{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Music Taste Analysis\n", "\n", "Ever been asked what sort of music you like and felt unable to describe it convincingly? This notebook represents my effort to once and for all answer the question, because, yes, I regard it to be this complicated.\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: 3088\n", " Spotify ID Artist IDs \\\n", "0 3T9HSgS5jBFdXIBPav51gj 0nJvyjVTb8sAULPYyA1bqU,5yxyJsFanEAuwSM5kOuZKc \n", "1 2bdZDXDoFLzazaomjzoER8 1P6U1dCeHxPui5pIrGmndZ \n", "2 1fE3ddAlmjJ99IIfLgZjTy 0id62QV2SZZfvBn9xpmuCl \n", "\n", " Track Name \\\n", "0 Fanfare for the Common Man \n", "1 Highschool Lover \n", "2 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 Added By Added At ... Key Loudness \\\n", "0 41 spotify:user:pvlkmrv 2014-12-28T00:57:17Z ... 10 -15.727 \n", "1 0 spotify:user:pvlkmrv 2014-12-28T00:59:35Z ... 1 -15.025 \n", "2 3 spotify:user:pvlkmrv 2014-12-28T01:03:38Z ... 8 -11.825 \n", "\n", " Mode Speechiness Acousticness Instrumentalness Liveness Valence \\\n", "0 1 0.0382 0.986 0.954 0.0575 0.0378 \n", "1 0 0.0302 0.952 0.959 0.2520 0.0558 \n", "2 0 0.0384 0.178 0.000 0.0863 0.9620 \n", "\n", " Tempo Time Signature \n", "0 104.304 4 \n", "1 130.052 4 \n", "2 95.516 4 \n", "\n", "[3 rows x 23 columns]\n" ] } ], "source": [ "filename = 'music_that_tickles_my_fancy.csv'\n", "\n", "from matplotlib import pyplot\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", "# 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: 1387\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# count songs per artist\n", "artists = defaultdict(int)\n", "for i,song in data.iterrows():\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": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/pavel/.local/lib/python3.6/site-packages/scipy/stats/_distn_infrastructure.py:2381: RuntimeWarning: invalid value encountered in double_scalars\n", " Lhat = muhat - Shat*mu\n", "/home/pavel/.local/lib/python3.6/site-packages/scipy/stats/_distn_infrastructure.py:1682: RuntimeWarning: divide by zero encountered in log\n", " return log(self._pdf(x, *args))\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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.\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: 3430\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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: 755\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "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": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/pavel/.local/lib/python3.6/site-packages/scipy/stats/_distn_infrastructure.py:2381: RuntimeWarning: invalid value encountered in double_scalars\n", " Lhat = muhat - Shat*mu\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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\"\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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "years = defaultdict(int)\n", "for i,song in data.iterrows():\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(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", "3063 That's Amore \n", "2509 (Where Do I Begin) Love Story \n", "3021 Autumn Nocturne \n", "2484 Take Five \n", "2697 Stand by Me \n", "0 Fanfare for the Common Man \n", "554 Get Ready For This \n", "1422 New Math \n", "1905 Yesterday - Remastered 2009 \n", "2123 Il Buono, Il Brutto, Il Cattivo: Titoli Di Testa \n", "\n", " Artist Name(s) Release Date \n", "3063 Dean Martin,Dick Stabile And His Orchestra 1954 \n", "2509 Andy Williams 1957 \n", "3021 Lou Donaldson 1958 \n", "2484 The Dave Brubeck Quartet 1959-12-14 \n", "2697 Ben E. King 1962-08-20 \n", "0 Aaron Copland,London Symphony Orchestra 1963 \n", "554 2 Unlimited 1965 \n", "1422 Tom Lehrer 1965-01-01 \n", "1905 The Beatles 1965-08-06 \n", "2123 Ennio Morricone 1966 \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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 = years.append(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: 43.59090909090909\n", "Median song popularity: 43.5\n", "Max song popularity: 95\n" ] }, { "data": { "image/png": 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2NyCcPM7iJEmSNNpdouck2Z3BK6kAvjN0o8G7x1aZJEmSgNF62AB+BVjR5n96EqrqlLFVJUmSpPuM8liPDwNPAC4BftaaCzCwSZIkLYBRethWAntU1exnsUmSJGkBjHKX6KXAL467EEmSJM1tlB62HYHLk3wNuGumsapeNLaqJEmSdJ9RAtux4y5CkiRJ8xvp5e9JdgJm3nbwtaq6cbxlSZIkacYGr2FLcjDwNeClwMHAhUleMu7CJEmSNDDKKdE/A54506uWZCnwOeCMcRYmSZKkgVHuEn3YrFOgN424nCRJkjaDUXrYPp3kM8BH2/ghwDnjK0mSJEnDRrnp4E1JXgw8tzWdWFWfGG9ZkiRJmjHSu0Sr6uNJvgjsDXxvvCVJkiRp2LzXoiU5O8nT2vDOwLeA3wNOSfL6BapPkiRp0VvfzQO7VdWlbfgI4NyqeiGwikFwkyRJ0gJYX2D76dDwfrQbDarqduDecRYlSZKk+63vGrZrkvwxcC2wF/BpgCSPALZZgNokSZLE+nvYjgSeCrwKOKSqbm3tq4APjrkuSZIkNfP2sLWH5b5mjvYLgAvGWZQkSZLu5xsLJEmSOmdgkyRJ6pyBTZIkqXMbfNNBkt2APwZWDM9fVS8aX1mSJEmaMcqrqf4NOAn4JD5/TZIkacGNEth+UlXHj70SSZIkzWmUwPaeJG8DPgvcNdNYVRePrSpJkiTdZ5TA9svAK4B9uf+UaLVxSZIkjdkoge2lwOOr6u5xFyNJkqQHG+WxHpcCS8ZdiCRJkuY2Sg/bEuDbSb7OA69h87EekiRJC2CUwPa2sVchSZKkeW0wsFXVFxaiEEmSJM1tlDcd3M7grlCAbYFtgDur6ufHWZgkSZIGRulh235mOEmAA4FV4yxKkiRJ99uol7/XwL8Bvz2meiRJkjTLKKdEXzw0+jBgJfCTsVUkSZKkBxjlLtEXDg3fA1zF4LSoJEmSFsAo17AdsRCFSJIkaW7zBrYk/3M9y1VV/eUY6pEkSdIs6+thu3OOtu2AI4HHAgY2SZKkBTBvYKuqv5sZTrI98DrgCOA04O/mW06SJEmb13qvYUvyGOANwGHAycBeVXXLQhQmSZKkgfVdw/a3wIuBE4Ffrqo7FqwqSZIk3Wd9D859I/A44M+B7yf5Yfu5PckPF6Y8SZIkre8ato16C4IkSZLGw1AmSZLUubEFtiS7JLkgyeVJLkvyutb+mCTnJvlu+71Da0+S45OsSfLNJHuNqzZJkqRpMs4etnuAN1bVHsAq4OgkewDHAOdV1e7AeW0c4ABg9/ZzFHDCGGuTJEmaGmMLbFV1XVVd3IZvB64AljF4D+nJbbaTgYPa8IHAKTXwVWBJkp3HVZ8kSdK0WJBr2JKsAJ4BXAjsVFXXtUnXAzu14WXANUOLXdvaZq/rqCSrk6xet27d2GqWJEnqxdgDW5JHAf8KvL6qHvA4kKoqoDZmfVV1YlWtrKqVS5cu3YyVSpIk9WmsgS3JNgzC2qlV9fHWfMPMqc72+8bWvhbYZWjx5a1NkiRpURvnXaIBTgKuqKp3DU06Czi8DR8OnDnU/sp2t+gq4LahU6eSJEmL1nrfJbqJfg14BfCtJJe0trcC7wA+luRI4Grg4DbtHOB5wBrgRwxeNC9JkrTojS2wVdWXgcwzeb855i/g6HHVI0mSNK1804EkSVLnDGySJEmdM7BJkiR1zsAmSZLUOQObJElS5wxskiRJnTOwSZIkdc7AJkmS1DkDmyRJUucMbJIkSZ0zsEmSJHXOwCZJktQ5A5skSVLnDGySJEmdM7BJkiR1zsAmSZLUOQObJElS5wxskiRJnTOwSZIkdc7AJkmS1DkDmyRJUucMbJIkSZ0zsEmSJHXOwCZJktQ5A5skSVLnDGySJEmdM7BJkiR1zsAmSZLUOQObJElS5wxskiRJnTOwSZIkdc7AJkmS1DkDmyRJUucMbJIkSZ0zsEmSJHXOwCZJktQ5A5skSVLnDGySJEmdM7BJkiR1zsAmSZLUOQObJElS5wxskiRJnTOwSZIkdc7AJkmS1DkDmyRJUucMbJIkSZ0zsEmSJHXOwCZJktQ5A5skSVLnDGySJEmdM7BJkiR1zsAmSZLUOQObJElS5wxskiRJnTOwSZIkdW5sgS3JB5LcmOTSobbHJDk3yXfb7x1ae5Icn2RNkm8m2WtcdUmSJE2bcfawfQjYf1bbMcB5VbU7cF4bBzgA2L39HAWcMMa6JEmSpsrYAltVfRG4eVbzgcDJbfhk4KCh9lNq4KvAkiQ7j6s2SZKkabLQ17DtVFXXteHrgZ3a8DLgmqH5rm1tD5LkqCSrk6xet27d+CqVJEnqxMRuOqiqAuohLHdiVa2sqpVLly4dQ2WSJEl9WejAdsPMqc72+8bWvhbYZWi+5a1NkiRp0VvowHYWcHgbPhw4c6j9le1u0VXAbUOnTiVJkha1rce14iQfBfYBdkxyLfA24B3Ax5IcCVwNHNxmPwd4HrAG+BFwxLjqkiRJmjZjC2xV9bJ5Ju03x7wFHD2uWiRJkqaZbzqQJEnqnIFNkiSpcwY2SZKkzhnYJEmSOmdgkyRJ6pyBTZIkqXMGNkmSpM4Z2CRJkjpnYJMkSerc2N50sKVbccynHjB+1TueP6FKJEnSls4eNkmSpM4Z2CRJkjpnYJMkSeqcgU2SJKlzBjZJkqTOGdgkSZI6Z2CTJEnqnIFNkiSpcwY2SZKkzhnYJEmSOmdgkyRJ6pzvEpU0Flvi+3a3xM8kaToY2DYjv8wlSdI4eEpUkiSpcwY2SZKkznlKVNpCTfsp+rnqH8dnmr3OzbVeSdqcDGyStAmmPRhLmg4GNklbJIOUpC2J17BJkiR1zh42SZvcGzXJ3iyvQXswexelLY+BTZLmYOiR1BMDm9SpSfccjXKX5kz7pqxzIS3U9ie978ZhS/xM0jQxsI2ZX3LShk06yE2LSQVO94c0eQY2aRHxPxCLm0FMml4GNq2XX/CSJE2egU3aSIZYjZs9oZJmM7Cpa5MOR5PeviRJYGCTFtw0P/NM2tz8+yyNxsA2IX5J9cX9oWk16b+7o27f07zSpjGwadGZ9D9wc+mxJi0O/t2TpoOBrSN+ceqh8u/OdBjlYcTuO0lzMbBps/EfngfyFJAWK78LpM3PwLYF8UtS0pbK7zctdga2KTWOL6+Funh4S/zi3RI/kzQpHk/SgxnY1IXNHQI3dnlJknpmYNvC+T9VSZqb/9HTNDGwdc7AtWn885O2bB7jWiwMbJo6fkFLkhYbA5vGynAlqQd+F2naPWzSBUiSJGn97GFbhLzQVpLm5xsp1CMDmyRJm5HhTuNgYJMkaQIMdtoYBjZJksZsod4koy2XNx1IkiR1rqsetiT7A+8BtgLeX1XvmHBJkqQps1CnGheyN8x3PaubHrYkWwH/ABwA7AG8LMkek61KkiRp8nrqYXsWsKaqrgRIchpwIHD5RKuSJGnK+aiS6ddTYFsGXDM0fi3w7AnVIklS1xYycG1pgW8ab+5IVU26BgCSvATYv6pe3cZfATy7qv5o1nxHAUe10ScD31nAMncEfrCA29PGcx9NB/fTdHA/TQf303TYEdiuqpY+lIV76mFbC+wyNL68tT1AVZ0InLhQRQ1LsrqqVk5i2xqN+2g6uJ+mg/tpOrifpkPbTyse6vLd3HQAfB3YPcluSbYFDgXOmnBNkiRJE9dND1tV3ZPkj4DPMHisxweq6rIJlyVJkjRx3QQ2gKo6Bzhn0nWsx0ROxWqjuI+mg/tpOrifpoP7aTps0n7q5qYDSZIkza2na9gkSZI0BwPbCJLsn+Q7SdYkOWbS9WggyS5JLkhyeZLLkryutT8myblJvtt+7zDpWjV4m0mSbyQ5u43vluTCdlyd3m420gQlWZLkjCTfTnJFkud4PPUnyZ+077xLk3w0ycM9niYvyQeS3Jjk0qG2OY+fDBzf9tc3k+y1ofUb2DbAV2Z17R7gjVW1B7AKOLrtm2OA86pqd+C8Nq7Jex1wxdD4O4HjquqJwC3AkROpSsPeA3y6qn4JeDqD/eXx1JEky4DXAiur6mkMbtI7FI+nHnwI2H9W23zHzwHA7u3nKOCEDa3cwLZh970yq6ruBmZemaUJq6rrquriNnw7g39cljHYPye32U4GDppMhZqRZDnwfOD9bTzAvsAZbRb304QleTTw68BJAFV1d1XdisdTj7YGHpFka+CRwHV4PE1cVX0RuHlW83zHz4HAKTXwVWBJkp3Xt34D24bN9cqsZROqRfNIsgJ4BnAhsFNVXdcmXQ/sNKGydL93A28G7m3jjwVurap72rjH1eTtBqwDPthOXb8/yXZ4PHWlqtYC/xv4HoOgdhtwER5PvZrv+NnobGFg09RL8ijgX4HXV9UPh6fV4DZob4WeoCQvAG6sqosmXYvWa2tgL+CEqnoGcCezTn96PE1euwbqQAYB+3HAdjz4NJw6tKnHj4Ftw0Z6ZZYmI8k2DMLaqVX18dZ8w0zXcvt946TqEwC/BrwoyVUMLinYl8G1UkvaKR3wuOrBtcC1VXVhGz+DQYDzeOrLbwL/WVXrquqnwMcZHGMeT32a7/jZ6GxhYNswX5nVqXYd1EnAFVX1rqFJZwGHt+HDgTMXujbdr6reUlXL2zv0DgXOr6rDgAuAl7TZ3E8TVlXXA9ckeXJr2g+4HI+n3nwPWJXkke07cGY/eTz1ab7j5yzgle1u0VXAbUOnTufkg3NHkOR5DK7BmXll1l9PuCQBSZ4LfAn4FvdfG/VWBtexfQzYFbgaOLiqZl8IqglIsg/wP6rqBUkez6DH7THAN4Dfraq7JlnfYpdkTwY3hmwLXAkcweA/9h5PHUnyduAQBnfKfwN4NYPrnzyeJijJR4F9gB2BG4C3Af/GHMdPC9vvZXA6+0fAEVW1er3rN7BJkiT1zVOikiRJnTOwSZIkdc7AJkmS1DkDmyRJUucMbJIkSZ0zsEmaOkl+luSSJJcm+Zckj9zM639Vkvdu5DIrkxzfhvdJ8qubsyZJi5uBTdI0+nFV7VlVTwPuBl4zyWKSbF1Vq6vqta1pH8DAJmmzMbBJmnZfAp4IkOQNrdft0iSvb20rknw7yalJrkhyxkyPXJKrkuzYhlcm+fzslSd5YZIL2wvRP5dkp9Z+bJIPJ/kK8OHWq3Z2khUMAuSftF7AvZP8Z3uNGkl+fnhckkZhYJM0tdq7Ew8AvpXkVxg8mf/ZwCrg95M8o836ZOAfq+opwA+BP9yIzXwZWNVeiH4a8OahaXsAv1lVL5tpqKqrgPcBx7VewC8Bnwee32Y5FPh4ew+kJI3EwCZpGj0iySXAagbvVjwJeC7wiaq6s6ruYPBS7L3b/NdU1Vfa8D+3eUe1HPhMkm8BbwKeOjTtrKr68QjreD+DMEn7/cGN2L4ksfWkC5Ckh+DHVbXncMPg1Xzzmv0Ovpnxe7j/P64Pn2fZvwfeVVVntXehHjs07c5Riq2qr7RTs/sAW1XVpaMsJ0kz7GGTtKX4EnBQkkcm2Q74ndYGsGuS57ThlzM4zQlwFfArbfi/z7PeRwNr2/DhI9ZyO7D9rLZTgI9g75qkh8DAJmmLUFUXAx8CvgZcCLy/qr7RJn8HODrJFcAOwAmt/e3Ae5KsBn42z6qPBf4lyUXAD0Ys55PA78zcdNDaTm3b/ujIH0qSmlTNPlMgSVuOdtfm2e0RIJOs4yXAgVX1iknWIWk6eQ2bJI1Zkr9ncDfr8yZdi6TpZA+bJElS57yGTZIkqXMGNkmSpM4Z2CRJkjpnYJMkSeqcgU2SJKlzBjZJkqTO/X+l+44VqjnkXAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "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: 4:06.183588730569966\n", "Median song length: 3:56.16\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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", "705 Irene \n", "1954 The Return of the King (From The Lord of the R... \n", "464 The Cure For Pain \n", "2406 Shine On You Crazy Diamond (Pts. 1-5) \n", "142 Two Step - Live At Piedmont Park, Atlanta, GA ... \n", "1474 Cage-Nerd \n", "2407 Shine On You Crazy Diamond (Pts. 6-9) \n", "144 Warehouse - Live At Piedmont Park, Atlanta, GA... \n", "143 Don't Drink the Water - Live At Piedmont Park,... \n", "2717 The Alien \n", "\n", " Artist Name(s) Release Date Duration (ms) \n", "705 Beach House 2012-05-15 1017013 \n", "1954 The City of Prague Philharmonic Orchestra 2004-01-01 976893 \n", "464 mewithoutYou 2002-01-01 908840 \n", "2406 Pink Floyd 1975-09-12 811077 \n", "142 Dave Matthews Band 2007-12-11 808226 \n", "1474 Tim Minchin 2011-04-04 778250 \n", "2407 Pink Floyd 1975-09-12 747325 \n", "144 Dave Matthews Band 2007-12-11 743906 \n", "143 Dave Matthews Band 2007-12-11 743493 \n", "2717 Ben Salisbury,Geoff Barrow 2018-02-23 723579 \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. 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, they [provide distributions across all music](https://developer.spotify.com/documentation/web-api/reference/tracks/get-audio-features/). Here they are next to similar plots of my own songs." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pyplot.figure(figsize=(20,40))\n", "\n", "for i,category in enumerate(['Tempo', 'Acousticness', 'Instrumentalness', 'Liveness',\n", " 'Valence', 'Speechiness', 'Loudness', 'Energy', 'Danceability']):\n", " pyplot.subplot(9, 2, i*2+1)\n", " # It would be nice to show the KDE on these plots, but there isn't a way\n", " # to show it on unnormalized https://github.com/mwaskom/seaborn/issues/479\n", " pyplot.hist(data[category], bins=30)\n", " pyplot.text(min(data[category]), 0, 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.subplot(9, 2, i*2+2)\n", " pyplot.imshow(pyplot.imread('https://developer.spotify.com/assets/audio/'+\n", " category.lower()+'.png'))\n", " pyplot.axis('off') \n", "\n", "pyplot.tight_layout(h_pad=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like my preferred Tempo, Acousticness, Instrumentalness, Liveness, Speechiness, and Loudness are not much different from average. Energy is pretty similar, but I have perhaps slightly lower affinity for the super-energetic stuff. My Valence is somewhat negatively skewed, meaning I like sadder songs than average. And my Danceability peaks lower than average.\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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pyplot.figure(figsize=(15,4))\n", "\n", "pyplot.subplot(1, 3, 1)\n", "seaborn.countplot(data['Time Signature'])\n", "pyplot.xlabel('Beats per bar')\n", "pyplot.ylabel('Num Songs')\n", "pyplot.title('Time Signature')\n", "\n", "pyplot.subplot(1, 3, 2)\n", "axes = seaborn.countplot(data['Key'])\n", "axes.set(xticklabels=['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", "axes = seaborn.countplot(data['Mode'])\n", "axes.set(xticklabels=['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", "121 Good Morning Fire Eater \n", "227 Carry On \n", "248 Elysium \n", "277 Lately \n", "390 Evenstar \n", "451 Make A Fist \n", "463 (B) \n", "573 Animals \n", "741 All That Remains \n", "749 Crush The Camera \n", "827 O \n", "1081 Cold Sparks \n", "1182 You Are Gonna Die \n", "1209 Everything In Its Right Place \n", "1214 The Tourist \n", "1215 I Am Citizen Insane \n", "1875 Have I Always Loved You? \n", "2015 Resonance \n", "2180 Pray \n", "\n", " Artist Name(s) Release Date \n", "76 Coco Steel Lovebomb 2000-10-31 \n", "121 Copeland 2008-01-01 \n", "227 fun. 2012-02-21 \n", "248 Klaus Badelt,Lisa Gerrard,Gavin Greenaway,The ... 2000-01-01 \n", "277 Memoryhouse 2011-09-13 \n", "390 Howard Shore,Isabel Bayrakdarian 2002-12-02 \n", "451 Phantogram 2011 \n", "463 mewithoutYou 2002-01-01 \n", "573 Muse 2012-09-24 \n", "741 Rogue Wave 2010 \n", "749 Rogue Wave 2005-08-23 \n", "827 Coldplay 2014-05-19 \n", "1081 Mutemath 2011-09-30 \n", "1182 Marc Streitenfeld 2015-03-24 \n", "1209 Radiohead 2000-10-02 \n", "1214 Radiohead 1997-06-17 \n", "1215 Radiohead 2003-06-09 \n", "1875 Copeland 2014-11-17 \n", "2015 Home 2014-07-01 \n", "2180 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", "1393 Small Memory Jon Hopkins 2009-05-05\n", "\n", "1:\n", " Track Name \\\n", "71 Clair De Lune \n", "120 Top Of The Hill \n", "231 I Am the Very Model of a Modern \n", "243 The Last of Us (You and Me) \n", "366 Bowery \n", "507 The Eternal City \n", "570 Prelude \n", "608 Þú ert jörðin \n", "611 Raein \n", "1302 Campfire Song Song \n", "1356 Mylo Xyloto \n", "1399 Anagram \n", "1957 The Fellowship (From The Lord of the Rings: Th... \n", "1997 Monsoon \n", "2041 Meet Me in the Woods \n", "2080 Only Songs \n", "2228 Old Casino \n", "2241 Work This Time \n", "2658 I Don't Think So \n", "2738 Other Worlds \n", "\n", " Artist Name(s) Release Date \n", "71 Claude Debussy 2014-10-13 \n", "120 Conduits 2013-04-16 \n", "231 The Pirates Of Penzance 1981 \n", "243 Gustavo Santaolalla,Alan Umstead 2013-06-07 \n", "366 Local Natives 2013-01-29 \n", "507 Michele McLaughlin 2007-12-04 \n", "570 Muse 2012-09-24 \n", "608 Ólafur Arnalds 2010-05-07 \n", "611 Ólafur Arnalds 2009-08-28 \n", "1302 Spongebob Squarepants 2001 \n", "1356 Coldplay 2011-10-24 \n", "1399 Young the Giant 2014-01-17 \n", "1957 The City of Prague Philharmonic Orchestra 2004-01-01 \n", "1997 Hippo Campus 2017-02-24 \n", "2041 Lord Huron 2015-04-07 \n", "2080 The Wild Reeds 2017-04-07 \n", "2228 Coastgaard 2016-02-26 \n", "2241 King Gizzard & The Lizard Wizard 2014-03-07 \n", "2658 Ben Phipps 2016-09-30 \n", "2738 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.\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.\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": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/pavel/.local/lib/python3.6/site-packages/seaborn/axisgrid.py:2262: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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', size=10)\n", "axes.set_axis_labels(x, y, fontsize=20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is pretty scattered around 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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" ] }, "metadata": { "needs_background": "light" }, "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(['Spotify ID', 'Artist IDs', 'Track Name', \n", " 'Album Name', 'Artist Name(s)', 'Added By', 'Added At',\n", " 'Genres'], 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*0.01: # 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: [0.21986282 0.09180652]\n" ] }, { "data": { "image/png": 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iDwD0jBgEAADQPwQgIE8RfgDg8BCDAAAAekYAAvIM4QcAjh4xCAAAoDMCEJAnCD8AMDCIQQAAABkMQGbmSVosaatz7m2Z2i8QdoQfAMgeYhAAAChWmZwBdLWklZLKM7hPILQIP0BuTIg2qjrapLpEuTYnKnM9HOQQMQgAABSTSCZ2YmbHSHqrpFsysT8gzKpnzST+ADkyIdqoswZv0IzSHTpr8AZNiDbmekjIE/zdDAAAwi5TM4C+L+lzkob1tIGZXSHpCkmaOHFihg4LFA7eWAC5Vx1tUtRSkqSopVQdbWIWEDphVhAAAAirow5AZvY2STucc0vM7HU9beecu1nSzZK0YMECd7THBQoF4QfIH3WJck0raVDUUkq4iOoSXLWMnhGDAABAmGRiBtBrJL3DzN4iqUxSuZnd6Zy7JAP7BgoW4QfIP5sTlXr8wBTWAMJha/87nRAEAAAK1VEHIOfcFyV9UZKCGUDXEn9QzAg/QH7bnKgk/OCIMSsIAAAUqkx+ChhQ1Ag/AFBciEEAAKCQZDQAOecWSVqUyX0C+Y7wAwDgEjEAAJDvmAEEHCHCDwCgK2YFAQCAfBXJ9QCAQkT8AQD0pXrWTP57AQAA8gYzgIDDwC/yAIDDxawgAACQDwhAQD8QfgAAmUAMAgAAuUIAAnpB+AEADBQWjgYAANlEAAJ6QPwBAGQDs4IAAEA2EICALgg/AIBcYVYQAAAYKAQgIED4AQDkC0IQAADINAIQIOIPACA/cXkYAADIFAIQihrhBwBQKJgVBAAAjgYBCEWJ8AMAKFTMCgIAAEcikusBANlG/AEAhEX1rJn8dw0AAPQLM4BQNPgFGQAQVswKAgAAfSEAIfQIPwCAYsJaQQAAoDtcAoZQI/4AAIoVl4cBAIB0zABCKPELLwAAPi4PAwAAEjOAEELEHwAAusesIAAAihczgBAa/EKLMJs7c3Suh3CIF1/ekeshADhCrBMEAEDxIQAhFIg/KCT5GHOOxJE+DsIRkD+4PAwAgOJBAEJBI/wg34Ql7gyk/p4jQhGQXcwKAgAg3AhAKFjEH+QCgSd7+jrXBCJgYBCCAAAIJwIQCg7hB9lA6Ml/PT1HhCEgMwhBAACECwEIBYX4g0wj9IRPb88pcQg4fKwTBABAOBCAUBAIP8gEYg+6ew0QhcJtQrRR1dEm1SXKtTlRmevhFDxmBQEAULgIQMh7xB8cKYIP+oNLycJrQrRRZw3eoKilNK2kQY8fmEIEyhBCEAAAhYcAhLxG/EF/EXuQaV1fUwShwlMdbVLUUpKkqKVUHW0iAGUYIQgAgMJBAEJeIvygLwQfZBuXjxWeukS5ppU0KGopJVxEdYnyXA8ptAhBAADkPwIQ8g7xB90h+CAfEYXy2+ZEpR4/MIU1gLKIBaMBAMhfBCDkDcIPuiL6oBBx6Vh+2ZyoJPzkCLOCAADILwQg5AXiDySCD8KJIIRiRwgCACA/EICQc8Sf4kb0wUAqb96u8tZ6NZVWqWnQmFwPRxJBCMWLEAQAQG4RgJAzhJ/iRfRBNpQ3b1dN41J5LqkRB7aoVvPzJgKlIwih2BCCAADIDQIQcoL4U3yIPsi28tZ6eS4pSfJc0p8JlIcBqCuCEIoFIQgAgOwiACHriD/Fg+iDXGoqrdKIA1vkuaSS5qmptCrXQzoi6T9HxCCEESEIAIDsIAAhawg/xYHog3zRNGiMajU/79YAOhrMDkKY8RHyAAAMLAIQsoL4E25EH+SrpkFjQhF+esLsIIQVs4IAAMg8AhAGHPEnnIg+QH5hdhDCiBAEAEDmEIAwoIg/4UP4AQoDs4MQJoQgAACOHgEIA4LwEy5EH6CwEYMQFoQgAACOHAEIGUf8CQeiDxBOxCCEASEIAIDDRwBCRhF/Ch/hBygerBuEQkcIAgCg/whAyBjiT2Ej/ABgdhAKFSEIAIC+EYBw1Ag/hYvoA6AnxCAUIkIQAAA9IwDhqBB/ChPhB8DhIAah0BCCAAA4FAEIR4z4U3gIPwCOFjEIhYQQBADAQQQgHBHiT2Eh/AAYCO1/txCCkO8IQQAAEIBwBIg/hYHoAyBbmBWEQkEIAgAUMwIQ+o3wUxgIPwByiRiEQkAIAgAUIwIQ+oX4k/8IPwDyDTEI+Y4QBAAoJgQg9In4k98IPwAKATEI+YwQBAAoBgQg9Ir4k78IPwAKFYtHI18RggAAYUYAQo+IP/mJ8AMgLJgVhHxFCAIAhBEBCN0i/uQfwg+AMCMGIR8RggAAYUIAwiGIP/mF8INsKm/ervLWejWVVqlp0JhcDwdFikvEkG+qZ80kAgEACh4BCB0IP/mH+INsKm/erprGpfJcUiMObFGt5hOBkFPMCkI+YTYQAKDQEYAgifiTbwg/yIXy1np5LilJ8lzSnwlEAEKeIAYhXxCCAACFigAE4k8eIfwgl5pKqzTiwBZ5LqmkeWoqrcr1kIBucYkY8gEhCABQaAhARY74kx8IP8gHTYPGqFbzWQMIBYNZQcgHhCAAQKEgABUx4k/uEX6Qb5oGjSH8oCAxKwi5RggCAOQ7AlCRIv7kHvEHADKPWUHINUIQACBfEYCKEPEntwg/ALpT3rydy+8yjFlByCU+Oh4AkG8IQEWG+JM7hB8gf+U6vpQ3b1dN41J5LqkRB7aoVvOJQBnErCDkCrOBAAD5JJLrASB7iD+5Q/wB8ld7fKnav0k1jUtV3rw9+2NorZfnkpIkzyVV3lqf9TEUi7kzR/N3MrKuetZMfg8DAOQcM4CKBL905AZvMpAtZ00fcVjbP75m1wCNpPB0F1+yPfumqbRKIw5skeeSSpqnptKqrB6/GDErCLnAjCAAQC4RgIoA8Sf7CD/oj8ONNvl67EKPSfkQX5oGjVGt5rMGUI6wVhCyjRAEAMgFAlDIEX+yj/iDXIadXOjv483XUJQv8aVp0BjCT44RgpBtLBQNAMgmAlCIEX+yi/BTXIot8mRCX+csl4GI+IJ0XB6GbGI2EAAgWwhAIUX8yS7iT3gRerKnt3Odr7OHEH7MCkK2EIIAAAONABRCxJ/sIfyEC7Enf/X03BRTGMr1R9UXO2YFIVsIQQCAgUIAChniT3YQfgpfMcaeRMNmJXbVKTqiWtFRE3I9nIzo7nnMdhTKRphp/6h6zyU14sAW1Wo+ESiHmBWEbGB9IABAphGAQoT4kx3En8JTjLGnq0TDZjWveEJKJRWvW6dBs84MTQTqKptRKFthJh8+qh6HIgRhoDEbCACQSQSgkCD+DDzCT+Eg+BwqsatOSvkBQamkPxMopAGoOwMVhbIVZvLho+rRMy4Pw0AjBAEAMoEAFALEn4FH/MlvBJ++RUdUK163zo9AEU/REdW5HlLOdX3dHEkQylaYyZePqkffmBWEgcRlYQCAo0EAKnDEn4FH/MlPRJ/DEx01QYNmnRm6NYAy6UhmCWUzzPBR9YWFEISBwmwgAMCRIgAVMOLPwCL85JdcB5+9uxp0/4+/qU0vL9PgYeXyoiV6/Xs/qjlnnaN1S5/Wov+9RR/59i1ZG8/2Tet159evlmS69Os/1qjxkyRJj9/9S+2q26Lzr/qKJOkP139ZO199RR+74Q5FR03QU4/9XQ1bHtIFV3+1x30/esdNOvsDH8/Gw8h7/ZklRJhBbwhBGCiEIADA4SIAFSjiz8Ai/uSHXEefds45/fLLH9OCcy/UJf/1fUnSrm1bteJfj+ZsTC/98xHNfe25euMHP9np9smzT9LzjzzQ8fWr61fJJZNKJZOKeJ5qX3pes884u9d9/+03Pz3sANS+/7DLxGVjKE6sE4SBQggCAPQXAagAEX8GDuEn9/Il+qRb+/yT8mIxnX7e+zpuGzF2vM686NJDtn1l5Qu674ffULytVbHSUl38he9q9MQp2rZxjX737c8rmYjLpVK69Bs/UfnIMbrja1dpd/02uVRSZ3/wk5r/hrd12t/WtS/r7hu+onhLs0aOm6j3fOE72rTieT1x9y9lEU9rlzypj//gro7tx02dqfotGxVvbVEiHlespFSjxk9S3YbVGj9tpjateF5v+/fPS5Ju+/KV2rOjTvG2Np150aVa+I736v9+/l3FW1v0Px9+m8bUTNMlX7lRSx6+T0/cc7uSibgmzjhBF/3H1xXxPH3x3Dla+Pb3as2Sf+nCT/+3psxdMEDPQP5Kf70Sg9BfzArCQGB9IABAXwhABYb4M3CIP7mTj9En3faNa3XM9Fn92nb0xCn6xI9+Jy8a1ZrF/9KDv7hel33jJj15/106852X6aQ3nqdEvE0uldLKpxepfORofeQ7t0qSmvftPWR/v73uWl1w9Vd17LxT9Zdbb9TDv/qhzr/qK1r4jvepZNBgvf7ij3ba3otGNX7qTL2y6kXFW1s0ceY8VR1To9qXntfQihFyzqly9DhJ0sWf/44Gl1co3tqi7195vua+9ly97crP6V/33qHP3Pp//mOvXadlf/+zrvrJ7+VFY7rnhv/S84/crwXnXqi25gOaOOMEveMTXzqa0xsazA7C4SIEIdOYDQQA6A0BqIAQfwYO8Sf78j369OaeG7+qjcsXKxqN6dM339fpvub9e/Xb6z6rhq21kkzJZEKSVDPrRD16503aU79Nc856k6qOmazqKcfpgZuu0//97DuaufANmnLCyZ33tW+vmvc16dh5p0qSFpx7oX791av6HF/N7BNV+9Lzire2qGbWfI06pkZ/u/OnGloxQjWzT+zY7ol7btfyJx6WJO3eUaeGLbUaMryy077WPv+ktqx5Sd+/8gJJUry1RUMrR0qSIp6nua89t/8nrsgQhHpW3rydTzRLQwhCpjEbCADQHQJQgSD+DAzCT3YVavQZM3maXnz8rx1fX/Qf/619u3fp+1eef8i2f7n1Rk2df5ou/9bPtKtui276tH/Z2IlvfIcmzjxBK5/6h2753If1zmu/qWknnq5rfvGAVj69SA/deoOmnXi63nRZ34GnL5PnnKQn7/+tEm2tes0Fl2hoxUhtr13nB6BZfgBat/RprVnyL33qprtVUjZIN139PsXbWg/Zl3NOC869UG+94rOH3BctKc3Kuj+Jhs2h+PQyLhfzlTdvV03jUnkuqREHtqhW84lAAUIQMonZQACAriK5HgD6RvwZGMSf7Dhr+oiOfwrVtBNPV6KtVU/e95uO2+KtLYdsl2jYrP3bXtHQUr+tP/eXezru2/nqKxo5bqLOfOdlmnXG2apbv1p7GrYrVjpIJ73pfL3+4o9qy9qXOu1v0NBhGjRsuDa88JwkacnD9+nYeaf0Od5Js07UKy8v1b7duzSscpTMTEMqRuilfz6qmjknSZJa9u/V4KHDVVI2SNs3rdeml5d2fL/nRZVMxP3HftLpenHRQ9rb2CBJOtC0W7u2be3XecuERMNmNa94QvGtq9W84gklGjZn7dgDKQw/F0eqvLVenktKkjyXVHlrfY5HlH/mzhzd8Q9wtKpnzeR3SQCAJGYA5T3+gz0w+KV64IXpja2Z6fJv/Uz3//ib+sdvb9aQihEqKRukt175uY5tXFuzmlc8odNPOkH3/vKH+vs9d2jmGW/quH/ZPx7UkofvkxeNatiIUTr7ko/rlVUv6v9++m1ZJCLPi+qia75+yLHf+8XvdSwCPWLcBF38he/2Od7Bw4ZrSMVIjZ08reO2mlnzVfvSEo07doYk6fhTztJT99+l73zgTaqaOFmTZs7v2Pa0t1+s6y9/q8ZPn6VLvnKjzv3INbr52svkUv+fvTuPi6L+/wD+mt1BLkFAPBAQBEUFUVG8wfsINc9KzTwqzfKbHWZpZZf2TfuVlkdWHqWmlamlZZm3eX0VUVQUFQFRQBIRELnZ3fn9se4KuLvsMbM7O/t+Ph49vt9ld2Y+Owg78+L9eX9UkLMsxrz2EXya+pt1Lk2lyM8BVOqwACqluhLIjquAdHG0qWJFzo3gU5oFOaeEkpGjyLmRrYckalQVRPhC08IIIYQwHMdZ/aDR0dFcQkKC1Y8rFNchnwuyXwp/+EfBj7CkFPoYomtKUnlKPKqyr2pf4+TfGi5hdVfrEMM0FUBQKQGZHK4RsZILgAyRahhEPYDMR0EQ4QMFQYQQ8lDZnjm2HgKvGIY5w3GczuV5qQJIpCj84R+FP8JxlOAHqBlIVOWkagMJ1scPVTmp2qCC9fGz9VAlgfUNhGtErCR6AJlDqn2DilybUPBjJqoIInyg/kCEEOKYKAASIQp/+EfhD/8cKfSpTt+UJEcPKoSkOb+2JIZG1FINg4h5KAgifKBpYYQQ4lgoABIZCn/4RcEP/xw1+NEwVOkjhqCCUSrBWWFlLkeir+rLligMIhoUBBFLUTUQIYQ4DloFTEQo/OEXhT/8ctQVixR5mShPideuPqWp9HHyby2KIKC2cbPGIeT4flsPQ1J0VX2JiSOvKEYeolXDiKXoOpQQQqSPKoBEgj50+UUXwfwR602lNabk6O33I4JKH30Oz3oPo+ZOw6+fNUFu60hbD0cS7Km/E1UGEaoIIpagaiBCCJE2CoCI5FD4Yzmxhj4a1pqSY49LkP/btgP2z/kYI999ET+t2orixs1sPSS7Z6/9nSgMcmzVPwspDCKmot5AhBAiTRQAiQBV//CDgh/LiT340bBWMGNPlR/VpfYeAq/sGxg9bzp+XrkFVW71bT0kuyfmqi9jUBjk2KgqiJiDqoEIIUR6qAeQjVH4ww8Kfyxjb/1DWB8/QPag0bGAwYzY+/0YkjB+OnLCO2L4h6+AUShsPRwiItQzyHFRnyBiDrpWJYQQ6aAAyIboA5UfdDFrPnu9CbRmMMP6BsIlrKtdhT8AAIbBwdc+BKNUot+KhQDH2XpERITs9XcAsYzYgqBAtgBdXW4gkC2w9VCIHn4R4XTdSgghEkABkI3Qhyg/xHQBa0+kcNNnt8GMFalYJ+z6aCUCzp9C1Lb1th4OETGqCnJMYgiCAtkC9HZLR1vnXPR2S5d8CGTvYRddvxJCiH2jHkA2QB+e/LD1Ras9ops7x1NZ3wO/LV6HCf95EveaBSK910BbD4k3Qq4EZ41V5sSK+gU5Hlv2CPJji8AyKgAAy6jgxxYhU+Ft9XFYgybsqp+NGQAAIABJREFUYhkVWtXLw5HSELt8r9QbiBBC7BdVAFkZhT+WE8NfLO0N/WXfsd1v6o/fP/4agz99G42vJtl6OLzQrARXlX0VZZeOQpGXaRf7tjf0u8Ox2OLzNUfhCQWnvhxVcDLkKDytenxr0hV22TO6piWEEPtDAZAV0Qel5Sj4MQ3dvBGNf9t2wIE3FmLkuy+ifu4tWw/HYrpWgrOHfdsrmiLmWKwZBGUqvJFc0QT5ChckVzSxy4oYY0kx7KLeQIQQYl8oACJ2g8If09CNGqntWp/HkDh2CkbPmw6n0mJbD8ciQq4EZ61V5uwVhUGOo3YQJET/mkC2AOHOt+HDliPc+bbd9sYxRqbCG0dKQ3C5orHdTv/Sh0IgQgixD9QDyErog9EyFP4Yj27KSG3V+9kkjJ8Or+wbGP7hK9jxyWpwrPkfA7bsk6NZCU6I4wu5b2PYU/8hze8b6hUkbe3DG8Oz7DaC7vLfv8aRegAB6hBIqu+PegMRQoj4UQWQFVD4YxkKf4xDf5EnujzSz+ZuFi/Lw4uhT46QK8HZapU5MZxXc1BVkHR4lt1GQOFFeJbdrvn1ijuC9K+R4rQoR0fXvYQQIl4UAAmMPgQtQ+FP3eimixiiq59NjeXht6/nbb/EclI4r/Q7yX55lt1GcEEiGpXcQHBBYo0QqMi5EZSMemqkkpGjnl9zXo4p5WlRjox6AxFCiDhRACQg+uAzH630ZRy6ySJ10dfPRrM8fJef1iDk+H7e9kssI6XzSlVBltFXiSPoMSvuQM6pA0g5p4RnxR3tc0WuTZDhHYU77kHI8I5CkWsT3j6nMxXeiC8PovBHguhamBBCxIXhzCz/t0R0dDSXkJBg9eMKxXXI5498jT7wzEfBT93ohoqYwlBPmaaXz2PU3Gn49bPvkNs6krf9EvNJ+bxSryDjaCpx5JwSSkauDVzEfNwLybkCj47YO+oNRAgRq7I9c2w9BF4xDHOG47hoXc9RE2giKhT+GEbBDzEH6xuoN0iovjz8T6u2orhxM172S8xnL+fVnKCq+u8wewyDPMtuw7PiDoqcGwkayOiqxLFGAFTk2gQZiDLrPWo+vykIIvr4RYRTCEQIITZGU8AEQNU/5qHwxzAKfxyPIi8T5SnxgjcCltLy8MQ6+GhWbW/Twwz1x+Fb7X47Rc6NBDvWI8d2bYIsr3ZmB040hZsYQtfIhBBiWxQA8Yw+2MxDF4v62dtNEuGHtVeDShg/HTnhHTH8w1fAKBSCHovYPz6bVdtLryBD/XH4pqvfjr2hIIjoQw2iCSHEdigA4hF9mJmHLhB1s4cbIiJclY7VV4NimIfLw6/8GOA4sGWlqJ97S9jjErskVLNqMf/es3ZVjrGVOLZoFm0KCoKIPnTdTAgh1kc9gHhCH2LmoYtC3cR6A0Rq0lTpQKVEVU4qXCNiLerd0rPZw+97rioM5/9Ng0qpgEzOol3LMDRuJvy/i10frcT4l59E1Pb1yGsRhm4/rMK2LzcLflxbkHKzZaGxvoFwjYgV7PxpfgeKqU+QJf1xhFK9abNPaRYyIN5qIeoRZP8C2QL4sUXIUXjytmIb9QUihBDrogCI2AyFP4/iO/ihG1xh6arSqX2ee5oZ2jQOCEGHmDjk5dyAr18QGgeEWDpco0SHBeHm99vQa9xjuDFvAfyvJqFXQzfcvnPrkbGcuCWem3NT8R3eOSJrNKsWW9PoItcmogpYbNUs2hIUBNmnQLYAvd3SwTIqtKqXhyOlIbyGQACtEkYIIdZAARAPqPrHdBT+PEqI8IducIXF+vhBKWCVTuOAEKsFPxpuVy6i0fYfkTHvY7RY8BYqmgWiav8unL9/GyqlAtlpyegQE4fGASFGhVtiDYmMCe+IuIixKsjWipwbwac0S7tsuzWbRVuKgiD74scWgWVUAACWUcGPLeItANIeg6qBCCFEcBQAEauj8KcmoaZ70Q0uv3SGHc18kOvjIViVTm5WutUrgMoDgqCs74HgT95BVaMmcLmeigZ7/4CqaycAgEqpQF7ODaPHoy8ksnUwxPr4oSonVf0zwmMPGyI8CoIeEuO0NFO1D29MIZAdyFF4olW9PLCMCgpOhhyFpyDHoWogQggRFsNxnNUPGh0dzSUkJFj9uEIJmf2XrYdgNyj8qUnIXj/VK4AgkztEBRBfU97MnbbFp9ysdJw/tltbXaSpurEWprISPnv/QOCSBahiGHz5wnSrjMWawRBNkZQOCoOkgYIgcROiB5AhFAIRQqylbM8cWw+BVwzDnOE4LlrXc1QBRKyGwp+HrNHkWegmrWJjypS36jf+vdt3sPJIjZOXcwMqpXo5dlOrbvjA1auHu8PH4u7wsQDHIfj8/3A7Kx1NBJ6Wpit8EyoUskYPG2IdVBUkDTQtTNwyFd5WCX40aEoYIYTwjwIgYhUU/jxkzRW+HOkG19gpby1VhTiffAwqpQLKf9OQ6+Nh9T47xvD1C0J2WrK26sbXL8hmY8nNvo6MK4lQKRXIKL6HBr5NrXrOrBkKEftGQZA0UBBENGhKGCGE8IsCICI4Cn8eouXdhaOvp0vt8CD59HmbVtYYy1argOli62okXSgUIoaIbfUwYh4KgogGVQMRQgg/KAAigqLwR42CH+Fpprz5VuQbDEzEVFlTF1usAqaLvZyz2qEQBUIEoKogKaBG0QSgEIgQQvhATaB5QE2gdaPwR43CH+GZ2rTZFqtr2TspnDMKhAhAQZC9oyCIUAhECOEbNYEmxEIU/lDwIzRLVuoSS2WNPZHCOaMKIQJQRZC9o2lhhPoCEUKI+SgAIryj8IfCH6GIYXl2qZNCpY+xKBBybNQnyL7RtDBCU8IIIcR0FAARXlH4Q+EP3yj0sZ7crHScP7YbKqUC2WnJ6BATJ/kQqLrq/9YoDHIsVBVkn6gaiFAIRAghpqEAiPDG0cMfCn74Q6GPbYhxtS9boeog+6PIy4QiPwesjx9Y30Cz9kFBkH2iIMix0ZQwQggxHgVAhBcU/lBgYSkKfYRlzNQue1ntyxaoOkjcFHmZKLt0FFApUZWTCteIWLNDIICCIHtFQZBjo2ogQgipGwVAxGIU/lBwYQk+gh9H6ltjjNrnw9ipXY0DQtAhJs7icynG7wefY6IwSHwU+TmASql+oFKqK4EsCIA0KAiyT9QfyHFRCEQIIYZRAEQsQuEPhT/m4LPax9H71tSm63yYMrXLlNW+dIUqYvx+mDMmYwMjmiomDqyPH6pyUtUhkEwO1seP1/3rCoI8y27Ds+IOipwboci1Ca/HI5ajaiDHRSEQIYToRwEQMZsjhz8U/JhHiGle1LemJl3nQ4ipXfpCFTF+P0wdkyUhFlUH2QbrGwjXiFiLewDVRfO7/9z5ywguSIScU8KnNAsZiKIQSKSkEAQFsgXwY4uQo/BEpsLb1sOxC9QXiBBCdJPZegDEPlH4Q4zVs5mP9j8h+PoFQSZXZ9nUt0b3+dBM7QoMa89bRY6uUEXf8W3N1DHpe2+mEvrfPqmJ9Q2ES1hXwcKf6tq43oecU085k3NKeFbcEfyYxDL2et0SyBagt1s62jrnordbOgLZAlsPya5ogiBCCCFqVAFETGavF1F8oPDHeMbc9PLRl4WvvjVSoe98mDK1yxj6qorE+P0wdUxCVExRZZC01J5y1jykBbLo2yp69lgN5McWgWVUAACWUcGPLaIqIBPRlDBCCHmI4TjO6geNjo7mEhISrH5coYTM/svWQ7AaCn9IXYytdqg+zUYmZ0XRK8be2LrZsq2PLyRrvTcKg+yXvmXnqWG0/bCHIEhTAcQyKig4GY6UhlAAZCYKgQgh+pTtmWPrIfCKYZgzHMdF63qOKoAIqQMFP8YxdZqLGHvF2BMxNFvmu6pITKz13qgyyH6xvoE6p5vRymH2wx5WC8tUeONIaQj1AOIBVQIRQggFQMQEjlj9Q+FP3cztbyLENBtHwkeAZq8VPPY67rpofpYcLQjSV0lj7ygIMo6tV1Ozh2lhmQpvCn54Qs2hCSGOjppAE6NQ+EM0dq78GEe2fq9tbvvas2PxyTuvaJ9fvmg+fvruK73b3y+6h+2b11rcmHjmxOG4nJSofZyTdRMTh/ZAblY6kk8fQm5Wuulvzo5Y2mxZU0GUmXIB54/t5uV8WePcCzFusXGk5tGKvEyUXTqKquyrKLt0FIq8TFsPiXe9w3zo80QPz7LbCC5IRKOSGwguSIRn2W2bjcURr3McGTWHJoQ4KgqASJ0c8aKILtb1GxLbB/fTLgIAVCoVCgvu4vq1K9rnk87GIzKqq97ti4vu4dfN6wCop9mEd+lXZ/jDcRxUKlWdY1NUVUk+HNCwNEDja6UrDWsFM3yPW+ykHgYp8nPUjZQBQKVUP5YoCoIe5VlxR1SrqbUPb+yQ1zyOikIgQogjogCIGOSIF0J0ga6b5iY0slNXXEyMBwCkX7uMkLC2cHOvj6J7haisqEBG2lW0juiA0pJivDx5JKaM7IOJw3riyH51s/RVn3+IrJsZmPx4LFYsfg8AsGnNcjw3pj+eGd4La5YtAqCu6Bk3uAs+evNFTBzaE7dzsuoco0JRCZVSge+++w7ZWZnacGDG+Mdw7XIS1i5fjAVvvYQXJ8RhdJ9IHN7zB1Z++j4mDuuJ1557AoqqKgDA6L7tsWbZIu3YM9JSeD+ffDA2QKstNysdZcX3wMjkAPhZrt1awYwYl5m3FimGQayPH/Dg3yFkcvVjiaMg6KEi50ZQMurvv5KRo8i5kY1HpOaI1z6OikIgQoijoR5ARC9HvACii/JH1b7ZbNTED3KWxb+3MpF0Nh7tOnbBnds5uJgYD3cPT4S2DodTvXpgZDJ8+tUPcPfwRGH+XUx7chBiB8Rh5pwPkZ5yGRv/OAoAOHX0ILJupGPd9gPgOA5vzpiAxPjjaNosEJkZaXjv01VoF9VF59g+fOMFODu7AACqqqrAsvUgk7Po1KkTzl+4gKHjX8DN66morKhAq7aR+Gffn8i+eR1f/fAHrqdewfSnhmDRyg14ee4CzJ35DI4f3os+g4YBALy8G2LDzn+wffNa/LhuJd75ZLmAZ9l6qjePZmQy+DYLRmCrSIt76Virp5MYl5m3Ban0C2J9A+EaESvJHkB1oR5BQJFrE2QgyqY9gPSxh95AhB/UHJoQ4kgoACI6OVr4Q8HPowxVGURGdUXS2XgkJcZjwrMzced2DpLOqgOg9p26qV/Ecfh66UKcO30CMkaGO7dzkJ/36IX0qeOHcOrYQUwZ0RsAUFpagswb6WjaLBBN/QP1hj8A8OGS1WgbGQVAXTE054Vx6BATB9+AUCx49034NAnE6i//i6FjJmi36dF7IFgnJ4S2joBKqUT33gMBAKFh4cjJuql9XZ/BwwEAbSI64vDeXUaeNfGrXqnDqVRwre/JS4hizWBGyquPmUoKq4jpW03LUTh6EFTk2kRUwU9tFAQ5BgqBCCGOggIg8ggKfxyb5obS0EpL7Tt3Q9LZeKRdTUZIWDga+wXgx+++gnt9Dwwf+zQAYM/vW1GYfxfrfzsM1skJo/u2R2VFxaMH5DhMnvE6Rk94tsaXc7JuwtXVzeTxa8KBHn324sj+v3Dgrx34fsdh7fNO9ZwBADKZDKyTExiG0T5WPghGAKCe5nVyOZSKh1+3d0JW6lAwY1tSqQpyVI4eBImdPSwZTyxDK4QRQhwB9QAiDo3Cn4eq9xapq6FvZFQ3HD+0B55e3pDL5Wjg5Y3ionu4mHgakVHqCqDi+0XwbugL1skJZ04exb/Z6tV93Nzro7SkWLuvbjH9sWvbZu3Xcv+9hfy7ljcCHfHUZHzx8Ty0bd8Jng28LN6fVFjaPFoojrJ6mzVIsVeQI6EeQeJFTaIdA/UFIoRIGVUAkRoc6cKGLrAfqn2jqKuhb/WgILR1OAoL8jH48Scefi0sHGWlJfDyaQgAGDLiSbw5YwImDuuJtu2iEBQSBgBo4O2DyE7dMHFoD3TvPRCz5i1ERloKpj81GADg5lYfH3z+LeRyuUXvycfLE6xcjpg+/S3ajxSJrVKnel+i7LRkUQVT9s4aU8QUeZkO2cNHaFQRJF5UDSR9NCWMECJVDMdxVj9odHQ0l5CQYPXjCiVk9l+2HgIvKPxxPPoqBKrfkMvkrN3dkOdmpePoX1vw3bq1eOXV1xDVe5hdjd/RJJ8+hMyUC9rHgWHtEd6lnw1HJG18BkGKvEyUXTqqXspdJodrRCyFQAKhIEicpB4EBbIF8GOLkKPwRKbC29bDsToKgQhxDGV75th6CLxiGOYMx3HRup6jKWAEAIU/jqau6SFinSZkrN+3rMfqb7/BgAEDAE4l2JLk1uAIU6MceWl3W+BzipgiP0cd/gCASql+TARBU8PEScrXT4FsAXq7paOtcy56u6UjkC2w9ZCsjqaDEUKkhqaAEUlfvNRGF8+GV/eqTmzThEwxYtxUBPk3qbPRsaFG12LA19Qosb9PWtrddixtHM36+KEqJ1VbAcT6+PE5PKIDTQ0TH6muFObHFoFlVAAAllHBjy1yyCogmg5GCJESCoAcHIU/jsORGsIaEyjYou+MqUFMXb2YjD2mPfTXsefAUQrMDYJY30C4RsRSDyAboCBIfKTWGyhH4YlW9fLAMiooOBlyFJ62HpLNUAhECJEKmgJGHAKFP9J//80/fR/ee/7QPm4cEILwLv30hgq6whUh1bWymi58TI2y9vskavY6dc+c6WGsbyBcwrpS+GOAIi8T5SnxUORl8r5vR/98ExsprRSWqfDGkdIQXK5ojCOlIQ5Z/VMdTQcjhEgBBUAOTCoXKHVx5ItjR1oKOm/4WIS89zrcz58x6vXW7jtjThDDRy8m6q9jfeaEfWLkSL8/hKRplF2VfRVll44KFgI58medGEnlGitT4Y348iCHD380KAQihNg7mgLmoKRyYVIXR70gdsSbtowGHrj93HTEzhiPy9sOoCKgucHXW7vvjK9fELLTkuvsSwQ8OlXMkrFRfx3r42PqnphYYyl5KdPVKFuoaimaFiYuUpsSRtRoOhghxJ5RAOSAKPyRNkcMf7R9bjxcoOrWFT2mjsbV3w5C6dHA4HbW7DtjbBBz7dwJpF9KAMDx1rPH2v11xN50WmimhH32xtKm0Y7IFo2yKQgSD6k2iHZ0mkogCoIIIfaGAiAHQ+GPdDli8KNRveLiZJcuCKzi0GrWs7i6Zgs4Jycbj+6huoKY3Kx0XE9Whz+AfVaP2EvTaSE5QtUVBUHGs2WjbAqCxIOqgaSJqoEIIfaGegARyaHwx/HU6HPDOiFt7ofgWBbBH70JcJyNR2ec3Kx0pJw7Aa7GeBnRVo/oa3JMTafV6mpCbgoxN5Q2p2m0I7J1o2zqESQOUmoQTR6ivkCEEHtCAZADcYSLDke8wJX6jZcxN7+1myU3CgrDtS/Xof75M/Bbu8KKozWPpmqm5N5d7dcYhkFIRLQoq0cMNTk2ten03Tu38d5rz+GJ/lGYOqovZk97Eonxx/HOy1NMGtOf23/E5x+9adI2o/u2R2H+3bpfaEOWNJS2dnBEQZD4OeJnpBg5wvWYo6EQiBBiL2gKmINwhIsNR7uwdYQbLVOmE9WeXqWq74Grq39GxJODUREYjPzHRlhr2CarXjUDAO4NGiKsY09Rhj+A4SbHpkx/4jgO82ZOQtzo8Vj45XcAgGuXk1BSfB+frNwg/BuxA+Y2lLblVDyaHiZuNC1MHKQ4JSyQLYAfW4QchadDrhpG08EIIfaAKoAcAIU/0uMI4Q9g+XSiSj9/XP32R7R4f7bRy8PbQu2qGU34I9apP3VV+Rg7/enMyaNgWRZjnn5O+7VWbSPRxC8AE4f2APBoZc8b08fh7KljAIBd2zbjqUHReG7sAFw4e0r7mqMHduP5sQMxeURvzJoyCvl56pusewX5eHXqGDwd1wOfvPOKXUwPNLWiSkMMU/Foepi40bQw25PSlLBAtgC93dLR1jkXvd3SEcgW2HpINkGVQIQQsaMAiNg9R7qAlfrNVO3Ao/rNL8MwcHJyNnmfpREdkL5oOVrPfAbOWTd5HS9fNFUzvs2C4NMkAIBlU3+EVnvKnbmVJekpl9G6XUezts3L/Rdrly/Ctz//jW9/2o3rqVe0z3WI7oG12/Zh4+9HMGjYGGxasxwAsG7Fp2jfuTt+3P0/9Bk0DP/eyjLr2NZk7rk2NzgSitR/d9kzCoJsTwohkB9bBJZRAQBYRgU/tsjGI7IdCoEIIWJGU8AkTgoXFYY40kWrPd48mbIcuL4pK8FtopB+KQEcxyHjSiIa+DY1OXAoGDAUzpk30Xr6OFz65e86l4e3lfzb2VApFci/nQWfJgE1KjgqC28hOCrS4PYZd0qsMUwA1l9avrZL588gqlsMvBv6AgAGDh2DmxmpAIDcf7Px3qvPIe/Ov1BUVcEvQB1+nDt9Aou++gEA0KvfEHg08LLN4E1kzrkW60pkND1MvGhqmG3Z+3LxOQpPtKqXB5ZRQcHJkKPwtPWQbIqmgxFCxIoCIAmj8Ec6xBr+GAp4TO1Boq/XSVVVBfhYFv3fKTPgciONt+XhTQm3ghu517m/rIu3arx/13pysCwLhUIBlmUR0LxFnfsw5jiGWDNAAoAWrdrg0N87Db5GzsrBqVTax5WVFXXud+mCuZjw3EzEDhiKs6eOYe3yxRaP1R7ZOqQzhIIg8eod5kMhkA3Za2+gTIU3jpSG1OgBRD2BKAQihIgPTQGTKAp/pEHM0ybqmqJkag8SfVNWeJvKwjDIeHcRL8vD137vKMpGcCN3vf8ZI6B5C7Cs+n2yLIvwyCgMiBuFiA6dMSBuFIJDw8wer7EMvQdLwyVdonv0RmVlJXb8vF77tdQrF3E75+HULD//5ki5nASVSoXbOVlIPn8WABDRoTPOxR/HvYJ8KKqqcPDvHdptiu8XoVGTZgCA7ZtWo/R+IXKz0tGxS0/s/WMbAOB//+zD/XuFvL8nYhrqEyRONC3Mtuz1Gi5T4Y348iBt+EM9gWg6GCFEfKgCiNgdR7koFfsNUV2rE/n6BSE7LRkqpcKo4EbflBV9XzelAkeLZXHty3WImDAUfmtXIGf6Kya9Z00IUrtaJ+vmdYsDmuDQMAyIG4Wsm9cR0LyFdn/WCH6MZSgEMqd6iGEYLF71A7787zvYtHoZ6jm7wM8/EK/NX6R9TfvO3dEsIAgT4rojODQMIS3DkHElEQH+zfD8rHmY/tRg1PdsgLC2D6fHTXtlHt6dNRWurq5o2tgX5aXFOH9sN0aMHYcVn32Mp+N6ILJTVzRtFmDymIlwqCqIf4q8TCjyc8D6+IH1DTR5e5oWZjv2PiVMV08gR6wCAqgSiBAiLgxng1VQoqOjuYSEBKsfVyghs/+y9RBqsNe/HBmDwh/xqD7FSyZndU7xMiuk4enYhtTLyUbEk4NxY/4ivcvDGww70lJwYPcO7fQsa1Xo2Bu+p5SZ+n1PPn0ImSkXtI8Dw9ojvEs/XsdEhENBkGUUeZkou3QUUCkBmRyuEbFmhUAaFALZjj2GQJoKIE1PoCOlIQ4bAGlQCESIeJXtmWPrIfCKYZgzHMdF63rO4goghmECAWwE0ATqRh2rOY5bZul+iXko/LF/9hD+AMY1mRWqB0ld1Ud10SwP3/bZsajw80dJh84mTXHSV61DatJ1Ti0JhUz9vptahUbEhSqCLKPIz1GHPwCgUqorgSwIgKgayHbssS+Qrp5Ajo4qgQghYsDHFDAFgDc4jjvLMIwHgDMMw+zjOI5+w1kZhT/2zV6Cn+r0BTxCVf5o8HFj37hvTxR/tRrhL09C/p5/oIRpPW6CQ8Mo+DGDJaEQX9MKiX2hIMg8rI8fqnJStRVArI8fL/ulIMg27DUEouCnJgqBhNPSW4FgLyUyCuVILaAuJ4Tow/sUMIZhdgJYyXHcPn2voSlgwpBqAEThj32xdHqWKccx5cZeX4WP29cr4LphLfL3HAHXQPfy8BlpKRZV+1i6vdiPxzdDgZDQ4SIRPwqCjGdpD6C6UAhkG/YWBJFHUQjEr5beCowMq4CTHKhSAjtTnCkEIiZxpClgvK4CxjBMMIAoAKd0PPcCwzAJDMMk3Llzh8/DEkg3/HEEUgp/ANNX/zKHsSGAMStYlb74Mipj+8Jr6gSgquqR5zX9fi6dP4MDu3cgIy3FpLFaur2prH08IRhafaxxQAjCu/SrM/zxOvg3fH/7WchhEhuhVcOMx/oGwiWsqyDhD0CrhdkKXfPZP1odjF/BXko4ydX/30mufkwI0Y23AIhhmPoAtgN4jeO4otrPcxy3muO4aI7johs1asTXYQmkfSEg9QtLKd7E8LZsux51LT9v8rLlDIP7i5aAc3KC55xXHi4PX14OAMi6eR0KhTrQUijUK36ZwtLtjZV5IwN9e3Sscbx9+/Zh1fIlJu1nzLCBOJd4xuxx7N61E1evPPzLpqX78/Oqh8/enan9ngZ4OyOua0u8MX0cAODogb+w8dsvAABrly/G5rUrAADPrPocdz55F16H95p0vC3rv8EXH7+tfbx4/muYNWWU9vHWjauxdMFcs9+PPcnNSkfy6UOP/IyJBS0hLx4UBFmflK/9HAWFQPzJKJSj6kHmU6VUPyaE6MZLAMQwjBPU4c9mjuN+5WOfxDhSvgCQ8sWklG5aat8kavquBIa1F2T6l64KI5NDn9pYFvfWbYLTmdNwW7EUsn9z4NurEwAgoHkLsCz74GUsApq3MGnXxmwff/wwfvlhDeKPHzZv/HqOJ5PJ0MBL2H9nSmXNv7L9/efvuHb1Mm/7d3N3x9XkSygrKwMA/HNoP/z9/eHmzCK4kTtiBwzF5BmvP7KdytkFN+d+hNC5/4Hb5SSjj9e+czckJcZrH6deuYSS+0Xa95l09hQiO3W18F3VzdbhS11Bq9hI6XeqPZPy57YYtQ9vLOnrQEdAIRA/UgtY7ExxRkIOS9O/CKmDxQEQwzAMgHUALnMct9TyIREi7YvQYO4lAAAgAElEQVRIKd2k6LtJNHaajjmqVxixLIvw1vz0uOE8PFCwZQfcv1kJp5MnwBQVQX4jQ7viV0SHzmYt917X9vHHDyPx9AkU3L2DxNMnTA6BMtJS8NeOLTi0dxeqKitrHC+kVRv4+KorLscMG4iPP3gbcf17olfncJw8cQwAUFZWhhefm4jYrpF4duITKC8v0+778MF9GD4oFoN6d8X0KeNRUlwMAOgS2Qoff/A2BvXuij92bNO+/vSp/2Hv7l1Y8N7bGBgTjYzraQCAXTu2PXJcpVKJBe/Nw2P9eqB/z07Y+P0ave+x/+DHcGCvutfajm1bMOqJcdrnTu3djtX/9w6CG7nDy82pxnalrSOQPn8RPhv3GNYsnIc/tm6qUd2zc8sGfPnfd2ps06ptJDKvp6K8vAzF9+/B2cUFrdpGIu2quqopKTEe7Tt3AwDMfWkipo7qi6fjemDHz+sBoM5jGBPsiCF8scZUTiFQEGR7VA1kfRQCEXO19FZgYIsKtPRW2HooFkstYLH/OoU/hNSFjwqgXgAmAejPMMy5B/8N5WG/pA5S/cCX8oWj1G5MrHmTqLlxbuzpjEFDzQ9k9GGKi+G8excKv1qLBm/MgiK8HZyOHwGgDnFi+g0x+1iGts9Iv2bwsSEZaSnY99dvyMxIw62sGyi+X4SMtBTt8by8G9Z4vUKhxO6DJ7Bg0RIs/fRjAMCGdd/C1dUNR+OT8Obb7+PCubMAgLt38/DlZ4vwy46/se9IPDpEdca3X335cGcchw8+WoiOHaO0X+rSrQcGxw3H+wsXYf+xBAS3CNV73B9/+B4enp74+9D/sPvQ/7B5wzrczNA9PW7UmKewY/svKC8vx+VLSejUWX8Fjk/9eghu5A4XJzmUCgVmHdiNpp26YtmZkxjUbzCOH/wbige9nnZt34zhT0yssT3LsggLb4/LF87i4rkERHTojIiO0UhKPIXcf2+B4zg08QsAALyzaCXW7ziM7347iK0bv8W9gnwMGDpK7zGMDXbEEL4IPZVTaBQE2R4FQdYl1WtCR2CrKiBN4+RoP/X/SiEEIoTUzeIAiOO4YxzHMRzHtec4ruOD/8SxLJaESfWDXsoXi1K8GbHaTWJRNpKOq2+cD+zeAQAWBTK6cDIZnC6cg/fUCahqGw6n+P/B5W/hf5UFh7Qy+NiQrJvXoXowNYlhGHAc90iPIQaM9v8PfVzdy6Z9x07IvKkOFU6eOIqxTz0NAAhv1x5tIyIBAGdPn0LK1csYMaQPBsZE45effkBW5k0AgEJRBRcnxuhG07qO+8/Bfdj28yYMjInGsAG9UJCfj/T0VJ3bh7drj8ybN7Bj2xb0H/yY0efni4/eQKeoDnhj1x6Uto5A+/mvoXP3GBw7tAcZaSlQKhRo2Trike0iO3VFUmI8ks7Go11UV0R27IKks/FISoyvMf1r68ZvMenxGEx/chBu52QjMyMNbu710blHb53HMDbYEUP4IvRUTmuhIMj2pPy5LjZSvTZ0BLYIgahxMiGOiWrkiGhI+SJRqjcgmptEoZbl1vT0OXbx0UbKvC9v7uaGouXf4P5Hn8B10wY4JV9Cvf1/83sMHbr26gtAXfkTHNJK+9gYAc1b4PLFc1AplXB1dUV5eXmNHkOFBQVoHhSsfVzP2RkAIJPLtedTH47j0KffAHy9btMjzykVCshk6r8fGPP90HVcjuPw8f99iX4DBhv1XofEDceC9+Zi+659KMg3bunp6G49cOLoP3jx5dfh8s1quI8djtdVVXj/1x8RFNIKw8Y+rXO79p264befvkdlRQXGPjMN3j6+uJ56FV4+voiMUk//OnvqGE6fOIw1v+yFi6sbZk4cjsrKCgDAiCcnYcM3Sx85hq9fELLTkqFSKgwGO0L/XBmrcUCIaIIfY1f+00fzO5iWkLcNzec7LRsvvPbhjWmZeDvlFxFu1eXhMwrl6NBYoV06nRonE+IYeF0GnlgH/YXHvkg1/NHgu9+ProbOljZiri0jLUVboVEb5+2D0lmvI/daFu7uP2bwtXzp2qsvnpo03aTwB1BPLRs0dDQCg0PRsnU4/AMCkZWVDQAoKMjHoQN70LVHL4P76N4zFr9tUy+XfiX5Ii5fUjdM7tSlG+JP/Q/XH1TllJaUIC1VfQ7kLKv3+1G/vgeK7xfXOfa+AwZjw7pvUfVgqlRaagpKS0r0vn78M1Mxe+58bYWSMSZMehb9Bz2GGVMnQCGTofCHLYhJOod7V5Jw8K9f8fzUyTq3axfVFZfOJaAgPw8+DRuBYRh4+/ji6P6/tP1/iu8XwcPTCy6ubshIS8Glcwna7SM6RuN2Tjb2/rENg4Y/of26KVU1QvbRsjd89kSiiiDbkvIfesSEmkPbL2tWAlHjZEIcE/2k2xmpfqBL9aKQbjSMZ2gFL01j46yb1xHQvIVF1T8ZaSk4sHsHFAoFrl46r7+PkFyONOd6xr3WhoJDw7RjCm0TiXfmvIoP330TADB56jRkZaQCKv1l3VOen4HX/zMNsV0j0SqsDdp3VK9+5uvbCMu+WouXnp+Eygp1Zcvc+R8htGUYWNYJvQcMRfH9wke+HyPHPoU5r76Idd+uxJqNP+s97sTJzyHzZgYG9+kKjuPQsGEjfL95m97XN/MPwLQXXzb+xDzw4suv4X7RPcyaMRVfrdmIgl92YlxMNBLad4SXlze8qr024446gPJs4AUvH1+EtGqjfa5dVBdcOHsKLdu0AwB0jx2A3376DuOHdENQSEtEdIyucdwBQ0fh2uUkeDbwqvF1MVXV2AtdU+csPYdUEWQ7VA1kPVQNpF8gWwA/tgg5Ck9kKrxtPZwarFkJlFrAUvBDiINhOI6z+kGjo6O5hISEul9oJ0JmW6/lkRQDIAp/HJuu4CcjLYWXsEeXY4f24NL5M9rHER06I6B5C53H0/XamH5DeB+nEO+3etDFsqwowytbmTy4D968cglRfx6AIrKDztdowiBzvTF9HMY/OxNdevaxaD/kYQWQZuqcED2JKAiyDQqBrINCoJoC2QL0dksHy6ig4GQ4UhoiuhAIgFWngxHi6Mr2zLH1EHjFMMwZjuOidT1HU8DsCIU/9kFKUwz6dwgQbN+1p3lpaIILYxsMm6pePecaj8tKSvQer/rUM4aR1diWr3EK9X6zbj7aN8nR3SssRK/O4XD280OXL1fBe8IYyHJu6XytrqmIxrhfdA9PDYqGs4urw4Q/xixtbwlrNKSW0u9te0IrhVmHFK8fLeHHFoFlVAAAllHBjy2y8Yh0s9XqYIQQaaMAyE5I8cNbihd9dANRt7puqoUOLjSNejUKCu7qPV5waBgio7o+WGFLhaTEeG1Aw9c4hXq/+vomWaOnkVg18PLC8TPJWLPhZ5SPeQqlz06H9/jRYAz0HgJMC4M8PBvgl30J+GTFep5GLW589ucxxFo9kSgIsg0pXg+IjRSvI82Vo/CEgnuwkAEnQ47C08Yj0o9CIEII3ygAIjYhxYs9R7lpyMm6iZcnjcAzw3vh5ckj8e+tTBTfv4fRfSKhUqn/olZWWoKRsRFQVFUh68Z1vPbcE3jhif54dfJwXEu5YnD/fDd8rmv/wSGtDB6vsrICmqmy1QMavsYp1PvV9E2K6NBZO/1L6Ooqe1Myey6qIiLRYNokQGnc8rfmVgZJlbFL29sbCoKsj6qBhEfNodUyFd44UhqCyxWNRTv9qzoKgQghfKIAyA7Qh7X4OdKNwpIFbyFu9ARs2nUcQx5/El8snIf6Hg3Qqm0kEuOPAwCOH9qDbrEDwDo5YdmCN7D0y+XY+88pfLDwU7z9xisG968ruOBT7f137dXX4PH0BTR8jVPI9xscGoaYfkO0++Sz2shmlUQKBdizPPWQYxgUfbkKTHExPN6bZ/LmwY3cgaJsQac/iZ2vXxBkcvXPh6Gl7e2VkEGQIi8T5SnxUORlCrJ/e0UhkPDoulIdAsWXB4k+/NGgEIgQwhdq+y5yUvyQltrFnRjDn9ysdOTl3ICvXxAvUyaq7+/iudNY/NUPAIC4UePw1WcfAAAGDB2N/X/+is7dY7Hvz18xc+Z/0MiVQ0L8/zB1whhUVlaiXr16MKbtfPWVrYRQe/+GjmdoBTKhx2mquppJBzRvgauXzmsbQ5tbbWT0SmoCYEpL4f30WBQtXYmKoY9bvsN69VD4wxZ49u2OW4oKVM542ej3Uv085KQnY0DcKMDT3/Ix2RFNfx4+f9+IEd+rhinyMlF26SigUqIqJxWuEbFgfQN52bcU0EphwjN3hTAxr55FCCGkbhQAEaui8Ed41VfMyU5Ltrhpau39qfRMlYkdEIdvli5EA7YCqZcvIKZ3P5SWlMDdvT6mTJ5UYzUqUwi5IpixhAx6zAlTdJ0TY/ZjKMyqa//V6aokstb3hvP0ROGmrfAeNwr5zQKg6Bhl8T6v372D06NGYuratdhVWgy8Ps+o96PrPMT0e/D9sHAVsdr4DHX5DogdaWl7voIgRX4OoHrwu1SlhCI/hwIgHXqH+VAIJCBTQ6Dqq2e1qpdnF9OnpMSay8MTQqSLpoCJmNSqfyj8sQ6+e3LU3l9gYCC2//ANAGDP71vRIboHACA8uAmio7vgvbmzMWjIUMjlcnh4eqKhry/Onz8PAKiqqsKxfw4aPF7u7X/x4nMT0b1jG/Tt3hFTJozBPwf2GNWzxprTkm5lZ2HqhDHo2Skc3Tu2wfy5s1FZWal9/qXnn0H/np3w7VfLtF/78vNFGBgTjYEx0fD3ccHAmGiMH/s4jh07ht9++w3nz5+vc1qWrj4+GWkpGDaoN5YvX46vv/4aK1aswIL3dU9pqj0tTOPE0X9w+tT/tPv/+MP5WPbZxzrPZfVpcRzH4b8LP4LyQTC44L156NO9AxaYMaXq4oVzOLB3d52vq4ruCqf8uxg4MAZ9oyMwedwo3CssRHl5OWK6tMPlS0na165avgRvvjazxvbZWZno2j4MBQXqG8vTJ4/h/fXrsSouDj22b8fMcaONGq+h/k189gris9GytZo2S52lU8NYHz9AJlc/kMnVj4lO1BtIWKZca9rL6llSRlPBCCGWogBIpKQW/kiNrcMfQ8su89mTo7ysFG+98iKWLl2KJUuW4MSJExg8aCB2/vw9xg/pgt07t+D1+Yu0N7kjxzyJ7b/8iBGjnwSgDiuemzYdiYmJ+Prrr7Fq1SpcvXpV7/E4jsNzzzyJHjF9cPLcFXy86FP0798fJSUlUCgUSE5K1BvwZKSlYO+u7RY3ONZUdBjCcRyeeWoEQkND8ePWHTh+5hJKS4qxeOH7ANQh1rmzZ3DwxFnM+M+r2u1em/M29h9LwP5jCXBxdcX+Ywn4efsfiImJAQDI5fI6p2XVrjpJTkrEgd07oFQqMWXKFLz00kuYNWsW3l+w2KT3fOLYP0iI/1+N/SuVSp2BVPW+RcXlCox5cgLkcvXN7KYNa3Hw+Fm8v7Du49cO7C4lXcCBfX8bNWYXNzccfe8jJDm7wMvDA9+v/RouLi5YsGgJ5s15BRzHIedWNjZ+twbvfvjfGtv6BwRiyvMv4L8fvgsA2L51Czp37ozyiAgkDBuG8Js3kfDn73WOwdj+TZaGQXyGulJt2mwr5n4WsL6BcI2IhZN/a96mf0m9pxCFQMIx9prTnlbPkjIKgQghlmA0q9tYU3R0NJeQwFMTTxEImf0X7/uUWgAkpQs3MYQ/milZMjmrc4qXED2AUs6dQMm9u9qvBYa1x9Chw/VuU31Kkkwuh39gMMIjowxOrTn2zyF8vnghduw++Mg+GIbB3r17kZKSAplMhklTn0e37j1w9coVbNr4PZydnZF58wYmTZqEzZs3o0PHTsjMykRTP3+s/3E7XF1dkXE9Da/NnIbc2//C07MBVqxej1ZhbfDqS8/D2cUFFy+cQ5duPTFk6ON4f95sAADDMPjtr4Oo7+GhHefWnzZiyeKFePbZZ7XT2ho2aopuHcKQcCkdwwfG4Hp6KkJbhuHj//sS3XvGPPJeQ/29kZZdoH2f8+a8gsaNm+L69XTk3r6NGTNnISysFQKat8Bff/6B33/bhsqKCvToFYOQoADtlDq/gCBkZqThiy++wAsvvICA5sHo2rOP9jxv2rAOm9avRVVlJYJDQrHi2/Vwc3Or8Z6b+jVDQvxJddWWhwf69I7F6dOn4erqiuLSMhTdK8J7Cz7B8JFjH3kfjw/ujVVrNiIwKBhTxo/G/r270Ta8HWbNfgu9evfD3Nf/g+ws9Q3pgkVL0LV7TySeOY23XpuJu3m5kMvlGDt2LMZOmIrxT4xAeVkZ/PyaYdbstzByzFN6/62E+nsjLSsfnq/NxLr4kzjTvScWf/EVAOCFqRMwcHAc9u/djUGPDcOT4595ZPuqqioM6dMN45+ZivVrv8bkyZPAAJDJ5fA7cRIJ8afw0YVr4NyFWe3LlClixvzM17W95vcBAIv2RfTjqz+QOar3FIJMLumeQjQlTDjGTAejHkDiQdPBCOFP2Z45th4CrxiGOcNxXLSu56gHkAhR+CNetg5/AN1/wa99A8d3Tw7NvjQ3jizLIry14R4p1StJVEolPBt41dlX5crlS2jfsZP2cfWeNQf370NOTg5eeukllJaWYs03X4FTVCAvLw9pqdfw8qxZ8Pbywt27d5Gfn4/Jz72AwUNH4IWpE/Dn77/iiXET8fILUxHbqwe8vLyQk5OD12dOw679xwAAadeuYu7b7yKoRUu8/85b+OTz5ejavSeSk87hzKmjCGrRUjv+xIRT8PNTT9mo3gPHPyAQGemp2PDTr5g0fhT2HzMu6A4ODUOTpv4oLS3Bzr8P458De/DyjGfxyiuvYNeObSgsKsHugyfAcRymTBiD6K7d0ci3obZaKCdLXcWxceNGeDbwAlYsR89eMXjx5dcx9PFReGbK8wCAxR+/j59++B4DBg7C7X+zUVWlwB97j0Aul+PzRQvgXr8+Xpo1GxlpKbiW9gpkMhbb/zqMaylXMHXC2EcCoMrKStzIuI7AoGAAwIaff0Oov7f2fc+cNgkvzHwV3Xr0QlbmTUwYOwxH45PQslVrzP/gI1y5eA5paWnYu3cvYvoOxFtvf4Dz587gk8+WwSgMg4JPv8DhyJaYlHML4DiAYbBg0RIMHdALLUJa6gx/AMDJyQnvLVyMp8cOx8+//YWg5s21fY+cx0zEFz07ocG0SSjctBUZGWm89KHS11uprjDIkkbLunqCOULTZlvgu1G0KRyppxA1iBaOMT2BMhXeFPyIBPUEIoSYgwIgIigKf/jn6xf0oBmzwqrLLmtvQm8Yd7HB14pTmgbM27b+gg4dOkAmk8HDwxNBQUHIzs6Gs7Mz/P390cDTE/7NW6Bhk2Zo5h+AwUNHAADad+yEzJs3UFJcjAvnE5F1M0O7b5Z1AgAU3y9C08a+uHLxHFKvXETLVmH48N030bffALCMEu7u7ki9clE7zcfLuyFkMtmDfZj/3mqLju6KE//sQ1lJEYqLiwEAKSkpSE1Nw6DYLgCAkpISlJVVIKbfEO12A+JGYdmy5Vi/eRu8vL21VVMHdu+Ad2N/bPh+LYruFaKkuASdu3QBqkpQmH8XoaGhyMxI09ksuklTf/TuNwAymQyt24Tjzp3bj4w3/24ePBs00Pt+jhw+iJQrl7WPi+/fR0lxMYqK7mHVyuW4knwRAKBSqRDQvAWybz16DH3Ky8owMCYaOTm3EBbaEo9dT0PlNytR+tIsNPVrhl6xfTHosaEG93Fw3x40aeqHK8mX0KffQO15qKqqQo5MBqa4GNwrM3CgbRgmrlmD7RMnAmOfNhgC6Q15DDTp1kwNMxQEmRvq6gqMw7v0o+BHQLYIglgfP1TlpGorgByhpxA1iBaGuauDEUIIsQ8UAImM1Kp/rEmRl6n+q6ePH+9/+RRL+APYbtnl4EbuQJEzkrJuqJe9zrphuO+JkStOVde6bTh27fxV5020ZwNvNGrZChEdolCvnjN+/XW7djsnJyd1VVJkFORsPbjXr699Ti6Xo7ysDCqVCp4enpg1a9YjK5KVlNyHu2tDAOqKnv4DBuDJCZOw7pvl2PX7DjzzzDNo1KiRttKne0wfHDqwDxEdOmvHeL+oCNlZmQgOaYm7d0y/eC6+X4Qrl84BynJtuAQAMpkMz05/Ea+/NV/vtsGhYXB2cUVgi1BcvnCmRo+gD+fPxU/b/0REZAds2bwRv237Ufu8XC43uIKXs7Oz9v/rmi7s4uqKivIKveNSqVTYtf8YXFxcanz9nTdfxaDHhuPTJctxNuEkFn74PoJDw3Dq5Em9+9J17P3HElBaWooJY4dh6cgnMHfZ51AGBaNi6OOQyWQ1zmNtFy+cw5HD+7Fr31GMjOuHUWOfQpOm6pvmivJyuLi6ovCHLXDv1RkdC/KgYFn4p6UZPF+GQh5jVk4zJggyla0CY2LdIEjTU0ioz0CxomogYWiuRSkIEj+qAiKEmIqaQIuI1MIfa1b/aPofVGVfRdmlo7w2wRRT+KPROCDEqn/F19yY6rqJNbhdaBj6Q44O/7cIUKlqPKdrxa6Y3v1wv+geFi94V9vMef/ff+DkiWPo1qMXjh87ih69ByKkdQRu385F/8FD0apNO3h4Nqhz+XQPT0+0CG0JsK6I6NAZ/R8biZLSMgCAu7uHtokxy7J4ZvwTcHVxRv8BA+Hv74/Tp09j9+7d2kqf2D79oeI43Po3F8GhYVAqlfhw/lt46unJcHNzM3hONO+bq3U+Skrua1fSUqlUYBgGuXcLwMidsG/PbpQ8qAjKuZWNPAMBU/WVqWQyGcpKS1FRXoqqqir8uvUnyGVyMIz6V3/1ptP163ug+P59g2OvzcvLGyqVEuXl5Tqf79t/IL5b/ZX28cUL5wAARUX30NSvGYJDw5CenqGtxHKvX9/kMbi5ueHjxUux6seNyNv4MxrMmgH2XKLBbTiOw7w3ZmHBoiUICGyOmbNm46P35mqfT0u7htZtI8BeTML1z79EnyNHUFy/PlpkZhqs9jL082FoxbDa+FxBTBMYB4a1p34/NmLpimHGYn0D4RLW1WHCn+qkVG0sJlK7LpUqagpNCDEFBUBEENa+GNPV/4BYrvZNqCk3sRqVPWMhv3kD9T98R/s1XUuZA+qGy6/OfgPXrl3DsmXLsGzZMiz9bBEaN2mCoY+PQnhEJAbEdMaTIwbjw08+w+NjxqNtu47w8W1sVIXRV6s3YP++Pfhg/juYMvFJ7PnrDwBAfQ9PREZ11a7mpFAoMDKuP95+6w3I5XK0CW+HgKAQ7TEYhsF3m7Zi147t6NkpHL06R8DF2QVvv7/Q4PGrv2+lUlkj/KodQslkMoS1iUSr1m0x+onxGD44Fv16RmHyuFE4vO8vnaucPfH4IEyb8jQ2bPwBe/buAxgGffr0wcQnR2JI325o3KQJCvLzwHHqgKl5tb5Gg+KGYfeunRgYE42TJ47VeS41+vQbiPiTx3U+t/DTL3A+8Qz69+yE3t3aY+P3awAA/3l1DhYtmI9BsV2gUD5cda1X775IuXoZA2OisfPXX3Au8QzemDWjzjFEdohCeEQ7/JKehntLV8L76TFgSvVX0WzasA7+AYHo028gAGDqtBdx7eoVnDh2BABw4uhhDBwcB9dffkTkS9NR0aUbIq5eRfvsWwb/nRlcFt7IFcNqqysIMrQioIa1A2MxMOa8WJsY/5ggJRQCCYNCIPtAIRAhxFi0ChgP+FgFTEofsLa4CBNqBRRHvmDXd9Opr8eJIUz+XTQcFIuSWbNRNnUajh3ag0vnz2ifj+jQWdvTpvo0Gs00LUsa75ojuKkn3p43T/s4924Bysor8clny5CXd0fvylbvzZutnT70xVdr0LJVawwbGIOlK75F67YROHZoD+a89jIGDRqEX3/9Ff+3dDmGjXoKKpUKvTpHYNWa71Fy/5723G7ZvLFGU2TNuUlMTMSxY8fgXt8DccNHYv5Hi7Dhu9W4cT1du/z6wvfexOmTJzBs2DCcP38eF5IuQqFQwLehD4YNGwaZTFbjvJvrwrlErF61DCtXr7doP3xyW74Erlt+RP7fh8FVW73NWKPi+mP9T9vh5eUN2a1suK1fC7dvVoIpuofc1Gxwvo30bmvOz4epNFPELF0dTKrs4bzYcsUwRyDklDDPstvwrLiDIudGKHJtIthxxIamg9kHoaaDtfRWINhLiYxCOVILqIMIkR5aBYxYlZTCH1sRov+Bo4Y/dU070TRlNgXn0xAFv+yET1x/KJsHISBIf4Noc3oH8a2qshLffPMNOI4DwzBQKJV4fNQTAID3583Wu7LVjt2HwLIsjhw+gEUL3sO6H37BiNFP4vfftuHNthFwca2PkpISBAQEoGPHjkhKSsKwUU/hyOEDCG8Xiajo7gbHlXXzOvLz87Fv3z7MmDEDfv6B2LxpE3bv2olhI0bj8UG9MXnqc8i6eR0nTxxHp6iOuHPnDpKTk7F+0y9gnZzw6kvP4cKFC4iOjualeXX7jlHoFdsXSqVSW8Fka6WzZoNNS0WD559B4Y/bAdb4j7q8vDuY8Z9X4eWlXuVG1cwfxe98gOI5b8N143fgvLwNhjzm/HyYSvMzmny67hUBHZExKyXami1XDHMEQjWI9iy7jeCCRMg5JXxKs5CBKIcJgag5tONq6a3AyLAKOMmBDo0V2JkCCoEIsWP000t4ZcsSbNY3kLfeBxT+8E8Z2gqF63+C1+RxaPn7HsBAyGONm2hDXFxd8e26jTiXcBIcp8KFCxdQdK8QgOGVrV556TlcT08FwzCoqqoCAIwY/QTGjxmKN9/5AImJZzFsxGhEdOiMjl16Yf7bb2L805OwYulijB47rs5xBTRvgdu3f0ZwcDDc3d1RVJiPwIBm2Lv7D8QNH4nGjRtj/eoVaNCgAdLTUvH+R//F7zt/xd27+Xhx2hQAwP37RQhqEcpLZZUmCOnRs6dowh8AAMOg6PPl8H5qJDzefgP3/+9LgGGM2pfpNKEAACAASURBVNTXtxHiho989Il69VA27UWDjZ6tLbx1GHLSk6FQUIPn6uyp8TUFQcIRIgTyrLgDOaeebi7nlOpKIAcJgAAKgeyBEE2hg72UcHrwEe8kVz+mAIgQ+0U/vTYmpeofqcy/d8TwR8jgp7qqnjG4/9//g/e40QjZfxTBFk4/ElJlZQU4Tt2oWalUorysCIDhla16xfbF95u34X9HD2HGc5OQkZaC4NAweHs3RPLFC/j9t634dOlKhLdrDwCoX78+Vq9cguSLSXhs8CDt6/UJDg1D+07dcPnKVe3XVCoV7hfdAwB0ju6CxDPx8PX1RZs2bVBVVYmQlm0wftJUvPvBf3k9P2IKQnRyckLh+p/g81gfuD1YHp4PxqzmZS21q+Xg6W+TcYiNMSsl5malW30lRUN6NvOhEEgAfK8SVuTcCD6lWZBzSigZOYqc9U8HlSoKgcSP7xAoo1CODo0VcJIDVUr1Y0KI/aIm0IQXFP7YL2uFPxrl4yaidOJkeE0YA5SWWvXYpqje0Fcul6O+hyeAule2ykhLwYqli1FZWaFtcD1yzJP4avkSFBXd04Y/ANArJgZbt25FREQEVCpVnauqAUB4RCTSUq+hpKQEKpUKFy9eRO++AwAAo54Yh6tXr+LixYvo2LEjApq3QEyffvhz52/alcNU36zE7ZMnLD4/pq4IZyxdq8OZi2vQAIU/74D78iVw3r2Lh9GZ1whdSMGhYYjpN0RdNcfj6mH2zlDja02PoMyUCzh/bLdoGkVba7UwR8TXNUqRaxNkeEfhjnsQMrwdZ/pXbVL646VU8dkUOrWAxc4UZyTkqP+Xqn8IsW8UANkQfYCKiyNeeNvqRrFk7nwoW4bBa8bUR5aHF4vqqzaFR3aCZwMvAHWvbDXhiRGPBCPDR47Bzu2/YMSDPkIao8aMQ1VVFTp27Kg3TNjy40Z0Cm+h/S87MwMDBw7Ehg0b8PXXXyOsTVtMfv5FAED7qC5oGxGJ0rIyxD0+Blk3r8PZicXc+R9i/Oih6N+zE9avWIqQF58Fc++eRedHiCBE3+pwul5nbEikDApG4aat8DRieXhjmLual7VJKQjie0UvXT2CxISCIGHwGQJlebVz2PBHg65hxY/vEGj/dQp/CJECWgWMB+auAiaVD08pVP842sW2KG4MKyrgMyoOlV26onjBYsEOI8SqTIb2WX1qFMMwaNioCTp3i9F57HOJZzDv9f9g/gcfGT0+faukVR8TAP0rqXEcPN56DWzqNRT8shNwchLkPJjD0Opw1Y9pzipxzjt/hefbb+D82g1IryizWYNxa6wSpvO4D1YOszfVV/RiZHI0bBqAwFbt9U7bMmZqlz2sElYdTQ3jn5CrhDkamg4mbkKtCkaI1DjSKmAUAPHAnACIwh/xoPBHN82Nar16zqisrBDkhpXJvwvPvt2RPGw4qqa9xPv+hVhS3ph9xh8/jMTTD6dZyeRyDBo6ukZQc/DAAfy+41d8tWYDuvXoZfIYqocItcfkFxCEzIw07esfCVIUCnhPGANlM38UfbnK6AbJQjPm3BoTEulT8cE8uGz5Ed89+yxU7u68VvAYE+wI8e/RHEKFQUL01Uk+fQiZKRdqfE1faGNKsCO2HkB1MSYEUuRl8roSptRRCMQfCoHEjUIgQurmSAEQTQGzAamEP8T+mBL+aKbiJJ4+UeeUHHNdL7iL78eMRuuN65G+/DPe9y9Enxpj9llZWVHjsUqpRNbN6zXOq39TX2zb+ZfJ4Q9Qs++LrjEBMDw9i2VR+N1mOCXEw23FUu2X+ey/Yw5jpldZMvXsdJ++yGrWDGO3bYOyooLXvkXGTF0Tqm+SqYSYHiZUXx0nJ2cwtQJKfdO2TJnaZahHkBjVNS1MkZeJsktHUZV9FWVJh1GRnghFXibKU+KhyMu04kjthxT+gCUWdF0rbnxOBSOE2D8KgIjZpHDx5CjVP6be8FW/UdUw9obVlBAh6+Z13PHywtannsLIrVtRdPQwb/sGhOlTY8w+A5q3qHHTyshkKLpXiOSkREECgNpjCo+MqjNI4Tw8ULBlB9y/WQnn338zOsQQWu1wS9fz5vbgCQgKwd6RIyFXKhG3bx8CmrdAvX8OQX7Fsr+OGhvsiK6BdB2/F0zpvSNEX53crHRkXEmEtlL5wc+UvqXdff2CIJOzBl9j7/R9ZinycwCVUvu48sZFlF08og6ELh2lEEgPKVzHiAWFQOJGIRAhRIM6eVmZVD4gpXDR5Ejhj6kCmrfA1Uvna4RAxtywmro0eEDzFrh88RxuBgVhX1wc4j79BPfiRkDVpOkj+01OSkT2zetQqVRGLzuuCQuSkyxv/lt7n3VN92FkMnDKhzdkmRlpkMlkkMnlUCmVRp1Ply2bwV5JRnEdS7jrG1Nd50cVEIiCH7fDZ+xwlLz1do0QI/7EP0btg2/GTKUKDg0za1zBoWHoN3wskkJbY/AH86HYtxdMeRmc//0X9xcvMXvM1X9eDH1fjf23Y22a3xHVp4ZVn06VlXoRDZs2R2CrSL0VM75+QchOS9ZOv+IjfKkeKmmO4VrfU+e0rXsF+Zjz0hQoqipxNy8XrJMTGm7+GTnZN+Hb2A8//X3SrDH8uf1HXL6YiDkffGbRezHW+lWfY+8f2yGTyyBjZJi78AtEdKxZwa357Ko+LYz18UNV9lVcuXIFd+7cQWxsLMA9aLCvUqqnhtG0MJ16h/nQdDCe0BLxhBAifhQAEYdE4U8d21W7UTWlB5CuSog6b3If/HU/qUMHdPZtgiYTxiB/137AzQ1AzVBJw+h9P5CTdQMKhQI5WTd46btSVwCRdfM6VNXCn48XLsS7774LlUqFwOBQnDmTgNu3c/H8y289sm31AKTFkGFw/+L/oPLzR+kLM2u8bsvmjTh/7gw++WwZNny3Gq6urnhqwiST34uiYyfcW/EtYl95EclTJiPfwwMAUHD3Dg7s3mHS+bK0wbGpAaI5Y9F870oiO8Hnsb4omfkK6h37x6xjVN+nscGOueGVNVQPgqqHL5xKhbxbGci/naW3r07jgBB0iInjta9O7VDJUADVwNsHG/84CgBYu3wxXN3cMXHaLORk3cScF8ZZPBZrSEqMx/FDe7F+x2HUc3ZGYf5dVFVV6n199SCI9Q2EPKAt2jAM2rRpAzAPCrw5FSCTg/Xxs8ZbsFuaP2pREGQ5CoHEyy8inPoBEUIoALImqv4RBwp/jNzejBtVYyshNLIeVPQAgEqlwqkhj2FYQSG8ZkxF4YafAZlM53Q0XfvWd8NvVihloernQSaXa6eDaaZn3S+pQFn5mUe2qx6AJF84i47RPdDj5x3weawvlEHBqBgyVOfxpjz3gkXjrRj6OOQZ1/H8um+wccaLuF1aDMC088VHeMPX96qusbgtXwKX3btQ+vwMuH/5OZjyMjAF+eC8zf/dYOjnxVYrf5kruJE70DpMG75oaKZ26QthGgeE8NpTh69QSalUYdG7ryLpbDwaNfHDp99shouLK7JuXMfnH72Jwvw8uLj+P3vnGRbF1Ybhewu7IEVAUEBQFAVFEFAEJdhRo9g1GjWJKZaoMc2oMUVNNTEaE03sJlE/W+y9d2yIgopdEOlKbyJs+36sbADpLAK6t5cXzOycM2dmlt05z7zv8xrw+fe/l/n6HNq9hdVLfwWVCp8uPZk07RsAurnZMmz0eM4cP4hUasDcpeswt6hP9IP7zJ4yjuzsLDp178Om1Us5diW6QJ9Jjx5S18wciVQKgKl5Pc1rg7q0pnvvgZw7dQSpvgHf/LoCu8ZN+W7aRCRSKZevBGPv0pYG9S2JvBHM4A++4N9Fc5AIISYmmsyUxfQaPBz3HgMRmjdk+2+zuRt8DlNLa0RiMV59XsOtS+8Knd8XCV00kHbQiUA1F50IpEOHDp0HkI5yoRN/tEN5vDUqQnnFn5K8dZKTk/Dz9cTP15PWjnZ4tLSnk5crDjZmdPBoUXC/5fBn2bRuDWPfeYulS5fyxx9/EBwcjG3jpmzx70/clWCMZn/BvDnfcvLECcRiMdu3b+fmzZvY2Ts803d+/5oj+7bj2MiCA7u3EhF2B30DI2bPns2DBw80wlErBxuSk5PKfA7yiHoQwWB/PwBCr4Zw9ND+Ivu4HBTIvgOHaOXWlh59BiESiTh+8hQCvTrPnJOoBxEM7deTbj5t6N29I+fOnUOpVLJgwQKCL54jJDUJyaOHhIwbjfhqCAN7dyM87C5xcTFs3bSe7Oxs5s35liWLfuWNYQPo5NWa72fNoHc3H15p68z5swEAPH78mHFvj6CTd2veGTWUPt1fIST4PxHq8YTJqLr68frWrSycP5/NmzdrzteOrZuYMnl8secFtGNwLJFIS1wuK6WN5fHEj8h6fzKSE8cQKBQIHj9GuntHhfZVGtXlrVRZQ297B0d69BmInb0DQpEIqB5fHW2YNUc/CGPIqDGs338OI5O6nDi4C4Cfvv6YKTN/5p8dJ5g8/TvmzS5bBZCEh3Es/mU2f6zZxepdp7l5LZiTh/cCkP04i1ZunqzdHYB7uw7s3LQGgAXff86w0eNZt/csllY2Rfbr5duVR3ExDOvhyS+zpnD5wpkCrxsZm7Bu71mGvjGW376foVn/KD6W9duP8vOP8xEamyM2bYDYwg6BviFZCiETvl/E68OGcmDTarKvnyZk7zqS46OZtvogI7+cz4Pr2kuRfRGo7fc5NYUX5aHni4jOD0iHjpcbXQTQc0L3Ragjj/zeGjFhN0osVVxeKiL8lOatY25ejyMBQQDMm/MtOU+ysbI0IyEhgQ0bNhARdqfIFJuyMOi11xn3/iSuXw3ms08+5DvjuvQYMBhBx87o9+iIdzNHQn070b13Xw4fPUbrNt70GfhsOkf+Cb9CocDayorD+3cT8yAMocQQR6eWyBQquvceiFypwszcHPN8T9crEr1y/dpVroRcwsHBQZMqdy04ELlcTmRkJICmPHlOTg5XgoMJCwtj/dp/SElNoVfvvgB8Oe1jho14g2Ej36JnJy+Cg4Np164d9erV49Gjhxw7tB9XNw+ONnXAe8RgYoGmDs2xtm5I4yZN+H3+HMQiMbduXEcmk2FhWR+5XMH+Y2dZv3olMz//hOV/r2P/vj3UNTXj1IWr3LoRil/HdgUPSCAg46dfMRsxmAUyOZ89fESzlm7YOzgSElL6BLFA1NNT0+vC743SKFw9rfByWZFI1JWjVCpVsVXQcgYMJmfAYMQ3QjGe/inClKp56l8dEWgVeT8XFaWU97ec/zVMGlbp2KsCa9vGODq7AtCilRtx0VE8zsrk2uVAvpz8tma73Nzi063yc/NaMB7evpjVswCgZ//XCLl4ls49/NHTk+Db7VX1vlzcCTxzAoDQkIv8vGQdAL36DeWPn2c+028dQyP+3nGCK0HnuHT+NF9//C4TP5uF/5CRAPToO1S9v75D+P3HLzTtuvUeiOipSNfc1Ij8cUUuHXugTH1IfYt6ZGVlgVLB/eDzuHXpg1AoxKSeJc082pfpuF8mdJFAOnTo0KHjRUUXAfQceFHEn9r+VKymRP9URbUcqJj4c3T/DqIiwjRpWGWJ3EhLTdZMaJVKJV9N/5TO7d0YPqgP2dnZ6r7vhzFiSF96dvZmQO+u3L1zq/hxOzjiP2g4TZs1Jzoqkk3r1jBjzrek/LuTXgEncbinFhEaWDWkvpXax+KH2V/Qybs13Xza8M1X0wtUVxIIhNja2hIVFYVcLudswEk++GQqiUnJ2Ds4EnThPF7ePsB/0TfDB/dl1apVpKamIpfL+fyzD/lq2if069kJbzcn9uzcCoBQJMLUzIzc3FzmzvmG7Zs3Msjfj03rVhMSdK6ACPUk+7HmGPUNDOjZuy+zvvuJIwFBvD5qNPt276BnZ2+OHz2EnkhARNgdGtrakZSUBAiIjo7m4MGDLFn8B2mpqRyNiyWgZ2+8MjMRZKpTtNw92rFnx1YePYzn6OH9zJn3OwCvdOrCa/17Mue7mdy4Hsr6f5Zx4sghHj/OYvnihbRwdqFlK1fGvDWc2Jh808Wn5eHbymVs8GrP1s2bnrleSUmJjH59EN182tCvZydu3QgF4K2RQ2nfqQcNGzXhxx9/ZO+u7Rzdv4O3hg/kzKkTJb6n8iitSlZZoloiwu5wLTgQlUqFQCDE1cOrRPFD7uxCyu5DPP7oswpFzZTWpjoqf5U3Gqu0KKX8ldmqooR8YbQdISmRSDS/C0UiFAo5KqUSY5O6rNl9WvN/48ELld6XWE9Pk/IpFIpQFEpfLQ2RSEQbb1/GfjSDKTPncvxptBJQsLJgvt8NDOoU6MPKUKr5vhPrSdT+P0KRupqaUIRAv2qv34tCbb/nqQm8KPe/LyK6KCAdOl5edAKQjjJR22+Eaor4A1VTqrgiE7KyeusUpq6puWZCm5yczFvvjuPk+SvUrVuXvbu2ATD1o4n8MHcBh05eYNZ3PzNjyofP9JP4KJ7Y6Egiwu7wICKcBxH3sW/qoHld4dCctQOGMHjLJsRPRQb1PpPYv2cnJ89f4djZy3z82YwCqWfunu1p0qQJUVFRiMVioiIj6dN3oEbouBh4Dk+vDsB/0Tebtu3B3d2d/fv3IxaLMTQ05uHDOHYeOMGaTdv5YfZXADS0teOv/21GIpEwbcYsvDv48P777+Pi4qIRHEA9ibt965Ymde5JdjaH9u8BQCaTse3f9XT168Xyv9YiFApZtnghh/duIy42CpVKhVAkRCKRkJOTS1MHBz74ZCo3r4dy1KYhHRydqDvmTVAqEeuJmfndz2xcv4ZWLm40dWgOwMZ1q7G1teWdd95BX1+fLVu2kJ6eSkJ8HMlJCSVeX5WxMaPr1aPT5SAsTxwhMqKgeDD3h9l4eHpx7Oxlpnz+NR9NHANAO68OPEpIICU1FXNzcyIjI5HL5VwNuUybdt4l7jOPklIIy5pKlf99rVIpyxxFVJFUrbK0qUzZ+opi26hJvrQtUZm8uMqbvldVQlBehGTUnatcCdhfZWmyhsYmWNs24uh+deqfSqXi7s1rZWrr3LoNIYFnSE1OQqFQcHjPVjy8XimxjYubpyb17PDebUVu8yD8LlERYZrluzevYdXwv8pdR/Zt0/x0cW/3TPvC1DeQYqXKQp4ch8SuJQKhEINWHXFo14Wrpw6gVCrJSE7kXkjlha8XlU6O5jXi/sck+yG2qaGYZD+s7qGUG50IVHPRiUA6dLyc6FLAqhjdF1/1U5PEH9B+tZyKTsIKGxU3tLPH2dWj1AmquYUl3Xv35XLQeWwa2tKzT38AWru3ISryAVmZmQQFnmPc6BGaNjmFJuHq1LPLnD55nEH+fpjXs2Tugj8xK2TCe9+uEQd692XQ8EHUbaue8NQVCJFK9fn0g3H49epDj1f91echX+qZSV0zNm7ciE+XnmzbsQtDIyMa2zfhfvg9ggLP8f4HHwMQdPECq/63GT09PT6dPpM+PTrRvfdArl6/Taeu3REKhTi1cCYhoeibbiNjE8Riscb02tXDi9zcHCytGxEZE8/aTerJpUNDM3o+TfkKu3ubuLhYDu3bzbmn1adiY2NRKpUkJyVhYWGBUqFAKBSSlpaKnp4Yby9vsrOz+d8/K1nzv80IZn+J/tZ/oXlzevbui1SqTzvvDppxXb92hd8WLSPwzDHEYjGZmZk4m5tx/fp1jI3qcPzwfm7dCKWBddFeJLEiMTHLV/PL8IH8/OVUrAe/pnkt8PwZ1m7aqT7njRsT9SCCm6EheHd4hfNnTyMSCGjfvj2BgYFkZGRg2aABBgYGRb+ZiqC4FMKyplLZNmrCzdAQ9Tksg/hR3v5La5O3vqhUqufK0+p6mp8lUF7z9vwUVUK+MhQVIalNY+n8fDN/BXNnTeGfxfOQy+T4+Q+meUvXZ7bbt20Dpw7v0yyv3HyICZ/NYtKb/TQm0J38ijZoz+Pjr+Ywe8p4/lkyn/Ydu2NobPLMNtmPs5j/7TQy09MRiUXYNmrK59//pnk9Iy2VN/q+gkQi5ZsFK0s9viePM3hwM5iWZINQBAIBYgs7XDs35O7ls8wd3QtTS2tsHVuhb2hcan/PA3lilLpkvbl1jSpbX50pYSbZD7FPCUakUmD+OJoIPEg3aFAtY6koOlNoHTp06Kg56AQgHaVSE55+vWhoq1pOZZ7AF1e6uiwVi+wdHBGJJRgaGWnWiUQinmRno1QqMalrqvENKoroyPsoFApatWqFv78/rdzaavxyCnPNzQPvevX4ZP1adrf1xHLkEI78+gfH0lLZs3Mbf69Ywpbdhwq0aeHiRnOnlpw9cwZXNw8A2nh6c/TQARITEmjW3Emz7YOwO8THRWNlbYtYT6I5Zqn0PwNiVTGTaJO6pkWew7Oniy8rrlKpsLK2oZtfL8a9P4kt6/9m69atLFmyhKysLDp37qxJ7zA2NqZhw4ZER0Wgp6dHZkYGLd08SF29EXF7N8S5T4Cn6SD5UkIAbBs3QV+/DytXriJXlouHhwdXrlzh5MmTJCal4NTCmcTExGLHmePSmqwlq5j4zkg2OLV85vW86BeZLJcTh/bg5unD+rX/YFm/Pu+NnUD4/QjkiOnc1a/YfZSHwiKFRCIl4PjBot+n5RA/iuu/LCJIUWPSVhn7ylC4ul5pYlZ5ytgX24eWhKDCpd8rEiE55sPPNb9b2zZi3b5zmuVRYyZrfrexa8xvf20psS//ISM1Hjz56dlvKD37DX1mff7KXt16D6Bb7wEAWDawZuWWwwgEAg7v2Urk/XvPtG3h4s6Kfw89s/6/sX+oqTaWx9dzFxc73lGj3yXqzlX1C0oFS/5aTyogFArpN2EG0jqGZKWl8Pv7g7Fu6kR1I0+MIvv6aVAqkMXdw6BVR50IBJjkJCBSKQAQqRSY5CTUOgEIdCJQTUVXFUyHjpcPXQpYFaKL/ql+alr0jzbRRvpFfm8P0E7FImMTExo1tmf3DvXESqVScf3alQLb2DZqojEtLW2ynZyYwBpba8LEYjov+4OHNjYIDh+ge8/efPPjPG6EXi2ynadXB1YsWUTbp+lHnl7tWbn0D9p6emkEllYurvz2y/dcv3KJBXO/w7W1W6nHl+f58jgrg8yMjGfOYVGExaRofndo7oQAAR18XiE68j4+nbrz4SefsWPfUTp16Y6Tsyvunh0QCAS0bNmSV199lVu3buHj24nbkQkIhUJUpqb0P3CCJeFhSA/uo25dU94ZOwGAbXuP0KVbD7Zt3oC7pzd/rFiNjU1DTExMaN++PQ4ODkyd8TWJiQk8ehhX4rEq+g/iSu++9F44H4OnBrneHXzZtnkD0ZH3uX37NiYmJgiFQpQKGQ/j44iOiqS9b2d6+Q9g88Z1tPfpWOo5LSvWto2xs3fA1cOLa8GBRb5PixI/iqKwd09FUrUKt8nNzal0JTRtUBHfobK8j8tCZVPD8iIk7RxbV9ogv6qrLZaHW6EhvNW/I2/0fYVt61Yxecb3Vb7PotKN874TV80Yy/z3+vLn5Nfxe2sSJvUsq3w8pSFPjgOlWuhAqVAv1zCq44FYutQShUD9fakQiEiXVv+1qii6++KaiS4VTIeOlwtdBJCOEqnN0T868af8aKti0Z/LVzN9ymR++2UOMrmMgYOH0crVrUB0kbNrG7Kyc+jeeyCAJpqjMGmpyfhF3GOHmRmfpqXx5M5NIg8fYOy+3ahQMfuHuQW2z9uHvb09DyLC8fRSV7hxdfMgLjaakW+9o9l25Kg3mTvnO06fPo2hoSFTZ3xV7DEVrpiWm5tL6NVg/Hw9mfzpNAYMHlamcyORSPjmh5+ZOWMKT548QaVS8e7Yidg7OGJkbEJLFze8XumCvkEdjExM+fuf1RgZm7Bk1doC/Sjsm5C69l9MRwzGWVTwo3zqF7P4dNJYuvm0wdDIiMUr16KQy/j773+Ij49n1LCBtHRuhZ6eXqnjbb58NccdrPno1HGQyTR9/7t+Dbk5TxgwYIBGZHBv0xaxWN2ndwdffvnxG9o9NdyuDPmrWuUJG8W9T8sSyVNclayKpGoVblPRVCptoo2InpIoU5RgJSKCtBEhWZXVFiuCezsf1u4OqHD77SeKFrpLorh0Yx8bc3w2H+Bs7POJZilrWpfY3BpZ3D21CCQUqc2rayDPOxIo3aABEXioI3+klrUy+ic/ukigmokuEkiHjpcHQXGpDVWJp6enKiio+PSQ2kbTT/c9s+5FeMqhDfGnuvL5yyP+PIoOL7cfT0XaaIvKiD+lTdwKT7QrmsJS1H6K67u0fUaE3SFuzmw6Hj+OUijEMCsLA7mcRzEpUEjAKO/4y7p9/u3yY2fvUGRZ+uLOQR4Bxw9y/colzXJeClz+Nq8N9OfAiXPUe1pqujikO7di8uU0kg6dQmlTeonuCl1juRyzEYNR2DQk/bfFmnSzsggB2qDw+bKzdyAu+kGJ75mSxlW4P7N6lnj5dNbKMTyvc1JdVPQzIk8IqsxnZ3na3rh4/L/0J8DOsTXO7bqWa38vA1UtAuVP60IoKjWtq6Z6ABVFVYhAJtkPXxihpzR0IlDNQycA6XiZyT74WXUPQasIBIJLKpXKs6jXdClgOqqMvBs/Wcxtsq+fRp4YVd1DeoaKVJx5XlVqiqKy4s/zqFhU3H5KMswtKW3G3sGR2G5+/DlpEgdffZWHDRogyM1F7+yzT9PLW82orMdbVMU0gJjI+0Wex9LOdVEpOoXbyOWyEseex20XV2507YbhoN4IMjJK3b7wObpxLbj0nTwtD68XFEidRb9qVmsrbag0Cp8vZ1ePEq9baePK3x9ASlJChVMeXzYqUjEMnn52pceU67MzfwpXeT93q6LaYlUhTkrEtX8nxEnFe3JVFVUdKVvetC6xhR36jl41XvwB7UdI55k9W2Y9wD4luFZW/CoPL8KD0heN8qaCNTOT49ckh2Zmz94f6dCho+aiE4CqgBfhS00r0T/VlM9fnhvaoirOVEUbbVDZtK+yTtyK8gXK75VSYx4uYgAAIABJREFU0f3kn3QLBEIkEukz64tKm4kIu0Ny4iMQCgl3cGDdu+8SvOsAMt9Oz4ytqrxPCo79P7Pl4jxmyiJqFRYwCrdZtHhZqdE/eaLRtqb23DUyxMytOfpbNpbYxrZRE4TC/z76Y6IiynRtVcbGpGzageHSP5Du2l7q9tqkqPNVGfEprz+zfL4n2vDs0YaHVk2nIn9jeURH3i/zZ2dhwSfq7rVyfe5q00uoqpHXsyC1sx9OE0chyHny3PfvY2NeZUKQ2NxaXYEManRaV0XRpghUlNlzufuoxeXiddQMyioCNTOTM8AxB09r9U+dCKRDR+1BJwDpqDKq48avvDexFXlKXB1PlrXh+VPSxG3mjM9YvnihZvn1wf5MmTxeM6H9de6PfPvVVC6eD2DMW+qUp9CrIRw9tF/TZt6cb1my6FeNsJNH3rK9gyOuHmoDZpVKybXgQCLC7hQ5ud+0bg3xcbFAQVPfS5cusXXLVnIb2hIREcbe7RsZ9+5bbF73V7F9aYP8/bp7dih1AlyWSXJhAaO481YSGtFIIGB3nz5k1LOg7gfj0btwrtg29g6ONMw3HqVCUWbhQ2lrR8r6rdT9ZBJ6ly4ijI7CeOpHZWpbWbQdbWTv4IiXT+cKixlFUdHomNpEZf7Gnonkciq+bWGhHVTl/tytb9sU53Zda7T4k0fUJ1+R28AGh+kT4enn3fOmKkQgsYUdBq06otfQqcZV9dIW2hKBKmv2XBsjiF6EB6YvK/amCvSe3uLridTLOnToqB3oBCAt8yJ8mWnrZuZ53/hV5Oa1Ik+Jn/eTZW0ZPpc0cfNq34GgQLVooFQqSU5K5PatG5oJbVRUFDY2NuRkZ7FyzSYArl+7ytHDB57ZT25uTrHLubk5mpLq+SfIhSf3m9avIT5eHTGWXwhp06YNSUmJLFs0jxvXgjl8+DAeHh6YmJhoUpmqOi2pvpVNqRPgvHPdRajHyIzsMo2lpPNWmLzIJ4lEqplQC6VSwlf8g8LCArOhfRFFhD+zfV5EirOrR4WFD7l7G9IWLcN01FAEGekYrF8DT55/1II2KOpvorwRb/mpTHRMbaKif2NFRnIVUzWssNBu17x1rYnoqRBCIffmLkYaE43tbz9W2zCqIhqoNqV1VZROjuaVvndKN2hAhJkHaVJLMiTl70sbEUTVwYtw3/yiUZYooIhUEbKnmo9MoV7WoUNH7UBnAq0F8ptA1/YvMl3Vr5pFVVX7Kkx8XCz+fr5s3XWAM6ePc/TwYbIeP+bLmd9w7uRh5syZw4wZM2jdtgMzpn3CoZOBdGjTkifZ2Vhb2zD502ncvX2LmOgobt+6TkR4GN7e3vj6+tK990AO7N/HxnX/IMvNpYWTI15eXmRkZLB9x07OXFKbDi5Z9CtZmZm0cG7FRxPHYG1tg76+ATO+msm9W6H/jTU+nq1bt/L+xA9YtuRPxo0bh1gsJj4+nlOnz6BSqWji0IzPpn/NhLFvYlLXlB/n/oZLa3e++XIamzas5UZ46emIeWa+qWnp/PzDN6SnpWJtbc2QoUPp0WfQM5Pfs6dP8vaoITRqZI9SqcTCsj5LfvyFFsMHkTH7e54Mfb3U/ZXXkFosFuPq4UVubg4SiZTc3BwcRHq0eG0AuVIpT67e5f5Tf5uizLcrZFYslyOKjkK6bzcGa/9CpW9A5rc/kduxc9n7eI6U5zi1YYL+optAVzX5q4blmT7r6UmRyXIqZbpfncb95UGclIDL0B7EfDCNhCEjq3Usz6tK2ItGZcyh86J4RCoFCoGICDOPMptBV6ZtTUBnCl3zKM0UupmZHHtTBRGpIu6l6ApL66jd6EygdVSI2i7+1GZ04k/lsLK2QaVSsXXDP5w4chA9ETRt6kBCQiJWdk1p0tSBXv2GaiIaJBIJ02bMYsDg1zgSEKQpgX7v7m227zvO+s27CAg4Q2c/f9IyMtm0fjX7jpzh0MlAbt66TR1jU17p0hM9ieSZsfQdMAQ397b8sWINRwKCcGjeooBhr5WVFY6Ojvw67xdGvzNG89qWLVsYMeoNjp29jENzR1Yt/7PC5yMi7A6H923n+pVL/Pjt1/Tp48/EiRPp0qULSoWCSxcCNNvljxbx7uDLkYAgjp29jFubtvy1cxspG7dh/PkU9M6fLXGfFTGklsvl5ObmYNuoCdeCA7l+5RL7rgax4NU+GDx+jNmgPsSE3SkyLamiURzCRw8x79MN/d07UFjbIExMQHLqeLn6KI7KRN8U1Ud5PXm0kcL1vIyxayNlub75I4Lq2zbFwroxEbeCK2W6X53G/eVFXs+SWys2YffLbEzOn67WsbyI36vPg8o8SKtMFE9eBFGCYeNaJ/5AzbmHthOn4KX/ADtxSnUPpcZzL0XMkftSnfijQ0ctQycA6dBQW6N/XsSb1KoWfyLC7rBvxyb27dikmYw5NGvG/fv3Nele1tZWXAw8R0xMDH69+jxTZvvOrWukp6UW6Ld7z95IpVLcPb2xsrGhjnFdAs+dobf/AOoYGmJoZMSAwcOIi4snLjYKWW5uqWPNL4x4tPOhlVtbPpn2FTa2tgweNhKxWMzjx49RKBT49fIHYNiINwm+dLHEfgf7+/HV9E/x8/WkSwf3AtvfuBZMZkYGS5YsISY6mmVLFzN//nw2btzIkiVLiI+NJvDMiQLiQnzsf1XuVCoVWZmZ1DU1Q+7SmtjfFvPZwN70eaUtPTq248DeXQAM7N2N0KshmnYfThqHmYUVdc0teHvkELr5tMHfz5eTxw4zcmg/5s35ln/+XsVPP/3EggULuHjxIraNmnDy+GF++uknFi5cyLJly/jn5g1Gq1SIb16n84rlPHr4kKVLlyIWi5FIpAUm4X8tX4yvZyt827ng7+fL5aDAIs/XD7O/4K/li1HaNCThyh2y3p/E5dMnEUVHYbBudYFt/f18uXUjtMh+ikMbBsqF+7hxLbhcgs7LksJVHZT3+uYJQdow3a8u4/6K8qSZE/cWrKTZx++hX81G4lVpEJ0feWIUT+4E1shqoRWhovdTlfUBSjdoQLSpS60Tf/KobhHITpxCpzrhtJQ+olOd8JdeBCpvVTAdOnTUDnSSrZao7i8tHS8O5RV/yptykhfdolSonzLGRN6nh/9g2nfoSMDJIzx8+BAbGxu8fLvz/eyvMDI25vVRozXtZbm5HN2/g5jICOLj4zXmywBS6X9+PSKRCEURpdNTU5JJiI8GRQ4Z6Wma9k+K8JHJf2y+XXtp1kc9iEAoFGrEoZuhVzCoY1jk8YtFYpTKp75DioLjiYwIY9z48WQ9zuaTD8Zy4tx/YkydOnWYMGECe/fu5dq1a7Rs6UyfPr3/G1v43QLiQsKjeC6cC8DP15OUlGQM6tRhxtffERF2h7nb/6WjX09W3L5J+Jbd9B7sT6cu3Rn55ttsWr8WI8M6BJ4LICMtFaeWrZg14zNcW7vzz/qtBJw8zocT32PCB5+QlppCbEwMTZo247Ppn/PJh5No2KgJFhYNyMrKYsKECUilUhYs+I2M+g0Ie7UvzTaspf/jLMI82uLewpXLl86jVCq5eS0YkdSIbVs2sedIAKamZlwOCuTdUUOZM3c+LV3cik1Bi468j62LKwPNzLm0ci1mJ48VuFYVoajom/JG0RTuIzkpAaFIhFKhKJOgk/d+0qVwaZ+KXl9nJ0fiwm8gl8vLbP5cON3LwroxMWE3UCrK3kd1k96hE1FTZtJi7HBCNx9GXkpFwKrGx8a8ylLC5IlRZF8/DUoFsrh7L4xZdCdH83Kng6UbNCACD0xyEkiXWtZaIae2Yi1ORyxQm7CLBUqsxelEyc2qeVQ6dOjQoV10EUA6AF30T2X57Ycv2Pj3Es3yx+8M4ccvPtQsL5zzFRv++i8l6VF0ODcuHn8mFcHe0pAVSxbx9edTNOumfjyRYQNe1SyvWvYnX037BIAendpxdP8OAk4cYUDvbuzbsYltm/7Hm8MHPjPGs6dPYm0qYfWqpRrxJy4ujpkzZ7J44Xx6+fcnMioay/oN6OE/GLc27UhLS+XSxQts37KRPTu3AmoBSC6XI5VKefLkSalRFd4dfDmwdxfdfNow5q3hHD20H1tbW4yMjMjMzORm6BVycnLYs3Mbm9avwc/Xkyshl/ju6+llihiwd3Ck94DXMDI25uLT6ldbNq2jjacXAHaNGnP1ymUA7ty6qWkXGRHOqRPHmPPDd8z7+UfC793l+NFDgNokWSgUcuvWLeRyOb379ufWrZskJSWRlZXF/F9/Zf68uSxevJgLFy6QkJDA/r17sGlox5GAIHr26YtMnsv4SSOY9fun7N23k1mBx2gUHYGbewsiIsLp2Lc1J6VHWb/tLzp2cefzOZ8QFn2XQV93ZceRTcQ0jeanszMJrnORhISHZFlncj81DH1TKY0cG+HQsiX1G1iR8OghMbGxWFlZY2hihv+g1zE0MqStV3s2t2jJE//+dDl3lim2jfCZOA7DFPUTTaVSyYqli5j1/VxMTdU3uOZmpjRv3oz/rV5V5DlPSnxU4JooFHJy23gSOvKNAutzKmAKrY3om/x9AGRlpINKhZ29Q4G0upJSkWpKCldxYyxp7NpIoasqbBs1QShU33IIhcIyX9/8EYA9+gws1b+nqHSv2lQSPj8Jr71Bkv+gaisPX5iq+r6VJ8eB8qmbrFKhXi5vHzU0gqgi91a1PYqnslTnA9U4uQlylfpzSq4SEic3qbax1BR0UUA6dLx46CKAtEBtj/7RiT+Vp3Ubb47u38Hr70xAqVSSmpJEVmaG5vVrlwP56IsfgP8mKEqFnJiwG5oJSV7kT7v2PmzbvEHT9kboVRQKBQqFApFIRFDgOXr16QfArG++5/qVS4A67SgqIozIyEgeZ2UWOc4Wzq24fOkSffv2QalQEBoaipWVFXVNzWnZypX09DReG/GGZvLb0tmFx1mZSKX6mj70JBLEYjH29vacOXOGL6Z/xpTP04o/N+4edO3Ri5VL/+DunVuMmzgZm/r1kMvldOvWja+/mM6ypUtISkygvY8vS/9ax56d2/jisw9ZdPc2Y8aMASg1YmDR0n/4fMoHPMnOxr6pAz/O/Z3e3X2Y+OGnjH93FKtXLUMkFCESqW/uZLJc7O3tGTFiBADz5s1j8vh32Lb3CI5OLenhP5iAs+fw7z+E7CdPEPQUsHHjRmxtbVEplSz6529CIi4wf/ocHuhF8TAlnvT4NNqubErsgWh4ApHnIqAFIIHcvrlkHIGNUsiuo+Id0yi2rdsAjYBQkCfL4UMIMrgA2bAh9G+IBRSAHH6+NQtuAWGAHxzctw9hqpDXNvdEeFuEwlTJifsnqJdhhRIVDe1sCbp4nrSlfxG3azvdVq8i0toa+4gIrrm5ARAXG4urm4fmHEZH3sfKykojfBU+5/+sWoZePoElLTVV066wL1F50Ub0TV4fgWdPkpKk9s5QKpWY1DUtIP7kGT3fvn6lWo2ei+unuDGWNHZtHFeVIxAU/FlG7B0cnzmW/GbR+Skq3au+bVPN/9pG1Cdf0fzj93CYPol7v64AYfU+t8v73tVmNJDY3BpZ3D21CCQUITa3Llf7mh5BVJFIoJed1s71q8UUOkpuxqnHTbEWpxMnN9FF/zzFupVzqYbQOnToqD3oIoB01Eqeh/hz8vBeOjQ3K/A0PS46klF9OgBw+UIAU8YOB8C1jRehwWrvlPC7N2nq2JI6hkakp6WSm5NDRNhtnFqpJ93/W/47S5csZvHixRw9cpjEuAfYWxpibSph9pfTcHF1I/zeXRb++jM/zP4SfX0DWrm6cfP6NQAuXjhPO28fAEYNH0Jy8n83ln///TcPHz7kSfbjAscSEnyJVcv+xNauMQKhiLbeHbFt3JQHkZH0eNUfcwtLRCIRs76fy4mjh+n+Slvee3MYc+YvIiDouqYfu8b29B/0GmfPX6SNlw/f//wr9Szq8+fv8wm6eIHBr43QbHviXAh2je0BkEqkTPtiFkOGjaSVq7vmif5X3/5M0PVwfvtjKVKplIGDhwLQd8Bgdh04xuTJkwHYuXMn0z/7lB4d23Hm1AnsGtsz4YNPefeN1xgxpC8+bZzZuW0T+46e4djZy/j17MOQfn6kpaXy7cwZ+Ph25t+dB8jISGP3oVMA6OlJSE5O5ptvvmHhwoXk5OQgEgqZ/9P36gMQioiIeMBvv/7MmtUriMgMQ9JCQnBwMJmZmQx4vRuzZs0gvVk6Nw6FknQ/EVmajNhT0ZAJZAMZILwspG7Tuuht1oMoGPlAyIzrAmyCJUhDpHj7ekMONLBrgPkGc/yM/TCWGGNz1YZXvV+lWVwzxIZiPFw9MJOYIUwTYmRnhBAhSpWS8JR73DO+zaO4eE6cPMTkpe+SmPaI5bcXsuf8dtZN8GCqvog0Iym2MdE0v30LAIFAoInIyMO2URNEIrX/RFF+QW+/N57JkyczYcIEJk+eTF1TU027/NE7EomUiqCN6Bt7B0e8fDoXG01UWaNnbXgVldZPcWMsvD7w7ElNu8Kv3bgWXKFxVRXRkfc1kYdKhaJCBtv5KWv5+NqQ7lUimvLwUdj+Pqe6R6NBm9/BYgs7DFp1RK+hU4XEG21EEFU1tfVBW3VSXQ9Xo+RmBD5prBN/dOjQ8cKiE4Becl6Wm5LiUq5K4vCerbh5tufwnq2lbmvZwBqRWEx8bBTXLgfi4t4OZ7e2hAYHcjM0GAcnZ/QkEi6cPkZaegZjxo7j/fffJy4unpysdEDtn7Nv9w7S0lJxae1OTHQ0sbHRtPFsR1tPb4ICzxMXG4MKFQ1t1TfICqWSBg3tsbFtjODpU3WRSIS+QZ0C43P3aMt74ycBanElJCQES+tGvNKxK/Ub/Pe0tU+/gRw4fo6jZy5Rv359fpg5rcDE9NuvPycpKZGVa//Fp3MP/ly4gBVrNnLo5AVGvDGan76bWeT52bV9MwMGD2Pg0OHs2LKpwEQ/byLs4e7G+++9xaA+3Vj25++Y1atP994DiYqJw8auMWcuXWfxqrV8OPE9jV/Q9WtXWfbXOo6dvczObVuIiY4iPi6WBb/8yJ4jAew+dIqLF86yc+u/DOjVme7d/bh07iT7dmxCJBZjaGQMgJGxMTsPnOCNt8dw8vhhzkSdYPg7faj7pim5HrkkpDzk8uEgYjJi4GnhMvF7YhqMaICl0JL6jvWxamKFQCDA6KwRkhwJYpmYTqM7Ude0Lt7O3hhIDTAwMcC8oTlJIhHBhnWYNKAt0mwpQqGQdh3bUcewDn3f6Uszz2aI0kRcmXKFR3se0e/LfozuPZqWpi2xMLDgM9FnfCX6CksjS8b2H8uYcWNw6usE90F8SIzYRoxAIEBmkEt06B3+yc7mnn4GCqWCljdvsjl7OYGWl7Fo3IBDZ/agUqk9kuwdHBFL6+DS2h1XDy9NZbGj+3eQlpJCPYv6BSqViZ5OtAtXMJPq6z/7JqhCCqc+lVRRrbKpZtqoFFZaP0UJagHHDyKRSAukuKUkJWjEo/wpVgAxUREEnjlRY1LCqspgu7AQVJXpXhX5HtEGKn0Dbi9dh8WuzVhuXf9c910S2haB9B29KhS5Iza3BqFauK5IBNHz4mW539ImtT3C/kVClwqmQ8eLgy4FTEeto7w3ncWlXJXE46xMrlw6z59rdzF1/AjGfjSj1P24enhx7XIgIUHnyM7K5O6tUHb9u5qO3f1p3cabvVvX8/fiX0iIj+PU0QNYNmiAUqEgO1udLiMSi3nj7fdYvvh3PL3bE3r1Co+zsug3YAj6BgZ8+P47/PHbL+Tm5BAdFUlcbAwKuZylfy5E30Afqb4BhkbGZD+REXr1Cq+0dWb+ouW09/Hl7OmT/PjNV5jVq0dMdCRb/92ASCRCqVTQysWNjl26AfDd1zPYvmUDKpUKlUpF/fr1aWrfiMyMdBbM/REPTy/m/a72Ogq7e5tbN6/z+kC1MbJCqSggJuUREnwJ83oW2No1wtqmIZ9+MI6UlGTMzNTXMW8i7OHhgYODA9k5cs4FnGTtPys4GnCJRwmJvDdOLV41d2yBrV0jwu+pJ7S+nbtiUrcuAI4tWhIdFUlyUiIdXumImZk5ZmbmTPtiNiGXL+Lm6oxSoSDxUbzmGrd2b8OjRw9ZdmgjJx8cZmPIatJkqQxd3xNCIfLefXgCKEEgFuA3zY9b824RdTmKHiE9cGzuyPJLyxEKhSiVSpycnIhLjMPIwoiGLg25uucqjT0bE3gykDbD2xC8PZhmvs0I3haMK/DOxovcMNZHpVJx6fwlMhIyWDxoMSI9Ed0/7I77AHcW9FhA+1HtAWjg0QAbJxskrSXoNdLjy0lfas6zy0IXfgr6CdkTGR/u+RAjSyN2/LCDVZtDOPK2DT31s5Fui8EtVsHS9bF0G70TmQuM/2gkU0eb0LaRN47KVhw6vI9jpy9xq1AFrfR0dbpXUek4hdfnPHnC5cCz6EslxUbzaDONqqjUp5LGWZlUM9tGTbh9/QpyubxSQkZJ/eQfo0Qi5VpwoGY7Vw8vIsLvalLc8sQj3669aNioCVERYYA6yiYk6BwqlapGpIRVtcG2vaWhJi2sKtK9KvI9ok3yysM7v9GPnIZ2pLfv+Nz2XRJVkRJWHuSJUciT45DYtUQllyE2t65R6V+F0aWD6ajN6FLBdOh4MdBFAL3E1ManURV54liREsCnj+yjfcfuNGrSDBNTM26FhpTapnVbb65