Getting started with Word2vec

Hands-on guide for building your own word2vec model

This post is a beginner’s guide to generate word embeddings using word2vec. There are two primary architectures for implementing word2vec: namely continuous bag-of-words (CBOW) and skip-gram (SG). In this article, we’ll explore the problem of word embeddings in more detail and get some hands-on experience with both architectures.

The Problem

AI models ain’t very good at making sense out of raw text. Content should be changed over into a numerical structure to be properly processed by ML models. A typical practice in natural language processing(NLP) is to change text into vectors containing numerical values. There are different methods used in NLP for accomplishing this—some of them are:

  • One-Hot Encoding
  • Label Encoding
  • Custom Binary Encoding

The problem with the above techniques is the loss of context. Let’s take 2 sentences: This food was so tasty and This food was so amazing. These sentences have almost the same meaning. But with the use of the above methods, the result would show no relationship between the two sentences. The reason being that these techniques use vectors, which are sparse and high-dimensional. The dimensions increase with the increase in vocabulary, without having any relationship to the dimensions.

The Solution: Word2vec

One of the major breakthroughs in the field of NLP is word2vec (developed by Tomas Mikolov, et al. in 2013). Word2vec attempts to decide the importance of a word by breaking down its neighboring words (the context) and thus resolving the context loss issue.

It uses neural networks to establish word embeddings. Word embedding is another popular method for representing words as vector. It is a good fit for catching the context of a given word in an archive, semantic and syntactic likeness, connection with different words, and so on.

As a reminder, the two major architectures for word2vec are continuous bag-of-words (CBOW) and skip-gram (SG).

CBOW vs SG

In SG, the model iterates over the words in the corpus and predicts the neighbors (i.e. the context). As shown in the SG architecture below, the current word is used as the input layer, and the context words are present in the output.

In CBOW, the model uses the context to make a prediction about the current word. As shown in the architecture for CBOW below, the context words are present in the input layer, and the current word is present in the output layer.

In both the architectures, the number of dimensions used to depict the current word is presented in the hidden layer. Also, both CBOW and SG are shallow neural networks, meaning they only contain one hidden layer.

The essential thought of word embedding, then, is that words that occur in a comparative context will (in general) be nearer to one another in the vector space.

Now that we have the basic idea of word2vec and these two architectures, let’s get our hands dirty with implementations.

The modules we’re going to need are ntlk (used for language processing), gensim (used for topic modeling, document indexing, and similarity retrieval) and wordcloud(to visualize our dataset)

Let’s first install them:

The dataset we’re using (the first chapter of Alice in Wonderland) can be found here: https://gist.github.com/phillipj/4944029.

Lets jump into the code…

NOTE: We need to download a dependency for tokenization (i.e., breaking the sentence, documents, etc., into smaller units or words)—Punkt Tokenizer Model—it’s a ~13 MB file and can be downloaded as shown below:

or using the terminal:

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing the modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gensim, nltk, warnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import Word2Vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.tokenize import sent_tokenize, word_tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "warnings.filterwarnings(action = 'ignore') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Install the Punkt dependency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to /home/abhinav/nltk_data...n",
      "[nltk_data]   Package punkt is already up-to-date!n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('punkt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading the File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = open('alice_in_wonderland.txt', 'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_text = file.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [],
   "source": [
    "text = raw_text.replace("\n", " ") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Peeking into the data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       ""Alice's Adventures in Wonderland                  ALICE'S ADVENTURES IN WONDERLAND                            Lewis Carroll                 THE MILLENNIUM FULCRUM EDITION 3.0                                 CHAPTER I                        Down the Rabbit-Hole     Alice was beginning to get very tired of sitting by her sister on the bank, and of having nothing to do:  once or twice she had peeped into the book her sister was reading, but it had no pictures or conversations in it, `and what is th""
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text[:500]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloudn",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alice_wc = WordCloud(width = 600,height = 512).generate(text)n",
    "plt.figure(figsize = (12, 8), facecolor = 'k')n",
    "plt.imshow(alice_wc)n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tokenizing the data into sentences and further sentences into words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in sent_tokenize(text): n",
    "    temp = [] n",
    "      n",
    "    for j in word_tokenize(i): n",
    "        temp.append(j.lower()) n",
    "  n",
    "    data.append(temp) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1616"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Working on the Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CBOW model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [],
   "source": [
    "model1 = Word2Vec(data, min_count = 1,  n",
    "                              size = 100, window = 5) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity between 'alice' and 'wonderland' - CBOW : 0.9983401298522949n"
     ]
    }
   ],
   "source": [
    "print("Similarity between 'alice' and 'wonderland' using CBOW : {}".format( n",
    "    model1.similarity('alice', 'wonderland')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity between 'wonderland' and 'machines' using CBOW : 0.9825841784477234n"
     ]
    }
   ],
   "source": [
    "print("Similarity between 'wonderland' and 'machines' using CBOW : {}".format( n",
    "    model1.similarity('machines', 'wonderland'))) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Skip-Gram model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [],
   "source": [
    "model2 = Word2Vec(data, min_count = 1, size = 100, n",
    "                                             window = 5, sg = 1) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity between 'alice' and 'wonderland' using Skip-Gram : 0.9367455244064331n"
     ]
    }
   ],
   "source": [
    "print("Similarity between 'alice' and 'wonderland' using Skip-Gram : {}".format( n",
    "    model2.similarity('alice', 'wonderland'))) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity between 'wonderland' and 'machines' using Skip-Gram : 0.9971015453338623n"
     ]
    }
   ],
   "source": [
    "print("Similarity between 'wonderland' and 'machines' using Skip-Gram : {}".format( n",
    "    model2.similarity('machines', 'wonderland'))) "
   ]
  }
 ],
 "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": 4
}

In the output, we can visualize the similarity between the words ‘alice’ , ‘wonderland’ and ‘machines’. You can learn about the parameters used here and try playing with them yourself.

Some very interesting applications of word2vec can be found here:

Deciding between CBOW & SG

There’s no definitive answer when it comes to picking between these two methods. To do so, we should really take a careful look at the dataset we’re using. As indicated by Mikolov, SG works admirably with a modest quantity of information and is found to work especially well with uncommon words. Then again, CBOW is faster and works a bit better with frequently occurring words.

Drawbacks of Word2vec

While word2vec is powerful and super easy to understand, it also has its flaws. Some of them are:

  • If a word isn’t present in our vocabulary, the model won’t be able to represent its vector.
  • There is no cross-language support.

GitHub Gist link:

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing the modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gensim, nltk, warnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import Word2Vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.tokenize import sent_tokenize, word_tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "warnings.filterwarnings(action = 'ignore') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Install the Punkt dependency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to /home/abhinav/nltk_data...n",
      "[nltk_data]   Package punkt is already up-to-date!n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('punkt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading the File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = open('alice_in_wonderland.txt', 'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_text = file.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [],
   "source": [
    "text = raw_text.replace("\n", " ") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Peeking into the data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       ""Alice's Adventures in Wonderland                  ALICE'S ADVENTURES IN WONDERLAND                            Lewis Carroll                 THE MILLENNIUM FULCRUM EDITION 3.0                                 CHAPTER I                        Down the Rabbit-Hole     Alice was beginning to get very tired of sitting by her sister on the bank, and of having nothing to do:  once or twice she had peeped into the book her sister was reading, but it had no pictures or conversations in it, `and what is th""
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text[:500]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloudn",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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O41v/Twcj3SXu+1wd9atDDHUWefa/9mAt4D3Mhfc9KcH18EoGbqk05UDm2S5CSL5HvhD+hOS6WP3D6FvX4homVv8I+sOrsQZGcA0DZyLDyH/+RzzDnJ7QgNwbR4g9ehfF4+exx7O4uSJSNIw1nGLkz/4ez7KnjxdM7v2bi34cpTpB8//76yAJiscvMvK3z2INjS3Fm5oXwlu3EWxr883L+/eD6+IUClPPZGcyuKUSpY5LRHbuIvn4R0FA6vvfnyYuV8GeGEdSNaqeeJLxF36Ga1k4GX9gd0slhCxj9PZS7LhE1Sc/jZPLkj14EGtoEKOvj6pPfgq3WMQcGkTSfdNr9I7dCCFwC3myBw/gZHP+hOV5ONnMVF0KJ09S8diHsUdHGP/Z8zPqpitRasJrEAhCagJNDtEc287VZgchJKpCLaiyTs5cmt9Drauk5qufINC2AnFV9IjnOLj5Eq5hTT2LUBSkoIYU0qcGMiFJyBVR6v79Zxn6L9+hcOzinMTEmcihNdVitPfhZPIIRZ7sM3PPSHI8gpKMIWkqcjKGmytOEQ07nUNrrsV0XJxsHmt4HLdooG9owewbmbxnFs+Ym5h4noc9mKJ0tovgplWY3UMITcErWUhhHa2pBikyaZkSAiUZI7C6EbWxBmtwDM+0EEKgVMbRWhsItDZg9gz5BFSSUJJxpLCOHAsjxyO+rwnglkwkXUOtr8QencAtmv7232US5XqTET0enmGS3fcO2VfemCyfJmyebc/bidqzHZ9MgU96xeREVCwy/vSPMC5cmnpOKRQkvGcn2X3vYPb2k/jYo5MkymdTl0njbFaF+SI7ZuPa3ntGSPZ8pJInvtowRUg8z8MyPCaGTTpO5uk+WyA9aqIFJKoaA6zeFqGuRSdaqSKEb0nY/XgSy3T59p/2zNtichmBoMS9n64mWav5hMSDzLjNSE+Ji0dyDPcYmEWXUEymdUuE1dvDVNRoqJr/7hVVYvPdMR78fA0//bvBeb1HPSzxoV+q475PVaPqwh/DXI982maoq8TFozmGuw1KBYdohUJTW4jVW8NUNgbQdJ/AxCoVPvxv6hgbNDj84jjuVcOurAie/Hcr+frvnmdi2B+3KxsDhGIK//x/t+NYHk/89gpi1Rpn35qg/UgGNSDxS3/YxoEfjxCv0Tjw41FOvT7OV/9iA9UrdCrrNQYvFXjlnwd48t+t5NLRLNseSOJYHt/5Tx189KvNtGyOcOFgZpanXhje/6RkFtgjYzi5PMFt63xnvaoExRMXsIZGSbQ9TPHEBZxsDqFpuCUDJ5XG6hsmvHc79sgYnmVj9Q3h5ouYXf1IEX/rJvfqAf/6w2PYwyn/+LEJvJKJ2TN4Q2TkMkLb1oAkbmiwuRHkDh8id/hQWVn+6JGpv8d/+tzU3+mX5+dQbI+Pk3rmB1OfnXSaif5+gDLn0+w7b5N95+2ycydefKHsc2DFCt8EfvAAQlUJ1NfjGgaZfa9dcc6L089z5DC5I4fnrJssNCqDK9CVGEHVN+vqSnTGcR4utmvQlznJaKFzHk99bcixMBVP3oO+urGMkHiehz0yQfFMF4VjFzB7hnGyBYQkkCuiBFY1EN6+Fr2tCTkWBiZXbyGdqi8/xtBfPoVxqX/We3olE+Niz9SWRf7AGayBUTzLoXRu0mLiedhDY1O+HcGta1Drq7BGxgnv3kTx6AWsgVGftL54gPDtG1EqY+QPnsFN5xn9xrNE79uBvqEVazBFfv+puUmJB4Ujvg9G6UwHSnUCKRTA7BmmdLaD6P07cSYylM504tm2v43z9in0TauQdI3cG8fxDBN7Ikvh8DlCW9cgNIXsa0fxLAcprBO+fSNCltGaa0EIcvuOgudhdg2iNlQRuWsrhRPtlE51zF5H28EaGCa4bSPBrRvxDAsnncHqH1zkL3/VKyiWsPqH0Fe3IDQVHBc7NYaby+PmCqi11UjhEGp1JWZvP26ugD0+gb5xLfZwCrW+FieTu/6NZsHbz43zkV+uYdXmEF1nCnMbEpcaAprXhnjg87Uk6wKA3+5zEw5vPTPKy/86TP+l4oztCTUgseXuOA9/sZaNe2NIst9v7nqiipFeg2f+W/+CfEy0oMymvX6fd2yP84cyvPBPwxx5eRzbvGpRIsGK9SEe/9UGbnswQSDom230sMz2Byo48NwYqYFrj/+SDJv2xrn3U9Vokw60nutx6XiOF745xJGXJijOslVWuzLAA5+t5Z5PVRFJKAghqKwP8KEv19F3ochAR7mPiapLOJZLKV9+rVRfybdkCDCLDpGEwvo9CdSAhOt46GEZISA3ZlJIW37/zFgomkR2zGLNzjjBiMJr3xpECIgmVVq2REDA2IAx436LxfualDiZPIWDJ/3Vjedh9g37e9KWTfa519E3rUFEVEqn2jE7+8Bxye8/gXG+CzdfJPfaQazeIXBdJr73AsEtbShVFeWd3HbI/Hgfkq5hDU467DkuE0/9DH3japTKCuzUpOnWg+Lxc2WRCgtFaHvbDbyRDz7MwUHkSAQ56pusi5faFx2qDJC3Uhwf+jEhtYJ1VffheS69meMzHF09z8V0CmTNEVzvBjufLBHasZbQjnW+H8Ple7guRnsfE8++Sf7wuRmTuT2axrjQS/7Nk0Tv3Ub8sT2otUnAJyZqXSWJx+9k9O9/MuWbcTUmvvfq1N/Zlw5Ol/9gmtQVT05HUuX2HZ3zMUpnu/ztnyvrODTG+LdfmOOMq+B5pL7+DABuwSDz3DQhTf/ozRmH2yWzrJ5T5YMpJn64b0a5my+Rfvb1WW/t5gpkf7Z/ukAIrP4h3LS/0nPSGfL7fTJudPeCAKW2GhERU1Y+Z3wC4/wlf9vleo/qOJTOXcSe3OaxR1IUjp8BzyN/+Dh62yqURBzPcbBHU7jFEoVDx1Ab6pDDITKvvImbzYHrknv9bfT1bcjRMMUTp3Gt6/s0SBLs/UhFWZljg2m4/Jv/q5kjr6QZ7bewTHeG4ezC0TzDvTe+4LqMYFjmzieqWLPd78OeB5bh8ZOvD/DiN4co5mbvX5bhcvjFcXrOFfjc763g9kf9ti/Jgkd/qY6z+7Oc3b/wlbrnwfHXJvjXP+5moH3239Jzoet0ge/9RS/RpMKG3TF/a0UIalcGaN0Svi4piVeqfOR/qidZp02VdZ0u8I//sYuOE7P3V4ChLoPv/WUvxZzNJ36raWrHcu2uKLseTfLjvx0oI2OlvMPFwxnu/nQtxZzNaK/B2IAxg+QpmkSsUiUzZlFI2+TG7an3caXVR0g+gRPCJylVjQG6T8t0nMgSTaqMD5kICYa6lkaK431NStxcgeLRaW0Ce2AEe2DabJx/48iMc/L7plfNxUPTegduJjfr8XgepRMzPeqdsTT512euwEun2hf0DFdCjoYItNYv+vyfB3imSeH07Joqi4XjWWTNYTLGEJJQGM5fnDX6ZqmgJGNE9mxGjofLyq3+FGPfeZnCiUvX8H8BJ1sg/cJBPMel4lP3o8T9wV0oMsHNqwhuXkXuzRM3rf4fSHge9tAwl6d3N5ujcGTyHdo2RnsnRntn2SnORAZnYp6ToONgXJy2xjipcZyUT6a9kkHxxJkZp5jdfZjdfTMvNZEh//ahGeXXgqwKvvy/NZX50XiehxqQiMRlWjYEKebcWS0N3/iPPUtKSirrNfY8XnmFQ6nHidcnrklIrsRIr8EP/7qPprYg9av8rb1QTObj/7ae84eyuHM47M6Foa4iz//DIIMd1yeXgx0lDr8wTsvGMOG4P33GKlVqVuqX3Z7mxNb7E6zeNu3/Y5ZcvvUn3dckJJdhFFxe+Kchtt2fYM1235IrSYL7f6GG1747Qnr0igWMB6/88yB1k+8mN26TGTV5/btDU9aM1787RKrf4K0fOISiCpbp8vSfdlLMORx9YYz8hH+9F/9hgGLWoXVLgI7jWVL9Brs+XMXKfoPzB9JYJZdgVAEBzhJp2byvSckHDYE1TWX+Ast4dzGSb0eV9ZtIRwAhCKysI7iptdyxr2SSfe0IhRPt19T1uAzPsMjuO+6HEd+5BSH75mA5HiF0WxvFU5dw0tcf7Jbx8wHH9viXP+tjMTK8naeXToxSkmHXo0kSNepUmefB9/6ib16E5DL620u8/v1RPv3vm6b60aqtEdp2RDh3YP6Rdp7ncfKNDJeO5+cVzeJ5cPFojnzaniIliiqoqNbQdAlzjsgWSYaHv1A7teUEcPTlcS4cmf/WWz7jsO/pEVZvi0w9c1WDxrpdUfY/V+7nlk/btB8pfw/9FwtX/O3/poOXZv62Iz3T5KznbB5Nl3Bd2HJ/EttwQYLes3ls02OgfemFSn+uSYneXEnjF+9i7NUzjL9zcSp64z2rz/oVZeb8Zby7GC/NXJUuNYSuEt61HqGV/87W8DjpFw/Ni5Bchpsvkn39GMGNLcjJmB+GKwmCG1pQ66uWSckypuA68OrTMx20hTQZWYK/yPdcb4bj5FI6wkqyYOfDFWULr0vH81OT5HxhGS7tx3KkRywSNRpCCDRdYudDFQsiJdlxm0vHcwsiRCM9RllYrRCCQFhC1QTmHI+xYn2Y5nWhqc+e53HwZ+ML1jk5/VYG1/GmrExCEmzYG5tBSpYSZsnlre8P8c4P/YhSz2PB1qiF4Od6Biz1pEgfvIR7ee9eEmhVUSRVxs6WsLNFtOoYkiLjWg7WeA45oiOHfOcsK5UFSaAmwghJwkxlkVQZJRoESeAUDKyJwrzIjtA19NVNtwwpkYIBpEnxLnFZN8N18Rw/QsHNl3DyxQVNovOCEEihAFI4WH5vz8NzHLyS5QuI5eb3XhcCVdKRxPXfv+NZ2O7CQxAB5KBOcOvqcmuY65J9/Thudn4iaFeieKoDcyBFMBmbKlOrEwRa6yld7H1Xw8mXEkLXkCNBpGDAbwOShC9U4uIaFm7RwM0WpqJZlvz+qoIUCfptUVN9ATsm+4Bp+w7yuSJeaem2NWath65NiehNvQd3si+Yk30hX5rX73yZXEgyxJIKiSqVqkaNyjoVLSBhWx7jIxYjfSYTIxYTIxbO0gmXAhCOKTS2lev8HH9tYlGT3NiASd/FIoka30dDVgSrtkVQNDHDUXUupEcsBjsXJkZWKjgz6qsFJBRVAmb/Hdp2Rsukh3Jph74LhQVpjQAUcy6pfpOaFfr0tW+b6Zi/1PBccN6lRfutMQMuMXQRJiSiFL0cRW/+5rFAbZyqhzdjZ4p4jsvYa2dp+tI95C8OYqZyZI52Uv3IFhACO1sic6QDvbmSUEsNnuNiZwq4pkNs2wpKfeMISTDysxPY6asmG0kghYMocT9MUY6FURur0RqryyYrJRkncufmOZ0Wr0bpYh9m9+B1RbSuhndFB5PjYQJtzQQ3tKCvakCprUCOhibDR50p7RSzZ5jSxV5KZ7r88M8lyC2j1lWir20isKaJwMo61JoKpEgIocrguDiFEvZoGrNvBONCD6ULvZjdQ0s2MTXHtxHXr+/TM5xvpy+zOJ8NtbEatTJeVuaZ9ox8LvOFZ9oUjl0guG4FXCa0QhBcv/KaRCf24M4yS749nqVw9OKCf0ehygRWN6E1Vk2VuaZN6VSHr7GzQMjJGPqaJvS2JgIt9ah1SeRYGBFQfSXZkoE9lsXsH8G42EfpYi/GxV48c2lmTymkE2itR1/bTGBVI2pjFUoigqQH/BBe08ZO57GGUpgdA5TO91C60LNwq5QiE7tv+9RHZyJH4djFqbYsRYL+e9jQgr66cfo9qDKe7eAWTZyJrN8P2/v8fthz/b4QCEps2hPhnieSbL4zRiQmYxR9XxJJ9r83Sx7nDud445lxDr+cJpdeOuLXujk8Q5ys51xhUeuL/KTC62UIIYgkFCrrA/NWPc1n7Kmw2fnCsbwZZMLXEpn7nLbbImX9LdVvLErEzHM9cmmbmivKKmrVOY9/P+IDSUqq5SaalbX02RfosueX9E0IQWRDA4HqGNZYjkBdAklXKXaO+Au0bAm3aGEMTqBVx3ALBp7tEqiJM3GwHaN/gtW/9zFSL5+m2DXK6Isnqf3YTuSQNkVK5FiY0M71BFbWIiciKIkociKCHPcFka7WqtCaa6j8/CPzfu7Rbz6P2TPMQum3WzSmfB1ij+0mfNta5ERkhm+LkGVfUWq4pdUAACAASURBVLQiir66kcjujRhdg2ReOkT2tWOLJiYiGCCydzPROzejT/rVzIAkocQjKPEI+upGvDu3YHQMkD9wmuy+Y9ipG4+PB8C76pmFLy8f0ioIyCFShW5Me/HbIsENLTNGL7N3BGto8RFExVOdeI6LuGJsCqxpRAqouLNZsiVB9f/88TKBtOKpDoqnOvAWaE4WAY3oPduIP3L7VJk9kWX4L59aECkRqkJw2xqi92wjtLHVF3m7epSXQI6EkCMhAitqidy+EWtglPyRC2RePoTVewPS/0KgNdUQe2gnoe1tqLXJKT+dssOCMlowgFaXJLRlDc54huKZLjIvHSqLWroepIBGzVeenPpsDqQo/R//AyeTR62vJP7YHsK71qFUxmcI2QlZRgpoKIkIgZZ6wndsxOwZIvvqETIvH5lTsE5WYOtdUb74u404tscbz4zRf6lEMefg2L4FRQ/L1DRqbNob5Rd/r5FoUuGFfxldMhXQ6uZA2WfPg+Hu0oIXUgDFvENmrJyMqgGJilp13qTELLoUMjffmljXUj6mxStVnvz1RooLDKPVAhLJWq28TJdRdYFV+mAkxvlAkpKQiBISMUrewvYp3YKJNZEnc7wH70gX1lie4Z8cRW+uIrK+HitdYGJ/O1p1jIo7VhPd0oznuEiqjNBkXNPGcz2cguHrPPjyoFPXVypjxB/ZRWCVr7R3q6RUd4sltKZqqn75w+htzfPeQpKCAYLrV06t4iZ+OHv45bUgJyJUPHkPkTu3IsfD83byFYpMYI2/ktWaa0l95yXswRvbV+1JH6dfmhnZI5BQZZ2V8Z1oSoiceZ1cLnNWWhBY3TCjuHS284Y27s3uIVzDRASmVTGVZBy5Ioo9ml70dd8tCF0j9sAOEh/Zi1KVmJUMzHqeLKE2VhOvTRJorWfsuy9TOt25qDroG1ZS9YuPoq2o9bdr5nN/yRdti9y5mcCaRiZ+8DqZFw9e/8RZoFYnkKJBhKZQ/SuPo29smXc9pICKvqYJtaYCuSLK2L++OOtx4bjCg5+pIp2y+e5fDNB+ojCrhHwgJPHmj8Z54iu13PPxJGcP5Gg/sfCtxdkQSZSPLbbpzukcej3YpodZdH3dyslhQ1EFodj8pzXb8jBvMH/NfBCJl9epolbj7k9UL8m1hQA9JGOVlniv7T3CB5KUyEJBICi41xiQZYnohkYq7lyLZ9oo8RDpQx1E1jdS98ROij0pxt+6QMNn9wACO13AKRjUfHQHer1vRRn/l7dQEkGqHt6CFFAYfvYIclSf9nVwrwr4vpxfg0n55KsnIlEumjbrMdfCYic2F6q+/GH09SsRkjR1X892sEfTuLkiSAKlOoEcCfrPcUU95XiEiifuwewZonBk/hlQpWiIiifv9SXGNWVK1dGvk4eTK+CMZ3ELBlIo4CuLhoOTSpu+dUsO6UT2bgZJMPL1Hy3KL+MyLLeINcf4VLTTXBx7gx31nyAZWrno7RutqWZGWaljYFHXugzPtLCGxqbE1MCfsANNNRgX+5bWU3GJIRSZ6D3bSP7Cg1ORZ1e2gcvbNW6ugNBUlIoocjzij8STst9CVQhubKHysw8z8nc/wlzg+9TXNFH3259BTkTLIqKm+sB4FjedwwOUWBilKjGlFu07F0uotUmSn30Iz3HIvjKLtMA83kNgVSPRvZsIblmNkKf7IY6LlUpPtW2lMu7/1vJV/TAWJvH4nRidA+Tfnkmug2GZ1s0hfvIPw5x6OzunYdMouHSeKfLSd1L8xh+3UN2oLRkpCV81ORsl94ZcwyzTLXP8lCTfmjBfuI63ZKGsc0ELSsiaYDGRT/OFJM19bX3rOpREnNybh94XPmYfSFJieiVcHGShzm0WdFyyJ3vInvLTt18+rufvXi2LN+/8y+fLvh98av902/KAPsid6ps1Rr3/W2+VfbZHJhj/3mvIkRBXQ05Gid1/G8oVDotW3yjZN0/gzjMLbOlC94K3bgBiD+9CnjSXu4aF2T1I+vn95A+dw81fYW2SJPTVjSQ+dhehbW1+BlsmFUUjQRIfv4fima55Of8JVSF6zzZiD+9CqNOExM0UyB+7QOaFgxiX+nwZ/8vnaBp6WxPxD+8htGkVBH2ve6HIRO7cgtk7wvj3911T4+NGYLsGllMirFZc/+BZIFQFJTnTKc3qu/GMw9ZACr2tuaxMqUteVzvhvUZwUyuVv/io78h5mRCUTErnukn/dD/FM51+3qlJ+OqsNcQevp3w7RumrGtCktDXryDx2B5S//z8vH081PpKan7z02WExDVtrIER0s8fIH/wLM5E+R6YUhEjcudmYg/t8rd5FD+JnBwPU/Hxu7EGUpTOdS/4XVR9+THfb0QIXMvG6h0m8+Ihcu+cLhd0lCQCK2pJPH4n4V0bkELTWyJCU0l+5iEKx9rxiuXO2JLsb+EUMs68dlpLeQfb8vxMvUuEK0Ni4caNxeKqud7zWJCq67sBVbucN2e6zDZdjJK7mOF6BizTLcuXczWEok5bUSe3xr1CCaFrfl6wycq52by/BS9J/gJBlv10F5MLAoSYTHwbwpnIIAKa7/g9D/G+heADSUrGnCHq5Baq5SYm3FGuOSrP9pW3gO+vVXYVnEx+TlErbUWtv4d8BSmxUxPk9h27qblvhBAokyJeTr5I5uXDTPzwdZyJWRyEHZfS+R6G/uppKj5+N4mP3Dk1IAoh0OoqCW5aReHQ9f14Aq31VHzsrikTted5WAO+eFjurROzRtZ4hknx5CWKpztJfGQvFZ+8d4rgCSGo+MS9FE9eWtSEMB9ocghNCeEtMumUkozOGIU918Uev/EMxrP5b6hVCW5lViInY1T9yuPIwelJ1R7PMvHMG0z85K1ZI7s828HoGGDka89QPN1B5eceRqnxQ0yFEETv3krxdAfZfceuG50lhXWSv/Agak1impAUDLJvHmfsOy/jzPG72GMZJp59k8KJS1R+8UOENq+aIiZqQxXxR27HGhjFmedi4jIui+C5JZPcWycYe+pV7OFZfI0cF6NjgKG//j7xxwZIfup+34LJZH+ujBHetZ7cvmPl9TY9ClmH5rU64ZhM/hq+FIoqWLEuhCT7ER9LhVK+fALTdIn55H6cFcJXJb3SSuA4HqXCrWUNsAxvKrng5XbWcTLPy/86TD5z4xO663jzyuQsJxNE7t6FNThC4cBxIvfegbaiATdfRE4myL74Bsa5DgJrVhK6bZOfg8p2yL22H6W6Eimk4+YKJD71KEN/+jVC2zdgDY9hnF28YOhs+ECSkgl3mF77Ag3KKnLuBKNOPxaLC+F8d/He+Zi4pk3+ndNzE5Ir4JVMMi8dQltRR/j29VMdTYoG0duarktKhKqQ+NhdKFdEobi5Iql/+in5g/NwTHZdJn78FlIoQMUn75tOTqYqVDxxN4N/9q1FReTEA/UElPCs3ymSRlWoFUUKkLcWRxKlaJirf2O3aF4zYd18MVuElhwLvZdN6toQgoqP3YVaXzlV5BRKjH//NdLP779+qLnrkXvjBEJVqfnKx/2km/htIP7obt/Kl7u2T1notrUEN7YiJs/1bJv84bOMP/XqnITkSphdg4w//SpqdQK1oWraYrOxhcDqJgpHzy8iEs6hcKKdse++gj1ynczDjkP2taO+g+6DO6b7oaYS2rxqBinJZxyOv55l18MJilmXI6+mGew2yWfsyegbQSgiU1mvsuH2KI98voqeCyX6Li0sZPZamBgub+uKKqGH558d+0qompjMsjtd5tjegjRH3g2YxuU8NNM+QsW8w+m3M4wN3tyQ8stQkhVE79+N0d5N4aDfbyRdx+zsJfvyOwS3byC8YxNmVz/6ulUUT52ndOoCwS3riD6wl/w7R5EiIQJrVlK60EWgpQkpHsU5fXHp67rkV7wFEJZiOFg42KzVdlDntmB4BZw5cpb02OcoeDe+Wr1xvDcrWs/zsEcnSD+//7qE5DLsVIbiyXaCm1qRw75JUKgKam0FQteuuYUTWN1IaPvasrLsq0fJH5kp5z8nXJfsa0cJ37GRwIraqWJ9fQtaSz3Gxd75X2sSTbGtVIVaZn4xGYEjCZne9PFFJ+STw4EZZW6xNO1DcQNwCzNJtxQOcquyEq2xivAdG8vKisfbyb19akHaN7k3jxN7cAfB9SunygKtDQTXrSB/6Nyc58mxMOHta8uk/u3RDJlXjmCn5u8cXLrQQ+HoReI1FVMh2UoyTnBDC6WzXX5k2zzheR5OrsjEM29cn5BMws0VKBy7QOT29dM+RbKEUluBFNZx89OEophzePHbo9Q0a3zoS9XsfCjO2JBFKe/gOB6SJAiEJOJJhboWndF+g+f+YZiR3qVb0F2dPE4IqF2p032msGDXp2BEJposdwa2DJeJBWYLvumYjDCqa52OwIlXqUu6LXY9yJUJpKBO7u3pXFaeaWKPpcFxcDM5RCDgb9PgCzPieViDI0Qf2IOTyaE21CJXVlA4eJxAWwtCVbDHlyjq8Qp8IElJg7yaeqUVCRkZhSq50Xdam2PSH3Z6bhFS8h7BdSmd7cLoXICDoOdh9o/iZHLTpGQyW60U0nGuQUqi920vUzR1iwaZ144uWIjNyeQpne6YIiVCCERAJbipdVGkZCh/nowxNPu9PIu8maJgTWC5i1s5zhbVtFT6GrOFgYqAeqtyEkI710/5MQG4pkX+8Hmc9MIy3nqTFr4rSYmQJUI71l2TlKgNVX4UnHQ5W6uL2TtM6UzXnOfMCselcOw80fu2I0/+vkISfkh2WF8QKQEoneumdL5n/id4YA+PY41MlGeN1gPIkVAZKfE86D5X5G//Qw87H4hz+4firN4aInpFREwha9PXbvDM14Z457lxhrrNJRVQ6z5TwLE9FHW6YTavD3Hwp2MLJiXhuELFFeGxnuuRHrEYG7j1rOIdpwpsvS8x9bl2pU4oujgL0WJgdvVhdvWR+OiDpP7+KTzDmiWQQuAVS3iui5yIgRDoa1sx+wZxMjmkcBDPNDE7e4nccwdW3+BN8d/7QJKScXcYx55/Typ5P99y3J7lkNt/ZsEKqU4mj1ssJx9CU5A0ZQ5dQ39iDu9YV1ZWutg7L3P51XANC6N7iCtjAoUsEVy3gvmtM8sxWuiccw73rvh/0ZBnDkLeUnXqWbarxCz3uyUgS4Q2tU6tygCsoTGs/pFFqfQWz3WVtQGA4OZVc58gBGp9JWpdcqrIM22KZzoX5bRnXBrAs+2yOgRW1k3q7SwgJNuD3JsnF6z34xRK5Q7pgFAkhK7NONZ1YKTP5Pl/GeGl74wiyb48u6pLU+G5juPh2N7SkBFZ8iP6XNfP0p6xuXQsz9pd0w7f2+5N8IO/6sOdpwrrZVTWB8rUYR3Ho/NUfoZM/q2AE/vSfPzXGhCTXTIQlFi7M0b32eJNlWwHwHVwC0WM8x0IWSb5uY+R+uYPfEIx2dY818WzbTzTonDwBLFH7ib6wB7s0XEmnv4pXrGEUGSsgWHcfBHPsbEGhm9KdT+QpGTY6WbYuTnOjh80eJNhj8alhed98QxrxmQoFOWaOieBVQ2+dPgVE4jZNzKn4NM14bg4mUKZA5mQJORkzDelL3iC8W1pAglFCiBLCr6Mp4fjWViuwVJvsS1Z8sVZr3NrOriqdZXIFdGyZ3fGsvNWLr4a9niurA2ArwkkAuqs/jpSUCPQXDspHe/Ds21feHARcDJ5PMuZbDuT94gEkcKziABeC55LcTFO2pY9w+ImJLmM9F0N1wHT8QCPUmFuEqTUVYHtYI8uXNxPaCqRh3YTaG2iePgMhcOncWyL/c+lWLMjMuWgunJjiJUbw7Qfnb+VTNMl1twWIZacllgwii5HXl7McuTm49LxHINdJRpWTTsk3/3JKt7+0SiZ1M3VFykenc5AXTx2huIx/3P2hTenys32bsba/bZnD42Sf/qHRCpUZEng5nxrW/qHvv6NJIH79HfIL8AiJQSE4gqO7VG6js/PB5KULGNhcLP5efuSlMHzZvhDXG+K1ZprpnRGLkOORwjfvh7PWvgSJ7C6wV9dX+HBL2QJORTASS+8s+tKlKpgC8lQM0ElgSwUbM+iYI2TKnQxVuzGcBY3ec7qfLvo0IOroMxihVmiraGlhlqdQAqW+9dIoQDBzasItM4Ul7sepEjQ3/q76l3K0RC2MdNSIQIaSm15UjghSWgr62bUa764WvBNCOFHxEzmbZoP3FwRZxF79L4V/mrNo0k14kQUpSYJsoybzWP1DiFFwyh1lQhFwRlLYw+lkGIRPyxakREBDeN8F3I0RHj3VjzLwrjYg3Gxe3YrjhCozXW+eb9Y8i1eQhBYu5LAqmYKB05inO+cWngc35fm4R6DupXTpO0Tv9HIX//ORfLzlLRvWhvkrieqZiT2u3B4EePYuwDH9njxn4b4wh+snNJUWbkhzENfqOXZ/96PZdxaC4jqJp1dH65i451x/uiz5RGjqi6x67FKnv9G/7yvpwUl7ni8isyIxaHnU9c8dpmULGNROUoWC7W6YoZsdnTvZqJ7Ny/ZPYQ8abpeYD4SXY7Slryb2sha8uYYRTuN6zlIQiUWqKU2vJa+7Ekujb+N6SxcTGrWVfsS+X2IwMxVsWtat6RwmhyPzKiv3tY8Q2flhiD8/FLMomgrTYqwlZWFdKq++KGluz+TjsYLiMi2xzJLbtwK7dqMFAlhD6ewPQ+hqQS3rkWKhHCyeYLb15P50WtozXUEt7RhdPYjJIEpCURAQ4pHwLKnBetmgVJbSeTuHRidfahrWxCaitU3ghwN+9eIhBDa9FbS2IDJvqdGeOKrjWi6n+hww+4YH/6Ven7yjYHrEpOaFQGe/PVGaq8gNcWcw4//tv/mb4XcAA48P8bODyXZuMeXfRACHv3lOsySy6vfHSE3Pv9FhBaUWLEuhFF06b0isV9da5BoUqGyUScYkbl0LEvXqTyhmMyGPQliVSqFrMOxl8ZwbI91d8QIRRXCFQqZUYtjL49hmx695wsUcoOs312ep6tmhU7bztiM7MaxKpWt91ag6hKjvQZn30ljGS41K3S23FeBbXkk6wNk5uGE/IEnJRISIRFHF0EEMmPuAA635gryehCS8HPp5JbWkcstvDthaeAn/Lvp8vpCLMqfojaylppIG5fG3mKk0IHlFHHxkISEJgWpi6ynIbaJdGmQgdxMxczr4ep9fwAR0hGIG56L5FnyBc0WkXMrQArrNz0btgA/keNsUGTkcHD275ayDorMQliJ75+1tJOq2dlHYF0rSn01ZvcgUiSEHI9SPHEeq2cQrbkerbkOAGciS+n4OdyCb663h1KY3QO4uSLFgyfnvIfW0ogznqHw5lFCt29GbazF7OijePw8WmsjxaNnccamyaFZctn/XIq1OyNsvdfXiFE0wUO/WEusSuWFfxqi5/zMDLpqQLDtvgQf+nIda3dOk0rP9fjp3w1y7sCtHayQGbX4ydf6qW7SqG7y+2swIvOxrzSwamuEt58d5fTbWfJzWHgjFQqNa4Ks3hZh1dYwDauDvPbdEfrbi1MZfKtX6Ox6rJLDP0uR6iuRG7cRArY9kMTzoO98gVXbo9zxeBWHfjrKno9V0340S//FItvur8Asupx4be6tukLWT2D45G+v4OV/HgR8Ub4HvlDHpaM5HNuldWsUx3Y5tz/DR7/azMl94xh5h7YdUTrn8Z4+0KSkSmqgVd1CUESQhL86f6f0E4peDl2EWaGsJ+UOMOYMzBmZ8+7i2pN1qDFObG01Ay/OX8p9PnDNd4+UCH2mZWApQmKXAnG9loI1Rnf6KLZX/k5KZDEzRarCLUS0yjmucG042QKUeR7gK5nqGiwwSuNqyJPCW1fiZqy8lwJCVWYkn1zqNnCtqwlJlEV/3Yz7LwausfT90OzswxocRa6Ik/j0I6T+9imYtIIgBHJFFDdXQIqEcA1zhuO1EOK6uYjcbB6ptWHKOuUZpu/jc41zhrsNfvy1QaoaAzSs9kPXQ1GZu56sYuu9CTpO5ug6XSAzaiGrgqrGAG07ItSu1P08MpMX9zyPwy+O88q3h7Fvslz8jcJ14fTbGX7ytUE+8VuNRBK+knUwqrDjoQo27I6STzsMdZVIpyzMgosWlAhGZSrrNSIJFU2XCAQlX3ROFmjBmcR7bMDg4uEs+Qmf3IRiCmt3xahfHaKQsdF0iUvHfQJnmx7tR7L0nMsTiSus2Rm9JinJjdv0nCu3QMerNTbdlWDV1iiO46FqEqO9JRI1GvEqlaMvjqFogsZ1s2tAXY0PKCkRNCqrWafuQkLCwUFCQhIyYrI1S0gkpTp0ESLnjmNcI3mfHpb40Bdr2Lw3iiQLvv/fBjn1VoZwXObhz9Ww4Y4IuQmbp/9qgL72EvEqhUe+UEPb9jDZcZvv/Oc+Rgcs7vhQgt0f9iXKY0mFb/6nXtqPX7kNMHenirQmWfPFXagVQbSYzsArF2n7ld0UB7MoIZV8zwRCkRh5qxOrYLLldx7g2B/+bH6v690ckGexkhjtfX7iuCWqhz2WXXAoJoDreVh2CcebfaXiuDa2ay6awNrjWTzbQWjTg7wQAqUqsajooytxpRDd1P1G07wrrGShhi8x8yR7eNwPSb+RRChXwHNcnGuJp12trGvZFI5eXNIQR2to/D3fPos8uJvA2hbwPAqHz+DmChhnO4jcswP5w/dQOt2O2dVPYF2r7/NxVXWtvmGiD+4muGUtY3///Vmjk4zznQTWNFP1G1/AGR4j87M3fQd4z8MtmbOrM7tw5p0M3/zDbr78H1qoWRFAkgWqJqioVamoqeC2ByqmKfwVMu2XU1LYlsvJ19N8+096GB+6xbRJ5oBleLz87WGEBI//agOJGtX3/VEEkYRKOK5QsyJQ1myu7C7ludFgtv5dyjm4V0jtCwGlgsPTf95F+xF/nPGAYFjy/finructyvFekgT5CZuv/8FFCpNWHtf1qGoITPk7ua7AmSux2FX4QJKSqEjQqmzGxaHHPseI00u93EqTOi3YZXkmGW+MCqkaDR2DuQewYEQmWafx1F/209de8mWXBazeEiYcl/mTX7vIup0RnvhKPX/zB52s3RHB8zz++CsX2bQ3yid/s4H//gddRBIKE8MW3/rzPjbvjfHAZ6ppP36lLsLcDSLXOUbvc2cJ1kbo+ZG/dRCsidL+zUOUhrIIWaLpIxvQKkLEN9Qy9HrHDb/HmwHPtGf0o8zLh8m8dGjBOiVLjfFSDy2J2wmqcQrW1asFQVhLokjanFom14XjYo+m0Rqqyoq1pmqMCwvQppgFV18TwB4eu+mcREjSwrfKbGeGw2TxdCcj3/jRvPIm3Sj8iLPyydXNlxj52jM3TA5vNWSff5Ps82+WlRkXu32n1SvLznVgzCLrYpzvxDjfec17eJZN+gcvzyh380XST11jYeTByTfS/MVvnefT/0szq7ZEiCYVPypHzD0aOo5Hqt/g2CsT/OTrA4z2vXuW3qWAY3n87B+HGLhU4vFfradpbYhohYIkTydkvRY3cF1fVn5iyGS425hp5bvqYyFrM9pj0Lo1gllycW2P3ISFUXAIhGTW3BZFVgRrbotx/qDvX5io1ahrCaIFJepWBcmmLPJpm4o6jZpmHU33yzOjFuNDBql+k633VdBzJo/rekwMm4wNmZTyDhvvTFDKOdS2BBmdhxDfB5KUVMoNaEKn0z7NJev4ZFl92TEuDqZXQBM6kpCvOXjnJmxOvZVh611xWjeFOfJKmtSASaJGZaTPwDI9Lp3M8/n/tQlFFcSSCqP9JrblcfFons//TiMIX254sNugmHNJDZhE4gv1e/DKIgxcy8FI+aY0z3Ep9KUJJENUbK6n/R8OLPDa7w7cXHHG6lEKB30tg/eYlEyUBjDtPOurHmQwdxbLKeB6LpJQ0JUIDdFNmI5PXiuD02JdjmcxUZqfJ7rZPTSDQOitDWRfPrzoekthHaUqVlbmWZMhrjd7pX5F5uv5wi2aM35rEVCRNPWaontLBtud6W8j+dEyHzRS8n5Az7kif/07F9n1cJJNd8VoWB2kolYjFFVQNIHn+n4o2XGLsQGT3gsFjr48wZl3sjMcLq+FYtbhyEsTDF6hKtu1CCVZgAM/HePSielIn0sn8hjFhY1fJ99I03Eix/YHKli/O0Z9q05FrW8tCQRlJMknYLbpS+fn0zb/P3vvHaTZdZ53/s5NX479dQ7TE3oiJgGDRGSKIECQBGkWRVEiRUtrivIuV5a3tsprS7Vb3l3bclkueWVptVIpUSJtiiIJigAYwAiAwACDMDn0zPSEzunr/nK48ewft6d7OncPZoAGxKcKhflu33Duveee8573fd7nLUzZTA6aDJyrcPbVImNX6/N0WaZHTFzbmxfKkh688vQk+9+fYs99SRxbcuqFHGbVpZyzCUZUdt+bYOhChdMv+SnV7dvCdGwPc/61IjvujHPpuM91ae8J07YtzLlXCuy4M07fsRLDFxye+X8HuPOJDPseTlGadjj5wjTlnMO3/2iAOx5roJJ3OPdqgcnB1YUn35NGSUiJoKIy5izvLZB4ONJGRUNh5ZipY0tOvVzk0skKj36mkb3vi/HTb0xRmnJoOhBB0wVtW0JMjZq4jqScd2nuCqBqgo6eEBNDJkifkLUyO3zlwoFWvkbzg1tpvKuL3OnRRRNOvneczo/swcyWcWob0525VJhGa0ggdPWmV5tcL1qjOwlqMcJ6inSoE9utIfFQhIqhhBBCoe6U2dHw4LylTM3O88bIN1a/gJTULw0TvWfPvM3B3d3rSh1diMDmVoSuz3O92pP5dReEuxEIXZ1XpXYtcIsVPNNGvS4BRo2GUSLBG9YqWQ+k7SxSjhWqipZJ3rBWyc/x1lAve7z0D1mO/iRH86Yg6WaDcFxFMxQ8T2LVPMo5h6lRk4kB84b4I6Wcw3NfGnvLbZUSnvmztafDroRK0eXlb2d544fTNHYESDUbRBMagZCCUAWeI7Etv3ZOIfsZCwAAIABJREFUueBSyNrkxiysZYqCDl+sMrwE5bBadHjlH+ZXI48k/MX4iZ9OM9I3P1Jw5uU8Z15erPly+md5Tv9s8fZC1uZHf7tYEXz0Uo1n/2R96trvSaMEOVMCfcWdBAoqHt6qHIFYSuOTv9VGIKyg6wonXiziuZLLZ6p07wnzG/9uE1LC9/7GJ1tdOlmha3uIL/x7f/szf75Wd//K8bzyQI7+b57EqVq4lsv5v3h13orTrdkE0mEGn11/ZsjbBWtwAul58+400NnkCz29w9kiRXMCx1u/MWd7Kxd+ux61s1cXqY/qzSmMjsYbnhBDe7bMZHrMwbw0vDJxcmGXX4XMuByUoIGWjK2+43VwJvPIBZwfrSGOmohij66sYXAz4JmWz/e4DkJXCXS3UF1P/aWf46ajWnS5cqrClVP/uFS2zarH0IUaQxfWPpa8V/GeNEpMqri4pNUmhp2l3bGaMIgqSWqygiNXnohKOYev/cHw7GK2VnGREvJZm2f/chw94LsY/UqQMDVq8fSfj826HmsV13ehfTc3Oxf1n6vyZ7+zsM7GysaRZ7mU++cq1FYG5gbWYHOMzg/vpj5Rpj65MQWEwJeU9ywHYcyt7AObW1FjkRsTcLuJmKxcYj2sTSEARcwZhtc6iLiOlbegvoQzkcMazWK0Nc6dR9OI3ruX6cEfr7vNImgQ2rd1vjqplNTOXlme7CvBq1uzNYvANy5uJFVbCQdRM4tJtivBGs3iFCvo1xHrtMYkenOK+vmBWx5y8qom5jXj+LoK08FtHQhNvaEK0/8oIJRZkumifN2f412HStHlm3/Qj1XfWP39JslJbixMu+NYssZW7QAppQkdAwV/JamgohOgUWkjo7aTc8cx5cpubun5L7BccKkU3bkYnvRjnZWCS7XkznL3pASzNrf92vdrmxKr7g+4rsv8EtuuBwu/c0VZpH66HOrjJS7+1RH6nzqJZ25cHRavWqd+8tK8bSJoEHtg3w2v1leDECufVwgVRTWQeEhcVE1HM0Kzv5f7T+9soPl/fAKJR7CnnfRH7kaJBEl/9G7a/5dP0PrFjxK7Z+e8a3l1k+rRi/PJaYogeu+eJTNoVkPk9u3ojcl52+zRKcyBiRWJw+4CzRQtk1g/YVVTCWxpQ42F13WYNG3qvf3zwnVC1wgf6JmrdHsr4XnYw5PzK/EKgd7RRHBH162//rsUHY/+Ent+6z/R9cTn3umm/Bw3A9JfSG+0WkHvSaMk700y6lxFFRoHAo+w27iXtOILBHVoPew27mGncSdVWWLc7cfmnWdvL6URoIQCKIHFRbXe7Sj85A24TlJeCEHs4YMYXS03/VpCKMQTK080gUCcWKwdRfEdhw2ZXfTsfBLdWMtku5gtr6XjFF86zfSzR6gcvzxvb2nZVE5c9Am/s20UaA0J4o/euaQy63LQ0nGi79uLGo/Mehyk61E7cwV7bOUwiDMxP3yhRsMEutf3/NVomMihXTeURlg5cgavVJ01zoQQhPf3ENy16daL64FfEbhv2C8UN3N9PZMgcs8eX4n1HwnUYAShrb3PARu28vTSEES7dxLt2o4eSy67l5HMEN20g2jX9mX3eetNEajBMEK9sQCFGgyj6O+9+WAh3pNGCUiuOme54pym6hXJqG0k1AwCQae2g7TawrQ7ziXrBHlvcvXTvQ3wyjVk3Zq3gtYak2hNyXfZILA66r0DVE/MZ2OpiSiZz34Qo6v5xk+sKvMmdVU1SKV7aO+8l3TDdgKBBMFQmobGXTQ270M3oiiKRijcAMzV8ZmcPINZW726q3RdlBkRLmHofggEmHrqJd/7sX8L0bsWDHLSz8Cpnuyb966VgE7svr1EDu1cUzaLEgkSf/8dhHZvnifb70wXqB67gFdawfsnpR8mWYDE43cvEhVbvgGC2AP7CO3atPq+S8DsH/crU18HNRoi/YmHCO3uvqFz+u1S1mTYufky1WPn5xFrha4RvXMXsQf2++JiNwLhn+em1TS6hVCMAM33Pn5rJ+J3GEJV6H7y83R+6FeJdu9cdr/EjoNs+siv0/nE55as5n0zoEeTNN31KMHMDdR30g2a7nqU2Obdt6BlGwsb/8u5QbjY9NvnOGsd4Yz1CuetN+mzjnPefpPT1sv02m8w6Q0hF8VM3hl4dQtrJDvP5a7GIkTvuW1Jtc53M6TtkHv6JezxOX6MEILQ7s1k/umHCN+xY+2ToxCoMx6Dps9/lNB17ncpPYQQeJ6LbVfxPAfPtbGtCroRIZ3uQUqJpoeIxuc8JWuFPVVEepLMpx4kcvs238gQgsQDewl0NKLGwyhLVGp1C2XKr56ZETebuw+tMUX6k48Qf+T2WQNnKWjpGKl/8iDxD97pF32bgWfZVI5eoHZ2dY2a6sm+RdlO4f09JB67e8niftdDGDqJx+8h+dH7FhFs1wwpyT/zEtbAfBJ4oLuVzK89Qezhg+sqjqdEgoQP9pD57GNED+1ak1FQOXqB6om+eRwSLR0n9eT9pD52P2pqHQReTSWwtZ3Uxx4k+ZH7/HIKGxyh5i6Suw4RyrSuvvPP8ZYR7ewhsf0ARiK97mODmTaSuw4Rbr6J9aE2KN6TRNdrkHiU5DQld3om7VcgkRvGEFmI6vGLvjt+ZqAXiiBy5y6EppL71guYVxanXIHPydCSMdxKbeUV8gaCeXmY/DMvk/7lR2cJl0JVCO3ejNHeSO38ANVjF6ifH8DNlXxlSFVFCeqoySh6SwNGeyPB7Z0YbY0osRBqNETt3Bx52PMcarVpLLNIqTgECJKpLSRSmzCMGJZVRkqXWnUaTVtnmXlA1m0mvvwjnxzpeUjTxqvWKR7p9aW5vWVURT1J9UQfldfOEn/0zlnDRSgCvS1D+pd+gcg9e6gcOUv90jBuoYxQFbTGJKFdm4nctQu9KTXPcJFSYo9kyT/z8ppq3lhDk9TOXCG0f9ucYFNAJ/XxB9FbMxSeO+JnA10ncqaEgwR3d/semp2bUCJBpOP6HqMb8Cw42QLZv/kezf/iF1ETcyEoo6uZzGcfI/bAfipv9FI7dxVnMu/flwAlYKDGw2jNaYzWDIHtHQQ2taLGQqjRMLlvvbimEJBXrpH7xvMEulowulvmSLeZBMkPv4/IXbuovHaO2pkrWEOTuOUquJ6vqRIOojcm0VszBLa0EuzpRE1EUaMh6ucHKB8+xQYL1S9CdNP2Gwq9/Rw3ArGip2Y1hNu3ILT39HQ9i/fkXV4jtXrXDQveBjVErkfl6AXMq6OEdnfPDhZKQCdy1y7CB3twpks42TzS8VACmp/5kIighIJI0yb75e9RevHEO3wXa4O0XUo/O4GaiJD48PtQQoHZOhtqKkb07t1ED+30Y/5S+lLV17JaBH7RvWtEYCHmsgIWXsdzUVQDRdHRtCDhSCO5qUsEQylC4TQgUBQVIVSEooILiqIhhIIiNFYrqOZMLa6w7CxRmXZRu+oWuW+9iN7SQPjANj/sMHMfaixMaM9mQju7kK6cu/61e1aVBXLTEjebZ/yPv7mIK7IcvHKN/HNHCGxtR4mGZq+tREPEH7md2AP7cKaLOFMl8DzURAQtFUMEAwhNmc00qvX2UzvXT+qj963o3VkOtXNXyX7pO2R+7Qm/evC1dsTChG7bQmhXt5/dNJvxsbAPCN8rIubUMNcT7rTHpxn7w6/R+q8+i96Sng2FKaEARmczRlsjySfv9/vftUyqa14YZeaa1xHSxbW2bVAIVfWzaDSNaOd2/9+qhqIv9EpJPHsFrp0Q/rGKMkskl9JDeovVepc4GKGqM8/a/76kJ5Ge847L8i8LIfzxQVz/7Ul/MeK5S7d79hiBYhhEO7chPQ9F0xc9byk9pDM/C1Qoqj8uqCqR9i0oqr7MuwLPXmEhIgRC1Wbafe15r9DuGfj8FTF3buG35fr3zbXz3ERsWKNE72zBLZTwlhFTEsHATBppcZEbukc/iCFCjDqXKcs8lqzPM1BuCYQglG6jNjV84+dwXSb//Gla/9Vn5g2QQlEQAQO9JY3estj1J4TAW6D2+m6AVzPJPf0SnuWQ+MAhtMbkzCA3M/Eoytz4Lucm5mUh5aLaJfV6Ds+16Nr8MFOT57CtCpmmPTh2DduqEAwmyDTtQdcjSM9leuo8za23YwTjNDbvJTt5hnptbRP9euEWK0z8yVM0fuFJQnu3zqv0K4QATUOs8oV6loM9PMHEn317UShkRUhJ7cwV8t95meRH7vcr916b2FWBUHT0lgb0lvnFB2cJtZ6HdWWEqS9/HzURxS1WbsgowfUoHzkLriT1iYcwOhpBU+cGfk2dCxGtoQ9IKWdStNc+udkjU4z+xy+T+fUPE9rRhbhmIAvhX5/1Xl8uaSC/01BDUZrvfZxQYzuBhmYU3b/PxrsepfGuR+ft65QL9P71v1vWwDASGVK77iC+bR9GPIWUYOUmyV84RuH8MezyYoEtAMUIEmnfQmrPXYRbulCDUTzbpDY+RP78UUpXz+HWNpakgRaJE+3YRmzzLkLNXejRBCgCt1alNjFE4cJxSlfO4ZrzvdShpg4aDjxAsLGNQLJpZkIXtD/6adof/fS8fYuXTzPw7Jdm+5jQdFru/8jMu2pBDfgLh/T++0nvv3/esdK1OfP//e6SdZu0cIxY906SO+8g2NiGYgRxaxUqw1fI975JZfgSnrVYZVULRdn66d9GDYS58Df/AaFqxHv2k9xxO4FUEwiwizny548xfeoV3PrN05XZsEZJ8//2GxSffZ7i93+25N8DW7tIPPkIua9+B+vqfEPAw6VRbadZ7aLoTZF1R8h7E5RlAWuFwnvXoIViBGJphFCpTY/geS7hhnak63MSzOLkLGsfQKg6kUwHDdvvZrL3MK7pZxWouoFr1bm2dNJDUYSiYpamsatFlho47ZEsE3/6LVIff5Dg9k5fgl1ctwp7j0GaNvmnX8K6Okr8kdsJbG1HyyQXVyZd5t6llMi6hT2RwxqcwFwgQCalx+W+78/+LhWHmJw4NW+fyxe/N+/3wNXnb/yG1gm3VGX8j58i8dhdRO/ajdHZtHbNECmpnb5E9svfxx7Orvvasm5ReO51pOUSe2AfRmfznBdGiCUX/FJKv8T9uX6mv/k81uAExqYW3EIZvSm17jYAM4bJGexsnvj7bye0qxu9pWExX2WlPmA7ONkC1tAk9YtD6y7sZ49NM/En3yL+yEHCd+wk0NWMCBrzv7mVjBHPw82VsUayVE9cxKtsPBEsoShowTB2pYBdLRLt3I6i65jTE5i5+d+NW6sss4qW6NEkrQ89SaixA7uUozrajxoMYyQztNz3BIGGZkZf+DaeOf8ZqKEIjYfeT8P++/EsE6swhZmbRNF0Qs0dRNo3k79wnMkjP8Qq3noRvbUitftOmu/9EG69il3OUx3rBwRqMES0aweR9i1kEy+QPfbivAle0Q0UTcfKZ7EL08S27MFzbOrZEezyfG+qf845CCHQwjGcWhln6BKR9s2owQhWPkt9an4YX7pLe5j0eJrm932IxLZ9ONUSZm4S6TqoRpBY9w6iXduYOv4SU8d/hmsu018VQaili0TPAaJd23FqZepToyi6gRaOYSQbfI/JTcSGNUpWg3Rdf8Jegkg44lym5lVIqY0klSa26HsxZZWClyXvTZLzJih7uSWVXBXNINayBdUIIl2XULqVwuBZMjvuIX/1JE69zEL/rBACPZxA1Qw0I4QWCKOHE+ihKK5joQgVq1bAiKSwytOE0m1MXzqKay3dEernB5j8i2f8FMkdXRgdjWiZpF/mXleR7gx/wbRxixWcbB57bBrr6uoSym6xQvYrz83bZg3fWAaSW6pS+MFrVF6fy6Jwc6X1i6BJn2NRvzhEcGcXwa0dGJua0Vsa0BIRRDg4y9GQtotXM3ELZZzpEvbYFNbwJNbABGb/KNLcmPL6K0GaFvlnD1M9fpHQ7m4CW9r9d56O+x4MTUO6LtJxUYIBP2QxA69u4ZVXryexHLxKjcL3X6V+YYDQns0EtrT7zz0V9SflGTExr1zDnsxjXh2lfq6f6sm+2bRmZzJH/juH0TLJmfuxsW5AmdW8NEx2aILg1nYCPZ0Eultm2hLzv3VdhRkDxKv7fd/Nl/y+PzyJNTSJeXX0hnlVbqFM7pnDVI5eILi9i8DWNoy2DFpDAjUa9rN6hB96lJaNW67i5so42bx//ZEs1tVR7In8qmEIadmLvkN7IndDBRS9ap3SC8fmZVRde1/Xw6kUGfzB3/m8HFVj66f/JXosSeHiCSbfXFBQb4Ho3xwEwUwr9SyMv/oc1dGreFYdLRwjsW0fqdvuIbn9dgrnj1Pu773uMIWG/Q/QsP9+zNwk2aPPU58cxrVMFD1AuKWLzB0Pk+jZj12cJnv0hZVDEm8jipfOoIUi1MaHMPNZnBlPjh6Jk+g5QMP++0j07Kd09Ry18bnCmpXhK1THBkGAqgfYuWU3br3G1ImXKfSdnH+Ra2Hqaz9ti6GZdyUUle4n/xnhts2Urp5j7PB35x8r5WKPlqLSfO/jJHr2UxnsY/rUYczcJJ5jowUjRDdtJ73vPhoOPIA5PUGh78SS71tRdTIHH0aoKhNHfkBtcgTPqqMYQYxYCqdaXGR8vlW8a40SYWjLpk5WZIGKW2DCHSSsREkoGZrULhrVTjJqGzVZpuTmGPcGybljOMxNZGrANyqKIxexynm2fuDXKAyew7VrFIZ6l1Qy9ByLWm6UcEM7xeHzBOKNBJPNOLUygWQTmhHCcy2q2SHKo3203/lhFD2wrFGC9HkJxZ++SeWNc6jxiD8oa6ovMOZJP2PAdf1JqVrHrdSRdYtQVzeRXXup9V+h0nt6cVvLNfJPv7Tsc9VicVyzjrRW127xKnXKP7t5HBavWqd69AK1U5d9rkw07BtihjbHGXE9f5Ksm3hVE69cW1659N0Ez8MaGMcamkSNnfbfeTjoZyEp/jsXhkbTb358jhQqBJGD26m80Uv58Kl1eweuQTou9QuD1C+PoCWiKLEw7fd2oIQNxk5kcU3Hn4QrNZ90XK3Pmzy9qkn58OK+dkNtMW1qZ69S6x1ATURQY2Gfb2Rcl2Y72wcsZN3ELdXwqrWbUxHZdf33MDCOciTsXz8S9MnI1zw3nje3MKiZeJU6bqm6Bi7FdfdpOyt+h+uBrFtUFqRXL7uv43/XnjcT4pKA5yJX4o8sgGeZ5M6+Rv7cG/4qHbBLedxahWBjG7HuXUS7ts8zSoKNbSS2HwAhGH/le5Qun+X6F2ZOj4MQdHzgU8Q276Zw8YS/7SZBNQJk9j9AYutef4Nkbm0pfZ0SoWrgLhaeNKfHGH/1OTxr/jhjF6dxahWi3Tswkhm00IIsSenNPW/EzO1KpOus6XlfOxZFnTMY1viuoh1bSWzbh10uMHHkB1RHr85rt1mYRIvEyRx4gNTuQxSvnFnEafGvrWAk0gz/5BuUBy/O6+O1Bd6dm4WNY5QIgdaURmvyY9hCVdFaMgT3Ls6hV2NhIvceRLoeXn35CcmihuXVKHpTjDiXiSkpWtRumrQuIlqSDB3UvBJnrFcoS39VIV0XKSWKZqAFQjhmFb8juStKK0vPRdF0EALXrqPqAexqEc+xkEYAx6yhBXzxG8911ibT7EncQgW3sPZ4XX10GKOlHS1xY670yPY91Ib6scZvTsGpG8E1VzxrIIy+FQSiDbTv+QCXj3wNPRSneds9jF98BS0Qpm3X+/FcG80IMdL7ApWpQYSi0tC1n4aufThmlZFzP6VWnCSS7qCl5z4kHnowysiZn1DKXr2xRnne8u9cCMqvnCbx+N2zm5RQgIZf+gBm3xD22PTiY9YDx8WZKsB0AbHNQARUaqf6cU13ab7vdYP6ittuBJ7ne93ewaq9Xqn6rslmezthFaaoDF2aNUiuwa4UsUr+OLpQqCzSvgU9EsOtlq8zVq7zOEs56zkJNrSgBtenErwqFJVAQwuBhhsTaFxokMxut03sUp5Aqmn9InS3EPFt+xCqip2fojo+yELvvmeZmNMTeI7tZ/YoKpIljBIpqY0PLjJIbiU2jlGiKoT27yT+xEMoAR0RChC9/w4i9x5YvK8EadsUn3sJZ3x1N7GHh4fJtDfGtDfOBfsozWoXrdpmEkojugjMDqJOvUw9P05m+50oWoCxkz9BSrmqK9Es5xCKSsddT5K7chzHrODZJmZpGs+2KI300bL3YWLt2yj0n8G5icSg6yFtG880UYJz+hXRPfuJ7NiDGghS7b9E/vALhLq3ET94CMUIYE2OM/3ij4hs20nijruJ7tqDUy4x/u2/37hs+JsAoajoQV+LQggFzYj4WTeqQSjRxPkX/4pIsp1M1wHqxQkCkTTJtp30vfJVoukOmnvuY+D4d9CMEEY4waUjXyOUaCbTfQflqYGbHmtFSnLfeoHovbehJedWZVpTkubf+iQjv/fleUqx64VqKBz65weItkZQNcHg4VEUVbD/83tp2JaiXqhz/ulL2FWHg//DbbiWixE1uPriIH3fv8qW93ex6aEOkDD48jAXn7t6c7wXtxoCIgl/KKyXXVzn3dDodw5uvYpdWkxkla4zu9pWFgiQBZKNKHoAxQiy53/6j0ufWAAzmR3qEhkmbwXSsSj0naQ8dGnJvye27CHavWvpgxXFJ4xu2kGkYxuBZCNaOILQDBTNQNGNOXL+BkGoqQOEQqSrh9u+uNzzFrOZOYpmLEl4lZ5HbXL4bTNIYCMZJY5L6YeHqR09S2B7N6nPPol1aQCzb4GLSPqS7Fb/MOalQVhHuXsdg4AIE1fSZNQ2Ikpipr7J/AdeHr9CeXy+ANXo8R+ufHLPZeDwN2d/ViYWu7aGXn9mzW29magPXMEcH0FoOs0f/gT5wy+gRaPUhweoD/Zj53NIx6Hce5pAazuVvl7qg7fGNbdhMS+VU2JV89i1ElUxRqb7doSiEYo3UStO4Np1ylODtO5+P0JRkNKjXs5iVfMomoFqhLhVeaFuvsz0139C5nOPz2qDCCEIbG2n8Z99hKn/9oM1pSQvhdTmBOGGID/+nZ+x+xM9CFXQdFuGaEuEH/7rF2k71EzT3kYmz2aJNIf5zhd/THpLkq4H2kltTrD5/Z2c+Mo5jLDOpgc7GDk6TmVi4xE+FyLZZPC/fnk/ngdf/70+Tr9wa7Kt3iuQroO3lKt/BSiGgVAErmVhFVYnZa/3/Kufz6EycoX8mdeW/LseTRDt2rFou1A1EtsP0PK+D6GGotjlAq5ZxSrmZxaq0s/IicRvanvfGgRqwM/ku0bOXR3LGeIS923m9mwcowRASpxsDiebI/rI3dTP9C2bfbNWCBTCIkZMSZNSGkmrrYRFbI746k5S9d45F/GthhIIEt170I/Dey7C8DM7yhfOEeraTHhzD0ogwNRPZ0h3s7ns731I1/Zz/4WCHoiianOrM1UP+SE8I4zn2iA9bLNC1Njke1hCMVyrNlMxVeJdn453ix9f+eWTBHs6iT2wb7aInlAUInftBgS5p57HGppct5dLC+vYFdvnNJkuiqaghzSssh/Ddm0PoQoUTaE0XMZzPDzXw3M89LCOETVou6MZ1/KYOJ3FNTe+NhBAKKYRimlYdY9QdH1DYjiuoWiCSs5+LzsV50Gy/irB0vP8tOH8JP3PfmnV/Z3qxhiTo13baX3gSRQjQL73TfK9R6lPjeLW/LC+Fo7R+aHPbjCjRM7qO1WG+hj92eqLYae2guf+be7XG8souQ7V107iTK3FwlsaGgYppYm02kJcSRNRkmholLwcV9zT5N1JSjKHKWtsTB+zIBHrpDG1i2J5kMnp3tWVaBWF8LYdhLdsQ9F0nPw05ugQaiiCdGzcagW37DPHA63tBJpafO5ObK46rVMsEN11G4GWVgqvv3Irb/Adh10vY1XzdOz9IJ7roqhzMWHNCNLc8z4C4STFycu4jkU1P0K8aQvtu38BRTOYHjrtCz69zfCqJvlnXkJLxQjt2zontKdrRO7ciRIJkn/6JWrnrq5YKXgh8lcKKLrCvs/sItoWYbovz+S5aVoONrHvs7vQwzqT56awyvYiHY7KeIXBwyMITUEovlFjlt75QpdrwWR/jf/+by8iPeg7unYvk2Yo3PtPmgnHNZ77i0Gs2rvDCHsn4FSKSNdBi8RxqqWlSZUbEImeA6jBEPXpCcYPfxenuiCzUFFQjPWrQd9qWIUpAqkm1GAYp1x8R8apG8WGNUrKLx1dtzV+Da3qFjq0bYREFEOE8HCYckcZc/speTlMWcVlY78kVTVoTO+iq+VeiuVOsvmL87RRloTnYY2NkCvkEcIX93EqZQpvHEYxAkjXpXr5IkiJnZ3Aq/kkPq8252IvnTmBFouvfq33ADzXZvDk99ACYVzbRAwIbLOMHoxiVvLkhs8ihIJVySE9B8d0GL/4MnowhvQ8zGoO6blUcsOYFd/lb1VyDJ18DilvrVifNZxl+lsv0BgPE+hunY1nK4ZOeO9W9JY001/9EeVXz6zZY1LPmxz769NoQQ3PlZhFi3q+zqn/3osRM/Bsl8pkDelJjv3VGZBQHCpx8buXqU7VOf/sZSKZkC+sVLWRN5gN9HbDsSVHn1u/zkuiyWDXfSmQoGrvLu+iv5LGTznVbn3l2drEEK5ZQw2GiXXvptj37lCe1iIxEApOubDYIAH0SIxAqnHV88yOp4qy7irBUspZ+QqxxirB5cGLxLp3YsTThFq6qI5cXv2gDYINa5TI2gzpZjXp6CUGvpTaREJpxJZ1rjpnGHWuUpdlXFzeTq9IJNyMIlRKldF1X9fzbGr1KSy7RK54dc2kSadYgOL81Z5TWOxxcitl3Mrij8yrVbFqby3jwBBBWvWtNGldBEUED4eKV2TCGWDcvjprECooJNVm2vStxNUMujCwpUnWGWbIPj8bVguIMIcij5N1hrhYP4q3wKDsMnbRbdzGidrzFNz1aa5Y1TxWdSnSnk29OLFou10vY9fnPzfXruPafn85qoa5AAAgAElEQVT1XJt66W2oPO151Hv7yX7lBzR9/qNoLek5oS9FoOiaX/BwnTGF0shiN25lokplYn6fKA7578apuzh136i1ShbWu8Q7cjPQ0BagsSvIZP+N68S8Y5AeTq2MkWgg1NSB0A2kbTNnqXBTSe7l/guYU+NEOrfSfO/j2KVpahPDLEzd0kJhhKZjlwo3vCi9mXDrvoicEU+hBIJ45rV3LVACQZrvfWJJ2feFkJ6DWyujBkJ+po6qzWUvibl04WUOnhWzCzd3oeiBmRIAy7+r3NnXyRx8CD2WovGOhxmtFLCKC7LzhMCIpfBsa8OEy2ADGyXXqqYGd2xBa8ksW4209ONXcSbmZ+AU3Cw5d5wJd2DGEHn7oWthtnb+AgLJqYtfx1un+0xKj+HxNxgef+MWtfDWQBdBtgfupFHrIOeOU3KnMZQgESVJWmsl6wzjSv9ZBEWELmMnESVJxctjejUiaoJOYychJUZv/QimrOJIm5wzRlptJqokKXpzq9qACJNSm6l7Fere8qJtmh5GKCq2WWY1A9HzHKz6xvlIl4UnqZ26xNgff5OmL3zMl2hXBG6hTPZvv4fZv7qY3jsOAaGoSjCioWoCz5NYNZdKwUFRBbG0H1IrZi2uldjQAwqxtI6qC6aGTTx3qboj0NgZxHMlpWl7UWglGFGJNcxP4fRcSTlnY1aXnwyDERU9qGAEFTbtjZFuC1KYsMh0hqiX53/juTETx1q6rykqhOM6RlBB0QTSkziWpFZysOpvz2RcvHiSUFMHkfYtdH7wlyldOYf0XNRgCFCYOv7iTbuWZ5uMvPgPdD3xOQKpRro//gVK/b2Y2VGk56GGI4QaWgm1bGL61KtMvvZDPOedN3CLl88Q7dqOkWig84O/Qu7s63iWSaChmfRt96AGw5hTowQzbSufSEryF47TsP9+0nvvQTWCvoqrEGihCFYpT/Hi8t6j0tVeop09BDOtdH34cxT7TuE5FmogjKIHmHzjx/P298waQz/8Kp2PfYbY5t0EM62Urp7DKkyBUNCjcUJNHQQbOxj+4d/5Ym4bhBS1YY0So7udzBc+hZpK4BbLS+r6A1SOnIQFRsmw2/d2NHFFhIJpgoEkpnnjvJh3I8JKlJiaYtS+xEXz6KxXRENHERqWnFtV1mSZC+YbONLCkubMfgbbArfTamwmqEQw3SouNhPOAE1aF3E1TcmbmnVnhpU4caWBIfsitlx+EMu07CGR3szlc89iWyt7gmqFcfqPPv1WH8XbBvPiIGP/5e9o+JUPEtjU7KvsHru4Lj7JOwIBWw/GufcTzey8J0k8Y2BWXS4fL/Hy10epFh1+8Xe24rmSP/2fz1KY8N9v974Yn/2/e2juDvNvHjlCbnRxdoBuKPxfz91Jftzi7//DJY79YH54Zv8HGvjMv+1BM3wOjBCC3JjJ13/v0oqhnA9+vpNth+I0d4eIN/gZJdvvSvK7T92+aN//9OnjXD6+uGBjNKWz+/4Uh55opGtPlEhCx7Y8Jq5UOfnTKY79YIqxK9Vb7iiYPvMqwUwrkY5txLp3Ed+21ydt2xa18aGbapQAmNlRBr7ztzTd8yihTDvxzbtRth8EIZCug2vWsEt5rMLkLQ9/rhXFvlOEGtqI9+wj2tVDbPNupPTwzBpmboLxV76PHkvS+tDHVz1X9tgL6LEU4ZYuUrfdTXr/feC5uJZJ/tybKxolhQvHCGZaiW3eTaR9y0ymkMRzbKz81CKjBKAydImh575Kw+0PEky3kNx95yxvznNt3HoNc2oMu1LcMAYJbGCjJP7hh1AiIQrP/hSrfwRpLU2MssdWdpULBAERRieAQFCWubelYnA42EDQSPyjM0psaWFLk5jaQIPWTs4dw5amr5or579DiVyU+eRgUfAm6aQH9bruWXHzFL0pGrR2JpxBLFlDQSWuZkBA3p2YLbqoaiGSDZsRikalOEKtMkV27AzBsF/MMJrooF6ZIt28k8L0VVTVQNOD6EYURdXJT10iEExgmUWsepFU43YK01dIpDejqAa2WaJcHPGzcjYI7JEsk3/+bQLbOqhfGETWV19lKrpCansDZq5OeWQFz5CAcGOEeq6GZ9+8b6fnUIJf+bfbaNoUZnKwxukXpnEdSao1wKd+dyt9bxRJNgWYHr354ZGBM2We+aN+AmGVaErnoV9pXdNxZtVl8FyFod4KbT1hdt6TIjtU5+xL09gLvCKFycXGUjyj8/gXurj/F1uoV1wGz5WplRyMoEr7jggf/uImeu5M8vQfXuXKiVvrrfMsk5HnnyLS0UMg1egTNqXrT1a5xaHL4uUzYJfo3GGT+WgrvT/LUs3P/wbKAxfwbGtZNVZzapShH/wd4ZZNBNJNaMEICIWkaGAqf5lKdgClWKfV2MaUOYTpVdCEQTrQTs0tU7KzrCcULj2Pydd/7IdVJ5YvllodvsKk+InPg7qOTyddh/FXv0956CLBTCvKTPkRu5ynMnwZuzhNoKGFydd+tKoCrV3MMfKTbxDp2IoRb0DoOtJ1cKrlFdsGvuz82EvPUrraS7CheeZdSVyz5ns/lrx5SXnwArWpEcLNXRjJxrlUYbOOXcpRz45gFRaLLnqOxdSJl1GMwDzp/LcDG9YoCWzpwLzQ76cEOzdmNSeUBtq0bUREHA0dEBy3nqcuKxgEadY2UfSmKHhT3AyuSSq+lVikiVAgTSLWha4FiUfbuW3bJxdxQi70P4dpLWb679z8UXQtNG9boTzE4NiRJVcPilDZ1OZXjRyZPEYytol0Yiu2W2M8e5JSZZRouJWWzF4MI0qpPMzo5Akcd/FAL4RCLNJGQ2IrwUAKRdGw7DLF8jDThUvYzupck7pXZtDqZXNgHzuCh6i4BabdMSbsAapy8arRECE/LKOm0UUAFZWwEgeulTWfOa+sMu2MssnYQ1iJYbk1NGHQqLVTcLNUvLlnKaWLZZYIRTIkGrZg1uc/53hqE55rkWm5DUU1/I+3OIxlloglO0hlevzjo40Upi4RibdRyg/RuukeRq4exrFrN18Y7SbALVSovnl+zfurhkrTgRbyfdMrGiWqobL58a30PX0BM39zDIRwXOPJ3+6muTvM5eNFnvmv/YxfqeJ5klja4OAHM3zg19rRQ+otMUpG+6qM9vn9OZ4xePCX12aU/PhLQ34pegXe98kWdt6TYvxKlWf/uJ9qcf736Sww4BRV8MAvtXLfJ1vIDtV56vcvM36lhlnz0AxBpjPIx/7lZnruTHD/p1rJDtUpTd1aw9ezLUpXzlC6svq+xb6T2JPnuO/RHaTubmfwdGGRUVK6cpbSlbMrnkfaFpXBi1QGL85uq2ppqm4RTzoYSohErIWyM43pVZB4BJQIqtCp2NPrq/guJeOvfG/V3SpDfVSGlvawS8+lPHCB8sCFJf9uTo2t6RrgpzoXLhxf076L2uE6lPt7MSf7CCUDlCeqeDNCf+ktcZpva+Dc04tfpFstr/pOFsKzLbJHn7+hdr5VbFijRLoeTr5wwwZJo9rOdv0QIRFltt6p8MmVAJrQaVO3ElWSVK0SNm9dIGZb1weIhDIoioYQfplqQ4/RmN69aN/Lw89jLlrMCqLhZiLhRjQ1CIiZEuoKQ+OvLelhE0IlGe9GU4NoWpDG9G5CgSSedImFWxgaO0J7852kEptRhEomuR1dj3J58Cdcb4ipaoDO5rtobz6ErkdQFd+Ik9LFcU0K5SEu9j9HtbayZ8rDY8IZpOj6Xo02fStbAvto1bdw2TzJhDMwm9ocU1L0BA4RVZOU3BxVWfQ9IFIlQWbeeSUeeXeCNrmNJq2LopslJKJElRSXzRPzqj8HgnHSzbtQVcPXZhHzKw7bVoVYsotcto9oop1aOUsgECeSaMMIxDHreYq5fkKRDLFkF6V8P65TJzt6iobmPeSn+qhV1p+tsRCJ7iTbP7mbUDqEVTI5+ZfHqE5UiLRG2fmpPYQawxT7C/T+3Rmskkm0PcauT99GIBUk3zfNhW+cI70zQ3pXhoadGUZeHaRxXwsDP7nCyCtDxDcl2P2ZfWghjckTY1z6Th9OzaZpfzO7fuU26nkToQjyfcvL04caQtz2Tw/Qdl8n6Z0Zps5OcunZi5j5Oq33tLPto9uxqw6Xnr3A5Klx1uqE3HlvkvbtEeoVl59+ZYQLr+Vn+3cxa1MtOWw5GGf3fTdYeXgdWJKTsgwcWwISoTA7IUgPbNPDsVa++dZtYfY+1IARUnjq9y9z+mfzC/BNj5g880dX+e2/3EvPoQStW8OUpm5tqYW3Gz2xexionKIrspcpcxBFqOhKkKZAN73Fw5iyjOXVMN3KbIjWlQ41t4Qqlp6u0kY7mjCYMK8S1uKkDd+rkjbaUYVGf+UkES2JI03K9jSbIvu4Uj62PuNmAyHWEqb9jiZ6v3sVz3F8T2YqQOOOFOdYg3W5wbFhjZL6ucsYm9oRAQO5ePZeESERZZt+kJCIMOkOMupcoVHroE3bOruPI20qskBSaSQgQtjyrRslJy98FSEUBArtzXfQ3f4g04VLnL/yXbwFoQvTWuw1AMnRs18CIVAVnU1t99Pd/sCarh0JN6KqBsNjr2E7NXq6P0Qi1kkokKJaz3K27ymS8W46mu8indjC2OQJqnV/YhVCpb3pEJs734/j1BmZOEq+NIDn2sSirbRk9tOQ3IauhTjR+xVsZ2WVTolHTZYZsi8wal8iqTXTY9zO1sB+Su40VVlERaNV30pCzXCu/iqTzuBMWE3Sqm+lWdu06Lwld5qSN0WL3s0V6xTNehemrJJ351zNQqjEUl1US+M4VpVYahMg5gxFRaNenaKt+z6GLj9PJNaCboSQMsX0xHkisRaMYAzLLGHW88QSHUwMH0NKj6mxs5QLwyQzPQTDDdQqby3Lpv3+TiZPjTP66hBSgl2xEKpgxy/uZuCnVyiPlOn+wGY2P76Vi9/qZfdn99H39Hnq0zW6H91C58PdmEUTLaDS98x5dv/yXnq/doZ4V4KJ42Mc+M07OP6nbyA96H5sK823tzD2xgi3/4u7ePn/fAFFU9jzuf0rtrE2XePkXx8j3Bzh6B+9Ti1bwbM9gukQt31uPy/97z8l3Byh65FuquNlKmNrK5+w5WAcPahQytqcfmFqkcFdnra58Fr+bTFK3i507IyQbg9QLTj0nykTjCwm7+dGTWoll3RbgETTzZVa3wgwlCCaYmAoIdJGO9PWCOO1y6T0VhSxdDLDaijaE/TE72HKGiSq+bXTImqC4eo5JJJtsUNMmgN+UUsEAWWmoOXbQKNQo1E805zJbAItnSbQ0Um19xzSsojf+z7Cu3Yx+fdfwy2XCe/cRfLhR5j8+t9jTy1e+GR6EtzzxX2kNsXYfH8bVw+PcuapSyCgaVeKx/79vUQyQd7463MMHBkj2hRm95ObMaI6DVsTDL42ztG/7SUQ09n50c103dOCdDxe/dPTZC/kCSYNdn9sC+13NCEdj8N/fJLpy0vNVbcOG9YoKf3oFRq/+MukPv0E5Rde96uALpH+6xZKyAVS841qB0ERYdjt45zlywrH5PzBzcXBlFUytPkW+E3ooHOGhsB2ZlJEPZu6lVtz9o0nHb+2z4yHYq1QFYPJXC9D46/hejahYJrNHQ9hiyr9I4fJFS8zmTtPU3o3hhYmGEjMGiXhUANbOh/BskpcuPpdJnPnufZAsvnzTBcus2vLR0nGumhrup3+kZeXbYdAQSBmViESF4dpZ4QxJcXWwIHZZ60IlaASoSpLlL38dYRYg6iSXHKAcnHI2sM0qO00ah00al0UvCwlb04WXEqXWmmCps47sOolHLuGpgVo6jxEIJQk07KX/NQlXMekXs1TKY1hmyUU1aCxbR+OVcM2y3iuhefaOHYNyyyjakE2bX8UKT2qpfFFIaEbweiRYXb+0h5i7TFGjgyTuzBFIBEk3pVgz6/ux6k7SNdj5NUhgg0h4l1x9v7aAVzLxXM8Bl/wSwFUJ6tUx8rUslVfH0RCtC1GrCvB/t88hPQkruUycWyUSHMUu2xRGixixAIUr67CeZLgWe7MOZxZTkmqJ01hoEBtqoZVttj6kR3oEQNYm1GS6QiiqoLcWH3JbBfH8pYksL6bkWoJEEloqJrC779876r7B0KKny26zNikqILGzWFKWYtgREMPqZQmTeplh1RbEC2gUMpaVAv27PimBxUiKYNAREXVFF+PpuJQnrawF2T9CAXCCZ1IykDVBXbNw17BG2SEVKINBkbY/3bNiks5a2Jfp+xbdQs0BDop2hMkjRYc08TDmfWK3AgcaVN3yoTVBBEtxZQ5SFxvxJUWtmcSUObqRAmh3rIaNUo4jBLwDUm3XEYJBokeOIg5PIw1OoJXr/sVua9emTVSiq8dwWhq5lqoutp7jlDP4iK015C9WOD1vzjLlofaefNL57Aqth8B0BTsmsPP/uAY6S0Jtj++iaE3xhEKxNsiXH5hmJf+n+MzNXqgaVeaeEuEw//1BE07U9z1+T1871+/TOuBRoyIzuE/PEHzbWnu+o09fP/fvL0imhvWKIk+eAfSdog9cjeRu/bh5AqLjA+A6b/5B6yr80lCYRFDRWPQvrho/2uQeDjSQhP6bEjn3YxruiauN9PZK36V32p9mvoMd0VKj5qZI2gkUNW5VVhb4+2oikG21Mt08TILLbRieZhieZRIqJnmhn0rGiVRJUmD1kbNK2FLEw9JQIRo0FqpeAWcGY+RJ10qXpGU2kyD1orqqrPE1QatfTZteCGm3BFqXol2YweGCJK1hxYp3ZYKQ5QKQ/O2DV6cz07vO/0tAEb7r/vgZruRIBRtJBhKUS6O4s4YmJfP3tzaRYUreV77z6/QfLCFPb+6nzN/c5zScAmzYHL+62eY7p3yZQhUBSNqYOZNTv7FUQpX8v52RdB+X9esSNm1/wsBjulg5uu88V9epZatIhR/0AtlwiiGhhbUUDQFLbS2yqbSkyja3HdiFkyMqIGiK+gRA+n5cvNrhRH0J9xaeWkXupRg1b0bTgoQG/CT1gMKiqpQLTlcPVFapIq7EPkJa+nqzDMIxTW+8JeHePPpEVq3x2jbGeP0jyY4/eNxPvCbW0i0BOl9McsP/+QSlZyNHlDY91gzd3ysjVRr0C8ZoAiKEyavf2uE498bw5xJaxYCWrZFuf9zm9hyRwqJpDxlceVonsASHp5Yo8Ghj7ez55FGImk/K6k8ZXH0mRFOfG+MSs7/7gvWJF2R2+gvnyCqzRDPtQYCapiolsaTNorQCKpRYloDtmfiejYRLYkqNCpagrKzONw4Vu+jLbyTulOm5hSJ6xkSRgsCwZQ1gONZRLQ0itCWDQO9VcTuvAuhaXi1GtXeXvR0mkB7J4phIB0Ha2SYyJ7bUGNRCi++gFe/eVwpz5EUhytUp+oEYgZG+LokgWyNwnB5ZrHrf8extgiZniTbH/M90qMnsyiaQrw1QtPO1Kzm0eiJtx6mXi82rFECYF0exLq8MvPXWyK0c2217rBS2Mev8SLfko2+ceB6No47d7/uDJHVcWu413lcPM9BCIFy3ajdkNwGSMKhDJvbH17y/NFw88w+DQiUZSXvFRQatFZCip+yJqUHQlD3Klw2T2JKn1zo4jBh9xNVknQYO2iVW/CkH/YZsy/Tpm9b8vyWrDPhDLI1sJ+KV2DKHVn7Q1oHVNWgXstRLqzMin8raDrYQmqbPzDXJio4dQerZDL2+jCdj3TTdKAV13QYf3OU4mCB0SNDdD+2FTNfx6k5jL2x/L3Xp2sMvzTA9k/uwszXsYomo6+PUJuqkj09we7P7MUsWQRSq0tke45HabBAz8d3kj09wfixUQpXclRGSuz89G2ohkLhSp7a9NqL7zm2/93pgeWtB0W98RVtIHRjoYBbCdeRSE9Sylp85f+4gGuvPPLUSs6qacHhhE7bzjinnhujWrC542OtpNpDHPvOGE1bIux7rJlj3xmlkiuAIlA1haEzRY4+M0qtYBNJGRz6eBsP/fompoeqXHzFn/ADUY33/+YWOnbHefPbI4xeKBGMaex9tJmufQkmLs15xDRD4YFf3cTeR5s5/ZMJBk8WUFTB1rvTfOCfb0Eogle/NohrS4r2JGO1S5SdHGP1Pky3QkiLM1nvR+KiCBVFaOSsUVxpoQoNKVzqbgmBMuNBXWyp1dwyETXJcOUctqwzbY4Q0RIgFAYrZ1CEhiIUXM9mrNaHdwuI6m6hgBKJ4BaLOIU80qxTH7hK7cJ57Kw/udcu9xHatvTYtlZITyIEKNerCEuJez2xWszf//rblZ6knjeZODfNG399FrvqoIVUPNffPnZqiqNf7sWpu2jvwHe0YY2Swrd+tCY3m1dbbG1a1PFwSSgN1N2l3ckqGmElTl1WceXGSe28UXjSRXpzq85rqzApvfmZIotWZ4JgIIkQCvFoO/Fo+4rXEUJBUTRcb2mDr+Tl6K0fQRfB2ZReFwfTq1GXlXnGTMnLcb7+GkElgoKKh0vdq+BIi2l3jKq7dCyz6hWQSCacwZvCBVoMeUuNkWsoDRZxav7KdOTIEMX+AkgY+OlV4pcSqEENz/ao52og4coPLhPflEA1VDzLxczXyZ4aR2gKdsni7FdPU5usUBkr4dZdLn77PInuJEJTcGoOdtlCupKz/+0U8c44jukwdmTYP/8KcC2XC0/1Em6OYBbqeLaHZ3uc++ppou0xpCspj5ax16HmWpiw8FxJqjmAqglcZ36/VHVBrEFfegi4rh6cEVzaqGno2Hj1SEpTFvWKS7I5gFn1qOTf+rgjBGT7K7z+DyPkx012PpChmrc48o0htt6VZueDGRItQYRSwK65HP/u/8/ee0fJcV5n3r9KncP0dE/OGGQQgSBIMIqkqGCZCpa9tqxdyWm9ax+vjtN++myf3fXxfrY2nPU67q6D1kmSZcm2cqAo5kyCBAEiA4MZTA490zlUrvf7owYzaMwMEgFiKOn5Z6arq6urqqveet57n/vcWZDAqvtjhSRDrWjzsd/fRbo3skRK2jfF2HJPmte+Os2znxlbWn9+tM5P//Gehn1I90a4/cNdnHh6nif/YgS97F/TY4eLtA3G2PFgC6efX2BhtI4jTGYNP4JdsGYAMK06RRqN/moXRUPmjLVt0mNqmrbQBgrWzJKBYt0tUncvSE0Ki6xxY0WgtRPH0ZqbCW/eSnhwI+bkhC+yv85hu3rOQFIk7vnl3Yy+MMO5Z69urBKeIHsiT2ZTE/f92h6EwN/OM1PMHFmgqS/OO/79rQgBI89MMfbCzHXd/8th3ZISr3bRQHmJMObFKLkL2IrJBm0XZS+HLmo0+tRLJOU0LUoXC+70YlO+tzkueW4ufeIkScZ1bbL5Y2TzlynnE8LXvawBDz8tA1cijhIYorYqcbyUXXyL1oPAY/oS6bmbhWT7Znr2PMz8yAHmzqyd5gKozVapza50oXVNl8LQyhC1azgUTjd6Eti15QdbaWSx/84iOXB0h9zJleFXs2gwfzWlvQLq2Rr1bOPvZBQMjMK1haAnTla53WolklTp3xVn+PXG6yUYUejdHlv1s469rG1o6Qkzd27l/bvzgeZr2q8rhfAWIx9CEIjIS+mxS2FmWKeUNWkfjHDH+1t46nNvPsrn2B7VBQvPEVRyvrttdqTmVwQZLrbpEYwoS8OfpS9OXBbdyRFQnNFxLA81IC+917c7iWN5TB4vLxESgPykzsyZCqq2/KDduL8ZSYbxI0WMqrP0DK6XHWZOVdh8b5pka5CF0TfXvmIt1J0i4/WjuDex6ZykqiT234mWTiMHg9ROHvfTM8Kj6YEHqR49gj0zQ/Kue9AyGSRZoXbsGLFb9xLs7SVx113UTpwg0NZGqK8PSZapHjuKMbyyTLmWrfPaX59ACSjYuoPnCGaO5pg/46fpSxMVnv5vr+E5guqczuufPY1jNJ6b6rzOoc+fRgupfq+qmv9+ebrGoc+eRg3514xVe+sn7OuWlADIkTDBbRuI7LsFNZPCHBqj+M+PAqCmm8DzcArlBrMbgJw3Q86dpV3t547QD5N1xgjLfmvpFqWHsBSjUx3AFhZZdxyLt2HviusGgePoqGoE06ownz91s3doVaj4jajSaifNSgfT9jD6JWzlbxZkVSMQSaJo62+mvp5w5Kk87/n5HlLtQR766S4WJgxqJV+kq2oyG25NsOehzKq6i/KCRXHWpHtLlHf+dBfnjpQxdQ88gaJJdG+Ncd9HOq54ErMUjZGuTgOpVxyMmkv35igtPSGmDd9nRVrU+zhmoybm3Btlzh4s09Ib5uFP9JGbNhl6teiXGQt/Qq2oEtGkRiiqMHuuvqZN/XkIj2XxqV+8hr1IPIRfvbyYqAZkyPRF2f1DbQzsbSLeGiIYVghEFIJRpeHY4y1BbNPzRbIXwHME9aJFomX5+m7uDhFJanzwt7by/k9uaVhfkqGas1C0Gyfy8XDxvDdX3itLCoqk+UJYAASucBY1eqv/BqocRJYUbM9EOA6l559bfnPxhy+99GLD64WvfaVhneJTT1B8+kn/fSGwpqeoHj609Ho1CAFmxQaWfxvX8nAtfzLip2H8/4UnsKqrEAvhE5HzZOTC5VbNvilk5DzWLSmRYxFSH3kfkTt24VVryLGobzcvgaSpxO7fh9bVTv5zX8fNNVYQCDzO2AeRJIlmuZ0uddOShmKzthcPl7qoMOkMseDeqDD9+QtqaUhYtyhWJmhNbycSzqCpkSsySXsroUlBbgndiyYFCclRal6ZEfPt0WX0B1gdxTmTRz89wY/8Wj+7HkwTS2mcfKGAZXp0DEbYcV+KhSmdNi2y4rOFGZNTLxfZcGuCbXc38Ut/dgsnni9g6g7tAxF23t/M7HAdMbDyswChmELbQARFlVA1iURLAAlf39K9LUYlb+PaAtcRVPIWuanVU4Sz53QmTlTZuC/Jz/3+Vl795jy1ok0gohCOKzz9uWmKcxfovGzBo5+eoKk9yNY7m/jXv7+VoddKTL2fhdwAACAASURBVJ+p4diCSEKlrT9Mz/YYx57J88VPncWxrpeXhkTHlhg/+V9uQdEkTj+f4/Ajvg4l2Rri/Z9srPjwnEXdwsURIIkVzM11BKbucuKpeWaHVk4UrLrDwvj6GlMuRECJ0pncQUdiO9FAMzIKlqczVznN8MKLWGtIAPZ0/QixQIaTc48xVz2zOom4eNlqry9cdgky8v2CdUtKovfuJXzbDipPvIxxcpjkBx5cek8YFtb4DOHd21Di0RWkBMDG5IT1MhmliyY5Q1AKIyHj4aGLCjl3hpK3cINkrgLPc/CESyjol7d6rF/dyuz8G2RSW0hEO8mktjC3cHTVFI2qhBaP660Nk3rCpeTOo0oBDKfGvD3R0EPneiHSEqF5sIloawRZk3FNl9p8ndzpPEbxe6s89bpBgsyWZlp3Xbp9ez1bZ/TpRtH6C1+aRQtI7H1fC52bogzuTWCbgoVJnZe+MkduyuQn/sPgim15Hhz4epZQVGX3Q2k6N0bo3xnHtT0KcxbHny/w2F9P8uO/uYGOjdHG3ZWgf2ecf/37WwmE/eZ65x+8sSaN9/1CLz/0b3qwLQ+z7vLqt+b5x08Nr3pMsyN1nvzMFI7l0b01xvt+sQdJkjB1l+KsyctfWWk7vjBp8A//eYj7P9rJxn0JerbF2HpnE7IiYZse1YLN1JkaZw+WLhsluRrIisSOd7YQywR45A+HeO1rM4hF07gNt6caRcUCcpM6gYhC4iKvFEWTSbYGG4STs2eqCFcweazEc58Zv/SOSJDuiZC7gKQ0d4fJT+kNAYlkb5yO29qRLxFhMfIG06/Nvql7U5ZUupt2sqH5Lgynwmz5JK5wUCWNupW/xFgnEVSiSJK8aHT5A1wvrF9ScucerJFJSl9/EmGYxB/c3/C+V9NBkZECa5c0erhk3XHm3QkU1CVS4r4FBMEwS1hWjWg4Q1/nvWTzJ3BdE1nWUJUg5drUJb1LJEle8uo4/7/HjSED+fIwswtv0NlyK/2d9xEJNVOsTGA7dWRJRtOiREMZYtF2zk0+Te0yrq7XGy4OI9aRG/cFErTvaWX7j22hZUeGSCbskxLLpb6gM388xxt/d5T82Ubyq4ZiNPfsIpxoRbgOlYVzvm39xZuXVaLNXcTSfQRjKSRZwTHrVBdGKc8NL/XQiTR10jJ4B/nxN6jMj3Jx2Lh1011EmjqYOPwIrr0+dFCSJNG1v4M7PnHbmusIIZg5OLeClHiO4OnPT3P6lRKtfWFCMQXH8shNm0ycrLL93hRaYPWHUiVv89hfT3D8uTzprhCBkIzrCEpZi8lTVeoVh+/85QTJlgDjx5ct9IWAuVGdr/7h6OUPTkB2fO3z7DmCI0/lmB2p09YfIZJczM/rHpWCTX4Nn5X8tMnX/3iUjsEIzV0hInEVWfHTMLWiQ37aIDfV6O9xPaAF/fOrl50lQhJOqOx9f8eK9MrooSKeK9iwL8WJp7KU5y2f0O1J0rElzvTJ5XM68lqB8rzJlnsznHkxx9xwbenSDcVUwnGV0pyB54GiSNz+o51854+WtRL7/0U3j/6vs0sOuQCZbWn2//JtBGIr76fzmD+xQHGs/KZISUiN0xzxDRaH5p9jvjaMJxwUSQNJWlPQD4KT2ccJKBHy9be2N8yVoiu5C9s1yFZXt8dfr1i3pERpimONTCCMtS84SZavKAksEH5DuLcQxeo4hfIIbemd9HTcSVt6B57wkCQJIQSHT30W44JmfbKs0t95H/FoB4oSRFECBDVfB9OU6Gfv9p/F9Wxc10Q3C0zMvEzdWKMR01XCdS3OTT4NwqM9s4fejrvpaKn7eVrJd0NVlSCKHGB8+sXr8p3rCcneBHt+Ziddd3Q0eHHIYZlkj0a8M0asLcIjv/LEUrWMFk7Qt/dDJNo3YtWKOFadRMcmrHoRWWm8rWLpbrp3/zChWBpLL+O5NsFoiszAbUwde4L5kQO+OECSiLf0I8sK9eIMrr0cDQpEU7QM7ANJXleNAN8sPBemztSYOrMyRL5KpqABlu4xeqTC6JHV+/acObC6wV1hxuSFf55d9b2rhefC7IjO7MjVkUTXEUyerjF5+srM5t4sPE8w9Eqe/T/RzX0/1UfbxhiyItG3p4lQVKE407j/+Yk6B740xV0/0UM4oTJzpkq8JUj39ji5icZUTDlr8tj/HuZ9v7aJn/yvO5k8XqZetImlA7QMRBh5tcATfzFCQJGIZYK0D8ZIdfrRhUBEoWdX8kb5mV0WmhImpCbQ7SIlY3opMuIK++I5wQrk65eJCt1ESMhsSN/FQm3kB6TkesEtlFFb0iDLK4SsSBJKUwLheZe0oJeQkJBRJW3Ru2R1WMK47p2DbbvG0Nij1PR5Wpu3Ew751QCWXaVan1vxYPF72PSRjPUsjsT+3rqegyxrRBd9QhAQMovMzh8B/EaCQrh4wmkotxVC4HrOCgGYJ3xR2MUCQsMscmb0O2TzJ2nP7CIZ6yUQiOEJF9MssZA/TTZ/gkr9+gzma0O6wAflxudWJUWibXfrCkJyIWRFpnVXCxve1c+Zb/gzvNbB/TR1bmXm5DPMnn4WIQTRVCe9ez+IrDaGvOvFOWZOPLVENIQQRJu76Nv7ITq23kdu7HU8x8KozFPOjpDu3c3MyWcaSEm8pZ9ANMX0sccRN7HKYD1C0i7wUhACcRUmbtcFsoSkyAjHfUusy5EkJFVGkmUcy1vq3SM80fAaD1zbw/P88WD0YIGv/ZdT3P3RHu76yR70ss2JJ+c5/O0Z3v3vBht6ANmGx3N/N4Zestn34S66tieYHaryrf85REt/hK33ZZaO1XMFxx7PUpw1uPMjPWy6q5lgVKWaM5k6UWHoxRyO5dG2Pc7dH+2lZ3eSH//UDgBc0+PQt2auqv/Q9YQsKSiyim7Xboh3yc1CItxOUI0ivQ2NQdctKam9fJjk+x8k/u67qR84iqSqIDyURAy1NU3sgTuwzk351TerICYlGdB20aJ0onBp18rXzMcoeJduO70apEXztdUQUhPc0vJeJCFx8NhfXdYLxXVNv+/NVcL1bA6f+tyK5cXKKM8c+D2CSgxNCuJKFp5wOXzqs4CvHA+rSSRJom4XF7dlkSsOkSvenFJbCZme5B4GmvZxYv5x5utrexNcL2gRjbadLUiXMeqSZIm++7o5842zaOEEsUwftlFl5vSzeIvkoTJ/jtLsGSLJ9obPurZOcfpkw7JKdoRaYYrMwG1LDQM9x6KSHaG5ZydNXduZPf0cIJAVjXhmAAQUJq+u2+f3OkIdSXb90UeRVQUlrFEbzXHqd7+OMfPWNbLr+6m76fqx2zj6G/9M5cSNMfO7EOm7Btn46+9h+ssH+c/3Pr20fOZMlU899OzS6/GjJf7kI68svbZdj9e/PsPrX2/0nVDDKl/4DydWVGnUCjbP/M0Yz/zNWMPyU8+yQjviOoKxwyXGDq993iePVfjS75zgXb+4gUf/dHWdzlsBTQmjSH4vrLCWXDJsiwSaUB0/XSTwsJxGDysJCU2JoMrLKSWBwHLrl0jz+C1AAkoE29VxPBNF8lP48qKzrCdcHNdY9RmxvK6y9LzxhOtHzT2r4fkjSyqqHESRVdpjW5CRUZUgEa2xxYrl6jje+q04XbekpPrsawQH+0g+fD+xe/aipBII2yH98z9BoLsVZ6FI7fmDeKWVoduwFGd74G6SchpT6NSpXrLV/LVoTGRJIRPZQEGfxPYuF7q9ObOAWKCFW9s/RFCN8urUP1Iwlq3XuxM72dR8L7Kk8NjIH+GJt2fHzDcLRZOJtUeXbJUvhWSfn07TQnHUYJRaYarBsA7AKGdXTa8oWphAJIkajPjNAWUZLRj1o3kXmCtVF8bRS3NkBvaSHX4FzzEJxjNEUp0Upo7j2Ou3iuFmwMpVOf1fv0WwJU7re3agxUI3rLfJJSGdN/54i77uem1H8TVB0UyEE/98+jptdW24tuD5z93ctMfGzD00R/oIqlFUOYiETECJcHvPR5fWsdwaJ+eeaEh9aEqETZn7aItvXoywBLA9g5NzjzNTPr7m97XHt7K19SFGci8yWzlFZ+IW2uNbCAdSIAR1u8BY4TWmSkcbPhfRUnQmd9AS20hUS6HIGrZrYDpVSsYM48VDlI05wG80mIr0MNB8B9FAM0ElhiTJdMS30ha7sLJKMLTwPKP5V1ivWLekROgmhc9/g8gduwgO9uIZJpKigOdSffEw+uvHMYdXFxi1KF1E5QQlb4Ex5yR1r3JJkahvrnZ1iGppNqfv48jsN7Gt9SE6XA2usBFCEA+2UDSmEXgokkZI9R+w39/FZ34ERAlemZWyEvRvF1lRkWXFT69clAZzHWsFAY40dZAZ2Ee0uRvPdRCegxCCcLJ9xQPUNsqU587Secu7SLRuoDh9ikhTB4FIkukTT+I53zt6kusBz3IpHZ5ATYRI7OhC29J++Q/9AA2QJIlkX4LB9w7gOR7jz08iXEHrLRlinTHMksnMoTlcw6Hnnm6CiQBWzWb2UBazZNL/YC9G0SDaGiE/XKQwXLzkwKKFFHa+O4UaVJZMMQ9/e+aylvrXC4X6JLrtR9gjWhMdie3Yrs50+TjOYsTD9WyqZqPxoOOZTJWOUjSmUOQAg+m7LvA1uTQkIBFqJxpIkwi1Ujaz5PUJVClAUI2uKHqQJZVNLe8gEx2gZMwwUR/HEw6aHCKkJUiE2glryUVS4p9u262zUDvHQu0crbGNNIW7KRszzFYayWah3tgX7EqhEVzUZ165c/O1YN2SEjkewy1WqDz+ErVXjqBEwyDLCMvyOwObaw/OESmBisqIfYwF79p+gMshE+l/W+TrbNdAkTTigZZFka0fvgyrCXSntEROvl8hPIFrXlmUyKmfNyfytTqKGlwxZZUVtYFoqMEYbZvvoalrO9PHHqeam/B1JZ5L9673Eow2hlYB8hNHad10F60b76KyMEY8049RWUAv+bOi7xecO1LhL3/1JPWSTb30Ax3NjYISUFBDKrVsnU3vG6A4VsKzPXru7WbixSm6bm/HrjvMHcmi5w3smk3X/g7MksnsoSwb3t3P5EvTlMbLfgroEpeooko8+PP95Cd1jOrN+U1nK8sGkalIDy2xjRhOhfHCoTU9ScDv4F40pigavrdVT9MegurqrsOrIR3ppaBPc2LuMWpWHs9zkCWVgBrGusgbSlPCtMY2UTbnGJp/jrI5hxAuiqQRUCNoShjdKrJ8sgVlY26JpATVKMlQJ2Ujy2j+wBXv46WQkluxhElRzHMjx6F1S0pa/5+fRVgW1ug01ugU1ugU9nR2peh1FfhGaRJl7/p2OAypcbriO0iFe0gE21DlAHs6PrSk2BZC8OLkZxpmygJBSGuiL3kriWAbQngUjWlGi69huo1GQ7Kk0BnfQVt0EwE1iulUma2cZK529k3055EwnDJRrXmRRLkElDABJYJulwkoF7T1RqEp3El7dBOJYBuKHMBydXL6KNPl45gX3LCypNLftA9VDjBSeJmWyAY649sJKFFMt8pY8XXy+nhDzjOkJuiMb6c53ENACeN4FjUrz3TlOEVjORcvEKhykP6mfbREBtHkIDW7wGTlKLn6GNfzhnBtj+psDSHEZVM4ucWSYMeo4ph1IqlOJElBXBCFC8UzyMqyhikQjhNuaqeWnyA3dhjH8gcfWQ0iXURgzsOs5inNnKG5ZyeJlgHirQPkxt/Aqr91Oon1gFLW4tB3r/M93J6k40duJbG1HRSF2kiWma8dpjayssw92BKn88N7iW/rQNYUaqMLzHz9MNUzV6A/kyS6fmwvre/azvzTp5n84qtLUTU5qNLx8G5S+wdQ42HMbJnsY8fJvzKyQqQbbEvQ9S/2Ed/WgWfY5F4Ywqma19Vfy7VciudKzB6ao2t/O+FUiFBTkK79HYRSQULJIIVzJdSQSu+9XciqQmZbmuwx/7cRrsf8iQU/QnK50yJLJFtDPPKHZ3EvONbvIY3p6li01B0rvEpRXzbsdIW9aqT9fOFCQAmhKcGlZ4orbHS7hG6/dWOBhExabqdP3YYQAlPUmfHOseBNoxGkS9lIQm7GERbDzhFMdBJSmm51IxpBTGEw5LyOe4WWFuuWlOiHThIc7CW8dzvRu28FQFgW9vgM5rkpzJEJ7MlZ3GJlBVExvTqe4hKQQtfVZEtCwvZMisa0b5yjxsjVxy94WK904wsoYfZ1/Ci2Z1C18kS0JnqSu0mGOnht+p+WCI0mh9jW8hAtkQ3U7Dx1q0BES7G99T3ESi2czb9wTboPWZKpWDnS4V6/kZ5roylhwA9HXvhMjAZSDKbuJBpIU7Ny6FaFWKCZjam7iahNnMk9i70okJKQCKpRImqKjc330hrdSNmcQ3dKxAItyJLSQEhSoS62Zt5JJJCiYs5TsRYIKlEykX4W9DEEy0EHRdLYkLoTWZIpm3O4wiYd7iUZauf4/GPk6qNXfR7Wgl23mTsyz6b3D6Koa5MSz/EY+a7f0MvSS9Ry48Rb+mnfcu+iIBUiyQ6aOrY1kBLPtfFsCy0UR1YDyK6NJCukum8hlu5d49sE88Mvk+7bQ8vgHciKSi03ft2qbj7yWwO88o15Ro+tP5v+G4nY1na2/86HQJKonp5FOB5Nt/WTeccWzvz3b5N/eVlYHdvcxtbf/iBKUKVyahbPckju7CZ97yaG/uej5J4fWpMbS6pMxwd20/3jt1N4dZTpLx1cGhe0pghbfuN9xLd1UBvNYcwWifSm2fKbDzPx+ZeZ+OIB8BY9RHpSbPnNhwl3p6icnMGpGLS/fw9uzUQJXdnQHW4O0f9AL4F4o9/H6NPjlMb8FIYQAtdetKZ3BUgS5ckq2SPzvP7pN0CSsOs2bbtbCCaCvP5/j7DrY9sbxo6Le6usBeEJSnMGmb4I86NvTTn0uoAA29UpXKGnietZjOZfZaD5DnZ3fpD56shi6mgaz2ustLzREHgseDPEvRS6V2Xem8LFBSQychcWBqfsV0krnQyot3DKeZW6qHDWfgOBoF/dTkbpYs4du+x3wTomJaWvPu7/oyqomRRadzuBnnYC/V3E7t1L4uH7kYC5//FXmGdGGz6b9+ZoFwN0a5s4ax2+bh4lulNmvHQI8HORsqQyUTpE2cqu+Zl4oJXx0iFOLTzl6znkANszD9ER30Yq1EVOHwMkuhK3kIn0c654gHOFA4vRghBbMw/Ql7yNhfo58vrVm/RIyNTtAqlQF4lAK3l9nLASx/FMLM/gwvxDzSpwauEpTLeG7frsPahE2ZJ5gNboRsZKr2NbjSQvFe5EkVQOTP0DhuOLjhVJayBQQSVGb3IvATXCsblHmKud5fyIrsmhxXWXaUlAiVCz8xzPPkbNzgESLdEN7Gx9H+lwL0V9Gldcn7ymcAVzR7JMH5hZsyzYMRxGnx5n4sXlaE52+BXCTR10bL2fVM9OXMtAC0Wp5acIxTNL65m1AqXZM7RvuY/N7/gZ9Mo8WtAXodVyk2v2yKnlp6jlJ2jq3Eph6gS1wjSxlEooqqAFfaOwwqxFICwTTarIskSt5FDJ20STKlpQRtUkZFViftxADcokMxqSLBGOKUt9VhJpjUBYxjI8inMWoahCLKUhyf7sNT9jrujg+3aEGg+x8RMPgSs48f99jeppv7Q92J5g23/6IIP/7iHqE3mMqSJKLMjAv70fJaBy4re/SuWkX60SbI2z5bceZuMnHqI+mkOfuKhpoieQAyqtD22j44O3knvxLCN//jTe4gNfUqSlqMfo/32OmW/6rRK0VIRNv/5eej92F/lXz1E7m0VSZNof3k24p5mRP3uKuUd8EWS4J8XGX30PcvDSFYXn0X5rG3v/zW4imXDD8vJkxSclwm/geP66ry/o2DWbwkiRhZM59v3iHgRw9O9PkD9TYPDdA+z++A4kWaI270f9KlNVXPsKH5ISxNJBfux3tlMrWEuGaX/7y4cbzNO+F2G7xhU7iHvC5Vz+FQy7TFdyJ+loH+2JrX5kuXSMucoZdLv0FpITv/mkt2g/CgIFjaicoEluIS13AIKq8CM4CTlFi9wNQExuQnevfAK0bkkJALKMEosgBwNg2biFEramIWwHtTnpa0xW8SkpeQvMOeP0aJvwNI+8O4uNuWakoS4qVxxaulo4nsFI4ZWli8f1LPL6BK3RjUQDaXL6GEElQirUhenUmCwdWbpwHc9gvjZCS2SA9tiWayIlAHW7hOXqNIU6KBozRANp6k4R220kGAKXqtUYLjfdGkVjmvboliWH2QshSxojxZeXCAmwItUU1pI0h3uYqhxj4aL0i71KaZonXGarp6nZ5wd9Qc3KU7XmCakJFFnFda+f2Ko0Xubw3x7Drtu0bM8QToeQVRnHcKnOVJl8eZo3PnMc4S3vt1UvMvral2nu3b3k6DqXHaGWn8Axa9SL/oNMeC7Zsy9j1YtE070oaoBKaY7i9ClAwtKLazr7FqdOEk33UlkYwzGrPPhz3Zi6R3NHkFR7kH/4vRFae0MM7IoRiqoEIzL/+N9H2fmOFB2DYco5G1WTefLzM2y8Nc4t9zVRzNq09ISQJIn2DWH2vTeNbQmSGY3v/NUUvdtj3Pn+DGMnanQOhvn2p6eu2hhsPSK5u4dQR5LZ7xxbIiQA5myZ6a++zsZffheZezcz+cUDJHZ0Ee5OMf/M6SVCAmBmK0x/7RCb//17aXlwK+OfaTQSFK5H5v4tdHxoD4VXzzH+9y/jmcu/bbAlQeKWLvTpIrOPHltabhfq5F4YIrmrm8w7NlM7myWQiREdaMGcLTH/9LJQUZ8oUHx9jPjmKxD0LrYACMTWJjDC8912z+PUV5btAM58c5gz32ws3X3uUy+t2MZrf3748vuyCNcWfOV3T65Y/r1OSHxc3TG6nsVk6Q2y1bM0R3pIR/pIhNoZTN9DS2yQM9mnKRozV73da4VAIF+goxR42MJkyh1m1j2HQCAho6DRLHeQ82bJedNsUfdd1fesW1ISe+AOtI4WlHQTSjwKEni6iTNfwDwzSi1Xws0XsWdW5oI7lH5ichIZhT51Gx3qAJan4+GtylRPWQcoi5Wt4q8HanYRx2t0pXU8a7EKxj/9ASVCUImhyBqD6XsaHlJhLYEia0S0a2/F7gmHqp0jEWpHkVXCWnJRrLUyXRFQIiSD7US0JlQ5hCIrJAJtvmGTtDKKYHsGNatwiW+XCCgRVCVIxVq4ogiH7RkYTpULbzaxWJsvSzLSda69TKdk7uuroJ05wcEnQkiJCIomY9dtSuNlcqcLq4anbb3M3OnnViwfP/SNhteubZAbO0xubOXgXcuvTTSj6R7seonS9Cm/YVxIoVJwyI4ZzI3plOYt0p0BSvMWlbzNAx/tWAqpF7M2L3xlDkv3CEZk2vrCnHm1zBtPF9h4axxFlRjYFaO1L8TQwTJ926N0DPiz6flJg+/81RTv/8VumjuCzJ7T36px74Yh3J1CDqir+oiUT8wgqQqRgbS/bmcTSkhbdd3KqVmQJaKDK3v9JHf30PnBW6lP5pn+6iGcUiOZC7bG0eIhkCUGfv4dDQaG4Y4ksqYQ7vSFz1oyjBoPURtdALdxNmzMlPDsy0+igokgTQPJK64uA8io3ZyfBVe9AkJ4JJUWJElmwZnCFTYtajeypFJ2c4Qkv6xdlQJ4uFS9AjXv0noHLaSw+Z5mJo+XmRuu0ToQpVqw3vbX2I2C5daYrZxirnKGRKiVruQuupO7aYtvoWrlVjxfLsT1HClrokRa7iAoRch5M1RFkZK3QEbpok/ZjsCj4GWpigKGqJOSWwlLMZSrpBnrlpQkP/AgciyCfmyI6rOvYU/P4VXquHUdoZuX7KQYl5tpUlpwcXBxfP2DvHrHUPAFpjfqhli99fXia2n5+2VJRpZUYlrzipBc0ZimYr05wV/ZmGVDaj+qHCSgRKjbJSJasmGdeKCVweY7iQXSvpjKqSzu/9q42MBnNSiSihBihafHWhDCRVwU1Vrsws75k6Yo8LGPRxACwmF/+Re/UOcnPhImEpGZnnYZGXGIRiReeskiEpX44AfCfOYzK30+6nWBYQo2pmwe+UqeQvHmq+6SHVtItm9mYewQejnrh9l1l0reZnZEpzhvkchobL8nxfChMrYl0ALLXhnVgr00+xTeonh4sY+MFpARQmDpHsU5m3NHqoweq5GbNui/JU695DuTOrZAXq7afFtDDvii4gsjF+fhGRZIF5R8a8riuiuvfX+ZtLTuEiSJzg/dimc6hDubCHenMGZLS/oQ8LubS6rsE6D+9IqTWjoySX3cbx0hKQqS4u/vxe7LnuU0bHctJLriV+zBcx6tai9ZZ5yqV8ATHk1KKy42jmfTG9hGwZklIIUoe3kyahdhKUbOmSKltlJxC0Tk+CVJiaxK3PvxXoQnEB7MnK5y10d7+Mrvnvw+iZZcOwQeJWMWVQ7SlbyFkJZYNGBbSUpcz0GSJDR17efe1aLgZTGFjoS8pNUsiRyWa6Dha5YMUcXDI+uOE5L8784xjXsVesh1S0pqrx4htGUDoc39BDf04OaLmCOTmGfHMIfHcfOlxTbPKz971n6Dc86xlW+sAUvcyA6wl7/RXGHjCpuKmeXE/OOrMt83a4NfMudQ5ACpUCeKpGBcREpUOUhnfDupUDenFp4mp4/iCgeEoDuxi+bIWqJMuPQxChzPWjIbul6QJOjslDlz2kFRZNrbJYJBiX/6R51kUubuuwNoqsTefQHeeMNm506NSmX1c6gbgqlpl40Dy8fRnJL5mX8ZZdeOAEMjDn/8Z2VkGX7r15N0daqMTTj86Z+XuXt/kHhc5rNfqHH3HUEGB1S+8q06H/yhCO9+Z4hCweMzX6hy+OjldU3nG/JpwSjx1g2+Y+yJp0B4qAEJLShzx8MZXMujMGvxxN/PoqgS9/xoG+UFi+y4P1AI4ed/zx+NZXhMnKzxwE+2s+OeJlxX4DqCs4cqdG2O8N6f7QRJ4vO/N4IQfp8Ufzu8/dnIIpyyAOPKgAAAIABJREFUjnA9tKaVg7SWioInsEv++XOqBsLx0JqiK9dtigAC+6IoCEIw8fmXqQ3PM/ALD9D3U/dgzBTRJ5ajiK5u4VkO+vA8Z//kcYS78noUjj94e5aDsF20RAhJlhp+BiWsgXx5opHoiRFrX3kMl0PFzWEKnZAURZVUik4WXVTZENyN5RlUvDxFN0ub2o8iqdRFBUfYGKLO5ebmsiyR6ghx4MtTJNtDeK4gng7ctN431wbpolfn24Jcv5ulJbaR9vgWspUhSsYMplNDllXiwRZ6U7chSyp1K7+mk+z50uBkqIOOxHaylSEEgoAS8St+3CtLyWb23E9x6BBOrYyLQ0U0RsUFHoZqEb/tXrKvPY5Y9FGyMK65yGTdkpLiF78DEsjRCIENPYS29BMc7CWy7xYkVcGt1rFGJih97QmcbGPqxcHiRpNu17ORFpvVvVkYToWaXSQT8Zux2U7jjymhIHhzjqtVcx4hPLoSu7BcnbpT4sKEkCJpRAIpanaekjmD5foRBVUOEFITb8qTxXSr6HaJ5nA3C/WRhtJiH9d2QzsO5PMCz/NINcmkmmU+/lNhKmVBIiFz6rRDIe/R0qpwxx0BPv2XV6b2l2W4dXeASFjmk79d4JO/kmDfrQGee8nkD/53GSHgP34ySWurwjMvGPyfP0jzpa/X2LNLY2jYoSUt8yPvj/CJT+a4Z3+Qu/cHGT7nUKle+hhlNUAs3YOsBijNnmHyyKPYul8h0b8jRrXg8I//bRRZkdj//gzRpMrX/mR8+fRJflTklW8tRtUu+LqRN6qcO7rcmfV8CeZX/2h8aYwVHhx7tsDx5/yB57t/PXVdS09vJiqnZnFqJs13DTL/zGnEBeLT9N0b8SyH8nG/VLM6NIdd1mm+awNzjx1fWhdZovnODQjXo/TGSv+j2liOyulZJv7hFQZ/6UE2/MIDnP4f31lK4xiTBcz5CrEtbSBLOMWL7nNNWSIlVq6KlasR29yOEg0uRXgkRSa6oRXlMkJXJSDT1JckmAxecr3V4C1eOK6w8fAIyhFkoVD3SuiiSliOYXgxHCwU1MW1r4zBCiHQKzaRpEYoqjCwtwmz7q7760yWFDoSO+iIb0VVQmhyiHAgiYTEltYH6W++HcczcTyTE7OPYTirtz+5UiiSSmtsM+3xrYtpc/8mF8K3mZ+vjTBdPrGmVcR89Sy52iipSA87Ox6GDn+5J1xOzT3OZPkoshpAkhWE5+DZFkow7EflhMBzLCRFpXj6II7hPwskRUVSNSQk3MWCByUQRNaCKOEo1ytZtG5JyfmrVNg29tg0TjZH/dWjKE1JQrdsJLxjE5HbbqH6zKsrSMlbgbI5R3tsM63RQVzPXhT5SFSslRqXy8HxLOZqQzSFOtmafpBzxQNYru7nauUAiWA7s9VTqzzMrxweLhUzS3Okl8nSkRXRGFfYGHaJeHSQRLAN8L1ImkKdZKL9b0rlXbeLzNXO0J3YieFUyNbO+qROVggpMQynTNW69o7H58ezbVtVKmXBo98xuedePyrz+OMm73tfkGrVo1y+spFPlqGrXeGu/UEiUQnXAcOEwX6VX/i5OLNzLju3B9A0qFQFrx60+OiPxZAliXNjDi1phd4ehV/9Jd+Y7tAb1hUNutWFUY5/909XfW/qbJ2BXXHu/0gbSDB9Vmf6bL0xmnHx34vP0yo/4WrRkPP7ut4fFABqIoSsKWjJCEokgKQpBDKxpUiDUzMRjkflzCz5l4Zpfec2Oj+4h+LhcYQniA600P7Du6icmlkqCa6ezZJ/aZj2H95F14f3Ujg4hvA8In1pOh7eTe1sloXn1+68Wjg4ytRXX6f3Y3fR9/G7Gf2b53BrFnZZZ/7JU/T/3L0MfuKdTH/lEE7VQJIklGiQ+NYO5h49ilM2sIt1iofGSOzsou/jdzHzrSMI1yM22Erilk6kNZpHnkeoKURqMHVVqRuAmlda8sSwsSi7OTJqF4qkcs48ii0sugOb6AxsJO9ME5GbcIVD3atgCRPpMsTEdQSvfnmae/5VD6G4Ru+uJM9+ZuympW4c16SoT2E61RUp40ZIS/1y/L4zNoZbQU36kbfzBFORAiu0d6ZTJa9PrPAWkRSZYGcKY7pAsKMJYbtY82XwBAu1EU7OfZdkqJOQFkeRAwjhYjpVCvok89XhpYnjahB4HJ7+Gt2JnTRFulGVIJ7nYNhlSsYcgUQzqS23gaxgLExTGT1J97t/kurEEJ5tURk9Sbili8zeB5h68p+wKkUSAzsIpttRtCCV8TO4Ro2mLXtxLQM1dP3SROuWlET23YLSnERpTqKmm1Ca4kiaBq6LW6lhnBzGWSjgzL/1hARgrjZEc6SP9thWMpENeMLB9iwOTv/TNW1voXYOVQrQldjBjpZ3L+bgBLKkYLk6c7U33ySvYE6TDHWsqk85T4xigQyDzXdhO3WE5JexLdRGUBr6J1wdHM9konQECZnW6CbaYpsXI02+aHWk8DJV6+p+R8+Dg69ZTEx4LCxIFAseZ4Yc4gmZ7h6FoTMO2TmXqSmPLVtV/uLP1iZ0He0yd+4LsGWTygP3BnnyWYNDRy26OhVOnLaRJThxymLPzgDBgMTxUzY7d2i4DrguPPGMzn/6jSa++R2diUmHhZzEMy8YHHjNRAAnT9vU6msPupHWPozCLJ69dhpRr7g89nc3vtnb2w09//JOgpkYajRIpD+DEg3Q99N345QNrEKN2W8fpXY2C55g/LMvIlyPtvfeQut7dvglvEGV8tFJxv/+ZZzKYuRCwMQXDoAQtL5rOy0PbUN4AiWg+pGQz7+CU75EaNoTzD16nEAqSueP7sXKV5n68ut4hs38M6eRgyot79zGpl9/z3IERJWx8zXmLqjKyT51ikA6RuYdm0nu6cWtmTg1k8KBc4Tak2t9OwChVIjmjU1XfT7HrMYeLhUvT+Wie3P0gnUKrm+HMGmvTdIaIGD0cJH5sTqx5gB62cas37y+WxUzyxvTX7vsep5wGC++znjx9eWFkkRTz2aQZYpHV1YUncdCbYSF2srmonIkQNtH7mHiTx8hsXcDkqaw8C3/OnE8i+nycaYv0VPncnA9i7HiQcaKBxvfkGTi7ZuxayXyx/0eOJLiE67CyVfxLH8cqoydIt6/DQAtEiOU6cAqF7Bch8TAduozo1QnhzAWZmi9/V3XvJ8XY92SkuSH3w2ei5PNY88uYBw/i1ss45YquKUqbqUGV6BAv1Gw3DqnF54iHmhddNwTWBc05rNdndHiq4C0ohS5ZM5xcv7JhqiKwGOmepKSOUtUa17apuOZ6E4Z07l6oyvdLnG28AJl0x84ZionqVuFJZvkhfoopltfbNktKOhTnHSfJKo1o8jaouNqDtszKRhTS92EwQ8DTldOkq9PrCgtXnVfnCLDhZeYqw0RUuPIkoInXGy3TsWcX4rE5OpjWG6NitkYcbJdnbHiQQQC2zPxBDz55Mp86mf+bnn20N2t8NGPhhkZdhkeXnvgc104M+wwMe1SLnv+6yGbR2RoyfiVC44Lh49ahEIShiH428/XGJtwEAKGRhz+/K8qDJ9zMC0wLcGn/7bKQJ9/e1mWuGTUQbjO2yMssQ5ROTlDPXQ+ldHY48OznAbyYBd1xv7meXKb2ghkYkiShF3SqQ5nsQuNs06nrDP22ZfIvTxCMBNDUmTsUp3ayDxWrpHgLrwwhD5ZwJi64P4wbKa+dJD6RB5Xty+I/LrMfvso5WNThLtSKJEAwvNwqibGbGmZGAFOSWfiCwcovj5GIB3Dc1z0yQLmXJn6WA59cvWqN0mWSHTFiHVcvZ7kRkNWJO79WC/RVADPXb7mH/s/ww2v3y6QVIXolk605ij6uXlqJyZpfnAHUlDDyVcpHxwhcdsGwCch+tlZP0K33ffwkBQZz7SpnZoivMGPUEe3dyMcl/qZGcIbWpEUhfrQzJr78Cb2vuGVcJ0lQnIx/MtXQrgOdrVI4dQ8wWTmuldCwjomJQt/8QWEZSMME88w/V4362zgNpxKgz/HhXCFzcIazqOGU2amunrOsW4XqNuXKrG9ctieTra2rCO4eNtVa6HBl0TgrVh2Hhdu5/y6JWOaqzE7djxziRCthZqdWzRMa4Qr7EWjuStHLufx3PMW1Yp3ye4E2XmPx59eSax8cWpjzva7T65cr14XKz5/dsTh7MhFpFmSaN/7bpRgBEULkj36LFo0SfPGvUy/+m0UIkRbe6nOjOCadTr3f4C5Q0/QvPl21HCM0vhxarOj39Oe3AE5wp7m96JIPtHQ3TJnyweoOqtH0haeubrOtq5uUzpyZf2wPMOmfPTy69aGstSGVhooOhWD+SdWmUELQX0sR33s8ilLt2ZSPLSyq+7Cs2tHJpSATMuOFhTtykuB3ypIMvTsSvLEn480mPJ5V1BNtB4hyRJu3aJ2aprErQMYY/NUjoyhxEJEt3QR6GgisW+QwvMnqQ/7LsLxPf04xTpijUm1tVCh9YP7MMYXCHU1Yy2s/oy5ZggPszhPpKOfjns+gJ6bpjzc2KFYUjWatuwl3NpDatvtlM+dQJ+fJNLWSyjdRnVyGLOYJbXtDkItnSja1WuX1sK6JSX2+I1ghj/A9xN0XTAxfvNCwxdDC8cJxFLMH3uOWNcmPNugOpWlqW8HkqJh14qooSiBeDNKuhNHLxNp6cExaxRHj5LZth8jP4Nrvv3NzNaC41lM1k8RVmJkgn3E1PQSQfkBrgxKUKV990oflfUA4cH8SI0P//Y2KgvLPXz+4f89+rYsCfZsF2NyAWNigeQdG1ETYTI/vBdhO8iRIPrInC/uHcniFGuoTVHkgEp9eBanXCe1SgWWnfWnesH2FHIoiH5ueMU6bxZWKU/2tSf8Jq2eh3AdJh77/NL7wrEpnjpIaeiNpff1+UmqY6d9Qb3rIoSHmf+mr6eUJIRzfQwt1y0p+QG+/yBJEG0NY5QsXNtDuIJATCOcDGCbLnrB9HtzvE1h1yvIWpDUxr3ouWnsWhnhuUvCQuHYOEYdLZIg0bONuTeepKn/FmKdg4SbO3CMKsJdPyTrRsDDYbp+cklU2B4avNm79LZDqClIeuu1my3eSMiKRM/OBI/8wRD18nJH4bdj6gYAIZbHJEkisqULt2pQeO4kyf0bl9Y5z74800Y4LoFMAjUeRpIlJFVBjYdRIgGUaAjPdCg8c4LE7YOYs0U84/q0SbloxxGO3SBL9uxGUiFcx08tL38E76ISZG+RiFzPX+8HpOQHWDfQIioP/cfbGXl6ivJsjelDC+z9V5tJdEbRSxanHxkje/L6pLZuBiRFBeFRGj2G59jIWhA1FEUNRQklW/BMnfr8BM2b9vlN0GolatkJhBDUZkdxzTqeeyMGqB/gewntt7ahXmzutk7geYK5szU23J5CL9lLkZL50dp6y85fAQR2rgqyhHA8jPEF6qenCbYnie3sxSnWcSo6+sjcUv8jT7eoD88S39WPWzOon51FbYoQ6mtBiYWIbO6g/PoIxmSO9Ht3U3hubQHt9yrW55V7EyCrMtG2CJFMmFBTiGA8gBrRUIMKsiojyX6duOcIPMfD0R1s3caqWBglEz1vUM/puMbbYyYrKRLhVIhwOkwkHSaYCKDFNLSQiqzJSLLs16u7fgdRR3dwdAejZGIU/GPV88b1jVxIEqGEhq07dN3aQmWmTuetLXz9V56j67YWOnal39akJNY+QH1hCi2aJJhsoTY3hvAcqjPnkGQZWQtiVfPouWkqU2f8kGluCkULEIinsGUZq5pf4fB5RZD8GXSiK+5f46kwWkRFCfgeCJ7j4ZouRsmkntOpTlepZet4zqX1K75T77WdjzcLGYW4liamZQjIYSTA8gzKdpayvcCF8zdF0uiObKdkz1GxF0gFOolpzUgoWF6drHGuoQ+TJoVoDnYRUZOLrpnL8ITDWO2NJQG7hEwy0EZCa0GVAjjCpGRlKdvzb6qU/mohKRKRdJi++7rfsu+8WghXcPKZVWwTbjAhUQIK8c4okdYo4eYQwUQQJSCjaH5zSs8RuJaLXbMxy4v3wGzt0mOcgNqpZY1c4Wm/Umbmc42tJ8ypRj2UPpJFH2nUIGW//MrS/8GuZmLbujBGs1izRa4WkiwRaQkT74gRbAoSSgbRIhpKwH+WCc8/VsdwMMsWRtGgOlujOlvDu9LGijcQ39ekJBDXaNnRQvvuFlIDTYTTIQLxAIGIhhpW/R9R8wmJJEsg/AZWnuvhWR6u7WIvPqytqo1ZsajOVimcLZI7kyc/XMTRb16F0MUIxDRadmTIbEuTGmgi2hL2jzcWQA2rqEEFJeDbWzccr+Ph2p5/IesOVs3CqtjU5uvkzxaYO5xl/kTusg+wy0EIQX6kzMjTU8TaInTuTqOGFBzLRS+apPril93GHZ/YS6Ln8utd/b7BM//5hYbfM7ihC2tibk3B2sptCNRQdLHaxsPRKxiFWWqz5xrWK40tl4V6tkl54tQ177esyXTua6drfwfNgynC6TDBuIYWDSwOUhJI/kzPczzsuoNV9Qeq8kSF2TeyjD87iV5Yo8JKgOd4CE8sEve3DqlgJ5vi+wko0SVCEVQiWK7O6fIL5MzlvkKqFKAvtodZfYhUoJO20AY8PFQpSEAJs2Asi0k1OczmxJ00B7qpOL7ou0lrJ6TGyOrnKNnLDexkSaU3upPOyFYUFGzPRJODuBGH0dphZuqnr7gz7NUi3Bwi2Zsg0ZugqTdOvDNOKBUis+3yqZtdH9vO4Hv6r/s+jTw+xuhT42uOBUL4UZHbfqSLdHeY/JTOwa9NX3uU5FIflCC9KUX33V1ktjQTbYsSTPjjnRZW/cmmIiNJy+OcYy6OcYuTzfJUheyxeSZfnKaWXdsX5HrCrVsYk3nMmSu3SZBkiXhXnO79HbTsyBDriBJuCqFF1QZCIimSb/HvLpIw3cGu2xhFE31BZ+F0nqkDM+SH8rjWzSEo35ekJJwKseXDm+i7v4dYW5RAVFtqWnVJsyHJ//FlVYZFsfGFDcGFWLywDf/C1nM6s29kGXt2gpnX526KHkINq3TsbWPgnX207WohEPdvSCWoICuXcWm94HjV0Mq3Pdej//4erJpNdbbKmW8Mc+7JMczStQmeXMsjf67Mh/7XO8gNl1CDMrnhEnf/0k6UgExu5PIuiR23tdN6S+aavv9S8FyP5z7VeL4CfR0k33c3+okRagdO4NUuLUCtzf7/7L13dGTneeb5u7kyqgo5Z3RAZzZzEnNQzqJkBWucZrxrj32847W9Yx97zp6ZHdtjr4O8tuSgnKhEiiJFUiRbbKbOEd0AGmjkXChUrrp1w/5x0ehGo5CBJmTpOQenGxc3fLfqu999vvd73+fpJRebcCIdlomxiQmrgiRQf3cNu3+pnUCNH82vOgR7sf6tOoRU8SizNvdFlO0qpf7eWnZ/Yic9P+7j4nc7yUQL+GzoJpZhIak3ttojmY8ylO4gqo/NGT0Wa3W0BW6nyXfTPFJyBeWuZpJGhI7YT8mZKQRBQJN85Kz0Nfs0Ue5qpid5bI5UlLkaaQ3cRjw/SV/y1FyUpNzVSL13L9O5IXoSRzFtA03y0ha4nW2BO4jp46SM9Uf3FI9MuCVEuDVEuDVMuDWEJ+xC0iRnMqFJzqxfEK6v9CyIsl2bkwgbvTRD/xLkVJQF7vlMA2OXUlx6I0JFm597P9vAD/9n16rzSizTLkx+BChrL6H9ozso31OKK6ghu+QlSfPVcU6GIg1m5fkr9pXReF8de36pnf5Dg3R8p5PkyNpFLFcCI5rEiK5cAqJsVwntH90+O75rKB7nXhd71gVJAMmJHqm+WeuPOuf9VXN7FTs/1EakK8qF73Qx8NrQDbea+PkhJQJoAZXt729j9xM70QKqExHYQNMFQRCQFGdw0PwqnlI34bYQOz7QRnIsRfezvfS+0Ed8KLF5BEVwOpun2E3ru5ppeaQRX6XXISDCrE/DBt2yKImIHhHZLeMpcVOyvYT2D2/n5L+cYfD1YfLp1UWJrLzFia92ceob3djWrK+RKNB4ZyVGzmTo+MKyy7cTiUPHSR4+hWtHI8H33kt+dIr0qU7MaOESPtsyyadWU0S9egiiQKgpyE2/uofq26uRXdKa+7goi04kza9y4Ff20HBfHcf/6RTDb45i6leXKY2sgZkzbzgpyVlJhtIXuHbUHElfpNbbTpFaVvAYVXLTEz1KPH91CSFrzn8B+JUSZFFlJN1JflZ7KKqPkjWTeJXQHCGRBY0SVwNg0x1/k6yVnG1XipFMJ9uUO6nybKc7/saa7q98bxmt72yirL2EQG0A8UoEc3ayAMtMorYgRFEgXOvmR/+rG8u0Gb6Q4JN/vRdBhNU6aVyJbFwLd7GLnR/azo4PtOEKas5ntY7PSJRFtICG6lfZ/YmdNN5Xz4l/PkPfy/2rHt82EoLkPOf7Pr2LuntqkTVpffc6e6ziUWYnJh6qb61k/MwkR/7mOJHu6A1b2vm5ICWSJlGxr4wDv7KHst2ly0cINgiCIMyx0qK6AAd/fR9t72zmlT85zPiZ1cvRL30xR1o63BKk9fFmGu+vQ/HcmFLKKw+CpAiEW0Pc+yd3cuF73Zz7xgWSI6sTfVNcEu6QC1G6+nD1vLK0tsnbBdHrQSryIvk9WJksUsBL8D33MPO9VzDjmzubKgRJk6i7q4YDv7KHcHNoQ8jnle9WkAVKtoV5x5/cyekvn6frqUtkpmcN7LImhm6ycXaLK4ckyKiie7Zax1EIxrZnvZoWeirpVmYeISkEGwvbtp3lmNlt4tz5rsIleXFLATJmEo8cRLWvSm1LggzYBJS1R+3KdpXQ/FDD1dnsvwPYtk02YVCzK0AqquMNqfMSXlcDa3ZJGZhbqrn5Nw9Qe0f1xjaaq2N5oNbP3X94G8Xbwpz9yvkbtqRzLVwhF00P1LPnk+34K30bNsm8FoIoIIkSVQcqeOxvHuTcNy9y8fvdpKfSmx45+XdPSmSXRPOjjez95C6KagOb8gWuBrHB+NxgvpEQZZG2dzWz7zO7UP3q2zqDkl0yuz+2A3+llyN/d4JY/8rMqSRVpP39TfhK3dg2c2u9h//mzJZ0q/XsbUUuDZLrGiB15Dx23iDwyG28HZanskui7T2t7PvMLrylG+dDcT20gMbBX99HoNrHiS+cITWexsg4kZIbDb9SQoW7lSK13HmsZ1UnvXJo0WNW4h81o49R6W6lzreb0XTX3PKNKroZSp2fS14VBRlJkPHKQXaF7l+QO2LYjlz4L3AVjvfNMPseq8DQLSRZ4K1vD62pJHguUiJA9c2V3Pa7NxNuXr20/mohqRK7P7YDT9jFkb8/QXJ08T6l+FTMnOlU3wigzro+52YyaxrTgo1F7PrYdloea0Jx34BJpwBakcbeT7ZTVOvn9JfPE70U3dRKqX/XpEQQBVrf2cz+X96Nt/ztl1w2sgZjpyZIjm/8LNoyLHJxHcu0t0ZIV4D6e2sBeP3Pj6xoRiEpIlX7Snntb8+QT19T+roFCQlAtrMf440zYFogiQiKTOpoB+YyuSWFUFcrcd+9GqdO5+nsztPaInPuvLGih1+QBNo/uoM9n2zHtQZX2NVClEXa3tOKpMkc+4eT5DN5jOyNDWVropcW/y0E1Up6E8dI5iPk7RyWbbIr9AB+uXiRI5f/QKeyAwzJHdT59hBSq7BsE1GQGMt0MZ696mFiY2FjkshPcTl5sqBja95a3M/o5xI29J2cITqcxVvsREmySWNNz7iVdyrGqm+p5NbfuolQ09J+QBsKARofbMAyLd76m+NkIoUnmhW31+OrLWLi2BCxnmmaPtCOHs8x/uYAqeHVOQmX7Cjmlt88QOXB8hsW7b8C2S3T9HAD7rCbI587wVTH2g1Ul73Wpp15C6Dq5goO/OpePMXu5Xe+AUiMJhk/NbE5a3M2DL4+RNu7m3EFta1BTICa26vZ9fGdHP27E8uXl1qQHE+TzxikJtcWTbr4vS7GT0+gBlS0gIYWUNH86uy6sOIkvG3QZ2NMXk1gVCqKkYp8ZDsuL3FEYSgy/Np/8GGaNqYJ5y/k+eynffyXP5hZkb3T9ve1sucTTp7UjYIgQOMD9RhZg94X+m44KfEpIfxKCdO5IQZSZ+eiF7KgIbK+3BbLNtEkL4n8FD2Jo1i2hWE7HlSGfTXykTPTZM0UPjnMjD6Gbt34UP7PGkRZ4NH/vQVvWMW8Zhz8/v99cVXREtt2pAqKagPs/VQ7oebgDR/zBBHq31FHbDDBqX89WzBP0F3mJRNJU3VvE8nBGFrYQ2YihafctypSUrKzmDt/7xZKd5W8bWO7KIlU3VzB3X9wGy/90avEBlZHqlaKrU1KZAmtqRbPTe3IJSFyfcPEn3kFbBB9HrAsrHThMJjqVbj1tw/iDhcoG7kGVzQfbMsmO51l9NQEUxcjJIaSpCZS5NMGRtaYdQmV0IpU3GE3gRo/wYYiireFCdYHkDTZidovkmxkWzbRnhkmOhb6ymwU0pMZ+l4ZoLgtvGiC45zGxWy5b2I0yWRHhJnLM8QGEqQn0mRjOYys4SR5+VVcQY1gY5DyPaWU7yvDHXKtKKlKEAQkVaT+nlqG3xxh6M1lXG4FqNgV5sNfuJ/UVAbLsLEtm+/+x1dWPJPqfrZ3LiGw0I+sSU7tftCFK+jCHdIIt4ZouLcOxbuycKjaUIl7e+O8bXJpEH1kak2kRBChukriq19PUV0tYRhQWiKuaKmx8qYKdn98J9oKiOhcXzdtxk5PMHJklKnOaVJjKfRUHlESkL0KvnIvoaYiyveWUXmg3AkTX/d9O0ndIk0PNsyWWm50hOaq1Veh+zJtRwlXFjWudA5RkKjx7sAt+9e1hOZVgoTUSiK5IWb0MSzbIVzXd0HdShPJDRJSq2j2H6Qr/gbm7L4iIgG1nJQRWXO0ZOpihI4nO1eXQCwItD7W5CR5LoGBw0PEBhJsdBhy/NwkVgHp9GuaR7DKxQ//fH61zWocggpUAAAgAElEQVSXb2zLeUm2vbuZin2FIwe2bc+VrE91TjN6fJzp7mniw0n0hI6pmyg+FVeRRqDaR/m+MqpuqsBX4V3x+Ka4ZZoebGDsxDijJ8YX7JOLZZnpnCS0rQRvpR8zZ6LHs6vqn0X1AW77zwcpbV/eAO/KPRs5k7GT44yfmSTaEyU5nnbuOW8iaRKaX8Nf5aN4W5jqmysIt4adPL5l7lsQBYq3hbn7/7qdF3//FbIFqvHWiy1LSgRVIfj+B/E9cDuYJoKqzC4ZCwiaQtHj9yCVhIh+7YeY0YWMbdv7WwnWB5b8gG3LJp/OM3JsjI7vdDJy1HFwdP64kkY6/2h+ldL2EkcP4rYqvKUep+xWleay5HMJnYFXhzZdXO3Sj3rZ+cFt+Kt987Y7pcoGuYTOxPkpBl8bZvTYGKnJ9IruefCNEc5+3ckXaXmsie3vbSHUHEJSlygzxeng/mof9ffWMnZqYskZtZExeO4P35y3zV6mXdfDyltYy4meDs9Pvq28qZzKAxUrJiVKRQmi30N+9CrBFL0ulnT9Wwo2xGIW4bCE3ydy+60qieTSzsIAnhI3u57YQaDGvzwhsWz0pE7foUHOfrWDmcszzvkLXGO6K8rA4SHgPFpAo+XRRnZ+aBu+Sq/Tp68kvwoCqk+h9vaqtd13AZS7mvDIQRTRRVitRpU81Hl3E1ZrydtZItkB0maMRH6SWH6cMlcTB4vfR8aM45Gd8H1MnyCoVqy5DVkzSdKYpsqznSrPNsBZqtHNDOPZXnoTx+YiJsPpi3ikIFWeNkpdDaQNp7rKLQVQRI23pr6zZlIyerzwi24pCKJA9S2Vy5KS7md6uPzSwNqE+JbCMqezLYgMZPjEX+wmMaVf9b75/dV53zhRilrnegW6vpk3yUSz9Dx3mYvf7yY+lFikfc5S+uhx6Hz6EqIs0vCOOnZ9bDvF28Lz+nvBdggCwYYAdXfXMHkhskCXKjORZPtnDpIaiVP3zu2YOZNweznjby0sVy8EV0hj36d3Ub671LnPRZpi2zambhHrj9H9bC/dz/SQncktcs8ACSbPT9H7Yh9HgWB9gPaP7KDxgTq0Im3Z5aGyXSXc/JsHeOPPjyyogFovtiwp8dy6B9/9t5E52UHmdCf+B26f+5udyZHrH6FoVxui37eAlKg+hcb76xGVxT9Y27KJDyc4/cVz9DzftzaRs9kvOxfXGXpjhKE3RhD+4STFbWFqbquicn85/mo/3jI3qfHU8pGCDUBmOkvX05e46Tf2Yds2+VSe5FiKSFeUoTeHGX5rdO2JtrZDHC5+t4uBw0Ps+cROWh5vwlW09CxdFAXKdpUQaipicom1SNuG2PD8fBt/5eYlbV698Op2z10eJtc9gBG5Wt6rVJUgBXxLHLU48gZ87Ztp/sNnvAQCIvv2KfzjF1IsZXMjyiL176ij8kD5sqJllmEx3TPD6S+do/+VwXnlvIviSt+O5Tj/zYtcfmmA3Z/YQcujTbjDrnnEZCMR1mrxyiEEHGfohD6JJnrRNC8WJmljhrQZw7QNLsYOk8hPU6SWoYguZvRRRtKduOWiBfkdFiYz+uiySyyK6KbBuxdV9DCUPj+XGCsg4lWC1Hl3IyDSGT/snNc26Iq/RkQfpExrwCX7sW2LyVwfM/ooGXOdIe5V9s2Vkgx7NlJ6oyFIULnNxwuf6yU1c/U7Wm2kZK7fXdf9bNsmF3cmgGe+fI7o5djKP0PbmdT0vtDH6Ikxdn+inbZ3Lb8cLkoi1bdU0vPjPqYuzh/fJo4METk7hiA6Im1a2INa5CLWtXzEXFIlmh9qpOG+Okcba7Fm2zbpyTSXftxHx7cukhxbRc7i7Gcz0xfn9b88Qs+Lfez79C4qD5Q7mi0FcEX6ovaOasYeqOfSjy9vqMTFliUlvntuRu8fYfrLT2El03gO7pr3dyuZBklE1BbObku2F+MtdS/ZkbKxHGe+eJ7uZ3rXrUR6LWzDZqojwlRHhA7fRUp2FFO+t4zsdHZTqm4KofPpSzTcV0dyPM3YiXFGjo0S7Y1t6H2mJ9Kc+PxpcnGdPZ9sR/UoSy43FNUHCDYUMXVxelWD4b6PtfLqX5/eUsmuxvhVpUXR60ZQJKxMDnNmdeXPV2DbcOSYzvkLeYqKRGIxi1Rq6Rv2V/lofqgezb90Holt2Ux1Rjj6uZOMHhtbsyR8ejLNic+fITGcZO+nd+Et82zK2vaF2CGkoB9zZnm7dt3KcDl5fMH2pDHNZHb+MlreynIm+vyy5wyplVR5ttMZf42xzCWu7XiiIFNUWk6Jq4bOOPhCMvXtPtw+iUwyxoXXD1Fa50KSBUYuZWi9KUBuWEJWFKpa3EiyQCZpculEHH9YoXa7F1EU0HMWvacSZJImzfv9hMo1MkmDvnNJUjMG9bu8lNa4MA2boc4Uk4M5yhvc1GzzOFofXWkmBm7M2LJe2BZMXk5Rv7eIbPJqIvdYV2LdFR227SzBn/36BTp/0H01UrAGZCJZTv3LGfSEzr7P7EJ2L52LFmwoorgtxPSl6XkRH39DiOLdFYizS3CZiSSjr/Yt3wABws1Btr+/ddmS8PhAnBP/fIbLPxlY2YRjEdimzdiJcd6IZNj/2d00PtDg6J8sAk+Jm5bHmpg4O0lscPnndaXYsqRELgmSOd3pkI9CsGzHn0VcyCBDTcElNTpsy2ayY4qeF/s29EV9PfRknpGjY4wcHdswYSnVp1CyLcRMf4L0VOEqj/RkhsP/4y0ykQypiRTeci81t1Yw9Obohrpx6sk8HU924q/y0fau5iUfWsWtEG4NIR8aJJ9auL6y58MtXPxRH7f9xnzyWX9HhUNKtiC8t7SjNVVjG85AkDnfS/bC6nNKAMrLRB592EV5mcTYuMlzz2eZmCzcN0VZpPKmCkrbl1bltG2b9FSao39/kpFjY+smdvlUnq4f9iAqIgd/fd+m6eD4H7yNmSdf2JRzLwdZUJBFZc65+Vr45WIkQSFpONGPuh1ett9aRM+pBHrGRJQE6nb4UF0iI5cy7L0vxJmfRvEVyey+J8TR56bYe1+YZDSPP6xw+3vLOPStMbbfUoShW0THdW5/TymnX5qmssmN6hI5eyjKI5+t5vzhGaZHc5iGjdsncfeHy+g8EscbkNn/YJhD3xonm9z6vluWaXPyh2MLtm8EITFzJqe+eI7OH1yaX723RlwZ34rqArS+s2nJfSVVomJ/OZdfHkBPXE2GLtlXhW1axC9Pgw35xMqIkqRK7PhgG6GmpUucE6NJ3vzr4xuqvBrrj3P886dxF7upvrly0UisIAiU7S6l+tYqEmPdG1bAsWVJiZVMIxUt7mEiBryOGZi+sPN5St1zsvEFz21YjJ+aKPhy3Cysh8FeC1mTKKoLkI5kFyUlAJPnr4YHXUUaoeYgw0fHYIOVZHOxHKf+7SyN99cty+iDjUUoHqXg5z5yehIEAX+FhzPfvDS3vbR183UH1gr37mbiLx7FyjoDjZVcm2y8IsPv/rafwSGTC50GDfUSv/c7fv7wj2MYBVYVFa9Cy6ONS85iruDEP59h9Pj4hg1YRsag8/vdlO8qpfHB+g2NlkgBL97b9+G7az+ipqIPjpH86XFc7c149u8ASSRz8iKZM10Fj1fqK/Hs34FcEkT0uIg99QpWMo33rgPIoQC5y8MkDx1b8g2YMCKkjBnaAncQ0qrIGAlEQcIrBwmqFQiCSG/Cic6M9maobPbQfmeQky8uXJa8Ml+yTJgaytHxWozabV5K61xkkybRcZ0Lr8cIlWuEKzWCZSqxSZ2zr86Qy1rUbveieSTe+MEE224JEixTGe/LUFyj0XpTALdPQlZEUjEDt1f6mSAl2DDSuXGz6mvR+dQlLn6/e0P9xvSEzrF/PEXd3TXLltuX7SpB8cjzSIltWUQ7J1e0XHMtitvCND3UsOTSrJE1OPH50wy9ObzhkeTEUJKjf3eCsn94eMlxXfUq1L+jjv5XB0mNb0z12ZYlJekTHfjvuxXP7ftIHzs3l60sSBJyWTG+u28iPzxeMMyreJQlE3WcqpMbr7i5Vux+YjvB+gBGzqT3pX685R72fmonqlfh/Le6iA0maP9IG+6Qm8svDzD4xsiCNb5wc5DbfucmRFHk5L+eJVDtp/7eGjS/xtmvdaCnDfZ+YgeBWj+Z6Syv/eUxDv7abhSPQrQ3xsS5KRrvr0NSHH+IM1+5wHSP42AZH0zQ/Wwv7R/evuR9BKr9KO7CXW6qK4aoiJx/6jKD18jJN9yzcUmUGw0rq2PGkphXonlrTHQVRCgvk/jjP3NIiCzD5z8XXjRBP9wSpHzv8t4lYyfG6X6md8NzB/Jpg7f+7gS1d1ZvaLTETKRIvHIU7537iD75ArZpIYWLcO9pI/7im1jZHKH33U9+dHJeOfYVaLUVGGNTJA+foOSz7yc/NoXn5l0YU1Hiz71G+IlH0fur0S8PLdqGRD7C+ZmXqfPupkSrQ/W4sGyLnJliMtvPUOo8KXO230fyvPGDCdw+mV/9izb+4tPnMAyLgE9BcYmU1rkRxRkkRSBQoqK4RAIlCn1nk8iqSKjM2eYPy0z0Z4lN5dl5RxBFE/CHFQzdwtAtLh1PcPlMkj33hth3fzHHn59iZlzn6c8NYegWlmmT+VkgJJuI2ECc4/94alMMUFPjKXp+fJn2jywzvtU6HlPXvpxt02bv79xFejSBlTeJ90W59PVlIr8C7Pv0rqWj/bZN70/6GXhteFUJwqvBVOc0F77bxZ5Pti85+ag8UEaoscjRotqApmxZUpJ4/jCuHc2Ef+k9BB64DakkhK0bFP/6R9GaarFzOaLfeBYzutBLZNlQoOAsg2wFSJqEu8xLbibrRBAKvECK6v10/rCHxEgKQRIwcyYd3+4il9A58Nnd9B8eJjWR5tJzfbS9q4nxM5Pk4vOVJHNxnSOfO0XZzjA7P9hGOpJl4PAweipP+0e3cfEHPSTH04yenEAQBSzd5NS/daAFVKoPlhOo9iHKIm/+zUlKt4Wpua1yjpQAXP5JPzs/tG3JzusOu5DUxcmilbfoe3V03rZX/9eplX6Uy0KQZexCoYc1wsrkKPutjzpVOLZN+vhF0ic7V3WOygoRr1dkZsbipv0qo2MmNVUyE5NW4X4sQNNDjctmx5u6yZmvdmxYhO56JEeTdD3TsywRXRVssPNOFM3OOf1X8rmxMlmsVAY7p2MmUkhBf0FSYkTjeG/ZhdZaR+Inb4EgILpU8qNT2NkcxmQUpTy8JCkBm0R+ivMzLy/b3Ob9fu7+YDm2ZXP0R1MYeZuRrjTtdwT56P/ZQHRcJ5sycfskiqtUPv5HjUTHdQYvpqjf5UPzinzsDxpIxQz6ziaJTujUt3v51J+1EJ3QOfzkOLmsxaf+rAVJhnTM4M2np4hN5nnlG2O877fqEAToOZXg8HfGt1La1Q2FmTc58YUz5BKbpJ5rO1GYHR9oWzLhVBAFgk1BZ1yc/TLG3xpgpvOqrcFKnsdwU5CaO5aejKUnM/Q+30d2M/MUbej4Thc7PtC2ZLRElEUaH2xg9MT4hjgLb1lSYqWyRD7/LfwP3onaXIOdzoEkopSGyfUMkHrtBJmzhV8A+ZSOZViLdiBREgm3hgpZY9xwuIo9bH9iD8nhOInBGMnhBMnhOOY1pbOnvthB0wN11N6hMPTmCNlYbtZy2kB2SXiKXZS1lyDKEtGeWMESLT2Vd8pCUwZaQEWUBLylbtKRLENvjpKdyeGr9GIZJgOvjeAt89D+4W0kRpL4Kr1Md0dJjaWcMuqcsYBcRHtmyMVyuIKL68KoPnXJZTUAd1ijqNqHKAtzX8/IyfVruwiqirullXTH+XWf6woSh06QfP2Mc35JXNYluBA+/lEPNTUyiirwH3/NRyJpE/AL9A+YBUmJ7JKpu3N5b4/Jjimn0mmz+rcN3T/qZdu7WxbN0l8TLBsrlcG1swljOoYx7VRPaK112HkDQZbJTxS2dBc1FWMySq53GNuyEAQBIxJDrSnHNk2k4iCpYx0b1tSuI3G6jsyvrhnvz/KVP72q+ioIUFQSovNonBf+7Wr1nW3BwIUU3/urgXnHv/zVMV7+6vyciy/910tcjwtvxLjwxuaaOwIUBQRaWxTSGZuLnfk1V71vJqYuRBjdgJyppZCaSBMfShBsWFw1VhCEufL8K1VQ2ak02SknciKqEqFtpSyXDt/6ruYll21s22bi7CSRrsLPwUYiO51h+MgojffXL7qPIAhU31yJ7JYx9fUTwy1LSsBRzIx++1nk4iBSKIAgSVjpLPnxKez04gwxE8li6ubiJU2SQOX+csLNIaYvrd9WfD1IjSY494XjhLaVEKgPEt5RiiiLRDunmDw9Rm4mS7g5SGoiTbgl6OgPXPPwWabNxLkpVK9CajJNaiKNXUC8yBXUaHxHLd4yD/2Hh5E1GVeRSjauExtIoLhlbNMiNZnFX+XDyBpImkh2Joc6qxS6VATK1E1m+uNULEFKBFFY8gUmaRJ7P9LinM+wHFJiL05KBFlGa2hADoWwkikyl7qxTRPPzp1Ibg9mJkO25xKIIt6d7Xj37UfUNLL9/RjT65dJNq8pCZbLQkihwKorcD7/rynkRXhaoZLg4rYw3rKly6Rt22bw9RH05Ob6rsQHE0xdnKZiX2FH3rUi9sxPkWcjo8ZYhPTRc6j1VeDWSL5xCiu28DMWPS5ErxtLN5BCflw7mki+YpDr6gfbRi4OkT5yDmN888QLC8G2YexyhsT0/Ajd5FAWXr+hTVkTNE3gjltVvF6Rnp48uS1m5WNbNv2vDC6IDG80rLxJpCu6JCkB8Ja4QQDZreAq8YAg4Cl3pAJkj0rxngoiZxcm+l6BFtSoua1qSVKSTxtMnJskHVlbDttqYOYtht4cWZKUAPgqvYSaQoydXJ2uTiFsaVICgGFijEcwxlf+Eon2zpBP5xdVmXQEvfzsemIHx/7h5JIJo5sOG3IzWdLjScLbS/BV+UkMxvFW+gm2hBl4sZfkWApJEZnpj5MYTqL6VXIzOUzD4sxXLxDtncHULSRNIhfPLSj7jA8l6PhOF6LknCPaO4PiVvCWexBlkXw6T+X+MkaOjZOaSNPyWCOnv3SermcuY2QMpjqnyafyiIrkrIsOJui9LlnVtiA7s3woUZq12C40q5FkgXBjgJ/+5am5aM9SREgpLcXd3Ey6swvPjh2YqRS5oUHMmRnMVApv+y6MmSj5iQnMeBxsm3xkCiu3vpCnXFEMholSW47kcwiCUh7GiMTQL69OiyYeX930rvKm8mWVXnNxnanOyKab5Jk5g7GT4xtOSrLn5kcG8iOT5EeWd9UWVBU5HMByu7D1POZMEiuZJnPy4oa2b7UY78sC8/tcZDhHZHjr+OIEAgIP3OuipkYiFBQ5flLnmeecCrCTp3Vu2n91LC0tEXn8ETe1NRK9lw2+8WSacEjkox/yUFIs0j9g8o0nnejAB97rprFeJpGw+Nq30kxHLR572MW+PSqRaYunnskwMrr2fpqZzjB5MbJpy5RXYBkWidHlE3S12WRYURFRAy6KWovRgm70WBbZrSAvY6JXur14ng5QIWQimc2Ngl4D27SZ7pnByBnI2uJ0QRAEKvaV/RyQEllGa65FLi9BWGQ6mTnZsUA8LdI1TTaWw1vuXfTLlVSR5ocbEEQ4/o+nSI69Pb4V7jIvu3/tIAI2g6/0cflH3Y4MsSjQ8HALnnIfI6/ND/HqyauEYOqiE8K7Nr/jeujJPNPd8/9u6jmyMWdQFCSBcEuemtsrMXMmieEkubhOaqLwi0BP5ue1AZzZub6C2YpYoIR77hwWJCcyCLJAdmKZcwkCalU17m3bkYtCiB4P+uAgeU3Ds2s3giSh1daR7ujA1nX0sVGsVIrcwMDS510FvAd3kOsdwTZNkMQb4g5csa982X3igwnSE5tPtI2cyWTHFLb99ptAWuksyddPIbpmo3qWhRVfm27MzyM0VeDgAZWXDmXp7jH4b39cxLETOuMT82c4sgwH96sIAvzrl1P8/u8GOH02T9elPN97KoMkwZ/8QRHPPOf0v/vvcfF3/5hgbNxkJmZRWy3x8AMu/udfJXjkQRe33qzyzHMZ1hr1n+mLrcjsc72wLXteVc1ikGZf3Hoix0zXJJJHYerkCJnJFIpfo+7RbUseX7a7dEniYts22Zks0d7Fx/uNhp7QSU9mCNQsXg0LTvXRRmDLkhIx6Kf0f/slJ2xrWixGC/NDYwtISS6uc/mlAUKNQSRFKjizFAQBWZNpfbyZ8n3lnP7iOXpfdJRdN1KdbjmYWYPepy4yfXHKsbe+5tLjJ0Y2x7zvOtimTd+hwVlpcYccrLpiwwZjHUlOj/332/FXeFA9Ms331ZCZzs5533z7V19a+PXbNvmpSTKXLhE79AqCIGBms7ibWxBkmdihVwg99PAcT7BtG2QJweXC1vW1S8IDxpgTtUuf6iJzqgvbMFEbKpGDSz+064WoiIQal3dCjQ8nyKwgarVu2JCOZMlGc8t6TN0I2JksZuZnQ0RsK2ImZjM6ZjI0ZBKJWFRWSAtIiaoK7Niu8PADLu6+U0NRBAJ+gcZ6mV/9ZR+GYbN3t4KqwviExVe/leKzn/LSfcngS19P0doqc/stGn/2X0UkSeD5FzOFpKZWBNu2iQ8lyUY3/zu3Lcinlk+SlzUJQXAivFbeYvLYkEPYBTBzJt3fWLzyRpSdXEfZtXjenW3ZpMbT6xKGWy1M3SQzvTwp2SiX5i1LSoLvewC1toLM6YvkLvY6WhAF3pOLrRF3Pd3Dtne34K/2LW5iNGs+VFTj5+4/vI32j2zn4ve6GDk2Rmo8vSECPMshn84TuxzFKhB+TPRvfiLbHGw2rbRsJTj0FycdQ6hCWKRZ+ugoalk5oYceAQFmXnoJfWQYb3s7gbvuxtbzGAlntmzlcuTHxgg/9jiJI2+hDw+vu83po1eTJvW+ETZ7ud1f6VvWi8O2bdIT6RVFrTYC+VSe1ERqS5CSX2B9KA4LNDc5xqLBIpHhEZNgkUBlpUxxWKS+TmZwyORcR55kyuKVV3NIosDl/jyPPuRmfNLkmWczbN+mYNtO4HBi3OKf/sUhJhVlEp2dBm8c0fmHzztLIaPjJtm1ul5YNsmx1OZV3Vx7LdvGyC1PSq7PBVGLXBQ1FSPPVq/o0cyiOSWeEveykvaWYW2aO++i18xbCyLjheAudiMq4ron0luWlLh2NKP3DBL5wpPY2dWzwvRkmhNfOM0d/8etqCswWhMEgeLWELf/7s3M9McYfG2YsdMTTHdHSW6ipomn1EPZTVVcfqbrba8EejuRjmQRRPCVe0iMXg3HBpbwvrF1ncTRI3D0yLztU9/9zsJ9czmiLywvM74aKFWlqHUViJqCbZrkeobnmfRtNPxVTlXSUrDyFunpzKavsV+BkTXI3ICZ6i+w+YgnbLa1KTQ3KXzlmymmIha7dipUlIlkMja33qwyPpHh6PEcPq+Lhx9wiOg//5vBqTM6tTUytxzU+MnLWZJJG5dL4KEHXJiWzRtHdEbHTBJJm+/+IM1D97uwgedfzBKLra1MP582yEwXdonfKqi6uxFPVYDsZMoR+1zCQdlb5kELLC1AaRk2yQ0SKVspbMteUX6aIIq4i92kVuO9UwBblpQIskx+dGJNhOQKel/oI9QYpP2JHcgrlHkXZZFwc4hQU5CWR5uIdE0zcX6KsRPjcwmfGwlJk3GXejf0nGuC6JTsan7nR/YoyJqErEmIqoSkiIiKhCSLiLKIqIjOtiv/12QqViDotRQkVWL74/Uc/ecLc9t2f6iF1/7uzJYcePz3HiAfieHd34beP4ZtWJtKSjwlboRl9EnyGWPTKxGuhZEzbmgo+RfYPGSyNs/+OMPFrqsk4ez5PGfPLxzzvvvU/Jylvn6Tv/2HhYmgf/33C7cdOpzj0OH195l8Ok8utrX7niAKDL/UQ6x7+XHBHXahepcmJZIi0nBf7YYtlawEslsm1LK8srYggOZTWO8UfsuSEr1/BLmsxNFqXuP6v6lbnP1aBwgCOz/Utir1SUEQ8JZ58JS6qTpYQerxJmIDCYbfGqHv5YHVOTEuAT2hI8kirR9qJzWagFlWOn588xyFBVHAU+om3BIi1BwkUOPHV+F1dETmCIiIKIkIkoAoCgiSgCAu87OOZEfVp+ArdVPSUoS/fLaixStTubd4o257wyF63aSe/ilKSRGpkxeRQ4G1nUeE225Vef2Nq2TilptVjh7T51UfaUXaso7ARtZYUULeRsHULfKpG1snKvn9BO69G62+HmybiS99BSuZnPubq60VV2MDkt+PoGnYuRzG9DS5/gHSHRecnKJVQnS70errcDU3IYfDiG6386wmEuRGhsl2XSI/vnjlgau5ieAjD4MgoI+MMv2DpwqOa2ptDeH3vHvu99SZsyRef6Ngfbh3/178d9zh7HfyFMmjx7DNtU2aZmIW3/5umunpLShEsgjMnIl+A61CVgNXiZfG9+7EWxWg7NZakgMzWHmL1EicgWcL62upfm3JfBJwJm61t1dTe/vyWkVvB6QlKnRWiq1DSq57ocWeeYXS//RxAo/cReLlt5yBpNBseRn51sx0llP/eob0VJq9n2rHXeyevdzKXqCC4GhrFNUGCFT7qTxQzt5P72L4rVE6n7rE+OkJLNNa80xelARkj4rfq+KtcBKJ8sncxpKS2dyZ4m1h6u6qpvrWKopq/U7kYzbaIUjrIxXrRbjRz96PtlF9oJSH/vQWAAzdpOPpvi0ZJQEwpqKAgOB2UfTQbaTPdK/pPLIMH/2QZx4p+fQveTh5Sid/zZjrWgEpMXUTI7uxUtuuqjqyI4WrlizDIp+5sRLngiyjVlXibm3BtiyU8nJymQye9p0EH34IpaQYQVZAFLiadWhh325gTE8z/dQzZC6usExYlvFs30bR/fehVlYgyDJI0tXxyrLwGvux8zqpU6eZefElzJkClRGihFJRjjMLdqAAACAASURBVBwIoJSVMv3001Dg/e9uacHd2nJ1g2WRfPMtp8LrOri2bZv7DNLnzjtqxWt8hPN5GBr+2ZKqN3VzU2TlNwJGWmfq1AhTp0cQRHFu2UaPLx7ZUX3KxgoRvg1YiR/XsufYgHasH6JI6X/+1Pxtlo2VzhD8yKMEHr6T/PgUVgHzvZlvP0d+cHExGnBKWM99/QIT56Y4+Bv7KN1ZjOJVVv0SFkQBxS0juyRaHmuk6aF6pi5O0/FkJ6PHxshEs6tO8klPpDj5N2/M37hBL2FJFfGUeqi9o5pt724h3BpCuCaZ9O0u47wWY2enifQcY/8n2jjyhWtUN7coIQGY+f4hAKLfeB65LER+eGKZIxaipESkuVGmulLi1pud0K3XK1AcXvhwO/bpS5/PMqx567+i5naIzOyBVj4PlomgaFjZtPPyFgTsvI6oas7v2Fi6jm2aiJpGyT2PMPrU17ANA0vPLbjeRpOgVUEQ0GprkENBij/4fkSXyyEghgF5CwRhjkiIsoxSWUnJEx9h+vtPkTp1eslJjaBpBO6+i9AjD4HsWNfbluVI4VvOuZEkBFVBUBX8d96Bq6GByHe/R7avf14kxEwlMaajyIEAUiCA7PNjXE9eBAGtuWlem9S6WgRFmZPfvxaumhoArGQKIzrjHLd1HulNh23am+ryvh4Y6TyTx4eRPQpW3nTeC6KwZLmv4lE2zE3+bcMG9L+tQUoAKeBbsM02LfR+J2IguDQk10IxNEFa+Zc4cXaSH//OS7Q+3kTLY02EmoqckPhqycns/pIiUb67lLL2EiKd03Q/28vwkVHiQ4kVC1dJLplAw/z1OsuwiF1au4SwIAoEG4qovauatnc1E6wvWnaGvRWQzxic/falLU1EroVSVUp+bAorlcEYtxHdLkx9ddoY4ZDIvXdrVFZKfOgDThRPz8Hn/im5wCFYVMRlH3rbtDGvGaiL77gfQZKRPB4sI09uYpTc+AiB3Tcx/qMn8TS2Inv9xM+fpPjuhxEVFTOTInnpAvlohMDOvbjKqwjdfDfZsWGSnWevuyBLJu9dD8GlIYeC2JaFMRlZV2n2FXj37EIOBhEVhfz4BLnBQfShIax0GkFRUSrKcTU1olZWOoaegQCBu+5EHxkhP16YSAqKQvD+d1D08EMOGTFN8pFpckND5AYGsVIp51wlJWh1tag11YhuN2p1FeH3vYfI935Arq9/jmBYqRRmNAoNjjKmWlO9gJQIsoyrvm7W/VxHkGUkt9uJBF2+PG9f0eVCLnV0IYxEAjN2Ayv1tghsy8a6gfINa0HNg61Mnx8j3jONGtBo+cgeOv7pSMF9xbc5Wr1VsDVIiWUx9f99Y02HmtOrexhN3eTi97sZeG2Y+ntqqLmtivK9ZcuWYi0FQRQo2VFM8fYwUxen6X95gP5XB4leji2reaL6VWrudgYqQRLwVgfITKQ49bdvraktqk+h4b56tr2nhfLdpfMiI1setkPSWh4oY7JrhuR4mkCVl2jf5lidrxeBB29h+pvPY+fyqLXlyKUhkodXZyDY1W3wl/9vgr4Bg289ubTgmSSLy/ZR27bnaczYlkVmuAelKISRSqAEixHEwkTe0nPoU2PkEzH0yARWNkP0+OsE9tzM1KHnFr/eKl4Mam01rrYm9MERjEh03aREEARcTU3YhkH6Yiexl14m1z8wPwdDEFCrqwm/+5242loRBAG1qhKtoYH8xGTBaIln9y4C997j3KNpkum+ROylV8j29CzI7xD9Pnz79xN88H6kQAC1ppbAPXczHYlgxp2+a6XSGNHonCeKWlNN+tx8HyalvBzR68XKZskNDKKWlyOHgriaGxeQEqWyYm5CZiYSGPGfQ1JyXV/fShBkkaLmYsLtZbhLvYTby1E86qITLkEUVjTp+HnA1iAlgDF2Yz0p0pNpLn6vm8HXhineHqbmtirq76rBW772ShhBECjdXkyosYiaO6rpfraXnh/3Lim6k53O0PWkMzgJooinzEvju9rWdH1fhZfdH99By6NNaOsgWdfCtp0QqZExMHImZs7E1Gd/cibG7L+WaVG6oxhv2do/P1mT2P3+JlwhJ3ciMZZm3xNtvPw/jm+p6InodeM5sA1XWx3hJx4By0LQNDKnu9Z0PtOEHz6zgrLalXydNtd9VjZWXsc28thG3kmxME1ExYk6SpobUXGWjaLHDqOVVOCqrEZyeUh0OARrMRJz5Xr2MnldMJubVV6KZ/8uBFXFvjwAAvjuvhVBUTAiUbIdXXj278IyDESXhn55kPzo8rLVtm2jj08w8/wL6AODhXZAHxoi+uPnqWxqBEVxohqVFU4i7HVCGaLPh//OOxA05xnSJyaIvfgTsj29BQmMlUgSP/waYBN+73sRJBFP+07SZ8+ROnkKbBvbMMhHo9i5HIKmoc0uvVwLV3MTCAJWJkuu9zKSx+OQkqYmYrw0b1+tutpZdrNtzFh8jvz8AlsEto2ZzZNP6OiJHHo8hx7LEX+9v/D+AjdEEfpnAVuGlLwduCK+kxxPMXZinAtPdlJzWxUtjzYRagkuaw9fEILj5Fq+t5RgYxFVN5Xz5l8dW9RfxzZtctfoPJhZg0D98uVX18Nb5uHAr+yh+ZFGJG1pga2FjXDsv2ODcaK9MeJDcZKjKdKRDNloDiPrqNza1uI/kiZx5+/fui5SIsoCgWovlw+PIsoCVt6iqGYLlEtfByubI3O+F1dbPclXT2HnDWzDxIiuTdRIEKC8XKJ/wKA4LHLTAZXTZ3RGx+ZHEUzDXi6ve64Saj7mH6RHIwiiSMXjH0aQJDLD/SBA6TseQxAcAqJHZi0GbJvs2DCV736CZM+FOaKyetiYMzH0oVFEVUEfGAbDJHO+E8nnRa2vRQoHce/eQeLQm+iXB7CWMN2cd2bDIHP+PPrQ0oJ4ub5+8pFp1ApHql8qKkJUVczrSIm7tQW1tBRBELDyeTJd3WQv9y2dVG9ZpE6dwbtvH66mRkRVxXfLzaTPnpvLBzGno5ipNLKmoVRVXk3CnYWruck5VTZDtrcXrb4OAK2u1smGvmY9T71CSnQdIxIp7N74C7xtsE2bRP8Ml39wntxMlnxi6dLl5TRMfp6wZUmJtqMZrbGGxCtHsNPOC10uDRP6pXej1leRu9hL7KmXVmTUtSxsR5o+F9eJXo5x8QfdlO8po+3dzdTcWo3sklZdnSIIAq4ijcYH6gm3hnjxvxxipm9hiDVQH+TmP7x77nfVr9H9ndXZqytehR0fbKPl8SankmYFIX7LsMnFcwy/OUL/q4OMn5lET+avko8rodEVRihkl4y1Dpl5p11gZE0k2UnMLNsRwshuwcHWtDCn48SefY38WATWGUJWFPjjPwrwW78b5YmPeGhslPnAe938p9+OzssrsfMmy30hgijMU8aNHH7Rqc4QegGbVM9FbNNk9OlvzL0UbcsCy2TixadnL2TPq/YYf+5JEERsq8B3ISxUsSwE2wY7p2MlU9iqgpVMIXrcFD38Duy8gaAq5PoGwLLRh4ZXpU9k53KkOy4svxRkWRhTU3OkRNS0gp5aWm0tosfJ77GzWTKdXSt66VvpNOmOC7iaGgFwNTUhujTMWVJiTEexUikIh5DcbuRQCGPayR0TFAWtxinztDIZcgODGLEYtmUhahpqZQX64NDctdTqKieqksuRn1h9gvX1uLLMu16LDUEWwdq6yyo3GopPc8THsvmliyAsJ5dwOR+pTDTLc7/9kxuu6rpSbETS+5YlJb67DqA115F6/SRmOoPg1ij+lQ+h1FZgRmZwtbdi6wbRbz+Hldg4xVXbtNETeQZfG2bwtWG8ZR6aH2mg4R11BKr9TmLsKgiKKIkEG4p48P+5l5f/+DCRrul575XkcJw3/ng2NGs7Rk6rKXMTRIHqWyvZ9bEdyxIS27YxdZNozwzdP+ql5/nLZKNbR3zIyJr0vDTEgU9uQ9YkzLzF6587t6WWbq6FvY5S8GshALIEzY1Odc1f/nWC//7fihZEc42sWbCM9FqIsug4Mc+1cbYv2fP+wTYWVnPY+cL6Hfb1GbfXXk8SHH+pNUBtrMdIJMme6cDVvm22ffayZf7z2mbb2HkDfXTpCrwrsHJX+7sgSSDMj4YKmoZcHHbKfgFLz5MfW9m5bcNAHx3FtiwEUURQZNS6OjLnnUmGEY1ipmbHKlFEraycIyVqdRWCps0Sp4gTAZmYdJZ7VBWtoWGOlEjBIkSfYzZqZ3NOXsw6IKoSDe/chpHKM/D82srar2Dbx/cSvxxl9LX+XxATnM+29eP7yE6mGH31MpmpNPmUjl2gasjULSzDWv55stlwEc+thC1LStT6KvJjU5gzDiP07N+JUl1O/JlDxF94Hf87bsF3781I4aINJSXXIzWR5syXO7jw3W6qDlZQd3cNpTuKCdYXzRv8l4IgCBTVBzj4G/t4/c+PkBi5WqFhGRbp8bW33x12se9Tu1YkDJedydH9o146vnVxXhu2CmzLpv+NMSY6Z/CENNLRHPoN8B9aK4LvuovIV57Dzq1PPMyyYWLS4oH7XQwOGUQi1oLKG4BsLLfsQC+pEor7xj3WgiSu+DkAMGfiCMqsk2rfAFpDLWpDHeZMHCudQe8bXHXyq5lJY+c2hlyLLheCqjrk3rbBNDBiK5+VWpkMVi6H5HY7eTTBq0uxVjaLEXWSe4VZ3RLOO/lkam0tgiw7xGaWBOkTE865NA1XfR2JV53zKKVliLLiRDwzGfKRyIbcu6fCR+mBKmzTYvr8BJZhoQY0/A0hJE3C0k0i5yewDQtBEvDXBnGVeEAQSAzMkBm/ZkwRINhaTD6dJzW8NWf1NwKR06NETo8S2llO/bt3kk/mmD43zvT5MfLXiRzqSR0zZy5JSgRRQPWtXAT0ZxFblpSIHpeTnQ8Imop7zzasRIrkK0dAz5MfHkcQRURtaVnejUI+laf/0CBDbwwTbg1TdbCC2turKG0vWZHgjSiJVOwvp/nRRs597QJG1iDUVkxyJEHp/soF+9uGRXIoTnI4vuSLqOG+Okp3Lm8ZnYlmOf6Pp+h86tLmOQ+vM09LVES2P1aPq2g2S11wZsInv7K2BNLNRn40glpfgTE+DbaNldOxc6snUYYB//LFJHW1MkeP61i2zde+mV6wYpCdyWItR0o0CWUZqeqNhKSIK/KWugJ94OoShJVKE3vmhXl/T7z82qrbsFGEBEBQZEfXhNmcYcNcXb6GOatj4naWfyTPfO+m/Ng4dj6PoKqolRVz27XaGgRZxspm0YcdGYT8+LhDSgQBparSSRDWdZTyUofY2Tb5qakNuX9JlfFVF5GNZgi1laB4NUZf70f2qngr/UiqRGhnGbZpEzk3TmhbKZV31JGdzmAZFrmZzBwpsW2bspuqKbuphqGXe9YtO/6zDF9tEeFdFQiySOTMKPmUTrCtBDObZ+rU6Lx9c3GdfMZA9S3+/IqSgKfEveLrq8FS1ECI5MDmj6GKP4i7vI74pTPrOs+WJSVWOoeoORUCal0VSl0lqSNnsa5Yk1u2o9i4Vt/rNcLULSbPTzF1MUL/oUEqD1aw8wNthJqDy66tq16FxvvqGDw8TKRrmtC2EkzdpP7BJqKd86uPRFmidF8FAy/2MtNdeCYkSAI7P7htWTJgGRanv3SOrqc3l5BI6vq+C0kRqbulnLPf7ZkTRbr+FeytbUXxB1E8Pkw9Rz4Vw0yn8FQ1IGkups8dQS0qxl1egygrpEf6ECQZI5siM9qPt7oZK58jMzG0sAGrhOjR8N93ECuZAWwyZy6ROXtp1eexbTjfYXC+42p45IWfLEzyTEeyyybDKR55WVOvjYSkSqj+G3e9Qiikdrr2k123fLTa8UWYL0poXxf10cfGsPX87DJRsSPqpmkoJcUgiti6PkdKjJkZzHgCpawMye1BKS1FHx5GKS1FUBQwzXl5JuuBjU20c5L+ZzpJjyVoeHw7o7OVImqRC8Wj4i7xUdRWQuTcOCX7KkmOJBh4vttZirhmDCrZW4kWdHPxyydJDhRQt/05ghZyo8cyJIfipEbijj9WMldQxyo7k13WmV6URXyVK0z+FwTUYDHeqqYbQ0p8RQSadv37JSW57j7cu9rw3LYP9+42RLdG+siZuaRCwaUiiOLblnVumzYzfTHiwwlGj49x4Ff30PCOumXzOsItIUp3lRDtnWHgpV7cxR5meqa59P35steCKFD3QBOeMu+ipKS4NUSg1r90O22bkWNjXP5JP+Y6E1GXhMCSaoUrgWVYxEdTHPzlHY7Jm+1Um4ydjcyxE8UfxMyk8NW1MdNxFHd5DZGBw+ixCN6aJgJNOzF159j4pXMUte5lpvsk4fZbyE1PIPuKyEVWliOwHGI/fnOeeJ+1RvNIRYG/+vPQAm752783P9E1OZJwxKJmo0iFIKkS7rALURZviNql7JZxh1c+c9vqsPX8XA6NIAizuSGFFVULQpQQ1KskzUrPjxPkx8ex8nlEQHS7kIsCiF4v4mxERR+fwErPusCaFvrwCK6mRgRVQakoRx8bQw6HQJKwdZ3c8MbYUdim7VTZWTa5WA7ZqyKqElV31WNk8gy93Iswa8aJ4OgJ5RO5q7kR1/A41e8s+fwsCDZuNmI9ESzdnDcZnOmcKpiLlp5Ioy9jpinKTo7iyiHgrqil+qGPIbs8TLz1ApmJQURFo2jbPvz127FMg4k3f4w+M4VaVEzxvntQi8JYepbRQ9/HyKRwlVbhqahHDZWhFYWJXTrLzIVjKP6Qs38giB7bmGXELUtK4s+/hnv/Doo/836wLeI/+inG5KzKqSQhl4WxsjmszNubqGnlLWYux/jpn76OmbVoebxxScEyURapuqmcyz/pJxfLoSs5ImcnMAowZD2lL5hpXYuKAxXLiqPZpk3foQFSE5trdy3+/+y9d5Bc53nm+zuxc5rpnoxJyAARiMBMihKDZFqSRQVrLftq5bR7veuqdd2tcrj3Vrmud2tr1y6vb93d9TrIsmzJQStKFiWRtCQGUSRAIhGJwCAMBpNz93TuPvG7f5zBDAYTMTMgQQhPFQoz06e/Pqm/83zv+7zPK3sNDNcCRZOp3Rjj6F+ewyhY3vdWzK0AkgC7XERYFlYxR7C5g0jnTgJ1zSiBMFY+i10pYubSmPkpZE3DLhVwbRt/TR2SBMbU2qsVAETVROtsRpIljCuDq47a2Tb87de90LemSey7VycUlObpPQvDJRzTQSCQFmElkiQRqg/hi+pUMisrqV0LtIA600/qToBbqeBWKjNVEJKqotYkFnV+nQNJQomEZ0iJEAIrPdeZ2cnlcXI51JoEkqajJhIo0ajX4A88c7brYPT1Ix56EEnT0BvqqYbDyAHveyZsG3No6TLolUL1qQTrQviTQRru30Dm7KgnmtZVqpkKwnKo2ZZk9OggCCgO5IhvTZK9NOmt7oXAKnoP1JHDfVz51jn2/OaDnPjDn1AZv/30a+8V2j62lckzo3O6BC8kcgUojJaoZKtLVuBIikSkKYIe0VfUeFNWPJ3S+FsvEajfQGLXA1ReHcRf14wWSTD8+ncINrRS/+DHGHjp61ilPBPHX0U4NrW7HyK6eQ+ZM4eRFI1Qy0bSJ9+YjTJLMtHOnZi5ScbfeonUfU/c/AlaALctKbFHJhj/o6/g37kJeyJDtasHMd37RtJURNWk+PoxnKnbw8nQNhze/C9vE2kO0bivYclta7fWovoVjBwY2SrjJ0cW3G7s2NCSepJER2zZKqDiWIlcb37NpX7LQQtqBJNrIyWuI8gOFmjen6KaMz1TLsECjq6zx6L6gziBMMW+S+ixWtRQdFoMcN3xCkG++yyR9q1UxoZmK1LWiOjTD6Cm4sh+HyChJmMU37h5Hw8h4OjxWVL61hGTr/x5DTcGAh3TIdefX5b8RRrD+OO+94SU+KI+wvVru+63E4RtY42NeTbvPh+ST0dvbl4RKZFU1dOGXOszVDUWJA3m4CC+9jZkXUNJJDyL/EDA84TpuXrDtgNeryKfDy2VQk0kvP4+gJ1Oz0ZV1nTQgtyVNLW7G9n+pf24lsP5Lx/3+recGqb16c0k9zYyfLgfM+vdU8Nv9tEa1NjxqwcAGHilm7Ejg1QmSpi5KrkrabqfO8uGJzdy+Rtnbvn8c7vCLBgofhUloILrpfMWS6E7hkOuL49zn7toYztJkgjU+KndnGDkneWNBV3XxpgaxyrmUHwBVH8QSVbwJeqItG9DjyQAsApems0XTxLfth8kGX9tPaXh3pmxqukxzGJ2xhpA1n1Imo6ZHsW1TYoD3SS2H7yZ07MgbltSAmANjWENzT/xompQfP3Y+7BHS8MxHE785Wk+9idLi1/DDaEViWPN3NJRoHBDaFk9SXmiTGXq1j+c6u5Jomhr05S4tsvg8RvKG2+Yy4ypCexykdLQFRyjQrH/Mq5losdqcCwDa3wQu+T5OwjXpjzSh3BszHwGJRCmMrk+K0sArTFJ5h9/SO0vfuymylhvhCzDJ56ZjjZIEA5L2PbCHjFjp8ZpOrA06Y21Rgmmgkz13FrCLqsysfbYiiq/Pkio9lwl8kAJWdeRfX4CW7dQPnd+WUGpEo0S3LFjdpxLl2YWUtfD6B8gIgSSpqHV1KDEokiaNkfkeg3WZBo7X0BL+ZDDYfSmxhlSYvQu4g66gjr169cyruUy+vYAo2/Pd8PNnBsnc24+IXMqFlef7+Lq811z/t730qx2YbExf5pgVywaH2kn1lmDa7tUJ0uMHVn8nIyeGmfzz25csttuoDZAakeS0VPjy5dd3+A5dM2byKmWKfZdZPzIywjHQlJUJEUh2NCGVcqTPv0m9Q989Iax3DnznOdv5HqO0JKEGlxaSrBS3Nak5IOIqe4sUz3ZJStiVJ+yLmVdK6l6MEsWVvnWd3Fte2zDmsdwbcF4V4aNH24hXBegMFLm8itzv8DlkV4AshdOAJC/8u6SY+Yun8afaibUspHK2AB2cf3KE83BMSIf3o/amMS/rZ3q5dVNwJ6j6yyhc1348y8XsReQSw2fGOXeX929JBn1x33Ubq1h9OQ4jnnrNFeKT6Fxb90tG//9gtHXT/VqL6F4HElVCGzeRHD7dkpnzixariypKtFHH/HKfPH8UArHji/o8WL094MQSKo608NGkiTMwUGEccMCQgiM3l60VBJluuGfPN2YtLoQKRGsyB/E076tiUvfxQpQHMjNSdeYyzi7jp0Zp5qtLtmLTQt6juFXfhhYVVpeuC7ViSECqWZSBz+CcBzKo/2UBruxijkinTtJ7n0MNRjBzE8tPo5tUZkYItqxHS1ag6yuz+LkLilZZ7i2S36osGyZrryAk+TNYiXN9oTLLZ95gqkAGx5qXvM4qk9h12c2UpqoMPTOBIm2CPt+cSuH//TsmkzKrEKWYt9FrOL6Rg6Kb57G19mMqJoYvcOY/asT0DoOfO3vy0QjEj6fhOMIbHvhyzZxPk0lU1kyVSbJEhsebOLyC1eopG8dKfFFdRqXidp8ECEsi9zLr+Lv7ECJx1HiceIffQpJ0yidPDmPaCjxOPEnPkz44AFPfC8EpZOnMBaxprfSaZxSyWveV183U1FVvXJ1wfu82nOV8MEDXr+epsaZqkSjb+FIiWMsL3DWghqSIiHsu6zkVqLQO4VdsdCjPvJXMl7F6BKoThkMvT1CrDWGtMgjQpIk6nenSO2spTRRXnxuFILKSB9Gxss2GLk0Y4dfAgRmPkP67GHUQBgkCbuYA+FSGurBLEwhSTL5K2dnUjVGehS7mMOpzBVul4evYhdzSKqKU63MlNOvBXdJya3AshE1sS52vPYKVsGqT/G6T95CbHt2C/o6lKHKqkRsQ5hjX+nCsVwGT4zz8T96ZM3jOtUSTnX93RKEZVF59wqV8z1rqjTQNPh//yhOPC5TqVyzXhX82r+ZmmeiZldt+g8Ns+3nNi05ZsOeemo3JxhML6xXWg+0PtJCoMZ/y8Z/P2GOjJB+7tukvvhLSLqO1lBP7WeeJfr4Y1S7u3EKRSRZRmtswN/WhhKNeBUx05GN/JuHPEv5heC4mINDBHfGUFOp6SozQbWnZ8HNr3UIVqIR5FAQVBUnm8NZxNTNLC0vgPQnfEiKzILhuLtYN6T2t7Dh6U1oER+n//gN2n9uBxe+cnzJ93R9+xLbP71lxlV4IfgTfjZ9rJPxs5OL9lUDcIwKjuG9LmxrhqAgBHYx55GR6+BaxoLVia5l4FrzozzCsdetcOAa7pKSdYasykSawktuYxvOsvXoK0E1U12yPBRAD2toN2FudbOo3VrD1k9sXJfyPyFAWIJoY4hq3iSQ8GFVbl9H1+SXPsHkV7+PMEx829pR6xIUf3LypseRJDAt+Pe/k8WyZhntgu7uAq6+fJUtP+v1OVoMsiqz+4v3MHp64qbaFqwUelhj1xd2rEsn6tsV5fNdjH/1b6j99LOewNSnozc1ojfNNzsEj6Qaff1knv/uss0Bq729BHfumFlZuuUK1ujCwkU7ncHJ5VBisZlUjzEwsGhlXnli+ZB+zaYEql9d0C/jLtYP0Y44Pd96l81f2ItwxYq0hNneHH0/GaDzyfZF53ZJkmh/vJWRk2N0ffvSmvuO3U64S0rWGZHmCDWbEktuUxwurstkUBgueuVjS7CScEOYcF2Q9IXMotusFsG6IHu/dA/BZHBdHk521eHyq4Mc/JXtmCULPaRx6h8u3769b2wHSVMQBqDIq95P14WpKZff/7+iTEy6MxH/3/+D3IIL2YmuDOPnJmnYs4SeQ4KmAw1s/plOLnzn8rr2IZFVmZ2f306keWny/YGHEFQuXGL8q39L5KEH8be3oUSjSD6/18hPCIRl4ZbL2PkC5fNdFI8cxcktnyY0+vqBWaM1c3BwUS8UIQRGXz+hPbtn398/sGhaNj94Y7XafCS31+KP+zCWEdPfxdpgFU2CTRG0sE5sc3JZTck1nPqbd2k60IA/sXgkUpIl9v+rvZQnZ+kCsAAAIABJREFUKvS9PvCe+BK9F7jjSEmsNUogGSBzMYP5Hjct0oIau39px7JsOH1paiZ9I8kSkdYYsc4E4++MYFcsgg1hCn3LT2w3NvdbCP64j7pdKYaPj66r4DVQG2D3F3bQ8kDTkiv2m4FwBb1vDjP2bgZfTKecrmDkb99Iidk/SvTDB7ALZdREZNVCV1mCxgaF73y3TDrjTvuzwGLmrVbJovulHlLba1H0pbVJ9/7KLopjJQYOD61P80BZou2xFnZ+buuax/L6VpVnHsaSruHftZXKqa4lTRHdapXSqTMzTfjsFfZ+kfw+iOhkX/EaYNoTk7iV6dC3LKFEIziF0tzPFgJzaJjMd76LVpdCb2pCiUZRIiH0jW3Y45OUT57FHB7GzuXQ2zfg37kJo7sXe/y6/ZIktNYm3HwRZyqHOTg0sx8ARt8ArrlI2sV1Kbx9BGty1uui0tW1MCkRMLmCBUi0KUL7462c+dq5u43zbiEmTw1Tf38rlfES0c4ahl9bOEV3I6Z6snR95zJ7vrgTWVl8fvVFdB78Pw6ih3V6Xu597xr1SRCsDRBrj5Hry1GeWDyFdLO440hJ3e4Uu35hO/mBAsPHRxg8OkK+f/mVw1qhhzX2/vLuZatQXMdl9NTYDEHw1wZpfXIj4ZYoxaEC+d4ptvz8PZz4o+V7gIyemsC13CVJgSRLdD7VTt8bg4yfnViXB1OwLsi+X91N55NtS/ZpuFlIEoSSAYoTFYQrSG1JMHk5SzW3toZ3twrFw2fwb21D8utUL/Rh9Kyu3NgV0Ntvs22bRrUqZp41x98xF3w2u7bLyIlRxs9N0nhv/aLjSpJEMBXkwP++F4DBw0Nr0jzLqkTroy3s+1d78Cf8a46OhR46QOmtEzhpzyNB8umEHj5A9dzlJa3j3UqF4tGbtwSQgwGkqI+p770w7zXJ5yN4cDelwydwS/MnWGFZmEPDMyW7SjJBojmBMTlKpbsbUTU8m3jLQmtvxq1U5pISPCuDayJZt1xecD8WhBBUui5Q6bqw/LZAtidHJVNZ2mlXgh2f28rYmXFGT66vJuAuZiGpCqNv9zPyZi9WycRZoZbQtVwuf/8KdTuTNN+3cLrwGoKpAAd/Yy81G+Ocf+4iuf5b1wBR1mVS22ppvr+Rul0ptIDK8T87dZeULAVFU4i1xajZlKDpYAM7P7+d9KUM/W8MMnRk5JZ4dtRsTnDvL+9iw8PNy4pKs1dzTF5Iz4TatJCGJEOhL4skg2M5hBtXVu9dGisxcT5N4/7FH0zgmWk98O/288rv/WTNzq4N++q579/eS+2WmhXlR28GakDlwC9v59B/O8OOn+sg2hhk85MtvPZf3rktUzhuqUL5nQte6maZnjRLwbbhL/5qvuvlUh0U8oNFrr7cR+2WmiVLwyVZomZzggf+3QFOxXz0vNK3qtShFlTZ8slN3PMvthNuCK9JQyQF/YQePkD4kQPorU3Yk2lKh9/ByRW8jtof/whKbQJreJziK4dwyxX0tmYiTz2KQFA9e5Hy8bPIQT/xzz5D5qvfRNJ1gvt3YY1NYF7px7e1k9BD+5FD3oM5992XcUtlZF0n/tmfQalNUDlzgcrxs8ihANGPfwT/9k3ona2YV/ooHj6BKC8+VyjRCMiSZ4AWDWNXDXBd7JEJnPTcMkrJpxO6fy/+nVvI//ANzGtdzWUZ/7ZOQvffixQMUD17geJPjiL5vGPx79iMsG3yL742j+AsBaNgMHpqgo6PtC65XaguyMO/fT9v/ue3GTs9seS2d7E6hFtibPjoFgp9Uwz88yXKoytfIOcHC5z/5gVirRHCDYunSiVJwl/jZ9uzm2nYW8flF3u4/OIVjGUs61cKxaeQ3FZDywNNNO5vINwQwh/3ofpViiOlJSM5q8EdR0quQZIlfFEfekQnuiFK24dasSs2ExcmGT46ysg7Y+T6cjiWi3CFF8IUzLiIzh9wOv8reWPLqkzNxjhbPr6Jtg9t8NTssrTk6tG1XQYODTF1ZTY1I1zhRTsUCUVXSe1uWHHeUbiCrn+6RMO9dUs+JCRZou6eFM/8j6c49IdHGDvttSUXK3iOSop3rPGOGLu+sIO2xzagBdW5Tceml9+O4aLo8qofWJIE/phOvDWMJMM7X7/Ih393/6rGWvxDrhlHSTM/S4q0og7Hsiojq9P279M5FiFYEyG5homJmxvDtV16X+un+YFGWh9uWfKcy4pMrD3KI7/3AK2PtnDm6+fJdE8hnGv3/g1vmL7HJVlC0RU2PNTMPb+wjeTWWmRtbm8n4QpcRyAr0oqvuyhXKb72FoFd28h990fYY5MI20EOB1ESUQqvHMIaHCX0yAF8m9sxLl8l9pmPMfX17yAcl9BD+/BtbsManUStq/V2WJaRIyHkrLdKjH36Y6T/7O/QGlL4tnTgTOWRNBUlHqV87AzCdQnetwezNo49NkH+pdeRQwGyz72EkyssXZWiKugdGzAuXEGpiaHUxJckDcIwKR09jVITn/EYAVBTNQT376Lw2ltYI+Mzjmb6hkaU2jjZ515E79hA9JNPkvnyN1Z0bgGsik3va/20fahl2QdGYmOcJ/7TY5z9uy66f3AVI28gHLHwPDjvuzM7H0oSyJqCYzp3xbPXYfzYAOkzI6T2NbHzNx6gOJCl68sri/IJVzBweIh4e4zdX7wHPawtbj8vSah+ldptNSQ2xtn9xZ30vzFI/xuDTHRNYhatmV5ic66rNPt+JK8LsS/mo2ZjnNotNaTuSZLaUYse0pEUb/6b2f4W4Y4lJdcgSRKSArKioOgyLfc30XJ/EwBmwWLqapZcX478YJHSRJnqVBWzaOIYDq7tIskyqt/rhBqo8RNpChPviJPaUes5ql73OUtBuIKJ85P0vNw7pxy4PFakNFKg85PbSO5tRDguJ/7r4RUfX/+bA0x0panbubQviiRLxNqifPRPnmDo7WGu/Ogqme4sVtnCtadJGcIjXIqMrMn4E37q7knR+kgz9btSKD5l0eNMX5zi+J+f5P7f3Edi49JC38UghPewbX+okeJYmeLY8iFBRZdR/ao3MSrTDdQUCXn6oSpNPyxlTUYLauhhDT2so4c09JCOHtaItUXxLdPpVpIlDvzG3un7w8Iqef/MkoVZMrHKtteXZprgCkfM/Ow6wnOYdbyf1yvvW5ooc+4bF4i3xoi2Rpa8ByVJQvEpdDzRRsdH2pg4P8nIiTHS3VOUxspYJdNzZfSrBGv9RDdESW6roXFf/YzY7sbxhRDk+vN0//NV2h/fQHJb7cp33nZmhKLCmv0+uIUSRncfOC5OvogU9KPWJXGyeez0lKe1yeZRkzVYo9d11paYa1Nq28jhEJJP8zqLOw5oqqfn6BtCjobBdZE01VuMWJZH0kxr2TJZSdPwb99I+dgZ5FgEvb0F80rfnOO4EcJ25hmvycEAQpYxe6/r9KsoqE31BPfvQmvxwvbuIqW/i36WI5jommT83Unqd6eWfJABhOpC3P9b+9nxua2MvDPK+JlJCqNFzKKFYzleDxxNRgvq6BEN3/RcGKgJEKgJEKoPEq4PIgS89cfHuPrKYk6zP31QdBVfIoCsq9hFA2uFC85rcEyXd/+xi0BtgK2f3IQaUJf/nusKwWSAbc9uZtuzm3FMh+JIicJwkcpUFbtq49ousnLtumr4Yj4CNX5C9aEFjT3fyyq7O56UXI8bT6wvqtOwp27pKoZ1gBCC4miJc9+4OE+E5hgOvT/oZuTtQdSgRmWyjHsTLpx2xeH0V8/yyP/5IIEllNowzaZ9Cm0f2kDbhzZgFEwKw0XMgoldsRFCoPpU9IhGoDZAKBVcfvUrIHN5ijf+01uUxkqku7OrJiV21eHCC33ENoTpPzqOrMn0vL64QFNWZZoONtL+eCtqQEULqDf8r6EGVTS/uiShWgkkSWL7s1sWfV0IgWO62BULu2pjlW3v/4qNPf3PqtiUJ8qc+IvT6yYuHDo6wtl/7OLAv96DL7a4C+S1Y/B+gLp7UtTdk1r15wohMPImXd+6SO+PB6jfc/NjCceZZ7bkznuwS7iVKpKuI2maZ2vt03HyRbAdrwpGkZF1HSUS4hrdK594l+jHHsO8Okj1Yg9uuYLi9+HOqXC57lxNryClJbwhrkFN1aCmavFtbPV64zTWUXrz2JKkZEE4rselAn5Eper1GxACt1yhcuocue+/5uX2VmG0WBgu0v3PV0l0xPBFfctuL0kS0ZYI0ZYIWz+5+aY/D6CSWT9dwZ2CxM566u9roTiYo+uvj1OdvPn0uV11OPEXp3Etl62f2rzsAgrmPutUn0q8PXaT3YXfP/xUkZL3C+XJCu98+QxXX5u/gpAUiVhHgvimmhk9il2x6X95ZSpt4QqGj49x8fnL7Pz5bTfVh8QX0fFtrVnx9vM+WwjGTk9w4s9PMXkhjaIpXlrg6fZVEQDhCvqPjMGRWb+GM9+8suj2siqR2plk26dWN4muJ64RvqV6VoCnA3rny2fWr+JBwMXnL6P6Fe79ld0rmrDWA47hcPbvznPhu924lkslU0W44qZSd+alq4Qe2o/ZP4xxsWdRcas9OYXVP0zk8Qe8EnhVwewd9Lw9hseIfvQxhGkhh2cjl0oiils1EAi0VA3OxNIVKcK2cLI5wo8dxOjux+juXbBvDUBg705Kh45T+OEbSLpGzZc+i5qqxTItgvftQe9oRa1NICyH6vnLSLpGcN89aK3NSAE/KDLVsxexp7LYE2kiTzyEqBpYI+NUz13GGhxBb20i8uTDYNve+bl0dcF9WQyu5dL3kwHqd6XofLJt2Sqtu7g1KPROUR4tIFxBNV32XHRX0ZzQLJic+ItTlNMVdnxuK9Hm9ekzczviLim5xUhfnuL4/zzJ4FvDC9aRB+vCdH5iK4WB3Gxa5ybvWbNocv65iwRqA2x8uh3Vd+svq0eGRjnxF6cYf3fSC6ubDvmBPGbBXNHq7C7WB67l0vXcJaySxf5/vZdg7RJVF+sAs2hy8itn6frWRezpKrLSaAnHdG5K/Fx88zhaUx3CMHENE2FZ5L/7skcGhKD67iUv5eE4FH/8NmqTF9F0sgVPTCoEue++jJqsQRgG1fOXcXJFtJYGZF2jfPQ0AP6dm3FyBczeQbLffBHwzMpKb53AyXrCQ6/r+FHUmhhOrrBk9U/l5Lue7gQQpkX+hVdxCiWE42INjmJPZMB1cYolL0VlO5hDo9iZLDgOTrHsRUSKZUqHTqAka5AUGWdaD2OPZyj+5BhKPIokSV7aahUoj5c59dWzBJMBmg40rIvB4V3cHPzJIE0f6kAL++j6q2M0PdpB7/e6ln/jArCrDuefu0i2L8fuX9pJw966dReZ3g6440iJENO5/Gnx5XvtOHntc13L5eqrfZz867PkevOLrowVv4JVtuj5/qXZbVZRt1kaK3Psf5zEtV22/OzGeYLE9YIQnjC398f9nPiL0+QHCnOOrTRWpjhauktK3mPYVZvLL/RQnapy4DfuJd7hhWrX6x64dl+Xxsoc++/v0Pv6wBxtVH6oiF21b4qUuMXSvAjA9foKJ5Od3bZcweyeH2l00tmZkuJr0Ds2gCswLvYgBwP4t2/yLOAtG/OKZ1qG7WBfr0kRAmcygzO5vMeHNTDXuv/6TuZz9CHXYNtYfV65eCzcSnPyQdRNfs50fwMnV8DJFUhE2mlKPobUKfNuz7dWvC/LIdub4yf/8S0e+b37aXnA09LdyS68txsS21JMHBuk/VM7kWSJ8Ia1pVAcw2Hw8DDZqzm2f3oL25/dgraEAPZW4NpcIFzh6TDX2YDvjiMlPT+8inBc7pl2nFT9qid2fA8umusKnIpNtj/Hma+do/+NQezq4isuPeJD1jxnyHBjhErayzd6FTk3X85VSVc4/IdHSF9Is+/XPY2B1w10PSzghdd6O2tw5uvn6Hru0oIdaIvjZQojRWo2J+5Ofu8xHNOh9/UBcgMF9v36Hprva0QPaWtaIV+bgOyKzdgZL1U3cT49j2QXhgpYFRt/fE2HsC6oXugmsGsryd/8Irgu1a4r88iChIysaDNuyLZTnXlFkTUkyVuBOo6XAloIkqQgAQKBIvuwnQqypCIQCOGiyDqSJHl6I9cEBLliP6ZZYGfns3PGmir0YpgFtrd/fD1PBQgojhT50W//mD1fvIcdn92KL6K/Z3PiXYBju0iShBb24a5D2la4gsJQkWP/4yQ9P+pl76/soulAI6pfWbf5frHPdSyvumriQoZLz1+m/9DQuhu23XGkxCrbXPreFa78oJemAw20fqiF5JZa/AkfvrDu+YKs0xfy2oPaLFhUs1Wy/Xmu/qh3xRfqwO88gqzKqAGV1J4GrKKJEGBkqxz7z2+sap9cW9D17csMHx9lx89vo+lAI6FUAD2s3/TD6VrUyciblCfKDB8f5d1/6KI4unhzu0q6QmGo6OkLVtDF+C7WGQKmrmR57f9+g9ZHW9j27BZirRGCtYGbFvs6pkM1Z5AfLHDlB1e58s9XF3VJzg8VvB47y/Riek9g2Uz9/fNLbhLwJ2hK7sOnhVBkH92DL1M20oQDdTSn9qMqXqSvZ/jHVIyF0yfJ2CZUxY9pl9jc8jQnLn6VVHwrVTOH41rUxbejqQFc12Fw4hjFihdRESxc/i1WUqO/SjhVh5NfPsPAoSG2f3oLdbuSBJPBJctMVwIhBHbFxizOiubvYhbpM6NseHozetTHpp/fTd8LKzPAWwmEK5i8kOHl33md5LYaNj+zkfpdKYLJAL64D0Vfm7hfCIFjOBgFE3O6KGLk5BgDbw4x1ZNdfoBV4o4jJdfgmA4Dh4cYODyEP+4jsSlBvC1KdEOUYK0ff8zzMNGCGlpQQ/EpKJqMoikzZaRIgOtFQFzbwak6WFUbs2hh5AwqU1WKo0WmenJMdqXJ9uZuSsR0/I/eXPCmWQ8RZK6/wJE/OU6sPUbT/gZqtiSINIUJ1ATwRb3jVnTZy0kKz2nWtV3sio1RtDALJuVJLxWTvphh5OQYxZHSsvsmHK+2HlhQXFccKa6bEZpre2XW55+7uD4DLgFF0XEcE1lWCfjimFYZy755Jb1ZMJFQCPlrMO0Slr14xUIk2IRPC5HJX8UVN1fZcc3HZODQIPV76mjYW0e8I064Pog/7scX01F96kyaz7VcHMvBKJpUpwzKE2WyvTkmzk8ydGQUs7j0w6Y8WaH7pR5C9aEFX7+VLpOrgWVXyOSuIMsKdYnt1EY3Up5Io2shHMdgfKqLYnkUy1ncQM2yq2hqkHi4lVxpkGioCZ8WIV8aoqXuIFUjR748TCzUQiq+dYaUvF8QrmDi3CTpSxlqNsZp2FtHYlOCcH2IQI1/dl7wqciqNBPlEY6YmRusio1VtjAKJtWsgZGtUhgpkevLke3LUxiabwK4GuQHClx8vhtlCeF4cbS0pt49kiKjRv3Y+Spi2mtIjfqJbKln6vgNqUIhyPUV6D06gVu1qI4vbIKW7c3N8f3J92S4+LWTBFIhqpkyVv4W9BoSMNmVYfJChmAyQGpHkuTWGiLNYYLJIP64b8YGQfEpnt/I9ILRdQXCdrENx6sWLFmYRZNqzqCaMSiOFsn25shcyVIYKuC8B43/vOjjTxm0kHYDKVFRfQqy5hGTWVIiwbTPhGu7OIbtkZKChZE3qE4ZGAVjTWdQDaj4k0GKA7OTdnxLLdlLK3dwXNHn+BVCdcEZUqIGNRRd8W7OaX8Q13axr5GugkklXZmpqvhphixr1MW3MZo5i6YGqYtvJVcaoViZ3+J7JVjpGLHQBppT++gefBnTXjw6tRIoYT+pZ/ZTc18n/rgPZ2iU8tHzM+Fe1/ZIybWoX2mi7F37VVQK3O6QkEnGtxAO1FEoj5CMb6FqZOkdPYSq+ImHWwn5k2haiIHxIxjmwoQq6K8lEWknEW5jPNtFNNiILOv0j73FxuaPUCiPUDXzgKBiZCmUPS2KX49xT+dnOH7hK3PGC+gJdnR8khMX/+ZWn4IZKLpMMBWcJiU+tKCKv6mW1OcfQ5Kl6WiwmJkb7IpNdbJI+oenyB7vwcibH9j5QYsFSD6yiYnXL2EXPbIQ2pii7Rfv5/wffH/+GyQItiRwDBtjEVKyfpAIymGqbhmX1ZnRqQGVYDIwl5ToCpIqz8z7wp2+tub1pGR20e1a732Tvzs2UrIUrhlf3Q7w1wZpvL+FywPnvT9IsPnT2zn2n99c18+xqw65/gK596AP0J0ETQ3SULubuvh2fHqUfGkYTQ3RlNyLJEmMpM9QrqZpTO5FV0Nk8j1ki31zQvHJ+BZKlQk21N3HaPoMuhZG18I3jJGhJbUfRdFJ56+QKwxQrMxdqSdjW4iEGkHA0OQJTGvlq1JJ11A6NuB2bqQkBLnjo4y+sLKy8zsNkqwQ8MWpmjnS+Ss01M5233Vdm0zhKvnSEB1NHyIe2sCYeW7BcUyr5KVnhEWuNERT7V6K1UlMq4TtmFTNHONTF/B0KrfnVOuYLoWh4pwIh6/DwPlEbH661+f9s0WBUvUs1ez702G4/qkdJPa14loOmSM9pN++ihr10/aF+7CLBr66CFPH+5g81E1keyPhjSmGvn0SSZVp+fQ+0m/34FQtWj9/kNiuZqI7msidG2L8VS/i6kuG6fi1R9ATQcZe7iJ7ehBJkUk9tpnE/jbGfnBuhpSEOpM0PL0TIQRaNMDwd09RuDiGEtBIPrKJ2I4m/I0xSr1per78BmKFnXwVFJrUjfRbFzDF6kiJXbHJDxTID7y3c76MQirQQdzXSE/+OAAhNUHWHF7R+2/Pb8pthNZ/9wzBjfUMfvkVimf6VzVGZG877b/9cxRO99L/317CLXuhcF/CT2RDjHBzlGibpxDUY35CjdF12/+fNtR+7jESz9w/87twXfp+98vYE4t3XZZ0ldrPPkb8qVlLeztbZOLrL1M60U220EdAjzM4fhxF0YiFmknnr2CaBZrr9jM+1YUQDsOTJ2lK7qFUnZhDGHQ1hKmWUZUAiUgHkqwghJgzRibfg2EVyGR6aU7eS7maxnFmJ32/HiMSbGBk8jQBX5ym5F56R9aXuN5OUGujNP/7z6I13oRL7CKwRjOMfflFqle8SIXrWhTKY7TW3Ucqvo2KOTUj6E1E2tlQfz+ypGA5FaYKvYuOaztVFFmjVM1g2RUEUK5O4gqbwfEjtDU8THPqAI5j0D/2NtliPy2pg9TGNhL01bC97ZOMTZ0jk79CW/2DJCLthPxJtrV9nNH0WbLFm3RGvZYKXkvXRcApG5TPXUWJhlBjIeSgD0mRQb51IsqbQe7MIJnjvQSb48T2bKB4ZQIhBKkPbeHc738PIVySj2ymcHmc4uVxOr70EKMvnMVXH0WL+nFNG2OyyPD3z6AENPr+7m3MTAm3aiPJEmrIx8RrF9FrgtQ+0Enh0jhOySD99lX89VG02GzJvZ4IEt5Ux+X/7xVC7bXUP7mDYvcE/vooka0N9H7tbVq/cB/5rpEVExKfFGST716SShNRJUnOmWDAuogpqtSprWzQtmBjM2BeJOOMslioXkKiSd1Ig9aBhES/dZEJux8ZhQ59N3EliYPNFeM0BTdDo9qJLCkMWpeQUdkbeJzTlR/jcHOp44ieIqqnCCgRFEnFdg1awjvIZu6SkrVDkYkd3ITsUwlubFg1KZFUBTUWRAn551hhxztr6PjZLcQ6E0RaPCJiVWzOfeXEuuz+TyNkv44am9U1CCEIdDZRWIKUKNEQvg2pOe/DcZFVBRC4roUQDo5rIMsKll3GsAqYVgFNCRDyp0jGNhP0J7HtMq4790tsWAUSkQ2k893URDtxHINSZeK6MYL49CjF8jiGmUdVfMiSMidoq6shIsFGfHoU17XIFRcoPb2TIEnI4cDca7JKOKUK3ODUOlW4ylRhviFZOt9NOt+94rGvDL028/Pp7n+Y+blUneR873yx7eDEMQYn5vc+6Rt7i76xt1b8uTdCa6whcmALqCqZf1obWbXHphj4/b+d+V3SFEL7NtP0W59B8q3cnPFWQJIlah/sJLKtwSNKQiDrKo5hYaZL5LtG0OJBcASKT8WpmGSO95K4vwNJlqiOFTCzZXAFTsXEtRzsooE74xElqIzkKF6ZwF+OkXxUnxHsu4Y1z21buILK0BTlfq98O/XYlpmWB157CwXXsGfSQyuBIcpcrB5FCzxCV/VtDOHpznxSkHZtJ+9UXsEvB2nSNlFxC1TEwhFTGYWE2sBl4x3Kbh4HB4HAxWHIusSA1UVKbaFWbaJoTpF1JmjXd6KgUqM0UHSnVpU6UiSVil1Akbx7RZYUZFZu3neXlCwFx2X8+WP4GhPk37k5R8WVYOzEMPn+HLU7Uwz+uHdVYwQ66jzmP7R2T4M7Ctf51Pi3NFM4srhhkRINoqXic953PWzHRFV8hIMNuI5X2jm7OBHky8PIskom34PtVHGcuaLQijFFY81uJnPdxEMbpl+/fgyXUmWCcCCFEC6GVcQVLkF/El0NEvAlMO0ShfIwU4U+bMfEsG4v4ei6w3VxskUs/8IOtZKuoYT8SIrs5cXLVdzqwmJcZ6ro9Z65gxHa3UntZx9DCEHmO4fWHC25HsJycIuVdR1ztfDVR2l4egfv/NY3CLXWUvfEtpnXHGOBFb2A9KErtHxmP+XBDMWeyRkCcu1wpOsMyIQA17wJE0tX4Frz7y0zW8apWGz4FwepDE2RO7+yKMGNO3/9LoTlOEU3i41J2XVQ0LwH/yL76eIwYQ/SpG2i4GTIOCNURBFN8tOibwXh4pfDmKIKSJiiStnNE1NSJNR6Ju2hRcvhl4LlGiiSil+JENfr8SlhitbKn093SckyGPvm6lcvK0E1U2bkyCpXvbLEhn/zUUqXhhn6y1fWd8c+4HANCyEESsBHYEvLkpJuJRpETXmmRlY6j1o7N31mWAUyhV6CvhpKlXEK5TFMu4jjmoxPXaBQHkVT/IT8SapWAcPMz5m/q2aedL6bqpFjIncRVzjTVPhaAAAgAElEQVS4jjVnjFxxEFXx4ddjTOYu4TgG/mAT+fIwqhqgbEwxmesm6K/Fh8B1zVVV/3xQ4BQrTD73BnJgYRO+wNYW4k/cixIJIiyb/JvvUjq9sEbGrRpY47euhPH9hqSp6BtSyEG/FxW6g+FULYzJIvUf3ooWD6L4l4/cVCcKuJaNXhum8uNLM393DQu7ZFD/5HbyXSMULiwuOpd1hdoHOwlvrsNXF8EuGmRPLz5vy5qC7FMxJgo4FYtwey35rpUL4wVelFdmljAZooIu+ZFR0CQfAnfJSIZAMGkPknPGadG2kJJaGLQuE5aj+KUg7xqHaFY3EVS8+c7GouhmqVUakVEouYtHl5dCyZ7CJwfwq2FiegOmW2Gw9O6K33+XlLzPEI5nuLYa+JoSBDrqqPZNrPNeffBh50oI20Fp9uFrr0fSNYSxgLhZkdFScZSQH2HZGFdHUWtu7CshGMss/KUam/JEkJO5y4vui+tajKTPAJDJz39wXhtjfGpuNGcidxGumxcsuzRTwXGnQ5g25TOLC3ElWcJ9dBcKIByXas8IxSWiYXcy1JoIemPtnBX/nQprqkzf3x1FDfsoD2bJHO3FmCwiXJfev/EWkHbJYPzHFzEmplsBWA7lgSnUsA9jcjbVYReqjP7gHL66qJdeEWCM5Rn81juAF+0YeeEMTsVre2CkS4y/dgEcgVWoIoSg1JfGntYIGpNFBv/pJACh9iTWVJli9ziyqrDh8wc59/98b8WVmgKXopulQ99F1hlnwh6g5ObIO2k26/eCJFFwMxju4iRURqFdvwdFUlDRKbhTCARVt4yEzEZ9D6qkXUdsBGW3QIPWQcHJYInVec64wmbS6GfKHEGWZGzXvKmIy11S8gFGdF+H1yX1LuZBmDZOoYxbF0cO+PBtqKPaPTRvO1nX8LUkkWQZYyg9G7q9i7v4gEBLxdAbVteZ+4OIwsWFIw7Zk57mT1gOpauzLQRkXcXfGGPyUPeMHwl4C8JyX4Zy32xqwS4a5M95qRa3alG4OOstk393fgrGylawsh4xcMom+XPDSKqMvyFKdaJA5mgvgeY4WmTpDu43wsWh37yAJvmwsXCwEQj6rS50yY9AYAoDh8WrSF0chq1uJOTp7SsIXMqiyCXjOBIyLs6ciIuNiSUMim521aXIiqSjSCqmW8avJKj1tTFRvYojVlbx+sEgJRLoqSi1T+0henAjel0MXIE1VaJydZzc0cvk3r40T92sJSPUPL6TyL5O/C01yLqKXaxSvjRC+oenKZztB2fue9SaMM3/8nFiD27xlOayhFOoMPSVV5n6yRIrMVki0FFPw2cfILS9GWSZcvcI498+MueLsCbIEqGtTSSf2UdwUwO+hjiSplDz9B4Sj++c3U4IRv7hEOPfPjL3/YpMsKOO5Mf3E97RghLxY+fK5E/0MPn9ExhjOVgnzwG9OUnq0w8S2LYBWVMxRzOkXzhG8UQ3YrrlfHhvJ7WffAC9sQYrnWPyW4cpnLg8sw9qTYTUZx4mvG8jAIVjl0h//yjW+PJhRUmRsSdyuE21KNEQgS3NC5ISyafha/UavRl9Y7AaS3ZFnq5OkJCQvDWBEOC43rVfay5ekrzxFdn7efrPArxz5boI1123azcDWUbS1dmiDlcgTPu20BasGZLkHdv09RaWszLdiSoja960uez5kCRknwaSF80RNxBeSVW8e2f6BAshvAZ+jus1IlzsNMsSkjx9v6kKvrYG1GlNlCRJyAF90X0SrkBY9vrfK6vFzHdHns2wznx3nDW7aNU+2Enzs/cydbyP/Nn53/9bAWG7ZM8M0v5L95N6dDPCmY7i3OSxWBhYYq5A1sbCXuHDHVhEBCuoivm+RxIyITmGI+xVp24AYnodIbWGscpltsUfo2BNEPXVcSm7MgH2B4KUBDY20PqbH8O/IYmVKWJPlUACOaARPdBJdF8HxTN92PnZUJakKWz6D59Hq43iFKs4JQOnWEXWNeIPbSV6bwdDf/s66R+cmvMFdSsmhdO9uLaDGg0Q3deJ7NeXDo3KEvGHttL6mz+DpCtY6QLCdPC31NLxe8+SfvnsupwHSZLQEmG0mhBWpojs19BTMexsierAJDP+3kJgTc6tTZc0heRH99L8Kx/BNW3sXAk7U/L+/vQe4g9tZfAvXyF/9PKKS9cW3U9VofFXn0LYLiN/9iLIMoHOetzirHNicGcrDV96itxb55n81iEC21to/rcfZ/C/f4/i8csosSDN/+bjSLrC6F//CElVqHl6H8nPPMz411/DKSydO5dUBWsih1OqosRC+Le0wItH520n+zR8LSkvPNs3hq+jYfY8LgM56EOrryF8cAvBHW3ozUmUSABh2dhTRSoXBymeuETl4iBOrnjTDwJJVVCTMQKbmwnu7sC/sQk1HvZSTQLcchVrMo/RP0b10hDl832Yw2nvgbZGSD6N2GO7Sf1vTyKH/GA7FI9fYvzrr2CNrK+x3/sBX1sd9f/6457eSMDE11/2BKLLIPGx+6j7l0+DLGFcHWH0z75PtXthEaPeVEv7H/46kl+ndLKb4T9+DrdiIAd8+DvqiTyyi+CONk9krUg4+QrWZI7K+T4KRy54JPoGcqE11hC6pwO9rQ5/Wz36hhRKJDjzuhwOsPlrv7vo/lsjGUb/8gXKi+hv3ivIQR++tnpCezcR2t2BVp9ACflxqybWRI7yhQGKR7owesdwCqvXTqXf6iH91nt/rOXeNOf/44tLbiNJyrSf0e1AECUa1HZq1SZGrCsLkpaVjyQhSVAX2Mh4pYeRyiV2xB9f8ftvf1IiScQOdBLoqGfqJ+cY+fs3sSbySIqMlowS3NSA7NPmEBLwVj5j3zqCEvRRPDeAMTyFsB18DXHqP/cgtU/sJv7gFvLHuuc8wN2KSebVd8m86mkItv/pr6HN0xjMhb+llvrPPYgc1Bn/p6NMvvAOZrqAlghR85F7qP/sg+tyKoTjkj18kexhz+Sn+Vc/QuoTB8gf7ab/v//zku+N3beJpi89jpUtMfa/DpN9+zJ2vuzt4+M7qfv0AzT+wsPY6QKli6tRis9CUhWEK7DzZZxSFXMkM1eEqMjUPL2PytURJp47hDAsiqd7CG7fQM1T91I8cZnw7g60hgQDf/hNjP5ZzUzd5x9DrY0sS0pQZKyJrFc1APg7Grz9umE1rNZGURIRXMvGHJrE19m4omPUmmqJf+ReYk/sRYmG5vo36BpKKICvJUX04Z2UzvQw9eJRyud650XmFt39eIjoQzuJPr4Xf2eDtzK+DhIg62HUeJjApibEh/dSvTTIwH/4Om55baZWckAn+thuaj/zqEdIHJfC211MfuPHdwQhuR7XrNRX876b2Vb2acghP3LIT/yjB6j52fuQ/XNFvHJSQ0tGCWxuQlIVjKsj8+7X6EM7Sf6LDy+6SLodfESWg95US/zpA0QfvQc1MXduVTQVJRLE39lI/Il7yR96l6kXj2JcHb0zInTT0LQQyeR2crk+yuXbQRMoGLF7GLHXTuAs10BXQuiyn97CO8jIuDfR1+kDQEpAUhQkWcLOVbAmiwjbRdguxlBmyVLYzAIRiupAmtF/OET8ke1osSBaIjwvqnCziOxpx9eYoNIzzug/HsKteAIha7LA+LePEt6xgejBjWv6jLVA9mskn9mHpKukf3SayR+cnvmCW+ki4989jhINUvfsfUQPdFLpncBdSBS6QrhVk/T3jhD/8B7qvvA41niO4ukeSmd7ccsGkizhb6/HKRvUff6xmfepsRBEBJKuotXHUQI6NR/dP7MvWl3MIxHhwGIfPQNJkXFKVayJLP5NzSiRIFp9AnPounb1soR/UxOSLGGl89hTBS+kvsy8rrfWkfz844T3b0bWNYTrYk1kMQbTuKUKqApabRRfax2yXydy3zb0+gST33ydwuHzy+67Vhen9tOPEn18N7I+XV0gPJJnT+a80ldJQgn5UZMx5KAPXEH5XO+aCYmka0Q/tIfaTz2Mlox5RPjVk2S+9SbWxJ1bwXKrIeleRC58cCuxj+xF0lUvWjmRwzVMJEVBSYTRUjGcQoVq7+iC6aTKpUEyzx+CayRVkvB3NBDa3Ql4FSVTL82PCF6Dky+9r5VIelMtdV/6KKF7N3nl3LaDMTyJNZLBNSxkn47WmEBvrEX2acQ+tActFWfi71+hevHO8eaJRjfQ2fEk3d0v3SakZP1QsqfIVAdwhTPjVzJcXrkI/fYnJa6g2DWIMZal5old6Mko2cMXKJzuw86tLqxn5crY2TKS6vUBWAskRcbXXIMS9JF/p2eGkFyDsB3yJ3veV1Lia0qg13s6nKk3LsxbcQjLIXe0m7pPHSTQ2YASDeBOrM2Gv3T6KsbAJL6mGkK72kl+6kHUWIjsa2cAL2/ulKtzIh6519/FzpbAEV79v2HiFCozpMQpVKheGV3ZpDrdUNHoHSN8cBuSpuJrr59LSiSJwOZmAKyxLHa+vGwFgxILkfiZg4T3b0HWVYRtk/n+EQpvd+HkSrimhSTLM+HpmmfuJ7C1BV9bPakvPo05lsW4sngkSg75qfnUQx4h0VSEEFgjGbKvnqR6aRAnX555WEk+DSUcwNdWT3BnG7nXTi1/XpY5Z7En7yX56UdRayII2yHz/bfJPH8Yxayy5cEasqNVxq/euaXItwpKNEj8mYMEt7XilKpkv3WU8rk+3FLVu56yhBzwodUl0BtrqF5a+AFcPt9H5eLAjAmjJMvEntp3HSkxSf+v1xeP/rjiffNskfw6qX/5NKH9m5EkCXM8S/alo5TOXsXJlxC2i6QqKJEAoT2d1H7ai9QFt7dS88z9jKcL2JOr1zrcTohGmlHVmxO/flDgCIuMMXv/2sKY8/tyuP1JCVA808/gn/6Ahi88QuzBLUTubcfKFMkd7WbypZOYY9mF03KyRGRvB9F72/G31KLGgsh+DVnX0JNhqgMGa+2zLvlUlJCOJEuYiwgwzYn3t9+MFg954jwhvHO1AJxSFadooMZDnjhvHWBnCtiZApVpe+/QzlbyRy7gFKuULw0h+zQyP3xnVgAo4Qn9bAdjKI2wXPJvX8AYTnvX95pkZgGzovnwGipWe0YQlo2kq/ja6ikcmu1jIsky/o1NCCEwx6ZwcuWlbwfJi6zEHtvtERIhmPjH15h68RjiRuOuNJhDaezJHHW//FH8m5rRUjHqvvgUA3/wtUXTOKG9m2ZIlABPt/DnL2D0jnkCxQVQ6eon9+PTuKXFO9rOwwIPrcTP3EfyFz6MHPDhWjaZ5w8z9b23cAoVtIhKrN6PUXLmer7MUd0u8PtSf1vqPXcYtGQMrTaKOZph9H9+j+qV4XnCV4DqlWHv2i9yrWfE09MQsgw3kAzXsG7LVEf8iXtnyJOdLZL59hvkXjs971jtyRzm4CTCsKn71Z9BUhVC+zYROHqBQjr3gb9PVDVAKFyPLGvT6bbrJ50P+MEBASWGrvjJmavriv2BICXCdsi/c5X8qV4iu9qofWo3kT1t1H3yALVP72H4r1/1xKTXCQl9jXFaf+vjhLY24ZQN7KkSZjqPM5pFOC7xxJZ12rvrbqrF7ifn/XWTFIv+stCWYrmNloXeVEvNMwewMwXM8RxaPERodweFY5dxKxY4LpnvH6X5Nz9Bwy8/RendPmRNwdeaonp1lOyrZyie6iFyYDPN//bjTP34DE6hgl4XR9JVMi8e8yIqK0C1dxRh2shBP77Wem+FOT1hK/EQWn0CbAdrbAq3vPRDXQ7oRB/djTTtMlrp6l+YkFyD61K5MED+jXfRm5LIQR/+jgbC+7dQPHph3uZKNEh436YZnxS3VGXsr/6Z6uWlqwaE7SCKN2eaNWOrjSeCjn/0IKlffAJJV3GrJlMvHiXz/OE5RCdUo/PwAwk+pLdy6v9n782D5DjT887fl2fdVd1dfd+N+yZI8ALvY8gZUnPPSFpJ1kqy5VhZ2thdex1rR3jXa8euNxx2WN7VrKzVbUkjjaQ5OMOZoXgNCYIHQJzEfXej77Puqqy8949sVHeju4EG0CABap4IkN1ZmV9+VV1f5pPv+7zP+3cTXNiX4bnfWkM4rnJh3wzFGYudL7RQLTuYZYdz72fY9HgaRZOIJFXe+P1+tLDMvS+0EE4qHPrBOOGUypan0vgejJ4u8uH3RqmWPn1l2UE60WD6W28FkY7lRM+ev7Sfzl0OKRYm8cR2hBY8HFVOX6aw9/iy5Mu3HbKvHST1ufvROwJjuNjOdVSO90PJZvfu/4VyZYozZ75bS3/Iss69O/8R0WgLQ8PvMTDwVq1/VDLZzbatv8TExFH6B97EcYLvtabFaWrcSnPzDiKRNAAVY4bJiWNMTB7HsorMvx42pjezbt3PMDF5jMuX91Bfv5a21vuJxVoRQsIwMkxMfsTY2CEcZ17hhZDo63uOeKyNWKwFVY0ghGDTpq+xceNXF7z30bEDnD//wwVNPW8FQsjE4+20tuykvn4tqhrDtivk8gOMjh6gWBxe1Bqjp+dpujof4eKl15mcPE5z0zZaWnYSDqcBn1JpnLHxQ0xNnsT1Fl7/wkqciJL6dJOSGjyf4kcDFI8NoDWnSD9/Dw3P76Djv3uO8rlxqgOTQHABaPu1p4ltaqdwdIDRP3kL4/JU7UIgR3US9/SsypR8y8EzLHzfR0svLYi9nlD21nHtaI+TLePZDgiB1pLEHF6sw5GjOnIshJM38Jaya74BuPky9kSO6JZuYjvX4hYr5N85Qf69U/hWcMGtXp5k+BsvU/fMDlJPbguiI4NTGOeDqIpv2oz94avUPbmd6M4+5LCOnSlSPHge11i5qY+bK2NPZpHrYih1UZT6OM5MYNEeWd8RfD7FyopSQlIkRHRHX/B04/sU9hyrvZ9roXzsEslndhLqbkYKacR2rad04Mwi7qc2ptB7W2riy9Kh8xinb67f0vXgGcFFWQrrJJ+9l/TXHgsISblK7rVDZF56b1HkxTFdDv5gnMn+Ms/9Ri+n90zz3l8OkWzS6diawLF9qiWHH/yHc2x5qpHe+1I4lsdbf3KZZLPOo7/YyeiZEsOni2RHDXZ9sY2z788wcaHMvr8ZZvfPdxJNqZ9KUgJQOTmIcX7kzinH/RgR2diJUhdHCIFbrlI+ujjVvQieR+ngOfSORoQQ6H0tSJEQTtGkXJ5C06LoeqJGShQlTCTSjBCCSKQRRQnNkhKBridQ1QjVahbXDdZsNNrM2jWfI5XqxbKKVKs5EAJdi7NmzfPU16/lwsVXKZfn+aIIEdzkY6309DxNW+suTKuAaeaRJJlIJM3aNZ8lEe/k3PnvY9tXUp2CZKITEFSrOYSQUdUwhjGDZS18wKpWszclvl4KkqTS0nIvvT1PIss6plmgYkwjSQrphg2kGzYwcPktRkY+xPPmrmVBBY1MKtlLIt5OOr0J0ypSrWaQJI1ksot4vJ1wqIHBoXcWtNZwfRtJyISVJO7smD4etreySO7dRUquwAdrPMfYX71LeE0ziZ29xDa110iJnIwQ6mjA92H6lSMY/ZMLDtfb6pHj4UUVOzc1FcfFHMviGRbxnb1MfGcfXnXejUoSxHb03PJ5ljs3QiCFr51uMUezWGNZtMYkdY9sZPxvPlgQ3hWqTHLXGoQQGAOT169suQ7ccpWZl/cz8/L+5XfyfcyBCcb/6LXldzFtMq8eIvPqrTUorJwZIrShEzkaRm2pq5GS0IbOYL75gLhcD1prfa1BnFe1MC6NrugGY43O4GSK+F1NIEtobQ1I0XCtMugK5FQUtSlV+73w7uqUki+CH3SCFSGNxBPbqf/iw8jxCG7JIPvDfWR+uG9JwaxZdqmWHOyqi6LJtG9OsOmxBkpZm1hKozBhYpsevgeu4yMrEq4deG9YhosWkokkVRo6Qsiq4NSeaYSAwpSJ6/hBxu1Takrqex7m0CRudunmaZ92aF1NgSCbIL1kDqzAct0P1s4VqM11SCEV8CkWR2hu3oGuz7WESCTa8X2XipElEm5AUcLzyEITrmtSNfP4vouihFjT9xzJZBeTU8cZHz+KYUwjhEw00kRb+wPU162lq6vCuXM/WNCxOzhXF/F4ByMj+5iaOolpFVGVMI2NW+jqepy6uj7S6c2MjR0M3orvcuToHwGg60k2bvgS9fXrGLj8NhMTHy182/6tR6sDCOrq+ujteRLf9xkaepep6dNYVglVjVBft5b29gfp630Wy6owMXFk0QgNDeuw7QqXL+9hJnMexzHQtTitrbtoa9tFU9NWMtnz5PNzHa1tzySqpAjHtmO7Qfds0y2vWOx6x5MSOaoT39kLPhj9E1hThcA+PKITWd+GWh8DWKDn8Ks2nhW0oY6ub6N4dADPsJBCKrEtnTR99cEF3XpvFcWPBqh/ZhuRdS00f+VBpl87hp0poiQjpHZvIL69a9XONR/maBYhINzXTHRzB5Vzo/g+yBEd33FrTyKeaTP1w8NE1rfR8NwOrJkihQMXcYoGSjJC3WObqH92O9WRDMXDlxaSqk8BqmeHwQ9EpFpLPcbJYAGF55OSZbQ286G1NtR+dnKl5dM2V8NxcTNFcAMhnxTWUVJRrPmkRAjkeBR5Xq+X5fwvVgO+5RDbtZ76L+5GrQ8u7Pk3DzPz/fdXnD7QQkFappSxcGe9bRo6wjz41TbCcZWxsyXWPlDHzhdaiKQ0jr46gWN6dGxJICkCI28RSWmfhjT6deHbDm7u098YcDmo6WStkkyO6NR//mHc66RLYeGak3QtaBfhB6Skvf1BdG2OlKSSPdh2iUzmPC0tO9G0KOUyCKEQjTZimgUsKyCFDQ0baGhYTy43QH//m1Srcw8lhjGD59lEwg00NW5hZOQDCoWFQk1F0RkbO0T/wE9qEQbTzFMxpknV9ZFKdpOItzM2dogrX/Ar6Rjf92qREN/zVi1NczUkSaG9/SFUNcrg0LsMDr1XI1eWVcQwZpAkhe7uJ+jteZJM5uy8yM7cGOPjRxgafh/fd2vv07SKJJNdRCJpwqG6q0hJlbHKuQXjrNTNFe4CUiKFVJIPrSe+oxu3WMUzLXzPD4ylEhG0hhiZt09SOjlUO8atmGTfPkm4u5H0CzuJ7ejGq1rIIQ21Pkbh6ABF6xLabBO2KxCKRPyeXuI7upEjOlJEQ2tKIlSFxi/sIn5PL65h4lYspn5wACcX/AGNy9NMvnSAjn/8LE1feZDk7g14loOkyijxMBPf2Uf7rz296p9N/sPzVIcfJNRRT88/+/xcNZIsMfntD4JKm1kUDl9i5E/fov0fPkP7rz1N0xfuD5xVVQWtMYFnOUz87Qe37FFyJ8I4Nwy+jxwN1ey45UQk+Nn1sCdzuCvQZMjxuVJkz7BuyKnXLRv4vh8okGaJycLBJeSoXiPLvmlfV+Ny0xCg9zQT3bkWbV5kJrSuo9YG/mqYZYdT70xhVz0c0+O1371IYcoiP2nimB6e59PUE2XqcoXz+7O4tkcoqtDYE2HgSB6z4jAzYiDLgsywgaQIqkUH1ykjJLCqLgdeGqWc/XQR4ivwncWOrn9vIARSSKu5JUthncSjW298GGnWIRefcjnQK2h6AlnWcF2LZKoHx6mSz1+mqXELkUgjudwAkhREPwJSEqRKmpt24Hke+cLwAkJyBUY1Q7WaJRJJk0h0LSIlAMMj+xekPAA8z6FQGKQu1YuihJEkZdE+Hxc0LUZdqg/TzJPL9S+K9niew/TMGVpb7yMUqiOZ7GF6+tSifcbGj9QIyRU4TpVSeZxYrAVFjSCEVCNXtlclZ918j647npQ4+QqZN4+DD9F1LegdaSRFwilVMfonGfvzPeT3n1/0dD/1w0OYYzmav/QAens9QpGoDs8w9hd7ye07R/r5HdQ9vnlhGkOWiW3tIv25nbO5QzG7kHzCPU2EuhuvtG8kt+dUjZTgemTfOoE5mqH5aw8R3dCGkCTK58cY/qM3Mc6P0/TFB1bPbr722Rhc/Dd/Q/PXHyZxby+hrnQQGh3NYi9hJpd5/RjGhQkaP38fsW1dyLEQbr5Cdu8ppn90hOrQ9KrNUetsxy0UcfOFmx6j7me/ROm9/dgjt9aEzsmXsMYzaG0NKA1JpGgoaNKnKniWHZizrSSHO8+CPrAEX/kcFgwvWBSpE7N+PLX93WvYjK8Ckk/vRKiByR3CD8qjN3TS/OsvMvaN7y/SyvgelDNz26YHg+/XxMW5fHh9Wxgj7zB9OVgXTT0RzLLLzLBBJT9b1o3PzPDSBDA/cWseKx8L5JuMsPr+qukE7jpIYs5Xhdm1cy0b/RXAdipUqzl0PV67+UfCaTLZCxiVGUyzSDzWgiTJyJJKONxAqTSGbQeRkkSiA0lS6Ox4mLbWXYvGF0Igy4GgfX405gocp4phTC/aDmDbxuwYEkLIcI3+NLcTsWgzsqxiWSVMc+nrcKUyjeuaCCGRiHcsIiW2XaFaXcoLzMdxgvUqCZn5usak1kxP7N7a70IIKk6Oc/n3VzTvO56U+I5H8Ug/xSP9N3ac7VLYd4HE+QT9+VOL2rxPfGc/E99ZqHnwTJvRP32L0T9968bn6XqUTw1z6d9+e8nXT/zy79zwmCuBNZFn6DpurlfgOx6V82Nc/k8/vC1zAQIyF9KJPrSL6ulzWIBnGMFNTpaRoxGQpUAgXJ69oSkycjQKQuDbNl45+FtJIT3wDRECKRrBt2x86yY6V/o+xtkh9PY0SjqBkooRWtMWzKNiUr28spbi87U2kq4GvWhWCDmszfU4cdxFqR/f8/GMuZuyFNZAkReVe64WhADz0hjZVw4QWtM6a+ilEtu1nvTXH2f62+/ccBXIxYNZLh6ce+qcHKgwOXB7hLqfFK52Yf0pVgDXwzetWlm/ky0x+Uev3FQksNofrFXXtalUptD1JIoSRtdbQECpNIZpFTHNPLFYW0BWIo0IIVE1czhOFVnWkSQF8PE8Z1H1yBU4s5EF11tMlh3HvONJpqoG7Qdcz1k2WuP7bk2kemX/+eLYtm0AACAASURBVLhSpbQ0ln7/ZTtHfynQAUoopEOdmN7KvY3ueFJyBaocJqwF6RZrlmA4noXr2cT0RkrmFDG9Ec938X0Xw84RUhMUjfHahx5Sk2hyGASUzQyqHLpqjEmiehpJyFhOmaq9sBzsp7g+hKIQWrcGfU0PUjSM1t2JcfwU1tAI4c0bCG1YGzQosx1K7x/AmZomsm0z+tpeQOBVq5T3HcSZmhO4ad2dRO7ZQuXYKaxLl5c/+XLwoXpmCJ7eiVqfQE7FCPW1BmWahok1tPQTz9WwJ3NByEMIlFRs5X4ukkCui4Mk4ftByeciMbHr4ZaMWrNChEBvT1O9htHarcA4N8zYN17CnshROnIeOR4h/vBmpJBG4qkd2JM58ns++vSmHK5e1ivUmCn1sVu1Nvp7icD0z0FoKrgu5tAk1vDK1t1S8LyAlDTFWlCUEIlEO8xqTWy7QtXMU1e3BlnWicVacJwqVeMKYfaDnn+uxeDgXsbGD1977u5SEbzVEqPePnjerMnifNuKJSBm1eVLaVtuRu/i+CYFa664pOxk2Jh6nCFWJty/K7TuAonm5EYS4VYiWj26Gqc+1kNUq0eRdLrTD6LKIXobHyamN6CrcQQyuhqnK30/mhJBlcM0JdYTCzeRjLTTktq0eAwpRHf6AWKhRjTlqn4mP8WK4Ns2xrGTWIMjlN75gPyPXsMaHEaKRghtWEt5/yGy334Za2iE6P33IMVjhDaup/jOB2S/+zLOxBSRe7bVxtM6O4g9dB+VoydujpDMwrgwiu+4KPVx9Pb0rIBOYE9kcQsr8zwxh6dqzcHkaAitPb2irsJqOolaHw860no+9nQeJ7+4CsPJlXAyc2HW2K7V8tJZDGtkuibudbMlpv7qJ1RO9OP7Pmp9grqfeZDItt4bigbdTfA9b87AThBoHq4HRUbvbFpVkfzq486cmzk0WavoErqG3t18S+N5nkO5MoWqRlDVEPF4G57nUiyO4vtujYBEo41Eok1BumVWO+K6FrZdQggZRQlhWcVr/ptf7no3wahmAB9F0Zd1j1WUMLKs4fs+VXN12g+E5QSdsW21f92xHVTdlVed3RVXHFUJEVLjTBXOM54/Rbm6FMMWuL7NZPE82fJlPN8mXxnBnM0hhrUUvu8ymT/LRP4M6fi6RSO4vkOpOoWmRPF9944Pz91NECEd33XwDCPo4zKdQU4mkEIhfNvCr1aDaEE2j5yI1Y5T21uQ0w042Vuzl3ayReypHJKuEt25BiUVC9I6y9h5LwWvZFA+MTD7hgSJR7cGUY3rILKlB6UhyEt7lh0YQC1RSuzMFBY0H0w8tnVBifDthD2WYfJPX8W8FOh3tI5G0j/3ZHAT/hTCt5wF/Z30rsbrHhPqbQk6+t5J8P0FDseSpqyIKH/cCDpll/F9HzmiE7t3Xc2E8Gbg+x6mmcfzHMKheqKRRgwjM2t2BhVjGscxiMfbiUbSOI6BYcxpI7K5S0iSQizWiqbdbh+pxXO/AkleHffspWAYM7O6myThcMOS+wR292HAJ5e7MYnEcvDx8Xx39p9Dyc4wVFq5vcFdQUpcz0GS1LnKhNmwmSTJ6GpsNqLh4/nOIpXw3Bg2kqQghIQi6bV84fwxXM9mJHOUgjFGKtKJKn86exN8HPBtGyk09/l5xRJCUZCTCZAk9J4u7Mlp3EIBoetIiQQoCmpnG/a81I3x0UnK+w6SfO4phH4LFzHbCTqNCkF0xxrkZBQ8j+q5a7ulzodnWBT2nsAzgyen6D1riD+8+ZrHqK31xHdvQU5E8H0fJ1OkuG/pen17phA01TNMBIEvQ+MvPo2cWJzrvR0wL08y8cd/hzURPFGG+lpp/vUXVtQA8W6DWygHJbqzDx6hNW1oHcsTE6GrpJ69FyV5h0VQfR+vauHNptmEqtxyFOJ2wJ7MUTxwNiiLlyWiO9eSeGTLyiNxQiyKUNl2BdPMk0x2o6pR8oU5/ZJRmcG2q8SirYTDaRynskDsOTK8H89zSSQ6aG7ePqsxWQxVjbLa0SfXtXC9wHAzEW9f1bHnw3FMxsaPoqpRmhq3ousLq00VJUxz8w40LU6hMESxuDqp4qpbZLR8ZvbfWcaNC1TdlbdauSs0Ja5nMV28yNqmx/FwmS5cxLRLtNfdg2mX8AmY53yrXFnS6Ek/SDLSSmfDfYzlTmK7VdY2P4EQgv7JvYS1+gVjRLQUfU2P4gMzxYvLCqB+iuujfPAoqRc/Q/Th+ynueQ/zQj+l9z4k8ewTJD/3LNboGPm/+wl+1aS4532Sn3kKKRrGvDxE4Y09QEBs3HIZs38QORYl9uB9FPfuu6m+Hr7tUu0fJ757S00L4tle4LC54kF8jDODFN49QfKpe5A0lZZ//CKSrs5aZs9F14QsoTamaPyFp4neswYhSXi2w/S33sItLCP6cj2K+08Tu3ct4S29IEnEH96CnIwy87fvUL00ju+6s+8/aDiIJKGkYkS396E0Jpj+5k9u+LOZD+PcMFN/8SbN/+hzyIkI4Q2dtPyTLzD6n7/zqdKXeIZFdWCcmLERORJCqYvT9MufYeKPX8GZKQRVSQRlqHI8Qt2LDxF/JChj9X3/jiImTiZoVKe1NYAkaPzFZxj7ne/hlapz0V4havd03/FufA0tqha7wffv+2Re/oDozrWE+lqRk1Ea/8FnUJtT5F49FJTke1d0GgEBEZJASSeD9bC5m+yP91M5Nvc0H1SG5Eml+pBlfYFXhlHNYttlkslOFEWnXJ5e8MBarkxwqf811vQ9R1/vZ0gle5iePoNll1AUnUikkVSyD9c1OXX6bxdYxs/7FG7sM5iF65qUSuPU16+jpWUnplUgm72E73toWhTTLKwKQfB9l7GxQ6SS3aTTm1DVCKNjBzCMGTQtQWvLvdTXr8NxDM6de3nZB/obhYRMU7iPjthWVClE1hzmUuEglrcyU867gpQAZEoDZEoDC7bNlC4t+P3s2Bu1n13P4uLkXi5O7q1tK1UnGc0eq/1esXKLxjgx/PIqzvrvL6z+y0x+4w8XbLNHx5n5s79etK89PMr0n3xz0fbMX3239nPx7fduaT6+42AOTuDPPqlBoBHxyjfmXuvmy2RfOYDamCKyuRsprNP86y+Qen4XlVODONkSkiqjdTQS2d6LEp9VwJer5F4/tKAh4FKwx7NM/e07NMfC6N0tQTOy7WuIbOnBGstgDU/jlg2EJCEno2it9UFKQZYwTt285mbuDXqUDp5FbU7R8OVHkSI6sV3rafyFp5n+67evbw1+F6F08BzxBzYS3tQVPL3ft47OzkYqH13EmsghFAm1Kfg7ay31uCWD/JvHST57782XBt8GmMNTGGeHUJtTCFkmuqOPrn/7K5QPX8DJFkGSkKMhlGQUt2qRfeVD7HlOqfMhJ6NIkdmqN0lCyBKSrgbVarNlvUJV0LuaCG/sCqKGrheYgHk+XsUMNFpLpCe9osHY//092v/nrwfl+YkI6a89Qd2LD2FeGsOeKQR9qnQVJRVFbalHSScRQuBkCuTkhanSQNCao0HdgO97FOZFSnzfpVyZJJXqwfPchVbxBCmUkZH94Pu0tT1Aqq6PhoaNs6LPoCrHcUwymfO3xdxsbOwQsVgrqVQPPd1P09vzbO28A5f3UCyOsRpC2mo1w/kLP6av9xkSiU42bfwqQsj4vofrmpTL41y89Bql8s31qVkKca2RuJbmdPZtTM+gKdRLX2IXZ3J7r38wdxEp+TQhXN9GqK4Z1zIoDC1uzHYjUMJxYi192OU8lekhfG/1S0j1ZCORxk7sUp7SxKU7sgPpdeEHpYjOTKGm07jZvjLmpTGm/uIN6r+4m+iONUjREKHeVkK9rYtP67hY4xnybx0l++MDKxrfODHAxO//iPovP0p4fUeQMpBl9I5G9GVSDL4XhPFXA75pk3/jMGpDguQzO5E0leRT92BPF8i9cQj/U+L4a49lmPnuuzR8/QnC69sRkoTWXIf23ELfCt/zsadyZF45QOmDUySe3FEjtncC3HyZ3JtHUNJJIpu7EbK07HelemmM/NtHlx2r/osPE7t/I3JYR4RUJF1d4J8DIMfCNHz1MRq++lhARkwbz7TxqjalQ2eZ+c5e3GUaZlrDU4z+9neo/8qjRLf2ICdjyGGdyJaeZefkux5OrrSgZB6CiEM2ezEwT3PMmlvrFcxMn0WWVHzfI18Y4mp4ns3wyAdkshepq+sjHK5HkXU8z8G0ipRK4+TzAwuqb6rVHJNTJ2ZdWZe+1pbLE4yNH6FYGF52H9PMc/bs90inNxGLtqIo2ux5A0fa+YREa60j1NOMOTyNucJKwfkolUY5c+Z71NWtIR5vr/UEKlemyGTOBT1/Fh0zzsTER8v6mwQkcJgx+Qjl8uSC+cpCxXTLlJ0c4DNdHaAh1Lni+f6UlKwWhEDWwni2eV1ikOrZTvP2JzFy47dMSlI92+h48AsUxy4w9P73sIpLPwHdChLtG+h4+IvkL5+kPDWI796dNyW3ZGCNzdRISeX0zUcWqhdGmfyTV4nuXEtkWy96dzNqQwIppOE7Lm65ij02g3FhlPKRCxhnh1fUvO8KjLPDTPx/PyKyrZfwpi5C3U0ojSnkSAihK+B5eFUbt1DGmshhDU1S/ujS9QdeIdxChZmX3kdOxog/tAk5FqbuhQcCTcyHZ26bf8rHjfKRC7iFCrGHNhLe2IXWEvTFEpKEZ5jY2SLVcyOUDp2jcixoIufkSmjNdZ/01BfAOD3I1J+9TuzBjUS29KA21yHHQwhJqjUNtTMFjDND1+xtpTYk0VrqV0y6hCQhwnrNoVhtSC4iMVfDvDwRrJ1tvUQ2dwdrpzmFFNYRqoLvungVEydfwh7LYg5OYJwbwRyaWjTW1NRJpqaWjj5msufJZM9fcy6+71Eujy+KpCyHYnGEYvHaKd+ZmbPMzJy97li2XZm1ob8GBKSe2Er6yw+T33uSkW/8aEXzvBqWXWJi8iMmJj+6/s7A1PRJpqaXj+p6nsP4+GHGlyinttwyeqiDrtg2HM8iqtSRNVeejgoUop80hCDx2CO3NIRnmpT2r+xJ9HYgXN9G2/0vMH7kDcqTA9fct/Xez9ZIydmX/vMtnTfVdw9dj3yNwvBphvf9AMdYuaBopWjc/GiNlPS/9c07mpRorfWozXVBo8Thadzc3NOTUGW09nRQeQMY50cWdcIN9bUixyN4jhOkSvLXKRcWICdjgW9JREcoEng+nuXgFY0ln/BuCEIgRUMoqShSJISkKqBIQdWFE5hSuaUqbqF8zdSKmE0pXWkoqCRCFD88V3NCVpJhWn92N0N/8OaC49SmFGprfa1zsT2RC5oXLtOIUCgya/7VV3DyFZyiwcwbx4MO3ctcZUJdaRL39jL50sK1G+5rJrahjalXFjcJE7JE+sX7cAwba6qI73pYI9PguUiKgpUp3nAnXqGrKA0J5Fg40BwJgW87eFULZ6YQ3MiviGLXdyBHdNyKiTU8tWTzwitjhtd3IGQpmOPoNM7M6q/Pq8+pppPIsVDgCSJEkF5xXFzDxCtWcAqVuXLoq6B3NyOnbl7M6+TKWCNTCyqClp+sQI6GkFNR5GgYocqB8NXza5+9WzICj5NPkZ7pRtHwxQdp+tojzLxyiMm/3PNJT+e6EEjE1QbiWhohZKpOkZw5huOvLJJ7Z0RKJEHdC59b/vWaQqv2H2pCPwhKTHP5T5SUxFr7iLX0IesfT6XEFeQvn+D0eD+ea+Oat971+K6BEETXbQZ8yufmrJGtsQzW2FK2yOA7PmqoCTdTxhhcOqpQvTQ2e7GM4ZZW4F/ig5srLSA/qwrfxysZC5v33cwwtovZP44JIAm6fuMzVE4PBWWxfqATiG5om7emgv/Zk7nANO6q7ctCEoQ66jn7/7xCfGcPdY9vxvruftzSLPm7ahw5phPuTi/cLgLSFOpsWPK8vueTefMYnuksaHCXvH8NUkjF3n/hhm9ivmljj86syBC8usIyct+cLf/+GOGbdkDQbhLm5QlYBWnSiuD7Aem4xe/2px3ZVw+T33tqWfJ7p8HHo2BPUbIzIMDzPW4k9nFnkBIfKqdOL9qG66Ck02gd7XgVAyczg1ssBc3VEgmUhnqkcJjSwcMYJ058IlMPIIg19yJuY835cvBdB7tyax4edyskTUMoClIojO/Y+I6DpIcCEut5eJaFkCWEGpQS+66L0DSEZSIUFSSx2LZektDTTUQ3bCW3fy+ebSMUpRaS9szq3ampmYVSF6Xlaw9Rt3sjelOKysAkUz8+EgiAQypdv/k8enOK0slhJn94CLdUJXH/Whqf346QJfIHLjLz1slrRmV818POlKgOzRBd04JQZYQq0/pzu4lubAfPY/y7+ykeG0QgCHc30vvPPo8c1Rn/9j5Kp0cAQWRdC73//AvIYY3Rv3qPyrkx5Fgo6Fv12EaGfu8NymdGQBLEtnTS/NWHUCIa9U9uIbv3DJm3ry0qvgIhKciqxpWqD9cy8D13drsO+LiOfcdGCKWQgqyrOMVqrWroaihxHTwfp/zpESr/fYFXte+qzu1RpQ5djpIxR8D3UUWIpkgfI+VT1z+YO4WUeB5Tf/YXizaH+nqp/8qXKb77Pvk97+DmF9581XSa1GefQ2tvI//6G4uOv60QAi1Wh6yG0OJ1hOqDJnzh+lY8ZyGjtUq5pbUeVyzLQzHUSAJZ1fB98OwqVrmAay7xpC4EerwBNbqw5typVjDzk8vqWfREI2okTjU/iVOtoIbjqJE4khK4+bmWgV3O41o3/tSixurQY/X4votZmMYxblPU4CoIWSHauw69sQVzeoLiyaOkdj2MFArj2TaFowcId/ehN7Xg2RaV/ovggxyOkNhxH55lUTy+MCeqxBMkdj6Ilm7CKRYwhvqJrduMFAry86UzJ6iOzonm6jqjqBEF3/UpTBiYRZv67hiO6aLHVKyKg2046HEVPapQLdooukxuuIxj3p6W5deCky0z/Ic/IdzTxMA3XsGeCtIJajqOmogw8b0P8S2X9GfvQW9NYY7maPv5hxn+47eRozqpB9dSOj2C0T+57DkkTSW2tZP41i6qIzO1jsqZd06Tfe8Msc2dxDZ3Uj47BrLAq9oM/t5rRNe10fDkFioXJxCyhFMwuPyNV4lv7aTx+R1cvjiBW6oy+fIh1FR0Lori+ZSODzL96lGkkMrMG8dXlj6YRXrt/UTqWlFCMbRIkqGDL1OeGaJx3QNEGjrB9yhPD5EZOIpr36bOzbeA5ifX0/LsRs78pzcxRpd+QNn8zz+DV3U48e9W1ifrp/gpbhYhJU5ESZExg4iij0da77rLSMlSkGUSTzyOZxjk31lMSADs6Wlyr75Gy3//m8SfeIzs9z++cl5ZDdH16NfR4vVo0SSSogKC9gdeXLTvxEdvMfLh4rn5nkesuZf0xoeItfShRBLg+1ilLIWRs8yc2Y+RWSgQEpJC/fr7adz8CJKiIiQFIQT5wVMM7v0b7MrSaummbY/TsP4BRg/+mGpugob1DxJt7kYNx/FcF6s4Q37oNDNn9mEWVh7+1VNNtN33OZLdWymOnmPs4CsfGynxPY/KYD/FU0epf/hJ5EiU6ugwQlHQW9rRm1sJtXUy887reEYFJAkt3Uhs3TbKF85QPLm4CsHJ5yidPka4o5vC0Q8JtXfhex6Z999CiSdI3bd7ASlp3pgk1hgilg4xfjrHmddHefCX1zJ9qYhTdSlMGCghicY1Seo6o+RHK8iqxJk3Rhg7uTq2zqsFO1vCHMkix8P4toNQZLTGOEo8TGxzYPJkDE4HmoRrQAqp1D2yATUVZexvP8Cr2qh1URo/ew/mWBa9ZdYVVRDY7mdKuCWT6mgGJTXbmNELoi1exaQ6NIP64k6EuD0CuPTaBzj/5h+gRlLUd2/HLM6gRetIdW7lwtt/iqToNG14hHCqhdLUwG2Ywe2Ha1hEu+o/6WnclYjt7ENrqaM6MEnl9OIqHgC1KUl0S1D5lP3JRws0TUKVCfU0o7XVI4e1uUjipXGc7NLXylBvM9HNXQu2VQcmKJ+8fsWg0BRCnemgpDqmg5DwTBunUMEaz2KNLPGALEuEe2fnGNGDiqdMkcqFMdz8ypvpAXi+iyJUFKHh+BZRtQ7XX3mk544lJUIIQmv6MM6dx80tn56wp6bxTYvwunVkl91r9eG7Drn+wPNECcdIb3wINZpi6tT7VK8iElcTiytQw3HaH/oCkqKRGzyJaxqokQSp3u2kNz6MrIYYPfDjBekZ33PIXjyCMTOCkFXibetIb3hgZZMWglTvDiRFxfc8spc+wrNNtHg9qe4tNG15FEmSGTvyOq55/S9iKNVE632fJdm9heLIWUY+/CHV7MpU7KuFQG4U3K305jbC7d1UBi8G6RkxqztaINoT2PkMcjyOpGpBOuZqeD7Is0vD9+d5JC3UhQtZIKsyTtVF1mRSHdHaa1MXCgzsD6oF1j/VwsxAkdJUFVmTKE9XiTWGgU+QlNgOsq4u0FAsii4IsLNl3IpF5u1TWFMFhCrjLyOSvAKnUGHkv+6h8cV7ia5toTo0g9aSQkvHGf6jn9Dw7DZCXenZcwiUVBQ5oqM3JXEKgaBUSBJqKooU1tBbkjjZ8vUZieshyVJQccLKIyWFsXO0bHkS17awynlcu4qeSGMbRTzHCqKPvouk3r0dgpV46G7OOn6i0Lsaaf2VZyl8eI7h/vElUynx+9bS8g+epnx6kOxbx7jyZVXq49R/9l7iu9aht9QhhVR8z8fJlTAuTTDz/X1LEg2tvYG653YiR3TkZARJV5n50cHrkhK1OUX9czuJ7ehFa64LxPeSwLNs3IJB8dAFRn/vlQXHSNEQ6S8+SGLXOrTmFFJYw/c8nGyZyvlRpl/ah3EDztcVJ0dKa2VD6jGu+K+PG9eugpqPO5aUQNBxVmgaQlXx7aWZlgiFEKqCmJe2aEqsJx5qJhFuYap4kUxpgJbUZmRJYyx3AlUOk473IoRMqTrFRP4MzYkNRPUGLLfCaPY4tnvtNIbn2kyf+QAIUiOpnu2o0SSF4TMUBleWy1ZjKZyMweU938LMT+F7LpKiUhw5R/eTv0C8fT3hi0cWakZ8n2p2vHbzF5K8YlIihCCSbqc0epGRAz/CLM6A5yGpOuWJATp3f5lk91Zmzh/EWJKUzKudj9XTsvM5kl1bKI6cY+j972IVlxaY3i4IIdDbukg3NFEdH8HJZ9HuuR/fdRCyjGcYVEeGaHj0GTzTpHL5Ar7rULl0HgTU7X6SmbcWh7PtfJZUSzup+3dTvngWIQQNjz0LQqIwL93TuDZB9/1p9v3JOdSwghqeW07lzFWeCraH5wQGU7NZu08Ovk/+cD/tv/oU5TMjzPxkeT2WU6gw+f2DtP/Kk4Gj7cAU068du260xKva5D+8QOvP7aZ0egRzPCBg3b/1WTzbxZ3VpPiuB55H+3/7OEoqyvRrx/Bstxap6fjVJ1GSEaZ+dBjf81AbYjR/6QES9/SgNScorW1h8uWgrNIYnKbp8/fR/VvPk3nnNPkDF1f0cQQaEo/c8Ckcs4Ln2pjFGfRYPbIWRlZ0hKzcVGrzdkFSZRIbm0ESRDvrUGM6iY3N6I2xBfsJSSK+rpHkplZm9n+8otubhdKYwnc93GzhukQ0tnsLXqVK5dilG664Winye07Q9HOPE+pqJLSmlcpVxEBORols6ECKaGTf+Ai8gLRLUZ30Fx6g/nP3YU8VGPuvb2AOTSOHdRIPbSD52BZCHWkG/+N3qF5aaF5WOnyRan+Qxmx48X7qnt1x3XkqdTEav7qbuie34Zo2ubeOYVwYw3Nc1HSC6KYOqpevSrsqEs3/zePUPXsPTq7MxLfewRyaQo7opJ7aTvKhjSjJCCO/++OlIyxLwHTLjJRPEZJjCCHheCYVZ+W6xzuWlPi+jzU6ht7eRmTLZsrHjwdfunm2yUgSicceQQpHqF4MFpwsVKJ6I5OFcyDAcQ2SkXYKxihlM0NP+iEy5csIZC5Pf0hLcjMNsV5ioTQD0x+SinSQjq9hLHcjwtl5baxv5HHE95g8sYfK1NyX3HMsCiPnKY33E29bixpLsZqV265VZer0exgzc8w3OOdZylNDRJu6USNxjCW+f57rAD5KKErrfc+R6t1OcfhsQEhKH2eciqBN+ckjFM8cDz4d18H3PMZf+qua2M93HRgZpHz2JD5+IHQl+G7hQ2Vg6ZuWU8wz8f1vBQZJjkPu4PsgyYC/gBwXxytE6nV2/8MNIGDoSPChua63QHDoeSDw8TwfiaB6ZDlB4seFqR8fYebN4/iuh2cGlSrn/7e/AQI/l/HvfhgQBh9m3jlFbn9A5HzHw7uG34pvOZz5p38GQHV4hsv/76tBhY/n0//bPwpKi73A5twzHcrnxrj4f70UHCwCMoPnUzw5TPn8+MLtPtiZMqN/+S5jf/1+UDrqzj2MGJenGfqDN2uW/iuDQFZDJNvWk+zYjFmcYfzkW5jFacZOvsWax34Jz3PJDh6nkh27sQ/5NkKJ6Wz+F8+hxnQkTUEoMpv+6TNLNBEN7NrdisXlv13sKXHHQQii2/twciUqpUoQvbsSrZSk4Lrv+7WSZiUVw5Vnt0uz18kra0tevP/NwMlXKLx/mtQTW4lu6V5ESvTWOiIb2qkOTGKcH61dqiMbOkg+tgU3X2Hw338bczQTzENA6fgAXtWm/oX7aPmlpxj4P/56AanyKibWbLWNky1d//IvBNHNnaSe2IaTKzP0H7+HMTARVKf5gCTIvHp40ecQ37mGxMMbwfcZ/Pffpjo4NTtHQfHwRXr+918gsr6duie3MfHNt1f8mVleBcu7sbTPFdyxpATPo/DOXtI//7M0fP2rRLZsxrhwEbdQCEK+dSkimzcTWrcW37Ip7A0sbF3fxvUs2uq2B1oLY5R0fC2l6iSGlUdX44BPxcrgOFVAENZSJMJt9DXuxvVdZoore8K65bfo2BQGFzdn8z0Hq5RBP1evcwAAIABJREFUCIGs6kE4epWcWl3ToDi6+P15jo1dKcyeMzy3mOcfa5nIWpi2XZ+lbs29FIfPMrz/B7eNkMhhFTWuI6lyIAA2HexCFW82zeC7LrjugvXqmYvL5jxr7rObv++iypsFx8yN4zsOsPgmZ+Rtvv0/7Fu0/bV/d2zB7xf2rCylpcR1tOTSze/sQhW7WF01UYXvuLhXGaC5V0oOfRaW1Lre3GsrgFueG2d+lc6SFTuud2PbfX/5yh/fv+EqhVhTL7IW5tSPfwchBI0bdhOpa8MsTpMfPkV+eGXivGtByBKh5jjiVrr3+j52ycLOB9EaK1th36/+BcltbbS/sIXkphYyh4dwSgv/Tp7rYU6VmNp7AXNmBSXuq4DrrdtlochEt/eRePZecD3ij2+nuPcY5YPn0HtaSH32AeREFB+fqT/8Mc7MnH5OjoWp//KjmENTFN48jNbVRPKZe1HTSVzDIvvSu1jDi83XVgTfJ/vmUVJPbSOyoR21KYk9GTz5C0UmvK4NrbWOyb95F2fWmE5oCuG1bajpBJPfegdrIjdHCGbX1/TL+6l7dgeh3mbC69owzt5AH66rIEU0Yjt6kXSViR8ewOgfX5iOdf3FaVcBsXv6UOtiZN44SrV/XrRmdi1lXj1Cx//YSaivBaUutqwGZjVx55IS36dy+jS5114ndv/9RHZsJ7rrvpqpj+/7+FUTe3yCwt53MQeuFNcLJEkhVxnCsApIQsW0S8TDzWhKhIIxtuhpomLOUFCiTOTP4PkOhrW0WHS14VRLS4eEfT94ygcQEqvWpdIHxyjhLVVB4Htz55SunPOqO6CA5u1P0bDhIcz8FJMn3sHM3+RCvw7CLQk6fmYLzU+sIdySxHdcSv0zDL9yirE3z+FW7p4SuZVA0mQ6X9zCht94dMnXL/75AS7++YFaVONORHurTE+3wnv7TBrTEh1tMmcvOFQqd66YwXMswCfW1IskK8hqiIqxMh+SlSLUHOeh//Kz6Kmb77bsWg6D3zvG2d99t7bNsxyyhwZRIipCEgz85YFlq28+LtzSunVcyofPo3U1YY9nKH14tpYKcaYL5F8/FBhtPrWD6M615N8IIj9yMkb9lx6lOjBO8e2PEKpC/JFt2JM5SgfOEtnSQ/zx7cz85ZvLn/s6MIdnqJweJtzbTKirsUZK5FiI+K61OLky5ROX8c3g/UkhDa0lhRCC6sDkktVg9mQeJ19GjkfQ2xtujZRoKlp7A16lijm4MvM6KaKjphMIRUYIQfyB9Yv2URsTwYNqLIQcD/89JyWAb1oU9r5HtX+AUE8Pcn0dkq7PPi1VsaenMS9dwhqbexINa0lcz5pN4zQQDzUyML2fVKQDVYkwmj2GLKlUbQ3Pd8lXhqlYWWy3SlhL4Xo2lmPgeLe/9M+1P17PAB8f17n5c8Zb16DFG/BsE0WPEG5opzw1iGevrqmPEtXo+vI2ur60HTk06/2iyaS2tBJpT2IXqkzsvX055J/i5vDobp3f/PU4z39pkgfu0/jKFyL8n/+hwKWBO5dIVbIjFMaShJKN4PuUJvspZ1aXlNxuVMcK5E+N437ChPW2rVtZIry5C62zCXsyhxTSELpWezm0pg05GSX7w0DjJ4W0oFWAIuG7Lk6uhL2MoeJK4RkW+fdO0/brzxHZ0EH5xGW8qo3e3kBkYwelw5cWaC6EJOa6kRvWsml9t2KiJKNIIW3J11cMSSCFNdyqveLUpaQqSGrgv1T33E7qntu55H7+rPBcKB9Pv6c7mpQA+LaN2T+A2T8QiF4VpbZ9SfGr7yNLKpJQkIRExcpgOWUmC0v3IshVgguQ5Xw8oc2F+CRuqjd/TiWSYPLY21jlLG27XqBxy6NYxQy5yydgFTtpRjpS1O/snLuwzYOWitD6zAam9l2+o6MGf18xOe2yZbNKukEmkw2+E888EeKBXRqG4fPmnipj4y7PPR3m+z+qIAR84YUwr75ZpbND5slHQ4TDgvMXHb79UoWeboXnnwnRUC9x4pTND368ymJT3yc3tDJh+p2K8mAGc6YcpPc+QazWuvUdd9YiP/hdqApaeyPW0BSlg2eJ7ly3YP/qxRG8ikn91x5n+s9ew6taQSl5/xilD04F1Vzard3qfMfFODeMOZYhdu8asm8exZoqkNi9EXwonx7CnhdF8Gd7UwFIYW3JdDiAHA2tTjNN38c3bSRdrRGNlbynK47IMy/to3xmeTLulqpBCupjwB1PSubDt6xr6gAADLvASOYY0mzaYzUiHkJSCNU141RLOEbptnTivRtQnhhg4vjb+K6DrIVpvfd5Wnd9jmp+clVLgfW6CKF0dNnXE+saby0/v0JoUhhF0jGcAj5zpEsg0RXfzqRxCcP5eFJ9dwsOH7V47GEdRYbBIZeeboUvvhjmt3+3SEuTxGefDfP6WwZbN6u88rpACNiySWPv+ybPPxNmeNTl3ferVAyfUEjw9OM6g0MOP37N5l//iyTHT1r0X156/cX7Gljzqw8S617aj6MykufIv/rRdUuabxeuThvfbH+Zq+FZLpZ1c6LC1cRqrVvjzBB1n3+Y2P0byL9xmMqxS1gj08Qf20b0gU24xfnv1cfNVyh9eAahKtR//Ummv/kGhb3HSD23i/gjW/Eth/xrBzFODdzS+7MmcpSPX6b+uZ3oXU04+QrJRzZjTeSonBleKFQ1bKyxDL7vE+pppnhocesDrSmFkojgVa1ABHsL8C0HcyxLZFMnelsD5RODC1owLAW3bGLPFAN9mWlT+ODWmsOuFu4qUrIsZDkQg9o24GO7q7hAhUTr/c+jJ5vI9R9HT9Qzc2Y/dnm+d4hbu+DI+s3nje90+I6NN2u3PXPuQ/REI/XrdtH9+M9z4e9+f0XeJiuBpMrXZPtKREMIgUBCEjI+PgJwfQcQyEKe/RkkoeDN/nxlfwDPd2Yr6EFCRghpdruLj4dAkNCbCSsJJsrncTwLb9b7QgjBaPkMjrcwbSUJGRHU19TOH5xzThcUbP/0pp1On7X5mc+FGRp2GR136OqUmZhyGRpysEwZ70GfdINUK4kWAmaDn/zFt8r8ws9G+df/MsWff6vMydMWWzZpfOEFmWwuIBKxmATLeJDE1qapv6cDLRFa8vVoZx3RzhSlgY+3dN0pW4y/eZZwWxItFUZPRVBiGkgiICYiIGcIgaRIK+7QOx9ClYn3pUlubkGJh5aUodl5g+GXjpFUmuiL3Ud/+Sg5O6goiisN6FKUjDVS+57fKFaybldSC29eHGHid74XVHu5QaVW6cMzlA8FFZW+59eWUO7vDnKl4ib/+sFAD+d6WJcnmPyTv5slfkHzyluFW6pSOT1E8tHNJB5cj6QpKMkopWMDVC8tfCjzbYfK+VGsiRx1T28nv/dEQDy8oJJIqDINn78foSlUz48GVTu3MreKSfmjflKPbaH+xfspnx7CHJqeI+BCIOTgu1YjR75P6cglEg9uoP65neTfOYk1np13DLW0je96K9OpCAXPn61yvMnr3KeClMR23Udo7Rqmv/lXqz62EAI1kmTy2B60eP2s8HQhnGq5JlhNdm6kOHIO1woiNEKS8T1nTkT6KYFjlJg8sQctXke8dS2du7/C0HvfWRUvB892cS2H5ToJWXkDgURv4j4SWhNVt0hIjnMmuwdVCrMm+QBHp39EWE7Ql3yAc7l38XyXtugmknoLkpCYrFxkonIBWdLojt9DTG0AYLD4EVlzlLjWSGdsK7ocJam1MG0MMF45hyqFaItupDW6kRMzb1CyA/fbiJKiI7aFsBLH9VwGioep2DnaYptoCHXh+ha6HONi/kNyN9DG+26D44Bl+RhGcEHq73fYsVVj3VqF5kYZSYLLgy6qCmt6FWQZmpvl2k30pR9W2POexP/0T+L86m+YnDhl8c57HidP2wgBF/uXXkdyRCO5rmlZQgKAgNZn1nP+jxZXTN0whEBRw3iujTfbE0cNxZEVHbtaxJ1tNaHoMWQvzLn/cgDXnlsbQpZQEyHUhI6WCKMmQ2jJEB2f30pqU8sNTUWOaHT//H10fvmeoMTbclmK+BojeYZfOkbemSRrjeLPplwFAtszMT0DDxdNhPDwcHwLVej4+EhIyJIKPlS98oLI4RWsZN2uyDLBZ/FTvu8v/eTvzZuH58P8KLbjrjr9r1wYozo4RWx7L0oigluuUjxwfsm5GWdHyO85QcPP3E/Xv/w60y/tozo0jRzWSDy8kdTjW7GnC0x+8+0FpbpSSA06mcsSQhKzLsegJMLoXY01bx+nUMG7Uunm+ZRPDpJ/7xTJRzfT87/+PNmfHKPaP47veiipKKG+FoQiM/I7L9e+HsXDF8ntPUn9Z3bS829+geybH1EdmAAflEQErb2eyNo2cm8fJ/Pa4o7d8yGQ2Fz3JAPFw2hSlIy5tPvt9fCpICV6RwfhtWtu2/iOWSHS1IUajuO79qL0jedY5AdPEW3sJNWzDYRUS2fIWpjC8BmKI+dWYSYCLV5PuK4FISsISSbW0guAGk2R6t2BYxTxPBfPNilPDMxWF9weVLPjTBx9c9aFdhtmcYbJY2/VCNnNwpwpU50qEUrHlnw9e3wMzQ+TDndxePJlYloD3fF7rjlmWEnSHFnDUOk4ITlGS2Q9U0Y/MjKqFGKsfJa8OY7lGYBPwZpkpHSKsJJkqHS8Fm2xvSrDpRNE/3/23jzIruu+7/zc/e1Lv369d6O7sQMECJLgJlIiRYnat9iOEttJaib2TCaZlBPNuJKq+SceZyY1lZRTrrgmduwoGSeyYkmWHFkLJVKyKFIkQRILiR1ooPe9377f9cwft9FAs9/rbgANoLl8q1Dovst5p9+955zv+S3f3zKJAX8wJoweTLfKSOE12gK9DMcf5mzmBVRJp2JnGSudoD2wg57wvvcsKRmfcGiYgh/8uEGx4OG4giujDq6o8cmPBzFNwXMvNBi56vDTFxt8+AmDatXjBz+qU6sJHjmqs2+3hifgD79aoWEKXvjrBh97OsBnPxXEsgRjE5VV69A1BNrDxA9svJh3PDHM1a8dv+14JFlWCcQ6sOtFzKqfEh9JDZDsOUh28hTFBV/BMpzspn3HQ+Rnz5Obup4qLlwPK1/DyteoXtOiliBxX89Nk5LYng46n95D6cI8iy+PYGaaq9869eaZL4qk0R3YjSscZhoXiGmdhJUYU/XzdBiDWF6DsJpYkQ/P2/Pk7bWaLZsZt/fKdbZVsObz1EdmCe3uJXJ/CHM6S+Xt5qJ0XsMi8/03EY5L9NG9dP/9Z5EDvsy8U6xSPTdJ9ntvUHtH1k1obx+df/ejyEEDOaAtB+0qxB7bS/jgwEqBvuz3Xqfw0rkVQmRnSix+6xXcSoPwoR2kPvOQH0Ar+WnZTrFG+fjlVe+GcFwW//wl3FKd6CO7afvkgyiRoF/T1HJwKw0aEwtYixtndUlIGHKYpN6LroSwbwidcIVNzdlcTMp7gpTIwXV2R7cJ4bnkr5wk0r0Tz25QmbuKa661BuRGjiMrGsnh+4n37yc5dBjPdXDqFWqZrYnml2SFWP8+eh76pF/zRtGQZN9yE0r1EHzsiwjPxXNt7GqR0Rf+803VsbkVlGdHmDvxIwae/BXa9z2OXS2Rvfz6bVmGqtMFsiemiAymUIOr912ViRyzz19E8wwsr4EjLEy3ir3iSrlBBl6SV/z2ASWMLMkokortNZirXcITHpZosFC7QlzvIKZ3sFAboWzf3HcmSwqqpGG6/g6yZC2xR/PjGlzhYDkNPOFguhVU+Taj7DeBqNZOVGtnoT6KK+5ehtfrx/3PevvM6sVvKWPyi1dXu7qee6HBcy+sJq/PPd/guedXH5uedfnTr28QhC5BqDdOdDi1/mWSRLA7RmJ/J7m3NpF+Kcm0DxyhuHCFaPsOytkJYh27yE2dJpoeQg8lsOvXY4qKCyMYocSqJooLVwlE0xt/1m3ASIWRFZnxP3uT/Onpm/YOOsKiYM8TVKIA5K1ZumM7CdlxFMlfIqJqipw1iywpRNRkU1KymXG7oVbJdofrUfjr01jzeSRNxZrP4a6jbuwWqyx9+1XKJ69i9LejBI3l2jdl6lfmcHLlNfdYmRKFn5/dMP6mMZXxhQhvvHcmy8LXXsQY7MDoTqKEDEDCa1h+bavJtYU0vbrF0ndepfTmZQL97SixsF9BvWHhlGqY01nsxY0JhcAj05ggYXShSPqKJQ58ldd3HSlRU21Imo6dWYJl5qe2JTd1rxyN3pE+xQcPUp65Qm1xkkZ+ASTJT39tYoJ0zRqLZ1+iOHkO1Qgtu21cPMeXrL4R2ZE3Kc9daWnF8FybxbMvUxg/syI/Dz5BKk2e35Q2iHCdVcX5Fs++TGHsNE6LuA/PNMm+/TLZy2+gFBt068PMmVcAKEycpVFYwGlUmpKNwvhZ7FoJWdGwa6U1A2U9KJKGEN4qP7Zbt5n872fwLJeuZ3YT6onjmS65t2eY+u4Ziufn0bwguhxClXQMOYwm+3VJHGGhyQYyCiE1gbp8vOGWsT2LbGMK0636n4sHSJSsJcp2hv7IIZKBXsp2Ft8j6iFLMjJyE2P1Dd+dcLG9BoYSWbaadFGxrj3zG9R+gS3TnFkHqcAAncFdZM1pXPe9X6peMVTa7u/1YxY2gKwrdDw5vClSIkkSsY6dmNUcyb77sBtlYh3D5KZOYzcqRNoH0YIxzOrdjVFpBrtUxyrVtyRcycWm5GRI6/04wqbuVXCFTdnJ4gkHSzSXANjMuH0vhFM1JhbXyrWvA+G41G8ibsSayZLdpKR7M3gNi/rFaerrZNOsgRCYk0uYk7euOyUQTFfP0u7uwFAiLNZHr/dJbJ6Mbg9SIst0/k+/iaQoZL/zl9QvXERSVbr/6W9t6nYlFMItb72oi6wZDD7z6yyeeYnK7FU2GlHCtTeVhWKVs1jldV46ITCLi5jFd774fgXhW1FQbd7edYSlKKGKzELuMnG1k6CW4pqAml0tYFfXYbnCo7owftN9klFIab3U3CIVd/XfZC5VGPvzk0x994yfHy/ANR2cmgWewKLGQu0KR9Kfpe6UVgJYTbdG2c7yYMcXqdjZFbZec4os1UY52PYxJElmqT7GVPkMuhJkX/IpVNnAEw5XC69z7TlX7Bzp4BCH2z/NXPUic7VLhNQEw/GHSRo9BNQwufoM4+UT5M0Z+qOHeaDj87iexUjhtRu/oBY/bz00OUBEa0OV9btAf7YHlIBG+6M7NnWtpMgkD/egxQzs0gb6OkLQqGQIxrsQrkMw1kmjvIQQHlat0JLg322YuRpIEno8yEbCBhIyKb2Pdr2fiNqGYYaoOHl6g/vQpQCqpDFdv0jGnGJ/9ENcqZ6g6uQoOzl6g3vxhMuCOdpSQnyjcfsB3ttwhUOmMYksqdjercUXbg9SAn7AkqpyPTldQolGEZaFZ96b3V5+5CSVmSt0Hf0Uqb2PUMv6TDd38fVtVZzrdhFVUwwHjqDKOpoUoOFVialp9oc/hITEZOM8ETVBQu1ClTQm6mcpu6tJVVofpEsfxsOl5haZaVyiL7AXQ47gCJN5c5S0PsCSNUlMbUeRVOpehf7AfiyvwaI1zoK12jfrmQ5WC9+/wGOifIqJ8lsElAjD8aP+PcLhYv7nXFekva5MO109x3T1/EoL4JsV3848t6rla6g7Jc7nXlx1vOYUOJv9yZrrG26FkcKrXLeE+MenKmdWrixaC5zO/Ljp33O7UCUdSVKIaimiWjsSMrocWhUB7wkXxzObRsUrkoYiqSvZQx4ermc3zcRQZQMFFdOrIQGKpC9nHkkIPFzhrFuqXEJGlTUkNn/PeogMthEZWu26WUm/XRZ+WvlsScJoC5O4r4elV9cvUCeEoFFaIt69l+LiFeIdu8jNnAPEcqE+zS/WJ6sIz0HVgsiqjqwFbjgWQFZ0/7iirQTF3g6UoLZKyKo+W6A8ssjw33+cq3/8CtWp/HJtpXc8Z0/gVC0y1iQZ61oQon/N2dKLq36vunmOF3648vtU/RybrcG13rj9AO99uMJG4KHLQUDCEw7OTbiRtwcp8Tzm//hPkHUdO3vdFCpsh/Jrr1P46V+ve3v61/42elfnlndLDUYwEh3YtTLCtVesBWILhcK2AypOjllzBE02mDVHiKudWKLOxeprpLQ+OvVBJEli0RpHQqEnsJtL1dWkRALqXpHx+hn6jH206/0ElAhT9QtE1RRRtY2MPUV/YB+ypHK28hKapBOQQxTsBcrurZrAlyffNXOleMf/7zy+0bGtvP5mzt88NDnA3viTxPQ0QTWBKvn+/Mc6v7yKgOQa05zP/4y6e92tJ0sKMa2DnvA+UoEBAkoYIQRVJ8dcbYSF2pVV1wMcTD5DZ3Anxxa+sZJ1FNc7kSUVy62TaUwwVTlDyV5a8/cGlAgdwZ10hXYT1dqRJQXTrZBpTDJTvUDJWmya2dESEnQ9s7up5odVqONUTcJ9q93AWixA8nAPS8fGN9i9C2qleUKpPkoLVwnFu6kX55FljfSOB9FDCVQjgmNVaZSWSA8/jBFOogWiOI0K1cIM6eGHCUbTGOEEdqNMaeHKbescDf7awyQO9d7QTYGsK4QHUzz0+79CbaqAXa6v0TNsLJY496+ukeJbGRd3xtJhBBIoqrFM2izqtRy6HkbVQiBJWKafzaRpISyzjBAugWASx24ghIcRjCPJKo5dw6zfHYGvD9AammzQGdxFm9GHImvUnSIz1QubjtXbHqQEcAvFtXsyz8UpFvHKa4OBVt1bqQBbT0piOw6iBSMUrp70Y0re87g+sTfcCsvC9Cu76KiSwhYmS9bkmjsFgoZbWyFsiqSiSyGiasoP/nR8V4osqTS86jv2XLfnaHA8m6w5heO9t+rhbBZCCGpOkYZbxlAidASHAZirXVqlpVJzStg3xANIyLQHdrAn/iF0OUjenCPjjiNJChEtya7YI7QZPVzIv7SGmIDEYPRB4nonVSfPXPUSkqQQ09P0hQ8QUuOcz/+MqnPdLRdQIuyOP05HcCdVO8dC/SqecAgoUbqCu4nrXVwsvETe3HwNEDWok358aO0JT5A7NYNwnDWkRDFUYjvbCbSHaSyu7/ZtlDNMn/4RAFOnf7hyfPrcC2uunTn3kzXH5i7+fDN/xk3BrVtN1VvN3PruJKeyPeOL+oafolqeIxTpQJZVxi8/TyDcTiicRtWCSJLC/NQbdPUfZWHmJGajRP/OjzI78SqBUBvBcBrPtQmGU0yM/ATHfu9Ysd+NCKspdCXE5eIr2J5J0uimL3IfF/Ivbur+bUNK3gnhedQvXcJe2JgMePU7I69cWxjHLGXfcxoj74RAYIkGaXUAy6vjvcPAb3pVHGGhSr7ZfjOmuIqTR5eCKJKGKywUSSGp9TJrjhBVUnTqQyxaEwgEnfogsq1QdDYfPHYjHGGyULtyS/e+F+AIk9HymwDE9A4SRhcgMV4+uUwumyOoxhiMPIAhhxkpHWOhdmXZJSMTUuMMxx6iK7SHnbFHOZtfvQhLQDo4xFjpBLO1C5huddl91M6htmeJ6R20Gb0rpERCpju0l67gbpYaE4yVj1Oxc3jCxVDC9EfuY0fkCDujD3PKWty0Kyd5f2/TFFThCbJvTqAENXqe3b+G94b6E0SGUhuSku2I6e+dRXn+5tU3t206riQhyxqWWaZRy+PYdWRZ9QPgPYd4Wz/WlTK2XScU7kDTI3ieg2WW6eh9EFnRMOt5AsE2jEDiA1JyjyFLCq5nLWcjCsp2ju7Qvk3fv21JCa5L9jv/fVOEo3FlZEP5+VvB+8M64qPsZBn3zuAIX7m06uQQCIrOom/lwEOT/PQyW6x9Jnl7DgkZF4dZcwRHWFTdwkqWiyMsTK+G5TUoOUsoko6Hy4I5jibpq3bwH+BuQCKqpUkY3SzUrzJfG1kJXhTLz3+i/BYpY4CO4BDRSvsa82vdKTJReXsl7VgIh5K1QKYxzo7IAxhKhGtxCIqk0hc+gOU1mKtdpGhdH1sNt8x87QopY4C2QB9hLUnJ2hxB7Xpmd1NDmxCC7FszhPsTWOXGGlG1QDpKdGc72RNTW6L2eTfhlBs4NxiPJU1BkqV3bS0o4TnUKgvUa1lsq0ogmCSZ2sXC7Ck0LUwytQuAQmaEzt6jqJrB/NRxPM/BtRtUS3OUi9NkFy5iNj5w39xr1J0iHcFBDiSfxvYswmrihli+jbF9SQngFjdXV6R29jz189tDt//dCg+XmnddIMfBX2gcYQP28s+tid+N5yxRv/6/qK+5xhHecrtgi0ZTkvMB7ixkSSGm+zEdRXNhldDRNZTsJUyvSkRtI6F3rSIlAsibs2t0UAR+gLAkSSuy+wIXQ4kQUpMUrQUabgVZWj31OJ6J7ZnLMS7pTZESPRkidaSv6bnqVJ76XBE1oFKbyqMf7F7996syiQNdGMkQjaV3n7XkRnQ+tYvY3i7GvvYGzrLCp/DEqngZWVcY+ruPknp0EKdsMvmtk2SPT9xzQiYrGpKk0D3wOEiCanmehak3kWSF/uGPYFt1ajX/vatVlpBkBVULUy5OA4Lc0iU6+x4m1bkf17UZOfude/r3fACouyWult4kqqVRZY3JymnMdSy278S2JiWbhufdlDbGepA1BdlQkHW/rLMkS76IzTUhG08grv1zPDzb9f9ZDsK9dylvkiqjBNTlctR+vQJJllclgwhP+DUMlvvtmg6e5bwntAPuKSQJJaiiBDRkXUFW5FXvi2d7vjpiw8ZtbI/drISEJvt1mmzRaBlcarkN0CR0JbTmnNkiLfSa809CWokdMpQwkiQR1zt5rONvteyXQKDJmxNDbH9kADWsNw1yXXp1HATUlyqUx7LED3StuS6+v5NAR+S2SUkgFcLM15czXjYHoy2EXTa3RExMUhWiu9IM/PIDBHvjyJpC/u0ZFn9+2Vd3BQb+5oMM/M0HqM+XCHRG2f/bH+fM73yfwtm1Imh3E7HkIGY9z/TYz9H0MInUTiRZ5er5v2rMyz2xAAAgAElEQVR6/eiF7636vVKaoXJ+8zFIG2FlHtVVvw6R6q8BK/OoJ3yZKs/Dczw8268J41rOPSN4kqagBlRkQ0VWFb/Gjbw89jyBcAWe4+KZDm7DuSsCdrbXeH/LzN8ulIBKoCNKsDtGZLCNUF+CcG+CQDqCGtJ8qV/D/6rc5QfrNmzMXJXGQoX6Qon6TJHafBkzW8XMVXEq5h1f7LVYgEA6gtEeJtSb8PveHcNIR9ATQdSQhqT6+h3C8XAbNnbZxMrXqM+XqU7lqYxlqc+XqM+XsUt31mJhpMJEd7Uj65srrd0KpYuL22J3K+sKod44kcEU8X2dRHe1E+qOocWDKAHV12io25i5GrXZIqXLixQvLlCdyFNfLK+axIQQeHd5UrsmaCSj0Crd83oBw7UT2c1koYnl+y2vTslexPVak7PqJpQfJUWm/egAsrF2ChOeR+aNCQCcskllLIfbcNaojAbaI8T2dFC8tHhbC8rBf/wEZ//dLzDzm49l2PebjzD2nTOUrty6SNaNSB7pIzSQpLFQBk/Q/0tHiAyluPrVV7HyNTqf2k3+rRlO/84PCHXH2PeVj9H9qYMUL8xvuJm6k+O2UpwmHO2io+eB5d9nadRvXofpdqAENAIdEQKdEcL9bf482hPHSIXRk8GVzd41uXbXcnHrFlauRiPjS+vXpvLU5kpY+RpmpopZqN9RXRZJlQmkI4R6YkSG2onuThPujftrVsRACWh+kVLLwS43aCxVqU3lKY9mKV1Zoj5XorFY2ZZxRu8eUiJdY6utMjXETb8EsqGSONBF+6M7iO/rILYrjRZdf5cmawpaxFcJDfddl5QWQvh1LKYKVCfzlK9mKJybozyWRdhb9+BlXSEylCJxoIvYnjSRoXbC/YmVPrWEIqMYKno8SLgvQfKQf9i1XKqTOYoXFsgenyR7cvqOkZPEwS72/9OnCaRalzffDN7+3R8x97OReyfGJElEh1N0fHiY9qMDxPZ2oOjNh5KsKWixAJHBNtKPD+LWbPJnZ1k6Ns7iL0avB1p6Ard+97IjPOFSd3x3XVCNokjqmuBSVTYwlNByds/t+errbhnHs6k7RS4VfkHFvr3FONQTJzKU8q1S70BtrkR59Hr75dEM5lIFdWCtQnT68UFmX7jkbyLeee7RAQJtITzbJXd2nvp8mfjeNNGhNhBQGs1SGll2aUkQ7IwQG06xdHIaIxkieaATxVApj+cpXFgg2BWl7WAXAlDDW1tuwMxVGf/6m+SOTyJcQfLBPrqf3U9kZzu545PobWFyp6bxGjaVsSz50zO0Pza4XLV3/XF0J8etY9eZGXv5ttq9VSghjbb7e2m7v5fY/k6iw+1oUaOp5e0a5JCOGgISQULd8ZXjQgicikV9vkR1MkfpSobipUVKFxdwqls4riWJUF+cjseHaHuwj8S+TrREsGWfVVVHDekEO2Mk7+v216lC3Z/vT0yx9NoYtdnitrKWb29SIssY/f2E7z/sS84rrZm6V62S+fNvbrrpYHeMgb9xmPRjg4R648jq7e0CrokyGW1hkod7cKoW9bki5bEsl/7wFawN0vU2bF+VST+6g44ndxLbnSbUE0MJNTdd3wwUXSG2K010OEX6sUEyb04y/o2TVCZy2+pF3S6QdYWOJ4YZ+KXDxPd2IuvKpp+BJEmoYZ32R3aQ2N9F6qEBRv/s+Mpu1alaCE9sWPNiPQghVjJafCG0FtfhUbIWaTgVUoEdzFQvrErfBUgHhtDlEJZXI3+bRQRtr07OnCahd5HQu6na+ZvTI3kH4ge7MNrDTfco2TcnVwV9Vsay1JfKhPoTa55V8lAPRnu4KSmxcnXcuk1sVzvtD/Yy9cOLDP2NQ2ROzVCbLWKXr8dvhHripB/uZ+mNKRRNpfvDw9QWypj5Mv2f2otVqJF+ZADhCsrjudte4N+JytUMmVfHqM/5RNOzHNoeHECP+y46SZVXVbJtzBfR46FlUvL+Q9uRXvq+4FdkDnREtmT+16IGWjRNdFc7HU/uJPPmJJf+6BdbRkokRab3U/vp/fR+IkMptLBx02oKkiRhJEOkHx8kebiHjieGmPreWRZ+fuWehh/ciG1NSozeHtJ/51dREgkkdZ2uOg71SyObbjcynOK+f/YxosPt/g53i8elJEloEQNtdwdqSF8uJX7rUAIqD/zLzxLdnUaLGrc9gJpBkn1zYM+ze4kOpzj9r16gOnHva3psJ0iaTM+z+9j19x/DaAvdMnmQJAktFiD9+CDR4RTn/s1PyZ6c9l2DloMaaFX8fWPYXgPTrRLT0uyIHmG09CaW10CVdBRJwfKux4+U7Szz9RH6I4fYn3yKK8U3KFrzKJJGR3CIodhRNFnncv6V5erJtw5XOEyU3yKe+gQ7Y48QWK6N4RcpNAiqMZJ6D4qkcrn4alMl2WuQdYX4vk70WHDNOeEJll6fwLthAbYKdcpXsiQP9ayxaKkhnfSjO6iOr37XJVWm43E/ZiXUGaV4xbeITH7/PF1PDRPblWLye35GgaTI7P/Nx1g4Nk7+/DzBjgjJ/R20He7CrTvIukKwK4Ya0smcnKZ4aYn6FqYiC9v1rQ83clBZ8mPiNAXZUH3uccPrKlyBpEotnHbvXShBlcEvP0jf5w6uFDLcakiS/907VXPL3MxaxGDf//ph0k8Ob2jN2WwftYhB25E+osPtxHalGfnqsW3hztm+pESWiX3kSdRkG43RUSonT+Fks3T+xv9I9fQZaqfPYOzcSeSB+8n/8DmqJ9/aVLORwTYe+n++QKAjsqkHK95RfO9mXgYhBHN/PYLbuD1RL7fhYFdM9HXMdOv14Ro2c6+sKcT2dnDkdz/NG7/1bezi1rlyhFgODnY8JJmVXdrtDrC7AUmW6Pn4Xvb/k48g6+qGfd7MeyMrMsHuGPf/n5/h7d95Ds9ycavWbZGShlthsT5KTO9gIHKI/sihlQKSi/VRLhZ/sRIJ7wiT8fJJdDlIOjjEw+kvrWrLw2WkdIyZm0jnWw85c5qLhZfYFX+MweiDDEUfuiEQWyAQZBqT/nuxzkoZ6vErAjcjhdWpAtWp/JpyQ7m3pun5xN6mbrbuj+1h4ltvrQpUje9uJ9yX4Pz/+wpdHx7GSARBgvJEnsrXTpLc30n/p/dx4T8cA+Ctf/3X7Po7D5E+2kfh4hK1uTLzr4xRnSmC5Md0Jfd3YCSCqGGdQPvWWUoamQpGOkL3sweY+eEZcAWdT+8hcagHPRkicbAbSVMwOmJIsoQQAiMd8S1zm2j/3Txub0SgI8Ke//kJOp/a6RO2O9h/q1gne3wSbwsC24PdMQ585aOkHupHUqSbWrc2ulaSJfREkMEvP4DRFuLCH7y0te6mW8C2JSWSLGMMD2PNTJP99l+uiKgJy8YpFKmdPUft7DncXI7k5z6LNTePNbV+VUSjLcTB336mJSERwo9UdiomTtXys1Nsxw9AdD1/16EqyxHaGkpARQ1qyzuRte3ZZZPFV0a3JCp74lun6HhieCXgdk3fPeHvtOsWbt3GNZ2VLBshQNZkZE1BDemoEaNl1gL4L3JkRxt7/5cnOf9vf7Zl0drVyTzT3z9LoCOGHjfQYgE/IEvzM1YkVfb/12S0aKDl33ovkDo6wP5/8jSK0ZowCM/DrljYxbqfaWO54PoS4LKuoAR1tOjq7/6a2ffAVz7K1PfObMF3LZipnqfhVukK7iKkJUCA5dXImJO43uoJp+FWOJv7KR3BIdLBIYJqDE+4VO0cc7XLFK2FNW6WmlOkZC1gus3Lv1lunaI5T8Mtr5LhE3jM1S5TshbpCO4iYXShy0Fcz6bhVihY82Qa43hi/Yk83J8ksqOtqYWzcG62aUxU4ewcdrHRlNjHdqUJD7RRGb8hDmU8j1Oz2PXrDyIcj/z5BUBi568+gB41cE2HuZf9KqjV6SJ2xeTSnxxj4AsHKU/kmfnZCL0f34Ma0rDydS7/1xNkTs7Q+/HdpB7oJXdmbiUTS5cCOKJ5naHNoDyyxNJro/R+7j52/NpRJOG7Aud/cgnhurQd3UH2jQmiQym6P7Efq1in/fEhSpcWNhWX9W4et9cQ7I6x+zceo+uZ3RtaR66tA9ey5Tzb9bM7BUiKhKzIyLrqB8A2mfuFEDQWymRP3kSV3nX6vfcfPEHqoX5ktXm/xfLzdiomTs1eybSRFH/Ol3UFNayjRQMt3c2yptD1zB6cus3IV481dWfeLWy/t+caJFBiMazpGeyl6+WUPdtCNq4HdVaOnyD+0aeIfeTDZP7sv7VuT5bo/cwBorvaWxKS6kSe/JlZCufnqYxlaSxWsIr166RCllACGlrEINjlZ+uEehNEBpIEu2MEu2Jo8cBK+9k3J6nPry+Rv1kULy+x9Po4XR/ZtarPdqlBbbZEbbpAdTJHbbpAbaZIY6mCXbN837pgZcKIDCSJ7ekg9WAfiYPdqC1MgRISHU8MM/fTy2SPr5WVvxVUJ/Jc/S9vrv4cVUYN68v/DNSQjpEKMfClw7Td39uipbuLyGAbe//hk35GTRMIIbCLDXJvTZM9MUXh3Dy12SJu3beQSYqMHg8Q6ksQ39dJ8nAPiYNd6MkQkuTvfEI9MYZ//ei6pGez8C0O42Qa45u63sNhvj7CfH1zLtCR4qu0vlJs2FbVKTBWPg63MDSUgEZ0TxotvjYg3bNcihcWmsqp26UG+dOzhAeSa8mMLNH1zG6u/KfrpMSt25z9/bUBmBf/+NjaY//x9ZWfR/70OACNxSqlK6+tuq5wcZHCxdX6KzIK3eowWXeOiri1rBO3ZjHxjRNUx7NE93YiyRLly0tkjo3h1i2CPziHuVSm9/OHGPp7j6KGDepzRaa/e3pT5vp367i9Bj0RZPhXH6Lro+sTEiEEZqZKZdyfR6tTeRpLFaxCHdd0QAgUQ0UJ6RipMMHOKMGuGMGuKIHOGIH2MLKmIByP7ImplXTsW4UWC7DjV+4n/cRQU0IihKCxVKF4YYHc2zNUrmaoThewSw0/ZEACJahjtIX85Ij9nSTv7yW+p6NpJpViqHQ/s4fqdIHp75+7Z2J825eUgK8/IsSK+RnAq9ZQ47Hrv9fruOUKRu/6AyGQjtB+dAClhWl86dUxxr55iuKFhdYPwxO4NQu3ZtFYLJM/7Qf/aVGDYHecUG+c+N4OEod7CHXHyRyfxC5tjeSxcD2mvnuG9ocGkHWFyliW7MlpSpcWqUzlqc8U/fLgre63PaxcjVyuRu7tGeZfHKHzI7sY/FsPEEg3sRxJfoZAz8f3kDs1dceCoITjYRcbq9xEasSgo1k9k3sAJaAx+DcfINwkSBL8iaE+W2Tsv51k4ZXRpgHNwvUwczXMXI386Vlmf3KJjscGGfil+4nubPe1cBR5JSjxA7SGngjSdn9v02dRXyhRmci3XGgXXr5K72f2I8lrJ+SOxwcZ+/qJ23a1AoTkGBE5joqOi4MQHiUvR5vShSKpZJxZGqJKpzqILMkE5Qi3aCRZgVM2mf/JJeZ/cmnNueqyBWj6r85QGcuiRQN+eujVpTXXbhbbfdyuQIL+Lx6i51P7143FM3M1Fl6+SubNCcojSzSWKpua82RNIdAVXckGSxzoIjKQZPaFtc/hprqtyHQ9tYveT+5v6nL0HJfsiSlmfni+dcak8AlrrWZRmy6w+Moo0aEUnU/vYuBLh9eoHIM/vvo/fx+ly0sUzs7ek4CjbUtKhAAnl0cJBVEiEdzlonx2JoPWkUaJRv1jsoxk6KuISzNEh1IEOqNNJ7PSyBKX/+Q1KmO3lqZol03s8iKly4ssHRsnkI6gJ4PUpgtbt5gLKF1eYvTrxzFzNYoXFqgvlHBrtzCJCmgsVpj63lnMfI3D//zjSE1MrpIiERluJ9gTpzb1/pRvbnug1/fltjCd2oUG53//RXKnZjbterFyNWZfuERttsiBr3yU8I7ku84/f68Q6IwS29PR9FxlIk99ttj0HED+9Axmvk4wvbpWjoREoDNG4kDnlpjcA1IYTQoQl9tZdCZJq/1kzXmKXoao3EZK7abkZonIcTLuDBEpsXGjWwC3ZpF9ffyufNZ2QduRPnb88pHWbm8hKF1eZPTPjpM7NY1dujm3hWe71KYK1KYKZE9MMZcMoccDt50kEOyOMvTrDzWVqPAcl4WXr3L1/3uDymR+89IInqB8NUNtroSZqbL7Nx5ruhGKDCTp+cReKmOZe1LEcetDj7cKnkdj9CpqIoHWdb0CcP3SZbT2NPGPPYPe20v86adQEwnszPqEItAZRWvCDAHmfzZCbXprFl23blOdzJN/exYze3tpwO+EXWow/s1TzP74IpWx7K0RkhvgmQ4LP7/C1PfPrQnMBD/eQU/4Lp/3I+SASvrxoXVjkC7+4ctkjk/ddCyIZ7vkTs9y6Y9e2TYqr9sdkibTfrS/qRvNs12q4zka2dYmc7fhkHl9oknDflZG+6M7tqyvplfHxabiFZGQicgJetVdtCldBOUoYTlO3StTdnNYd6HMQnhHG31fOnzHP2c7QVJldv0Pj6LFmms4CSEoXlzg/O//nMVfjN40IVnTnuNhLlUoX8nclLpvMwz/2lGCXbE1x4UQlEaWuPqf3/BlG27hc9yaxdxPLzP7/MWmVkVJken5+F5Cffdm3t/WpKRy4i28Wh3pBn2S2ukz2LkssQ8/Qc///k9Jfu4zAJRf/sW6zakhvSVbrkzlVqUQbmd4lrulaVvC8Rj/1imcanOCo4YNgl3xpufe64gum2NplvorYPEXo8y/eOXWRdw8wdJrY8z99FJTUrhVUDRpVRyFrEiEk7cfuwIgqxKhhEY0bRBJ6cjqRtH+bHhNKyiGSscTQ00JopWvUdxE4Ob8z0aaLhiyppA42N00VuX24BcjjCgJ8u4CGWcWIVwaokZADmNIIVRpa57Feojt66L/S/ff8c/ZTuj+6G5iu9ubnhNCUJ8rcekPX6F6ZYFQRCEY9dcZWQY9KK8r4WKEZGSl+QWaIaMHN7e0SjKEYqvdSpGhFN0f39s0gNYuNRj9r2/eto6UUzGZff4SpZGlpnOPEtTo+/QBX7L+LmP7khLAHBtj7g//A/WL1/1zXqNB9pt/Qe3ceazpacyxMfI/eI765Y2C9ETLh+hrlbx/zedWvkb+7eZma8VQ0RNbPVG/CyBLRAbbWsaSOHWLye+e8WsH3SbGv3lqS2IZmkHRJA58tINA9DohT3QH+PXfO3LbbcuqxJ4PpfjcP9vH5/75Pj7723uJd66vLJzqD9F/X9wnSjeJ8I42IkNrFxkhBI1sldLljWMkihcXaCyujbCVJAmjPUJ8f9dN9+udsIWJLRpUvRIeLiU3S80rEVfaCcgh6qJKyc3g4pLW+nGEtUZNd6uhRvT31RwnB1Q6n9rlZwk1+bs9y2X8m6fIvz3DwScSfOo3e3n40+1IMoQTGnsfiaMHWi+PB59Mkuxorsp74IkEj30+val+JtI6v/y/DV4/IMHAlw4ha80/u3BunqVj45tqeyOUxzIULsw3zQ6VJImup3ehhrZWeXgz2LYxJYCvXWCaa46Z4xMsfe3rKJEwXqOBV9s4mNSp2biW0zTqOHGwm8VfjL5vzeie41G8uEDHE8NrzkmqjBJantDu4G5+u0EN68T3drQMjC6cnfMFt7bgK6nNFMmdmqHjQ1sbJGiEFfY80c6jX+4nlNBZHK0wc86vvK0aCvueShOMqsyPVFi4UsFzBW19QfoP+ZaxmXMlslO1lo89mjZ46Et9vPbfJhg7kUcPKlg1F9WQGXwwSazdwLE9rhzLUivaxDsCHPlMN7HOAKmBEPOXy8xe3HwKTvfH9jTVJhGuoDKWo96EbLwTnuWw9PoEA188tPb7aguR2N9F9s2J24oFK3t+PEHR8wXXJuxzAOTdhVXXjVtnV9+4Sc4QO9CFHg+ROTYGQhDoim1IpuIHutc9/15DbHeayI42pBbZNoXz88z++ALtfQb7H09QWLAYfbuMJEt0DQVxLA/PE8TTGn37wsiyhHAFo2+XCcZUFFXCtvzFPJpUGTgQQTUkZi7XkGXoGAhw5Jk2ihmLqYtV+veGibZpmHWXsTMV2vsCpHoMdGN1/wLtEdoe7GtOID0Y/9ZbWxanKGyP/NszdD21C6NtrW6OFg+QPNTD4qtjW/J5m8X2JiXrQFgWTm7zQThmpoJTMZvWiOl6ahdLx8ab+5vfBxCeaJm6LEmSXy1TkRDO+4eUaBGD6O4Wux0BudOzWMUtyqzyBEuvjG05KREeWHUXLaBgVh3shrdiqo2mDQJRlUBE4+DHOihnTMyqw2N/a4CJU3nCSZ0jn+3m1a9PUis238W3D4RwHY/xkwWEB2bVd4FeK6fSqDj03RdDliXe/tEcrutxrZi3WXVWJvXNQAmoTUkzgGvaZE9ObcqN5tl+sb6+zx5ck2ap6CqxXe0YqfD1mkTbED2f2E/ySD/ZN8cRjiB+oIu9//jpde9RAhqNpa2RJ3g3IL6vEz21trI1+ONt/BsnfR0SR8exPGzTw7b8TE8jJLPzSJTJ81VSvQEe+2yaV//7It07fQG96cs19j8eZ3G8Tilr0zUcYs/RGJeOl3Bs4af4x1Q8T7D34TiqJnHwiSQX3yjSMRAk1q4Tb9fIzZm+y+gG/pE83NNSJLO+WKJwbmurOpdHszhVqykpAUgd7f+AlNwpVCfzmNlq0+AhIxXmwFee5vIfv8r8z668rywCAAiBXWkdbCfJkq8EeRe7dK+hhnUiO1JNz9mVBtWJ3G2XD1iBJyhcmMO1nJaF/W4FVt1l/FSBSsbk6utZypnrJL5esjn7wgKRNp0P/foOjLBKtN3g/k91kegJoGoyqi7zxrdbZ6MYIRWz4uC9Y+cmyRLtO0J07IyQ7AmiajKnfzxPJWMxP1LGqjlcfiWD3dg8KUne39u0XowQArdmk9ts1owQVCfz1KYLRAbbVp+T/BIUod7EtiYlcz+5SP6t6ZUds6yrmLkqsz88h1VoTpQ7PrKLyFDz9/m9BiWoER1MoQabux4qEznyZ+YQHuTnLZamGsyP1VkY87+7+bE6vbuvE5rsnMml4yUkBVLdAc6+XKC4YK0sE5mZBo2qy75HY8yP1vE8wcxIjUtvFOkaCjJ4X5TBQxEUTULVZIoZC9v0uPpWmUBYYehQdOWzEvd1t+x39vjUlriLb0R9toRdsRBCNCVCiQO37868WWxvUiJJ/j+vyeSlKEiy7Lt4XHdDIlGdLlA4N090d7rpxB/sinHfb3+M7qd3M/r1E5SuLm1pdd/tDu8mdq3veUgQ6Ij6fvgmaGSqmLdZYPGdsCsWjYUy4f6tj3hvNjIaJRvH9PBcsTLMFE1m/mqF7/wLPxtLCLDrrYlXcaFOvDOAFlCwG8vXSdB3X5yeAzGe+73LHPhomtTADTtWwS3Vmup6eldLU3zxwgLmOlk374RVrFM4N9c0FTvYFSMynCJ/ZnZLlJjvBIrn5ii+w51any2y9MrVlrVWjFT4fUNK9GQQoyPSsjZV9vjkusJgiiohKxKKKiFJYDU8f50R/jiRFV8uQVElZBmKSxY/+/N5Djwe58jHkuTnbWzTW3k8pYzF4mSDH/3HGTxPEI6rHP1UO3pQIZ6+PseoYZ1Qb7yl/EDx4sKW64Z4totdrLUcl8Hu+HIxx7s3FrYvKZEkArt3Edi5k/Kx13Hz+evHdw6T/Myn0Pv6cJYy5J/7EbVz59cnJgJmfnSB9kd3EB5YOxlJkoQS0uj4yE5SDw+w9No40z84R2Uih11sbJnU+gfY/pAU2Z8cWgQGWrnalrlursGzXerzW09KhCeolxw6dkYRokyt0Dqgcmm8ivAEfffFyU3XQILCXKOl2y47Vacw3+CRX+nj8isZFE1maayCokq4lkcortK9L7Yq28WsORghldSOMMW5OvXSxjs/PREkebi3OZkRMP/S1Q3buBF22aRwfp6eT+xD0lbHmEmSRNvhXuZ/NnLblb3vGASr5jqn6otjuXW7pQvLLje2RbG1uwE9EWpZhVkIQf7MnF86ZBm1koNV93+PpVSe+KVO2vsMHv5MO3NX61Ty/pixai5Ww+OBj6XoGg5ihNNEkir1qsfDn04hSRKvfGeBYFRFUf2xVyk4jJ+roOoyn/tH/dTKDiefz7I01eDpv91FOWuRX/TjJgPpCFos0HLeqU7dmuLvRnCq9vL7tHZNlFQZoy3cNDj8TmFbk5LI0YcIDA1ijo5RXyYlajJJ6pd/CSUew55fQEkkaP/bX2b+3/8R1uz6/rby1QxjXz/B3n/4BHpirb/x2sughnS6P7aHzo/sJH9mlqXXxileXKA6XfDNo7eZg35HsSwtrIY0FMOvzXCtXo+syKBIKwqi1/6XFbl1/MT7EJIkEeiItjxvl80tL1olbHfLrS8AdsPjzI/n2feRdmIdBhdeXMSqu4y+mVs5P3epjFlzMasOz//BFQ59opO9T7Yzc75EeWkBrwUpaVQcfvFfxnnwCz18+O8NYtVdnv+DEabPFendH+OhL/WxeLWCWXVWYlnmLpVJD4Z54LPdXHkty8hrGwsWtj3Y17IyqlOzyJ64yTII3rILZ7bo19C5ERIk7uvCSIW3Lyl5BzKvjpI9Nrbuxqk6lmHxpSt3sVetIUsqkXAnsqRQNwtoSgCQUBQNT3iYVglV0VHVEAhBrZFF18KoahBZUqg1sjhOg0ioE0XREcKlVJnBE/7fr0WNlppUXsOhPldcRerefO76O1jKOnzn3zaPLbz6VoWrb/mWqBPPr35vr5woNb3n1b/0ywosjK92j89crnHix6vb0NtCaOHW2WvRne1N163bhZ4MtrRe+hXNjQ9ICQCyjDHQj1MoYs3PrxyOPHIUtS1J+dgbVN54g8CePSQ/+SyRRx8h95ff3bDZ2Z9cQglqDH75AUI96+tvyJpC6sF+2u7vpb5QpnhhgcL5eQrn5vz87u1g3pV8hh0eSBLsii2ryYbQ4gG/+F5IRzEUZE1F1vziWaDzxO0AACAASURBVJIirxAV/2e5pcnwvYLBz+7FLptU58pU58rY6ykVLlfObAWnZm15Cq/nCuzy1otoCU9w+ZUMl1/JrDr+kz/0rQv1ks3Jv5pdOT57ocTsheYT7NrGITNR4/k/eMdiV4cXv9o8OK5WsDn2jalN919SZFIP9LVMTcyfnsXK3zx5qM0UqU7k15ISfFdH4kAXldHMHSuvsJUQrofYwJBburRI6dLi+hfdJUiSjKFFCehxQoF2IsE05foCyegOao0cll1FUwM0rDKaYhANd6GpQTzhIYRLLNxLtnCZztR9uJ6FImtUakt4rm+9VEN+TZ5maOSq2zbLUosGUIKtNWsO/JOn715nrkHirhdY3LakRALUeBx7YXFFYl4yDCKPPIxTKFB+9TXshQWcfIH4R58iMDi4qXaF4zH1/bPUZors+OX7/eqLWuuaCLBszu+JE+qOk35skPp8ifJYlsWXr5I5PnVPKipq8QCpB/pof2QHof4ERjKEFg+ihXU/1ub9I0mwKZSniqhBlY6jvSR2pzj31RNUZ5ovvpJEy50W+Eq4WxbkutKot27tovcrgt1RIsOplqQ5MtjGA//X5266XUmRiA43F9aSJImOJ4eZ+dEFhLs9F7BmUIIaejzoyx40yyi1vXVl+O8WVMUgYMRRFQNDjiLLKuXqHJFgJ7VGhnikn3ojx1L+IroaZvfAs+TL45QqM5hWmV0Dz7KUv4iqGAjhUiivrn6tBNSWqfzb2RWvhnXkbVhhWVqnZtCdwPb7Bq5BkkBREY6zEuga2r8XJRKhevIU9qLP+r1aDdEwUSLNfYjNIGyPzPFJyqMZuj66m8Ev+0Xp/I9dZzVfLlIXGU4RGWyj/eEBqpN5pr5/loWXrq4r+y7JKsFE10o71wKLPMeiUdz8DkaNGHQ9s5v+zx4k2B1DDRstS1p/gGVI0PVIH0bcwCyZzL48jplfJyZEklCa6NmA75P2HHfLrWRCsPVE5z2A2O4Ogl2xluMy1BPf0OJ5K2i7vxcjFd4Wi/hGUEI6fV84TPcn9qGE9JbfVW22wMmvfPsu9241JCSSsR04rkW1niER6QfFQHguAg8hPBzXRFF0JElGVQwc10R47rKlxEOSJDzhYDlVphfexHbqiGumIklC1tSWQa5u3d62sTWKrq5bxfhe4W5r7m1fUiIEXqWMHAoiBwN4tkP0scfAdamefGt1UKss33ytAc8vUz3x7beZ/9kIA188TN9nD6JGdWRNWZecSJIEioQeC6LdFyC+v4sdf+N+rv7pG2RPTjU1Dyp6kPSex1CNEFogglnNowfjVLNTTJ/8wYbdlRSJ6K40e//hkyQP9SAp0q0VcRN+aftrP98YVd4qu2EziPXuJb3vQ0iyTGHiHLnRk0S6dhLv3cPU699FUjT6Hv4c2ZE3qOVmSey4j9TOoyDL5EaOU5g8i/Du3KIsa76rSrgCq2RtODGtV1H0dutaNG9UwDadLO8VZE0htifdUkPhjn62rtD54WHGv3Hqrn/2zSJ5fy/9v3SE+myBzLExnJrdNOi/aSXZuw5BrZFnoPtxTKuE61q4roVA4Lo2nnApVWcJ6DF29z+LwGNq4Q2ioQ6E8FauM7QoQSPJcO/TuK7J2OzL2E7NL2PQQg0V/GJ2d0LbYGhQoVwRZDIeigIffyZAV6fMn35t865FSZWal7R4n2HbkhLhedQvjxDcu5fIo48iaxrGjgHM6RnqV677sJV4HEnXcbKZdVpbB8vkZOSrrzH53dP0fuoA6Q8NEuqOo8cD67tCJJ/5S6pEfF8nD/zfn2Pury8z/o2TVMZX61g4jTITx/6CtsEHsKp5KkvjyJpBz+FnN+yibCh0PrmL/b/14U0FOglP+MJADRvXdPBsF2F7eK6HcAXC8XAtB890Vq4JpCO0Hx3Y7Le2CooWoPvIs0y98VeoeoDEjsNUlyYoz43QeeDDqMEoejiOY9aw62XUQJj0vieYOf4DtFCMxI5DVBbHsWt3aFcqYOJHI+gxg/ZDXez91cO89e8qlCdv4fMEd6yc9x0hO1sARTEI6DFAwnKq2HYVTQ2iKDoN0/8OA0YC267iejaqEsDQ/UBh067gOHVkWSNgxEEIJFnBtMo4zvoZTIHOKLHdHS13vXcSvsz2bib+YusUNO8UZEPFLtS4/O9fonz5FuNGJAi1BbCqNk7jzm0OBFCqznD2yl+sOTc282LL+yq163GFF8e+T1/nUeaW3qJu5uluvx9JuraJkNbf2jepNhKNSiTiMqGQRLniEQzKzEw7aLpEul1GVSVyeY9cziPVJlNvCCoVwY4BhaWMh67DFz4fZHrG5a23LCYnXRQF2tpkdu30RdQmJl3cDb5WSZJadl0IcU8SLIQn7rps17YlJXge5dffwBjcQdsXPw+AvbhE/kfPr9ItMQZ3IKkq1vRsq5Y2DTNTZfRrbzLz3DnaHuwndaSP6O52wgNtqOsEIF2DJEt0P7OH2K40o18/zuLLo2viBITwCKX6kGQFNRjZcIGTNIWeT+xj7z94sqVuBoDnepiZKrXpPPW5MtWZAo35Mo1sFbtUxylbOA0Lt+GsdT3Ifp2DWyUlWiSBGogQ790LgFnO4pg1hOuQHz9NYsd9eI6FVcnjNGqEUj1ooRjxvn0ANPLzeM4djKeQoPvxAaxyg8yZecZ+cAmzhcjUNbTyO0uSdOeKVG3LXZJET8eDKIqOIms4Tp25pbcJBtro736Us5f/Al0LMdDzIWYWjlOrZ+npfAhZVlEVA9MsMbt0ipCRZO/OL5DJXcTQY9QaGWYWjuN5rWM2Qt0xojvvnbZGdGc7kcEU5au3uOG5S6hcWaJ4YZ7UI4OoEQOnYjYluJ7lUJtsnlaq6Aq7PjnI9Jvz5Ea2pmL6nYLAI1caJRkdImDEyZfGsR3fInHNvdoKvhV89bGHHtR5+KjG0A6ViSmXcEjihZ806OpS6O9XsEwIhiS+/uc1PvnxABcv2bx6zOIrvxXlP/2XKiA4dFCjp1shmZD4r39WQ9Ml9u/TqDcE9x3U+De/V2Zicn1W4jley42JU7WYf/HKuvoqm0GqXSab2bxF1rNdzMytCQnu3adSKnnMzd6cBXj7khLAnJwi++2/JDA0iBACc3wSc3R01TWyplE/f4HKqa0zs5rZGnMvXGLxpatEhtqI7k7TdriXtiO9GO2tRXnAJybhHUl2/8bjSLLM3E8vrbKYVJbGiXbuJJTsRgiP7OjxdfvS/vAAw792FDXS3FcshKCxWGb+xSvk3pqhOu7XALmbmUFuvYpr1clcfgO7VkSS1RUfb2nuMj0PfJJGcYnKwijCc7DrFex6haVLx3DqZSRFu7MBhQIq00Xa9qeJDbVhl02ufvcCZq4FMRECt9Xgl/zAry0XFJKkDQOu7wUMPervSjNnAIhF+sgWrlCqzCBLKuFgO4Yew7TKWFaZoJGgJ/0A81n/+mR8iMXcueU4Ko/p+TcwjDj9XY8gy1pLUiIbKrF9nXckBXKzkFSZzqd3bXtSYpUaOBWTgV8+gvPJ/dgVs+muuj5f4uy/fG7VMVmT2fnxARRVJtrtu8n6Hu0i3BHCrtpMvT5Palec+EAMNaBw9YVJtJBK533tfqXdbIPZU4t3zHrYCtV6hmq9yXPxhF9JvYVCqRLUmrqpx8ZcZmddgkGZt0+7HLlfR1Hhr75XZ3TM5Xf/RYz9+1Yvl5IMrgPnLzicOGVx4aLDiz83URTwPMH5Czb/4U+q/B//PEZvr7IxKbFbV4B3KiYjf/JqS8XezeIf/f/svXlwXdl93/k5d3v7BuDhYSdAgCDZJLubZO+L3JLlliVrseTYkmU7Y6cSJ55MZiZTk5pMZWrmj0xNZlKuyaSS2LFjO3HiRbLiRWrtaqmlXqUm2Qt3AiT29QFv3+925o8LggTxHgiSIBst8VvVTfK9++49955zz/me3/L9/aMQv/tvK/fE+vHsBwyuXHFYWmzc0vV2NSnBcaiPX6YxOeWZr5rYv6rnL1AbG8epbF/RcduXb9gULqYpjK2QfnWSYG+MjkcG6PnZA1sG3wkhCHRG2Purj1CZzXn1CtY6xaoWqKxME+rop15cpZZfanoOAF9HiN6PHiSQirQkJMXxFS79zisUx1Z2XDtju7DqZVYuvkHv8Y8ipUstt0T28insRgW7VsaqFtCDUep5z7RsVQvkJt+h95GfA+lSXZ0lc/nU3bOWCOj/8DALr04THUqgGCqaT6NVzpSUW/vfVZ+Goqs4O0hKhCJQ/bvvddS0ALZjksmNAd4utVbPIaXDau4ine2HsOwq9XoOy64T8Ldj2VUyOa9qt5QuplXF0EKYVgXbqaM7AYRQEFukiOkhg/ZjfU03AK7tUriU9vQmdgChvjjR/Z2bBRUVQfKxPUz+6am7VsV5JxA7kCL10/spT2XJn573UsubLAJ2k5TztuE4iaEoM68tkBiOEe0J03mojSvfmaFtJE7vIynS5zI0iibdx1L0Ppqinm/QNhLnynemqRca95yQ3AxO3cJt2E0zcPSov2m8mGlKFEUghES6EtuWGD6BpnljIhJRKJclQgHD8JRcB/q980gJqgLqdae1LSiWPNeHaUrUbVhX7aqJ03DQm0gkaWHfHVlS43HBRz7q5299NkAoJJiecvjOt+p86Gd8vPJ9k2zW5b/5O0G+9kKd4WGNvn6V9g6FSEThd/9tmUceM3joYZ1gUFDIS/7dvykTTwg+9vEAQ3tVpiZtvvhnNXx+wS9+NkBnSqW3V2Fq8tZdgbtvFmwCabfeRbvVeyBw5ErMXBUzV6U4lmbmy2foeX4/e/7Ww/g7wmtuzBsGjIBgb4yhzx3j3X/+rXWzW6i9n/bhR3CsOrG+ByjMnSc79U7Ty8Yf6CL+QHdTZi+lpDyV5e1/9lVPWvoOJ4atAjtvDkn2yinyM2cRCFzXxrXMtXa6mJU8QtWx654ZULoOmbE3yU2+c+34u+m+WUN+PINQBL5EYOs4BVduqdiqBQ3UgO4paO4QhKqgR1qnIb9XqNVzCKEgpUu5ml4TuPLGciY/yeF9nyFbmCRfnAEktXoWIVRc16RSy6KpBlK6gFz78yq2nmB97SHih5pXtq2nS0z+6Qkyb2+z3s1NEBvt5NF/9ZmmTfInw8QeSG2/ts57AC3kwy7WufKHr1EaS7eOTWrycXwgQmG2TGYsT+rBJLGBCKkjSXxRH1JKFk4sM/BUN9G+CKFkgNVLOer5BuXlCpld6uZxahZ21WxKSnwdIRTfxrlOSokrBa70IgNcCctpl0LR5bf+fphQSPDmCZOTp0wiEcGv/kqQT33STzZ3rcDl2GWbz38uyMc/GuCf/m95L5tuLRbJdbdXTs0qNVqSXy3kaa/crqBfsSj5+tfqfPbzAf7g9yqYJgRDgr4+FZ/fi2XZu1cj4Be0dyh0dat86QtVKlWJ48DIiMrqistXv1Ljn/+LKEN7Vfr6VQwDfvffVvgf/nGYQ4dtNB1SKYXf+90y/9M/iaBqt06k3hekZDfBNR1Ms8rUF99m8XvjDP/qI3R/eD9aaLN7RQhB59N7iY4myZ/x1GYD8S6yU+9STk+g6gH6jv9cU1Ki+jRi+zvxtah0aVctLvzrH+xI4TAhBHqktZLgdiBdB6ex8YVRNB0j3IY/lmJ17Ec3HG+3dpHcBeQurSJdl7YDSXztQeZfnmp5rHQlteXWCoZ61Ice8u2o4qeiKRiJu+eqUNAwFB+OtLHk9nV1XNfk4sQLDPU9h6rqFEpzzC29iWVXsO0qxcoiQgiqdU+d0rKrXJn9LsMDP4OiaGQLE8wvncCV7rrf/+rfN5KUaxCKIPnUkKe3cQOklFRmcxTHVrZMwb8VZM8sUF0qEOqJb2yHEGhhHx3H+8m+PbfrLAJXURxbpjKTJTKcpLFS9uKhmrRVOu4mC2B5uUrvY567xhcxWL2UIzOe4+3/dB7pSAIdfgae6mH8m1P0HO9clx9o0XW7Ala5gVWoN83aUn0awZ4YpSuZdabwg5dbb4i+95L3rlwlFd95scGL3732/lz9/NvfafCdF68d+81vX3vO/+//V9rW0GlkKi01r4QQRIbaqc7eHhF0XaiUJa4DhYLEdSEYFOvBtUKAcd0ScOWyzcqqi2V6xxWLkuVlh1xOks9JEgmF4WGNj/2cn8NHdBQB/gAkEipLSy65rGRx3sG2bv2luU9K7gCNlTKXfu916itlBj97rKkUtlAE3R8cXSclrmNhBGP4okl0XxjHbL4j12MBwoPtLV1EmZPTlCZ2yNeteNfbaQTb+2nb+zClpQlq2TsPRL5tSLj0p++CgIt/8g4ogvpqa0IhXZfqXAHpyqYWFV9bED3uh+0Lk94Uiq4SSLWWtr9TJI0BDoc/QNqc4nzlNRy5/QW9WJ7jzNgXNn3uuCbjU9/Y9HmuMEGusDH2q1Jb4eLECwA0zAKXp7/d8nqKrpJ6drjp2Hcth9JEhvptBt81hStJf/8KQ58/vrkthkp0fwojFrhjf/7dghELoAUNRv7eM+z99Scw8zWvtssN60F9qcDp//2rGz5buZAh9WAHA0/30CiarFzwFuuDPz+CWbFYeidNo9Bg8NlerJpNabFCvWCi6rtXgt/M1Whkq00LEAohSBzpIf3GFHIbImrNLBytrB4tP7/pVTzU02XMQq1lPEzsgS6Wb7HO043tK5clDx/TWV1xyWS8ooH7D2i0tyt0JNUNx17fcFduvD/Lkpw7Z2EYgjdebyAEXLxgs/8AHHtE58iDGr39KpfHb33jeZ+U3CGcqsnMl88Q2tNG94f2NVW/azvat/73yuossd4DJPoPI4RCdvrdpufVgjq+NUG3Zsi+u7BjMSRCUQgN7Hx12vLyBOXliZsfeA+QfLib7IU04YE4ml8jXWy0lpuW0FgtYxbr+JrIzfs6wi0Lft0utJBBoHtrEbBOYw8+ESRtTlFzt65FoaDS7RtBFSpz9Us72dS7jvBQG5G9zbNurEKd3OmFnbVaSFh+bYKBv/XQpgriQggC3VEi+5JkTtxijZ17BOlKKrN5KjfZRZv5zUTCMV3e/S8XNnxWWqhwPeNevbQ5YyczdneKw+0EzGzVC/Zvsbi3PzqA+sc/wt5lyq52uUF1Lo881r+pUCR4SQ/jf/DGbQfYSwl/9AcVDh/RuXLZZmba4eUfNDhwUCMcFnzpizUKBZfLl23PjbV2GcuSXLpgUy57H7z6SoP0skupLAkFFQ4d1kHA2JjD+LjNqRMWBw/pnDphMTHh3HJQ7X1SsgOwSw0WX7xE55ODKJHNgymQiiAUgXQljXKGwuIY4Y491ItpqpnmvmrFUFvWb5COSz1d3rHsD9WnkTjS3H//YwEBgx8bpZ6r0fFQF0bYoDiVo7LQemG3Kw0qUxl8D/dt+k4LGYSH2lF/OLUzdTQEREY60Fv091UkjQG69CEsWafW2JqU+JQgw4GjqEJjtn7xztt4D9H1odGmQX1SShqZihc4vsOozuUpX8kQO5ja9J0/GSY62kn2rdldqVlSvLhM8dLyzQ/cfU2/K7CrJuWpLE7VajqHhgcStD3US/q15vWZ3ktkTy/Q/eH9GE0s1+E9bcQOpMifvf3x//L3TV7+/rXN7NunLN4+tdFqms1unNMsC95959ox3/z6NRfTS9/b7G765tfvTKRv92navk9RurKKa7XwkWsKylrQVSDRQ3LkcXzRDjr2PU6s74HmJ1wrG90MjungmjsXj5E43P2eqGbeS2ghg1B3hOpiiUahcVP1WqvcoHi5uXtMCEHiod4dc3kJVSH5xOBN6xXV3DISl6Byc1l1Q/gRQqHuVpHs4gCAGyB0ldQzw02/k45L7swiVmHnlUntmsXqiebVYRVDJboveVdjfu4Ychv//QShcHGZRotCjUJVGPrl43ekYH23kHtnHjNfWw+gvR5CU9jzCw+9B626t9h9vfI+haJtofwqJa7lkYhgWw+FhUssnnmR+be/Saz3QMvftLKEKGvVfXcCQhXs/duPvSeqmfcSxYks/R/aS/qthW2Fwttlk+KF5ZYZNonD3Z6LYQcemxHz0/n03pseV3dKuFISVG8ee2IoARQUau42K/7uErQ93IvRtnnxl9LTn0i/fnd2t27DJvvuPHaT7AchBLHRJIGu6F259n3sPArnl6jO5ltmIsUOpOj/+KFdV7jUzNe8uJEW7W4/3k/HE3vucavuLe6Tkh1CaKCtZWE8M1dFrllRpOuiaj5UPYDmCyJbaA87ptM6EltT8HWE7piYCE2h92OHiO5L3tF5dj0knPvDU5z4v35ALV3h4p+8Q3n25hoXpakMpclM0++EpjD4S0e3rCa8HQhVMPS541uWLL+KmlPyLCXqzRdHQwkgUKg6m0mJQGAIP0ElSkiNE1Ri+ERwk26ILvyE1Dh+pXVsk0AhoEQIqXEU7lz8LfXM3pa1pxqZCrkz83d8jVaoL5coja80/S7QEyOyt31X7q7vYzNc02HxpTHsqtnS6rD3Vx6h7aHeu6fQfJuYfeEsZhNroJcl6Wf4Vx8l2BffdYRqp/AT8YapAZ1AdxTlLolTaUGD1E+NtCyXXbh4rR5FNTtPINFFct/jdAw/Qn72bNPfOFWL+mpzQTghBG0P9baMOdkOhKaQfGwPI3/70V33Ut51bNOUXZ3Nkz+72FRyXghB+9F++j9xuGnq6nYgVEHHY3vo/ejBbR1/1X1jiCDKWjiYgkq73kfKGNpAHq66b24kJRJJm97DA6FneCz2CZ6KfZrHY5/kSPg5unzDKNdNCZ3GHh6PfpKHIx9GFc3HdlhNcCzyEY5GfobAFuRlOzASQeKHuluOx/QrE+vk/m6gka1SuLjcfBETgvZj/Xf0zt3HvcXyy1cotqgFJITAlwwz+vefJvFw391RU77NabW+XGL6S+/gNlF3FYogur+Tkd94nFB/YudL+ArQY34C3dH3jID/RJCSYE+MkV9/nH1/5wlSHxhuah6+XWghg56PHCD5xGDzGBAJy69cS+Oy6yUyE6fIz55j+eKr1ItpfOG2TYPLKtWpzGSbTpDgRWLHD3Xf1sBXAzpdPzXCyN990pPNv9e1qd8ncBo26dcmPM2SZt0gYOhzx+j/5BHU4M0tHRt+qikknxxi9DefQgttTiVvBlPWcKSNIhT8ijeGw2qCB0JP82D4Q/T49q0fe9V9U73BfRNW2zgQfAJFqMzXx5isnSFnLRHTOzkQfJIOo3/92BVzhppbJKTGadd7m9y+QkxLElRjrJgzNOSdpYkmjnTjaws2fxauZPH743d0/pvBrpgUx1awSs0tlImHend3XMl9bIBTs7jyx2+2VGcWiiC2v5MDv/UMfR8/hNEk0+5WITSFyL4kPT97kPaj/Tf/QQvMfeM8mZPNNQdUQyP17DD7/8HTdDw+0DL28FYgNIXw3nb6Pn6Y/f/gGQY+dQTtFue0ncJPRPaN6teIP9BFoDdG13P7qC4UKE9myJ1ZJH92gfpKZXuSe9dDCKL7kvR+9CCpD4zga28+mZanMmTeuja4oj37iXaNkJ89T2MpQ+/Rj2LXShQWxqhmr2XiODWL0uVVzHwNX5OJ0IgFGP3Np3DqlifstE0E++L0f+IQXR8cxZ/cuo7PfUD+/BIrr0/i//kjm9JFwZN/Hv61Rwn2xJj569NUZm+eKunvCNH7c4foef4AwZ7otvvAlS41t0REbSegRqi6RWJaEk3oVJ0C7Xovk7V3kEgMEUAgqN1gKYmq7cw2zjNVO0Pd9YqJ+ZQgozxOyhiiz7eftOkFfJqyxlJjgpHgI/QY+1gxZzYEzapCJ2UMYskaWWsR+xa0TzZBESQe7GnpDitdWaXcwpW2kyhPZqgtFDCatMNIBGh7sIfKTO7W54v7eE+QO73A5J+dYt9vPoXSZOcvVIXoSJKRX3+czqeHWH51gsybM1QXtlnCQHhzcXRfkuhoJ9H9nQR7YhjxAHNfP7dh7r8VmPkqE39ygkAqQniwbdP3qk8j+eQQ4cE2sqcXWH5pnNzZxe3LRAiBEQ8QGWknfrCL6Ggn/lSEQCqKHvWx8trEe1Yg9CeClFyFoioEUhH8nWESh7vp/vB+nKpJdaFAaSJDeWKV8lSW+koZu2Ji1ywv4EiAYmj42oIEe2JERztpP9ZHeLgDPeJruliBV6Nj8otvbcgWUHU/peUJot37KKUnUVSDWiGNEYxSzW78ff78EuWJDMaxQFPCEx5q48F/9jwLL15i/uvnvQWxyVyphQyio52knh2m85m9GPEAqu9am13HpTiWRjU0IsMdt/dwbxFC81Ke9bCBFvKhXfenLxFsKnx0FZ1P70WP+b3Kx1UTu9LAqpjYZRO72sCumDuWLu2aDpNfOEXbsT4iwx1NVXv1mJ++Txyi47EBVn44zcobkxQvr3j9LkD16xjxANGRDjoe20PiwV78qQiqX0MIgZQSp25TurJKeE9iS7n5ilMkqibxKV4MSFTrwHQbrFpzpIxBQmqcqlNEVwwcHBruRsEvS9aZqp3ZoHNSdyusmjN0GnsIqDEUVFw8l9Vc4xKDgYeIaG3EtU5y9rVaTUElQpveQ8aap+TcMHhvEYFUhPBQR9Ndn5SS5VcnPEGwu4zKTI7KXL55LRzhVdOe+8Z5pH17pETRFdSgN871kM+TD18b+3rYR2Sk+fsnVIXYgRR7PvPgxrFeXnsHyt64d53Nomk7iffLe3sV0pXMff08/lSEgU8/6MVN3TiVCjDiAdofGSD2QBf2Lx+nulCgOLZCZT6Pmal62Y6KQAvoaEEDX0eIYF+cYG8cX3sILaCh+HRvXhXevHFHFmjpzf9X/ssJ9v/W0/jaQ02FOYO9cfypKJ1PDtHIVSldXqU8sUptuYRVbiAdierX0II6atDro9BAgmBvHCPuRzU01ICOYmjNy6W8B/iJIiVXIYRA6CqGriIjPvypCG0P93muEinXX2rpuDimg2qo1/xrVztOEVt2oGu7zH/zvKcceF0ktd2oMLiQ5gAAIABJREFUYjcqhDr2EIh3eVk2ro0Qmyfj2mKRpe+PexoWUX/TSdLXEWLos0fZ85mHqC0VqczmsQo1EAI96sPX5r08WlBHKMqmgSddl/yZRc7+Py+y5xceIrK3Y0cDqPSIj0P/84fQ4wH0sDfxaiHfxuJz4rq/XJ0ztmDpXR/cR9dzI143XfvftT/WFnm70lifrOsrFSb+5ATlqVtfPBuZKmf/5Xd55F9+Cj3WvB9UQyPYF2fPL8QY+PQRkHgl1F1PoRSBl+atiM0vvyvJnJxh6i/e5sA/+gCxLUhJ1ckjhMAvQviVCAE1SsFeJmPN0esbJa6lsGQDVWjUnTLyhhWqaGeayszX1qwmAoEiVNy1Ks+WbLDQGKPf/wBJY2ADKenx70MiydvL1N07U1gND7UT6o81V3G9mnXTqqbLDsJp2BTOLZF8fE9Tcph4uBd/e2jLMgQAoYEEQ589SqA37o35sIEe9qH4tGv3eAvjXiieEmnicHfLcQ/g1G2sSt1b6CsmVqHOxd95hdrirWVh/Ti8t1dhFetM/vkp9IifrudGEJrSdJwJITyiGDTW1oTeTcqm192u53IX136705C2y9L3x9EjPvb+2qMtXZuKpmDEA+gxP+E9bfChfZsNeddzMdFkDtpF+IkkJdfj+gliU9VSXW0ZvNoKV1MXV96YZOoLb2HdIE1tlrO0Dz+KVSsS69mP3SgTbO+nnJ5qer6Fb18kuj9F7/MHQN/8Mom1wgWqTyG8p80blNuEazpkz8xz5l+8SCNToTSZwXWcOyzOtxGKTyP51FBLa9LtwHN3bFVj1vO7Xm+CNws15r52FqZu75rFS2nO/fb3OPDfPYu/RdXmq31xlV9uJ3jOtV1y78xz/l99H0VTaKyUYbSz5fEVp+hlzygBQmqUgBJmoTFG3k7j4hDTOinYaVShrVlDNs5OlqxvIipX0WrJn21cpNe3n5jWSUiJU3HzaMKgy9hLzSmRse6shICiK0RHOrzilk2QP79EI7Mx6FsxfGhRr1aNa1vYBc+logZDSNvGNW9e30doOqo/gF0pbXDHZM8sYBbqaOEmZSNUhdRzI0x98e0tz23E/LQdHyDYvTNpxGJ9Adx63Cu6uqGOlWu7XPnPb3KrAvk/Lu/tVdTTZcb+w+u4DZvUTw037dv1dq6vCVu39V5A2i4zXz6DY9oM/eJRQnvaWrp7tztGdjt+IkiJZwC5+7ssKSVmvsbSS+PM/NXpprLPlcwslcwcV5cAzRfCCMWpF5pHiTt1m/E/fAMhIPXcCHrozgrnXYVZrLPy2gSX//hNbyHEs8zUVyo7NpH+uCH9xiQI2PurjxAZTrZMAd8u7KrJyhtTjP2H12lkKmhBw6v4vAWqTmGdlATVGAoKJTuLI22y1iJBNUpYbUNFp+ZuTm9tRUi2Qt0pkzanSBp7iOmdVBoFUsYguvCRdRYo2XcW62G0hYgdTLWshp15a3aTr9zX2U30oUcxsysoukF57ByNpXn0eBtOtbotUqIn2ggNH6Dw1g83HF+eylKdzxPsiTW1GqZ+aoTpv3x3x10N93F3UV8ucen3X6M8m6Pnw/uJDLd71uPdDlcy/7XzVGZyDP7iUdoe6t2RoNyWl3NcrHLjnlgmm+EngpTUlorMf+sC3R8aJTzYfseLSTPYVZPMW7MsfneMzMkZrOJWk+L17pwKdqN56u9VmNkql37vNUpXVun/1BFCA4nbNr1Jx6Uym2Pua+dZ/O7Yhh1oPV2itli4T0paQNou6dcnMXNV+j5+mNSze1GDm6tD3/Q8rqS6kGf+GxeY/+ZFGmvF5eyaSX2tymsrK0vdLeOuaZXY0qLs5NesHy6r5izDwWPE9U4UoVJ1tled9GZwcVg0r9BpDNKmdZEx5+g29uFIm2Vzaj3+5HYR6AwT279Z3h08ManixTRuk4rSjeUFCu+ewJfqIXrkOLlqBX9PP7WZSRACf3cfRmc3iqrRWFmiNjdN9NDDCF3HLpdwykW0SJTI4WMIISiPn8MuFpCWw+qb07Qd7WtqKQjvaSMy3EHxUvONxH3sXliFOtNfepv8mQU6n9pL5zN7CfXHdyz9VUqJdCTFS2mKLTRvbhf5M4ucny+QfHwPqef20fZgD1pwZ1LUpZS4lkPxUprMqVlW35zxYirfA7wvSImWTBI89ABGbzeKP4C5uEj+698EQAmFEIaOk2tdjMrMVpn5q9OkX50gui9J+/EBEkd6vMyHOxiM0nGpLZdY/dE06dcnKU+uVS+9CwTTKtSZ/cpZcucW6Xx6L73PH2jpRmiF8nSWpZfGWX75CtX5/Ka6LfWVMrXFYstCVvfhEZPc2UUq8wWWX75Mz/MHSD4xtNHX3uq3UmLmaix85yJLP7hMeSKzUTFWen1glxstU09dXOpOGb8SAhVWrTks1yPABWcFEMS0TlShU3M2u29uF2UnR9ZeJKF3kzQGCGsJam6JVfPOSiUrukrsYFfL+y1fWb1pJoSVz6CGQrj1GorPjxqOwmoaoz2JHktQnRgjODiCuZqmNj+N6g/i6+lD0XWEbtBYmkOPtxMePUz+5GsApF+bZOQ3ntgk5CaEQPVpdD699z4peZ9COpL8uSVKExkWXxojcbibzqeGSDzYi+LXbmvuc02bymye3LlFVt+YojyTW99s7CTMbJWFb18i89Yc0ZEOkk8Oknx8CF9ycyDsdmBXTIrjK+TOLJA7s0B1Lk8jU9mZml63CcFuroqgqgSPHCbxsZ9Fi8c9U5uiUB8bZ+nf/z4AiY9/jPAjx0n/xz+mMX3zKp5CESiGhmKoGIkg0ZEOQoNtBLtj+JNhjHgALWSgBnUUTfUK6dkuTsPGKtVprFbWs3UKF5aozOVxGra3k7tHT1IxPL9xdLSTtod6iR1IYbQF0aN+tICO67g4NYtGtuq1dXyF7OkFKtNZnJqFa7be2apBHdW3MY7Gadg41dusSCwERtzPey4/KKUXjb6TJndFoPq9rKy2Y/20HekhPNTuReMHdaQrscsNasslShMZsqdmyZ7xqju7ZvPxohgqasDY5Dd26tY6gTkafp4Oox9LNrhYeZ0l06vEbAg/h8IfoF3vQaDww8KXKTmeayVl7OVw+AOkzSnOV17DuSF9N6F1cyz6ERpulR8W/gZbbuxvgaDXt58DoScp2RkiWjuXqyeZqp+548eo+vWWirau5WBXzU2m5EDfIL6uXgrvnkDxB0l+8KMsfeXPiR19AiufoTo9QeTAIVA0KuPnaXvqgxROnyR+/CmkY6P4AjQWZ1EDQfKnXkeLtRE99DCrL33j6g17RdGaTvRy7Z1ovZMUmoIWMnaBe0BiFeu3VkhQCLr+4W+iR30gJdXTZymffAtpbn/n7NvTT2P6zggrcHfe2xsgNAXVp6FH/ERHk8QOdBIaaCPQFcFIBFH9OoquIm0Xu27h1i3MYp3aYpHqfJ7ydI7S+AqNTAXXcnDu1VqgCFRDRfHphAfbiB/qIjrSQaAnhr89hBo0UHTVa1PVy3gyi3WvovRMjvJUlspUFqtUx7UcTyRyF7CBXW0p8fX30f6ZTyNUhcbkFObSEtFnnt6wvjVmZog89STBhx7cFimRrvQm+LqFVaxTmb4uqnu76+Z73HGu6dDIVFl5Y4qVN6a2bvctttWpWltOtreMNevAjyVciVO1qFYLVOcKzH3l7Bb1j7Z5StPBNbd+XhW3QJIBTLe6IbXXlhY5e5mkPoAtG5uIxZ1AIinYaUp2hpjWiY3JQmNnxMyuvo+3CkXX0cIRwvuPUJkcQ2g6wjBQfH4Uw/CeuXttMQv2D+HUa5TPvU14/xHvvtwWKbTScx3dLqTt3pXCgfcK0nWZ/9d/gFu5Jogn/H4UXUdKF7deB9tB+HwIw/CyCBt1pO2g+P3EH3+a6pUvIW0baVkIw0BoKtKyQdNwq1WEoni/VwSuaSHrde/fuu6lyrvuhuvftXu1XWzby1aqLRW92jNw8/XgvV7AXS9byanb5N6dJ/fuWgmG3d7um2D3khJVJfrss+A6ZL/6NSpvvY20bSJPPrHhMHNhCRwHX//tq+etY5d3Vku8X9v944h70Bc5a4mwmqBgp9dcNB5cHHLWImltGsutbxAzM90qGXOOkp1Fys27Tks2yFjzWG696fcAVadI2ckR0ztZqk9gyvdu0XXqNYQ/QOzhxzEzacoXTuPr7EILR1D9AaRtY5dLIATSdTAzK9Tnpok+/BjBkQM49Sp2MY/QDW/xazQwMzsbA/C+hqriG+jHrdexMzlcs0Hsw88hVA2kpH55gvrkJNFnn0YJBACJObdAfewygYMHMHq6iTz7FPZqBiuTJXhwP1qyAyu9ghqLUn7jR0hXEnxgPyIQQAiF3AtfJ/zYcYyeHtxqDa0tweoXvoRs3Dxo+a7g/Tqvvl/bvYZdS0qEEPhH9mLOzVM9fQZpN/dxOeUy0pWokTuru3Ef97FbYER0eo8m0Xwqru1SXKhQTteo5Rvs+3A/49+ZppZI074vhnzLJuDzsfe5HsyKTaNoMjn3OonBCAd7eqkXLaqZOrVCDfPgFfSaTSodp5yuMfBEF2bZIjtZJDuZ453Sd7Zsl674MJQAjmsz3xi7R0+jOczVZTJXXS1rqC/MUl9o7jIonj4JwOr3vtb0e7uQpXj6zgTgfpwgVBW9twdpWkjTQg8mUfwBsv/1rzH6+/CPjnjug2iE7F+/gBaPEX7sOI3JKconThJ++nHy3/g2SIlveC/WyirWagYl4KcxNY2WTNKYmqYx46lRJz71cfiqAEWlPn6Zylvv0PFrv4zWlsBaXLpJa+/jxwm7lpQgQPEHcOt1z1TYCuupvrs3MFOPxEk98/H1f5v5VVbf+gFuY7N5WAtF6Hr2k+u+bLOYJfP2yzjVnQ+a+klAoCfGns89QvHiMgtfb178sBmEptDx2CCxQ93MfeU09ZuIZe0UhCJ44OODmBWb4mIFzafS/WA7C++uUi80OPTzQ1x5aY7kgQT7P9JPebkGEgYeS3HuhSk6RuMYIZ1yuspDn93Hha9OYZYt2vdGiXYHmTu1glm2ifaE6DrUxvQbS+x5IkUtV6ea2WpHKohrKeJaJxlrnorTOrD8Pt4/UFDYox0krCRYtCdYdT3NGWmalF//IW7Vm6N8g3sQ6lpGmKJ485PjgLL2mRCgKOub9PVj1yBtG4TAbXippmowSODAKG61hlMoeq43IZCmuT7fy4aJ0HbvEvVeYI92kKjSzqqzwKIz8V43565g9/a4BKdcQgkGUYJB3Gpz36LR2YlQFeyVOze9dj75ESLDhzc3xbbJnz9J9vRrm77zd/bS+fjzCFVj7pt/ilPf3E7Xsmhkl9HCccL9IxixdrKnX29KSlzbXjs2RqhvBF+ik/zZH+GwPVLS4xsl5R/CEAHy9hIz1XPrcQcJvZte/37Olr6/rXO9H6DoKopPaxoMCaBH/XQ+O4IQ3BopURVCg220HRtg8cWLO9nkLRHpChKI+7j8vTnKyzUCCR/R7o2ZKZpPJdodpLRcI5T0U0nXKa/UmX1zGd2vYoR0ls5mqazWWTyTobxcJdITJHOlwNxJL2Ok52gHxYUKhfkKicFIU0EmrxKx90zb9B4GAw8BgvnGxTurc/NjACEUVMXAcRq3pf2yWyBQaFO7aFd7KLir4DYXwjPn5rH376P987+EtGyqZ87SuDKJ3pWi/bO/gHRc6mPjOPmC596ZnKbjVz9H48ok5vLmLCVp2whVJXBgFCdfwMldtVK9f5/lvUBC7aRTHcCU9fuk5F5Dui61CxcJPniE4IOHqZx6e82F46kCIgTC0Ik8/QTC56NyZvsLTivU0nMohh8j1k6wZwjXsajMXMYuF6hnm5sQhVDQI3E8Gc/m1hqnXmHlxHfRghFUw4cRa10fwm3UWDn5PTR/CPGUSqCz75buYbFxmaqTZzj8COPlExs0JCQuhnK9dLZAQVk/RqwVjfaKrom1MvYCibuhENtuQvsTQ7Q/PsjEH72Omd25oDi3YTP9F28x85fveJky9wj+mEGjbGHVrvVbvD/C0Ad6aZRM/FEDLaDRNhhl9kSaQMyHWbRQVEG4M0BiIMLS2c1iZr6wwaGfH2L4g31MvDxPLd9g/0f30HWknXe/ME5ldbM1st9/kKHAg6hCQyCQSKZrZ8naS2y1eCjBANGPfQhjoBfXsij89TexMzkSn/sUha98i/inPkLp5R+h+Az0VJLqO+eI/uxzaF1JpGmT+/O/wS1XCT11HCebp/bueZRggI5/9Bukf/vfQ5OS7vca0WA3g6mnGZv7NjXz9q1GweMHUcIByi+/fdMif0o0hOIzsFe2LvqooJJQUpRl/vYqN0tJ+j/8J6R1jXhK26bw4kteNpGUSMcBKSn+4NU1q4hEOu56YHHub15AKIoXSOy6NJplMQmxfj6EQFoW5R+dXP8681df9qwxN4FA4BNBurW9dCjdBEQYBYWGrFOUGZbsabLu4vuaPP4kYdeSElyX4quvExgdpe0THycwPExt/LKX0hsKEj5+jOBDDxLYN0JjeobyW1vLPm8HpSvnKF05h6+jm94P/yJWucjCd7+EtFvvCl3LxLVMpGO3DBC8ej/SdbZXXfRWjr0BEhdHer+9UdSq4VQp2df85jGtk4HAA5wt/QCAPv8BXBzm62MkjX66/CMoqJTsVeZqFzHl7sqiUQM60QMptFssBbBdSNu956qdjZKFEdLQfCpXnSn52RLnvzpJ5nKBT/2bDxDrC5PYG0X1qdgNh0bRpOvBdh5sjDDz5jLzb2+2GjbKJu/82RjjL3o+/J6jHYx9a4biYgV/zEBRBO4NaaM1t0TBXsGnBDHdGkvmJMvm5KZ04hvhNkzKL//QC2R86AECRw5Q+v4byFodo68HKQRqJITe201jfBK3XKH04itI1yX0xDGCxw5T+s4r2OlV9P4exPlxAkcPUz8/visIiRAK8VA/murjjt3GquIt6teLM6gKaiSEMDSkaeMUSghDJ3BwCC2ZoPKjM9jZYstnkVA6OWQ8ySXrJMvO9G0163pCsg7H8cjI9XBdj3jc7NgWc1mz862jRRzh9VDR6Nb2Mqw/iIEfBxsHGwn4RYgwcTrVfs6Zb5B2diBF+T7uOnYvKQGslTSZv/kysQ8+R/DwIUKPHPeK0PX10fErv4xbLlMbGyf3tW9sawDfDbi2hWuZOGZ915czr7klxitvrv+7aK+gK751dVCfGiTdmEITOntDx5iqvIsQCm1GLxGtjYw1f0vXMxJBYoe6KV5cRmgKoYEEasDANW1qCwWvqvENLhc96ic02I4e8yL6rVyN0sTqBp0UPeb3dAS6Y7Qd60faLslnhrFL3jJulepkT25ODzfagoSHOtDCPlzLoZEuUZpY3dAGoSkknxleFyJy6hb5MwvY5Y3xFlrIIH6kl8pMFrvcILzXK5ooHUljtUzp8oq3c7zhN+HhJEY8sEm0z6lZZE5OU1qqYFZtBp5IUVqsbFIfFkIw8Ggnb/y7MyydzfDobzyAFtBYeHuV1/7N6ZZ9oeoKicEovbkG9bx3L64jSZ/PMfLTfQQ7ApSXN+6q0+YUaXOq5TlbXisRI/zsY7i1OnoqiVMqg+tipzMY/T3Y6VXUaAS9v5vy999A6+wg+NjDyFoNvSeFvbQKgLW8gt7Xg9bVQeDwfvIvbB2IeyMMLUQ40Imubq6yXTMLFCvz67tnTfUR9ndi6CFAYNlVSrVlbOeaBUlT/YT8HfiNKMn4AQwtQDI+iml5rlXHtVkpXLrl53Uj9O4OQk8cAddFCQcpvPAKStCH/9Be1ISntlx66SRupfkmoV3tueM2vB+gotGrjbBXP4yGj5y7TMZZpCILSCkJKGHiShJVaGSd5fe6ufexTexqUoLjUrt4ETuTwTc0hNHZiRIMICW4lTLm4hL1y5dxCrdWAXNHm1irkDv7Q1zb2tKishshcVlqTNDj30fanEERGhUnj18Jo6KhKz6vCqy1SNW59WccGmzn0P/yPHMvnMGfihDojnkiRfEA5YlVpv/iLbInru3kAr1xBj//CNEDXesmXSEEmRNTzP7lO9TTpfXjun7mIIGeGKG+BK7l0P38A574D1CdzZE9NbPBw2Akgoz8vae9MgO6ih4LUk8Xmfmrd1j+7rWFRKgqyaeGMWJ+gn0JpIAz/8dXKd0gGe1LRRn9hx9g9YeTKLpKZH8KRVPRYwGsfJXZr5xm4avXXIp6zM/g5x+l7fgAZraK4tMID7WjR/xkT81QvJQm+/YsbsPmwlen6D2aJNjmx6zaLJ7JUFmpIyWc+5sJrLrDylge6cLMj5ZolCwaxc2aJJe/O0ejaCFdyE4U0XwawTY/0pYUFyq4tiQ3U2Lx9CrOFoJ6twQBelcS4fNR/JtvEfnpZ1DDIaTjYq9mCBw7Qu3d8xgDvSg+H269jr93FNkwKX77ZWKffJ6rHefkCsh6Hf8Do7imib28uu1m+PUoI70/TdjfgWlX0bUAkUAKEKwWr7BaGKNYXfCyQ/QIe7ueJR4euHYbQiFXnmFq6TVqpucuCRgxutoOE/K1Ew50IoCutsO4rrchMu0qK4Ux7iguQlPxDfehJxPULkwR6Euhd3dQPz9B7e1LaKk2it98o+XPBQrtavftX/99hIjSRp82ii78LFgTTNinqcnrYu9cmGccvwhhs3OaPfdxd7G7SQmAK7GW01jLaU+AR9cB6aWqNTMx3uvmWQ2Kl+9c1fK9QroxxfHYx7DcBiU7gyNtGm51TfNiiYqTX481uR0ofp3Onxph5ZUrzP7VO0jbITzUweh//xy9Hz9M6dIyVrGO0BRGf+sDREaSTP7ZCUqXlkFA9GAXw7/+JIquMv77r+LWbarTWWb+4hRGIsjoP/wpGrkq0392Yl3sapNa6tp5sienGfvdV3DqFsHuGPv/8QfZ80vHyb87vy4J7ZoW47/3CnrYR+8njtDx1N4t7y/1wf0Uzi9y+fdfxa6Y+DsjjP63H2Do84+SPTFDfdkjc6nnRun52GGm//wk6VcugxB0P3+A/p9/iNU3p1n4xrn1+i61bIPL351rer2xb280QS+d9dxxuenN2UFTry2u/311vMDq+Ea59vKy97xm39xBuXQJdiaHEgoS/8xHEbqOrNXBdXGKZZSgH2spjW9kEDud8SwomRyBw/uJf/qjCJ+BW1xbWBwXc2aB2Cc+TOWNUxtN+zdBf+djdESHubzwPbKlKRShMdj1NJ3x/SznzpHOX0RKFyEURno+RGd8PxOLL5Mrexa2SLCLfb0fQlN9nJ9+Acc1qTZyzKTfRFMMDvT/LEKoXF54ibrpPVfPfXuH1lIpkZaNU6xgzi5hzaexljNXH+21bJfr4Bch2pUeQkqUoIgSElEkMKQfpkcb3nBswVlhwj7bsp0qGkm1nzYlha74cKVDRRZYtmeoyK3k/gVhESOp9hFWYqhCx5INim6GFWeeuty6vtetwmtnHyERpeRmmbLPbSQka3BwqMjmG6qISDBiHGXZnmbRmUBBJaUOEFc60YWBg0PVLZB2Zimv3XtYJBjQ9+MTQS6ZJ6jK5ll5AoWUOkC3tpe8k2bavoCLQ0CE2aM9gCUbzNgXEQi6tEGiSjsqKnVZZdVZINMi4PjGZ9Cu9NCudmEoAaR0qcoiaXuOksy2jKERCKJKOx1qD0ERRREqplsn76ZZceabEriwiDOgH6DmVpixL6AJnZQ6SFRJoAkdS1oU3QzL9hQmd6Yrs/tJyXWQpok07zPerdDnP0C3fx9hNcHB8NNMVU9vUP28EbY0KdgrJH0DnC5+b/2z8fKbjIYfR6BQsfPM1M5ueZ5WEIrAzFSZ/uIpzJznHihPZUk+O0KgK4Y/FcEq1mk71k/i4T4Wv3WehW+cQ65ZPcoTq0SGk7Q/OsjKaxNkT81gVzz1RbvmKYE6FZPqfH7LQFfpuFz5ox+uk4TS5RXaHx+k/bFBQnsS1+pUSDAzFexyA6t4c3EwLagz/u9fpbaQXz9v/EgPvT93hMi+jvXrJY72ofhUZr/yLk7ZG8Mrr14h9cH9BHti2KX3kfrnTYpT2Msr5L74FYRQkI7tucdcF3N2geyf/BVuuUrx69/zTuJKzMlZcukMQoC0N8ZSueUKbqWKOTV3S+7Rzth+TKfGQvb0uiVjKXuGzvh+fHoEx/X6IB7qpyO2j5XCOLMrJ3Gld2yptkTI30F32xE6osMs5y/guCa1RhZV0XFcCyEcao3cuiXltiAh/OxRAkdHwZVk/uMLNMZmMPpSRJ9/EiEg85+/CoCTLxF++mE6fvPTZL/wbdyit9DHlA72GQ+joqHgkRaBt+hGRGLD5VzZ3CLmShcDP4eMJ2hTe9DQ1jYjEheXHnWY8+aPyLqLm34rEPSqwwzqRzCEDwV1PTA6pQ7Qo+5l3HqXrLt1gPStQBMGHWtuqmV7pikhuRl04SOp9lJzyxTdVfYZR4krnahr9y6RSNUjNWXHIyUmdXwiSIfSQ1kbYdxqHstoCB9d2iAdSg8Z55qbUEUjoXbiSpeCm2FYP0JIiaKgIQAXSbc2xII9wZj1Fs2el5QuKjqj+jE6tQF0jA191a3tZcx8q2k8kUAwoj9MjzaMho5A8fpKceliD93uXi5bb1N0N2r26MJHQkkRESZ5N80B49G1gOLr+7qflLqHC+aPbkJgt8b7g5So6low2BZBZVLeJyzAXP0S8/VLXF05thNxfrH8+vrRV5Gx5skWrrH1241cd22H0uWVdUIC3sJTWyh47py1INXEw/2AJHNyep2QgCe77i3eo4SHOzy3zG2gNL6yThC8E0uqczk6nhxCC/lu65wApSur64Tk6nlr8wXPjRG+lukkNBVckNa13b5ruSAlyjaK+e0GBMOCX/w7CY48GiCzbPN//5Pl5jzBldesHdfDcdY/3yAf7ji4xc2EV/gMfCODmLMLXlzKLUAoKtLdGHzuSC97T1WuPe9YqA9V0VktjK0TEvAm/uXcefqTjxLV3wVXAAAgAElEQVQL9bGcv3BL198uqifPUX1r7dzXyeLn/uuLrAfRrn1mTi6w8jtf2vAZwIozR76e9u4Nlaf9n8KUda5Yp1lxN1rcvHts/i736fu889mzpJ05HGziSpIebS8BEeaw8SSv11/AZqOFulsd4oDxGDYWS84UGWcRSzYIKVF61GEiSjsHjEc503iFkrwDAncddAxCIoqNRdHN3lGl6oASZr/xGGElyrIzTd5ZBSEJiRhxpZOCc81taMoaOWeJhJKkWx1mwjqDw+Z4Rr8I0aZ0UZNl8s7KpuzFkBLlkPE4Fibj1jtU3AKa0OlWh+hQe+nXRjFlnSn7XJMWC1JaPy6SrLPIsjODJU1iSjvd2l7CIsYDxuPkasuY1K/7lWBUP0a/dgAbk0V7khV3DkfahESUPn2UNqWLUf04F80TlOXmrLKQEuOI8QwgmbYukHdXUIRKp9JHSttDXEkypB/mvPnD2+6T3T0bKgpGdxf+kRGMnm4Un68lMXGqVTJf/NI9buBuxFX6cCskojnl2JEUOkdiFTcH5ElXrmd3AxgJL1bIzG+2djSyFRRdvX3y0OK8somuya3ierK16bzXDdXCuUXajvbT9aH9ZE5Mg4D2RwZQ/Tq5d5q7alohllBJdqk4Dqws2ZSLLoZP0LtHx3Ekhk+wuuxQyDpICdGEQkdKAwnpJZtyobUbRFGgLakSb1OxLFictTAbkmBI4eEnAnR0afzlf8xz5ULjrsZ1C8Mg+NjD6D1dlH/wBrJ+aybhbPEKyfh+krFRCpV5hFDojB/AcS3ylWvPW9eCCCFoWJtJT8MqowgFXWtewXhHIGmeReNKmr7DTVxYLg6Ntcw4dW1Kl0gsGttOCVaEgiJVxqy3mLcvry+iWXeRqiyx3ziOIfy0qz0bduB+gowax7GxuWK9y6w9vt7urLvEqrPAQeMxOtReerRhxqy3dkReIKCEUIRKzS3fcbxIh9pNyc3zTuMHnlbLTbDizNOjDRMUUbq0IebtjTWgBApJtQ9VaOScZWpNXFea0GnIKm81vrfBtbXqLPCA8QTd6hA92l6WnRlqN7iIhBAoUmXaOsu0fWGdFOXcJUpujoPGYwREmKTWx7x9ef13bUo3PdowLg4T1hlm7Eus9xVLrDjzHPI9SZvaRZc2xGQTwqUJHReHtxsvbXhWK84sFuaaEF+ckBKj5N6eQvKuJiW+PQO0f+bTGL09ntJfo9HShPteBrvex9bYzuLv1G2EANXYnN6r+r2Ku651B8GYO0BAmmG7xGbpOxeI7Esy8vefoeOJQaQL/lSEldevsPLK5ZufYA0+v+AX/24c25SommBxzuIHXyvTnlL5p7+d4vtfK9PeqZJetPnqnxdwXfjYL8VQFAiFFVaXbb7+F0Ua9ebtbk9pfOpXYlimxB8UXHy3zivfqhBrUzn4sJ/OHo1Dx/y4riS9ePcy3qRpUnnlzZsf2AJTyz8k5O9gf9/zFCoLKELFb8SYWz1JtjS1fpzrWiAlqmJsOoeq6EgpcX9ChOLybppVZ34Taci6nuVDFz7CSozl617DLm0IDYOim2HRnuJGIlWTFTLOEm1KN0m1j8vWOzg7QEpUvP5ypIO7QYpBEFESxJSODcc3ZJUVpzn5d6XLjHWRortZ36cZKrJAzkkT1KJ0q4Ms2VM411mPNHQ61QGvQKaTxmoRY7HgTGwijS4O09Z5UuoeDOEnoXRuqG91FSU3x8qaNet6FN1VarJMQIQJi/iG77q0QVR0Sm52jaxs7Ks6Vebty8SUDlLqAHP22Jp18YZ221eakrcF+zJ7tINo6PgIcLsa2LuXlKgq0WeeRu9MUnnnXWoXLuJUq63z3a33JiX4PnYGpfE03c8fJLIvSe7djZNH7EAKu9LY6H4Bz2XnSlDE1q69XQCr1PAqCs/myJycxbVszEyF4qVl7Mr2d3p7Rgz6h3T+z/9xiWhc5Vd+q42zJ7xdshDwwp8XSHSo/PyvxQmEFeIJlQ9/MsKr3ynj8wseeSbId79SakpKhIB9Dxgg4E9+J0vPgM4/+F87eO3FCouzFt/7SgmzLnnxy0UWZ3f3+2baVSyngVVdJluaxHFt6maBQmUOeV1cRbmexpUu0VAPq8WNO954qA9XWlTqmxcrKV0URd2Uavx+RsnNYcnNC6glG7g4CK5ZYq6iTelaFy/bpx9tet6wEgPWrBuoTd0dt4prT32jRUlBoUPt2dSWrLO0Rrg2j/uarFCR+VuyDM87l+nWhggpMRJKJ6vuNbmEhNpJSImSd1a2JDpFJ9P0mmWZx6KOjp+gEqGZF6QqS00tMBbWOpHQxLW+0vEREhEEgpybbtEHcv28YSVKQISaBihnnOZBuPU1gqWgoIjbT47YtaRECEFgdB/mwiL5b34ba2Vl1+uA3MftY+W1CQZ/5VFSH/TcG5Vpz/QX7E/Q+4kj1BYK5E9v1EmRtouVrxJIRTFiAczMzkb47yRCA210PD7I4osXWfzWOdzbTMGNxlUKORfLhHLRRdNB0wW2JSlkHcpFl2BYQRGgCEE4qpJZsXnlW2taGjZUSs13qkJAMKxSKjg4NmTTDrG4utv5XlP8/+y9d5Rc133n+bkvVY6dc6ORAYIAgxjEIJGUKFvJssYjjcPY3rW9ttfr45112Fmf8dmd4F3PHHttn/VqxjNeZ8uSLVs5mxREUhRJBJLIsXPururK9fLdP16jG42uDgAaQSK/50hgV916oeq9d7/3F77fVLSTdKyby1OHmZh/fc2UQa40SN3K05E9wFzhPOV6oNwcMdL0tD6E5VSZL66MZEkpsZwy6VAvIT1Bzfr+MPJzpIXXYAaUyODRK2BFThIIK0FqK6LE6FF2bbgPRahbUut6pa5FEVowAcorx+pT9OYZJqjFaFI7V0UMVm1LWoHg5HWg7OdZ8GdoUjpp1XrI2ZNLBKNL24GUPmU/v2bnT5Bea7wYkUgsWSckouiiccralfaK6MzVn17+gpd/K10YKIskpRGZuQJPurjSQqAQEo3Tlmt93r9yjzW4Tq4Hdy0pQQhEOIxbKNw2QhLv30usaxtGuhkj1YwWS9Hx7o/glotUxi5Smxy6oe0mBvahRRJo8RShpnbUSIzswXfilAu41TL16RHcRcO9eP8e9FgSLZYk3NqFFkuQOfAITjGPU6tQnx7Gra7dhgZXakFuD4G7ul34ZvbrFOuc+7+fZ/9vvo+D/+FDlC7MIgSk7ulCAEN/eXhJp+QK3KpN7sgou37pSfb962epXJoDRWDna1z6ry/d0HFkDnYRbk9hpCNk7u1Cj4foeN8+knvzOCWT0rkZzOnrTxXWp0vUxhfo/vC9dDy7FyAQcJuvMPXNc0x88eSmUkyXz1n8+C9lSGdVWjo0zLqkVvUxDNGwY3ZixEbTBLYlmRp1iMSVNXfj+zA2ZHPw4RTxpML++8MMXbCvpxP3rkHVnMPx6uzoeoaBjncBQaqmauUZnzvKbCHwM3I9kzOjX+bQjn/Boe0fp1ibREqfVKwLXY1weuQL1KyVq11feswWztOW2c/e3vdTqk0BEt/3ODP6pdt9qluGYFK5vvv3StfHnDfBqLOxR5Qjt6bLzPSrSCkxRAiV5ZSvRLLgz1DwA10hQ4SJq+uTEsn1189JJKPOeZpDXSSVLHGRoSzzREScrNKOjUXOn7rx+plFErjW1C432cSwjKtjS+sf0xKlWSPacTNFxZvB3UtKpMQrFhGqGngobMID4WYR6x4gufMgQKDQCsR6diJdB882b5iUtDzyPtRQZOlv6bmkdt8PgFstMfvyV5dISctDz6DFUktjfddZPiazxux3vkKlASlpMrrZnXiUsBJnvH6Gi5XXbrnXQ0ZvZ1/ySeJqFh+Pc+XvMlZfFgzzbZf6VHFJaXUJEpxSHXO2jG8t/67546O8/mv/SM9HD5Hc3YaUkvnvDjL6mdepja2u2peez8y3L4KAtqd2kdrbjlO1qI8vV437toc5XVrSMLkabsWiPl3CM5dXHF0fvpfkrrale9gpmTQ/so3mR7bh1R2G//YI5nQJ6XiYs+WGbchuzQ7Oe1GFVouH6PvY/YSa4sy9PLgY0ZEIXSOxvZldv/gkqqEy+vcbWyUszHt88j8v8Gv/Vytm3efLny4xO+XS3qWRmw1Csp4rKS54eJ6kkPP41B8v8LO/1oQREhx5ocaXPlXCthpfG8MXbE4fr/Ovf7eNUsHjk59YwFuM9DqOpFzy7pR48qZhaDF2dD0dFPYunMVxF4tAFZ1UrJs9Pe9HIJY6akq1SY6c+zP62h4mHesBIVgoDzM6+9pS5GQlJPnyEGdGvkhn00GS0Q48z2GhcmOS7t/LcKQFIo4vfXIN2oVv2X6xqckSUZEkqiRY8GeuKvGXyMWJ81Y+A68UlkaVJBm1lbKbp0MdQKBQ9yvkvcZ+aRB0wuisbY+hixASf8uMLz1pB2lLASEia45ThIomNCQS278ztiJ3LSmRvk/1xCkiu3cS6u/HHBy85dGSmZe+zMxLX97y7Q5+8vc3PXbo7/7f696+JgxaQn0ktaC4qz96kNHaaUz/+nv3rxeCQHUVuZrVF09P8crP/PWqz0hfMvw3R+BvjlzzBlSGcpz9vec2vX+vZjP5ldNMfqVR61ygc/LaL/5tw/cmvnSKiS+tNHI89e+/uqn91sYWOP6r/9jwvZnnzzPz/LJKbMvj2+l8/z2c+71/Yu7llc6eatTgsU/+dzQ91L8pUgJw5IUaR15YSYYmR13+0/8aiKDlZj3+/A+XUwpHXqxx5MXNdWFYpuRrnynztc+sJr7jQw7jQ9enPxDtTBLvTq2S1b9Z2CWT0uUcnrmaIfW1PUJreg9Hzv/5KlIRMdI8uv8XSca6VrT51u0Fzo19bdP796XLTOEMM4UzN34SDRBuiRFpjaPFDIQQ+LaLma9TmywGLeQbYHmVG9ybtxpFf56U0kxUSRBeowbhVsCVNnlvhqiepFXpYU5M3Jj54E3ARzLuXmCv8TAppZmISNCsdSGRDYtQr0VMyZC/ikxdQVhECYkIHi71LXqGW5jUZZUkTaTVZoSrNIyYhIgQFjEcaVG7Ae2XrcBdQ0r0trZVr5mXLhHe1k/6vc9Qeb0JZ2YW32zsMSN9D3du8zLU308QS46+V712hwoBVMWgObEdRajMFM+t0H54q8LIRlHDGlZu9U0e7QyiYtdT7HqrIARsH9DwpWRwcGVkMpUU7N6tcfqMS7W6+cVB55MD7P7vH0SPru5uuRnMHR/njf94mOrE6lRaJBQIhjVq842Fm5C+vySedtdAQNujffT+wG7Se1oJN0URqsCp2FRGCky9OMjY1y5gNYj4XY3AhtNFQSMk1l4RbxWm3WE6te2ERYxObTujztlVOiYQdKQE8YuteR64uMx7E7Ro3WTVdnrkTkacc2t2utwaSHL+NFVZIqlkaVN7iYgYrrQ3ZYTYrvYx445gsUymBArd2k4UFExZo7jJjqDNYNYbpUntJKE00ax0rtKw0QnRpvViiDCT7mDDoufbgbuDlCgKzf/iYw3fUhMJtL5ejO4uvFIJ33YakhKvUmH2//uzW32kdyVc6ZCzJ2gyujGUMFPmZUzvzhR9amqYzswBNNVgrnwJ33ublFQuzuEU6uz4+SeY/+4QdqGOoitEOlJk7uvBt10mvrC2md7tgpRQq/s0MrtOZxQefzzEyKh3XaTkTiBXGqQluZO9ve8nXx7G9UxURScWbiab2EbNyjNXuHCnD3MFmg91sv8XHyXRn1mxoAilIxipMMntWdSwzsW/Ob5uxETiU/DnaFI6aFP7MGWNil9AINCEjitdKlskYAZQlDlG3XMM6PfQo+0iRIS8P40la0GKQoSJiSQJJcOYe4EFf6uM8SQFf5Zpd5gebRe92h5iIs2CPx2ou0owRGSVou1Ww5Z1Zr0x+rW9tGv9aOjM+CMbKsz60iOupNljPMikN0TdLwey8VpnUCiLZN6b3NLfas6bJOuN0KVuZ4d+iIiXoODP4kmXiIjTrvXRqvZQ9UtMuYMNyeXtwN1BSoQg1NO99vu+jxIOo4TDaw5xCzcua/u9DonPnDVKyZ1HQcH261siUPQ2tgYLb45z/o8O0/WhA3R/5CBqWEO6PnaxTunsNBf+6PAqw787gQ99MMzTT4f48ldMpqaDVdJHPhLmqXeFqZs+9VpARh552ODDHw6jaYLnnjP5+jcs3vdsiKfeHSYWE3zrWxb/+Lk7k4+GQE5eSo/Opvvob3sURdHwfRfLqTBfushk7s2Gbb53CkIV9H94P/HedMMIpxACLWbQ8Xg/M98doXB+/WtlyDlFIpQlqTSxx3gITzpLqZw5b5xzzpF1P399CJQ9pfTp1/fTpW2njd4lOXshFFQ0VDSmNxE9uB442Iy4Z1BR6dS206r2kFXblwoxFZQVRbC3Ah4uC940neoAcZFGIBhzLm7qc6PuOXq03aTV1sXvS6ALAxWNOX+cIefkckfLlhyrw0X7dTCgU93OduVeXGkjkaio6CKEKWtcdt5cJI93ZvFxd5ASz2PkN3/r5rbxFm8X9nGp34CT79u49fBtj/lXhskfHQV1uQZHSon0fKS79oNHqApqaLUJ26p9ON6mag7Wwze+aZJOK6SSwQTW3q7wwQ9E+NVfK7CtX+UnfjxGNqvwkR8K81//WxCJ+7mfjXHypMNL37F59TWbSETwh7+fvqOkxPMdJnMnmM6fXpzkF00UpETiL0nPZzMKv/1/pPitf1dkPrc1D/9EXPBjH4tx7oLDt1/aXPg70pYICImydspVCEGkLUGiP7MhKVnwZ3ndep5ebfeSuZwrHWqy3FBl08PDlc66CxkfFxenYeeFi82Qe5p5b4JObYCM2kZIRJGALWsUvTyz/hgL6xR+3igsWeecc5QZb5ROdYCU2hwUiUqfuqxSkQUWvBly/uSq2g2JxJXOYkrpxuePiixS9Odo0/oo+POU5caEV0Vjzhtn2h2hX99HRmlFFRplf4Epd4hJ73LD79qTwW+1XgeMF/yiDcc4WJyzjzCrjtGl7VgyArRlnQn3MpPu5cVakmu/Kx8PJ7hO1vmqgjHuTS2K7w5SAm/71nyfQUqJIjQiRnpJGdPx6thujUYPAF2NomsRFKEipYft1nG8+qqxQigYWgxNCTUU6KmY80s3hKoY6GoEVQmKBqX0cT0T26td5YkiMLQoitCw3Sq6FkFTwggh8HwH261uTf2BXFSkvY6IqFAFfR/Yw8Fff9eGYy/97Ruc/sTalvabgeuA6y5/39msQm4+SNeUSpJc3iebUejtVfmVX4ljWZKZGZ9IRPDse8P09AbS9+mUgqJcl6nvLYAM6pnWeYAKAeGQoKNdJZVUsGzJ9EzQXRQKQXubiqoKqlWfuXkf3w+ITDYTtFWXyz7zOR8pIR4XtLeqGCFBMilQN+aRSwhlIqhhbcM6MC2iYyTXjhZffe4lP8cp++UNR3q4vGEd3nDcEesbG+zRpyTzlJz8dV3jayGSDWPEdYqjG+uCSnzy/nRg+Hcd+17wZ3i+/qmbOMoAYrGqT0rJpHt5U9ENIRQkgTrsaXvz9+1Je2Opg43G+HjMexPMexPrjrsaBX+OV8yvbLjd5+uf3vQ218JdQ0rexvcXhFDpyh6kJbkDQ4shUCjVpxiee4VibZIrs4VAIR3rpjt7H6loZ2CkJn2KtUnGc8coVMeXVjiKUGlO7qQ7e98ikVAJ6QkMLUrdKlB3irwx/Bkcr4ahxejKHqI1uQtDiy0eFFTNHKPzR8hVhpDSQ1U0epveQTrWzWzpAk3xbURDGTQlhOObTC2cYjx3fJEg3V4oukr74/2bKlrueGIb5/70SMNulM1ACDh0n87AgIbjSPr7VWZnfVRN8K4nQySTglhMMD3tceSow5mzDtWKpFKRVGuSjg6VEyccSiXJOx5YLmqtjBeYfW0MIxFCNTQUQ0UNXflXRTE0VENF0dV1IwW3CtGo4Ic/HEERwfn9xSernD7j8P73Rdi9U8cwBK4r+cfP1zh3weWhBw0eftBA1wWlss+f/VWVXN7n5346TmeHSrHo09ercez1zRNZoawjSLFiIIF68VsA+35kF9ue6uEzP/blO5VF2DTiSpqU2kRdVsl7t68t+vsVb5MSgokxpqZJ6E2ElCiaMFCEgi99POlg+TXqXpmKu3Bd4j8CQURNElczhNU4uhJejAT4eNLF8qtUvQIVN9/QY2AtNBk9NBlda77vSpvB6vFNb68RdBEmrbcS0zJowggUCH2Tipen6MzhSWddqbRYKGhPnsyfwPZqRIwM3dn72NXxzBJxAEhGO9jZ8TQAw3OvYntVwnqSzsy97Op4LydGP7tkDR8PtzHQ+himU+bi9GFczyQT66Wv+SHy1WGG515dIg9CKAhgvnyJmrWA5ztEQ1m6sgfZ1vpOKuYcprNch5SItKFrEWYK55jIv4GmGrSm9tDf8ghVc57Z0oV1zvbWINwSo+nejk2NjbYnyN7TztzR6zP3uxqJuODCBRffl0QjgokJj7/8qxrbB1SqVckXvlhnatrnM/9Q594DOtlsEH3K5Xyee96ktTVQf/3EH1eWQrwzr4ySPzmNGtHRwhpqWEeNaGhhHTWsoUUWXwvraFEdLaITborS9cyO29JBFjIEn/tinQuXXH784zEO3qMzOeXxkz8a47uv2RSLPnt2adyzT+fcBZfZOZ+hEY9YVLB3t0ZPl4qiwLPPhPn4T80Tiyr88i/Er+sYnIqNb2+8uvZMF+dazZ+3cUehE6Jd7ccQEYbdM0vGiG/jxnFXkxK9pQW9vY36xUtIc5kMqOkUiXc+itHRgZvPU3rxJdz5GytcS2rN9ET3k9JaCClRVMVAQUUgkIuZNM93cKSF5dco2NMM10/g+GuTE1VoNBndtIa2kdCyGEoETRioQgvCfItbdn0bW5qUnXlG66cpOJsrLsro7QzEGvtMAJhe9YZJiUChNdRHd2Q/MS2FIcKL8sQST7rYfp2SO89w9QS+9Fb4iFwNTQ1xeeYF8pVhYFGURzHoa3mYpsQ2pgunUYRGa3IXUSPNidHPLY29Egrd0fYkbak9DM8F4c1EpIVYqImL04fJlS8DQdtnJtaDrkYWW0Dl0uuj80fxpbtUdKcIDU0N0d/8MLoaXkFKdDXCyNyrjMy/iucHMWDbrZEIt5GKdjJfvnzb25vbH+1Dj2/OGVkogs6ntt8wKZESDn979er+xAmHEydWxsRrNY+xsZW/+2tHHBrFzoOCXhOKG5B5AYqmoOgqsc4UXc/suO5zuBEUS5KpaQ/fl1SqPrGoIBEPyNBrRy1qdcl3XrEYG3fJpAW/+LNx/vJvK2iaoLtbRdUEyYRCrSYplyWKCFI914P6dBlroYaU2XWJmJmrUhlfbSf/Nm4fNHTCIiCdhgjRofXTqvZQ8QvMeqNb1vL8VsbdS0oUhdiDDxA7eAD5hS9TPxOIFAnDoOmHP0Jk7x6EpoHnEd4+wNT/8wmkdX2riIzewZ7EYyS07Aq59CsQiKByXNEIiSgxmSakRBmrn1kndSloMnq4J/kuNBFqKGAkFrdsKJFgu4tRmtOlby8Sk/VhemWKzhyGEkYXYdRFT4ObXVkKBF2R3WyPPUBYuXa1J9CEgaYaRNQkUTXFeP3smvnTmrVAuT679LcvPQrVcbqzh8jG+pgunCakx4iHW6laOarmPFdi2BJJxZzD8U2y8f4lUqIIDSHUpShLsF0X17cJ68lrzl/i+iuvB196WE4psDBQVib9bbdKoTa+REggIDa2W8XQooHk8m0OI3e/Z+fmByuC5kOdGOlIQ/Xaux4SfMfHd3yc8tZIkW8GfgPN/ZlZH8eVOC4cOWYTMgRCgfZWheZmhaPHHQb6NTragmtoctojm1XoaFcxdOjv1Xjz5ObTN27dYfLbg2T3t6FG9FX3sZQS3/HJvTlF4dwd7NIS0Pt4F9uf6aO+YNKyr4lX/uAYuz60nebdWU5/+jyXvjHMgR/bQ/cjnXz1V55fumd2/EA/uz64nW/8+rdx68HE3bwny74f2Unr/maEIlgYKnL6784zdTx4bvieZNtTvdzzsV0YCYPpN+d44y9OU525vSJpVyOmpNip309MSQZt1ug42Isuw98fHkjrIqgZv6W4e0mJEET37MY3LdzcchQksm8P0Xv2Yw0NU37lVaIH7iG6by+JRx+hdPjbm958SImxLXooUEEV4Po2OXuCBWcS06sBProIE9cypBbTGKpQmbfGcNcVlZHU3AI1r0RCa8KVQVfMgjNNxc3j+BaqUElozbSHBwgpcRShEFezDETv50Tp+Q22D+PmOSbMK4qhIohARA6wI/7gps+/EZqMbgai9y0REk86FJwZ5qwRLL+GKgwyRhstRh8JrYmB2H2oonHLnbP4Ha58rY4vfUJ6sH1VMdC1CKloJ4/v+R9XbUMIBdtZ1luxnDKOWyUT66Nm5vGlR9TIEA1lKdem8X33qs+qJCPttKf3kYx0YGgxVEVHU0MBuVl1vOYKQgLL/hJreUDcSiT6MyR3NG88cBFCCIxUmOZDnUwevnwLj+xuhUBV9MDwbfHJufx7yqVo2dXw/SBS4vtBpMg0JUIE//6bf1vkN/5Vkv/lf0owNuHyX/6kwvmLLq8esfjT/5wll/c5dcbBcSTVquTf/8cin/iDDKOjLvmCx/XW7Y988SzxnhS979+LFtYCBVwRWCl4psv0yyOc/ZPXbtjIcatgxHQ67m/l9Gcu4Foe7/mdJ7j01WEmj82w8wPbmHpzFiNuEGtZKdymR3ViLZElc8e2A8089uvvoDxd5Y2/OI1Tc0l1x3Gqy/dwtDnMwX+5j9N/fx5FU9j/z3dx30/v57u/fwxvE+kuVQt+40a6O9dC0yEcDYwsS4W1P+BKB1NWCMkICoIFf4Zx9yI5f5ors7WmB8aXjbpUJDKIusv6VcX2txct/+xRwn2tjP3hF8Hb/DFknrmX5vc/wNC/+zRucQNiqOPPrKkAACAASURBVCrBF7AJP69rcdeSEiEEWiaNOTqGm19koIpC8okn8EplCs89T/3sOazRUcID24ju2X1dpCSixmkKdSGEwPFtThSfY85eq49eEFWTtIR6WbCnNvQjqPtlxutniShxpq0hym4jpdmLDNdOsD/xJC2hPoQQNId6iaoJSu7GEZ/l9jaJ69u48uY6RAwlQmd4F1EtUBi1fZOLldcYr59Z0Uo3YZ4lrmXZHX+UJqN7TYtqsTQ5XP3aomHg4s14xamiauWZLZ7D91Z/r5a7LEK0UB1ntnSRgZbHSIRbsd06yUgbSMlU4eRSZESg0Jbczc6Op7G9GrnSIDU7h+NZNCUG6Mne3+CIb5+J4WbQ+e4BhHp9kS89ZtB8fxdTLwwib+Bh8L0MXQ3TkbqH5vgAuhKmYs0xXTpHSIvi+S4z5dVmcQsFn//5N5bFqT7/peUI04VLLj/7S6tXvr/ze427QZ4/bPH84Ruv95Cez6k/epnZ18Zoe7SPWFcKRRXUZirMfHeE6e8MI7274zctTVa49LVhPMsj3buH4396isy2JG0HmgglN1bu1cIqPY91UsvXeeUPjlOebCw0poc1Xvg/XyF/MUhZRZsi9L+rG0VV8DbR4XL/YzHGBy2mxjZOqQzsCfHsR5PsPhjmlz86tua4qixu2NX05A8kOPadKsX86mOsyiJHrW9ueDy3Ek6+jGJc/9QvhAjIxgZV2UJTiB/chj1TwBq//rKKu5aUIEBEIkjbRjrBZGV0dRLq6ca8PIh5OfAQcebm8R0HLXt9yn2GElla5de8AgVnvR56Sc0rMlI7ualte9JlvH52w3GWX+Vy9RhJvZmwGkRM0nobpYYk5tYipqZpDvUCiw6YtVOM1dfwk3HzXK4eI6zGSWjZhmPCemLJKnv5tSSqolNbLFx1PRPLqaAIjbHcMSxn/fY/1zMp1iZIx7rxfQ8hBPPly+QqQ1Tqy2kvXQvTktyJxOPcxNcp1oLWN4FCLNR0xyT4Nws1rNH6cN91d6MoukpqexOR9gS1ybeWZo3j1RnNH6Fm5YiHWxjJH0Ug6EjuIx5qRsqdeNIjVx1CESqJcBshLYbj1SnUJhBCIRPtxvNdDC3KQm0cxwtqiiJ6Cte3KdWncRvUkmWiPRTrUyQj7bieje87+NLD0KKEtQQIQcWco+YsENHTxEPNCKFgOiVK5lXPHQmzr44x++rak+LdAM/2cGoOrulSm68jfYn0wXclylrX7FUva2GNTH+KhUsFqrNrr7itkk3+0nINjVm00CLaim01tWnsOhAiFFaoV32OvVQFCX07Q7z/40nOnzAZuWQzeNZiZmJtcnLhpEUxt8D/9gftK17vGdAZ2BMCAflZlzPHTTwv2O+++wIBweKCx5njdaSEvYfCfPhfpoklFMaHbS6dsSivE3m5Eyh869TGg24CWjpO6vG9FF44831GSiRIywrqRlQVPI/Eww+BlNROnFzWNZEyCEEp1yEMQEAcpPQRQiGsxomqKYru7MYf3GKYfpWSO09YDVIaYTVx249BoJAxOjCUQAPB8qpXpYcao+zmyNuTxNVMw0k+rCdoT+9lZP4IINHVME2JAVTFYK50CVis46iOk4n10J7ez9j8kavC7IKokca6SifE0KK0pvZQtwtcnH5+nTZdgRAqrmfjesur12goQ1Ni2x1Jx1wP0rtbiHUmbog8RTsSpHc1v+VIyVpQFlN2EklX+gBVax5di9AU20bZnKY1sRvHM7HcCh2pA+Qqg4tF7JKQFqczdYB8dZhUuANFqEEr+TWr9Jb4DupOka7UvdSdAlUrj+OZuL6Jj09IidGRuofL8y/SkdqH73tU7btHUfa6IQNTTSnBvzr8L4A1rlktdE3LtxAbxiXt6saiI7oeVO15ruThp2JUyz7n3qjj+5JwVEH6wXs3qpljhBV8H/SQ4OGn4pQKPiMXbZ79aBLHlsxOOlylz4fnQSyh4Hnge7dP01NNREi/az+1c+OEupqI7upCuh6lo5eongwyAKnH9hC/tx+hKphjOeY//+o1G1GI7uogcf92tFRs6fdyizVyX180C/Ulod5mmg48gBqPYE8vUHzlPM5sERRB9j0Hie3vIX6gHz0TJ/3YHqTrU3jpDNVTo5s6l7uWlEgpsScm0ZubCff1gaYS2bcXr1KhemI5YiHCYYSu41evz9HQ9CpUvMJSd8z+5LsZqb3JtDWIt0V20ZuBLz1sb3n1pa1Ro3EroaCQ1pYNERec6XW7iyCoN6m6C7jSQRerQ7Zlc5be5neQjvVQtwtEjSzZeFDgWqoHvfxS+kwXzpCMdNDf8ghN8X4qZhAlihppoqEsJ0c/T9kMoiCub2M6JdpSu3lg4MeQ0guuE69GvjLMRP5NPN8OIir1CZoTA+xsfzeF2kRQuxLpRFWMJSv7uxUtD3ajxRqHwaWU+LaHGmp864aaoqR2tTD98sgdrz+4G+BLl5I5w1zlEs3x7YT1BLFQM9lYH4YWIaKnCOspLLeC51sU6uPUF7uysrFtZGNBatVQozieGYheXVMLULXzxEOtQFAnpSo6dadIItRKWE+iqSEMNQpArjpMU2yAbLSPyeLmIq83h9tQmXgN7IpNKGGg6gqe7aNoCqmeRBDlAFzLozhaIrM9TbQlQmXqxn26jBBs3xciElXo3qbTt8Pg1NE6Q+dt5qZcTh6tc+b4jRdOR6KCffeHUVRBR7dOS4fGyEWb+WmXx94X4/AXHc69aWIuWjCcPFKnuOBx7KXqupGZrYYSMUg/uZ/EwX6cuRLWXBEtEUWNLHfv1QdnkI5H0wcexGjPrCIl4e4mOn7iKapnx6idHafp/fejNyUZ+d3P4pWCiJYSNej4yaeovDmEV66RenQXRluKmU+9hFcxsWeLaJkY0d3dmCNzmCOzSF/i5Dc/P9+1pATfp/zaEVp+9OO0/dzPBOkcXSf32c/jV5cvYqOjHaFrOHPXt/Koe2XG62fYGXsYVWgktCz7kk+wzTvEZP0iU+YlTL+yZR4yAZ9fvYoIajLkipG3G0IoxLT00t9Vt9CwMPBaWH4VV1roXD2BSqT0mVo4RaE2zkDrY3RkDuD5DqO5o4zOH12hkGq5Zc5OfJWO9D10ZA/QmT2A9H3qdpGZ4jlMJ1jxCwSZWA/paDeWU6Fm5YNIl6IQ0dPsaHsXIT3OxanD+NJjcuEkqtBpT+8nHevBdEpMLpygauXY2f408soSRgaKkP4iwVkJiZQe/m0sSNMTITL72tYkHUgYf+4ivT+4p2EkRVEV0ruaCTfH3o6WQPD7LRZAB2RCYDplCrWxxRRPQHZVRQ90ia4qlracEjU7z+DcdwDwfLdhW3jZnKEv+yD56iiGFiOiJzGdEqlIB5fnXyZmZOnOHAIEZXOWqpUnoqfY3vI4b4z/4y0797Ztj5BsHmD45BdxzMap0V0P/zhmJcfo6a9t2X5nTsyh/OR+HvuNdzDywjit+5vpuL9t6THn1l1GX5qg552dPPor9zP4rTE80yXRFWfhcoHxVzcnRx+OCN71gSSjlyyOvlTjn/9MZlXA/Lqfpld9IJlR+eGfzvA3f5SjVPD5oZ9IL6WnvvWlEqeO1XnPRxI88ESMP//9eXIzi89MuWbA6JZCT8eoX55m9tMv4VVNEAryqhCRPbWAPVMgfmgb4d6WlR9WBPEDfUjfZ/5LR3FLNdxKnd5f+RDuQhXfDBbqaizC7N+/TOHFMyAl9lyJ7LOH0BIRvHKdyolhvJpF4r7tVE4MU349KLO4npDR3UtKpKR26jSFf3qO+IMPAILq8dcpv7xSkjfU24u0LGrnVheyrQcfj/H6OYQU9ET3E1YTKGjE1Aw74w8xELufnD3ORP0cRXcWZzEUu1kErpwhQmqUjN5OQmsiqqYwlDCaYqAKHQUVRagoXF/q6VZAV5YZte3XVvlENIK7mDu/GpZT5o2Rzyz9fXxoYxln17cYyx9jLH9szTHRUBM72t9FvjLM4MyLK9p9VaFzb/9HaU/v59L0C0jp4bg1BmdfYnB2teRyrjy49N+edLg88wKXZ19ETxgISywViVbMOY6NfhI1pOHdZCHxZpHe1Uy0Y+3UjfR8hj57is4nB9bUMEntbCHWmdxyUiIEJNMK9arEtjf3kAmFBfFkIDs/N73yWlFVaGpVkRKqFZ9a5eZX9J50cLwg/QIB4bhCShyvhuc7VKx54qEmdrc9gwAuzD6P53s4Xn3FdV+188yVL7K77RkkML5wnEJ9tTR3xZonpCfJVYdJRtqJh5opmdM0x7ezveUJXN9cqh3pzTxAItyGxGeqdOamz3c9KKqOqocbyhJcgRAK8cw6ZqjXwKm5VOeC+gmn6lCdDawgPMejNlfHsz3mzxV58XdeY//HdvHgzx9k5sQcJ/76DL1PdC/NTdMn5njht19l3z/byaGf2gcSchcXmH49SKFbJYvK9MoIil2xqUxXl7ahalc8jSCRVNh9MMzL31xekRfmXTr6dKYnXCpFD8tc+/qKJxUyzSq6Lsi2qNQqProOriNBQKZZpW+XwcmjQZS1rVvHtSUvf7PKEz8YJ9uiLZGS/LxLz4CBWZdUioFtwe2AV7cxh2au6oxpMF9JuXbgTFuch8SV/xMBqbkqRScth/LxQaQdnJS7UEGoCkJf/Ky/2HEjZfAc/X7qvoGgpqTw9W9SevE7IH382uqwu3n5Ms7sLObQ8HVv35MOw/UT5J1JOiO7yOidRNUEmhJCEzpt4W20hvopOrNMmOeZt0epe6vNiq6FJgyajR46w7vIhjpRhb70YJDXGINJ6SNFoFty5yBWtPZ60mMzIV8fb1PkZSugqSHCeoq6vbDKi0ZR9EXBtZswgQprbP/YQYY/dxpzfvlhGO9J0fpQD8NfOINbu7VpPaEIUrtaiLSsrQhaGStQmyxTODdLy4M9DceEm6Kkd7eQOzG1pSmcSEzw47+Q5vBXq5x5Y3OdJj0DOu/9cIxDD4X5+Y+ulODesdfg5341w9BFhyMv1njtxZvXJ1mojbFQCwpFJTBbvrD03uX57yz990h+tVPu4FXvs7iFyeIpJovrFwb60uXoyCcBMMulpX1emH1+1djh/KurXruzUFCUTaaMJYy8MM7IC4FA3+Bzoww+N4qiaBSGSxz+t8sLxuHDYwwfXlmwe/6Lgyu2NXcmx7fPNI5wn/rUeU59amVd2+VvjHD5G8sdktWyz/GXajz8dIwd+0M8/4Uyxdzy9f7Nz5b4wI+m6N5m8OJXK1w+u/Y1e+jRKHsOhpkcdXnfj6R4/eUa5940efmbFd7zkSRmzeeFr5YpzAeT8cGHogzsDeE6kgsnTYbPLz+TPv+XBZ75oQQ9AwYvfK3C/PTtYSXScZciGtcNX1J5Y4jkQztp+eFHMIdnST60i+IrF7Dnlxc3btVcHfXY4rDQXU1KgMDIrLp2ztEe37yp0FooufOUyvPEtSwZvZ203kZKbyOqpoKOGKONuJ6l2epmsPY6RWeOtSZtFZ3+6EF6IvsILeaRbd+k7M5T98rYvhm4PC4qjapCozW0jYzR3nB7twdByuXKgiooBL39uej14Hh1alaetvQ+fOlh2iUQYKhRMrEe4uFmxnOvryIm2QPthLJRhCLIvTlFrDNJKBtBDessnJrGXKjR8kA3iqZgpBqbnYUyEdoe7UN6ktkjY+gxg+SOJrSwxvybU3h1h+b7uzCSYTzLZfrlYVru70IxNOyiSXW8SKI/s+T5Mv/6BFZ+NcE20hHSu5rRImtPErk3p/Asl9zJ6TVJCUDLO7oZ/co5LHtr62cEcOCBENt26rgufOefalTKPr0DGvvvC6PpgkLe47vfquE6cOmMTaXoc+8Dy9+tbsDBd4R59ofiuK7k7JsmY0N3VgkzY3RhqBHmzGF86ZLQm0kZbUzXLt50u/3thBAKoVgTAHoojqoZhONNKFromnGCUCxLLN1JOTd0w/tTFJ2m1HbmFq4vUr1VOH3c5PQaNSNjgw7/5bc318n40tcrvPT11XUP3/5KhW9/ZfXrX/l0cdVrS8d0zOT0sdsnALhVcHJlrPF5jLY0XtWi9NoFSkcurYx2rBdpuXoMNy7mefeTktuIipun4uaZNgeJaSnSehsd4Z0ktRY0odMS6kcRGidLz2P7jR/2LaFe+qIHltIhs9YwY7Uz1Lwitl/HlfaK6IIhwgEZ4k6SEnCkjbZYG6ILY1Fmf32oQkNpoIR7K2DaRQZnX6I7ex99zQ8vddD40sVyKgzPvsJU8TTX3jF20UT6kuw97bQ80EWkJY5VrOPVHXp+YDezr42RHGiieHFuzRZcNWpgFerEOpJ0Pb0dp2IjFIFnufR/aC+TLwyR3deGmasSaY2hqApmroYeD5EcyGIkwzTf18nkC4NEkwnaH+1n5MurW8ajHQlSu1oaHMEy5l6fwLM8Fs7O4tku6hp6A9l9bUTa4lgLW0tKYgmBbasMX3R44J1hfC/CN79QxfdhfsZFUQUPPRkhN+utGU3xfVjIeZRLPo4jmZ32MOt3tm3SxyNjdJK3xpdUgptCvcybo7je9w4p0Ywo2+/7KELVMMJJND1M/70fwvdXRswEIiAtqsHc6OvoWoRscjuGHkfXwkznTuF6Js3pXehahFzxEq5r0pzeyUz+DKl4N5ZdJp3opTm9C00LUyiNULcW1jiyt3GnIQwNNWKgRAyErqKmovh1eykVo0YNwt3NzH3uVUqvXbzh/Xg1C9+0Sdw/gFuug5Q4uTLuwuaKXd8mJQ3gSJOCY1Jy5pmxhuiJ7Gdb9CCKUGgyusjoncxYjVUze6L7lghJwZnhYuXIGuJpixDKkkz8nYJEYnplIottyRF1saZhA1aiK+E1FV23Gr70yJWHKNWn0ZTQCiE2z7cX1WJXPngVXVmKYETb4oFQXtWmeCmHOV+l/YkBYhNFKqML5E/NkL23s+G+zbkqhXNz1Oeq7PmpBzHnq4SyEZyKjWe7uHWHcEsMLW4w83IQXm5/fBv4Ej0ZwjNdzPlgG3bRpPPd21ftQ6iCRH+GWFdqze/AKVssnJkBKanPVKiMFUltb2o4VosatD7UQ+HC/A3lddeC68Dx79Y5/l0TIyzYdzAEVEkkVR59KopuCLr7Nc50a2uSEs+Fy+ccxoYcojGFU8e21mRuW+IBfOmiKyHmzVEk0BLuR1dCjFTexJMuffGDaEJnun6JBWuCmltY0XVX90pLHWhhNUHaaCdvTWD7dfamn+RsYfNCjbcTrl1j+OSXSDZvo7n7EIqq49r1oK5GshQNlb5HZWGM+fE3qeTHMPQY8Ugr+dIgIOhquZ+FcuCknS9epr3pACNTL6NpYfo63knNzLNQGkHTQkTDTeQKAWl5G3cnwr0tdPz004S6smjpGEJT2fmffgqvbjP6u5/DGs/h2y6+5dL1Cz9Ax089jXQ9rIkcs597lfqFyWBDm3iU2LNF8s+doPmDD5J8x07cco3pvzpM5W1ScvPw8ah7ZUZqJ0hoTbSEelGESlpvZdYabFBPIUhqrUt/5axxat7aYT4ATWhLGiV3ClL6lNx5MkbgSJvW21DRNjSXiiiJFQWytxoSH9utYrO5FsJEXwY9HmLsa+cXFVIVpOsjPX9poraKJrGOJEYqjBpqXNdjpMNoEY1oa5zqVJH6TJXZo2MUzs3hOx5GMkx9psLlz5zAM12aD3Xi2x4Tz11cIiCe7S3JLjcKa2oxg+b7ulC0tSNPuVPTuJVg1W4t1Chdmic5sLaJW+e7t3Ppb99ctUq+GVimpF4LigsdR6JqQZHgBz8e5+ufrXDprM1P/GIa5Q5KwaSMVi6XjlBx8uhKiLbIdubNEVzfZlv8Ps4UDjNYOkpcz5I22ija6/tNWV4VRWhE1AQxLU3FuXs9TqT0qRYmqBYn8T2XdOtOhk9+Gdts8BySckW603YrmHYR33cJhx4k4XWQineTivfgunU8zyZXuMyOnmeYzp3C8y0ct47n29jO9UkyLEEQFEoqIriOlavC/lf+XUwHSHnlmIP7SC7+7y7KMjfG1ed45Tyv1nSRcvncfIn0ZPCMug44s0Uu/+ZfI93G97o5Ns/w7/zDal8lQNoOQlfp/Nn34lXqTPzx1/EtB8XQSL/7Hrp+7lkG//dPkn/+JAsvnF6KrACUXx+kcnIE6Vw1V3g+xZfPBdEWIYLzWuO4GuFtUrIJeNLD8pcnwrXEtwSgiuWJ7YpA29oQJPWWwH/nDsLHJ29P0BPZF6hd6k2kjXZmreE1PxNREqT0tkWvkbsT1ckSiiro+9DeIFqRqwXRDcvF93xqkyUKZ2dpuqedrqd34NVd/GtuHs/yMOdrbPvhAyi6wqVPvUkoHabjiW20PthD7vQ0TsnESIXZ+WP3ITSFkS+eof3xbXS/dyeu6WIXTTzbQ/pycXurSZWRCtN8X9ea5yKlJPf6JJ4VHJ9dNClezNH1jI/QGv8GqZ3NJPoyFC9tnUJwo+e/qgRkJRJT6OrT2bHXYOhCQJ4yzQrt3RpGWNDZo1EseFTLt3YW8aVHzS0i8VGESkzLktRbA4drZ46k0Up7ZNHscBOtihIfy6uiKQaZUBcjlTfXHiwE4aYooWxk7TE3CKdib76jSkqs2gJmNYfvOchNENOgAP8KAfAo16awnQq50hCeZ6MoGq2ZveSLg6Ti3dTNPJ5no6lhQkYKx6luyklbDWnoyRB6PES0PUFyRxPxnjSRlhiRlhh6Iowa0oK2eAGe6eJZDp7p4lRtzNkq1ekS9eky1ckStekyTtnCrTm4NRvfufMKqkJTMJJhjFSYeG+azJ4W4j1poh0JQtkYWlRHDWvBM6Hu4lZt6rMVqlMlSpdzFM7PUZ+tYBdN3Kq9KduIq8nC6jcl0nbXbrxJxYjf08v4J75K5c0RQCIMDaM9Q6gjgxLS8Ws28lrPIV823u9ar28Cb0lSIhCk9FYkUHOLOHL9sGNCy5LSgwiIRFJx8w27TiRQ9yrEFv1jEnoTuhLC8ldLKQsUskYHA9H774KJXVJy5yk6c2SMdgQKO2IPYnqVhpL3mjBoC28nuxhZuVvh1hzO/8XabcZn/1vQCXH2T15bc0x1osilT76+4jUrX6M0GKyWhSLoff8eciemqM9WaL6/C7tg8ubvNg7vVyeKDH32mlWrgMyeVqKta0fM3JrDwvlZfCeYXKQnKY/kqc9ViXUk1/xc13t2bBkpcR24cMqimA+OYX7a4/wpm2LB5zvP1TjwQAjXga/+Q5nZqWDM3gMhdu4Pcf6kxTufiXLiqMmFUwFhGRtyMEK3QNDhqlvT8S1K9sxiirKC5ddI6i1YXg3bry0Ws2sk9GZCaoy4lqXi5ggpcUJKlITejC89SvYsbdHt+NJrKDV/BWpYY/vHD7LzRw9t+WlNfnuQ1/7N1zYdGagsjGPXi7jOxnVFvudQM+fxPBspfRZKwxQrEzSnd9KS3kXNzGHaRarmHHOFC6TjPehaBNMuUjNzZJPbWCgNBgXojaAIoq1xkgNZUjubyRxoJ72rhVA6sqGdghI30ONXaSFdU3dlly0qowXKQ3lKQ3nKIwtUx4vUZypL98vtgmKopHY2k97dQsv9XWTuaSe8WGjfECqouoqRDBHtSNB0MHimSl9SGV1g/vVJ5t+cpHB2lupk+ZZJxLrFGpXTY2SeupfI9g6QoCbCRPpbWTh8GnfhxgXurhdvUVKi0h3ZS0prpezmqHgL1N0Spl/Fkw4SiSJUDBEhrmVpDfURX/R4qboFFuypNbYsmbGGGNCCB1Kz0UN/9CAz1hB1r4zERxMGUTVJRm+nLbydsBKn5paIamtPLBtBFdoqYqMJI4jUbFJbxfJqTJrniWlpDCVMQmtmb+IJpq3LlJ15HGmjCJWIkiBrdNIa6seXHo5vbWEKRxCLtaHrUQqFwRWvx+MdqIpGsbSxVLEQKslEF65nUa2uH5q/WUg/6MhJ7WxGixlMf2cEu3x9NRJCVeh8avu6Sk+lyznM2ZUh8vLwArXJ0rqkpOPxbZz/i2N49ZtvZ7YtyT99cfnhdOmszaWzAcE49rLJsZdXT9Yvf6vOy99qPCk2Gr8VmKqdX6ov8qRD3p4grmXRlBC2b1Kwp0gZPq5vU3dLgQgfgrwVtLoKFFRFY9YcxJceilAw/RohJUbOGrttbfA3C9eu4tqbm0wcr06+tNyFMzF3HICp+ZVRoWp9DoBc8dLSa6PTK7WjVkAI4t0p2h/ro+lQJ9n9bRjpyJb6TxmJENn9bWT3tyF9ubRoKA7mmHphiPyJtZ7XWwehCjL72uh4YoDWh7pJ9GfXTcVuuD1FkOjPkujP0vXMDhbOzjL7yijj/3Rxy4vXIWgnnvrT54jt7UZLx0AROPNFii+dpXZxcsv3tx7ekqQEWEpTJPSmQHDJt/GkE2hvSIkiFFShYyhhFDQEAtOrMlR9nbq3dgh1on6WFqNnKUrSG72HllBf0HUjA7KjKwYhJYZAMFY/Q90rszP+0IYFr6rQ6QrvJqZl0ISOJvRAhE0ohJXlVbahhLk//YP40sfHxVvsJnClw7w9Ss4eX7VtH2+x6yhDd2QvmtBJ623EtQy2X8fHWxaEUyJYfo2h2gnaQv1LtSg3D0E02kw0nF1BSoRQiEVb0bTwpklJPN6JbZdvOSkBqM9UqM/cYE6doOW45YH1BawWzs5g5lZG3OqzVcpDCzTd24Gir462CQSR1jhN97Qze+TuNnnbSsxZK92+Ta+C6a38fcz6yr9z1srryrbrS7UmhhKhO3YPPt5dXU+yMdYjAltPtNSITu8P7qbn2V0ktmXRovotN8MUiiDcHCPcHKP5gS4KZ2+9n5mRCtP3gT10v283id40QlO2lnQlw7Q93Et2Xxutj/Ry+e9OMPva6Jb/ZM58KVBqvcN4S5ISiU/FzQfy0kJHQSOkrP1VSCRlZ55L1aPMW2PrKrtWvSJnyi+wO/5OUnorCioxNb1qnI/LxepRRmunSGmtWF6VqLZ25wUEvjjt4e2k9TaCKSe4LWSXkQAAIABJREFU8K+9ARShkjU6gxWdvHIGgWCbJ52GpASCrqPLlWO4vk1f9N5F4mOgqSt9WEy/zPnyK8xaI6T05gby7I2Rzeygs+MdKKpOvZ5jcOibeJ5NPN5Bf++7kYBjl7GsgPQlE9309b0b33dxnRqVavCAiUZb6Ot9F5oaplQeZ2LyFVzXJJ3qp6/v3ThODd9zyeXXNxW8W9D2SB9adO0uJqdiUbyUWyXeJj2f/JkZup7ZTigTXf1BAYqh0P54/1uKlGw1bN9kunZx6f75XkIs00PnzieIZ3pQ1jAtrRYmOffdP9/S/UbaExz6tSfJ3tuBFrn1ZKQRrFyN/MnNSdbfKMItMQ788mO0PdqHGtZu6XlqcYPWd/QQ701z6VNvMPKls/jW95+/1VuGlAhVQwmFF4tUJcPmKSbrF8kaXaT1VmJqGkOJoipBVMSTLpZXpezmmbdHydtT+Bt0owSQLDjTHCt8hdZQP62hPqJqGk0x8KVL3Suz4EwxaV5cirhYfoWym0MRGq5cO/QvkbjSxt7ALG+9z2/kaeNIk0vVI0yaF+kM7ySrd2CoMSQ+pldhzhph2ryEvViHU3EXqOvlwCFzgwd2uTLFhUtfAqCn+zHS6QEWFi7R0/0Y4xPfpVyZYvu29wGgKBq9vU8yPHKYej3H9m3PAkEUZFvfM4yMHcZzbdraDpHN7mJ+/iwD257l7Pl/QPoe2/qf3tR3ougGihEIe/mug28tS5TfFgjofu+OdYdUJ0qUhxvrP+ROTGEtmGuGxIWq0HRvB0Y6jF24My2bAmXLPKTuDOS69+Xdikiilf4DHySe6cK163iuRSiawTHLCFVDMyJU8mPkJrbOGFDRFVof7uXef/UkkdbYHSEjEBTtTh6+jF26Rde8gER/lgd+6xlSO5tvy3le6dqJtifY9z88ghbWGfrcadzq946OzmbwliElsZ4ddD7zUYx0M55tMfqFP6M6coFJ8zyT5tavqB1pMmGeY8LcWOmw6hV5vfj1DcfZfp3jha9uxeFtiJpX4FJ1tRT3tbhcPcbl6trFpFcghEI6vY1Ushffd4nFWqlUJtG0CFJ61M0FfN/5/9l77yDLrvvO73Nuejl29+scpicnYADMIBMZpEgQBJdaUcEStbKCV2tbrrWqXHIor71bWyt77eWqSt7gLWlXMm1KoigKhCiAAgGCiAMMgBlMzj3d07n75Xjj8R+3p2cG3a/zJJJf1ACY985N57137/f8wvdLqXyZgBFD1yN4nkOjkcd1LcqVMYTQCATiBINJersfQUrfSK9YHCZgxHDdBo1GAUXR5qMqy5wULfc8SvtnvghA4dRHTLz+HdzGwsLkG4VIT4Lk9kxTfxLpSSqjRaqXF28tr0+WKV3MEutPgroIKRGCQCpEy91dTPzo4iJ7uPFoo4siWUxub3fmDYEnqU+WyZ+eRtEUFF297r9CV1F0BUVTUVTlhvpvRpJdBKNpLp/6ARPn3yYQTrF1/89z8fBfYdYLdGx+mGTb1nUpul4LNaTT/fQWdv7nB3yrhFvDRwBwqhaT7w3jmjdAKVgRpHZmuPd/eIpoX3JVhERKiXQ8PMdDetJvEVYVFH3lKR8hBHrEYPuv7QdFcPFbvhTBjwvuGFKiGEHUQAjPNm/qQ+PHCkIQ7d+GkbqqpeKZdQqnPlqyqluLxIn0bUENRuZekViFWSpDK5eW1rQg6fRWxsbep1abZusWnwh4noMQCpoWxLIqGLp/DM+1UYSKqgZwXQtdj+A4Jq5r4Th1Lo34ERTw+/51LYyi6KhqAAF+ZwC3v7pk56Ob/HqQJvcjp2FTPDuDXWm+Up98d5jOz2xCVRcvrNPjAdJ7Oph8ewjprj0KpKETIU6VMg4WGjoJWskygYZOnBZ0dGxsCvhWDFFSdItBgjJEjQplCj/W5MQ1HYa/d4rxty6ihQ30sIEW0ef+3/+vFjHQwjpayG8LVYMasf4UsU1pn6hsEDQ9jGPVyY0fR3rOvC6JUDUcq8bYmTdIZrbTvulBho//7bqOpQY0ep7ewvZ/sJ/QEl1ki0HO6XOY+TpWvo5dMXHqtq8p5Emf0BkqWkjHSAQJJENoUWPJh3j22KRP5G9A0DO9u529v/MI0d6VERK7YlId81uXzVwNq2zi1m0820OoAjWoYcSDBNIhwh1xor1JtMjyKS8tqLP9V+7FrdkMfef4itqG7wTcMaQkseMe4pt3Uxk+S/bjN2/16dyZEILkrv0kd943/5Jr1imdP45nNQ9zhtp7aH/0OYx4CvBvIqVzn6yKlLiuTaOepz2zF8dpzP/gHKdBoXCJrs4DmFYZQwtj21Vsp06+MERvz8OYVglDj+I4JrZdY2rmGN1dD+A6DWynzmz2NI1GgVz+PAP9T2LbFXR9kRqL2wyqoZK5v3fJKn2r2CB3fOm8+MyHl7GrFoqhLnojU3SVxJYWQpkotYnFLexXilbhtwsWyZKkjaRoJSsnaaMLEDjYJEijoTHDOBIPFQ0P76YaON4otKQV/sf/Lo6m+fM8PuHyJ/9vhYnJq+kpt+HgNhzSqRq/95sJggELqDI17fKNP6tycWQuhSoEakBFDWgMvLCbbV9LbCgpAXyX17kpv2IAqhnhufcc6uVJIqtwCV4MQhG03d/L1l++h3BHbMXbebZLeThP7tgkhbOzNLJVrEIDp2bhNByflEjpR5UMBTWgzWt/BNNhv714W5vvK3VNPYdrOcx+PEYju/FtrNG+JFv/s3v9lM1SrcwSzEKdqYPDzHw4SmWkQH26gllsIJ2FqUyhCox4kFAmSmTOBLTz0U0Y8cX9uK5ACxts+9X7qE1XmHxrYyJetxp3BCkRmk5s0w6im3ZiVzfWjv0nHYoRJNjSQW3iUtMxejSJFl6f6qzn2YxPHPLJgpS4noXr2oBkeubYfFfNFZ0EkExOfUwwkJyTkrfnLOgl09NHKQVGEIqK5zlYlu/cPDp2kGAwiec5SM/FcW/vOoD41lYi3fGmURIppS9xf2Zmyf2YuTrZTyboemJw0feFEER7k8Q2pddFShxsKrJElARlCrTRxYS8hI5OWnSgoeNgo2OAlEzjUSaPhUmeaaqsjxDdDrAdycSkS2e7ygP3B7h3n+S736tdR0qujoWJSZfuDpX79xsEggavvFpn+AopkXKewNgVc8NX9Y5dR9UDqLpfqO55DtJ1icQ7KE6dRUoPI5RYt/ZFqCPG7n/44JIWCdfCcz2KZ2YY+usT5E5MYubqq75+oQi0qIERCxBIh2m5u4uuxzaR3JGhOlYif2pqw0XU9KhB/3M7yBzoQWkiWAh+yjV3YpKzf/IR+dPTWCVzWasH6fqRIjNfp3BmhpkPRxn/4QW2fW0/LXs6lkyFBVIhdvzqfspDOaqjSyuIL4bB2H5c6VCyZ6jYs9jerb1v3hGkJJBqRY8u7GD5KdYOz3XmCqcUQt39TUmJohvoybQf8q1XUYNrj0DYdhXbXrh6cV2LWm3hg9d1Laq1hbUhnudQqy8UBHNvgi7JRqL17k6MRHPNBul4zB4ZX1G+ePyH55uSEoBQW4TE5hZmDl1e1806zzSDYhcFmSUkIhRkFgMDF4dReZ4qJV+6ekFh6y0sMNhAlEqSP/g3ZRJxhd/9nTiPPmw0HVsuS/6vf1cmElX4r387ynOf23iV16XQqMzgWDXiLZuoFSdx7Qbl/GU6tjxKMNqGomrEWzYxOXRw7QdRhJ/KWEFthZS+eumZP/2I4ZdOYlfMNacTpSexSyZ2yZwjIdMMfec4sb4koUyU4tmNUzEGQEByZ4a+53b6SrNLnNf4Dy/wyb960y+yXSPfswoNpg6OUJussOcfPUTmgb6mkRmBIDaYZtNX9nD8D99dtddVW2gTMb11vhGi5hQpWhMUzEmK1hSmW53v37wZTQB3BilJd6BF1y4u9lMshF0uohoB1FCEcOcAWRZXIFWDYQJJv7q8PjFMtH8bNGkt/ClWDi1ikNzV3rQVWEqJa7lMvTe86PufxvQHl7ErFkasiZCdIkjvbieQDq9LU8WigSkb9IotTMlRQGJhYdEgRhKLxpXmcyzmJPGpEyGOjYWDtWRL/Z0Ay4KGKXFW8EC1bNBMiXML6hCrxUlGT/2AennaT924FtmxT4i19JHu2oWUkkphlIlzb635GH2f3077g/3LExLPozxS4Oj/+SazhzdejEs6Ho5jkT81Tf4GaJMEkiG2/OI+jETzdIrnuIy+dp4jv//DjYnSSCgP5Tj57w9iJIIkd2QWJyZiruvpQC8tezvIfrI6sbjzxfdJBjqI6W1E9CRBNUokvIOeyB4UoWK5NYrWlP/HnqLulKg5q4/IrBS3PSkRikqgpR0tdGtN624l9GAMu+GnKABULYj0XDxv7ZoJbq0M0kMNRQhlehCKuqg/hhIIYSR9b55GdopI71aaWP/8FKtAfFOKaE9iyZt5fbpC4fTKbrBOw2H6/RF6ntm66PtCCJI7MoQy0XWREoAsU+xiPxc5MfeKZFSep0P008MWPFym5GUs/DDwqLxAl9hEmCjTcozaDUzj7Nmlk0oqvPu+ietCNCrYu0tHNwQffGjSaEAwCHt3GxSLHucvOngeBAKCbVs0Mm0KmiYolTzOXXCYzd65BEp6DvnJU9e9VitOcP6jvyCa7MZzXcq5IVx7beH6YFuEwa/sRSzS9XX9eUjyp2Y49gdv3RDCcDPQdqCXzP6e5lFNKZn9aIyT//bghqeNiueznP+zT7j7dx9DjwcWb/2fU87NPNBH4fT0vEfWSpA1R+bFAxVUQlqCiJ4koqWIaCkCaoSgFiMZ6MRQQtheg9fH/8OGXd+ncduREkUPoMUS6NG5P4k0scFdCFVFSkko003bg8823b4+eZnKpTOsNMwkdINAup1gSztqMIzQdKTr4FTLmLkpGjMTsKSp3iL71HQC6XYC6QxaOIqiG3iOjVuvYuamMbOTePbKe8szvfcxceHtuZoKiLcMYNYL1EprFwbyHAevXMSIp1FDEYxUK2Z2YepDC0XQE2mk62LlZ1Y1F0LTCbZ2YKTa0EJRf24dG7dRx8xNYuam8ay15y+1SJxASzt6LIUaCKLohr8itG2cRhW7XMQqzOJUSmxU2FFPpIlv3oNi+BEJp1KicOojpLuKpbAQxAdbCHctHf2bfOfSim9w0vWYeHuI7qe3NL1xBlrCpHZmKJyeXteNM0SYHNNYXC2OtjAZkWcXHV+hyFl5ZM3HWw1+9sshvvx8mMc+O0W5LNm6WeN//+cp2loVfubL01wadmnPqPyv/1OCV/6uzr/5DxVCQcFv/XqUzz8bJB73GbeiwAeHLP7w35c5ffbHp90SwKoVyNUK695PzzNbifYuTawBysN5Tv/xIb826g6sc9YiBlt+4W7EEtbXV1zCG7kb0xk68dYQnY8P0v3U5qZjFF2ldV8Xo68mKA+tTXnYw6Xq5DDdCnW1SFXP+YaWRgZNGOhKEE0J4Kdjb8yHeduRkvS+h4lv2YsaDPt/AkGE6p+mEIJQey+h9t6m22cPv01l+OyyxVvSdTBSbbTse4Rw9yB6LIliBOYjBq5Zx6mUqI0NMfPBazgrLLANZrpJ3/UQoY4+9GjC36emIV0XzzKxK0XqU6Pkj75LfXJplU2hqGh6iEiiGyOcxHMshKISTfXOE5S1QlE1GrPjhNq7EYpKsL1nISlRFIxkK6oewCxmcc0akhVUBwhBpHuQ5J77CbZ1oUfi/jyomh/hmZuHxvQY+ePvU5sYBm/lD0ktmiS5816iA9vRownUUARFNxCq6rc9zs2106jhVEuUzh0ld+Sd1U7RIseN0/GZLxLbvBtF07HLBSbeeHHFirZXYMQDJHe0oYWaq7gCjL9xYeU7lVA8M0N9qtK0A0IIQftD/Yy8fAZvDatjgyDtooc4aYabEJBbjQsXHSJhQaZVpVx2aGtV0XXQNejv0xgedomEFdIphbEJF8eBf/SbUX77N6J857t1/ublOrYj2bVD53/+vQSJhOC//G/zlEp34NN0DpoeJtG+hVC0Dc9zyU+cpF6eRlF0FE33DftW+R0OtkbIHOhFDS79HbbKJiMvn2H2yNi62tFvJdof6CO+uaXp+9KTTB0cJnd8atX1HCuFZ7tc/NZRup4YXDIydcUZvHwpv6rPVBMGET1NTG8hqrcS1hIElBCGGkJTgtheg7I1y2TtHGUny41kl7cdKQm2dhLq7L/uNSnlPBtf7QNgUUiJForQ9sAzRHo2z5OeKxCqhhaOoUfiBFo6MNIZxl755rLEJDa4i86n/h5aNIH4VN2FUDXUkIYaihBsaSfat5Xx175NZehUk72BHojS1nsf0XQvg3d92e9KkZJaeYpGZX2FXEJVMbNTeLaNFjIIZXopnrxeBE1RNYKZLhACKzsFnrc8IVEUkrsO0HbgSYxkC5/O9Vw/Dx2Eu/qZevtlSheOr4iYhLsGaP/MFwlmulD0ReonhEBoCqqmo4ajBNIZSueOLrvfZS/LCND97Ffna2rsUp7x1/+K8tCpVREqgGBrmNSu9iVXmL7r6ep0Vsxig+zRiSXbMtN7Owm2hLGXMQ3U0OfbeK/AxmRKjjLNGCYLW8g7lAESSgtlL8e4N0RStAGSoswu2QqcEK0ERJhpb3lfo+Vw4aJDvS7ZtVPn8pjD5k0ap8/Y1Ho17r3b4J13TTJtCp4Hk5MuHe0qv/YrEUZGXf7F/1GkUPTP8+PDFvfuM3j2qSCPPBjg5b+7NWq460U03Uv/7i8QTnSgqDpWvUi9NEW9PE0k1c2mu19g+Pj3KE6fX35n1yC1O0O0P7lkW6z0JMWzs1x+5cwdLYfe//zOJa+zMVtl5sPRZX9T60Xh9DTlizkSW1ubjlGDGqldGabfH8FZoQnnzuTjtAT70IQxp2iuYLoVitY047XTFK1pTNc3q3Wlc8OtFm47UjL++neYfOt783/XQhEyD32W+Na7kFJSPH2YyTdfarq9Z5nLphgUTad1/5OEOvrwHIvK8FnKQ6dwSgWErhPuGiC+ZS96PIlQVSI9g7QeeJLJH323KfuMDe6i+3O/gBqKgJQ4lQLlodNURy/i1itooSiRvi1EN+1EC0fR4yl6Pv9LDP/1H1Efv7ToPq16kfFzb6BpAUbPvYHnzn0Z5vQG1gVVpZGd9FfMkRihOfJx7fUJVSPY1gVS+mNdd+kwiRDEt9xF+yOfR4v4D0a3XqV88STV0Qu49SqKESTcM0hiyx7UUBQjlaH7s1/F+545l3ZrjnD3Jjqf/HsEM93z8+A26tSnx2hMj+JUKwhVxUikCLX3YSRb8WyL8oUTS+532akKhen5mV8iumkHILBLOSbeeJHyxVOrTu2h+O258U3pJYdNvn1p1bbrTtVi9vA4Pc9sbXoTVQMqnZ/Z1FS2HkBFo1XtpuaVKcs8Eg8FFYHAxlpUMl6g0KZ0c9Y5jD1XS+Jv6/8jfO9dwO/M8a7ZpyYMdNG8i2U1OH/RoVKR7N2t89Y7DXbu1Dl91qFYkuy7y0A3BNu368xmPSamPO67RyeZVHj1dZ90JBJX5+3UaZsXvhhi53b9jiQlgXCK3p2fJZzoZPbyYRyrRlv/gfmFQiV/GT0QJdWxa1WkRNEUUjszvmprE0gpceo2l185g7lMSkMIdW5hKPGctUumK1oAz9lYYhDf0kJiS3MSIKWvuJw/eeNrZTzXm3ckbwYhBOm9nahhfcWkJBnoJKKlKNtZRsvHyTUuY7pVPFw8efO1hW47UuKZdTzzquKj9Fw8++rkeo6FU1lf5a9QVUKd/ViFWabfeYXS+aNI9+oDoHT2E4qnD9P17M8RbOtC0XTCXZsIpNsxswvrOIxkK20PPjtPSKqjF5h88yUaU9cb3xVOf0ykdwsdjz1PMNONGgzT8ZnnGPnun+DWFy8+lNJj/MJbuPbGqmAKIfDMBlZ+1k/RhKPosRR26WouUtEDBFs6kZ6HlZ9BOkt/yQOpNlr3P44ejSOlpD45wvjf/QWN2eurwYunPyb70Y/oePxLRAe2owbDdD71FS59699ilxfPdWvRBC33fIZQezcgcC2T0rljzB76IWZ2kWpzIQik2tBjSZza2gs79ViKjsefJ9q/HRD+d+bd71O+cHL1hATQghqZA72IJUSyPNtl6uDwqhUapSupDOeoTZaIdC2uGSGEoOuJzZz75pHFRZxQSIkM7Uo/lqgz441R9nIMaLvwkNRkiSl3GIer3wUVnVali6iSoFfbStaboC4rbFJ3U/SyTHiXaFO6yCh92JhYssGEe4k+bTvenLhaRa6/xgFgZtZjYsph106dcFihp0vl0IcmubzHr/9qhGBAsHObxvS0y9SUy2OPBNBU+KWfD/OVFxa27JZKkiVKCW5rRNO9hGJtXPj4W+TGTxKKtvqkZA7Sc2lUZgjFmj/kFkOgNUJsIL20eBhQmyqvKAUZywzStvkAiqJx7u0/XdW5XIsdT/4m5976U+zGxmlZtd3bvaTRnnQ8ysM56tPrKx5fESQrMhiMD6TQwzpmdmW7LVtZVKFjqEG2xB/AjOyh7GQpW9PzURJHWjiedVMMKW87UnKz4Jl1ckfeoXjuk0XD7/XJEXKfvEvnk19GaDp61C+qXEBKFIXE9n0EWjoAsMsFpt7+3gJCAviEZeQcuU/epeOx51GDIQLpdmKbd1E4/kHTc3WsOqFoBuWaNFOjmsN11rF6mzN3qk1c8omBHiCQzlxHSox0G2owhF0uYJeLc1GUJjciRSU2uItwZx8AVjHL+A/+cgEhuQIrP8P0u6+ghaOEO/sxkq203Pc4k2+8uMi5KoS7BuYjFdJzyR99j6l3Xm5OlKT0i4pzK1/B+OqXV4mAnkiTeehzxAZ3g6JgFWaZee/7FM8cWRMhAd/ps23/0gqa5eE8lTWIIAHUpioUz2ebkhLwV3/xTWmK5xamACUeBTlL0AtT8GapyAKd6iZKXo4pb5hedTshEaUsr0ZaXGymvGHavB6GnBO4c8aVWW/ymv1CVZYYcc/Qo24hrbbj4XLBOUZG6UHboEgJwPGTDj/zTJB4TJBMKAyPuEjpkogrDPSpDPRpHD5qUa1JLEviSXj7LZPv/2Dh78lxJadO31nOwFegG1Ecu0GtNEWzGgDHNtEDq9MeCrVFiA2klh4kYeJHF1e0Wi9NncOxqnTvfua61/VgjEi6xxcRrMxilv1aBj0UJ5LqRkqPRnkGs5Ln2uvTAhEC0RYaxel13SOFKkjv7kA1mksgOA2H4pkN1kRZApWRAtLzliy61WMBwp1xKk38sj6NE/kfENISRPUWolqaiJ4iqEaJR3azKbYfW5pU7RxlO0vVzmO6FbLmjXMd/4kkJVJKzMKs/3BZoh6gfPEkHY89D5qOEgihhRfm6vVoknDXJlTdQM5tU59YOjdeOn+M1v1PoASCqMEwke5NFE993LSDo7X7boLRFsKxDFajhKLqjF94m3p5vSFlQW18GKRECQQJpDNULl2Vjg93DQBgl/LY1RLaEsJpiqaR3LWfK6SlePKjRbt5roWZnaR88STB1k6EppPYdjfZD3+EXbl+1azoBvEte1Dn3HzrU6PMHvrhspGb1UI69nyoUo8myTz4WRLb7kLRdczcNJNvvkT54sl1KWCmdrYT7ly662b247E1O382sjWK52Zpf7C/6c1UKILup7YsSkquGXXVJFD6/1pfEFdi04C51I/vHCzZiD1/GkePW/zyL4TZs1un0ZAMjzhU65JqTXLgPoP2jMqFi/5v7cw5B9uWNEzJN75ZvVF1ircEUroIocw5oy+EEAqBSBKzuopODQHBlgihzDJy8lIy/sbaDSAVVadr15PUi9O+M26yg9zlY9j1Et27nqZaGEcoKqFEO7mRo1hz3USqESTevgXpOTRKSyshL4dgS4RwV3xJAuA2HEpLpEI3GnbVxK5aGLGl5eejvQmmD42u6F4lkdScAjWnwDQXUIRKQI0SUmME1aivW6KnaA8NEozGsLw6b078pw26ooW4QwOT64Tn0Zi8vGzhqlMt+Q8qKVFUDUVfuJozEmmMVKsfeUBSOr+8Dbhbr2IV/AeCUBT0WAot0vxBlWzfRm7yFJ7nMHnpfRrVLKrWRCRrlahPXUa6DooewEi1cTUSIgh3DgBglQvLzpUeSxFoaQfANRtUxy4u2yYrXZf61ChOtYwQAjUYnidC10LRdMLdV9VKC6c+xmlsvK+FZ1vg+QSt/bHnSGzfh6IHaMxOMv7at9dNSBDQ/dTmJcPerumQOz6JU19bd5V0PErns8vm8Tse6UcNLr4mcXGQeHSpg6RFO3lvipiSZlDbg4tDQy4/91GRpFXtpk3pIaP4KbdrZ67iFdDQGVB3EVfSbGQ1/7ETNqoq+MLnQkxOuYxPumSzHpeGHR59OIgREJyfIyUnTlp88KHFww8E+OIXQqjX8Dhdh7v36gQ2LohzU9Go5hAIWnruRlE+9VkLQWvfvQTCKQqrqSfRVcJdsSWjB+Cnbioja39YB2Ot6OEkM0MfMnvpYwBCiXZCiQx6KMbsxUNkL32MqgUJxvzOGEVRaem7G1ULkBs5uu6Ud7gzhh41lqyj8yyH+sTNsz6RnsSuLL9gCbXHWIV58XVQUNFFgIAaIawliOltxPQ2DCWMKjRCaowbqdD8Exop8ZqmFT41EM91/fI8IRZlzFokdlUCX/qr/5V8G5z6FTE0gWIEUAMhmq37haJh1vwWL7OWx3FMFHXpVryVwjPrNLKT8y3Maiji17coglBHL9JzsUt53PrSD7lQe898x5FdLqy4jsMu5XEaVQxaEIpCsL2b4tnrNS20aBw95qcjPNfxI1Gr7HhZCa60yXY+/iUS2+4GxS8Gnnjt21THLq7bI0SPGLQ/0L/kmMpIgcpYaV3HKpybpTZVJtQebZoLD7ZESO/pYObDhWlGiceEewkVDRcHD5eLznEE4OJe15FzLU47h+ZTN1VZ4px9GGDeiE8gcHEZdc/N6SEUEYi5UtiN+zzcnlchAAAgAElEQVQvDjlUqx6PPhTgj/+0wpWStCNHLX7jH0S5POpyccg/z4YJ//0/KfCNP2rhX/7zJL/2KxEuj7rEYwrbtmrU6pKv/sosZs4/v8ceCdDZoZJpU7jnLoPWFpWvfiXC+YsOubzLx4ctJqf9sQ8/YNDTrdLaonL/vQappMJXXoiwa4dNvuCPHV/EM2ejUM4NU5y5QOfmR0hmtlIvz6DpAdp699E+cIBYywD10jSzI4dXvE/V0Ij2Lm/5kT85jbdIzdJKITQDz7HmBB0l0vNQFA2hGriO74/lub4XlpgnXAI9GJt7bf2q0+GOGFq4OSOVUuLZri8nv0x9zYZBCDxr+QL4YEt4xbwhprcQ19uJG63E9DZCWhxVaH4BMgoCaLgVZhvDFKxJitYkP1EtwTcFUuJUV6kquegHLFB0X4fE/6tg+2/9kxXu7+oOFU1H6M1JRm7iBKqqUc5fZvej/wVWLU85uzL58ZWgNjZEuLN/7uGfxK1XCLZ0oAZDuPUaVsG3oV8K10Z6XLO2YjEx16xfFZITYtEUmRaOzYegnVp5SUfj9UB6Hm0PPUty9wHf7M91KZz62NdR2YBW9PZHBprKyoN/kyuem6U+tT7F0/pkmfJQjvTudsQixmFCCNSQTvtD/YuSEvCJxLXkw2H51dm1YyTefBfOp3GFuDhNafj64Lrw1rsme3cbHDl69RgHP7D42Rc8Tp+1mZ65+sAcHnF54edm+dVfjvDsU0EeftCgVJIcPWbx4vfqFItXx/7u78QZ3OTPqRDgOJKf/bJfIFuuSP7p7xd5Za5T57/6hzH27tbnx1q25EvPBfnSF4I0GpJ/9r+V+O73NraA/Vp4jsXIyVdwHZO2/vsIx9sRQiHZsR3puRSnz3Pxk++squ5C0RWCrZFlx5UuZFf83FL1IJoeQigqqhHCcyzqhQn0YJRQIoMQCqoRxJzJUy9PY4TiBOMZVC2AUBSsul874XkOE6d/RKJjG60D9zJ94f11dfMEWyNL/l4Bov0pvviD31rzMVYLASsiQGpAZ6UCZ7tTzxAzWv1OG+nhSIuiNT0vLV+ypzHd2or2tRH4iSUl6/myzkNRfNGuOYLhG9ytgTELsfiKViggJbOj/kpm6tL75KdO4zoWjrVx6Yva2EXY/4SvzRJN0JgeJdTRDwhcs46ZX76QSwlcTSdJx1lxJEO6144VqIGFudIr6qkA0nbW3w7dBLHBXQRbOuZXWYqqktq9n8bU5RUJ8i0JRdD95OYlVy+u6VC8kMUqrp90zR4ep/vJLRiJxVeMiu63dRqpEFb+xj0YbxV++79ZmDp49fUG+x5avHshV/D4+h+W+fofLk0IX/j5ldcp/NKvrbD94QbCtRuMnHiZqaH3iKZ60YwwnmtTLU5SL02u+rckNIVAanljwfLIyrupWjfdRyieQUqXzJaHyI8ep1Ga5vKR79G+7WFf72TyLLX8OFK6XD7yPTq2P4r0XApjp/y6E6CaG8W16uRGj9HSv49AJEW9uHaDTj0WQNGbR1zm7/vLyOzfCqjBlUeKitYkBWuCsp2lbM1SdXI3pcumGX4iSYlk40TYrt2P9FxK50+wWkZplws49YUkIxLvAATV4jggkdLDrBWIJLvnhJA2po2yPj2GZ1u+fkosAQjCXX6awW3UfHn5ZSCvcRwTirJicibE9WO9xZzLrr1xKmskfitAuLMf6XnUxi+BlIS7BwikMmQe+hxOrUJjemzN+450xkjtyCw5Rjoe8cE0g3//rjUf5wqCreEla1eEEIQyUVI7M0y9u3FRt5/i9oRZK2BugLS8oikEksuTksbsyhdNU2cXV1uuFSa4dOg7C16v5seoHvqrBa8Pf/TXV/d55u0VH38xKLqCHg2gLNG6fztDqMqK0zenCgvNWBWhoQoNT7q40k+T3Sz8RJKSDYP08CzzaouWhMkfvXjdA3pFu5EerrlwdRxJdOF5zhwpuYpE6yDV4sSGkRK3UcPMTxPK9KAnWlCDIV/KX0rsch6ntnw64dp0mGIEF6jkNoNiBFC0uRCplLiLFLBeW8+iBsMbki9eDE6tQv7YQYpnjqAYATqf+DKhjl7CXf10PPY8o698c80aOZkH+tAiRtMaDwA9GqD/uZ1rPf1VI5AOkd7dzvT7IyuSAFdCIcI7d6ImEtRPn8aaWIUbqRBoySRO/uZ1KvykQ1ENFEXFsRts1ENFKGLZlAYSzPyN8YC5WVAMzS8Ev/2CIDcMCiqpQBctwT6CaswnJbhYbp2CNUm2MYzl3fio6k9JyTrhNqq4jRpaOOqnYVQdu7QxN16hqIhFwquKoqFs4INZei71yVFCmR4CyVaCmW60SBTpOjRmxleUtmjMXiVOejSxaKfSYtAiMZS5lI2UHmZuYVTGKhfwbBtF11EDQYx4CnN244utauOXyB55xyceisLModfpeOx5jESaSO8WOp94gbHv//mqfWOEptB2oBc1cHv93BRdJb6llWBrZEXOwXomgxqPUz93DnuV5ELoOrEHHyT/8strPd2fYpWIt26ia9sTXD7xCuXcBkXDhFgypQG+8uhKijFvZwhVQdHuzCjJWqAIjW3xh2kPb8FQQ77ashBI6Zehd3hbKZhbOFt8l6pztYU8MtCCdFxqoxuzQIY7piX42ofP7UVd7XIBq5gDJAhBdGD7hu27Xpkh0baFaKpnjojoxFs2EYy0YJkbZ/8uXY/65AhSSoxU67wfkHQd6lMrS1mYuRnsuSiCGo4SbO1gJVKYgZYO9IivACtdl/rkQo0Xz2rQmFNtFUIhtnm3b763wfBs86r2iedRvnCc3NF3cc06CEFscBdtD3121ZGa+KY00e747fbVRQjhn1tPc6G1uYEE+vpIPv00kbvuIvnEEyjBIMIwSDzxBJmvfY30l76EGo+DohB/9FEyX/saLV/5Cnomg5ZO0/L888Tuu4+2X/xFQts37jeyGAJbe1ATVyXQlUiQ1l//IlrLMte5RqjJKJ2/9yuLpxWFILizHxHamBb+1SAQThEIJeYiJRsDsRJSYrsbURd+S6Go4rasFblR2JH8DH2xu1AVnWxjhHPF9ziRe40zhbeZqJ7Gky5toQF2pZ5AV67W/UU3txLuWUZIb5W4vZZui0C67nV1Blq4ud/CrYCVn/ULQ9u7QSik73qI0rlPcCrr710vZYfQjQgDe57D89z5Z9rExXepFVcROl8O0qMxO+47JydaiPRtRagabqPmR0pWsgvHpnj6MC33Pe4/7Hbc6/sJLdHlpEViRHo2owT8HHVjdoL6Ikq4nm1RGTrttx0LhcT2eyicOOTXftxASNcle/htjEQLyV37EZpOatd+rMIshRMfXGdNsBTSe9oJtkaWtXi/FQh3xIhvbmH2k4lFZecBvxV9ZITim2+iZzJUPvoIaZoEBwbQW1vJvfQSsfvvJ9DXh5PLERocJPvSS4R37ybQ30/18GHyL7+Mmkgw881v3riLEQIlGiL+9H1UD57EujyFW/EJpRLQUZNRUATS9XALFd9gUtdQExG/1bJh4ZVroAjUVAw3V/aFBcNBvzi+biICOmosDIqCUAROwW+fV0IB1FQMoSpI08ad24+WjpP4mQcovPQuzkwBt1ID98a1AV8/HQLbrOB5G1i0KFhWXv5GlR8IoaCrISxn4zWKFjnYsr9XKSXSk81/N7cQnu2t+HNoCfTRFd5J1SlwIvcaBWvhsyWkxtmefJRMaJDO8HZGKp8A4NYt1LCOngz58yDBc128xtpd7G9/UuJYuPWKLwEuBKFMD0aydV587FbDs01K548T6duKkWzFSLXS/uhzzH7wOmZhpmkXilC1eV0Q3613kZSAlGTHj5GfOk0gnALpYdZLeO4GdA59Cm6jjlWYJdjaSbijDxTF1xBZYQ2FdB2Kpw8T37oXI9FCtHcLqb0PkTvyzqJ1IkogRGLHvUQHtvs+PJZJ9qM3FpVvl45N+cIJX84/nUENBOl8+meZfONF6lOXfRPGRSAUFS0SR7rOiupiFr0u22L63e+jhWPENu9Gi8RouedR7FKeysjZZbuMtLBOYnsGPXrzV8orgVAELXd3Mfraeczs6uoAlGgUvb2d6AHfT8Wr1VAiEdR0muiBAwjAnpmZCwFzw0mZMDRCuwYIbu7xzQMHu6h+eBonV0IYOtFH7gIkSihI6e8+wByeJPLgboKDXUgJXq1O+c1PkKZF2298iak/+AvwPKIP7UFaDuW3jhB/4l601gRKNITRkyH7zVexJ3MoIYP4M/tRY2G8WoPSq4fwTIvog7sJbOoi9pm7sIanqHx4Gq90Ex6qgFkvABJNDzZpzl49rmhzLJWKVHRxQ4KCIT1Bf+sDnJl4De8Gd4dIz1tRnVV5KMfUwfW7W280qqPFFTdzdIS3IBAMlT5alJAA1N0Sw5VPiOltdIa3zZMSc7ZKz/N7iW5qxZ5TGK+NFph9d+1qvrc/KXFdGrMTOLUKejSOFonS/tgXKRz/AKsw669WFRXFMFCMAE6ljJW/8Y6N16I6eoH8sfdpe/BZFN0gsX0feixJ5dIZzNwUbqPmi/+omi9XH41jJFoItrSjGAHGX/1LzFzz1jXPtamXb+w1eVYDMzvlS76rKlLKVUciGrkpskfepu3+Z9FCYdruf8qfh+EzWIVZPMtEaNpcNGYbie13o4UivpfN8Q98190mMHNT5I4dpO3+p9FCEYJtXXR/9quULpykMX0Zu1LCsy2EoqAYQfRIHD2RJtjaQencMQonP1zz3DjVEpNvvoQaihDp3kSgpYPW+5/CqZaWjSRFuhPEB5c3L7uVSO9pJ9gSXjUpscbGaFy8OF+8as/MID2PxvnzV1+bnQXX9SOetk30wAEaQ0M4sxu/qJCmTfX9k0Qf3E3xlfcxL/k3WCUaQuga1Q9O0jg/SvyJewhu68UpVQjftZncn7+OWywT+8w+Ivdso3LweNNjRB/ew+TX/xwlFCD+1H3YkzmQEmHolF77EGyX+DP70TNp6ieHKL5ykNCeQQovvo2Tu3nKnwCV3GUq+VFae+7BtS0a1Q2Yc8mypESoKqJJPUZQj5MM9/iRKc8lXx3GduvEQ51Eg224nk2hOorplMnEt2O7NYJ6nLpVxHJqqIpGe2I7QihUzSzF2hjxUCeRQAuKUCk3pqmas8RDnRhaBE0xqJpZCrVRAlqMZLgbVTWwnToz5XPNL9OVeMtFtCSULuY4+e8OrmjqbleENT/9kjMX1yy6goqdxfbqRLU0VzRQ7FKD6bevN120cusj3bc9KQGoXj5PbWyI+NY9CEUlPribUKYHp1ae73wRqoZQFPLHD5H96OaSEunY5I6+h/RcMg99DjUQJNq3lXBnP069Mi9fLlQFoRmogaDfoSKEbxh3GzyvXLPxKWIkqY0PrWof0rYonPgILRghffcjqMEQqT33E9u0A6dW8TVJFBUtFEGPJXyBMsemcPJD38tmCcE1z7YonPgQVQ/Qcu9jqMGQb+J3zyO4jRqu2fC7nhSBovoFsUoghFAUqqOru47FYOVnmPzRS3R/9qsEWzuIdA+SeeTzjL3yZ4tGggAQEO1PEuvb2JzrRiOQDpPe00HpQnbJ1aE1MYGTyyHnJFKdQoHKoUMoUT+l6tk2stGg9N57qDFfBM9r+KsnaVkUXnsNYRjIxo0Rv1sKXt3EyRbBk7jVBnprAjUcxKtbeA0T6Xg4hQqBwa5PlbAJhKYirTml2o/PkPr7T+KVqzjZEl6lhhIJ4ZZruLkySiiAtF24DYokVS2AbVZp7d1HrKUfs5rDtqoLVtBWrcDEhZW10EpP4jacJSN/QhEY8eCixdMhI0Fncg9D0++Qjg0gpUOpPkFPeh/j+WNEg220xAaYLJwiE99OsTZKqTGF7fiE2dCiWE4FVQmQiW+j2pjFdhvUrQKaGqA3fS/npt4gE99KqT5F3SrQ23IvVTNLItxNNJQhXx3BcZbuIvFsd0XFunrk5noQhLb1gKpQP3UjojPLRFauvH1NxLMxWaIxubFk+44gJU61zNQ7f4uiG0Q3bQdFQY+n0OOfutl7Lmpw+R76GwHPrJP75F3M7BRt9z9NuHuT7y4ca/5A8hyb6tjFRTVKbjakY2PmZ/Ec22/RldI361sl3HqFmQ9exypkaXvos+ixJFo0gRZdWGRoV0tkP36LwokPVqSw69YrzH74Bo3sJG33P00w49fxqKEoamjxWiPPdZqThlWiPjnC9Dsv0/nMz/rpnIEddDzxJcZe+TMW+0FrYYPUjgxaZOkWytkjY1RG1tZqvBIYySAdjww01VwQQtD56AAj3zuNuxQxrFbxqtfMpZR+JORTUQ8nm8XJfko4TEqssbXrvKwGnmmjRD4lwrcgzSZwsiXUWAgtEcW2XYyeNpzpPF7DQg0Zfi2J42IMdNA4OfdbcDysy9NUPziJNC2frEQW278PKUFaDiJ48w10EpmtdG19bE75VCWW7kfKhQ/aSn505aTE8bBK5rKqrsGWSFPDx4ZTplAfI2DEMPQoUZkhGelDCBVVMSjVx1GEX0xbrI1TaviCd2EjhelUKNTG0JQgyXA3mhogGe4mFmpHIAgHUoDAcS3KjWkqjRk6UrsJGQlK9fF5UjRZaB4NA1/I0K5ZSE82j3IKv63+ZsIc2fhFbN0tkaSDpNHFZP1s03ERPYWmBKk6V12Zha6S3NtFpD89p08F9dECswfXvhC8I0gJ+CvVkRf/I9FN20ls20ewrQs1HJ5j7jWcUoH61GVKF08sur30XFyzjlOvIR1rwU1ERUcIgSud63w4XLM+197q4S3jSisdm8ql09TGhwh19BEb3E24oxctEvdXiLaNXSli5qaojQ1RGT7je8TcAB+XZvBsE6dewzMbfp3ONbDLBczsFHo8jVXMLqjDkJ6H26ghNB3PWqyuRaAJHWm5FE4conT+GPGtdxHbtJNAOoNiBPGsBlYpT2XoFOWLJ7FKuVUppXq2SensUcoXThDp3Ux0YAeh9h70aAJhBJCu6xse5meoTQxTuXgSs9hcWdNzHJw5HRTPtpbOw0qP8tAp9A9ep/XAkwhVJzqwnfQ9j5I7/NaC4YFkiJZ9XUvWUkjX4+i/fpvy0CqcWleJaG+SSHeCxOaWpmNa7ukmkA5Tu4nmYjcK5TcOk/65J4k9dR/FV97HHp/Ba9jMWwA7LtK28WoNCt99h/RXn0IEDRqnR6h8cBJp2ZRe+4iO3/k5nHwZeyo3F4VTUIIGkX1bid6/E7dQIf/S27iFCl7dr9qQUvqRpCuhf9ejeugUmd98nvrpEYp/9wFufuM655ZCduwo5eylZce57srrMzzHm9MgSS85LtqXYKpJViOkx9EUg4AWxXJq1Kw8NTPLucnX/doe6eB6FiAXKIt6njN/u5BIQnqSeKid0dwRhFCJhzoRgK6FMLQQuhIgoEUx7Sq2W2c8fxRNMbi7/ytkz//H5hcgwS41lk1V6dEAakjHrS8/h0rIoPXnHsPoSOOUqsx+6y2cQoXM157BaEviVOvkXnwPPZMkONBO9q/eIbCpg/D2HkrvnSK8Z4DkE3dTeu8kxdePoLenSL/wkK+pEglSPX6J/N9+QOKJuwlu68HoSIGUTP3x32GNNhfAnKkP0RHawmB8PxUnR83OI/HmnNl8R29DjdAX3UtIi3G2cHR+29YHB0jf00ukP03uyCiJHR1MrVOR+o4hJQDScyhfOEH5wuLEYylUR85x4Rtfb/r+gdgXiKgJTtcOMmZdZYsX/vRfrvpYnmVSHTlHdaR5zvKWwPMYf/UvGX/1Lxd9uzZ6gQvf+FdNN6+ND3Hm//6nTd+PqSkORJ+j6M5wsvYO9UaZ/LGD5I9tdM5VIl2HyqUzVC6dWcduJNmP3yT78Zsr38R1VraNgEh3nMSW5kQAoHB21i9KW0FR3VrRyNXIHZskMdjSdJWl6ipdTw5y/v87sviAOwiN08OM/7P/dN1rs3/8N/P/Xz10tXbJHBpn8ut/vmAf5bc+ofzWJ9e9FtjWixILM/a//BFIiD2+j8BAJ+U3DjPx+98AQNZNiq+8f3UjKSm/eYTymzd/Xh2rhmNtrIiZ57g0lnGgBohf+a4t+rUWbG5/HNezmC6do2EXGct/wubM44BkunSGbOUSdauA612N3LmeQ90uAhJPujTsEnW7QMMu09tyH5ZTJ1u5hETiehbt8Z10JvYwWTiJ6ZRpiQ7SntiBRHI5t7wJoZmv4zacpqRECIFiqEQ6Y5QuLr+oEJqGEgqQffFdrOkCbrEKEvIvHwIJyWfuQc8kqX5ykcSTd6OEA+itcZxiDbdUpfzOCRRD99Va52C0pxj7+rdRggbpLz2ElowS6M9QevMYSI/4I3uWJCQA0/ULzDa2kQkNsr/1BaYbFyhZMziehSI0onqK1uAAUT1FzhxjvHp6fls1oJM9NIx0PS5/+whTyRCdn9u17FwshTuKlPwkwxBB2vS++b9LJN6ceVLDK1Pzyk3dW3+Kmw9FV2l/sA9lEUO8azH59qV1uamuBE7FIn9qir6f2e6rVDZB9xNbuPDnR5E3qWX1ToOs+dGQyD3bQFHQklHqp2+/zot5zJlYLtbRtlZ4lkt1dPloWmpXZl5869OomlnOTLx63WszpXPMlK5fxF2Yvj76aDplLs2855+H63A5+xEAw7MfXDfO0CK4rs1E/jgV82oKKVu5SLay8q6Q2kQZu2phJBb6cV2BGtCI9iVXRErcap38K4cI7x4geu9W8t//EGFotLzwEI2hSYyeVurnxsD1KL97kvgju/FMi8bFyablHvZU3q9hMqSfShQCe7pI5K5NOIUKhdeWJ18Syan8j3A8k5ZgH72RuxDRq6sXKSWWV2eydp6L5Q+x5dVIiFu3kK6HXWqQeXwLyPVbuPyYkxJBl7GFhlch52ygrsctQERNsDv8mflUgJxbLdjSpOaVyNuTjFvnqXk3rjbhp1g5tKBG+8MDS46xqxazh8duuM6B9CSV4QLV8aK/gm2C2GCa+JY0xTO3R7v97QZrbIbKBydR4xGQUD8xhDl0+95XEm2b0fQQ+YmTeN7itUJCqKQ6dxJOdODaJvnJUzQqWZo9BV3LpTpaQLredSv2TyPakyDcEaM6fj2BqZl5pounm2y1MXBck9nKRcx16plUx0rYlaWbqbWgTmJrG+NvLE92lIBO5K5BkKDGwwhd8/VzEv73yas2kPZcQfWxS2R+8QnqZ8ewJnIgIPbgTsK7+0GANZHFKdUWfExC9VOMQlMQqkpwoB170q+TWgqmV+V04S1SgW7iRhshNYaq6LjSxXQrlK0Z8tYEpnv9nBZPTSIUQW20QNsjm0FKZt4+v+xcLIUfa1KiojEY3Me4df6OJyVXUHHzjDROYEsLXTGIq21k9D4SwVbiWitnau9T9TZO8venWBuSO9uJdMaWHFM8O0Nt6ubUF1RGC5Qv5ZckJYqu0PX44B1JStSQjhoOYGX9jo9wf5rkvn7GX1x+pbhiSEnj5KU1b26kwriWg1vdeJ2hxRCOdxBN9YAAI5RECEE5O0IlNzzvDtzSvZf+vc+h6UE8zyXduYtzH/4ZVr3J4saT1GeqNPJ1QksUuwpNpeORAS586+h1r5tOBdNZ3tJgPfDmOnrWi9pUmfpMhcSW1qbFrkpAJb45jR41sCtLf66e7VI7cQkpofLxWZxsCQlkv/WWr2Z9dhR71idx0naQrod5eWa+PqlxaQp72v9cnEIZr2qS+5uDSMvBdWsUXv0YNR7Gs21qp4Z9g88Hd9AYmca8uLg79rVwpMVMY4isOYIqdBRUJB6utOdM+RbCuiaVN/riUYQicBvr05D5sSYlCbWVgBLmxkj53BrYXoNZZ4y6V0EgUDjPZfUU20MP0KJ1Mxjax6nqOzjcOuvpnwK6n9685EpSSkn26ARWaaNkrZaGVWxQupCl/eF+tODi3UBCEbQ/OMDZP/kY11y7IuOtQKgnRWx7BxN/eww8iRYOEOpJ+a7ScLXIVXC1pdFbJsx8ZVvfVvz6baVkvhLw2lbJK6HrK+PE1eOk9g9QHy9QOjWx/LE3CC3de0l17PRbmxE4dp2xs28wNXQQ6bl0bH4Ys5bjxEd/STTVTd/uz9PWdy9jZ37YdJ+N2SqV4fySpAQBXc9s4cK3j920a91oSMcjd3SStvt6mv9mhCDakySxtZXZw8uoXzuun4r5FBpD178W2beZ5LP3Ujs1QuPS1ffsidyCu7o1kZs7Vxd7Ko/XiBBPxgg9cx9SgD1dwJ5YXRG9J128Rbq0lt3OctBiAVrvHfzxFk9bLRRUVKGhoNJubEIg0IRBUFz9AUnAkSYuTUKaKGjCQJmzBpJzVeDNxl85riZ0BAogkLg40sFbYpu1wL8/yrmzkrh4lNxZzjc+Ylf4UTr1zYxrZ8k6/g9ERUMTATwcbLnwAaigYoggHh6WXLx3/9o5FYi5I3u40p2bk8VvOio6qtDmSaGHiyPt67qbPg0NHUVoc/MoV7TNtXN/5fw8PL+Kv+n8+51C/jX5x7p6Xc666nPUkE7nIwNLjrHLFoXTMwuq9oWmo+j6fCuiN6cJIh0HJeB3LymG3+IpXQfPshC6jtA0PwRs1hGaNufSLJCug7QtkJA7OYWZq6F1NfeACbaESe/tYObDpYWUbidEt2To+4X7CXYlie3oYPj/OegXGg+0sO0fP4saMhj99kdUzk7S9cI9xHd04jZspl49SfH46KJf3+S+Xjq/sBeAytAsY9/+iNZHt5E+MIBQBPnDI+Q+GKL9s7vJHrxAbTjLtn/8LKPf+pBQb4r4ri4UXcVIhTn7B6+R2NVJ5xf24jZszGyFc//6BzdHnlyI/5+9946u6zzPfH/frqfiHPRKgmABu9hUqGLJslwiy3KJy8RxbF8n8dhJbjzJys2dydxMsmI7ZSa5c9OLncSO4xTLRS6yJFu90GIROykWECB6B04vu373jw0CBFEIsKlEz1pcEvbZ/Zz97ed73+d9XiYHTzA+EKOfqH4AACAASURBVIh2a1p2ULNiB7mJbgrpAUKxasZ6DlLOj1HOj5Fs2Ehlw0YGzjzLQs91aSxPtmuSmh3Ni5oCxlcmabijleEXu6/9dd0gjL3cx9qf2YZqagtW0UWa4lRtbWDi+PA1+U4LRzopHO1aVlXiBXiZAqNff3JmwbJ2IabGa2XeNk4Xw8HGSM4thzZrYlSsr3uTlFyAQKFOX0mLuYGomsQQYQSCleYmVpgzLeF96dJROkCfPTu3KQFVaLSY62ky1hJTKhFCoeznGXN66bfOzpMaEUSUChqNNdTpK4moCQSCkp9j1O5lyDlH3rv+7dqz7jgpd4ioUUGz0T5NShqMNWyM7GbI7uJU8SdzXrZJrZ5dsXeR99IcyD+CO6sETxBTktQardRqK4iqCTRh4OJg+QVS7hDd5ROU/EtKh5HE1EpqzBZq9RUYShhfeuS8CQbsDobt83PImoJKUqun2WinUqu/aJtJBu0OxpxebHlpqZkgqiRoNNZQq68golagoOFIi7KfJ+2O0GudmqOzUdGo1BppNteR0OowRRiJjy3LFLwM404/fdapKyYm9btXokUXt5XPdU9SGLgkRK4oxNo3E6prwrNKhBpXkDt9DOm6FHs6qb77HaQP7CG5Yze+5+JbZQodrxBduwnFMBCqRv7sSYzaeozKajyrjD06SKErqCbLnB2nNFog0lgx7wArhECPGtTubGbs4Pwv69ci8udGGfjuERLbWuj9elDpZVbH8MoOZ/+/J6h/+0bCTQl8y6XqttWc//vnibc3EGuvJ985ilecHXYXmkLzT+/k3F89jTWVXgs1JomtqaXr75/HLdqs/sW7KQ2mZzfhU8R0dZNXtOn7wVHcKevtyQPdRFqrKZwfJ3XwGnXsXQJyE730nXoCqxiMQXYxw6qbHkQ3g9Siohr4F5UElzJDJGraFt2nV3LJnB3DzpYx53kxQfBb0iIGK+/fwMTRIZzcjYkIXmtkOibIdExQe0vLguuohkb9bSsZfrF7SYLXJeFqxKJXsKmpRKkMNVNlNmOqURQWFuhLJCe8p9j2hffMMU5TQjpOenFjusvhDUVKAGxpMekOMekOUa+vIqZWkXZHmHBnjJuklGS8uXlzBYV6fRW6EiLvpci4Y6hCJ6HWstLcgi7CdJQOYMmZPFpcrWRd+BYq1Xoy3hhD9jkkkqiSYGVoI0m9jlOFn5D3ry8x8XDJeZO40iGpN1yTfSa1OtpDt1Ch1VD0Mky4A7jSQUPHVCKYYv4fb0jEaA/fgiNtxt1+fOkRVuIktXo2Ru5A4jNkz1gTCwSNxlrWhXcBkHKHsd0yKioJrY6NkTuIWZV0lY/OUn4bwqQ9fAuVWgMZb5S0PYIvJbowCCkxqvQmRpzuOaSkVm9lfeRWJJJJZwhXWkEtvhIiolRQr6+i37pCMZ6ApreuXnQGKT2fbNcExaHZZE4NR1HDETInD4GUhBovGgindhdqWokWT5A7cxyztp5IWztGTR2FrjNo0Tih5hUgoTzcT/7syVmDm50pkzo1SuWmelRj/kFHMVWSG+owKyNYSyj9fM3g0kZxUgYDpi/xbQ+hKaghHS1qEt/QCECha2zeSiOhqcF21gwpVXQF3/WQvgya89kuiq4iVBEcVxHoFTMvaGs8h39pCkyImZTQDYCU3lRDvpnr8D0HKT0UVUNMGZRd/A7zXAtFvbzR28TxYfK9aYxEaMEIgqIqVG1toPneNfQ8evo12bjucpC+pOvh49TuaoZFugYnN9TR8JY2CoNZvKtoRvdqwFDCtCfvpDGyfqpiyseX3sLcRvrInMfoC50MPjrbhM6siVF715qrOp83FCmR+Ey6g0xORQkiSpyommTSHaKrfHmfAAWVsBKnq3yUUacbW1qoaFRpDWyI3E6N3sygfRZryvJYFwbNRjtVWiMD1hl6rVNTUQNJSImxOrSDBmM1q8PbOVZYOEd7rWD5RVwcTBFBQbuq1JGCRnv4FirUGkadbnrLQcTBky6K0DBEaDoidCliapIxp4eu8lFy3iQSH1NEaAtto9lsp9XcMouUJLRa2kI3oQiN08WXmHD6p+69SkyrYmvkHhqNtdNRkwswlQg1egsT7iAdpQPkvTQSOUWawujCnBOlEghq9GZMEeFsaT/99hlc6SAQ6MIkrMSm0mJXdu8ijXGS6+sWdV208zaZs+O48xkuXTLAS99HqCqKGUJRtaC8U4BXKlA434HQNEINzfhWGauQw81liK5ej18uzTvbGt3fS+sDGxYkJUIIIk2Bv8ro/tcPKXELFmZtnJYP38zIExd8jGZff7F/ksn9XWgxEyR4ZQffnvs9+2WHyQPdNH9gB17JpjyUYfLlHqzxPE0P3ISUEiddJNcxQrilkrr7NmJPFGbf73lGdHsiT9UtbURWVDHw3cPXXWvhWAVC0SoqqluZHHoFgSBWtZJIRQOVjRvRjAhCKGj6DJlSjfCSugoXB7NMHBkk2V67aJm5WRlm1Xs3ke2aZPLkwqWtr2WMvdzP5CsjVG9tXHAd1dRoe99mMmfHGdnb87q6zvrIWhoi63D8EgOFV8g5E4tqSiQS17YZfvIUTnZ29NqzXEafvzp/rjcUKbl6SLLeOIP2uekXuodD2hsl7Y7SaKzBEDM166aIUGe0UvSzDNgds1I7RT/LkH2OKr2RWn0FYSU+7wv8WsKXHlJKhABN6NgLKKaXgiqtkYRaR8FPc758nJw344rqSXdWxOJSuDj0WafJeDOmPWVZYNzto85oJaomUVCn0yP1ehshJcaY08OQ3TmtH3HxSbsjDNodrAntpFJrYNTunhbxBmxeogsTgXLRdjauP78Sfko1AkjCShxfulzQk9iyhO1dXeixZnvzorNHAGuiQOrU3P5MXrGAV8iT3H5b0PlYSpz0JFW33IVZ24BihikN9GDWNxFbuwk3lyF/7hTW6CDRtnVIxyF/7tSiA+Lk8WGsVAk9bi54juG6GIn2WsZe7g8iA68DFHsn6f3XfaAI3IJN/vw41kNBE8bUy90gBG6+zMB3DwcRDQlOZm5J5QWMPHUKszoKCDzLwStajD1zOthWgJMr42bLjD59Gr0ihPQlE3vOYacKWBOFKT3Q7OdvYm8XuTPDwT29Afc1P9mLY+VZddN7aV7/NpASPRSnmB0hFKmksmEDdilDvGoloXgdvmuRqFlDKTfO5d6q0pf0PnaG5vvWEmmaPx0IAcmtWFvDxk/fypE/fo5C/+vPssAruZz5p4Ps/sP7UfSF0xrh2hhbfvVOSuN5sh0Lu0i/1lBjrkQg6M4dpjd/bI6L7kKwxueWXPuWS6H76lJYb5KSi+DjkfHG50QYfOlh+YXAwU8EAkKQhNQ4IRFj1O3BlTbKJbfTkkV86aEIlbhSdd1JiRDKtKjUu8rqmyqtAQEUvcwsQrIUFL0MJX9u2Z/lB/dDiEBQ5UsPFX2KpCik3OEpsepM1YoA8l4aIQQhJYquhHCnZnKWLDFod9BktLMz9k5G7G4G7bPkvBQ+PgsNrMP2eaq1ZprNdir1BvqtM4zaPViyuKig9nIQiqB2VzN6ZOFeN9KXFAay8+eepU/uzHHyHa+gRiLUv+NBmrdoeLm9DP8kSD9K1yF7+FnWvquNrqM9OOkiqUMvIaaMsqTnUR4dBF8SSpjc8ivbeeEPZhxGvbLLyL5eYiuTC56joisk19dgVkcoj736fZmWAul4lIcys/62pkoT3Yu8JtxsQCYuB7/sUBqYrR9z89asfQG4ufK0bmQaCzRy84o2peKNKQcGsIopuo99n6Z1d5OsXx+InYdOMnTuRTzHIl7dSjE7ROvmd3PTW38FAKFqnHv5oSXtP9+fpufR02z41C0IbWESrmgKNTuauPl33s7B33+afF/6upMyMaXvuVZOyZMnhul/6hwr3tW+8IRDQGxFgtt+/34OfuFJUidHrj+pF4E3SagqTHx1NZPHh3GXWXJuqlEkkpFS55IJyULQK0JUbmth9IUr9yp5k5RcBInE9ucfsKar/rgQmRdBCkMI6vRW6vTWRfbroynXvyGXKcKoQsOR9oJ15ZdioaHEUCJIJJa//BC+K+15RaLzPZ6aoqOigYAN4dvZEL593n1KJIpQZ2lYXGnTUTpIycvTYKym0VhNi7mBnDdBv3WGMacXS5bmHHnSHeRo4WnaQjeR0OpYF76ZNaEdjDl99NtnyLnjV5S+ibVWBi/7RXQDXtll7GD/wq6pvo/0fXzbxs1lCOsCLSSIVOvYORvHBUX49DzbjZUOUjThhI6UEkUV2HkfoQSCVTNmoIfmzuwGn+li9Qe3IhbIkQshSLbXEmmseN2QkjcxP0q5MToPfXvezyYHAz1A94kf0rT2boxIgsnBk0wOLrGNh4TObxyl4fZWqjY3LJqyFIpCcmMdd/3F+3jlb/cysrcHO2NdU/dgxVDRowahmig1O5oQmsr57xy/JhoPN2/T9dAxku21xNsqF40MRRrj3PrFn+LM1w4y+Gwndqp0TcmJUARaREeLmSTWVNN07xqa7m4jdWqUlzueXDYpcfwgKrscQiIUQaihYs5yszpKvL32TVJybbG0H09QlBs8UCU/R86bnJqdz7euT3meyMG1hIJKVE2iCZ0xp2/J26nTkZ/ZuHBtF8Rwy4FcRkJVyiB1goSUN7IoCSp46Uuqg8CRZc5bRxmyz1GtN1OtNxNXq1gfuY0ap4WO0gEK87jcZr1xjhaepkKtoVZfQVKrp0ZvoU5v5bx1lJ7yiWVX3yTbawjXxxccsKSUuEV7SeW2frnE2NM/pPI9q6ndVE28KUZ+uMC5H3XTclsjzbc1cuCvDlOcKHPLZ7cxdnoy8D45PUnFijiJ1gp8x59XcJs+NUJpOEe0eeHS4HBDnIq2KlKvjLwuBYpvYumwCpOcP/rdK9rWK7sc//M93PJ77yRyGbNAIQShqgjb/q+7GTs4wODT50h3jFMczuFexnhsPiiGipkMY1aFMasjxFsrqdnWROWWesxEmIGnz9G9iFfQcpE9P0nnN4+y8dO3EaqMLEjChBCEqiNs/qXbqb91Bf1PnSNzbpzScA63uPxIhNAU9Jgxda0RIg1xqjbXU72tkWhLEkW7umtM20NUmkHlzVBx4S7BF0NPhNn8395FsW92xFcN6fNr5ZaBNzQpmYluXA/Fu6TsF/CkS9ab4HTxpVlVOTcacbWKKq0RgWDYvrhGXE6XOs+HsDKX7QIU/DQCQViJoaFfNzM2V9rT+pQh6xz99pVVvZRlgQH7LEN2JwmtjpXmJur0laTdEUrWyQUJY9YbJ+uNY4oINfoK1oV3scrcyqQzRMabq/tYCGpYJ9Fei7lInwyAbNck+d6lO+56js/w4VF69wyw8xe2ooVU+l4aJLlq5nvTYzq9Lw5QGC0Srg5Ru7mG80/14ns+VavnEg/f8xl64Txrf2b7gsdVVIXam1uCmd5Vdv28LEQgFFQMDTWkEmmc/zd5MVRTI1wfx7M8PMvFt10823vdCAyFIoJrNlVUUwtKay8zTGlhnWhTBW7ZDa7ZcvGdV58wps+McvorB9j46VsJ18Yuu75qaDTc3krNtkay3SmynRPk+zOUhnNYqRJOzsIru/iuN930TjGC+6THTcyqCKHKMGZlhHBDjGhTBdGmCtSwvqiW62rhOx6Dz3URaYiz+kM3oUcXj35rIY2GO1dRs7OJzLkJsucmyPelKY7kp6/Tdzx8N5g8CFWgGhpaWEOLGBiJEEYyTKg6QrgmGlxrYwKzJoJyDcnWYOEMNaFWWmM7sL0SKXtoSmu3+L0Yfb6DwR+9Mmu5WR2j7i1rr+p83tCkxJPuVFXF9UmdlP08WW+cpFZHTK3CcuemCm4EIkoFbaGbiKmVTLgD09VHENwDT7rE1apZ4lIIzM1q9RXzkrZxu4+1oV2B34i+gmHnPNfj2nw8Uu4w1XoLTeY6Rpzz85q8LW9/Q4SV2JR3SWJKo7L44G3JIoN2ByvMDcTUSiJqxbJISbguRrK9ZlEXVyQMPt+1rFCuECA0gaIJfM+f9yvwXYl9YaYpp7YRYmrgmmeQljD4/HlWf/imRQe3mu1NGInQskiJUAThhjhaWA9CzBf9V714WdiYWqahhjQUXUXRFISmoIUX1uRcQHxVFVv+zztwiw7S9fFdH98JCIpbcvBKDu5F/7ziJX+XHNyiS2ksj7+ABmSp0MI6ZlUkuLYL1zp9nTP3QL34/01t6nqD6w7VRhesiLqA5IZadv2Pt0+/yHzXRzoebmnuNc+5/qn/OjkbK1W8pmRGepKBZ85hVIRY9/GdlyXmF6BFDKo21VO5sQ7f9rBzFm7RDgiJE6QxhRBBP5ep34ZqamjR4Pdzuft1PeBkLbq+dRwtYtD2gc2XbbgJoIUNqrc2UrWlAa/sYmfLuEUHz3KRrj9lhhmUliuaCJ6FC+QkrKOG9EUtBq4WQgjGyz2siu9kU+W95Jxxim4aV9rzjjcSSXfhMMNPnsa9xH/Gt1yGn7q63kZvaFKS8yYQKFTqjdS4LUw6g1zQgrg4wU2/CpT9IgNWB+vDt7Ipcgd91iuMOf240sYQJmG1giqtCY/ArO1aQBEKhhKUNIaUGNVaI43GWsJKjIKfobN0eJbJWNHPUvYLxNUq2iO3cr58hLJfIqLEaQ1tIa7O3wul4Gfot86w0tzIuvAuImpFYGDml9FFiKiaIKYmGbbPX3WvnSG7kzp9FZVaPTdF30af9Qo5bxKQGCJMTK0kodUx5vQy5lzoyipoMNpIqvWMOb3kvAlsWUYVOhVqDY3GGhRU8tOi1wAhJcYKYwO2LDPhDFLyM/j4GCJCvbGKsBJH4pN3l6cgjzbGSayrWXQd3/EZfuH8svYrFEHDtlrqb6qjf98giirY8tGNNG6vw3N8Oh47P2N5DpTTFsXJMhs/uI5y2lowlVboS5M7P0li7cLnbCRD1GxvCoSJS+RRRjLEXX/xvmDmp8x4eAghLlqmBMsufD5FopYDPWqQbK+dtUxO3Qfpy6kKFx/pX/h7avCf+uzCv5d/98dMnhhZ1rEvRcNb2lj/yV1oEX3Ba7z0PlzJNRsVIaq2XORBJKfioBeuR8rpyh55yb8Ly3I9KV75u72kTy/ezn658Eou3d8/iaIrrP3o9kWruy6FEEHUKGxqwCLW9a8RWKkSp/5hP17ZYd3P7QSW9l0KIaZJ6msJG5P3kDDq0ISOpiWJaAl8/On+SJdCIjmfO4Q9j0mab3uUBq+uwuoNTUqG7fM0G+up0KrZEX3H1Lgq8aTLqdIehu3lvSAuhcRn2O5EFyatoU2sDe9ibfjmaavzmXWu7jgXI6HWcVv8vVP7njqC9Jh0B+koHSR7iSlczptg2O4kFIrQbKyj2Vg3bajuSotTxZ+wNXrPPNcmOVc+GBibmWtZHdrO6tCOqbqj4MhFP8u4c/V25I60OFZ4hq3Re0hqdVRq93Ih6San1DtlvzhFKmegCYNms50Wc/3UkplGJBLJiHOeUadnVkWNQBDXqqnSGlgXvpmZSEKwnY/PudJBcv7SSYka0qja0oB2mXDu+JEBysswJPNdn7OPdHH2h11BCxU/eOm+/HdHp9vCS0/y7Odfmq4ykL7k/NO9dD+7uK7ILTmM7u+jYk31oqK9pmUaXwlFIVwXu65h9AWPLcQlJmqXn8UqxtUPgVpEJ1wbRYtcfzH7LIipp0QVLFX65eStRctarwZu0aHjXw/jFGzWf/JmzMrwdZ3hv5pw8zan/uEA5YkiGz51M3o89Lq91rKXR3WXQZSm2pzMBz0RpvqWVoafvPJoyRualHg4HCk8QbO5nqRah6YY+L5Lwc+Q92bP7vNeClfa8/Z/kchp23Jblmc7IOLSbR1jwh2gXl9FXK1CUwxc36bsF0h7I9fkxe1KZ1Y6wZc+rrQp+GkmnCFS7tACFS+SbusEeS9NvbGKiBJHIsl7KQbsDnLeJE3uWmzfmgojXnxMmzOlfYw43VMW+kk0oeH4FiU/z6Q7MOs+etIl441R8NLzmu9c0N8YfmFO6a0tSxzK/5hafQU1egthJY5A4EiLopdh3B0g4148u5OM2t0gA/O1kBKdKjMORMUT7iDjTt+cVFDZz9NVOkxWbyGqVk5XUDm+TcFLMeJ0z/JXWQr0mEntruZFX8RSSgaf7Vx2BuxCqufizaQnZ0VA5pQ9ysuXQnqWy/jRIVZ/cCuqufAwUL29iVBNlNLwjelm/CZe35Ce5Px3TpDpmGDzL+2mYnU1euwGk7UbBOn6nH/4BPm+DOs/sZPElJHcq0HIpZT4nlz2+AJwMvXUsrcRqoJZE8OzHEK1MwJnoypCrG3hTuRLwRualADYssz58tHLrnei+PyCn/l49Nmn6LNPLbhOzptYtp/HcpDzJtmX+8EVbi0Zd/sYd+efPR/K/3jBLX28WS65i6HoZzmYf3yRzzMcLSz8AEh8Rp0eRp2l9QaxZZl++/SyxLESGZjhLUMvcjlEmipIXJJKuBROtsz4oYFF17mhkFAczJDtnqRyfd2CqymaQvNbV3Pu3y//DL2JN3EBk8eHOPA7P2bF/etpfEsbiTXVi5Lfaw3PcrGucSnufJCeZHRfL8WhLCve1U7DHauIr666pkLUxU8AypMFMucmGHrhPO4N8sFRTI3Kbc0goOaO1dhTEWA1rOM7V6nRuhYn+CbexKuFirhg0wadzvMuY+PLE+9VJhVS6asT/AlV0HBH62UH3PEjQ1jp61zFskyUx4ukXxldlJQANN+7ls5vHrtmRlRv4j8GyuMFOv/tCKP7eqnd2ULdrSuo3taAYlyfaIKUEidrMXFsiPEjg4wd7J/bf+g6Id+b5sxXDzKyt5ea7c3U376S5Pra60LEpJS4BZvMuQkmTwyTPjVK+uwYxeHcFUVKNGEsS19ZaTaTKg4w/PQZKjY00PONg+Q7A9mAWROj/u43q29eHSgCvaUOd2QSaQXlsmplnOSDb2Hia49e+X6FoOYXHmT8778/vchcvxK9sQa7e4jQhlVkH39p7naqQmz3FqyuAZyhmYiNkoghdA1vMnNDrK1vNCKRgJRMTPrLIiXxuODD74/wpa9enX+Moik03bP6suuN7Ot9zTXqcvIWmY5x3KK9qB4i1poksa7mmosj38QbH77rkzk7Tu58isHnOok2VVC9vZnam1tIrK2+atGn7/oUBjKkT48yeWKEzLkxSiMFypPFG+6v4zsek8eHSZ8eY+CZc8RXVVK7q4W6W1qIrUguXpl3GUhfUhzJkT49SurkKOkzo5RGC5QnC3ilqxtX1lTcSk/+CGXvcmOhoCmynrb4LvaM/AvS9cl1jE41qAyiI+WRLENPLJxRWAreJCVXCGEaVNyzk/Qje/BsF6RE6DpGa8NUTSazqiKAGafPy5ADrTqJEo/i54sgJUZjTVA6GAmhN1TPvx8pKR4+i2/N9hMJrWlGmAbFQwWk7Vxk3jLTZv31TlaaGlV+9bNxImHBH/9ZlkzW5xc/EaO2VuUHj5Z4bk+Z3/qNBJUJhdMdDs/vKfPB90V4290hamsVfvBYiWMnHLSqahK772Di8R+Cv7QBzbM8Xvjlh6e/E6OuHndyEt+d+R6M2lqUqiZQNfBs1IoKEnfeDQgyzz+DV7i+xnoLQkLv42cYeuH84t1rpVxy6/nyZJHH3/9P1+gErz+ca+DB0vfYGYae75pupigAXQnRYK6h1lhJRE2gCAXbL1PwUoxZfQxbnbN0QYLARbk1vIUqoxlTCeNKm5QzQm/xOAUvPWso2Ry/h4RWw8HMY7RFtlFjrCDtjHA2vw9FqKyP7aZCqyXlDHGu8DJlP3Dmla6PU7BRUKgLrabJXEtUDVoO5NxJ+sunmbD7r6rdwnzwHY/iUI7iUI6J48N0PnQUPWZQsbqKRHstsZYE4foYoZoYekQPtBmaim8HZd5eOShpttIlCgNZigNZ8gMZ8r1prMlisJ7jLUxElMsQAinnbWA5jaDOHrh83yLf8Sj0ZygMZBl7uZ8zX9UwkiGqNtVTsbaGaFOcSEMFeiKEFgpK4pEBwfJKDnbOwk6XKI3mKQxkyXVPku2cxMqU8G0vKAm/hiXdlWYzSbOBQ+OP4CzgaK4IjRWxrbTFd2IoYS4UFfiWG/zv1PghPX/enjjLwZuk5AqgVlZQ+aF7iWxvR2uoxjrXR/apoPmXmohS84vvRatJUjx0htyzh5COQ3T3FmK3bQFVobD3BIV9J5HO/AzXGUthtjUS2d5O+WwvamUFVtcACIG5uonaz/40WlUFmcdeonjoNEokRPytu4jesZWJf/oh1tk+UASh9a0kHrgTJWwS3b2Fwv6TFPYcQ03GiL91F+aaZgDSDz8X7P91ilJJ8pV/zlMoSn71MxX8+OkSg8M+Dz1c5BMfjXL4mE37Wo3f+f0Mo6MehaLk4e8XMXTBH/xJdnosEoqCEo6gRmMgfXzbQdoWwjRRdB0Q+LaFtG2EriMMEyHAKbn45RLCMIndvg0rfQC3lMYvFkBRcErj0DsWkELAy2bJHz5EuH399MMsDAOkRDoOQjeCvh329c8P+7aHZV9dE8LZO5RYE/NXGCkKJJMCRQhSaR/v6lLPrxl4VmBmFkBQqTewIXY7caqDl+mUC7EQChXU4zkePZkTM67JCGqMFWyO341eCuEULCxKCATVoplqWjhVeJHBcsf0Np7jopoGzeUNVPpNSAHVYgUtVo6QEiOSTeILj2qxgkIpw9n83unS+JASZX3F7dSZq/CkMy1KrzaaqTNX0VM6QUd+/1V1GV8Mvu3h2x5OzqI4lGN4T89ljeNmYZlzKK22ksYv/hqIqVLtCxGLqVJxfEn6W4+Te2YfuPP/KCvefTfJD70Lp3+Eia8+jN3ZO+96s89T4pXdwJskUybfkwbOXNdrvRIU3BQNkXVsq76f45NPYF0SMTGUMCtj21gV34GPz5n0nukT0+Im9feup/qWVhRNIXNqmMFHT2KNX/lE6z8sKTG0GPFw/fTf2eIg9W+AiwAAIABJREFUzhI7xHqpLBNffxw1FmH8K4/gpYPKBCVsIgyD9HefQxg68Xt3oSaiSMel4u23kvr2M6iJGJEd7ZROnsdLZefuXEq88TTGygZE2ESYBnpDFYV9J9Cqk/iFEhNffxyjpY7YW7ZTPHIWv1Am+8Q+1Mo40794X1I+1U3umYMI0yD//OGABCmCUHsrSjxC5tGfYLQ2knjPnYz++dKacL0aiJjVhPQ4vvQolCdwvNkvvWJJYtkwkfKpTAqaGlRu2WWSTAg6z7uUSpI/+fMcH/tIhN4+j+8+UsT3QShzJ0daLE7FbbejRqM4E+NkXtpDZO16zJYWFNPESaXIvPAssS3bMFe24tsWzugw+WNHCa9eQ7h1FUII3FyG9LNPo8UrqLh1N0ooxMSPH0NaFyIOF83MhCDSvh41EiW7fy/xHTvxikUKJ48vPnt7naG6WuHzn68gHlP4rf+eoa9v7gsgUa2RnXRft5cdVROsi95MTKti3O5noHyarDOOj4epREhodeS91KxIRIVWQ3t0N5ow6C4eo798mrKXQxchGkKraYvsoD22G8e3goqzKSioxNQk+9PfJ6om2Ri/k5bQetL2KPtS3yWiVrAxfhe1xko6xAGQPprQaQ1vpc5cRdoZprNwmJw7BgiqjRbWRHeyKryFkpeht7TEHjjXAtfx+/YLZbI/fB4lYqJUxAhv34gSNimf6sQZGsMvlbE6+xaNjvr5IkJRkI674GRyyXiN/bZPp59HEYLa0Go2JN/C2fRPKHmB10hES7IqvpPm6EaKbobO7H5GijN9bap2rsSsjnL+n/bi2S7Vu1ppfnArXV+ZR2KwRPwHJSWCqlgrN6364PSSl899ncl81yLbLAES3Mks7lh6iiAEs2+1OoESC2O2BsZH5TM9+OWFw+HOWJrw5ja8yWzg7FeTxMsUUCsrcMbT+NkCXiaPYi6/1E6oKmplHK0qgdnWBEDx8NL6HbwaMLU4m1a8h0SkEdez6RnbR9/4ATx/JooQjynsvsVA0wRPPFPmxCmHcERwtsNheMRDVWFFs0pHp0t1lUo8rjCR8qmuUrnvrSGOn7QZHQsGJIkk/dzTaIkk8Z03o4bDuNk0ssdFCYeJbt5K5gXwXQd7ZBivmKfc04N0HIpnThHdtIX0i8/hpgKfEzeTpvDKCSLrNy58kVJi9fUS33kLWiKJGotTOHPqDUVIloJ4UuWBj1fzrb8dxS6//q5doFClN5HUG5mw+zmVe3FWZ3DLL5J1x+dsU2e2EdEqGLHOc67w8jRhsWWJ3tJJBCobYrtpCrWTcoamy9wlPmNWL0Uvg+UVsbwCYSXOgHWWkp/Dw6XkZakymqddm6NqJbVmK5Zf5Ex+76zzGbY6MZQw7bHbWBHezFD53FW5K79W4BdLZL4fVP0pFVGM1iYUs4bs4y9SPrG0sc/LTaW/bBvpXJ+WG68WHL/MqdTzuAmX+vAa1lTcQmd2PyEtzur4LqpDK0lbQ3RmX2bS6ptFqKXvkzs7Sq5rHHyJoqnU3rXmqs7nPygpuTaQvo+41HxpnvCfm87hF0rkXzqOl8ohDH1Rtu1OZNDqqykd70KrSSBUJeimKSVc3FVzCWFA6flBw6aLcn5eroAzOEb26ZeRZRsRWpzcVMVX01S5lQt5xMHJ40smcLFQHa21uxEiCJlaTo6ukRdmkYrFUBFppDK6MnB9VAyq42sYTp2Y3j6dkTzyeImKuMAwBEeO2TgO+J4kHBYUihLPg1TaZ2ISjhxzGBnx8Dz4l28UsG3JxWOMl8shPS9Ipfg+WqKS6OatlDrPIX0PRdNACIpnTqHX1KJVVVH51rcx/r3vBN+PokxrC5YDr1DAHhkmtn0n9sgwfvHV66P0aqFtU5jtb4nz8JfHeM1NJ5cAVWhUGo2AZMQ6v6QmnIYSJqZVogqNwfLZebUcQ1YH7bFbiaoJImqCjBuUs0spKU2F2j2cqc7gkoKbAsCXHp70UKad1QQRNUFErWDY6qLkzfWeSTnD+NLFVMJE1SRp9+rcbt8o8KdJiXP1kZLXIGy/xLnsPnzp0Rhpx1QjhLQ4Ua2S0dJ5urL7yTrjzHkuJTS9ezNVu1YiPZ9ISyW+67H203cC0PPQwWXrtl6npGS2C+erAem4WF0DVH/yAconu8g9f3jBdb1Ujvxzh6n+xLsBQflsD7lnDiLL87+YvVQOJWRg948gQjruZHbRWbNaVUHywbsIbVqNXl9F+VQ3mUd/AoDdN0Li3XdQ+5mfJr/nKMWDpymf7sForKX2Mx8AIYLlBxZWTEfNahoqt6IIBV96ZIqDSyIlmhqeinIExmKuZ3Gq/7HLNnu6GI43+wfteuVZxmzlsuSV03NnLoePzV724ktzZ3x79l5+Fug7FkooTHTLVnzLws0EYc3Y9p2EWlYGmpGJmdmmPTRI1Tvvx50YZ/KJxzGbV5C48y706hqUcJj0nhdQDYPknXej1dSgV1aSfv5Z3HQKJ50itHoNxbNn3nCzscVQ12Lwwc/Usfm2KLVNBn/40Fp8H0b7bb711yPc9o4EI302T317kvoWg0//bjMvPJLmue+lqGsx+OznW/jfv96D78Hd701y2zsqCEVUTh8q8ti/jDPSe2O8GwSCkBLDkTaWX1xSt2xNGOjCBKDozW/P7fo2tl9CVXQM5eK+MhLvokaZFyz1LmhYLhxfIBAoKCiYagRFqNQYK7i18r1zDBMVoaIJE086GGqY+WQl1XUq938wzrotJn/+e+NMjF6ZOOi+B2Pksx4HXizhX7KLUETw6d+o4i+/OPGaCBh6+WCS4Fv2tDbsUsTfeSeRm7cw+r+/SuyunUR2bcYZHifz6HN46RzJD7wdc11rMCH80Yu4g9fOK+lawPLydOVeRhEqTZENKEKlL3+czuy+Bbu3586OMnBBXCwhdaR/lk+JdwUl2a87UrKh+V00VW1nOH2SU/2PIedxDr0hcD0yj75E9sf7gx4bjotfKDP8v/4ZCIhF6htPIt1g1p17/gj5l44DIpiJLyCoAnDHUwx98R+RtoszPEHhJ8eRjkv5dDdWR2CA5gyOM/Y33wbPx0tlmfy3J4JoiJytDncGRpn46iMgRHAugDeZJfW956ZK1ATSvfbMXxEqm1reTSLShBAC3/foGdvHaOb0gj0V5kOm0E/P2F7qk5uw7Cx9Y/uw3atTdy8EZ2Kc8e9/B3wfZ3KC1DNPgu8z8ch3g+jHhdFRSnIHD5A/fDD486JcdOalPYj9e6fXtQb7GXv4W9PbS9fFA8a+/51Zy1AUFF3HTadwM6lln3soBE89WcvD3y3xJ38SzJ5//ucj/JfPxfjBD8r89v8I9Es/+9Ewv/7rcT7w0xP093tUVgo+8IEw739/mJZmlYkJn0cfLfNv/1ZkeGTmukwT/o9PRtm+Q+cP/zDHrbcYfOITEZqagm2+/OUCP3ikxAXJTGWl4MMfjvDhD4VJJhWOn3D45jfnvnwAspMuP/r3CfIZjzsfSPCPfzCIVfKxyz4jvTaeK2nfHuaZh6G6QWfDzijdp8tEoiprNodJVqu4juT9v1jLzfcmeO57KTITDnc+kOSzn2/mS787wFDPjSAmgYgXKZdESIItZrDYNjOfiQWWz1668PGC7VWhE1Lj867qSXea2MyHyTGPx76do3WtgW5cdD4CdA0UVeD74NhTpEiApoOizF6eqFKnegAFnyPBdQOtl+/B1/4yNYuQaPpUo8kpLZhjS6QM1td1MV0g4zgS7xoPabJk4eWL+MXSghMGNVmB0dZC/J13krj/LaCqmO2rgpNSBNFbbgJVwVy9AiEEqW8+Ph2BuVEIvv+FI7m2V+Rcdi+KUGiItAcu5355qqnpDC5E9MrjeayJPAsO6VfAKF9XpESgUF2xDk01UcRroKmR5wUE4wKknMWiZ4X5fB9pLfFlLJn2PsGTQeoGptTi7kXHcmfWX4C9B5/N84S63jRJudZQhEZb/Z3UJtoRU9GVkcwp+icOLTltcwESn7ODT3B28Inrcq6zDyZnCJqUXCgPmZe0XfrdX4DvIf1LfhPzDGKzlglB7KbthFpXkTt88IpSN54HQ0M+a9doqGrw9223Gei64KabdAwDbBs2bNCREgYHPWprFX7zN+O88x0mR444HDhg09Sk8rGPRdiyVecLX8jS3T1zLYYBK1pUPve5GJs3axw/5nD0qMO6dg3XnUmDRaOCz34mxsc/HuHYMYcXX7RobFL57f8njudBb+/s+1Yu+nSdLLFmSxir5NNxpEipMPOs9HaU2bK7Bt1QWLEuxLkTRcywIJZQWb05TMexEo2tJjvvqeA7fzfKTx5LIyWc2FfgN/5sJbfcV8EPvjJ+3WfcEh/bLxHXqjGmoh+XgytnGoOGlfi8KRVFqJhKmJKXw70KjUdwfmWklPSWjnOucBBvEfKx4H4k2JaclUkGWNmm8+BHK6hv1ijmff75r1MMdLusXm/wwH+KU1Ovkcv4fP2vUwz1zTxTySqVj/7nJF2nbR79Vo7WNQYPfCTOHfdF+Ln7+pASonGFT/2XSsJRhWhMQSjwlT+dpLvD4Za7wrz13TGiMYVNO0z+6S9S/PCh3MIvyiuAl87S/yufX9K6sbt2MfLH/4DQNKo+9iDRO3fipTIMf/FvQFWo/uT7CW1cgxKL3HBS0hrfgSYWTtdLfFzfJmOPkjAaWBm7CWBWdFoi6czuAyC5uRHf9sieuXZpvtcVKYmGqgnrFa/2abyJRSCESn1yI81VO1AVHSl9MoUBesZewnLmqTZ6EyAl+SOHyB85dDW74MRJh40bNaqrFYpFyfp2jR/8oMTtt5u0tWl0drq0tamcPOmgqnDXXQbvfIfJl75U4CtfLVIqSXQd3vOeEL/13yp48D1hvvz3ecoXZdA2bNRJp31+6ZfS04Rlqpp5unhhdZvKRz4S5kc/KvMHf5hjbMxH0+DDH47w+d+LzyEll0PfuTJV9TrRCpWV60K8sr9ATaNONKGyelOYl36UIZZQUVQYG7KnyUe56NN/zqJ+hYEZUSgXruFbah740iPtjFJrrKLKaGLc7p+3l9bFsP3SdK+oerONlDM0J/pRZ7SioFHy8xS9K3+GJJKil6Hs50nqDZhKmKJ3bdKEhinYsTvM+Q6bv/2jCW5+S5iP/3Ilf/q749x8V5jjL5d57rECd9wX4Wc/k+T//e0g5VlbHxCS08csnvx+EOHr7rD52l+m2HZraNYxqus0nn4kx0tPF3n3hyu47Z4I3R0Z3vruGN/9eob+8w6f+90ajh0oX1NCslyUDr+C3dWPMHTsnkGM1iayew7jDIwgwiZWVx/xe29D6Df+9bsqtoOQFlvWNqsrbp71t5Q+ndn9gMSsi+NdY2v71xUpqY6vCWJ1b+I1CkEy0kJr7W5MPR4I8ew0XSMvkC0Ovdon94aG78OxYw637zZoaFDQNUEspvDt75S44w6TtWs1shmfqiqFJ56wCIUE977VpL/f4/kXLEql4EXoOLBvn83RYzbveIfJQw8VKZdnRnhdg298ozSLWFxsp6IosGuXgaLAnj02Y1NVTa4LL71k0XEuvOxrG+m1sUo+LWtNmtpMXvxhmre+v5KGFQZNbSZnjxZJVmsgxSWdCyXSD0L+N6JFmo/HhN1PY2gd9WYbjrQYLndR9ANNmCYMQmoMXRiM2j3T24xaPdQaK2kMrSXnTjJm92D5JTShU6k30hbdjittRq3uBXP7S0XBTTFm9dIUXsfqyE4Gymcoumk8PDShB8JbtRJH2ozZS+tBBWAYAjMkGD3v4nlw5pjNpz5nYIYEqiZIjXv4Ppw5ZvHhn09Ob7d2k0l1nco3//Hy7e4LOZ/+7mD/qXGXqtogGtV1xuaOt0UZG3bJpHwyk6+uAY4zHBAuaTv4pXIQWeqfiiS4XlBcoGmBZ8oNRk/+8KKRkqXg4hah1niexMaGwI+laAOB0WJp8PLf50J4XZGSqvhqbszw8iauBGEjQVv9ncTD9VPCVpuOoaeZyF1lqfWbuCx8H86ccQiHBQ31KvX1KtmcpLPTY2jIY91ajdFRj3hc4fARG12HVas0Rsd8JiZmTytTKcnQkM9tt5qY5uznLZPxGRjwFrR0UESw32xWMjp2SZqmJBke8jGM+Z9hz5WoupiT8rYtSV9HmS23xjBMhc6TJbbujrHxligAQ+ctNE3geZLqBv1CkRhmRKF5jcmh53JYpRszdc65k3QVDrM2djMrw1uoMVZgT7lkKkJFFyYlL8+YPVNamXFG6CwcYn3sdtbFbqXJXYcrHVShElErMJQI3cWjDJXPLXboJcGWZXpKJzCUMI3mGpJ6PbZfQuKjoKIKHVOJMGx1LYuUWJakWPSpqlNRVdi0w6T7nE25JLEtSVVtEMnatCNEb+cMiz111CKf8fnk5yr5qy9OUMgv/D15npw3BTc55pKoNOg6a3N0f4lM6lUMkwCydFFo0fcBiV+aiZhJKad1Jjca3bnDLM+9bXFIzyfUkMCojOJPyRXy5yf+Y5CSiFlFzKyZ/jtwSRevw8LBNyYUobG6/i1UxdsQQkFKSefwM4xmTvN6LO98PSKdlmSzPrV1Khs2aHScdbAsyblOl1WrVAaHAr1JR4cLCAwj0J5cSjB8PxAK6vrcwKRlLarRDsSOerDPS6U4vgxEiAuRkuE+G00TvPdTtRzfm0dK6O8sk0t5dB4vct9Hqjl9sIBV9Bnstnjvz9cyeN7CsSVDPRYn9uZ53y/UEomrpMcc7n5vJZomOPxCbqldA64aPh4jVhd5L0WTuY4acwUJvRaBwPbLZN0Jhi5yZg228Rm2ush7k6wMb6XaaAls5n2bjDtKb/EFUu7QVMnvDJb2VMk5FTYFL8UrueepNVfSaK4jrtegCQ1H2pTcHL3lkwyVOxbc49qNBh/5hSRbbw7xy79Vzct7inz/X3Mc+kmJ932sgi/8bQPFnM9X/jSFVZYceL7Iez9WwdvfFyef9vnHP5uc3ldm0uPFJwoYIfjUr1XyN380we33Rrnn/iiNK3X+7z+qZf9zJfa/UJwiJBfP0wOEowrbbg2zbnOIUsHnW1/NcPLQq9f88tL7PbVw2fvRquJEb2oj/3IHXv7auC4HqcFrNx7nzo5S7JstzL9aC/zXJClRFZOKcD3xSCMV4QYqIo2EjSSK0Ke7SzYkN1Of2MRiN7hnbD8dQ08u8ahy6tgG8XA9DcnNJKLNhPQEqmLgeEUK5Qkmc12MZF6h7OSWVUUCwUwpZCSpia+humItEaMKQw8jpY/l5MkWh5jIdTKe68Tz7Gvef+J6QaDQWnsbTVXbg0ob6dE/fpD+icPLuker6+9mdf1di67TO7afrpEXcP2lC/6iZg27138agSBV6OVU/2MUrQkUoRI2ktQlN1EdbyNsVKKrYVzfomxnSOV7GMmcIl8aXVYZM4CmhkhGmqlLbqQi3IhpVKAp5pLmKJ7vsvfslynZy6vCKZckg4M+K1pUVq5UeWmvjW1Ljh9zeM+DYbbdpDM46FEqSXwfhod94nFBNDr7rCIRQSIhGB/3cZzZz9flxlYpYXzCJxQKmh5eDE2DeFxZkCCcOlDgW38zyrt+ppq3fbCSjqMl/v0vhsmlPM4cLfFTPyc4dTAQBvZ3lnFsn1MHC0gJxZzPw18aJZ+u5oFP1BCOKJw+XOBvf6ef7tOXf0EJXUVe0nJdaAqr/utPY4+mGfjyUseRgJjk3HHOuBOcLey79A7N0YwoYQPF0Mjl0pzMPR8U8BoaStjAK1n48wilj2WfBMSsMeJQ5rFZyzzpcHSe9SCImAyUzzJY7mD+GqCFv+jO0zb/87+OBsVjwNvfFuJjPxPhX/69yN/9r8npFjEXdOA9nQ5/9fsTc5anuss8cH+Ym9pi/PlfB8JUz4M9TxZ46ekCP/ezUT70gTBf+9MShZzPX3xhnJUtGkLAnieL/OSpIq1rdJpW6Hzh10ZITXhs3hHinndFX1VScq2gVcVp+tX34YxnyO55hfQzR3DHsvi285rpV+bbHigCRVVwCzYoAnGVEaDXJClZXX8XrXW7LzL9mQshlMt6VC2nPbbrWUTNalprd9NYdROqMru6R1MNwkaSmoo1rKq/g86h5xhKn8D1lvbjDxtJmqq20Vy1g5AxV6xraFHi4XqaqraRK43QM7aXsezZJe//1YJAoS65gTUN90wTkvFsJ91je5ddaSMAoaiLpujEFWqKFKEihIKpxTC0MK4Xo7l6O211d6Gps3OsmmoQ0uMkoy2sqNlF//hhesf3UV6CUFcIlWS0hbUN91IZW7ns85TSR+JxJbOZUlnSdd5lyxaNujqVI0ccHAfOnHX5aFywebNOR4eLbQcRi5f22nzykxE2bNDp6QkM5YSANWs0Nm7U2X/AplBY3nn4Phw54vCfPx1l00adZ5+1sKxgvy3NKuvWaZw5Mz/BkxKefGiSJx+anPPZ6YMFfultp6f/Pv9Kmf/+nzpnrZNLe3znS6N850vL839QYyZVb7uJse8fuOQTgVCVq8j9X740WGgqzT9/H9U/tZ2zv/k1iqcHkAKq7t9G06fexsCXnmD88SNzwlnzzXiXumw5n8+HcEhQX6+gqYLRcQ9B0EJg3VqNfN5ndMynrlYhElFwHMnQsMclxWYkKgQ7thvs3W/x/AsWvgfNTSqmKchkg5Ti175eYMtmHelLNA3aVml8/Gcj/Os3igwOeWSzAbn2fUnTCp1EpcqqdQaDvW8Mjx9pOdhDk2hVcao/cAfVD95G/tA5Mj95hfK5QdzJHH7pxnjwLIRQfZzGd20isamR47/3Q4xkmPi6Okafv/JU42uSlJTsDOl836wXkKoYxEI1KEpwyrZToGhNLvrQl+z0ko+pa2HW1d1HdbwNAM93cNwSnu+gKBqGFpkmKroaob35HehahJ6xl/D8xR+CeLiBNQ33UFvRPk2UfN/Fdgt40kMg0LUQmhJCCEFFpIH1ze8kYlbRN37guvlyXAtUxlpZ1/g2hFCR0idXHKZ7dA/lZdz7C0gXB+gfP4Sq6KiKjqLoaIpBMrpiWQRzMRhalKhZS1Pldpqqt6EIFV96U9+1DQgMLYKmBiI6TQ3RWrcbQ49yeuDxRUmiQFBb0c765ncQ0hNIKXF9i0J5HMvJI6WHqhpEjErCZuU06ZZSkisNUyiP43glyk52jmncUmBZks5Olw99MEw+L+nr85AS0mkf14F16zQe+WFp2sX2qafKvP0+k09+IkIsJhga8kgmFR54IIRpwve+VyKXW94LS0o4cdzh4EGH97wnRCbr03nOJZlUuP/+ENpVjziCiFZBRKskYw/jSYeQElvQeGwpiP3/7L13kF3Zfd/5ufHl1DmhkRsZmIAweYYzYwaRIrW0vKJka2WtZMnerS2XN1Z5q6zd2vKurVWwLK1ckqi0liVRFkUOySGH5OQEDAaDnIFG5/xyuO/ms3/ch240uhvobjQwwOx8p3oafd+9557z3nn3/M7v9/19f3s3kH5m5yJGyb2DW64T6+vCuDiGEtVRM3F8y0HcJzviG7Fzh8pPfinC0JDH+0csFAV2bNMwTUEoJPHq6yZf+kKEqRmPeEzmyFGL4yfmnpGyDJ2dCr3rFGJRibExj3DY4x9+LRqUe5Dgey/XZ0s/AIRCErt3aWxYr/LoIzr+MZty2WVsyOHMMZPt+4LimIWcx3uvfjLUkK3xHGO/9U1iezcS6eshtKGd+IE+4o9uxRqZoXryGvVLI5gDkzjTxY8lSp7c0YFdNPAbMV0hILWr85NnlEyXLlCszSdZxcKtbO/+PCE5SGcqGeNcnXzjluJptrv8ONzmjqdJRdfhehbZcj/56gCWU8bzXWQ5cPO3JvvIxNcHCyYq3U0PUTLGyFX6l2w3rKfZ1v1ZMrH1SJKE49bJVa6Rrw5iOmV830WSZDQlTCLSQUdmN2Etia5GWdeyH8erM5Y7flvD5+NAItzOxvaniOgBm950KgxOv0+ptrqKw7lKP7nKNWRZRZECw0TXYhza+ktr1mdVDdPbepCInkZCJl8ZZKZ8mbpdxPUsJElGV2Nk4utpT29HUyJIkkRHehfF2gijuY+WbDsWbmV92yHCWgoAy60yNH2YfHUQy6kERomsEw0109m0l/b0DlRZBwSGnefC6Pdx/YDBvhp4HkxOeqgqjI56sxk11apgetrjoYc0+vu9Wa7H4KDHr/96hX/08zF+9VdiqGogbjUy4vEbv1nlww+dVXEx8gWff/c7FX7ln8T45V+K4TiCfD7wzBSLJj09q3/shOQonZFtxLUMtlej6hboje/jYuntFbcV3dJJ4tFNJA9sIdSRpue/+TwA9cFpCm+dQ1iBbLsc0Uk/tZ1oXzfC86idH6V8rH82liWHNZIHtxLd2gkCjMvjVE5cw6stP8RojeWIbukACZR4GFlXcUvGXMkCRSa6qZ3Eo5tQk1GcXIXS4UtY40GIL7a9m/ie9cx879js7jnc20Ly4FYKr5/ByVcbbbSReGgTajqGb7tYI1lKH1ye7etyxlIsCbIzQWgvl/PZsB7OnXf4y782+Pl/GOOxgzo7tmtMTnuEwxI93co8o8Tz4MJFlxMnHa72Oxz+wOanfjLM+vUqE1M267oV4nF5nlFSqwlOnLTp26ryzW8Zs2nqvg9H365z9O2ln/VSOETssX3IIR05FUdJxkGWiT35MHpvJ75lYV0awBmbvr/qTXk+5rVJzGuTqOk4em8rkc1dxPasJ9LXQ8tPPY5T2IM1OEX9yhi1U9eo90/MaVzdA0iShJWr4dsuSBLhtgTC/QRySmy3tsA7cH0nfh2OZ1I1Z9ZM0TUd68X1bK5NvcNE/jSWW+PGxUFCJle5Rl/Xi7Qk+5AlmZCWoDW5lXxlYFH+hyQpbG5/mnSjdovlVBmaOcxE/syC9gFmyleYKV9mz/qvEtFT6GqU3pYD5CsDVM2VSxIn9FYiWorp2sqsVk2O4Pjmgv7NO0eJ0tP8SMOLIeP5DoPT7zFTvrJavIJAAAAgAElEQVToe7F8CHzfwcfB8WhwRwRrxRiXJWW2OvTIzIcMzhzBdMoL5lGu0o9pF9nY/iSKrCNJMj3NjzKePzlPSOhGNCU2kgh3NBRsXUazxxjJHpvHR3E8E9MpY9olwlqSpsQGQAp4J1oC18ou2vZycfKkwy/84wLVqk+xGHwO+bzPv/31Cl//eo2Ll4IKvIoapmPTExTdJH/5ksD5f99mw44nqFVK5Asyl85cIJLaTEtvULSxOH2eNw+3cnFQp1BtId3q4rom1cLCEu6eBydOOPyrXyvT3q6gqVCpCsbHPeJxiURCZmpqdd9bVQ4hSwpVp4BEIMwX0zKrasszLKyxHP7uXvy6g3F5HAB7pjwnLCjLxHatQ1JkzJEsoY403b/0AghB+Vg/kqbQ/rWnSOzdQOV4PygyLV98FK05Qe6VE/jLXCDM4SyxnesACSUeQdIU3HJ9VqU0uq2brl/8DNZ4AWs8T7Svi9ShrYz83iuYwzOE1rWQfmo7uR+fnDVK9NYk6Se3U/7wKk6+it6apOsXX8AazWFNFlETERIHtlD6IChKt9yxDA65fPPbBk8/GeLF58MUSz6lSiCmJgGmCZWqz5EPbDwP8oXbf9aVqmAm6/PuexauG4R8FnxePujadUXS5RsPSjxK+qc/h6QooCqz+iCxg3sQD+9EeB7Fv/tRkMp7lwQl7xRusYpbrFI/P0z53bPonU3EHt5M4tB2Yg9tJrprPaln9mAOT1P94CKVo5fwqnc/9F+5OkPn53aQ7Gtnx3//ArIqM/SfV6+3BPepUfJxQAjBZPEswzMfLLroCHwMK89w9kNS0R50NYYkyURDTehafFFhsEysN8hGIZBZnylfZnjmGP4SKoqeb1OsjXBl4jX29P4XSJJERM/Qnt5BbSq7YmKtKuuElFjjr+tfZOmGr/TNi32gpdAZ38549fySZFJJkmlNbmlwb1SEENhOjYnC2RUTQj8u5CoDXJ18E8dbfIdluzUmi+fJxNfTFA9CemEtQSzcSqU+ueB8TYkQD7c1BOMEnu8wmju+5Pth2Hny1UFS0W5URUdTIqSiXdTu0CipVASnTs2fX64LAwMeAwNz8zoUSaGoIWbGz1MttzAzYuKE13Hl1FEcs4weSRFvamZ65BiaHqN7y7PkCsNk8x5aqIdUi8zU0M0kzjkEXhufycn5c7ZSCdKNVw+BL7zGYi2R1ttXzF26DmsijzVZJL6rFyUaIv/G2cYtglINkqogyTJuyWDqm4exxvJIisKWf/1zpA5upXysn/juXtKPb2P0D35E9WxgoDW9sIfmv7eP8rGrWGML+TGLwRzOknx0C3pbCjUZCe5brAESqDJtf/8QznSJsT/6Mb7lIGkqm3/tZ2j/B48z9JvfWdY99LYUSiwYp9EfzGFJU/AbXpDljEWW4dABnZ/+apRwWOIv/qpGPCbjN8JMni84e94hk5H51V+OUSwKvv1dg2Jx4ffA9+dSfD/40ObQwRD/9J/E6L/m8sMfByGgR/Zq/PIvxvn2dwwuX3GJRCT+j19L8o3/bHDs+PIMPjdfZPxf/vYtzxHm7dLKbo/SS69RfuUd/BtSgovffo3SD97BrwXPGeG4lF9+i8qrh/FrKw8zCdfDmSnhZEsYF0fIfes9In09JB/bQXx/H4kDfcT3bqL1a89RfPM0hVeO4RYqdy20Y4wWGfrGcXJHBpFUmdpwAbt4Z+GzT42SBnzh0j/51pK74OsoVIdx3HrDKJHQ1CghNbbAKJGQaEttI6QmAi+JazCeO7WkQXIj8pUBDDtPLNSMJEm0JLYyOP0+3ipkCmVJoS26hbCaYKJ6gY3pg6iyRtXJYzhF2qNbcYWNLMmMVc6RCnXQEe8jqqWZql2hYI7e1KJEPNxKU3wDihwQRCVJIqTFWd96iGuT79z3WUO+8Biafn9Jg+Q66laeqjlDU3xjIMAlK0RDTYsaJaoSItSYE9dF427HBTKsHJ5voyo6shxkZt0r2FaVUCRNpm07+akLuK6J77uY1RkgCHN5rolrG3iOhRaKI8satl0nFNHQw3FMY+U1eu4Uda+C6VVZF99NcyggEp8rvL66xgQg/CCF8+YK3LPnCOyJAuZg8L4Ix8OaKKA1B2HkyMY2hOvhlutomWAD4Ncd1GQUNRldtlHiWw71wSliu9chhzScbAVJCzhHkiwT6+tm8hvvzu5+heNROnqFps/sQk1Fl3UPayyHWzHp/K+eo/D2OSonBoKwTgPLGYvvw3uHbd4/Yl9/e+bhD74ezPkzZ5155aIWw3/8y7nFq1oV/J//tjzvmn//+1V+9z9U57XxL/9VaYV+EsAX+OXbV2y+UwjLRlj2qo6tFJKiIEdChNa3ET+4jdjDm1ESEfy6jXBc5ESUlp9+mvTz+5j567covXsWYa59WEdSJDzDpnh2vHEAZE0JsnJWiU+Nkgaux/1vByE8TKdELBxopsiSMku+vRG6FicaakaWFYQQOK5BuT6+rL74wqNmZomFmgFIRNpRZG3FvBIJiUy4B4lxxirnSIbaUSSVscp5miLriKopPGFzJf8O6XA36VAXM0Y/uhxhqHxiUU+JRMCvUJVQg/QpN0ipKl1N+yhUh8hXB1fUz3uNan2amnX7xUIQeIB830FRdCQkVCW86LmSJM+bB8vZvfu+O6/Q2mLz6G5BlhU8p87M6HE8z0G6KdPNqpdIZHqJpbpQtQilmasIIQJelFVBUT+e2lO+cBkzzjNjDqDKISyvincXi3IKz8er3eQGF3MeRklT0TJxev+7L8zVqALcsjHv7+WgdmGUxK5enJKBOTiN3hkYqZIiIylyg+MyB9+0g0KOusqiy7Qiz0vPdHJVhn/7O6Sf3knqsT6aX9xH8chlsg0eykrGshzqxWroGTdfs6jkx8qb/cRAjoXRO5uIbOsh+eQuIluDgqfOTInKh5eoHr2MNZYlurOX+KNbCW/soO3nX0BSFYqvnZxfj20NkOxrw7Ncqv2Bh1dLhMk81PPJI7p+HCjVbvYILI0bF5wgNXlhymBYSxHS5moMKLJGb+uhZbUvS+osWRKCBURX49juytxi1/smSRKypKBIKroaI6qlqDl5ED5hNUmwUfSDXT7ilpkukiShyDqmU2E8dxJF0elueijwFGgJ1rXsx7Dyy0qf/bhQM2fwlqlz4oubDIcl0tR94eP7c194TYlyu9i3qoSRG9U3hfBxvdUXW1sp4ukeTKNIJNFGLNHBxOBhsmOnZl+3zRLl/BCRWDNIMDF4hEisdZZ7U6ss9BbdC1yXaq+6eWy/jiJpdES2MFlfWuzrtvB8UG6R9nuLVdDJV7FzFUb/8Mc4ucqC11aC6oVRml7Yi3F1kuL7F0k8uim4vevhZMvonZl51aojm9pxK3Xcch3heEiaGvAmIIj6pGIosflGtJOrMvPto+RfO0PykU30/LPPUb8yTuXk4JqO5VOsISQJrS1NpK+b6M5eYrs3oHc149sO5pVxjAvD1M4MUL88hm8Ez5D6pVFKb54m87lHafrSIVLP7aV2egB7PLdm3VIiGrENzbiGjTVdBQmiPelPZvbNx4G6tXxX9HIsdU2NzKaVSpJENNREX9eLq+wdS+7QbwVfeOTqwxhOgc7Ediarl0g5nehyFMur4eERURP0JvehKmFmav04noksa/Qk9pI1Bqg68zkOc/Vs3ma6dAlZUoiHWmhKbEKWFJrim2hL7WA099F9yy+x3Cq+v7rd9VLmmuPWqdvlWTXHkBYnHm5dkqAsIQcesMYc8X33jvkkK4EkySiqjupHcJw6vucyNTw/JbZaHKFaHJn9u7IC2fG7BVUO0RHZykT9Mq5vsyHxEKZ3ZwumOZYj/ewuUof6sGdK+JaDPbW8lPbq6SEyT++g6bndFN4+j2eYaE0J5IhO5aNreItV6F6qHwPTqMkIaiqKPTH3PBKeT/bHp2h+YS/WeB5zJEtkUzuJhzcy9Tfv41sOVuP8li88QunIJbSWJOknts2GgJAgtq2b0LoWrJEsvuMhhTUQYtbVvpZj+bigSjod0S0Ybpm8tfyNJkB3bAcRNcXV0pG71LsVQpEJb2gncXAb0R29hHpbUVIx/JpJ+fAFqh9dwewfxxrPL8qHcQtVCj8+TmhjB/E9G1GSUVgjo0RSZdJ7u2l5bCOSKpPZ1wOAcH2K55YXEVgKnxolDTgrUAhdDhRZQ5bm3t5FpYdXgNWIhpWtaap2Dk84VKwZLK/GUOk4sqTiC5eYlqHmFpg2ruILH9szEPgMFT9CkpRFORcCwXj+JBOFs7O75isTb7A/1oOqhFCVED0tj1CoDS3Kvbgf4PkO/hrzXjzfomyM4bg70LUYihJiQ/uTXBz5/qJhsHRsHc2JzchSEN4znRLF6tKLvhyL0fJTP4XW0bGq/lkjIxR+9CO8YrDYFqYvUy2OIRD4noNrfwzaDrJM4uBBYrt3o8TjuJUKtbNnqX744ULt+wYsr0bRnqA3toewmmTSuMy0OXBH3Si+e4HYjh66fuE5BFB87yIzLx3FX0YM/rraa+tP7qf7l19ADmm4ZYPSB1dYaaDBtxzq16ZwcuV5mRPCFxTeOBvwyz7/MEoiglsymPzr9yi+fQ6A+rUpZl46SvPnHiL91A6syQL1q5PIobkwmxTSaH5hD2omjvB83FKN8T9/E+PK+JqNZa3n6UohSwopvQOQyVtjLOy3RCbURdGaWMB9S+ptpPT2e2SULN2P6wj1tNDzv/yXqMkoUkjDq9TJf+cI5ffPY0/m8Srmkt+T6/ANK/COPLIV6VbewBVCeD6l8xOEmmP4jkfpwiSIwKtnF+9MEv9To6SB2xFcVwoJaTYMIoSgZuVuuejcDsvhu9wMTzh4DWKt1dhN2t7c4hNWE4GkuluZJ0JnebciaAocz5yXQluujzMw9S5bOj+DJMnEQi30th7k0ugPVyQHf68ghH9X9AhmyldoS28LRPKQ6EjtQFeijOSOUa6N4fkOuhanNbmVnuZHiYaaZgsXXpt655aCaZIso7a0EOrqWlXf/FptzrUP+J6N9TGrQWa+8AVSTz+N1FBU04FoXx9aOk3hhz9ccH5UTSMhUfeqVN0CSFDziuhKlLq7evE0r2ox8ns/mH1oC8+flZwf+Dd/t2CuDP/7l+f0QwSYI1lG//DHSKo8e0x43rL0GoTrMfqHPwpE0jyf/v/9b2bvN/K73w/kxD0fr2oy8/JH5H54EqTgmSIcb1ZuXDgeuR+fovDmWZCkoD3fB1kOzhNQPTPE1Yuj855LN7Zxp2OBtZ+nK4Xt17lQeGtJpdqommZz4iAn7O+tKnFgrbCcfkiqgpqOY0/kKb52kvLbp3GrdViJDkgjp9yrGIi19HQJcCsW0+/0g+8HEvNrhE+NkutY4zXK8915IYJqfZrzoy+v7U3uEGVrirI1tSZtjeQ+pCmxmaZ4IBLXmdlLrjzAZPHMmrT/IMDxDK5OvImmREhGu1BkjebEJpoTm5a4QmDaFQam32W6dOme9nWlkMMRFD0MkoRvmXhmHTWRCjRZXAeEQJJlJEVF+D7CcxGugxyOIkkybq2M8OYeimomQ3L/fmRVnVvgAVSV1FNPUXz7bUR9/o6rL/U4EvN3e5sTB3B8k7OF1+5ofMLxFtS+ARZ9kC96nuvNaZus4t6L3W/BfTwf/1bkWV/gWzf315/3urDc2z7q7mQsaw0JmYiaxPSq+MIlrCRQZZ2qkwMkQkoMX7g4vklESTbECMH0qg2tpQAyCiElRmt4PWE1TkJrwRMOvvAwvers5g1Ak8PocgQJCVfYWF5tdtMmIaHJEbSG+rbr29iegU/wfoWUGIqkYtxgJOuN82tuYUX9cPMVxn/3JaofXZnliqwUwvGofnQVa3gGe3rts+XcqokS0dEz0dnYtm97uNXVb0Y/NUruEjzfmkeIDetJJOT7Pl12tXA9h4Gpt4mFvkJYTyFLMls6n6NcH8ew1o5cdb+jak5zdvgltvf8BK3JLbP1gAJ1mODfnmdhuRWq5gzj+VPkKncWfrjrkGWSW3YTbu/BM2p4tknh9AckNu1ECUcQvockK/iuQ7Szl/rUGJIiY2Wn0JvakBUVKzdF+fIckVZrbQ0q9C1CqpZ0Hb21FWt4vjDbydwP7vpQ7xTRjE6sKcRM/8o9m59iITQ5zO7MC1wtf0DeGmNn+jnSoU7em/xP+HhsTR4ib40xblyiK7qdTKiLhN7KtfJRhqpz801XoqyL76E53EtYibMl9RhC+JheheHqaSoN7pwiaWxKHiCmZlAlHU849JePUrQnkJBI6Z2si+8irCQQBN7oKeMqU/WreMJhU3I/Kb2dI1N/M3vvnvguuqI7eHfyPy67HxBwQsrvnF31excKp7HMEsaZu/d8iXSmaD6wnvimFpyyiZaKUDg1ytRrq99kfWqU3CWYThnLrRKjZVbHIxLKfIIXaEHJGGcsf5INbU+gyBoRPc2Wjmc5N/LysrNdPgmIh9tRZT0I25kzTJUu4Hp2Q+nVwfbq1K0iNXNm2eEt37KoHDmCefUqUiiE3PiZ/beuI4XDKJEIcnjlpOjbQfge9YlhqgMXaTn4PEoohGfW8G0TvakVRQ9TvnyacGsXtaHLpPccRFY0PNvCNapEu9fPM0puW03zFuG1sBInqqRneVa+cCnYd0auWys0rY+z4WArM/33t+frbmGt56kQHqZXIaIkCckFVFnHcIukQu1UnTyypDaIzoJrlQ+J1tPsSD+7oB3LqzFQ+QjbM+iJ7+Z8/nVcYSMQjdIOAUJKHNc3uVx6D0VS2Zp6gt74Xor5CUJKnA2JfdiN113fpinUw7r4Hmy/TtYcvO14ltuPtUBL+y58z6FSHqNWmVwz9fMbkdzWjqwpqDGd6bevEuttQk9F7qjNB8YouVnNVJIkJKT7NmfdtEsYVp50rBdZktGUCK3JPoZmDn/cXbtr8HybycJZ0rHe2cKGLcmtdDXtZST78RU7u5dIx9axpfM54uE2TKfM5YnXyFcG7jgTSdg2laNHkdQg7VNSVbjh35KqIus6sX37SD399BqN5ob7+z7CdRG+D7JEpHM9elM7xmg/eqY14DF47ux5CIHvOjjlAlZ+mtrQ5XntOdlsIPsqxAIDxTPN4PVFEFbi9Mb3EpLj2H6dqJqkaE/ePaPkxr6tgIcUSevs+0ovF340RrQ5zOYn21A0Gc/2OfaNa9g1l23Pd9G5M001a3LuB6M89NX1fPifrrHniz1MXy2TaIswciJHZXqZcuGr7OuyIUlkth9ADUXJnTuM7yw0qNd6nvp41N0yYTVBQm+h7lWwfYO03tkg5gtsv6GWisAV9mwoZV6/8HF8E1c4CCGw/DqeWGgE+MJhqHIKt/FayZqkNdJQdFbiRNU0I8V3KdlB2NvxTZrD68iEusibIwvaW20/loQi377ihueDgPzMJfRQgmislURqHbXKOJXS6IqVwW8FSZUxxktEutOUr05jjBXp/sk9d9TmA2OUeL6NwJ8VcFKVEJoSxnLvz/x5X3hky1dpTW5FV+Mosk57egf56sB9m5WyFqhZeSbyp4iHW9HVGIoc6JiUaqOU6xMfd/fuOjozexrCeiIo1ljuX7uQnRAIx0E4S2SFKAqhnp61udci954lXglwqyUyew4ha/pNNkVwjmtUMadGiG/cQaxnE9Xhy9jFG1zT+TzV06dJPvHE/AVUCEqvvYZfX5zBr0iBB6psT1FyprG8KpuTj63tWBuIbN9Oy1e/Ovt3/gc/oHbq1K0zHgRE0xoPf3U9Y2cK1HIWHTvSpDojvPX7Fzn0jzbTuilBvWTTu7+Z9/7oMrs+303PviZaNsSJpHV6HmnG8wShuIaq3z5jQkmlaPr85wlv3gyAV60y+cd/jF9b4+riQmBMDJLpewRJvpWuy9rNU1941NwimVAX6O0YbpGqk6M38RAFawwh/HnckTuF5RmzBgmAh9PQJpIC7yfg3PC6Lzwsr4Yuh+dlW87H9Xo9q4AkEd25jvSLjxDZ0oWkq7dta+I/fJfayWvUjSy2UyMaayMWbyeW6CDdtIXha/MVkHvj+wgr8SVaWwyCy6X3ATAnyyDLlM5NsPd/+yJe3aFw4vbG2a3wwBglQTl3i3Ajwy0eaiUV62kQBO9Pf0m2fIVibQ9tqW2ARCraxZbOz3B14nVqZm6J3bMUqINKCroaJRntJF8ZwvEelHLcgsniOZoSm+jI7Ap0TCLtdLc8gjH+6j0VCLvXCETvkg0ypkCW1EA51V88E+CBge9TvnSa62OYeuu7IATD3/oT5o1LCOpToyAE1gdBxdXq0BUa6SLz2xSC3Esv4ebzxPbtQ00kcHI5yu+/T+3s0nF0icCl7+OhSBqecNEb5Ma1RnTXLtSmptlsFTkUuu01kgwbDrUxfDzHuVfG8Fwfz/HJD9WoTpsYBRs9phFtCrHhQCuRlI6sSFRmLCbOF1l/oAWr4hBrCWEWbez67V3uaiZDqLcXrTlQgJY0DW4yGpIbdpHavA/ftbGK0xQuHaNp2wH0VAu+65A79z6Rlh7iXZuQVK3xdzfRtl4kVaV09STloQt4thl4ywAkida9z8y1ceY97MrahqcFgrpbpjncS0pvZ7x2gYI1Tl/6KZJaK7Zfv2XW2mIt3vrVpQxOgdd4Xis3LJuSJKPKYWw/ILuKG9R+r+M6aXYl/Qgah/j+LXT8k59Aa0kGqrpCBAUFPT/4HCQJSQ2ylYTjBoTYxnzt3fQ8sXgb05OnmLp8At932LHnawtu0xXdTlJvXbITc30X+Pj4wuVy6TBIguKZ8dnhli5MIusqtaE7mwMPjFEihE+2fIVEuBWQiITSbGx/EklSqJkzjQV+bkGXJTXgdXyMyqK+8Lg8/iphPUUy0tkoZLeVeLiVycI5CtWhwAUp/EYKsYyuxoiFW0jH1pGKduP5Nifqf/UAGSXBuAem3iMV7Qqk9iWZtmQfhcogU8ULt/jiS7MqtDLBb02dX9dDkbXgmCchhB/84K+pS3K18IXbUN0VSJJMU3w927u/QK7Sj+3WFqSdCyHwhYvrWdhubdWF5e4N5hsfwe/Fa8Us/L3EA9jzKL35JqU331x2LyzfoGCPY/sWvfE9rJN3k7PGln39sqEoRLZsWfFlQsCFH4+RG6yy83PdnH5puKGYfFNF8KtlBo/OcOKbg4BEadygaV2UZ//bHRz/uyG6dqWpC7Bqtw/7aU1NqJnbVEqWwKkUmD7xOpnt+0lt3IOebCJ37n3CTR0073wMu1pk+uQbCM+l++mvUhm5RGX0MrXxa7Q9+jyV0fmqueGmjnltxHv7yJ9b+/C041tIjUybmlvE9W3qboV0qJNpc3A2XCMhIaM2nqVKI7Fg/vxzfRtZVoioCcyGl90TzrK8mZZXxfYMMqFO6l4JT7gktVbiaoah6hC+cDHcEh3RrcTVJizfICRHSeqtC7LGltMPJRkj9dRutOYk1uA0tTMDeHWblr//JMbZQYyzQyjJKOEtXYTWtWKcHWT6L17HngiMgnJxiOGBNwJDRpJBwPjowiKaeWsU01ucmC1LKrocRleiaHKEnDXMTH0AWVdIbG2hfHEK4QXvb32siBLRiHQmqY+tPkX/gTFKAMZyJ2hNbiERCYR5UtFudvd+BdMu4HjBxFVkDVUJo6kRroy/yvDHzGWo2wUujv6AzR3P0hTfgCyrRPTAoNrQ9gSuZ+IJN/g6KRqypM2TeTeWUaPlfkTNmmFg+j129PwEiqQR0hL0tDxCuT6xYEyaEqEluQVNiaAoGoqkI8taYIAoYW7ceWTi65EVHc8zcT0HXzh4fvBj2iVmyisXrVpLTBbPkop2EQu3oiohupsforv5oQXnXTdIHNfAsAsUqsPkylcp1yfWXDPnkwTHN8lZY8iSQn/5KKqsU3fXPtNFb29HTaVuWXJhMVSzJuNni1x7f5pdn+8mktEpTxj4DW2JyYtFKtMmxTGDS69PsOFAKwK48sYEMwMVJi6UGDmeQ3g+9aKNa916LkihEFpHx+29OAJ8zwl21wJkPYwaTRJtX4/wPOozoyjhKPg+vmsja1pgdPoewnORZHXBbl9W9fltTA0vcfM7gyMC76rrO7h+QAqtOlmaw72YbrDpjChJ2iObCSkxomqaIJlYxvFNRmpznreSPUXVzrI19Th1t4zl1Zg0LlNfYlG+EXW3wmjtLN2xncS0DJ7vElET5KxhsmYw9qw5SHtkE9vST2O4RRRJC/osz/8cl9MPJREhvLUbeyLP5Nd/gHFhGDWToPlLB6lfHCX7zXeBoB5O85cfI/X0bqK7enFmigjHo5jvn20rFu/AskqU8tcWjOty6b1bjluRNNJ6J+sTD6FKGkVrAjWp0/OVfVy4+tq8VP9wW4KeL+/l0u++edv3cyk8UEZJ3S5wceyHbG5/hkx8fSCVLavEwku5nu4PlIwxLo6+QmfTHjrSuxqiWXKjynCExUqbXS/il68O4jygIY/JwjkysfWzi3I61ktP0yNcmXxjHhM8rKfY2vk8IS1520UgFm6ZLYZ4M/LVQbKVq3esnnsnqJoz5GtDREPNC4rc3QhJklAkDUVPEdZTpGO9tCa3MjD1HtPlS3eFKf9JgC5H6IruQJW1WdPT9W2GqifW9D6RrVtXJeJVHDUojgZezbPfn5M5v54iPHB4ZvbY4AczDH4wM+/6t/6fCwBceWt5+kFKJLI8foYkEW7upHnnIZAkqiOXkFWtUe/KxyxOE2nuIrV5H5KsULx8AjkUJtbcRSjdijE9jKRppDbuJtzSSaKnD2NmhHp2bLYNbxHi61rA8eqMVM8gyyqWH6hOj9XOU7AmKNlBGYfrJFfXdRioHJ+99mYDv+6VuVw6TFJvQZE0LK82yyGZqF0mdxNZdaY+hOGUGvfwmakPUncrxLQMsqQwVe+n7EzP8loMt8SF4lsktBZklAYxt05MzSy7H9ch6ypaU4LKkYvY4/lgryUEwvMb3JLGGGsmhVeOEd7USThj3H4AACAASURBVOrpPSijHmJmfluZli1MjR3HsVfOM/KEQ84aBgl2ZZ6nJ76bQek4sqYsFNUTAjl8Z8U6HyijBKBQHeK8/TKZxHpak1tJhDvQtSiSpOD5dqMGSZBuWajdGeFmLWHYeQanDzNdukgquo5MvJdkpANNjaLKoeBL7dmYTomamaNkjFIyJqjbRWx3jQlr9wi+cBmcfp9UrJt4uBVZUuhueYRcdZBc5eaCTdKKd6U342YX6b2ELCm0JvvoadlPLNSMJMkBCc+r47gW80SsGhWBNSWCImuNgokyiUgHG9oex7BzVOprI2r3ScN1YauJ+qXZkN1alwwAAtLorcic9wnkaJRQd/ftTxQCKz9JZeRSkKZdr+CaNRQ9jPB93HoVp1pECTXE7uoVUht3U8+OYUwN4dTKCNcJwjmTA3hWHdeokL/wwbw27gZ8vAXZVRUnO0/Tw/QqjNbOLau9mpun5i70QBfthUT8ijNDxZkzHH08ys40ZWfxmlYAVSdP1cnfdGwhz2KpfsxCkpA0Fa9m4jeq+woh8C0HOawHmTgNMT2vamJcGKb5K48T2/EYVfMynjdnmGh64tbk5GWgbM9gewbt4U1cq32Iazi0PrWZmff6Ea6PEtXp/NxO6uOrKxFwHQ+cUQLBAl/PFZksnAs8DrPsZhH81+AaLO0GF0yVLvLGmd+YPeKugMF9bvg7XJC+32jJJ5l0+c3/O8W//r8q5PNLPyA936ZSn6Jan2GicKoR95y/EAt80uFuSubkfcMjGcudYLIw94VfCfehZmU5euVP5xkMN2uWVOvTHL70B6yaod6AwFuUW1Kzcrx59rduuL+z7BTdkewxxvOnuD6/PH9hRoEkyXRkdtPX+WKDAyMYy59gJHsM0y7Nk/C/+bpYqJmNbU/QkuxDkiSS0U4ysfVUzeyn3pJF4PgWiqyyLfXkbL0qxzc5X3xzze6hZjIBafQOjeS7DklC7+xEjsVuf64QuGYNqzi3wLpGBde4IWzhgGcGzxxJUfF9D69exSrMLcB2aX6q9oI21hiKotO77mlisTYcx2Bw6A1su0pX10Ey6Y3YdoXR0SMY9SydnY/S1NSH6xiMTxzDdS161wW8Q0XVmZk+x/TMg6MwLfyGARLRZ8ms+AKvVENNx1DiEbxSrXGuj29YKLEwhtXP5NhHuO5cBpvnWXjunXLWfAQQUuO4VZux755m0y88xvqfeQS3ZhNuiZP7aISxb3x0R3d5II0SCBbvxRZHRYFkSiIckvB8iVxO4PuQSEiEdAmlMeJs1sNxDTQN0ikZVQPLkigUggUkk5GpVHwcByIRCV2HUkmg65BKuSiKi6ZJFIs+kiSRSEi0NMuEQuA4UMj7LKUIHfTdB+YvcBISmhKlJ7lnljDpehYCH1kKdtYIgetb8+SIF4MiBdwaicC9fV2kS5HU2YrDrjfXTnB+EJd2PHPeou0LF99bvc6Gext2vMBftPjf2kGs2sBbztgjeobN7c/MGiT9U28zMPnOksbIjSi6BqeHvsXj235lNqyXjHaiFDRc71Oj5GZochgJmculw7Nzd61VkvWeHuRo9I49d3cbkqoS3rx5Wf0sD51fUdvCcylePn77E+8yZFkjHE4zOPQmplnEdU1isVYy6Y1cvvIyba07SaV6kWSZ1pZdXLz0bdLpDaRTGyiVh4jHOzlx8uvEom00N29HVcO47tqlEK8WkqYTae1BDUepDF1ECUUWGHfCsnFmiuidTSixMF6phnA8rNEskS1dhHrbMM4OBiGTkIbe2QRCkJ06h23Pb2tq/OQdJwPEtWZ0OYzrmwjhU744xelf+x6RjiRKNIQ5XcbO3/lG+oExSiLxVlzXRPgurl1HVnUiiTZkRadenpytctq3VeXznw+TSctEohIvvVTn+AmHX/6vY3R3K1SrPh2dCn/6pzWOfujwxOM6z38mhKpK2LbgL/+6ztSUx//0P8T5sz83uHzF5dlndHbt1PjN367y2RfDPPqohqZJPPtMiN/+nQpvv20TDkv87NeihEKBYfQnf2Zw6dLKFnJVDtGV2Ekq3ElPai9VO8tU5TK2Z9CbeoionkEAVWuGycrFW+bn96YfIaY34QuXrDFItnYNIQTdyT1E9AyKpFKxphkvn0Mg6E7tIaqlkSWNkjnOROX8p4TLZUEiE19PJBTEjOt2iYn86WUZJNfhC5eSMUY01ASAqkRWVRX6/w/whN1Q0uxuZCsEni/jDgry3YxQd/ddUcVda0iqSnjjxntyr0hHHD0ZxqlYGBP3TkLfcQxGx47Q0rwdJJnx8Q/Q9TiRSDM9PYE+Tak0hKZFCYVSwTEB1eo4QggMYwbfd/GFhxDeffO9Sm3ZQ6i5g3BTB/XsOJmdB5g+Mr8IpVc1MfsnSRzahtaWxp7I4dsOxrkhkk/upOlLB5HDGl7NJNzbRvKpXdjZMl4lWAujsTbqRpZwtBlF0TGq0/iLeHpjagZFWpoHIkkSuhylJ76biJpk0pjLwvJtj9rw2tbUeWCMko4tT+J5Dq5do5IdBEmiqWsXvu8Sb1rHxOW30HV45pkQ7W0yZ846bN2q8pUvRzh+wiGRkPjwmM3ffrPOF38izIsvhLl4yeXJJ0K8/H2TD485fP5zIX72axH+3e8sHRv9zGdC/NmfGwwMuMRiEqfPOPgi8KZ8+zt1Ll1y+NmvRXlon7Zio8TxTQaLx2iNbeJa/jBmI6sgqmVoiW3kxPi3UGS9YXA0UzSXToUMqXEq1gxZY4C6U8QXHhEtTU9qLyOlU2hKmOboeqZrV2eNobHyWXQlSmtsM9PVK/fcKNGSGVyjEiiCArIeIrF1N6Vzd+YOvJuQkEiE22b/NqzCoiGe2+FG4SXfd++OIucnAI5vkbXmV9tey3mqJJPoXV2B1sf9DFlG7+pCa1mc9L3W2PjlXVRGitRGSvfUKFEUjVisHdMqkUquQ1FCVKtTFAr91GpBWKlWm8Z16/OPGTMNwvsqv0eyjJpMojY3oySTKNHonP6L5yEcB88w8EolnFwOr1JZ0XdWi6cpnDtK++NfWPI6r2ZSO3UNrTU5p3zs+dTODWFcGCFxYBux3RvwLQc1GUUIQeXVE9iTAU+lZ8PTDPa/SnvnwyhqmPGRw9RrMwvusyX1GAmtecm+SsjoShRV1qk5BUaqdzcE9sAYJUgStcIorm2Q6dxJJT9MrThBYeIcm/f/DBO8ja5DPCYxPeMzNuYxOuZRLAYfuGEIxsc9XBdyeZ9oVCIalfA8QbksEAIGBj2+8mVl3jyWJND1OffosY9svvYzESanPKZnfKYmfTRdolwK7un7UKkKopG1c/2G1BiWZ+AJF98LODPqbQSjhovHSUe66E7uolifJGv0oytRfOFRd0rUnRLF+jiOZxLVMvjCnT1eqI/grmJhvVOk9xyicOp93GqQ5ifrITL7Hqd07jj3t/jY3GetSLdXXLwZmhIlFZvLoDAbRuSDCjkep+lzn0OOrK4Ghjk0RPmddxZ9zRMOeWt00ddWCknTUJua0FpaZn/U5mZCPT2LhkQSjz1GZOvWVRmM1tgYpbffDqT1VwElkUC9oZ9aczNaa+ui5EU5EqH1p396aUXV2yD/ve/hFgOyohJRad7bScujPZiFOr7rEe1O0vH4etSIxsQ7A1RHSrQe6CG5qYn6ZJXpoyM0P9RFrDOBXbGYfHcAp7o6PoMQPpYZ8LJqtUksq4Tvu4yNHyUUSgLgeTauazI6dphwOA2A65q4rsnY2FEALLPETPY8rnvrDCFJVYn09RHp60Pv6EBJJpGj0aB+j6IERkmjlIJvWfi1Gm65jD0+jnHuHObw8LI+Y6swQ3rbI4QyLTTtOYSZXUTl2/OpHr9CvX8cZ7oIfjDvnOki2W+8hV8zie3diJqK4eYqVI5eJP/KMbxS4ClR9SjhSAbbriA5NRR5cUNbkbRbekqEEBhukbI9zaRxlaJ9dxXJHxijxHVMjPIUnl2ns+9ZhPCoV7N4jjlLSKvXBYWCj65LfHDUxjQDLgkEytA3P0sKBYEsS7S3y1y5Agf261y+7GJaAk2TSCRlFAUOHtApFIJ4nGXB+ITHd79rUjMElaqgqUla7bNmUXjCRZVDQLAjqdl5oloaVQ6jyjqyrN5WWtnx6kxWLtIS3Ug81ErBHKHuFBEIDKeA4RRRJD0ome00vvR2jrpbDqS8F6kfsRIkdzwCwie2YRtC+JROH6U+MUSiby+p7Q8FSo1jQxROvo+sh2h6+EnSew4Qau3Ayk1ROnMU33VAkmh79ovoqSaMsUGKZz7Aty1CbV00738WSZapXrtA+fJphOvSdOA5vLpBrHcLTrlA4cR7uLW7J6AnENTtwmz5g3ikjXi4hXx1eZkIihxiW/dnCamBzLPnO5SMsVV5W+4XyLoeqKGmUqu6XgAsYZTcCeRQiPDWrehdXeidnWjNzcjhMJKmBYXiNC1Y5JfgaITXrYN161Z1b0nXKb/7LmI5DwpZRm9rI7RpE3pnJ6GODuR4fK6P13+WulzTiO3evap+AhRffXX2377lUbwwjTlTZfrIMGauhu/5TLw9QGprCy2PdOPWHTqeWM/VvzqJZ7qEmiNkdrYx9L0LZLa10npgHeNv9N/ijkvD910KxYXX1us56vX5GS2mWcA054cSypXAgHU9E9e49TMzvGkT6RdeQO/qCjwjirL4XFAUJEUJtGGSSbSODsKbNhF/+GHq/f0UXnkFN39rfanK4EWcagGnWsTMTWDNLL7Qe5U6XuUmvp3nY1wcwRrLocQjSIqEcDzcsoFfmxujUZ2hs+cgw9feoKl125J7pfOF1xtS+kvDFwGHM5DYv7sbxAfGKCmMn2XDvp9E1SJMD32IHk0Tz/QQS3fj2XVA4Hnw8vdNfvEfR/mTr2cAiT/+kxrvv29jWWLWcPBcsCxBvS7422/W+dVfifHPfjXG1X6P3/itCrYNP3jF5F/88ziOIzh1ysFxBbIM0Si88HyIZ54JYdYFX//jGmfPudRN0VBuBMcROKt+ZwUTlQvsbPt7FM1xhosnMN0yV3Pvs6/zy/jCY6pykYq1dEoawI62FwmpcTzfYaR0skGYFVzLH2FH64vIkkKuPsRQ8TimW2W4eIKd7Z9FRmHGuMZw8cQdFZFTIjFi67cy8YO/DoyLhjR1fXwQY+QaSjhCatd+wm1d1CeGyX7wOtHerUy//TJOqYDwPNR4Ai2ZoXLlO7hGlfTuA4RaOzEnR2l/5otM/OibyHqI1M5HCBey1CeG0ZJp9FQTk6/+HaIh/HR3IchVruH6FpoSRpF1dvf+FBfHXiFX6UcIMY9fIjX+ryg6zfFNbGh7nHikPWhJCLLlfkrGOPe3Z+jBhN7dTdvP/VxQJE6SgpTL+5DMKofDJJ98ksTBg8HOvNHHj6OvwhfYZQvPcqlna3iWS/PeDjqf3oQaUbHLFtGOOFa+PhvWSW1poWlXO3oyjHA9Jg8P3eYuHy/kSITUs8+SfPJJ5Ehkxe+zJEmBYZtOE3/4YSJ9feReeumWdZIkWaI+PT5blmHxjknIIQ3h+YHEvC/mzm1k4VzPvlkMw/2vgiQjfJeJ4SNLel+DKsv3Dx4Yo6SaH+HCO38071g43kI43kolOzB7bGra59/8+sI3+fd+f+7DO3zE5vCRwJ145arL//g/LyTJvfa6xWuvz3f19W1VWdej8Kv/tEg253PooM5nPxvinXdt/vm/mGvjpZfujN09UTnPRGU+Wz5nDJAzBpa4YiFOT35v0eMztX5magt3HlPVy0xVLy9yxephDF+ZTTEEQJaJb9xOpHM9Qgi0WILacECaEp4Lwg8qzd5gSLi1CvWJYWQ9hG+byJqOnm5Gb2qj7bkvBUqVro3f4KEIz8OYGMC37x3Dvm4XGZ7+gPVtj6MqOmE9yb4N/wDDLlAxJrDcaoNkp6IpYSJ6mli4Bb0hoX/dcKkYE4xkj2Laa0fa/BQ3QJJmq9fe15AkkOXAeLrPoIRU4j1p8mcmkRSJxPoM9ekaoaYI0a4EnuVhTFcoXc5y7e/O4Ls+Tvn+FX9UMxnSL75I/NFHAxXbO4Qky6iJBC1f/SpaJkPpvfcQ1sLxNz/0FKUrp7ELCzke1xHe2MG6//VnMfsngp9rE9iTefy6jW86+KaNcJbedKWbtwQGkyQDEqX8NRxnedkxUkO0P3gy3dsSHvffrF8CsqIRSbahqJFZN5RZmaE4eeGe9aFuChwXDh7UMQxB31aV8+fu9k78wYXvzrfM1WiC5PaHGfveXyApCi2HXpj3uhA+kjx/SgrXWeA08BwL16gw+aO/DYweKSiAN3vNPU6l9Xyb0fxxZFmlI72LsJ5saJA0EWtk1CwFIXxMu0yhNsxo9hhFY234Eh8nfNvGOH8eJZkMStVrGmgasqoGYYfGbzkcDhbfe+UBEALfsm5tlFw3XBbhagjHmStGt9Jbuyt4Tggxy1m4JWR50YVUCIGwV69JsZgicv7sZLBjd33K/Tma9nbiVC3KgwXMbI2pw8N0PrOJ+lSVmWOjzHw0SseTG3ANh+ypcYyxj68G2VJQUinSL75IYv/+xQ3AxnxxSyV8w0C4LsL3kRQFKRRCTSRQEolF55MSjZJ65hl816Vy5MiCz8OtllEjcTyjGnxevhc8626Abzm4uTKh3jaiuzcghzV8w8Iay2KPZrFGszhTRdxiFbfhNfFq5iz3JBzJBKrnSohIrIV6LXtLo0RCIqKmiGtNhJQYqqTjCxfLMzDcEjW3sECKQlJlYusyaKkIxTNjyLqKEtawC6tPDX5gjJKm7t1EEm3zBGA8x8Su37td5eiox2uvW6zvVUinJa5cdfng6P1cRO3+gu/YOKU86V0HEJJAUuc/UOtjg6T3PoY5NUxteOkYtFspUe2/QNP+Z/FMA7dapjZ0Ga/+8SnfWk6Fgel3KdSGycR6SUY7CWspdC2GIqlIkowv/LkCfE6Vul2kak5Trk9SrA7Pask86PCrVbLf+lbAgdD1Bb+v/zv9/PNo7e33rF9ONkv+u9+9pVKrEo+T2L8frXVh6Yrq6dOYAwOrIrq6hcKyjWVh29ROnsSeWKgweiPCGzaQOHBgwXHfNCn++Me3N2qWgFdeaEAMfGtOPLFwYZrChfnh46nDQ0zdEKaZOnJ36uCsFSRVJfXcc4saJEIIvGqV+sWLmIODONksXrkcGKWeN2tQq01N6B0dxHbuRO/uXmCcKIkEqaefxs3nMc6fnxfKEQjS2x7CqZaCEFlxhnL//OrYzlSRid//HmpzArUpgdacRGtNobWlie5aT/Kp3YFuVb6CkyvjZEu4M2WKr5/EnsgzPjxXHLFz3WO3FAOUkOmO7aQz2kdCa0WTQ0H5ACHwhUfNzTNdH2C0dnZeuCe+uYWWgxtI7e6ifGkKLR2h5dBGRr99alWfCzxARkks3UNu9BT1yg2Sv969NQiEgBMnHE6ceHBJiMtFx6YIk9cCglU0pbL3uQwX3i9Smpk/9vYNYbq2xjj5Wm5e0djK1TMLPBy+VSd79A3USAzhuXiTl9D9Otdt6vyJ90l0t7Fph8akJzN1zWDy9ZcAge/YlC+ewrctEIL8R++gN7cFi71VD44DxVNH8Ky7KcS2NFzPIlu+QqE6iK7GGxwTLVDubXzBxXXDxLdxPRPbrd0XFY7XHJ6HX69Dvb4kZTqxf/89NUq8cpnK0aO3PEdrbSXS17eoUWJeuxZcv0pvyXIhXBdzYCAwgG4Fz1vUKBGOQ+X4cfzKvUvdfdAQ37+f5KFDixok9vg4hR/9CGtwEK9WW9IItcfGMM6fxzh/nuTjjwchIH1+VqTW1ET6xRexRkbwSnMb6NpIP2Z2zuj0zIXPLOH8f+y9eZAd6XXd+ftyf/tW+4rCvjbQ6L2bbHaT3aRItUWRoiRbssfjJSw7HPb8MxETEzER9kzYs1mWPWHHyGFTCsmUxpIpipZIiiKpJntf0Q009r2qUPvy9iX3zPkjqwooVBVQAKqwkDgdherKly/ze5n5Mu9377nneFjD0zAckWCFIiMldOSEgRQ3kJMx1LYUameO2LYeUk/sQtJVWufHcaZK9G99IXJcl2R0I0u1vPb1NJg6xFDqMRRJo+5EEv5eaCOjElcyZPROtqQexZCTnKm8vpQxifdmaU1USW5baE0PIdadXvvArwMPTFDimBVk1cD3rGsedg8qGfDaiPVefQZxw33/3N/v4/f/lwuEAaiaoGMgxqWjdRALQcnCW4uTNrV5d7mLvQCvvrr/gVuZx61EUtW9h1MUegw+WOB1+q061Ut1zkzK+E5A6IdY02MLQw1w6+Wl/QaOhTV9ZdlYgBvWaO8W/MDFdMrcm9DopwuGlMQP3SWn2NUgC4WB+AEMKcWV1nGafgWBYCB+gJRSYMw8RfUGXiUP8bMFJZ8n+/LLiOsCiDAMcaanmf3GN3CLxfUFn76PMzFB6fvfR8gyycOHo+6ca7ISem8v6aeeovzDH159n1j+v+upYIaej19rEbRstG4Ztb2L+O5+Yrt6UQppJE1dRt6uV8cXJkMBtlnFMlcXOUurHQylHgNCTpb+iqJ1JRKbW7ixSkImqRbYmXmW7sQu5q1Rps0FLmAQEvp+JKMiS6SGCgTOnZXPH5igRJI1tj72NTynFXVzAFMX36Q0fvwej2z9UPQEvU++Qn7H4wB4dosT/98/v6tCWbFCL/3P/RJ6uo3alTNMfPAdPOtqOi6VV3nuq50ceD7H3/7fdzB1scV7fz5LLK3wyj/uR4/JFCdsvvWbw/TuSPC5v91Dq+rxJ/9qmMCH/j0JXvi1buIphdKUzTf/7+GVsY+AoQNJfu7v95Fu09j7XJZv/9YIzYrHi3+zmy0HUvz4G5NcOlrnS/+wn0y7Sq5bp1FymR42eeubMzzx823sejKDYwa8/905zrxbueP4TpWMpda4cMHn5mZy/g8ShBAokr7hZSJZqARhcMdt5NdDQqbD2ELLq1FxZ/DCRasEFQmJkAAvdPFDjynzAp3GtiVn5pCQSfMcPbFdSNznxNb7BMLQyX31RSp//jpBwwRFJvnUfrxyHev0Ssv7ayGlE+S++iLuTIn6qx8QOvcp104IMi++iJJKreAyBa0Wc3/4h7hztz6xCZpNSj/8IVp/P1pX1/JdShLp55+n9vbbUeYFSPRtJ969BSFJ6Jk2aiOnmT/ykxVjlWIakqag9eSJ7eontmeA2PYe5FSM0PPBCwg8D+vyFOaZMVpnx2idjiZr9eo4mdwWVDWBbVbWzMj2JHahCJUL1XeZap1b8bofupTtCS7XjrA39wK9yX1LQUnlkwkGfulRUlvbOPgvfwG/YXPu3792y8fvWjwwQcnM5XeZGz2ybJnnPGBzUQEICSFFN8nF33dv/xLte54l2bEFgMLOJ6iMHKd65Wq9uF5y+cHvjnPopTy//z9fIAwh066iGRI/+t1Jpodb/J3/YyfZTp2xs03e+dNZdj9zVY8inlaYHTU5/0GV+Ql79UAhhOHjDd7442k6BmO8+p+vOoC+8+1ZfDdcmkkIAWffq1DoMTDrHkZSoW93nMMvFfjmvxqmd2eCLQeSjJ5s0Krd/o1QkXR2dXyWXLx/oZ4qcXH+TUbL96+a7K1ClQx2tD3Nmfkf4wQbY/aoCI2+1CPU3XmK5siGbBOiGndG7aRd34KnOuS1Hi42PkCXE/TF9iyIPQmGm0exg+bCrG75xbZgz7lhY3pQIeczkatsGOJVG0iaStCyCP0AtTOHN1dBacsidBWhR8dV7S5EJOVUHCp15FwKKWZE2yjXkZNGxA9SZLz5CkGtSfP9Uyht0b1AziYJ/YCg3kJKJ8APCJr3/n6tdXcT37lzBf8jDAIqr76KM337wmB+uUz97bcpfOUrkdfINZAMg+Tjj1N9/XUAKqc/pHL6QwDUVI7s7kdXbE/tzNL9D76EMdSFZGj4lk3QtHBnK7ROjmBdnsa6NIV5eWqZPski+oeej86XZ9Hd/xSTY+9jtVa6FSfVNkAwa924XFh1ZrD9Fhn1amnTKbe4+LvvMP7dE0iqhDlVI/TurLz5wAQli942i1D0BLKq3xVeiaRopHp3IYSgMXN50yy6NxtCCCTlasoyDEOEvBrrHCRZLKvw1OYc7FaUprOaHqq2er5x+JM6YRCy9VCaw5/X+Na/Hlk7gyEWGmduglbNJ5kLsFo+sbSCkZCJpRV2PhHdAMfPNvHv8IvgBQ6XS+9h1E5QiA8xkDt8R9u7XyGAnNGLEAI3sClbEwShR1ItkNTagBDLq1O1pxFCJm/0ERKiSjq236RqTxOEPoacImf0EhKgybHrvSXvGCEBZXeSot1O3StRdMYQCDJKB7qUZNa+TKexlZSSx3buHcF5OQTJeCeJWBsIQa0xgWmV0LU0MSNHpTaKohikk32UKpeQJZVEvANJUtDUJJZdodYYRwiZZLyDmJEnDAPKtZFljq+3iswXn8UrVqLsx5VpjB39WGdGCJom2a+8SO3775B4Yi9euYYUM5CzSdIvPYkzNoPansMvVtGfO0jQtJDiBn61gdKeJfQChCrjVxrUf/zhsn2qPR1oA13UX/2A2P7teMUK9rl7r1cS37MHOZVasdydnaV58uQdZ62bJ06Q/fznUdIreRWJRx6h+tZb4Pvobd2oiQwIUBPpVcnXcjJG8vB2AtfDHpvDPDNG89QI5rlxvOLN+UKJRCenjn0DgN6B55YMV6/HYnb4ZireUUknWLDEiB4OkiaTGMyjtyURkiAxkMcuNqmdnbnp+NbC/eFOdBuIpztJZHruyr60ZI7+Z79Kz+NfQk+vJMA9KAiDgMrwcazqPL5jURs7Q2t+bOV6IUxdMvnib/TxyIu5pWXLIGBgX4KDn8uz5UCSZ36xk0RWoWOLwdDBFHpMIt12477/Vs2jayjG5/67bmIpGVWXePrLHex4PM2hzxXo2R5ftVFidtTixOslFE1CViWspo9j3in5MKTllCi1xqhZmyujfC+hSgYxJQ0I67LhkwAAIABJREFUCrFBMno3EHnvhGGAJGTaY1uJqVkUSWNH7jliShpJKLTFhkioBQQS27JPR+rCQsFQVt7kNwpi4b9FhAv/hgRMW5doeqtzl+4FFFmnu+NRZFlb+MIIQBA3CnQWIoVVTU3R0/EYQghUNU53x2HSiZ6F1Hr06eJGnnx2OyEh8ViBvs7H72hcztg0QpEJHJfwWlVTIRCyhNrdhn15gub7pwgaLbTBbrz5Co23juFMzqN0FdAHuxGqglBklI48geVgfnKexusfY+wcWLFP68IV1I4cSnsWBLhT83f0GTYCUjKJPjCwgksC0Dp7Fn+dKsw3gt9oYF9Z2XkkILIGWPAqUow4aiqLmspCGFK7eHLFe4KmRfPEMH6thZJNEt87QO7lw3T8+mdp/9XPkH5uL/pAOyirZ9wtq0J3/9N0dD+Kqifx15jAL3bTpLUb+yjFlDSKpGP6NRav1fSeLjo+s4N4bxajM43RmUbN3J69xCLu+0xJItuLGsuQyHSRLAwuLVf1JLPDN2bSbwwE8fYB1Hgat1m9LxUg14+Q6vgZrOockqLgmg3c1uot1f/t344QSymYNY9G2ePNb05TL7n4Xsj3/+M41TkXzZB465vTKAuBgd30KU3aHH+tDGGI1fRvyPMYO92kUZ5ECHDMgCAIOfF6iXPvVfC9kMqsw1vfmsFs+ExeaBH4IYomaFQ8fvKHU6TyUdDTKHsP/evWiYCA2dYlLL+OIqkk1CxlawxF0pYyKLqcRLcSC9wTwUzzAmEY0JvaT0xJ4QUWCTXLmdKPUYROQs1t2nhbfo2e2A4KWg/nG+9TdWdIqXna9EEEUHVn0aQYQ4lDpJQCSSXHaOsEpt9ga+IwGbWdjNpB2AqourObWs4JiTqrkolupmaPYtllbkZ0CgKHan2MaiOaHAghkUr20tm2n2ZrDlnWb9FJaSWa751EacsSP7QTIYklcTY5lwIEoechtEg/BkkitN2o3CNJCEUmdFz8poV5ZpjQcRGairFzgNDzI17DajMH18M8PYyxZ4igYRLU7302S21rQ8nnV9zDQ8/DvnLljrRdroU9OrpS5n9B/0bv6cGdmaE1NYo5E53zMAhWVZ52ZitM/rs/R0oYaF05Ytt7iO3sI/nELiRNwW9aBC0Lv25iDc9gXpjAvDARGfJ5AeMjb5LJbUGSFeZnTq5JdC1Z43QaWxlMPkrdncf2V54rRej0xHcRk9OM1o8uLTfakzRHisy/O0y4oI8S+j/l5RuzPovVLJLKDzB57nVcO0pbpduG8N3N13UQkiDVs+MBD0auIvQ9rMrNMwHlaYfytLPs70XMj0fH3bUDmtXlXybP9WnV1sdXcKyAmeHlaenZkeW1UbMekSet60iUjXIULN0raHKc/uwhOpI70JQ4lltjonqS6frZJSKpLGkM5Z9Cl+OMVY7RkzlAW2IIWcjU7BmGSx9SMSe49sGlK0n6MgfpSO3EUBIs5goWORMfXvkjGs7tzzr9wMELHMIw8rOQhYomxdiSeYyzpdcJQ5++1CNL2QkvsPECB0nIC8qOAiFkgjCMdFeEjx9s3nmYtUcoOuNL/BAraHC5cRRpoe7nhQvKzI0Plsbshy4hIZeaH12zzNt0fonvO4yMv0Em2ceWvueZmT/BXOnMwn6jcciSsuxe4vvuCuKxAOZKZxmbjHQm7mTcQlfJ/uJnkJIJCEOaR05j7Bok86Vn8St1QsfBHpki+9c+jTbQhRTTsC9cIX5wB/lffgkkQevD04SeT+bzTxE6Hta50eskzwPUvg5SLxxGSsQQmkrjjaPYF0bJfvkFaj85cl80Sqq53Kp+TF61iletbljDgTO/xvdTllEWMiW5fU9G/je1EkoiRXr7QUqfvLV8fT+IjPgAe2SGxpHzUVuwoaEPtBPb3U9sWy+x7d0Y23rIfvYgoR8w8Vt/SuOjC9hWhbnp40CUlRNCIlxFan6qdY7+5H4KRh+PtX2ZydZZqvY0bmAhSyoptY2u2A5yRg+mV2esGbkEC0XCazho+TgIQbCoLnuHx/G+D0oC3wXfpTx1mlZtmmBBPE1RjNX5EBsMISmkurdv+n4e4sFBXM2yp/Nl0kYXFXOCijlBXCuws+MFUno7F+ffwg0sBAJZUsnF+8nFB/ADh2JrBF1JkIv1caC7naMT36ZhR2x/TY6zo/152hJbmaqdoumUKcQH6EjuoNgcYbx6nJZ7Z+WK1W4XkpAJQh8BaHKShJqjaI6u8o4F40uvhhCCjN65dDyqzu3XkG883mAp8FhEgLcoWrmE1bqk7nbnlBAShpamac5TqlxE16IymeuZqGqMmJEnmx5c6dZ6zWcJw4CWVSaT6scwsriuiRAC37+9CVhou5T/+K+WLWvMlmm8eWzZsvmv/9nyv39n+d+cusxaLIa5//Ct6Pdvf2tpmdA15EySoGnijt8H7dhCIGcySPH4ipf8ep3Q2jhbiqC5elZISBJKJoOkx1ASKbRUDsIwKuMkbqLtEYaEfghySOj52GPzuLNVWqevoHfnie/fQvLRbUiJGLJmAAJFjX4DtHXtp1K6TKux8nvqhy7Hit/nUOGLJJQ8uzKfWvmZ8Gm4Jc5WXsfyG6iZGI/8sy8BAjUbo+/Lj+A3o+9p+fgEl3/vvVs5ZMtw3wcli2iUltfpGuWVXIjNQCzfExGSHuIhiLgX3em9pI1Ozs3+mKnaaUJCZEllS+4JBnOPUzEnmKpftT9IaAUmayc5O/PqQrAi0Z89xI7258nH+2naRUICklobhfgWRktHGC0fIQg95hoXkYSKEIKaNXNHJolBGFBzZgjwWSS0SkLB8hvMNi/Sl3wEL7CZbV7E8U2C0KdiRwJPIQGmW8UJTMLQ51zpDXpT+7C9iPzq+BvTzfPAQJbQO7MomTjOXBW3WEeSVLraH0GRDTzfZnL2Y8LQx7LKlGuj9Hc/Q6M1TaV+JdLl8V2a5vyygEMoEm7BoWyO0t3+KEJIzJfPYdn3D3dmPdAGOont3UrjvTsnj24EhKahpNOrZryFoqBv2YKSv7ElxHqxmvAeAJKEkkqTHNhJomcrRr6TwLEJgoDahZUKqEKRUdszSAkDOWmgFNLovQW07gJaTwGtIxsRjZsWfr2FPT6PV2mSCAo0FZ2h7V/AtqPyfCrTR726toWF6VX5eO7P6UvsI2v0oIlYlFkhwAtsqs4sk80zNLzI/ditW5z4F3+56raCO2wHf2CCEj2RxzGrhEGUfpLVyM3x+q6cO4GQFdR4GjWeQUtkUOMZUj1XsySyppPf8QTJrm1rbsN3LeZOvw23qNIpZAU93UYs342iJ5AUjTAM8B0Tp1HGLE7gWeuvywpZIbvlEfRUYc11wjBg/sw7Cy7L60cs101mMKqZNqYv05wdjjxBhECNZ4jle9ASmYWIPZKXd1pVrNIUdqN8y8cGooyVkW1Hz3SgxlJIirbulur6xHmacxvD/NeVBNlYH1VrmmJrdCm17gcus42LdKR20pPZz3T9ar+/F9hMVE/iBtFsLCSgbs9ieXXiai6q8YcgyxqaHKPplJaCDz9wMd0y2Vjfyhn2LcILbIarV7skStbVwH6yeQaaK32kLpTfjsYcwpx5Vaui5sxQK25OduRBgJKJk/vMXvyWTWC7uKUGvm9z6cqrK9b1A4eJ6ZX8N9drMjO//GEkxXSyn93L/Pc+YmbkwdFguh72hTHsC3dn4rgeSKqKlEis+pre10f7L//yXRlHGEYBiG+1sItTeObairFqe4au3/gSaiEdiaPFNELbjSTl56qY58dx56rRz2wFd66CV2qgygl83yUIfYpzZ6ONCYngJmVWO2hxqf4hSlNHlyJ7jAAfx2/hBNc9I4IQp9REzcYI/QCvHgXWQpXR83G8xu1TKx6YoCTfs5/5saO4VpRETGS6kWSVysxKsZfbRffhL5Do2IJixKOWYz2OkK6q88lajLZdT91wG06zwvzZ925K9gnDSAmPMERL5Wnb/Syp7m1oyRySqiPJaiRJ7jl4VhO7Ok/58lHKl48uBWY3gqSoFHY8Qbpv15rrBL5LZfiTWwxKBLFCLz2PfxGA2VNv0SpOAB6FnU+QHTqEns6j6PGl9uPA9/DtFk69TG3iHHOn3rglPpCeaadj36cXCMcZZC2GJCvrtp4f99wNC0oUScdQUxSbI/jXtdBZbg3XN0npHcskGm2viesvP8ZB6BOGPpKQlzqv/cDFDWxiagqBTIiPJBR0JYUX2HeUJXmIjYPalqLti4dJ7O6leW6SwI5MI7Of3osx0IZXaVJ9/3wk1PXkDua/9xF6Tw69t4A9USL16BCSoSJpKs0z49SPDZPYP0DqkUFCz0eOr+wOeYg7hKJEBpD3EkIs6aO0Jkeu3seFWDUwkeI6xtYu7PEirdNXsMfncGbK+LUWfq2FV43UXa9/r+NF3kXjI29iW1GGzfMsvHU6BEc8svXdn9M7O/BNl8qJSGtKTRu0f2o7Y986epN3ro37PigRkoyiJTCSbRiJApKkIiSJRK4P195IvRBBsnOIROfQmmus5p55J/BdCz1doP+5XybZuQUhL58JCyEjazEUPY6ebiPe1ouWzDJz/Mc3dysNIzfdMPBXiIFsJGlXT+WRVZXup79MdssBZG1lO5ikaMiqjpbIEmvrJd7ex8iP/yDiC90E8bZ+Bj/zN9DTbatmRq49J4v+MosIPAenUcZprs46vx1Eht4yYRisICAGBIRhiHS903Hor6KmuJK+2HSKlFtXGMw9gSyptJwK+fgAuXg/I8UPsL0HUx/npw1etUXto8tIhkbl7TM4czWMwTZSh4eY+aO3SOwbIHlgEHuiRHxH1HItp2LovXn8ukn203sY+/d/gZpPkTy4BXu6TO75vRR/cAwBdP7qs/f2A/4UQkjS6k7A9wiJ3i3kDz4XtQQHAZXzn1D8+PVl69hX5hj5n36XwHYJbJfQdqNup3Xi2sxI4DlrPjM6YlsXhNFuoUNKgJaNE+/N4pku9vyCUu2W/E+/942sGrT1HyLTsY14pjs60GFIszpJaXJlb/ftI2Tq6A9RY8s1FzID+8gOHYzIZrbJ/Nl3sCprp60DzyVcdzeCoOeJV6ISURji2y2ac1dw6iUIA/RMB7FCL4oRBwRKLEVh99NYlVkqN0nt+o7JyE++gZAVFD3K/CixJNmhgzfN9twK9HQb3Yd/jvz2xxCSRODaWJUZrPI0vmOhxNMkOgZR42mEJCOrOpn+vXQ/9nNMfPCdG25bS+YYfOHXMDIdAASuRWXkJOXLR7Fq80iyQrzQR2HXkyQ6tsBC0GKWphh944+wa/OEgbeuzNJ64YceTmCiyjEkIS/rCVIlHVlSsN16NHtZiP3W2z1hew2GSx+wr/MLbMk9QUCI6Va4OPcmU7XTBKsw5+8UajJHGPh4rbWt5ZPdW0n27mD6yA+WLW8/8CmS3duZO/UWjYmLGz62+xWh6+NVGvgtG3e+Tuh4GP3tOJNlnJkqaluF+PZu3PnaUsZMCBG14wLOdAVnqhIRF4MArT1DYLk4MxWQBG5xY4PPzv0FZs+Uov2tgexAikN/cw9Ow+HDr5/EbXl0HWij57EOPv6908vWjeUN+p7oZObkPLWJe9/quy5I0goV13uJWPcWZt/7Efn9T1I68T6J3q0r1gldD2eqdNv72LH3FxkfeQPXNenue5KZyY9o1ld2Xm5NPU5CLTBnXWaieZqqPbPQrbb2xFcoMvnD/XS8uBM5ptL18m4IwZlvMPbt23cIhgcgKPHsJlMX3sD3bEqTp/A2NDuyHPWJ8yuWqYks2aGDQBRt1sbP0pi+sQ/EeiCEwMi0oacL+HaL0sUjzJx4Hbe5nNAWK/TQ88QrpHt2Rj4JyRzp/t3Upy7i2zdOx4WBTxj4OK6N0yiDEOipNli7onPLMLId6Jl2CHzqE+eZPvYjGjMjy1KKspGg88ALtO1+BkWPIySJ3NaDzJ97H7u6FjNf0L73U+ipSFfAs1vMHHuV2dNvLuvpt8rT1CbO0ffMV8htOYCQZNRYEj1dwCyuTey6XTh+k7o1Qy7WR0zNXFOWEWSMbgwlzXT9LLfTAykLla7ULrzQ4d3R/4zprq4hs1GQNIPMln0EnkNj8lIUDCPQkhmEpBD4Lm6zhhASsmagpQuEQYDXqhEGPsUzH0AYdZ0sfQY9jmLEo/WsBoF7d5287xWskVlSjw6h9+bRe3J4tRZOsY4c19F782g9OeRklEUM/WCZp6hXbSLpKnpvAYIAJbOyQ+R2IGSBkdF59G/t4cP/dBK77tCYaaElVYysjiQLnIZLq2hRuVLn7PeG6Tl0laQpJJAVCUkRJNrjtIomgRciyYKZE/M056NrX40pxPLGIjWK5mwL3wlIdMSQNRlZlbDrLmbJWtKyuOsIwzUz3b5pRsJpm+z+DOBVovt76LoEbqQDJKkqsnFngmOr4dLZ77Bj31cIfI/piSM066tPplt+DUNJ0RXbQVdsB3V3nqnWeYrWGLbfwAksVlg4uD7Tr57DLjbxLfeOFFyvx30flCyiOP4Jvrf5uiR3G4FrM3/2XWaO/xjfWdmWZhYnGX/nT9n+c/8ALVVACEG8rR8tmce8SVByN1GfvMjoW3+M21z5IPWtJjMnXkONZ8hvezTKmGgx0r07mVsjKFFiSZJdW5FkhTAMMUuTFC8eWVVkyDPrzJ9+m1TXVtR4GsVIkOzaSmXkxLpJtYqko8kxhJCJqVkEAl1JktAKBKGP65t4gY3rW8zUz5OL9zOUf4qp2ilc3470RbKP4PoWk9VTt6UtIQkZWdKQhUpHcudCwBMShB6mW6duz24cr0QI9FSBRMcgYeCjaDHmTr2NkBXS/XtQjARqMsvUkR+AEBjZDjJDB9ASGUrnP8KcXxnwSYpK+/5PEfo+kqpiFqeojpzc0EzV/QK/5WBenlnSZrDG5ql9eIHsc7vxaib1o8O48/Vo2bO7CSyH5ukx3GqL5tkJCEMC08YcnsGdr1N58zSpg4P4TZvqhxcJrDsP5hRNpnNfgdxQmi2f7qU5b3L2O5dJ9ybpfbwDLaGSaI/z2r9cXYQyBGRNoufRDjr3Fzj73WHsusPAM9107Mlz4psXKF2u0rE3z6Ff383k0VkyAynOfOcyc6dLPP2PDlK8VKHrQBuTR+c4/e2LePY9uhaCALzVvzvm+fNUXn0Vv7XJ99MwJHSjknVrehTftmjNXCG1dR/W/NSG7y6d3UKjNkXgO+hGBkWNrcorOV36MTm9l4LRT1rtIKHm2JX5FHaqRcm6QtEep+7M0/TKK9rsq2emN7y76oEJSlQ9SeB7hAs3ZUWLg5A2NXOy2QjDEKsyy/zZd1cNSBZh1+apjJ6kY/9ngKisEZV07g8EnsPkR99fNSBZhG81qU+cI923CzWWQsgaRrZzzfWNdDuyHpWtwsDDKk3jmWv7PTTnruBZTZRYCiHJaIkssmbcNJu0iPbkNnrS+5GFgq4mo/bO1B6ysV78wGOqdorJWmRcWDbHuTj/Jn2Zg+xsfwGISjRNp8Rw8QOazkrTq/VAkXUUSUOTE/Rm9i/xUCShEIQeY5WjTNZObUwZJwwxixM0pi7hWS2qw1E5UJJVPLuF75gke7cjqxHp0qmXmfvkNQp7nsbIdmCVVt5E9XQb6f7dFM8fQVM19GwHkqqv+xw8SPAqTarvLifZV989T/Xd5dnW4g9XprJLU+WFbbSW1m+cvELj5Ep58juBa3qMvjXB/l/azvH/eg636YGA0A8xixatOZOdnx9c5nF1LQRR6UeJKZz44/M056LMyNj70+ip5WRcs2Jz9A/Osu8r20m2xynKFRRDxq45zJ0tM31i/t4FJEDo+wT22pNav9HAr25uZvJatCaHkeMpWlOjNMcubYqfmqxoTI6+jR945ArbkWUVbxUanxc6zFnDzFsjxJUsaa2DrNZFTu+lO76LzvgOGm6RqjND2Z6kbE9i+dG9OLA3nnz/wAQl+Z79zF35aKn7Jr7YfTN9dmkdNaagJlRa8/fejXI9CAOf2sS5qLRyEzRnRmAhKJE1Y5mx3r1GY+oiZmnyputZ5ZkoZRlLRUJCxuotegCyvtBhQ9RG56whh7+I0Hfxrnn4SWpErl3vA7FiTuJ4a69rXiNaFoQes/WL1KwZDCUVcUtCD8utY3uNpVqsHziMlY8xUzu7ohTTdEqcnv7hQleNjyIZDOWfQpF0zsz8ENOrLfmnqLLOUOFpBnKHmWlcIPA38PoWArEkEy5IdA5iZDuojp5eIEkvcCKUyD1WyCqhbRISrpA/DzyXwPcw58Yw58bwHXMhRf0Q9wohICnSErldT2n0PtFJc6ZFY6aJrMlrNX+AgOp4A6ti07YrR22quSovJQzBLEeO4IEXLBHOnYZLfbrF1LE5GjP3NjANXXfNTIik6wj1ztrtbxXxniHS2w4gKSqzH/yI7M5DlE9/ePM33gJmJ4+h6UkUNYbZKuK5NxaICwlpemWaXpk5cwRDSZJSC7QbQ1EWJdFOZ2wbplenYk8yY16i6kwT3IB7cju474MSIcmoegojWcBItiMrka18MteHYy2fOWcGUrTvLXDmv128GvmvNgu49m4a3mDZJiMMfBoz6+OnXJsliNx+o4fE/aDfXJ+8uEp3yUr4jrmUyhci0lIRkrx6ev+aDiHB+jqGlq1zgxryajDdyrLAY9XtKxLtTw0iyRLTb1zCdKtLwYaWjVF4upfKGTCnI9KoFFMg71OZWBmweYFD1bq6XJV12hPbmKydZL55+bryj6DTKZE1uhEb7KHp1IoU9jxNqm8X42//KZ7VIN4xiBJLLmtbl2SVgRd+lTDwmR07i5AUep5+hVihd0E/R9CYukT54sd0HPwMYQjVkZPYtdvLGj3EBiGEyaOzvPS/PsPc2RIf//5pCEK2vzxAY7ZFZayOkARdB9s4+Dd2keyIk+qK8+HvnCQMoTHT4sQ3L/DUPzyAWbKojNV58jcOkNuSpn13nmN/uDApXPiuLX7lVENFT2vs/+o2whAu/XiMy6+NE7ibz9tYDYHj4NdqkTP6dfcSOZ2+6+3C8Z5BqheO0f7YiwhJQk1vjHDbtRja+XPoRhrPi4KRseE3MJtz63qvF9o0XJumW2LOHCWhZhlMHqIjto2M1klKa6M7sZuqM8Nw/SMq9tQNibG3gvs+KJEVg3zvflJtQxipDoLAjbpvKpPUxq+mRtt25zn8d/eR7k3S9UgbR75+knheZ9vLg7zzWx+z7aUBJFXi8qtjvPjPn6Z4vkJuKM3wa+NUrtR47O/sw7N9tKTGyJvjnP/e8OY/78MAu7w+glCwjIQlYMU89d7BLK+vrhiG4TWriet+L4dnNQgWc42SjJbKc6MgTNaMpc6pMAzxHYvgBiWx24IA2VBR4ipq2iD0AryWAwICx2f+o3G8BallIUskt+TpeGYLI988htdyb6hdE4YhfugQU7PE1OyCQmqIQCJtdJKL9VO1pjdcq6Q+fp76xIXFQdCaG+fyX3792oHh1EvUpy4tWwYw/va3VywrnnmP4tn3ly17iHuLI7976mq7fAjH/+t5TnzzAix48oRByNTROaY/WfRsCQkDaM1bTB+fhxDe/M2PluhZP/kXVzkoi8TVyaMRN+zsd6NJ1q4vbWH8w2kuvjpGx5486Z4kqqFg3yvis+/jVSoEloUcW04qVfN55NTmOV2viiCMfiQJWY9vCu9KN7Kc/uQPrrllrv/7KJCQhUpSy9OX2E+HMYQiafihS8WZIwgDUmqBgtFPXu/lUu1DrjSO4W/A/em+D0o8p8n0xbfwXYvy1Bk8Z/UWtPmzJU78l7P0PNbJR1+PWoXjeWOpDQ/p6uRbCJg/V+Lo70UcgdxQmkRHnO/84x+T35Zh8NO96EkNu765X6AwDPFuUU31foRv325b4NqBlVWZxWlW0DPtSEIiXuiLuAyrtWMLQXpgbyR2JwS+a2OWp/Bvkq68HUiaTOHRPhL9OWRN5vzvvEfgBfR9cQ/JrQVGvnmMxkiJeHea3i/sJrOrAyFLjP/FaVoTa5egHL/FlcoxBnOPcbDnFzDdyB5clWMYSgrba3C5+C5esAnX5PXBw2rBxHqX3Wj5Q9wbhNdpLC37++ryVTtjwsXXWNd6i7/HP5jh4K/v5tCv7SbwAoZfn8Bu3NtOLK9cxq/VVgQlkmGgdXZiXbhAuAYZdqPRGLtAdtdhJFUjt++JDS/dAAS+TTozsJQpsczSTbWhFKERU9JktS664jvJ6b0R0d6vM2NeYrp1npIdmYim1DZ6ErvpjG1nR+ZpbL/BZOvsDbe/Htz3QckiShMn8P2bXNTXaAFAVN9UtKg3XY2pS8/AwA+pji0v/dQmGwReQOCFBG6AkO9OJmI9AmL3O27/M6z98PLtFpXhT0i0DyCrOka2g85DLzF/+m3M8tQSV0ExkiQ6t9Cx93lkPUYYhtjVOaqjp25zTDcfcvnUFKN/epy9//QzpIYKlI5PMv3mJbqvuWaa4xXGv3eawPY4/5/evelmg9BjonKcpl0kY3ShyjFAULfnMN0KZXN8KVB5iM1DlE1Y/Rhf5d7cH7iRgOK9djVvzpm8829vX9VzM+DOzuIWi6gdHSuOT3zfPhoff4xfW1uvZyNhzU8xW3sVNZHCbdYJ7I2fnLaac7R3PYLrNAiB2cmj2P7qJeqYnCKtdZLTeygYAySULG5gMW+NULanKFqj1N3ishJNzZ2jXinRdCvsyDzDQPLgz1ZQghB0bHkCIcnMXH4PPZYlCHxc6+pF5DRckp1xHvn13Zz/i2Hq0020pMqhv7WHdF+S2dPXCNFcf9+5h/3zDzxu+zPc+MZZvnyMWKGXtt3PICkauS2PEMt1YVfn8JzIPVUxksRy3WjJHCDwzAbTx1/FXKU7ZKOweEMT0k1UfkVUxlkv/NCl2Bqh2Bq5wxE+xO0i9LyIR7MKhKYhJOnmasp3CcEazrZCCCRd56evEfvO4Dca2KOjxLZtQ+j6stcZo9BXAAAgAElEQVT0/n6MoSGan9yZ8Nd6kd66j9b0FezS5jkoT419sIyb57mrBz6DyUO0G1tIagU0KY7pVbnSOEHJHqfmzC512qyGEJ9Za5jB1EHiysYY1z4wQUnbwGEkSSHbtYuZS+8SS3ciScoyVdfKSJWjv3cKIQnchovvBbz/258gyRKhH2LXHXzX58P/cJzm7FUmdm2yyZGvn4QQqmN1zi304z/EZuPGwYzvmEx99Jd4VoOOvZ9G1mPEC73EC71LwcDVGU9Ic+4KEx9+j+b08E23fdsj9gPSO9rZ9z98BgKoD5fQcjGGfvUw6W0FEv05Rr59nMblIl7DRsvE2PtPn2fkT47Rmrw7s7CHuH2ErrtmCl/J5UBR1tS7uNsImmuUTWUZJZ/HnVsfqfFnBmFI69QpUo8/jnSdk6+kquS+8AWskZG70hqspfObok1yLdq6DlDo2IMsa7hOi+ELf7kq0bU7vpOM1kXdLTJS+5iiPYbp1fHC9XXOBaG7wInbmKz/AxOUGIk8M5feJdu9G4i6cq73ivGdgOrY8n7v2tjK/u/a+PJlvu1Tn2wu/X9rE1JpD7Eabp5i9qwGpQsfkewcItm9ncB3CVwHWVEJfA/XrNOaH6cycpzG9OVN1cQI3YCpn1xg5q2IzBcGYdSnL+D8199FSBFpcNG6uzVV4+S//gkI8Dehn/8hNh6BZRFa1qpdGvrAQJSBWCNDcbfhVSqEQbCirCRUFWNoCPPcxpmV/rTAmZ6meeoUmU9/OpKev+Ycqx0dtH31q8z+4R8SOhs8Kb2u79quzJEc3EVr+gr4Pr5j4dY3zqMLoNC+i5HzPyCb30YQuGvebUv2BJdrRyjaY5FR6C120YQhzFrDG0bCf2CCEtduoMWySJJKLN1JPN1Bs7JSx3/jcc2MWyz98xB3CVoyz7aX/w56thOnXmTiw+9RHb13KqGhF+B7131pQ/DNVWYJIfjWg88Z+pmC7+PMzhJ3nFVT/LHt22l8/PF9UXb1TRNnehq9p2fZcqEoxHfvpn7kCN78/Brv/hlFGFJ97TXie/agdnQse0kIQXzvXjp+/dcpffe7uKUSrFHKWw+EpiHFYuj9/UtZmkUosSSx9h5i7dG5M2cnKJ24OffsVuD7Dp5nERIgySpCWv1xf7769h3txwttLlTfuaNtXIsHJiiZH/2Yjq1P43smPbtepFWZoF4c3vT9XuvdIcnqfWXq9ODjJjd2Ieh94ufRs50EnkPx/If3NCB5iJ8N2OPjBKaJdF1QIoQg96Uv4TebWJcvb/xs+lbh+1iXLq0MSoRA7eoi+9nPUnn1VbxS6b4Iou4X+PU6pe9+l/Zf+ZUVrcBCkojv2YOcSlF/7z2s0dEoI3UDNdjojQKhqsjxOHIqhZzNovf1Ed+9G627m+qbby4LSsqnjyzvuNkEYnJp7hxB4CJJ6oIi+oNBSXhgghLHqjNx5q9Q9CSEAa7d5G50IjiNq2xlWYuhZzpoTF16+GC8C1CMJImubUDkEBy5/v6MHXdJQqgqkqoiVBWhKNHva/5eek3X0YeGVt2MnMmQfPTR6AbrukvcicB1wfMWDMKiZde+fksPM1m+4Vil6/6WM6sT49S2NlJPPXV1LDcY37KxbhDs0VGc6WnkdHpFaUTJZGj/2tdoHD2KNTKCVyrhm2Y0o5akq+dD15EMAykWQzIMvGIR88KFDRsjRNLpzVOnSD76KHIyuew1SVWXlrdOn8adnsar1ZaOk1g4V0JVo3EaBlI8MstsfPzxkkfLuvEgXadA6+xZyq++Su6ll1YcOyHLGIODaF1d2BMTOJOTuPPz+PU6oeNE+xMi+oyKgmQYyMkkciqFksmgdnSgFApIN1CJTfRvw5qfwjebSHqMeNcAjdGNLbfNTH4MwNTYewhJxnUeDLuHByYoKfQewDYr+K6FWZ9Fi2VoGzyMZqSYufQ+5hoOiHeKVnGMwHOQVR0hSbTtegqrNLkhTsEPcWMIIZZ+ZD1OZnAfdr2IVZn52ZAvF4L47t2kn302ytDJcvQwkWWEoiz/e/H1NW6Ealsb2RdfXOouWfzhut+LP36tRuUnP8GdWf/3Kvfyy+h9fWuP7bqxX5+JWITe04P6yisQBKuONfT96MGwONZGg/lvfWvDMheBaVJ7912MoSGEpi1XFxYCJZsl85nPkHz0Ufx6PXpgBkH0oFr8jIsPYE1DyDKNI0c2PCghDHEmJ2mdPk3qiSdWzLYlTSOxdy/G0BB+tUpgmlc7hxbHqijRGFUVSdMIWi2ap07dWlDygF2nAAQB9Q8+QMgymRdeQFlFPE3SdWJbt2IMDUXBkGUtjUsIEQVii4G4rt9SFj3eNYjbqOKbTWRNJ96zZcODkkUs6pQ8KHhggpJ83wEkRcNzWjSKozhmldD3qEydo3vn81z+6Jubsl/PbFAZPk5+x+MIIYjlu9ny4t+kOT2MWZkhDHwkRUPR46jxFL5jM/rGf9mUsdwyhISs6shaDEnTUfQ4Ru5qHVUgkegaQjES+I6F79qREqprc3f0MG6csnTNOq3iBOnYLiRZITt4gGTX1kjp9TpZ+8D38G0TszxFfeI89cnzVxVhH1QIgVooEN+z5843JUmIW5DSdstl5Pff51aOoD44SGzHjjvWyBCyjBxfv+GkV60iZHlDr1jz7Fmqb7xB9qWXVl6lCw90JZeLOnJugtDzYJM0ToJWi9p776F1d6P19a089kJEJYV1Hs/QcW6dNfeAXaeLCG2b2rvvEto22ZdfRk6nozFcdwyFEBE/RNtYvzHFiOMIgWzEEeL+0sC5l3hgghK7VWF2+H08p0Xfnpdx7Sau3aAyc46OrU+zWT4wYeAzfexHxPLdxPI9kU9BPEN260GySylDsfSrVby5Md1mIzOwl4FP/Sqyql8jYxv9s+zilyQGnvsVouMWXlVvDAN8x+Li9//D6gqqG4abnK8wZPydP2Xb5/8eRq4TSVHRlOwaq0bbSnZtpW3X01F78AffoTU3dvP9PMRDXIfQ86j81V8hJxIkn3giyijcY0GyVRGG2KOjlH/0I/KvvILa1hYFTffjWO9DhLZN7b33cGZmyL/yClpPD2zQuV4U4gs9b0UWr3rxBN2f+nmEpoPvM/3W99bcjhASsWwX7VufJN25HdVIEYY+jlmlMTfK9Pm3sevLW32NdAdtWw6T6dyOniqAJOOaNeozl5k+9wZWvci198U9n/tH+L7LxPEf0H/oS+jJArPn32Hmwjvk+vbTu/8lACZO/RWlK59cV0YXqEaKjp3PkO/bj2ak8VyT6vRFZs69gVmfu6Xy2gMTlLhOk1i6k8B30eJZUm1bsBpF9PjNZyp3Crs2z+ibf0zXwZdIdAwgazGEokYP+DAkDANC3yPwHNzmjU3d7gYkRUOJJW/6xRILM77Vt6EipM0m9a49PiHJqMkc6b7deHZr4QseEPir1I8FCLGQGl4wK0x1b6P/ma9w5e0/wSxObPLneIifRoSeR/HP/xxnaor0s8+i5PNRqeMWHlhhGBIGwabLl7dOncIrl8l/8Ytovb3IyeQtk/LDxQfozxopNgyxLl9m6rd/m9TTT5M8fBgll0Ne4NjcCgk1DEMIAgLTxG+1cCYmaH7yCa2zy5VOnfIso9/5PeRYHN8yV2R+FyEpKm1Dj9O7//NIiorbquG0yiAEimKQHzjA7KX3lr1HVg22PfPX0eJZPKeF1SgCAlVP0LH9KTI9u7jw5u/TKl+dQEuyQjzbRdeuT6FokUN736EvEoY+nTuexXMt9ESOwcO/QGN+FLuxaLQpSLYNsuXJr6LHczjNMq3aLLKikh84QK5vL5fe/SNq0+fXfQwfmKCkNH6c9sHHkGWN6Utvo+pJNCNF+9CT1OYusdmzYbM4weibf0SifYB4oQ81kUFSVMIgwPdsPKuJUy9hldduUw58b8EVOBqr7zrrjiAjvY6rbG3nukj3Wtj1EsXzH6y4eapdXWg93dgjoxEj/wYIwxBvVc2PELs2T/H8VVMuf53Gd75rUx09QWtuFIBWcWJVd2EhK6R7d9F16CXibf2EgUdj+hJWeRrXrBP6193ghYSkaKixFHqmnUTHIJKskOgYJL/tUaaqsxteyslkBJ9+TqdcDnj73U1itYchzvQ09Q8+uPm6Gwy/1cJvrNT4uRHMc+fwK3c/KPdNc9Me+qHrUnvvPczLl0ns24fe34+czaKkUhEnRlGuPvyDIOIeOA6BZUUPpmYTr1zeeD7JKnAmJ5n5xjeI7dpFfNcu1PZ25HQ6ergukE2RpKtcHdclsG0C0yRotfBrNezJyVsnuT5g1+laCF2X2ptv0vj4Y+I7d6IPDaG2taGk00jxeMQbWeDIsOCgvXQcF49hs4lXKuFMTmKPjeHMzt6grTjEN2/kGyZIdWyje88LhIHP1Om3KF05gdMqIyQZPZFHTxWwqstVYX3XYurM6wA0ildwWhUEgni2m8HHfpFEoZ/2rU8w+tGfLd+brOK0qowc+Tbt256k98Dn6d3/MleOfpfilWP07PscXbueJ5HvWwpKtESWnn0vosdzTJ15jblLH+BadRQtTtvQY/Tuf5ktj32Zs699Hae5Ph2Wzal53CUoWhxFT2I3S4TBQ3GqmyH9wvNkX/ocxT/5Ns1jx+71cNZEon2Q/ue+SqzQB8DsideYP/cedm3+xkGcEBiZDroPf4Hc1kNAZOx3/rv/Ds+6NdNAWQbDEJhmyGqq4nt3q/ze1/OcOOnw9/7hxooerRdbBmV+4edjdHRED0XHCZkvBpw85fLRUYdm84H9at+3kJPJKCjJZJAM4+rDnsiLJnQcQtvGN02CZhO/Xt+wh+atQChKNM5sFjmZRNK0qw/UICBVUDj0Sjfz54sc+6/n8JtN/Frt1gOSn2bIMnI6jZrNIiUSUSeVqkaB3bVBieNEx6/ZJGg08Otry7Lf0u7VGH2PfJ7OHc8xdvwvmT77xh0/59q3PcnQk1+jOnWec69ddQPf9/l/gpbIcfndP6I6fZ5EYYCdn/7bCEnik+/8X/iuRdvQ4ww8+vNMnXmdqTOvAVAYfJTBx75MfW6YS+/+FwJvuYTGzhf+LqnCIFc++Qtmzr21rjE+MJmS1eA5LbwHpM3pQYCWj9P7ygH09iQEIc3REuP/7RPCICTWmyG1tZ25dy8TegF6W4Kul/YQuB6T3z+F33JRkjrdn9+DpMlM/eAMTvnWz42kaKT6dkX8HSEwS1NMf/Lq+pRawxCrMkvxwpGloERP5xHyrV/mO7Yp/Npfj/P//scG09P3h9fJ9ejukvmVr8XJ5SQmJnwMA/J5GdMMefsdm//zN2tMz9yfY39Q4Tca+I0Gzvj4suWf/Se76X0kx8TJJj/+f84sLZcUwS/+y0dJdRh88mdjHP/u+PWb3BSEnoc3P7+meFp8T4adWzW0+SLvX7myYfvtP5TnyV8b4uLbM3zyZ8s/a34wwef/x32MHyvx1u9c3LB9bhp8H79cxi/fm0mHosVI5PtwzCq1mQsbMvG2ahH3REjygnnX1ftDGAS4VhRQ+Y4ZcQttc8ltPfBdwiBAUqLOKUlWiaU7UPQE1enzUWn9GgS+S6s8RaptiGS+n/WyEx/ooOQhNhaSroAQTH7/FNZ0jR2/8WmSW9uoX5zDnm3glE3CBTVTp9SidnaazN7uhfS1i9d0qJycpPD4AJJ2e3wUWTOIF3qX+Cz1qYu3KB0f4lmNKKMiBAj5lpntsgyPP6axb6+Krt//hMHv/8DkN/9NHdeD9jaJv/ffJ/nFvxajrU3i7/5GiXut8fWzgM5daYaeakM1ZBJ5nWYpalnX4gr7v9iDpEiMHineZCsPPuI5jf5DeYojK7NDekJhy+MF7PrDbMx6IGQF1UjimnX8W5RAEEIi27uHdNcOYql2FD2JpKjIisECCW+VMkm4FFgsltVXL3tLS+NTjARCCPof+SK9+z5HyHKmoKwaCElCMRLrHvvDoGQdEIqCMAwC04yIlIs96WEYCfnY9vKygixHqd2FWnPoeZGj57V1AFlGTiQIHIfwOi8NYehIqhaJMnne1XVNE8IQYUQnemn/q3lxyDJSzEBIckTEtW7tolYSOpKu4FRMEoN5Bn7pUXzH4+J/fIvA8QmDEN90lzumhtGy4HoZ9luAkGRk7WpLoH+rPkRCRGzzpfe3VkTwa0FVIJEUpFMSL35Gx9AFne0yjr3AAQpgdnblZ1NVSKckVDW6DCwrpFYPV/JxBaSSAsMQSFJ0ahvNEMu6szKLZUOpHOA4UCwG/LP/rYoiw698Lc7f+JU4v/8HV4M6SYJkQmDEBJJYewySgGxOwnVDGo2QREIQj10dd7UW4Lqga5BMSrTMaB1JQLUaEISQSUsIEa17bWAkBCTiglhcIEtRyb1lhrRaV4+ZEAvjNASVarSvRSgKZDISnhdSqy1/TywWjVNRonPh+WCZIaa1sgxn6JBILD9vjWZ4e8riIcxfrmOkVHJ98aWgpHtvBhA0iz8DujoPsQkQhLfIsDDSHWx96mskcv24ThO7UcKszeC7FoqWID/wyBrvXOjCvG7J2iMTLIYgvmdFHMnr4DlWxDn6/9s78zC76vr+v8529zv3zpLZk0kmk30P2YAQlgiCgCigFVGpVevyw1ZqW9va0rpVrb/fU7u4tApWBYEqCojKTpCQBAhkmWyTmSyz73ffzj3b748zmcnNJCEZoh36fF/Pw0PmLme753y/7+9nPY8EECFKzgHfvBYqbrqR+K+fQImUEVyxAq2iAoBsayuJJ57EzrvCQA6FCF20muDKFSiRMnDAHB0lvW07uYOHxssVe2c3UfvHHyX14kvEHy9NB4tuvorgqpWM/PRhCm2H8c5spOaPP0riiaeQVJXgiuXutiWJQscRks8+R7FvouOk5PUSXr+O0Pp1KMEAViZD/mDbObVc91WHmfmuFTimTa4njmPbZDtj9D15gIo1sy7UJT0jtm1hFieEiK+i9rzaxWuBCBXz1oxHzOdGeycHxp6BhQs1PnJHkBUrNFqa3bTA73+3Ast0H83BIYt3vGukZHLTPBK3vy/Ie27xU1+voCoSe/cZfPPfUry6c2ImVVVYe5GHj3w4yIqlHrw+SCRtnniqwI/vz9Hdc+Eq1ebyDvc9kOVtm3186PYg9z2Qw7LA64UN6zzc8cEgS5d48GiQSDg89UyBB/47y/FOa3yCj5bLfO/b5bQdNrn/wRx/9IdB1l3kIRKRyGQcPn1Xgtd2FbnkYi+f+2yYZ7foXL3ZR12twre+m6Gv3+LTnwwRjcp85z8z/NePs9i2K+CWL9P40O1B1q7xEAy423tpe5Ef/yTLgYMGluWKizs/FeaG63zceVecXbsnruX8FpVvfC1KxxGTz9+dJJN1kGVYOF/l9tuCbFjvoTzqCqJEwuHZLQXu+UGG/jE3nCRBfZ3Ce2/1845r/dTMkLFsOHDQ4If35Xhxq05+CkIxGzfwhVXKGwP07HVN/o3LytGzJvHuUmuf4pEpq/ERKPegeRUcB4pZk0R/jnyidHWq+RXqFkUYOZbBLNqUNwTwlWk4jkM+YRDrymIZJ92UEgQrvJTV+PAE3CHeKtpk4zqp/vz4/QyA4+Arc4WUN6hiWw7ZmE6sK4dj/+5jkiRFIlTpJVTlxRNQkSQwChbpoQLpoULpWk+TqF0UJTuikxrME6n3E6ryISsSRt5i+GgaIz/xHEkylNX6Cc/woXpkTN0mNZgnPaz/Xs7tzeLYFqaeRfOFUdRzq5EiySr1i68kVNnEaNdeuvf8uiTANFI73xUlF+D0bcvA1LM4jkP3nicY7dx1QdoZCFFyjiiBIOH1a7GyOXKt+7BzOZRIxK3oqI8pRFkm+rbNBFetINe6D/1lt2Kgr3kOFTe/C/nJp0nveHlKTZ4kWSa0fh1WOkVm126cQgGttpbwxeuRvF6G7/vJuMUkvGEd5dddS77tMOmXDoMk4Z/XglZTwxsVLMv3JRh8oZ18b4J5H7+MyJI6hl88ct7HO1XsYoFCfBCnye3SWlY/n+iclSS79p+1iqusevBXNlC1YB1ljW4nadsskji+tyT46mwMD1s8+nie57YU+NM7wygqfP8HWYaG3N+rcJrV9uKFGjMqFZ58usDwiEXzHJXbbwvw9S9HufW2UWJx9wsbL/Hy9a9EGRyy+K/7sqRTNvPmqXzw/UFmN6nc9ReJCxqY2rrfIBazmd2kUlMt0z9gc/llPr54dxk9PRbfvzdDOuPQPFvlnTf4aJ6j8JefTxKLlZ7gsiUaf3FXmJ5ek/+8J4OqSjTPUentmxB6c5s1+votfvpwjlveHeDPPxPmmecLPPLLPFde7uXP/iTMw7/IkUw5LFmk8cW7I0jAg/+dY2jIpr5O5tpr/MyZXcZf/12SjiPn7zuvqJD5+MdCrFrh4bFf5enutggGJWbOVNALpR1/y6Myd34yxBWbvDz7vM7BNoOysMRVV/r4+78t42//IckLv9VPG+B8NhRNItmXp7xxwlTdsCxKrCuLqZc+883rq1j/gWYidX7X+qq4HaY7tg6x/YdHSPZPCPPyxgB/8M11vPDdNhRVZt6mGgLlGp6AysjRDI/87S5y8Yl7fPbaKlbeNJO6RREkRRo7Npn+Awl+9aW95JMToscbVrnsY/NouqgST1DFF1KJdefY8aMjHHrud9/wtLolzMV3zKV+cQRZHXMLyBKDbSm23tNO376JFbY/4uGdX1jB4RcG6dkTZ9W7Z1FW68MbdN3O939iO7EuV/zJmsS8jTWsevcsKmePlZGXHIbb07zy4HE6d46cKQt32mAW82TjfVTPXUe4uplcov8N22xoviDeUAVIMgNtL07KeAlWzrxgx2dbBvnUIGYxR7R+IfGefec81p4NIUrOETkUBFkhueUFjP6BiZiFsRQ7cFubh9atIbe3lfivfuO6W4Bc6z6q3v8+QuvWoB87TrFvCgXWJAk54Gf0oZ+ijwWmSZqGp7bG/a+mGr2zCyUcJnzpJZiJJLFHfzme+pvbf4DaT3zsDXfjqw4z86YVmBkdxa+ROTZKqLmK6staCM6upO7aJQz9th0t5KV6UwuBpgocy6b/qUPImkzNVfMJt8xA1txgV33k/DIPbLNIpr8dfc4KfNFqZM1Lw7obKGuYT3a4m2J6FNvQcZCQx3yannA5vmgtgcoGfOW1SJKEY9skuw6Q6j54zv1yBgZtBgZ1AgGJ228Lomnw4ks6nZ1n/n5NjcJnP5fgt1t1HMe1RtRUy1x/nZ/lyzS2/FYnHJb4ozuCBIMSf3N3gn373Uk3GJAI+GVuudnPpo1efvPkhSsHXSzC4LDFzJkKdbUKpgm3vNuPZcEX/jFF6z53YjrhHvmTT4W54boiP7q/NEtp1UoPX/u/Kb7/gwwnvIQeDyXuGJ9P4ulndR76WQ7DgC/eXcaxYybf+c8Muu6weqWHunoFy7J4x7U+qqsV/ubvkjz3fAHLdt1mxzotPv+5Mt79Tj/f/Pfzz16IlEnMma2ye2+Re3+YHRdXmgZer0Qu5wo+SYJlS1VufIef+x7I8u/fzZDJOEgS7Nlr8P++HuWG6/zs3mMQj5/frCVJEiPHM0Tq/Wh+Bdt0qJ4X4fCWAWoXlfb5MXSL/oNJXv95F/lkEUWTWfL2elbdPIvsqM6L3ytNIdb8CkveXs9Qe5qdDx0nl9DxhjQ0v0IhNSEyqueFufZzS1E0mVcfPMbI0TQOECz34g2r6NlSwVe/xC1GuPWedvSMSXljgCvvXMjln1pAT2uczPDv1u1kGTbpwQJbdwyTHdVxbJi1qoI1753Nxo/O47/venXSqn7OuipmNIdp2zJAojeHosqUzwyQHpo41tlrqrjyzoWkhws8968HKaQNIrV+1t42h2s+u5iHPvNqifCbjlhGnmT/IaL1C6mZvxGQiPfso5hLIssKmr+MQLSOTKx7XHzYpjHurg5XNZGN9YBjI6teovWLqJq9+oIeY3r4OJnh40TrF9Kw5G2MdL6Ono6B5GbH+sJVBMobGD76KtY5JqUIUXKuOA768U6MgcEJE5XjlFg9AovdMsu5AwfHBQm4XSmzu3ZTceP1eBrqpyZKHAejrx+9u3viJcNA7+5Bq61BDrirM099PUowRHbPnpJaJFYiQaHjKMGVK864C30kS+eDr40HqVq6SWEwhRLw0Pt4K5KqYOluQKutu1k3kipjFy3MXBFJgoFn2hh6oR3bsDBSU5tkM4OdDB14kbpV16D5w3gCESpa1hBpWoptFsddOZIkIckqsuZxi72NBbTalkmy6wD9rz95Xr7MqdDRYbB1mz5+S+g67G01uP4dfmqq3eOZN1elZa7Ka68XOXBgYlLI5hy2vaxz681+Nl5yYUUJgGW6djFZcS0GC+ZrvLRd58jRiWMoFByefb7Ah24P8q4b/ZNEiW3D/Q/mODls6dTA2XTGZmTUwrahs8ukoMOxThPbhnjcxrQgEpbJRB0uWu3hwAGD/QeKWGNzvmHCqzuLHO80efs1Pr71H+efQhuPO7R3mFx7jY9Y3Ob+B3K0d5gYBhjGxKymabBhnRddd3j1tSKZjPue40Bnl0V7h8nypRplYYnzTbqwTZvBthTLbmggWOHF41fwhlR6WuNjsSUTdL0eo29/kuJJImHwUJKl1zXSsGJyQUjVKyOrMq8/3MnAoeT4/SYrErY1cX7r3j+HSJ2fJ/9pH62/6i1x6ygeGdssneFVn8Kz/3KI4SOuEOzcKVG/rJxFm+uomV9GZri0Uui5svqWJuZtqnH/GIt+1HwKqq80AH70eMYVRFlzXHz0tsaZva6KOeurTluzYkZLmK33dHB4y8D4uZ98HTwBhUWb6whEPTzy+V0MHEqOf8YTUrnikwtYfE0923/4+7MATwnHITnQwUDbVuqXXEXD0rdRPXedKzokd1GmaD6ObPvJuCgxi3mSfYcIVzZRv2Qz5Y1LsAwdzR9G84YYOLyVmcuvvWCHWMwm6N33DE1rbiTkRv0AABSxSURBVKJm/qVUzFyGZRbdWFpZQVG9SJJMrGuvECUXGqdouPnnZ7HpqlUVYNmYp45mjoMxOuJ2Dg2eexTyqZjx+CSfnXMiOloeM9OWhZFkCTM2eUQ1E3HO5kx0DIt8f3LS61a2SC5bOhNZhkWup3TCd4B875sXAY5lMHpoB8XUKPUXXefGlUgyiseH4vGf5gtuOWfbMigkhxlq3ULieCu2+bsPLuzusSZ54wpjl0oZM53PmKHg90tsvsrHwb21JZ/VVAlNk6iouPC9L8qjMo7jBp421CtEyyS6uy3MUyamgQGbgu7Q3Dx5OOgbMMlkzm4xMAwHY2xuNU1wbIdCfiI4GMc1KHq9EtXVCkeP6eTypccQj9ukUg4rlqlu8OvZdilNdkLG4jbf/o8MgYDE+98b4Pb3BXl1Z5Hv/yDDS9t0JjysErNmqjQ2Knzv2xUYJ10LWXIDa3t6TVT1/LOubMsh2ZdD86oEK71UNgVxbIe+/ZOfCdt0MGwLRXNjX5BAz5oUUkU0r4IklT7qjg2xrmyJIDmxzxMomkTzhhnoGYMDT/WXxpngxpWcymBbalyQnNjeyJE00tX1+CNT7/VimTZG3iwZbiRJmjT8OLYbS6OoY6XxJdd6kk+MXQdFwjnlfi3mLNq2DOCcdO4nX4dwjZ/KOSGGOlJkRgslQijelaWYt5h1UcXURcnplNJY4sGFiKmY2I+EbRsMHt5KZvg4M+auJVzdjDdYjm0Z6NkEse5WcsmTk20dBtu3oWdj1C64DG+4CpDIJfro3vsEmaFjlDcumZRebNsmtmlOnJYzlgJ8cjyeY4+lBZ884DlkY920bbmXqtmrqZi1DH+4GiQo5tMkB9qJde2hmBeBrgBIXg+SLI8HoU5Cdl0idkF3w/TPguPYbxxsaTtjCnHyBDORluqU/O+0x62epoOmA85ZR+rxAx3byFne+z2hKl5U2YdpFTDt88z+kTxkejs41PtNgtWzCdfPw19eO1ZJ14skuRVxrWKeYjpGPjGAMTJIeqQT2z6/lENJUnCcqQWanrwKn7TdU/4+eNBw3TynvO447nsXkpmNCjU1Mqm0w/FOk7o6BdsBWZlcNVuW3WM9eWA/wWkC6ifhnBK0PzmG/6T37LH9ndo3buy1kkfsDLeyLEvjgu9kjhw1+dSfxFmxXOMPbg2w+Uof3/nXch74aZ5/+bc08YQ9vtlY3Oa5LTr9A5N/93jcJpGYWsBBPmVgFi1ClV7qFkUYak9h5CbvI1LvZ/HV9cxeV0V4hhePX0XxyAQqvCBNdl/Zpu26N87yCPvCGppPIT1UoJg7t7ic9PDksdE2HTev4k1kw+95rJst324ruRHqFke5456LSz7nj2i0bKxmwZW1ROsDeIIqqkcmVOXlTJn8qYF8iSA5FW/AtVDVzCvj/zx61Wk/o2pTb6HhmT0TO5fHHHRrwEheD2VXb0LvOE7h0AWqvyLLBFYuQZ1RSerJLWRGO8mMdp7TVx3bIt6zn3jP/tO+f/CZ77zha3p2lL2P/1PJa7HuVmLdrafdplXMMXh4K4OHz61A2tn4Xy1K1JoZKCE/hQOnv1HkYIDQpnXkdx/A6H3zjeeKg4P4Fy9GraxE7zypIJEkodVU4+QLWOkx07RtAdLkFt6S5FpcpoiZTOLYttuY6xTUigreKND1QhLx19NQsZLhVDv9iX3n9d1ZVWsZSR8lmeshO3iM7OCxN/zOgvqrkXwFErlzL1ClKj6igQZG0qWrJtt2gyMvRF+zgUGLXM5heMTiK19PnXcA5fmiaXDj9X6iEZmHfpajWIRE3GY0ZjNntoqqSuj6xKDe2OBactraf8f9WfI2Pb0WdbUKwaBMPD4xWVdVykSjMkePmVj2Cc+og6a5dWNOpqxMIhI5/YzlOLB7j8HuPUmaZmX4iz8Lc+u7/DzzbJ6t24pYlsOxYyaFiz08+ss8Tz1zYV1m+VSRfKJItN5P3aIoXbsm1yYJVXm5+WuridYHOPhMPwee6iMXL2LqFu/957Vn3PYbLYps002PPmF9OZc1yBS1+DlsmNMo09IXvCGVyz+5gOXXN9Lx0hC7H+0iPaRTzJtc8ckFNCw/fV8z+w0WZ7YNjuUw1J5i3697MfTJJ5kemYIVVZJQKqKE1q3GjMXRO3sxh0bGXfVqdRVe2z3x4vEet+OyR0Orq0b2+bCLBsWePsbNiqdBDvjRGuuQJAmlLFT6ekMtyApWKoU54Da5k4MB93VJwkqkMIfcqtdabTWOZaJEoziWhTkwhJ2b3jE0J3jLixL/sgUUDh/DN38OVi6Pk9dxTBNJVfE21WP0TfQF0Oqr8cxqAEXGHI5h9A8hqQq+xS145szETmXI7z10lr2dnVzrfsou20hg2VIK7R3j5YbVaJTQ6tUYIyMUe9zmcGYiCTh46mqQg0HsrOvL9zbNwjd7DrY+tcGy2NePlUq7fRtqa9wYGECdUYWvpWXK5zYVRjPHCHhLBVaZv5aQrwYHm2Suj5w+Ssg3g7C/FgmJVH6ATGHiN/MoASpCsxlOt6PIHqKBRjTVR76YJJY5jqYEKA/NQpFVvGro1EMYR5ZUqspa0BQfhplnNHMMRdaoiSykKtyCpviJZ7soGK5oiMUcFi1UqIjKHOfNjdwdR0z27TfYtNHLFZu8bDkps0OWoWmWQm+fdUGKnEXKJK652scHbgswMGRz7w/d+6qzy6S11WDjpV6WL9XY/rK7s2BA4tprfESjMj9/5HdbHTked9i+Q+fDdwRZu9rDwEAe03QDZy/Z4KV5jsr3781QLLor9eERi6pKhbnNKrv2GJimW7vkkg1e6utLRUnALxGNygwNW5xog9PbZ/HyK0VuuM6Pz+eqS9OEbTt0br8twFWXe9m1p8jw8MQkV1HubjeesKdkWCykDOI9OZrWVFIxK8jWe9s5dTJu3jCDuoVRXvtZJ8/8836sMWubP6KhaFN34xUyJumhPGU1fspnBYl1nl9rhd83VXNCzF5TycDhFL/68l70jPvDaT4Fy3CmvHzKxXUyozrhKh+7H+suyUx6U0gSst+HUh7BsW3UbM4d4/N5JI/HFQeOg2dmPXIwQH7XPnwLW1CrKnAME6UiihIJk999egsGkkRww2rkQAArmcTTWI8xPAqKQvCSta4l0TDwtcwmt/cARv8goU0bwDBwLAupuYn87v0Y/YMELlqOHPBT7BvA0YtYsTgIUfL7wTu/mWLfIIE1yzFHRjH6h7GzOYz+YeSyIF7/LPQjrtkrsHY5VjqL0d2PlXYfWDkYwBpNYA6NEr5yA/qxbuz01B5mY3CQ5HPPE7nySirfcwt6dzeSrOCb24xaWUn88V9hjAWOWakU+UNt+BfMp+rWm9H7+lGCAXxzmzGGh1HKwlM6BjubJfn8FipveTeVt95MoeMIkizjnTMHK51CeRMxLW8WjxqiNrqUkXTHuCAYTB6iOrKQdH4AyzapK19K5/DLOI6DTwtTFZ5DPNMNSJQHZ6HKXrL6KA0VK8kXk4S8VQQ9lcSznWjlgTN2cHWw0YspDDlHbXQxGX0E3cigm1kcxyZXjGPZ7uBlGA4vbNW55movf/anYV7ZWXTrzVjw7SkEYWazDt/6boa5zSpf+UKEbduLdPeaeDwSs2YqzGxU+egnYgyPTM2Esnqlh7s+HSYUkmlpVlm8WCMWs/nqN5K0d7gDfSLp8JOHcixfpvGVL0TY8ludeNymZa7KFZd7+c0TeZ5+9sJaDU6lUHD49ZMFNqz38tnPhFm7xkNvr0ljo8oVm7y07ivyy1/nx0XF/gMm/QMWn/5UmIULNBIJmwXzNebOVYnFSif6piaFv/rzMpIpm+4e1zJVX6ewaaOXPa0GXd2usHQc2Lff4P4Hc9z23gCNjSr79hfJ5h1qql0B9PDPczz6y/zZFrRnxNRtEn05Vt40E82vMHAoOWlylWRwcDDy5rggUTwy629vRvVOXZQ4tsPeX/aw+TOL2fCBZp7/Vhv5xMSEHKz0Ukgbp40t+Z/AjSFxa4wYBff3kRSJlstqqJgVnLL/KDOi0707xoYPzmXlu2ax476j2GPxNZIMVc1hkn35c3ZxjWPbGD39FPsGKR7tJL+/zS1m6fUADnr7UXKvteJfvgjfvGYKB9vxL16AHA5iJdMo0TK3dcYZRIkc8ONprCf51BbMkRiSx4ukKqjlEbS6apKPPYWVyRK8aBn+BXNx9CJaXTXxBx/FKRoEN6zC29KE0e8uRO1cnuy2nb93t/2b5S0vSozBYdf6YVtuDInXgzU44pqyhmOo0Ymo99xr+wisWYbnkovIbNmBnc1hZ3Ponb0YPQOELluDHAxMWZTgOKS378BMJCm79GLKLtvoVrPr7WP4Jw+gHz064TS3bUZ/8SjRqzfjX7wI37wWjFic9LbtWLk8FTdef8oC69xvrOzru8C2KLt8E2WXXoKVTpN5dSd6bx/VH/rAeW3rQhLwlmPZBolsD6rsIeyrJRpoACCR7cWyi1QEmwh4ypEkmaYZ64llOolnO1EVH2WBesK+anQzg1cN4tPK8GohsvoIiVwP+WLijG3XVdlHdWQBkiQTCdSjyho5WydTGEI3syRzveOftSx4+pkCtTUy77k5wJqLPORzzrh14QRnfNbHTNcnv9263+Ajn4jx4Q8F2Xylj+vf4aNQcOjttXj2eZ10euq/ycoVGksWqWSzDj19Fj+6P8vjv85z5IhZcoy79hT59F1xPvaREDfd6CcYlOjvt/neD7L87OEcieQFui8mxZhM/HHsuMnn/z7BHR8Icu01Pioq/IyO2vzmqQL3P5AdFw8Au/cW+fJXU3ziYyHe/74Aug47Xyvyz/+a5j03B0r2kUi6rqErNnm59hoZCYlEwuKlHUX+68fZkoyjdMbhe/dkON5p8r73BPjAbUFUDYZHbPbsNeg4Yr5RiNlZSQ3mMQ2b9PEMesbEFyodZo++PIKeMVn+zpl4wxp6xqB+STkev8JQe2rqOwZ2PdJN44oKVrxzJnWLogy0uRbZaEMAzafy8796ndTA9FgxjxxLM9qZYe4l1dz0pZXEOrNUNIUonxkgM1IgUDG1QFvbdNj9SDe1CyJc+uG5zL+8hpGjaSRJomJWgGhDkPs/uYORYxeuUaJjGNhZt+K2retImoqkutW0s6/sotjT7zbxK545dkzS1InP2A52OoNSHkHyaDim6TZLtG3svI5aXYXk1XCKhvuebeHoReSTFrNmbHJixFuBt7woKXb1EbnucnJ7D6FGy1Ary8m3trndOzXNvTk0FccwMUfjpJ9+CaUiSuSdm4n96Oc4pnWSUHBOu9LOH2qj6+4vnFPRM0cvktuzl1zrvgmlf0rq8AmsRILRh38Bv3jUDeh2nPFjye3bP/5vvbOLzr/7h9Nm/iSefpbEs8+XbN8xTTKv7SKza49bs+PEdh2Hrn/40pSKt00FRdaQJRVZtpAlBd1I49WCqIoXTfGhKl6ymRFCvhloqg/ZkvFoQXQzAzh0DDxPTWQh1ZGFjKSPkNfjpHJ9xDLHkSQZy9LxamG8WghV9uJVQ2e0lJQHG3Fw6Bx+Ga8WZjy2xgFFVlBlL5ZdHJ9A4wmbf/9Ohu9+LzPunz/58h9sM7hs8+BpCzDd/0CWh36aLVlpn0g5/dJXU/zjP6XGt+k4bnjRucQwn8qOV4pcde3QxILScWOtz7Q9y4KDbSZ/+deJ8YBXx3YtQKfeWrGYzfs+OOpW2DxLDO4LL+qs2zg4bt3Yuk1n+dqB8b8fezzPb57Ic2Istm043mnx5a+l+Oo3Jq6DZU2+LYtFeOLpAs88X0CW3fOz7DHROGbVObGf/n6bu7+YRFFKHzvbnvjMyaTSDj9/JM9jj+fdxLWTfmPLOv+xvJibyFxI9ueJdWYZPpIej/PQM+a4NSA9WOCBO19h08fn0XLJDCzT4dgrI7x0bztr3jObGXNLraSO5ZBPFse/f9bjyJo89ve7Wfz2epZf30jLxmocyyE9rNP2fD/5pCusbcumkDJOay0wizb5VHFS9s65YJk2hbRx2jgO23LIJw2KY4G/hbTJk9/Yz6V/qDNnfRUzV1YyeDjJc/9ykLJaP1d8akHpdXDc7xj5N7ZwZEd1Hr17F0uvbWT5DQ3MvbQa23CIdWfZcf9Rkm9CmDmFAnIoiOz3TRTOdJh009i5AnYmhxqNuNZ62x7PkjwdVjqLA248iGHiaZrpxo+MxJC9HtTqGVjxhOvW6RvEHBpFDvhRq6uwc3nU6hnonSfF07319Ahw+uSmtxSSplL18duI3fconpl1qLUzSD+3jdDGtXjnzkJSFfIHO8jt3Efw4lV4GmrclMX9h9EPH8O/agn64WOYIzEiN1xFdvsuzJH/ma6Q/5uQJIWmqnWEfTU4jsVwup3hVAeVoTlUlbXgOBZDyTZi2U4qgk3jVoyRVAfD6Q4aKlaRzPWS00dpqb2CntFdONjURpfi00I4js3h/mfxamEaKlYiSyrg0B9vJX1STMoJ/FqEOdWXUrTyKLJG18gr5IsJNMVH04z1aIqfrpGdZPXTd1UVCAQCcANaw5s3IqkK2R2vUzzeTWD9Kte1c7wHT1MjvgVzST31AnI4RPiy9ag1M8A0Sb/0CsWjZ+7KrDXUEr7qUrBsjN4BbF0nu+N11NoZlF15KZLHg36si8z2nWCYaHU17rEoCoX2o2Rf2Q2mSejStZjJNIV9U4+R/J/iLS9KBAKBQCAQ/O/gwldsEggEAoFAIJgCQpQIBAKBQCCYFghRIhAIBAKBYFogRIlAIBAIBIJpgRAlAoFAIBAIpgVClAgEAoFAIJgWCFEiEAgEAoFgWiBEiUAgEAgEgmmBECUCgUAgEAimBUKUCAQCgUAgmBYIUSIQCAQCgWBaIESJQCAQCASCaYEQJQKBQCAQCKYFQpQIBAKBQCCYFghRIhAIBAKBYFogRIlAIBAIBIJpgRAlAoFAIBAIpgVClAgEAoFAIJgWCFEiEAgEAoFgWiBEiUAgEAgEgmmBECUCgUAgEAimBUKUCAQCgUAgmBYIUSIQCAQCgWBaIESJQCAQCASCaYEQJQKBQCAQCKYFQpQIBAKBQCCYFghRIhAIBAKBYFrw/wFhaUt5bKRFbgAAAABJRU5ErkJggg==n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alice_wc = WordCloud(width = 600,height = 512).generate(text)n",
    "plt.figure(figsize = (12, 8), facecolor = 'k')n",
    "plt.imshow(alice_wc)n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tokenizing the data into sentences and further sentences into words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in sent_tokenize(text): n",
    "    temp = [] n",
    "      n",
    "    for j in word_tokenize(i): n",
    "        temp.append(j.lower()) n",
    "  n",
    "    data.append(temp) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1616"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Working on the Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CBOW model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [],
   "source": [
    "model1 = Word2Vec(data, min_count = 1,  n",
    "                              size = 100, window = 5) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity between 'alice' and 'wonderland' - CBOW : 0.9983401298522949n"
     ]
    }
   ],
   "source": [
    "print("Similarity between 'alice' and 'wonderland' using CBOW : {}".format( n",
    "    model1.similarity('alice', 'wonderland')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity between 'wonderland' and 'machines' using CBOW : 0.9825841784477234n"
     ]
    }
   ],
   "source": [
    "print("Similarity between 'wonderland' and 'machines' using CBOW : {}".format( n",
    "    model1.similarity('machines', 'wonderland'))) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Skip-Gram model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [],
   "source": [
    "model2 = Word2Vec(data, min_count = 1, size = 100, n",
    "                                             window = 5, sg = 1) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity between 'alice' and 'wonderland' using Skip-Gram : 0.9367455244064331n"
     ]
    }
   ],
   "source": [
    "print("Similarity between 'alice' and 'wonderland' using Skip-Gram : {}".format( n",
    "    model2.similarity('alice', 'wonderland'))) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity between 'wonderland' and 'machines' using Skip-Gram : 0.9971015453338623n"
     ]
    }
   ],
   "source": [
    "print("Similarity between 'wonderland' and 'machines' using Skip-Gram : {}".format( n",
    "    model2.similarity('machines', 'wonderland'))) "
   ]
  }
 ],
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Original paper for word2vec:

Conclusion

In this article, we explored the ideas and concepts behind word2vec and implemented our own word2vec model using both a continuous-bag-of-words and a skip-gram model. You can further tweak the model to perform better (read more about how to do that here).

Word2vec was indeed a breakthrough in the field of AI (and especially NLP), but there have since been many more advancements in the field. One of them is doc2vec, which is based on the foundation of word2vec. In future articles, I’ll examine doc2vec, so stay tuned. Feedback is welcome!

Happy Learning 🙂

Fritz

Our team has been at the forefront of Artificial Intelligence and Machine Learning research for more than 15 years and we're using our collective intelligence to help others learn, understand and grow using these new technologies in ethical and sustainable ways.

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