyplot.title('Histogram of song lengths')\n", "\n", "mean = data['Duration (ms)'].mean()/1000\n", "median = data['Duration (ms)'].median()/1000\n", "print(\"Average song length: \" + str(int(mean//60)) + (\":\" if mean%60 >=10 else \":0\")\n", " + str(mean%60))\n", "print(\"Median song length: \" + str(int(median//60)) + (\":\" if median%60 >=10 else \":0\")\n", " + str(median%60))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Median is lower than the mean, so I'm skewed right. That is, I like a few really long songs. What are they?" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Longest Hall of Fame:\n", " Track Name \\\n", "5236 Echoes \n", "3150 Concierto De Aranjuez \n", "691 Irene \n", "1908 The Return of the King (From The Lord of the R... \n", "4227 Boléro (Ravel) \n", "460 The Cure For Pain \n", "2344 Shine On You Crazy Diamond (Pts. 1-5) \n", "140 Two Step - Live At Piedmont Park Atlanta GA - ... \n", "5055 Rivers \n", "3469 Má vlast (My Country): No. 2 Vltava [Moldau] \n", "\n", " Artist Name(s) Release Date \\\n", "5236 Pink Floyd 1971-11-11 \n", "3150 Jim Hall 1974 \n", "691 Beach House 2012-05-15 \n", "1908 The City of Prague Philharmonic Orchestra 2004-01-01 \n", "4227 London Symphony Orchestra 1995 \n", "460 mewithoutYou 2002-01-01 \n", "2344 Pink Floyd 1975-09-12 \n", "140 Dave Matthews Band 2007-12-11 \n", "5055 Tarek Musa 2010-01-30 \n", "3469 Bedřich Smetana,Polish National Radio Symphony... 1994-08-05 \n", "\n", " Duration (ms) \n", "5236 1412451 \n", "3150 1154040 \n", "691 1017013 \n", "1908 976893 \n", "4227 934067 \n", "460 908840 \n", "2344 811077 \n", "140 808226 \n", "5055 807437 \n", "3469 794000 \n" ] } ], "source": [ "print(\"Longest Hall of Fame:\")\n", "print(data[['Track Name', 'Artist Name(s)', 'Release Date', 'Duration (ms)']].sort_values(\n", " 'Duration (ms)', ascending=False)[:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Musical Features\n", "\n", "In the interest of understanding user tastes and providing the best possible music recommendations, Spotify has done [some really sophisticated analysis](http://benanne.github.io/2014/08/05/spotify-cnns.html) of actual track content, which has only gotten more extensive in recent years. Music is a time series, but most similarity metrics (and most ML methods generally) require inputs to be vectors, that is: points in some feature-space. So they've transformed the tracks to numerical metrics like Energy and Valence (continuous) and Key (discrete).\n", "\n", "For the continuous metrics, here are distributions for my songs." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyplot.figure(figsize=(20,20))\n", "\n", "for i,category in enumerate(['Tempo', 'Acousticness', 'Instrumentalness', 'Liveness',\n", " 'Valence', 'Speechiness', 'Loudness', 'Energy', 'Danceability']):\n", " pyplot.subplot(3, 3, i+1)\n", " pyplot.hist(data[category], bins=30)\n", " pyplot.text(pyplot.xlim()[1] - (pyplot.xlim()[1] - pyplot.xlim()[0])*0.3,\n", " pyplot.ylim()[1]*0.9, r'$\\mu=$'+str(data[category].mean())[:7], fontsize=12)\n", " pyplot.xlabel('Value')\n", " pyplot.ylabel('Num Songs')\n", " pyplot.title(category)\n", "\n", "pyplot.tight_layout(h_pad=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "My Valence is somewhat negatively skewed; do I have an affinity for sadder songs?\n", "\n", "Now let's look at the discrete music features." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyplot.figure(figsize=(15,4))\n", "\n", "pyplot.subplot(1, 3, 1)\n", "seaborn.countplot(data, x='Time Signature', hue='Time Signature', legend=False)\n", "pyplot.xlabel('Beats per bar')\n", "pyplot.ylabel('Num Songs')\n", "pyplot.title('Time Signature')\n", "\n", "pyplot.subplot(1, 3, 2)\n", "seaborn.countplot(data, x='Key', hue='Key', palette='husl', legend=False)\n", "pyplot.xticks(ticks=pyplot.xticks()[0], labels=['C', 'C#', 'D', 'D#', 'E', 'F', 'F#', 'G', 'G#', 'A', 'A#', 'B'])\n", "pyplot.ylabel('Num Songs')\n", "pyplot.title('Key')\n", "\n", "pyplot.subplot(1, 3, 3)\n", "seaborn.countplot(data, x='Mode', hue='Mode', legend=False)\n", "pyplot.xticks(ticks=pyplot.xticks()[0], labels=['minor', 'major'])\n", "pyplot.ylabel('Num Songs')\n", "pyplot.title('Major vs Minor Key');\n", "\n", "pyplot.tight_layout(w_pad=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Musicians seem to favor C major and eschew D#. More than a third of my songs are in a minor key. I don't have a baseline to compare against here, but this might contribute to my lower Valence.\n", "\n", "Looks like the vast majority of my music is 4/4 time with a good few in 3/4. I wasn't even aware there were any with 5 beats. What are those?" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5:\n", " Track Name \\\n", "76 Yachts - A Man Called Adam mix \n", "120 Good Morning Fire Eater \n", "223 Carry On \n", "233 Vanishing Grace \n", "244 Elysium \n", "273 Lately \n", "386 Evenstar \n", "447 Make A Fist \n", "459 (B) \n", "567 Animals \n", "726 All That Remains \n", "733 Crush The Camera \n", "1059 Cold Sparks \n", "1160 You Are Gonna Die \n", "1186 Everything in Its Right Place \n", "1191 The Tourist \n", "1192 I Am Citizen Insane \n", "1832 Have I Always Loved You? \n", "1969 Resonance \n", "2130 Pray \n", "\n", " Artist Name(s) Release Date \n", "76 Coco Steel Lovebomb 2000-10-31 \n", "120 Copeland 2008-01-01 \n", "223 fun. 2012-02-21 \n", "233 Gustavo Santaolalla 2013-06-07 \n", "244 Klaus Badelt,Lisa Gerrard,Gavin Greenaway,The ... 2000-04-25 \n", "273 Memoryhouse 2011-09-13 \n", "386 Howard Shore 2002-12-02 \n", "447 Phantogram 2011 \n", "459 mewithoutYou 2002-01-01 \n", "567 Muse 2012-09-24 \n", "726 Rogue Wave 2010 \n", "733 Rogue Wave 2005-08-23 \n", "1059 Mutemath 2011-09-30 \n", "1160 Marc Streitenfeld 2011 \n", "1186 Radiohead 2000-10-02 \n", "1191 Radiohead 1997-06-17 \n", "1192 Radiohead 2003-06-09 \n", "1832 Copeland 2014-11-17 \n", "1969 Home 2014-07-01 \n", "2130 Sam Smith 2017-10-06 \n" ] } ], "source": [ "print('5:\\n', data.loc[data['Time Signature']==5][\n", " ['Track Name', 'Artist Name(s)', 'Release Date']][:20])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make A Fist is totally 5/4, and so is Animals. Funny how I didn't notice the strange energetic time signature until now. But Carry On is definitely 4/4, as is Yachts, and Pray is 6/8. So Spotify's algorithm isn't perfect at this, which is expected.\n", "\n", "What are 0 and 1?" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0:\n", " Track Name Artist Name(s) Release Date\n", "1362 Small Memory Jon Hopkins 2009-05-05\n", "\n", "1:\n", " Track Name \\\n", "71 Clair De Lune \n", "119 Top Of The Hill \n", "227 I Am the Very Model of a Modern \n", "239 The Last of Us (You and Me) \n", "362 Bowery \n", "503 The Eternal City \n", "564 Prelude \n", "601 Þú ert jörðin \n", "604 Raein \n", "1276 Campfire Song Song \n", "1328 Mylo Xyloto \n", "1368 Anagram \n", "1911 The Fellowship (From The Lord of the Rings: Th... \n", "1951 Monsoon \n", "1994 Meet Me in the Woods \n", "2032 Only Songs \n", "2176 Old Casino \n", "2189 Work This Time \n", "2586 I Don't Think So \n", "2665 Other Worlds \n", "\n", " Artist Name(s) Release Date \n", "71 Claude Debussy 2014-10-13 \n", "119 Conduits 2013-04-16 \n", "227 The Pirates Of Penzance 1983-02-18 \n", "239 Gustavo Santaolalla,Alan Umstead 2013-06-07 \n", "362 Local Natives 2013-01-29 \n", "503 Michele McLaughlin 2007-12-04 \n", "564 Muse 2012-09-24 \n", "601 Ólafur Arnalds 2010-05-07 \n", "604 Ólafur Arnalds 2009-08-28 \n", "1276 Spongebob Squarepants 2009-07-14 \n", "1328 Coldplay 2011-10-24 \n", "1368 Young the Giant 2014-01-17 \n", "1911 The City of Prague Philharmonic Orchestra 2004-01-01 \n", "1951 Hippo Campus 2017-02-24 \n", "1994 Lord Huron 2015-04-07 \n", "2032 The Wild Reeds 2017-04-07 \n", "2176 Coastgaard 2016-02-26 \n", "2189 King Gizzard & The Lizard Wizard 2014-03-07 \n", "2586 Ben Phipps 2016-09-30 \n", "2665 Bassnectar,Dorfex Bos 2017-12-01 \n" ] } ], "source": [ "print('0:\\n', data.loc[data['Time Signature']==0][\n", " ['Track Name', 'Artist Name(s)', 'Release Date']][:10])\n", "print('\\n1:\\n', data.loc[data['Time Signature']==1][\n", " ['Track Name', 'Artist Name(s)', 'Release Date']][:20])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like there is only one song with 0 time signature. It's a piano piece with a tempo that rises and falls. This category might be for variable tempo, or unknown.\n", "\n", "Claire De Lune is 9/8 time, so sort of waltzish but not really.\n", "\n", "The Major General's Song is 4/4, but there are some stops in there and a lot of speaking, so I understand how that might be difficult to pick out. Same with Campfire Song Song lol.\n", "\n", "Top of the Hill really sounds like 7/4 to me (1-2-123 sort of beat).\n", "\n", "Þú ert jörðin is actually properly 1/4 time according to the internet, and relistening I understand how that could be the case. It's like there are little riffs each bar following a quadruplet pattern, but the major beats really only come every bar.\n", "\n", "The Last of Us (You and Me) seems similar. It might be properly 1/4 time.\n", "\n", "So it looks like this category is for actual single beats and unusual time signatures that Spotify isn't sure what to do with.\n", "\n", "## Joint Analysis\n", "\n", "I mostly just want to showcase what's possible. Let's plot Energy and Popularity together to see whether there is a relationship." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = 'Energy'\n", "y = 'Popularity'\n", "\n", "axes = seaborn.jointplot(x=data[x], y=data[y], kind='hex', color='r')\n", "axes.set_axis_labels(x, y, fontsize=20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The density is pretty scattered, doesn't the whole plot, meaning the relationship here is actually pretty weak. Surprising.\n", "\n", "## The Final Frontier\n", "\n", "Finally, I'm going to follow [this guy's example](https://medium.com/cuepoint/visualizing-hundreds-of-my-favorite-songs-on-spotify-fe50c94b8af3) and feed the dimension-reduced data to a one-class SVM to get a sense of what the frontier of my normal taste looks like in that space, [heat-map-of-the-universe-style](https://www.nasa.gov/mission_pages/planck/multimedia/pia16873.html).\n", "\n", "[t-SNE](https://en.wikipedia.org/wiki/T-distributed_stochastic_neighbor_embedding) is a method for visualizing high-dimensional data in low-dimension. Songs which are more alike will be nearer each other in the feature space, but we can't visualize a space with that many dimensions. What we can do is reconstitute the points in 2D, attempting to preserve the pairwise distances, the notions of similarity, between songs." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "using: ['Release Date', 'Duration (ms)', 'Popularity', 'Danceability', 'Energy', 'Key', 'Loudness', 'Mode', 'Speechiness', 'Acousticness', 'Instrumentalness', 'Liveness', 'Valence', 'Tempo', 'Time Signature']\n" ] }, { "data": { "image/png": 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HNWfOHA0cOND8i+y8vDwdOHBAffr00ebNm7Vr1y5J0hdffKFWrVqZK2RKsvWL7SpVqigyMlK//PKL1aG+bPnhhx+UmJioIUOGmJdVrlxZd955p44cOaJ58+ZZrD9o0CDVqlXLfLtbt26SpG3btjm0v5EjR1pUtNxyyy2qVKmSfvjhB0nS7NmzderUKY0ePVrh4f+eUt94442qWbOmvv/+e4efW2nXXnutxdBQpdu+YsUK7du3TzfffLPFeiNGjLD4xbskRUREmNcpLi7WwYMHdfr0abVr187qEEmXX3656tSpY7Gsd+/eSk5O1ieffGJetmbNGv3555+66qqr7D6XH374QREREbrzzjstlt9zzz0yDMOlOVxMr9UaNWrYXMd0X2FhocXyrKws8/GUpDp16igzM9PidfH555+rW7duqlWrlvn1n5eXp969e6uoqKjM8E2lffHFF4qPj9cdd9xR5j5b7wtJFnM0/fPPPzpw4IDS09MVGxtr8beKjY3V2rVrtXnzZpvbceU9JknXXXedfvrpJ/Xo0UMLFy7Uk08+qW7duqlJkyZatGiRxbqmv/3kyZPNy7744gudOHHCbpXU0KFD9csvvyg3N1dz5sxRbm6uU8OS2XPzzTdb3O7WrZsOHDhQ5nVQUdnZ2fr999911VVXKScnR6+99poGDBighIQEvfvuuzYfN2rUKNWqVUtjx44tdx+PPvqoZs2aVeZfXFyczceY3v8zZswod0i2Tp06qW3btubbDRs21CWXXKIZM2aoqKhIkuOvSUe+Cz7//HM1a9ZMTZs2tXhfmSqKSg+XCAAAEGwIYgAAAELckSNHzB3XW7ZskWEYGjNmjOrUqWPx77HHHpP072TUW7duNQ9h46ioqCg999xz+vHHH5WQkKDu3bvr+eefV25urt3H7dixQ02aNLEIPaR/h6/asWOHxfKGDRta3DaFMo52TDdp0sTidvXq1ZWUlGSeG8G0v8zMTIv1IiMj1bhx4zLtcUZ5bTdtu3QbK1eurMaNG5fZ3sSJE9WyZUvzfCJ16tQxz+NRWmpqapll4eHhGjZsmKZPn27u3P3kk08UHR2tK6+80u5z2bFjh5KTk8uEJrb+bo4wbcsUyFhjK6wpfWylM8e35Oti8+bN+umnn8q8/nv37i3p39f//v37lZuba/535MgRSWfeF5mZmTaHTbPl+PHjevTRR83z0sTHx6tOnTrKz8+3+Fs98cQTys/PV0ZGhlq0aKH77rtPf/75p/l+V99jJn369NGMGTOUn5+v+fPn67bbbtOOHTvUr18/i4noW7ZsqebNm+vTTz81L5s8ebLi4+PVp08fm9u/8MILVaNGDU2ZMkWffPKJ2rdvr/T0dGcOlU0Vfd+XVvLvm5ubq+PHj5vvy8jI0Mcff6y8vDz9+eefevrpp1WpUiWNHDlSs2fPtrq9mJgYjR49Wt98841WrVpld98tWrRQ7969y/yzNn+PSWpqqu6++26999575r/Df/7zH6vv9dKfH6bndOzYMe3fv1+S469JR74LNm/erLVr15Z5X2VkZEiSxWsLAAAgGBHEAAAAhLCdO3eqoKDA3BFqmoz83nvvtfpr7FmzZlW403T06NHatGmTnnnmGUVHR2vMmDFq1qxZuR2Tzig5l0lJxv8miPcmW1UQpl+dl+bOtk+aNEkjRoxQWlqa3n//ff3000+aNWuWevXqZXXi+ZK/gC/pmmuu0ZEjRzR9+nQZhqHJkyerX79+ZSpwvMEU4pQMH0oz3ZeVlWWx3JFjW1xcrPPOO8/m6//yyy+XJLVv315JSUnmfy+++GKFntcdd9yhp556SgMHDtTUqVM1c+ZMzZo1S7Vr17b4W3Xv3l1bt27VBx98oObNm+u9997TWWedpffee8+8jjveY1WrVlW3bt305ptv6pFHHtGhQ4fKVDBdddVV2rRpk1asWKHc3FzNnTtXAwcOtBtCRUVF6bLLLtPEiRP11Vdfua0aRnL/+77k3zcpKUlTpkyxus8WLVrowQcf1FdffSVJFtVjpY0aNUqxsbEOVcW44qWXXtKff/6phx56SMePH9edd96p7Oxs7dy50+ltOfqadERxcbFatGhh83116623Ot0+AACAQOLcz7QAAAAQVD7++GNJMv+C3VRRUblyZXMFgC1paWlas2aNS/tNS0vTPffco3vuuUebN29W69at9dJLL2nSpElW12/UqJH+/PNPFRcXW1TFbNiwwXy/O23evFk9e/Y03z5y5Ij27NmjCy+80GJ/GzdutKhCOXXqlLZv325x7GrVqqX8/Pwy+9ixY4fVCpbymPa9efNmi4nC//nnH23fvl2tWrUyL5s2bZoaN26sL7/80iIQMlU3Oap58+Zq06aNPvnkE9WvX19//fWX3njjDYfaOnv2bB0+fNiiOqUif7euXbsqNjZWkydP1sMPP2y18/2jjz6SJPXr18/p7aelpenIkSPlvv4/+eQTiwoJ098yLS1NS5cu1T///GMxvF15pk2bpuHDh+ull14yLztx4oTV105cXJyuvfZaXXvttTpy5Ii6d++uxx9/XDfccIPF83DmPWZPu3btJEl79uyxWD5kyBA9+OCDmjx5sho1aqSioiK7w5KZDB06VB988IHCw8M1ePBgp9vjbrbC0lmzZlnczs7OtrsdW8epJFNVzOOPP67hw4c72VLHtGjRQi1atNAjjzyiRYsWqUuXLho/frzGjRtnXsfa0HabNm1S1apVzcMTOvqadOS7IC0tTX/88YfOPfdcu0P0AQAABCsqYgAAAELUnDlz9OSTTyo1NdXceVq3bl316NFD//3vf612JpqGrJHOzCfyxx9/mH8FXpKtX6AfO3ZMJ06csFiWlpamGjVq6OTJkzbbeuGFFyo3N9fiF+mnT5/WG2+8oerVq+ucc86x/2Sd9M477+iff/4x33777bd1+vRpXXDBBZJkHiLo9ddft3iu77//vgoKCnTRRReZl6WlpWnJkiU6deqUedl3332nv//+26W2tWvXTnXq1NH48eMttvnhhx+W6SA1hRQl27h06VItXrzY6f1effXVmjlzpl599VXVrl3bfCzsufDCC1VUVKQ333zTYvkrr7yisLAwh7ZRWtWqVXXvvfdq48aNevjhh8vc//333+vDDz9Unz591LFjR6e3P3DgQC1evFgzZswoc19+fr5Onz4tSerSpYvFkFGmIObyyy9XXl5emecs2a/MiIiIKHP/G2+8UaZy6sCBAxa3q1evrvT0dPP7x9X3mCT9/PPPVpeb5kYqPRRfw4YN1a1bN02ZMkWTJk1SamqqOnfubHcfktSzZ089+eSTevPNN5WYmFju+p5WrVo1q8N3lR4WLCkpSZK0YMECi88HE1vHqbTRo0crNjZWTzzxhBta/6/CwkLz69OkRYsWCg8PL/O3X7x4scU8L3///be+/vprnX/++ebPDUdfk458FwwcOFC7du2yOofO8ePHdfToUSeeKQAAQOChIgYAACAE/Pjjj9qwYYNOnz6tvXv3as6cOZo1a5YaNWqkb775RtHR0eZ1//Of/6hr165q0aKFbrzxRjVu3Fh79+7V4sWLtXPnTv3xxx+SpPvuu0/Tpk3TlVdeqeuuu05t27bVwYMH9c0332j8+PEWlRkmmzZt0rnnnquBAwcqKytLlSpV0ldffaW9e/fa/WX8yJEj9d///lcjRozQypUrlZKSomnTpunXX3/Vq6++anfidlecOnXK3M6NGzfqrbfeUteuXXXxxRdLOjPJ+4MPPqixY8eqb9++uvjii83rtW/f3mIS+xtuuEHTpk1T3759NXDgQG3dulWTJk1SWlqaS22rXLmyxo0bp5tuukm9evXSoEGDtH37dk2YMKFMhU2/fv305Zdf6tJLL9VFF12k7du3a/z48crKyjLPaeKooUOH6v7779dXX32lW265xaFqj/79+6tnz556+OGHlZOTo1atWmnmzJn6+uuvNXr0aJePwQMPPKBVq1bpueee0+LFi3X55ZerSpUqWrhwoSZNmqRmzZpp4sSJLm37vvvu0zfffKN+/fppxIgRatu2rY4eParVq1dr2rRpysnJUXx8vM3HX3PNNfroo4909913a9myZerWrZuOHj2q2bNn69Zbb9Ull1xi9XH9+vXTxx9/rJiYGGVlZWnx4sWaPXu2ateubbFeVlaWevToobZt2youLk4rVqzQtGnTdPvtt0ty/T0mSZdccolSU1PVv39/paWlmdv97bffqn379urfv3+Zx1x11VUaOXKkdu/ebTUYsyY8PFyPPPKIQ+t6Q9u2bTVlyhTdfffdat++vapXr271uZo899xzWrlypS677DK1bNlSkvTbb7/po48+UlxcnEaPHm13fzExMRo1apTd4ckWLFhQJlCTzszNY9pnaXPmzNHtt9+uK6+8UhkZGTp9+rQ+/vhjRUREmIfUM2nevLn69OmjO++8U1FRUXrrrbckyaJNjr4mHfkuuPrqqzV16lTdfPPNmjt3rrp06aKioiJt2LBBU6dO1YwZM8wVRQAAAEHJAAAAQNCaMGGCIcn8LzIy0khMTDTOO+8847XXXjMKCwutPm7r1q3GNddcYyQmJhqVK1c26tWrZ/Tr18+YNm2axXoHDhwwbr/9dqNevXpGZGSkUb9+fWP48OFGXl6eYRiGsX37dkOSMWHCBMMwDCMvL8+47bbbjKZNmxrVqlUzYmJijA4dOhhTp0612O4555xjnHPOORbL9u7da1x77bVGfHy8ERkZabRo0cK8XRPT/l544YUyz0mS8dhjjzl0vObNm2eMHDnSqFWrllG9enVj2LBhxoEDB8qs/+abbxpNmzY1KleubCQkJBi33HKLcejQoTLrvfTSS0a9evWMqKgoo0uXLsaKFSvKPMe5c+cakozPP//c6nMq/VzfeustIzU11YiKijLatWtnzJ8/v8w2i4uLjaefftpo1KiRERUVZbRp08b47rvvjOHDhxuNGjVy6LiVdOGFFxqSjEWLFtldr6TDhw8bd911l5GcnGxUrlzZaNKkifHCCy8YxcXFFuudc845RnZ2tsPbLSoqMiZMmGB06dLFqFmzphEdHW1kZ2cbY8eONY4cOVJm/UaNGhkXXXRRmeXWXmuHDx82HnzwQSM9Pd2IjIw04uPjjc6dOxsvvviicerUqXLbduzYMePhhx82UlNTjcqVKxuJiYnGFVdcYWzdutW8TunX46FDh8yv7+rVqxt9+vQxNmzYYDRq1MgYPny4eb1x48YZZ599thEbG2tUqVLFaNq0qfHUU0+Z2+Xoe8yaTz/91Bg8eLCRlpZmVKlSxYiOjjaysrKMhx9+2OZnxcGDB42oqChDkrFu3Tqr6wwfPtyoVq2a3X07+ho0jLLH7rHHHjMkGfv377dYz/R+3r59u93tHTlyxBg6dKgRGxtrSLJ4b1jz66+/GrfddpvRvHlzIyYmxqhcubLRsGFDY8SIERZ/Y8Ow/bo+dOiQERMTU+Y5mz4HbP2z9xm2bds247rrrjPS0tKM6OhoIy4uzujZs6cxe/Zsi/UkGbfddpsxadIko0mTJubPhrlz55ZpoyOvScMo/7vAMAzj1KlTxnPPPWdkZ2cbUVFRRq1atYy2bdsaY8eONQoKCuwecwAAgEAXZhg+mLEUAAAAQMC59NJLtXr1am3ZssXXTQHgorCwMN12221Wh88DAACAZzBHDAAAAIBy7dmzR99//72uvvpqXzcFAAAAAAIKc8QAAAAAsGn79u369ddf9d5776ly5cq66aabfN0kAAAAAAgoVMQAAAAAsGnevHm6+uqrtX37dk2cOFGJiYm+bhIAAAAABBTmiAEAAAAAAAAAAPAQKmIAAAAAAAAAAAA8hCAGAAAAAAAAAADAQyr5ugGBoLi4WLt371aNGjUUFhbm6+YAAAAAAAAAAAAfMgxDhw8fVnJyssLD7de8EMQ4YPfu3WrQoIGvmwEAAAAAAAAAAPzI33//rfr169tdhyDGATVq1JAkRXZ/WGGVon3cGsC/JDZt6usmAEElu2m8r5sAAAAA2LR2Q56vmwD4ldwNG3zdBAA+Ypw+oVPznzLnB/YQxDjANBxZWKVoghighKTsLF83AQgaLbPq+roJAAAAQLlat6kuSfpz3T4ftwTwD8mtztKetet83QwAPuTIdCYEMQCcRgADuA8BDAAAAAKR6TyWQAY4009CGAPAHvszyABAKYQwgHu0zKpLCAMAAICAx3ktcAb9JQDsIYgB4DBOKoCK40IVAAAAwYhzXIB+EwC2MTQZgHJxIgFUHBemAAAACHYMVwb824fCUGUASqIiBoBdhDBAxVABAwAAgFDDOTBAfwoASwQxAGzipAFwHRefAAAACHWcDyPU0a8CwIShyQCUwYkC4DouNgEAAIB/MVwZQl1SdhbDlAEgiAFgiRAGcA0BDAD4VveMOJ/te/6mgz7bNwAECgIZhDLCGAAEMQDMCGEA5xHAAIDjfBmWeJInnxchD4Bg0zKrLmEMQhJhDBDaCGIASCKEAZxFAAMglAVroOKPXDnWhDcA/B3VMQhVhDFA6CKIAUIcAQzgHAIYAMGKcCV4OPO3JLQB4EsEMghFpn4YAhkgtBDEACGMEAZwHAEMgEBGyAJbHHltENYA8DSGK0MoojoGCC0EMUCIIoQBHEMAA8DfEbLA0+y9xghpALgL1TEIRYQxQOggiAFCDAEM4BgCGAD+hLAF/oqQBoC7UR2DUEMYA4QGghgghBDCAOUjgAHgK4QtCDaENABcRXUMQg1hDBD8CGKAEEEIA5SPEAaApxG2AGfYei8Q0AAoiUAGoYQwBghuBDFACCCEAewjgAHgbgQugGsIaABYw3BlCBWEMUDwIogBghgBDGAfAQyAiiJwAbzD2nuNcAYILVTHIFQQxgDBKdzXDaiooqIijRkzRqmpqapSpYrS0tL05JNPyjAM8zqGYejRRx9VUlKSqlSpot69e2vz5s0+bDXgeYQwgG0ts+oSwgBwWveMuDL/APgO70kgNHEej1CQlJ1Fvw4QZAK+Iua5557T22+/rYkTJyo7O1srVqzQtddeq5iYGN15552SpOeff16vv/66Jk6cqNTUVI0ZM0Z9+vTRunXrFB0d7eNnALgfX9aAdVy0AXAEnblA4KJyBggNVMcgVFAdAwSPMKNk6UgA6tevnxISEvT++++bl11++eWqUqWKJk2aJMMwlJycrHvuuUf33nuvJKmgoEAJCQn68MMPNXjw4HL3UVhYqJiYGEX1elJhlQhu4L8IYADrCGAA2ELoAoQmwhkgeBDGIBQQxgD+yTh9QifnjFFBQYFq1qxpd92Ar4jp3Lmz3nnnHW3atEkZGRn6448/tHDhQr388suSpO3btys3N1e9e/c2PyYmJkYdOnTQ4sWLHQpigEBACAOURQADoCRCFwAmpT8PCGaAwEV1DEIBlTFA4Av4IOaBBx5QYWGhmjZtqoiICBUVFempp57SsGHDJEm5ubmSpISEBIvHJSQkmO8r7eTJkzp58qT5dmFhoYdaD7gHIQxQFiEMAIIXAI5iSDMg8LXMqksYg6BGGAMEtoAPYqZOnapPPvlEkydPVnZ2tn7//XeNHj1aycnJGj58uEvbfOaZZzR27Fg3txTwDEIYwBIBDBCaCF0AuBtVM0DgoToGwY4wBghcAT9HTIMGDfTAAw/otttuMy8bN26cJk2apA0bNmjbtm1KS0vTqlWr1Lp1a/M655xzjlq3bq3XXnutzDatVcQ0aNCAOWLgVwhgAEsEMEBoIXgB4GsEM4B/I4xBMCOMAfxDSM0Rc+zYMYWHh1ssi4iIUHFxsSQpNTVViYmJ+vnnn81BTGFhoZYuXapbbrnF6jajoqIUFRXl0XYDFUEIA/yLAAYIfoQuAPwRFTOAf6M6BsGMyhgg8AR8ENO/f3899dRTatiwobKzs7Vq1Sq9/PLLuu666yRJYWFhGj16tMaNG6cmTZooNTVVY8aMUXJysgYMGODbxgMuIIQB/kUIAwQnghcAgYhgBvBPzB2DYEUYAwSWgA9i3njjDY0ZM0a33nqr9u3bp+TkZN1000169NFHzevcf//9Onr0qEaOHKn8/Hx17dpVP/30k6KjGWYMgYUQBjiDAAYILgQvAIJRyc82QhnAt6iOQbAijAECR8DPEeMNhYWFiomJYY4Y+BQhDEAAAwQLghcAoY5gBvAdwhgEI8IYwDdCao4YINgRwAAEMECgI3gBAEtUywC+Q3UMgpGp74hABvBfBDGAHyOEAQhhgEBE8AIAjmNuGcA3mDsGwYihygD/RRAD+ClCGIQ6AhggcBC8AID7UC0DeA/VMQhGhDGAfyKIAfwQIQxCGQEMEBgIXwDA8whlAO+gOgbBhjAG8D8EMYAfIYBBKCOAAfwbwQsA+BZDmAGeRXUMgg1hDOBfCGIAP0EIg1BGCAP4J8IXAPBfVMsAnkF1DIIJYQzgPwhiAD9ACINQRQAD+BeCFwAITIQygHtRHYNgQhgD+AeCGMDHCGEQighgAP9B+AIAwYVQBnAfqmMQLAhjAN8jiAF8iBAGoYgQBvAtghcACB2EMkDFEcYgWBDGAL5FEAP4CCEMQg0BDOA7hC8AAEIZwHUMVYZgQRgD+A5BDOBlBDAINQQwgG8QvgAAbCGUAVxDdQyCAWEM4BsEMYAXEcIg1BDCAN5F+AIAcJbpu4NABnAM1TEIBoQxgPcRxABeQgiDUEIAA3gP4QsAwB2okgGcQ3UMAh1hDOBdBDGAFxDCIFQQwACeR/ACAPA0QhnAMYQxCHSEMYD3EMQAHkYIg1BBCAN4DuELAMBXCGUA+xiqDIHO1G9FIAN4FkEM4CEEMAgVBDCAZxC+AAD8DfPJALZRHYNAR3UM4FkEMYAHEMIgFBDAAO5H+AIACARUyQDWUR2DQEcYA3gOQQzgZoQwCAWEMID7EL4AAAIZVTJAWVTHIJARxgCeQRADuBEhDIIdAQzgPgQwAIBgQpUMYIkwBoGMMAZwP4IYwE0IYRDsCGGAiiN8AQCEAqpkgDMYqgyBjDAGcC+CGMANCGEQzAhggIohfAEAhCqqZIAzqI5BoCKMAdyHIAaoIEIYBCsCGMB1hC8AAFiiSgahjjAGgYowBnAPghjARQQwCGaEMIDzCF8AACgfVTIIZQxVhkBFGANUHEEM4AJCGAQrAhjAeQQwAAC4hioZhCqqYxCICGOAiiGIAZxECINgRQgDOI7wBQAA9yGQQSgijEEgIowBXEcQAziBEAbBiAAGcAzhCwAAnsWwZQg1DFWGQEQYA7gm3NcNAAIFIQyCESEMUL7uGXGEMAAAeBnfvwglXJch0NBHBjiPihjAAXzBINhwog/YR8cPAAD+gWHLECoYqgyBhsoYwDkEMUA5CGEQbAhhAOsIXwAA8F8EMggFDFWGQEMYAziOIAawgQAGwYYABrCOAAYAgMDBPDIIBVTHIJAQxgCOIYgBrCCEQbAhhAEsEb4AABD4qJJBMCOMQSAhjAHKRxADlEIIg2BCAANYIoABACD4EMggWDFUGQIJYQxgH0EMUAIhDIIFAQzwL8IXAABCA4EMghXVMQgUhDGAbeG+bgDgLwhhECwIYYAzumfEEcIAABCCOAdAMOI6D4GC/jXAOipiAPElgeDAiTlA9QsAAPgXFTIINlTGIFBQGQOURRCDkEcIg2BACINQRwADAABsKXmeQCiDQMe8MQgUhDGAJYIYhDRCGAQDQhiEKsIXAADgLKpkECyojkEgIIwB/kUQg5BFCINARwCDUEUAAwAAKopABsGAMAaBgDAGOIMgBiGHAAbBgBAGoYgABgAAuBuBDAIdYQwCAWEMQBCDEEMIg0BHAINQQ/gCAAC8gUAGgYx5YxAICGMQ6sJ93QDAWwhhEOgIYRBKumfEEcIAAACv4xwEgYxrRvg7+uYQyqiIQUjggx6BjJNphBI6PgAAgD+gQgaBiqHK4O+ojEGooiIGQY8QBoGMEAahgl+fAgAAf8Q5CgIR15Hwd/TVIRRREYOgxgc7AhUnzggFdGoAAIBA0T0jjuoYBBTmjYG/ozIGoYaKGAQtQhgEKkIYBDt+WQoAAAIR5zAIRFxfwp/Rd4dQQkUMghIf5AhEnCAj2NFxAQAAggHzxyDQMG8M/BmVMQgVVMQg6BDCIBARwiCY8etRAAAQjDjHQSDhmhP+jL48hAIqYhBU+OBGIOKEGMGITgkAABAqqJBBoGDeGPgzKmMQ7AhiEDQIYRBoCGAQjAhgAABAqCKQQaBgqDL4K8IYBDOGJkNQIIRBoCGEQbBhaA4AAIAzOC9CIOCaFP6KPj4EKypiEPD4gEYg4WQXwYZOBgAAAOuokIG/ozIG/orKGAQjKmIQ0AhhEEgIYRBM+KUnAACAYzhngj9rmVWXa1X4Jfr8EGyoiEFA4sMYgYYTWwQLOhIAAACcR3UM/B3VMfBHVMYgmBDEIOAQwiCQEMAgWBDAAAAAVByBDPwZYQz8EWEMggVDkyGgEMIgkBDCIBgwBBkAAID7cY4Ff8V1LPwR/YEIBgQxCBh86CJQMMYuggGdAwAAAJ7H+Rb8Edez8Ef0CyLQMTQZAgIftggUnLAi0NEZAAAA4F0MVwZ/ZLq2Zagy+BOGKUMgI4iB3yOEQaAghEGgInwBAADwPQIZ+CPmjYG/IYxBoCKIgV8jhEEgIIBBoCKAAQAA8D8EMvA3hDHwN4QxCETMEQO/RQiDQEAIg0DE/C8AAAD+j/M1+BOufeFv6DdEoCGIgV/iwxSBgBNRBBoCGAAAgMDC+Rv8CdfA8Df0HyKQMDQZ/A4fovB3nHwi0HDxDgAAENgYrgz+wnQ9zFBl8BcMU4ZAQUUM/AohDPwdIQwCDSEMAABA8ODcDv6Ca2P4E/oTEQgIYuA3+NCEv+NEE4GEYSwAAACCE+d58BdcI8Of0K8If8fQZPALfFjCn3FyiUDCRTkAAEBoYLgy+IOWWXUZpgx+g2HK4M+oiIHPEcLAnxHCIFDwy0gAAIDQxDkgfI3rZvgT+hnhrwhi4FN8OMKfcTKJQEAAAwAAAM4J4WtcP8Of0N8If8TQZPAZPhThrziBRCDgQhsAAAClMVwZfMl0Lc1QZfAHDFMGf0NFDHyCEAb+ihAG/o5fOwIAAKA8nC/Cl7iuhr+g/xH+hCAGXseHIPwVJ4vwZwQwAAAAcAbnj/Alrq/hL+iHhL9gaDJ4FR9+8EecIMKfcfEMIFh0Tg7Nz7NFuxkeCIBvdc+IY6gy+ETLrLoMUwa/wDBl8AcEMfAaQhj4I0IY+CsCGAD+KFTDlIpw9ZgR4ABwJ+aOga8QxsBfEMbA1whi4BWEMPBHhDDwV4QwALyNgMX/OPo3IbAB4AwCGfgCYQz8BWEMfIkgBh5HCAN/RAgDf0QAA8ATCFmCmyN/X8IaAKUxXBm8jTAG/oIwBr5CEAOPIoSBvyGAgT8igAFQEQQtKI+91wghDRC6qI6Bt5muxwlk4GuEMfAFghh4DCEM/A0hDPwNAQwARxC0wJMIaQBQHQNvozoG/oAwBt5GEAOPIISBvyGEgT8hgAFgDYEL/A0hDRA6qI6BtxHGwB8QxsCbCGLgdoQw8CcEMPA3hDAACFwQDKy9jglngMBHdQy8iTAG/oAwBt5CEAO3IoSBPyGEgT8hgAFCD4ELQo2t1zwBDRBYqI6BNxHGwB8QxsAbCGLgNoQw8CeEMPAXBDBA8CNwAeyjegYITFTHwFsIYwCEAoIYuAUhDPwJIQz8AQEMEJwIXQD3IJwBAgPVMfAWwhj4GlUx8DSCGFQYIQz8BQEM/AEBDBA8CF0A7yr9niOYAfwH1THwBsIY+BphDDyJIAYVQggDf0EIA39ACAMELkIXwP9QNQP4F6pj4A2ma3sCGfgKYQw8hSAGLiOEgb8ghIGvEcAAgYfgBQhMVM0Avkd1DLyB6hj4EmEMPIEgBi4hhIG/IISBLxHAAIGB0AUIXgQzgG9QHQNvIIyBLxHGwN0IYuA0Qhj4AwIY+BohDOC/CF6A0EUwA3gX1THwNMIY+BJhDNyJIAZOIYSBPyCEgS8RwAD+h+AFgC0EM4DnUR0DTyOMgS8RxsBdCGLgMEIY+ANCGPgKAQzgPwheALiq5OcHoQzgXlTHwJMIY+BLhDFwB4IYOIQQBv6AEAa+QAAD+B7BCwBPoFoGcD+qY+BJhDHwJcIYVBRBDMpFCAN/QAgDXyCEAXyD4AWALxDMAO5DdQw8hTAGvkQYg4ogiAHg1whg4AsEMIB3EbwA8EcMYwZUDNUx8BTCGPgSYQxcRRADu6iGgS8RwsDbCGAA7yB4ARBoCGUA11EdA08w9RcQyMAXCGPginBfNwD+ixAGvkQIA28jhAE8q3NynPkfAAQyPs8A53GuDU+h7wC+Qr8pnEVFDKziwwS+xIkUvImLQsAz6KAEEAqYVwZwHEOVwVMYqgy+QmUMnEFFDMoghIEvEcLAmwhhAPfiV+IAQh2fg0D5OAeHJ9CXAF+hHxWOoiIGFvjwgK9w0gRv4uIPcB86GwHAOuaVAWyjOgaeQGUMfIXKGDiCIAZmhDDwFUIYeAsBDFBxBC8A4DxCGcC67hlxhDFwK8IY+AphDMpDEANJhDDwHUIYeAshDOA6whcAcB9CGcASYQzcjTAGgD8iiAEhDHyGEAbeQAADuIbwBQA8z/RZSyCDUMdQZXA3whj4AlUxsCfc1w2AbxHCwFcIYeANhDCAc5hkGoAv5eflave29crPy/V1U7zOW5+/Mya8ppeu7+fRfQAVwfk73Il+B/gCfa2whYqYEMYHA3yBEyF4AxdwgOMIXQD4g42rFipn3Urz7ZSstsps01X5ebk6VnhIVWvWUmx8oqQzgU3eru0ywsJUJznFvNwZT95/q3746lNJUkSlSqoZU0vpmdk6r9/luujyoQoP991vFjMr/6OPxr+iX3+Zqb25uxRdrYbi6zVS2/MGqF3fyxQZXcVnbQO8geoYuBOVMfAFKmNgDUFMiCKEgS8QwsDTCGAAxxC+APAn+Xm5FiGMJOWsW6mTx45qT84G87KUrLbm+0y2rV5qDm2c1bH7uXrk2f+oqKhIhw7s1+L5s/XqUw9q7oyv9fz4T1Wpkucul/85dUqVIyPLLN/1V45uGtxX1WvE6OZ7xig9I0uVI6O0ddM6fTjxXdWsk6DmXXp7rF2AP2HuGLgLYQx8gTAGpRHEhCBCGPgCIQw8jRAGsI/wBYC/ytu13erykiGMpDJhTcnlCQ3Sna6MiYyMUu06CZKkuonJysxupeat2+uOay7RD19O1sUDr5EkHS4s0BvPjtGC2T/o1KlTataitUY99JSaNGshSdq5Y7tef+Zhrfl9hU4cP6aUtAzdfM+jOrtLD/O+Lu3RUv2vuFp/79iq+bN+UI/z+2nM82+VadMLj9+riIgITfhqjqpUrWZeXq9hirr3vlCGYWjxnkOSpEN7d+ur18Zq82+LFBYWrqZnd9elox5Tjbh48+N+/mS85n/+gf45cUKtel6oarF8FyCwEMbAXQhj4AuEMSiJOWJCDCEMfIEQBp7UPSOOEAawgTlfAPi7jasWauuaZRXezv7dORa3XZ1vpl2n7mrStLl+mfmtednDd4zQoQP79fL7n+vD6XOVkd1KdwwfoIL8M4HI8WNH1Omc8/TGR9M18et56tDtXN130xDl7v7bYtuT339DTZo218Sv5+na2+4rs++CQwe1bOEcXX7VDRYhTElhYWHqnBynjomxmvLYrTpWmK9bX5usm16aqAN7/tLHY+80r/v7nO8188PXdOGN92r0O9NVs3YdLZr+iVPHA/AHnO/DXeibgC/QFwsTKmJCCG98+AInOvAkLsiAsghdAAQKa0OSmSSlNC1TEWNPmGGY/29rvhlHNUproi0bzvx69Y8Vi7Xuz5X6YclmRUZFSZLufOBJzZ/1veb+9LUGDB6hJs1amKtjJOmmux7W/FnfacHPP+rKq0eal7ft1F1Dr7/d5n537tgmwzDUMLWJxfK+Z6fp1MmTkqTLh12v2+4fqxWL5mnbpnX6Yu7vSkiqr0W7D2rIQy/qheF99df6P9WwWUvNnzZBZ184UB0uGihJuuCGe7Rp5SKdPnXS4WMB+BOqY+AOpj4KqmPgTVTGQCKIAeBBhDDwFAIYwBLhC4BAdKzwkNXljVt0UJOWHRVVtZpFoJKa1VYnSs0bYxJfL1WS7flmnBm6zDDOVJ5I0uYNa3T82FH1PTvNYp2TJ45r119nhlQ7dvSI3nvjOS2aO1MH9ueqqKhIJ08c197dOy0e06x5a4f2X9r7035WsVGsx+8eqVOnTp15Tls3qW5SPSUk1Zf0v++B5A4aXzNG+3ZsUcNmLbVvx1Z1vnioxbZSsttoy6olLrUD8AeEMXAXhiqDtxHGgCAmRFANA28igIEnEcIAZxC+AAh0VWvWsrq8TnKKJCmzTVclNEjXscJDqlqzlkWQUjKMSc1qa77PVrhzrPCQw0FMztaNSqrfUJJ0/OhR1a6TqP988m2Z9WrUiJEkvfHsGC3/9Rfd/sCTqt8oVVHRVfTw7cP1zz//WKwfXcX6cGMm9Rs1VlhYmP7avtlieb2GKZKkqOhoh9qfXqs63xEIaqbrAQIZVBRhDLyNMCa0EcSEAEIYeBMhDDyFAAYgfAEQXGLjE5WS1bZM1UvJwCQ2PrFMgNKySx81zGxlNaCxFe7YWl7aisXztXXjOg0ecaskKTO7lQ7m7VWliErmcKa0P39bqgsvG6oe5/eTdKZCZs+uv9TGoT3+K6ZWnM7u0lPTPn5PV1490uY8MZKUkpahfXt2ae+eneaqmO2bN+hwYYFS0zMlSWlNMnXyrw3qnBynRbvPdFjvWPu7k60C/BfVMXAHwhh4G2FM6Ar3dQPgWYQw8CZCGHgKIQxCXefkOEIYAEEps01XdegzSC06na8OfQYpw8G5XGLjE5XcuFmZkMYU7pRUOtwxOXXqpA7s36t9ubu1ce0f+vDtl/R/twxTl559dMGlgyVJ7bv0UPM27fV/twzT0gVztGfnX/rzt6Ua//KTWr96lSSpQaM0/TLzW21at1qb16/WY3ffqOJio8z+HHHv4y+qqOi0rr20l2Z//6VytmzUjm2b9dPXU7Rj22ZFRESY29U4I0uP3z1SG9f+obV/rNQT99+iNmd3UbMWZyKgQcNv1nfTPtF30z5R/ZMHtfbz/yo3Z7O93QMBh+sEuAN9GfA2+mtDExUxQYw3NbyJExd4AhdWCGUELwBChbWql4qwN6RZSUvm/6x+nZsqolIl1awZq/SmzXXXI8/qwsuGKDz8zG8Ww8LC9NK7U/Xfl8dp3IO3K/9gnmrH11Xr9p0VF19HkjTqoaf01IO3a+SgPoqtFaerRo7S0SOHXWp7/Uapmvj1PE0c/7LefvEJ7du7W5GRUUpJy9TQ62/X5cOuN7fr+fGf6OUn/k+3DL1IYWHh6tj9XN3z6HPmbfW+6DLt/Gu7/vP8Yzp16qR6nN9fVw67TksXzLGokgECHUOVwR2ojIG3URkTesIMw3DtpzohpLCwUDExMYrq9aTCKjk2Lq+vEcLAmwhh4AmEMAhFhC8AAl1+Xm65AQj8C4EMgglhDCqKMAbeRBAT+IzTJ3RyzhgVFBSoZs2adtelIiYIEcLAmwhh4G4EMAhFBDAAgsHGVQst5ntJyWqrTAeHGgtGgRJKmb6DCGQQDJg3BhVFZQy8iaqY0EIQE2QIYeBNhDBwN0IYhBLCFwDBJD8v1yKEkaScdSuV0CDdr0MITwnEUKrk9xKhDAIZQ5Whoghj4E2EMaEj3NcNgPsQwsCbCGHgTt0z4ghhEBI6J8eZ/wFAMDlWeMip5cHMVii1+c8lys/L9VGrnMN3FYIB1xeoCPo84E306YYGgpggwRsW3tIyqy4nJHArLpAQCujQAhDsqtas5dTyYGYrfNq2eqmWzpiijasWerlFruP7C4GOaw1UBH0f8Cb6doMfQQwAh3ESAneiCgbBjuoXAMEqPy9Xu7ett6juiI1PVEpWW4v1UrPahuSwZOWFTznrVgZMZYwJ32cIZFxzoCLoB4E3EcYEN+aICQK8SeENnHzAnbgYQjCjowpAMLM390lmm65KaJAeEBPUe5IplCo9PFlJxwoPOXV88vNy3X5cXdmm6TuOOWQQaJg3BhXBnDHwJuaMCV4EMQGOEAbeQAgDdyGAQbAifAEQCmzNfZLQIN3ckR8bnxiyAUxJplAqb9d2bV2zrMz9jgzZFvbPP6rzxSda3DBZW7avNy8vGX65yl6g5oiS33uEMggk3TPiCGPgEsIYeBNhTHBiaLIARggDbyCEgbsQwiAYMVQLgFBia+4TW8tDXWx8otJbdXJ5yLawUyfV4Nkxaj/uEYUVFZmXV3RoM1uBmqvb5LsQgYbrEriK/hF4E/2+wYeKmADFmxHewEkG3IELHQQjOpwAhCJbVRyOVHeEmpLDfrk6ZFtxtepa+vCT6vzw3eo7Y4Z+vPBC833ODm1Wkr1ArSLVTAxbhkDCUGVwFZUx8CYqY4ILQUwAIoSBNxDCwB0IYRBMCF8AhDprc584Wt0RSmwN++XKccpt014/XHSR+n33nQ7ExWlZx46SpOLiYpfb5+lAjUAGgYShyuAKwhh4E2FM8CCICTCEMPAGQhhUFAEMggkBDAD8y9XqjlDhyDw6zggPD9fKdu0Ud/Cg+syYoUO1amlzZqbCw10fZdxbgRqBDAIFYQxcQRgDwFkEMQGEEAbeQAiDiiKEQTAgfAEA22LjEwlgbHD3sF+mKpVZvXur1sGDumLaNE247roKV68kNEhXRHiEjLAw1UlO8ejfk0AGgYAwBq4gjIG3UBUTHFz/GQ28ihAGntYyqy4hDCqMEAaBjgmHAQAV4e5hv0zVKwoP15eXXab9dero6qmfq+4/RS63ceOqhVo6Y4q2rlmmbauXau/fW1zeljP4joW/654Rx/UMnEY/CryFvuHARxADgBMHVBgXLQh0dA4BANzBHJyU4OiwX/l5udq9bb3y83Itlme26aoOfQap2Tn9tOm/nyoiuooybxqi8KNHnG6fraHTSu/Tk/jOhb/jugbOok8F3kIYE9gYmiwA8CaDJ3HCgIriQgWBjI4gAIA75eflqkZMbWV36K3w8HCH59HZuGqhRUCSktVWmW26mm+XHA5uw7tTlD3oAjW56wZtfPsTKSLC4fa5e+i0imDIMvgzhiqDsximDN7CMGWBi4oYP0cIA08ihEFFUAWDQGX6JS4hDACgNFtVKY4wDfm1evFMrV06W4cLDjhcCeNMlcrxzGxtfv0Dxc6frUZPP+xUG909dJo78J0Mf8W1DpxFHwu8hf7iwEQQ48d4U8GTOEFARXBRgkBERw8AwJ6SQcrSGVO0cdVChx9bkSG/7FWp2NrX+vr1tO7uh5X00X+V8PE7DrczNj5RSSlNLZY5OnSap/E9DX/Ej8/gLPpa4C30Gwceghg/xZsJnsSJASqCCxEEGjp2AADlqejcKc6GKSU5U6VSMiyaVi1ca/sNUMq4BxU7d4ZD7dy4aqH25Gww305KaaqMEkOg+QO+t+GPuAaCM+hzgbfQfxxYCGL8EG8ieBInBHAVvwZDoKEjBwDgqIoEKZJUXFxsdbkjQ37FxicqJautxTJrVSrWwqIvzmqpfV17qsldN6jqutV292Pt8XtyNrg0DJs38D0Of8O1EJxB3wu8hX7kwEEQ42d488CTOBGAq7joQCCh4wYA4KyKzJ2ycdVCrV06u8xyZ4b8ymzTVR36DFKLTuerQ59BVqtUrIVCRni4ltzzkI6npitz5GBVzt1tcx+2QqWtq5c61EZf4Tsd/oTrIjijZVZd+mHgFfQnBwaCGCBE8OUPV1AFg0BhCl/orAEAuMLRqpTSrFWZSFJ2h95OD/kVG5+o5MbNbO7TVigUVTdZG8dPlsKkpjcNUfjRI049Pm93jt9WxZjwHQ9/wvURnEV/DLyBMMb/EcT4Ed4w8BS+9OEKLjAQCOiYAQC4iyNVKaXZqjIJD3f/pba9sOifhCRtfHeKondsU/rdNyp/7y7t3rbeImCJjU9UfHKK1W07OgSbr/G9D3/BD9bgLPplAFTydQNwBiEMPIUve7iCiwr4OzphAACeEBuf6PBwYlLFhjRzRWabrkpokK5jhYdUtWYti7Yea9pcm199Xxkjhyj23hu0tG9fSVJKVltl/i9USmvRQXm7c7zWXk8xnQcs2n3Qxy1BqOueEaf5m3gdwjEts+rqz3X7fN0MBLGk7CztWbvO182ADVTE+AFCGHgKIQycxS+74O/4JSwAwJ+4OqRZRfdpawiznOYt9eMFfdVxyRK1X7bszLJ1K82VMb5orydxXgB/wPUTnEE/DTyNfmb/RUWMj/HmgKfw5Q5ncQEBf0YnCwDAX9mrUvG2Y4WHtPrss1X74EH1/fFHHYqN1ZaMDB0rPGRulz+1112okIGvURkDZ1AZA0+jMsY/URHjQ4Qw8BRCGDiLEAb+il+6AoBj8vNyy8wJAu+xV6XiTaYhxmaef742ZWToimnTlJCbW2bosdLtLf36CdTXE+cM8CWuqeAM+m3gafQ7+58wwzAMXzfC3xUWFiomJkZRvZ5UWKVot2yTNwM8hS9zOIOLBfgrOlIAwHEbVy1UzrqV5tsl5wSBe+Tn5bq9gsQT25T+fT1UPnlS106YoBqnTmn+mxMUnpphdT+lXz81ayeo8MBe8+2klKZq2aWP29rnLVTHwJeojoGjqIyBp1EZ41nG6RM6OWeMCgoKVLNmTbvrMjQZECQIYOAsQhj4IwIYAHDOzi1rLTrRpTNzgiQ0SPd5dUaw8ETQ5cnwLKFBusIjKinMMPRz3Qa6+NH/U+t7btaH116req07WewnPy+3zOunZAgjSXtyNkhSwIUxDFcGX2KoMjiKYcrgaQxT5j8YmswHqIaBuxHCwFmEMPA3DEEGAM7buGqh1i6dbfW+Y4WHvNya4GQtqMhZt7JCQ3Z5YpsmG1ct1NIZU7Rt9VJtXbNMWwv2afLQoYrPy9NlX3yhHWuWW+zH0dfJnpwNATdMmQnnGPAVrrngKPp04Gn0RfsHghgv44UPd+MLG87onhHHBQH8Cp0jAOAaa535JZWeEwSusRVUuBp05eflatfWtW7dZsltW3tN7E1K0rQrr1TGpk06b9Ysi/048zoJ9HCP8w34AtdecBR9O/A0+qR9jyDGi3jBw934ooYzuAiAPyGAAYCKsdcpnprVNqSHJTNNNL9zy9oKTzhfXFzs1HJ7TNUqO7essXp/RcMze6+JzRkZ+qlvX3VavFiZs38yL4+NT1RKVttS7bD+/RwM4R7nH/AFrsPgKPp4gODGHDFeQggDd+MLGs7g5B/+gs4PAHAPW53i2R16q356tpdb4z9Kz71i4uocLOHh1n+7aGu5Nfl5udq/O8duBZO18Cw/L1fHCg+pas1aDgVr5QUlyzt0UKoqKevlp7ShaQsVdO8tScps01UJDdIt9vXnrzPMc8PYap+/cPY4ScwfA+8zXY8xbwzKw5wx8CTmi/EtghgvIISBuxHCwFEEMPAXBDAA4F6mSoaSnfupWW39KoRxpYO8ItuzN1xbzrqVSmiQ7nQ78vb8ZXW5o9UhtoIhk/rpzVUvLbtMu0o/ztEgKT45RXm7c8y3U7Paqm6JkKVg8O3Kv2WYmtx5ndZO+VHHM8+8XmLjEy3a0LJLHzXMbOXWv58nuHqcTAhk4G3dM+IIY1Auwhh4EmGM7xDEAAGGEAaOIoSBPyCAAQDPsVbJ4C9KV1S4WpFi4kiHe3lzmBwrPOTUMcrPy7V4DiZJqU0d2k558/hIshrCWHtceUFS6eMTn5yitBYdzOuXfNzmV95T9pAL1fTGQVozbbb+qfu/+4qLpRKVPqXDGWe4O4SztQ9nj5MtnZPjCGPgNYQxcARhDDyJMMY3mCPGw6iGgTsRwsBRhDDwNcZgBwDviI1PVHLjZn4dwkhnOshdnavFVod76e2VV6Xi7BwntoKd+MSGDj0+b9d2u/fbGu7L1n5tLbd2fEpWxZRWXK26Nv73U4UVFyvzpiEKP3ZUktS6d1vF/vyj3TY7wjQXzurFM7V0xhRtXLWwwtu0xtnjVB7OXeBNXK/BEfQBwZPos/Y+ghgP4gUNd+ILGI7onhHHST18ik4MAAhttqpIJNc7yLeuXurQ9qxNPG/iyhwntoIbRwMdIyzM5n1pzc9Who0KIWf361Jwc7xQy597U1W2bVb6vTdJRUUqqlZNcbO+t9lmRzgamrlDRf8+tnAeA2/hug2Ar9F37V0MTeYhvJDhToQwcAQn8vAlOi0AAJL9sMWVDvL8vFyb1R3WtldyuLbi4mKFh4e7PDyWrXl4HN1WneQUbbMRIsXXS3Xbfp0JJEoOYbZa0ok77lavF55SwxceV+HZXVVrzk822+UIe6GQu6u2HD1OrgyTxtwx8BaGKUN5GKIMnsYwZd5DEOMBhDBwJ0IYOIIQBr5CAAMA/s0bc3WUZCsUSEpxbF6V0mwN7xUTn2RzexWZ26S0iszDYy0okBwLczwx/0/JapWw4mI1X7NGv6ekKHnUA2r2ytPKHTxC0Tt3KHL33zqV3MClfXiqSsWW8o6TI3ML2UMgA28wXcsRyMAWwhh4GmGMdxDEuBkhDNyJEAaOIISBrxDCAIB/q2gntCushQ9JqU3VsnMfl7Zna3iv2kmOzdPiDhUJdkxBwf7dOQozDMXXS3V4W47u19EqlJLrVTl2TBd+/70q//OPdnfrqQN9+ith6keSpJrLflXegMEOtdFamytSReTqPq1t39YwaQkN0p1uT+fkOMIYeBzVMbCHMAYIfAQxgJ8ihEF5CGDgKwQwAOD/3NkJ7Sx3VnPYGt6rTnJKBVroXe6s0LGmvCoUU1XUkRJBzLHq1fXqXXep1e+/q/u6Dar2V45OV6uuiKNHVGvmdy4HMZJnqnlc4e5h0qiOgTcQxsAewhh4ElUxnhfu6wYEE6ph4C6EMCgPIQx8oXNyHCEMAAQIZydwd7fY+EQlN25W4U54U4VFSZ6usAg09o7RxlULtXTGFK1ePFPb1y63WOdkdLT2X3ebVs9aqfUffKHD7Tqd2d6ieW5pkzv+/hXhqWHSOB+Cp3GtB3voL4In0bftWVTEuAkvVLgLX6ooDyfm8DY6GwAg8Hh7rg5P8pcKC39m7RhZq4oqKbtDb9VPz5YkFXTrpYJuvVRl/RpF7t0jyfvzC7mbp4dJY7gyeBKVMbCHyhh4EpUxnkMQ4waEMHAXQhiUhxAG3kQAAwCByxdzdXiSp4f38neOhCKlj1F51U/h4WUHyDjerLmON2te7vxCgRLSeDrEY7gyeBJhDOwhjIEnEcZ4BkFMBRHCwF0IYWAPAQy8iQAGAIIDlSTBobxQxJbyqp9s3V/e/EKutsdXnA3xXAmZqI6BpxDGwB7CGHgSYYz7EcQAfoAQBvYQwsCbCGEAwL8520kc6pUkga68UMQea1VRJvaqo8qbX8jV9gSCP3+doT05G8y3nQmZqI6Bp5iuBwlkYA1hDDyJMMa9CGIqgGoYuAMhDOwhhIG3EMAAgP8LtEoEVJy9UMSR4KNkVVRxcbHCw8PLDfHszS9U0fb4s9IhjORayER1DDyF6hjYQhgDTyKMcZ+yg8LCIYQwcAdCGNhDCANv6JwcRwgDAAHAVmVEfl6uj1rkHfl5udq9bX3QP09biouLnVpuTWx8opIbN1P99GwlN27mcCVNSaYKGnshTSDLz8stE8KYlDfXjjWcX8FTuEaELfQvAf6PihgXEMLAHfiShC2cXMMb6BwAgMCRn5erXVvXWr0vGCoRbPH3CiBvTFgfHm79t5O2lruLrfmFrA13Zm+Ys0BhL2ypSMjEcGXwBCpjYAuVMfAUqmLcgyDGSYQwcAdCGNhCCANvIIQBgMBROowoLdArEWypyNwo3uCtkMjZChR3hkO25heyFdIEMlvHMymlqVueH8OVwd0IY2ALYQw8hTCm4hiaDPAyQhjYQggDT2OYDADwb6WH4bIWRpQUDJUItpQ3Ybw7OTv8mTeHibM3TFhpG1ct1NIZU7R68UwtnTFFG1ctdHt7gpW145yU2lQtu/Rx2z44D4O7cf0IW+h3gqdQoFAxVMQ4IbFpU183AQGOL0PYwkk0PImLfgDwf9YqLGrE1La6bv305qqXlm03hHG2MsIbw2w5wxtzkeTn5Wrr6qXK251jXuZIZYu3J6x3pALFmxVE/j5knKu8VelDdQzcicoY2EJlDDyFyhjXEcQAXkIIA2sIYOBJBDAAEBhsdaJnd+htdf3yQhhnO8r9sWPd03OR2BryzZHworyQKD8vV/t35yjMMBRfL7XcNjsSgtkaJszEW+GQo4GPvwV7jirvOLsLc8fAnQhjYAthDDyFMMY1BDGAFxDCwBpCGHgSIQwABA5bnejh4eFOhxHOVkb481wsnqpQKG/It/LCC3shUemAZ+uaZXaDLXeFYN6oIJIcC3z8MdjzV1THwF1M15YEMiiNMAaeQhjjPIIYwMMIYWANIQw8hQAGAAKPvU705MbNnAojnK2MsLX+/t05dvf13uvPav6s7/XRtwvstqeiPFGhUN48M46EF9ZCIlsBj61gy50hmCcriEpWtzhSDeTJYC9QK23soToG7kR1DKwhjIGnEMY4hyAGALyMEAaeQAADAIHhyftv1ZHDBXru7U/My0p2om/fvl0TJ06UJIWNHauq1aoruUGKzu7SQ4OvvbXc7dvqKD92OF/5ebmKjU/Ugf179eHbL2nR3Jnat3e3qlaposTERHXs2FGNGzeWJG1bvVTFRaeDspLBXtDiTHhROiSyF/BYC8LcPZyYJyqIrFW32At8PDlEWrBX2lAdA3chjIE1hDGA7xHEAB5ENQxKI4SBJxDCAEDgM3Wihy34WdJETZm5XNWq19DRI4f125J5mvrRO/pm6kd6a/L3Ss/Mtrkda5UR0pkhsrauWaZq8fX13JNjVKNGjG7/vyeUlpmlLauXat6Mb/T999/rjjvuMD/GX4Yoczdrxyg+OUVpLTpU6LnaC3is3edIdYmzoYojFUSObDc/L1d5u7ZbrW7p0GeQzcCnuLjY6vZsLXeUPw+h506EMXAXwhhYQxgDT6AqxnEEMYCHEMKgJAIYeAIBDAAEl9j4RMUnN5Ik1apdRzVqxihv52ZVKT6ioYOu1Pjx4/XEPTfqo+8WSTrTuT3hPy/q6ykTlX8wTylpGbrlvsfUqXtvJTRI187Na7Rr21qLffz31WdlFBfr/S9mq0rVapKkhqnpatiosdosn2deLz8/Xz/++KOeffY5hUdUUsfu5+qeR59TXLz1c9ydO7Zr1IhL1anHebrn0ef1z6lTGv/KOM367gsdKSxQ4ybNdNv9j+usDq5VMFRkSCprj/VE9UhsfKJq1k5Q4YG9FsttVdk4M9eMu6o/bG235DHa+/eWcufQSW7czOpzCg8Pt/oYW8sd5clKG3/DUGVwF8IYWEMYA08gjHEMQQzgAYQwKIkQBu5GAAMAoaFkFUDlypXVrl07zZgxQzmb1iolI1tTJo7Xpx+8qf978hVlZLXUd9Mm6f6bh2ryD4t17NCeMiHMsWPHtGXLFg279mZzCGMSXy9VVdYsk3Qm4Pnss88UGRmp59/+WFWrx+jFsffpkVHX6a1PvivTzi0b1mj0dVeo/xVX6aa7H5EkvfTE/dq+ZYOefOU9xddN0rxZ3+mu667QpO9/VYOUNKeOQ0VCCXuPdff8M/l5uWVCGEmq2yDd5mMcnWvGHdUftrZ78thR7cnZ4PB2nK38Ke8x1pQOz9y13UBCdQzcgTAG1hDGwBMIY8pXsZ+lACiDEAYlEcLA3QhhACB0lK4CiI+PlyTt2HKm03zy+2/qqpGjdF6/y9WocRPddv9YNWnWQh+9/ZLVioaDB890xqVmZJW5z1SdIUnbt2/X3r17NfqBx9W+67nKbt1Ojz7/tlYt+1Xr/vzN4nF//rZUt17VX0Ovv90cwuTu/lvff/GJnnr9Q7Vu31n1G6Vq2A13qGW7jvrui0/K7NseW+FBfl6uRx/rCntVG/bExidaVJi4uh1X2+dMCFPeHDolX0eOPqa0jasWaumMKVq9eKaWzpiijasWumW7gahzchznfqgwrklhDX1X8ISk7LLnmPgXFTGAG/FFhpI44YU7cREOINCk1KlW/kp+Lmf/UZ/u39av/aOr19TRw4XK27tHLc/qaHFfy7M6aO2qpWrXMtPmdqvZ2K6pOuOvj/6ruonJ6nTepeb7Ups0VY2aMcrZuklZLc+SJOXu2alRIy7TTXc9osHX3mJed+vGdSoqKtKg89tbbP/UqZOKiXXu+6wiQ1J5ezgrd1VtuLv6w1RdUpF5Whq36KA6ySkOHbeKDPtmrxrIE8PJBQqqY1BRVMbAGipj4AlUxthGEAO4CSEMSiKEgbsQwADwtWAIVFzl6nN3V4BTeg6R/fv3S5IystvYfVxEpcpWl3c+/zK9//772rFtk919xtROVHhERLntqxUXr/i6iZr13Rfqf8UwVatRU5J0/NhRRUREaMJXc8tsp2pV545pRUIJbw9nZWvOF0navW29w+GBvbljnFV6aLZqNeN0tPDfztiklKblVsSkZrVVk5Yd7a5TmivDvuXn5WrX1rVW7zOFZ+4eTi6QMHcMKoowBtYQxsATCGOsI4gB3IAQBiYEMHAnQhgAnhTKAYun2Tu21aMrqehkhFLqVHMosDFVARzan6v3Ppio1u07q1btM0OUxSck6c/fluisDl3M6//521JltTzLakd+RptO6tCtl76Y9L4GXnNTmXliDhcWqEbNGKWkZWjfnl3au2enEpLqS5K2b96gw4UFSk3/t9ImKipaL77zme6+YaBGX3eFXp3whapVr6GMrJYqKirSoQP71bp9Z8cOmg0VCSXcGWg4qnTVxt6/t2jpjCnm+x2d38Yd1R/WqkuOFh5U7aRGSk7JNG83qmq1MseorpcrT/78dYbdQCiY54JxFtUxqAjCGFhDGAN4B0EMUEGEMDAhhIG7EMAAqChClsBg7e+0OyZaklTVOKID+0/o2NEj2rDmd01693UdPlyg58dPNq877Po79N7rz6h+w1Q1adZC33/xiTavX62xL72jBilpVjvy733sRd00uK+uv7y3bhz1oNKbZqvo9Gkt+/UXfTn5A302Y6nad+mhxhlZevzukRr9yDM6ffq0Xnz8XrU5u4uatbCsxqlStZpeeneK7r7hSt19w5V65f1papiarj4XX6kn7r9Fdz4wThlZLXXoYJ5WLJ6n9MxsdenZx6njVJFQwhfDWZmqNuwNs+VokFSR9toamu3Anh1Kb9nRvG1bx8hblSflhTChMBeMswhjUBGm61YCGZREGAN3oyqmLIIYoAIIYWBCCAN3IIAB4CiCluDXtV1zhYWFqVr16mrUKFW9e/fWTbeNVt2EMx3SOfuPauDwm3T0SKFef2aMDh3cr9S0TD0/frIapKRJst6RX69hij6c/os+fPslvf7sIzqwb69i4+LVtHkr3f/ES+b5RB55+lW99+aLumXoRQoLC1fH7ufqnkefs9hWUdFp85Bbjz33ph6841qNGnGpXp84XY88+x9NeOtFvf7sI9q/d49ia9VWdqt2TocwJhUJJXw1nJW356gpzV4VSek2+OoY5efl2gxh6qc3V720bEIYGxiqDBVFdQxKI4yBuxHGWAozDMPwdSP8XWFhoWJiYtTo1s8VHlXV182BnyCEgQkhDNyBEAaANQQucIWrc9SUnk/E3jBapdctydHhtzzNFCr5amL3/Lxci2HJTDr0GeTzahNPt8HRY79723qtXjzT6n3ePE6BjjAGFUEYg9IIY+BuwRzGGKdP6OScMSooKFDNmjXtrktFDOACQhiYEMKgoghgAEgELnDd3j27VJB/UDGxcUpIqifJ9uvJXkDjzDBa1tZ15HElH+/pgMSZUMlTfDFHTWktu5ypQCoZxni6Dc4ce1tVO0mpTQlhnEB1DCqCyhgAnkZlzBkEMYCTCGFgQgiDiiKEAUIPgQvcacmCOfpj5RLz7VZtO6pjt14217f2+jOFM84Mo2Vr3fIeJ3knIKno3Czu5Is5akpr2aWPGma28kobnD321sKqpJSmatnZtSHsQh1zx8BVhDEoiSHK4AmEMQQxgFMIYWBCCIOKIIABQgOhCzxp755dFiGMJP2xcolS0zPNlTGOML1Oq5xO0urFZe8vLi4us8ze3CP21vFWQOLruVlKc/f8K65UFHlrDhhXjr0/hFXBhDAGriKMQUmEMfCEUA9jCGIABxHCQCKAQcURwgDBh8AF3rZ3zy5tXPeH1fsK8g86FcSYJCTVU6u2HcuEO2uXzlal00eU2LSDeZm1KoaSbA19tX93jtX19+/OcWvnu62gyJEAyd/5w5Br9rh67L0VFIUKhiqDqwhjUBJhDOBeBDGAAwhhIBHCoGIIYIDgQfASGKzNnRLo9u7ZpZVLF+rvnK0214mJdf37pmO3XoqpFaf5s3+wWG610qZUFYOkcisawgzDqeWu8oe5WTzBn4ZcsyVYj32gojoGriCMQUmEMXC3UK6KIYgBykEIA4kQBhVDCAMELkKXwOTs3CmBoPRzsqZ1u04VDp0iIiKsLi9daZNSp5pUJ818O2f/0XI72+PrpWrrmmVWl7tbMA535W9DrtkSjMc+kBHGwBWEMSiJMAbuFqphDEEMAJSDEAauIoABAg/BS+Bz19wp/sTacyqpWYvWysxq5ZbnFxMbp3bLl6vqsWOa3727FBZmXm5P6fdOzv6jZdbxVrVEyTlUkhs3c+u2Pc3e/C++GHJt55a1KjiQq5jaiaqfnu3w4xhqzL8wVBlcQRiDkghj4G6hGMYQxAB2UA0DQhi4ggAGCAyELsGpIN96p5Grc6f4A1vPycRdIYx0Zq6YfzKz1O7lF3QyKkpLO3Z0qdLGVjDj6WoJf59DxR5bbS8Zznhz2K/FP32mwgN7JUk7t6zR31tWq1PfwR7ZF7yD6hg4izAGJRHGwN1CLYwJ93UD3GHXrl266qqrVLt2bVWpUkUtWrTQihUrzPcbhqFHH31USUlJqlKlinr37q3Nmzf7sMUIBIQwIISBKwhhAP+VUqeaxT8EJ1uVGxWZO8XX7LXdHcORlVb/0ae077qR6jNjhq6pk6wOXXtWeJsl33utm6UpuXEzj1TCWJtDJT8v16378QRbbf/z1xlaOmOKVi+eqaUzpkiSOvQZpBadzleHPoOU4WTIlJ+Xq93b1pd7THZuWWsOYUwKD+zVzi1rndpfRdvhr9sPZJ2T4zhfhVO4LkZJ9JXB3ZKys3zdBK8J+IqYQ4cOqUuXLurZs6d+/PFH1alTR5s3b1atWv+WZz///PN6/fXXNXHiRKWmpmrMmDHq06eP1q1bp+joaB+2Hv6KLxZwsglncUEL+B/CltCUkFRPrdp2tBjKy11hxd49u1SQf1AxsXFera6x9pwapqbprLO7eqwdxS++rpP796nRfaN1MLuVTrdu49btOzKUmbMCZQ4Va2y1fU/OBovbOetWKqFBuktDrjlTLVRwwHqAUXAg16khyiraDn/cfrCgOgbOoDIGJVEZA3cLlcqYgA9innvuOTVo0EATJkwwL0tN/XeyR8Mw9Oqrr+qRRx7RJZdcIkn66KOPlJCQoOnTp2vwYEqrYYkQJrQRwMAVhDCAfyB4gUnHbr2Ump7p1tBkyYI5FkFIq7Yd1bFbrwpv11GeeE52hYcr/78fKq5fb9UacqkOzF6o4nr1Pba7lDrVzEHXMVV1KTjxxRwq7uJMG10JlmxV3CQ0SLe6rZjaidq5ZY3V5RXhbDv8bfvBhjAGziCMQUmEMYDzAn5osm+++Ubt2rXTlVdeqbp166pNmzZ69913zfdv375dubm56t27t3lZTEyMOnTooMWLF1vd5smTJ1VYWGjxD6GBECa0EcLAWQztAPgeQ43BloSkespo1sJtlTAlQxhJ+mPlEu3ds6vC23aGq89p755d2rR+tfPtrVpV+Z9+KUVUUq1BAxR2+LBzj3fCkgVzNH3KRM2d8a2Wzpii3A1LnX5vx8YnKiWrrcUyT86h4k7W2p6U0tTquq4ES/aqhaypn56tmrUTLJbF1E6ocDWMs+0oyZHhxiqy/VDFuSycwTUzSqIPDe4UCkOUBXxFzLZt2/T222/r7rvv1kMPPaTly5frzjvvVGRkpIYPH67c3DMnaQkJlieRCQkJ5vtKe+aZZzR27FiPtx3+hS+Q0MYJJZzFRSvgGwQu8IWCfOu/AC7IP+jVIcpcUdFKnuKERB2aOl1xfXso5vqrlD/5C6mSey8jbQVdqemZSkiqZ/G+L28Is8w2XZXQIN08uX0ghDAm1toeVbWaRYWHq8GSK9VCnfoO1s4ta1VwIFeVo6qoes1ays/LrdAxdbVqydHhxgK5KsqXTOe1VMfAEaZrZ6pjIFEZA/cK9iHKAr4ipri4WGeddZaefvpptWnTRiNHjtSNN96o8ePHu7zNBx98UAUFBeZ/f//9txtbDH9ECBPaCGHgLEIYwLuoeoGvxcRa/9y3tdxfuKuS53RWc+V/+Kmifp6pGg/e684mSrIfdJXmyOdBbHyikhs3C6gQxqR02zPbdFWHPoPUotP56tBnkDJcnOvE1Wqh+unZqhQZpe1rl2v14plaOmOKNq5a6FIbXG2HreHGTJUxJStlArkqyh9wjgtncB0NE/rU4E7BXBkT8BUxSUlJysqy/AM1a9ZMX3zxhSQpMfHMCdfevXuVlJRkXmfv3r1q3bq11W1GRUUpKirKMw2G3+ELI7Rx8ghncHEKeAeBC/xNQlI9tWrb0SLUaN2uk99Xw7izkudUr/NU+OLrirnrNhWlpevYzbe7o4mSXA+6nKmUCWSx8YluCRJcqRbyxJwrCQ3SFR5RSWGGofh6qeVux95wY3v/3mK1UiZQq6L8AfPGwBnMGwMTKmPgTsFaGRPwQUyXLl20ceNGi2WbNm1So0aNJEmpqalKTEzUzz//bA5eCgsLtXTpUt1yyy3ebi78DCFMaCOEgTMIYQDPInyBv+vYrZdS0zNVkH9QMbFxHg1hTJPWm4IIV/fp7kqe49feqEpbt6jGQ/eqqFGKTl7Qz6XtlOaOoCtQQ5n8vFyvBgbOhjr2QhBX2lt6iLGi4qJyt2NrWLHi4mK7IREBjOsYqgzOIIwB4AnBGMYEfBBz1113qXPnznr66ac1cOBALVu2TO+8847eeecdSVJYWJhGjx6tcePGqUmTJkpNTdWYMWOUnJysAQMG+LbxAHyGEAaOIoABPIfwBYEmIamex6tgSs/pUpKz87t4opLn8NinFbF9q2JuuFoHf5ij063auLytktwZdAVKKOPovCe+5M45V1ytrjENN1Z6rpzwcOsjrbsaEqEsqmPgKMIYSFTFAOUJ+CCmffv2+uqrr/Tggw/qiSeeUGpqql599VUNGzbMvM7999+vo0ePauTIkcrPz1fXrl31008/KTo62octh69RDRO6CGHgKEIYwL0IXgD7rM3pUlLJCewdVTLgKCoqUkREhPbu2VVmGyWrcOxuPyJCBe9MVI0+56jG5f209fOvFdemncPtsccTQZc/hDLWql48MeSXJ9gKQVxpY0Wqa6wNN2aaI6Y0V0Ii2EYYA0cRxkAijIF7BVtVTJhhGIavG+HvCgsLFRMTo0a3fq7wqKq+bg7cgBAmdBHCwBEEMID7EL4gmDgcVrho0/rVmjvjW7vr9OzTXxnNWji97dKVNiWra+zdZ2tbW3+ZpRvefVfHqlbV/Gef1zkDBjvdJl/yVihjq+pl97b1Wr14Zpn1W3Q6X8mNm3mlbc5wxxBq+Xm5WjpjSpnlHfoMcnmbpY9valZbZfhZVVEwIZCBIwhjIIkwBm7lz2GMcfqETs4Zo4KCAtWsWdPuugFfEQM4ixAmdBHCwBGEMEDFEb4gGDkbVrjCkblbXJnfxVqljam6xvR/a/dZC5vM26pRQ5OHDdN177+vNk89qTmRkep14WVOt81XvFEpY6/qxZ1DfnmDO+ZccWd1jYm1Shl4DtUxcASVMZCojIF7BUtljPVBVYEgRQgTughhUJ7OyXGEMEAFpNSpZv4HBLK9e3Zp0/rV2rtnl8Uya2FFyXXcwTSniy2uzu/yV85Wq8sL8g+qIN96Z5kjy/clJOjzK69U+pYtSnv1ZbcfD2/x1GdXeUNxpWS1tVhe0VAiEGS26aoOfQapRafz1aHPIHP1Sn5ernZvW29zuDF7YuMTldy4WdAfO3/B+TIcwfU3JPrg4F5J2Vm+bkKFURGDkMEXQGjiBBCO4IIScA2hC4KNraoXW6HEXzlb3T5EWcduvXT06GFt2bDWvKxBSpradujq0r5KP6eS7FXX2Lqv9PKtTZroxwsv1EXff68t774lPfqU0230F+6ukimv6iVUqzlKV9fYGr7NVe4YRg32URkDR1AZA4nKGLhXoFfGUBGDkEAIE5oIYeAIQhjAOVS+IFjZq3qxFUr8tnShliyY4/Z2lAxhJOlvGxUtjmzLVghjqq6xVoVjr/ImIame0ptmWyxb0b69FnfqpLRXX1LUjB9caqu/ccdnnSNVL6FazWGqgNm5Za3V4dtcqYyRzoQ6S2dM0erFM7V0xhRtXLXQHc2FFVSTwxFck0OiTw4woSIGQY8P/NDECR/Kw4Uj4DhCF4QCe0NxZTRrofSm2WUCEsn+fCruboez+7C1rbM6dFX7Tt3Ntzt266XU9EwV5B9UTGxcufs5t+8lkmRxPPY9MEYn//u2Yq4bpoM/zNHpVm2caqs/M30GulIlE2hVL96oJildAWONafg2Z9ibk8ffj3sgozoG5aEyBhKVMXCfQK6KIYgBEHQIYVAeQhjAMQQwoWPvnl3meUQapqS5fbitQFDeUFwNGjW2GsRIroUkrrbDHdtqmJJWZpmpOsZR5/a9RM1btbMIbwradVLcReeq1uBLdeDnX1WcHFyvI1eHLnPHRPfe4O4hwqSywY61sMQaW8O62VPenDzwHMIYlIcwBhJhDNwnUMMYhiZDUKMaJvQQwsAehlAAysfQY6FnyYI5mj5lon5bulC/LV2o6VMmun24rUBQ3hBdrsyn4ol2+Gpbtraf0ayFeXtGtWo69OmXUni4ag2+VGFHjrhlP/6o9OdkRSab9we2qkkq8nysDRNmKywpqfTwbY4qb04eeBbn2CgP1+qQ6KeD+yRlZ/m6CU6jIgZBiw/30MOJHezh4hCwLZhCl8su6q3sFq305LMv2VwnKTZSH0z6XBf0u8SLLfNPtuYQcfdwW4HC3hBdplCj9PFyZ7DhSDt8uS1HFCcl69CU6Yrr20MxN1ytjS++poLDBV7Zty+k1KmmJQvmWLwu3FFJ4mmlK1XcXU1iK9jJ7tDb6vrZHXorPDy8QkOimebkKblfU6jjjSHX8O/5NtUxsIXKGEhUxsB9Aq0yhiAGQYkQJvQQwsAeQhigLE+HLyuWLdElfXuoZ+8+mjT1a7dvf9GCebq8/3nakLNPMbGxTj32j41/KSbWc7+Q3rplk3p3a6+XXh+vy64cYl5eXFysS/r2UEJikt77aIpb93nzdcNUUFCgT7/4zrxszuwZGnZFf93zf4/o3gcfNS9/8Zkn9OknE7VyzVabc4hIjg+35Uj4FUjsDdFlCjW8MYybs0OFeWtbjjjdvKXyJ0xWrUEDdPz6PM294AJJUnrTbPP8MsHCWpjp7/OSWBuCLKFButV1Xa0msRXshIeHWw1L6qdnu7Sf0qzNyeOJIddgH0OVwR7CGEiEMXCfQApjGJoMQYcQJvQQwsAWhiIDyvLWsGOffjxB1428TUsWLVDunt0e358z6iYkKioqymPbT0vP0MOPPaVH7r9Le3P3mJePf/MV7cjZrude+Y/b99m5Ww8tX7pIp0+fNi9btOAXJddvoEUL51us++uCeerS9RxJ3htuK5gkJNVT+07d1b5T96Cs8HCXv5u30A99+6rj0qVqv2yZJGnLhrX6+Sf3B7O+ZCvMrKpj5v/707BltipVpDMBRUmuDhEm2R8mLLNNV3XoM0gtOp2vDn0GKcPNoUhsfKKSGzeTJG3+c4nbh1yDYzgHhz1cwwMIRQQxCCqEMKGHEzjYwsUf8C9vz/ty9MgRff3V5xp+/Uj1Pv8CTZn8kcX9ixbMU1JspBbMm6M+PToqNSlG/c/vri2bN0qS/t6Ro+RaUfp9lWXn2Ttvva52zdO1I2ebLu9/niSpaUpdJcVGatQt15vXM4qL9eSjD6hZSoJaZjTQi888YbGdpNhI/fjd1+Z9JcVG6vtvvtLl/c5TalKMzu3SViuWWf7CfdLE99U2u7FSk2J07bArNP7NV5XZsI7NY3D9Tbcpq3lL3TvqFknS5k0b9MLTY/XCq2+pVq04vfzcOJ2VlapGdaurd9d2mjN7RpnjU5Cfb1625s/flRQbqb935FjdX5du5+jokSP6o8QxW7Rwvu4YfZ9WrVymEydOSJJOnDihVSuXqUu3HpKkV198Vq+//rrGjRunV199VXPmzFFRUZGaNG2uhKR6evGZJ9S7azt9/tkktW/RRBkN43XzdcN05PBhSdKoW67X4l/n673xbygpNtJuGxFaCvIPasXZZ2tJx47q++OPSt+0SdKZMGbvnl0+bp372AosY2LjlFKnmnI3LC0zT4ov2RuCzJ0BiWmYsJJKBjumsMRTVUOm+Wm2rV5q9X5H5qpBxXE+Dnu4lgd9eHCXQJkvhiAGQYMP8NDDiRusoQoG+Jc3w5eSvvlqmtKbZCq9SaYuHzhUn02aKMMwyqz37JOP6rFxz+unuYsVEVFJd98+UpLUoFGKuvU4V1M+mWix/pRPJmrQ0KtVv0Ej89BeC1es0R8b/9KTz75sXm/qZx+ratVq+v7nhXpk7NN6+fmnNG/ubLttfnbco7rljrs0e8FyNU5voluuv9pcXbJsySL931236Yabb9fsBct1Ts/eev2lZ+1uLywsTK/8510tXbxQkya+r9G33qBLLhuoPhf217tvv6Hx/3lVjz75rH7+daV6nHueRgy5TNu2bi7/4NqQlp6hxKRk/brgF0nSkcOHtfqPVeo34HLVb9hIK/8XLK1YulgnT55U525nKmIiIsI1YMAA3Xbbbbrgggu0cuVKLV68WPUbpZq3nZOzTT99/40+nvKVPvpsuhb/ukBvvPq8JOnJZ19Wu7M7atjw6/XHxr/0x8a/lFy/gcvPA8HDFFDMPP98bcrI0BXTpikh90wVgr0h8QKNae6gkkzzBtkatsyX1RjlTWjvzoDE05Uvtlir+inN1SHX4DzOzWEP1/SgLw/uEghhDEEMggIf3KGHEzZYw0Ue4P3qF2s+nTRBlw8cKknq2buPCgsLtLjU8FiS9MCYJ9S5a3dlNs3SHXfdp+VLF5srN4Zdc62mT5uikydPSpL+/H2V1q9bo8HDhisiIkK1ap15v8fH11XdhETVjIkxb7dZdgvd88AYNU5rooFDrlarNm21cN4cu22+5fa71bvPhUpLz9C9Dz6qnX/v0PZtWyRJH7zzH/U6r69uueNupaVnaMQNN6vneX3KPQ4NGjbSE0+/pP+76zbtzc01h0Xj33xFt426VwMuH6T0Jpl6ZOwzym7RSu++/Ua527Snc7dzzMOQLV28UI3Tmyg+vo46du6mRQvnSZIWLZynho1S1aBhI0nSHXfdr4YNG6pWrVrKzMxU586dtXbtWotf+RcXF+u1t95X06zm6ti5q64YNFQL582VJNWMiVHlypGqUqWq6iYkqm5CoiIiIir0PELR3j27tGn96qCqFElIqqf0ptkywsP15WWX6WBcnIZMnqzqhYVBN+xdx269NGDQcPXs018DBg1Xh649JTk2bJm3lVep4on9ebLyxZryql3c9Xzz83K15Y/F2vznEoY6cwDn6bCFa3vQpwd38fcwhiAGQMDhRA3WcHGHUOfr8MVky+aNWrVyuS69YpAkqVKlSrrksis1+eMJZdZtlt3C/P+6CWc6xfL2n5m0s+9Flyg8IkI/fjddkjR18kfq0q2HGjRKKbcNWSW2K0kJCYnK27/f/mOa//uYhMSk/7XlzGO2bt6kNme1s1i/zVnty22HJA2+argSEpN0/U23qkbNmjpcWKjcPbvVvkNni/Wym7fUH6tWVKgjvnPXc7R86SL9888/WrRwnjr/bx6YTl26mQOaRQvnq8v/qmEkacniX/XZlKl64YUX9NRTT2nOnDk6duyYxdwnDRo2UvUaNcy36yYklXs84bglC+Zo+pSJmjvjW02fMlFLFtgPDQPJuX0vUXrTbP0TFaVPhw5VmGHo+q+/UWLNWF83ze0Skuopo1kLi/dOecOWVTmd75O5Y3xVqWKPO+fRsVXtktb8bLc9X9PQZ1vXLNO21Uv9Yti5QMD5OmzhGh+EMXAXfw5jKvm6AUBF8WEdWjhBQ2lc0CGU+UPwUtqnH0/Q6dOn1bppI/MywzAUGRWlpwtes6hcqVypsvn/YWFhZ9YtLpYkRUZG6srBV+mzTz7Shf0v1ZfTPtOTz77kUBsqldju/zau4v9t1/Zj/j0tDpNlWyoqIqKSIiJsn3b//NPX2rppnQ4dyNP0KRNVKerM39XQv8O5mYZJs6dLt3N07OhR/f7bCv26YJ5uvfNuSVKnLt119+0jdejQQa1auUxXX3uDJGnFsiW67cbhuvfBR9WyVWvJKNavC+Zr0sQPLLZbudTxDHPgePq7vXt2qSD/oGJi4yw6zn3RjtJDV/2xcolS0zN92i53OrfvJWreqp0K8g9qT7dz1eTqQTp1w9XKn/S5FBGhsEMHFZ63X0VNMn3dVLczDVtW8m9sGrZsyYI5Fstbte2oxKYdvNa22PhEr1ap2LNx1UKLocRSstoq0w3z05TcZmpWW6W36lShdprYGvosZ91KJTRI95vj6q86J8dp0e7gGZ4Q7tM9I07zN/HaCGUts+rqz3X7fN0MwGMIYhDQCGFCCyEMSiOEQajyxwBGOhMWfP7ZJ3ps3PPq0au3xX3XDrtSX30xRcOvG+nw9oZec616dmqjD98br6LTp3Vh/0vN91WOjJQkFRUXuafxdqQ1ydDvv62wWFb6tqNq1KypxKRkLV+6SJ27dtfPP32tLRvW6q+//lK9emc63vfszJEk7c3do9jYM7/sXrP6j3K3nZKapuT6DTTzx2+1dvUf6tSluyQpKbmeEpPqafybr+jUqVPq0q2HpDPzxdRv0Eij733QvI3vv/3G6edUOTJSxUWe/zu4i7UO8I7devmkLbaGrirIPxg0QYx0JpBISKonNWuh/A8+Ua3Bl6rGmAd0+OkXVGXSRFV78xXt37BD+l8gG0w6duul1PRMi+Bv/Zrf7QZwOfuP+qi13mct1HBHoJHZpqsSGqTrWOEhVa1Zy63hiL2hz44VHiKIcQBhDGwhjAFhDNwhKTtLe9au83UzymBoMgQsQpjQQgiD0ghhEGr8Ye6X8sz66XsV5B/S0KuvVdOs5hb/Lrp4gD61MjyZPRmZzdS2fQc99fhDGnDFIFWpUsV8X/0GDRUWFqbZP32vvLz9OnrkSLnbW7RgnpJiI51+XteNvE0/z/pJ4998Vdu2btZHE97VnNkzzFU8zrrljrv1n9de1Efv/1dLFs7TrFmzlJubq44dz0z4HRcXp7oJCXrp2Se1betmzZ7xg8a/+YpD2+7S9Rx9+P5/ldI4TXXqJpiXd+rSTR+885bS0psoMSlZkpSalq5dO//S9C+mKGf7Vr03/k39+N3XTj+fBg0b6beVy/T3jhwdOJDn19UytipQfDU3i72hqxyVFBvp0t/NV06df4EOP/uyqr31mqq8/1+dbt5CEXtzFbFpg6+b5jEJSfUUExungvyD+vmnrzV/9g9W1zMFc97+rHfnsGDOshVqlDfPiyM8NT+NraHPyrsPljonx3E+D6u49gf9fXAHfxyijCAGAYkP5dDCiRhK4qINocbfw5eSPv14grr1ONdi+DGTiy6+TH+sWql1a/50aptDrrpWp06d0pCrRlgsT0qup3sffFRPjX1ELZvUV3r9OCXFRmrxr/P13vg3lBQbaf4344dvtXLFUh08mOfS8zq7Y2c998p/9M5br+ncru302EP3qk3b9oqKjrb7uPYtmigpNlI7/96hJx99QO1bNNHIEUPUtFm2brp1lF589km99dZb2rJli4YMGaLatWtLkiIiIvTcy29qy6aNOrdLW7356ot64JGx5bazfYsmqpuQqCOHD6tlq7OUFBupNX/+LulMEHPk8GF1/l81jCT1ubC/Bl81Qrdcf7V6dW6rFcsWa/R9Dzl9fG654y5FRESoe8dWap6WrF1//+X0Nrzh7x05at0sVWPHjlVhYaHFfdu2bFT92lWUFBupv3fkuLwPU9jXtFFdnThxwuK+339bYX5NmpiGrirJNHRVMDs28lYdvel21bx/tHT0qIxKlRT5v3mMglHJeYC2bFhrc73SAZw3Pv9Nc52sXjzTJ/Oc2Aou/DnQMA19VlpqVluqYVzAeT2soQ8A9PvBHfwtjAkzDMMof7XQVlhYqJiYGDW69XOFR1X1dXNCHh/GoYUTMJTEhRpCSaCEL5728vNP6bvpX2jOot/srrdv77+/5P76y8/1wjNjtXD5Gq1culBr/1ipyMhI7d69WxMnTtSGnH2KiY11uU2mwKNS5Ur6+se5dtcbcvUIXTX8ep06dUp//7VDX0ydrMkffaD7H35cQ4Zdo+lTJpZ5XJOmzdWr78Uuteu1t95T527n6O8dOTq7VYZmzV+m5i1b23yMo+t5wqlTpxQZ6XyFkqtMz7VmzZpq3769unXrZr7vYOExfTH1M+3a+ZeW/bFJDRqluLSPRQvm6fL+5ym5fgM98vhTuvSKweb77r/rNs2ZNUO7dv6lPfmnLB5XkTlrkmIj9cGkz3VBv0tcarO3Vfn4Q1Vav1bHrrlONR57UJGLFqgopbFOpzdRwYTJvm6e2+3ds8vq+7y01u06qUPXnnbXcfeQZfl5uVo6Y0qZ5R36DPJqoFB6jpjUrLbKqMAcMd6Sn5ervF3bZYSFqU5yCiFMBTFUGaxhmDIwTBncwZPDlBmnT+jknDEqKChQzZo17a5LRQwAv0UIg5IIYRAKAmH4MW85euSINqxbownvvq3rbrqt3PXrJiSa/9WsGaMwhckoLtJf2zapRo0aioqKMq87b85M9enRUalJMep/fndt2bzRfF/O9q0aMeQytWhSX2n1aqlvz06a/8vPevuNl7V29R+6oFcX7fx7h35bsVTLFv9a7lBn1avXUN2ERNVv0FCdunTTi6+9rbvue0gvPD1Wh48cMVdD5OTk6J133tG4ceN016jb9dTjD+n06dPm7Vx2UW89cv9devLRB9QsJUEtMxroxWeesLnfs1tlSJLO6362kmIjddlFvcuss3fPLm3butFimamiY+7PM3Vet/ZKTaypK/qfr7z9+/TzrJ/U7ewWatKgtm694WodO3bMon0P3TdKD903ShkN45XVOEnPjXtMJX/z1b5FE738/FO646Zr1aRBbd036hZJ0tLFv+qSC3oqNbGm2mY31iP336VjR//tcP7wvfHqfFaWUhJqqEWT+rrhmkHm+777+gv17NxGqYk1lZWaqIGX9LV4rDV9LrhIq1atMt9u3a6Tvv/mKw0cclWZdTesW6OhV/RXWr1aatGkvm4fOUIHDpRfWTVw8FX6bNK/ne/Hjx/X119MLbOPF595Qr27tlNCUj1lNGuhhKR6euet19W+RROL9T79+EOd07GVGtWtrlaZDfXQfaMs7j948ICuHXaFUpNi1PmsLM344dty2+grRnSUoqdOVp2OrRR24riK42orImeboub/IgXhbwRtzQNUUvfeF5Ybwkjur5Dx5LBgzshs01Ud+gxSi07nq0OfQQERwkhnKmPSW3VSk5YdCWHcgHN9WEOfAPgxNtzBXypjCGIQUPgADh2ccKEkLswQ7AhfynrovlHq06OjOnftXmZYMkfZ6gB97aVn9di45/XT3MWKiKiku28fab7v6JEj6nX+Bfr86580a/4y9Tz3fA0ffKkWLZinQZdeqPVrV6tSpUo6r+9F+mPjX/pjo/PDcN1wyx0yDEMzfvhWHbv1UqceffTZZ5+p6zm9NGfRb3r2pTc0+eMP9eoLT1s8bupnH6tq1Wr6/ueFemTs03r5+ac0b+5sq/v4cc6iM4/5+if9sfEvvT9pqsX9pqGSFs878/jVq5Zb3P/Ss0/qqRde0zcz5mn3rp0aOWKo3n37Db317kf6eMrX+mXObH3wzn8s2/fpx4qIqKQffv5VTz77kv771mv65KMPLNYZ/+Yrym7eUrPmL9Nd9z+knO1bNfSKfrqo/6X6+deVGv/BJ1q65Fdz0PD7qpV65P/u0n0PPaoFy9do8rRv1bHzmUqWNX+s0s3XXaWL+l+q+Uv/1BffzdKF/QeovIL/6266Q4Yh1U6srwGDhksRkcrPz9f5F/SzWK8gP19XXNxHzVu20k9zF2vytG+1f/8+3TRiqN3tS9IVg4dp6eKF2vm/Ydq+/+ZLNWjYSC1atSn3saVNfP+/eui+O3XV8Bs0Z9Fvmvjpl0pJTbNY5+XnxuniS6/QnF9Xqtd5fXXbyOE6dMg/f0V84soh2r9mq/LHf6CwI0dUaUeOwg4fVviBPEX8byi9YFLefD+t23VSs+atndqmu74z/GlYME/N54LAwjk/rKFvAECwqOTrBgCOIoQJHZxowYSLMQQ7whfbXnv7fb329vsV2oatDtBR9zygzl27S5LuuOs+XTXwEp04cULR0dHKbtFK2S1amdf9v0fG6sfvv1bP3n308dQzE6K3b9FEXbv3VN0E1zoMa9WKU3yduvr7rx2SpO+/na56DRrq1bfeV1hYmJpkNNXe3D0a9/hDuvv/HlF4+JnfTjXLbqF7HhgjSWqc1kQT3n1bC+fN0Tk9z1S7LF+92byP2rXjzfsq3U5rE9ZvXPenxYT1//fIWJ3dsbMkacjVI/T02Ee05PcNapTSWJLU75LL9OuCebp99H3mxyTXq68nnnlRYWFhSm+SqQ3r1uidt17TVcOvN6/TpVsP3XzHXebb99xxky67cohG3nqn+XmNe+4VXXbRuXr25Te16++/VLVaNZ3X5yJVr1HDHGYsWTBHP377pYqKilR08oh2/bVNHbv1UrPsFhbP09pwX5UqVdIVg6/SrwsW6IrB1+jZcY/r8oFDVamS5aXRB+++peYtW+uhR8eZl73y5jtqm91YW7dsUlp6Rpm/rUl8fF317N1HUyd/pLv/7xF9NmmiBrsYKL764jO66fbRuvGWO8zLkpKStGn9avNrfOCQq83DoD306JN6/79vatXK5erVu49L+/S46GidGHyVTgy+SpVXLle1559S1MwfVXnNahW5EFb5M9M8QCXfc02aNlf9RqkuDUVXkuk7xNUhy0xznZQeFowwBL5kOv9nqDKU1D0jjmHKQljLrLoMUYYKS8rO8ugQZY4giEFAIIQJHYQwMCGEQbAifPEeax2gktS5+79DAJlCirz9+1S/QUMdPXJELz77pGbP/EH7cnN1uui0Thw/rl073TsBvWEYCgsLkyRt3rhB7dp3NN+WpPYdOunokSPavWun6jdoKEnKKhEySFJCQqLy9u93et/r1/xuc3lkdHVJsgg06tRJUJWqVc0hzJlldbVqpWUVTdt2HSyeQ9v2HTX+zVdVVFSkiIgISVKrNpYTXK9d86fWr12tLz//1LzMMAwVFxfrrx3bdU7P3qpfv6E6tM5Uz3PPV8/e56ttu7P1x8olSkxMVGpqqt566y3NnDlTlw+6SkOHX6/Y2FpasmCOxd+9VduOqtfw3/YPuWq4+vc5Rw8++qS+/foLfTdzvsVQcJK0bs2fWrTgF6XVK1sdkLN9m90g5sw+RmjMA/fo8kFDtXL5Er0z8VMtXeTcROh5+/cpd89udevey7ys9HOTpKzm//69qlarpho1aypvf2B0WPzTtr3yp0yXioqkiIgKzZfjrzp266XU9EyPPa+KBDKZbboqoUG6jhUeUtWatQhh4Dc6J8cRxsACYUxoI4yBO/g6jCGIgd8jhAkdhDAwIYRBMCKA8Y2SHaD1Nm3SxIkTVblSZfP9puDAKC6WJI0d83+aP/dnPfrks0ptnKboKlV04zWDderUP25r08GDB3Qgb78aOjkhfKUS7ZYkhYWp+H/tdsaJ48dtLjcFMaWPUeVS+w4LCzMfM2dUrWr5Pjh69IiuHnGjrr+57DxA9eo3VGRkpGbOX6ZFC+dp3pxZeuHpJ3T69D+6athQValSRddcc43+/vtvbd26VZ989IHeeuMVffTpF2WCij9WLlFklX/33Sy7hdKbZOqW669Wk4ymaprVXGtKDYt19OhRndf3Ij0y1nKIOElKSEgq97n2Oq+v7ht9q+6+/Sad1/cixcXVLrNOeHh4maHUTp/+97UWHV3F4j5r1UySdOTwYYvbZ+ZICrD5ViIirAZoHbv1svOgwGEKX0xDJnoiZHI1kImNTySAgV8ijEFphDGhjTAG7uDLMIY5YuDXCGFCByEMpDMXW4QwCDbM/+J7ponQ4+Liy113+dJFGjj0al3Yf4CaZbdQ3bqJ5iHETCIjK6u4qMjl9rz39htqFxamC87rK0lqktlUK5YvseiQX750sarXqKHkevVd2kflyEhJUpGVsKRR43Srj7G13FG/rVxmcXvliqVKTUs3V8NY06JVG23auF6pjdPL/Iv833OoVKmSuvc4V2OeeFZzfl2pvbl7tH37dklnAqGGDRuqZ8+e+vzrnxQZGanvv/3K6r4OF+Zb3B5y1QgtWjhPg68aob17dmnH9i2l2tZaGzesU4OGKWXaVrVa+e/pSpUq6crBw8z7sKZ2fB3t27fX4m+/ZvUf5v+fGY4tRQvmz5Fke96jY0cPW10eSKyFTH+sXGIxZF4gM83LNHfGt5o+ZaJ+/ulrj+2L7x0EE64NUBp9B6GNfkK4Q1J2lk/2SxADwOc4kYLERRaCDx1hgSm1cbp+/Ha61vz5u9au/kO33nC1ig3LMKN+wxQtWbRAe3bv0oEDeXa3d+TIYe3bm6tdO//W4l8X6N5Rt+jVF57WvMhItX56rFRcrBHX36zdu3bq4ftHa/OmDfrp+2/0wjNP6KZbR5nnh3FWfJ26iq5SRXNnz9D+fXtVWFBgvq9Z89aqU6qiIy6+rtMThpe2a+ffeuyh+7Rl80Z9Ne0zffDOW7rh5jvsPub2Ufdq+bLFeui+UVrz5+/atnWzfvr+Gz103yhJ0qyfvtd749/Umj9/199/7dDnn01ScXGxunTvpZ07d2r+/PnatWuX6jVM08oVy3Qgb7+yslta3VeNmrEWt4cNv15rtu5WeuNUTZ8yUcsXzZMkrVq+SJJ07Q23KP/QId1y/VX6/bcVytm+VXN/nqnRt96gIgeDuPsfHqs1W3er57nnW72/U9fuOpC3X/957UXlbN+qCe++rbmzZlisc+8Dj+i/b76q98a/qfz8Au3evVtLly61WKdqtRoOtcef2QqZbC0PJNZCpi0b1no0jJH4HkLw4DoBpdGHENoIYxCoCGLgt/hgDQ2cQEHi4grBhY6vwDb2qRcUE1tL/fuco2uGXKYe556vFi0tJw+//6HH9PdfO9SpTVM1T0u2u70Xnh6rVpkN1fmsZrrjpmt1uLBAn38zUyfen6Sob6er+hOPKCm5niZN/UarVi5X767t9H93366hV4/Q6Psecvl5VKpUSeOee0Uff/ieWjdtpBFDL7e4/7Ih16p77wuV3vTMr8F69env8r5Mrhx8lU6cOK4Lz+2ih+4dpRtuvl1Xj7jB7mOymrfUV9//rK1bNmvAhb10Xvez9cLTY5WQeCYoqhkTqx++na4rL+6j7h1a6qMP3tHb73+sgVddpwsHDNKRo8c17YsvdfstN+i5cY/psXHP6/JBw9SqbUeL/bRu10l16iRYLKtUqZJOnzqpNb9bznWzbvUq7d2zS4lJyfpmxi8qKirS4EsvVM/OZ+nRB+9RzZhYhwOyyMhI1a4dbzF3TkkZmc30zEtvaMJ743Vu13ZatXK5br7jLot1Bg69RmOfeUkfvj9eV1zcR59Pm6YDBw5YrBNbK/C/R2NirT8HW8sDia0wacuGtV6p+OF7CcGA6wWURl9CaKPPEBXli6qYMKP0oMQoo7CwUDExMWp06+cKj6rq6+aEBD5QQwMnTpC4qELwoJMLzqr6n9dU8+H7VPDa2zo+/HpfN6dCLruot7JbtNKTz77k66aYOTLp+6b1qzV3xrdllvfs018ZzVp4uokuC8YJ7SWVmSOmdbtO6tC1pw9b5B579+zS9CkTrd7ni9eas3PIBIP8vFwdKzykqjVrMR9OEGDeGJTEnDGhjTljUFEVnS/GOH1CJ+eMUUFBgWrWrGl33UoV2hPgAYQwoYEQBgQwCAaEL7YFa0exOx279U5V2rZFNe++XUWNUnSqx7m+blJQSUiqV+5rL1CrMBx5boGoY7deSk3PDLrPjoSkekpvmq0tG9aWuc8Xr7WUOtVCKozZuGqhctatNN9OyWqrzDZdfdgiVFTn5DjCGJh1z4gjjAlhLbPqEsagQpKysyocxjiKIAZ+hRAmNBDCgBAGgY4Axr7Sv2pv1bZjUHauVlhYmAqfe0URO3IUe81gHZg5T0VNfTNxZKhKSKqnVm07lqnC4DXqO8EaMp3b9xKdOH5MO3dsNy/z5WvN9D0W7IFMfl6uRQgjSTnrViqhQTqVMQGOMAYlEcYAqAhvhTEMTeYAhibzDkKY0EAIA0IYBDICmPLZG4LHpFXbjurYrZeXWuT/9m/eoNTBl6nyiRMqmLtYxXUTyn8QnLJ+ze/av3e36iQkq1nz1mXup4ILnlY6oE5vmq1z+17iwxZZCtZAZve29Vq9eGaZ5S06na/kxs180CK4G2EMSiKMCV1UxaCiXA1inBmazLFZJgHADQhhQAiDQMVEx46zNSl1SX+sXOKVCaoDwZIFc/Tl91/q3f79dKogX5X6nycdP+7rZgWVLz+doPmzf9D61b9r/uwf9OWnE8qsk5BUTxnNWhDCwCP27tllEcJI0pYNa/3qczBYv+eq1qzl1HIEHq4vUBJ9DqGLH3ejopKyPT8yAUEM/AIfmMGPE6LQ1jk5joskBKRg7ZjyJEfnO3AksAl2JTtnC2Nj9emQIaqxdYuirx0iFRf7uHXet3fPLm1av9qtndNnKmH2WCzbv3eP1q/53W37AMpj6/POHz8Hg+17LzY+USlZbS2WpWa1ZViyIMN1Bkqi7yF00beIivJ0GMMcMfA5PiiDHydCoY0Lo9CRn5ernZtX69SpE6pbr7Hqp2f7ukkuC6ZOKG+zNueGNf4+Gbo3lO6E3VOvnr64/HINmjpVlZ4coyOPPeWjlnmftXmF3DF83f69u20utzZEmT0MXwZX2fq88+fPwZQ61YJmuLLMNl2V0CBdxwoPqWrNWhYhzM4ta1VwIFcxtRMD+rwF/15zMFQZJOaMCWUts+oyTBkqxJPzxRDEwKcIYYIfIUxoI4QJHRtXLbSYDHf/zm36e8tqdeo72Ietch4BjHt07NZLqemZ5k7r7Vs2Mhm6FdY6YTc2a6Y99z2o5OefVlHjJjp+9QjvN8xLqr7xsooymuqvlq3KBHd/rFyi1PTMCr9O6iQka/3q360ud4angiKEBmsBdSB8Dpq+E4MhkImNTyxTBbP4p89UeGCvJGnnljUBed6CsjonxxHGQBJhTCgjjEFFeSqMIYiBzxDCBD9CmNBGCBM68vNyLUIYk8IDe7Vzy9qA+IUpAYz7JSTVM3cyJiTVswhmEpLqUV0g252z4V166Nj+/ap5160qathQp84Jzg7/iB05qjHuMe14/W2r9xfkH6zwa6NZ89Zav3qVxfBkdROTnaqGsTa/h7uCIoSO0gF1IL12gimQMdm5Za05hDEJpPMW2EcYAxPCmNBFGIOK8kQYQxADwCMIYUIXAUzoOVZ4yOZ9BQdy/bpDgwDGe0oGM/5YXeBsMOSuIMlW52zh868qYkeOYq8epAOz5qsos5nL+/BXh596QZXXrlbzB+7VvKuvUn6c5fdHTGyc1ePs7LG/bMi1/5srZrfqJDgXwkj25/cIpM50+FYwhM/BFMgUHMi1udyfz1vgOMIYmBDGhC7CGPgbghj4BNUwwY0QJnQRwoSmqjVr2bwvprZ/ToZLAOM7/lhd4Gww5O4gqWRIZVa5svInTFbcBT1Ua+AAHZy9QMV1guz8KSpKhyZ9rtrnddd1X36lt4YN1YkqVSSdqQwqPaRdq7YdJcmlY9+seWunAxiTQJzfA97haLjij+FzRQTD/DExtRO1c8saq8sRPAhjYEIYE7oIY1AR7q6KCXfblgAHEcIEN0KY0EUIE7pi4xOVktW2zPKY2gl+96vSlDrVCGF8zF51gTP27tmlTetXa++eXRVqj61gyNZ2nV2/IoyYGB36bLrCjh9T7LArpBMn3L4PXzNqx+vQ1OmqdvSobp23QL169dWAQcOVkpZh9Th769iXZBpCrqRAmN8DnvXzT19r+pSJmjvjW02fMlFLFsyxup43PzO8KdC/T+unZ6tm7QSLZf543oKK4xoFJvRVAHBFUnaW27ZFRQy8ihAmuHFiE7q4wEFmm65KaJCunZtX69SpE6pbr7HfdWYEcodRMHFHdYE7f13u7LBT3h6mqrhhIx367CvVvuhcxdx6vQre+1gKD67fUhWlZ+jQpM8VN6Cv2r4zXoVv/FebNpT9pbot3hgiLJDn94D7/fzT19qyYa3FMluVfcE+tF0gD1fWqe9g7dyyVgUHchVTO9HvzlvgPlTGwITKmNBEVQwqyl2VMcF1FQe/RggT3AhhQhchDExi4xPVvNN5Ouuc/n7VmRHov9oNNhWtLnD3r8udDYZ8MUzV6bPaKf+/Hyr6q2mq/tRjHtuPL/3TpZsKXh+vqpM+VLVXnnfqeHpriLCEpHrKaNYiKDrP4bq9e3aVCWFMrIUuoTK0XaB+z9ZPz1Z2h3P96rwFnsE1C0zouwhN9EnCHxDEAKgwTmRCU+fkOC5o4NcIYPxXx269NGDQcPXs018DBg1Xh649HX6su4Y2M3E2GHJ2fXcNoXby4kt1eOzTqv7Sc6oyaWKFtuWvTgy5Wkfue0g1nhijRksWWT3ODBEGX7P3WWMtXAmloe343oW/4/oFJvRhhCbCGFSEO4YoY2gyeAUfdsGLE5jQxAUM/BmdQIHB6gT1DvDEr8udHXbK0fXdPUH3sTvuVqVtW1Vz9C0qathIp7r3cHlbjnJ0MnJ3OfLQY4rI2aaYm69Tt+9mK3XQ8DL7Z4gw+JKtz5omTZvbfD127NZLMbXitH/vbtVJSFaz5q092ELfC+ThyhAaGKoMEsOUhSqGKUNFVHSIsjDDMAw3ticoFRYWKiYmRo1u/VzhUVV93ZyAQwgTvAhhQhMhDPwVAUzg2rtnl/7K2SpJapiSVm7neumAo3W7Tk5V1XjD3j27NH1K2cqVAYOGVyw8+Ocf1Rp4iSr/tkIHZs1XUUbTCrTSPncHSQ47cUJxA/oqYstmHZy9UEUpqZ7fJ+CE0u+NJk2bq1ffix1e32vvJT9AGAN/RhgDSYQxIYowBhVRMowxTp/QyTljVFBQoJo1a9p9HEGMAwhiXEcIE7wIYUITIQz8EQFMYCvdQSk51km5fs3vfv3r8k3rV2vujG/LLO/Zp78ymrWo0LbDCgoU16e7wk6c1IHZC2TE16nQ9qxxV5DkakVN2IE81e7dTYqsrAMz5suIjXX4sYA3OPra9lgoG2AIZOCvCGMgEcaEKsIYVIQpjHEmiGFoMgCAQwhh4G8IYALf3j27yoQwkvTHyiVKTc90aMiv9at/V8Ghg27/dbmpk7WoqEgRERFOBwmenKDbiIlR/pSvFde7q2oNu0IHv54hRUdXeLsl2ZoH46+crQ4HK6VDtvSm2Tq37yUO7d+oHa9DU6er9nndFTt8sA5N+1aqXNl8v7eHTANKc3R4RXvzWoXSazelTjXCGPglhimDxDBloYphyuBtBDHwGKphghfVMKGFAAb+iBAmONib9Hrjuj8kqUxHpbXwprzgxlnWqnQk+5U6pYMB0wTdpYdQc1cbixqlKP/TLxXXr7dibrtBBe9+JIWHu2Xbku3A6LelC83/L+94lD6GWzaslSSHw5iiJpnK/3iqal12oWrefbsKXx8vhYWF9DBPCDyeDGUDDXPHwF8RxkAijAHgHFfmi3Hf1RpQAiFM8CKECS2EMPA3KXWqeSWE2btnlzatX629e3Z5fF/Bzt6xtNcRuX7175o+ZaKWLJhjsdzer8vdwVaVjnQm8LH2PJYsmKPpUyZq7oxvLdrcsVsvDRg0XD379NeAQcPdPo/NP+3OVv5/J6jKF1NV/emxbt22KUiyx9bxkGz/PbZsWOvU++pUt3NU8Pp4Vf14gqq99qLNIM6X71VHPy9G3XK9Rgy93Eutgr+w9l5yZygbiLz1XQ44g+seSPR3hCL6L1ERSdlZTq1PRQzcjg+x4MVJSWjhYgT+xJsdNvza3n3KO5bWqkZKK13t4ulfl5cX6JQeTqi8Ch1Hhy9y1clLLtfhx59Sjccf1unGaTox9Bq764+65XoVFOTrw8lfmG83aNhI9z74aJl1O3brpdT0TBXkH1RB/iGLahiT0sfjwIE89ezURoOGXq342OoW606dOlUFBQXq3vtCp47JiSFX68jWLarx+MOqXNn65YutYZ6SYiPN/4+IiFBCUrL6/T97Zx4XVdnF8e+wC7KDgAiCgICi4L6hua+5Zm7lUqnllm22WKlpplaab9lulpWVprlUpmbuuWSuqOCOKCIubLLDwPsHzcjAzDADM8z2fN9Pn1fufe7znLvOvef3nHMGDWP23Lext7fX2AZVaPO8WLB4GTUtzzlsQE8O/b2P2XPfZsbzLyuse3zEYP7a8QcvvvKG0vMpMBzl7yWRTu8BIl2ZwNgQkTECEJExlohIUSaoCb4REVzbVXU7EBExAh0jRBjzRYgwloUQYQTGQm3PmjXG2famiqbHUhY10rJdLA0bNVbaV3lxRN+zy6sSdCqu13eEjibkzHyJ3LFP4DpzCnb79+q0bx8/fxpHNiMwKETp+orHw9PTi/eWf8IXn3yIveMDIebs2bNcuHCBoUOH4uHprbUd2a/PI++REUTMn4P/jRsK60pLS3Gqq7ow5vKPV3LqfBJHTl1g8fsfsn7tGpa/947WNlRE2+eFi6srrm5uNR63foMA1v7wrcKylJvJHNi7Cx9fvxr3L9APsntJiDCKUWQiOkZgbIjvIAEI/4clIvyZgtpACDECgaBKxEuIZSE+PgTGgiEcM8bgVDcXtDmWPn7+tOnQhRZtOijdpqKzX9cpv8o7BdWl5FIm+NRm/QeVKbAkErKWraCwY2fcxo7A+uL5ao/RplkYH7z3DjOefoIQf3daR4WyfeuvWNva8fsf21i4cCGffPIJycnJKgWwPv0HMnT4KNZ8/z1BoeHk5OTw+++/07NnT3r2Hci2rb/RPiaCQG8nYls35eefvpdve/1aIn5udpw5fVK+LDMjAz93e/4YM568JlEE/PAD8+bN4+LFi3z++ecsXLiQa4mJKvfJxdWVej6++DcIoFffAfTtP5C4cv0DrP7qc5U2Ady4nsSE0cMI8XcnLMCTyRNGc/XKRYU2e/fu5d1336VDq6a8OONpFs6bTc/Y1vL1FVOTlZSU8OGyJbRt3phgXxd6dGrFb5s3qDs9APTq05+0e/f45/BB+bJ1P37HQ9164uWlKHL9/NP39OnantAGHjRvHMDUiWO5e+fBjM+D+/fi52bH/r276NO1PcF+rgzs3YVLNbiGBAJ1VEzl+Ne2zYCo/SYwLjrW9xDfRAKBBSLEGIG+EUKMQGeIB5Z5IkQYy0J8cAiMAUPOjhVFlXVHdY6lNtEu5WeX16Smj7L6LuWFni49+6sVfGqr/oOqOjRybG3JWP0TUl9f3EcMQXLvbrXH+vKTD2nTviN/7vuHnn36MeOZJ3j2mSeZNOVZ1m/eRuOIJvy1azdtO3WttK3sXMx4/iXS09I4dSqOE6fPEB7ZhEXLPuFeeiZvvvoCz0x/jt2HTvD4hEk8P20Sf+/bU6Vd586f4ZOe3SmwKvuE2bdnL3MWLGH/0Tgio5pptG+XL13gwL49tGzVRr5s66+b1NpUUlLCE2MeIT0jnV9+/4u1G//gWuJV3p73pryP06dPs3//fnr16sVP63/Fv0EAq1d9odaWD5ct4eefvmfJByvYc/gkk6fOZPrkCRw8sE/tdra2dgx7dDRr16yWL1v3w7eMenxCpbbFRcW8/Po8/jrwL1+vWc/1pGvMnDqxUrvFC+Yw9+132bb7ENbWNrwwfbJaG2qD+DMn2ffXVuLPnDS0KQIdoSyK7FLCWQUxRggyAmNCfBtZNsIXYpkI36ZAn4gaMQKdIB5U5ol48bAsxIeGwNAYg/NFWc0SSy+qXF2qeyy1raVQVY2O1JRklX1pUt9FEzSxWWaHVCrF2tpaqzoR8WdOqrVTRqmbGxk/bcKjZyzujw0nbdM2cHDAZcbTFPR7mIL+Ayv1/b9Pv6q0rHuvvox7YhIAL7z8Oqu/+pyYFq0YOGQ4AK++uYCHe3Xmzu1U6vn4yrereC4mPzOV+XNfx9HJib8OHMO3fgM+e+IxRowZx4SJzwAQMr0xx/89wqcrPqBTl65qj8Ol8+cIDg7mr549YdMmZhcX0aFte3wCg9RuN3XiWKysrZEWF1NQUECvPv2Z8cIr8vWfrfhArU379+4i/twZjpy6gH+DAAA+/GwVXdvHMHLUGHLvp3PkyBFatGjBE5Om0rZjZ9p27Mye3TvJzc5WalNBQQEfLlvCuk3baN22TMhrGNSIfw7/zffffEnH2C5q92n04+MZ0r87CxYv49TJ42RlZdGr7wCWLl6g2G7sBPm/GwY1YsGSD+jXrQM52dk41X2QOu7VN+fLx5zx/CweHzGY/Px8HBwc1NqhL3758WvupKYAEB93kvi4Ewwb/YRBbBHoDlWRkpcSzhIV3Vr+PBO1YwTGhKgbY9mIejGWiagZI9AXQogR1BghwpgnQoSxHIQAIzA0xiDAlEcUVdYd1T2WmoogVQkpVYk06tKnaXve1dlc0Q5V9mizrSo7pUHBZPz4Cx4De+E6fRKZX36LzZXLWK1ZrVSIUUaTctEl3vV8AIhsGvVgmXfZu9/dO7flQoyyc1FanE+z6Ba0aNWGgMCGAFw8n8Dj459SaNemXUdWfrZCI9sAMl1dAeh/+za2b74C3/wEEonK9vPeeZ8uXbsjlUpJvHKZea/PYsbTE/hs1RqNbLp4PoH6/gFyEQYgPKIJrq5u2DvWpXf/Qby/dCnPTH9eIWqqRcs2/L1vt1KbEq9cIi83l5FD+yksLyosJKp5TJXHoGmzaIIbhfLb5g38vX8vw0c+ho1N5U+7UyePs3TRfM6ejSMzI52SkhIAbtxIIjyiibxdZNMH51x2Tu/euU2DgMAqbdE18WdOykUYGXdSU4g/c5LIqJhat0egO9RFRFZ8nsneDYQgIzAGhBhj2QgxxjIRYoxAHwghRiAQVEKIMJaDEGEEhsbYRBgZ2kRDCNSjz2NZVR2aqqJIaiMVnTKBQpU92mwLqu0satOOjM9W4T5hDNLgEApju+D4xSfwnxO+KmxsbOX/lvwncChbVlKuP5V1lEpLsbbW/JND8l/asdLSUvmyouIipW339+vHY5s3kvXRMnKffVFln/Xq+RDcKBSA0LBwsrPvM+Wpsbzyxlvy5TXBx88faytrXNzcNd4mJ6fMufzd2s341a+vsM7Ozl6jPkY/PoGvV37GhfPxbP3r70rrc3NyGD1sAF179OLjL1bj6eVF8o3rjB42gKLCQoW2tkrOb6mG14uuuZN6U+VyIcSYNj5+/oRGNOVSwtlK61Q9z0R0jMBYEGKMZSPEGIFAoAtEjRhBjRDRMOaHEGEsByHCCAyJseWBr0mNEYHhUCekVCXSQO3Ud1EpUGiwXt06dXZan4+noO/D3J+zgLrvvQOFBVilp2Fz7oxmRlcDVefCukKURlh4BP8cOaSw7OiRgzSOiCQ1JZn0u6kA3E69JV9/Nu4UAKHhTRS2Y9xTZL/4Cs5zZ5O/+iuN72Fra2sA8vPyqrRJtv5m8nWSb1yXrz+fcI7MzAwa/xdVEhLWmFPHjyn0cfLEvyptaBweib29Pck3kghuFKrwX/nIG3UMfXQUCefOEBHZVCG6RcbFi+dJT7vH63MX0r5jLGGNI7h7x/hndnr71NdqucC06NF3MKERTRWWVfXcNbZ3BoHlIr6fLBvhK7E8hM9ToGtERIyg2ogHkvkhXiwsB/ERITAUxuhIqSp9lcB4qU4dmoqCgb5T0VUVXaNuvap1XXr2Vx0ZUFCAZ89YsLUjd9yT5A0ZjtNHH1Bqa4tdFUXga4Kqc7H9z10K7abMeIGnnxhDs+YxdO7anR1//M7WXzcxb8E7bFpbVny+QYMGvPPW6wQ0DOLunTsseXsuAE2atSQkNJQ9u3awevVqWrfvTHbvAWT8cxj/F2fw54QJ3GzQoNI9nJWZye3UW5SUlHDl8iWWvbuQkNAwwsIj1dq0btM2ALp07UFkkyimTRrP/EVLkUqLefXFGXTo1IWYFq0AeHLyVF6aOYXoFi1p3a4Dm3/5mfizcTRsGKz0eNV1duaZGc8zd/YsSktKaNuhE1mZWRw9chBnZ2dGjBlX5TF3c3PnZEIStra2Stf7NwjAzs6OVV98zLgnJ5Nw7izL33unyn4NTWRUDPFxJxTSk9XzrS+iYcyIHn0HExXdWuvnroiOERgDIjLGshGRMZaHSFEm0CVCiBFUCyHCCASmixBhBIbCGEWYqmqMCIwfVUKKNiKNPtOnKbOjKnvUbRvTuoN6h7S9Pff2HMZx5ec4rvocSXY2Je4eWKXdw3777+Crv6gC5edioUKbfg8PZsHiZXz60Qe8+eoLBDYM4q2F71Kcf1/eZvDgwWzevJk+D7UjNCycN+YvYtTQ/kDZMQkIbCRvm5qawm9dYhl39TKjf/yRlZMmVbqHn5s2EShLuVXPx5f2HWN5bc4CeU0VZTZ98PGXdOz8kHy7r3/YwBsvP8fQAd2xsrKiW4/eLHx3udyOR0aM4VriVd5681UKCvIZNGQ4I0aP4+TxoyqP1yuvv4WnpzcffvAuSTOv4uLqRrPoFjz7wisaH3NXNzeV67y8vFn+yUoWzZ/DV59/TLPoFsxZsITxo4dp3L+hGDb6if9qxdzE20eIMOZIdZ+7onaMwBgQYoxlI8QYy0OIMQJdISktn4BZoJSsrCxcXV1pOPVnrOwdDW2OUSCEGPNDRMNYBkKEERgCYxRgZFyIj2P39l8rLe/WZyCNI5sp2UJQkdSUZL1Fk+gCbe3T1/7I+pVKpVhbW2vVf3VtkmRn4/Dzjzh+9hG25xMotbEh9W5udXdBb9TkPpRt65iTw8Qvv6TI1pZVTz1Fx8GPGvweHjmkH971fFjxxTcGtUMgMFeEGCMwNEKMsWyEGGN5CDFGoIySglyuffIomZmZuLi4qG0rImIEWiNEGPNDiDCWgRBhBLWNMQswMmqjWLsqjF3A0ARTSOumzaxrfe5PTaJuqrttad265D0xibwJE7Hf/At2h8sKuhvbtVeT+1DWJtfJiR8ee4ynVq5k+M8/kzPmSZ3aWBW5ubl8u+oLuvXohZW1NZvWr2Xfnr9Yu+mPWrVDILAkRHSMwNCIyBjLRkTGWB4iMkZQU6wMbYDAtBAijPkhRBjLQIgwgtrGFEQYqJ1i7co4vH8Xm9auZvf2X9m0djWH9++qeiMjQ1VaN02KpRsjqvYn/sxJwxikSyQSCoY8wv3Fy/hr22aju/Zqch+W3/autzdrR46kUWIiYR+8B7UY+C+RSNj15zaG9u9Bn67t2bHtd1Z+u5YuXXvUmg0CgaViKu8cAvNEfGdZNsKfYnkIv6igJoiIGIHGiIeN+SFeGswf8WEgqG0M6Qyp7ix/fRdrr4i51KXJzFA+AzAzI82k9kOGqv3Zt3MrmelpWkXGGFvEiYy/tm3mUsJZhWXGcu3V5D6suO39NrG4zphMcaNQcmc8D4AkIwMopdTNXS/216lTh3Wbt+mlb4FAUDVB3k4iMkZgMERkjGUjImMEAoGmCCFGILBQhAhj/ggRRjUdwtQ74p6a8QoTn321VmwZ2rU5I8dPYdQTUzRqf/zIAaY9PpAdxxJxdnHVs3XaYUgRpqYppfRZrL0i5iJgGDKtmz5QZ7c2YoWxpmtLTUmuJMLIMJZrT1fp2/LGTsD6ykWc57yKNCiYgoFDcH7zFaxup5KxdpMOLRYIBMaESFUmMCRCjLFshBhjWYgUZYLqIlKTCTRCRMOYF0KEMX+ECKOe3w4myP977vVFONV1Vlg25qnpWvVXVFioJ0tNgyBvJ4NHwphSiixzETAMldZNXyjbn/KoEtDKY8zXojr7dXHtpaYkcyE+Ti/7Wp2+s99cQP7gYbhNHo/N8X8pDmuM3f49UFSkc/sEAoFxIVKVCQxFx/oe4jvMghF+FstC+EkF1UEIMYIqEQ8X80K8HJg/4uW/ajy9feT/1XV2QSKRyP/e+OPXPDOqn0L7n77+lKFdm8v/XvDyVF6Z8hjffPI+AztFMrJPG1JuJNEhzJ09239l2uMD6dqsPmMHxhJ34h+tbOsQ5s6Wdd/yytTH6dqsPo/2bMX+v7YCkHIjiWmPDwSgd6sgOoS5s+DlqQAUFhSwbP4r9G8XxkNNfXl6VF/OnT5ek8NUJYYWYGSoizAxNmQpqxo0DFZYbqoCRvvO3Rkycjzd+gykS8/+uHt66U10aNkkmIVzX9OrqNG+c3e69OyvdF1FsUKZOKDLa3HmlKeYMOYRrbdThSqxJSwiqsbXXk1rHqkTWqrdt5UVmZ+uoiiqOe6jh1Ec2hir3FxsTxzTyjaBQGCaGMs7isAyEd9jlovwt1gWwl8q0BYhxAjUIh4q5oV4KTB/xEt/7fHvoX1cu3qJ/33zC+9/8ZN8+WfL3mbMU9P5dss+AoJCmfP8RIqLi7Xq+6uPltCj3xC+++0AHR/qxbwXnyYzI516fv4sWvEtAGt3HOW3gwk8/+YiAD5+dy67d/zKm+9+wjeb9tAgsBHPPfkImRnputvpchiTc8NUIkzKO5RvXLsqXx4a0ZR2sd0MaFnN8PHzJ+3uHfbt3KrWWe7nZqf2v/cXzVc5xuH9u8jNyeZiwhmdFZg/uH8vfm52ZGZkALB2zbeEB3oTGRWjNtJn7Zpv8XOzIyYymIc6tKJN88Z0atWE37dsNOprUVnET1hEFN37DqpRvzWNAlIntNSk7zqrvqDO2jVkrPyOUnsHnBe8SYmTE3YH9mpkV0WsUm7iNnYEVsk3qrW9QCAwDMb0viKwLMR3meUi/C6WhfCbCrRB1IgRCAQCM0G87NcuDnUcmb3wQ2zt7ICyaBWAMROn06lbHwAmPfsqY/p34Ma1KwSFNNa47/7DxtB74HAAnnnxTdZ9+znnTh+jQ5eeuPxXaNrd01teIyYvN4dfflzFG4s/psNDvQB4beH/+KfbHn79+Tsen/SsbnYa43RoyBzM5R221Y0w0VeRdWUOZRmXEs4SFd0awCgLvFeFKmd5xZoqp84nyf+9+ZefeW/RWxw4eka+zMmpbo361yXqCsdnZqZjb2/P9OllKQwLCws5ceIEkyeM5pffdujsWtQH6vZLUyreIzWpeVTVua1J3zbnE3D88hNK6zqT338gDr9totShDnb795Lzwitqt1VGqaMTtieO4z5qKGlbd1Hq7Kx1HwKBwDAEeTuJujECgyDqxlguomaMZSFqxgg0RUTECFQiVF3zQszKMG+ECFP7hDRuIhdhyhMa3lT+b896vgCk37ujVd+hEQ/6qOPohFNdZ9Lv3VXZPjnpKsVFRTRv1U6+zMbWlibNW5J4+YJWY6vDGEUYGeVTZA0ZOb5aESY1Ta+kjqpSUx07ckBvY+sbTdNx1fPxlf/n4uKKBIn879zcHKZNGkezsAaE+LvTt1sH9u35S23/a779ivBAb/bvLTtWCefOMGb4QEL83WkW1oDpkydwT819U56D+/fy3LSJZGVlyiN0vvvmKxpHNqvk8M/LzQbA2dkZZ2dnPD096d69e5lNX38OwJCR4ykssWLdzxt4bNQjNG8cwNSJY7l7R/ED7Xz8WcaOHEJYgCehDTwY3K8biVcvK7Xx5PF/aRpSnxXL39Non1Th4+evdL80Qdk9oiraRyqVVlnXJSlR+b7KznlNIozuL1nG3RMJ5D45CYftW7HKzsbq3t2yOjHVqOtV6upK+rpNWCdewXXiWNAy0lEgEBgWkapMYCjEd5rlInwwloXwoQo0QQgxAqWIB4h5IV4AzBvxcq9bJBIrSilVWFZcXLm4cx1HR6Xb29jYlutLAkBpaanStqoo34esn9KSEq360CWm4ryoiYNZ30XWq3IcX6/gkDaWAu+aUBNHvIyc7Gy69+7Hz5u38ee+f+jWozfjRw3lxvUkpf0fOHCALz/9mJ82bqXzQ93JzMhg+KA+RDWPZtvuQ/yw/lfu3LnN0xPGaLQPrdt1YP6ipTi7uHDqfBKnzicxZcYLStvWcVSM3CkpKeHUqVMA+Pn5ya8jL29fZs9byF8H/uXrNeu5nnSNmVMnyrdLuZnM0P49sLOz4+ctO9i+5zCjH5tAcXExqSnJZGWmU1CQX7a/e3czckg/Xn1zPtOfm6XRPukaVfcIUCnlmbePX5Wp6g7v38XxIweUjiU758rSqWkTYXTTzpbjI0dzZtffZH68kpIGgUiKi7G+ekWj7StS3CSKjG9+xH7ndpxnG+Y8CASCmmEK7zMC80N8rwkEAoEARGoygRKECGNeCBHGvBEv9brH3cOTe3duU1paKhdSLsbHVWpXVFjAzSvxOLq44+blW2v22diWiTQlUql8mX9gMLa2dpw+dgQ//0AAiouKiD99gpETnqnReJbisFAVdXH+XJmDvaappZSlT5MRGBxK0tVLSm0ylpRW6lC2bzJHvIzoVu1p37m7yj6aNoumabNo+d+vvPEWf/y+mR1//MaTk6cqOOP//PNPzsXHs+mPXYRHlkWPrfryE6KaxzB7ztvydh+s+IJWTRtx+dIFQkIVUwOmpiRzPemBM97Ozk4hSkcdrq7uFBQUsHDhQgCKi4uxsrJi4MCBeHiUPZMzM9IYPXaCfJuGQY1YsOQD+nXrQE52Nk516/L1yk9xdnHls1VrsP3vvg4Jbcxf2zZzKeEsKcnXyc/PZ/m7C1jx4Qcs/fAzBg8bodY2faIu8ql8yjOpVKpw7qFyKjl1qfrCIqLkY/n4+atMp1ZVGsHD+3cpjBHdqj3t4y5ilXqLEl+/aqchLOzRm6z3/ofrC9ORhoSS+/Q0jbcVCATGgezdRqQrE9QmIk2ZZSJSlFkWIkWZoCqEECMQmDFChDFvhAijH1q2iyXjrVl8/8X/6NZ3MIf37+TQvp041X1QDyAzLZW01GTiDu0AIKhJK1y8A2vFPt/6AUgkEg7s3k7Hh3ph7+CAo1Ndho55khXvzsXFzR1fvwZ8/+WH5OfnMvDRsdUax1wFGFXOV1VRHfFxJ4mPO1mlkKAJFZ3V1tbW8nGVCTHGUOBdU7R1xFckJzub9xcvYOeOrdy+dYtiaTH5eXkk/1d7qX3n7jg61eX4iZMUFOSzY+8RGgY1km9/7sxpDu7fQ4i/e6W+E69eURBiZA76q1evAvDvoX306Kddwfq6zs788PMWbiYncfLoIa5cucJvv/2Go6Mj4eHhuLp5cOrkcZYums/Zs3FkZqRT8l9U240bSYRHNOFs3GnadegkF2EAuQgjIzk5mXcXvW1wEQaqThPm4+ePj58/F5QI1wDxZ07K7z1Vok49P38uJpzhYkJZ7SDZfSfrW4ZSkaXc/amu9gzAsU1rFaLQtL2/856cjM3lSzi/9iLSoGAK+vTXeFuBQGA8iNoxgtpGiDGWiRBjLAshxgjUIVKTCRQQ0TDmgxBhzBshwuiPoNBwXpr3PhvWrGTcoM6cO32cMU9Nl6/PuHuL7Ix7CtsknjtGVrp2dWCqSz3f+kx89jU+ff8tBnRozNK3XgZg6qy5dOs9kPkvPcOEIV25kXSF5as24OLqpvUY5irCqKsBoywFUnnUpQpLTUnWOAWXLH1aZFSMPI1aTdMvGQuyfbO2tla6PjMjTX6sMjPTFda99eYr/PHbZl57cwGb/tjFzv1HiWwSRWHhg7SA1tY2xHbpSmlpKVs2rlfYPicnh159B7Bz/1GF/w4eP0eHjp3l7ZQ56ONOHtU6DZyVxIo27Tsx+JHR9BkwhI4dOxIUFMSBAweIad0BZxc3Rg8bQF0XFz7+YjV/7DrIqu9/BqDov/okDg4OCn2mpiQriDAA7u7ueHl5sX7tGoqKKqdIrE00vU5VCTbnz56S33vXrylPDXa7wnlQdt9pkkZQldAjq8Wki1SA9+cvoqDfw7g++Rg2p09qta1AIDAezPWdR2C8iO84y0T4ZywL4VsVqEJExAjkiAeF+SB+5M0b8fKuWwY8MoYBjyjWkRg25kmGjXlSYdmEKS8CkJuVztChQyv14+zkyKGLis5lZxfXSssqsnHPaYW/lbX/8/g1hb+fnD6LJ6cr1iewt3fghTlLeGHOErXjqcOcnRHqZsjLHMmyqI7z504RH3eyUh/KUoVVNTNfU1SlXzJFVDnir1+7wu7tvwJw4sQJiqUPip0fPXKQEWPG0n/gEKAsQuZ60jU6VOgjpmUbnpg0lTHDH8bGxkZex6VZdAy/b9lIQGAQNjbKX29TU5LlqeYqkpR4mbt3blGsZQH21JRkPLy86dKzP9t2/ElmRibtYrtx6uRx0tPu8frchfg3CADg1IljCts2adqMdT9+T1FREba2tkrFA0dHR0aOHMkvGzcxecJovvjmR4UImtpGk+tUXRo+GZcSzhIa0VRBeNI0RZ+6FGmydiqvwQoCjLpxqsTamswvVuMxoAfuo4Zyb+cBSuqb7n0rEFgyIlWZoLYRkTGWiYiMsSxEZIxAGSIiRgAIEUYgMBWECGN4HF0qpz5St9xUMGcRBsoc7cqo6NT18fMnvEm00rYVnbuazMzXBllEiSmLMKA8ciIsIqpStIf0v6L0AMGNQvnj102cOX2Ss3GnmDpxLCWlJUr7b9OuA9+v28LSJW/zxScfAvDExClkpKcz5anHOXn8XxKvXmb3Xzt4bupEpFKpPBpKmcAGcPzIAW4mXSE3N4cvViwl4Vwcp0/8o/JcllLKH1vW893KFfzy07csWzyffw4f4uHBwwDwbxCAnZ0dq774mGuJV9i+9VeWv/eOQh9PTJ7K/ftZPPPkY5w8cYyMjExOnTrF3bt3Fdq1aN2ejVt3cenieaY89bjWYpGu0eQ6bd+5Oy3bxartJ6BhI4aMHE+3PgMZMnI8Ldt2Utqu4n1XVYo0mY0Vr8HA4FC19lQnFWCpkxPpP20EKyvcRw1Fkp2tdR8CgcB4MPd3IYFxIb7rLBMxadayEL5WQUWEECMQmBnih918ES/rxoGbly9BTVopLAtu0go3L/UFvvVBxt1b3LwST8bdW9XuI8jbyewdD4f37+L4kQNK1ylzvmqagkmVuKNquSXRvnN3BSd7g4bBStvJhLC3Fr6Hq5s7A/s8xLjRw+jaozfNmrdQ2X+7Dp34bu1mliycy1eff4yvX322bN+DVCpl1ND+dOvYkjmvvYiLqxt3UlPURmfICAwMpHXr1ixeOJ9uHVvxzrzXK6Wwk3E/K4snx41h6dKlrFixgkOHDtG1a1dGPTYOAC8vb5Z/spJfN/3CQ+2iWbH8PeYsUIxW8/DwZP2W7eTk5DBsQA8eGzGYc/EJWFk9eD2v6+xC976DqOfjy/otO0g4d4Zpk8YhlUqr3B9DExgUonZ9xXtP0/tO03YVr0FVQo+q7TWlxNeP9J82Yn31Mq4Tx4IJnBuBQKAac38nEhgX4vvOMhE+G4HAcpGUlpaWGtoIYycrKwtXV1caTv0ZK3tHQ5ujc4RCaz6IH3TzRLygGycZd2+Rm5WOo4u7QUSY8ycOkHjuQaqjoCatCG+hfgZ6RSzB2ZCaksymtauVrguLiKJ7X9VF2lNTktWmYDp6aJ9Sgadlu1jadOhSfaPNkPgzJ9m3c2ul5V169icyKkavY1+Ij5OnRCtPZLMY6jjWVSnSlWfIyPHya6BiOrrydOszkMaRzaplZ8V+QyOa0qPv4Gr1ZSyoOlYxrTtQWlqqNK1fVfedDE3bqbMnMDiElm1jdRKFZvfnNtxHDiF38jTuL15a4/4EAoHhEanKBLWFSFNmmYg0ZZaDSFFm3pQU5HLtk0fJzMzExcVFbVtRI8bCESKM+SBEGPNEiDDGi5uXr0EEGCgTgcqLMACJ547hExCqkU2WIMDIUFVPAlAZpSHDx89frYM2MChEqRO/qkgAS8Ta2lqr5bpEVcopWQo6TYQYWf0QZenoNBmrKpT1eynhLFHRrU0iVZ0qUaR8TRmpVIq1tTVSqZTs+1mVjnv5mk2a7LOm7cqjz1pMhb36kvXuclxfehZpSCi5k6borG+BQGAYgrydhBgjqBVEzRjLRNSMsRxEvRiBDJGaTCAwA4QIY54IEUagitysdK2Wl8eSRBhQ7xivrtNchqYpkgSa1fXQF+rOk7J1ypDZqU7Yq8m5V1eA3tiR1d/Zvf1XpancZDVlIqNiSLt7h307t6oUv2pjf/VZiylv4jPkTJ2J8yvPY7fjD533LxAIah9Le28SGA7x7WeZCF+O5SAmwgtARMRYNOIhYB6IH27zRLyIC9Th6OKu1XJQ7UioTnofU0LmaK8YbaArwUSfM+zNCWXnQdtzUJNrVd15qrju6qXzKu1UJRzVNMWaIYWqmqAskqd8ZEtVbSti7PurCfcXLMb66mXcnnyMtD92U9ws2tAmCQSCGiJ7hxLRMQJ9IyJjLBMRGWM5iMgYgagRowHmWCNGiDDmgRBhzBMhwlg2fl9+iPO/h7j44Tek309XWYemYo2Y4CataKyiRowqEaZivQRZjQZzJDUlmaTEy0BZ6jAhmBiG6ooptX2tqrOzoi0xrTvQLrZbjcfUR7/6FlpV1d9RVitHVVsZujqOxoAkJweP/t2xunuHezsPUOJX39AmCQQCHSHEGEFtIMQYy0SIMZaDEGPMC1EjRqAWIcIIBMaLEGEE91t3IGD5O3hNHc22bl1AIgEgqEkrwssJLeEtYvEJCFUp1ID6dBqqZrK7untgbW1tdtEd1aknIdA91TkP2kRd6Ap1duorCkrX/daGeKVNJE9V0S5BIY11YpMxUOrkRPpPG/HsGYv7qKGkbd1FqZNIbyQQmAOiboygNhCRMZaJiIwRCMwfUSNGIDBRRDSM+SFEGOMm4+4tbl6JJ+PuLb2Ok92iDXGvLyRk32667NsnX5547lilsd28fKnfKFJrEQZU12LYt3OryloPAuWkpiRzIT6O1JRkQ5tilhhj/RR91RnRVb+qxCtdX6Pa1Emqqh6PKdTD0YYSv/qk/7QR68sXcZ04FqRSQ5skEAh0RJC3k6gdI9A74ttQIDBfxAR5y0VExFgY4mY3D4QIY36IF23jpmIasIrRKbrmcvuO3OvWje67d5Pm7s6Z5s0ByM1KVyq6lEdTx4AmtRj0HXVgDlhSejdDoY/6KTVN2WVzNg6b8/HkDxtRq+NqijrxStfjahPJ075zd1zdPdi3c2uldeZQH6Yixc2iyVi1BvdRQ3F+81Xuv/OeoU0SCAQ6RETHCPSNiIyxPERUjOUg6sVYJiIixoIQIox5IEQY80OIMMZNxt1bCiIMKI9O0SWOLu7s79KFk9HRDN68mYBr1+TL1aHN7MyqZqfLMLdZ6rok/szJWok6sHS0ibrQhMP7d7Fp7eoaRX7ZnI3D7cnHcfjxu1odV1P0IV6pQ5tInsioGJ2eT2OnsHc/7i/5AKdP/kedrz43tDkCgUDHiMgYgb4R34qWh/D5WA7CT2t5iIgYgcCEED/I5od4sTZ+crPSVS6vKjqlurh5+RLUtDW/SqW4ZWQw6qef2L5kudrxquMIKD+TXSqVWswsdV1QMRKmPPqIOrB0dFU/RVf1ZvIfHU3u/r24PvsMJQ0CKez8UK2Mqyky8ar8mMYkduirzo6xkjtpCtaXL+EyaybSwIYU9upraJMEAoEOEZExAn0jImMsDxEZYzmIyBjLQggxFoJQWU0fIcKYH0KEMQ1URaFUFZ1SU8JbxOITEEpcdCzdX3yGvh+8x5kOvZC6KY5b05mYsqLkVUVxpKYkk5R4GYDAoBCzd5yqQ5lTvTxCvNIeTVJ2ya7VmqAqwuvYkQP0HzJS844kErKWrcA66RpuY0dw7899SMPCtR5Xn6KdsYsdujifpsT9he9inXgFtyfGkLZtD8VRzQ1tkkAg0CGy9zEhyAj0hRBjLA8hxlgOQoyxHERqMgtAiDACgfEhRBjTwc3LFxdPH4VlLp4+SqNTMu7e4uaVeI3TllXV3s3LF++YdlxYtQGbjDTCp41FUlgoX6/LdBjqHMWylErHjxzg+JEDek+rZOyoS9cWFhFFZkaaSE+mBcaQsut64mXtz5mtLRmrf6LExwf3EUOQ3Lur9bj6Fu20SRlmbqSmJHMhPk4n96JO+rK2JnPld0gbheI+aihWt1JqbJdAIDA+RKoygT4R35CWh5iQKxCYF0KIEQhMAPHja16IF2jTIuPuLbLupSosy7qXWkk8OX/iAEe2ryXu0A6ObF/L+RMH1ParTfuCho248Mn31D1xlEZvzCTIy1HnH/qqHMJSqVRp9Icl10JRdawaNAzmYsKZWhEUzAVVKbv0dW35+PkTEBSidF116iGVurmRvnYzkvtZuD/+KBQUqBzXkuqiGBpdinu67Ku0bl3Sf9oIJSW4jxqKJEfMnBcIzBEhxgj0ifiWtDyEP8gyEJPoLQMhxJg54kY2fcSPrnkhXpxND3U1YmRk3L1F4rljCusTzx1TGemibXuA+607cHnxCrw3/oTT+4s0NV9jVDmKra2tVW5THce1NuhyRrsuUXaswiKiuHHtqsIySxarNEVdJJa+aNUuVuny6kanSIOCyfjxF2xPHMN1+iQoLVXarn3n7gwZOZ5ufQYyZOR42sV2q9Z4AtWkpiRz9NA+nYl7+hAKS+r7k/7TRqwvnsd18niQSqvdl0AgMF6EGCPQJ+Kb0vIQfiHLQPhwzR9RI8aMETew6SN+bM0L8cJsmmhSI0adWKMshZm27WU4PzWB+3dv4LxwHtLgRuQPH6XOdK1RVlNCncNRn2mVDu/fpeAAjW7Vnvadu+ttPG2peKwyM9K4mHCmUjtZDRBNaqBYIoZI2aWPQvZFbdqR8dkq3CeMQRocQvbsuSrHFue/Mrq4P/7atplLCWdVri9fj0fT8fRV26e4eQyZX32P25hHcJ47m/tvL6l2XwKBwHgRdWME+kTUjLE8RM0Yy0DUizFvhBBjpggRxvQRIox5IUQY08XNy5egJq0UIliCm7RSEEw0EWtqsrz8rMqcl1/H5splXKdNQhrQkKJ2HarcB22o6ChW5rQG/aZVUjULPTg03Kic2Jo41V3dPIxeVDIk+hBFNEEfhewLhgzn/pzLOM9/k+JGIeSPelwHlpo/urg/qhJh4IG4p814+hQKC/oO4P6ipbi88jzFjULIe3JyjfsUCATGSZC3kxBjBHpBiDGWhxBjLAMhxpgvQogRCAQCPSNEGNMnvEUsPgGh5Gal4+jiXilqxc3LFxdPH4VaMi6ePiqjWzQRd2RUSm0hkZD54WdYX0/Cfcwj3Nu5H2mw8poXukLmtE5KvAxAYFCIXh3l+pqFrk9UCQqASYhKhkQfoogm6CM6Jef5l7G+chnXGU+XCaWdOqtsa85RUprumy5E19SU5CpFGJm4p+14+hYKc5+ehvXlS7jMmom0YRCFPXprtb05X0MCgbkhxBiBvhBijOUhxBjLQIgx5okQYswQEQ1j+ohoGPNBiDDmg5uXr0phJePuLQURBiDrXioZd2+p3KYqcQfU5Be3tyf9+3V49uqM+4jB3PtzP6VuyqNpdEVtplQyRLoqXaBMULgQH6e0rTGLSobAbFJ2SSRkLVuB9bVE3B9/tEwoDQmr5DDXNgrElBzu2uybLkRXdfWEWraLVRCOqzOevoXC+4vex/raVdwmjCZt2x6KmzYDwPbYUYpatgaJROl2ItJOIDA9hBgj0BdCjBEIBALTwMrQBgh0ixBhTB8hwpgPQoQxfTLu3uLmlXgy7t5S205dzRd1uHn5Ur9RZCURJsjbqcoir6UenqSv24zV3bu4PT4CCgvVtjc0qSnJXIiP06jItWwWenlqI12VLvDx86dxZDO5raYqKglqgJ0dGd+tpcTbG/dHB3Ps901sWrua3dt/ZdPa1fy1bbNWBeAP79+lsP3h/btqYy+qhbbF7VXdB5kZ6Ro9K9T1ERYRRZsOXRSeG9W9Hyve1zrF2prMld8hbRiM+8ihWN1Kgfx8PHrGYr/lF6WbaHucBQKB8aDJO55AUB3Et6dlIfxGloHw8ZofQogRCIwI8WNqPogXYdPn/IkDHNm+lrhDOziyfS3nTxxQ2Vbbmi/q0ObjXBoSRvqa9dj9cwiX56ZCaanW49UG1XEkt+/cnSEjx9Otz0CGjBxPu9hutWCp7jFlUUlQfUrd3ElftxnS04h67SWsi4vl61Sl0VIWrWFqDnd1ESfKUHZ/ABw/ckDjZ4WyPsIioujed5BGbY3hfix1diZ97SaQFuM+ehgSqRRpaBj2+/Yoba/tcRYIBMaHEGME+kB8g1oWwn9kGQgxxrwQqcnMCHFzmjbiR9R8EC/Apk/G3VsK9VsAEs8dw8raBu/6QUprxGha80Ud1fkoL+oYS+ZHn+P29BNIQ0LJefFVrfvQJzWpAWEu6aoMVQNFYFikQY04s/h9oqZOYuCWLWwaOlRlmilQHpVhavWS1EWcqEqvVr4G1fEjioK3ps8KdfdYxXGN9X4s8W9A+o8b8ejfDdenJ1DYqQt2B/YqbattZE9qSnKt1fgSCASaI1KVCfSBSFNmWYh6MZaBqBdjPgghxkwQIoxAYBwIEcY8UJVS7ErcEa7EHSGoSSvCW8QqrNOk5osqajorMn/kY2RfuYzzgjlIgxuRP2yEwnpD1pc4uG+n0uVJiZf1Ykv8mZPcSb2Jt099IqNidNavqmOo6bE1F1FJoB2SLt3YNHQow9evJ93Dg71duwIQGtFUITJGVVSGqaW2U1Xc/uql82rrmfj4+ddYdFJ2j6mqo6KL+1GXz1Wr5Bs4L5hD/oBBZH6xGrexIyjo3Q+b8wlY3U6lpJ6PQnsfP3+8ffy4k5oiX+btU1+pHRWPwfEjB0Q9GYHAiBBijEAfCDHGshBijGUgxBjzQAgxAoERIKJhzAMhwpgPVaUUSzx3DJ+AUKWRMRWXZdy9pVac0VVqiuxX38T66mVcpzzFHQcHUoKDcXXzqNIBqk9SU5K5rcMUSu8vms+237ew88C/Stf/8uPXcsdkfNxJ4uNOMGz0EzUeV5kztwRrHhnYi1deeYU6derIlwvnZs0xdGF6XY5/9dJ5zkZF4ZGWRvddu0jz8MD6yadpF9uNqOjWVY6jStgwZlGvYsQJwKa1qxXaKIt00bXoVJNovKpQJfBUGzs7rK9exn3sCKQNAijo3Q+H7VvLVv29j/yhjyo0T01JVhBhAO6k3iQ1JbmSUFzxGIDujoNAINANQowR6AMhxlgWQowRCEwDIcSYASIaxrQRIox5IEQY80JZqrGK5GalVxn1cv7EAYU+KkbS6DQ/uERC5kdfkHPmNPUnjmPrxIlkeFS+LvXpgJs55SnW/fhdpeUzZszA09NTYVlgUIhOxy6LhHngmPzuu++4cuUKEht7hj46ptr9qnLmdnioFy+++CIODg4Ky4Vzs2b8tW2zQqRIbYtbFR3s9fz86dilZ7XOaflrZ3/nznjcu8egzZtJHDpSq36MNZWWOspHnFyIj1PapmKkS01EJ2Ximb7SuulD4Cnxrkfa9r3YnDyB48pPqbP+J0qtrKCkBIe1P1QSYjTdN3U1Y4w1vZ1AYKnI3gmVCTJVTeoRCFQhxBjLQogx5o+IijF9hBBj4ggRxrQRIox5IEQY80SWauxu8lUun/mn0vqqomZU1ZnxCQglJlK3IoSM1LS7bB/Qn4krVzLmhx9Y9dRT5P8XrVEefTrguvXsw/KPvwTgTuot/ti8FicnRcEpLCJK5+PfSb0p/3dGRgbXr1+nbdu2bPz5pxoJMaocmRlpd3B2dlbaXjg3q0dFEQZqV9xS5mC/nZLMprWrtRaEUlOSOX/u1IMFEgm/DhyIa2YmDadNZk9uNgdTrstXh0Y0JaBhI5VCi65S2xki2kibujHVEZ1URadUN8KmqmOkz7o9xTEtyFrxBffnL6LO6lXUfXchNucTKrXTdN/U7auxprcTCCyditExVU3qEQiqQogxloUQY8wfIcaYNlaGNkAgsFSECCMQGD9uXr6ERncgqEkrheXBTVpVOSNRVZ0ZR3J1Zl9FMjPSyHNyYs1jj1E3O5tH163Dqri4Ujt9OuDs7OwoLZGSkXYHL29vYrv2wsqq7HUjISGBb75ZzZPjH6NddDhLFy+guJx9mRkZvDjjaZqG1CcswJPhA3tzNu6UqqEU8PapL//3yZMnady4Ma1bt+bgwQPk5eUptM2+f5+pk8bRqL4b0eGBfP7x/xg2oCdvvvqivM3PP31Pn67t6dejC++99x7r168nOztbvj45OYV58+bJ+z5x4gSLFi3i7Jk4OrdtRoi/O6MfeZjUW4rpgwTKSU1JriTCyFA3q1+XqBvn1LHDpGqYZu/w/l1sWrua+LiTCstLbGxYN2IEhW5utHxtFnVyHzwLLiWcZff2X9m0djWH9++qlv2a2qXvcSoii3Qpj6xujDJ7fPz8aRzZTONIGGXRKbIUXcrGVdevJsdI1fPz+rUrVdqrKaUenuQ+P4vbN9O5e6zsvkhNSeZCfJxW+6asnaq2AoHAeJBFx6ia1JNx95YhzBKYMGLioGUhfE3mj5iUb7qIiBgTRtx4AoHhES+1loEsOkabtBCqImb0KYLI+k7z8uKnUaMY9+23PPz772wZNAgkEr2NW570e3cV6kFEt2rPkJHj2bfnL357fykL3/2Adh1jSbx6hVkzpwLw4qtvAjB5wmgcHBxYs/5XXFxc+O7rlTw6uC9/HzuLu7v64xYZFUN83Alu37rJiRMnGDBgAE2bRRMS2pjfNm/g0VGPy9vOfX0WRw8fYvWPv+DtXY9333mLuNMnaNosWt6muKiYl1+fR2hYY/b8+Qcr/reUTZs28fjjjxPTugPS0spzWaRSKT+t+Y6PPv8GK4kV058ez1tvvsInX35bo2NqCagTQWpr5n5V42gS8aCqJoeMiC49ONumI03Hj2HE2rV8P3YsUhvF13FZFJBsTF1Er+izXoomVLduTFVUFZ2iTYSNpsfIx8+f0IimlYTDSwlniYpurZfIJVVRP5rsm6xdUuJloCwtpBBhBALjJ8jbiYNXlE/q0SQ9rkBQEREZY1mIyBjzR0TGmCZCiDFRhAhj2ogZCuaBEGEsCzcvX60+epXVmanuLGRN0wmVr7GQFBTElkGDGLppE/c8PPi7c2d5u5qk0FFnS15eLkf/OcyJ4//Kl4WFhfHDht/5+acfmPHCy4wYMw6AhkGNePn1ubw9dzYvvvomRw79zYnjR4m7mIy9vT0Ac99ewrbft/Db5l8YO2FilbYNG/0E3339OaWl8MTk6UTFtOZOWhY/fveNXIjJvn+fn3/8jk9Wfkvnh8pSTS3/eCUxkQ0V+ho9doL83+MnTSMgqBGPPTqY3g8PJzi0MQf37wVgwLAxlJYUI7FzYvPmzSz5YAVBwWWp556cNJVl7y7U5vCqxdBF7PWJKhFEH2nsVKHKwS5DE0FIlTAQ2SyG8CbR+Pj5E3/mJGtHjWLc6tUM3LKFTUOHVhJKjx05wPX/HOdQ81o5+kynpSnVqRujCtm9IJVKla4vf640TeumzTEKaNhI6XWii+NZUXRRdk2WF4g0GU9Xqe0EAkHtEhLoR9yhysurSo8rEKhCiDECgXkhxBjTQwgxAkEtI0QY80CIMILqUFpaqvU2qmZCq6L8LGlpz/7sTUuj519/ke7uzrmoKKD6EQZV2VJUWEBwcDADBgyQL7OzsyMzI42zZ05z9MhB/rd0sXxdiVRKfn4+ubm5nDtzmpzsbJo0UhS78vPyuHb1MuooL1AcPLCf4SMfIyqmNQBDh49kwZxXSbx6maDgEK4lXqGoqIiYlm3k27u4uhIS2lihz1Mnj7N00XzOno0jMyOdkpISAAorpHqr5+OHq5sbJ46foI6jo1yEKVvny9072r0YqxJbtL0OTA1lhdrDIqLo3ndQrdrRo+9ggEqOb01FVFX3lkyEkZ/HwEA2DxnCIxs2kObpyb6HHlJoX16EgZpHr1S3Xoq+qIk9Fe8Fbx8/7qQ+SAFYXcFbG5v0dTyVReWoS9lnjOKKOQvGAoFAYA4IMcZyEFExAoHxIYQYE0REw5guQoQxD4QII9AEZXm9tXWmVjedUPnZz4dfeo24tDSGbtxIpqsr3kNHVDsqpypbbO3ssbW1xdPTU6Gdq5sHuTnZvPTaHPoPHFKpbwcHB3JysvHx9WPDb39WWu/i6qbSrvJO2dzcXH7fshGpVMrqVZ/L20ilUn78/htee3OBRvuam5PD6GED6NqjFx9/sRpPLy+Sb1xn9LABFBUWqtzO1sZW4e/MjHRKS0vlNR2qQtlM+B59Bxs8rVRtUZ1C7fqgR9/BREW3rlYqJ2WCkkwYqHgezzRrhkdaGt127ybN3Z0zzZuXjRccStLVS5X6ronjXZ1dhqC69ii7F+6kptClZ3+sra1rdN1oY5O+jqc29ZAMJaKpw9wFY4GgtklKVD4R5c7NRJGaTFAjhBhjOQgxxvwRUTGmhRBiTAwhwpguQoQxD4QII9AUR3KVLtfGmaqLdELtu/Tg9vfryRk3kvEbN5Ex42WUJ/OpuS116jhWcg7KnJPNoltw+eIFghuFKu2nWXQLbqfewsbahoCGQRrZVNEpGxcXR926dfnymx/x9H7we7ln104+/3g5L8+eR8OgRtja2nLy+L80CAgEICszkyuXL9K+Y1n6tosXz5Oedo/X5y7Ev0EAAKdOKIpqVXF4/y6OHCgr9L1p7eoqHZLqZsIX5Ocr3cZYZ8TXBGNJoVQTO5TVQ7kQXxZZVZF9XboQamXDkC2/4tuhM3UfHgKgVIipjuO9fHSCsQhdMqpjj6rnkLW1NY0jm9WqTfo4nqrOccX0ZIYU0VRhKYKxQGAMSKoRYS0QVESIMZaDEGPMHyHGmA5CiBEIBAINESKMQBOCvJ0ASC3WPHWNqlQu2qa/UdVPvaBG5P+yFadeXXAfOZh72/dR6uaG1fUkbM+cpqDfw1Xul6a2uHt6MWTk+Ep2PP/y64wbOQT/BgE8PHgYEisrzp05TUL8WV59Yz5duvagVdv2PPHYcN6Yv4iQkDBu3Uph546t9Ht4CDEtWlUau6JT9vjx4zRp0gTvet40joySL6/vH8Ci+W+we+d2evbpz6Ojx7Jgzmu4u3vg5e3Ne4vmY2VlheS/Oh3+DQKws7Nj1RcfM+7JySScO8vy996p8hjJqI5DUpWDWVVaIjDOGfGCMmRCTsUIgUpIJHzToR1jL12gxZzZ/O3iSrORj+sk2kJVdEJtOcU1SVGlreBVGynWtLFJ18KhqkibdrHdiIpubTQimjKMoQ6RQGBuBAaFcPzIgUrLvfyDDWCNwBwRYozlIMQY80eIMaaBEGJMCBENY7qIaBjTR4gwpk3G3VvkZqXj6OKu11QOMhEGNEtdk5qSrLYotzbpb6pKCVPq5U36uk149uqC2/hRpK//Fftdf+Ly0rOkXrsDjo5q962qlEuZGWnk5eXK21a0sVuP3ny7dhMfvLuQFf97H1tbW0LDwhkz7kkAJBIJa9ZtYfGCOTw/bRL37t7B28eX9h1j8fZW/vtXvlD3zZs3SU1NZdCgQZUKeLu4uhL7UHd++O5revbpz1sL3+PlF6YxdtQQnJ1dmPrsi9xMvoG9gz0AXl7eLP9kJYvmz+Grzz+mWXQL5ixYwvjRw9QeIxnVcUhq60gODA4Vzk0jR5kgp4wSGxvWjhzJU199RYvZs7jVvEWNoy0MHZ2grxRVxpZiTR+oOvfGEi2mCmOrQyQQmAOqnnkxkSEk3skxoGUCc0KIMZaDEGPMHyHGGD+S0upUDrYwsrKycHV1peHUn7GyV++o0hdChDFdhAhj+ggRxjSRiS93U5JISUyQLw9q0orwFrE6H6+8CFMeTYuvl2fIyPGVBBt1DtnUlGQ2rV1dZT8Advv34j6sP3mjHif3mRl4dWpJ2ubtFD7UTaP9rGiLIWsCXIiPY/f2Xyst79ZnoFZpinJzcmgRGcTct99lzLgnamyXNuejPH9t26w2AkabvgSGR9X12bBRY3nqvPIznd3v3WPiypUURjYhf9tesLPT+dja3hvVobrXv7ZjGHN0iKVS8fdAFs0jEAhqhrpnnhBkBLpCiDGWgxBjzBshxNQ+JQW5XPvkUTIzM3FxcVHbVkTECAR6RIgwpo8QYUyPjLu3uBx3hLs3E5WuTzx3DJ+AUJ1GxqgSYUD5LOaqZspXjJyoaia0NhEYhZ0fIvN/n+I2dSLS4EaUeHhid2CvxkJMeVsMPeu+ujOw406d4NLF87Ro1YaszCyWvfs2AH0GDNSJXdWdtd+j72CASrUgSktLzToCwFxRdR1eu3KBa1cuEBrRVGF5uqcnP40axYTv12A/cwqZn6yE/9LlUVwMNpq/tmtyb+hLzKiNFFW1HR0ihB/NMFQdInF+BOaOumdekLeTEGMEOkFExlgOIjLGvBFRMcaNEGJMABENIxAYBiHCmB7nTxwg8VzVRdVzs9J1JsSoE2FUocpRKUPbVC6aChKOHy7FfucO8p6YSPbzs3Ce/yaFrdtid2CfVuPJMHRNgJqkKfr0ow+4fOkCdrZ2NI9pyaY/duHp6aUz26rrkOzRd7DSWhDGVGRdoBnKrs/yXEo4W6kIu+cjo8jq2BW3SeMpbhRCzqzZ2O36E9cpT3Hn1AVwcKj22OXvDX1Gsl2/dkXpclNNUWXIqD9TpLZFMnF+BAIhxgh0hxBjBALzQIgxxosQYowcIcKYLiIaxrQRIozpkXH3lkYiDICji3uNx1MmwGg6K1edQ1LbaAfZmBUdusr6KezcFYdtW3F74jGkfvUpimyK7YljYGUFublV1onRdD9q0+FaHcGjWXQLduw9onfbquuQVLadsdeHEChHdn2eP3eK+LiTldYHNGxUSXjLB+5fuYzzwnlIgxtR3DgC69Rb2B47SlGnzlqPXfHe0GckW2pKstL0emERUUZz/WoTPWHoqD+BenR1fkREjcAcEGKMQFcIMcYyEFEx5o8QY4wTIcQIBHpAiDCmjRBhTJPcrHSN2gU3aVXjaBhlIow2s3KVzVYPDA6hZdtYrZxAFccMjWhKQMNGKp1JxS1akbb1L2zOnMZx5Wc4rP0BiVQKUin2236nYNijGo+taj9qM21WeedZ48hmpKYkcyE+TjjTBEaF7FpUJsTIrtWK12vOy69jc+UyrtMmkbbxD0pc3bA7sFcrIUY2dsW+9RHJJrsXMzOUP4cbNAyuVr+6RtvoCUNH/QnUo4vzIyJqBOaEEGMEukKIMZaBEGPMHyHGGB9CiDFiRDSMaSJEGNNGiDCmi7ooF7/gCLx8A3F0cdeLCFOdWbk1zaWvbMxLCWeJim5dZV/FUc3JWv4J9+ctpGTpYrxXfcn9WzexQ/vZ4h5e3nTp2R9ra+taFUAqOs+8ffy4k5oi/1s40wTGhDaipfWFBGzjTpG55AOsryfhPnYERTEtsTuwj5xXam6LriPZKt6Luuy7PDWNWqjOc9oYov5MFX1Fmcj6lUqlZN/PUtpG0/MTf+akiHgSmB1CjBHoCiHGWAZCjBEIahchxBgpQoQRCAQC7XDz8iWoSSuF9GRe9YMIadZO7/VgqjsrtybppnQxE/hQ3AlOebrCrJegMAfvH7/WWMxQNou4cWQzLfag+ihzqJa3GzR0phUXI8nKpNTDUx9mCgQKaCq+2h0+iOuzz1Di4Uneo6OxupGEzdk4rO7fh4ICsLevkR26jGRTdi9WRBdRcrqIWkhKvKx0ubpnpqGj/kwVXZwvZUKOJqKfpudHXV8i4klg6ggxRqArhBhjGQgxxrwRUTHGhRBiBAIdIqJhTBsRDWP6hLeIxScglNysdJ1Ev8hQJcDIMMSs6ZqOWRMxw9B1E1SJUMraqbOnztofcH7lOdL+2E1xs2hdmScQqEQT8TVv3JMUduqM41dfUOf7b5Bk3weJBIlUiu2RgxR16VZjO2oakSdD1b3Ysl0srm7uOomG0MXzRp3Tvapnpq6OlaWgj/MV3ao9waHhakWYlu1iCQwK0WiMqgREEfEkMAdk765CkBHUFCHGWAZCjDFvhBhjPFgZ2gBBZUQ0jGkiRBjTRogw5oObly/1G0XWmggDD2ZNl0ffs6ZrOqY2Yoam22raZ03R1ElWVbv8wcOQNgrFfdRQrFJuVtseWW2a1JTkavch0A26OheGPqfSkDDuv/Med+ITyVq2AmlAQwDq/Pg9qSnJHD20j6OH9tXIPh8/fxpHNqvRc0rVPRYYFFLjvmXU9Hmjzumu6TNTF8fKUtDH+Tp17LDKiCYZrm7uOvn9ExFPAnNDk/dYgaAqxLeyZSB8WuaN8DUbByIixsgQN4ZpIn6wTBvxYilQhTYfr4aYNV2TMasjZpTPza9pn/qoE6AsXZC3T33upD4QUzRxppXWrUv6Txvx7BmL+6ihpG3dRamTdg4LVTO3xez52kdXRbeNqXh3qZMTeRMmkjf+Key2b+VQUQH/rl0tX3/8yAGD2lcbqbtqGv2nLmqnTYcu1bZLoBx9na+c7PvVGlebtl169icyKkbjfgQCU0GkKhPoAhEZYxmIyBjzRkTGGB4hxAgEAotGiDACVVRnBmFNar6oQ52YoW7Mqrar6EC1d3CgID9f/re3j5/K3PzePn4KqcyUOV/16dBWJkJVR/Qpqe9P+k8b8ejXDddJ48j4bh1YW2u0raqZ20KYeYC+CnYrG0cX6fIMnXZPJRIJ16NjFEQYGYa2T98idE3FHnVROwLdo6/zdf7sqUq/O9XpX52NQoQRmDNCjBHoAiHGCAQCQc0QQowRIaJhTBMRDWO6CBFGoApjSuNQXTFDk+3KO1AvJpzhxrWrCuvvpKbIUx8pqyfTpWd/rK2tlTpfa8OhXVGEqq4QVtw8hsxVa3AbPQznOa9xf+G7Gm2nSaodZcKMoaIXapvajCxRlw6pqmuivFhUk370jbrrLSnxskHt05cILaMmYk9tRO0IFNH1+ZJR/ndHKpWq/P3Rt40CgakixBiBLhBijPkjomLMGxEVY1iEECMQ1AAhwpguQoQRqMKYRJjqihmqtnN196g041fWT0URRoY656+1tTWNI5vJxyzv0DJmh7YyCvr05/6ipbi88jzFjULIe+rpKrepTkFnQ0cv1Ba1HVlS3XRIFcWi0Iim1eqnNjAGGwxJTcQe4XSvfWp6vqxtbDh+5ECldeV/d2qKvgVEgcAYEWKMQBcIMcb8EWKMeSPEGMNhZWgDBGWIaBjTQ4gwposQYQTKCPJ2MioRBlBZnLiqSAxV6/ft3Mrh/bu06s/VzaNKJ/fh/bvYtHY1u7f/yqa1qzm8f1eN6wTUBhULsuc+PY2cydNwefk57HZur3J72cxtbdG0aLUpU9OC3dqi7FxUFfWgTCy6lHC2khhjLNETPn7+KoUikWaranz8/Gkc2cwozqWgalRd08b0GyIQmCrG9r4rME3EN7X5I3xe5o3wQxsGERFjBIiLXyCoPcQLo0AZxvhBWnGmfnmqckSpW68sKkFV+7CIKHk7Val91EU+GHM6IFVps+4veh/ra1dxe2IMadv2UNxU/czrijPtr146r/K8ybAER6IhhDhtox5UiUIBDRsRFd1ao35qqwaOjB59BwNlgpGMmNYdALgQH6dTO4pLirlfmEV2QRbZRffJKcwhpyib/OI88opzyS/Op6A4nwJpAYXSAgpLCpGWFFNUUkRpaQklpSWUlJbK+5NIJFghwdrKBhsrG6ytbLCzssPW2g57a3vsbRxwsHbAwaYOTnZ1cbRxwsnOCWc7V5ztXKhr54y1lWb1mwSmj0gpJxDoF9m7r4iOEdQEERlj/ojIGIFAtwghRiCoBmJmgGkiRBiBMgwlwqhz4CoTN2Ro4ohSl2MfKqcHU9Y+LCKK7n0Hyf9W5eRWF/lgrOmAqkqblfnV93j064b7yCHc23mAEl8/tf2VT2/j4+evVpixFEeioZyo2qQaUicWVdVPakoyx44c4Hq5qLXaqv/To+9gBaHo6qXzbFq7Wq0dpaWlpOXf43ZOCndyb3MnN5W7uXe4l3eHtLx7pOXdJT0/jcyCdDLy08ksyCC3yPicc3XtnHG1d8fN3g33Op64O3jgUccLrzreeDnWw8uxHvWcfPF18qOekx8ONg6GNllQA4z1N0QgMCdEqjJBTRFijPkjxBjzRaQoq32EEGNgRDSM6SFEGIHAfDCUCFMxGiMgKIRW7WKrFDdatoulTYcuGo3RvnN3XN092Ldza6V1yhzQmji8lDmnq4p8MMYc/FXVrymtW5f0nzbi2TMW99HDSPttJ6VOml8r6oQZ2fLajqQwBMbuRK2uWKQqWq026//IrjGZqJhHHhn//e/wscNszF5PZmkmN7OTSbmfzO3cFAqlhXq3S99kF94nu/A+yfeTNGrv7uBJ/br+1HduQH3nABo4B9LAJRCnQidcpM40rBeCb/0GerZaoC0Vn4/G9uwQCMwNIcYIaooQY8wfIcaYL0KMqV2EEGNAhAhjeggRxnQR0TCCihgyEqaiE/d64mWuJ16Wz2RXJW5oWwciMiqGzPQ0jR3N1XF4mWL6GE3SZpX4NyD9p4149O+O6+TxZHy7Fqyrlxap4nFVlRbNHDF2J6q2YpG6aDWoHG2mK0pKS7iVfZMrGRe5kn6Ja5mXScy8woXUeK6TSAEFihucr944tta2ODo4Use+Dg52DjjYO5T9v60DdnZ22NvaY2djh52tHbY2tthY28j/s7ayxsrKCmsr67I0ZBIrJBKJvO/S0lJKS0spKS1BWiKlpKTs/6VSKUXSIoqKiyiWFlNYVEhhcSEFRQUUFhaSX5hPfmE+eYV55BXkkZufS15BHtISaZX7k55/j/T8e5y9e1r5/mKLf50GNPGPppFbKMFuYYR6hBPqHo5HHc/qHURBjbCk56NAYEwIMUZQU4QYY/4IMcZ8EWJM7SGEGIFAYPYIEUZQEUPWhDl25IDKdeVn1KuryaJNhIEhohJKy9WFMEY0FY+Ko1uQ+dX3uI15BOe5s7n/9pIaj11VWjRB7aONWJRULhWZMmpaA6eguIArGRe4cC+ei2kJXEo/z+X0C1xOv0hecW61+nRycMK1risuTi5l/zm64OzoTN06deX/OdVxwtHBETsbuxrZX1uUlpZSUFRATl4OOfk5ZOdlcz/3Pvdz75OVm0VWdhaZOZll/2VnqhRtiigiMe8qiZeuVlrnUceLxh6RZf95RhLpGUWEV5QQaPSIeD4KBIZFiDGCmiLEGIHAdBFiTO0ghBgDIaJhTA8RDWOaCBFGUB5DCjBQ5mS6XoUjVzajXpmAUt2ZwhUdzarEnOqky6pNx5ku03lpKlAV9B3A/Xfex+XVFygOCSXviUk1GreqtGgC00WbSLDS0lKS71/n7J1TnLsbR8LdM8TfO8OV9ItIS6uO9JBhJbHC1dYVt0I3ZP/zDPLEp4UP7s7uuNR1MQlxpfhWMSXpJVi5W2HjW/XniUQiKYvUsXPA01W9MFJSWsL93Puk30/nTvwdUuNSySCD9P/+l0EGJZRU2i4t7y6Hk/dzOHm/wnK/uv409Y4myjuaqHoxNK/XkgbOgQrRP4LqIZ6PAoHhEWKMoKYIMca8EVExAkHNEEKMQKABQoQxTYQIIyiPoUUYUO1kKk/5GfXlBRRdCR6qxJzqijy15TjTR7oaTSMhcp+ZjvXlS7i89CzSwIYU9uhd7TE1SYsmMF4Cg0I4riSqrUvP/kRGxSjdRloi5UrGReJunyDu9knibp/g7J1TZBSkazSmlcQKT1dP6rnVw8vNC283b7zdvPF09cTd2R1rK2uthQxjIu9AHgXHH6RWsw23xamP7p7XVhIrXJ1ccXVypQENyI7LVlgvRUpR/yLSbdK5nXGbO+l3SE1PJTU9laycrEr9pWQnk5KdzM6rD+pvedTxonm9lsT4tKKlb1ta+LbBy1FMutIWQz0fdSXyW0LtL4FlIMQYQU0RYox5I8QY80VExegf0/pSMxNENIxAoH+ECCMojzGIMFC1MymmdQcALsTHVXLk6ELwUCXmuLp7qFxubW2t1qlUG44zfUfdaOI8u7/ofayTEnGbMJq07XspbhJVrbGUpUULDA6tVl/mTMVzEn/mJHdSb+LtU1+l4FEbqEprJ7OptLSU61mJnLh1lBOp/3Iq9Rhxt0+QU5StoscHWFtZ4+Phg5+nH74evvh4+ODj7oOnqyc21upf2W18bcC3RrtmEIpvFSuIMABF54vIIUenYowMG18b7FvaK4zp2MqROqF18MWXSCIV2ufm55KankrKvRRS7qZw895Nbt69SV5BnkK7tLy77Lm2gz3XdsiXBboE08qvHa392tOmfgeaeDXH2qp6daYsBU3TRupS8NCVyG/I2jZ+bnas+v5n+j08uFbGqw4zpzxFZmYG3/ywwdCmCCpw/VoibaMb8+e+f4hqHsPB/Xt5ZGAvEhJvk15ka2jzBCaMEGPMGyHGmC9CjNEvQoipZYQIY3qIaBjTQ4gwgvIYiwgDyp1MYRFRNGgYjKubB1cvnWfT2tXydeUdOboQPFSJOXdSbypdvm/ngxnfqpxKmjrOaoI+o240dp7Z2JC58js8+nXDfcQQ7v11gBKf6nm+ZWnRjh05wPXEyyRdvUTS1UvysS19VnXFc1LH0Ym83LKZufFxJ4mPO8Gw0U8YyjyFtHb2dR1JsUphxdH3+DflEMdu/cPd3Ko/XFycXPD38sff25/6XvWp71kfb3dvi3PUl6RXTgkGZWJMcXSxXqJ76sTWwTbUVqMIIkcHR4L9ggn2C5YvKy0tJS0rjRt3bpB8J5nrt6+TlJpETr7i7PGkrKskZV1l4/mfAHC2c6G1Xwfa+8fSKaArzeu1xNZaODkrUlXaSF0KHroS+fU5WeB26i3+9/5idu74g1spyXh516NpVHOGjxxDRGSkiKY0AG2ahTFpygwmT3222n0MG9CTQ3/vA8De3p7AoGCenDSVCROf0ZWZ1aZ1uw6cOp+Ei6srrhKJiIwRCAQqEWKM+SLEGP0hhBiBQA1ChBEIyljw8lS2bvwRAGsbG1xc3QkNb0qvhx9hwCNjsLKyMrCFyjEmEUaGKidTVY4cXQgeqhw23j71iY87qXZbdU4lTeutVBd9Rd1o6zwrdXYmfe0mPHvG4jZ6GGm/7QRHx2qPX7Fe0Kljh8nJuc+lhLPyZbU5q9oYUHZOZCKMjDupKcSfOWmQyJi0vHv8c/Nv/rl5kH+S/+b07eMUlRSp3cbd2Z2AegEE1AuggXcDGtRrgLOjcy1ZbNxYuav+7ShJL9FblE9NIogkEgmerp54unoSHRoNlIkz6ffTSUpN4lrqNa7dusb11OsUSR9cG/cLs9h9bTu7r20HwNHWibb1O9E5oBuxgd2J8o7GSmKcv6W1TcW0nLLfFkCngoeuRH59TRa4fi2RQX274uLqypvzFxHZNIrioiK+WfkJs2fNZMaMGdXu21woKirC1lY/gqY++wZ4bPxTvDx7Lnl5ufz84/e89tKzuLq5MXT4KK37KiwsxM5ON/XA7OzsqFduoolIUyaoCSIqxvwRYoz5IsQY/SDe9msREQ1jWggRxjQR0TD6o32XHvx2MIFfdp/ig69+pmX7WJYvfI2XJo+kuLhY6TbFReodlPrEGEUYGT5+/jSObKZx6jEZ7Tt3Z8jI8XTrM5AhI8fTLrab1uNGt2qvsEyWVik0ommV26urcaNsn3SFKrtrOpaq/Tl/7hSpKclK15X4NyD9x43YnI/HbfJ4KFE+o7+6Y5cXYaDMyajKFnNEkzpKoDyKKzUlmQvxcTo9Xndzb/PrhfXM3j2Tbt+1oOnnfjzx63A+PbaMY7eOVBJhHO0diQiMoE/bPkweNJkFExcw94m5PDngSXq16UVkUKQQYcph42uDdaDyKKDSktJatqb6SCQSPFw8iAmLYXDsYJ4d/iyLnlnECyNfYGiXocSExuDi6KKwTW5RDnuu7WDBgdfo80M7oj6vz+TfR7PmzCquZ10z0J4YF4f372LT2tXs3v4rm9au5piS+kyg+XOjIroS+fU1WeDVl55FIpHwx18HeXjwMEJCG+Pm5kZQgD8TJ05UaJt45RJPPDacYD9XOrZswvatvyqsTzh3hjHDBxLi706zsAZMnzyBe/fuyteXlJTw4bIltG3emGBfF3p0asVvmx+kEcvISGfqpHE0DalPsK8LHVs24afvH0TwJt+4zuQJowkP9CYyyIcJo4dx/VpipX1aungBTUPqExbgycvPT6OwsFC+rk2zML745EOF9j1jW/P+ovnyv/3c7Fj91eeMHzWURvXd+N/7iwD44L13iAr1J7SBBy/OeJqF82bTM7a1Ql9rvl1F57bNCPJxJrZNFN+s/Ey+7vq1RPzc7Nj8yzqG9u9BkI8zv6z7UeW5KY+fmx1rvl2l9vgro04dR+r5+NIwqBEvvTaHRiGh7PjjNwDenvsanVo1IdjPlXbR4Sx5ey5F5d6p3180n56xrVnz7SraNm9MkE/Z78qundsZ1Lcr4YHeNAn2ZezIISReVZz0ceLYUXp1bkOQjzN9urYn7vRJhfUH9+/Fz82OzIyMsmOTdI050x+jb+tgujX3Z0y/Dhzc8yAN4+UL53j+qeF0j25A//aNeeulp8lIu6fRsRNYBuL73PwRvjOBQHNEREwtIUQYgUD/iJc8/WJnZ4+ntw8A9XzrE940mqiYNswYN5itv/zAoBHj6BDmzqx573No307+PbSPxybOYOKzr7Jv51a++mgJiZfO41XPl/7DRjN+yovY2JT9DP246mN+27CGm9ev4eLqRmz3vkx7+S0cneoC8PuGH1i+8DXmvv85Hy1+k9SUZDo+1Is5733KX39sZuWHi8i5n0XfwSOZ+fo7hPiWOby+WfkZX3zyITeTr+Ps4kq7Dp1Y+e1awxzAKtDUkaNpgXlVKIteObx/l4IA0KBhMDeuXdXYxtpAH1E3qvanLP3VSZXRKMUxLcj88lvcHhtO3XmzyZ6/WGdjK6P8rGpzT1um6XGxd3BUqKWkSboijWoBFWRxKHkf+5N2s//6X5y/d06tHfXc68lTVwX7BePt7i2iGrTEPtye3KTcSsslVhIDWKM7bKxtCPQJJNAnkIdiHqK0tJS7mXe5dOMSl5IvcenGJTJzMuXt0/PT+PXiBn69WOb8DvOIoEdQP3oG96Nt/U4Wl8ZMWXRcxShCGdX9bdJVak19pOhMT09j987tvPrmfBydnOTPr8yMdADq1Kmj0P7TFct56533mLNgMV99/gnTJo/naNwl3N09yMzIYPigPowZ9wRvvfMe+Xl5vD3vdZ6eMIb1v5Y51D9ctoQN635gyQcraBQSyuG/DzB98gQ8PL3pGNuFdxfO42JCPGvW/4qnhydXr14mP6+sVlJRURGjHxlA6zbt2fTHLqxtbFj+/iJGD3+YXX8fl0dqHNi3GwcHB3757U+uJ13juWmTcPfw4LU3F2h1bN5fvIDX5y5k/uKlWFvbsGHdD3y4dDGL3v+INu07sHnDOj77eDmBgUHybTas+4H33nmLhe8up1nzGOJOn2TWzCk4OjoyYsw4ebuF895g7ttLaNY8BnsHB41tWrbkbd546x2lx19THBzqyIUpp7rOLP/kK3x9/Yg/d4aXZk6hrrMz02a+JG9/9eplft+yka++W4u1dZmgnZuTw9NTZ9Ikqhk52dm8985bPPnYo+w88C9WVlbkZGczduQQunTrwYovviHpWiJvvvqiWrtmz5pJYWEhG7f+haOTE/uPnKCOY9lkp/tZmcwYO5iBI8Yyc/Y7FOTn88l783hj5hOs+G6LxvsuMH9EZIxAYJqIqBjdI4QYgUAJQtE3PYQIYxhad+hCWEQUe3b8yqARZR+yKz9awtSX5vLc64uwtrHm5NGDzJ/1DM+/uYSY1h1ITrrK4jefA+CpGa8AIJFY8cKbS6jfoCHJ1xN5b95LfPzuXGa9tVQ+Vn5+Hj9/+wXzP/iK3Jz7vDZ9HK9OHUtdF1eWfbmO5OuJzJ4+nh7duhAybAQnTxzjjVee56PPv6Z12w5kpKdx5NDfOj8GunKM10atlfJjqUuJduPaVUIjmiqIM/qyRR0Vj21NRaiK+Pj54+3jx53UFKXr1aW8Keg/kPvvvI/Lay8iDQkjb/xTWo9d8XyrQuZkNGQx6NpC2XEpXyNG9vfJowflf1e8VqHyuVN17IpLijlx6yj7knayN+kvjqccQVoqVWqblcQKf29/QvxDaFS/EY38GlHXsa5O9tuSUZWeTF3aMlNEIpHg7eaNt5s3HaI6UFpayu2M21y8fpEL1y9w8cZF8gry5O0vpiVwMS2Bz45/gLOdC90a9qZXowH0CO6Hu4P5v/OoinIJCApREGRq+tukK5Ff15MFEq9cprS0lNCw8ErPL2UMGfaoPKXV7DkL+OrzFZw4dpTuPfuw6stPiGoew+w5b8vbf7DiC1o1bcTlSxdoENCQD5ctYd2mbbRuWxZ92jCoEf8c/pvvv/mSjrFdSL6eRFTzGGJatAIgoGGQvK/Nv6yjpKSEpR99jkRSJqAu/3gl4Q29OXhgL1279wLAztaOZSu+xNHRkfDIpsyaPZcFc17lldff0irF7dDhoxj1+Hj5308/8Qmjxz4hX/bCK2+wZ/dOcrOz5W3eX7SAuW8vYcCgoQAEBgVz4Xw8332zUkGImTRlhryNNowYPVbl8a8KqVTKxvU/ce5sHI9PKIt0en7WbPn6gIZBTLl0gU0b1ikIMUWFhXz42Sq8vLzlyx4ePEyh72Uff0lUSH0uJJwjokkUv6z/iZKSEpZ99AUODg6ERzbl5s1kXn1hukr7kq8nMWDQUCKbNgPKrg1ZqrL1331J4ybNmfLiHHn71xd9xOAuUSRdvURgcGiV+y+wHIQYY96IFGXmixBjdIsQYmoBEQ1jWggRxvQQIoxhaRgSxqWEB7PGew8czsPDH5P/vfC1GYx9+jkGDBsNgH9gEJOfm83H786TCzGjnpgib+/XIJCnn3udd+e+oCDEFBcVMeutpTRoWFY0uVufQWzbvI7fD53H0akuwWERdOrSlb/372XwsBEkX0/C0cmJXn0GUNfZmYDAhjSLbqHTfde1Y1zftVaUocrZ5eLqzpCR4w0WfVEbokNqSrJKEUaGuhz/uc9Mx/rKJVxemI40sCGF3XpqNX77zt1xdfdg386tKtvInIz6LAZtbCi7D+LPnORO6k3sHRwVRBionM5NhuzcVTx2WWSx6tjHfJz6P47eOURmQYbS7SUSCQH1AghrEEaofyjB9YNxsNN8hrRAM2x8bbBvaU/B8QL5MvtW9mV1XIDiW8WUpJdg5W4lX2YOSCQSfNx98HH3IbZ5LNISKddTr3P++nniE+O5lnqN0tKy9Gz3C7PYcnE9Wy6ux1piTXv/zvQNGUTfkEE0cAk08J7oB1VRLq3axdKqXaxOf5tqKvKXnzTQOLJZje0B5Oc+Mz2N65fVR+YBtGnfUf5vRycnnF1cuHunzGly7sxpDu7fQ4i/e6XtEq9eobioiLzcXEYO7aewrqiwkKjmMQCMe+ppJo4bSdypEzzUvSd9BwymTbsO//UfR+KVy4Q2UDxnBfn5XLt6Rf53k6jmOJarq9a6TTtysrNJvnGdgMCGVe6jjOgWLRX+vnzxAuOfelphWYuWbfh7326gLEok8eplXpjxNC/NfPC+KS0uxtnFtULfrTS2ozxNoh6c94rHXxWrv/qMH75bRVFhIdbW1kyeOlO+H5t/WcdXn39M4tUr5ORkIy0upq6zYnrDBgENFUQYgCuXL/LeO29x/N+jpKXdpeS/9KnJN64T0SSKi+cTaNK0GQ7lon1at2mn1s6nnpnOqy9MZ+/unXR+qDsDBg2lSVRzEu/kcDHhDMeO7Kd7dINK2yUnXRVCjKASQowxb4QYY74IMUZ3mM/XjEAgsEiECGN4SkuRz4AEKhXQvhR/htPHjrD602XyZVKplMKCfPLzcnGo48g/f+/h288/4NqVi+Rm36e4uFhhPYBDHUe5CAPg4VUPP/9AHJ3qyuvBeHvXk3/4PtStJw0aBNIuJpxuPXrTrWdv+j08RMEJUBP05RjXddRHVahydh0/cgBpcbFBIi5qS3TQpK6A2pQ3Egn3Fy3FJvEqbuNHkbZtD8VNogDNI6Vk6UQqEtkshvAm0fJt9VUM2lipeB9ERsUQGRXDhfg4jfuQnbu09DskkcQFLnCRi6SSWtbgRuVt6rnXIzwgnLCAMEIbhOJor5vnhUA9dWLrYBtqW0lwyTuQpyjQtLSnTmwdVd2YNNZW1gT5BRHkF0Sftn3IycshISmBc4nniE+MJ7egLH2btFTK3zf28PeNPby59wWifVoxMOwRHg4bRkPXRgbei6rR9NlYVZSosTz39DVpIDgkFIlEQvy5OPx9vSutb9kuFlc3d1zdPJg3bx42Noqp6yRI5HWWcnJy6NV3AG+89U6lfnx8/EiILxOzv1u7Gb/69RXW29nZA9CjV1+Oxl1i144/2LvnL0YM7sOEiVOY+/YScnKyaR7Tko+/XF2pf0/PyrarwsrKSi5AySgqrlxr0NFRuxqAOTllkTHv/+9TWrZuq7DO2krxN7i674jqjr8qhj06mpkvvYqDQx18fP3kUUH//nOYaZPG89Jrc+jaozcuLi5s2rCOz1csr9LWcaOG0iCgIe9/+Ck+vn6UlpTQtUMLhVo82vLYuCfp2r0XO3f8wd5df/LRB+8y9+13eerpaeTlZhPbrS9TX55XaTuv/9IZCwQVEWKMeSPEGIFAPUKI0TMiGsa0ENEwpoUQYYyDxMvn8WvwYEauQ4UP5NzcHCY9+yoP9RlYaVs7ewdSbiQxa/Ioho55kmeefwMXN3dO/XuYd2bPoKioCIf/fG6yejIyJBIJNjY2chFGtkw2+6+uszM79v3DwQN72bvrT957Zz5LF7/NH7sO4urmVuP9NhfHuLoUWYaKuKitY1tVXQGNUt7Y2JCxag0efbviPnIoCT/8zJHL5xVS56hzzKmyobwIo66dq5uH2deNKY+q41AxPVl4ixiOZh9hx/bf2HllK+kov6Yc7R1pHNiYiMAIwgPDcXeuPGNcUDvY+NqA74O/i28VK4gwAAXHC7ANtTWryBhVONVxolV4K1qFt0JaIuXqzaucuXqGM1fOcDfzQZH1U6nHOJV6jLcPzCbapxWDGz/KwLDhRhEpU/HZpI1okZqSjIeXN1169sfa2toon2/6nDTg7u5B1x692bxxAxOfelJeZ0WGm4c3YeGRGvXVLDqG37dsJCAwqNK7FEDj8Ejs7e1JvpFEx9guKvvx8vJmxJhxjBgzjm87xLJgzqtl9VSiW7Dll5/x8qqHs4uLyu3PnTlNXl6evL7NsX//waluXfwbBADg6eXF7XJRqvezski6lljl/oWENebU8WOMGD1WvuzkiX/l//au54OvX32uJV7lkRFjquyvtnB2cSW4UeWIkX+PHKJBQEOee+k1+bLk60lV9peWdo/LFy/w/v8+o33HWIBKKXnDwiNYv3YN+fn58qiYY//+U2Xf/g0CGP/kZMY/OZmFb73OmtVf8dTT02jbpjWbNv6Cn3+g0mtLIFCFEGPMGyHGmCciKkY3iF9LPSJEGNNCiDACgfb8e2gfl8+fY9SEqSrbhDdtzrWrlwhoqHymbsKZk5SUlvDsa2/LZwP+tXWTRuPb2ajPKW5jY0OXrj3o0rUHL77yJuENvTmwb3e18n+Xp8y5lK50nSEL2leX9p27Y21jw/EjByqtM4SwpE500CXKRKiwiCgaNAyWj1W+ILwqSp2dSV+7CecubXAdNZSU8eOhnNNMnWNO09pAqtpdvXTe7OvGlEfVcWgX2w3fxg3549JmDqf/zTun36HwhPIZwPWpT4RfBM1jmxPoE6hVbQJjwlxTdskoSS9RvdxX6apapTaPv7WVNaENQgltEMrg2MHcSrtF3OU4Tl8+zY07D0K7ZKLM/P2v0rZ+J4aGj+ThsEfwctQ8KkFXVBRdNKnlBGW/r8eOHKgkZusq5Vf5cWoqYKubNCD7/5r0v+j9/zGoT1e+++57OnRoj4+PDyUlJRQUlfDk2BHs/0ezCMEnJk5hzepVTHnqcabNfAk3d3euXrnM5g3rWPrR59R1duaZGc8zd/YsSktKaNuhE1mZWRw9chBnZ2dGjBnHuwvn0TymJeGRTSgsKGDntt8JaxwBlEV2fPrhUiaMeYRZs+dSv74/N64nsfXXTUyd+SL1/cvSVhUWFfLijMnMfOk1biRd4/1F83li0hT5M7hTl9e9/iQAAQAASURBVK6s++E7evV9GFdXV9595y2VUaPleXLyVF6aOYXoFi1p3a4Dm3/5mfizcTQsF0X90mtzeOOV53FxcaVbz94UFhRw6sRxMjLSeWb6c1qeGf0SHBJK8o0kNm1YS0zL1uzc/gd//La5yu3c3Nxx9/Dk+29W4uPrS/L16yx863WFNsOGj2Lxgjm89OwzzHjhZW4kXeOzjz5Q2++br75I9159CAkJIyMjg4P79xIWXnbuZdfWnOcn8vikZ3FxdedG0hV2/vYLr73zoUbnT2C5CDHGvBFijHkixJiaY35fbQJBNRAijOkhomFqn8LCAu7dSUUqlZJ+7w6H9u3ku8+X06lbH/oNHaVyuyenv8xLk0fhW78B3foOwkpixcWEM1y5EM/TL7xBg4bBFBcV8fO3XxDbvS+njx9m449fV2mPm6Ot2vV/bvuda4lXad+xLH3Hrj+3UVJSQmhYY633vTzqiuYaoqC9rggMClEqxBhCWNJUnNAFquryaJtuJsXaik3DhzPh668ZunEjPz/6KJRz8KsTtDStDVSxHcCmtYqpYIy5boyuInfKH4cc21yOZB1i4dp5/JtymFIqp4Kxt7UnPDCcCI8IwuuE4+rravLChTmn7JIJHKrS+li5G144M+Txl0gk+Hn64efpR++2vbmbcZeTl05y8uJJBVHmn5t/88/Nv3ljz/N0C+rDo5GP0bvRQBxs9F/nSFmkSFW1nED176uunmuyZ9D1a1cU7KmugK3q9/H6tSvs3v6r/O+AoBBatYvV2v6GQY3YsfcI/1u6mG2/b+Hundu4e3jSomVrlixdoXE/vn712bJ9D2/Pnc2oof0pKCygQUAg3Xr0kYsgr7z+Fp6e3nz4wbskzbyKi6sbzaJb8OwLZbX8bO3seGf+G1xPukYdhzq07dCJz776HihLkbVx6y7enjubp8aOICf7Pr5+/sQ+1A3ncnVNYrt0I7hRKEP796CwsIAhj4zkpVcfFHl/9vlXuH4tkXGjhuDs4sors+dyXYOImEdGjOFa4lXeevNVCgryGTRkOCNGj+Pk8aPyNo+Ne5I6derw6YfLWDDnVRwdnYhoEsWkKTM0Po61RZ/+A5k89Vlmz3qOwsICevbux3OzZrN08QK121lZWfHZqu9545Xn6dahBSGhjVmw5AMeefhB/TqnunX59qeNvPL8NHp3aUvj8Ehen7eQieNGquy3RCpl9kszSbl5g7rOLnTr0Zu3Fr0PKF5bzz0xjMLCQnzrB9C+Sw+TneQgqF2EGGPeCDHGPBFiTM2QlFZMxCqoRFZWFq6urjSc+jNWGuYKF9EwpoUQYkwLIcLUPgtensrWjT8CYG1jg4uLG6ERUfQeOJz+w0bLP7Y6hLmz+JPveajXAIXtD+//i1Ur3uXCuThsbGxo2Kgxg0aMZfDI8QD8+PUn/LDyI+5nZRLTpiN9Bg1n/qwp7DiWiLOLK79v+IHlC1/jz+PXAAjyduL9RfPZ9vsWdh54kH5i5pSnyMzM4JsfNnDk0N8seXsu8WfjyC/Ip1GjUGa+9CqDhj5a7eOQmpJcyfENZbnaA4NCjNL5rQ0VnWCySANDYaiUW6rO85CR41XacSE+jt3bfyU8IYGRP/3E35068VevXhptW11kY1akW5+BOp89XlN0WUchKfMqv17cwG8Xf+Fk6r9K27g6udKsUTOaNmpKmH+Y3lOm1GZ0RPGtYrLXZVdaXndEXbMTmKzqWVFy+0FkjH0re+p0MqzgpOvjr8tr53b6bU5ePMmx88dITU+ttN7V3o3BjUcwqul4YnxaK9R30yWqnk3KkD0bVT13ZdT0uaZuEkV5O2rab1hEFBcTzihta+4Ri8bEyCH98K7nw4ovvjG0KRZF4p0cQ5sgMFGEGGO+CCHGPBFCjCIlBblc++RRMjMzcVGTphWEEKMRQogxb4QIY1oIEUZQviZMbWNKju/qYkn1RlRRnfNc3onY/uBB+uzYwZaBAznRqpXeBK3qCEa1RfnrCCpH7oB2dl7PusZvFzew5cJ6leKLr4cvzUKa0axRMwLqBVRyMutLLKnt6IjC+EJy/8yttNyxlyN2kXZKtjANVAkcdXrUQWIlMYoUbMW3iik8W0jh2cpp76pz/PV17ZSWlnLz7k2OXTjG8fPHycjOqNSmsUcko5tOYHjkY3g56va7RdWzqWJ6svLPxqrEm5o816oSeaBmv+Pln3eZGWl62w+BcnJzc/l21Rd069ELK2trNq1fy7J3F7J20x906drD0OZZHEKMEVQXIcaYL0KMMU+EGPMAbYQY0542Z6QIEcZ0ECKMaSFEGIEhRRiovdolhsTHz99onUS1JRJV5zyXT6d2uEMHPNPSePj332k6ZAROsd2wunGduh+8S9aSD0BH0Rm1mcJNGyrOEA8IClHarqr6Q3dzb7Plwno2nV/L0ZRDSts08G5A89DmRIdE4+Pho7IvfTm8DVFQXlVqLn2n7NJ31I+qmjASK4lRCEwVr6GKaHv8VV072IBtUM2uH4lEgr+3P/7e/jzc8WEu3bjE0fijnLp0isLiMhHpQlo8b+1/hYV/v06fRgMZ22wSnQO7YyWp+XWkrpZTVHRrpc9xdc/Xmj7XVNVyKU9Nfse1+d00RN01c0cikbDrz218uHQx+QX5hIQ2ZuW3a4UIYyCCvJ2EGCOoFiJNmfkiUpSZJyJFWfUQETEaoE1EjBBhTAshxJgOQoQRGFqEkWFs6bssBV2mtqrOeJqeZ7lYVNeFiOenY/vPYe7t2ItVTg6ePTpx78/9FLVpp1NbjSmKSZOZ5zKUzQzPLcph2+UtbEj4kb3X/kRaKq20XQPvBsSExRAdGo23W9VFyPWZyqu2o1NkYkhRUhFF54vky/Wdsqs2on6MOeWaKttkVOf4q7p25H3q4RjnF+Zz8uJJ/on/hys3r1RaH+wWythmExnZZDwedTxrPJ62z6aKz93A4FBatu2kk9ow6p5LYRFRdO87qEZjlEddGjQRESOwFIQYI6guQowxX4QYY54IMUakJtM5QogxT4QIY1oIIcayMRYRRoYxOb5NFW2OoaFScNX0PEuysvDo2xVJdjZpf+zCq11zcl58lZznX9aDtcaBqvRCAUEhXE+8LP+7vLAlLZFy4Ppu1iesYeulTeQWVXbe+Hr40rJxS1o0bqGR+FKevMN5FPxTOZLBvq09ddrXzNFdm+JBRTHENtwW20BbvafsMuQ+GkNNGFB9Ddk0ssGhtUO1a8OoE3dAvyJUanoqR84d4Wj8Ue7n3ldYZ29tz+DGI5gQ/QwtfNvoZXyVdunp97WiOOLm4UlG2j3537oW91NTkjl25IDK557AcrG0d0ghyAiqgxBjzBchxpgfQogRQozO0VSIESKM6SBEGNNCiDCWjbGJMIKao210i0nW5ikthfx8rO7ewbNnLNKAQEqdXcDKivQNv2nUhSk6a9SJZoDC/lxMS2Ddue/YkPADKdnJlbZxd3anZeOWtApvRX2v+tW2SZ9CDNSOeGDIaBFDRf0YQ00YGfq6hqpKd1YbdX+kUilnrp7h77i/uXD9QqX1MT6tmdhiOgPDhmNnbfgUcTVB9kyVSqXs27m10np9iPum+BwX6I/aju41FoQYI6gOQowxX4QYY35YuhgjasQIBAKzQYgwlo0QYcyP1JTkSilbTh07THBoeCUnVXmnmTKMuTZPnVVf4DL7JfKHjeD+vIW4vjCd4uAQrJMSoagIbG3Vbm+qzpqq6tY4ejiz5eJ6ftr3Df+mVE7d42DnQIuwFrSOaE1w/WCd1KuwDbJV6kS3DVJ/DjSlTmwdbENt9SIeyEQJaabye6AkvQR8dTacUmq7Jo2Nr43e90lb9HUNya6dosQipf3ru+4PgLW1NdGh0USHRnMn4w5/x/3NkXNHyCvIA+Bk6r9M3zaBBftfY3zzpxnXfDKedbz0bpc+kNVyuRAfp3S9Puq3GHPdNUHtos37j7kh6sYIqoOoGSMQmA6iXozmCCFGR4hoGNNBRMOYDkKEsWyECGOeqCqaXNEBVlGI8Pbx405qivxvYyhKr478UY8jycnGceXn1PnxO4obhWJz7gwSwPbUCYpat5W3rThj2tSdNe07dyc4NFy+T/V86/PPzYP8cGYVWy6sJ69YMbrCSmJFZFAkbSLa0DS4KbY22jm3q4qgKLpUVGmZfSv7GgsmlcbVQDzQJtqjqmgJ0J2jXp1dNr42WNWzouR2yYNxfYwnWqU2sPG1wb6lfaXIJ10cAxtfm7J+itFL/9rg7ebNkM5D6N++P8cvHOfA6QPcuHMDgNScFN49NI8P/1nMo03GMrnFs4R6hNeqfdVBWUSKKhHfmMV9gWGw/+M37Hf8QdZ7/wObmt2Pmr7/mCtCjBEIBDK6NPYQUTFmiBBjNMNyvqD0iBBhTAchwpgOQoSxbNSJMA4/fodEWkLe4+Nr0SKBrtDEAaZMiLiTmkKXnv2xtrauMsWLLlPBaNKXsjalTk7kPvsiudOew37HHzh++Sk2Vy4BUOerz+VCjLLIFw8v5TVQTMlZ4+Pnj42bPT+f+441O1ZxKf18pTZ+nn60jWxL64jWODs6V2ucqorIF98qVipm2IbULJJB3biqRA1tCt6rsrs8unLUa3IMy4swACWpJRTfKrYoMUafkU+10X9VlL9u7XztaN+0Pe2atOPKzSvsO7mP01dOU1paSr40n+/ivuS7uC/p3WgAU1u9RDv/TrVqq6aoiiysKnJPYFroM/1bibsHdb5dBVZWZL3/IUgk1e5LCIBCjBFoj4iKMV+EGCOwVCzn60kgEAgEJkFVkTBW9+7h8sbLlDo5kj/00VqySlBdKjpIlDnAwiKiFJwnx44cUNqXtbV1lTVhVDnequOo0SQ9WMU2oRFN6dF3cHmjKej3MAX9Hsb6QgIuLz9PYcdYAOLPnFQa+dKlZ3+l9piCs6a0tJR/bh7k27gv+O3iBgqlhQrrHewcaBnekvZN2hNQLwBJDZxaysSKguMF2Ibayp3YJeklyjatUUovdeMWXSpSKmpoYmsl+5Rg39Yea1drnTnqDXUMTRV9p00zVFo2VWKcRCIhxD+EEP8Q7mXeY9+pfRw+e5iCorK2O678zo4rv9OmfkeebfMyPYL61eie1iVVRRZWjNwTIoxxoelvtr7TeBa170jWshW4zpxCcaNQcqfNrHZfVy9VnpDg7eNncdeeEGME2iLEGPNFiDHmh4iKqRohxNQQEQ1jOohoGNNBRMNYLpqkI8udNhPbU8dxfeZJpA0CKWrTrhYsMy9qq3iwKgdJ+87dycm5z6WEswBcTDiDo1NduWByPfGy0v6qEiJUOd7Kj1Xejur0VT49mLI2snEUxJj/kDaOIH3TH0DlY1Mea2trk5utfb8gi/UJa/j29Bck3DtbaX2Ifwjtm7QnOjQaO1vdFPzWRCDQR30TVeMWJRapFDW0FTNU2WcbpFy4qS5FiZXTtsmWy8ap7RoxgtpFU5HQ09WToV2G0rddXw6dOcTek3vJzMkE4OjNg4zdPIQmXs2Y0eZlBoYNx9rKulb3oyKapIEy9vottfVbbWwoe3dQJprVVhrPvPFPYX3lEs5vvIw0KJiCAYO07kOZrVAW7ZuakmxR5xeEGCPQHiHGmC9CjDE/hBijHiHECCwCIcKYDkKEsVw0rgkjkZD50RdYX0/CbfQw0nYeQBoUrF/jTJzyzpyrl87XShF4dQ4SQEEYKb9OlfMsMDi0SkeFqm1VjaWuP02ceOrGi4purTaVmSoRBsoEp8aRzUxitnbC3TN8feoz1iesIbdI0ani6OBI28i2dIjqgI+7j87H1kQg0EdtD20FCFm6p6r6qpjSTF81SbTFmGwR6B5tRcI69nXo3qo7XWK6cPzCcXYd28WttFsAnLsbx5Q/xvLeobeY3uZlhkc8hq11zdIAVhdTTwOl70gPY0P2niKVSpW+OygTZs6fO6W0L32k8cyeuxCbq1dwnTSOtK27KI5pqdX2qt4XZOuM9TdenwgxRqAtQowxX4QYY34IMUY14guqBohoGNNAiDCmgxBhLBeNRRgZDg6kr1mPZ8/OuI8czL3t+yh1c9OLbaaOusgL0F8ReHVChrptVDnJWratugaBNg62qhwfmjjx1I2nrn91x6B85IuxztYuLilm+5VfWXXyEw7e2FtpfbBfMJ2adSI6NBpbG+2csNoUs9dUINB17Q0bXxtsw20pOv8gmsS+lT22QbYU/FO5rosmwoqq1FD6rhmiymbbIMXzZuj6JQL9Ud2IJxtrG3mNp7NXzrLz351cS70GwJWMS7zw52Q+OPIOM9u+yojIsbUuyGhbB8aYok9qK9LDWKjqPaUiFYWZiuhFbLOyIuOzr/EY2Av3UUO5t/MAJQ0CNN5cnU2mIg7qAyHGCLRFiDECgcDUEV9R1USIMAKBbhEijOWitQjzH6WeXqSv24Rnry64jR9F+vpfwdYwM2+NlaoiL2ToYzZmdWYjyxxgqpxnVTnKVNWfuZhwRis7VPVV0Ynn4+dPaETTShE3muynMrr07E9kVIxauwxJen4aP5xZxdenPiP5fpLCOntbe1pFtCK2WSz1vepXq39titnL0FQg0GXtjbwDeQoijG24LXU61ZHbrEpsUWVrlamh9FyTRNNoF0PVLxEYN1YSK5qFNCOqURQXb1zkz6N/cvHGRQCuZyXy0s5n+N8/i3mu7Ws8Gvl4rQoymtaBMbboE00iMs0FTd9TNEWvaTwdHcn4YcN/k4CGkLZtD6XOzhptquydAow/7WhtIMQYgbYIMcY8EVEx5oeIilGOEGIEZo2IhhEIap/jRw4w7fGB7DiWiLOLq9q21RVhZEjDwsn4bh3uw/rj8sJ0sj78DIykULAxoC7yojz6mI1ZlZChbp0y55mmjjJl2zo61a0kzmji+NDEiSerBVNejKnKsaLq2BirCHMxLYGvTn7MunPfkVecq7Cunns9OjfvTJuINjjYO1R7DG2L2ZenNgUCZXYWnS+iOLoYG1+bKoUhZbZqmxpK14hoF8tGV9efRCKhcUBjGgc05mrKVbYf2U5CUgJQJsi8uPNpPjr6Li+0f51h4aNrrYZMVZGFxhh9Yupp1bRB0/eUqohsFkN4k2i9n7MSH1/S123Co89DuD35GOk//gI2mj0zZe8USf/VwQsMCrF4EUaGEGME2iLEGPNEiDHmhxBjKiO+tKqBiIYxDYQIYzqIaBjToUOYu9r1T814hZbtYjXqqzoizP2sLD75cClbf9tEUuJV6tRxJDAomKEDBvHsd1/jFBJKznOzquzn4P69PDKwFwmJt3E145RmmjhtqhIN/NzsWPX9z/R7uHLx+apQJ2RUJXI83Lsrk6bMYPLUZ7V2lFV0vLXv3J2cnPtyseRiwhkcnepqNONZk/RgPfoOJiq6tVZpbTSdqW0oSktLOXhjL58dX87Oq1srrY/wiqBzk85ERkdiJal50XZDixGaos7OYh6kVbOLtAM0S7VW3dRQukREu1gu+rj+gv2CeWbIM1xNucq2I9s4n3QegMTMyzy7/Uk+Ovour3R8i/4hQ5AYaPKELMIyMyNd6XpV0Se1kcJM27Rqpoy6CFFra2ulte2UURsijIziyKZkrP4J9+EDcX7tRe6/u1zjSUDGmnLUGBBijEBbhBhjnggxxvwQYowiQogRCAQGRYgwpsVvBxPk/975+0a+/N87rN1xVL6sjqMTCWdOVtlPdUSY9PQ0BvftSvb9+7w8ex7NY1rg7OLK5UsXWLtmNV/36M0L816nOLgRBYMf0bp/Y2bmlKdY9+N38r/d3T2IbtmaN996hyZRzVVupyoVBsDXX3/NtWvXVG7boVMXfvl9Z80Mp7LToeK+VKRBQEOOxl1UWFbTNC2pKcmV0oepE3LeXzSfbb9vYeeBf6vsW0Z1nCvG6JApkhbx28UNfHr8A+Jun1BYZ29rT0u3lrS60wqvu16wDwqyC6pMH6YJxiBGaIIqe4qSiij6s1zNmJb2ABqlWlOWHsw2wlYu7ogIFd2jTS0ic0eb9HTaEuwXzJQhU7iacpU/Dv/BhesXgLIou4m/jaSFTxtmx75NbEC3Go8lQxOhRJOaJMoEgtpMYWbsYr2u0CRC1MfPX+FYKBNmrl46X6vHqLBbT7KWfoTrc1ORNgold8qMWhvbnBFijEBbhBhjnggxRmDOWPaXRzUQ0TCmgYiGMQ2ECGN6eHr7yP9d19kFiUSisKw8CWdO8sl787h66TxhkVG8sfhjGjYKk4sw237fwtIlb3PxfDw+vvUZMfpxZr70GjYqUjwsmv8myTeu8/e/Z/H1e1CDIiCwIV2796K0pIS8SeNwe/oJPjt3ls+2b+XypQs4OjoR26Ur8xctxcu7HtevJfLIwF4ARASVPdNHjB7L/z79ipKSElYsf4/vv/mKO7dv0SgkjOdfns3D/wk7GRnpzJ41k727dpKbk41f/QY8+8IrjHp8fM0PbhV069mH5R9/CcDt1FssWTiPsaOGcuzMZbXbyZw5x44c4Hrig7ZvL36f5i3bAXAz+Qb9undk3eZthEc0AcDWzk4v+7Fg8TJen7dQ/nd0eCDLP15Jt569AbCyrpyuRtM0LUVFRdgqqRNkSfn2q0t24X1+OPM1X5z4sFL9F7e6bjwU8xCtvVoj3SRVWFdwvAArdyvsm9rXaHx9OoN1iSrRpCihSKFdxfRlsmWqUq2VTw9WlFREUUKRvE9NauUINKc6tYjMHX2npwv2C2bq0KlcunGJ3w/9ztWUqwCcSD3Koxv60CWwJ2/ELqRZvRY1GkcToUSTmiTKok8MkcLMGMV6faCJ6FTxWBhDOrm8CROxuXwJ59kvIQ0KpqDfw7U2tjkjxBiBtggxxjwRYox5IaJiHmBcX7cCgQ4QIoxpIEQY8+fzZW8z49W3cffw5N05L7Dwtens2HUAgMMHD/DslCd5e/Ey2nWMJfHqFWbNnArAi6++WamvkpIStvzyM4+MGKMgwpRHYmVF5scrsb7RB9uP/8drS5YR3Kkzd+/cYd7rs5g5dSJrft5C/QYBrPx2LRPHjeTAv2dwdnbBwaHMCffhsiVsWPcDSz5YQaOQUA7/fYDpkyfg4elNx9guvLtwHhcT4lmz/lc8PTy5evUy+Xl5ejqCitjZ2VHPpyx3UD0fX6Y/N4sh/bpx9+4dvLy8GT6wN40jInnnvf/Jt7l79w4tI4NYs/5X+g8ZqXKmcEF+PlAWaSMbozxpafd44rHh7Nn1J35+/sx9ewl9+g+Ur084d4b5c17jyKEDODo68VC3nry16H08Pb0q9eXi6oqLq2ulZcrGzcvL5flpk/h18wbqONShfft2tG7dGgC/gGBiIoP5bNX3fLPyc04c+4clyz7m0dGPs/y9d/h+9Vfcu3uHsMYRTH32BYV+//zzT+Lj41m8eDH1fPwY9ugoXnjlDWxtbVm75luWLnm7bAy3MjFq+ccrGfnYODVnx3S5m3uHVac+5uuTn5JRoJiiJ6BeAF1bdCUmNAZra2sK4wvJJbdSH3l/5VGSXlJjZ7ap1CqpaGdJekklIUYV6lKt2fjaUEyxQmQNaF4rR1A1NalFZO7URnq60AahPDv8Wc4lnuO3g7+Rci8FgH1JO+n9w04eiRjDqx3n08AlUOu+NRVKVAnzLdvF4urmrlQISE1J5vy5U0q3E4K+btBGdDKmyRX333oH68QruD71OGlbd1McUzMxUVCGEGME2iLEGIHA+BFiTBnGle/ByGkaUdmhJBAIBALlPP3CG7Rs14ngsAjGPv0cccf/If8/h/+yJW8z/blZjBgzjoZBjXioW09efn0u332zUmlf9+7eITMzg5DQxgrLez/UjhB/d0L83Zny1OPg4ED6mvVM8PLmkY+WEeTuSas27Viw5AN2/bmNnOxsrK2tcXcvEwK9vOpRz8cXF1dXCgoK+HDZEj5Y8SXdevSmYVAjRj42jkdGjOH7b8oiUZKvJxHVPIaYFq0IaBhEl6496G2AGZA52dlsWPcDwY1C8fDwBGDMuCfY+PNPFBQ8cDJuWPsDvn7+xHYpS/vi4+dP48hmWjsqli15m0FDh7Pr72N079WXaZPHk55e9rGTmZHB8EF9iGoezbbdh/hh/a/cuXObpyeMqfF+fr5iOdEtWvHnvn+YPG0mW7duJSSiGUNGjqdF6w4ALJz3BhOfmc6+I6fp2qMXX376EZ99vJw5Cxbz19/H6NqjF89Nm4S3X4C8Xzs7O15+7Q32HTnNgsVLWfPtKr74pEzAGjTsUZ6Z/jzhkU04dT6JU+eTGDTsUaDMGXchPo7UlOQa75uhuZGVxBt7XqDNqlA+OPKOggjTJKgJ04ZN44WRL9AqvBXW/0UplZaUquyv4HgBxbeKa2yXja8NdpF2Ru8UL2+nNunTqmqrtlaOoMaI42t4JBIJTYObMmv0LB7v/TgeLg8m5mxI+IHY1U1ZeOB17hdkadWvOud8eVRFWAYGhSj9fTy8fxeb1q4mPu6k0u2kUqnZ/C6YCppGydYKVlZkfP4NxRFNcB89FKvkG7Vvg5lSnTTGAoHAvBCTrM0PkWVKRMQIzAzxoDYNRDSMZRAa3lT+72aNgwC4e+c2DQICOXvmNEePHOR/SxfL25RIpeTn55Obm4ujo6NGY6z6/meKigp5e+5s8v6LTCn18mbPW++w/KnHOdW4Aek2tpSUljnZbtxIkqfeqkjilUvk5eYycmg/heVFhYVENY8BYNxTTzNx3EjiTp3goe496TtgMG3addDI1pqyc/tWQvzdAcjNycHH149vf9qElVWZY7f/wKG8Pus5tm/dwqChZcLBuh++ZeSYsTUuhjxi9FiGDh8FwOw5C/jq8xWcOHaU7j37sOrLT4hqHsPsOW/L23+w4gtaNW3E5UsXKoln2tC9V18mTHwGgOnPzeKLTz4k+WYKPfv6c/1aIgCTpsxgwKCh8m0+W/EB02a+xJBHRgLwxluL+Hv/Xo4ePcpzL75CZkYaQ0aOlzvbAhoGMeXSBTZtWMe0mS9Rp04dnJycsLG2UYjSqc3aAPrkUtp5Vvz7HhsSfqC45IFwYmVlRevw1nRv2R1fTyXRSRXSOSlDXbRHTTD2eh6q0qpRitap1kylVo6poq7Gjyy6qbSkFImVxGivN3PBysqK1hGtiQmN4UDcAXYc3UFufi4F0gJW/PseP579hlnt5/BYs6ewsar6PGjqnFdVk0TZBIWq0ph5+/ixb+dW+d+m+rtgamhzDmsFR0cyfvwFzx6xuI8cQtofuyl1djaMLTpCk1pLtYGIjBFog4iKMU9EijKBuSG+LgQCQa0iRBjLwea/Wh1B3k6cSSkTAkpLygSR3JxsXnptDv0HDqm0nYODQ6Vlnl7euLq6cfnSBYXlDQLK0pfUretMZmbGf33nMOL5afTo1Jk1B/bh3O9hzo99gtGPPExRYaFKe3Nyyj70vlu7Gb/6iunP7OzK6l/06NWXo3GX2LXjD/bu+YsRg/swYeIU5r69pKrDUWM6de7K4mUfAWVRKN+s/IzHHh3I1r/+JiCwIQ4ODjwy8jF+/H41g4Y+yumTJ0iIP8s3P/5S47GbRDWT/9vRyQlnFxfu3ikLKz535jQH9++Ri0TlSbx6pUZCTPlxJRIJ9er5cO+OYjhzdItW8n/fz8riVspN2rTrqNCmTbuOnDtzWp76ZPMv6/jq849JvHqFnJxspMXF1HV2UWmHIWoD6NoJknD3DMv/WcSWC+sp5UFki52NHe2btqdby264O1c+h6A8nZMy9CEWmEo9D1Vp1bRNtWYqtXI0wRgFNBtfG2zDbSk6r5j+reh8UaVlUPl6M8Z9MnVsbGzo2qIrbSPb8ue/f7Lv5D6kJVLu5d3h1d0z+Ob0ZyzouozYgG5q+9HGOa9JTRJQHWUDENOmIyePHlRYZog6JZaKpuewtijx8SV93SY8+jyE68SxZKxZDypqHho7xjbxRIgxAm0QYox5IsQY88LSU5SZ5tuBQKAEEQ1j/AgRxvJQlVagWXQLLl+8QHCjUI36sbKyYuDQ4WxY9wMvvPy6yjoxABcvnic97R6vfryS0L27cZ02kX8rFICXFaKXljwoPN44PBJ7e3uSbyTRMbaLyv69vLwZMWYcI8aM49sOsSyY82qtCDF1HB0VjtfSjz6ncaAXa779ilffmA/AY+OeoGfnNtxMvsHaNauJ7dKNgMCGNR7bxsZW4W8JEnmaqpycHHr1HcAbb71TaTsfHz/djiuRUFKimEJI0+gpGf/+c5hpk8bz0mtz6NqjNy4uLmzasI7PVyxXuU1VKW907QjSpRPkzO2TfPDPO2y9tElheR37OnSO7kyX6C7UrVNXbR+apG3Sh1igj3oe+nSkK6uxUX6ZpmNrUivH2AUBYxbQbAMrCzGqKH+9GfM+mQOODo4Mjh1MbLNYfjv4GycungAg4d5ZHt3Qh34hg5nX5V0CXYNV9qGNc75iTRJl4re6VFcF+ZXrZYGoGVObaFNXpjYobhJFxjc/4j5iMM6zZ3H/3Q8MbZLWGGLiiSYIMUagDUKMMU+EGGNeWLIYY3xfbgJBNRAijEBgfAR6qnaQP//y64wbOQT/BgE8PHgYEisrzp05TUL8WbmoUJHX5izg0IG99O/RiVmvzSW6RUscnZw4dyaOY0cPEx5ZlgrNv0EAdnZ2rPriY8Y9OZnEwcN4f8M6hb4aBAQikUjYue13uvfuRx2HOtR1duaZGc8zd/YsSktKaNuhE1mZWRw9chBnZ2dGjBnHuwvn0TymJeGRTSgsKGDntt8Jaxyhu4OmBRKJBCsrK/Lz8uXLIps2I7pFK9as/oqN639i4XvL9W5Hs+gYft+ykYDAIGwMPPvT2cUFX7/6HD1yUEFMO3rkIC1atQHg3yOHaBDQkOdeek2+Pvl6kkI/tnZ2SEukcsecVCpFGdevXWH39l/lf+ti1qiunCCnb59g2eEFbL/ym8LyunXq0rVFV2KbxeJgXzn6TBmqIl3q9Kij1xROaut5VCMFmiEd6dqOra5wurELAuoENMDgApK2kVsl6SUUo3tRUKCITFx0dXdlfL/xdInpwsZ9G0lKLXs+/3F5M7sStzGl1QvMaPMyjrbKJ3pUxzmvSvz28fMnNKIplxLOVtrG26e+0roxBqlTIjAaCnv0Juv9D3F9fhrSkFByn55maJMAFN5nrK2tFQTH8iKkuoknhha9hBgj0AYhxggExo+lijHiy0EgENQKIhpGUJ5uPXrz7dpNfPDuQlb8731sbW0JDQtnzLgnVW7j4eHJ1r8OsuJ/7/HJR0u5fi0RiZUVjRqFMmjoo0ya+ixQFrGy/JOVLJo/h68+/5hmzVuwsEMnHj30N9YJ56B5DH71/XnptTksfOsNnps2iUdHPc7/Pv2KV15/C09Pbz784F2SZl7FxdWNZtEtePaFV4AyB/0789/getI16jjUoW2HTnz21fe1cswKCwu5nXoLgIyMdL7+8lNysrPp3XeAQrsx457k9VkzcXR0ot/DQ/Ru1xMTp7Bm9SqmPPU402a+hJu7O1evXGbzhnUs/ehzeaH32mLKjBd4f/F8goIb0bRZNGvXrOZs3Ck+/nI1AMEhoSTfSGLThrXEtGzNzu1/8MdvmxX6CAhsSOKVy3y6fDEuLi7Y29vj5x/AndQUeZuwiCguJpxR2E4Xs0Zr6gQ5c/sk7x9ewPYrvyosd3F0oXur7nSI6oC9rb1WNqlKl2XfVLt+tEWTeimaRoYYMrpGl2PrYz90jSoBLXdfLiW3HqwzlICk7HpWh6x2jDL0VRfJ0lAmLgbHBvPciOf4N+Fffvv7N7JysyiQFrD8n0Wsi/+e+Q+9T/+QITWugVaV+N2j72AABTEmpnUHIqNiyExPq9U6JcZSt0OgnrwnJmFz+RLOr72ItGEQBRXe02qbv7ZtViomRrdqD6BwDYdGNK3UDoxHYBRijEAbhBhjfoioGIE5YBxfbAJBDRDRMMaPEGHMkwGPjGHAI2MqLR/2cB+GZSjWYolqHkNKhWXdevSmW4/eWo3p4urK7DlvKxSGV8bQ4aPkxeUByMujYHAfrN94hXvtO1ES2JAXXn6dF15+XWE7iUTCpCkzmDRlhtJ+n581m+dnzdbKZl2xe+d2osP/q4nj7ExoWDhffPMjHTs/pNBu6CMjmfPaiwwZPlJpvR1d4+tXny3b9/D23NmMGtqfgsICGgQE0q1HH6ysar/A+MRnpnM/K5O33niFu3du0zg8km9+/IVGIWEA9Ok/kMlTn2X2rOcoLCygZ+9+PDdrNksXL5D30aZtO4KDg1m9ejX5+fkMHjwYGxsbuvTsL59JmpmRVkmIgZrPGtW04HRFEu6e4f3DC/j90kbF7Zxc6dm6J+2atsPOxq7admmSLkvXqKuXUnyrmPwj+RRfK36wTo1jvypHekVRpfhWMUWJZemrbIMqixzaRKXo0olvCoKAKgGtvAgDhhWQKl7PRZeKlAoz8uuNYiW96KcukqVRlbjYNrItzRs1Z8fRHew9uRdpiZSb968z8beRdGvYh4XdPiDYTbM0p8rQRPzu0XcwUdGtK4kgtVmnxNjqdgjUc3/+IqyvXsb1qcdJ27qL4ugWBrFDlQgDVBIgoUxwrBgFpm+BUVuEGCPQBiHGmB9CjDEvLDEqRlJaWlpadTPLJisrC1dXV/p/uBvbKvKoC2oXIcIYP0KEsSxU1YQxBiR37+DZI5ZSJ0fS/thDqauroU3SC9evJdK+RQR/7DpE8xjDfPibOhfi4xRSjsno1mcgjSObAWUzkzetXV2pzZCR42vssKjocItp3YF2scoLVV9KO8/SwwvYfOFnSnnwSufq5EqvNr1o36R9jVPGGboeScXxK4og5ak7oq7KmirZ67KVtq/ohLeqZ0XJbUXRoLzQoq4vbceWiT6aHl9txzYU6s5ReRx7OWIXWX2BUJfIzkNpSanSlHuVxLdW9tTpZDwp4UyVwvhCcv+sXG9F2bVxO/02v+z9hYSkBPkye2t7preexfQ2L+Ngo/3kA30+y3WFKdgoqIwkJwePAT2wSr3Fvb/+pqR+7Z4rVddNVXTrM1A+4cSYo6+EGCPQBiHGmB9CjDEvTF2MKSnI5donj5KZmYmLi4vatsbzxSYQCAQCk8aYRRiAUi9v0tdtwrNXF9yeGEP62k1ga1vldqZCUVER6Wn3WLxwLq3atLN4EaYmKVw0iUq5eul8pfW6mjWqySzrG1lJLDvyNmvPfUtJ6QPRwMXRhZ5tetKhaQdsbWp+fRtDPZKKBe/VOfjzj+RTd3DlSTOqomuASv1VFGFkbWQz9LWNSlEX2VOd2jEV+7KNsJXXMTEWMaZ8xIk0U0rBP8rPmTFFlKirywOGiQqzBDRJQSijnns9nh78NKcvn2bjvo1kZGdQIC1g6ZG3+eX8Tyzu/hFdAntoNb6Pnz/RrdrXaooxbVEVtXPsyAH6DxlZy9YINKXUyYn0nzbi2TMW91FDSdu6i9K6tTepU9V1UxWy9w5jugeUISJjBNogImPMDxEZY15YUmSM+IIQmCwiGsb4EdEwloOxizAypOGRZHy3DvdHBuDy8nNkLVsBNcwvbywcPXyQRwb2IiQ0jC9X/1QrYxprvvqapnCpyjGnrKYAQFBI4xpYXdkGZcf0bu4dPjy6hNWnP6NQ+iDdn5ODEz1b96RTs07Y2eomwsAY65GoEkFkFF8rpviWckFCmSO9ML5QSS9qxvbVznGsbuzqHt/yfRUlFVGUUPYfGK7uijJkwkbxrWKlQoxthPHUtdGUqsQagfaoEyqVIZFIiA6NJiIwgu1Ht7PnxB5KSkq4mnGJkb/045GIMUwLfwHrfInGv021mWKsOqiaHHA98TKpKckGs9dY3wGMiRJfP9J/2ohHv264ThxLxpr1UEu186pKaRrTugOlpaVGLUJWhRBjBNogxBjzQ4gxAlPEtL5+BIL/ECKM8SNEGMvBVEQYGYUPdSPrg09wnTGZ4kah5M543tAm6YSOnR+qVIdHnxhrvvqqCi9rijrHnCY1BXRNduF9Pj++nE+PfUBO0YPUVA52DnRv1Z2Hoh/C3s5ep2MaYz0STSIo1NlX0ZGuTUSGrK22jmNVY9fk+MrqlhT9WaSwXJmQY+jUcqqieJx6m9Zvh0B/VCfayN7OnkGdBtEmog0/7/6ZKzevALAh4Qe2JmykN72JIYaYVh2U/jbFnznJndSbePvUJzIqxqgjAHz8/AkICuF64uVK6/T5u6MOY30HMEaKo5qT8fUPuI8cgvPrL3N/8dJaGVfZpJIGDRsRFtFU/l6TmpKM9X/pSwODQoz2HlCHEGME2iDEGIHAeLGUqBghxAgEAp0jRBjLwdREGBl5YydgfeUiznNeRRrciIKHB+tlHHOdLaorsUPTsbQ5hqpEkqTEyyq3VzWGKsecJqnLdEWhtJDv41ay7MhC7uXdkS+3tbGlS3QXurfqjpODfu7D6kR+6BtlTv2KaGOfsv6sfKwoSa1QI6aC0KKLNFU1Pb6aCDnGkFoORFovQdVUN9rIz9OP6Y9M58jZI2zZv4W8ojzyyGMzmznNadKPpVf6bfrlx6+5k5oCQHzcSeLjTjBs9BO62hW90KpdrFIhRh+/O1VRm+8AhkSX73CFPfuQ9e5yXF+cgbRRCLmTp+rISvWom1RSUUyTFheb7PmTfY8IQUYgsDxEVIx5YQlijPgKEpgcIhpGIDAOTFWEkZH95gKsr17BbdI47m3dRXGLVjrt35xni9ZWREh1jqEqp9TxIweQFhdX2r46Y9RGTYHS0lJ+u7iBRQfncDXjkny5lZUVHZp2oHeb3rjWddXZeMqobuSHvqmUmuv8g6iQ6tinKm1YUWJZv7ZBylNo1TRNVU2Pb1VCjrGlltN1Wi9DR/oIjAcriRUdojrQuLgxG/dt5AxnALjKVT7lU/7P3nmHR1Wlf/wzLZ0UWhJq6Am9FylKE6Q3qSLYRUTRVVf97epaVt21915QQYoiiCAdhShNUKRD6C2hpRBSp/z+yM4wM7l35k4vOZ/n8Xnkzr3nnltmcs77Pd/3Nf6p4/Hk59GoNf9zwpyzOf5Czjn27/mTjNbtA9D70CMQrlB/knPuDDu2ZtoIX94YwxXfcQ/aI1lUe/xhDA3TKB00xNOuKkJqUUm4imnCHSNQgnDFhB9CjBGEEmLWIggphAgT/Ag3TNUgmEUY6xWMqVodidMnU/DyG+hbtrbdUa0m//3P0Iy4kaSJo7m0NhNj/QZe60M4TnDN+MMR4u49lBJJ5I735DkprSngzorarWd+5dlNf2dn9jab7R2ad2BI9yHUSqylqB1vEKxOBnNQPyIjAn07zwPy9iKBNkXrl2v15P46E3KCMbWcUpyJLHJOHyHOVG0SUhIYxzja0Y4f+ZF88imnnHcOvsqWgl95beBHnDiaJXnsiaNZQS3EBJP44U9XqL+xX5xhxltjuCvPvYTm2BES7riFyz9tQN+mnUftuUswvU/eRogxAiUIMSb8EGJM+BDurhgxQxEIBF5DiDBVg2AWYewn0B3aduSm/DySxo/i0rpMjMl20cfoaPLmfUf1/r1ImjCSyyt/wRQf73E/wnmCa8Y+X32z9NYeXVvE2lWoC/IpGTMekL+HO7ZmMmTUBIdtde/dD41Wy86tmZU+s34GnjwnJQKLq26bY3lZPLfpCX46stRme9O6TRnRawQNkr0jFLpKsBcoD5b+uSsCeNJ/R0JOoFPLuXs/rq66autyskunJuf0MV41OjxOEP6YxclmO5txH/exlrVsZzsAv5/bwsC5XRhd42aa0QgNtgXTo6KD+10JJvHDH67QQCC1OMMar4zhNBryP/mK6kP6XVsElFrHszbdIJjeJ18gxBiBEoQYE34IMSZ8CGcxRggxgpBBuGGCGyHCVA2CWYSRmkD/8ddOmr79AS0mjSVx0hgu/7gWYmJs9jHWqk3uwiXUuPF6Em+fQu7870Fr++fRVVdDOE9w5VaLHj6wh5jYOLdTd2gPH6Lak49g0uooHTFa9l6dOn6EnHNnJNNsWD+jBmlNJIUY63ZdeU7W7R/LOuhUYHHFbZNXksvrW1/g813vUW68FkhOqZ7C8J7DaZnWEpVKJdlXQXAQyFosckJOIFPLuXs/7EUYqJxOTc7p4+w4QdXALE7G5MYwIWkC3Q3dmb9uPhfyLlBqKGX++a+pS11GMYpaXHMXBrMbBoJP/FDqCg0l5BZnmPHWGM4UG0vu/O+pMaAXSRNHc3nFekyxsVBUhPbwQfTtOnjlPI4ItvfJFwgxRqAEIcYIBMFLuIoxYmYiEAgEAkUEswgD8hPoi1GR1J7/PdWH9CPx3tvI++IbUNuuCDektyTvy/kkjRtO/N8fouCVt0ClgqIidq5byfYjByz7BksNkUDgbLWoJ6k7iu6ZiW77FhLvmc6levVJ7ti5kuvGjP2qVDnnibNnoPQ5yYlPZqSuW4nbptxQzle7P+aVLc+SW3Jt//iYeG7qfhNdW3ZFo762ajuU0y6Fct+dEWy1WKwJRGo5d++HPltfSUwxY51OzRVHTyikYRN4H2txsglNeHTyo/y05Sd+/uNnTCYTZzjDh3xIP/rRne507NwzJP4+B5v4IVV7JJQ5deKo7Ge1klO9eq3G1Drkzv+e6jf1JeHOqeR9vYjIDWtJvHUC57POYEry/cKdYHuffIEQYwRKEGJMeCFcMYJgJ7xmwoKwRbhhghvhhgl/gl2EAcfuBn1qXfI/+YrEKeOIe+b/KHzmxUr7ld3Qn4LX3iHhgXvRN25K0cwHMb38b7p89Tnb77/fsp+3a4iEEs5Wi5r3ceta1Wry3/0EzchBlnQdnbr1khRirJ+1I+eJkmfgbB9n4pMZ++t25rbZcHw1T298hMOXr4l8Oq2Ovh370r9jfyIjIm2OC6TjwlOCue/eEIiCvRaLv1O3uXs/5I4DW/FFyumjS9dRfqCyiOOvNGyCwKHkOxyhjWBkr5G0a9KOuWvmciHvAnr0rGY1F2peZkibyX7utfuEm/gRLOScO0PWgb2yn1/IOSfpxvUEfZt25H02l6SJo6n2z8cpumcmKoOBiN8yKR06wmvncURVeJ+EGCNQghBjwgshxoQP4eiKEbMTQdAjRJjgRogw4U8oiDBwzd1gjbW7oXTIcK78+2Xi3nyV6DmfSrZRfOvtFM5+hGr/eIzI5T9wuXZtal28SHx+vs1+SgQJc5+aZ7QJm0mukrQcHqXuiI4md953mKJjSJo4ipSYOIfPFBw7T0DZM3C0j9JnbX/dcu/j1agibl06islLhtmIMJ1bdObJqU8ypPuQSiKMnMNAn61X1LdAEsx9L84spnBhIUVriihcWEhxZrFb7TiqxaLP1lO2vyworhfwS3/crU0j97kuvbKTJrpXNHHj44gZGEPc+Dhib4wlsqPt98ZfadgE/sP+/XX1O5yWmsajkx7l+vbXo6Ii3eMfF3+n/9edmbfnc0wmU6Vjcs6d4dD+3eScO+P9CxIEDUoXmnibshtv4sp/Xif2vTeJWLMSQ/2GRGRu9Pp5qjqhMpcRBBYR1wgvRBwxfGjbsnagu+BVxOxEIBC4jRishD+hNnFx5m4omjELzdEs4h++H0ODhpT1HVCpjcKnnkd77CgJd93KpXc+AqDh8ePsbtfOso9SscHV2jLBjlQqL2u8kX7NVLNWRc2egX1IvG0y3RcscfhMfV2PR0k7ctdt/T5qYyOYd+ILPvrqLZs6MGkpaYzuM5qGKQ0rHW9e6W3IN0ieN1gcF44IVreIN9OJydViKc8qDyonkL+cSe7WptGmaFHXVmM8f+2dUVVXEXuj9N8he6dPINKwCfyH/fura6GTrAukTlIT2SrS/nALEboIRvcZTdsmbZm3Zh6XCi5xtbyQv629h9VHf+SVAR9QM6aidoxc2ktB+OHzhSYSRKz+iagVyyieehtX751F/GOzKet9AxGZv3j1PK4SbmNXM8IZI1CCcMaEF8IZIwhGxAxFENQIFVsgELiKwzQLKhVXXnoN7YnjJE6byOVVv6DPaGX5OHLpd2hOnSL/xVdJOn2KRk8+ypW69UizEmKUig3hGsDp3rsfCUnV2bh2RaXP0po098o5DC0yyPtqIUljhxL/2Gx47R3Ze+5OPR5Xggxy7ac1aa6ojdopddiU9zPPrXyC80XZlu0JsQkM7zmcTi06oVKpKh1nH3SUIhTSLrnrjvA13haI7EUAgMKFhTb7BLJujL/r2Lgjiuiz9TYiDIDpsgl9tl5xH/2dhk3gH6TeX7l6QsXrijHmGp2KjE3qNuHRSY/y/abv2bpvKwCrji5j59fbeH3gR7SOaiub9jKcgtOCCvyx0MQeU0wsERvWEfPFJ5R16ER5qzbotvyKqqwMVV4upsQkr55PCeE6djUjxBiBQCAITcIpRZkQYgRBixBhghvhhgl/Qs0NY43DQLtWS96nX1N98A0kjR/FpXWZGGsnA6A5dYpqz/6Das8/RcmwkWhOnyamuJhWFy5SOGi44tWBjuqWhEMAR6PRSG53uz6MBGXX96Xg9fdImHV3Rc2eWQ/J7utKPR53ggxy7Tu71n0X/uKJDQ+y7eyvlm0atYZ+HfsxoPOASinIzEgFHe0JlbRL7rojfI0vBCJrEaBsf5nkPoFyAgXCmeSqKOKLPnqjBpAg8DiqHySFUpExKjKKSQMm0apRKxasW8DVkqtcKMrhlqUjGd1gAi1pig6dzTHe/DsnCC7s/9YDHjlDnC36KO/Vh4s79xG5ZiUxH79P5LrVmFQqVCYTkSuWUTL5VsXnMBgMaDQaj1ws4T52NSPEGIEzhCsmvBCumPAhXMQYMSMRCAQuI0SY8CfYRJjfNv3C2OEDOXD8PAmJiQ73VRJoN8XHk7tgCTUG9CJx8lguL1sD0dEU3T+b4olTiPnyM2I++whNzjlMKhWRly+RHlMNo8KJqKO6Jd6czKYmRvDZ14u4adhIr7WpBF+nAzNTPHU6mqOHqfbU4xgaNabUwXUqKTjrSZDBlYK2BaX5/HfzM3y+6z2MpmsBxNaNWjOq9yhqJtZ0eLxc0DGyaySaBE3IBZWDMWWUrwWiYHMCBVt/pPB2H/2Vik3ge2TrB0mkJzPjioDXtklb0lLSmL9uPvuO7wPg+5ML+JXajGUsySRb9vX23zlBcGH+W+9pei7Fiz40GkoHD6V08FA0WYeIffNVoufOQbvrD3AixNifw+m5nCA3dj15/EhYCTEgxBiBc4QYE14IMSZ8CAcxJnhmXwKBFcINE7wIESb88bcIk5oY4fC/V158VnFbcoF2qSK7xvoNeGvwUMp/38am1ATq/O98KU3r8lPHzlz48yC5Xy1E37otgEvFU10RKkKxELBcIXpfTNQL//kcJSPHkHjXrWj/2OFwX2f30pFA5g1MJhPf7p9Lrzmt+fTPdywiTM2Emtwz4h7uHH6nUxEGHAQd03REZEQEhZDhKtoUbdD13b7ge3RP7wXpzUKPNb50Aumz9RRvKaZ4S7GlkHkg++MO3uyjXCo2qXsjCH7k3o3YQbFE95f+3roq4MXHxnPX8LsYd8M4dJoKF8x5zvMRH7GVrZgw+ezvnCC42LJpPUsWzGHDqmUsWTCHLZvWu3S8K2NRawxNm1Pw9ofkXCqm8D+vW9qSGtdIncOVc0khN3bduTXT5XsQCgTbojNB8CHiHuGFiDEKgoXgmX0JBAKBIOAEYlKy6+BJy/8vXbyIl198hszteyzbYmPj2OUkAG/GVSfKmZRUHq1Xn3fPnCb7rhlk/+1xABKTqoNWS+nwUZQOH4U6+xzG5BTFKySV1i2RWjHZ5brrUalUqNXBvVbClXRgHqFWk//+Z2iGDyRp4mgurc3EWL9Bpd2UrD71pZPn8OUDPLH+AX49/bNlm06rY2CXgfTr0A+tVgy5ghFf1hTxlxPI3vlRuq1UmfvD5JPueIS37lkgUrEJfIvcuxHZKhJjrtEr7jaVSkWvtr1oUrcJX636irMXz2LAwE/8RHFdPRM6z/Da9QiCE2+k5/LYFf2/unGOxjXOFpC448B2VCcnHFOUgXDGCJwjnDHhhXDGhAeh7ooJ7iiPG7z00kuoVCpmz55t2VZSUsLMmTOpUaMGcXFxjB07lpycnMB1UuAQoVQHL2JVSHgTqJVhtZNTLP/FxyegQmWzLTYuzrLvX7t2MuiG7jRKTWD4jX3IOnzQpq2dO37ngw8+4LnnnuONN97g559/xmAwOAy0b0xM4spz/6H2R+/RcNVP1E5OISKiwokzoFdnAIwpqWzJ3MDfZ9/LiMH9LCskH5xxB9Mnj+X9t1+jXYsGtGyUwhOPPEB5eTnde/dj1IRp9Ow7iKMnTnPvXbfRuE4iQ/r35LdNv1gm+3/88QcvvvgiBw4c4K7bbqFh7TjOnDrJnzt/Z8Kom2jZOJXmDWoyekh//vrzD588A3ddOcmpdWme0cb3E/PoaPK+WYwpMoqkCaNQFRTYfKx09akvnDzF+mL+89vT9P+6k40I07ZJW5645Qlu7HKjyyKMwyByiKDP1lO2v4zSvaWU7S9z2Yng6fHBgq+dQHL1hOzdH6HkEPHGPQuFVGwC15F7N7ztbkutkcpD4x+iT/s+lm0/n1nDgLld2HrmVwdHCnyJPxzE3nDOemPRh7NxjbO23F1g0r13Pzp26yX5mbfcw8GGcMYInCFiIAJB8NG2Ze1Ad8Ftwmp55vbt2/nwww9p27atzfaHHnqI5cuXs2jRIhISErj//vsZM2YMv/4qBtLBhhBhghcxAAlvQmUS8tJzT/H08/+lRs2a/P2h+3n4/rv5YdUvAGz5LZOnnnyU6bffhcpYTm5uLsuWLSOlTn2ngfaimQ+iPZpF/MMzMTRsSNn1tk4KuQlxcXERv2X+QnJKKt8uW83xo0e45/YptGrTjlum3UFyal3+++JzHD64n/c//ZqU1FR++nEpk8cN47Ov5lvaKi8v59dff2XEiBH0vXEoNWrV5sTxY9w86Rae/+/rmEwmPnznDW4ZP4Lfduwjrlo1L91R94rXBwJjrdrkLlxCjRuvJ/H2KeTO/x7+J3C4svrUUyePtSvqQNl+Hl8/i+P5Ryyf14ivwdgbxtIyraVL7VoXFQ/GILIrRc/tHRpmlNbo8PR4JSi5nlAo9O5InLN2f1Q1h4ivawAJgg9vu9t0Wh1j+oyhRf0WzFszj6slVzl75RRjvx3AIz2e4oEuf0etEsKev/DXWMVTEcU8Rmia3oqsA3st250t+rB3XDsb1zhyr3i6wKRBWhN2bs2stD2c6yMJZ4zAGcIZEz4IV4wg0ITNbKSwsJApU6bw8ccf8/zzz1u25+fn8+mnnzJv3jz69asYrH3++edkZGSwZcsWunfvLtekQCAQVAlCRYQBePyfz3Jdr4oVqrMeepRbxo+kpKSEqKgoXvvP89w/+1EeePjvlglteusOvPX6yw7b3L9vD03qVUdjMvGdyUT3MUMx/GqbCk1uQlxeVkpCQhIvvPwmGo2GZs3TGXDjTWT+sp5bpt3B6VMnWTB3Dr/vOUJKah0AZsx6mA1rV7Nu7Roa1KlYyWE0Ghk6dCgpKSm0adeRmJgYel3f1+ZcL7/5Pi0a1mLzrxsZOHioW/fPHm+k4PAnhvSW5H05n6Rxw4n/+0MUvPIWqFQuB07MQQxXMQeCCilkFavYzW7LZxq1hn4d+zGwy0AidBEutStVVDyYgsiuFD2Xc2hAhQND11Tn8Do8PV4JSq4nVAq9OxLnrD8LRnHP1/grNZwgMPhLKG3VqBWPTnqUr1Z9xZGzRzCYDPznt6fZcjqTdwZ/Qc2YWj47t6ACf45VlKaWlcJeLGqa3or6DRs7XfQhJTI1atpCcl/rcY31whKDwYBGo/FKqlhP7kEoI8QYgTOEGBM+CDEmPAjVFGVhMyOZOXMmQ4cOZcCAATZCzI4dOygvL2fAgAGWbenp6TRo0IDNmzdLCjGlpaWUll6bfBfYpUAR+AbhhglehBsmfAklEQYgo1Uby//XTq5Y+nrxwnnq1W/A3j1/sX3rb7z56kuWfYwGAyUlJRQVFRETEyPZZpNmzZnzzWIANIWFaO+4haTxo4gbMdqyj1xAXxcRSYuMlmg0Gqt+pXJgX0WNmwP79mAwGOjZuZXNcWWlpSRVr87w4SP4448/0Gg0JCcn20x0L5zP4aXnn2Zz5kYuXjyPwWCguKiIM6dPKb5fzvA4j7mXUFp7B6Dshv4UvPYOCQ/ci75xU4pmPuiXoEHOuTP8uWMzf/Inq1lNMcWWzxrXacz4vuNJqeH6cmy5lFFx4+OCIogs1z85QcRZ+jRnDgxPj3eGkutx9ZoDjbahFv0J2xRj9sKdtx0ioeAWAvddEqFyfVUVOaHUV88tsVoiM8fMZNW2VazevhqTycQvJ9cwcG4X3h/yNd3rSqdyEngHf49V3HHOSolFWQf20rpdZ6dOGDmRScm4xt2FJc7wWx3AIEOIMQJB1UGIMeFBKIoxYTGzmD9/Pjt37mT79u2VPsvOziYiIoLExESb7cnJyWRnZ0u29+KLL/LMM8/4oqsCQcghRJjwJRhFmLNnTqLXl7N/z59ktG5f6XOdVmf5f9X/ipmajBWB26KrhTzyxFMMGT6q0nFRUVGy54zQRdCocVPLv698t5waA3px2+KF/JCQCFxbHWid0rJ95x7sO3iEsrIym/ZUKhXG//Xp6tVCNBoNq37eYiPWABQVFqLTaWjRqh3r1q1j9MTpNhPdB2bcQe7lSzz30qvUq9+AiMhIhg3sU+l8nuDL4vVKcSfdSPGtt1O66w9q/eMxLiXEE33LbT4LGphFog07f2IOczjOcctnUUQxvOVwevTv4XaKGkcpoyIyIgKeNsrVlFbOHBa+/twZSq5HyT7BEKi3D0arU9ToGujQpUkLRt5yiISKW8hdwv36Qh05odR41Uj5wXLLNm8/N7VazU3db6JJ3SZ8teorrhRdIfvqWcZ9O5Anej7HjE4Pi1RlPsJb6cLM+588XpFOtEFaE9mxglngMNelcTaukBOLTh4/4tZx+XmXAy6G+ErkCXaEGCNwhHDFCAQCTwl5IebUqVM8+OCDrFmzxmGgzRWeeOIJHn74Ycu/CwoKqF+/vlfaFkgj3DDBiRBhBP5k8Tefc3DvLgwGAxvXrmD/7j8YM+k2xce3adeBI4cP2Ygq7mBs0JDc+d9TZ9D1PHXpIiaDAZVGQ/fe/fjow/eJjo5h1IRpJKfWZd7crx221bptewwGAxcvXKD7dddWzFqLDwf37sJoMlWa7G7f+hsvvvIW/W+8CYAzp09x+dJFyfO44iixRi7H+LGsg36ZfLubbmTLpvXsqpvMzenpNH3ofn66mEPahKkuB06k+mN9H7dsWs/OHb+yhS1sYAN6rrkO2tCGQQwipXWKR8G3YE8Z5Wr/tCladC10NgFRM7p0544SKeeGGW+kZ1NyPc72CYZAvVQw2phtRNfH8T32tI5GqLmFXCXcry8ckBNK7X9zfPXcmtdvbklVdvj0YQwmA89nPsm2s7/y5o2fkRiV5NXzhRrujkcc4c10Ydbs3JrpMH2YKwtF5EShnVszMej1Lh9n3l5VxZBAI8QYgSOEGBM+CFdMeBBqrpiQn1Hs2LGD8+fP07FjR8s2g8HAxo0beeedd1i1ahVlZWXk5eXZuGJycnJISZGeiUZGRhIZGenrrgv+hxBhBAL/E2xumP17/uRCzjmbbRdyzsk6Y6R46LH/49YJo6hbrz7DRo5BpVazb89fHNi/l8f/8azsceX68kpBe33Hzhx6/j+M+PvDbBw1mKi3PmDpdwvJ/GUDcdWqKZ4UN2nanDHjJ/HAvbfz9PP/oU3b9hw6uI8vPnqH5ORkmjdvDoBBryfn3Bmbdhs1bsq3C+bRrkMnCq9c4dl/Pk5UdOVg76F9uzmZda0grKsFbBOSKv8G+6tOjNxK0IP7dgFInt8i3qjVfD96NNPmzKHfK//lk/xcGvUbBOBWQV+p3O6ZB9axlKWc49q7mUgiQxlKM5qhTdN6HOQL9qLi7vRP10BGiKmvk9i7MtbODZPRhEqt8przRMn1yIlB5VkV1xQMgXpXnUqhfl5rzG4kb78bEBzXJ3CMKyK1r55bfGw8M0bNYOW2lazZtgYTJlYfXc7gb3rwydD5tK7d3vsnDQHccbgqxVvpwuzJOrCXrAN7K/XX1YUicgtb5I6zFqzCuR6LL4Q5fyHEGIEjhBgTPggxJjwIJTEmOGb5HtC/f392795ts+22224jPT2dv//979SvXx+dTse6desYO3YsAAcPHuTkyZP06NEjEF0WCEIC4YYJX4JNhAG4kHNWdrtSIaZv/xv5csESXv/vv3nnzVfQ6XQ0bdaCybfeLnvM6ZPHyM+9zIZVywDbSXiNe+7nl8yN9F22hLu7tGFbq1Z06dKZHTt2sGXTesXBhTfe/YQ3Xn6BZ/7xd7LPnSE+IYFaNWtaRBgz9rnOX3v7Qx6dfR+Dru9Gnbr1eOKp53jmH49Xav/YkYNkZGRY/u2KiOJopag/6sTIrQTdv/tP9u/+UzKIYy3e6CMimD9pEnd+/DGT5s3j86goyuwWUii5H/YBFz16PjrwNplkYuRaYLY73elHPyKIACCqq3ecuMFeVNzV/nnD5eOpc8MRSq5H11QnKbjIjZz9HagPlJPKZDS5tN3b2LuRzHjLlRTsDjWBtFCqS9dRfqCy+OvL56ZWqxnSfQiNUhvx1aqvKCop4kT+UYYv6MOL/d5mYqtpPjt3MOKuw9UVXHWHyC32kMO6v+b0ZfY4SjXWvXc/NFotO7dmSvbFfJyUYDVqwrSQFSzk8KUw5y+EGCNwhBBjwgchxgj8SXDN9N2gWrVqtG7d2mZbbGwsNWrUsGy/4447ePjhh6levTrx8fHMmjWLHj160L1790B0WWCFcMMEJ0KECV+CUYQBqJVch/27/6RDhw506NDBZjvAdb2v51yebW2U1m3bV9rWt/+N9O1/o6Jz5pw7Q0aLZmS0aGbZZh80yPhyAZfumc773y7g63btON64MX369LHs9+b7n1Zq97mXXrX5t06n49Enn+bRJ5+2nHfJgjmWz83XbC9KtGnXgZUbNttsGzZyrM2/f9m8wyIiWaNERHG2UtQfdWIcrSAF6SCOfb+uxsUxb8oUbv/0U8YtWsQ3kyZhsqvH4+x+WAdrznCGJSzhAhcs22pRixGMoD7X0pTq0isC+Xr0XnNqBPOKe1f6F+wuH5C/HrPbwpBvcKk9bwZ8lTg+AnWPVWqVS9u9iVTaMDPeciWFwrsrkBZTi2OKA/LcMhpm8MjER/jipy84mXOSEkMJD625ix3ntvL8Da8Tqa0aWRYc1ToJlLDgzjjG0/42SGsiKcSY++JIsGqe0cbt8wYb/hDm/IUQYwSOEGJM+CDEmNAnVFwxVWJ51+uvv86wYcMYO3Ysffr0ISUlhcWLFwe6WwKBQOBXglWEAcho3Z5ayak222qn1FHshnEHR0EDCyoV+2Y9yPG0NMYvXEiNCxek93MBs/hgjbtpKAwG6WCx3HZrHPXfn2kxuvfux6gJ08ho017yc/t+St2/C7Vrs2j8eJocOcLglSvBZLs639n9SEisjh4961jHJ3xiEWHUqOlDH+7hHupTH126jpiBMRU1UA6UU7SmiMKFhRRnFrt41eFPdK9oovtHE9Eqguj+0UT3DP5i58WZxRQuLKRoTRGl26QD/ro0HZEdbQOr5oCvPltP2f4y9Nl6yWOVcHXVVUsfitcVO3zHontFEzc+jpiBMcSNj/PLPQ6kY0QubZjSz5USiPsqcB1tipaIjAiL2BLI51Y9vjoPjH2Anm16WrZ9vecTRi/qx9krp/3Wj0DirNZJIJAaLzjD3N8GaU0kP7ffnnPuDNs3b2T75o2WFLNyY7ycc2csqVftcXdMGawoGmOHEME8hxIEHrGIVSAIHtq2rB3oLjglLJd3/fzzzzb/joqK4t133+Xdd98NTIcEkgg3THAiBhLhSShMIMZMuu1/tWLOUivZcxHGWV5qpUGD+JrJLBo/nts//ZQpc+fyyV13URQbS35ebqW6Lkr74U6ucyk0ds4PZ9utkbv+PgOG+FQAk8J8/ft3/1npM6l+mu/fjq2ZnPpf+pCjTZrw18wH6PrOm1yuUYOtVq7XjWtXkJ97WTYlxjl1NnOivuJUyQnLtjrRdZg8ajIphhSbVdf6bD3la7xfFNrsgpBLleXs82DDJoXU3ooguT8K2rt7nxy5LcyYBRdtirbyany7lFnupMq6uuqqZG0dqHjH1EnqSg4ZfzupnDlGfPmeOhN7vCkGBbtDTSBNIJ+bVqvl5r430zClIYvWL6LcUM4fOdsZ9E13PhryDT3q9Q5Mx/yElMM1GGqd2I+3AEvasYL8XEt9GLDtr5LrsU+9tXNrpiX9lv0Yz1EqWAisYOULglGYEwh8iXDGhAfCFRMeBLszJvhn8oKwRIgwwYkQYcKTUBBhzGS0bu8VEUBJXmqlQYPk1Lqk97yBecXF3PnJJ0yYP58vb72VnVszbSbdrvbDfB7z6kB3ghWeTHTlrt/fIoyz/sjdl+TUugwZNaGS0FWo1jDo7dfJTUzkUHq6ZX+plBhlhjLe2PYCb237DwZThWtGo9IwsNVA+qb3RXVRBUkQkRFhOcYXxbydBfG9EeT3F/psPeXHywNS0N6T+yT3XCO7RqJJ0FQSFqwDvlIijqvXq8/Wy4owZorXXXPFBPIdkKux4879d0W4kRKBLOcS6cPChksnL/Fc++d45JdHqNemnkdtbflqC398/wczFs/wSt8OZx7m3RHv8sKxF4hJiJHcp2tGV1JrpPLZ8s/IvZLLxaLzjF88iGevf5Xpbe9FpfJ9Gj+ljBk6gFZt2lVKqWrmlRefZeXyH1ib+bui9ry1yMTb2NeWsf7/1u062/T33/96kqKrRfz75TccXo9celf7sUZ+3mUuX7rgUIQJBsHK2wSrMOcJIkWZQFA1EGKMwNeoTCaTf6prhjAFBQUkJCQw5K0N6KLjAt2dsEAIMcGJEGLCk1ASYryBfQ0WM6MmVBTOtZ9QO3POWLdbsGo53R+ZzcEWLfhu7FhQqy1t2x/rqB9SqyPdLWJq3077zj3o1quv4uOVXr+3jvN5u0YjmjFDSPh1E5/fdhvZdepYPuo7aLglB/v+i7t5YNXt7LlwLU1IvVr1mDxwMkkHkmQDyvpsPYULCyudNm58nFuBYGftyX0e3T9atn5IoJArpG4mZmCMjajlTTx9Lp4cX7a/jKI1RZW2u3K9cm04wt13zhe4c//cFW7Kj1cIVupqlR1CrjB35lyK84u58+s7XT4W4O3hb1O3dV3GvDjG6X5Hfj3CsKeGMWD2AJvPPprwEfvW7GPQY4O46fGbXO6DWRhwxMwfZtKsVzOH+7jCgocWsOWrLUz7ZBrtR7X3WrtmjAYjhRcLia0Ri0br3N0pR3lJOc91fI7pn02ncffGAPz00k/sXrGbxzY+5lab+jI9RblFVKtdzamgcrX4KnNWzuHQqUOWbZNaTefFvm+7VTfm1InjdG3XHLVaze97jpBax0oUyD5Hp1aNMRgMbNt1iPoN0xS1mZt7GZ1WR1y1apKfuyrE2JOa6Pj3729//wePPPGUW217gqNxxqVLF+nevgVrN22nYVpj2TYO7d8tWaMPKsYaly86Fl8AMtq0p0XLdiEtTjjDV2PFQCLEGIEjhCsmfBBiTOjjT1eMsbSIE+/dTH5+PvHx8Q73DY7Zm6BKIUSY4ESIMOFJVRNhQD7/tHUaK7gmfNivlHTEufr1+H7MGMYvXMjl6tXZ0L+/5Zz2bTjLj+2tIqaerkB15frNeEtE8lZ/bFCrOffaO5QNG8Ckb77hkzvv5EpCAlDhFDIYDby/4zVe3vIMZYay/x2i5sYuNzKw80BMF0wU7rQNKFu7G7xdzNuZw0bu82BxR5hRktrLl3VEPHUqefJcvVE3xZ1744kLy9u4ev/dcRGFkjPMnsS6iWz7ZpuNEJN3No9DGw8Rn+J4suaIRl0b8ez+Zy3/XvzEYkqulDD5ncmWbTFJ15wb+jI92gj3p39lRWX8sfgP+j3Qjy1zt/hEiFFr1MQnu39PzOz6YRdR1aIsIow30EZoFfctNjqWe0fey4+//cj6nesB+GbvFxy8tI9Phy0kJa6OkxakSalTl0Xzv+aBh/9u2bbwm69ISa3LmdMnXWqrrKSYC3lnfBYk33XwWn+WLl7Eyy8+Q+b2PZZtsbGOFzj6IojvbPxSo0ZNbug3kDmffsRTz70k244j57HBYHAqwgBhL8KAF8Z0QYhwxggcIVKUCQTBQ7CmKPN9ZU2BQBD0CBEmPKmKIgzIT46tRRioED5yzp2x/Dvn3BkO7d9ts83Mlk3rWbJgDvt3/8n+li1ZM2AAfTZtot0ff8ie01HaMDmR5uTxI7J9cERyal2aZ7Txy2RXKh2H/b0MNLUbN+Wvl17BqFYzed48IkpLad+5ByUxpYz+tj///vX/LCJMao1UHh7/MIO7DUaj0TgOKP8PbxaFNhmljcnmwLySAH3pzlKPCsR7A2eF0rVpvl374w0xxN3nahZxrHFVnJNqQ9NQQ8zAGKL7S/fD2bXps/WU7S/zy7vh6v1X8j2zpnRvqaRw48trO7fvHB/c/AGP1X+Mf7T4B1/f+zWFlypE2rkz53Lk1yNs/HAjs6vPZnb12Vw6eUmyHVOZiYyuGRReKOTolqOW7dvnb6dF3xbE1bQNRutL9Sz951KebvU0j9V7jNcGvMbhzMOSbZuFAfN/umgd2shr2379/FdeG/Aam7/czLPtn+XR1EfZNn8bTzZ5En2p7b375JZP+Prerx3ekz+X/klyi2QGzB7A0c1HyT2da/O5QW/gu8e/4/G0x3myyZP88K8fmHvfXD655RPLPvvX7ufNm9607PPRxI+4eOyi5fNLJy8xu/psTu+uKHJ/OPMws6vP5tAvh3i136s8WvdR3hj0BjmHcxz2definbQa1MrhPvZsX7CdV/u9yt8b/J1/pv+TL+/6kisXrlg+N/elKL/CvXb51GU+nvQxTzR6gsfqPcZLPV5i35p9ABTlFTH33rlsvW0rmhc08DbwB+zM3sbgb3qw+o8fuXv6JFo0qEVGWjLTJ41h5+9bnY4Bxk+8hQVzbd22C+bOYfykWyrt+1vmRm7qdx0Na8fRrkUD/v2vJ9HrK577lk3rGTn4Bh6bfR9LFsxhy6b1luPM46HCwiuV2pz75Wf07tqGtORq9OrSmi8++UC2r7WTUyz/xccnoEJls23J4oWybf3w7TzaZzTi7VdfZMSg62lQK5YberRn22+b+HPn7wy6oTtN6iYxedxwLl68YDnuwRl3MH3yWF596TlaNalDs/o1eOyhmZSVlVnGL3v37uW9997j+eefZ/L40Ywa3Jeiq9cC6wMHD2Xp4oWy1wXXUm/Z075zD0V1+kI9TVdVp6rOsQTKELGV8EAsIBf4CuGIEfgV8WMmEPiHqjxBkMpL3aBRU04ey6q0r9nJ4miFpJTw8FvPntS4fJnhy5ZRs1tPklProj51ksRbxpP/6ZcYmjZ3Kz/2zq2Zkn0IJk7aCVrW290NKvhi1WuHEePISahOk8ljue+3LXw6qB6Tvx5DUXlFsEWFir6d+jKk2xC02mvDIaUBZW8UhZZL5WUdxHdUF8OaQLkjzDU+5AQlTYoGQ7YB/XE9hccLfeZi8JZTyd3nKlc3xVttGHONLl2bv90jrt5/V4QbRynvfPXeF+UX8e6od+k+tTuj/z2a8pJylv1rGXNun8PMpTMZ8+IYLmRdIDUjlZueqEgpZi+omPtuOG/AqDbSpkUbfnv9NxovqHBobPtmG8P/NZyV/1lpc8y3j31LzsEcbv3kVhJSEvjrx7/48OYP+Xvm36nVpJbL13Lx2EV2LdvF7V/ejlqjpmbjmix+fDF7ftpjcbRcuXCFfav3MeM7x7VUtny9hc7jOxMdH01G/wy2fbONQY8Osny+7s117Fi0g8nvTCa5eTK/fPgLu5fvpmnvppZ9yorKuOG+G6jTqg6lV0v56cWf+HTqpzy68VHUanlxcfnzyxn53EjiasSx8G8LmT9rPg+ufFB2/6NbjtJ5fGeFd6kCQ7mBm564idrNalN4oZAl/1jCvJnzuGfhPZL7f/votxjKDMxaPouImAhyDuYQGVshqK54YQXZB7O5Z+E9xNaI5cDOA6zIXMFVrpJTcI7p48fSvXsvlvy0Ho1Wyz8fm82tE0YxY8YMtFqt7Bhg0JDhfPn5x2zd/CvdevRk6+ZfycvL48abhvH6yy9Y9jt39gy3jB/BhMm38tYHn5F16CCPPDiDyMgopk6/Q9aVeyzroOWzA3v+5OrVQsvf6MxNG3nrtf/y7/++QWpqKjt/38pLzz1FTEwM4yff6tK9/m7hPF5+4Rn+/d83aNO2Pbv/+pNHH5xBTEwM1/ftz77dFQtdfv75ZwYPHkxCQgJLly7l3jtuoUbNWvz75beIjo7mntum8PILz/Cf196xtJ25cQNRUVEs/nENp06eYPbMu0iqXp2x48Zz5coVvvvuOwYOHEh6ejplZWVExsZjna29QYOGnD1zmp2/b6Vj526y12B2JJvHRQ3SmpCcWldWSOszYAgajSas0nRVZYQzRuAI4YwJD0S9mNAnGF0xQogR+A0hwgQnYsVG+FGVRRgz9um6AEkhJiGxuqzDw5wmTNK9olKx8+57SfvkE67774tcGngTxlrJ6HbtpPrQAVzcthtTQoJs2jApkcYed1OVKSGYcnb7Ms1ZwvX9OP3xR9S/5Ra0j22gaEjF9ppx1bmt93jqNkuvdIy3U4/JIZfKK7p/NJGtbJ0R1gF6k9Fkk5bMjC/TfslhHyBX11ZjPH/N0aBL11F+wLYAvatF7F3BG2KIJ3hDnJNrw5VrcyftlzdQ0kezcKdOUiv6njlLeeer9z7z40zqtqnLsH8Os2yb9PYk/tXmX5zPOk/tprXRRGjQRetkU1XZ971Dhw589tlnXD16lezsbIoLimk1qJWNEJN7Opdt87bx9F9Pk5BakVKx36x+HFh/gK3zttr0RymGMgO3vH+LjVDUaVwnts7bahFifl/4O0n1kmjaq6lMK3DhyAVO/H6C27+8vaKN8Z1Y+o+l3PjIjZZ6KZs+3sSA2QNoO6wtAOP+O479a/bbtNNuRDubf096exL/aPYPcg7kkNoyVfb8Q/8xlKY9K/o3YPYAPprwEeUl5eiidJX2LcovoqSgxHIPldL9lmsOh5ppNRnz0hhe6/8apYWlRMZVruuSezqXdsPbUadlHcsx1p/VbVOXBh0aANCzQU/a3diOz1Z8xtGfjmIymtjccROLc+dze+N76dO7J7/9uonjx4/TtGlT2TGAVqtl7PjJzP/6C7r16Mn8r79g7PjJNgsKAL749APq1K3HCy+/iUqlolnzdHKyz/H8v55k2IiRktd/8viRSuOS4qKrlnp3b775JrfdcTc1khLY/muFg6Zjxw6899arLgsxr7z4HE8//x+GjhgNQIO0Rhw6uJ+vvviE9h06WPa77rrraNq04rl369bNIqI0bNiQ5NS6TJo6nQXzvrRpO0IXwWvvfExMTAwtMlrx6JNP89xTjzP99ru5cuUKRqORjIwMEhMTgYrafbFxFd+PLZvWs/XXnwFY9PWnlBVfdTgmkUq9JbcQJ6N1e5fukSD4EWKMwBFCjAkPhBgT+gSbGCOEGIGgCiNEmPBDiDDXsJ8cy7lTDu3fLXm82S0jl2LsTPZZPurfl/tyskkaP4pLazehb9UG7cEDJE6fRO7CpaDTyebHthZp8vNybdww9n3wJp4KHw3Smkj2tUFaE5f74kwE85T1x1cx+/TDjB5i4sMfIas6bL+jO/86mkK3Sd8yZ/v/gUTBZV1TnWWEpEvzTfBaLgWTSi1dANo6QO+qO8IXSAXIjeeNRPePthRQN+YaKwkx4Fv3jjfEEH9iLUw4e4ZKr83Tejme4KiPUi6duPFxstevz9ZTtrdM9ly+fO/P7DlDVmYWj9WvXNT94rGL1G5a22kb9s8hJSWFGjVqsOv7XRw7eowu47tUKkZ/dt9ZjAYj/+76b5vt+lK9Ta0XV0iqn1TJrdPj1h681v818s7mkVinon5N10ldHRag3zJ3C+n90omrUdFWy4Etmf/AfA5vPEzz65tTXFDMlfNXaNipoeUYtUZN/fb1MRqv3YsLRy6w4sUVnNxxksJLhRYnQu6ZXIdCTJ1W12qqmMWvwouFJNVLqrRveXHF744usrJI44hTf55i5X9WcmbPGYrziy1Ov9zTuaSkV36x+9zdh0WPLOLghoM0v7457Ua0s/Sz5209+Xz655z+6zTpfdNpM6QNjbo14r7R9/Hqslc5d/kcvADv8DLvqV5FY9Kg1+vJzb2W7k1uDDDplmkMH3Q9Tzz1HMuWfsePqzdaUo6ZOXzwAJ27dLd5pl269eBqYSElJY4dllKUlZWRm5vLW2+8yttvvmbZbjQaiYqKIufcGcV/t4uuXuX4sSM8POseHnnwmgvLoNdTLT7BZtyVnJxs+f+4/4klycnJlntTq1Yyly5cS00G0LJ1W2Jirn1fOnfpxtXCQvQGIzcOGcmaNWt47733aNq0KTf0G0hkdMW+5jGJTlfx3pSXl3tcv8/aLeOI/Xv+5ELOWWol1xGCTYghxBiBI4QYIxAI7BFCjMAvCDeMQCAINHLuFEe1XMCxe6U0OprPxoxm5tdfkzRlHKV9B6A5e4aIjRuIf/RBCl5/VzLQb8Ys0uScOyMpbjgqBusO3hA+lKRcU+q4kauV46kAVaIv4fnMJ/n0z4pUJR91hlb5Ot5YrefHaW0oTlORePQiiUcukGcXUK2UBkmPT4K9ntQ0CbTzAxwLSREZEQDoka7f4W0XgytiRjDhq/Rh3qiX4wxX77kjl475fbHGUToykHaOeZPSq6W0GtSK4f8aXukzpcXape53hw4d2PzDZnKO5vDwmocrn7ewFLVGzd/W/w21xvZ4c8orV4mIqXx/67WtR53Wddi+YDvpfdPJPpBN1/ldZdswGoxsn7+dKzlXeLjWwzbbt87dSvPrmyvuz8eTPyapXhIT3phAfEo8JqOJ//T8D/oyx/V+1Dqr+/G/P6vWAo81sdVjUalUFOUVKe5X6dVSPhj3Aen90pn60VTiasSRezqXD8Z9gL5cum89bu1Ber909q3Zx8ENB1n7xlpGPjeSPnf3oeXAljy96+mKz34+yHuj36PXHb0Y+dxIGtVoREmLEvJuzMNkMmHESCKJjGAEKbHXBB+5MUBGqzY0bdaCGXdMpVnzdNJbtmbPX38qvtaatVMq6pt8/rllW/vOPSjIz5U9pqysQhQdMWIEdeva/n1Wq9Uu/d2+erWi1tIrb75Px862751GrSE5tS4t23SwtG2PWq223BuVSiX7HkjR84aBLF6+jl83buCvv3axYf06Fsyfx4q1mZQUV/SruLjCdWoWc1y5Nuvxj3Wat51bM2UXviz+5nMu5JwDqKhFuPsPxky6TfE1hTrB5NJ2FyHGCAThjXDFhD7B5IoJndmqQCDwKsINE35UBTeMp5M18zFmAcAshDgTFswizsF9u9i/+08A4goKGL5sGYebN2ffM/+m7SOzMWm1qHMvc+Wfz1HtuX+ib9KUolmVg21S/VJST8b++l29H94SPuRELXDNceNMBHOHAxf3MOOnqRy4tNeyrWVaS658PYEjty9i8O1zWPzhnRg1auplZtkIMf5M6eRpCrRAOz+UBPv9kebN37VQvIUv3zVf33d37rkrLh1n6cgiO0X6VIQBqN+uPruW7aJ6g+qVXCtmtDqtbG0kuPYcuBbrpk2bNqxeu5q6bepKOizqta2H0WCk8GIhTXq47jJ0he5Tu/PLB7+Qfy6f5tc3l3SWmNm3Zh+lhaU88ssjNoHxc/vP8c2sbyjKLyImIYZqtatxcudJmlxX0XejwcipXaeo26bib8TVy1c5f/g8E96YYLm+o1uOev3atBFaklskk30wm/R+lVNQSnH+8HmuXr7KsKeGWe7FqT9POT0uqV4SPW/rSc/berLs2WVs/nIzfe7uA1TUDeo6qStdJ3Xl1x6/8sNTPzDyuZHUb1efP5f8ye3jb2fepnkUlxZzmcssYhETmUh96jutKTfpluk8/rdZvGRVG8WaZi3SWf7D95hMJosrZvvWzcRVq0aduvWoV78BNWunUL9hY0ZNmAZgSUEmRVxcHNWqVSM3N5e2bdtW+tyVv9u1aieTklqHE8ePMXb8ZMl9OnS5Tvb4Js1bOrw3+/b8RXFxMdHRFb9LO37fRmxcHHXr1QcgpU49xk6cytiJUzEYDHRp05QVPy5l9NibATh//jxqtZratWu7dG324x97pBa+VDhhztnsdyHnHPv3/BnWzhjz+PXUiaNkHbg2XgvW+ohKEGKMQA7higkPhBgT+gSLGCOEGIHPEW6Y4EOIMOFHVRBhvFFLRK4NR8KCGfM2sxBTGhmJXqvlphUrMP2ykdLeNxC1ZiUmlQpjjRoUPvwY1Z56AkPDRpT+Lwe6I5z1wb7vtZJTbSbvSu6HN4UPqZRrrjpulApQSjCZTHzx1wc8s/ExSg0VQVydRseIXiOYUJhK7Ct/saTDYCbvv8yQmV9xoUEy9X7NYs/0a8Eef6d0CgZni7soDfb78hoDVQvFG/j6XfPVfXf3nrvi0pG7NxGtIohoFeHVZ1tSUMLp3adttsUmxdLrjl5s/nIzX975Jf0f6E9MUgwXjl7gj8V/MPGtiag1aqo3qM6JHSe4dPISkbGRxCTFVFq9r2tqmxorOjqavz30N+JvlnbV1G5am043d2LujLmMfG4k9drWo/BiIYc2HqJOqzq0urGV166907hO/PDUD2z+cjNT3pvicN8tX2+h5cCW1G1tVwsjPZkl/1jCjkU76H1nb3rf1Zu1b6ylZuOa1G5Wm00fb6I4r9giBEQnRhNbPZbNczYTnxxP7ulcfnz2R69dkzXp/dI5tuUYN8y4wWZ7eUl5pWceFRdFUr0kNBEaNn28ietuu47s/dmsemWVw3MsfmIxGQMyqN20NkV5RWRtyiK5eUUqrRUvrKB++/qkpKegL9Wzb9U+y2edbu7E+nfW88vjvzD2/rGs2LuCyycvc3X/Vb7s/SXPDnyFbt37Ojz3lGl3MGzUWBISEiU/n37HvXz8/tv832Ozue2uGRw5fIiXX3yWe+570PKeRkREkli9psM0rRER10TPG264gVWrV9O4aQuiI7UYDAbOnj1L9ZrJLv/dfuSJp/jH3x8iPj6BvgNupKy0lF1/7CQvL5d7759t2a9Fy7YU5NqmHuvT/yaHbZeVl/G3WXfz4CNPcPrkCV558Vluu2sGarWanb9vY9Mv67m+30Bq1qzFHzu2ceniBZq1SLeMSTZs2EDDhg3R6XQ2YxJHi1+kxj9S2C98uZBzVnK/Czlnw1aIcSRY+bI+oj8QYoxADiHGhAdCjBF4g+CepQoEAoHAKVVBhPFGSi1nbVgLC3KTbWvhoDwykkUTJtCjQROu27uHmC8+BUBlMhE9dw6XV/2C5ugREu+ZzqV69dF37Oy0j3L1ZKT6br+CUsn98KbwIYUzx43UfbUWoAwGAxqNxqVc8wCXiy/x8Jq7WXV0mWVbSlwKt/S8hXot6lHrxbX0eWc5/SIi2NO6NfEFBcSeLyD2l0IwmSzp4/yR0smeQDtbPEFpsN8X1+iofkjJ7yVoamp8Vt/HG/jjXfP2fXd0z50JSK64dOTugbdFGICszCxeuf4Vm23db+nOxLcm8uBPD7LsmWW8P/Z99GV6kuolkdE/w1LHqe/9fZl731xe6vES5cXl/PPPf1KjQQ2btsqPV66RFB0djfq8GhpL92nyO5NZ/cpqlv5zKfnn8omtEUta5zRaDfKeCAMQHR9N2+Ft2bd6H22HVnY4mLly/gr7Vu/j1o8qF2NXq9W0GdqGrV9vpfedven/YH+unL/C3BlzUWvU9JhWkbpLpVFZ9r/1k1tZ/Phi/tPzP9RuWpsxL43hneHSrg5P6H5Ld17t/yrFBcVEx19zbF3IulDpmTe/vjn3fX8fk9+dzPLnlrPxo43Ua1uPkc+O5JPJn8iew2Q08d1j35F3No+oalGk909n9L8rFl5oI7T8+OyPXD51GV2UjsY9GjPt0wrnSURMBLN+nMWyZ5bx/czvKS0sRRevo7x+OeW6cp7Y8iCXucRD3f5Ptm6PVqulRo2asn1LrVOXrxf+wHNPPc7cOZ+SmFSdyVOnM/vRJyX3l1uQER0by6gJ08jPu8yoCdMYPGIj77/1GgcP7CcqKormLdIZMc6xkCfFlFtvJzo6mvffeo3nnnqcmJhY0lu25q4Zs2z2a9OhC7Vq1SI/7zJ1Dx1izhx5146ZXn360qhxU0YP6U9ZWSmjxk7gkcefAiCuWjW2/JbJx++/TeGVAurVb8DTz/+X/gMHAxVjkhMP3Mett93FqJsnWcYi9uJB0/RW9B880vJvufGPPfb3uVZyHcsCH/vt4YgSwcoX9RH9iRBjBHIIMSY8EGJMaBMMrhiVyVwhUSBLQUEBCQkJDHlrA7roOOcHCCwIN0zwIdww4UVVEGEAtm/eKFlDpe+g4TTPaKOojUP7d7Nh1bJK2+3bUOK8kRRqSkqI+v5bqj39BKa4OC7u3A/FxVQfcSOaE8e5tDYTY4OGuINc351dixy+ysedc+6MZGqTUROm2eRKh8r31V3H02+nN3L/ymmcKzxj2daVrgxkIDp0RHaMRFNDg27hGTr//jsdd+4kprgYExVlBuZseYK85teKAVdKu9QpkuiewZ/qqirhrH6INZ6mKvNl/ZlQetec3fO48XGKa8UouZ+hdG8cUbylmNJtle9bZNdIorsH/nreHfUuKekpjH1prE/aNxqNvNj9RTqM7MCQ/xvik3M44vPpn1OvXT0GPjTQ7+d2FYPBwKKfF7Fl77W/g2PTJ/PqgA+J1Po2FZ8Z+7/D7Tv3oFsvx86cYOPBGXeQn5/HF/O+c+v4dWtW8sw/HmP9rzvRait+o+TGNtZijNw+1sjdT+saMQC1U+oweuJ0t/of7CgZz46aMC2khRgzQowRyCHEmNBHCDGhj7fFGGNpESfeu5n8/Hzi4x3XkwzOZYKCsECIMMGHEGHCi6oiwjhKYeBKSi0labmUOm8knStRUZRMuoWSSbdcay/vMsf+9Twd776NpImjuPzTz5gSEhT32Vnf3d1PznnjKXKOG8DhfXXH8WQwGnhj2wu8tvXfGE0VqYxiImIYWTaSFrSw7Fe6s5To/tHkJyWxbuBAfrnhBlrt2UPvTZuocfkyTX/8i98fvhakC+V0YVUBZ/VD7JFLm6VEEPB1/ZlQedeU1Gzxdm0jXVOdZZYSzM4mZ+jSdJJCjC5NJ7G3/yjKKyIrM4uszCzGvTzOa+1ePnWZg+sP0qRnE/RlejZ9vInLJy7TcVxHr53DFUY8O4K9K/c63zEI0Gg0TOg3gdpJtVmWuQwTJr47MI9TBSf4fPi3VI+u4fOi5krStAYCfxRzN5/j3JlTvPHuJxYRBuTdLlkH9tK6XWeH9QbTmjR32vcxk277X62Ys9RKruO1lGT+uG+u4myc6k2XdqARzhiBHMIZE/oIV4zAE0JzViMQCASCKoGjFAauTtaUpOXyVjF7sBWQdo4ayd1ffEHibZPJXbAEdK4F4aT6Xiu5jk1u8WCZvEoFcuRyz5vvq6v3PbvwLDNXTuO3079YtjWr14zxjcaj21T53qrUKktaJL1Ox64OHThwRzfSInM4376ieG+lwHyIpgsLd+Tqh2jqajCcMcgfY/U8lQgsSmqhlO4txZBtQJOicbt4fCi8a/6s2QIS7hs9ISvEuJKSzZ+8fP3LFOcVM/zp4SQ3S3Z+gEJUKhXbvtnG0qeWYjKZSM1I5b7v7yOlRWBe8hoNatDn7j4BObc7qFQq+nXsR82Emny16ivK9eVsO/srwxf05pG6T3J+70nLvr4qau6rhRpKsRcPvFEf0Bn25ygrLrT53JF4YD1OkROylNzPjNbtvVoTxh/3zZt07NaLBmlNgmIc602EGCOQQ4gxoY8QY0KbQKYoC81ZjSDoEW6Y4EO4YcKLquKGkQvQd+zWiy49XA+uOFvtKTfZzs/Ldaluib2AdLFWLb4ZO5ap8+YR/9hsCl57x1KXxJO+B+NqR6gcyHHmRnL2ufV17i/bx/0rp3OpuKJ4r0ql4qZuNzGg8wCM540UUlipHXWSmoiMiErugxwaAb53Pgi8h2z9kPQIis8UOz1GabF5OfHBLOoUzC/AeP5/++yF0t2lxE90bEMPVfxZs0Xp8wklgtH59PSup33SblK9JB5c+aBP2q5KtG3SllljZ/HJsk8oKCrgaF4Wj+Tdz0Qm0oAGQOgXNZdCqg5L1gFbR5Oz637z/U9dOqcSR25yal3JvkDl8UughSzwTl1FXyE3rk9ITAp433yFEGMEgvBFiDGhTaDEGN9VnxUIBEGDEGHCi6oiwoB8gL5BWhO320xOrUvzjDaSEz6z88SenVszWbJgDls2rVd0DqmJ5rHGjTn86BPEfP4xMe+84XK/zf2z7rujawkmpO6rtYPH0edbNq1nyYI5rF21hFkLbmXS90MtIkxCbAL3j7mfG7veiFqttqw+t8Z69bk2RUtEhm3wWC7wW7q3lLL9Zeiz9d65CQIb9Nl6t+6v3DOWE07s3QcOBRYr5MQHdZKa0r2l10QY8/HnjZTuVZ4yLZTQpmhR17a9H+pk3wgKSp9PqCH12yMQOKJBcgNmj59NSvUKN1ERRcxhDnu5JgYoLRAfCkiJB1LCB3j3uh05cq3pP3gkTdNb2WwLFieyPUqvKRAoSRMcjlSluZtAOSJGIxBUTcRsQOB1hBtGIPAdVW0grySdmLcxO09OHj/Czq2ZNp8pXVEoN6EsvvV2CktKqPbU4xgaNaZ02Eiv9TvYceZGknP87NqxhStc4Vu+5QQnLPu3TGvJ5IGTiYuOs2nH1dXncgHe4nXX3BXCIeNd7B1ImgYaqo2qpvh4+2cMULiwshMqun90pZRhjgQWaxyllCrbWybZhiHbAK0kPwpp9Nn6ysJTjhF9tt7rwoLS5yMQVAWqx1fnzup3MvfyXI5xDAMGFrGIAgroQY+wCl67IhJ487pdEQb6Dx5J63adg9KJbM2pE0cltwfD+xKIcX2wIJwxAilEirLQR7hiQptAuGKEECMQhDlipUX4UNVEGDOBKB6bnFqXHXYijBkl9WIcTTQL//kcmmNHSbzrVi6tWI++Qyev9j1Y05WB85Qd9p/n513mGMf4lm+5SsXkVYWKm5rdxIDBA1CrpIOzrtTdUBLgDfXUSMGElAPJcNJA/lf5JExNUNyO9TMu2y8tjKjUldP/uVKzQ07U06RoQGKhtiZFo7j/oYSzNG3eJNA1VSrVihJIUtXvk6akHEOUa7Xe3EGfrUebpWUKU/iRH/mTPwFYxSoM8XBn8t993gd/IScS2KcE83bQXqkwYD22ap7Rxmvn9zY5587IOomChUCM64MFIcYIpBBiTOgjxJjQxt9iTNUbOQt8inDDBBdChBGEC1IBfF8KDjnnznDq+BHJz+yDBXL9kJ1oqtXkv/8ZmuEDSZo4mktrMzHWb+CVfodacVZHGE1Gvj07ny/5EhMmAKpRjZu5mZYdWsqKMK4iFfiV7I8Pgs5VEbmgvinXROneUodF73966Sd2r9jNYxsfs9nuzEVhHzR2xTUlJepFtoqkdLdtejJ1stph30MZf7tUAlVTRdSKUkZVv081955lwsDX+eGbuzh1fXOvtCknbJl/L7VoGclIEkjgF34BYG3BKu5ZMZl3Bs8hShvllX4EEjlBpFuvvj53oTgTBkJpbOXIWaRkIZG/CIZaOoFCiDECKYQYE/oIMUagFCHECAQCQQhQVd0wcvh6UuxoInss66Bl8uisH7ITzehoDr/+Dk3Gj6LamKEUrPsVU7xnhb6DuTirq+SV5PLg6ttZfXS5ZVtjGjOWsVTvVN3rgVnrwK/JaLJJS2bGm0HnUF9NPnfmXLZ/s73S9vR+6dz77b0Oj3V0H91N7eXIRSEXNHbFNSVF/MR4SveWYsg2oEnRhK0IA4FxqXj6fFxFrlaUcMLZIu4TXGqRzOnrmjB02mcsXDmby+mevaiOhC3r30sVKvrSlwQS+JEfMWJkedb3XPz+Al8M/47EqCSP+hEMyAki/gjay50jUGMrdxcbOUo/FgypyQQVCDFGIIUQYwSCwOFPV0zVGDEL/IJwwwQXwg0TPggRxhZ/TIodTVbN5zL/vzv9MAs4NUeP4o5PP4VRg2H1RtC6/2fZUXFWb90Xb7mQHLWz5/yf3Ll8IifyK3Kcq1AxoOUA+tfpj7a61ifBPnthxJhr9FnQ2Zeryf0p8KT3T2fyO5NttmkjnZ9Tm6JF00CD4aSh0mdyqb1MJhNGg+Ni7VIuCl8HjSNbRSoWjpw9m2AX53ztUpG7fn/dF3+mXwtWrO814NChYU9Vuk8mrYafPpvOzTe9yYiJH7FgzUMU11Je48oaZ79RUiJot/RupDZP5fOfPqesvIytZzIZufAG5o5aRr1477hrA0mwOSX8Mbayx5PFRlLOIqg6dVhCCSHGCAThh3DFhDb+EmOCb6YnCEmECBNcCBEmfBAiTGX8MSmWm8g664OSfuzf86el3Yu1a7Nw/HimzJ1L7v13o3//U1BVrmuhBFcKzrqDt1xIUu2YV8BuzN3Av3f8gxJDCQAxUTFMHTSVjIYZnl+ADHLCiC+Czr4UBvydLkgbqSU+ubKL68u7vsRoMDL9s+mWbYZyA09lPMXI50fSdWJXYkfEsnz6cnZk7qCwsJAaNWpww4gb6NGqBwCHMw/z7oh3uXvB3ax4YQXn9p3j3u8qO22MRiOrX1nN5jmbKbxUSHLzZIY/NZyMjIr35eK+i7z0r5cYP34827Zt4/Tp09SoUYNxqeNodnMzSzub52xm1curuJp7lfR+6TTu3phVL6/ipeMveeVeOXs2gUj1pM/WU368HABdmrL3z1cuFbnr9+d98Xf6tWDD/l5bI+fQsKaq3CczZfFR/DD/LiYMfJ3hUz7hu6UzMURHuNyOEmFL6u9RBhnMGjuLD5d+SGFxIYcu72f4gj7MG72MjJrBW78kFPH12Moebyw2MjuLTv4vxW6DtCZChAlShBgjsEe4YkIfIcYInFG1Rs0CgUAQQggRRhp/TYq79+5HnwFDZM/lTj+2bFrPxrUrbLYda9KE5UOHUnP+18S895bb/TWLR9Z4awWkXGAg59wZr7Tz7YJP+duqe/jntkcsIkyD5AY8MvERn4owcsKIPluPNkVLREaEV1fhOwq66bP1lO0vQ5+td7ldR9fhbzrd3Im9q/ZSWnitPwfWH6CsuIy2Q9sCsPb1tew+uJsx/xjD7Ddm0+f2Pnz35Xdk/Zpl09aPz/7I8KeG88SWJ6jTqk6lc238YCM/v/szI58dyWObHiO9XzqfTPmEC0cuAKBOqBjmrl+/nuuuu457772XGjVqMO+ZeRj0FY6co1uOsvBvC+lzTx8e/eVRWtzQgjWvrfHa/XD2bALx7IoziylcWEjptlJKt5VSuLCQ4szK6fjcxZV3We76S/eW+vW+mJ0H1vg6/VqwIPUMrLG+71X5PtlzpX51ls27i5p7z3LjzHlgdOzak0KpsCX196h+7frMHj+bmgk1Aci+epZRC/ux+fQml/tRVcg5d4ZD+3e7NHbx5dhKCkeLjVwhObUuXXr0oUuPPkKECXLEfE9gj1hUKxAEjrYta/v8HFVv1CzwOsINE1yIP9yCcEeuoKsvJpoZrduTn3tZ9lyu9ENKhDDzR6dOdK9dh1r/eAxDWiNKh45wq7/OCs66i7dcSFLtFFDAQhZymtOWbd0bd2fc4HFoPUjVpgR/p9mRC7qVnyynfE255d+6Fjp0DXSK3TiBSBe0b9U+Hqv/mM22gQ8NpN8D/YiIieCv5X/RZUIXAHZ8u4PWg1sTVS0Kfameta+vZcbiGTTq2giAetTj1KlT/PbFbzTt2dTS3k1P3ESLvi1k+7Dh3Q30f7A/Hcd2BGDEv0aQlZnFLx/8wriXx6GpVZHq7LrrrqN584qi2jfOvJE3Zr7BxaMXSW6ezKaPN5ExIIN+syrcXbWb1ubYtmPsXbXXK/epZGuJ5Hbzs/H3s5MLunvizLJOaVWeVe6Si0Xu+g3ZlVPXWfb30Tvt6/RrwYrcM6i0jwOHRlUlp2MDVn04laHTPie/0Qp+++cwl453p/6S9fetZkpNZt88m4+WfcTJnJMUlOUz6fshvHfTVwxpOsrdy/IZ3kpv6g6euHp9NbaSwt8OHEFwIJwxAnuEMya0Ea6Y0MbXKcqq7shZIAhDhAgTPojVUY7x56TY0blc6Yej1YztO/fA+MD1lF44T8Jdt3J5xXr07Tu61V9H+dXdDYIYDNJBUbntctgHEk5ykoUspJBCADRoGMYwejbp6XMRBvyfZkcq6KZL11F+oNxmv/KD5ZQfrNimJB1TINIFNe3VlJtfvdlmW0xSDBqthg6jOrBj0Q66TOhC6dVS9vy0h1s/uRWAC0cvUFZUxvtj37c51lBmoE56Hcr2l2G4XPFe1W9fX/b8JQUl5J/Lp1G3RjbbG3VtxNm9Z222pU1JI6ZeDOokNRFRFemDCi9WpDI7n3WeNkNtU/k06NjAK0KMPluP/oS0g8P8bPz97BwF3d0RORyltALnAo/cdWpSNCDxCHydAstX6deCGSX3VMqhUdXukxxHhrUl81/D6f30D+Q1rsW+Kd1cOt4VYUsqXV9crzhmjpnJFyu+YP+J/ZQaSrlr+URe7Ps2t7a9y+3r8jbeSm/qDt5I9+Wv2jX+XGwkCC6EGCOwR4gxoY0QYwRyCCFG4BHCDSMQeB8hwijDnwVdHZ1LaT/kVjP2GTCEjNbtAcj74HOqDx9I0sTRXFqbibGefCDaVTwJgmg00kXU5bbLYR1g2M52fuInjFQEhuOJZwITqEtdyk+WE5Hher59V3FnNbKn2AfdjLnGSkKMNUqcCoG4jojYCGo1riX5WadxnXh7+NtcuXCFgz8fRBelI6N/RYq50qsVfbx7/t0kpCZYjin5vQTjQSNFa4ooPlZsOYdX+poSYXmfyvLLgIr6Mr5GTvTQpmktz8bfz85R0N1VkcNZSiszZoHHeiW/s+uPbBWJMdfo13e6qiL1DKwR9905O+/vS+LRC/R7aAEF9ZM43ae5S8crEbYc1RiLTInkzmF3Mn/dfLYf2I7RZOTv62dysfg8D3V9EpWbtee8hTeEEE/wR21BbyK1yMeVhTSBdB75g3C+PiHGCOwRYkxoI8SY0MWXrhgxqhYIwgThhgkPhAgTvsitcjSLMADExJA37ztq9O9F0oRRXF75M6Zq1Tw+t7MgiLNJrTdTZXTo0ZOvc+ew/Ohyy7ZGNGIc44il4v0vP1iOvp3eL8G/QKTZsQ666XFe80KJUyGY0gU16taIpLpJ/PH9H+xfu592I9uh0VWIdiktUtBGask9nWtJQ6bP1lOYXQgJtu0YcgyVtpmJio8iITWBY1uP2aQzO7btGA06NlDc19pNa3Pqj1M22+z/7S5ywkZU1yibf/vz2ckF3d0JtitJaQUV90FqJb/Z6SV3/cH0Toc79vcaEPfdFVQqfv7vOOJPXGbotM9ZuPJBclt41zLkLI2hRqNh8sDJVIupxvqd6wF4efMzXCq6wHM3vIZa5Vs3maNxRKCFkFBI92V//6wX+biykCaQziN/EO7XB0KMEQgEgmDBV2KMGFkL3Ea4YQQC71IVRJhgXcXmr34pSWVmTE4hd+ESqg++gcTbp5D7zWKwS9Plan/lgiAH9+1iz67fyTpwLQeQ1KTWW6kyzl/N5s4fJ7D93GbLtt4NenPDyRvQYOuu8WUtCHsCmWbH2Wp0UO5U8Md16LP1GPOMlF8ppyCnwOYztVZNXI04ADqO68hvn//G+SPnuf+H+y37RFWLou/9fVnyf0swGU007t6Ygl0FHN56mMjISNq3b2/Z15jnONDf9/6+rHxpJTXSalC3TV22zdvGmd1nmPrhVMXX0/uu3rw97G02vLuB1oNbc2jTIfav3W9ZQS7l4lCKK24Xf76D5qB7+fEKJ5Yuzb3aMErey8hOFYXd5VbyWztjpK5fpMDyH5XutbjvLmHUaVjxxXRuHvwmIyd+zILVsymu5flCCjNK0hiqVCpG9BpBXEwcP2T+AMBnu97jUvEF3hr0OREa3zhNnQXHAyWEmMdKp04crfRZMKX7cnT/XHETBdp55GvC/fqsEWKMwBrhiglthCtGYI8QYgSCMEC4YQShQLCuYvNVv+TEEiWpzPQtW5M3Zz5J44ZT7Ym/ceW/b8D/AsPu9Fcu2LF/95+VtslNaj2ty7MrZye3LxvH2cLTAOg0Oib0n0D7xPYUniystL+va0EEE9ar0ctPXqsPA8GVFsjsatCf1XNw10GeynjK5vPazWrz5NYngYr0ZGteXUNS/aRKdVyGPDmEuBpxrH1jLZeOXyKqWhQpSSn07t3bZj91ouN3oM89fSgpKGHpP5dW1Hxpkcydc++kVhPplGlSNO7emPGvjmflf1ey4oUVpPdL5/oZ15P5SaZDF4dSgtXVoU3RetwXZyKiroWO6J7RlO0vk/zcn2Kru3gixAmqHmXx0fyw4G4mDHydYbd8yuKlMzFE6bzStivCbr+O/YiLjmP+2vkYTUaWHlpEXkkenw5bQGxEnFf6Y0ZJcDwQdU/sx0r2pDVxLX2cr3B2/04ePyJ5nJSbKNDOI18T7tcnEDhCiDGhjRBjQhdfuGJUJpPJ5NUWw5CCggISEhIY8tYGdNHeHbyGKsINEzwIESY8CHc3TM65MyxZMKfS9lETpgV08uSrfnlL3In+4hMSZt9HwYuvUjRjlkf9dRaUsKbvoOE0z2jjfEeFLDm4gIdW30WJoQSAxLhEbh96Ow2SK1JIVQp4d4okuqdrAe9wIhiDv/psPYULKwtmcePjvNLHYHoH5j84n5y9OUwbMa3SZ9663nBCn62n/Hg5pdsqCzJx4yvGzb58d3yFN4Q4QdUkeccJxo54h6ODW7Py46mg9t7CAlf+Puw9tpcvfvqCcn2FuN8ppRtfjVpKUpT35g6H9u9mw6pllbZLjSNyzp2xCAsN0pr4bPwnN1Zy1r9A4Oj+Xb54QXbcJjXuk7vupumt6D94pHc6HECCdS7hS4QrRmCPEGNCGyHGhCZKhBhjaREn3ruZ/Px84uPjHe5bdZabCgQCQZAS7iIMOF7FFkh80S+51Y0558643Fbx9Du5Outhqj35CJErlnnU3+69+zFqwjQy2rR3uq9UGg93MJqM/Oe3p5nx01SLCNMotRF/m/g3iwgDFa6BuPFxxAyMIW58XJUWYaBi5XNERkRQBakd1ifwAt58B/TZesr2l6HPdl5/B2D92+s5s+cMF45eYONHG9k+fzsdB3aU3Ndb1yuHq30PBrQpWjQJGsnPjLlGy0p+a4LJ6SWFXGH0UHougsCR06khq9+/hRbf/0GPF37yatuu/H1o1agVM0bNIDqy4vd0R/ZWRi/qx7lC18cjcriSduxY1kF2bs1k59ZMliyYw5ZN6y2f5Zw7w6H9u90aK9mjZEwULPVh5PphMBhkRRg5N1Fyal2apreqtD3rwF6v3NdAY3ZWWRNMKeZ8QVWYIwpcQyzCFQj8T9uWtb3aXvDOgARBi3DDBA/iD3HoU1UG2MFQKFUqVZgv+uXt1AlXnnkBzbEjJNw5lZQvF1i2px09yvG0NFCrFffXfH6plGTWZB3YS+t2nT2a3BaVX+X+ldP56chSy7auLbsy/obxaLXKa2S4svo3GJ0k4YKS+gRyKH0u3qgH4o6L4eTOk6x/ez0lV0qokVqDkU+MpMfEHpIuDl+mzAtlB4az9yNYU7TJ4awwujPEb1HVQe5ZZ41ox6Z/jaD3v34gv1FN9k3pFpD+Na7TmFljZ/HBkg8oKCrg4KV9jFzYlwVjVtAosanH7StNO+YoBdexrIOVXMSepEJ1NiZSErw3jxkNBgMajcZnNQTN4ol1rb72nXug0UiL2x279aJLjz6y7dVv2NimLTP+St/l65qLnqbJDUVEvRiBPSJNWegiUpSFLt5MUSZmBgKXECJM8CBEGEEo4Ul+cG9M6uRShR3LOlhpX09X13ld3FGryftoDjWG9qfJrHtIm/UAZwoLmPbllyy6+WYu9BvgUn+lnoUUnkzaz145zbQfxrDnwp9ARQHhkb1Gcn376y1F0KWwD2i5Epi+uuqqbW2VEApihwKu1Cewxp/igpyLwboovBTTP59eqZ/lWeVuXa+7uNv3YEHq/dCmaSvtE+w1Ycx4IjzKvfNCnAk/7J+1roWO2EHXFtjsnNWXxKMX6PfQAgoaVOd072aB6CZ1atbhgXEP8P6S97lUcIlTBccZubAv80cvp2Wtth63ryQ4LrdI5eTxI5ICjSfpXeXGOfXTmtCpWy+3U7m6k2bW2Rh2y6b1NsJJ0/RWdOvVV9bB0iCticO2A7nwyV+1IJXUWgw3hBgjEIQPQowRiFmAQCAQBIiq4oYx484qNm9M6uRWYSYkVZecaLtSwFVqEuyTorQxMeTO/57EG7oz6M3X+fz227lYowZpx46xL+ccOefOuNS+9bMwGAxsXLui0j75ebkutwvwZ/bvTPthDOeLsgGIiohi2uBpZKRlODxOKqBlLayAfGDaXoRxtK/AfVx1NSgRF7wZnHbXxSDXz7jxcX5zcXjqwAgGzO9HydYS9Cf06I/rKTxeGJKiqBJhSQq5d8l41SiE4jBD6lmXHyznKleviTEqFT+/PI74k5cZeutnLFw1m9zmyQHoLdRMrMkD4x7gg6UfcO7SOS4U5TByQV/euf5zBrUZ4XH7zoLjnggB1sXrldKoaYtKY7xTx4/QqVsvh8dJjRnd7YezMazUuawdyY7GknJt+2QMqgBHjqeqJpr4CiHGCKwRrhiBwP94yxUjasQIFCPcMMGDcMOEPlVNhDGTnFqX5hltFDthvFFrRW4V5oWcsy7tb8+WTetZsmAOG1Ytq5Tr3FyPpe+g4YyaMI1uvfq61GcpjMkp/PXy6yTl5jL222850bAhacePu9Rna8zPIqN1+0o5twHJHO7O+PHwd4xe1M8iwtSIr8Hsm2c7FWHkAlpS2Aes9dl6xfv6g1Cs8eEKrtQncFZXpjizmMKFhRStKaJwYSHFmcUe9c1dF4OjfvqrXo8nDoxgwPzeGy4Z0J+wfffdqa0SDN8jc90ibcP/iYbH9U7fU7l3SUooDtffiKqCo2dt/WyNOg0rvpjO1ZQERk74iOiLlVMeuoq734+EuARm9JpBvYh6ABTqr3DXukl8sPwV2WO8VbtFrr6HtcPDEa6Oc9ytqefp52aUjGGd9VFuLOmsbV+MQZ0RrLUgw42qOn8USCNiQqGLiK2GLt6oFyOWiQoEAoGfEYNoZXir1orcKsxayXUka6UoWbWpZOWfN1MnaI4fpdo/H6e09/V8N3YsE+fP52jjxtS6eJHYwkKPU06YHTInjx9h59ZMm8+UrGg0mUy88/vLvPDrPyzbGtdpzO1DbycuOs7p+V0RTOwD046ONRlNlO0v81sqoFCu8eELHIkLvkjF5W76tGAQQdztezBg/95L4YqzJ9i+R1LCktx76so7Y31PRNqy0MPRs7Z/38vio1n8zu1MHv8WQyd8wvfLZ2KI0rl1Xne/H/psPSVbSzCeMDKVqSxgAUc5SjnlPH/4nyRsr86kLrfbOH2lard4kmpKzhmtJF2qwWDg0P7dih3V7qbo8vRzM0rGsEr6KDWWVNK2v9N3BUMtyKqCcMYIrBHOmNBFpCiruoiRvkARQrENHsTKB0FVwVuTOrk0DRmt25Ofe9mt9A3eEomUYqwWj+rKFRo+9hDJiYlkNWlC86wsAK7XRHjlnMmpdd26rjJDGY+vv59v9n5h2dYlowsT+k5Aq1U2zJALaNmnJ5MKTMsdq6quonjdtZXrvg7mhnqND1/gSFwo218meYynqbhu/mAuB/u0YW/vDoqD2sEigoRaQXuQfu+lUCpQBNv3yNWUcVLvki5dR/mByq498z0JNuFJoAxtilYyhSZUft+LM4vJ2xnBN2MnMu2LL+g79ivWLpsOatfEXne/H5XeMSKZzGS+5VsOcAADBh759T6OnTlMjePVZNvxRqopKYHAXqCxF4BqJafapFBVIgi5m6LLUR09V1J8KRVZlPbRWiALRtFD6lqapbcWacl8hBBjBNYIMSZ0EWJMaOJpirLgn+EJBAILQoQJfYQbRjnezHMttwrTnbo14P+Vf6YaNcld8hOag/uJ+eRDmsz7EpNKhcpkos0ff5DnpfO4el35JXncuXwCmac2WLYN6TGEgZ0HolKpFJ9XLhAe3TMafbvKK8XtV4/bH6tpqMFwwmBzDl8Hc8OhxocvkBMXfOVCKayTyKB/LKD42yROZyiv92TfT8CvbiozoVTQHpS52VwRtYLte+TOeyr1zhfHFEsKfcEmPAlcI3ZQLFe56nDBgPUzPlOvHt+PHs34RYvIvesHdnw6yqXzufP9kBNLtWi5mZv5gR/YxS6MGHn7+KvcxE10o5tsH6QWZjgrSK8Ea4EmObWuwzp2SgUhd8Z4OefOUL1mLfoMGIJGo8FgMKDRaFy+NqVjWCV9lKoHE4g6MM7o3rsfV69eIevAXgAOH9hDTGycRy4qgTxCjBEIBILA4YkYI0b4AqcIN4xA4B2ECOM67golUsilaXAnfYM3RSJXAhiGFhlcefkNCp96jqhvvqLa80+jOXXS5XPKofS6cs6d4eC5vTzx50McLTgMgFajZfLAyXRs3tGtc8sF7O0D03Krx62PNeYaKTpRVOkc3gjmyqUQCob0VsGKlLjgKxfKxn+PJjHrAkOnfe5yYWxzP4VDQTly73dk50g0SRqXhaxg+x5JvafaNC2GSwaHziX7d976N8pkNKFSqyy/JVJUdQE3lIgdFCu5YMCM/TPe36oVa3NzGfD9Wq50SebQvT0Un8ud74cjsVSDhpGMJKZWDJsvbAbgJ36ijDJ601vyGPuFGc4K0ruLeWx2aP9uyc+VOpBdGeO5ey1y4zilY1hHfZRLhTtqwjQSkqpzIecstZLrkNG6vYIr9C05585YRBgz3nBRCeQRYozAjHDFhC7CFVP1EEKMQBAiCDdMaCNEGPfxd55rpXTv3c/tSbB50n7qxFGbSavSSb+pWjWK776P4rvvA5PJpk1PBStngYMtm9azYsd3fMM3FFJRdDg2KpY7h99Jo9RGbp8XnLsBnK4eN9dbQLqAsafBXEcB+mBJbxWsSAlYvkjFZS6MffPgNxk54SMWrHmI4prO6xRZ91PqHVMnqYlsFelx/8INqfceoPT3UiI7RhKREeFxe4H+Hpnf05KtJehP6NEfr/jP0j+FQp02RUtxlu1viK6FdJ0QIeCGFo7+dkk9y1979qT6pUvc+NS3XG1dkzO9mik+j9Lvh/k312Q0ybeXpiWqaxTjk8cTszaGdfvXAbCOdZRSSn/6o+Kau9V+YYaSenme4i8H8v49f7p1Lc7EG3fHsOYxXX5eruTnO7Zmcur4kYq+7/6T/NzLAXeeeCttr7fGs1UFIcYIzAgxJnQRYkxo4q4rRkQHBA4RbhiBQCCQxnry7cok2H7Sbo1bAQyVyusrUuUCBznnzrBox5csYhHlVKRiqU517u53Nympvl++rXT1uC+CuUpSCIVijQ9/4EzAUrryX2lB87L4aH6YfxcTbnyDYVM+YfFS5YWx5d6x4nXFGHONYe+McadofHSvaNRJapuaTOB+iq1g/R7pT0gLvEqvU+o3pPxguaJaWILQRbKWjErF8mHDqBFZyLBbP2fBqgfJa6bMvafk+2H/m6uurcZ4/tpvm1mAsT52+MDh6PJ1rDy7EoBMMomvlcTzfd/gSn6eZFDcH/XyvOlAlsPRuMzRtfhKiHLUHzNmEcab5/UUb4hmvnJYhTtCjBGYEWKMQBD8iOVWAkEIINwwoY1ww3hOzrkzHNq/m5xzZwLdFUB+8u2sf1LH2SMX2HC1L/v3/On1e/b17k/4hm8sIkwDGnAnd1K93D+/Ua6kZYnuFU3c+DhiBsYQNz6O6J6eBdDlAvTlx8sp21+GPls6SGuNPluveN9wQU7AcvUeFGcWU7iwkKI1RRQuLKQ4s9jh/rkRCSz+9zRq7T7DwJnzwOi8lgk4diK40+9Qwv4eX12lPKijUkvXhFJSQ0YKbYqWiIyIoBEknF2HkuuU20fXQOfV3ypB8BE7KLaS+0nXNYYV39zG1drVGDnxY6IuFSpuz9H3Q+o313jeSHT/aMs7FjciTvLYweMGM7rjaMu/V1xYxn/2PEOTFi0lA/z+cqt0792PUROm0XfQcEZNmEa3Xn291razcZmja3EkRPmqPwANGjXx+nm9gVk0s8YV0czdsbWgAjHfFJgRsaPQRCyCD03atqzt8jHBMbsRBCXihyA4EH9IQxsxKK7AkzQDwbg6zt1VoEomya4GMOTatC5u6+k9M5lMvLzlGV7f94JlWytaMYpR6ND5LY2Oq04XbxY+l7vG0m3yq44jO0ZaVi6Xnyy3XfXuJJ2RO86EYMQbNTBcLWhuXg1eSE2+HzGa8QsXkt+4Jpv/b6jTc8ml2nKn36GEnFvjKleJHeT871iw1XbxBtbfQWfXoeQ6Hd0jb/5WCYITqVoyZcAPC+5mwsDXGX7Lpyz+/j7F7j055H5zVWqVolSB1/e6nuga0Xyz9htMJhML9n1JcXkRbw/+ggiN7fG+cKvIjRd9labW0bjM2bX4QoiS60/Hbr1ISEyytH3y2JFK+3hbAHMHT2o7+sNhFe4IZ4zAjHDGhCYiRVlo0rZlbf7847ji/UN3Zi8QCASCoCfn3BmbPNbgmijgj/zj7uDu5NvZ5+4EMJRMvHft2EJCUnW3irmWG8p5bN19zN83x7KtBz0YyEDUqP2eRidQaYvKs8qd7mMtwkCFWCAX0FciJJhxt1h8MIg53gjQOxJz9Nheo72gsL9lS9YMGMDAV9eQ16gm+yd3c3o+uVRbrvY7mHD2Lsg6vg6Wo2+nd/r+BGNtF3cw3yd74VSulgsov85wuUcC95ES3Aoa1mDZ3DsZO/JdBjwwn1Uf3gIqaYeZErzxm9s1oysR2gi+WvUVBqOBHw5/S7G+iI+GzidKG2WzryeBd3vRJRALb+TGUH0GDHE6ZvKFECXXnwZpTWza9XW6Nk9wVzTzl8Mq3BFijEAQ2ggxJvwRI3+BJMINExwIN0xoU9XdMHI5rl0RUnyxOs4bRUDdnXxLHdcsvTX1GjZyuz9SbUqxce0Kl4u5FpVf5e7lk1l3/CcAVKgY1WcUPVN6BjTA7+/V41JuAW8g5a5w1f0hh7fEHE/xRvBZ1o10sBTDScO1djtGoqmhqbTfbz17Uju6gP4PLaSgQXVFhbEjW0VizDWGRdBcybvgKEir1AUUrLVdlHJ11VXbOh5WyG2P7BpJdHfl36tQv0cC35DdJY1V701h6O1fkN+oJlueuMnttrwl+LVv1p4IXQSfL/+cckM5a46tYNoPY/h8+LfE6GJs9nUn8G4/Rmya3oqsA3tt9vHHwhu58ZzShSueCFFQeUwqN040j4fN7Xt63mDEH/WAqgpCjBGAcMUIBP6kVXpNTijcV2UymUw+7U0YUFBQQEJCAkPe2oAuOi7Q3fELQogJDoQQE7pUdREm59wZliyYI/t530HDaZ7Rxu12mqa3ov/gkS73y9urLd0VdbwhBsm1aTAYbNKS2TNqwjRF57xUfJGpS0byR852ADRqDVMHTaV9s/aV9g0G54UvKdtfRtGaIq+3Gze+cp5+uXNFtIogopWymhn6bD2FCyvXG5A6n7/w9B2xFxNU1VWYLlcewkb3j5Z0ssSPjmbsA59S+89TLFw1m9zmygpjh/q77cq7ICdEBPK98ReORBhHVIV7I/AfnV9fQ8/nlrPq/SkcmNAFlcHIdc/9yPaHBlCWEOO8ASuU/HYp2efwqcN8/OPHlJWXAdCtbi++GrGEapHxrl2cFc7GiNYoHS96ii/GZc5wNCY19+fUiaM2ApUn49ZAXKM7hEo/gx0hxAjMCDEmNBGumNCivLiQFQ/0JT8/n/h4x2Ok0MyvIPApQoQJDoQIE7pUdREGnNdCUZpmIDm1Lk3TW1XannVgr8vFO31RBDQ5tS7NM9q4PFF09zglbWa0bl+pWKo1SurUnCo4wciF11tEmKiIKO4dda+kCONqEfVQRM4tYJ+uSJ2sfFglt0JZ7lxle8sU31+HdVkChKfF16N7RVsKmkf3j5YUYaCiDkJkx0ibbZGdIlHXj2T5F9O5mpLAiIkfEX1RWWFsfxeN12frKd5STPGWYvTZeo/bc+VdkCooHqouIFfQZ+sViTBV8d4I/Mvvswewd0o3Bjwwnzq/HUFbVEantzfQdNlfio7XZ+sp21+GPlvv9LdL6d/uZvWbMWPUDKIiKlKSbT2TyfjFg8ktcT9A5EpReX+lpfLFuMwRzsakyal1SUisLukScmfcumXTepYsmMOGVctYsmAOWzatd7/zPsbfzyJcEfNRgRkRVwpNRFw2fBFCjEAQhIg/loJQx9HEWWmagZxzZzi0fzfxCUmSnyuZyJvbMK+uc7edUKN77370GTBE8jNnQY2Dl/YyYsH1HMk9DEB8bDwPjHuAZvUqp3OSS6NlDiBbB4VCGXOqF2siO0USOyjWIg7EjY8jfkK8zb/tj9Gl6yyfRfeUTmckdS5rrO+vHOFYOB2uiSIqtXz9BHWS2ka0sb7XZQkxLF1wFxFXSxl2y6doSlx3QPgSc2C0dFsppdtKvSJsyj1zk9Ek+d20f6fl3tNwQolAKfV9rwr3RuBnVCrWv3ozZ7s3ZtjUT4k9f4XzbetS79csp4c6Elbs/xY7+9ttT6PURswcM5OYqApXzp85v3PztzdyseiC4kuzHo/JjUPsF96Ec1oqJWNSb41bfbEQSRAaCDFGYEbElwSC4EEs4xLYIFRXgcAzxIC3Aqk8zw0aNSGtSQs0Gg055844nFzL1ZexxpmgIJV/3NV27NMjeJIuwd+pFjJatyc/97JLuba3n93MrUtHkVeaC0CtxFrcO+peasTXkNzf0Wr74qzgqFHiLeRqO9jXq7H+tzZFK3mMOSgmlw7GfK6idUUYL1W+x85qdoRLUXC5tDmyDqV0nexzMXOlQQ1+mHsn40a8y8BZ37Dyo6keFcZ2p/9y+0rVIXKnPpA1Uu+COlltk77N/rvp7xpMgUbufdI01BDZPNLh910g8DZGnYblc25j/KA3GDnhQ07c0IJGq/eByST7W+Wotlh5Vnmlv8VStbRAvm6ZMddIalIqs8bO4r3v3+NK0RX2XvyLsd8OYOHYlSTHpjq8JqkUXFK1QLr16kvrdp39Mlby1pjM3XaUFKb3VvF6X9RbFIQOol6MQBC69GleXaQoC0NCa0YuEFQBxGqF0EWIMLbYFxI9lnXQpnaJXJ5rqZV79rTv3AOAQ/t3S05+pdrIOrC3UjFYR8KEfeCgVnIqF3LOOe2/krY8rU2jFFeKua4/voo7fhxPib4iQFu/dn3uGXEPcTHytdEcrbb3RsH5YMOdIKz9MUoKp5uREmFAmbPF30XBvV1LxdF9khIXdOk6Ym9U9huc0zmNVe9PYehtX5DXqCZbnpR2j3mCK88ZHLsynAlvzrB+F0xGU6UaOuHw3fQET98ne0K9rpAgcKRsP87ose+TNbwtmU8PY8DshdT7NYv407nEn7xMQUPXFkWUHy+X/Fsc3V/6t8j+b4v971hix0TuH3s/7y1+j/yr+Ry6vJ/Ri/qzcMxK6sU3kGxTzo0xasI0yfGJuWC9L/HWmMyTdpQUpvdW8XpvCTquImq9BA9CjBFARZxJ1IsJPYQYE36I2YHAgnDDCAQCb2OeUMtNxBs1bVFpcnby+BHJtjp260VCYpJF1LEu9NquU3ebCb3c6r/6DRsrWm0p1V9rEcZR/5W0JXesLyatSoIaSw8uZNaq2yg3VqRqal6/ObcPvd2SE14OOeeFXOooTwPKwYQ7wVZHq5bt25ALrGlSNRhzjejROz2vv1bvuyo6OEPJffJUaMoa2Z5fnxpGz2d/JL9RTfZP6up2f93pvz2OxDVvpJQzvwtl+8skP/f1dzMYxYnSvaUYsg1oUjReEy7d/S4E4/0R+J+cDvXZ9siNtP00k5bfbOdSegqJWecBqLfpMPtkhBhXfyPMtbQcuSblfsdqNK3BrHEVzpjLBZc5lpfFmG8H8O3YVTRIaFTpXI7cGIGoA+LKmMzX7ShZLOPKgho5vCXouEKgFiAJ5BFijACEGCMQBANipC8QBBHCDRO6CDeMY5SmRXCUkqxBWhOHoo7SNGRKhAml+beVpHWQE5ZOHj/i8Nr9NWn9avcn/H3dTExUFD9v16QdUwdNRatVNkSQCmDK5Zm3DxY5Cz4GY3BSn62nZGsJ+hPXrlFpsNVh4XS7ILhcYM1wzkDRuSKXzutL3BEdnKH0PnkqNP3+YH8Sjl6k/+wFFNRP4kyvynWQ3MGV52xGStQE76eU87R+kDvfSW8Ldd6gYH4BxvP/e057oXR3KfET4z16n9z9LgTj/REEBpNWw44H+rNzZl/SVu+j3cebqHEgG4C2n/3Kvlu6Sx4ntyhCl6ajdFvllIfqJDURGREOxUe537GSrSXUHFnTkqbsQt4FThUcZ9Sifiwau4omSc1t9g+UG0MOpeNR88IYg8GARqOpJILItbNjayZDRk1Q3B8lY1JvuIS8IegoxZlIJZwygUOIMQIQYkwoIlwx4UVwRDUEAUe4YQQC9xEijHOUTMQdpSSzXrmnRCRxNQ2Z0v66u58zvLVC01Xe+/1Vnst8wvLv7i27M77feNRq11bXStVJcbba1lnwMRiDk/Z9MqNUeHAlCC4XmHfnvL7EHdHBGSajyaXtbqNSseHVm0k4eYlht37OglUPktcs2eNm3RU7zKJm+fEKZ5ouzfNnay+ceFI/yJ3vpC+EOk/QZ+sp3VN6TYT5H8bzRkr3lhLZKtLttt35LgTb/REEByaNmmM3tebYTa1JPJzDDX9fzJV6iYC8GGq/KAIq3j1dCx3lB8st+1l/3x2J2XK/V/oTevTZepJSkixpynJyczhXeIbRi/qzaOxKWtS4thgmEG4MRygZj8otCrJeICPXzqnjR5zWQQwU/kj7BvLj9JPHj3As66BwygQYIcYIBKGJEGPCBzHCFwiCBOGGCU2ECKMMJRNxuYlbx2696NKjj+XfSsUPpWnIlPbXvkaM0kBCg7Qm7NyaKbndjD8KqVqvQKydUof/bv4Xb2x70fJ53459GdFzBCovFS53lOrHWfAx2IKT+my9ZK59a5QID64Gwa3voSHfILmyOdDp3jx1WEghl9pObrsnGHUafpxzG+MHvcnIiR+zYPVsSmrI10VSgidih1ks8QZywok7abjc/U76QqhzFzkh1Ywh2wDSZkpFOKqZJUcw3R9BcJLXLJkli2cAld9hXQsdugY6G6GVFOf7KUGbokXbUGvj/jRjfj8TYhO4f+z9vL/kfc5ePMuFohzGfDuQhWN+olWtdpb9/enGcIaz8aijRUHWC2SSU+tSP60JpyRcz94cu4UicuN0qbGwPxYdCSojxBiBcMWEJkKMCQ+EECMQbpggQIgwgqqAs4m43MTNWrAA6Um0FErTkLnSX3fSKSgRoXydusN6dacRIztr/8WP55dYPh/aYygDOg/wmghjRm61rbPgoy+Ck+6mOXMWvDWjVHhwNQhuvof6bL1siplA4onoIIer4o6nKezKEmL4YcHdTBj4OsOmfsb339+HIdKzIbK3ao64izPhRO67KXcv3f1O+kKocwep+2GPJkXj0TnkXGzF64ox5hol3UPBcn8EwY/UO1x+sNzidonsGGlx1EntF9nO9d/lqG5RFJ4orLTd+v2sFlONmWNm8sGSDzh1/hSXiy8yZtEAXu74Dt0a9rKMdfzlxlCCo/GoM9e1tcjSqVsvSSHGYDB4t8MhRnJq3UqudEecPH4kKES6qoYQYwRCjBEIAoMQYgQCgcBNhBvGdRxNxF1JX2E/ibZPdeCttBf2/fVWIMFksl0h7cvUHdarO40YWcYy/jj/h+XzsdePpXe73h6fxxWcBR+9HZz0pIC2EhHGVeHBndomvhA8vIWrooMz4cSVa/VWCruChjVY9vUdjB35LgNmfcOqD28BD4VJT2vYeII7womje+nudzJY3lu5+2EhBo/SkpmJ7hWNOklN8bpim+1y7qFguT+C4MfZO1y6s9Rj16Y9St/P2KhY7ht9Hx8u/ZDj2ccpKMvngS13csuWWxjW6eagTD0lN55ztgDG+nO5hUEb164gP/dyUF63P9iyab1iEQZsnTIiVZl/EWKMQIgxoYdwxYQ+YpRfxRFumMAj3DChiRBhfIMr6SusJ9HJqXWDJu2FPUrrv/gqdYd5dacBA9/zPXvYA4AKFZMGTqJrRlenbXjqOLDHWXDHm8FJT9KcOQt8adO0RHWN8lvQNNAuC0coFR2UCidKrtXbKeyyuzZi9XtTGHLHHPIb1WTLEze53Eaw4I6ryJmDxt3vZDC8t05F3KKKe+CNvsml0JMLhAfD/REEP566pNw9Xun7GR0ZzZ097uTj7z/mBCcopZQv+RLDDkNIpZ5y5LqWWiDTvXc/EpKqs3HtCpvtVTXllqPUbkqoqvctkAgxRiDEmNBDiDGhjRjpCwQCgSCocNd1EkxpL6xxpf6LL64hIbE6evR8y7cc4AAAatRM6TGFThmdnB7vLceBPc6CO94KTnqS5kwucBXZNdIrhdTdIZAuC1fZOm8r3z/5PS8dfwmA5f9Yzl/f/cWMGTMs+5iD/VDxTPKK8nhh4As88ssj1GtTj8NZh3m357u8cOwFYhJibNr3RQq7w6M78Nuxi1z3/HLyGtfkwIQu7jUUYFwVTpTcS0++k4F+b+XShlnjrbos7riHAn1/BMGPkndYDk9dVkrfz4jCCKYwhfnM5yhHKaecr/matke6MSn1DrfP72+sF8YYDAY0Go3DBTIajXRaw6pYK8ZZarf2nXuQ1qQ5+XmXyc/LlawbUxXvm0AgEAiqDkKIqcIIN0zgEW6Y0ES4YQSu4Ov6L84oNZSyNHoZB4orRBgNGqY0mULHLh2dHuttx4E9zoI73ghOepLmTC6YHd3dcyEq2JBzPc2dOZft32wHQKPTkFQvic4TOjPw4YFotK7V1Ogzug8d4jpY/v39999TUlLC1IZTLQWhtUYtT855khoZNZy256v6GtsfGkDikQsMeGA+BfWrc/a6Js4PCkJcEU6U3kttihY9Fe+KHu84SPyF+X6UHy/3ab0lkW5M4Cusv9PlJ6/Vh3GGronOxz2rQJ2kJoIIJjGJBSwgiyz06Hl854PUrluX/o0G+6Uf3sCVhTFyNWHsx3nu1BkMNeTGth279aJBWhMbJ3vOuTOSQoy/xseCawhXjEC4YkIP4YoJXcSMQCAQCFxAiDACV5FKc9EsvbVfJuG//LKCJ/94mKMcBUCn0nFbn9to2a6louPLj0sHecqPl4dMUNFZUNRZ2rVgTBvk7VRxzlxP6f3TmfzOZPRlevat2cd3j36HRqdh4EMDXTpPdN1oDDGVA1ZmEQZArVYTcSwC00WTUxFOboV4eZaH76dKxbrXx1PtdC7Dpn7KwtUPkdekltfvuz9QKpwoFQ985ZDzF+Y0a+jxqVASjL8bgvDAvEAhIiMCfbtrv0nlWeWybhlvub2U9C2yYyTshIlMZBGLOMhByoxl3P7jOD4eOp8bGw/zfUf8yJZN6xWlMbPfL1xrocjVPOzSo4/ifcNVpAp2hBgjEGJM6CHEmNBEzAqqKMINE3iEG0YgqDp0792Pq1evWIqXHj6wh5jYOJ9Owo+dPMTjf8zmOMcBiCCCyabJNE9u7rNzBityQVGlQeVgShvk7UC4EteTNlJLfHI8AL1u78XuH3ez56c99LytJ9/N/o59G/ahL9fTpGcTxr40llpNakmea9U7q9i9bDf33nEvGzZsYNeuXQD861//AmDatGkkJiby5ptvMrvhbNJGplVqo6yojM+mfUbplVLuWnAXEU0jfOLaMkZoWT7nNsYPeoOREz7ki2fvpTDrWnuhIkC48r7Yf08AyvaXWb4zvnbI+RN/CCXB9LshCE+s3zFtihZ1kpridcWV9vOW20sJ1t+t2xNu55s/v+HPrD8pM5Rxx4/jef+mrxnWbIzf+uNL5Oqh9BkwhIzW7R3u524tlFBw1bhS89BX9REF7iHEGIEQYwQC3xNasyaBIEwQIkxoItwwAnfJOXfGIsKY8WVB0qtlhdy7YapFhIkkkilMoQENXFoZq0vTSabw0aX5J82JN7EPioZiUNkXfXanzoouWsfV3Kt8NfErLhy9wMRxE4mMjGTd1nV8OOFDntj8BBqdbdqy4sxiyvaWYSozAdBnYh/yovMoKSxhWLeKFdLR0dFcuXIFAFV85YLnRflFfDzhYyJiI5ixeAYRMRGUnS1zuf9KKU2MYemCu5nQ/3VGP/klX916KwZtxX0O9ncF3HtfzN8TKQFHU0M6FZ2/Vtt7GyGUCMKNyFaRGHONbjtAvYX1d2tqylQ0azTsOLgDvVHPvSum8PagzxmdPtFn5/cXcvVQ7GvGuFIr0BGh5KpxJbVbsNZ4rKoIMUYgxJjQQrhiQg//LY8RBA3CDSMQuI4QYQSe4GgS7m0Ky64wackw/sr9A4AoopjKVBrQAHBtZawlzYgV4VLrwKEAQUXAqmx/GfpsveR+gcBZn91B7n0w5BsqXbvJZOLgzwc5sP4AiTUT2b9tPyNGjKBhw4akpKQweuBo8s/ms3v5bpvjpAQBTY4GXZQOXbyOmtfXpFq1ami1194rTU3bQNaVnCu8M+wd4pPjueubu4iIiXDYf/vt7j7Py1GJfPu3W6h75gzDf/gBTCbLZ87ue6DfIXffFzkBx2Q0Se7vz9X2viTQz0sg8AbRvaKJGx9HzMAY4sbHEd2zwgFXnFlM4cJCitYUUbiwkOLMys4ZX6BRa5gycApdM7oCYDAZuH/VdBbu+9Iv5/clSmsAeqNWoJyrJufcGcVtCARKEfNegSC0EDHe0CL0IykCQYgh3DCCYCDn3BlOHj8CYFM8M5gJhXQMcnhjEu4I873RxOp4aPM9bD+3GYBoTTRTDVOpQx3APRHFHyl8AlF7w1EAP1jrYPiiOL1cnZXSbaWUbivFkGNg3y/7eKz+YxjKDZiMJjqN60TL9i3Zt2Ef9erVsxwTExNDrfq1yD6UbdOWXODfVGoCle07VlZUBm9W3vf9Me/ToGMDpn02DbXm2vUqqW3i7vM0H1dIKktGjWLcd9+RW706v9xwAwB1Tp2mtFoSV+olyR7r6jm9ibvvi9zzUqlVYVuEPhiel0DgLYLNAapWq5k4YCJajZbf9vyG0WRk9uq7KDfqmdL6dp+f31corXHijVoo5jG71PZQGxMLQgPhjKnaCFeMQOA7Qn/mJHAJoZQKBK4TbquC7FMb7NyaGdTpDSC00jFI4cuCpOZ7U0opX/M1pzgFQExUDPeNuo8UY4rHIocvU/gEKgAqF8AHgjZlmdKC6q5iFkLKj5dXSkVnuGSgSdcmjH97PNoILfEp8Wi0GnbN2yXdmET2KrnAvypSBf/LLGZ+xzQnpdNftbyxJbuW7SL7YDZ1WtaR7L/Ue+5uANL+uL1t2lD98mX6bdjA5erVOXRbF3q/spLiGrGs/GSaw2OVntPbuPu+OBJwIjIiwq4IfbA8L4HAU+QWNbiTgtLbqFVqbu57MxqNhk27NmHCxCNr76XcUMb0dvdW2j9UFt8orXEiaqEIQhEhxlRthBgTWogUZaGDmF0IBH5EuGFCj3ATYeQKi/qyXomneLPIaSDxxSTcfG8qiTARMdw3+j7q1fqfWyFI6yAEIgBqHaiSCuCX7fddzRFv4CuHkjZFKxusi9BGUKtxLZtt1bXVMRqNnD59mgYNKtLe6ZvpuXDiAiktbG+UJcXdhmvbIjtFojuqozhHWXqcYU8PIzI2kvdGvcf9P9xPSnrlc0g9H3cDkFLHberTh5rGfEYsW8r3d9Qlp0N9Wn6zvSJdmUrl8Fgl5/QF7rwvzgSccKutEkzPSyBwFfPftPKT5ZQfLLdst17U4As3pav9M//+jOkzBq1ay4Y/Kv4gPLHhAcoMZdzd8QHLMUoX3wSLWKO0xokntVAapDVh59ZMye2uYr5vBoMBjUYT8PsnCG6EGFO1EWJMaCHEmNBACDFVCOGGEQgEjmqSuFo01F94q8hpMODtgqQnjx+hlFLmMtciwkQTzR3N7rgmwgQxvgiAOkpzJuu+sTpXIANWSvFVIFz2GnW2/9Rn66mWXY0WLVqwbNkyhg0bRmRkJBvWbiAhNYE2Q9pUaiK6VzQRKyNQn1ETNz4ObYqW6lurc2D9AXIO5xBbPZboeMdOqJHPjcRoMPLuqHe5/4f7SW6e7PY1OXuekp+rVKx7czxJ9xcwbOpnbHpmOLE5BSRmnSevWbLjYxWc0xMcvffuvC/WLikAXZrOyRGu9zEQKQmlCIXvvEAghf3fNGusFzX4yk3pCH22npKtJehPXKu5ZP6bO6LXCLQaLWt+XwPA0xsfocxQyv1dHpVdfJOQVN1GNAh1p7SreMtZbX/fzIT7/RN4hhBjBAKBwHsIIUYg8BPCDRN6hJsbBhzXJPFWvRJv4+v6KqFMiaGYeczjJCcBiCKKW7mVOrF1nBwZHHg7AOoozZlS900gAlbBgtS1a2poMEQZbPYzC2ijRo3ip59+Yt68eRgMBhq1asQd79yBRiedXkwdp0YVpbLcyx639iArM4vX+r9GaWEpM3+YSfUGjr/Xo18YjdF4TYyp3bS2y9ek5HlWOs5kYvyq77h6qTYbnx/JkDu/pMtrazFq1NT7NctGiPH3O+Sr9H7lWeWWdku3lXrUrn0f1bXVGM9fE2IDWZNF6fMKFuFIIADpv2n2WC9q8Ee9NzNyApH139whPYag0WhYuXUlAP/+9f8oM5YxLH6EZJsb166w/H/T9FZkHdhr83koOqVdxVNntZwrHqrG/RN4hhBjqi7CFRNaCFdM8KMymUymQHci2CkoKCAhIYEhb21AFx0X6O64jXDEBBYhxIQW4SjCQMUkbMfWTE7ZFf1s37kH3Xr1DVCvnGO/gi/Y++sPivXFTFo0hK05vwJWIgx1LI6DUKBSELlTJNE9XQ/I6rP1FC4srLTdfC/K9pdRtKao0ucxA2OIyIiQbK+qBl2dXbvcvTYTjIXO3X2eV1ddtaT76b1xI9dt/Y3IolJO9W5K8o6TYILjfdJZOe82r53TFZy9975oF3Dpupy9L9ZtB/K75pabTlDl8cX3XEmbcn/TrAnEd8rZ993+b+6a7WtYvnm55d93tbyfOvtqoEIldbhD+g4aTvOMyo5MQQWH9u9mw6plsp+L+ydwhhBiqjZCjAkthBjjX8qLC1nxQF/y8/OJj493uG/ViixUYYQIE1iECCMIBuzFjNqpdanXoBEN0poE/Qo4UeTUlhJ9Cbcvu9kiwkQSyVSmUoc6Iefe8NYqXXMKJant2hStU/eNfeDL0/RfoSzkOLt2KQeBNcFY6FzqmpylytJn621qLmzq04fN3bvTJeow7T7PJPJqKSag8dq9FG8qIrp3jNNzehtf1TeRa1cu1ZA7bUnuF8CaLHLPKxC1rAShgacCndTfCaVtOnOOemss4OrfMmffd/t+D+wyEK1Gy9LMpQB8vO8dRiWPo11OK5fFGOGUdoyz+yPun8AZwhVTtRHOGIHAO4jZg0AgENgRjm4YqXQE58+d4bo+A0JG1PCkvop9YdJQLlBaZijjnhWT+PnEagAidZHc3edu6qvrh2TQHzwLWJuDRMZCx8EfR+mHrF0P4Plq96qwet4soJXtLaNsb1mlzwMdVHeGklRZmhqVU6zpIyLY2bkjmw0tqX/yJAPXrCElO5uy34vRNYvw+/fPV/VN5I63FmFAmSChtC/BWpPFV2KXILTxVKCT+juha6pT3KbU3zRdug5dfZ3XxgLu/C1z9D2WE4f6duyLVqPlu1++A2BJzrdEN4vjnkb3YzQabdKSmbFPT+aoXop5DBiKYz5vIlVnxow79WYEVRMhxggEoYFIURa8hF60RuAywg0TWIQbJrQIRxEGwqvgvavIFSY1E0oFSvVGPfevnMbqoxVpPCK0Edwz8h4a12kc4J4FBkeFis1YFxmXct/YizDg2Wr3qrR63nw9UkKMP4Pqrq7YlnpG1iIMVDyz6P4OAo4qFacaNuSzO++0bCo/Xu53F5Sv6tFItatN06I/rq+0rzNBQqotdbIaY46V8BXETj5fiV2C0MYTgU7u74TczFyuTV/WfXH3b5ncb0dU1yiHx/Vu1xuNRsOi9YswYeKbw1+gi4rgxX5vkZ97WTI9bet2nR0KLFLpeJumt6L/4JGK7oEUoS7qWDvMQ3lRkiCwCDGm6iJcMaGFEGOCk+Cc8QgEAoHAq4R7wXu5ibGjwqRmQqVAqdFk5KE1d7HscMWKUZ1Gx13D76qyIoySQsVSwV1r94196ilr7ANfSoP9VW31vL8L09vjzoptpamyVGqV5LXp0nSUbpMoRL0tMC4oXwVj7ds1XDJICjEmo/Nyk+a2zCkEzQJpKKTvC/Q7LghO5IQ4Jd8Hpb9Bzs4FvkuB6MnfMnd/k65rfR1ajZZv1nyDCRNf7v6IcmMZL/d/XzI9rSOntNwiHLOLxh0xxr7Ndp26h2TaXE8c5uFKqAtsgUCIMVUXIcYIBJ4hZhBhjnDDBBbhhgktwtUNA9LpCMIlDYGjiXF+Xq6iNoLdGWQymXhi/QN8u38uABq1hluvu5WGhQ3RZ+urZEBQLkgU2TUSTYJGUfDHUTDMOvBlH+zXtdChayCd/qUqrp735apsR7i7YtuVVFkRGRGS1+aoRo7SfngTXwVjrduV+76o1MrqOJRnlVvuWem20pBK2Reod1wQvMjVyipeV4wx1+jw3Zb7DdKl6UBPUIh+nv4tc/c3qWtGVzRqDXNXz8VoMvLN3i8oNZTy5o2fKh6nOVuEk3VgL63bdXZp3CfV5q4dWyqNP0PFYS24htQ8QjxHZQgxpuoixJjQQbhigg8xixAIfIQQYUKLcBZhzIRjwXslE2MlBLMzyGQy8XzmE3y5+yMA1Co1k9ImUX9TfYooAsKzBomZ0r2lGLINaFI0RLaKtGx3FMhSGrSSbSP9WhtSwf7yg+UWJ439va+qq+f9UZjeHndXbCtJlaVN09rsb9+edWDekG+QdMiEmwvKk8BsOKTsC8Q7LghuontFo05SU7yu2Ga7s3fb0d8JbYo2KES/QP4t69SiExq1hi9XfYnRaGTxgW8oM5Ty3uCv0Gl0To+XS8drv48r42AlbYaKw9qfBLvTRG4eIZ6jcoQYIxAEP0KMCS5CY+YjcAvhhhEIBPaEWzoCJRNjZwS7M+jN7S/x3o7XAFChYmLXiTTd2tRmn1ALaCqlYH7Btdode6F0dynxE+MB7wSJ5Iodx954TZh1lkJG6t5bB+lNRhMqtcorziVXa6GEItqrpaQv+p39k7phiHR8jZ4IA1IOB322npKtJehP6NEf11N4vNChyGkOzOuz9ZJCTLi5oDz5zlW1lH2CqoOcI8zZu+3IZRUsol8gnWDtm7VHq9Hy+YrPMRgN/Hh4MeWGMj4c8g2R2kiHxypZXOPqAhyl+/vCYe1tMcNf4kgoOE2qcg1NbyLEmKqJcMUIBO4RnrN4gSDACDdMaFEV3DDhitKJccduvUhITLIUJvVXgdKcc2c4+b8isQ3Smrh8rs/+fI///Pa05d/j+o6jvba9xQljTbgFNEv3llYqoG48b6R0b6nFGeONIJGzNpQE06XuvTZFS3GW6/VL5HCnFkooEplfzPWPL6bO1mOsfm8KqOTTXnkqxkkFO/UnbGuguFucOlxdUO5+56piyj5B1cCTdztYBBdHBLKPrRu35s5hd/LZ8s8oN5Sz6uiP3LZsHJ8OX0i0Vv7vn1Q6XmvcWYDjrE0z3nZYe1vM8LQ9pSJOqDhNwr2Gpj8RYkzVRIgxoYNwxQQP4TdDFADCDSMQCKoGSifG7oggnmI/2d25NZOm6a0UF4j9dv9c/u/n2ZZ/j+g5gp5teqLPrlwsG8IvoGnINshvb3Xt394IEjlqQ64OgDVS996bqZjCIa2TUq7WSWTtO5MZfPdX5DWuxbZHBznc35srtgNRnDoUcec7V5XEKkHVQrzbviUjLYO7RtzFJ8s+oUxfxoYTq5i6ZCRfjvyeGJ38Qir7dLyAxy4Q+zaPZR30ae1Fb4sZnrZnP66tn9aETt16SR4bKk6TcK6hKRD4CyHGhA5CjAkOxAhRIPAywg0TWgg3TOjjysT4lRefZeXyH1ib+TsAD864g/z8PL6Y9x0AY4YOoFWbdjz30qse9UmuUGzWgb0ATsWY1Ud/ZPbqOy3/HthlIH3q9qFsfxnqJLVXgz7Bmu5Kk6KBvTLb/Yx1kL385LX6MCB/772ZiqmqpXU6OK4TCccu0uPFn8hrXJNDYzs53N9bK7YDVZy6qlCVxCpB1UK8276lef3m3DvqXj5c+iGl5aX8evpnJn4/lLkjf6BaZLzscfbpeL0RXLduMzm1rk9rL3pbzPCkPalx7anjRzh1/IikqyaUnCbhWEMzUAhXjEAgEDhHjBLDEOGGEQiUIUSY0ON8TjZvvvISa1f/RPa5M9SsVZtWrdty130P0Pv6ikmgo4nxjFkPc/s9M2Xb//Trhei0zgvBOsNR7ZqsA3tp3a6z7ETvt9MbuWf5ZAymCkdIrza96KvvS+HCQss+kR0jiRsf53HQJ5jTXUW2iqR0t216MnWy2pKWzN+Yg+wRGRHo2zkXr0xGk+R2d5xLgUjrFGiBbtsjN5Jw7CIDZ87jSt0kznVv7JV2HV2XWNnue7wtVgX6PRUIzAgh1rc0rtOYGaNn8MGSDygpK2H72d+YsPgm5o3+kcSopID0yde1VrwtZnjSnqNxrZSrJtScJuFWQzOQCDGmaiJcMaGDcMUEHjFjEQi8iHDDCATSeGOyeurEcUYMvoH4hAT++eyLZLRqjb68nA3r1vDEIw+QuX2PZV+5CVVsXByxxMmeIynJO99hZ5NaudWHe87/yfQfxlBiKAGgU4tOjEgfQdEi25ow5rRUERkRbvcxFNJdxU+Mp3RvKYZsA5oUTcBEGHucBdzsBS4z7gb1/S0QyAl0/gp6m8+z+vGxxJ+8zLCpn7Jw9UPkN6rpUbtKhEexsj10CGYhWSAQeJ+0lDRmjpnJB0s+4GrJVf7I2c7N393IN6NXUDOmll/74o9C9N4WMzxpz51xrXCaVF2EGFM1EWKMQKAMMbsUCARVEuGG8R/emqw+/sgDqFQqflr3GzGx155fi4xWTLplOgD5eXk8+8+/s3LFMsrKSmnXvhPPvPAyrdq0AyqnJrPHPjVZlzbNuGX6HRw/eoRlS78jITGJ2Y88wdTp19KGbd+6mSf+NouswwdpkdGK2Y88we233Mxrb75LQe4FiouLWbFiBUeOHKGsrIz4+HjQxdA8o43NuY/nHWHykuFcKSsAoGVaSyYPmIzhkHStFE/TUoVKuqvIVpE2NWGCHSmBCyC6f7RHQpK/BAI5gc541WiTkk3XQkfsIO//jtoH17+9bxLTnv6QERM/YuGq2ZQmxrjVrivCo1jZHvyEgpAsEAQ7vhLXfSna169dn/vH3s+7i9+lsLiQPRd2MfbbASwcu5Lk2FSvnksOfxai96aYkXPuDNVr1qLPgCFoNBqX2nNWk1FOqBFOk6qLEGOqJkKMCQ2EKyawhFdlX4FISxZAhBsmdBAijP+Qm6zmnDvjUju5uZfZsHYV0++810aEMZOQmAjA3dMncfHCeeZ+u4xVP2+hTbsO3DxyMLm57g80PnznDdp16MSajduYfsc9PP7w/WQdPgjAlYICpk0cTXrL1qz6ZSuP/d+/+Pe/ngSgTYcujJowjS1bt3HhwgWmTJnCzJkzefDhR2nUuKnNOc5fzWbi90O5UJQDQKPURky/aToajcZnaakCke6qKiAncKnUKo/b1qZoiciI8GmgWa7/1iKM+d9XV3l3gi0VXM/P0rL47duJvljI0Fs/Q12md6tth8KjIOQo2VoiuV08T4FAGcWZxRQuLKRoTRGFCwspziwOynb12XrK9pehz772259aI5VZ42aREJsAwKHL+xmzqD9nrpzy6FxKcVRrxRckp9aleUYbjwSNLZvWs2TBHDasWsbGtSu4fPGCy+11792PUROmUT+tic32YE45JggsYs4tEAQvInYcOES0RSAQCAQ+w1uT1eNHj2AymWjarIXsPls3/8ofO7fz0Zz5tO/QicZNmvH08/8hISGRH5cudul81vQbOJjpd95Lo8ZNuX/2o1SvUZNfN/0CwOJv54NKxStvfUCL9Jb0HziYGQ/8zXJscmpdIqNi6HZdb265/V5G3jyFG/rfSLv2HSz7XCktYMqS4ZzIPwpASvUU7hx+JxG6irRj5rRU1ngjLZWv2q3qhLrA5Uo/yw+W2wTHPEGfradsb5nkZ5cTavDj13eQuu0Y/R9aACbp+juOCPXnIriGPluP/oT0eyeepyCUkRIdfHUeKUeZ/Xld7Y/SdpXiSNRJTkpm1rhZVI+vCCQdzcti1MJ+lrGULwn2QvQ5585waP9uy6Inby2Kgopx7ZBRExg1YRp9Bw1n1IRpdOvV1yv9FoQnQoypeogFygKBY0S0JYwQimbgEH9sQgcxGPQv3pqsmhQEXvft+YurhYW0bGybU6ikuJgTx464dD5rWra+lkJMpVJRu3Yyly6cB+DI4UO0bNWGqKgoyz4dOna2Of7WO+7hzlsnsOuPHdRJTSE9PZ0GDRrQrlN3Ol7Xizt+HM+eC7sASIxL5N6R9xIbZfue+iotlaiH4X1CveC7VP916TrKD5RL7u+NVHZyNXXMqJPUnM1owtq3JzH4nq/Ja1yL7X+70aVzhPpzCTT+qg+kBDnXizZNG/C+CQTu4s+aR0pSk7rTH2+mPC3dW+o0/WDNhJrMGjuLdxe/y8X8i5y+coJRC/uxcOxKmlVPd+2ELhDMheil0gFXryldP0euXqESRMoxgSuINGVVD5GiLDQQKcoCg5itCAQCgcBneGuy2qhJU1QqlSUlmBRXrxaSnJLKdz+uqfRZfEKiS+ezRqvV2fxbpVJhNCpPf9N/4GBWrN3EWy8/z5EjR/jyyy/p0qULRox8eOE9Np1aD0BMVAwzRs0gsZp0X31Vt6Kq1sOQCyx7I+Ac6gKXVP+vmq5WSk8GnjsQ5GrqmLEWS/b2bk+1O3Lo+e8V5DWqyeExHV06l9xzCSaRwRt4+3r8GSBWQvlJaVEwqmuU5HaBINjxd80jZw5Buf6ok9QOa515y3noSJy3F3WSqiUxa9ws3v/+fbIvZ5N99Sxjvh3AgtEraFmrrUvndYVgLEQv53zpM2CI5P7B4uARCAThiRBjQgMhxvif0J9tCgDhhgkkwg0TOgg3TGDwxmQ1Kak6N/S/kS8++YA777m/Up2Y/Lw82rTrwPmcbLQaLfUbpnmp945p0qw53y2cR2lpKZGRFcGJP3fuqLSfRq2iffv2tG/fnt9//53Vq1fDINh8cjMAOq2Ou4bfRXL1ZL/0O5xwJ+gsF1j2ZsA51AUu+/7HDorlKrZijDccJbLuhkZaorpEWdo3P5u19a4jrm0ON86YR2HdJM51a+TS+eyvK9hEBk/x9vX4O0CspD9SgqAuPTD98QXhJgwKnONNJ4kSnDkE5fpTvK4YY65R9jfFG85DZ+K8lKiTEJvA/WPu5/0l73Pm4hkuFp1n7LcD+Wb0ctqndJZoxTsEmytELu2vRqMJWgePoOogXDECgUBQgRjdCwSCKoEQYQKLNyarL77yJiMG3cBN/a/j0SeepmXrNuj1ejZuWMeczz5k49a/6NS1O7dNGcc/nn2RJk2akZ19jrWrV3DTsFG079DJS1dzjTHjJvKf557i0QdncP9Dj3Lm9Cnef+c1oMI5A/Dff/+LBg0bcunSJQwGA4cOHSK6VjSb2WzZb9rgaTRKdS2gHG54U1Bxdh65lb7BFHAORmIHxaJv590gsdxKaf0xPeVJ5WhTtLbPTKVi2YgRJOblMWzyJyxY9xAFaTXdOnewiQye4ovr8XeA2Bly/dHV10luDzXCTRgUKMNklE6/KrfdGzhybjpysDj7TfHUESr3HQfHok5cTBwzx8zkw6UfciLnBHmludy8eBBfj/yBbnV7utQHX5Fz7oxPHTSO0gE3z2gTdA4eQdVDiDFVD+GKCQ2EK8a/iIqWYYBwwwQO4YYRCPxHw7TGrP5lKz1738Az//g7fXt0YOLoIWT+sp7/vPoOKpWKuQt/oPt1vXlo5l1c17kVd946nqxDB6hVq7ZP+lQtPp45879n7+5dDOzdhZeee4qHH/s/ACL/VzdGFxHBe2+/zocffsTnn39OoaqQ/HH5ljZu7nszrRu39kn/QgVHBXnlcLcocPlx6bRG5ccc1EARWNCmaInIiPCaUGFeQS2F+XnaPwODVsuCiRMpiYtm5ISPiMwrcuvcDkWGEMQX1+OtVEPeItj64028XehcEDqo1CqXtnsLud9zbYoWbUP533hnvyme/J2Q+y5H948muqdjUTImKoYZo2fQpG4TAArLrjDx+yH8cmKty/3wNls2rWfJgjlsWLWMJQvmsGXTeq+fw5wO2Bpr50tyal2aZ7QRIowgoIjFkVUPETMLDURc2X+oTEoqIFdxCgoKSEhIYMhbG9BFxwW6O5UQX5jAIf6ohAZiwFf1kCpW2r13P7+c+7uF83ho5l0cPHmR6GjboMGq3T9w94YplBkrgm03dr2RId2lc3f7mmBJf6PP1lO4sLDS9rjxcQ77Vba/jKI1lQPwMQNjiMiIkD2ueEsxpdsqpz3RtdRRvq+yGOOsHwLvIPdcYgbGoE5SS74j9boWM3nK21xsXZcli+7BGOHac3L33QtWfHU9lVwanSKdBkR9SbD1x1u4+5smCH2C8bdIrk/g+355+h0vKy/js+WfceDkAQAiNBF8OGQeg5uM8HpfpbB3vuScO8OSBXMq7TdqwjSfiCK+dt4IBN5AOGOqFsIVExoIV4z7lBcXsuKBvuTn5xMfH+9w39BfPiYQBAghwggEwYlcsdKcc2d8cr6F33zF1s2/cvL4MX76cSn//tf/MXz0uEoizNHcwzz06z0WEaZLRhdu6naTT/rkDHccKL6iZGuJ5HZnK27dXRmvS5NOYRTZOrKSM8MbNVAEypB7LmahUOrZFHZP5cev7qDOlqP0e3ghuLi2SK7dYHjm+mw9ZfvLXHJD+Op6ontFEzc+jpiBMcSNjwu46BFs/fEW4ez2ETgmGH+L5NyK/uiXp9/xCF0Edw67kzaN2wBQZijjzh8n8P2B+b7org1Szhe52i1y2z1FOF8EoYBYKFm1ELGz0EAs8vcPgZ9pCjxCfFEEAseIQV7V4+TxI7LbPZmUyq0wvHA+h5dfeJYL57OpnZzKsJFjefyfz9oce6n4IrcsHUluySUAmtdvzoR+Eyx1ZPxJMNXF0Gfr0Z+QDjQ7Cz66WxTY0XHaFK2i3PbB4iYKJ6Seiy694lno0cvWHTh7XRPWvD2Jwfd+TV6TWvz+0ECXzutpPQNf4EmdEF9djzZFG5CaMHIEW3+coeQ3wxuFzgWhSzD+Fpn7ZE7pqUvz3zjB0++4Vqtl+k3Tmbd2HjsO7sBgMjBz5TSK9EVMaX279zpqhdxCoD4DpJ3PcjVdBIKqgqgZU7UQ9WIEggoCP8ITCEIQoeiHBkKEEXgLR6nOZj74CDMffET22BJ9CbctG8exvCwAUmukctuQ29BqfPsnWC7w56z4tj9FBrm+aNO0is7tbuBK7jgl1y6KafsO6+dSfrKc8gMV/4HVfZYIzB0c35mkIxfo+dxy8tNqcnh0B5fOG0xBfW8IpcF0PQLXfjOCMRgv8B/B+N01L1IINNZ/nwFF3xGNRsOUG6cQqYvktz2/YcLEI2vv5WpZIXd3fMDrfZRbCFR4pYB2nbrbjCOta7cIBAJBVUGIMcFPn+bVRYoyHxP4UZXAbYQbRiAQCCrTIK0JO7dmSm53B7kVjo2atnA6iTaajMxefQfbz/4GQHxMPHePuJvoSN8G7u0Df7oWOmIHVQiTck4Tk9FU6ThtQy1R3aJ8FoSR60tU1yjFbbgbuLI/TkmwNJjcROGKNkWLHj3la2zr9Ti7z1seH0zC8YvceN9crtRLIrtLmh96632cCaUC7+NL8dmd34xgDMYLQhf79zuYHZ1yfbP/+2yNs8UQapWam/veTKQukg1/bADg6Y2PUFhWwEPd/s9vzuTuvfvRqGkL2dotoq6LoKoiXDECQfAhxBjfElyjL4EgBBBumNBAuGGqLsmpdb268tBRbm9nbb68+RmWHloEQIQ2grtG3EVStSSHx3gaJJEK/JUfLOdK/hWi+0RLpr8BKF5XuU6M/oSewhOFPnN9BDIVj/3qWiXBUhEk9w9u3WeVirVvTaLaqVyGT/mEBWseoqBhDd910keIOiH+xdcON3NKJ3vEb4bAH9i/3+raaoznr/2+BpOjU+67KDWmsUbJYgiVSsWIXiOIjIhk5daVALy85VmulF3hqd4veU2McbYQKDm1ruS40ZHrOtwRApQAhBhT1RCuGEFVR8zqQhThhhEIBAJ5uvfux6gJ0+g7aDijJkyjW6++brcll8PbWW7vhfu+4o1tLwKgQvX/7J13dFTV2oefmUx6D4QkNAMJBAhNQAgSkN6kV1ER9NpRxF6vvet39doFLIB0pYMgTSFKkY70AKEntJCQnsnM90fuhElyzvRyZrKftViLnDlln7bP3u/vLdzT/x4a1GlgcpvCtELyFuRRsLaAvAV5FKZVF0fMIWfELsssq9hnYGoggb0sN74U7yqm+ECx1cXDLcERhbetLWxe9ToXbSuSXK/qtfQEI/nsSbOZfvd0lxzr6B9HebfTu+jKpJ85KT4f/DmLXlxkch1br3OZv4YVs+6jJDSAIWOn4pdTUG0dS6/PlKgp7Fu5z+x6jsaeot3aTC2z7prFtFHTLD7enz/8ybRxlq/vTchFqziqjytMK6R4u7QBWUl9hsA7kXq+jUUYcOzzbg+m3kW5MY0xlqyjUqno36k/w7oOq1j2za5PeHb9o5TpyqxusxQGRyBjzDkCyUVdZ10455A2KZmtmzewZP4MNq5ZzpL5M9i6eYO7myRwI8KJsmYhnJuVj7A5Ow8RESMQWIH4YHgGYiAnAHnPQ1v2Ex0Tx6WsCxXLRq7fQIOIOhROvF9ym63n0nhm3cMVfw/rNoyWjVuaPI6j0l6ZM/AZ9qlSW+cBahwx4+iUZfak4rHWo13qOmtPSRuiql5LR0TwyEU8zZ40m7/n/l3xd1BkEA1vbsiQN4ZQN7muxfsf8d4I9Hq9xevbw7LXl9H3mb6off6Xs79Mx4bPN7B97nayz2TjG+BL7ca16XxPZzrf09ni/dpynfV6PVtnbmXr7K1MuZiLT34JdZNfp+6dnUh9uBvRjaMB518fbaaW1R+vZt336wBQqVWEx4bTvHdzBr02iOBI898nW+qEGN6DPm36oNfrKwRXc3S6qxO/ffwbx7ccJ6GzbekbPRW5aJXSjFK7+zZTXvyuivoT1GwsEScq1nNzdJapKEhLREtz6xh/d7vf3B1/X38WbFiAHj2z//mOvJJcPu/3I74+vrY0vxLmUpBVRS7qeue2NAYOG2t3e5SKnAAVHhlF85Zt3dMogdsRkTECgaAmINyxBIpg7nvP8v3LD7m7GVYzvHtrOjeJZO2KX6r9dueAznRuEsnKX+bYvP9d29Lo3CSS67k5ksee98PXNu9bIBBYRtaFc5VEGIArKgh7chL+K5dVW/9UzgnuWz6aUl25ka9Lqy50a9PN7HFMpmOyAk2sBt8k08YES40bcmhPaW2O2HEktni0y11PzU2VDaMGY2nVaBt7InjMRTw169WMNw+9yZuH3uTRJY+i1qiZesdUi/cPEBgWSFB4kNVRQtZyYusJLp+8TJvBbSqWrf5gNb9//TsDXxzIC1teYNKySdw64VYKc6x/Tqy5znq9npkPzGTRi4to0acFDy96lI++m8APxVoa/5XObx//dmO//7s+cmhLbL9ehvtberyU6OhoXprxEq/te41xX4zj0PpDLHx6ocX70sRq8GvuZ3EkjOE9CAgIIDAw0GJPd42fhnYj27Hp200Wt80dOPt5dnQ75PoZ/47+NkX9CQTWYuk33tqxgDPeRVNRkFJRgsaYEzalvrudW3ZmfP/xqNXlx116dCH3rRhNodYxY5qYuHo0bd7KImcguejqMxnHvToqRk6A2rRulYiMqeEIh8qag3ByVj4iKsY5CHcsD0S8DO5B7kMRE1ePlb/Moc+gkRXL/tn9N1cuZxEYJAYSrkYM3gSORmqy+Hv37rTw8aXWA/dwddUGtG3bAZBbnMP4pcPILroCQFLDJEbcNsKi/OOOTHsV3C+YfPIpPSLt8W1s3KgadeCb4EvRtiLZKBFj3F2o3pZaInLXM6BTAHSiUhSCXLSNLRE8lkQ8afw1hMWEARAWE0bvKb35bOBn5F3OI6R2CADZZ7NZ+u+lHN54GLVaTePOjRn+3nBqNSyvhzJ70mzyT+QzZsCY8mMUF7Pqr1Uc+vsQAaEB9Hy8J/t/3U+9lvUY8d6I8rYVa1n59kp2LdpFYU4hsc1iGfz6YJqkNpE9n12LdpHUPQnVNRUl2SWoI9X8s/ofUu9Lpe2wthXr1WtZ3RCl1+tZ9toyts7aio+fD7dOvJUBLwwAYM5jc8i7nMeD8x6suM5lpWW80vQVBv17ECnjU6rtb/ei3exetJv7Z99PywHlkWclt8STV1zK94/OYfOoduz637qzJ82mMKeQ+38qj2b7fPDnxDWPQ+2jZufCncS1iOOxZY9VvnclWpa8soR9y/dRcK2A0OhQbr33Vvo82Uf2/qrVavxO+hFySwgR3SNoO7Qt2+dsr7TfLTO3sPHLjVw9fZWohlF0e7Abqf9KBeDK6Su81fYtJnw3gc3TNnNmzxlim8cy/tvxFOUWsfCZhWQdy6JxSmPGPDkG9f98qxYvXkxRURHjxo0j90Qun3T/hG4PdqPPU+VtPbntJF8M+YKHFjxE09uaAtCyf0u+GvEVJYUl+AX6yd5zd+GsOi6+8b6SqcN846WFbEvaYfC81+uko67k9i0QOBqpb7w6Ro0uy6hGjBXRWdpMbbWxgW+SL8H97B93m4uCrBolCEhGDFaNOJX77qoj1bRUt2TirROZtWUWpWWlrDu5ijsXD2LmkMWE+ofZfU6WEhNXjwbxCZzJOF7tN0tqEXoqZWXy6eD27txKo8Qkrz13gXlEZEzNQdSLUT7dmkax6ai4R45ERMQIPIILJ44w7dl7ebF/K14b1pE5bz9NnpFx9PC2P/j8sTG8fHtb/j24PdNfuJ/L505V/P7Zo6NY8c0HlfaZd+0Kz/ZM4vjecsOItqSYZV+9yxsjb+XFfi3578MjSN9dOWRair5DRrN7+59kXThbsWzFL7PpN3g0Pj4+FcvefuExnn6gcoi5trSUgZ2asGzhLOsuiASZ58/w3MN30rNNfXq1bcjLk+/l6uWLFb9P/+x97hncleULf2JYt5b0bFOfj157mrKyMn6a+l9u75zEwE5N+PGrjyvt93puDu++NJkBHRPp1bYhj40fwrFD++1urzMQIozyyLpwjqOH9nu0V5+kt6JazYX/fIG2eTKRdwxHffYMZboyHvl1PMeuHgagTmQdJgyYgI/ap/r2EthTG0KK4H7BhIwJkY30AOmoA02shpChIRXLzdWSsTZiRwpbPWxtEa+krrMmXlPxmyEKwdH1I6yNeCrOK2bHgh3UblyboKjyCI6y0jK+GfUN/iH+TF41mcm/TsY/2J9vR39bEcmhL9RTdu2GgWPNmjVk7Mng3s/v5ZFfHuHE1hOc3Xu20rF+fu5nMv7O4J7p9/Dc5udoO7Qt347+lkvHL8mez4ktJ4iLjKvkaRzsG8yxzcfIu5xn8lr8Pfdv/IL8eHLtkwx+fTC/ffQbRzYeAaDz+M4cXn+YnMwbkaAH1hygpLCEm4ffLLm/XYt2UadJnQoRxsDhOzqy7Zm+dH1zJYlL98i3Z97faPw0TP51MqP/b3S13zd9u4l/fv2HCd9P4KXtLzF+6niiGlbuF0zd3yunr3B4w2F8/G70BTsW7uDX93/l9ldu58WtL3L7K7ez6t1VbJ9bWaz59f1f6fN0H57e+DRqHzWzHpzFsteXMfzd4UxeOZnLJy+zdtZayWP7X/dn3OfjWP3Bak7vPk3R9SJ+euQnUu9PrRBhABq0bYBOq+PUzlOS+5HCVREqzqzjYk2fa0k7jD3vC9cXoq5TuR8SKckErqbqNz5sbJhNEZ2GZ7uqg0bpkVLy1zjGWGouCtL4+ywVMSgV+SLXLxeuL6RgbQEN0xoysfFE/H3L+4Gt5zYz8pc+XC6Q//Y5g/adUiWXm6tF6MkYz5GlkIuYMeAN8wuBQFCOiIwR1DTEbMDDqInRMIXXc/nmybvpdPtYhjz2CqXFRaz89kNmvf44j3w6G4CSokJuG/Mv6jZOoriwgNXff8qPrzzCU9+tQK1W067PUH6fO5XbH3quwjN9z4aVhNeuQ+PWtwCw6NPXyTqVzvhX/0tY7Trs3/wb0567l2d+WMXQju1l2xdVqw6duvZk1aJ53DvpGYoKC1i3chFfzV7Jr0vmVaw3ZMx4Hr3zdi5fzKR2nXJX6rSNaygqKqT3wOF2XSOdTsdzD99FUHAwX81eQZlWy8dvPMsrT9zHV7NXVKx37kwGWzat45Pvfubs6ZO8/PhEzp05RcP4BL6avYL9u7bzzouPccut3Ulu2wGAlx+fiH9AAP/5biEhoWEsnvcjj08YxvzfdhAeEWlXuwXezdbNGyrlf27TPoWUrj3d2CLbMBRfNT6Xth06U6dRAtfmLqJWr1Qixw7jmX93ZUPGagCCAoJ4YPADBPnLp0CSwpbaEKYwiCpydUkM60hFdxgv12XrZOsd2Ft02h5vd1trthius8G7V5uhJS8jr9KxbYm2MYUlotHBNQd5rsFzAJTklxAWG8YDcx+oSJ+ye/Fu9Ho9d3x2R8W3bNwX43ix0Yukp6XTrGcz9MU3PPGLi4vZs2cPI0eOJKFZAn7N/Rj3xThea/FaxTrZZ7PZPmc7r+17jfC4cAB6Pt6TwxsOs23ONgb9e5Bku6+evkpg08r3qU/nPvy8+mf+3ezfxDaLpVHHRrQc0JIWfVpUWq9ucl36P98fgOiEaNKmp3F001GSeiTRqFMj6iTWYceCHfSa3AuAbXO20XZIW/xDpNPTXEy/SJ3EOpWWLXpxEVt/Kn9nIwN9OfvIbK7Xi5DcPrpxNEPeGCL5G0D2uWyiE6JpnNIYlUpFVIPqY7Gq9/fixYu888476N/Toy0uN14Oe3tYxe+r31/N0LeGVqR2q3VTLbKOZPHXj3/RcVzHivV6PtaT5r2aA3DbQ7cx84GZPLrkURqnNAYg5e4Uts/dju8w32oRcKVHSmk6pimd7+nMrIdm0bBtQ/yC/Bj86uBK6/kF+REYFkj2mWzZa2CMsyJUpHD0e1gVS/tcc+2QK4we2CsQlVrlkP5cILCFqt94ayM6TdU7gvJ+RttG65Dn29Z6cXJCqTlHEoB6x+rxcO+HmZ42nfyifPZf3M3whT2ZN2IV9UIbWN8YG5AbZzorIiTrwjmLa9g4C3Mik6nfvWV+ITCNiIoRCJSDiIpxLGJGIFA8aYtnUrdJMgMffKZi2djn3+et0alcOnOS6AaNaH1b/0rbjH3+fV4begtZGceIa5xE2x4DWfr525zct4PGbcqFl13rltG212BUKhXZWef5e/UvvLJgM+G1YwDocccDHNm+ib9X/WJSiAEYNOpuPnvvFSY++jQbVi+jXsNGNG3RqtI6rdt1omGjJqxeMp+7H3wCgJW/zKZn/6EEBYeY3P/QrsnVlhUVFlT8f8dff3Di6EF+2biHmLj6ALz64dfcObAzB/ftokXr8rRJOp2Ol9/7nOCQUBo1aUa7lK6cPnmM/0xfgFqt5qbGTZg17b/s3LaZ5LYd2LtjCwf37WTV1mP4+ZcbwCa/8Bab1q5k4+qlDLtjosl2uxIRDaMs5IpwemqqAbniq7o6MWQvWEJo7870e2U/X44Dva+aewfcS3REtE3HsqdwvbP2WVW4MGCvh7cl6bosbZst4lVV717jYzsyVRxYJholpiZWRGQUXisk7bs0vh3zLU+te4qoBlGc++ccl09c5vmGz1c+jyItlzMuA6Dyv5EGLzs7G51OR7169SraHRgWWEm0OH/wPLoyHe90fKfyPou1BEXKC4mlRaVoNJWvdZ06dXhqxlNcLL7IiW0nOLHlBNPvnE7HcR2547M7Ktarm1y30nZhMWFcv3S94u+U8Sn8NeMvek3uxfWL1zm07hCTlk6SbYsUfZ/uS9cHurJvxT7W/WctF5vHMeSu6Xye0piqVQDqt6lvcl8dx3Xk6xFf827Hd2nWqxnJfZNp1rNZpXWq3t9atWox4Z0JaJI17Fi4g3P7z9H1wa4AFOcXc/nkZeZNnsf8KfMr9qHT6ggIC6i0X+NrFVontHxZC6Nl0aHkXcrDt2F1IQbKhYIhbw7hgy4fsGfpHp7e+DQa/+rviG+gLyWFJSavAzjmnbUGR7+HUljSP5prh5xQo1Kr8GuuvHRvAoGlWBL16ihh1FZMvX9Vv7tS1FPV4/GRj/P1kq/Jyc8hPfsIQxf0YP6IVSRENjW5raOQG2c6GqWIGFLikwFTIpS3zS8EphFiTM1BpCgT1CSEECNQPOfTD3N891Ze7N+q2m+Xz50iukEjLp09yervPuX0ob3k52Sj15cPyK9dPE9c4yRCImqRdEsqu9YtpXGbW7hy4QynDuxm9NPlhqcLJ46gKyvj/bt7V9q/tqSEhjExZtt4a/e+fPDvJ9m9/S9W/PwTg0bdJbne4DHjWTpvBnc/+ARXL19ky6Z1fDFzqdn9fz1nFUEhlcWaSXfd8GjNOH6UOnH1KkQYgEZNmhEaFk7G8aMVQkxcvYYEh4RWrBNVOxoftbrC2xogqlY02VfKDXrHDv9DYUE+/TsmVDp2cVEh506fNNtuQc1FLqWAJ+e7NrTbcG6Gv7eE5/LVyFKWz4JPV8Omj0bQpIF8bQ1PxZLoGmtxlLe7LUKTuWObEk5svQbmRCO/YD+iG98Q8O5ocwcvxL/AlplbuP3l2ynOL6Z+m/qMnzq+2r4NNWRUgSp8Iiqn/PBvJS+YFecVo/ZR8/SG8tRXlbYLli+QHBwZTGFh9cLGmloaGsY2pGG7hnR/pDs7Fuzgp4d/os/Tfah1U3kdG7WmilFbVV43xsAtd9zC8jeXc3L7STK2Z1DrplokdK78HTImOiGai+kXKy0LqR1S8U8PrJj1L8b0/YSGfxzlYKdGN1bUl0eEGGNIN2V4Rhq0acCru1/l4LqDHP3jKD/e9yNJtyVx74x7K21nuL++p33xy/Sjwehyb+rBrw1m6tiprPlgDQNfHkhJfrngMfbTsdzU/qZK+6h6D9S+Rn+rpJfpdDqTQsGlk5fIzcxFr9Nz9fTVSkKOgYLsAkJqmXYKMb4mksudYIi1NerN1e1whWAkELgDS55hdz/npt4/v+Z+Fd9dvU5P4frq3y11pJrYWrFMHj2Zrxd/zeWcy5y7fpphC3syZ9hyWtWRTovpaGLi6jl1jKw0EcNYfCorK8PHx8esCOWN8wuBaYQYU3MQYoyyEVExjkMIMR5ETUxLBlBSmE+LW3sy6KHnqv0WWqvcq/e7Fx8kMqYeo599h/BaMej1Oj6aOABt6Q3v0Ha9h7L48zcZ/sRr7F63jLjGScQlJAFQXJiP2seHJ6curSRKAHRpZH5Qp9Fo6D90DNM/e48De3fy/lc/Sa43cNgdfP3RG+zfvZ39u7ZTt/5NtL3lVrP7r9vgJkLDwist89FYVneiajuNUaFC41u5cKxKpUKnKze0FObnUys6li9nL6+2r9DQ8GrL3IWIhlEecikFPDnftZQXYYO2TfjXijFcalzGo7fD1BXQ6q8y9rR2Y0OdjCMjdtxpvLTk2FLCib1pmcxdP22mltKM8m+XT0MfVCoVpYXlfzdo3YA9i/cQWju0WuREpXOopSZkTAh1z9bFZ7oPF30uEkccAIW5hVw8fpHGnctTW9VvXR9dmY68y3kmxY6q1G9bn6uqyoNxKQN5TFK5M4NBfLCE4KhgWg1sxfY528n4O4OOd3Y0uX67ke2Y9cAs9q/aT6uB1Z02AAprh7Bs3oNoun5I7K7TqEvLQK+n7vaTBNe54aBgfH8L/yykML6QwNRAAsICaDeiHe1GtKPNkDZ8O/pb8rPzCY6s/P3RxGrwqe0DVWqy93m6D18N+4ou93UhPC6c8LhwrmRcocPoDhZfF1NU1DtZfGOZf3t/iIJZY2bRdnhb6iTWYd4T83g+7XlCo2+c8+WTlyktKqV+a9ORQeCed9bRKRud0Q6lCEYCZeJIBwZXI/VsG6OE59zc+2cq1arxerXCajF51GS+WfoN5y+f53LBRUb+3IeZQ5eQUk+6josnoUQRw1rxyRvnFwLzCDFGIFAGQoxxDJ41EhTUSOo1TWbfpjVExtbHR1P9kc3PyebS6ROMeebdirRjJ/btqLZecmpvFv7fyxzetold65bTod+Nuiz1mySjKysjL/tKxT7AusJhg0fdzZzvvqD37cMJC4+QXCc8MopufW5n5S9z2L97O7ePvNPi/ZsiPqEpFy+cI+vC2YqomJPHDnM9N4dGiUk27zcpuQ1XL2eh8dEQV7+hQ9oqqBm4Ot+1s5HyItyxczMvn3iWSwVZAPw+rAl/x9ej28tLyLmpFierFA53BvYad5RgHNLcpHFoujOLj2uh4dTYgOPstEwlmSVc+O4CAEVFRWzfvp2S/BKS+5enp2w/uj0bvtjA9LunM+DFAUTUjeDqmavsW7GPXo/3IsKoBoomVkNYbBi3jLuFZa8tIygyiJDaIax+fzUqlaqixkydxDq0H92e2Y/MZuhbQ6nfuj55l/M4uukodZPrkty3empMgGY9m/H3vL8J+SCk4hma9fwsGu1tRHzHeMJiwrhy6gor3lxBdGI0dZrWkdyPHJ3Hd2bquKnoy/R0vMOMEDOiHfuW72Pm/TPpNaUXzXo2I7ROKNlnstm9eHdFlEl20xjOdm1C2MbDdH/2Zzb8ZzR6lYrwjCuA/P39K+0vIppEUL9VfVRqFXuX7iUsJozAcMsFuEYdGxHXIo61n6xl1Iej6P98fxa9uIiAsACa92qOtkTLmd1nKLhWQI9JPay6VgYCUwPxbeSL9oqWkDEhaGI1LH11KUW5RYx8byR+IX4cWnuIuY/P5cF5D1Zsd3zLcWrF16J2o9pmj+EuwcEZKRsd3Q6lCEYCZeHKmkrWYukYoOqzDSjuObf0/TO3XlhwGI+NeIxpy6dx8sJJrpfkMm7RQKbePpc+jW93xak4DW8QMbxtfiGwHCHG1AxEVIygJqCMkZPALDUhGqYo7zrnjh2stCwoPIIuw8ezbcV8fnpzCj3GPUhQWDiXz51iz/oVjHnuPQJDwwkKj2Tr8nmE1Yom++J5Vn77UbX9+wcG0TK1D6u//4SLp9K5udeN1F7RDRrRrs9Q5r77DIMnvUS9Ji3Iv3aVY8t2k5iUTJce/cy2Pz4xidXbj+MfaHpyNWT0eJ558A50ujIGDh9n4dUxzS1dutO4aQtef+pBprzyHlqtlo9ff4abO3aheSvbw+lv6dKdljffwvOP3MWk596gYaNELl28wF+//8ZtfQbZtW9HIaJhlIur8l27gqpehHr0LGc5B7P3A+VelBMHTOSvYYFEZlxlwAMzWbjycS61cV6hV3uNO+42DlU9vuYmDQGdAlxq1LHWcOqstEzaTC1ll8o4uuso/7fr/wDw8/Ojdu3ajB49mkaJ5am0/IL8eHzF4yx/Yznf3/M9xXnFhMeF07RbUwJCpSNkhr09jIVPL2TauGkEhAbQ8/GeZJ/LRhNw41zv/OJOfvv4N5b+eyk5F3IIrhVMfId4kvtJizAAbbu1Zdmry7h48iJ1O5enumrWsxm7Fu1i3afrKMwtJKxOGE26NqH/C/2tjuJs2r0pYTFhxDWLIzzOdASmSqViwvcT2DJzC9tnb2fD5xsoKy0jom4ETbs1ZdjbwyrWzY8JpbhVPVrN3MK1xtHMDg8k5Pw1QP7++qn82PDZBi6duIRaraZhu4Y8OP/BahG05uj+SHfmPDaHXpN70fmezvgF+bHh8w0se20Z/kH+xLWI47aHb7N4f9pMLWXny+BGVjdUgSpUoSo0sRqOpR3jj2/+4LFlj1VEUN31zV181PUj0r5PI/W+cg/vXb/sovM9nS0+ricIDu4SmZUiGAkci63Pk6trKlmDtWOAas+2Ap9zS98/c+sFBQTx8LCH+WHVDxw+dZiisiLuXT6KT/pOY3Tzux3XYBfjLSKGN80vBAJBdYQYo2xEVIz9qPTGSbkFkuTm5hIeHs7AzzbiG2g+f7Yz8HYhZu57z7Jj9aJqyzvePoaxz73HpbMnWfnNh6Tv3oq2tITImHo069SNIZNeRqVScXTHnyz57E2uXDhNdIPGDJ/8Kl89cScT3/6aVl37Vuzv0Nbfmf78v2jcpiOTPptb6Vhl2lLWzvySnWsWk3M5i+DwSG5u15H7n3iBxCRpY9Tw7q0ZO+ER7rj3Ecnf+7S7iSkvv1cp8kWv1zOiRxsaJzbj/6YvMHlddm1LY9Ldg/ltZ0a11GRVj515/gz/efN5dmzZhEqlJqVbL55+9QOiapd7IU//7H02rV3JzOWbK/bx1nOPknc9hw++nl2x7NG7BtGkeSuefOU9APLzrvPtf95m42/LuXb1MrVq16HtLbfyyDOvVqpJ4w6ECCNwFVkXzrFk/oyKv7ewhTWsAcDP148po6dQt3a5MVpTUMLIIV8QciGH+b89SZ5RlIKj0GZqyVuQV225wQve2dvbi7uPbyvOaHdVY5gUQX2CHFbwuzi/mNeSX2PYW8NIGZ9i0z4Mbf7tt98oLi5m1GujHC7iFeeVt3PcF+NoM7iN7HrWGEg1BSUkrNrPqR5J3PzNH3T8v7Xsn9CZ5J+28c3J9yjM8/GY59JRQuqFQxf4ctiXvPz3ywSGKcNL317cLTILvAt7nqeSQyUUrC2ottyRfboteOo32NVoy7TMXjub3Ud3Vyx7o9vHPNhushtbZT9ZF84JEUPgsYiomJqBEGKUjRBiqlNamMeqyT3IyckhLCzM5LpCiLEAIcTUTKxJS2YNBfl5DEltwSvvf0n3foPNbyCQRQgxAldiqBFzkpPMZCb6/7mhTxwwkbZN2lZaNygrl7F9PqE4IpCFKydTKhOtYCv2GnfcbRxy9/HtoZpRrr0/gV3kjXKmhAI5Y1hV7DGOnd13lqxjWdzU7iYKcwtZ89Ea0tPSeWXnKxYVZ6+KcZsLCwv5+++/SU1NJeyOMIcY8HQ6HflX8tn45UZ2L9rNK7tekY2msdZAGnH8End1/RD0eo6OuJmgC7nU/+s4mhItixc+xOleza2+v+7AGiOq8fMH1dMJHfn9CLoyHc17NXd+w12AMDALHImznB58k3wJ7ue+MWze0rxKKUENOPobrIT0p/ai0+lY9Mci0vanVSybfMvzvHDrmxUpPgXWY40YJIQjQVWEGFMzEGKMshFiTGWsEWI8c0RUwxAijHeg0+m4ln2Fud99QWhYOKm9Bri7SR6NEGEEriala08C4kL4ZM0g9KXlIkzvDr2riTAABTFhLJv3IKP7f8qA+2eyfPa/0FuZmskU9hbMdkfBbSUd3x6sSctkTiiQS4VljCPqb2z8YiMX0y+i8dVQv019Jq+abJMIA5XbHBgYSLdu3W4sd0Cqmuyz2bzV9i0i6kZw55d3yoowtqT8uZYQzXf7XyN59jZaf5dG2JlsSoL90JdA41//4XSv5h6RdsvSFHmmoq0Mz2JSd9vryCkRZ6UPFNRM7H2eNLEafJN8KT1SWml56ZFStG20bulftJlaSREGHPsN9pbINLVazcjuIwkODGbN9vJI6M/+/oCrhVd4v+fn+KgdN7arKRgcmwy0aZ9CSteedq8rqDmIejE1A5GiTNmIFGW2o7zZpUCgAJwRDZN1/iwjerShTmxdXvngKzQa8foJBK7AUZ50Rdoint8+mZzSawA0u6kZA1MGyq5/pUUcq36YyNA7ptHt5SX88cFIm49dFXsLZrur4LZSjm8vluSht0QokDN6+bbwRR2ixjfe/joC9VvX55mNz9i1D2OcLaLValiLT69+anY9Ww2kRbVC2Dm5F7sm9SD+t4O0+2oj9f88TsLK/fz+8WhA+XU+LLkHUs+fMcW7ikGDzc+YUj3dPVnkFSgPRzxPvg2rCzHgPnFQru/UxGsc9i4ruTaOLahUKgakDCA4MJhFf5Sn0v7pn+lcLbrMl/1nEqBxbNSzNXhatEjWhXOVhBWAvTu30igxqVr7rVlXUPMQYkzNQIgxAm/E80ZCNQwRDeM9xNVvyJZj2e5uhlcgomEEluIoTzq9Xs9LGyez7+IuAGqF1eKefveYLdZ9uldzfv9wJD2fXsi1xrXZ+5DlhbjNYa/nvrs9/919fGdjiVAgJ0gpLRWWMUoR0eQMoXqdZRl39T5qTg5oyckBLYn9OwN1SbmhVKkCgzGW3ANLoq2KtxdTvL3Yak91JXu6K+X5FHgHjnielCYOyh03oKPjxARvjUzr1qYbwQHBzF47G51Ox6r0Jdy1ZDA/Dv6FUH/TaUicgSdGi+Rckzao5ly7Wk1csWZdQc1EiDECgXsRUTG2IWYlAkEVnFUbRiCoCSjJM8+RnnSz//meuQd+BMBX48t9t99HUECQRdvuv7cL4Scu0+3lJeTG1+Zkv2Srjm0Kez333e357+7jOxNLjW9eIUi5odqglIEUoHB9IbpsnVXCQOYt8eXbKlhgqIq558YaI681nuqe4OnuFe+UQDHY+zwpTRx0RXuUJj45kvZJ7QkKCOKHlT9Qoi3hr7N/MOLnXswetpw6wa4b0HhqtEh4hPQ8W2q5NesKBALvRUTFCLwNzx8NCQSCGoWIhlEu61cvZcn8GWxcs5wl82ewdfMGt7bHlCedNezJ3MHLvz9R8ffYnmOpF23dJPfP1wdzYkBL+t8/g+h9Z63aVuA6tJlaSg6VoM2Uzp9vDQZjlzFyxi5NrAa/5n4eYTCWM8Q74ppZS2BqIIG9qgslJtujk/bUVtJ5WYqp50bq+TOFJRE0AKUZ1VMsmVruLjzpnRIoH3ufp8DUQELGhBDUJ4iQMSFuj3p0dnus+f5J4chvsTNoflNzHh3xKMEB5XOSfy7tZeiCHmRcO+6yNjhqjOtqYuLq0aZ9SqVlbTt0lhSPrFlXUHMRtoGagXCWVi4ii5P1iNmJghEPtOsRHbxAYBvrVy8l/fCBSsvc7Zkn5zF35tQJmjZvZdE+rhZe4f6Vd1BSVgJA19Zd6dCsg9Vt0fuoWfPN3Ywa/AVDxk1j/m9Pklcvwur9CJyHM6IhvNEzX2kpZ1RqleRyufbcPvFHtIG+rPn6LjBKLai083IEVZ8/KBdMirdXrx2jjlR7RFo2T0BcR4EUSosAdXZ7bP3+Vf0W+yb5EtxPeYbW+Nh4Jo+azDdLvyH7ejYZOccZvOA25gxbTqs6N1da1xnR4p4cLZLStSeNEpMsuibWrCuouYgUZQKBexEpyqxDRMQIBO5Gr6fJ5HsJ/fsvd7dE8QiPF2WSdeFcNRHGgDs982Li6pHYrHoasPTDB8i6cM7s9jq9jsdWT+Tc9dMANIprxNCuQ21ujzbYn2Vz7kevVjH4zmn45skX0ha4FmdGQyjFM99RHsZKSzljbXsO3XELST/v4ta3V9q1H0/B+PnTxGoITAmU9FQvTS8lb0EeBWsLyFuQR2FaoeT+fON9rVpe0yhMK7ToOgoENQFrv39S3+LSI6Xkr1GmgTUmKoYnRj1BbFS5onW54CIjfu7N5tM3IsK3bt7glGhxT48WiYmrR9PmrSxqrzXrCmouwk7g/QinaYG34NmzSy9GRMO4Hrd17CoVPtdzSXrkLgJOprunDR6AGFwpF1Nii7s98xrc1FhyuSUC0X+3v8/GU2sACAkMYcKACWh87DOmF8SGs2zeg4SfvEz/B2aiKrMsHZDAuZiMhvACHGkctjfljKOxtj0nBrZi8xtDuOXT9bT46UZ+faWdlzOpmpbIN8HXYiGyJl0na/HE9HYC5WAslis9NZezkPvmlh4pVey1iAiNYPKoyTSKawRAXsl17loymCVH5svWcbHEGcgSUrr2ZNjYCfToN5hhYyfQKbWHQ/YrEHgqwl7g/QgxRrkIG7bliFmTQKAAjv33e5LH9CPpgbEcWPAb2qha7m6SQGAxcmJLk2Yt3e69Zmvqhk2n1/PRljcAUKlU3NP/HiJCIhzSpsvJdfn1+4kMGTeNri8vYdP7IxyyX4HteGs0BDinuLrSUq5Z257dk7oTcfISPZ9awPUGUZy5ralN+/FkjNMSlRwqkVxHLi1bTbpO1uCN6e0ErqFqOi5jHJEm01Mw9c01vEdKTP3nd82P+5vfzxzVHA6cP0CprpRHfh3P482ephah1dbPuXbVYePjmLh6bh9rCwRKQqQpEwgESsfzLQwCgRdQFhbOkWnz0VzPpemku1EVi5RFxgjvFmUjlR6hSbOW9Ow/xE0tuoEtqRsy887z6K/3oEcPwICUATRt0NSh7TrVuzm/fzCCm6duovW0zQ7dt8B6vNnLX844XLStyK79KiXlmgGr2qNSse7JoZxun8jAe74n8kimbfvxEvQ6vVXLoWZeJ3N4s6ArcB5SYrkxNSmqShOrwTdJOs2hOlKtqNR/hqil/DX55C3Io3RDKSPOj+CWWrdUrPP54f/jN35DR+XvsLOjxbMunOPoof0Oi7wRCAQCJSGiYpSLiIqxDDF7UiDi4XU9SujMixvcxJFvZtPi7iEkvPgY6f83FVTSRYgFAqWh5GKa1rRNq9PyyK/juVJ4CYDmNzWnd4feTvHA3H9fKhHHL3Hbi4vIvSmKjL7V69kIXIe3evnLGYG1p8rT33jLeVqDwft8Xo8R3Hfye4YM/ZYFm5+iMLq653JNQKWWHmvILRdIYxB0KxUab2Z75JmgZmBJCsyaFFUV3C+YfPIpPVJascy/fbmjhKOjO21FLoLJBx8GXhlIRIsI1h5cC8Bf/MV1rjOUoWjQOL2Oy9bNGyqlQ2vTPoWUrj2ddjyBQImIqBjv59a6Ufx1XhSHF3gmwkVLIFAQeTd3JP2jr6m9/Gfqf/6Bu5ujCEQ0jOeg5GKahrYBJr0EP976JlvPlUeoRIREcHffuyn+s9hpHphpbw7lZL9kBtw/k9r7zzpsvwLTyOXf90Yvf02sBs1N0ufjLTVwrMHY+7wkIIC5d96JJr+EQWOm41MonaLL23FnJIe31cUITA2s5NFferjUrV77AuVjyXtW06KqgvsFV6pjFdglUDG13MxLvDJEAAEAAElEQVRFMKlQ0TOkJ6N7jEb1P4e6/ezn11pr6TNipFPruDi7Jo1A4EkIG4JA4B5EYIF5ataozgMQD63rUUI0jDFXBw7n9FOvUP/zD6i9dL67myMQeA1bN29gyfwZbFyznCXzZ7B184ZKv/9+ai2fbS8XQNUqNRMGTMA/x9+pxZf1PmpWTx1PdkI0Q+6YRvD5aw7Zr0AeJaU2cRUBnQIkl9c04x5UN9rlREQw9847iT58nr6T5oCu5olT7krNV/Vd9Ib3UpupreTJD+XfjMKthR4tMAmch6l0XOA9aTKtpapjhFJS/1kq/HRp1YV7B96Lr0/5vd15ZRsPbR7PxfxMM1vaTs41ae9wueUCgbcjxBjvRml2PMENhF3bNDVvBi4QeADnH36KiyPupPGLkwn9+y93N8dtiMGTwFGY8xLMyr/AY6snVtSFGXTrIBrFNXKJB6Y22J/lcx4AlYohd07HN0/UiHIWcoXrvd1A6s01cKxFymh3vl49Vn14J02W7qXzu7+6oVXuJzA1sMIDPbBXID5RPk59L7y1Lobct6F4e7FHC0wC5+LbUFqI8e/oT2CXQBe3Rpko5TtmifDjG19+P1sntOaR4Y8Q5B8EwD+X9jBofjeOZx91Stvkas84uyaNQKBkhD3BuxFijMATEUKMoEaj2I5bpeLkW59wvX0nmj56NwEZx93dIoHAozHlJVimK+Ox1RMr6sK0iG9B93bdAdd5YObHhbNs/oNEnLhE/wdnoiqreV75rkApqU3cgbGh3ZDqRXCDQ02asempgXT8z1pazN7m7ua4BU2shrIrZRSuL3R6ZIrFdTE8DHPfBk8VmATORe65MRj0BeUo4TsmJQgZU1Ucaly3MZNHTyYyNBKAM7kZDJ5/GzsvOP47ExNXjzbtUyotc3RNmqwL50ym+BUIBAKBAERUjClqniukghEPqsAYvZ8fR7+YScsx/Uh6YCwHFvyGNrLmPCPCe0XgSEx5CX6+40PSzmws/zs4nDv73IlaVW4UkSq+7CwPzMvJdfn1uwkMHjeNrv9eyqZ3hwMQcSwLna8PufG1HX7MmoZSUpu4C02spsYUfJbDVMTC7yEdCOt3iZ5Pzie3QSRnuzV1cescQ/GBYsoyy/CJ9cE/Wd5gWBW5iDFnFMO25J0ryylDm6n1qMgtqW9GVWpS4XWBZbhyrOHpyH3HtJladNk61JFqp1+3wNRAfBN9K44HmDx2bFQsU0ZP4dtl33L+8nmyi64w6pe+fDPgJ/olDHZo21K69qRRYhI5164SHhFVSYTJunBOcrmlbN28oVJ0eZv2KaR07emQdgsEziQ+OpiMS/nubobASdxaN4q/zosUjALPoWZYHgQCD6UsPILD0+ajyblG00njURWLlEUCgSPZfWkHH295EwCVSsX4fuMJCQyptI4rPTAz+rTgj/dHcPM3f9D6uzQAOn38G72niHpRjkDKk1UTLwxdNQmTAoBKxYqO/TjTMZHbJ/xA5NEs1zXMQeTOy6VwfSElB0ooXF9I7rxci7d1ZcSYOa9y8Nx0XoZvhn9H6fOrKcKvwDqUEO3hqbij9ptxDZuq9WykCA8J5/GRj9OkfhMAirSF3LdiNDP2fuvwtsXE1aNp81aVxBZzdRLNIZfi9+8tm0R0jMAjEE6e3o1iM93UcESwgTRiJiCosXhKZ13cMJ4j38wmZO9OGr88GfR6dzfJ6YiBksDRSKUmK6SQF/56nDJ9GQB9b+lLYv1Eye0tmWQ7in33d2X3Q9247flfiF97kIttGhC3PQOfYpHOxhEYjF2am8rvpTZD65HGXjm0mVpKDpWI9EcymBMAdD4+LH3tLvLiwhk6diqBl/Nc2Dr7KD5QjO5iZdFEd1FH8QHLnDhcHTFW1fAsJ154YjovTayGwJRARdS0EHgOrhxruApnf5M8qfZboH8gDw19iPZJ7QHQ6XW8sPFx3v3zFfROnN+Zq5NoCXIpfndtS7NJ2BHII9K/OQ9hYxAIBEpACDEKQSiFAlPktevE8Q++JHrpAup98ZG7myMQeBxVU5Pp0bOc5WQVZQLlObz7duzrjqZJsvntYWT0bcGAf80gLyYMTVEpMbtOubtZbsMZhhztqcr7Uqrhxhrc4RXsiZiLWNA2CGbZvAfwLShm0F3T8SkqdXELbaMss8yq5VVxRzHsql7lPuE+kut5Yr0YEFEOAmXjbJHEFd8kJdZ+M3VdNT4a7up7F73a96pY9vnfH/L4mnspKStxSntM1Um0FLkUvwasFXYE0tgbuSQwjxBjvBdPcbSuaQhbd3WEECOokXhiJ31l0EjOTHmZBp+9R61lC93dHKchBkfWc+ifPWxav4pD/+xxd1MUS9UCprvZzUEOAhDkH8T4fuPxUUsbAF1NtxcX0eX15fz18u1caxxN11eXUhwaQP20dJe1QUlRFc4w5JRmSBvWPdXYC57lFawEzEUsXG9Yi2Wz76fO/nP0mTQHdMp/NnxipfswueVSuFs48MY6Tt4Y5SDwfJwtkrjqm6S0PsOS66pWqRncZTAjbxuJSqUC4JfDc7hryWByi3Mc3iZTdRKNMRWJUXUcLYU1wo6gOo6IXBIIBAKB8vHcWY0XIRRCgaWce/RpLg0fR8ILjxG6Y4u7myNQAIvm/sCmdas4tH8Pm9atYtHcH9zdJMWS0rUnw8ZOIDG1Nb/5rK1YPrbXWCJDI93Ysspcrx9J8uxt3NXtI4oig/ApLhcNGmw66pLjKymqwhmGnMK0Qoq3S6dqUkeqFSVCWYOSvII96RqaEh6yOsSz5uu7SFq8m87v/erGVlqGf7I/6jqVh/bqGDX+yaZrsVTFUuHAGffZHVE5AkFNw9kiiTZTS9HfRZK/OfqbZEuf4axvlLXXtWubrtw78F58fXwBSDuzkaELunPu+hmHtktKRGnboXNFDZmsC+dYtWS+2UgMwzi6XadUyeOYi5oRmOZ0xnGrlgtsRzh+ei+e6HBdExA278qIWY2gxuHRnbNKxYm3P8Xv/BmaPno3/yxcS/FNjd3dKochBkXWceifPVzKulBp2aWsCxz6Zw/NW7Z1T6MUTmSdaD7c+DZFZeXiQufkzrRJbOPmVlVm96Qe7L+3C0m/7KLNtE0EXS1AD9TdcgKfolLKAnyddmw5I4Jvoq9bDKEmI1dird+f1PkZ8G/vT2l6aaXf/dv5E5jqGamElOIVXJhW6HHXUBOrkX2e0oe2Je31waS+vpxrjWpz6M5Orm2clYTdEUbxgWLKMsvwifWxWoSxFGfe58DUQHwTfdFl61BHqoUIIxA4GJPCvQ3fVmOq9g1VccY3yZo+w5l9ly3XtXVCax4d8SjTl08nvyifw1cOMHh+N2YNXUJytOPGpylde9IoMYmca1cJj4iqEGG2bt5QLQoDyiMxwiOjqs0nYuLqERNXjzKtttJ2xsKOQOAJxEcHk3Ep393NEDiBW+tG8dd5EaGnNLo1jWLTUXFfQETECAQeh97Pj6NfzEQbEUWzB8bicy3b3U0SuIlLWeetWi6Aj7e+yb6LuwCoE1mHYd2GubdBMmiD/DgwPoU5fzzLglWTOXdrAqhU+F917oRBSVEV5iJXbMHUeagj1C5Jo+IsT1wlRBJ4a3q0nY/35J/xKfR6cgH10o65uzlm8U/2J6hXkNNEGFfcZ5HOSyBwHnLf0NLT9tXDMuXsAM79JlnSZzi777LVIaJRXCOmjJlC7fDaAFzIO8ewhT35/dRak9tZS0xcPZo2b1UpEkZKhDGwad0q2RolhuiYHv0GM2zsBDql9rCoDaIQvTwN4xOsWi6wH+EEKhAI3IEQYtyMCNES2EJZRCSHpy1Ac+0qSZPGoypxTnFHVyIGQtYTHVPXquU1na3n0vji748A8FH7ML7fePx9nWOodBgqFRdSGvPLisf5/NJ/KKgb4dS0T86MqrCm3eYiV2w15Jg6D7mC5o4UofLX5Ds17ZtUmi1XpglTkpDnUFQqNn48mnO3JjDonh+IOJbl7hY5DUueF6+9zwJBDUETq8E3qXp0bemRUru+Fab6AP+O/i6vOVUVZ/ddljpESPWz0RHRTBk9hZtibgIgr+Q645cOZd6BGdWO4ygxw5KaLqZqlFQVdsxRtRD9qiXzhSBjhLkUcgLnIGwQ3olHZ8HxYoT9uxzhZiaoUXhTh1x8UyOOfD2bFuOH0viVJzj+wVfwv4KPgppB85ZtObR/d6X0ZHVi64q0ZBJcL87l8dX3okcPwICUATSo08DNrbIeS1NqaDO1NqX1MRgRKh3DAR6s1qYCkTOK+Hf0JzDFdkOOwfhUeqS6169PrA8cqL6No9Ko5K/Jr3ZcZ6R9M06z5eo0YUpJj+YMdL4+rPxxImP6f8bQsVNZ8NuTFNYOcXezHIqlz4s332eBoKbg21D6W2hPejJTfYBvvPPSqlqKK/ouc2nSqvazvkm+BPcrNwSHBIUwacQkfvrtJ/Yd34dWp+XJtQ9wOvckz6a8hkqlqpZKrE37FFK69rSprZbWdMm5dtVuMUAq+uZMxnHOZBy36xy8DbkUcgKBwHpEijKBUhEzJoHAg8lrn8Lx978gevE86n31f+5ujs0ITxTbGTHuXrr1HkjzVm3p1nsgw++Y6O4mKZJXfn+Ss9dPAdC4bmN6tnPMhM+V0QaWptQoTCu0K+oiMDWQwF6B+CX7Edgr0G4PVltSgcgZRRxhyAnuF1zNE9i/vT/+yf5OS+2lzdRKGrzAeVEE7kgTpoT0aM6koNCPX96eiF9uEYPu/g6fIvvS+CgJa54XpdxnV/a/AoG34QxRQqpvAOV8B1zVd8mlSZPqZ0uPlJK/5kbaWT9fPyYOmEi3Nt0qln2y7V0m/3YfZ8+erCZmmIpYMYdUBIYUlgo2pjAVfWPPOXgj1kYaCexH2CIEAtchomJERIxbEQ+ga/GmaBhjrgwZTcCpkzT49B2KGsZzZfAodzdJ4GKat2xbI6Jgsi6cs8lDbGX6YhYcmgWAv68/d/W9C7Xafj+EqhEOzo42sKQIrJwx1Zqoi0remgfK92/PedlSvNZZkTkGgvsFo21TPWrIWUXCTdamcVIUgSOLMZuKsKr6m7cWWje8F3kEMGf4HUyYNYM+j89l9dTxioxGtTYqztrnxdx9tjUqz1JcHe0lEHgbzvrOGvqG0ozy8ZFvvGOjPu3Fnd8ouX629Egp2jbairao1WpG3DaCqLAolm5eih49Px+aTXrmYfrRm0Aq93X2RKxUjcA4mX6kktjjqNRY5sQcR0TdCAT2EB8dTMYl59biFLgeERUjUCLKGRUJBAKbOffYswScPkHCC49RXLc+eRZ4NykF4YEisAS5VAzmxJmL+Zk8u+7Rir9Hdh9JrbBadrfHVWmmjNHr9GaX22t8d4SQUxVbvW6dbSwxTuFlyXJ7kI3waea858VR3s6mDN5yvznjGrqTqu/FuQYNWDx0OGMWLuRao9psfWmgG1tXHVtEClueF7n77GyRxBn9lEBQE3HWd1YTq1H0u+iub5Sp/lRqnNb95u5Ehkby05qfKC0rZU/2Ts5yiru4i0giK9azN2IlJq5exRg6Jq6eU1JjGaJvqkb0GHBE1I1AYC9CjPFOhBijPLo1jWLT0Zp7T5Q7QvJyRDSMa/HWaJgKVCpOvP1f/M+dIemRu/ln4VqKb2rk7lYJBA5BKq/03p1byc+/TvrhG0U9quaY1uv1PLv+EbKLrgDQOqE1N0fcTMmhErsMDmbTTDlpcq9SS3vdGy+31/hu8GCVWm7r9ZLyuvVtVm740aI1uV9vMejLXYPgvs4Rog3RCFXr4Vjr7WzK4G34v9RvSjbA2YKUwHkoOZk/auVx28e/cq1xbQ7f0dENLauOrSKFVP0kuefFXISUJcevug9rImgcGe0lENR0vOU76wmYqlMnN05rk9iG8JBwpi+fTl5hHpe5zHSmM45x1Ke+U4q5GwszjsQQfbNzWxpnMo5XLBcF6QUCgUBQk/CumbJAUIPR+/tz9MtZJI/pS7MHx/LPgt8oC49wd7NMIqJhPA9b04PZg1xeaWMRBsrFmUaJSRXtmn9wJr+dWAlASGAIg4MGk7/whpeTrV7a7kgzZWrfxsudndLLVoy9bktPl1J6uPwf1JyUQq5KhyJVCNi3oa9Nx5QT5ky9A95oDJd793Y83pNaedn0fmI+1xtEca5LootbVh1bRYrCtMJKxkGfhj6S9aHMRbtYcvyq+1DXUaO7eGM7c32CKwpuCwQCgTMI7hdMPvlWOUnEx8YzZcwUpi6bysXsi+STzyz1LN7r/F863dLDFc12GDFx9Rg4bKxb5hMCgSWIqBjvRETFKI+aHBUjZiwCgRehjYziyLT5aK5epumk8ahKStzdJIEXsXXzBpbMn8HGNctZMn8GWzdvcMlxrUlXYBBtzuSe4t9/PFWxfHS70fjur1yg3dbC5e5IMwWWF5kNTA0kZEwIQX2CCBkTImlMlcM33teq5dagidWgjlRLpnSrKcW25Qr4Ogq5QsC2iDCFaYUUby+W/E0dqa5RxnDZdy/Ol43/N5rznRszaPz3RBzLclMLb2DLfZF6bspOl1UqIC23XtX319zxpfZhLMJI7bMqriq4LRAIBAa0mVpKDpU4ZLwS3C/Y6nFa7fDaPDH6CRLqJgBQrCvm6T8f4Ztdn6LXS6eudRZZF85x9NB+si6cs3kfoiC9QMkIZ1GBQOBMvG+27AGItGSuxevTklWhKD6Bo1/9ROiu7TT695Pg4sG5pYgBjmchlx7MnkmYpRjyShvTpFlLyXXDI6LQ6/U8vnIieSXXAejYvCPNg5pLrm/Ks18OKSOgM9NMGWOpyGKrwd/ZBs6ibUWSy0sOOMa4UdMxGY1gBVLGcgOG56GmGcPl3j2drw8rZtxLfp1Qht4xjYAreRXbXDl9hSlRUzi7/ywAx9KOMSVqCgU5BXa1Zfak2Uy/e7rkb7bcF5MFpI3eS0ueL02sBnWdytMLdcwNIdDSZ9HcevYIzgKBQGANhWmF5C3Io2BtAXkL8ihMK7R7n7aM04IDgnlk2CN0SOoAgB49b2x6jpc2PoFW55oxlLucsgQCVyNsFd5HTbMLegI11TbunbNlgaCGc/2WWznx3mckPvMwRfGNOf/I0+5uksBO3B3Cv3NbmuTynGtXXdIeQ15p42sQFBxSSRwy5Jh+fdHTbMv6E4AwwhjgN8Dh3vvGaab0Oj0qtQptpul6J47C2fncnZVCS5upRXtK2lBQcqCEkgMlNSZNmbNw1HMuZwT37+hPYMqN++OqdGtKoeq7N3vSbP6e+zcAHwLbVdC+wzssWvQIMTc35KZdp+lvtH2jjo1489CbBIY59xm39r5YWkDakudLm6mtFuGiy9JV9I+WPouWrCdqWwgEAmdja90tS/dt7fdTo9FwV9+7qBVeizXb1wDw475vOJN7im8G/kSIX6hdbTKFnFOWcVpggcCbEGnKvA+RokygBLx7xiyo8dRk1fvy0LH4n86g4X/eprhhI67cPgKAoMP/UFT/JnQhzhuom0OJHibuFjpMsXXzhkoTn6pF6Z1N1oVzlYpqGlNWVuaydlQtHiolzuxK38YPp7+tWGcIQ1DtVUESDq+doonVUJhuul6Cp+IMA6clnvDeWuzdVTiqRpBs+j2JFHU13RjerFcz7vziTgDmbzjMA4/P5eSgzzl/9kNarD3Ef4Fp/1tX46chLCbMJe2y5r5YWkDakufLXI0YqX2oY9TosoxqxHhxZJVAIPAsbK27ZU5kMVdvyxQqlYoBKQOoFV6L+evnU6YrY33Grwxb0IOZQ5dQN7S+RfuxltMyc4HTGccVN3cSCAQCgWdQE2vFiFmOi6mpoVcC93DusecIOHWChOcepTiuHnntOpHwzEPkdO3F6effdHfzrMKZQklVoSOxWTK9+g916DFsRQneZ4a6K1JsWreKnOyrLhWGjDEWZ/R6Pa/+9TQllNdGakc7Eikvnq3L1jnce9+ZXpL2YouXpbOx1BPeG4u9uxJHPOeOEnRqAhr/G+JK2biOzDlzlXvfX82m15Zx+uYGdJ67nbDL5enKjqUd48shX/LuyXcJCg9i25xtLH5pMRO+m8DilxZz7fw1GndqzLgvxhEeGw6ArkzH0leXsm32NtQ+alLuTgEnZBw1VUDauD8x93xZEjUjtQ8l9lkCgUBgS6SpOZHFUePHjs07Ehkayfcrv6ewuJADl/dx+7xUZgxdTOs6N1u8H4FAII+IivE+RFSM8qhpYoyoESMQeDMqFSfe+Yy81u1Ievgu/E9nUNCsJWFbN7utSbZEwzgzH7GU0JF++ADrVy912DHsQU4EMSWOOJrwCNMCsnGtGEcU8LSVn/75jp1XtwPlKcn60rfiN8OE2ZHF0h1Vj8PROCOXuSOQql0hhTcWe3c1jnjORQ0O6ynOK2Z6Zi5vRwbR7YuNBGWXT9wb7zkju01pYSkbv9jI3d/czeMrHif7bDbLXl1W8fvGLzfy99y/Gff5OCavmkxBdgH7VuxzSvulCkhL9Semni9La9RU3Ycj+2aBQCBwFHJjl9L06hGEIC+yFG4trKi55cjxY5P6TZgyegq1wmoBkJl/nuELe7L2xEqr92WOhvEJVi0XCLwFJWbzENhHTc6cI3A/wtoh8FpE51qO3t+fo1/9hDYsnGYPjCWvVTuCD+7D53qOu5tmEc4uEi8naKQfPuAWMaEqciKIOXHEkcTE1aNN+xST6+Rcu+rWAp7nrp/hzc3PV/w9hCEEEAA4z5Pf0XVnHIGcAcC44LY7qWrcr0nF3j0RYRw3z8E1B3muwXM81+A5Gjd8no9nbyN+UncO3nELAz5ey0kgwYQQU1Zaxpj/jKHhzQ1p0KYBXR/oytFNRyt+/+ObP+g9pTdtBrchNimW0f8Z7dQaM8b33Nb+xNNEPG2mlpJDJYrpJwUCgbLwTayellOuL5QTU4q3F1eI2Y4eP8ZExfDkmCeJj40HoKA0n4nLRzJ99xc27U/2OBLzAUN9RoHA2xFijEDgXGpS9igxs3YhNenBEigErZbGr0whv2Ubjv33e5pPHE7tFT+j0ukI3bGVaz36ubQ5tgxgTEWEOGLgb0rQcFUhelMYJj1SReldiaEey+mM4+zallbt97KyMrelUNPr9Ty//jHySq4D0KlFJ9q2bOv0NDdS6Zs08e79rNqay9yVGNeu0MRqalSxd4H3kZiayOj/Gw1A1h9Hif9gNXe/vYrrtYK5Hh1C3fM5hO04xTaZ7f2C/KjdqHbF32ExYeRdKk9lVphbSG5mLjd1uKnidx+NDw1uboBe74T8ZFWwpz/xlNpB9tRpEAgENQNr+kJzYoohBZmj03+GBIUwacQk5qydw+5ju9Hpdfz7j6c4eS2dN277GI3aMeMrqfqMAoFA4ImIFGUCdyEsHgKvRETD3EBVpiX+7RcpCwgip0t3Ijf8SllgEGHb0lwuxJijah2Y8r+zJdd1VERITFw9Epslk374gNOOYS9KmfQY6rGUabXVhCEfHx/JbVwhZi06Mpf1Gb8CEBYcxtCuQ9H4u8YIaKh1ULStCO0pLdoMLXkZeW4z5ikxSsccnmKw9WZEfQ7b8Qv2I7pxNADaxtFsvqcz9zd8jrfqR9LvaBZ+gP+FHMJOXpLcXq2p8m6qcInIYgme2J9Yg5LrfAkEAuVgTV8o5aRTFWfULQTw1fgyvv94akfUZu3fawH4fu9XnM7N4OsBswjxC7X7GFC5PqNAUJMQ9WIEAudSU2rFiFmGQODNaDQc/+gbzjz1CnXm/kjM/BmotVrQaqm14hdOv/CWu1tYwdbNGyoZ96Nj4riUdUFyXUdHhPTqPxSgkhijtFB7JU16pIQhuTRuzhazLhdc5N+/P13x9+juownyD3LqMaXQnqqcnsJdxjxRZF1gLVUjAjQ3aQjoFCCeGVtRwWEfH/7TJZF9X4xD2/UjnowKRu+jpuxqGQBlWWUQbn5XgWGBhMWGcWrHKRJuLc/BX6Yt48yeM9RvU9+ZZwF4f3/iCRGEAoHA/VjbFxpEltKMUoq3VxdkjOsWOrqvUavU3N75dmqH12b+hvnodDrWnVzFsAU9mDl0CXVDnf/tEAi8GSHGeBciKkbgDrxjJuUBiLRkAndSElefs0+9wrlJz1Jr9RIafPwmvtlXALh2OZOC3GyCwiKJqO08y4OptGRSdWCkRJh2nVJpGJ/gFEEiOLiyl5hSPJKVQNVIJaguDLkrhdq/f3+K7KLyZ7ltk7a0Smjl1ONJoTRjnjO8LAXeiVREgPaUlrxT7ovq8jS0xVpys3IBKLhWQNr0NEryS0jun0xxaABvAXmLH6HW6SAKNxYCkLc4D00X0+9lyaES1JFquj3UjXX/XUfthNrENInh969+pzCn0Pb2Whn9ZE1/4mmRVd4e8SMQCByHtWMrTaymfB0tLhGzq/a/nVp0Iio0iu9XfU9hcSEHLu/j9nmpzBi6mNZ1bnb48QWCmoQQY7wLIcYoi5oQFaP8WZJAYCUiLZk8en9/Lg8dy+WhY6GsjCO708g4uLPi9/gW7Um6OdXl7ZKrA1OV8IhIo5RljkvTJSUE7d25FR+NxmnCj6dQNVKpTfsUUrr2lFzX1SnU1p/8lSVHFwAQFBDEyNtGOvV4VTFMevU6adHOncY8ke5LYAlyIiKUG47UkWr8k/1d2KLqKN24f3j9YV5t/ioA/iH+xDSNYeIPE2mS2oQrp8tF4rLLZRTvr54CS+db/fqXHCoBoGBtAQApbVPIHZPLnEfnoFKr6HRXJ1oPak1hrvVijK31UCzpTzyp1orxM+XNET8CgcCx2DK2coVzjFz/26RBE6aMnsLUZVO5knuFzPzzDFvQg68GzKR/whCHt0MgEAgEAoF5VHrh9m2W3NxcwsPDGfjZRnwDQ2zah4iIcR1CiLGMa5cz2bZmfrXlnfqNdXhkjKloGCgXQpbMn2F2P8PGTuBk+hGLhQFLOXpoPxvXLJf93RHH8ETk7suwsRPcLk7ll+TRfdbNnL1+CoBxvcfRqUWnSus404BbddKrrqNGd/GGUdW/vT+BXZRphBS4FiULCdpMLXkL8kyu406DuicZ901RcqikQlgxJqhPEH7N/Sr+lrsfIWNC7H52lLJvd78PVZ8p3yRf/Nv4K/YdFQgEAlNY0v/mFeTx3crvOHnhJAAqVLzW7UMevHkyKpXKpe0VCFyBo5025RBRMd6FiIpRFp4WFVNamMeqyT3IyckhLCzM5LpituEChAgjUCKXz52UXe7MFGVSxMTVo0F8Amcyjsuu07ZDZwDJyJVGiUl2DbLM1TFxxDE8EblIpZxrV91+LT7a+maFCNOkfhM6Nu9Y6XdnGnCl0jnpLuoI7BWISq0SxjxBBe4SEiw1dltSVNhcvSNnGda9qZC6pSmwnJnm0JZ9W3pvLd23u4U1qWeq9EgpAMH9TDuMCAQCgRKxpP8NCQrh0eGPMmfdHHYf3Y0ePa9vepaT19J5u/snaNSe9U0VCExRNZtDYrPkinqwjkakKBMIBLYgkiALvAoRDWM5ehkPKLnltmIuGsZA+07SKdHadUpl2NgJdErtYVIYsAdDfRNT2HsMT0ROoDInXDmbfRd3M233ZwD4+vgypueYSh59cgZcbabWIceXm/Sq1Cr8mvt5nJFY4Byc/RzKUZhWSN6CPArWFpC3II/CNNMprAJTA8s9Z2+y3tBu7bGswaRxycMwCF7GSKXAcmbNEmv3bc29tWTf7nofjJF7dkqPlLq0HQKBQOAoLO3bfTW+3NPvHvp17FexbMa+b7l7yVByi3Oc2kaBwFVIpRtPP3yA9auXOu2Ylto6BMpH2BKVhTcHNAghRiCooUTXjbdqubOREkPadujMLZ27VURfOFMYSOnak2FjJ9BORhByt/jgDuTuiTujYcp0ZTy77hF0+nKDWt+OfYmOiK60jrMNuJ5W4FmbqaXkUIkwNLoYdwgJthq7NbEaQoaGENhLOjpB6tl2tmHd094zcxgEr6A+QYSMCZFMXWipYGML1uzb2ntryb5LM0olt5Vb7gxMPTueKPAJBDUNTx3POLPd1vTtKpWKASkDuKvPXfiofQD44/RaBs/vxpmcDIe3TSBwNTu3pUkuTz98gKwL51zcGoEnIsQYgSsQbrtOxptVPKUhOk3riKgdS3yL9mQc3FmxrFGL9g5NS2ath4i5Yu8GYcDY08WRwkBMXD1i4upRptU67Riehrl74mp+2Ps1+y7uAiA2KpYe7XpUW8fZBlypdE5KLfBsSSogV9ZscHd9CFfiDiHB3tRW/snltTIsebadkUar6vPhKe+ZpVhS6NmZhZ0t3bfcvS3aVkTIUOlaia4oSG0vmlgNvkm+FenIjPFUgU8g8AYsGRu4O7Whrbii3db2v7c0v4WosCi+X/k9+UX5HL16iIHzU/lx8C+0j+tkcluBQKlkXThnMs25M1NrixRlAoFz6NY0yuNqxViC8mZJAoHAZSTdnEpMg0QKcrMJCot0eW0YKQxiiBzOEAaqFvRTmvjgbszdE1eRmXeeD7a8VvH3mJ5j0PhU/4y5woDrCUZHS2psuNKw4alGFFtxh5DgCPHH0mfb3LGsFd3kng+lv2fOwBLBxpn7lru32lNatJla2ftgat++8b4Ub69ei8g33td0YxxMcL9g8smvJMZ4usAnEHgyljqMeGLNsOIDxS5rt7XfjYR6CUwZM4Wpy6Zy6dolLhdcZOTPvflv3+8YmjTGoW0TCFyBuTTizs5uIcQY7+HWulH8dd77jP8C5aDckYtAIHAJEbVjFSHAWIMjhQGpgn4NbmpMeEQUTZu3csgxBI7h9U3PkldyHYCUFik0rttYdl1XGHCdaSx1BOYiFlxp2DB1LEObvNHQ7mohwVHijyXPtqljWSu6mX0WFfyeeSOaWA2amzRoT1VPo2NrxJOSIpyC+wWjbWNaKKxJ0XsCgbuwdBzijAhMZ1P1O2iMUtodHRHNlDFT+GHlD6SfS6e4rJiHf72bE9fSmdLxxUr1FwUCpWNKaPHE7BbXLmcqyllWIHAX3hgVI2YWTkSkJXMdIi2Z8nBV4bqq0SzWbitV0C/98AEA2rRPIaVrT4e1VWA7f5xax9KjCwEIDghmcJfBZrep6QZccxELrjJsaDO1lBwokfytaFtRJWOvN0bJuP051Dtv11JCky0Cnyca2VxJx4/WcKFjI87c1tRlxwzoFEDeqbxqy22NeAJlRRKaei9rWvSeQOAuLO37Pa1mmNR30BgltTs4IJiHhz3Mwo0L2XZwGwAfbnmdE9eO8XGvb/DX+JvZg0CgDKRSmDdslEi7jl1cJsI4KirmyO60Sunj41u0J+lm6Tq2AucgomIEzkQIMQKBwGOpGs1irXBiLoR5786tNEpMqhi82SP6CGynWFvMSxsnV/w9JHUIwYGuEfoM2GJ0dLdHtTkPdL1O2kIvt9wWTHmEAtU87p2dasTd98TZuCN9S1WDti2iiqcZ2VxNxPFLtP9sPT+vnMyl1vVdckxHRjxV3a8pcc3d76inpkASCDwRS/t+JUXUWYLcdxCU2W6Nj4Y7et1BdEQ0K/5aAcDPh2ZzJvcU3w1aQK3A2m5uoUBgGUpIL26vGHPtcmYlEQYg4+BOYhokisgYFyPEGOXgbVExyhoFCAQCr8DeaBhLBA+paJaqwok5LMkVayjsZ6/oI7Cdr3f9hxPX0gFoXLcxHZt3dOnxbTE6KsWj2pQHukotnXJCbrm1mPMI1cRr0GY4LvWROZRyT5yJPZEljjKA2yKqeJqRzdVs+L/RRB3NYsi4acxb+yT5dSOs2l6bqaU0o7wmim+85YKCoyKeLEUJ76iIzhIIXIc1fb+SIurMIfe9C+wViH+yMiNMVCoVvTv0Jjoimp9++4lSbSnbzqUxaF5XZg1dQmJUkrubKBBYRNUU5u5wpLRHjCnIzZZdLoQYgcA7UO4IxsMRaclch0hL5rlIDYwsFTzkolkMwoklSIUwVyU8Isohoo/ANs7knuK/298HQK1SM6r7KJfmrLbF6Kg0j2o5D3RnRyHIGTT9kv3wS/YDIC9DPvWRozAYoZV0T5yFrffUkQZwW0UVTzKyuRptsD/LZ9/P2L6fMOTO6fy84nFKQywz5lW9t8Xbi+2KYHGkUGEs/gFWvaPOipxxZ3SWu6OBBAJnYerZtqbvd3uqTwuR+w4qVYQxpk1iGyJDI5m+fDq5Bblk5Bxn0PyuTB80n9QGPdzdPIHAKjzRkTIoLNKq5QLnIqJilIM3RcWIUb5AIHBoMThLo2GkBkaNEpMsFjzkolksiXIxxjiE+cypExX1YeBGYb+jh/ZLbmuN6COwjdc3PUuRthCA1Dap1K1d16XHt8XoaO027jK+OTsKQc5w6ZfsV+FZX7UguKOjIMylRvM2L3db7qkp4RDKr5Fep0elVln8jNoqqniKkc0d5MeFs2zeg4wa8F/6PziTFbP+hd7HtDggF5VmjwjpKKGi6rupuclE/aAqz4QzI2csfYcc3W8rIRpIIHAGljzb3tj3e7JzQcOYhjw59kmmLpvKhSsXyCm+xrjFt/Nhr68YlzzR3c0TCGQxdvIE3OpIaWtUTETtWOJbtK+UnqxRi/YiGkYg8CI8Z0QgEEggomHsxx3F4OQiTHw00l2SlOAhFc1iEE6sxRDC3LR5K1q26VAtSsdRoo/AOn4/tZZV6UsACA0KZUCnAS5vgy1GR2u2caTxTWnFs62pMaG5SUNApwCHHt9cajTwzhok1t5TOeGwaFtRtRo+YPkz6o2GNXdzObkuv343gSHjptH1lSVsem+EyfVN1SmwVYR0hIAr9W5KPWtQ/R11RcShuXfI0aKJqXP6+oGvqdeyHiPM3GtTXDl9hbfavsUzfzxD/VauqTHkLKZETeG+WffR+vbW7m6KwAKUFiHsajz5OxgZGskTo59g5uqZHMw4iFan5am1D3Ii+ygvdnkbtcr7xk8Cz6aqk2eD+ATJ9VzpSGmrGJN0cyoxDRId5igrsA8RFaMcvCUqxvtHQG5ApCUTeAqOLgZnaTSMXFoxOeQED2cU5KuaV9awzFGij8AySspKeOX3Jyv+HtxlMIH+rvcOtsXoaI1HtS1pz6SMg9YaBqvtx0nje0trTGhPaaGTY49tyggN3l2DxJp7KidGyRnGa5IRTYmc6tOCPz4YSY9nf+Za42j2PdBVdl1bBGNLCEwNRB2ppiyzDJ9YH6vT7Zh7Nw1IvaOuquFi/A7NnjSbv+f+DYBaoyYsJIwWLVrQo0cPfH197X4nTJ3TfTPvw0fjY9N+reHzwZ9z/M/jDHp1EL2n9K7029SxUzm49iD9nuvHgBec6xAxe9JsCnMKuf+n+yV/f/PQmwRFBDm1DQLHIWoueTYBfgHcP+h+lqQtYdOeTQB8seNjTl47zmf9fiDIV7yLAmVw6J891Zw8z2Qcl1zXlY6UWRfOcf70BZvElIjasUKAEQi8FDGLFghqMO4qBic3AGoYn0CZVmuV4CElnJjC1oJ9zhB9BPJ8v+dLjmcfBaBRXCM6NOvgtrbYEjViyTbWGijkxBZrBR1Xp8BxZo0JU8gZmv07+ltVsNzb0cRq8E3ypfRI6Y1l8Rq0GdJCDAgjmrvZ969UIo5f4rYXF5F7UxQZfZMl15MShcF+EbJSH3Kg/Hmwpg+xRASSK2rtrhouzXo1484v7qToUBHH5x9nyZIlqFQq+vTpA9j3Tpg6p+BIyxxcHEFEvQi2z91eSYi5dv4aRzcdJSw2zGXtMEVYjDLaIbAsCtedNZcEjkGtVjOi2wiiw6NZtGkRer2elemLOXf9DDOGLKJOsLIGA+4ozC5wL1UjYYxpEJ9QSZBxpSNl1Xa5IuuIwHmIqBjl4A1RMcIKIfBYRFoy+3FXMThTESYxcfWcJnjYW7DPWtHHFXjjhONSfhb/2fYOACpUjLhthNtTINgSNWJuG2sMFKbEFmuEDXenCdFmainLKZP8zdGGGbnIpMAUUXfBmMK0wkoijG+SL/5t/MnLyJPdRhjR3M/mt4YSduoKA+6fycJVk7ncUrr/N4jCpRnl99heEdIRfYicQGSMSq2yeFtXRLdp/DWExYQRpA/Cr7kf+/bt4/jx4xVCDOGw9pO1bJmxhesXrxOdEE3fZ/rSdmhbAI6lHePLIV/y0MKHWPHmCi4eu0j8LfHcM/0ezuw/w+Lpi8m5mEPTpk0ZMmQIoZ1D0cRq+Hzw55VSk73R5g1unXArl05cYu+yvQSGB9L36b7cOvHWirae2nmKBU8tIOtoFnHN4+jzVB+LzjG5XzJ7luzhxNYTNE5pDMDf8/4mqUcS2WcrO+5oi7WsfHsluxbtojCnkNhmsQx+fTBNUpvYeaVNY5ya7NN+n9K4c2OGvD6k4ve8y3m82uJVJi2ZRMKtCW5rp7djqUOHu95XgePp2qYrtcJrMePXGRSXFrMnawcD56Uya+himtdu5e7mAZ5ZmF1gH1Lpzo1p3ymV9p1SXT5XlmpXxsGdBIdGUj9R2nlGoHyEGCNwFGIU5GBEWjKBJ+HIYnCWpiUzYIgwOf0/L5WGRnlcnSF4yNWlcVXBPrk22TMw9NYJx/tbXuN6SS4AKckpNKjTwC3tcHQx5qpYY6AwJbZYI+hYItpUPW9HXYeqhhtjnGWYsSaaydn3W4lIGdVLj5Ti38Zf1lCuVCNa8YFim1NleSJ6HzWrp45n1KDPGXLHNOavfZL8uHDJdTWxGofdM0dFtBkLRMXbqz9npsQ+dxbB1sRqyK6VzZkzZwgPL7/e/u39+X3u7+xYsIPR/zea6IRojv91nJ8e/omQ2iEkdkms2H71B6sZ+cFI/IL8+PG+H/nxvh/R+GmY8NMECk4X8OPjP7KnaA99u/SVbcPGLzcy8KWB9HmqD3uX7WXhMwtJ6JJATJMYivOKmTZuGkndk7j7m7u5evoqi15cZNG5+fj60H5Ue7bP2V4hxGyfu53Brw9m9QerK63783M/k3Uki3um30N4bDj7Vuzj29Hf8nza80QnRFt7WW2i/ej2bPhsA4NfG4xKVS7c7V68m/DYcBp3bqyYdnob1oqxnly0XlCZFvEteGL0E0xdNpVredc4d/00QxZ059uBc+gZ38+tbVPiPE/gfEylO2/YKLHi3rv6GZBr14Ft68i/nm1xZMy1y5miToxAIIGnR8WIkZBAUMNxZzG4k+lHKgbNu7alOVVIkBsQubJgnzH2iijeOuHYf3E3c//5ASjPTT2w80C3tMNV6bukvNWlMCW2WCPomBNtqp63uo4a3cUbhldbr4OU4QYcnyZMSkyRi0wyXrc0vdSl6dqUgimjurHxTK/To1KrFGtEy52Xe+M5PQBFu4oIHy8tSngT2mB/ls95gLF9PmHwndP4ecXjaIOdK0I5MtVQhUCkxWqPeVcXwT645iDPNXgOnVaHtliLSq1i+AvDCRkRApGwbuw6Hln0CI06NgKgdnxtTm49yV8//lVJiLn95dsrRI6Uu1NY8eYKXtn1CrXja0NraLuhLSf2nDDZlhZ9WpD6r3IjTq8nevH717+TnpZOTJMYdv68E71Ozx2f3YFvgC9xzeO4dv4aC59eaNF5drq7E58N/Izh7w3n7N6zFOYWktwvuZIQk302m+1ztvPavtcI/5/41/PxnhzecJhtc7Yx6N+DLL+wdnDzsJtZ/NJiTmw9QULncmeenT/vpN3IdqhUKsW009uwNgrX8J31a+7ngtYJnE3d2nV5cuyTTF8+nTMXz5BXcp3xS4fyTvdPmdjmYbe1y53zPG/MTuApmKr30q5jFxe2pDKm2lW1Hq+c2HJkd1olZ9nadeNJaNVJCDJuRkTFCByB8mbTAoEFiLRkjsXeYnDWRsOAvJAQHhlF85ZtbW6LHHIDIlcW7DNgq4hiPNBXmrDkCPR6Pf/+42n06AHo17EfoUGhLm+Hq9N3GYsAxduLJUUAc2KLpR6npvYjdd7GIgzYfh3kDDc+4T4Ou6bWiGemonOg5hSkN2dUd7Wx2xaKDxRXe0712XquL7lO6DDX9x+uJj8unGXzHmD0wM/o/+AsVs68D72P81LHOSPVkJI95rWZWnTXdCR0TGDM52MoKSjh969/x8fHh/aPtgfgwqELlBSU8PXIryttW1ZSRr1Wlb/HdZPrVvw/NDoUvyC/chHGaNnpXadNtqluixv7UKlUhNUJ4/ql6wBkHc2ibnJdfANuiPrxt8RbfL71WtYjOiGavcv2ciztGLeMuQUfjU+ldc4fPI+uTMc7Hd+ptFxbrCUoUrp494KnFrBj4Y6Kvz8886HFbZIjpHYIzXo0Y+fCnSR0TuDKqStk/J3BmE/G2NxOgXlKT5dKLq/6PXF1PTo5amK0q7MJDw7n8ZGP89NvP7Hv+D50eh0vbpzMiWvpvNb1A3zUPuZ34kDK50fSdU+dPc/z1uwEnoJUunNwbS0YKeTaZcBQj7eq2GKoI3Ptcmal5QCXz2dw+XyGqDUjEPwPT46KEaMRgUDgFuSEhE3rVpGTfdXhg1hTdWlcjS0iStWBfmIz6fyy7hCWHMWKY7+w7VwaANER0XRt09Ut7XBVMXmwTvQxZ6y01Ggutx+5866KLdfB2QV7rbmOctE5VVFKQXpnGpG8IX9/WaZ0zaGy02VoM7UedS62crllPX79bgKDx00j9dWlbH5nuFOP5wzhRImin8GQrD2vRV2kJuR8CIGpgYz7fBwfdf2IrbO2kjI+heL88vfnwXkPVkReGND4Vb42al+jPk8Fak2VPlAFOp3pvrjSPv63jV6nt+7kTNDprk6kfZdG5pFMnlr7VLXfi/OKUfuoeXrD06iriH7+MhFZA14cQI/HejisjQbaj27PohcWMfKDkez8eSdxLeIqhCpb2ikwjTZTW6mmmAHfZpW/tXLfZHWk2qXRlUoRg7wRP18/Jg6cyIq/VrBh5wYApu3+jNM5J/hqwCyCfK130rMFU4XanT3P89bsBJ6GVLpzJVz/lK49CY+MYtO6VdV+CwqLlBRbDNEyBbnSwqLxOiIyxn2IqBiBvXj/7NSFiPowAoHlmBIMnDWINQzU3B0+XlYmYziUWS410E8/fIDEZsmkHz5Qsczd3j/2UKQt4u20lyv+Hpo6FI2Pez5RzhYNjLFW9HGUsVJqP5aen60piJxp8LfmOloqOCmhIL0rjEhKjkawBJ9YHzgg/ZtSxDRXkNGnBX+8P4Iez/1CTuNo9v3Lud6SShROHIkpQ7J/sj+9n+rN0leW0m5UO2KTYtH4a8g+m10pDZmj26PL1oH0MKGCmKYx7Fiwg9Ki0oqomIwdGVYdq/2o9ix7dRl1k+sS26z6Ta7fuj66Mh15l/MqUoKZIzQ6lNBox0eotRzQkvlPzufQ+kPs+nkXHe7oYFc7BaaR+36qfFSVhG+59QrXF1b839miiKujm2siapWaIV2GEB0ezcKNC9Hpdaw5sYJhC3syc8hiYkPqmt+JHcgVam/XKdUlxnhvzE7gqTijvqwjaN6yLTnZV6s5gkbUjuX8iUOS2xjSlJnCEFEjEAg8EzEKEXgcIi2ZsrAkLZlU7lxzIbvOGsQqYaDm4yMdsi+3XG6g3+CmxrRs08HtwpIj+H7Pl5zOPQlA0wZNSW4kHfHjChwlGlgSyeBK0cccUuetjlGjy7phUNHEWz9s0GZqy2vgaCCwV6BTvGGtuY6WXFslRIW40qPYk43q/sn+FO0qQp9dPSJACWKaK9l3f1cijl/itud/IadhFKf6tHB3kzwWU4ZkXbaOtkPbsuyVZfzx7h/0mNSDHo/1YMnLS9Dr9DROaUxhbiEnt50kIDSAjuM62tUW7XkteQvyytuVr6P0xI2IBG2mFn2RHl1eeXvbj2rPyndWMvehufQY24Nr16+x8YuNVh0vKCKINw69US0lmYE6iXVoP7o9sx+ZzdC3hlK/dX3yLudxdNNR6ibXJbmvfd/votwizu4/W2lZcGQwkfWrG6b8g/1pNbAVq95dRdbRLNqPbO+ydtZE5PrUkgMllBwoqRBXLOl7nS2KuDK6uabTuWVnosKi+GHVDxSVFLH/4m4GzuvCrKFLSI5u47Tjys2PwiMiXTInUlLaa4FykXME3fendBpSQ62Y+Bbtq0XMGK8jcC8iKkYZeGp6MiHECAQCs8gVkbMEU7lzTYXsSg1ivaUYorUDd1PLlSAs2cuVwsv8d/v7AKhQMTR1KCqVyq1tsjdKwNJIBqWlhpI6b22mlqJtRWhPadFmaMnLyLPYk1WqFot/O3+HF+215jrKreuboKyokNIM6Tz8rvQo9hTCx4dzfcl1yk7fCBdQgpjmDja/PYzwU1cY+K8ZLPz1CS4nO9cjWSk4OoWfKUNy8a5idPk6OrTswMYfNtImvA09uvUgpFYI6z5dx5WMKwSGB1K/dX36PNXHrnboS/SUXawcBqM9qy0XuP9XX0x3XUfJgRIK0woJTA3knufvYdH/LeLTVZ8SHR1Nv4n9mP3+bKuOGxRuuobKnV/cyW8f/8bSfy8l50IOwbWCie8QT3I/+8WN9LR0Pr7t40rLUu5O4Y7P7pBcv/2o9kwdO5WEWxOqiTXObGdNROr7aYyxuGJqPQPOFEWU5OhSE0hqmMSU0VOYunwqV3OvciHvHEMX9ODbgXPo1ai/U45pbYYBR6OktNcCZVN1vp514RwXMg5XWy8uvlmFrSXp5lRiGiRyfP82Lp/PqFinUYv2IhpGIPBwVHq93nFJhb2U3NxcwsPDGfjZRnwDQyTXEWnJXIeIiHEtckXkwHw0TNaFcyyZP6Pa8mFjJ1QajFQVa9p26Eyn1Mq5xL2tGKIl52zP+p7EK78/yXd7vgSgU4tOjOs9zs0tsg9t5g3vZWNCxoTIGgiVXEzWlvMxtZ0l29qKNddRydccoHBrIcXbzdeysfZaKv287cGbz80afPOKGTXocwKv5DFv7ZMUxIab38iDcVYKPykh2RSWvovWPKclh0ooWFtQbbl/R3/J/iGwV2AlsdbatgkElqDN1FZEwVQlqE9QhbOF4VnX6/Qmn0tn9d3V+ob2/gR2Ec4LzuR6wXWmL5/OqaxTQHn6sne6f8rENg87/FhHD+1n45rl1Zb36DeYps1bOfx4cniLo6DAdcg9u60696Vu4+bVltvjFCtwLiIqRhkoISqmtDCPVZN7kJOTQ1hYmMl1xYhc4FEIEca1mCoiZ8kgwNLcueZqtziiGKLSBsnW1qtRSn0bR3M8+ygz9n0LgJ/Gj4EpA93cIvuxJR2Gq1JD2WLssDW9h6laLM7ygrXmOio9HZdvvK9FQow119KZNWeUIIIo/Z66itIQf5bNuZ+xfT5hyJ3T+Xn5Y2gVUJzcGc+IM+tAGFIsSRmQpbDkXbT2HZTz3jekIqtK6UnpSDqRjkngSAzvlpQQY/zMGvfJumydZNSqM79Lnl4DzRMJDQpl0shJzP5tNnvT96LT63hx42ROXjvOq13fx0ctnfLQFpSSGswbshMIXIvcMyqXciyidqwQYBSKSFEmsAUxGhEIBLIU5GbLLrdkMGDNANnUINbeYohKjaaxduDujQP99/78N1qdFoAe7XoQHuL5nttKTYdhq7HD1vMx9bu7r4UnYGlqF0uvpTMN1s40pAlsI79uBMvmPcDogZ/R7+GfWPXjveh93PfeOesZkRN8DQZie59t/2T/agZk32a+lB6uLniYexdteQdL06sfx7+9P8jYMlUB0mk9RZ8rcDTWplaVS33qrO+ScTuFCOla/DR+TBgwgZV/rWT9zvUATN39X07lnOCrATMJ8jVfX9QSRGowgaci9eyKlGMCge14Wq0YIcQ4AJGWTOCtyHllBIVFmk1LBo4bINvj8eSIaBqBc9hxfisr0xcDEBYURs927hfHHIGccQLK08y4wyvTHmOHrXVs5IQEb63d4Qxv/6qGK0NNCAPWXEtnFS52hSFNYBuXW9Xn1+8mMPjO6XR5fTlpbw11Szuc+YxYWjzcHqQMyIVB1VMemTsXa99BqesG4JvgCyAZMeff0h91gFoxdccE3o21ESdVRRFnfZcE7ketUjO4y2Bqh9dm4caF6PQ61pxYzoifezNjyCJiguMcchx3ZwxQWsYFgedg/OwWECREGA9GRMUIrEWMygUeg0hL5noiascS36J9pfRk1nprOGKAbI+gY280jQEx0HYser2et/98qeLvfp364e/n/tQ5jkLKgG5cL8XVEQO2GjsM4oJvom+l8wHLRCXDdTAUnveN907jvDMjQowNV5pYjc1pVpwVqSX3bJVmlLr9XishXZq7yeibzKZ3h9P9hUXkNK7N/nu7uLwNzjS2WlM83N7jaCl/nrRobUp5ZO07aOq6+TX3kxXI7eknBN6BK/s+eyJO5J79spwytJla8ex6AZ1bdiYqLIofVv1AUUkRe7N2cvu8rswetpSkWskOOYa7MgYoNeOCwHMwfnYzLuW7uTUCgWfjSVExYnQjEAgA+SJwSTenEtMgsdJvlkTDGCM1QLZW2LBV0HFE/mAx0HY8606uYtu5NACiI6JJSU5xc4scj8E4oYSIAVuM8HLigrWig8Ew6K24+v7KGb3MGd5sjWwyt2+5Z6h4ezFocVuKMqWlS3OnKLT3wW5EnLhE9+d+IadhFKd7VS8E60ycna7RIIrIFQ93hOAj+zxZsV9r30Fz182UGCTSMdVcPKnvkxNSi7cXU7y92O1tFziGpIZJPDH6CaYum0r29WzOXT/NkPndmT5oPl0beuZ8SmRcEDia+OhgIcZ4MCIqRmAN3msZEQgEFnNkd1qlqJf4Fu1Jujm14m9HF4izVdiwxePJ3vRo7hxoe2sUTpmujHf/fKXi70G3DnJo8U6lYYs3eFXDhb1GXGsNgHLigjpS7XZRyRE40iiuhNQqlhrebPHiN7dvUxEJxbuKQeP6SCgliJ/GKMEwuumd4YRnXGHgvT+ycPUTXGlR12XHtkcEtOYYYL54uDUY+gm9Tu+w58mad9CS6+YOwUVVpnNrvSGBPJ7Y9xlHzlZNt+eJ4wuBNHG14nhyzJNMWz6NMxfPkFuSw51LBvFRr6+5I3mCu5tnNY7KuCAQCAQCx+EpUTFiVGMnoj6MaxBpyZzHtcuZlUQYgIyDO4lpkOiUXKXuEDbsSY/mroG2N0fh/HJ4NoevHADgppibaJ3Q2s0tci7WeoNXNVyo66jRXbxh7LfViGuNAVBOXCjLLJNf30O8rx1tFHe2t785rDW8WWO4tXTfgamBoJGuWeEOz2ZDKjyp5Z5Un8mR6H3U/DrtHkbf/hlD7pjG/N+mUBAb7rLj2yICWosjBZ+q/YQUtvZ71ryDrrhu1hB8/hp3d/mANd/eTUZfx6QVEjgOJTgGGLCm79PEahTVdoFzCAsO47GRjzFz9UwOnDyAVqflybUPcDr3JM+mvIZKpbJr/650YHNExgWBoCoiKsazEVExAksR7kwCQQ2nIDdbcvnlcycll1ublqwqpoQNZxITV4+mzVtZPTB3x0BbTqzKunDOacd0FcXaYj7a8lbF34O6DLJ74qV0DMZBY+SMg1KGC2MRBsoNGdpMrc1t8WvuZ9aYJyci+MRKRy6pI9VoM7WUHCqxuW2uQM4wZE+brbm/zsCk8cqF+/aN9zW5L3uvs6fizPtjLaWhASyb+yDqMh1D7pqOJt+00OBoLO1/zGGqrwlMDSRkTAhBfYIIGRNCYBfrxT+pfkIKV4mtjrpujiA/NoxzXRIYcP9Mav/j+WMSb8PdjgHGWNv3Kant9uIJ4yF34e/rz79u/xdd23StWPbJtneZ/Nt9FGtt/yZt3byBJfNnsHHNcpbMn8HWzRsc0VxZDBkXjLEm44JAIIe9thaBoKbjCcESnjeyEQgEDiUoLFJy+fF/tnNkd5rsdlkXznH00H6rxQFXCBu2tk0Kdwy03SVWuYI5B77n7PVTADRr2Iwm9Zu4uUWuwVLjoKXGWWcbceXEBZ9a0kJM8d5i8hbkUbC2gLwFeRSmFTq1fXKYM344yyjuCOOvrTjTeGXNvqWemaq4SnyQE4XMiUXOQGnGxbx6ESybcz9RR7Lo98hs0LleELKHwrRCs32NvcKFJc+pK8VWRaFWs/rb8WQnRDPkjmkEX8hxd4sERrjbMcAYa/s+JbXdHizpo2o6arWakbeNZFjXYagod8b6+dBs7lwyiJyia1bvz10ObCldezJs7AR69BvMsLET6JTaw6LtHDlPFQgEykJk8hFYgmeNbCR47733WLRoEYcPHyYwMJBbb72VDz74gKSkpIp1ioqKePrpp5k3bx7FxcX069ePr776ipiYGLuO7QlKmzcgOjPnElE7lvgW7aulJ4PqKcoMHhr2pM2yt2aLOZyR0sue1Ga24AyxSgn1ZgpKC/h023sVfw/sPNAt7XAXlqSjsdQ46ywjrnHtFOOUOHqdHpVaJZ/y6Ujl5e5IvWRJyjFHG8Wr1ZpxQ/oUZ9bfsHbfpnL9g2sjCJxdk8TdbbGnztGlNg34ddo9DL77O1JfX07am0PtaourcFWaN7nnNLBXICq1qqI/1GZqPc5I7Ai0wf4sn/MAY/t8wuA7p/HzisfRBpsWYQWuQynp7Gzp+5TSdltRSipKT6H7zd2JCoti1upZlJaV8tfZPxiy4DZmD1tO/bCGFu/HnfVarK1fWnWe2iA+gfadUkUkjaASIkWZQODdePyI4I8//mDSpEnccsstaLVaXnrpJfr27cvBgwcJDi43Gj/55JOsXLmShQsXEh4ezmOPPcaIESP4888/3dx6gUAZJN2citpHw4n926r9VpCbXalWjCNqvDhL2HBm/RlrB9r2HstRYlXWhXPs3JbGmYzjFcvcUW8m68I5vt79CRcLMsvbkNCGhjGWT7JqClKGC3WMGl2WUY0YJxmU5YSMwnTztRKkcFVed22mttzwb4Hxw5k1JNxRgN2AM41X1u5bE6spX0eLW4UQJRn0HN0WRzx7Jwe0ZNM7w7jtpcVcaxzNPxNvBSDgaj46jZqSMPc8y6ZwRQ0Jg8Dlm+RbSWD2b++Pf7K/ot57d5IfF86yeQ8weuBn9H9wFitn3ofeRyRaUArucgyoii19n1Labguizo31tE5ozaSRk5i+fDp5hXkcvXqI2+el8tOwpbSqc3O19aUcyzylXovUPPVMxnHOZBz3qlqgAscgxBjPRdSKcT/dmkax6ahy74HHCzGrV6+u9PePP/5InTp12LlzJ926dSMnJ4fvvvuOOXPm0LNn+cfthx9+oHnz5mzdupWUlBSp3QoENY7ouvGSQkzV1GVyXkdHDu4FsFgscIaw4U6PKEfjCLGqqteVAUeJU9a0Y9vO35nJNABUqBiQMsAlx/ZEpAwX9ni/W4KcF6c6Um1WhPFt5kvp4eqRMq6IfjBXUFvK+OEIo3jxgWLFeb0603hly76VIIQoyaDnqLY40uN6z0PdiDhxiR7P/kxuwyhO92xGj6cXoteoWT3tHvsb62Ccneatan/im+SLb0PfSv2w0t57d3K5ZT1+/W4Cg8dNo+u/l7Lp3eHubpJAgSipH3Y21vRRzh7XeRLxsfFMGT2Fb5d9y6Vrl7hYkMnwhb2Yevtcesb3q1hPLuuBs7MtOApTKaZdPTcTCAQCgfvwOtelnJzyXMVRUeUeEDt37qS0tJTevXtXrNOsWTMaNmzIli1b3NJGgeWItGSuw5CizJhGLdpXS0sm5110aP8elxRHNIWneERZSkxcPZo2b2VzJIyUCGPAVfVmDO3YylYKKc+T3YpW1C6t7ZLjeypVaxw4u1iznBdnWWaZ5HL/jv4V9VCC+wa7Ja+7JQW1TeWit/V6FqYVUrheOue7OwqwS6GUQsFKKjLuLTi0zpFKxR/vDud0jyQGTvyBWgcvkJ1Yhwa/HwG93s6WOh5n1pCQ6k9Kj5RWMpI6q8aUJ5PRpwV/vD+Cm7/5g9bfydcVFAhqApb2Ua6uI6OUMYEpakfU5onRT9AorhEA+aV53LN0GHP++QEwXwfG1notBgx1Ww79s8dp9VvMzUe9oRaowLEY7C8Cz0PYMd2PkkuJeNXMWKfTMWXKFLp06ULLli0ByMzMxM/Pj4iIiErrxsTEkJmZKbmf4uJiiotvTMZyc3OrraPkmyoQ2ErSzanENEikIDeboLDISinJDEh5HRnjTo8eT/GIcgWnjVKRSeEqcSrn2lUKKWQL5cK3ChXd6S7SNMjgLg9JOcHCJ9YHDlRf7htf2QPcHdEP5oyfzhCDzIk/7irAbow5r36BZ+PoqBC9xodV301g9MDPGHLHVDa/OYSgK/lEHc7kavM4e5rqFJzV11iSUsjZETmeyr77uxJx/BK3Pf8LOQ2jONWnhbubJBC4DXN9lKsj6zwpnWJIYAiPDH+En9b8xL7j+yjTl/H0uoc4d/00Q8KlI+6Msx7Ymm1BLoOAo9OFmZtDe6rjoBRKqE3qLYgUZQKB9+FVM/JJkybxzz//kJZmn0fWe++9xxtvvOGgVgkEnkVE7VhJAcYYQ9qsIwf3cmj/nmq/uzMVmLPqz1iD0gefrhSnwiOi2MIWiimfBLalLVFE1XjDlTEG8aX0dGnlmgQunCzL1U7xT/ZHl62zqNaHK9KPGAtVcs+Qf0f/akKRozAl/rirGLwxcl79hudKyQYYgWVIvasApemlNj1/N3/1O8Xhgaz8YSKjhnxB+8/WU+brQ/0/0xUpxIBz+hpLRBZH1pjyNja/PYzwU1cY+K8ZLPz1CS4n13V3kwQCt2Gqj3JlHRlPTKfop/Fj4oCJLElbwqY9mwD4z7Z3ON7oKK1phg8+lda3V7wwlUGgqnOhI+Z3hnlq1fqd3uQ4WFXYSmyWTK/+Q93YIoHAPYhaMe5HqbVilPkFtoHHHnuMFStWsGnTJurXr1+xPDY2lpKSEq5du1YpKiYrK4vYWOnRzosvvshTTz1V8Xdubi4NGjRwWtsF0ohwPuUgFRZrGCxKCTHO8OixZvDrjPozliKXv9jVNIxPYNe26qJ0t94Dad6yrcva4RcZyA71DtCBGjXd6CYMV0aYqnHi6smynBenMzzQbYn8kfLqlDKKBqaYFxpsjTySM9YG9grEP9lf8jdXYi5KSOkGGIFl+Cb6Osy4VuvQBZJnb6MwMoiT/ZJpsmQPJaH+1E9LZ9/9XR3ZbEVjqciihNpHSkTvo2b11HsYNehzhoydyvy1T5IfF+7uZgkEisOVkXWuFH0ciVqtZkS3EUSFRrF081L06Fl6ciGnw9rTP7cv/pSPtxwhXphLB2ZwLnTk/C4mrh4Dh41VvOOeLUgJW+mHy0PrhRhjOyIqxnMRYoxACo+fPej1eh5//HEWL17M77//TqNGjSr93r59e3x9fVm/fj0jR44E4MiRI5w+fZrOnTtL7tPf3x9/f/cbVAQCpeOqVGBVB78N4hNo3ylVcYNWufzF7kjVJndvrBVh7J0kTNv9GQW6AgA61OtAgy4NhOHqf1hS48SSybIj05nJeXE60gPdljQZcl6dIWNCrDaK2pOmw1TkkBKwxJDjSgOMKEbsHBxpXFv3+Tj+frI3rb//kxazt6EpLkVTVEr8bwfL68SoVA5osWdgqchSk4qPW0NpiD/L5tzP2D6fMPjOafy84nG0wcroG2sS3tjvetM5uTKyztPTKXa/uTsRIRHMWjOLMl0Zu3N3UhRZzLtt/kOjmCYOiVQx5zwYHhFl0/zOkja503HQWcgJW+mHD9CyTQevO19XIsQYgcB78OyRDOXpyObMmcPSpUsJDQ2tqPsSHh5OYGAg4eHh/Otf/+Kpp54iKiqKsLAwHn/8cTp37kxKSopNxxT1YQQ1CaloGOPBpbNTgUkNfs9kHOdMxnG3RZvIITf4NJWqzZneUPbeG3u9v64VZTN99xdAuXdbvz790IR5/GfHYVhS4NncZNld9UBsNYpYmiaj6v5NGZ79mvtZbBR1RJoOJXvEy6WtMsZVBhhPykvvaTjauJbTOJrNbw9jy4sDSPp5Fynv/0pwVi4BV/MpqhViT1M9DiGy2Ed+3QiWzXuA0QM/o/9Ds1g54z70Pp5h9PUGvLHf9cZzctU4QhOrQV1Hje7ijTGUOkZZ4xZztG3SltCgUKavmE5hcSGHsv9hyu6HmTNsOWD/XMVU3RaDc+HRQ/slt5Wb3yklO4I7MCVsuTN1uUDgTkRUjHtRYnoyz/kKy/D1118D0L1790rLf/jhByZOnAjAJ598glqtZuTIkRQXF9OvXz+++uorF7dUIPBcjMWCk+lHJAeXzhpYmQoZd1e0iRxyg0+55a4YqNvqbSXn/RUeGYWPj49Fws703Z9zvSQXgE7NO1ErrJbV7fBmzBlNzXlIuqseiD1GEUs8+aX275voK7mdtYZnR0USKNlYa2zgqVZ3yEVpAT0xL70n4SyPam2wPwcmdObAPSkEXrpOUa0Qr/JEdwTiepjncqv6/PrdBAbfOZ3U15ax+e1h7m5SjcAb+11vPCcDLqurd7HyuEeXpUObqfWo65dQL4EnRj3BN0u/4VreNU7lnGDwgtv4b5epHN+5r9K6tswNjR3XysrKqs1zrJnfmYue8cZ0ZMbExNUjsVlyRToyY5yRurymIaJiBALvwHO+wDLo9Xqz6wQEBPDll1/y5ZdfuqBFAkcg6sMoh6piQVWcLYaUlZWZ/F0p3jWGgXXVwadcqjYlpTGTQk4A27RuVcX/TQlH14tzmb7nRjRM7w69Hd9ID0fKmOrbzBffBpZFtFhbD8QRBkR7jSJywolep6fkUAl6nV52/44wPHt6mg5LMRh4/Jr7oW2jpTSjXIzxjZcWtByNp+alVzrG77BTPapVKgrrhHmlJ7opzPWRNe162ENG32Q2vTuc7i8s4lpCNPvv7eLuJnk9ntjvmnvnXF3Y3ttEVk98JkD6XsTWimXKmCl8u/RbLly5wNXCy9y/YRwjGUlTmlba3pa5oSnHNWtScZvKjiDlzGht5gJPEHIMtWAsmQ8LrEeIMZ6JiIpxL0qLivGOUYYLEWnJBDWJQO01kyKMAWeKIT4+PiZ/V4J3TVWxKrFZMg1uamxykGxLGjNXYsl1NSUc/bD3a3KKrwHQIakDtcJFNIwU9hhTrakH4igDotykvjSj1KK2S4lP6hg1hesLzR7XEYZnV+ZmVwql6aUV51u8vdglxuOaIni5EmsixRyBN3uiS2Guj6xp18MR7H2wGxEnLtH9uV/IbRDFqd7N3d0kr8bT+l1LxiWuOidvFVmV9kxYInaZuhcRIRFMHjWZ71d+z7GzxyjWFTOXuQxhCDdzc8U2Z06doGnzVg5tu6XpnuXmT2VlZZIOeHKZEaQEF0szKShBrOnVfygt23RwezsEAoFAiShzZCYQCBSBqbRgxjhTDDG1byV410hFtqQfPmB20GlpmHvWhXMcPbSfrAvn7G+sFRi8v8wh9YwUlBbw7e7/AqBSqUQ0jBk0sRr8mvtZbcwziAqmUEeqZQ2I2kyt1W3V66SjUIu3F1OYZlpMMRCYGkjImBCC+gQR2CsQXZbltXJsvVZyxw8ZE0JgF883tsjhyHtvDVLPprcLXs5E7j7mLcijYG0BeQvyTL5/2kwtJYdKrLrvJj2pvQxL3pOadD0cyaZ3hnOqVzMG3PcjtQ6ed3dzvBpz/a4t/YCzsPTb5Ipvibu+k65ASd/iwrRCs98sS+5FoH8gDw15iLZN2gKgR89SlrKJTegpH6OmHz7glHlTTFy9CoFHbm4mNX9q26GzWcdCKBdmsi6cY+vmDSyZP4ONa5azZP4Mtm7eIJtJoWobpLZ1F4br5e65ujciVcNXoHxE1h/3oqSgCjEjFigO0UEpB0sEFmeLIVLh4A0bJdCuY6oiBna2RrZYEubu7mKPVXMmG6clM5BzLZusC+cqtXv2P99xtfAyUF5ks05kHZe1uaZhST2QkkMlktvakppCpVbJ/maNd7ghdZZc24xxlNGgmiemgtNyOAp3piVxVTHimoAlxn65989WT2850VVuuSdjyXtiiWe5ramNvDElkgG9j5pfp93D6Ns/Y+jYqcxb+yQFseHubpbXItfvykXUueu5M/XOaan8Pjj7W+Kp6bssRQnfYjmBBU15ylRDmyy9FxqNhnv630NYUBib9m4CYAMbyCOP/vRHjZrTGcedMk+0ZG4mFT1jqTB0OuO4pODio5G+b8bzTaWnvRYIBAJBOd412hcIBA6j3NMiWFIsiE9oWi3U2NYwaEu2szQc3B1YU8CxKqbOSymDaeOcyTnZV6u1ade2NHZtS6uYiJSUlfD1zv9U/N6nQx+XtbWmYhAVyq5Uqaf0P3upI1NTmNvGWsOFnFHXv4M/PpE+DjMaeGvaEXO425heUwQvZ2Ppu1r1/bPU+CWFnOhqSoz1VCzpI82lNbS1j6kJfVNpaADL5j7I2L6fMOSu6fy87DG0waajOQW2U7XflesH3Pncyb1zpadLKV1r5FDyv3Y581uitPRdzsBw/QxRUa4WZOQEluLtxZVSplpzL9QqNcO7DSfoahCrz6wGYDvbySef4Qx3XOONsGZuVrXmjJQDniMwnm8qPe21wLGIWjGeiagVIwAhxFhFl8RIdzdBIHA5cmKBIyI3rNnOVBFFV1NVPLK0gKMUcuelxMG04Vk4nXGcXdvSKv1mmIisv/IbF/LKvb5aNmpJ3dp13dHUGoe5+gWOqositS9jrDVcyBl1fSJ98GvuZ3X7pKjJtR1qkjHdmzH33hmo+v5ZavyyZF/mlnsylvaRcp7l5voYuYiXmtQ35dWLYNncBxh1+2f0e2Q2K3+cCGrve5aUiD0Rdc5C6p3zbeZL6eHSSuu5ol01pXacO0Vfc98NW8erKpWK3p17E3AmgKUsRY+eAxyggAIG1Bvr0HMA++dmVefUJ9OPVJs/NoxPqDbHAmgYn0CZVmtyvmmPc6DAMxFijEBgHd2aRrHpqPuFMO8aYQg8HpGWzP1cu5xJQW42gdq4SqKL3ADT1sgNpUR8GNpiabSNnHjk6IgdpQ6mY+LqyU5EDh3YxWen3q/4u/ctojaMqzCX5sOnlg+BvQJRqVWynpCWpscxGCOLthWhPXUjb7cthgtXGHu9Pe2IKWqSMd3bqSoClKaXmjVWWWP8qkpNMU4asDR9j5Rnvqk+pjBd3vhZ0/qmS63rs3raPQy6+ztSX19O2ptD3d2kGoGtEXXOpuo7p8vWVRNiXNUuJaTvcibuFn0tcSYw3GdTgrfU/dHEaujUrhNBu4JYwAK0aDnJSR5Jm8DsYcuoHWRdemRTc0JHzM2M59QxcfUk549yDn5y6xvv2x7nQKVha7YNgUDpiKgYgXeNMgQCgV0c2Z1GxsGdAOzfYllki63eQfZ4FTlyYGZNVI458ciWtsidi5IH03ITjsX/zOcUJwFoUr8J8bHxLmxVzcaaNB9SkSbWekpqYjWEDA2xu7aBK4y9NVmMqGnGdG/HWATQxGrMGg6tMX5J4e3GyarYmv5Iri/R6/QmjZ81sW862b8lm98exm0vLeZa49r8M7GLu5vk9dgaUecKjN85LVrJdVzVLm9OpakE0dc30dfkM1g1FaRxu8yNUQNTA2mX2I7Ik5H8sPcHCkoK2HdxF0MXdGfe8FU0CI+3qI3m5oTOmJtJzR9NOfiZm28qOZ23NVS9Fw3iE2jfSRn1YZWGiIoRCKxDCVEx3j2jEggEFnPtcmaFCGPAkggVW72DbNku68I5dm5L40zG8Ypl9hSwtzYqx9HpwswN+JU6mJaaiOjRk8aNUPqutbu6JQ91TcWeNB/2eEo6wnDhbGOvksUIVxTprmnG9JqEJe+f4f6XZpRSvL26EUzOyGn8bDoqTaC3ImfoLk2v7t0PN4yfSu6bnMmeh7oRceISPZ79hdwGUZzu1dzdTfJ6bImoczW2vA+u+IZ6A6acdVzVv5tKkWfqPls6RtXEamgS24TJTSfzzdJvuJZ3jRPX0hm84DbmDl9B89qtTLbP0jmhq+Zm9qTkVlI6b1uQuhdnMo5zJuO4XfN+b0aIMZ6HiIqp2YgRi0AgAKAgN1tyuTmRwVbvIGu3qypaGLAnnZm1woq9IenG0S+ARQN+pQ6mDRORIwf3cmj/Hk5xivOcByCGGBrsaUABBYB3Fh9WItam+TAYMMpyyiT350pPSWd7oipRjHBlvnap4s1KuhYC56KJ1ZTfZy0WGTlrQgF5RyPl7W2cutEYY6OoEvsmp6NS8ce7wwk7dZWB9/7IwtVTuNIizt2t8nqsjahzB9a8D6KfshxNrAbfJF9Kj1QeE5YeKUXbRuuS+y8nBgX2CsQ/2V92O2ujeWJrxfLE6Cf4esnXXMy+SFb+BYYv7MVPQ5fRoW6K7HGsmRO6em5W01J0yd0LcF8ac4FA4F24OypGGaMugQBRH8bdBIVFSi63RGRI6dqT8MgoLmWdJzqmLs1btrXomJZ6FUl5xhhja0SKtcKKlHgEcDL9iNW1ZRrEJ0iuV/VclDz4NrTn0P49/MmfFcu70AUVN4qBe2vxYaVjKu1NVQOGNdt7KkpKOyLn4amOVJus4+MIhPGq5mKJkdPdtQQ8FTljoeYmjdlaWkrqm1yFXuPDr9PvYfTtnzHkjqnMX/skBTFh7m5WjcKTnzvRT1mPb8PqQgy4zulGLuLJlAgDtqWXjQyNZPKoyUxdNpXTWafJKb7GmEX9mT5oPj3j+0luo9TanOtXLyX98IGKv2tCRIi5a27rvN/bEVExnoeIiqm5eJeVRSAQ2ExE7VjiW7Svtvxk+hGz227dvIFN61ZxaP8eNq1bxdbNGyw+bkxcPZo2b2VTPRkDtg6SDcKKMeaieRolJlVbtnfnVrIunJPdRi7EWgrjc9m6eQNL5s9g45rlLJk/w+LrmnXhHEcP7TfZJkcRE1ePqBZxHOMYAGGEkUxytfVMpSQQOIbCtELyFuRRsLaAvAV5lKaX4t+u8gTXv3353+ZEGCWkKXEU2kwtJYdK0GZKe6e7A7n3oXB9YcX9K0wrdPhx5YxXSro2AueiidXg19xP9v026X0skEXOKBjQKYCQMSEE9QkiZEwIgV2E6GmgNDSAZXMfRK0tY/Bd09EUlLi7SQI3U3UcI/cdFP2U9SihJlVgaqDV/aFBwDHGkjFqSGAIjw5/lKYNmgJQqC1gwrLhLD2yQHJ9W+aEzqaqCAPm55zegNS9MMbd4phAIBDYi3dYWQQCgUOIaZBodZ0Ya+us2IKpAVd0TJxdxzGOyikrK8PHx4esC+dk92lLnRi5bRrEJ1QTZAzRNbZeV3N1Z5zBFtWWiv93bdIVn2M+1dbxtugKpSFnYA8ZE1LNA77kkLSxy7+jPz7hPuh1elRqFdpM16SrcCZKjf6w5H1whnevEgr2CpSNEox1nohcna6K91e8X5Lk1Ytg+ZwHGDXoc/o+MptVP0wAtXjWaiLWRLmIfsp6lFKTypZILFtTOAb4BfDg4AeZtWYWe4/vRavT8siv48ktyWV8q/urrW9L/RdnZS7IunCumghjoCZEhBjuRdXasO4Wx5SOiIoRCCzHnenJPNvCIvAaRFoyZRD0v5oeVbFFZHDkIFEuJRjApawLJoUTS/d/Mv2IRQKGLaHrcr81SkyqJsQYxBZbrqsrRLGqXMrP4pfDc4DyCU/XXl3Rh+rdPtGraZgysPs196s06ZUzVPjG+1Yv4KsQ4cIWbEld4qraKXLFvatSmlHq0HYI45XAHEox1nkigamB6PJ1Fel/Sg+XUhhU6LF9qKu42LYBv067h8F3f0eXN1fw5+tD3N0kgRsozaieNsuwXCqdn+inrMeTa1LZmkpPo9EwYcAEFmxcwNYDW9Gj57n1j5JTlM1jtzxbbX1r6r840/nNVDaImhIREhNXj4HDxio6TbcSEWKMZyHSk9VMxMxbIBBUUFYmXbTbFpHB0YPElK49adcpVfI3c6nLzCEnYEiFftsSui63jY9P9cgRoGKwKYWp63paJt2Z3HJHMGPft5SUlUdY3NryVgL8AmxKPSCwD2sM7HJpHqB6yjJPTlslJ06VHJBOU2ZpShRHYfyeBPaSfkeKtxc7tB22pPhQYmo3gXMRfbhtaDO11WoweHIf6kpODmjJpreH0uGzDSTPuBFl2+7zDQRcyXNjywTOwt5vi+inbMNcekpvRK1WM7bnWHq2uyGSvPPny7yT9jJ6vd6mfVozd7QFuflek2Yta5wYYUkac4FAILCFbk3dI2wLIUYgEABwZHcam9atqrbcVpHBGYOlhjIF7u0VfUxFn0iR0rUnw8ZOoEe/wQwbO4FOqT3MHkNqG1NiixJzFVelSFvEj/u+BUCtUtO1TdeK32riRM+dWGtglzJgeFvOdTlxquRASTWhxR21U4yjb/yT/avdP2e1wxrjlavFKYFyEH249XhbH+pq9jx8G3v/lUrPZxbScOMR0OlI+WA1LeZsd3fTaiRToqawb+U+h+9Xm6klb2letW+Lb7yv5Ppyy99o8wZpi9Ps6qeunL7ClKgpnN1/FoBjaceYEjWFghzpDAFy/Pr+r3zY7UOb2mAPnw/+nEUvLnL5cT0RlUrF4C6Dub3z7RXLvtjxES9tfAKd3vo+2tq5o7VIzQObNGtJz/4iYtDVuLL2qqOIjw52dxMEViCyA9U8xOxKIBBw7XJmtdowAN16D6R5y7Zmt7clp66lVA1HrpqizBHihC3RJ4bQdcPgzJLzrhrubu58rL2uDeMT2LUtTXK5M1hyZD5XCi8B0CaxDZGhkU45jsAyrE05UTXNg7elrTKX/ss4TZmra6fI1a7RFekoPVg9PYuj22FJig9bUrsJBDUZb+tDXY5KxR/vDSf81BUGTvyBBauf4MIt8dT/M51djzu31p238ucPf7LstWW8e+JdfDTlUdjFecW82PhFGnVqxOPLH69Y91jaMb4c8iWv7HyF2o1qO6U9Vb99BgzfFsM3e/HixURERND/mf52f2+unbvGW+3eIjohmhf+esGufUG5QHXfrPtofXtroPxbWXa5DKQzq9nEldNXeKvtWybXGffFOO6beV/FfXU12hItm77ZxK5Fu7iYfhG1j5qohlEk908m9b5UwuPCLdrP+QPn+fX9Xzm57STaEi1JtyUx+j+jCakV4vA2q1Qq+tzSh0D/QH75/Rf06Plx3zfklV7nkz7T0KirP2tyabFckRHCmfNrgWW4o/aqQCDwfsRMWuB2hALsfgpysyWXy6XOksKanLqWIjf4cfSg1FaBxxGDM3PnY811dZZQJYVer2fa7s8q/r6t7W0OP4bAemzNoW3Y1lTOdVfVT3EkBnGq5EAJJQdKqv1uEDhcaUCVEziMa0u4oh3mcLU4JRB4OqJuhf3oNT78On0Cowf+l6F3TOXIyHa0/u5PVNoy9G4yOHsyiamJFOcVc2b3GeJviQfg+JbjhNUJ4/TO05QWleIbUB5xkr45ncj6kU4TYbSZWvK356PRSL8PumxdxTdbs02DXyM/h6Qb2z53O22HteX4X8fJ2JFBfId4u/dpwCAslR4vpexaGYVpjqkJFVkvkjcPvVnx98YvNnJo/SEeXfxoxbKAsAD8Av3sPpYtaIu1fD3ya84fOE//F/rTuFNjQmqHcOXUFXb9sotN0zYx+NXBFu3r+JbjNOrYiIEvDaQ4v5jZj85m2avLuPPLO53W/tTWqQT4BTBn7Rx0eh0/H5pNfkkeb9z8AYXX8yvmY6bmea6aczljfi2wDHfUXnUkolaMZyFqxbiPbk2j2HTUtddezAwEAgFBYdKRDO4sBmhu8OPoAZC1Ao8jB2eOPB9XeU9tObeZg5f3A9AwpiHxcfFOOY7AtchF1chFcHgChnOQEmIMAocpA6qjBSg5gUNOhHGXIVd49wsE1uPJxbDdTVjGZUYP/IyTfZPZ/MYQ+jw+l8ar/sH/ehHR+89x8eaGTm+DJzocmCKmSQxhsWGk/5leIcSk/5lOy4EtObbpGBk7MmiS2qRieWLXxErb51/J57vx33F4w2HC48IZ9tYwWg5oWfH7hYMXWPraUk5sPYFfkB/NejRj2DvDKqIZPh/8OXHN41D7qNkxbwd1IuswceJEsrKyWLt2LadOncLPz4+EhARG9hmJH+VpxtQRatQhN7411y9dZ97keRz94yihdUIZ+PJAi85fr9ezbc42Rn00ioi6EWz7aZtdQswbbd4A4Pvx3wMQHh7Ok08+WfH79h+28/vDv1N4vZDmvZsz9tOxBIQGAKDT6Vj/3/VsmbGF6xevE50QTd9n+tJ2aNtqx1H7qAmLCav42y/YD7Wm8jIov771WtZjxHsjKtrXeXxnLh6/yL4V+wiODGbkByOJvyWeeU/M4+imo9S6qRbjPh9HQ6P36cTWE6x4cwVn9pwhOCqYVoNaMejfg/APlk6Z+vvXv3Ni6wme3vA09VvXr1geWT+SxC6J6PX6indJF6xj5Vcr2b1oN/lX8gmNCeX+n+6nYbvy43e9v2ulfTfr2YysI1mmb4QD6NCsA36+fsz4dQZlujJ+Pb6UY8cPMIYx+OFHYrNk0g8fqLRN1XmeiFhxL3LRSo7CVPo5T7nXQowRCJSJ548wBQKB3bRtnkDRZddEUliKOwY/1ggiSh6cucJ76rs9X1T8355oGG8zengDVaNqvCFFlSWe6lIGVGcIUNYIGf4d/QlMcY/gJbz7BQLbsCcysSaT2zCKvQ90pfX0NFrN3MLFVvWIOpKJTq2iXlq604UYT3Y4MEWT1CYc23yM3lN6A5Celk7Px3uiK9ORvjmdJqlNKCks4dTOU3S6q1Olbdd8uIbBbwxmyBtD2Dx1M7MemsWre18lODKYgpwCvhz2JSnjUxj+znBKi0pZ/vpyZtw3g0lLJ1Xs4+95f9Pl3i48NucxCn4toLCwkBkzZtCuXTv69euHVqtl/bb1/PTCT5W2M2bOpDnkZOYwaekkfHx9WPTCIvIu55k992Obj1FaWEpS9yQi4iL4tP+nDHtnmKzAYI6n1z/NK01fYdwX42gU0YjSvTccKLKzszl8+DD3vHIPupt0zLhvBuv/u57bXymvSbLuk3XsWLCD0f83muiEaI7/dZyfHv6JkNohJHZJlDuk1fz+9e/c/u/b6fdMP37/+nd+evgn4jvGk3JXCkPeGMLyN5Yz+5HZjP6/0Wz8YiOndp4i73Iene7qxLjPx5F3OY9fnv+Fn5/9mdA6oRxae4grp64QEBZA09uaMvjVwez6ZRdJ3ZMqiTAGZk+azd9z/662fOx/xxKbFMvm6Zv5ZtQ3vLzzZYIjK9exOPfPOf6e9zejPx7tsOthitYJrXlwyINMXz6d0rJS0klnNrO5kzuriTAGdm5LY+CwsRV/i4gV9+CKlGGuSD8nEBgjomLch6ujYoRbo8CtiLRkysGWAvTOROmDH0va54nF/SzhTO4pVh9fBkBYcBhtEtvYtB9RCNwz8JYC1JYUqTcuUC4nQGkztXa1wyBwGOPbzLoixZagzdRScqikUnullpnCkmsmEAgEDkGtZseTffhh76us/PFeisMD0ZSUodbpaTVzi1MP7az+XgkkpiZycvtJyrRlFF0v4uy+syR2SSTh1gTS/0wHIOPvDLTFWpp0bVJp247jOtJ+ZHuiG0dz+79vpzivmNM7TwOQNi2Neq3qMejfg4hpGkP91vUZ9/k4jm0+xulZpyk+UH49oxtHM+SNIdTtXJd6feuxfft24uLi6N27N3G3xNHkiSbcPetujm0+xsX0iwDc9eVdDHhhAAAX0y9yaN0h7vj0DuJviadB2wbc8dkdlBaaL8qy7adt3Dz8ZtQ+auJaxFErvhZ7lu6x+VqG1C6P9AkMDyQ0KpTg4BtCgl6vZ9iwYcTGx5LQOYEOYzpw9I+jQHkqr3WfrGPc5+No3qs5teNr0+nOTnQY3YG/fvzL5vZI0aJPC7pM7EJ0QjT9nu1H0fUiGt7ckLbD2lInsQ69Jvci62gW185fo27LutRNrgtAcv9kohOiadSpESPeH8GOBTs4vfs0fZ/py9Mbn+a+Gfdx8dhFpt81nUvHL1EnsU6l4343/juea/AcOxfsJCAggKeffprJkyejVqsZOHAg7Xu2p1HHRtz15V34Bvqybda2StufP3CeL4d8Sd+n+9J+VHuHXpOqaEtuvNdJDZO4/+b78aM8zdspTjGLWRQiPSc5k3Hc6+Z1Uih5DiuXlcLRbTWknzPG3Y6qthAfHWx+JYFA4FKEW6NAIKhASV49rqx3Ygvm2ufNxf1m7Z+GTl9uhL+15a1ofKz/lHhDlEVNwZtSVFnjqe7MGimS0TdBhQ6LPpHy7AZs8vYW3v0CgcCV6DU+pA9pQ/qQNtQ6eIHbXvgF3f/qw1gTRWvNut5cEysxNZGS/BJO7zpNYU4hdRLqlEdh3JrI3MfmUlpUSnpaOrXiaxFZv3KqYoORHsA/2J+A0ACuX74OlEcvpKel81yD525s8D/7dtb2LMKywyi7WEb9lBtRE4GpgVz54goZpzJ494N3q7mEXj55uZqBP+toFmqNmvptb+wnpmkMgeGmv18FOQXsW7GPyasmVyzrMLoD237aRqc7O5nY0jJ8430p3n7jmxoREYG/v3+FA0VYTFhF1M6lE5coKSjh65FfV9pHWUkZ9Vo5dl5Tt8WNexZaJ9Tksg6jO/B/vf4PgJn3z0St+d8N0YNep2fUh6OITbrxAoz6cBT/6f0fNP7V36dRH42ipKCEqSOnkpuZS2hoKJmZmeh0Opo2bQq58PnD5anUGrZrSObRTN5o8wa3TriVSycusWP+Dnz8fCpSuRk4ue0kC59dyMVjF4lrHkefp/vw/fjveeaPZ6jfqvyZMJUiT5up5au7viK2eSyaUA07F+4krkUck5ZOYvUHq9k2exvXL17H39+fshZllA0s4yxnmclMnox5joKsnGrnqoTsB85k/eqllSKClDaHdUZWCrk0ZyL9nMDViKiYmoGwdgkENRwle0m4avBja45ZufZ5enE/UxRri5nzzw8AqNVqbm15q037ka2TkVEqhBiF4QkpqpyR4s7ZAlRVgcNRtSWKDxRLipzV1hPCp0AgUDhXWsSxaNljgHWpwyxZ1/i74U0OB1WJbhxNRN0I0tPSKbhWQEKXBADC48KJqBfBye0nSU9LrxYNA6D2rXL+qnIDPUBxfjEturdgwP0DUIepKbtWRtFfRQCEhpYb+/UlenyKfCrtoqSshOT+yQx+vXoxd0MNFON7Yyu7ft5FaVEpn/T5pGKZXq9Hr9NzMf1iNcHHWqqOjdRqdeWxkaq8LgyUXyuAB+c9SHhceOX9+Dn2G2x8z1QqVbVllC+60ba88rYNe2cYSd2TKu2rqjBXmFuISqWidqPaFdFLBsJjy89LEyB9PnL3cuOXGxn40kBO7ThFWGwYC59ZSEKXBGKaxFCUW8S0O6fRok8L7pl6D1fPXGXxy4srbW8qRd59z95H8a5iyq6WsePnHaTcnsLkX8uFub3L9vLH139wz/R7iGsex6XfLvHPH/+wgx0UUMAFLjCt6BuGMpgQQiqfqwXZGZxdv8RZVBVhQHlzWEdmzci6cI6d29I4k3G8YllV4UlJjqq2ImrFCATmcWV6MjH7FggETsMRg1BnD36qRq4kNkumV/+hFm8v1T4l14+xlxXpv3Cl8BIAbRLaEBYcZmYLaeQmZMXbi0GLV+Rl9yaUXIDaWXn93SFAyUWfWCo0Vb0W5vAGb2+BQOD9WBNFa8m6Ut8NpTsc2ENi18RyISangJ6P3TAwJnRO4NC6Q5zadYou93Wxap+xUbHs37Af/3/88fHxQV1LTXCt6s5d+nx9pb8btGnA3uV7iWoYhY/Gp9r6Ve9NeJ1wdFodZ/ecrSjwnnUsi8Ic0+lst/60lR6TetBxXMdKyxc+u5Bts7cx+LXqQpAl+Pj6oC8rPyfD2Mj3tC8+mT6y6Ttjk2LR+GvIPpvt0HowjqBBmwZcPHaRsJgwohtHy65XWlTK8jeW025kO2Kbx7LqnVWc3Xe2Wp0Yla+K4uJi3nnnHfT68uv086qfeebVZwDQlek4ves0tz18G8c2H6NFnxak/iuVxC6JBIQF8HGPj0lPSyemSQw7f9mJSqVi7Kdj8Q3wJbZZLDkXcpg/ZX7F8YxT5BkY9/k4Xm/1OufanKN27doAREVF0bNNT0JCQ9DEajj420FCY0JJ6p6Ej68PkfdF0nhgY245cwvTdk8jtyiXYzlHmBtQwB1FYwilXFy0JDuDp2ZFyLpwTrY2jq1zWGcIUo7KmlH1PhlQmvAkqHmIqBjvxztGlwKPRNSH8W48YRAqFbliGIBaI8YY9mUYaCq9vo09zNj7bcX/U1un2rwfKSO3AeGpr0yUmKLK2SnuXCFAmRNZLBWapK6FObzB21sgEHg/1qQOM7eu3HfDv6M/gb0CUalVinM4sJcmqU34+bmfKSstqyQEJHRJ4JfnfqGspIzEVMsFAm2mlnYN2rG9cDu//PILXbp0IfBqIFevXuWff/5hyJAhqNXl3xdVsKrStqn/SmXLzC3MvH8mvSb3IigyiEsnLrF70W5GvTSq2r0JuxhGUmoSC55awKiPR+Gj8WHxS4vxDZSvoXZ2/1nO7j3L+G/HE9M0ptJv7Ua247ePfmPgywMtPl9johpGcXTTURp1aoTGX0NQbBA+tX3AREm3gNAAejzWgyUvL0Gv09M4pTGFuYWc3HaSgNCAamKRK+n1RC92/ryTLTO2ENUwCv8gfzKPZHLk9yOM+nAUAGWlZfx434/w/+ydd3wUdfrHP9vSeyE9bEhIBQKETgDpvUkJRQVU9NRT8fT09O53Yvc869lFRUS69CZVhVAC0gkhkIQQCEkgkF63/f6Iu9kyMzu7O7M7u/m+7+XrwuzszHfKzjzfp3weDTDr/VmQuElwae8lfDHtC4x9cSy6DOwCrwAv3C64jZqyGrj7uOO5Dc9BXavGwdUHkX8sH3n789Da2Iqrh65C0aTAgAcH4PC3h3WyaRv/sRE9JvaAXyc/1N1pk7+7ffU2ItMiIfNoP7mdMzobjJ9SIu9PqqqqdIGYyMi2/WifAz2n9sTvX/2ON3q9geSRyUgdnYq0cWmICY/BEwFP4Otfv0Z1czVKm29gOZZjARbAH/664BIdzqyKQJdICFg2h9XOiW9cL+JN4sxW1Qyq66SPKyRPGkOqYggE4eA6FiaBQGBFdWU5Gmur4OUXiJ4p8bzsw1mMUDqDs+ByLrql92E9VqqqGiH3t7GWS3fO42RZW8Pc8KBwdInsYtP2PDM9ASkMNLa1uFqmPh/SWQT76PrzGYAyF2SxJNBEdy6AtsxuaOCy2d4EAsG1sUQ6zNy6dM9KrS3i3tsdbilu1gxTsCQMSYCiSYFOXTvpeoQAQMLgBLTUt6BT1046aSk2qKvU8PPzwyOPPIJ9+/Zh5cqVUCqVCAgKQEKXBJ0klshNBEmQYdWLf4Q/nt39LLa/th1fzvgSylYlAqMDkTIyBZoaaif37BdnY+NnG/HZ5M/gG+qLCf+cgKq3q2jHl/NTDsKTwk2CMADQY2IPbHxxI/L25SEiLYL1MWuZ+sZUbPnXFhz78Rj8I/zx6rlXWX1vwisT4BPsg/0f78fd4rvw9PdEdI9ojP7baIvHwCXaPkA15TX4dOKn0Gg0CJGHoNf0XgDagzBVN6rw1Nan4OHX1sPlqS1P4bevfkPO6hzseGMHNGoNgmKD4BPiA/9If4T3bzOcsoZkYdvSbfjpiZ/QeK8RvmG++MvPf4FXgBeAdtm0ymuVqL9bbyB/x4aWhhakjTWVulPdUUF8uP1ZIJO1BXO0z4HA6EC8cuIVXPn9CvJ/y8fPf/8ZBz89iEdffhSe5z2xAAuwAitQjWrcwz38gB+wAAvMzmedWRWBLtjSNbmbwdiZqlzoqkwA7n0BtqhmMAWdgPZz4awSc3SQYIzzQKpiHIO95MnIDJxA6EDkn8lG8aVTun83V7LPTLHEEHEWI5Qpu4ftWOmqahKS0zAta4FLGW8rzn+j+3tw98G6ibYtGDc71WLJJEzoWFLRQII1luHMuv5sgiyWBJrojtlzpCfc09wBQLDycq5MS24LVOUqSMIluutAIBAswxKpSHPrmns/uGJVbnBsMD6+97HJ8qCYIMrlACiXv1v8LoC29xcABAcHY86cObrPfWb7QHVXpXvmLXlmCeW2Q+ND8fCPD5ss127XGP8Efzy29jGDZX2z+lKuCwAz/jOD9jO/MD98VNneN0b/OLtmdqU9H1q6jeuGbuO6GSwb/4/xGP+P8QbL7nviPtz3xH26f4tEIgz7yzAM+8swxu1TQbV9AHh6+9MG/6YKChkfD929MO6lcegxsYfBMm0Q5k7hHfx121/hHdQuPSd1l2LUs6Mw6tlRBt9Z9dQqA9k4mYcMM96dgRnvzsCnkz9FVLconcQc1dgv7LqgW9apayf8seEPKFuUkLq3/R5LTpcYfI9W6q4L0KRoYnxmuHm66a5n5iOZeKf/Oyj5pQSRkZEIRCAWYiFWYAWq/vyfNhjDNEdko4ogVOc+leRX1+RuGDFuiu7fTIoX5qpMAOH4Aph8ANrkSWdQ9yAQCM6J61iYBAKBkerKcoMgDMAuM4VNEztjHC3NxdbADYuIQkJyGqUeLtuxmquqSUzpzm7QDAjBYG9orcfGy6sBAG4yN/RNpp8AWwKdRFnTgSaoq9RO3yuGbUUDX31OXB1H9HHhCjZBFksCTXTnQt/5L0R5OVemdm0t1Lf/vM65QMuFFvjNsa6vVkeBBKQJdLCVilSWKyEJltDKjDFJo2pxtapcrmF690rDpUAa99slcEtLfQvuXLuj+/e96/dw88JNeAd6IzA6ECqFCssXLsfNczexeO1iqFVq1FbUAgC8Ar0gdeP/mmTMyMDON3di3XPrMPLZkai6WYWDnx0EAF0yGJPU3Zz/zYEsQQbJVgncEt0MevjkrM6BRqVB54zOkHnJcGr9KcjcZQgICNCtE4AALMIirMAK3MVdVKMaP+AHjJHNpB2zuf4ldM59Icz1AGbJL3OKF+aqTADhyHRTXafYuAT07jcYYRFRTqPuYQ2kKoZAYMYeVTHEqiE4BNIfxv401lKX8DNlpljbxI6rJnrWYGn2irYXjH4wxpKxMhmUJcWFNhvVxscTI49HRv9MuxuBm/PXoUFRDwDISMyAh7sHZ9v2zPSEOFCMpgOGjVddISuVjbOdbbCGOChZ4iTFVGyCLJY6pezR00Yfck/S05Lb0h6E+RP1bTVacltIZQwNJCBNMIe5YDLVPUQlM6a1OxRFCiivmVZhOENVpaPh631j7/dYR6XkbAk+n/K57t9b/rUFANB3bl/M/3w+qsuqcXH3RQDAf4f+1+C7T217Cl0zu/I+Rg8/DyxevRgbXtiA/w77LyJTIzH2xbFYuXilrkKGSepOJBZBGi6FyEsEkZdhFb+nvycOfHwAW/61BWq1GhEpEXj4i4fhdcPLYD0/+OkqYypRiRrU4LHf52NT6D7E+sdRjpsumEHn3G9oqOOtl4o10El+mVO8MBdkEZpMN1PQyVnUPQiuDZEnc12IZUMgdBC8/AIpl9MZTbY2sbO1iZ41WJu9MnLcVHRL72PVWJmqak7nZOv+tsaopjqeG8WFuFFcaHcjffXF73V/D+w2kPPti8TUMmfOnpXKxtnOprFwc04zlNfbnUXEQdmGJT1UhBY0YBtksdQpZa+qF+I0Z0ZVrqJfbmW2uCtjyW+ZQKCC7h4SB4pNgp/Gzy99SAUGe/h635DqTf4xJ8NGJ2Fmjvmfz6f9jI2U2ouHXjT4d1z/OLx4uH3ZHxv+gEQmQWB0+7yWTuqObr9AW68gYyk2gMK2yXCHT7wPnih/Al+f+Rq3626jtK4E038ehU0z96GzP3W/TKpgBpOKgj5Crbwwp3hBJ20W3TnO4ZU+dNAFnRyt7sE3pCqGQHAsxMokEDoIASHhkKdmGMiTMWWmmCsvVqmonUz62NJEzxpsyV6xZqzaMvJu6X0AmBrS+lhjVDNdA3sa6ZfunMeZipMAgKiQKMR0iuF8H87c64MJNs52umNU1ajQsKcBinyFyWfEQdkGXRBLUawwCFwItU8P2yCL0JxSxGluHkm4BKB4JUjCJaYLCRb1QyIQqKC7h4ylTqmeXwDg3s8dMjl5hhEIQuLE2hMIkYfAP8IfpRdLsX3pdvSc1hNunqaVblxAZ5cFhwfj6cSn8dnGz1BRVYFbdTcw4+cx2DxzP2L85ay2zWburEWIlRdsFC8ckYjJB3RBJWc9HmenurIcd24VQ6TRICQqDgEhHccwJFUxjoFveTJiaRIIHYikXpkIi0lAY20V4mMjGI0JcxkfEomhM0kI2rb2zF6hkkCbltXWwLGmusqgGkaLNrDC9jyZG7e9jPTVuT/o/h6QNkCny8wlrqwLbs7ZTqdX33KCXr8eIA5KgD6IpX/uZEkyk2CWkPr0CC3IwgbiNDePe5o7Wi4YypOJw0wz8wltuGownmA/mO4V/Wc+3fNL4i9xCZuDQHAl6m7XYfc7u1F3uw5+YX7oObUnJv5rIq/7pLPLfL188dcZf9UFY0rrSnD/z6OxadZ+xPh1Nrtd47kzE0KtvGATaLF3IiZfDBgywkA27urli/Dy9nGobByXOEtVTP6ZbINE4sKLJyBPzUBSr0wHjopAsA1ibRLsDukP41gCQsLRMyXe7HpUmSD66BuIlvZl4Qt79aZhkkBLTOmOirJSykDMjetF+HXPdt2/zZ0nS64BXzQrm7Hp8moAgEwiQ0ZSBm/7cmVdcHPOdu2xK4oVZgMwWjqag1JZroSiuC2gos1aZtN0maqiCLCuTw+hDeI0Z4ffHD+05LZAVa6CJFxCgjAMSMOlEHcSmwSuhPT7E5q8IcEQc+8D7TOfPL8IdkejAXhIYuoIjHxmJEY+M9LRw9Dh6+WLp+5/Cp9t+gy3q27jZt11zPx5DDbO3Idov1jG79LN24wlroXWS8UYVwm0mKOirNRpZOOsRejBmOrKcoMgjJbiS6cQFpPQYSpjSFWM60FmEQQCgRZt1supnGzcKC7ULdc3EK3ty8IX9iiJNieBRlfOfPXyRYP12ZwnNteAT/YUbkNVc9vx9kjoAS8PLzPfsA1nrA7gCqZMXWNcpVqILcbVKi0nWnQVK/oBPFWNyqpAFqnwoIbO8ezKFWxc457m3uF6wlgTsFCWKw2CMACgrlBDWa4UxH1FeiI5B56ZnhAHitF0oMnkM+0znzy/CPbE7/pdzJz0KXZ9twDl/aibu/ON/jMZAAko24iftx+euv8pfL7pc9yuuo2S2muYtXEsNs3ajwgf+rkZXcJg/8zhVvcqJfCHLZLnHYnqynI01lbByy+Q08BIdWU5SgvpZd8ba6s6TCCG4Bj4lCcjb18CgcBIWEQUJkzLopUeE6KRwnemDhsJNOOAUE31PZNADMC+fw3TNeCTNbkrdH8PSBtgl312ZMxl5ErlUnj08+hQk2c6PX/9ihVtAE9ZrqQMxBjLk7Ht09ORM6TNOZ5duYKNYD3WBiy01W5Uyx19b7XktpCKOSfCPc0d6io1Y6CFPL/4hVSPtVMf4Y+66EBMfuA7rNu7BLXyELvu3/iZrA8JKFuPv7d/W2XMxs9wp/oOimsKMWvjGGyaeQCdvOmdw3QJgx2lysSZoJvv11RXoaKs1GWuly1VMcayYVxJhhlvlwovv0Cb90MgOIqO62EgEAgWERYRhcSU7iZGhz37sggFbUaTPlQVKvrnjIvzRHcN+OJmbQkOlewHAAT7BSM+yrykHcE2tJm6+siSZfAa7QWf2T7wmeLT4ZwaTFVCxp9RnT/3DHd4j/WGz2wf3Xn0HOwJZbkSrXmtuox7qu91tHOthU6qTVmuNFiHztGmf24JHQc2901LbgsaDzSiJZdd5ZqjacpuoqyuAJifTQTH4pnpafLMN0YaLoVbiluHfc7zRVN2E+rX16NxXyPq19ejKZv699NRULtJsWPlI2j19cDUrG/gVtNot33TJbJoMX4+CxlJUyukDcJ6b/h7++Op6U8h2C8YAFBYdRUzN45BZeMdxu/Zez5HsI6wiCgkJJuWNJ/OycaWdStw/PBBi7dZUVaKK3kXUFFWysUQHQqVbFjxpVOoriznfLvGxKVmdLhqGNLewTEMTeTnvBPLk2BXyAPE8chDvTndnr36sggNSyXQ+DxPfbt3xeInnsbU6TMMxqOtoKlvaMTEUUOw79AJdOvRk/V2f768ChpogKVA5393hlgkjNi9q2dakkxdQ5iqUqg+ozt/+rJ3xhmi0s5SePT3IOf9T8xJtTFVPRAJp46Lufumdm1tu/xYLtByoQV+c/wAtPV9oqxmk8t4G685zDkxO3LFnBAxtg06stSpoyD91qhpCvHB1rWLkTX2E0xc+AO2rn8cahn7xu3WwiZY7CwSrH0/2o/UNSewdt9zaAz3d/RwdAT4BuCp+5/Cpxs/RVVdFa7eu4w5m8bj55n7EOBhv4x9R6gmOAO2nJfjhw+a9IjRx1IpdqH01KXCmqqYxtoq2uW2BEnothsa3QV+ASEIiYrrcEEYguvRcS0iAoHAGfboy8IGexuhxmXkf5w4jqnj7sPwUWPx0/qtJutTnSfjMVt7DNeLrmLLunYZsdCwCNypKAMAqNVqfP/jaiSndgMAHD38O2ZMHo3LxbfhHxBAuT2NRoOf835q+8fzwPgHxgMA7pbcxRs938ALv7+A6O7RrMdnKbvf3Y0Luy7gxUMvGiznwslLt20hoO9Icktxs9u+hOwgoWvAzFSxwuSAo3IUKa8rUX+9ngQN/oRJqo3J0ab92/gzcaCYNKrvADDdNy25LaY9YG6r0ZLbAvc0d0H27WByYjp6bARDSABYGJB+a/RUdw3Djh8XYfqMrzD8+Q048EkWIBLxuk82wWJnCShfWDgIqatyMGXet/h5+1+h9BaOTRHkF6STKauur0Zu5XnM2zwJ6+7fDV93P973b4mDvyMFbGwJfFD1wKWCrRS70HrqcgGdNBgbyTCmvjJ03++S1rfDB2AGRQbh6C1+epYQ7AuZQRAIBE6wl7YtnQHpiCwT47GsWbkcDz/2FNb8tBzlZbcQHhFp8h3982Q8Zv3giSXHoFIpUXqjGLHREbpl+tsRi8UoKbqCu3cqWF+j0+UnUHjnKiAFEpITEBoSSrmePRuAunqmpT0dSc7mtNJWuWj7SMjk1l9zJueqK91PtsDkFG/Na6X8TnNOM9wSqYOHTQeaoK5SC/oeI9gO432TS33fqMpVwJ/KH0KrBqRzUHqO9CSBRQHh6raBM0H6rTFTmtkVBz7OwpinVqM6PgSnnh3F6/7oElm0OFNAuSEyANvWLsasCf/DuMdXYueKh6GRCOe+CvEPwZPTn8SnGz9FXWMdzlScxANbp2LN9B3wknGrRqGPJQ5+IVdkcI2tgQ+6HrjGsJUYF2JPXWMsrYoJCAmHPDXDQEaMjWSYub4y1m6XQOCLoYlBOHSF2wCYc7x5CQQCJ3AtS2YNtpYIUxmQjsgyMR5LYmo6tm7egF9+PYY7t8uxbvWPePb5f+g+11ahrN64A28v/SeuXrmMiIgIzJw5E2VlZdizZw9qa2uRmJiIKVOmwM3NDedOHcebr7+KHj17AwB+XrcKUqkMCx5+DC/+cylEf2bSadRqKBQKbNmyBZcuXYKHhweGDh2KPn36AACqqqrwySefIDouET169sGMyaMBAMnyTgCA2XMfxCdffof7J45CcmoaJBIpVq5aBgQDWAgULC7AeY/z6DGxB97o+QYA4P1h7wMAOnfujEWLFgEATp06hWPHjqGqqgpB4UEYtmQYMh9pM6yUrUps+dcWnN9+Ho3VjfAN9cWgRYMw+rnRrM+5vgO9oqICu3fvxs2bN+H2oRvSp6Vj2pvT4O7T5hy7mn0V25duR/nlcoilYkQkR+DBZQ/i6uGr2PPeHgDAkqAlAIC5n81F/3n9WY+DD+zpSHJWp5VOasZGzDmESOZuG3ROcbrzp7yu1FXFUOEM9xjBdujuG0m4BKBQ+JCEG8rzCElOii6wRIIwlsF39SWpwiBYgqOrgfPm9oN/USUyX9uBms4hKJjWk9f9GT+TAX6Tpviksns0dn+3AJPnfYvMV7fh8JvTHD0kAzoFdsKT05/EZxs/Q0NzA07cOoKHt8/Giimb4C7l573B1sEv1IoMvip0bA18sAmwWCIx7qo9dZN6ZSIsJoG2usUYur4yYTEJBt+1dLsdCVIV4xo419uX4NSQ/jAErkuEtQakvbNM8i6eNRnL2p+Wo7O8CxK6JmHG7Hn498sv4Jm/vaQLlmj54N038NZ/P8Ht8lK89LensWHDBkilUsyYMQOtra1Yu3YtTpw4gczMtgCGSqnE+jUrMfeBRdh14AjOnTmFvy95ElExsXhgwSMAAJFYjGPHjmH48OEYMmQILl26hJ07d0IulyMkJES3b7VajcjoGHz74zo8+lAWsv+4CF9fP3h4tGepr1+zEg8sehTuj7mjpaUZMokMCih0n/9t/9/w4agP8fh3j8Pnkg8kkjYn2vnz5/Hrr79iwoQJiIiIQFlZGXa8uQNuXm7oN7cfDn19CBd3X8SC7xcgMDoQ1aXVqCql1oClQzuBbG1txcqVKxETE4PFixdD3VeNn1/7GT+/9DPmfz4fKqUK3z3wHQY+NBAPLXsIylYlSk6XQCQSodf0XijPK0fegTw8uflJAICHn4dF4+ADezqSOrrTylyGKJeZu452+NgKlVNcGi6FtLMUyuumDX5FYhHjue0o91hHh+q+cU9zR8sFQ3kycZhtknX2qMgUWpWOs2GP6ktShSEchG5fCKUa+Pgr4xFw7Q7GPrkK9VEBKO8r53V/Js9kAVwLaykek4ZDb0/Hff/YhOr4UFxYNNjRQzIgIjgCf5n2F3y+6XM0tzbj95J9eGL3A/hm4hpIxdy/P9g6+IVYkcFnhY6tgQ+63q7y+ESLA0d5F8/iTsUtRHfugpvXiwy2x/e5tzTQZU2vmICQcNaBEkv6yliyXQLB2SCzCQKBYBf4KhHWGhdU8JFlYmw0ajlz5gymzZgNABg+aixqn1qMY9mHMGjIMIP1XvrXa+g3YBAqykrRq1cvHDhwAM888wyCgtrGmpqaimvXrukCMRKpFJFR0Xj9nfchEomQ0DUJly9dxJf/+wD9+vWDf0AQJBIp+vUfiH79+gEAMjMzceLECVy7ds0gEHPq+GGEhoQgMLBtXyEhnUx6xMR1ScDAhUPw9faPAV+gW3w3nMEZ3efeIW1VVZ5iT/j6+uqW//rrrxg7dixSU1MBAIGBgajxr8HRH46i39x+qCqtQmh8KLoM6AKRSISgGMuvjdaBfmrZKSiVSkyfPh2+A33hOdgTM7xnYNncZZjy6hSIZWI01zYjbWwaQuLajj88qd2Qc/N2g1gqhl8Y/7rNbLGnI4k4rdqdq805zQYBBS5lOuzh8HFUoMejvwfqr9ebLNf2NhIHitF0oInyc0LHxW+OH1pyW6AqV0ESLrEpCGP8+9KH69+akKp0nAlnrb4kWI+Q7QtB3Y8iEfZ9Ng++077A5Ae+xdp9z6EuNti+Y3Bizj02FAFFd3DfixtRExuEkpEpjh6SATGdYvDYlMfw1Zav0Kpsxe7CrXhu32J8MuY7iEXc/hboAgbGc2uhVWTwXaHD9rwwQdcD15JtbFqz3EAuPCAoGL36DrJLjx5jn0VCchpGjpvK6z7NYUtfGQLBkXAtT0asYAKBYBf4KhHWGjK2GltsoGvcV1lZidLSUkyfOQcAIJVKMfX+WVi9crlJICYlrTuANiMupVs6Dh06pAvChIZFwMfHB6Wlpbpj2LPvIDL69DeorPHx9kbxtSIc2L0VYrEYLS1NGDpiNKbNmqMzFjf8vAmh4abHf+7UcUTFJdEeY4+evbHx8mrdv/sm9zUIxGgR+bWPp7W1FVVVVdi6dSu2bdumW64RaeDh31Zt0m9uP3x5/5d4u9/bSB6ZjLQxaUgekUw7Djo8Mz1Rs7EGkSmRCHogSDd5jusfB41ag9sFtxE/KB795vbDVzO/QtJ9SUgcloie03rCP9zf4v3ZC3s2qhZiU2xHIA2XwmeqDy/BDHs4fJgCPXwHaMzdQ+5p7lBXqTv8PUYwxT3NXdcTxlqofl/6EGe/MLBXdYTQqzA6EkK2L4R2n6g8ZNjx0yOYPeYjTM1ahvW/PINWfy/7D8RJOfTWdPgX38WERT9gwy/P4m6qaV9OR9IlsgsemfQIvtn2DVRqFX7OWwVfNz+8dd/HJmoJtkIXMNDHXnNltpzKyaZczmWFDpvzYg5beuC2VcKUGSyrvncXKpXKLpUwxj6Lgstt+rDmgjHWVMWwhfR/4QYiT+b8ON4qIhAIdsHR/WH4KhHWGjJMxpYlZblM69IFk06fPg21Wo3Rwwbolmk0Gri5u+Ptmk/g598eAJBJ23soJCSmwt3DA8PHTtbt7/zFSyi9VYZpWQv+3P9bJuMrLsw3WNba0oKmxkYDY5HJyG+or6X9TOYuw76inQAAbw9vJMVQB20kIRLdZLu1ta0J85QpUxAV1bZ/t25u8MjwgPjPRpox6TH495l/49L+S7jy+xX88PAPSBqWhEUrFtGOhQ6Rlwhib2YH87zP52Ho40ORdyAPZzafwa63d+GJjU9AzrP8gy3YUwKH7305kyQXH9nufDt8mAI9igKFXaRXzN1DRNKJwBd0vy+Tdew0r3em5509YVsdYev5E3IVRkdEqM9+Id4nTSE+2Lb2Mcwe+zEmLvwBW9c/DrVMYv6LBGgkYuxe9hBmTfwfpsxZhnV7l6BRYAlXSbFJWDB+AX7Y9QPUGjWWn/sSAR6BeHHgUs73xSZgwEVgggsqykpxo7iQ8jOuK3RsCaToY00vmzsVt2iXp3TrafOYmKDzWRRczkW39D4O7QtE1f+lurLcoj4zpHcMwdkRhmVEIBBcHj5LhPX3YbzMEv3ZA79s1WWLUK1LZRyqVCrkXb6MV998D/eNGGXw2aL5s/Dj919jzLjxuHevknKfYpEYiSnddf/28fGFu7uHwXGcPnVC93dN9T3cvHkTQUFBEIvbJ4/NTY0m23b3oHa+BgS2yR+o1CqTz4prCtGsagYA9ErspesBo0Uqa3ttaFQa3WTbq8oLfj/6oSGqATFzYgwm3spyJVrzWiEOFMMj3AO97++N3vf3RvqUdHw962s0VDXAO9CyIGF4YjhOrjmJloYWuHu3Sdtcy7kGkViETgmddOtF94hGdI9ojH5uND4a8xFObTwFeV85pG5SaFQai/ZpL+wpgcPXvoSiwe5I+Hb40DmiFcUKu0qvmLuHiKQTgY8gBZvfkb2cq+R5Rw+b6gguzp+QqzA6KkJ89gv1PqlKDMPOHx/GtBlfYvgLG3Dg4yyA44oJV0Xh64Ftax5D1piPMGX+t/h521+h9LZe8pIPesT3wNxRc7Fq3yoAwEc5byPAPQiP9X7GIePhKjBhC3RBgti4eIePjQpre9mEhkUi78JZyuV8wxTQYlN1xEdVjHEARRtEyT+TbVAhI0/NQFKvTMptWLKuq0OqYuwPl/JkxEIl2IVBkY7RHyUIC3uXCFuiP2schKFa91qBYSUKACjUYjTU12Peg4sMKl8AoFfv3li+7AvIREpcu3aN1ZipKL15A6++8nc8uOhRHD2SjZycHIwdO9ZgHQ9PUzkDHx9fpGcMwG/7d+uW9ewzELFdEiESibD/l50YMWY8PD084e3jAwAoqLqiWzcjKcN0m6E+kHnKkHcgDwGRAZB6SeEZ7onxr4zHppc3wSvSCykjU6C8pETh+kLUXa7DoEGDcPToUQR2D0SXWV0gEotwbus5+IX5wdOf3uGiaFbg5oWbhsfp44GMWRnY/Z/dWP3kaox7aRzq79Zj40sb0SerD3w7+eLu9bs4uuIouo3rBv8If9y+ehuVRZXoO6cvACAoNgh3S+7i5oWbCIgMgIePB6Tu5HXIBYLSYHcgfDt8LHUyE4kegiPgK0hB9fvSx17OVfK8Mw9TdQTd+RMHiiESiywK3gm1CoMgLIR6n9wc0hUHPs7CmL+uQXV8KE49M9LRQ3Ia6qMCsG3NYsyc+D+MfWIVdv6wEBALqxqub0pfNLY0YvOhzQCAVw+9gACPQMxOfdDBI3MMdEGC3v34dahbU9ViSy+blG49kXfhjIE8WafwSN6rYYA2f0lCcpqJbwNwTF8gqgBKWEwC7twqNlgOAMWXTiEsJsGk2qW6spz1ugSC0BGG9UEgEOyONcYIF9gzE4dtX5qKslJKQ0V/Xbr+MEePHMaQ+0aaBGEqykoRHOiPW7duoby8XLf8dkUZ/AMCLDqOWXMeQHNzEyaMHAyJWIIp02agW2q7ZJibuwd8/ajL8QcMGQE3T2988sknGD52CvpnDgcAvPDyv/HWa//CkqcWY9acB/DJl99BoVbgVt0NAECgbyDk4XKT7UmkEtz/zv3Y89892P3ObnQZ2AVPb38aAx8aCDcvNxz89CC2vboNbh5u6BTYCQMGtMm1ubu74/dVv2PzF5shlooR2zsWj617zKCqx5g7BXfw/rD3DZYlDkvEk5ufxF9+/gs2v7wZH476EDJPGdInp2Pam9PazoenG25fvY3la5ej4V4D/ML8kPlIJgYtHAQASJ+cjvPbz+PzKZ+jqaYJcz+bi/7z+rO7GARGhKbB7kj4dPjQBXpkchlaTpg6p4lED8He8B2kkCXIdLMYmbxN8tPezlXyvGMHXXUE3flrOtCk+9uS4J0QqzAIwkOo90nevP4IuFaJzKXbUSMPQcGUdEcPyWm40yMavyx7CJMe+A6ZS7cj+3XHNiSnYljPYWhsbsSeE3sAAH/b9xiCPIMxKm6CRdtx1PydS+zZr0Z7vm5cL2JUvaDD1h63989d9GevmFsIDTMMwvB9LbW9YPSP25LzzFVVDF0AxXiZPo21VSbBlcILOazXJRCEjkij0QhTn0VA1NbWwt/fH2/tOgsPb19HD8cpIRUxjsW4P4y1JbbORkVZKbasW2GyvL3/ShtX8i7g1z3bKbehXZduneFjJxtIi5nbJt36dNw/cRTSuqfjjXc/MFhuqfHGZv2VF77FiweeBACM6D0CUzKnsB6nMa15rWjcZyqX5jXaC24pblZvlyBslOVK1K+vN1nuM9tHMJmnzgaTtJOyXAlFsQJAmzNaGi41rULIcIfnYCKVRLAvfL4DhCIHZo/nnSv3n6E7f8aQ9wehw6BWY9zilYjffRE/b/8rKjI6O3pETkXPr37HsFc248CHs3Hxz+QrIaHRaLDp9004fP4wAMBD4oF1M35Bv0h2Y3W1+Tvbuay1AQvj82WMsT+Abt90vgQAVgdS7HktbQn4cBGIuVWUhwvH9lr0nf5jswyCK9WV5cjZs47Vuh0NIk9mf+jkyRRN9dj1zHDU1NTAz8+PcRvEqiUQOhi2lNg6G2wzbuhKdLsmd9OtS7cOV8stxZLKIrbG3vYrP+v+7pXYy6bxCbEpKoF/hKrB7qyYczgrCtp7wrScaNF9LkTpFULHgq93gJDkwPh+3gkl4MQX5iTmtJAKI0KHQSzGvs/nwXfq55g8/1us2/cc6mLMzxtcOWBrCWcfH4qAojsY/vefURsbhJIRyY4ekgEikQjjJONwD/eQi1w0q5oxb+Mk7Jh7CMkh3Ri/64rzdzZzWWsDFnRKFvqwqWqh8yVcK8i3OpBi72tpixoJF1UxXn6BFq0fl5phElhprK2iXDckUt6hgzAE54V4xAi8Q6phhENFWSnyL52j/Iyu9NbZGTBkBKZlLcDwsZMxLWuBTppLH62RpU/X5G4YMW4K4zpM5b2Wrs8XdMZeRVmpwbLKxts4cvM3AECIfwiiQ6Nt2q/WwaIPcch3DDwzPeEz2wdeo73gM9uHVGNYCZ3DWVmuNPu5NFwKtxQ38nsjOAy+3gGMcmAOgK/nnbnfv6ugf/48R1KfO5LAQehIqDxk2LHqUSg93TAl6xu41TYxrt+U3YT69fVo3NeI+vX1aMpmXt+lEYnw+9vTUTI8CRMWLkfwpTLz3zFCWa5Ea14rL89aZbkSijMKTMd0dEEXAECDqh5ZGyeg9E9paDqYJLIsoaKsFFfyLpjMAy1dxx6wncNSwea8sE2ONPYlyOMTrR4X09hc0RdTXVmOxtoqRMjNB0WjuqSi/9gsJPYy7RVEF8yJ784sLV5dWY5bRXmorixnXM+ZIb5W54TM0AmEDoK58lxHNG6zBmvKa9lkggwYMgJxCUmM22azji3rU7Fp536Lv6MPW23bXQVboda0ObLSE9IhEols2i8g3KaoBP4Rqga7M2Gu/wTpT0EQOny8A+xZbck2y5yP511H+n3rnz91lZpUVBI6PE0hPti6djFmj/sEExb+gG3rHoNaJjFZT0gVgkJBI5Vg13cLMGvC/zBlzjdYt+85NIYxS8Ro4bsKUftcl0KKLGRhBVbgFm7hdlM55m2ehC2zf0WgB39KC8a+gOjOcZg4fS7jOo6UP7OlP4u582JpcqS+L+FK3gXacWn/n2nez7dqBtdYWxWTfybboA9MhDwZIRGxaKivQRFFv5egsGja6paAkHDIUzMMtkdVOcO0f3lqBpIogjwEgqUMTQyilSdjC0kxIhBcHHmot9nyXEdUaljD8cMHsWXdCvy6Zzu2rFuB44cPcrr9sIgoJKZ0ZzwXbNaxZX2uYWvs7SzYpPu7Z9eenO2fZOYTuMwubMltQeOBRrTkMkvZ8JnRaC/MOZyJ/B97XOF+cFa4fgfYq9rS0VnmHfX3TSoqCYQ2qpLCsfPHhxGdfRX3vbQRoGjrK7QKQaGg8PXAtjWLIVaqMHn+t5A2tpr9jj2qEPWf3+5wxzzMQxDa5mNX7uVh4bYZaFY2U37XVqUFKl/AzevXsO7HrxnXsaTSg2tsCVhQnS995PGJnI/rxvUiVn4Koahm8El1ZblBEAQAyoovw8svEKGRcsrvmJMwS+qVif5js9B94Bjayhmm/RdfOuXSlTEE58K1rXkCgQCAPqMkpXtPWrkuoSE049BZYGPs3Wu6iyM3fgMABPsF2yxLxjXEieq8GDsz67fWW30da9fWoulAE1pzW9F0oAm1a2tZ7dNZZTrMOZyJ/B87XOV+ILTDt7NeCLJgHfn3TRI4CIQ2bg7pioMfZaH7D0fR+7NfTT7vqAFbNtRHB2L76sUIvlyOMU+sAtTMwSlzQS0u5iLGz3Uf+ODhbg/Dx9MHAHDi1hH89ZcFUKlVlN9nI7dNB50voPreXeRdPMu4jqMks2wNWAwYMgK9+1M76205JjpJ84LLuQbLmPwUtlxLRyAP9bZofbqeLo21VbrqFn3MVbdoCQgJR2SXFLPrMu3fFSHyZM4HsXAJhA4AXeZGUmq602Rf2FKe3NExJ5G2p2g7VJo2o58rWTKucPVmxa4MlTNTeV2J+uv1rK+jVhpIVaWC+rbhJFl9W42W3Ba4p7kbrO9KMh3mpJ2I/B8zrnY/ENrhU/5QKLJg5PdNIBAuze+PgKI7yFy6HTVxISic1EP3mTRcClmSDIp8hW5ZRwnYsuF2zxjsXvYQJj/wHQa/tgNHXptCuy5TUItuLsJWvlIf4+d6QHgAHkt7DJ9t+gytilbsLNiM1w//A68N+y/l961tvM5URXKn4hZSuvW0uALFGrlwS2Gaw7LZf6w8Hqdzsk2W2yoDZjyumup7uHr5osl6TH4Ka6+lM0BX3aJdntQrE2ExCWisrYKXXyCrIAyX+ycQbMVWeTLylibwConOCgNt5oZ+RYmzlcBaU55sDwPRWWAy9nYVbNH93SOhB+U65vAtuYvMpdvx23sz0RTiY9U2jCFOVOeGSRqDzXU0nvhSoSpXAWnm92mNA9WaCTYfmHM4k3489AjFoU5wLoSUZU5+3wQC4eg/J8C/qBJjH1+JjdufRmlkJNRVaihKFAZBGFmSjMj5GXFtfDccfmMqhv5rC6q7hCJ3wUDK9bTVKsY9qgBQzkXUDWrDAJgFiWLGz/XYsFgsGr8Iy7Yvg1qjxjdnPkG0XywW93qa7WGaJSwiCtGd43Dz+jWTz0LDInXrsPUX2LOXDNUclu3++fSBsAmkCLXvizVY0iuGTU+XgJBwzgMwluzf1RgUGYSjtxxTvUawHOLJIhBcGP0yUi4axzsSSw0paw1EZw7eWDP2htZ6HC45AADw9/ZHbFisVftWerkj+kgBJj3wHTZteRIqD5lV29GHOFGdG3NOS6brSBWEo0ISbti8lisHKqnEYkYoQSpzCMmhTnAe6BxyQr7XXQk2zxdneQYRCJwgFmPvF/MwY+rnmDRrGZYteAT1AQEmqynyFVCmK8lvwogzTwxDQNEdjHhhA+pig1AyPIlyPaoqxNY86v4y+kEYwPZEsRR5CmaPmI21B9YCAF79/QVE+kZjYsJ0q7ZHxcTpc7Hux69Rfe+ublmn8EikdOup+zcbfwGdXHhcQhKvc2ftPFelUlm0f3v4QFwh6ZVr+K56Efr+CQQmyFuaQOhAOHsJLFtDyloDkc/sHr4DPNaO/dfre9GianM2devSDWKRdQ7KphAfbFu9GDMnf4bRf12NX755EBDb5uwkTlTnhsqZqQ/TdWTTaFbkJ4Ik2DAQw4UD1ZkqsRzhjHSmIBVxqBOshUtZMBI0YA+b54vxOtLOUnj09yDnluDSqDzdsPmjhZg7+RPMW70a3z/8MFo9PEzWI8lKFIhE+O3d++F3/S4mLFyO9b88i3spEZSrGlerWDLnsPXcD0gbgHt197D3xF5ooMFfdy9A+MxIZET0t36jRmQ99DjyLp7FnYpbCA0zDMJoMecvcIRcuPE819L928MHItSkVy59EJZUxQD8Vr0YU11ZbhJ0sef+CR0PW+TJiMVKIBAoqSgrRUlxIYA2fVWhGBNsDClrDEQ+s3uMjceE5DSMHDfVpm3qY8vYfyncpvu7e5futo0jozP2fPUAJi5cjuq4UBz/5wSbtkecqM6P1pnZnNMM5fX2Bqd011HrsNSoNZTbc+/jDsU1BdR31dDUalC/3rTfjC0OVGW5Eq251NmPQnNuOCIg4kxBKi2kzwbBWriQBXOmwKWjYfN84aL3GIHgrDSIvbF63jw88t13mLVhA1bPmweNhF1lsDlcPWCskUqw+7uFmDXhE0yd8w3W7fsbGjv5mv0e1VxEliyD4rLCZF0uEsXG9x+PqtoqnLx8Es2qZizYdj92zclGrH+czdvWktKtJ2UAhi3WyIXbAtU81577twStn6KirBRX8i44PCBjTwk5R5J/JttAhkyemoGkXpkOHJFjIPJkzoPrvWUJBILNGL+0T+dkO9WL2xoDka/sHirjseByLgBwFoyxduxKtRIHru0GALjL3JEQnWDzWAqmpCN76eQ/m4oGI2+ebVlcxInq/EjDpfCZ6mN2km/ssBR3EkN9u70yxj3DHbIuMrT8YT4QYI0D1VxPGiFVYjkqIOKscoGkzwbBEThj4NKRsHm+2Np7jEBwZsSBYlR26oT1s2dj/qpVmLB7N3ZOnAiIRACsT1bqKAHjVj8PbFv7GLJGf4RJ87/Fxm1PQeXpZvZ7VHORJq8mXhLFRCIRskZmoaquCgWlBbjbdAcPbJ2K7bMPwd8jwObtc4G9Zbjo5rn6cLF/ripH+E7AZAtfSaaWVsXwTXVluUEQBgCKL51CWEwCqYYhCBZiqRJ4Y1Ck47MSOjL6/WEsgS7rxB7ar1xhjYHIV3YPnfFYcDkX3dL76MZki/Fn7dhP3DqK6pYqAG3axFIJN6+EU0+PQEDhHYx8bj1qY4NQmtnVpu0RJ6prwHQdqRyW6ttqeI70hEgsMqvVbWsgwFxPGj4qsWzJPnVUQITIBRII7Gk60US73HeK+UzsjoK5Skj954stvccIBGdHW51xDfHYOWkSpmzbhuqUUJz5y3Ddb6M1rxUatcbAdmLC1QLG5myruuhAbFv9KGZO+hRjn1iFXd8vYCWlbGzD8pkoJpVIsWjiInyy4RPcrrqNq/cuY/HOOVg1bTtkEtt7cHKBPWW46OazQ0dNgEQiYb1//R4zxt/jqnLEHgmYbHGEhBzfUMmPNdZWUa5beCEHGcPtHwBzNKQqxr5YK0/mfG9XAoHAK0xZJ+Ze3GyCCXz3StGibyBqDa6KslJG7Vg+snvMVeGERUTZbPxZO/Z9RTt1f3eL62byudWOYpEIv74/C34l9zDpoeVYt+dZVHcNY/99QoeDLrAgEovgltKerchXIIBu/25pbnBLc+PcGWFr9qmjAiJELpBAYI+mnjqwQLe8I2KuElIqN3y22NJ7jEBwBbQBgPzRmTjRqQ4jv/sFTWMikOvfFS2nW5Bx8iTO9+gBhbs7AGr7Qt++d9ZKVyrY2la3e8Xil28exKSHlmPwGztx5NXJVu2Pz0Qxbw9vPDb5MXy0/iM0NDfg8I2DeOXXZ/HeyM8h+rMCytHQyYVzPdenm+daIq9G12MmPWMA4hKSOKscYZuAySf6AScquJBwc0RVDJ38mJdfIOX6lbeKUV1ZTqpiCIKEzJwJBIIBTC9nps/YBBPsrVMaFhGFawX5rPfJR3ZPWEQUEpLTdNkw+vgHBHFWNmzN2PddawvEiEVipMhTDD6z1VGslkmw84eFmD3uf5g6ZxnW7V2C5mAf1t8nuDbGQT62gQW+AgF0++cjCMNF9qkjAyJELpBAYIdMLkNLpWnAQCYXRkazo2GqhFQUKKC8roSyWIn6YsP+L5b2HiMQXA1tAODYu5MRePsexj22EmUPLsLtTp0wYdcuaMRinM7IAGBqXxjb97Ik6ueRswU1LbWtiib2wOHXp2Do/21FdVwIch8aaHb79rZ7QgJC8OjkR/HZxs+gUqvw08Vv0TUoGY/1foazYAfXQRNL5vqW7NuWOTpTj5lzp45DIqW+ntZUjrBJwOQT4/MfGhaBOxVlun/zKSHHJdrKF7VaDbFYDLVazSg/FhIpR+WtYpPtNNZWkUAMQZAQa5VAIBhAlXUCML+42QQT+NIp1R+DsXFmzT7psntsQVuKrB+M0Z7PK3kXKL9jjbFmydiLqq6isOoKAEAeIYd7tTtaq1p1Ey8uZApa/b2wdd1izBn9ESY/8B02bX4SKg/igOro0AX52AYW+AgE2DOwwVX2qSMDIkQukEAwj+cgT7TktgD6CmVebcsJDM/COrVBgAUwtUHY9h4jEFwasRh7vpyP+0d/irmrV+PbxYtRFhGBzsXFukAM0G5fUAUrFPkKyJJkUOS3N593xqCmNbbVmSfvQ0DRHQx/YQNqOwfjxrBEyvXs3UNH/7kWFxGHuaPm4qe9PwEAXjv8IhS3GiEtaD9eaxMbuU6QtGTebc2+rZ2js+kxQ4U1lSPmEjD5JO/iWZPzf6eizGIJN7bwVRVjXPnChDbQEt+9P2Ughq5axtUh8mT2xRp5Mud6wxIIBFZY2x9GizbrpKS4EAAQK49nfHGz0SDlU6eUzpiztzYqXTCopvoeuqX3Qbf0Piaf89Wbxhz7r+3W/Z2IRNSvr9f9W9qZ+tVgjUxBXWwwtq16FDOnfI7RT6/BL988qGsqSuh40GUsigPFFgUW+AgE2CuwwaWsGAmIEAjCJmBxAJqONkFZpoQ0QkqCMHpY+syjskGc+Rmo3xuHbT8PAkEfZbkSrVXApncW4IGHPsW8VatwLS4OqZcuARqNzt7W/tboghWyWBnc092dOqhplW0lEuG3/8yA3/V7mLjge6z/ZQnuJYcj5MJNJGw/j+OvTGBVacNlQJgq6NMnsw8qqiqw7+Q+qDVqvFfwJh7Fo+iETgCsS2zkI0GSbt59KicbE6Zl8bpvJszNqWPl8VAplZzJkzMlYHKJvt/BWAFEH4lEgsSU7pzumy+qK8tZB2GA9kBLQEg45KkZBt+NS80g1TAEweJ8b1mCUzAokl8nMoF/LMk6YRNM4CvgwGTM2TPIQRUM0o5Ff5lxtg9fvWnMcaD4F93fXW51MfjMOBNVi7UyBRV95Njz5XxMXPQDquNCcPyVCVZth+D80DkBmg40QV2lbssw5NhmtmSCbA+nHumzQiB0LEjwhRq6Z6FMLkPLCVNJN2eTSmLC2Nmqhe9Me4Lr0JTdBN89NzFr/XrkJyVhx0PTMPObtYgpKYFfXR2C7t3DveBgiMPabR+mYIUzBzUB620rjVSC3d8vxKzxn2DKnG+wbt9zCLpSgf7v78W5xUNQU+VO+b3W3FYAgKJAYVG1DJNNyhT0GT9gPG5X3ca5gnNoRSvWYA0WYzG84AXA8iRDtkETS6CbX98oLjTo02rvREk6tQ+gfc4dFhHFqTz5yHFTKRMwuYKu5w0VfCZ3cl0V01hbxXpd40BLUq9MhMUkoLG2Cl5+gSQIQxA0ZNZPIBBshk0w4VpBvsn3uAg4MBlziSndOQlymNOwpQsGGUOX7cNHbxomGhUNOF56CAAQ4BGA0OZQk3WknaWcaq8XTO2JI/+ehMGv70B1lxBcntPP6m0RnBcmR5o18nfmsEROwp4SN6TPCoFAINA/C105WE3lbNXCx3uQ4DroV1G1nG6BMjAQRfHx6HvyJAYfOYLS5FhE5V2HBoD82jXcCw6GukINZbkS0nCpyyeCWGtbtfp5YNu6x5A1+iNMmv0tdrzSFoiIOlKIugHdqL+T26oLxujD9Bs2Z5MyyatJw6WYP3o+KisrUVpdiipUYQM24AE8AAkkFjvb2QZNLCEsIgox8njc+FNRQx/9IIsj1CD059oqlYpSqotreXK67dnal4ep540xztITRos5KbG0/qMgFotpAy0BIeEkAPMnRJ5M2LjGW5dAIDgcpmACncFQX19r837NGXO2BjnYaNhaoj1Ll+3DR28aOo7dPIRWVdvkITkyGaIiU6kwj/4eQH9YPJlhcmb/8exI+BdVYtSz61AXE4TSwQm2HwzBqaByAuhjjfwdHZY0brW3/jfg3JI6BGHQktsCVbkKknAJ3NOos3YJBKFD9Sx05WA1nbPV4HPybiAYQVVFpZJKsWfcOBwcPhw9zp9H//MnoU136X36NE736QPA8J5y5d8WYKVtpVajoZMvNrz4IOa/9DUGv7YDd4OCEP7zZRRM68lot1JujuI3zMYmNSev5iZzw6PTH8UHKz9AvbIe13ANe7AHr/R5w6q+omyCJpaS0T+Tcpv683VHqUHYc65NBxd9edj6HYaOmoCUbj0t2rY1WFMVU11ZTlm5QiUxpiUuNQPRCWk2j5dA4IOhiUE4cK7e/Ip/4lpvXgKB4FDoDBw6g6Hgci66pfexyShiY8xZa3ix1bC1JIOH794vbPj1+j7d3ynJKXAPYMiOs2AyY9aZLRLh1w9mwe/GPUx68Hus2/MsqruGWX0cBOfEM9MT4kAxmg40mXzGpfQM28atlgRsCAShULu2Furbf97juUDLhRb4zfFz7KAIBA6RhkuhRFtyhxJKl3kem3vPuZIEG8F69BObADAGAhTu7jjVty/O3t8f0YcKMX73brS4uek+V9WodFUxAEkEMSZz6XakrTiGs2k9sXfMGEzYtQvlYWGIOVkIZblSF7yiq4Ixhuo3zMYmpUtWUhQodNcu0DcQD097GJ9v+hwqtQoncALXAkvQ38JjBtgFTSyFbZDF3moQQoCr3jhsrk/PPgPtEoSxhvwz2QaBFnlqBpJ6Zer+rS8xplarGStgCARnxTUsWgKBoEMe6u3oIZjAZDBYmnVDVc7LlzHHVsOWzujUaDR2z/Zhw+9/BmLEIjESYxLhmWB7dhxbZ7ZaJsHOHxZi9thPMHXOMqzbuwTNwT62HRDB6XBPa2sKy6c8BtvGrWwDNgSCUGjJbWkPwvyJ+rYaLbktpDKG4DIYJ3dIO0vh0d/D7HvCnjKT1sBUGepKMlEE66G699mguqHGrXGJ+CouzmB5y4kWtJxoIT2IaDj19AgoqoEeG4/Dq6kJlcHBiKioAAB4FNVCGR6k+12aC8TQ/YbpbFJFiQJuKe1BM1mCzOx8qktkF8waPgtrD6wFALx08CkkBqWgd4Rlss98VaawnZfbu0LFVkkwW+GqNw7ddZPHJwo+sFVdWW5S7VJ86RTCYhJMKmNI4MV2iDyZcCGWHoFzBkU6PuO/I6It8fRURgju5RsWEYWE5DQUXM41+cySrBuqcl59Qy8xpTsn4zU3NqrldEan0LJ9btaWoKCqrV9P5/DO8HRvm5AZZ8dZ6sigbcJ+pAluyW4GzsFWf692LeYHv8fmzU9C5c7d60joThhCG3zLY7DVQmcbsCEQhIKqXEW/nKg2EFwAquQO5XUl6q/XMzqTHSEzaQ367z+NWgORWERsFgIA+nufLbJYGdzT3aEoVqDlBKn2ZUNTqC+OvDIR+zsPQrfcXPTLydF9lnboDM4NGgmA3q6UxZvassZzEWm4FLIkGRT5CoN9K/IVUKa3VyuxTQ4akDYAN2/fRPaFbLSqWvHIjtnYM+84Onlb5ry2NJmRbTBDCDJg+nAhCWYrXPbGobtujjrnbOXJGmuraJeTwAvB2RmcEIhdLNclb2ECwQXQL/G8cMwxxoU5Ro6bCgAGwRhLsm7oynn5NKoszRSiMjqFZogeKjmg+zspNolyHWscGXROa1WpCk2lTSayObWdg7F91aOYMfVzjHp6DfZ8/QAgMu1VYynO4oQhtMG3PAabYI+rN68luB6ScAlgmtfQtpxAEBjWJEcw9VGhcyY7m8wkkYciAKa/D7p7X9pZahCQkSXLoLisMFnP3HaEUu1r76Qpc/uThksh7e+Dc7KeOJeejugbNzAuex/uDYg2+L4sQUZtV+qdU7q5iCzWNBADGF4TS5KDpg2dhlt3b6HoVhHKG25h8c652DBjD9wkbhRboIftXFUIwQxr4EoSzFa4rkASmo+BDV5+gRYtJxBcFeFZpQQCwSKoSjwdYVywYeS4qeiW3seqChE2jen4OG5X07A9bCYQY60jw2wTdgrZnPK+cuz5Yj4mPvwDauJCcPzl8ZYeDidjJ7g2bJxdrt68luBauKe5o+WCoTyZOExMZMkIgsPa5AhzFYlUzmShO56FiNa53NGrcpTlSiiK2xzkMrn9bEaq34csQUa5rkd/D6A/DOyUJq8m2iQSIVf7Wis7yNX+6J5D+rZgdWAqfn6/B+33tesZ969imouwuSaWJAdJJVIsmrAI7695HzUNNThx6wheP/wPvHnfh+ZOicUIJZhhDVxJgnGBq/gVqCqj2FTFBISEQ56aYeC7ikvNINUwPELkyYRJx7O0CAQXg67E0xHGBRu0Y9IaRWzHyLZsl4/jdsaMEyrUGjUO3/gVAOAuc0dsWKzpOjY4MrQTmKYjTVCVmkrnUMnmFEzriSPXJmLwGztR3SUEl7P6sjsYCrSTaGOIE4bABpKdTHAm/Ob4oSW3BapyFSThEhKEIQgOW5IjzCV3UDk0hex4FiLGzmUtfDvFhYbxebBXLxWm3wejI17PTmFKIhFqta+1soNc7o/pOUQl1Uz1fbrADtM8yi3FjdU1sSQ5yNfLFw9PfBj/+/l/UKlV+O7sZ+gd3hf3J8+l/Y41CCmYYSl0PgSVilrmlQuYJNyc3a9gXBmVkJymUz5hQ1KvTITFJKCxtgpefoEkCEPokHQMC4tAcGHoSjmt0Ru1Bwd+2WogT8a2rJmqnJcKoR63ELhceRF3m+4AABKiEyARm8rY2OrIkIZL4ZbshqbSJpPP6GRz/lgyCgFFlRj1zFrUxgTh1qB4VvvSh86hABAnjKtBegARCG24p7mTnjAEwWJrhYrWGdmc02wgySSVUz/3hep4FiJUzmXdZzw6xYUG3XmwRzU10+/DEkc8UxKJEKt9rZEd5GN/bJ9DTOPVoj9uc/MottfEkuSgzuGdMfO+mVh3cB0A4IX9TyAlpBtSQrjrncplfxN7Q+dDOLR/F2qq7nEur+asEm5soKqM0vp1Ro6byrpXTEBIuNMFYLT9mJ0xeESqYoQH8U4RCE6OtsRTH1v0RvnEOAgDtJU1V5SVsvr+gCEjMC1rAYaPnYxpWQuQnjHA4HOhHre9qCgrxZW8C7TnU1sNAwCJMYmU62gdGfpY6shwT3OHuJPh64VRNkckwsEPZuHWgC6Y9OB3CCi8w3pfALNDQZYsDFkyZbkSrXmtUJazb7hKMKUpuwn16+vRuK8R9evr0ZRtGvAj8Ae5jwkEAlu4qFCRhkvhM9UHPrN9IO38ZxPsYiXt898z0xM+s33gNdoLPrN94DnYtQMJ1sLWuexKz3qq9xfTeWBzjmzB3O9DGi6FW4qbzTYsV9vhClayg3bYH9vnkKKEutreGO242cyj+LgmA7sNRP/U/gCAJmUjHtmRhZrmas62rw1m6MN23m1ufmoPBgwZgaGjJpgst8QPwYa8i2cpJdwceexcQlcZVXA512WOkYr8M9nI2bMOF47tRc6edcg/k+3oIRGcHGG8kQkuw6BI4WdFuCLaEk8vNApWb7SirNQkCKPFkrJm/XLesIgol9BZ5QI22TdHWARiAG4y6CyVzVG7SbFzxSLMHvsxpmZ9jXV7n0NzkDerfTFN2mQx1Frb9sRajXyCIfboAUSqbUzRnhNFicKgySy5jwkEAhNcV6joV8UA9M9/vmQmXen9wNYJ7SrSrnR2GNN54LuauqNWcFkjO8j1/tieZ2W50sDuYUJ/3FzMo9g+b/TXm3HfDJTeKcXNOzdxrboAz+1bjO8mrYdIJLJ4/8ZUlJUiKCQUQ0dNgEQiYT3vFlJ1iERCrczAlbya8bHysQ9Hw1QBpT1GtlUxzgJVP+biS6cQFpPgdJUxBOHg2m96AqEDERASDnkoO8e1IziVQ585YEtZs7PrrHIBmwaKKrUKOaVHAAA+nj4ID2I2HLhwZFgqm9MS4IWt6x5D1piPMenB77B505NQuZt/TTFlqzlalswewYOOAl0PIEWxQncu2Uxc6dYhATNDlOVKE0kgfch9TCAQzGGtQ9L4OW2rvJCtuNr7wZwzXIujbSguMGeHUZ0HewVEhCgdZg/oZAf5Ou/Wnme65460s9TsuG2ZR7F93lCtt2jiInyw5gM0tjRid+FWfHPmf3i897PWDeRPqIIpiSnmZc/YzE+toaKsFCXFhQCAWHm8zf1m2fohmPq+UB2rNfsQOmERUQgICkb1vbsmn7nKMRpTWXqNdrkzBWKIPJmw6BhvewKB4FAqykpx40+DyZiuyd06fCCFLXQGIJsGipcqz6O2tQYAEB8Vz0l2FB/UykOw/adHMGPq5xj57Frs/XI+wDBWpmw1IWQWOtp51JFgM3GlW4cEzAxh6rmkD7mPCQSCOSx1SFI9p2UJ1NWt9ggUuOr7Qd85rVFroChQ2MUpzidUiRbm7DDtedAme8jk9r2u1jjsuazOclSll1Z20F77t+Y8a58vmzdvRnNzM+bOnQsA8OjvAfQHL+Nm+7yhW88/wR/zx8zHsu3LAABvZr+MjPD+6BNpKCu2btWP+PfLzyO/pE0O+v13XscvO7dhf/YfBuvZEkxhMz+1FOOg0OmcbJv6zbKVVzNX2UN3rJbswxmoKCulDMJY4s9xtl4rGho/BN1yAoENzmVdEQgEWoRcDUNnnIRFRGHEuCl2Ho1zwmQAssnwOXbzsO7vhKgEnkbJDeX94rD383mY8OiPqO4SghMvjqNdl26C7d7PHZ4DHJ+tyoVGPqENmVyGlhOmwQGZXMZq4sq0DgmYtcPUc8kYch8TCAQuYXpOO0rGyRXfD/rOb7cUNwBtVczOLL9mqfyY/nJpuNRpjpfL6iwhVHrxJSXIliVBSxg/HzlnJMaPHw+NRgPA6LnDw7jZPm+ac5p1fy9durT9A70/MQNQdlfi8V3zsHf+CQR7htDu94mn/4aHH39K9+9nn3gENTXVeOX/llKuzyaYYmsFijF0VSeWVNkMGDLCYllzNsEoumMaOmoCUrr1NLsPZ4HOpxPdOc7g33TyZPlnsg1kvuSpGUjqlcntIDkmNFKOogs5lMsJBGtxDouDQCA4NXTGycCho+w8Em5hKlHmej9MBiCbDJ/jpe2BmPioeN7GyhVX7++No9cqMeitXaiJC0H+rD6U69FNsGVyx/eGATquBjgfMJ3L1rxWyu/oT1yZJreuEjDjwonGtlEuuY8JBALXMElQOkrGyVXeD1qYnO+Odopbi6XyY876/uKyOkvIlV5aW0aj1kAkFtn8e2eyjV7Pe13395nNZ7D7nd145cQrumXu3u6Q1Esseu7YYouxed4oy5UmsrFTp05FQkICvKd4Q9pJCpVahRW/rUDxnWLcqr+JJXsfxY9TNtMqInj7+MAbPibLbQmm2FKBQgVT1Ym1/WZt2a/+PumOlW0Qxl4+BVux5X5w1l4rASHhkKdmGIw9LjVD0GOmg8iTCQfns0AIBILTwbUhJgTs2XyQjQHIlOGj0Whw4tZRAICnuyfCg53DcDj5t9EIKLqDUU+vQV10IG4NNA0gOcMEu6NqgPMB3bk0N3FVliuhqlHRruMM95E5uMpsZXIuypJlkMXIyH1MIBAcgiMCBa7wftDiKOc735U2bOXHnN0O47I6S6iVXnTSqJbYNPr3m6JAwWgb+YX56f728PMARIbLAGDVS6vQVNOER396FADw6eRPEZkaCZFYhJNrT0LiJsHEVyai98zeWL9wPS4cvgBvb29MmDABqZNS4T22TbWi7FIZtr66FUXHi+Dm5Ybk4cmY9tY0+AS3B0DYPG+orp2HhwcCuwfCp3v7thZNXoT/rvkv6pvqsX/TLiT/PQytdS24b8Ro9B8w2OD7+tJk77/zOtavWQkA2LNrOwBgwYIFiItrq3qwZA5vPD8FgCt5F0zmqmwCEUzOfj77k7ANPlhTbQOw8ykIJVBjiU/HuCqmsbaKcpuNtVUODWqwkUpL6pWJsJgEp5JUIwgb57RCCIJkUKRrNugicIO1xoml2MNQ4av5IB1sDUC6DJ+CqnzcbWrTAI6LiINY5CRZnCIRDnyUBd8bVZj04PdYt3cJarqEAgA6nSnB7Z4xgEjkFBNsZ80yFSJU55Jp4srU70R/cusM9xEdXDrXqM6lVC6FRz8PpzonBALB+WCSoHQkzvx+0MeezveW3BaoylVQ1amgKmlPhOBD/oqt/Jiz22FcVmcJsdKLSRqVrU1jrscdV4HHE2tOYOQzI/G3/X/Dmc1nsOGFDTi36Ry6BnTFoMcH4dixY9i0aRM6d+4MABANEOHzaZ9jwIMDMP2t6VA0K7B96XaseHgFntr6lMG2zT1v6K6RRz8Pg3/7+7T1i/n686+BbUD9qFp89bdVqDhXhvffeZ1yG0CbTNnVK5dRV1eHjz9v6zXT2tyExsZ6q+bX2vkpXcCBbXIjVRAA4De5U+tXSEhOQ8HlXLP7tLTaho1PwZ7Jn2yw1qfj5Rdo0XJ7YIlUWkBIOAnAEDjDOa1IAoHglFhqnFgKk6HCZYCGj+aDTNhaUaSthgGALpFdOB8fn6jdpNi5YhGyxn6MqXO+wbo9SwAAc0d+iC3rH8f1USkAXGOCTbANqokr3aTevZ87ZUNeZ72PuHauuYrTkUAgOBfWVp/Yo7eJs74f9LGX8712bS3Ut6nfS3xU4LhS1RITXB6nEM+ZOWlUczYN2x53XAQeo7pFYcwLYwAAo54bhf2f7IeXtxcyMjIAAMOGDcMff/yBiooKxLjF4Pix44jqHoVJ/zdJt425n87F0u5LcbvgNjoldDLYPtPzhurabdy8EZt3bDZY7+VjLyOlcwrCroShIqEC6sFqvJn3CvYtOoE/ThzDr/v3Um7f28cHHh6eaGlpQacwbh56dAEH/8Agi5IbtUGAkuJCAECsPJ4334KxXyEhOQ0xnbtwmuxpzqdg7+RPtrD16ehXxQhN4stZpdJshciTCQPXsk4IhA6KPNTb0UNwOEyGyrWCfE4zSbhuPsgGWyqK/rh1TPe3fiDGWZqytgR6Y+u6xzF7zEeY9ND32PzzX1AX4Y/ow1d1gRgCATCduNL1G9Ct6yLw4VxzBacjgUBwPiwNBAuh4bizYA/ne0tuC20QRgsfFTgdJYGAy+MU2jlTlNDbbIB5m4ZtjzsuAo+RaZHt25OI4R3ojYi0CN0yH582ibCGhjYndOmFUhRkF+DFmBdNtlV5rdIkEAMAL0a1r9snqw9mfzhb92/9a4elwPR3piNxWKLB9/3C2yTWJPckCEgOQDWqUVJ7DS8eeBIZffvTBmL4gC7gcKfiFu36dHNdvhM7AWq/QsHlXHRL78Ppvs35FPhK/nSU1JmQJL6EKpVG6Bi4poVCIBBYo30Rq1QqSCQSh2uPWoK+EUFnqJQUF9qUSWKJoXLv7h2bjBpz+7LW8DxZ1haIkYgliOkUAwBo2NMARX77hMcWx4U9Ajo1cSHYsfIR3D/tc4x8bj1KB8cj+kgBL/siEJwNIWa2EggEgrWwDQQLueG4UOHb+a4qp+7Hpg9f8lf2TCBwZDITl8cplKQLZbnSYF5iDBubhs19pb8dW66hWGq0LxEgC5JB1kUGRb4CIpEIQFufTgBoVbQibWwaJi+dbLIt4540QFuA+fFHH29fp6/pOvrXzreTL0L/lG82RiQSIT0hHTluOWhubcbWKxsgrpKwOk6uoAs4hIZFIu/CWdbr2wt7qV+YU73gI/nT0VJnQpH4EqJUGqHjQCxUAqEDY/wi1uJo7VE2UJULWwIbQ4rOUKEzzg7t32WyLlv4Kn++21SJwqorAICYTjGQSWUmQRjAeseFPTJR/Yor0e+Dfbg6JR37Pp2L8Y//hMLx3dDp7A241Taj1c/D/EYEgrNUIbkKQuw3wNc9ILTMVgKBQOAboTYcFzp8Ot8l4RIgl/5zV0gSIFVY3EP3W3ZLc4Nbmhure4YuKUUWb2obUV1DLvAe640GGCW7ZbgjtjYW57afQ1BsECRS5iCINsAcHBzcvrCobbk1v52wxDDcuXgHc96cgx92/wAA2PbrBnhqvGi/I3Nzg1plPqjKegw0AYeUbj1RU3XPavltvlDRHDvdcltgUr2wVZ7cGEdInenLkwkJoUmlEToWzm0FEQgEq6F6EWsRgvYoE3TlwlSN9GLl8Tidk22yDXOZJEyGCpssFEurbqiOR3sstgTGzpSf0P0tj5AzZpxZ6riwVyaqWipB6IVSpK3KQXVcCIpHJiN+90UAQGROEYpHp3K2Lz6hq0IiwRn+EFqlCN/OG6FkthIIBII9sFSWkbxv+cc9zR0tFwzlyURBInhmeLrEeSdVWPxA95tlG4TRQpuUomcbteS2UF5DtYxe2kzTrEFrXiurqhvvsd5QpiuBpYDnYE94DvZEZpdMHPvxGH589EeMfGYkvAK9cKfoDs5sOoM5/5sDsaR9u9YEmJtqmlBbUWuwzN3HHe7e7hj62FB8Mv4TJGQmID0wHed+OQfVFRUaRY1QqBSQSUyTk2JiO+O3A/tQcDUfgUHB8PPzh0xmWxITXcDBFvltc1grwSWRUAfL6JbbCpPqBZfnh49KH0fJnHGBkKTS7AnpE+N4iLVA4IRBkY4tHyVYDt2LWP9zbZM4ob1c6cYe07kLuqX3MRmvNZkkTIZKYkp3k23SrcvmnJ2iCBTpY0tg7I+y9jHKw+WM+smWSkXYKxO1PjoQa359HuEni5H+bTa6bj0LtUQMsUqNpPV/OEUghq4KSd2g5kwijkAN3aTc3g454rwhEAgEbmEbbFeWK9Gc0wzldWX7egzvWxKwsQ2/OX5oyW2BqlwFSbgE7mncVBsIAUdUYXWE+5HLxBmmpBTjhBh9NA0ayuWqChWUpUo07msEAKhrzPei0Y5bO7fyj/DHs7ufxfbXtuPLGV9C2apEYHQgUkamQCQWGXzXmr5/a/66xmTZpH9PwqgloyDvK0fWx1n45d1f0FDVALcubmgd2gr17yr89/hreGXwmybfnb/gERzNPoRxwweiob4eG7fvw6Ahw8wetznoAg589H2xRYLLEf1gmWA6P1S+Gjr/DdfHxfYcC7UqBhCOVBqhY+Gab3ICgWAWcy9c/4Ag3jVErQ3yMBkRVIaKNZkk5gwV/W2qVCoDWTJz29CnoqwUN4oLza5nbabK6TK9iphwOcQN1Ea8LNlyZzBdU01etL9FIpT3i0N5vzgcfmMqun9/BH0+OYCQXOomj0KCqQqJK4k4AjPGk3JHyIoQCR0CgUDgHnOyjHSOV7r3LZGd4gb3NHfAMtVgp8AaJ7ktdKT7kW+JVaqEGH36PdAPg14YZPKdKUOnGCxbMHMBfGb7GCx79dyrJtv7+N7HBv8OjQ/Fwz8+bHaclgaljPejjzaI12dUHwx4YAAAoKSiBB9v+BjqQWp8dvK/GCkfjxde/jdeePnfuu+FhIRi3WbTua29sDURlE7ZQiKVIlYeb3abXEuC8QWVrwYArf/G0uNiug6OkDkjEFwF4ukhEJwceai3Vd+jehFr6dlnIADw+nK1JchjjXFkaaYNm33ob9NafVtzlUlarMlUUWvUOFvxR9v3vf0R4BsA+MLEuJcly+A9xrL7iC64YE1Ax1Iaw/yQ8/J45Lw0FiJN+3iEmi3IVIVEuz5xzPOGoypT7O28IRAIhI4CXQa8Ocer8fuWVC4SzGFPydOOeD/yKbHKZI/TXUNzSTSO7vvHtH+6IF5sWCwmDJiAHUd3QAMNntnzMA488Ad83Hw5G78tcJEISje/Pp2TjdM52ay2yadkGhfQBUKMMfbfsD0uc9eBD5kzKqoryzucdJg9IPJkjsU13+AEAoEVxlUdEolE90K+kneB8jtcvFy5yKCwh3FkyT6sHQ+bAIu1GThFVVdR19qmFxwTFqNbzkXGGd3ERBZjxyboYjE0EH62IJ2jXdJZAtV106aPHdkxb4+AmqMqU4TWr4ZAIBBcHXOJEMbvW1K5SGAD35UbWsj9yC109rXnSE9a+TymJBpH9/1j2r+5IN6I3iNwqfgSim4VoaT2Gl79/QV8MPprzsZuLVxVWZibX7PdJh+SaVzBNplTuy5dMikVbK6DpTJn1siT5Z/JRvGlU+3bSM1AUq9Mi7Zhb0jgiMAGMvsnEDo4dC9iPrVRucigsFfvGksMMGuMNbrKG3l8os3Hd+52u+ESGxZr8JmtGWdCye53hmxBKge8tgrJZBLVgR3z9gqoOfLetZfzhkAgEITM7nd348KuC3jx0Iu8BuDpnusfffQRMmdlYnT4aADAkqAleHjlw0jNoO4515ETJAjU8Fm5oUUotrarQGePi8QiKMuVlM8fuiQaAA6df5ib/5gL4onFYswbPQ//Xf1ftChasDp3OcZ0mYSx8ZN5HzsTXFVZMCl/aCkpLhRstQtg3tdhiU/GknUrykqRf+kc5Wf614Fv+bbqynKDIAwAFF86hbCYBEEGOKory1F4IQeVt4p1y5whcERwDMQDQCAQKOHz5WprkIfv3jWWYmtQiK6axtZzfa7itO7vmE4xDGtajlCy+50lW5DOAU8c823YM6Dm6HvXHs4bAoFAsIVVT63CyTUnTZb/849/IrRLKGf7oQvA3y25izd6voEXfn8B0d2jcTX7Kj6f8jnevvY2vPy9WG377f5v4+71u3hp2Utwu+amWy6VSyH2FkMWZ1rB6+j3g6sjZBlZIULuR+7Rt7sVJQooLrf9B9AnAFHZ6q15rZTbVxQr7HJ9zAZaWATxQvxDMH3odKw9sBYA8MKBJ9AnciCCPUO4HzBLuEwE1c6vS4oLcTon2+Rz/WWO9iUYw8bXQeer0Wg0FvtvtL6MG9eLUHA5l3Y94+tgqSKIJVUxjbVVtMuFFogxrtzRIuTAEUDkyRwJeYsTCARa+JL/siXII7TGcFwFhfgofb5w+4zu75hQbgMxgG1BBK4m486ULUjngCeOefsH1EgAjEAgEJhJHpmMeZ/NM1jmE+JDs7YVKOgzym2l6HgRFE0K9JzSE+eLzuO+rPsMn/f/R/9d8n7gB6HLyAoVcj9yjzRcCiWUUOwz7HXJlABkbKvTzTNaTrQASvB+b5ub/7AN4vVP7Y8LRReQey0XlY238crBZ/D1xNX8DdwMdD4CALiSd8Fif4R2fq1SKhmrY/j0JViasGmJr4POV2OJ/8bYl0EHna+GL/k2L79Ai5Y7CqrKHX2EGDgiOB7yJifYzKBI26WqCMLFkperJYaGtUEecyXL9pIsA4QXFNJHrVHj4p2zAIAAnwD4eHHoPNHDmiACl5Nxki3oGmjUGouWcwEJgBEIBAI9Uncp/ML8KD+7sOsC9ry3B+X55fAP90ffOX0x+vnRkEglAIDGmkZs+79tuLD7ApQtSsT2isW0t6Yhqlu7baRRUT/f1VVqwLv933dL7uLzKZ8DAF6JewUA0HduX8z/fD7t2I+vPI7eM3sjYVACNr2yCaOeHWXR8568H7jFGWRkhQy5H7nH1gQgqvmHFnvc24qrrfCuq0ODr69umfH8h00QTyQSIWtEFt5d9S4amxux7erPmHTlfkxOnMnb2M1h7CO4VpCPLetW6D63JulRf5s11VWUFTJcN5kH6BM2mfwVlsqzUflq2PpvqHwZxqR074mk1HS7+zYCQsIhT80wCHLEpWYILqhBV7mjRWiBI4IwIJYPgeDEyEO9za9kJ6ypDLEmg4KpZNnekmVc6djyQXF1Iepb6wAA0Z2iOduurZUsfEzGSbag8yMSiyxaTiAQCATHUHisEKueWIX7370fXQZ2wd1rd7HuuXUAgHEvjQMA/LDwB8g8ZXh8/ePw9PPE0R+O4otpX+CVk6/AO5DZdjUOwAdGBWLRikVYvmA5XjnxCjx8PSDzpK+aaa5rxtltZ/Hc3ucQlhiG5tpmFB4rRPzAeBuPnGAtfFa9diS5s450rHzDRUW9Z6YnIP2zCsYIPiWSleVKRG68jAdWrsSqBx5AUXzbs00WTy23aG4cft5+mHnfTPz4y48AgH/8+gwGRg9FiFcnzsfOFq2PgMukR/1tUgViuOiDqw/d2Bsa6gzkv4z9FXz26TWGzpehD9dBGEvkyZJ6ZSIsJgGNtVXw8gvUBWGqK8tNljkKpkCLEANHxhB5MscgPO0WAoHgdNAZGhVlpZzvS1uyrI+2ZNleY9BiT0PJUnLvtDfZiw61LhCjLFei6XgTmo43tf2d3YT69fVo3NeI+vX1aMpusnibjJNxG5CGS+GW4kYmpk6KM0nMEQgEQkfg0p5LeDHmRd1/yxcuBwDseW8PRi4ZiX5z+yFEHoKk4UmY8MoEHF1xFECbLFjJ6RIsWr4Isb1iERofiqlvTIWnvyfObaVuAKyPcQBeLBHDK7CtL4xPqA/8wvzg6UdfRXtm0xmEdglFREoExBIxek3vheM/mZddIfAHX+94LuxSZ6EjHas90Fa06GNNRb1MTh0U5tN+bc5pRnHnziiMj8es9esRevs2ANvmUr269kJ6fDoA4F5TJf5x8GlOxmorTEmP1kLnS+A6iZJujMY9WIz9FfYaH2DeZ8HXfi0hICQckV1SdAGN/DPZyNmzDheO7UXOnnU4f2SPVdutrizHraI8VFeW2zw+eWqGwbKQSDn6j81CYq9Mm7ZNcF2Ix4pAINjMKYqsEoC/yhAqWbMreRfsOgbAtl43fHPhT1kywLpAjLF8GFW2lzWVLMThTqCCSMwRCASCsEjITMCsD2bp/u3m1dbwvvRiKa7lXMO+D/fpPtOoNFA0K9Da2IrSi6VoaWjBKwmvGGxP0aRAZXGl7t8iCXXFozhQDFD3wWbF8VXH0WdWH92/+8zug88mf4YZ786Ah6+H9RsmWA0f73i+5M6EWHVCpN34gYuKenvbr8pyJZTXlYBEgp9nzsSi5csxb9UqfLt4MUSB1stQi0QizBw+EwWlBWhobsDOgs345tePMDV5tkPntXwlPfLVB1cfS8aoDdpox2OP8QHUvoyuyd0Q3TnOYL/2lH5ngqofS1nxZQBAj8FjWW8n/0y2wXbkqRlIsiFoQle5QyDQQd7cBALBJirKSnGjuJDyM1uMJHMvfGNZMyZDjU/jwV6GkqVcutMemIoMibTou1QTPjosLb3nasIixIkywTaIxByBQCAIBzdvN4R2CTVZ3trQinH/GIcek3qYfCb1kKKloQV+YX746/a/mnzu6a9XySIDvT1QYt2Yyy+X4/of11FyugTbX9uuW65WqXFm0xkMXDDQug0TbIbrdzxd9r+iWMG4bSb7kcsehlzCp7RbR4eL/jv2sl+V5Uq05rZHqVs9PLBm3jw8umwZ5m5aiy1LnoHShu37evlixn0zdBJl7517HQ3n7qJHcl+MHDfVxtFbB59Jj3w1mdffvvHY6bhxvQi/7ml/Z2nlyuzhVzDny+BD+t0SeTJ96PqxlBVfRmxSOqsACFUwp/jSKYTFJNgUQAkICScBGAJriJeDQCDYBF3ZbWxcvFXGQ0VZKU7lZBsEd9j2m6Ey1K4V5PPeN4ZvQ84aLlWeBwB4unsi0NeyJnGWlLZbU8li64RFqBNlgu04c0NaEhwkEAgdgege0bh99TZlkAYAYnrEoO52HcRSMYJjgxm3xdYekMralmtUGsrPtRz/6TjiB8Vj5nuGjaZzVufg+E/HSSDGwXD5jqezP1tOtABKUNqFTPajkKtOSDW58OHbfjW+d7XU+vtjzbx5WLRyOcY8sQq7li8AxNbfF919uyMJSchHPhrQgD3YA6/LbdKQjgrGCDXpkQ0DhoyARCql7EmjpWtyN1y9fNFgmbV9cKyFzpfBZY8eLmDqx9JYW8UqEEIXzGH7fVeE9ImxP+TtTSAQbIKuEqV3P8vLO48fPogt61aYVNiw7fUyYMgITMtagOFjJ2Na1gLI4xPt3jdGCNxruouy+rZjjPCLgEjUJv+hLFeiNa8VynLmfCm2EztbSu+t7elCN1E2d0wEAp8Ya7c37LE8y4tAIBCcgTF/H4OT607il//8grK8MpTnl+P0xtPY+dZOAEDifYmQ95Xjuwe+w+WDl3G35C6u5VzDzjd3ouSMaakLG3sgMCYQIpEIuXtyUV9Zj5Z6U4ekSqHCH+v/QO8ZvRGRGmHw34AHB+D6qesoyyvj7kR0UNjaknwjDZdClkTdn4PKLjRnP/LVw5ALzPUzEco1IfCDOaWCe5Pj8Muyh5Cw4zwGv7HTpn1pqjWYiIlwR9v9dg7nUIACFFzOdej8OSwiCokp3Z0qCKMlVh5Pubx3/0xMy1qA6M5xlJ/b0geHK5h69FSUleJK3gW73hcBIeGIkCdTfsYUpGGzHtvvEwhcQFI2CTYxKNLxTck7KvJQb0cPAQB3JcNUGRf6sO31op/R4Yi+MZbCh2zapl9X6v4OvhOsa+jJtoqESj6MClk89QSYT4g8A0FoUE2QFfkKNKAB3mOF8ZwmEAgErkgZmYLFaxZj73/34sD/DkAilaBT104Y+GBbtYlIJMJj6x7Dzrd2Ys3Ta1BfWQ/fTr6IHxQP31Bfq/YZEBmAcf8Yhx2v78Cav65Bnzl9MP/z+QbrXNx9EQ33GtBjoqlkWnhSOMISw3D8p+OY/tZ0q8ZAEFZFclN2ExT5CtrPje1Cc/ajtVUn9qqGpaseE9I1IfAD3b3rluYGt7S2IHYRuuPw61Mw9P+2ojouBLkPWVf9Jw4Uww9+GIMx2I42qazt2I6n8JSg5s/OBJ2vpO/AoYzfs7UPDhfQjYFOSs0SrJUn0/aC0faGAYC41AzW1SwBIeGQp2YYyJNZ8n0CgQtEGo2GucabgNraWvj7++OtXWfh4W3dBMJVIYEYx8FHIMaWoICtAYUreRcMXujGTMtaYNWYtqxbwcm2+IAPzdWKslK8su4p7MIuAMAkTEIf9KFc12e2j1kdbUWxAqpKFZRFpll2XqO94JbiZtN4LaUltwVNB5pMlnuO9IR7mjvFNwgEfmk63tQmhUKBud8YgUAgEAjOgLJcifr19SbLHfGeoxuLPsbjYjN+k6BGhjs8B9MHNRwdBBHSNSHwB+vrrNFg+AsbkLbyOLaufxw37kuyan8NexrQmt+KFViBYhQDAAZhEL7IWiWI+bOzwuQrMfYJ9OwzEP0zh9t7iJQYj41KSg2wzr9iTSBGS3VlORprq+DlF2hxECX/TLZBIEaemoGkXparubgaRJ7MNpob6vDPCT1RU1MDPz8/xnXJG5pAIACwPiigb1QkpnS3ev9MWR9dk7tZZfjx2eDPVvjSXK2pvofbuK37dyd0ol3XXBWJNFwKabi0bQJQZDoBcIQ2tUgssmg5geBISKUWgeDcaDQaNDQ3oLK6EtX11aiur0ZNQw0amhvQ2NyIpuYmKFQKKJQKKFVtCQtikRhisRgyqQwebh7wcPOAl7sX/Lz94OfthwCfAIQEhCDELwRSKZmK0UH6bgkLIVUkN+c0M35OJZ1LVe1tvJ4lPQyF0FOG6ZooQX4/QsHWZxmbexcAIBLht//MgF/JPUxcuBzrf1mCe8mW/zi11dyT8yfjC3wBFVQ4juO4I7mDMDh+Du2sMPWU5aIPDh8qG1Rjq6m+RxmIsaZiytqqGKCtssWaKpbqynKDIAwAFF86hbCYBFIVQ7Ab5K1MIBCsDgpwWdFBFTTRcvXyRXh5+1i1baE2+GPSXLVljP4BQQaBmFBQN9MF2AdSpOFSiDuJob7dPuEThzlmYkcalhKEhkwuo62IIfclgeA8tChaUHqntO2/ylKU3S3Dnao7aGxp5GV/IogQ5BeEyJBIRIVGITo0GvIIOXw8fXjZnzPh6EoDgilCsb+U5Uoor1P3QnHv5w6ZnD4QwibQwrbpuhACU3TnXlGigGJfu2ybEH4/9g6sCiWQa/wskyXJIIuVWTwutkFCjVSC3d8txMwxn2DyjK+xZt0zaO3GrveF/jnzHuuNzumdMerUKOwp3AM11HjxwFPYnnUIErGE9biFjH7gAoDDfQVMgRpz8KGyAViWcCsEKTU2NNZW0S4ngRiCvSCBGAKBYFFQQPtCVqlUnFd0aIMmJcWFOJ2Tzdm2bTFs+ILOWLHGiDHOgKmSVAMqwBe+8IQn3DPcAQ3MZ1LRoCxXGgRhAEBdoYayXGn3yQ3rrDACwU7Q9VQi9yWBIGzqG+tx5eYVFN0qQnFZMW5V3oJaY3ljbhFEcJd6wF3SJo+p0qigUqvQrGyCBvQK0BpocLf2Lu7W3sWFovaedp0COyE+Mh5JsUlIjE2El7uX5QfnxLCpNBCKk5VrWnJboCpXQRIuEZzcqlDsL7oAiFQuhecA88EGtoEWczAFQewl20t1TWTJMiguG/bOsXeljjH2DqwKJZBL10NQ29vI0nGxuXeV5UrU5yjx04QsPPrtt5g891us/fhxyEYyy+TQnbPR40bj7OqzqKiqwJmKk1h5YRkWpv+F9ZiFinHgQh+ughjG8FWxwpfKhvE5SkhOQ0znLvAPCBKs4ggbvPyoA5N0ywkEPnAdy5VAIFgN26AAk9GixdaKjrCIKN6qRYQEV7JpxtdE3iMZdaratn0EhcFnVLt+MFu5BWOEkPWnjyXSEQSCPdDek4ritsk1U0YugUBwDGq1GtcrruNC0QXkX89HaWWp2e9E+cYiPrAr4gISEOUbgwifKET4RCHYMwQBHkHw9wiEh8QDIpGpPKZao0ajogF1rbW411SJ8voy3G4sx43aYhRXF6KougBX711Go8JQluN21W3crrqNY7nHIBaJIY+Qo0d8D/RK7AV/b3/OzocWbT84QBjPLnM2h1CcrFxTu7a2PeklF2i50AK/OczOU3sjBPuLLgDi0c/DruOQhkshS5LpnOpaFPkKKNPtl6hkfE3UVWqTQAzgOJvd3hJuQpCM00L3LNPC9bj0n421AQFYM3cuFi1fjvGvrsUvKQshjaQOEJo7Z7NHzManGz8FALx95F8YnzAVYd4RnIzZEVAFLvThIohhDF8VKwA/KhtU56jgci4KLucCaBv/tKwFnASWbJEns4aAkHDIUzMM5MniUjNINQza+n+TPjH2gXgJCAQCq6CAOaNFCxdlqVxWiwgZW2XTqK7J7+f36P4Ojw43MO6tzQIUihyFPlxlNBIIXKHtqUQgEISDWq1GQWkBzlw5gwtFF1DfRN3gWwQRkoJT0TuiP3qE9kJaaDpSQrrB2816mTCxSAwfN1/4uPkiwicKaaHppuPTqFFcXYjcO+dwpuIPnCg9gnO3T0GpVuo+L7pVhKJbRdh6eCsSohPQJ7kPenXtBTeZ7Vn3xkGNlhMtDg9sMNkcQnKycklLbotp5fFtNVpyWwRZGeNI+0solTkAIIs1DcQA9g966F8TJahl29jY7MaVZlxUntk7mUtIyWNszjlX46J6NpZFRWHTjBmYvW4d6v6zGzmfTKUfA8PY4qPi0S+1H05cOoG61lq8cfhlfDbuB9sH7SDoAhfG63AViOGrYkULH34Tc+dIO35b+gM7kqRemQiLSUBjbRW8/AJJEIZgd5zXYiUQCJxiLijAxmjhqiyVq2oRNtqvfJUJs8UW2TSqa3IXd9u3HRhm9bj0EdKkl0BgwlXlaggEgmXcvH0TJ/JO4MzVM6hrrDP5XAQRunXqiaExIzAo5j70iRgAP3fuq03MIRaJ0SWwK7oEdsXkxJkAgEZFI07cOoKDxXtwsPgXFFZdAdAmZXb15lVcvXkVmw9tRt/kvhjcfTDCg61zIFA57gDHBzaYbI7WvFbK7zgq258rVOUq+uVpdh6MEyCEyhxAuIlK5mx2KlvJOChr3BvSmgCtslwJVQ31vc3XOdKoqeUg6ZbzCZ10rT5cnQe6YMrllBTsGz0aY1buQ13fMFx6YADrMegvnzJ4Ci4WXkRjSyM2Xl6N+d0ewcDoIZyM3d6wCVBwmfzJt9IHld8kNi7Bpm2yOX5nVyoJCAknARiCwyBeCgLBCZGHevOyXaagAN0LeeioCZBIJJwHMgYMGQH/wCDcqbiF0LBIpHTradH32Wi/8lkmbA+orkklKnV/dwrsxNm+hDLpJRDocFW5GgKBwI7m1mb8cfkPHM89jpt3bpp87in1wrDOozCuyxSMjBuPEK9QB4zSPF4yL9zXeTTu6zwarw97H1fu5WFr/npsyV+HouoCAG3Hevj8YRw+fxip8lSM7jsacRFxFu2HSTbHnoENKqcwnc2hdQyO270bRXFxuJKcbLDcWZGES4BcmuUEShxdmaMdgxATlZhsdipbSZYgMwkWGFdoWRqgNd6PPnyeI5HYVCaSaTnf6F8LRYnCoIKKy/PA9Aw8/fRwRETWY8Tf1qMuJgg3hiUafM7mPvbx9MHEQROx4dcNAIBXfn0G++afhFTsPPNB/eRL48CFPuaSPy1N4rSH0ofWb3Lx7Encq7yDkmsFKLlWYLVvgyq4YwyX47e3PBmB4Gic58lJEByDIl1LJorADF2ViqUBErboB0nyLpxFTdU91oYEG+1X/8AgXsuE7QHVNVEGaIDqtr9DA7h1Mglh0ksgUOGqcjUEAsE8lTWVOHzuMHIu5aC5tdngM3eJO0bIx2F6UhZGxk2Al8z5Gt8nBqXg7wNfxQsD/o3T5Sew8sIybL2yAc3KJgDApeJLuFR8CV2ju2LioImQh8tZbZfJcWevwIaxs1aWJIP32LZkIyqbQ+swlG1TYNaGDVixcCHuTEtw+ue8e5o7Wi4YypOJw8SCkyVzJEKteBVqohLV74fOVmLrEWIToNX2nKIKwrj3c+e9D5VQq5QQDriluEGZzs99TBVMkcql8OjnAWm4FL/1nwm/knuYuOB7rNuzBFVJhheSzX08MG0gjucex43bN3D5bi5+OPcVHu31V86OgU+oki/1e5wA1MoZbLZj7J8wDtSERUQhITlN118F4L65PV0CKp1vgyqYZLxMXy3lxvUiXsfvKKory4k8mRGkT4x9EIalQCAQnAJbe5row5RNYquWKhsZtTsVt2i/S7cPR8uYUWF8TdbsXw8AkEqkCPANcOzgCAQ7ISRNcAKBYB9u3L6B/X/sx/mC89DAUHYmPSwDc9MWYVribPh7BDhmgBwjEomQEdEfGRH98drQ97H20gp8c+Z/uFV3AwBw9eZVfLz+Y/SI74GJAyciLIhZnpRONsdeGf1UTmFFvgINaNAFY6jwzPTEoe9no9ND9zB381qse+o51ML5qx/95vihJbcFqnIVJOESEoTRQ+gVr86QqKQsV6I1l1rajy3mghlMVTAAIPGX8P5sEWqVkhY+7xWmYIpaJsGu5Qsxa9wnmDpnGdbtXYKmUF+LxiYWizHzvpn4aP1HAID3ji3F1MRZCPVmftc4ev7M5FfQ73Fibmxs/BNUgRoABkGMhOQ09M8cbt3BsByXPsa+DboxUgWYtIGkxJTu6JbeR3B+EFvIP5ON4kundP+Wp2YgqVemA0dE6EgI441EIBCcBmt7mugbYdcK8hmzSWzVUmVTKhsaFom8C2cZv2vJmKm+Yy8jRXtN1Bo1rlcXAQCC/YIhFtkn+0uoWYqEjoOQNMEJBAK/XCu7hl9yfkF+Sb7Bcg+JB+5PnotF6U+gW6eejhmcnWiuasBwzxGYOHYKjtQcxicn38W1P2XLzheex8WiixjWcxjG9R8Hdzd6h77WcacobpPL4TtbXR+6ALoiXwFlupJxHKJYD+zc+CiyxnyMqVnfYN3eJWj157fayR62jnuaO+kJYwSpeLUdcwESmVwGKGHYIyZMDHWFXo8YM8EMup5T+ugHcvj8PQm1SskeMAVTWv08sW3dY8ga/REmz/8WG7c+BZWnm0Xb7xzeGf1T+yPnUg7qWmvx7tF/44PRX9OuLwQZcGv8ClTzeXPboQvUGFNwORfd0vtw5icwl4Bq7NtgM0aqBFhb+tqywZ7yZNWV5QZBGAAovnQKYTEJpDKGYBc6zluJQCA4DKZ+LYDpy95WLVVzuqZaSbWaqnsmUmt0GS3mxkz1HXsbm+X1t9CsapNlCfYMtss+hZ6lSOgYCE0TnEAgcM+tylvYeXQncosNm2mEeoXhkZ5P4YHujyLYM8RBo7MfxrZGp4gorB+9Cwfu7sWHx9/E7cZyqDVq/HrmV5wtOIuZ981EWhy9d18aLnWIo5Ipu55NNWNzsA+2rnsMWWM+xsSFP2Dr+sehlvHTU4XYOo6DVLzahrkAiTbAIg2XmgQvLAmWMPWc0t8PYJ/fk7nqjo6aRFYXE4Ttqx7FjCmfYcxTq7H724cAsWWJe5MGTcK5gnNobm3GmtwfsCD9L+jRqZfJerYqXHAFnf9ApVJRLqebz5vzT7BR5NBSUlzI2Tlg8o8YS4g5aoxCo7G2inY5CcQQeTJ70HHeOgQCwSGYK5fVop+VQtePxhJjwFiyS7sP/cwWOqk1a8YsBGNz9+GNur/9bvmhKbuJV0cByVIkCAUhaoIT7EtHdap0BKrqqrDz6E6cyj9lIEEW6xeHJ/s8j6zUh+Ah9eB0n46WUqGDyta4XVaKnRtWIz1jAI4tysOXpz7EZyf/i2ZVM6rqqrBs+zL0TemL+4feD0934QQPpOFSyJJkBs2rtbB9dlcndML2nx7B/dO/wPDnN+DAJ1mAiNsAPLF1HAt5v9sGXYDELc0NbmluBvewcfDCEhktuuth3BdGCL8nc4EgV7cnKjI6Y++XD2DiwuWo7hKKY/+aaNH3fb18MbbfWGzN3goNNPj3789j88wDEBk9e21VuOAKugTNQ/t3mfSgNTefZ/JPWNK8/nRONlRKJScJm1Tjio1LQO9+g03Os73GKFQbSouXXyDjctI7hsA3rvdmIRAIgoJt5oWxYWCuHw2bF7xxCS3VelRlttaM2dHGZkVZKU5eydb9OxCBvE9sSJYiQSgIXROcwC9MDb8JzkuLogUHTh3Ar6d+hULV7qyP9InG8wP+D7NTH4RUzP1v3NHVrUww2SdaZ9HzA/4P9yfPxT8OPo1DJQcAACfzTqLgZgEeGPMA4qPi7TVcs3iP9UYDGgyCMZY+u28Nisf+T7Iw9snVqOkSgj+WjOJ0jMTWcSzk/W4bdAES4yCMrdBdJ88BhsFfR/+ezAWCOkr1W8GUdGQvnYzMpdtRExeCS/P7W/T9IelDcPTiUdypvoOc0mzsuLoRkxNnGqxjq8IFlwwYMgL+gUE4tH+XwXLjpElz83km/wRdoEaj0bCW/7Ll+Nj08bXHGG2xoWyVJ2MbQAkICYc8NcNAniwuNQMBIeGkdwzBLhALhkAg8II2UEJX9qsPXbULnRap8Qs+Rh6PjP6Zdinx1WI8ZkcbmzXV91CF9jLbAAQA4HdiQ7IUCUKiI2uCd2SsbfhNEC7KciUuXrmILVe2oLqxWrc80CMIz/Z7GQt6PM55BYwWIVS3MmHOptA6i+ICErB2+i6sv7QS//r9OdS31qGqrgqfbfoMkwZNwojeI0yylx2F91hvKNNty0C/PKcfAooqMfj1HaiWh6BgWk/OxkdsHcdD3u/WYy6QxWX1B5vr5OjfE1MgSAnHV+vYk1NPj4B/USVGPLcOtbFBuDmkK+vvSiVSTBsyDcu2LwMAvH74ZYzuMsng3cyFwgWXSCTU0pX6SZNs5vNMvVLoAiISqRSnc7JN1ucyYZNtDxc+x+hIG4opgEIVoEnqlYmwmASD5aR3DMFeuN4bhUBwceShwncsGQdKQsMicKeiTPfvnn0GQh6faFXJKtUL/kZxIW4UF3KWtUpnODKNmeo7XZO72c3Y9A8IQjWqdf8ORFtpraJEAbcUyxoxssVRWYquLhlAsB5LZDQIroEtDb8JwqP8YDm2XNyCy7isWyYVS/Fw+lN4rv8rCPCglpPgCntXt1oq3xEWEYWE5DQUXM6l/FzfWSQSiZCV9hAGRQ/FM3sfwfHSw9BoNNh+ZDtu3r6JOaPmwF3mztmx2AIXz+7jL49HwLVKjH1yFeqjAlDeV87Z2JylIsOV7SPyfrceugAJU/WHtfeSuevk6N8TUyDI0dU6dkckwm//nQm/knuY+ND3WL9nCaoSw1h/PVWeiqTYJOSX5ONm3XV8d/YzPNXnBYN12FZq2AO2QRZbg0dUAZFYeTxlkMMR1UEAf2N0lEIIUwCl4kYBbYAmICTcIMBCese0Q/rE8ItrWWgEAsGuUDkQqAIldyrKMHTUBEgkEoN1rXkhs5Hl4LPEl2nbA4aMQENDnc5BcvXyRXh5+9hF0iQsIgqtngqgqe3f/vAHwL8z0t5Zih1FMoBAILDD1obfBGGg0Whw9NhRbL24Fa1o1S3vgi74cOw36J801C7jsGd1q7XyHSPHTQUAk2AMnbMoxl+On2fsxYc5b+LDnLcAAGeunkFFVQUenfQogvwc4wjiHJEI+z6dC9+bVZj8wLdYu+851MUGc7JpZ6jIIPYRgQnjAAmTRJeiQMHrveTI3xNTIEgJJeV3XLn6TS2TYNcPCzF77CeYMucbrN/7HJpCfFh9VyQSYdqQaXhv9XvQaDT45MS7mJO2EMGeIQbrsa3U4Bu2QRY+gkdCqw6iwtYxtvmFqAMZlthQ1siT0QVQKkuvWVThYq53DIHAFcKzIglOwaBIF5m0EayGzoFAFyiRSCRITOlu9f7YSp05osRXS0VZqYljxJ6SJlWaNiPEE55wR3uWK9/OSHtlKQqhwSeBQBAWXDT8JjiWmvoarD2wFnnX83TLvOGNcRiHbuiGQLX9JsD2cpbYKt8xctxUdEvvg5LiQgBtmaxM35OIJfj7wFfRvVMvPL1nEepb63Cr8hY+2fAJnpj2BMKDXSNiqfKQYcfKRzB77MeYmrUM6395Bq3+XpxsW8gVGcQ+IpjDuMKFtpq0WGGXe8lRvydluRKSYAk8R3pCJBYZBIIcXa3jKFr9PLF13WLMGf0RJj3wHTZteRIqD5nZ7ynLlQiuCkY/eT/kXMtBXWstPsp5G08nPc86iGHvpu6W9FLhejx8VwdxcS6tHaOxX0gfewSc6AIlGhoJVroKF6beMQQCl7j2W4VAIPACkwOBj2xSc1JnXO3HVhxVjgsAKrUKlS13ALRXw2hxFWdkh5MMIBAIrOCi4TfBMZwvPI+1B9aisblRt6wnemIsxsITbRnY9n6v20NKhQt7wRpH0bj4Kdg5JxuLts1AUXUBahpq8L+N/8PjUx5H5/DOFm1LqDSF+GDr2sXIGvsJJi78AVvXPw61jLo3gKtA7CMCE8bVUrIkGdzTLZMldIV7iapqzFi+2Rmq3/igLjYY21Y9iplTPsfop9fgl28eBBj6iOmfy0xk4rT4NBRqBVac+wreZ8UIQtt7m6nS05am7rbgyAodvvbN5bm0JhGVKgjTu3+m2SQRrqALoIRGylF0IcdkfaYKF6reMQQC17iGd45AINgVcw6E9IwBBsttyYRgkjqLkcdzth8usKekiTG3G8uh0rRVC+kHYlzJGenoBp8EAkG4eI/1hs9sH3iN9oLPbB94DiaSPEKmVdmKDb9uwPc7v9cFYXzgg3mYh2mYpgvCOOq9HhYRhcSU7rzt25H2QmJQCrbO/h09OvUGADQ2N+LzzZ/jyo0rvO/bXlR3DcOOHxch6mghhr+wAdBoHD0kXiH2EYEOqmopRb4CLeda4N7bMBjjnuEOmZy6EsLR95KyXInWvFYoy6nlw9h8n6rSh2p70nAp3FLcXGb+xJaKPnLs+XI+kjaexoB3dtOuZ3wufeGLgeqBbZ9plDiAA7rPzp06joqyUtN90SR1Uq1LYMbR55LOL+QfEGi1DWVNT+SkXpnoPzYL3QeOQf+xWUjslakL0OjDpsIlICQckV1SOnwQhqgg8UfHersQCAROMOdA4DKblEnqbMK0LLuXNDPhSP3XW3U3dX+HJITAK87LIJPLFRq4dlTJAAKBwA4hSwcR2qmsrsT3u77HrcpbumUpSMFkTIYX2mSk7JlJaQlc2RyO1osP8QrFzzP2YuH2GTh683e0Klrx7fZv8cT0JxAXEWf2+2xtCu16GrXGRAaIT5TlSlwL7oy9r83E+FfWoTo+FKeeGcn7fh0FlX0kSyayZAT6ailFvgI+s30oqz+EZmtz0f+IVI2xo2BqT2S/OgmZr+1ATVwI8ub2g6yuGfe9tBG/v3s/Wv08Kc/lYAzGKckpNKgakItcDMIgRKHtfUZV6elIFQlXw9Hn0pGJJcYEhISbBE+0FS53bhVDpNEgJMq8jUMg8A2xzggEgsWwcSBwVXpr7uVuvB9HB2boglB8j6usvj0QE9gp0KDU3pUauHZUyQACgUBwBfKK8/Djnh/R1NIEAHATu2OMejQykAER2mVQbMmk5Atj6Y+E5DSMHDfV6u3ZQwKNCV93P6yath2P75qLvUU70apsxTfbvsHTM55GZEikyfraoIqiRGEoA0hjUxjbHubW5wr9/Z5ACvxmD0fm0u2okYegYEo6b/t1NJ6ZnlA3qHXXRnFZgSavJmIzdXCYKlnUVeq2+YJRIMJaW5uPpC+6ShZxoBjuaezl1UjVGHtOPTMSAYWVGLlkHWpjAlGV0Ampa0+ieHQqrk7vRXnO3OGOUfGjsPXKVgDAARzAQ3gIAPVcXkjOe2fHPyAImzdvxrlz53TLPD09sXf/Qbzx7odI7dbD5n2sX/0jvl/2JfIvX4JEIkH3Hr3w5DN/w+hxE3V+oS0/r8GKFSvw0ksvYeCQEQiLiEJ52S3MnTER/v6B+HHtZvj5+5vfGQ9U3CjQyZYVXjwBeWoGknplOmQsBAJAAjEEgktRUVbKunGrrdjLgWBJ1qijtGaNMQ4O2WNcZfXtmcUBPgG6v12xgSvJeicQhIMrVNsR+Eej0WD/H/ux69guaNAmExUf2BX/6fcpLu4x1RYXmjOGSvqj4HIuANgUjHGkVj0AeEg98M2EtXho2zQcKjmAppYmfLnlSzwz8xmEBoTq1qMLqgDUNgWV7cG0PhXWPFuo9rs/eQiCx1dh7F9+Ql1UACoyXKMXjjHKcqVBgAxoO9eukohDsA5puBSyJJnJvQEwByEstbX5Svqiq2RpOtAEdZWa9T5IVb0FiET49YNZ8LtxD5MeWo51e55FVUIooo8U4Or0XrTncsiAIThUfAhVrVUoQhGu4Rqm95lH+Y5zdFWoKxEWEYWg4FAkJCRg6tQ2eySqczx27dyBB+dMx6mLhTZt/7V/vYTly77AS/96DeMmToFCocDG9auxcN4MvPHuh3j4sScxYMgIVN6rwooVKzDx/nnompSC4muFyJo2AYnJKfjmhzXw9HTMu6e6stygdwwAFF86hbCYhA4vPUZwHOTNQyC4CMbO/tM52bwHIuzlQGAT9KHTR41LSOJ1jOYqXew1rgq9QIyft5/ub1KKTyAQ+MKVqu0I/KFUKrHmwBqcym+fCI/tMhmfjl0OX3c/SCoheGcMnfRHweVcdEvvI7jxWoK71B3fT9qArE3jcao8B3WNdfh669f4W9bf4OXhxRhU0WJsU9DZHnTrG2Pts4Vyv2Ixdv19FuZUVmPy/G+xbt9zqIsRVqCPC8ydc8D5E3EI1uE91hsNaDCsZOMwCMFn0hdTsMjSfThjVb1+QBqAfcau0UDSosTOHxZi9thPMHXOMtzqJ0fUkXaHPt25nDBsAlbtWwUAOBN8Ae8Mvo92NwOGjIB/YBDuVNxCaFgkUrr15O+YXJzQsAhoRCJMmTlP55Po0jUF08YPR2XlHYSEtCVWlN68gdf+9SJ+P7gfYrEY/QcOxhvvfoiYznLK7Z46mYOvPvsIb/7nIzzy+FO65S//3xtoaW7B0n/+HWMnTEZUdAyCgkIAALU1VTj82348+egC9OydgXff/8SqIIw81BvFdxosPxlGNNZW0S4ngRiCoyC1mASCC0Dl7Adcq+mduca5TPqofHH88EFsWbcCv+7Zji3rVuD44YMOG1dFY7nub3/v9rJfUopPIBD4wJLGt4SOS0NzA77Y8oUuCCOCCC8OXIrvJ2+Ar3tb0sCAISMwLWsBho+djGlZC9A/c7gjh0wJU4UOn3aGvfB288HKaVuRHJwGAKisqcSKX1ZArVazcvAb2xTmbAymz215ttBtVxPujh2rHoXCyw1Tsr6BW22T2W05G2ztOjbXky22NlAn2A/vsd7wme0Dr9Fe8JntA8/B3CVNMCZ92Yi2+sLSfWvRv0cdXcFr6e+lKbsJ9evr0bivEfXr6w3+bsrm7xkWt/cS/iL/B8Y8tRonnxsFt9omhJ8qQXB+OTzv1OnWk4ZL4ZbiZnAuM5IyEB7U5tw+f/c0Dhb/Qruf44cP4tD+Xci7cBaH9u+inEcT2OPu7qHzlTTU12Pj+tWI65KAoKBgAMDNkmLMmDQKErEEW3YfxNY9v8HLxwdzZ05Ca2sr5TY3/7wO3j4+eHDRYpPP/vLXJVAoFNi5bTMA4NKF0wCA1T98g4fm3I+4ODkGD+yPHRtXOfTaevkFWrScYMigSNdLXBECxBNHIDgR8lBvyuVMTgBXcBCwwd5as3SVLsaBL3uN63ZDeyBGvyKGagJDSvEJBIKt8Ol4IbgGlTWV+GTDJyi6VQQA8JR6Yfnkn/Fc/1cgFhlOQcwlWziasIgoJCSnUX4mNBk1awn0CMKPU7cgyLMtqzW/JB87ju4w6+CnsimYnKfmbBBbni1MNk9TiA+2rX0MPmU1mLDwB4gVKrPbcybMOay1cJWIY+wkbtjTQIIyAofKcc4FfCd9eWZ6wnMkdeCIaR+OCmSwGYu5/ZurRDQXnLYlSFo8Mhm/vj8L/sV3Me6JVVB6uiHg2h0AQNSRAsbvisVijB8wXvfvd4++Co1GY7Ie23k0gT379+xClwh/dIkMQEJ0EPbu3oGvvl8FsViM44cP4u1XX0J9XS3Su6eg5t4dJCal4OPPv0XpzRs4mv075TaLCq9CLu8CNzc3k8/CIyLh6+eHosKrqCgrRUH+JQDAunXrkJiYiIkTJ0Ikauv958hrGxASDnlqhsGyuNQMUg1DcCjEE0cguABMTgC6z4wltRzd5N5W6LRmAeBK3gXOj4up0kV/P/bSwNUGYmQSGTzcPAw+c8ZSfAKBIGw0atOJNdNyCl1JjgABAABJREFUQsei7G4ZvtzyJWobagEAoV5h+HHqFvQMyzDzTeGi7QWj7Q0DCFNGzRZi/Dpj2YQ1mL1pHFQaFQ6ePojYsFgk9U4ycArKkmWQxcgYbQp920Oj1kAkFrGyQWx16soSZLoZrkxuKFtUlRiGnSsWYdrMr3Dfiz/j4IezgT8dRa6Asb2nKFCYOHMVBQqb7UAqJ7EiX6GTviIyla4HUzWJPfqvuKe5Q12lZr0PNoEMe8n0WSPdxibwTCfxaKtsrEYqwcWFg3BxwUBEHitC+rLDSNheDQBI/zYbBdN6MX6/R3wPRIdG4+adm7h45yx2FW7BxITpButoe9oaYzyPJrDjTkUZOnfujIkTJwIAYuQJOHXqFObPmowf12xsC4RUVODevXt4++23AQBSmQwikQgtzc24fq2IdttUgTRj9P0iSUlJuHz5Mq5fv47OnTsbrGPpteVKniypVybCYhLQWFsFL79AEoQhOBzijSMQXAAqZz/Avql9QFAwqu/d1f3bUU3ubcW4l8y1gnxsWbdC97ktx2UcqLKk0oWuxw2Xwa87jbcBAD5ePrrsE31Ig3sCgcAlIjG185JuOaHjUFJRgq+2foXG5kYAQNegZKyaug0x/nLHDowDRo6bim7pfThNXNG3BQA4PClmUMwwvD7sA/zztyUAgLUH1uLFeS/CL8HP4oQOa2wPW5y6xg5IKGHyvZtDE3HwoyyMfnoNqruE4vTTzmfvMmF8zvno3dGc08z4OelF41qwcezbI+nLkn3YEsjgGmv6dbIJPFOtw2m/HpEItwbF49ageHjfqsaQ5zehQh6pq7Khuw4ikQgTBk7AN9u+AQB8ePxNjI+fqquENfZD6OMqFab2pKKsFPfu3oFMJkNwcJsMWWNdFV585d/YvnUj1vz0A+LlMWhtbUVkZCTuv/9+AMCAISMRl5AIAAgODqXcdpf4rjhx/AhaW1tNqmLKy26hrrYWXeK7Gly3yZMnY9++ffjpp58wf/58yOVyAI6/tgEh4SQAQxAMxDoiEFwErbNfm2ESK49n3TxePwgD2KfJPV+ERUTpKnyoSp6tOS5jg1Eb0LGk0kU7LnPbtAaVWoV7TZUAAF8vX6u2QSAQCJZA+k8RANMs6aJbRfh669doUbQ5gtLDMrB62g4EeQY7eKTcYfw+twUmh5Qjk2IWpT+BP8qOYXP+OjS3NmPVvlV4avpTdnOsW+PUbcltYe2AvDS/PwKK7iBz6XbUxIWgcFIPTscvFKxxAJtDWa6E8rp5uSN7ObkJ/GKJY98eSV9s92FtIIMJa3vM0O1HUaKAW4qp5BPQdpyyJJmuyswYuuC0Jb95S46nssgdawe2OfCxvt5wLBSBuZTOKYgNi0VJRQkuVV7AL4XbMCFhGm1fW8D1KkztBZ1KR21NFcTi9nsvIiICFy9ehLe3Nzw8PJDWPd3s+Z42Yza++/ozrFy+DI88/pTBZ19++hFkMhkmTpneJt+alKr7bPLkyRCJRFi1ahXmz5+PaTPnkmvrxAyKDMLRWx2j3YG9IIEYgsWQhk3ChY1zgG3PGGcvDWYrHWYOpoAOXaWLLdu05pxXNd+FBm1lwz6ePhZ/n0AgECzFHlIkBOGiLFeiOafZwCFblliG5deWo1XR1vR1QNQQ/DhlM3zd/eg2wynOJrHK5JACHJsUIxKJ8O6Iz3Di1jGU1pWgsLQQv5/9HcN7D7fbGCxx6ppUwuhBFxA4+s8J8C+qxNjHV2Lj9qdR0TvWhtEKEz4C5mz7gJGgvGvARzDPHlDZKPpYaq/YIvdFF1RR5CugTFfSjkMWSx2Ice/nDs8BlvXMMV5uyfFYI/MmEokwtt9YLNu+DADwUc5bGB8/lXZ+3rt/JvoOHEq7DwI92koTlUqFuro6AEBzczO+/OwTNNTXY9qMORBDhdbWVhw5cgRr167F4r/8FS0trTh6+Hfs2r4FTz77PCKjok223affADz6l6fxxr//AUVrK8ZNmgKFQoGN61fj268+xevvfICo6BgAQGr33gCAISPHIzqmM6ZlLcDSf72ItevWYfKM+XY6GwSCc0BmywSChdwsyEXN3XL4B4cjOoG6cauQYVsW6ujyUVuxRDqMCXMBHWsyY7kKEmm523RH9zcJxBAIBIdB2sN0CKic3jdxEz9e+RGtaAvC3Nd5DN7p8zHKiq6j0Q6BkQO/bDXo3eIMEqtsEmMcmRTj5+6P/439HjN/Hg0NNNh1fBe6d+mOkIAQh4yHDnNOQtqAgFiMvV/Mw4ypn2Py/G+xbu8S1MW024jWZr8LCT4C5mwCLCQo7zo4c/WrcWUdQC+nxQQXcl90QRVr5Mlkchntftj85i09HjbB1+acZvhMNZyDpspTEdMpBjdu38DFO+ew79pOpAdQ95eJlceb3QfBEP3kk6DgUJw7dw4ffPABAMDT0wtJKan45oc1GDRkGAAgLiEJfQYNw/fLvsYH/30Xr7/6T4RHRCFz2HD4+tInzLzx7gdITeuOH777Cv9561WIJRJ079ELy1f9jDHjJ5msn5CYCv+AAADAl9+twj9fXIIHsqZi5dotGDz0PouPk6s+MQSCkCAWEoFgAcd+WYvauxUAgJsFF3Gj4AIGjpvj4FFZBl0/GX26JndzimxSJsIiopCQnGZzU12uAjp8bvNeU7szx9vD26ptEAgEgiVwqkNOcBqornsZyvATftIFYQaGD8EcTRb2bFyvW4fPwIhxEAZwDolVNu98RyfFDIoeiod7PoXvzn4GhVKB9b+uxxPTnqDsRecomJyE5gICKk83bF/1KLLGfIwpc5Zhw+5n0OrnaXOzayHBde8OOkevLN76fbhC0MtVcfbqV5PKOiuqeLioCrImoGXtuTf3m1cUU8ud0R0Pm6Cb8roSynIlZVXMtzu+BQB8lPM2ds05wijt7WyVrZbA5bEZy5o+89wL+OjzZYzb1yaPDsy0vLJ17oMLMffBhYzrDBoyDGXVrQbLRCIR3v7vJ3j7v59YvE8CwZVxjjcogSAAbhbk6oIwWmrvVuBmQa7TVcboS2rduF5k4MDomtwNI8ZNYfy+MxhJxw8fNDiuhOQ09GcwPOiOiSpwZauGLdfbrG5uD8R4eXhZPS4CgUBgi7PKlRBsw/i638VdrMRKNKOteXeqVxpGlA9FOW4YrMdXYKSirNQkCKNF6BKrVAkj+ghFL//lQa/jl8JtKK0rwZUbV3D6ymlkJGU4elg66JyEniM94Z7mbvb7TaG+2Lp2MbLGfozxD6/Apo8XCS7IbC5QYe5zrnt30Dp6rdhHw54Gg0oBPoJeJNBjGcbni+tgnv4+NGoNRGKRoK8NF1VBfAVVAOr7m+43zyTjSHc85mTetFDZf2lxaYgMicStyls4W/EHfru+D8OHjKGU9uayf6rQMD62hOQ0jBw31aptMUmcJ6Z0t2mcBALBPgjzbUcgCJCau+W0y50tEAO0Z0UkpnRHt/Q+rAMrzmAkURkoBZdz0S29D+XxmTsma3vBMMHlNqtbqnR/k0AMgUCwB84sV0KwHv3rW496/ISf0IhGAEC8LAHTGqdCBmrZFD4CI0zyXo6uJmGD1hGjH4yJjYtH736ZdgnCsEms8Xbzwbsj/ocHt04DAOw4ugPd47vDTUrdZNparHWW0zk42QRhtFQlhWPniocxddZXuO8fm7C97zjAqOpHUaxwiKPYXHWOo6p3uAjuGAdhAO6DXq5U3WQP6M4X1fW29jdLFwwQ6rXhqirI2oAW02+Nq14v5o5Hf+watQZNB5pM1qGy/0QiEcb0HYMfdv8AAPj05HsYLh9jIu3Ndf9UIUHnlwBgVTCGzu45lZONCdOyLB+gE0DkyRzPoMggHL3Frtc0wTwkEEMgsMQ/OBw3Cy5SLnd22PY5sYeRxEW1jSU9WNgekzW9YMzB1TZrmvUCMe4kEEMgEPjH2eVKCNahbTpcn1+PVViFKrS9fzqhE97o8T6unDpL+10+AiN02+RKYrWirBQlxYUA2jTs+XAIjRw31aKEGK6wJLFmVNwEjJCPw8HiX1BVV4VDZw9hVJ9RnI3FVmc5Fxn7N4Yl4tcPZmPUs2txR+mP44MGAQD8q6qgcHODCuwDO1xhTgLSmSUileVKyp4ZAHeVlc58fhwBm/tN+xtTFCis+s0yBQOEfG24qgrisjqNq14v7v3c4TnA/LXTH7u6Ss3a/usR3wOdAjvhdtVtHCs9hFNlOciI6G+wDtf9U4UE3bExJYkyQWf33CguREVZqdOfLwKhIyC8txyBIFCiE9Jwo+CCgTyZf3CYU1bDWAvfRhJX1TaW9GBxBcNPvyLG0114mWQEAsE14UOuhCB8PEd7YsXNFShrKAMA+MEP7/T4CKkJ6bSBGL5ktqikPtlIrLLB2CY5nZPNWxUwH8keTFiTWPN/mW/jt+t7odaose/kPgxIHQAfLx/KdS2BzpkoDhRbJFnE1sHJlMWf++AA+F2owJhv96IqMBD5KSkYu2cP1GIxfln0sEXHxQXmJCC5lIi0t3wXU28frioriYSmZTCdr6YCekkrgH0QxVzjdyFfG64l/mzF3P1t/Jum+13J5NRVrExYYv+JxWKM6D0Caw+sBdBWFfPDlI0G69DN3XPPnxa0FDobmJJQrPE3hEVEIUYejxt/JonYuj0CgWB/yIyZQLCAgePm4GZBLmrulsM/OLxDBWEAfhrXa+Gy2saSHiwqlYpyG84gaaKltqVG9zcJxBAIBHsiNMcEgX+2H92OKw1XAAA+Ul98P2oDBie39WAzfvfGxsVDHp8EiUTCSaYmVdUsH/KhVDYJ4DpSKXRJKCXFhbTnMTmkG+amLcKqi9+hRdGCg2cOYspg2wNedM5EfekbriSL2FTeHHt3Mvwu3cGMjRuxfNEi3O7UCX3PnoK0k/1lF81JQHIlEekI+S5ap3AydxURRELTMujOi0atMdsfBGAXRDF37l3p2vAd3GS6v+l+01xWMlti//VJ6oPdx3ejpqEGe4t2oOBePhKCknSf0/VMu11Wii3rVghSCp0tTP3grPU3ZPTPpAzEOJP/gkDoyJBADIFgIdEJaR0uAKOFj8b1WrjWO2XjmDHOdtUilAa5bKlrrdX97eHu4cCREAgEAsGVOZl3Er+e/hUAIBVLsWLqJgyKGab73Pjde60gH4f279J9boszhalqluuKEqbeM66QcUrnrDmdk637m+paPT/gX/g57ye0qFqQfS4bI3qNsLkqho3jlQvJItYyPmIx9m94CH7jP8O8TWvx2z+mwOvQIQRfrsDd1Air928N5iQguZCIdJR8F9XYZckyeI/x5nUfREKTHrrzJRKLGL7VDpvfMlPjd6FfG0sCK47sTaS6q6L9TTuqklkqlWJYz2HYdmQbNNDgq9Mf4/1RXxqsE9O5C2WwAnD+JAiqfnC2+Bv49MlYCxfy8kyQPjEEV0K4bzoCgWCAPJS7iYkt8JF5CvCjd8rkmKHLdh06agJSuvW0eF+OpK6lPRDj6UYqYggEAoHAPSUVJVh3cJ3u328M+9AgCKNF++7lstLV3o18mbJKqT6LCHDD9z9twPhJbc6Wq1cuY8mTjyL3wjkkdE3C/uw/eHdSWIK+E2fp0qXIyspCSkqKwTpU5zfCJwoPdF+M785+hlZlK34/+zsmDpoIwNBJCYC1o4/JMauPrZJFbGWqBr2+Hc2B3tj/zXxMnf01Bnx3ACo3CaKOFOBuagSWBC3BwysfRo+JPawfjAWYc5za4lhVlivRmttK+Zk9JKLs4RQmEpqWQXW+lOVKs9+zJIhi3PhdK0EIAK15rYK5Ttb2xLFXcJPumaYqp1Z70P6mHVXJPLDbQOw5sQctihZsyFuJFwe+ik7e7QMxV83h7EkQtvaDM7Yh+PLJsEVUV4fgzD6oe+8j/O7lwYm8PEHYDIoMwtFb9IlKBPa4Tu0ngUCwG2ERUUhM6c7pC1+rd0oFU2aqtdBtUyKRcL4vvqlvrdP97e5meTNZZbkSrXmtrCZaBAKBQOh4NDQ3YPmu5VCq2t4TD3ZfjAU9Hmf8DlMPNkvhclts0AYqtGzevBlr1qyhzTg9l1+CEaPH6f79/juvw8vLG4dPXsT6bXtw/PBBbFm3Ar/u2Y4t61bg+OGDJtu4cb0YEQFuOJp9yOLxrvj+GyREB0GpbH+PN9TXIybEC/dPHGWw7tHDvyMiwA3h0Z0xLWsBACA+MZVyu1Tn98mMv0EmbuspcOTCEbQoWvDjzB+xbPoyNO5rRP36etSvr9f93ZTdBI1Ggy+mf4EvZ3xpsr3s77Lx2gOvQTlUCbc0N9pjtEayaPe7u7EkaAm+mvmVyfePHDmCpUuX4qslXxksl7QoMfCtnZg7/H3cTo+BX8k9KLzcEHP4qsX7Z0PO6hz8Q/4PgzG/N/Q9g3Wk4VK4pbjROnGpPjdn2zVlN6F+fT1tIMZeElHmjs1Z9uFKGJ8vbbBUH/cMd/jM9oHXaC/4zPaB52DLEsG0+3BPc4dbihsUBQqT54Yj0f4+tOOhCqzQ/bYYg75WQvV7pvuNSsKp57KOln3zdPfE4O6DAQCtqlYsP2f4PjB+7xrjCrJb1vpQ6GwIPnwybNH4+ECZ1g1+i+ahfMdmg8/OnTqOirJSu4+JQHAWSCCGQCAIhoz+mZTL+TC8+Ox3Y28aFW1luiKI4Cald2JQYTzRcPTEh0AgEAjCQqPRYPXe1aiqqwIA9I0YiDfv+wgiEbNcDZfvWUe8swcMGYFpWQvQu38mgkPDEBEdi/6ZwynX7RQWDnf3dkdl8bUi9BswCDGxnaFoaaas5qkoK0VFWSmu5F1ARVkpCguvIig4BD3Se1k81sFDhqGhvh7nzpzSLTt+LBudwsJx5tQJNDc365YfOfwboqJjIY+L1zlvQjpRp0dTnd9I32hMTZoNAGhsacTJEyehukudgQ20OSxVFSrM/XQurp+6jiM/HNF9dvf6XWxbug0z/jMDIT1DaAMxtvQN8Qv3w9Xsq6hX1Rs4k8+cOYOA0ACI3Azv48NvTcfy80tx8m+jEf5HMdwaW+Fe3QT5/kuA2npHqj0xZ9tRZezrI3SJKIL98cz0NAm8cBXgoqsgcVSCWEtuC/ueOBRw3ZuI7vdMFyBzT3OnXC6E3/TQ9KEQi9vOw4rz36BJafhs0r53jZMz7SW7pf9OFgp0FcEOH6NIhJplP6IxtjPmrV4N39pag4/5SpQhEFwBxz+NCQQC4U/srXcaI483aHTnaG1Va2lQ1AMAZDKZWceYPo7SBScQCASC8/Dbmd+QW9ymax7kGYKvJqyCm8R80J/Ld7qj9NC1MmshoStQU1NNu56+NFlEQNu5OX/2ND587y0sfOQxyGMiUVNTgz179qCwsBAikQhbtm7DsKFDEBgYCAA4ffY8nn7uRfj4+gIAqqur8Mrfn8XvB/ejsaEeEZHReOZvL2HOAwtM9p/QNQlh4RE4mv07Mvr2BwAcy/4dYydMRvahX3H6ZA4GDWmTkTuafQiDhxhKyqk1Guz+ZS9O/XECfn5+GDNmDOY8sAhhEVFQqVT4+7NPIPvQb7hzuxxR0TEYPXsS8OctsPt/u9Fwri0hZOnSpQCABQsWIC4urn37VWoEpgTi/nfux8aXNiJ5eDKCYoOw9pm1SB6ejL5ZfVFwpADbXt2G0vOl8PTwRHp6OkaMGAGPNA94j/HGa+mvYdhfhuG+J+7Tbfe9oe+h+4TuGP+P8bTXxifEBzHpMTix9gTGPD8GsgQZig4VoUnVhJ7Te6I8v1y3bsnpEux4YwdKL5RCpVAhqlsknn58KB78KQeBhbchqzN1zu5+ZzeO/XgMf/n5L4hMi0TR8SLseH0Hbpy9Ae8gb3Sf1B2T/m8S3L3NVyznrM7Bnvf2AACWBC0BAMz9bC76z+tv9rta2Nh2dA5ktzQ3uKWRyhECNXxJWrGVDbQHxr1dmKALrEjDpZAlyaDIV+iWWRsIMfd7ppPeE6okX4BvAHp17YVT+adQ1XwXG/NW44HujxisExYRhQnTsuwu58nUh86RMFUEO9pvofH2RsnXyxE9eQzmrl6N5YsWQfFnUgofiTKkTwzBVRDGE5lAcCGqK8vRWFsFL79ABIQ4QIDVybGH3qmxoRUjj0dG/0yHGzPW0qhoBACLq2HoJj7NOc3wmWpb810CgUAgOD83bt/AjqM7dP/+dOxyRPpGs/4+l+90R+uhs+VcfglmTxuH4SPH4omnn0NDXS12b12HlStXIiYmBg8//DDEYjEOHTqEn376CU888QSkUil69+yBaTNm6bbz3ltLcfVyHlb9vB3BQcG4dq0QzU30VauDhgzDkcO/4+nnXgQAHDn8O5569nmoVCocOfwbBg0ZhqamJpw5dQJzjYI5H/7nTfzrtbfxz6VvYcX3X2Pbtu349zsfAwDUajUiIqPwzYo1CAoMwskTx/D3JU8i/oFEFEZeQUOfBshvySFtkWLq1LYeOZ6ehjJFWodlv7n9cH7neax5eg16TOqBsrwy/OPoP1B9qxrfZH2DfnP7Yf4X81F2ogwb/r0BXulemDhmoq2XBP3n98e2pdsw5vkxkIZLcTr7NDJmZ5is11zfjH5z+yHmPzHQaDT47fPf8H9f/Ibmk/+Ep6cMGmmb5I/yphKKMgW2fbwNuXty8fTOpxHaJRSV1yrx1ayvMOGVCZj76VzUV9Zj40sbsfHFjZj3+Tyz4+w1vRfK88qRdyAPT25+EgDg4edh0bGycWrTOZBJEIbgCLiuIGEDVU8rjVrDOgjDFFhpym4yCMLIkmQWS7dpMfd71j8O4/E4qheMOTJjMnEqv61687uzn2F+t4cpEwmZer1yjb370FmC0FU8gtN749Sb72LwC0swY+NGrJszB+n9Bjv8vBEIQoZYWgQCh+SfyUbxpXZZCHlqBpJ6UcttEejh0/CiMrRuFBfSyqI5A03KPwMxMssCMXQTHOV1JZTlSjIZJxAIhA5Mq6IVK/eshErdJjv1VMbzGCEfa/F2uHyn29MxYy2dwsIhlUjh7e2NTmHhQFg4ahuaodFoMGXKFIhEIsTGxSMwMBDvvvsuiouLkZCQAMAww7X0Rgm69eiJnr3aAgYxneWM+x085D78++XnoVQq0dzUhIvnz2LA4KFQKBT48ftlAIBTJ46jpaUFg4bcZ/Dd2XMfxPSZcwAAad17YuP6tThz6iRGjBoLmUyGv7/yqm7dWHkcTp3MwZmrJ4FIAO5AjbQGnZSd4PtnNY8+xg7LrI+y8O6gd1F4tBCLViyCT4gPdr65EwFRAZjx3gyIRCKEJYahvqUe21/bjvGvj9dJ2VhL2tg0rH9+PQqPFiI6PRpntpzBs7ufxfGfDO3BxKGJhufl49l4Wf4yCo8WIm1smk4SqOl0E35c/SMqqivwzO5nEBAZAADY/9F+ZMzM0FXthMaH4v5378enkz7FrA9mYf3z69FU04RHf3rUZIzKciVQBUg1UoilYviF+Vl1rGyc2lpJI4Pm4wKRLiIIEyaHv63Y+360pOqFCs+Rnvh/9s46rqrzj+NvLvdy6UZCQFQU7EDFdtbsqZvTTfeb6+7uTtcdrjc3dXNhu+mMqbNjtjMwEBCQjsut3x93XLhwm5vwvH35eh1OPue5J57z/XxD3sV4hJuxCBblESWqHvZ9V5m7nxueh7y3nIDB9gk+rqJqYxURuyJIIokznOFw4QE2n13PoKSL3NouT446cVdEsC10vvoGsuUBdLz1em49eQb1fcbTuAq8n4EJkWw+J9LONRUx2hIIHERxQa6BCAOQdXAnsUmpzTIyxtXhwo7Ckwda9lL9X35dWyNipHFSpG2kqE41zsFsazoAVa4KZZbO+0uWIlKbCQQCgbezZNMSzhedB6B7q948NPBZN7fIe6lRqikuLmbOnDnwn+evSqlEpVJRVFSkX6++h+vV19/MDVfPYN/e3QwbMYqxEybTN3OAyWMMHDyUyooK9uzaQUlxEe1SOxAdHcOAQUO59/Ybqa6uZvPG9bRJaUdiUrLBtp27dtNPBwYFERIaSkH+ef28L+d+xA/ffUX22TNUV1ehrKmhU9duhPqFUVpTQjHFRBNtsE95P7nR8UBITAgDrxnIvmX76D6hOwB5R/NI6ZNi4BXdNrMtinIFJedKiEiMsNjH5vCV+dLn8j5snbeVgqwCWqW2IqFLAgDn/z2vTwMmkUrwlfqCj642ko/EB1WViqKzRQYG1lWrVuHr68sNN9xAsKQugjj7QDbnDpxj50/1vge0oNVoKTxVaLqBaihfqEszW3OgBm2F1u5ztdaoHTA4AEmEBHWuGt84X5OGZYHAFQZ/R6TSskYsslQfyRp8JKbTQDs6zZqp+xnwuvTS9fu+H/04wxkAPtzyhtuFGE+POvGGiODAGbMoLSsj5oG7KO3Wg8qbbnN3kwQCj8Uzn9ICj2Vggme8jDyRytIik/ObmxDjqTlUrcHTB1r2UCvEyKQym7f1z/Sn/FR5o/m2pANo+IGm2KbwCq8sgUAgEBjn2Nlj/PXPXwD4SwP4YOzXVtWFAe911HAmFRXldO/Zmw/mfq2ft2f7Fg7t301QUBDQ2MN15OixbN93jD9/X8H6dWuYPnkM19xwK0+/8KrRY7Rtl0pC60Q2/bWOkuJiBgwaCkBcfAIJrZPYsfVvNm1cz6ChFzXaVtpg/OCDD1qNlrycbH7+8QdeffFZnnnxNTL6ZhIcEsKH777J7h3bmJI2g2/2fYoWLWWU6beXZ8gJ6G96DCDxlSCR2hblIpFIoIE+oVEaN3oaI3NWJm9d/BY5h3PInGVYcyV9ZDoz35/J1zd8TXlBOcm9ktn7216SeiaRczgHVY3KwMDarl079u/fz/Hjx4kpitEbWBXlCgZeM5ChNw1tdHxTYpKmRINWZXhimkpNkyKTrTFqG4zdDugMxWLcJmiIK+tJ2ppKq77wojymtEosMiWU2IIkQmJS9HFGmjVj93PNoRqj67qjro611O/7znTmd36njDLWZf/BmdJTJIW2cVvbvCHqxBsigqtuuAXp8WOEPHIf6jYpKMaMd/gxRJ0YQXNACDECgYMIDDX+gWVqvrfiyTlUrcHRAy13G5xUGhVqrS5tjNTX9kd6U9MBmPIs83SvLIFAIBAYp0ZZw/w18/V/Pz7oRVIj06za1psdNZxJtx69WPzzj0RHtyIkVJdyqm27VAYOHW52DBEdHcP0mVczfebVfDNgMM8/9YhJIQZg4OBhbN64gZLiIm676z79/P4DB/Pn6lXs2bmd2dfdZFWbjx89SHH+WVYuX05CQgLpaR3p1qMXAKdOngDgsk4z+Wbfp+AL5fJyAkcH6g2FtqQyiu0Yy94le3VRKP9FxZzcehJ5sJywhDAAgqKCKM0r1W9TXVpN4WkzUSYNiO8UT1xaHDkHc+g9rbfBMqlcSmhsKGf3nmXaa9PoO6Mvfa/oy4dTPgSgoqiChwY9xM033wxAWloabdu25eeff6a0VSkTX5qIRq1BrVTz9zd/s+WbLYQnhjP4usEMu2WY2XY1jH7x9fVFq9U22aBqzqhtjXHdmamoBN6DoyM8HIWl9GKmvkOsEUQCRgbgI/ExLvBkyM2KPo5Ms9boHqzX3+6oq9NU6rfNF18yyGAd69Cg4dt9c3ls0AtubJ1h1IlarcbX15e8nGyvsG94EmUvvIpv1gnCrr+KCyvWourWw6rt3G1TEQhciRhVCQQOIjw6jpTOGQbpydp2zmh20TDNIbWXo8J7HWVwasrAo0Zd5xFljxADTUsHYM6zzN0faQKBQCCwnRVbVlBQUgBA34SBXNfTuvQS3u6oYYmy0lL2/7PHYF5EZBStE5Msbnvp5Vfy0btvcM3My3jwsadJSGjN2TOnWb7kV267+36j/TPnxWfo3rM3aZ06U6NQsHrlMjp0TDd7nEFDLuLRB+9CpVTqI2IA+g8awuMP3UNNTQ2DGtSHMYZGq+F01nGiInoRGRnJ3r17WbTgOyS+Mtb+uZo9u3eQnJxCn/j+xAbFkxeeQ/nOcvK0eUTIImAdqP6pS3tqKUp20HWDWP/xehY9vIghNwzh/LHzrHhlBRfddpG+PkyHoR3Y/sN2uoztQkBYACteXoHE1zaj4+2/3Y5apSYwLNDo8ph2MexYsIOknkn4BfrhF+iHsrqu6LZfp7qosI4ddfVk1n6+lsTMRLqN70baRWls/WErPaf0pFWHVix9binF54pRViuZNmea0WP6BBmmOQoPD6eoqIic3ByiWkXhH+yPVO7YT3ZLxnVvrD3hSIQIVYcnGvytTS9m7DvEmFBSH3mGXJ+mT5WrwjfK10CYgbo0grVYdD6zI9OgpXtQeUzZaBtPr/PUsO8zyGADG9Cg4fv9X3J/5pPIpe5NkRgb35qTx44Ih5Km4OtLyWffEjl+BBFXTKVw9UY08QlmNxFOPIKWhudK5gKBF5LWazCZY2bQbcDFZI6ZQcde3lsA3hTNJbVXbHxrOnbq1qRIGGMGp7ycbJv2s2blb/y64GvWrlrCrwu+Zstff9q0fY26bpDuK/G1adv6SOOk+HXys3kAb+5DzJO9sgQCgUDQmLP5Z1m3Zx0Acl85b476BImPdc9yc44azYHNG9czemg/g/9vvmqdB29gYCC/LP+T1olJXP+/6QzN7M59d95MtaKakBDjRdllfn689NwTjBiUwdTxI5H4+vLx59+ZPc6gIcOorqoipV17YlrF6ucPGDSU8rIy2nfoSGxcvOUGa+ssh3369KFTp078+OOPzJoxhaKiC8y+XhcZIvGRMD51CmQAUfDOxe/wRIcn+Pe3fw12p9il0BWjN0F4Qjg3LbiJ07tOM2foHH68/0f6X9Wfix+4WL/O6HtG035ge+ZeMZdPZ3xKt/HdiEqJsnwu9ZAHyU2KMABXvHsFlSWVvDH8DebdOo+ErgkG9SDkvXRGQnlPOcFTdbVhRt0zinm3zmP/yv1Mf3M6dy+7m7K8Mta8vQa1ShchExYXpt+HtlpLzaEafX9IwiT4SOuO0blzZ9L6pvHxdR/zRIcn2LnIsP6kIzBnXDcVLWPu92tOVG2sonxhOZV/VFK+sJyqjVXubpLTUOWqDK5FY9Qaz+vjboO/tenFrP0OkaXJCBwdSPD0YAIG6cSO+tdB1Zoq1IVqpHFS8yImpqPNbLl/LO3DlBAla297impXEzA4gODpwQSODiR+ejw9OuiiJQqr8ll+7Bc3t85x3/eeSl5ONkcP7XP6+WiDgiiar/s9I66Yik+F6VRizb3PmyOiXEXT8VzJXCDwUsKj45pdFIygMY6IDFqz8jeOHT5gMM9W72GVpm5g7+trvxBjL6Y8y9z9kSYQCAQC29BoNSxatwjtf0b4ezMftzolGTQfRw1jvPPR57zz0ecml+cUG+brX71xR6N1WsXG8e7HX1h9zHsffIx7H3zM+kYCSW1SGrUFICm5jdH50LjtABu37+PXBbp6NlKplClTpuj+z5itH588/vSLAIxpN4kv934EV0Pvzr2Z1noalX9UNtpnfe/0cY+MY9wj4wyWpw5K5b7V9zXarhb/UH9mfz7bYF6/K/uZXN/Ucepz6cuXUlVaRVWJztie2D2R+9fcr1/+1XVfUV1STf+r+vPH638A8PaFtwGoLNGdY+qQVMY9qjvGX5/9xdZ5Wyk6W6RPs9YqtRWj7xsNgDpPjSpbpe8fWZqMXr16kbE9A0AfhXHDfTeYPS9oWtSGufRJ3lh7wlG4sh6Ku7EUcVH/+mpK5LwzsEZgMfUdYuw3Vh5RIu8hN0jLZ+o6sBQh5IhUbpb24anp4qylfpq1Qd0Gsfvf3QB8t/9zpqZf4caWNY/MH6ZwddSJJj6Bovm/EDluOGE3/I/i736EBraKvJxsjhzca3R7c30u6sQIvJ3mNaIQCAQmcVTezeY8QLGFphqc8nKyG4kwtdjSl2ptPSGmCRExTaH2A02ZpQuTl6U0vw9WgUAgaO5sP7SdkzknAWgf0ZFbM0wbxY3hDcVuBdZhy2+Z2XowAdJAqlSVHD51GJ8uPo3WAe+Mks07mkdkm0h9erT6KYY0SkNj6K5Fu1j81GImPz+ZlL4pyIPl/Pnen5zaeQrQGXfVhWqDbZRHlCiP6MZOtqT/ckTqMFmqTG8JqD9u88RUVK5Alaui5kDLEKFMCQ2SCAk+Eh+Up+uuS6h3fXlIH5gSEmXtLYtF1ogY5tbx6+RntgaMI+4fS/swtVyr0UXbuUsss0ccbt+6Pa0iWnG+6Dybz67neNFR2kd0dHJLTdNcHUrclTpW1a0HxV/MI+KKqYQ88TBlL7+uX9ZQGGqIt/e5QGAOYSkTCFoAjvSAcOUAxZOLtjXV4GQuVYstfalU130oWZs+xhlI46RCfBEIBAIvpbqmmqWbl+r/fvGit/Hz9TOzhXEcVYNN4H6s/S39pf4MSrqI1SeXU1pRSr4sn4jeEQ4pVu1IbDUSHt1wlJyDOQyZOQS/At29UJpXql+evc8wbcrJbSdJ6ZfC4Ovr0hIXZhXqpy2lU7I28sIRURuNCp2r0G/ryGLj3oKlwu9ajR1FPjwYU9di1Rrjadg8MSrIZJSOBbHIGqHE0jrGjl3/+dLU+8fSPWhsuSRWYvD7ubquk73isI+PDwO6DOC3jb8BMG//Fzw15BWntdMSzdWhxJ2OtDUXj6Ps1bcIffBuVO1TqbrhFqPCUH2aQ58LBObwnLepQCBwCo72gHDVAMUbirY1xeBkSmzpkN7Vpv1otXUfU/XzmAsEAoFAYC1rdq6hrLIMgHHtJzOszSi79xUb31p8QDcTrP0thySNYPXJ5QAczz7OkMFDPCqVkcU0TAoVpXmlaNQayvLLOLzmMKvfXk1633TSa9JRblCSmJjI78/+TmRyJOUF5Sx7cZnBMaLbRbN9/nYOrTlEVJsodizYweldp4lsoxvvWeMRb03khSkjevXWaoInB1s8hjVCjqelonIWqlwVyiylxcLvzW18bU90kydGBdVPcWXLNpaEEmvXqT22sedL8PTgJt0/lu7B+su1Gm0jEc0Z4pkpMbup4nDfTn1Zunkpao2aHw99xyMDn7PLEcRRNEeHEndH+lTeeCu+x48R+tA9qNukUJJovE87detJWucezaLPBQJzNM9RlUAg0OMMDwhnD1DcFT5rD/YanIwJWh3SuzJi7CU27UdDPSGG5vWhKBC0NJqS818gsJeisiLW7VoHgEwic6s3qsA76Z84RD99PPs4Q3oMsctI6gysMRIeXnOYpzo9hUQqISA4gIROCUx+ZDLpNen6tGSTJ0/mt99+443hb9CqQysueeYSPrrsI/0+B10ziOx/svn6+q/x8fGh92W9GXT9IA6tPgToDLe+Ub5gpv6wJEJi8T1gyoiuOqVClauy+O6wtr6Ep/x+zsJSFEx9mltaNlP1Hc3RnPrAGqHRWjHS3PPFr5OfwXq2ju8s3YO1y11R18mcmN3UmjXBAcF0a9eNPcf2UFB5nj9OLmNC6lSHtNtemptDiSdE+pS9OAffrBOEXzuT2G8XGF1HiDCCloL4yhcImjnO8oBw5gDldNZxk/Ob08vZEYJWbVFl0IV3CwQC78QROf8FAntYsWWFPs3l9T3vICW8vZtbZBlPTl3qTKw5b3f0TZfo7oT4hVJWU8rxc8f1heo9AUtGwlkfzGLWB7MaPYOlraWoTtXV4YuJieGGG25A3k9OQH/ds/ntC2/XrS+XMvODmcz8YKbBcSY9NUk/ffVPV+sNso3qcGTIUR5TWnwPSOOkSNsYtq3hOZmjpdaAqY8x47kpmmtaNksRFfVpjn1gjdBozTrWiBDOHt85+562JGY74vj9u/Rnz7E9APyw/yu3CzHNEbdH+vj6UvLZt0SOH0HqHTeT+eKrbM36V7/YVmEoJSaIrPwKZ7RUYAUDEyLZfM50qn2BeZrXG1UgaGYUF+RSWVpEYGgExNhnGPEEDwiBaZqbx41AIDBNQ4/I2r+1Gm2Tc/4LBPZwvug82w9vByBcHsHd/R5xc4ss4w2pS52BNeftrr7xlfjSOy6T9af/oKyyjOLyYiJCIpx+XGuwxkhozNBoTOgAUGxTgAqbDKmNvOHjwK+TH6oedfMByheWGx7LxHvAP9Of8lOG6zY8J1O0xBowDbFUr0eWLkOWJGv20an1hQZNkcbgmmgpfdBULD1fHFHTyRLOvqctiU2OOH7H5I5EhERQVFbE2lOryC0/R1xwQpPbLjDE3XYHbXAwRfN/IWrUYEa+9Tqtv/iOoprqFudUIxCIt6pA4KEc2b2RrIM79X9XF9j/Me12DwgbSU5pz66tG43Ot5W8nGx9hE1ySnuPP3eBQNA8aegRKWklQXPevDHIE3OyC5oXq7at0kdW3pJxL+H+thvPXRmB4UmpSz3tvN3dNz1ie7P+9B8AnM47bZMQE3qqEFmFgsLOjje8WWMkNGVoNBV5Yosh1Zw3fH1DuC3phZpq+GwpNWBMYcp4Lu8nR5bS+HdtCWlDW/o1YQ3GrgNL92JT03ZZizN/P2vE7KYeX+IjoW96X37f/jsarYafD//AbX3ub1K7BZ6JJqE1RfN/IXLccDo8+QjF3y4EX193N0sgcCniDSsQeCDFBbkGIgzY/jHd0EDgbg8IW3BUFE9Dz9BdWzc2O8/Z+qk/6qcpEwgEnoMxj0hLIgy0rFQxAteTeyGXXUd2ARAZEM0NPe+weR+ujsBwRt07e2h43kkp7cnIHOy0Nlhz3u7umx6xGfrps/ln6ZHaw+pt0xdsp8+7f/LT0js53zPJ4W2zZCQ09az1z/RHGavURcE0wBpDqi3e8Lam97F0TpbEg+ZeA8YcpozntSnn6tOS0oY2x2vCUSKauevA3L3oylSAzvr9rBV+m3r8vp10QgzAwkPfcmvGfR6T4lLgWFTde1LyxTzCr7yUkKcepezFOe5ukkDgUoQQIxB4IPnnsozOt7ZGSnNI29HUKB5jnqHgPs9ZZyGhbiAvhBiBwDOxlAbFGC0tVYzA9azesRotuvfG7Rn3E+QXbNP27ojAcFbdO1swdt5nso5zJuu4frzl6GgZa87b3X3TObqbfjrvQp5N2+68cwQpfxzikivnsuCPeylLdHxaM3NGQkuGRmNCjDWGVFu84e2JcjF1Tg2NxrI0GUFjgiy2tyVhjQe/K9JKCZyHo0Q0a64DU/dic0kF6IqIqZjwGNrGt+VkzkmOFB7kYME/dImxXtB3N95au87V7dYfr3sPfF9+g9CH70XVPpWq625y+rEFAk/Bu94AAkELwceEQf1CQR55OdmNXpL1X6CAx6TtaCpNieIx5Rlau8zb+sIUEkldKK9Ga7uxVyAQOB9rPR8DRgbgI/ERaUEETqegpEAfDRPhH8ns7jfbvA93RGB4Qt07c+OLvTu3UFFRxrHDB/TzHOEMY815u7tvkkJTkPvKUagV5F7ItWlbdYAfS+fdwPSL3+KSKz7lx+V3UxPq76SWGseUobEphlRHR7lYgzGjsfKIkgoqhBjTAEse/K5KKyVwPI4U0Zp6HTSXtG+uiJjKSMvgZM5JABYd/sFjhBhLYoW3OsGuWfmbxfGKI4UaY/00+uY7CH3wbtTJbagZNcam/aXEBJGVX9GkNgkE7sA73wICQTMnunVbju/f1mh+1vF/yTr+r8FLsuELrZWJF2RzEh+swZwHqCs9Z52Nr089IUYjhBiBwBMxZsiTxErQ5NXds/IMOfIucnc0T9ACWbdrnV68v6HnHTZFw9R+lKvVaqPLnf2OdXfdO0vnV9+oAY5zhrHmvN3ZN74SX9pHdORgwT4KSgpQq9X42pD3vbJVCIvn38T0MW8z7vqvWPzDjWilrs0bb8rQaK8h1ZFRLtZiymisPKJE1UPltUZgd+DKtFICx+JIEc0R10FzTPvmDHp16MXPG35Go9Hwy+H5PD7oRXwl7q0fYklkcXd9NntpKMJA43Y7UmAy2U933kNa1gnCr53JhZXrUHXpZmIPAk9jYEIkm8+Zdk4SmEaMIgQCDyQ8Oo6Uzhkml+/duYW8nGyjL7TzOdlGt2lO4oM11HqGNsTVnrPORiqR6aeFECMQeC4BgwMInh5M4OhAgqcHEzoj1ODvgEHNM+e8wPOorK5k2yGds0egLIjret5u9bZb/vqTXxd8zdpVS9iwejkxsfEGy131jo2Nb03HTt3c8j43Nb4wx5GDe8kzMT6z9diWztudfdMuogOgG48UlRfZvP2F9DiWf3UtyeuOMuzRX8CDUq5K46T4dfKzWciIjy9nzLm/CB4ud8mz3pxx2J40mS2ZWiGtPt6YVspaFAcUVK6pRHGgcSq+WlS5KmoO1aDKVbmwZbbjSBGtpV0H7iQoIIjObToDkFtxji3Zf7m1PabEg/rvc3PRwZ5KXk52IxGmltp2mzr37X9vsGs8Y7Kfykr498U5VMYlEDptEpLcHJv3LRB4G+LtIRB4KGm9BhOblEr28QOcPba/0XJbXu7NTXywllrP0NNZxwFITmnf7PrBz9dPP63SePZHkUDQ0mnoESk8JAXuYMvBLdSoagCY0flqwv2tq8dh7KM8Py+HoaPG4+vr63V50ZtC7fhi59aNnPlvjAHQIb0r/x5uPGY7tG8Ph/bt8Zp0JfaSFJqiny4qLSI6LNrmfZwensafr1/OqHsXUNwumj23XuS4BroBabWSvl+uI6i6kj/fmu7848VJkaXJUB5RNlomIjlsp7mklbJE6fxSNOf/E+oOgGKfgtArQg3WqVhVYXBd2VtzxRU4ujZLS7kOPIHeab3Zf1L3Hv3lyAIGJV3ktrZYk4LV3fXZ7MGcHam23abW2bV1I7u2brR5PGOqP86cOsHawwcImTieGz77DNnEUdSs34Y2SKTSFDRfxBtEIPBgwqN1FjpjQoy1L/femYPpO2CoQ9vlTTSlzow3IKsnxIiIGIFAIBCYQ6PR8NfeOg/T63rcZvW2O7duNDrf19eXjp1aXiqJ2PjWjJ8yo1H+9MCg4EaCVS3ekK6kKSSGJOunC0sL6UAHu/ZzYPYAwk/mM/SJ3yhtE8WJ8d57fRV0SWDN2zO4+PbvKW4Xw667nC/EBY0JooIGRnPhwW835pwmVLkqrzfOKw4o6kSY/9Cc16A4oNCnTG0owoD9NVdchaPFE+E84xq6tO2Cn9SPGlUNy/79mZeGv2PgeOhKrBVZklLaGzhlNNUJ1pF1WYxh6rw6pHe1KDDVYut4xlgdu/rOK2VhYfwwcybXfvEFPrOvoHrhbyARzgOC5olnvjUFAoGe2jRlWQd36ufVf7k3fKE1JDmlvdPbaAlzg4m8nOxmHbHibPwkdQNTpaqx96NAIBAIBLUcOnWIojJdyqjhbcaQGplm1XZ5OdkGRob6eLLXpyto6PBRGy1z5OBeDu3b02j95lyzLyEkUT9dWlHapH1temoiYScLGXvTt/y09E7O90xqavMciuKAAnWuGt84X4v1vQ5d2Y/wE/kMeWYxpSlRHLvE+QWog8YEoerh/SKBJ1O1scow4sKDI0TMoc41Xu9LnauGLjqxyViEFdhXc8UWVLkqlFm6Y8tSbBd9PEk8cZRo1xzEP3PIZXK6tuvKrqO7KFYU8dfpPxnZdqxb2mJMPKi1w+TlZDeKik1KaU9G5uAmveMdWZfFFKZEkRFjLzG7TkNsHc80rGN3usG4Mjc+nkXTpnHFggXInn6MsudfsbjPlJggsvIrrG6DQOAJNL8nt0DQDEnrNZie3boaFTPqv9DOnDphkO/TE1KSmRtMNFxmT5hrS8dX4otMIkOpUaJSi9RkAoFAIDDN5v2b9dOzu99k9XamUlQktxUOFMao7RNjQownC1dN9cKNCYzVT5dVlTWtMRIJv380i8sueZ9JM+ey4Pd7KU+0Lo2es7EmjVND/n50HGEnChhzy3eUtQ4nL6ON09vpSUbo5oYqV2UgwoDnR4iYwjfOF4yUi/CN0xVJN1dbyJnp7hoKXYptCq8Vu+wV7RqKLs1F/LNEzw492XV0FwBL/13kNiEGGosHsfGtG9kwajmTdZyMzMF2H8tkQXsnRNIaOy9T65zOOs4uI1HR9oxn6juvNBRiAI6mpXHgxlvo+t6bqNq1p+raGwHwX/g9ipEXo40ynvK0uCCXytIiAkMj9FllBAJPxbtGCQJBC8Zciq3aZR07daNrjz5ODWW1BXODidrphjT3tB3OQC71R1mj1Of8FwgEAoGgIcVlxRzMOghAfHBrRrYdZ/W2pj62e/ez3+DQ3DHnSeuJOMILNyawlX66rLKJQgygCvRjybwbmDH6LS65ci4/Lr8LZYh/k/fbFKxJ42QUiYQ/PphJyOQPmDTrMxb8cS9lSZ4rygnMY0qccHaEiDOQd5Gj2Gd4XUtiJfrr2ZTYIkt3nuhkTOgC7xS77BXtGoouxmo/WdqPt0bPpLdJRy6To1AqWHl8MXPUHyLzlbmtPfXtMMbsG/VpStSrNTVpHIk1Kdxr11GrVA4fzySntDcq8KjvfoAKjZbQB+5CndyGmpEXE/LkI0iPH6P80acarX9k90aD7DEpnTNI6yXGpwLPRSTdEwiaGbWCjCd86JsbTJgrEmdumTeSl5PN0UP7yMvJdsr+/aU6TyiRmkwgEAgEpth+eDtarRaAK7tcg1RivVGmVlSojyeLCp5C/yEjmDJjNsPHTGLKjNlkDh7u7iYZxZTjjK3jlsiAOk/ViirHpAqpjA1l8fybCD19gXE3fIOPyngaJVdhNo2TpW39ZSyddwOqAD8umfEpfqVVqHJV1ByqQZUropq9CVPihDMjRJxJ6BWhBIwMwK+LHwEjAwidURfhVVv4vj6ydBlBFzuvmLa5KBxzyzwRs6KdCYyJN2bTwxmhamMV5QvLqfyjkvKF5VRtrLKyxe7HT+pHl7ZdAChWFLH57Hqbtnfmt7clO0VTol6trUnjDpwxnjE5tkxIpOzlN6gZMZrwa65EenA/yr6Z+G3c0GgfeTnZBiIMQNbBnRQX5Da5fQLLDExw/7XpjXiPLC4QCLwOewcTnjDYcBSuyPMaKNV9CNUoRUSMp+CtHmgCgaB5otVq2XF4h/7vGZ2vtnkf1qSxEDTGGo9Td+MoL9wgWTA++KBFi0LZ2JvdXgo7x7P8q2uZPP0Thj32C+tevQx8fBy2f1uwlMbJElXRwfw2/0amj32HMVO/YN7EK9D46rZtrmmGmiO14oRBmqgMudVjPk8cJ8q7yKGL8WWOLnxvCXOClreJXeZEO1PXgS1ik7H9N4fUed3bd9enJ1t+7FeGtRll1Xb2fntbm5rTnJ2iqQ4qnh5J64zxjMmxpVRK8RfziBx7ERHTp1A5+zqCX38ZqqvBvy4y1tT4pbK0SKQoE3gs3vEUFggEDqOp+b9twdJgwlgBOE8abBjDlv5zVZ7XQFkggEhN5iG0lPzNAoGg6YWEXUV2fjZ5RXkA9EsYRHJYW7v24w2igsB2HOWF6+PjQ4hfKKU1JVTXVDuiaXpOD09j7WvTGHnfQorbxbDnlmEO3b+1WErjZA1FaXEsfutqLrthLuMky1k2cSL4+DjFUOqJBn9vpWFf2itOeOs40ZU1h4wJXWCb2OVMbLmvTIl2ymNKk9eByXRwDdKTmeqP5pA6r1ObTsh8ZSjVSlYc/42XR7yLxMe8CGfvt7ct4o0x+0Zy21R69xtkkL7MXntLS3R6aTi29LlQSOTE0dQMG0Hpa28Tft1V+C9aiI9Cgd/2rdQMqXv/mxqnBIZ6Rk05gcAY7n+LCQQCl+GK6IyGmBtM1C8AB7o8oZ482LC1/1yV5zVIFgzoUpNpNBokEu/yFGtOVG2u8noPNIFAYB3eVEh497+79dOXpl/pxpYIPBFHeuEG+QVTWlOColpB1RZdKhxHiZT7rxlI+Il8hj7+KyUpUZwc27XJ+7SH0CtCURxQoM5V4xvna5MIU8uptPYsnTSJyb/9xoWoKP4eOBBwrKHUWw3+nkjFqgpDA/h/fWmrONEcIhVcRa3Q5WnODvbcVw1FO4DyheUG69S/DkyJNwGDAlD1sCwCNYfUeXI/OWnJaew/uZ/8yjx25WyjT0J/s9vY+u2dl5PN6azjNos35uwbjrC3tHSnF214BIoJlxD4+ScEffQuNf36I92zC61Mht9f6wyEGGPjl7adM0Q0jMCjcf+bTCAQuIRD+/e4JDrDGOYGE94y0LDHw8ZVeV6D/EL00wqlggC5+Mh2B6XzSxsV8K3FmzzQBAKBZbypkLBWq2Xvsb0ASHwkTEid6uYWCTwRR3nhSiW6gsqqKhWKbbp7xJEi5cZnJhGWVcjYG7/hp2V3kd89scn7tAdzaZysQRIhYU+vXkQWFjL6998piojgcKdODjOUCoO/42gowoBtfVk/eqI5RCq4klpRwhE4IjqsKfdVfdGu5pDxLAb1rwNTEVfWiH9NTZ3nKXRr3439J/cDsPL4bxaFGFu+vRsKJg2x5DhpzIbhqmwYzR6JhPLHn6H8/kfw/3khQZ9+iKRGd88EfP8t5Y89bbB6/yEj8I9uQ2VpEYGhEUKEEXg83iOJCwQCu9ny159sWL3c6DJLBecEOkz105GDe00WAnRVceOQekKMo1OBCKxDcUBhUoQB7/JAEwgElvGmQsLnCs5RUFIAwMDEYUQHxri5RQJPJTa+NR07dWvSOEWi1dVuUWNYvF6xS+GYgvQSCas+vooLaXFccuVcgrOLm75PN1BrKP1zxAgOdu7MpYsW0SbkvMMMpfYUCBc0RpWrsrlIen0aFkxXnja+LzFOdC6OKlzvqPvK2ogVaZwUv05+dj0XAgYHEDw9mMDRgQRPDyZgkHkh/L1J7/Hzoz/bfBxnoMpVUXOohrTANHz+qwe28sQSi9tZ++3dUDDZvXs3L7/8ssE69jhOmovI8QbycrI5emifSduGy/H3p3rm1RSu/ZvC1Rup6dMPTYguE0jDtoZHx5HQrpMQYQRegXdJ4gKBwGaMeWbUx9HRGc0VU/10aN8eDu3bYzLs2BV5XkP8QvXTQohxD8oTxj+swTs90AQCgXm8qZDwvhP79NMiGkbgbHw0OqOZhsaGSUd5/asC/Vgy7wZmjH6LS678lB+X3YUyxN/yhh5Grcf77xfNIuLeT7l8zncsGH0vZYlNz23fHFITeQLmDOyW+tJY9ITyiNLqOh8Cx+DI6DBH3Ve2RKzMu30e23/YzsBrBjL9zekGy3568Cc2fr6Rvlf2ZdYHs4wep+Ez9/Diw3x8zcc8v+V5QjqGNNrGVdRU1fDzwz+zb8U+lNVK4tLimPriVOKUcQb90iaoDVkVWRwvOsrxoqP4lfrRr0fHRvu7dPqVfPDp1xa/vft268CUS6cRHWH63O11nHRVNgxn4I4U9lbj44OyTz8urN4IwJqVv3Hs8AH94h4Z/YlLz3RX6wQCmxEjMYGgmWPOA8MZ0RnOxl2eGsY8bOqzd+cWs5ExTfUwNUeoPFw/LYQY9+AT4GN0vm+Kr0UPNIFA4H3UGlEa4okGtQMn6z5WL2430Y0tEXgaThlT/fd16UPj96IjRYDK2FAWz7+J0KxCxt34DT4qteWNPBBpnBRJzyCWLrwBlVzKJTM+xa+06WM5Y88oT3w+eTomi6anWzbimxJxZMkymyIVBE3D1O9QvdX2+8yR95UtESvhrcPZ9fMuaqrqUpopq5Xs/GknETYIt1Ubq6haq4sGKv/F/sgga1HVmI6C/PO9P9mzeA9XfXwVD298mIsfuBhtibaRaJZakaqfXnNypX564W8r2XvktP7/y6+9q19m6dvbPyDQ6PzemYOZMmM2mYOHW3V+xkhKaa+fVqvVXmFvMZVSzWMiY+rRUIQBXVuLC3Idsv/iglzOnTjksP0JBMYQIzGBoJljygNj6KjxdOra07WNaSINPTVS07swcuxklx2/1sPmyMG9HNq3p9FyS7lknUWYPEw/XaVw7oBaYBx5VznKg42jYgL6iY9rgaC54qmFhOtTUl7CmfNnAOga05OEEPfU0xB4Hs7yfpX46gzXkgb+fs4QAQo7x7P8y2uYfMVchj7xK+tfucyh+3clVTEhLJ5/E9PHvs24679i8Q83opX6NmmfpmpMCKzHWOSCLF1G0MVBFrc1Fz1hTZ0PgWMw9TuoTqlQ5apsvi8ceV9Zex0k9kik8GQh/yz9hz6X9wHgn6X/EJEYQWQbw299lULFb0//xu6fd1NdVk1SzySmvjiVhIQEctfk8vXXXwPw6quvAtBnSh+u+uIqQFdTbvHTi9ny7RZ8/XwZeM1Axj0yTr/vypJKFj+5mH0r9qFSqEjulcyUF6fQuqvu+3fFKyvYt3wfQ24Ywh9v/kHRmSLeKnzL6DlJJBLi0uLoNLITAFFtoqg5VEPl4UqD9TrSkdWsBmBN1krGRV0CQEREJK1iDTsv6+RxnnnsQXbu2EZlZQUdOqbz2NMvMPSikQBcOmEUZ8+c4vVXntdv88wzzwDgK5VSXlnNtMljOZd9ln79B/H2B3OJjYvXrzvvmy/4+P23OHMqi8TkNtxw8x1cc8MtACz+6XtuvuEapk2bxvbt28nOPseTz73UJFHHVZhLqeZJIlJeTnYjEaaWQCqNzreFI7s3knVwp/7vlM4ZpPUa3OT9NncGJkSy+Zx3pN/zFEREjEDQzDGVK9UWEcYT8oUa89Q4dvgAa1b+5tJ2xMa3Jq1zD6PL3BV2XD8iprK66YMQge0Iz1OBoGUijZMS0D+AgP4BHnm/Hz59WD89qu04M2sKWhLO9H5VaXSRKRK5BHk/OfJ+cqd6/Z8e2Yl1cy6j56d/0ePTDU45hqu4kB7Hsq+vI2n9US56eBFotU3eZ1NqTNRHlauiaksVVVuqHFPrx4toGLlgjQgDYmzoKUjjpEjijJu9ah0p7NmnPfdVbe0Te+6hzFmZbPt+m/7vrfO20m9mv0brLX56Mf8s+YeZH8zkgbUPEN0umo+nfUz5qXLCwsKYPl2X3uyOO+7g/vvvZ9Ktk/Tbbv9hO36Bftz7x71MuHcCv7/2Owd/Pqhf/tU1X1FWUMbNC2/mgbUPkNg9kQ+nfEhFUYV+nYKTBexdspfrvrmOBzc8aPJ8uoztwqmdp9jybd27yJhoFkMM4YHhAGzJ3kCVqs7psNZGcWj/Ho4e2sfprBOMuHgcP/62kj82bGP4yIuZfcVUzp45DcDn3y0koXUiDz72NHuPnGb1hm0MHzOJ3pmDUdbU8PF7b/HeJ1/xy7I/yT57mmeffFh/rEULv+e1l57lkSeeY8PWf3j0yeeZ8+IzLPz+G/Jysjm4bzcAq1evJjMzk9tvv42Bg4aaPH9PwltSqpnL9NLUthYX5BqIMABZB3eKyBiBUxCjAIGgBdCUOiWeki/U1Iv32OEDdO3Rx6XeGrXiVv1+cWfYcbh/XUh6pUIIMe5CeJ4KBAJP4+iZo/rp4Slj3NgSgSfhTO/XSpXOIOfn50dAf8eJL6pclcn3675rBxF2ooChj/1CSUoUWRd3cdhxXc2ZYR1Z+8Z0Rt09n+J2Mey+3THe1Ob6zxJVG6sMIkIU2xTIe8sJGNxyon7rRy6Y68uGy8TY0DOQJctQ5CoazVeeVjr0OWWOhveRrfdQn+l9WPr8Ui6c0T2/T249ydWfXc2xTcf06ygqFGz6chMzP5hJ59GdAbji7St4bt1zbF+9nb4hfQkI0B0zKCiIgIAAgpLqhMWELgmMfXgsVRurSFekEx8fz4EvD9C2VVtypDmc3nWaF46+gFSuu44nPz+Zfcv3sfe3vQy8ZiAA6ho1V310FcHRwSbPpex8GZ9c/gkj7x7JmnfXoKhQMOyWYUjjpKhSVbxw1QvceOONtG7dGv8MfzorOrN5/2Zq1DXszNV9f08YNQStti7t3HXXXUd8fDw9MvqT3rkrAA8/8Swrlv3G7yuWct1NtxEREYlE4ktwcAitYuP0ETW7d+1GqVTy6lvvk9JWl1rsuhtv4805L+r3//rLz/P0C68y4RJdrb3klLYcPXKIb7/6jJ69eunX69+/P5076/rez8877ndPs23UJy8nW2/DMiW2dEjvSmx8a7LyK4wut4b8c1km54dHi/BFgWPxjieDQCCwmfovrdj41vr/tu7DmMdk29Q0l7+YzXk5uCNstinilqOJ8I/ST1dU2T8AETQdkWpCIBB4ClqtVi/EBMmC6RXb180tEngKzvR+rVTqxiFyWeMaSvZijQFz0zOTCMsqYNz1X/Pj8rso6Oa9afgO/K8/4SfyGfLUYkpSojgxobvR9awVV5piADZW6BzsL3bu7ZjrS1PLxNjQ/chSZCi2Nb6ONbkau9KT2Yqx+8jWeyg4OpjOozuz7fttaLVaOo/uTHCUodhRmFWIWqmmbWZb/TxfmS/JvZPJz8lHPkwOJ+vWbxihldAlwaCtISEhVFRUoNil4IzqDIoKBY+lPmZwTGWVkoKsAv3fEUkRZkUYgLUfrCW8dTgTn5zIwGsG8u74dykvLGfC4xMoCi1CHiSn3VXtkMXo+if9eDqb928G4O+zfwFw2WWXEh0drd9nWFgYCoWCOS89S27e7RQWFKBSq6iuqiL77GmL/RsQGKgXYQBaxcZRkH8egMqKCrJOHue+O2/mgbtv1a+jVqkICQ0zeHcmJCTUtcnDIkrMYY9to6G9ydEYcwhuKBh1SO/KiLGXNPlYPiYiUE3NFwiaQssaOQkELQRHRbG4O19ow5d7anoXo3lB3TXIsUfccgYR/nXnL1KTeS5N8UYVCAQCWzlfdJ6yyjIA+rcegsxX5uYWCTwFZ3m/arQaqpS6cYifzK9J+6rFWgOm1lfCqo+vYtqk97nkirks+ONeKhLCHdIGd7DpyQmEnSxg7M3f8dPSOznfM8lgubXiSlMNwKYKneuXtSCBwVxf1k4bWybGfO5HGidF2kaK6lTjlGCuuI5N3Ue2HjvzqkwWPbQIgGmvTbO5HQGDAwi4EABfQ/DUYAI6Gj4zJFJJo7Zq/zNEl+0uIzQ2lDuW3NF4v2F1+/ELtPzsP3fgHK276d43kUmR3PbLbbw74V3KC8qpLqumz4w+BHSr22fHxI5IJBI0Gg1b/hNiQkNDiYqKMtjvihUrOHHiBPc99BiDho7APyCAG6++gpoayynoZFLDMZKPj4/+3CsqygF4/Z2P6N3HMB2cr8SX2PjWdO6mi4qRyXT78ZSIEluwxbbh7KwpphyCp8yY7RRn2OjWbTm+f5vR+QKBoxGjAoGgmeHIKBZ35gs19nIfOXYygIEY442DHEcTFVjnDVReVe7GlghM0dR0BN6O4oACda4a3zhf5F0c5yUtEAhMczKnzu21f2tRbFRgiDMie0sUxWjRGa4C5YFN3h/YZsBUBclZ/P0NXDH6LS6Z+Rk/Lb2TqnJf73SCkEhY9dEspk16n0kz57Lg93spT9SlorVFXDFVA0OZpbSqP0wVOre0rDli9lo0t40VKc0Ezsc/05/yU42/k1xxHZs6Rv351lwfnUZ2Qq3U1eFKH5HeaHlUShS+fr6c3HqSyCTd97paqeb0rtMMu2UYAPJY3ThcEm25TfWJj4yn7HwZEqmEqOQoo+tYS1h8GFnbstCoNUh8JbRKbcWti27l/Unvo6xW8uTuJw3W95f7kxKXwolzJzhTesrkfs+cOUPPnj2ZNGUasfGtqSgv58zpUwyot46fnwyNWt1oW41Ww9FD+4y+D2NaxRLTKpZd27cweMgwo+/LXn11qdn6DhxGn37N2z5hyt4UFhGJr6+vvg9rnWrVarXBfGsw5xDcsVM3h/dveHQcKZ0zDOrEtO2cIdKSCZyCGAEIBM0MR0axnDx2pNE8Vwgf5sSkkWMn07VHH7emBHN2GK6tRAe00k8LIcbzcEQ6Am+mdH4pmvP/GSkOgGKfgtArQt3bKIGgBXAi54R+uk/CADNrCrwde8cljo7sLaoq1E8HBVhX0NwS1hgw61MZF8bi+Tcxbdw7jJ72FT+MvRytRLeutzlBqAP8WPL9jcwY/SaTr/iUH5ffTWWllJoDNUbXd4Znf23B+YbjGFcUnfc04cLWa7H+spbukOMJGLuWXXEdW3Nsa68Pia+ER/9+VD/dEHmQnEHXDmLx04sJDA8kIjGCNe+tQVmlpP//+gO61GE+Pj4cWHWAzqM7I/OXIQ+uc5KSxkmRREnQFBoKjO3atSOpQxKfX/U5lzxzCTGpMZTmlHLwj4N0m9CN5F7JVvfH0JuH8vbFb/P19V8z6t5RSP2kHF13FI1ad8wdC3cw8q6RBtt0TOrIiXN145qIqJhG+42MjCTr1Gny8/MpKChgzovPoNEankdicgpbNv/F5Mum4yeXExUVzfGjB1HW1LB21RJA5wBany1//Un/zH588+VnnDuTxcQp0+jcrRd7d++iuLiIW+64R79um7apHmEfcCam7E0bVi/XT8fExpOfl9NoHWsjZ2x1CM7Lyebc6RwCQyPsFk/Seg0mNimVytKiJu1HILCE+0c0AoHAoTgqisWYGAKQ0r6jXe2yBUtikjtTgjk7DNceAmVB+EsDqFZV6dPQCJyDPZEdjkpH4I0oDijqRJj/0JzXoDigEJExAoGTOZWj8xqVSWT0iM1wc2sEzsKTxiUX6gkxgf6OiYixx3ha0CWBpa9fxdRbv+Bin1WsGjcO8E4niMpWIfy24Gamj3mbiy/9gnkTZqD19TW6rjFBwFRtDFmK9akKawvO10bXyFKc34eeKFxYuhZNLfMUhxxPE7bcQe217I5+MHVsW68P/1B/s8eZ9PQktFot3936HYpyBUk9k7jlp1sIDNc9k8MTwhn7yFiWPreUH+74gT5X9GHWB7MM9iHvKadqTZXBPB8fH65/53r+WPQHP9z5A+UF5YS0CqH9wPaExITY1Betu7bm7lV3s/S5pXx06Uf6uja3LrqVgpMFzLttHtEp0fS4pId+m7TkNFZuXan/u6gwn/j4eIP9PvX8K3zw7ttMGjOMyKho7rj7AcrKDL+NH3rsaR665zYG9EpHoVCw59BJTmcdN1hn784thEbp9l1rE8nIyEAmk7F582b++OMPgoKD6dylOzfeeqdN5+5qnOFAao1dyZgIA9ZnarElhWrDcVBK5wzSetkXCR4eHScEGIHTaVFv4A8++IDXXnuN3NxcevTowXvvvUe/fv0sbygQeBGOyvvtzvow7kyJZg5Hpn1zJD4+PsQExnKmNEsIMU7E3sgOezwomwvq3Mah//r5XVzcGIGgBVFdU835Il2R2fTorgRIhed1c8TTxiW5Fef006GBjot8tMd4eqJbGivGj2fCsmVciIpi+3/ffEZTmnm4gfpCehxL3rqaS2+cyzjflSwfPx58fAzWMSVOOSoKQBondVnfeIpwYQxz16KpZZ7gkOOJwpa7kMZJ3eYIZezYlq6PhiJJQ2747gaDv2X+Mi575TIue+Uyk9uMeXAMYx4cYzDvziV1goK8ixzFPgVXXnmlfp4kVkJo31Au62t63+MeGce4R8aZbW8tid0SueXHWxrNT+mbQp/pfRrNT45NRi6To4hQEPlSFHE1jX/E1olJ/LTkd4N51954q8HfGX0zWbOpLv3U0UP76NWrF7169TJcr08fcoprOHpon35e9+7d6d69OwDDx0yiY6du+mVJbVLIKTYeregKjAkuDQWKpJT2ZGQObvL4wJi9yRastSdZk0LV2Dgo6+BOYpNShaAi8Fg8b6TpJBYsWMB9993Hxx9/TGZmJm+//TZjxozhyJEjtGrVyvIOBAIvwhF5v90phtgqJrkqVZg7xSlLtPpPiKmortDnYRU4jqZEdrgzFYK78Y3zhQMm5gsEAqeRnZ+tr9XRo5WIhmmumBqX7Ny6kfFTZri4NZBbXifEhAWHOXTfxgyY5gQUSYSEHX37EllYyNgVKygKD+dYx46023+UjKc28tvCm8HHx2sM1Cc7pbJs4kQmLVlCYWQkWwfo0g36dfHDr4uf2TGFO6MA7MGUYbp6azXBk4Nd3JrGmDPkG1tmyvFGq9E6uGXGcYSw5elipT14yjl5qsNW6BWhHlXj0VfiS/vW7TmYdZALNYXkk08rDO149tgpLNk87EmRZcwu4Wh7Rf39nTx2pFFkbNvUtEYCxZms45zJOu6QyNn69ia1Wm2QlswStvxOljKhmBoHVZYWCSHGhQxMiGTzOeO/haAxzeMtagVvvvkmN954I9deey0AH3/8McuWLeOLL77gkUcecXPrBALH09T0XY6KrLEXa8UkV6bk8NRIHYBWQXUDjbLKMsJDwt3XmGZIUyM7vM0I4ihqPerqi1iSWInbP+YEgubO2fyz+unusb3d2BKBMzE1/jiTdZy8nGyXO4nklmfrp8ODw+3ejzUGUksCSq0TxB+ai4koKmLaTz8x7/VbkIVAyprDhJ6+wAV5mEcbqOvvWxIhYVdGBpGFhYxZtYqiiAiOpqdbFGFqcWcUgK2YMkCrTqlQ5aq8bgxlqs5O1ZoqNEUapwt/TY3I8Rax0haa4zk5A3kXuUdFsHdI7MDBrIMAKJOAM3XL7LVTWLJ5NCVFVmp6F5LatOPMqRMcO1znmdZUe0XD4zRk784t+EpNPycdFTlb395UUnTBoE0xsQnk551rtI2j7UmmxkGBoREOO4ZA4Gi8axRjJzU1NezcuZNHH31UP08ikTBq1Cj+/vvvRusrFAoUiroXc2lpqUvaKRB4Go6IrGkKlsQkV6fkcLc4ZY7YoLocucUVxUKIcTCOiOzwJiOII/E0jzqBoCWQW5irn+4S3d2NLRE4k9j41iSltOdMg/z24J5o3dOlWfrpyBD7nFSsMZBa6+Ff6wSxcuj/uPKuj7j8lW/4ZdEtaH18SNx4jILehqloavEEA7Wxfct7y1mtGUVEURGXLVrEvDk3UxoX7pDjeRLSOCnSNlJUp1SNlnlrfb2AwQFIIiSN6m64IuVaUyIuPDlNnL142jl5Quo6byE1MVU/ned/nttnPOgQO4Ulm4e9KbKOHT5gIMDU0hR7hak6vrbi6DGCsT6qjdqpzdbhDHuSMftM284ZIhpG4NF459vTRgoKClCr1cTGxhrMj42N5fDhw43Wf/nll3n22Wdd1TxBM6a4IJfK0iICQyO89mXQ1MgaZ+KOVGHuFqdMERecoJ8uKS9xY0uaJyKyo2l4mkedQNDcySmsK5LaMaqTG1sicDYZmYONCjHuiNY9VXIS0NWuiwix3RvVWgNpbdH4hiizlI0MqWHaCuQBlSz58SZmjH6LMbd8R0GXeFpvOsY/I42n7XO3gdrUvoOnByNLlbFq2Cwi7vmEy1/9hgUj76U8sfl5/vpn+lN+qrzRfHela3JE5JOPxMfofGcb3JuSItfRIoEnpAPzNOHDU1OTGUOVq9I/f2UprheuEqITdHVilAq2ZG+k1fgEh32LW7J52Jsiy9z69rTd2uMkp7RHrVKZFG0cNUZomHKt/jm5yo5U3z5TSaDX2t0ELYcWIcTYyqOPPsp9992n/7u0tJSkpCQ3tkjgjRzZvZGsg3WF4FI6Z5DWa7AbW+QenFm/xV2pwkwNKlxVq8YY8fWFmAohxDgDEdkhEAi8Aa1WS+4FXURM65Bkgv1C3NwigTPxlGhdrVbLqZITgC4tmT216kwJLE0xkPaYu4G+b6/hXGZb9t44mH6v/05lTAiJG495lIHa2n37dfKDuGCWLryRGaPf4pIr5/Lj8rtQhviDVktgfjmVrczf855gDLeEJ9XXc1TkkzsN7rXRYfWN6NbgyDZ7SjowTxM+TKWuUx5rLCy7k4a/n2KbAlmajKAxQS5rg6/El7bxbTl8+jDnK3M5WXyMdhEdXHZ8c9hqf7DXXmHNdrVjgNj41rRNTWPn1o0GDhumxgi22jJcmSLeErXnm5Vf4ZbjCwS24DlPdicSHR2Nr68veXl5BvPz8vKIi2s8UpbL5cjlwsAmsJ/iglwDEQYg6+BOYpNSW5RC7+yXs6cYH8D9A5H44ET9dHFZscuO29IQkR0CgcDTqaiqoLqmGoDUiDQ3t0bgCjwhWje/Mo8SRTEAsRGx5lc2QkMjX30aGkhlKTIU2xqva8y4/Pdj48nr3YYen/3F4GeXUh0eQFhWIT5AyOlCGBxlVw03U0Zb5WmlTixpAtYYiitjQ1k8/yYuH/cO4274hiXzrif8RAFXDXqVb/9+hOLUVkb34SnGcGvwhPp6jox8cre4pDym1B9bsU1h1W8vjZMiaSVpFBFua5s9KR2Yu38HY8hSZR7TP8aEWmO/H4DyiJIKKlwqxrRLaMfh07qsNjty/vYYIcaYXcIUTbFXmLJ/pLTvaHQMEBvfmvFTZlgUWWy1Zbg6Rby1pMQECTFG4PG0CCHGz8+PjIwM1qxZw5QpUwDQaDSsWbOGO+64w72NEzRLKkuLTM4Pj45rFinLLOGul7NWq3Xavk3hCQOR1iF1UXtF5cavP4HAnXiDB66nIvpOYAv5Jfn66ZTwdm5sicCVuDuV7NELh+raEmmbEGPKyAfGDaSmDKkANYdqDJ6VWqkvxyd25/jE7kQezqX75xvp8u3fSGvUdJ63la2Pjrerhps0ToosTYbyiGEUj/KIElUP4wXlrX2WW2soLuwcz/Ivr2HyjE8Z+vivbHpqIlofSF5/1KgQ40nGcGtxd309R0c+uUtcsve3V+WqDEQYAE2eBlWu8WvcFJ6WDswTRL76eEr/mBJqTbUPzD/zHEHHRbtQhAVwapQuzWrb+Lb6ZdvPbWF656ut3pelmiVNzW5R3ynizKkTBvVhOqR3JbFNW4c4S5hyvrA3tZo9tgxHpIh3ZzYRgcCdeOaIywncd999zJ49mz59+tCvXz/efvttKioquPbaa93dNEEzJDDUeK7mwNCIFpOyzBX1WzxBAAE4bSQ3O7i2UG58iIiIEXgu3uSB62mIvhPYSmFJoX46Jby9G1siaEkcKTyon46LtN5yqMpVUXOgxugyeT85Af2NP+8aGlKVx5SUL6yrKWLsWXkhPY51r01j85MT6Pv67xy6op++DfYYZGXJjYUYMG48NfUsN3Vsaw3Fp0eks/a1yxh5348Ut4smr3cbWm88xj/XN/628BRjrzV4igOCM9JYuUNcsve3d9Q142npwMD9Il99PKF/zIl1ltrh6GdI/fs/5p+z9PxkPb/8chvnBrQnOS4ZiY8EjVbD9pzNVu+zYcRHLbWRH47KblEreHTs1I2uPfo4TWhwpPOFPXabpqaId3c2EYHAnbQYIWbGjBnk5+fz1FNPkZubS8+ePVm5ciWxsbaHzgsElgiPjiOlc4aB4NK2s64gqLGUZRJfKTEJKc0qOsbUS1itVjvsGK4QeyxhalAHri2UGyANIDqwFQWV57lQaluxQIHAmXijB66nIPpOYA9FZXVRkYkhyW5siaAlsf/8Hv10fHS8VduYS0cGlutY1BpSbX1W1oQGsOm5yUbbYIvYba3x1FT7NBUaAyGn4bEtGYrDTuTT8efdHL2sNztvH86wx37l30u6k7j5GGi14GNYHN4TjL3GaCi6eJIDgiemsbIHe397R10zzaUfnYUn1ImxVJvKWPtqceQzpOH9/+dFw4ndfZqJ//uCBb/fQ0m7GBKiEzibf5ajhYcoU5QSIg81u09jzpu17N25hbCISKc4d7o7UtVa7BFVmpIi3pQzbVhEpNFIJYGgudGi3nx33HGHSEUmcBlpvQYTm5RqkILs3IlDRtc9sW8rJ/ZtbVbRMabypG5YvZySogsO8XhoqieGKawNkzU3qHNHrZqkkDYUVJ6ntKIUlUqFVNqiHvECD8WbPHA9DdF3AnsoKS/RTyfUqx8mEDiTf87vAkDiIyEhOsHi+ubSkYFtRlp7npWqXBXKLGWTxG5rjcum2tcwmsZWoT2gsILeH65jwMsryBqZTk7fNrRdeQCZQkXE0TyK0gxP3tOM4apcFdVbq1GdUunnGUv35m4HBE9LY2UP9v72jrxmmkM/OhN314mxJLrV/n5VG6pQ59Y5VjryGWLsvVC1T83iOVcz8+r3mHzFpyxYdQ8pcSmczT+LFi178nYwJNm8XcFU9opaTp04ZnK7liAI2Cuq9B8ygrCISPLzzhETm0Cnrj2tOp4pZ9oNq5frp0WEjKA5I95+AoETCY+OM4hyMZWyrJasgzuJTUoFaBY1ZGpfzvVfquC49GFN8cQwhS1hsqYGEb0zB9N3wFC722AvSaFt2J23HS1aisqLiAmPcXkbBIKGeKoHrjeg1RiveWVqvkAAUFxRrJ+OD2n+BgSB+6lSVelTk8VFxeEntVys3pQ44dfFD78ufjYZ9mx9z1iKxLFF7LbGuGzL+86WY+f2TeHz/c/Q8edd9Jj7F632ZaOW+QLQftk+dqQ13pGnGMNN/QbGUr2B+x0QPCmNlb3Y+9s78prx1n50Rao8dzvfWCO6SeOkhEwPcVp/mOqDSq0/vy24memj3mL8tM/Z9EwfNv63bEfOFrNCjLnsFbX4B1gXcdeca5qYqjtjjvp9e2jfHqudba1xmnVHunmBwFUIIUYgcCHGUpY15Pi+rRScy9L/7e1RMr6+vkbnOyp9mD2DBlPYWnPG1CAiOcU9OfmTw1L004UlhUKIEXgEnuaB6034SHxsmi8QAJRX1tXJiA5oXLBbIHA0e/N2otbqPKSTW1mXDs+UOGGrCAO2vWcsReKYa5u545szlBprnyxdhvJwY9HB1mOrAv04eFV/Ds7KJH5bFr3f/5P2y/bRduUBdtw32nDdesZTv07GxTJXGJyt+Q0aIpw3HIO9QognCCiWrk1br11r13dVqjxPcFyyVnRz1vVgrg9yjwUxf+oMrv76a+54SsZ3UwAf3fvHFOayV9TSs88AUtp35MiBvY2W1f+mbwk1TcylUmsoQjWlVq+pzCkNcWW6eUHTGZgQyeZzIkW+NQgriEDgYmpTlhVkn+T4/m2NltcXYaAuSiZP5e+VHhjOSh9WH0flX7W15owzInKaQpuwusFiQUmBW9ogEBij9sNOmaUzOlnK+y/Q4Qkf5d6IpxR5dhcV1RUAhPqFIfMV95rA+Ww/V1cwOSU+xS1tsNaAWPseMoWzHAWMta8qsMpxTgo+PuRktmVZ5vUEnSumJlAntNQ+D5WnlWbr0YDrDM6mvN5raZieTDhvCCxdm7Zeu9au78pafZ7iuORO0c1UH4Cu388kJ/PblClctmgRT0f68uwwtVkhxtS3fVqXHiQkJhvYVcx909srOnhLBI2ldhoToSKjjTt8Wiue1HemVavVjTKogGvr7QoErkSMaAQCN1CbskytURtEx0QnpDQSYkAXJbO13nxv8sDwNLHCHKZe9mq1mqOH9hkdnDgyIqeptAlrq58uLCk0WNbSDZMC96M8VpeLX7FN4dbiu96Cp3yUexOeVOTZXVRWVwIQERDl5pYI3I2rjED1hZi2CW3NrFmHM9LwWDIgmktJJu8nR5bivFoMxsZhzkoTVpEQDpg/34bGZFcanM05E8gz5AQMCkDVQ4xbBTpMXZuSCAnyLnKbr11b1nd1ujBXpQ705O9CY31Qc6hGv3x/t25EXrjAM2vXciQS5nc7R275OeKCG9cmM/Vt36lrT5u+6W111gTviaCx1E5TItTQUeON7s8W8aS+M21J0QWvsBcJBI7As566AkELozY6prYeDDSOiDE2z9tyZnqSWGEOY6JRTGyCxcJxjorIaSop4XURMfkl+YDxQqgt0TApcC+uNPA0Nzwln783IK4zHVU1VQCE+IW6uSUCd+IqI5Bao2Zr9iYAgvyDaBVuXTo8V0f8KQ4oTIswGXIC+jtvXGROIHaW97k16b/qG5NdaXA25mQgTZHi389f/6z2hFRYAs/A1LVZtaYKTZEG3yjjabBrr92GooMt17o7IpOdfe17g8NKwz5o2N8bhg6l+sJ+vvo1n9NhsO/8bqNCjK0Ooaa+6W3N8NGUtF2uxJp2mhKhfH19Heps60h7UUpMEFn5FXZvLxA4m5bzVSoQeCi10TG1NKwhYypKxttyZnqKWGGM+h6jlsJkPXEQVUvrkCTkvnIUagUFxQUmPSFbomFS4F7cXYDU2xEGKesQ1xmo1Co0Gl0/BPkFu7k1AnfhSiPQvvw9lNaUANAhsQM+PtbVsHJlxJ+lSBhnijDmvPl9JD5OE9gtpf8CQ+OmKcOyVqOl5lCNw9spnAwE1mJO9FDsUhAw0vj9K4mQGBUdZKnGU3YaO05zi0z2VoeVRr+Djw8/3DmcwOcX8ut8+HzIn9BugtFtHWHgt1XQsSeCxh1Y005zIlTHTt0c6mzryfYigcCReO7TViBooVgbJePsnJnektO0qZjyGI2Nb83RQ/uMbuOIQZQz+lfiIyElvD1HCg+SX5xP1a4qJBj/eGlJhkmB+xG1TgSuQFxnUKOsS98RKA1yY0sE7sSVRqBNZ9bqp1MTU23a1hXGeEuRIfVrljkjXY85b/5amuqRXtturUarF3csPfcaGpONGZwlsRKHtrMhwslAYA3Grs36aMo0SNtIDaP/69UVqU+t6GCLuNKcRENvdlhp+DskyVO59Cj8/RnMeuxLfIY/gTY8wui2jjDw2yLoOLpGrrPsMta0Mza+NTGx8eTn5ejnxcQm6NshxBOBwHa89y0icAubz11gYIIomuVsLEXJODtnprfkNLWEpUGLJY9RRw+iamnYv6npXRg5dnKT9llL2/BUjhQeRK1RU0IJERgfkLYkw6TA/TQ3j0J34Mn5vD0FcZ2BUl2vwLVU7saWCNyJs8Yvxlh36g/9dIekDjZv72xjvLnIkPrPB2el67FmvNUUj3RT0T7y3vJGz0NZugxZkszke6S+oVOr0RqIME1tp0DQFAIGB+giXBpck6CrO1iLtI0U/0z/RnVF6qMp0tgsrjQX0dDbHVbq/w7R2mjKQ/0YP6uGbV9UEnTVdIp+XgZ+fk47vrWigyNr5JqyyzhCnLGmnXk52QYiDEB+3jnycrKFACMQ2IkYRQkEXkBtlEwglU6PUPGWnKaWsEZMsuQx6shBVC3G+vfY4QMADhFjUiPS9NMFFBgVYlqaYVLgGTQnj0JX4w35vD2Fln6daTVa/bRU0rLOXVCHM8YvxiivKWNr9kYAokKjrK4P4yisEajr3xP1kfeREzAwQL8fZ6XrseTNX4s9Hunmon0UuxQETw+2+XlYa+g0Z8RuDgZpgfch7yJHU6Qxey+pTqkgUzdtSXRoLuKKLTQnhxWJj4S4qDiOq05zyXQNf837m9B7bqP0g7lgZYpMZ5GXk01kdAxDR43H19fXbvuNKbtMRUWZ3n4ATXOatRTp4y1p1gQCb8L7nrgCQQslPDqOlBjnpxlpDi9ba8QknRdJkdHt63uMOrJwHJju32OHD9C1R58m779DZJ0QU9y6GLLrljUshCoQuJqW+NHbVLw1n7c7acnXmVqr1k/7+hgvYCxoGRgbvzg6vcnGM2tRanRRWJ3adLK6PowjsFag1pQZj4jxjai7P5ydrsdSpAnY55FuqQ6MpkiDXyc/u87B2z3nBc2T+veSukRtEA1Ti6ZIgwqdSCtLk6E8Ui9S1Izo0FIij5uTw0pCdAKn806zqQ3seeFhej30POr2qVTc/4jJbZydft2YM2jHTt3s2pc5u0F9muo0ay7Sx5URtgJBS8F7n7oCgcApNIeXrSUxqeEAqT7GPEYdmfvUXD86QuxKjUjXT18Iv0DwoOBmMdAWCFoqpgxt1VurCZ4sirELnEtLqRfnalzVr/XHL85IO7vy+GL99MbLNtLx2450n9C9Sfu0BmsFalNpu8C6QvWWRIdnezzLsFuGcdGtF1lsc32BuKFXv70e6Zba1xTRpDl5zjeVwtOFPN/zeR5Y/wCJ3RLd3ZwWT+29pMpVGRVilKeVKP+oE19kaTJkyaZT8kHLizxuLg4r8VHx+uk/B7Ym9ZEnCXn+KdRt21F96fRG6zs7/bqjM4vYYn9xltOsoyNsrRn/iLGnoLnT8kZSAoHALK5KZ+FMzIlJxgZIAL0zB5Oc0t7p5xkb35rU9C6NPFlq29dUOkTWCTG5F3KbzUBbIGipmDKkqU6pUOWqWqRRTGCa+lEwKo3KzJqWsdZgIT6YbaOphqC7b72ehT98q/87IiKSHr378OSzL9G5a3ejv4cz0s4q1UpWHV8CgFwmR4H51Fvzbp/H9h+2M/GpiYy6Z5R+/j/L/uGL/33B2xfetvrYpgRqZZZS/0w0l7ZLniHn5L8n+fOuPzm18xTKaiUR0RG0T2zPgAEDCA0Ndaro4CiPdHNpzxq2/71J73F803HddnIpEYkR9JvZj1H3jDIZyeQJnvNCBHEutVEgWo0WH4mPVzluGbv+ZekylIeVBuspjyiR9zAfCSMij12Lo6KP6gsxRwsPUfHwHKQnjhN26/WoWyehzBygX+6K9OuOzixizC7TIb0r/x7e32hdZzrNOipDiDXjn+ZSq1ggMId4swgEgkY4Oh2XqzEnJh09tM/oNmHhES47z9paMPXFGEeJXSHyUBJCkjhXdoacwhy0Wq1LU4UIBALHIo2TIm0j1eU9b4DI1S+ojypXhTq3LjVZRVW53fuy1mAhPphtw1GGoOGjxvD2B3MBOJ+Xy6svPsP/rpjKBx/NNfp7lBRfQK1W4+trmK5u59aNjJ8yw67zWH1sOcUKXYrXzm07s5vdFreT+ctY884aBl4zkMDwQJuPW4spgVqxTQEqnYBgSqyR95Oz6/AufnrgJ/pe0Zdrv76WyORIis8Ws/XLrWzP3s7kG3TjtJpDNU4zTDvKUaZh2jNzxvQBVw9g3KPjUNWo+HfDvyy4dwEBYQEMvm6w09vpCaiVanxlImVjLaYixrwpGqShWKgp0jQSYsD8eMnZqQkFhjQ1+qi+iBMbGauff6TwIPj4UPLeJ/ieOU3EzMsoXLMRdUo78nKyOXJwr9H9OTKSxBmZRYzZZbRonWJHMEdTM4RYmzq+OdQqFggsIYQYgcALKC7IpbK0iABVvMteQo5Mx+UOTIlJ7kq91tBDdeTYyXTt0ccpYldaZGfOlZ2huqaa4vJiIkIiHLZvgUDgevwz/Sk/1dioLnL1C2qpNWzUUFdg+0z2Cbb89addwog1Xp3ig9l2HOUt6+fnR6tYnYWwVWwcd9zzIFPGDWfzhjUEBQVRVFTEO++8w7Rp03jh2afY988exo0bR1paGsuXL+fUqVNUVVURGRnJiZNZXDx2vH4scumEUXTu0g25v5zvv/kSmZ8fV197Iw88+hSgE9/+/H0ZX/z2ha4OXQRE3qcbQ1mqWdJxWEfyT+Sz+q3VXPLsJSbXO7HlBEufW8qZPWcIigyi28RuTHxyIvIgOX/N/YtNX27i7jl3o9il4NChQyxYsIAJEybQt29fFLsUfPHSFyT3SGZI/JBG+67wr+DnR35m6E1DmfrSVP38qOQo2g9sT2VJJcp9ShS7FBw8eJC1a9dyoegCofGhDL1xKMPvGG6y3UVni1j08CKObjiKj48PnUZ24rJXLyOkVQgAK15Zwb7l+xh++3CWv7ScquIqOo3qxIy3Z+Af4s+2+dv49fFfee7gc0jldZ/pn131Gf7B/lz18VVGj2utWCILkBEaGwpA5qxM/vrsL46uO6oXYlQKFcteWMaun3dRVVJFXHock56ZRIfBHQDY+v1WfnnsF/73yf/49clfKc4upvOozsz6aBZ7ftvDildWUF1aTZ8ZfZj64lQkvrp31PYF29nwyQbOHzuPX6AfHYZ0YOpLUwmJ0fVLZXElix5axOG1h6mpqCEsIYzR944mc1Ymz/d8HoDXh70OQPtB7blzyZ0A/P3N36z9YC0XTl8gMjmSoTcNZfD1unOpjaS5+rOr2fTFJk7tPMXlb1xO5sxMs9sBnNp5ioX3LSTvaB7xneIZfd9oy53rZZiLGPO2aJD6178K45Gg5sZLoh6S62hq9FFDEcevlx+B8kAqFZX8e+GQbqZcTtG8H4kaPYSI6ZNZ9ewL7DjSOBNFLY60ATgys0hD20H9NKP1RZjU9C5kDjb9XvIUrBn/NIdaxQKBNXjH21UgaMEc2b2RrIM7Adj3t2u9TRsOALwt/YgxMckdqddMeQw7S+zqHN2VtadWAZBTmCOEGIHAy3F3rn5nFrC1Z98tpaCutdQ3bPjhp59fQ43dwog1Tgvig9l2nOEMUlFezqKF39M6MYmAAEOv4tWrV3P/w4/z4WffsnHd72SfPkl8fDyDBg1CLpfz77//8tJzT5GXfYrExER6ZPQHYOH8b7n5trtZtmYjO7Zt4Z7bbqBv/4Gkp3di9/bNzF8wn8qgSrgRpNVS9r+rS5NStamKqpQqk97NPr4+THxyIt/c+A39R/QnMq3xeRecLODjyz9m/GPjufK9KykvKGfRw4tY9NAiZn4wk/aD2vPzIz+jTlcjl8o5tfIUgYGBZGVl0bdvX9RqNVl7shj10Cjk0sbPzT2b96CuUTPiLuNjab8qP8p3lXPu3Dl+/PFHLrroIrp06UJ+fD4/v/AzgZGBZM7MbLSdRqPhs1mfIQ+Sc+eSO1Gr1Cx6aBFfXf+VXjgAKMwqZN+yfdz0w01UllTy9XVfs+adNUx4YgI9J/fk50d+Zv+K/fSc0hOAsvwyDv5+kFsX3WrmKrANrVbLiS0nOP/veWLaxejn//TQT+QdyePqz64mLC6Mf5b+wyeXf8LDGx8mpr1uPWWVkg2fbGD2Z7NRlCv44uov+Px/nxMQFsDNC26m8FQhX8z+grb92tL70t6ALhJl3KPjaNWhFeX55fz6xK98f/v33LzwZgCWv7Sc3CO53LzwZoKigig4UYCyWhfVcN/q+3hz1Jvc9sttxKXH4euni2jZ8eMOVryygstevYzE7omc/ecsC+5ZgF+gH/2u7Kc/p6XPLWXy85NJ7J6IVC61uJ2iXMHcK+eSdlEaV318FRdOX+DnR392WN97CpZEU2PRIN7w7rVnvOTuMZYxvKGv7aEp0UfGRJya3TXERMVwSnGKc+VnqVRWECgLQhsZRdHC34gYMYhOjz3Erlmz0Egb96MzbACOyCxiynZgzAHm2OEDdO3Rx6XjLntsQtaMf5pDrWKBwBqaz1NdIGiGFBfk6kWYWlzlbdpwABATG09+Xo7+b29KP9JwsODM1GvGxCtXewx3jqkrlHuu4BydUzo75TgCgcB1uCtXvzML2Nqz75ZWUNca6hs2fP/7p0atj46xRxixxmlBfDDbjqOcQVavWk771joni8qKCmLj4nn7/U85st9wzNi/f38mTZmmi8QdM5FfF3zNoEGD9MszMzM5duwYBw4cIDExkb07t1BTo6BTl27c/8iTALRr34Ev537ExvV/Eh8Xy4kTJygoKEB7lRZCoQtd6DqyK/PmzQMsezd3CO9AXEwcK55bweTJk6mpqTFYvvqt1WRMy+CiWy8CIKZ9DJe+cinvTXyPy9+4nPhO8QRGBHJs0zG6ZnYlKyuLAQMGsHXrVgCys7PRqDS07dcWv0C/Rs/N/F/y8Q/xJywuzGj7au+nv//+m7Zt2zJs2DAAki9KJj83n7XvrTUqxPy7/l9yDubw5O4niUjU/TazPpzFKwNf4fSu0yT3TgZAq9Ey84OZ+If4A9Bneh+Orj/KhCcm4BfgR8a0DLZ+v1UvxOxYuIOIxAhSB6caba8tbPpiE1u+24K6Ro1aqUbmL2PoTUMBXTTPtu+38fQ/TxMWr+ubEXeO4PCfh9n6/VYmPjkR0Ikql79xOdFtowHocUkPdizcwfOHn0ceLCcuPY4OgztwbOMxvRDT/6r++jZEp0Rz6SuX8ubIN1GUK5AHyyk6W0Trbq1J7qXro6jkKP36QdFBAARGBuqjeQBWvrKSyc9PpsekHrpt2kSRdySPzV9tNhBiht0yTL+ONdvt/GknWo2WK969Apm/jPhO8RSfK+bH+3+0q8891aBuKdqj4XJ73r3uOnd7xkueUA+plopVFSiP1KVXc+Y4x9W/UVOij0yJODHyGE5xCoDjRUfp1qoXAOr2HTjw8mt0veNmJi5dyuLJk+G/dN2duvUkrXMPp32LN8XZ0pztwBMcYOxNSWvN+Kc51CoWCKzBc0YDAoGgEZWlRUbnO/tla2wAUF+EAd2AwFcqdUmB+6bgymgUY8eKjI4xuq4zf8PO0d3009n52U45hkAgcD2uztXvzAK29uxbFNQ1TkMDhj/+VFBBNdWA/cKIJacF8cFsH45wBhk05CJeefM9AEqKi/nqs4+589brefGV18g5c1K/3rARF+v3Hxvfmq49+/LBO69z4MABSktLUavVqNVqZDKZfhu1SkW3Hr0MHUti4yjIzycsPJKCggKkoVKUoTpDYTe6kZhkWETdlHeztlqLYpeCUaNG8fXXXzNw4ECUBYb1HLIPZHPuwDl2/lRPVNLqBIzCU4XEpcXRfmB7jm06RseLOpJfkE/fvn3ZtGkT+fn5nFWeJbl3Mn6Buuiwhs9NrVYLZkrn1d5P+fn5pKenG8xvm9mW9R+vR6PW6NNu1ZJ7NJfw1uF6EQYgLj2OgLAAco/m6oWYyKRIvQgDEBobSnlBXerJAVcP4M2Rb1J8rpjwhHC2/bCNflf2M1nv7+PLP+bElhO6fSdG8sjfj5g8t4xpGYy+fzRVxVWseGUFbfu1pW1mWwDOHTyHRq3hxX4vGmyjUqgIjKir5+MX6KcXYQBCYkKITIpEHiyvm9cqxOCczuw5w8pXV5K9P5uqkiq0Gi2gE3/i0uMYdO0gvrzmS87+c5b04el0G99N3y5jKCoUFJwsYP5d81lwzwL9fI1Kg3+ov8G6ST2TbNou72geCV0SkPnX3RMpfVNMtsUcnuw4YCwKpBZZuuE71Z53r7vP3Z7xkifUQ2oowoDzxjnu+I0aXncnT57k66+/5tn+zxJEkNFzrBWLap8bDWkV1QrO6abrCzEADB/Fb5Mnc+kvv3AhKoqNQ3TpKv/8cy3PPf0UqzfuMNiXu7N/WKpl424HmKY6mFoz/nGUw2xKTBBZ+RV2bSsQOJuW+9UqEHgBgaHGU0o5+2VrytuiIbu2bmTX1o1We0K4enDjymgUU8caOmq80fWd+Ru2j0hD7itHoVaQXSCEGIFAYB/KrMYFb2vnN9UgYE96iuqt1TZv0xJoaNgIJJAKKqikssnCiCWnBWdGmDZnmuoMEhAYSNt2dRESb7z3CR2Tozl46BDXXn8zhw/t55133qFPf8Mi7Lt272b37j3cfvd9pKS05Z9dW1m5ciVqtVq/jq9USsH5XH5d8LV+XtGFQsLCI4iNb01EQiuU6J4NIYTQjnYGtYnAjHfzf4+UlJQUUlNTWb16NT179gR0RsGAwQEoyhUMvGagPlKjPrUiR/tB7fn767858fcJEnskEn11NO03tScnKodTB0/RflB7k33Xqn0rqkurKcktMRoVU3s/1aehYbopSGQN+sZHl9aslsTuiSR0TWD7gu2kD08n93Au/eb3wxRXvHOFPo1XbSF6U17u/qH++lRk13xxDS/0eYE2fdqQdlEainIFEl8J9/95fyORSR5U1x8SaeP2mzsnRYWCj6d9TPqIdP736f8Ijgqm6GwRH0/7GJVSV8+j8+jOPL33aQ7+cZAj647w4dQPGXz9YCY/P9noOddU6K63GW/PoE1GG4NlDdvuF+Rn13ZNxRscB+pHgSiOKFCf1j0HlIeVVAXWpRi09X3tDefuiahyVY1EmFocPc5xxW90T+Q9ZpePum4UbZJ192Hl2kq0AdpGYlBDsUjSSoLmfN31KM+QExsbC/t0f58sPg7A6y8/xxuvvqDbRiIhRi7nyjVr6B0SQugNt3JVz77cdX+daH33rdeTdeIY48eN0c9zdfaPhg6dDakdYznTAcaSrcYRETnWjH+8vVZxS2ZgQiSbz1lnS2zJiDehQODBhEfHkdI5wyA9mSu8Tc+cOmHT+taIG/aGsTYFV4bvmjqWr6+vyz2GZb4y0qK68M/5XeQX5aNQKpDL5JY3FAgEAhdha3oKVa4K1Snbi/C2FOob1EK2h5BfnI8SJd0yTRtwHYX4YHY/Pj4+SCQSqquqiY1vTU2NcWPe9i2bGTdxMnfc+zAAkZGRzJs3j5gYnXE+uW17VErlf1HQPfXblRRfoKqqEgDfNBmUAmXQt29fAgIDOLGwbtxotrZCXZABo0aN4uOPPyY6WhddUWsETOqRRN6RPIPaJQ1JHZTKr4/9yp7f9pA6OBVpnJQOYztwfMtxTm47yfDbDQsXq3JVemG564CuLPFbwp/v/snUl6Y22ndlSSWBgwOJbR/L6dOngTrD9MmtJ4lpH2PUaB/XMY7i7GKKzhbpBaPcw7m6ovdptllQ+/+vP+s/Xk9JTgkdh3U0iLJpSHhCuMHf1nq5y4PlDL15KL899RsPrn+QxO6JaNQaygvKaT/AtJBlK+f/PU/FhQomPjVRfx5n9pxptF5wdDD9ruxHvyv7sWnAJhY/tZjJz09GKtNdS1p1nTd8SKsQwuLDKMwqpM/lfaxuizXbxXaMZcfCHSirlfqomKwdWVYfo5am1MJwJdI4KSpUehGmlvpGeVvf195y7p6Gubo9jh7nuOI3eu7Qc/rp3b/sZsXLK3hs22P6eb7lvhx9/6jBNvWvO2Nikea8hoCRAfhIfPRCc0xB3bviYM4/HD20jxPHjhATE8PVV1+NRqNBqdbyyfvvcdXixbx8+/0og4MJIli/XVVVZaNveUv2DUc6mBpz6KxPfduBsxxgGtpqklLak5Gpc+aoPZa7I3IEguaCEGIEAg8nrddgYpNSqSwtIjA0gp6dHPdxZIy8nGyOHT7QaH54ZDTFFwpMbmdO3HBHnRRwbf56c8fq2Kmbyz2Gu7bqyT/nd6FFy7mCc7SNN53iQSAQCIwhS5Gh2GYkbUmKzMjatmFrcVxTRgNpilR42P5HbVqV0KxQKNbNO1+RS0q4c8cNAtdTU1PD+bxcAIqLi/hy7kdUlJdz8dgJZrdr274DSxf/zPatfxMWHs6iRT9RU6MkIFBXh+P0yeMUFxUSF9fYEqesUaDRatgoWwdRwC/QdnhbzvmcY93udQAEDAogYJDp1DY+/j76+z42NpZu3brpa7uA7j4fefdI3rr4LX566Cf6/68/8kA5uUdyObLuCNPmTAMgoUsCAeEB7PppFzf+cCOqXBUpCSksXr4YfDBIa9VQmJAiZcJ1E1jyyRKqy6rpe0VfIpMjKc4uZvuC7ciD5Ey8YyKZXTKZu3ku69evp0uXLpz94ix/rfyLaa9PM3puHS/qSHzneL69+VumvjQVjUrDTw/+RPtB7fW1T6wlY1oGi59azN/f/M2sD2dZvZ05L3djDLxmIL+//jt7F++l5+SeZFyewbxb5+mL25cXlHN0w1ESuiTQ5eIuNp1DLRGJEfj6+fLX3L8YeO1Acg/lsur1VQbrLH9pOUk9k4hLj0OlUHFw1UFiO8YCEBwTjCxAxqE1hwhPCEfqLyUgNICxD4/l50d/xj/Un04jO6GqUXFm9xkqiysbCXH1sbRdxrQMlr24jAX3LGDUPaO4cOYCa99fa/N5N6UWhquxZJS39X3tTefuSZjqH0dG5Fk6liN/o/o1nfxD/cHHcF7NhbpIypycHP744w/y8/Np/VNrZn4+kwhVnQB9+PBh1q1bR35+PmGfhtHvf/0Yff9oAKLC6mpK7c3aztqsJVwoOI9EIiEkJES/bPyUS1my5Fc+uvJSHrlsBis2bWD1xh28/vJzLPl1EQDPPPMMALNnz6Zt27Ym7RuOdjA15dBpqpaNox1gjNlqzmQd50zWcYN5PTL6e3VK2uKCXCpLi9BoNEgkEgJDIwiPFuqwwPWIL1eBwAsIj45z2UvC1ECgV98BhIVHcjrrOLu2bmy03Jy44a7CcrHxrYmJjTeobxMTm+CUY1oKFXa1x3D3mF58/9/0mfNnhBDjQjy1MKvAPTjienDXNWWr8cVWbCmOa8o44N/P3+h8W2hu92xEcJ3x4lzZ2WYlxLg7f7unsHb1Knqk6Yz7wSEhpHZI49OvfmDgkGFmt7vnwUc5lXWCKy+bQEBAIFfNvp6LRo7mXyMOOA2R+clZd+oPskqPwwzwX+XPV5d+RWRyJJe+fCmfXP6J2Yg2TbEGrUJLwOAAJBESqtZUMXz4cA4cqDu2JEJCQlwCdy65k2UvLOO9Ce+h1WqJTomm19S6vP8+Pj60G9COg78fJF4bT/nCckI1ofjJ/IhpE6NPpWVMmADoHdebuLlxbPh+A1/87wuU1UoikiLoMqYLF912EZoiDQkJCVx++eWsXbuW9evXExISwsXXX0zmzEyj5+jj48MN825g0cOLeG/ie/j4+NBpZCcue/Uyi33bkIDQALpP6s7B3w/SfUJ3q7cza1A3QlBEEH1n9GXlqyvpPqk7M9+fye+v/85vT/5GSU4JQVFBpPRJocsY+0QY0EW6zPxgJsueX8aGTzeQ2D2Ryc9N5rOZn+nXkfpJWfrcUi6cuYDMX0a7Ae2Y/flsALQFWi656xLWfL6GFS+voN2Adty55E4GXD0Av0A//nzvTxY/vRh5oJz4zvEMu8X8PWBpO3mwnBu/v5GF9y/ktYteIy4tjklPT+LL2V/adN7Ofn86ElO1N+rfz7a8ry2duye8cz2hDQ0x1m+ydBlBFwe55Fiuvj7rX19r1qxhzJgxBAYGsmLrCubfOZ/bv7odgFOnTvHLL78wbtw4kpOTqe5ezU/P/QTohFW5TE6Ifwhl1WUUYby+LgBSXxRBwWhDQgn48QeI1dlWbr3zPvbt3c2JY0eYPFmXDjEgQOdQYMy+4QwHU1N2FGMijDOwNi393p1bmDJjtkMcTF09njuye6NBlpla4lPS6T5ojJEtBALn4aPVao2/eQV6SktLCQsL48Xle/APCrG8QTNnYIIIPXQnKTGOH4zVJy8n2yAveC1TZszWvyQbeoH07DOAzMGmvc+s2aczcMdxPcVItDt3O+PnDwKgb6e+zBptvUelwH7cXZxU4Fk44nrwhGvKUwwWjfoiQ27W+96ufTaDe3b9nvX8suEXAN65+DOmd77azS1yDO5IcdoSOHpoH2tXLTG7Tu0476pfJ7MmawUA1024ju7tLYsEpu4xR9zPqlwV5QvLG80Pnh6MNE5KzaEaKv+oNLpt4OhA/Dr5GV1mab+u4IMpHxCXHsdlr1gv5Nja7vop22QpjvG6d+T7ojk8nz3l/WmKhn1ciyPer8bO3RN+U2va4M7fzZXHdtWxtn6/lV8e+4VXsl4xmH/gowPMfXwuV199Ne3atUOeIedk5Uk+nfEpr517DdUOFZ/e/Snt2rVjyJAh+utyx8IdLH5mMc8d1KU/e+vrtzhVcgqAx3mcjWs3cvjwYW699VYAzp07x48//sSgoRfxxZPP8f6gPvwqlbIqKw9kMqM1YkzZN0y9M4ePmUTHTt3s7iNb7SuOxJTNxBhNPU9w3XguK78C0EXCbF21wOR6QoxxLC21Rkx1RRmPj+9JSUkJoaGhZtf1vNGAQCBwK9YUgbM1N6mzC8uZwpZIHEcJKMYiX9whznSK7oZUIkWlUXEmr3EuboHjEcVJBfVxxPXgKddUbcord2OLR641eEr/OprIkDqHmdMlWe5riANxV4rTloApT9yho8bj6+urH7scu3BEL8JEhETQtW1Xi/s2d4854n62lFLJXJodc8vc6S1eWVzJsY3HOLbxGNNeM54GzRS2tLuhMVqxTdFko7gjjezN5fnsKe9PY5iKGAsYGYC8S9NrSzY8d0/4Ta1pg7vFIldeM+6+Pv266cTwlOkpBLfTCcah/+gMmOUF5UQMjuB88XnO/HWGvzb/Bf89trVqLcpqJTWVNfgF+hEZFqkXYor/y816/vx5XnzxRbRaLRqNhlEXj+Ol195B3SqWqksvx+eHbwm97w5K3/0YgIioaKbMmG3xm91Zqc+dVfvFGozZakzR1PN0x3iustRMpBSQk3WY5LQeIk2ZwGV4zyhG4DFsPndBRMU0c6wZCJhKtWVKdHDH4MLagZIzvTLc5cHrL/WnU3Q39p3fTd6FPKprqvH3a3oKH4FpRHFSQX1MXQ/VW6sJnhxsdJm1+/DUa8oZ3tUNcaTRwNv611piwusK154o/teNLXEc7kpx2hIw5SzTqWtPg/U+2fWOfnpIjyFIJJZrCVhTe6Ip95qlOgfGhAmwTlRxtPBrLa8Ne42q4iomPT2J2A6xNm9vTbtNGeCbYhR3tJG9uT6fPQlTfewj8XHp8Zr6m9oS1WGpDZ4gFrVE/Lv4Iw3T9a+6UA2AMk8JiVBTVcO4x8bRfWLjCEypv26bqFZRcFo3r4QSAOITWvPaW+8THhlF1+698POri4DUJLdBnZhE4Ldfom6fqp8fGxNLXEgY2mDT43RnOpi6OpV5fWptNTu3bmxUG6YWR5ynO8ZzgaERFtepLC0SQozAZYi3iUAgMIo9AwFLooOrBxfWDJSc6ZXhbg/eXrF92Xd+N1q0nDl/hg6JHZx+zJaMKE4qqI/JWgmnVKhyVVZ90HvTNeUM72pn44r+dUd6k+iwaCQ+EjRaDceKjrrkmM7GWR6oAh2WnGUKKs/z46FvAZDL5AzoMsCq/Tr7HrMmAqRWmLBHJHaHt/jTe5+2el1TzxdL7TZljNYvs+Oc7TGym3s+etP7z1U4+n3i6j521PHq94PymNLq6BVVrgp1idpsG5qLAOjpKfFMUbWxisrfdekkK5ZWUFFQQWL3RM7/e56YdjEmt4sIqTO0x3VuQ1B+FAWFRYy4eLzJbbThEZRfcRUhzzyO/7ARFPn7E/zKc/j9vZkLy1abbaetDqaekrrcErHxrRk/ZYZBewGHtt0d47nw6DhSOmcYrRFTizVijUDgKLznqSwQCDwad4sOprA0UHKmV4a7PXh7xfXlm32fAnA677QQYpyM8piy0TxPLcwqcD7SOCnSNlJUp1SNlln7Qe8JxVQbYuzj3hne1a7A2f3rrvQmUqmUyNBICkoKOHbhCGqNGl+Jr9OP60zcleLU27HF+GPOWeazPe+jUOuu5QFdBxAgt+46NnePOcpQaE0EiDRO6rHPIXtpyvPF3pRt9uzT1HxL7ffE9587adhf0jZS/DP9m9Qfru5jRxzPVE2bWkyNO8xtV78NzUEAdNfYo6nPdGNjSeURJcNGDOOb178hIjGCHpf0wEfiw7n958g5nMOExycAhkKMMlhNcLB1dZ3LH38G36wTdPx1EX9GRnG4Tz/abP4LVWEh0qgos9ta62DqjfXtGp6bI8da7hrPpfUaTGxSKpWlRZzLOkJhzin9sradM0Q0jMCltMyRjEAgcDjuFh3MYW6gpFYb94wyNd8W3O3B2yuur376VO4pM2sKmoopQ7Sm3LTXqaD545/pT/mpxoWTbfmgd1d6HGOY+rh3hne1q3BW/7o7vUlCdAIFJQVUqSrJKjlO+4iOTj+ms3Fn/nRvxFHGn6LqC3yx50MAfCW+DOs5zKbtjd1jjjYUurvOgatRHFA06fnSlJRttuzT1P6sfT560vvPnRjrL9UpFeWnypt877i6j5tyPFNj7YY0HHeY2k7eT94oQs7bBUB3jT0c8Uw3NZZM8U/h+g+vZ/Vnq1nz7hp8pb606tCKAf+ri8wMDw7XT+eWnyORZOsO6uNDyftzuebkCdb9s4eL3nyVCq2W3775nH73PmRT+43RVEfVQ/v3kJ93jpjYhEbpQr0Zd43nwqPjCI+OI6FdJ4oLcqksLSIwNEKIMAKX4x1vFIFAoCcrv4KUmCB3N6MR7hYd7MXX17iXsKn5tnDy2JFG81zpwdshMp0Qv1DKakrJyslCq9Xi4+OcvM8tHVMfD8ojSlQ9rEtDJWh+OOqD3lVGRnPejOY+7p3hXe1KnNG/7k5v0jqmNf8c/weA/ef3NAshBtybP92bcGSU8tzd71JWUwpAv879DDyPraX+PeZukdIUnpDKx5o2mPPst+X5YkvKNmv7xlojuy3Px5YmshnDnLODI+4dV/exvccz1w/1aTjuqL3GG+Ib5mu037xZAHTH2MOaZ3rmzEwyZ2Y22rbD4A68feFt3X6qdBHk8fHxPPPMM4brdelAl5VdTLYhLChMP51bnsPbj37GA48+1Wi92ijR/11zPQ88+hTylcvwKStF8c0CVkwYhVbuh6S4mKqiCzR2o7Kdpjiq/vzDl+Tn5QBwaN8eDu3bzaVXXuuAVnkG7h7P1YoyAoE78J63ikAgcBn2eF94a9oQZwlIxowgACntXWcMk/hI6B2XyfrTf1BaWcqF0gtEhZkPsxbYhzljsyM+fjzBQCSwD2/5oLfkzWju496vk5/Dvau9HXenN2kdXffu3Xd+N5PTprvkuALPwJTxZ+fWjYyfMsPq/RRWFTB393sASCQSRvcZ3eS2uVukNIYnpPKpX+siLieHqiEx+IyPbrS+uYgAW58v1qRss7VvrDGyu/v56G1Y6hdPjzx1FNZcHw3HHeaES3P781YB0B33lqOe6dI4KbI0GcojjYUzSYTE7LdQoH8gMl8ZSrWS3Ipso/s3FiU6+q/1BH3wNuqYVhSNHE3Ykl/RBATg99d66xtuBnvtDDpbTI7BvPy8HA7t39OsImMEgpZKy/w6FggEJmmK94U3pg1xloDkKana+iUMYP3pPwA4ce6EEGKchKWPh6bgLgORwHG444O+9oNVq9HiI/ExKwJZ481o6eO+KQWxmyPuTm+SHFuXlmNn7jaXHFPgOZgy8pzJOk5eTrbV45D3t79GeU0ZAJmdM4kMbXqUs6lnifK0Er9Ofk3ev614Siqf+oxdsQL/X6pZ2PEuNKnB+vnVW6tN7s8Zzxdn9E3tu6nhmMlThHtVrsrj3mOmUsnV0lIELFPvVVl7484u5oRLT7neHI2tKQKb6iSkylWhLjGeztue61LeQ270W0qxV2H4vGjwLeTj40NIUAgXSi+QX3m+0fYmo0TvuJuEq6+l7Pknaf3zj/gqlfhUVEBBAT4lJWjDwhrtyxbstTPk550zOV8IMQKB99P83j4CgcBuHOF94e4wU3twhoDkKana+rUepJ8+kXOCvp36mllb0BSCxgRRQYVDDQuemsJF4NmYMvCZEvFMeTNWb60meLLOCGjNx31zLIjdFNwZDRUaFEpkaCQXSi+wJ28HSrUSma/MZccXuJfY+NYkpbTnTNbxRsusdQg5V3aWL/fqasPIfGWM6TfGIW0z5bjgrlSenpLKpz5LJ07k+s8/Z8Jd37J08U1opb6oclWoTqmMrh8wMgB5F7nD2+novmn4bpKlyZAlyzwmWrRh+xTbFB7j/FL7PqneWm1wHTRXQcEUJt+rRq5HU9evvJ+cgP7u/02dhTVjj6Y6ealyVY2uxfrYe12aS/VcH2PfQiGBOiHmQlVBozGPOQdJwiP5tU9v/Lp2psc//zBkwwZCysupXPoLAbOusfkcGtJ/yAjCIiJtyjYSE5vAoX17jM63ldp0bN7iJCsQtARazltbIBBYpCV7XzhaQPKUVG294/ohlUhRaVScyD7h0mO3BBp6kwWNCULVw3FpxDwxhYvAszFn4DMl4pnyWlSdUqHKrTOMekuaNU/CnelN2sa35ULpBapVVezP30OvOCHEtyQyMgcbFWKsdQh5fctzKNS6Z8ngHoMNiiE3FVmy8QhSd7zb3JHKx1TNiloKWrVi4fTpzPphHhc98jNrX5tmcjwgTZE6RYQBx/aNsXeT8ogSeQ/PEBJMvTs9yflFGicleHKwV6ardWSbrX2vmrpOZSnN3ynBXB811cnLXDSfvJ+8SZFktjxbGr4vQgJD9NP5lXkkhCTq/zbnIFkr0tT4+7O9Xz+29+1L67Nn6dirN2EOEDHqp0Q7tG8PJUUX6D9khNltOnXtyaF9uw0cZFvFWZ8y3tixQZeOzdKxBQKB8/GON7dAIHAJjvS+cAbe5tHhCanaAmVBdG/Vm12528gryqO8spzgwGDLGwosYsqbzJGGV5FHXWArlorZmiqGLG0jNerZ2HB9b82b3hJpl9COnUd2ArDxzFohxDQzLI2JmuIQ8s/53cw/8DUA/n7+jMoY5biG41nvNlenETRnxKzPuemdWZtxOaPuWUBxuxi2XzrY6Hr+/fwd3UQ9juwbT3csMffu9JQ21tKU97A7RJyKVRVm00o5C3enCPVUmnIvWorm8w3zbVL/GvvNZOkylIctp34OCagTYgqr8g2EGJvehz4+ZCclEXD6JGt/X6qfbY+IYTIlWmqaxXfxpVdea1fdXkccWyAQOJeW/RYSCAQGOMr7whl4q0eHJ6Rq6996MLv+qxFw/NxxeqT2cGt7mgOuShkmPiIFtmLJkGlquX+mP+Wnym3en8Bz6ZjUUT+98cxa7uz7kBtbI3Ak1o6J7HEI0Wq1PLnuPrRoARjTbwxBAUGOazye925zVbSfpZoVDWtdHBg0gPAT+Qx58jdKUqI40DvV5X3mqL7xJPHNGOba4SltbCruqDnYUIQB50YZNRSaRCRvY5pyL1qK5jMZYW2DAGjsN6sKrLL47AsOqHM0vFBV2Gi/pt6HxkSaDuld+ffwfoPt7RExmloztlPXnnbbYTylXq1AIGiMeBMJBAIDmup9UYsjo1eER0fTGJA4lA93vgnAsexjQohxAK707BQfkQJTGPuwNVfU15zRzlrDqDemRGmpRIdFEx4cTnF5MduyN1GlqiJA2nzz4rcUbB0T2eoQ8uuRBWw7twmAmPAYhvQY0rQGm8DT3m2uiPazqmZFgzZsemoiYScLGXvTt5QvvZNz0+Nd3me1faPKVVFzqMauY3ua+NYQU+9OT2pjU3BHzUFVrspoCkJwznjZFZHq3k7tGK5hnS5rrnNL0Xym9mGPANjwN7PmfVHfYaCwKh8AyelT+J7LRtl/IGD6fdhQpCkpvtBIiAHbRQx31oz1lHq1AoGgMd4/qhC4hc3nLjAwQTzE3UVWfgUpMY71TqxPU7wvwPHRK5Y8OrwtZZmr6ZcwCImPBI1Ww7Gzx9zdnGaBqz07xUekoCHmPmzrf7BqNVp8JD52eyFae0yB5+Hj40N6cjpbDm6hWl3NxtN/MrrdBHc3y6vxhPGGM71cSxUlPLOhLnJqypApSH2d97nY0t5tdtWskEhY9fEspk16n0kz57Lg93sp7xQBwL8b/+WDSz7gpZMvERgW6Iwm63HE89/TxLeG1Lav1uu/KbUuPA13pIYzl+7N0eNldwhN3kbDe1iWJkOWLNP/FuZEVnPRfNIUKf79/K3ezt7fxdL7Isi/zjZSXF0EgP+q5YQ8ch9FPy6mZsRos/u3xmnBVhHDVLSNK8YPnlKvViAQNEa8lQQCgUNxRvSKOY+OhqJPUkp7MjIHi0FGPULlYXRv1Zs9eTvIKcyhrLLMoKBhc8DVXvqe7tkpaN5Y82Fr6oO14b3S8G9z2wkjh/fRtV1XthzUvSNXHl8shJgm4CkpUp3p5fra389xvjIXgK5tu9KlbZcm71NQhy1jh3si7zH4+3lgK9Cn+7MMBgY9NIbUwalOaeeKV1awb/k+HvpPlKt9/hcVFfHOO+9w8803E78r3inGVHejfw82M9yRGs6k8Jju+HGDp9cgcjfGxnDKI0rkPeQojyktiqxWRfMZwZW/S6B/nRhdXK1zWKi89kbkv68g/JorubByHarOXa3alzkRw1aHjP5DRlBRUcaxwwcA+PfwfrRoSWrTzulOHW1T0/CV6u615JT2wj4iEHgIzSPhqY34+Pjw66+/ApCVlYWPjw979uyxe3/bVvzE4xN6OqRtruL+Ye3Z99fv7m6GwEWcOZVFfLgf+//ZA8Dmv9YTH+5HSXGxw49lzlPTXmoHQ/Xp2WcAQCPR50zWcX5d8DVb/vrT7uOZIz7cjxVLf9Mdq0G/2sOCed+QlhzjoNaZZlDiMP10U6Ni7om8h3+W/dPUJjmMqo1VlC8sp/KPSsoXllO1scolx51z+xx2Ve8icHQgwdODeXTSox7VL55GbUoTVW7jgvAC2zD7YWuGhvdK6fxSg78rVlWY/I3sPabAvXRM7oif1A+AVSeWotKI+88eTDmZ5OVku7wtpsZETTWw7MndwRd7PwBAJpUxddjUJu1PYJyAwQEETw/Wjx0CBhk3Yj536Dn9/6kvTaU0xJ+Vi+8gLVjOriEdGHnLMKPbOQNXP//VSrVT9tuSqRUB6+NsByJjx5Slywi62PFZHTy9BpG7MXWvKrOURp1sGo4D7YrmM7OdM36X+kJM0X8RMUilFH8xD3VSGyJmTEVyPs/q/fUfMoIpM2YzfMwkpsyYTebg4Wz5609+XfA1a1ctsdrekJeTrRdhajl2+IBN+7CH2rbu2rqRXVs3cvLYEaccRyAQ2I5Nb95rrrmGr7/+Wv93ZGQkffv2Zc6cOXTv3t3hjbOEj48Pv/zyC1OmTHH5sevTa8REOvW/yGH7e+V/o7mQc5YnFmwgNMo5Btqnf95CYEioU/Ztjp+//4IP5jzNqh0nkf6nzldWlHNxn7Z0753Jh/OW6tfdtXUjt181iR9X7yKxTVur9r/s5x9Y9N1cTvx7GF9fXzp27s6sG+5k8IixZre7bdZEdm/bZDBvyhXX8PDzb+n/3r55PZ++/SInjh7CPyCQ8VOv4Ob7ntSfhzGmXtSd3OwzBvNiYhNYvPGAiS3s49IJo/h704ZG8/937Y3MeeuDRvP7ZA5g75HThIaFObQdYNoj8/VXX2LJr4v0f0dERNKjdx+efPYlOne1/PwwVmDv6KF9Jte3FIUTH+7HF9/9yLiJky0e25lccunljLzY/PVpC4P7duXMqSy27ztGq9g6V6NBScP5YOcbABw9e5ReHXvZfYznDj1HYLhzU2CYYt7t89j+w/ZG8++8806ioqIAx3jpr3hlBavmrGo0v1WHVjy29TH935IQCX6ddEZOR/VLc6zBIVJaORZ7PmyNeUNqzht+mCuPKPU5wxv+RvYeszmmePEm/KR+dGrTib3H91JYlc+mM+sY1maUu5vldXha0VtTRYftRaFScPfv16PR6p4JF/e9mKjQKEc0VWAEa6JCQmPrvtP8Q/3BBxSDU1nx9XVMnv4JF7+0nLmTdOPns3vOsuTZJeQeyaV119Zc+f6VxHaI1W+/b/k+Vs1ZRe6RXMLiwuh7RV9G3z8aX6mvVe019/w/tukYi59eTPb+bIIiguh7RV/GPz5ev+9nezzLsFuGcdGtF+m3mzN0Dt3Gd2PcI+MAnYPPtNencWj1If7d8C/D7xjOsFuGseihRRxee5iaihrCEsIYfe9oMmdlWtVmQWPckRrOVccUkermsVX4aBixYm//uvJ3CZDXjVlLFcX6aW1ICEULfiVq1GDCr7yUC0v+gEDrvtfqpyuzN+uHJWdUezKHmIrKqZ2vVqtFfV2BwIOx+Qk4duxYvvzySwByc3N54oknmDhxIqdPn3Z447wFmdwfmdzfIfs68c8OVIpqug8by45VPzNi5s0O2W9DnCXw1EdZU4PMz89gXkb/IVRWlHN432669uoLwN4dfxMV3YoDe3eiUFQj/68vd275i7iERKtFmHdfeZJF387lpnsf59nRE1ArlaxcvJCHb53FPU+8zOX/u8ns9pNnzObGux/V/+3vX/cy//fQPu6/YTqzb72fp177mPzcHOY8dR9qjYa7Hnne7H5vvPsxJs+4Wv+3RGLdR099igtyqSwtwi8wmOi4pEbLS0uK6N27N8OHDwegS48MMjIHExBgfJDh5+dnYKR3JKZCeQ8eOc7wUWN4+4O5AJzPy+XVF5/hf1dMZef+41bvu/7gwVIaDncZSGwhICCAgADHGKS3/r2J6qpqJky+lIU/fMsd9zyoX5bZehB+vn7UqGs4evpok45T3zjgLFQ1KqR+xl9R6SPTmfn+TKq3VaP4RzewDwoy9K6zNuTd3HHi0uO47ZfbDOZJpKY/ZBzRL81JsKgVlLQarUhp5WDs+bC11XPZWKozW47Z8FpWbFN49fXszfRO683e43sB+OXIfCHE2IEnFr21Jp+9tby97SWOXjgEQGJMIiN6uz7lmsA6Tg9P48/XL2fUvQu4CPgAWPbCMiY/P5ngqGAW3r+Q+XfO5+6VdwNw/O/jzLt1Hpe+cintBrSj8GQhC+5dAMDYh61zBNJHNqypmyfPkFOuKefTGZ/S78p+zPpwFnn/5rHgngVI5VK9yGIKTblGX5MCYOWrK5n01CSmvjQVX6kvy19aTu6RXG5eeDNBUUEUnChAWW288LvAetyRGs5Vx/T0GkTuxNQYTpYiQ7Gtce0XrUbbaJ69/euq38Xfr84eV1ZTarBMk5hE0fxfiBw/gvBbrqX4qx9AYps4Za9DhjXjhNp9W+NcYSpNasP59rRVIBC4BptjAuVyOXFxccTFxdGzZ08eeeQRzpw5Q35+vn6dhx9+mI4dOxIYGEi7du148sknUSoNB04vvPACrVq1IiQkhBtuuIFHHnmEnj176pdv376d0aNHEx0dTVhYGMOGDWPXrl365SkpKQBMnToVHx8f/d8Av/32G71798bf35927drx7LPPolJZn4ph//79jBs3juDgYGJjY7npJvMG/IapyVZ9+Q5vXD+RHat+4YUZQ3l8fA++ffYuqivLLR5727KF9Bp1CX0unsK25T9aXL/2WFuX/cjzlw/m0bHdWPTmU2jUav78/hOemZrJ05P7svpbw6iI+qnJLuSc5f5h7flnwyo+vHsmj1zchdevm0DW/l0G2/yzfiVzZo/loVGdeGHGUL7//H2D5VMv6s4X77/Gsw/ewsieybzyxD2N2tumXQeiW8Wxa9tG/bxdWzcyZNR4EhLbcGDPDoP5vTOHAFCjUPDmcw8zPrMDw7rEcfMVYzn4T1379u/ezg+fv88dDz/HrBvuJKlNO1JS07jlvieZcc2tvPvyE+TlnDXbl3L/AKJiYvX/g+pFDK1e/gup6V24/s6HSGrTjt6Zg7j9oWdY9N1nVJSXmd1vYFCwwX4joqL1/TX/y48M1r160hA+e/cV/d8DOkTw0auPcffsyVwxcRivP3EnR3ZvNNgmLyeb8rJSZDIZISEhhISEcPrEUbQaNSGhxg3DDVOTnTl9iqtnTCG9TSvaJYQzrH8P1vy+Qr/+4YP7mTltEu1bR9CtQyJ33HQNhYUFJs/ZWCgv1AlArWLj6Nq9J3fc8yDnzp6hoKDu+fHC048yKKMzbePDyOyRxqsvPN3o+fHWay/RNbU1g/p2Y+Omv/njjz/46KO6vszOzuabb75h8rhRdEyOZur4kfyzZ7d+ed9uHQC47qrLiQ/30/8NsHLZYkYP7UdKbAiZPdJ445XnGz0/iosucPTQPvLzG4c329pXDVOTvf7yc4wa3Icf539H324d6JgczS3XzaK8zPx1BvDDt18y9fIZTJsxi/nffWWwLFAWREacLpVJYWkhBSUFrHhlBXOGzmHLd1t4ptszPJT0ED8+8CMatYY1767hyfQneaLjE/z+hmEaw/qpyQpPF3JP5D3sXbKX9y95nwdbP8icIXM4ue2kwTZ7F+/llQGvcH/c/Tzb41nWvr/WYPmzPZ5l1Wur+O7W73g4+WG9kcAYUrmUQG0gfif99Ne8RCLhl19+4YcffgDqPL9+fvRn3pv0nn7b9ya9x08P/cTPj/7M46mP8/G0j00eRyKVEBobavA/OCrY5Pr1+0VVo+Knh37iqU5P8UD8Azzb/Vn+eOsP/bqVJZXMv2s+j3d4nIeTH+aDyR9wet1pq9IDeAP1U2BVrTGeKk6ktGoa1qa3qcWeNBANfyNrj2mqqKu3Xs/eTqeUTnoDxbJjv1CprHRzizyfvJxsjh7ap089FhvfmtR0w3opzaXo7d68Xby3fQ4AvhJfZo6eia+v7U5D3kBzSZF5YPYAdtw5gks/38gkYMITE0gdlEpcehyj7hnFyW0n9aLFqjmrGHnPSPpd2Y/olGjShqcx/rHxbP56s9lj5BzM4aGkh/T/n77yaT789EMA/DP98Y305a93/yK8dTiXzbmM2I6xdJ/QnXGPjGPdh+vQaEy/47UVWmoO1OjTYgJkXJZB5qxMolOiiUiMoOhsEa27tSa5VzJRyVGkXZRG17HW1XcQtFykcVL8Ovnpa+A1h/vdURgbwxlLHwdQtabKaKrn+v1rC/ZuZwsBfnVj0oZCDICqZ29K5n6DfMmvBD/3hM37t9chw1g60YacOXXCqpRnpqJyDu3fY1GEsaatAoHANTQpOWN5eTnfffcdqamp+pQwACEhIXz11VccPHiQd955h7lz5/LWW3UpnubNm8eLL77Iq6++ys6dO0lOTjYwogKUlZUxe/ZsNm7cyJYtW+jQoQPjx4+n7D9j5PbtutQ0X375JTk5Ofq///rrL66++mruvvtuDh48yCeffMJXX33Fiy++aNU5FRcXM2LECHr16sWOHTtYuXIl58+ft7lvCrNPs3/jH1z/8lyuf/kzju/Zxp/zTBv8AKory9m7fgUZoyfTsc9gqivKOLG3cQoeY8c6vHU9N772JVc9+TZbl//IZ49cT0l+Lre98wMTbn6YFZ+9yamDe8zuZ8XcN7joihu5//OlxCS25bvn70H9nwH6zJF9fPPMnfQaMYEHv1zOxdfcxadvv8SyRd8b7OP7z9+jQ3pXvv5tPdfe/qCxw9A7czC7ttSJCTu3bqR3v8H06jeQnVv+0vVFdRUH9+6kd3+dEPPBnKdZ+/sSnpzzIV/9uo7E5Hbcc91llBTr8n/+sXQRgUHBTLnimkbHu/K621EplaxducTs+f+++EfG9mvPrPED+PD1Z6muqjNUKGtq8JM3yKvrH0CNopojB/aa3W9TWfTDN3Tq1Ilbb72VXr16kXVwJ8UFufrljqjJ8tiDd6OoqeGX5WtYu3kXTzzzEoFBwf/tp5hpl4yha/cerFz7N9//tIT8/PPcfM1M/fYL5n1DfLhh9FNsfGs6dupm0khRUV7OooXf07ZdKpGRdc+PoOAQ3v7wczZs2cvzr7zBvG++4NMP36nrj4Xf8+4br/DEMy+xat0WevXJZO/ef/Dzq/t9FAoFl0ydxuLf17P0j79o1z6Vq6ZfohczVqzVfXy+/cFn7D1yWv/3ls0buevW67jxljtYv3Uvc97+gAXff8s7r79s0PatG/9k7aol/L7kJ4P51vSVNWRlnWDlssV8u+AXvpn/K39v+ov33p5jdpvysjKW/LaIadNnMmz4KEpLS9my2VC0u6jNaP304VOHASjMKuTQ6kPc8uMtXD33arZ8t4VPZ3xK8bli7lhyB5OensTyF5eTtSPL7PGXvbCM4XcM58H1DxLTPoZvbvwGtUqX4/vMnjN8dd1X9Lq0Fw9vfJixD49l+cvL2fr9VoN9rH1/La27tObB9Q8y5oExZo9nzohvKTJg+/ztSP2k3LXiLi5/43Kzx6nF1o+5DZ9sYP+K/cz+YjaPbXuM/336PyKT6wa/X13zFWUFZdy88GYeWPsAid0T+fjqj6msbGwg9TbBwpQRviEib3fTseXD1tjHtiTW/G9g7Dey5pjmrtnaVGUC1+En9aN7qi6FUXlNGcuO/ezmFnk2xnLAb/nrT4Mc76npXfROJt5MpbKSO1ddg1qre1+P7juahOgEm/bhLcZOd9WTcxabnp7IP/3b8QPQu9782ujc8gKdwJG9P5vfX/vdQFRZcM8CSnNLqamsMbn/VqmteHD9gwb/b16oy9RQvbWayj8qyd6QTVJyEj4+Pvrt2ma2RVGuoORcidH9qnJVaCobvyNa+bYy+HvQtYPY/ctu5gydw+KnF3Ny68lG2wgEpjB3vzvqmeUtz776GBvDBQwOIGBkY8cab3Oe8ZP54YPuWVReY9yBUTHhEspemEPw268T8PXnNu2/KfXZ6jupNnTq6JDetVENGVM16EzZd/LzzllsQ3NxHhEImgM2S9JLly4lOFhnoK2oqCA+Pp6lS5ciqRfa98QTdQpzSkoKDzzwAPPnz+ehhx4C4L333uP666/n2muvBeCpp57i999/p7y8LmJkxAjDkPhPP/2U8PBw1q9fz8SJE4mJ0XmQh4eHExdXF+v67LPP8sgjjzB79mwA2rVrx/PPP89DDz3E008/bfH83n//fXr16sVLL72kn/fBBx/QuXNnCs6eIjHNOk8crVbDFY/OwT9Q11cZF0/h311/m91mz5qlRLdOIa5tRwB6jpjI1uULadejr8VjzXjkFfwDg4lL6UBqr0zyT5/khle/QCKR0Cq5HX/+8AnHdm+hTeeeJvdz0RU30HmA7qNyzHV389rssRRknyK2TXvWL/yCDr0HMnr2nQDEJLVFWnCWeZ+9x4TL6ozMGQOGMvP6O8y2N6P/EN5+8TFUKhWK6iqOHvyHXv0GoVIp+eUHXdq7/bu3U1OjIKP/YKoqK/j5hy944pUPGDBMZ0h+9MV32DZ8HUt+/JarbryL01nHaJ2U0igVGkBMbDxBwSGcyTJdoPziSdOIa51EdKs4jh8+wAevPcvpE8d45cNvAcgcPIIFX33E70t+YuT4qRTm5/Hl+zrDeMH5XJP7BfjwtWf49O06IfCW+55k+mzrU85169aNXr0M63kUZJ8kKzqOlJggvWfD9u3bDaLGXp0zh9fe/pDLplsWAbLPnGbCJVPp1KUbAG1S2umXfTH3Q7p278ljT72gn/fW+5+S0aUdx48dpX1qR0JCQ2nfoaPF46xetZz2rSMAqKyoIDYunm/m/2rw/Lj3wbr6G0ltUrj12FF+XbSQ2+9+QNeeTz/kyv9dyxVX6e7x+x5+gnVrV1NZXs6UGbMpKb7AlAYhva+98xFpbWL4e9MGRo+dQHS07vkRGhZmkKLtzVdf4I57HmT6zKv1/fDQ40/zwtOPcf8jT5osylv4X0SPNX1lDRqNhnc+/JzgkBAAps2Yycb1a+FJ09v8+vNC2rVLJa2TbnA3+dLp/PDtl/QfOFi/zkUpF/PyZt1ODp86TGtao9VoufK9K/EP8ScuPY4Ogztw/th5blp4ExKJhNgOsax5dw3HNh4jpU+KyeOPuGMEXS7WHXvcI+N4ZeArFJwoILZjLOs+XEfHoR0Z86BOXGmV2oq8I3msfW8tmTPrcn13GNqB4XdYNmwdXHWQJ9Y+gValC5vv0KED06dPB8A3xtdiZEBMuxguefYSi8ep9QZFDVq17ljdu3dn2tPTLKZXKsouIqZ9DO36t8PHx4fIpDoR5sSWE5zedZoXjr6AVK57DU+4fQJ7vt/DwYMH6dOnj8G+vE2wsEY4Enm73YOx9BCKAwqjUUuydPtTx3nbNdsS6N+5P9sObgNg3v4vuLzTVW5ukWdiytu0IccOHyA0LILklPZebdh4ZsOD/HtB55iR1CqJ0X1GW9hCR23qSeXpurpS4LnpNI05CHh9ikyJhK/vG8WVl3/K9Fu+Y+Hq+yhvHc5/dkh9REpNRQ1jHxlL94mN6zFK/U2fu6+fLzHtDFNZa4sapytSF6pR5apM9qNEIoF6m2mKNEajZSQFEoP9dB7dmaf3Ps3BPw5yZN0RPpz6IYOvH8zk591b21Hg+Zi735XHlA5JAewpqYQdVVfSR+JjdL61qZ49AR8fH/xkfiiUCorLL5CXk230/Vx5211ITxwj9L47ULdJoeaikVYfoyn12WrTiXbs1I2uPfro91FSfIF/D+9vtL6xNGKmIlpiYhM4tG9Po/lDR43H19fXIbXkBAKB47D5aT18+HB99EpRUREffvgh48aNY9u2bbRp0waABQsW8O6773L8+HHKy8tRqVSE1kuRdOTIEW67zTDvfr9+/fjzz7oQvLy8PJ544gnWrVvH+fPnUavVVFZWWqxFs3fvXjZt2mQQAaNWq6murqayspJAC4W59u7dy9q1a/ViU30Kc85YLcRExCXqRRiA0KhWlBcVmt1m2/KfyLi4bnCZMXoyH949k6l3P22wL0vHComIRiLxNTBuh0REWzx+fLt0g/YClBcXEtumPedPHafLYMOc4t0z+rPg649Rq9X6FAaduvY0ewyAXpk6ceXQvl2UlRSTnJJKRFQ0vfoN4sVH7kChqGbX1o20TkohLiGJY4f3o1Iq6Z5RZ7CVymR07t6brON1tS60NP44sJb6kTSpaV2IahXHnVdP5uypkyS2aUvmkBHc8fBzzHnqPp578BZkfnKuvf0B9uz426CfjTHrhjsZX0+sCo+wrfhpQkJjz0StT+PBUvfu3RkyZIj+79ETLiUqOpqjh/ZRXmE+Dcn1t9zBI/fdwfq1qxkybAQTLplK5666D7aD+/9h81/r9AJKfbJOnqB9akfGT5rC+ElTLJ7LoCEX8cqbujRRJcXFfPXZx8y6fBLL12wiKVn3/Pjt54V8/skHZJ08QUVFOWqViuB6aeKO/3uU2dcbClm9evdl04a1+gFO/vk87r/rFv7euIGCAt3zo6qykuyzZ8y278D+f9i+dTPvvKFLD6fValGr1NTUKKisrDTphVJeVmJ1X1lDUnIbvQgD0Co2noJ66R+NMf+7rwxEt8tmzOTSCSN5cc7b+n11jelBdGArCirPc/TsUeI18UQmReIfUpdTN6RVCBJfieHzIyaEsnzzqdESutRdp6Fxdd6YsR1jyTuaR9dxhs/OtpltWf/xejRqDRJf3bGSejauf2SM1MGpXP7G5VTvqKbmQA1+/wmwvlG+qP3VFrdP7JFo1XFapbbi2neupWJ5hX6eXC7Xf8yZI+PiDD6d/ykv9niRtP5pdB7TmS6X6YSq7P3ZKCoUPJZaJzqiAWW1kqKiIoP9SFOkLjUSNfWDTpWrQl1i/DcIGBmAj8RH5O12Mw1ztZv6+JYlmb/GLR1DliYzMNDq95ti/34F9tM2vi2xEbHkFeWxNXsjRy8comNkJ3c3yySmCtE6G1uiiXdt3ciurRv1+dm9jWXHfuHbfbq6fX5SP64ac5VVKckaGiDr46nihikHgeqt1QRPNv2N5eko5TIuAY74Srjkyk/5cdldjdZJ7J7I+X/PNxJV7EFTYtiPMTExHDx4EPUFtf43P7n1JPJgOWEJYQAERQVRmleXJqhGVtNorKPffwOjb3B0MP2u7Ee/K/uxacAmFj+1WAgxLsRRRn5XY+p+V2YpHSLImhJ6JBES5F0ap/lyFo4Ug0w50HibY41MK0OBgqKKQn5d8LXx97OPD6WvvoXvqSzCr76Cwt/Xo07vbPUxHFGfzZp9GBNdTNXi7dS1JyVFF4zOFzSN2lrNGo0GiURCYGgE4dFeok4KPBab36hBQUGkpqbq//7ss88ICwtj7ty5vPDCC/z999/MmjWLZ599ljFjxhAWFsb8+fN54403bDrO7NmzKSws5J133qFNmzbI5XIGDBhATY3pEGrQpUt79tlnufTSSxst8/f3N7JF4+0nTZrEq6++qp9XVlZG7969adstw+r2+0oNu9bHxwet1rSXcG7Wv5w6uJvTh/ey7JP/s3fecU3c/x9/ZRH2RpZgEBQQFRUHzqq4t9ZtrR1qd6ut3dPu9tv+amun1g6rddWqda/aKg7cCxFFhoMhG1khIfn9kSZk3CWX5JJcwuf5ePh44OVy98mNz3i/3qMlBZGiuRnnD+5A6viZjM8FHg98M8+vfxx1WKfSSH7fqxWGhll3Dy+KPXWJatcebcIicObEEdyrrkL33v0AqCJX2oRH4tLZkzibcQQpfQeZPJaaaEkcLp7JgKypySAqprSkCHW19xAliaP5tiFJyap7fftmLtq2iwGgSnE28+EnUXa3GD5+/ii+fRPfffYuIqIkRo/lFxCEqHbtDbbzeXwD8YiqlpFIZGi0ColoOafaaCAWi3VSBJYW38bZE/8CAO2CR82cBx/B4KHDcWDfbvz7934s/+JTvP3+p3j0sadQV1eH4aPG4o2lHxp8LzQ03Ohx9fHw9ERM+5b78PnyH9AxOhhrV6/CK2+8i9MnT+CpBfOw5NW3MDhtBHx9fbF180b88PUys87z7BOPorKiHO99/DnaRkXDTSzGuOGDTPYf9XW1WPLqWxgzfhLOnzqBrMstdWXOnzqG2I7URitvH9Vik61rJRLq3nMej2c013b21Ss4cyoD586cwvvvtBj3m5ubsfXPjXhg3qMAVM/c4HbD8UfWWjTJmlBZWwm+SG+CzQPlNqqijdrofEfPG5Mpbp6GEW2U+3m5qQwK7fUWideEaKrUvccKuWEbmJ5H4CZAoG8g3IMMxw5jUR8N6Q3wv+yPZ598Fjk5OcjNzcXqp1ejw88dMH/HfEjrpPAN9cXT21uiB5tLm1G3q85gnHLvbXrcosKSxbO1Czpjxjlxitiui1MCc2y1+PYa6YU61Ol6y5NIKIfB4/HQt3NfbD2yFQCw4uxX+GzYd8a/5CDoCtHaA0vyp184cwIxcfFO5W1aUJ2L5/e11MCcPGgyQgNCTX6PSepJLnpQ0/Vn8gK50WgOZ6AEwMafHsSD01Zg9ILV+P7lUTqfj3hxBFbOWomAtgFInpAMHp+HwsuFKLpahLGvjzXrXHw/3evYq1cvnDhxAtu+3Yb7nr0Pd3PuYvfHuzH4ycEah54Ogzrg1LpTSBqVBA8/D+z+aDf4QtPjzq4PdyGqWxTCEsIgl8pxZe8VhHY0/YwS2IErER+WYO78xdw+i24N0HCwAYpKhV2uk7VRfvrrBHX6Wp177mRzNmmmFCK5ag3dBNV6kHZ8FgpR9dNaBI4ajIDpk1Bx4AgUbRzTv9CJK3RzCrqoHGuiddjCUU40tiL7XDryr5wx2C7plIL47gMovkEgMMPqnpXH44HP56OhQZXW4tixY2jXrh1ef/11zT4FBQU634mPj8epU6fw4IMParapa7yoOXr0KL799luMGTMGAHDr1i2UlekWvBaJRGhu1vW87dGjB7Kzs3XEInPo0aMHNm/eDIlEAuF/wkRNjcqLx83ddoPqyZ2b0D65N6Ysekdn+6ndm5Gxa5NRIcYetGkXi/xLup1Q3qUziJbEWlTQs0fqQJzLOIp7NVWYPf8ZzfZuvfrh+L/7ceXCWUye9QgAIDI6BiKRGy6eyUB4ZDQAQC6TIeviOcx46HEAwLBxU7Bx9Q/Yuv4XTHtwoc65fl/1NYQiEYaMGs+4fdeyLgEAgkN0B2Qej4eQ/wzq+3ZsRmh4JOKTks389Sr8A4NRrpXWrO5eDQpvFxjs5xuomzM5plOKjgpPZzS4lX/DYJs6hRYVkW2jMO+RhZj3yEJ8sPR1rP11FR597Cl0Se6GnX9tQVR0yzvBFur+o7GhEQBwOuM42ka1w6Ilr2r2uXNLNwoutkNHXDh7BtNnzdVsO3/utM4+pzKO4aPPvkLaiNGqY9y+hYpy0/1Hl+TuuHH9Gjw9PHC36KaOsHXp3ElaISbov1RntrxWxlj32y9I7TcQH332pc729WtXY91vP2uEGABIk4zCH1lrAQCllcajbNgitGOoQW7vvIw8hMSGaKJhLEXbu9872BvFV3VTBd65dMdQWDIDc43UikoFpDdUixh3d3d07twZnTt3RqdOnbBmzRrUXK1BVNco3Lt7D3whH0HR/z1j7YEGWQMrCyBLFs9sLOiojHPi3mKIJNzzjia0YMvFt9dIL8iTndOj1hVJ7ZSKPRl70NjUiD+y1uDlvu8gxItbhk261GD2EjqoDCLRMbFwE7sb5HDXJvvKBc33uY5ULsXjux5ATZMqmrdbh25ITTJeSFgNk9STXPSgFoYJIWwnhLzA0OGJi8KRuZTFh2HXzw9h4owVGO8lhnZVwcS0RCxYtwD7/rcPB786CIFQgDYd2qDv3L5mn0cQorvm8/X1xUNLH8LeP/bi00GfwivAC6kPpGLEkhGafYYvGo6KggqsnLkS7r7uGPPaGJQXlEMQrHssUazuXEHoJsSOd3eg4lYFRO4itO/bHvNWzTO7zQTzcfZUfnTzGpFEBOlJw7mquX2Wsf3tdZ3o6u0x6c/o1glU6WudBfVvEv5n3mxGyxqfKsUXACh9fVG5YSuChg2A/+z7UbF9P+BBvV6ytcBgrohCF1HDRrSOpeg70URJYpHSZ4BTzIuoqCorphRhACD/yhmERsWRyBiCxZjdu0qlUhQXqwxdlZWV+PrrrzVRJIAqV//Nmzexfv169OrVCzt37sSWLVt0jvHMM89gwYIF6NmzJ/r164cNGzbg4sWLaN++JWqgQ4cO+O2339CzZ0/U1NTgxRdfhIdexyiRSHDw4EH0798fYrEYAQEBeOuttzBu3DhER0dj6tSp4PP5uHDhAi5fvoz3338fpnjqqaewcuVKzJo1Cy+99BICAwNx4YJqcaVoNp3yxhKa5TKc2bcFIx9ZjPD28Tqf9Rk7Hf9uXIXivGua2jGOYPCMR7HsscnY/+tydBs6DvmZZ3F0y294eal5kU5qUvoMxGdLX4RcLkOP3v0127v37o/Pl74EmawJKamqNFsenl6YPPsRfP3p2/D1D0BYeFusWfkVGhvrMX6ayhjfpXtvTJ/3OL7+5C3IZE0YNGws5HIZ9m7biI2/fo9Fr3+E0HDqdES3C/Kwb/sf6Dd4OPz8A5GTfRlffvA6uvXqh7iElnRKa1Z+hdRBaeDz+fhn7w78tmIZ3v/yZ4uEKABI6TsQu/5chwFDR8Hb1w8rv/xI51jZ51SF1msq7iIyNAjBERLEdulj0OGHhkfC28cXMpkM9/4rRt82WoLbN/MhFAp13ht1Ci193nzlBQwdPhKxsR1QVVWFY0f+RYd4Vaq6h+c/gbW//oQnHn0ATz23BP4BAcjLvYFtmzfi8+U/QCAQYNf2rfjw3TeQfsowv6k2TU1NuFui6j+qqirx88rvUFdbixGjVB55MbFxuHP7JrZu3oBuPXriwN7d2L1jm84xHln4JJY89wSSu/dAzz59se3PTcjKvIR2/0UuAUBM+zj8seF3JHdPQe29e3j3zVfgrtd/REW3Q/rhQ+id2g9uYjH8/QOw+KXX8eCMSXB3F8PDTQAej4fi4mLcvXsXaWlpJlOWMLlWbFJSdAflZSXYuO43vPzGUiR00k3/NfvBh/HDN8uQnZWpqR0zuN0ICHgCNCubUVpVCn/4s9omKgY/NRj/l/Z/2Pu/veg+uTvyT+XjyI9HMPV/U1k9T4eBHXBo+SGcXH8SMb1icPKnkyjKLEJEJ2aFh7W9wwBVNE3FqQpI77UsVng8HoLuC6JdnCjqVEaqY8eOwcfHB2FhYeDxeMjMzIS3tzfcmt3QcXBHSHpJsOqBVZjwzgSExIWgpqgGV/65gk6pnRAZGWlVajBLFs90xjWmBiq67wv8BE61kGut2HLxrZ8KjeA43MXu6Nu5Lw6dPQRpsxQ/XfgWL/dbSrt/1uXzKC0pREhohN3SW9CNs3SGFFugNoicyUjHrfwbuJmncmyJS0iCr18AzmakG3wn69J5ZF06j+SUVId7pBpDqVTi9X8W4XyJyoElyCMIUztP1Sm2bgxTBksue1C793FHbUGtwXYuCkf69JndR6emnpoOAzpgWcUyAMDNoQk49L/7kfb8Jhz6aDIuRLc4EyWmJSIxjXkqwtGvjMboV0YbbA+KDsKyimU686WksCQkPZ5EcRQV7r7uBgJK71m9AbTMuz6b/pnBczNiyQgdQccUzppGi4tYOyfkAnTzGjYcT6iEHm1sfZ2MRaCb6s+kmVKj6wRnnLNpr33UQowMLUKVsUhXRVQ0KtdvQdCYofB74hFU/7QW0Es7b68oXUeKKNZC5URzK/8GbuXfcNr0rfU1xjPK1NdUEiGGYDFmz1L27NmD8HBVRICPjw8SEhKwadMmDB48GAAwYcIELF68GE8//TSkUinGjh2LN998E++8847mGHPmzEFubi6WLFmCxsZGTJ8+HQ899BBOnjyp2WfVqlVYuHAhevTogaioKHz44YdYsmSJTls+//xzPP/881i5ciUiIyORn5+PkSNHYseOHXj33XfxySefQCQSISEhAfPnz2f0+yIiInD06FG8/PLLGDFiBKRSKaKiVHULeCZqgVhK5tGDqKupQpeBhpPNUEkcQtvFIWPnJkx8+nWKb9uHth0748F3lmPPT8uwf/U38A0KwchHFmHs/aYLwVORkjoQ0sYGtGvfEYHBLREf3Xv3Q33dPUS374DgNi0d25Mvvg2lQoF3lzyO+rpaJHTphmU/bYavn79mn8VvfIS4+CT8+fsq/PDFBxAIBIjv1BUff7sGA9MMFxNqRG4inDr2Dzb8+h0a6+vRJjwSg0eOx8NP6j5vJw4fwK/ffY6mpiZ0SOiMT79bi773MStqSsW8xxaj6HYBliycCW8fXyxY9DqKbqkiYqgU+LLCfMR2MVyEAYCvXwCOHz2Ms2fP6myPjY3F3LktkSPqFFr6KJqb8dqS51BUeBvePr4YkjYCSz/6DAAQFh6Bv/b+g/fffg0zJ4+BtEmKtlHRGJI2UpN24F5NDW5cv2ZwXG3vEQA4dGAvkuOj/2uLD+I6xGPFL+vQb+B9AICRY8Zj4ZPP4rUXF6GpSYphI0Zj0Yuv4fOP39Mc8/7ps1GQn4elb74CqbQREyZNxfRZD+L82Zaouv9b/gNeXPQkRt7XBxGRbfHqW+9h6Ruv6LTt7fc/xTuvv4S1v65CWHgkTl26jiFpI7B6w1Z88v7byLx0AQKBAMHBwejRowcAGETQqFFHGjG5VtagfT3zcrJx4cwJXLlyBVWVFQgNNqw91DE+ER3iE/D7b79g6Yf/AwD4uwegZ0RfZNxJR31jPbybbZ8bPSo5Cg/99BB2f7Qb+z7bB99QX4x+ZTSlUcEaEtMSMWLJCGx/ZztkdTJ069INXZO6oqSkBA3pDUajQvQXNfKbchRfLcaH83TTzAkEAnzyyCf6X9fA9+IDUlWqwKNHj6K8vBx8Ph8RERGYM2cOhEFC8Hg8LNywEDs/2Il1z6xDbVktfNr4ILZfLPwf8odbW2ap06iwdPFsbXoqV8kt3ZpxxsU3wXwGJQ/Cv+f/hUKhwE/nv8XjPRbDz93fYL8/1/2M0pIiAGqR4RymzHrY5u2jG2fpttsS/cjinKuZmDRjHprlcgODg5oLZ044LK0aE1ZfXIG1l1cBUBmspjZMhXyLHA09jI+RaqgMkKIEEURRImIA5wCXH+oP/xtlGPT6VtRIgpE3kl4gsQa2xgu2juPMabS4CF06Ymeb01E9X2w5nngM8AA/gI+Ggw0Gn9nyOhlLD2lKVDIm4LApHkkzpWguboYgTGCXtMTaax+1EKOEEs1oRkpP0xEZ8u4pqFq5Gv5zp6P5vTdR+3ZLrWlHR+k6C8acVZ31enn6Gtb8NedzAsEYPKVSaXmFcxYZPnw4wsLC8Ntvvzm6KQbU1NTAz88PH+w6D3cvH9NfaEX0izA/lzbBNIW5Wbh0fJ/B9i59RyCifYtHmySEviaPvvdGt5590WfAEHYbagR75nifMWk0QtqE4usVv7B2TKrrFxAUjEN7txvsO2TkeHRM7MLauZm0h4pJM+YxmuR8c/ozvJ+uqiUzccBEDOlhv+fCHsiL5ajdaOj16j3dm3KBQre/uLeYMoWB53BPuCXSiyV0Cx1xihge/W1rGDD3t2tjYMgws73Wfp9AINiH9QfX40Smajx5oc8bWNL3LZ3Psy6fx+EDuwy+N2jYGJtHxlzLuuSwcdacdpQU3UH2lQvIunTe5LGYjs225tjtw5jx5yjIFar0XJMxGcloSa/LZJxQ44zRB01ZTajfX2+w3dSY7mzwmhUY89DPiP4nG3/sfBalXakzArgK1sx7WivG3l9HzmGdEXvPfen6MXFvMTxS6c9L956oYet9qVlfA8XdFmGE34YP35m+Vh/XGNq/7Rf8gnzkAwB2DzmMbsnM0m4CgOfyL+D75suoXr4CDXMfAsCdOQnXKSm6g60bfqX93FHXK7+0zqrv09WIiemUgo6kRgwtxwqNZ5FxVRrr7uH1Md1QXV0NX1/j/Z5DZif19fX4/vvvMXLkSAgEAqxbtw4HDhzA/v37HdEcAoFz0Cns+tvzS+toxRhHFmyzpfdIfX09Vv+0AkPShoMvEGDrHxtw+J+D2LB1t1XH1Yfq+pUU3aHcVz/kuaToDm7+50kbLYm1+jdTXU8qmKZuGd5+rEaIyczLdDkhxtyoECY577Ux5emm7W2nVCjB4/NsaqySF8s1uaJFEpHFaRes9RJ05tzSBEJrYnjP4TiZdRIKhQIrzn2FR7s/jQD3lnGstKSQ8nulJYU2F2LoUogYSy3iiHaox1omQow906rRUVCdiwU7Z2pEmL7oqyPCAOZ5RDtjBJ0zRm5aIngpBXzs/f4BTJ3wNSbMWon1+xejLsLftg11IHS1MmT5MjIPocBY9BBV2ioA8EjzsEtkgzPC1tzX1Luu/pwuWkkkERk9vrG1DlspJaWZUh0RBgAUdxWQZkpt+vxoR2oK0JIGPDahk1nHqX96EYS5OfBd/CSao6PRdN9Q2rmAI6J0uQxVfT1t7D2HY4v47gMQGhWH+ppKKBQK8Pl8ePoGkJRkBKtxyOyEx+Nh165d+OCDD9DY2Ij4+Hhs3rwZw4YNc0RzCATO4R8cBkmnFB0FPqZTitmdvqNyjdoyxzuPx8Pf+/fgq88/RqO0EbFxHfHj6g0YNDjNquNSQXX9oiSxOulKuvXsq7OPfuTK2Yx0q6OBTNWmUcN0ktMhIAEx/nHIq8pBbmEu6hrr4OVOH13lbJhrbKHbLpKIADksEjXsZaTSX1BLT0oh7iGG93RvixaFwjAh5FAt9uSQW5Q329mMcwRCayPILwi9E3vjROYJ3GuqwRcZH+Ld+z7TfB4SGkEpMISEMqu3ZQ1Ui3n9cdYeMGmHKcODGkcbIMobyjB7yzhUNJQBAGIRi2EwXHNxWZBgA7oC3lw11luTbkvuJcZfa+dj5vAvMGH2j/hjxzOQedvGEOqM0VGtFWN1BGU5Mtq0VTw+sxpSrRVr586m3nX9z/lt+DqCB5N+jK5/1xfZrHmfm4tpUosWNwMsZUmka59aEBP9LQJUQx2aFE3mHZzHQ82nyyAoyIf/3Bko338YofGJlOP84QO7UF1ZwanUo45Gv76eGkfM4djEPziMCC8E1nHIbMnDwwMHDhxwxKkJBKdBW4HngvKuXZ/E1GBqS49WDw8PbNy2x+rjmIu+wBIliUVKH928s3SRK9ZGAzG5buZMcng8Hka2H4/vz34BhVKBzLxM9E7sbVHbXAFjxhlhmJCzUR50eaLVi2pLUq2QPOsER6Lt8WnrSLLWzqjeo3Am+wxkchl+vvAt5naZjw6BCQCAxM7dkHXpnKZGDAC0CYuweTSMGkdG9JrbDv191PXb1DjaANEgb8BDf01BblUOAKCNbxtMrZmq4zUMqOq8tIZ3zVkiN40ZzJm2uT7MD9s2LMS0UV9i1ILV2LHmUSgF7IptXJgziCQiyjSypiIE7IkjxSrtc9NFRcjy6UUYwNCIT8Q3XawSTU2861SfK+4q4JHmYdY8ia6+F4/Pg7xYJR5Z+z4LwgRAJs12FjDVPmGYEAIfgUaIUSrNy3gAABCJUPXz7wgcPRgB0yeh4sARpA4cCr+AQIOUrc5a+8SWhIZHYsykGWbZjQiE1ggZOQlWcaywgtSJsSFcUeDNrffCFY9WtqASWG7l30BKH93coMYiV/SjgcyZoNBdT0lsR4snOaPjJuL7s18AAC7euOhSQowlBeuNGWe4GuVhLM2AJUU32TD8EAiWQpuXnoiBNsHfxx9pKWnYk7EHcoUcSw+/jN8mbgWPp/J8njLrYWRdPo/SkkKEhNpPhFHjqIheS9qhvU9oeCQnRCQAkCvkeGr3gzhdpJo7+Hr54vEpj8PjooeBMc5rhOtExZqCq2O6NpbMY6go7xSB3T89hAmzVmLg61tx+OMpLLWQxhnkaBXkdp4zcD3SSX9sE7YTwr2Pu13ap39uUbz54pT+teSC+MYlrJ07m3rX6T7n8XlmO1yp1zqyfBnkN+WQXZVBdvW/1MbxIsiyddP8mbsGECeJIb2km56MH8pnJS0Z0+usnsMAgMISIQaA0s8Pleu3ImjYAPjPmYqKbXshEFCLSVxIPcpFuDKHIxC4CjdmKAQCgbNYWu+FKx6tbMA01ZqxyBXtz8wVtgD662npde0ZnooQz1CU1pcguyAb0iYpxG6ukf/Z0jzwzmCc0cbY77EkxQxbhh8CwVzoorsAZoYA4p1rGUN7DMWJzBOoqq3Cwfzd2H1jG8bETdJ8nti5m90FGFeACwYIhVKB5/cvxO4b2wAAYpEYCycsRKBvIDAAThEV0pphs55NwbBE/PPJFAxd8geqYkNwccFAa5sHgGLOoFBg8Rdf4HRBfxx7ZrRdny2uRjpRjW3yAjlqC2ptLmBQnVuWLTMwuItTxLRRRVRpq5iKDq1lXKarUcR07mzqXWe7thVdCjp9EUaNuWsA35m+kGZK0VzcDEGYgLXaMEzXKHxey3VpVlpex0UR3Q6V67cgaGwa/J58FH7vf0K5H9upR7kSSWJNO7jyG6ioKivmTLYZQuvGdUdFAoHACtbUe+GCMYINrE211iGhs+Y60AlbfgGBEAgERictbF5PPo+PMXGT8OvFHyBrluFK/hV079idlWM7Cu1FH5e9I9mCygsUsPy30i3qZDdlFqU5IxCYYiy6S/M5zXqJeOdajpvIDZMGTsIvu38BALzxz2IMjBoKH7GvYxtGsAqlUolX/34Wm7LWAAAEfAEeHvMw2oa01ezjbI4HrQ1ZjqFR1Jp5zKVHBsD/Rinue/VP1LQLRP4I6ws2GMwZ+HwcGTQIw9YfQGmDLy50727X/piLz7Sxsc3WEcd05xZFiyBOFhuIJFTzZn0jOt0xGzMa4T3RW/P/1jIu00XyAsyFElMRXZZGfFEJYcacXuiwRPARJ4lZqwljqh3G2seDdbWN5D16ouqHX+A/byZi28ciefAQm2b7sMRRUxu2BBBT7aA7T0nRHYP6MNbWyWWT7HPpOvWXJZ1SEN99AOW+RLAh2BrXskoRCK2Q/NI6SEIsTynBKy+DeO8uNM6aC/AMJyy2rPfiLDBNtUYnWrVtF2NyH+28s/aatIyNm4xfL/4AALiQc8GphRiqRZ+lBetthS28A7XTDACqnOjWHFsQJjAotinLlkGebH7xUQKBKaYW+nSfk3R61pMcl4zEdonIKshCUe0dvJ/+Gj5J+9rRzSJYiFKpxNIjL2P1pRUAVE4XD456EAntEhzcMueAC178dMZSUax1NU/S350Iv4JyjJ6/Gpt2PYuyztYZEKkMxEf790dgRQXGb9+OKn9/FCCmVffHpsY2W0YcGzNcU4lWTKKKaMfiArmmzogrjcvG+gNjooa5oqmpa29uxBedEGbK6YUqWoor98wSQYpHYdcwF+mEybi39EP4vvUqhsTEIWbGPJtEezDJQGJMaLFWxGHaDrrz6G+n+w2OoqqsWEeEAYD8K2cQGhVnILSYI9gQCJbCjZ6VQCA4DEFBPvyfnI/agnzUvvqWweeuVu/FUpikWmMiWjERsOw1aenbdhACPYJR0VCGK/lXIJVJIRY5X3oyY4s+rkRymPIOtMb4IwwTWr1QMubVB5D0ZATbQhfdBRhfaFuaTo8LxlauwOPxMHXwVHyy9hM0yZuw+tIKjGg/Fmkxox3dNIKZKJVKvH34Raw89xUAlTfw7OGzkRyX7OCWOQdc8eK3VZpQpYCPPT/MxdTxX2PCzJXYsH8x6sL90OuzfVAK+Ti9aJjZx9Q2EDdXN0N6UoqdY8fCr6oKMzZswKr589FQ6dlq5w/GxjZAJWzoj0dsjU+WGK61BRqqdgjDhBC2E0JeIDf4rqmaJpbWLnTUWG2qP6D7neLeYnik6vYbTH6HqYguphFfxtZExoRBoUQIcbKYMlqKKzARpJRKJaNjmRM9Uv/M8xDeyIHvoicQ9ecuhA4abEnzjWIqA4kxocXSNPLmtkN9XP3z+AUEUoow+t91ZLqy+ppKyu1ld/J0Il/MEWwIBGvgVu9KIBDsjrxHT9x76z34vPsm5O1j0ThjjsE+rlTvxRpMpQZjIlpR7UOFPYr/CflCjImdhDWXf0STvAlZ+Vno1qGbTc9pC7he28SUd6CjjT9MUhVYmouaQGCK9gJbqVCCx+eZNARYkqrC0e8bFwnyC8KEARPwxz9/AAAW7V+Av+ecQYhXqF3Oz+V84s6CQqnAK38/g98urdRsmz50Onom9HRgq5wHLnnxs10TQhu5lxjb187HjOFfYMKslfhjxzPwLLsHyb4rFgkxQIuBWF4sh/SkFAqBAJumTcMjP/2E2WvXYv2sRZCBG04xjkA9tjVmNOoIGOIUsUG9Dn4bvk6hc2vHJ0tr5xgbJ937uKO2oNbgO2zXNHHkWM2kP6D9nT662+39O4ytidwS3QzEOZ4vD8oaJeT5ctTm2752kbUYE6TkxXLIa1reMQGP+nk3O3qEx0PNZ19BcLMA/nOno3z/YTR3NB5lau68xpgzpymhxZo08ua0g+48pSWFRo95qyAXh/Zu1/zfEenKPH0DKLffuHxS87ekUwp8/IIo96uvqSRCDIFViGWFQCCgbvFLqH/gIfg98xhEx9Ip9wkNj9QMwiVFd+zcQuchdeBQTJoxD0NGjsekGfPQZ8AQo/sMGjaG8jj2Sv02oeNUzd/nrp+zyznZxpZGC1PIi+VoymqCvNjQO1CNsZzadIs9Y8djG5OpChKcL50EwTkRhglVhoIkMdwS3Uw+d2qPX22Mefxy4X3jKv279EdSjCqpe1n9XSzavwAKpfG+gQ1OHPkbWzf8ikN7t2Prhl9x4sjfNj+nqyFXyLFo33yNCMMDD7OGzULfzn0d3DLnwahDh51huz6MPnXhfvhrw0L455Zi1MLVuNM3Fv755fC5begxzGSOo0a7P5Z6eGDd7NkQK5ow6flfIGikLgTeWhCGCeE90Rve073hOdwT3tO9IYoVGYxH2iIMwM74pB5XmT4/psZJU+OuueMy1fkbThhGadtzrDbVH6gjXETxhukCGw42oCG9QbOfvX+HqTWRxwAPzXPokeYBZY1uBImzzoka0htQu7EWsrKWvkbIN3zm6EQNk7YNkQhVv6xDc0QEAqZNBK+slHZXS+Y1akdNbdTOnKaiVNhMI2+sHXTHCwmNoD1eh4TOyLmaqbON0fVmGf/gMEg6pRjdJ//KGSgU1O8+nZBDIFgKsawQCASVp8f/fQ1BQT4C5kxF+YEjaI7toLOLpblHW6Onq6nIGf19qisrHJb6rW/bQQj2bIOy+ru4kncFjU2NcHdzt8u52cLSQpbWwtTLzVhObVkotXFCli+zefvVC0mlwngYv+yqDA2eDZz2kCO0Xszx+G3MaKTczpXoOUfC4/EwK20WPvn9E9yrv4e/8/fgy5MfY3Gf12x2TmtzohOAelkdHt81B/vzVHXm+Dw+5oyYg5R44wYHV0CaKUVzcTMEYQKDouLm4kiHDm1sVR9GG/+cu6gL9cXuVfMwftZK1Ib6AQAij+bg6oxemv0s8eTX7o/lAd7YMWYB7p/4DYY/sw57VhjWomxtaSK1vfmbspoYfcfe4xOTKHO2a5qoMZUm1x5zY8B4f6DfRkG0AM03dWsrqqNnHBGxz2RNpH4O6Z5BZ5sTafebCrRc8/K7JfCP1jWgWxM9ovTzQ9X6rQgcNgABc6aiYttewF13zWxNmjC6DCSmhBa208jTtYPuPImduxnYMqJjYtGj9wBUV1Xg+tXLBuewR+YPbarKiuHjF4SkPsPA5/NRV1uN3EsZBvvx+XxIOqXopCeL6ZRComEIrOP6Mx6CzTlWWIF+Ea2ncDsXyS+tgyTEy7qDuLmh6rcNCBoxCAHTJqL8wBEoA1XhmZZOKujEm5KiO7iZfwMAEC2JdQnjijXGIkemfhPyhRgXNwW/XPwesmYZLt24hF6JvUx/kWNYuuizFHPTmPCD+FCUM/eslZ6UAnLYTPzQX0jqp8MwaI+TFloltA6Y5E6XF8sp89oDJPWeGm9Pb8wZPgc/bPsBSijx6fF30Cm4C0bGjrfJ+azJiU7FZx+9iz07/8KB9NMAgOeeeBTV1VX45ffN7DacI5TV38WD2ybjXMkp1YZlQK+HezEWYcpvluO9bu9hyb9L0LZLW9s11AbUrK9pGbMyAeklKXxn+lp8PEc5dOhjD8PtqMd+Q1BmIa5N6YGzTw1Gz+WHUBvmh8ijNzRCjDWp2rT74+IwCfZ+OwdjH/kFVTHBOPFaSxR4a08TyXTcsff4xFSUZKumiRomaXLtBV1/AMCgjfoijBr1eoQKW99TpmsirgjQ1qLdbzaj5X403Ksz2Nfa6JHmdhJUrfsTgeOGwe+p+aheuRrgt1wvunnNzfwbjNb3VM6cTIQWtm0JdE6ldOcx9/z2yvwBANnn0nWEFUmnFIRGxVEKMZ6+AYhon4jQqDiD2jHa/ycQrIVYVAgEggalfwAqN25DUNoABMyZhoqtuwGx2CLvkazL5ynFm7q6ezohqmcz0h2SK5RNLI0W0oZJFI2tmBQ/A79c/B4AcCb7jFMKMYD5iz5rYGosMeXdJ5KIALnhwg6wnfhBtdhV3FXAI80DPD5PU3BXH2fzkCMQtKF7Z4USYasQGGtKarD///bjyr4rqCqqgk+wDyK7ROK+x+9Dx/s6avZLaJeAMX3HYOfxnQCAp/bMw86ZRxAflGTReW8V5KN3ckfsP3wSnbt20/lMeyFeXl6OI0eO4MaNG/jggw8R0qYNAgP80bdvX0RGqsZGS4vPUrFp/Rq8/PzTOJh+GjHt4zTbi4sKMTi1G156/R08svBJq8+j5rOP3sXnn7xvdJ+iKmYe8gCQW3kdc7ZOQH61yqnF3c0ds7fMRkIH43nrzSXj9wxseW0LPs7/WLNN1ijDnk/34MK2C6gurkZI+xBMfHci4ofEs3puOqSZUgPHAcVdBaSZUqsiY9h06LA00sMehtEtfzyOpDUZ6LoqHX43K1DXxgdexdWQ7L+i2YdNQShnUjcczR+H/u/uQFX7YFyd2ZtTNXkcBZWxnx/Kh6JEq0aMA8RAR4mSTNIAiiTsRYaZgqo/YBrFBEDzHUcJvEzWRFwRoK1Fu3/UFmKCAtoY7MtG9IisZ29U/fAzAubNQnNMLGrfWKr5jE5gOJuRjma53GKxhInQYS9bAt15LBWRbElVWbGOCAOoUpCFRsUZjXzxDw7T/E0l5MR3H2CH1hNcGefqZQkEgs1plrRH5e+bEThhBPyeeQzVP/xstveIvjChjX6eUMC5U5HQCU5sGYvsQa+Ivmjr0w637xUg+1Y2aupq4OtluWdpa4CJscSUd596sSMMEwJC2E38oFvs8vg8uCW6aQru6uNsHnIEgjZ0z697b/NSMTpjKp3ym+X4avRX8PD1wISlExDeKRzNsmZc/fsq/njpD7y07SWd3zSs5zAUlhXi3PVzqJPV4oGtk7Bj5mGEeoWz2i71An3XX5uxevVqtGnTBs89/yLGTpqGzIvnsObnFdi3bx8efvhhzXfYSmcxbeYD2L1jG557cj627vob/P88Wpc89wS6duuBhxc8YfU5tHnimefx4CMLNf8fPbQf5sx7FA/Me9TsYx3K34cndj+AamkVAMDPyw+PTXwMEcH0edrZpLasFlV3qjBr+Sz4hfvh7+V/Y9WDq/De1fcg9rIuRRgTmoupPdCbi5sBy/RCDWw4dBiL9DDVf9jDMCoN8MLZZ4bi3JODITmQheQVh9Hubja8S2rgdacSdZEBrAtCp59Lg19uGYY9twH3ogKRFxhNuV9rc/igMvZzYYyxd5Q5YPrZcpQopf080rVRFC+CLLsl1bB2Wx1xLc2BjfY5+pnV7jfl+K+WEU+I8Igoyv2pRA1zbQ/Siffj3jsfwOed19EcE4uGOQ9ClH4Ynd58Gflvv4vz508ZfOfCmRNWOW460mnTGhyZ+aO+xrD2mXp7fPcBBpEv+hgTckhkDMEauDUSEAgETiDr0xfV3/4I/0fnQh4bh9CX32DszUCVxowJlqYicSTGBCd75z61Bj6PjykJM/HVqU+gVCpx9tpZDO4+2NHN4jRMjCXGvPtE8SJ49G9JwSGSiOwmfpgysLiKhxyBoA0bz7WzptL5Y8kfAIDFBxbrGMrDE8ORHJuM2o21AIBjx47hQvYFVJZWwsPfA16xXqgbUIfbKMCsLWMxV74AH7/1Fr7/eS3eevUFFN65jd6p/bHsm5UIDbNMpOkzYAiWLH4Wkpj2WLd5B8IjVYYTD3d33M67hj59+mj23b9/P376+RfcvVuCNm3CMGXaTDz/8hsQiSzzkv502bcYnNoNP3yzDE888zw2rF2NUyeO4e9jZ1FdXYU3X34e+/fshLRJir79B+H9T/4P7f+rn6efBg0AVnz7FVZ+txynLl03OJeXtze8vL01/+fzBfD29kGbUNVCPivzEp6c/yDOnDoBDw9PjJkwGUs/+J/mO+o0a4qoZuxfuwtoBtAZCJsThscmP4YAnwAsTV6K+x6/D4OfGAwAKLlWgvXPrcet87cQ1C4IUz6egu+mfIdHfnsEXcd21bSlPL8cW1/fioIzBQhpH4Jpn09DTO8YXE+/jnVPrwMALApcBAAY+dJIjH5lNOb+MFfz/b7z+uLYL8fQUNVgFyFGECYADH16VNsdjLFID1mOjFH/YS/DrVLAR97IJOSNTELQpdvo+vMx1If66hQipzMumw2Ph0OfT4PfzXKMm/sTfv/9GdTD8LfLbsrgluhm6U9ySvSN/Zak9LLFs2LPKHP1+fTHaFGCCKIoEWcEDLp5hEd/D8iT6e8D02vpKEHDmntt73kRXW0wTb+5UwHUAR4iT6PH0RY1LLU91D23BILcG/Bd9ASao9tBKRJBdO4M+vsFgt9nAM5mpBv9vrM5blqDo0QkT98Ao9u1I18AGKQgMybkECGGYA2OH9EIBAInabx/Bu7l5cLn/bfR3D4WqdNmMfJmoEtjZgo//0CrCtzZG1OCkz1zn7LB1MQ5+OrUJwCA01dPEyGGAaaMJcZEFFm2DPJkueY7wjAhu0YPIzAxSHPdg49AsARrnmtnTaVTV1mHqwevYswbYwyM5PJiOfjXWvopHo+HUYNHIfKBSFTVVWHjCxsh/1cO6Qgpssou44fcL9HQUI/vl3+B5T/8Aj6Pj6cfm4elb76Mb1eutqh9ly+ex42ca/j2x9UaEQagTmfRLiYOL7/1IcLCwpF15TKWPPcEvH188NRzSyw6d3BwCP637Fs8OX8uOnXuirdfW4L3Pv4ckW2j8NCsKcjNzcEv6/6Ej48P3n/ndTwwbSL+zbhgsfBDR31dHWbdPw4pvfpg99/HUFZaiheefRyvvfgcvvxuFQBArpDj4KE9kCfJgHkAKgDeZh76zeiHAB9DQ4OiWYFVc1chIDIAi/cvhrRWiq1vbKU8/873d2LiexMR0j4EO9/fidULVuONM28gpncMJn84Gbs/2o3XTr4GAIbPkFSOHe/uQPzgePhH+rN5WWgRJ4khvaSbnowfyrcqLRlb0DlgyPJlZvUf9jaCl3dpi0P/N93AqCqKF0EUbb4hnMqgrBAJsPOXhzF95DJMeXoVfn55IWqKdEUX/bkRwTjO6hxABxfSA1raRmvfWWe8l/aeF+nXBms82wi/uX6az4VhQsj4qnWUh9C4EKPGKtsDj4eaz5dDcLMA/nOno3zXQSg9POCW/i+ip84wKcQAzuW46Yz4B4cZTUGmDV0tGSroBB6Cqn44wTRklkMguAj5pXWQhHixesy6F16B8EYOfJ9cgPxmGXj3paFjYhej37FEgFBH11zLukT5ORcnKcYEJ3vmPmWLDoEJ6BbaE+dLTuN26W0UlhXaLc2JM2Ns4UUleGijnYKjIb1BR4TRj5hhG/VCUpavOqc677bBwpU4+xBcDEufa3sU0bYFZbllUCqVCO0QavCZ/m/q27cvAMDT0xNtUtpg3BvjsOH5DfCe6I3ahloUVOcCMuDtTz5Fp3jVXOCRBU/i/z79wOL25eXmAADiOhjWFzGWziKqnQRP5FzD1s0bLRZiAGD0uIkYP2kqZt8/DsNHjcX02Q8i98Z17N29A3/t/Re9+qiuyTcrf0VKUnvs2bkN4ydNtfh8VPz5x3pIGxux/Puf4emlmsd9+L9leHDmZLyx9EOU8kqwP28n5G4yYAwAPjBy7EgU1xcj72geBj0yyOCY2YeyUZZXhqf/ehq+oapUo2PfGIvvpnxnsO/Qp4ciaYQqp9foV0bj434foyy3DKEdQ+Hu6w7woDmGNs3yZqycvRJNdU14bONjLF4R0/jO9KX1jHYk5kaxcqn/oDKqyrJlECezFzko9ffEtg0LMWPEMkz75nf8MuEBNAt1j82la8JlnNU5wBS2Tg/IBmzPj531XtpzXkRVG0xZqcS9rffgM8lHs61Jpqrj4y5kdr8tqYOrhl94B4Lbt1D18+8IHD0YAXOmoal7CtzSDyP0mecNnEmocDbHTX2cIZ28tSnImAo5BII5cLdnJzgVxwor0C/CuQcSAgU8HvZNm46ux4+g4+Jn8OP8+YgeMdZouC6VF6s+g4aNQe29GgBAtCRWM3CbW4vGkdC1adCwMUjs3M2+jWGJaYkP4HyJKs3KqaxTmDhwooNb5Px4DPAAP4CPhoMNBp+pDTZ0xg9be4Vqp0mRnpSC34avs8hhsnB1dF5oAsHWqJ9xaTa1oMr12klKpZL2M/2237hxA+np6Sj/thzSeikUcgVkjTIsGrkIP+z+AQ1oAETAK+efxup2W+HvHoA2oWEoK73LSvuoFvTa6Sy2/bkRq374Bvl5uairq0WzXA5vH+vrmS1+6TVsWr8Gi15URX1cz74KoVCIHj17a/YJDAxCXFxHXM++avX59LmefRWdOnfViDAA0KtPPygUCny953Osrv4ejdJGoA0gFosxe/hsJMcl48+tf6Ioq4jymHdz7iIgMkBHQGnXox3lvhFJLU4XvmGq/WvLahHa0VC80+bSjkvIy8jDO5ffUQk2NoJunBEnia2uCcM2dBGn9kw/ailsGFWZGJRrJMHYvuZR3D/hG0xQbsOWKVMAHk+zP5euCZcxFn3lrPMxNuaUthY1bDHvdVZHD7p3Vamgn3cAll1D2tpgN5shL25ZL6mFGC83Zs6p1tge3DdvgO+br0CWkIjGKdPh+cM3EMiawK+uBpqbDZxJ8nKyHVa03hY4Uzp5/RRk+lhbS4ZAMBfnHKUJBIJdKCm6g/MXz+Dq9Ol4dNUqzP79d6zy8DAZrqs98bhVkIucqy3JvLv17EsrVFCJOFydpNC11VlFGACYFD8D7xx+ETKFDKezT2Ncv3EQCByfc93ZESeJVYZcmlRgjliAUS1U9T3NTC1cnTGNAoFgDvrPuD6iBG57qwJASGwIeDweSq6XGHymbTSurKzE77//jtSxqZj41ER4Bngi90Qu1j+7Hm382uCJSU9g+ZnlkPFlOFV0HPf/MQy/T94BHo9nVOwxhbrmyp7tf8LXu6X/0F/Qnz55Ak8tmIclr76FwWkj4Ovri62bN+KHr5dZfG41QsF/qWXMGO/4fL7B75bLZTR7m09ZvUrcWnF2GSBRbXP3cMcLs15AiH+IagMPUCjoa5ExhS/SMqb9Zw9nctzq4mp4BXnB059ZChhLcMZxhi51Eddrr5mqH8cEpvOZ4t4x2PfdHIx59FdUBAbi3yFDAABCCXeuB9ehuy/Sk1JADs6/J/qw9a5bO6c2JhLYqj9i491zBHSR/w0HG6CoVFBeG0uvIV1tMKBFfGxWNEPWrBqH3ZS2j5Ksf3ox5Mk94LnyW3h//B6U7h7gV1aAp1BAePE85N1TdJxJQsMjaaN8nSGyRBtnSifPBLpUY+q5kCkhh0AwFzLbIRAItKjDdRs9PfH7nDmYv3IlZmzYgFvjppgcZNUTj46JXdA5uSfjyYWxVCRcw5nayoRAjyAMbz8Wu3K24l79PWQVZKFz+86ObpZLYCzvtSMWYHQLVcr9KOaddB6H/ABu5OknEKyF6hnXRxTFbq0QW+AV4IX4ofFI/zEdgxYOMqjxoeyihHecN278eQPgAff/dD/4fFXfc37rec1+0aHRSOuRhj079gAArpRdwrj1g/CY53NWta9z125oH9sB69auxoIFCzTnVi/o3T284Ofvj9MZx9E2qh0WLXlV8907t25adW46OsQnQC6X4+zpk5rUZBUV5cjJuYaOCYkAgKDgENy9WwKlUgnef978ly9dsPh8G39fjfq6Onh4emLH9c14/rvHVaJIsGqfNoFtECIOaRFhTNAmrg0q71Ti3t178GmjStty85z510voJqT1bu5xfw90GNTB7GMyRZopdcp0PQB16iKu115jUj/OFObMZ65P7o5jeWUY/P5OVHcMwfnIzpDny1GbX+twwc0Zon2Npb91lvdEDZtRLNbMqY2JBLaMtGHj3XMUdJH/VNfGmmsoThKj4XgDUE+/T/Xhas3fteVVOHHkb5MRGmdo6rgwSovO46Fp0GA0DRoM/q2b8PxlJTxXfAvevXvw/PVH1HRPMfgKVdF6ayJLHCXgWJPSjYtQ1ZIBgMyMA6i7p4qKIRDYhNsyO4FAcCjaYbmVgYFYP3Mm2t6+jaTPPwXM8IBVCzJMB2Zz93ckztRWJszsNE/z94lM43ltCeYhDBPCLdHNYLGhXoBpY+sFGFORh24/OiGn4WADGtIN07ARCM6Gun6SMbjurapm6v+mQqlQ4othX+DCXxdQeqMUxdnF+PeHf7FsxDIIw4QIGxSGZnkzjqw4grL8MpzacApHfz6qc5wA3wCIRWJNcfjb9wrwwdHXrGobj8fDS6++gfLycvz888+4du0aKioqUFxcjK+X/Q8Pzb4fABATG4c7t29i6+YNyM+7gR+//xq7d2yz6tx0tI/tgJFjxmPJc48j4/hRZF66gKcXPoTw8EiMHDMBANB3wCCUl5Ximy8/Q37eDfy88jsc2r/XovNNmTYLYnd3LFwwC1O/G4GF38xG7dYaoCvgHeKNBeMXoF1YO/D4PNMH+4/4IfEIjgnG2ifXojCzELkncrHzg50AgOY7qlQuTAiMCoS0Vopr/15DbXktmuqbNJ+d33oeW17bYt6PZUhDegNlSk+AuSMBF6GbB3AFjwEe8J7uDc/hnvCe7m12rTpz5zOnFg/D5Uk9MfanLYguKNBsl56VMn5G2aYhvQG1G2tRv78etRtrOT2n8RjgAXFvaucXZ3pPjEaxmImxZ1BeLEdTVhPls0UnEqj3ZbONVFj77jkSurFJ/9pYew29x3lTbhdJRJAXy1FzsUazTQwxLpw5gZKiO7THKym6g1v5Nyg/MzctuiIqGrVvvoe71++g5s33UPv0Ys05rmVdom0HXWSJsXarOXHkb2zd8CsO7d2OrRt+xYkjf5s8H1s4Uzp5psR3H4CkPsMMtudfOYOqsmIHtIjgyjjHCpJAIDAiv7SO1eOp02+pudWuHc4//yICt/0Jr88+svr49posEJgzRDIS4d4qUelK/hVU11ab+AbBUrQXhPZegFEtVPmhulMCY8YTYwZoRxpQCAR74SzeqgAQLAnGC4deQNzAOGx9cys+7v8xvpvyHa4fvo5pn08DAER2jsSk9yfh4FcH8Un/T3Bm0xmMe2ucwbF4PB4WTV+EtiFtAQCNskYAwOcn3oNCaZlBKrX/ICxcuBCBgYHYvn07vvnmG6xbtw63b9/Gux99BgAYOWY8Fj75LF57cRGGDeyF0yePa2q62IJl3/6Irsk98OCMSRg3YhCUSiXWbNoGkUgVBdUxPhEffb4cP//4PdIG9MS5M6fw+DOLLTqX2F2MWR89hH+u7sext/4FNgKIAZKeTsIrc15BUoz5hVD4Aj4e/e1RSOuk+Dztc6x/bj3uG30fAKD5cjNqN9ZCesp4xBcAxPSJQb+H++HXR3/FGx3ewMGvDmo+qy2vRVlemdltM4WpaDRnEUCdFWvFIrPmMzwe9i6agltRUZixfj0Cy8s1HzlCSDBljOciIgl1ZKYzvSdsR4ZTPYP6AlvdXt01symRwB7R61wXaulgem2svYbGRDZFpQKNaNRsd4eqbhld5Iaxz6JjYi13sHR3R/0LL0MR15FSKGHaBmPtBugFHFPnYwt9GxHA3XTyaqrKilGYm2VUVFFHZetDV0OGQLAUntKaxM6thJqaGvj5+eGDXefh7uXj6OZwln4RzquAuxKSEGbF6ZigDndtbm6GQCDQhL16ffoBfD5cioLPvkRB/wEWhcM6U4G31sYnx97GspMqoW1M3zEY0WuEg1vkelibZ5qttBn6xzHnuMbqZ3gO94RbopvF7SIQHI28WI7ajbUG28W9VYW3nc1QwjZSmRTrDqzD+evnNdvuix6OZSNWIsw7gv6LNOjPCbr17Is+A4Y4Xd50c8m4cxRv/LMYl0vPa7Z5e3hj6uCpSI5L1qQ9sxZ5sRxXPruCn376Cc8++ywCA1Vzdu/p3px7lpuymlC/nzr/jDhF7FSe4gTTyIvlkP9aikdWrQJfocCq+fPR4OnpkGeT7tnj+pzGYE7phO+JLX8D3XguihfBa6SX0X20n0NXuM62gum1YeMaUq1V5MVyXN54Gb/gFwBAP/TDCIzApBnzaOcOJUV3sHXDrwbbjX2HKUyPbWkbrmVdwqG92022g43fYgyuz9HUTsrZ59J10o5JOqVQphurKitGxt4NBtv7jJwBQCXIePoGkHoxRjhWaFxEdGUa6+7h9THdUF1dDV9fX6P7cmvmTXBqjhVWEDHGhaASSjomdgEA1L34GkrT/0H0y8/j4Lx5uBUdbXY+U1cq8OZqzE56GF+e/BhKKHEi8wSG9RwGPs95POvYwJb5wa3NM20qhzXV4oTut+jnsafKa08HXV5owLk8Mc1BXizXpKwixnjXhi5nu0cqMboAgFgkxrxR89A2pC12HtsJJZT49+Z+DF3TA5+mfYNxHe4363hUNddc2WGjoDoXHx99C1uvbdTZ3juxNyYOnAgvd+udai7uuAixlxjBscEo/qcY27dvR1RUlEaEAZgXsLYndOOHR5oHqUHmggjDhJD198fvDbMx/8cfMWP9emxctsAh46uzFk3nev0hJtjyN9BFu8iyZZAnyyEMEzKq0+IK1xmwzRpHvSZoLm4Gz4MHQYAA8mK5wfHZuIZUaxVhmBDy9nIgV/V/d7ibjNBQR3XoO4GYskUwER+Y1lCxtA1MU4DZumYLVc0brlFVVmxQ+yX/yhmERsUZCCpUtWJiOqWg5FYOIyGHQGCKc44eBALBppgSSg7u/Qt5gwbigYJ8zFi/HqvmzzdLSHG1Am+uRpSfBIPbjcChgr2oqKlA9s1sJLZLdHSz7Ia10SqmMJr+wIRBzJiII8uRGbRb/bn2NjZ/izhJDEWlwikLjJqL/nMhPSl1eEFhgm1xFaOLreDxeBjWcxii2kRh7f61qKmrQWVjBRbsnIUpCbOwdNBnCPZkVlwe0F3Qu6rDRll9KZad/AirL/4AmaKlDlFEcATuv+9+xEbGsnauxtpGbF+6HZW3K+Hl7wVJhAQjR47U2YeLBmY6gygRYVwXjwEekMdFY2unhzDj2RUYt34b9t03B2ApIowpVM+eUOIc/b45jjRcxVa/wVg/pz33ZjLmO/t1ttUahy5Knur4trqG8pgWIaZfShr6DBhi8jtUTiDGYOogYk4NFXPbAFALOEzP11pQR8PcuJRB+Xl9TSVlZEt89wEIjYrTRL8AMIiSoRNyCASmOMfMgkAg2BVT+UpzrmYCQiE2zpiBR3/8EbPXrsWq+fMZCymuWODN1Xigy6M4VKAqPHzs0rFWI8RYG63CBGs8Lmm9+vJllO3Wh+3fArQOYzVdzQJbXE8Ct3B2o4s9iI+Ox8uzX8bGQxtxIecCAODPq+twMG83Xun3LkYEj0FtTbVZqSts5bBhjzQaVOcorSvB92e/wC8Xf0C9rKU2gZe7F8b0HYO+SX1pc5NbSu+ZvdF7Zm/N/6lSwnC172oN4wpBF2GYEGXTO2K/YDZGL1iNqvbBOPnSKLu2QV4shyBIAI80D8hyZJAXyCHPl6M2v5Y4XjgxwjAhRPEiyLJlBp/pz71decy31RrHWF0ve86T6xtb0gq2C2vP+HtMozrMcRAxN9LFksgSfQEnLyfb7MgaV6eqrBhlhfmUn6lFFir8g8M0IkthbhblPnRCDoHABDKrJRBcjPzSOqvrxBgTSrSNIw2envh9zhw8+uOPmL5hA+7NfoTR8S0NwyXYj+ExYxHqFY6SuiJk5mWiqrYK/t7+jm6WzbEmWoUpTNIf0MGG97ItUtG48sIVMF40mIupfQgqbJlikKCLl4cXHhr9EE5fPY0/D/+JBmkDqqVVePXQs1iGDzAMwxCHOHRL6csovRhbDhvaooi+kcIWqc70vWXDO0twSngGay7/iEZ5SxpHkVCEwd0HI61HGtzF7qy2gQ5nEzdsMa6QPoH7XLu/B/zyytDvw12obh+C7Kkpdjmvsbp3AHG8cHa8RnqhDnU6YgyXxWhbYKs1jrE5MhvHZ0ptQ0uNnwD3INaPb66DiCWRLuaiLeCEhkfa/HzORn1NJeX24AgJYxGFTrAxJuQQCKZoPSMPgUBgjDlCSUVQEDbMnIkHf/sN0k8+QM03KxmlErDH5IRgOSKBCHM6P4L/y/gACqUCxy8fx+jU0Y5uls2xR35wbY9LHp9nlkGITsQRSUSQnqQ3IGjDxVQ0XMfYNSPXk5vYOsWgM2OrWkc8Hg+9EnshoV0C/jr6F05lnQIAlKAEa7EWEkhw+8xtRunF2HDY0BdF9GE71ZnaW1YJJW7jNo7jOLIuZ0EJpWYfoUCI1E6pGN5rOPy8/Vg5rzm4umhuDNInOA+nXhgO/7xSDHv6d9xrG4DCVObe7ZZgzKNfG+J44dx4jfSCPLn1irG2WuOY+r695snaQow5aVGZYomDiL1rqDiqZos9oo0tgU4sie3Sh/Ex6OrGkGgYgjW0rtGHQCAwhk4ooTKOiEeOxb2+98F/4UNojo1D3QuvMDqHMxR4a83M6fwovjz5MZqVzTh++TiG9xoOocC1hw1rolWYQGUIckt0M+sYdF7NVO2GEk6TiobLUD0XALmeXMUeKQadFXvUOvLx9MGc4XOQXJGMnSU7UYQiAEA+8rEKq3Bm33m8MOhNDJWMAp9Hb6CxxmGDKoUIFValOmtqUjmeiEQAgNulBTiJkziDMyhBic6uIqEI/Tr3w9AeQ60WYEhUh/mQPsHJ4PFw8IsZ8LlViXEPrMKGfYtQ3Z59w6oaUx79aojjhfPTmsVoW61x6ObIbB2fKdpCTJBHG9aPb6uMHqZEDK6KHGqY1s1xBGyJKPp1Y4gIQ7AWMvMksMqxwgr0iyB1PuxBVVmxzQcDOqGEyjjSCOBe7g34vPcWmmPao3HKdJu0iWA/InzaYnTcROy4/idq6mtwIecCUuLtkyLCkdgqfQubhiCqhSRdu50pFQ2XUV9fW0QSENjFHikGuYI5Rnl71jqSF8vRtqQtFmABruAKDuIgKqFKEXG+8gzmbpuEuIB4zO2yAFMT5yDQgzqNiKUOG3QpRPSxpjad9/8+hHjLJvy54g2sK96BPTf+ghS619cLXhiQNAAD+w6Et6e3xedSQ6I6LKM19QmugsJNiJ2/PowZI5dh4swV2LB3EaQB1qVepoOJwEIcLwiugK3WONrHVSqUZkf8s8G9+nsAAD6PjwB31djOtojBdkYPUyIGl0UOwLy6OY6CLRFFu24MgWAtZDZBIDgh2efSdZR9SacUxHcfoPm/dp0YW3lRUBlH6l5+A8LcG/B74lE0R0ZB1qcva+cjOIZHkp/Cjut/AgAOnz/cKoQYwDYec/aqP6N/rNbs/cc2wjAhMcQ4AfZIMcgFzDXK27PWkfpcfPDRGZ2RiEScx3kcFx5HmbwMAJBTmY23Dy/Bh0dfx5i4SZgcPxODoodBLBRbfX4mApRnA64AAQAASURBVIulnqwN8gYcuXkQZ6Ky8GZRDsIenofdc4Emra4hEpFIQQp6du8J34G+Zp+DCmvE/NYeRdNa+gRXQxrghW0bHsOM4V9g3IM/YcvmJ6BwY//5pU37GkscWQiuh63WBY5eb9TU1QAAQjxDIeALbCZisJXRw5SI4Qwih7l1cxwFEVEIXIPMKAgEJ6OqrFhHhAGA/CtnEBoVZzDA2N2LgsdD9fIfILh1EwGz70f5wXQ0S+jzOnM91JYApEYOQFJwV2SWXURBSQEKigvQLqydo5vllLBhCGrtxjQCgQm2TjHIBSwxytuz1pH+8QQQIAUpGDh5ILLrs3Ho3CHkFuYCAKTNUmzJ3oAt2Rvg4+aL4e3HYqhkJO6LHoZgT8vSi9ClEJHEdjR73qFQKnCt/Ar+vXkQR27+jWO3/0WDvB4AcGoG8PevwMq/gCdneaJHfAp6hfVCmDKM9X7aUjGfRNG0jj7BVamOCcaONY9i8qRvkLZoA/Z/Mxvg8ZDy5QHcui8ed7tFsXIe2kgBYrsjEKzCHmsXhVKBew2qiJgQz1CXEDGcQeSwpG6OKYh9yHk5VsgsGp1AhBgCwemor6mk3a4txDhsAiIWo3LtJgQNH4iA6RNRvu8wlP6GhdK4HmpLUMHj8fBo96fx/P6FAIB/z/+LB0c96OBWOSfWGoKIMY1AYI6t0m9wBUuM8vasdUTX37mFu6ELuqBLbBcUVxTj+OXjOHX1FOobVcLGvaYa/Hl1Hf68ug4A0DmkG/pE9kdKWB/0DE9FW9924PF4jNpgrNadMUrrSpBZdhEXSs7gdNEJnCk6gcpG6sXlmVg3vPNEBD7+Oh+xYwbh9OBRjNpmCZaI+aQ2Sguu3ie4MoWp7XHg69kYtfA3VLUPwaklI9Bh63kEXivB/m/msHYeR3v0Ewiuhr3WLnUNdVAoVPOiUK9wlxAxbCFysA3bdXOIfYjQWiAzUALByfD0NRQ1qLY7cgKiDAxC5cZtCBo2EP5zZ6By8w7A7b+C5EolSooLOe+lQmhhUvwMvJ/+GioaynA+5zwm3JsAfx9/RzfLIhwdUWKpIYgY0wgE83Flo5qlEXb2rHVkqr8LCwzD5EGTMb7/eGTfzMa5a+dwOe8yGpsaNftcLj2Py6XnsQrfAAB83fwQH5yExKDOkPi3R5RvO7T1aYdgzzYI9AiGp8hT5xz6KUSUSiUa5PUobyhDSW0RiusKcbumALlVOcirysG18izcrS82+rt8PX2RKElE19iu6BDVAW5CNxzz3Yf+H+7CvfYhyJ5qmxSeloj5pDaKLq7cJzgrTOdl2VNT4JdXhn4f7kJ1TBDu9ItF3I6LdmwpgUAwB3uuXapqqzR/h3lHuISIwbbIYS5MI1PYqpvjDFFMBAJbEOsNgeBk+AeHQdIpRSc9WUynFIO0ZPXw1P8qAPtNQJpjO6ByzSYEThoF38VPoebrFeAXFSJ4QE/cXPkz5Xe45KVCaMFD6IEHuyzAspMfQaFQ4MjFIxjff7yjm2U2XIkoscQQRIxpBAJBG2si7OxZ64hJfycUCJEUk4SkmCTIm+XIK8zD1ZtXcbXgKu6U3dHZt6apGqcKj+FU4THKY7kL3OEh8oK70B1igTsAQK6QQ6FsRr2sDveaatCsbDbrN3i5eyEmPAYdojqgY1RHhAWGGUTlnHphOPzzSjHs6d9xr20AClPp07Jag7liPqmNQuAy5szLeM0KnFwyAn55ZRj+9DqceHkUfG9VwudmOe5FB2n2c7TDDYFAUEG3dmnMaIT3RG9Wz1VdW635O8I70uEiBlNMiRhsiRzmUFJ0B2cy0nEr/4Zmm6nIFDbq5jhDFBOBwBZkdkJgnWOFFegXwR1vA1ckvvsAhEbFob6mEp6+AZTFx/yDwygnIABwLeuSzQfzkqI7qA70R7v3P0G7l59HiY83auc/gZDqKkRcvAhQZBbhkpcKQZeHkh/HN6c/g0whw7HLxzC813C4u7k7ulmM4VpEibmGAmJMIxAI+rhiqiWhQIgOUR3QIaoDxvcfj/rGehQUFyA3Jxc3S26ipKEEVfVVtN9vbG5EY3Mj7eem8HL3QkRwBCKCIxAZEomY8BgE+wWbTofG4+HgFzPge7MC4x5YhQ37FqG6fYjF7TCGMXFLf2whtVEIXMWceZmgUYbH4l5HaZdIXJrXD7755eix/G8oeUDb9BxkzVYJMfrCjrCdEO593MnzTqCFCHe2g26NIi+QQ14sN+t6m7pPlfdaUreH+7QF4BgRwxJMiRhsiBxM0U8NpsYekSl0dqDm5ma72K4IBHtCRhsCwUnxDw6jFGC00Z+A5OVkY+uGXzWf2yrvpv4gft9992Hw999gU1kJIuM6IOjSBSQ//CjnvVQILYR6hWNKwixsuLIaDdIGnMg8gcHdBzu6WYzhUkSJJZE5xJhGIBCocPVUS57unpDcliD8Sjj6oz8AQJmsRHXHalTcq0BFTQUq7lWgtr4WdY11qG+sh0wug0wug7xZDgDg8/ng8/gQCUVwd3OHh9gDnmJP+Hn7wdfLF/7e/gj2D0aIfwi83L3MbqO2gWjH6kcwY+QyTJy5Ahv2LoI0wPzjWQrd2OKKgh3B+TFnXtbsLsKunx9Cj28OYeSTa1Ef7A0eAIWAj3aHspE1uw+lsCMvkKO2oJbU1CNQUre3DrJsmeb/5DlhF2GYEMJ2QsgL5AafmbP+ohvbtMfeinst0RRtfaI1f9tTxDAHLhakp0oNpo2tI1OoophCQiNw+MAuzf+Z2q7yS+ts0kYCgS3ITJxAcHHUExBb5N2kmkRon8ejvh4xeXk41q8fAisqMHnLFmQmJaHT4X+QumqNU3ipEFp4ImUxNlxZDQD459w/GNh1IAQCgYNbxQyuRJRYE5lDjGkEgnGIZ6tpnO0aUfWZvAs8tI1vC0lHiWMapYW+IU/WQ4xt6xdixohlGDvvZ2z943Eo3Gx/nU2NLfYW7JztObM15HoYYu68LH94J+QP74TArCJ0/ekoOv2eAYFcgfa7LgGgF3YAUlOPYIh+3w2Q58QWuPdxR21BrcF2JusvebEcsnwZ5dimqFPo3L8y/zLN3219o8FluFqQni41mJrmZvPSulqCthNxZUU5zp/STUNLasYQXAUyyhAILkx+aR0kISpvTLbzbtJNIrTP0+buXdz/xx9ocnPDheRklLRpg/jsbIikUghyriG0AxlInYn4oCQMixmDA3m7UFVbhbPXzqJXYi9HN8upsDYyx9W93wkESzE30qw1Gka5UifLHLgUzagPnSGvPC4AO9Y8ismTvkHa4g3Y//VswFRqMyvh0nVyxufMlpDrQY2lkb4VieH4539TcezNsej9v70IuaiqI6VUKI1+j413oTWOG66IvFhu0Her4cLYYg1ce0Ytfc/1+0199O9feVU5AIAHHiK8oyi/w4UoFC4XpDeVIt5ezpeh4ZHIy8mmjc4hNWMIroDje2cCgWAzqsqKca2sHn7+gbSDq7FBly7i5Wb+DdpJhPbxCiQSfPncc+h5+jR6nD0Lr/p6yP4bxMX79qC+Q7y1P5FgZ55MeQEH8lQhwn+f/Rs9E3qazp3PAbhipKIzFJgyIBAIBHrMjTRrjYZRrtXJYgpXohn1MWXIK0xtjwNfz8aohb+hqn0ITr0wwqbt4cp1ctbnzFaQ62EcayJ9m3w9kP7eJACmjbaA9e9Caxw3XBVj0VO27jNtKZRw9Rk19z2n6jdNUYUqAKr6MGKh2OBzrkShsOkYy7awRJUaTBt71fI1lSKN1BQmuAJkBkiwCccKK9AvgnSSjiT7XDryr5zR/D85JdVgcDVWl4VqwgLAZO7QjolddM5T4++Pv4cNw7/33YekzEwMPXcefgX5cF+/BvVPPWfVbyTYn9TIAegZnorTRSdQVF6EK/lXkBST5OhmmYQrAgiPTy1a0W0nEAjGkRfL0ZTZRPkZldDaWg2jthSjbWlY4mp9LCaGvOypKfDLLUW/D3ahWhKEa/en2Kw9XLlOXHF64Aq2uB5c83i3FmsjfZkYba19F5x53HD08+Lo81NBJ7aIEmx7P20plHD9GTXnPTc2vgKq+yS72uII0YhG1KMeANDON8Zgfy5FoVjiGEuFrYQldWqwMxnpuJV/Q7PdnrV8b2qdVx9SU5jgKji+VyYQCKxTVVasI8IAqgnHpBnzGNVloZuwmEI9idDO76neVl1VAb8H5qMhPBLNe3dBERqmOZejw4QJzOHxeHiq5xI8vH0qAODA6QPoJOnE+agYrgggXPFaJhBcAVNe0FTvVWs1FNuq77HWsMTESMfF+lhMDXknXxwJ/7wyDH96He61DURRH0MjEVt4DPAAP4CP5uJmCMIEECe1eAXbyxhKxjhd2L4eXPV4Z4otnkO6Pl3cWwyBn4CVc5kaN7goNgCOf14cfX46qIRrUYIIXiO8bHZOWwslrjS3oesfxb3FEElU16vBs+XZqkSlZp9oP4nOd0qK7iD7ygXK47GV4kqdLQQAoiWxRo9JFXVirrhga2EpNDwSYybNcIiNRl9g0mbQsDFI7NzNLu0gEGwNd2YKBAKBNeprKim3n8lIx5hJM0wOpqaKtVGhP4kIDY80+L+appFjAHAnTJhgHiPaj0N8UCdkl19BXlEert++jo5RHR3dLKNwxTjEFa9lAsHZMeUFTfdecaUvsDe26HusNSyZY6TjWn0sxoY8Hg8Hl82Ez61KjHvgR2zctxjVMcE2aZPO9cxUGeA8BnjY1RhKxjhd6K4HADRlNZlluOe6x7spbPUc0oqiEvaui7FxQ/93CdsJ4d7H3eH3xNHPizRTyunn1d4Cv62FElea29D1mx6pLf2F9v2rr60Hjqu2x/jHafYxZtQH2ElxpX+OsxnpJu0Z+g6r5oocdHYatZ2HLfRtObbGWEqybj37EhGG4xwrNN9+2Jpx/ChIIBBYx9M3gHL7rfwbKCm6Y3JQNWdi0qPPAJPeH1RwKUyYYB58Hh/P9XoFT+55EACw7+Q+zgsxXDIOcdG7m0BwNuiMGm5JbnBLcqN9r4RhQojiRTr1PVqLoZjtvscaw5KjjYRswPR6NouF2Ln6EUwfuQwTZq7Axr2LIPX3ZLUtdNeTH8Cn3A4hu4ZqbcgYp4v+9ZDlyFC7sVbzOVNBwpk93tl+3/UjUGw9vzMmqOn/LnmBHLUFtQ6P/nDk82IsWpVLz6s9BX5bCyVcWuewAZNxRH3/Kk61GIDb/yfEmKozwkaKK7pzMLFnWCNy0NlpmNp5uAqdwNSjzwD06juI8jNzopEIBC7hnD0zgUAwin9wGIIjJCgrzDf4jEkYLl3YrFKpNNhGNzCags1idQT7M6HjNHx24l3kVuUg504Ocgtz0T6ivaObZRQuGYe45t3trJTfLMd73d7Dkn+XoG2XtjY7z/X06/hmwjf4MO9DePqxY0DlaioTZ4HOeGFMhAFUBiJtEUYUL4JHf8enSrEXlvY9VM8r3T1QKpQmvf3pjITqej/O8k4wvZ6NgV74a/1CTB/xBcbO+xlbNz0GhRt7v5HuejYXN1Nul56UQnpSajNjMRnjdFFfD2sECWf2eGdTFKCLrLH1/I7qHE1Z1PXJAMuEJjbnBY56XkxFqzrD88oG+vfSHkIJl9Y5bMB0HCmtKtX8LfGPNZqOLLFLN8R3SmbF1mAsg4gt7Rmh4ZGIksTq1HCxx3ltDZ3AFC2JpdxOF40UltDHJu0jENjEuXtnAqc5VliBfhHWh3wSLCO2Sx9KIYZptAtd2Kw1obRM2sFGmDDB9gj4AjzX+xU8t28+AGBvxl48MfkJB7fKNMQ45DysfWotTq07pfm/Z4AnortHY8LSCYhIinBgy6hZmrwUlbdUaSHdPN3QJq4Nhi0ahm6Tuhnsy9W86c6EJUYNKgORLFsGebLc6Q0WtoTueaW6B/xQPhoONhjsq49SoaQ8V1NmE5oymzj5TlhrJK2KDcGONY9i8uRvMfT5jTiwfBbAUn01OuOmIEwAZNJ/z9mikJwdawQJZ/Z4Z0sUMClk2Xh+p38OU+03R2hie17gqOfFWKF1Z3lerYXuXtpDKHHGdY61Y2tJZYnm7/IrRTh2fjftvmyJMIBxm4Wt7RkpfQZQCjF+/oGs13axV60Yc+rnGItGcg9uB/9gJ3sJCK0O1x8JCYRWin9wGCSdUpB/5Yxmm7lhuFRhs2zlC2WjWB3BsUxJmI3/y/gQBdW5yL6VjbyiPMSE264QMaH1kZCWgNlfzwYA1Nytwa4PdmHFzBV459I7jm0YDaNfHY2+D/ZF471GHPrmEH599Ff4hfshRqtAt9qQJJfLIRSqpmFcMYbKm+QQsuilb2vMNWo4c2ofNjHH6GHK8Kl9D5QKpY4Io7+vGmNpa4x9z5HU7a3TTWdnoZG0sG8sDnw1C6MeX4Pq9iE49fxwVtpHZ3QVJ4mhqFQYvd6t7fl3JKYECVPvpqM83q01lLIlCnCtD6f6XdowFZpslarREc8L3W/2SPOAOEls8/M7GlP30hmFEltirQCpVCpRWqmKiAn3jED2+fO0+7JtZ6CyZdjiPEzP3a1nX+TlZOtsi0tIQtqoiRafx971fJnWzzEWjVRfU0mEGALn4cbqhkAg2IT47gMQGhWH+ppKxEaHc07ksLZYHcGxCPlCPNf7FTy/fyEAYM+JPU4RFUNwHoRiIXxDfQEAvqG+GLZoGL4a8xVqy2rhHexN+Z2cozn46+2/cOfyHXgFeKHXzF4Y8/oYCIQCAIBcKse2t7fh3J/n0HivEVHdojD5g8mI7hGtOcaV/Vew5bUtqLpThXY926HXzF6M2iv2FsM31Be+ob6Y+r+pOLPpDC7vvYyYPjFYmrwUqQ+kouRcCS7/fRmJiYmYPHkyCgoKcPDgQRR+WAjvYG90GdcF494cB7GXymCRviod/3z3D6ruVMHd1x2xqbF4+NeHAQDnt53H3k/3oiyvDCIPEdp2bYtH1zwKsZcYy8cvR2TnSEz5aIqmfT8+8CM8/Dww55s5AKBpU2luKS7tvISu47tizjdzkHsiFzve3YFb52/BK9DLoE1cwhyjhrVGUFfA3MLSTAyf6ntAl6ZHe19TaWvovudI9EUYwDojafb0nvDPLUW/93eiShKE61N6sNJOOqOrerssXwbpScNr31pSBXEBY4IEU7HP3oZcY4ZS/T7TWB/KhijAxfRs6t/VmNEIeYFcs90cocmWApO9nxdjonBrgOm9bA3zDVOwIUDWNtSiXloPAIj0iALqDfdhMx2ZPmpbhiPqlOjbUQBg64ZfdfbJuaoKibVEjHFUPV8mTr/GIo7oaiUTCFyidfb6BEIrwj84DP7BYQgN8XJ0UyhhK8KG4BimJszBsoyPcLMmD9m3snHjzg3ERlLncuUaZBHkXEhrpTi98TSC2wfDM5C6TktVYRVWzFiB3rN6Y863c1ByvQQbFm2AUCzE6FdGAwD+evsvXNx+EbO/mY3AqEAcXH4Q30/9Hq+feR1eAV6ovF2Jnx78CQMeHYC+8/ri1vlb2PbmNrPbKxAKwBfy0dzUUqPh0NeHMOzxYRjQcQAAoKKiAmvWrMHQoUMx6/tZaOQ1YvPLm7H5pc2Y/c1s3Dx3E3++8ifmfD8HMb1jUF9ZjxvHVYu96uJqrF6wGhPemYAu47pAWitF7vFcgDrjEy2Hvj6EkS+OxKiXRgEAyvLK8P207zHmtTGYtXwWastqddrkzBgzgraGdHH6Ro8vvvgCqamp6FvQF+IeYrw64VU88tsj6Dq2q2YfcwyfTPY1lraG6fGMkfF7Bra8tgUf539Mu8/uj3fj0q5LeOnwSwBUaRAbqhswf818g33lxXIDEUaNNUbSjJdHwT+vDCOe+h332gaguLd50aR04xed0VXjiS2H3VMVEVqQF8shCBLAI80DPD5Pc//YFvvYwpihVJYj001L2IYPxd2W95uqD7VWFOBqejZhmBDeE70tnldyUWCyBlerVWIOTO5la5hvMEGWb/3YWlxerPm7Y2AnoNxwH1uJMGocacvQPve1rEuU++RczUTn5J5mt5HL9XyNRSORaBiCM9B6RkUCwcWpKitGfU0lPH0DyABEsBsigQjP93kdi/arDFg7j+/EM/c/Ax5Lee9tBVkEOQdX9l7BS1EqY2lTXRN8w3yxYN0C8PnUC92jPx2Ff6Q/7v/0fvB4PIR2DEVNcQ22L92OkS+NhKxBhqM/H8Xsb2aj0/BOAICZy2bi3X/eRcZvGRj67FAc/fkogiXBmPT+JABAaIdQFF0pwsEvDzJut7xJjkPfHEJjTSM6DOqg2d5hUAcMe3WY5vnbtm0bunbtisFPD4ZHqur5m/LxFCwftxzTPp+GytuVcPN0Q9KIJLj7uCMwKhBtu7YFANSU1EAhV6Dr+K4IjFJ5hkV0Mr92TodBHTDk6SGa/69/dj1SpqZg8BODAQAhsSE6bRK5i8w+B5egMhDZKi2Mo9EXGNa9sA7e9d4YMmSIwb50USrahs8tW7bgwoX/CuC+Y1i3iYmRlMpIVVlZiS+//BKPPfYYwsPDdb5HFdnFNlM+mgKlklrBNCYcWWUk5fFw4KtZ8LlVifEPrMKGfYtQIwlm9FVrxq/WbCB1NPr3TRQvgggiSMulNhH72IDu+Zflywz6DG0RBrBdH8rGM2wrRxxLhSauCkzW0FpTcJm6l6463zAXYylKzRlbiytahJhu0b3Qwbd9q017bixKxBLxhOv1fOmikfJL6xzcMgLBNK2ntyc4hGOFFegXwY3O2pXJPpeuUwtG0ikF8d0H6OyTX1oHCUejYpwRexWucwbuT5yN5ac/wY3K68gtzEX2zWwktEtwdLNocdQiSJopRXNxMwRhglaTosFa4gbEYdrn0wAADVUNSF+Vjh+m/4DnDzyvER+0KblWAklPiY4QGNMnBtJaKaoLq9FQ3YBmWbNOzRaBSIDoHtEovlasOUZ0SrTOcSW9JIzau33pduz6cBfkjXK4eblh3NvjkDQiSfN5VLcoAC2GpNL1pSi6UYRLM7W82JSqQublBeWIHxyPgKgAvNfjPSSmJSIhLQFdx3aFm6cbIjtHouN9HfFJ/0+QMDQBCUMSkDwxGZ7+1NFCdKjbpOZO5h0UZhbizB8tY4p2m8Lind+yom8g4lrdAVvBE/Mo03aYQv28CjOEiPeJx5yVqtR2VHWbTBlJKY1UXVT9oecIT3iGedpdIPDwpRcx6AxCogTrx4tmsRA7fnsEM0Yuw8QZK7Bx7yJITby/bIxfrdVA6kio7pssW0YrwKhxdESEteeX5cs4JXgA3HXEISKp62DsXnJxvmHvDAHGUpSaK0AWVRRp/u4YmIg+XfpzMu25PewGoeGRiEtI0qQj08YS8cQZ6vmSzCoEZ4WM8ASCk1NVVqwjwgBA/pUzCI2KsygyxhkEBke30d6F67iOkC/EktS38MTuuQBUUTHx0fGcjYpxxCKoZn1Ni7doJiC9JIXvTF/bnMyFcPNyQ0j7EM3/ZybPxCuSV3B89XGMfX2sA1tGzdBnhqL3rN4Qe4nh08bH4B1w83TT/C0ME6KpuQn9Hu6HQQsHGRwroG0AhG5CLPlnCXLSc5B9KBu7P9qNPZ/swfMHn4ennyee+PMJ5GXkIftQNg6vPIydH+zE4v2LEdQuSBU1pOfkr5AZPvvabQJUKeD6PUTfJlfE1dLC0MHz4EHobtnUXxgmBN+fDxFPZLJu0z35PWz7dBuuHroKPp+P9n3bY/JHkxEUHQTA0EilTt8nCBbALdGNugH/UV9Vjz9f/ROZezIhb5Ijtl8s7v/4foTEhtB+58CyA/jnu38ga5Ch28RuBvWl9COHlo9fjoikCIjEIpz47QT44CMlOUUTSSRKEKFWUosfR/+IW+dvIahdEKZ8PAXfTfnOILWbKRqDvLFt/UJMH7kMYx/6GVs3PgaFG/09csT4RdJ4Wo85KfnUsCH2WQudd79IIqKsN6SP9j5cEDxs4YhD9X5Y+s4QkdR1oLuXlsw3bNkHO0KYpOsPxb3FmuhwphSVtQgxCUEqxyeuGeftaTdQ14LRFmOsEU9IPV8CE44VUqexI9BDZtMEgpNTX1NJu91cIcYZBAZHt9FRheu4zoSO07D81Ke4UnYJt+7ewqXcS+gay9wYZS/kxXI0VzdTfmYro6s0U2qQskNxVwFpppRExpgLD+DxeJA1UHsRh3YMxYXtF6BUKjUiSF5GHsTeYvhF+MEzwBMCNwHyMvI0ETXNsmbcPHsT9z1+n+YYl3df1jlu/ul8Rs3zCvTSEY5MEZUchZLsEqPfEQgFiB8cj/jB8Rj50ki8GvMqrh++juTxyeDxeGif2h7tU9tj5EsjsbTrUlzccRFDnhoCryAv1JTUaI6jaFagKKsIcQPjrG6Tq+GKaWHoEEYL4T3dG40ZjTrbxSmqvkhRqUBTVhMjgw9V3aZmWTO+n/o9JL0keHbXs+AL+Nj/+X78MO0HvHTkJQj/Exl0jFQ3mbf/96d+R+mNUsz/fT7cfdyx/Z3t+GHGD3j1+KsQiAQG+5/bcg57PtmDqZ9ORUxqDE5vPI3DPxxGkCTI6HlOrTuFwU8OxuL9i5F3Kg/rnlqHDpM6IGFkAvghfHzZ70sERAZg8f7FkNZKsfWNrcx/hB5VcW2w47dHMWXytxj6wiYc+GomQOPIYG/RkKvRA86GufdHlCCC1whuRLHTeffr95n8UD4UJfSCk73TL1EZr9kWMqneDwDknWFIaxR5zZ1vsN0Ha19zwDAtqfSsFPwAvk4NK7ahjTSVmJf6VqlUoqhcJcRE+ETBz93f2qaxjiPsBmmjJqJzck/WxBOuCVvGIGnJCM5C6xjxCAQXxtOX2kOZarux9GTOIDDYoo3mRtdwuXCdI+Hz+Hi531LM+0uVx3/X8V1IikmCgG9oGHMUxvIR29Lo2lxMLfw0FzcDSZQfEf5DLpVrxIT6qnqk/5iOpromJI2ivnD9H+mPf7//F5tf3oyB8wfibs5d7P54NwY/ORh8Ph9iLzH6P9wff739Fzz9PRHQNgAHlx+ErEGG1LmpqmM83B+HvjmEbW9tQ+rcVNy+cBun1p2yye9Ley4NX4z4An+89AdS56ZC7ClGcXYxsv/JxtRPpyJzbybK8ssQ2y8Wnv6euLL/CpQKJdrEtUH+6XxcP3wd8UPi4RPig4LTBagtr0Vox1AAqtov297Yhsx9mQiWBOOfb/9BQ3WD1W1yVVpDWpg538zR/O090Rv81/lwi3eD93Rvze9tONqA+gpV/jIqg4+puk3ntpyDUqnEzK9masTQWV/PwqsxryInPQcJQ+nTVn456kvw+LoChKxBhsjOqrG19EYpLu++jOd2P6dJLzh3xVy80+UdXNp5Cd0mdTM45r/f/4vUB1I17/fY18fi2j/XIJMaTwkVkRSBUS+PAqCqk5T+Yzry8vPQOawzsg5koSyvDE//9bQmOmjsG2Px3ZTvjB7TGIX9YnHgyxkY+eTvqIoNwelFwyj3s6doSGoZsIPa8CmKFxlNReaR5mFT46c1UHn309XbUlQq0FzdTBkxY6/0S3TGazaFTLr3Q5/W9M6YI6y0ZpGX6XyD7T5Y/5rzw6if+4aDLXNFW90XYTsh5AXylvNYMI5V1VahsUnlVJIY1JnV9rGFo+wGziSe2BtSV5nABVx/RkBwOKROjG3xDw6DpFOKTnqymE4pZg8sbEwULE0ZxvR7bE9mLImu4XrhOkcyPGYseoan4nTRCRRXFONU1imkJqWycmxrvebo8hGLe6tSbNhygSwIEwCG6XpV2wlGuXrwKt5KfAsAIPYWI7RjKB76+SF0GNCBcn//CH8s3LAQf739Fz4d9Cm8AryQ+kAqRiwZodln/NvjoVQqseaJNZDWShHVLQqP//G4prZKQNsAPPLrI9jy+hYcWXkEUZ2jMPLRkdj04SbNMdjy4oxIisAz25/Bzvd3YvnY5VAqlQiWBKP75O4AAA8/D1zccRF7P9kLmVSGkPYheHDlgwhPDEdxdjFuHLuBf7//F433GhEQFYBJ701Cp+GdAACpc1JReLkQa59YC76Qj8FPDDYZDcOkTa5Mq0sLIwAEoQKNAVUfKoOPqbpNdy7fQVluGV6OflnnWPJGOcryy4w2Z96qeRohUc1vC3/T/F1yrQR8IR/terbTbPMK9EKbuDaaGk/6lFwrQb+H++lsk/SS4Hr6daNtiUiK0Pm/b6gv7pXeAwDczbmLgMgAjQgDAO16tIO1XJ3ZG/65Zej/7g5USYKRQyEsAfYTDblYy8DZ0Dd8iuJFEEWLILupWx9GnCJ2yghZ/T5T/X95sZxSiFEqlIwj7izFlPGaLSHTnHRzreGdMUdYcVWR15y5IZP5Bpt9MNU1VxSbfobZvi/6z4mwnRDufdwtOv6d0juavxODuSnEOMpuYIs07o5ODc8GTOoqEwj2wHlHOgKBoCG++wCERsVZpe5bO1GwNGWYOd9jczJjaXSNMxSucxQ8Hg9vDPgIkzap8ujvPrEbPTr2gJvIeM5/U7DhNUe3mBH4CWy+6BMnidFwrAHQDkbwhFMaXezJnG/m6HjwUxEUHYRlFct0tsX1j8PzB56n/Y7IXYT7P74f9398P+0+SSOTkDQySefZS3onCbxLPDSA+nl8+8LbRttK93l0j2g88ecTlJ+1T22PZ7Y/Q/lZWHwYHv/jcdrzCUQCTPtsGqZ9No3VNhFcE1k+tae+LF+m00eaqtskrZOibXJbzF0x1+BY+rVZ9PGP9DdIiSfyMC9VCVvwhXqewjxVGhRbc+LV0fDPK8PIJ9agNtIfxb0klPvZQzRsLbWTbIG8WA5ZvszA8CnLlkGcLIZXohfkya6blolK8OCH8u3iaW/KeE0nZKrvGQBGDjrmvAeu9s7oCw7STKlZwgrdeOPMghUbaxX968pmH2xJnSqd77JwX6jEIHmBHOhj2fFu3b2l+btrG246CznCbmCLNO6OTg3PBmzXVSYQrMG1Zn0EQivGPzjMqkEkNDwSIaHhKC1pKXoXEhrBaKJgjqih7U2h3o/J99RtZGsyY010DSlcR0+fyP4Y2X4c9ubuQHVdNf45/w9G9Bph+os0sOU150iDkrxYrivCAEC9arurGV9cCZJ2hEBggF7dpqiuUTi/5Tx8gn3g7uvO6qlCO4ZCIVeg4HSBJjVZXUUd7ubcRVg89fwntGMobp65id4ze2u2Ma35REebuDaovFOJe3fvwaeNDwDg5jkzCt0Yg8fD/uWz4HO7EuPn/IgN+xejpl0Qgq4UIvrvbJx7egg752GAs9ZOcnTdCWNpUIEWo6arR+BpCx5KhVJHhAFsN3Yyme/pX3v9eyY9KTVpSKd6P6hwhnfGHAzSW7XhG9RBVENlwDf2fjirYGXJWkW/n6ITctjqg2nrsphImWjsu+bCdpSldkRMF44KMYB97Qa2SuPO9fT1TCgtzKfdToQYgr1xnVkBgUBgBF2dmJKiOzoiDACUlhSipOiOyUGWqaih700RJYll9D1t2JrMWBtdQ3Kv0vPagA9wIG83mpXNOHj6IPom9YWPp49Fx2LqpW0KRxqUSHoX54SkHSG0JuiK5OpvN1W3KWVaCv7++m/8+MCPGP3qaPhH+KPiVgUu7riItGfS4B/pb3EbQ2JD0HlMZ2xYtAHTv5gOsbcY25duh1+4H7qM6UL5nUGPDcK6p9chqlsUomOjcWbTGRRnFSMoJsjidsQPiUdwTDDWPrkWE5ZOQOO9Ruz8YCcAaOriWIO0ioc/33oQcx7/GhNmrMDGvc+hzYXbGPj2X8ic2wdNfp5Wn4MpzlY7yZRXuq1FGro0qNo4q7HZEtSCR1NWE+Xnthg76eZ7ACjTotHdMyZCkbrujL7IBNgn9a29oUxvRSPCAIbPurH3Q5TgvNfK3Hk+VcpCfTFE/fyx1QfTvRce/T10ovNkOTKbrZXYdopTR8T4uvkh2i/G4nYxwdq0XPayG9iiJo2r1Mfl0UQ1020nEGyJc452BKeD1InhPtYMskxEDSpvilv5N8w6nho2JjMkxZjt6BiYiNmdH8Fvl1ZCKpNi78m9mDrY8UW+HWVQIuldnBN7pB1xtOc2gaCG6vmjMsCYqtvk5umGZ3Y8g+1Lt+OnB3+CtFYKv3A/dBzUEe4+1kfIzP56Nv589U+smLkCzbJmxPaNxWMbHoNARF1zq8eUHijPL8e217ZBLpUjMTERPbv1RG5hrsVt4Av4ePS3R7H+ufX4PO1zBLULwsR3J2LlrJUQiq17j9UGulrwsHbiLDz6yyqMfegXHPrfVPCUSkQez0XeKPvmwneWyA1TXun2KA5uSsB3tegIpth7HqQ/35PlyFC7sVbzufa9N3bPmAhFPD61+GqP1Lf2xhwHFapn3dj3RVGOSUPJBuY831T9FF1ECtvRc3TrIO3jC8OENlsrsekUV11Xjeq6agBA19Ae4PNst6ZiMy2Xreus2KImjavUxw2OjMGNyycptxMs51ghtQ2RYBzXmh0QCASLsWaQZSJq0Ak9UZJYHUHGnmIISTFmO5akvonNV39HvawOxy4dw8CuAxEaGGr6i3qIJCLKgq903tumsJdBSd/A7ozpXVo7tF61SrByL+1hFCS0bkzVWNKvEbSsYplRcZBJ3SZAVdh+zrem91NDVetJjX6NJE9/Tzzw3QO0x+ozuw/6zNZNON8vqR96vdDLYF91ekj930RVl2n+mvk6/w/tGIrndj+n+X/uCZWwo1/jxhz0DXTlQUHYcP90zF27BilfHkRN2wC0Tc+xuxDjLBjzSpfDPsXB6Qyy+tERrU2Ed8Q8SD3fMyXQGRODmAhFrcnZhulv8kjzoKyDaO215irmPN/miFm2uCZM1kG2XCux5RR3q6SlPkxymx5sNc8ANtNy6Qs6cQlJSBs1kZV2qrGFo6mzOK/ml9YZ/dw/OAySTik6dWJiOqWQtGQEh+D6Mz8CgWAAVXoyawdZU6IGnaCT0mcAUvoMcJgYQlKM2YY2XmF4qucS/O/4UiiUCmxL34aFExaafRxrFu+2MHQwOSadgd2Z0rsQVNDdN2vvJVu1jwgEtnGW6AemyIvlJr2NLeHijosQe4kRHBuMstwybHl1C2L6xCA4Jtjitmob6Ibt24euFy/iTM+e+OfJMUj7ajtKktsi8miOxcd3dYwZxO2VIpQ2/U9qi8jeWkV4R82D6O59Y0YjvCd609Z6YTrXbE3ONlS/lR/Kh6Kk5RqLU8SUIgzd99XfcfbrxfT5ZlqrxRWuCR1szDNulrTUZUsOTbGyRfSwlZaLStDJuZoJAKyLMbZwNHUV59XQqDgI+AIoeTyEREiICENwGK7ZuxMIBA23czJRXV4Mv6AwtI1Lot2vpOgOAoNDMGjYGAgEAosGWVOiho+vH+7VVGv+HxIartnfWQd0Aj2P91iMtZd/QuG9W7iSfwVZ+VlIlCSafRxLFu9sGzrkxXI0ZjRCXiA3ekyTBnYy37MpthDfqO6btfeS1A0iEOyDMe9ja7yNG2sbsX3pdlTeroRXoBc6Du6ISe9Nsvh4+u052bs3xE1N6Hf0KATpzSiPD0XohdtQ8gC36nq71omhg2tRHcIwoUHhcH6oqm1yyCm/YwuPc2NzltYuwjtiHkR3j+UFck1UnPqeqesSmlvbRRQn0lhV7FEXxpHvHtXzbU57rL3WXIZptAmTWi2uck1sRUFxgebv7mG9bXYettJy0Qk6OVcz0Tm5J+t2EFs4mjq782r2uXSdaBhFs5wIMQSHQXp4AsGFOb5nPWrKSwAAt3Mu41bOJfQdNdNgP6rcpx0TqQvfWoL+8dWUlhShpOiOUw/qBHo8RZ54o/8HeHLPgwCALUe2oGNURwgE1Ln8jWHO4p1tQ4e+qGPsmHRGv6ZMVaFasrCyHc7kZUxlGOpz/DjaHy3E3t/mQeFGnhMCgQ1ovY+tLAzde2Zv9J7JrvFH20BX4++PnePG4cgLY9Aj7xK6/pgOAOApgY6bz+LyIwNYPbe5cLG/lRfLDQqHK0oUGmO7PaMW6OYsRIS3P8IwIYTthDqONGq0r7swTMjOHFFu27keG++etUKO/vNtrsBm6bV2FZjUauEiXBHfFUoFbt5VRcS08QxDpE+Uzc7FVlouY8KNsxW9d0aqyop1RBgAyL9yBqFRcUSMITiE1jsCEuzOscIK9ItwrqJezsztnEyNCKOmprwEt3My0TYuSZOejM3cp1RQHV8bW08+bF0Uj2CcSfEz8POF73Cq6DjuVt5F+qV03NftPpuek01DB5WoY+yYdEa/pswmNGU2ccJY5Yo4m5exLMcwVVJpWgyGvXEAaYs3Yv/XswAedQFgAqG1Y8wYpP8ZlQFelCCC1wgv/cM6DO026xvo+GFCnMd9OL9wIGL2XUH/pdtxLyrQ4Hv27Oe42t+aGvu5kCK0NdUToYLJM8vmc60+lihORCnE0EbLMGyDvd8FNs7HRRG1NcJ10UWfur11uqnTHPjc3K28iwZpAwCge1gv8Gw8X2YjLVdoeCTiEpI06ci0cbai985IfU0l7XYixBAcAfesEwQCgRWqy4tpt2unKGMr9yltO2iOr8aWkw+qSJ/UgUNtdj6CITweD+8O/j+MXtcXALD7xG706NgDPp4+Njsn3cJadlMGt0Q3s45lqqim/rno8l+r4YKxyhWhu0+yfBnnrjWduHd3XBwO+M7CqMfXoCo2BKeeH+6A1hEI3MaYEZHuMy4Y4Omg/T36dgE+H3mjOiNvVGfj37MDXI3qYCJyONr42ZrqiejD5JnV30cUL4IoWmTRe6t/LP20dXTX3Zx3y97vgrXn46qISuA2+iIM4NjnJr8oX/N3r4i+djknG2m51LVgtMUYLha95zqWONl6+gaYtZ1AsDVkxCUQXBS/oDDczrlMuV3n/yzlPqVth5Hj2HLyYetIH+3zkIgb43QLTcHMTvOw/sqvaGxqxI5jOzBr2CybnU8YJjQoegkAsmwZ5MlysxYNxrxU6RbxaqOfOgpGH0cbq1wRuvskPSkF5LDaQMmmh64xQ0r29J7wzytDv/d3okoShOtTelh1LgLBlTBmRFT/TfWZJg0Ox/pdS42ijjamcjWqg84RQpbDLUHe3sIg1fhl72gqumcWwpYaIVT7yLJlmrmcOWIj1bEUdxXwSPMAj8+j/d3mvlv2fhesPZ+jRFSupLQiUGMqylR/PaXGUesZbSEmJTzV/g2wgrRRE9E5uSexHVgInZNtfmmd0e/5B4dB0ilFJz1ZTKcUEg1jJccKjTtcE+ghIyGB4KK0jUvCrZxLOunJ/IJCdaJh8kvrIGEp9ykdVLlVo2Pi0KN3f5tOPmwd6QOQiBtzeK3/+9iZswX3mmqQcSUDfZP6QhIusdn5RNGGQgxgfoQElWFHKBHCvbe70eOoP6MSYhxtrHJF6MQ3wHoDpSnvWHMNDKYMKRkvjYRfXhlGPPU77rUNQHHvGIvaTbAPxMBkP/SNiG1v3kSzUIjqyjjj3+HoOttSo6ijI1K4HNVB1b9y0ePfXsIg1fgFwO7RVHTPrPSkFNKTUoh7iCEIMl4/0Jz7SHc+Hp9nNDLa3HdLGCY0iLThh9puLLD23XOEiEpSoXEbU/fHWGYAR61ncotyAQAivghd2zifw5KzF713FMacbCH0N/n9+O4DEBoVh/qaSnj6BhARhuBQuDMjJbQKSJ0Y+9J31EzczslEdXkx/ILCdEQYbdjIfWoMWx+fCltH+tgr4sZVCPEKxUt938Gb/z4PAPjjnz/w/Iznwefb12vQkggJS71XuWysckXoxDfAcgOlKe9YSwwMJp8LHg8Hv5wJ31sVGP/AKmzYtwg1kmDzG0+wOc5oYGJLOHKEAKXfrydlZqL7uXPYMOpplCZEMPqOMez9myw1inIhIoWL6d4MiqZrwcU0lbaGNgpFD3sIVaaeTelZKTzSTPedTO+jrd4tebEcsnzVPEMkUUXiaYswAKAoUUBebF70tTlY8+7Ze17q6Og9gnGY3B+6d0KU4Jh7WFtfi7uVdwEAXdv0gKfI0+5tIDgGY062bsH+jI7hHxxGBBgCJyBuuQSCi9M2LglJfdJoRRg1oeGR6JjYxWYigq2PT3W+5BTdcGU2I32MTQYI1DyU/Dg6BXcBANwuvY1jl4/Z7FzqxSYV0rNSyIsNi7aaOp5bopvZiw6PAR7wnu4Nz+Ge8J7uDY/+3DbSOjPGDCyWGiiNecfSLWCZPFuiOBHEvcUQ9xZTPhfNYiF2/PYomnzdMXHGCoir6i1qP8F2WHP/HUVDegNqN9aifn89ajfWoiG9wWAfebEcTVlNRn8Hk+PYAv1+/e+0NFRGBWPy0z/BT1ln0OfTGRipfqMjfhPVOMXEKKqOADT2PSb30Zz96NrBD+Br+kNHQld7qzVjqsadpftagrE5mRoen2dyH2vOx/Tdovueuo9QR/HUbqxFY0Yj5XHscT0tmZMC9p2XGo0w+g8mfZA1/RSBHib3h+qdECWI4DXCy6Zto0MdDQMAvSP7O6QNBMdA50zb3Nxs55YQCNZDXBEIBIJVcLlGCpuROPq/09YRN66IkC/Eh0O+wqRNQwAAO47tQHJcMnw8fWxyPo8BHoDwvygYPeyZroaLtQlcEbr6ANZ4exrzjrU0PZCB17YclO1rDPTCtvULMX3kMox96Gds3fgYFG5k2sYVHJ0eylyYeL4yKZTtaA9nXW9wb+yY8xhmDP8C42evxB87noEoztuopzhVFJMoTuSw32SJd3tDeoNO9J8oXqRjTGUaqWVtRBeXIsJMGb7V0QutCXMcEOwRTaV+1mX5Msp5GT+AD7dEN6P7mHMfLY0cofoendAnL6AWBriegtZe81JTEUb6ReCp+hAm4xLBMphGjnEpAvLGnRuav/tEECGmNUGV7h4ADh/YBUmnFMR3H+CglhEI5sPtWQKBQLA5poqbGePEkb+xdcOvOLR3O7Zu+BUnjvzNYsvYgY1IHKrfaeuIG1elT2R/TE+cCwBobGrE1iNbbXo+ukU71xfJBMtQe3oaizYxB2PesZakPjE3iqIqrg12/PYoIo7nYugLmwCl0sxfQLAVXEgPZQ6mPF/pCmXrR4io0/LoQ7fdFmh7g9eF++Gv9QsQcKMUoxb+BlEIn9ZTnO79k16mjqSwtVe7GnMiS+juk/p7pvoYtWe5NFNqVUQX1yLCjL13rTUlKN34ZUmkCJtt8kj1MNoGJvuYQv2cA7AockQ/4sRYXyBsp3vs1vq8UWFsDqUvwgCGfQjTcYlgGeZEjlkThcUm129fBwDwwENq5ECHtoVgf1IHDsWgYWMMtudfOYOqsmIHtIhAsAwySyDYHVInxjWwd42UkqI7uJmv8oKJlsTaTfAw9jvVETfa7SKY5s2BH2Ff7g5USStxJvsMeif2Rnx0vE3y85M6La6JsWdFGCZk9f7SeQJa8mzRGauNRVEU9ovFgS9nYOSTv6MqNgSnFw2z/Mc4mEWBi/DIb4+g69iuKL9Zjve6vYcl/y5B2y5tHd00WpaPX47IzpGY8tEUne3O1reYEo5MiQ7qCBFbYukYUNY5ErtXzcP4WSsx4K1tOPLBZMr96H6j7Ar1e2kvUc2cyBK639CU2WT0c0WlAg059DVUdI7PwFOeaxFhVO+jUCKEe293zr6T9oBu/HK0dzsTD3tLvfBtEallrC9w7+MO9AEnogW4CF2EEZOafkzHJXLNLYdL0S6mqGusQ1FZEQCgc5tu8HP3d2yDCA5BIBBQbq+vqST1XwhOA3d7WgKBwGmM1UhhWyQ5ceRvHTHkbEY64hKSkDZqIqvnocLU78zLyda07WxGOpJTUpE6cKjN2+XMBHu2wRsDP8KSA48DADYd2oRnY56F4nzLgkt74WytQONMiwyCaYwZWWxVbJsujYc5z5axQtKmDL5XZ/aGf145+r+7A1WSYORM6mZO8+3G2qfWoqG6AfPXzKf8/N2sd+Hpb/vCqlV3qvBej/cQEhuCV469YnL/tU+txal1pwy2v376dTyy+hEIhNSLPmfqW0wJR0xEB0WlAiKJyOqUQVRYazzNH94J/348BUNe2ozq9iG4+KhhigpzhBVLRDVL+h9zU73R/YamzCY0ZTYZ1I5Ro1QoGdVQMRXRp/59XIwIc6b30Z5QjV9cSJnKpA3mttNWqRMZpT4l9j9a9O+jMYFFuw9hOi6Ra28dXOgPmJBzOwdKqCLD+0YOcnBrCI6CLg28p2+AnVvSujlWSOoiWwOZoRIIBOSX1kESwqzonrpWCl1hNLZrpFBFpABAztVMALC5GGOsFoy9o4JciVlJD2FT1hpk3ElHWXUZ9p/fjzSkaT5XL5xlOTJWPBudZZFBMI4xI4uxZ8VagcZUBI6pZ8tYIWmmBt8Tr4yCX14ZRj65FrWR/ijuJWHafM7gG+prl/OcXHcS3SZ1w41jN5B/Oh+SnhKT30lIS8Dsr2frbPMO9gZfYMIQFAi4hbnpbLKVIGgtxgzVdIZGbfgBfMhyDL2YrY0EYst4enH+QPjfKMV9L29GdXQgCoZ30vnc1G8U9xZD4Cew6L5ZKiSZG1li6jfIsmUQxYt06y6kiMHj80y2xdh9pPp9XIwII2N964bufWrMaIT3RG+rjq1d4wZQic+Oft7ZxJ7jFp3AIkoQWTQuEVoH129d1/w9MHqIA1tCcCRUtWJiOqWQaBiCU+E6swcCgWBz9CNTQkLDUVpSpPm/fo0U/QL3+pj6HKCPSAFUYkzn5J42FT2oBnv177yWdYnyO7aICnI1+Dw+Pk37BsPW9IRMIcNRHEVndEYoQjX7yPJlNvFsJHAHcxf+tKmFjDwrdAIN03OzkeaELiWZqJOIUQ0bdVv3vD4V029VYPycH7Fh/2LUtAsyqx2ORjs1mT6KZgXWP7ce+afy8cTmJxDQNgCXdl3C3k/3oji7GH5hfug1sxeGvzCcNkIFAJRKJTJ+z8DU/02Ff4Q/MtZkMBJihGIhpVCkn5psafJSpD6QitLcUlzaeQldx3fFnG/mIPdELna8uwM3z96Ep7snEhISMGzYMPik+pj1vJmDJcc0ZqjWFmpkN2UGxnwAlAYxUax10TBsprk68v4k+BWUY8yjv2LT7udQlhSh87nHAA/Iy+RovmnoTGKpYdUaIcmSyBKPAR7gB/DRdLUJzXcofke0COJksUEqIMpjpXmAx+cZfYbofp/3dG8SgULQwdEiNN17Iy+QQ14st7pNbKc+5Qq2SOdmDCqBRZQggtcIQ6dAU+OSK94PAjXXbl8DAAj5QlIfppWjTg9fXVWBengSEYbgdJCRi+AQSJ0Y7mEqKoYq+qO0pAiDho2BQCAwEFP0RRv9lF2mPldjKsLGHqKH9mCv/TuNRcsQTNMxMBFP93oRX2R8CAUU2IZteBSPQgB6IytA0hC4CpYs/M31fKQTaBR1Ct3FPM25bZXmRA3f2/Tv0b9Om56Zg3lvfo8JM1Zg497n0ORn+1RftkYulWP1gtWouFmBZ3c+C+9gb9w4fgNrn1iLKR9PQfu+7VGeV44NizcAAEa9PIr2WNePXIesQYb4wfHwD/fHslHLMOmDSRB7iWm/Yy6Hvj6EkS+OxKiXVO0oyyvD99O+x6hnRmFsr7Goq6vDrl27sGvXLkxym2Rg+GfDyGUrw5laqHFLdIM8Wdeoqi5+rY+1fTKbaa6UAj72rHgQU8ctx4SZK7B+/2LUh/lpPpcX04gwCea909oGZ2uEJEtqDRlLcwigxQiudW6684iTTL8Xxn6fW6IbGY8JAOxvzKdCGCaEsJ0Q8gJD4ZHMHamRZkod4vRkTipBY+MSoXVQea8SdyvvAgC6h/aCt5uPg1tEsAfGnHZDwyMRGh6J/NI6B7WOQLAcEstJIBAYQReZIhAI0DGxi0EkDFXKrpKiO4w+10YdkUKHvUSP0PBIg99J1Tb9qCCCcZ7t9QriAuIBAIUoxAmongtxipi25kBzdTOtdy/BOaATOEzdV7UxURtjzwod+kVi6c5t1MBqBnTtM9VuqutUlSPEn18/Aq+79zD2oV/Al1GniXQWmuqasGLmCtSW1eKpv56Cd7AqfczeT/cibVEaes/qjWBJMOKHxGPMa2Nw7NdjRo+XsSYD3Sd3B1/AR3incARJgnB+23mT7biy9wpeinpJ8+/nh36m3bfDoA4Y8vQQBMcEIzgmGAe+OICUqSkYMH4AgoKCEB0djdGjR+PChQuQyWQGhn8mz7oxLH1/zEUYJoRbopvJOjLWpoahe68tNbLJvMX46/f5gEKJCbN/hLCu5VrRvbuiKOZ9SEN6A2o31qJ+fz1qN9ZCdpM64o3pdfEY4AHv6d7wHO4J7+neRqPkjKU5BIxfN3POow0X68EQuIUlfZK8WI6mrCaz+y1T33Pv4065nY3n1dI2O+q4pmhIb0DDwQbKz+giednC0ugp/XGJ0DrIvpmt+fu+dsMc2BJuUVJ0B9eyLlHaUJydE0f+xtYNv+LQ3u3YuuFXnDjyt8E+RIQhOCtkBCMQCKgqK0Z9TSU85OG0IoI50R+mCtyb+lwfdUTKscMHcFdrosEF0YMuWobADHehO/5v+ApM3DgYSihxiH8IPUb2gH8HfwCgzA0tPSmF9KQUonjD9CuA41NjEExjjQc5nRcllbc3XWFxpudmywBpide7pk0UlPsHY8fqhzH5/u8xZMkmHFw2A+CZrgHBRVbPXw2/CD88te0puHm01Fq5c/kO8jLysP//9mu2KZuVkDXK0FTfBDdPN4Nj1VfX4+KOi3h217OabT2n9UTGmgz0md3HaDviBsRh2ufTNP+nOr6aqG5ROv+/k3kHhZmFOLPxDJRyZUt7lUpUVVUhJCTE4BjWeGezmcrLHCx9jpnAdqH1ugh//LV+AaaN+QojH1+DXb88DKXA+iLzVAZnuros5hoXmdw7unvvluQGtyTTxklLaqjY8r4TXANz+yRLo2eYfM9Wz6utIn4cFUlkStS1Jfq/WRQvgtdIZrVKCa0THSEmergDW8IdmGYXcUZIHV6Cq0Nm0ASHQdKTOZ6qsmLcuJSBssJ8AMCl4/SDuLFaKfqYEm0sSekVGh6JyTPmMaorYyvozq0OjSVYRq+Ivnik21NYdf5ryBVy/HHxDzwV9xT4PL7GONdwuAHNxbpe5bJsmUF6KQAGC1qSw557KBVKs7brQ2VMZCrQiBJEkF019PSkMsSyadCxxNBszGh8J7EDDi6bgRFP/Y6q2BCceTbN7DZxgcThiTiz6QzyT+Wj46COmu1NdU0Y9coodB1nWE9G6E597c7+cRayRhm+GP6FZptSqYRSocTdnLtoE9eGth1uXm4IaW8omFDuqyfSSGul6PdQPwxaOAiNpxvRlNmSwsvPz0//6wCs8842JSbYUoxmWzDRhu1C62Vd2mL3qnkYP/tH9H9nO9Lfm2j1O00bUUNRl8UW0N17JiKMNdjyvhOcH3METktTfprzPbafV1ulKTV1XFv25aYie82NNGYKnZhdhzoixhAoUSgUuHZLVR/G180P3cJ6OrhFjsfVhQpznXYJ9uVYIX0NZwIzyCyaQGilZJ9LR/6VMwbbjQ3iTKM/TIk25og6VMd2xADsyl4nXODVfu9if+5O3KzJw407N3D04lEMTG4pxKgvwlBB5dknPSt1iKchwTg8PnX0Bt12pjAVaBo8GwwMsQDQlNVkYPBg06BjrqHZlNE4a1Zv+OWWYcA721HdLgg5E7tZ3DZH0f+R/ghPDMePc37EwvULEdc/DgDQtmtb3L1+l7E4AgAn1pzAkKeGoPes3jrbN724CRlrMzD+7fGstl1NVHIUSrJLVG1tr8q5T5fuBbDeO9vYc2EP72q2BRNbkj8iCYc/nIzBr/yJ6vbBuPRwf6veaWMGZ3tcF0dGpzjDfScRsY7BnOeyMaOR8himIvrMjbph83m1VRSiseM25Ni2LzfmDGDLPoXuN8uyZZAny8l7SzDg1t1bqGtUpaAaGD0UQj55RlxdqCB1eAmuDunFCIRWSFVZMaUIo+Zm/g2jIktoeKQmJymdIGNKtHGmlF6u7nXCBbzcvPH58O8xbfNIAMD2o9uR2C4Rwf7BZtfjMIY9CpASTENnAGAaEUMHnRFO3yCjb4iV5chQu7FW87m+wcORBkhTRuMTr42Gf14pRj6xFvci/VHSU+KYhv5HY00jbl+6rbPNK8ALAW0DaL8zaOEgKJoVWDlrJR7b+Bjap7bHiBdHYOWslQhoG4DkCcng8XkovFyIoqtFGPv6WINj3L50G7cv3MbcH+YitGOozmc97u+Bff/bhzGvj4FAKGDnh2qR9lwavhjxBf546Q+kzk2F2FOMm003cXX/VYwdq2qrKEEEUZSINQMx1XNB510Nocq7ubX2excWDoJ/bikGv7QZ1dGBuJmWaPE7zYU0XSQ6hZq6vXUGUbLE8cJ+MHku5cVyyAuo66CYihJ0ZK0iunOoaxZa+g4amwvZIgJHG6q+TCgRwr23u037FGP3y9bpNQnOSVZBlubvwe1GOLAl3MHVhQomTrukPgzBmSEzdwLBxVHXf/H0DYB/sGp2W19TafQ7ZzPS0SyX00Z8MI0OMRW94qjoFnPTm7m614mjUd+PoOYATIyaim23/kCTvAm/H/gdT095mvVFtrMu9FzJ05fKAAAADQcboKhUWGQ8MzcSQG2ItVXKETYxajTm8bD/69nwmfQtJsz5Eev3L8a96CC7tk+bnPQcfHbfZzrbUh9IxcyvZhr93uAnBkOpUOKH6T/g8U2PIzEtEQvWLcC+/+3Dwa8OQiAUoE2HNug7ty/l9zPWZCAsPsxAhAGArmO7YvNLm5G1PwudR3e2/MfREJEUgWe2P4Od7+/E8rHLoVQqESwJRvKwZHgO97TZO6v/XNCJ1uq6Wq5umDbWRx7+YDL88ssx5uFfsGnPcyjvFGHxebgghDhDdIo90RdhAO71460BU88lXR8llAgZ1TdyZDSYsZqFlvatdL+JLjqY7fmrI/oyYZjQoKaWGnuIagTn40r+Fc3fQyTcFGLsnTrdmuwizoIzOe0SCObCUyqV1rmftgJqamrg5+eHD3adh7uXj6Ob43KQOjG2Qz/9mKRTCuK7D0BVWTEy9m4w+f1JM+YZDHolRXewdcOvjPdlOniWFN3BzfwbAIBoSazNBltLUoyZ85sJ5qF/P6SQ4nt8j0qoxMKJAyZiSI8hBkZ2KsQpYkBJnaJMG+/p3k5nmHFkMVdbLtDpUjiZe4/kxXKdiBZzjlO7rZbSQ9dzuCfcEukLtnMNj7JaTB/xBZrFImzc+xyafF3X4M5FuCCU0r0H2jhj/8cEJn2k6F4jpo39CuKqBmzYvxj1ob72bibBBhh77p2tH3d1rBmrtY9hbl/LVv8sL5ZDli+D9KThPNOavlW/fWxcJ65jEMGWIoZHf27PW7gwzrc2quuq8faqtwEAnYK74OAD9Bk9HIX+WjZKEouUPgPsYiNwZO1cR0MiYhwHqRFDTWPdPbw+phuqq6vh62t8jUFGEALBRaFKP5Z/5QxCo+LgHxwGSacUo+nJAOqID6bRIeYIHvr7ns1It0kNFktTjLUGrxNHQHU/xBBjIibiF/wCANh5fCcSJYkIGxCm8dpTKpTg8Xkazzn9RZF+yilHppBhA0dFbNhD/GHL69PS/O3WpEnhGg3B3vhr/UJMH7kMYx76BX9tWAiFiP00XARDHCWU6kPnta2Ns0YEGoNpHynzccdf6xZixogvMGH2Svyx/RnIPYmR3tkxlr7U2fpxV4eNqBZzo8HY7J+FYUKb1IvR/01cSIFoa7xGekGerBK2AFX6TCq4In4Ye4640kZXJCu/JS3Z8PaGaWkdDdVa9lb+DdzKv2GXerKOyi5CaL0QEYYdyEhBILgodOnH6msq4R8chvjuAxAaFYf6mkooFApkZhww2Jcqzyhd7tHm5pZi6uYIHlT7GtvfGqxJMUbCY9mH7n5IIEEqUnECJyBvlmPN3jVYNH0R/eJbb5v2fsIwocNTyFiLrYrEGsNe4g9bOd8tPY41aVK4SGXHUOxc/Qgm3f8dBr/4B/7+YjrAoxa7COzAtdR26lQzdF7brmiYNqePrI30x1/rFmDq2K8w8vE12PnLQwDf9a5Ja4LumRYlkLRk1mAr47I56bCsbYMt+md71arhQgpEttG/n9rOUlQp3qjED0dcE2PPkYHDl4unALU3l/Mua/4eHsM9IYZuLQuQerIEAoEesvIgOByiqtoGT1/qwsja2/2DwxDRPhFt45Ig6ZSisx9dxIc6OkSfwwd24cSRvwEYFzyYbGPymSVYW9guNDwSHRO7kAkVSxi77mlIQzCCAQC3S29jb8Zei88jDBPCLdHN5GK/KasJ8mLq6AhH4ogCtUYNmyyi9vrUxhKvT0uPo1RQZ2d17+1u1vm59PzcHtgBB5fNQJfVx9Fj+SFHN8flsde7Yg7CMCE8Uj1YebecAXP7yNKubbFn5YNov+sSBryz3ZZNI9gBqv5flCCC1wgvB7XI+WlIb0DtxlrU769H7cZaNKQbphC1FKbiChttsEX/zNa8hem5TM1fnQX9+1m3t45S3FDPo+jED0ufCWvmaXTPiyxfZvQ3EKyjSdaE7JvZAIAQz1B0D+vl4BYZYsqGwLYtg6CCpCUjODvOP6oTCARKqNKPxXRKgX8wtQu9doSMp28AuiXG6nyunYM0deBQ+AUE4vCBXTr7qD0/zBE8jE1gmAokTCEpxrgF1f1QI4IIUzAFq3ir0KxsxoEzB5AoSUT7iPZWnZPKAMCVtEJ0OCJFhT3FH7a8Ps09Dl3dIaHEvPPb4vmx1gs4a3Yf+OeWYcDS7aiOCcKN8clWtYdAjyOEUqa4okc1FZb0kXmjOuPI+5Nw32tbUNU+BJcf6mePphJsRGt51u2BLaP8mI6XbLXBVv0zed7Mg+p+ateH0UYdychELGP6TOg/d6J4EUTRIsb3ju55aS5rptzuiilAHcG1W9cgk6uek+Htx4LPc/y8Sh9ja1mAfVuGrWjNtWYIBEdAZg0EggujL66oRZiqsmKDbYBKvFH/P7+0DpIQlTchVb2XwOAQynNWV1WgY2IXxoIH3QTGVgIJSTHGLdT342b+DZzNSNf5LAIReLLz81h+6X9QKpVYs28NXpz1IjzElhm56VIccCmtEB32XvTbW/wxN+e7tcehMgpoPsuXoza/lpGgYguDFVvCzvHXRsMvrwwjH1+DzZEBKOkRbVF7CMbhei5/tt4trqPfRwJAU1aT0f7y/GOD4J9biiEv/oGa6EDcHJpgzyYTWKa1POu2xlbpUM0ZL9lqgy37Z/K8McecCCR1/81ULGNSC5BKBFILQUzmWHT11+S5rlFjkKtcyr2k+XtU+/EObIlx1GvZMxnpuJV/Q7PdWZw9zanrSyAQ2IEbq0QCgWAztMUVAMg+l64TJSPplIL47gNov09X72XQsDGU+6s9P8wRPLSN8QAQLYm16cSFFLbjFur70SyX6zxrHRI6Y1B4NNKLDuFc2WlU1FRg8z+b8cDIB8w+B50BQNHIzmLfHoU67b3od2WPT7Y8Ldk2WLEq7PD52P/1LNw/8RuMn70SG/Yvxr0o5/DMczZc+V1xJtR9JGMxk8fDvx9Ohm9BBcY8/As27X4O5Z3C7dhiAoF72CqKxJzxks02kP7Z8dDWcYoX6UTGaItkdOIH02OrMTXfY9v5ikuOGM5Ms6IZl3NV9WE8RV4YEM1tYSA0PBJjJs1wusgSc+r6EgikpAR7ELmewAnIS20fqsqKdUQYAMi/cgZVZcWU++eX1tHmNhUIBAa1YvQ9P8ypqRIaHolefQehV99BZOBvpaQOHIpJM+ZhyMjxiEtIwvWrl3F43y4MKusPT74nAOB09mmcvnra7GPT5ne+Qp0awZzFvi1zqTsaV8pPro1ZnpYWHMdSgxXb+eybPdywfe18yD3cMGHmSrjVqJ5Nr8IqtDuQZdExXYXAq8UY98CPcC+vZeV4rvquOBt0YiZdzn6lUIDdPz6ImnaBmDBrBTxLauzRTALBKmxZl0wYJoQoXqSzjQ3jsjnjJdt1WEj/7Fjo7qfXSC94T/eG53BPeE/3hkd/lWCufr5FcSKdzy15JpjMx/TnWPrvl7EoajVuSW46v4FgHbmFuahrVNUBGSoZCQ8h965rSdEdXMu6hJKiO5ptzlZP1py6vlyB1IchuAJkNkIgtCLqayppt9PVjjFW76VjYhf4BQSitKQQIaERSOzcTWefrMvnaT8jEKhQT1wP7W0poByAAIxWjMZmbAYAbDq0Ce3C2iHEnzo9HhV0RdmpMGexb8tc6gTbwZanJdtpT2zhidwQ4oNt6xdgxshlGPPwL/hr/UJIDl7FkCWb8H3eR5B7ull8bGdG6ueB8Iw8jJv7E7ZseRLNYvK+OiP60YiWRKnJfNzx17qFmDH8/zB+zo/Y/NfTrfa9IHAfYxFfbETnNqQ36EQpiOJFlMZlc89l7nhJIlnosUcUNtvQ3U/9aG9jz7cwTGj2M8Fkvqc9x6I6vyBIYPI8bklE6GOTizkXNX+PiZ3kuIbQ4CrpvMyp60sgENiDjBYEQivC0zeAcntdbTWqyoopxRhjBe4P7tmGnKuZAICsS+dRXVmhmYT8ue5nlJYUaT7LunQOU2Y9zPZPIrggVF44XdAFdRFN2FO4HVKZFKv3rMZz056DUGB6GKMryq6NuLcYAj+B2YtapkY/Z1w0uzr6RgFZjswiQYVNY5EsxzBCiw1P5Mr4MOxY/QgmTf0eg1/ejAvzB0Aga0b4qXzcuq+jVcd2VurC/bBjzXxMmfQN0p5bj33fzQF4PEc3i2AGdHW/qOAH8I32w7WR/tj++wJMHbccI55Yi10/zwP4JHEAU1xtjJNmStFc3AxBmADiJLHpL9gI/etqzPnDYAyzoL4YXT0NebJc575aWstMe7xUKpTg8XmQF8tpnxku1mGx5Fln8/1gq46cIzB1P5k4N1nyTGg/d7KbMtp0aHTn90gzfn0dlY7M1fpdNQqFAhduXAAAuAnckBYz2sEt0sVR6bxskfbMmJ2HQCDYDtfpsQlOz7HCCvSLIOq7LfEPDoOkU4pBerLcSxnIvZRBWS8mv7SOst6LtgijRj0JqSgv1YgwakpLipB1+TyJjCGYhM4L563Uj3Dt7yzkVuXg1t1b2Hl8JyYOmGj0WEzSCQCASGJZBAuTCAZnXjS7OtoLeks8LamOYyl0z6ooltqwbC63B3XE3/83HcOfXY9KSTDqg7wQmZ7TaoUYACjqE4P9X8/G6AWrUR0TjIyXRzm6Sa0Wcw1Kxgx2VF73+kZqYTsh3Pu465zrbrco7FkxF+Pm/oT+7+7A0XcmsPDLXB9XG+Nq1tdAcfc/J4tMQHpJCt+ZvnZvhzme+bJ8GSvRuUycS6yNBBaGCdGQ45zPjCXPOpvvh6tHYbNdd08b9TzNLdEN8mTq8Ybu/Dw+z2BcESWIIIoSOUwEcbV+V5u8ojzU1KnShA5pNwK+Yj8Ht0gXY+m8bCVg2DICx5y6vgQCgR2IqxeB0MqI7z4AfUbOQGzn3gafGasXo53ztKTojoEIo6a6qgKlJYWUn9FtZwOqPK0E50TtnaNNt559ERPdEd+NWQsRX2WYPnT2EDLzqJ9DNUxqa1ibd9xYzmpz6xUQqLFlPnxthGFC8AP4UFQqWDmXOe1muz6MNt2++wcTp36PxgBPnHp2CAYu3Y7q9iFoeyzH6mM7O9fu74Fjr49B6id7EL/J/PpTzoq93ikmMK2zpd1mY++LxwAPnboColiRQT8sL5BTnit3TBccfn8ien71N5J+Pa57cCXzFJetBVcb46SZ0hYR5j8UdxWQZpp26GATuusqzTavHeaOH3RpXLWdS6wdq5z1mbGk3Wz/VlvOE7gAnXOTUqFkdbyiqxlkzLlKf1zxGuHlsLpDzvoOMeXc9XOav8d3nOrAllBj73RedBE4bNo8qGrbcNG2QurDOA5S05tdnN91gkAgmI1/cJhF9WLUGCvg5ucfiObmZmRdOm/wWUhohFntZIqr5GkltEDnndO1TXe8OfBjvPXvCwCAtfvX4sVZLyLAhzrtHt2iyiPNAzw+z2pPNnmxHIIgAe3xbOndZw3OlM7Anl5/bJ7L3GPZoj6MmqJeEnTYeh7j5/6EmrYBKEsIQ5tzNwEeD8L6Jk09DGd6Ltjk1PPD4Z9bimHPrMO9tgEo7Bvr6CbZFC550jL18NZvs34xcTVU74sxIyXVuc4/fh/8c8swdMkm3IsOxM0h8ei68ggkB7Lw14aFjH9ba4CrY5ylNBc3029Psl876K5r803D9okSRBBJRJCeNBRpzBk/6NK46jurWDtWOesz05jRSLndWLtN/VZzx1xbzhO4AFU9F34oHw0HWwRzW45XpuoYcSVVHt1z1ZjRCO+J3nZuDbs0K5px/vp5AIBYIMaImHGObRAF9k7n5WoROAQCgQgxBEKrha5eDNX2/NI6SEK8NP+n8/jokNAZoeGRCA2PRNalczrpydqERSCxczfW85say9MKgITZOjHqZ0mf+d2exrHb/2LPjb9Q31iP1XtW4+kpT0MgaEnZIS+WQ5avygEtihfpFp5NELGS853KmOmWqFvgmYuLZi4ZYU1hzzQcbJ6L7lj8AD6tAGhuIWNzKOkpwaa9i9Dm/C10/fEI4jefhUCuWshL9mYiZ3J3p3ouWIfHw8EvZsDnViXGzf0JG/cuQlVsiKNbZRO4ktpGbYBsrqY2fJtKhSTLlhn07er3haloQ3UuAACPh38/mgy/gnKMeehnbNzzHJrdRWh3MAtuNQ1o8rX/e8FVkZSLY5w1CMIEAEWgrSDMdLFuNjHn+omiRFaPH3SpMT3SPAzmS9aey5bPjK3eE3mxHPIC6mgDY+029lstGXNtOU/gCvp1hLRFGMD24xWbdf9sBd1zJS+QG625xDY6ay0LUzzrk3M7B7UNtQCAYTFj4CO2f1pIJtgznRdXInBsXQOHQGhNcG9kIbRqSJ0Y9qkqK0Z9TSU8fQN0Il2o6sXEdEoxGQ0DUHuCdEjojKGjWvKpT5n1MLIun0dpSSFCQiMQGBSCXVs34Fb+Dc0+bHhX0HmJHD64GxVld1k9F4Eb8Hg8fDF8JTJLL+JWTT7yivKw4/gOTb0YKq9OXgAPykpVyg3ZVRkaPBtoF7xMFvJMjZlcWzRzxQjLFHt6zrJ5LrpjmfLqpDMAsGVcutstCge+no30dyei2/f/ovt3/8KtpsHpngtboHATYuevD2PGyGWYMHMFNu5dhMZAL9NfdDIc7Y0uL5ajMaOR1qiphkkqJFG0COJkscli5lSiDd251CiFAuz+cR6mjfkSE2euwK5VD4GvUCLiRC7yR9gxNALcFs+5NsZZizhJDOkl3fRk/FA+K84b5kB1XUUJIsiuGj7D6ueXqQGZajwxVhuDCmuM1bZ6Zmz5ntBdH6FEaLTddL8VgMVjrjMIBdaijjxpymqi/NzWkR9ciXyhQxgmhLCdkHIctddYrv++SU9KWXnnzl47q/l7Uvx0q45la+gcBm1xHlePwCEQWhuuN3ITCAQN2efSdYQWSacUxHcfQLu/sezn+lEx2p4gzc3NEAgEKCm6ozNAJ3buhsTO3XDi/9k77/gmyj+Ov9MkXZQuKC2rLbSMspE9ZU+VpSwHKDgRxb333nujAgIyVBBlgyhUZIMyyijQMsssoyvN6O+P/hKS9C657Eu59+vlS5pc7p67e+655/l+vmPdH6xdtaTCPr3hXSHmDWItwnjrWJUVb0cp+YPY8Di+GjSLIfN6oDfpWbNtDalJqTSNairo1WkWYczYL3jNhgn9Eb2th7XIosIVY6acFs2BNsK6iqN84f46ltDn1oYsoIJHoBTPXjGji70BwBfGpZL4Kmx4ehAbnh4EgEnE2CHXfuErdHFV+HXu3Yzs9wGDb/uOhT/fizHM98+rP6MdAhnBIJb6yB5XUiHZPy/ORBt7EUjMAFx95zG0haX8+uOdjOr/Idc++TOXa8ZQJzPba0KMN0X/QCKnd5w3iB4djW63DmOeEXWS2u8ijBmh61ocWexQwHBmQBZ7n7gzLnhirPZ2n/H1cyJ2HcLbhzv9rdC5igkMUt+5chcKvIVcIj/kiDZdKyjE+GJ+bI9YBJ2nz5zeoOff7H8BqKKNolfqQI/a6Qh/rn29cazKHIEjFaU+jEJl4up9eykoVHIunM2zEWEAcvZsJbFuOrHVk5x+L4XEmrU5nL3PYQ5RofBWazz1rhDyEvHVsSojwZwDtnVSO17o/jbP/vkQALNXzuaBdg9QBWle7OYFryPjoNiiwlWjhVwWzcGWRkbImxTKI0vMRbkd4YqBW6qXrsP+YuURKNRue5wZXfxlhNUfkR4pUNm5WK86v/8wgeFDP6P3lDms+PxmUAl7hXsDf0c7BCqCQcxwY2lD+zDUMWqP0/Y5E22ihkRJGhdafPc3zaf/w5mmtdgztgOtv/iT4mpR1MnMlnK6TilcXihJ9HenLkUgkMs7zluENQ3za00YMayvq7OadM5w9j7x97jgzT7j6+fE0+tjf67BNhcLFHKI/JArYtFqYp97E0d11zy5L3ty9lBSWv4sD0ofSqQ20r0dOcGfa19vHktqBI698OOqEHQ4e1+Fz3wZgaMgf9afEK8PreAeihCjIDuU9GTeoehSvujnsdWTnH4vBSk5RMXCW814w7vC7CWyb8+/ZO3c4dNjVSYqQw7YO1rex5YT/7Bw/zx0eh0/7P6BO7iDUEKd/jYkLsSpcRCEFxXBmo5FqN3qFLWs22321nU1T7g7Bm5nXrpS+ou5Xc7ynINzo4s/IpgMeQbBlE3axvLxuPc3JzvWZ+VnYxl45w9cqJ/Apsf6++Q4gYp2CEQEgyPDDTjPLy+1zVLGZikG4D/eu4ns61vS4ttM2n2wCn2ElqrH8ql6PN/jOjH2IgwI33dHdSmMF41XvUf41YSUmnTOcPY+CdbIJnfrt7iKN69PsM4hA0F4h3AKcgsqfH61i1aBFPPcqYskha37rjiIDms02u39OMKfa99ArLPthZ+ExJo2NXudCUFiDrSpaQ2921AFhaucq/sNpqBQiYmMjnP4uckksiAT+RwqhoQ6yiFqxpH4kZBYy2sTkcSatWnUpKXo94onR0Wk3D+5o1KpeLfPlzSMzwAg72Iei+MWU2aXaC8k0fZ1Z17wOjMOgu2iwpBnoDSrFEOegYiuEUSNjCKybyRRI6OI6CKPnP3OiOgagSruisecMdfIpTmXAtgi54h5+IndPzEDtyHPcV0KKDeQhGaEChpEpPQX6+3M+wprGkbYNbbpbcSMLtZ9zB8LbdFUTnUdFziv7Owf0YZ/nhpIpzeW0vDnrc5/4AYODaM+xlE/9wWO+qxUA6TUNntlbA4J4Uivxvw+ayLTtj3LfxO7YojQoiqD+ot3Cv7E+tkVQ0z4hIr33VE/0G3SUTCvgOLMigKvQuXCk/eZNWLPoHVEpKfjgpRnwNu4W7/FHbw5bgqNU4G4fv7EnfMzi1bWKKJVYK+L0LE9PX5hcSG7D+8GICEykW7JvolQ8fba99TJ4+zP2smpk8d9fiwpbbEXUaxFGCgXgoTa6qxtwWQbUFAIBq7uN5iCQiUmtnoSqU3a2KQfq9ekjSXaJSRExMAn8rkQUnKIOkoddubUiQp1ZTxB6FjJ9dK5pn0XRYQRQK45YF2lSmgUU6+by8AfO1OoL+Df/H9JaZVCp9BOwBVPa6F0NM4M2taLCtEIiyBLjaDbratQM8d02oRut85vufBdrYnhqiDhq0gSqQKIvXhnyjehTdc69aYV6mO+9ppVUqSIs+nRfsQcPkvfSbO5XDuOkx3re3X/V9O1F/IA16RqCG8f7hPDkTfTHl1KqcbfL97Ahsf703zGBg4MaVlhDHMUgWe9rSNxxf6+S601FRIX4laqKgX54Oid6K33mSZJg7aRtoIQqN+nx9DS8+gqf6dZNONJ/ZZAYz1OBer6ScXTWmZSz0/oOMEareVrAnldzMe2r5HoLtv2b8NoMgIwovFYNCG+ORdvrn2dpR1z9Vie1pKRKpY4StUuV9uAUh9GobKhvMUUZImSnsw7NGrdlcS66RRdyicyOs4m5ZiziBkxcs4UkppQXoNDSPgQijzp2K0Xao2GbRszK+zP23Vb/FnMLtiRev+CgQbxjfmo/7dM/H0UAL//+zt1h9alQd0Glm2EDHNCxkFtYy3aulqbRU0wFEyWijHPKP65H3Liu2NscDWNh68M3GI1a6yRJN4JINbHokZGOV1o+7PY+1WFSsUfH4wi+uh5rr/lW+aumMLF+gle2/3Vlp4m2I1pxsgwdtxz7f+f6yuRKELGbfP7QZ+tt32/NBKONBNKBShlvAFs0h56arw15Bm8ZlhTkIaz94Q332fa5Ip9FTx3UgjkHKkyjKNyn2Pa91FtIy3aZK3kcVzq+Tl6FipbHSpvEcjroknyXtTZ5r2bLf8e2eQWr+xTCKG1b4PGzSwihtQ1sJS0Y66ss71RS0aqWOJou8pkG1BQkDOBf7MrKCj4lNjqSYI1X5xFzEhFSPgQ8uhITk0TFGJ84WEhtZidQuUSrganD+P+to/x6ZZ3MJWZmLZ0Go+OeZS4qo7FRSnGQX/U6vAX6iQ17Bb53EuICQOeGBtcMeJKNcy4I2DYtwMQNFy6eq6O+lhoRqhoP/PUi7Yy9W1fYAzT8PuMOxjV/0OGjP6aucunoIur4rX9B7s44SrBbkwTeq7FUo2VbCnBcMhQYVt74UbbWEuVfsJ9SkqtKWs8Md7ajyW6TTrZeeVXNqS8J7wpNPjCScGQZ6B0d6ngd/56jwT7OCrn97DYmGcew6SMEVLOT+5ilILvOHnuJEdOHQGgWUIrMqo39+nxrNe+R3MPcWDvLg7s3QVIF0AcpfCyXktLWWc7EnXM+5SyRhcSUexrxEgRVSqTbUDBc9afUNLS+QLlreYCf2fn07tl1UA3Q0HBaziKmHGEdVQM2AofYh4dioeFfKlMwtWTnV9m15l/+TN3BYUlhXz7+7c8cOMDhGodF7V1ZhysTCmEwpqGodupw3T6ysI4JDHEa2nJHAkD7hobrAUTqQWKnRlmPBEw7PuLN8Q7d/qYNwwXlalvu4Jutw5jnhF1ktpp39fFVeHXOXcxqt+HDB73PQt/ugdTqDKFvhqwF2tdqd9jL8KY0SZrCWsZJtlobD3emPJNTiNk3DHeCo0loBhCfY1UA7W6mpqI3hEep6DzdvSI/XvUHn++RwIp8noalSrn97CzMU/KGCHl/OQsRin4lk17Nln+PbrpOL8c07zuXbP8N5vP7aNaxHAlhZezdbaYqLN1YyZHcw5a/pYiEkl1kHVGZbINKCjIEWVWrSBblPRk/kEsYsYdnIXpKh4WCr5GHaLm84EzGPhjZ3IvHuLYmWP8uPpHbut/GyqVcMF3KVSG1BfWRI+OdskQLRVnwoA7xgZvCiZS2+kNXD1Xd/qYNwwXla1vS+HSnEtXhMjdoNupI3p0tMPfXKyfwO8zJzBs6Gf0fmguKz8dCx6MKWbkXhfgakbo3mjTRVKLCaQnE8NirHVj6iUlQsYd460jY6tiCPUdzt4TQn1QqjOCGN6KHhET78yEJAZfZIo7eGMMl/N7WMp44myMkHJ+chajFHyH0Wi0pCULVYcyrNFovx1balSLEN5KcQbioo61CAPSRSJ7EUWKqOJpfRpfotSHUaiMBP7trqCgUGk4YjdhsP7cOl+q3F7wCpWLuPB4pl3/E9fN7U6hvoDt+7dTq1ot+rbr69F+gz31hT1hTcO8XhPGmTDgqrHBV4KJPzwv3TGsuNrHvGW4qGx92xG63bbRYACm0yZ0u3VOBckTHeuz6pMxDLh7JhfqJ7D5kX4etUVuqVh8Ic5acyDzAJ/d8BmvH36dyJhIr+/fmzi6N0LPdUSXCAwty1M0iaVpMm/r6b11FCHj7ZRVzr5zBaWWVUUcvSfE+mBIXIjHkTHewFmkhOmUCUOeoVLfa2+O4a6+h/31PEmpVSVljHB2fnIWoxR8x+6c3RQUFwDQr/51xEdU89uxxQSQixfyOXXyuEspvNxNcQbltpH0xk3J3iuQN7pC27xbWxe8U59GQUHBNZQ3m4KCgkMunM0TTF1mn55MQUFONK7ejM8GTOf2326kjDKW/LOEmtVq0qx+M6e/dVSsONjrG/gaKcKAK8YGXwkm/vK8dEfgcKWPedNwcbX0bWOeUfxzCcLkvpvaEnP4LJ1fW8KFetU5MPwayceeNWkWm38s9/wM0YQQWTWSGnE1aNasGa1atSIkpLz/udu/p8RP4Y4f7qDF4BacO3KOV1q9wqN/PUqd5nWc/vbSnEtMf286hw4dYuLEidRtXddplJCr1Gtfj5ezXiYiWv4RP47GHrHn2vx/ISEmrH1YhfeJN/CWiCpmbPWWIVSJ/KqI2ZCuTdcK3kOxPmgdBeXOdfTWvfBGpESw4+05itT3sL+fJ+txRn9EbxP958oY4ez8rianEIVyNuy+IgCMbXqHX48tFNUCsG1jJts2ZkoSJDxNcWambkp9SUKMt2vrOstmonB1o9SH8R3K281F1u4/T/eGSrosf6GkJwss+7ZnkrNnq+Xv1CZtaNS6q+j2yalpbNuYKfi5VOQcGqsQXPRPu54nOr/Em+ufp4wyflj+Aw/e9CC1qtcS/Y1SrNgzpAoDUo0N3hBMhLxG/el56YnAISYKWp+TYrhwDXWSGgTWuuokteR9bHqsP7GHz9Jv0mwKasdxskM9yb9t3LsxYz8di8lo4sLeC/z3+X8sW7aMPXv2MGbMGNRqNcaLRr96kut26zi//zxHjx6lffv2bN++ndq1a0uKEnIFTaiG6ETviju+wtnYI/Zci40tER199w7xlohqHkvEHBHcRW6RX3JAiiFdynvO1evozXvhrUiJYCYQ6bQC9TyZx5nQjFAMLX0XjXO1OIUoQP7lfLJysgCoXTWZ7sm9/d4Gc1TLkZyDFWwYUgUJT1KcmZEisPiitq432q6goOA6V+fsV0FBwSkXzubZiDAAOXu2klg33RIZYx8VI+RZ4sqkQQmN9T5Xu7D1QLsn2Ht2Fwv3z0On1/HNb9/w0MiHiK5S0RioFCv2Dt4UBjwVTBwZu+QuYIiJgoDwOSmGC0mENQ1Dt9M2PVlIYohrgoNKxeoPR1P1aD7X3TKVeSse4mK96oDzdDGasCtiRGytWBJDE6lTpw4zZsxgx44dtGnTBt0mHadWnGL5+uUc3H0QlUpFRu8MRrw1gqo1qkpq4iutXgHg3WvfBSCtSxqTf5ssuK0xz8iOHTto2LAhbdu2ZerUqfTv35/QvFBLlFDJ5RLmPzKfnUt2El41nF6Te7Fz6U5qN6vN8DeGA7B57mbWfrWW09mnCY0MpUG3Bgx7fRhVE8rbbJ+abOPsjSx4egHjvh3HgqcXcOHEBep3qM+YT8cQkxQj8Wb4Bk/GHrmPLY7QJGm83l6lCLctUg3pUoQOcO06evteeCtSwhG+SMHlrX16Okdxpx1yeJ4UsUTBG/yz+x/KKANgbNPxqEOkO8R4k8SatT0SJMREFFeiV8RsKKlpDX26jvdG232JUh9GobISPCsDBQUFv1J0KV/0c+sUZfZYe5aA9GgYJTTW+7gjbFU24UalUvF+v2/IvXiY7ac2k385n29//5ZJIyYRqrEteKsUK/Ye3lyku2vUlGLs8qcxwRWDiyNRUOgzRSh0jejR0R7XQzGGaVg84w5G9v+QG0Z/zbzlU7iwS+VyupiIrhG0SG9BzcyaZGVl0aZNG0wmE3PmzCE0NJT7pt0HMfDz4z8zbcI0UTHFnodXPcz7fd7nvgX3kdQ4CXWouIEjJDGE7du3M3jwYBISEoiPj2fPnj10HNDRss3CZxdyaOMhJs6aSNWEqix9cynH/j1G7WZX3hNGvZGBTw2kRoMaFJwpYOGzC5k9aTZ3z7tb9Nj6Yj1rPl3DLV/egipExcy7Z7Lo+UXc+vWtks7Tl7gz9lg/554WVa8siEUH+DvySy64Yki37oNlpjKbtGRmXIm+ENu2zFQmeR/2+DJSwhcpuLy9T3fnKO62Qylqr1AZMBqNlrRkapWaMc1u99uxhda6chAkrGvOWLfNl+txT51oFRQU3EN5Y7vB2v1Krjx/ouQmDAyR0XGSPhfyVDicvc+SX3Xh3OlsWPeH0+M58kRRcB0xYevUyeOiv9mw7g8Wzp3OmuW/Sb5v/uTUyePsz9rp8ByEiNBEMO2Gn6lVtS4Auady+XHlj5jKbI0h/ihWrOAemiQNoRmhLhl2HBq7fIghz0BpVimGPIPls+LMYgrmFVC0soiCeQUUZ1Y0pnnSRl+fU2UkrGkYkb0jPUq9VRJfhUVz7iLibAGDxnyLfpPt+1C3TWfTD8TQJGmoUa8GFy5cAODw4cOcOnWKESNGUKtWLVLbpnLz5zdz8O+DHNl2RFLbqlQvj1aNjI8kOjGaKnHiNd1yz+RiMBpISyt3nGjRogXbd223XJuSyyVsnrOZIS8PoeG1DanZpCZjPh1TwXjb8ZaONOnbhOqp1Ultl8rwN4eTtSoLXYG4R79Rb2Tk+yNJbp1M3ZZ16XZnN/av3S/pHP2BeewBKjzX9rj6nF8tmKMG7NFt0l2V18lVQ7omSUNIXAiqEBXaRlqb71yNOhG7F8Wri71yH9x5V4sh5kwhZUx1Z59C726puHrenpyb0D1UitorBBu7Du/iUuElAPrVv46aUf4x/Iutdc2ChDVSBQlv2jASa9amYUZzvwohHbv1YuiocfTsfz1DR42jQ9eefju2gnxRbLC+RXljKygoCBJbPYnUJm1s0pPVa9LGYTQMuB/ZIgdPlMrCqZPH2bfnX8HvxEKs5R6R5GnauhpVkphxwy/cMK8HRfpCth/YTvWY6gzuPNiyja+LFSv4l0B4jQp5uGrTtS7nc3e1jYpQGDgupCXw+w8TGD70c67T/c6iIUNApbJ8LzmaTlsewQdw5swZYmJiiImJsdzbpMZJRMREkLc/j+Rrkr16DhtmbeCaMdcQ2SESw0kDbW5pw8rbV3L28Fmq16vOudxzGPVGUtqkWH4TER1BjfQaNvs5uuMoy95axvFdxym+WGwRavKP5ZPUWPgihEaGUv3/ad0AohOjKThT4NXz8xQpnuuVoQ6KL1JAmbGuP6PbFNzXyVNcTWdl3/+0jbRok7U298mVexfRNYKQuJAK0TVyuw++SMElts+SjSUYcq+IIL6uDejpufkz/aEvxwWFq5e/d/5t+fdtLe7yyzGdrXXFIlKc4Wsbhj+yVSTWrC2L9b41SloyhcqM8jZVUFAQpVHrriTWTafoUj6R0XFORRhwv+ibEhrrHewFC3vEJoXmVHL2yKFYn7dEoqYJLfly4EzG/zYCU5mJlVtWEh8dT6dmnSzb+KpYsYJreGPh72nudlcRM8SKzbQcGVwciYKU4bdzUpDGic5pLH91JIOe/JHz1aqR2a2b5TupItnpI6eJT7Edn/1xbwvzC9m5eCdGvZHMqVcK1ZaVlbFx1kYGPzvYwa+voCvU8eWNX9K4V2Nu/fpWoqpFkX8sny9v/BKDXtzLO0Rjd31U5ceWC1IEFkOegdLdpYK/D5a0lr5IAWWPJkkji/oWckCqIV2o/+n36QlreWVscOfeqUJUgp/L6T74wplC7LfWIgz4XpTyxrn5I7Wqt8cFRdRRADh1/hT7j5ZHvtaLTad7cm+/HFeKjcIdQcKXNgylfq6CQuVEeQMqBAXrT5yncy0lMiIQxFZPcirA5JwpJDWhPO2JJ14h7nqiKJSLFUdyDjoUYcQmhY7EGzlEJHlSQNGevvUH88q17/PMn1MAmL9mPrFVY8lIybBs44tixVc7riy+vbnw96bXqLNzcDU9mDODiyNRMFgLgVdmDtzVgb/WnqT3ktWcj4tjT7NmhCTa3p+y4jLKLpdVqIuxf+1+Tu45SY9PehDVO4o6MXW4tPISJSklRFDe9/P25lF8sZikRtIsbxpt+f7LjI5Fja3ztxJTI4aR1420+fzgwYNsmLmBgU8NpFpKNdRaNUe2HSGuTnl60uJLxZw+eJr6neoDcPrAaQrPF3Ld89dZtjm646iktsoZZ8KB/Xhlj/6IXva1YvwZzeOKAbqyG22lGNKd9T93710w1BkRc0jQZ+u96qChrqnGeNJYYVt9jvvHcacdcnOq8Pa44A+xt7JQ2cc++2iYEJV/xh1fRq74woYh92wVCgoK7lP5RnY/sXb/ebo3DLyBUkFBbnjqFSLH0Fi54ywKJqN5Kxo1aSk5JZkZuUQkeXvifEer+8i9eJivt3+EqczEtCXTmDxiMnVq1PGkmQoiuLL49oVB0N7Y5c4CV8o5iBmwtKlaMNhGsWhSpR1XTBT0hyesgmsY8gz82e5a4o6eY9iCBVyKieEYdS2iS3FmMfrDenSFOk5+exJtMy36VD17V+9l1YeraNq/Ke1GtyNEHULT25pS87ua/HD3Dwx7fRgmg4mfHvuJtC5pJLeWlpYsKiEKbYSWrNVZxNaKRROuISK64nO3YeYGml/bnMTERJvPY2JiWL1mNVmrs2jar7xti15YRGRcJFHVo1j25jJUKpUlnVpcnTjUoWrWfbOOzrd3Ji8rj+XvLvf8wgYYRwZrofHKHv0+PYaW8i5I7yhdU9SQKK8eS6oBWjHaluNMMHE3wigYhABANLWnuWaOO4ZqewcNfY5eUIjxNf5ML+YO3oxeqwypG/1FZR/7SkpL2JS1CYBwdTijmtzmt2P7OvuGt20Y3nREDDaUtGSBRakP43uUN5+CgoJXsI6KUSJb/IcjIcWMmAgD4pO8azp0pV2n7h63zxv4YuL8fLc3OXoph6UHf0Wn1/H1oq95cOSDVIuu5o0mK/wfVxffvk5b484CV+o56LP1FX5rNmxpkjRo07WWPPSGHAMFOQWVboF9NWPKN4FKxaIhQ4i5eJHRP/7I1IkTKdioIbx9GDUWHoCyMrKzs3nvvfcICQkhIjaC2s1rM/yN4bQb046QkHLjqkqlYuKsifz8xM98ct0nqFQqMnpnMOKtEZLbo9aoGf7GcJa/s5ylbyylfqf6TP5tss02R3cc5cSuE9z43I2QZfv78PBwGnRswMaZG2narylDXx3K/Efm882YbwivGk6vyb3IP56PJrz8GYiqHsXYz8ay+JXFrP16LXVa1GHIy0OYOnaqZxc2wDgyWJdmCacjs0dO6Z6EcJSuyT56yxuIGaDNInmZqcwjo20gvMl9dUxngoknkS2BFAIcXS/r78TmBNb1bdx5j9o7M9jXLYL/O1F4iLN+IWenCm9GTSkpCaVxNQhWm7M2U1JaAsDwjLHEhfvXsVmONgqxGjBK/VwFhcqLqkxOiZhlyqVLl4iJiWHQx2vQRlzxDFMiYvyPkp5M3piFGAX/sT9rJ2uW/yb6fau2nejQtafo96dOHmfh3OkVPh86apwsJqfWeLtYYZG+iFG/DGDLyXKBp0ZcDR688UGqRCj92FuUZpVStLKowudh7cOI6FjRcGLIM1Awr2Kh7qiRUR4vQt3dt9g5RPaNtKQckrJvX56bQuCxvr8RhYVMnDoVo1rNtxMmEN24jPtuf5vvx4/nSGqq5TeaFI3XIw7cpYJI2SaMiC7ixk1doY4Xmr7A0FeG0vHWjpKOEczpVoTaLvZM26NtpKVKf3m/Vwp+LahQJwNsxzlf4izFG4i/Nxztxx9itz+O6ejZcfXZDRTmc9Af0aPfd8Vxwfp62Z+LtpHWZlsxPH2P+uIaVobIBm9dF2X+Iw0p881gxlRm4o0f3uDMhTMA/HHLVjKqNw9wqwKLsxow9t87W9dXFpSImMCiRMS4R0nhZZ4Z1IqLFy8SHR3tcFvlzecBSnoyBQVbrKNiFPyDmFfMNR26kpya5lSw8HWYtjfxdsh3pDaS6Tcs4IZ53TmYf4DT+af55rdvuG/YfYRqg3/BI4S/DaFinpO6TTowUMEo4a10KULnaa61Yo8zj0wpXqFSvD0Vj9DKjSZJgyZFgyHXQHGVKsy6+WYmTp3KyHnz+OmD2ykOD6deTo6NEOOriAN3iOgaQUhcCMY8I+okNWFNw2y+P/bfMU4dOEXKNSkUXypm+TvlaceaDWomaf/BbpQU8lwXGq9U8SrKztv6uAVDerLwDuEU5FY0lPqjZoiUFG/u7sfX3uT+OqajyAm5p7gCx0Kb+XqZ/22Nfp9ekhjj6XvU29cwGCMbhOZN2nStxVpkXafOVYIlFV6gsI4GFEJOtZs8ISsnyyLCdK3bM2hEGCFHQG84BzqqAQPlWSvqpTeSXQSPgoKC5yhvPwUFBYUgRkxIcSWtmBzDtP1FfEQ1Zg/9nevnXsvpojxy8nKYvnQ6d1x3B+oQdaCb51UCYQgVK7YLtsYX68W/pwYRofM0FZpEDTnOFrhSDAhSxJpgKI6s4BnWxuzz1aszd/Robp0xg4E//M6RjHqk5ORU+E3p7vL0VoE2SNk8N7vLn0n78WHNp2s4nX0ajVZDnZZ1eGDJA0RVcx7Ro9utCzqjpFTsxytTvknQo9mRoVgOkUKBNJSKidT2OEsVFQixWy4Cu5xTXEkR2hz1AW2ylrCWYRZDtXVaMjPeeI968xrKpV9IRWjeBHbCmMGz91QwCIaBwP7ah9QIwXT6Sv+pLIKVIc/Amr/XWP6e2Or+ALZGOkIRK4WFl8neu9vmM+soFqmIpQffujGTozkHPd5/sKJEwwQWJRrGPwT/qK5wVbH+xHklPZnMUaJi/I83hBRvR5sEE8kx9Zg59FeG/9SHgtLL7M7ZzdzVcxnTZ4ylEHWwE0jvzIiuEaARzsFurplixiwOuWsQETtPMaQucJ0ZEKQYMRWP0MqP+R7HLD1Cl8xMdjVrxtLJw7nuo5/I7pFB3f+OotbrMWqvGJRLd5dSursUbSMt2mRtQAxUUsaHOi3q8OiaR13etyNPeLkaJV3FerwyUDG9F4gbiuUUKRQoQ6kUI7qUsTIQYvfVKLC7KhxKEdocXS/9ET1VMqrYRJfK/T0aTP1C6rzJG3NGOQuGgUDo2ptOm4joHYEqRFVpBKvizGJyt+WSTTYANcNq0bf+4AC3yjliESv2mKNYXF1Hi2W1sBZhPNm/goKCfJHfbCDIWLtfUQwVKj8XzuZx4lAWF87m+fW4p04eZ3/WTk6dPO71fb/7xsv06drW6/v1FadOHmfzP2vZ/M9aweuRWLM2DTOaO5ykzZ01g0bJCb5sZtDSvEZrpl3/M6Hq8pRkm7I28dt68do7wYZD70w/IObJbF+TQLdNhyFP2JApBVfOJ6y99FznUgxPEV0jiBoZRWTfSKJGRgnuW8o2CsFNRNcINMPjSDBcYOyPP9Jt4Rpyr21I+p9ZaIxG6hwXfp/p9+kpWllEwbwCijMrenz7ErHnpmRjiUf7deYJL0ejpKeYxThrxAzFYgZQT8ZAT9EkaQjNCPWr8U/smrk6Vrpy7aH8+pdmlXp0vV09ZrBTnFlMwbwCl8YqZ8+5+XppkjRoG1WcK+j36W3uUbC8RzUptn1Arv3ClXmTv+aMnuKNZ9sfiF1PVYjK7+OwrzC/5zZwRcBorWvFmbyTAWyVNMQiVjzd1ow5q4U1yfXSvbZ/f+BLW42CQmUm+Ed3BQUFn7JveyY5e7Za/k5t0oZGrbs6/I3UqJizZ8/wzusvsWrFUs6ePkVMbBxNmrXg4cefwaQv4d+tG3jxxRcZNWoUo2+5vVKE5RYVFfHBO6/x24KfyTt5nCpRVWnYKIO7Jz3IgME3ANCueQPuvHcyd933AFAxLHrbxkzZhCl7I0euXOhStwefDZjBXYvHUEYZf2z9gyrhVejdpnegm+YxgfbOFIoG0aRqMORUXCR74iXvyvk4S3NjxhWPdSnenopHaOWnqE0N5v39CIlbc2nxbSYNf9mGKURFiKmMay7v4WTThpaUZEL4O22X2HPjaQ0bR0Y7uRolvYHUyJJgS1/kS0SvmYvXQeq192Yk0tWScsndyFqh97+2sRZt3YoRgNpk4Xow9s+EnN+j9n1Lk6IhvEO4bPuFK/OmYBDP5RRl6IxAz839gSnfxCUu8R//ARBOOC1pycUL52W/bhSLWPF0W2vss1oAHDmc7bX9+xKhtG2e2iaUtGQKVwvynBEoKDhASU/mPy6czbMRYQBy9mwlsW46sdU9XwFNvHUUen0pH3/+Lcmp9Th75jTr/vqDwwf3c+HMCZttK0tY7hMPTWL71k289vYHNGyUwfn882zZ+A/554U9XYTCosHx9fCXOOKLCVigua7BcN7s9SlP/DEJgN/+/o2IsAg6N+sc0HZ5WkNADmmx7I1VAAU53i0O7agmjTXaxtKM3MFYcFdBPpxqk8LKNilkvnQDzaetp937K6l+9DShTUMdCjHgX2O8JkmDKlpF2aWKhYJ9IYxG9I4grGmY4HeVBSmG4qvBCOcK3jKuO9uPL8Z1OQsDnmA99/BEOJQqVgX7MyHUtwy5BugQoAZJQGx+SBmyTwFnT7DN2eQwN/c1IXEhbGQjJsrHj7a0JYwwWQoL9gjVYRWibkp9j9bb9unBhWq/mr+3X+MHyiFSLG1bZbDVXM0o9WH8R+UZ5RUUFLxO0aV80c89FWIuXrjAxn8y+fn3VXTuWl5Yvm5yCq3btGPzP2vZduYEH3zwAQBz584F4PPPv+Df/UcBWLZ4Ee+99SoH9mWRmFSLkWNu4cFHn0Kj0Vj2//JzT7BsyW+Ulupo2aoNL73+Dk2bt5TcxvWZa3nl+SfZs+s/YuPiGTnmFp549mXLMYYP7kOTps0JCw9j9ozv0YaGctvtd/LoU8+L7nPF0t955c336N1vYPk5p6TSstU1lu+HD+7DsaO5vPD0o7zwdHk+/hdffBGA3NxcVq9ezYkTJ4iMjOS/3Vm88+GXRFYpjz7S6XQ8ePd4/li9gpKSEmrUqME9kx5g4n0PST5nqVTmCdhtLe4kv+Qcb64vv4/z/5hPeGg41zS8xskvfYM3vPsMeQbU1dQBzzttb6zyxQLU3uCjz9ZX8MSt0k9aHSvFY13BGxQnVGXTY/3Z9Fh/KCtDo1KhbSTs+W3Gn4ZHQ55BUISxbkeLbzOps/YAy765FVOotGdUzMhU2UUYqVwNRjg5oozrwtg7fNjPPYTShoH0sUpqxGgwPxPB2rfEhDJ3I72kOA956mAkhFyvv6NzlWtEnbfujz5Oz5aQLWACNWo60MFGWJA79hErh7P3VVj/Hs09xIZ1f3jNGVGs9qu9A2RCYk3OnLqS4s2fDpFiqdKCIdJJQUEOyGOkD3LW7j9P94byV/UrE0pUjH+IjI5z6XNrnKUnqxIVRZWoKJYtXkSbdh0IC6tomLnrrrt45513GDJkCOnp6bRq2wmADeszeeDeO3j1zffp0LkrOYcP8diD9wHwyJPPlf92/BjCw8OZ9dNvREdH88P3U7lpyAD+3rqbuDjnfefkiePcMvIGRo29jY+//I7s/ft49MF7CQsLtxFa5s35gbvve5DFqzPZsmkDU+6bSLuOnbm2Zx/B/SYkJrJ65TIGXT+MqKpVK3z/7cx59OnalpvHTeCWcRM4cyqPzD+WcP78eWbOnEmvXr0YMmQIhYWFrP9nI08/9iAffj4VgIcmTWTb1k3ceOONVK1alaysLF587mlatG5H+06O08m5SmWfgD3Q7gku6S7w+db3KaOMmStmEqYNo2m9pn5thze8+4SEnNCMUK+204yrCzdfLUCtDT6aJI3bxwh271wFGaJSUZxZ7FCE0aRq/GqMETNeWbfjTLPadHtmAb0fmsfKT8eASiVp3754xn1hwAsU7lwff5x/ZbrG9gTDuO6L6+9on0Kii/0Ypd+nr/C5L0QSuRqmpRAMfUsMIaHMnUgvKanZfJU+TI7XX+jZqtLfdn0sl4g68xihP6K3fc49uD9/7/wbnan8/AfWuYFbu9wfdOtE64iVxJq1iYmLZ+2qJTbbeNsZ0T5KRsgB0lqE8UUbHCEW0eRJpJOSlkzhakL+swIFBYWAEVs9idQmbWw+q9ekjVfSkmk0Gj78bCrzf/yBxikJ3ND/Wl5/+Vn27PqP5NQ0AKr8P9IjPDycqlWr0rxVeVvef+tV7p/yGCPH3kZKan2u7dmHx595gR+mlQsSG//5m+3bNvP19Dm0at2G+mkNeOHVt4iJieX3X3+R1L5p335Jrdp1eP2dj2jQsDEDrxvCY089z5effYjJdMVoldG0OY88+Rz10xowcsyttGzdhsy//hDd7zsffsGWTRtoUj+JAT078fxTj7Jpw3rL93Fx8YSEqImKqkqNxCSatmhFyzYdWbduHS1atKBTp05Uq1aNG4aP4s33P2X+nJmUlJRw7OgRFi34iZtuuomUlBTi4+Pp0qULycnJzPvxB9H2uFtkzxcTMDmhUql4tusb3NxsAgAmk4nvl3zP/qP7/doOh959TjDkGSjeUCwo5PiigKk7RXzBP8Wh3T3G1VaIWcH3OCtgDxDePtxPrSlHzEhl3Y6THeqx6uMxNPlxE+0+WOXS/r35jLs7zvgbV4pFu3J9/HH+wXKN3UXu47ovrr+jfQqNSWJCsTZZS9TIKCL7RhI1MoqILr6pveGPeYGC9xFLzWbd58QcjLwxL5Xbs21/ri+++CL/LfyPwuXCBucDmQeYEj+FootF/mqiBesxwv75d+f+bJy9kSdTn+SvHX8BoELFU71f9VgkOJqbQ83YUHb9t8Oj/QjhaE08d9YMGiUnAKBWq1mzZg1ffPGFzTZiTopS9u8MZ/t2dTtPMadtsyaYIp0UFAKNMrtRUFBwSKPWXUmsm07RpXwio+NcEmGcRcVcN2Q4ffoPYuM/mWzdvJE1q5bz+Ufv8d7HXznMj7p7139s3riej9570/K9yWikpKSEoqIi9uz6j8KCAprUt21rSXExuYcPSmr7gX17aduuIyorr992HTpRWFDAiePHqFM3GYAmTZvb/C4xMYmzZ86I7rdTl25s2LGPrZs3smXTP6z7aw1Tv/yER596nocff0bwNx279UKnN7J/7y52796NKiQElUpFWVkZJpOJI7mHOZJzGKPRyCeffGLzW6PRSINGpwX360mNF6G8uZVtAqZSqXir16cUll5m4f55GIwGpv42lXuG3kP9WvX90gZ3vfvsPfDs8XaahmDLy+0K1t65ZaYyVCEqjwqYKwQfhjwD+pxyw4Q21bM+7UxEtTca+SMyQWo6oH0j2xJ76AydX13MhdRqHBju33SNwTLO+Mrb2x/nHyzX2FPkGnXhi+vvbJ9SHDvMWK6VDLz35YhcU2P5C0d9ydznfH2NfP1s//393yx6YRGvH3qdsrNl5REkoXqe6/Qc9TrUY/Jvky3bHlh9gK9e/IoHHniA+Pgrjmr6fXoMLSvOI+u1r8fLWS8TEV3+vtg4eyMLnl7Amzlv4gnTJ0yn+GIx9/x0j+WzrFVZfDXyK/o/3p++4/taxog1a9awfft2Hn74YZt9uHN/jCYjJUUlAAxuMIz6cQ08Og9nnDp5nLdff5H1mev4Z/tey+cH9u+le/sWjBxzKx998a3l87mzZvD4Q/exN/cM/275R/Ka2B1nRE/rqkp1dPSnQ6RYCjWF4ESpD+Nf5DHrrAQo6cn8j5KezH/EVk/yShSMEOHh4Vzbsw/X9uzDw48/wyOT7+adN15my65s6qU34sUXX6RD11506NrT8puiwgIefep5Bl0/VHB/hYUFJCbV5OffV1b4Pjom1qvt12jscmarVDYRM0JotVo6du5Kx85duX/KY3zwzut88PZr3D/lMUJDhVNGlZbqGHfHXUy4Z1KF72rXSSZr907UajUffPw5+/b8Z/muSfPWdL62Ypo0b9R4uRomYOoQNR/3/55iQzHLD/1GqaGUr379iknDJ5GcmOzz47uTL12Kx32ZqYzSrFKvLVLlaHzwpgFbk6ShOLtiegltslZWRjwF72NvVNdt0nlkWBcTUcPah1UQeXxl0LfHlRpSG58YQEzOOfpNms3lOnHkta/n9faIIcdxxh5fChli56/P0XttrJPTNfa1CClHQcEs+Ap97u41cHZPxcYkf6Qhq2zIMTWWP3F2nubn2Z3fuoIvn+30runoCnRkT8smsSgRgAMHDlA1tiq5W3Ip3FFIWFL5s3JozyFiYmJsRBgzQmOqJlRDdGK099vcLZ1Fzy/CaDCi1qjL25x5gNikWA6sPECPHj0s2+bk5FCvXsX3ekhciEtjsqnMhMFwJYpmUtvHvHMyIpiFjpAyIzmHD7F00U8MvOFGANav+4tadeqyPnOtzW/+Xvcn17TtwKUL511aEyfWrE1SrTrs3XtF7HHkjOiNNbeQA2RCYi3OnDohqQ2+wj6FmrsoackUrjaU2ZSCgoJPcRYVY0+DRhksXbwIKH+5a7VaqkbH2GzTvGVrDh7YT7366YL7aN6yNadP5aFRa6ibkupWuxs0asziRQsoKyuzRMVs3vgPUVWrUqt2Hbf2KUbDRhkYDAZ0JSWEhoYSGqrFZDTabNO8ZWv278sSPedmLVphNBqpnZJG1x59nIojYqHL+/b8C+DSxLAyCjDWaNVavho0m/G/jeDP3BXo9Dq+WPgFk4ZNok4N7/YFweOnay1vayne+M68W0MSQyhefSUtiavGXaGFmNyMD942YIulbjEbqcz7l7pIrcz1FyoTYqKmJ4Z1MXE1oqNt//RXZILLNaRUKlZ/NJroo+e5/pZvmbtiCpdSq3utPY6Q2zgjhC+FDLHz1G1yb6yT81juLxEyWDAVSI9ascfZPRUdk7pEYGgZnO8qf75j7Y8VUiME0+kr9yskMbiunScI9SVrzNfIVQcjIQI1j0pskEh0QjT7l+8nsVu5EJOTk0PDeg05fPgw+6fvp169eoRdE8ahfw9Rv6VtBH1RURFz5szh4JsHiakVw9BXhtJsYDOgXBz57IbPeP3w6xzfeZwf7/8RgCnxUwDo/3h/Bj45EIPOwOJXF7Ptl20UXywmqXES1794PQ26CkecNOjaAF2BjqPbj5LaLhWA/cv20/mazqxYsYKCvwvQarXo9XqOHTtGq1atAFi5ciVZWVlcLrhM1BdRNG/UnGuvvRa1Wk3YNWGcjz3PgqcXcHTHUQAS0hIY+f5Iklsnk3syl7KyMsiGiNWRjHinD+07duHDz74hMammpW2zZnzHl59+wNHcHOokpzDx7vsZP/FK5M72rZt5fMp9HNi/l0YZTXnwkScrnJ+10JGcnExISAiLf/2Za9qVCxPrM//i9on38NF7b3I0N8diG1ifuZbRN9/GxQvnWb9+PTt27CA/P5+IiAgaNmxIh269Rde4dZLrERMXT8/+1xMTG8/B7GwG9urMvr170Gq0NMpowmffzKBucorX6qoKOUCeOnm8UjtEKihUVuSzclFQULiqOH/+HDde34+f5s5iz67/OJJzmN8W/sTnH7/HgEHXW7arm5xC5to1nD6Vx4UL+QA89PgzzJ8zk/fefIV9WbvZvy+LhT/P5c1Xnwege4/etGnfkdtvvpE//1jJ0dwcNm/8hzdeeY4d27dKat/4Cfdw4vgxnnl8Cgf272XZ4kW888bL3H3fg4SEuD90Dh/chxnff8O/O7ZxNDeH1SuW8sYrz9GlWw+qRpd7QdVJTmXD+nWcPHGcc+fOAnD/g4+yedM/PP3Yg+z6bweHDh5g2eJFPP3YgwCkpTdk+MgxPHDPHWzZvInwiChOnDjBx++/xarlSyq0Qyx0OWvnDhbOnc6GdeJ1bq5GwjRhfHvdPDrV7g5Asa6Yzxd+zvEzruf5dQVzzmbdJh26TTr02eIFvs048riP6B2B6ZStQceV3M9ieeZ9mZfblVoL5u29nX/cmbil26ajcHmhpLz+lb3+QmXC0X13JZ2PPRFdI5zWWfCkPpRU3H1WjGEafv9hAqXR4QwZ9TVhF/yTz15u+f+F8KWQoUnSoG2kdbiN1LEuEGO5VKT2S1ffDcGANlX4/ur36N1+V0i5p2JjUjDWavHnO9b+WIXLC21EGADTKROGPEOl7K9CmPuSJsW2z1j3OSnvQEcEeh5Vv1V9cnJyLH8fPnyY1NRUUlNTLZ8XbCwgd0suGaMybMbtv/76i5bXteTxzMdp0qcJP9z9A4X5FaMB6rWvx7DXhxFeNZyXs17m5ayX6XV/eSqrnx7/iZzNOdw29TYeX/c4rYa04qubvuLMQeHU2DXSaxBTM4YDmQfK23awgBPZJ2jatCmxsbEcO3YMgKNHj2I0GqlXrx7axlqimkQx9pOxPLb4MQb0GsDWrVv5559/gPIxecYdM4itFcvDqx7m0TWP0ufBPqi1akwmE7tzdoMeWA8vffAuCxb/wfFjR3jpuScs7fp53mzeef0lnnz2ZdZu/I+nnnuFt197kXmzZwBQWFDAraOG0qBxBsv/3MCjTz7Hy89VFGKshY7Q0FBq165NTk6O5fP1mWvpem0v2nXozN/rymvW5OYc4vixI3Tu1oOY2HhUKhUDBw7kvvvuY+jQoRw+fJjvvvlKvBMAWo2WhhnNqZaQyO0330inLt354++t/LZyLbeMm2Bx5PRmXdXEmrVpmNHcIrrY/62g4A5KWjL/owgxXmTtfqUD+xtl0AgOhMJNq1SJonXbdnz9+ccMG9SbHp1b89ZrL3LzbXfw2jsfWbZ74dW3WbtmNW2a1qdvt/YA9OzdjxlzF/LXmlUM6NWZ6/p24+vPP6ZO3RSgvLbHrHmL6Ni5Gw9NupMubZtyz4RbOHb0CAkJNSS1uWat2syct4jtWzfTp2tbnnj4fsbeOp4pjz3t0bXo0bsv83/8gTHDBtG9QwueefwhevTqx1fTZlu2efzpFzh6JJdOrRvTLK0WAE2atWDB4tUczD7A0EG96Nu9Pe+8/pKNV9GHn03lptE389KzT9C1XTNuv/lGdmzbQu06dSu0Q6jInjX/bt3gVjHBykykNpIfhiykXa3OABSVFPH5gs85ee6ky/uSsiB310gqZnSJ6FiedkgIKcZdZ+1xd2Ht6Fq4s9j2hQFbihFVSnFTXxapVfA+ju67p4Z1ZwZOf0QmePKslMRX4dc5dxFxtoDB478npNT3fdg6hZqvi4VLbY/92OVrIUOb7FiIAef3z1djubeQ0i8DbYj1FUL9x4wn7wop99R+TJKrcPBSy5f484s/Bb9z9x1bWlTKd7d9xxPJT0gulm4+1osvvkhWVhZQcR5gpmRjSaXsr2JokjREDYly2OfcFfnkMI9q0K0BR44cwWg0otPpyMvLIzU1lZSUFIsQc/ToUQylBhp0a0CV/lWIGhkFQPux7en0dCcS6icw+LnB6Ap0HNl6pMIxNKEawqPDQQXRidFEJ0YTFhVG/rF8Ns3exPjvx5PWKY3q9arTa3Iv6nesz8bZG0XbnN41nezMbAAO/nmQatWqUaVKFZs2H9MfI75WPHXuqkOVflUY+NZA0gemExsZS6NGjejcuTO7d++27PPCiQs0vLYhiQ0TSUhLoNXQVtRuVpsd2Tu4XHgZTNByQhtuHTCRFq1ac8ed95H51xrL79994xVeePUtBt8wjOTUegy+YRh33vcAP0ybCsAvP83BZDLx/idf0yijKX0HDObeB2xr10BFQcMsiMXExrNv7x50uhKat2hFx85dWZ9ZLsSsX7eW8PBw2rTrQGLN2txz/0PUq1ePuLg46tevz4Q772XViqXOugIAly9f4tKli/TpP4jUemk0bJTByLG3WerJyrmw/amTx9mftTOga34lLZnC1UjwuLcoKChUKsLCwnjmhdd45oXXHG7Xb+B19Bt4XYXPe/buR8/e/UR/F1W1Kq++/QGvvv2B4PePPvU8jz71vMNjd+7anaV/rBf9/pfFqyp8Nm32zw73+cDDT/DAw0843KZNuw6s/rti5E6ra9oyd0HF6BYzWq2Wx55+gceefkHw+1E338aom2+z/G0Ocd6351+ydu6osL2rIdNXA1VCo5g1ZBFjFgxma95GCksK+eyXz5g0fBI1q9V0vgOgcHmhzWJd20hLlf4V0/d5kuJGrFipJ8ZdKe1xNS+3o/Qz7qZm8oUB21m6DTHs75Wc6i8oOEfsvrtrWHcllYq30rc4wtVnxb79F9Jr8PsPExg+7HN6PTKfVR+PBpWw2OspLqdQ8zGOxi5fFouWMo5JqdMg+rmbY7k3cdYv/ZW2L1BEdI0AjW3KOTOevCtcuaeupoYz5Bn48ZEf2br0ytw1Mi6S5NbJ3PDSDdRqWsu9RruIu+/YTXM2cWjDIaYsm0KValUsxdKtWfrmUnYu2cnjax93eCwhDLm2IoGU/lpWVsY/0/9hw8wN5O3LI0QdQkL9BNrc1IbO4zoTGhm48U8qvhhH5DCPajioIfrn9Zw4cYLi4mIbUWPhwoXo9XpycnKoVrcacXXiACz3uk77KymNw6qEEV41nMtnL0s+9ok9JzAZTbzW3nb9bNAZiIyLFP1depd0FjyzAKPeyOGs8ggegJSUFLZuLX9uD+8/TIOeDSxt3fbLNtZ9vY6zB89ScqkEk8lEWNgVobj7+O7MeXAOW+ZtoeG1DWk1pBXxqfGs2LSifAMtPH39q5btayQmcfbMaQCKCgvJOXyQhyffzaMP3mvZxmgwWFKSH9i3lyZNmxMeHm75vm27DhXOzb5+SmpqKuvWrQNVCP9krqV9xy6o1Wo6denOjO++AWB95l+0bd/Jcj6lxjKWLFvBoewDFBUVYTIZKSkpoaioiMhI8esKEBcXz6ixtzF2xGC69+hNtx69uWHYjTbOkr6uq+pOijJzXR0zLdt0pGO3Xl5tl4KCgjDBP1tVuOpZf+I8nWu5Htqp4F9crRWj4B/MkzUhIcadkOmrgaph0cwe9jujfhnIjlNbKCgukCzG2IswUO5BWUhhBTHGU0FBaAHsiXHX2wKHM2Oau4ttofRt9ufoTm5xa+Oq/ojeVkxrrEW/t+Jx7a+NXOovKEjHfN/NRbSl1GkSwt6wKSbACh3bV3nwXRkPxAyzJzqnserj0fS/dxYX0hLYMqWPV9sI8jO8S2mPr4QMZ6KwlPFc7uOQs34pB0Osr9GmagWFGH/cI1efN/PYYDhhID09nZHPjSS8fTiXTl9iyWtL+Hr017y480Wftxvc79vnDp8jsWEiNZtIc6hxtE9tI63N/ECTqsGQUzFaw1l/nXnPTP77/T/6PdKPG9++kSrVq3Bi1wn++vIv4pPjaTG4heS2WmPUG1Fr1YLfBUP9OjmMXwn1E4itFcuJqBMUFhWS3judsGvCiN4WTUxMDEePHuXI2SM06FGxZkuI1q6dKigzlUk+tq5AR4g6hEf+eIQQte2+1IVqSrNKBe9fg24NKC0s5ci2IxzcfpCufbsC5aLFr7/+irGhkSM7j9Dlri4AHN50mJl3z2TAkwNo/EZjVAdUbJu7jfXryx0Uw9qEMbjLYNqNb8eeFXvIWpXF0jeX0v2V7uQV55W3R6OmW90rhn2VSlVeNwYoLCwA4N2PvuCatu1tzyNEuH86wlroGBAeydy5c/l73Z/8ve5POnXpBpQ7NJ4/f5bcnEOs/3stt46fCMDR3BxuGzWU2+64m+dfeYvYuDg2/bOehyffhb60FJwIMQAffj6VCXdPYs3qFSxaMJ+3XnuBuQuW0sZKOHJWV9Xdei/uCCrWdXXM/Lt1A/XSGylOmAoKfkCeb1iJ5OTk8Morr/DHH3+Ql5dHrVq1uOWWW3jmmWcIDb3iJfLff/8xadIkNm/eTEJCApMnT+bxxx/3SZvW7j9P94aK8VJBQSF4sPckAvmETMuV6LAY5gxbwqgFA/n31FYKigv49OdPmTR8EjUMNQQXsoY8g2jaCv0+PYaWBpvtfeURL2bcdbYAF2qPJtX9tjgzprmz2BYrrq5Nu5LOx5Mi0GbjqvGc0bZNkSGS7pU/ohwUvI8mSePRPRLql2ICrNCxfWlcliL2ODPM7h3VjthDZ+ny8u9cSK1O9tBWXm2j3AzvgW6P/T0zH1uq8TQYxiFH/VIOhlhfE8h75Er/th8b1Go1oYdDiWwXSXTzaPpM6cPHgz6m4GwBUdXLUzMtenEROxfv5MKJC0TXiKbNjW3o/3h/G3Fg17JdLH9nOSf3nCSsShj1O9Vnwg8TBNv1z4x/+PX5X7lj+h00vLah4HXbvWk3S99YypnDZ4hOjKb7nd3peX9PAD65/hMO/n0QKC+KntYljcm/TbY5xsbZG1n+9nLLNgBjPh1Di2vKxRBLAfZDB4mpE8P1D19PRusMS588uPEgK1euJDc3l9DQUNLS0hjRdwShCEe1bF+wna3ztzJh5gSaD2pu+bxacjWaDWxGyeUSAI5sO8Lvr/zO8Z3HMeqN1G5em6GvDaVuyyspiafET+HGd28ka1UWB9YeoOf9PRn45MAKx/RkbuRP5DJ+pXdL59C/hyi6WESv+3tZxqy0LWnkqnM5mn2UblO6eXQMTaimgkhTp0UdTEYTBWcLSOuUZvncfP+KKE+rZ3//qterTmztWHYt28Xxncdp8mMTIkwRROZHEjs/lg1bNmAsNdKga7l4lLMph7i6cfR75P/ZJ1rDupXrUGlV5TWA/n+9a6TXoEZ6DXrc14PpE6ez/of1cGP5T8I04ZY6KfYk1EgkqWYtcnMOM2LkWMFtGjRqzE9zZ1FSUmKJitm6ZZPo9bIWOlq3ac/6zLX88/c67nvgEaA8c0Sbth2Y/cP3nDh2lC7degDw745tmEwmXnztbUsd2EULfhI9jhjNW7amecvWPPDwE1zXtxsL5s+xEWLssRZeDmfvcys6xV1Bxbqujv3n/lz/K2nJAo9S6iEwyGfG7QZ79+7FZDLx1VdfkZ6ezq5du7jzzjspLCzk3XffBeDSpUv069ePPn368OWXX7Jz507uuOMOYmNjueuuuwJ8BgoKVxdKVIx86ditFzFx8Zw5dYKExFpkNGsV6CbJnpjwWOYOW8qYBYPZfmozhSWFfDr3U2413kpNyr0qrRdCztJYCBk5fOURb2/clboAN7enZGMJhlwDhhwDBTkFbi3YnRnT3FlsOzMgecOzXmwfUSOjJN0rX0c5KMgPsX4pJMAGAmdijxTD7IYnBxBz+Cz9751JQe1Y8tqleq19cjO8y6E9Fe6ZiwJQMIxDYv1SLoZYXxOoe+RK/3Y0NuiidGyZt4Xq9asTGX/Fozw8Kpyxn44lumY0J/ecZO6UuYRVDaP3A70B2L1iN9/d+h19H+7LzZ/fjFFvZM/KPYLHWf3xav74+A/u/fleUtqU14m0v24n804ybcg0BjwxgNbDWnN402F+euwnIuMj6TC2A3fMuIPfX/qdk1knuWPGHahDK3rjt+jcguNjjrNv8z4m/Tap/DyiwwmNKBdS1m5cy3WPXceIniNY9/U6Zj85m+f/fZ4qcVUouljEjNkzaN28Nf3798dgMLB642pmPjmTSb9OEjyvrT9tpUaDGjYijBmVSmVJnVZSUEL7Me2p+1ZdysrK+POzP/l61Nc8s/kZwqteSee07K1lXP/89Qx7fRhqTcXz81XUoa8ibCK6RhASF4Ixz4g6SU1YU+G6Sr6kQdcG/PT4Txj1RtK7pAPlY1ODQQ34+fGfMZYaSe+a7tEx4uvGoyvQsf+v/dRqVovQiFBqpNegzU1tmHXvLIa8MoQ6Lepwcd9Fdn+zm8TERBo2bAgI378G3RqQ+W0m1etVp2qNquUfJkFatzTWfr2WhPQEYmqWpwVLSEsg/1g+237eRvI1yexesZtdf+yCkPLzLC0uZdELi2h5Q0uqpVTjwvELZG/KRpdS3o9SY+tzXnXO4fk9+tTzPPvEQ0RHx9CzTz9KdTr+3b6NCxfyuef+KQy/cTRvvvI8jz5wD5MffpxjR3L58hPhlOP2dOl2LV9/8TFQLpCY6dSlG198+gGRVarQ6pq2ANSrn4Zer+fbrz6j38DBbNqwnh++/0bScQCO5Bzmh+lT6T/wehKTanIwez+HDmZz0+hbRH9jH8Vij9ToFHcFFbGsF0o2DAUF/xDUM9YBAwYwYMAAy9/169dn3759fPHFFxYhZtasWZSWlvLdd98RGhpK06ZN2bFjB++//74ixFQilPRkCgq2uBrebD0hzNq5g4v55+nYrZfbYdJXCzHhscwZvoTRvwxi+6nNFBmLmM50buVWalPbZiHkzEgn9r2vPeJdWYAb8gzoc/Ru5Tu3R4oxzVVDlDMDkjc82R3tIzQjVNJ+All/QcH/OHr2gyGdkiTDrErFqo9HE330PNffPJW5Kx/iUko1rxxfboZ3ubXHXYJ5HAoGIckbBOIeudK/7ceG/fv389prr6F6S0VpcSnRSdHc+eOdFi9zgH6PXqnvWC25GqcnnWb7gu0WIWbleytpPbw1A5+6ErVRu1nF+eeiFxexZd4W7v/tfmpm2KYUs75ufz7/Jw27N6T/Y/2Bcg/+U/tOseaTNXQY24EqcVXQRmhRh6qJToyucByzo4rqhAoug/aAtoLjSYdbO9BuQjsABj83mLVfr+XI1iNk9Mkg85tM6lxTh6GfDbX015rGmrzY/EVOZ5+mRnqNCsc8c/CM4Of2NOze0ObvkR+O5KnUpzi4/iBN+ze1fN5mRBs63Czume+LKD93I2ykiDc2+94NhmMGp9Gl3ia9Wzr6Yj01GtS4ImpQXotFV6CjRoMaxCTFeHSMeh3q0fn2zkyfMJ3C84X0f7w/A58cyNhPx7Li3RX8+tyvXDx5kcjoSGon1LaIMGbs719613Q2z9lcQSBK75LOptmbLNEwAM0GNqPHvT34+YmfMZQaaNK3Cf0e7ceyt5YBEKIOofB8IbPuncXlM5epEl8FQwMDdC///YC0IczmO4fnd/NtdxAREcEXH7/PK88/SWRkFRo3acad95ZHpFWJimLGnAU88dAk+nVvT8NGGTzz4mtMvG2U02vXpVsP3n/7NXr26Y9Gc6UfdezSnXfeeJkevfuh1ZZHyzdt3pIXX3uHzz56l9dffpaOnbvx1POv8MA9dzg9DkBEZCTZ+/cx/8eZ5J8/R43Emtw+8R5uvf1Owe2FoliEkBKd4q6gomTDUFAILKoyc6LGSsKzzz7LsmXL2LJlCwC33XYbly5dYuHChZZt1qxZQ69evTh//jxxcXFO93np0iViYmIY9PEatBFRktqhpCfzP4oQEzwoUTG+xdVcsadOHmfh3OkVPk9v3JTsvbsl7+dq5pLuIiN+7MOuC/8CEEYYt3ALdalLZN9IS1Fp+4WpmbA2YUR0CUwKiNKsUopWFlX43LrdIN52M2Htw9Cmum4Y88RjUui3FRb/VtfWkGegYF5Bhf1E9I5AFaKS1AaxfVinalBQsEeoPhQET79x9FxZE36ugFH9PsSoVTNv+YOUxjjPrS4Vf9cvEDqe9WfgWkowXxIMtR0Uggupfco8NixYsIDLly8z7IlhhLcJp/hCMZnfZrJn1R4eXvUw8XXL12mWAuA5Z9EV6jAZTIRXDefV/a9iyDPwVOunGPbcMDrf11nweC+1fIkyYxmlRaU8/MfDVE+t7vA83u3xLs0GNmPAE1ecN3cu2cm026fxzol3CFGH8MtTv3B81/EKKcms3/dr1qxh79693HvvvTbj9pT4KYz/bjytrFIyPpnyJMPfGk770e35fvz37Fq6q0KkTWlhKXfNvYsmfZtUaPPrHV6nRnoNJs6a6PDcLp++zOLXFpP9dzYFZwowmUzoi/SMeHsEXSd0tbTvlq9uoe1NbUX34+15jbv7kyLeiO1bSt21yooc5qWbsjYxe+VsADrU7sqCG1eLpiXzJ3J0KNyftZM1y39zut3QUeNcdqaEckGlQ9eektoi5fr46hoqackCj5KWzLuUFF7mmUGtuHjxItHRFR07rKlUM/Xs7Gw++eQTSzQMQF5eHvXq1bPZLjEx0fKdkBCj0+nQ6a5MAi5duuSjFit4EyUqRkHBvVyxYmHN1iKMlP1czUSHxfBVr5mM/eU6cslFh44f+IGxjKVZXDPLdtZevGWmMsnGf18ixdtdrPaKNYYjBpviwlK9H93x+DXkGSzp0eyP58hTWsjTNyQxhOLVxZLbXVm84RX8S5X+VSjEVowJpn4jNQKhpFoUv865k1H9P2Lw+Gn8Ou9uTCKFoV3Fn9EBQgZBQJY1FIKltoNCcCH1eTOPDZqNGiJ0EdS96Up9ktEtR/Nk6pP8M+MfBj8z2LYAeK/GRERHsO2Xbaz5bI1FrNaEaNBt1lGcWSzaj+t3qs+e5XvY+vVWej/Q22fjqD5HpK5fjt62bpGDAuy6Qh1N+zfl+hevr7AfoQgc+H/UzoFTTts3675ZFOYXMvyN4USHRxNSEsJn93yGodQ2ajk0UrgWjRlvz2vcibCRGp0t91SfVyMGo4FlG5dZ/n6i00uyEGHsBYr0xk2pm1I/4KKMlPRfyfXSJLexY7de1Etv5JZYYl1XRwhXnTsVFBSkIcuqhk8++SQqlcrhf3v37rX5zfHjxxkwYAA33XQTd94pHAYolTfeeIOYmBjLf3Xr1nX+IwUFBclcLR4QYYsWEDGzYqSJL3GUK1YMV/LBOtrP1U795Ea82eoj6lEu/pdSykzVTA6UHLDZTpOkITQjlLCmYYRmhAZ80WhegFtjvwB3Vt8GwJhnW8Bet02HIc8gsrX7FGcWUzCvQDA9mvl45mssdG0jukYQNTKKyL6RRPSOwHTKJLofMaz3ETUyKmDRTArBRZX+VYK63zh6rqy50CCR33+4g9rrD9LzkfngYvC9Ic9AaVYphjyDzb/9hZhBUOgzf7ZLCLG2Fm8oDnjbFIIHT58zTZKGkNgQVOF2xldVeU0TfXG5oGFdADy5dXJ5HYqj+WDAIlInJiZy6NAh8efLCEmhSYwdOZbV361m+YPLKc4srrjd/0lsmMjhjYdtPju88TAJaQmEqKWbQtRqNe4kEqnbsi55+/KIT44noX6CzX9hVYRrm1wz4hrOZJ9h55KdFb4rKyuj+FL5+R7edJjud3WnXkQ9orZHod+gpzC/EP0hYQHJEd6Y15j7kX2BeTNO03RK+NyVfQTi/REIpF47X7Fh9wbOXypfH16b3JdOdbr55biOEHJMzN67mzXLf2Ph3OlsWPdHgFp2JS2YI65p39XlfTbMaO5VgUnMufPUyeMe7/tqsQUpKIghS5eBRx55hPHjxzvcpn79+pZ/nzhxgp49e9K5c2e+/vprm+2SkpI4dcrWo8T8d1KSsEvGU089xcMPP2z5+9KlS4oYo6Cg4DLqU3lEP/YgZeFhlNw42qfHMocNG41Gwe8diS1CeWIbNG7Ggb27XNqPAvToMYgf0xox5a+JbDj7N4YyA1N/n8q4geNokdYi0M0TxZm3u7P6NppUDYacigtdb9e/cBaZI/V4Zk/f0qxSt/cTzPUVFALH1dJvjndJZ9VHo+h/32wupFVn64N9JP3OUQpEf0V6uGK8CnSNH7G26jbp0G3SKdExCk7xZkSVQWfg0qnyTBJFF4rInJpJaWEpTQeU1ysRKgD+32//UWa8Yri/9tprmTFjBvHx8bRt0BaqwJ7le+g9uTf6bD2mQhPG80aSOyVz8803M2vWLEJCQuib3ldQJO4xqQfv936f5e8sp/Ww1uRszmHd1HXc+M6NTs9Hm6q1RPrGxsaSn5/PyZMnqRVTC61OiybMuSml64Su/DPjH2ZMnEHvB3oTGRfJmUNn2P7LdkZ/PFpQDGo9rDU7F+9kxp0z6PdIPxr1bERU9ShO7jnJn1/8Sbc7u9FicAsS6iew+YfNxLaORafTsWLFCjQaDYZjBnS7dahCXItK8OT9ZN+PQmqEYDp9ZXxyFmEjqRbZ/9uobaQVTPVpva0cIwXdSSEp5TdSr50vKNWXsmLzCsvfT3Z+yefHlIIzx0FfZXmQmsbLOorlaO4hmywUcqnV4si5Uw7tU/AMJS1ZYJGlEJOQkEBCQoKkbY8fP07Pnj1p06YN33//vU0xQIBOnTrxzDPPoNfrLQW5Vq5cSaNGjUTrw4SFhREWJuyhIpW1+88rdWICgJKeLHjIOVNY6WvFFE28B+3WzcTcNxFjnWT0HYXzXXuKfdhwQmJNzpw6aflbyoROKKw5skqUUsTPDVLqpjF3zHLuW3ori7MXYDQZmbZkGmP6jKFdRju39umP/P+OFuBCaSu0jbVo62otC72CnIr5qb29CHRmIHX1eIFcvCooVHb2jm5P9H+n6frS75yPjePwuDYOt3cmtOq26QiJCyGsqWdzdGfoj0j3Jg+JC/HK+OzuPpyNVUKpfRQUzEhNByWVvav38nzG8wCERYWR2DCR8d+PtxQBFyoA3ntcb1Z8dcWQW69ePW666SbWrl1L5rhMwkLDSElJoSCx4hwjJSWFsWPHMmvWLMK/Dqfn8xXrItRtWZfx341n6RtLWfHuCqIToxn45EA6jBUvXm/Geu7TpEkTsrKymD5zOiVflTDm0zGS9hFTM4YHlz7Iby/9xhcjvsBQaiCuThwZvTNEhRKVSsWt39zKP9P/YeOsjax8fyUh6hAS0hJoO6otjXs1BmD0x6OZc88cvvrqK6Kjo+nduzcrVpRfS+uUq6VZpTDYaVPdRqgfmU6bXKq/50p6NGepPr3dr72BvTCkbaRFm6x1eG2kikmBTJn7146/uFRYLr4OTBtCqyTxWkT+RIrjoLcFBVfTeJnTgjXMaE6zlm0lCTjWQo/5HNxNteZMNBK7hopTpoKC56jK3ImxlQnHjx+nR48epKSkMH36dNTqKzmozdEuFy9epFGjRvTr148nnniCXbt2cccdd/DBBx9w1113STrOpUuXiImJYdDHa9BGRElunyLEBAZFiAkeKrsQA4BOR/zwwWj27uHcqnUY66V5dfenTh5n4dyK6c+69xmEWq32eHJmNBo92s/VjMFk4OGVdzE/a6blsxHXjqBbS9dC9uXk1efIWCi1mLenxxcqSOrJ8fzRbgWFQBDoAu7FmcXotpYw/Oefabx3L7PfuJMLExqJbl+aVUrRyiKn+/XlGChaCLqxlpDIkApjBWWe143xdIx3FEUEoEnREDVE+vpF4epB7JmL7BtJaIbjuiLeQuyZU6eoMeYKR3kL4cvC5IEeSx3haF5kjS+vjzf7kSvXWmxbOfRra5zdI6ExX+w3ju6jv/tpYUkhr0x7hZLSEkJUIfxxyzYaVWvi8+NKxV4YsWfoqHFeW9uKrce9eQxH51M3NY02Hbo6PZZ5fW8fhSMmGtkfs1XbTnToWlHwdgUlLZk8UCJivE9J4WWeGdSKixcvEh0tXAPOjLxmEi6ycuVKsrOzyc7Opk6dOjbfmfWlmJgYVqxYwaRJk2jTpg3Vq1fn+eeflyzCeIISFRMYlKiY4OFqiIohLIz8mfOo1rcbcSOHcG7FWsrivNc/xcKG1Wo1DTOau7VPIY8ed/d1NaMJ0TA6Yiw57GMzmwH4+a+fKdIV0a9dP0mFLOXm1ScUNWNe+GnTtZKKeXt6fHuvP02qhvD24W4fT2oRcgWFYCLQAq5l7FKp+HXIEGIuXmTEizP4sdWDFLWpUWFbU75JtK6APeYxEPD6cysWdaetqyU0I9RmrAAqGMpcHZ+9McabxzB9jt6SRsnmGLnltXaUsU3B3lArh6hQRxG3RbnOhVnwvfe/nFNKCl0/IXyZRtGb/ciVay22rS/6tScih7NobqEx32HdFwfR6/7spys3r6SktASAUU1uk5UIA47TfzVo3MyyhjaLF1LTignhbhovqccUqtdizdGcgxzNOegwCseRkCOWqk0oY4aCgoLnBPWMfPz48U5ryQC0aNGCdevW+b5BCgoKCgKUxcWTP+9XqvXpRuyto8j/ZTGEescjy9thw2KF+XyRR7eyc+rkcXZu28QgBhFBBGtZC8DSDUspLC5kaPehhKiuLAqFFnnuLMT8SSCMvc6EE3cWy3I2sigouIocBFzrscuo1TJ39GgmTJ3KsDu/Zf6aBymNiQSc1xUQo2RjCYbcK3WpvDX2ODPgWY8VntSYstnWw32Y26VJ0mA8ZbS5Lu7uT6HyIfa+DlRKI2uE3utSCqx76ohRWbC+fsZ8I7otFUUZqUK3OwQyNZY/2uPpXFeKAGQ/Rpt/c/nyZRYsWMDRo0cJCQnhtZGvSW+4m7zU8iWuvedaetzbQ3Sbc5fOse7fcvtauDqcRzs+73S/Yb/+DKjQDRlu8/n6dX8x4vq+7M05TUxsLABLf/+Vl597kiO5h7njrkm88uZ7FfZ3NDeH9i0bsnLtJpq1aCV4TKH0X0dzD3Fg7y5LLdSWbToCWNa/H3zwASNuGs1r737i9JzMuLMedyWVmbOaN2bE1uzOhBzzMYTW+uZrqFB5UKJhAs/VPWtRUFAION6Iijl9Ko+P33+b1SuWcvLEMapGx1CvfhojRo7lpjG3EhkZ6aXWuo+xfjr5s34ifkh/Yh68l4ufTwUJERHOSKxZm5ZtOnqtlotSmM97mK+lChW96EU44aygPHf32n/XUlhSyJg+Y9CoNaKLPDl4q4oRSGOvmHAS6CgABQVv4UhQdCY2ykHAtR+jiqpUYfbYsUz84TsGj5/Gr/PupvRcmdO6AsZzRptaB2bsxQZvjT1i3uX6bH2FfXtjfPb2GB/eIZyC3IrpbHxphFWQP47e13KJCrV/r4sZ07VpgW+rHDFfPzGBWKwejbeQSz9y1p5Zk2ax+cfyKPUQTQiRcZHUalKLa0ZcQ/ux7SvUG/bGXFdK1JL9mG/+zcq3VnL58mXuueceottHe/W6bpy9kQVPL+DNnDdtvzBSLuo7iKRc8s8SjKby1IETW0+mVtU6gtuZOZqbQ/txYyp8PnzkGD749Bv+3XeE6JgYy+ePPzSJ0TffxoS77ycqqioP3juBixcvMG32zy6e5RUOZmcz4vq+DrcZN24cd911F1qtllMnj0te+7q6HnfV8dEVB0uhNbsUIccftV+UtGQKCuUosxcfo6QnCwxKerLgwhMxJjfnEDf070F0TAxPPf8yjZs0IywsjKzdu5g5/VuSatai/6Drvdxi99B36sLFT78m9q7xGNLSKXz0Ka/s15thw0dzDwl+rhTmcx37a9aZzkQQwe+q3zGWGdm6byuFJYXc2uZW9Ntsi0PrtulAA9pUray8DK2Rg7HXGjlEASgEJ3LL/+9IUJQiNspBwBUyPBUMqMPifncwdMQX9HjsJ5bdNVTwt6oQlSWPvyZJgynfVCEdoSHHd1Ef2nStpLHEG17XmiQN2kZa0aLTriJm8CteXYwp36QI01cpJRtLBD83PzNyjQoVNe47aavcxnR/EsjxX279SKw9jXs3ZuynYzEZTVw+c5m9q/ey4OkF/LvoXybOnohac6XusLfmutZ9WX9EL2nMj+gawaVPL5HcJpmUe1Pc7suGUgOaUGm/Lc4sxlRoonRfKQXzCgTnGEdPH2Xrvq0AxIVXY3K7xyW3ZUn7jrTc9R/5s3/GmNGU8PAIQkNDqZF45WIWFhRw9sxpevTqR1LNWpL37Yy2HTrxy+/L+XtNuVPcsmXL0Ol0DBkyxLJNREQEGk35tXLVCdGV9birjo9CQo8Y5vWnddozZ+t4T5w4FRQUXOfqmpkoKChUOp585AE0Gg3L12wgssoVMScltT4DBt9gqRd17OgRnn18CuvWriEkJISevfvx2tsfklAjEYB333iZZYsXcff9U3j7tZe4eDGfXn368+5HXxJVtSoAJpOJTz98h5nTvuXM6TzqpzXgocef5rohIyS3t2TkWC4fOkjVV1/AWD+NkuEjvXIdvBE2fOrkcZv8uWYaNG6mTM7cQGjSfHvb+xhW8zbuWXIzJcYS9ubu5cv8LxnNaKpgK0bqNunQbdIRdk0YUSOjZGdUkIOx1xq5CUMKwYHcoqgcCYrmfwt9522BwBsIGVGP0YDVH46i3/0/cj4hnj+rtqvwO/sxxH4/AAU5FaM+vDX2uDKWeOoFXpxZbGOQ0zbSEtHFs/5njqa0jyRShOmrE0OeQTBdHcgjutYZrhr35TCmB1IIksv4L2c0YRqiE8sLKcfWiqVuy7qktE3h86Gfs2n2Jjrd1gmA/GP5/PTsT+zP3I9KpSI9PZ1BgwYRFRWFTqPjiepP8NDKh0hunYzJZOLZ9GdJSEvgoZUPAbBl3hZ+f/l3Xtz1IueOnOOVVq9w+/TbWffNOnK35FK9TnVGvDyC9C7pgu18qeVL5B/NB2Drsq20G9OOmz+7mfxj+fz8xM/sX1verozeGYx4awRVa5SvV5e+uZSdS3bSbWI3Vr6/kvyj+byz+x2bPnkg8wA/3v8jAFPipwDQ976+dKnRBQC9Xs/ChQvZ8/oeIuMj6fd4PzqP70xZWRkL1y6Ei8ByKM4tpMObDenQqQuvvPk+dVNSBc/lzJlTABRMeZSEt18ncdKdnFuViSkmxiY12e6d/1qiVm68oR8Anbp055+/y9M714wtd9L4+beV1E1OASA35zAvPP0Y27Zuon79dJ545kVS66VWEENCQ0Opn9aQ/7b8U94PNBoMBgNV/7/ON/PBBx/QsWNHho4aZznmWx98xspli8lcu4Y6dZP54NNvqFa9Oo9Mvocd27fQtFkLPvnqe1LrpVmOuWzxIt5761UO7MsiMakWI8fcwoOPPoVGo3ErlZm90HP+3Bl27djC+bOnLduYBRWhtGf2a9IGjZtRJ6We32q/KNEw8kBJSyYP5D/7UlBwE2WQCS7ceTmfP3+Ov/5YyfiJ99iIMNaoVCpMJhO3jx1B/oV8flm8mrkLlpKbc5i7b7/Ztg05h1i2eBE/zF3AjDkL+efvdXzy4duW7z9+/y3mz5nJWx98yp8bdnDXfQ9y/13jWZ+51qV2Fz7xLMUjxxJz7wS0G/9x+bx9hZh3Tp2Uen5uSXBy6uRx9mft5NTJ45bPOnbrxdBR4+jZ/3qGjhpHh6496Z92PbOHLSY6tDwE/+ilo3zHd+STL7hf82I6NCNUVgtp82LfmkAu9h0JQ4Y8A6VZpZJyzitcPYiJHoHsJ45EAIcCgR0RXSOIGhlFWPswwtqHERIbEpBnQJOkqTB2ZY3twKaH+9L9/SU0Lzlgs73YGGK9H1+PPa6KzELnKAWh/qffp0e3W+fxvRJLQ6TP0Stj4VWG2LihSdXIak7hDeQwphdnFlMwr4CilUUUzCugOLNiakVfYx7/I/tGEjUyymNx92qgYfeG1GpWi/9+/w8od76bevNUiouLufutu7ntttvIz89n/vz5hLUJo2qDqtRuXpvszGwATu45CSo4tvMYuoLyPpj9dzZpXdJsjrP41cX0vL8nj619jBpNajDriVkYDUbBNj2y+hEa925Mq6GteDnrZYa/MdzSrqL8Iib/Npl7f7mXc7nnmDZhms1vzx4+y7+//csdM+5g8oeTbfpk4fJCakfXZshTQwivGs7LWS/zctbLdB/W3fL7f/75h1q1anH33XfTaWgn5j86n1MHTrHz0E4OHj0IP0DVqlX5ddmf/Lr8TyKjohhz43WUllZMjbdh3R+s+O0nAFb/tZLVUx4BIG7UUFQFtk4VbTt0InNLee2WqTPm8u++I0z/8RduGHYjPfv05999R/h33xHaduhk+c2brz7PvZMfYtW6zcTExvDAvXewaslCFs6dzoZ1f9js3+wkZ02rtp0qfFY7OdVGnPjwnde5afTNrFq3mfQGjbhv4m08PmUSkx9+nGVr/qGsrIynH5ty5ZzXZ/LAvXdw5z3389fGf3n7w8+YO/sHPnr3DYftcCaImOvdHM7ex9pVSywiTN3UNMs601HaM+s1aa8BN9Awo7nibKmgEAAq1+xLpijpyRQUfEPOoYOUlZWRlt7Q5vMm9Wui05WnYbh94j1069GbrD272PjvfmrXqQvAx19+R4+OrdixbQutrmkLlE+6P/r8W0sEzI2jxpL51xp4DnQ6HR+//xbzFi6jbfvyiVNKan02bfibmdO+oXPX7khGpeLiJ1+hPnqEuLEjOLdqHcZ6ac5/52Pc8c6p7FiHdTuaqAp5Hll7LTXMaG6zfac63Vg48g/GLrievMITnOMc3/ItN3MzNalZYf9yjeqQU05wMS9QfbY+4N6xCvJEjlFU7kSaiX1n3/fNyOEZ+OfpgcQcPsv1H82jaNq9nKxTx6UxxJdjj788ysX6n3Uki7v3SqxP6DYpY+HVhlhfCG8f7ueW+B5/j+kRZwsY3fs9Vn08hqPXNhQVgkLiQghrGiayF9/g6zRhlTH9W2KDRE7sPgHAgb8OcHLPSZ7b/hxxdeIw5BmI6RHDe7e8x5mIMySTTHqXdLL/zqbX5F5kZ2bTqEcjTh04xaENh8jok0H239n0ntzb5hi97u9F035NARj45EDe7PwmZw+dJbFhYoX2RFWPQhOmQRuhtUTw7Fuzz6ZdADd/fjNvdn6TI9uOkHxNMgDGUiO3fHEL4YZwCvJtxQ79Pj3sA/YAJiz7NpQZKKB82wYNGtC+fXsAkm9KZt3P69j31z7WatfCLqAMPvz0W1o0uAaADz+bSqOUBNZn/kWPXlfqsNiLAt9++y3fffcdWrUa1fFjrBp5AzzxnOX70NBQqlevAUBcXLwlZVl4eAQ6nc4mhZmZe+9/mD79B3Hq5HFat2zBP39ncv78eRISEgTrrpgjSzZs2kKJTkeHrj0BLOu2r77+hpR6DWyOMWrsbdww7CYA7p/yGNf17cZDjz1Nz97lUTsT77mfhybdadn+/bde5f4pjzFy7G1Auc3g8Wde4NUXnuaRJ5+zaYerqcWFhJajOQdp06Er4DjtmSK8KCjIg8rx1lRQUKgUeFIrxpqlf/yNyWRi0p3j0OlKObBvL7Vq17WIMACNGjchJiaW/fuyLEJM3eQUiwgDUCOxJmfPnClv26FsiouKGDVsoM2x9KWlNGvRyvVGhoWRP2s+1fp2I27kEM6tXEdZbJzr+/EirhYarOwIiSsdu/WqsJ2Y55Gz32ZUb86iUX8xav4ADl8+SAEFfM/3jGQk6dimKZBz+hA55QQXTGE0z3YBqqTnUTAjt/R64FwEkCoQCBkEzQg9A343qoWEsPKzsQwf8hnDJn/P3JUPcTnJNdHfl2OPP0RmKf3M3fFKSnHoQI6FldGIK1fkkqrKfM/LTGWoQlQ+ufdiz1SZqYzSrFKvH7MkLpL89BoMHvcdc5dP4ZRJeAyrbDWa5JD+zReUlZWhUpVHE+btzyO2dqxF7NAkaah5TU0iqkZwYvMJkq8pF2I2zNyAyWji4PqDNOrZiKo1qpL9dza1mtbi7KGzpHe1nc/Xanql5kl0UrkAUnC2QFCIEcK+XQBJjZOIiIkgb3+eRYiJqxtHVPUoSrMqRqjYnLOhDEOeoUK0aWJieXvC2oShraklukY0e3bv4Wy9s3AKyIf7u48HykClQqVSoSspIfewba1Re1Hgpptuonr16nTs1puGeXk0e/Be8r/9StK5i9GkWXPLscxpxgoLC0lISLB8br+WTaxZm+iYOMouXrD5LLFmbdTqimOE+RgACQnlQlFG02ZWnyVSUlLC5UuXqBodze5d/7F543o+eu9NyzYmo5GSkhKKioqIjIy0OaYrOKsvI0fHSiUtmTxQMgbJB2Xmq1CpWX/iPJ1rXb3e/JWd1PppqFQqDmbvt/k8JbU+UO494wpajdbmb3NaMyif0AH8MPdXatayLRwYGuqel1tZfDXy5/1KtT7diL11FPk//w6hoQ5/IzVCw13c9c6pbDgK67a/JmITYim/rRudwkdtv2bSmvEc5SillDKb2VzP9bSmNeAdg4lutw79IT2qCBVhzSp3rnBr46zYAlSuEUYK/kUuBkp7HIkAUgUCMc9wm+///wwEyqhmDNfy+6yJjOr7ATeM+pr5yx6kNDqCyNOXqb7rOEd6NfZ5Gxzha5FZilgC7o9X1n3FeNFoEw3j6b49obIaceVMoKNX7e+5GW/fe6FnKiQxxCtRZkKUqUNY8v14bhrwEUNGf8OsmfdThHBawMriBOKojlmwn9up/aeITxER0/7fh8v0ZZRsLKG4aTH1O9dHV6Dj2L/HOLj+IIOfHUzVGlVZ/eFqajWrRUzNGBLSEmz2E6K1Egv/31XMa01vEhpZvp6UIviXbCwhakgU8P8aY1VCCM8IJ2pklOWemspMHDh6AOoBpZBcP4UhA2+w7COjWWtatetItWq252tv/I+OjqZatWo0bd6SxH6DKNXpiHjsQU9OFY1GU+FY5hqxQm1w7xhXbARmsc58XOvPzPeyqLCAR596nkHXD62wr/Bw59GI5vW+0WhErVbbrMkdCS3m36U3bmpT9/VqdqxUUJAjwf22DCKU9GQKCtJwJSomPr4a3Xv24ftvvmDCXZNE68Q0aNSYE8ePcvzYUUtUzL69e7h48QINGzeRdKyGjTIICwvj+LEjrqUhc4IxrQH5M+cTP3QA0Q9N4tKnX4NKeBEnNULDU9zxzqlsOPM2skbqBF/otwDJNepzG7fxMz+zl72YMPErv3I54TJ9UvugrXdl8u/Ii1jsu0tzLmE6fWWRp9+jv2oMX3KMeFCQF4E2UIrhSASQIhA46+Pm7wNtVCuuHsWvc+5kVP8PGXT7NBbNuYuU1Vn0fnAOXx5+A0MV/6bzscfXkRsRXSNAg6BIYsaT8crcVwx5BsFj+HssDHR/u5oJVPSqq9F5nmI9ppeZymxEGOtjAl55tkujI1g09y5G9f2AYQ9NY9YTEyjcLb+0l1KQMt7JMaWnN9i/dj8n95ykx709AEhqmMSF4xfIP5ZPVU1VdNt0nD59mpKSEhISEtBt0xGVHkWtprVYN3Udaq2axIaJRCVEMX3CdPYs30NaZ++nnbZulzkqJm9vHsUXi0lqVPEGOBL81Wo1ZWVlGHINlqgYMS4VXsJoLK9l06p5W/b+uIsqVapYRIXTJ48QGdGT6JgYm9+Zsy38uWqp5TNrUaDoznspXvsn/LaA0D9XwdAbBY+vDQ3FZBSupWN9rOat2tl8FigBonnL1hw8sJ969dOdb2yH/XrfjHndL5bB4nD2PpvP0hs3pW5K/avasVJBQa4olgiFSo8Sgle5efO9jzEYDPTv2ZFff5nH/n1ZZB/Yx09zZ5F9YB9qtZruPXqT0aQZk+4cx387trN962YeuOcOOnXpTqvWbSQdJ6pqVe6Z/BAvPP0Y82bPIOfwQf7bsZ1vv/qMebNnuNRm+6Lu+i7duPjp10TOmk6VD94W/Y1QhIZ1YXh3j69QEVfCuoUKLrqyz8SatWnbphsjGUl72ls+/+PMH8zdPJcL8y5QnFlcoQBswa8FlgK0YsVhdbt1NiKMGX8VrzXkGQJaGNrXRb0Vgg+hPulusXU5I9T3zVg/Aw6NahLwxjOe3yiJ32fcQZ11B+jxxM/ktU5GbTBRa1OO2/t0p2322/ur6LY2VSv6nbfGK2djob/Gak/7m0LwISk6z8uYx3RViLBjU8nGEq8+25frxvPbrIlU332CG2b9QkRP4bFXzk4gUse7yuDgYtAZuHTqEhdOXODov0dZ+f5Kvr3lW5r2b0q70eWG/IY9GlKzSU1+uPsHjmw4wrFjx1iwYAEpKSnUrl1u1Dblm0jvks7W+VstokuVuCokNkxk+4LtpHXxvhBj3a6j/x4ld2sus+6bRVqXNJJbJwv+JqJrBFEjo4jsG0lI0pX7FBsbS2lpKYcOHeLy4cuUFpVSuLwQU6GJ0n2lln5w5NQRikqKAIgKrcoTo54jMjKSOXPmkJubS35+PocPH+bl55/kxPFjFY7fsVsv+l1fLrD07H+DpSaLmeKJ9wAQM+lONLv+s/nOvGaNi4tjz+5dZB/Yx7lzZ9Hr9YLn2rZTubNk6/adLcXrA8FDjz/D/Dkzee/NV9iXtZv9+7JY+PNc3nz1eYe/E1rvm7Fe93fs1ouho8bRs//1DB01jtS0hhV+l713tyxEGCUtmTxQbKLyovKsOBUUFCoNrkTFpNZLY+XaTXz83lu8/tJznDxxjNCwMBo2yuDeyQ8xbsI9qFQqvp/9M88+PoVhg3sREhJCz979eO3tD11q1xPPvES1agl8/MHbHHnwMNExsTRv2ZoHHn5C8j7EolpKRt1MwcFsqr78HMbUepQMH2nzO1ciNNw5voItrtbLsU/pZu+V5Mwjy/z7Xvk3MPfwD3xx4CMA/uVfLnKRUdtGEYFtBIsh10BBbgHaRtrywptWmD0+jXni3mO+9l6US/oZuUY8KPgfufRJf2HvGS5Ul8ETo5o3r+ex7g354/2R9H1gDvn1qlOUEEXtv7M50rORW/tztW322zsaV709hgh5LGtSNYS3D/dZpIB1P/Dnc1EZjLgKFXEUSSE1Os8XiO3bkGsrOHrj2T7VJoUVX9zCoNun0aN+An/06CW7tJdiuBKpJteUnq6wd/Vens94nhBNCJGxkdRqWovhbwyn3Zh2hISU9xmVSsXEWRP5+Ymf+XLSl2CE9PR0Bg0aZNlPSFwIaV3S+OvLv2xqwaR3SefErhOkd3E9GsIZ1u365LpPUKlUZPTOYMRbIxz+zhwRFxIXYqmdmJycTNu2bZk/fz7FM4rpNaIX3ZvbZn0o3lbMz7k/W/5+pONzZNRswe23386qVauYO3cuOp2O6OhoevbpT9Wq0YLHT0gorzlTrXpCxS//f82NqfWIHz2M/F8WA7Bn5zZ2bv0bgAitiurVqzOgZycKCwr4+beV1E1OET3fusn1AypA9OzdjxlzF/LB26/x6UfvotVqSW/QiLG33eHwd87SXVuv+60zWOzP2ul0ewUFBd/yd3a+5G1VZdYJFBUEuXTpEjExMQz6eA3aiCiP9qWkJwscSq2Y4EKqEBNMnDp5nIVzp1f4fOioceWTpLIyYu4aR/iiBZz/bSX69h2d/ja9cVN6DxjineMrVMCTmjxiv3W2z/1ZO/ls+Vv8wi8YKDcWVKc6YxlLPNLHsci+kYJpOcxY5372NoY8g2Wh569jKig4QqxPRvSOIKxpYNNfBZoKhvg2YUR0cWyI98Yzbjbetl6+gbQNe9k5vjM1Nx6m7cd/cKJ9KqoymL/M9dzxrrZNbHshIvtGEprhuJabuwSigH0gxmp3+puCfBES8uwFP9EaMX649/bH1qRqMORUjPzy1rN9zcd/0O3FRaz8ZAz/9W4TFE4gpVmlFK0sqvC5o2sSiPEqkMht3BK6/lLvidC5aNO0gu+CHexgIQsBSI9rxOpbthKqDq3g2NeqbSePo09CThynWp+umGoksvfbH/jlt/kVtgm2Naur60ixtboZsfOX6xpfiYaRD0pEjO9Z/e8RljzQk4sXLxIdLSxKm6n8b00FBYWgxJWomGDBaVSLSsXFT75GfewosWNHcH7VOoyp9YFyrxf7wntQHnbcrGVbSZMsb0XVXE14Ui9H6LdSIpJiYuNpQhOqUpUf+ZEiijjLWaYyldGMJhnh1AP2mBdiup0V05P52nuxsuYQVwhexPpk8epiTPmmSh0Z4wx3osY8fcatDUE5J+LJyLnMDWOncjE5nrMZNUnamouqDDSFOod1YoQMT662zZXUSL703g9EDY9AjNVKlGLlQSySQijCyll0nq+w728ABTkVDc7eera3Te5J7KEz9HpoLpd+iuNY94Ze2a8vcSdSLVA1hwKFnMYtIfETkBzZKHQupVmlFY9DMStZafn71R4fEKouF+bsMwGY1zueOLCZatUmf84C4gf2pOZD96HqcS1lIbZ98EjOwaBZs3o7C4Wj7AquZnJQuLpQRBj5ocx8FRQUZEtlE2Mk1R0JDyd/5nyq9elG3MghnFuxjrLYWADqptSvIMSAdCHFlbonCt5HrM5PvfRGNvfPUnNmK0xkIrOZzVnOUkQR05nOEIbQghY2+7FPo2MttESPjka3W4f+kB5VhIqwZr5PIaGkn1GQG476nj+LhcvVi9hVo5onz7i98fZ4nTpMHTuBtIzzXLPwHxr+sh21oVwgqL90F/tvFK7lJpZSy9W2iX3uaFz1N77qN4Eaq682I25lRYqIaTO+Wt1zc10if4yF9sf2aWotlYo/37mR6CPnGTzue+Ytn0J+w0SbTeT2HpBLurFARQVKPaYcxi0x8dMeZ/Ma+3MRGvP/5E8KKY9oGJw+jGtT+th8b+9w5g3hwdCiFRe/m0W1McPpqy9lRf/+Nt9v25iJ0WCQfVptqWs+e8ScJq/p0JV2nboLfmdGTBwLFEo0jIKCOIF/819lrN1/XklPFiDWnzivpCdTCChSvVXKqlUnf/6vVOvTjdjbRpH/028QGioqmBiNRvZn7XQ66VK8ZaThiTeXI1yJSLKeTN8YOYFntz7M2iOrMWLkF37hDGfoSU9CCEHbWIu2rhZNHY2ol2lY0zC/pl/yxaJeboYLheBCqE9a449oLaE6JFX6+8fZwNvPjyfPuJjx9mSdOqz87GYyXxpCy6/+4pov/iI8X3gh76ymgSttE9s+oksEhpb+GXcc3R9f1nBxdq2UcVfBEVIFO/vxNdD1unwd3WDSqlkybTwj+3/EkFFfM3flQxRXL09vHuhzB+HnOtARH4G4LnK4F67iSgSnK/Ma+3fBSU6yiU0AhGsieKH72w5/767wIISu/yAuv/EenZ54iHPx8Wxt184r+/Un7mahEFvrJ6emSTquJ5kcFBQU3GftfteijpQZtYKCgqypbFExUr1VjOkNyZ85n/hhA4l++H4uffKVoJCSkFiLtauWWP525n0kN2+ZQGEvtpj/Ppp7yCbqyNMwcmtcjUiynkzPrLOIp9c8yMxdUwFYxzrya+QzImYE+r169HvLvbbDrgnzWf0CV/Hmoj4YF8sK8sMcLSFUN8nTCABnBmsh4UC/T08hhT4XY3z1/Lj7jItda/0RPaEZoRRXj2LDM4PZ8Mxgy3f219dZSi1X2ya2vT88oB3dH1eKaLuL2Lkr466CMzRJGjQpGgy5FWuuWGP9zPujT0vB1892aXQEv869k9F9P+C6W77ll4X3obugCvi5O3quvXlNXBFxA9En5NIPXcWVuYqr8xrzu8Bw3sDSbUspO19eSnpK+6eoG53i8LfeTn9ddPck1AezGTT1Cy7ExXEwPd0r+/UX7mah8JfTpK+cDhXkh5KWTJ7I9y2joOADlKgYBTkg1VtF37U7Fz/+kth7J2BMS6fwocdthBSj0WgjwoA0L6Gr3VvGPnQ+IbEmZ06dFNzWm15XnkyutWotb/f+jIbVMnhx7WOYykzsOr2Ls6fPMprRxBILyG8R6Y1FvWgaBg1oU+VzrgrBQVjTMEz5Jq9Ga0kxWIsJB/p9egwtDQE3NhnyDOhzygVdV54rd55xTZIGdbIa4xGjzedi10KsGLgQ1oYnV9vmr7Qz1gZKqJhWxvr++KuGi1DaqGA0UgYzwRp9FN4hnILcijVXzNiPr1dTDbnLydVYNGsiN97wGX0nzWbRw6MEt/PXufvruXZVxA1EnwjWfigWxUgZXpnXaJI0bDq7iSPnjwCQHteIe9s87PR3vkh/ffmNdzHsz+KmefP4bsIETideSfEn97Tanqz5fO006e3aNUIoackUFBwTPLO8SoSSnkxBwTUqW1SMK5SMuZWCQwep+tKzGOrVRzf0RouQsj9rp+Bv5O4lFEiEQufFRBgzjq6nKx5Fp04eJ756At37DEKtVrs8uVapVNzZejJpcQ25Z8nNXC69RB55fM3XjGY0ySQD8l9EuorYYlm3SYduk07x0r5K8cRo6c1oLamGLUeeqYE2Ntkbzdx5rly5H8WZxRVEGKF2mfcrdn3lUNPAVeyvtSZFuL3m6xCoGi7eNlIGq8jgL4I5+kjIMGxOmSp0v6+2GnKn2qay/IubGXz7NLrViGd5zW4VtvHXuXv6XEt5jt0RewLRJ5wd013nBH8gNofxxrzmctFlfv/7d8vfb/b6hFC165H2IQYDJo2H10ytpmTmT5R1b8fYWbOYeuedFFStGhRptT1d8/nKadKbKeQUFBTKcTUtGShCjMJViBIVE5wEWoyJGz6YkmE3UXzreL8fu+DpF1AfPkjsPXdwvnZd9O06AL7xPqrsiIXOO0LserriUWS/bXrjppZ/uzrx7ZXan99Hr+OWX27gaEEuRRQxjWlcx3VcwzWVzpjh7HwUL+2rDyFjdniHcJf6gLeiH6QatjRJmgrF380E0tik261zq9CvNa4YkYWMdI7a6+j6BrqmgasInbtYSifzdQhUEW1vGkYDWRspGKgM0UeuPItyKQzvT7KHtCLzhevo+tLvnHswji1xzSzfuXrunoia7jzX5uPpj+ht3l9i47w7Yk8g+oSjY3rDOcHXCM1hvDGv+XXdrxTpigAY0XgsXer2kPQ7+/XV3V99RXZ6Ohf7X++Rgb8sKorS31YS17MTdy1ZSs7M+SSkNXB7f/5AaH3YMKN5AFt0BW+nkBNCiYaRD0paMvlSeWc8MkeJilFQCC4MjTKInnIvxlq1KO3dz+39uJWTVaXi4qffoD52lNixIzi/KhNjSqrf8shWJlwVqcSuZ9auHZI9ioS8j7L37rbUonEnJLxhfAbLb9nI6FkD+O/yDkyYWMQiTiec5qaEm1zal9xxVmQdKl8UkII4YsbsgtwCjwwl7hq3XDFsVelfhUIKbY1ZMjI22SPluXLViOyo0LDQtXB2ff2VTswbiJ27fY0N++sQCMHJW4bRQNZGkoIcInWCNUWSPa48i8EmonqDrQ/0JvbgWQZ8voCCb6pzpEF9l8/d08gpV59rR+8IsXHeXRE3EH1C6JhizgJi5yuHMcRb7Duyjy37tgAQExbLi93flvxb+/XVlnbtGLRkCccW/w4eihCm2nW4OH8R8YN60eCFp7kwYy6EyNPpTO4RJ4oTp4KCPAjut4WCgpsoUTHBSSCjYi6/+hbqQ9nEjh/D+WV/Ymjq+qTSo5ys4eHkz5xPtT7diB01hPPL/qIsNtbneWQrG0LilX2NmAaNm1EnpZ7o9bS/j9YIeRQ5i8Jxd4IeFx7P4tvX8/jSe/nxwPTytp3ZwJmFZ7h94O1ERUa5tD85Y14s63P06DZVXCBXtiggBXEcGfLd9SL3xLjlqmGrSv8qGFr613DjirHJGinPlatGZLF9RvSOIKxpWIXP5eI9bza2lZnKUIWoRO+dI6Oc2LmHdwiHDjjsE4EQnLxhGA1UbSQpyCUdWJmpzKXPKwvBJKJ6BZWKNe/dRPTR8wyZMoO5yx/kQlKi89/9H29FTlnPp6A87ZbU49kjNM57MmYHok/YH9PRHMP+fOUyhniDUn0p8/6YZ/n7+W5vUT2yhuTf26+vNrdvTyNNKPVff4n8Fq0o7TfQo/YZWrbm4tQfiL35Rqq+8DSXX3nTo/35Cn9EnHiC4sSpoOBd3ElLBooQo6CgoCANtZqLU38gfmBP4kYN49zqTEyJ0lcL3vCQKaueQP78X6nWtzux40aT/9NvoNX6LI9sMCIl4khIvJIaqSR0H60R8iiS4mXk7gRdE6Lh/cHf0G53F578435KjaUcPH6Qd2e/y23NbyM5JTnoPfTMaJI05edi8E5BUoXgxJk44KoXuTeMW64arANtbDLkGSjdXepwe6HnSkhkcNX7WcxIJyTCmAm097yYV7i90c1TQU+ORmlP2xWo2kjOkFM6MFWIyqXPFYIXk1bN4mnjGTngY4aM+pp5Kx6iuLo0pxlvRk7ps/WW/i+WdsuRIGFGVFgP4ognR2OW9XdyGkO8wbKNyzh36RwAHWt3Y0zT8U5/Y792sl9fVZn8BLqbbyT2jps5v3QNhuYtPWqjbuB1XH7tHaKfegRDWjrF4yd6tD9fEAwRJ7504lTSkskHJS2ZvFFcSAOIu+qZgsLVTCBf8GVVq5I/dyEYDcSOGQ5FRZJ/68hDxhWMDRpx4Yd5hK5fR/Qjk6Hs/x6TpaWozp11aV/ucurkcfZn7eTUyeN+OZ5UNqz7g4Vzp7Nm+W8snDudDev+EN02sWZtGmY0t0w+7f8Ww9H9EvMoMnsfOcLTCfqYpuP55cbVJFapCcCFogt8vvFzMudlUpxZ7NG+fYkhz0BpVimGPOE6CUJEdI0gamQUkX0jiRoZRUQX1wqKu3o8BXlhNuSL4Wp0lEPjlovtCs0Ilb0BpjizmIJ5BaJCjLaJVvC5Mv+uaGURBfMKLOOK0P1wJo668wzbX19/PcuOvMJ123SW44sZ5azb562+FkyYayMJEchIRjndi6uteP3VTmlMJIvm3ElogY7rbvkWdUnFumFCeKufSBmrpOxXbJw3j81AULwT7RGbY9ifr5zGEE8w5Bk4vPEwf27/E4AwdRjv9P4clcqxECy25rJZT/3fidFYP53om24gZ+0fHq8di+65n8I77yP6kcmE/rHSo335AqE1nxwjTqSue+3J2rWDtauXkLVrh28apqBwlRBcb0YFBS+ipCdTcAdT7Trk/7iA+EE9ib1rnOQ8td70kCntdi0XP/qC2PsmYkxLp/DBR4n87msiv/iEszv2gpPJsxl36tV4lF7Nh/grJ6/Y/ereZxAZzVqJ/s7a+2j75vVcOH/O8l1CYi0A9mft9MgzqU3NDszsvZDbF43gGMcwYGAhCzmx7QTD6w0nvHa4W/v1Ff72Hq9MKSSudszetiUbSxzW1pCCN4xbnuaI91eOeWepZrSNtWhrVzSaO/P8dcf72ZNIC38+y86MamZvdCne6nIwuAeinkEgaiM5Qw73woxc0u8p+I9LKdX4bdZERgz5jL6Tf2TZ17c6nbt7q59IjawROp62sRZtXa3o+FFZ5llC6du8VQtHThRnFlO0rYi5zMVEeb+YmDGJ9PhGDn/nypqrLCqK1Q8/SufJ95J89+1Mu/12mnTqLrp2dLo2Vam4/Ma7qHMPEztuNOeX/4WhSTMXztr3VNa04b/8+L0llXfWzh1k7dzO8DG3W75XomHkgxINI3+UGZ6CgkLQEchaMQCGVq25+O1MYseOsMlTm7VrB2dOnSAhsVYFo7y3c7KWjL2NgkPZVH3haQyp9TGkpaPJPYz6UDbGtAZOf++OoCLnAoT+yskrdh8diTDWvwVsRBiAM6dOsHDudMvfnohboToN4xnPMpaxhfKCm5vYxOnVp7l9+O3ERMW4tV9v4++UDpUthYRCuZEoakiUx4Zls8e+u0ZiTw1PchAVQpuGUmYoQ79Xj36vvkI7pBju/JVay9/PsjOjmvl7KUa5QBvcA2kkDURtJEcE+l7YE8ypnBTcI69dKss/v5nBd0zjQr3qbHh6kNPfeKOfuCIguHK8yjbPsqTDdfC9nMYQVzHfr/WsJ488AGpQg7hdkWwI+8PhOsSVNdepk8fZmJNNztix3PHddwz/+WfmaTSCa0fJa1ONhovfzixPFz5yqMvpwv1BZUsbXm7jOGnz2ZlTJ8natUPSGlhBoTLiSYar4HhTVGLW7j9P94ZKVEagUKJigpdAizG6gddx+fV3LXlqZ4WpHXqJgPc9ZAqefhH1oYPE3j2e/HmLKFOrCc1cS7ETIcZdQUXOBQj9mZPXk/soJRWdJ+JWTGw8GjRcx3XUpCZLWIIRIzkXcnhvznuMGziOtNppLu/X20j1yJRaINvd45VsLCFqiLT87AryxFMBoDiz2EaE0TbSEtElwkbgAeFC6p4anvxluLJ+joRQJ6kpXm2bwtC6HXLy/HW1ToI3hDp7Y5sZa6ObVKNcoAzucjCSyq0OjtzED7ldHwXfkz20FX8fHkyXVxZzoX519o5u7/Q3Yv1E6ljnqoAgtV96s4ZNsCC3McQVTPkmznCGP/kTABUqhjAEDRqn6xBX1lzmdc+pmjX56aabGP3jj/RduZKLA4fY7N/Vtak5XXi13l2IHTOc87+vgshISeeu4DpnTp0Q/TyjWSslGkZBwUWC522hoKCgIDOK7rkf9aFsqj4ymapjxnAmPd3ynZiXiLc8ZEJXLkOTfYBLr7+L+vgxYibcgiGjKaGZf1E8boLD327dmCn4uTNBRc4FCL0dcSTleO4KJVJwV9yyvg5taEMiiSwM/ZWzpWe4VHSJzxZ8xg1dbqBLUhfKLpQFbOEoxbArtUC2J8cz5Bow5BmCavGs4D2EjNP6ffoKaZSsse5/JRtLBLeRanjyh+HK/jkKqRGC6fSV44a1CRMtCm5uh5w8f10RhbwVAWJtbHMkCks1ygXC4G5OsWNPZTaSSkERPxQCzZYpfYg9dJY+D87lQpUYjqTXc3lu5vFYJ6zRu4Qngn0gUiZ6C1+PIT5LfRoDv/IrRowAdKITtbmy7nC0DnFlzWW97jnQsCHLBwxg4NKlHFu6BDKa2xxPCEftMNWuQ/6cBcQP6kXs3eO5MH2OpHThCuW4kqI8IbEWWTt3CH6uIC+UtGTBQXC96SopSlRMYFGiYoKXQEfFlOepfY9LWzZy0/z5fHfHHZxJTLR8bfYScQdnkyPNwWyqPv8kVV9+luIbhhNy9AghJ44TeuY0lJWJ5po+dfI4R3MOCn7nTCTwt9jhKsGSk7dGzdqcdlKs0hNxy/46PBjzEvcuvYXMo2swmUwsXLeQ/eznBm4gnPCA5PB2Zth1ViDbVS9uTZIGTYrGpp6ImavdEHk1IyaEiIkwcKX/AYL9CRwIf3YGEV9Hmgg9R6bTJiJ6R2C6XH7u2lThQur27ZCL569UUchbESDW9yw0I1RS+xyNJ4EwOIqJ2hBc9QwUFIIFl55zlYo/3h9JlZ1nueHu75k6cSLnq1eXPDdzdazzVXScu4J94XK7+lH/P+9gFme8hS9Tn/6d9zfHOAZAPPH0pKfNb52tQ6SuuezXjps6dKChJoz6r71IfotWlPbp7/B4ztphaHUNF7+ZQewtNxH14tMUvFyeLhy9HlVREWUx8kjJLDdcTVGe0awVWTu326Qnq5FUS4mGUbhq8SQtGShCjIKCQpATcDFGo+HAW+/R8NbRjJ09m6kTJ1JYtSrgvpeIlMlR0T33UzL8JiKmf0vk99+gPnGcMpUKVVkZ6n17MTbOENy3mMdRcr00ScKF3MUOOefktb+vYnhD3LK/Dj8OW8xb65/n0y3vArCHPZziFCMZSeK2xIDk8HZk2JVaINsVwjuEU5BbUOFzxRB59eLuvXfUPzWpwnnlxQwivow0ERWasvUWEUm3SUfYNWGS2iGX6AEpopA3oo28XVPFnzVarNPRiYkwwVTPQEEhWHDnOS89V8bcgTdyx4lvGTt7Nt9OmEDxNiTNzVwd63wZiWk/NgOUZpWKjtP2IgyUi0KmQpOgOHM14Y7AZv1OdPT7c6HnWPLPEqA8JdldSfehzbuyT+t1iCPHQKlrLvu1Y5XJT6AbO4LY28dyftmfGJo2d+rs56gdusE3cPm1d4h++lGMaQ0oHjeBKp99SPhPczmXucVp+6423E1RPnzM7Q7r4SooKEhHmX0rKKBExSh4RsP2XVjxwBSGvfEaY378kWnjxxOfnOrWBMWVyZGpRiKFjz1N4ZTHCFuyiKh33kC76z8uzp5O4b2TnYaIW3NN+66S2yhnsUMOCC0WhO6rPdd06EpyqjRBzJVjA2hCNDzT9XViLkXz7v7X0KHjHOf4hm8YzGA65nQMiEFOzLArtUC2q8eSS3olBXkg1Ce0jbWWgvViOOp/4e3DLf92ZAw3G0R8GWniKCWffVuiRkbJIuJFKs5EIU+jjbztNe7PGi2OImDMhLUPI6Lj1WXYVFDwNe4+56Z8EyUREcweO5aJU6cyau5cfrjtNkniiKtjna8jMc1jszNBypBnEI0+FRJnAuEwFEhcEcyErrW6mlrw9/pzembvmo3eWH6NJ7S6nwd7PC+4fnA1asIR9mvHi9/OJH5gT+JGDeXcqkxMSTVFnf0kOSjeOxn1oWyiH74fY3IKhtR6aHf9R8jJE5hqKumzrPGk5mtGs1aKACNjlLRkwcPV8zaTOUp6MgUF9wl4VAzQb9Ij7E2sRetJd3Hn+g2YHn3erf24NTnSatENGcFf8XHkrFzCxbiqMHc6dVPTaNOhq83v5J5eLNgRWyyI3Vczrdp2ol2n7j45tplTJ48TfyqGu7mbecwjjzwMGPiVXzl+6Dgj24wkVOs89Y4/kFog21Xkkl5JQT4I9YniSHFDtnX/cyTsSTGGW9dgccUT2ZOizJpUDYYc4RR9oRmhsoh48QaeCq/e9hr3VyFrR2kdrXGUkk5BQcE9XHnOrcdxswhyIT6eOWPGMG7aNG749VdWjrnN6TFdHev84ZQiRZByFvlsT2VLI+vsPS5FMDPkGdDn6AWvdURvYaF97em15J7KBaB+bDpPdXkFqCiUuBs1IZWyqCjy5yygWp+uxI0ZzvnfV1FWpYr77VCpuPzm+2hyc4gdN5r8H38BIPTvtZTcONrj9lYmvFnzVUlLpnA14mlaMlCEGAUFC0pUjIKn1L1xDJcjqpBwy00UvvQMBS+94fI+3J0cZe3aUT5Rjb+y3dGcgxzNOVjBIC/39GLBiqPFgmgkkheiYJwdO7FmbRuRJp54JjCBZSxjK1sB2HJ2C8fnHWf8wPEkxidW2H8gkFog21Xkkl5JQT7Y9wmh9CpCqVbE0rA4SgdljTseyK6mvRFqY0HO1ZGizxPh1dte497en5gRT4pxU4kEVFDwDVKfc6Fx3CyOHKtbl4XDhnHjTz9RNH0VG58c6PS4ro513nRKERqLnAlShjwDxotGwW3UKWqMuRW/q0zvKCnvcWeCmTNnD1WIipAaIZhOX7kXZ+LPsGL3CgBCVCF81O87IrWRgr/3JGpCKqbadcifs4D4Qb2IuXs8F2bMhRDb+yy1HaErl6E+eYILn3xF/PDBxN4zAUNaA0IzFSHGHsUps3KiRMMEF8osXEYoUTEKCu4jh6gY+H+e2lffJvqZxzDWT6d43ASXfu/O5MhZ7REhzyElvZj3cbRYaJjRXPC+ehoFI+XYQIX+oUXL9VxPCiksVi1GV6bj5LmTvDf3PW7qcRPtMtp5pV3gWXHqYBdNlGKzwUuFvuco1YrAd85wxxjubtob+3O5mlL0uTuGeNtrXJ9dMQWPu/tzZMQTM1ZG9I7wmpitoKAgjJRxQ2wct04PmTuyI+sbF9P51cVcqJ/AvpFtAWgyayPZ1zWnNKai8TwQ8yWxsciRIOXoXaltrKVKvyoV91uJ3lGuvMfFBDMpkY9lpjIbEcaAgZ/P/4yRcpHrvjaP0LZWR9HfezNqwhGGlq25+O1MYseOoOoLT3P5lTfdaod2xzai3niZqlFVKRkynLAlv6EqKSJ03V9eba+nOKp140/snTIB9mftxGg0olarJbVPiYZRUHCfyvFGU1DwEkpUTHAjFzGm6L4H0FjlqS3t2cel37sSsSKl9gh414NJQZijuYcEPzdPcH0ZieRooeIoLVoLWnDLgHt5atOD7Du3h1J9KbNWzuLA8QOMuHYEYdowj9rlz+LUcuNqPvfKiCPjifnfzvDUGO6t9FZKij5peOs6iRnNtGmupwdzZsQTMwSHNfVsLJcziuCtICecjRuOxnHr9JCbH+pD7MEz9HngRy7XjeNEx/pc+9QvhJ8vZNtk6XU6hJ4Pb8xPnI1F2kZam1ovYW3CLNvYE9Y+DG3qFSHCl++oQI8Xrr7HhQQ2Z5GPYW3CUIWobD5bwxryyAOgcbWmPNrRcQptf0ZN6AYM5vLr7xL95MMY6qdRfPudLu+j8LGnKRk5lojvvyZy+neE5J+nTKVCdeYMISeOY6oV+DWwN2vueAOzU6aYQ2eg26egIEe8kZYMFCFGQUFBwfuoVFx66wPU/89Te375Xxgymrq0C6kRK85qj5jxtgeTN5CLV5A3OHXyONl7d1f4vEHjZn6JRHJ3wdSqbSc6NLqWJfXX8+yfU/hx9zQANu3ZxJG8I4wbOI6a1Wq61SaxRXpIXEilNgqCfwtzK/gHh8YTCXjDGO7N9FZyiDYLtEFMCubrZMgzWFLSudpWb9aHkbKvq0loUwRvBTniaHyVPI6rVKz+YCRVj+Vz3S3fMnvWZE5kJFPrjwOShRih50ObrvXK/ERsLNLn6CnZWIIh90otMm0jLRFdIijNKhX8jTpGXeHYvnhHyWG88MZ7vMxUJvi5tomWsGbl0UOGvCvXP4cc/uZvADQhWj7p/z1hGufzEX+msi66537UB7OJfvSBcifG3v0A56nJbNaSKakUvPg6BU88R8Qv86nyzmtocg4Tumo5Jbfd4bO2S8HXNXfcxZFDp6P2KdEw8kJJSxZ8VN6ZeZCipCcLPEpUTHAjl6gYNBoufDeL+AE9iBs5lHOrMzHV8H7tDSkCi70YIAfk5hXkKWILhTop9VzajyfilHnBdCTnIADJqWmAsEiTXC+Na9p3tRwjUhvJ+32/plOd7jz5x2SK9IXknc/j/bnvM6z7MDo17YRKpap4UAeILdKLVxdjyjdVamOZIwPF1WAcrYy4YzzxdjoofxRZ9hdyMIhJxdO2elNAk7ovOQhtvkYRvBWCEVfGcVOohsXTb+embh8w9JZv2N20Ke03bKLkrwLCr41yeByx50PM+uOqMCw2Fuk2VYx40e/TY2hp8HqtLFeQy3jhjfe4fbSLGW3tK+diPs7FbRdZwALLNk90epFmNVpJPpY/U1lffuNd1LmHiR0/ptyJsUkzhxH/omvJiAiKb76N4rG3otn1H4amzQPu/OePmjvu4MyhM9DtU1CorCizVAUFhUqHXMSYsuho8ucupFqfrsSOHcH531ZChHcNTUJGdntcFQN8jVy9gjzBG7mUvSFOHc7eZ9nHto2Zln1I9Wq7KeMWWie24+4lY9lzdid6g555f8xj35F9jOo1ishw4aKeQjhaWJuNAdapKLyBXDzspRgo5Gx4VqiIM+OJv9JBVYZoB7kYxKTgjbZ6U0CrTGKcp3gz0khBwZ9IGcejjl9gyE1fcrhTI37rM4ib5s+nwf79hOt0xC3J5XKjRg6fe6nRmmZcFUOExiJHmFOvBWr8ktN44el7XKqgFdE1gp/O/cTF3IsAdKjdlXvbPOxeo/2BRsPFb2cSP7CnxYlRLOIfKta/rLCWVKkwNG8pC+c/f9XccRVnxxf6XomGUbha8VZaMlCEGFmiRMUEHiUqRsFbmOomkz9nAdUG9SL2ntu58P1sCJG+2JHiwWMdCbFtY2aF7wM9ybNHrl5BnuBpLmVn4pSUfuBsH1K92tLjG7F49N+8tPZxpv33Zfl+sv/lyKkj3DbgNurVrCjsCQkgzhbpuk06dJt0XhMk5ORhL8VAIVfDs4I4QsYTc9/XpmtdNqyYf1tmKnMpcibYox3kZBBzhhzr8shVjNPt1mHMM6JOUvsl/WQgvesVFDxFbBw3vxcuVo0gp18Tmn3/D20v/8XRunWpffw4JpWK1Jwc/s1v4HAMEnsOtKlaMOAVMcR6LDJeNApGw9i3J1Djl1g6L7HPfY0773HrubYUQWvrvq1szd0KQNXQaD7p9x3qELXHbfclZVWrljsx9u5C7JjhnP99laAz2f6snYK/t19LysX5z9E6MZDROo4cOn1VE0jBuyhpyYITeczcFRQUFLyMXKJiAAyt23DhmxnE3jqSqFeeo+CF1yT9bvWyX23qjjjy4DEb2Y0Gg18KK3qCmDBkNBrZn7XTqdhgP1kNdLi5GU9yKTsSp6yjXEC8H3hT4ArXhPNGr4/pltyLR1bezQVdPvmX8/nkp0/o174ffdv1tSzmHAkgEV0jCIkLoXh1seixvCFIyNHDXoqBQo6GZwVb7EVGa+OJJ+Kf/W/d2UewEkwGdLnW5ZGbGHdpziVMp/8vWu0G3U4d0aOjfXpMJTpIwR/4M9LW/r2wqk9f/h7Xh3ovbaD9xo2oTeXPWOvt29kZ19/hvhw9H5okjdtiiNg70ZBnEBVi7J/LQIxfYum8xD6XG0LzjaiRUaL38Nylc8xfM9/y9+s9P6JuTKq/musRptp1yJ+zkPhBPYm9ezwXps+p4EwmNcJETs5/QutEOUTrWLfLaDSiVqtF17FKNIyCgndQZqoKCiIoUTEK3kR33RAuv/wm0c89gbFeGsVOigbaizAgzYNHrE6IXMQKEPa+SUisxdpVSyx/C01EhSarQMAnsNZYLxRcueaOxCmpnly+CHsflD6UFjWu4f7l49l4PBNTmYllG5ex/+h+bul3C9FF0U4FkLCmYZjyTQ6jQzwVJEo2lvhkv57izEAhR8OzwhUcCS2eiH9Cv3V1H8FMMBnQg6mtgUK3W3dFhPk/ptMmdLt1Po+MkWt0kELlwJ+RtuLvlCj2TOzE9tatqXv0KAOWLEEVpbaJyBTr+46eDyExxNn+HF0PobFSk6ohvH24LJ7LYHIAsMfRfCM0I7TC9kaTkZnLZ1JSWj43HtZoNDdm3OyXtnoLQ6vWXJz6A7E330jUi09T8PKbNt9LzUQgt5Rg9utEOUTr2LdLIXhQomH8hzfTkoEixMgWJT2ZgoLnyCkqBqDo/iloDmUT/fD9GFNSKb1WWDA4dfJ4BRHGjBQPHvs6IQmJNTlz6qTl+0CLFVDR+8ZahIGKE1Gxyao9/27dQExcPBnNWvms7VJw1cNJbEGhVgunEBDqB56mRxOjTnQyP41YwUeb3uD9ja9hKjNx6MQh3p71NkMSh5BBRoXf2AsgZmOAPkfvdUHCkGfAkGsQ/E4uC2zFmBt8iBk+QuJCUIWoMF40Cv5OivjnLHd/oAVEfxBMBvRgamsgMOYJPwvGPCM09f3x5RYdpFA58HekraM0iOYx6Fx+Y358tAmaJI1kkUjq8+Fsf1Kuh5zHymCeh7maInPFphUcPnkYgLrRqbzZ6xNfNs9n6AZdz+XX3iH66UcxpjWgeNwEm++lZCLw1drIG3gjWsefjpZKNIyCgveQ/5tHQSGAKFExwY+sxBiViktvf4g6N4fYW0dxbsVfGBs3qbCZ2MQMnHvwCAkW1iIMBM7bxh6z942UPL+Orok9a1ct4WL+eZ+KTY4mvu56OAktKE6dPC64rVg/8CQ9miM0IRoe6fgc3ZJ7M2npOI5dzqVEX8LcY3NpSUsGMYgwrng+CwkglhQWXspNbkZsgapJ1chqgS1nA4VCRcT6laM0eyBN/HO2jVwERPBtWh5vG9CDqa2u4s/0SK6iTlKDgO+IOknetQgUFBzh71pWziI2rMcgb4tEUvbn7HpYj1FCURpyIFjnYa5E8xw8fpAVm1cAoFap+WLgD0SHxfi0fb6k6N7JqM1OjMkplPbsY/O9lEgOX62NPMXTaB05pDVTUFBwj+B4+1ylKFExCgqVEK2WC9/PJn7AtcSNHMr51ZmYEmrYbCI2AWvQuJnTyaNUwSIQuXHFcJSWy9k2YvhSbHI28fXEw8l+QeGOJ5en4eWORKb2tTozu88i7ltwM7vYBcC//MsRjjCMYSST7FRY8fZCWGyBGt4+3KP9+oJAG3MVpOOOGCJVVBTyzHV1H/7An2l5PEWubfWGgCLXczMT1jQM3U7b9GQhiSE+T0umoOArDHkG0ahHXwnlrkRseFskkrI/R2JAoMYod8ZXOc7DnJ2H1L5RUFzAjGUzKCsrA+DRTs/TpmYH3zbe16hUXH7zfTS5OcSOG8355X9hyHA91FKOqbeE1nhS1vrg/7RmSjSM/FDSkvkPb6clA0WIUVBwihIVE/z4OirG1bDgspgY8uf+SrU+XYkdO4Lzi1ZAxJUFi9jErNeAG5zuW6pgEajcuEIInS/YRraICRJlZWWCKcrAN2KTlImvt/MR+9OTS4p3VVmRgRGMoAENWMxiSikln3y+53v6NOnDgI4DnB7H20WrA51uQs7e6gru4UgssSasfRjqGLXL995akCwzlaEKUcmq//g7LY8nyLWt3jBOuntu/h6TokdHo9utw5hnRJ2kVkQYhaDF/rm1xtdzC6mOKq7WO3E2HkjZn9hcCwjI+Ct3gVoqUs/DWd8wlZmYvXI2FwsvAtC1bk8mt33ct433FxoNF76dSfyAHsSNHMq51ZmYaiQGulVeoWO3XhQWXrakJD+wdxeRVaKcRraIOf3t2/MvgOxEJwUFBVvktZJSqIASFaOg4B18JcbYG67rpqbRpkNXpxMgU3IK+XMWUG1wb2Lum8DFb2dCyJUFj7vGdyHBIiGxFmdOnbD8LZfcuNZ07NaLmLh4h7VixK6J0O/AN2KTlGgXX+Qj9ocnl1TvqpjYeFSoaElLkknmF37hKEcpo4yVe1ay79w+bu53M4lx/lskBTLdRGUxBihUxF4sEUpLpk1139gkR89cM/5Oy+MJcmyrt8Qhd84tUGNSWNMwv9SEUVDwFULPLZQL7p6M9a4g5b3gigNK4fJC9Pv0lr+1jbRU6W+7HpK6P6G5VmlWqWAbfTn+ykV8Nwtc7jpTuHoejvrGX9v/Yk/OHgCqRSTw6YBpqEMqT3rIsuho8ucuLHdiHDOc87+thMjIQDfLY4TqwkqJbBFb42bt3EHWzh2kN25K7wFDvNJGJRpGfijRMMGPIsQoKEhAiYpREELIcH005yBHcw5KytNquKYtF76aRuy40Rjrp1Hw3CsAaNdnYqpVi8TU+m4Z38VqjcgtN649UgrTCwkSGc1acTH/vF8KMUqNdjELS2dOnSAhsRYZzVp5vS3eRmpKNWuhKY44xjOeQ7WOMDdvFgaTgSOnjvDuj+8ypOsQujTvgkql8kr7DHkG9DnlxgQhg0ggjNpyMQYo+A7rfmXKNwVloV93cNXjOpDIsa3eEofc8XxXxiQFBfcQe27VMWqfPD+uRq5Zby/FAcVehAHQ79NTSGEFMcbZ/sRqwARi/JWD+C4WOeVI+La/3946j5yTOfy2/jfL358OmEZilZrSdyAjHK1XT2rUHHvjHVrddyex/2PvvMOiONc2fm9jaYLYABUFQQFRQVGx954YW9TE9J5z0ns5OelF03s/JpZoNCYxmlijxhIV7FFEFAQ7VhRpy7bvD75dtszMzuzO7Mwuz++6ckVmp7wzOzP7vs/93s9z/x24/P1CQK1G6JIfYW7bDsY+/WRqtfd4m86aLZuEDZu4I5YYQxCNFSnSkgEkxBAE0YgQ2xXDVY+Fb55Ww3WTcPWVNxH14nMwJ6Wg5ubbEDnrdViaNcOV7xZ43TamWiNKFWBs+JLSy1/pu/i6XRydUgX799pTrCkZIdef6XrfXHYfHlh1K45eLoLRZMSSv5bgwNEDuHHEjYiO9K1QqOuA15Bn4D3LW8oUPWyD6NrcWkROiPRLGwj/EaiFfr3BWGR0W6ZU4UkJ6QldYQtCGo8bBRWyFnpuSghQEkSg4k9RQahzjXV9lufaVGZyE2FsGAuNMGWaeE9o4WqrHO9fucV3NucUwC58M11DXYqOcR9CzqOqpgrfr/weFkv9u//Bnk9hSPuRvLdXElzpkR0/OzxhAqYvXozIV19A5ctvInTxQqisVpT/tEy0tvhrAqMYY9/Cg/tQsH+v2+dFh/LRJbOnT+0nNwxBSIPyRlOEG5SeTBmQKyY4EFOM8dRJ4lujpPqhx6EtLkLUo/+COaEdjNk9ETbve8BqBURyEwQCvqb08pfY5En08XcBRSa8GUAIvf6u1zsrrifW3rQDr21+Dt//8yUA4NDxQ5j1wyxcP/R69OjUw6tzYRvwcs3ytgkfxuNGp0CE2Cl6WGelHzPBVFYf5KDUZcrDF2HMNVCldJHNm/axPXO6ZOagkRJQmkimjdNCl6pjnI3OFADlQsi5yR2gJIhAxl+iglDnmjdONzZR1ulzHuIsn2P7+/0rt/gu9NpyXUNfzsNiteCHtT/gcuVlAEDv1v3xdN+XeW2rNLjGTrZ/2yhMT8eakSMx+sN3Ye6QAmPf/oh4byZgMgFa3+8BPvUyxUKMsS8ARiEGkKZeKiEvlJYsOFDeiJEgCCJA8GQL5l2jRKVCxbsfQ3P8GJreOh0Vr82E5vw5aA4fgjk1XcQWSzvDR4x9+7MiNolaAAEAAElEQVQwvS9wiT5sTqlduVswbuJ0n47L5xr7MoDw9fqH6yLw1rCPMbLDNXh87b04W3UG1YZqzF01F/uL9+P6IdcjIkyYEMo14GUKJHAV2hU7RY82Tgttey1Mx0yMbTOB0gQpDTGFMaWLbK7t06XqoGun8xgoC1RXhb/SE7KJW67Lde3chRjAu+vIdm6ux5Q7QEkQgY4/RAWh71hv3smexFe+4izfY/s7Payc4rvQa8t1DX05j3U719nrwjQNicFr2e9Cp1HuhAkuuFJ0MbG9b190jWiC+McewNU33oG6shK6fXtgzO4l+NiOYysAfp9M5+vYKza+DVLSMtxqzQC+1UslNwzR2JEqLRlAQkzAQK4YZUCumOBATFeMrfO0K3cLTpQW25fzns1itaLpDZNgbpeIqy+8iugH7kLkO2/BqtUi5O/NqPl/IUYMkUPKGT5i7jsQ0qhxwdbpPVFajLNnTkn6/YnhxhHj+g9LHI0Nt+zBc+sfwm+HfwIA7DmyB8WnijF9+HRkJPGv6Mw14HX9jCtdhA2bQCLW4D00JxSVxyrdlhuPG6ED84BY6QHtYEXM+hlKr8XB1D5jYYNDjEs0IldFPUyCC5v4JkbaGaHuJba2KM0dpGSU7mgj5EFqUUHoO9abdzKTKGtDiDirxN8Dtno1vuxHyPPP5ngEAF2aex/A0zX05n47fOIwVmxfYf97fN212LZ8Naqzryg+FTITvFN0Wa3492efoTIyEnWPPIm6y1cQ+cbLsIaGImTLRl5CjOOYuqSo0GnclJCYzLiN1M4SX8detlowjmKMVPVSCfkgN0zwQD1OgiAaJWKKMbHxbTBu4nTvxBKVCnUDBiPi4/cQ8c3nqOvTD+rTp2HVhyJk43qUjr3GTeTxRuTwNUDPdW5KSMWlJGLj2yAhMdnpO7Ph2pHne8/wvcbeFn2UgpjQZvhy3A8Yk3wdnlv/MC4bylFRXYFvln+DPp37YOLAiQjVh3rcD1swgSmQ4CldBFAvkBjXipuuTB2nhqXM+djGQiO0bZm7WY0toK0UxHR6KN014ulZ4BKNyFXBns+fSXxTx6i9SjvjGAQ0FhkFuas8CYH+np0uJ94GU5XuaCOCF6HvWKHr254JXYrOLspaLVao1CqvRAcpfw8M+QaYy8zQxGmgz9B7XF+s59bX/USMjkAVqpzEGF2aDhGj3MeWYl/Dy5WXMXfVXFitVgDAEAxBMuoFhEAdf3lK0WX/TKXC2pEjMXrfP2j+2IMwx7eGNTQUKkMtQtatRdUjT3Iex3VSmytMYzfAN2eJvxg+ZgK6ZPYUJasEuWGIxo6UbhiAhBiCEAy5YoIHMcUYwPvZLNUPPYbqe/+N0N9+Rvg3X0BTcQUAELLidyzN6upWJ8abTrYvAXpPTgwlBf+VQnbOAMbOvGNHXoiLiO0aFx7cB6AhR7AvRR+lYmLqdPRpMxBP/Hk/1peuAgBsP7gdh44fwo0jbkRqu1SP+7DN8DaW1g94dYnMAWRPAocuTQfjIecZjL64GLjSoAGASq1q9AFtOXEN0Io5s1eJs4Qd4dMOLtGoMbsq2EQOtlGTuczMuJwr7Yynd4e39R+UIgT6C2+DqUpztJEzp/ERNiAM6hg1bxGC7zvZl2eCbd9S/R5U/FgBy7n/f5flA4b9BkTdEMXZRjGeW1/243idIkZHwJTJ79kV6xqazCZ8t+I7VNbUO7GTkYxBGOS0TqCOv7hSdDl9Nv02GOPb4PC6NWjy/TeIXb0Sqro6hGzZyFknhmlSGxOuk+kCyVkS6FklCHbIDRNcUE8vgKD0ZAQRxOj1qJ02A7XTZkC7Zxf0zz4O3Z5dgNXqJsQAwjvZ3gboCw7s9ejEELJvKWrU2PZpNpuh0WgUUVvG08wuoS4itmtcsH8vCvbvRUpaBoaPmeBz0Udb28T+juIiW2P+hN+wIP87vLTxSVQZK3G58jK+WPoF+nXph+sGXIfQEG53jH2Wt4d1XIUPXZoOuoT6uhiWcoubEAN4F7zkkwbNljajsQa05YQtGCWWMKYE1whX4IwrLY0NT2JNY3JVOMLHWeeIJk4DuKdmh/mKGaYyk9t15PPusLdDYP0HpQiB/sCXYKpN1Gda7u93NDlzGidO33t+g3DLhad3srfPBJ97UOzfA0O+oUGE+X8s5yww5BtYRSmxBGhv98N6nXge2/EaChVfbesvPboUx8qOAQDiw1tjSvUUqOH83pdi8pWUNUYdse3bNgHN8ViOIsP2zeuxb/9OILs7QtNTMeXQYSTm5wMqFWtb2Sa1uZKdMwDZOQMUX69UKsgNQxDSQ9EAgvACcsUED2K7YsTA1D0bBz/8FBtWL2ddR2gn25sAPZd921EI4rtvMevI2DrZJ44dZSxOKGb9G2/hmtkl1EXEdI0dsV2D4WMm+FT0Uco6QiqVCjd1uRODEobhsbX34u+TfwEAth7YioJjBbhxxI3olNDJ5+NwzTo0wcS4jTfBS0/BWsegfGMNaMsFVzDK9f4AgLqCOq9EMjldI54CZ6YyEzTNNQgbHgaVWlWfks8hhQo5s9hhex/oEnWACW7imz5DD0u5xf2eyzPAkGdw+274Cj1C6z80tu80GFxBSnPmEP5Bqu/dm2dCrnuQzUloLjMDLGUE2d6JVotV0LG9EbLFvE5CxVfb+vuwD1uxtX4bjR7fTfgFNYcv+zT5ig9Sjg28OZbrZLba8HD80CMLE2d9gJKtG1m35zN2drx+jU2AIQiiHqnTkgEkxAQc5IohCPFRohjD1Vn0tpMtJEDvyb7t2j5P+xazjoyn/L6+7Fts2Czi3jiUbNe48OA+FOzf6/Z50aF8dMnsaT+m0HP3V62fhOhELJ6yCnP/+Rqvbn4WNaZqlF8tx+e/fo7+XftjfP/xHt0xnmATPsQMXrIN2PW99ayp0wj/4CkYZbs/uIIhfGeryiGyeQoIMZ2XkBQqjR2u94Q2TssovjmmTzTkcQfr+Ai/ru8l2/3oWOehMaePA3xzBekSdW7fk225PwkGMYkQjlTfuzfPRG1uraC2iJVGj81JqInTsG7D5vSsWVdjr4nD93dbaF9QrO9MqKBjW/80TmM5GiboPdfjVWTG9gBi4fXkKz5wjQ0A+HxcR/eKbd9Mx+Izme14aTHn9mwTBxOTOzVa94sr5IZRJpSWLPhoXD12ghARcsUQTIhl3Y6Nb4OUtAxGt0disveuAb4Bei77NpsQxLVvtv3tyt2CcROne2yPDb75fW3HVGqH2tsUYrbPmYQYwLdz9metH7VKjdsz78fQxFF4bM292HZqEwDg7/1/42DpQdHcMUyIFbxkG8iH9aGUMnLDJxjFFQwRWjjdFanrPXAFhEzwEOSh4C4vuN4TXEIvn2Ad27tDl8x8PLZ6MkLT4kiFXPVNfBHWleIoCtYUc1Tzhhupvneh97WpzATTMf5OYTHT6Okz9DDsd05Ppo5V86qVo45Ro2ZdjdNyw26DoLYJ7QuK9Z0JFXQs5RZUoQqLsMju6u6BHhjabIR9Hb5jO2/GqFzjN8c6Kt64ZFwn1iUkJrO2wbG9QrNCOG7PNnFQqeNFgiCCE+oZBSDkiiEI8fHGFePaoRXbup3QvgOjEOMPgYGtkztoxDikd8kSbX8nSotx9swpnwcEQo6pFPg6lFzvMy6Rzpdz9raOkC+0j+6AJdevwff7vsTrW553csf07dIXE/pPQKjeN3cME2IFpBv7jHQlwBbw07bXOgWYXINRbMEQY6nRp/Qj/qj3wBUQEnumtanMZK+noUSnl5QBX2/eE3yDdazvDpfjcdWTETt9kDc1C2pza52fMz/XN/HlHayE97dSBCEx8cc7MNCFHim/dyH3NdvvhTbRvSafFCnMom6IgiHfAHOZGZo4jUcRxoZK7V470xU+bRPyjhfrOxMq6FijrfgJP+EKrgAA2qItxmGc4L65t2NUrvGbI0Id9EwT61z3ydYGtsls7RKTsTt3C6/tSXhxh9wwyoTcMP7FH2nJABJiCMInyBUTXAgRY1w7tEyBcV/TOskRGLfB1sn1RoSx7S8hMZmxky1EWOJ77lLkSJYCx8EA00w1poFTUkoqEtp3QG1NNU4eK7F/5us5e+vS8RW1So07s/6N4Ulj8Pja+7D15EYAwLYD21BQWoDpw6YjPTFd0jb4ArkM5IMp4Ac41/DQttciNCfULVji1SxWD9+zv3LtcwWExKyD5Hp9meqdAPIFReUscs4qAAoI1vF5d3iqJyNWCis+NYccz5fNpSNHfRNf3sFKeH8rQRASC3+8A+V87sXCtYaX2N873/ua7XchtLf7BBihKcz4os/Qs9aEYYPv75nYKf7keFb/KPoDpSgFAEQiEtMwDT17DhTUN/cl9TDT2KBdUjKOl/g2nmObWOc6VmQbh7hOZrPt03U8HijjQYIgGheB29Nr5JArhiDkg6lDy+ROAHxzr8gVGLfhS9F3JrJzBjAKMUKEJaZr0jGtC9q2T4LZbIZGownIHL9sggvTwMlVAExo38Grc2YSfsT+zoXQProDfpqyGnP/+RqvbXkO1cYqXK68jK+WfYVe6b0wceBERIQqq5YT4R+Ygt5sAT+3bY+ZgBz3fbKmh2KpHcEn8OPPeg9sASGxZu2yOTFcg6pyBUXlKjDNxwUiZrDO030nRgoroTWHdKk6GAuNrPuj+ibCUYIgJAZSvwPleu6Z2uHt8830zgxJDxG7ibzg+3shNIWZ1LDVinFFirb5+qwKeUa252/Hpr31qXu1ah1m9fwY/ZOGIja+jaA0Y76mHnYdG1y6eJ5RiDGbzR73ZYNt7JedMwDZOQN4nZttMhvT5Ehvx0aNFXLDKBNywwQvJMQQhI+QKya44HLF2Dq9Vy6X896fr+4VOQPjgLj2bbGEJbmvidiwzVTTaD3/RBcdykeXzJ6CrwFXigI5Lfu22jHDE8fgyXX/wqbj6wAAOwp24NCxQ7h+yPXITMmUpW2EPLAF+j05BRxhCwKyBcy9FTL8Xe+BLSAkhhDAdX1t15NVDNNKn8bMli6NablUxxXiArF9N6YyE+oK6rz+HrgCjmKlMhJac4hLhAECv74J4T1SvwP9KXaz4Yv47G8hiY9gxOf3QkgKM39ha7erMG5DqSn++D4jR08fxU8bfrL/PWvYp5jc5WYAwtOMiZFhwTYuuHL5EiqvVjCuo9FoBO2Pa0zoS4ozb8dGBEE0bvyVlgwgIYYgRIHEmOCCSYxx7fT6k2DJZXv2zCk0a9ESg0aM89m5EizXBBBW94Zte6ZrwTZbzpcUBf4iIToRP05agYX53+OVTU+jou4KrlZfxXcrvkO35G6YMmQKoiOi5W4mITFcQSshgT2udZnEDG+FDDHz/vua7svXWbtc18z2GVtwzpBnYE1jFqhw1WoBmAPBYrmFHO9Hq8Uqeiojb2oOsaHU4GcgE0j1UKSueeOL0CPGdfRVSPGnkCTk/ePp90JICjN/YatfxiTChA0P411vxt/weUbKr5Zj9h+zYbbUO0zuynoAM7rcAcC7PrwYE+H4jIOFTj4UY2Kdr24fgtwwBCEHyu7NEZxQejKCkA5HMYap0+uKGPlygxmm2Vud0rvK2CLlwDZwaZeYDLPJ5NXAh2u2XKAMWlQqFWZ0uQPDEkfj2fUPYfXR5QCAf4r/wZFjRzA+azz69u0Llcpz0VYiMOEKWoWkh3hMkQR4HwT0VsgQw42ihBoIbE4Mx+vpKfgp5UxvthRyukSd6McCPNdqcb0WYs98FyN1lWsg2vFvoTWHXJ89baIWob3dazERvqGEd4FQpKyj4a3QI9Z19FVIsVqsjMvFdpF5ev8IFaWkFtiEwuZOtKFSS9MvFEsU1aXo7FE4V/eooc6Ab5d/i8qaSgDAgISheGng2/bPPfXh2SZh+SJ68BkHe5s623VinZCUa4C89VQJQkooLZl/8acbBiAhhiBEg1wxwQtbp7dHzgBEN42xd/aYhBjqCAaGA0NOuGaqxca3QVJKKo6XFmN37ha3bTumdXG7hp6uN9s9eeVyOc6eOaW47yQusjW+G78Eyw7/hKfXPoAK0xXUmGqweOdi7C7cjRsm34AW0S3kbiYhAWxBK9tyXTtmIUbfWw9NtEa2GeS+BM2VUgMBaAio2tKAuQaM+OTpF7M2hGMAzN+BQa5AKdNxlZBCyRHXwKUqRgVrecPzpe+hR+S0SN41h8L6h8GUGThOjUBESe8CoUhZ80ao0CPmdfTFkcMmHujSxPs+be9J8xXmWh2WcgtqirwTpeQoVG/D8f0PMNeDc0SK9IhiiXlu94EJ9mtpsVowf818nLpwCgCQGJ2Mr69ZCJ2mYYIBl/CwbtVvTjVLExKTkZ0zwCndl5iuE8dxsBhjB6Ep1wD566kGOuSGIQh5UHYvjvAIuWIIQjpsrhgux4JjR486gswEigNDTrhmqsXGt2G9hm3bJ7kt83S9mQYtALA7dwt2527hNfDxNyqVCn2i+uM+071YjdX4B/8AAIquFmHW/FkY23csBmcNhkbNPz81oXzYZrXalrMFW6SuTyIlSgvg20QPNhzFGiaHihgBMbYAmD8Dg0yCBJcLxN/1grhgCkQ7ijBAQ2CaqWg423UOlgLzSkVp7wIlIeTeE/M6eisAc6U2NB4yoia8xmenkyeXCFA/icEXUUqOZ971vLTtudsphSAvlpjnaT9/bP0D+4/uBwA0CYnCnAm/ICbUeQzKJjwc2LfTSYQBgBOlxThRWiy4X+/qSuE7Dha6X9fPvJ20F2y1QwmC3DDBT2COUglCoZArJvgoPV+FRJ6zbdg6gkJt1sEG2cb5wTVTTcg15LOu7V5lctoo1a105fIlRCACkzEZXdEVy7EcFaiA0WzEsi3LsLtwN6YPn46EVglyN5UQCU/BbKWlSxEDJQXw+WIXa0wQ/bvwFLjyZ2BQiPDD9970R/0PvnVeuALTJLr4n0B8FygRsa+jNwKwp2fQV6eTpxpWQP37h21yg1LFPabzYqoJA9Q7YaWahCGWmMe1n9xLuVi3ax0AQK1S46txC9CpWTrj+q7jTQBYumgO63GF9OvZXCli15hxFIfOnjmFwoP7GLfjO2kvmGqH+gtywxBEPf5OSwaQEBMUkCuGIKSl9HwV79k2rh1Bb2zWgQiX2ES2cd8Rcg35rsvltFGiW8lRSOqIjngAD2Ad1mEHdsAKK06eP4kPFn2AId2HYEzOGITo3Gd2E4EFn2C2nOlShMIn6K4EcclbcUCK70JprgAhgoSn6+Gv+h98A84U4FcWSngXBANc19HTu47tc9t7wFRmQl1Bncf3HZ9ny5d3mi19pCu6zjro2uic6kJ52z45YHv/a9trnQQZfbYeYX2kq50klpjHtv5R41Es3rTY/vdrg9/H0MRRnPtyHG8eLtjv8dh8+vVcrhSxa8zY9ltSVMhZf4Ym7UkDiTDKhdwwjQPqyRGEyJArJngROtsm2Guj2MSXE8eOOtnhmcQmso37jpBryHfdQHIruQpMeujxfM/XoOkQhifX3Y/CiwdhsVqwfvd67Cvah2nDpiG1XarMrSZ8hU9wPxBm6wsJusspLvkqDoj9XQSSK4ApaMt2PfxZ/0Mbp4Uulbmekg0K8CuTQBKalQzTdfT0rvP1c0f41NOS4p2mjlQ7pRsMNHGP7ZqE5oQCOfDqufBmogHTdfOmtg/TfioyKjB321yYLfV1fe7I/BfuzPq3oP3y6bPzWYdPamMxa8wcLy3mFGFo0h5BEFIjhxsGICEmaCBXDEFIi61ejBCU6jYQI1Waq9PHETaxiWzjviPkGvJZN9DcSmwC05oZefhs57v4MO9N1JnrcLHiIr5Y+gV6pvXExAETERkeKXPLCV8IBKGFC2+C7nKcsxKLgwdK4JAtKMsW9PO30ydidASqUOUmxmjbaxGaw1znhlAGgf7+UwqO15HtXaeOUUOfoff4LvTmXekoBhmPG52eRV/fabpEHWONLl2izm1ZIIl7Ht//Ap8LXyYahA0Ig6XKYv/evK3t43j9q8OqMeevOag2VAMAhiWOwauD3xO0P4C5L+8I3369VJOzhG6f3jULqZ0zFTsWCXTIDaNcyA3TeFDuLy9BBDDkiglOhIoxbB1Ps9ksVpMEI0aqNCanjytyi00Ef5ToVvKU6i42vg3OnjmFwwX77es8lvM8xnecgqfW/RvbT20GAOw8tBMFpQWYMHACeqX1gvmsOSCCD0RwobT0WmwotZ1KDxyyBWUdg3aAc9BPDqePPlPvJsSYjpmAHMkOSRCKhO1dV7OuBpZyCzTNNezbxbFvX5dfBwAeBfaQ9BCYMsWrDyVUsA4Ucc9UZoKmuQZhw8OgUqt8ula+TjQwlZnc3p/eTlTQxmlR16IOc36dg4sVFwEAnVt0xZdj50Or9u78mOrGCO3XSzU5i22/7RKT3epUAiARhiCIoEdZIxnCJ8gVoyxIjCFi49sgJS3DKW0XAGz6cwWulF/ye60YsVKlsTl9HFFiaqtgQwxnkw0luZU8iYVnz5zCrtwtOFFa7LZOSrNU/Hz9WizM/x6vbX4WVwyXUVVbhQVrFyB3ey7GXh2LFmgBQLp6DAThCltw3Xjc6JQ2Rm6UnAZMyYFDtqAsU9AOWtgLSvvb6aNUoY0g/A3XO82w24Cw4cx9A9t2bNvX5dehLr+OV/9C7HeanIK1t3XFuGByr3jze2lrm/kK8yQ4vu8/Md+fFqsFC9YsQMmZEgBAbEQ85k5Yiib6KGE7csG1L+9Nv16qyVls+w0kV34wQG4YgmhArrRkAAkxBEEQghDiitm+eb2bCGNDjloxYqVK8ySyUCdaesRwNikRT2IhW0o8x3XUKjVu6nInRiaNw0sbn8TSw/UFUIuvFuMLfIGBGIgBGADshtNMRikCCQQBsNfoMBYaYco0KeZ+C5Q0YEpDiFBlyDPAkGewB2r9GThVstBGEP7EU80WlVrF+S70tL1cKR3lEKx9rSvGhFhpMl3bxgTf95+Y789lW5Zhb9FeAEC4LgJzJyxFmyYJgvcjFVJNzmLaL5tAw2eymZgT0ghCbigtWeOCRlZBBrlilAW5YoITPmKMEtN3iZX7l8li3jGtC9q2T6LOsB8oOLBXFGeTEuESCwFwPlOuz1OriDh8MW4+rk+/GU+uvg9ltWdghhl/4S8cwAFci2vRubwzECdNIIGQjkAUzXTtmIulK82NoPQ0YEqErZCz8ZD7923DKajop++fhDaCaCBsQBjUMWrUrKtx+0wdU1/knutdaHtX2lwwrijt3S4FUtUVE8N9wtQ2V4S+/7TttfXpHL3cHgA27t2Iv/b8BQDQqDT4etxCdGvVXdA+gg1XgYbPZDMlTkhTujBEbhiCUA7U8yYIgvACT2IM3/RdZ8+cwvH/T7EU2SQKGo1Gsg6cmLl/lVhXpDHA5ggBgqMuD5dY6OmZYtt2eNIY/HrNn3jy53uxFVthhRUXcAHf43v0LuqNa8KvgXW31WkbuQuUE+wEqmgWSG4EJacBUyquApaxiF2EsSFHoJaENoJoQJ+hh6Xcwul84XpGbesxCTFs7/ZAnEjAhlTpDsX4vWRrm763HppojaDr79rv0LbXIjQnFNo4raDvc1/RPizdtNT+96zhn2F40hhebWgs8EmjLVaqbaZjc41ruT5XojDkCIkwyobcMP5HzrRkAAkxBCE55IoJXrjEGD7pu0qKClmD6lJ14MQUUJRUV0RKbB1vs9ksqVDGpx1cjpBgqMvjrVjoaZ3EhI54Mvu/WL1rKZZjOU7hFAAgryQP+SfzMRIjkYlMqKCyb9MYZrMGGmyzb9Uxaugz9DK1ih/kRgh+bEFbPjOxAflEOBLaCKIBX8VJvu92U5kJtbm1zo6KAJlIYMNVdJBqgoEYv5dsbbDV6OIL0/vcdMwE5AibGFJ0sghzV82FFfUTfx7p/Sxu6nIn73Y0Fvik0RYr1bYjnoQUrs+lEoYIggheaPQXhFB6MoKQH0/puwBg6aI5rNtL2YGTW0BRunXbETYHitQznZiuEZcjJJjq8rCJhUzPVLukFPTo3Z/Xudv2O638Tqy9sAqfHngXV+sqUGWswlIsxR7swbW4Fi3REoAynQqNHbYZrjXramAptyg+oKVL0dl73kKDQUTgwHafOhLoIpwh3wBzmRmaOI3iRVCC8ISv4qQnMYetVkkguW/ZRAepJhh4I5C5CkVitI3tfW4sNfJOy3b6wml8+/u3MFvMAIBp6bfgmb6vCGqH1DCNO+QYr/FJoy1Wqm0bnoQUT59LIQyJCblhlA25YfyP3G4YgIQYgvAL5IoJXrhcMVzuk8MF+z3uWykdODFRunXbES4HipRCGds1YhtgDBoxDuldsgJK4PIEm1joq6PLtt90ZGFaj1vx8qan8NvhnwAAx3AMX+AL9Ed/jOw+MiACI40NLnFM6QEtt0CcCYpta2NGjLRBbPdp2PAwqNQqUVMSyZHmqOLHCljO/X9wMh8w7Dcg6oYovxybIPji72eDTczx5JDzxX3rr3PkqgUjZbpDIQIZm1Dka9uETspx/T4vVVzCV799hdq6WgDAsMQxeHfEl1CpVCx78D9M4w4AsozX+DjjxUy1DXh22Hj6XGxhiCCI4IdGgEEKuWKUB4kxwQuXGMMWUObTOQu2DlygWbc91SSRQijzdI2YBh7pXbICSuDiA5eoJJajKy6yNb4c9wOmdb4Vz294BMeuHIUFFmzGZhwsPogpCVPQObGzz8cJdB5t9ijunHcnul3TTdT9Xjx+Ea9lvYYnNz6Jtl3b8tqGaYarI0pNJ+dNSrUfHvgBNVdqcPf8u/3RRK/4ZPwnaNOlDSa/Ndnvx5YiAClW/SG2mdia5hpebhm+8G2vmNfKkG9oEGH+H8s5Cwz5BnLGEIpBSbXEPD3z3rpv/XmOnmrByJ3ukEso8rVtbO9zXaIOhjz3vojj91lZXYkvln6BK1VXAABZsT3xzTULodPovG+QyLCNO1zx53iNz6QrMVNtexJSPH0utjAkJuSGUTbkhvE/SnDDACTEEARBcHL5QhmqK8oRHhWDpi3Ye/JcYgwTTJ02R5TSgROT46XFrMuVeK6ehDAphDJPs66YBh6BJnB5wt+i0rDE0dhwyx58lPcWPt/5HowWIy5WXMTXy75GZkomJg2ahKaRTSU7vhDkCM6/WvAqwpuG++14jnwy/hMU/93w3ohsGYnkvskYe8tYhOaHuq0vNKB1+dRlvNbjNbRMbolntz4ruH25C3Lx6/O/YmbpTM71vEmpNvmtybBarYLb5Mr5o+ex9r21KPyrEJUXKxEdF432Pdtj6AND0a57O5/3LwdSBCA9BvIE4joT21hkROXiStHazLe9Yl8rc5mZfXmG17slCK9xFRr5Phv+cpNw/S55m8ZL7PeVJ6SqBSMWnoQiX2Fz1nClPqutq8VXy77C+cvnAQAdmqZg3oTfEK7jP1b0B2xjMyb8mamBz6QrsSZmeRJS+AgtYgpDBEEEPyTEBDHkilEe5IoJLAr3bEHpwV32v+MT09Ct/2jR9m/rtNk6wZFNomQtBk84wyWWSSWU8bG3uw48lJ6bWAhyiUph2jA82+9VTE67Ec+uewjbTm2qP3bRPhw6dghj+4zFwMyB0Kg1krVBqUTFcqccMhvN0Oikuy59b+2Lsc+NhdVqRfmJcvz6/K9Y/N5i3PP8PT7nfs9bmIesiVko3lqM0p2lSOyZKHLr6/EmpVpYlO8zm4/vOY7PJ36O+PR4TPtgGmI7xqK2shYHVhzAb//9DQ/9/pBX+zXVmaANEW8IISQgasg3SBKA9DaQx9V220xsKYKmfNorxXE1cRogn2U5QfgZJqFR05z5XqzNrUXkhEjW7RwFSjFFGiZHhTZRi9DeoZI+/2IiVr0VqfCHUMTkrGETaEwmE7774zucOHcCABAX0Ro/TlqBFuEtRWmLWKmI2epgsqGUTA1SpGL2JKTwEVrkrsHqCrlhlA25YRo3yvj1JAiCUBiXL5Q5iTAAcKb0EACwijFMrhhPnUWlddqkpF1iMnbnbmFcrlQcO95ms1lyocwbe3sw5SaWW1Tq1CwdP1+/Fj8VzMerm5/FxZrzMBgNWLp5KfIK8jB16FQkxSdJ3g6+fDL+E7TOaA2dXoft87ZDE6JBv9v7YeyzYwEAVqsVq2atQu4Pubh6/ioimkUg87pMTJk5BQDwSuYr6HNzH5QVliF/VT7CosMw4rERGHj3QPsxHFOT2dKJ3frtrfh79t84tusYpr43FTkzcrBt7jZs+GwDLh2/hGbtmmHQvYMw4K4B9v0c23UMix9fjLOHzyI+PR4jHx/J6xx1YTq7GBQdF42B9wzEoscWQdNcg9BhoXjnxnfQ98a+GNF/hH2bk/tP4t3B7+I/O/+Dlh2YAx9WqxW5C3Jx/TvXo2nrpsidn+skxNjO9Y45d2DzN5txbNcxtOzQElPfm4qk3kk4suUIFj640H6NAGD006Mx9tmxqL5cjZ8f/RkHNxyEyWhCcv9kXDP1GjQpawIA2LNnD1atWoWpU6di1apVqJhVgQ59O+DGT29EdFw0AHf3k8lgwm8v/YY9v+xB7dVaJGQlYNIbk9CuB7OrxWq1YsEDC9AyuSUeWvEQ1OqGgFTbrm0x6P5B9r+XvbwM+//Yj8unLyOqVRSyr8/G6KdH2wW2lTNXYv+K/Rh490CsfX8tyk+U44OLH7gds/pyNX557hfkr8qHqc6E5H7JmDJzClom138Hl05cws9P/4yj24/CbDSjWUIzjJowCh3CO9j3weXYYCt4DfgegPQmkMfXbSJF0JRPe6U4LluQm205QUgFm9AYNpz5/WE6ZoKpzGRfz3U7m0AplovMUczxtlYJmyAkh0NFylowYqBtr4XpmMn+t7+EIleBxmwxY97qeSg8UQgAaKqPwcJJvyMhOlGU44nlGueqg5nVsy+sVqsiU21J6Zr3NCZn+1yJNTpJhCEId5SSlgwgISboIVeM8iBXTGBQXVHOuPxM6SG0S81kTVPmKMYEW90OX1FyDl0u/C2WCbW3B+p1ZUIJopJKpcK0zrdgZIdr8MaW/+CHA/8DAJy+cBof/fQR+mT0wfh+4xERpoz0EjsW7sCQfw/BY2sfQ8mOEix8YCE65HRA6tBU7Fu2Dxu/2Ihbv70V8enxqDhbgdMHTjttv/6T9Rj5+EiMfXYsDq0/hF+f+xWtklshdWgq6zF/f/V3THhtAtp2awutXoudP+3EypkrMWXWFLTt1hYn/zmJRY8uQkh4CHrf2BuGSgO+ufEbpA5Jxc1f3oxLxy/hl+d+EXyuVeVV2DV7F9rEtkH12moAQPbQbOxcvhMjnm8QYvJ+yENyv2RWEQYAjmw+AmONEalDUtE0vik+HPMhJr4xEfoI5zoXf7z+Bya8NgEtO7TEH6//gbn3zMULu15AUu8kTHpzEla+tRLP5z0PAPZt590wD+ePnscN198AvV6PdbnrMOftOXj8f4+jbmMdAMBoNGLr1q2YNGkSIkZHYOHzC7HsxWW45etbGNu77KVl+Gf5P5jx2Qw0S2iGdZ+sw5fXf4n/7PoPImLc78VT+0+h7FAZbvnmFicRxkZ4dEO6udDIUMz4dAai4qNw5uAZLHp0EfRN9Bj+8HD7OhdKLmDf8n24c+6dUGuYg30LHliA88XncfeCuxHaJBTLX16Or6Z/hee2PQeNToMlTy2Buc6Mh/54CCHhITi28BjU59RAYsM+2Bwbngpe+xqAFDrjW4jbRIqgKZ/2SnFcf8/EJwg22O5FlVrlFpT3tI3tMxPEcZGxijkCnhEuQUguh4qjy6+uoE4RgozrddK21yI0x3u3kVAcxTJ1rBqL1i/CvuJ9AIBQbRjmTliKtBZdRDkWX9c4H2GAbeJTj5wB6NW3fqIG11hEDvFBiamYaaxPeAO5YQgSYghCBkiMUT7hUTGsn1VXlHusFxNmuqy4zqISoBy6/BAq/gTLdVWSqBQT2gzvjvgCN2bcjmfXP4gD5+sH1tvzt2N/8X6M7z8evTv3hlolb4701hmtMeaZMQCAlsktseXbLTi86TBSh6ai/GQ5msQ2QeqQVGh0GsS0jUH77PZO2yflJGHEo/UiRquUVijJLcFfX/zFKcQMvn8wMsdn2v9eNXMVJrw2wb6sefvmOFt4Flu/34reN/bGriW7YLVYccPHN0AXqkN8ejwun76Mn574yeP5/T37b2yfvx2wAnXVdWjevDluvvlm++ddWnXBn0V/4tiuY2if3R5moxm7ft6FCa9O4Nxv7vxcdJ/UHWqNGvGd49E8sTn2/rYXOTNynNYb9uAwZIyqL34x9tmxmNlvJi4cvYDYTrEIjQoFVM7p285sP4OCvALceeedaNeu3q0yaeQkfPDxBzhcchipPVKBPYDFYsG1116L+JHxCOsfhoH3DMTqd1YzttVQZcDf3/2NGZ/NQOeRnQEAN3x4A17961XkzsvFsIfdB/3ni+vz0sd2jPV0iTHqyVH2fzdv1xznHjiHPb/ucRJizHVm3PzFzYhsEcm4j/PF53Fg5QE8svIRJOXUu8Zu+foWvNz1Zez/Yz+yJmah/GQ5MsdnonXn1jCVmaCN0AIMeiZTUJ8rgCpWAFLIjG8hgoRUQVNP7WVLieQLSq8VQTQeuO7F0JxQVB6rZPyMa39iCI1ipATkk4JRLoeKFDW6vIXpWpuOmYAclg28PAbbNXa8FlZY8WerP5F3Lg8AoFPrMPvan9CrdV/R2sLHNc5XGGCb4OSYpYBtLOJ6jJS0DAwfw93nEgO5XfOuKFEYAsgNQxBMKMkNA5AQ0yggVwxBCKdpizjEJ6bZ05E5wiXS2Cg+foZxeSDW7RCbxpSOzZ8Ey3VVmqiUHZ+DlTduw/f7vsSsbS+hsu4qqmqr8OO6H5F7MBdTh05F6xatZWtf6wznY0fFRuHq+asAgKwJWdj45Ua81v01pA1PQ+eRnZExJgMabUMaocReiU7bJ/ZKxMYvN3IeMyErwf5vQ5UBF0ou4MeHf8SiRxfZl1tMlnqhAsDZw2frU6iF6liPy0b29dkY+UR9GrPyHeVY+/5azJs3D/fddx/0ej2ioqKQ1jcNuT/kon12exxYdQAmgwlZE7JY91l9pRr//P4PHl7xsH1Zz6k9kTs/102Icby+UXH1gkvlhUrEdmIWOMr+KYNarUbbtm3ty8LDw9EyoSXKDpcha2IWQveHQrdah3b3t7MHdqJio1B53j1wCAAXSy/CbDTbBQ4A0Og0aNejHcoOlzFuY7VaWc/fld2/7MbmrzfjQukFGKoM9d9dk1CndWISYlhFGKD+O1Zr1Wjfs0Hoi2gWgVYprextHHTvIPz05E8o3FCI5IxkpOhTEBfnHt1kCpayBVDDhodBn6Fn/MwbmOoAMCFUkPA1aGoqM8FYagQA6BIbgrGe2ms7bm1ubX1qplITKksrvQ6eKr1WBCEu/ipo7w2e7kVvPjPB3UUDCBMafRVzhKRg5Pu+Egsp6k75gtQOPS7RyfVabMRG/H3ubwCAWqXG52PnYmjiKIiJJ9e4EGHA24lPTMcoOlRfOExqMUYJrnlHlCYMEYEBuWEIgIQYgpANcsUoH1stGEcxJqlzNqcbxgabWKOUuh1KzGdLEDaUlodZq9bi7u4P4tqOk/Hypqfw2+F6J0fJmRK8u/BdDMwciLE5YxGqD/WwJ/FRa10CRKqGIHxM2xg8n/c8Dm88jMK/CrHkqSVY/8l6PPT7Q/b6H94QEhFi/3ddVX2qrekfTndz27ClsBJCaFSoPcVYTHgMriu6Du+99x4OHDiA7OxsAECva3th0ZuLMPGNichbkIfuk7ojJDyEdZ+7l+yGsdaID0Y21DmxWq2wWqw4V3QOrVJaNZyDzuEcVPX/s1jY3RnqSJZzdrjc6mg1NCH1C2zpXRy/N18xlZkQo6n/DTp75CzadmvLum5JXgnm3zcfY54dg7RhaQiLCsPuX3Zjw2cbnNbjup586XtrX6QNS8P+JftR+Gch1m9fj9GjRyMnp0H80qUxB/TYgq5iijBC8EaQ8DZo6hoMNOQZBAsprmmafAmeKr1WBCEOSnI+sMF1L3rzmRhCoy+uMalTMPqK0lITiunQcxUdPYlOjtdiK7biL/xl//ud4V/g2o5TBLfBE57EE6HCgDcTn9iOUXQoH10ye0raN/d0/v4eIyhNGALIDUMQgQL1nBsJ5IohCO/o1n802qVmorqiHOFRMbxEGKDeUZPYORulB3fZlymlbse6Vb/ZZy8BlM+W8IwShDsl5GGOi2yNL8f9gBld7sTzGx5GcfkRWKwWbNy7EXuO7MHEgRPRvWN3qFQqv7aLi5CwEHQZ0wVdxnTBgLsG4K2ct3D64GkkZNa7Wo7tPOa0funOUla3BxNNWjVBdHw0LpZeRM+pPRnXie0Ui52Ld8JYa7S7Ykp3lgo+F22cFqFZ9WKXydQQWG5f3R4h2hD8PftvFKwrwEO/P8S5n+3zt2PoA0PR+8beTst/euon5P6Qi/EvjefXnhAtrBZn8aR1TmtYLBacPHnSnprM1NGE88fOIy7VsaIvULm4wQFTV1fHepzmic2hCdGgJLcEzRLq+3JmoxnHdx/H4PsHO61rC542tTZFy5YtsX7W+voUbC51YqqvVCM8OhyleaWISYjBqCcaZu6Wn2CukcZFbKdYWEwWHNt5zO7cqbpUhXNF55zOO7Q0FN3U3dBtVDf8qf4Tu3btsgsxujQdIkax115iC57KNWvfH4IEW2BWiJAidvBUyS4JQhyU5nzggkvg9OYzX59rX8Qcf6Rg9AUpUhP68j4Ry6HHJDpqmjNPVrG9N23nvBM7sQZr7J8/mfVfzOhyh6DjC4FLPGETAMxmMw4X7IfZbIZGo3HaTqibnktkENsJwjT2YDt/OcYISkqnDJAIEwiQG0YelJaWDCAhhiBkhVwxgUHTFnGMAszlC2WcAk1q9wGITUhBOKoV4zxxFWEA3/PZKiFIT0iHEgQQpeVhHtRuONbdtBtf7H4fH+W+hVpzLSqqKjB31Vxsz9+OKYOnILYZfzFDKnIX5MJqtqJ9dnvownXYtXgXdGE6ezAfAEpyS7Du43XoOq4rCv8qxL7f9uGeH+8RdJwxz4zBL8/9gtCoUKQPT4epzoQTe06g+nI1hj4wFNnXZ+OPN/7AokcXYcSjI3DpxCVs+HSD5x0DMNYYUXG2AgBw9fxVrJq3ClqtFsnJDXnM1Wo1MjMy8furv6Nlh5ZI6p3Etjuc3H8SJ/edxC1f3eImOPWY0gNr3lmDcf8Zx6ttzRKawVBpwOGNh9G6S2uEhIWgZXJLdBnXBX9s/AOTn5iMsLgwrPhsBaLjo9F1XFcAgOWKBVaTs4BjLDayHkcfoUf/O/pj2UvLEN40HDFtY7Duk3Uw1hjR55Y+9vUcg6cqlQoTJkzA3Llz8fHIjzHq2VFo1bEV6qrqcGDVARRuKMRDvz+ElsktUX6yHLt/3o12Pdohf00+/vnjH17n74jtvBc9ugjTPpgGfaQey19Z7nTePz/yM9pb26N58+aoqalBSUkJWrZsCX1vvVO6LS5cg6dyz9qXOjWQp+LiUqRR40Lu6+0vGrvYpCTng7+/CzGO562Y468UjN4idmpC1/eJLlUHXTudoGsmRtpHRtGxs45xfdt3pI3TIr99Pn4/9rv9sxmtb8MTQ/4r6PjewCaeMAkDLWPjsenPFW7rcvXlucZ1sfFtkJKW4TaWBMR1gnCNPVzPn22MEB3TzE14EhulpVMmCCIwaHw9y0YMuWKUCYkxgUnhni1ObpfEztlI7T7AbT2bQBPbkn2Wr784e+YUY8cZ8H4WkxKC9IR0KEUAOV5azLpcrkGPXqvHo72fw+TUG/DCX49hbUn9QPfwicN4e8HbGNJ9CEb1HgW9Tr7gSVh0GNZ9uA5LX1gKi8WC+PR43LPgHkQ0a3gfDXlgCE7sOYHVb69GaJNQTHh9AtKHpws6Tt9b+yIkPATrP1mPZS8tgz5cj/jO8Xa3hj5Sj3sW3IPFTyzGO0PeQVxqHMa/NB7f3fadx31vm7sN2+ZuAwCENw1HXFIcbrrpJrRo0cJpve7du2Pz5s1uNV5cyZ2fi7jUOEbXT7druuHnp39GwdoCxGfEe2xbUk4S+t3RD3PumoOqS1UY/fRojH12LGZ8OgO/PPcLvnv2O5iNZiT3TcZ9i+6zp4OzVglPQTb+pfGwWq2Y/6/5MFQakJCVgPuX3I/wpuH2dVyDp23btsW9996LbUXbsOjRRai8WImo2Cgk9U7CpDcnAQC6jO2CIf8agp+f+RmmOhM6j+yMUU+OwqpZq1jbYgtUWuucz8N23l/f8DXjeZurzfhj/R+oqKiAXq9HSkoKxowZA020xqtAXiDN2vcWT8XF+SBW8NRf11tuEaSxiE1cSOF88AZ/fxdiHs8bkVZpKRhtOD6TYjkBmd4nxkIjjIX1kxKEXHtfBHE20dF40H1yhON7c/fh3VhyfIn9s9vT7sOboz/2rhEi4igMmM1mRhEGYO/L8xnX2WrBOI4pxXSCCB17sKVLczx3KcenSqjRSW4Y5UNuGHlQohsGAFRWsRJSBzEVFRWIjo7GuI83QBfGXqg0ECAhRpmQEBNYXL5QhtzVi9yW54yezpm6LJGnGCOVw+RwwX5sWL2c8bOJ028TfKyzZ05h6aI5ouyLUCZs98zQ0ePRKb2r39qxY9sm7M7d4ra8R84A9Oo7yG/t4GJ18XK88NfjOHm1IdVXTJMYTBo0CV07dFVUujIbr2S+gsH3D8aQfw2RuylusAVjTWUmp5ReNo4dO4a58+bi5QMvo0mrJv5sqmDYziFyWqRPgWep9mvbt6XcAuPxhkAZICxYJnb76grqUL222m15+MhwhKT7XtNGKTAV79Zn6xHWX1iA2FeBwx/XW24RRMpnKNBw+y68uOd8wd/fhZK+e7nFSEekeibZ3ieO+OPas33vjri6NvcV7cOclXNgsdaLOHdm/huvD/lAcf08rnEf4N6XFzquEzpe5bu+0LEHW7tdCdbxKYkwgQEJMfLgTyHGWFOJFQ8PxZUrVxAVFcW5buPqURLkilEo5IoJLKormPPnV1eU864hw4aUDhM2y3jHtC6sHdOzZ07Z3QjtEpOd1hNaFJIIPJRSiLJdYjKjENMuMZlhbXkYnTweA9sNxyc7ZuHzXe+hzlyH8qvlmP3HbKS3T8fkwZPRsmlLuZsZEHAFflxnDJtMJlRVVWHTrk3ImpileBEG4OdQ8CYQ543zgc9xmIQAG0IcEWKntVHKrH2psc1AN5bWC2B807i54msaNamvtxIcTmyz42tzaxE5QdhkPCUF073BHzWQuPB3ejQlpWOTOuUhX6R8Jvm8N/xx7Zl+l1xxdG0eOHoAc1fNtYswUzrciFtj78S5stOKG/t46qu7fi50XCfECSJkfCt07MGUko0JGp8SckEijDwo1Q0DkBBDEAQhmPCoGEHLbZSer+J0xUidBoqpo9oxrQuGjbmOcX3XTvPu3C1OHWelBOkJ6VBKIUqltMMT4bpwPNPvFVyffhOe3/AoNh3/EwBQcKwAM+fPxPCewzGi5wiEaINntr7Y8An8OAamD6w9gJ8/+hlturbB+JfHy9Fkr+AKcvoyA1lI8JTPcdiKxTsiJFgmZnBXbGFHyWjjtLKfl9TXWwmBcLbgsOmYCaYyE+9zldvZIxZyCgK+Cn9ChTB/CbuBJNBJ+UzyEUD8Jao79ikMee7tsbUjvyQf3634DmaLGQAwtPkIZBztiL+O1teJUVp6Zi6BgqkPLdW4Tuj41ps+P5+UbME4PiU3DEEEJsr+9SckgVwxyoRcMYFD0xZxSOyc7VQjJqlzNi83DJcY4w+HCd+igkydZsC54xwowXHCN5RSiFIp7eBDckwn/DjpD/x+5Ge8vOlpnK48CbPFjDV5a7Dz0E5MHjQZXTp0kbuZeGnfS3I3wQ2+gR9bYHpAnwEY8F/3+lxKhyv1mq8zkPkET/keh6tYvA2hwTIxg7tChZ1ACoL6ihTnKqVLQgkOJ22cFtr2WpiOmdw+4xt8VoKzJxjwRfhjKgIfMZo7PbA/hN1AE+ikfiYd3yduaS/9LKrbxW4TGO+Bg6UHMfuP2XYRZmy7Ceh1PBNqNFwLOWooesJVoOAqXi/VuM6b8a03fX5Hh86V8ks0PiUUAblhCCaoN0gQCoLEmMAhtfsAxCakoLqiHOFRMYJSkrGJMf5ymPCxkrN1mm2f2bYPpOA44T1KKESppHbwQaVSYXyn6zEscQw+zHsTX+7+ECaLCZcqLuHb379F58TOmDxoMlo0beF5Z40IJQRjpYYrGCdkBrIvgXa+x/F03ZXgQOEr7ARaENQXpDxXqVwSngLh/hLRQnNCUXnMvWYE33eQEpw9wYI3wh9bEfgqVHkUY6QUGgNRoPOHOGV7n4Skh8CUKb9QznQPFJQWYPbvDSLMxE7T8FD7J7D5+Eq37dnEBanqf/JBSN9ZinGdt+NbIe12vb6NYXxKbhiCYEfJackAEmIaLeSKIQjfadoizuuaMExijJIcJlydY9fPAik4ThD+JiIkEv8Z8Camdr4F/9nwKLac2AAAOFh6EIdPHMbw7OEY3nM4pSv7f4I93ZSnYBxfIYpvoJ0teM33OEzfhy5NB12CLqBcJYEYBPWWQD5XtkC4Nw4Hb/H1HdQYxGR/IlT4YxPCjIVGmDI9p5eTSmjkK9ApzbXnz1pBSqmN49iOg6UH8b/l/4PZWi/CdEZn3Bx5G5o3a8W4reMYySYOnDh2FEWH8u3LlZbCzBWxx3VSj2/Z6s8wnYecgpiYkAgTGJAbhmBD/l93giCcIFdM44FJjFHKDB62vMJk7SYI7+jULB2LJ6/Cb4cX45VNz6Cs6jRMZhNW563GzkM7MWXIFHRO7Cx3MxWB3EWipcRTMI5PEJhvoJ1LrBESbA6G7yPYXApcwdpAP1fXYCybw+HqlasIGxQmyf3oyz0f7GKy0uESvOR8BvgIdEp17SlFIPE3B0sP4n+/N4gw6UjHFEzBgd07kNKxM6e44CoOOOIphdnWzRsxZfxIHCo9h+imTcU9KQ/06toR9/zrIdz774dF3a9U41sh9WfYBBu2/co9FicIwjuU7oYBSIhp1JArRrmQGNO4UYrDxNZpPl5aDABol5isiHYRRKCiUqkwMXU6RiSNw/u5b+CbPR/DZDHhYsVFfL3sa3RJ6oKJgyaiRTSlKwuEwE/TonMYe/dcrPzmFlzuGMtrGz7BOMcgsNVihUqtcioUzifQzkesERJsDoTvg4tgcil4CtZaLVbG7diWKx22+91cZkbl4krJgtW+3PNyiJdKc1LIhTZOC12qzqneiA05n3c+qfeU4GQLlPvohwd+wI6FO9yWpw1Lw/1L7vd5/weOHsB3K76zpyPrjM6YgimY+91cxMXFYejo8aziAludTQB4+eWXnf7vyhPPvIB+Awb73H4mqqur8cE7b2D5rz+j7MwpREQ2QafUdNz3wCMYc811khzTESnGt3zrz0gl2MgBuWECA3LDEFwo99eVIAiiEcBWL0YpKEUUIohgIjKkCV4cOBPTO9+C59Y/gm2nNgEADpQcwKHjhyhdWYBQFRcNTa0RE274BovWPIra5pEet+E7W14bp0VNEXPAnY+owNcVEegCC1+CxaXAJ1irUqsYt2VbrnQ8Bc+VmnbNn8+WUp0UchExOgJVqJK1+DsTXAKdEpxsrveRtr0WoTmhsl83NtKGp2HGpzOclmn1vrd1X9E+zFk1BxZL/XeSgQxMxmRooLGvY0tBxjRO4qqz+cQTTwAAxk6Yjq1/b8Y7b72CLTsO2D+PiIjEvj27fD4HJp557AHs2ZWHN97+AJ1S03Gp/BJ25m5D+aXAChg7ulX41p+RQrCRAxJhCIKbQHDDAEDgTQMjRCVQbtTGCKnojQfqVBFE4yS1eQZ+vn4tPh8zF7ER8QBgT1c2a/4s5Jfke9gDISfGSD2WLboXIVdrce0ts6ExmBjXM5WZUFdQB1NZ/edhA8IQOS0S4SPDETktEmH9mWu7MAXcbc4YfQ+902euQcZgcoCIBZ/rrnQ4g7X/T7B99zaHAxds1yXYMZWZULO9hvVd0ZiJGB2hyOddG6dFSHqIm7gh93PL9JtjOmZC5eJK1Gyp8UsbhKLVaxEVG+X0X3jTcADAggcX4OsbvnZa32w044VOL2D7vPpAu8ViwdoP1uLVrFfxVOun8PbAt/Hrl79izsoGEWZS6g14pcfbTiJMy9h4e1C+V9eO+Oi9mXjsgXuQ0rYZsrskY+2aVaxtbtKkCQYOHYWMblmIioqGCiq0io2z/xcR2TCh4599uzF6SB8kxUdj/KhBKDpS6LSvVX8sw8hBvZEY2wQ5mal4b+ZrMJnYn/s1K3/Hw48/g+GjxiKhfSIys3rgrvsewI233M66zQ9zZyO1XUts3rgefbun44tP3nf6/MA/exHfNAQlR4tY9yEm2zevx9JFc7Bh9XIsXTQHJUWFyMzu47QOUxptMQQbguALxfEITwRmj5wgGgn0Em88kBhDEI0TlUqFSWk3YMttB3B/j8egVdcHZy5WXMQ3y7/BN8u/wYUrF2RuJcFGRfvmWD7/LsTuOY7hd/+AuoPOAdCaLTWoXFyJ6rXVTgEttmCcDU8Bdy5RwZZaxjV4rYQZ4XLjeN1dBbJAgE+wlo9QF2hEjI7gFGOUKjJJeY/Z3i2GPAPj58ZS99RcjQ1P71klIfdzyyVmBqKw1/eWvji07hCulF2xL8tfnY+6mjp0n9QdAPDnB39ix487MPW9qXhm6zNoN6EdNr64EZaS+msxLf0WfDL6O/QfNBITp9+GoaPHo0WrOMS1TnA61leffojM7tlYuykPt991H9585b9oEessBHRM64Kho8dj4vTbkDNgKK9zmPnai3jp9bexasM2aDRaPP7gvfbPtm/dgof/dSfuuf9BbMzdh7c//AyLFszDR+++xbq/lrGxWLd2FSqvXuV1/M8+ehdvvPwf/PjrCgwcPAw33HwbfvxhjtM6P/4wF336DURShxRe+/QFLreK7fthu7622qeO+CLYyAHFCgiCm0AyGSi/V0JIDtWKIQhlIHaasrNnTvmtvovcRQ3lPj5B+EpkSBO8NGgWbsi4Fc9veBRbT24EAOSX5KPweCFG9ByBYdnDKF2ZAinrnYTfH5mKiW8vxNnKKGwcOhT6HnroUnRe5/znG3B3TVnjmlpGl6qDrp1O8fn+/Y1cqZx8rb/AN8WaawokAKgrqAvo+yBidARMmSbU5tbCdKwhKKw0kcn2HRuPG51TY4l4jzG5F1wx5BkAExp1ijIpkaKWihy1hWx4EjP9mSKNLwdXH8TTCU87LRv52EiMfHwkknKS0CqlFXYu3onhDw8HAOQuyEXWdVnQR+phMpjw5wd/4l+//AtJvZPw9/6/sT1kO9AVwE7gpmvvwtvDP4NaVX9dbCnIQkL0rs3AsJFjcPvd9XVpHnz0KXz9+ceorDFg4vTbfBqbPPvfV9FvwCAAwEOPPYWbp01AbW0tQkND8f6s13H7Xfchq3t3hOr1GDx0BJ7+z0t4/aXn8cSz/2Xc3zsffoEH770NnTvEoXOXbujdpz+unTAZvfv0c1v39Zeew5JFC/DrH38iNT0DADB9xq14581XsGfXDnTP7gWj0Yhfl/yIl16bKfjcvIHLrdIpvavHa8xW08cRm2DjKPgwCTYEwQZNpCb4oJxeKyErJMYol62nL6Ffa/pulM7lC2WorihHeFQMmrbwfqTiqxhjEyROHDuKokMNaY12526RrNig3EUN5T4+QYhJavMMLJmyBksLF+GVzc/gbNUZmMwmrMpdhR0FOzB58GRkJGXI3UzCAVOZCfvCU9Fk+HAMX7cOl5o1w35ksvay+QS0vKlpwhScNRYaoc9UVqBabuQqii2W+MM3WGsT6oKpfog2TovICZGKLSjueq0dEfMe45uKTan1cwIdKQVvuep2Mf3mOKJE11nKgBRMfW+q07LwmHD7v/vc0gdb52zF8IeH4+q5qyj4swAP/PYAAOD80fOoq67DF1O+gNlshtlsrt/IDLRIbuUkwniic5eu9n+rVCq0ahWLi+fP+VxnMz2jYb+tYutvigvnz6FtQjvs27ML2/7ehC8//RAAoNHUp06rra1FdXU1wsPD3fbXt/9AbN9biF07crEzbxs2b9yAb7/8BE8+9yIef/o/9vW++uxDVFdVYdVf29A+sYN9eVx8a4wYNRYL53+P7tm9sGbl76irM6B3n344XLBf8slwYrhV+HwnfAQbf0NuGIIILqhXRhAE4SOFe7ag9GBDYcXEztlI7T7A6/15K8a4ChKuSFFsUO6ihnIfnw82ccxsNkOj0SimU08oF1u6spEdrsH7uW/gmz0fw2Qx2dOVZSRmYNKgSWjRtIXcTSXQEBTdMmAAml26hOuWLcOV6Gic7Z3KuL4toOUpmCxkdrSpzIS6/Dr29ilsJrOcyFEUW2zxh2+wVi7RSWrkClZzwcelItY9JiQoTs+/uLAJ3jb3UyALnbbfHKW7zmyERISgZYeWrJ/3uqEXlr+6HCV5JSjNK0Xz9s2R3DcZAGCoqv8Os17MQt7JPPs2N3W5E4/2e563CAMAWq3OyZmvUqnsNWZ8QadtSMeoUqkAAFaLBWfPnEJ1dRWGDBmC9PR0+zojr5mMFq1iERoayr5PnQ59+g1An34D8OCjT+GDd97EB2+/gQcffQohIfWO65y+/fHnmpVY9usSPPSYs+Noxq134qH77sArb76LRT/MQZ++/bF62WL7575MhvOU3YDJrQIAJUWFoo+rfBXRxIREmMCB3DDyEUhpyQASYggHyBWjXMgVo1wuXyhzEmEAoPTgLsQmpPjkjBEKkyDBxJXLl0TtWLLZxI+XFvulA8tlU1dCB5pNHCPXDsGHyJAmeHHgTEzvfCue3/BIQ7qy0nwUnijE8OzhGN5zOKUrkxl7UFSlwu/XXIOm5eWYvmgRFk57GOd7NGV0tfB1KfAJOHPNwndqHwFAnqLYcog/ch63seAopvJxqYh1jzG5F3RpOhgPudeFoedfXDx9z4EudCrddSaEiGYR6DquK/IW5KF0Ryl6z+ht/yy2UyxUOhXytucBmfXLnur7Eh7r/bxd9ODLsaNHsHRRQ+2UqqpKUdrPxpXLlxAfH4+LFy+iefPm9uXR0VGCa7V0Sk2HyWSCobbWLsRk9eiFO+75N2Zcfy20Wi3+9dDj9vWHjxqL8IgIzPnfV9iwbg1uu+02p/15OxmOb3aDpJRUxU/AIwiC8AT1zAgiQCCFXZlcOFUiaDlfhM5+YRMkXBG72CDb/nbnbsH2zetFPZaQ4yuhqCKXOLZv13acPXPKzy0iApXU5p2xZMoafDF2HuIiWgMATGYTVuetxsz5M3Hg6AGZW9i4cSyybNFqsXj6dFQ3j8SUB/+HmM4WRE6LRPjIcEROi0RY/zBWl4I3xZA9zcJX6kxmOZGjKLYc4o+cx20M1GypQeXiSlSvrUbl4koYj7uLII54c48Z8g2oXlcNQ777Mx42IMzp3RIxKkLWYu+NBT7PjrGU+14IBLRxWoSkhyj6/jEZTKg4W+H0X+VFZxGk7y19kfdjHs4ePoveN9QLMRaLBb/l/QZrHyuwCsBe4KHkZzBCPw6zv/4cixfM5d0Gs9mEUydKnZbVVFehsvKqj2cHFB0+yDhWiG7aDIMHD8a+ffvw119/4dy5czh//jy2/f03Zr7+Iuv+Jl8zAnO/+wb79u7GiWOlWLdmJd567b/oP3AImkRFOa3bK6cv5i9ehvdmvY6vP//Yvlyj0WDajFvw1qsvID6+NRISEtyOY6tPyhe27AZM5841AS8YITdM4ECxOvkINDcMQI4YwgVyxRCEMKwss6bYlgtBSIoyPsKDFMUG2WzigLQzlBzt667H75jWRRGzojwNCpTi2iECA5VKhYmp0zEiaRw+yH0DX/9/urJLFZfw7e/fonNiZ0waNAktm7Kn6SCkwzmNWCSWT78P00d+gGtv+R9+/eXfMMc1uJbEdCmw7SskIwQhGc5BtGCY4SwW/i6KrY3TQt1KDcu5hu9LHeuf4wqtNUR4hi09lS5VZ09RBdS7VHQJ3tUOqfixouF+yQcM+w2IusE5WOrqmJOz2HtjwVMtFcJ/HFp3CC+mOwsPrTq2wvO5z9v/7jSkE6JioxCfFo/o+GiYTCbMXzMfe4v2AsMARAAtd8fiyz/ex4Lo2eia2R0PP/4M7zZYWVKQGWprvDklAMDB/bsBAJvXrURYWBgys/sgMrphnBcb3wZTpt8MANi4cSO2bNmCkJAQpKZnYMatd7Lud8jwkfhp4TzMfPW/qKmpRmxca4wYPQ6PP/MfxvVz+vbHvEW/4eZp10Gj0eCu++rr68y45Q58/N4sDB812utzdERIdgO5JuB5SpsmBSTCEETworJarVa5G6F0KioqEB0djXEfb4AuLFLu5kgOCTHKhlKUKYvLF8qQu3qR2/Kc0dNFS03GV4xxtXV3TOuCJtFNAQDtEpMl7Tju2LYJu3O3uC0fOno8OqV3ZdjCe5js61VVV1F0KN++LCUtAwntO8haj+XsmVNOqQpcmTj9NhJiCK85fKkA/9nwKLac2GBfplFrMCx7GEb2HIkQHaUrk5v43BJMnvgZjkzIwpovbgL+X6A3lZlQudg9dUnktEjBgVO++wqmgu2BiJjfubfHp+C8eNQV1KF6bbXb8vCR4fY0Zb5ca0O+ATXr3AO5YcPDoM/QM2xBiAmf58VUZoKx1AhDnrsg46/nmvCModKAlzJewo2f3oi00WmY/cdsFJ4oBADo1Dp8OuZ7XNdpqtf7Z+vru/bx+Qby+e5PyD7FZvvWLZg2YTRWrf8bm9etcPtc6PhGyDkD7uPArJ59kTNgKO/jCYVv2jSxISEmcCA3jHwoyQ1jrKnEioeH4sqVK4hycRm6Qj0Ewg1yxSgbqhejLJq2iENi52ynOjFJnbNFrQ/D1xnTZ+AwJKWkytIpb5eYzCjECJmhxGdAwWZfd6XoUL5dmJGrHguXW0gKdxLRuOjULB2LJ6/CssM/4ZXNz+BM5SmYLWas3bEWOw/txKRBk9C1Q1fBuc4J8TiTk4Q1n83AuLvn4nKHFsh7egwAcV0KfPal5ILttmAmAOgS5W+PVMhdq0WJxe0DFVOZCeYrZsbP7IF7H6+1uYx5/+YyM5Dh274JboTU79LGaQETFOc4I+G1Pv1Y1cUqbPhsA8Kiw5A0JAmf//o5jp09BgAI1Ybh22t+xPCksT4dh6mv79rHFxLIF+IO8XdBeYPBgIsXzuO9ma/h2olT0LlrFiouX+I8dz7wuYaO+HO8yzbulLomDYkwgQOJMIQ3NM5fZoIgCBFJ7T4AsQkpqK4oR3hUjKgijA2+Yoy/O+WOxxXSiXaFa5DiKNB4kwOYqcPsr1lkjoMFs9kMjUYjq0uHCC5UKhUmpE7DiKRx+DDvLXy1+0MYLUaUXy3H7D9mI619GqYMnkLpymTkyOQe2FpyAf3eWIErSS1QOLUnAHFTCHnal9wiABuuAU9DniFonTpUqyVwcA1iO/5tLDKypqQSMwCvidMA+SzLCcnwRrR2fP9aLVao1CqYykyyCSDkfqyn/GQ5Xst6DU1bN8X4d8bj898+R9mlMgBAE10U5k9aht6t+zlt4+3YgEsYEBrIV3Lty6VLFuHxh+5FRtdMfPzlbADiiSJC9+Ov8a4QYUwsSIQhCH4oyQ0jFBJiCEbIFaNsyBWjPJq2iJNEgHFESM0YOfC2M841SCkpKnT6LCXNu6mgjh1mf1vM5RLHiMZDREgk/jPgDUzvfCv+89dj2HT8TwDAoWOHMHP+TAzrMQwjeo2AXkcpbeRgx+Mj0fToeYx4aCGuto3B6b7JAMR1KXDtS4kiAFPAE1COU0dsqFZLYOAaxHat68OEvrdedDeXPkMPw36DW00hSksmLd6K1to4LWqK5BdAlOx+9DfN2zXHh5c+RNmlMny59EtcrrwMAIhEJG4yzoCluBZo3bC+r2MDtr6+0EC+rxPbpGT6Tbdi+k23ui0Xa5yjxPGSkoUxQn7IDUN4C03DIogAhV78jROlz5KJjW+DTuldBXWk2QYpx0uL3QSaokP5bmJMVs++SEhM5jyGrcPMJvqcPXOKd3ul5uyZUzhcsF9RbSICg5Rmqfhx0h/45pqFaN0kAQDq05XtXIu35r2FfUX7QKUBvcNUZkJdQR1MZSbhG6tUWPfBdJzpnYRrb5mN6KPnxW8gBzYRwBG+IoBP580BW8DT02eBTNiAMEROi0T4yHBETotEWP/GN0tdyTAFsT2JMACgidZIEuSOuiEKYcPDEJIRgrDhYYiazp1vnPAdb0VrNgFE7PemJziFpEZIyZkSfLzkY7sIE4MY3Ik7EYc4p76/lGMDbwL5fQYOw8Tpt2Ho6PGYOP02SeufBBr+HiPZhDFHpBTGlD7OJwilEMhuGIAcMQQH5IohCMIfCJ1VlNC+A7pk9nRy3pw9cwonSosZ13fsMMthMReCXAUhieBBpVLh2o5TMCxxDD7Mewtf7voARosRlysv47sV3yG1XSomD56M2JhYuZsaMIiR6sUSosUfc+7A9NEfYsINX2PR6kdhiPGfw9GbVGhSprjhCmwGc7ouqtWiXLwNVkt5v+oz9FQTRiC+1Efx1rmmlPSPbPei8bgRIekhPu8/kGrP5Jfk4/uV38Noqq9BFo943ISbEIlI+zq2vr+UYwNvHS5KdIfIjVxjJH/VpCERJrCgSdGELwTvSIcgGgH0A9A4CbaOGttso3YsLhdbJ9jRecO0j3ZJKW4zyZRsMfe3W4ecN8FNuC4Cz/d/HRtu2YMh7UfZlxceL8TbP7yN5X8vh6GOudYB0YCYM50NMRH4bdF9CL1UjWtvnQ11nX9nS2vjtAhJD+HthJFyhjeTSwegdF2EfHgjqND9qixqttSgcnElqtdWo3JxJWq21Hh09bl+7o1zTSnpH7VxWuhSdW7LjYVGn9/dTNdWqWw9sBXf/v6tXYTp0awXbsftTiIMAJjNZgDSjw18dbioTxwH6upEaUugIndGA28yPggh2Mb2BEFwQz1HghNyxSgfqhfTOFF6vRihsM02EjKLjM+MJSXnXvanW4ecN42H5JhOWDBxOVYUL8VLG5/CqavHYbaYsW7XOuwq3IWJAyciMyUTKpVK7qYqErFnOl9JaoHl8+/C5ImfYfiji7D2sxkAj2vv75nI/pjhbXPpGEvrg2Vi19kgCE+4Pleubgh1rBqWsw3Pgj5bD12yMGcZ4R/YxGMuVx+b60+oc01JNaB07XQwFhrdlvvy7ma7ttAq671ttVqxMncl1uStsS+b2GkaHmj/GP5eu9ptfY1GA0DZYwMAiJl2HSxt26F84S+AVhnX2t8oPaMB0bigydDyEuhpyQASYggekBhDEMok2MQYJhu+UDs4Hyu/vyzmQvGXW4dtVllSSqpirgUhLiqVCtekTMLQ9qPxyY5Z+HzXe6gz1+Fy5WV8v/J7pCb8f7qyZpSuzBUpZjqf6dMBaz+bgbH3zMPlDi2x48lRnOtLmSKMDX/N8NbGaRUTxCMaF2zPlWsKP0YRlNLLKQ4+qeUcC9eLXdjem/SPQuArxkvx7ma7toY8Awx5Br/8JnnCbDZj0fpFyCvIsy/7V/bjeGHAmzhfdoZxG8f+tZRjA18nP119813EXD8eTZ59HFff+YjX5I1gQ8kZDXyF3DAE0fig1GQEEQSQKt94CabOG1uqLCns4FJbzL3BXwUhuWaVEcFNuC4cz/R7BRtu3oOh7UfblxeeKMTbC97Gsr+XobauVsYWKg9fCt1zcXhKNrY9Nxb93lyBTj/vYl1PriLQUp03QSgBrufKNYWfkJR+hHzwFRpsooLNicf2uTf4cq+Yykyo2V6Dmu01bu93IWnBpHh3e7q2/vhN4qLWUIuvln1lF2FUUOHVwe/hxYEzoVapefevpRgbiJFSq27oCFS8/ykivv0S4V98IlrbAgl/jZH8TTCN4xsLFHeTl2BwwwDkiCF4Qq4Y5UMpyhovweCMoVRZ9fjDrRPMs8oIfnSI6YgfJi7DyuLf8OLGJ+3pytbvWo9dh+rTlWV1zKJ0Zf+PVDOd854cheiSCxj5wAJcbRODM306uK0jZxFo1/MGgLqCOkrJRAQ8SimuTogHU3owJtQxajc3lOvn/sa1PY4uE2+cO2L/ZvG5tnI9O5evXsbXy7/G6QunAQB6jR6fjP4O4ztd77SeXG54sVJq1dx2FzTFR9DkP0/BnJgEw7jxYjUxYFBqRgOi8UAiDCEWNIoiiCCCxJjGSyCLMZQqyxk+6dV83b+Sc2ET/kGlUmFcykQMaT8Kn+58G5/vfA8GswFXqq5gzqo52Ja/DZMHT0ZcM4pKAhBcM4AXKhXWfzAdUccv4dpb/ofFax7DlaQWTqvIXQTadt5ypEcjCKmQ+7kipMFVgDAWGd3qtgBgFRTkcP0Z8g2M7bGJLd6KhmL/ZjnW9DLkubdXjmfn5LmT+Gb5N7hSdQUAEBPaHN9f9zN6t+7HuL7U/WsbZ8+csosFYk5+qnz5TWhLjiL67ltwacUGmLK6+9rUgMNf36E/IDcMQQgjWNwwAKCyWq1WuRuhdCoqKhAdHY1xH2+ALixS7ubICrlilA8JMY2bQBRjDhfsx4bVy92WDx09Hp3Su8rQosaB40AxWAY1hPeUXi7Gfzc+gT9LVtiXqdVqDM4ajNG9RyM0JFTG1gU3oZeqMG30h7CqVVi8+lEYmoY7fe4mgmTrEdbffyKIqcyEysWVbssjp0WSM4YIWOR+rqSEbz2RxoDrtagrqEP12mq39fS99Qjr49/vn8uZAwDhI8OhjlEr6v3L1GY5np0DRw9g7uq5qDPWAQASo5Pxw8Rl6BDT0a/tcIXJ4Q/AbfJTzoCh3h2guhrNrh0BzZnTuPjnFljatPWpvYQ8kAgTeJAbRn6ULsQYayqx4uGhuHLlCqKiojjXbdw9M4IIQsgV07gJRGeMFKmySGTwTDDNKiN8J7FpMuZNWIo1R3/HC389jhMVpbBYLNiwewN2F+7GdQOuQ49OPShdmQTUNovAb4vuxfRRH+KaW2dj6ZL7YQlp6KJLXQTaE5TGiQhG5HyupBRK+LjXvDl+oIo7rs4QNueGLlHnpxbVw5RyzBXbtXZNCyZXvS62NuuS/XftrFYrNu3bhKWbl8I2n7hnfB98N/5ntAhv6bd2MMHm8J84/TZ7Si2z2QyNRoOzZ0551wcPD8flhb+g+fABiJk+EZdWboC1SRORzoAgCEKZKF2EEUrg9KIIRUC1YgIDEmMaN4EkxtgEk5S0DBQdyrcv9yVVFtWbIQjvGdXhWgxsNxyf7ngbn+18156ubN7qedievx2TB09GfPN4uZsZdFzp0BK/z78LkyZ+huGPLcLaT2cADqKXJKnReEJpnIhgRaznSohIIUWaP9vxrRarx3oi3hw/mFITKkXYYBO4bTi2yTEtGACom6hlqdcltyhvtpjx66ZfseWfLfZlEzpNxYej/odQrfyuXa56MJ3Su6KkqFCU8YklNg7li5ei2ZghiL7rZlxe8DOgpbBeoEBumMCD3DCE2NAbmxAMiTEEoXwCQYxxFUxS0jKQ0L6DTy4WqjdDEL4Tpg3DU31fwtT0m/Hixiew9v/TlR05eQTvLHwHgzIHYUzvMQjVyx/4CCZO9+mAPz+5EWPum4/LHVpixxOj5G4SAOUELglCiQgRKbwpvO6JqtVVMBYaOdexBcq9Ob4UbZYbuV2GAIczp7MO+i7u71fXejc2/CmKySnK1xhq8P3K71F4vNC+7OFez+CZfq9ArVLGpAAuh7/Y4xNT5y64/P1CxEy9Dk2eexJFjz9FmQACABJhCEI4weaGAQBl/GoRBCE6pNwTSu7sMQ1Iig7l+zyA4JqNRhCEMBKbJmPuhKWYc90vaBeVBACwWCz4a89feHP+m9hVuAtUalBcCqf2xPZnxqDfGyvQ8ZfdcjfHTtiAMEROi0T4yHBETosMmloaTJjKTKgrqIOpzCR3UwiFwyZSGPKZU05xOgq8gI8IAzQEyr05vs2FIWSbQEAbp0VIeohsYpJN4HZEn61HxIgItzZxpTEz7Db47V3F1mZbe6V6d164fAEfLv7QLsLo1Dp8NOpbPNf/NcWIMABQUlTotszm8JdifFI3bCQq3v0YEd98jtOP/QsbVi/H0kVzsH3zeq/3SUiHksflBDsUUyOkIDCnsRCyQ66YwIBSlBFKdcZwDUh8EWKkqDdDEI0dW7qyL3a+h092vI1acy0qqiooXZlE5D49GtElFzDqgQWobBODMzlJgNWKjr/uQdF1mbBqNbK0S870aP4imFIwEdLDJkbUrKuBpdzidu+I6SgwlZl4iTCOgXKhx+cqJk+pCX2HrzPHk+jlz3pdbG12vVe07bUIzQn1WegqOlmE2Stmo7q2GgAQE9ocs8f/hD5tBvi0X7FhmmAGAInJnQBINz4pHTMOVYv7YvTq1SiPicGR1FTKBEAQIkEijPwEoxsGIEcMQRAEIQNSDEgc68044ku9GYIg6gnThuHxPi9g4637MLrDtfbltnRlSzcvRa2hVsYWBhEqFdZ9dAPO9miHa2/+FtElFxBytRbj7p6LlOX/yN26gMWQb0D1umpWtwKbu4GcMQQbXGIE073jyVEgBK7gfNjwMEb3mpDjc7kwAjk1odIcb3ycOZ5EL3+LYq5tZrpXTMdMqFxciZotNV4fZ+uBrfh86ed2EaZjszSsuGGL4kQYwLMjPza+DTKz+zh91i4pWZTj/jlyJApTU3H9kiWIO3OGsz2EPJAbhiAIR0iIIbwmWNXJYIOUfEKJnT+mAYkvgsn2zeuxdNEcbFi9HEWH8pGSloGho8dj4vTbkDNgqBhNJggCQLvoJHx/3S+Ye92v7unK5r2JnYd2BkW6MrmDdWa9Fr/PuwuGpuG47oavobJYUZ7SEm22FsvSnkCn4scK1KyrQV1+HWrW1aDixwq3dcROG0UEP0zChiNM945Yaf5Ya4yk6aDP0CMkPQQA3N5jfI/Pdt/re+sDNjVhzZYaVC6uRPXaap9FAn/CdZ8pQRTjekd6I2abzWYs+WsJFq9fDIulft9D24/G79M3I7Gp7+KFFPCZYNZn4DBMnH4bEhLrz+F4SbHPqcSimzaDVa3Gr5Mn43zLlrhxwQI0qajAiWNHvd4nIS5KHIcTnqEYmvwEc7yZhBiCaATQDwmhxE6gbUDiq2AiVb0ZgmjsnD1zCocL9uPsmVNun43scA3+unUvnurzIkI1oQCAiuoKzF8zH5/+/CnOXDzj7+aKhlKCdbXNIrDsx3sRdqES19z2HU716YC2W4pkaUsgY8g3wHLOOVBoOWdxc8bIWYiaCE7Y7h0x6pMwBed1aTpEjKpPR8v1HvPFhaFL1HndZjlhc7zVbK9RjDuGC0cBjc3xJBee3pFCxOyqmip8+duX2PLPFvuye7s/gnkTliJKH+11G6VGyASzE6XOEyr27drO2M/ie9yUtAwYQ0Lw4403wqpS4cYFC3Bs326v9xlocPVVCYIglEhgeooJxUC1YgIHqhdDKLFeTGx8G5/FEqnqzRBEY2b75vVOAmdmdh/0GTjMaR1burKp6TfjxU1PYlXxMgBA8elivLPgHQzMHIixOWMRqg/1a9t9gS1Yp0vR+XXWcfODZzDk6SUoGt8Nq768Gdfd/D+ozGY0LyxD2PmrqGnZxG9tCXTMZWb25Q6ZLG2BbacaMQqYbU4oF6Wl71KH1wfExXiPeXoeTGUmj7VNlASbGGDIM8CQZwiIelBKrdPFdK84wlfMPn3hNP73+/9wseIiACBEE4JZwz7DDRm3idZWKekzcBiSUlJx5fIl1slgUoxZEtp3QNGhfFQ2aYIFN92EO//3P0z5+WecvWZS0I+D+PRV5USJEyEJz9AkZvkJZjcMQEIMIQIkxhBE4KBEMcZXzGaWIBvLcoIguGFymXEVf02ITsR345dgXckqvPDXYyi9UgyL1YKNezdiz+E9uG7AdchOzYZKpfLXKXiNsZS5+LWx1OjXYOPVNtGoio3CwP/+BrNei1N9k9Fu02EAQJu/i1E0Mcu+bqAFRP2NJk4D5LMsd4Fv8Wwi+DCVmezPvy6Rn2DBmb6rj7RBfS6xhTPNnoBAPt/C7IEgYngSA+QQ3IWg9Pe87V6pza2F6ViDw4ivILn3yF4sWLsAdaY6AEDL8Fj879rF6NW6r2RtlgJPE8ykqJHpuO252Fj8NHUqZixYgGZffQ7zJ197vV+lI7Sv6m9IhCEIgg3y2hNEI4LUfQIIvo6hRuMeTONaThAEN56KzrIxPGkMNtyyB0/3fRmh2vqgnC1d2Sc/f4LTF06L3tZgpS46HKv+dxu+2/cSdj8wFM0Ly+yfZcxvCDwoJY2aktFn6KFu5TzkUceqoc9grrkgRtooIrCwPUc2dwTfZ0nO9F1cYouYafb4FGb3pg6Iv/FUzwdQbj2oQHnPa+O0iJwQKagGksViwe9bf8f3K7+3izCZsdlYeeNWJxEmWNJPiV0jk2mfxR07Yv+/HkDLed8j/OvPvd6v0vG2r+oPgm2s3ZigeJn8BLsbBiBHDCES5IoJHChFGQEElzNGitllBNGY8eWZCtWG4rGc53F92gyndGVHTx/FuwvfxYDMARiTMwbh+nBR2ywWukQdDHnu6VXkqotQFR+N3GfHYsfjI5GyfB8G/vc3aKvrg1VKSaMWCETdEAVDvgHmMjM0cRpWEYZofLClF+PzLMmZzo5LbDEWuTv7xGqXWG4bObC5NoylRsb3vFLqQTm6XwAE3Huebwq1qtoqzFs1D4eOH7Ivm5p+M2YN/wxh2gYBR+npp4TCJ4WZUJJSUqHR1t8P7RKTERvfBlXQoMmzj8PcPhGG0eN8PobSoPEfITYkwhD+Qpm/3gRBEITkBIsYY5sJ5jhI83V2GUE0Vs6eOYUrly8hJS0DRYca8jkJfaYc05X9d+PjKLlcBIvVgk17N9WnK+t/HXqm9VRcujKl1gmxhGhxeEo2Dk/Jti9jS6MWCAFROdBn6J1qwhAEwO2C4PMsyZXOju1dBbgH7gFAlyyOmCym20YOtHHa+u/IBM73vFypwFzTvmnbMx870N/zJ8+fxHd/fGevB6NRafDiwFm4p/tDTv0Cpaef8hYxamTacBWqzCYTYuPb4OprM6EpPYrou27GpZUbYOqaKcrxlALT+A8ASooKZb03yA1DEN7TGNwwAAkxhIiQKyZwIFcMYSNYxBgpZpcRRGPDdTCfkpaBhPYdfHqmhieNQf+EIfhq94f4MO8t1JpqcLX6Kn5Y+wO25W/D9UOuR+sWrcU6BZ8xlZmgaa5B2PAwqNQqvwfh+Ab/XIN1jgRKQJQJpddBIIIPrueF77MkVxF1JhGorqCOcV2xAvdKFauFwiWgub5fdak66Nrp7OtJ9Z5icmc51ltxxPXeDKR3546CHVi8fjGM5vrJBM3DWuKrcT+gf8IQt3WlKG4fTHgSqq58MxfNrhmOmBsm4eKfW2CJV05/SwySUlIVJdSRCBO4kBuG8CfK/pUmAg4SYwIHEmMIG8Eixog5u4wgGhtMg/miQ/noktnT5+cqVBuKR3o/iylpM/DypqfwR9GvAOrTlb2z8B0M6DYAY/uMlT1dGVMB6pD0EFmPz1QAmy2VEiB/QNSXYGAgFgAnAh8mYQGQ/1nii6sI5A/HilwuILFhEtCY3q/GQiOMhfWigbqVGpZzDS4qMd9TbO4sbXutkyDjem8GyrvTZDLh182/4u/9f9uXZcX2xLfXLkKbJgmM21D6KW48CVXWiAiUL/wFzUcMQMz0ibi0Yj2skZF+bqV0KEmoIxGGIHyjsbhhACBwp8wRBOEzpPwTNqjzSBCNG38UPW0b1Q7fXrsICyb+jg5NUwAAVqsVm/dtxptz38T2/O2wWOUplix3AWohx2cL1ul76z0WRpYSXwpKG/INAVkAnAgOwgaEIXJaJPS99dD31vMqMq5UmIrSSyEqaeO0CEkPCVgRhg2uVHUAnEQYQNz3FJtYFpoTishpkQgfGe52b/rzt8tUZkJdQZ1X+y6/Wo5Pfv7ESYS5qctd+HXqelYRBpCmuH0wwUeossS3RvmipdAcLUL03bcAZjPv/Z89cwqHC/bj7JlTPrdVCkioI8SAYmKEvwmunhOhCMgVQxCBSbA4YwiCEI4/B7NDE0dh/c178OXuD/BR3kzUmKpRWVOJH9f9iG352zB1yFS0bdVW9ONyIXcBaiHHZwvW6RJ9rwHhraOFLRjIp6A0V5q1QK+DQAQO9tohQUCwOFbkwBvnkN/SvjEcw1+/Xb64bg4dO4R5q+ehqrZ+0pdeo8ebQz/GjC538Nqe0g+zw7dOpqlLN5S++zGS/n03NI89APPHX3rct2u62szsPugzcJh4jRcBpdQJpQmNgQuJMMqgMblhABJiCKLRQynKCEdIjCGIxom/B7N6rR6P9H4W16ffhFc3PYNlR5YAAI6VHcN7i95Dvy79MK7vOESERvgl973cBaitFivv5XxqNAi9ZqYyE2pza53T3wgItHkbDORKswYEdr0bgpATuerWBDpsqeq4kDPtmz9+u7wV2i0WC1bnrcaavDWwov63LCEqEd9euwjdWnUX1AZKP8wOH6Fq++b12Fd2HL3GjMG4ubOxLzwMsTM/YN2np9ozSkJuoY5EGIIghEJCDCEJ5IoJLEiMIRwhMYYgGidyDGbbNEnAV9cswE3H78LzGx5BcflhWK1W/L3/b+w9shejWo1C1+Ndof7/bLpS5b6XuwC1Sq0StFxIoWlP14zNkcLX0QJ4HwzkSgMUKDU6CEJOAqlIOxAY7XV8vxqPN9SHAQB1rBqWsw41YiRK+8ZXRPPHb5c3QvvV6quYt3oeDp84bF82MmkcPh79HZqGxojWNqIeLqHKUVTZ0bs3ml26hN5ffY7S7j0RPv0mxm2UVHuFD3IJdSTCBDbkhlEGjc0NA5AQQ0gIiTGBBYkxhCMkxhBE40SuweygdsOx/ubd+GbPx3g/9w1UG6tQVVuFX4//ilzkYhzGoS3aChIHhCJnOh9vhAy+haa5rpknRwrf9DbeBANNZSaYrzDnqg8bHgZ9hp7xM4Ig6gmUIu02Aqm9tvdrSHoITJnO4pHSxCSpf7uE/j4VnyrGnFVzUFFVUb+eSo1n+r6CB3s9BbVKfpfj2TOnGlWas+OlxU5/rxk1Ck3Ly5Hy6L9xOaMrTF26uV0Tqr3iGRJhAhsSYQg5kb/nQBAEQSgSEmMIgvAnIZoQPNDzSUxOuxGvbX4WvxYuAgCcxml8i2/RHd0xAiMQXh4uWcodudL5iDWrWejMZU+FqYWktxESDOSqC6PP1pMIQxAe8KUukxwEWnsdcf1dUGLaNynbZCwyui1j+n2yWC1Yu2EtVh1YZU9F1io8Dl+MnYd+CYOlaZxA/FX3RMlij1Wtxi+TJ+OBxT8hZvpErH1jFnJLj9g/t10TJdReIQgiuGmMbhiAhBhCYsgVE1iQK4ZwhcQYgiD8TXxkG3w+dh6uaT0Rz294BOdwDgCwB3tQgAKMuTAGAy0DoVFrZG6puIgxq1lIrRmAW2jxRgjiEwxkc+Hoe+uhS1R+UJYglIC/irSLRaC1N1jw1b3D9r7WJeuc/r5afRVzFs1B0dUi+7JuTbIw/4blaBkRK7zhEuCvuidKK3LfLjEZu3O3OC0z6vU4+b956Dh9Ero99yR233EHjCEh6LN1Kyr/+QdnU1Jlr72iZMgNE9iQG0YZNFYRBgDk94YSBKEo6IeJcIU6mwRByME1mVPwWY/ZGI3R0KPeIVGLWizdsxTv/fgejp4+KnMLxUcbp0VIeojXYoTQWjM2J47TskQtIqdFIqy/NCmDjKXus6sBQBOtIRGGUBymMhPqCupgKjPJ3RQn/FGkXUwCrb3BQM2WGlQurkT12mpULq5EzZYawftgE9Bqc2vt/y48Xoi357/tJMIMxmBMvHodLBXyPDdnz5zC4YL9OHvmlH0ZV90TMY/LJPY4tsPfxMa3QWZ2H6dlWT37onlWNva//T5aXLiAyT//DJXFgtanTyMnN9d+TWLj26BTelcSYRygcTFBEL5Cox1CcsgVE3iQM4ZwhZwxBEHIwYBBo9CxYwZKzh7Bd6VfY1npEgDA6Qun8fGSj9EzrSfG9x+P6IhomVuqDLwJdvqzNg5XSjI5ArJKq/VAKAvX+1XbXovQnFBF3Cv+KNIuJkLaq7TnUmnt4QNbKjh1jFpQ6ke297LpmAmG0wasLV2LdTvX2VORRSISUzAFSUgCIE9xdzZHij/qnii1yD2bu0Xbuy+WTJ2KGxYuxMi1a3EsMREZ+fko14XI1lYlQyJM4EOTjpVBY3bDACTEEH6CxBiCCHxIjCEIQg5i49sgNr4N+mQNwd2nH8LzGx7GgfP7AAA7D+3E/uL9GN17NAZlDYJW07i7tt4GZ/1R84AtxQ0gTwDZ28LhfIKygRi4JZxhul9Nx0yoPFapmCLz/hRRxYBPez09l/5+trx9T8gNm5OlZl0NLOUW3uegjdNC214L0zFnZ0s5yjF77Wwcv3LcviwZyZiESYhEpH2ZP4q7O9ZjuXTxPGf6ManqntjaYDabGT/3dB38UVPG1pdyJE4fitKpM7CqvBzjVq7EhsGDobZa0aa0FHUpqZK0gyDkgkQYQikou7dGEIRskCuGYILEGIIg5KRX675YdeN2zNv/DWZtfQmXDeUwGA1Y9vcybD+4HVMGT0Fqu8YbPDCVmaBprkHY8DCo1CpFBWfZAoP63nqE9fFvYNPbwuF8grKBGrglnGG7XwFlFZlXYuF4Lrja6+m59Pez5e17QglwOQyFnkNoTigqj1Xa/96P/fgdv8Nwpf7aaNVaPNfvNWRVZ2L/7jz7ev4o7u7qfmHD5kiRou6Jaxtaxsbj/Nkz9r89XQc5a8o0Hz4A19ZU4/z1N+DM+BAM+WM5LE1jELJlI+pGjPZLGwIFcsMQhDg0djcMQEIM4UfIFRN4kBhDMEFiDEEQcqJRa3B75v0Y3+l6zNr6Eubv/xZWWHGu/By+WPoFuiV3w4QBE9A8urncTfUrTEHKkHTlpBdhCwzqEnWMy6XEm8LhfIKy/grckuOmHimvg6dUecFWZF4J9xTXc2mC/0URb94TvmL7HqwWq0cxnes7Y3JHOiLkHGz7qthdgRVYgX3YZ/+sfXQHfDl2PrLiegIAkjum+624O1M9FjYcHSlMzhAx23D+7BkMGjEOGo3G43Vgqyljc/BITfmPvyDiy0/RavZXUBmNsLSKhfrcWejXrkbly29KfvxAgUSYwIfcMISSaLw9d0IWSIwJPEiMIZggMYYgCLlpHtYCbw//DDd3vRv/2fAIdp6pD2b8U/wPCkoLMCx7GIZnD0dII8h17q0A4M/gq5JqWnhTS4dPUNYfgVty3NQj9XXwFMj2d00jKZ9VpdxTXM+lHKKIN+8JX2CroeWt8y5sQBjUMWrUrKtx26fQczibfBbzCufhYtVF+7IpaTPw1tCP0UQfZV8mpsjhCbZ6LK5I6cxha4NGo0Gn9K5eby9GTRk+6c7Mqemo+OAzXH3pDYQtmIvwrz+HymKBNn8/UF0NhIf71IZggESYwIdEGOVAbph6SIghCMIjJMYQTJAYQxCBiz/ykfuLbq2647dpf2FJwXy8vuU/OF99FkazEavzViOvIA8TB05Et+RuUKlUcjdVMrwJUsoRfFVKTQtvRCE+QVmpA7eBnCpJTPx1HWz3a21urVONDH8LiFI+q0q6p7ieSxNMjNtIKYj5UzzmqqHli/NOn6GHpdzi9TmYLWas3bEWa/LWwGKt/52JDGmCt4Z+jOvTb+J9ft7gqZ/Cp/5MVq9+yOk/RILWcbfhxLGjvIQYtu19ra0jNN2ZtWlTVP/7YVTf/yBCl/yI0MULgZCQoOoregOJMARBSEHj6bETioFcMQQRPJAYQxCBh5z5yKVCrVJjWudbMTZ5It7PfQPf7v0EJosJ5VfL8d2K79ApoRMmDZqE+ObxcjdVEoQKAHIGX5VS00KoKMQnKCt14FYOV4AS8ed10MZpETkhUrbUXVI/q3LfU67Xle25lMtR5y/xmKsmkf1zL5133p7D+cvn8cOaH1BaVmpf1jO+Dz4d8z3aR3fgtQ9v4dNPiY1vg8zsPpzpyfbu2AqrxSJZHyc2vg1S0jJQdCjfaXnRoXx0yezpUbxgOgdfHTw+pTtTq1E7bQZqp80Iyr4i0fggN4xyIDdMAyTEEATBC3LFEGyQGEMQgYPc+cilpok+Ci8NmoUZXe7Af/96AhuPrwUAHD5xGO8seAf9u/XH2JyxCA8NrnQbQoOUcgdflYJQUYhPQFPKwC2bsGY8blRUPSCp8XfKKEA+AVHqZ1WOa2mjanUVjIVG+982pw/btZbLUeeP797T9fbVeSfkHKxWK7blb8PSzUtRZ6wDAGhUGjyW8zwe6f0ctGppr7uQfkqfgcOQlJJqd21cungem/5cwWtbsUho38FNiAH4pxdzPQdf2ylGurNg7yvygdwwBEFIhX+T2xLE/0NqaGBCMwoINkrPV1GHlSACAK4BejDRsVkaFk76HbOv/QkJUYkAAIvVgs37NuONuW9g24FtsFi4ZyAHGmEDwhA5LRLhI8MROS0SYf3ZUxfJGXwNdLRxWoSkh3AGgfms4+2xdak6t+XGQiNMZcypm4IRm/DoiFz1hqRG6mdVrmvpKsIA9U4fT/ex67NlKjOhrqAu4O9/pu/BBpvzjmsdb6moqsC3y7/F4vWL7SJM++gOWDp1A57o81/JRRhAeD8lNr4NOqV3RWx8G2g0GkHbioEY6cUcz0HK9pw9cwqHC/bj7JlTnPtoLH1FNmhMGxxQ7Eo5UPzXmeDrrRIBA6UoC0zIGUNwQe4YglA2UuUjVyIqlQpjUyZgSOIofLnrA3yy423UmKpRVVuFResX4e/9f2Py4Mno0FraFCv+hO+sZ7nS/CgRuVJOeYuunc4tgA0Atbm1iJwQKUOL5EEp9Yakxh/Pqr+vpanMxHgPA8KcPnLUuZISx+/BarFCpVb51Xm398he/LThJ1TVNgShb+5yN14e9DYiQvz3bvGlnyJHH0eK9GJStKekqJB3qrHG1Fd0hUSY4IBEGELJBGePlSAIgpANEmMIQrkoLWDgD8K0YXgs53lM63wLXtv8LH47/BMA4OT5k/h4ycfo0akHxvcfj5gmMTK31L80lkA2F4EYyGWt+3PMBFOZKWC/R28EMaXUG5Iafzyr/ryWXPVQ+Dp95KxzJSVCvgexvrOq2ir8svEX7CrcZV/WIrwV3h/xFUZ2uMb3A/gRb/s4vhalFzu9mK+4tgcAli6a47QOV6qxxthXBEiEIQgpIDeMO4HbSyGCAnLFBCbkiiE8QWIMQSgXpQUM/EWbJgn4ctwPuLXbfXjhr0dRcOEAAGD34d04cPQARvQcgaE9hkKndU/9FKw0lkA2E4EayNXGaaFtr4XpmHsqpkCt8eNvQSzQXFBAcD2rbGKLKkbF+/ugOlfikF+Sj0XrF6GiqsK+bFzKRMwa9hlahLeUpU2+1jgR2scRqyh9bHwbWfpTbCKSY3sOF+xn3JbrmjbWviIR+JAbRjmQCMNMYPQ8iaCGxJjAhMQYwhMkxhAEoUT6tR2ENTPy8MOB2Zi19SWU115EnakOK7avwPaD2zFhwAR0S+4GlUolS/sCMUgciARyIDc0JxSVxyrdlgdijR9/C2JsBeIJ/2GrdeSansxabuXt6qI6V75RY6jB0s1LkXsw174sWt8Ubwz9EJNTb5Tt9w8Qr+YKH+Eg0IvS8xWRvL2mcolLckBumOCARBgiEKCeCkEQXkM/dIQnqFNLEMpj++b1WLpoDjasXo6li+Zg++b1cjfJ72jVWtzW7V5svf0g7sp6EBpVfYHfSxWX8N2K7/DpL5/i5PmTfm9XzZYaVC6uRPXaalQurkTNlhr7Z2xFqYOlWLW/CeRAbjAVq+cUxETG2wLxhPjo2jE7D/l+78H0DPibg6UHMXP+TCcRZljiGGy4ZQ+mpM2wizB8C7uLic3dkZKW4bRcqrRYgVyUnk1EYvq+bKnGHGkMqcb4QuNVghAfcsOwQz0VQhGQKyZwIWcM4QlyxhAEM77mJPf2mIE8+1NsmobG4PUh7+OWrnfhxY1PYtPxdQCA4lPFeG/he+iT0Qfj+o5Dk/AmkreFyxlg2GdgnMUfiDVOlII/iqBLSbDU+PGXICZWgXhCHMT43oPlGfAX1bXV+HXzr9hRsMO+LDKkCV4Z9C5uzLjdyQUjVrouIbgeMyUtAwntO0jaRwrkovRCU7hRqjFmSIQJHmiSMBEoUG+FUAwkxhBE8EJiDEE4I0eQA/A99zobcohKYpLaPAM/TlqB1UeX45VNz6D0SjGssGJb/jbsObIHo3uPxsDMgdBqpOs6s80Er95UDUuZ82eG3QaoY9QBWeNESQR6IDcY6ob4SxATo0C8UgiG9IVife/B8Az4g3+K/8GSDUtQUd1QC2ZI+1F4Z/jnaBvVzmldOSZsMB2z6FA+umT2lLRPEchF6b0RkRpTqjE+kAgTPJAIoyzIDcNNYPbcCIJQFOSKIfhAYgxB1CM0yMElcggVQKSY/SmXqCQ2KpUKY5Kvw9D2o/G/vZ/ig7w3UVl3FbV1tfhty2/4e//fuG7Adejaoask+fPZgsGuIowNc5mZef0Am90vd1CZArny4w9BjO350qUFlnCpVBec7Tm2WqxQqVW8vsdAF0IDgavVV/Hzxp+x98he+7ImIVF4ZfC7uKHzbYy/ZVJN2OBCjmPaCFSniD9FpECfbMMEiTAEQcgF9XYIRUGumMCFxJh6Ll8ow/nTpVBZrWjRJglNW1B0xxESYwiCPeCwK3cLxk2c7rSMS+TwVgBJSEzGidJi+9++DNyDMdWZXqvHv3s+ganpN+Otrf/Fj/lzYIUVF65cwOw/ZqNj246YNGgSWrdoLepxmWaIaxO1MJUy16/QxGmAfPflcs3uN5WZYCytT/2kS+QX3FZqUJnwP1ILYkzPly5Nh4hRgdMn4UpfKKeI4foc2+DzPJMQKg1WqxU7Du3A0s1LUV1bbV8+Imkc3h7+GeIj2X+fpUrXxRXMlztFWKA6RfiISL6KKMEy2YYIXsgNoyzIDeMZEmIIxUFiTODS2MWYwj1bUHpwl/3v4gN5SOycjdTuA2RslfIgMYZo7LAFFk6UFuPsmVP2gTKXyGH7N9NnbANt18F0QmIysnMG+BR8kHMWq9S0jIjF+yO/xu2Z/8JLG5/E9lObAQBHTh7BOwvfQZ/O4tePcZ0hDgCVpZVu6+nSdNBn6GEptyiixolrINaQZ/AYhFVqUJnwP/5yRQW6A4MtvZqcLjim59hGY3ue/XUfezrOxSsXsXjDYhQeL7QviwltjteHvI9JqTd4dHR667TgCviLHcwPRoeGt3CJSL5e92CcbAOQGyaYIBGGCEQaR6+IIAi/0VjFmMsXypxEGBulB3chNiGFnDEukBhDNGZi49u4uVJsOAoYxxk+ty2PbhrD+BmbAMI0mD5RWozsHO+F4vpASDnjZ4FQ6JYv3Vp1xy/X/4kVxUvx6qZncbyiBFZrff2Y3Yd3Y0TPERjcfTBCtCGC980UUHOdIc41i18JgWW2QKynIKwSg8qEfzGVmVCbWwvTsQbXl9SuqEB2YIhR4N4Tru8kT0F/rto79s8D9HoLwV/uPq7jmM1mbNy7EStzV8JoMtrXmZQ6Ha8Ofh8twlvyPo7QdF1cAX8+wXwhkzrIocEPviIKl6gVjJNtSIQhCOkgNww/SIghFAm5YgKbxijGVFcwByMB4PzpUhJiGLB1hEmQIRoj2TkDGIUYvgKG0DQeYg+mXQMhjgRKoVshqFQqXJMyCcMTx+LbPZ/gox0zUVl3FQajAX9s+wNbD2zF+P7j0b1jd971Y/gG7jyJLXIHlrkCsVxBWH8ElQn/w8cVwCTA2GhsLgohiFXgng3Xd5K6lRqWcw3PN9M7ytPz2hieZ7HdfWzPENdxTqtO48d1P+L0hdP2z1pHtsWs4Z9iRNI4wW0A+KXrOnvmFI6XFnMG/Pn0P/j2aYLVoSEFfK67J1GL1cF97Cg6pXcVsbX+gUSY4ILcMMqCRBj+UA+XUCwkxhCBRHgU8+x0AFBZrX5sSeBB7hiiMcIn9Ue7xGTszt3itm27xGTBqUPEzL/OFAgBgB45A+xtC1ZCtaF4sNdTmN75Vryz/VX8cOB/sFgtKL9ajrmr5mLj3o2YNHASEuMTOfcjNHAnt9jCBVegleszqYPKhP/hIy6y1RNxpLG4KLzBVxecLchvtVihUqucnC+u34ujCAMwv6OYnmMbjeV5FtPdx/UMMR2nFrVYu20ttp7YCivqxxsqqHBn1gN4tt8riAwRL3WmI2fPnMKu3C2ME0ps2AL+fPoffPs0wejQkApP152PqBUb3wYpaRkoOuRckK7oUD66ZPbkfc0dXTcAZEkrRyJMcEEiDBHIBH/PiCAIWWiMrhg2WrRJkrsJiofEGKIx4in1h6fAhJDUId7mfGeCLWWa7TiNgZYRsXh7+Ge4K+vfeHnTM/jr2BoAwLGyY/jwpw+R1TEL1/a7Fi2iWzBuH0xpudgCsXyCsEpIrUaIAx9xkaueiCONwUXhCzZh1lRmQl1BHe9nh00E0/fQQ9Ncw+vYTO8ox+eYSeAJxufb8bzEcvd5eoYc92eFFfnIxyqsQuWJhjpiGS264Z0RX6B7XC9BxxYClyPWEVvQnW//g0+fRsxJJcGOp+vOV9RKaN/BTYhhWo8NrvvFX2nlSIQhCGkhN4wwgqc3RAQl5IoJbBqTGMOWmqxF60Q0bRGHyxfKUF1RjvCoGEpTxgKJMURjxFPqDz5iDV/xQ2jOd0dcZzMS9aQ2z8DCSb9jXckqvLL5aRy5dAgAsPfIXuwv3o8B3QZgVO9RiAh1frcFW1ouWyDWWFpfl0CXyD8lj5LdPgR/+IiLnuqJAI3HRSEUV0FDaE0SLhHMsNuAsOH86pmwvaOYnmN/1U3xN0znJYa7z9MzZBO9T+8+jRVYgWI0TIrQQYcZbW7Da5M/gk6jE3hG/GFzxLriKrTw7X946tOIOamkMcB13fmKWr6IX57uF3+klSMRJvggNwwR6FAvl1A8JMYENo1FjGFLTZbcNQeFe7ag9OAu+7LEztlI7e59gexghsQYgnBHiNgi1r4chZeSokKngXRKWgbjNu0Sk0VpYyAyPGkMBrcfgR8OzMa721/FhepzMFvqCyfvKNiBUb1HYUC3AdBq6rvefNNyBdJscm2cVvFtJKSDLUBvvmKGqczkNqPfFW2iFqG9Q+keYsA18K+J08BcZnZax1NNEk8imEqtcnsnqWPVsJx1qBEjQFwQu26KUmA7r8hpkT67+zwJ9HWmOvyl/Qvr1OtgsjTUV+qEThiLsYg5FYNL585JGtRmc1HY4EpR6k3/g2l9XyaVNEbYrjtfUcsX8cvT/WJbh75Dgi8kwigPcsMIJ3B7QQRBBAyNQYxp2iIOiZ2znQSXpM7ZAOC0zPZ3bEIKOWNYIDGGCDY8BRWUhqe0I0WH8t1yhss9I1UJ11ir1uK2bvdiStqN+HTnO/hq90eoNdWg2lCNpZuXYvO+zbim3zXI6pgFy1kLNM01CBse5pTGx5FgnU1OSIecwh1bijpDngGGPIP9/nVdhwQYbpgC/64ijA2u1Iae3HbqGDVC0kPcxARv76lgSr/oCNd5haSH+HRuXAJ9fkk+ftn4Cy5WXLR/FoUojMVYpCENKqgASB/U5nJBZPXsi159B/m0f0/F422IOUGlMWMTtWwpZ9km1HgrfvFxzUjptCY3THBBIgwRLFCPlwgIyBUT+DQGMSa1+wDEJqQ4pSA7fbSAcd3qinISYjggMYYIFvgGFZQC37QjCe07oEtmT9nFD0B51zgypAme7fcqbu16L2ZufRFLCn6AFVZcrLiIuavmYt2mdRhRPQJJqK8fpu+hrw/gOSDnbPJAcuEQDShBuHNMUWfIY75/qS6QMPikc7PB6ThiEcoAZ6eLa4oxb1MH8nFIBSJSp5V0fT4uh17G/GXzkV/aMPFBq9bi5k53ofWh5giB82+H1OlDmdwR7ZJS0KN3f5/7AXyKxxPi4+h63p27RVTxi+l+caRjWhfJvlsxRZjLF8pw4VQJrCoVWv5/2nGCIMgN4y2B2QMiGiUkxhCBQNMWcU6dM7aUZWzLiQZIjCECnUAMKvBJIwHALr7IfR5Kvsatm7TFx6Nn4+7uD+H1zc9h84n1AIBT1acwB3PQER0xAiMQuzvWTWCRaza5azBfl6pDxGh6DysdJaWB0sZpedW6CGRXhD/hG+DnkzbMMchvtVhZ3XhiwNchFYho22thOtaQGkzsukbaOC3qmtdhzc41WL97PUzmhmP1bzsEbwz9EKnNO2N7xHpZaqVIlRqMrf9xvLRYEZM+/IG/3b3+6EPZ7pdduVtworShrlHHtC4YNuY6UY7hipgijGuK8aP7c9GidSKSu+aQIONHyA2jPEiE8R4SYgiC8BuNwRXjClvKMuq48cPWkSZBRvkoITWU0mALKig5Hzaf2bRypyFzJBCucbdW3bFo8kos3bMQM/NexvHaUgDAERxBEYqQiUyMOzMOreJa2beRetY1E0zBfGOhEVWoIjFG4SgtDZQY9y85s+rhcrI4YeW/P3/dE54cUuoYNfQZev80xgN87jdXoVrbXovQHHHT6lmtVuw5sgfLtizD5crL9uVxEa3x0qBZmNBpGlSq+jRkctZKkWIiBlv/Y3fuFvu/5Xa8SomruzchMRnZOQNkqfkjdh8qNr4Nxk2c7pexgthOGNcU4wBw4XQpLpwupbqvfoJEGCLYaLy9WiIgIVdM4BMMYszlC2VO6cc8wZSyjBAGuWOUjRyDx0CALaggdeoQX2ArypqY3Ek2oY1r4B4o1zh3ywac21WK23Er/sE/WI/1qEAFrLBiL/biwN8HMLBqIEb0HIGI0AjOWgFSwRbMNxYaYcoM3FRCjQE5hDsufL1/lZBmTUnYBI3a3FonJ4YjcjmgPMHlkKpZVwPTSZPsQi+f+41JqDYdMwE54rXj5LmT+GXTLzh6+qh9mU6tw309HsGjvZ9HREik2zZKcKbyxVMQ3lMaK0A5jlexYXKmnCgtxonSYknFJ3/3oaS+X8WuCVNdUc59PKr7SjRSyA3jG8rqqREED0iMCXwCWYxxtSfznQnjmrKMEA6JMcpErsFjIMAmaig9gMA2y1aOdnuq/xII19jxGVFDjSxkIQMZyEUutmALalELk8WEDbs3YNuBbRjRcwQGZQ7yey0NrqB9oBfYDnbYXBPGIqNsgXlv718hadYak2tGG6dF5IRImMpMqMuvQ11+nds6Sn1Oud4tcrvu+N5vUrrOrlZfxR9b/0DuwVxYHaxNQ9uPxquD30VKs1TfDqAAli1ZgPvuvh333Xcf4uPjWfuHjv2PK5fLndwwNsYM7Yd/PfwEJkyawirsxDcNwez5P2HstRPsy5Ts3OZKCyul+BQIfSi+iC3CAPxSiVPdV2khNwwRjAR3j5UgCMUSSGKMzQFjsVjc7Mk0E8a/kBijPOQaPAYKcqYO8QUlzLLlm7tc6deY6RnRQYd7uj6IF1PexaLj8/Dt3k9hMBtQW1eL37f+jk37NmF079Ho07kPQuJCGPYqPto4LXSpOhgLjW6fyeWsIPijS9Eppk6MDW/SYPENeDdW14ztu2QSYpT6nHpKryan647v/SaF68xoMmLTvk1Yk7cGBmPDtenQNAWvDH4XI5LGeb1vf/PIv+7C4oXzAABarRbxrdti/MTJeOr5l3Gl/CJOHT+KJ554AuHh4QC4+4e2/sfXn3+Et956C88995zT5wt+Xo5zp09i6aI59mWeJv54mtTBBJNwI5WY48mBImW6VaX3ofgghQgDMKcYd4XqvkoHiTDKhNwwvkNCDBGQkCsmOAgEMcbVAcMEzYTxLyTGKAtPg8fjpcUBOagTEyWIGoGIkNzlSr7GbM9IaudMxMa3wQvt38KdWQ/g3e2vYtHBubBYLaioqsBPG37Cht0bMLbPWHTv1B1qlfRB1ojREahClZMYI3VKNEIclFYnxlv4BLyFuGaUii9uHjlSF/pK2IAwqGPUqFlXw/i50usZiXnNrVYr9h7Zi+Vbl+NSRcPvXJOQKDyW8zzuynoQIRr/CPBiMnTEaHz42TcwGo34Z+9uPPLvu6BSqTB6zFio1Wo0adLEaX1P/cPo6BhotM7XN6tnXzRr1hyb1v7utJxL2PGmID2TcGPbznGZq5jjrVATG98GKWkZKDqUz/i51OlWldyH8oRUIowNW4rxC6dKcKHsBK5cOGP/jOq+Eo0NEmHEQbm9NYLwAIkxwYGSxRi2An2u0EwY/0NijHLgk9ObILzBbDYLWq5U+KT+aN2kLd4f+TXu6/EIZm59CauKlwEALly5gHmr52HdrnW4pu816JzY2V6oWSoiRkfAlNl4Uj4FC0qrE+MtfALegS46Mbl5hKZx83fqQjHQZ+hhOmlSlOtOiMAixjUvPVOK37b8hpIzJfZlapUaMzLuxDP9XkaL8FbenYgCCAkJQavY+gewTdsELFn0AzZuWIfRY8aivLwcH330kT01WUlJCV5++WXMW7QUb77yAo4WH0FG10y89/GXSOvcBVs3b8SjD9wNAHj55ZcBAPc98AjuGzAU3dPaIzOzG/r27QsAuHjxIn777Te8+eabaJ/UAa/NfN+pXVcuX8KVK1ewevVqFBcXQ6VSoX379kjrli1IuHHFVczxxnXjSEL7DoxCTLukZL+IJEpO3SY3thTjKZl9BdeKJbyD3DBEMKP8HhtBEIRMeCrQB9BMGDmxzYAiQUZ++gwchuiYZtj05wq3z9olJsvQIsIblDYI12g0gpYrGb6pP1KbZ+C78Uuw+0we3tr6X2w5sQEAcPrCaXyz/BskxSdhXJ9x6JjQUdL2epNSSqkY8g0wl5mhidNAn6EHEJy1RQLRJcGGp4B3IItObG4eb9KsBeJzqkTXnS5FZ4+K6BK5XVXeXvPzl8/j962/Y1/RPqflg9oNx0sDZ6Fzy27Cd6pgDh08gJ1529E2oR1nP/DVF5/FazPfR6tWsXjr1f/i1hsm4+9d+eiZ0xevvvUe3nnrFWzZcQAAEBERCQBQqRuec4vFgkWLFiEiIgLzFv0KXUgoXnzuCadjhEc0wbx585CQkIA777wTarUamzZtwrNPPIKNuf8gJMTZfcSVctcVm0PXG9eNK2yulx69B0jeP/NVRJILqd0wTFDdV+khEUaZkBtGPAKvZ04QDpArJjhQqiuGj9OlVUKKH1pCcEHuGGWQ3iULV8ovBUXBz8aIEgfhbEEJqVN0SIWQ1B894nvjpymrsen4Orz59wvYd7benVlypgSf/foZOrbtiHF9xyEpPknKJgc8FT9WwHLu/90T+YBhvwG6trqgrS0SiC4JNrgC3oEsOrG5eRwJtDRrQlGS687VnQQTRG3P1eqrWLNjDbbu3wqzpcHN2bFZGl4aOAvDEsdI7nJkQ+zg/p+rVyC5TQzMJhMMBgPUajXeePtDxMa3Qeeu3Z3WTUnNAAA88cwLGDx0BADgoy9no0fnJKz8fSmumzQVUVHRUEFld9nY0Gi0aJOQCAA4evQoLly4gJnvfIhBQ0cCAJ578TXcdP14+/rbt/0NvT4U1113nf1av/jqW7hlxlT8sexnZGR0cboGQvoYtnWFpFJlg809W1JUyNo/E+M7FENEkgM5RBhCekiEIRoDwdm7IxoVJMYEB0oUY/gU6KP6MMqAxBhlwDbrX2lOCyUjx7VS6iCcT0qvYGdQu+EYmDAMK4qX4u2tL+PwpQIAwJGTR/DRTx+hc2JnjO0zFgmtEmRuqfIw5BsaRJj/x3LOAsO5wK4t4olAdEl4Q6CKTnxdO3KnWZPaNaaE+1TKWkMGowEb92zEul3rYDA2HKNFeCs82edF3NTlTmjV8t2zUky+6D9wCJ589gWcP1eGpb8sQZMmUbh2wmQAQPde/QAAvfoNRs/efVFcVAQAyO7Vx759TEwzpKR0wpHCQx6P1b5DR0yYNAX/++pTxLdug7ETrrd/1tNhnwBw8MB+lJWdwdvvvANYrYBKBZVKBUNtLf74dTHOnSxxugZsfQ+r1craHxFr4ohrPxoAli6a47SOrX/mKtCkpGVg+JgJgo4HiCMi+RsSYQjCv5AbRlwCo8dKEB4gMSY4kFuMYcr56ligr/hAnts2NtcM5YuVHxJjlIHrrH8lOi2UipjXSoigo+RBOFNQ4nDB/kYl6qlUKlyTMgljOlyHXwt/xHvbX0fplWIAwMHSgzhYehBdO3TFmJwxaNNSeddErjRg5jL+tYRsQe9gTFkWzCghmC8UJjcPE1KmWfN0nzPVsGFyjTGl/QskpKg1ZDKbsO3ANqzZsQZXq6/al4dpw3F/9qP4d/YTiAxpwrEH6ZFq8kVtTTV2b98IAOjeLQPfz5mLBXO/w4xb77Cv0z4pBbHxbexCjC/ExrdBy9jW0Gi439VVVZXoltUDn33TIGhcOHcWa//4BRERDeMGx2vANrGILcWomBNHHPvRhwv2M65zvLTY7Tu01ZcRKsYEmvuYRJjghdwwyoREGPGhEQZBEIpCLjGmcM8WJ+dLYudspHYfAKAhF6zZYnZax1Yfhmtbwr+QGKMslOq0UCJs1yo6phnSu2QJ2peroONplqTSB+G2oERjF/U0ag2uT78JEzpNw08F8/F+7hs4dfU4AGD/0f3Yf3Q/MpMzMTpnNFq3aC1za+vhG9CVAk2cBnCve8yIOkYta1uJxoWrm8dYZPRbmrWq1S71WVzuc74uEaa0f1E3REnSZl9gE51MZSaYrzCLtd6IYBaLBbsP78bK7StxseKifblGpcGMLnfiiT4vIDYiXvgJSIAUky9qaqqd9qtWq9GrZzbeevUFTJp6A+t2u3fmom1COwDA5cvlKC4+go6paQAAXYjOKZ0bEx1T03D61AmcLTuD2Lj667trZ67TOl0zu2PZLz+hRYtWaBJVf48aDTVo3ry52/4crwFTOlGuFKN8a8EJQWg/rOhQPrpk9hR0bCYRqWNaF0X200mECV5IhCEaE8qvaEgQPCGlNnjw9w/x5QtlbunHSg/uwuULZU7LUrsPQM7o6ejadxRyRk9Hp+4DeG9L+A/qpCsHrsE+4QzbNdn05wps37ye936YBJ2iQ/lYt+o31m1sg3BHlJYCjE2oOnvmlEwtkg+dRocZXe7A37fl440hHzoF9/YV78PbC97G9yu+x5mLZ2RsJXtA11Rm8svx9Rl6qFs5D3XUsWroezjP3Ndn6+1tc8SfbSUaH9o4LULSQ6CN0yJsQBgip0UifGQ4IqdFIqy/NAKgqwgDuN/nnC4R2zZsaf/yuV0+/qZmSw0qF1eiem01KhdXomZLjdNyQ557e4WKYFarFfuL9+Odhe9g/pr5TiLMuJSJ2HDLHrw9/DPFiDCANJMvjHXu17Jz585QqVT4/tsvWLd7/+03sHnjehw6eACP/usuNGvWAmOuqZ84ktAuEVWVldi8cT0uXryA6upqt+0HDRmODikd8fC/7kL+/n3YvnULZr72otM6k6feiGbNm+P2GVOwfesWHC8tweHDh7FixQpcuXLFaV1fJ6DExrdBp/SuovWf2Ppn7RKTWbfxpo/dZ+AwpKRl2P8+cuiAoL6nP6DxHUH4H4qxSgM5YoigglKUBQ/+dMZUV5SzLndNM2Zzx9i4cKqE97aE/7B11skd4xu+1itRutNCSXBdEyEuIrYBuKdZklLM5BQTJadPkwu9Vo87s/6NG7vcgfn7v8WnO97Buer6SQB7i/ZiX9E+ZHbMxKheo2RxyEiR9kcoUTdEMaZPcq0tUldQJ3tbicaN1GnWTGUmNxHGhuN9zuYGcVzOlvbPXGYGMhg/8jtsQrA6Rs2YFk7fWw9dIv/aMFarFYXHC7Fy+0ocO3vM6bOBCcPwfP/XkRXX0/sTkJCSokK3Zb5OvtCFuKem02g0uPGW2/HZR+9h2IjRjNv956U38N9nH0dJcREyumZi7o+/ICQkBADQK6cvbr3zXtx3x00ov3QRTzzzAp58zllkUavVmD3/Jzz+0H0YN7w/Etq1x2uzPsCMKdfa1wkPD8evK9bj9Zeex123TENV5VXExbdBp9RU6PUN7VbaBBQbbP2zlLQMezoyR7zpY589c8ptX0pysJMIE9yQG4ZobJAQQxCEYvGXGGOr88J3uQ3XlGRs216+UIbzp0uhslrRok0SCTR+hFKVeY8YaaACKd2B3DBdK0f4Cg5cA3BP++BKuSE3JOqxE6YNwz3dH8LNXe/G3H++xqc738GF6nOwwoq9R/Zi75G96JbcDaN6jULbVm391i4+AV1/oM/QuwWHbUFvU5kJdQV1sFqsjNv6u61iwJSKSYraN1RPJ7BgE0YB5/ucqYaNq0uELe2fJk4jTmN9xFRmQl0+s7hqLGEWozTRGt73cdHJIqzYvgJHTx91Wt49theeH/A6BiQMFdZgP8LkLgWAxOROPu336+8XuvUbs3r2Rc6AoXjuxdcBAGcuu38nvfv0x1/b9rLud9b7n2LW+586Ldux/4jT38kpnfDbyg0AGiYQ7S0ocerPWC1mPPjIY/jPS685Lfd1wpG/YOqf2VLOugooJUWFgs9FyZNdSIQJbkiEUS7khpEO6jUTQQe5YgihNG0Rh8TO2Yz1X4B6IaW6ohzhUTFOy9hEGMdtXcWa4gN5VEPGz5AYIxwxa7v0GTgMVVVX7QPFI4cOIDwislHV9uDCMQjQZ+AwRMc0w6Y/V7it5yg4cAUOYuPbiDpLUilwFcINlECK1IRpw3Bfj0dwS9d7MPefr/DZrvdwofocAOCf4n/wT/E/yEjMwOic0WgX207y9vAJ6MqJa00YdSu1U7olJbWVL0x1bgC4LXN1BIlxHKqno2zYREVdmrsLxLWGjevn+gw9DPud05OpY9V2x5mcuN6brpiOMqcbtF0fLoGx+FQxVuWuwpGTzkJAeosueKrPSxiTfB1UKpWPZyAtUgbc/emsZfrdZ5tAxDWxSMkTUPjQJbOnKE4WpU52IREmuCERRrmQCCMtgTW6IAiekBgTPPjLFZPafQBiE1LcBBdXIcUmorClM+vQNQcdu9Xn8mUTa0oP7kJsQgo5Y/wIiTHCEHOgrvR0B3LCFhy4Un6JUXDg2sYRplmSSk25IQSmII8Yzq1gI1wXjvuzH8Ot3e7D/P3f4vNd7+FsVX29mPzSfOSX5iO1XSpG9RqFDq07SBo49BTQlQumtEWWcxaEDQ+DSq1SVFv5wpaKyRXDboNPIgrfYu6EsmASRnVpOkSMYu4beUqVxpb2T06Y7k0+2ERXNoGx+FQxVuetxuETh522S4lJxVN9X8S1HadArQoM95zUAXdfhQ0+EyuYfveTUlIZJxBFxzQTbWKREhGrv8412UUuSIQhCCJYod4yEbSQGBM8+EuMca3/wiSk2EQUtrRlLVsn2v/NJtbYPiMhxr+QGMMfMQfqSk53ICdcriO2WaVCnErDx0xAl8yeQecUcQzycF0PAEF37kIJ14Xj3h4P49Zu92Jh/nf4dMc7OF15EgBQeLwQhccLkRSfhJG9RiK9fbpkgozUtS+8gS1Nk0qtQkh6iJ9bIw5cqae4ECqiKKH2D+EdYgujTGn/5ITt3gzJCIEqQgVDHnNtmLA+YW4ijhVWHNp9CFtObEHx+WKnbTo0TcFjOf/BpNQboFErIx0bX5QScO83cDDOXK7D2TOncPbMCUQ3bYaSokKPEyvYfvc1WuZ7+fzZ04zLhfRBley6FbO/rqRagSTCBD/khlEu5IaRnqARYgwGA3JycrBv3z7s2bMHWVlZ9s/++ecfPPDAA9ixYwdatmyJhx56CE8//bR8jSUIQjD+EmMcuXCqhHF5dUU5WndI50xnBnDXmPFUf4aQBlvHngQZbsQcqCs13YHcsAlUx0uL7YPgTuldeW/D9N0EesoNT7Bdj125W3CitCFw1thdMqHaUNyR+S/MyLgTiwvm4dMd7+B4Rf3vW8mZEny97Gu0btEaI3uORGZKJtTqwJjZ7QtKqV8jJr60XYiIouRrR3VrPKNEYVQs2O7BkIx6cZVJiNEl6gA0iDhWWFGEImzCJpzACeB8w7rtozvg8ZznMTltBrTqwL2/lBJwd3W2uMI00YTtd5+NlrGtUbB/r9vyE8eOuvWx+LRRaf0JT/11oSKSEvqNJMIEPyTCKBcSYfxD4PYgXHj66afRunVr7Nu3z2l5RUUFRo0ahREjRuDLL7/E/v37ceedd6Jp06a49957ZWot4S/IFRNc+FOMcU1J5ohNRIlNSIFGrYFVpULL1oluDhem2jOAu2BD+B9yx3hGrIG6UmZfKg02IWp37hb7vx0H/PWDaWaX3e7cLTCbTIoKDvgDtmvoKMIAwZWGhA/xTUMwe/5PGHvtBKfleq0et3S9Gzdm3I6lhYvwyY63cfhSAQDg9IXTmLNqDlo2bYmhPYaiV1ov6LQ61mN8Mv4TtOnSBpPfmsy6zqPNHsWd8+5Et2u6iXNiIqL0+jXewHZOsDKnKHNEiIii1Gvn77o1JPooD0/3Jud92xQoQAE2YzNOw9lFkRzTEY/0fg6TUm8IaAHGEbkD7kzOFiZcnStsv/vtEpNhNpnc+prpXbJw+uQxtxS5RYfy0SWzJ+c1ELNeopSw9deVLiIRjRMSYQgiSISYlStXYs2aNfj555+xcuVKp89++OEH1NXVYfbs2QgJCUFGRgb27t2L999/n4SYRgKJMcGFP8QYttouQIOI4irUWMwmRnHFVnvm/OlSqKxWtGiTRCKMQiAxxjNiDdSVMvtSSTAJVK7YBvyu6Tq41vXHtVVKmg6ma9guKRnHS4rd1hWShmRn3nZMGDMEQ0eMxvzFv/HapuRoET56dyY2/bUOFy+cR2xca2T36o37HnwMWd2z+Z2Qn9Cqtbg+/SZMTrsRq4uX4+Mds7D37E4AwPlfz2Pxo4uxGItZt//w0oe8jvNqwasIbxouRpMlQan1a3yB7Zxsy4zHjTAWGp228UZEkfPaMQkg/q5b42/Rh+AP173J9JnZbMauw7uwbuc6nMVZp30lhLbDs0New4RO0wIuBZnSOV7q/jvNhKvwwtZ3Kik8iD6DhjP2NRPad3ATYgDP/YJASq3r2l8PFBHJFXLDEIR8kBvGfwT8iOPs2bO45557sHTpUoSHuw/2tm3bhkGDBiEkpCHf8+jRozFr1iyUl5cjJsY9PZDBYIDB0NC5rqiokKbxBEF4hdRiDFdtFyu4a8cwiSyutWe84fKFMlRXlCM8KoaEHBEhMcZ/yD37Uok4ClRXLpc7uWFsHC8t5jVrFPBPcGDdqt+cAhpyz7B0FfkAMAoxQlLhLZz3He689wEsnP8dys6cRlx8a8719+7ZhWkTRiMtPQNvf/AZUjqlovLqVaxesRyv/Odp/LpinbCT8hNqlRpjUyZgTPJ12HxiPT7Z8Ta29NsA9HRY6Vsg8ZpETHlsCqIjowXtPyo2StwGS0AwpmliOidtnBYmmGBca3RbX5fM7nwSehwuxHCQsAkg/qxb42/RhxAX231rMBrw996/sWH3BlyuvOy0TkqTVNzf9RHc2OtOqFXyp9wTG6VMpvAEm3s6KSXVrV8U9fF7iH7mCahWb3LbxtsUud5u5+v1FeP7CSQRyQaJMMEPuWEIop6A7i1arVbcfvvtuP/++9GzZ0+Ulpa6rVNWVoakpCSnZbGxsfbPmISYt956C6+88ookbSbkgVwxwYcUYoxN7LBY2Avelh7cxTorrrqiXBKRxNV9k9g5G6ndB4h+nMYK1Y0h5MQmUJ09c4pRiBGC1HV3XEUYQBkzLF1FPl9S4VVVVuK3X3/Cqg3bcP5cGRYtmItHnniWdX2r1YpH/30XkjqkYOnKDU71Vbp0y8Ld9z9k/7sgfz/+++wT2LVjO8LCwjHuukl45Y13EBEZCQCYfM0IZHTNxGsz37Nvc/uMKYiOboqPvvgfAKBX14648ZbbcaSwAKtX/o7o6KZ4+PFncMc9/2Jt46mTJ/DKC09j4/o/oVarkdO3P16b+T4S2icCAFQqFQa1G45B7YZjb9lOfLbrXawoWgqLtf63sPRiKT5Y+QF6dOyBId2HIApR9nNf9tIybJ+3HZoQDfrd3g9jnx1rP65jarKLxy/itazXcMecO7D5m804tusYWnZoianvTUVS74Z++rY527D6ndWoKq9C2rA0dOjTAavfWY2ZpTPrz+XAKfz6/K84sfcEAKBlcktMe38a2nVvx/6lEgDYC5nzESt8FVHEcJBwCSD+rFvjT9EnmJEqtZune62yuhKb/9mMLf9sQVWtc+A3p80APNTzaQxLHA2VSiVam5SEUtJVtUtMZuzzDBoxDhqNhlOEYBIZ8jt3xsAdO9H0thtQvmQ5oGsQmL1NkevNdr5eXyHbcwk2gVafkUSY4IdEGGVDbhj/okgh5tlnn8WsWbM41ykoKMCaNWtw9epVPPfcc6Ie/7nnnsPjjz9u/7uiogIJCQnIP3QBWd0jRT0W4T9IjAk+xBRjXMWOqOaxqLh4lnFdK8vgzFY7RkyEum8I7yF3jHwEyuxMKWEb8LMFK1LSMpxEEanr7pw9c4oxtQegvBmWvqTCW/brEqR0TEVKx1RMmTYDLz73JB5+/BnWoNyBf/aisOAgPv92LmOR++imTQEA1VVVuHHKtcjulYOV67fiwvnzeOLh+/H8U4/YRRa+fPHJ+3j48Wfw5HMv4q91a/HfZx9Hh5SOGDx0hNu6RqMRN065Bj179cHSleuh0Wrx4btv4cbrr8X6v3c7OcYBICuuJ7655keUXC7CV7s/whzVVwAAi8WCnYU7sbNwJzq27Yjq2mrsWLgDQ/49BI+tfQwlO0qw8IGF6JDTAalDU1nb/sfrf2DCaxPQskNL/PH6H5h7z1y8sOsFaLQaHN1+FIufWIzxL41Hl7FdcHjjYax4c4XT9vPunYe23dpi6rtTodaocWr/KWh0lDKID96KFb6KKGI5SLgEkJD0EL/VrfGn6KNUlCDMsbWL7V67pL+Ev/b8hR0FO2A0OzvDRiaNwwM9n0JOm/4+t4GNggN7cf7sabSMbY30LlmSHYcLJaWrYuvz8Lk2TGLCpRYtcOzTr5B8962IevxBVHz8JeDwu+1tv0DIdr5eXyHbexJsvBGR5OqLkwgT/JAIo2xIhPE/ihRinnjiCdx+++2c63To0AHr16/Htm3boNfrnT77P/buPE6Ous7/+HuuTC5mMskkM7lnkkkyk0xIwgRCIKCByK1EWES8EG/EVVd/ru7qeq+suu6u97nLRlchIAIeLMi1QgQCJgRyhxyTYzKZXHPknMzRvz9iD909Vd3V3XXX6+nDh6a7pqu6urq7+vuuz+e7cOFCvf3tb9eKFStUXV2ttrbkwdT4v6urjQcxS0tLBz0mwoEwJnzsCGOMwo6uI22qnXO+dm18cdDyYyfUqL+vN+lv4nPH2M2sTZpT1TdRRxjjPr9cnekHZj/4jX5ML1qyVI3zFrr2o9mszYXkzyssjVrhWRlkuPt/7tKNb3mbJGnpsivVdcf79dyqp3XRJa8zXH7Xzu2SpLoZ5uGDJP3m1/eo+/RpffdHd2n4iLOfMV/75n/oXW99sz73pa9p7Lgqy8/t/EUX6W//7u8lSdPrZurF1c/qJz/4jmEQ89Bv7lV/f7++9d0fD4RJ//H9n2nW1LF6dtWf9PrL3mC4jtpRdfqXy76rx0b+QTOm1uuVoWvVfvrsMfDqvlelw1Lx2GKNvHqkyqaU6YLpF2jVz1Zp29Pb0gYxl33kMs25Yo4k6erPXK1/uehfdHjnYVXNrNIzP31GDcsadNnfnn3/j6sbp10v7NLGR18LANv3teuyv71MVTPP7q+x08da3m9mojLpeqaJzI3YEaLYVUGSKQBxa96aXPZjXBCOtUzb6JdgzkjqsRZTTLu1Wy889YI2H9qsmGID9xUVFOn6WW/RRxb+PzVUzs1rvZn85u67dKitVZK0ef06bV7/km645TZH12nEb+2qcg1HqsZPNLwYZeSSpeo8eVKjbn+v+qbX6cTHPzXo73J5nlb/Lt/9a/XvrQY22exfr87FCWEARJEvzwDHjh2rsWMz/7D6zne+o69+9asD/96/f7+uvPJKrVy5UosWLZIkLV68WJ/97GfV09Ojkr+WqD722GOaNWuWYVuyTF7ZdFDnzh6X9d8BcE6+YYxZ2DGyrEI1s5sMA5dRldWqmlzn+LwtZlU2TlTf4CzCGPf46epMvzD6wW/2Y9qNeXfi4UVfX5/h/TPqGwPxWlkZZNj+6la9tOZF/df/3CdJKi4u1vU33KRf/eIu0yAmFosZ3p7q1a1bNLvx3IEQRjobqPT392v7q9uyCmIWnr8o6d9N51+on/7wu4bLbtqwXs07d6huUvJ3ZPfp09q9a2fGdRUWFOmymqv0X++9T/du+oV++tJ3tLPjbPjUO6ZXv/6/X+vh5x7W4sbFGjZmmI4dOpb28SbMeW2+nbLqsy3Ojh8+rqqZVTq4/aDmXps8IDrlvClJQczrP/x63fOxe/SXe/+ima+bqfnXz1dlbWXG52EmapOuZxtWZBOimA3g21VBYiUAcWvOn1xCnyAca5m20a1gLtfAKn5M9apXG7VRz+t5tapVOvTaMiNKRuodc9+n983/iCaVOd/S8GwlTGvSbYfaWrV5wzrXK2P82K4ql/OY5595MimEqaufo0VLlkqSTt/yTh3fuUPnfPGz6q2dpu7rb7R1e9PJd/9a/ftsAh8r+3fzhnWenIsTwkQD1TD+RjWMN3wZxFg1ZUryydPIv/bYnj59uiZNmiRJetvb3qYvfelLeu9736tPf/rT2rBhg7797W/r3//9313fXvgDVTHhlE8Yky7smDCtwTRwiQcyThpVWW0aBsE5UZs3xqt2BH67OtPP3Axd4sdBangxtmp80oDSjPpGXXbVmxzdJjtYDfzu/sVd6u3t1fz6qQO3xWIxDSkt1dc6v62y8sGT1U+bPkPS2RBn7rwFOW1f+5FD2rZ5vXp7ewYFO729vTk9ZtyJE8d17vzz9P2frhh035gx1qtJhpeM0LvnfUjvOvcDenzXw/rbX92mrsJOSdLJ7pN6Ys0T0l6p4lSFtu/brukTpxs+TmFJwuD7X7vGpJuXLdXVn7laTX/TpE1/3KTNj2/W//7L/+rWn92qc6871/JjxEV10nUrYUV8IDzWbxw0poYo6Qbw86kgSeVW1YsV2YQ+ZsdaX3ufSqaVqHSOPZ0Y8qm4sfJ+MAtRepp7LK8vUzCXT2B1quyUVo1fpedbn9dxHU+6b/zIiXrf/I/o7Y3vVfnQUZYezw6H2vYb3r5h3V9cD2JynSvFT4y+z7dv2ajGeQsHnsfxf/yCinbt0KgP3qajEyapJ+XiBacY7d9sLlax8vqcPU8zvoAwl0At9TwvkZPn4oQw0UAI42+EMN4J76+MvyovL9cf//hH3XHHHWpqalJlZaU+//nP6wMf+EDOj0lVTPARxiDRqMpqja+pV2vzloHbEsMOo8Cl4/ABx6th4mYtWOJK9Q0GC1N1jFnYYqVSwKmgxo9XZ0ZV6nGQ2vZDOnsVr5WJdP3GSuDX29ur++75pb7w1W/o9Zclt/i67e036YH7V+rW9ww+d2w8d75m1jfoR9/7D11/w1sGzRPT2dGh8lGjNGNWve791c918sSJgaqYF1c/q8LCQm1+5S/au3OLTh7v0uYNLw/8bV9fn7Zs2qiLU6px1vzlhaR/r/3Las2YVW/4HOfOW6Df/uY+VVaO0zllZYbLZKOwoFBXTLtOc8bOU3XdBBU3FOvBrSvV098jxaT2Y+363m++pwmVZytfsgmSxtWN096X9ibdlvrv+HLj6sbp9R9+vVa8b4VW/2p1TkEMk64bSx0IL6goUKz9tUAmNUSxMoBvZ4DiVtWLncyOtd5dverd1avu9d0qe2t+7898K26svB/MQpTuF7qlXllaX7pgLtdwdE/bHj3z8jNau22t+vqTqzfnjlugD573Mb1pxk0qKSoxeQTnjK2aoM3r1w26/ejhg2prbXH9ezSfOdT8wNIFPAUF6vzeT1W0b69Gve1GHX18lfqm1riyfRdecplOnDg2cP706pYNGj5ipOU2X+len3ShSS6BmlGolcipc3FCmGgghAHMhSqIqampMWwRce655+qZZ56xdV2EMcFHGBM+uVbFbH1pVVIIM76mXjMXLEm7fGKFSs3sJs1Ks7wd3Ki+gbEwhDFmYYuVSgEn+0aH4erMMDC7wtRIUVGRZjY420/fblYCv8ce+YM6O9r1tnfeNqjy5do3Ldfdv7jLMIgpKCjQf3z/Z3rL8qu0/Oql+tgnP6O6mbN04vhx/fGRP+hPTz6uBx5+QjfcdIv+9c4v66O3v0f/7zP/pCOHD+szn/xbzZ07d6Ciu7a2Vo8++qjuu/sXmt90vn78/W+rq6tj0DpfXP2svv/tf9VV175JTz/1hH734P36xb0PGT7HG266RT/8zrf07rfdqE/94xc0YcJE7du7Rw//7kF9+GOf1ISJk6zuxkHGDBurr1z5LX1uydf0i/U/1Xfu+4bO6Owg6v7DZ68Cv+eJe7R39F7Nrpid8fEuef8l+u5139VT339KjVc1atsz27T58c0Dc9ucOXVGv/3CbzXvTfM0ZuoYdbR0aO9Le3XuG7MPYSTzQeWePT0a0jAkp8f0Wr5zkBgNhCeGMCWzSjTs4uTBdquBVhADFLtkasPWf7Bf3Ru7LVfGpL7OdlR3WWkhZxSiJK5PxVJJTeZ1mgVzWbXC6+3Vuu3r9MzLz2h32+7kbS4o1JXT3qgPnPcxLZpw8cBniBcaGufrpRf+rGNdnYPu86r6140KW6dYvYCnrf2Idn3+yzrvg+/RqJuv19FH/qTYqFGOb19ba8ug86ds23ylvj5trS3a07zDMDQ5b9ESTamZntPrmW7uP6fOxQlhAH+gGsZboQpiACDbMKbj8IGkUEWSWpu3aMqseYbBh9HyzZvWqGpynSRRtRJSQQ5j0oUtzz79uOHf7GneoarxE12ZwyXoV2eGQbof46mCWK1kJfC7+xd36ZLXX27YfuzaN92g73/7W9q04RXNbhw86L+g6Xw98tRz+va//ov+38du19EjhzWuarzOX3Shvnznv0qShg8frrvv/73+6TOf1NWXXaRhw4br4ktfp7mzX6tkWbBggQ4cOKDPffoTGlJaqg98+KO6aMnguWk+dMfH9fJLa/Str39V55xTpi/+8ze19PIrDJ/78OHD9cDDT+qrX/hHvfedb9GJ48dUPX6ilrxuqc45J/8KGUkaN6Jan7zwn/TKlJfUVdChnuoerTmwWpJ0pueMnnrpKT3V/pQkadvebRo/e7yKiooGPc60C6fpLd96ix75xiN6+GsPq/6yer3u9tdp1c9WSZIKiwp14ugJ/fL2X+rYoWMaOWakzr3uXF39matz2u7i6mKVzCpRz9aepNt7tvaod16vq22v7JjE3Y45SMwGwuOM9o1dc8AEYSL7XKULMOL6DvRJczI/ltHrXDRm8PtJyq66y2oLuWFLhknFf62CSdH9Qre6X+i2dOwZBXNWjqUjnUf07IZntXrTah0/ldx+bFRphd7e+B7dOu9Dmlw2NfVhPHP51cv14MrB7SGD+H3qNSvf54kXEK150xv1gf9eoVHvvkXt9/1WKnG2KipTxU62FebpqmAkqXxUheXz5tR1mx1/ly67xpG2eYQw0UE1jL8RwngvXGe5LqMqJvioigmnbMKYk13GfXZPdrUnhSnxVmQnjg++ok2SdqxfrcP7mwf+7UaVDNwV1HljzH4U7mneoYOtLTn9ba4/KM0E+erMMLA6GJRNr3O/yRT4/Xzlg6Z/u6DpfLV2nEn7+NPrZuo7P/qvtMs0zJmrX//ujwP/bmttSRqcKyoq0nXXXaflN9+adj+PPKdMP/nvu03vT93WcVXVGbfNzIvrXzW8/Td/GBzirrj7NwP/f13bGt3V8AM9tO1edfd1SxWSvij9dvtv9X+t/6cL51yoxXMW6z+O/kfSYyy+dbEW37p44N/3fOweVdZWSpKKhxTr1p/dmtPzMFMyZXAQI7nbnsyOAMWu+W6shCdGlS75zgEThIns8xWvAune0K2eTYOPuaJq4zAlkdnrPOxy432VbRhmtYVcSU2JYRCTuE25zLVkdiwVjCvQ+h3r9eyGZ7Vl9xbFlNwBY3blXN0278O6of4WDS8ZntU63UD1r73SfZ+nXkB0ZOxY3f03N+qd//M/Krn9Per56c8lByuk0lXsZFthnql1WLr1pTJbt9FxSQiDfBDCAJkRxOSJMCb4CGPCyWoYM7ysIuPtr/z50aTWZUYSQxjptSoZKmPCJ2jVMblccTmlZnrav83lByX8y2iQyMikqbUubZEz/Bb4hXlwbn5Vk7595X/q85d+XSs3rtDP1/9Uuzt3SpK6TnTpjy/8UY+9+JgapjboosaL1FDToKLCIj353Sc1a+ksDRk+RJsf36wX73lRf/PNv3FsO+2q5siVXQGKXfPdWKncMNo3+cwBY9c+CILi6mIVVxer63CX+g++9poVVhVaaktm9joXFBZkHYaZVSBZaSFn5TjJNcxMPJY6h3TquUPP6fm7nlfnieQLoUoKS3RN3XK9e97tnrcfs6K2bpaKis/u51xbSeE1Zt/nRhcQNdfW6rfXXaflv16pDSNHqvI/fujotk2uma69zTsG/j1/4dmLC7KtMM9UrWz1fCFddbsbVemEMNFBCON/VMP4Q7jOboEcEcaEk5UwZlRltWpmNyW1G6ud3TQQoFgJYcykVtUgPIIUxpgN9k6pma61q1cNWj6x6sHsb6Xsf1DCPnZVIiVK/DHe19enpx9/eNAytFGxX9hb840ZVqkPL/ykPtT0d/rT7sf1i/U/1R93/l59sT7FYjFtat6kTc2bVDaiTOfXn6/9q/frye8+qe7j3RozdYxu+JcbtPhdizOvKEd2VHPkw64Axc5AKXEgvGdPT1LFULp9k+scMHbtgyApe2uZujd2q+9An4qqiyzPDZPudR7SMMRyGGZHBVL8OOlp7jGsjsk1zOzt7dWGYxv0/NbntXXP1kHVL5POmap3zn2fbpnzbo0dUZXTOtyWeuFKX29v6D7r/cLsPOXlBQs0+uhRXfrf/6nmBU0aeuv7bF936us8uWa6mhYtUdX4idq2eb3h36SbJ8jsuWQ7L0ym6nYnL1IhhIkOQhjAOoIYG1AVA/iXlTBm1oIlqppcN2h+l47DB3IOYSTzahuEQ5BalZkN9qaGLDPqG3XZVW/K+Le5/KCEPZysREr8Md7ZfjRpPVNq62xZR76cCKG8ls0gyIvrX1Vba4tefO5pScG5srqwoFBLa67Q0por1Hq8RXdvuEu/3HiX9h/bK+lslcwTa56QLpCmL5+uRXMWaV7dPJWWWBugzkc+1Rz5sitAsTtQiocqQxqGqHees3O3eF2V5JXSOaWW5oRJlOl1thKG2VmBFK/wUa/yPvb2H96v1ZtW6y9b/qITp5MHbwsLCvWG2mv0zrkf0OunvkFFhZnbuPmFG3PtRUmmc4B0Fb5PLV2q0UePquFTf6eOxnnqaTrftm0wep33Nu9Q06KzbarTVZibMbsY6vzFl2a1vbms2w6EMIC/UA3jHwWxWCyWebFo6+rqUnl5uaZ++D4Vlhr3nSWICQeqYsLL6pwxifbv3Kz1z/0x84IGamc3aSZzxERGEMIYM7kMbKfObRGXaW4L5Mft/d7W2qI1q1cltdjwsgUd7fCMJ+4N6n7o6+/TU7sf1S83/Jce3/Wwevt7k+4vLSnVgpkLdEHDBaodX+v71kO5GlSd0FSqYRfnNj9KUCe8t3MfOMkv+zef7Tj1/CnDCpbhbxiuIQ1DXN2mE6dOaO22tXph8wvae3DvoPunlNXqlsZ36y0N79SEcyblvG1eevG5pw2rj89btCTrAfWoy+YcoK21RXuadwza90U9Pfq7P/yvhrbs09HHV6lvao0t27Bt83o99ejvBi2/9Mo3ambDXMO/nb9wsRYtWZpxnXZcgJLrunNFCBMtVMP4HyGM83pOHdfDH12qzs5OlZWVpV02OGfoPkdVTDjQoiy8rM4Zk8isomXM+Kk60rp70O1zFi1TYWFhUlUNoiFIrcpS5dKSIMxzW/hN4g/wTO0lnJAYwkjeXcnLVcXmE/cGdT8UFRZpWe01WlZ7jQ6daNOvt/xSv9pwl7a3b5Ukdfd06/mNz+v5jc9rTNkYLaxfqPPrz1flqEqPt9xedlbk5NoezGsldSUDv0pLavw5N4wd7bzskuvrnPocEuVbgWR1m3p7e7WxeaP+suUv2tS8SX39fUn3lxaV6pq65XrrnHdryeSlKiwId2UUrMn2HCB+btvX25v0d3MXX6rjt31YpZcv0aibr9fRR59WrLw8722wUnWSaytSO1qHudkGlRAmWghhgOz57yw3wAhjwoEwJryyDWOM5o8ZX1Ovcy++UltfWjVoXplJdVn2mECoBDmMyUXY57bwg9QrGOvqjT9jnGov4UXwE4Rt8Uq6iXuDvh/GjqjS7U2f0IfO+zutaV2tezat0EPb7tXxM8ckSUe6jujRFx7Voy88qprqGi2sX6gFMxZoxLBwfOYGNUCxQ2o40N/Zb3vVSb6VLHa28/KK0XOIc3pepP5Yv3bt36U1W9do3avrdLL75KBlzh13nt4651a9edZbNWpoeFr7ms3HN6VmugdbE1y5ngMYnavGJLXf+6DGvOFSjXr3LWq/9yGppCSvbZjZMNfSBUpOzseSiRvrJoSJFkKYYKAaxn+CceYIuIwwJryyDWPM5o8xux3RFqR5Y+zg5Q9KO/h5vhGjKy+3b9mouvo52r5l48BtTlYiZdtX3Mn96VWPc6fksq/SPVc79kPhgVaN/NqXdOxLX1Oswpv9WlBQoIUTLtTCCRfqy6/7V/1h+wP69eZf6pk9Tw5M2t18oFnNB5r1m6d/o4apDWqa1aTG2kYNKcm9rRK8YRQO9GztUc/WHkn2VJ3YUcnS395vfntATv/MnkPpBaUadqH9lT2xWEytR1q1Zusard22Vu3H2gctM254tW6ov0Vvmf0ONVTOtX0b/MBszpJd27f67rzDz/r6+gxvt/LdZ3Su2jerQR2/uFcVN16rsk99TF3//n0pQ/vLTOchUb9AiRAG8B9CGH8iiLEZVTGAf/V1HlL/qWN6pvOQLmmYlXbZjsMHkkKWeNBidHvH4QPav3MzgQwGRK06Joj8Pt+I2ZWXk6dOU+O8ha780M+mBZ3V/ZlrWGNXOzw/hG/p9lW67TMb0DPbD9k+11hxsYb+/iEV79iuow88LA3xNtgYXjJCNzW8Qzc1vEP7j+3TA1vv0a83/1JbjpwNIvv7+7Vx10Zt3LVRQ0qGaE7tHC2YsUANUxtUUpz56mZ4zywciMu36sSuShaztl35tvNyU7pt7T3Qa1tFTNvRNr306kta9+o6HTh6YND9w4qH66rpb9JNDe/QJVMuU3Fh+IcjautmRb61Zj6M5kaT8r8Q5czrlqrrP36o8o+8X73T63Tybz+Rdnkr5yFBv0ApV4Qw0UM1DJC78J/5eIAwJhyoigmPvs5D6m5er76jLQO3PXlory67dJnh8qltx2pmN2nWgiWGt0syXBYgjPGvIMw3ku7KSzd/6Fu5wtPq/sw3/Mr3alOvwrfEQESS6b7atX1rxu2L74M9f527Z0rN9LyCsUSxyrFq/9X9Gv2mK1T+0Q+p84f/mfEKYbdMOGeS7lj4/3THwv+njYde1v1b7taDW1eq9fjZ7/UzPWf00raX9NK2l1RaUqq50+Zq/oz5qp9Sr+Jifu74lZUg48zGM5KUU1BgpZLFStuy4upilZ5XmlxZ43A7L7sZPQdJ6n6hW90vdOdVfdR2tE0vb39Z67av0/7D+wfdX1RQpEumXK4b62/R1dOv14ghI3NaT1B52VozPmn9iePHNGLkOabfGX5lNjfapcuuUUPj/Lwf/9Q7blXRzld1zuf/QX0109T9xuVpl7e76sUPF4fkixAmeghhgoFqGP8Kztkj4AHCmOA7vX2tevZuHHR7z96Nembz5EGVMR2HDyQFK9LZoKWgoNDw9lTNm9aoanIdlTGQFL1WZUERhPlG7KoAsWtb0q3Xyv60K/zKNYTyKnxLDUQmm8wLsKd5h+Xty7QP8nmuPRdepM4f/Eyj3vcu9U6v04lP/WPa5b0wZ+w8zRk7T5+9+J/1XMvTenDrvXp4+wNqP332OOzu6dZftv5Ff9n6Fw0dMlSNtY2aP2O+Zk6ZqSHFtC/zE7NwINGZjWd0ZuOZtEGBWZiSqZIlm7Zlw5YMU0ldie3z17gp/hx6mnvU/ULulULxtmOv7HhFL29/Wa1HWg2Xu2DCxbp+5k1608y/UeXw6F6k6FVrTaNKkrWrV/muAjgds/OLoqIi29Zx/HNfVtHOHRr1gVt15A9PqPe8hWmXt+tiGD9cHJJ4jpZLIEQIEz2EMMFACONvwTuDDAiqYsKDMCa4+joPGYYwcf2njg2aM+Zk1+Ae1pK0a+OLltfbsuPsOgljEEd1jL8EZb6RoPQbt7I/4xUcqfY073DleXkRvhkFIntN9oOZXLYv2+eaOgBz+m/eqmM7d+icf/6i+mqn6fTfvDWr9bulqLBISyYv1ZLJS3Xn0u/o6T1P6Lfb7tMjO36rrjOdkqTTZ04PhDJDSoaoYUqD5k6fq9k1szV86HCPn0Gw5DvhvZnEgKNnz2vzw6QyCwrShSnpKllyaVtWXF0cmDlhzBRXF6un2Xgf9zT3mD73/v5+NR9o1vqd67V+x3od7jxsuNzC8RfqjTP+RtfNuEETzplk23YHmRcXVphVkkj+qwBOx5XztcJCdf7wv1T0pitU8dY368jjq9Q/Zap9j2/ALxeHzGu6cGDdibdZCYQIYaKHEAawB0GMgwhjAG/1nzqW9v7CYedIUlIYM7ysIu/17tu+Qfu2b6BNGZIQxnjDrC2HX6pNMglCv3G/7U+jKzu9CN9M5/mpmZ4UyMxfuFhTaqZr7epVtmxfNs/V7IrcE5/6RxXv3KHyD79PfZOmqOfCiwb9rZ9aqpQUlejy2qt0ee1V6u7t1jN7n9Bvt/1aj+743UAoc6bnjF7e8bJe3vGyCgsLVTexTo3TGtVY26jRZf4KYf3Gjgnv04kHHEMahqh3Xu9AFUyqxJZikrU5YMwqWay0LYu67p5ubd2zdWAupuOnjhsut3D8hbpuxo26tu7NmlQ2xeWtDAa3L6ww+/5JvN/rz20rXDu/GDZMHb+6X6MvX6KKty7X0f/9P8XKy+1dRwK/XBxiFNZZCYQIYQD/ohrG/whiAAuoigmmeNBipGTKHBWVjx34dzyMGVVZrZrZTYZtx7LVvGmNRpxToUl1c/J+LIRDVFqV+WWANlNbjiBUmwRFpv1pFjRMMWnVlSuzYMGLsMgsEGlatERNi5YM2ld2bZ/V55rpitzOb/9QRXt2q+Ltf6Mjjz+jvtrXXiuvWqpYUVpcqmW112hZ7TXq7u3Wqr1P6vev/kZ/3PUHHT119ir+/v5+bdu7Tdv2btNv/vQbTaicoDm1czSndo6mVE1RYUFwJmF3ml0T3lsVf0yjICa11ZjVMMWokiVd2zKnqn/8oqSmZFBrsvjtR7uOalPzJm3ctVGv7ntVvX29g5YrKijS4kmX6urp1+uq6W+i8sUiNy+syBTi9/X1advm9YE8/4nFYo48bv/YcWq/7yGNecOlGvWet6t95YOSQ3OMuX1xSFtri7Zuetny8maBEAFMdFENEwyEMMEQvjNLn6EqJjwIY4KnqHysSibPSWpPVjRmokqnzk0KYeLiYUzV5Lqsg5iKsRPUfmjwBKUbVz+uE8faqYxBkjBXx/hlgNZqW46gDUD4Wbr96UYQkilYcDt8y/ScU9dv5/ZZeayMV+SWlqr9f+7VmDdcooq3XK8jjz2j2KgKz1qq5KK0uFSX116ty2uvVm9/r17c/5z+d8dDenTH77Sna9fAcvsP79f+w/v12IuPacTQEWqY2qCGmgbNmjJLI4dFa2LxVF5UjvQd6bO0XD5hilnbsp7tPY5W/0jOtXmzKvG596hHe7RHzVXNevXxV3Xg6AHDvxlWPFxLa67QldPeqGW112j0sDEubzXsMrZqgp5+/OGBf/spSE/l9vdN36wGdfxipSpuvE5lf/9xdX3ru1JBge3rcfPiEKOLkjIxCoQIYaKLECYYCGGCgyDGBYQx4UEYEzxD685TydjJ6j91TIXDzjEMYBI9u/+oak4bzxOTTnHpUNP7mjetUdXkOuaMQZIwhjF+GqANS1uOMHE6CLEyD43b4Vu2z9nO7cv0WFauyI2NHqP2+36rMcsu0ah3vEXtv/mDJy1V7FBcWKzFky7R4kmX6EuXflNbjmzQIzt+p8d2/kEvtb02D9yJ0ycG5pUpUIEmjZukhqlnQ5ma6hpbJ4l2U++B3oG5QUpqrFezZJrw3m6pbdASGVW65BOmpLYtk6Tj9ya337K7+sfpNm+ZxGIxtR1t05YRW7Sleot2HNyhnv4eqW3wsuNHTtSy2mt05bTrdNHk12tYsXvbifyYfU7PmjNPWzcmV0b4NUiXcm/hlU9l9pnXXaauf/u+yj/6QfVOq9PJj3w8q7+3yo2LQ9JdlCSdDX9isVjGQIgQJroIYQD7EcQAWSKMCZ6i8rEZA5hEO7qNBxemN16g/lhMuza+OOi+cROnaURZhWklzcmudoIYDOJ0qzK3W4RZ/cHsxnZlau/g5NwgMBfFKiS/PmerV+T2TatT+y9/rdHXX6myj39Ye994neHjBek9VVBQoIbKuWqonKu/W/SPOnjigB7f9b96bNcf9MyeJ3Wi5+xgfEwx7T24V3sP7tUfX/yjSktKNWPSDM2aMkszJ8/UuIpxKnDgamm7pQ7+d7/Q7XoAYIVRG7RERuFPvmFKYtuyM5sHt0OTpNOrT2vk9flXRrnd5i2u43iHXt376kA7vs4TnYbLFRYUakHV+bq89mq9ofYazRk7LxDHNwYz+zweMdK4bbNfg/RcWnjZUZl96l23qWjnqzrnnz6tvppadV93fVZ/b5XT5wdm5+UNc+dr1ux5A+tOFwgRwkQXIUxwUA0TLAQxLqEqBggOo5ZmtbObVDdvsSTpyIE96jry2qWD5WOqBuaBGXFOhTaufnzQYw4vq3B4qxFkTlTH2NUiLJvQxMoPZrdalxkNMsfNqG8c+HHq5KSozD/jLjvnoYnK62f1ityexRer83s/0agPvFvVB/Zp+6WXJt0/o74x0Ptp3Ihqva3xNr2t8Tad6TujF/c/q6eaH9VTu/+oTYfXDyzX3dOtDbs2aMOuDZKk8hHlqptUp7qJdaqbVKfK8krfDVybhRtWAwA3W5OZrUs6W+litq1WwhQr22tW5dO7u1e9B3rzDkvc2pedxzu1Y/8Obd+3Xa/ue1WHOg6ZLls9YoJeN3WZLqu5UpdMuVwVQ4MTqMKcWdBu9j3p1yA92xZedlZmH//8V1W8a6dGvf9dOvLwk+pd0DSwjqCcH5i9rokhjGQeCBHCRBchTHAQwgQPQYyLCGPCg6qY8Iu3NJte2q/hZRVJ1SyLr3qr9m3fqM4jB1Q+pnoghJGkSXVzdOJYe1JlTO3sJqphkJGdYUymH6JWf0RmG5pk+sHsduuy+CDznuYdOnH8mEaMPEddne16dcsGvbplg6XnlAu/zJMTNXb1XI/a62f1itzTb3mbml94Tpf/7MdqHz1aGxsbB+6bNLXWyU101ZCiIbp48ut18eTX63OX3KkDx/frT7sf15/2PK6n9zyhI6deG9TuPNGpNVvXaM3Ws9/55SPKNW3iNE2fMF3TJ05X1egqFRY408LLqnThRj7hhBOtycwec9jlw1Q6pzSvx7CyvcXVxSqeWqze3YMnqLcjLHFiX8ZiMR3uPKxXN7+qXS27tKtrlw4fP2y6/LDi4Vo0cYleN3WZXj9lmWaNmeO78BD2MAvas/2e9Dp4yKaFl62tMwsL1fGjuzT6jW9QxVvfrCOPr9Kzzdu199Hfa9rOnXrqggt8f36Qz3kRIQwAOIMgBsgRYUz4FZWPVbOkiyoHv86T6uYkBTCJZi1YoqrJdTrZ1T4oxAHSybZVWfzHcV9fn4qKigZ+oKb7Ibpr+1ZLg8xmoUlRcbGm1Ew3/RGX7gez3XNLWBkcSBxkbmtt0YMrVwx6TnYGQX6aJyeK8u25zuuXXucnPq2XX3hOyx94QJ1lZdo3ZYok/15NbYfqkRN085x36eY571J/rF+bDr2iZ/Y+qaf3PKkX9v9ZJ3teG6zqPNGpl7a9pJe2vSRJGlY6TLXjazVtwjTVjq/V5HGTNaRkiKvbn26Q32o4YTQPixOttMzWZTWESfcYVrd36KKhOr77+KDb7Qie7NiXvb292ndon3a17tKu1l1qbm1W18ku83UWFmtB1fm6ePLrdcmUy9VUvUilxdb3J4LNKGjP5nvSLxcmWL1gIJdWZmkNG6aOX92v0csu0Tk3XqvNN7xZs1padM3DD2tDY2Mgzg9yOS8yCmE6Dh/gt21EUA0THFTDBBNBjMuoigkXwphoeHb/UV00IbvXeVRlNSepyJmV6pjUH8dx85ouVG3dLMO/6evrszzIbDbx+drVq7R29aq0P8bNfjDb+QM5l8EBNyYZD+pE5mGST891Xr/0qiZM0gtf/KpGffwjeus99+hn73ufaq64NjL7prCgUI3j5qtx3Hzd3vQJ9fT16JWDa/Xsvj/pz3v/pL+0Pjcwv4wkneo+pU3Nm7SpedPZvy8s1MTKiZpaPVVTqqZoatVUja0Y62jVjNHgv5RdAJA6D4uT85nYsa58HsPp4CmbbeuP9etwx2HtadujPW17tPvAbu07tE99/X2mf1OkIk3URF0x+426fNY1On/8Yo0Ykv/8NgiX+Gd2ujatQbwwwa7K2ET946rUfu+Dqrj8Yv3Nr3+th6++WgWSpu7Zo6319YE4P8jmvMgohNn60qqkbg81s5s0a8ES27YP/kEIExyEMMFFEOMBwphwIYyJhlzCGCAf6apjjH4cx8V/JBv9EC0qKjL8m1x+RObyY9yuH8i5Dg7YfqVkFo+1d/dOzWyYa9t6jHjdPiQM3DhGgu6Cy67S4Xse1Li3XK8P/v4P6vzEZxXzeqM8UlJUoqbxi9Q0fpH+9vy/V29/rzYcXKfnW57R6v1/1gv7n9XRU6+1ierv79feg3u19+DegdtKS0o1edxkTa6arMnjJmvS2EmqHFVpazgTH/zvae45u9012U8OnzgPi9PsWFc+j+F08GS0bf2xfh3qOKSWQy3ae3Cv9h3cp70H9+r0mdNpH2tE8QhV91ZrqqZqiqZooiaqRCVaOvmNmjnV2e8cOMvJ73QrF7ME9cKEfCtjjfTVz9bu7/xI095/qy56/nl1lJerprlZW+vrczo/8MP5mtE2mFXCJIYwktS8aY2qJtdx0WHIEMIA7iCIAWxAGBMNhDHwglF1jNmP48T7jX6ItrW2GC5v9CPSbELX1PVk+wPSjh/IuQ4OOHGlpNE66urnaPuWjUm3b9+yUY3zFjr2g/uJRx5KWmeu7UP8MDjgJTeOkTConN2o4w89ojHLLtGod71V7b/+nTTE3ZZbflRcWKz51Qs1v3qhPtT0d4rFYtrevlVrWlfrxf3P6sXW5/Tq0S1Jf9Pd063tLdu1vWX7wG2lJaWaUDlBE8dO1MTKiZo4dqKqR1fn1dasuLo4r0Ch90CvKxUxfuFk8NR9plutR1rVcrhFrYfP/m/L4Rad6TmT8W+nV8xQU/WFOq/6Ap0/YbFGnRml3933P4OWIzwONidbglm9mCXIFybkUxmbauSdX9bQe+/W8Nvep423vU/n/+dP1DJhgqY2Nwd2HjqjbaiuX2S47MmudtPbCWLCgxAmWKiGCbbwn0X7FFUxQDARxsALqWFMph/B8ftTf4hmM8hstKzZerKV7w/kfAYHnLhSMtXkqdMGBTHSa0GR3WFHaggj5Vax5IfBAT9w4xgJg77pM9T+P/dp9PKrVPaJj6jruz+WmPQ7SUFBgWaMrteM0fV665xbJUld3Z16uW2N1h54QS+3rdHLB9dq/7G9SX/X3dM9MAfIwGOpQJWjKlU9ulrVY6pVPbpaVRVVGlsxVqUl9s35YRS4nFp1KrlV13mlGrZkmG3rDKvT3ad1sOOgDhw9oANHD6jtSJsOHD2gI11HLP199YgJOrdqgeZXna8F1edrXlWTKoYO/p4jPA6HxHn/cqn6tXpuYfVilrBcmJDvOdepW96hot3NOuerX9DcwkKdmjlLE7ZtlQoKdGHj/KwqQv3Q7s1sG4ZWTjUMVoaXVRg+jtntCB5CmGAhhAk+ghgPEcaEC1Ux0UEYAy8ktipLF5Jk+pGczSBz4rJ7d+9MGuz38se43wcH0gVFdocdba0thqGPdHaeH6v7xA+DA35i59W0YZM0qHXxJer83k806oO3qW/adJ34xKe93jzfKyst1yVTLtMlU1573x88cUCvHFyr9QfXDfxvy7E9SX8XU0yHOg7pUMchrd+5Pum+inMqNK5inMaOGpv034pzKlRcZP3nnlHgUlJXMmh+me613Sqpy769WRid6T2jI51HdLjjsA51nn19DrUf0sGOg+o60WX5cSaX1ahx7Dw1jpuvc8ct0LnjztO4EdauNic8Dj6zef8Spav6zebcIpuLWYJ+bNlxztVXM02dP/ovdX316xr+8//S8P/8sQokKRbT0F+v1Kn3fcjyY/mh3ZvZNphVuIyqrFbN7Kak9mS1s5uohgGAHHH2DNiIMCY6CGPglXh1TOKP476+PhUVFVn+kZzNIHN82ZkNc9U4b6FvfoznOjjgRtWHWVAkyfawI12burWrV6mvt9fS8/PD4AD8z/D9c/PbdXzHdp3z5X9SX+00nX7zTR5uYTCNG1GtZbXXaFntNQO3dZxu16ZDr2jDoZe15cgGbTz0irYd2aTTfYPnDGk/1q72Y+3aumdr0u0FBQWqOKdCY8rGaEzZGI0uG62KcyoG/rd8RPnA3GG9B3oNAxezX4v97f2uzRnjpTO9Z9RxrGNgHx/tOqqjXUd1pOuIjnYdVeeJzqweb0TJSM0aM1v1Y+Zo9thzNbvyXM2unKvyoaPy2s6gh8dRbouZbt6/RGYBSrYXUmR7MUtQjy27LzCJVY7ViU98Wic++kmVPnS/zvnyP6l/TOXAuqwcv5lCMDfeB2bbkK7CZdaCJaqaXKeTXe0aXlZBCBMiVMMEC9Uw4UAQ4zGqYsKHMCY6CGPglYHqGJd/HPvtx3i22+Nm1YdRULRt83rDZfMJOzK1Y7P6/ILcCx7uSPf+0T98XkW7dqj8Q+9R36Qp6jnfuNd8FOU6sDZqaIUumvw6TS+u0+uHLVV542hVVlVrb1ezth3drK1HNmlH+zZtP7pVrx7doq4zgwOBWCw2EBy8qlcH3V+gApWNKFP5yHKN6BqhERqhkQn/GaERGn16tIpUpFKVqkCvtZ4rrCgc9HhBmUemP9avk6dP6vip4zp+8riOnzquYyePqetEl7pOdqnrRJc6T3Sq83inTpwePHm1FZXDx2l6xUxNr5ipGaPrNXN0g2aMrtekc6aogBZ+SaLeFjPTvH9S+qAklwspgl7pYoVjF5gUF6v7xpvVfePNkoyPX7N9my4Ec+t9UDV+omGFiyTt37nZNGgZVVlNABMyhDDBQggTHv49Q44QwpjwIYyJDsIYeCl17hik53bVR2pQ5ETYYWUuHyvPz+/t3uC9TO+fzu/+REV792jULTfo6OOr1FdT6/IW+k++A2tmf18zarqumHbdwO2xWExHTh3Szo7t2tG+Tbs6tmt3x07t6tyhPZ271NndYfj4McXOBg7pqjpeOfs/RSrSMA3TcA3XiJEjNOIvIzSsdJiGlQ7T0CFDVdRSpKKWIg35639G1I3QyAUjVVJUopLiEhUXF6u4sFjFRcUqKipS7GBM6pSKRheppLpkUDgRi8XUH+tXrP/s//b196mvr0+9fb3q7etVT1+Pevt6dabnzNn/9p5Rd0+3us90q7unW6fPnNbp7tM6deaUTnWf0onTJ3Ty9Mmz/+0+qVgsm5kdjFUOH6ea8mmaWj5NNeXTVFtRp2mjZqh2VJ1GDWX+BCtoi2l+DnDpsmssVTvnem7ht4tr7ObGBSZmx2+6z32jEMzN90HzoRODKlza9m7X6kdXDixTM7tJsxYssXW98BdCmGAhhAkXghgAyBNhDLxEGGOd11UfToUd8R/1e5p3aO3qVYPut/L82lpbNLpyrOWBH0RPX19f+tuHDlX7L3+tMcsuUcXN1+vIo08rNmqUexvoM/kOrGXz9wUFBaocPk6Vw8fpggkXDXqsjtPt2tPVrL1dzdrXtUctx/ZqX9duHTi+X/uP79PBEwcUyzDldJ/6dPyv/9Fxnf1vOtv/+t8sFKgg43a4paSwRNUjJ6p65ARNOmeyJp4zRZPOmaKJZZM1uaxGk8umangJ3735oi2m+blBQ+N87zYqBNy4wMRKNZPR53ZqCObW+yBeUS+9VuHScfhAUnWMJDVvWqOqyXVUwIQUIQzgLYIYn6AqJnyoiokWwhh4aaBVGYFMWn6o+nCqHUj8R31fb2/Wz8/oqvuZDXNt2S6ER3wukXS3x8ZUqv2+hzRm2SUa/tY3a903v6WyyqrIDKgmyndgzc6BuVFDKzRqaIXOHbfA8P59Lc26+74f6dhf/3NCJ3Rcx1VVN1mnCk/p6KkjOnLqkDpOt+vo6SM63Xsqq/Vb5XQIUzakXOVDKzRmWKVGD6vU6GFjVDlsnIb2lWpY31BNHl2jWZMbNW7EeI0eNkaFBYPbr8FeGQPeiMjn3IAwy5zTLdisXsiT6bVw40KhxBAm0cmudtPbCWLChxAmeKiGCR+CGB8hjAkfwphoIYyB16iOycwPfdGdbAeS7fMLe1uYttYW7WneIUmaUjM9FM/JK1YHivrqZurPf/8Puuhzn9GIj96uB9/0Js1buDhScz5I2Q2sGc0j4+TAXOr6Jk2s0SVNVwwKcRctWWr496d6T+lYd6c6uzvUebpDew/s1FNP/0Hd6tYZnVGPenRGZzSiokzjJk3U6d5T6u47rTN9Z9TeeVgHD7eqP+E/knROeblKhw5TgQpUUFCgAhWosLBIRQVn/1tSNERDikpUXFii0qKhGlo89K//O0zDS4ZreMkIjSgZqRFDRmpEyUidM6RMvcfOSKf7NaxguMpKyzVm9LhBnwHPP/OkXn757PM+qGaNb6rW7EvOtXX/wpyVgDcqcj038Lra1++cPOey0h5WstYmzskLhcxCGEkaXmbcRtHsdgQXIUzwEMKEE0EM4DDCmGghjIHXqI7JLOx90bN5fmG+kja10mft6lWRmwTaTlYHitpaW/TkmZM6/KY36c0PPqijY8bozwUFoQn3rLK6v8zmgXFqYM5sfdmEuMOKh2lY8TCNG3H2aumFEy5U2cER2r5lY/KC7dLyK25Neqy21hY9uHLFoMdcftWtth4fzz/zpDatWTvo9sTPACeC6KhPPJ8tQoT8+aHaN8pSPzt3bd+a02vh1IVC6UIY6WyLsprZTUntyWpnN1ENAwAOIYjxGapiwokwJloIY+AHVMf4h5+vjnZiEMwPz9dogFUKV7WPF6wMFMXDvVfmz9eYo0e17PHHdbSiIhThXrYy7a9MQYDdA3OZ1pdPSD156rTBQYwGh7puDBqbvf+l5OdrdxAd9gpDJxAi2MMP1b528sN5RDYSPzurxk/M+bWw60Kh+P47qeGWApVZC5aoanKdTna1a3hZBSFMCFENEzxUwwTLxi2HLS9LEONDhDHhRBgTLYQx8APCGG+1tbZozepV2vvX1liS/66OzqbKwcqgQr5Xg9s1+JJuAt0oBgJ2yjRQlBjiPbV0qSqOHtWbH3hAzTfeIkVw7qF0+8tKEGBnBZ+TFXDZhLpWAqp8Pgf2JHzmGok/X7uD6DBXGDopbCGCV6x+Vvg95AhDVZlXlddG5501s5s0a8GSjH87qrKaACakCGGChxAmWF7ZdDCr5QliABcRxkRL/KSHQAZeolWZN1IHEuL8eHV0fBAscS6VRFYHRfK9GvyJRx5KuqI+n8GXdAOptLxxVlK4V1Cgh66/XhP6+jXtbz+ko4+vUt/UGklS0Y5X1Td9hrcb6zG32zI5ub5sKxvMBirdGISNP1+7qzFos5U7twau/R5COM3vIQdVZbkzO+9s3rRGVZPrCFkiihAmeAhhwo8gxqeoigH84/SOtervOqzCskoNnX5e1n9PdQz8gOoY+2QayEnXFkdKf3V0usd2cgApsad54lwqmzesszwoks/V4KkhTLr1WGE2gS4tb9yReoV7720fVmzZJRp18/U6+sifpOJijW2ao6P3/15nLr/C6831jNttmZxYX+LnUr6VDXYNwk6pma61q1cZ3jejvjHpseysxqDNlr3s/s7zewjhNK9Djs0b1ulQ236NrZqghsb5hstQVZabTOedJ7vaCWIiiBAGcF621TASQYyvEcaEE1UxwXJs1X1Sz2lJUl9Hm3pad+icJTdl/TiEMfADqmPyZ2UgJ11bLMn86uh0j+3kAJLZ4MyJE8cM53yQjAdFcr0avK21Jav1WGVU6cNAjnsSr3CPSWq/90GNecOlGvXuW9R+70PqmzRZpU89EekgRnK/LZOd6zP7XMolgOnsOKrOjnbD+7P9HDALYmfUN+qyq95kuLxd+502W9kxC1vs/s7zOoTwAy9Djt/cfZcOtbVKkjavX6fN61/SDbfcNmg5qspyk+m8c3hZhUtbAr8ghAkmqmGCJZcQRiKI8T3CmHAijAmG0zvWDoQwA3pO6/SOtVTGINCojsmN1YGcdAMGZldHp3vs+P/PtN5cmf2ANwtHJOPnmOvV4OkGEPIdfPGqTzsG65tZr45f3KuKG65R2ac+pjMXXaIhq/7k9Wb5gtvHqR3rs2tg26ydTqJcPge8DGL53LHGLGxxIjRZY1IhFaRKi3wrhNKFHE5W3J6thGlNuu1QW6s2b1g3qDKGqrLcnNRw0/vKxlRRDRMxhDDBRAgTHQQxgEcIY/yvv+twVrdbQRgDv6A6JntWryY1GkiYUjtd512wJKdJu9NtT7rBCasDK9kOcqYbFMnlanCz9ae2EEJwFbbu14jv/rtOX3e9uv7jhyr/yPt16vobVPzKOhV0dipWXm77Ov06F4Rftytbdlxdn6mdjpQ+vM60HwlE/Ctd2GJ35UZba0vS5OWJglJpYUeFkFnIkdiaNNfHNnO24nWD4X2H2vYbtiijqiw7zYdOaFRltWpmN6l505pB93cdaVPH4QOEMRFBCAO4I9dqGIkgJhCoigkvwhh/KyyrVF9Hm+Ht+SCMgZ+EqTrG6QFOqy0z2lpbNLpyrC5ddo2KioosbU8u7TjS3ZfNoI3R4MyM+ka9ajB4cumya0x7uyc+Xr5thMxaCCGgenpU+seHNeIH31ZP47k6/YarNPSh36hA0pDn/6zuK6+xdXWpx39d/RxdftX1tq4jF2Gao8KOFkJmA+7jxk/UnHPPM/3sDNN+9Csrc6HlMxfQ1k0vG94Xf0zj+9rV1tqS9frMjrMptdlVScWfc19fn+XvdjvYWSGUGnJI0oMrV9jy2KkyVbuNrZpgeh8hambxC6riZi1YoqLCIu3Y8MKgZZkjBvA3qmGihSAmIAhjwoswxr+GTj9PPa07ktuTlQzNqS1ZKsIY+EkYqmOsDMzlG9RYaZlhtB0zG+bm/djZtOqwMmiTui+MrkAdPmLkoHVmCmFyxRWw4dY/ZaoOv7BeQ/7vCQ3/yQ9U+ujDUkmJ1NOjofevtDWIMTr+4232vAxjwjZHhR0thMwG3A+2tuiiS5dJkrZtXp/0mRC2/ehHmb5P8wnCMg3Ox19rozl+1q5epbWrV2VcX+r3m9lxdt4FSzJub/yx9u7eadiu040Q0O4KocSQY9vm9WnXmU/Ylu51Hlc9wbHziShIDWHiKifWGgYxzBETDVTDBBMhTPDkUw0jEcQAvkAY41/nLLlJp3esVX/XYRWWVdoSwsQRxsBvglYdk3h1aqaBObuuoE4XGOQ7QJjusbMJKjK1OVuzelVSm5bECbZzXacduAI25AoLdeayN+jMZW9QUfMuDfvJDzTix99Xyer0ramylW7Oo8Z5Cz07xrycKNsp+X5GVI2fqMk10w3bRpl9ToVxP/pJpu+xfL7nMg3OJwZ5iXP8rE2Z3yXd+sy+63MJDa3MX+RGCOjkBPZmj7F390499ejvBv6d7TmT2ft0wqQpqqtvJITJg1kII8mwRVnt7CaqYSKAECaYCGGCJ98QRiKICRSqYgBv2Bm+pCKMgd8EpTrGygBJfGDO7iuozQKDTAGIlcHKdGGE1aCir6/P8PZXt2zQvt27Bt2ebl8QjsAJfTW1Ov61b+r4578i/fV4tau1YLrBSS8H650cTPVSvp8RTYuWGAYxqbfFP6ey2Y9hmY/HTZmCrj0mc63sad6RcR+bPXbD3PmaNXveoL+vGj8xq+At3Xd9tqGhlfmL0m2LncwqhHZt35r3eo0eu2r8pEHVP9meM5m9Ty+4eCnvxTykC2HiZi1YoqrJdTrZ1a7hZRWEMBFACAMES6HXG4Ds2JG+wZ9Iw6OLkyf4kZUfe16xOkASHwjIFJDYJd2VpQ+uXKGnHv2dHly5Qs8/86St601VVFRkeLtRCBNn974ALBk6VBoxQs8/86Rt75Gq8RNVVz/H8D4vQ4/4gGeibFt5hZHRfplSW2e4bHzA28p+zPaYamtt0bbN69XW2pLDswgPL6ovjEKYXLYn03d91fiJmtkw19J7LpvvRDc+V2rrZg267eU1z9tyvF54yWVafvOtmlwzXZLU1rrPcLls9knV+IkaWzU+6baxVeMj/3mXi/hn07rNxiGokVGV1ZowrYEQJgIYRwguxv+Cx67xeCpiAojKmPCiRVl0URkDP/KyOibdlcxWBgMSB+bsGljKNFFvfODhUFvrwG2jRlfmfWVptnIZFMp3ICnx9ZJy7ytvB66CDxYn5vyIzwWT+N7zQ+jBXEjGjCYQ37Nr+6Dl4vdl2o/ZHlN2ta4Mg0xz/0ypmT6oVVj89nwfO9+/sTNEsvo3bn2uuNGSz6gyLVE2+7GttSXpXEiSDrW1qq21hc+9LKR+NtXMbtKsBZnnNkI0EMIEFyFM8NhZFEEQA/gMYUx0xU+mCGTgN27PHZNpUMxsMODSZdeYBiT5Tipt1gotcduMBh46jh42fDwnW5kYPd8Z9Y16dcsGw+XzHUhK1ybO7QFNBlSDx6kBxsuvul6N8xb6LvRwqt2fFwGknetM3S+ZPrPT7cdsjqnNG9bZHgQGXbqgK9/v01zCSKt/k27bsj1Wzb5HJ02tNb0Yw0lOtzbMdIFLtucJzOWUP6NAuXnTGlVNrsu50qXj8IGBlmWSaF8WYIQwwUUIA4KYgKIqJtwIY6KN6hj4kVvVMVauZDYbbEk3+Ws+V6Kna4WWuG1+amVi9HyHjxiZ9Dym1NbpvAsuzmtQJFObODcHNJ2orIDznBxgjMocR14EkGbrtCucyecz2+oxlS5EjvqAcbr3Tr6VXUaPnem4sfpeNtq2XN8fTlSw5fr+sOOCknTM3jPnLVqiKTXTs15PWOfEctOOPa2Gt5/sas8pONn60io1b1pjeB+VNsFCCAO4y+4pQghiAowwJtwIY6KNMAZ+5XR1jNWJgHMZIMl1UDZTwBIfsDMbYBg1eow6jh4Z+LdbfdJTn68Tg0pWwie3BjTNtmXN6lW6ZvnNjq8fuXF6gDHsvAggzdZ54sSxpHZw+QZCuX5mWzmmMoXIDBinZ2fIaXeQmLht+b4//PQ8nWxtaPaeOX/xpbY+Hp/r1jQfOjFQtZLK7PZ0Og4fMA1hpPwrbeAeQphgoxomeJyYp50gBvAxwphoI4yBX3k5d0wit652zzQgF7/fakswL/uk273PrAxW7t29UzMb5tq2zmy3ZW/zDvrS+xxzp+TOixZAZut0ez6sdDIdU+lCZAaM3eN0kOiXFll2PU8nz3vs/hz2++e6X+eTaz50YqCF2PiaerU2bxm4r3Z2U05hycmudkvLEMT4GyFMsBHCII4gJuCoigk/wphoI4yBnzlRHZPPRMBOMQpY4lIH7FIHHjo7jhrOzRKWtjfp9k3c9i0b1ThvoePPt2r8RE2umW444bDf9rdfB4C8FJU2YnbzogVQNo/t5Xsv3TGVbq6xdG0uYS+ngxK/tMjySyCUid2fw379XPfjfHLxi5xSW4iNr6lX5fgpec3lYqWKJpdKGwDWEMIEkxPVMBJBTCgQxoQfYUy0EcbAz+yujvFrO4vEgCXTRL1WBh7C1PYmcd90drQbBmluDTY1LVpiGMT4aX/7cQAIweXFZ6bV6j/JX++9RFbnGjMLTQlT7eF0UOKXcwq/BELIXJ3kxXu7+dAJ7du+UQdbdurQvp1J97U2b9GUWfPyqlYZVVmtmtlNpu3Jcq20gXuohgHCgyAmJAhjgHAjjIHf2Vkd46d2Fqk/yHOZlNjLQSC3BhTi+6attcUwiHFrsMnr/Z2JF/N5IHttrS0D81XlMlG125z+zDT6HDFa5/ARIweFM37ed5n2m1loSphqHzc+s/1wTuH376YoSVedtGv7Vtff282HTui5R+5R15E202XsaBs2a8ESVU2u08mu9oHql/j/J4TxN0KYYKMaJpicqoaRCGKAwKAqBoQx8Ds7q2P80M7CrsE2NweBEgdMvRhQ8MNgkx8G3cwEpT1NlKW+79euXhWIgXanPjPTfQ6mrvPCSy7TiRPHBuaKeXXLBg0fMdKzfWcliDbbb2ahaXnFaMJUm7nxme2Hcwo/fzdFidmFIX19fa6/t+OVMOlCGMm+tmGjKquTQhcCGP8jhAk2QphgcjKEkQhiQoWqmPAjjEH8ZIxABn7mxNwxZpyq+LC7csGNQaDUAdNU8UFEp+c/8MNgkx8G3YzQnsbfjN73UvAH2nP9nMz2c7CttWUghLGyvJNSPw8n10xX06IllrfDLDQ91LbfdPmgHh9+4NfPbLtF5Xn6mdkFI0VFRYbLO/Hejl+41HH4gPbv2px2WdqGRRchTLARwsAMQUzIEMaEH2EMJKpj4H92zx1jxMn2MF5WLsQHTTPNRZP6N+lCmLinH39Yne1HXamMYbBpMD9UDMGc2fs+fl8QX6d8Piez/Rz0S8WX0efh3uYd2tu8w/LzNwtHx1ZN0Ob16ywvD8B/jC4YaWttMVzW7vd2/Px460urTOdskaSJ02Zr0oy5hDARRQgTbIQwweV0NYxEEBNKhDHhRxgDiTAGweBUIOP0XBt2Vi6kuxo99T6zqpZMg4fpBpBTBf3q/lzkEm45xQ8VQzCW7v3d19fn4pbYI9/PyWw/B/1S8RWf38eI1edvFpo2NM5XZ/tRwlQg4FIvGHHjQonESph0IUz5mCo1Ln6DbetFsBDCAN5wI4SRCGKAwCKMgUQYg+Cwu12Z01de2/WDPN3V6Kn31dXPGdTWJy7T4GG2A51OXaHuVKu4fOQabiF6qsZP1OSa6dprMJBv1rbGz/L9nMz2c9APFV+ZWjRK1p+/WWhKmAqEk5Pv7XgII0knu9oNl6kYN1ETahs0qW6ObetFsBDCBB/VMMiEICakqIqJBsIYSIQxCA47q2PcuPI63x/k6a5Gj///RGYhTFy6wUOzAdCyURV6+vGHBy2fbj/lGqY42SouV+latvll7go/7Ce8pmnREsMgJoitp+z4nMz2c9DLkMJqi8bE55/p886szSLtF4Fwsvu9nRjAxA0vqzBcduaCJbQiizBCmOAjhAkut6phJIKYUCOMiQbCGEiEMQgWO6pj7LzyOt1AXD4/yNNdjZ6LTIOnZgOg2bTRyTUkcLpVXK4y7Ws/zF3hh/2E1/ihqsMudj2XbD8HvQoprHy2Jj5/QlEATjIKYSRpVGW1amY3JbUnq53dRAgTYYQwwUcIE1xuhjASQUzoEcZEA2EMpNdO4AhkEAR2VMfYceV1tgNx2VSL5HI1ull7MquDp0YDoFb3Uz4hgV8m6U6VKbxyu8rBr/sJycLUeipMzyUTs3l85p9/kSpGj0l6/oSiAJxkFsLEzVqwRFWT63Syq13DyyoIYSKMEAaIFoIYICQIYxBHdQyCJN/qmHyuvM52IC7b0MboanRJ2rV9qy685DLDK9UXLVmqxnkLbZ9Y3sp+yickMAs0vJ7g3Ow1kF4Lt9yc18Yvk5kjszC1ngrTc0nHbB6fitFjNLNhbtJthKIAnJApgEk0qrKaACbiCGHCgWqY4HK7GkYiiIkEqmKigzAGcYQxCBI7547Jxh6DeSDit6cOxOV69XRt3SzTvzO7Ut2rQdN8QgKzwOPpxx9WZ/tRT9v9JO7n1HDL7dZERvtpRn3jwKAwA8BwipuBo1ey+QwLeigahdcz6niNgyebEAYghAkHQpjg8iKEkQhiIoMwJjoIYxBHGIOg8SqQsSLXq6cz/Z2frlTPdz6JCy+5TOUVo/X04w8n3e6Hdj9G+9mr1kSJwdDe3Tv16pYNenXLBknMUQFnRGUulGw+w4I8F1BUXs8o4zUOHkIYZIMQJhwIYZALgpgIIYwBoocwBkGUb7syq6bUTNfa1asMb5eSr0a1cvW00dWrbl51nevVs4l/l+98EmatgfzY7sfL1kTxx3/q0d8l3e6H0ArhYjVwbGttGagSnFIzPbDHYDafYUGcP4e5bcKP1zhYCGCQLUKYcCCECTavqmEkghgglKiKQSLCGASRG9Ux6a6INroaNd3V02ZXr7p11bXVq2dTw5p0252LILX78XpbmaMCbrBynKV+DqxdvSrQV+BnU2nol6pEq0E6nxvuMXtNnG4ZxmscHIQwyBYhDOA9L0MYiSAmcqiKiQ7CGCSKn/QRyCBonK6OMboi2uxq1OU332p49XSmq1edvura6tWzqYOtdfVztH3Lxox/l410c6AcPXIoaX4Wr3ndmsjrIAjRkOk4M/r8kLgC303ZtKHic8MdZq+JGy3DeI2DgRAG2SKECQ+qYZAPgpgIIoyJDsIYpKI6BkHkdHVM6hXR6a5Gndkwd9DApJWrV1PXYecVtVbWbzTYmhrCGP1dLtLNgRLnl6vtvWxNVDV+osZWjdehttaB28ZWTWDg2wCTVucuU+Bo9vkRv4/97SyzIL2ouNiwRZzXAXLYGH22mL0m5RWjHW0ZlrgtvMb+RQCDXBDChAchTLB5XQ0jEcREFmFMdBDGIBVhDILKjXZlUvZXo2Z7u91X1FpZf7rBVquPl81guNkcKHF+utreq9ZEba0tSSGMJB1q26+21hZf7Be/CMqk1X4Oi9IFjumusucKfOeZfTavXb3KtEVcEOe28SOzzxaz1+RQ237D2+0ILI22ZfnNt/Ia+wwhDHJBCBMehDDB5ocQRpIKvd4AAM7jCwOpOCFEkDn9Qzh+xXGidFejZrO82ZW2ba0tjm6v2YBqXf2ctH8X9/wzT+rBlSv01KO/04MrV+j5Z57MuF2Zwp9swqEwSlfJhLOceL84IZf3h9uqxk80rOgz+vyQuALfLZnCLrPj3ez1hDXpPlvMXpOxVRMMb883sDTbFkm8xj5CCINc8Js7PBhTg12oiIkwqmKihcoYpKIyBkHmdHVMtlccW13eqUl4M63frJ3NoiVL1ThvYdrttjoHTapMg1NRv9qeeQAyM3u/7Gne4engZGL1iyRH2xWZrdfOx45/fuxp3iFJhi2x4Ayjz+ZUtIizX6YWpEbflw2N89XZftT2lmFOnRfAHgQwyBUhDOAffqmGkQhiIo8wJloIY5AqfoJIIIOgcjKQybZllZXlnRx8z7R+s7Am09/lOkiUboCRq+2Z68EKs/fF2tWr1Nfb60mLstQWQpNrphsul+n9kW2o4nSLNq9a9CE5CFu7etWg+6Mazm7esE6H2vZrbNUENTTOt/WxM30Xm31fOtEWjlDevwhhkCtCmHChGibY/BTCSAQxEGFM1BDGwAjVMQi65kMnLIUxTl1RbvVxvR58z2WwNZ9BosRBq76+PhUVFdHvPgFzPaSXLszzYp4ho+qwvX+tIkmV7v2RbaiSa1UagiP+2dzX20s4K+k3d981MIfW5vXrtHn9S7rhlttse3wr38Vm35d2h5ZenxfAGCEMckUIEy6EMMHmtxBGIojBXxHGRAthDIwQxiDoMlXHOHVFebaP68Tgu5MThec7SMSV9umxf9K78JLLVFRcbFgpsGb1Kl2z/GbXtiVeHfbAAw/o9OnTuuWWWySdrYpJDGRS3x/5tjKjdVF0EM7GK2Fak2471NaqzRvW2VoZ46d97adtiToCGOSDECZcCGHgBIIYIKIIY2CEMAZhYBTIOHVFea6Pa+fgu9MtiyQGieCtKTXTDYOYvc071NbakvPxmG2A2dfXZ3h7bd0sNS1aYvhYdrQyGz58pOHtYWld5GSQHESJ3w9Otufyq0Nt+01vt3sf+CkI99O2RBUhDPJBCBMuhDDB58dqGIkgBgmoiokewhgYIYxBWCS2K3PqinKvr1R3s2URg0TIVb4D7VXjJw6qOonL9b2WS4BZVFSU8fZf/PfP9IffPajdzbtUVlauyZMm6g1veINKS0slST+/62fasmWLbr/99oG/ee655/Tjn/xUazftkiR97Pb3qrOzQ/PPW6j//tmPNGRIqb7z/R/p5//1Yz3//PM6cuSIhg8foZc3bNaX7/yWKscG9/zdyusQ1aDG6fZcfjW2aoI2r19neDvgFEIY5IMQJlwIYYLPryGMRBCDFIQx0UMYAyPxk0kCGQRd/Ie1U5PhOvG42Qw6eh0EAZnYVbHVtGiJYRCTy3st1wDTbF17d+/UU4/+TpK0Yd1f9La3v0tXXfdm/fnpJ/TVL35Ojz32mK677rqB5YcMKU36+4lTarRx05ak21Y9/ZTOOadMKx94WJI0q2GOXn75ZV14yVLNaZwnFRTqi5/9lD724ffpl/f91vqT9xErr0M+x0+QAxy32nP5UUPjfG1e/1LS8x9XHZ2KILiLAAb5IoQBkA2CGAxCGBM9hDEwQ3UMwuJU8SjVzG5S86Y1A7fZMRmu3ZPsZjvo6FTAlCjIg5nwlp0VW3a+13INMOPb8MADDwzcNqO+Ua9u2TDw78WLF6u/55SGDCnR0mVX6dmnn9Tvf//7pCBm2IgRWn7zrQPvq4ceuF/SI0nrGj58hL713R9ryJAhA7d98CN/l7TMV77+77p66WKdOH5cI0Yaty/zs0yvQz7HjxstG53kZnsuM15+9t9wy22RbMsGdxHCIF+EMOFDNUzw+bkaRiKIgQnCmOghjIEZwhiExawFS1Q1uU7DddLWgaXaulkqKj57SjWlZnpe81W41WbMqqAPZsJbdlds5TNXUeKgcj4B5oWXXKYptXVqP3p4IExJDGJ27NihVatW6Xvf+75OnT6lnjNndOav/x0yZIjGVI7T4SPtGVv9NcxuTAphJOnldWv1rTu/rI0b16uzo139/f2SpH379mhW/Wwru8E3zr4e7Yb3xV+HXI8fP36WZsvr9lx++OxvaJxPAANHEMDADoQw4UMIE3x+D2EkghgACQhjYIYwBnbZtu5ZdRzar1FjJ2jm/ItcX/+oympJ0imbHi91sKqvtzfngb5cBh2dbE0WhsFMeMuJiq1c5ioyGlTOp7pm2LDhOjOybNDy7e3t+tWvfqXzzz9fX/ratzRtxkzd/fP/1Pe/8+/q6+uTJB09ckgnjh9L+rve3p7B6xg+POnfJ0+c0C03XKvXX/4Gff8nKzSmslIt+/bqlhuuVc+ZM5a22y9SX49Eia9DrsdPGFo2etmei89+hBkhDOxACBM+hDBwC0EMTFEVE02EMTDDvDHI11P3/1RnTp+UJLUfbFHLjo1aeuP7Pdue+I/xmrEjcvp7uwerzAYXOzva1dbaYviYTrYmC8NgJrxld+u+XJi9T5fffGvO1TWJEp9ja2urYrGY/v4fv6DFl16uttYWbUqpahgxYoQOHTqoA/v3qXrCJEnShvUvZ1zPq69uVfvRI/rsF/5ZEydNPvs8XlqT4a/O8lN7QaPXQ5LOW7RkUEVhrsePGy0b3WDUnsuN15LPfoQRAQzsQggTPoQw4RCEahiJIAYZEMZEE2EM0qE6BrnYtu7ZgRAm7szpk9q27llPKmMS5RrI2D1YZTToKElrV6/S2tWrDFvDODnQHZbBTHgrn3Zidkj3Pp3ZMDfn7TnW1aUNr6yTJI0sH636c89XxdgJuvfee7Vh4yZNmFKr3/7mXv3lL39J+ruamhqdOHFCP/rev+vd7/+wnnr8j3rqsUc1bPhwbdu8XuWjRuvUqZM6cbwrKYCdOGmyhgwZov/6yff1rvd8QFs2bdR/fPNrGbcztfqkrn6OJk+d5lkoY/Z6lI+qMNyeXI4fPwSAdklsz+VWuzA++xE2hDCwCyFM+BDChENQQhiJIAYWEMZEE2EM0iGMQbY6DhlPPGx2uxeaD53IKoxxYrAqPui4p3mH1q5elXSfWbWNUwPd+Q5m+ukqfHgrl3ZidnFqUPnZVX/SGy69IOm2t73zNn3xn7+p73/7X/W1L39O5zWdr2XLlumBBx4YWGbs2LG69tpr9dAD9+sXK/5L177xzbr2jdfr9799QE89+jtJ0p5d23X69Gk9uHLFwGB7ZeVY/ccPfqY7v/x5/eePv6+58xbo81/5um695QbTbTSqPtm+ZaO2b9ko6exAvtlnh1Pv31xej1yOH68DQLu52S4sTEEWQAgDuxDCAP4UpBBGkgpisVjM643wu66uLpWXl2vqh+9TYenwzH8QUoQx0UQYg3QIY2DVtnXPatfGFwfdXjvnfM8rYoxYDWRSr1Cev3CxFi1Zmvf6t21ePzAom2jplW/UzIa5eT9+NnIZkPXDRM9AnFPv01zWnbr+ttYWPbhyRdrHWH7zrTkNgpt9jpiJv0+dfv96+Xpk4tcA2YvvBL/uC79g//gbAQzsRAgTTlTDhIMfgpj+7pPa/YOb1NnZqbKysrTLUhEDIC0qY5AO88bAqpnzL1LLjo1J7cmGDB3uyxBGst6uzKmrruMTe6fyojVMtlejM9Ez/MaJ96nVQdjEKjdJg+ZBMWvVlSjXdofZfl68vOZ5lVeMdvz9a/frYdeAuJ8DZC/ahcX3ZfwY5fP7NX4+VkAIA3sRwoQTIUw4+CGEyRZBDCyjRVl0EcYgE1qVwYqlN75f29Y9q45D+zVq7ATfhjCJrAQydrddMrqCXgpOaxivJnrm6mSkY+f7NNtB2HTrtjKQnrhMNse52bxT6RxqM24Xaff7167Xw64Bcb8HyF60CyNsMOb3YyXKCGBgN0KYcCKECYcghjASQQyyRBgTXYQxyIQwBlYEIXwxku38MbkyGuCRpEuXXTMwYXM2j+VFMOHFldsMGMIKO94Tdg/C7tq+Ne39iYPtuRznidUne3fvHJgfxszYqgnavH7doNv9OFG7na+FVwFyNtyc94awwVwQjpUoIoSB3QhhwokQBl4jiEHWCGOiizAGmdCqDGFmtV1ZLuIDxJ0d7Yb3FxUVZfV4XgYTbl+5zYAhRQXxcgAAWTZJREFUrHjikYeSQohc3xN2DsKmC16LioqSBtvzOc7j1SczG+aqcd7CgYH8Xdu3DnqfNjTOV2f70UBM1G7na+FFgJwLq5VE+YaOhA3mgnKsRAUBDJxACBNOhDDhEdRqGIkgBjkijIkuwhhYQXUMwszuQMasFVmibAZ4/BBMuHnlNgOGyCQ1hJFyf0/YOQhrduwWFRUNmoDdruM8cSC/avxEw/epm+/ffNj5WnjR+sspdgTxhA3mwnSsBB0hDJxACAP4W5BDGIkgBnkgjIkuwhhYQRiDsLMjkDG7Ij5RtgM8fgkm7J47x0xfX19WtyN48rm6v621xbQdVy7vCTsHYS0Pdsdijg2Mm71P3Xr/5sPstZCkbZvXZ328BCWASseuIJ6wIb0wHCtBRgADpxDChBfVMOEQ9BBGIogBkCPCGFhBGIMoyGf+GLPQ5LxFS1Q+qiKnAZ6oXcls1rbt+LEul7cE+TIKXPK9ut/sPSbl/p6waxDW6mD3iG/9i+r/9JQWfOzv9NKGl9IuGzW1dbNUVHz2J+2UmunatX2rHly5YuD+uvo5uvyq6y0/XhACKDNtrS3auullw/tyCR0JG9JLPFa8mpMtighh4BRCmPAihIGfEMQgL1TFRBthDKxg3hhEQa7VMWYDwVNqpjs+uBsWZvtw7epV6uvtdW1uHOTHKHCprZuV99X9ZpVRM+ob83pP2DVgb2Wwu3vZVRrxb1/XFb9Yoalf+6Y6uzoGLRvFgeDUY6ars31Q9VP839mEMUGUqcVlrqFjkIMpt3g5J1uUEMDASYQw4UUIEx5hqIaRCGJgA8KYaCOMgVVUxyAKsg1knApNonQls9E+jHN7bhzkxqydUrzSIZXVq/vNBqdn1DfqsqvelNvGOiDTYHfv/AXq/OnPNeodN2n6tOk6/oV/Tro/CgPBqUGT0TFj1oJu+5aNapy30HAf2xVgeRmEZWpxafU7JYphXrasHId879iPEAZOIoQJL0KY8AhLCCMRxMAmhDHRRhgDqwhjEBXZBDJOhSZeXMns1UDehZdcpqLiYq1dvWrQfW7PjYPspWsfZsTK1f1mg9OXLrtGDY3zs1qfH3Rf+yYd+8rXVfa5v1df7XSdetd7JNk3J4ifGQVNoyvHZvUYRp8DdgVYTzzyUFIIlG07tHyZvX8a5s7XrNnzcgotwxjm5Sub43BP8w5CLRsQwMBphDDhRQgDvyr0egMQHmFKKJE9vuhg1bP7j3LSi8hoPnTC0kBC1fiJmtkwN9ADNs8/86QeXLlCTz36Oz24coWef+ZJV9c/pWa64e1hnRsnTNK16JvXdGHSbVav7jcbnDabUygITt7xMZ18zwdU9omPaMifzr6/zJ5ntuGWm9paW7Rt83q1tbZYWtYoaDJrOTdpaq3h7anHmNnjWtmmRKkhjHS2AueJRx7K6nHyYfb+sRrC2LUvwizb43Dt6lWefReGgdVzJyAf/B4NL8amwiVsY80EMbBV2N4gyA5feMgGJ7+IkrAPKPhhIC/eoixRmOfGCZN0r92Fl1ym5TffqqVXvlHLb75Vi5YstfSYZoPTgQ7mCgrU9Y3/0JnXXaZR77xZRVs2mQ4Em93utWwD2z3NOwxv37V9q+Exc+2bb1Fd/ZxBt6d+DtgRYLW1tqRth+bW51++n31BDPPcli7YTd33qQi1shP28yX4A79Dw4sxqXAJ4xgzrckA2Io2ZcgGrcoQJdnOHxMkZoNUa1av0jXLb3ZtO6I0N07YpHvtzNrspWuF59T8S54rLlbHXb/S6Ktep4q3LNfQH/7UcDE/Vv5k20Yt3QT0e5t3qGnREsNj5vKrrlfjvIVpPwfsCOoyBRVutkXM57PPjn2R+F6UFLrP4HT7aGbD3IF939nRTovMHBHAwA0EMEBwhDGEkQhi4ADmiwFhDLIRPyEmkEFUhDGQMbv6fm/zDrW1trg6AOXF3DiwLlN4YvW1szKnhVfBnNNzJcXKytS+8iGNWbZEs//+7/Tk8uvVW1KStIxfKmIS90W6yovU/ZRpAvr435m1dMx0LNkR1GUKKtyuvsr2sy/xtclnX6QLzMIy10ym4yW+79taWwyDmEBX4rmAEAZuIIQJP6phEAQEMXAEYQwIY5AtqmMQNWEKZNJdfc+VwIiza0LwbCor3A7m3Jr0vH/yFLXf84Aqrnq9rn/wQd1/441S4Wtdp/1QEZO6L1JbhsUZDVJbaYuV7+B2vkGd0eB8nN+rr4yO0+U335r1vsgUmKWreAoaK8dLaCvxHEIAA7cQwoQfIUy4hLUaRiKIgYMIY0AYg2wRxiCKwhDIpBsQ5UpgSNm3pUpnjcEV55L3oZ+dz9GK3gVN2vPNb2vORz+k9tGj9eTllw/c5/X7zmhfbN+yUXX1c5LmVTEbpM60/fG/y7f6KN+gLnFwvq+vT0VFRb5oyZVuv6Q7Tmc2zM1qPVYCM6/fl3aycrzQIjMzAhi4iRAm/AhhwiXMIYxEEAOHEcaAMAbZolUZoirIgYzZleFcCYy4bNpSpdPW2qK9JhO4ex0+mD3HPc07HBuUHfau92jjS3/RJXf9TEdHj9a6BQt88b4z2xeTp07LOH+LZPyZMqO+UZOm1g78nVvVR5lkGpx3ulVdqkz7xa73omTtPef1+9ILtMg0RwgDNxHChB8hTLiEPYSRCGLgAsIYEMYgF1THIKqCGsjErwLe89dB8ik10xmIwgA7JgSXzAeRp9R6f7yZPZfEOSOcCAsq/+37OnLihN54/71qXP4WjViy1NbHz0Y8dDCboyYeRlh5rdJVFrhdfZQrt8MiK/vFrveilL49m0QYj9cQwMBthDDhRwiDICKIAeAKwhjkgjAGURbEQIargGHGrrkTzAaLz7tgSV7bZ4dMg9KSQ2FBQYF6vv8z9Rw6pNqP36Ejc+aqb2a9fY9vIrXSIzV0GFs1XofaWgf+ncvrbfaZYmdVh1O8CIus7Be75zFJDczi66MtF+IIYeA2QpjwI4QJnyhUw0gEMXAJVTGQXvuyJJBBNmhVhqgLYiADGLFj7gS/T4ad+Bw7O9qTqmHi4oPltg5Wl5So47/v1uirXqeKm67XkSdWKVY5Nv/HNZEauqTO/SJJh9pademyaxyZN8WOqg6nW4Z5ERZZ3S92z2OSGpj55f0IbxHAwAuEMOFHCBM+UQlhJIIYuIgwBnFUxyAXVMcg6poPnSCMQeDZUTXl9GTYba0tebXYiz/HttYWwyBm7+6deurR3w382652VbHycrWvfEhjli1Rxdv/RkcfelQaOjTvx01lVOmRGsLEFRUVZT0BvBX5BnJutAyzswWYVdnsFyoY4RQCGHiFECb8CGHCJ0ohjEQQA5cRxiCOMAa5IIxB1FEdA5zl1CBy6gD92tWrch6kN5tw/tUtG5KWs7NdVf+Uqeq4+zcafd0ylX/4ver82S+kwsK8HzeRWaWHESdDh1wCuXjIlm/LMCvVNOlCESercZwOKoF0CGHgBQIYAEFBEAPXEcYgjjAGuaBVGUAgAzjBqNJDyi8oSR0U7+w4OiiIkextV9XTdL46fnSXKm59q/qmTdfxz33ZlseNsxquuNEyLptALjVkS2X1NcimmsYoFMm3GsdqCEQAAzcRwMArhDDRQTVM+EStGkYiiIFHCGMQRxiDXFEdAxDIAHZKV+mRT1BiZVDc7sqR7utv0LEvfU3nfOEf1Vdbp1Nvf5dtj21U6ZHq0mXXqKFxvm3rzJdZyJbIymtg9DiZgrrE1z+Xv0+UKcRxet4bIBUBDLxECBMdhDDhE8UQRpLsrVMHshDVNx0G40sVuXp2/1FOwAGdHQhhMATIT7qBeLuCkniIkcipypETH/2kTr7rPSr7+O0a8syfbH3sCy+5TMtvvlUNc+cb3l9UVGTr+vKVqZ2a1dfA7HGstmvL5+/NQpy21hZJZ0OaB1eu0FOP/k4Prlyh55950tI2AbnivANe4jdgdDBeFD5RHg+mIgaeojIGcVTGIB9UxwBnUSED5M6s0sPuoMS1OTwKCtT1re+qaM9ujXrnW3TksafVN2OWpT+Nz6UiSVNqpptO9i5Jm9evG3Sfk3PD5MJse85btMT0+WXzOFafbz5/nynEyXfem7CgKsh5BDDwGiFMdBDCIGwIYgD4BmEM8kEYA7yGQAbITTwkyRRC5Mu1OTxKStTx33dr9FWvU8VN1+vI488oVjk27Z+ktr9au3qV6Twm6Sak9xOz7Tx/8aW2PI7V55vP36cLcdKFNH57LZyU7/w7SI8ABn5ACBMdhDDhFOVqGEkqiMViMa83wu+6urpUXl6uqR++T4Wlw73enFCiKgaJCGOQLwIZIBmBDOAdP1yhX7S7WaOXLVHftOk6+tCj0tChhsu1tbbowZUrDO9bfvOtptvvh+eYbhvi9/X19amoqCjv7cz3+eb696lBw/yFi7VoyVLT1y3daxY27APnEMDALwhhooMQJpzCGsL0d5/U7h/cpM7OTpWVlaVdlooY+AItypCIyhjki+oYIBkVMgg6Pwz058IvV+j3Ta1Rx92/0ejrlqn8I+9X509/LhUUDFou3Vwl6aorsq3wsfv1TLefje6b2TA3r/XlW9GU69+btbULSmWSk+JVbKmiVhVkN0IY+AUhTHQQwoRTWEOYbBHEwDcIY5CIMAb5IowBBiOQQRD5JczIltnk6l7N29Gz8AJ1/PguVdx6i/pqp+v4Z784aJl0c5XYNe+L3a9nuv0c//9G9wV1cN4sxKmtm6Wi4rM/751qqedXqcdUIr/NVxQUBDDwCwKYaCGECSdCmNcUer0BQCLenEjElzDy9ez+o5y8AwaaD51gkAWBYDbI3tba4tEWWZdpcnUvdF9/o4594asa+c2vaejdvxh0f7yyIpVd1RVOvJ7p9rMfXwMnPP/Mk3pw5QqtXb1Ka1ev0q7tW73eJNcYHVNxUasKsgPnB/ATfsdFC+M/iAIqYuA7VMYgUfzLmOoY5IPqGMAYFTLwQjbzdQR5EvJ0k6s7IbHdlyTT1l8nPv4pFe3cofKPfkh9k6eqZ0nyhPXx9lfxVk92Vlc48Xrmsp/DVCXht8ort5m1JDtv0RKdv/hSw/swGOEL/IYQJloIYcKLC+6TEcTAlwhjkIpWZchX/GSeQAYYjEAGbjFrIWTWnmrv7p2GjxOEgXQ35+1I15pp0L4tKFDXv31PRXt2q+IdN+nIY0+rb8asQdvuxHY6EU5l2s9WXoNMc9b4eY6iIIeV+Up33E+pme7y1gQTAQz8iBAmWghhwosQZjCCGPgWYQxSEcbADlTHAOYIZOCkdC2EjK7gb2tt0fYtGwctO6O+MTADzGaTq9sp3X6VTKojSkrUseIejbnyUlW8ZbmOPP6MYmMqVdS8UyVrXtTpG2+2fTsl58KpdPs502uQac4av89R5HbllV/Qkix/hDDwI0IYIBwIYYwxRwx8jTcuUnG1BOzA3DFAevEe8QzSwE6Z5uVIvd9s+UlTa23bJjdUjZ+omQ1zHRsYtjLfidEysVGj1L7yIRUc61LFO26Surs15On/U/kHb1PBCefe+xdecpmW33yrll75Ri2/+VYtWrLUlsdNt5/N7ss0Z00Q5igymtcnjEFEW2uLtm1eP7DvzY778xYtse2YCiu+3+FX/D6LHsZ3EDVUxAAIHCpjYBeqY4DMqJKBXTJdoZ96f19fX06PEzVW9ofZMn01ter41f0a/cY3qPwj79fxT35GBb29KnnhOZ1ZuszuTR3gVOuzbGVq6xWUtl9uVF55yagqqbZuluGytCQzR/gCvyKAiSZCmPDionpzVMTA93gDwwhf2rALJ/6ANVxBi3wZXbkfl3oF//PPPKmnH38443JhkXq1fzbS7Vcp8z7rueBCdf7ovzTsvns07P571Td2nIas+lPW2xFEmdp6Bantl9OVV14xq0qSFIlKIDvw/Q0/47dYNDGeE16M4aZHRQwCgfliYITKGNgl/gOA6hggMypkkI/EK/f7+vpUVFQ06Ap+s7kfLl12jRoa57u4te6wYw6S1IoISZaqI0Z882sqfeQPOvXu9+vYZ/5J5/zLV3TmvIUasurp3J5MwGSas8apOW1gXbqqpLBXAuWL8AV+RwgTTYQw4UUIkxlBDAKDMAZGCGNgJ1qVAdYRyCBXmdpSmQ28Hmrbr9FjxoZqsNXsav/aullZP8/U/Wrl77uvvk4lL65W2Uc/qNioCvU0zFHJurVSQYEKTpxQbET439+ZBvMZ7HdfW2vLwP7OVJXklzZ3fkIAgyAghIkmQpjwIoSxhiAGgUIYAyPxL3MCGdiB6hggOwQysJvZwOvm9eu0ef26nCpG/MrrOUh6G89Vx70PqWjndg3/z59o2P/8twr6+yVJQ37/kLpvfpvj2+AHmQbz7R7sTwwa/BAiGG2PV9toVCFGVZI1BDAICkKYaCKEAQhiEECEMTBDdQzsRHUMkB0CGdjFqB1UolwrRvzID3OQtLW2qLP7lMo/8jFV/+MXNOzn/6kR3/oXqajotft9FBoEnR2t6JzeHklJt02uma6mRUscf/3NKsSW33wrVUlpEMAgKAhgoosQJtyohrGOIAaBRBgDM4QxsBPVMUD2EgeECGWQq3g7qK2bXtbm9esG3e9WxYjTvJ6DxDAUuP2jOnn7R83vNwgNCGussbMVnZPbk2pv8w7tbd7heGiUrkJsZsNcjq0UBDAIEkKY6CKECTdCmOwQxCCwCGNghjAGdqM6BsgNVTLI17DhIw1vd7NixGlezUGSKRSwGhr4rcLDDbkGT3uad5je7kXIYBZ8mHE6NPJDhVgQEMAgaAhhoosQJtwIYbJHEINAI4yBGcIY2I3qGCB3BDLIVurgfqJ4xUiYqjC8mHA80/w0VuavybfCI4ivYZiCp1wCDier0dJViAXxWLGbWwFMx+EDOtnVruFlFRpVWe3KOhFehDDRRQgTboQwuSGIQeARxsAMYQycQHUMkDsCGVhhNLgvSectWqIpNdNVNX5iqAbDc2HHoHSm6gMr1QlWwhozQXwN8w2eptRM19rVqwxv94JZ8BGLxUyDUKerU4wqxIJ4rNjJzQqYrS+tUvOmNQP/rpndpFkLlri2foQHAUy0EcIAxghiEAqEMTBDGAMnUB0D5Id5ZIIlPujf19enoqIix69INxvcLx9VkVXLrCBLF7TYNSidaX4aK/PXZNtKKvFYCuJrmE/wJHk/J5ARs9Z4tXWztGb1Ku1NaKfm1rYmVohF4f1uxu0WZB2HDySFMJLUvGmNqibXURmDrBDCRBshTPhRDZM7ghiEBmEMzMRPBAhkYDeqY4D8USXjb2Ytwpy8Ij3T4H6+g+F+kxq6pAtanB6UjsViSf/ONH9NNsFCunZzcX5/De2Yw8SrOYHSMWqNVzV+oq5ZfrPnLcHC9n63wqs5YA7tbza9nSAGVhHCRBshTPgRwuSHIAahQhiDdKiOgROojgHsQSDjP2YtwqSzg/9FxcUDrcLSPUa2g7iZBvfDNKF3ajhRVz9H27dsTFomMWixc1DaaqiTaf4aK8FCumMpkd9fQy8rWrwKRLyYvyhRmN7vmXgVwMQdad1teHtBSkALmCGEiTZCmPAjhMkfQQyASCGMgVOojgHsQSDjH2aD/nFrV6/S2tWrTKtj8mmhlW5w30/tnfIZHDcKJ1JDmLh40GLnoPQag7lKEteVjUyD9ZmOJcn7Fl1W5VvRksv7IspzpPjp/e4UrwMY6Wxbss7DBwzvq5xY6/LWIIgIYaKNECb8CGHsQRCD0KEqBpkQxsApVMcA9mEeGe9ZHdw3qqKwo4VWusF9P7R3yndw3Eo4ERd/LewalG5rbUma+8NoXXYye8xLl13jyrxDdsu1SiSX90WU50iJ88P73Ql+CGDiTna1G95eOaGGtmRIiwAGhDCAdQQxCCXCGGRCGAMnUR0D2IsqGW8YDfqbSa2iMAsZ9jTvsG0Q1cuWSXYMjlsNPFKDlmwGpc0qdsxenym1xq3m2lpbtOevwU2mdnRGzAKkhsb5WT1O0OXSWi6sc6RkW03mdYs0O/kpgIkbXlZhePv0uYtc3hIECSEMCGGigWoY+xDEILQIY5AJYQycRHUMYD+qZNyXOOjf19en48e6tNagpVVqqGAWMqxdvUp9vb2Bb6tkx+B4pqDrvEVLTEMPK4PS6Sp2zF6f8y5YkvFx0rWjS6e2bpaKis/+/MwlzInzevL4fOTSWi6Mc6REtdWaHwOYuFGV1aqZ3aTmTWsGbqud3UQ1DEwRwoAQJhoIYexFEINQI4xBJvGTBwIZOIXqGMAZVMm4J3XQv6+3N2NrrHQhQxjaKtk1OF5bN8s0iCkfVZFXWJGuYsdqi7PNG9bZ8hqmDrz39faqavzErEOVbAfw/Rba5NJaLmxzpESx1ZqfA5hEsxYsUdXkOp3satfwsgpCGBgigIFECBMVhDD2I4hB6BHGwAqqY+AkqmMA5xDIuM9qa6wLL7lMRcXFhhU0fm6rZGXw3q7B8XTzxORT8WClYifT65gaeqR7rHTMBt5PnDim7Vs2DtxmJVTJZgA/dfvr6udo8tRpnocyucx3EqY5UsLaai1VUMKXVKMqqwlgYIoQBhIhTFQQwjiDIAaRQBgDKwhj4DSqYwDn0LbMXVbna5hSM91SK7N8Wa18yLRcNhUXdgyOm+2HGfWNeQ1KW63YMXsdjUIPq+tIZTbwnhjCSJmrIrIZwDfa/u1bNg6s0+tWWLnMdxKWOVLC2GotUVADGCATQhhIhDBRQQjjnEKvNwBwCx8ksIITCzjt2f1H+SEDOKz50AkGw3yiavxEja0an3Tb2Krxtg4oP//Mk3pw5Qo99ejv9ODKFXr+mSdzWs6s4qKttcV03VXjJ2pmw9ycn0+8sibRjPpGXXbVm3J6vHSPm03FTrpKnWwfK5sB9lwqhIxuz7T9mV5XOCffY9Ov+N5BmPHbBRJjJYAdqIhBpFAZAyuojIEbqI4BnEeVjPMyVZhs3rBOh9pak2471NaqttYWWwZerbarsrKcVy2TnGo7lc/jmoUes+bMU0Pj/Ky3cXLNdO1t3jHw7xn1jXp1ywbL65XSt4M7e5zt19iqCWponG8p/AlbK6wgCVOrNcIXhBkBDOIIYaKDi9idRRCDyCGMgRXxEw0CGTiJuWMA9zCXjP0ytfFKN8eIXYPgVsMTK8t52TLJqbZTuT6uWeixaMnSrB4n9RiYXDNdTYuWqGr8RA0fMTLrOXaMBvB/c/ddA2Hf5vXrtHn9S7rhltsGbX+qsLTCirPans8vgtxqjfAFUUAIgzhCmOgghHEeQQwiiTAGVlEdAzdQHQO4hyoZe2SqMMk0x4hdg+BWwxMry1WNn6i6+jlJc5eEoWWSVW2tLdrz16qVKTXT865aMDoG9jbvUNOiJZJyr4pIHMA3q7javGFd0uPv3b1z0OsqSds2rw9McJFONnMbIXcEMIgKQhjEEcJEByGMOwhiEFmEMbCKMAZuoDoGcB+hTO4yVZikm6PDznAjXbuqbJd7/pknkwbr6+rnZF0BElSpA/lrV68aGMzP9bWyUoWUb1XEobb9prfHW6jF5/FpnLdwIPTZtX2rHly5YmD5IAcXVtvzIXcEMIgKAhgkIoSJDkIY9xDEINIIY2AVYQzcQnUM4A1al2UnU4WJ2f2XLrtGDY3zbd0Wq5UV6ZYzGszevmWjGuctDP1gtln1Ur6D+W60ehtbNUGb168zvD1VPJQJW3Dh5txGQWt/lg/CF0QNIQwSEcJEByGMuwq93gDAa3zowKqntx3lhASueHb/UX4MAR5pPnRi4L8wF68wSZRYYWJ2v90hTOL2zGyYm3FwOHW5ttYWbdu8fqAlV6p0lT1hke455vP8Mx0jdmhonK+xVeOTbhtXPSHtcZYuuAgit+Y2ev6ZJ/XgyhV66tHf6cGVK/T8M0/a+vh+wec/oojfHUjEmAfgHCpiAFEZg+xQHQO30K4M8Baty9LLVImS7xwjTkttx2XEiQnd/VZVkO455vv83TgGbrjltr/OFbNfY6vShzCSe8GFW6y03cv3mAtbFVEqghdEFQEMUhHCRAsXpruPIAb4K8IYZIMwBm6iXRngPVqXJUsc2J3ZMNd0uXznAMlHusFns3Zcieyu3pD8Oam60UC+ZN/zd+MYaGicb7nayiy4kKRtm9ebHi+Jx5LdYVq+j5cu8Mp0zFlZt5vtz9xEAIMoI4RBKkKYaCGE8QZBDJCAMAbZIIyBm6iOAfyBKhl/hgmpMm1jpjZU88+/SBWjx6ittcW2gWY/VxXEB/LjLdqm1Ez3fJuclBpc7Nq+VQ+uXDFwf+Lxknosja0ar0NtrYbL5sKu95NR4JXpmLO67jBVERG+AIQwGIwQJloIYbzDHDFACj6QkA1OWOA2fjgB/hHF+WTMBnbbWls82qLBrGxjpgHkdS8+a/tcGH6fm6Rq/ESdv/hSnb/40lCHMHHx+YIkmR4vRsdSYgiTuGwunH4/pTvmNm9YZ3ndbsz347SofVYDRpiHEkYY04gWxjy9RUUMYIDKGGQjfuJCdQzcQnUM4D9RqZQJQosiK9to1o7LiF1VK2GqKggTOwKyXI9/p99PZsfW3t07tX3LxqzW7fc5n4wQvACvIYCBEUKYaCGE8R4VMYAJPqCQLU5i4DauagP8KcxXXgchTLC6jRdecpmW33yrJtdMz/iYdlSthKGqIIzSHS9Wj+tcj3+n309Gx9yM+kbTEEaS+vr6tG3zetPKmJkNc319zEaxUhHIhN8LMML4RbQwxukPVMQAaVAZg2wxbwy88Oz+o1THAD4UxioZs4nO/TQwm802Vo2fqGuW3zwwYXlfX5+efvzhQcvZNTAexKqCsKsaP3HQvC9jq8YPvDapx1Lqsvkc/268n1KPuc6Oo3p1ywbDZcdWjU86/v04/5MZghdgMAIYmCGEAbxREIvFYl5vhN91dXWpvLxcUz98nwpLh3u9OfAAYQyyRRgDrxDIAP4XhlAmHlz4KUxI3aZctzF1AvP5Cxdr0ZKlTmwyfKCttUUPrlwx6PblN986cNzYdWyl2wa33k9mz9dM4n7wG8IXwBwhDMwQwkQP1TDO6u8+qd0/uEmdnZ0qKytLuywVMYAFVMYgW8wbA69QHQP4XxgqZarGT/TV4GxqeBK/kj+XbfRj1YrVgXo/BmR+Z3VOocT9affx7+b7KZv5kSTjOWO8PM4IX4DMCGFghhAmeghh/IUgBrCIMAa5oFUZvBD/8UUgA/hfGEIZr7W1tgwaVH55zfOqrZuVV8sovwQZZiFTrsshWRDmPbLbhZdcpqLiYq1dvSrjsqn7wYvjjPAFsIYABukQwkQPIYz/FHq9AUCQ8CGGXHDCA688u/8oP8iAAEmcZJqBR+vSVTQEnVnIlDqR+uYN6ywt5ydtrS2mk8K7qWr8RNXVz0m6zW/zHjlhSs30jMuk7gerx6Md+CwEssM5P9JhTCJ6GL/0JypigCxRGYNcUBkDL9GuDAgmqmWssaOiwa8tvay0zUqtUDBbzk/8VL3z/DNPavuWjQP/rqufE4k5gYxalM1fuFg102eavhesHI/5IHQBckMIg3QIYaKHEMa/CGKAHBDGIBfMGwMv0a4MCDZCGXNmA8pWB4b9FAqkyhQyGVUoWPl7LznRSs5sPZnCNaNt2b5loxrnLfRlgGU3s/mQzJ67E23cCF+A3BHAIB0CmGgihPE3ghggR4QxyBXVMfASgQwQfIQyg5kNKGfiViiQq0whU7r2a7m213K6Oiifqgqr22Y1XHO6wsNuTrw2qcdSusfNN/SMI3wB8kcIg3QIYaKJEMb/CGKAPBDGIFeEMfAa7cqAcEgd0IxyMFM1fmLWA8JBGIhPFzKZVSJcuuwaNTTOt/T4iYP7u7Zvdbw6KNeqCqvhSjbhmtk69+7eqZkNc9Nuj9ucqNxqa23RmtWrtLd5h+XHzTX0JHwB7EEAg0wIYQD/IogB8kQYg1zRqgxeozoGCB+qZbLjRKuldHKtaDCrWjCrULAawqSbX0Zypjool6qKbMKVbMK1qvETVVc/J2mOGMl/7cmcqNwye+2tPK7V0JPwBbAXIQwyIYSJLqphgoEgBrABYQzyQXUMvEYgA4QToUxmdrVasuKJRx5KGvDPpqIhXTWEnW3ZjDhRHZTtNmcTrmQbrk2eOm1QEGP22F6xu3Jr84Z1aV/7fJ474QvgDEIYZEIIE12EMMFBEAPYhDAG+SCMgR/QrgwIL1qYmcs1yMhGaggjWa9osKMawqgSJ938Momcqg6yUlUR3+6+vj7D+422Ldtwze2qqFzYuY2ZqqCyfVyCF8BZBDCwghAmughhgoUgBrARYQzyQRgDP6A6BogGgplkucwvY1Vba4thxYVkrfIgUzVEprlDzO63Mtg+o77Rs6qQ1O0eWzVeh9paB/6dLlzJJlxzsyoqV3Zto5UqKCuPS/gCuIMQBlYQwkQXIUzwEMQANiOMQT6YNwZ+QSADRAttzJyTrvLEShiSrhoiU7VMpvuNBvePH+8aCI5e3bJBw0eMzHtS+GwZbfehtlZduuwaFRUVWapcyiZcc6MqKl92bGO6Y3FK7XSdd8GSgeMmcT1eBS8dhw/oZFe7hpdVaFRltSfbAHiBAAZWEcJEFyFMMBHEAA4gjEG+qI6BX9CuDIgeqmXsZRakmFWbpA6Cp6uG2LZ5veFjx6tlMlXTpA7uS9KDK1ckLZvvpPC5MNvueAgTv9/ObTILbozaunkl38ots2Nx/vkXadHFr5c0uBKpZnaTZi1YkvM6c7X1pVVq3rTG8+0A3EYIA6sIYaKLECa4CGIAhxDGIF+EMfALqmOAaCOYyY9RkDKjvlGXXfWmQcuatREzCky2bV6fce4UK3OLJA7uZwp24szCCbtCC7Pt3rt7p5569HcD/05tw2a3TG3fgsboWJSkdS8+q44T3aqaXDfovuZNa1Q1uc7VipSOwweSQhivtgNwEwEMskEIE12EMMFGEAM4iDAG+aJVGfyEQAaARDCTCyttpTK1EYv/N5u5U5yYuN4snEi9va5+ji6/6nrDx8vELLx6dcuGpOWcrNbJ9HoE1YWXXKbyitF6+vGHk25v3rRGhUXGwwMnu9pdDUBOdrX7YjsAtxDCIBuEMNFFCBN8BDGAwwhjYAeqY+AnBDIAEhnNH0E4M1imtlKZ2ohJuc2dYufE9WbhRHnF6EG3x+eZyTWMSd3uzo6jg4IYaXC1jl2svB5Bkvg+bT/Ra7hMQSxmePvwsgpHtsmM2frc3g7AaQQwyBYhDBBsBDGACwhjYAfCGPgN88cAMEPVTPb27t5peHtiNUq6uVNmNsw1fWy7Jq43W/+htv2Gt2/fslGN8xbmHFxY2W6zKp58WakO8jOjgDTOLNConFirvv6+pLZgtbObXK9CGVVZrZrZTZ5vB+AkQhhkgwAGVMOEA0EM4BLCGNiBVmXwG6pjAFhBMGOurbVFe5p3DFSQJJpR35gURLgVDsQDkLbWFm3bvH4gkDFbz9iqCdq8fp3hfXZVkGTbZi1o68tHutDFSLqgY1Rltaom1+lkV7uGl1V4Fn7MWrDEF9sB2I0ABtkihAEhTHgQxAAuin94EsggX1THwG8IZABkg3ZmZ6XOq5Jq0tTapH+7GQ6YzQVjtP6Gxvnav2+3YZhkZ0hkVK3T1tpiqe2aXetL5OS608k2eDGSLuiIBzJe88t2AHYhhEG2CGFACBMuBDGAB6iOgR0IY+BHBDIAchW1cMZovpVURiGGG2FEuonqzcKJ+FwwiWGMEyFRYrsys7DIqfUlcmPdkj2hixmCDsAdBDDIBSEMCGHChyAG8AhhDOxAqzL4FfPHALBDmMMZs/lW4tKFGE6HEWtWrzK8Pd5mzCycuPyq69U4b6EtoVCmcCldWOR0dYpT63YydAHgDUIY5IIQBoQw4UQQA3iIMAZ2oToGfkR1DAAnmA1WBy2gMWvZdd6iJZpSM93SgL4TgUBba4v2Nu8wvM9KmzGzkCYbVsIlsyAr3Zw0dlUO5bLuRAQuQPgRwCBXhDAghAkvghjAY4QxsAthDPyKQAaAG4IW0JjN93L+4ksz/m08UOjsaDe832ogYGSPSQhTNX6SK/OgWA2XzEIho9vbWlu0ZvWqpICprn6OJk+dllMok826CV2A6CGEQa4IYUAIE24EMYAPEMbALrQqg58RyADwgp8DmkyTwRtJrRYxYqVyJVsTp9TY/phGrFabmAVZqfvQbH9t37JxYD6bbNu5Ga27dnaTThWPIngBIowABvkghAEhTPgRxAA+QRgDO1EdAz9j/hgAfpBuwNzOkGbzhnU61LZfY6smqKFx/qD7s2nlZVQtkird3DJWTKmZrrUGc8RMqZme82NmI5tqk0xBlpX9JVlv55Z4zFTXL9LQyqk62dWu4WUVppPedxw+kHEZM/n8LQB3EcIgVwQwkAhhooIgBvARwhjYiTAGfkZ1DAA/y1TVYDWo+c3dd+lQW6skafP6ddq8/iXdcMttOW+XWbXIeYuWqHxURd5zn0jWK02cku360wVZZvvLbNlTxaOy2tZRldVpA5KtL61S86Y1A/+umd2kWQuWWHrs1L8dX1Ovcy++MqvtA+A8AhjkgxAGEiFMlBDEAD5DGAM70aoMfkcgAyCIrLSfOtX26kAIE3eorVWbN6wzrIyxwqxaZErNdFuCkvjcM7V1s7JumWanXFq2GcmmRdtJDdeQnNZirOPwgaQgRZKaN61R1eS6pPDGqOrF6G9bm7dIEmEM4COEMMgHIQwkQpioIYgBfIgwBnajOgZ+RyADIGx2Nu8xvX1Y1YyBf2fTBi2fapV4yGIWbKTOpZLtvCl2s9qyLW0oVjxKZWOq1HWkbeCmoSPLVFE5YSDYkM7O72J366+TXe2Gtx9u2TUQvOzZ+nLSdsQrZsz+trV5i6bMmkebMsBjBDDIFyEMEE0EMYBPEcbAblTHIAgIZACERfmYau3bvsHw9kTZTu6eODfJ9CnjLYUVmUIWo7lUrM6bYgenJrjvOHwgKYSRpNPHuzTl4qs1ZdY8R+dfGV5WYXj7jg0vmP5NvGLG7G+lswEPQQzgHUIY5IsQBnFUw0RPKIKYP/zhD/ryl7+sV155RUOHDtXrXvc6PfjggwP379mzR7fffrueeuopjRw5UrfeeqvuvPNOFReH4ukjxAhj4ASqYxAEBDIAgm5S3Rzt3b4+KQgoH1OlSXVz8n7s+Nwkp5Q5xOg4fMAwZBlaOXVgQH//nlajP9WOPa1p503x+2TyZpUlLTs2auL0OZowrcGxdY+qrFbN7KZBLcYyOdnVrgnTGjS+pj6pWiYuXUgDwDkEMLADIQziCGGiKfBJxP3336/3v//9+trXvqbLLrtMvb292rDhtSvP+vr6dO2116q6ulrPPvusWltb9a53vUslJSX62te+ltW6DmzZognzzrP7KQBpEcbACYQxCIpn9x8ljAEQWIuveqv2bd+oziMHVD6m2pYQJltmYURiZYXZ4H66Qf98JqJ3i9n279u+Qfu2b3B8m2ctWKKqyXU62dWuE8c7tXP96ox/E9/m+FwwTrdQA5AeAQzsQACDRIQw0VUQi8ViXm9Ernp7e1VTU6MvfelLeu9732u4zP/+7//quuuu0/79+1VVVSVJ+tGPfqRPf/rTOnTokIYMyTwlY1dXl8rLy1V62VdUUDxU4+fMtvV5AFYRyMAJBDIICgIZAMhex+EDWv3oykG3L7ry5qRB/dRgpXZ2k2aahBRWH9Pq9p3sald/f78KCwttr65JfV6pctnmXJjts0Tja+oHApjEv/Nz1REQZoQwsAMhDBIRwoRPf/dJ7f7BTers7FRZWVnaZQNdEbN27Vq1tLSosLBQCxYs0IEDBzR//nx985vfVGNjoyTpueee09y5cwdCGEm68sordfvtt2vjxo1asGBB1utt3biJMAaeoDoGTqA6BkFBuzIAyJ5RiyyjyorE6o1Mg/5WqmysMAtJ7KxUiT+vlh0bDefscWvOlUytysbX1uvci64cdHu8DR0A9xDAwC6EMEhECINABzE7d+6UJH3xi1/Uv/3bv6mmpkbf+ta39PrXv17btm3T6NGjdeDAgaQQRtLAvw8cOGD4uN3d3eru7h74d1dX16BlCGPgFcIYOIEwBkFCIAMgTNyoeMgUsiRug5V5U3JpZZaq4/AB01AiPmm9Xfsj/jhGQYybc66kvg6SqHYBfIYQBnYhhEEiQhhIPg1iPvOZz+jrX/962mU2b96s/v5+SdJnP/tZ3XjjjZKku+66S5MmTdJ9992nD37wgzmt/84779SXvvSljMsRxsArhDFwQvxEkUAGQUEgAyDo3JxnxayyIpdtsFplk45ZVU3i/WEMJ1JfhzA+RyCICGBgJ0IYJCKEQZwvg5hPfvKTeve73512mWnTpqm1tVWSNHv2a2FIaWmppk2bpj179kiSqqur9cILLyT9bVtb28B9Rv7hH/5Bn/jEJwb+3dXVpcmTJxsuSxgDrxDGwClUxyBoCGQABJFRRYjdlSBObkM2rcyMZKpEsbtSxa52aszZAoQLAQzsRgiDRIQwSOTLIGbs2LEaO3ZsxuWamppUWlqqrVu3asmSs1dt9fT0qLm5WVOnTpUkLV68WP/8z/+sgwcPaty4s4PWjz32mMrKypICnESlpaUqLS21vL2EMfAKYQycQnUMgohABkCQ2BUMeLkN+cxfMqqyWuNr6tXavGXQfeNr623fB3a0U3OzgikX+7ZvVOeRAyofU61JdXO83hzA9whhYCcCGKQihEGqQq83IB9lZWX60Ic+pC984Qv64x//qK1bt+r222+XJN10002SpCuuuEKzZ8/WO9/5Tr388st69NFH9bnPfU533HFHVmFLJq0bN9n2WEA2+GCHkziZRBA9u/8oP6wBF3UcPqD9Ozer47Dx/IswZkcwYMbqa+LkNlhROX6K8e3VxrfnI95OLVE27dTMqof8ctw/98g92rj6ce3bvkEbVz+u5x65x+tNAnyLc0XYjd/NSMVYHYz4siImG9/85jdVXFysd77znTp16pQWLVqkJ598UhUVZ388FBUV6fe//71uv/12LV68WCNGjNCtt96qL3/5yx5vOWAfKmPgJKpjEFTP7j9KdQzgML9XCPiZHfOsGMnmNXFqG6xyOwjKp52aHyqYzOzbvlFdR9qSbus60qZ92zdSGQMkIHyBEwhhkIoQBmYKYrFYzOuN8Luuri6Vl5er9LKvqKB4aNplaVEGrxHIwEmEMQgqAhnAfh2HD2j1oysH3T5n0TIGf7Ngx5wj8cfo7+/XxtWPD7p/0ZU3p31sL+c9SQ2Oamc3aaYPwzyz4z3TvnXDxtVPaN/2DYNun1TXqDmLLvdgiwD/IYSBEwhhkIoQJnr6u09q9w9uUmdnp8rKytIuG/iKGL9hvhh4jeoYOOnpbUcJYxBIzB8D2M+sQmDj6sd14lg7lTEW5TPPijQ4yDCSqWoj323IRz5VKm7yunoonfIx1YZBTPkY77cN8BoBDJxCCINUhDDIhCDGAYQx8BphDJxEqzIEGYEMYJ907aOaN61R1eQ6XwxSh5nRvCVG3JrzJVdeBkHZ8GtoNKlujvZuX5/Unqx8TBWVaYg0Ahg4hQAGRghhYEWh1xsQVq0bN3m9CYg4vgTgNE5AEWRM0grkz2jy80Q71q92cWuiyawqKZFfqjbCYlRltSZMa/DdPl181Vv/2hawUXMWLdOFV73V600CPMM5HpzCb2AYYfwNVlER4yAqY+A1KmPgNKpjEHRUyAD5mbVgiUacU2E4L8nh/c3qOHzAdwPWYWJW6TJn0TIVFhb6qmoDzptUN4cqGEQaAQycRAgDI4QwyAYVMQ6jMgZe40sBbuCkFEFHhQyQu0l1c1Q5ocbwvtSKjY7DB/TqK89r+8vPqePwARe2LtyMqpJqZzdpUt0cX1ZtAIATOI+D0/i9CyOMtyFbVMS4gMoYeI3KGLiB6hiEARUyQG6mz12kw/ubB92eWLGROqn8jg0vqGZ2k2YtWOLGJoaWX+ct8VLH4QPsDyACCF/gBkIYGCGEQS4IYlxCGAOvxb8kCGTgtKe3HSWMQeARyADZiVdmJAYtiXOTmE0q37xpjaom1zFYnqegTHbvhtTAj7APCCdCGDiNAAZmCGGQK4IYFxHGwA+ojoEbqI5BWBDIANalq8xIN6n8ya52QgTYwijwI+wDwoUABm4ghIEZQhjkgzligAjiiwNu4QQWYUHvccCaUZXVhnOTmE0qn+k+2Kvj8AHt37k5r/l57HgMp5gFfumCQADBwLkY3MJvWJhhLA35oiLGZVTFwC+ojIFbaFWGMKFCBsiNUesyKbl9GZxlR8uu1McYX1OvyvFTfDMXi1moR9gHBBfhC9xECAMzhDCwA0GMBwhj4BeEMXALrcoQNgQyQPbircsO7W9WQSymyom1jgze79u+UZ1HDqh8TLUm1c2x/fGDKNeWXYmT3sf/JlFr8xa1Nm+R5I+5WDLNVQQgWAhh4BYCGKRDCAO7EMR4hDAGfkEYAzdRHYOwIZABsuP0pPLPPXKPuo60SZL2bd+gvdvXa/FVb3VsfUGRrmWX2euRWv1SOaEm7Tr8MhdLurmKAAQDAQzcRAiDdAhhYCfmiPFQ68ZNXm8CIOnsFwtfLnDL09uOcrKL0KFvOeC9fds3DoQwcV1H2rRv+0aPtsg/sm3ZZVRBc3h/c8b1+GUuFrO5igD4G+dTcBu/S5EO42SwG0GMxwhj4Cd8ycBNnPQijBhAALzTecR48niz26Mk3rIrUbqWXWaBSqaqGOZiAZALzp/gBX6PIh3Gx+AEWpP5AG3K4Ce0KoObmDsGYZU4mEDbMkRZ4hwjTlcnlI+p1r7tGwxvh1Q1uU5FhUWKFRRo7ISatK+HWaAyfe4iTZ+7SCe72nW4dc/A/DASc7EAyB7hC7xAAINMCGHgFIIYnyCMgZ8QxsBtzB2DMGMeGURFauiSOseI05O5T6qbo73b1ye1JysfU6VJdXMcW2dQpL4W/X29aUOTTJPex1t/TZk1L23Q5mYQByA4CGDgFUIYZEIIAycVxGKxmNcb4XddXV0qLy9X6WVfUUHxUEfXRRgDPyGMgRcIZBB2BDIIo9SB/vE19UnVEnGLrrzZ8QH5fds3qvPIAZWPqSaE0dkwZPWjKwfdbuW1yCdIcTuIA+B/BDDwEiEMMiGEQS76u09q9w9uUmdnp8rKytIuyxwxPsOcMfATvoTgBU6QEXb0QUfYGE3sbhTCSO5M5j6pbo7mLLqcEOavzPa5ldci10nvjY6J5k1r1HGY+XqAqOLcB17iNyYyYfwLbqA1mQ/Rpgx+Ev8yojoGbmLuGEQBLcsQFtmEK0zm7j6zfe7ka5Eu/KFFGRAtBDDwEgEMrCCEgVuoiPEpKmPgN3wxwQtPbzvKyTNCjwoZBF02A/rHO444uCUwEp/vJVHifC9O8CL8AeAvnN/Aa/yOhBWMdcFNBDE+RhgDv+ELCl7hJBpRwIAFgspooL9yQo3hshtXP66tL61yYauQaNaCJVp05c2au/gKLbryZs10eK4WL8IfAP7A+Qz8gN+PsIIxLritIBaLxbzeCL/r6upSeXm5Si/7igqKh7q+ftqUwW9oUwYv0a4MUULbMgRJ4sTukgwniI+zMlE8gi/xmDB7va0sA8D/CF/gBwQwsIoQBnbp7z6p3T+4SZ2dnSorK0u7LHPEBABzxsBvXtl0kDAGnnl621HCGEQG88ggSEZVVicNpNfMbho0YXscc4VEQ+oxkWrrS6uSjpGa2U2a5XC1DgB7EcDALwhhYBUhDLxCazIAOXll00G+vOAZ5o5B1NDmA0E0a8ESzVm0zPA+5gpBx+EDg4K65k1r1HH4gEdbBCAbnJvAT/htCKsYx4KXCGICgvli4Fd8icFLnHAjahj0QNBMqpvDXCEwdLKrPavbAfgD5yLwEy7QQzYYv4ITDmzZYnlZWpMFCC3K4Fe0KoOX4ifetCtDlNCyDEEya8ESVU2uYx4QJDGriqJaCvAnwhf4DQEMskEIAydkWzhBRUzAUBkDv+JLDV7jRBxRFL8qlcER+N2oympNmNZACIMBoyqrqZYCAoDzDPgRv/2QDcar4IRcxugLYrFYzIFtCZWuri6Vl5er9LKvqKB4qNebI0lUxsDXqI6B16iOQZRRJQMgSDoOH6BaCvAhwhf4EQEMskUIAyckhjCx3tPqfvKf1NnZqbKysrR/R0VMQFEZAz/jiw5e4wQdUcaVqwCChGopwF84j4Bf8RsP2WJsCk7IZ0yeICbACGPgZ3zhwWtM3Iioo20ZAACwinMG+Bm/65AtxqTgRwQxAUcYAz/jiw9+QCADMLgCAACMcY4AP+O3HHLBWBScku84PEFMCBDGwM9e2XSQL0H4AifwAIMtAADgLM4J4Hf8fkMuGH+CU+wYfy+2YTvgA60bN2n8nNlebwZg6pVNB3Xu7HFebwYiLn4yf+lMJjNHtCUOvFw0gfcDAABRQPCCoCCEQS4IYeAUu4ogqIgJESpj4Hd8KcIvOLEHXsMVsQAAhBvf9QgKWpEhV4w3wSl2jrcTxIQMYQz8ji9H+AUn+UAyBmkAAAgXvtsRJPw2Qy5ohw8n2T3OTmuyEKJNGfwu/iVJqzL4Ae3KgGS0LQMAINgIXxA0hDDIBQEMnOREsQMVMSFFZQyCgC9N+Akn/8BgXEkLAEBw8L2NoKFLAXLFeBKCiIqYEKMyBkHwyqaDVMbAN6iOAYxRJQMAgD8RvCCoCGCQK0IYOM2pAgcqYkKOyhgEAV+i8BuuzALMcbUtAADe4/sYQcVvLeSD8SM4zcmxdIKYCCCMQRAwwRr8iB8IgLn4ABCDQAAAuIfvXgQZv6+QD8aM4DSnx9AJYiKCMAZBwRcr/IYrtoDMGBQCAMBZfNci6PhNhXwwVgSnuTF2zhwxEcKcMQgK5o2BHz297ShzxwAZMJcMAAD2IXhBGBDAIF+EMHCaWwUMVMREDJUxCAq+aOFHVMcA1nHlLgAAueE7FGHBbyfki7EhOM3NsXIqYiKIyhgERfwLl+oY+E38BwUVMkBmVMkAAGAN4QvCggAGdiCEgdPcLligIiaiqIxBkPDlC7/iBwaQnfgVvgw0AQBwFt+NCBt+I8EOjAMhjAhiIowwBkHClzD8inZlQG4YdAIARBnfgwgjfhfBDoz/wA1ejIvTmiziaFOGIKFVGfyMdmVAbmhdBgCICoIXhBUBDOxAAAO3eFWcQEUMqIxB4PDlDD/jRwiQO9qzAADCiO82hBm/f2AHxnngFi/HwamIgSQqYxA8r2w6SGUMfIvqGCB/VMoAAIKM4AVhRwADuxDCwC1eFyNQEYMBXh+MQLZe2XSQL2z4GvPHAPbgSmIAQFDwnYUo4DcO7MKYDtzih3FvKmKQhMoYBBHVMfA7KmQAe1AlAwDwI4IXRAUBDOxECAO3+CGEkaiIgQG/HJxANvgCRxDwwwWwD/PJAAC8xPcQoobfMrATYzhwi5/GuamIgSEqYxBE8S9yqmPgZ1THAPajUgYA4BaCF0QNAQzsRggDt/gphJEIYpAGYQyCilZlCAICGcAZhDIAALsRviCqCGFgN0IYuMVvIYxEEIMMCGMQVIQxCIqntx0ljAEcQigDAMgV4QuijAAGdiOAAQhiYAFhDIKKVmUICqpjAOcRygAArCCAQdQRwsBuhDBwmx+rYSSCGFhEGIMgozoGQUEgA7iDUAYAkIjwBSCAgTMIYeA2v4YwEkEMshA/kAlkEESEMQgSAhnAPYQyABBNhC/Aawhh4ARCGLjNzyGMRBCDHFAdg6CiVRmChvljAHcRygBAuBG+AMkIYOAUQhi4ze8hjEQQgxwRxiDIqI5BkFAdA3iDUAYAwoHwBTBGCAOnEMLAbUEIYSSCGOSBMAZBRhiDoCGQAbxDKAMAwUL4ApgjgIGTCGHgtqCEMBJBDPJEGIMgo1UZgohABvBW6uAewQwA+APhC5AZIQycQgADLwQphJEIYmADwhgEHdUxCCICGcAfqJYBAO8QvgDWEMDASYQw8ELQQhhJKvR6AxAOQTz4gUScOCCo+FEF+Mez+48O/BcA4Aw+a4Hs8HsBTmIsBV4I6jg0FTGwDZUxCDpalSGoqI4B/IcWZgBgDwIXIDcEMHAaIQy8ENQQRiKIgc0IYxAGtCpDUBHIAP5FCzMAsI7wBcgPIQycRggDLwQ5hJEIYuAAwhiEAdUxCDICGcDfqJYBgMEIX4D8EcDADYQw8ELQQxiJIAYOIYxBWFAdgyAjkAGCgWAGQBQRvAD2IYCBGwhggPwUer0BCK8wJJWAxMkGgo8fZkCwMBE1gLDi8w2wH+f6cAPjIvBSWMaYqYiBo6iMQVjQqgxBR3UMEExUywAIMgIXwDkEMHALIQy8FJYQRiKIgQsIYxAmtCpD0BHIAMFGMAPAzwheAHcQwsAthDDwUphCGIkgBi6Jv3EIZBAGVMcgDAhkgHAgmAHgNcIXwD0EMHATIQy8FLYQRiKIgcuojkGYUB2DMCCQAcKFYAaA0wheAPcRwMBNBDDwWhhDGIkgBh4gjEGYEMYgLAhkgHAyGjAlnAGQDYIXwFuEMHATIQy8FtYQRiKIgUcIYxAmtCpDmBDIAOFH1QwAM4QugH8QwMBthDDwWphDGIkgBh4ijEHYUB2DMCGQAaKDYAaILoIXwJ8IYeA2Qhh4LewhjEQQA48RxiBsqI5B2Dy97ShhDBAxtDMDwovgBfA3Ahh4gRAGXotCCCMRxMAHCGMQRlTHIEyojgFAOAMED6ELEBwEMPACAQz8ICohjEQQA58gjEEYEcYgbAhkACQinAH8g9AFCC5CGHiBEAZ+EKUQRiKIgY8QxiCMaFWGMCKQAWCGcAZwHqELEA4EMPAKIQz8IGohjEQQA58hjEFYUR2DMCKQAWCF2aAxAQ2QHoELEE4EMPASIQz8IIohjEQQAx+KvxkJZBA2VMcgrAhkAOSCgAZ4DaELEH4EMPAaIQz8IKohjEQQAx+jOgZhRXUMwopABoAdCGgQZgQuQDQRwsBLBDDwiyiHMBJBDHyOMAZhRXUMwoxABoAT0g1gE9LATwhbAMQRwMBrhDDwi6iHMBJBDAKAMAZhRnUMwoxABoBbCGngNsIWAOkQwMAPCGHgF4QwZxHEIBAIYxBmVMcg7AhkAHgp04A5QQ2MELQAyBUhDPyAEAZ+QQjzGoIYBAZhDMKO6hiEHYEMAD+yMuBOWBMuhCwAnEAAAz8ggIGfEMIkI4hBoBDGIOyojkEUEMgACJpsBu4JbbxDwALACwQw8AtCGPgJIcxgBDEIHMIYRAHVMYgCAhkAYZRPGECIQ5gCIDgIYOAnhDDwE0IYYwQxCKT4G5pABmFGdQyigkAGAM4ihAAA/yOAgd8QwsBPCGHMFXq9AUA+eHMjCjipQlQ8ve0oP2wBAADgW5yrwk9e2XSQ8QL4CuO06VERg8CjVRmigOoYRAkVMgAAAPATAhj4DQEM/IYQJjMqYhAKvNkRFZxsIUqokAEAAICXOB+FHzEuAL9hXNYaKmIQGlTGICqojkHUUCEDAAAANxG+wI8IYOBHhDDWURGDUOHNjyjhJAxRwxWJAAAAcBLnm/Arfv/DjxiHzQ5BDEKndeMmPggQGUzOhyjiBzIAAADsxvkl/Irf/PAjxl6zRxCD0OIDAVHCiRmiiEAGAAAA+eKcEn7Gb334EWOuuWGOGIQa88YgSpg7BlGV+MOZeWQAAABgBeEL/IwABn5FCJM7KmIQenxAIGo4YUOUcUUjAAAA0uF8EX7Hb3r4FWOs+aEiBpFAZQyihuoYRF38xzUVMgAAAJCogEEwEMLArwhh8kcQg8ggjEEUvbLpIGEMIo1ABgAAINoIYBAEBDDwM0IYexDEIFLiHxwEMogSqmMAAhkAAICoIYBBUBDCwM8IYezDHDGIJD5EEEWc3AH0BAcAAAg7zvcQJPxOh58xfmovKmIQWbQqQxRRHQOcRYUMAABAuBC+IEgIYOB3hDD2I4hBpBHGIKqYOwY4K/EHO6EMAABA8BDAIGgIYeB3hDDOIIhB5BHGIKqojgGSUSUDAAAQHAQwCCJCGPgdIYxzCGIAvfYhQyCDKCKQAZIRyAAAAPgXAQyCiAAGQUAI46xCrzcA8BM+cBBlnBgCyZjoFQAAwD84N0NQ8VsbQcCYqPOoiAFS0KoMUUZ1DDAY88gAAAB4h/AFQUYIgyAghHEHQQxggDAGUffKpoOEMYAB2pYBAAC4gwAGQUYAg6AghHEPQQxggjAGUUd1DGCOQAYAAMAZBDAIOkIYBAUhjLsIYoA04h9IBDKIMgIZwByBDAAAgD0IYBAGhDAICkIY9xHEABZQHQPQrgxIh3lkAAAAckMAgzAggEGQEMJ4gyAGsIgwBqA6BrCCKhkAAIDMCGAQFoQwCBJCGO8QxABZIIwBzqI6BsiMQAYAAGAwAhiEBQEMgoYQxlsEMUCWmDcGOIvqGMAa2pYBAAAQwCBcCGEQNIQw3iOIAXJEdQxwFoEMYB1VMgAAIGoIYBA2hDAIGkIYfyCIAfJAGAO8hnZlgHVUyQAAgLAjgEHYEMAgaAhg/IUgBsgTYQzwGqpjgOxRJQMAAMKC8AVhRQiDoCGE8R+CGMAGhDFAMqpjgOwRyAAAgKAigEFYEcAgiAhh/IkgBrBJ/EOOQAY4i+oYIDe0LQMAAEFBAIMwI4RBEBHC+BdBDGAzqmOAZAQyQO6okgEAAH5EAIOwI4RBEBHC+BtBDOAAwhhgMNqVAbmjSgYAAPgBAQzCjgAGQUUI438EMYBDCGOAwaiOAfJHlQwAAHAT4QuighAGQUUIEwwEMYCDmDcGMEYgA+SPKhkAAOAkAhhEBQEMgowQJjgKvd4AIAr4UASMccIL2OPpbUcZLAEAALbgvAJRwm9SBBnjjcFCRQzgElqVAcaojgHsQ5UMAADIBcELooYABkFHCBM8BDGAi2hVBpgjkAHsRSgDAAAyIYBBFBHCIOgIYYKJ1mSAB/jABMxxUgzYjxYjAAAgEecGiCp+byLoGFMMLipiAI/QqgwwR3UM4AyqZAAAiC6CF0QZAQyCjgAm+AhiAA8RxgDpEcgAzokPxhDIAAAQbgQwiDpCGAQdIUw4EMQAHmPeGCAzAhnAOVTJAAAQPoQvAAEMwoEQJjwIYgCfoDoGyOyVTQcJYwAHEcoAABBsBDDAWYQwCANCmHAhiAF8hDAGyIzqGMAdhDIAAAQD4QvwGgIYhAUhTPgQxAA+Q6sywBoCGcA9zCcDAID/EMAAyQhhEBaEMOFEEAP4FNUxgDUEMoB7qJIBAMBbhC/AYAQwCBNCmPAiiAF8jDAGsI75YwB3EcoAAOAOwhfAHCEMwoQQJtwIYgCfI4wBrKM6BvAGoQwAAPYjgAHMEcAgbAhhwo8gBggA5o0BskMgA3iHUAYAgNwRvgCZEcIgTAhgooMgBggQqmOA7BDIAN4ilAEAIDPCF8AaAhiEDSFMtBDEAAFDGANkj/ljAO8RygAAkIwABrCOEAZhQwgTPQQxQADRqgzIHtUxgH8QygAAoorwBcgOAQzCiBAmmghigACjOgb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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_percent = 2\n", "\n", "from sklearn.manifold import TSNE\n", "from random import random\n", "from sklearn.svm import OneClassSVM\n", "import numpy\n", "\n", "# Create a dataframe of only the numerical features, all normalized so embedding\n", "# doesn't get confused by scale differences\n", "numerical_data = data.drop(['Track URI', 'Track Name', 'Album Name', 'Artist Name(s)',\n", "\t\t'Explicit', 'Added By', 'Added At', 'Genres', 'Record Label'], axis=1)\n", "numerical_data['Release Date'] = pandas.to_numeric(\n", " numerical_data['Release Date'].str.slice(0,4))\n", "numerical_data = (numerical_data - numerical_data.mean())/numerical_data.std()\n", "print('using:', list(numerical_data.columns))\n", "\n", "# If you like, only include a subset of these, because the results with all\n", "# is really hard to interpret\n", "#tsne_data = numerical_data[['Popularity', 'Energy', 'Acousticness',\n", "# 'Valence', 'Loudness']]\n", "#print(\"\\nConsidering similarity with respect to the following features:\")\n", "#print(tsne_data.dtypes)\n", "\n", "# Takes a 2D data embedding and an svm trained on it and plots the decision boundary\n", "def plotFrontier(embedded, svm, technique_name, scale):\n", " # get all the points in the space, and query the svm on them\n", " xx, yy = numpy.meshgrid(numpy.linspace(min(embedded[:,0])*scale,\n", " max(embedded[:,0])*scale, 500),\n", " numpy.linspace(min(embedded[:,1])*scale,\n", " max(embedded[:,1])*scale, 500))\n", " Z = svm.decision_function(numpy.c_[xx.ravel(), yy.ravel()])\n", " Z = Z.reshape(xx.shape) # positive Z means yes. negative means outliers.\n", "\n", " pyplot.figure(figsize=(20,20))\n", " pyplot.title('Decision boundary of One-class SVM in '+technique_name+' space')\n", " pyplot.contourf(xx, yy, Z, levels=numpy.linspace(Z.min(), 0, 7), cmap=pyplot.cm.Blues_r)\n", " pyplot.contour(xx, yy, Z, levels=[0], linewidths=2, colors='green') # the +/- boundary\n", " pyplot.contourf(xx, yy, Z, levels=[0, Z.max()], colors='lightgreen')\n", "\n", " pyplot.scatter(embedded[:, 0], embedded[:, 1], s=10, c='grey')\n", " for i,song in data.iterrows():\n", " if random() < show_percent*0.005: # randomly label % of points\n", " #if song['Artist Name(s)'] in ['Coldplay']:\n", " x, y = embedded[i]\n", " pyplot.annotate(song['Track Name'], (x,y), size=10,\n", " xytext=(-30,30), textcoords='offset points',\n", " ha='center',va='bottom',\n", " arrowprops={'arrowstyle':'->', 'color':'red'})\n", "\n", "tsne_embedded = TSNE(n_components=2).fit_transform(numerical_data)\n", "\n", "svm_tsne = OneClassSVM(gamma='scale')\n", "svm_tsne.fit(tsne_embedded)\n", "\n", "plotFrontier(tsne_embedded, svm_tsne, 't-SNE', 1.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The point scatter looks really different every time this runs, because it's stochastic. The clusters don't necessarily have sensible interpretations, though you might be able to label a few of them. It's good to see some notionally similar pieces ending up near each other. You can try this with a subset of these dimensions to try to make the result more interpretable.\n", "\n", "Modifying the parameters of the SVM changes its fit significantly, so I'm not sure this is the best model. Gamma too large just clearly overfits the data. Gamma too small just makes the decision boundary a boring ellipse. Using `gamma='scale'` as [the docs](https://scikit-learn.org/stable/modules/generated/sklearn.svm.OneClassSVM.html) recommend is a more interesting middle ground, but still the SVM seems to believe that a great many of the songs I love fall outside the boundary.\n", "\n", "I'll try a different dimensionality reduction technique. [The original author](https://medium.com/cuepoint/visualizing-hundreds-of-my-favorite-songs-on-spotify-fe50c94b8af3) uses Principle Component Analysis to feed the SVM." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "% variance explained by successive PCA dimensions: [0.21903801 0.09219339]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "\n", "pca = PCA(n_components=2)\n", "pca_embedded = pca.fit_transform(numerical_data)\n", "print(\"% variance explained by successive PCA dimensions:\",\n", " pca.explained_variance_ratio_)\n", "\n", "svm_pca = OneClassSVM(gamma='scale')\n", "svm_pca.fit(pca_embedded)\n", "\n", "plotFrontier(pca_embedded, svm_pca, 'PCA', 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ideally, songs falling nearer the center here, like Cheeseburger in Paradise and RAC's We Belong, are those that most characterize my taste numerically, and the odd ones, like Pink Floyd's Comfortably Numb and The Fellowship of the Ring orchestral suite, fall on the outside.\n", "\n", "So in the end my music taste is a blob that doesn't even fit the data very well. And that's the point: Like many things, it's too complicated to boil down. You can't answer the question fully. But understanding elements of the answer can aid the process of discovery, and that's valuable. It's why Spotify is such a force at music recommendation. It's why Data Science." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.3" } }, "nbformat": 4, "nbformat_minor": 4 }