dDuTyhQCM65rxz46TWNs25sDOjbRwdQcgOTGB8Z9+xfFrsfx7JJig0DBGvvWOpo93xkxg278bcXF1IzoygtjYaDy92rNq2Z9IJPr06TcI305d+Wr6J7Tz7oBILGbmd3NY9+8u6hgaUtfUHP06dfDq8ArfzpnPrz9//8w4DQ2NePIkmzp1DDhyOohzZ06jUCgIuRzElk3rePvtt5kyZQoSiQSlUolcLicrKwP3Np5cDblMSor65lWlUuHUwpkjAUEcCQji+NlgNm3f98z+dmzZxL07t2nn2pz27i1IS0vl97nfa6IS8kcGmJub82qfvowZNx6VUsmtm/+ln+VFeeRkZ2vWlaXqGEBmRrom/QQghxxyVDlcTQzm8eMsenfqwE8jZhJ7NBqagJWxFSKJiGY+zZh1bxY9p/Skvn19Wpi0YMqRKQjFQk6eOMnChQsxMDCge4/uODk5ERkVSUZqBrZutqTEpCDSE2Hfzp6sxCwcOzni3s+dG0duoFKpUErFLJWIyXqUgUgsIuFeAp+f+5xRi0dxP1AdDZL+MB19Y32khurjvHn0Ji7DXajTpQ56TfWeOc4m3k1QKpTUtaqLSCTCpZMLGTEZdGreHeu3J3MidD4j+rZBJLFkzzEbWng6oeeiR/rSdI5/cZhl3/9GQu+HdNrSmsWPFvK/I/8j+F4wYrEYExPTIs/tg/v3CDh+kH49O5GcnERE2B3SUpOZ+eV0enX1obWjHR+Me5uoBxG8M2qo5lpqI40KKhaRU5lUs5Kii8pjwlxSP/nHmJub84y/UnEpbs6uHpr1AoFQE9lVmUglbVLVBtvFpYVpg5pQSr4mlYcvTHV48uV5/8hibpMbdbPGiz951MZ7r+pEFwWkQ4cOHdpFFwGk44WnIiWAD+3ZyvDR7wPQw38Ih/ZspYWLe4ltXD28Wb/yD+SyXHoPHE5dUzPkMhkKuQIzM0uysx7g6uHF0X07GPj62zjbNyAuNgY9PT0sLNU3OMYmJrz2+iiuXb1CdFQUhkZGWFjW59LFC7i0dufgvt0sXrWWN4cNKHYc7Tv4cvzYYVq7tyEqsuhJyoBBw+jWoxeW9RtQp04dsjIzCTx/FqFQgLGxMWKxuMAE09DQmK5+PenSvQdvDhvAxm37cGjuRFJiIkGB5/H0ao9MJiP83h2cWrbS7EepVLJ7xxaOnb2MlbUNEWF3WPHnrxzcvwe7hlaaiW/33gPZvWMLrh5tuBYcSEpKCq9GR6HMSMe7gy+r/1qKl2cbHj18SMT9MMSi4rVr9zaefDH1Iw7s3kozx5bs3bWdhra2yIRybipvcJ3r3OMeCl8FGbEZIAazaWZYZ1pzb949DFMMGa8Yz3zhfGIDYlneczkCiYCcrBwSwhKoa10XsVTMNye/YXb32bQd0pa6zeoiSBXQolML2rzRhohLEdw9dZfvbn3HzaM3aeDYgCu7rvAk/QlisRiFTIHEQIKyrpIx3ZxYtSMES5eGGNUzAsCxk3qCfPPoTZy6OgGQm51LVnIWpg2LFmIAhi8YXmC5aaOmzP5+NmRD1oEspO5SWrTvz/HWubz999/8caghpzu9TlL7JCKJJMosivuy+6RkJnM87jD4wT3uESy9Qvtur5AtSOfOnVAcHV0AWPn3WgKO7UelUjGwf1/SU5KIjryvMe4GaOXWFt+uvQD4e90WQDsl3/Mo7DdUUf+h8lCkKXEFTJiLi1LKT1GRQsVF05QUOaStlKvaQJ4IVJxRdEWoKaXka1p5+PxUZan4oijK+6c2CECgiwQqL9VlCq3jWXRRQDp01H50AtBLSm18AlXRJ4x5nhCJcQ+wsG5cath+WmoKl86fJvzODRAIUCoUCAQCJk//tsR2Dk7OpKYkY1H/v9KtDo7ORNy7jXHduhANdk0csGvswKSR6rLuhoZG/LH8H40ABDB24of07OSNQR0D6llYata39fTi0sXzOLdyLXEcYj11ZIhQJOLJk2wCjh/k0aOEAts0bdaM3n3VIpJAKET59Ca6bTtvVq5cSZ06dTAwMEAildK990CuXr8NQL+BQ8nMyGT0iMH8b/MuVqzewFfTPyUjPQ25Qs7YCR8WEIDOnw3AytoGK2sbQD3xt7W1JSEhgZSUFM3E397BkcSkFD6YMFbzlH2rhQW2836k5cadHDmwmz8WLUIoFDJw4EDu3b5OceRkZ+Ht1Y4pH03CoI4B5k0sOJd8mp2qzchR9y1AgLmeOZm3MpHJZYgXi1E0UvD+pvdZNWIVWWlZNG/enKioKFQ5KpQoaf9wa6GXAAAgAElEQVRme9q/2Z6VQ1Yieyxj3rB5mNqZUs+1Hi38W3Bi4wkSgxOp61AXSR0J9ezrEbo+lMs7LtN1ZFduX7nN7RO3MaxnyPtb3qd5x+aaMYv2TsEvKRNhrhyl5L+P5db2rZGpZGSfzcbAx4ApR6eUeO0LI4uUQV5QlBxk99XLMomEDSNGMGblSlLMzbnu4oKF2IKOr3RE3ERMUloSd6LvcDvyNrcjbxOZFUHk/QgA5oZ/zyvBnelk1Y2c4HT0UQsueUJOWVKktJVGBTxTcawiFci0gTZFrfyUJPaUlopX38qmylKuagPaFILK+z1SmEfR4RVuW5iE195APzIcp4mjuLFmJyrp8/XcKonnKQJVtnqYjtqFTgTSoUOHDu2gE4B0vBSUxxPi+IGdvDpgGJ9//5tm3YSR/oRcPIuVTfFPF0UiEUdDItnw158c3LUZzw6dGD3hUy5fOE2jJs25ff0qANOnTmH61OIn8mZm5vQfNIQd2zbj328gAO282tO0WXPCYlLYtG4N3h1eAWD0O+PIzMjErrE9J86FMNjfj9YebXnr3XGEBF3gSfZjrl+5RGRkJFJ9KWs37WDenIJCloWlJW+MHkNSUiKbN/6PHfuOEhkRxpefT2X0e+9j7+DI70tWabYf8ebbjHjzbQBcWruzY/+xYo/Fx7cTe48EaJbzJv5Tp05FKBSSnpZKRNgd7B0c+ebHX3jnvbGaKIoApZJJW7ehWjifd8eM03ib5DF81FsMH/WWZnntph0ABBw/SH3n+jh5OHFFcYWYTTHgAaigiXkT3KzdcLjlgLGLMbjDjz/8yJcX1V46D+88RIWKOiZ1aNWqFY8SHjFh7QSMXIxIjU0lJSiFod2HcjvgNhPenUC4JJwL2y/gNcKL8ZvGM7/bfLpO6opJAxMa2jTk7LKzxMbE0r97f1pPaY19O3tuHLmBm5UJT3LlxEcmIxAIEJgZcjtXzkcfbWT7zL7cPX0XFxcXch6oxYycJPVPAx+DYs91Ueg10iP3Rq5aBBKDXhM9ctJyQA6ZJiZsGDmSN9esIdPRnMS+zTVpZRamFliYWuDj4oNCqeD2/tvcCLvBXe7ykIccjzvM8bjDCBHShCY440xLWpYYnZJHnvePq4cXubk5xYoTZfUI0qaYVBmqchxliRTSZrsXDW0JQWX5HilK6NGGf1Dhfmtaefj8PC8RKK96mDw5rtakf+VHFwWko7aiiwLSoaN2oxOAXkJepuifinB4z1beGPdRgXVde/Xn8J6tvDnu41LbDx71Hr/MnMIofx9EIjFf/bwYyVOvGhODZ31biuL9Dz7hrxVLNMvfz/2NTyaNZcnCX6lnYcmCP1cAMGDIMD776H1WLfuDFWs2FugjNuaBxgNEoVA8Uxq+MO5tPOnVuy/vvjkci/oNcHXzwNikbpnGW1byxIEb14KJjrxPVEQYMVER9OgzSDNZzTO5tW/anMejxlDPryMdx01g41OjZaFQiLOrxzN9yxQy9t3bztKo3wg5EQThgBz0HfR5pcUrtKY19YzroYxXolQo1Y3kIMuRMbfTXPWyCkYtG4VxM2OcXZxJb5DOn+P/BEBiKGHou0Mxlhtr2jq1dCKqVRRzO85FIBDQb3Y/TBqYANDEpgnr76+nRYsWiBEji5TR/q32JEclM7fX76BUkt7AhJyMHAb9OIj7p+4waONFzC7cx76dPYpHCmiU7/juy8ovADXVw/BVQ2SRMvQa6aHXVA+xlXosAomAlNxGHGjxOq/N2ci/Qz8knWfTSURCEc1bNsfmgQ1+cj9SRalEtIggND6UsKQw8v7tZS8XrgQz6Mlw+jQrOv0pf5qUWCwuNk2qPOlUVW0uXBbKKmrpqF7yG0VXBcUJPUX5B5VHACqu33tzF+P85gBsf59D9Cdflt7Rc+R5mUOLLexqnfCTH50IVD50UUA1B50IpENH7UWQN0F8nnh6eqqCgoKe+36rioEra9ex1DYBqDrMJauCqjInLY6yTrbzk5WZiaGREY8fP2ZQn2788tsSWrs/K7ZUln07NhWI6LGzd6DPwOFFjrlZTi5m/Xtx66d53Kxn/szkOik7kbXXVrD6yjLis2IBkAgkuKhcaEMbGtIQAQIQoLa9V+QbiBgMXzUs0lC5KGThMrIOZGkiakpqW9K24se5DOn/B/d7tSJwai9NG0lgEiPfWMTpj/sQ6u5KTtB/6UxST6lGvMkTc8qC7ak7ZDUwIcXJqthtWq8KwG35Kf49+DE5pnWKPZ7C+048mci1e9e4IbpBWEYYSpVaWNMT6dG76QCGthxFl8Y90ROptw84fpDrVy5p+szvD5Sfsm5XE6jI39nLhrYqvmmTqhCCblw8TtSdq5plO8fWOLfrWkDAEYrE5Y4AKq5fAHFSAi5DexDzwTQShozU3sFUkvwRS/eExfuW6VDzsohAJtkPMclJIF1qSbpBg9IbFINOBKoZ6AQgHS8S2Qc/q+4haBWBQHBJpVJ5FvVazYkZ1vFcqOniz2ddmzP/vb788varrPp8LNkZ6Vrp9/TRfaxZtqBcbb6bNpFj+3cWub6Lqw1ZmRmadQu+n0GH5makJidVeqwADg3Nnlm3+q/l/LthbZn7KK3KUFFM/XgCfr6e9OzshX//QVUi/hRFclKCZpJY2EdF7uxC2vJ/aPHFNDo3aqo5jgdp4cw49iEeqxrz89lZxGfFYmVuxdAuQ/m619f0F/fHFlu1+JNHPvFHWE9YLvEH1BE1UncpwnpCpO7SEtvmRd9IWkue2Y+8joTd68bQ6n/ncdqiFjpk4TIeBYlYP/R1us7ZQaP4KKSeT/f1VPzJOpBF7tVcsg5kIQuXlTpeWbgM1bl0Bg5cimFcWrHbXX3PlwfdW+I/+m+EuUVXUtNrqleg+pgsXIb4uhiPLA9GPR7FzB4zGdZtGA4NHZApZOy6u4W3dg3CY6U9X5+Ywo2EqwUqvpWUJlXW7cpTdUsb7YqiIlXIXia0WfFNm2OKDg2A9Bit9mth3RihSP2+zW8UnecfZOfYukLpX8X1C/+Vh7f7ZTYm508DIEpPQ5Cbq41DqhB5glfUnatcCdhPM2VqtY2ltlDT7820gUn2Q+xTgrHMeoB9SjAm2Q8r3JeuMljNwLqVc3UPQYcOHRVAlwKmo0ahJ9Vnyqo9AGz48TOijm4Bp8orsh2796Fj9z6V7icP28ZNOH10H68OGI5SqeTS+VNYNrApdnttRP+MfndcudsUV62ouKfxi1eWXWAqTP5+gRKf+Du7ehATeR+lUh0xYnX5Endu3sB00DDEYvEzPiq53XqQ+cUszIYNIPDfVfx6dxnbbm/QpLi1bNySLh5dcLRzRCBQCz4ysYzsc9kok56me6lQRwGpADEYdDAol/gDatEjJ0TtoZOTloPYSv0RWlxUjl7T4iN1HjcwYdeGcQwe+CcZtmbce2IFcnhkZcX2gYMY8OkaNq6ZxONRamPTxyceFzR0jpSVOH5ZuIys/VlcN2iGuUsb+g5ZztbDHyI3LLpK1unvBuD/1l90+/RfjiwagVCmwCAxkywbU01/+Y+zsMG0JF6CTxcffFx8SMlI4dLtSwTdCiI+OZ6VIYtYGbKI1vXb0KulP61UrXBq4lKptK7S0sSKe59XpFpXSdQUD6KaSlWZY1eUoq4/Jg0r3F9hb57ijKLL40NXmNIMqPOXh7+xbg/1N68lt4EN8e9MqPBxVYaiUt582jWtcDqYPDGq1vr8lIcXPR3MJCcBkUr9FEakUqgjgSoRBaRDhw4dOiqGLgLoJaK2PWHq6uNLwsM4zfL/Vizk3cHdeKPvK6z4fQ4AcdGRDO/lxXfTJjKshyezPh1L4JkTjBvei9f82mrSSPZuXc+8b6YC6gieX7+dzthhPRnS1V0T5aNSqZj3zVSG92zH5NEDSUlOoDj8/AdzZO92AC5fCKB1G29EYpHm9QM7N/HukO681a8jf/4wFYVCUVxXZWbenG9ZsuhX7t65Re9uPpr1UQ8i6OqjjtS5EnKZQX2607OzN68P9udhfFyBPqrqaXz+fg/v3cahvds0vweeOfFMtIW9gyM9/AdjVk9d5SxHKmXI+vXo372jiVpy9fAiOvK+pt21/h3Z01KEbHBndoeuR4CAdi3aMX3UdMYPGI9TIyeN+ANq8cWgg8F/MrcYpG2lRUbklJXCokfOtZwKReU8PvEYWbiMeH0Ldk18jT5v/oWlIA2evoXCmjfnVMfODBqzElGwOnJHr5FegWPRa1Ty+HOu5Wgink77diTetD6vjluLIM//qBAqkZADy9/E4nos7RYcod7NOPqPXKkZc+HjLDAeESjTlJrjNzM2w8/Tj+mjpvPp8E/xbe2LgdSAq48u88u17xh36y1+C5vL5bhAiktDtndwxLdrr2LFgpIib0p6n2srYicviggod6Tdy0RZo7meF0UKUpaGFRLpC0e6PIoOp75tU5zbda10pa/ClNZv/vLw2U2aY3L+lFb3Xx6Ki1iqSDq3PDGK7OunkcXcJvv6aeSJUVoda02jtt2nlYd0qSUKgfpLTiEQkS61LKVFyeiigGoGuiggHTpqHzoBSEeNRKlQEHTuFL7dewNw4fQxoh+Es2rrUdbsOs2t0BCCA88AEPMgnBHvTWLjwUAehN/l0O4tLNt4gMmff8eapb8W2X9iwkOWbTzAvOUbWTzvGwBOHtpDZPg91u8/z8y5S7h2ObDY8TWyb0ZqchLpaakc3rMVP/8hmtci7t3myN7tLN94gFPnLyMSidj673ptnZr/s3eeYVGcaxi+t9FFqogCUhSN2BDB3itYsWuMmhhLToopxiQmMaaYYuJJ0+gxaqKxxN57wa5RVBRRLCBSVYqKLMuy7fxYd2FhaYqiZu7ryhV3Z+abb2bXdeaZ930e6tWrD3l5JCbob1w3bVhDv/AhqFQqPpn6Nr8v/ZvdB/9hxKgxfPvldJNtH1e7SuFxtVotugeVPVqtlrOnjpm9Eff28yekTUekUinJXl7sDQujw6xv8K1WHQ8vH6LPniTm3GnWbf+T8euG0eGvJgxsfplMW9h0yJWPR0/jxR4v4u6sr5ApLKwYXqsSVVg2KxB9rNtYm7QxFabo9uYoKsIAxapyzKLTETx7N7qLuQVCyg458u1yLovrsL9dJ8LfWIS1vMCoOzI4mKv1/Ok7+U/E+epSW8rKRCRiS/feyNIVtJtevK3RgNrWki0rxtP4j6M4Xr6JQ3w6lndzi8fJP6g+su1li9hVDBpQ31AXE8FEIhFebl4M7jSYz8d9zsjAkfja+pKvzmfVxaX0XtWOHitasvzCYnJVFfNkKU1YKO17XhmCRFGBCShVrPo38zCtqI+T0j7/igpB5ipdqgrHfdtBLCazZ1/cVv2JfeRxqIQHDw9DaS1vFRWB1Flp+ph3AK1G//o553kVgbKt3UhwDCTdtg4JjoGVUv0jiEACAgICFUcQgP4lPCsXFCplHrPH9WHmoNbcybhNSFu90eU/RyP458h+xvTrwNj+HbkRf5WkG/EAuHvUoW79AMRiMT71GhDcugMikQg//4akJSea3U/HbmHG9e9k6it9zp46Rvc+g5BIJLi6uRPUqkOpc+3Uow97t64j5lwkzYJbG98/dfwgl2POMWloN7q1a8GRg/uNYk1lILkSy77UZPb9tRiATevX0H/gEOKuXib2UgzDB4TSrV0LfvrhG1JTTT0uHtfT+MLjlkThG3Fz1RNuH81ANfoVHEYMJO3qJXLUOexhDz9qfmRr0gZEOhEh3i25tH4aTTOs6PbRcb3IE68iZ1MO8u0FFSqKYwqj0KKMUpZpmmyuwsUcBtFDWkeKtLYUiaukzKocVbyK3IMKHE6n0WPqSsh/UIGjAR788UxgC2L9/Bm6chUSdYEHz57Q7uQ729D1nVWg0zH4w8XUqKssl/hj2di01UsrkbLurZF4771Ek0VHzG5jfyOTZvMPcuCbgXT8eCNZ9dyodTwekcUDE20zx6nNKFRRVIoIpjmpwT/Kn9Hy0bwpeZOOvh2xtbLlQnoUU/ZOIuB3dz47+D4Jd+PMbl+U0oSFUm/yKyBIlOQVJPj+VIyyqrme9FzK+vzLKwKZq3S5nRzPxVMR3E6Or9R5l0W+Wy2cdmykxvqVSHJyECvzsLl4vuwNHxOlVSy1qeVUbiFI6uQO4gelkWKJ/vW/gGflmq2iZFu7kezQSGj9es4QqoAEBJ4tBA8ggacKgwdQc0cr3n5lEOuWLWTomImg0zF64juEj3jZZP205EQsLCyMr8UiMTIL/Y2vWCxGoynB0Nai4Ob4YZPwuvYO5+XwzoSFj0AsLqSl6iA0fDizvptV4rZnIk8y9e3/APD+tM/oGda33PvV1H8B5bAX6fPbr1wPH4xIJMLXrx6XYqKp36AhW/ccLnHbxxWZXXhcCwtLzp35B61Gg0gsRoS+EshwI27Og8OQ8CT/4BMk8deo88OHvBSWilysACCAALrQBecUZ4iUsjxsKK/+vpAMVXWimzYxCimAXoS4br5ipSRKqnApCXWKGtT6/1s2s0SXrzMrMhVOAlvfMoyxq5fR5WAE+zt31bd76TDOfW+nbgxZs4a+mzezcWA4IjsxFg2s2f3yaAb3nUPw7D0oq1nheegKl0a2LPMzkfnKsGxhifK00uh7pGloz6ZVExga+gv3vJy40d30oi3XtRoaSyldpqxB7u6AS0wKPqvOcTbEw+ihVNj8WpWo0r9vQFSyCGacB+CscaanXU/6vNKHqKtRHI0+SsLNBBac/Znfz/5Cd98wXm32Ju08O5u09RXFnMeV4f3SvuclbVeY0ryCBN+fJ0tlp4gV/fzNjW8QgUpLCyvqzQOYjWt/EsgbNePywtXI/zlIzb8W8MKNeFzXreBG4ydj5G+Oov5IRWlTy6lMXyCpiyfWAe3/FR5AAg+HEA0vICAgUDGECqB/Ac/ak6Q2tZywsrbhnU++Y+XiOajValq268LWtcvJlecAcPtmKlmZJXv0PAyBwW3Yt30DGo2GjNs3OfNPyUIKgHttLya+8wkDR44zeb9F6w4c2bOVjHT9BcmdO1kkJZq2BjRvEcLeI5HsPRJZIfHHgPTb/3LDygrRsIEMGKBvP/OrV5+baaksmvczCXFXUKlUXL4UU2zbx/U03jBuSNtOdA8LJ6BpED16D6R774EmT9tLq574J/UYwS1OkXM7jk/3KfDCiwm2ExjCEJxx1rcaXVMjt6vGipEj6bljJ17Xi7RdSEHmUzG/nIr46xQVi3T5upLbygqtqxHJWDv1RRrFXSQoPRrbUFtsw2wROz/4GRaL2RAejsudTDocOoQuR4cySonTzgR2/TaSRkuPo7KxwOPotVKPpTDWbayx7W3aNpbt7cK2P1+mx+srcLlgWiGmtrHgxLQw/jj3Gaff6oLcvTo+hy4VHK9Of7xmz5tI77FU4nkwIxTJpDKCXwjm7aFv897w9wh5IQSxWMzu+G0MXd+LLsua83fMEpRqZbmP2YDh+wg8VOJXad/TymhrqswksueZx50iVtb4ZbWFFa50qeqWsNvJ8Ry7foG1rUP4bto0Ike/8lgrkkob25w/kjnKUwkkdfHEyj/kocQfdUYSeVdOPpPeQZV57WavuIXH3QuPlLz1NCO0glU9QhWQgMCzgyAACTy11A9ogl/9APZsXUvL9l3o0Xcw44f24MXebfj4zbHk5uRU6v469uiDh7cvI0Nb8cX7r9EoMLjMbcJHvIxHHdOn/53bBPHBJzMYHh5GlzbNGTYglNu3blZoLorcXJo39DH+N3/OT6YriESceetd8lOSeO1GAgCpSQkM6N+PBfN+Jbx3N9oGNWTl0kXFbmjKc+P5qDen3n7+eHj5GG+aCwtO5tpzMhUZTN41jgFrOnMx9xpjhlfjpUt2/Hq6CbXF5hN60t3cWD9wIENWr8YpM1N/WqqJ9C1aNfUtWtI60nL55VTEX6eo6CGyKLlCxWRdMcixYf1Pr9Bl9S48T13TVxr5yIy/xGorC9a8N4rA02dodP48qMF3SzRDQ3/hdlMP6m2Kos6+2FKPxdyxFRWo0lr6cPCbgfQb8bvZeHiNpZTLg4P48+x0/rfj44J/KcSm4pjJeeut91gq8zyUIBR51vBkZPeRzHhlBqGtQrG3sSc2M4Z39ownZHE9fjr5DXfyKpaQ8yjiQVntko8ipD6N0ehPK4+73a6845enLay0uPYnQWEBKl8qIfHG5XKJMA9DWQJPRcSwhzGHLg/Pg4F0ZYhAlRm//jQjiEBVjyACCQg8G4getv3lUWjRooUuMjLyie/3cTFg4dN7LM9i9c+zTGXEvZdFakoy06a8xZXLsdirVOzMvovs0y+J8PNh2Z8LSU1NpXfv3ohEInQ6HVKp1FilkBB3he9nTmfnzp3Y29sjlVkwecpHjBpTUMVUuPVFKpXi6FqLDevX8teqjeWeY9ExSororu3pzan8f5h2aDLyPDkSsYTOfp1pGd8St9vZvPzHYja+OIg49xLaKETQPDKSNkePsWjCq4gH61NFDG1XSDERdIpGmT8simMKk9aq0kQjVbwKZbQSdbJa7/sjhXriFPrNXMGSsWPJcHuQhKIFJGAZaIn9rkTGLFrCqpHDyJrUEHt7JQHLThA49wA2mTksPfYBdxqU7oWxYdoGHD0d6fRaJwDmDZqHY21Hhv8yHICNn2xk3OWbdEm7x8A6zoxY/mqxeasSVYgsRCjPKjkUcYgOnTtgG1oxA+pf+/7KyLkjsVfb65PJ0PsTmRtjx7c7sLS1pMubXVBr1Jy5coZVfVehGacBW7CQWvBSo/FMbP42nvYFN9cvDunHb78vpbqDg8l4RyJ2GZMAAQKaBhmrgspDZbceVda8nlUe5nyW9VtSGXOq6PiltYWV1fb0ODGIMlqNGrFEipObBxmpCcblnv5NaBjcuVL2dfFUBElXCjyGio5ddC7laYd72Jj4ksi7chJVymXja1nt+lj5h1TqPp4UjxIP73H3Aq7yAgEu3bYOyQ6NKmNaTx1CK1jVkxZzsaqnICDwUCh2TanqKVQqIpHotE6na2FumVABJPDU8KyLP08CnU7HuJeG0qt3f46duci2qFhmdeyKdPqHBKSkIpHozTJFIrHR26jwU+3kxOtoNBoCAgKYNGkSI4YPZ+Zn00i/XfBEsOgT8fTbFateMjdG0afq3n7+1AlqwEfn32Xy7leR58nx9/Tnw1Ef0ie0D3aBdmQ5O7NmyFDC/1qL6+3bBSbEJicEzg9sxdUOAYzYvRar2iKzfj5QfqPnophLB9Pl6wpamkpL/0JfJSOuLjZGsqOGuGqe7O3enZHLl2OTnVPgYaTRj507xpctU4YxbMMaXLiLwsWOyLe7sfDS5+z6eBA3b1ijOKYoNi/DXBXHFNSyq0V8hP6pvFarRZ4lJy22IEHn+snrnH6/J3eberJchEk8fOFzpTytj5M/fPgwaEo/1qLnLWdfDjpFwUMGdYpanxa2TW/UXRpSiZSQF0Kwt7VnbNhY6nvVJ1+dz6KoubT6oz6v7xzDpYxoAJav2VxM/NHpdNTyqPNIpuePq13yaYtGfxIUrXo6efRAuaoMH3eK2MOMX96WsCdN0fQtz3qNH1tFUlnVTqUlgZXEw14DlNTm9TwZSD/Kw7zKjl9/mhGqgKoeoQpIQODpRzCBfo551qp/nnWeRPXPkUMRWFpaMXzUGAAkEgmvzVnAiIY+bPnsYzoNHcE2hZJmLVqx9u+/iIiI4KWXXjLeYHp4+ZiY6tra2uBaowbJSYkkJyXy6Yfvkp19j7xcOf3796dmzZo4utYs19wKP90vzSRXp9Ox7MIiPj30DkqVEhuZDWE1wwhpEoKFg97Q2+Azk1inDrt69WLEihUsfns8eXWqI3GVoIxSGit8LBtb8k/fcHqP/ZOuk/9m2/tDyb+Yb1xuaFmqqNEzmJo451/MN1b6yLxkZvdREsXW95FxrkUznLKyGL7qb5a+PAa1WGYcS+Yr49bbTTnhIKf/sAUsX/AG9xIlaHO1nLBqDJcB9NU0hnlBoconwF3rzraT21DFq0jPS8f9BXeyb2aTezcXC2sLbl25hUczT9Y429K14w+0m76JHwJqEbMzBkWygszETBo0aECPHj3Ys3cParWaefPnUatZLcZ0GkPk6kgOLTiEOl9NnaA6DPlhCGKJmKmeU2k1oBWX910mLDQMizwLtMlalAolG9ZsIDU1FZFIRGBgIN1qditXNVFdj7o0a9qMPYv2EDE/glx5Lutrr2R975V09wvj3Edn2H/4DLk5OYwY1JvAoBDOnzvDstWbi5lBP2wVSmWbED8OM/anmaKicFTkcXQ6XTGDbXOUx7T7UXiY8ctjEl0V1PDwNRFbCptUV6YoVdQA29zYRedSHspjDF0YQ5sXWg2qtGtYB7Q3egU9bwbSHfydHqoSKNvajQQCsVemk23p+twncAmm0AICAgKlIwhAAk8Fz3r1z5MQfwAuX7pIk2bNTd6rZm9Pko8vseGDGT33Z+J69SYj6y7no2P48pvvcXJyNlbgePv54+Vdl9TUVACys7PJSE/H29cPqUTKxh0RSKVSVq9Ywoqli/lp7u+kpqYVm0dRzCUmmbvBvS2/ybt7JrIvYQcAjWs2pmd6T+yS7MhNy0XUS1QgsMTkgwaimzTBKSuLYb+vYMm4MUgbOyLtJS3WyrVr/igG9ZtD23X7OTq4q7HdyEBFRRsoWTQyeN+Ut53M3PrSmlKOvtAT1/+tYWDEZtYOHoTMz7Q16sLYNtifvUWfcYtZNuoltFIzP9mFK5AKhd7Z29sjFotJP53Odfl1PL09uaO+w7XN17Dzt6NWw1pILaRoZBJere3Asb2X6JYpZ3d0CpOXTEYZoWTOT3No2aYlfT7sw6nBp5iydQoyXxk3L9/k7IazTN4xGYlMwpopa4hcE0nI8BDy5fnUqlmLLpO6AFCnTh0s8i24lXeL+/fv8/rrrwOgUCjMinAH5x8kcuEsjPgAACAASURBVE1BW232zWzUN9Qk7EggfnM8Xx77kruKuyycuJDbMbfZI94Ocnhl82BGN5hAfNw1fp63mKDggqQ0w/evtGSvkniYbcrD4xY1KsLjanUrTGFRWF+hqK84M1QIPi3noqJ4u9o+dSJQYR5GhHmYsSuz9a0iIpA6Kw20D8ortRq92FNI6JG6eD7zwk9lkG3t9twLPwJPD+4BDYVWMAGBpxhBAHpOEap/qo7qk17h/udfo3UrX+XMw1L4pg3gVo9Q7kee4pV1q3jt4gXWbN5NZvrNYjevvvUasPTPRdy6vQRbWzt++GU+jo5OpCQn8dZrr3A9/hoikQiVSoW3n7+JAFTSjaK5lq+irTN74rfx2u5RyPPk2FjaMKjTIBqkNkB1s0C8MBFYQm1RRivRZGo42LEjjllZhK/ZwKYmL2LTxa6YcKC2sWDL8lcZ1uNHsmwdiRTVN0a1Gyp3KiLaQOmikUkUeqHXJY7la7pPw+udNYcyaMQ8Oq3dx/6eXZHWlJqst7d/d/pHLtfHw4eHQ9FY9ELzMs71AZ5enqRkpBB/LJ5g72CsLKy4uuEq9k3t8WlZUJV1TyJm04pXCe/0A9Et6mDfxB6VnQq3zW4oGyj15s6SgmO8eugqSeeSmN11tv4c5Kmwc7EDQCwREzg0EMUehcl5c3Ny427uXbZv3069evXw8/dDe0+LKt5UBOo4qSNd3uxifP15wOfI98m5HHWZpKgkfmj/AyILEeo8NR36dkDaQsoe0R5Oph7jZMIxLJwsueuShU6nKxYhb+57Wpbw8DDbVJQnIcCUtu/KErhKO47CVU8WFpZEnz1ptkLwWeRprQZ6UhT2+0mJu1julq/SKK8IJHVyR5V2TS8CPeNtXuXhYauA/m0IVUACAgICJSMIQAJVzvNW/aP28cVhxECytu4FG5tK3Zd/gxfYumm9yU3budP/kJiYgLdvXbaE9SXgbCTTr14h7uplcrKzzHrxhA8Zztff/2wy9qyZM2jbvhN/LF9L0o0EBvbpbrK8tBvF0lq+lGolXx75iEVRc/TH4OnPyO4jcbBzQCVTobqkMhEKChs12/W3M7ZhbenXj1HL/qLrpj0c7xJu9vzkutmzeeUEwsPmcHvQUBLr1CkmLFXEwLgk0cho7JykBq1pG1ZpApM5E+q8W7Bq2HDGLVxIlpMTFxu2NBWKvC3ZMDicsYv+pMOhQxzq1BGplxSJqwRdvs5kLNteetFMm6tFbCOmbmhdEm8kknYxjRpBNbC3tef48eNYK6xpM7mNydyyvV346dV2TP/tINtjUskIqIXUVYqoxgMRRQu5B3KRecnQ6XQEDw+m7/S+xY5RaiXFsp4lYonY5FhlyPjg5AdcWHmByL8jibkYw4D+A1AnqbENK9lYWqfWGUWtZk2bEfZuGDadTP9enbI7RYvgFhyNPIpCrGDUpv40dQvi3ZYf092nt1EIKu17WhIPs405ShJHHleFUXmpLIGrPMdRuOqpRs1az10L3NNeDfS4MJf4VRlVR+URgZ63Nq/yIIhAAs8CQhWQgMDTi2AC/RwiVP88Ocy1fsmnfoymXn0cJo4Frbb4RiVQnuj19h27oFDksnzJItRqNVqtlu3bt9OhY2dsbGxAJGJ1aB9a1fMnaXBf8lWacpvNZmffo6Z7LQBWrVhabHlpxs4lGaneuBdP39UdWBQ1B4lYQr92/Zg0YBIOdnrD3qLx60Axo2bDOpLmNmxd+DL1jl0kYMlxs+bMAJkN3dn+9QiGrHkQD1/Odq+SKBqjbhCk1DfUBebNalBGK0s1mS7JhFrmJSO3ui0rXnyRrnv34nvLNC5Z5ivDsr8ja6a+ROD5s7QQX8auvx3WbayLxbuDvuJJm65FnaKmTpM6XNx1ERtXG8QWYmxsbMhT5pEYl4h3iLdxG12+jtwDucRWc+Ln1r70HbIA8fqb6HJ1xrmLdWIUZxXId8rx9fXl3OZz3E+/r//M7sjJSjK9ISl63nIyc9BpdQSND6LbwG6kGSrLtBRr1yuMSCoCKfj4+HDx0kWUdspi+xSJRHQK7MRbQ96imm017KztOHfrNGM2D6THihCWHJnH4f07ASpu+FsJJsSlxb4/7phzc3Mp/DtTWYbUFT2Ox2WwXdV4u9o+sZbgyuZ2cjwXT0VUOC6+LEPoR6E8D4ikLp5Y+Yf8K8QfA8J1XtkIhtACAgIC5hEqgASqlGe5+qfEi3yRiHu/zMcpPAzt269xLHxgmU+5y1sFIBKJWLxsDZNfe4XYixfQarXUr1+f9z+ablxHLZGQt24rIzuE8M2bk2j2v8Wg0xjn8M+JE2bn8PrkKUx+7RV+/uEbuvYMLba8rEqIop4mu+K2MGnXi+Tl5+Fs78yY0DF4uXkVG7dwVU7ugdwSPXdkvjI02LD57wkM7vUzaX0tiPf2M1bfRGyI4MzaM4gkIkRiEZrBIby4dgUr/noT18wUnI/eJOalViV+BgDLX19OQI8AmvVvVuI6Jr5ABqSgzdWanbuhWkiTpSnVT+h+ogXbGr1E30+XsbbZG9ypX9BCKPOVga87W1tMZOCAueQ2dyG1tV/pc1ODi4ULOZk5NB/c3FjJVKt5LRJjE7Fz1rdsqRPVaHO0+sSvaCW7bBzp0Kg2gz5dwkI7GzSpGlRqFUFBQcybNw93d3dGfD6CsGlhzBs0D51Wh0QmYfCswTh5lvz3+V7aPVa+sRKtVov2npZu3bqV+lkUPre2XW1xzHYk1COU39/93ew+1TfUaK9psRHb8N7Y9zh24Rj7z+znQvo5PkyfTE1q0vVCV14P+7DCkeuP6tdTWpVNZVUYlYeSfmcqw5D6SR7Hs0BVVgM9jB/Po7RxlccQ+lGoqDH0vxV7xa1/jdFzeRFawaoWoQpIQODpRGSIin6StGjRQhcZGVn2is8IAxY+PcfyrD0Vei4FoAcknz6Jz9D+HGvdmvOtWpVaPXAkYhcx504bX8+YMYOJr7/NjJmzAJj363+R5+QwpZDQU5ZviCT+Gk69OnNv/mLyu3SvkM+IVqtl+ofvceRwBCKRCEtLKxb8sQKtRsUv//2Ot979oMQx4q/F8t9TM1l3axUAjXwbMbL7SE4uPkmbMW2wsLEocb+FU7eQgmUzy2JtTgBOv8Uw8OvlLBk7lvQaNbhpeZMd63bw5pY3kVpKycnMQZOvIWz+QWqevsGJD3rRfvom/o6YUupxlyUAGVu/ktXGWHexqxhZHRnKs8qCqHcx2IY9qGjaIS9434AUoy9RUV5YeZKWs3axavfbKFyrFVvutT+WHv9Zztptb3HXzzTOVxWvQr5drq9MejCHslrecg/kkn8+3/ha7CxGm6Gh36ZNWCsUbPzqJaQ+luUe11ybW9FlIgtRwfmSgG1o2fMsjaLfG8O5ValVHNx4kAOpB8ghBwAfaz8+7/4D3XzCinkEPS4KCy9SqbTYb8GT8gAq+jsT0DSowmJYaVTkOKrS9+hJ8ySFoMJCjlgiLbeQc/FUBElXzhtfe/o3oWFw58c51QojiEDFMbSC2Stu4X3nLBKdBo1IQoJjoCACPUAQgKoWQQASeFZQ7Cr9HuFZQyQSndbpdC3MLRNawASqjOdZ/AFIyL7D8pEj6RwRgVdsbKktEUXbMGQyGevXrCAq8p+S51BGC4XGty53/1xJ9QljubVrW4ktKICxOsHApvWruXkzlf1HzxBx7CyLl63B3sEBbz9/Nm1cX+I+Y2LP8Mq2Iay7tQoRIsIahDGu9zispFYcnH+QfEW+2e0MFG4Js2xmiTJKabalKqWZL7tC9fHwtnk55EpysXO2Q2op1bcrRYuxy7ZgY/eGXIi9iXjMYuwupJB35SYAx5ccZ3bX2cxqP4vFoxeTn1swrysHrzC7y2xmBs8kZlcMAJmJmfzc5Wdm953NnI/mkJiQCCK4f/8+C2ct5OfXfmbuL3O5ceMGWq2WTbs2MXvUbH4Y+APHjxw3OUaxs7hE8Qfg0ogQYgcH0WfUIiSFzpeh5S3O248TH4bSb/gCrLLkSHPz8d1WcOOGqMj/i1C0dU7mJSuoBX0QUY9MxNY+fbDMV9Jp4Q7UN9VljmsYu6Q2uMLLlFFKLAMt9a1/jyj+gPm0NgCZVEbH5h2ZLJlML3phhx3XFXGM3hxOn1XtOXBjD0/iIUhZbWRPqh2qstq9SqK8x1FaS9zzyJNsCTPnx1MeHmcbV2XxLF8zPC4MD/3slelIdPonDRKdBntlelVO66lCaAWrWtwDGlb1FAQEBIogtIA9Rzxr1T9VRWXG1ZaGh5cPl93cWD10KMNWr+Za30Elrls0IUckEtGkcWO+/fITvv3vXJN1MzLS+eCd10lJTgLgi29m0yKkFS2b1mfv4VNUd9D767Rp3pBNOyO489GnTB89nDMODmglEnr16kX9xOusXf03CdfjSbxxndoensxbtMy4j1s3b+Lm5o5YrNeIa9X2AGDmjGnkKRR0a9cC/xca8tvvSxk7chCpKcnk5N7nTqNM7ja9gxVWqGeqye6VzaxPZ9EwqCHZadnM7TcXW2db3tj8RonnwtAWVVI7mCpehTJKSXTjJjhlZjFy/d/8vWUie5fu5atmX+Fd05tGDRvRUa1m3IrlJAxoRu2LaeTIJNyeug6vja/TpG8TWo9pDcC2mds4sewEHSZ0ACArMYt39r5D5vVM5vSbwyenP6GaSzXGfjgWXayOzMxM1q5dy8SJE4mOjqauX126vNSF/KR8VAoVN9NvkqPK4cNjH6KKV5GxPqPg4MRg3dq6TMHjxLRQHK6n0+P1FexYOBpVgsZY4ZJ/MZ+zvYJxiE+n9+jF7PzfS/R4fQX/6xmgFz4M1UYaisWsF66Uyb+Qj8hWhEV9C7MR9cpoJauHD2PcgoVkznMgMji4xHGN45sRYkzS0got0+Xripk5PyxlpbU5hDrQIbEDHWp34GTOSfZG7uXMzZOM2NCbkFpt+aDN57Tx6FApcymJpyH2vWi7F+irgp50Fc6TSFZ72nhSLWEu7nVIibtorAAqr5DzuNu4KguhHaw4HfydiDrnilNusrECKNvStewNHzNPU0ua0AomICAgUIBQASRQJVTVkzxDeXzSlfOcO7KjwmaXUP6nuYabLft+A0n98FMaTXkb8a2bpa7frnNP8vOV+pSl4GCioqI4uG8nWRkFT/Omf/guE/4zmZ0Rx1m4dBXvvTURsVhMz7C+7Ni6CYAzkSfx8PTCtYYbU48fZXTPMP6RShkZHs6WLVuMN39XLl9i1cadJuIPQL/wwezeuY1u7Vow4+OpRJ87C8DHM77GytqavUci+e13vVH0j3N/56uVP3JrVCp3j9zBOdeZCUxArVLj2dCTiWMm0r5Be+zs7Jj468RSxZ/CFKtMeXBTr4xWGoWEgx07kuXuQt8pa5my710GvDoAW2tb1qxZw+rMTBpJpOzcfxXNtdu4pufQ90IqAGmX0vgl7Be+a/sdp9ec5mZswefSbEAzxGIxrn6uOHs7c+vqLTRqDZuWbOK3eb+xevVq0jPSQQK1atXibNRZInZHkKnLxNbfltpDapN1O4t1H6zjWvw1nAY4Ia0jRVpHWq6WLFW8ityDCra/NwS71Hu0/nqHWWHlyIy+5DnZ0vbLreS4V8c1OsX0nEkwxqwbxlUcVxSMowXdfR3KSCXqm2oTw2aZrwxxdTF5ltYsf/FFOhw8SN1rVxFptfTZuhmZp/lnByV9ZqUtK8nMuyIYKsekdaSIHcUoo5Um4xkMqW3q2dApsBOfjv2UPm36YGtly8nUowxa241h68M4k3byoefwNFGaobzhdwaosiqcx12J9LTyJAyiDUKOp3+TCsex1/DwpWFw56dW/DEgVAIVJ9vajQTHQNJt6zwV7V+GljRX+Q2875zFXnGrSucjULUIVUACAk8XggAk8MSpyou3hy2PN1DRi3fDzVa1N98ld9QYHEYMhNzcUrfx8PJBJBJhZWVF06ZN2bVjG9cux3D3TiYAhw7s5+P3J9OtXQvGjhhIzv37yHNy6D9wCJs2rAFg47rVtG3XgSMRuziwbw+fxcfR4/59tv/xBzpEuLrp0756hvbB2toa6+VLsZlbEAtfq7YHRyIv8NFnXyEWixnavxeHD+43O9+pM/9D/86dyP0tF3G2mLCsMFxcXRCLxbzg/0KB4KADVXL5b/KLJoQZqn/UyYXa1SQi9nwzDJuM+7SfuR2/5n507tyZsLAwLl26BG5u5H85ldUp33Po63AsJnZAFa9i+bjl9H+rPx8c/YCeU3uiUhbMq6gvjEgk4sBvB6juW533trzHG3PeQKvRIvWQUrdjXSb9OAmbXBvW/raWyK2R2NjbMPXQVOq2rcvRP4+y7qd12PW3w66/XbnEH0ObVHZEPhtmjsZ/w1kCo6JMxJPqNgpGdJ7NzeZeOMXeRGVriceRayZCCDq9MbJ8pxzFMX16lzbTfCqd6nrxz8Ug2Nx1cmL1yKEM2LKRWtWzqJcUh6vubrk/M3PL7LpbI/OWlNoy9jCokx4koN1QI99R8niWMku6tejGp2M+pVfLXlhZWHEocS+9V7Vj7OaBXMqIfqR5VCXlba960uljhamMZLVnmSchAj0LQs6jIIhApnTwdyLb2o1kh0ZVLv7A09mSJrSCCQgICOgRBKDnBKH9q3xUpc9BeePhvf38kUgkODq70qpVK86cOUNeXh4pSTdIiLuCVqtl694j7D0Syd4jkZy9lICtnR0tQlqREB9HRkY6WzetQ6zLJ+bcaZTKPGZ8+TV7r6ZwtlkQ10eMwtZOnwBlY6u/EVF26YbtvF+xWr/aOA9LS0u6du/F9C+/5a33PmDn1s3GZYYKg9d/HM3WXethHAS/FoxnTU/EKjHaDC0SiQRtihYkDzYSgcyjuClwadUfxSLYC7c4AVJPKeIG1iz8vB9sOEuTbfoKDqf9+3F1dkYul5Oal4pWJuHMuHasb9YQ+U45effzkJyXkHclj9NrTpvsM2pTFFqtlozrGWQmZFKjbg3ysvOwd7PHsq4l0dHRaLV6kSHjQgbWamuCAoNo3rw5aclp3L1wF51WR9N+Tek9rTfJ55NL/lIUoWilT/Z9Szb9PZ4O87bTwDnNKKyoQpyJ+GEILpfScEjIwDU6hfprTxvPmbi62CSiXnW9SHKZVZHz7FNcmCos2CiG1eHQD4MY+uNyboXUwePItRKPoehnZm5Zw/MXCB80H018nlnvnodBlagqOGYwtqqVhpWlFb1a9uLTsZ/SNagrFlILdsVvpeuyFvxnx2iu3y35OItSWtXNk6S8wk5VV+E8rzHwJVH0+/GsRsU/TQgikClP03VgtqUrGpH+H/+npSVNoGoRqoAEBJ4eBA8ggSdKVV+wPYrPwSNfsBeKh7ebMY2cL74teVWxmJA2Hdm3YyMBAQGcOXOGwMBA9u3YSIvglixeMJf/vPUeABfOR9GoSTNEIhGhffozY9r71KxZEwsLfdqWr68vC377BQ8vb5K//AblsHDcq9mb7E/rXos7f6/HcUAomtqenLa0ooabG3m5OSQmxHHyxFFCWrUFQCKWsGvLWnazm2OXj4E19G7aG++j3sxPnq83CTb46mrRt+VUF2PtbI3GWWOaBBWlNPralGaMbKCo14tlY0sA7ksljHCwQfK/jeTaR9BIoWDECy9wpUswu9fvZvOfm9EoNLQMaUnzBs3p0qULC+cvxG6tHT6dfcjLyTPuw9HDkR+7/YgiS0H/l/tDKrTs0ZKl7yzl5F8nqRdQD5lMP8+EuARW/L0CsVaMhcyC8MHh5FrksqTfErQPRL4+n/Yp19fD3PHJvGTc9XVj+6Ix9B23hLWb3+COrz4e/mawN0nOtZGFZtF+1yG8zsWVPI6PDOU9ZUFKVjdb1DfVqK6rkPnIsG5jbX4+vjIsPcW8FPwD9z0dSQvxxv1kAjqJmAtj25T7uIpydUAg9deeIXT5Fja0CAWNCMQFLWsPYwot85KRfyG/QASS6N8rLZXMgK2VLX3b9qVTYCd2n9rNsehjbLj8N5uurGZkwCu82+pj3O1ql7jvkuLVq4LyxrFXVvz74+B5Swgr6fth+DelquLinwcETyBTOvg7GZPBqpJsazcSCHwkD6DH4SEkeAEJCAgICDHwlUJVx8A/TU99yqKqBaCHpTKf1oqyMnHu3h75m++iGPuq2XX8ajsSl3KHhLgr7N25hc8/+5S2bdvSuXNnPH3qsmnjRq5ejkWtUdOqTXtm/ag3io46e5rQzq35ZMZMZCI1Op0OuVzO9u3buXcvG6UyD383N3YmJDA5uCUqLy/e7RtOzXadwMoKiz07qf7GBNZ++gWfzfmJO1kZ6HQ6PD09+e+c36nfsDETxg5j95HtKN2ViPqLqLGuBjq1DtdaruRm5NLtxW7U1tZm5ucz+fizj43CzqEFhzj822FsxbaMHTu22DFbNLEolylwSTf0DldvId6VzsBvV3Ctbl3SXV052qE9tr0fxLEbYsINlBI/bhIrLkEvaGkxRtMbhCtEYBlkibSmtFSRoTwiRNF1RRYidPk64zaF4+FrRCVhezadY3ZNTaLPAeN+Cv/Z0D5X3jkURazS4Lf1PE0XHqbmKb0ANDf1e6hgjHrhOdjU0DK4z6/EdmjC4aA2+tY+DSYx7hVFFa/Se0RRIA6ai4cvi6zsLHad3MWpS6fQ6rTIJDJebfYmb7R4Hydr52LrlydevSxRozJFj2dZQCkslkil0ueiRaxc3w9BBHpoBAHIlKdBAHpUHmesvSAAVR1CJLzA08y/KQZeEIAqAUEAKj9lCUAH92zjw/+MYuXOfx77Rf+dzAymTBiOSpXPu59+S7PggooGtUrFgp9mErFrCza2dlSzteadqR/TtXuvStm3JO4qTqFduDd/Mfldupe6ruGG6PDhw7Rs2ZLQ/kNLPTeGmz+FXE7UmVOsX78OuVyOTGZBkyaNadWqFV43bjBk1SqGODnxUno612vVZlDEcRwcHEn6+nPe/GU2p9VqOnfuTNu2+sqfgKZBvPPW69zRZCHX5IAYXpz4IvUk9UyElB3f7uD4H8extbVFI9LQc1pPggYFAZCzKQf1jUIqjKFa6BFu+gHQ6RgS+gvWafdJcnDH79o1ltnZcX7IEDy66RPM8s8XiaAXU6Ipc+6B3OLrP0BaR4o2V4s2/UGpSQlzN1fpVNZxlrVNq5nb8Tx0hX/e70HIJztYOHKcybzUKWqjaCX1kGLZ2PKRI9aL4hqVSPBP+9j+58sVFraKijEOVnKG9fiJvSNDOW9X37huecXAsij6ORYdt6z538q6xfYT2zl37RwAVhZWjPYZTztZe+r5NDT+PSxLtDC3HDCm/iXdiCfjtt6I/HkRPR6W8oglzxrlFbUelwj0pJIvqxJBBDLlWReBPO5ewFVe4NGYbluHZIdGlTa+IAJVHYIIJPC08m8SgIQWMIEnRlHxx9xF6Z6t62jaohV7tq5j/OSPHut8Io8fxK9+Q6Z9/UuxZQt+mklG+i2WbzuGv4cT6bdvcfzooUrbt8avHnf/XInD6GHc2byLa5YWJT6xN7Rq/PzzL7z9/idlij+FbzQaB7bArZYHHTp3Ry6XMyw8DF9fX6hTh9m1a7M4KYnzHTrgdS2OOT/O4pPPvyG9ew+mHD/M0dhYLj8YVyqVUqN2bTIU6eS9rMDKzoqRupF44QUafTJX4RvoTm90osubXUiPS+eHTj/gX90fK1+rYvMVu4iRukvLFBDKFBpEItbseAv3kwkEfHsAK6WSYwoFeem38HnQAmNsiTKgxVgtYhhb7CVGIpWYtlCZ7EdvNGziNaMuHotuInYUbokzs255t7F1UXP+lTY4XE+n0V8ncE26hUyjRCWxLPglN8xXozeAVqeoH01YAxTHFKiuqxA7ikEFOTiROn0UxKuQ75CDBvJj8kuspjIen5kkM3knBzavfJXwAfPIHDqcFHfPYulhj0Jp8fCFz3dJLYhuTm68HPYySbeT2HpsK5cTL7Pg8q8sZzGdL3ZmauiX1KsXUGY7VVFfnovRZ0lLvmF8rzDliUWvrAqfwuMY5lnVVUPlbWF7lihvu93jiIo3JF9qNWpS4i5WOBnsWUFoBTPlaWkFe1iyLR9vrL3QCiYgIPBvRhCAnnGepeqfwpi7KLVzrMG50yeY+9dm3p84wigAabVaZn/+PpEnDuNWszZSmZQ+g0bRJbQ/sRei+Pnrj1HkynFwdOaT7+biUqOmyb7SkhOZ+dEb3L2TiYOTC598O4fsu3eZO+szlHl5jI4+y4I1u7Gy0vug5Cly2bR6Kev3R2FhqW8jca3hRr/wIQBsWPs3v/z3O3Q6Hd16hPLJ598A+ratVye9wd6d2xGJRLz93hQaNWlOdPR5Zn/3FRKxhGr21dm4Yz8ajYYvdmzlhK0dqg4hvNC1KwGtW7NjywbOnjtPrdqexF6KoUmz5sxdsIS9e3Zz9+4d3nlrEk5OLqzbusfseS16o2lnZ0evvq8blzds1AQrGztanTjByZQULjVqRNPz56muVjN26yZGjX6Zs/8cRtO5E+qLMQQm3CDgtTdBJmby4VfJUymwtrJmQrsJOB5zNBoyq5PUJt4tmiwNuQdysbOwQyqScu/kPTRXNOS45bBh2QZy5bnILGQMmz2M2p1qs/z15cisZKScT+H+zfsMnDiQc6fOcSP2Bp71Penbqi+oYf3X60m7m4ZGoqFpv6aEfhQKwJbPtxC9ORqxVox/e3+Cvx/Nxg//QnJkP4fPHWPk2yMRuYnY+N+NyO/Kkclk9O3bF1dcWfPLGqRiKTdv3cS3gy+D5gwyGiArjitMk7N0FAgzBopEmqsSVWjvaU3SzwpXOpUkbpgIJGa2qXk6ntBxS0hq5oNDXDp59tb410jnam1f45jGCiADpQhO5UFxTIEyUi+SFT4P6mQ1IltRgSG3GRGwKCZijAhEFvr2sYzGHuyZN5Lhr//N0q8mkhvsVmlVS4bP0Zx4aE6QKmm/njU8eW3AtZiBLQAAIABJREFUa1zYeoEd8TtIIYWt2q2c3HOKzzSzGFB/WKnzKCpqAGbFH9CnzpUmelSW31DhcS5FnwWRCK1GYxwTqkYQepq9iR4Fbz//ch1LZfsCmUu+fB4FIBBEoOeJyvAQEng6cQ9oKFQBCQhUMYIAJPBEKFr9Y+6i9OzpSFq174qXT13sHRyJvRBFg0bNOLBrC2kpiazccYI7memM6NWSPoNGoVapmP3FVGbNW4Gjswt7t61n/n+/4pNv55jsa/YXUwkNH0HvgSPYsmYZP375Id/NW874ydO4dOEsUz773mT95BvxOLvU4EbsaRrW9wfXgov2m2mpfDXjY3YdOIGDgyPDw8PYsXUToX36kyuXE9SiJSNGvsT7kyexYukfdO2ayOI/lrB2y27ca9Xm3l19fPaKv/6gmr09289dJm38S4zduB5PPz80Gg2xly6ycOlqarrXol/Pjng4W/NCw0bodKDV6ujeMwytVotYXDzEr7Sn50k3EoiLu8almAv4DBuK865dnI+KooWDI1Z37lAtT1kgIInFRPn5cS8qir/GjOK2nRKlRAkqqLayGiuWrsBOZseYUWP0g2sLbqDVSWq0mVryHfNJTUvF2ckZOzs7vYDzy3oGzxqMAw6kZaexdNpS6nWoB4DiroKJMyby47gf+fOLPxk/aTyDPx3Mz8N/Jq12Gu7u7nTp0gUbWxuse1mz4N0FpMakUt29Ouc3nOc/4/+DSCNCoVLg0tGF+oOb06BpA/zUfnAblixZQr/R/XAUOZKcnMy2bdv0XkRayM7JZtwr47BqVlClZBAD5NvkJqKPRK1CI5WBWJ9CZmizKuYbJMbEN6iwn485RBaiAtFHAmInMWIbsXH8RN/6/G/TR9T94Tgtc29SLfMeTdceJ2VDQVm8bS9blNHKgiqlR6ymMRcPD4AGdNkVax+W+cr0/kmnlaADZZQSaU0pMl8ZCT0CODW1B8N+/IvVuyaTz6N5FhXdLxQkghlel1YdVBL1G9an9o3axGpi2cc+buff4vWdY/jp2De0zgnBR+tjVpQpKmoAJVQAifDxq29M7jInGJhL+XoYkaTwONpCqYRFK5SqwtS6vGLJ80xlVQO5uNchJe4iWo36iSdfVgWCCFTAM18FZO32WIUfoQpIQEDg34ogAD3DPKvVP2D+onTRgvkMGzMJgO69B7F76zoaNGrGudMn6NJrAGKxGGdXN5q3bA/AjetXib8Sy+Sx4QBotBpcXGsW29eFqFN8O/cvAEIHDGPu95+VOresWykocrJJunKetPiLJjc/UWciadO2Ay4u+nLkgUNGcOLYEUL79MfCwoLuvXpz9MBuatasSVxcHGq1Gj8/P97+z6v0DR9MWF/9k/WD+/dwKSaabZvWk5+vRC4S0WDLFk5060ajxk2oVVvvWxPQuCnR56PYeySS4Mb1+H3J33wy9W3u38/m/WnFj6Okp+fynBzGjR7GF1//wLQpb5FVw42ZMhlO9vYMHDYSuz9+p4dGbRSQVCoV52Nj+Y+lJe+g4M22KjZ7WNH4XGP6Du5LdkI2fy39i4SEBLy9vY030Kp4Feo0NWdOnyHqbBSZmZmMGDECAKVKSeKVRJZNX2acb+69XOOfGzRvQP6ZfCxkFtjY2ODm4oYmWUPNBjW5e+8u7u7uxMTEcPr0aVgM93PuczP2Jm713ZCIJGxatwl/f3/8/f2NN/vqDDXYgVKpJCkpib//97d+ZzrQaDR6wUUEAQEBiKXiYiKAzFeGZVCBaGGfc5dXFy9m6dcTUbSoUXJFiaYg/ay8/jjKKGWB0KQDbboWrVRrNDMGyM2UEBkUQmTzYBpFR2NZS1RMKHlUw2eT4/eRocxUFl9QuEXtAYXnWfi4Cs9Dl68rsR3u/Pj2OMSl03vsn6z97hXke/MqlBBXEiW1epVWHVQSMl8ZdqF2NE1sSqBHIFHKKHb+s5Or2bFcJRZvvOmm7mZWlCkqahj+nlpYWJKRfgsAF1c3os+eLFV4qawWqcLjiMViYwVQ0QqlRxGZBB6NyhCBHiX58llFEIEKeNZFIIHnE6EKSECgahEEIIHHjjnj56IXpZZ2jpw+cZj4KxeNNyIikYg3P/iixHF1Oh2+9Rrw+5rdlTpfmUTHvXt3ycvLw8rKqtw3P1KZzNi+IZVK0Wq1SKVSvvjmB7Lu3GXvru307NiKXQdPoNPp+GrWT3Tu2gOAyAO7CZzyNjZx8SQ6FJwviURicqPt7OLC9z//RmjnNkz5aDpKpZLxY4Zz+MB+RCIY/fJ4uvfowbmocyxetBCFQkFCfBxqjZpxE14nICAAmUyKTqd/4p957x5hByMIGj6Ko4ciCAfcPeoQdeY0IpEIVW0duakq5myDFiN6kdulGdp0Lem301GpVCQnJ7Nx80beXfcuMl8ZuQdyOfnPSYKDg2nZsiUrV65k5cqVuLm50bV7V6ztrJl6aKrxeP5Z8Q9JUUn6F/cAO/0f9TekMOPFGTh6ORKXGcfRo0e5n32fSW9MwiXchdWzV6NSqtAmapn08SSuHL7CxeiLnDx1ktcH6NvepC5SUOq/K1ZWVrw26TXErmJ0Ch0iaxGyOjLYgDHW3RzWbayNKV8ar9qcrd6ZYT8vY82Ot8inYDtzEfXlTQQzEY+gwGOoiEhSsA8RF5o3QeotRf2gQqmouFEZbVSGePjCHkAAEldJsSQ0cybYxYSXMqpuDs8cQJ+XFtHl47VsatdbnzL2iG1spbV6yXxlbF24FUdPRzq91gmAeYPm4VjbkeG/DAdg4ycbqe5eHY+mHkTMiWDC3xOM27eiFc3rN+dgxEH2XdpHAgksZCFxt29QM8ubuk4FxtaTXxtH915h9Ok/CNALQvJcBZNfG8feI/oggW+/mMbcX37io4/07a9HD0fwykvD2X/sjHGc8rZIXTgfxa2baXTtEWryfkb6bUK7tGXb3sPGcVauWE6NGm507datWIVSRUSm+XN+Yuyrk7CyKu73VRSD/9CXM6Yz+9f/0ahJs3Lt499GZYlA/wbhR0CgoghVQAICAv9GiveQCAg8IWp4+NIwuDM1PHyJ2LmJXv2HsuFgNBsOnGfT4Ri9EHHqGE2CWhKxazNarZasjNucOXkEgDo+9biTlUH02ZOAPrkr/uqlYvtpHBjCnm3rANi1eQ1NW7QudV61vf0JCgpi586dgP5JeUZGOls2riUwKJjjRw+TmZmBRqNh47pVtG7b3mR7bz9/GgeG4ODkrPfSEEto3iKEqR/PwNnFhdTkJDp17cGSRf9DpVLpvTgO7OWPPn2wizqLJu6q2XnZVbNDfv8+dbx90Wg0ZKTf5s/f5+Hi4krCrWz+WLaaVSuWEhV5govRZzh39jTzFy0jMCiYu1lZ9B0wiOTE64wfPx6ARo0aYWNjy94jkXh4etGqTTv27dhIUkIcV69cRmWnYrbHfdYHSMh3cGL02j3Y6dL151qtJjc3F7eabjTq0YhLF/TnPel6EpaWllhaWrJjxw56DOhBvXr1aNiwITu378TRxZGojVGAXpTJjM5EnaJGe1+rF2sMkvQDUSFfkY+tky3h34fj2dITlVaFU38n8uzyuLT3Epp0DVmbssi5koN/PX/6jO/D7azbyHxlWNlZobZVYxlkiZW1FQ4ODsRcjEGbpUV7X0tqTCrKC4WqbgqZQhdF5ivTVzglqjjZqy2prXwIfWUJIrXGZB3bXrZYNLEosWLFIIrkn89HvlOOKv5BW5KXzFSON/wyFxFJCu/Dspkl6ji1SUVNSfN/FKzbWGP/oj2WDSwRV9e3pFm3sS441t62RqHI5FhLEF5KO0c6iZidC0bjnpxG2+NHzZ6DimJybs2M5dPSh4STCYC+FUqeJSctNs24/PrJ6/iElCyAWEgt6N69O9N6TqOja0dkYhkRaXvo+FdTpu57nVvytBK3fSGgMSnJSeTcvw9ASkoqrq6upKWlIZVKuX07nRYti/9eefv5065zz1KF6Zjo8+zbs7PY+y6uNXjjnff5/NMP8Pbzx96xBpdiLjBtxtfGMQ0iU0DToAq1fy347WeUeXllrmfwH4o5d5q7dzJJTU4s1/j/Vgy+QALlp6zE0X8Tz3K1uMDzi3tAw6qegoCAkbqOarZv387ly5fLXvk5QBCAnlGelX/Qy3sRtmfrOjr26GPyXuee/dizdR2de/ajRs1ajAhtxYz3JlI/oCl21eyRWVjw9a9L+G3WDF7q247R/ToQfeZksbHfnf4d29atYFSftuzYtIp3Pvmm1LnU8PDl6x9+xcvbl98XLmLsqKGMHjYAu2r2uNV05+MZXzG4b3e6tguiSbNAevXuV3yMmu641ayNt58/X3z6IZ3bBNKpdTNahLQmoHFTXhz9Cv4NXqBHxxCGDghj48aNyK2s2Ne1K1YJ17HYrzd5zr53F61Oy8mjB2jTpi1D+vdkUJ+C2Ph/Thxl0NCRAEglIqpXr05mZiYajYYXXmhI7KUYNqz9G51Ox+C+PZj2wRTi4uIAaNWqFXnKPAJfqMPuHVvp2q07arWa+/fvsydiN7lpuXAIpp+34D2Fhk4KJZ9Mn8v83+aydetWbG1taTS8EUFjgji74SwA5yPOU6NGDQDi4+PZvmE7GRkZHDhwAKVSSZ9+fTj2+zFmtZ/FNy2+IfFQIpoMjd68GL2HjdhG731j3cYakViEk5f+O9R1Wld0Eh3fD/6eP4b8gXcjbzSZGvJz81mxYgW/zfmN37/7nQFf69vsAsMD2f/rfuZ8NAdFUwXDPx5O1MUo5s2Zx9y5c4m9GAtm7lVV8SpyD+QaxRnDe0bhZlcueyb2AxF0nroOdAUlWjJfGTadbMxWw+QeyNULNEVEEcN2ls0s9a1VACJ9C5k5kcSwD5N2KsOQD8y4KxtzwlXRYy163koSXgzbAcXOM4DKzpIt68YTci6SJjmXi50Dc59PaZQlOvmE+JBwKgGAm7E3cX/BHSs7K3Lv5qJWqrl15RYeTfUtmUq5kj/G/MHXLb/mrwl/oXvw2V85eIX5Y+YT+10sDU80pKV/SwD+iv6dkD/qMev4DFTa4vMVi8U0CQzizGn971bC9XjGvjoJtVbfInY9Pp7gBwLQf7/7il6dW9OpdTOmTH7NuO+Bvbvx1WcfEdqlDW2DGnLi2BHy8/OZ9c3nbFq/hm7tWrBp/WqT/b409lVuXI/n6KEDTHv/LWZ+/zMymQyFQsFbk16hc5tAxr88ComFDd5+/ixfuphPP3zPuP2IQX34xyDQPeB/c38mI/02A8I6M7R/LwDWrlpu/O37+otPjOsW9h/S6XTcupliMlbheXTvEMLxo4cB6NmpFdeuFlyc9evViQvno5Dn5DD5tXGEdmlD9/bB7N6x1cw34dlGEIEqjiACFfCsXDNWBU0a1qjqKZSKp/QOIVY38JTeqeqpCAg8l9R1VNPfX8mpU6dYt27dv0IEElrABJ4K5i7bUuy9oWMmGv/85odfYmNrx707WYwb1BW/+vonB/4NG/P593NK9Tdwr+3FnL82F3u/96CR9B40stj73q624BrA//782+xcwwcPJ3zw8GLvx6UU/OPcp/8gY6vH4mVriq0rEomYNv0rpk3/ipNHDxAVeRydToddUBATew+g+oSxXJi7gBFiHds1Gs6eOoaXRy0mjH+VBo2DGD/2RVxcTS9aPLx8EIn0CoJEIsHByZmWrduSdjefl4YN4LU33qFN+47G1otad+5Qfe1aJk2ciFQqxdnZhdTEeGKqxaAZpoGDMPLlkfjjjzQ/n48XLSIsI4MjbtWYGd6RI/tPYN3Gmtpxtbl98TbpO9KJORHDhPETsLG04cjRI0z8bCKiVJHJPEeGjsQ2TO+9Er0mmgsXLjBo0CAs/C30JtIyNW9sf8O4/ohfRyCRSshIyMCxhiMTRk8wGi2LncRos7RMmDABpJjc4Pu28uWjEx+Z7HtC8IQCo2bD5xmu95BCrG9tMucXU7SaRX5UyZpBgxn734UEzj3A2Tc6m+zHEJ0u85EhrSk1xqUj1s8bDcWqUUwEHQ16/6BS2p5MTKMNaEFxXAFQKS1gBspKzCrJZ6eox46h/U1kITK2kJnz+JHXcmDL6lcJHzSfDQHOJCbWMp6rsqLbzVFaS1x19+qIpWLuJN/h+snreAd7cy/1HgmnErCqZkWthrWQWuj/qUw5n8L/2Tvv8CjK/Yt/ZmsaKaSQkE4gSCe0SBUUkd6rCCqI/Vqwe73+bNfeC1hAvQpIlyJVKSKd0HsgPZCEJCSEJJttM78/JrvZTXZTIATQPc/DI8nOzPt9Z8Zl3jPne86LO1/EO8SbzwZ+RsqeFMI7hjP/4flMmTSFAN8Alq9YTpOEJjz/6PP8tvM3jiUf45M9b6M6o0KbomWAeRgapcY6frf47iTs2UWXrrciKBQMHz2et19/haiYWBL27mbmC/8G4P4HH2XmCzKJ8viD9/H7+jUMGCST5iaTmXWbd7Jp4zo+fu8tFq9cz/Mv/R+HD+3n7Q8+qzJnhULBux99wbjhdzFg0FCrinHuN1+i0WrZsvMgp08eZ/K4Eew8UDufhocee5JvvvqUFWu34OPry/lzmbz31mus37oLb28fxo8YyO/r13DnwCF2/kOCINAkONTuWM7qGDF6HKt+XcrM5//N+XOZFBZcpG37jrz56ov06z+Az2bPpbCwgCF39KRPv/61akW7mVDfCWH/BLj8gFy4mRGuKqCPRzIqQaSFJo9tpc3IMPld77JccOFvhShfM2ql/Hej0UhSUhItW7asfqebHC4F0E2Im+VNTn2+fXv2wYlMHdabhycN5v7HnsM/UE6GsMTJZyQe4fD2dVzITK63MRsCqUmJHD24F0mSEAQF7eK64T92Epff/oDmjz9EiUqFYJPQc+nSJd549SXun/EIgiAQG9uSWZ9/SGpSImYJ9HoDfW4fQOt2nfD28bUbK/t8Btu3bACgV7+7UCmV6PVyy5DJZMJg0KPs6MkGNkA0NNY05tL+S/LnGg0Lhw9HEEU0JWX02L4LwUM2IC7dUMotzW5h9XurCfANwMPdA1Wkipa9W5JwLMGqasnKKm+FsSSGRagJDQ8lPT2dy8WXES+JJP+WjMlgwjdUrl0SJQ6vPAzAgaUHiIiJsDNaFnNFkJyrZSrDQkqoIlUV336K8v0He8okjA3Rodulk9UulVq0pMsSpRdUzBs+kbiPNxM5t8KjxRKdLuaL6BP0lG4rrYhLF2XSytLCZUw31qiYcQQ702gBu29yMV+kZF0JxSuL600NVFNtjggisFdE2aqI9PsdK6FskdcujPWvjGf4Ez/i8WcOJetLnCqorhbR3aJJ2ZNC6t5UorpGEdUtipS98s/R8RXtXxGdIvAN9UWhUBASGULWhizObz2Pn78fAb4BAHRs35Ezf5zBv9Cfe1vfyzTlNMIJx2Q2sfD4/7jtpw7M2fYZ2zavIzUpkS7x3dm3dzcH9++jY1wXoqJjSElOIi8vl5KSYqKiYwDYsW0rg+/oSb8ecez4ayunT1UQMxZz+fYdO5GRnlarObdt35GWrdpw3wMPW3+3d1eForBlqzYEh4SQknz2is7pgYS99OrTF3//ANRqNaPGTWT3TlnJY9ti5uvnT9OwCLt9ndUxbORYflsht/OuWr6EYeUk+5+b/+Czj96lf68ujB16J2V6Pef+xm1lLjVQ3eBSAsm4WZ4drwduVBVQiKoIlSA/A6oEkRBV0XWuqH7hagNz4UZAaqESY/lzulqtJiYm5voW1ABwKYBcuCkwa75jSb+jOPmrMbts6Adr+1YIEYNBjyIzA7FJCBdHjaX/bysoA7756itZ9KJUMnbCZJ558T+kJiXi5+1BQX4uIwffgbevH19++z969unLhdyLnDtf0VZRWlLM/j3biYiIsKYLtWrbgcjISL766itatmxJWK9YXt31PBISQ3oModuEbiy9byk7Pt2Bh4eHnHLWvz8+e3bSuKwEXw+tdeHfpk0bvvvuO0aOHCmTHD4KRj43kmWvLiMhIwGzzkxkZCTDhg0DytUrgJeXF4MGDWL+vPlIkoRGq+Hut++2RtxrPDWkHUhj40cbaRTYiLtfvRv2UMUwuSa1jAUWBYq2nRZtO62ViDJlm9Dt0slGx6qK44v5IiXrS/Ac6InnQE90u3SI+RWEXJG3L7+Mm8jk/5vPr0G+5A9rhuGUwW5MqdS+T0vhISeD1UYx43QetoSLBIoABWKRCBYLIDOY0kyYzpmuKkHLgppqq02keuWareqlasiu0xHNcevVm7vnz2fu9OmYaVRxfa7SG8gW0fHRpOxLIetEFiGtQvAN9WXLV1twa+RG/N3x1u1UWpVMvh3VY84wYzAZ0Jl08lxs7hvJIFGyvgRVqIoIcwTTmMb/+B/56nxSLyXxnwPP0ZSmDDo+iEm3PcjhAwns3bOTLt3ksZo2DWXlssV07ir/XFZWxkvPPsH6LbsIDQvnw3fesPPa0WjlBDaFUmn9Psm7kM35zHRSkxKdevgoFAoERc3vgVRKFZINEV0bn5+aYPEa0r5XfUuuLcIjIvH08uL0qROs/HUJn86aA8htZD/MX2oly/4JqK+YeBeuLUx5GZguZqFqHIIqIPx6l+PCTYYskzctNHmoBBGTpCDL5H29S3LhGqO5n4koXzOphUrOFriW6Q2BswUqVibCe1PbExMT87dX/4CLAHLhGqGh3rg5ipO/meAo0lmRl0ejl57B22hA59uYkuJijt0/g9Tu3e1SfzLTUxAEQSZdgDYdOtOzT18AJkyeyoTJU63jPP3Mcxw/vB+oiHXu1e8uvvlhAZnpKSgDNEzdOQaj2Uh8RDw9inugKdUwddZUSspTpixY1T2M4V8toZ9YxtZTxzmgakFoaCivvfaavIGqnODZDWMGjAEVKPwUslqnHJJBktUcItxyyy3ccsst1s80HhXtMYhw1513MXT60AqvGT95AW7KMMlpWdUQAbaJW1C1fcijr4dVsQMy4aNqrkIsECuInnJzZa8RckRZydqSipQuICs0lNXDhjHi6R9Z4P84hSUauxpUUSpMyeW1KrAST46ULLWNJLcjXJRy3bY1WVGpXcu2BUsySPZJZDVEx1fXRlUb8qpKSlpHbZUaHO2zr2c8/hcvMn7JYlYseAjRhrirrza3qG5RbPlyC/5R/iiUCjz9PNFd0pF9KpsJn06wbieVShUthOX/T/j7+lOQU4CujQ6PZA8OHz5MVFRUxfVVgWAS8FH40LNdT0oDSvn93O+c5zxzzXM5lHCExsEBLJr/E8t+k72/One7le9mf8F90+U2WAvh0tg/gJLiYn5btZyhw0c7nU9qUiJJicfJPp/JpnUram3kHN+jF8uX/EL3nr1JPH2SnOxsops1Jz83lwXzfkCSJDLT0zhy+IDD/T29vCguvoyPry+dunTjjf+8yMWL+Xh7+7By2WIe+dfTNdZQXR0Aw0eN44uP38eg19PyFvntcd877mTuN7N4892PADh6+CDtOsTVaqybGS4SqPa4Hq1gprwMdMf/AtGMMess7m16NxgJ5Ix4csXCO8eNmAiWYfJjW2kzQlRFZJm8/5btX65I+ApYvGjUSugQZGJlIi4SqIFwtkDF4MGDr3cZDQZXC9hNBpeE1x6WOPnw2PZ06DXoplL/AA7Tdkwd48jfsZ9Ln32Nqnks2qIi2v31Z5XUH0vcPFB9VLNOR78vv8CzXBlgu21UTCwde/bg5UMzKdYV0yKgBQPODcB4tNzTBTmNy2pOrILM4a3Z9e/BSGold3y4ghYhuXJLUxet1Wi3ciuVwkNRu/Ymm890O3VIZqlqYlYzNV4jvPAcXLfELWftQ5UVO2KBiHt3d9mrx7J5ubmyupkaz8GeKAIV4Ib1G/R0u1YkTO3DqEfnotFVqCMUgQq8BtvUOtjTmihmez4EjeAwHcwZbFvZBA/BjvwRvASHKWK6nTpK1pS3YCXo7cZylk5WFzgzwLb9XNtRi8JfgbajnCRW3fa289zy7DDEUHcGfLkCdbSqxv3qiqatm1KcX0xklwoCOaR1CG7ebnj5e1l/J+pEe/UZoHZXM+GNCfz8ws989d5XCIJAly5drGSfxYBaFapCHaymR1wPnlA+QT/6oUHD/qJ9JHklcqEoG5WffFN06XoraanJ1gQwH19fJt87jX7d45g0Zggd47pUmUNqUiJ7tm/GZDKSmZ5CeHg4ubm5fPHFFyxa8FOtzsO0Bx+jTKejX484HptxL59//T0ajYbuvfoQEtKU3t3a8dorz9OmXQeH+99z7wNMGDmQ8SMG0jQ0jOf//X+MGdqf/r270KlrN/rf5fjhatKYobSPDadNTAhTJ4xwWgfAsJFj+HXpQoaNGmvd/5kX/kNpaQn9esRx260d+OjdN2s1378DXO1gtUdDt4KZLmaBWN5XIJrlnxti3HLiyXjuNLrjf2HKy7D7/EZ7jvTW5RBWeAxvXc71LuWGRIbJj71lkX9L8scFe9h60aiV8s8uuHAtIEiSVPNW9YwuXbpICQkJDT7utcLIOQ03lxvtH25nuNl67m/kh2hl4mmEi/mcDQwgMz3FTgVkMXS2/V0VSBLezz6B4cQxNj3zHKHRza3bipLItNXj2JC8miCvIKarp6Mt0Fp31bTX4NHXw6E6pNerK4ncdAr3/GKWrHuSS9EB1v1sTYEt5sxAFUNgq5pGAapwFdp22orPKimPNO011ih2Z+oP2zqN6UYMRyrIHVWkSk4bq1RTZUWPtotMThSvLMaUVrHatz0X1rnZ1h2t4raHFuN1+AILJt6NpFVW235VXa2WsaqDrXKpYpLVnOtK59N2LMBufIW/Avfu7vVrJO3gnqjL8dXFesYO/YLEUR3Z/2R/h8evb2WQozGsc1CCKqzini3dWlrlfrOoxpzVWtakjM05m9l5bCeiKKJRaXi883M80nkmXppGta7LEqtuURK2i+vG0YN7rT/XJcr9eqBy/Q1Vb62+P28SuJRAtUdDKYFsFUAwk/zRAAAgAElEQVQolFYF0LVuCytL3IvxXEWKjTq0JW6x3ey2uVFUQN66HKIKDqKUzJgFJal+cRS5N7muNd1oKqB/AlwKIBm2CiCjGVYmal0KoAaEbsOz17uEeoUgCPslSar6xhCXAuimgov8uTmRmpTI9i0bSE1KvKL9zbEtORsYwKZ1Kzh+eD+b1q2wHisqJraKMqgKBIEjDz5CWZmOXr/MJ6pZC+tHH+9+iw3Jq3FXuzNBN8GO/IEKrx5H6o7trw2jMCaQy2F+DJ/wDdrCUutnldUelvahysdQhausBsxeI7ysZIVul86erBAqqWTWVjU5rqxiETSCncrGVo1hl+5lQ/4oAuX4eZC3d6RasmvfsvUfEgS2zRqLMlDF0D0b8LyrZnWL5XxYE70qjeUMxmSjbKRse4q8BOu8qkS0pxsdkj8I8liVTa4t3kf1GSnvrO2t1vt7aVm14AE6zNlO8xWH7D+rBwVTbWAXKT+o4p6FqkbZ2nbaao/j0deDRtpGDGYwT7V+itberTGYDHy85790+jGKn4/OwSSanB7DFrZeYhZD98rKwhsZlevPTE+55mNaSKfK36mOtrua7++Gwo38EuOfClVAOO5teqMObWlH/lSnzqmXcRuHgKJcRqBQyj9Xwo3yPOmtz0UpySoHpWTGW597nSty4XrAZQYtQ/ai0ZKQpXKRPy5cU7gIIBduaNzeIQyArMx0NqyqiFM/sGc7bz7/aK2O8el/X2bhD7OtPz91/xjefvkJ688/fvo6X3/5KTv/+pMpE0bWqb5F838iO+u8w8+efGQ633/zpd0i4/d1q+jfq4KM/XXpQqKDvTEa5QXryeNHub1HpyrHqs0C6diRQ2zauK7K71OTEtn0+2/8cNcA2L4N/etyrPT8nd/x0Z63EBCYEDYBf7N/lX0lQ1XWwJhspHRrKcZUMxu+vgef1HxMGhWDx82l7PcijMlGTIll6A+VJ2Ed0ldZkFsW7Baj4sq/tzVaRpDb0OzaykTZ5Nh2sV+ZYJAMUhXCpzIxUnnR7h7vbh3WbrFvo1apLhFLUilZv+B+IjIz6LZuR5Vz5wiVE70shFm1+zggdJT+ymq9dKo4vpWfV8t58RzoicLf5p+Eq0zZst4nV5By5gwlTX1ZteAB+j2zBN9vTjm99o7qrlzPlcJZq5uz+8UZbEkr72PejC8azzTlNCJ8I7hcepnnNz3KHfM680fKWmpS6jpqB7Ulh290EqPW7az1iNp8p9aWJLpR4CKBaoeGfEmlCgjHLbabVenTEG1hjoinGxVF2kDMgkxWmQUlRdrA61zRjZsI5sI/A2cLVPyR4iJ/XLi2cBFALtQrrtWDVda5dDauXnpF+7bvFM/Rg3sBEEWRwoJ8Us6csn6esHcXXcu9NuqKRQt+Ijvb+QNcft4Fu0WGVqPmXGYGxZcvy2Pv2U3z2Fs4dkRWNOzbu9vq+2GL2iyQjh89wqbf11f5vWWhY3BzY8GkSQT99D0pX77BK3ufAeB2xe209G9ZlSBwFPdtq7RYW0Lh7wa2TB5AwKlsNBmXGfDOckrWFTNt2Hu4XdbJOzlYkFdngmzrsaLwV+A5xBP3Hu6OSQzbyHEHvjo1tQTZLtorx7JbPne02FeFqpxGzxu83Vi58EHiZm8l5rcjDsd1ei4kx6Rblboj1HYeRQg1K06s87R4NZWfV9tt7LyPlDaqpzqSJ44UObUhSGozTpZnE1YMHcHo/85DvSATY7KRYGM+KMvPW0337TVWCNXWn6jyvQ4QYY7gofCHmDpwKv7e/iRePMmUlSOZ+OtgTuQ6v5cceYlZcDOQGJb6w6NiCAlrGCP/2nynVkcS1ZZUa2jy7XqRQBcykzmxbwsXMpOvy/h1xfVSKtdGnVMv41QinhzhRlABFbk3IdUvjlzPyBui/cuF6weXCsgFFxoOLgLoJsGN8A/19cSsD17ncMIupg7rzS8/zEKlVuPVSI7DPLBnB1OH9Zb/DO9DSfFlu33bderGsXICKPnMSZrFtsLD04uiS4WEeKs4c/qUNTGmpLiYB6ZOoFfXtjw6Y6r1zfvH773FwH7d6du9I88++QiSJPHbymUcPrSfx2dMpX+vLuh0uip1+wcE2S0yIqJiaB/XmQP75XqOHD7A/Q88wr49uwBI2FNBRtmO+eXnn3D7wBG06dCZhYsW8+5b/8ftPTvRs3Nrdu/cjsFg4P13Xmfl8iX079WFlcsXW2uwXehc9mvMjv+8Suw7b9P2XBktaUkvsZedWsbWzNnSkmVZlFdufzKlmdjn34Hd3eIJzM0lPD2d+I2bOVJUwvFvvuaDDz7go48+4osXv+DFiBf5b/v/ymSAA7KmeGUxpiyTnYGxrQ+NrfGxlaSwWexXJnP0h/S8PPplfpr+E8ZkIzmJObzX+z1mBs7ky+FfWs+PxZRZf0jvlCD4vP/nJM5JRLdTxzd3f8PlU5ftlEu2yE/P54H2r/PGmE7c/vQimhxIZ+nzS9mzYI/D7atTxjgiRC7nXubtUW9j7mpGFSkTURuObWDryq0Oj287T4++Hrj3cCeDDP736v8cbyjZ/9eYbCR9fjovj36Zra9vtdayeOZiEhY79j9zRvA5I0iKcop4vc3r5CzNsV6DX6b/wubPNzs89pmYWP7q3Zu7f5qP4mQRQ9/4BYoOsWT9Eofk0tW2n9UWdSHKHBKaKtBEaugU24mX7nmJEb1G4KH1YFv6JvrP78rM3x8ku9ix4tBZO2it2qskCb+hd6JMvb6L96zMNDJSk/h9zXLWrlh0TUmT6kgzC2y/OxUKBUWXCklNSqxT+9j1IN8amgS6kJnM4e3ryEg8wuHt66olgW42oqi+cTOpc+oLNZk8F7k3IdO37Q1F/rhUQC644MLfGS4CyIWbAo8+93906NKdn1b/xaT7H6V9p3ie/s+7ACyY+wXPvPYBP63+i69/WYvWzd1u38AmIShVKrLPZ3D0wF7aduxK6w6dOXZwL4cP7ueWNm2tCTPHjh7ijXc+YtueI6SnprB3904A7n/wUdZv2cXWXYco0+n4ff0aho4YQ4eOnfnyu5/4Y3sC7u724wIEBYdUWWR0i+9Owp5dlJaUICgU9Ojdh4S95QTQ3t1WAqjymGfOnCEsIpriy0VcyD7P5EkTeeyJmXz83ltoNBqef+n/GDF6HH9sT2DE6PHWGqJiYmkX1w1BEJAkkVeKfmHaMJGVCwXuK+yHoBKsKhkLQWAxJtbt1Dn31bHB73fdRW5gIH6FhfQ4cIAmfVrxxOD2xA+Jp8+0PsxcMJOHHnoI9FjTxezImoN6TGkmOSpewqm6xpoANsjTIUkF4NHXw9ouplaruZB9gdIzpRxde5TQtqEEtwq2i5o3JBko2VFiRxDoj1b46xiTjZgvmjGekX137rn7HvlaOyESTOnygX5YcYSNH41j6JS5BBWXVdnOdk4ed3mgams/Z2eqlUaBjeg3uR+r316Ntp2WgqgCUo+ncvvjtzsdwxZmk/NUCTtPJFH+2UKeeHp6smvHLspSnM/FOqc6tnt5N/Gm15Be/L5OjkE/l3aO9IPp3PbobU6PvS8+nuQWMYz54heyOkXQOucCqkCV0wj6q20/qwl1VRlVVmWpIlUo/BToj8otkyqVin6d+vHve/9Nn459EBQCvxz/kfgfY/l4z38pNZZWe3wLatVeJQjoR4zGb/wIhMKCOs+9PmBLVImiSEZq0jUnTWryULNVJiEI1ppOHD1YK8+i6+FtZK29AUmgvKw0RHP5tTObyMtKc7hdXYiihsB1UwHVQp3TULjWLxctJs+BJWlEFRx0JX254IILLtwAcDUYulBvuF4PU+07x/P5269w1/Bx9B0wlKCQqsk77eK6cfTAXo4e3Muk+x8lNyeLowf2UpgVQDeblqu4Tl1pGir7DrVp14GM9FTiu/dkx7atzPr8I3S6UgoLCmjZqjUDBg2tVX1RMbF2C4wu8d35+stPid+/j45xXYiKjiElOYm8vFxKSoqJio4BcDimh5saSZJo1aoVJpMJb28vMtIdP2zbwmDQI0kSJznJHmkPylZK9vj2YNryX1n402NINqSD/qgeU4ZJJgIEKhQhNr46+qN6TJkmsOESzsY2Jyg3F88yHc22n6CkqS/qMZ1QeiqtJIIkSaxavorMWZn4xfoxff50THtMXMy9yJo1aygtLUWtVjPq4VFEj4hm/mPzUbupOXfkHMV5xUz8YiL7Fu4jdV8qkV0imfzVZIzJRg5/cZitm7ZiMpsIah3E+P8bb/12a9GyBVs3bCVhbQJll8vwbuJNWXYZb97yJk1jmnLm4Bl8fHwoK5OJDY1GQ0zzGHQLdGSlZpGblIunhydLlizBz8+P3NxcfH19KS4pxrORJ5JaQlSJ9HmoD137dGXjmxsBKM0v5YkPNjHvsX68/d819N+SyJYvt9BuSDsyDmZQmFVIfko+Lfu1JDc5l7LLZbx29DVKL5Xy75h/88DrDxBqDuX7779nxIgRaNI1VrKrrUdb9ibv5disY2zZt4Wx749FqVZi0BlY8swSMg9nolQrGfX2KGJ6xLDrp10c33icsqIyBIVA/6f6W6938h/JrPphFdMWTsM7whvDCYM1qctKlKjAy8uLpqFNOXr0KD3u6GF3f+Um5bL0+aWUXCxB46Fh4mcT8e7vzXsj3uPlNS+j99HzvP/zPLH2CaLjo/n0rk+Z8u0U/CMrfKd6PdiLz9Z9RmpqKht/38joN0ajVCkxlBpY9PQizh87j1KjZPQ7owkfGE7M9G9YpddxR/ZF3E+fI7ZFEIT4ApCyJ4VlLy5j2k/TaBze2Eq2XMuUMEcqI8v1cjauxX/JmGxEf0APIoiImDJNeA6SyUBPN09G9xlN7/a9Wb1jNUeSjvDBrteZf+x7XurxBqNvmYRCcP4ux0Ji1JR2VTrjEZRJZ/GdMoGCZb+BRuNwu2uFsIhoTh8/bCVMoII0uZ4m1lExsWSmp5CRarbWpCstQRAUSJJYrWeR7ZwaytvIFlGBng2SDhYQEsm5pBOIZhMKpYqAEMdtfI6IoqCwZlc05oXMZPKy0ggIibziY4D83NJQqWD/RDgyeb6RlD4u3FgIadPalQjmggsNAJcC6CbAP739qyZMfehpXnr7M/RlOh6aONDhG+P2nePZs+13jh/cg5eHG206duXs8QPs27OLLt0qCCCNtsJHRalUYjaZKSsr46Vnn+C7/y1ky86DTJ46DX1ZzSoIZ+jcJZ7DBxLYu2cnXbrFA9C0aSgrly2mc1f5Z2djhkVEIwgCSqVSXlCER9stmJwhLCKaEmUJK1kJwJBWQ0j/72iy+zdnxOvzURjNdsbMVhWIrR1NOSFQWYWj7aJF00HL9heH8cVHz2FWqVAazPgm5aLVy7WpI9SggPz8fLp27cqjjzyKxqRh3/v7EEtFVq9ezeDBg3nooYcYMGAAq35aZR1WV6jjqY1PMfK/I5lz9xz6PtqXF3e9SNaJLDKPZlJ4rJBtW7YxdepUHn7oYUJCQtg2fxuqUBWCQqDrI125mH+R+HvicfdxZ/SDoxGLRPIv5KMoVTBo0CAmT56MKIooFAqmTZvG6VOnKc4u5uU9LyOJEiUlJYwbNw6tm5YyQxmTHp3ExAkTMegMPDjlQR59+1G2fbuNS8cv0atHLwBmzJiBrkDHivgo/hQlVvu6M3PtE/w5+096TuvJjF9mYNQbKTxfyEu7XiLklhCyT2WTsjuFsA5hZJzPwISJoqIi/Jv426WQKUQFQ4YMYdGCRQQEBBDTQyYNt327DZVGxQs7XmDy7MnMe3geJoN8Dc4dOce0n6bx2IrH5EtbInHi6xOs+GwF44ePx9vs7dCnR91MjUcfDxTuCu585U7+XPgnomhj0g0senoR4z4cx7NbnmXof4ay7PlluMW6EXhLIBfNF0nenUxoq1BOzT9F6YlSLudetiN/ALTNtYx9ZywLlywkrEsYLUbJaXVbZ29F66Vl5s8zGXXvKH5+4GcU4QqO3dqUO1JziFco6IhAq0OZUGzm7I6zLH95OTMWzKBxeMV3Z138ea4EjlRGtVUFVU6jw1xVXRboG8i0IdN4bPRjhAWGcf5yBv/acD9DF/Zmf1ZFe6Ejz5lapQUCl//7PpKnJ95PPwY1GE87wtX43diqbRRKucfzepAmjmDXCqZUcjHvApIkIggC7eK61aggqq7N7Fp7BNVVCXQlLVpBYc3o0GsQ4bHt6dBrkFNCJiAkEoXSch6dE0W1qfFGUBKZ8jIoS9x7TZK8GhLX8hnzRjR5ri1cbWAuuODC3xUuBZAL9YJrrf7x8PSitKTY4WeZaSk0b9mG5i3bcPLoQdKSz1R50A4NDWXuZ2/j6+vLsV0b6dBrEJcuFXL61Ak+/PxrUpMSOXpoH4UX89m+ZYPdosNC9jT2D6CkuJjfVi1n6PDRgKyKKLls7zlUE7waNaJpaBiL5v/Est/klpfO3W7lu9lfcN/0h6odMyomFj//AGJiW3Hb7QNo5Ftx3j29vKzm0pUR0aw5W/z+oiyvjFsCb6HfHf1AENj67miGjfyWnlMWsW7isCqmtCBHo6tCVFUUDBZyAMrbX9aWoBc9mPXQwzw2axYXmjWh+LyI5oIBXWMdgqeAn58fISEhYIYmbk3IO5JHiWcJGRkZLF5c4VskqitWw20GtkEQBEJah9AoqBFNWzcFICg0iOy12Si0CnLzcpk7dy4IIKklQgNDMYWYkCSJpi2acjHjImaTmSYtmmDKlifp6+vLhQsXOH/+PFu2bMFoNCIoBIqLi9Fqtbg1cgNAqVHSJLoJqhAVwS2CSc1MRSEoCAoK4uLFi8yePRuUcOnyJQrFQpQq+WG3cVBjIjpGsO3bv/i1VTC/Gszc8dSvvKAzsOTpJbj5uVkVLgDNujcjaVcSF9Mu0v+p/uz6aRfNOjcjrHWYXWuYoJHz4kNCQggKCuLWobdaz1XK7hRu/5fcChbSKgTvYG/ykvMAaNmvJR6+HtZts05nsebkGqZMmUIjz0bo9uisShWPvhXbAajCVQheAk37NiW0XSgHfz1o/az0UilpCWl8f+/3FdfPJF+/Zrc2I3lnMuf3nadHhx4c3HOQYE0w4S0dtz40G9qM4C+C6f1Ub+vvkncn03dgX0p+K8Eff9xxJ2d7DimxTVg/qRvThvYi7u3f6XDgEJoD6Sx9eimPrXmMRoGNHI5xreBIZVS6tdShKqjKvhFqDMcMFSSQ0nmbWouwFsycMJN9p/axZucaDubsY+ii3oy+ZRL3hk3n6NbdmEwmTh47RGh4FK3bxTklKFKTEu2VQUoll+b8TOPBt+P58XuUPPNiredv8bsxmUycPn74iuLnLWrJKnVdZ9iqqIouFZKRmgTIikaDQV/jvtWd/6s9Z/UJC7Eimk2cSzpRLZlTGUFhzZxua6vW6dBr0FUrd+pTSQRXpgKyxLkjmjFmnW0QPx9TXgami1moGofcEO1jtUGRexNSiZOVP9pAl/rHBRdccOEGgEsB5MJNgeYt26BUKpkyrBe//DDL7rNF/5vN5MHduWdoT1QqFd379K+yv5e7mpKSEsLCwhDNJgyF52nVui3e3t5cLrzIpnUrSDl7mkuFF62GnUWXCgHw8fVl8r3T6Nc9jkljhtAxriLGffzdU3lh5mNOTaCdoeutPTAY9ISGyQ9xXbreSlpqsjUBrLox3dw86NCle5WFQs8+fUk8fbKKCTTAdwe/ICFvN17uXkweMRlBkEkEQ7rIwttHEXoola6L/6r6jaCQo9FtlRPGZCPFK4spXllsH8Ndvni91Lgx8yZPJig1h39tP4U5z4yYLyJdllAqK6KrBEFAFEUkUcLNzY1HHnnE+uexGY+h2ymfT5VG5qkFhWD9uzHZiDnLjD5Z9ktp0aUFT85+kmd/e5anPnuKEcNHyINIcm1tBrbh9JbThLYLRRUsH0OtluczYeIEBg4cSGzLWJ7/6nkCg+Q3lOIlEWOyEaVaiYCAKdeEdEkCIyh8FaSlpSGKItOnT+epb58itH0oJr0JVbAKQRDwHOjJXa/eReKfiZgR+HT4rYTsTuVZQUGPbj2Y/uF0AmMCeXnPywDE9IgheVcyaQfSaH1na3SXdKQmpxI7PNaONLBNCRMEwa4NrzqoTCo7g2KfEB8USgU5ObIng5gr1sq/5s6Zd7Lp000V0eQSeDb25Pltz1v/vLjzReucknYnkXEog9iYWEpLS0lLTiPMN8ypWbKgEBAUQsV8dRKGkwa7bcoOywSp1kPLBcGX1cNGcO+kSVzw9UMwCKQsSEG3U1crQ+b6ioeHqioju7S2akgddTM1noM9rabelvYvZ1AoFMS3juflqS9ze/PbUQkqlp/6hbGbBrHZtBkjRkSzuVpDZWcGxZKXFwWLVuDxw3e4VfoeqQ716XdTW8VSQyIqJtb6YqC+FErOzll9q4JqqwKqrZdPXVBZrQPQumu/qyJs6ktJZIu6vsRqiDh3u/HKCSfjudPojv9V76qja6oCugFNnmsLlwqo4eFKA3PBhWsPlwLoBsc/vf1r8+FMAFRqNV/+vMrhNs+8+n6NxwkKbcYr/3nV6lEQFhHNZ7PnArB9ywZMJhPR0dFER8sP8yaTiYmT7qZXv7sAePGVN3jxlTesx7M8oLdt25btCccdjmk5viO88+HnvPPh59afe/S+jaxC+0Vu5TEtWL7mD+vf/f0D2Hf0DAB+fo1Zv2VXle0TL57krR0vATDxjom4ZbtRml5qNXo2qNxYMHky0+fMoaBJY872bYsyUIlkkKqofozJRkrWlVhJB1OGCc/BnlUUDOnNolkzZAjDVq/mnLc3eT17giShkiQQQGhUscB3c3PDL9CPE+knaB3RGkmSyMnOIXh/MOJl+1Yjax02hFNYSBhr16+lJKKEwGaBlKaWkpeXR0BAACArZm6dfCup+1LxbuKNpq0GhbcCQS/QvF1z9uzeQ+/evVm3bh1n95wlwi8Cg8GAXqfHmG5EFEWyzmRBn4rxFe4KxHC5gEY9GlEUUETavjR0LXVoG8lthGaTmSaxTQhpFcLZHWcpjO/Ez+PG8+RXX/FdxnlKz7ejmcFE7t4UArtFE9kpknkPzyMgKgC1m5rQdqHs/HEnMxbOsJu7OkJd4dMjYCW0QFYRJSxJIKZHDNmnsynKKSKgWQBn157FmGrEcMSA4YQBk58JzxBPxk8dzw/v/IBarSYyMpKMjAz279/P2NCxdv41JqFCGhbSKoSA6ABO/nGSmO4xePh64B3szZHfjtB+aHv5fJ3IIrRtKJGdI1nw2AL8m/qj0qho0qQJBw4c4J577rHW4iwS3oLIqEiOHj1KREQEOTk5lJaW4iP5kJmbaX8+BAEPTw/GDBnDz7N+ZtiwYURERFQ7hqVFCxMOt6vOv6fWqJSq5gy2irraQpmppE9qH9pJ7dgobOSkdJLNbOYABxjAAFrRymqonJWZZqcwcUQ+WD4TQ5pS8Mty/EYNxhwWgbHbrU5rsOB6+91ca9iqdRQKBeFRMdWqq2oDR+fsWqmCauMHVFsvn7qgvtU6UNFyVh8eQFcKVeMQjFlnZRLoGsa5W+CIcLpZVEAuuOCCCy7cWHApgFy4alwv8+e6wNaj4M7B9g/Utv4OFlS3gKlrtG9d3ubW95tfk2jiqQ0PYDKb6NaqGy1p6TDVq8jHh4WTJjF0ySqC9jh+62tMNqLbpbNXnIgVbS22CgZtZy0H4zuzPDSUh0+fptnZs3Q4e5b3iotBAqWfUjaYBlDAPZ/ew8FDB5k9ezZfffUVp06dAkn2qXEEdYTaur+nlycT35zITzN+4r1e7zH7mdnk5eVZt5UMEr6hvkR2rljMKH2UKHwUDHp1EKIkMm/ePERJZMGcBcz+ejaxsbG4e7jzyWOfYNabCW0VakeXq8PUdHisAyjgk6c/YfUbqwlvEW49N25ubnw05iN+fvBnRrw5AtEksmXpFj5cvJjX4uJ44tgxDv7nWyal5hP+/gYAVFoVfqF+RHaR64zpHkNZcRkhre0XFrY+PcrGSlShFYX1ntEbY5mR93q+x7yH5nHP7HtQaVSY880V7UUmMF+QCw3oHcCkKZNYvXo1586do7CwELVajSnTZJcAV7qt1E55dOczd1J4rtD689Q5U9nxww7e7/0+73Z/l+MbZFJU46HBO9ibZn2aoQpXERERgdFoJDAw0FpLTZHstz16G2X6MmbNmsWvv/7KqFGjZH+uArPd+VBHq1F4KPD29GbSpEmsWrWKrKysaseoLh7ekX9PXdVCjlLV6hOW+v3wY4I0genNphPcKJhCClnMYn7mZ3LJladXSZVTUzqYqV0HLs2ag++U8bWKh6+N30194Vr75jhC5ZQybx/fq56jo3N2LZPDalIC1dbLpy64FmodkGu9WiVRZdT1WUbpG4yycdMGaf9SNQ4BRbmc8BoRTv/0F47O4FIBueCCC383CNIVGD1eLbp06SIlJCQ0+LjXCiPnXLu53Az/IN8MBJAtHD0EWzwnNBotBoPeofeEZRtbDwiANh06W5VCjo5reZurUqmsD/mOPC6cbeuohtp6Y8xK+Ig3t7+Ej6cPz/R6BhJAzK9Q1QiNBDQtNRhTjIj5Ii1PnWLwmjV8/8B0Lvn4gkqOawesSgk7KJAVQE7UFcY0A+Ne/5Go48ksnDSBoavX8NkzT6EKV1tVRoJGQDJIiJdE2YDaBqpIFdp22irH1+3UoU+o8N5QNVfhNdjLOq611vL6q1NWVFZ5VElCszkH1alBdDt16PfrZaWHg3FLt5ZiOCKrvFqeOsWQjWtJeOFOIv48zW/zHnBan6VGSzS9o/NRE6o7J1aVT5aJtT+vpVOnTgQFBaHwV9jdK5r2mireQHWuYU2JvRJGAM8h1V8fy766PTrE3PJ6nFxXu3laUM09UN15sb1eIN+LpnOmGu8r2/sJqPFevBqVkaP6FVEKdh7dydqda9EZdShQcCu3cofyDgYPnmD3vVGb7xP3OV/j+XOKKdIAACAASURBVO1X5G/chuTrV6f6rgVq8z15M4/bEOM0RDKYLeorsashUBsvIFv/HxTKBiGALONeaw+gbYlXn4jmrcu5aT1/nNV+5MSF61jVPxOuNDAXGhq6Dc9e7xLqFYIg7JckqYujz5SvvfZaA5cD33777WsPPvhgg497rbDwwPlrctybgfwBCG/kfr1LqDWcvQH1bexPRHRzQiOiiIhujm9j+4Qiy0N5TtY5iosuISgUSJKESqWiY5fuVba34NjhBHKyzgHyW2M3d3dEUbQeKy05kcb+gfg29ne4bUR0c4c1JJ85idlsJjQiyulcUwrP8sCaCYiSyD1x9+C907uqosYA5mwzmtYazBfM5DcOAEHgzo2/c7RdO8wKFYKbgHhJxJxVIf0RvARUISrce7k7XbQq/ZQEipcwhHoScCqLDgmHQICTt7SiVK/FnG1GMkuYUkyYs81yu5cCmSAQ5D9iYbkPj79SVg2VQ7dNh6SrmIt4UUQZKG+j9FOi9FciuAm4dXarcVGt9FOijlKj9FNaF+OSXkIsLCcbRORjxblZt6sMY7IR3XadTBgJoPBXoA6rtK0ob9dlzz4aXyogr2cEbZbvxf9UNvufuB0EocpxLccuWVuCWCjKvkRJRpQBSod1VDdHZ+fEMn/xski0RzSenvL/I8pQJWKRKM9JCYJWQNAIdRq3cg2SWaq4jwTQdtaiba+tfsfyfbXttCgDq7+utvNUhasQ1AIKbwWqJiqHdVu2l/RS1e3Kr5eFBFR4KxAL7O8JdZRjAsqcJafqaZpr0DTXOK258vaV7/PanJfK11UhKIgMjqSzV2cup1zmPOfJIIODioNodRqaqkPxayy3R1q+95x9fwGYOnVBmZyMxzdfUTZ2Aiiv7Po7QmpSIscOJyCKYrU12KKm78lrBd/G/jT2D8TN3Z2ODjzYbqZxfD01FJbWrxqtOnh6+xEYGo2n9/UnEGtCeCN3Mi5X7+dnyDyNWCQr65AkBLUWlX/oNa9N4eGDyj8UhYfPNRsj0t+dtPyK+XvrcggsSQVJQq/2qnF/b10OUQUH8TIU4FOWg07VqFb73QiorvacBiZNXYDi3NzrXYIL/zC8MqXH9S6hXvH6669nvfbaa986+szVAubCVeFmU/9cKSrL/0PDo5y2Oni98wbaFUsBx20WziT+lbfVaLR2bQ62+0mSxKGE3ezdsdVhK4QkSbyw6XGMZiNdWnYhpizGYcKXPCG5TcrSVnTw8dtIj45k7JIlKASzrEyoFHHt0dcDrxFeVsVM6dZSx6a7kkSrxQm4XSxBaTKj1ZXR7GyydVwxV6xoKRNB0ViBpr0GVYSqQinioIVHHV118W9RyEDtI79tW3psW35MmaaKb0eVvXmvUxNsy/mV5HmVrCmxGllbavIc6En6kFb4NtbTefF2lCYRdbGeRt+fdWpaXJuI8NqgpnNi2+IFoPBQ4DlQbutDAlOaqUaD6Jrg3sMdzyHlMfNDPHHvUTN5bHuNanNdLduogmXFTm3qdrSdbaud50BPtO20VWLeq9TqoKWsupqra0GrLZwdX5ujZbg0nBnMIJRQLpsv80na+0xZM5JthzfWaYzLb72H5OV1xfHwjlDXVloLampdq824VxNV3xDm1DeiCfY/CTU919i1YwkKRF0x+uSDf4tIeFtYCJHAkjSiCg7ircupeR99LkpJ/kddKZnx1t88i/jqane1gbngggt/J7gUQPWAa6UAivS/8ZU1fwf1jyNUfjMtiiJpyYmIoohKpSK+Zz/ad4p3+NZa9PXFb9o9GG7tgXe7jlXe5mafzyQnq9zc2kZBZPvmt2lYJEcP7rVTCXn7+JF85qTNSBLZ5zPIzcmyUxIBfP3nR/ycOAcPtQczhs9Ao9RUqBkqQwGSWUIsENHEatB2cCOlWyytNh0msuAciTEtUPoq0TTXVFFK2CoYzOfNmHPslQxljT05NaEryYPboc4oJvjUOQJyc9l7q2NTWUknIbgJKAOVsk9NuaJGFa5CHV7RsmS+aEZSSEjFNiqgy2KtlDHGZCP6w3pM503otuus6gtJJ1UoPCRQRahQ+CqqznddCWJBuRrnbLkax0fp8Pyas8xWZRLIig1zW2/ShrXl6LSeGC9B2P4UisvcSNaEy+fvjBHJLFnniwjGs8YKQkwJbl3crliJ4xSVFC8WRYkpW1ZoWbZxpHypC2wVVxZYrgkiVX5/pQoZ/WF9hdqomrqr28621lopyxycw2rrrev2dUH5sb1Fb+KIoxGNSCedXHL5NW0RoiTSKSQelaIWWRAKBfpBQ/H65H0UBRcxdu9V7ea1UfZcqZLnahQytirKyt+Z/zQ0tAroZkN1KiCFhw9KL18kkwGprBhJV4T50gXEy/mY8jJQevleU5VOTTDlZWDIPA2SeEV1WFRAgSWpeBkKAFAgYVaoKXKrgQiRJHzKcuTtBSU5XjE3jQKoptpdKqCGRaOgQJcKyIUGxT9JAeQigOoB/zQC6I+fv2Lpx6+ya9UC1iz+H7Gt2xMU3NTp9muWLcDPPwBPr0bVHvfN5x/FbDIR3eIWHp08lGaxrQhsEsLMB8bRo+9dGPR6fls6j9btO9Wp3lF927N1wyrumXq/9Xf9e3Xh++9mcd8DD3Po4H6+/OQDbr9zIOB4kRAVE2u36Fi6eCGHD+2na3lsuy3EJsGc8/Uh8PEHSY3rRHhcVyKim1NYkM/ObX9w5vRxJFFEEBR06BxPmw6drftaWjJSkk5XWRy17xSP2Wwu/739W3jbBdSRk/t4cscMjBgZLA4mQhGBtr22SmsMGhA8BaRSCalEsrYXSSYJc6HE2R6t6PHDJpSZZSQbg1F4KTCeMSIWVLRlGdONdq1hcjFVF9uXCzUcKYsmrWkYHY8cIalFDMVO7gfxkoj5ghlVlEomZCTZtFjpr0QsEK2EgFQmofBXIJVWxJFLegnNLRqn94IdYZVlY4wsytHuYoloXYyrY9SO55ttM1+poj1M6a9EKDFivmw/pjPiwaxVkyoF82dsD9Kiouw/syGOlH5KlAHlbUq+Ctx7ujP8rflkBjalKEmoQppcKZwSHNeApLAlfGyvaWWSp7YkjkPUtu46zM8ReWU7H6WPstqWL0fHq0u7Yl1ge2x1uJomF5oQJ8ZRKpSSJWWx69w2fjuzlFj/1kT4RNdM2mg06AcOwWfmvxCDgzG1auNw3NqSLJVJ9epaaSujNq1rjnC92sduVLhIIBkXMpNJO30ISZKsbWo1tYIpPHwwF+UhFuXZf9CALWGOYPEnEotyr4qMSsvXXRGZo1d7oVM1wqxQk+MVc1N5ANVUe5NATxcJ1MBwEUAuNCT+SQSQKwb+BsWN6v+TeuwAJ3ZuYeZ3K+kTFULhxXyMRkO1+6xZvsBK5lSHstLLZCYd40JmO7vffzxnCQBZmeksnz+XMZOrN8x1hNLiYs5lZhAaFk7i6ZN2n3WM60zHuAoSpnKL1t6dfwKyLL82b5tTkxLZdPkiHbt3J/6BqaQsXoHZ28dq7GmBJIkYDHqHx3AWqdytZ1+CgpuyfetGSi4XVdkH4JOEdyillAgi6EhH9Pv1qIJVDmOmS7eWYsi1uX5mrEbGBkHgl0l3y/Hwfn4k+rSp2t5iG0lugYP2GEurS2rz5qweNoyJ839h7vTpXPZx8mBqwkr+2I5n+bvlv5JOjpW3bGfKNFlbhRyhcquWdV+VbK6sbae1zsthO0+EGsNxQ0XbmqJirppIJQ8P+4Rlz04mtTjIelxHrUIWODx/5bVZ2ofAPiLcmGwkzS2EkdPn8P390yg54Vaj0XVt4egesbRCXXUcejkqR6+rQlUO26ag0vmp4Vw6mktt6r7a+TmKkq+LWfaVxL9XV4vtPGyPrQpWoUnXMDliMr21vVm8eTFJBWcYt+wuhoSPpMP51mjMmmqjx8WQphQsXI7fyEFO4+Gri5e3hSUBqy6m9leLv3tU/ZWgNvHwNeFmMnmujAuZyRzevg7RbOJc0ok6pZ/ZRcFb0ACR8NWhvuLi+8Q2ZlsipBJXZ0PnIvcmNxXxY4ubuXYXXHDBhdrC5QHkQp1QdDEXTx8/VBrZuNW3sb+V2Jn7xftMG307kwd3591XnkKSJDavW8mpY4d47ZkHmTqsN2VlOk4dO8Qjdw/hvpF9eer+MeRdyOZCZjIXL5wj73wah7evw6gvs445qm97Ci/mM+vD18hMT2XqsN588e5/AJj33edMG3079wztyXefveO07jHjxrPqV5lIWrF0ESPHTrB+tvOvP5kyYSQAH77zBj/+MJcff/yRTz/9lN27d1OQn8umdSt47eVn6Nm5NcMH9iXprHP/CMsCKKFbN87GxBD5r0c4l5RoR/5A9f4V1UUqW9RItggICiYqJpbjuYfZkL8GAYEhDEFAsJIJjqCOUFf9FpAq/lvkWx4Pv3o14cZsUCJ7gCgk6yLT4pOi7aK1+qUAdj45trHtJ9u0YV+3bty9YAEavR7BS0ARWKkIAbmuSj48dl5EYNcCBlj9cZzFddvtrwRFgAJVpMpKoNj6qVT2PbLOd1BF3L1tApqkVLD5w3GM+WAeIXF667moya/Gc6AnCv+q81dHqKvMw0I27GzZjfTwCMYuXYqgN1+Rd4yjYzuLOK+tp1Ktxq1ErAFOvXUq+/DUdfza1n0186sPH5/6gKPYelvYzjEmNIbn7n6Owd0Ho1KqWJOxgs/Mn3GMYxhNxmqjx01t23Np9lyn8fB18ehpaK+bhoyqv5lQl/boyrAQKBmJRzi8fR0XMqveEzcy8rLSEM3l/n5mE3lZadbPavQCCgjHvU1v1KEt0US2RR3assESwZzWVM9x8UXuTcj0besiRVy4Lghp0/p6l+CCC39LuBRALtQJLbv04vf/fcGn9w5gR4/buGPwaDrF9wRg7JQZTP/X8wC8/uxDbN+8ntsHjWDpvO/414tv0qpdHCajkelj7uC3nafx8w/gjzXL+frjt2js40V+Xh4tmjdHNJswGsqqjH1L2zj2bt/CT6v/AmDPX5vJTEtm7rJN/Dj7I44d3MfBvTuI69bTbr8L2edZu3oFGo2GR/41k9/Xr0FXpiMjPa3KGAA52dn875flbN/6O2+98Rpdu3bl9OnTLFm6lNNpuZhNJgbcFs/Fi/kAPPKvmXb7275l3jx4MLGbttB73k+c6toZk9mMQqEgNCKa1u3iql2AVKc4at0ujnPpKYiiiEKhoHN8LyRJ4j9bn0FContQd5rkNpHJHKXcVuVMGaMKVyGWiig8FCgDlegP6a2KC21HLfntotgYO44x78xjzpRptDl2AkkhcHRwf6CqgsGSWmVprzJlmvAc5Im2s9Ya3b6jZ08aX7zImKVLWfrCPWg6utvHdwvlBtHKqlHwngM90e3SVUSUV1LyCBqhQpFxxIAiUIF7vLu1Ts+BntaYdzFXRFSJssFvJThThlSn2EgZ1Jb9afmMee4HFm94EoN3zYSC5VjW+QsyMWXKNlmvhUVZYiUbBIF1gwYx6ZdfGLxhHVuHj69xHFtUVq1oO2qrjFWf7Ui2sFP1lPNe2o5aJIPkUIFTnwqZmnAlkexXo1KqD1hqFi+JTpVUjqBSqhjQdQAdmndg0ZpFJF9MZilLOS4cp0tQ32rHNNw5kOLnXsZv/Igq8fDXQ9lTF9RWyflPQGpSovU64S23LNVVzeOIQLmZVEABIZGcSzqBaDahUKoICIms0/6qgPDrSvhUhoWUqo+4eFkFdPWx8H8ntG8d5IqEd8EFF256uBRANyBu1PYvAK2HJ09/u5IX3/oU38YB/OepaaxZtgCAA7v/YvqY/kwe0oOE3X+RcvZUlf3TUs4giiJP3jeKqcN688OsD8nNPs/YKQ/iHyBHEyuUKtQatxpr2bNjC3u2b+be4X347tN3SEs+Q0Za1bePAqDXl6F1c2PFskU08vahTKdDEh2n2dwxYBCxrdpy+4AheHl5UVxcTFZWFl5eXlzIyuTw/l3c2kMmmS7m5VZJlImKiaVdXDf8/ANp2/lWjPOX4ZeWxpTsPNp06MydQ0YzeOSEq1qERMXEcueQ0dbjRcXEsj5pFbvObcPTzZNhI4fhOaT6BCcLCWBKMyEWyDHqkkFC27FCyePewx2Pvh6kT4tjz9Be3D1vAZcaNaJ54hmr0qGKksRJapUqWFXxjSMIrBkyBKXZzMCNG+2UHqpIVcX+ZlD4KOwWsupmaty7u9upRrSdK2qWDJJdS5WYK1Ky1j7dSeGjqBjD5Fw1dCXKkEMP9SGzd3MG3/cjCqO52m0tYwIViVvl5Jd+v95hC5pl3pJayfKHxxN+PoPO87dVe3yHyWK2x06x/9k2Ua2+4GyupjSZ6HJEulSnSroW9VWnoHGG2qiUrtU87JLrMkyyQg/qREQ18WvC45MfZ0y7MWgVWk5KJ5mwbQiLT/yMVE3il+6Bh9HfcRe+UyaAwb4N2JVideOjcgobReeuSM0TEBKJQil/KV0JgXK9ERTWjA69BhEe295h+9fNmHSqCgjHLbbbDUVMueCCCy64cOPApQByoc5QKJV0iu9Fp/hexMS2Zu2vv9B/6Gg+eO1Zfvh1M01Cwpjz+bsY9FUXkZIkoVAorCoeC+Z8/i7FJWUENI3EIyCCs4kn+b+ZM+h9xyDycrKs25lMJp6aNpZz6Sl4efsw9aGnycpMIynxBB4enuzftY3h46ZUGfeuwcNJS0nihZmPExkRQVRkBNlZ50lNSsRsNnPm9EkG9uvOucwM4rvL5E5UTCyNvH1ofksbCi/rOHT4sNXHJz3lLCWlZZw9fZwAv0Y89/S/iGkRS3paGmazmQF39ic4OJjLlwoICm6KsPBXQu/sTf/OXSnrVz+LIts32QazgTe3vwTAwPiBeLh5QLPyhb5F6GSjCjAmG9Ht0tkv+svVOQhyApYtGp/MIu/WCNKPX6Dz/v2Enj+PNkRw6H+ijlBjOGqwS62yeurYEkNBatbOvY9J07+i9XN/sH+UfN5VjcF0DjtFhSNvE2e+Lbr9Dow7xeq9ZexUQ8cMqMLtVUd1giDw59ujGDZ5Ln2fW8rmT8aDIFTZzO7cHTWg7ayViSnL9aqkbLJtuTOmGxE0AmWHYMHYSUyfO5dLYf6kTYtzfPxKqp4qqpVoNfpCvdXbyJRuonhlscNzcCUqGUe12M3VgWJFt1NX4UflQJV0JXVUW6OTVq7ajFGdSqm661CvNYuyWk7ho6jzOVEICnr3603bLm1ZvHkxJ9NO8uTG6aw9+yvv3zGLIM9gh/tdfus9fO8Zh/fTj1H05bcO7/O/K2zVMzcj0eXIqwmos5rHQqDcrB5AIM/hZqz7Roe3LqfO/kEuuFAZIW1ak3X8xPUuwwUX/lZwKYBcqBMupCeTm1nhD3Hm5FGCQ8OtZI+Pnz+lJcVsWb/Suo2HpxelJcUAREa3QJIkjh7cC4DJaLRGm6s0WsJi2jLr47eJiIrh9Y+/Q6msSNvRaLXoy3S89dlc5q3ZQc75DH5d8AP3PfosWjd3PvxuEU/++22Hdd85cDDpaakMGz6SCxcuEB0t+1Jkpqew6ff1KFVq1m/ZxeSp0ziQsJf0VHmOao2Grrf2oe8dd1FSXIxOp0Ov13Pq1CnKdKWYzfKKWZIkCvLzuHfqFMaOn8CyZcvk+ZU/WIshTSn4ZTmNnn8a9d7dV3TuU5MSq6iNLJh3dA4phWcJ9A2kR9sKF/vKnjfiJRHdTh0l60sqWqgqw4FiyCOvmAEfLicqP4NG5lIkrYKwgvPO/U+sSh/Qxmkdeuq4d3dH38ideaMmcuuirUTOP0Lw6jOMeOFnOxUS4FCZYco2YTpnwpRdIffR7dQhZjmel6CpWJxWVm3YqYZEx4qpukBSKVk3ZyrBB9Lo9MWWKp9XIeAkmYATS0WnyibbFjSPvh7Wmot8fVk4cSID3lhC0MH0ijGq8aapPH/3Hu6owmzNlapXjdVWJWNRvuiP2quZdLt08vVw4v1jTDZayR9H9Tuq42pVNpXvTwspWFdFUGVcS4+gyjVr22mvyqvJr5EfDw5/kLvvvBs3jRsbkn+jx8+t+O3MMsc7KJVcmvMz6mNH8Pzk/SubxE0Ey3fw3h1b+X3Nco4f3s/va5Y7/E6+0eHIqyksIvqK1DxBYc1o3bVfvZEoFzKTObFvyw3jJ3QzqoDqC1eqSPfW5RBVcJDAkjSiCg7ircup58rqH966HMIKj9VYa/vWQQ1UkQsuuODCtYFLAeRCnaDXlfDH7P+ysKgIpUpJWEQzXnzrUxp5+zBi/FTuGdyDxoFBtGpXEdU+ZPTdvP/qTLRaN75dshGN1o1Z779GcXERZpOZCfc9bN1WV1pCaUkxIWHyg+eAYWP55fuvAPDw8CK4aTj/z955BzZV7m/8k+SkabonUOhmSil776kUFRAUt9eroqA/13Vdr/e673XvrbjBAW4ERPYQBEEoSxktpS2UtrSlpW2a5CTn98dp0pzkJE0H0zz+gUnOec/7vuf05LxPnu/z3HL5RAaPHE/XjF4kpXZi5ozzqTPV8tDt1/PI8+8oDJId5pZRUdHExMbR9bwMdmZvQ6+XF0iJyWlkb9vK0SOFjB/en5KSYqwWC7m5B0hObTAvPS+jB2Hh4bz99tuEhISQmJiIRisoCKoePXogiiJdu3bDYrFgMpkIDw93mqCKmb2c5qnlS1djS/X/Ydkh1xdF0SOlZ8/e7fxv7UMAZHXMcvbJoZAw9DZgK7UhFoiIh0TEfFGRIq+NrY8/d7ddclFlFI7ozAef3Uv7RX8yaPlG4gpK6PnBBvL/eYWHksa00dSQkiWBrdRG7epa9Mmeqp3a1bXUhEfz5RVXcOVnn7HgsstIyz2IplbEOF6Oia9dXeuxgBaPik7FkrlM/tc41CiXMnmBZFGWs7irNjzSuPzwUVGDqzLlh89vZsYFL1OVGsuByb2cnyv8jlwPmSNi6OfdD0fRfxcVT1FKB35++DIuvuZ95i+9ixOJ0Y1607gniwEycefKn7nNgTuZYd5p9kv5gk7Ztr3MjrnS7NX7x5pvVVyjDlNsxedu/RAPiy1S2birylRT4JpBrJxMj6DWSGhzV1JpNBoGnjeQzomd+WL5F+wt2MvMRVcy47xreXL0S4QbIhT7S6GhVHzxLbETRmJLTaNu2gwQRbDZwODpreUvzjSFjes92DV60G63s2fntlbr46katzevpgmTprJn777TpuZpSSpXAGcOIsyl6CT5QUAn2WQl0BmsAnIQVjrJRkxtIXn0OaP7G0AAAQTQEgQIoDMMZ7L/D0BS10zem/+z6me3/OPf3PKPf3u8P2biZMZMnOx8rdVqeevzxYpt5rz6NOMvnMbICRcy59WneHPejwAc+HMXyWmdiIqJBWDwqPHc+8hzANwz83JGn38R//jP04ztlch7C9T7ldA+keiYWCZfcimP/us+Hnz4cUJDglmzdl19olYscz6dz5hx53vsu3rjdgBqqqsxGIL59sefnQ/Mc955i4T27UlKTUaj0aDRaBAEge6ZfQgONnJeZh+6ntdD8RDvyzzVF7xFK+fl7ON/Pz1IjVRDIomk/Z6GNUFezDsX3wJy1LZjYe9WWmQcYlQQKk64LFatuVZqltayn2T2T0wm+f+q0KbKizuhg3wbURhIO6BD9iY5pB6RrU/WE7ShjJjycn664AIu+fZbqiIiSKwp5hjhzm3cF9CmjcoyL+tBK8ahRrmUqcxlHG4lVN6gT9fLRsiuc6Br+mLdvdyHiaEsnHcjUy95m9LiYI6NS1cSC+6oJ8zCpoR5tOso+3IlTAy9DVj2WtAEazgwqAcxpuNMvvxdFiy5E9KD/SIH3IkabbwWe7ldJvHcU7mS9Vh2WxpKxQpEr+biinHa5PIke7W9QXkmyqSc6/Vg2mDCetCKNlorfzvVr7UN/ZSlaO7XhKM9x7/NJmu8kYJeShH9bbOlJE1T+twU+CpPiw6PZtbUWazfsZ4f1v/A/D8+5dfD63l94kcMaD9E0Y57PLywby9C9jZOPPdys/rli/A+XXC9ByvZydbDqR63miG2472WRsM3Ba7G02eqqfTQ9jFsOPLXNERujhl0lSGemNpCdJINm0ZHlSG+8Z1OI842wiqAAAIIoCUIlIAFcEYhPCKSkNAwdm/fAsCyRd/4tZ8gCIhW36UVky6ayq133sPlV1/PgMEj0QcFATB63Pl8/P47WOv3zzmwj9oa5cNvaFgYbdq2o7DwMMPHXEBkTByrVizlwimyoXN0bBxHiooZlzWV4pJSomNjueCiaU6SxrV0y3TTLEr7D0Rz8QQO/bnbr/F5i1b+M3cn66X1AIxjHBpJIxsaNxK17V5aZBxqxNDfgDZWi9BJ8Cg7cm/viCmGUiHGaSItHhaxHlISG9pYrVxW5Ga2DEpDYEMPPRm7djFx6VIqoqMJrz1B+p8HnO2omezq09zULPWvXcdh6G8g9EL/zXndFUJCotB09Y+KauRIeDu+v2gy056ci/D5YY/SJ6GTkocXC0WvZVfmLWZnSZJpgwnz72akE5JsdL2khs0Th3FkSDpZN3yEuK/OSRo5TK7Vxq4oz7KBkCAQmqU+b/p0vbJUzO69pEmtPMndvNuVXDJtMMllcGV2xAMiQmr9dXihXKKmaNvtmjBkGry221y4HwPUSxF9wfU6b0lp1slCY+VpGo2GEb1GcM+V95AYn0h+1UGmLhjDK5ufxi4pSy3FHj2pfHMOUdfOwBYXh2HNimb3y53w3rxhzWkvs3K9B2u1WjRa+fFJq9PRPbOPr139hjdfnqbCV7nwmQZ342m93nBSTKXPtLKycx1VxrbkRfehNDSFvOgzX01TZYjHppHV0/4QVoEysFOLQBx8AAG0LgIKoACahNaoha8z1TJ5eIbz9ZU33Kr4/F//e42n/n0nWo2WPgOHERoe4d6EB6Zc/jeuuWg4XTN68tiL7wEN5V8OhIWH83933eex79XX3UBBfh7njxqIxWzGaDTy8uvv0qN32cNYzAAAIABJREFUP8V2r779Af+6904efUhu4x8P/JvUtI4ABAeHkJLemZnXX41VtPLS63If1H7RBVjZrTPTtm4m+NYbyXv3Y1I7dfU5Pm9y/TWW1Zgxk1b/H9qGxa+resGQacCQafCpQjAONXostB3QJ+ux7LIoot3l/8H5r73UZUGolZVFgLM0x1VFoVTJxLLws5mEbi6m/4bNJM4vpPvnm9n8wMSG47upHBz9tB60ok/TI7QTnGVmxqFGhHaCczHrqjBxhVoUulN1Uj9n3qCmBLHm1kdxO0qdHOPNt7KvU1eih1Vw1SfzmNt7NsLEcMX+1d9XIx6qn0ybD7NuBxzJXe5pawUiq5+exsVT32XU7QtYNOkipzGvY4ySRUITpGlQa2mRS7RcFD++VCWGTIPHOVWDN+WLNzWMe/mevcJO2CSlEsrX/J8MlY3rPKiVIvo6ji91TWsbWDcH1lwrYpHLheXjXLaLacddM+5i8cbFrPx9JU9veJgNhWt47YIPnQbRwq4daMvLqL7rXiL+8wDakhK0R4uwt0toct8Sk9PYuzvbSYZUlJWybNE3dEhOo3tmH6+qmJNZPuV+DwZa/Viu43Yl+v3B5l9Wk5e7n+joWPLzDrRYRZQaH3pKVEDuih+r1dzqptKtVVb2V1YBNQdVxrZnPPHjQJWxLXn0CZhWBxBAAH8JaHzFvJ4s9O/fX9qyZcspP+7JwtQ5rTOWM738C06NGWJtTTUhofLC75N3XqKspJi7//N0k9txJ4AagytZIwhCkx6cp104noeffIbefZSk0fpVS9mdvdX5OqOX/Pnu7K3ozWau/+gjysZNIP71OU1evFTWHaf3nGTqxDpujLqRtMg0RWpTay0yHe2IRaKC5BFShAYioMESw/mZo4zJvR+1q2ux7GiIjQ7qGaQsC6syEXmojKLQtn71X1HCJCCXcjnIDQGv6h+1fjgIG2fpmxpR4XY8V3WIo4xKSGxIEXNub5XIWrqENlIFC3+YhV2v879NdzjG+bu5gQTSQWiWPFZxcTnX/ONtsnv3ZuPQBlNw53lSOV9NSY86GQSGQwHk7FMnwUkAuR4P8JirU0GiqJ0jX8f1dp03tZ3m9NOvsr8lNQ1eXYChv8ErAeyKP/L+YN6yeVSbqokIjeCjrG8ZkjgC3b4/iXjofoRtW+UysJx9VD3/KnWXX90sYiYvZx+bN6yhoqxU8b63e3NL7t9NQVPG0txxN3Wfzb+sZttvG1Q/y+jVj+FjLmj2cU42CeRKzmh1QrPJGdcyMvf99/y2ioJ9O5yvk7r0pPuAMc3q71+ZAGpqGdiZjpamlO3YU3ISehWANwSSwAI42TAtvfd0d6FVodFotkqS1F/ts0AJWABnHDas/pnrLh7B1ZOGkP3bRq6/1f8/SF1VJaEuhEtT0Frye1d4S1oRBAGrwcCCa6+ly7KfqXrrVVYs+Y7d2VtZseQ7v6T7L6x6nDqxjjTSSKpMQhev8yjXaWnZiWv5kb3MLitFwKmQcZTIGPoZPMp9vPXDvTTIXXVgjTBSFNq2odxmkVzu5K1/7soMy58WxWvzTrNqOpRaPxx9Be/lPmplM+5lVI5xO/4NnRhKUC8D616ehhShZ/R9X4EL+a5WbuSu/HGUtbkmd4VOCpXJm3itojTLGmXks6uvYvDGjXT7Q07ZU5A+DhKofuz+pEe5lsu1xrXl3rZkkdAmNHwliXmiM93L9Vy4J4q1ZqqWL6iVIvrc3st1fjJTwfxNabPmWxXkD3iapHvDeanncd9V99GxfUeqaqq49OsJvLX1RcTOXalY8APlP6/BOmQoGlMdIR/NcRIzTbm3gay4GTh0lPP+6YC3e/PJuH+7oyljacm4h4+5oEnkVV7uftX3NRoNQUGeSsbm9u1kwBEjn9SlJ72GZwE0uVTLvYyspDBXUfIVl5DSamVlf+VEsHMJrZFSFigDCyCAAM5WBAigAPzGqXrwGX/hND5ZuI55izfywpz5RMfG+b2vUFVJt5uvoHPujsY3doM3nx1/8M2i5R7qH2goG8jo1c/5i7Tre4Muv44TXy0k+aknaHdQXrD4s3ipsVQz98D7AIxkpBwjvtXc7KhqV7gu9BWLbTtojBqEFKHBi6eeCDAONXoQGN4iuf1ZSCsWyV7GZs21UrO4BqlauXBVvK43oVZbEPvqh88IdZW4cLFAKdNxmCO7w1c8vDv55DRLBjkFK00ub1OQael6DJkG7BV2Z2y7aYMJ83YzVZFRfHHlFVy0eCEpxhJPkk4lYt4bTBtM1CxqeSS6GhQk41GXMdfPe2N+Vq2ZqtUYmkJ8ebu+GiNAWwJ/ySV9sr6BzAVF6ag/iAyN5NZptzK231jskp3H1/2T2UuuodZagy29EyeeeoGSA4c5Pmcue3ZuazYx47hXJqV2RFufbujt3tyS+7e/aArJdCoIKQdS0zsrXrdN6IBGo0WSJLZv+ZXNv6xudt+aqqRtDhwx8oAHkeMP3MvICvbvVLQDKEimM8FUOoDTCzXT5wDObAR8gAIIoPUQ8AAK4JyCOTGZnGffpPN1lzc5at2bz05L4StpBeT1Wt4TT3H5Q/fz/g03UN2mjXPx4k2mP2/XB5hsJhJJJJVU+U3JLbK7GWU6Ct+S3RaPsBupWkKsE1X9cRzHMO80y4SI3Xskd2PJRfpkPZadFoVixT1y3Jrv5oHjDg1oY7QNZWsqvi3e+uEruls1Lty9H/aGY5k2mDBvNYMEll0WzEkCXz/zd66e+YYiHl4xLveyLwnM28wI7TyNqT0W/QcbXhe178CSW6dx6cvzmP/TnZS3C2/WNeHov7d5bAncyT615DbXc6GLl4kAe60dbUjr/4bRkvI2933Vrq+TmQqmdt2qjUefric0K1QmeEFROuovdFodk4dNJrVdKvN+nsf3+xZwoHwvH178FUmRqUhRURwsK+GwC7mg1emaTMw4U6kaKVk6WfdvVzTFo6clfj5NxcBhowFZCZSa3hmLxUxx0WEAJMnO9i0badOuvXNOTmXfmoLmJoDFJaRwOGePs4wMJI92ug8YEyB+WojmpIGdqTidKWVJQgUJQhVFYgQFon9JsAEEEEAArQndo48+esoP+u677z568803n/Ljnix88fuRFrdxNvj/JIU37g9xJqAutSORcVFEPHA3phlXQrD3fget+BlbQnvQy4ufqJhYRez8qUJw775Ums0M/fJzou66j5TuPZ0y/eKiwxzM2Utx0WH0+iDCoiK5eeEVVIvVTGIS8dQ/uAgQ3C8YXbTOSeTYimxYc63oYnXoonW+OwGYs83YiuprQyTU047toAnWoE91IyLqj2mvsDfs52XbxqCL1iHZpIa+APYTdnRxLuOwg/WA1Wcisy5eh73GLhM0GhCSBPRJjfdFF61DF6tDE6whuF+wx+JYF61Dn6qX+2KXx64ggerPhb3CjmmNSUFk2Svt1JToOHpZVy78x1wOD+1ITfuohn3V2qvfV3UuXbcXIOi8IGwlNufrqkEJ2C0SI5/7kQOzB6LtGuLXteCAOduMrdilXkgDwQOCm9SGT7j139DXgC5O55x313MhdBAwbzdjr7Aj1UrYK+2K69uaa8WcLfsiNad/zf27aeq+iuunFeF+3QJe+6SL1hHULYigbkF+9cPb3LaNaUtmx0z25u8lr/wgn+/9kCHtR9IhPIkNa5dTWdGwYExMSWfA0FHNGps/92Zf2+Tl7GNX9hbsdnuz7+9RMbHExMYTbDTSu/8QnyRTU7ZtDXRITiWjVz86JKdit9vJ3f8nrjfHYKOR5LROXvvma36iQoM4XnvySy0lSaKkMBdJsqPVCaRn9Cc0ovEFcmhENOFRcYhWM8awSCKi21BZXuK1nZLCXA7t3Y4kSX61746kcCMFJ9TLks91HCo7N8Zt1odhEsKxafUUh3Vstulz2/hQipvgk5UkVDAyJJe2QjVJ+uMctxmpsp8dz9ZnAqpLA0qtAE4e/n3t0MY3Oovw2GOPFT366KPvqn0WUAAFcM4hNT4U0423IOQcIOray6n4+keoj3x3R/D332Cc+xGV788Frf9qgpORNmN88GF0VVX0fOTfVHy1UFE6YbfZKMjLoajwEFJPA0dNRcQSSxfkY2vCNehiXEyFVUpB/CpbSdbLyh8bDQWi9vr/16BIinKHqnKlBSUuxqFGbKW2hnQsu3Ic+nQ9oZNkFYNYLEKd57ENmQZ08TqngsW8XV1Fo4bGVEqu2zkUHZogDZJFUhheqxJUIhwOacvyV6/gous+YP5Pd3IiKUbRnnmnGTFfbNhfpz6XaooSRwqaI+3rl5QBRO4pYeKVH7Lw+1uQBP+JB4WqRCOXjgHO1LWWKlj8UcQ4zoXC78kBl1Inb6lb/qK5fzdN3fdkpoC1JLnMG3wlmoGcEnb35Xfz8ZKP2Zu/l2lfj+M/vf6HJr/hj7I149KbCrU0xubet9UUna7HKcw/SFCQAYvFTGJymqoB88lGascu9O4/mO1bNiJJkqrKx3UcrTk/LYHDD6i5CWDlxYex20TKiwtJ7dYHq9Xs0U5rJYKd6xCPFSCWFyHEJCDEJTnfP6dUQKchpSxBqELQyL/uCBo7CUJVQAUUQAABnHIEPIAC8Atno/HhiSeeRgoLI+KuWxWGu66oevZlrLk5FF93GYu/+9IvM8yTaaB54slnkEJD0d50DYcPyf4HWluD+kIURT75cw4Ag7WD0aIFLUi1ktMDxpprbZnPiMtUGfrW+8RMCiU0y7dvj+KYGtDGa/1ehJs2mKiaV+Vh9mzINDR4lagQIPp0PWFTwggdH9pwbC0KnyLJIinKl9xNoa25Vqq/r6b6++pme9vo0/Xok/UK8gc858R5x60/Jwcn9mDLHWOZfPm7BFWZFO2FTQkj9ELZ5FlIEZwJX96O7+4NFDI6RB67CGg0LLkgC3sdjLn/a69/D97adnrZXBiK0E7wy2i4KfDXW0cxnw44Sp1awVy5uX831lwr9kqlSbq3ff01am4NtJbfkD9zG2II4ebJNzM8cziiTeSR3+9nrX0tUv0fX4ekVAWpkJezj/Wrlp4SA+JTbRC97bcNp91geeCw0Zx/0XSF/5w3+DM/p8ILCBr8gJpKyqjFyau1o1Zm1hycjc9E/kI8VoBp9zqsh/di2r0O8VjB6e7SOYMiMQJRkh8ERElLkRhxmnt0dsHVB6hTtMj4NDOdotWiUgMIIABfCBBAAZy70OmonPMp+t07CX3xGdVN8g7n827WBST9sp7YbxawbNE3jT6wn9TFhE5H5XufoN+1k6Fr12Iwmbj91VedBMYRbRH7a/di1BsZev5QgnoGISQJDYk+Lr/y+5tY5EqAmHe6xIrb5WQgx8JcbZHungxl6G1werjYK3wZ9DTAEf9tL7Nj3mJ2kkBOE2rX5CovEI+KaII1Muk0KZSwKWHqJIwWxELRmS5WvbiamiU1iIdEmUBb3LwFubdFvTt5EjrJ85xk3zKKwhGdmXT9R2itymgmBxHkOp6mwHXskkHH9w9eSdtVufR6YoXqGHwZdzvOvTsZ4C1l7WTAdT5dE9EcBFxLyQ61NDZvY3PMl2mDiZqf5GsISUk+qkFt/tzbbK25bGpymdd2/JxbnVbHpWMuZeqIqWjQsJzlLGEJaFCof1pCojeHOPJmEN2aJJTr94IDTf1+aG1SzN9EMX8NtE8VCdQc+Jv01ZqJYOcqxPIisNd/F9lt8usAWgUFYjRra9P5w9yGtbXpAfVPM9EpWmRKFzP9E+R/W0oCBcikAP5qCHgAtQJa6gEU8P9pPXg8oAYFYZ54IZH/uB17u3aI52UoPt6VvYXDZaXkdOrEtG++oahdO4pDQ+jcrYfXY9jtdg7l7sNutyMIAr37D+F4RVmL/SVc+5zfqzc9Xn2J41FRdMzNRZg2Aykunm8q5lNMMQOlgfTo1oPgPsFogjQKDxWhg4A1x4ouUkdwH99eLY4kLftxO/ZKO/YTdoUJr8NTyOu+bv4itnJbg1+Mn/4/prUmJFMDu2MrsyFZJEzrTUo/IUn+TBumVfTJQSBhkZVQ2gitwufH1RdFY9AoiCl7uV1JLHnz2WkECu8kt3G7+r14837JH9OVLt9tp/3GXA5ekAEajeLz5nrbuPvn1O62sS+lExe+/y0VkdFU9kmQ2z9gpmZprfNcSlYJa45V/Xh2sO5vICjs1XZsR5vumdMYvI3ZMYf6JL1iLhvzbWqsbcd7jr8be4Xdq3+O67VvK7I1kKb1BFBwn2DvA3PzrrJXy95Wvo7XErSG31BT5hYgNSGVOGscu4t2U0gh5ZpysjpNJiZWjk3elb3FaVJst9sV/jS+4OqLdih3HzGx8X7db7153jSnLW9w/V5wwPH94E+7rd2fpqApfkWnwguoOXD4AOkNwaRn9PeqIPJ3O39wzvoASXZZ9VOvFBViEhCiE5wfnys+QK2FpvoAVdmNHBajAt4/zUR1aSl9E6wkRcj3Wp0WakUNuceb52riIJOSIux0jrFRWqulvC6gj/gr4q/kARQggFoBLSWAUmLP7C+Bs0nqHBXq6fUjhYdjGTmayBuvxTpoKPbEhnp2u93OwZy91BqNHGnfnulff83v7dpgTEnz+vDt/rAMtO6Du9lM21UrKMy6kMHvvIW1RyYdupzHH3HBvF/6LhIS05iGMdjYQCy4meTaimxYD1gRi0Q0QRqviz9zthnbURfViQRCslxyJHQQsJXbvJIOqqRHfeqQg4zyRSA5YK+2Yzvi0gcbykW1CyST5EFQmHeaPQgkXYxOlTTQBGkU5IUHtBDcP9iDFBCPiF4JEWuuFTFflMkzP4gz9eNqyZ2YwaAXfkZfbaFoUBohxVXoa8zUlmhbRAw4xm7NsWIrsmEODuZQSgqXvPkFhaM6k/BbHpmvr2Nf+/oFuF2ef1ux+vEsf1iU56sZht+NEVoKcnG/Fckm+W3e3RjZoUZcqpEv1nyrV1JPce2DTJqCX+deF61DLBLlkjFwko72SrvX450MNJVUbCqRFJUbRYfiDvzBHxzhCDuKtzEt8yoEraBKovtzz2wucQSeBtEtactb+47vhcTkNGLj26iSKd7Mllu7P+5ozATb3wCEU2UI3RyERkQT3yGtUWNnf7drDOeqGbQ2JBLsIrYq2XDXdqIMXViU/D7yM2uABFKiKQRQAC1DdWkpWg10jrGh04LVBpsO65tN2rQmmRTA2Y2/EgEUoDgDOCdQUpjLnt9WeZXOiz16Uvn2B0Rddzm6vFzn+6kduzBh0iWEhkdwKC2NZRMmcMWnn1K6YxugLsl3N4BuzZKwvJx9bFj9M+bVKzjv/n+g6d2HyG2/Y1i6iGxpBzZsdKIT0UK0RzS5PlmviADHjsIXSA2aIKXSBF19JHSyHvN2s6Kkyb08Ra0spDklJ8ahRgz9DeCaLO+IAwfQgibMpZ8imLc29E0b7XYbM+N1zPp0vWxi7NK2613Q0LchDtu1rMu8xexR3uUonatZXF/+o2m8/McXrOHB/PD5zfR+dy2p720l+cUtDPzXoiZ52/gs43I5X0UpHfj54cu4+Jr3MUcE03HHPqVXkVvku+IYB70c38+yK388cNyj4c1bzT7LoppSOqU2n+adZk+zZB9lT+6fGfoZmnTNGzINnn87reTX4w2uc+SvD1FLStL0yXrShDSu4zqMGNlatZkbFl5GnVjnjGz3x5/GFf6WKp3qthxwlFwNHDZatfTKV+mbe3+CggytVg52Mn3rAjg3IYnWBq+4QBlYAGcQEjK6c6BC4Pt9BrYUyf8eqGg+YZN3XIej+t5qk18HEMC5joACqBVwriuAzvTyL0eqR+WxIp8KHFt6JySj0SMePiomlojIKA7l7qOoTRvC6uoYvHIlBwYNZsWyHxXKnuMVZR5qn4jI6Gb9mu0Ox0P60ZKjbE/qQOi9DxGl1xO0ZTPC/r3cObSEctMxslKySB6W7OHFU/NTDVKNilGOj9h203qTU2mjjdcS1C0IW7lNVrQ4SqXsIJklzNvMCoWEPl2vWhbiTSngS3GgT9Kji9Gpx4H3D5YVLI7PXAkKOwiJAkKSgK3M1uCFVN9n8ajocTx9kh5dvEtJ2PEGqZEuTudd5eEyl9jxjLx3Kf9pbsmWJSKYvNQULrpvLnsSOpO5bhvbpg+TVVoSHgol9/lVU7Y4FEy2chtCBwFdnI42CbWEB5upSI2l/ysrMFbWkjN7AJY4ozyXLjHy7ooWD8UW8riNw4zOefM1bl/lcq7z7K7U8qaI8TVuryVs7iWT+xpKshxz7O36Bs+SKENPQ5PUMWolVU0ts2oK3OdIMkmKv29v94eWKs90sToigyPJ6JrBjuId7Cv7gx3Fv3Nh52nExbX1S3HiitaMVj/VMe3gqfKxWMzOcmPX/rRPTGHnts2tpiptbXXRmaoAOh04V1VAijIwrQ5DSoZTAQSBMjB3BBRApxbVpaWU12nJPS60uFyrvE5Laa2WWlHDpsP6FpFJAZzd+CspgAJXeQBnPVxTPRwKHG8P86abZiHk5njEwzt+kS7MP4hw0XSEp5+k/X13Io4fB1qtQtnjrvYZPuYC574tiYV3VxLlVVWQeMc91N52FweWf8L+P24hTAgjMyPTY3HoHsGuCdcg1UoyIaJRUfqo7KMN0WLe7qKE0OJcJMudavjXYTStFpWuFnHdWIw0NB4H7hq17uyni/LIkU6FiNPsmUO+I8F18TrEw6KiLWd/XOPPHVBLnHL/zHWsuywISYKsqvJjQZ+6bA/t5u9h5ZixTFi2DL0oYtxXgVkTIm/geRqdUDMXdo7NpY+hE0MJqbPT/4llhBVVUtM2AuxVpOUdpO6qQfJm9THyaudBaCdgxqx4TxspP4D5E8OumFdBvjbdI+UdSi3zVrOzrM5rqpbLuD+a8xGjykeRFpPm7Mfv5b9zrOIYM16Y4Wzb9Tqz5lsbiENASBL44J8fcO171xKS7j2ZTO3a9weWWgtf3vUlR3YfQZIkjJFGZi2Yhc1m4/dVvzP8xuFNbrMxuF8bgPx37XbdV5dV89HfP6KmvAadRce1l12LwWBQjZD/+YWf+f2r39HoNGi0Gma8OIPU/qmK4zrmKJlken7dk21121jFUmYvuYb3LvwCQat8BNmwbg36oCAGDBridSy+YtibitZsyx8kJqfxx67t2OuTHQ/nHyQvZ5+zD47+rF+11ON7piX9TExOY+/ubERRbBW1U2p8KHmBBe9ZDW8x7w4IcUkYM0Z43eZkxcFHmIqJMJdSZYg/5RHtLUHP7m3YsafkdHcjgGbiQIUQIH4C+EshcLWfZpwNBtBnOuISUjicswe7zb+H2xNPPE3UNZcRcdetVL3xntNwNyI6lkf/dhUAJcVHESoqCM3eToEoEhERwQ8/rQJQfZB2PJw7SCLXh/Uv533C4w//k4SE9gCcl5HJa+98yLP/fZTBw0YwcvQ4wMdDuk7H8zXLAegp9qTu5zp0Wh2///o7BdsLuPTZSz0W1SGjQhCPis4FtHm7GaGd4FzAvTPjHa586ErFIhBg1bJVBAUFMWzYMFldkyKTFwBigaymQau+GHekdjm2cyUB1MpuVMkBH4tq18/UCArXhb290i6XZakcz5WgQQBDb4NHfLt7e5ogjcc2zvnWySokxzyZNpo8yvDEw6Jf5UHFvZNot3g/YxespCYkhJCKCjru3MfWlN7yBraGkiyP8btdA/ZauydJVT8XZaMTWLD0LuKzC+j13jrabsun5we/8Ec9AeQ61+6EnkcJmsZ7DLu3c6xG5rmTRkI7AVuyvFD2RaC5jrtHZg92bNhB2sQ0Zz+2LdzG1JemevTBtT3LbgvYQNJK6DP03DL/FtVjtQSOeVy3Yh1h8WE88MsDABTvL0an11FdXs3699c3iQCyiTZ0QuOqHPdrw5BpwJBp8LiGfvngFzoO6UjWg1kc23QMNtY34PY3f3DzQXYv3c29q+9FMAhUl1Vjs9g8D+yCy5+4nBHHRvD616/zU84P3L1sJq+c/z5aTcOvtxvWryE0LMwnAXSy4F7aezKQ2rELHZJSKcjLAWQ1jhq50+qEjcsPHK01vpLCXI4VHSIuIaVFRsoBnHo4Yt6x27AWHcCYMcIrCaT2/slChKmY1Ipt6CQbMbWF5NHnrCKBAggggADOFgQIoAB84mwwgG6TmE6v4VlYjh/x7+G2Ph4+ZtJYQl98hpp7/glATEwsy9dvAeD5px4nVKPhwbkf8fOYcdy9Yb2zXceDdFCQQeH3s2LJd4iiyN7d2R6+FlOmXcb/nntF0Y37H3pU8drxkH7o4AFS0jo59zeLZpYeXghAb3qr+rKoqWcUEepuC3LHAtca3rC4BzwUJvZqFydmDarbgBup4oCrUshtAdpcfxNXMiJkdIjH546FvTXX6lXZ405UOKLu1eCNkFKbb9U5cMAHIeIKU3w4v740hY0zJ9Dpi62M+Wwp3XL2sbVjb4ViRk1p40Gs/G72PIDbXJT2SmL561ex8cEsgstrPMkeNeWW67nUyP43HqRYI+fY0d/a1bWqpJEHSZdp8NmWobesFup+XndWrlyJeIGIoBGoOFHBiaoTpA9Jx1xtZs41czAdN2Gz2pj00CQyJ2VSfqScd19+lw4dOlBUVMTMPjN5a/pb3LPyHsJiw1j1xio2zdsEwOBrBzN69mjK8st474r3uGfuPVjzrfyy5hdEg0jWP7NY884aNny4Aa2gpV3Xdvzt/b8pxlO2tYw2g9s4+9+2s7zA+fGxHynLK+OZwc/Q6bxOXPzvi1ny8RL+WP4HGo2GCfdMoO+0vuxfv58l/1uCMcpIyf4SZn09i3cue4eU/inkbc4juU8yA68ayE9P/8SJYye49p1rSemXwtH4o3z/1PcQBNovtdz+4+2EpCuve12QjvJ8+Vf9yPhIavQ1ThWhK6qKqwiLDUMwyI8QYbFhzs9+evYndi/djdVkJW1gGjNemoFGo2HebfPIOD+DmyffzMvDXuarXvNY/eAy4oIovzwAAAAgAElEQVTjefejzwk2BPPJh++h0+n4+svPePLZlyktOcoLzzyJTqsjPCKS75as9HodtASO8ltv9+/WRPfMPhQVHvJJ7pwMwqY11U55OfvY+csSRFHkcM4eeg3Pok1iugcp9FchiYa2j2HDkdZXw/iLxtQ8HturxLyfSqLHGyLMpegkuV86ySYrgfwggM5W1VAAAQQQwOlCgAAK4JzAwD6ZQKbf20uhoVR88S2xE0ZiS0unbtoMz41CQznx7WIyLhiNLiSEe+6YxZbNG2mX0IHHnnyaX1b9RElJCUuWLMFisSJJdi6++GLi4+OdxFBh/kGOlRxVNOv4pfnD9+dwyWVXcNGU6QzI7MyUaZeyZtUKbrvzHlK0Oq6cfhFlx0qp05ioG1ZHu/h2tKFNw+LaxXpq3m3zCA4PpmBbASdKTjBp9iQ6Wjty4sQJFixYgNlihhCY8doMOg7pyGO9HpMXuOlhrPp2FYunLyZtYBoGyYBgkm8L5eXlLPp0EbVP1RIUGsRF519EfHw8G9dvZMXjK3hi/xMYI2Tfl4MrD7Llhy1MmjSpoVMuJICDnPhv1n95aMlDVAlV5H2VR79L+3lMe/H6Yp6a/BTjbhjHxc9fDMilKQ93e5h+/ftxYdaFPkuMnIfvII/DXT3SWmSUOznkswyvicfRdA8h5/ER5Dw+Qh7DBhPWg1b0aXoki+RVaaMgVly4O228FiFBUC3pAqjpEM1xc5gH2aOm6gkZHaJaqtdYCZ/qHHo5F/6qiRyQLBJIEBISQof2HThYfpCMMRnsW7mPPpf2QaPRIAQL3PjJjQRHBFNdVs3L579Mj6weiEdEysrKmDp1KklJSWjztM5jF2wvYPNnm7l72d0gwUsTXqLTsE4Yo4xIFqlhvvZaoH79tOKVFTy87WEEg0BtZS2AwmS6T68+zP1gLjvX76TLqC4MvGIg8R3jueiRiziSfYRbrrsFRNjy4hYKcwq5f9391JTV8MK4F+g4tCMAhTsKeeCXB4hNiaUsv4xjuce4/sPrafdaO14c9yJbv9rKHUvuYNeSXSx7aRk3zb2Jdd+s47I3LyN9sEyGCcGeX//RxmiWf7ecDkkd6D+wf0NpnE15DrqN6cbS55by3wH/pcuoLmQOyiQ5Phl9sp4RM0cw8f6JAMydNZfdS3fTY2IP5zFSE1IJN4ZTHVrNsetKGHp8JG+/9hIvvPYO1/19JqFhYcy+/R8AjBnah8+/XkRC+w5UHj/e6PXUXKgZ+Z9MFZA/5M6pLk9rClzny24TOVZ0CIDs9Uuw22RSKLVbH/L+3OZ87SCJAmhd+KvmcYUQk4C16IBMAml1CDEJPrc/VagyxBNTW4hOsmHT6KgyxDe6T0A19NdEQkZ3inbvOd3dCCCAsxaBFLAA/rKwJ7Sn4otvCL//bvSbNqpuY+vclRPPvkxuYQE3jj+fNb9mExkZyTfzP0MURRYuXMjEiRN5+LEnyMrKYtGiRc4EF0fqyp6dv/Ptgi8YP7w/Iwdm8uyT/2F39laKDudTcrQhWSM6JpZlazczdfrl3Hfnrfz32Zf4ec0m2l2SAIug33n9FElDtlIb4mHRmdBTdbSKO5bcwczPZ7Lo5UVgg507d9KpUyduf+p2Htj0AB16dFCMr2B7Adu+2YbeqOeWL2/hyMEjFB8rRhOuYeHChUyaNIlbbr6FiZdPZNHiRQDs2r2LpIwkdizc4WwnbWwakyY3kD+aCI0HQaNP18tms+l6yvPL2fLJFo+EIWuuldo1tURFRbF7yW5nYtHm5zbTpn2bBlLDRxqWQ23hKL1yR3OSyvxJQ3JPcQoZFUJolvfj+JuwZM21Yt5uxl5mx7zdLPs5qaRFubbn3hfjICMho7372YAX0sVLMpU+Xa/anrf31cZUu1omRwy9DWhjtRh6NxB1vhKx1OZNE6RxqlQye2Wye+9uQkaHkL06m77T+8ofSPDDfT/wdJ+neePCN6gsquREyQmE9gJRUVEkJcmLJnuZHbvJTt3mOnJ/zSXzwkwMoQYMYQZ6XtSTnI1y+Y5kdSHibGCrlNmS9t3b8+nNn7Jl/hZ0OtnYXMxvuA4TEhN48McHGXv7WGoranlh3Asc3XvUo838g/lkDshEq9MS3iacTsM6UbCtAIDkvsnEpjSYAsekxNC+e3u0Wi3turWjy6guaDQaEronOBU9aYPS+O7f37HmnTWYKk0epWPHfj3G8leXc8dtd7Dxk43s/m03CPDmm29SJ9YpzoEhzMC9q+5lxkszMOqMfHrPp2z6eBM1P9Xw51d/8uL4F3lm2DPsX7efo38qCXCQU66m3DwFgB9qvmLHvt/Jy9lHfl4O5cdKndsNGDSUu269ibkfv4/N7rvErCU4GYlgoJ4iCQ1pYWcqwdMYXOdLqxOIS0hRePHZbSLFhbmK1w6SKIDWhZqapzE4/H30Hbr6RRh5Q2tbGFQZ25IX3YfS0BTyov0jctRUQ6cLPbu3aXwjP5EkVDAw+BBJQkWrtXkqcLb2O4AA/moIKIAC+EtD7NGTyrfeJ+q6yyn/aRW2tI4e21gHDCIlvg0j//Mg5YOH0bN3X0qLj2Kz2SgoKGDBggX8+OMiRFFEFEXnr7uOX0htNhuDhgzlo8+/Zf2qpezO3grI/g9lxxpMA/v268/6VUuJiWvLls0buflvV2KX7PxRtgtE6D+4PyHhIc74cfMOM7ZjNjmN6oSdzIsznQvAmqoaEKB9+/Z8/8P36Drq6JXei8TMRMXYcjbmkDEsg7UH1yLtkrCZbJSbynn9mdcpO1bG/PnzQQNaoxabZKPSWInVbuXi2Rez6vNVDLpa9ozJO5LH8q+Wc+XUK1m1ahWVlZUcf/c4lRWVjLx2JGP+NQaA0PBQalfX8sODP1CSV8Irs1+hd9/ejH9ivMIrSK/XExcbR+4PubQNakv20my6d+3OiaoTANSYa/jqta+ofKISgEv+ewnpg+Vfl/1RjzTFwNcfA2tHm96UMU1t07UUS61kzVf5maO91lDjNEfV495/NeLL2dfdFrlM0Q7mygafKm/HVRsnyB5XSIAGel7ek59n/0xBdgFWk5Wk3vLiZtObm6j8o5KZ181EZ9Dx8qsvc2KNTAAZYmQSyl5WzzBK9WllNptnWWSZHctmi/yi3kNLtIsIkfLX6c1f3kzOhhx2/bSLn1/4mdseuK2hFBPQxmgJ6xFGrx696HVxLzRaDX8s+4Oek3ui0WsafLm0oItR9/cJCglSvBaCGr7KNVqN87VGq8EuymMaf9d4up/fnT3L9vBK1ivM+moWbbs0LLAOrDhAm/g2hISEcPVVV/PJ3E+ovaqWmOQYYqfGepxHrU5L5+Gd6SB2IPp4NNnZ2fTo0YNvnvuGe9fdS3RiNEueXoK1Tp3g7J/Rnxp9DcsOL2NPyU6+XDyHkqNHOFFZ4TRGfvalN/h9y2aWL13MBaMGs3TNr8S0IA3LG05GydWpLCs71XCdr6Co9k5lj8OLT6sTaJuYTl51pfN1XELKae71uYnmqnlOtb+Pv6gytm2Sgqc5qqEzHUlCBSNDchE0djoHHWNtbToFYvTp7lajOFv7HUAAf0UEFECnEWe6AfTZ4P8DciJJS2CZMJHq+/5F9IwpaI6r/2qhj4uj7rIriLpqOjq7nfCISEaNv5Cw8HDeef8TbrzxBm688QZuu+1WQPkLqU6nIyw8wuN9rVZLbJz8i5EoWvntl1Xszt7KqqU/EBoaxvL1W7jrwwdhFqQ8mUJ0eLRC3eKqhpFqJIQgwamOkCSZJOgyuQu3zbuNmO4xfHbbZ2z+YrNiXPYyO5YDFiSbhHmLmZTkFKKjo7nxhhsJCQlh9uzZzJ41m1tuvIW7X7+b7GXZZHTNoE1xG4r/LOZEyQlnW5K1YZV77Ngxrrn0Gm667iZ+fuNnqtdWU/19NTddeROWHRbGDhlLcnIys2fPZsigIU41j6vyo0evHuzYtIPKskq0Wi3hoeFow7QE9Qxi2e/LGHvfWO5ZcQ83fHwDX9z5RcO58qEeccBf9Q2oE0re4LcCxkebjnNs2WGh5qcaVcWP+3G8kV7uffE1bm/KKH/HpNr/RTWYNijjghV9teFV1aXaf5VxKt6TIEgXRKfhnfj89s/pO62vc9+aghpCQ0LR6XQc3H+Q4yXHsfxhoXaNrEQyDjEqyR4JktolsXPxTiy1Fsw1ZrK/zaZdbTuCCoI4UXYCMV1Ee56WnOIctNFa7HY7FYcr6DyiM5MfnUzdiTosZoti/AWHC6g9Lh9TtIgU7y0mOima4LBgLBaL8xx0mdqFHet3YLfZqT5WTc6GHJL7Jvt1DtRw7OAx2ndvz/g7x5PcJ5ni/cWKz5OGJJGXl0dVVRVhUWFMeWAK3z7zLQNvGehx7ov3F1OaI//Srk/Wc7TkKJGRkYg2EY1GQ2hsKOZqM9k/ZPvsU9bgLNJj07Hb7Xxm+wzBIGAymZwltHkHc+jbfyD3P/QosXFxHCksaPb4G0Nrq3LUysrOJTjmy0H+OLz4krr0pNfwLDr3Hqp4fa6Xf52u56XWUvOcrWiOauhMR4JQhaCRvxgFjZ0Eoeo098g/nK39DiCAvyICCqAAAkAlHl4F1Q89SuTBHIK/nk/NhZPJ6NWXTp27smbVCiLCjEiSRGFhoUc0fPnxavbu/cP5q7bj/c1bttGmnfxrna1ePWQwGBAEgdi4OBZ+9xWLg74DCdI0ckmCt/hxtFD3Wx01BTVgB8kmkzF1HeuIaR/DkEFDEC0ihdmFDLxioHPXxPBEft3zK5IkYTabKSgowGAwEBwcLJdh7d5NRkYGklUif2U+O7N3csUVV6C1a8kYkMH277czYqbsU6MJaVg9d+nSBUEQEASB0NBQytaWERkR2dDnerWGo/+K0qJRIWjma+j1f71Yc90aQgghIyMDdKCL1REyOoQDNx+g5P4G9ZS52oy52owhzNCoakWhItlpwdDPgHGo0eu14SwvaiSO3BfcFTHuRsqaoIa5cyc5bKU2r35GDvjja+RNdeTRt2ZEmyuO40bImLcqE+gUfdXhVAD5M7fexun+Xt/pffng2g/425y/OfcdcNUA5vx9Dm+++Sbt27cnLi5O/kBUkpdO6CB1TCoD6wby4vgXAeg/qj8JbeS/2VEjR/Hm3W8SlR5F20x50SHZJObeMpe6qjokSWLkzSOJGhRFzZJ6M2UdVAVV8dpFr4EEkl2i+/nd6TW5FxqNhrRBabxwzQucN/48Jj82mYL8Ap4d8SwajYaLH72YiLYRHsSNv1jz9hr2r9uPRquhXbd2dB/fXfF5h7EdyLoni3nvzEOr0xKRGMF1c67jx8d/JLFXIm06NZQ3WGosfP3A15gqTWgFLTGRMUwaMwljsJE+vfrw9MCniewQSXIfT8LKmmtFqpMQD4nYKm2MOD6CfPIpoYTDXQ5TsaCCfz1wL8++HMq7b77CwdwDSJLE8JFjycjs1ayxq+Fkp361dpLXmQrXSPg2iekKosf9dQAnB2eqmudUoamqoTMdRWIEnYOOIWjsiJKWIjHidHfJL5yt/Q4ggL8iAgRQAAHUwzUeniSVX9o1GirfmINmYCZBa1fBvx7hjXc/5o7ZN5CXewCbzUZmZiZ/m/l/gGs0/IeUHythxZLvnGUAqR27sGD+fGfTunqyBGQPiqeee5lXXn6edXtWyAvUa+UFqmIBrAVtuOydYvvahq3UBo41miQvxA8UHWDlayvR6XUYQg1c/dbVzmOKh0Ta6NrQo0cPVq5cydy5c4mLi+PECVnVM336dH788UfWrl2LzW4jLS2N8vJyPvnkE9CAJEgcKT7iJIB00ToM/Q1oNmkIigpylrJotBrsNhdHYgAdaCNlNY87SSMkC2hDtRi7GkkakMTGpRu568W7+HPbn9h22Kj+vhq7xc4t/76FkE5yipE134p9h51aS22jREZjBIVi23r/HQdh5epT4/i8sfIob8SLI7kKSS5hcpY/uREkYoHoJEjc07Bcj99YqZY31ZG3UjR/xqYGfbIey05LQ9mT5FmG50poOfrW2Bz6GqfrewCdQjvx3JbnFO2FRoVy08yb5LnUyv1Ckv//vm/vk+ejvs933303Qop8PsbcNoYxt41x9sMxX4OHD2bck+M8roeZD8z0GEtoVkP/hqQPYcgd6jHn1713neL1lMenMOXxKYr3Og/vTOfhnZ2vY5Nj+eeGfzpfX/3G1aqfTX9mus951afr6TepH9203ZxkWmjvUPpu7+uxX1LvJO5aepfzde3qWiw7ZKXTuDHjyLozyyNZ7+o3rnbO31233QW/grmDmbR2acz8+0ze4z3+jPuTJ+Y8z00j7gBg8NDhqvOkhpeff4pvv/oCnVaHVqvl2ZffZN7H73PzbXfStZuS7HItz/rf4w9z6RXXcsMt/6fYpuBQHr9t3si0y670uw+uOBllZQEEcKZhZJcY1u47fQloZxp6dm/Djj0ljW/oAwViNGtr00kQqigSI86aMqpT3e+AEXQAATQfAQIogHMSzfp11yUe/pGOnai5/R8EfzGXlJFjWL1xu7xNcDB/X7mB2Akjqfn0I5KvvZ6XX3+HZYu/xW6zodUpPTsK8w/Ss2dPevbs6ZEu89WX89i9M5vnn36CzJ69GXPBxVRWlDn7bEmxsfbb5STEJnDJ1ZcASp+Zwf0HI1kkbKU2LplyieK4Dz3yEPpkPQNHD2TglQNxxyPZj8iLNruFkSNHsm7dOm688UaOHD3C0uVLQQvR0dFce/21CInybeKn939i9OjRjBgxAiFFIGxKGI/3fpzygoaHP+NQI4a1BoJCg5z91AZrG+40WhCSBKI6RiH+KXqNX3dgzG1j6DSsE5EZkVi/s2I/YUc8JJKenM7699czbMQw0EBRYREJCbIyo7GEMH8ICsfC2F5pV5BFkkVSbOOPN5A78WLaKJdEOZKrHO87+uB6ju2V8njdt1E7vqG396h057jdlDLeSsd8ja0xYkifrkfoKCAeaJCqORROavHujamO1Prift042vDZ73xrQ7mZGx+pNj9q0fPu6jKQyQ/H/3s7dnOVVc0l4fxt25/UN3+O66pgc33t3n/39gEQoK3Ylgu0F7DIvoj/7foPk3pPo3240q/MF7Zs/pXlSxfz85rNGAwGysqOYbVYeOG1d5xGzK7fBYoUKzcvNgcK8g/x7VdfNpsAgjM7ySuA1sfpjoM/03GuxrWfjHEViNFnDfHjirO13wEE8FdDwAMogHMOjl93d2dvZcWS7zwSWHzBEQ8f8uF7BH8zn6BNGwn+7mvlNnHxVMz/jrDH/03QmpUU5h/EbpNTKOw2G5s3rHEeUy1dxrEgMRgMLF+/hdUbtxMVHcOK5csUHhTLDy4BoEdaD8XxHSoR83Yzlh0WWSHi4J10IKQIjaZbWXPryQ3HHUAj75d+fTpBCUG88+k7bD60mdCsUMKmhGHINLBr9y66deumWByf1+c8Nv5nI5ZdFqRaiervq7HstWArd0nsqU/ECuoZROgkub3k85PR6rQ8O+JZVr+52vM81EpUzasiqiKKgVcOVC7egaysLI4cOcKbr7/J66+8zpYtWxo+9MOnx9DP0FCC5l6ClWulZpHsYSMecplb9zQqP72B3BfH9jK7V28f1z6GjA6R59lbGpbb8c1bzE7fIH89ftT8kqy5VpmkUhmbuz+RNw8lbYjyq8VBnDXFT8nbOE0bTV6P66t9xVhdT4kdTJtMfqfDOc4NoJgL16j3xvrpD/yZ66Z4Wbnvp3aO/fHPUoMrMep4rdZ/9/YNmQbnnI/KGkVGagYms4l/rvw/JEmlLM8Lio8WERMTi8Eg35diY+Nol9CeSeOG8smcN9idvZVnnvg3A3t2JmvsUD79+COWLJHvr1qtloL8fC4+fySDenXlx+/l+/1/H3uITRvXM354f9554xX2/rGbrLFDGT+8P2OH9iU3Z7/f/TvX4erDV1KYy57fVlFSmOvXvt62b2o7AZzZcMS1x9ccIrViGxGm5pWynkpEmIpJPL7LZ1/PxnEFEEAAAQQUQKcJAQPo1oGaAbSa+WZTfoWV4+G/JXpqFkemX4b2uwUUXDBR0Yatc1f2Pvk06ddeTswzzyMIgvOYFWWlinIv1zIAwFl6YLPZnERRVGQE+/+UpaySJPHEww/yyYJ3wQ66+3QwFCqPVvLxjR9Td6IOsVLkwvEXkpKSwoF9B1izcQ02u4249Diu/vBq9GF6Fj62kF1LdqEVtHQb040pT8ilJAoVRj1h9Pg3jyNZJHSCjtu+v81jTvTpeh5a9hDWfCuaIA3WfCumrSYm9Jkgb2CBy8dfjnhIZFSfUaDF6Xsy+4bZhLZXLqh1evXjAIQUhjD7htly7HmZGdtxG4ZuBvr060OfPn0ACA0N5bLLLvN6Dt1JF3c4PH/USrBMm0yK1CZNqAZ9ql6RuOWYB2dik0pUuWNB7b44BrymebnDl5+RPlmPZZfFU83iQ7nhrkRRU7Q4rw0HtC5R834qRLx59fjjVeSzLRoINDWSxlf7rmMVi0TspQ0TZy+1N51E8aJm8aeffpUO+lBnOa4/83Zzowo0j3Zd//4daGHqm7/qspDRIT6T8ma0ncFTc59i2cHFfL9vPlO7Xu7X8UePncBLz/6XYf26M2L0OCZfchlDh4/EXFeHKIpUVVWxatUqXnrtLcZnTeHSyeeTlJJORq9+bN6yDVNdHd//tJr9+/7k+iunc9GU6Tz0yH956/WX+PTL7wB46L67uGnW/zF9xlVYLBY5Ia4ZONneQ6cTJYW5ZK9fgt0mcjhnT6Pmz962b2o7AZz5UItrP5NVQA5iRyfZiKktJA91g2n1GPrWi4MPIIAAAjgZCBBAAZxzaKn5ZsQdsxAO7OfoRVOI+fQjdDYbHy36hnEXTnM+sG/+ZTXbjxbSc+wYRv3rfiyvv03Rgb3EbvmNbf36KYgn1zKA9auWOokiSZLYumk95cdK+GXdavr3709ezj527drFlm2/Yr3ZgsFqYOPzG+kd3Ztdu3bRbWw3zr/nfGrW1VD9azU1NTWsXbuWv931NyJHRrJm4RpWvbmKETeNYMeiHfxr07/QaDTUVtY6x+eRwgQNC0kfpsiORZrH4lENrqSECOadZr/8XfTpeqwHlQtx8YCIoZsBQ18D5i1m+U2tbDotVaurBGylNmdpjrfj2kptihIs806zXHZ1wo1RseNUfHiUMPU2IFkkn1Hlht4GBTEAKBbcjXkK+SwfUuO5NE0zqnZtv3Z1ree5dTmGvwSONyKhOQSDYx/TRlNDTLsX8qmx9hWlYotqFESfeacZ8bDoN6Hibg5uyDRgyDQ02k9/SwdVSRXX689xbJXjxPxRxNh7F/Dd/FsQQ918o9yM5LWxWoxDjC0qV/M276okoI/2I8MimTJ8Cl+u/JIH1t7GuNQswg2NG4mGhoWxdM0mNm1Yzy/rVjPrhqt56JH/YggORhAEDh8+TFpaGudl9ESv13PxlOnk5uxn+JgLWDB/PiPHjEOr1dK1W3dKS9V/we83cBCvvPA0RUcOM+niqaR37Ky6nS9s/mU127dsRJKkkx4NfzqIpmNFh7Db6kvrbCLHig75JG68bd/UdgI4vfDHB+hsi2v3l7A628YVQAABBACBErAAzkE4VDcZvfo16wG76oXXqLl5NkG//YrOZsNgNpOQm9sQTZyzr/4h3k52797szMxkwGMP06drD0avWQOS5JV4SkxOQ6uV/+xEUeTJxx/l6aefprq6mtTUVDZvWMPypYtIGZYGWuic0pmUdinkLc8j7kQcmz7exJKnlxC0cju9cnIoLCyktLSU9555j+cvep7Nn2ymoqCC4Ihg9AY9n9/+OdkLswkyBjn74F6GIXem/l9JLiXyq8TGFzQo7i5igei1hMWjTCRN3UdHoaRxcDRqdzCNbHDdWOmMWOi6Cpb7aNlhAbNy26BuDXPnrmqQLFKjUeUOpU9QzyAM/Q1eS4z8La9SHMddhKABQz/1pDDHMXyVDCmuDQdsDaVU/pZJObZVi49XjXdvrF/pejmm3Y/yJG/Hdd9GUQbo/nfgpTzN0U/TBpOqObg//fS3DE5trt0NzF3hqnor79aOytRYJt7yKRo3A3b3v39X8qc5cMwJoJj3plwrrhiUMYiUtilU1VTx8ub/eXzuKKF1L+3V6XQMHTGK+/71CP977mUW/fANwcEhDBg6iuS0jiR0SPb6XeAoHQO8lp5Nu+xKPv78G4KDjVxz2RTWr1nl13gAOnaIrv/e+NXZvms0vLcxNRctKYNuLlLjQ4lLSEGrky8urU4gLiHF5z7etm9qOwGc+Tjb4tqrDPHYNHL9ty9i52wbVwABBBAABBRAAZyjaJH5pl6Peeql5GX2ZMeHb3PBDz9gtNmchE5h/kHFImH16DF037SZrp/PRWcIZmDb9kQPGuY8vvsvsR2S0yjIy0EQBGbNmoXVauXTTz9l8+bNDB48mIK8HMqFSkiHdF06eVKePKakVGY+OpODJw7yzSsrWVxUxYGhQ9nZsSOXXnopAEE9g5xqlX8s/wf71u5j+/fbWT9nvbPkSq3sR8wXPdQQjaoSXCB0EtBF6RoUOhpZWeAss7E3KGwUahkvZSK24zaFibC91o6hm0FxbG/qH8XC2ItSxJ08UaiJJNDGa8EO+jS9Qg3ljwJGzRDXH1VFY+VV7uoghQJFA9o4LcZBRq/7gHeTYuf46q8N806zTJDZPMfZXENjr+P2VxHTzPIkbzAONSK0E5R/B/UKIFXixpv6xs0cvFEVUhPK4DxK9lz3de0Dbj48Gg0rXrqcqZe+zfBHfmDdk1P97l9T0Ni5a861otVomT56Oi9++SLvbn+VG3rfRodwOeLaNb3LVUFzYP9etFqtU5Wza2c2ickp/LlnNwmJKfTuN4hJ44bx08Kv6dTlPBb98C3nZfTw1Q1Cw8Oprk9EBDiUl0tKajo3zfo/DhcWsGf3ToaPGuP3uOTvjQYyTqPROD3h1MbUEqiVQUB1cqMAACAASURBVCempDv96E4W2iSm02t4FseKDhGXkNKoasfb9k1tp6koKcw9aW0HjKC942yKa68ytiWPPn6ZO7uPqzWSwAIIIIAATiYCBFAAZy3c/X9aW/Ke2rEL/H0Wv427gLR68mf9qqUEBRmcnj9ti4u5Ye5crFdei27TBjSxsQwVweRC/jge7v/YtZ0OSanExbelqPAQIBtD9xkwFIvVxrvvvMWAAQNITExk04bNkApJ8UmsObSGCRMmcPzEcRIyE2jXuR2iReQ/S/fy1OZNfI+GsrIyYtvGIsVLlBwoIbJdJBaThe4TupM2KI0n+jyhGJv7wkwbp1V4oniD6+JRE6RRlD85VAAA2GUjYLtgV8aZH1IuFPXJeiJXFVAaHQ9BWudiOGxSGNWLq50kkHhARBel8ywFcofbothbOZQ7SaNrp0PMa1j8uxMpkiTxythXGHXxKLoN7oZkkdizbw9b7t/CrK9mKdpSM8R1hTf/F1/EgGmDyelXZNppYu3OtexYuYMgfRAajYaMjAxGjBnhcRzXxbnQQXASTCuWriAiJ4IJL0zwmBvHtWHaYMJ6sEGR1VhJXXPRlOSp1iaf3NvzRYx4qG9cyr/crzFf/WwJAeP+9+co3VTrgz1IYNHHf2fGxFc4nh7HzhuG+9W/pqC5qWGNIbltMn0692Hb/m28+OuTvDDhHcC7v1tNTQ3/vv8uKiuPI+gEUtM78twrbzHzuisAMJtqGDRwAPfceRshISFk9upLeITv0rLuGZnodDrGDevHjKuuw2Ix89WX89ALesLCwxk48Dbycvb5/V3jWpqs0Wix2CRuvfnvVJSXoUFi+vTphIWFKTzrvpz3CUsWfY+ptpbcnAPMvv1uLBYLX385jyCDgbkLfiA6Ooa8gzk8eO+dlB0rxRgSwt33PIAgCCxYsICgoCDmL/ia4aPG8tj/nlPtm6/vTn++Vx3b/D975x3eVN2+8U+Sk6bpHrS0pS1t2XvvDbKngOMVF6IguFB53eP15+vCLSoqIg6GSmUvZQrI3gWE0gUttKW70JF5fn+cJk3SJE0X4mvu6+IqZ33HOSfJee5zP/fjERBBaGRcjUgVR/tbrq9PwsbtL+SGq7Akdv5XK5j93eEuBe+GG7WDmwByowr+LgbQlqivt6i2D7umf5btC4JAhy490Wo1REbHUjj7KbyWfIWQno6sqBD1D0sou3c6YFNu2GAgPS2ZzIyLdOjSE7lCYR5naFgE69au5vTp00R1icKQoUf+pZxVQasY9+w4glsHc/LUSVbctgKZUYbKS8VtT97G7oHpbFywieFrVpIlisi+lTHutXGofFQsvnsxunIdiDDJQgFgD+pearNpMwr7JbBtYTJNNsFeGW1VB5XTcubKOCWjD2/nSmQE+58ba9WescCa5NGl6sxqHHtGxUKUgCJEURkUO0mHsiVl5F5yp0G5PlXP6IGjWfnFSiIVkaiHqdkybwsPr7Qmf+ydB1tzaGelwu2NQZeiM5M/ANu2bEMjanhkziMIgoBGo2H//v1VAnCnJsVyUAQqcARdis58HjUFGjQyDRhqZjbsKmpjDN1QcErc2N7fdvyf6qMfVyGECQijBKdEkibQm3U/zuS2MZ9QHBXExeFt69SnLRry2o3pM4YTSSf48ex3zO35PFH+MQ793Tp17sr633ZXaWPVxm2ARNy3bduWLl26YDAY2LR5C1PvvBuAjxcutjom+XKBNDelkvj1v1lte+zJZ8y/BZdSErlyKcXl3xrbggABwSE88uRzXEy5wDuvv8Qff/zB2LFjq6QOn//zLFt3H6JcU07frm148T9vsnXPYV55fh4rVyxl5pzHeXTm/dx3/wP06N2P/IJC3nztJd776FO2bt+BTqfnty27USjsf96d/Xa68rtquY9ccbLeCJULJ/aRnZGCj18gOVfS6o2wuZn8hfS56ejzMxGCwhEaRf0lY3CjerhqCO2GG2648XeBmwD6C3CzVwCrLzSkzNoWda38Bc4fdm3b12o19B8yEpDsaK6/+gbXn30Zry8WoDydYG7TMmAxwXR8WlaxeV1Ms5Z8u/wXMi6lckw8Ckbo2Lwj94+537xPZ4/OtKFN5YCz4bDQBv/hOWzYe57v7rsfvVqJdytvlGFKntr2lMtzV8Yp8R5dvSrBUoliaxjtzPhXl6JzmF6z9bt7uH3kR5QcCOfPuF6VY4pVosnTWC3b9mOrQjLBpFyxZ2YN9gNXZ0G57pKOxsGNadmyJX/8/geGkwZ63NGDRrGN2P7Jdg7/eBiAvvf3ZeDMgZS1K+P7J7/nqXjpGmx+fDP4wKARg1j85WKio6NJTU1F+7mWaYunEdsrFk2JhmX/WUZ2YjZhrcLIT8/njo/vICgvyEz+aDQaTp48ybPfP4t4TgS95F8yePBg8zxM4xG1Il3bdKVXj14gwO4Duzm2+RheKi/8AvwIJNDB3WBDHtkYeteXysOEuihiXKmmVVdY9lGfKWi1HYstgWhK+XSEothGbFxyP+Pu/YbVq+eQ2y6i3sZT13QyZ9cvJCCEri27cvT8URYe+5A3h3xchUSpifrmo/feJikpCYPBwJBhIxg9bmKNxmpCXX5rLFOT/zyTwKzp07ianUlpSQmBQUF2CZa+Awbh4+uLj68vvn7+jBg1FoA2bdtz9kwCZxNOcPL4Ud64lIZMJsPXzx+xoq/GYU3oN2CQQ/Knuvm4Mlfrlxz1Q6hcOLGPlDPSd2pJUZ55fX203yi8KZeTz2I06P9SfyF9bjplZ/aA0YAuMwl1uwH/WBLoZlfX/N0qmLnhhhtuVAc3AeRGg6AhZNbOCKW6Vv6Cqg+7ZxOOmwMNl9r39KR07r8BayXRsNGTpLYupiCKInK53O7xpuDgl9/ipeXwGKvtttWxpIHCjr6DmHT6KpNWryZ+6lSzqWyNSzlXo0qwVaIgSmXUTUogZ8Gcs0CxLMSXdSseYur4T7kWFUTGAMnHw0Te2CNzLMdq6lefpUd3UYcx1yiNrUhTRaXkSjCvS9GhSZCIJ1UHlTlVTXtWy+DBg/nyqy9R+iuZt3AeaUfSOLryKE9tfwqj3sgHt3xA8/7NUUYpkflIaWYlW0qksuMYkY2TmY2HZ86ZSZo6jV/f/ZWH4x9mz6I9+DX244HvH+Dy6cu8N/g9aa4WZFVefh6BTQLxH+pPmaeUoiUPlCP3ktLnLudfth7PoA9ocUsLxECR0ytO89TypyjeUswXn35Bk5Amkul2dV5PcqQx2/EDqikcpr/VQhHjqndQdWOxJBHB+nNTG8KlpqgJiVXblKvM3nH8/tZkxv9rET//OpeScH+HY7G996tDbdVMrly/W7rfwtHzR1l2djHP930dX5VfrfzdYpq15L1PvqyXFOH6+K0BePGZJ5n1yBOMHDOefXt+5723X7c7LkuDarlMjkfFslwux2CQSBlPT09mz54NQLtO3cwvJwC8vK1TpWsyH1fmartPfRAq2RkpdtfXB2HT0P5CrkKfnwnGCiM6o0FSAv2NCSBXKoHZgyvqmr+aIHJX+nLDDTf+1+AmgNxoENS3zNoeoRQT0sG8vbZvhi1h+SArl8u5nJ5GeprBrAZytX17SqK2HbpwOT0N0WAAmb3a3ZU4lnVImpMNAWSriAGkgDzOg7VTJnLvN98zbNcO9vYcW6fA2BF0l3RVKg8hVlYxcsVg2N44dCk6Lmf6sf71aYx/8Dvi1z9GQUvpIU8IExC1IkKY/a8qK2NeW9imRNkrz27TliZBI3kVmap4p+vxHuNdWdHokgddrnZBHalGUAmkHkil4/iO5iprHcZ2IGV/Cq2GtKo8ZxZKGlEroghU0HF8R7xv8SbGM4ZNX2wCIOVACsOeGAZAk/ZNCGsdZj5vJrJK3VyN/JDcnKJ19OBRDh0+RJmmjCdWPEHqIZvxTOrAFf0VtBe1dBzfEa6Cp+BJy5YtzdW9XDFcNs3FHllmL2XNbhqbxbmtj/vSlgyxZzLu8NgUXWXKYwW0Z7TS/W0xvobyuLEaRw0+q3VJuUqc0hX/1FzG37WI+A2PVS0Pn6KjZFNJ5b2focd7dP2m+1n158K5DQ8Op3mT5iRdTmLln0t5oPOcWvdXp8IANu3U9bcG4FpxEWERTQD4ecUPtR5Py9btCAwM5MyZM3Tq1IkmUTGcSThJuw6dXDre2XxcmavtPvg1qfVcTGgcGUeKhfKncVRzPNRe9UbY1NSnyBnsvZhyxQhaCApHl5kkkUByBTJBSXnioX9cOlh16pqbIf2qJobQbrjhhht/B7gJIDcaBPUts7ZHKNGlg9U+dX3At3yQLS4qJD0tGaiUvvcfMtKl9u3J5qVxG8x/HaUNXNMUcyH/HAq5gshGkVbbLBUxlqoPZZwSXZjAqph7uO/lLynaFMqR0I7SQbUMWu0F8XYrgFUEoY5KW1cXkFsGwOeEcPxnj2HCnV/x829PUlysqjY4dlqW3sYAugphYEplqyCDzN5BljBC2f4yaf4VBJbigAJjgZHSXaUY8g3gWbVruSBHNIrmc6bX65EL0vWSecrw7iPNRZ4tx6iv3nwbwFhkxK/Mj7yUPEoSpfPSrVs3unXrxoIFC7i+/ToGnf3xmE+Jjfm1PlPvWAVko7KyhT3yAqoSgZbrKjuuO5lidT86MBl3hLKDZVbkD2C9rK+8d20Jl/pMO3NEgjhTSpmqtNUGh58eTkBqDqNm/cDG7x5AVMitx2J5KzohCB3Ox8m5sd3mKpnVr0M/ki4n8ePZ7+pEANUGfo/O5Pqr/8UYEmq1vqa/NWWlpXRtW6memTnnCZ5+7mVm3vcv/AMC6D9wCJcuptVqjDHNWvLRZ4v4v1df4PiJk3z3w1ImTb7dZQLI1Iaj+bgyV8t90nJKXB+8A7To3BeQlECNI+PMyzcb6qJ0FhpFoW43AH1+JjJBiTb9z39kOlh16pqbJf3q71TBzA033HCjOrgJIDcaBPUts7YllNq2qvpAWh9VwCxNnzMzLtZK5u9INu9K2kBCzglERCIaRdgt2avuq7bra6OMU+Ivk2P0Ehiy4lfyJvmQ2jSuVik7jlQJ1XnvWAZzMg+ZXSKgujLwxzt3Juh6AePuXszSp+6vViHgqCw9VDWAdlhCW1+RXueASDLmGSnZUmI+D8YCI9p0LdpALWHlYWzatImhjw1FNIic3nSa+765D79QP4qzitEF6fAY4kHSkiTaD2/vNJiO7RXLiTUnaNanGVfOXiH7fHbl9ahQZihQ0LFdRzYs2cCofqMQEDAYDBiNUrW1qPAo1i1dV2U8ujIdPz/1M30696G8vJzExER69eqFMcd6brb3gW21Kcv7wRHp53SdCRb3ZW0JFcv70ZHJuD3oUirSBG2hwKwAsvSFslVC1ae6zhHBVF0fJj8t/WV9zcZgWR7+lbXseeNW67Gc1laSQIqafXc4G7ejbU6rrlXcF62atMLTw5OEq8c5n3eWVsHWRtb1Xf3REsbwCALumkL+ut9Abd9PrDqkJSfy86p1dsc3auwEp8feMe1e7ph2r3n5cMIFu9v6DhzKlp0Hqhxva3B9IxAT4u0SCVSdR2CLzn1vWuLHhLoqnYVGUQiNoihPPPQ/lQ5WE1Snrvm7pl+5S8G74YYbNzPqhQCSyWSjgI+RHqG/FkXx7fpo140bj/qsAFafMmtbQslZJZK6VAEzoS4yf8tjPTxUVl5A1bV3+uoJACJDIu1ud4ai2EakD25J+MFUpq75haX/eZDifpE1V/84Sc1wlMZlG8xpEjRWbWgSNOag1bYMvG0AvP+F0Yx66AcmLF7FTwMmglHukMiyJaUMOdJDtD3/Ett9zYofucU/o/RXHixHLBcRr4lVzoOhyIDCIJmqRoZF0q5NO94f8D4yDxm9J/Qm4GoAeMItT97C+0Pfxz/cn4geESiCHBuxAgx8aCDL5izjrd5vEdYqjMatGqP2U0vklAVfccvQW/j99O98vuhzVAoVAgJdu3bFJ8CHiGERdC3rygfDPgCg3wP9iGgrmf52GNuBBc8swEvmRZMmFmkadpQnVufHliwzVXCzuXbm86+gil+QpVJHiBTM18cRMWBJCoFjJZnpfrQyGVdIailHyiZ7qYxCU8Fc+c6eibnp/6W7Sus1JcweCVJdH3VNS7MsD18UF8KpGf3N24QoAWOpEbmX3GUPIFfG5Wib7feJ3fvvLHQI78Dh9MNsSlpjRQDV9/e+La6/8Cr+aSn4z36Aom+WgVxe/UEWaOjxOeqzoQix+mr7f6UUe30pnW3TwYSg8Hoe6c0NZ+oad/qVG9XBXQreDTdqDpko2pp61LABmUwBJALDgQzgMPAvURQdfhq7d+8uHjlypE793kyY9HXN5nIzVwH7u5SAjwmxNrbcu/NXzpw8al62NcI0oSEfju31ZVk63pWH/yd+ncHPf/7A1MFT6d+xv9N97UFmMDLu7sV4XCvHN6OAn397ktJQ3xq1YeWrIweZtwyPVh6o+6odBua2/y/ZWGIVZMtD5BhzKlkMj44eZjNdewoQRZmWyZM+52KHZuwaN8xhtS9nc7A183XoS5OhlwgLJ+QEAmZyomxfGZojVb2YrNLILPZ3FQa9Ac0FDWRDIYV8PfdrXjzyIsZLRitvFhRYebPYGvdaXgtHnktW864YK1ikalmSPlgs28zLbsAul4gESwLBkcqndFcp2lNa87JHRw+U0crKcdiocqpTKhlyDJUeTk72t5ynZSU7e+fKkSl0ba6xK6iuj/oag39qLreN/pitC/5FUrMWdW7T2bhcmZPVPWlz/yU3TeaHiz/QpXEPNv3rD/N6V7/364TycoImjULbtz/XX/lvjQ69IeOzQG1+c1xp0/QyI+H4IZfark4BdPbwTtITT5mXo1p2pG2PIXUa518FR0qm6jyAbPG/UBK+NibQ/8twK4BuHNwEkBv1gbJf5/3VQ6hXyGSyo6Iodre3rT4UQD2BJFEUUyo6+xGYCLg/jXZwM5M/f2e4Uq3kRr+NrU254D/zTgMQnB6Mzsf5m317QbWokLNl0b1MHfsJxU2DGTfta35Z9wiGClNgV2BSJZQdLMOYY0S8JqI5osFQaECfVqHisTTMPa01V4nSntUiNBGqKCzkXnKMgtGu34eVSqBi2aD2YMOyB7l9xIcURgVzSNnWpbSbsn1laM9pEUtFs5mvJTFjm9Kmu6SDixUHG0DuL7dSfthLURG1dkhz2zSyWigzSs6UsHDaQowGIyIik1+ejEJQYMRoV5lhSXyYU4Iy9FWMjJ2pZhwqT0Qqg3AFyIPkdlUhpv+X7S+zMru2PI+WfdrCngLMSj1mz5fHCRkiNBEqiTJHaYPVpB7Za9vVtKX6QHV91NcYimIbsfHb6Yy7ZzF5LzxAiT5Y2lBLZZOzcTnbZtfI3fL+E6B1m9Yo0hWcyD5CUXkh/p4BQO0qctX4JYCnJwXL4gkePpBsHx+Od+ni8rH1VTHMVdSlRL09WP5mymRyRNFYL23fLKXY6wP1pXQ2pYO54YYbbrjhRkOjPgigJkC6xXIG0Mt2J5lMNhOYCRAdHV0P3brhRiVcSdmqr4djVwOImj78G0Ujibl/AhCQHEDJRfveLGATnJ7RWitXfFSsX/4Qt4/4kOLoIEbOXsamb+6rUfqCMk5J6e+lVutM5A9gHZhb2qmYtsuxUqyoOqhQdVBVGwBaBtpljXxYt+IhpoxawNVJatJiY50Gp3aVOdUQM9UZ0dojLhyaYccq0RRpHLZVHYQCgVkzZ5mX5aJcmpOFqkjdS11ViWKplqiGMHE2N9tzoeqsMitqjDlGjILRrDAywW7wXoO52/PY0adbNGa6ZS18eaz6t0ktMvVf3TVwREg5a9tR2lJDoLo+6msMmb3j+P3tKdz20g8suu8Brnv51eredWVcjrbZNXKvuP8sVX/RJ6NJzUzl0JU/GB43Fqh5qm5tXwKIwY04/d5HNL/3TkonT2Z7y5YuHVuXVGJXf2eUB/ZhDAzE0KpNvRNOlr+ZomhEJpMhimKd275ZSrHfzPhfUAS54YYbbrhxc6JmCe11gCiKX4mi2F0Uxe4hIX8PE7eGxLwhLXh/xjjm3zeK9x4Yy66fvpaMXGuJ/94xEICya8X8sXqpw/22/fCZ1Of0Mbw/YxwXz0qeM7tXLkFbXlbr/i3x9Sdv06dFIOkXU8zrflyykD4tAvkz4bjL7bz+zBzG92+LViMF9YX5edw6uKPD/WOatXRaqSsyOtZsrFzdA2z6xTRiw/y4pX93BvbqyGOzpqPT6cwBxJmTR9m+eQ1pyYl2jzc9vHfo0pN2nbrZDRbSkhPZu/NXcxuXr6WjMZbjjTdq1KCHq0eucjT+aJX2rYImA+gv6inZUmKu1nS9SQDrVzxE4Lls/E5m03veervjPLj8IPHPxNvdJvO0rhgl85ZVUsa23xymZUEie7zHeCM0FRCaCuZ0JZNvjO6SjrJ9ZZTuKqVsX5m1esTSOBgoaBXGhrfvZkp8PME5OVXMg0t3lZrnrEutWqnKRMyYx21HfeQ9yhuPjh4up71YHqPqrjIfq+6rrnFbVu1GK60oeWOeUapUZufcWF1/k1oCpJQpi2tRk0De9lyo+6qR+8urKGosYRu8y4PlNZ67Mk6J12CvSkWWxdegECXgPcbxOVVGK6U5QyXR2FmFPFiOqrNrHja6FB3X117n+trrVtXOrK6Hg3Npew82BBq6j8QpXTk9oy/T1v2Ed8uGSWtzBqvzLJf8mEz3n+m+AIiLkEiC49mHrY6v7nsfKr9rzyYct1uh0RUkyUTip05l8i+/EJCZ6fKxrozPcoxpyYku/84AyAsLCJo8FvmVy2bCydFvTk1h+5vZuXufems7NDKOtj2G/M+SP3VJp9fnplN2Zg+6y+cpO7MHfW569QdZHFueeKhGx9QX3Ap3N9xww42/B+pDAXQZsHw9EVmxzg0nUKo8eXrxBgCuFeSy7PUnKS+5zqgH5tap3bLrxexbu5R+t95dZVva6WOc3beTpxatRfBQcb0wH4NeCip2xy+h6/CJderbEs1atWXbhlVMf0TKp9yxZQ1xLVrXuB2FXM6G+KVMnjbDvM7W/8dVXM26gkrtRYDai269+lf7ANs0No5te49gMBi4Y9Jo1q1eSeOQYKsA4tC+36UxVVQOc9Urwd6b6IvCJQAa0UjaSYBrXONo/FG6Te1mdbxdFUpFgC6PlqMQFFzxacya8ROZsHodrVYfozAymHNP2fcVspdOpu6lrvSekYPXgArPHtuqS0iButxfbnW8U+8VR5BVLVWe3qM5O+8YwbSfl7N8+ePoHZkHxyrR5FUqgOQhcrNiRggTqjUSdnQeXDlX9tpyBGf+RN6jvCnbX4Yxr4IFsUyFkRt54PnP2PLDfeiiA6uodUxqCXDuAeRsLE5VQXauja1qSN1HXTdTZFsVUoWqzWmbYuVffZberJjSFGkQwgSHHlCm+Vv6K+kz9FaEZXVVquqzIpg91KWPmlRXM5WHv/WHeDZ+/4BtBmeDwtWUtiYhknG5ySjfFaQlJ3I24TiX09MwGgzI5PJaq1gio2PZ3rw5W4cP567ly0medLvLx7oyTsvfg/DIpi6rVTWjxlJ67iyBd0wif/POGpeodzSemhQvcKN+oc/PrFVVMBNx9E8sJ++GG2644YbrqA8C6DDQQiaTxSIRP3cCd9VDu/8Y+AY24rZ5b/DRrFsZOf0J9Fotv3zwMunnE5ArBCY+8gLNu/bh0OZ4zv6xHa2mjLzLl2g/YATjZz8HgI+/9OZl41fzyb18ifdnjKNl936Mn/28uZ/i/By8/QMRPKQ0Dp8A6Zg98d9SnHuVhXOnsTY0lM+Wrue39fF898UHIIr0HTyCR555DYChnSKZcPu9HNq7k6CQUF7/cDGBwY2qzGngLWPZs30T0x+ZR8bFVHx8/RCEygf7g3t28PUnb6PVamgSHctLb3+Kl7dPlXbuuH82P367kAl33Ge1XhRFXn/leXZs24JMJmPuvOeZOPl2np/3OIOHDmfkmPFMnzaVgIBAPvxsEW+++hwnjh1m2LBhlFwr5mrWFZcfZhUKBV26dScr8wrdunXnz4TjbNmyhbS0NPR6Pb1792bGrEdZ+8uPbN++HU9PNdnZWbRr147GjRuz5NvvUHp4sGRZPDGxzfht8wZef+U5rl8rRq1WM2XKFDIupbLj0lZYCDkeOXwpfMmcb+ew+anNZCdmM3/gfHre2ZOBsway/rX1JP2RhK5AR/du3eneqTupyans3LUTn2gfcv6dw4uHX+TQD4f4Y8cfvCyXM6WsjFc/2UxJt1DiMwrY9tE21P5qItpFIC+XU7K5RPLwOaO1DoDHVA3MTAG1ueqSYL/qlgkmg1dDnoHXXn6N0NBQ87b27dszYMAAiwsLmhPWgXvJlhKORXcioG0uk57+ltVbHqXUTnqO2VQ6VYcyVmll7KuMUyLECmx9fyuHfjyETCbDP9yfKe9MIbyNVHFly0tb6B3RG/SQ/Uc2P678kSc+eqKKcXRtAvILey+weNpiAsMDMRYb8VJ7cd+M+xBiBPTJkm+PqT11H7WVr40pFQvgxG19mHjnV/z061wY5c0bo99g7oq5qLtamxi/OOhF5qfPdzomV+aijFNKHkpHNVWujWl7dcF7TYiImvrbWCmGjPbT/cBx6XZbxREG16remY+tx4pg9dlHje9TB+Xha3Lt6gJXiNPwYOlzmlxgrYZxlCplSaqYIFaobGUyGR269Kxddcd2nbjq6U3sIzNJWrKMpu0cq1JdhW16MkiKG1dTuUqemIciJRn/GXdTuPwXUDivOOgM9l5ONKRxtRtVUduqYLUljtxwww033Phnoc4pYKIo6oFHgV+BP4GfRVE8U9d2/2kIjojGaDRwvSCPP9b8ADIZ//52M3e/8hEr3vo3uoo0qMtJf3LPqwuYt2QzJ3dupODqFQDmfrUGgLEzn6FRk2ieXrzBivwBaNW9P4U5mbw1bRi/fPAKyScOAjBgbqqhgQAAIABJREFU6v34NQpl9kfL+GzpenKyM/n83f/w6ffr+G7dHv5MOM7vWzcCUFZaQpv2nVm+eT9devRj8afv2J2Pt48voWFNSE48y7aNvzBszGTztsL8PL79/D0++W413639nTbtO7Pim8/tttM4PJKO3XqzZc1PVus3rlvNmYSTbN97lJ/XbOH/Xnme7KxMevXpx8H9UpWYrMwrJJ6XPHUOHthH06aVRpNpKRdcuCoSysvLOXbkMEOGjSCmWUtKNAYCAoOYOXMmM2fO5PDhwxw9tB+DwUBWVhbjxo3lscce49SpUxQUFLD0p9Xcdc8DLP5SmmPPPv34fsUvPProo7Rv3579+/cTGR3Lr0s3wFgY8vUQ5v4+F682Xox7dRxxfeJ4ZvczDJ4zmAM/HEDtp+bxRY/z4P0PcnTfUQoKClCEKcjMzmTKJ1N48fCLZJ3P4vSx08x4aAb3Pv00yQEBbPRWMvKBb0l5fQNPbH6Cxzc9Tvb5bAx5hkrvGAPmilJgnZ5jC6GJYE7XcGqku7kE/UU94nXprfvs2bPN/8zkj6WwxEGq045BQyjy9WP4I8tRRirM9LVRbjQrX9R91fhN87Nb1Wnv13tJPZTKM7uf4cXDL3LL3Fv4etrX6MqlvnZ8s8Mq2DaWG9Ge0lKysYSyfWVVxmMvJcoEg95QZV1cnzgee/sxZj88m/vuu08ybU7SmxUsBo3BHOBbpmIJYQL6y3r0F/Uc8GzP+QEdGHfPN3g2kSETZOgydLVKD3J1LqJWrFIG3hLO7hETEaE9pTWnKFaX0mRqD6g29alKmpaddD9n81RGK61/BRXO0+Ysx+5KilhdUds+XL22ljCVh4/Z9icdF++1e+3+SgT7SSbVF4tTMVQEuc5SpSzTvWwhiiJarcbchmUqrjPENGtJZHQs8e1ac1nlge+s+0m7cK6uU6uSatW2Q5eapXLJZBS/vwCZRoPvC/+u01jseeXVFLVV6bohQWgUhbrdAJRNWtVIxSMEhYO8gvz7B5aT/zsjSiigp+dFooSCv3oobrjhxj8A9aEAQhTFTcCm+mjLDUg9dYT+U+4FoHHTZgQ2bkJOhvQQ1qJrH9Q+vhXbmlOQdYXA0AiX2lV5efPkV2tJOXWYpOMH+OG1xxkz89/0HD0VgJ5hgQD8mXCcLr36m5U9IybcxonD+xg0fCxyuZxhYyUyZ9TE23n+kXsc9nfLuMls27CKg3t3sOC7NWz8ZRkAp08cJjX5PLPuGAWATqejfZceDtu57+EneebhafQdMsK87tCBfUyacgcKhYKQ0Mb06TuAE8eO0KtPfxYtXMD5c2dp2aoNRYUFZGdlcvlyBsOGVpaZjYlrUe35upiawi39u3PpUhq3jBhN2/YdSUtOZNeOraRfvMixo0cQRRGNRoNcUKJQKGjSpAn+AQF4+/jSKCSEkWMmENOsJW3aXuaPPbsAyLycwX9eepaMSxcpKyslumkMMc1aoo5Tw6+Q7Z9NWUQZAT4BVcZ0fud5rpy9wvHlxzGWGdFoNOTl5OHZ0pOm3ZsS3DQYXYqOM4vPkHEmg68ufCWlxhgMNFEJ+Id68ktGPpuMIqUeAp1v7czlzTXL2LStvGRrDGwJTYLG2pgYkPnI8GjtgSHHgLHUSFJyEscOHmPq6Kmgh9S0VA5sPMDswbNJuZLClsVb0Ov0BAUHofroNu594Tu45VV2TepN4p5EOo7qyOkHTjNvl5RumJOcw3czvjMvm7D94+08uuFRPLykimith7YmtmcsR1ceJSclB51Wx8IvFhIaEsrQYUMRjSLr1q0jPT0dXz9fHvzuQZTRSrL2ZLFx3UZKy0rxDPXkzog7adyyMcseWYZSpSTjVAaxvWK5tUJFYQnb1L3Vq1cjCAJZWVlERUcxfsR4lj+6nKxzWRh0BkY9O4pmXs0wao1s3bqVpKQkvlDLedBPwb+mL+OlMiPaM1oKUwuJ3xpP59s60+e+PlZ97vhkB8d+PoauWEfbrm0Z88oYsx+TMwNsu2OuIdFhS0RoEjRm5ZgzZYqrChZ7iiF76X7a01pJ6SMDY5FRInAsVG4m0rM6JZvtmGpbjctVZU1tK37V9pppAr1Z9+NMbhv9MVeLvDknVChPGkjhVBN4KD3w9vSmpLyE/LJcQrwbOzT2T0tO5LIlcSGTgViZ2CaXy4mMjnXJFNpWYZRxKRW9wcC6CRO49/vvkb/9OixeVut5WfrFabUaKyVTjVKulEoKv11B0KhBeH35GaWzHqnVeG505TJLOCqp/k9EbaqCmYijm8E82q8sGz9NDsWqEIrVjf+ycdwI1HWuUUIBA71SEGRGWnjksrs0jnR9YAOM1A033HBDQr0QQG7UHXlXLiGXK/AJDHa6nyl9C0CmUGA0ODNUqQq5QkHzLr1p3qU34XGtOLJllZkAqhVkMoeb+g8ZyWfvvELr9l3w9vUzrxdFkZ59B/N/Hy12qYuomGa0aNOe7ZtWV7tveEQTiooK2bntN3r3HUBhYT7rVscT3CiU3v2HkJZygZi4FvTsN5hN69fwwTv/BeC9BV/SuYu1z47JAygvL5eJIwfxwzdfoi0toriwgOHDb2Hy7dOsHthX/bSUI0ePIYoi14oKMRoMpCadIy05EblcjsEgMSEvPvMksx55gpFjxrNvz++89/brAHgN8YYg8MCDj0d/zMPxD1eZnyiKTH57Ms1jm1uRMFmNsvDw8uCXR37Bq8gLuSinU9tOZGZm4ufnx8SJE/FuIfLhw+8QLJMxecKnfBwVSPMurRDLLRw/5I4JnYPLD9J6SGuUl5RWQf2e9/ZwMe8i03+aDkB5cTnvDn6Xhz56CM90T6s29Ho9n7/3OXK1HGOZkQH9B9CmfRvWJa1D1lqGeEbkzOkztI1pS/L6ZBY/tpiw5mEYjAYu515m+cerCFr2IFPavIJQVIjs6DMAJE1IIiMhg8gOkRxcfpCed/W06vfaqWuUF5WzcMJCXj71MrlpuVw6eomozlFknsvk1jduZc/Xe5i3YR5ZB7P4eO7H6HV69Ho93t7elJeVc3zlcfq92o9Nezcx/sHxNAprRLYsm/h/x/PIWinYKrxSyNxf5yJXVBVXpuxP4cP7P0TUirRt2ZYB3SX1U3FxMTNmzEDdU832VdtpObAld316F6VFpXx4y4fM/XYuR48fpbCwkIcffRi/sX4YPEvwv3UxnmXlaLVa4uPj6TauWxXy59yOc2SfzGbGHTMQDSIrVqzgzMIztJvdzopckHnIzCqR+iw7bktEmO4Z018TqVDFF6kO6VV204lMX1OiZJiuv6xHiBEwFhhRxirxmVg1/dQW9sbkSPnktJ0apmfVpuJXXa6ZqTz8+LsWUzDtHrJDwlBrSpBHVlXV3Wh4qyUCKK8shxDvxg7JioxLqVZFFbx9fCm5VmxeblLxnb13569OvXbsEUTmPoH4u+9m9tJlaH/4lrJ77q/xfCzbd+QXVxOIAQEU/rSWoJGDMMTEohk5psZt1KVyWV1wNSOFk3s3YzTouZx8lk79R//jSSBbuFIZzBXiqKErjPmVZRNTcByFaCCoNIM0uvzPkkDO5tqxbSinzl6tto1woRhBJn1fCTIj4UKxmwByww03GhQ3rAqYG45xvTCP+Pdfpt+t9yCTyYjr2INjW9cBkJOeSuHVK4RGufYWTuXljaa0xO62q5dSzEoigCtJZwkMk4w1VWpvSkuuA9C2Y1dOHPqDwvw8DAYDWzf8Qpee/QAwGo3s3LIWgN/Wx9Ope2+HY/FUezHn3//h/jlPW61v37kHp44dNFcJKyst4VJqktN53T/naZYv/tS83KtPP9auXonBYCA3N4cD+/bSpZukIurWvReLvlhA73796dWnP198+iG9+vSnZ7/B3H7PQ/TsNxiAMeMnsW3vEbbtPVKF/LFEcHAjXnj1DRZ98Sl6vZ5mzZpx4MABSktL6D9kJAYRSktKCIuIQhAEs8+E6XzZSuivFRcRFtGEtOREFnz4NuXlUrn19LSL0BgG3TqIiMgIruy9gqePJ5rrlSlZrYe25o8lfyCPkqotFTcqRjlIiSJCkn1HNokkPS2d2NhYzpw5w/Xr18nJyaFUW0qBn45zUYFsK9GgQyQk4TInNxzH0vFViBIcBouHVhyiKKtIMgK24P26tOpC3rk8zqyQMj83vbWJXtN64Wf0s/ZXQUpvmP3wbB5+5GFmPzyb9u3bo0BB89bNObvvLAa9gcTERFq3aE36/nRkchkylQxloBJBLZC0J4nd2//kzhAfHtxzgcg9Uipfj5E9+GP+H2guaDi++riVabYuRUfJthJEvYixVFJ/5KXlcWz1sSpzVMYp8ezlSVBkEEFBQcydO5fJkydTVFzEuYRzaK5rSDuVxoqPV7DguQX8/NzPFKUXSdf6mpHWUa0p3WCdtqRL0aE5oSG2UyzP7H6GZw88y6j/jDITIu3at0PdU426r5rzO8+z7aNtzB84n0/Hf4quXMc14RoXr1+k92298RvrJ40xIoC1n07HQ6tlzZIldOnWhV739aoyn/M7z3N+73m++PwLvvzyS3Jzc8nPybcie5TRSjQnNE5TfZyleTmDbTqbqoOqaoqWnVQjR6lPVSq/VZOmpEvRSVXmbDPyKtLvjHlGNEc05hQ/p3Opp5Sv2qRn1Qa1vWZQUR7+3SncFf8jQZHljDu+jbYJZxtglFXhLEXQ00MilEt10nemo6pXtilVLVu3r5JiZW8/W7WLI4WRqc++U6dxffUmfF5/GY/fd9R4rvWRbmULQ9MYCpeuxO+RhxBOuW6YbQlXK5fVJ3IzL5pfaBkNenIzL96wvv8OqEtlMEtoUo5Tdvr3OrfjDH6aHBSi9KWrEA34aXKq7lOWTWThafzKsuu9/4aAo/G6MtfqkKn3Qy9K4ZhelJOp96vmCDfccMONusGtALqBsCyRqdOU8/6McRj0euQKBd1GTGLQ7VKlq76T7uaXD17m3ftHI1cI3PncfCvljzN4+wcS074b794/ita9Bln5AGnKSlj98WuUX7+GXKGgUZOmTJ33BgA9h45izrQxhDQOZ9HKbcye9yqP3DPebAI98BbpTaLay5uzp47x7efvERgcwusffeN0PMPHTamyLjC4ES+98zmvPvmg2Ydh1pMvEh3b3GE7cS3a0KptJ86fPQlI5M3RwwcZ1r8bMpmMl//vTUIbhwHQq09/ft+5jdi45kRG6SgoyKdXn35Ox+nISNSE0eMm8tb/vURGRgZdu3aluLiYF597BuUrLxIcHMKSZVIpdU+1F3KFAmOF2seUanDlSqa5raefe5kHpk0F0UhMTAwFebmkJJ0jd8dVSIXFCxcTGhJK1PUofLx8kCvkzB8wn57/6snAhweSn57Pe4PfQxRFfBr5MGPcDKhIG282rBkbv9pIaGgo3Xt2Z+8fezHoDfyw8gem9JlCdkYB054eznPvbSVYBsHFWhK4SqMLFxg8awbyDmFsmb+FM7+eQVukJbpZNLe9eRtnT58l/UQ6P0z/AblWzoMzHkSplAJLmUzGuLHjWPX2Knxb+3Jh9wWe3vk0YoZI2rY0Nq7diE6vIzg4GFEUQQGLP1/M6OGjCQ8P59q1a5w/eZ5yeTnKaCURERGovFUoUKDyUfHM7mfM5+7cjnNsfGMj15UKvn14FJunfMHJxoEgU3Gt+BpNP2mKAgXrXl1HbmouhZcL6TuiL92adMPDwwOVhwrdJR0b/m8DOck5JO9Lps3QNlWut6gTUVQYqQYHB9OmaxsSzyYiGkVUKhX+fv4UFhbiofRg8hOTJVPsDD0KtUJSmFRUkwLJgFiXrEN/VU/ZvjLUfdVmYkSxXYFvL1+zZ5Eoikz/bjqNW1i/LZV7y/Hs5GldwapHEKWNfLm1sJRz6QkIsQOwhSiKDH1wKB3VHSvJOBufm7oYDbuSOmWrYLFVppTuKrWrrLHdz55yxtnYXao6Z5pLqs6ub5TtPGqrqrFqpw4pdTcSiVO64p+ay+0LlpI4qTNRey5w4dYuDdpndeooRYW/ic4okUOOvrftqVhCwyKq7Fud2sWRwsiy0pYBKPxmGQHT7yJ/w1YMrap+nzhCQ6Vb6br3pPj9Twj812Tytu7BGNGkXtptSDQKb8rl5LMYDXrkCoFG4U3dKWEWqA+DZ31uOtqLpytXNJBRdLEqhKDSDBSiAYNMQbEqxGr7300h5Gy81c3VFaTrA9ldGke4UEym3s+t/nHDDTcaHG4C6C/CezsdmxArVSrufL5qBZ+eo6dapWs9+PbXdo+/+5WP7K6PatWBxz+Pr7Jen5tO16YhdJ01E7lC4GpGCiPGT2XEePupYU+88IbDsQM8+Phzdtd/vmyD+f/d+wzkm1XO35i+PN/aGPrtz38w/18mk/HK62/zyutvVznurnunc9e9UjqSUqkk5Uqh034c+UDs2l/59lQmk7Hn8GlzwDF64u1VgoW+AwbRd8Agc+nhV177L207dDEHC30HDAJg1NgJ+HipOHPyqPnYIyf3Io4RUaFiDnPM641XjOb0IhPGvTyOcS+Ps1rXon8LWvSXfI0UPgpKw0vx7erLuBHjKLpSRGRUJLpTOsLjwml95wjCThhYsG0H+5QeXBgyiP9s246YfwplXBQDHhrAsKnDKNlSwqqfV3H8w+N0vKsjUZ2jGDFsBI3lVR/UwiLDaD2wNZ9P+pwZy2YgeAgQB2s2r+HWObcS0ymGje9s5LzxvBQxCVTqD+Xg4ePB5aTLyOVyOo/tjPcob6ILotG8qyF9RTphvcIwNjbi6efJ1QtX8fL14uu152nfvAWnsrN5dlgflm/axIa1G4jtFEtOcg5z1syhrKiMt3q+RZenu9CvXz+SU5MhFMa9Mo7Nb2/mWvY17lxwp3Te5AqubbuGXqlHppRJ5sdIYw1sHUjJ/hI8/TyRCTI8VB7MmTOHpJQkfvzkR+Y2nWulpDJVkwIqCQgRNEcrq2gp45QowhQoGldW7Gk9tDV7Fu1hyjtTkMlkZJzKILJjJK2GtGLft/toPqA5CkFBSUEJ3oHeGD0V9Ft0N8rZy1g/83smLLKultd6aGs2vbmJrh91hWQoLihG3d66VHttCAmTubdJWaNP1+M9xrWKaE5LzTvp3y7Z4+RYq/0BebAcZawSUSspwfRJlRuVsXVIL6sh6otIamg0//QA2Ro//JqEErPtT7yzrzV4n9WRkaa0LkEuVOvfY1sO3VF5dGdl011Nh9L1H8i1/3uLwNsnkb9tD8aQULv71bZ9S1T3ssIEzcQplKamEHjnreRv2oHoU32aY236qS+ERsbRqf9oM+EDuFPCLFDbymCW0OdnWq+QyRrEKLpY3Zg0ujj0xbGnmrmpCSAn461urq4iXR/oJn7qgPB2bck8c2NUqm648b8ANwHkhtWbJZP0+p/0oOVI5m8PlsGCiegBzESP7T6OYPvm95pBCq68saieUkt1QFzfOLLkWaSnpjN49GDyjuVxYfUFPD08ifCNQJOgIaNJFC0CAggXRWK27WBpsC/Gc2kAJO1JYusbW9EWaSkrKyMkJATNUQ1imVilL5m/DGVTKY1o4JiBnD983kxEleSXYDAaaDO7DaW7SuncqTN79+xl4cKF5OfnEx8fT9sebRn8+GBk8TLaDWvHoRWHuPu7u1F6KZHHy/H39WfFGyvQG/TIfeUMe3oYAKJe5HL6ZYbcfTdnjh7l5YMHWS6KhIlGmnvL0fVpi+Ah4Bvii5efFxo/Df1u74fhgIEP7vkAnUaHrlzHo+sexUPtgS5FR9fOXfl4zscEBUtKPbmPHKGp9BUpXqycu9pXTXFxMQsXLsRgNHCt5BpiiGhdycxCZaNN0FauF50rbEbMG8HqF1Yzv/98RKNIUNMgZv44k9739OZq0lXm95+PQqmgz719GPCQpPi53K85t755K9++vJaNz8Qz4uGJEgGVoqP10NZkJ2bz2azPAPDw9uCeL62N2+0REtWZFOsu6azTqoz25+WK2bGj/qsoQeyQPc7IFKv9ZRLJY6nyKdtXhi5VV2X9jUBNiaQbVY7dsr+cNBWDt+8iKD8f0UfA92ohXllFlIb5N1i/1ZGBWr30WfIUPGv0vV0XuPJ9DlD+r3sQUpIJuGsK+et+A7Vr95Sr7YPjlxWmbbaETW3Lw7tijl3fsFX7nD28s0pKmKPnkn+CUqg+DJ6tSCTAI7pdgxlFF6sbOyRD6kM1cyNR3XidzdUNN9xw42aEmwByw+qhwCS9doQdJzNu4MiqoiHKy9qSMR4eKvbu/NXpm8+05ES2blxlfiN9OT2N4WNurbaCjHkeNm9+T+UfhyugRg1yeO3V12gc2RjZdzIUagVT3plCbC/X0gNie8WSejiVzLOZhLcJR5WqYuelnahUKjp37sy+3/YRKATiZTDgU17OzzodjXTl+F8rIfe3IlY+tZInvn8C5VElO3fslIIsEUSNiLK5EtIwpxOJ10RzUCq7JEMmt28KroxWggwiIiKYOXMmS5YsYeTIkURER6CpSAOcOn8qU+dPRZeio/hgMdpzWjw8PJg5cyYA8hA5qZmphEaH8vj3j/Pu2HcB2DF8CLdtXYP6ymWGDe+I19EkUgfFmlOUxDIR7UUthmADI2aOYOzbYzm/6zx7vt5DRFupgp7uko7hw4YzfNhw8vLyiF8fz1MrnzKTEGHaMMJjwindVYpcL2fybZMJCJCqtL3/8fsIMQJ3f3233ZQoVTcVscQSGxtbJaid9tk0q/Pkofbgjg/vqHL+FIJCqipmI757YfUL6BJ0nBzQgydn5BH2ewrfbijihedeoGRLCd6jvBn08CAGPTzI6T1jSUi4YlKsjFaiPaOtJIHkVYP1mpgdm/uuUE05MlyuCVGljFOi6qxCc1Qjqa9OVKqvANR91Q1G/NQnYWOpttKe0eI92jWlVZ36vKTjYnQs302PJTQ7m76nDtAx6zjNvj5CwkvDGqzf6tRRJeWSv52/KhDvaPVfVq3KEa6/8Cr+qcn4z36Aom+Wgbx+bRadVT2zS9hUlIcPvG0Cvi/8m2vvfFCnfhoK9gyg7aWEuXos8D9JCNWmMpjt8TdDlbD6Us3cKPzdxuuGG264UR3cJtBumB8Kolp2bDCZ9UdvvMCPSxaal+dOn8KbLzxuXv7krZdY8c1nHDu4l6cfqhoAO8NPy74nK/NKlfVLv1vMrOl3mZevFRfTu3NrLqalWO1naerZoUtPEo4f4szJo2zfvIa05MQq7aamJHHnlPFm8ufw4cN8sXAh5/88bbWf6aHcUVuWRpvejSTTPy8fL1RdVQhKgYdnPMys+2Yx6qFRbHh9A7Yw6G2dbSva7RnD2V/P4hXohVwhx7+dP+WactLT04mKjWL/rv0InQSym4bzzeMPUgIo9Ea8CktQ7ryCqBHxDvCGtnD2zwpJrRw8BA80pRrkwRZfG8bKoF1/SY+xxGg2b/UO8kbpqST1oGRseurCKWJiYgAICAggMzMT9HAivjLVTpeio2RTCcYcG/doIPd8Lpu+3ET3Nt0BaDagGWdzzuI9xpdJZUWEGkXuifbFo7AMeUYZJVtK0F/UV6ZmWRjuqnxUVubaVga/MhCNomQerIf8/Hy2btlKjw490J7SEtUkioTTCQAkpyXjH+6PylsifHwm+uAz0ccqcFX3VeM9ttIIuTbBuz1jXFsD5F3TRnBN7c2EX9ZKJa/tGAw7M9g1bTfN2/Kc2R6njFPiPdoboamA0FSwm/5VE7Nj27nIPGR2DZctjY2tjtlYYtfIWdSKdq9/Q6I6Y+qaQpOgqSTaDJhJxoaE5efhakRj1oycyNvPPsce/y6U7Stzeg+ZUN295rBvB+bVRqOR66VSoYJQ7zCHBtB/KWQyij5dhCIrE5//vuLSIWnJiezd+avd3xpbODKtdmomXVEe3uP37Xh9+ZlLY6rOHLu+Yc8A2pQSVt1zie2x6RdOcXLvZtITpb9XM1LsHvdPhdAoCs+WPf/SEvEgkSoZAe3/NmTK3228brjhhhvO4FYAuQFIDwVtIzo1WPsdu/Zi++Y13Dl9NkajkcKCPEquV3pKJBw7xBMvvIFWq0FbXsrZwztdfnv30/LvadW2HWHhEZUrRZFZWZmsTr/E7l3bGTh4GPPffI07774P0aCvovAxyfCrKwtsglwmKV2OHz/OkSNHmP7AA7Rq095qn+reolqqg67rK1LAwr2rBK0lF0tQB0hKhQt7L7D5zc2oA9RcvXCVFw+/yJGfj7D7q93otXqadmvKlHemcD3vOmp/Ne8PfR9dmQ6Ztww1ahJ1iRTnFrPug3WUF5ST7duYN5VK2iFSYhQ5tG4dHTp04N1J7+IT6oNOruPYiWNcSLpA61atiX8xHkEpVJpAyysrOZX+XopYLlKypQRVZxWiVuSOl+9g1bxVaHI1BAUGMWnKJOQhcvoN6MfKn1Zy+Mhh2o5qi6gTKd1VirHIaFU5LC8vjy+++AKdTodKpaJPnz506tAJ3SUdY98ay4rHVvDJbe/QOLuYOXf1p+3q0/zi7Ynf+VywfU6zIBIiO0ZiNBiZP2A+PUb3oFffXggxAvpkiTDKvZLL5298Xtlv3z506ih9PoYMGsL6rev5YskXqPxVTPtKUvFUp0Zx1VjZVuGiSdCgT9eD0VpJU4VgyTDw67t3MfXOzxi8axe7hg+x9sSpRpHjyDTZWGq0e1x1c6ouncdyrrZzEbVitT45VsfY+CvZHYMMiVhy4bzXBXUpYX+zwFKJYywyor+oR+vpaT7PiM5VXTUtde8K8ovzMYpGwn2a4KHwAGqWPnXD4OlJwbJ4gm8ZgCG2udPy8DVNtXLkGVSdmXRNy8Pf6FLwjtQ+oZFx1T4D2B4LMpdTx9xwDQ1dNt4NN9xww40bCzcB5MYNQYeuPfn4zRcASLnwJ3Et25B3NZviokI8PdWkJZ+nVbtO7P5tDblZGbz3+ovk5OTQtlN33l64HJlMxuIF8zm85zfKy8vo3rMP7370ORvXreLkiaM8+tDVd9aiAAAgAElEQVS9eHqqWb91D2q1WjI3vHCeVf7+DH7uKT5c+A17d+/gq2+Wsn3zGi5dusSmTZtQeapp1aYdH366CD9/f17/zysM6N+XkJAQysrKmPvYHI6cTraaS8alNMrKSjl16hT79+/nyafnMfiWMcQ0a8mEUYPp1bsve3fvIj8vl1EjRxAREYEoinzz9SJefvE5BEHJnMfmkp+dwZIlSxg7dizeQ4Lhc8gdmotynhKdTscHH3yA0kPJ9dLrPPjag+Y36RmnMnj2j2cJbhpM1vksjq8+zhObn0ChVLBy3kqOrTrGO5feqTQKNhj5bNJnTHh0AiGqEHYv282cN+egTKvwqNHp6Hr3JN5ft4N7/Py4rlbzxKNPEL8qnvH/HU9kUCRXd19l6dKlPPbYY1bnwlQ2vnRXKYG+gTzyyCOgB80RSaUQKAQya94sSYlTAbmXnNDQUGlfOai6qhjYbCDaU1pQIHnpiFL1rZdeeqnqzaQAY5ERVZGKh5Y/BKJI2MpzdPhkN+riUt7TarlQVs6PAqCHx554DHmwHLlXpXJJ8BB4bP1jVmoNR/2azIM1JzSgB29/b2Z8PcMheVLbgNeqjQQtQjMBfZrempCxIBTsESyyOCXrFs/grnsWUDIkjAtxfSrbr4aYsDVNNndpYZZcU0JDaCL9xNhWCbM9X6rOFeXhbfx9zOOCqqRatFLyVzKRpXb8lapLA7M3lrqSFbYkk7G0qpqtJlB1UJkJQOTSckPCkgzzGuwlVbi7rDeTaLaKqmrJOb2kWqorAZRdIJVfbhHUuk7t3AiIwY0o+HkNQWOGYYiORjtoqN39apNqZY/0coWwMZWHD7jzVgpWbUTfsXON+2ko2BpA14SwsWcenZ+dUW3q2N8RfwURYyo/j9GALjMJdbsBbhLIjb81mgfqiQkwkFaoIKnAHQa78c+E+85344YgpHE4CkEg60o6CccO0b5zD3KyMzl9/BDevn40a9UWpYcHRXnZZGZmMmfOHHx9fVm6/EdOHT1Ap+59mHrPQ7z+f68B8OjM+9m6ZSPjJk7hm68W8sp/36Fzl25WfRZ9uoigCSN439uX2yeO5Ntlv5CdmYFer2fVqlVMmDCB0eNvZfeePXz47pu8+t93UKnV9Ow3BC+1CrWXLz/9XLVqWtaVdPLz8/n111+ZNWsWzVu2sXpQFkWRzTv28eum9Sxc8AHDR49n544dBDUK4Ztl8Zz/8wxTJ4zg4VmziI6OJiUlBf/YQhCgJLFE8tORy3jo7YdoFN2IpHVJ/Dz/Z+aUz8EQYiC6azTBTYMBuLD7Aukn03l/2PsA6Mp1+DSSqr0cXXSUAz8dwKgwci33GpdWX8K/rT/GMiMypcwccCsUCmKGduNH78ZMWbKEr0Upwku9kEze67mgkmEsNqLRaNDoNag8VFIwKgNFiGQqWsUTxgRTEKhA2mbyIDVW/tWlWgSLBszGy8ZSI3IvOYoQBaJWROYhw5BjQJ+ul0qtX9bjPUryhErUNeHc7XfgV1TE0G3b8CkrNysYZB4yNCc0GHOM5mOsyAULFYlVgAsggLqPVDVLCBMcqkR0l3QE5BRQGBhYa9WH7VisiBeL8VimQ9lTyeh6BLF+zSymTPiU0m4hXO7XXNrfDmFkpXyx3G4L03mpSZUwk5pIqEpauKL4cUTMWI5Z1a2S3EGQyJfSXaVW58NeGphD4qseFDvm6nGmJpP16FKqb9ORCkkZp8R7jJ3r3ADG0I7Oue1nqbqKbcpoJdrTWvPnXJ/h2jlwhkvZlwBo26hjrdu4kTC0aEXhkuXm8vDC+XMojx/h+quVRl71WQbeFcKmPsrDN1R1MFfUPq4eW1sy6WbGX0XE1Ef5eTfcuFnQPFDPxJYalAroFKpnbSJuEsiNfyTcd70bAPSNCGrwPjp06UnCsUMkHD/Ev6bPISc7k4RjEgHUsWsvAPyDG9MkMhJ/f3/kCoGWbTuQefkSnbr34diBPTz/8KeUlZVSWFBAqzZtGTF6nOMOPT0pWP4LQwf3ZraXl7lE+/HD+9Hr9cTFxREZHcvt/4rhsVnTzYdFREbTvmNnrmZn2W02LCIKX19flEol586fp13HLqQlJ5ofhseMvxWAjp27kpubQ/8hI/nog/cYMXIUacmJtGrTjrCwCIqLi2natCnHjh0jKlMBrcBwxUDJ2RJEUSSsZxi6SzqiIqIoLS2lpKgEvajHw8vDPBZRFOlxZw/GvzLeaozZe7LZ+dVOZj40E7WvmjXr16DXVES5Iog6KeDWJGhQCAqEUIGsqHDye/Qg+uBBAgoKELRavpjWj9R5A6yCTX2W3q6iQogUrJQ+AAgSSaRPr+xbEaKoVBQIUnUmTaHGTBDZqkUsUbqrFC5WLFQoC8xtAcX+/qy5Y4qZGAIw5BgcBvi2pIgpdU3mIZWBtwyu7aU8mc6LXGFk+jffsHHcOBLbtapV9bYqihaoJF4UIEQKVc6NI5VMfuswtnx1D2Me+JaVGx6jsEXjKoQRUCXYN90TZsUJmFVatufDGRz5/5j8axQhCruKn+qIGXtjFsYKVcgJ7Rlt5fmqJhXN1TL0rsIVZVKV81WNCqnKuWmAFCuoes7L9pdV6d8ZEWo5XiHK4vvAUHdiLS0rDYBu4T1r3caNhmV5+OKPPkO1eYMVAXSjU62gbuXh/4rqYLVBXcikmxV/FRFTH+Xn3XDjZkFMgAFlxYtIpUJadhNAbvwT4TaBduOGoWO3XiQcO0Ty+bPEtWxLu849SDhxmITjh+jQVXqoDwyJICgk3Gz86O0XiEFvQKMp593/zGPRdz+yc99xpt37AJry8mr7FBuFcOHTr/h3Tg4eu3cR06wlA4eNwUOlsvvwKigEjEYpcnPUfmR0DEHBjXjm+Zc4sH8/mzestTJ59vCQCBqFQoFBbyAtOZHcq1mkJp1n++Y1HPpjFxpNOS3adGD46PHkFxSSm5oHTcGniQ973tyDXCY3m+HmFORgNBrx8vNCCLX+oWo5sCUn153kWo7kIVRSUEJ+ej7FJ4rxUHqgUqm4XnidC6cvmI9RqVQYA6XoXn9Zj2gU0ZzQoOqsIqdPNDlxYUz7ZTndWoSxe+NBQAro8oPzUcYpJULFnrFyB1UlpayQqnYJTQRpfwvFjyHHgPeoSlNkIUywCpadwcqs2fTXgnOSB8vN5I8ptUufrq9UHtkE+CZSxDQWdV81XoO9zH9dCdq1p7SUJ+hZ/Z97mLhxLbExBbUKdJVxkqLFXE5ekCqIeXT0wHu0dxVzadsxlGwpsTLoTR/cin0vjmXinYvwzLtu7sNrsBeAXbNnk5G19xjJ4FkeIkeIEhDCBJfOh6lv2+sk85BRslky5dZflAhEeaBcMpB2QF4oo5WVv1AmrykHah2vwV6S8sZCSaa/qJdIErC6xvb8mZxtrynsXcfqSKWaGGZDBZHm4v7PRD0D/D975xkYVbV24WdaJo30UNNIaAIBQu+99w7SVEAFLlYUC9YPC8JFQRAUwQsoINKbSEd67x1SSCFAekib/v2YzGT6TBpFZ/2BmTl773fvMzlz9jrvuxakxacxq/Uss8/T4tN4t+q7zG4/mwXvLWDpsqWkpqYCoE5TmwlZWxNpNoXR9aAExNrtI7dZMnIJAMd+O8btn7TXsOZV2+iPWbtqJfUiqtK1bVM6tGzIxHEjyMvLs9qnJcHlrMxMli/9Uf864W4cG9etKVaspoio5gtA4umTtJo1k4JhI/H88jMEiQmc3rSWuOhbRN+5xehh/Rk1bCCff/oxX838lJSHD6z2aRrXlUsX2Ld7p/71rj+3seC72Q7Fl/vGOygaRuE9YQyoLJsJHNi3m65tm9K1bVMiqvnStmk9hg/szR9//EFSUhJbt24lMT6WY4f/5vTJ43bHXPr9LFYtXQDAknlfceroQbNjZk6fwuBODRnbry3DuzXl83cn8TA5Sf/52xOH8Sg7y6jNhCFdGdevHQPb16dX8xqM69eOcf3akZwY79Ba6HBw1zaHhLifFMR+VUBY+EP2GIkYnUmIpFptZ/mXE8884jJFKAoveQqV9rUTTvwb4aQ9nXhsiIxqweqlC6kaEoZIJMLbx5ec7Cxib9/ggy/m649zcXWnbrNORm3lMm3mgJ9/ALk5OWzfupG+/QcD4OnpSe6jR1hDQfUIplUL4pcJY0jfsZeGTZrj4+tHSmoaYRGwfu0qWrVpD0BwSCiXLp6jQaMotm/dqO/DMO0dgRAXFynBIaGMHj2aFStW4ObmRu16sRbHT4yPJTg4mMuXLxMWFsaenVt5+OA+aQ+SaNq8FVWqBXHr6DUYD14aL45tOoZarWbxgsUIxAKQwLC3hlGhdwXS7qUZ9V25TmV6f9ibxUMWo1FrEElEDHxzIIHCQCpXrszChQvx9vYmOLjopq1Zt2YsnbYUT1dPXhj6gvbNwjKc6tmJpPhJSGobyvxz8Xx68z6r236DWqmmev3q9O3XtyibpxCGmic6zRdRoEhfdoXJ76syUYk0UqonIvIO5hmXhFnIFHB/kE1exQoWs1gMs4l05Vp5B/OKNshqLRmFWpttVFKBZlOYbtrvVQ/iwPcjGPTucv5o+BY51XyK3adbazeHMiysxWAq0Ht1XCt8YlPpN2YZGzdNQeUqsSz2bIEYAy2JZql0ziwOCxkphudJEa8wLg/UgDpFjVqstq1pIzD+11a2jsUSNmWRhbx+vQzmZzjfshRqLs55VMRohZYRov07sEOWKGIUxn+DotJnLfmH+TP9kJYoOjTnEEf2HWFg74HaD0tYFmfP0r04eJjxELVaTb2ABlT0qKy/Hqc+vM+AwcP4ao7292PKxLFs3biOkWNeMGqvVCpJvBtjMXslOyuT5ct+5MWJkwBIiL/LpvVrGTzs+RLHq4MwNQVR8j2k27cgEwoQaDQU7NjCX3F3WPbL//hy9jx9Fuuxw3+TlppCYEXLLkOmcV29fImLF87SpbvW9rxH73706N3PYlszCARkf7sQ36H9rNrDd+rSnU5dugMwuE9XXp40hcTYW3r3y+CQEIJCqrP+j9/x8PSkWYtWZn1Ywytvfmj1s6nT/4/OvQag0Wj4fflipo4bwKodx5C4uPDt0nVmxy/bsBeAHRtWc/3Ked75dI7DcRji4O5tdBIKn8qMJihbC/fiagmV1n7eCSeeFtzJELPlFk4NICf+9XB+8514bIioXZfMjHS69xta9F6tuuTn5eLj52+zbQUvbwYMH0enVlFUrFSJRlFN9Z8NHzWO997+j7EItAlOeniQ897H+A4fSNrewyz4cTnvT5tKQX4+YeERzPthKQBTXn+bV8ePZsWyn+jcrQdgnvZeq35jQKvfUKlSJUaOHMmaNWvo1L2PxdiDQqrTpk0bNm3axKJFixAKhQwapC0TS4yPpUWrNiTnJJEhTscvyo8bK24wadIkKleurO1AjH7zXTO8JjXb1jTqv/HgxjQe3Fj/Ou9gHvK7cv0YwkAh6gy1ftPc8a2OdAvvRv6xfGRnZcyYMUO/6WwwpAkv30mh4taLyD2l/KFQsfLX8aRpfIps1U0gu6Al52TnZHqhWsAoG8MIKttlWJY2s13eWsuDRsGcmt7TbLNuaZNp1KdIm8mAGmRZ5iLAJYWluO+EN8QrLo3+zy9h3Y7XUVRw1R/vqGaLpXIfq+5iJi5XlrRujn7ch54jltNpxG/s/HY0igQTYWmp5bI7W+VAprCUwWKaJWJNI8qmkLCB/Xn+8XzcWrlZJRV0hINRCZuB1lF5lEzZgiOkkhEZJ9LqX9kqgYTCdTHQlRYHlc33WQelVIlnhCeI4fzp89y7f4/hfYcDsGTkEjpN7UTNtjU5u+Ese7/di0ajoW73uvT/rD+gzTjq8GoHru66isRVwsRVE3Gv6E5afBq/v/Y7OWk5eAZ4MmrhKHyDfB2KSaf/0y28j9H1+NrlSwjEWgJRqVSSl5uLt4+WeH1j8gSkrq5cuXSBZi1ak5H2kMz0VNq0aYNSqWT4wN5s2L6XLz+fwd3YGLq2bUr7Tl05efwIt2/doGvbpgx7fiwvTHiV99+eysULZxGLxHz25RzatO8I2NfDUdWtjzK8Bo+++Y78Lz6ham4uzU+d4je5nPCICKMS5tbtOgDaTJ+pk14iL1ebvfbVnPk0a9GKLz+fwe1bN2jfPJLmLVqyd/cuFEolp44f5bW3p1OQX8DFC2d5/6P/o3ObJpy6dAuhUEhebi7tmkdy4sJNbl6/yntvTyU/L4/Q6uHM+/5HwkcMwP2nH8h79T82z8HD+/f05E9sbCznL1ykZ/8RrPzfz4hEIjasXc0Xs+dRrVoQb019hfsPH+LjF8BHsxZSuaoxeTBz+hTadOpB514DrI4nEAh4/qUpHNq9neOH9tK+a28GdWzA/zYe0N8vPEyMMRJ/NsXxv/fwy8I5yOUygsMimPH1AtzcPVgw62OOHdyDSCyiVfuutOnUg2N/7+HSuZMs+34W3yxexfFDe9m+/jcUCjnBYTX4ZM5iXF3N7y0eJ8qCiHGKOjvxb8edDLGT+HHiXw/nX4ATjw0ikYh9F4zTsj+evcjodeMWbWncoq3+teHTvFff/oivv/7arN++AwbTd8Bgq+MGh4Zx8PgF8gFR7B18Rw2hwdbd/LnvqNmxtZ+rx8HjF/SvP/h4ppk1/KPMND6bqdVx0Ok3vPTq64RF1KJXv6I4KlaqzPHz1wHo2X8Y9Rs1xcVFyuXzp4xEP2d82gOv3t58dfQjXCNcmXNmDvnH87WkBRT7CbwpMeHWwg3lfSWKWIU+A0YRo9ASN4XCx9JG2k3n/fAwtqyfhM+dhzT66RCR/ztKnXVnOdi8vWVx4ML4ZFdkxmVeGaoijRdTYWWB5TIsqwLLMQq2De/Pix/9SFb1AG4Oa2r0uaWNtiUb65KspS1Yi/vca53wiUmh18SVbFs1AY1YVGICwhFtGB3poc5To05Xa0kTAyJNEadifdt+vLB0Oc2m7+D4tJ5F5wZAZtkdyzSjRlcOZLGMyp7OTrgEj1624zRbXxvj6zJ6LJ0TU6Fos4ywUn4Hys0yXgVCb6HdPs10q8rAFSwtLo3Z7Wcjy5GhyFfw1p638JB7IL4vRuJiPs+s5Cy2fbaNdw68g5uPGz8O+ZFLOy7RoE8D5LlyQpuG0uejPmz9dCvHVx6n+zvd2fjeRpqNbEbz55tz4rcTbHh/AxN/m2g3NrlSTsLDBAAG1h5B4qUi5yyVSsX+vTvo2rYpDx7cJ7xGTSNSJfleEtt2H0IkEvHR9Dd4lJUBgFgsRlJYqjvj0y+5cf0qe4+cAbSZOIsXfsevazcD8OOC7xAIBBw4dp7bt24wcnAfjp65yv2keMf0cAQg79CJhKBlbF/+Ey7Z2aTcvk3VqtX4c/Na6kZGGbXzD6zI2k07cXV1JSb6NpMnjGXXwRPM+PRL5n4zk949u6NUKslv0xqBWMrCJSsAbTkcgJe3N/UjG3D8yCHatO/Inl076Ni5GxKJhNcnjeeL2fNo3bY9s7/8jP8uXsBXv29mXftmFNy+yag586kw/S1tRpDQWCGgYuWq3Lubh1KpRCQS4VnBi+DQMMa99DIenp5Mfu1tAMaNGEinvsPpM/h5tq37je9mvs83i1fZPc/WUKteQ+5G34Kuxtb1DxNjuHhkJ2qVkqToa2TnGJdBpqelsPKneSxYuRlXN3eWL/ova1f8SP9hYzn+915W7zyOQCDgUXYWFby8ad2hG516DqBDN+2DnC69BjJ41HgAFs35jD83rGbw6Aklnoc9PC6HL6eosxNOOOGEE04NICf+Vcj58DNUQcF4T5kAasfsmYNCqiMWa7lSoVBIUkIcVy+eZd9O7QahbaceDln3tu3Ug+ZtOhIZ1Rxf/0Aio5rr20mEhZv19MLNZXVJifUzTDVNQLvBV6epkV2Q6Tewho5TiliFkc5HZo2KHJwzlEUJ33BqWjczK2uBl6Do6mGJRlYX6a5ImxhogQi0ujaWCBtLuiI6AiQzXsqqIc/Tbvom/BZdNYrV8FidBo1hn7a0SEzbFBcW4xYIODhnKEKFig4fbgKNptgaL/r4HGynTFJqy+00mOnqKOIVKAUSfn/+eRqcv0i9XWe156aCColcbrVv3fdI6G/wM1EovG26Zo7o6Oj0hbye98Kjl33NHUm41sIdQ37DwbUzPS+mmkQlLZky1Vwq6fdGH6cDcVn6XpuutSPfY2W8EnWu2uIxuhKwj899zMAvB7L2zbVIwiW41HFB6G1+mxB/Pp4abWvgGeCJSCyiydAmRB+LBkDkIqJej3oABDUMIj0+HYC403E0Gap1amw2ohmxJyyXzJri/K3zKBQK/N0Dqe1f1+h6LBKJ6N6zD3uPnOHSrQSeq1ufRd/P1bftN2AwIpG2BtXH158atetRr2ETuvQaqCeA7OHkiaMMGT4KgJq16hAUHELMnVsWLdxtISyiFg1ffBVNp66g0ZCb84iEuGj2/LnJSHtGqVAwefwomjeoyYvPD+bWzev6zwry84zIr5xH2RbH6j94GFs2aculNm/4g/6Dh5GdlUVWdhat22rLnYePGsuJY4dRhVVnxIYdvLF5A+LLF5Hu2434xjWzPqsEhdKl10DqNWxCkxZtcfewLB595vRJehRm+fYaOIKLZ0/YXBe70FgWhktNvotapV0LtUr7YMYQl8+dIu7OTV4Z3oNx/dqxa+t67icl4OXti0Ao4OsZb3Bw93bc3CyTyXduXmXS870Y3ac1e3ZsJObOjdLNwwZ0WTmKpJvkXz2MMjWh3MZ6UlpCTjjhhBNOPD1wEkBOlAqdGwYBkJwYz66tRfX5504eYeb0KXbbZ2Wk60Ub+7SqTb+2dfWvFXI5Lw/vXrYBC4VkLVqGKCkRz68+c6iJzqmlXsMmVAupjrpQNNORm35TxEXf4uLZE2SkpXDx7AlOHT3IkQO7eJShFbYsiCtAfkmuF2UuqTCt4QbYonBuiAQ0RaSOJbFXgIJkATnb880sySVhWmtqXXzS+sZZCC51XPQxuLV2Q9pIitBfiLSJFLfWjqfRG4rdpvhXZOOAwQz6ejXS3+KNYrW0MddtisFcBFgRoyBnSw65O8tuM28ItUTEn8tfJOjwHRr9dKjEBIRDBIHh+VWbZ5Ho+sj19GT1uFF0+W0nYcl3aZJ2ja7799rsWxIuwa2Vm5G4tzJBaXHNHBUHdvRYfZaazODNEpI3ZSX0XFIir6RxWSOcjP6+HSClFDEK8v7OQ1OgMTpGEaOg4ESBkXV9/V71iT5eSOaIRWjUGv3fkjxTbndOIokIgUAr2iQUCVFZERl2FEcuHQGgjr+WVDK8HteNbIyXt7bk627MbapVqcyBvbv0bd09itwARWIxPn7+esJeVmD4xSo+DIkoRy3cwyJq4eXtQ2BgIPfu3QNArVIZ/Y7M/vITHmVl8NKLLzBm9CgU8qI1d3VzNyK/PCt4WRynR69+HNi7m4yMdC5dPE/b9p0sHqeDsk5dvT28onETXI4cshp/2049zEq6yhO3rl0irIb5A5aAKqEIRYUPZkRiKvgYl5FrNBpatu/Cym2HWbntMGv+OsH7X8xDLJHwv40HaN+1N4f27mDayyMsjvt/707i3c/nsmrHMV6a8o5eh7A8YCkrp7zgFHV2wgknnHDCSQA9JrSvVf42608SyUnx7N62vtjtvH399Ddog55/iZEvTta/lri48PMfu8s+WFdXMlatx3X9H7gVps3bg+7Gt25kVLFv+g1x7fJ5vY6CWq3m/OljXL14lthr2qe8Ck3h5q1QlNnRDbUl6DZtAheBGYmgvK9kxO9raXihqNzNdEOr21ia6f4I0IrWgj4+t9ZuSJsWkjxNjUke3UbeMAPJ0fhNBadjwiM40Lkzo1auQny1yA3GTAz5ssxoU2wYq9G8VEVtHM7KcTBrSO7lxpa1L9Pk+32EH7qGuJrYpuuVpTHAtoMVGItwW3ptSDLkj6vOX8vG0Xv8cmS1vQh/eFebpdVIiiJeYXFOhu3FQeKiUr8yIEBsweicUuTwZqqP5GgGV3EIKqt9lFEmkaNxOUI4lfQYPXF0XY46pygzKPZELAFhAQD4hfiReCaRR38+IuVwCvEX41HdUxHSOIToo9HkpOWgVqk5t/EcNdrUsDnPsOZhnNt4DoAz684Q3kpr031p+yW2/d82i21y83NJeJiA1EVKuE+R9pnuehxQUauTptMFOvz3fjQqhUU3p+CQUC5fPK8d88J54u9qSRePChXIeZSjP077ushUoEWrtnr3reg7t0hKSCCiZm2kbh5s2rJNn1HkqHhwUEh1GjZsSEJCArdu3UIoEhEUUp3jRw9z49oV7icn4eHhgVAo5Ny5c3oCzaNCBdRqjZ78atqyHUKhZQcbD09PGjVuwsfvvU23Hr0RiUR4eXvj4+3DiWNaQm3974XmB2o1/u2b4770J+Rt2iE5cRyXg/scmguAp6fxejVr3pI9OzYAsGvrOho2dVwc2hAajYY/VvxEasoDWrbravZ5xaBwGrbtpXcM9fKtaPR5g8bNOX/qKEnxcQDk5+WSEBdNbs4jcnMe0bZzT9748CtuXbsEgLuHJ3m5RfPIz8/DP6ASSoWiRPc2xcHjzsoRBwTjWqv5v5r88cp/QFDmFbzyrTvvlSWCxRk0d71LsDjjsYznhBNOOGELTg0gJyzCUFyxYlC43eMXzfmcuOibjOvXjl6Dn6dewyb6p5PnTh5l3hfvaw8UCFi8egcenhUciqNzwyD2X0zk3Mkj/Dz/ayoF+HH92lX6DxpCnbr1WfrjQgoK8vnfqvWEVY8gNTWF9976D0mJ2hTq//t6Ls1btjbrVxMQSMYfm/Hr0xVVcAjyQlFPQwhyc3Fd/zv548ZD4RNt3dPna5fPOxS/oxCptTd/coFcq5fjgBOQLR0SI3FZsVbjRyPX6I/PP57P3q5deXH5cjK9vblbvbp5eZTJBlwPgdZi29QZyq21m8XsHmvW3fZgKnarw7kmTfDLSCzbkN4AACAASURBVGfIvFVs6f4fVFKxVhflityyCLXJmBbn5eBm3p4mjyJGoc1aQqvN8ijcn82zXmDQlGWkjBnD/ZCqdjVbLI1hTfMGMMresPQairRxKp+KxffOQ05O6067T7filp6Lt0cBKaeFFudk+D1z7+iuJeUMXNfKggAxnLfhd9pMy6rQ4c3w+Cch7FxWzlYOjWdFW8lorRwQUbdEXBn+HWSkZ/Dt0G8ReAgQuYgYMV+bFVG9RXV8vH34Yf4PBAYGUqVyFZQPlXhX9qbvp335of8PehHoyN6RNucy5JshrJm6hv0L9utFoAFSY1NxNRBL10MDKZkpAHQJ7Y04y/LtypaN69i/5y/y83Lx8vJi4MCBFjMz+/QfzLrfV9GhZUMaN2lOeA0toeTn50/zlq3o2KoRnbv25INPZiISiejSpgnDR43jxYmTeP/tqXRqHYVYJGb+oqVIpVIePLiPZwUv2nbqYXPepgiLqEXvgSOQunny++rfOHT4CL/+toq69SKZOetbXhj/Kq9NGs/FixepVauW3tSgbr1IRCIRE8Y9z/BR42jZqjXLlvxA++aRTHv/Y7NxBgwexssvPM+G7Xv1781fvEwvAh0SVp15i5aCUMjcya8huXyBqbduIXpwH9GeZG2JtIkOkE70+uHDFP173Xr14eVxI9n15za+mD2PL2bPY/Ir41m1dIFeBLo4WDj7E/63aA4F+fnUb9SUH37darVcr2JQeNH9yUnjUjO/gIp8+NUCPn5zPAqFNotq0tsfI5W68v7UcSjkMtRqNa9/+IV2Hn2H8M3Hb7Nm2Q98s3gVL7/xAeOHdMbHL4C6DRqXawZQWTp8OWEfXvkPCMs4j0ijwi8vkTiiyHaz7L5XFggWZ9DePQaxQE1Nl1QO5YWToHRMAN8JJ5xwojwg0Fipry5PNG3aVHPmzJnHPm55YeBS+3N52jOAWlctis9QXFEoEtOwbS+rJJAhQbNq6QLm/rzW7Jh3XhnJ2FffpGGTluTl5uAiddVn0Rhi6fezcHP3YPTE1yz2/97k0Rw5fRkfXz9aNqrNqLEv8e6Hn/Lz4gXE341j5qy5TJk4lhcmTKJFqzYkJsTz/JA+HD512Wws3Y1s3Qcp1P74fdJ37EVVq47xQTIZ/l3bUjB0BLlvvGPUVif+KRaLi/X0Ny76Fnv+3IRapUIgFCJAmwkUK4xlhXoFNQNq8lLVl2xuLo3InUJNHVPiJe9gHvJLRaUDLg1cjEiE/GP5yM7ICIuJYciGDax8ezx5A0KMBHQFLgK9rbgOAk8BmpyiN8ShYm3JkaPxGjia2YMiRkHu9lyLn4mDhQzfvAGlm4Tdi0ejiFWSuzNXm9EjAmFFIerkIvbIMCvJKB4hiIMtOy8ZroOOPFPEK6yuqyJGQe6fuUWklQg8emnJgojfL9Bz506WTpyIrF2gTULH3rmzuE4Orq93bCqtZ24n5MBNskP88I1O4c+XB3DBt57ZeNb6LUsRZHtzsDVWcdfpWYXpGlhaK8DqOln6HlvrxxEy2RpBWNLvwq+v/sqgLwfhGWCsKXMp+hK/7PgFD1cPzr0Uh5fU22ofpbkmlxS/LFlEtaBgx63XiwF77mLlOV/xuTN4fv1/ZK7dTFzsHX0cgMNjxqVYvm7/m3DsXvqTDuGJ4NCtp3/eQZlXCMy9q3+d4hFKok/9chnr0rWHNHe9y3PSh/r3rssqcqrAsnOdEyVH8lVz7TInnCgO8ne9Y/+gZwgCgeCsRqNpaukzZwaQE2YwFVdMTb7rUBaQNTRo0oLvv/qIHv2H0bF7XypWsSweaQ/PRTamUmVtanRoWDgdOnfTvl+3PkcPHwTg0MH93LpRJJqZ8+gRuTk5eHgWjWlk6y4WM3LK64QW2sNrAgKLBpRKyfh9E/7d26MMq45swBAAi+Kfjt58h0XUolvvQUY31YnxsQRVqMWKIysoEBYUPZ3HActtDcjOaJ9MGpJA9rICdMfG+9fgb9+ejPptDX+MfZPsGIw2e+IIMcpopT4ryaWOi1aXpdC2WpmghLv2MzDE1bSXGnsW14aQhEuQNpWakVCIQdrQjd09RjOk/0Kaz9mldSkzsAw3JH8AVCkqo37tZXEYbXoLIb8iR9pYWuSgZSljynDYQrt7gYuA6/Xq4puezqg1q1k7cKrF8YqT0WG6To5mpWRVD2DnLy/icS+TyOXH8Fuwn0ZHz3FhYD3zLBMrmVvW7M1LQwZYKuEzzDyyOG8H18kaAfKswHS9LZ0XqyVkNsgbR7831o4rqwyssT+NNY9bqWDbUW1Z2Actv7BJ/kBRZqYt0qSsMf4V+xp3JUVYRC2bcyjNb5A9KBs3JXPdVuPfyasXqRIUWm5jWkJxs5CfFujiVkr9nJk8TymypYH45SUi0qhQCURkSwPtNyoFkpVe1HRJRSxQo9QISVZa1u5ywgknnHhccBJATpghoEooSdHX9BlAAVVK96Ri3Ktv0bpjd44f3MOrI3vy3S8bSnTjaJgGLhQKcZFK9f/X6SSo1Wq27z2Cq6uFkoJCmN48/109guFDh+M7agjpW3eDQVt1tSAyVm/Ab3AfMqoFo2janKCQ6ty8etHIyr04ML25D4uoRVxmNByBnEc5djdVkhAJ8styI1JEdtbYxtvW5s5wo+7W2o07tCNQlE3fMcv47e0XjTaXQnchHn2M+xFXFjtsr25WilZMy2q31m768Uw38Epg26qJDO8xj3QPX86Ia1u2nUdLVCliFEbrY2uzaig+rYdaSyRZW1ejMjQAkVaPR3ZeS2Ada9uGQFEW/b9Yo7eHN10j3TkvbplRcUmZ3Ko+nPiwN6emdUMkVyG9rEERq3Wf0x0ncBEUraUDJYmlIQOMyBwhKBPtE4slJvIeU7lYeaE4BKG98kt7fwe2jitpaacj2Hd2HymZKdT0q8PYyJdtHmuYLVPccqxnFaX9DXIEpr+ToNW9szempeyf4pI5phbvtrKQnyYYxo1Q5BRZfkqR7VaJOKLwkqWQLQ0s1/IvgASlL4fywqkiziZZ6eUs/7KDYHGGc62ccKKc4RSBdsIMpuKKjtx4aQUUcyx+lng3lhq16zH21Td5LrIxd2Nul3XIenTs3JVflvygf737z60cObDLSBQ0KKQ6QgNtg6SEOK6MGGXVHl7ZMIqsH37GZ8wwRHfjjFxoyir13t9N+wQqpyDHqqCroTCwtIkJkaKxbONtmhlg5Bi0I5f8Y/kAHP+wF4+q+dDvl00gLJx/4ebSzFLbAXt1/Xhl4Jpk6CZmOp+8Sl5sXfMyneZvo1alB+a28zqoiyfybCo+bSkeM2IuXOuMJg4VIwwUIg4So7irKMpMQsCOPr3hoZy2Uzfq2xmRTQYbaVtZHY4IHzviDqWWSshLEZmJdOsduDRoywwb2c7cKu15NhKaDhY7LM5tT9jZot6TNaHkYghKl0U7R9s6YgNvDeUhWl3efd9Lvcee03sAmNV5IS4i63btuiyVqxfPsm/nZoviz/9ElMdvkClMXc7qRkaVaEwdKZJw6xIXj+zkYWKM3TaWspCfBRjGXd5uXk6UDtlulUj0qV/u5I8OCUpfThWEOgkNO9DpJT0nfUh79xinaLYTTpQTnASQExZRMSicus06OfzUrUbteohEIsb2a8ua/y0y+mztisWM7t2KMX3bIBaLadXe3NGjrDDzm++4eP4snVs3plVUHRZ+943Z5iAsohbVDJ5eqlUqrl29qLWHT0ywaA8v69mH3DffxWfEAASZmXoXmrK68fZ0qYCb2B2FRkGBqED7ponoq6mrFYZmTyIHRYxNy8fOFrpyCYXs+WEU3hmZdL971LHNpQMbUYvisxY2vaXZRKc/V4VdP42l/4zfqBqci1trNzx6aokY/RWuGBtU2WWZRfFpRPYzmCThEqSRUtQZ2uwodaoJmZguYG2voQQdvEX9rw5oyaZEQ6srK0RaoW199ppsh63rHSVlLDpEmXxPLAlLG827DMiA4hCLDvdpGJcOFvp0hCyzhJK2c7StIzbwtlAcsqi4KI++lUolv+76FZVaxdjIl2kd1N7m8ZZKoUqKuOhbZg8LngZIzpxCeN+cSCjr3yBL/ZsSPiUZsyRkjqnFe2mzkB8XDON+HG5eTxueBf0fJ55uVBFnIxZo75vEAjVVxNlPOCInnPhnwlkC5kSpsP9iIgBiiYSFv261eMy0T2bb7edhYgytW7Uwu9HT9d+4RVsat2irf3/jjiJnk6pVq/DqpMnERd8iLKIWP/1vNQBHDuzi6sWzgLlmQd3IKJIS4lAXlo4lxccSlxSPYPUG/Lu2Q1W9BvmjxxnFkjdpKqKYaHxefJ6MdVtBYn/DY0/MUweBQEBlz6rEZt5B2VaJS4aLsd6GySZdftO4BEwcJHZoA2ZWPqYpyjhRuUrYvmoiw7t/x6Ooilzv2MJ+f3ZKSEzLdACzUiGj9y7LLYpa24IiRsENQTDuL/eg/8gl/LHrTQgvmWCxpewfcQ0xQnfbQtdGfZiQJ6aQubqy+vlRTFj2C+kSL65JI4rGCjY/j4oYRZHAtSHslN04Wipk7bjy0iGyBd35MnWtK0kfura6uHQlhAIXgZnGVqmc6kpYBuVI29KWWZWHYLchHC0hcxRbjmwhOS2Z6j41+LTdN3aPNyyFEggEuLgUr8RUB1O9m8chIu0oxJcu4PXGZNL/OoimgmPumWUFe1pEjqAkJeW6LORnTQPIMO5UpwaQE04UG069JCeceDxwEkBOPHGUpt7f1o27LZ2EsIhaVAsOIyEuGtBqByXGxxLWqZZNe/hHX/8Xn1FD8Jr2GtnzF4NAYJXksRQbaJ9au7hIkctlRkLQfmJ/YrnDI59HBDUMMhrXVF9Gk6vRZreosautk38sX6/v4tbaTSvsfKdwV2myuc8P8GTrmpcZ2n8hj4L9SGxX02q/JdlcWs1KMclKMtQzsjWOocbLCbf6+LZJpffwZax570WEEW7GG3yw26cl63mhu7BY7lJGhIoOgkJB7TithXqWny8bPxrLsJkrSB81mvsVq1o9j4p4hTn5A3aJmdKK/JaVDpHRXBw8l8Vxi7PWh6HWjz3h4uIKb+vnbKGdo38Xjtq3FzcuIxe/QsH2Z0H36MyNMxy+dBiRUMQPPVfg4WLbLEB33Q0Jq0Fs9C00GjWXz5+iYuWqxSYtiiuq7CixXxbIf+llJJcv4jN+NBlrNoIFB82nGRWDwgmrE8WDxBgqGdq2O9DuWSF+DKGL+9/qAuZEES5de2j/ICeM4NRLcsKJx4Nn607CiX8kSuM6ZuvG3Z4zTN3IKJIT75oRRKpadcha9hveE8aY28OLRGQt+w2/Xp3w+H4uV/v2t0pAmcZ27fJ5/Xg6XLt0DgCNRoNGoCUp0rOt3Diqjf/viAW7zu4dQJYmQ35LriWPwKq2S0btyuz8eRy9Jq5g/bbXyKhVVCNf3M2l6YZb2siyi5ZpVlL+8Xx9H7bEhU0JpV3NOjLk7Fp6fLmezcMGIY1yNYvTVp+SEAnyq/IiwsVKSZYt6AiV/OP5qNN0jJ2WSJI2KnI1i8uvyJ4PBjNq7lpWfDGJgsYBVsvojGISgDjEsnW94bpbctGyRk5YIm/KOrvDnlB0WYgK2+vDlrOZI4SX6fo5kuFWXOKtuMeYxqcn0QzF0MtYpLmscff+XdbuWwvAVx2/J6pyM5vHG5LrAoEQjUb7d+aoO5UpgVMcUWVTYj8yqrmezC8XMkggIHv2PHxHDKTC+2/zaM58EAjst3sCiEvJNRN8fpgYQ9yN86hVSuJysvAOqPxMEjvFgZP8ccKJkiNB6eskfpxwopzh1ABy4omjNPX+pkKVpjfuhpoFphoPhhoHkVHNSYyP1X8mb9+RnM++wnf4QASpKUh3bsftlyUAaDw9yVi7Gfcli9D8/ptVDQpDsWndv4bkDxQSPxrtLs1H4wNAalaq2TzN9FsE2mwRezogiljjdppsTRGRYEPbJbF9LY5+0o/+I5fglqoV9zbUI5GdNRcutji+yYZbI9fo9Xl01vCScIlWuNlgT6NOU5P7Z65W9NrEHjzvYB75x/LJO5indaoyuIqp02HTgEH4p6XRft/f2vnb0rcxiV0SLsGjV2F8oWI8epcsa0ISLsGtlZuZlo1GrjHalF+r+RwXp7RnxPe/4h5oKc3HQkx9PPAc4GmTpLCkG1MavZqygD1NojLREbLTh63P7QpKO6DHY22O1jSuHNHycVTvByyUH+r+pspApLk0Ol22kJqVys/bfkahUjC6/gTGRk6028aQXNeRP1D0G2BLz8eScHRxRJVNif0LZ06Uvwi1RELm/1bjcuww7osXlM8YZQBLgs/PqqCzE0444YQTTvxT4cwAcuKJICsjndfGDQAgLfUhoMHDw4P01FQCK//Kmr9OmLXx2f8XomYNUYXX0L9nmuVz8sQJlvz4A1/NmY9arebNKRMRiUS8/tY77P9ri1mmju5G31IWT/7ocYhibuM7eig5097H7Y/V5I9/BQB11WpkrN5A04G9uDF8GPFVqlh+cqx7UisQEBBYySwDyBCBwkBQQ0pGitlnRqUgAq0LmCMbQqGvsCgLxQIELtafJF8b3QLv2FT6jlnGxs1TyLO0ubRjEW6thEWZpC2FUiYp8ejpobd7N8qaUYMmx4CgEmnt3DHcP4hB6C9EnVKUaaN0ceH3kSOZsGwZWc8FcLFafaPxlfdtiy6XVeaLtewN0/U426Ez3jGp9Jq40sgevqQxWctyKU/bbkdgr5zJVraLw2VVdjJmSqNV5Mj6WSsJczQrqLQwHb80WkqGKK85ZOdm8+PmH8nJz6F9SFe+7vQ9AgeyWwwzdnQQCIRERjUHLF/PdbCWNeqo3o2p7lBxs49KCo23Nxm/b8a/RwdUYdWR9e5XLuOUBpbInpJoAD2tKK6dvRNOOOGEE048jXBmADnxRODt68fKbYdZue0wg55/iVETXuOPvef5dftRhELzDcDDxBgeXDhOhf49EKQaEySWnEk0Gg3T3/oPSqWC196cxunjh6xm6lhzkhFkZpI3/lVU1YJw+2054ssXEeTm6tspG0aRs3gZozdspFmVIKONhq7kSycyrVapkMtl+qfMFbx9jObgUcGLvu2GA/Ag44HZ/I0cd/p4OCySLHS3/Sduz91JZw/f7T+rkQSJjLInpE2kRg5AljIELDkFWcuSMMuaMZ2Ln9DcnUtZOEddm8KvTm6FCqwZNYpuq3bq7eF15V+yczKbcy5LmGZvSMIlSBtJEfoLi8rvBAIOzhmKUKGi/YzNAPjduI/fjfv6foqTfWHNeU2dpS6RK1pZwSHXOAvZLsXNXLKXMVOcjBqjdg5kKBXn+14S2PsemI7v1tqtRHM1G7cM56BDTl4OizYtIjUrlciKUSzt8zsSkWNx6oh/X/9A/XsajRq5XGbXGcxe1qijY9dr2IRGTVuVqq/iQh0SSsaq9Xi9PgnxhXPlOlZJYCmbVyeMHFyrQbH0/Z42lMTO3gknnHDCCSeeRjgzgJx46qBSqfl6xhtcPneKwEpVeOfjL7hx+gCpEpiem4M8sgYuDRrx3wU/UdNQn8cAH01/i4z0ND746DMO7NqKUqnkzp07HDx4EJVKRZ26kUQ1a4OHpyc5uXksX74cmUyGh4cH37XsAMCs3p35Ivo2R12khMoKCPLyRnL6BJnNWjJj+pvcuH4VpULBz7370e27uSydMJlPZ7xHbm4umRlp9OzRnXXr1iGTydBoNLw57T1AuwEJCqnOnh0bUavVCIVC2nbsTuXQEASHBKRlpaFQKiAeM72RkmxaDTOHjFypHLGOL7SHHzzgB9qv3cuh57sbOSrpYrOk9WP4uZHejI1MEN0GVnZZhjJeae6iZTqHQuFkaaTUTJsopWpF/vxqFP1n/Mb6Ha+TGR5IzpYcMy2lx+mspIhR6OOTZRWJXaslIv5c/iJDu35Har1PSBYIiEzP5VNfD9wruKPOViMRS5g4aaJNvSVdXNZ0aRBptaNM9YM2frCRi1sv8unlT4vKFWVKloxcQk5aDl3f7Er2g2xav9AaF3eXEq3T7rm7ubDlAgDJ15KpUldrkdxidAvELmIkbhKaj2xu3s8TzlzSoTii2o5+34sDR7Nwylq7CcpuDjo8ynvEok2LuJ9+n1p+z7F64HYqSIvn9mKavWlIwNjS87GnDefo2Lp2FStXfWyC0ADKxk3J/u4HfEcNIW33IdRBT95pKi76Ftdu3iKgSqhF965nVdBZh4eJMdy6cKzEWoVOlB5e+Q/wkqWQLQ0k262S/QZOOOGEE05YhUCnP/I40bRpU82ZM2ce+7jlhYFL7c+lfS2/xxBJydG66pOLb+n3s3Bz92D0xNdIToxnWNfG/LLxALXqRjLj9ZcIrx5KUEVfVqxYQd/evXn3/AVipG7MUCpZv223UV9rV63ksxnvUrN2HTZs38vJI/u5evEsubm5rF27lqmvv0m7Tt3Zvm0LcpmM195+j8F9uvD6m2+TkZZCQmISiYlJfPfDzwzu05XnQkL5tkkzhN/NxjMpEVm/gUyvWYtatZ9j6IjRZGVm0rtLa8516EzWscO0zcri51XrOHl4H0ePHkGpVNK+fXv8AiqS8iAZkUiEWCw2cgQz3Di0WxHJnYybvNHuDXyP+xbLEcmqs1Xh++osNcq7RSUT4lAxngNsO+3o4Jaaw/Du33Hqne5catnYyK1J2kiKIlZhXGpmUB5mKXZ7sepKtXSCyQgL+1Shd9SyZs1u2ne9FcdpsnA/f+x6k4e7VEXlYoWQNnW8TKa0TlV5B/OQX5LrX5uegwrxaQzvOZ9T07pRb+YOXpnWnZaRLY3auDRwMXMlsxWX6Zim7dVqNTMbzcSrkhd9P+lLzULnt7jTcWz/eDvj3x+PJETCV4O+Ytr+aXj62//O6OJRy9UIXYRm6zQ9eDqzE2Y7RKaVhTvYk0ZZ2LHbO4/lHYNhe6DEfWU8ymDRpkWkZKZQ068O64bsopJHlWLHo4MlR67H6dL1pOC+4Fvcfl/1ROzhDWEoii0UiZ/pLB9LMHQp1cHWPP+tAtCHbpXfvL3yHxCWcR6RRoVKICLON+qZIIGcLmCPD8lXrz3pEJz4ByB/1ztPOoQyhUAgOKvRaJpa+syZAeTEU4cqQaHUqhsJQJ16DclKf4hCqSIhIYF1Gzbwl6cXbkmJFLhZLoOKbBjFnds3OX/2tF6vITExkdTUVH5e8hMrli9HrpDTtFlLom/f5NrVy0x/+3W9IHNY9Qh9X71GjiG/QyeY8CrvhVfho87d2LPkBzav+53v587CxUVKgUzGxYmTCDp1gv+5u5ORmYZGo6Zq1aps2bIFtVpNh05dEYm02i66sgTTsjWA+oENuZNxk/iYeHx1LggOZD3Yyg7QZQQoYhR67R171vGmMLSHT5nqzh1NsD42PUmjgwPuQ3pbboPyL0tzEPcRm5NXGtvW7KYZEFdfaIVPbAp9xv3Cby+OhYICKj54QEJoKAJvAzezy3KEAULcWrhZJyNKmY1i6uilTFCSfywfjVxDg6uXee7IJc683oWWX+9EKVdRMSNPn33x5edfMuPTGcQ/jGdP3z24ebuRfC2ZRgMb4Y8/R9ZpCceRI0fiEu9CTkYO6z9eT2ZaJpo8DT179CQkPMQse+POkTtUrlOZqEFRnNtwjprtavIo5RG/TviVnJQc5k+eT1STKLKTs1nQZQGegZ68tuc1buy/wc5ZO1HJVfiH+TNq4SiknlI+b/g59evX5/b527Rp04bIyEiL62R4vnct2IVnA0+6fdqNBf0WEBQZRMyJGGS5MsYsHsPufbtJvpFMo16N6Beu1T4588cZDi05hFKuJLRJKMP+OwyhqHyqmktLntjLynGk/9Jk4ZSFho/hdaSkfSWlJLFk6xKycrOoH9iQNYN2EOBesVhxmMKSdo+jej5PO2wRWXlT30IcE/3E7eENS+7+iZkxhrpGAB7e/tRq1LrM5qhMTUCZnozYrwrigCefzfU0wkuWgkij/dEUaVTaTKBngABywgknnHha4dQAcuKpg4tLUYmJUCTC1cOL+i274uHpyaYdezl05gp7Lt3iagUvXFevNGtfo1ZtfvrfaiaNH41MrqBLr4GEVK9Bm3YdOHTqMnuPnOHQyUt8u3AJGo2GypWrMGnSJCZPnsyUKVN4dfIUfV8CAxHnLR4eXItqTHZWJgMG9OeFcWNZumI1Z69EU6tuff566RVqZGbS7OBBxGIxYWFhjB8/gXqRjVi96lcuX74M2NaKaFCpMQDJouRiOSI5otHhiAaLLejs4QfOX4u/TqjapCRL6C/UOnrZid2Sros1csW9o7uWrCqFQ9TRT/qS7+9Jv01b8XqUxYAtW0AEIh+RkbC1OkXrPmZVY6UMnKoEboZ2ZyA7I0N+Sc4FZTi3mtel7ppTaCQiPGQKWlxP1p83gUiAR08PRFVFJF1JYtjcYXxw4gPO/HGG9Lx0XpnyCo0bN+bk6ZMIXARsmLaB5s815+UXXmbszLFs27VNm60VrzCa37kN52g8pDEN+jTg2p5rqBQqKgRWYNArgwgJCWHy5Mm0bN4ST09Pxo0Yx9hBY8k8l8nuubuZsmkK7xx8h+CoYA4sOqDtUAlSlZRJkyYRGRlpUWgbTL6zalBnFGVmiVxETNs/jTYvtWHpmKUM+2EYH5z7gDM7z5Cbnsv9m/c5v+k8b+x8g+mHpiMUCTmzrnyySsvbPc20f53DnSXHMDN9IQe1ocpUh6iEfV2Lu8b3678nKzeLVtXas37InlKTP/9kWHIrM0KhPTwqFRU+mAZPIJsbCt0uS+ji+SzAVNeorMmf/KuHUSTdJP/qYZSpCWXS7z8JXvkPcFHmoS7crqgEIrKlgXZaOeGEE044YQtOAsiJZwLuHp4EBFZi355dAKgCAjn8xTdU+OQDXA7/bXZ8sxatmDV3AWNHDELs4sqY8ZO4evUKsTF3AMjLzSX6zi0iatYm51E2CQnaGy+VSkVSUqK+bjacJgAAIABJREFUny2b1gFw8vhRvLy8yMxIJTw8nJMnT6JQKEiMj+XyxfMAKFxd+b57L4I2/MEwiTsVqwQzaMRYPpo5mxcnTkbk4mbXZrhRpWYAJOQlFIuscZSYKKkArg6J7Wtx7PN+jFm/Bu9QuRnZ49bKDbfWbnZjt0j22LHoLg15hVDI7sWj8X+QSkPFHdzl+VRqotQSS6aa42rrm9rSxKHb6Bs5mxlAKZBwPiqKNQffYcfy8URX9CI49ZF+XERFmVMhUSF4V/ZGLBXjH+ZP3UF18ejpQbVW1chxyUEj1xBzJ4Y///yTxQsWs/L/ViKTy8g+mW1EZCjlSq7vvU5k70hcvVwJbRLKjf03ABBXFBf9QphkdcXsj+HBzQfM7zWfb1p+w8llJ0m7lgaARqmhft36+nmJg8WWtWoMz7dQ61inQ/2e2vZV6lahcu3KRnPNSMrg9qHbJFxMYG6XucxuP5tbh26RFpfm8LkoDky/q7LLZSsibtb/WZlVssnIcr4YxFRZEJfW+hK4CGySUBqNhn1n9/Hztp+RKWQMqj2CWQ3ncfn4yfKzTf8HwJ6YNVBkD3/0EO4/LnzMEWoRFlHrHyHybA2GItZhdaJITb5bZgLQyvRkUBemg6pV2tdO6KEr/fKWpaABMqWBz0z5lxNOOOHE0wxnCZgTjxUlsVHNzc7g4pGd9O3dk+VLf2T5sp8QCIUMHDychst+xXv8aNL/3IeqZm2jdt179SU9LY1RQ/uyeecB5v+wlMkTxiKXaTdwL018lerVw/jgo8+ZN3cWBQUFqNVqJrzyH30fUqkr3do1Q6FU8N3Cn/H18aZLly5s376dH3/8EXcPTyJq1ubXtVr3pgxPTzJWbyBiSF/Ov/QyE+bNRSKW4O7pyYLFvxASZtslpmGlJggFQu6l3UMVpMI93DGNj9LYWxcXOnv44YvXsHHzFMSVxWbj2it5sVTO4oiFt6NaQqbwvXmfDh9s4uqoFjSdv5esGgGEJd7lZssmSJtIkZ0x2NRbyVixFYcjMNroA0gBQy5BUDiuQEByi+r88kIrxDIxrbbkaD83kC4SS4su3QKhALFUS7K4RrmiOarVM9KgYeLEiUjcitZVryFTSLrF3IohPyufb9p+o40xX4HEVUK9HvUQVRUhDhTj0sAFgYugiCgTg8hLRK2OtRj14SgjfR5FjAKBWIDErXB9Ch3tdWVu+vNUSLLpxMJdklwQ+YnM5qebm+Fc1Uo1Go2GZiOb0e+T8rfCFrgYM4TKRCWKmLITorYq1G6nxLA45YhleX3QOdkpYhUIfYVFJZQWysEKZAWs2buGi9EXAXin5ccMDhjO/r+2WLVpLw3+Kdo/cdG3yM7KRCgUolarbWaNGtrDJ0tduFw97LHPvzxEnp8my3Xd+DotoKToa2VCdon9qqBIvqMlgYQixH4l18J6FnBzxy8knfwLgVAEAgENx36IX3h9oveuJrTdYMRSV6PjjUq/UKMQuxuRP6bttk9tT9+Fh4od18Mrx7m6YQEAuSmJuPoEIpJI8QqqSZMJnxerr5yHCZxe/B7+w+YVOw4nnHDCiccFJwHkxGODoZii4Q3UxNff1x9TJSiEVX8e178ePfE1rp0+QMKtS/j6+jJmzGjqNWxC2049AJADOZ98ge/wgaTtPcyI0eMYMXqcvv3IMS8wcswLALTt0Im/Dmj7NkyvF4vFfL/oZ+RymdmN85ARo5g5a67RPHr2H0b9Rk3NjtWNrQSyFy5h6JtT6Lzrb1ShYXbXxnDjUtvrOa5nXeXO+TvUb1HfbltDEqQ4orCO9mlps3j8w170fPlXuv1nNX/9PBZpkACP+1mkx3g5tMm0tiEtDrlSHC2SjJoVufxSaxouPYIkT4FnchK1Npzj5tAmuLV2Q1xZrM/sMHXIsrUWxdGGMSW9pJFS/eYZAUibGI+rzlAjj5ej9NXu8jUqjcUsC02+hoKzBSi8iz6ThEuo3a42ZxPO0uX1LkjCJSTdTMJH7GNEup37+hwj5o+gyZAmAMhyZcyMmok8T0sUCdwF+u+Um78bmnAN0mApVVKqsOnoJu6fvE8FZQXkcjnZqdm4xLtohZq7eCBOEKNMUKK8q9TrN+kd4lQaLRlVKOpsmP3jCGq1r8XSMUvpOLkjFQIrkJuRiyxHhl9wycXsLZ1LvWubIVSldyIzHUv3t2DoYmcvU6e4mkBl5Q5m6GSnTldbJazu3r/Lyr9WkpadhquLKz/2WEWPiH4cObDLLLOlLMgKQzHisiaWHieMRZVFBIdFUDcyyuZc1CGhXPtmLuGTJ/L36NHcDAl5bPOPS8kt8z6t3Ss8SRhqAVnTOiquALQ4IBi3eu3+FRpA6dGXeHDpCB0+/g2RxAXZo0zUKu1vVvTe3wlq0duMAMqWBuLz6C4SIagQmpV+WWtXXFSs34qK9VsBcGTOq9Qb9ga+YXVL1efTgGBxBlXE2SQrvUjQaUo64YQTTuAkgJx4jHDkBsoSAqqEkhR9DbVK6zJi+iQ0f+yLiGLv4Dt6KOmb/wJX+zcDpun1crlMTyrZgyMCo7Kefch9azo+IwaQ/tffxKY9tPpk2vCG//qVC/iqvAG4eeomtQNrl1j8uTgwdfix26eBPXyrr3dya1AUPcet4Ifxkx2OxZIQdLFiLo4gs1BIdL+G3KhXF+8jiXTasBvvhKKbdWubY1vrW9y1t0R66bKnBC4CNHKNUWaJKkuFSF2UFYOmcM4GV21FjAJVugrFbQW58lxUASr9Z0MXDmX9u+v5dty3qJVqIlpHMGjqIP34msoabuy7wfC5w/VtpB5SwluGc+WvK1SoWAFNnoa8g1oh6tYvt2bF1yvwEHnw4gsv0r93f36f9zuKbAVooHO3zoSGaPU/xKFihNlCuGuyCEpQxCrMSIPionKdyvT+sDeLhyxGo9YgkogYOntoiQkga+fSLGsLSl1CZW0s3Xm3lFFnCY8z688ofsM10WDk+CcJkaBWq9l/bj9/nvgTtVpNvYAG/NRnNRG+2uueTpjfmk17SWGpZOpZJICMRZVVeHn7ODSPmxU8uda3LyPXrGHZxInP7Pyh5PcK5QnT+5Cy0joSBwQ/88SPIw5gBVmpuHh6I5JoNR6lFXwAiN73OwWZKRydOwmppw9t3vmR7VPbE9Z+EOlXjzGgRxfUKgW7d++mQCDFK7wBDUa/T9yhjWbtAK5tWsSDS0cQSaQ0n/pfXL38uX/xEDd3/IJGqUDi6U2TiTNx9fJ3bG6zxtNo7Id4Vauhff3VSzR64SOSTu2mICuV3JQE8tMfENF9NOGdtL+lGrWKlN3zkCXfROwVSMV+HyEUu6DISCLtwI+o8rMQSFwJ7PYGEt9qxV5vRxAszqC9ewxigZqaLqkcygt3kkBOOOGEHk4b+DKAIzbw8HRbwT8OG3jDp3rFtYs1TAdvHhVpfoBajfeEMSASkfXzShCYCrsYw5B00dmyl8fNcoXpb6G4eJbFvXvx3Pnz5Pj6UmPqNKOxjhzYxdWLZ/Wvb3KTNawhiCCmNJhiM6untNbQYG6zLa4mNrKLt9Wnzh7+9FtdaffBFhZMmUqep6fVdtaIppLYexfXHtzS8WDbztqWbXtZrL2teShiFOTuzNU7hiEEj97Gc7QXQ2ncqyzFZVRGVjieJERicQyj9jqIQdpIapTlYnreysIyvbiwto5GcxBq9YxMM8TKaqyyRHmuoen3QlfGJwmRkOGbweo9q4m7HwfAxEavMaPtl7iKjUl5w4xHL19/hvfXku8PHz5AJBLh7x9AQvxdKlWpwqGTlxyKy/SaXqCARQvnUaVKVf0xPyxdSe06jj3ZP3b4bxYv/E5f3usIJk8Yw83r1xgx+gVe/c8b+vd3bt9CeI2a+rEH9+nKJ198g49XBYsW9rZ+mz754B2CgkN4ZcrrAIwc3Idq1YJ47c1p7Nu5Ga+ff6ZPejqpO/YS0iDKobgjqvkSnZRh9v4bkyfQrWdv+g4YYrFdeWT/QOnuFXTty7p87GFiDAm3LwMagms2cFrAG8ARAkhZkMfhbyaikssIrNuMak27EVBbm3m6+/3+dJixUk8KbXm5GU1f+YoWNavgk3mHBQsWMG7cODShTdiyYR0+obWJ6DrKYrsWU+dSuWF7rq7/HrGrB7X7TkCem43EvQICgYC7hzfzKDmW+sPfshinaQbQ3cNbeHQ/lvrD3iT7Xgznl/8fHT5czvVNi0m9dY420xahyHvEvk+G0+vbXeSm3mP/J8OoOup7XALCeLDtCzxqtcOzdgeS171PQLc3kPhUoSDpGhknVlNlyBdlcQrM0Nz1Ls9Ji2zor8sqcqrgnyXQbginDbwTZQGnDbwT/zocu5de7iSQTkyxJDdmdjUGhEKyFi3Dr393PL/6nJwZn9nsLyyiFl16DSx3vYhHX/8XdY/29NiyheTKlal34QLRJk9mDZ+IC0UiwtXhCDVCkkhCWUW7e7a2odNrsxg8gS8uTDNpQNuXbtOrzlJb1DypEJ9G1KK/Ofx5f7q8s470iIqEJt7lep16FmMxzXwQVxMbjZt/PB9wPBOouBkQlsR8lUlKmxk8khAJ8ityvf6Oof5LaWy5bcWly2SShEvw6OVhtTTNLD4T7aLSZodZE+q2pN1kUeTZpLTJUAPIWpZLWWW0FRfWzmV5ZNmU1ffGGsp7DS2tiUql4uCFg/y18y8UKgXeHt780PVXulTvabEP0yzKvUe0D1H++/X/4eHpyeTX3ibhbhxjRw50OC7Ta/rJEycYMHgYX82Zb7dtWWgHPXxwnwvnznL8/HWzz/7asZVuPXsbkU/JiXc5e/eOWcmavd+m5i1bsXXTel6Z8jpqtZr0tFRyHmXr241bsZKuTZrRcOanZKzZSNzdGKt96Ugma2vxpFCcewVTsqc8ysdMCangmg3Mjvm3kj+OQuzqTsePfyXt9gVSb5zhzJIPqTt4KiFtzHXcBEIRVZt0JluWijz9ND4+PvgGViJOGkhI6z7EHlhHRNdRZu2EYgmVGrQDwCe0Dg+vnQKgIOMhZ5Z8SEFWKmqlAo+AqmZtraFas24cnDmGuoOnEn90KyGti+Kt3KAtQrEEqZcfLh5eyB5pSVSPwGBcAsIAkFasgTLrAaqCHGTJN3m4/Ut9e41aTXkhWelFTZdUxAI1So2QZKVXuY3lhBNOPHtwEkBOPFaUh1ikHm5uZK7egF/XdijDIyh4fqzNw003IaKb1xGoVCjr2tfdsQXDG+jqgZVJmjWX4LEjKHBxISwuDllIdbMNh+ENP8Cm/Vu4lnuFaEE09WPqF23orsj1WQiANpOisAxD2qhkmQmWtGmkkVItQZJYqOGSpDTbSOZV8iY/0JOOH2wiL8CTSjeSqF/tDtENoizr5dgimgB1mprcv3KLtWEtjq6JKVlmFIdJCZkh4SYONsiIUpkQNGVADtgiBByan8Dk30IUq0TOgbgELgIj4WaHdI9skEMOu8MVMyusJOfD1rksS+0cXf/lWbplbQ3LMivIcE1i7sWw7sA6ktO0DkbDnxvL5x3+i49r6csNVCoV016fxJlTx6lcpRrLV2/Azc2NuNhoPnjnDdJSU3Bzd+e/8xdTs1Ydo2v6yRMnLPZ57PDf/HfWTPz8/blx/SoRETVp16YlKpWKbZvWcfDvw3h5e9OiZRuL7QsKCnj/7alcvHAWsUjMZ1/OoU37jowc1Jv7yUl0bduUL2bPo2XrtgCcPnmc3Tu3c/zoYebN+Zqlv64FYMvGdZw+eZyCggIGDBhA7fhYgsMi+PKzGRw78jdymYwXX55sRto0bd6KTz98F4Cb169S57l6PHhwn8zMDKoEhfLgwQM8Dp6EscO41KYxY9PTQCCgU6dOvDn9Y+7dS+abrz7Dx9uHO7dvcvRs0ZPz2Ds3ees/E7lz5w7e3t5UqmK9PKW8sn90cORewRLZUx7lY09jSdqzCIFQREDtJgTUboJXUA3ij223SAAJJS4IhCKy3SqR7lUHhWivgfuXaV2xQf8iMYLC7G+BUISm8JxdWjOHiG6jqNKoA6k3z3Jj6xKHYxa7uhNQuzH3Lx4i+ewBOn6yyiBOg4dxQiEalTZdVyg2uL4KhGg0akCD0M2LamMej1tfgtKXQ3nhTg0gJ5xwwiKcBJAT/yioAyuS8cdm/Pp0RR0UgrxdB4vHWXriK0xJwWfCGNJ3HUQVVrKbO1Mh0lHZeTRZ+hMPO3Uhat8eJAoFLsnJ7Dh/ArVKxfUrF+jWe5DRxiUu+haNvZpxLfcKV2OvUltau2hDp0ZPyBhl0GhAIy9ZOae1za8iXlF0r2VhM66Sijk9rTtn3uhC+M4rtP5yB6Fn71gtZ7FGNOUfz0edprY6TllAL1xrQJaJK4v1GUCGxItRBsUVOUJ/odbNSkXJCBo7KA2RpIhXFJWImYgTlzTTxBJRYSpOXF6ZOaXJjilt5ktZET2OxlbWZV86WFrD4qyNo0RRVm4W249t5/T10wCEeFVnVucFdArrXmZziY2+w+KlvzL3+x955cXn2bF1I0NHjObdN6bwzXcLCY+oybkzp/hg2uus37bbrP2Wjes4dfyo/vW2PYcBuPL/7J13YFPl/sY/2d27paUtLS2UPcpeFhDZe8hSQERQQFQcoD+v97q4XnHgdaGIG2QIiLLxypJZisyyu2hLoS3dK/v3R0iapEmbtGkZ5vOPNjnnfd9zUk5zvuf5Ps/ZU+w7corgkMb069GB0JAgGjduzObNm3n7nfeYMPUxnpxZVWEA8N1XyxEIBOw9fJIrly8yedxwDiUk8v2aTUybPMagZtLTtXtPBg0dUaWVys3Ng3nz5nH+/Hn279/PnKdf4Kcfv8XTy4ude48gl8sZNbgv/fo/ZJIeGRzSGJFITEb6NY7HH6Vztx7cuJ7JifijeHp507JNW6Tu7qx9eCq9F87ju7592dOuHStWrGDAoGH4BzXm7OmT7Dt8skoq5ab1P5GTk8P8+fMpKSnhiy++tP9Da0AsFWbqw6unvvx/7gdsaf8CKL6RikAgxKNREwAKr13GzV+XeiZ2cUNVUWpo5TJGENGJgsJCrhcr8HCF9CPb8Y/pVON+xqjKS3D1DQLg2uGtNh+bniZ9xhD/+UsEtuiMxM2jxu0r5ObGcSBy8UTk7kfp1cO4N+uFVqtBkZuKLLD+ConpKl9n4ceJEycWcRaAnNx3qFu0orCaeHhraTHKPnGUvvAyvhNHc2v3AbQ+9v/hNDciPdGzJx5Tp+P59QpkWi2C0hK033yBpr3Ox0ijVnPi2MEq/g/eKt3NYWJyIhMGToDzmHqpmCto6thKYunm19abca1YxMU2rTn9SjRoNIjMI7+N5rBW6DD2FHF0SwxUNa7VKrTVF76MCm6aHI3O/yWi7v4v1qht8aEm9ZC9hSXz4pdebVajMkerxSOzgJIw3zopTepcDKuDeqg+aUhlk6VzWLavzKb5bSkUKZQK9p3cx/9O/A+FUoFIKGJs4MPM7/wiLSN1rTGOimNvEtGUtu07AtC+YyfSr6VRWlJCQvwR5syYYthOrpBb3N9aC1hsp640Dg0DoG27DhQXF5Obm4uvry9de/RGIBAwfuJUVn3/dZV9jx09xKw58wFoHtOSsPAmJF+9jKenfS0Wk6fNJCgwgEahTdh/4E8io2N4+43XuJB4lm2/bgKgqKiI5OSrVQo1Xbr3ICH+CAnHjvDk/Ge5kXWd4/FH8PLyplt3XZrRoTOnyJ4zj6e+/YoCX1+aNm1KQWER/kGNie3UtcqYANfS0+nQoQNCoRA/Pz+6du9h1zFBw8a3WyrM1KXV3Br1MebfDbW8nDNr3kNZVoJQKMI9KIwO014FIPKBsRz57zO4+gQazJz1iCQyYh/7JwlfvIxGo8Y3sjWRfcfXuJ8xLUbN4fgXLyNx8yKwZRfKcq/btXa/qLaIpS6EW1Ar2UPQsEXc2vM5BUd+QqtR4tGyv6EA5Ezsqj1O/x8nTuzHWQBycl+i6PugSTy81j/A8F51aTFlc+YhSk7CZ9ok8jduBanUrnktJdyoI6Mofus/FL/yTzzef4cCeZnJPrdybpKadJnI6BjD2gIJJIAAcpW5JN1KImZIjKElS69E0StoLEVXO6LVw9abcWWyktLtpZU+Oem6mzFLN5AWC0123PTXusWnGo+XagtfejQg9BbeFQUFaxHils6JvYUl8+KXXm0mDDSNaRdITfvNRBVKJj/0Idten8KFvMZ18p+pTTFMmaxEU6gr1KGh3gqJtcXkd6oaXy1L1EbZZH4ObS3mVleoUqvVxF+IZ+exnRSWFgIQ1+hBOuW2x+emD4d278RFpDN7dlQcu1RWef0ViURUlJej0Wjw8vaporSxb1yZ4f99/PwJbRyKl7cnvvEJDZacJZXJiIyOwdPHD4HgNQC0Wi1vL/2I/gOqV1F1696LhGNHuXD+HC1bt6VxWDhffPoRHp6eTH5khmE7cfOWpH62grFPP8Xhdu1oFBBEyzU/4ububnFcL29fgprH0KZDLGFNmnLo6HGL21lr/2ro+HZrhZn6aDWvbkyn/0/N+ES0Iu7lbyy+FzVgElEDJhl+HvHpAZP3A1t1M2m9smW/xp0H0LjzAABCOvYlpKNlNbg5fV6qqnorz7uBQCQisFU3w2utxs412WbAWxsM/2/c5uXTrTJlU+ITQvC4t6qM70zscuLESUMjrHkTJ07uLmz1Hiif9hgVY8bh+8gEqKgwvB7WpKnB+NJSDHHxkqVo3d3xWjgf7EzJ0/v5tOnQueqNj5sbJf98i9Jhpk+RtFotGddSqqytNTrD0BPxuoQwj9EeuA91R9peahId7dbPzaT4U7qzFMUZBaU7S1Em2x+xbYz5+JZQXlMaij8m2BHxXd08ymQlZfvKKD9cXutj0xdKjM9dTduKI8S61i+osaCgX6Pxmiy9VlusnYPyw+UONyg29xJCBZos0w/YvN1Q7Splx9czGP7KagKycgz71Sbi3V70v/OqNBUIdEqthjKPthWT3ymBrrBm6++wpaJMbeev6fdf0kRS+VjIKNY94WIC76x6h3V71lFYWkj7oE5sHP87C4IX4qPWtV/oi+nnz56sUmB3JJ5eXjSJiGTLZt0Nl1arJfHs6TqNGRAUzMNTZ5Kdk01qShIAmzeus7ht95592PTzGgCSrl4mMz2daDOVqTkeHp6UFJfUuI5+Awbx/ddfolQqDeOXlVb9e9elWw9+37UdX18/RCIRvr5+FBYWcOL4MbrcVgB179mbX3/5Gb/hY8h+533+7+gRuoaG0ezXTfjKLSumevTqw6GDf9Iz7iFc3T05/Of+GtdsjKWWrPomKCyK1l3735OqHFVuOhWX41Hlpt/ppTixQtqh3zjwn1m0GjvP4C/kaELERYgFur+xYoGGEHFRvczjxIkTJ3qcCiAn9zUlr72F9+OP4P30bJN4+JAwXQ9/63axVZ/4ikQUrvwRv2EP4r5sKaXPL7ZrTv14GddSyL5xHYVCbtIKoTBrVxAIhIYilL6AFH94P21uteEABzivPU95armh4FNjMaaB22DMk7IM1NJ3xloqlMHAGQwpXvXp8SL0FiILrNnw2EShcVaBrLPOX8hRSUzVnoMTOl8jW+awRT0liZIgcBegLamm8Cmw/Llm9m7G/oUjmPrf1ayc9QRlPh4NosIx+Z1X3z1KLXMkUZIafbUs7leDesdWVZwtv//GijJhmJDTitPsXr2b7HxdnHCUTzNe7PFPRreYiFAgJFVx2UTxWF5aSnpqkmE8oUhUL2lSn634nsUvLOCj995BqVIyZtxE2rTrAFS2n+Vm36jiAfTOB59YHdPFxYX3PvqcRyeOxtXVje49+1BSUrVo89gTT/Hy80/Tv1csYpGY/36+EpmRosgSo8dP5MVnn+LrLz/lqx/WWt3ukemPk34tlUF9u6HVavH3D+Tb1RuqbNeqTTvy8nIZ+3Cl+qFV67aUlZbgf1vtOmzkGE4cP8aAPp0RAl+Pn0iXZ57iVstWtM+7ZXH+YSPHcOjPffTt3p7QsCZ07la1Bay6BzBOrxzbUeWmU574J2jUKLOu4trmAcQB4Xd6WXZhq//PvUxE71FE9B5Vr3M4E7ucOHHS0Ai0diocHEGXLl20CQm1l2/fbYxZaduxxMXUb8x6XanvGHhHEhloWcJukfJy/EYNQtFvAOcmTzW0J4jF4mrbE4TXM/EfFEfxm+9QMW6ixW0sYewxpMd4LuP3BQIBHbv0pFvvfhbH+Fj1MdlkM73zdDr17lTj3CbFgno067U0r/ysHE1ZZRVI6CY0eOZUd5Na3ZrL9pWhOKOo3Ni4ACIE92GOPz57z6GlNYqbGCWHAdL2UrtNf/XnTFOoMRnLcA6Mz0UNc9hzTOWHy5EnVBYphSFCnQ/S7QKUrLMM116uVtfdbdFWmhy4xM/fzEXQun6Mjo25U7/ztaG2a7WpQOqgY1coFRw7f4y9J/eSV6S7wWvi1ZSF3f+PCa0eQSy0HBsulco4lXD0duKNjvDIaIaNmURDYXxtren67oi56upz5CivpGqpqCCwXTMU/QYgKC1BfOUyij5xFC37rFbD1aTAbUgPoLuB2rZ/VVyOR5l5yfCzJLQFLjHdqtnj7uPvUACqDWfOZ9u9j9MDqPY4PYCcOIryXS/e6SU4FIFAcEKr1Xax9J5TAeTk/ud2PLxXvx4UZWWgaqb7Umru/2OOpnEo+Ws24TdmKOqwJigtPA21hLHHkB7jucxj3y3Nr9/mckIyP2R9w4m8E3TCcgHIFk+Y2nrn2KMuUN1QoTqhMhQlNGhQZaqQdZQZEqQsKVWqUy2Zqx+EvreLEboJUF5TsqjbIkJah6BRahCKhXSd1JW+8/oiFNauw3XJ0CU8N/85ysvLOXv2LH1a97F47AsDFhLSOgR1kRp/D3/GjBmDVCqtLMrYaNB96NtDSFwldJtc+eXfxFdJgEl8vT6G3TyZq9oWNTuUYfrijjJFiaSpBNdernb9/sS/OxzfJ/MZ9v5zzmYbAAAgAElEQVR6dqycDrX8HGylLsbRDU1t12pNveNIxV9xWTGHzh7iz9N/Ulqhu8mP9m3O/C4v0VXalRsZGWS4JFe5XumvaQf37jIp/ggEAlq3i7V5fkcUQ6rzd3PkvNaCBOzB0hj6Y3BoQcjFhdzjZ3Fd9T1uK5cjup6JS052rQpAtrRf14f/TkPQ0IUrsV8IyqyroFGDUITYL6Te53QEqtx0VHlZt9drx4O4e4T+h7dyoVlHbgSF1Wr/2hR/wJnY5cSJk4bF6QHk5G9BclEB348fR+9NG4hISUGsVDJi+/Ya2xNU7TpQsPxrfKZNRJSabNNcxj4+esy9hiKjY+jTf3C1X/Ijo2N4ccQbCIVCLqReoLCksMo2ljx/HOULZG0/Y28bY28afTuSCSpdIaE6DxNLviOG98y8S1y7u1bZVuIqYdGBRbx85GXmbprLhT8usOvdXTYdoyUEYgGIoaKiguMJx60WVvTzPvvRs4hEIgyqRoHOoNtWz6HeM3ubFH9A195maKnTYhJf79rLFbd+brj2crXd16iac2wJ116ueD3iZSgG2eIFZUAg4H8fT8Yjq5BeS7bXvH0dcZTpufmYdfFvqm5/u85lDUiaSCr/igtrZ3x97eY1Vu9ezevfvM7OYzsprSilY6MufDV8LfunnaGnSy/279pG4ukT/LFjM6lJly2OY3zdEwiEdOzS0+6CSk1z1ERN/m6OmtdSoclezMc4f/akQ86BJbQ+vpQ9/Ry5f12gYMX3KFu3tXuM1JxSsjOSOX98L9kZtv0tvFfQm1enXz7D6YM7bD6+upg/iwPCcW3zAJLQFjW2f90tXkH6tjVl5iXKE//Eq/zmHV1PfSBWKXnt42fxKK36fcsewsX5dHNJI1yc76CVOXHixInjcCqAnNjNvSjxzriWwg0/PzZOmMCEDRv45dmFdLhwkTwPL4v+xcYoBg2l9MVXbI6HN1b4SKWyKh5AlrD2FDrQvRHDosew9comjiQeYUj3ISb72aIAMN9G751T042zNfNZ45hwBOhSyczakQyIQNJUgrzQulLF3iQr9yHu5J3JY8e6HaR/lY6yXMmyQcsY8MwA2o9oz8RlE/lwwIcMeXkIKrmKn1/4mfRT6QjFQsa8PYbmDzTn2E/HSNyZiKJMQW5qLr6hvsxeMxupmxSPYA/ch7iz8dmN5Bfms+yxZbTo14LRb462cIC643H3dOfYsWP06tWLdb+to3hTMaoKFXFPxtGrXy8AFoUvou+TfUnclYjERcLYJWPZ/eFuUuJTkLpKCYwOpOf0nhxbfYyi5CJQwsSJE/Hzu92aqa1qvmx8bn7/8HcGPj/Q8hobWCWjdpGwZdUsJg36iIKmAZx/tKp6zhGFm9okZDlyTEvHYMkTqrqWuTojMPtvNWvTo1AqOHnlJIfPHibtZtrt3QUMiR7F7I4L6BkWZzA8tVVVY4uy0Rq1Ue5Ywt411HZeS2mP9mI+hn4N9q7FLoRC5GPGIx+ji9G2R/3U0AlfDYkl8+oGUQEFhNfo+3M3eQWp8rJ0iiUAjRoveQ5Fro3uyFrqi9/jxhJ2I5WXP1/E6ws/RSW2/++JM9XLiRMndzvOApATA4ev59XoA3S3fAlMzSm1ywdI/2X7ZlAQ+wYO5OEfvkfVvQfSQwds8vcpmz0XUdJVm+Ph9W0RtlBTO8G0drN1BaBzRxjYZSAikcjwXnUGsfobQIFUUBmPDagyVDrFTjVtWdbGNo8JN2DsSSMwek0L4mAx4iHiam/27TFoFjcV89NTP9FtSjceW/MYi8IXMePrGZzbcQ6AgMgANGoNJTklJKxPAAEsPrSYm5dvsnz8cl49/ioAmWczeXH/i2gztbz6wKtk7c8iYmgEL/zxAgBjPhtDzuQcFh1YVO16hE2EXM+/bjCCHTl4JIHjAtGGaPlwwId0GNUBdz93FKUKIrpEMPwfw/nl1V9YMXUFUz+ZSnjHcGTuMloNaMVXj3zFmLfG0NyvOSVHS9BqjAo+Vj5f/Tn9fZn1ApC959gRVPh78Ova2Tw84hOKw/1I71v5O+2owk19mJ7bOqa1YzDZX6sz6hYHi+vl3CuvKXUFWAB15VqtrS0jJ4OjiUdJuJhAhUKXjOgmc2NG26eY0X4OEd5Vr+X2FDvsue5Zm0MgECKVVm+q7ChqW8ipbbFLcuhPtH5+qFq1qTIGQFZGWp2KSvZgTxtbak7pHSuSNAR3s3m1edFFlZd1xwpAxm1raoGIIlngHVlHffP9hGdYvHwx835Ywscz/2UID7EVS6lezgJQ/eD0/3HipHY4C0BO7OJu+BKoVyDRwvabjcjoGAb2HUTbMUNRNo1G27ETkjOnkO7ba7PBc/GSpfg8MgGvhfMp+nSF3V8KrGH+FPrCudM8MWMqANnZNxGJREiFMgpzC3nzszd54683DKbLUOkJY02FgBiE/kbeOWrLbVnmN6h7f9nLiTUnEKgFCGQCJnWbRGiTUPav3E/njp2RukgrFUC3vWnUOWpUN1VQcXuQ2z491bW8nNl2hqDoIIJbBtt0vq4cuIJYKqb3zN6G1/zC/YibEwfAsZ+OoSzXqZWSjyVTdLOIKwev0LxPc1w8XVg2cBnlheUIhALU19QcfPcgWo2Wb5/+Fv8ofxb8voD4z+PZ/flu8nPy2fT4Jkb+Y2RVFUWZgheDX0QgFODfyB8vL11yx+EDhznx3xOoNCpUchVHfzzKgGcHIJKKaDO4jWFfNx832g5tS/ppnazfN9wXtUJNq9atyP8tn+1bt5Odk41WrGXAlAF0mNCBv47+ReLriVTcqiD3ci4tW7Rk0LBB7L+yH2W5kqVxSwlpGcK0FdNsOpf1TUHzRmz/5jGGPf4dG357mvwWus/YUYWbmhKyaoOtY1o7BkkTCYqzikpFnLb+0visrdV4baWqUhIOJXDq2CkycjIM+8Y26sq09rMZHTMRN4nOrNuSIqQuyh5biYyOoV1sN04lHEGr1XD2ZDxBwY0d4qtTU5ttTcdmTSVTm2KXsKQYrzkzuLX7AJrQsCpj1Pd5NsZe9dPdXCSpK0FhUXToM9QuZXNd2r/soSG9goz9fSwVmfRta6q8LJLKPe879Y8ejVDEh0+8xZL3nuThbd/w84hZNu2n9/9xpno5ceLkbsfpAeTELgJCIhCKdHXDO/El0LhX316fhCbtOlJ0IQ3t3AWIcrIRZWbgsvln2ye/HQ8vOXsa92VLa7F6y5j7VrRq24H/HUzgfwcTmD5zNnPmPcObaz6Ap6BUXooiSUHp9lJUaSpUaSrkJ+VV04HMbk61FVrQC4fEuras6jxhUuJTSNyVyEuHXuLlky8zf9t8fEN9kURJiD8ZjyBGgPswd2SxMoT+QmQdddHnimuKyuIP6FrAargpP7v9LDcu3bD5fGVdzCKsvXWDxpLcEgRCAR6BHqav3yqhILOAicsmMuTlIXg18mLv53vp0bUHYrGYwYMGM+vVWeQey2Xre1sZO3wsvt6+XDt1jYQPE0z8XJQVuv9ffGgxSzOXEtQ8CIFIQEpKCqfPnGbE8yN4L/M9IrpGcOCrA8hL5YgkIkNbTWFWIa4+ltuClNeUHNhzgKZNmzJn9hyeePsJdv28C00jXQEv82wmk+dNZu5Tc0lMTKTwViEDRw80eBLdLcUfPZm9m/HnG6MYNeUrXHOKAfs9iaxh7hEFVOvdY4u3j/mY1go31o5BEiVB1llWqYRzUGGqurWKI8SIQ42e54RCoiCRNazhAz5ga/5WMnIycJO58XiHefzxSALbpxxiSpvHTIo/1jxobPEsqysKhRx9KqmjfHVsGaO6Y3OUN5Ee+eBhlD45H99JYxAUF9u1Fkdjq1+S3vhZXyQJj2l/X7V/6QkKi6J11/533XHZ4xVUF8z9faz5DYkDwomn2X1b/NEjl7my5OkPGfjnZh44Zp+nYLrKlwNlUVyQBznbv5w4cXJX4lQANSAHLufd9VHwNVGbJ2WOxFiBVCufBKmUivGTqBg/CfHxY7h9/aVdPghaDw/y1/6C/6A41JFN7YqHt4YtT6Entp7Gm9sWUaYsY+WLK8k/n4+npydTpkxBgoQb8TfYtmgbJbdKkLpKGf/ieNzF7iSeTmTfvn0IhUJkLjLmvD4HSWsJO3/cyZU9V1CVqug1tRdxUXEm8xXdLMLD3wOxTHeJ8PDXFVP2f7mfotwivnn3G9zc3Jg2dhpL3lhCl25dSLmWwtCHhiKRSNi1axcKhU7lMn38dLzxJjcllw0vbTCscdJHkyjLLyNxRyJJh5LY/cFuHv/+cRJ3J3L428MIxUKCWwQz4+sZ1Z4/lVzF0geWItQKmf7SdOJ/iCekdQgCgYCoHlHsX74fgNO/nUZeKmf9wvWUFZQhL5UTGBJYeRW8XaxK3ZBKZEQkvr6+KJVK2rdvT1pyGh2udTAUA25euYlAICAwWieB7zazG4eWH0IdokapUfLnz3+y78d95KTm4OHrQX5G9UaQx344xtGVR1GUKjh/4jxJSUlcunSJQ4cOIXIXoVQoDWM0j2uOZytPStNKCQwMpKC4gMZNGlc7fl2pq1/Pxcnd8EnOZeQjK9n463yIkjrMk0jf2lZdW5leMadKV4Gm5rYzw363fa+stS1aOwbXXq6Ig6tve3QEhuPKUKFWq7mYfpFLoZc4e/MsFVpdJVaAgGY0Y0STsTw76jVcxC4Wx3KUD09tqQ9fnbq2UdXHOSlb8DzipKt4z3qUgp82gvjOfA2zSf1klvp1ryZ8OZqGUv/oscUrqK6Yt5opMq/csVazu4V8nwCWLPiQNz+YR45/MBebdbB5X2eqlxMnTu5mnAUgJ3ZzJ74E6tu+JBIZQpEYjbruX/BVXbtzxs/X7jjf2sbDV0dN7QSuYlemt3mSL24to6xHGfMHzGf92vWcP3+eDp068Ou3vzLp80kERgeSmpDK5rc2M2fZHPZ/tp9p06bh5eVFeXk5Qm8hJw6dwNXLlRcPvohKruK/Q/9Lm4lt8FJ7GW5YW/Zvya73drGk6xJi+sYQOzaWiJAIurboyr6Afcz/bT7Cs0IUZxQolUpCQ0IZ/sRw5Clyvv3mW6ZMmYK7uzsXblxg29vbmPrpVNYtXMfEDyYa1rjhpQ3M/3U+bYa2oc2gNnQc3RGAP/77B/88+U/EMjFlhWVVzkVIyxDObDlj+Fmr0aKuUHMj5QZfv/w1gY0C8YjSFaz6zOrD3k/3subpNSCAZr2bMf/X+Rz76Rjpp9KZsHSCTg3yJrh0ckESJUEUIAIhuLm5ER4ezp49e/D08qxRxSFwE9Dx2Y78/NnPKIoVBHoF4hbhRr8B/fCX+Jts6xPqw83LugQVTb6G9s3bExkeyfbt2zm08RA5OTn4+voyefJkgvsF49ZPp9JIO5GGWCY2FB9Ev4iQdZHZVWCwt5jjKL+eo68MxScll0Hzf2LHyukO9ySy1pJlMaGuhrYzW4+5umOob88lZbKSoh1FpKpTSSSRC1ygXFMOtx/ct/RuTVRxJK00rfAV+zKgwxirxR9wfPHEXhzRaubodjVHnJMqDxgEAore/xjfiaPxfOUFipd+5LB2YnuprWeTk/sPsV8IyutXQKtTmqrzs1Dlpv/ti0BpYc35aNYbLF6+iFcWr+RG0N/7fDhx4uT+wNkC5uSux7jtK/XiSSJbxhIe0552vYfW+cur+RPe+MP7bZL52xoPn5p0mYN7d9k0Zk3bPtzqUQR+AjJcM7jZ/SZhrcMooghxXzFpZ9P4dua3LI1byvrn11N4oxBJlISonlFs/nUzJ06cQCvS+QRd2nuJ4+uOszRuKR8O/JDSvFKyDmWZRL4Ls4W8uPdFJi6biIe/B9899h0H/30QxRkFmnINqjSVoQVGIBDQun1rZO1kFAUVkZ2dzQ8//MDyL5azb8s+8pPykZfISY1PrbJGSzRu3Zgf5/xIwvoEE8NrPc3jmqOsUHLwm4MALMtdxoxFM/D09GTu3Ll07dyV6+euo9FoKMktQV4qZ8qnU3j+9+fJSc4hJzmH7lO7M/JfI8m+mo0kSkJgdCBNBjQBIGpYFNduXEMZqWTKkik0imrEoOcHmdzMN2reCO8QnaoJ4MTGEwBoM7X0GNiD5i2aM3niZGbOnImLxAXlNSVL0yvbBse8PQaBQMC5HefoP7Q/vXv0RqlUIhaLmbV4Fj169SAyMhLfQF8kTSRknKn0btEjiZIg8hchaqw7RyKxCLVSXWU7Y/SFDf3nbN4KtSh0kUmL1LGfjrHxtY0W0+DsRiDg90+mmMTDXzl4hRWTV5hsduGPCyyNW8rSuKUsCl/Ekm5LWBq3lFVzV1kd+tK+S6z+7+oqLVnKZCX/nvpvysvKTbb/ecPP/HXiL8PPKcdSeK/ve6hVuvNnLQHPGvrWsgNLD/Dra7/acDJ07PlkDyqFqsbtlg1cRtb5LN1cKiWJKYmsPbSW99Xv8yM/8hd/UU45gQQyK2Yuf04/y96Zp3ht+FJ6dOhnKGyf+iuBYQN6069nRx7s1Yltv/1imEODgFWrf2L5F19y8PBRwiJ0Rf7y8nIef/Rhesa2YtTgvlzP1P0uyuVy5j0xjQd7deKBbu344pNlFtfePiacB3t14sFenZgwchBZ1zOtHqdxC5Q9105rY+hRqVR89t/37RpHP9aAoWNo06GzTQ8HzLHaQiaRUPDdGqQH9+P2xad2r6shMFf/OKkbtkS538m4d3FAOCJfIx8+rUanCjLjwOWGVT/dDZxs24t1I2fz2sfP1Tke3okTJ07uBpwKoDpy6dIlwgrOUSQLvO97ou8U5sbTSqWc1l37V7uPrW1dxk94AfJv5fDHjs02fdmvKR7erpQVG7b1lHri4+pLPnnsvLSTdu3aUZ5RjuKaAhd3F0NalV7hoUxWMnnlZJJ+S+LctnN89e1XvPj4i2i1Wsb9ZxytBrQyjF22rwxFrkL3g5E6onmf5jTv0xw/rR8nfjtBbPtYnalthhJJJ50KRfK2BM9hnjrvkwoZwS2CmfP8HEO7DSJQJOvW+PSbT9eoPJmzbg5Jh5M4t/Mcuz/YzeJDixGJRSbKlVmrZrH51c3s+XgPHgEeSAQSBg7RJWA1iWqCf5Y//+n5HxrFNCKsg84vyCPAg6mfTeWH2T+gkus+7+GvDieoWRA9Z/Tki4e/wDvYm6d/e5qRb43km3e/QavV0npQa2IfjzVZo8RFwqRlk1gxeQVSVylRPaKoyK6gdGcpfVr1YeeunSxfvhytVouPnw9zZs8x2V/qKmX2mtls/sdmNl3YhJvQDalESlz/OGTtZAz79zB+eeMXvvzuS1gFfhF+zFlrOoY5PWf05N0+7xLeIdyqD1B15svlh8vRqrUozigMqhcAoYdQ95dCBQhBU6hBmVw7U2PzePiLUh/Ut9Qm47Ua0Mrwu/nJyE8Y/eZomsQ2MT0OCyomgbugSktW2b4yU+WPAMRNxIx9byzLn1pO7MxYXL1d2bh4IxPem4BIrCum2WMubawWkp+Xo/aqvghnzN7P9tJ7Zm/E0ur/FGu0GhJTE9mZupMLaRdQKBWG9wIIoA1teLDxYAZ2GknTZi0M75krPNw9PFj+9Y9EREaRkX6NoQ/2ov9Dg3Fzc+ONVxex6NU3GDpiNM/OncWGtauZ/OgMvv/6S0LDmvDNqp9Zt/oH/vPWP/n4i2/YtH4NEomUPYf/orSkhD5d2zJu4hSCGlU1c9+y+wDuHh68/a9X+HTZeyx576Nqj9deM+ea0BWAPmD+sy/atZ9ara6TSqa6FjKttzcFazfjN7gv6simyIeOqNUcThqW2rR/2RLlfjfEvUtDYygvuNkghtP3Gjv7TSAkO91qPLzeANpJw+FMAHPipPY4C0B14NKlS2zcuJFApRK/sgxSib3ni0C2RME3NPamj9hz86B/wht/eD/5t3KA6r0ezAtLhnj46ZPJ37DFJB7eHv8IW7bNuJaCWCHCFVdS8lLwu+SHxw0PhKFCvN28SViRQIeHOlCyo4SbmTcJDgumvG050aOiiR4VzdUBV8nPzKflgy059O0hYuJiEElEZF/Nxj3QvfImXwz5mnxKk0oNHjfZedl4+3oDIHORofHVycQlURKdd87tm/CgZkGUlZRx7eo1Gksao1aruZV9i+DEYLzdvDm55iRtOrTBbbAbOeU5hLYNxcXDBXmJLtFMo9Fw47cbNCprRMjgEE7+chJ5qRzJLUmVlhxzbyDjosCM+ZZ9g2LiYgwx78aFsrg5ccTNiTMoOVqHtKbVklbVFqtaPdSKVg+ZFdHOKJBIJIwcMRJxhBiht9DqGI1iGvHk+ierrF0SJUGChEfWPWJybGX7yujUoxPdp3Y3vG5cFBr1+ihGvT7K4lr1WE2NSlaatkkZqV6E3kLch7hz+sfT7N24F7VKjaubK9OWT8Onsw9vxb7FSwdews1b16b2dpe3eXb7swiEAtY/v5685Dy0ci2jXxlNzLgYQzz8hKGfsKdbLzRFGkp3ltrUWqYoV7BuzjrSE9IRCoQMGT6EZn2aoSrT/duRREmQe8n5avZXFKYXEh5udAMlAFlnGa69XPHAg7in4tjyxhZCWocQHhtO02669p74NfHs+WQPWoWW1p1aM+zlYdAYXm32KkuuLgEgYX0CyUeTmfjhRNOimho0RZoq616zYA3XE6+jLFfS+eHODHx+IHs+3kPprVKWPbAMrxAv5m2fR+KuRHa/vxuVQoV3pDfN5jXj4vWLpGenk34oHdKAQmg7tSNDo0dxc9t1ijLzWfzqGzYVKZrHtDT8f1h4E7y9vcnPu4VEIuFEQjzf/rQRgIlTpvHV8o+Z/OgMdm3fwpvv6NQzo8dP5K1/vaI7nQIBpaUlqNVqysvLcHFxxc3N3eK8aSlXycu9SXh4E/bv21N5Xn78jh++XYFCLqd7rz4sWfoRcrmcQf160rp1a5KSkvDx8QGRjC2/PUXW9Uz+8+En9B8wiOSkKzw3fzblZWUIhULe/fBTOnbqQmZGOnNnPUpZaSlqjZoPPv6SXzaso6iwgIf6dKFt+4589PlKq3N3ahXJ2AmTOXLoAC++/Cpenh61bierqYVMHRFJweoN+E4cTd7Gbag6xloZqWG5F9Q/+rbwO+FFaC+2RLnfDXHvxilf1pLA/s7UNR7eiRMnTu4WnAWgOpCUlIRSqbtJEmnVeMlz7vkC0N2IvcbT9hp36t/TF42seT1YKyxZi4e3xz/Clm2zrqeDFuKIYxe7uHjrIp01nQEYP24829du53/L/4eqVEXbtm0JDg5myztbyH8lH61WS0xcDKFtQ2ncpjF56Xm83+99tFotHgEezFo1y0Q9kX8hn3WPrqNCUYHIVURgVCDjloxDWiSl57SerHxhpUEtY4xYKuax7x7j59k/U1FYgUajoUePHjSKbsT4cePZunUrBw4cQPOFhs6Pdia0bSixY2NZ99w6Dqw4wKT5k/h5yc/I5bpEoJ7DeuLm7UbZybIaY8Pt8Vyx5PECGF7TY4/njXlxRdbOdm+e6tbuKA8e/TyWjIuV15Sg1f17Wb58OQhA6CWkvLSctkPbIomS0LRzU6J9ohEIBJw4cYI9n+5hwvcTaDe0HWe3nqX7I91JTUjFL9wPlxIXflz4Iz1H9CSkRwgFuQWsemUVizsuRhIloaB5I35ZOJm4JavY0qiRzVHwB1YcQKgQMm/uPLKzs1m9ejULQhZQkVGBtlRXvdrxnx1EtYmix8AeXDx3kYTiBIQBQsQBYsTBlX/yHnjiAZYNXMaVA1d4Ya+uKJiXnsfOd3fywt4XkLnL+Gz0Z1xNvkqEPAKtUmtR+WTyuYt0582cUW+Owt3XHbVKzSfDP6HDqA48MOIB/nj/D2ZOnYnMVUbG9xls/XYrzV9rzqXrlzj/y3nOf3Ae+ujG6BjchaHDxrBqwVfsnHwEkUjEoMXdWf71j4ZrmD2G9kcPH0QqlREaFs71zAwCAgMRCnVrDwkNJSvrOgA3sq7TOEx3I+ji4oJEIqG0pIRxE6ewe+dWOrRoQllZKe+89zEenp5V5lGrVezbvQWRSMT27dsZPHw0AIlnT/P7rm1s2X0AsVjMwvmz2bJ5A4OGjqS4uJg2bdowdOhQVq9ezY7tW9mwZTdnTv3Fay8/T/8BgwgObszPv+5CJpNx8fw5Fi2cz2+79vPz2lUMGzGGpxYsRK1WU1FezquvL2Hj+p/438GEGufOz88jrv8AZj81jz92bCa9DiokWzyJlJ27Uvjhp/hOHcet3/9EE2o94bAhuFeKP6cP7kCjVpGZdL7BUslqa/5sS5R7Q8a9V0d1htN/x/YvY2obD+/EiRMndxvOAlAdiI6O5tSpUyiVStQCEUWywDu9pPsWa8bTqTmlUJRp8gW7NsadtnxRt1ZYSk1NImv6DAa98S/cly2l9PnFNo9Z0/wvvvJPwzaduvTg2WefpUJVwTGOUdCrAE90N1y+gb7MWalTgxiKGGKY+dnMKjesAoGAEa+NYMRrZi0HXhjSlHzTfHl8yuMgpkrBoX+//vT/v8oWPGNvG4CwdmE8/dPTlG4v1bWACUHaQopvuS/Tpk0DEYjDxMjayQCI6hHFK0d1qoKi1UXMmlX5pUror7shtaRcqUsylVWPF3M7FhsLEwDDPljP8RG9ue4aZNeaajqO6tq2aoOlYpP+/IrFYubOm2tQyhz76Rhp+9Mo21dGUVERW1ZtoaS4BLVGjX9znbF17NhYdr23i+6PdOfkppO079Oe0p2lXD1xlZtXbhpURfIKOSWXSvCN0rVK3hjagpTfOxN6JB63ihIETWounqccTSHu4TjIhqCgIDw9PcnLy9Mpb8p1ypukw0lMXzgdsqBly5ZIpVI0tzSoSlWoMlWG32d1mprOPTqTk5+Dm8/tKPTjqbTo1wJ3X11BsNP4TlzZcYWAJgFoVVqDUsn8fOqLarIKGWXFVY3LE9YnEP9TPBq1hsKsQm5cuoGHuwdarZYznCFVk8qlw5dQXVWR9bTOd0OgFuAT6cMA4Wa9S94AACAASURBVADOeZ9n2cAVtGzdlsvdzrNvz+8EB4fg6uZGdLPK4o+tysfMjHSef3oOy7+x7qtUE8ePHsbT04tTF9O4lZvDmKEP0qdvf0LDTG8e1Wo1X375JWVlZbi5udGihW5NB/b9wam/EhjST2eiX1FRTtPoZoCuVW32/OfJuJZCt+Q0mjVviVgspmXrtqRfS9NtL6/gH88+x4Xz5xAJRYbXYzt35ZUXnqGsrJQhw0fRum17KioqTNZU3dwurq4MHjaSg3t3OSQBzJYWMvnocZSmpeA7aQx5O/aitVBIawjuheIPVG0Lz81Ku6tVQLYoa5zqm3sDXTz8B7z7zuPcCAzjz+6Dne1ftSRcnE+IuIgslZczMc2JkwbGWQCqAy1atGD8+PF8suWI0wPoDpGdkczZQzuq3PTUJgnG/Iu6+dN0S4Ul45uutJHDeeLTjyh2dcFz7rO4/+ctIp97yWEpK8btaoNuDWI96/mDP2jr25aA3gGGm/q6xms7ouAgiZLgPsx0HeJgsSGKW5VmejOuL4IIfYVoblW20EiaSirHMzouoE6qGGutUIbX9Fjxf7FUtEkZ1IZxi75j3a7nKG3sZtM6bFH32ONHU1v051fwtgD34ZVrUOeoUV5TojijYPN3m4mbFker2FZcy77G7z/+DkBkt0hyU3IpyS3h7PazzHtrHqSAVqvliVlPIJFKdEUgMbi3cDeZM2lqO4qvXOSRbevZtOBpbHHPETcW497JHflZeeWLIhC6VipvxKFiyEF3zgRYbG0r3VmKOlONKldVraeRulCNUCNEq9Ua9ldWmJpC64tqohQRFJvuf/PyTQ59c4iFvy9E6iHli0e/IP5MPLtCdlFGGdvYZthWFiNj0OyhdPLqiiapAhEi0MBp5VnDNlOnP873X39BYFAwk6dWtjrqC9Tnzp3jzz//5KuVX/Pt6g20atPOZD0FBflMmziaf739Lh06dgIgMKgRuTk5aDQahEIhWZmZhIQ0BiA4pDHXM9Lx9w9ALpejVCpx9/Bg4/qfeGjwUMRiMY2CQ4jt3IU9u7fTtGmkyXVXJBLx5JNPotVq2bhxI7t37WLAkNFotVoemf44L7z8msn6KioqkEplhuvx/v37kcp0xWKhUGgoyiz/+APCIyL57KsfqKiooHVT3d/fvv0fYsOW3fxv9w7mz5nBcy++wuBhpq2R1c3t6qr7t9vQqWh3Szz8vYC9beGOoK7R77ZEuTdE3LuTupPvE2gSD38Gp1eSvYSL84lzS0Ys0NBcmsuBsihnEciJkwbEmQJWR1q0aEGGT1tn8ecOkZuVVuUpLVhOgrEHS+ktlhJhzp89aZi/0MODVRMfpvFb/yL3l/XI/tiNNP5oreezRGR0DN169aWdqB1RRFFBBXs99prcvEqiJLj1c6t9m9DtdC/ApoKD3p9Gnxyl/xkwWYckSoLQW6hTBUHlzbRRMpUqVYW4mRihvxBZF50KxdJx2ZvSVOUYbxc8pO2lhqKL8WuyLjKT98yP11KS1tXRHTn9RB9GTV2J5LankdBKKpf+HMnPyms8DktrrQ/M/ZwA1LfUhs9LXiHHy8sLt35u/LW/MkFLIBDQbng7Nv9jM41iGuHdxhvEOoVkfEI8ss66c1nQtKDK2kWNRRS2a0RxTACD5v8Emqr+OcZE9Ywi4ecEJFESSlqWUKouJbhvMC5ddfHmZfvKaNq2KWfiz+A+xJ0keRIKuaJqOpjx74+m8rxHdo3k8v7LlBWUoVaqObnpJM37N0ckEyGVSskrykMUKuLs9rNVF2eF7BvZqEQq1hxYw/+9/39c2X+Fc8nnyCzKBBm0FLZmuGA4s5rMwiXFhZlN5jKk9WhQw61btxCLxUilMsN4vfrEceXSRXZs+5VRYycYXg9r0hSxWEzbtm1ZsGABazduqVL8qaioYMaUccx44ikGDxtpeF0ikdCpc1d2bd8CwPo1PxqKJoOHjmD9Gp1SaPOGdfQfMAiA0LBw/ty/F4DioiKOHztCZtrVKtcwkUhMv0Ej6dC5O/9+72O2/raZ4qIi4voNYPOm9Zw+Ec/Bvbs4lXCMzIzK9CN9Clhhfr7F81pUVERwcGMEAgHrf/rB8Hp6WiqNgkOYPnM2E6dM49yZU8hkMtQqFWq17t+jfu68vFsA3LqVazI31D0BzG5ux8MLlEo8X3kBtNqa97GDmlLV7qT6JzsjmfPH95KdYT1R0xh9W3h4TPsGa//6u/N3b/8yxzgePqLg+p1eTp0JF+fTzSWNcLHl662jCREXIRbo/t6LBRpCxEV27e80gHbipG44HzE1MAcu5xEXc3eZLN/LBIREkJV83uFPaa21exmrhFKTLpN5u+CkJzswkM1jxjDu+QWoxk5AenA/irh+tZ7PEpHRMTw0bCyel/154fIC4tPj6Z7ZnejQ6DoccSVWfWIsqF7MFSyyjjLkp+RWFS0WW7nMijlCNyEewzyqX6PZOAKpgLJ9ZXapniy2QtngI1SdQurEMwPwScplyJwf2PbdTB6LfYttP87iZqfKFCvjc4YQEAHq6o/DHn8jRyLyFxkeE/Qb0I81H63BbZUbzR9ozq1rtwzbxY6N5cMBHzL1s6mG35/RYaPZunorHy/6GI1KQ3SvaCKHRlqc5/dPpjBu7Of0WrKdw6+NwP98FiqXqn+eHpj9AGtnr+Wdju8gdhXz6FeP4tXLC9aAKluF4oyCPs378MvOX0hYn0DT7k3xDvHG/SF3xPlik/OqOH87SUtYWeT0C/dj8KLBfDzsYwDaD29P20faokxWMiRnCKvWrcLzgCeh7UINqiLjfxcAh747RPzP8SjVSlQqFZo5GhBD3sI88Aa3aHe6R/Zh9pgFnOUU61f/QK5/Po8tfoq2kd14/bVXUCoUKJUKJk6eyoChY9i0+TeT8zBs5BjSr6Xh7lH578QW5ePG9T9xMiGe0uJifvxmBQCfrfyBFi1b88+332XeE9N587WXie3SlQmTdSbk02c9ybwnptEzthUeHh7MW/AMqUmXmT33GZ6dN4t+PTui0WgYOGgwvr66J7jm17CIps1o3a4jAEOGj+LH775i3jMvMPXRGTz2yAQ0Gg1isZh/L/2Ivg8NQaNWG5SVqcmXCWxU9QHL43Pm8eTMqaz6biWDho5AKNIluO3f9wcrv/gEiViCh6cXn674DoFAwMSp0+nfK5ZOnbvx0ecreeb5xTw8chBarRaJVMp7Hy3HP8C0jbsuCWC14nY8vN/gONy++JSyuQscMmxN7YF3uvhTGz8fa23h9UFd1T9O7k/08fBfb36d8ZM/oNDlzrRu1pU7ocbJUnnRXJqLWKBBpRWSpfKq1/mcOHFiikDr4KdMttClSxdtQkJCg89bX4xZad+x3AsFoLstCaw6sjOSURRcr3VSiyWMvzCLxeKqX5iTLpskh4FOCfHEF19Q4eaGe/tYAo4dQR3WhLzd++s8nzXeO/IGHx5bQoB7AAuaLsAtsvbKn+owLlqIUDFr/fdsWz+LnMtSFGcqI6mF/qYtXNL2Utz6uVUZy7iQVH64vDKByoLnkDXKD5ejTNG1jalSVYZiUH2qZPTrN/ZZMp9PqFQzeuKX3GoZTGbvZvRbvJH1u56jOEz3hUqfFqZHnxYmkAoMxbOGOA5bsdVrqS6eTAAut0qYNOgjji98CFlhOT4puex9/+Eqc1g69+bn1NLvnaPXqx+jZEcJ2epskoRJpPqnkpKXglJdqeSSSWT0Cx9E/4hB9IscSIR33W9aJ40Zygsvv0a3Hr3qPJat2HJNtPcadnDvLhJPnzD83KZDZ/r0H2z19b8LorRU/Ab3pWjZZw6Jh6/ufN5p35/zx/eSfvmM4efwmPa07tq/mj0anr97Acip/rHOmfPZ/N/+lbTJvspj495CKbrzf7PtpZtLGq1klT5GF+RBxFfUf1tlXTyAnAogJ/VB+a4X7/QSHIpAIDih1Wq7WHrPqQBycs8TFBZFZKyu1cGeFBxLGO9v7Wm68Y2OHrFYTLvYbhz9bzvaXbqM72+/IMzPQ5h1HUpKwKN6RUttfYue6foyvySuJaUkiR3ndjDk4pB6KRwYq17UiLnYqTWjpq5kzadPodDHxwNIMYmTt9Q+ZqxmUSYrdUUPLbqY7o62JWcZ9lOBJk9TxeOlPgsn1hRSejQSEdu+e4yJQz6mICqQv+b2Y9SkFfy841kUXi5W08LK9tWcdHYnsEkV5YCkMn08/MMjPuHo4iGEHrxadR4r6iuTcyrQKakccVzWKC0v5VL6Jc4dO8cV9RWKKda1yt2uB7cLiqV/xCBaSlrhW+JNZERzhxSnc3OyGTW4H7FdulYp/thy7avL9bEmlWJtrmHWfHbqy3/H/Pjr+veivnB0PLxxC6Gln+8kd8LPxx7+7sUfJzXznwdm8vnWf7Pkf5+waNDCey4e/k6pcdJVvk7fHydO7hBOBZADcCqA7jyRge61VtHoiT+0j1MJR9FqNdXub/401dc/kG69+lbZVpwQj9dri8lbvRH86u98fr/tU1658gJatMxgBi3at6hR/WAvVZQXg90Y8t9NuOUUs/aRSSiTK1U/4mZihG5Cm5QVtVFuWNrPYPRbS+WMI9Qg5rj9eZPJj33K7/+cQLMzl/BKy+O3tbPRikU1ttPdTQogW7D3c7R0/K1XHyPy9/Nk9oii24e7EVeo+O7EPygP9DTZz9o5qq2SzBbUGjVpN9K4eO0il9Iuce3mNbRU/u30wINmgmaM6TiZ8V0fJcAtqM7XI3uwZa66rqe+jsdaEcbRxRnz9beL7cbZk/EN8vnUFtmvm/B65YU6x8NbUwDdafWPnuyMZHKz0ggIibir/HycxR8dTgWQdfQJYK7KCtauX8zuZj35rPvkO7wq+7nXErmcCiAn9YFTAeTEyT2IPT465qQmXeZUwhH0BdHq9jd/Oh0Z1dzEfFqPqks38nbsNYxfX0+a+7YcRN+rfdmn3ccv/MLzwc/jhu0FIFuKH5ZUL3s/eJjRE79kwNfb2dl/iGFb9U01HjOrKp7M51EmK9EUanQeMxrsSrgyV9GII8Vo8jVImtYiEt4B6hVLY14/LWPduIlM+ccaNi5/grjvdtNv8Ub2vv+wVf+huia43SkEUoFJEa66z9Ha+b4yuiPicgXtl/+JSiPCpayMpjvOcX56T8O+1Z0jrULrUCVYQXEBF9IucDHtIpfSL1GhqIwSFwlF9AyNo1/EQFqIWiDLlxAeEWXyb7su1yN7sWWuuq7HFoVPba5z1nx2HO2/Y378qclXGuzzqS2Oioe3mGB5lxR/oGH9fP7OqHLT7Y6Zvx+LP17lN/GS59Q5vdc4/r1c4sITo//FprXPc807mC0t+zlgpQ3HvaTGcRZ/nDipO84CkJP7gtSc0jq1DWRcS8FYDScQCK3ub3wjJJXKDE+RLZprJl3m/NmTZF5LQaPRWNymrkRGx/DWsGXM2juFy2UX2XB1A7NazEJggwzZnuKHedFC3+r0cNxHdHM7Rnz37gBoS7VVYrWrM4tGpPPB0bdC2YJxIcDYO0deKEccLLbrxt8RsffmyM/KQQOZ4eFsGzac0c99z+btcxn++PfEfr6Pk/Mte1zcCbPnmgqAtrxvTxuftfOt9JBx4sEeHJC3JfJKCkN27sBnSyrKPl2qNSLXY8lg3B5UKhXJWcmGok/WrSyT96N9m9O3yUD6RQykV1hf3KXVt3UaX48EAmGd225Sky4j/OFrAtw9cVv0D6tzWbv2OaKtqrqiTE1Gw3caS4X74sJ8q+fjbmkPc0Q8vHnxDq/QOq3pblXsOJL7Tf2jyk2nPPFP0KhRZl3Ftc0Df8vIea/ym0Tmn0SkVeNXlkEqsQ5L8c3x8GP26H/xw8ZXue4ZRJpPCM8dWcU/HnKMmbsTJ06cOArR66+/3uCTrlix4vU5c+Y0+Lz1xdq/7IuATLtVToS/a80b3kHSi8sJ97y712hOZFgIfv6BuLi60rFLT7u+tGs0GtKSL6PRaBAIBHTs0pM2HTpb3d7Hz58mTZuRknSJm1mZhjFcXF1p0rQZUHlDVJB3y1BcMt4mNeky504noNFo8PHzr8ORg59/EA81G8qP57/ieu51ZBIZTRvXfIMnPy1HnXU7qlwDAhcBksjq1RvlB8pRXFLoVB8hLqQNa82Qt9aT6x9Anr8/aKuOYz6PVq5FW3q74KbVFYBcYl2qnVd+WldUEfnq0n5EviIkkRKUSUq7jqEKGt34ehWSS2cXwxy1RXFJoVM3AblBQUjctfT+7g+2/GsqA17dSJ6HD4WxIXWawxHoC3PqLDXKZCUif5HJsZu/r1VqUSYpTT4Hk88WEAWIqj//1Zxv+Wk56hsaCnx9SejajSsRzVFeVaLKUqHOU1N+sNzqWkW+IkT+IgQuAlw6u9hUSMsryuOvy3+xO3436/et52jiUVKzUikpL0EqkfJQ5FBmxz7Dkn7LWNj9VQY0HUK0bwxSkbTGsX38/FEpldzMykCr1ZKbnYWff2Ct/q3rryU3y0rp8+Vycr29celUqer18fOv8dpnyzZ14dzpBKvXQkvHY37tM3/NkddHqHr8bTp0tno+DOc7K5O05Mu1/twcgkCA/KHBuK5bjeTkCRSDhpi8bet50v/NKlBbv87agj61qzA3i+yMZDx9AnD3ujeUA/aQXlx+p5fgUBQZl9AU3TYp02oRSGSI/asvBN6P6p/A0lQ8FLqocyFa1EIJRS5Bhve9ym8SWJoKWi1ySfVF/psWVHS57r5cCojgox3vsb35A/xr35f80HHkPWkOfbdSkpNT80ZOnNSCf0xruGCNhuCNN97Iev3111dYes+pAHJyX1HbtoHamjBX91TduOVAj0F+Xw9Py8O9I1k+eBUzt0xgy+EthAWFERNe/Zj2qCaUyUpKd5TqIssBVboK92HuFEX589tHMxgz/xt+nDaNm+EhVcapMk9TCfJCue3zVqNSqqvyw1GtV8bqFFk7GaoMle5cieCvxQ8R8HYBvV/7jbXjJjL1nz+xKcibvBF1f3peF/+imtRP5u/rPXaMPwd7z39159tkLD0aUKWpUF1T1djiVZ2CSpmspCKtggz3DC4rLnMh9QI38m6YbNMqoC0PRgymX+Qguob0Qiaum2pHoZDb1FZaE/prSaGvL2snTWL6G/+guHM3VB07GbYxv/ZZUrDUZ6y5rQojS9c+wOQ1Y38eR6qJzI/f2vloyPY9mzCPh3/qacB+1ZUj2r5ys9LQqHXnRqNWkZuVdt+pgO439Q+A2C8EZdZV0KhBKELsV/UBRG1axO41imSB+JVlINKqUQtEFMkCDe/Zow4ybv8yRqhRk+ITyic9prB86xIuBDal8/XzHIi0aMPhxIkTJ3cEpwLIAdirAALuegUQcM8pgArKlPi41/xk3hr6J6T2POmt7qm6sapIKBIRFhFF9979iYyOsetpuT0082uBQi3nWOYhElMT6dCsA24u1v2A7FFN6NQZlUoPY6VPWUs/8j28GfH1JlLmdUXbztSrwnweWXtZlXktqXwM81aj8KmN8sPSeZBESmqt/DFXykibSZE2l+rW1MUFSbSUix6RtNt5Ao/SUo53787IzzdwdVxHFF61/3dWk4KnRmpSPxm/r/f4uf26/nOozfm3dr71Y2nlWjTFRuluevRdjXYotYrLivnr8F/sOriLX2/+yrGMYwaVj0wiY3DUSJ7s9Bzv9P+Yp7u+RFzEQzTxbopYWPfnI8bXALFYTMcuPWulJDEep9zPj9D+g2j80nNUjB6P1su7yvZ3QsFiq8LI0rWvqLDA5DW5vIKy0hKTbYyvj45WB5njqM/Nobi4oBg4FO+nZ6OObo66WXOkT83kVEgICAQ1q64c5Pmj1WrJzkhGq9UgFImJatPlvlMA3W/qHwChmzciDx8EEhmyiDZVCjz6FjFNUQ6q3HQuFIprVMDci8hUpYg1CirE7mR5tTQp8NSkDjLGkvoHwK+8iA3rXiK0OIdsD18iC7KoEMs4GNHJ4vZO7MPp/+OkPnEqgJw4cWIz1ZmYWlMVGT8tF4pEFBUWkJp02SFPmRf3fIMLuef4X8p2vvrtK56d+CxuMutFIFt9ZyRNJCgSFQYFEMJKtYcyWUliTGt8Jt9i3MvfsWHrAsqyhSYqD/N5zOPgral8bDEYtnYMtVXH2LufJSWNWz83k31FUS6snzqRWV9+TV6gHyemx5nEw9eGuvoX1aR+sua1ZP45ONK7SD+WMlmJ/Ky8Ukkl1vkLqXPU1e6v1Wq5nnudxNREElMSuXbDNLErkEB6BPZhetxTdGvc26Z2rtpSW2VhTeN4RcdQWlGhMwfeua+KOXBdFSy19b+xRWFkTSlkqz9PQ3gNOepzczT6eHifSWPI37iVxufPE9Iihix//2p9jMpVQpRKuUM8e4LCoujQZ+h96wF0P6p/9IgDwq0qe1R5WTp1EIBGrTNJdoA3jqMMlx2BscJHLRBxyz3C5P3q1EG2csvNh76Pf82A5GNMP7mFkOJcxl7Yw3/iZjnqMJw4ceKkzjhj4B2AvTHwcG9EwcO9GQd/r2BuEG1vFHF1N2lF8kJGre/LpVvnaR7WnCdHP4k2TeuQNif5WTkAokARWoXWtDAg0jI2YQfuecWsHvgwWo3Qpkjukl9LUKVV9v3oY8RNYr8FIOssw7WXbYqZ2saq12Y/W/dRJitxO36T6a+t4I9PJtJ093mTeHh7acjoeOPP3h7Dbmtj2fq7aLwtYPF4VSoVVzKvkJicyLmUcxSUFBj2FwlFdPHvTuAtP6I10QSKAx1eNLgjhsFaLV4L5yPKzCB/zSYTc+C6RLY3RHy9pfNl/pq1c2ot0vxO01C/A4KCfKT79+L1fy+i6NGLG9HNONGzZ5V5jT9HPUKRmA59ht53RRtHYV78+Tu0ROkxNolWC0Sk+tbdHNm84OKIMWuar7piU1jBOQJL0ww/57hHkOHT1q4xwHr7lyXa3rzC0MsHWdt/zD0Vs3634lQAOalP/k4x8M4CkANwFoDuLmwtAt0NKS+1vZmx5SYtvSiNh9Z2pqisiA6NOzD65miEatsKMnqs3aibF2aMW3VcWouY+PZ3ZLsGsHPoUKCyoGNpbE2ZBtVVI9MXEbgP1a2vbF8ZijMKw1uWxrGG+b7iCDEeo2uWtNd2TnuKGsHHUxn5yP+zd97xUVXp//9MTYNJTwhpk4SEEgJEAkpTkCZFQexdV8Wffle/uquu67pfcYvrqqyra1l7XVd3LVgAEZEOGsCQCoaUCZkkpJDeJjNz7++PyQwzkym3z53kvPe1L5zMveecW+bOnM95ns/zBrZ8vBHz/7wN3ekx2P3sVQCDym3ufQolyvjrRyihiU9bztemH/2oTa1FZUglTtadhMlscmyXED4ByzJXY5l+FS5MW4oI7TjRPu9iCyY+x202I/rqdbBkTULPM8+73D/2/bTaEAwNmRgft9ACi9DnXQqBis1Y3KtBijomqxVxBdNBJU2EJSUV2oP7YJmZb6sO5ob7dbSTmjMD0+Z4rkI41nEWgJwFEShVY6Jqll3wOjkwXhChhongIhRMxCahBCk2AhAApKo7cGF4DdQKChZaiX39mUQE4ggRgAhiMpYEIKXUgyHYGI3VFQJJi7EGFUd2o8VYw2h7+ySivPgYdm3fAkN1pcgj9ExKWgbUwyv3bEoze0rxcCdVl45P1u9EiCYExY3F2GrdakuFGU4V8od9oj5UMoS+b/psAkeNGf17+m2ig12zGS7/bTsIW6rT18/fgsyaasz98UePaVvObbuIPwDUKefKuGvSNOcSVVkaPGvSNC5POIvRYvOzYbIfhz41mZoRaV/eODNHj93PXIlLb34Le59cj4k/1CL/pT2M+rFjP4eWOgssDRb/O/DAU6pZINrqpDvxA37AO3gHz+AZ/Lf+vyiuKobJbMK0uDzcP/e32H7tIRTdacDmZf/EVMVUFB086EivXLhkpWATc0N1JQ7s3oGK0iK/n0U+ffh8Tg2bA2sP7kP4K/9weUuflYOUtAyUFhWyes5xfSZxGj8H7OlZuTNnB1z8sR/b8aOHPd4D9ntEsO8XlQpthSXo23g31MZ6qFqaEbJzB+BhIU8bNRFKlWuWv1KlRlxS+ohtCR6if9xSoiztTQEYlbSo41JRiEmCRel0h8TDqrBFtnJNqWKKztQKFW27XiralsI2YjxhiTBE56M1Il0y8QcAktTdUCtsVUHVCgpJ6m7WbRCI+CM2k6ItWJZhwqRocX9PEuQB8QAiBD32srSU1YKG6gok6EL8TgrkUuXFm9eEv1VzphV38hLy8eG6rbjms0twjDoGDTRYqVrJSNQYUQGq1GQTGiwAVLCJK8PmwSGzQkAP0Y7oFwoabHnjTlx764sYWJmEGkxF/55+x/subTujsEWy2OFToUuTqYE6VX0utczKzCNHqKpg/qhaNwuRhjas2vgBtr11CzZseAVdGbGoWTOD0f58/X/YwLfSGte27H4+pTWlKK0uRUNbg+M9JZSYPm4Grim4FSsy1iA1Uu+yr5heMc5tK5VKKFUqUFYrb8HEHSbPKToyEh0ff4HYlRfBmq6Hac1lrPZ3h4v/jbfnlVjPWTGrmTHF+dhomoZCoQRNU6JWegQAaDQwrb8SpvVXQl1chHF//TNA0zDUnHJcA+iSXbx6NJoQwTyAPNFirAlqTyBPvj9MqmaJwWhKO+sOS4QB+ZJ4ADH17+kOS5Tci6jJokO2ts0RAdRk0UnaP4Hgj0nRFqzLMUGjAmYmWPBFJVDVQSSC0Qy5ugSfHGpsl30amHtZ2oqf/ZspMxVQpMBT+WZ/Ewc2k7T5KRfinUs/xS1fbsAP9A9Qp6lxRcYVPsdkrjGD6qJsQs+wAS+Ac4KD1ZZSpYxUehVJ+hclYttHt+PSa17HezfciOb4pHMGz57KfQ97/LAp7e2PkLyQc6KV2tW02ltqm/3vTFPN+HDsvqWIqm7Dwie+wtfv/QKXXfsaeidGoSU/ze++t/4y4wAAIABJREFU7kKKQqtwEdmEREhRzF9bFE3B0GRAcVUxymrKcLb7rOO9EFUIsqlsTKYnY4pqCtYuuc7rvS+myOvcNkVRSNVnQRcZJXh6GdPnFJWWjs4P/ovoq9ehPTnFUR6e63OOjcDi63klp+es0LgfW17+XJdUuwO7d4i+yGBL//rE5RqcKCt2+PzY/y8m7gswo8VjSB2XirDcRaKKMe5ij3PambmpSvK0MzEi06USXKQUm9hSb4nGvv5M4gFEkC36KCs0wzaUGpXtNRGARjfk6hKCnrikdDRUV4CyWhiHuMu1ygvgfeLqvsrOZpK2NGMV3r70E9z29ZU4UHsAli8tWKtbi5D0kYKLucaMvm19jtLf6nS1IyrHWUxh4jlzZo4eO+64DNe99m+8eccd6NHpHBWynKtLOUcPCYknscFbxTFflchEQ6HA7s1XYd3Vr2LyJ8fw/XPX4NIb38R/dtyPnhTfPxK9VegSa+xiVPqyY7Vaccp4CiXVJSirKUN3/7kQ+fjwRKzIXItVWeuwIHUxztSdZvS5dZ+ga7UhOLB7hyCfd/e2p+Xli/IMYfOcMs+eg67nXkL09Vfg7Lf7QKWk+txfKG8eX0KbnJ+zfPF3bFKKXy6CpNWCtqY6yUQY9wUYKft2h0skkq+qX76qZvHFk9jjKe0s2KOApERssYlL+pedeks0EX4IssXQqcLMBAs0KsBstb0mjG6ICbQAcDGBBogRtJB4+uEXTBXBnPFkcgpAEOPT72q34bavroSFsiAXubgclyOiIMKlspZ7RS5n82QuZdXNNWbM+u03yC0tx9t33gbtOtv9JHaKlTe8mTzzMZzmi7arH1evfB4lty+EymTBtH8X4pOvfwlTNLN7OJBj54rZYsbPp3+2RfrUlmHANOB4L1Wnx+pJ67F60nrMnnA+VEpuP0Y8mfQqFArMKpiHuQsW8xq/HEzkPRH+j78h7KN/eSwPb0dII2U5mTLLDanuEUN1JXZu2+JYBJEyCsc5AiiQVca4jCOQJd8HKwthbvjZ8VqTPBnqmKSAGU8TX0r/8BGACPwg/j/iMynaAn2UFYZO1ZiN/hlLJtBj8wrLhH2V7UEjAskd+w+9tqY6dLWdgdlsAiafi5CR62TNE55WloVKJ1iWsRqPZfwBT1ZvQjnKMYABXH30aqgnqBkJMVyiQDSZGhx/ciXiHunCNXu2YMvaW9G7c0DaSBvn8XjxoBHS54YtQ5Hh+PLjjbhq1fPY9dzV6MqIxc3n/wVvVDzBqDy8Jk2DofIhW7qeStqxs8E0ZMKJuhMoripGhaHCpXJXTsxUrMm+HKuy1mF6/CwoWFZE84Q9Ss7580PTNI4f/QEJEybyehbIwYfGE/2/fAADRcdArVuBulfehH7ytBHbME2PY/LcHM1RPnyR7B7RJTv8fqT24XH2GgqkB5CcIpGY4MljSIq0MwI3iPhDGO1UdajHrPAzFiFXmuCXYPABcl79s9NUUzEiekZoM1hAHHHJPnGwV5EZ6OtzeV+rPWeUzLb/ldMuQ1P1aXyA91GDGryJN3Fr1a1IzkwGMOybY7Q4xARnU2auaLK02P/hdVh39au48A9bsG3OcFlpkc2LPUUsuaeFAXB450hh/uyN7vRYbH33F7j0hjew7fWbkLGjAosf+gS7/3Y1s/LwtNu/HOES5eWLQdMgyg3lKK4qxgnDCZit56p+TY+fhbXZG7Bm0uWYFDOZddtM7/2UtAxUlPwEe8QrTVMBM353R+jnR+GhvSiZPhXXFv8E9X13wfDSG9BPcj233tKTnMcCMH9uylUMEwK5Lx4YWm3fDVL4/XiDTd9iGUazTQUPZPQP4N1jSMy0M28EQ/SPbqBZlv4+BAKBEIyoNm3aJHmnr7322qaNGzdK3q9YfPRTI+d902PD/G8kA1LHy3ucdT8fR1eba5lWiqIQGhaG7q5ONDc1uPwtLWOSIP3a0x+amxpQV1OJmNh4RMXECt52Z0c7nGf2sfEJSMuYxKn/qJhYhFvDENOoQxWq0IY2FHcXI31COmJ0MVBFq6CKU0ERqkBoQahgQgitUqJmVS4WPLUdCjOFhpQUQA2Ezg6FKlr4fGO7p4+1yQpzjRmqWJWjH1W0Chq9BlQH5bKNdpIWofnijMcf4We6kFDaAMPFU7Dk15+hb3w4ogxnoaQpnJmbgbDWHmj6h2CJGCnImYpNsJ4Z9o6gAUWoAho9++vm65yxoW+wD0WVRdh+eDv+s/s/OF51HM0dzaBoCgVJF+DKtOtwU+xtuGvm/+KSvHWICYtj3Qebez8qJhZWq3X4OUBDrVZjVsE8wT6rXBH6+WGorsTBPTtBKYDKyZOx+PvvMdDdiXEr17hsFxUTi5jYeISGhWFWwTyH2Ow8lsHBAXS22wy4hX5uCo2huhJlxUdBUZSg11So6yPa+Fr7/G8kI+wLNV1tTWgx1mB8VBwidML4okToojE+Kg6akFBk5hb4FJeEEH8sbfUYMv4M0BSU4ZGc2lCGR0Idm8x5f6GoOzvgf6MAohtohr6jCOOGOhA52IwB9XiYNOMkHUNzkH3WRhMk/YsgFY/dND/QQxCUJ554omnTpk2veXqPRAARRgXOq392lKpzK9timXG6p1JUlBaJUmmIpikoFArQNO1yDP5SObytXs9dsBgJEyZiVu35eKX5H/ix9RBe3vIy1i1chwtnXiio4a8zfWc1+NdV1+EXr72JjphonL4uD6FJNGCywBoi7OOISZl0KUqpM42oUVppTP7kGBIL69ASFYcJTWdwrOA85L+wG136WIw704248kZ8/7erR+wrVPoan/PRO9CL0upSFFcVo9JYCYqiAAAKKHB+8kJcmn0FVk9aD1NzH3Zt34I2SwN2VW3hHJHHtsqX/Z6XKpqDSeSI0JXKjKdrQdO2824KDcW/b7wRd3/wL/QtvcSlPDwwMmrHfSwAoFarRTcx5hthI1q5dQhzfcQaX7CJP4D4aVpMIpGEEn8CWa1LSIIi+sfUChVtW+BQ0VZbJJCEUUAk/Ys9qeoOUvWMQJAxRAAiMELINDAxQsCdfQg0mhCYzSZbCLguGfr4CNE8KlLSMnCitMgx2W2oN8BQ7b8MPdO2fZUZ9rSN8yTN38TDPgFcSq3DXw4+hpeP/Q2f7/scNY01uHbptQgLET7qy3zajD5dND6+5hpc9+9/46PzYpBz9DS0vYP44dHVI7fnkY7ERBQR2/eHTWWx3uQofPnRRmg/qsfM9w8hpd6IaeUn8MmjN+Ka+9/F3icvR/LBKo/7ClWmne356O7rRkl1CUqqS1BlrAI1LD4oFUosSr0Ya7I3YFXWZUiImODY58ARYfysnO99hULhkhbpDaFSlfyJFkwn/UxSsTxVAPSG6zlRImPZKnRfehVirrrMpTy8v33tlc2m5eW7pIQJVUXNjhDiCFeRhsk5FaKSV0VpkeDl4OUo/jD5XudSsVOOkGpd0tIdEo+YfiNUtBVWhQrdIfGBHhLBB6nqDlwYXgO1gkK2tg37+jOJCEQgyAySAiYAfFLA6s4OjKk0MLFDwOOTMxA7IRXxyRmOdqMitIiKiUVaxiTBUz6iYmLR3NSA7s4OADaDWaFSJdzTNHJnzh5xDJ5SOeyUFR9llPqmVChxUfoyTInNxbeGr9DQ1oCiU0VIS0xD9HiBv7QpmyjSMz4SnbFRuOxfW1B1+UxM/qwIFTde4LIp33QkVbQKqtjhVLbZnlPZmGzDB1OxCdYm+0SBWWrWYHg4TirT8MOc82EO0SC1pREnC3Kx6MXtCOseQMW1c2AeF+rxWDR6Da/0NW/nw1xjhqnYBFBAj7oHP574EV8e+BKf7/scFYYKnO0+C4VSgYvSluPeOQ9j8/JXccuMjZiVOBsRWtdQfYqiUFdjixBSKBRITtUjOU3PeqxRMbGwmM1obmoATdNoa2kSNAXTG+5pQRazGbXVP7uk9zD97DFJxbKYzfhh/y7GqW729vLnzEfuzNmgkibCkpGJqLtvx+C6K0DrPKebeBqL/bnZ2XFWlFRXpufJF873E9PUPqapXb6er0wwVFfi+NHDDu8ppUqFfB6ph4VFpSguOgKapgX73hQCpt/rbNK0xEAw3x+agqWtHqBpQKlCSHpuwNO4uBAM0T8AYNKMw4B6PKxKDZrHZZHoH5kzRduCRHUvAECpoDFIq9FgieLUFkn/IkgJSQEjEETCXwi4GNFBhUWlGOpsFC3tY1pePpqMdYKnSjBd9fcW1cB29Xpt9gbkxs/A3dtvQnHzMbzwyQtYOnspLpl7CdRq/48KJtE69kiVxB2nMG6yAuUZ81Dw9+8QXdMGdZ8JA81KRxtCpGf5SmVzHq9YJdO5RBidi+bRojo3H9Gv7sHirTvQOy4CYQP90H93EhU3ni/KeO39O58zc40Zp7efxknrSVSUVKABDY731Co1Lk5fibm6+cg0Z2Bq5gy/nzF9Vg7y8ufi+NEfQNMUSosKOVfkGhoyOVKeLBYLCg/tdfQhFu4RJ/YJvnMEC5vPnr9ULEPNKVYRJJ6eB6bLLkdfXS2ir1nvszy8t2eJ0KlqdoSIsOFShYzN8fCJGjOernVEhwJAcqqec1uFRaWOQgcN1RUBK7fuCTapXYEyqxbS9Hk0VOsKFvHHTndYIjF/DhKaLDpka9ugVlCw0Eo0WXSBHhKBQHCDRAAJAJ8IIGBsGUHTNI0WYw1omoJSpUZmboFjpVCM6CB7my0imDTb4btK7AkhzEe5jCs6NAZXT7sZFmoIRxoPo6axBiXVJUhLTEPkuJErnPbIEEujBQMHBnxG69i3VUWqoEumcN77+5G1tQTmiBCEdA6gISUFDeVhjjYUEQpQHcOTJzWgTlbDXG0GKPA2aeYaXeQcCcNkezYRRs5tazI10Og16G9U4FSEHoVz58Ks1SKt4TS0AyZUXjmb1fGyhaZpnGk/g4OlB/H54c/xvfl71KAGPeiBRqHBqknr8MDcR7F52as4P3Qe6g+dREdzK+N7tbb6Z7ScsT03+RgM/1xego72NsfrwYF+j2MQ0oTXNYJJ6YjucD4OPs8E94iWydNmoK2liVWEiyfMcy+AprQY4R+8g8ENVwFKpS2CgUGFOS5RNkwQ6tnJNsJTrOPx18/5C5ZwM5Fu7XMpdEDTFDQhoYhPFseXiS2+vtflgBgVv+Ri4MwVuRs/ywES/cONbioMndYwDNJqlJsm8Er/6m1tFXBkhGBmUrQF5yWZoVQA7YNKUfoYSxFACvuPVykpKCigjx49Knm/YrH+DX7HcmGOvEusOyOED5C3KJ+KI7tRX1nieJ2aMwPT5izh3J6nNnNnzsbCJSt5H4PYHNi9A+XFxxyvhRy3PbJIqw0Z4SnkTGHjITzw7R2o6ayCQqHAwhkLseaCNQgNsaUfOfvbQAGX8uPaGVqXqBqXbdVweOFE1rRi5uv7MfPNA6icMRkfX3bNuUbsbSoAdZYaFoNlxP5c6d/Tj6GSIa/j9YS3YxACb217/HuGGuZai+Dl6imaQt2ZOpRWl6K0phStned+eIUgBDnIwXTldNy58gFMnTzL8R6Xe9XZ+0WtVnPyfjFUV+Lbrz+Fp+8w5zE496VUqZCcqse0vHxHf1xMiJ0/Q6VFhT6Pg0/7bD2A/GI2I/qa9bBkZqHnmecRNzcPZ3cdAq3zv0Ir93LobJHqeHibXA/7/dgXM+z+OVwigMQqwW5vu/5UKQAaqdkzZBOdFOhy73Ik2KJ/AgURgAILSf8i2JkUbcG6HBM0KsBsBb6oDEFVh/BJTAM7HhS8zUCiUCiO0TRd4Ok9kgImA/ZVtgeVCMQXbyHgXAwinX8UewqLd25TzEo2QiNEaoQnnCfDdryZr86dOB87bziKzT/8Af/86e/YX7wfx08dx6ULLkXBlALXFK1hoQY0PKY6eUvn6sqMx76/bMD3S5dg6Nig62Dpc/9SHZSg1bq4pGaJWTHMW9uezJ3djaVDZoWAHqI5iUEWiwWnjKdQUlOCspoy9PT3ON6LDo3FqqzLsHrSeqSaU9HS0OBxEsvUyNgZLmk77tgqXo0Uf9w/L87pPpTVinpDNZqMdVi6aj0AcDIhdk4L8lVZjKvJsXvakVDm1dBo0Pn2h4i55CKEv/IPWBOToPnxEIaWX8J6TMGOVMfDtR93o2fnQgdcBBx/35VC0N5sBGW1oL25QVYpagQCW4j4QyDIB32UFZrhoHuNyvZaDAFoLEHOHkEUuKw0cvmB6897wL1NOUxgmKwICzFB9oTzZNiOLw+McE04fr/oKWyYch0e+f5eHG36AR/u/BAHSg5gdcZqTFBPcIgovoQIX4KLucaMvhMKIMx7iqEyWgmqi2Is2PjzI+JSNUvMimG+2h7hyeMmFpmOmQDaf5UxO30DfagwVKCstgwn607CZDY53ksZn45Lsi7DqknrMHfifKiV574icnKme2zP073KRPjgOwF3rwKWkTUZYRERIz4vztvZsd/z9v92/pu3ql6+xCypyrwLgXb3TnS+/CZirr8CQ/MWQntgLyMByBejLToo0Hir8sXHP0fsEuxit8+FsRr9Y2mr9+pPRKJ/CARCsGHoVGFmgsURAWTo5GcDQSACEIElTMrBs1lpdBeK2P7AZRI1FCjTSU+wiQgQY4U6JS0DJ8qOg7JaHX9TqlR+I4xy42fii6v34NOTH+KxA/fjdPNp/LP5n5gSPwVLI5dCP0XvU3jwJbiYT5td0sc8oQxXuuwP2NK4FFrFCNGJael1XwbRbI+BL+5tA7bj8yumOafeeYlKomkaLR0tKK8tR1ltGWqbXCNnpsZNx6qsdbgk6zJMj58FBQNPGHf8GRkLWZrbuU8mIql9u4rSIlvUEEW53PP+Iu34lCoXK5KPKYbqSlSUFgGwmdXrM7OhPXwIkf97D4YK5iLkm69hTdej94m/8OqDbyl3wjnEKvEudgl2uZV4F1P88SWwBBpLWz0GyvcDlBXmpiqE5S5yjFEq8Uc30AydqRXdIfFBadxMon8CD0n/IjhT1aHGF5W2yB9Dp4pE/wgAOYMEwWG6EihESDrbqCFDax/08RGs+hCSQEcE6LNyEBMbj7aWM46/JafqAdi8XOwTVE+TaqVCiaum3og1ky7Hqz89j+eP/gUnW0/iZOtJTKemY0XECqQlpnnt25vg4iJoODqDTdywwhERY9/fxRdnGGehR8xULaaiEZOKaN7a9idgOYtFCq0CpuOmEZFDQ5YhVBmrcMJwAuVV5WjvP/fDX6VUYUHqEqzIXIMVmWuRqhN+osZF+GArJLAViwCg4XStTS8bFsCYiEh8PrP+2hczcsZQXYmd2z53iL31hhrkz5mHuX/9G3p/+3uEffAuNKXFUJ+oAPr7gXBulfAC/UwbLXgTfoTy7eGbQhbo9tkgtvjjTWCRA5b2JoAaXuChrDahSsLx6Qaaoe8ogoq2IqbfCAPyg1IEIhAI8qKqQ02EHwEhZ1ImjCYfIOeVQIVCAY0mxON2QoWMCxXhI0Uag/PEWKlSoburE4bqSskmTIbqSrS3nVvdUqpUiItPdEy8T5QdB2gaFEWNmIQ7n58Hzn8UN+XdiZeOPos3i19EWU0ZymrKkJOagyXnLcGUtCmMI0ncBQ17RA8A7xFDFrdGLMDAYVtVE/d0KoVWMSKahotAwxSmEUhe92cgYDkLUeoJagzVDaErtgvF3cU48cUJVBurYbaaHduHIQyTFZNx5Xk34aq5N0MXIm7lGrFLc3OJOnEuyU1RlKN9f5F2fKN4vLUvduSM8XStS6QfQOP40cNImDAR+qwc9P/yfvTfcx+0O78BwsM5P//Ynp/RnC7G9dh8iT9C+vaIHQ0rh2hbsdO+Ai2w+EMdkwRzU5VtjEoV1DFJACSM/jG1QkXbzo+KttoigYJIACLRPwQCYSxAysALAN8y8HaCpRx8fc+Az5LwEbpoUBYLOlqbANDoam/xWNI9UKVjO/vNiIrQuvyNT9l1NiWm7WWPh4ZM6OnqQFdHu2jl6T1RVnzUUX4bAFLSM6HWaNDc1ADAdk08lbX2dH4mJqZhcfpy3Dj9DqiUKhS3HkNLRwuO/XwMx08dBwAkRidCrfavM6uiVdDoNdCk2sqfq6JVjr+NKLdO2UQWUK5/pgdomGvM0E7SQjtJC0WoAupkNUzHTS7l3qkOilMJeKaYim392ceqCFVAo2chMjkfnxoInR3qcXy9A70ory3H/rr9+KruK+yq3IWTdSfR1tUGiqaQl5CPReMuwvy+C3AJLsFUTMXUhDxkT8oV5kDh+94XszR3WfFRxz3LtIw829Lf9mPTRUYjM3sK71LlQhwDGyiKQm31zyOMsl36UShgnZTt8/nn7/nGppQ7n+es3OFybIbWPnT2m72+L+fS73JEEs8fmoKlrd4WRahUISQ9V1al4JXhkVCNi4JCE4KQ9Fyo41Kl9f2haUQONkMJGlaFCs3jsmDSjJOuf540i5SCSWAOSf8iBIqxVAaeRAARRMFsNsFuTuItukdOIeN8PEvYruLrs3JgPF2L+uFoBCnTJtyNc+PiE5EwYaJLVJI9Ash5Nd/X+YmPSMTvFj6JXxY8jPdLX8ebx1/CmY5GfLr3U3x18CvMypmFC6ZdgIykjBFRQVxTpZwjhsy1ZlBnh9Wg4YiZ8MXh0GRq0L+nf0Q0jf2/nf8mqJ8PT7Nob15Dg6ZBVDdW45TxFE7Vn0JDW4PLftGhsbgobSmW6FdgcfoKJERMGFFuXUgPGqEjWNhEDbGJOnGOysjLnwtDzSnoM7MZCRXOx+avtD1bxPYH0mflYPnqy3HsxwOOlE9v/Xj7fDO9xkz9ykZzuhjbY2Pi9ePJV0fMUu7BjFSGz+q4VITlLpKtBxBgG2OgxtUdlggD8jl5AIntHeSvfRL9QyAQxgpEAJIRwZQG5s8MmqkhpFgh4/5+JLt7AXGdjHGd0ATKHFaflYO8/Lk4fvQH0DSF0qJCLF213mXiDYz0AGIy3sjQKPxyzkO467z7saPmS7xd/E8cMu5FYUUhCisKEauLxezJszErexaSYpNgqbVwTpVyT4FyeAK5V9DyIsYIUc3Lm3jlrXQ7q4pjmRqYJphwoukEavbXoLqhGsZWo0s0h1qlxvzki7AwdQkuTFuGvIRZUCqULu2IVU0OEGcyz1RIYHpczgKGc3pjT1eHIxXKE1IIFWJeG+c+7EKOr368fb6FPg+BNsUWE6bHxsbk2X2RBIDopdzliL/vc6mrfbERWAJtGB2Iql/dYYmsBRwhvYM8CT3Em4hAIBDOoXAPD5eCgoIC+ujRo5L3Kxbr3xDuWIJFAALAqBpYIFYqnX0TlCq11x/J7mbQXPwb3CMs2ERBcO2P74TxwO4dKC8+5nidO3M2o+gGLn3XdJzCh2Vv4dOT/8aZvnOpZwnRCZiqnopJrZOQjGQooYR2hhbhi7kZ0foSWDy9x9cDyMWIWg2f4hWTbSmKQnNHMwxNBtSeqUVtYy1aO1tdtlEqlTgvcS7mp1yERWkXY3bSBQhTBy5tlM+9LxXu97ozvu77YDg2ofH0+RbjPEjtASRkf/7a8vs+z/SSiiO7UV9Z4nidmjMD0+Ys4dWm3GHyfS7Xcu/OhtFQqiQ3jA6mku8pnWWI76tzvG6NSIcxajrrdpyFHqtCBUO0Tejx1z6J/pEHJP2LEEgGdjwY6CEIikKhOEbTdIGn90gEEEE0uEb38BWOmJpLu0cBcSm7zmcVn01/9nLODcNGtnxSbriuwnM5P8p2Gosti3HdkpvRqG3CF5X/xbaqz9HS0YIWtGAv9iIMYchSZGEqpmJK1xTE6GJYlyL3VZ3L03tsS8C7w6bSmPu2pjoT2qPbYWwxwthixOmW0zC2GGEym1zHqNZg7oQFmJs8H/OSL8TspPMRrvFewU7qibUUESx80WpdDegVCgVomvZ738vh2IS4nmwrpblvI8Z54PIc4YqQaYpM2vJq+C2Qr4jcSq1Lgb/vc7mKP4D8DaPlRHdIPGL6jQ7hpjsknlM73kyohWqfQCAQRgNEACJwxl8aGBeEqHri70eys8AEZPIuCy/2hMZ54mGHTzqG+6QOOFcCXsjj8DRhenbZK/jLkhfwY+MBbK/6AjtOfYmGfiPK6DKUlZQBJUDUuChkTsyEPkmP9MR0TIybCI1a2EpdfGHq89M70AtjhBGnlafRQrXgDM6gpaIFQ6VDI7ZNHp+G8ybMQUHSPMydOB+58TOhUTE7brErSnlDysk8F4aGXEW1lPRM6CKjWAkihupKRp8PoSNN2F5P9/6Fuifkfo19IWQKG2efOAFNZeXkmycVvr7P5Sz+AN4rcklBMEX/APy8g1za8SL0+GqfRP/IAxL9QyBIBxGAZEYw+QCJAdvS8J6ihXz9SPYkMOnj8wQ9BqEjMZwnHnb4+mc4T27FEg7cJ0wVpUXQZ+VAo9JgYeoSLExdgj8tfg7VHZXYX/899p3ehR+M+9HZ24GfKn/CT5U/AbClPiVGJ2Ji3EQkxSYhMToRCdEJiNXFMqowxhQ2aWF2n5+huiGYJpjQGN6Is5Vn0dbVhtbOVrR1tqGlowV9gx4mf1YgaVwy8hJmIS8+H7MmFGBmwmzERzD7wWuPBgOAaXn5DlPx0Wqu6w0mnzP3aDf7+WLTB5PPh9CfI9aGwh76l+KekDK9ikt/QnoOsS53L3A1IefvutGe9uWMt+9zuYs/QOAMo4NN/LHDxTvIUxvehB4h2icQCITRABGACLwQOgqITYi7r2ghb+lnngQmQwr/KCA7YggqzhMPpUqF5FQ964msN8ScJKakZeBE2XFQVls4dsPpWhiqKx392idxk2ImY1LMZNw2825QNIWTbWU40vQDjjX9gOLmYzjVcRJNZ5vQdLbJpX0FFIgcF4kYXQyix0cjMiISuggdxoWNQ0RYBCJCIxAWEoYQTQhCNCFQq9VQKc+VU3cWfACgZ3sPrFYrhsqHoL5IDesEKwZMAxgwDaBvsA+9A73o6e9Bd183uvu60dlNYwOGAAAgAElEQVTbia7eLphLvZdxjtCMQ07MVEyOnYYpcdMxLS4P0+JnIDYsjtM5NVRXYufWz0ANV5BrqDdg+erLZWOuK1UaGpvqVHxSmJh+Pphux9RDRqu13a9Mr6en/sW+J6ROr+JacVGoFDbGxuMilJEWIjI2mHH/Pg8G8ceO1BW5glX8ERI2Qg+J/iEQCGMRIgARZIW31T5PkT5so4UAZgITn0msWJWRmE5iArlC7mncyal61BuqAdiMjitKi9BkrPM6iVMqlJgWPwPT4mfglhkbAQD95j7sLt6Orw59jGaqGWcVZ9EXNoCmgQZ09nais7eT8ZiUCiVUShUUUABWgAYNuoQGNfw/AIAVwPfMjzMqJBopujSkRWYgPTIT+sgsZEZPQlZ0DiZETGTtZ+QL47AHlB3KaoXxdC0WLlkpC88aqdLQ2HzO+KQwMf18eNqObUqWu+FyXv5cDA2ZGF1PT/37em4IIdRJnV7FtT+hUtgYRSiJIP4A3L7rRivBJP4QCARmkPQvAkFaiAAkQ+SaBiZVOVP31T5Pq58AMNDbBYVSBZqyMjbE9CYw2Q2h+U5ixRJUmExiAr1C7olpefkOwceersV2EheuiUBkz3jkU/m2P9BAbvZszL1wCRp76mHsOY3Gnnqc6W1Cc18Tzg60omOwAx2DZ9Fj6kavuQf95j4MWgZA0RQoK+W1LzXU0EKL8aE6REfEYrxWh8jQaESHxiAuPAGxYXGID09EYkQSksYnY+K4FIzTjhfmZDEgJS0DJ0qLHCKQUqVy3GOB9mqRMg1Nqogn58+HVhsC4+lax9+9bWcfC9uULPf3h4ZMjKrzeerf3q6ne0IooU7q9KpARrn5Fe9EEn7sjEXzZ08Q8cc3JPqHHST6h0AgjFWIAERghHM5U3NTlUs5UzHMoJ1xX/2sP1WC9uYGUFYLFEol4ibqkZqdx3hF1Ft6mKG1j/ckNpDVg+S4Qu5pYuwsCPn10Rhuc6DPdYKl1YZAq9JCH5UFfVQWo/HRNI3qqgrUna6GSqNGRfExWKwWaFQaLLvkcqgVajTUG1hdt8KDe2CoOQV9ZjbmLljMaB8+6LNysHzNhhEeQHJAygm6lJ8ze9tsKkAd2L2DdUoW3/PH9HMslFAndXqVHJ+tYgs/dviaP/OtrCkH9pUUS+6lE0wQ8YcdRPyRDyT6h0CQHiIAERgRyHKm7qufgMIhCNEUhbBxOsF+1PqbhDFJA3CfiPFNt2C6v1YbAoVCCZqmJF0hd5SorzeAslpHTJDdzwebdDb7pFuhULq8517diQl1Naewd8dWx7UtOG/RiBSbjEmTGbdXeHAPio4cAgB0nG0FAMlEIHtKkbeIlEAg9QRdyogntqIJ25QsQLrzJ6RQJ+Q1YNJWoKLc3M+ZNmqiZOKPHW8LF/4YDf5B+0qKvS5AEYj4IyWp6g4kqbvRZNGh3hId6OEQCAQCJ4gAJFPklgbmr5ypmFFA7qufANDebBQnHF6XjLz8uY6oDm8eHe4ihzeRhm+6BZsqRKVFhaBpCgqFAnn5cxmljPGdbHIpUc8lUsF+XDRN2yZg2hDWpes9pdikpGVwFlEMNadGvJZCAAICV/bdH4FOQxMLtqIJm5Qs9/2kEM4C7RcVbLikAkZNDCoBJdj9gw41tgd0AYow+uAa/ZOq7sCF4TVQKyhka9uwrz8z6EQgImARCASACEAEhgSqnKkd99VPPuHwvmgx1qD4p0JQVgt6ujqQMGGiY4LkNQ3Ax2Sca7qFXZxpbmpgXYWIpmm/ETJCCQhilKi34z7ptpviarUhKC0qZD32Eav42hBe50Cfme2I/LG/lgr3+6rw0F7bGMhkXhS4iCZyFsPkPDbZoktGyvTkQI+CNcHqH+Ts9+NvAWosQ6J/pCNJ3Q21wua/p1ZQSFJ3sxZRAinAyFHAIulfBEJgIAIQgTH+ypmK7QXkDNdweH84r5a6Cy7eogB8iTxc0i08RdUAroa/7rDtx58wxTQ6yKVEvVKJ5LQMTMuzmTUf2L0DWm0I40pG7nibdHvyV2Ea7eRcWYmviGKP9hHbA8jTtXA+74AtBW3X9i2yiQSSK3yi3ohoMjaRItVLTI8evv5BgcDd7DnQC1ByhYg/7OHj/dNk0SFb2wa1goKFVqLJomO1vz8BRmxxSAgBi0AgjA5UmzZtkrzT1157bdPGjRsl71csPvqpUZR2684OID02TJS2xSJ1fHCN1x2aptFirHH46MwqmIeomFgAQFRMLGJi4xEaFoZZBfMck0GKolBXUwmKYr6PL8qKj6K5qWHE32PjEzH/omUe92Hbj68x2wWo5qYG1NVUIiY23vGep34tZjNMpkFMyZ2JxSvWorPjrGP/M431aG1u8tuON6JiYpGWMcllP19j94Tz8bS1NDnOj3M7ADA40M96nMlpeuTOnI3kND2r42KKt2thv97tZ1sxONAPwHZeQsPCkJYxSZSxBDts7msh+iorPgqKokb04eu9sYhY54Nvu4bWPnT2mwUbT4uxBnU/HwdN04jQRbv8vfjAdnS1NaHFWIPxUXEu7wtBhC4a8ckZgrcrBt4qfSnDI6GOTYYyPFLiEckTIv6wh6/xczcVhk5rGAZpNcpNE1iLJ1O0LUhU9wIAlAoag7QaDZYoAOfEoUR1L1I1nei0hqGbEvb3tBI0UjWdUCpoWGglyk0TBO+DDST6hyA3HrtpfqCHIChPPPFE06ZNm17z9B6JACIIipRRQGLgvlrqq9KP89/8mbt68+3xtI97dIed9rOtMFRX8vbW8TdmNmlrdu8hi+VcypyntDAhy4KzTcfxdjz2dgoP7XWkcoldvpwtvq6Fe3UqqUtjiwmXSB1/+0hVpt6fV5gcvZsChVjng0+7YkT8+DJiDnaPHiEhZd6ZQcSfwFFvieYcNeMrgkiK6Jx6SzT29WcSDyACgQCl/00IhNFBi7EGFUd2o8VY43O7hJRMTJuzBAkpmYwnA/qsHEdakaG60u/29glKefEx7Nq+xWUfuzCRO3M24hImOP5OWa2O9g/s3sGoH39jXrhk5YiJUUpaBtRqmzbsT1TwNKl23t+O0OKEt7F7wtfx6LNyMHf+RYyPVyiYXENDdSW6uzqhVKm8js35XmE6yRXq/hGrfV+fDT77sLmv+eDpM8HkvUAg9r3gD7HOB5d2Da19oqV7eRJ57MQlpQ9Xt0RQefQIjZzEH0tbPQYrC2Fpqw/0UEZAxB9uyKHsu12AOWFKGJH+1WTRwULbpmRc0svYjKFwMD3g4g/X6J9J0RYsyzBhUrTF/8YEAsErJAVMAMRKAQOCMw2svmdAdqlgfMLsoyK0frdhm17inOblKXXHnvoUHh7hku40MSUdP+zfJWoaiz29aGjIhPG6KMQnJnntw1M6lj4rx5GOlpKWgdj4BK9paUzSNPimcvhLj+OSpsdnjEzuFfs2ne1noVAokJKeifMXLPE4Nk9pcnz65oMQ7fv7bDDZZ2jIhOwp0122EeI6M8FXiiLb9EUxkTIlzhtinQ827XJJ9fKWzuUN59RipUqNzNwCx34RumiMj4qDJiQUmbkFYzL6R27iz0D5flDdrbC01UM1LkpWaWd1ZwcCPYSgQw7ij51uKgwNlqgRqVd808uCjd7WVv8buTEp2oJ1OSak6ihkx1jR2q9E+yCJYyAIB0kBIxBGGXzC7A2tfdDHR/jchm16CVPTZvd0J6nSWACgyVgHi8WCJmOd1+gSJuWu7ak59r/bYZKmIVSKiJjlt9mOkck1dN6GoijoIqMEuc5i3z9CtM/G0Nx+b2m1IVAqlQ4/J2NdDQoP7hlhzB3oMutilmBPjgnF1GnTYbFakJ0zBc+/8hbCw8O9bu/pWn274xvceOsdHvfb+c1WPP3nTaAoCmaLGXf8v3tx82138hqzWOfjxx9+wLPPbkZUdDQsFgt2fr8Xv/7NY5hz/jwAvtO8/Bky+0rn8oYnI+bPPnwLoWHhWH35taIVNQgG5CT+AJB1yXkS/TO64ZNeFkxwjf7RR1mhsQVEQ6Oyva7qINNYAoELRDoNAoLxS19uP+r4htn7Sw1gk17iXJHKnroDwGsqhnO6kxzSWHyNzx1fqTlM+uCbIuIrxUWo9Be2Y2RyDZ23UapU6O7qFCRNR+z7R4j2maa1Od9bpUWFiIlLcLxH0zSOHz3M+pyJnV7p7z0+hIaF4bsDR7Hn8HFotFq895bHRR8Hnq7V66/8AwPDpuLOmM1m/OqXG/HL++7Hm+/9Gzv3HcH8hRcKMm6xzsflV12Lw0UncaS0Cvfe/xBuv+lq7Dn8k1/xp/jAdtRXlqD4wHaP6cLNxhqv6Vy+cE4tBoAN1/8Cqy+/lsORjQ4ONbbL7ncCYCs5D+XwLFNGJeeD8XegHJBT9A+BH4ZOFczD2qzZantNIBC4QaRTwphAiFK4viKBmK5kO0eLqNVqh/izc9vnoKxWnCg7juWrL/dp9CzkijkTI2o+QoGviBAmffAZh1RmvGzHyOQa2repKC1Cw+la1BuqfUZiMUXMCBS27fsybWYSqeN+b4WFR0ChUIKmbVFANE17jEDy1u9oMmg+f95CnCgvBQD888W/46N/vQMAuP6mX2DjPfehv68Pj/32IdTVVsM0OIiN99yL73Z+i+Yzjbjy0uWIiYnDp1/vdLRXUXocAwP9qDdUoa25AUtXrcek7MkAgP+9+3Ysv2Q11q67AgCQlRyN6oYOAMCLf38Gn/7nQygVSly8fCV+t+lJ1NZU4TcP/BJn21qhVKnw+rv/hj4jCy+/sBlffv4JhkwmrFq7Dg89+jj6+/qw8bbr0dRghJWy4oGHHsW6DVfjz5sexY7tX0OtUuOii5fj8T/91ef5SJ46B2uvuhlbPn4X9//uSRjravHsEw+hs70NoWFheORPz0OflYO/Pv4gTH3daGxshMlkwo1d/bjuroew9dMPsefbrzDQ34fB/j5cc9UG7N+3F+UVFdCEhGHp6g24839/i4H+Pjx2321oaW4EZbXitv95CMvWbMDLz2zC/l3fQKVWYe7Ci3HfI3/EGy88hbDwCNxwx72orCjF0//3KwwO9iM5LQO/+8uL0EVG4Z4b1iJ35mwc+/EAeru78OiTL2DWnOAPUT/U2A5LW70sy7rLseQ8EX+4QcSf0UVVhxpfVNoifwydKlR1qDEp2uLymkAgMIN8WgiiIUVFMH/h+s4IEWbvTwTiUpGqu6sTlNW2rEFZragoLRItXckZbxNe5wiloSETL6HAlzjCRgjhIlj4Ep+ETIXyN0ZPggOTa6jPyoHxdC3qh9Oa3MfpS8jwd07FFDaYtO9PnGNyvd3vrWl5+YiLT8Txo4dB07RHMc5Xv1KmV4qJxWLB7p3fYMmylSg+/hM+/vBdbPvuIGiaxuplCzBvwSLUGWqROCEJH/znCwBAd1cXdJGRePWl5/HJVzsRGxvn0mZPVztycnLw3HPPITMzEy1tHfjN//0ZSqX3IOJdO7/Bjm1fYet3BxEeHo6ODtsk9n/uvAW/vP8hrL50PQYHB0FRFPZ8vxM11VXY/v0h0DSNW67bgMMH9+NsW+uIcba3n8X2r7/A/iNlUCgU6Ors9DoG52ifybkzseWjtwEAT/3+fvzmD39Dqj4L5ceP4tlND+LF979EaFgEWhqNuPPOO9HV3Y0P3nkDG269FwDwc3kJ3v/6ACKjorHj83/BZAFefv8LxCdn4KG7rkNR4UF0tp9FXGISNr/xHwBAb08XujrasXfnVny0oxAKhQI93V0jxvmHh/8ffvX7p3He+Qvw2t+fxJv/+CseeOwvAACr1Yq3Pt2FQ3u+xZsvPo1/vLvF9w0gc+ziz0D5foCywtxUhbDcRbIQWuyo41JlMx4i/hBGE3xLv1d1qB1Cj90TSKMCZiZY8EUliAhEIDCEfFKChH2V7bgwJ3jLq4sBFy8GIWDiCeQNT4JIRWkRv/FwKJkNeE9dco9QEjPihKkQwmUMvsQnoSKcnMcIwMXryFBdiWM/HkBbSzMAmlNUibdxOgsZJ8qOIzlVj2l5+QAQFFEs3sQWNlE4nu4tfVYOEiZM9Hq/8Y1IYwvXzyYXBgcGsGxhAQBbBNB1N92Gd998FavWrEN4hO15tXrtevx4+CCWLFuBJx77Df70+G+xbOUaXDB/oc+2U9IycMUVV6ChoQEGgwHbt2/FmeYWPP/Km1732b/ne1xzwy0OP6Ho6Bj09vTgTFMjVl9qi3wMDQ0FAOz9/jvs/f47LF80BwDQ19eH2uoqnD9/wYhxWiwWhISE4le/3IhlK1dj+SVrXPo1tPahrceE7gFXY2eapgEA/X29KP2pEL+791bHe0NDQ7bxhI/HqsuvQ/qUWYhLSsfeAz+irvoUAGDugsWIjLL5cxw/+gPKS4/jgTuvh1qjRX9/H+rrajCrYB5eeOoxvPT041iwZCVmzZkPi8UCbUgI/vzbe7FwyUosWLLSZVy9PV3o7e7CeecvsF2jy6/D7+47N7aLVqwFAEyZPgtNxtO+LpPssad8ydlnR04Q8Yc7JPpn9EM8gQgE7pBPCkFUxIwC4mPsHCi8CSINp2tBURSUSqVjIs8EPmkrnia8YkRBSGG8661fqcx43a9DXv5cFP/0oyOyC+B2Pr2N08Uk2mp1pIglpaRzvn5SihXexBa295+ne8vX/cY3Io0NUqeU2T2A/NHe1oKm+lq88e6HOHWqEn/90+NYdNES/Oo3j3ndx/3cjI+Kwfkzc/D8K29CrVY7zLcpioJ5WExhA03TuPdXD3s0lf5234/Y9e12l3Fu+/4QDuz9Hl9/8Rnefv0VfPLVt3592iorSqDPmgyaojBeF4n3vtrvcTtdTAKmzVnieK1Q2P4NHRayWow1aDHWYt4F52Pu+ReMWHh4Z8teHN77LV597s8omHcRbr/3Ybz5yS4cPbwX33/zJT754HW8+P6XjM+NVhsCAFAqVbBag7f0sbPfjzomCeamKpsIJCOfHTlBxB/uEPFHnvCN/nHH0KnCzAQLNCriCUQgsIWYQBMEw9JWj8HKQlja6iXpj6+xMx/8TTZ84W56qs/KwfI1G5A7czaWr9kgSBQP03G4m+1KZTItFVKZ8bpfh8qTZS7iDwAoFErOpsju43S+Tnbs/XO5fr7MutnA1ETZm9Gz2PefP4NpMe8JtgbmQnD+vIX4ZuuX6O/vR39fH778/L8w9Xfj8P7dOLz3WxQUzME99/0KJcW2KMRx48ehr6dnRDt9vb1obGxynJvy0mKkpKYBAFLS0lFy/CcAwI5tX8FstkXeXLhkKT7+17vo77eZSnd0tGPc+PFImpiM7V/bUrpMJhP6+/uxeOlyfPTBO+jr7QUANDU2oK21BWeaGhEWFo4rr7nBMc6+3l70dHdh6YpVeOLJZ1FaWuzX2Pnz917E5x++hXVX34yI8TokpaRh13ZbKhVN0zh1otSx/fffbAFFUTDW1aKhvg5pmdno7mhBR3ODI+U4MzMDRUVFGOjvQ1tTHVrONKL9bCtam5sQGhaGS9ZdM+ztU4z+vl709nZj/uIVuP93f8apk2Uu4xs3PhLjI6Nw/MghAMA3X3yM/LkLWF5p+eLJ7Nnus6NJniy79C85ECzij26gGSmdZdANNAd6KIQxiM0TKARHm2z/kugfAoE55NMSRMg5DcxXTr9YUUBCGDu7w8ZTiE8qmDueohaYRGTwTVtx71dsk+DRSkpaBk6UHXeIPv29PVAolaCHIyMAYFbBBYKdT3eTaIqiHD440/LyWV8/ISK/2Ea8eIveEfv+kyoiTYyUMrbMmJWPq6+/GauX2oyDL7xoMRISElBVVYUPPvgA77z7HqKiY/DU314EANx4yx24/sq1SJww0cUEmqZpvPTCZjz8wD0IDQ1DeEQE/v7ym8P73I5br78CSxfMxpJlKxzpZhcvW4ny0mJcsuQCaDVaXLziEjz6f3/CP159Gw/f/z945sknoNZo8Pq7/8bii5fj1M8nsXbFIgBARMQ4vPjaO6itqcYff/8IlEol1BoNnvrbi+jt7cF1V1+OIdMgaJrGfb/9s8dj37X1c/x0eB+6O88iKioKV1yxAeGhGgDAE5tfx9OP/xrvvPwsLGYLlq3ZgOypeQCAxKQU3H7FUvT19uDhP2xGV2sj6itL0dPZhuID26Gfko+cyVPQ1taGN998C2ER/8H4yBg8/uyrMJ6uwYt//T8oFbbxPvTEZvT39eLhu2/wOd7f//WVcybQqXr87qmXhLj8AcdXlS85+ewwRQrj6mASf/QdRVDRVsT0G2FAPrrDEgM9LBL9I1OEjv6x4+wJRCAQmKOw58VLSUFBAX30qP9Q9WBh/RvSHYtcBaDBykKYG352vNYkT0ZozlzHa7HNoIXA2VNIqVIz9hQSSgRyxlO1MG+TVilTdwje2bblY9Qbqh2vU/VZjv+elpcv2rVhc/2ZVMDi6v10YPcOlBcfc7zOnTkbC938TviOP9iQ27EJcZ0DiaG1j5VIX3FkN+orSxyvU3NmuKR3ufPHh+/BgiUrcfGqdT7biEtKF3ThYTQixxLvfHBe5IJSJUrkUrCIPwCQ0lmG+L46x+vWiHQYo6YHcERE/JEzYglABIKQDOx4MNBDEBSFQnGMpukCT+8R2TTIkGsUkL+cfikqgvGFq6eQkJFAdthEZATKY4cLcpsQC8m0vHw0GetcqlJJcYxMr7+vCB0hIm+4RLyMptLrnpDbZ5PtdZbD59U5vYut8X9cUjoaqiscoj6XNGFPbQhRUXK0MtqEHzvEuNqV7pB4xPQboaKtsCpU6A6JD/SQCDKFiD8EgvwgAhBBEOw5/WKHR4sJn8mCXQQSasIkh/QRofFXdj7YRSE2k2upjtm5H3+iIl+xgouIxCf1bLTcN1IjhGAoNt48fdiK9GzThH//9Mse/x6TmAKARmr2DCL8+GC0ij+A+MbVwRT9AwDdYYkwIB86Uyu6Q+IDnv5Fon/kCRF/CAR5QgSgIES2UUB+cvrlHAVkTyvQT8mH2WziFNpfWFSK0oPbBZkwjUYvHn9l5+USAcJHWGAyuZZqYu2pMplarRZVVGQrInEVOkd75JAcEKMioD/8metzEen5ROu4pwWnZs/g1M5YYDSLP4C4i1zBJv7Y6Q5LDLjwAxDxh0AgENhCBCCCpDAVgdj4PPCFq/ePO21NdYJOmPxNpoMlAsI+Tq02ZIQAUVFaJPkk099YxRYWpJpYu/czNGQSXVRke09yFToDIU6MNaSKQmRTUZFpRI+ytwcZf3gYtU9sBhUWznlsXNOCxxKjXfhxRgzj6mAVf+QCEX/kC4n+IRDkCxGACLKDrc8DX4T6ke+8Oi122lawREC4m87m5c/F0JDJcW4a6g2ObZVKbmXShcRblJKQaV1STaw99SOmJw3Xe5LLmEZjiqTcECoK0dPngo3o4w6TiB4qYhxgtSLrobtx6oW3AaWSU19CeAgFC1wWXcaS+CMGRPwhEAgEQiAgAlCQItc0MCb4iwLiK8iw/SEr1I9899VpISba3kSFYImA8BSFYq8MdWD3DkfZdABIlkEkk7uwoNWGMBI12IgfUqX3SZ1GKOU9ORpTJOUIX8HQ+XNxoqxYdDHfgUKBmif/gam3rkfq5j+g/qFNnJph6yEUDHj6fmS76EKEH/4Q8Yc/JPpHvpDoHwJB3hABaIxiaauXrWEzH0GGS/SQkD/ynVen+VYH8yUqBEsEhK9xur83LS8/gCO14S4sMBU12IofUlWHkqIfXyl+QrXtSeSRW4Utwkgqfq50fC6kTqGiQ0JQ+dIHyL16BUxpGWi55hZO7Yymil/evh/ZLLoQ8Yc/RPzhDxF/CAQCgTtEAApiuEYBWdrqMVC+H6CsMDdVISx3keQikK8oID6CDNfoIbF+5PMRgXyJCsESAeFrnHI9BndhwZfQJqb4wQah/aCYtucrxY/vOKRIcwwWH61gwjm9K9ApVJaYWPz8+seYdt1qmJLT0LVwiaT9yw1v349MrhMRfvhDhB9hIOKPvCHRPwSC/CEC0BjE0t5kK2UKAJTVFgkUgCggfyIQXx+eQHs22EPtW5LSMTc/j/X+/qJ85B4B4Ty5tqd9uSP3Y/AlUokpfrBBaKGETXvuJt7OKX58ETulLFh8tIIBb54+ckihGsyYhFMvvI2ce29FxQdfYiB7quRjkAvevh/9XSci/vBHruKPbqCZcyl3PvtyRc7iT6q6A0nqbjRZdKi3RAd6OAQCgeAVIgAFOVyigNQxSTA3VdlEIKUK6pgkkUYnPXKYcAA28ef4/m2gKSuMVeUAwFoEkmuEDBPEmlwHImLDm0jly99ISPwds9BCCZP2DNWVqCgtcphkA4BSpRI08knsNMdg8NGSa4QS28pdgU6h6pm7AHWP/gmTN16L8v/uhDkuIaDjCRS+vh89XSci/LDHU3q9FOIPFzFGN9AMfUcRVLQVMf1GGJAvyb6jkVR1By4Mr4FaQSFb24Z9/ZljUgQi0T8EQnBABKAxiDouFWG5i2ThAcS0LDwb5DDhqD9VCno4yoqmrKg/VeoYkz4+gvHETogImUBMIsWYXPsTlaQ+Til8mJgIaUKPw197zmNyJjlVL+h5F1sAlbuPltwilPhU7pIDbeuuQaihBpPvuh4VH3zJqzx8MMP0+5GIP+zxlF5/qJ27DyBTuIoxOlMrVLTtd4qKttoEJKYCEI99uSLn6J8kdTfUCgoAoFZQSFJ3jzkBiIg/BELwQASgUQCnKKC4VNmYP4shAgUe2uvrwqJSlB7cLsjEzp/oEahJpBiTa1+iEtfj5CMaSRGhxURIE3oc/tpzHpMdsUy8xUwRlHuEnRwilIJd9HHHeN8jCK2r4V0eXu5wKeluhwg/3HFPrz9dUwtETRe9X65iTHdIPGL6jVDRVlgVKnSHxDPuk8++XJCz+AMATRYdsrVtUCsoWGglmiy6QA+JQCAQvEIEIAJBBFKzZ+DsmXrQFAWFUonU7BmO99qa6gSZ2DERPQI1iRRjcvPPWMAAACAASURBVO1LVOJynEKIY2J7GDEV0oQeh6/2nMekVCqRnJaBaXn5shNQmIh7cvagCkSE0mgTfEagUKD6Ly/yLg8vZ7hUwrRDxB9+OKfXSyGK2OEqxnSHJcKAfE4+Pnz2ZYvcxR8AqLdEY19/5pj1ACLRPwRCcEEEoFEC14pgcmG0RQElpGRi1qI1HldhnY04+UzsmIgegUxzEUOU8CYqcTlOOURY+EMuUSruYgrbMUmdnie79CkOx8/32jOu5DbaRR83hCoPL1e4VMIkwo8w2NPrT9fUSmqMzFfI4TpOPvsyRSrxRwgD53pL9JgTfggEQnBCBCCCbJCbCMQnjB7w7rXgbsTJdWLKRPQQUkCQgyGtN1GJy3GKLY4Jdb4CHaXiTUxhOqZAiDFyEvf4HD/Xa++rz7Em+HjCuTz8YEo6uhcsDvSQBINtJUwi/gjLofYISdK+3JFCjJEaKcUfYuDMHRL9QyAEH0QAGkUEexSQnOATRs8EZ3HIPiHTx3s2i/QmJDAVPYQykuY6iZVKOGJ7nGJG1wgleshBdOMrpgRCjJGTwXMgjt+9z4qfKwFdsqh9BhujtTw800qYRPgRHrmWeg9GpEz7IgbO3CHiD4EQnIxOB0RC0CKXH6Wewuj50GKsQcWR3Wgx1njdxtPKvF1IKC8+hp1bP8O2LR/DUF3peF+flYOFS1YGJKKCCc7j37V9i8vY7e8f2L1jxN+lQqzzx/V8OePv3HnaXoxzmZKWAbXatlbARUzhuz8X7OJe7szZAU//CsTxa6MmQqmy9alQKjHQ2+3z2TNWcS4Pr2nzPuFk8vyWEwkpmZg2Z4lH8edQY7tsvmdHE0T8CV6aLDpYaNt0iBg4EwiEsQARgEYZQv0IeXBJNjbfvhbP/mIN/nbHZagtO8apndL93+KM4ZTPbTbfvhbvP3Gf47X7j9M3XngK87KjUV937sf3R2+/gnnZ0ThRWsRpXP6IS0p3TKCYhNH7wh5NVF9ZguID210mEe4TC3cRyFlIoCgK9YZqRmKA0HCdxPoSQtgKHMGEEJN+NiKSmOeSr5gSKDFGKnGUyTjEPn5Da5/L/+1RIHET0wEo0NZoGPHsIdhoW3cN2tZfi8l3XQ/lQP+I9309v4MNIvwIz77KdiL+CIzUps92A+cTpgSS/sUCEv1DIAQvRAAieEQTEopfv/k1HnxrK1ZvfBDbXnuWUztlB3ai2VDl9f1mQxUoqxU1JUdhcvrx7f5DNWvyNHz39WeO199/swWZ2VM4jYkJCSmZ0E/JR0RkLPRT8nmlf9WfKvUYTeRtYmGfxAGuQoIdrhEl3mASOcJ1EutLCBEiSkauCDHpZyMiiX0u+YopchFjAoWn4+cTseUu+HgiISUTYeMiQQ+XpRYiknG0YrzvEQymZyDrobsBinJ5T+ho0EBAon7EgYnwoxtoRkpnGXQDzYL1K0abciFQFb/qLdEoHEwn4g+BQBgTEAFoFCL0apSprxdh420hsVVFP+CNR+5wvPfZ3zehcPsnAICvX30aT9+8Es/ethpfvvwkasuOofzgLnz9ylPYfPtatDWM/OFctOsrzF6xHpMLFqL8wHdex3DhsjXYv2sbAMBYV4tx43WIjI51vP/tV5/ghjXzccPqeXjp6cdtY/vwLfzjqd87ttn66Yd49omHAADffPExfnHFUtx86SI89dj9sFqtLv21GGtgOFmEvq6zMJws4rzq22Kswdkzp8/9QXEuHcPfxMLQ2ucQElL1WVCqVACETSNhEznCZRLvSwgRKzUm0GlldoQQTZiKSIFIMxqL+Lu3mN57rNP7GAg+nhAyknFUM1weXnO2Bamb/+DylrdzGAxpYUT4EQ+m4o++owjxfXXQdxQJItiI0aZcCIZy7wQbJPqHQAhuiAk0wSNm0yA2374W5iETes624P8994HP7fu6OlC2/1v85v2dUCgUGOjpRth4HXIXLMW0eRdj5uJVHvc7vnsr7tr8HlpOV+PAp+/hvOWXOd5zrgoWMW48EiYko7qyAvu/24alqzdg66f/AgC0Njfh5Wc24e3P92B8ZBTuv20D9u7ciiUrL8OdV6/AvY/8EQDw3bbPcOvdv4ah6md8t/VzvPbRN1BrNHjm8V9jx5f/xerLr3X0zaWUrifamupAO68o0zTaGg1obzZCPyUfSpXaZ7UWQ2sfoEvG6vU5ohgCV5QWiW5Qy6dyF9tj5mu+bO9Pqw3B0JApIObL7sfMpH/nc6nVhjgigMZqxI0Y+Lu32Nx7/oyhharUxdQQmOC9PLyncyh2kQC+ENFHXJgusulMrVDRtsUlFW21lWnnWalLjDblABF/ggci/hAIwQ+JABql8I0CsqeAPfL+Ttz59Nv495MPgaZpr9uHRoyHWhuCj//6CEr27YAmNNRvH/UnSxARGY3oxInIPm8+Gqoq0N/d6bKN8w/ZZWs34LuvP8O+77Zh8fI1jr+fKC1C/vkLER0bB7VajRWXXYXjRw4hOjYOyal6lBUdQVdHO+pqTmHG7Atw5PBe/FxejF9suBg3X7oIRw/vQ2O9waVfoVbOndsBFABs55CyWmA2mzBz4Sqk5szwO4EoLCoVXPwxVFeiwSlVSKlSSR454itKhouvDZ9UKOf+io4cCog3ER8vH31WDlLSMlBaVDgqfZUCjb97i8295x6xpY2ayCnChwm+DIEJrtjLw6c892foDu5x/N1+DgGg4shu1J8qkW1aGBF/xIXNb6vukHhYFbbIXatChe6QeN79i9FmoCHiD4FAIEgLiQAaxQhVFl4//Tz0dbWjt/MslCq1S0SLecgEAFCp1bj/n5/h1E+HULznGxz87D3c/fd/+Wy3aNfXaDldgz9dcyEAYLCvFyV7v8EFl17rsl19zwBywiOwcMlKvPTX/8OU6fmIGM+sSsOyNRuwa/sWpGdm46Lla6FQKAAaWHX5tbjnwce97ifUyrlzOxpNCAwni1wifpzLwXvDebX5RFkxlq8WxkjWeLoWlNO1TE7V+2xX6pLkXMpn8yn/7dyfHanKdnsaQ7CUXB8r+Lu3WN17umTkLSCROXLEW3l45+ewQqmCQqkETVGySa1zF34sbfWwtDdBHZMEdVxqgEY1euCyqNYdlggD8m1ROiHxgkTqiNFmICHiT3BBon8IhNEBEYAIfmmuqwZFUYjQRcMyYQjNdVWwDJlgNplQdewQMvJmw9TfhyHTAKZesAT66QV48rrFAICQsAiY+keuaFMUheO7t+LBt7chMs72A6bqp8PY+d6LIwQgADB09yM0LBz3PLQJaRmTXN6bNuM8PPfH36Cz/SzGR0Zh59ef4qqbNgIALlqxFu++shmVE1Nwz0ObAAAF8y7Ew3ffgGtvuwcxsfHo6uxAf18PkpLTXNplIs74w+71Y5/kRcZNGJFK4G8S6J6OVvFzJaBLhj4+gtfY3Ces0/LyvW7LN7VKiPExEXOYpJUx6c+O1H46fAQsIfZ3RmrBT0yEOBZ/95av9z1F9QjxfJESJs8qObQpBD1zF6DukT9i8sZrUf7fnYj/9ENYOltApdi+q2jKiriJeoSN0wV87J4ifixt9Rgo3w9QVpibqhCWu4iIQDzgE1HdHZYouEgjRpuBgIg/wQURfwiE0QMRgEY5XKOA7B5AAEDTNK777TNQqlSITpiImYtX45lbVyEmKRXJ2dMAAKaBPrz16F2wDJlA0zQu+59HAQD5S9fiv8/8Dvs/fRe3/OFFxCXbVkprS44gMn6CQ/wBgMyZc9FcV4Xusy3QxSZ4HNfytVeM+FtcwgTc/eDj+J+bLgVoGvMXr8CFy1Y7JhdJySloNNYjd+ZsAEBG9hTc9cDvcP+tG0DRFNRqDR58/JkRAhBfvPlE2CcLTH0k4pLS0VBdMcIryNDax0sEYiOWBCKyhKuYw9Q3x1d/TDyAnEUFAIKIJXwELCH2txMIwU8shDwWf/eW/X0xUrkCiRieN3L30Wm7/FqEnq7F5Luux5kbb0fW4T3YnZ7seA6nZufJTvixY2lvAoarv4Gy2iKBiADECVLiXRyI+EMgEAiBQ+HL10UsCgoK6KNHj0rer1isf0PexyJEGphcsJtC+8N5cqFUqQMyuag4shv1lSWO16k5Mxw+Ekzed8bfSjnfaCB/OE+i1Wp1UAsCQuB8PpQqFUDToChq1JybA7t3oLz4mON17szZWLhkZQBHxB0pjmU0iT2eYPOsCmSbQhJ26iQUpkFMfOslKHu6oSsqxLZPv0VbizGgUT9MPH6cI4CgVJEIIA4Q4Uc8iPgTfJDoH8JYYGDHg4EegqAoFIpjNE0XeHqPRACNAYTyApIDzpXBfCFUFS8+eIvcYfJ+i7EG9adKACgcK82+xm+fgIolBAkVWSIVYqcvOUdEUVar4+8eKzoFYSqVkKlkgUaIY3GJ9tIlizBKeePvWSaXNoUkxFiHjE0PYig+EaruLoCioO8dQEKARCo25s7quFSE5S4iHkAcIeKPeBDxJ/gg4g+BMPogEUACIPcIICA4o4B8mVj6E4HkEAFkH4evyB1P77cYa3B8/1aH2bZCqcKsRatZjV/siCB3pBQ5/PUlRbQS0wigYI6cEuKaykX84jOOwqJSWTxLAs1Y8gByYLUievcOJL39MnSFB9F8zS2o/dPfJR2CFFW9iGH0OYj4Ix5E/AlOiABEGCuMpQggIgAJQDAIQEBwiUAjQtinLoA6Pg1QKBzbMBGBZD258IJ7agTAPT2CqxDEZsIspcjBpC+p0peYeACNplQqtgSj+OUplUvuqUoEaRhXVAjL+EicDtVI8r2yr6RYElGGpIudg4g/4kHEn//f3r3Hx13Wef9/X5lJQ1odmmwPhjZQQg9YkFIFVgFZ+eFhPWDFM55PN+sqrsoqKri6t+vuenbvn2fW9bTroveKaz2AB1a0YBWolgJFKKGEJiWmrU0ZISFkJtf9x3TCZDpJ5vA9XN/r+3o+Hj4ktGSuJtNkvq98ruubTMQfpEmaAlBb1ItBfJL04qb6EMt1P/6Onn/5m2Uq7tA0309Gl63s0/rTz01U/JFKWyNM26N/NU1bpuntEc0cRlu+cN+547f6n2u+p4F7ds35+2sdEB2Weh5r5bHHK5st7W4Nc/vSqhPW6uxznzV98G/5n+NYi4uifF40q/z3Y66/J0t6jlNbpvQ5DGur0r6h3brj5uu0b2h34O8bwXhw4xnac1S7dtxwjQZ33aodN1wTyudr6/0HteXWHRrfeb0m996l8Z3Xq3BgMPDHKat1YHTabNl1MFGvj5KG+JNMxB/AXwQgOCnb3SO1ZUpvtGV09zNfqPaHx/S0z/1jvAuLwLKVfTr1qc/VkmOO05JjVtXc/tXoBWMjIajRC/coI0c9j1U+r+ikDU+KfepkvrUM3LNLN1z3k3kjWxSCXotr8as69ty0/ba6/g4tW9mnDWc/W71rTwll+1d5u2qYUQHBqHW2XFC23n9w+ocaUUaZ6u+12e6e0B7LRYSfcBF/kon4A/iNLWABSMoWsLKkbAWrPpeg4095vezil+q281+u7S9+3fTvq/fOYL4I4nyjubaGNbN1x6UzgJLCpS1SYa0lzs9VreBZ3hba3t6hgTu3O3GuD1vMkiOMs+VqTbJGvS0rjWcAEX7C51r86c2Oqieb13Ahp8FCV9zLcRoBCGmUpi1g3AUMzsou6Z3xYnTisTl97yP/qpe/5SV6oKdXu886T1L9dwZzUTPnFAVxh7O57hrWzB2/ytugwlAdEcJ8rCjVmrSK688V1lqi+lzVM91WefEuGUmlH37EdZfAskbvhpXUs818UJ4GC+LjP9cW5lp38Qoz0lR/r/Ud8Sd8LsafcxbuVtZMac2CA9oy1kcEmgXxB/AfASiFknxb+HxPr37w4S9o0/su0lWf+Jr2rz1JUjIjUOUF6d577qj7p8lB3j55thDkSmSpnEy5a+eO2Ld0BSmuW63XmspJ0m3fGz3TqqwynEpWxhhZa2O/BXkjUaHZrxkIzrKVfaGFn0qVUaZyImhyuD/VBzXX0kgcI/6Ez7X4I0k92byypnRn1ayZUk82TwCqgfgDpAMBKKWSHIGGT9qo/7nkQ3rBZRfpys9/Rw8uK51ZkLQI1OwkT5A/hS6rvKiO+hbyc3FpSiZozUxatWq2oBbHWurVbPCpVh1OV524UZOTE4FP0jQzoVNvVAhi+g/xaOV27rXOBCIAldQbxwg/0XAx/kjScCGnNQsOKGumVLBtGi7k4l6SU8rb43Z2FdQ/yqUh4LuW/pYbYz4u6XxJj0i6R9LrrbWHglgYMJe7n/ZsLb5/j17wvov07c9cqcmFj5GUrAjUyiRPqz+FnkuzMaie26I3yqUpmTBEPWk1V1BzYeorqNhTSxjhtFrYEzpBTv8hGq2En7Jsd48mh/unzwRK20HNc6knjhF/ouFq/JGkwUKXtoz1cQZQDZXb41avlTbvEhEI8FxLh0AbY54p6efW2oIx5qOSZK19z3z/HYdAuyOpU0CSJGv1jI9fpkUH92vzh78om330G1ZlBHL5zAyX11ZpvhBUOVnSlslI1mpqamr6QGGp+SAU9UHCLh3OHLQ4/2zVn8cwY09cojjQOSlfM9IsiOhTLY0HNddjrgOzCT/RcTn+YG5nHHWfHt/x6Odv23BW197bEeOKgHik6RDowO4CZoy5QNKLrbWvnO/3EoDckuQI1FaY1AWXvkEHj1ut697+wRm/duYx3aHctSXtasWgG677iXbu+G3N39+76gQND92XmKBS/Wc5acOTdPa5z4pxRcGaLaiFGdpu2n5bIH8Pw4gfQb7PRr7eJCnkJGmtcQoj/CRVlMGq1mMRf6KTlPjDXcBqW3T/rdq0dkLtGWmyKG3e1cEEEFIpTQEoyL/hb5D07TkWcZGkiyTp2GOPDfBhkWZT2Xb98H9/Ti+7+KXa+J2vzbg9/Nb7D2pxg2dmcKEzv1pbxCq3alVPAElK1Dk+SToQuRm1tnoFddj2bFM9QZxdE8b2qqDfZ73bzJJ0mHOS1hoXws9MUR9aXXlgdhrDT258RLmJ/cp3LFW+c3mkj52k+MNdwI5UOvQ5q827pFWLixo4lCH+ACkw799yY8y1kh5X45cut9ZuPvx7LpdUkPTN2d6PtfYKSVdIpQmgplaLUCT5QGhp9tvDS9KBjm61ZbJ1nZnBhU7jpi/4cyv0hLOerUcO3X/EGUCSZkwAuR5UXD4QOSzNHLbdyBauIM6uCeMA5DDeZz3ncyXpMOeg1nr3LVs1MrRby1f2ac2pZwa9zMgRfWYX16HVaY0/q0a3K2OL6h4b0oA2RhaBkhJ/JO4CNp/+0SzhB0iRef+2W2ufPtevG2NeJ+l5ks6zQe0nQ+SSHoHyPb36/j9+US947/+acXv47JJeaf3ZWjJxsOZP5CsnfpJ0UeaiZSv7pIqP18qTV0xPCCUhqJywokv37B2V9OiUzNe/coVuuulGvfTCV7f0vj/xzx/Sosc8Rn/9tkuCWGrg5pp6CuKsniAOYA7jAOS4DlVO0mHOQaz17lu2avfOmyVJux/4oyQlNgIRfuYX9aHVaQw/ZbmJ/crYUmzL2GJpEiiCAJSk+CNxF7BauOU7kF6t3gXsLyVdKukvrLVjwSwJcUl6BPrD+lNr3h4+u6RXh9Sr9VV3B6ue+Fl14sa6p4WilORtaZUTQpVBKPDHCen8mte+4aLA3pfLVp2wVk8469FAo9yKwA9pbvXOdWHcxSuKO4O59LjNCGKtI0O7j3g7zgDUzNdUwk/9skt61XnSUyM5AyjN8UeS8h1L1T02pIwtqmgyyncsDfXxkhZ+yrgL2EzEHyDdWp33+6ykDkk/M8ZI0m+stW9ueVVAk2a7Pbx05C3iqyd+JicnIrkoa+Tiw7dtadVRIYggFNT5NbWUJ3ee/qzn6G/e/AZd8/OtkqTB+wb0mgsv0HVbt2vHLb/T31/2bj300IPq/rMl+j+f/7KWP66+n3h/8bP/om9982uSpFe8+g266C1/o8H7BvSKl5yvM558lrbd9Gs9rmeFvvafV6mzs1O3/G6bLrn4IrW1temcc5+un1/7Y/3i17fU/eeZK+q0GmiiEMYa4/pzVz+uy6G31Y/R8pV905M/5bfjUiv8T05O1Py4E32aV3kuTxjSHn7K8p3LNaCNkZwBlNT4UzZY6Ep9+JGIPwCktlb+Y2vtamttr7X21MP/I/4knA8vqm6+8CKNrDtZz/3QO2QOn2tSVvmCfknPcWrLlBpoeeJn2co+rT/93FDjz44brtHgrlu144ZrtK/qJ+PVam1L88nA/oeO+F+jap1fE7Q1a0/U5COPaM9A6X1v/u//0vMveIkmJyf1/kvfoX/9xrf001/eqAtf9Vp95B8+UNf73HHL7/Tt//y6rr72V/rRz27QN7/xb7ptx3ZJ0r339Ov1b3qzfvmbHTr66KP1o+9/V5L0jre+SR/7l8/r2hu2KZOp/eW71se02Y8tojHb14V9Q7t1x83Xzft1wnVrTj1TfSedrkVH/5n6Tjo91umf6q+p996x7YiP+9b7DxJ/HObi65Tc+IhWHrpdufGRyB8737lcQ4tPJv5gXsQfAFKwdwGDJ5K+FUzG6H8u+ZAuuPQNetrn/vGI28OXX9ifGcM2jEbPGUrSWSGzaXSyYa5QUWtiKKq7dp1/wYu1+b//S29756Xa/N3/0pe++k3dc/dduvP3O/XyFzxbklScKmrZ8vqmf2769a/07Odu0sJFpT/Tc573At3461/pWc9+no497nidfMqpkqRTTn2iBvfcpwcOHdKDf3pQS45/ggb2P6Q/P2+Trv7RDwk7Hpgt9Po0/bfm1DOdOPen8muqZFQ+unCqWNDt/bt0VNvieBeIWbkWfsp33yqYdi176N5YDmKOAvEHAPxCAIKXyreHf/lbX3LE7eHLtt5/UGdGvP2j0aCTlLNCZos8QW9hqxk7Dt+B7MDwfVq/7shbnDf1OIfPFDo0+kctekxpG+GmF75E/+u1F+o5579Axhj1nbBGv995m9aduF4//Nn1LT/mobFJmQcf0dDBcZlMdvrP+sB4UeNj49rzxzEVp6Zafhy4p9bXBdcPpY9ry1qrj1v5NXVkYkqPDP4+ssOK0TwX40/57ltWRkalkBjlQcxRIP74g+kfAGUEINSU+CkglW4P/98f/bJe/paX6NAxx+reM/+/I35P9blAYau8+Ghv75j+Sf9cFzKun80yV+SJ6iK28mNU70RM9YWktaX/tvLPs/vuO9XZuVCStOr4E5TJZPTpj/2TznnmJg3sf0jZxSv1h5F9+sFPr9MTNp6hwuSk9gz0q2/N42c81qGxSU3okRlrO/bxT9LX3/MWPf/Vb5W1Vlt+9kN94ONfmnW9j80drYWLHqOdt2zTSaeepp/96LuNfpjgqFqh94EDf5jxe9rbO2Ja3ZHiOpssqMftb1ssrVisDkmZ3JJIDiuOW+HAYCL/nK6Fn7LKu28ZWU2pdKZCFAcxR4X44w/iD4BKBKAA3HrHPp2yflncywicDxEo39OrH3z4C9r0votm3B6+UhwRSPJne8dckcfVLWy1LiQfHh/T888+SYXJh1WYnNRTnvIUTU1NaWT//ulw89RnbtJnP/oBffe6HZKk9gUL9E+f+bo+/Q/v0YMP5lUsFPWy1735iAAkSV/7/Cf07a99cfrt79+wU8994Sv0xhedJ0k6/yWv0bqTTtHw0J5Z133ZP31G//z+t6vNtGnjGWdp0WNbu5WtywcPxyHOj0d16J2cnJjx69Vvxymu6aRWHne2M33CPqzYBYUDgxrfeb00VdTkcL86T3qq839mV8NPWfXdt/YtOl5ZOxn6QcxRIPz4hfgDoJop73+P0mmnnWa3bdsW+eOGpe+Sq70MQGVJj0CStOYX1+hpn/3w9O3hj957nx5YMTNGRBmB7rj5Og3uunX67d61p2j96edG9vhBqowpbZnsETHLxcgw18d/vj9PnMYeelALF5W2pH3jS5/WH/eN6J1/95Gm3pfLf844uPbxCHM9rf6djOtj1ejjcpBzycO7btLk3rum325fsU5HrT0jxhXNzfX4U1Y+A8iH6FNG/PEL8Qeo3/hP3hX3EgJljPmttfa0Wr/GBFBAfJ0C8kX17eE3Xf5m/egD/6I/9q2b/j1RTgK5OhnTjPnOKXJxC1v1x7+9vUN33Hyd2ts7NDk5MeetoeO09Rc/1Te++GkViwU97phevf+jn2/6fbl+xkzUXPt4hHX+VxDbqOI6m6zexyX8zJTt7tHkcL/zZx0lJfyU5TuXexN+JOKPb4g/AGbDBFAA+i65WpK8DkA+TAHJWj3j45dp0cH9eqhrifavWa9bXviamr+1nhAUxE/R45qMufuWrRoZ2q3lK/ucuDNPHMof//b2Dg3cuX364l9Sw1MNLk45zcflCZM4uDYBFBafpg8rEX3m5vIZQEkLPz4i/viHAAQ0Jk0TQASgAJQDkEQEctmZX/6kDvSt08lXfU1TUwVNPrZLP/rYV2f//XNEoCRfLN59y1bt3nnz9Nt9J52e2ggkHXlBXFbvhXH1c8HV6aFaaoWapG4PCkISw1Wjkvz5qUb0ST7iT7xcCD+92VH1ZPMaLuQ0WOiKezleIP4AjUtTAGILGOqW9EOh//D4U/Wkf/+Mjh4aUPvkpDLFogr77lN2We3tV3NtCXNtu0gjRoZ2H/F2mgNQ5Xawska25VU/F+69Y5ustXVtr8n86QGpOKXi4nhe9FZvzwtie1C9fzdcjC0ublesFuRt0F362NeL6FPi8kRPPQg/8XMl/pyzcLeyZkprFhzQlrE+IlCLiD8A5tMW9wJ848I31DAl+UXb7rPO079fcpn+85WvVP/q1WqfnNRj79w+538z28XGkp7j1JYp9dOkneGzvOqCr/rttClfEPeuPUV9J52u3rWnNBQ+Kp8LklF5qrIcP+aSu+lXOvllz1LmgUOt/BECUyveNKqevxvl0DS461btuOEa7auK1DrL/wAAIABJREFUkqgtqI/bspV9Wn/6uYmJP1vvPzj9Pzx6V6/JvXdpfOf1KhwYjHtJdduy62CiX0ckSW58RCsP3a7c+MgRv+bKa9WebF5ZMyVJypop9WTzMa8o2Yg/AOrBBFAIOBDaXdnuHo0cs0LfffGL9d0XvVid658kzfOT1PJFR+U0UJJ/il6e9nHlDCAXJkHKj9vMOiqfC5XnCdUTBkfPe45yN/5Ka9/6at35latkFyxo6c/RqiAOJ6/n70aSJ+ha1crzPU0fN2LP7AoHh0sHOkvSVLH0/cvxKaB6o4+Pd9aKQ258RKtGtytji+oeG9KANk5/PF2JP5I0XMhpzYIDypopFWybhgu5uJeUWMQfAPXiDKAAVJ4BVOZ7AEryVrDK0XlJGt95/fTdUTpPeuqcL6TDvkuYCzEkSlGcR1LPxzTIdTT8OSwWtfatr1Yxt1j3fPRzkjFNPW5QongO+nQOTSNa/XP7/nEj+tSnPAFU7/etODUy7VMZLYomo4GujUSgJq08dLuWPvToBOf+Rcfp6vvdfF3KGUCtI/4AreMMILTM9ymgJJ8HlF3SO/1i+eFdNzX0k9Ra00BBCeL8laQJe6Kh3o9po+uYK5I0fI5MJqP+T/2r1r/iuTrmC5/U/W+J9xtQFOfgJHmCrhWtPt99/LgRfRqXXdKrzpOe6vwZQI1u9cpN7FfGlr4fZ2yxNAlEAGpKvmOpuseGpmPabfva417SrAYLXYSfFhB/ADSKM4DQNB/28We7e6S2TOmNtsz0VNB8wrhoCeL8laQJ+yylej+mjawjjPNrphYu0l1fulLLv/11/dkPvtPy+0uCpJ1DE4Qgnu8+fNw406d12SW9OmrtGU7Gn2bP+cl3LFXRlL4fF01G+Y6lQS8tNfKdyzXQtVH7Fx2nXz54PIHFU8QfAM1gAihEvk8BScmeBJIe/UnqI3vvltTYdsi57hLWjCDOX0masCca6v2YNrKOsKaWJpf36K4vXanHv+YFmjhmpR580pNbfp9wi48TPPUg9KRDqz8Uyncu14A2BnYGUNrPE7rhXiPJ79egaUb8AdAszgAKQK0zgCr5HoGk5s4EcuU2tkGcpxBUCNo3tFuDd98myap3zSlOXiAm7ZyioNcb9jksi3/5M/W992Lt/NaPNXHc8YG9XyBKRJ/0cHEaOO3nCbl00DOCR/wBgscZQECDGp0Eqowuk8P9sR5iGcQdVYKcBjo4MqSpYkEHR/Y6dw5QEs8pCvpMmzCmOCojlf7iGdp78aU68aKX6fb/+1MVj14cwKqDWZvrn2vEi+gTPFd+UFKLi+GnLM3nCRF//Eb8AdAqAlAE0rAVTGosArl0G9tsd48mh/unJ4DqPQeoWhAHRM+3vSjui/E03YZ6LkFGpVpRTa98o466b3fst4dPYvBDdAg+4XLpByWVXA4/ZdWHIKfhPCHCDwCgHhwCHRG+Mc/U7OHLoazl8DlA7SvWBfICu5XDTec6JDaMw4eDXB+aM9tB1fe950MqPjanvve/Q4phq+5ca0N6cYBzdGr9oCROzR7uHIfKQ5DTsP2L15jJ1Jsd1RlH3afe7Ghdv5/pHwBBYAIIgap3CiiM29i2MipfeWv4oDSzLWyu7UUuTN+k9RDbMM16UHUmo/5PXqH1r3xebLeHT+PB5JiJ0BOfoKZTy5r9HpmU6FMt37nc+/AjEX+Sqjc7qnMW7lbWTGnNggPaMtY3593aiD8AgsIh0AGY7xDoSmnYCiY1dyh0K4I4yDlMQZwPFPbhw4jPXFv72keGdfJLn6k97/qg/nj+i51am0uSss4kIPo0L+gze4J6f818j0xq+EkLwk+ynXHUfXp8x6Ofw99PLNNND9f+IQvxBwgfh0AjNJwHFA6XzhSqJYjzgZi+8ddcZwpN3x7+tRfUfXv4IGNI0Idoh6HVs4rSHo8IPsEI48yeoKZTG/keSfhxH/En+YYLOa1ZcEBZM6WCbdNwIVf79xF/AASMAITQRBmBgh6VD0urdwtLwsU4gjd24snq//gXtPZtr9POK6+Z8/bwaTy4uZXtkWn8eBF8wuHyDyLq+R5J+HEf4ccfg4UubRnrU082r+FCrub2L+IPgDBwCHQM0vQNPKoXlEEf5BwmDlBFMx445+na+9Z368SLXqbMA4dm/X1pPLi5lcPJ0/Dxqjy4ma894XHp5gbV5voemaTDndMsTa8d02Kw0KWbHj6O+AMgUkwAxSQtW8Gk6CaBwjjIOUxBbAtDuoy88o3q2HOvjn/Ti/XDSy5Vd+/qI6ZVknpwcyvbsFrZHpnUj9d8CD3RC+PmBkEqf48sHBjUw7tu0p3jjw3skOTc+IhyE/uV71iaioOXo0T4SR/iD4AwcQh0ABo5BLpSWgJQWdQHQycNIQj12Hff3Vp38Ws13rFAP3jRi7Xhqc85Ingk7UybuA84T9rHqxaCD+pRODCoB2+/XhlbVNFkArlFem58RKtGtwf6PlFC/Ekf4g8QDw6BRiTSNAUkRX8wdNIwEYR6HNg3pNtfeIFe99Wv6qxfXKeB1ScdES2SdlZUK2f4BCHKj1dQsYngg0Zt2XVQKw/dq6W2dE5RxhZLUzutBqCJ/coE/D7TjvCTPoQfAFHhDKCYJfGbfG58RCsP3a7c+EjD/y3nDMyPczqSbd/Qbt1x83XaN7Q7lPe/pOc4FTsX6soLL9QTf/tbbbjj96E8zlyC/jO2coZPkpQnnQZ33aodN1zT0MePc3xaU972VDgwGPdSIld5xk++Y6mKpnROUdFklO9Y2vL7D+N9plkSXxeiNcQfAFFiAsgBSZoEqhz17h4b0oAaH/VmEqg+TAQlT9B3lKo1LVJ53s0t68/QWZderLue8CQ9+MQ/V9e1V+vQXzxDtr09qD9SzTUFfdesVs7wSZJ6J50IPMEK4/bsSVDrBy75zuUa0MZAz+sJ432mEeEnnYg/AKJGAEJDghr1JgLVjxCUHEFuZZortFRuWer/+Be09uLXaueV12jFFz6lQu5o/emMs4L5A9UQ1natpG1ba8ZsB04TfGYqHBgM9CBll2/PHrR6pmzzncsDjzRhvM80If6kE/EHQBzYAuaIpHzzD3LUm+1gjWHrR+PC3o5VLcitTPXenrzy9vB/2vAk5W78VdOPWY+0bNcKQ3nSqX3FOnWsP1v9bYv5O12lPK0zufcuje+8PpAtWy7fnj0o3Mo9mW69Y19iXv8hWMQfAHFhAsghSdgKFvSodxImgYL+aXSr4poIavXw2qjvtBTGVqX5BLmVqd7bk6952+s0saJX+Sf+uXI33aDC0V3a+7ZLm37c+aRlu1aQZkSetsU6au0Z8S3GcWFM67h+e/ZWEH2Si/CTXsQfAHEiAKFhQY96uxyBXD47ovKiMuwY1GpMiSPGxHVnqaC2MtUbWvZc+r+1/JtfVve1V0uSFt59l8zD47JHdba8hrnWRvipjYme1mS7ezQ53F+KQAFO62SX9DrztTsIUYWf3PgIZ/sEjPCTbsQfAHEjADkmCVNAYSi/mI0zBNWa9EnK2RFhTwW1GlPiiDH1TtC4rJ7QMtF7nPa89x809Pb3aclV/6nez3xUC4b3auL41RGtMt18Dj5xTD/6PK3TqqinfYK46QMeRfgB8QeACwhADkprBJLimwaabdInrJ9G13r8IC54wgpBrcaUOGJM2rYqTXUu1L5XvUn7XvUmSdFvuUsDn2NPtTinH32b1mlVXNu8grrpA4g/IP4AcAcByFFEoGgj0GyTPlH8NDqMC62gt4e1GlPiijFp3aoUx5Y736Qp9tSSlOlHX7lwtk++Y6m6x4aUscWWb/qQVoQfSMQfAG4hADmMCBRdBJpr0ifsn0aHfaEVVAxqNaakNcbEIa7zj2pJwiRS2mNPLVFNP2ImF8JPWdA3fUgb4g8k4g8A9xCA4KwoI1Cc505EeaEV5cHRiI8r5x+5OIlE7KkPZ/FEy6XwUynomz6kAeEHEuEHgLsIQI5L8xSQFH0EiuMiJ64LLWKQv1w5/yjuSSRiT2s4iydcrkYfNIfwgzLiDwCXEYASgAgU/x3Cwhb3hZYvMSiO7UaubnFyYctdlJNIxB4/xHHnsagRfvxD/EEZ8QeA6whACZH2CCTFd4ewtElqDIpju5GLW5xcEtYkErHHT3HeeSxsRB8/EX5QifgDIAkIQAlCBCICRa36QrvRIBTldEwc243i3uKUBK1MIhF60sW3O48RffxF+EE14g+ApCAAIXHijkBp2KIwm0amg6Kejonj4GNXDltOOkIPJH/uPEb48RfhB9UIPwCShgCUMEwBlcR1LpDPWxQaVeuivTIKRT0dE8fBx64ctpwUhB7MJcl3HiP6+I/4g2rEHwBJRABKICLQo6KeBvJti0Kj5pt+qrzAL3R0qy2TjXQ6Jo6Dj104bNk1hB40K+4D8RtRK/rkxkeUm9ivfMdSbp/uCcIPaiH+AEgqAlBCEYEeFemt4j3ZotCMRqefskt6pfVnTwej/rbF6r//YKIOlsbsiDxIq9mmfXLjI1o1ul0ZW1T32JAGtJEIlGCEH8yG+AMgyQhACUYEelRUW8KSvEWhVc1MP9X6af5s4YAwFI/ZDuom8ACPqmeLV25ivzK29DUyY4ulSSACUOIQfjAX4g+ApCMAJRwRaKYopoGStEUhSGFMP1VuKds6y+8hDIVj6/0HZ0x1DfbvTPWZVkC1Rs/1yXcsVffYkDK2qKLJKN+xNKSVIQyEH8yF8APAFwQgDxCBZor7LmG+Cnr6qd4tZfNNohCIZmpkciftZ1qFYb5zstJ8F8EkaOUw53zncg1oI2cAJRDxB3Mh/gDwCQEIiTbbgZtx3SXMd0FOPwUVHxrdqhRGMJptG1UrotiCleYzrcIwX9TkLoLuCuouXvnO5YSfBCH8YD7EHwC+IQB5Io1TQPUcuMk0kLviig9Bh5Ukb6NK85lWYZgvajJx5RZu3Z5ehB/Mh/ADwFcEII+kLQLVe+Am00Bu8iU+NHJR7+L2n7SeaRWG+aJms9HTxedNUhF90o3wg3oQfwD4jADkmTRFoEYP3GQayD0+xId6L+rZ/uO/+aJmM9GT503riD4g/KBexB8AviMAeSgtEaiZAzeZBkLQ6r2oZ/tPOswXNRuNnjxvmkP0gUT4QWOIPwDSgADkqTRFoGYO3GQaCPV617lr1NO3bvrt13/4i+ruWTnj95Qv6gfvvFXbvvkVXfD2D+qma76jobtu1wvf8fel38OBy4FI23Yonjf1I/qgjPCDRhB+AKQJAchjaYlAzWIaCPVo7zhKf/tvP6zr9/aeeIp6Tzyl5q/5cuZRnNK4HYrnzewIPqhG+EGjiD8A0oYA5Dki0PyYBope0qc4JicmdNWn/k6Dd92mtkxWm956mVY/8Snq3/4b/eLbX9abPvLlmv+dD2cexSmt26F43jyK6INaCD9oBvEHQBoRgFKACDQ/poGik7QpjsmJh/XJNz5PktT9uJV6/T9+Ub/63r9LxujdX7tGI/fdoyve9Vq99z/+J+aV+o/tUOlE9MFsCD+t6c2Oqieb13Ahp8FCV9zLiQzhB0CaEYBSgghUH0JQ+JI2xVFrC9i9t27T2S96jSRp+XEnqGv5Cu0fujeO5aWKD9uhkj79FhWiD+ZC+Gldb3ZU5yzcrayZ0poFB7RlrC8VEYj4AyDtCEApQgSqH9vCwsMUB1qR5O1QSZt+ixLBB/Ug/ASnJ5tX1kxJkrJmSj3ZvNcBiPADACVtcS8A0eLFU/227DrIRUkIylMc7SvWJfYCuO+U0/W7n31fkrR/8F4d2ne/lvUeH/Oq4Lpa029pVv4ay9dZzOfWO/bx+iVgw4WcCrZ0GVCwbRou5GJeUXiIPwDwKCaAUohJoMawLSx4SZ7ikKQzX/AqXfWpv9PHX/dstWWyevl7P6bsgg4VH9inqQcPqXBgMO4lwkFMvzHpg8YQfcIzWOjSlrE+788AIv4AwEzGWhv5g5522ml227ZtkT9uWPouuTruJTSFCNQcQhBqqdzeo7ZMYqebEK60nQFE8EEzCD9oFeEHQCPGf/KuuJcQKGPMb621p9X6NSaAUoxJoOZwPhBqSdrh1q1IW8QIUtKn3+pB9EGzCD8Igm/xZ3VXQasWFzVwKKP+US7dALSGryIpRwRqTqvbwriA9k9atvdwkDGqEXzQKsIPguBb+JFK8WfT2gm1Z6QNywravEtEIAAt4SsIiEAtaCYEcQHtJx9uUV6PNE06oTaCD4JC+EFQfIw/krRqcVHtmdI/t2dKbxOAALSCryCQlIwIlBsfUW5iv/IdS5XvXB73cmZoJARxAR2+uCasqrf3ZB6ZUHFBR2SPH4W0TDphJqIPgkT4QVB8DT9lA4cy2rCsoPaMNFksvQ0ArSAAYZrLESg3PqJVo9uVsUV1jw1pQBudi0BSfSGIC+hwOTNhZa1e/6qn65rLP6W9G06P/vFDkpZJp1rStHWT4IOgEX0QNN/jj1Ta7rV5lzgDCEBg+CqCGVyNQLmJ/crY0tRMxhZLk0AOBqCyuUJQmi+go+DMhJUx+um7/1nP+/uL9e3PfEuHVh4f/RpCkoaDjKs5ExZDQvBBWAg/CFoawk+l/tEs4QdAYPhqgiO4GIHyHUvVPTakjC2qaDLKdyyNe0l1mS0EuXgBnaTphrnW6tKE1Z7Tz9bWN7xTF7znTbry89/Rw0d3xbYWtMaZsBgQgg/CRvhBGNIWfwAgaAQg1ORaBMp3LteANjp7BtB8Wr1rWNiSNN0w31pdm7C67fyXa/HQgJ7//r/WVZ/8undnAqWFS2GxGQQfRIXwgzAQfgAgGAQgzKr8Is6VEJTvXJ648FOt8iLMpRiUpOmGetbq2oTV9X91qc7/4MV6xscu048v/4RkTNxLQoNcC4vzIfggSkQfhIn4AwDBaYt7AXAfL+zCsWXXQWcu0rLdPVLb4TtLOD7dkKS1Tmtr0zWXf1Ldg7v15K9/Ju7VoEnZJb06au0ZTsaf8tcTl76uwH+33rGP1wgIzfDOO4g/ABAwJoBQF9e2hPnEhe1hSZpuSNJaKxWO6tT3/ukKXfiWF+mBY47V75/5griXhBBEdZYWkQdxIvogbIQfAAgHAQh1IwKFK+7tYa5tm5pLktZaaezPlup7//yvesk7X6X88hVe3R4e4Z6lRfBB3Ig+iALhBwDCRQBCQ4hA0XBhKshVSbpbWS1/7Funq9//aS9vD592QZ2l1WjsyY2PJPaAfLiP8IMoEH4AIBoEIDSMCBSduKeCXJOku5XNZc/pZ2vr69+hCy59o678wlXcHt4Tzd4prJXpntz4iFaNblfGFtU9NqQBbSQCIRCEH0SF+AMA0SEAoSmu3SEsDYhBybpb2Xxue/6FWrz3Pm4P75F6zqcKeitXbmK/Mrb0dyJji6VJIAIQmkT0QZQIPwAQPe4ChpbwYjEeab3TTyLvADaH6//qUo0v7tYzPnaZZG3cy0EAqu8UFvbdufIdS1U0pb8TRZNRvmNp4I8B/3E3L0SN+AMA8WACCC1jS1h80jYVlNQ7gM3q8O3hX/r2V+gpX/v/9evXvz3uFQUi6ec0NSuOKJvvXK4BbeQMIDSM4IM4EH4AIF4EIASCCBS/tMSgpN4BbDaVt4c/tOK4xN8e3pdzmubj0gRevnM54Qd1azb89GZH1ZPNa7iQ02CBc8vQGMIPALiBAITAcC6QO9ISg3wx8/bwx2jvhjPiXlLTfDqnqcyl2AM0o9Vpn97sqM5ZuFtZM6U1Cw5oy1gfEQh1I/4AgDsIQAgc00Buqb54JQi5afr28B+8WN/+7LcTe3v4Zu+E5QpiD3wS1DavnmxeWTMlScqaKfVk8wQgzIvwAwDuIQAhFEQgd0U9HZTW82Casef0s7X1De908vbw9X4ek3ROky+xJzc+whlAmBbG2T7DhZzWLDigrJlSwbZpuJAL/DHgD8IPALiLAITQsCXMfWFPB6XlPJggTd8e/vI366pPfcOJ28M3+nl07ZwmX0JPLbnxEa0a3a6MLap7bEgD2kgESqkwD3UeLHRpy1gfZwBhToQfAHAfAQihYxooHs1MBQQdhHw8DyYK1//VpTr/gxfrGR+7TD++/BOSMbGuJ0mfR59jTy25if3K2NLnJmOLpb/zBKDUiPJOXoOFLsIPZhVE/FndVdCqxUUNHMqof5RLFAAIA19dEQkiULSCmgpoNQgl/TyY2FTcHv7JX/+MfvO6v1HnoT8qMzmpB5c+LvLluPh5TFvomU2+Y6m6x4aUsUUVTUb5jqVxLwk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" ] }, "metadata": { "needs_background": "light" }, "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", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }